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@masayoshi64
Created December 20, 2021 10:30
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pymanopt\n",
"from pymanopt.manifolds import Stiefel\n",
"import autograd.numpy as np #version 1.3だと動かないので1.2を使おう\n",
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"from scipy.stats import ortho_group\n",
"from pymanopt import Problem\n",
"from pymanopt.solvers import SteepestDescent"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def plot_figures(imgs):\n",
" n = len(imgs)\n",
" fig, ax = plt.subplots(1, n, figsize=(12, 8))\n",
" for i in range(n):\n",
" if np.average(imgs[i]) < 0: # 白黒反転の自由度があるので直す\n",
" imgs[i] *= -1\n",
" ax[i].imshow(imgs[i], cmap=\"gray\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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syOVyGBgYQFdXl2axD1l9aZMAqp+8ql2ut6IoyOVy6OnpwaZNmwBAlKu3KJHqz5Wi0dFRjVVeURTk83koyvjuXfRs9OfxeDB9+nTMnj0bfr9/wgmfW6cnsoJXCteQFYGpiN0tswa2D6FQCJ/5zGdw+eWXo7+/HxaLBW63G6FQSCyS29HY3u25jnuzKhkcZOwoOVYUBYFAQHjlrFYrTjjhBPzjH//YrrL+E2DI6+6FyWTCsmXLcO6556JUKiGXy+kaoLxeLw4//HA8+eSTYt4zsP9hp7ePUxTFA+BhAF9WVTUG4BcA2gEswri2e5Pedaqq3qmq6hJ1EosVLBYLqqurNS48ABo3+pa6aMgKJzUy+eXWSfkvm82it7cXw8PDgkRmMhnkcjkUi0UUi0WhTRaLRWQyGWSzWRQKBbE9Kv+cz+dFWAaR63w+j2w2KywmlAh/YGAAa9euxdDQkG7OYV5vfiyXy2FoaAgbNmzAmjVr0NHRgdHRUWHFproAEFZUm80Gv9+vWYhD51LoB1mY+/r6MDY2pnGhWiwW2O12TRgF1Um2EMuKCsUWUruYzWZRJyLAPCSFh0SQNZnqQe+cSD7dO51OIx6PIxaLYXBwEN3d3YJQTwTezvRd7xw9xYyDt4cegd5b2BMya2D70NLSgi9+8YsYGBgQilwoFNLddGN3QVZKZcVTPs5/kxcDThZ2u11Yjp1OJ2644YZd9jz7Cwx53f1oa2vDxRdfLOZt8hJzhZDmxWQyKRapGtg/sVMWY0VRrBgX2PtUVX0EAFRVHWC//wrA4ztVQ4yvzj7//POFJZAG5MksXtvWpCLn5+Wp3/jEwM/n9+PnA+UZEvgxsjLn83lB8nn5PPZvZGREkE8qo5LlWFVVjI6OYvXq1ejq6kIikRDXEskjYfd6vWhubkZ1dTVcLhfq6urQ3NyMeDwu4hBlMlsoFBCPxzULyFRVRSAQECvc9XKf8ncgx0zn83lEIhHN+XL4gh7xpHAJ+f3LoRF8hT2dm8lkNCElcn1lYi8rWXrncHBPwVQhwTL2lMwamDxCoRBOOeUURCIRWCwW+Hw++Hw+3XRquwt68cWVrMfbKmd76+x2uzE6Oop8Po/R0dHtunZ/hyGvux9msxnnnnuuxoNLkA06iUQCr7766o7sZGpgH8LOZKVQAPwfgDWqqt7MjtdviY0CgLMB7PTWRsqWWFxgqzVvolAJOq/SMT0LJv9MMcScWNF9ySpJVmGKdZXTucgueABii1Sz2Qy73V5mbSkWi2KCSiaTIruCXE9OAolkdnR0YP369YjH4xrLKdXBZDKhtrYW7e3tmDFjBvx+v4jzmzFjBkZHR7Fx40aUSiU4HA643W5hlaWV5GazGfl8Hna7HS6XC7Nnz0ZjY6N4Fl4vsjxTHeXfCoUCkskkXC6Xpo1JIXE6nbBYLCJ0xWazAQCGhobgcDgAQMQX53I5EaKSSqXK7sfbnxbyye+cXyMrO/yYniJG1+ktaJLbYm9iT8qsgckhFArhy1/+Mj772c8iEonAbrcjGAxuV5/RS8G4vf2NLwqWIcvKZI0N23Nvr9crSPFZZ52FP//5z5O+fn/Ff4K8+v1+MX+QN5YWvvM5hdb4AONhd5NV1LYFRVFw3HHH4YADDihbIyQbolRVRU9PD1566aVdcm8DUxc7YzFeBuAiAP9WFGXllmPXAFihKMoijKeX6QDwmZ24BwCgr68Pt9xyC0477TQhOLKFQ7boAZUXWMnEUiax3HVPBDOfzyMQCKCxsREejwfZbBbFYhEulwtOpxPJZFIILr8nkdtisSgsucC4CzGbzWJsbAyZTEYIP3fZ8HrJz8FJb19fH9atW4d4PC5iconcUx3cbjcOPPBATJ8+HQ6HQxBBk8mEUCiEuXPnwm63I5PJoLW1FVVVVeJ6t9uNtrY2KIqCbDaLYDCIUCiEhoYGeL3eSU2o8jFu0aWBiJQDr9eL6dOno6amBrlcTuzkRQOTz+cToRNms1nEOTudToyNjYnFkwMDA2KxpGyd1+sncpgOtwrziV7uP/zZuDKgd5+9jD0mswYmh4aGBlx55ZXYuHEjgPEFuNsKn6BxiWediMfjGB0dRSqVQl1dHaqqqiZFUGms25ZrWPbG6HmtZPkBJh/f7Ha7EYvFMH36dHz+8583iPE49lt5dbvdcDgcqKqqgtVqhcViEeGFFGLI5z5a6wKM9y273Y6xsbGdNjgsW7YMF154YVlaUHnuVZTxdTEvvfSSYS3+D8DOZKV4AYAeI9rl+RSrqqqwYsUKTSgFj/9hddIlObI1hc6tRJL0/hwOB9ra2rBw4UJ4PB5BeMmqShMUz71LRC+ZTIrwCVr4ZbFYkEql0NnZiQ0bNmBkZERjbSSNWYZeXVOpFPL5PNxutwhryGQySKfTACB2w2psbBQWWt4+drsdra2tqK6uFrmOiYgSyW5oaEAwGBTZHiYK8eCksFL4B6VsksNKSqUSamtrMXfuXNTX1wtFiN5hW1tbWe5WKpusCoVCAZs2bRIxzHQulSX3Gbl+vJ9MpJjo9Tfep/TI8d7EnpRZA5NDoVBAJBJBoVCA0+kU3hA9UJaWaDSKWCyGoaEhfPDBB+jq6sLg4CAikQiKxSIuueQSHH300du8N3lcJhsvqedlkTce2lHQgmTyJBnYv+SV0m+Swcnn88HpdIq0ooR0Oo1MJlPWp7j31Ol0IhgMCnlIpVIVt0efCCaTCeeee65mTuCGG8Kbb74pUp+uWrVqu+9jYN/DPrEltMPhwKxZs8QGH3IoBFBu0ZOhR1zoPz+/VCqJhXR84He5XCIul7ZjpfRr9J+IMU/jRlke8vk8PB4PvF4v7HY72traUF9fD6fTKcrjqcbIvcRTh8mTEJHJhoYGLF68GKVSSaRl2rx5Mz744ANBKikul56ZnjuXyyGRSCCbzYrFgbFYTNyX3FY2mw0Oh0MQeovFApfLBYfDUbZYjme44MSVh45QvfgiOjonl8shGo2KhXaU0o4UI06iAYh2o/anwRXYumkBAGQyGSSTSU3Ig/z+9TDRpC/3J71wnalCjA1MLYTDYVxyySUYGhoS8kR9nEDyQUr0G2+8gbfffhsjIyOIRCJ4//330dfXJ7xV8+bNA6Af8sA9Mzy39/ZCtqRV+n17PCQ0XtJCZwP7B2iBttvtFikHqX/QAnaCPBbzPqaXnpBSbzocDuRyOWSzWbS2tmL16tWT6nsUEqgoCux2O0qlEtauXYve3l6YTCaxw+vLL7+MWCxmWIr/g7BPEOPBwUHcddddWLp0admCFL0BmFuHuXDxQbzSAikigzwVS6lUgs1mg81mQzqdxqZNm7Bu3Tqh2dIf3wyEwHPv0nev14uqqioxWDidTk0diBjTvSuB7uP3+zFnzhxxLJvNYmRkRHM9WUs5sc5ms+jp6cHmzZuRSCSQz+fLLOFENh0OB1wuF0wmE7LZrIiFbGxsFDmP9epG5XENvFQqiQmQSC9Z2s1mM4aGhrB69WqxPbXNZkOxWITD4RCKB1kLqK3oOFnoR0dHRRgFEXG9ttyeyVsv7GZ7YBBkAxzV1dX44he/iA8++AAWi0VY0HjIDy2qfemll/DWW29h5cqV6OzsFP3P5/Nh8eLFItb/sMMOw/z580VMPoGPfzuaQUIuj8qSld8dDRmy2WxIJBKorq7Gxz/+cfzmN7/ZqToa2LuwWq3w+/1wOp2wWq26myDJBqptKVsAyspxuVzwer3IZDKora1FOp3Ghg0btlk/Cltat24dNm3ahFKphPfeew89PT0AYGzi8R+MfYIYU85bPhjrWSM5JnLv6bn8SfBMJpMgY0QOiSiStTQSiSAajWpinYmY8bhkTggp1RsteOPhAFS2PMno1ZmTfB5CQAoDhT9wq42ijC9siMfjcLvdYtJMJBLYtGkT1q9fL+rP78O1+1gsprFgA0B3d7dIXVNTU1MWOqE3yFFdSMPn4TFU/2w2i8HBQQwODmquJYJMz8dTuNE9iWDTIjtOACwWi7Bwy5YJuY7y58lO9np9bgrEFhuYglBVVYwJtKMdycfw8DDeeOMN/P3vf8eaNWuwevVqsTht2rRpOPTQQ9HS0oKmpiYccMABqK+vh91uR01NjYjB3xOKmExseGjR9sZ/0rg0bdo0fOxjHzOI8T4Ksv47HA7Y7XbN3gMEvZBHOs7LkY9Vuh8Zr7q6uhAIBBAOhzE8PDzhdZlMBk899RTeeustbNiwwRinDQjsE8QYgAgHkDMd0G9yzKlMzPSETC+sghaFEenibp98Pi8snDxelQST5/bkpJWINsXT1tbWwul0aha+yLvcyW6biZ6VFiskk0mo6tad7yhcARgfBDo6OpDNZhEKheBwOJBKpZBIJEQcLl/0B0BYcOmzXIdMJoOBgQE0NzeLmC89IswnTSIDFH5CbQ5A03YUK0yguGl6/9zqxS1sRDRIKSGiQVkraJvrSoOgrGhVUrAq/T4ZhcyAAWBrfLGiKHC5XCiVSujt7cXLL7+Mf/zjH3j33XeFW7hYLKKpqQlHHnkkjjnmGHzoQx8Si1931vq7s5AVSZ52cXvK2J60cAamJhRFEduXywYIfg71E648cUuw7IGQjVfA1vmJG2tKpRLGxsYQDAaRSqU08csyEokEHnvssQnPMfCfiX2GGJMFYjKTgBxLq1fWRIM23+CCyFU6nUYqlUIoFEI4HMbAwAAymYxGKHn4BZXvdDrR3NwMq9WKXC4Hl8uFpqYmET7BFyVwIkixsBQyIJN3IqqRSAT9/f2IRCIYGRkRg0o8HhcTlKqOb+m8fv16DAwMoL6+HvX19RqrKte6adMOPgDRPTOZjMZim8lkkEqlNDHDnDTqpTkjokopovjiByLiFP9Iz0ubgOTzeREvTe+RBmCqP8Uc0+p+uiYcDiMQCOj2l0oW5IksyzL0vBfbG2tp4D8DVVVVuOqqqzA2NgZFUbBu3Tq8+eabeO655/D++++jo6NDxNXbbDYcdNBB+MhHPoLjjz8eLS0tYvwoFAqIxWLIZDJwOByahbGTBck0KayFQgF+v18s1J0sOHHZkX6vF/JmYN+BzWaDy+XShOJxIxVBb/7l84SeR5f3JZqL+FzD50SaM8gDUygURJgjh6qqBik2oIt9ihjncjkRe1tp8JwoVqlSjJIMImVkqeFwuVxob2+H3W7H6OioqJfFYkFHRwdSqZQQTEqTdsABB4hMFkQ8aSU4hVGQAJOw6y2KkeOic7kcVq1ahd7eXrGAjtqAPyNp5rFYDMlkEul0GqVSCU6ns2zTjnA4jOnTp4s8wkQsrVYr8vk8Ojs70d3djXw+LwgrladnneeWW671EzHmyg4NdjQpW61WEXc5NDQEt9uNRCIh8huXSiWhVKTTaRQKBVRVVYkFFZRfmp61rq4OwWBQ132n50mQ+5Tcj/S+U3sbk/t/Dqqrq1EqlbbpuuXw+/246KKL8NJLL+HFF1/EP//5T2zatAmjo6Mwm81ika/X68Wpp56KT3ziEzjooIPg9XoBQIR0jY6OilSRDocD7e3tCIfDZfejsYy8LtFoVByLxWIijIo2IDKZTJg/fz6CweB2tQXv99sbSmGQ4n0b5G2Vvbo0HvK5Rk63yr2T25rbZQOE3iJTuqfD4dDsVGvAwGSwzxBjYOKV/nrEhaygMlHeFskhDZOIqqqqYhtlq9WqCUUgK4vZbBYLvrhGTJ/lDT30rNpc6GXLOJFb7m4sFAro6+tDNBrdZtvRPfP5PJLJJBKJhCD1VA+r1Yq6ujrMnj1bpH3j9yViPzQ0JEIWyNJU6Z3QMZno0zU8/R4t8mtvb0dDQ4OIU6MUTlarVVjVyTpPCkYqlUIul0MwGBRhKkTcaYB0OBwiDR2vr/xdnqB5GAj9Xqm/VSrTwP6N7c3uMDo6ih//+Md4/vnn8cEHH2B0dFRsBU0pqBoaGnDJJZfgzDPPxNy5c4W8RSIR9PT0YHR0VCwAJu8NbTSUTCaRTCbFIlfKEZvP56EoitgBkhRfPq4QgZ49e/YOtweNvdsD7lUysG+BPBvyXCD3AXlupDlGDqOZyKvLw+gKhYIIQ+T35JZqi8UCr9eLWCy2ax/awH6LfYYYU+5DImKyhZK7X/SIJp1H4GSHE2ciuqRhUtm0kIDI5djYGCKRCMbGxpBIJMSmH3LZsVgMb775JjweDxRFgcfjwcyZM+Hz+TQxsjydGllu6D8P6+CWYCLwZNnl8beyAkHEkwYKh8Ohsa4D42lvAoGASClH4INbbW0tvF6vUADk9uNWYTnGjA9mRMh5Cjb6bWRkBFarFW63W2yMQopKIBAQGxpw8pvJZJDL5TA2NiYWfNDA63Q6RRo7nqJKjl3TI7OyVUNvwOb9T25TY5LffzFjxgx0d3eLDXomA7PZjIaGBqTTadxzzz2IRCIwmUxwu90AtmZsqa+vx1VXXYXTTjsNVVVVgsx2dXWhv79frCfg4UulUgldXV2IRCKCDFOsPt8cgUOv3iaTCS0tLfD5fDvcNhSmNRnwzUr0vHQGpjZIoePjvWxwon7KF6xz4krXyKEX8tzCoUeo6bj8G+2uGI/Hd0sbGNi/sM8QY27dJPAYWn4esO18xZVi4Eqlkoa0kZWGn5tMJrFp0yZs2LBBkDa73S7IKhfkXC6H7u5ucS0NHgcccAC8Xq/YGITn7lSU8S2RiajTc3KrFJ2zYMECvPnmm4Kocg2ct0epVILVakVTUxOmTZuGqqoqRCIR4eri1l85swZvs1QqhUKhIEii3W4X4Qx61m8+APLBiluqiRzT7kebN29Gb28vrFYrbDYbMpmMiGF2uVzCCiZbDniOY5vNJu5HOZi9Xi9aW1sxY8YMWK1WXcvxRO7c7elLVA/+DgzsX8jlciJOfjLvWFEUhEIhobSlUimhsKmqKhTutrY2fOc738Fpp50mfo/H49iwYQMGBgaEjBLIDa2qqgjv4ouRgPGcrfK6CTm0icYOj8eDWbNmTbjZyERQVXXSGy7Iir6iKFizZg1uueWWHbq3gT0Lh8OBUCiked98zJcVMT2jDR2X+6aetRmAZhE+txZTH5brQddSWk9jAxkD28I+Q4w5tuXGlj/rETy5HLl8cu+TcOdyObEBRiaTwfDwMMbGxoR1gzbCoGsps4UcZ5XJZPDBBx9g2rRp8Hq9mkmMW0v4Tj+yhZOO2+12zJkzB5lMBolEArFYTLhXga2TIl1vt9vR0tKCGTNmiHzB3EpTKBTQ39+P/v5+YaWiclKpFEZGRrBmzRrEYjFNG+oRTNmCzwl6oVAQ7lsixPx9kIWLtwsRe4oZ5lYlsraTlYp/pudXFAXDw8PC6tzQ0CCulwdquc50nAZdHqLDy+DPbKyw37/h8XjEwrltwWQyob6+XiyQy2azZddRxppPfOITWL58OQ4//HCxwI7St/X19QlPjOyOpv5H/Z/i9IPBIBwOh8imE4vF0NfXp8l6IyvdZAHcUfBFxNsCV5ZTqZTI4PPPf/5zh+9vYM+A5jmeq14eB/kfXUO/cWwr5ELvM/8uz0N68cpEjncVMbbb7WhsbMTSpUvR0NCAeDyO1atX45133hGhSgb2TewTxLihoQFXXnmliHMl6GmeenGelYgxFygucHIOYyJvdIwsmUSGaStTfl+eVYGEnsIiaIto7koia2mxWBQuJyqHg4dLAIDX68XChQvFRgC0sQcRem5FzefzGBoaQm1trSbXKV/8NjAwoAn9INJMi+yGh4c1WTIoJY684EImyXxgTCaTGB4e1lir+Hvk74rqJq9ApvPkUAieMo9bH8hKnUgkRBwm7w8yUdHrL3rf9azNnEDz/wb2D9TU1AjZByb2CJhMJkyfPl1s+UzgYxBZ284991xcccUVmDZtWlkID4UK8Rh5YGusvtlshsfjQSgUgs/ng9vtFjH6PEtFOBxGKBTCmjVrRDgGV96B8TRW//73v2GxWETIF+Ucp3FBb4EfPRe3Pk/ULjybTzweF/eYNWsWHnvsMQDA66+/juuvv75iOQb2HqiP8mxMgHaOko0LQPnYqjdfTDRmFotF4aHlcxTPu0/zrl45tJB8R2A2mzFz5kycfvrpUJTx1HQ1NTVwuVwoFouYMWMG6urq8MgjjxiGkX0YU54YK4qCqqoqXHjhhejv79cQIA49q6WeFrotdzm53uX4WFp4pygKvF4vZsyYAWBrqqNCoYDh4WFhqaSJkLIq0IIwVVVRW1sLt9st6kLWZb5wgWKAtwWTyQS/34+xsTEkk8kyFyZfoUsbpdhsNrS1tYkcykQmKYyku7tbkwJNHqg44ZbDO3g78+N8sCILN7UHz3vKd8GT78UHP3lRJVmRZes6J8cABMHXC4fg9ZUH8skMctw9bWD/BYVWTaQ8mUwmLF68WKRdk8MfqP+lUim4XC587Wtfw1lnnYXm5uay/mOxWESayEQiIUInaHzx+XxihzGKr6+U1tJqtSIcDqOxsREbNmwQBIHLSqlUQn9/PwCIzRlIESBCsmzZsrIdO1VVxcjICDKZjAhf0oOqjqeTHBsb03h4iFTncjksWLAAAFBXV4fm5mZ4vV4Eg0E8+eSTRpjFFACFtQWDQWSzWSETJpMJs2bNgtPpxMqVKzUheTIBpnL0yqb/slzJIUCVxmZOmuV7OJ3O7SLGtC6gtrYWRx99NAKBABobG8XcxefCcDiMo48+GtlsFo8//vik72FgamHKE2NgfGLw+/3o7++vSFr0XDWVEoZzwZKtzbQQjm+4AUCz4YfD4UBLS4sYFCgG9rXXXsPw8LAgcU6nEzNnzhT5HVOpFKxWq0jMr0fcqB7cHcnrLrvo6dyenh6x6la2WPJ2SKVS6OvrQyAQEDl/aWUvbysSeL7oj0+2NInV1NQgHA6Xaei8ffkfkWKej5gPcqFQSNSFx53RO6GJmmKz5QU75FUwm81IpVJIpVKa9qJn4lZ5fv+JBmp6btldKPcrA/svgsGghkzyPh4KhUSGmJqaGiQSCTgcDrE1OT+3WCxiZGQEc+bMwbe//W0cc8wxujm26T6hUAgLFy4UXiVS4Ok/Ke2TgaIoaGxsxODgIIaGhjQeI5I9kqd0Oi2U5FwuJ8YwecvpVCqFb33rW3j11VdFGsU///nPItafoKoqBgcHkU6ndbPZkMxTHnfa5poU+I985CM47rjj8NRTT+GnP/3ppJ7XwK6HzWZDKBTSeERVVcXs2bPxiU98QsyL69evB7A1fz2g9f7JnhGZMOv1aR4mQbIgW4vpd7053mKxwG63TyoO3mQyobW1FRdddBE8Hg+CwaDGWCN7DEulEtxuN1pbW+F2u4145n0U+wQxjkajePTRR0VsLEFPm9QTBC68/Bj/LpfJJzFOkukYT/1FZGvjxo3CCgKMa6a0untwcBC9vb2wWCxobm7WLELgBJSeQW+zEP6duyLT6TQGBgZE2jj5GXkoB+X8jcfjqKurQyAQQCQS0Vi0SKmgyU/OdUxWKbvdjtbWVtTV1WkGKX5/ue4UzsCJMZXrcrkwa9YsTe5UPhGT1Z7eRT6fF7HIlA+a2s5isWDz5s3o6OgQWQMoTpm7liv1AxnbIh38WfVcgwb2D8jxs7xfUL+irC3JZFKj/FK/oPSDp59+Oq644gosWrRIkwVGDxTWAGxVSsfGxjA4OIhkMomxsTH09vYil8uhtrYW4XAYtbW1aGpq0i3bbrdj5syZiEajQjHm3iVgK1EmuaZ0ivPnz9eMw11dXbjgggvw7rvvwmw2IxqN4vTTTxfWZRlkYaQwD6/XK8rjbUX5Z7PZrNjd0+PxoKqqCq2trSgUCvjFL34xmddmYBeDPJ2kqJVKJbS2tuLCCy/EwQcfjHw+j66uLvT09JQZJoCt5Jh7Jjn0wtf05mnZsKQ3V+oZPKqqqtDT0zPhM9psNixYsADnnnsuampqAGxd+8M9ktRXaR5SFAWBQADNzc1Yu3btNtvSwNTDlCfGqjq+a9sLL7yA6dOnV4zfpE5K18jglkn5HNm9QwvReKgAbQlNQkHpw8iFT/F/tMMdTYB03vvvv4+NGzeiVCqhqqoKFotF7CxFBI8/g2wB4lYd+k+T1eDgoHCx8vP5oEBhE7lcTjyf2+1GW1sb8vk8+vr6NBq00+lEVVUVisUiBgcHRRYJm82G5uZm1NTUIBgMipzOPCSCk349UsDvwy3UoVBIKBJjY2PCAq6qqiYeknYE4+nu/H4/6urqxH1yuZzIDcvfM9+8Re4fO0pgZVLMyfBE7j4D+xbIWlzJM6CqqiCvNFbIIQ2l0njeYJ/PhxtuuAFtbW0Vwx5kpFIpDA0NYdWqVfjjH/+If//738JrUigURE5j2k3TarXi7LPPxsc//nG0traW3ScUCmHx4sVYv369yGZBz0HjGhkGwuEw/H4/qqurNWnc1q5di/PPPx8bN24UoRyjo6P44he/KNY1cCiKgtraWuTzeTgcjjJPlAwKRaPcyrSRkdVqxQUXXIDTTz8df/rTn3DXXXdNqg0N7DwovSCfb6uqqnDKKadg6dKlYgHl8ccfj87OTjz77LNiN1WKP6d5YqI1Q5XGTB4yty3I3kD6z7NA6cHlcuHqq6+G3W4Xm0LxjFO8LQh8/m1oaMCcOXMMYryPYqeJsaIoHQDiAIoACqqqLlEUJQTgQQCtADoAnKeq6sgOlg+fz4djjjlGE0YwUVyRHsnhQsetIjJBll37NLnR5JPNZpFIJDA4OCg2+KBj0WhUky90bGwMGzZsQHV1Nfr7+0U2hg0bNqBYLKK5uRk+n0/kG+VCxzNi8JhbDorX3bRpk1hQpqqqhjRSXQKBAGpra9Hf3w+TyYRwOIxgMCjCPBRFQUdHhyakYfbs2RgbG0M0GhVxuXa7HW1tbWKba26RlxcGUh15PUjBkGOBS6USvF4vHA6HmPwHBgbEuXxgk9vCZrNhzpw5qK+v11ieeAo3up7Sy+nFTvM6TxQWoReaIx/n/WcqkeLdLa/7M3i/0AvBoWwTevHvJBM0qf/85z9He3v7Nj0R+Xwe/f39WL16NZ544gk888wzSCaTGBoa0qSLA8b7HHlyiCTfdddd+MMf/oDrr78ep512mmabZ0VRUFNTA5/PJzLaZLNZTQhTOByG0+kU1l3aUCedTuOFF17AF7/4RQwMDMDr9cJisSAajeK4447DkiVLKuYjJhkEtIvwKoHGM6vVCpfLhWQyiVgshkAggOrqanzlK19BsVjEr3/968m9yH0IU1FerVYrgsGg6OdutxtHH300zjzzTE1+/NraWixbtgybNm3CwMCAULIIPAQD2OqZrGTYInBjy0RKlcwHZO6wbNkyvPjii2XXmc1mHHTQQWhpaRHyy+d1mluIF9A9eLjl+++/j+eee2672tXA1MGushgfq6rqEPv+DQDPqKp6o6Io39jy/aodKVhVVfT09OB73/sebr/9do1bUI+86BGWiX6TiQt30fC4JSJ0NEl1dHSUDeg8ZlVRFCSTSbz33nsigwUJTVdXF3p7e3HwwQdj7ty5wr3Pd4OjhOk87kovfmpsbAwDAwOCWNOCnHw+L1IyKcr4gsH58+djzpw5AIBAIACPxyOItNw+NMFygk6WWwpV4JZXbiXm5fDvlPaNUtnw5ykUCmK72+7ubnR2dorBiBMLCr/gFupisYihoSGk02mxUQLfGITqwheCyPfXi2/T+17JVcc/T0VCLGG3yev+Clp1XsnrRN/5ZE87Z/JzVVXFggULcMwxx+iS4mKxiHQ6jUgkgldeeQV//etf8cYbbwi5ofzdAMSGQxx8QS0wLlcDAwP42te+hs2bN+NjH/sYqqurxfkmkwkulwsOhwPhcLhsJb+sZAPAU089ha9+9auIxWLIZrNwuVxCttLpNM4//3y4XK6yvPN6kHPP6oGPs2azGT6fDw6HQyw4tlqtuPLKK6GqKn7zm99s8577IKaUvNpsNlRVVWFoaLxKLS0tOPfcc+H3+8U5RCCXLl2K3t5e/PnPfxZhbxN5a2XoyRv9p/mRK3JyyORE2LRpk+7xYrGItWvX4rXXXkNnZydisRgWLFgAv9+PmTNnau5F5Jy8y4qiYO3atXj44YdFhigD+x52VyjFhwEcs+XzbwH8P+yE4GazWXR2dgoSxFNyyQSEB/brCQlNXjKR46SHx66SdkixVPF4XFiGiTzrWUaoTrSLHt3PbDYLt+fg4CCmT58Op9MJl8uFRCKhcTHJgwiVS89PGSRisZjYAa+pqQk1NTXYvHkzhoeHYTab4XA44PP54PP5xOI1EuZcLodIJIJoNKppFx5+QW3JN/GgtuXhH9xSJg8a9DcyMoKhoaEyyy9ZHkwmE9LptGhfan9gfJKuqakRi+p4uAYpLzRgmc1mYcWiCZqUAL5aXs86LHscZBefnkdCJsNyO01x7FJ53R9B+Vpl6GVnIehNzCaTCatWrcK3vvUtzJkzB9XV1QgEAhgZGUFfXx/eeOMNvPLKKyIOOZFIaLKxcIsbh56ngs6nbaZvvvlmPPPMM7j00ktxzJbFflyGJiKosVgM69atw7333ouHH35YKPp8EV46nUYoFMJJJ5006VzGkw0jka+x2WwIh8OwWCyIx+Mwm824+uqrUSwWcc8992x3mfsY9qq8FgoF0eahUAiHH364bjYVYFyhPPzww7Fu3Tq8/vrrZUYYWZmUvS16Hl3q35WyF/F6VCoLGO+vlRCNRnHvvfeK0MOVK1eKuZQMTcuWLdN4j+h+GzZs2Gb8soGpjV1BjFUATymKogK4Q1XVOwHUqqrat+X3fgC1u+A+yOVywu3PCQ3fSEMmZnoWPk6waULjBMZut4v4N5r0aCFIMBhEIBDA4OCgsN7Qoi/6z92swNZtiIm4FYtFpFIpOJ1OmM1mxGIxxONxjXDFYjEUi0Ux8cjCR/9HRkYwMjICRVFw8MEHY9GiRSiVSuju7hb5Hs1msyCH8gSey+UwODiIWCwm2sXtdiMcDsPtdmNkZEQ8I5HUZDKpWWEs14kIMQ1cVO9MJoNkMikWCdJkXCwWNVtRq6qqsZ7b7Xa0t7fjwAMPhMfjQS6Xw7/+9S8x+HCrNVd4KFsIbzvK7Up9Qa43J7+yq1zuRzJRouema6lv6g3KexF7TF73J/DwH2DimHQ9JUme4O+//34RK0/jC/VVGkdo3YG83kDvvrKSzwkH9UMAePPNN/H5z38edrsd3/jGN9De3o65c+fC4/HAZDKJ1fqlUgnZbBbvvPMOfvrTn2L16tXIZDIYHR2F3+8vS8VGY9EXv/hFVFdX73CeWKB8PYXeb/Q/EAgIz5nFYsG3v/1tlEol3HfffTt8/ymGKSevRBDHxsZQX1+P008/XRPuBkAz7re0tOCiiy6Coih44403NGFFVVVVaG9vx7p160RGF3n+1PPgyb/xvk6QUyTKZSnK+CJ6vXhj6lME2fthMpk0O9pyUAjfVMfxxx+PZ555RsSMp1IpfPrTn8Yvf/lLAIDf78fy5cvxwAMP4KKLLkJnZ6dYq5DL5fDOO+9g8+bNWL58OVKplOBMvI3fe+89vPDCC5g2bRoWL16Mzs5OlEolhMNhvPrqq5g7dy5GR0fx7rvv7s2mKMOuIMZHqqraoyhKDYCnFUXRRJurqqpuEWoNFEW5FMCl23Mjl8ulybogT0AkjHwRGP9dJk5EwOg4P5cWzpHFlEIpwuEwDjvsMMyePVsQPUoJNjg4KK6n/Mb5fB7pdBrhcBjFYhFWqxWlUgnz5s3D7NmzhVWTpw+jVE589zvWbppnbWlpgdlsRm1tLerq6uD1epFIJODxeHTzmXINV1VVYX0FIKyrbrcboVBIuEbJkkztQ2neSqUSRkZGRBgETZY8JRq30KdSKUH4iRCTNczr9cLlcol4a1ImgPEFOAcffDCqq6tFO/l8PvT09IgJmHJJ073JJc1dXIqiiPdBCwvldp1o8NUDt4xxbwUHj42fAtgheQV2TGb3B9TW1oq0S7KXSvY2EEgx5KE/dD4phfQf0KaDJNmifiwThYmgVx8aUxRFEVtDJ5NJfPvb3xbWV5PJhKqqKjQ0NOC9994Ti4+z2SxGRkZENhin0ynGMF4+1fess87aoTbmFms+XgP6BJkTIb/fj1KpJKzr1157LQqFAh588MEdqssUw5SSV7fbjTlz5iAej4usRLW1tboWYL7eY/r06Vi6dCk6OjowODgoPKcnnngiTjzxREQiEdxyyy1YvXp1RS8CGR7IWyGPt7wOenO91DZiLtvWQjw9UH/bXTj//PMxbdo0JBIJYRyrq6tDNBoV3tFoNIrTTjsNTqcTw8PD2Lx5M9ra2uByuYS88iwasqKQyWTw2c9+FtFoVMSM53I5HHLIIYIT+P1+LFmyBC6XC0uWLBFt5ff7ccghhwijWTqd1uzUSePQ4sWL8YlPfAKKoggvfKk0vq/DBRdcIDJFdXd347e//S1Wr16929p0e7DTxFhV1Z4t/wcVRfkTgEMBDCiKUq+qap+iKPUABnWuuxPAnQBQSbC3/Ibm5mZcd911ZS4RWVvUu1YWCD3Nkrtb6I/vdEfWwUgkgoaGBtTV1SEUCokV5rRSnXJv0n1Kpa3bH/v9fk1aJI/HA6/XKxbQ8XhEmlD1wj3485jNZjQ3N6Ourk5s+0p1J/JKZdB3/uy0OHBgYEAzudntdo0SQnWidhoeHkYkEsHIyAg6OjpgNpsxa9YsoU1SHTnxpPYbHh7WWAzovh6PR6ymd7lcZameKA47k8kglUqJxUVEwOXcqrSRB38fwFY3rF5fkftFJdB9ieTIfYr/Ts9aiUDtaeyovG65ZlIyu78hGAwK5Vf2Hui9Uz33Kj+Xfpcnb76jJF1H501EijlZJzItbxvNz6WxjVziNI51dXVh1apVoj+Toksxy9wAIYcgkfV73rx5260Ecq/btpQAvbGeFoNRqJuqqpMO5ZjqmGryajabhSexra0Ny5cvLzMqycYrGiePPfZYVFVV4b777sO6deuwbNkyHH744aitrUVVVRWuvvpqPPHEE3jyySeFB5PLQy6Xwze/+U08+uijiEQiALTjup4s6vUjLpvy5lpTBTNnzhSbiBGptdlsIvMSGYEo9SFt2kUL3LnVmr8XIqiEbDYLp9OpmYvJgkxyT9vD08ZnNMYQ3+AGRAAaWebKrrw2gvOA+vp6XH755bjzzjvx1ltv7ebW3TZ2ihgriuIGYFJVNb7l80kArgfwKICPAbhxy/+/7Og9VHU8XdvLL7+MAw44oGy3JVkY+Hd5Fbk8qMoTGIec11NVVfT396NYLIqV2pRXl+rpdruF5dJsNgvNjRaCUSdSt7hJx8bGMDw8jM7OTpGHlyZHOR2O/MetqTw0gLvyySpL9+PIZDLo7OxER0eH0A4pt2h1dbUIWaB4X3omk8kk4pez2SzGxsZgs9kQDAbR2NgoYpipXYm4joyMoKurC6Ojo+I4vSMAIkTGbreLkArSTjOZDN58802hXESjUfT19QkCYLfb4Xa74XA4NOWSwsG9CJTcXc5HyfuOntWY90egfBMVvev13t3exJ6Q1/0RiURiwgm2kmeBT0x6RJk+V4qrnGz8rVwen3Tk8U3u79xKPRniz40HNEFaLBZEIhF873vfEzmcJwsezkbly23FF1VVsiKbzWb4/X6RJejHP/4xTCYT/vCHP0y6LlMNU1Fec7kc+vv7xfxWX19PdeX1LpMJVR3Pf79o0SJYrVbcfffdOOiggzB9+nQxR0yfPh2f+MQnUFtbi0ceeUSEylFfO/zww7Fs2TIceuiheOCBB/Diiy+KECcyXsn35HXSq5uqqhXXD+wtfPzjH8e0adMAaDesItLKN/ghi6uqbg3BcjgcSCaTYvt2CqkcGBhAVVUVamtrUSqVEIvFkE6nRRpKfr7b7UY+n0cmk0E2m0UoFMLg4CAaGhoQi8XEeiUAIv0qkXe+BspkMiGRSCCRSMBiscDtdsPpdIr9DHjGK7fbjVNOOQXRaBQdHR17q/kB7LzFuBbAn7Z0OguA+1VVfVJRlNcBPKQoyicBbAZw3s7cZGRkBE888QQuueSSihYaTrYmIjqESoSYypJjU00mEzKZDHp7exGJRIQFk8dW2Ww24YIkkgds7Th89SyFClCnoXuSgFJuYJlQ8c/yIkI6Jk/Y3KUCjIeF9Pb2YuPGjRgdHRXPTbG+jY2NcLlcyGQyYvEBb7NYLIaxsTHx7JTHWa9NSUgGBwfFJiR8ciVrUWNjo9g2mwg41bdQKGDdunViIKAQCf7MfCFGMplEZ2enJgyE4idJoGWNVq99qV30iAefwKmu/Jn4+XqLKPcS9oi87k/48Y9/jNtuuw3AxNlJZHArLr9OnqwrkVAuIzsCub/xsULPSCDXp5JCSJ/5+guSvfPOO2+HCAYfQysZL/hzyOAWbq/XW5aRZh/GlJNXClGrr6/HYYcdVqbI6M29fF62WCyYP38+rrvuOtjtdo0hp1Qa3zXu7LPPxtFHH40nn3wSDz30EOLxOBKJBD75yU8iFArBZDLhC1/4Ao4++mj87W9/wwsvvKDJVsXnWVnmeOwzgRthpgKCwSDsdjuampowe/ZszZoDUjyJAJdKJU0II8kfT6VK7yeTyWjWTpHlmYi1fD6g9VqREkxtK6PSuCgr/nSPfD6Pt99+Gxs2bBBW+1mzZuG73/0uVq5ciQceeAC9vb27saUrY6eIsaqqGwEcqHN8GMDxO1O2VJ4gVIRKpFb+Ly/Ck8mxTJplqysfrHn2A+6q4zGzspWIOhHFGpLlVW9S5OfrxRfTebyunLhTXTihlq1QpVIJQ0NDWL9+PQYGBkTdyeLd1NQkNiAhKzZ1Wi40dF/SWOXUUfI5AwMDYoEhP89kGk8XVVtbKwY3l8sFr9eLTCYjBiyyAFPbUhnk0rHZbCLDxqZNm9Dd3S0WR9I7dblcImSjkrIh9xH+u9yWetfI7T6VsKfkdX/Ca6+9pmtJBfS9BfSZFEag3GJM53CSp1eWLG96Vji5PnpEANDmfuXnTgQ9kiPf22Qyobe3FytWrEBNTc12EWNuLdar22TqKJfncrnEuonbb78dJpMJf/rTnyZdxlTCVJVXihFta2srywpBn7fUU7NImxsOQqGQOIcrWXRuXV0dLrzwQixYsAAvvfQS8vk8WlpaRNk2mw0HHnggZs6ciaOOOgqPPPIIPvjgA80W5Hoyp9efeBjAVAA3tHi9XpGCFJj82hc96IUQ6h2rBArFnOzmKoRK51PIJwDU19fD7Xajq6sLiUQChxxyCPr7+/H4449rFkHuKUz5ne84iOTqEQ89lyEwsVuFgw/E5KaYaOIjyDE0nODSMb6whCyzpHlx8ghAWI317l9Jm6Pr5XhFfow2tRgeHsaaNWuwefNmTU5Up9OJadOmYebMmUIQHQ4H/H6/IJ1yBgqKn6bz5JXJBHJvUliD/FswGBRktVQqoaamBnPnzkV/fz/i8bjmfIvFgmw2q1E8fD4fpk2bhnQ6jbfffhsbN24U9+EZS2iDAN5/5FhJPej9RgqFrKjw+Es9BcjAvoVVq1aVvWOOSkqVPAlTX6HYP54fmMsMt65xmZe9G5UIox45lssGoAnb4mPqtiZdPsbwcs877zxYrdbtiu0lpZo/TyXywonXtspzu91i58upZAncH0Dp/wqFAmpqajSePXnxZCXZmGhu5mOzzWbDQQcdhLlz50JRFI1llNdl2bJlOOigg/Dqq6/iO9/5DqqqqnSNOPKYT/elUIWpEk4Rj8c18+1ECvm+Dtol0WQyob29HTU1NXjrrbcQj8fxX//1X5gzZw7uuOOOihlAdhf2KWJMBFNeEQ1MXuj4b1QmoDX322w2hEIhEUdLrgtOxqgcOS2RbCUiUIgFXa9nyaHJz+FwYObMmWWWTV5fTojl/ea51ZtcLXV1dQCA0dFRRCIRmM1mMYBQUP+cOXNQU1Ojifutr69HJBJBb2+vWGjIyaTD4UBVVRVCoVAZcecL0GprazE8PIzR0VERh62q46uCp0+frtkxKRAIIBAI4IADDhDtSQsciRhTXmmqg8PhQE9PD4aGhjSDH29nyhfN228y2rdMNmTlRB54ZeWtEqkyMLXR1tam2Wp9e6yXBK6YyZ4nvb6ht9BO7msT9V29OvLr6J4yCZhsH+X3pIU+AHDMMcdsk7jKkEOm5LroWagnA6fTiWQyiXQ6jV//+te49NJL8eijj25X3Qzow2q1oqqqCna7HR6Pp8y4M9HcKr9D3l/0Fs+RYYc8ibL3l28v7Xa7ccwxx+Dhhx/GAw88gOeee05zfy5zQLmhrKqqCgMDA7ukjXYWtH32fwJ8Pp/Yw4G8AuFwGCtXrkR3dzdaW1tx22234eqrr8b777+/x+q1T7X+RO5vPbekTGhk4ZMtr3Se3W7H/PnzUV1djd7eXgwMDAjLQy6XE59p73e+GQgnqfLOcDQR0IIBfoyEvKamBrNnzxbbUVaydPPYPj4g0UBSXV2Nuro6xGIxhEIhNDQ0wOFwoLW1FdXV1SIwnhaj0YpTKoPq39DQAK/Xiw0bNqCjo0MQ22KxCJfLhenTp2PWrFmCGNO74BOw2WwWmxl0dHSgt7cXyWQShUIBs2fPxsKFCzWDH38n1Ebc3SWfS/X1er1oaWlBf3+/WNVM7ebxeFBbWwufz6dZwED3qhQ3JfcPTmZkJYW/I6obt7LvCLEysHcwe/ZssYmMPKkSJlKqVHU8fm9wcBD5fF4onDThkdzKbkZVVUVKQb182xPdjxNgPeVM7q+VrLMTPaPsJu/v78ell14Kt9st1lJMBlzWKhH/yViwZZDV2GazIZ1OiwnXwK6Bqo6HPNTU1Ohu70wKVzQaRT6fR21tre6CSXq3NO7KnpJYLIbOzk40NTWJhdm8DrwM3jcpu0F7ezuuvfZaOJ1OEaMrK2H82qnkWSA+QZ7R/RnkVU2lUiJc1uPx4JBDDgEA9PT0IB6P4/LLL8cPf/hDdHV17ZF67VPEmMiRnpWBIFsLuRVPPk++hmAyjacraW9vR3t7uyb9ST6fRzKZRDabFTtK9fT0iJyGZNWm2FwKIaD4KMqUQJZLyjdMBNLtdmtyn+pNTDKJkzVym82G2bNno7W1VaxIJTJJydm5BYsGCD5A0cSnKONxTgcffDAWLlwo4n0KhYLIBiGHWOi1rcvlgsvlQmNjI4rFohiIHA6HJuUZPQ8PVeCTPP3O70cEIxgM4thjj0WhUMDY2JjYkpMyXVDOaGoHeVDlkMkFPy5bhmnQpeeldtzeSd3A1MHo6KjGzS+POZXcmzRGZLNZWK1WfPSjH0VVVRVuvvlmNDQ0iPIAlMVfqup43mCHw4HFixfj73//exk5lslvJUuvHsGk56Bn0Qtt0uvrHDylHJVLeYO3FzTOyahEkCtlpNADWY0TiQR+97vf4eKLL8bf/va37a6jAS3i8ThWrlyJtrY2AOXvwmQyoaurC//617+QSCSwZMkSLF68WNejSxtFuVwuDckeGBjAs88+i4GBAZxyyilobW0tm5/o3np9wmw249RTT8XixYtx33334bHHHtMYqQiyoWmqgAxP+Xx+vyfGZB3n6XHp+IIFCzA6Oop8Po+2tjbNAsvdjX2GGJtMJgSDQU2sKhcyIld8AOWrLytpnPw7J1r0O5VHi8sURUEgENCcFw6HNdfrxeHx37ilSK9+vGy6Pw0Mcr5B/kyyG4vXmf74ylWCTDj5MQIRVcq9TJZcnntZvka2CvE24FYAqruea02ehCtZkXgWEbvdjqqqKvFe5HP1rGl6FmG6Tk+5kgmxPIDxxZD7S07V/xS0tLRo+hP1TVl5kpVXYDy1G21PfPLJJ6O6uhqZTAbPPfcc1q5dC7/fD2Crx4dbpIms1tfX44orrkAwGMTvf//7shSVet4HPoaRNZrLC+/D+Xy+YoxzJVLKZZeOd3d347Of/SyCwWDZ74SJSKy8K2QlGdcjyBOVWyqVRN52UlD+U1zTewIejweLFi3S7Re0m11rayteffVVvPXWW7DZbFiwYIHmPEVRRF771tZWVFVVAQDef/99vPLKKxgeHoaijG/eIodk5HI5fPDBB0gmkyL9WywWg8fjgaqqiMfjWLduHebPny82f5G9xXp9qqWlBZ2dnbrPbDKZ0NbWhksuuUSsp1m7di1uvfXWXd6+XC73d2JMC2UTiQReeOEFMSaQ94nCWMfGxnDCCSdgaGhIZNLandhnRotSqYTBwUFhaa1EJPUsEHqkSCaSfILS+y6TUJqAKHNDJfclH+z5oKAHvYlBdvfz55WJrN6EQeXpLSyYjAVGHpS40gGUb0rA68froLfLHJ1XKf5LT2HQs5hNZDWTr+XH5fevh4mIs6xQ0fk8ryYn0IbleOrj9NNPFwvuZFnmkCetUqmEZDIJs9mMxx57DNOnTxcKvN1ux/Lly/GNb3wDXq9X9A3yLPFyKKzK7/fjjDPOwFtvvYX3339fQ44reWa4vGSzWc3iT7n+FLpF1+qRBrls/huFJ3zsYx+D3W5HKpUSG4bQYppsNgufz6frcueWa/kevE6ykUI+rxJMJpPYoMDArgU30sjjo6qOL3JeuHAhcrkcXn/9dfzrX/9CqVTSkGkKQVRVVWw2s2rVKrzxxhuIxWJYtGgRDjvsMLjd7rK5gzIU0fgajUaxceNGmEwmLFy4EENDQ8jn8xgYGBCLzgHteK3ndaZQxsHBQfh8Ptx1112IxWIAts5T3GM7f/58/OpXv4LJNL5Yf3h4GE888QSeeuqpnWpfOSxlf4bf74fH40E8HhdeZC6zZHzb0/PnPkOMga1WQQBlJKUSKpEjPeuPTK4ncw9OFnn58n9eJg/xqDTpyhZUvUmaT4R6E4BMQOmYnoWYoOeuksuTJzW5jvSbvPqXKwfyPQGt1ZfK05ukef1pYOXQc+/x82nA0RM2fs9KlmVeF1JQ9GIm6R56bjwDUxPvvfeergVzovjEUqmEVCqFL37xi/jwhz+MxsZGjcJnMpkwb9480V8oRINbq/Ssb3PnzsXll1+O66+/HkNDQ8KVOJESVyqN77Y5a9YsdHV1IZPJwO12a8omIsKfhf+vNGYSSE6DwSBuuOEGhEIhrF+/HsPDw5oFMmazGR/96Edxxx13aOKPTSaTCBHh7cDvzdujksFgWyEVDocDqVQKHR0deyXl0/4MGtNIwZKNQw6HA0uWLIHFYsHKlSvx/PPPo1AoYNGiRQC2enNp86hVq1bh9ddfRzwex3HHHYd58+aJfPMEPh7z4w6HA5lMRtSBezEXLlyo2QWyVCqJ7YupD1F5tOh+cHAQsVgMl112Ge68805NnDqdzzcTIaXY5XLhoosuwty5c3fKkkweDrJM78/w+/2YNWuWJha8VCohHA4jk8mgVCqhq6tL7Dy6pzDlibGiKJg2bRp+8IMfaHIU0m96BBfQt4ZyweXn0HfeCfUGag55EQpNOLILU49cyyEeMtHlZFu2ClWaFCtNEjIhJyuKHnnkLthKZcnlycdlCw+BPstxzTzWd1tKjkxKZfDn4p/12oa3v1ymHiHXq4dsxee/ye6wbZVpYO+jtrZWky+dJlk9ZY1PqOl0Gr/4xS9wzDHHiNhAOpeua2lpwZVXXokf/vCHItaYoOddyeVycLvdOOKII3DppZfiuuuuAwANoQTKvWG0PewFF1yAeDyOO+64QyT2p3vxUC49j4tsIabJn8upxWKB1+vFiy++iHg8Dr/fD4vFIrasVVUVQ0NDWLhwYVm/5xZkmRTrkWGqR6U2k0HXUTjFfrDRx5SCqqqaBY3c2MDfm8vlwmGHHQabzYaXX34ZmUxGyBT1IWDcu0FrVU499VTMmDGjbF6n8ZzSkBKppg1HAGi2Qc5msxgaGsKcOXNE1gNVVfHzn/8cLpcL6XQan/zkJ8V2x3RdLBZDfX09+vr6EI1G8ZGPfAS1tbW48cYbdY1yNBbQMxGZ83q9ZalGJwsKv6tkSNqfYDKZ0NraitbWVt3fS6USRkZGkMlk8MEHH4h3vdvrtUfushOgiWf16tVioZYcf0rQs5DKC8OIwMoWPk6o5WTk8jkEspxWsvzS9TL54vfnpEm2yNL1/DuBuxhkkq5n+SGtns6l63ld5GedyKot11MP8jPoTXJyHfnkLD+73J78d67U0Dnye57ovVC99J5bfsd6ZFrvuon6qoGph6ampjL3vmwZos/kSk6lUvjJT36Co446Sii0NOHLZO7YY49FU1MTstmspl/ReXQvj8eDQCAAVR13S5999tm4+uqrxaI+Ale+6c9kMiEWiyESieDkk0/GRRddBLPZjEwmU9Y3eSo5Dr2Fo/JYSP9dLhfq6urEAioKYaDyly9fLqzTZCnW21RAliN+TO/3iSxpvK5ExB5//HH813/9V8VrDEwe1L70juX3xMdci8WCpUuX4ktf+pLYKY/Op2xImUwGzc3NuOSSSzBr1ixYrVaxTTNP10lknBZtms1mjSWXG6aof0SjUQwODuLuu+/GSy+9hAULFmDGjBlYtGgRXn/9dRx55JGaLZcBaDbUUFUV/f39+PrXvy6ySRF4H+P9c8GCBVi+fPkOty+NC7Tw7D8ZFFqWy+UwY8aMsvUWuwtT3mIMjK9SvfPOO3H22WdrrDXAVgsICQp9z+VyIiUZoE3JxV0o9EeJpvXc3rJrnTa2IMsOxRnTinQ9YsUXm1HHlxfJ0GSby+WQSqXgdDqhKIrGikWbg5DbgVtGZKsOt/SQQCeTSaG5y4JN1mRKE0Nt6nA4NBtw8Lbj7cPjxvg9uQZM7QeMW798Pp+oJ3+nQLlVmLao5u3A608DF1nNaLKW3a/yIj8qO5lMioU7JpNJPAtthsDraLVaRe5lAJpJghMW/jwGpjaGh4c1MsTftx5Jy2QyuOOOO3Dsscdqtn3ncs4nzXA4jOXLl+O2225DXV2dxqPBiXIymUQsFhML9ShGmXZz42EavJ+RvCqKgv7+fmQyGVx00UUAgP/7v/9DJpMR2/DqKaeVjnHyLp/Lx62RkRHhqqZ60xhAZKeSoiqPuZWO0fvZlkyVSls3UTHkb9eC+pxs2aR35vP54PF4kM1mkclkBLnjRipFUdDc3IyamhrN/GkymeD3+wUBisViYsdUvmCVSDFlXQLG5TGbzYr+nc/nEQgE8Ktf/QptbW1i0Smfd6+55hqsWrVKY92lMZ+HG0UiEXzpS1/Ccccdh3PPPRcANHUBthpqdjY2mNqTW8D/k8GNZHsK+wQxBsY7YSwW01g3uWuFa6rFYhGRSASjo6PiOCfGXMBUdTy2KBgMwuv1aqx8dI0cEpBIJBCNRsWWxWazWaRc40nHgfHBgKwqBEXZ6kaiZyABy+VyGBoawuDgoFiRSxMNWbAsFosgqrRRh9vtLotVpPoSCVbV8dWdQ0NDmp11qGyHwwGLxYJ0Oi2ew+12o6amRuzLLpNvDnJfpdNpjcuMyD61C+Vp9Hg8aGtr0+zCJYOTlNHRUQwODgLYmi6OKw6073s+n4fNZkNtbS28Xq/Gck2pcHg/Iu28t7cXmUwGTqdTWNko/ISnzlEUBT6fDzU1NYJE8wFS3kWJtsw2MLVBcYoETmzJJU/9Jh6P46c//SmOOuoozUI2AJr+xUN7HA4Hjj/+eNx2222afg2UK4FyiJHb7cZ5552H0dFR3H///WUxugTqo8PDw0ilUgiFQvjoRz8Kq9WKO+64A7lcTsiN7BrWK48f4+OKyTSej723t1ccW7FiBUym8dX7ZrMZhx56KOrq6ibtLZHvoUfO9QhzJdA4ub+7o/c0iHQSceQKZCgUQnNzs2jzfD6P/v5+jI2NlYW6qaoKu92uMXbV1tYiEAiI64PBIBKJBDo7O5HNZnUNSWTQogV5fLMom82GuXPnarwyvD+6XC7ceOON+PSnPy3KU5Tx8M0NGzZonjudTuOvf/0r3n33XXz3u99FKpUCsFVWc7mcJtXqjoLmH9oRdkegqirWrl2LxsbGsnR4+xqoz9AeCnsC+0Rreb1eHH744cjlciIHLxEVbsEk4ksuGFopTR1VdsuThdfpdMJms8FutwvCyS1/MjlOJBIYHBzUWEdlFx9p1Nxqygk6vWAupPQssVgMuVwO/f39GoIpT4D03ev1Cg27EnnllvR4PF7mkqVz+HPz5NvyBM7Lpv/pdBrRaBTJZFLzu6ztUdvwduDPI7c3vSuqO9WF7kPtS+1vMo3ni/Z4PCKoH4Bmxz2+QAMYH8Bp8xa+5TSB3h3PJkCWaTkchmejoPtuz570BvY8jjjiCHR1demuYaBxhfpaLBbDihUrcPLJJwvFmFy5NM7Qd56SzGw2o76+Hp/85Cdx9913a0ijPJHKC40BiDzd77zzDt577z1BjuVr3W43/va3v+Goo44S8cwf+chHoKoq7rzzTkGO9ca2Ssop/01RFGzevFmQ7SVLlmD69OkIBoM72Pr6McWVCMZkrWiyRd3ArkFvby9+97vf4cgjj9TMFx6PB9XV1chms4JU0sZOqqqKDA+AVukhI4LD4YDT6YSqqnj99dexfv16nHDCCaiurobP58Pw8LB4l7ICazabhTcEGO8j3BhBfZ4bT0hu29vbhSWZyiuVSpgxYwbWr19f9vybN2/G1VdfjS984Qsi5Ilbzd955x089NBDO9y+tPkVHwO2F7fffju+8pWvIBQK4TOf+Qy++93v7nB9ZMRiMfzpT3/CX/7yFzQ3N+Occ87B0UcfXfH8XC6Ht99+Gx988AEOPvhgzJgxY7sIP71rj8ezxxYjTnlirCgKWlpa8KMf/Qi9vb1lgyIno4A2rRiPJ9abgLgg8LAC+Twu/ETo+HVEmojkcdcKHad65PN5DUnkExEd52ESAMT1NMnSf6oHWS35RMAnM14WrzMA8Txm8/juckTs5J3heDiCXG86h0JAaNDhiyX12o/uz5URPdctHeMKghzywid52QLG25q/G/nZ5HN4lgxuPaR+RUnJuYuX10fvs4Gpiddeew01NTVlsefc2wKMT1oAcPnll2tiDrns6ylU1EfsdjtOP/103H333SgUCpoQKN43ZUsn1emwww7DFVdcgVtvvRXvvvuuULg4aSWrVTQaFcYERVGwfPlyrF+/Ho899pjmPH69DD1rdGdnJz7/+c/jO9/5DmpqasRvQ0NDGBsbE8QjEAggGAxO2mJbSe75vbfXtSxvHGBg14EbYGi8t9vteOihh3DFFVcgn8/jmmuuwZe//OUyjxnfwIlkJhAIwGaz4d5778W3v/1tdHV1YenSpXjggQfQ2NioibltamqCxWIRGVfmz58vFFgitZRzX1Zw+V4ANpsNiqLgqKOOwurVqzVEXVEUzJkzB2vXri179p6eHlx99dXw+Xw46qijcMghhyCTyeCNN97A008/vVPtSnMKGd52BN3d3VBVFZFIpIxP7AxSqRT+8Ic/4FOf+pQ49uijj+LHP/6xCDHhGBgYwI9+9CPcdNNNAMbDqy677DJ84xvfQG1t7aTqRMaskZERw2JMUFUVq1evxhFHHIHf/e53mrhOmXwQYaGVqnKoBSe4pJERZOsOlckFixM72TLMJxpeBsXocnc+oE8s+SAj/0bXcOsT/UaxSHoLvWTLrs1mg9PpFNZyWkVvMplETKDsruJtVKlO/H580ZtsBeZEWbb0UxvwcBd+P8pzyImofG++mxi9fzlkhN41KQCc9MuWbn5//mw04XL3IPdEcIv9rhiQDOw+EGl8+eWXhSxUInPFYhH33HMPwuGwZgJVFEVDjjmZlvtpc3MzvvOd7+C6664TVmM+ZuRyOSQSCbjdbtG3uMJ4yCGH4Otf/zpuu+02vP322xrrC1f0BgYGkEqlxJhps9lw5ZVXIhwO49577xWkQM+qKo+x9HwDAwO4/fbb8bnPfQ7AuKdl9erVIgyJQq7oWrvdjhNPPHHSMqB3X06Kt4cYk0fKiNPcPeDviMLFIpEI3nzzTfT39wMANm7ciEwmo7tQDdCGHdHieiJCAEQ4mzwv22w2TJs2TbxjbikulcazQlD5NC/zeZrmB/IoH3jggVi9erVmDKd6zp49G+vWrdNtg1gshscffxyPP/74LmtXmj8o00slJBIJdHd3w+PxoFAooKurS/T3zs5O0V5/+tOf8F//9V9oaGiA1WrF6OgoPB4P8vk8wuGwWOczGUQiEdx8882aYw6HA7W1tZpjqjq+aPGnP/0pbrvtNnE8m83itttuwzvvvINrr70WRx111DYVZ3pve9LANOWJMQcRNzlOFNBaJFVV1QTZy1uPygSICBInl5wscYsOJ2wkQHzRH2m//ByKPZaJFCeB3O1eKpUEeaVBQrZ0c42bt4dMzni9C4WCWBBBi9jISszbkJ6b6iiTdXoGrmTQ9ZwUcGubPKlxRSKXy2ksZLKFmmv3XIGQCS0/l94rtSEPtaB7UD3o3Hw+L/qA3K9kRYDegRxfKp8nKxcGpg7ovfzwhz/Eu+++i1QqJSywfPMCsuAmEglceOGFOPzwwzWWC3m1OvVPOYUV/Wa1WnHIIYfAarUim83qhtnwPqdnOV24cCEuvPBCxGIxrF+/XpBcupfL5cLbb7+NE044AYFAQDyH0+nE5z//eWQyGTz44IOi7jI5J/D7ZrNZ/PWvf8Upp5wCYDx06rnnnkM+n4fVaoXT6RSKKO06l06nhRt7e6BnKd6RRU16pN/AroPcb5xOJ2pqauDxeOD1ejFjxgzYbDYRjysbXPh8S+Ov1+vF7Nmz4fF4cPbZZyMYDGrmQfqTN/6QvY587KZz+docunepVMKmTZt065fL5TAyMrLH2pPqQIagSkpdLBbDpZdeij/96U/bTEf4zjvv4PDDD9ccW7RoEVauXImFCxfi4IMPxv/93/9NihwHg0FcfPHF+MUvfoFUKoVwOIyTTz4ZRx55pOa8gYEB/OQnP8EPfvADXfn7f//v/8Hr9cLj8WDx4sUTzpGUoWRPbpG9zxBjk8mkIUayy5NAlhGXywWr1arbsbhwEckjQioLBhciPshyoeQuHKoruS8KhYKYHPRSjfB6UP35al9+DNgaZsEJHg+loPP5pM4HLlIcuFWM3EtUHr+eE1g9yzV/Dj2LKZ/UuVWNriH3srwwjp6Psnzw9yLHQssWZ5roaTCVhY7HpVPdKJSELyghBYvaiA+0PFRHJuq8XoYbd2rCbDbjD3/4A+LxOFKpFDZt2lQWdy4raiaTCZ/61Kd0N6KhMrmCzPsM/0/b5n75y1/GTTfdhOrq6rL7Ub/nCiXvxyaTCSeeeCLq6+tx66234vXXXxeWYyLAq1evRnd3N+bOnaupZ6FQwJe+9CU4nU789re/LRtrOKjOyWQSf/jDH3DyySeL3zZs2CAWLHJln/LLFgoFHHbYYTtEirlSQITJwNRBsVhENpsVseo0z9XV1eGSSy7BUUcdhaqqKrS1taFUKmkyIcljI73rkZEROBwOnHfeeTjvvPOQyWSEwrdx40ahdPE5hBtB6D/viySTfA4jbynNbcViEW+++SYAlPVlk8kktpXeU5vETIYYX3PNNXj00Ud3OEf3ypUrAQCrVq3Ce++9h2uvvRbTpk2bsE7pdBrJZBIf+tCHUF1djVAoBLPZjGg0ipUrV2LBggUwm80YGxvD/fffj5tuumlCIvvYY49hzZo1uOGGG3DOOedUtI7L4/KewA4TY0VRZgN4kB1qA/AdAAEAnwYQ2XL8GlVVn9jR+xBKpRISiYTGuiI3OrcmKsrWLAt61mIuQJSqjcrghEm+B2WZ8Hq9IjWMHELBr+E5ErllideJW6rJOkWp2qgONDmQMPPnkuOj+THeLkSinU6nZqMPrlFzl5TFYhEr2KmtiHTK96X2DgQCIqsFpUui86kNqByeq1ImzPw90GBqsVjgcrlEfbnSQuVzFxgPu5FjsOU+YbVaRUo9TkjkhY90LZF5mUjIcc40EE/WVbU7sadldqrCYrHgwQcfxPDwsAgnGh4e1vVC0LFIJIKPfvSjqK+vF8obyYTFYhETrdxf+Cp4WQk75ZRT8MYbb+C1116Dz+fTKK887SPv3zyky2Qa35b261//Om699VY8//zzsFqtmrhjykBDHij+bJdddhnWrl2Lf/3rXxUVOFUdz8Lz3//93/jwhz+s6cc1NTXo7e0V4xONdWazGS0tLWhpaUEgENjh90TpH3cUZPDYVzGV5ZXeOc0PijK+SLu/vx9VVVVYunQpgPG+PDQ0hNHRUQDlRhhgq1xks1kMDAygqqpKzN25XA6Dg4Ni0bVsuKFyisUiWltb0dHRUebRlDmAPPemUil0dXWhtrZW9GEeYmez2VBdXQ2n0ylCRHY3ZEOcjHfeeWe7cxzLcxB9r6mpmZAUA8DQ0BA+9alP4dFHH9X9vaGhAVdeeSU+8YlP4He/+x2++tWvau7j8/lgMpnKrO8bNmzAz372M9TW1uJDH/qQruWY3smenEN3mBirqroOwCIAUBTFDKAHwJ8AfALALaqq/nhXVJBgMpkQDAYF6ZKtkbLllUIXttSvrME5qaOE9JzI0HV6x2jy0XMLUZnc4sizInBLLREw+s8X6vD8u3QP7urnhE+Ot5XJn2whJ62YJnIeR83JPa87r6+sUcukkwixHLLC24pbormVmT8blUe/6ZUhW8d5nCf/TW+A4YJGz0quNm6B588ix5zLcdAyeLvsbexpmZ2KsNlsuOeeexCLxYQ8UkyvrGhx2S+VSrj44osBaL0uJGeyd4qPF7I3h+oRCARw5pln4l//+pfmWlJI9cIHSP45WZ49ezauuuoqVFVV4W9/+5vIV6woCjo6OhCPx4W3SiYIP/7xj/Gzn/0MDzzwgK4Cl0gk0NjYiJ/85Cdl5LmmpgYnnXQS0ul0GenfGZRKJbFV8I6CxgJq92w2u9P5Zfc0prK8WiwW+Hw+zbFsNit2jKMtlymPMR/XyTDFvXvAVuMXpfvkXkTuQSBSzud0s9mMpqYm9Pf3i/SdfO6hHMbyPKcoCnp7e3XnZHne8Hg8cLvdYgHu7gLdl2fZkPGZz3wG8Xgc69evL1ss39zcjL6+PjidTrGgMRaLoaqqCgDg8/mQy+XQ1NSEYDCIr3zlK9usUywWm3BRYTQaxYsvvohAIICrrrpK8yy0wcvGjRtx8803Y3h4WPyuqiqef/55/PWvf8WcOXPKYpUBiH0a9qT3dVeFUhwPYIOqqpt3F6s3mcY3yaAFWHrWYkC7OpsmNblzVSIw/Dp+jkyUORHjpE0mytyipHe9nlWRT7hUPidjslWUT+Ty4CHfk9+DlyGTt20ROT3iDWyN1eblUDvIljgOTtDpHL325+VyNxw/lz+nXkYS+d50PYXSyHHQ/LNspeD/J2r3SmE/exm7XWanGqxWK37729+KOHt619lsVnh/gPI48Wg0ihUrVqCxsbFsHQFP1UaQ5YwsHmQto/amWOMVK1bg/vvvR1VVFRRFQTqdRm9vL+rr68v6rx5UVUVrayuuvPJKFAoFQY7dbjdeeOEFnHrqqZoJhz+fzWbD5ZdfjmKxiD/+8Y+6aSQ//elPIxQKaZ6PK62ktNN1fL3DZEFkZ1ctllMURRMWde655+L555/f6XL3IqaMvMqGG36c2p025ZC9HYDWm8nnWzksgqfy5Ofw0EUa00kR9Pl8iEQiGgOSLH98U5BsNotf//rXmoww8hxAMmsymVBdXS1Se+4uyPxBDx/96EdxzjnnYGxsDLlcDn//+98xd+5clEolLFy4EIVCQSxmBLYasTKZDB5++GF4PB6ce+65k85vHA6HcdFFF+Hee+8V5VG72mw2zJ49G+eeey5eeeUVzbbNzc3NOOywwxCPx2GxWLBw4UL885//LCv/xRdfxFlnnaVLjMmjLFv+dyd2FTE+H8AD7PsXFEW5GMAbAL6qqmpZ9LqiKJcCuHSyNyiVSojH4xoyCWjJqCyo5JKkBWb8Oi6QMqFhdSyzVPLzObnldaHzSaho4uSWaZmE0fUAxGIFmaTLWTP4feR6yZZa+Xn0rpefWyadnNxWIr+cdPM66BFOOU+jnqLBFQWuLGzrGWRLrvx+ZQWDztOrZ6X2lZUJ+fi2CM1exm6X2amGr33taxgZGdGQJmDr5KcXT06u1hNPPFHjXdELmQH0FSYe/sChquOL5E4//XSsWrUK69evh91u16zylpUxue9zku52u/G///u/uPDCC3HLLbfgrbfewtDQEJ5//nm0tbUhEAhoFidzRfzKK6/EoYceiquvvloYH2iCPvzww8UmPf39/RgcHMSGDRswNDSEnp4eDA4O4re//S0A4FOf+hTOPPNMLFq0SOzuN5FSSVbdXR0/qKrjMZqFQgEej2enrdhTAFNGXuvr67FixQrNmEryIHtp5TGRv2c57agsd/L8SuDWXZKppqYmmM1mtLa2IhKJaDx6PKSP5JCU47/85S946aWXRP+Qva98TtKbs3cXaGHuRF4Ol8sFl8sFAPjYxz6Ggw8+GO+99x7uvfdenH/++WUGwWKxiB/+8If4/ve/j1wuh3Xr1mHmzJmTqk8gEBC5kS0WCzo7O/H8889j2rRpcLlcOOSQQ5BIJPDrX/9ac11nZyduvfVW3TL5Gh0yTuiB3sU+tfhOURQbgDMBXL3l0C8AfBeAuuX/TQAuka9TVfVOAHduKWObT0sTFJFLPWLDLaN6Vs9KhFYmR5w86RFGXj53BclEiQsUdQLeWfmqdU42+eQrPxuPn+J15v912rqsftuypPKJTA8TKRYySawUL8UtCvI1MrGn9uDvhl/Pn5OXKddProdM8nlssTyw67WrnjdB7/1MJXK8p2R2KsHlcom4xUQiIRL90/oCisuVFWyyLtEiIjqmBx7Kw4/JZEBeQDRz5kx87nOfw1e+8hXk83kkk0n09vaipaWlLIyIyiToKXzz58/HL3/5S7zyyiv42c9+hn//+98YGhrSbMDB+y0wvvr+mGOOwcUXXyys6vT7XXfdhU2bNuHxxx/HE088USbrJpMJ9fX1SKVSePvtt7Fw4UL09fXhlFNOQSgU2mNkgoMs9aVSCdXV1YJA7IuYavJK426ldSzyuKxnzKBy6He6Vm9TCz4P8HSinPxSLLvT6YTT6RS7q1JdUqkUisUiYrEYEomE6M8bNmwQpJiHX3Ll0WaziVj6PZGhgvrtZHdtLJVK+MlPfoL169dDVVV8/OMfx7nnnqtZ9FosFvHYY4/h2muvBTCeXWL69OnbXa+VK1fihhtuQDQa1ex6OX/+fHzzm99Ec3MzPB6PUEonwiGHHIKFCxeiVCrh9NNPxyGHHKJ7ns/nw+Dg4B6dQ3eFxfgUAG+pqjoAAPQfABRF+RWAXZLgz2QyIRAIiF3Y9IgbJ4/0J8cPT3QNgQs5d8lwMsgtwfwcWbMkYSZrlKyNkoDz55GtWXoWSl52JQLLCR/dQ0+L5Knk5Pgrfi9O3Plx/pnKlxdYyBZUOpeni5Mnaz6g8rL1YjZ5zJochy2/VwBl7SYP6rx8vfP03hFBVgQmM7jtYewRmZ1KuOWWW+B0OoVyTYo2LfBKpVKCPPE+G4lEcNlllwkXKqC1dHFFVXbfAuXuUL7Ilfqb2WzGkiVL8D//8z/45je/KcYXuS/KFjneZ/kxGpeOOuooHHHEEejt7RWkmFbhy2EjwDg5/uxnP4u5c+fim9/8psil/Mc//hF//OMfAYwvsqmkNJtMJrS3t8PhcCCTyeDf//43jjnmmEm5hncGXL648kLvi3YS3YcxpeQ1l8uJxaqsHpr/fI7mFuHe3l6kUik0NDTA7XYD2DofcGutPL7T9dzoQOfRjrV0LBQKob+/XyM7V199NcbGxjA6OoqRkRFYLBaRzYnqwOdoq9WKTCaDnp6e7V7ktrOgkA/ZMFcJr732Gr773e8KZfb0008vi8d94YUXcOmlW50HLS0t271NdCKRwB//+EesXr1aHKPxy+PxYN68eTj99NNx/vnn46abbsLLL79cZjiieZN28bzsssvQ1NQ0YegVjdM7sxPg9mJXEOMVYC4eRVHqVVXt2/L1bADv7oJ7wGQyaTQRPUukHNvHXS565dE1nBDJQimneZHdKTTJyJMUlU2Ek7s8uaWFtZv4LG9PKZNKOi5PUPLgxI/z6+larnlTB5fL4e0k14ErHESwaUETt4bzXL9c6ZAFU64Tf37+WbYu82uonWUrsHwdgefHNJm2ptnjFicql19Hlj+9d6inwEwx7BGZnSoIBALYuHEj2traRP/g4Q3pdLpM5vhAXl1drRkfAO1kDkDEwNF7p8+ydVlOUUWw2Wz40Ic+hC9/+cv429/+JhaBbivcR896DGhjbJuamiacUOjZSqXxRW9HHXUUbrjhBnzrW99CMpmE2+0uU8Jlpa9UKiGbzaKhoUGkcHv//ffR2NiIWbNm7bLsEFRPrjSXSuPZbij2k49HNpsNV1xxBd5++23U1tZiZGRkXyTJU0perVar8ARQ35HXusgEFxh/T2vWrMGqVatw9NFHY9GiRWXhgXzu4XOrPM5y44nL5dL8TrG1pFzmcjm8++67IrWc0+nUzWfP6zw4OIhoNLobW7EyuHK9LSIYi8XwpS99SbMg8IMPPsDw8LAIxxobG8OKFSsQiUTEOfF4HB0dHaipqZm0N8XtduOss87C2rVroaoqotEoQqEQmpubcd5552HBggXI5XJYvHgx7rzzTnR0dKC/vx+FQgFOpxNutxurV69GsVjEYYcdhunTp4udCyeaI6mfuVyuPbYAb6eIsaIobgAnAvgMO/xDRVEWYdzN0yH9tsMolUoYGhoqswbS4ChbYslSzCcXTuKow3Hhk6288jHZalvJWsqvk0kedXi5XHoWVdXmMCXhlidILvSFQkGzglUejPizcCuVDHkA4s/FByz5uTmJ5OXzeutZTel3OQWcnqbMy+Z5ZOk6edKmgZFizOTBVyavBFmJke9FZdIiDnLB61k7Kik+exN7UmanAgKBAK688krU1NQIqwNN4g6HQxyrqanB6Oho2UYdqqrioIMO0rXMAloLsKw8yvLEZZ6TZiqLJp5wOIwPPvgAS5Ys0dSF9/VKSrZcTzomp2NUFEWTYo7/ls/ncdRRR+Gmm27ClVdeidHRUY1c0Lm8v1OMM3n1iKysWrUKra2tGsVjR8HHUTJQpFIpxGIxkcmAjwn0//rrr0dDQwNcLhdWrFiBl19+GZFIZJ8gyFNRXmk8l0mrnuFBnjfD4TCamppQKpWQTqfLcvvL84RMsnn5FC4hgzJGUXmxWEwz9svGJj6HEfZmmj9qW27RroSHHnoI7733HlR1fKe8RCKBd999F2eddRaeeeYZuFwuPProo8KCXlVVhWQyiY0bN2Lx4sW45ppr8LWvfW1S9XI6nVixYgVOOukkJJNJ8f7y+TwcDgfS6TRefPFFfP/73xchK6Ojo4jH46iurobb7UYqlUImk0EymUQgEMBRRx2FL3zhC1i6dGnFOdLpdMJisWDevHn4f//v/yGRSGx3m24vdooYq6qaBBCWjl20UzWqAMo16na7RTC9rGnIxJBPYLJgkHWTLJeytYiXRyChpNAIToZkcssnINn6KQf480mUW6WJiOlZe+l5iPjxe9N9edvx8BKeJ1V+Nj6IcYLPn4dbdikgnhNovbyDep85CeETvN57lCc8mdTKRIRnyODn0mduWeb3pFXxsiLAr+NuON5WlawaUwl7Umb3NlwuF77//e8jEAhgdHRUYykm5UnPw0DvO5/PIxAIoL6+XpcY88mXFHauvMkeFS5D/FrqK4VCAT6fD6eddlpZXm/6z8cb7k2h+8teNPk+9JnqQWSA6krf8/k8Fi9ejDvuuAOXXnophoaGhBWbtxPJSiKRwPHHHw+/3y9kRFHG8yhv2LABBxxwwE4TY24pTqfTGB0dFRtH0DPwcYdnN+js7AQA/OxnP4Pf78fy5cuxatUq9PX17XFX+fZgb8mryWRCKBQSJJPaG9iayx+AboggXc+P02+LFi3CokWLyt5RpXAbPSLLx1s9ayMpPNQX/vznP5ftLsmv4fMDGVR4ZoU9DR6GNZHFuFgs4v7774eqqpg2bRq+9a1v4Re/+AXWrVuHoaEhRKNRKMr45jwulwszZ87EAw88gPvuuw933nknUqmU2JFwskgmk3j88cfxyiuvIJPJoLu7G5s2bUJ7eztuuOEGdHd344UXXiiTqe7ubjHGEeLxOO677z7MnTsXCxcurGi5Jp7m8/m2O/xjR7FP7HxntVpRX1+vyWcnkyOZnBIxou/yxKEX0yIfk0kVCS2fUDlpk63XspuTu/44oZWFm2vHchmUv5G3A/0mXy9DJosy8eR11Ks3geeR5u3Kt3imdyWTel4efw96sWM0MMjxz3pWPfmZePgDJxTye+XPTtZguR4TDch6YRp6lnsDewY1NTXwer0oFAo45ZRTYLPZkM1moSgKstmskBsuv7ThDR8/gPFtTa+99lq4XK4yay9XqrlSSJAVWNnLxfuxngJPCiwfs+jciRQu6ouciPPfSNGWxw4u49SnS6USZs6ciR/96Ee46qqrEI1GheuTrqO6ZTIZLFmyRBPrqSjjC5d6enowZ84cTfjDtlDp3FKphFgshmg0KsYGeoder7ds4yIK8YjH48jn8xgcHMTAwABuvvlm1NfX4/zzz8dTTz01pcnxnoKiKKipqYHZbEYoFMJ1112HOXPmIJfL4bnnnsONN96I/v5+eDwescuZPEcB+ik59Y7pKZYT1U3+Tn+Uk9xms5WFRqqqirffflujAOvN17JBaW+O3VxR3lY96urqcPbZZ+Oqq67C3Llzcfjhh+Puu+/GiSeeiD/+8Y/w+/1oaWnBihUrcP3116O+vh7XXnstTjzxRDz22GOanSwng56eHlx++eVlhNpkMuHdd9/VzJm0+3A8HsecOXNgt9vx9ttvw+v1ivemqirGxsY0azxkkPd/w4YNe0xhmfLEWFEUNDc34/vf/z4sFosmzybv/LzT84FezxJK18jklpMxbsnh5XB3CxcmOX+vngWafpOti3qTIpUrhxZwqzKdk8vlymJeZYHik7Js8eYWUzpXJv0yoeUWXtmiS8SBP4Pee6AyaQCQLci83SiOkJNxOs7fAY9tlsugelM78RAbaltervxM/P3J7UqkQ1YGKikpBnYtamtr4ff78f3vfx+nn346BgYGMDg4iFWrViGTySCbzYrd2SgukYfZUPwhoLV21dXVlU3K3MpVSYlSlPF8xOvWrUNdXR2qqqrKNhGS+6cc3iT3JSqXf+f3lscROp7NZjE0NASn0wm/3695BrPZLFJaylCU8XCLRYsW4dZbb8XHP/5xTTgFj6+eMWMGgsGgJmMQgdy2PCvGROBx4DI5TiQSiEajKJVKsNls8Pv98Hg8mjzowNZ3aDabYbfb4fF4kM/nxSSczWaxceNG3H///Tj//PPxj3/84z+aHIdCIdTV1eH73/8+fD4f6urqxHu22Ww46aST0N7ejk9+8pMYHh7GP//5T5x66qkAyr1wsoEAKCe2egYn+V1z5ZKIIpcvko9SqYRoNCrWIEUiESFL0WgUGzduFPfkcsKNIDxUyGQaD8XcleEUiqIgEAiITVEURcHw8DDi8XjZuXIIYCWYzWb83//9nxi/SqXxzX7+93//FxdddBEeeughqOr4QsJXXnkF4XBYzJ3Lli3D4Ycfvt0xuw6HAzNmzMDQ0JCYtx0OBw455BAceuihePrpp0Vo50knnYQZM2bgvvvuw8c+9jEAwJo1a3DhhRfC4/HgzjvvnNQ229QO+1S6tt0NVVUxNDSE++67D5dddpmu5UQmHzIZ5VkhCJxcyRtB8HvLFkP5uEzy+O+cEHJCy++l96J57CAnfvx8ORxjW3Wm+9LkTARRL0ZbtrzKygEnp3rWArJ2AdDkkOZ1pPuSBYuI5bYWRaiqKrbWlp+dh5ToWfH4YM3DVThkUiu76/T6CT+PP6P8XgzsetTV1SEQCOCaa67BaaedhsHBQaxbtw4mkwljY2OayZ2Up0KhgEQiIeIbS6VSGTGk62gyIcjyKMcYc+V91apVuOSSS3DooYfisssuw6JFi0QIDskv9Xm5v/PQDH4/PtbJY6GstGUyGQwODuKVV17B/fffj9NOOw3nnHOOIMeybPFxh56ViMf8+fMxc+ZM9PT0iK3WqX7xeBxnnXUWrFYrcrlcmVXaarVi8+bNmk1CKoGP0zI5zuVyiMfjIoVeOBzWvMNKoN/sdjtqamqQTqcxMjKCTCaDzZs348EHH8SKFSvw9NNP7xNxx7sSiqKgvb0dl1xyCc4444yy8S2TyYg+29LSgv/5n//B5z73OfzhD3/AySefXLbIlIcNkkzxdRpyfybwcZkbeXjGiUwmg0wmU5aKzWQyiXRq3CMMAG+//bbwFPG5kcLhqH6UrYX6CsXM7ixcLhdCoRA8Hg+WL1+OE044Aaqqwmaz4Te/+Q3+/Oc/Y3R0VFcpS6fTFVNDplIp9PT0oFgsYmxsDKFQCAMD48lKYrGY5rp8Po+33noLvb29qKmpEW2Zz+fh9XrR3t6OcDisex8Zra2tePrpp/Hyyy+jv78f+Xwera2t+NCHPoR4PC7qQIprMBiEw+EQscgWiwUOhwMtLS0IBoMYGxuD1+uFw+GoeE9Kr7lgwQI8/vjjkyLTO4spT4yB8U7wzjvvlB2XXSAyedHTXOk6uoYTIMJE53PCRfeXrch8EKCJmCYeOfawkkYoW371iBWVr2fZJNDExuvDv9Pv/Pn4M/DYZPl8Of5Ybnv+nerGQw/k9ya3ofws1H4yaZDbrZJ1Ws/6JrcLDaqytUK+h55CwBUkPWJuYNeivr4e3/3ud3HCCScgFouJvJqUlzidTpcpwLRYVe53Xq8XQPmE3draqqs80ncC9R0ixSaTCTNnzsSMGTOwfv16fO5zn8PXv/51HHDAAZg9e7aYCPT6sDzG0DGuUPJz5e/5fB6xWAwvvfQS7rjjDvT09KCqqgqBQEAQBCpPHmf4WMZJarFYRFNTEzZt2iTyo1IZhUIBDQ0NACA2TigWi3A6nfB4PACA9957D/PmzROeKj1rsF6GAqpjsVhEIpEQ6fYCgUDZwq1tge7ncrlgs9kQiUSQSqXQ1dWFBx54AAsXLkRHR8d2lbmvY+bMmbjrrrtQVVWlWQyqKOOhR/39/aiqqhKbpNTV1cHtdiOfz2N0dBTV1dWiLFIMTSYTvF4vfD4fisUiMpkM0um0Zic7QNvXSDml3OLhcLgs2wQw7p3o6elBLBbTjLNUBifGpVIJb7zxBmprazVeV6fTiZqaGrS0tIjFYXV1dVi9ejUymYwwzjidTvT394uytxcejwcnnngizj77bPj9fuRyOfT09Ih6nnzyyQgGg3jggQfQ1dUlrqONPSbaBfLJJ5/EV7/6VUESZ86ciTVr1oj4e/m6z3zmM1AURbRpPp8X5PXyyy/H9ddfP2EoCyGfz6Onpwd2ux1+v19ktzCZxncF5At5yXrf19eHJ598EsFgEPl8Hhs2bEA0GhV1z2azE1rna2pqMDQ0hNbW1rJY8d2FfYIYV1dX48ILL9S1avJBlFsMZSuP3nWcvBEmOq8SAdUjT1xo5dAHTnblCZDKIusW1Y9+14uvlrVKPtlVsgRzgsrvLVu9OdHj7SC7TGWrKVkMKoUm0LPwyVd+Lk7CeX3ImsDrxtuBLHATLb7jBJpb7+RYNz3izuvK3yGvr3w/A7sWDQ0N+J//+R+ccMIJGBkZgdk8vrOk2+2G1+sVcaXZbFYT90qfaQCnCbmmpgbZbFZkd8nn8wgGg5p1AByy5Yv/TjIfDAbx8MMP48knn8Svf/1r/PSnP4Wqqrj00ktx6KGHorW1FU6nsyysh/oQz5tMskb9X0/JKxaLSCaTWLt2LZ5++mk89dRTsFgsOPXUU/GRj3wEBxxwQJmyJ8sGL4+TCbPZjHPPPRd/+9vfRIygooyHcc2ePVvscqeqqiaOm8pNp9Po7OzEjBkzKk72PISMrqPP+Xwe6XQaZrMZTqdzpzbsoDasqqrC8PAwkskkNm3ahFmzZu2VvLV7CwsXLsSNN96IYDAoxjFSHClel2K6ScHx+/044ogj8MEHH2DTpk2oqakpc/u7XC5UV1drrICZTAaJREIs/OaeBeqTXq8XwWBQQ3545hRau1JfX490Oq1xrXODBn1Op9Noa2vDcccdh0AgIOYL7tHk8kShIdQPh4eH8atf/QqKoiCVSiGfz2sI7ETweDw49dRT8eEPf1i0IYHKz2QyMJlMaGtrQzweF4sbHQ6HrvGF4+6779b01ddee23C+pDMyaEbmUwGP/jBD3DVVVcJ48BE6O7uxmmnnSYyhJHM19XV4fzzzxeW52w2i8ceewwm03iigyeeeALAeHs//vjjmjp5PJ4JLcY0Lo2Oju6QgrIj2CeIMbB1tShfJFOJdMiWSW4h4efwiaiSJVLPSkxxsTzmid9XtsDy+3GizMMa+POQ1Wdb+4OTMiCTVv5f7xoei0vg7cUtwTK55CSQyqFn4c/OV6bzCbbS++L11WsP+V3I58rl8fcuZx7Qs2qT5YsGGm415iSYk2i5fnLdOWk3LMe7DvX19fjWt76FU045BdFoFBaLBV6vF4FAQIwPg4ODGgsV9UPql3yXK0VRMG/ePDzyyCOw2WzCPXnOOedoUqPpvU/+n1vCzGYz3G43ampqcMUVV+Css87C3XffjUcffRR33XUX7rjjDnzpS1/CkiVL0NTUJEI9CGT1NZvNIi4xnU4jm82WTSTFYhGpVArvv/8+XnvtNTz22GMoFotoaWnBZZddhuXLl8Pj8SAej2N4eBipVEpDKOiPyzqNt9RGxWJRd/KKxWJYvnw5gPExhIdZ8HHOarWiu7sbM2bMEOdy6FnICVS3fD4Pm80mMhPt7CRpsVhQXV2NQqGAbDaLX//617jsssvw5JNP7vfkuLW1Fffdd58mxKBYLGJwcBDpdBqNjY2w2+2iH+RyOTgcDrjdbhx44IF4+umnceutt+IHP/hB2aYvFotFhCbQMbLyA+ULpulaev88nGVwcBAWiwUejwfd3d1oamqC1WqF0+nUyDDvC3Tvnp4eLF68WBPWR5ZSHjrBvRKkCJvNZoTDYVxzzTWib0YiEdx0002IRCKavMF6WLx4Mc444wxNG9CzA1vHi4ULF+KII47ALbfcgn/+85+a9pHz5BP4OEZt4ff7kU6nYTKNp6fTi13msFgs8Pl8cLlcqKmp0eySNxForFEUBTNnzoTD4UBnZyfGxsawevVqzJ49W1NPPRnVMx5NxA/k9QN7AvsEMe7r68PNN9+M++67TyOAcoPxmLhMJiO2geQTI3UqTnIcDocQeqCciMkWV7LMUEckgkqEmVsRueWEC79cPu8Y+XweiUQCuVxOrMikiYa7geU94GVrkB4Zy+VyiMViIt6HypXdWsC45i+3idw+cgwu7XlOGjsPJ6D2p3uaTCY0NjbqZo+Q24QGLtrghSsW3PLAwzycTqeudUyOZ6N3Sq5anv2EWyGIONNvfr9f9CM5XpuwLaE3sH1oamrCFVdcgRNOOAHRaBR2ux3BYFC4COldJJNJMXHK74b/2Ww21NbWwuv1aiahTCaDtrY2ANCEQnHlTFau6R60AUJNTY0oc8aMGfjud7+LFStW4OGHH8aDDz6IG264AXPnzsU555yDtrY2NDY2iqwAtCMfEXVFGXdt53I55PN5sYtfJBJBd3c3Vq9ejb/+9a8YHBxEa2srvvSlL+GMM85AMBgUdaB4v66uLpH3V88zBGyVDR4DLY+LxWIRPp8PS5Ysgd1uF7GNeqkMyeIjp4kkyGMWvx+1LREBWYng4LJdCfw3UjwikQiGhobw8MMPo7W1VbPd7f4Gk8mEa665RhMfTAswabxOpVJwu93w+/0YHR0VuWPNZjOWLl2KJUuWIJ1O4/bbb8f//u//ajwLxWJRbJ3MN0yieabSeEh9iofZUDo+iiumhXWyN0X2NsTj8TL3vBxCRf2a5mceBsCzutDYHwqFcOWVV+LRRx/FM888M6HyxI1jVIY8RxEef/xxRCIRuN1uJJNJTbl6bWUymfDAAw/gc5/7HEwmE6ZPn46DDjoIHR0dsNvteOedd/DLX/5SM6ebzeO7axJv8Pv9OOiggzBjxgwceeSRkw5RIINgTU0NfvjDH2LhwoX43ve+h9///vcIBoNiUxGLxYJwOAyTyYSBgQFMnz4dTqcT69atQ21trVB0EokE7Ha7ZnMk3m7AVq/BwMDAHlsDsE8QY2C8och9xicomeQC4y9vbGxMBIcTUSVCRR2fJhxa2SwTMS5EfGKl2JmRkRFBnKxWq8YSS2XRIM4Hfr7YhoMGqf7+fgwODopFA3QNDWAksFarFRaLBfX19RrXIifJ8gSTTCbFxEg7BNEmBzL5dbvdcDgcCAQCgoTqhYSYTCZRv2g0KuK/qK6cwPLFdsB4bFQlt6hs7U+lUujt7UUmk0GpVBJaLi3G4++YFB5a8MMtzZys0vNks1kMDAxgbGxMKCOyRZ+IscPhgNVqRVVVlRhQ9Aiw3C8N7Byam5tx5ZVX4qyzzsLIyAhcLheCwaDoB7xvDg4OikGUv2s+boTDYTQ2NopdvOrq6jA6OioG6WAwWJbeUK8Pyb97PB7U1dWV1d9sNmPBggWYM2cOjj76aFx//fWIRqO4/fbbkc1mcfbZZ+Pyyy+Hx+PRVUQJ1K/efvtt3HvvvVi9ejXcbjeqqqpw2mmn4aKLLsL8+fN1M004nU5UV1eju7u74sROcs4VbVoIxZWHWCyGE044AUuWLEGxWMTAwAA2bdqkeRdU12KxKGJ6KfZUvqdsNJANCGQlI6ueHgnWs0RPRJKLxSLcbjdisZjYeGB/l9fa2losW7ZMPGcmk0E0GkVdXR1CoRByuRwSiQRCoZDIdjA6OirG9ZqaGvz2t7/Fq6++iptvvhnvv/++SMenKOPeTrIqAlrvG8kTKU+cONL7pJAOkutMJgOXy4V8Pg+73Q6XyyXel/xuyXjS1dWlyVDElT6CLM98nCeOwOtXKBTgdrtx6qmnIh6Po7u7G5s3by5rX5/Ph8bGRk3fozrQPXO5nFB0jz76aCxduhQPPfQQ/vWvf8HhcJQRRaoDwel04te//rUoT67/XXfdpZExv9+Pxx9/XLQfnw8nC1UdD4lKpVJwOBx48803AYwb0EjB8Pl8UBQFPp8PJ510Emw2Gx588EFccMEFaG9vxze+8Q1ceOGFmD9/Pn7wgx+IFG9696J2A8bHznXr1hnp2mSYTCYEAgGNJqjnxqRBtFAoYGRkBNlstizvLVmUuSsmm82WTXR68bHkZh0cHEQmkykjzlyQiLyFQiFBHPUgk/rBwUFEIhEN+eP1ovuQNYe2QeXPL1u46D6pVEosOKCJkwYorgyQxaqqqkqkg+Ply2leVFUVlm7aepLfl9eLiLjD4dBY82XrvDygJpNJRCIREWJCVi/Z2k3WJd5PZMuxfK9CoSAmRrvdXtEiRefH43HduFCukOi9NwM7jtNOO02QYqfTiVAopOveLxQKIiaQFDRg60ppi8WCqqoqzJgxQyg2ZrMZJ510Eu655x5NTDIfE/i75SFXXPZoEYoM6jNEnI899lgcdthheOedd/DEE0/g6aefRiqV0oQ08bJJngnFYhF9fX1IpVI48sgjceaZZ+KII45AU1MTXC4XcrkcotEozGazSGdGCAQCGB4eFunrqA/Lz0vjC9WJJ9gn79Wxxx4rxsmGhgbY7XasX78euVxO4xmi9hsbGxNZMQhcznl7yZ4p7n3j72ci8jsZF6zJZILf70c2m0VXVxeOOuoo/OlPf9pvM1RceOGFGisrpTNMJpPwer3weDxi1zKeSpO77kulkvBGXH/99fjWt76FefPmQVHG4/irq6snNHhwLyX1JYLJZBKx97SINhAICK+uqqplu59RX4jH44IUc4+HnvueX0f1oH5HBF5vr4FAIIBLL70UGzduxC9/+UuRiYHQ1taGI488UnisnU6nZuxIp9MYHBzE8PAwisUistks6urqcO6556Knp0dk3qAd33h9KynkvO3oPXFeMH/+fFRVVW27c2wDNpsNHo8Hw8PDuO6668Rxj8ejiS2nNk+lUqipqUFra6sIL3O5XBgeHsbQ0JCwYMvKCx8LaIw+/PDD8eyzzyKbzYrfyKvOj+0K7DPEmDoUt+DwAZ2TQRIo2erCLZzU2FzweViC3OGoXK5p0Wf6jQ/ucq5TTsLov16sLJFOHnzPryUXj/zsVBe53rwNzGYzbDabZrtsejbS4OmPzuWCye/LyTyf+PjGI3oTFicVNptNEBsqU0+L5ffkZcukWCYTNpttwjyN/F2RpZksUtQP5HRc8vmysiLXWa8vGdh+tLa2oqWlBYODg7DZbCLFD70TOQyCQg6465b6VzgcxowZM8p2rzzwwANx9913i/Pl+EU+7vCwIK4Aut1usVCJUCwW8fbbb+O5556D1+vFcccdhxkzZsDpdOKwww7DQQcdhOXLl4vURXRvOZSHP6PZbMbJJ5+M448/HtOnT0dtba2oRzabxXPPPYfXXnsNDocDZ511Ftrb2zVjjM/nE7sBctIvPy+frPi4mU6nMW/ePCxbtkyjgFZXVyObzeL9998XHhaK+zabzejv70dra2vZ+9WLMebjC3nHqH6VsmvsSCwihV3Rfe+99140NTWVEZ79AYqi4IILLtCMZ6QIxmIx+P1+uFwuJBIJYSG22+2w2+1i0aPVakWpVML06dNxwQUX4Bvf+Aa+973v4aqrrsLBBx8sQnxoIR2PN6c/CrkDIKynRKa4Z4Dul06nYbfbRapFOYbWYrEgm82ir69P47XlG/DwjDF64VXUPvxPr/0IjY2NOPnkk3HPPfdo+h3JKxnPpk2bJowt8Xgc/f39wurqcrng8/lEWKHP5xNyR9xEjwjz41y5JUXgwx/+MLq7u5FOp+F2u3HNNdfsZM/ZKt/nnHMO1q9fL3bCzGazqKmpwfHHH4+ZM2fiuOOOg8fjwZFHHolEIgGv14tDDz0UGzZswIIFC9Da2op8Po+WlhbMmDEDLS0tZZyOtzX1GSonGo2KPpVMJoWB7eWXX97unfwqYZ8hxsDW7XqBiRczcfJF58uTHA22XHuVXwyfFIgk8fNkEkcdk9+H3Eo8BILKk8kSCSwRV0729epDlk4+KciWFtn6zQkvbxtONGUCyMvSGzC4IFMsGI/d1XObUvvLSoZcLr8XkQQSFJn4cLcYsDUeirY1lcGJDeW1pHfIs2XQPfnzkDYutwvVjQ+uejmXDUweDocDZ555Ji644AKMjIzA7XYLqxWB92VKF8YnQB4KRHG8BHo3s2bNEimFAMDtdmsmWT52cJnkfVJPEUsmk/jqV7+K559/Hg6HAxdffDFuv/12QUisViuampo0smA2j2+7SwSZXP5EUMgSbLFYhEWKsHHjRtx4441iMQ9t2MAJO00mMjGWJyX+u9PpREtLC4aGhjA2NoYTTzxRjCO8/9fW1mLdunVIJBJijCIrEq285+Dkv5KcEFmicYZkVSb1Owpqb9omd0cI9r4CsuSpqgq32w232y3idokIk9x4PB74/X6RKUE2AtD3d999FzfddBOuuOIKzJkzB8Xi+LbK1FfJS0j9geQF2KoUkazl83lBlBOJhJBjCgGgWHaSNafTCafTiVWrVmksh7L3juZ5bnQiwiyP3wBEfD8HyTrJw/z587FgwQJNOlk+9udyOUHqKQQzlUrB6/UiHA4LGQa2buxBccaUuYPamcYgmRzLxq9SqYQ777wTHR0dSCaTqKurQ3Nz8073G2A8ddptt92GzZs3i+w08XhchI/k83n84he/EP2qr68PY2NjmDZtmkix2NDQAI/Hg9raWtTW1mLWrFm6hkTiBPRecrmcyBzidDqFVT0ej2P69On4wQ9+gLfeegt9fX07PR7sM8SYLMa0YKwSSBgymYz4DqBMIICtmh0vk1tC5ftTedwaKh+ne1G5tPqVky1ufaXvlSy9XLhlTZZPyHrtwCcMsoqT5YXH/crPzr/ToMSt0bJllw8qFNPNSTYnrvy5+MIe+Zn5f/rMyTY9Exco2R3L68LfY6W25RZzuV1lYsQ9DHK76x03sOOYN28eFi9ejKGhIZGOrVJWAlVVNRZKvsCG3jVlTpCv8/l8OO644/Doo49CVVVNiid+nqyMcoVULx9nPp8X6ZQKhQLWrVun2W2OK4XUJymnK7de88VBMrHgGBoa0lhOeLw1QbawylYpuieXTVpw2t3djfr6eixZskQ8O1cIrFYrWlpaxKYL3Jgh715Frl/6nbczl09S6NPpdNmW87Kle0dAyjEAkWt2f8Wbb76J6dOno1AoiJAFUgoo9SFlgKqqqtLMW/Q+ZW8ZAKxcuRLXX389zjjjDMyZMwezZs0qc99PZCTgcws3TND9SKkymUzCik2bSCQSCfT392vmRkCbylTebErPyMb7u7zTHp+vqd/V1dXhoosuQrFYxLvvvgtgPM1bZ2cn6urqkMvlMDQ0JPI+x2IxuN1uVFdXi3VNdE+al0kxkzkCb3e9eZ+fb7PZRHrGXQlFGV+TtXDhQt3fLRaLhoSTd6hUKsHlcom0jqRA0/uhMZX4h+y9522gKIqINSbPwcaNG3HBBRegubkZd911105nldlniDGgTSmmR54IRLpkbYp3NjpO5FUvBzK3ZFC5JLQyqSXNk08q/F565EzvxfPnlJ9PFmCZSE90LrcY0/3lxWXcasMFkK6ThZETdb0/3pHlQYXuQYsACXI4yERKEP+dT/QTtQO/Ts9KRXWT45b1yD2vp0yy+TG5Hga2D/Pnz8eJJ56IoaEhOBwOsSBoIui903w+j0AgUBa3T/8VRcEZZ5yBP/7xjwBQtpGFbH3i75qUPFpFz+/vdDqxYsUKbNq0CYVCAV/4whfKFsvqEVS9Z+Hn65ETYNzy/aEPfQiKoiAYDGLx4sVlm2GQZU2vv8rWcP6b1WpFPB7HRz7yEbS2tmqu55+bmppgNptFbuhkMol4PF5WV074OeGQZcdsNsPhcIgFyKlUCi6Xa5vb5k4G8hjCYzP3N6iqij//+c+46qqrkMlkEI/HEQgEEAqFRFwxtTcZUcgAQf+JlOh54tavX49bbrkFTU1NOP7440V6vpaWFjQ3N8PpdAq5IoWHDA30Xc9Awo055CWhMAtVVbFq1aoJSbGcYYXKlQ1c/Fo+1svzH11nNptRX1+PM844QxDjjo4OvPHGG/jYxz6GWCwmwlK4ZXx0dFQQYFLyNmzYgP7+frGAkDb6kDkCKd+c2NN8KtdXL1xzT0LmPXJIDX8G/pnPpbTYndYtEGTDQLFYxKGHHoo1a9bg+eef3ynldp8ixpXiRSuRSBI4avTJhGFsC2QV5SSY6kAdU3YHkGYr11Um07zuvGNMRKJ5rNS2lAW6jltZ9dpNj1jKz8WtrHIb8O+yhs7rAYzHg1KsqB4Bkcvl5fPQCflaWaHhhJ+XqzcByoSXkyB6Zj1CrEdm5PY0sH2YMWMGDj74YESjUVitVs3Cjkoglyn1dX6+nPFBRkNDA2bNmoVVq1aVDcJUHk2KvP/RbxTfzMm30+nEjTfeiO7uboyOjuKoo44qqy95uDj0FGr6T89DcbyclNbW1uKyyy7DmWeeicbGRpEnmWNsbKwszzM9A5dTeRGT1+tFsVjE3LlzNXJF7SITDLvdjsbGRhSLRQwNDYkyediY/Lz8P/+NNp1QVVVMknq7o+0oqO56HoX9CRs3boTb7RabSnDlQlHGsxFRxgfqlxQmRxkrnE4nxsbG8Oqrr+reo7u7G7/97W/F9yVLlmD58uWYNWuW5p3TQr26ujrNHMnb32w2i5Reep66sbExRCIRDbEmGZFJMu+j5MXloVE03svzmvyZ5IH6vs/nw7x587B69WrxXIFAAHV1dYjFYiL8J51OIxqNIpFIiOv9fj82btyIp556CgMDA5g3b57GWKSnLPNjfC6WFX3CVOnPVF9Zsec8RzZuyV45nm1EVupNJhMuuugivPfeexgcHNzheu4zxJg0h0p5EOWOIMevcmKnB5oQeFgF72gEPunKlg26htfJZDJp4rN4J+CdhJNOOc0SJ5Z6JFrvs3wO3UfveuqMfMLSI3R67g0Ofg96dtmqJVtb+SRYycKqpxDwusvPzwVIJlDyffSEVBZE+Y/fq1Kd5bbbXy1QuxtHHHEELrzwQnR1dYl849sCvXduIeKETX4XXLFxuVw47bTTsHr1ag1ZpHL52CBbeYFxAjE8PCy2SAbG+0JNTQ1qamrK6qqq4yFifMMA3p/0ZJqPY5StxePxaMh4e3s72tvbddsnk8lgZGRE16Km1zbca2Sz2dDU1IT29nZN6kWSd0CbH1xRxuMsaTMB2kyDYitlOdcjxfQbudABiFzpfPzaUdC4T/cIBAK7jGxPRbz//vt45JFHcNJJJyGRSGBoaEjMexRTPDIyIkgcsHW9BqXkcjqdeOedd/Doo49OeC/afIe8B/l8XqTEo75WKpXQ0NCAcDhc9v7Jqp3P5+FyuUScMUFVVWzYsEHjmeQkicBjkul6SvOpKNq0r3QOny/lOV8ORWpsbMQpp5yCTZs2IZVKYePGjXjppZfQ3t6O6upq0b/S6bTG+kmblzz55JNisWcgENjmwnEZ++L8wtuTvuuNdzwtH1/0zkPN+BiuKAoOP/xwPPbYYzs8LuwTxNhqtaKhoUFoXASZlPLjeovX9K6jDs4Xak1EMDnJ5q54eRKTSageOdSzYiuKokkXVqnTyGXLhE/+je6ll6+YQMK/rRhu+TNvSx6SQu0ju515PelZ5XvqvYOJtGH5+SlGsxJ5rkS85Xvx8yfqT3rlTlS+gcmDyxyPswXK40pLpa2Lh+hdcfes3kApK16HHHKI2CaXyw+/np8vu+L7+vpgNptRXV09oSypqirSGxLRqzQ5yOSTl0sEhvLOToREIoHBwUEkk0mUSiWRppDyj/J76PXZSCSC0047DQ0NDRoZ5//pWiIr5C42mUxiYbFejmWZFOkZHiikgm/trVdPrrhMBqqqirhE2phgf4WqqvjRj36E5cuXi+c2mUzw+Xzw+Xyw2WwIBAIi0wNZVikMwuFwiNSc28Ls2bNx2GGHoa2tDS0tLRqPCzD+zoeHh7FmzRqRM5/ef6FQQFdXF/r7+6GqqiDtFJ9rMo3v8rZ58+YyxUwOB9IjmYqiiN0UCXpWTDrOy+PHqE1ramowf/58vPbaa1i/fj0eeOABLFq0CPPnz8fChQvFxjx0P264q66uhtPp1Gx1zb3JfEyQ+7Y8t+5qVBqTdgSV5spKBihga2w4vRduuJN5Bn0+7rjj8Mwzz0yqj+phUsRYUZS7AZwOYFBV1flbjoUAPAigFUAHgPNUVR1Rxp/oNgCnAkgB+Liqqm/tUO3G74P6+np8+ctf1uxARahk/QG2Wo74JClbjMiySIOiPDDLkMnfRBZOIqJ84Ys8YcjX8jroWSNlaycJNz+vkrJAYSByR+fWbHl3IL1JqhIRp8wOeveWv5P1h2/xTfepdJ0cg8TP4YoQ1Y97DSrVSc86x2OX5DJ5O9EAXKn+9H1Pk+K9Ka+7A9RfJhtPSm5Xen8k2/JkzskmV95aWlpw7LHHavq4fB6gHxoEjBPVzs5O5PN5YSnl5JxW3afTacRiMc1mCBzkvlZVVVjKZIWY6jE6OopcLgev1ytiL3n/Jav00NAQRkZGxMrtXC6HVCqFGTNmlJFq+X7FYhHNzc047rjjyhQDej90X1VVMX36dJRKJYTDYfj9fjE+8N3Q+HjOJ0B+f7lt6H50f06E6PftBY3TO2N53lHsDXktlUq49957cckllwjrJX//FP5H1joec5xKpdDX14dEIgG/34+xsbGy8r1eL2bPno1TTjkFCxYsEDHt3EtBcl0qlUSWg7lz54oNI3p7e9Hd3S0WAkajUQwODmJ0dBThcBhVVVVYu3Zt2R4E3PijNzbTfXmYBQ+34iGR9DuNBXwLbUXZuvEWAFRXV2Px4sVYtWqV2GSkq6sLLpcLRx55JKLRaFkIFtVnwYIF6OjoEAvbKGsM/c7nXPnZ6Ji8rml7yWw6nRY54MfGxuDz+ZBOpxGJRODxeERO5mAwKHbP2x7wenFFhcu4nlefZxTjBkl+PfUjKr+hoWG7LO4yJmsx/g2A2wH8jh37BoBnVFW9UVGUb2z5fhWAUwDM3PK3FMAvtvzfYYRCIXzkIx/B66+/rnFnErhQAOMTCte85IVUnAjK1kwqh47xyQXYSoz5y+EvhAsR/SaDk2O9GF15dxc+GXOBphhBOfuDHunj18mdj7tKeQYNvXaWhVV+Fj65UVlcMeEkQ49UTESMOYmW60+DNx94SND1yubtwgd9KotroTJBomfjfUev3vz83aHJT4DfYC/K665EPp8XW4tXshLLkEk0xUkWi+M7MxYKBY0bDigngcuXL4fL5RL9gfcrWUnVU3yy2Sx6eno06eVooKY4ZL2FeoA2/v7f//43RkdHccQRR4gtyPk5BFrQE4/H4Xa7hWUW2Gp5I9cxbX5EW63Sdth6kyk9M5V11llnoba2FqVSCT6fT1gQSfZp3KC4UApT4M/G84Dz8A1VVTUeOy5besfou57XgOrOP/Pf5Gfkab5uvfXWHbY07SB+gz0sr6VSCT/5yU/g8/lwwQUX6HrBKIabt3cqlcLg4CBGRkYQCASwePFikRaQ4HK5cOCBB+KMM85Aa2urJosL3VuG2WzG5s2b4fP5MG3aNIyOjmLz5s0oFApoaWmB1+tFoVBAJBIR9x8YGBA7z8nvWd1iWZQt1FxurFar6IekQMukVS6XypINIooyHgM/bdo0sUaBMDY2JkJS5HGGym1tbcVpp52GxsbGsh035XdC0PuNk8/tmXMymQwefPBBpFIpsQjT7/eLzUi8Xi/y+TzcbjdCoRBqa2txwQUXbLNcLr+cU9Fveh5zGuvpGeg7J7o87JU4BucUpVIJBxxwAF599dUdMkxNihirqvq8oiit0uEPAzhmy+ffAvh/GBfcDwP4nTpem1cURQkoilKvqmrfdtdu/N4YGBjArbfeikMPPVQ0AP+dwMmRnK6NwDs2sDUAn9xzsubB/2TrItcaZSLFcxPmcjnNRiJy+fw55AFfTzvSqwMPk5AJPSej5GaW24IGL64RU+5Jui+foLjVu5JiQYMOj+3iz8zjunlZcjl0nFuF9Ui1nIuaso1UcqvK71UmulwZkZUjOqan4Va6fk9hb8rrrkYqlcLw8LBGId0WMaa0Yn19fcjn82XpGBOJhFhgJSt7VPb06dOhqqrIlU3Xcpnnx/SslPl8HvF4HMlkUrOBjp78c8iTOE9NJ5NCDpokaOMOOjeTyWDt2rVi16psNisURpvNpln4xMuSPXOlUgltbW1iFzKv16tZWCyDZJau5eFccn5Yai9aYMWfVR575TFvMlbeSgSZZJNivO12O370ox9pYr53N/aWvBaLRfz0pz+Foij47//+7zLSxsfFYrGIWCyGaDQqUmT5fD7Mnz9fEGOXy4WWlhbMmTMHBx98sAi3ASqPtfx+6XQa77//PhKJBBKJBDKZDBoaGjBt2jSxtiAQCMDn86GjowMbNmwAoCXDciww3YtA8w2F97z33nuCL2zcuFEzrzgcDixduhR1dXVldZUtl9Rnq6urceCBB2L16tWij69cuRLt7e044ogjytqD2sRkMqGurk6kd6X+rUcc+X/+nPRfnm8mM/cUCgU88sgjZdZ3ek7OLVRVRXt7O1asWLFd8xo/Vy9sjLcJfwb+OR6Pi+3LufGDRwaYTONbbp911lnCmLq92JkY41omjP0Aard8bgTQxc7r3nJMI7iKolwK4NLJ3Ki/vx8/+9nPsGTJEjEIyw0qEyK+axt3gcqDKO/YXJOpZA3iwqco2s0g9EgiADER0YTKyaAe6B7yc3HyyDXWiWKSufBybU3PHVksFoX1p1IscqWJWdmicVPsIrU53/OdT0oywaYy5EGMt4n8HJxgUPn8HdCCpEoeBg5uBVAURcScc0GV78+JOj9Oz6HXZnsROyWvwPbJ7K4CWVZpE4LJoqqqCna7XaQLA7Ym8x8cHEQwGBRxqnrWJOpL3J3KwT1XsnJOfYBkiCugsieGy5g8NjmdTixatEijaNM1XHHmx/n3ZDKJaDSKdDqNTCYjFt0BENYgsp5z8DGCnlVRFIRCIVRVVSEUCmly2/JMFlxO5XbhSjZ/dj0yJj+rPK6RMl9p0ttWOAX/nbwSqqoiHA7vlAt2F2KPyGs0GsXPf/5zOJ1OnHrqqRojAE+NR5bEVCqlseZVV1dj2rRp2Lx5M1paWvDf//3fms1kSAHjoUQ0v3D5IHCvR2NjI1pbWzULbn0+H4DxtHB8nqEy5TlBnq84Mf/973+PNWvWiAWsfX3aJrRarYhEIjjvvPPg8/nKvLJ6CpndbkcoFNKsh+rv78fw8DBcLpcmbZssH4ODgyIFISnSes8iG8v0yOX2wmazob6+Hps3b9bdW4ArqxaLRbPT5rYg8xhurNM7V34Gzhueeuop9PX14aMf/ajIUsPrye+xePFi0S+2F7tk8Z2qqqqiKNs186uqeieAOwFgW9eS5YZyf1YiZtSAVqsV4XBYbCFNREcOSSiVxndT8fv9ummD+P255cJmsyEcDsPlcgkrB7B18qTcnPSyQqGQIMX0X34+3nG8Xi/q6up0iaQs5LRtJhFdPlnzzk2CbDabhcWHl5fNZsW+4+TOdLvdCAaDmp2QqDwOLjwUH0akRF7MyIkrlaun2fPnpPpTMncaHORyacCgVe88lZOeEPP7ORwOMeETySdXM7diAeN9h5MDXk9ebiXlam9jR+R1y3WTltldBeqD8sYQE0FVVVRXV4utbekYydHIyAii0ajIEsEVTtntSuPKRC5ZArf0yPl5yXrKx5ZK5I0TU3lzBb3zZFA/TCaT6O/vF9kEMpkMbDYbamtrxaYImUymTLkDtDv6kYuY4qVLpZLYJY1bgyeCXiiK3I6yu5Q/j0xIJiLF/J5yW8nKBDC+IJEWmdFuXlMJu1teI5EIfvazn+G9997DYYcdhpkzZ0JVVZEKMJvNIpPJaOYXYLxN6+vrcfLJJ2PlypU45phjMGfOnIrGDQLNgZQTmeYcHsqXzWbFgjSOdDqNtWvXirhmuXy9kBk+73PZ+/Of/zxh++Xzebz88stwOBz46Ec/qiG0suLM+2hjYyMOPPBAvPLKK6Isv9+PYDCIeDyuO08Q/+DjHH8GmfzqKZAytqcfm81mzJ8/X4SmcMhcyOVy4Ygjjph02bwuMkGe6Fz+mcaYt956C/39/Tj//PM1HIgUb/oOQDcL0GSxM8R4QNniwlEUpR4AJY3rAcD3H2zacmyHEQ6Hcd5558FqtWoWyVVqZCJ/3PLKB3Ju1SsUCnC5XGXbqlYavAGIHVzIzSpPgIDWIksETe6oMsmlAaOurk5oxvJ5nFiWSiUxqExUPv9OEyNvRwBCSSACajKNp5nz+/1lgfKy9ZRgt9tRW1srCDGP/eH1p+v41teya00mlSaTCU6nE3V1deJ3Ih98giQlivahrxR2I7eN3W5HTU2NiLfkFi55sqZ8rnKcKvU3rkTxd7aXscfkdVfCYrHAbrdrtkfdFkqlErxeL/x+P4aHhzVKC1lyu7q6oCiKyEAgK5Tc8kR9niBPXPJYQdeQkkXPwBcPV5q0ZBctv99kQOUWi0V4PB60t7cLw8DGjRths9lQXV2tyeyg1370n7aTrqmpgaqq4j3I/Vy+P29z/rlSnU0m0zYzAtFzUR75iTARUedhFMViUWxdXVtbi+uuu053MdlewB6TV1VV0dnZiXvuuQdr167FV77yFU34EJ0jexFLpRLcbjcOPPBAVFdXi8WWQHmoAB/7qb/w7ZJl40M2m8WmTZugKArq6upgtVrR3d2N7u5usbCV7sPnR1l2+D25ojlZ5HI5vPjii5gxYwYOPfRQXUumfKy+vh7z5s3TEOM333wTbW1tIlONvJEJz2LD19LI/ZhbXythRxQ7k8mEQw89FE899ZQwCFUag6xWK5YsWbLd96C66XEHvfMIPLwDGFceXn/9dRxzzDFiHQPnRRQrvi2v0UTYGWL8KICPAbhxy/+/sONfUBTl9xhfFDCm7mS8ot1uR1tbm7BuAJVJDn222WxwOBxiMiLyRRMVvaBSqSTi5PRic/Qsr5QySA4T4O4cOh9A2QpxDj0CSBte0PNwLVgvjpbIpzwo8Hvw83m8Iz+fVsKS0PJcitvSUKld3G63cF1Te8taPD0z1UMmj/KEyjVDskgDWvccJyu0Op6+V0rpxO9HE7M8ocvPSucSKa4UPkN1ngKEmLDH5HVXgvqsnhVlItCOVL29vchkMmLRGY0HsVgMHR0dyGQyqK2tLdtcQO+d61lwSF543bhskaLr8XiEIk0ZKcjqyS1PciwsQSafnGjQ81Jb0ZhAqaFUVRVZKACIZ5UzuVB5pGwGAgG0tLTA5/OJtuOElE/sleRLPkeeGGns4osF9UDETK7DZFGp34yNjSGXy8HpdOKWW27Bz3/+8z0aXzwB9ri8lkolrF27FgA0W5bzndZ4qixSMm02G7xeL2KxmAgV4vMd9+ZxIwidm8/nRWYMLmc9PT2Ix+Po7++H3W4XG+TQvWl+kecZmSDrbQoCAEceeSReeOGFbbZLKpXCM888g6VLl4pnoPKpXwJbt6q22WyYO3cuDjzwQLzzzjsAgLVr12LVqlU4/vjjRbmyjIdCIXF8IvK4I8R3W1AUBQcccAAWLVqE119/veI9rFYrFixYgGAwuFP32h5wLkTt8vTTT+PQQw8VnIWHbRJR3pEQCsJk07U9gPGFAFWKonQDuBbjAvuQoiifBLAZwHlbTn8C46lk1mM8ncwndrh2W0C7JhUKBaHx8QFdHnT5HzWSbC3mf3SMT2h6g7repMlXvm7LtakXGyTXgbtgCfy+XEuVr+V15ffg18gEnZNGIvZ80tezespWAd5haeDk8bm8HLk+/B1RHeT78zJkgsKfk59DgzaPHZYhv2O5HeX6y/WVrSB6gy8vZ09hb8vrrgR5RLZ3oKPUYh988IEgw9lsVvQFh8OBZDKJ7u5uxGIx+P1+sREByR9lw+CLy6j/0TnyglcC78N+v18TBkabXPCQAOpPPA0glc/jmc1ms1DsefgUEUuyRlGmFarH8PAwQqGQxrrG+zcATdhGKBRCc3OzWI3OrTa8L3O54M+vt0mRrEDy+leSD5Ix8vhNVjHaFkwmk4ibVdXx0JuHHnpoT2ejADC15DWTyeCFF17AokWLyowilRQd+s73ApDflaw08swwuVxOY/Dg11DMMckdESDu1SNZ+P/tvXmYXVWVNv6eW3ceqm6NqarMCRlIQhJCwixOiALS0ogiotgOH5+2rW07YNv6qNhq48CvP/xEtGkVBxpQofloFCFAjBACgZAJkhBSIalUah5u3brzdH5/3Kxd66y7bw1JpYZw3ufJk1v3nrPP3vvs4V3vXnttPhfz/MpyEFG//PLLx0SMC4UC2tvb8eKLL2LdunUWt0KXy2U5npr+VVdXw+124ze/+Q22bdumVMxAIFASvpXndSqFlGAwiPe85z1obW1FT09PiUDkcDgwe/Zs/M3f/M2k5ovqhQthvb29ljlBcjeHw4G2tjZUV1ef0Al4Y41KcX2Zn94uvzCLtfjpcedkBLjdbsybN0+rzJX7m082fECXioXIu+V73iCk1cIbtLxfWnycNHOSJCdSPshQeuUUJPpdEklZF/I+SfjoO34vkQedkcGv5QMQ3afLA1n1NCDxcvI0dXnjkEtxOqNI1hV/VzpCLt+nVB7k8zkBGInwSqI/mcR4qvvrqQCRyPEgEAigubkZQ0NDaiMMnd5G5DKXyyESiSAejysiSRMpxQWeM2cOAP2hEbKtcWWM8i37OU2e/D7eFiUx5tDFKpVGnQ70Ow+dxcchnk+fz4d58+ap2KVypzq/l28m1EWf0Y3ZvC7KgSa9iVB/JBwOB1KpFCKRCHK5HBobG3HLLbeoI6snG9Opv2azWfzlL3/BueeeW7KCwIkJYG0/Ho9HuTeI/FquJcGCwNVj3YoBGYt83KU+QkKObrzmIo+cZ6i90wbBsSAej2Pz5s04//zzARTdI6uqquD1elU8fqorwzCUH25vby9ef/119Pb2orW1FZ2dneoQE5433k/4fDqR7X40OBwOrFq1Ch/72Mdw6623WsaEfD6Puro6XHfddViyZMmk5QmAEtkkl6H9AFxU4O6NAwMDox54VA4z4uS7/v5+PPjgg/inf/qnskueOuKmUyipInVuBzpiyn/j6rNcVpUTICdjNAnrBhXpXiBjEsu06G+u0PJlSK5u8omJT9ijqdvSoJB1LUkzB5WBysbrWfdcma5usuTP4Kfz8Xzw9PjzdGnyOiLFLp1OKxWPkwz5LqQ6SHnhyrtO1ZpKJeB0AA18XJEqB97G5s2bh0OHDiGRSCgfVk6AafLMZDJq44t8VzSRyjYhlSm5fExthXzey4GT8VOFcn1fZyDPnj0bgUBA3SeFBbljXo6bsmxjAfdr5i5jE6UQE4gUDwwMKBebW265Bb/61a+mRC2ebigUCujo6LCQSL4iSt9xI5GOfaYVXbmaAgyvTNLcQO2GwpPJVUPKC4GP2Zws6uYxuUJKm0+laEZtfCzI5/M4ePAgHn74YXzqU59CMBgs62pIn30+H97ylrfg1VdfxX333YeXX34Zy5Ytw4UXXqgV33TzbTlXvVMFr9eLCy+8EF/60pfQ2tqK7u5uJJNJnHnmmVi4cCHOOuusSY/aUm5epZCbNG6TKm+aw2FxP/ShD+F73/veuMeRGUGM4/E4duzYUVbJK6fe8gGdExfqoFSJPMi8JFvSB5Cu0ZFO3bN1nyV5l6DnSWIpialOuZST2EgkTRJ1PvHTEi6foPikz9ORSgINiNxip3cgfbO46lCujmU6PO98ENENJCMRY6nQSaNHkhyeP06Y+aQx0RP5Gx2bNm3CT37yE1x99dVql3y5uLlAqYJbXV2NRYsW4ZVXXlGKFikQ1M7T6bQifDTp0k5nCuVFxJaINX3mihU9nytUFRUViMfjCIVCE143Y0UqlVJl5jHDqd+SGpjP59HQ0ICqqioLoeFlHy+J52SIFH++8ZcfrBEKhSx9cjToCNRoKBQKagUhn8+jubn5pI6OPR0RjUZxzz334IMf/GAJSaN2wV3lqF3x8Z3GSz6HSTEJKPYz8r3n8x6/TqqpRKYB66lo8n4al+VGQrp2pHFEB6/Xiw0bNlgiEpVbCaXfGhoa8P73vx9dXV3YvHkzUqkU/H6/ave6uZvKS31yskUVl8uFt7zlLSoGey6XQ11dnXIHm2zQhnjOM1atWmWpb76HhLuQrVixAl/+8pdx6623jqseZwQxBoqF16kYssPxv3mnkERZEiMZi5Pu4UqQJFu6JU0JqWzywYXfL1VOqbRKEkuTQiaTQTqdLgkFBVgnDCK5/Pz1cvU80nIwzweVR5J0abXx5V9e3/R+5LKyrg6B4TB45VwquP8az5ssC38GDXCUtmwn9L/OwudlpYmiXN1OlsV/uuHo0aNoaWlBbW0t+vr6kE6nS0I4ccjJsaKiAmeeeSZ6enrQ0dFhGQ/I1zeTyVjUH078KDZ3IBCwqMDUTnQuDNT2qX309vYiHo/D4/GgsrJSbQw+VSC3EzoogU4BBaxjFxmcFRUV6lSrxsZGS/m5IVAOZLAQwcnn85bTBjkhAawuUJSHYDBYshI31rKOFaQWJxIJ5PN5fO9730N/fz/a2trG9czTHdlsFtu3b8cNN9xgmScJfA4jlJt3+N+8zVEfdbvd6kRGrkRL90X6X7olUt7kWQI0T0iXJEqD5qB3v/vdeOSRR0atE4ej6F/7tre9rWR1kM9tBD5nnHHGGVi5ciU2bdqEoaEhNV/r4no7nU4sWLAAfX196lqaQycTDocDVVVV4z72+VRAupN87WtfQ1VVlWUlj945tSP+3levXo1bb70V//zP/zxmcjxjiDEwfKY5UKoOc7LIj3nkCiVQ6nfLQ4pxMsWvLaewcnWSlBi+VEQDfyaTsVjOUjWW4GnLsvEyUxl5nuUAxf/WKcBShZfP5KR/JNLIiSnfBCGtfV5Gup43cD6gyHdBZeXf6+Ig6+pW/s3LTWoHLzP9pms//Dr+TP69nEwm2+o/nUCRVAqFgjosZ6SwS3xiLhQK8Pv9OOuss9Db26v6eyqVUiohRXKQoHf/3HPP4aqrrip559KVgiDHDTqCuaKiAn19fXC5XPB6vXC73epIZRqDeFscC3K5HFKplCL4pmkimUwinU6rsGY8rjqf0Hl+nU4n5s6dO2bCPjg4iN7eXvT19aG9vR1utxuVlZVoaGhQ/bmc+isnenr+iUAqjPSdLCP/m/r1TTfdhI9//OO2WqwBbbiUh0fJMVwSZzkeEqS4RG2AwgbSplJ5fDTdS3C5XIrUEjgJpvlHB9M01bkDZBC+853vHBMxDofD+PjHP64iXfE5TieK8XpyuVy47LLL8Oqrr+Lpp5/G66+/jqqqKpx33nkq7vOyZctQX1+PjRs34v7778cll1yChoYGJJPJN/wqJB0aRmMK3/9AME3T4lLKlfZCoYAlS5bgoosuGtNmS2AGEWPDKO4k5/FMpRoIDJMpTgLpWg6dGsstWfpbKrpSIaY80LM46aWOyk+5k/8TKB+kAPP88fxyIlwoFNRGHknIKB90PaVTzv2CK7+cqNJAIy1wnj5/Dq9zGji4EkvXUkg1SXR1pJbSpsmeE27dgCQVO06oeZkluZcWqCRCIynPvD1IYmTj5PDII49g7ty5uO6669RhA+PZOJPP59HY2IjVq1dj586d6h0TSfb5fKqN8r7qdDrR2dmJLVu24G1vexuqqqpK2h21NfpM30uDiuIlDw0NIZPJIBaLqbEBGFapeTQJSotCYvFxhVRhvtrFFViXywW/349AIIBEIqFCXVJ7JmJA+a6qqkIgEBiRkMdiMRw+fBgvvfQSotGoUtkp1JbT6UQ6nVabFeUYxt8H/0yGz0RhJCLhdrvhcrmQy+UwZ84c/OY3v8EHP/hB7cEGNoqQbRmwboDj75nPIXLe5NfRvX/84x/hdrtxwQUXWPo0b4fUN3m756DfOLHmyjH5oHKXN/q/srISq1evxu7du0esA7/fj4suuqhkbiOCL8sp+9HChQtxxhlnYOPGjejv74fT6cSBAweUixUdr97V1YW2tjYsXboUNTU1CIfDJ2w0ni6orKy0uM8MDg7C5/OVzK/0HriwQLyFNlePFTOqxmlZgRMcSVC5UiFDHdH1UlUlFwMZwJxfy/+XrhfAsP8cdTp+Dx8kdGSOP8/hcKiBm+8ElhY5X1LiaqsO/Fq5q12nyvI8y3R1z+ADp1TdqR5kIyYXCj7gcWtfDrb8Wdw9Q9YfN2r493Kw4mFeeB3x/JCSqDNqpHHEiRIvt/zOxvjR2dmJ9vZ2hMNhdHd3I5FIwOfzKcNqLHA4HFi+fDkqKiqwY8cO5PPFU864AUirO9xv8dlnn0UsFsNrr72Gc889V7kkSLcbaazxPkV9uLm5WfXrTCaDoaEhRKNRlR6pvqlUqqQdybbGP1N8b7fbDbfbrT47HA51iALlhY9PvL+Ew2Gt0pbL5dDZ2Yn9+/ejs7NTbVxLp9OK0JLKnEwm1bNk3vnz5LjicDhOiBhzg388qK6uRjqdRjweR11d3bgmzDcKhoaG8NOf/hRf+9rXEI/HLa5vco6gMZP6kU5sovmY8Je//AXPP/88jh49CofDgcbGRqxataokH1L9J2OQCA8XsiRh5u2NYlVTmjy/H/vYx/C5z31uxPowDMMS4YCTe938KeF0OnHeeefh+eefx0svvYRMJoOOjo6SY6h5+k6nEwMDA2hubp50V4rphFgspg4fA4ZPB5RjIFB8B9QOpJvbP/zDP2DTpk1jeuaMIcaFQvFkNtoUw1UP3vE4GeHkVacUSpLL/Z94hcqlIn4fYCVvcqLmS4mUti5dfh1Bdy2fVMot45QjslK91j2T1xcnu7zzy/xwUutwOBR54AMnDSRckZWn7/GySpDBIJfNuKFA7YHyxY0K/o74/+WUb+pcvK5l3nhb4hsE5TvVGQY2xge+8kB+onxDW7nlcwKtrixbtgyFQgEvvvii2mxH75x8T0OhkFJ0BgYG4HK58OCDD2LFihUIBAKWfs8HZ96WuNEMQB2/THkmtWrWrFkAiu2MfHTpd94G6TvursSVbcoLNy4LhQL6+vpU3FRJVmTf4UilUujv78cLL7yAnp4eAFD5C4VC8Pl8FvcN8hEOh8MqrwRePzK8FnenOpGDOyj/fFWHl1UHOv6dfNbvu+8+XHPNNWhtbT2h55+OyOfz2LlzJ/7t3/4N//iP/1hChgHrJmbe5rlQQvMkzT2FQgG7d+/G5s2b0dLSot4XHTlNYy9v03I+42M8/a9rz9xNUqreXGWeNWsW6uvrVTsvBy6i0LP4eCNXm+k5hPH47PJ58o0+d/C47UBxQx1FkQKGV53IcAOsGyCpvTzxxBNjf+YEl+GUgvsYc1VSNnq+5C8HSG7d0t+8c41EonWKrxwY6DtOavmyjoQknnSvfAZ/Lv+NK6flOpBukpAdTnZCyi/VJU3Ekgjy++USmk7N4XXN8yxdQfj1siyUL17v3FCSBpIsF6Uj3yXln+6XO/kl6dXVc7kB2Mb48a53vQv/9m//hnQ6DYfDgb6+PqUI0FK+z+ezGEojgdrx8uXL4XA4sH379hLF2O/3w+v1IpvNoq2tTbW1aDSKWCyGcDhcQsJlG5LGFrWHzs5O5VdM7Yovk3o8Hm3b5+1ONwaUw8DAAIaGhixKHZ8wKL+GYWBgYECR83g8jnQ6jZ6eHrz22muKDJPrhGmaKnYrGbepVAqNjY0Ih8NqMxWHHJ8pHYfDgWAwOO7JXxI0Wb7RQKf5DQ4OwuPx4OGHH8a73/1ueyMeQy6Xw0svvYQ77rgDN910E4BhckiqHQDl+sPFD6DUSP3zn/+Mv/zlL4jH44hEIpb3Fo1GkUwmLREFiNzyfs1jZZOhxff38DmYn4RG0S/4vMP7ws0334wvfelLY6oXObdL3qBrl3TfWFc45DjyRgYdnkKrUV/4whfwv//3/0ZDQ4MaR6WQRSBj3uFwoL+/f8zPPPHDpKcIXA0kssZJEl3Dw8dIhVWn+JLSwk9/KjdJcXWUT1r0u/wsXT/omXJTDKWjizDBr+fPJXcRnaWqUyyp3FxN51Y1X2aV9SDrU5JLWc/8f3q2JA3y3Zb7R7+T8sAHSD7Y8TqjZWsdmZUGEP+f6oHUC5kXGvw56S23ymBb/SeGSy+9FD/4wQ8QCARQW1sLn8+HRCKh6j2ZTCIajVo26+gMEDkZ0SS5bNkyXHTRRZZQZJWVlQgGg6ioqEAkElGb9c466yx87GMfU9EXdO2fG0WUnuwX6XQaHR0dIxpKMj3eh8qtEOkwODiISCRS1u2IvqN+lEwm0dXVhb6+PhWiqaWlRV2TSqVUiDO+mZhWiBYvXow3velNlmfw8YnKJl2liGSPp3+Mh2CMlAaFpSsUipufJtLP+XRBNpvF/v37cejQIUvkB/KFJyLLx0Levp1OJ2KxGH7/+9/jwQcfxJEjR9QpthwPPPAA9u3bB2DYL5SHEZRCB33m/secAwDD4z/PEx+v+XxWXV2NysrKsvXQ3d2Nf/mXf0EikbA8R7eqW47QNjY2orGxcUz1TmWkEx/fyJDuOS0tLfjhD38I0xzecEfjCvEDzpdof8Z4DIwZRYw5MZQn5cjJhDakyd/psyRBOiuPd0J+b7lJShJDnh6f8Li7gk4plR1c3k/gBE3mudz1NFnJDQn8Hx8wdEu3OvIrByd5v65cUoGV6nG5dyrLxvM3Gung/0vwuuP55ioE1Tkn3bxc0kjRkRIb5XHxxRdjx44duOWWW5RKQIdzNDY2Yu7cuUq1HRoaUqeXjQSdu1BFRQUWLFiAyy+/HHPnzlUh24DihNrT04NMJoPVq1fjsssuQ2Njo3JN4IMwtWHeJsuRPIfDgVgshtdff12FM5to5PN59Pb2oqenx+KqJPuybnInMuJyubB161Z0dHSok73S6TQGBweRTCbV/USS165di4suumhEX10Zcon6EvXrsUz+fNw/WSWNXGvo9KwjR47gT3/6E5qamk44zdMVAwMD+L//9//i3//93+HxeJQByPfVEPh8lMlk8Mgjj+Cb3/wmHnvsMQwNDZV9Bh39TESQ0tctjQOl/sTcBUmOwS6XSxlzvN3xCAYulwuf/exny+YvnU7jz3/+M6699lp84Qtf0M5DBJkHykd3d/e4jic2TRN+v/8N7V8MFNsRxSimttXd3W0RsDi3ovGMAjVQbOM//elPY37mjHKl4L5CUiHlE5S04nQEVu4k5+SUd0L+t1RRJXHiaitdQyo0T5OkfX49DfaksOg6m1Qk6T7aaMPLpwN1WE6IdWXj6fABZLQly5HiJNMzdffxiVpXRp5HPvDKgYnKpzOYdOnp2hD9z48MpiU4/l6lAcLVZG4Y8CgDNkbG+eefj1/84hcqpFI+n0dVVZXy+aU2HgqFkE6nEYvFEIlE4HA4FFnWkWAd6Pvq6mq8+c1vxrx58/DMM8/AMIrHuXZ1dSGXy+GGG24AAOVrnEgk0Nvbi7q6OoshR+lx0iz9D6ldpNNptLa2IhQKoaqqCj6f76TbB7l7RCIRy+EBHLoxhdcFkYjW1lb893//N9785jervuByuSzKXSqVQiAQwKWXXor58+fD6XSqI5W5cl4udCMRGXqvurriZF6OKfJv3bsfS52FQiG1jL9ixQp7I54GhUIB/f39iEaj+O53v4uPf/zjCAaDqo9y0YTcU1544QU88cQTiMfjSCQSY3rOf/3Xf6G6uhrLly/XilLUlqT6y1dFufsEjdvkssRdrhyOYZc5KsPSpUtx/fXX495779XmL51OIxKJYOXKlSpfutVIuYpI+Y9EIhgcHBxTXVBfscO1FU8Q1AmR9O7oM1B8JxSBhw5ucjqdqKysHNEwk5hRxJh816TlRwMnrxzyLZEDMaHcsif/HShVMuVSOidnklzze7k7BU9HR+74xMYtID4ASFWTrqc0dJBknSYT+o4bF/Q8qUrryD8HkXtef7r/+fuU6Urwd6gzGnTlp4FRF/NWElo+4VM61M4ob/y90++S0EtSPNK7sGHF+vXrcc899yCVSiGbzcLlcqG2thaBQKDEAHW73aitrYVhGMpfMZvNIhwOj0hsyrlcOJ1OLFmyBMFgEPv27cPhw4dx9OhRfOQjH0FDQwMymYxySwCKO/YrKipQW1tb4pIlJ3P+XGpD3G95aGgITqcTgUAAfr9f+e6ORpRN01T+wPwgAJ1LFf0t2yJ3s6BxpqWlBT/96U8xODhoCSVXWVkJv9+vJuvzzz8fS5cuVa4opmmqiB4y4gs9i/72er1qAx/5XOsgiQf/N1GgOLqFQjGkk91fyyOXy2HPnj34xje+AYfDgXnz5uHaa69Fd3c39u7di3w+j127diGfzyvXm/EgGo3ijjvuwCc/+UksW7bMMl9SW6A2JKNjAFaiRN85HMNHQgPWA4CorXLi/I53vAORSASPPvpo2Txu2rQJn/jEJyxiiAR39TMMA62trXjooYewc+fOMdUFlXcmGGo6DsDHoZGEurEIgGQMydXx559/HuvXrwdgdaEAhl3mgCKxvummm8bVt2cUMabJQJJWTmA4mQNgIS2c3HFSRCFg5KQmXQPIypREiE8ukgBKP1VOnCSJpnS9Xi8SiYRF2aalBMMw1HIWEUs6JldHPnk9AVY/YX49dxfQkX1ebn4v/47HcywUCmp5mj+HP5vC0o3U+fnzqPHTTnhe95yQUz1JX2rZ4fi7lhMwLxPv6FQ23sZ06gY33qRRZsOKtWvX4g9/+APi8Tiy2Sw8Hg/q6+sVYdJNPHQNkWMKKVVdXa3CMkmjslxaQHFMaGpqwqxZs9Da2orf//73WLt2LRyOYiixuro6tfkvn8+jv78fhUIBNTU1Kg2eNn/nlA/q+6RQ0ffZbFb5BHOji8KhUdunZWZq13LcIuiMMt3YwFVcl8uFo0eP4q677sLAwACA4bGCjw9z587FsmXL0NTUZFFp+VInX97kRKW6ulodpysFgXKQY400YPn4eaLw+XzIZrM4evQonnnmGZx77rno6uo64fROZ1DbB4qrKAcPHlSueQBUBJQTRTQaxU9+8hN86UtfwqJFiwAMv2dOaoHhfiWX04HhuYb7K/P+yQWRiooK1ZccDgcuueSSssSYDCi5wiH/5hzloYcewh133KHcs8aC5cuXo6qqCi0tLYjH4wiHwxaiTPkmAuh2u9XpmjTW5HI5uN1u5HI5dQaE1+u1qOXxeFytONO8GQgE1KbdUCiEnp4eFcGH+jM9zzCKofCoXKZZjLbT09ODiooK5cdP93Luks1m1UFHNJ8mk0nL0dN9fX2IRCLKnY4b27/+9a+xbt06zJ07F7FYTG3SprEzk8nA4/Hgk5/85KgRRyRmFDEGSn2J5eDPCQ0wbFly3zr6vtzEwX1H+XMlwaSJgDojPYdAnVXn/C0/cxIl/Q/5xMDVSBl6jeeREzzAehynLC9XkqluONHn5JSr1lSnlKbL5VITuYzrzI0YPnDw+uJ1Juucyk7383ch1VxaTuNxiHmavNyc5ErjiBz7qd54ufi74++hHEb7/Y2K1atX43/+53+UIuv1etHQ0DCqUkKEtb6+Hg6HQ4VDSyaTavAlyImUf8evIcOrtrYWl19+OcLhsJoIwuGwJZ6maZqIRCIqGgPfJERKhSTHXNEA9Euxso3xMUvepzPIdGMMJ7e61bV8Po8XX3wR9957LwYHB+FwOJTvLZ00uGjRIpxzzjkIh8OWvkggfz56JndnCgQCaG5uVnsEyD2JT+qjYSRSLMs9HhQKxZMRo9EoCoUCrrrqqnFPom9U5PN5FYd7IhGLxfDKK69g9uzZ8Pv9Jf7DXJiSRJl/T9e6XC61rM4NUyKC2WwWqVQKkUgEAwMDyOVyWLFiBfbu3avNXzabRV9fH+rr60sMU8lLnn76afzyl7/E0aNHx1UHhw8fht/vRy6Xw+HDhy3llEKQNB55GaWRyleKidTSHEYbi6VxS0SWxmS+d4Er8bz/U9/u6upS4iB/d1woIPDxRI57FRUVeOyxxxCJRNR38XgcX/ziF5WB8P3vf18JBv/6r/+qykaG/ngwo4ixdJuQqiV95sok/40rfPxv+sxJGT1PEil6Bv3OSRX/nt9L3wHDpJOnw/PNSZhUw2X5ZeOS9SI32XAXCl4+Xj/c8paTuE5x5eCTO3U2vvmM55cGFL6rmZeB17tu4ON5onulai/fAU9fp/bKOpF1y+tU1gvVnVQLTkbJeiMgl8spBYpI6ViWD6muKyoq0NDQALfbjWQyWUKydAR4pDRpsli9erVF1S0UCmhoaMDRo0ct5DeVSuHo0aOoqamB3++3nNBEkK4UcrySeeKkT7pGlGv/3DDmE6ZMn7dJp9OJoaEhPPHEE3jiiSdULNlcLodwOIzKykosWLAACxcuRG1trYXsSoWMJiFJYOvq6tQx0aZpWo5fpvrgu8p1kBM/3ct/431e5m808COCH3vsMZx99tno7Owc8/02Jh4PPfQQQqEQLrjgArVyxOcxauM0X9IGOrqOSBufe3i75ON/e3s7uru7LW3pvPPOK0uMX3/9dXzpS1/Cr371K4tbRmtrK7Zs2YKamhqYpont27fj//2//zdmH2uO2267Dddddx1WrlwJp9OpVpRWrlwJl8sFj8ejSCC5gQCwCEHk2iR9wKkO+Qm7pPhy8YCu46sBVNfSMKV5l/JDxkMsFkN/fz+qqqpQU1MDn89nOXa+UCioI+X9fj8cjuJm3EgkgsrKSrS2tqK3txddXV148sknS/yEuc/25z//efX5ZI95H5UYG4bxCwDvBtBtmuaq49/9AMBVADIAWgB81DTNiGEYCwDsA/Dq8dufM03zkyeVQwY+ePIlOp0aKCcUSdroN96gdGRWR6TkblmphsqJim9Ik0uTPC+cVEkSLwkanwxSqVRJCDNKgxM6gs6goGfwAYTniS+7SuIq3xH9xsMwyWfSP3KN4dYkrx9eF/xEG9375AZPufLS75Jc8PLyPHALXLYFuod+06U/ETvox4vp1GdHwsqVK/Hkk0+is7NT+ezyQXM08PcQDoe1MYbHC9M0EQgEMGvWLEWWqB95PB7MmzcPx44dK3Gb6OzshM/nQ2NjoyLsctWF8iVXSfizedm4AS2Ne7qe30MqEa2Y8Os5uaRNhC+99BLuv/9+FcOYnpfL5XDFFVfgPe95T4mRUq5e+cRKZZ49ezaqq6vVOEvh9qThOdZd99Iw5/2UG89jAW8nXBWjo7snEzOlv04mMpkMHnjgASxfvhzNzc2W8ZTaPe9jABRBpHmFb7ije2luGBwcRFtbmyUEJDe2w+EwPvWpT+HOO+8syVuhUMALL7yAt7zlLdiwYQPOP/98tLS04P7771cqNAC1MnIiSCQSuOeeeyyufCQkUT+uqalRK23Lly9XMcc5mpqaEAgEcM011+DQoUPYunUr5s+fj61bt+K8887D3/3d36m0iURTHfJVX06+5dzK6594yJEjR3DPPfegtbVV9VUpVPL61ImEXHAi1XkkoelkyTDHWBTjuwH8GMCv2XcbAXzFNM2cYRjfA/AVAF8+/luLaZprJyyHx0GTlCSVksxywkR+RXwQ5OST/Fy4yqMjfjySA/+OOgF/PvlbkeVG+dUpHlJd4RMqJ4qUd7qP30O+UTxNfp38R5ubdCoVb4hUtzLf/DqZF04cuUEg75HvSRIC2filwaPbLCd3p/L3z8GNFqpz47i6LQk3J8f0XO7fSe8bgOVISroWwJgn/QnG3ZgGfXY0pNNptLW1wel0wufzIRAInHSafIWlHEkaiTzTGOHz+VT/5saez+fDnDlz1PHIXJ1Kp9M4dOiQOlktk8mgvr4ewLBLF99sWs5Il/nnk6NOMSXw6DF8nOTPjEaj2LZtGx577DEMDAxY1Frqp06nE1u3bsWVV16pXKNGI5y8rzscRX/t6upq9Tvvb3z8HuvmIjlWyj45XvB2Um7CnkTcjRnQXycbtGxO75lv7ASsRzsDsAgUuv5vGIaKKtPb22sRsqjd82hEIyGfz6OjowN//OMf8dhjj6FQKJwwCS4HnT8ybcwHoGIqA8COHTu0fbSlpQWGYWD//v2KXLa0tCCfz6Orq6ukTguFgsXAID9lqn96Hm32Jb7CjclcLoeGhgasXr0aBw4cmLD6mEyMSoxN0/zrcSuVf/c4+/M5ANdOcL5KYBgGqqqqMDQ0pFVbOcHK5/MYHBxEe3u7OgCAk1RSVDKZDLLZLKqrq+H3+y074IHS5UIirLFYDMeOHVMNl+7hFiq3wurq6tDU1KTywAdjHTGMRCJob29XnVV3HXXoXC6ndrTzZWQihvSZq8vd3d2WJQmuCPPID8FgEA6HQ4XmobR0aiul3dHRoRQoup6sUBpsyH3C4/GgqamphCDwd84NiHg8jo6ODhVtAhie9HlZqbM2NDSoE7voN/6+uEpGhy/E43E1qPKBltInsl1bW4va2lp4PJ6SGM/cmCm3QepUYrr02ZGwfPlybNmyRZ00RiF5TlTplRjNZWIkcNWV3j03it1uN5qamnDkyBHVLriqkc1m0d3djUceeQT19fVYs2YNmpub1cYzmnSkUSkNbO5+xccLuerE0+Cgfl0oFNDT04Pt27fjqaeewsDAgFqy1JFBr9eLnTt34t5778WHPvShslEjeH1mMhmVL4/HYyHFANR4QtefKBGlOjhRQkzgYwAnyVOBmdBfpwoPPPAAbrjhBnWUslwpkKIINwLJpzafz2NgYABtbW1qw5hcxeHhUqkdeDweXH311XjooYfK5u9k2+HJQPKGcteYpmkh1JTfffv2oba2Fh0dHcpAprmVRDopLsr+wuuNvxuv11syBswkTISP8ccA3M/+XmgYxg4AUQBfM03zad1NhmHcBOCm8TyIqySyg9DvNBFEIhH09PQgnU5bllx4J+KHNMyePVurfnJVmjpbMplEd3e3ZZOc9CumDuNyueD1ei0+UFQGHREwTbOEGEv/KH5voVDAggULLDEbef4BWCbiRCKB7u5u5ZtDZSRrkCvQFEO2vr7eoqTqiDF1or6+PuWfx+uDVGrumhEIBCwTPn+3vKzUGROJhCLGIw1G1MlDoZCFSPC6k2mn02n09fWhv79f5YEbVVx9JqWr3OYH/n50GzmnASatz5ZDRUWFCv/l8XgQCoUmjBSPBSMZwOR7x989v9Y8vrS4YMEC1ZfonZPvH0WyeOKJJ/DUU08BAGbPno3169fD6/UiGAxi0aJFCIfD2g1ofPe5XPHi6qvsN7QKNjQ0hK6uLuWbR1EWPB6P2gxM6XOCSu3W7Xbjnnvuwbp167BgwQLU1tYCsB5gQ+DhJXO5nFLJx1L34wVN3ONdDeDfU7+ka2KxmBprly9fjo6OjhPO3ynClPfXqcK2bdtw9dVXK2LMBQiKaET9QrbNfD6Pnp4edHV1IZFIqGhGNB/zuYtA7Z+OGT6dD3wpFAro7OxUcxbNd9Q/DMNQK0Z8hYaEA76CL1eugsEg6urqprB0J4eTIsaGYXwVQA7APce/6gAwzzTNPsMwzgHwkGEYK03TLNm6aprmfwD4j+PpjMoaSPWg0B6cbOiWFflkRuRELuVzNZa7UtDz+EQkl+D586nRSOJHv8lr5f+SCHIVlKxg6UbCLWL+DJ2RIIk0D03DiTyVmytVcvlWloO+k5Mdrw96Hl92IWWNuyDwOqay8HqUeaD3ycmuzndQvgPpfsPv1y2h8bo1zaKfl4wIQv9z0nIiitipxmT22ZGQSqXw2muvAYBS3SeLGJPbA4VE5JMuD//H+4jOXYm7DNBRygDUGEUGJfnat7e34+GHH1bp0LUNDQ1YtmwZ/H4/fD4fFi5cCI/Hg0QiofyWU6kU4vG4UnUMo7i5JpVKYWhoCAMDAxgcHERXVxcOHz6MwcFBlWe32205+nokUBsvFArw+Xy44YYbEAgEsH79enz0ox/FunXrVHlozEgkEhbfSh5uiadL5earSDQulXM5oudQOLjRoGtDuVwOsVhMkSOeNr1PGod27dqFpUuXThtyPF3661SBq7nSDYfaG4kU1K/pRMxYLGZ5x9TG+AofzUU8bVJY+ea90xW9vb2or6+3uKrQmMfDnnLhj78L/plzlEwmg2AwiHnz5qG1tXWqizlunDAxNgzj71DcMPB28/gob5pmGkD6+OfthmG0AFgK4MWTz6rVb5ZekI6ccL9Qgs79AkBJ4+dLplxR5C4YUgGUS+n0P30mfxyycHVWFn8md2vg+aEGSPdTmUhxkpYvJ7GURxm+TNYZLwsF3+c+jtxFRCrZpLJyAsrJPYVr4oRX+lrqjA+eX6nc0v+ciNI9PN6xfD9SwaXOzPNGoHqhd8INEEnAuTrPv58OJHkq+qwOS5cuxYsvvoiDBw/C5XLB5/NNqlrc3t6OtrY2dSx6OBzG/PnzMTQ0hLvvvhvhcBjvfOc74XAMxwoH9KSSFKjm5mZ12AYt13JVyji+yiD7XTabRWtra8nkIZVc+Vu5/ADDriDc4BsrqA+7XC4MDAygqqoK+Xzx4Ia/+7u/g9PpxPve9z5cccUVWLJkCQKBgIofSvmi0GeJRAL5fF65rJG6V1NTo10hkBFfTrRN0BiTSCQwODhoiQqgM1ypzIZh4PDhw3j44YexYsUKzJs3D319fSeUh4nAdOmvU42XXnoJb3/720tcenibSyQS6O/vRyQSsbg48rmC79+h+VS2AxmaM5/PY82aNdi1a9cklnjyEAwGLaHrdJvWOVmm77kopQMRaxl6dqbghIixYRjvAnAzgDebpplg39cD6DdNM28YxiIASwAcmoiMkq+r3OTBFV76nyR/WlaUqiPvENyfBtD7oepUZU6ayU2COhtvOJQ2dUgeQo13bMp/LpdDMpkscWqX1hlQVNqcTqfFB1gSP24l00TB1R26RxJUueGQk0NpoPAlZ3o/3PrmLiRy2ZqrRzrjhpeHrtcZRlJlJkNEdy3lQW50JOJOoPRIsSd1Qb4PXk/caCE/Tnny3lRgKvrsCHlRRhfvexMBnXsSfW8YBtrb23H48GGEQiHMnz8fhUIBx44dw7PPPovPfvazGBoawqc//ekSdYlPBMlk0rJRhxAMBlFVVaUC3mcyGYvKKQ03anM6ZYqTX2pDpJqS28V4DlOQBqxOWKDx0OVyWfYgUF1UVVUhm83i0Ucfhc/nQz6fR2NjY8lKWVdXVwnZ4EvU5dxmJspXM5lMor+/X21OonJ6PB54vV74/X7Vf51OJxKJBNLpNJLJpDJ0Dh48iGPHjqGxsdESO3WyMJ3661SDz5N8NTWZTOLYsWPI5/PKGAWG27JcXeWRrAAobkAkWBJnmtPHG4N4psA0TXz605/Gb3/72xIf63379iEYDGL27NnqwCQ+30tlWb6fVCqFQqF45Hp3d/eUlfFEMZZwbfcCeAuAOsMw2gB8A8Udsh4AG483RgoZcwmAbxmGkQVQAPBJ0zT7JyKjhUJBndIiySpXTwEoXz+aQORuVT55EoGiHaWULv9Mz+MRCfg1nAhRmjx9oLihJZfLIZ1Ol+z05qoqqUhcLeYqMZ/MqDMnEglUVVVZlC1JIMntwuv1Wsg5QcYopXKRqsavk7vYqQ5jsRiGhoYseeSxjHkkD1735RR3up4GLzoZjBs4lA4f9GgCrqmpUW2Au1RwVYC/A25IcQVY1hX9zl1N+PvSWdeTienSZ0dDoVBQh8KMhnK+o7o0dfe2tbWhr68PiUQCDocDq1atUkv+lZWVePnll/Gd73xHHRFMoH5EBhK1c6/Xi8rKStU26Doiwj6fD0uXLtXmUY4xUinlaYZCISxduhQbNmxAdXU1Dh06hOeffx49PT0WlyRpnOmew5/P2zX94wHx5UpLKpVCIBDALbfcgiVLlqjla+nuRPXAjVgyDHO5HHw+X1mVabR3rFP4pDEdi8XQ29ur3oPb7UY4HEYgENBGwCgUCsrNJJfLqagFAPDaa6/hhRdewIIFCxAOh5WrzERjpvTXqcLmzZuxbt06FbWG3CRoAzyd7kbzKglQwHCINumuQyepUdxdvhrL76uoqFBx1k9HcE5Bc2hXVxcikYhlrideIjkGMLzSw0VBh6O4h6i+vh4tLS1TU7iTwFiiUlyv+frnZa59AMADJ5upkaAjHGT5c8LFQ2tRg+eTHDWGiooKuN1uy3GDkpASoQZQYnXyRiXTp99pOZG7H3BFmU8ihUJBBdon0CQkCVoqlbIMAnxC5XXF3SQo9Eo6nVYKKd1PAwhXjflgwfPMyTk9m5aeuMqmc03hectkMpbA7HQtn+h5PfPBj74ny55PlFxt55MnN6p4O8rlcur0LrpfRypIBfZ4PMr4khvs+HviBspkYbr12XKQqxTlrjkZVFRUoKurC62traioqMCsWbPQ1NRkiZccCoUQDAaxYsUKmKap2gF3+5HuFNQXeHuX5RoaGrIQXkpLtg9+L7++pqYGa9euxapVqzBv3jy1rBuPx/H000+rPk0EmY+HOkOaQ5J9n8+nlFNOEkghv+qqq/ChD31Iqa3cYJVjBl+F4WWksHwSYyXEumVe3u+i0ag6qtvtdqO6uhqhUEiVp1z6XFkMBoPw+XyIRCIYHBxEMpmc8DBcEjOlv04V2tra4HA40N3drXzpqY17vV6kUikMDAzA7XarI4hJyaSNsJwcJ5NJSxQcPq9xUahc3zmdwMc7oOj22d7eDo/Hg7lz55YIP1IQBErnWnovAwMDeO6556amYCeJqV/jHQWGYeDMM8/E/fffbzmqkyYFwHocIZEsfgiHXF7VLVtyAsjJG1eNHQ6H2shSbumTD8AOh8Oi0vI80z2kFHOiRx2ZE165+Y7/LpUUSkenCjmdTouaTmnx/PCJjEer4GWU76iiogJer1cNVHzDoFSv+TsIBoOWCVTWDX8XjY2NaG1ttbxnPjFSPojQ03G28j3Ld8bfAyf19JnnQ9YpMBzDWGd4UVl52WwUIfuDDty4AkaOTyxB9U4K4Nlnn41wOFxyncfjwfr169XfsVgMbW1tJcYZpelwOEpWUgh8Q6wkzATuOiSNNWp7fr8fy5YtQyAQQFVVlTJiTdPErFmz0NDQgKGhIfW8bDZrcd0YaVKntk7kweVyWcZW7moUj8dxzTXX4MYbb1QRIcbSX6WbFL9O5muk9+l0Okv6Ou+3VNZUKqUOa3A6naivr0cgEBiREJeDy+VSp/VFIhEcPnwY0WgUwWAQyWRyXGnZmBgcPHhQzYv8yPVMJqMUXT5HkggEWA+dyWaz6nun02nZhwJYx3Aulp3uoH7a0tKCQqGAxYsXq/qWRi7fvyCFJupr0WgU7e3tU1aek8WMeOterxfLly8vOfKRPpOaQAQOgGUzGvfzlcSMXrxukOd/E1HkVibfWMI3hfG0s9ms2oQCDLsW8IbFy2SapgpjxV0opPLNy02bxuSEI5+RyWQwODiowivx37g7Av3NlXdKj+eT0ufKEUFuUqNn8Ykum80imUxaiD1XfLmfNW3eo8mZ3B74bnWuWhM4udW9W1m3vJy8HjmkIcXri9cBX2mwUQpSXImAjlZX4yE5Dkcx7Norr7yiNlCN9V0EAoGSdiTdsbjxRG2Krqf2yTcL8fLxfkx/8zL6fD6sWbMG9fX1yOVyaG9vV6plNBpFR0cHTNNU6iYdjhIMBhEMBtWG2XIgBcjlciGVSiESiWjbdCaTwfr16/HhD38Y8Xgc/f39Ks43MHzSlOwvPC1u2BQKxfBQHR0dY3oXtKm4nOJN78I0izHOqc7r6+tPekOnaZqora1FMBhEPp/Hyy+/rFz5bEw+otGo2lRK44DD4UBPTw9M01ThEflGdFpJ4auqNP/oSDGporR/IJPJzGhyNxYYhoHVq1ejoqIC27dvRy6XQ3Nzs4pBLA85omObOd/gcyu9owMHDuCRRx6ZsnKdLKa9YmyaJl5//XV8+tOfxoc+9CEA1o1hNChzVwfuGC6X4DhoSZBeslwOkIoQT09uqJKDNzWeiopivFbuRsFVIv4dTSS0k1MqSbxOaKKl+0k54nnhpJfypDuog67hChm/Z7RwObr64SHhJCmg+g4EAso1gvLE648v1xiGgVgsZvFr5HXJSQbdyzfTySUg2bF5HsupbTwtIuSyDgFrlBKdQmajCDIo0+m0WqLX4UQITqFQUEe+BgIB1NXVlexq7+rqQk1NTYnvKU0A1A+l0UbvU27s5Z8Ba3sm1YXKwjfi8lUIIsZz586Fw+FAKpVSGwZpFSSfz6OqqkoZuNTfaLWEK8g0HlIbpzHP5XIhEolYXEaoDHRPU1MT/uEf/gHpdFqRQopCQX2RfLLpebSaxsvD+2YymURfXx9CoZDlneuIMkXx0CnzvI5JnACKbjG6Y8XluxsrZs2ahUOHDsHhcMzIsFOnC2pqatQ8R+28ra1NGXh1dXWWVRzan8JDkFFUKU6U+ZguVzhpY+YbAUeOHEFFRQWqqqrQ1NSk5lEyEqg/802K0mWK+ns+XzxgbSojupwsZoScNTAwgP/+7/+2KDj8ZXBVsZy/LSd4gFXh4wSZ7uXP4coqTWRkSZECzH0QebqGYagNJ5KMEiTBI1cEHdnWTcA8z+XcKqSqJRV3bjUDw0sr3B2F1zWRRz7ZOxwOi6rPySafoLnvNyfAUpGT5aN7ddfSNZIISyOHGyP0frjRItPkbYuXWabD06fvuOrOTx56o4OvgpwKo8HhcGBoaAiDg4OYPXs2zj33XCxfvtxCjDOZDOLxuCXer0yDjxW8PfGYwNJ44/2I4nTL9LlfMrU/ur+iohgcv6amBoFAAJWVleqfz+eD3++Hx+NRYe6CwaA6+ZJIKkX88Hq9lr5F+Umn04hGo4oMyJUNItrXX389wuGwOtWO3FAGBweRz+fVqZK04Y12onMizOujqakJq1atgmEYlkNR+LOpz/AxlepG1jG9D3KZ8vv9SoSQKGfs6iDnhoaGBphm0Wc8lUqN+RhrGxOH22+/XR3Eksvl0NnZqdpObW2tJRoSJ7ZcrNEJXTTP6VYFM5nMaRumjVAoFLBu3Tp1Suy8efNK6pCUdRoTuTENoEQg2r9/P+6///5yj5wRmPaKMYFUOh4Ll77njVqSGKDUT5G+A1AyiJZTJ2R6UrWmZ0tClslklO+bVBE5UaXnUPrUycup3XwnqFTFeRlkeXg9yMmCu0xI5Zjnm9/PCTn5GMdisRKVjRNssjRJZeIuKjxPnNCW+18aLBycFMs2QmXjvt8UOkuqy1IBprzzAYSvAsjVBl2beiPjwIEDOPvss/HUU0+hr68PsVhM7TgfK3Ttk4P75OrgdrvhdDqRSqW011RWVqp2LFcC6B3ncjm1fwCwbmgjtaW6uhoDAwNq05k0+ni7yuVyCAaDWLduHaqqqpBMJpFKpSzGGyk45KZFp/RRxBv6x127gKIfdS6XUxsC+QRH/ZFQKBQwZ84czJs3T7V36hvkPhEIBODxeJDJZJTiX1lZWRIiESguXzc1NSEcDiMWi8HpdKoID+WMEjlO8TFTrhDROOjz+U6JqwO5tuVyOezfv3/C07cxNtTV1al4xaQI19bWwuPxWOZgoLiaQ5GgeP8k8YbGdhl+k+DxeFAoFHD48OER81RbW4sLL7xQHXrjcDhw9OjRGbPprKKiAvfccw9M08TSpUstYhFXjWV/5G5t9JmifITDYVx88cVlXSnKGajTaZ6cMcSYwNU4rs7xiYb7ldI/2kUNWDdQAbAohvJZnPxKMivJmCR2QJEQRqNRi3sHzzOfRKTKyCH9Eun5fNLUKawEuoaUGOk2wo9s5qoPH1TkhMdJsVRaCaSs84mM12cmk1E7hCX4e6J650YKzxM3lLhyLN8HJ+B86QwYXrqlwZJbyHQtqd3kBiBXF3Sdm4wGG8OgcHp9fX0lUSDGgpGuKxQKSjFtbW1FX18fFi5ciLq6OosBOXv2bIsR2NfXh6qqqpL4xID18An6nfdJatdS5eRuVxTuiK9O8D5F91dVVcHr9VomclrSJYJKEz4dmkFpk49lPl88np1I7dDQkOUAGy4W8H5G5Zo1axaA4SXpQCBgia5DLhNk9JPvIZF20zQRCARQW1sLv9+PXC6HrVu3qhjQuk2QHHIFhj5TfuX7IYNhPG2IMJqR5XA40NDQgPb2dqTTaWXMyzHaxqnFj370I1xzzTWqX9TU1KiQi9xtr1AohuCjOY1IHs19hULBEiWKh9oEhjed3nXXXSPmZ/Xq1fje976HzZs349VXX1X9mo5+f/HF6X3misPhQEdHB/70pz+pTYl8ruWiFvVrGnuA4bnV6/Uq3kIbgs855xzk83n8+c9/Vteapolrr70W1113nYoZXlFRoVxgXnnlFfz+97/HkSNHpqxOCDOKGFOjlxthODjZpaVE3e90L02iOsVRkmvuUxMIBEp8krjPIM8bWa60y1OqrlKNdLvdyv1CEjW6hyafcodH8Gdw0kiDBjV6WgaR8aGBYsQIqYjx/+XzKC2ytrl/F703mjz5cjLVjXSD4O/dMIoB+umQASKsHHJjhu6UP0qPlkP50i2RCiLIlB8acMnAMgwDlZWVKs+6euFl4YaGjSKoLqnPyM1qJwun04na2lpkMhkkk0n09PRYYn0D1tWifD6vDnKoqalRCq9cPXE4HEpt5hMEtTdKyzCKPu5LlizBxo0b1cESXq9XLU1SPXBjmU7RI+LpdDqRTCbVs8mvmcgwjRnkfkUq7rFjxwBAETluRPOVIa5yU59KJBI455xz4HA4VGxjLghQuamcdHoW/T1nzhz4fD5LH2tra1Pxn6urq0sMd0loZX/REWQpEpxoHxuNSNOYJg1pG5MPCvlnmsXNp+RbznkAH7e5K5PD4VDjt5wfOUkGimNAuSPIHQ4HzjjjDNx6662YP38+rr76amzduhXPPPOMmuMWL16MiooKPP/886ekHiYCl112GR555BHFObjBDli5ErkQkTuWXC0GiptxI5EIHI5iDOPPfOYzeNe73oWdO3fii1/8Ivbu3YtUKqXGMyl8rVmzBgcOHEBPT8+U+3bPKGJcKBQPBOATEgdXE2tra5VlqCNadOoWLYeGw2GLmkjXAdYIC263G7NmzYJpFn3baILkKq9pFk/NIYIVDAYtyzdcXZJEvaKiAk1NTZgzZ45SJ5PJpNppS52YK7o6AignDyKi1dXVmDNnjlKPqKHznbxUDo/Hg+rq6rKb+vgkQeVcsGCBCg5O8Zep3HRSF02YLpdLGS+SXMqVAAAq1iwtf3O1zjRNtYxK8Z39fr9W1ef1TekHAgHMnz9f7cY1DMPybmkDAifGZDSUU/N5e7Nhxd69e7F+/Xo8+OCDME0TyWSyRFUvp+RJn1QdkskkMpmMOi2zs7MThUIBdXV1qKysRCAQsLQtCu/E2z5vv0Qq+fW6Ux4JpNSSS0c2m0U0GlWuCJQXMgzpn8/nQ0NDgyKaNGF5PB6k02kkEgl1qh6NH0ReXS4X4vE42tvbcejQIctxrNyI5KtCXCAAiqT3q1/9KubMmQOguHzd0dGh1FiuGAHFzWk1NTU4fPiwKmtlZaV6B3RE9pEjR9RhGxUVxViyFE+WL8tS3ehcKfjfun5M7iOyTDrI9EYDiRXJZHJGnuR1OoFcJ7j4wg+cAYYNTloppj7IjRsuotHKJbWjvXv3alcAm5ub8eUvfxmXXXaZSicQCOCCCy5ALpfDs88+q/JRX1+PZcuW4cCBA9POmJo9ezbe//73l6wy802LNAe63W4lRlHfkgSaDsbhmxp7e3tRU1ODSy65BC+++GJJn5arcA6HAzfeeCO6u7un3BVlRhFjWsKSy+icqBF5rqystOxWlsuV3M9V+vFK0iRdEnw+HyorKy1EmBM6PkDThMutWN6o+P1EvBsaGtRmrXJkl08GdCS0dDEgcIIPFEkgj8Usy0l5pHriy1TcTYG7hwDFxl1ZWakO3KA0KU9cRaVORx2COh4PsyONAK/Xqw5j4ZsEAeuR4DRB0/Iu3c+VA/leyd2Brw7wMpNxRL+RSsaJuXRPGUlht1F8n4sWLcLBgwcRi8VQWVlpITTliM1YiPLQ0JDq2+FwWA3cFN5pzZo1ipgSqqurlT8p5Y+UCz7eULsEimOSXHGi+7PZLPr6+tT3pF5Ru6L4ylRmp9OJuXPnKl9K0zQVCaay0CRO/sVkbFZUVKC3txfbtm1DR0eHdvOu7AecgFZUVCCVSuGjH/0oFi5ciPr6esydO1dtyOno6EBfXx98Ph/q6uqUjzB3icjn82hoaABQPFls69atqnzcfYK7d+gO/OB55eDjFI0pXBggcYKM1ZEwFjIsQWPB4OCg3aenALRKS++erxrKVWTZF6mfZLPZkgOhaAWR0hgYGAAAXHLJJXj66afVnLJ48WL86Ec/woIFC0rCOVZVVeGd73wnampqlG+ty+XCunXrUF1dPeVEj6OhoQG33HKLqkce/YXGIapD6dZJczPnBfF4HJ2dnep3l8uFUChkWUkjQYmv0Mo+SK4Yp/pAnbFgxhBjwzCUP5HOh5gGLXq5fLmQwK8nv0ZqGNQY6GVykkPfy+dxtw5OkPjyJGB1ZdCp3MBwxybIpQbum8hVZ7qXh1GR5eWElhNRmkS4/6zcSKSbYPigw8k0J8l8gOKDl8wbHcnJyadU7ul6WdcEKjMPvScVZW7sUAflREG66PCBQhIKnn96NzRQ8jzLOrFhBa2GUDuIRqNKsT8RUJ9IpVJqIgSK4wW5MVAooYGBAYTDYUuEgWAwaEnP7/djaGhIvUPe52hy5YYXtW9+DDqFPqLVDE7qeL5TqRQqKyvx7ne/G8FgULls8A11dCodTTQUhziZTOLAgQPYvXu3OuyAT0LU53U+sbJ/0ypSc3MzQqGQ+r6xsVFFfXC5XOjt7UUymVTqcFNTEwAoN4mjR4+qMZsMdwCWSTWdTo9IYKVyLMENcnL7IDeXcqsNHGO5hoPGKTvCzNTg+uuvV8v5RIrleC0NFhJg6Htu2PK5AoDaKB+Px5Xi+7d/+7fYvHkzPvvZz2JgYADPPvssZs2apdoz5wpOpxMLFy7EsmXLcPDgQZimqSK10MFXU42Ghgbcdddd6th3IrrkxkZcgOqNVq1J3ONGNZ0W29fXZxHZPB4PgsGgRYji74DPw5L/6PZ3TAVmHDGmZXKuAEsFkMeYlSqDjjjydDgh4tfowitRw5CbtfhESXnlDv58cuTkisopHdxlQ5Lki98rVUpOVA3DUC4T1Ohpg4KcTHg6VI88VJq0+HTqFC01yzrkgxlN2HxA4+orXcNjUlJ+6JlEavkSr1wFoPfANyrKTZS8I1PaPB4zr2feNiRBksRals9GES+//DIuvfRSPPXUU2htbcXg4KA6ans00lLud8MwlO8t7298wE0mkzhy5Ag8Hg9CoRAKhQKqq6tL2oyMcMCNRoo4we+RBnQ+n0d1dbUlj3LTFk2eoVAIt912Gy644ALlL0xEj9wo6B8djNPW1obnnnsOr7zyClKplFqB4XVBdSQNXx1cLhf27duHlStXorOzU0XmiMfj6gQ+oNiX6urqLPfW1tYimUwiFouhu7sbx44dg9vtLlkFIOiMSMqrDnzc4HXHV57o9DtZD+XcKsZKiOlZPPxdKBTC4ODgmO+3cXKor68vOXWQoiAAUHMYzce0OkPGMIGPxTQf0dify+XQ39+vhDLDKG4s+1//638pgzORSGDLli24+OKLLcIXjfnNzc1Yv349jhw5olTSpUuXwuFwYNu2beNqc6cCn/nMZxCLxRQB5pvj+b4JPu/zlVEuQpFPMTBcl+R+Wc4/G7CeUSDncmB4c/NUzpkzhhibpqk6hlQ/uILJfT7lICo/c7cGUk7phUlCTd+RokKKM2/onOBy65VPyrqXzRsIn8Ck+snBSbo0Dvj10iLj6fCOTc+U6dBOdE6wdfkhI4GUOvkOdMRZlw69F3mfbnKTqpskqFzBl6ovEV3eFvjGJCq7fL/SiNIZB7Ku5HU2hlEoFFT7IjWXluOB8v7E5T6TsScNFt6naT/BoUOH1PVnnXUWmpubLc+rqqpSp8wZhlGyhMjbD3/HdH0+n1cbb2kSSqVSSKVSCAQCaGhowPnnn48VK1bgnHPOwZlnngkAauMaTdD8f4/Hg46ODmzevBlPPvkkotGoil3MJy5u3BJGIsV0z7nnnqsIrWEYiEajyOVySj2OxWLo7OzE/PnzLWp7X18fdu3aZVntCYfDlglQvi/eJ+QKkFz9GgkU05lOHIzFYgiFQiccpaIcuBvM4cOH1T4WG6cWhmHg6quvVkd8E2iVjlYLaD7kwhntR5HfU7okXmUyGXR3d5cIaIZR9J+ldpRKpfD666+jrq4Oq1atsuSTxpkFCxbgwgsvxObNmwEUDfEzzzwTDocDzz777CTVmhWGYaChoQHz589XUSZoTCJXCvqeC3pcvCLBzuFwIJlMYmBgwCIgeTweta+H+r0Unzjn4nMzD0P5jne8A52dnaOGyjuVmBHEmPw/0+m0strLEQ0+CNPLoc9cyeOThlzu5i+MJleuBulIJreCuLXDVRs+kcrnyh3PXCnm+eLPob91fnacAPLy04RTboc1n9wpXU7SKV+6e7nKLic/aXHS3zzOpFS3uWpNqnE5A4O/I6lUS9Wd8qprR+XukcSHtwtOwClt/retFpfHzp07cfnll+ORRx5Bf3+/OqK4pqYGwImdesfdqPjgzIlhOBxWRz+TyllfX69UYnrXlZWV6jAM/j195uOJLq9utxuJRAK1tbW4/vrrsWbNGqxcudKyqVUHmijcbrfyY85kMjhw4AB++9vf4vnnn1eEmMosjWAOnUjA23M+n8ecOXMwZ84cNDc3Y9asWTAMQ4W0I0SjUUXSuViwa9cuuFwuBAIBOJ1OFZkGGCaU9De9h5HKryPxunGV/qZT9KLRKJLJJHK5nIocwzFe9wkO6vP19fWoq6uzSfEkgcIscrGFt6VCoWAhd+Qvz9sZn5vkPJ3JZNDZ2WlZFab5j/ap8IhKuVwOe/fuxeLFiy18hNL0+/1YvHgxDhw4gPb2dhQKRd9ZoHgyI32eTCxbtgzf+MY3LK6LxEkIpmkqNxWdUUnl6+3tVYetAMN9yu12K3dXqhPprsk5C0Hyqjlz5pS4tU02ZgQxbm5uxs0331xSuZzEEPjv5ciztBqpkUjixtOha6QKyjeo8fv4cg33XwaGN63x6zlh4/fSNfS/7ODUgbm6IqNLyLR5/qTLgiRzklDyvOrUMm5tctLIy0p54YOaTEfewwc0PulL0srrTb5nrgTIOi1HXiWRp7SovYxUx/z76bChYLpi+/btuPLKK3H33XfDNE1Fvsotw48G3u5099L746H5IpEIdu/ejQULFiCfz8Pn86Gqqkq1TZ0bguy7nHTR59raWtx888143/veh+bm5nHXDRmmtDno2WefxaZNm1BZWakl67wt0/hE44TsI5xcmKaJjo4O5RNJESNkmekUuHQ6jba2NoTDYRw5cgTZbBbBYLAkJjnvH1IB1o3PtFl5JHWbE2QOinARj8eRzWYRiUQQDoctBPxkyCxF8uGGko1Tj1WrVsHtditlEbCuEPKlfiJjNJdxnkDtj682kzsAj7pC/ZdWIgCUEMhYLIaXXnoJ559/fknUJgCYM2cOzjnnHPT396sVrIULFyKRSGDnzp2nusosCIfDuP3223H06FEAw24nPLwpd9+kOuAuKYTBwUEkEglUVAzHHwaKfa+mpsYyD+pWsGjspWhh1NfL7R+aKswIYpzP51WYo3JkWCrB8jrd53LL7oBesdVBToqUD7qXrEw+KUhfRJ5/7hYhFRLe+ek66TPNn0Hl4ukQcZXWIt0vLUTd4EP5lWXnv/PNguXUNsq/HHR4OSQJHm1CkvmT749b9/JaWdfl8qFb5uXvj79X3g5slMdLL72ET3ziE/j5z3+OQqGAgYEBFQFmvJDvU/ZjrmY4HA6lcsRiMezevRuZTAazZs3C2rVrUVlZib6+PgvB1Ln6yHZWKBTg8/nwzne+U6V/ojCMYii2YDCISy+9FIsWLYLD4VBhEevr65HJZNDR0YF8Po/6+no4nU7EYjEVYiwYDCIWi6mT9Nrb29Hc3IxMJoP29nbs3btXLRV3d3eju7sbs2fPxpIlSyzuI6Q2vfzyy8pPGygqYX6/37IEq1Ot+TjETzGltEc7uU6nGhMqKirUCYr89M2Tdaeg1So6vGDx4sWjzgs2JgYej0fFBJZzARd/TNO0uDpxVwG6l+YbSoc228moDNTfwuGwZW7m/CGVSuHIkSOYP38+5s6dC8AqCjmdTixatAhLly5VRJhvQJssVFRU4He/+50KucjHRFpZpShPpIbzWM/Ub/L5PLq6unDLLbfgvPPOw0UXXaSMWL/fb3F/I5BhTu+B0orFYnjwwQfx17/+FQBw44034pJLLlHzajabHdFHeTIwI4hxR0cHbrvtNvzXf/2XVg3UERidH5tUEOW99LckqJw8SZ9TTmz5NXxQlnkg8Dxysi79lHUTDK8H6ROkU0F1aikHV6Lp/3JqMq9DSfIlyik/pKTTSV48DwSZf7qPu8tIhVuqZTItSWwAffQIPiBKtwvuusLrj79DqVjaxHh0OJ1OhEIhtRTe1dWFqqoq5as6nnTofekmVP7ZNE3lC0yHaaTTaUSjUQwNDZWE/NO1cTkOAEWluLGx0fLbybYBl8uFlStXYsWKFWXroxwhJfBy8DGQG4qRSATt7e1oa2tDY2MjKioqlHuL2+3G0NAQ+vv7EQgEVHhGrqzzOKjSj59H7vB6var/j7duyhmyDodDKde6+jhRkhyNRi2RTmxMDubPn6/mOG6cErhQRMSO7xWivivvTafT6O/vV79xhdMwDKV+6lzu6JpoNIpdu3YpF6zW1lY89dRTaG5uxooVKxAIBNDc3IwDBw6oTbOnauWQh18FoFTdtWvXor29vUSk4VGU+Ngk68I0i64mTz75JO69914AwNNPP439+/fjyiuvxJlnnqlOC6UVVD4H8vdz+PBh/PnPf8aOHTss9XDvvfeipaUF73jHO1BbW4tdu3apkHlThVGJsWEYvwDwbgDdpmmuOv7dNwH8LwA9xy/7F9M0/3T8t68A+DiAPIDPmqb52Mlmkiw4OUFJciwJqk41ktdT+lJh1JE9XdpcNZXP4MSqXLnkRC0bF1lbALQDA03ssj50z+KTnyTPXGGWy7G6slPH4e4tugmYp8G/J3IpQ+no7pd+0vLd0n18AyFX6mW9yAlVvg+ulHM/Yp4X3jZ07YQPzrJspxrToc+eCJ599lnceOON+OlPf4p4PA6/3494PK42dYwVupUebujwcYT/bpomfD4fAoEAenp6sGPHDrWJi8e4luCTp2kWT+RqampSyhL1XyLZJ4pCoTBhE2s5X1vDMFBfXw+fz4c9e/Zgx44dymfT7XajtrYWPT09yoihU8g4pDFM74LGjEAggHA4jGAweEL9QkeK+Wfqf+XcacZDjolE9PT0qHJN9KagmdpfTzU8Hg8uu+wyFZWFky3qi3Ilh8Z8+o3aOZ0YSSSbjksHrHMjUDRquRHH3aiku2VfXx9aWlrQ0NCAxx9/HLfffjuAohG7Zs0aXHzxxepIdMrfRMPv9+OKK66wxGV/6KGHMH/+fHz1q19FJBJRYxRQ2j+5CwoA5UJBbX/Hjh2KFFO5u7u78dhjj2HVqlVqXOMRQgAo9TebzeLw4cN44IEHcODAgZL8Z7NZbNmyBVu2bFHqtS605GRiLG/pbgA/BvBr8f2/m6b5Q/6FYRgrAHwAwEoAzQCeMAxjqWmaJ1XKUCiE8847ryTEDyd1nOhJNYSTXK4o8+skMWZlKkum6dmAtbHJPJJDezmSLVVOmZZUbjmBo7JwC083gcsJQirfcsKW9SafT9fwBqwjrlzJkYSe7idrk6crr+MKPu94Mt+0jEZ51S17S2NJ5p8rvzIv9GzuX8XT1ikLY3HJmWDcjSnos2eccYb6XCgUcOjQofEmgb/+9a/YsGEDrr76anzxi19U/mfjITN+vx+xWMwSVJ77HHKlhOeXT1r19fXI5XJIJBIwDMNy9KwcW/i7dbvdmDNnDkyzGEVHhoo6UWI8koF9IhgpLToNdNmyZYpAzJo1C4lEAolEwuJLrOuzXBXmfsxerxf19fVq5/qpgO698nF+PHVIbW5gYAAOR/H0QafTiSVLlkz0xH03pniOnY644IILAAzvR6HP0n2Qv1+KqkDvjvo/bRal0xj5hly6n043lBtw6TopjlAc8Z07dyKZTCpSDBTnhxdffBEvvvgi5syZg2XLlqmTKSca1157LS6++GIVvcY0TUWU6dQ90zQt8cxp74IcVxwOh4pwk81m0draijvuuEP73Pb2dtx66634yEc+grPPPltF96B0PB4PIpEIHnroIeU2MRqmy6rMqMTYNM2/GoaxYIzpvQfAfaZppgG8bhjGQQDnAth6ohk0jGJswK9+9asYHBxUExFv+HQdn6TIWpQkVUcQOfmT6UqCSE7pPEKCJKqSUHKCyAkbh1Q9iDRyoqZLs9xSvY7gk8UqQ8HJ/HMSwV0leL3rfI15XdB1fAmM/26aw3GOucIjy0nviJeJKwT8OxrQuIGgqwuu8EkDR75DXTnlO9SRHWkYnCoioMNU9Fmn04k9e/aoeopEIpg1a9b4Mn4cb33rW/HjH/8Yra2tMAxDTWpjBbVzPhbwfiPbK10jSd7ChQtV2zx8+LBFQaL2zY3YfD6PBQsWKJeMiSJP1Fcme9IIh8OorKy0bHgCim4F/f39ahyguuPEn8ZJoEggqqurUV9fDwCWJWW5BDweSBLMQWMPXXciKBQKiEQiKr52d3c3Lr300gn3f5zqOXY6ggwzisZSbhVIjvH0t9PptIRtpH1KPPa09PkNBoOWky85J+AnT/L5OJvN4oUXXsBTTz1VtixtbW1oa2ubgFrRY+7cufB6vQCG2/3AwAD6+vq0Ag/vmwQ+rwNAJBLBM888g/vvv3/EZ/f09OCHP/wh/H4/Vq9ejTVr1iCfzyOVSuGll17C3r17J7i0k4OT0fX/wTCMGwG8COALpmkOAJgNgJ992Hb8uxIYhnETgJtGe4hpmjhw4ADe+9734s4771QNV+djKokVVxuPP9PirM/vpd/lb7rvaOLVpSWfT6B4gZwAivoAYFV/5cDOiTBPnzu2cxLHybgkBuXUZek6wJ8lDRFJWMnijsViFkLJy8QnUakk8+fK+qbBjR+4QfXF06Hr+ADGyz/SO+Z1wN8Lb0dUBnqX0rgAcNIT8inEKeuzK1euxCuvvAK3262I8fLlywEA+/fvH3MGg8EgGhsb1fIfHXAxXgQCAeXGwNsAvRu+HMrbDn+Ppmkq4ltVVaXIIH3H9wIYhqGUVD7xcOLN4/6OBZSnqSDFwDAR5pMoLZmSws77hjRgTNOEx+PB3Llz4fP5kM/nkU6nLf0jk8moSX080PVpyvNELMUSuaCwVPX19Tj77LMnO7rMpMyx0xFr1qyxrNTwfssJHPU1ilrBSSz9DgDxeBzxeFzNC/wodZfLhcrKSnW0u3weN/r4fJBOp7Fr1y4888wzk1cxGnznO9/BD3/4Q8yaNcsynnGlnMBX0YDh+iHj1+Vyob+/H/fcc8+4jrFOJBJ47rnnptXR1yeDE3V4uxPAYgBrAXQAuG28CZim+R+mDbr0/gAAMd5JREFUaa43TXP9aNcWCsNHpvLQKHyy4y+aCBRXQqXKSdYfER0ZdYH72XISR9dKxZGnz/NAqmg5f1cC/40H9OffE6GV9xEZ4fVFk0M5Mk3g6qckm/xeup+TYbpXWti68nFCzSHDtMg88vvkBkOu/tFkzckNL5f8x+uDFCyeF/5PGgBUv9IdRb5L6Q83xThlfbaiogI7d+5UxyQXCgWEw2Fs3LgRf/nLX7Bq1aqSYPgSgUAAa9euxQc+8AHceuutGBoags/nQzgcLruBU/dOgeL78Xg8ql/IlQHZp8opgLzf0DHNXFkWdaNOhuMrEhRpgUfXKNfG+Gc6REgebz0dQP6S3HDVGZcul0uR4mw2i0QiUUJYT9bnko89NOaOlRSP1C+7u7stp3q1trZOdh+e1Dl2uqG5udmigvKxV4peUgShY6PpfQ0MDFjUYwLNy5WVlRalWLeCwU9jozS6u7unnBQTHnvsMcteJD4HEcrNjXSd2+1GKpXCxo0bTxuCe6I4oVHJNM0u+mwYxl0AHjn+5zEAc9mlc45/d9KgCUPnXyTJGoETJamOjrQsQ7+Xc3cgwsMnVO7HCFg3jPFwbTwN3tnpHioP/U7fyfxI5Vandsm/OWnnFjDPg6yvcu+CGx2UD37qGHc14XXB64D/Vo4Qc/Ir/au5m4ZU1YnwUD64tS/rWZJcXgdyGUq+B+mCwdOg66k+phKnss+aZjF8F/WBQCCAdDqNSCQCh8OBRx99FIVCAVdeeaU2JFehUMDKlStx++23o7e3V4UWIhVnPG4UHPJoUen6AAwrQ3yVgf4mJQoYPo1NrkpR26PIFvTcQCCg0qJry8XqlEbeVG88GQ38GFndCgxQrOs5c+aoE+nS6XTJPbQB92RwIoSYUG5FJ51Oq6Olw+EwOjs7cckllyCdTp9UXseDqZhjpwvC4bBls6s0bMvN6zReU18dGhrCwMAAtm3bhre//e2Ix+NKSCJ/cYqqwjfnmaZpGSdk3zRNE729vdi2bduU1I8OTz/9NP7mb/4G4XAYwDD3oTGZj33SlZDKEw6H8fWvfx3Hjp1WzemEcEKjkmEYTaZpdhz/828BvHz888MA/sswjP8PxY0BSwBMWOvhp6RxYgPoVQuuMNI9UqEBhokuNSJJ4Ph3XIk9XhfqebIjEyGmZXdJNOXkqDtRj3d+SYB5h+XX8zR5GjplV6eI8v85mdZZ1JIkc+WWyLcktHIClURjLP7SkjhzA4Knzd+5rDdpPY9kiPDyciOCr1TQwCxhGEZZ1XOycCr7bKFQwHvf+17cd999MI+rq3V1dejt7VUHLZimid/85jeoqalBXV2d5f5sNove3l4cOXJEbdoIhUJjPv2oHHEOhUJIpVJq86vuHci2KdsWpU+EPxqNWp7HI6HwtkarEOQ6UFlZOeXGkQ66MWQ0yPFCqnBAse4rKysBAKlUSv1O7+FEXEtkHriRf6LGkw58TGhubsbKlSuRTCYnLP0x5mFK5tiphtvtxlvf+lbLcdty7pQiFLkL0HcVFRUYHBzEX/7yFxw8eBAAcPfdd2PBggXweDxYsWIFqqqqLKfakXHLXQk516DnmqaJ/fv346mnnppW/TmVSuHBBx/ERRddhFWrViGRSAAYJvI0vsn9FoODg+ju7sb//M//TPrBI9MZYwnXdi+AtwCoMwyjDcA3ALzFMIy1AEwAhwH8bwAwTfMVwzB+B2AvgByAT5sTuFtWhsA6nr8Sv1hJLnVKsU5l5h2RK02UBl3DyZ1OWeTES/qh8mu4aiufR+DqMc+zVKAl4dMpvpwIcouSl5GTYp2ay5/HlVhZT/w7Xsf8Nz4YSWNAvmcOWd8ybakyyHtle6ANiVzZlm2KtxHKGzcYqC7lc7lxNVmYij576NAhNUFls1lUVlaiqakJiUQC0WhUEUXazMTbKNW1x+OBz+dDKBQak1I82u9EvvgmT12/0LUX7uNPzwoGg2p5XW7cKRQK6O3tRVVVFfL5PAYHB5FKpZDP5+H3+5UrRrk8j/TbqcR4STGRfVJ6+YY7qsNcLqc22vH2T0qejAE+VnDlPZvNnrL6onYyWcr9dJpjpxpLly61HAHNV/e4MCPnJN5/c7kcnnvuOUWKCRRmLxgMIhwOY3Bw0BKajYiwnJP46u3Bgwfx+OOPT0ZVjBubNm3Cpk2b8IMf/ACLFy9WggTln5994PV6kUwmsXHjRjz66KP2yawCY4lKcb3m65+PcP13AHznZDJVDoXCcEglrs5JlZCrgTpCB5QqzCORLE6OJLHi1pi8hqfNr+dkV0eKecfnqqdUs/gGgZHUY/4b9z/SEXF6pnTb0PlV6+qPwmtJnyxOgPj1ZMXqNhoSeMcu93z6mxN2GZmEG04cdG058Hck1QqZno5k6er5VGKq+mwoFEI0GkU6nVZ15fV61bJoIpFQge55262oqIDH44HX61WuCxNBehyO4mEPRMplf5CGoTQY+YoUUCTDfr9flU+61PBd79T2iEBns1mlkNJzdPsFJoMcn+hzHA4H0um0RUnTre74fD4Vd5om4XK+2RLlDBca7yZaHZagvi37+KnEdJpjpxIOhwNnn302KisrLYKDnAuA0nGWvqe4u6+88krZ52zfvh2dnZ0IBAK48MIL1T4GKc5wBZmOdt68efOpKPqE4ktf+hJ+/etf49ixY5g3b54lNF2hUEBNTQ3a29tx4MABPPzww1Oc2+mJGXHyndPpRFVVFTKZzIjkj/6Wm2R0HYzfx90xuM+ojrRKtVimJwmRdB3gJJeryZJoc+KrI7Hl1GA+YPD7ypFJqQBzwkrg9aKb3HgZiYgSMeDEnruqkNpK6Y6mTvM86hSdcuUbqb6kkSOfz7+Thozu3XMSrjNKTneQq0EmkykhLxUVFWp5XefjPlaMh9QVCsVNeBUVFSVxp3m+aBKW6XL/PHq23+9HKpVSBp2uLUgSmMvlEIlEEAgELCsUOiPwZHAyxHqs95KrlAzRxstCxzITuB8x73O68UYaI/x3UrVOxgVjLKAVBtM08fjjj0+rJfPTGYsWLbLEtNfNe/w3PneYZnEj3csvv4ytW7eO2qfIjzaVSmHlypUIBAKqLdMR0fR3Op3GM888g56enhHTnE648cYbsXz5clx77bVwOp1qlSeXy2H+/Pn44Q9/WKKo2xjGjCDGdXV1+MhHPlKymQYo3czGiTEPyi0VIr5EIxVZHYHmz5Lf6/6m6+VGAcqfVH/588kviC/vcEiXipHIoFTNSXHRLftLZZSXmedxJLcAOfHRtTImM39XOhWWp8cPCqB8ErEm6AZU7u8sy8jLJstJdcRP0dOloSPush3JOj5dYRgGamtr0dHRgVwuh1QqBb/fbyE8HCfqcz1e4kcTHW2ckn2C8qKbhOVyfaFQQCAQwMDAgGVlhGCaZkm5KE06HINcRvx+v4o+w8epEwW5F4zFTeFkniWNUbmyZJqmJfwahWgjMssVeRrrRoPDUQzBRcSktrb2hEL4jRUkwBQKBbz//e9X/po2Ti0uvPBCNDQ0qCgsXGyR/ZbcH6gPORwOtLS0YNOmTeMyNFtbW9Ha2gqg2H4DgYAlDKFhGJbYxzMJ+/fvx7e//W0VT576/Uwi+FOFaU+MDcNAY2MjPve5z2HHjh0jbvyQyyr8MyeonLjIZVNJWgm8Q5bzcdKprfJ+7q/E0+AkkZQRmSeuwNI9Mg1d/ZWrV0n6pVIr75dlkOlRmYhY6lRm+p2u5wqyTr2Wz+Hvk0/K/HtdO5BlkqSYYsXyYPJUJ3Jj1UgqxliMqtMRhUIBDzzwADZs2KD8iKVyOFXw+/0locKkMUNtjS+f6t4ZHWNOfZRfw5VUXXujZ6bTaeWS4PV6EQwGS6IzjEf95T7N1dXVqt7HQ4DHei0PHcfJLfe5JpKeTqeRTCYRjUZRW1urTtSS7lSjIZfLIR6PI5lMwuVynXLfX9os2NDQ8IYwaqcD5syZg2w2i3g8rl2Bk+ISjcskiNAGspMx+kzTRCwWm5DyTCd0dXWNfpENC6Y9MQaKcQgfeughLF682LLLUrc8DgwP2G63e1SiS4qkx+MpObRB9xxKl+KSOhwOdbY4qZg8j06n0+Jjp1OsOVk3jKKPnsfjsUzOXFniBJ8m6pGUJ07qSa2ipeWRBn6Xy6WULalMc/LA6zcYDKJQKFh8ReUmNrqWNuLwctGAJ/1+qaxUL5L0GsbwEjYtffr9/pJQeVzlovdBeaS4t1x1k+o4+bl7vV7VXigtXi+y3k935PN53HDDDUilUohGo8qf+GTDcZ0sqC16PB4VWUAaRbwNc19D2XYJfEMfD/PG25VpFn2q6dk6Q5R8n3O5HCorK+H1ek9IEU8kEojH4yqtctfxOjlRyJjK1F84IpEIMpmMOpabQmPJfIwVyWRSbXr0+/3Kf3mi4XA4kMlkVB02NDS8IfrudMBVV12FZcuW4dixY0qh1/UZLlrQnOt2u/Hkk09O+zCHNmYOpj0xNk0TR48exde+9jU8/vjjSCaTStXTLVWbpqmWVzjp4TH8iMByVwSKryrVZOlqYJqmCicFDO9OJ3Kn82WkDUj0fE64ZRlM00RzczNyuZyFvHJizQcI2rgkoypQWpx8U12QP5V8tiS+lD73J6TriADK8ng8HlRVVakTwHSKPffN9Pl8lufy8vHy0LJZMBhU11PsUp5PMlSy2ayakHXHg1Pe6F2Rcid32XNyzvNGxgivL16fXLk+mWNvZxIKhQJ+/etfY8OGDcjlchgYGFDRCQiTtcFMPtPn8yGVSpX0PcAaTYEbxrqJliZk+szbVCqVQkVFhTqFK5lMWoxEnesO3QfAYsSNpY6IyMXjceTzeWXc8/tPtt3JjYJ8zKRy8PZuGMXT7EhRNwwDoVDIssF2pGfxvANFdX1oaEjFiQ4EAqesDRUKBQwMDCCXy8Hn8+Hee++ddoernI6YP38+LrjgAqxevRp79uzB4cOH0dXVpcZwGodl+FWg2L4OHz5suwfYmFBMe2IMDG+8CIVCZX1jCaZpwu12K1WhnKsB/567N+hIIgelr1sm5oqkVJm58qwj3JxEUqgqInn0WZI7TsJ4mpJo8/KSii7zLe+T9/J6KqfAk5pOkxd9L5U03bsr555BoFPVeLl4uWXd8EG0XJnKuT2MpU7437yMPD26Vh7Leboil8vhE5/4BL71rW/hyiuvRDweV0bkSCsTHDqF/mSvLRQKaoLl8bjpN24EAqNvnJT+xfSeSemqra21TOYj+dDT/alUCslkckzuJ9xvf2hoCPF4HEAxKshIxyufSBtMJpPIZrNwu92Ww05kn5ArQfS9aZrw+/1jcpuQ+ctkMohEIuoo30AgoAzuiYbD4UA0GlV1WV9fj3/8x3+0/YsnAVdccQUWL14Mt9uNc845B7Nnz8Yrr7yCgwcPlhzpzuc40zSxb98+PP7443a4MRsTihlBjIHioJlMJi0kRBI3HWHj4L8TESO1l34fTWGRBFeClEtSR8oRQR0J5N+RckX/cwWV8s/zzMkrV5SlAj6WeipXVl3d6AglnyhHUqVHKj+lRd9J5YoPmLp7x7K5i5bAdWWTxpT8m9eNhFTuKe9jJYczGblcDt/+9rfx4Q9/GH19fejp6YHD4VCHdYyH6E4EeJrS8OUrSTq3KbnBk+4jFZG/T34cK/3mdruRTCaRTCbh8/lK9hUQaJUilUqN2S87l8thcHAQg4ODKBSKMZbpwAJdHY+XTGYyGSQSCeUO4fV6EQqF1Alh5YxB6UNcbtwYDXRyIpHiyspKhEKhcanFo13L85VMJtHf3w/TNFFdXY377rtvUk+6Ox3h9/uVb7lhGPB4PJg3b54yHKkfvP3tb1cntpmmicbGRoRCIfj9fhw5cgQDAwMWg5bPh08++aRNim1MOGYMMTZNUznmj0RMOZEpp9DySbAcYSvnk0fpjkQyy6mSOtcPnu9yZE4qNPx7OfiXU9LHQoZHUlB1KrQsE8+HdEko9zy6byzXANZd7UDpjmVJbsrlWb7Dcuogv1e2PW4E0PdU5pHey+mOXC6HBx98ENdccw36+/sxMDCg3BlGqgdJYsZKqMqRH+ofuVwOQ0ND6OvrQ2dnJ7q7uzE0NKQ2v4XDYQQCAcyaNcuy2kERFWQEBB7Oi8pDZJmuLRQKcLlcSCaTiMViSrUGim1Bt4owGuGjNpVKpZRSTPeQv/t405SgiCI8HjWFqOOuVBQBo6urC0NDQ8hkMujr68PAwACamppQVVUFh8OB2tpahEIhhMPhMZHaQqGAeDyOWCyGRCIBl8uFyspKVFZWlkSnGQ1jIcWGYSAej6O/vx+5XA6BQAAPPfQQvvKVryj12MaJoaamBqtWrVJ7bPx+P5YsWYKLLroIzc3NJSuRfGwNBALYsGEDGhoacPDgQbS2tlpWVb1eL3bs2GGH0rNxSjCjiLFuktK5SfDvgdIjjAm6SVr64/JNYfx+nYLI1Wj+DEkaR4KcPMotwUq/WRpYypEJvmmB0i/nYqIzLrgCXA5cvR6r4aB7rg78Wn44BP9dpqfL32jP4dfq/i5HvPnfus2BY1lKPl2QyWRw8803I5vN4oMf/CB6enrQ29uLyspKBAKBMZ1qB5QnyrIdS5cavloyODiIv/71r3jppZfQ1taGnp4e9PX1AShuEnM4HKiurkY4HEZzczPOPvtsNDU1Yc6cOaisrEQymbSMOdK4NU1TRWAAikfa8vZJpDIej6u9ES6XS/kCc4OKNvRKUHsi9Zk2NtJvpln0ZzaMos8+bZaVqyy8TqU/bzabVeknk0m1qbC+vh4//vGP8YEPfABAkTj39PTg6aefRl9fH9ra2jA4OIhkMonu7m71jmkza319PVatWoW3vOUtWLFiBdxut0Xho3xkMhmk02kkEgmkUinLipDb7T6hTZyj+WuTkdHX14dsNgu/34/f/e53+O53v3taRieYbNTU1GDWrFkYHBxEPp9HPB7Hrl27YJom3vzmN6uj4WUbJTidTpxxxhmora1FQ0MDWlpa0N/fj4qKCuzevXvaHcts4/TBjCDGPp8Py5cvL0su+CQ1kkoqVR76jqfBfyMLlZNjXZryHt3y/lgVW7mZTeZNkrLRiL78TU4S3M1CTvjlyK18rlRUyy216tIdK2Hk6gLdq1ua5m4k5eqmnPo9lufrFHmueo/FmHojIJ1O42tf+xry+Tw+/OEPo7u7GwMDA0in0wgGg0pFkqRNZxhSffJT87hqy/sMj1yye/dubNy4EX/+859x6NAhFAoFFVt5w4YNWL9+vYpAkkwmsWfPHmzfvh3hcBhz587F2Wefjbe+9a1K7aQ8ckJOodcKhYIqEyftPp8PFRUVyGQyFhLM24LL5UIgELCo1fQcCiOYTqeRSqWUMh0MBvHiiy/C4XDgvPPOQzweRyQSQSqVUkSS9hPwVQxZBko7m82qzYk+nw/BYBDf//73UVVVhe9973v4wAc+gJdffhkbN25Eb28v9uzZg5aWFrzrXe/C/PnzlbETj8exefNmDA4OqjjQmzZtwpYtW3DBBRfgyiuvxBlnnKGeTyHdyJc5l8vB7XYjHA5jaGgI6XQa0WhUbYg7kcM9dIYqGRhksNTX1+PnP/85vv/979ukeIIQi8UwNDQEt9ut9soAwL59++B0OnHuueeioaGh5EAcKcKEw2GsXbsWlZWVOHDgADZu3IinnnrK3hhp45RhRhDj2tpaXHfddZYJZTSCapqmirwgCRJ1Ou4/yFUmPuGSb5M8wparU5IE6cjZSEplLpdTli8nlTSB8eeQkkN5omu4GipJPuW1nApa7jtZdxSKjogg31QkCbEkxrxO6L04HA71mUeV0BFXrgjKgVNndFBeeZl0/tecxHISwQkXJzSUlk6xl+m9EQkxRyqVwje/+U3kcjl87GMfQ3d3t4oqQ+HuKHIIVzg5KSSyRO+T/uZEh3+mU56eeOIJPProo+jq6oLf78eKFSuQzWZx7NgxRKNRHDt2DLNmzcI111yDZcuW4eWXX8b+/fuxe/duFSViy5Yt2L59O/7+7/8eq1atQiwWU8+ntptIJJRSSxv8AKuPO21cozbFxzGHw6GiLeTzeaXW8rLTZ/LV3r17NzZv3ozt27fDMAxs27YNb3rTm3D++ecjEokoJZwrxzxPZFQYRtFfmh8o1NzcjNtvvx0A8JOf/EQp04899hgeeughbNmyBaZporKyEgBQWVmJj3zkI/B6vdi4cSP++Mc/quevXLkSTqcT+XweW7duxebNm7Fz50585jOfwdKlS5VRQdE7vF4vGhoa0NHRgV/+8pdobGzEe9/7XgwMDCCVSsHr9cLv96ujw8eiCFMfJZeaZDKJVCqFVCqlXEXq6+txzz334LbbbsPQ0NBJtnobhCNHjsDv92PVqlWWOSuVSmHv3r0YGhrC+vXrsXjxYmVYSWGGz2tnnHEGWlpasHXrVpsU2zilmBHEOB6PY+fOnVi/fr2KTgCUuinwTkUnTdEkyskTTWpcOSFiRvcTKeZEkJMqp9OplBXaXEAopw7rlowSiQSi0ahaXuSkkiZECslGEyYt11J+5cEFfDCh8FGhUKis2lIuv/y7TCaj/A4Nw7DkVy7PUlkpoD/VHxEgPtFT+WjpNRgMKpVN5oUINAc3OGjg5e8eGD4jXrdBihtBsgxymY6TYZ/Ph1AoVHLyGZVd1t8bFclkEt/5znfUBpqvfOUralMVAAt5k5u2SJGl7wAon2BZ7w8++CBmz56NdevW4bnnnsOxY8ewZs0aLFiwAPX19TDNYuSH119/HR0dHTh27BgefPBBHDlyBJdeeimeeeYZbNu2DZdddhkWLFgAl8uFSCSC9vZ2/Pa3v8WnP/1pSzQK6jNer1cp1Lw/8o171GaorJRnan8UfYGIPxFVGi9CoRACgQBeeOEFPProo3jllVewadMmVf7NmzfjhRdewIYNGzA0NISrrroKa9euxeDgoIqqwA1Wfoyz1+tFXV0dHA4HvvWtb8Hj8eCOO+5QMZ+BYjzfPXv2YM6cOfjkJz+pjv5+6aWX8Oijj6ojt5955hlUV1fjiiuuQGNjI8466yxUVFTA5XLhyJEj6O7uRiQSwe7du5VKns/n4fP5kE6ncdtttyEcDqO9vR333HMPFixYAJ/PhyuuuALRaFQZVWRokF81DynJ2wT1ea68JxIJVQdOpxO1tbX4zW9+g1tvvVXFSrYxMcjn8zh27BiCwSCamprgdDrVHJTJZHDw4EEkEglEIhGsWrVKbdDVrUYCwC9+8Qs8/fTTdqQQG6ccxnRQswzDGDETDocDzc3N+P3vf49AIFCyrE2klSbLZDKJjo4OtXypW26niYnIsW5Z1zCGD4vgy7X0bK/Xi9raWlRXV5c9ilXWLyettGElEomUbEAzzWHfRVoepnzwQwj4UjOlL90jKLZwdXW1hRyPthmG7s/lcujr60NfX5+aVDn546SSP5tiPHNXAwCKGNM9RChIEZs1axZ8Pp8iFjwGtTQspFtGKpVCR0eHWt6m3/g75e+C0pBLrTxNbjxRGT0eD6qrq1FdXV3itiGfQ+GqzjnnnPEoUttN01w/1osnG6P1WR1CoRA++tGPwu/34+abb0Ymk0FPT4+lj9I7p/4UCARQVVUFoEgAH3nkEQSDwRID6YknnsDHPvYxXHvttTh48CBM00RdXZ1FxaV3GY1G0d3djW3btmHnzp3Yt28fDh8+jGuuuQYf/ehHMXv2bDidTsTjcfT29uK1117D2WefrVTnwcFBlRYZfAAU+aL44zR2UD8g32LaeCej15ABR+TfMAzs3r0b999/P3w+H/bs2YMnn3xy1Hq+7LLLsGzZMsRiMXz4wx/GqlWr6J1ZCDcA3HbbbUgmk3A4HPjP//xPrRvBV77yFaxbtw4NDQ0qRnksFsOePXvwrW99C62trVi9ejXWr1+P8847D0uXLkU4HFYiBl8BGxgYQDKZRDAYhMvlwo4dO7BlyxZks1n89re/LXn2ggULcOWVV2LJkiW4/vrr1fI8jRvcqOJKPBc3AFiMjfr6erhcLtx+++2IRqO455570N/fP2q9jgHTts+eSH+dKIRCIaxbtw5z585VfYLPT6FQCCtWrMDatWtRX1+vFS46Ojpw4403or29faqKYeP0Q9n+Ou0VY8MwMHv2bHz961+Hx+PRuiRwxbNQKKgdzVwl4SSJEx8ilaQO8807wHDMUrm8b5pFn8dYLIbKykoLwSNIVwgClYF2X3NXCMozTa58giVlRJIwnq4k4kQWDaO4iaWqqqps9AtpcBCy2Syi0ahavuLkWJJkKgffKEXpSdcVTgb4uwsGgxZCQ3mTrjT8f3qHQ0NDiMViJe4WsozSoKDfeH1yFYrS5wQ8Go2qCZ7nRdYvrVC80TE0NIQf/ehHCIfDKsxYVVUVvvzlLwMYrn/DMLBr1y7cddddavkcAPbs2YNnnnlmxPQHBwfR2NiovpMuLYZhoKqqClVVVZg/fz4uuugiPP744xgaGsL111+P5uZmdS9FU1iwYAH27t2L+++/H9lsFp///OfVNdQmDcNAIpFAJpNRh7/wjXgU7SGfz6t4wNSPuru78bOf/Uy1Hx6H/dChQ3jsscfGVc+PP/44Hn/8cQBAZ2cnFixYUPbae++9d0Sl9DOf+Qwuu+wyVac0Znq9Xpx77rn4+7//e2zbtk2dXBYKhSwrJ/SZoljU1NSoPpROp5HP5/HLX/6y7PMPHz6MO+64A2eccQb279+PtWvX4tprr4VhGEilUmrjnxyb+XsPh8NqjL799tvR0dEBp9OJP/zhD/bBEJMA6pcNDQ1qxZOvJEYiEWzfvh19fX246KKLMGfOHMuY2tPTg5/97GcYGBiY4pLYeKNg2hNjUk7b29uxYcMG7TV8cwmdBMU3zRHK7ciWRFlH5CTZo3QkqSV/Nl3+5N+0NMifwVUzcoWg5UB5AAHdI0mg9M8CoDbXcLVNll/+DxQn9Hg8rhRY6b5CIEWG1DFd3EkOcnvgSjy5WdCEOdaNNrzeUqlUSV1J8svfly7CBb+WfuP+ivxevrTOwdOzibEVkUgEd955JwCgrq5Oq9YdPnwYTzzxxJjTvPzyy3HWWWcBsK6E8P5BoPfqcrmwaNEi3HDDDcjn86iqqrK8X/6Ou7q6UFNTg3/913/FF7/4RctYwtsXHRdPfZfIPo1jBJ7HgYEB3HfffWMu63jw6KOPntT9b3vb20r2EfC+f9lll6lIHroVM92eAILH48GcOXPGlI+DBw/i4MGDWLp0KV588UUAxTEtkUjgiiuuwHve8x51LeX15z//ObZu3Qqfz6c2Rv7pT3+yVccpwJEjR9Df34/6+nrMnj275KTWRCKBV199Fel0GsuXL8eZZ56pNmA+/PDD6tRbGzYmA9OeGANAT08Pfv3rX+Oqq67SnoBGIDJMhIu+06nM8ndOfPjypnwGLZtyQgyUhgLjZFD64UpSyIkhVzqIFEv/ZznZ82frSCvdx5cT+feSXHNCyOtKV4+UT54Wfxe6OqLPPA+8vnR5lGWVZJfA32M5H9+R6olD+p9zcsMNgHLtS+fmYsOK3t5e/Od//udJp7NmzRpUV1cjEonA5XIhFouhpqZGRaHgxz3L1ZtQKIREImExqOg3h8OhiNTf/u3f4tvf/jYAKB95DlJ5eRqGYSjDidqMxHRuF93d3TAMA/X19SVjHFDcYNnU1ARA30+pn1H/6e7uRqFQQCAQQCqVQmtr67jyc+DAARw4cKDkO+5zTdiyZQtaWlrGW2QbpwADAwPqn8fjQXNzs8XVCCiKMC0tLejr68Orr76KhQsXwuFw4I9//KO9KdLGpGJUYmwYxi8AvBtAt2maq45/dz+AZccvCQOImKa51jCMBQD2AXj1+G/Pmab5yZPNZE1NDd73vveVDMzyMyeynNQRWXY4HGoDGPc/4+SFW7GS0HECzV00ZD64z7LO/5SDyJV0PSCVkZQn6eIh/W11bhQy7yMRRZ4GT4dcRKQPts4IkG4IvD74cyR0fsM8DzJ9Wac61xqg1HjhdUj5l64pOnDXEcobRUrgG/RknqThM1mYDn12MvHud78bCxYswJEjR1Q908lplZWViMfjyOVymDdvntpURxEYKioq0N3djaNHj8LtdqO5uVkpvul0Gn19fejo6EBFRQX+5V/+BaZp4p/+6Z/wgx/8QD2fk79ykG2A2nRnZyduu+22U1c5J4lCoYDe3l4AxWOSfT6fGrM6OzvR39+PpqYmtbmqp6cHmUwGDQ0NMAwDLS0tSKVSqKmpscQMpuV00zTxuc99Dv/n//yfE87jrl27sGvXrgkq8eTjjdRfh4aGsHfvXuXrzVfTqH9Eo1EVXWXPnj14/fXXRxUxbNiYSIxFMb4bwI8B/Jq+ME3zOvpsGMZtAAbZ9S2maa6doPwBKC55UrxDlgctoeFqK+9M3N93NL9c+p4rhkSmpDuGJOSmaY5KtjjJ5uSc0uY77mkClSqoTs2WriC8HDK8GL9Hpqdbdpbg1/C8c5Ir1V2dyivVcun+QmnqNj/q8qcLScWNJBlnlpdBV37+OzcceDuTans5ZXwScTemuM9OJvbv3483velN8Pv9GBwcVO+7v79fxdOlUGi0bGuapjr9juIrm6apwq+RWxbF4j3jjDOU3+4f//hHZLNZ/OhHPwIwHIWCb6ajdqEznIFhF4xoNDqi3/RUY/78+SqiRH9/v+VgEgp5lk6n0dvbq5T6QqGgjgLv6+tT5SS3FNM0lS92fX09fvWrX01xKaccd+MN1F8jkQheeeUVrFixQm0I5xu1SbDYsmULDh48aIdmszHpGJUYm6b51+NWagmM4mj/fgBvm+B8WdDX14ff/e53uOKKKxSZ5ASFq6w6BdnhcFiOYOWTFSc4UuGVRExHBom0cWI1WrQHrmgSJLmma+SmPrqOP5tv7uPuGDxfvH5Gyp90aeAET6qvvAxcwSZCwK/RuUDwOpZGDA2O3C1Gkk1JRLmhoQMpXeUUfKmU8991pJ1WICRZl8/s6+vDzp07LT6mpxLToc9OJg4ePIi77roLF198Md7+9rerDXSZTAaGYajoLhQailSq/v5+OJ1O5HI51NTUqPfp9XoBDPeFm2++GaFQyNJWHn/8cXzqU5/CnXfeaelPun0A1D6pn2azWfT19eEb3/jGtF8i/u53v4toNIrvf//7AFBi9B89elQZHRSCr1AontLncrkQCoWU7zapzdFoFN/61rdgGMUNwdu2bZuSsk0XvNH6KzCsHHu9XqxYsQKNjY1qvkqn09i3bx+OHDkyaWOmDRscJ+tj/CYAXaZpvsa+W2gYxg4AUQBfM03zad2NhmHcBOCmsTzE7XarpTrqKDpix9VVuVQufQvlcrr0C+TpSdWRk0FJlnR+eGNZSieFWxJwnd8tkXipROkUZV3dSEiyp1O35MbDcvdTvei+57+N5LLC88BdSuTzy6n9ACzq3UhGSjniT/cRmeaQ70j3mRs6/f392LJly3Q5vnRS+uxk4+DBg+jv78fOnTuVry9vh+T2QmSZ2hmBYpFztyXCjh07tO1s06ZN+MQnPgGHw4Gf/exn6vtyRiBhYGAAn//859UmsukMUrO/+c1vAiiNVU7h3aSxzeuQonA4nU7l7z2TXR8mGadlfwWK5HhoaAi7du3CgQMHVDjAI0eO4NixY9NlvLTxBsTJEuPrAdzL/u4AMM80zT7DMM4B8JBhGCtN04zKG03T/A8A/wGMHGPRMAzU1tbiAx/4gCUusU7J5b/x0GsjuQPo3AY4KZNKNAcpTDIqgSTHXKWVSjVgXY6nf3wTmag3VTYeuUGnNMvNfJI88zLzcvO0uIsDpQtYyaZOsZdGSDnDgMrKyYT04eb50L0rWWbAGlGE6n2kw0Fk2tz44XmVfta6TYKyTpubm3HdddfhD3/4w3RQQE55n50q9Pf3T1Q82jGDiONHP/rRMd+TSqWwc+fOU5SjU4PnnntuqrPwRsVp218J5E88MDAAl8uFRCJhR/GxMaU4YWJsGIYTwDUAzqHvTNNMA0gf/7zdMIwWAEsBnLA0Ypomurq68NOf/hR33nlnyTK9VBu5q4Vchpcb1lhZLP9LpZTfw5VIukdeIwkS5Zm7f8hNbZJQlSPznIxRGXnZeexdrphzlZkTZd3zKK/cTUS6OhB0CrNO9eb+03Qd1SUn7CNt1ONh5so9izbF6cpVTrmX0SPk9fyfzl1HGlTyGS6XC36/f9RVg1ONyeqzb0TYxNHGROON1l/pqG4bNqYaJ6MYXwpgv2mabfSFYRj1APpN08wbhrEIwBIAh04yj0gmk9i/fz8CgQBcLpc6QlluNOMklfsUcwWXk1geLoYroZwYy6NGdZEOKA3ASsAN5t/o9XpLlutp0wEw7LvHFWHKO6WrOwFupE15lH+6V3fMsu4zgdKmY13lbxzl1Haq93KbkLhCzBVZyjNPg7ub8E10ZACRgk9p8ageuogZlE+58U+q0LKO6D3RkbTSCKD76VCDzs5OfOELX5gOR5lOWp+1YcPGScPurzZsTAHGEq7tXgBvAVBnGEYbgG+YpvlzAB+AdYkHAC4B8C3DMLIACgA+aZrmhKxt9vX14X3vex+qqqrwne98B2eeeab2ukKhgEWLFpX1/eW+hdxlQJJWnduBvIfScrvdZUM1Pfnkk3j44Yfx/e9/X53cR/mZO3euNg6u3Mg3EjhZ0+WVl6GiosIS8aJc/RG4AcGP8uTP1eVHZ7Do1FhdekRkKa88LV066XQajz32GLZv346vf/3rWLhwoYoxW051p+fyuuHtg2Ok+jcMQxkMOreXhx9+GHfeeSf6+vqwb9++SQs5NF36rA0bNkaH3V9t2JheMEYiD5OWiTH6P5ESvGHDBlRXV5dLq4TccMJSzq9Ud91IaXMlsxxMs3jGe2trKzZs2GDZ0S3vL/ceRktf58Yw0t+6sowF5epGlz+dK4n8faT0ZRq6Z9N3+XwebW1t6Ovrw9lnn225Z6TnlCtDuTahK8tI7Qconva0b98+dbz3OFH2HPfpgLH2WRs23kCYtn3W7q82bJSgbH+dUcSYwF0fpjtoqX+sxxvbGD/4cdTTCRS39QQxbSdZwJ5obdjQYNr2Wbu/2rBRgrL9dXoxiTFiJoZxsYOUn3rYdWzDhg0bNmzYOBnMDNnVhg0bNmzYsGHDho1TDJsY27Bhw4YNGzZs2LABmxjbsGHDhg0bNmzYsAHAJsY2bNiwYcOGDRs2bACwibENGzZs2LBhw4YNGwBsYmzDhg0bNmzYsGHDBgCbGNuwYcOGDRs2bNiwAcAmxjZs2LBhw4YNGzZsALCJsQ0bNmzYsGHDhg0bAGxibMOGDRs2bNiwYcMGAJsY27Bhw4YNGzZs2LABwCbGNmzYsGHDhg0bNmwAsImxDRs2bNiwYcOGDRsAbGJsw4YNGzZs2LBhwwYAmxjbsGHDhg0bNmzYsAHAJsY2bNiwYcOGDRs2bAAAnFOdgePoBRA//v9MRh3sMkwXzPRyzJ/qDIyCGIBXpzoTJ4mZ3kYIp0M5TocyTOc+ezr0V+D0aCd2GaYHyvbXaUGMTdOsNwzjRdM01091Xk4GdhmmD06XckxjvDrT6/d0aSOnQzlOhzJMc8z4/gqcHu3ELsP0h+1KYcOGDRs2bNiwYcMGbGJsw4YNGzZs2LBhwwaA6UWM/2OqMzABsMswfXC6lGO64nSo39OhDMDpUY7ToQzTGadL/Z4O5bDLMM1hmKY51XmwYcOGDRs2bNiwYWPKMZ0UYxs2bNiwYcOGDRs2pgw2MbZhw4YNGzZs2LBhA9OAGBuG8S7DMF41DOOgYRj/PNX5GQ8MwzhsGMYewzB2Gobx4vHvagzD2GgYxmvH/6+e6nxyGIbxC8Mwug3DeJl9p82zUcSPjr+b3YZhrJu6nA+jTBm+aRjGsePvYqdhGFew375yvAyvGobxzqnJ9emDmdpn7f46NbD769TC7q+TC7vPzvw+O6XE2DCMCgB3ALgcwAoA1xuGsWIq83QCeKtpmmtZTL9/BvCkaZpLADx5/O/phLsBvEt8Vy7PlwNYcvzfTQDunKQ8joa7UVoGAPj34+9irWmafwKA4+3pAwBWHr/nJ8fbnY0TwGnQZ+3+Ovm4G3Z/nRLY/XVKcDfsPjuj++xUK8bnAjhomuYh0zQzAO4D8J4pztPJ4j0AfnX8868AXD11WSmFaZp/BdAvvi6X5/cA+LVZxHMAwoZhNE1KRkdAmTKUw3sA3GeaZto0zdcBHESx3dk4MZxufdbur6cYdn+dUtj9dZJh99mZ32enmhjPBnCU/d12/LuZAhPA44ZhbDcM46bj380yTbPj+OdOALOmJmvjQrk8z7T38w/Hl6N+wZbYZloZpjtmcn3a/XV6we6vpx4zuT5Pl/4K2H12RmGqifFMx8Wmaa5DcTnk04ZhXMJ/NIux8GZUPLyZmOfjuBPAYgBrAXQAuG1Kc2NjOsLur9MHdn+1MRpOu/4KzNx84w3UZ6eaGB8DMJf9Pef4dzMCpmkeO/5/N4D/RnH5oIuWQo7/3z11ORwzyuV5xrwf0zS7TNPMm6ZZAHAXhpdyZkwZZghmbH3a/XX6wO6vk4YZW5+nUX8F7D47ozDVxPgFAEsMw1hoGIYbRQfuh6c4T2OCYRgBwzBC9BnAZQBeRjH/Hzl+2UcA/L+pyeG4UC7PDwO48fjO2fMBDLLloGkF4Zf1tyi+C6BYhg8YhuExDGMhipsctk12/k4jzMg+a/fX6QW7v04a7P46PWD32ZkE0zSn9B+AKwAcANAC4KtTnZ9x5HsRgF3H/71CeQdQi+Ku09cAPAGgZqrzKvJ9L4rLIFkUfYE+Xi7PAAwUdzS3ANgDYP1U53+EMvzmeB53o9hRm9j1Xz1ehlcBXD7V+Z/p/2Zin7X767Qrg91fJ6/+7f46uXm3++w0KMPJ/LOPhLZhw4YNGzZs2LBhA1PvSmHDhg0bNmzYsGHDxrSATYxt2LBhw4YNGzZs2IBNjG3YsGHDhg0bNmzYAGATYxs2bNiwYcOGDRs2ANjE2IYNGzZs2LBhw4YNADYxtmHDhg0bNmzYsGEDgE2MbdiwYcOGDRs2bNgAAPz/x3d3wjB2ISQAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 864x576 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"n = 3 # 画像の枚数\n",
"size = 200\n",
"true_imgs = []\n",
"for i in range(n):\n",
" img = cv2.resize(cv2.cvtColor(cv2.imread(f\"img/img_{i}.png\"), cv2.COLOR_BGR2GRAY), (size, size))\n",
" true_imgs.append(img)\n",
"plot_figures(true_imgs)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x576 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"A = ortho_group.rvs(dim=n) # ランダムな直交行列\n",
"observed_imgs = np.array([sum(true_imgs[j] * A[i][j] for j in range(len(true_imgs)))/len(true_imgs) for i in range(3)]) # 観測された画像\n",
"plot_figures(observed_imgs)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Compiling cost function...\n",
"Computing gradient of cost function...\n",
"Terminated - min stepsize reached after 57 iterations, 1.24 seconds.\n",
"\n"
]
}
],
"source": [
"observed_data = observed_imgs.reshape(n, -1) # コスト計算用\n",
"def cost(W):\n",
" tmp = np.dot(W, observed_data)\n",
" res = (tmp**4).sum()\n",
" return res\n",
"\n",
"manifold = Stiefel(n, n)\n",
"problem = Problem(manifold = manifold, cost = cost, verbosity = 1)\n",
"solver = SteepestDescent()\n",
"W_opt = solver.solve(problem) # 最適解"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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8XT1PV3+ebIdUKBSUMmQucKlUQjKZVGDW6/WiubkZCxYsQDAYxODgILZt24aJiQkYhqFqkPb09CAQCKgx5PN5TE5OYnR0VKUDDA4OorW1FaFQSIVX7JhHf1+c31wuh1wuh0KhgEwmY1Hu9IZxTBIsp9NpRCIR5YWlMmduYE1NDdLptAVA87dTWoWTQeEkAGQ7TgrbzjB4jWm/8WypVFIRnkqAdjoPqvzcCWDr/1d6pzOh2XpK5bp26pf+mZ2cMgwDDQ0NuOyyy/Cv//qvSCQSKjLDde7xeBAOh+Hz+VSkhkCY/GP3XMqFQCCgokX6GOyOZZdz4TT3duBelwN6hCYUCqFUKmF8fBxtbW340pe+hE9/+tN47LHHKvLTbLzE04Hn1xpszID2G7+apvmabQ7e1/JxNt7XYDCI2tpadHd346qrrrKs6XQ6jT/96U946KGHMDk5aWmfa1zqbT1CKbEBgDJwzOfocmJP16qTI4D9dJJVulyT11HXznReDzbabWBsmmY/gP5X/44bhrEewD5JyIrH43j00UexePFiS3K1FLR2wtROUOuK0+6+QqGAeDyOHTt2qJOgeLwxN47IXFoeW1woFJTFRwUlFw9zXwl++ZvXBoNB+P1+NDY2KuAnAQFBn5NnkmFVlkbKZrPIZrMYGhpSpZmYP9fc3Ay3241EIoFEIqH6MD4+jp07d6KhoUEBT4Lr/v5+ZDIZNSbmOTY1NSEUCtkaHfrc8rNMJoOtW7dieHgYpVIJ8Xjc4vXmWIvFIorFoiobQ+Ds8/nUHPJzRhTYj7GxMXVgQSgUQlNTkwIZOk0H0KYzxnQP4IFI+5NnXS4X/H6/MrRI0xkL0wFS3djSn+nxeMrSN3bnndgpA7s2qNzoqZ2tV5V9c7lcaGhowOWXX44rr7wSY2NjKvUpFArB6/VaNpzKMZGv9RQzbnBjRIf3sOKADqKl4e0EsGm023mQZjJm6VlrbGyEaZpqM+B//Md/4K1vfavlmumOk58J2fFuJX49UPh3f/Ir9cv+rOBAY29PDdlKZPcupZ6R5PV6ceKJJ6KrqwsrV65U+lrKkdWrVyOTyeC+++6zrB2pd+T4nBwATjrIydDfXb0inUG7O7eVDH7dQWQ3rwcj7ZVEEcMwugG8AcA/AJwA4P2GYbwLwBOYsnjLYg+GYVwN4OqZtB+Px/HnP/8ZV1xxhWXDyHQeJv4tPwfK83RJ/DuTyWDbtm14+eWXFaB0u92WXaJSiOh/6+FI/tCD6/F4ypLrTdNUXtK6ujocddRRqK+vt1iZBOB2Y2P/M5kM+vv7EYvFVJiSnmwu4lwup3KmJEMbxlRyfTKZRDKZRENDgzoEYGRkBP39/ZbNPtwZLz0N0vPkBBgNY8oDPTAwgO3bt6s+Oe3+pnKUcxaLxSyCxOVyKY8ZgfL4+Diy2ayqqZpMJrFgwQKEw+GKzO7k/bJjeichd6DTnvLsdDlmPPAhFovttqCczX00DGUu92wUrdOzpgPG/Iy8oIPjmTyfFRDe9a534d3vfrcCxcFgENFoVBnPTqCF8oiGOQ12vb5nJZnI7yU/8X/ZHite6HKT1+r8Ph1AbmxsxMjICGpqauD3+3HqqafiL3/5CwDriXp6mtpMqZL81/+WRtuBptz3lF9nUlmDsn5/ENeTXZRid8jJkK20/mT01+VyYfXq1Tj33HNVtFXqblI4HMaqVavw0EMPqbnSDVU5xkpyxQ5I283H7s6PnOM9Ibv+SGwjHXV2aSIHI+1xkUbDMMIAfg7gQ6ZpxgDcDmABgBWYsna/YnefaZp3mKZ5jDmD8jZut1tt8tKPG3ZiLH1B6MJQP3JYvthsNovBwUFMTEwgm80qIMmQPr2TbCeXyyGfzyvvJj3L9HTm83nkcjkF8JhGkM1mVQ1R5v6OjIxgy5YtGBsbU4uPnh8+W1947M/4+Di2bt2KrVu3IpFIYHx83OJh4n0E4B6PB7W1tQgGgxbBIpUwQezQ0JAF5NCry/qBulKpBCD5jHg8rlIlqMR5DC3fIX/LVAiZgyX7TS8zlWgoFFIe8ZGREQwMDFgAtR3g5TvVPWrTAWU7IbovPSF7QnuDZ6cTtnrakWjD9no7b4Odl8VpHo1XvZnSKJtO6Tq1rz9L/tZ/uOaksevUpt3zWdWlp6cHV111lYpyhEIhBYrtZJTT2tTbtqut7vQO9Eo5+jzKNvW27YxL+Tyn5zKak81m4ff7cd1111n43G4MduQ0x7NV0AeiQt8b/DoT+bO/x743nQp2bTnxtC4bDMPA/Pnzcckll5Q5v3RZz/06jMI4gWLeI++dSf/3xhrW293bJPWZjscOJD23J7RHHmPDMDyYYtgfmqb5PwBgmuag+P47AH6zRz0EUF9fj3PPPVeBHgmcnLy+/NvOmyH6VwbkZLoBYF/UWldA0ykaXYnJXGRpccl+xGIxNVa5uY1tyOeapolYLIaNGzeir69PjUt69diHcDiM9vZ2NDQ0wO/3o6mpCe3t7Ugmk6rIvz7efD5vSbeggGhoaEBjYyP8fr+tBSz7p89dPp9X4J+f6xU2pguh6nMg55ttMLRuGFP505XKpVUSQPr4pMWsj01a0AeaoNhfPKvnGDvxKL+3+9vu3gONZN8qAUWdpMHb2NiIU0891QKKw+GwBRTT8KZx6+Rtk+vOznjU0xOk3HOaeymr7KpWzOT92skC3h8MBpWRrEcYpINjNuvArj/TvRO7Pr7WtL/4lWtsf9JrLRulvD777LOVs8cuxYi/0+k0nnzySaRSqYqAWN80J3HLdP3R25oJsJ5Nm/uS7OTBwUh7UpXCAPA9AOtN07xFfN5uTuVGAcD5ANbtWRfLBbIEPrrQk0BX9wTK66SlZ9cGASlftPS2yrA9c131ci52lmSxWFTVITweT5k3hv0kA5ZKJeUFc1JCwK6DFLZt2wbTNFFfX6+uYQqIy+VCU1MT5s2bh66uLtTW1sLlciEcDqOrqwuxWAzbt29X+bvcUAdMGQesYpHL5eD3+xEIBNDT04PW1lb4fD5bJeokYDgXqVQKfr9fzZf0VPt8PrX5Tm5GHB8fh8/nU/3SUygymYwFVEciEVW0nt58/X3r8yk38+neBfmOdJDs5Bm2m4vXgvYnzwL2BlElz4qTELe7dyYgx+ldVFI0+n3SEzIdcJoOqOrkdrvR1NSEK6+8Eu94xzswOjoKr9eLuro6td5lBEpGisjTlCOyD3bpHFzPBNh6v5wK9+ttEzjYza8OBKTnzUkOm6apjAHu51i7di0efPBB1e5MlO1MwO/Bpqz3N7/ubzJNU9XTpnyWEVUpU6WzSt+3oNNMgRnbPfnkk3H44Ydb9gixf/K3YUwdIvX3v//dUZ6TzyQP6rpkNvOzL9MSnNp1mj/5PiT/l0qlWTkFDgbaE4/xCQAuB/C8YRjPvPrZDQAuNQxjBQATwFYA1+zBMwAAQ0ND+N73voc1a9aUnXgGlAtOO5BmRxTkOjCVm+Mkk9TW1qK1tRXBYFDlEwYCAfj9fiSTSUv6AcEQF3ahUFBgF5hK9M/lcojH4xYwJwEiAXQloV8qlTA0NIRNmzYhlUqhra1N5etS4JjmVP3Qww8/HPPmzVPAkmOtr6/HokWL4PV6kclk0NHRgXA4rJSvz+fDvHnzAEzlAkejUdTV1aGlpUVtupOkGyl2xP5JMEEQH4lEMHfuXDQ2NiKXyykjxTRNDAwMIBKJqOtdLpfKc/b7/YjH48jlcpiYmMDo6ChM07R4LvWNCJX6J9eIXDP6/HOcegTDCZy9hrTfeNbtdiMajSrPCmm6eZ8p2fGEHXBlnirfkzRyp1NSEhSzXTtDye4+p/7ye/J2W1sbrr76avT29sIwDGWQch2xaoudAc/Pi8UiJiYmMDY2hmQyiebmZjQ0NCgjkGNmqpeu1JnOMd1cTDc+po3xf/bXrs65fBdyE3JnZyfe9a53WYDxbGgmPLe31uB+oP3Gr4ZhqA2e+4NCoZDaEE09QMdROp0u4zG3221ZWz6fT+2jYf/18ehrTSfDMHDcccfh4osvtjUmJY6g0+Wxxx5Tjhb2RZLTZlGCXPm/BJlO3++Jt7gSSdCt62npcHTCHlI26sD4IOCraWlPqlL8BYCdBNrjeoo61dfX4+yzz1ab3OzCiE4LSAfHdsKZf9t9zgXk8Xgwb948HHbYYQgGg2pRSc9OLpezLHIyO0/s46lU9JKk02n09fWht7cXk5OTlr7k83nlDdIXr+xbsVhEIpFANpuF1+tVp9kx75l9rK2tRXt7OwKBgGXOyIzNzc3wer3IZrPweDxIpVKqLFogEEBLS4vyMktvsj7vktGdwCXfHwUxQ8YEHU1NTVi0aBGam5uVoOGY582bVxaSkhVAmNe9ZcsWPPnkk+rgEr4jKUjt1oyTwJvuf6fPZJuvNe1PnuW6tOlD2WczAZIzITsPJvP75Rqajv8Ba8RHKiwJanVgPRPPpv59LpfD8PAwstksgsGg5YhmHdTTaJ6YmFB7CLZt24aBgQGMjIxgZGQEpVIJF110EVatWmVZ73Z8SoU/02L9uiylUgR2yT8dWNFLzT44tUsnAh0I+4p0gH8gK/H9ya/klX1F3BjLKF8kEkFdXZ2KHAJT7yORSCgHknxXclOgz+dTeo5gWh6Prr9Tp7QjwzBwzjnnWDa1yrXNv5955hlks1lMTEzg+eeft4BaSZVArJ2+kal/und4X6/LSt7omUY3uQdApwNF3+0JHXjHl9iQz+fD/PnzlSfUzsvrBND4tyTdE6TfI700XDzcIR4IBJBOpzE6OqqAJ39TAXNh0QuSSCRQLBYRCoUQCATg8/kwd+5ctLS0wO/3I5VKYXR0VCkoemllvi37wvxk/s9c38WLF6Ourg7Nzc0wDAP9/f3o7e1V1+sb1lg7OJFIIBaLKUudAsYwpnb5RyIR+P1+eL1eVTs1lUrB4/HA7/dbzifXDRU9z0oCBz1spW/2m5iYsOyCZ01izrMMrXHeaJhkMhklSOV75ol9hUKh7CQ6O+A7W+Hk5KF4PQiK2RL5ohL4mM7rOh3AdPqff8sNgIz+6Nc59UHyCtcxU3Zke7KP060XqfQKhYIy+Pv7+xXY1hUN+5FOp7Fz5048//zzePHFFxGPx9Vm2+HhYQVIFy1aBLfbrQC2nZHKcc+2KkAlmSnnVxoTdgaOnTHKtBACHf27mdJsee0g8h7vc9oX6V5ciyxFyigfMCWP5bvVIxpST0swSn1IcJxKpZQB3NXVhRdeeMGie2S0SBL7RW85AGzYsAEDAwMwDAOTk5MwTRP/+Mc/LIBd9q+Sp1T2X//R76nkod1Xa1N/ho6ZJPiv5Kh4Peq6gwIYj46O4u6778aKFSvKSpbpAtjJinNakLrHiFUmdM+H2+1WHtXt27fjlVdesVSmAKAsbhmuZ/v5fF4pIR7LTGHBzWuSmO4gN9zQe6SPIRKJoLa2Fp2dnSonkZvMCB7p0Umn06rKBms179ixA6lUSqVv0BIkIKZ3lwd+0JtdV1eHtrY2NDY2WtIz5Lza5SNyjumdlkdOu1wujI2NoVQqqeOpqTCZTiFrGlOoyflJpVKYmJhALpdT/ZyYmFBzJ0NFss+zJaf77Nbb60VgzJToFZIgR5IdnzoJXLv51K+z+16uRfJvJaHu1LY0Sgm0K0UMKq0nKbdCoRAuu+wybN26FQAs9YbpRY3H43jppZfw5JNPYt26dVi/fj1GRkYUqI1EIjj66KPR2toKr9eLFStWYNmyZQiFQhbZJL1TelWLmZIEKZw38hJzlGX6mDSOpNJ1itIEAgFVJvLCCy/EPffcM63xZNfeTPnZSWccikQ5uje99V6vV0UcZYSF0VQ9rQ2wenfl/hvJc7qBGw6H4XK5kMvl0NLSgkwmgy1bttim9UjiyZEbN25Eb28vSqUSXnrpJfT3T6Vvy0M82A4dOuyrJN3brBufTuu10ubSSp7d6Wg63tmdTa3yfjkePZ3iYKeDAhiz5i1JKqtKgHi2xJdNMCa9mfRcptNpdUSrVDpUnE4eGII2l2uqvqsUCnbeLAn0nDyvJObg+v1+5TWViohe6+3bt6O2tlZ9Njk5iYGBAQwPD9s+XzcQODYC0sHBQWQyGXg8HjQ2Nk7r5WPfCd5zuZzFSy4NjNHRUYyOjlruJRgmMJZzp3uoWR6PJekmJiaU90JGHSqBGbs1pXvepOFld49T2693orffjmbjDbEDzHbXyB8+Q74bp7Jfld6XVHBO+X9O91by/Mi+kb+42ZTfjY2N4emnn8aDDz6IjRs3YuPGjYjFYnC5XJg/fz5WrlyJjo4OtLe3Y+HChWhpaVF8SKDgRLJ85GzIbq4kSND5SfLLdLwGTAGVRCKBOXPm4Pzzz8c999zjONdOa2J3eO1Q5E872lsGAnnf5/PB6/XC4/EAsHqkdeNMgmb2xa6qilxTvI//ezwe7Ny5E9FoFPX19RgaGqrYz2w2i4ceegjPPvssNm/evMfrgHKGf/O3k2Ho5JzT2wTsT8nb0746yb6ZYCk7h6LucDqY6aAAxsCu0L7u6dMBie7y1712dgpLXseapNLSo4czn88rj7UM0ZLJpZUo0ymYUsF82ubmZuV9ZQiR7fI+hofoRWK/dUVjmqZKiQB25fSxBnM6nUYqlVJlkJqbm1FXV6fyhH0+HyKRCDweT5kXSeZ5sf9yvjKZDEZGRtDW1oa6uroyo8BJKMi8QzsiYOAc2wkH+Sw9H1SmWfA+epwZOpvOq6evFdn/St5LXi/bkr8PJaoEaGYCdPZkzuR70uWELgMqgVj+lp5ip/Wje7acZJL8PTk5qY55drlc6O/vxzPPPIO//vWvWL9+PdavX68OuWhvb8cb3/hGnHTSSVi9ejWam5sRiURm7amhkbC3Tjmzk8Fyrpy+d2qHf0sP9HTPd1or+neV3l+V9pyop+mAIEmdyP+BXe9Df8e6w0F/hiS5lunwqa2tRSwWq+gBTyaT+O1vfztjL7kE67Ifui7SDXW5QXsmz9BJ39S9L2km8z0dvR5466ABxrpVIoVsJaWnC1tJTi9chhsJXpngH41GEY1GEQ6HVUkZLny5QYCCwOfzoaOjQ+2qDQQCaG9vV+kT3JTAFAUS85nYjuyrzDkeGxvD+Pg4AGDTpk0KtI+NjWFsbEx5hwhkR0dH0dnZifnz58Pv9yMYDKrNDwS+0mMugUWpNHX4Ca+rqalRh5QUCgVluOgAQQfM3CAnS0TpG5ykF51zSwGo90t6G7jBQz7fNE34/X5Eo1FV0YKf61TJQzkTkGvnFXw9CIrdId0omgnN1DM42+dz3fAZdv2Sn8tC//zfaVc5SQeoTmuppqYGTU1NuPbaa5Wx3dfXhwcffBBPPPEEXnnlFezcuRPFYlHlZR522GE444wzcMIJJ6Crq0ud3sjTLTOZTFmZRX0e5P+yr+RpGqzFYlHtLZBjm84Y1OdzJl4uySc6z+hpHzMFwPp1UlbYGSlAufFyqPLsnhAdD9KrK9+l7hV2Is69XbUD3YklQTX5gSTTESU/S5oJKJZGmvQIk49kn/S1q+sou3E6PXNPaaZt2DkGZkp2MvT1wDsHFTCWHlRJdl5hp5dcCfRIq096guU1gUAAXV1d8Hq9iMfjME1T5cpu374dmUzGwkihUAgLFy5UlSzk7lxg185O9pthJzvlJgUA5+Oll17C2NgYmpqa1CY6eUqfvJc1lJPJJFKpFILBIIBdhkA2m0VDQwM6OzvVDnl+T1C6c+dO9Pf3K3CcTqdViTSdZKqJDrSZniKFKAVPbW2tCi0HAgEF9IPBIJLJpKo+QSDMFJdisYiGhgYEAgHFnDQMgsEgmpubEY1GbZm50v/TrRen618PAmJv0HTzNN13e0rkFbnW2Ce9fi+VGjfa8TMn0AUADQ0NKJVKGBkZsX2+Dtp4qMdFF12Ep59+Gk8++ST+/ve/o7e3F/F4HIYxtQ8hlUohFArhlFNOwQUXXKAq4rjdbqRSKYyNjSEejyMejyOdTquyijxKnmuUG54Y+SoWixgcHFR/x+NxZZQzMmQYBhYtWoRoNGo7Dp3sUr7kqZb6/ZQphmEob7w8MZQROt0g2V3AoDtK7JwkVX7dM+Jas+MbAJYIoHz/JB0EkxcrPY/Xsm2pVwDA7/ejVCpZDnaaiYNDkm5QS6DrtI4qRUU4LqdrKkVeK9FsHRByHuwcjfr1OvjX+1hp/8XBRgcNMAbKPR8yp6WS90f3Kstr9HuoGGROMAAFZt1uN+rq6uDz+ZRXlxvrYrGYJd0A2JWOQJDJfsvFrlvXep/Yjl6/uVgsYnh4WAH0VCplqcYg25AVJkzTVJuiuBmPz2loaEBPT4+qnsHawsCuuqkDAwNKkXIXudxcKD3afL5es1iGvqQhQuXe1tamUj1Y+ovVKWRfaEik02kUCgX1buSccZ4ItnWmtmPySmBO94jr9HoQDHuT5HxU8vjx+z31EpOk8iHw0kEaIxN6G5V40Y7s8qmdIlSs7PLd734Xjz/+OLZs2YJ4PK4O0jFNE+l0Gi0tLbjooouwdu1azJ8/X8ma4eFhDA0NKYOUHl+Xy4WGhgYEg0FkMhkkk0lVKaempkYBTQAq1YreNH2cmUwGPT09M3ofEtTyfzoMpBx2mg++J1aTIShm3+3mcrr+6PfMZBwzMeCqZE/MKbZLxyNYlafJkij3+VvynR4p0D2vBMJ6mobuOa6pqUEoFFKR0dmQ1NN2hrVuMOv7nnQvN+9xAsa6Ea33Y2+sTenRtnv2TCJDTn18vfDOQQOMXa6p+rmySoMku5eiv0C5uPRFKYU0hbIE3T6fTwGuQqGAeDyuPDbJZFId+qE/N5FI4Pnnn1cHYQSDQfT09KgdsaY5VWeY9+vMZZqmBaRLEM25cLlcSCQSlqoY0gvLE7aodGUJNCpHl2uqRFxtba2qBqEDBh7a4PP5kEqlLJa6nEP5zjg+mRZBzxWwq/Yw+1soFDA5OQm3241gMKjqQOfzeeTzedTV1amjnTlOgoN8Po9YLKaMGLZLLzkFq6ybbNdvuU50gTYTUG3396FIdjxmx7czaWcmoEYH1zr/EwRLQ8zp3evlzmSpNlJ3dzcGBgZsoyVOINDtdqOjowO5XA733nsvxsbG4HK5VH1xAsSWlhZcffXVWLNmDRoaGmCaJuLxOPr6+jAxMYFMJmOZFyq6vr4+jIyMWDyufK6UC+QZp7lsb29HJBKZ8XrWN8HKMpH8W8/PlO+M19CDr1ckkGS3HqZTyDPlxdeLYt9d2h3DlCcX8v3b6QHKXfKcBJgyJYL8pm9Ot/Msy+skT+vAFIByzMi69rP1sMp+2Mk1CTZ13KG35aQzZ9svp3tnIi9l7jKvl85GJxlWqf3XCzg+aIAxlRP/lr/16wDrJjX53XSMLzeGEdDRO0lKpVLo7e3F9u3bFWhjyTAKeBIrakjGMk0TCxYsQCgUAgCVpysXJ/P7JCjWc2sDgQCOOOIIPP/880pRSkDM1A2mF/h8PjQ2NqqT7YaGhpQgkd5VCisd+NKTxc/o4SUQtRMALperrEyWvpGPXlzO9c6dOzEwMKB2NMsTAwOBgFLqUsCy/5wbtsUC8sViEeFwGHPmzEF3d3fZiYJ2a0Nn8krKWN5rB54PRbLjs0q858SbswHFTvdxnREg2nlm5BqQHmBeRwDMa1i2UL/O6d27XC5VFYanTMqyaoVCAYlEAp2dnbj22muxZs0aBAIBZSxu3rwZ4+PjZTXJJXGTLbDLE+t2u5U8kbwsgSo9zqY5lS42f/78srS1SsqQxrY07DmHcmOynD/ZHqNxfr8fO3bswHe+8x0VBueJenb3VaLdAXmHOs12vvx+P+rr6x2NQ7u0APmb61AardJosjOQ5LqSziX9FDzpSaZzC4AlrWI6og60029yDHp0Sgf4s6HdWbO6LqvEJ04OIafrpuMj+Z50A+FgpYMGGAPThzglQ0hm0gGMHbCWi1h6OUn0WNLbOTk5iXg8rphRnnrHnFrZHhmnUChg69atCpxKJQbs8pzoIE8uUgoDv9+PBQsWqKOlk8kkJicnlZCqq6tDXV0dwuEwDMOA3+/HnDlzMHfuXBQKBXVSFtvNZrPqBC3mKZJY+WLr1q3qgAy73bZyziXQkH+zXBsVsbRSOdfyRCQymtvtVh5u2Z70TMmTvgiWBwcHAQDj4+Mq3aKlpcXSZzkOOyBrJ9B10u9/vVjPe4OmE8Jy7vYEzOjzLd8bFfBMFQOJ/MwUK8OYOro5FouVPcvunbtcLrS2tiKTycDr9SKRSMDn81l4myUIL7roIpx55pk4+uijFTDM5XIYGhrC4OCgqsdM2UTjF9hlRBuGgXA4jGAwiPr6ekQiEeUBTyQSGBwcLKsKI2UVPYCVPER2RiR/y7KVlFd270Q+m3scaAw//vjjlkgTAfJs+amSYVulPSPyhYxc6utfdxZJZ4a8xi6PfCYGr/yfa60Sf3u93hkBYzkGGVmSoN3n86G1tRUrV65EW1sb4vE4XnzxRTz77LNqr4AdcQ7sUhn08TiNoxLN5PrZtDkdwAbKHZF2OO1gooMCGLe2tuKaa65RAhJwtmYkczoBYJ10cKqnEZDh+PLpHWGerszDlZv2pPICdu2O5elrBHvyNCCOh0Baz4nUN6yFQiEcfvjhiMViqtap1+tFbW0totFoWQg1Ho+ra9iunL+RkRE8//zzCIfDKqxJQJ/JZDAxMaHGbJqmbdqJ9BARcAO7dhFPTk5ieHi4LDTtBCT1FBIZnmW7ugDmfW63G+3t7QCg8i5nc+jETEn2XYKv6Xbzv16pUCioteI0/koGyGxpOkFsp2ScjDq7/sjfjY2N0/aF5HK5lCEqvbbZbLZsU89b3vIWXHXVVejs7LQ83zAMlXurl3UkIJE8T1DM2uYyYsOqOi+88IIyQGW/DcNAKpXChg0bUFNTo8rIcSMx0yt46pjd2OXpnLJdJ8rn82p/RE1NDebPn4/vfve7AIDnnnsOX/3qVy3zv68U7sGsyPeUpJyeKfGd6EaWnWNAAkF945081VTyse7c4t8svSlJrzqje4tlux6PZ9pyofr/XNNerxcLFy7EW97yFmWUNjY2qrS/+fPno6WlBb/85S8dvaYy/WMmMnAm69IOTO+Ot3p3iPhAPvdgdwod8MCYQvjcc8/F8PCwo+ICZu7FI/C0s26pZPRFyxJmzHXu7u4GAOXBZOUEuTuWp9qVSiX4/X7VZmNjo8r3NYxdYUg5HqnMaJ0ynCivY3iWYJuKOxKJlHlq8vm8OjWrqalJeWQYxmIt44mJCcTjcQAoM0T0vzkv/FxXgpwLtmWapjrOlt/Tc8b/aVjIzY/ArpPxZC4ZvW1Mm+B4pPBlCI2b+aLRKObMmYNkMonx8fEycKSPw86wchJoTnlohxpxw6RuYEqaqWdkuvl0AsW6cUxlqHuv9PVq945lShHTDuT61PvgcrmwbNkybN++vWwt69GRcDiMf/mXf8Hpp5+Ojo6OsrH7/X60tLSo3GLyAeVLOBxWXmFuMLXzyhnGVDpJNBpFW1tb2WZhzkOpVFKHI1AOmeZUhIobrI455hhLOTc+Y3JyUnl+yXd63mKpVEI6nUYikbA4DSgr8vk8DjvsMCXLWltb4Xa7EQgE8Oc//1mBZrbntC5mamQdynxKIn/MFEwZxtR+mWg0qjZ/0mnBPTTPPvusevdSXgPWUmwyHU6SBLZOUQbZtr4Bz+5ew5hKQbQDxk7roKamBu3t7Whra8NJJ52EhoYGtLS0WNL3OPb6+nqceOKJyGaz+O1vf2vbnuyTHX7ZE0eKk7d9b6zxSvJZl5X8kU6tg4kOeGAMTC3MSCSC4eFh25ejK6VKIRhamgRSdtfxWGQ9vCOBVkdHh9oIxk1zzzzzjDp6mMCY+ayBQECVS2ttbVUeWdlfMowOyl0ul6Wv8jta2sPDw8jn82hpaVFhUF3glEpTJdvGx8cRDocRCoXUbl156hZgPYqawFVntEKhgMbGRjQ0NFiOaJakMwW9QxTC9OqSotEoXC4XRkZGFOCtqanB3Llz4Xa7VT8ZeuXOdelhp9Bl6Tq54YPAgUqbZbEmJibKjCdJdqBO/0z3+uuRi0OF5Hqz25Cjz+3e8qhP5zGWPM8fn89nqU1KgCC9VMCuNIW6ujpVs1sfU319Pfr7+2EYBpqamlTKhEwbkmsrmUxi8eLF+MAHPoDjjjvOUmNbEg1Zj8ejvKqMapEnZNRpujkxzamDfvr6+lSNc34u/zbNqY2A5Jt8Pq9kmOTZUmnqGPZbbrkFzzzzDIrFInw+H771rW+VHRxkmlOn+tGhwLnjd9wUnE6nYZpTeaErVqxQqRRnnnkmVq9ejUceeQQ/+MEPHN+3HHul9XWo8ebeIhpYumd24cKFeOc734lcLod0Oo3NmzeXrSl9E6YkHTxLPqQMl3pTGqyyjUp4gA4SWcPYaR24XC50dXXhkksuQW1tLRoaGgCUl57jc0zTRCgUQldXF0KhEJLJ5IzXmO4dl32zKzhQqZ2ZrHk95dRuLtmefr/uPLJzLkgn18EGkA94YEwvxO9//3t0d3dbJle+AKD85cgFwnwo6cHSF7Rsk/fYKXEqCm6448vftm2bpTqE3+9HR0cHIpEIRkdHMTQ0BJfLhY6ODss4eL8E31QadkJEComamhp1wk9dXZ3liGUJsCVYyeVyyGQyaGxsRH19vSUvWW7Ck3nWMnxFcOn1etHZ2YnW1lZ4vV51CIfstw4Wc7kcksmkCi3rHqnOzk5kMhmEw2EAU+Chrq7OAow5JoJsGU6mB7mmpgZ9fX3o6+tTIUIeEU2wxrmix5uh/0pArpJ3Sl9Hhypx7YVCIQvI3B2ajedjJspAv19uxuP3BMEEnvIevRyj3hYANe50Om0rk2jUnX766bj66quxZMkS2/rskni0OQ/GAaYq3gwNDSGVSiEej6vc4aamJtTX16OpqQmtra22FTZqamrQ3d2NiYmJssN2SDIdjN95vV4cdthhlgjPtm3b8MEPfhAvvfQS3G43JicnsWbNGgBQTgM5B/F4XO1TYPUZyYvyCOFCoaBqpafTaZU33dHRgWKxiLvuuqvivPGZdu/sUOZRnQzDWoN4OqK8ZS3sUqmEefPm4eKLL8aKFStQKBSwfft27Ny5U4Fhgi86Wvhj90zd42uXQkmSOe3yGv5t954bGhrQ19dX1pYkn8+HxYsX49xzz0VraytcrqlDuGSbshIL+cUwDESjUXR2duKll16a1jEgx6yPT/KtnefciZwcM+yr5F/+yP05ejvyfkl2GEl/HmA90+BgoAMeGANT4Ojxxx/H3LlzyyZWvhQ9AVxeo3s5yJTSgyS9pTJnGIBlZzQrVzB8RLBJQc+UBt5TLBaxZcsWbNu2DaY5lUoxZ84clU7BtuQio9daZ3YyBzfvMIWDYU1pnVEYmeauHOlsNqsUDvOjduzYgcHBQQuADAQCqK+vR6lUUifohcNhNDY2oq2tDU1NTWpzHxWv1+u15CzagXqCbuY/SsHC45rr6+sRj8fV5rva2lpLZQoJ2mlQRKNRNDc3q+fl83m10UiWhvN6vZZUGX2zUjKZVDv7naIOdh4JPUxuJxwOJWKov1IuH2APWqRRa6dQZjKfumHs9FsqHP25EqQVi0XU1dVZ6oTbKYRwOKzkg0yf4j3k97q6Olx33XVlxr4TGYaBdDqNwcFBbNy4EQ8++CA2bdqkvODcA0C+ZprF2rVrccEFF6C1tVWNg0q8rq4OS5cuxdatWxGPxy2eP7mz3OfzoaGhQRnSsozbxo0bcc0112Dbtm3qUKB4PI4rrriiLJWL89DS0oJcLqeMXCm3ZVSIxBQOv9+vcpE9Hg/OOeccrFmzBg888ADuvvvuaedvNt8fijzrBFLtrqOsBqbmqqmpCWeccQaOOeYYJWNPPfVU9PX14eGHH1bvlDqNuk56Qu3AreQdGb3RayHL+6l7eZ8dj0+XTx0MBvHRj34UXq8X9fX1ME1TVUKyO/0OsJ702N7ejkWLFlmAcSUQKb3keoqIrktmCo6dHBJ6RFo64ioBYTuvtZN3Wr/uYPMe7zEwNgxjK4A4gCKAgmmaxxiG0QDgbgDdALYCuNg0zfHdbB/hcBirV692TFbndfytW4kUtpLoQdYtMfmSZZ4qw/r0eI6Ojqp8P342MTFhOWErHo+jt7cXDQ0NarNZPp9XALm9vV3VZpZF9qmU+be+wCWD5fN5BXalVUbACUCdJtfY2KjqrhI4er1edHd3I5VKYceOHcpybGlpQU9PDxKJBMbHx5HL5VSayMqVK9HT06PAObArP1umZOhWv9xoKEExMGX80AM9MTGBDRs2YGBgAB6PR+3+l+1KQefxeLBgwQK0tLRYPO70/EnhQ9DA/6kMCLTr6upgmmbZM0l268/JU2xngb/WtK/5lcQ80lefOds+7vZz7TxEVEq6oUkBrRvX3GkvQ7bM27WTQVyLspyb05i4Yec///M/pwXFTH0aGxvDyy+/jAceeAAPP/wwEomE5YQ8tk8jxOfzqdJvd999N+677z5cc801OPHEEy15wYYxlcMbCoWQSCQQi8VU1IeyLxqNIhQKoba2Vh1PTZD+1FNP4ZOf/CT6+voQiUQQDAaRSCRw6qmn4thjj1UpHvo7CQQCShZSdjkZofKdhEIhlfqUSCRUaPvKK69EsVjEPffc4ziXOunA4ECl/cWvACxOjUrEQ644h6FQCCeccALOPPNMy/pqaWnBcccdh23btmFwcNB2Q5xcG7qsBmDREdTtsmwpvdx2gF4CYT5T/j7uuOPwl7/8xXZ8y5cvR2dnp2qDvC31i44ZJC9v2rQJf/vb3yybCvW+yX4TbMv2nYyU6XSQnF/9GpmWKeWZbsQ6PXMma6SSviNABg5s7/He8hifapqmPA/14wAeMk3zi4ZhfPzV/6/fnYZN08Tg4CC+8Y1v4HOf+5wl5Ohkfcl8PgpVnfhS3G63ZVMbvyMDkpkJtIaHh7Fx40bs2LHDdrMAASKVx8svvwyPx6N2obtcLgwMDGBoaAjLli3DwoULLd5rtqN7U+WYZXI7lSRzD71er9pcwEM42K9oNIqamhrkcjmEQiE1l/rueM4Zy0LxxzSnyj319/erEK1ukPBvKZBkmghzz/i8dDqNkZERpFIpzJkzR81PX18fMpkMmpubLSFpKRRlegg3JgWDQQXumcss34kcp/yh583lcqkd93o5Ljk2+T/HJ42yAwkM29A+41cSN6KMjIxMOxdOoMgJsNiBX5L+bsjHjObMxHNIT7F8Dr2kVJJ271hXZnYVH0qlEhYvXozjjz/eduMePVOjo6N4/PHHcf/99+P5559X6QSsd848SalcKPdogLKW98jICL74xS9i69atuOCCCyxVNQiuuSlVnz/OHeURADz88MP44he/qKIr9OgyInX22WcjGAyWGfuSqJT1DVbyICA7xc5KGfRMp9NpuN1uXHPNNQDgCI51T1ulNXQA0j7nV8MwyvJuncjr9aKpqQljY2MAgM7OTpxzzjmoq6tTbQFTMmDlypXo7+/Hr3/9a5VrT30kK0noOs6uVrf+WwJSnZeYBkWe1HUSAGzdutXyTAn+Nm7ciCeffBI7duxAPB7HkiVLUFdXh4ULF1o2h/P5HK9pmnj55Zdx7733qg3mlWSOnQeY49d1fyWqtJYlX8lIuPTaT0dO8riSnLbro8QE7MeBSPsqleJcAKe8+vf/BfAn7AHj5nI59PX1WSw1fbe79I4C5SFTu2t5Pb3BfEmsWcxnMSWiVCohkUgoz7Au3Pk82T7bkmCdOYajo6Po7OxEIBCA3+9Xp/JwnDpjSIFA7/WmTZvwyiuvKIU+f/58RKNR9PX1YcuWLSqXj7vJa2trLSfN5XI5jI+Pq81ncqFLzzPBJeeX6RV1dXUIBAK2lrEEpKZpqoMKRkZGkE6nLTvTi8UigsGg2jRHoM8DESjsGhsbkU6nLQeiSGOBz6qpqVGnMcnDAajo5VqQgoPzHY1G1fuWilquJ11A6wJGXxsHMO1VfgV2lcqbjnYXFNsZKE7AR/cM2ymj6frETWTSMJOK2k7A66ldfO7LL7+MW265BQsWLFCH74yNjWFiYgLr16/H008/jXw+j8nJSVV7Wypf8rrsC9u3k2+BQADpdBr//d//jUcffRSXXnopVq1ahbq6OltwoVNNzdQR1ps3b8Yvf/lL3H///cqzzDVuvOqxjkajOPHEEy3HQzP0rQMdPlf2WecX8qTuNeSmSZ5q6XK58J73vAfFYhH33nvvtF6r2Sj0A5D2Or8CM/ecMxrhck0dQb5q1SrMnTvX9v5gMIhVq1bh5ZdfxhNPPKE2PTMioW9i02WqnUEj75eheemY0p0fdsSynXYYYWxsDHfffbfanPriiy8qY5SHRZ1wwgkWvmGK4pYtW7Bz586yuZ2N40TXSbMx4uiEkr+d5Cz7rY/fbl74mZ1n2m4O7UjK7gMZHO8NYGwC+J1hGCaAb5umeQeAVtM0+1/9fgBA6154jsrbA6wJ93Y5PnwBunLmC5SlRPx+v2WXNIvM0+vCl0ggWFdXh5GREWSzWQtjyI06unIiQGMCfzqdhs/ng9vtRiKRsBQdp2dWDzFKYcGfyclJbN++HYZhYOnSpWhsbESxWFQHdfB0PW4KlAqKczo6OopEIgFgSugFg0E0NDQgGAwiFospQExBxtPveCAIQ65UVDJEw3zrUqmEyclJbNq0CVu2bFECjVZ9bW2tqtTB+aYHwuPxYN68eVi+fLnamf/EE09gdHRUnT7GHwpe9o9pNFwrrMXq9XotBpGMDHAttbW1YWRkBBMTExbhIoWbfM8y9UbOwQHmndpv/Lq7NBOvrj6f8l1I8EyjSYJaJ3CtkxT43KAmwbYdOOd9+v2ybzU1Nfj1r39tiUQxdUNuRtXrf8vnSD4mf+nyT+ZZMjK2bt06fOYzn4HP58M111yDrq4uLFq0SBmlrPFK433Dhg34yU9+gt7eXmSzWcRiMcU/ACybK2OxGN71rnehoaFBORO4Ocvl2lURhn3SgbX83E4By3cHTMkFyoh4PA6Xy4UPfOADME0T9957r+P7nM6Dd4DRfuXXmcgqvstMJoO2tjaceeaZtrKOf3d2duLtb387DMPA008/bTGQGhsbMX/+fLz88ssYHR1Vn+vAVgdfcs1QX+gGqp2RJe+h7rera0/dCkDpKGBXVMjlcmF4eNgyFvIz+Ud/tj7H7PN0Rrr0qk8HqsnDeqUdO1xyyimn4A9/+IMynpPJJC6//HJ873vfAzC1QfH888/HPffcg7e//e3YsWMH5syZA2BqU+3zzz+PgYEBnH/++chkMvD7/UoW0eDZsGEDHn30UcydOxfLly9HX18fSqUSGhoa8MQTT+CII45AIpHA+vXrHcf0WtDeAMZvMk2zzzCMFgAPGobxkvzSNE3zVaa2kGEYVwO4ejYP4mYWrf0yZiQYI0iTi0/mLMl7mG8sgRGwaxMc83Kj0SiWL1+O+fPnI5vNIpVKqdJCZGwAKneOFSCi0agq4VYsFrFo0SL09PQoryZTKdiHWCxm6ymRC90wDMyZMwc1NTVoampCc3MzwuEwkskkQqFQWahVm3+Y5lQ5plQqpeaLaRbMIeOucsnMwWBQFf5nLVR6pjl3LpcLwWBQKUZg6uS5eDyuvLZUjATWDQ0NqtqH3+9HW1sbvF4vIpEI3vjGN6oQcLFYRGNjIyYnJy3ebMAa1iKglzWh5cZDvne5lnTA297eDo/Hg/HxcUvYl23J3dJ2SpeKfqb5e/uBdotfASvPzsQb/Gp7s+qcnZKw82DogJOkg0UACuRxR7n0HsvIk3yHBNSGMVV6jVEKKj0pU3i9BN58ru7VJZFnyFM0EmUKhz7HbINrWwf40jBjv3iPBKfAVKToa1/7muIBphC1tLRg06ZNKgLDueNGYaZdyAiNlEtnnHGGer4ECHZ8IsENedWuBrOMXOnrwOWaquNumqaqdnPttdeiVCrh17/+ta3h4kQHICgG9hK/ztQrN90chEIhHHbYYUgkEvD7/Zg3bx5aWlosOlUaj/zd3d2NlStXYtu2bRgdHVWR2je/+c045ZRTMDIygm984xt48cUXAcB2fZVKu04/9fv9ZaCSa5x8VwlIcr3yaPZKpG9KZZvUZVIf2KVP6YB8JsbHhRdeiI6ODiSTSeUMbG5uxtjYGExzagPv+Pg4zjjjDASDQYyOjqK3txcLFixQqUbEEuyvTBmlo+6KK67A2NiY2licz+fxhje8AZlMBjU1NYhGozj66KMRCASQzWZV+blIJIKjjz5aGbuZTEbJCO7tAYDly5fjsssuU2lW7FMgEMDFF1+sKkUNDg7ixz/+8QEDkPcYGJum2ffq7yHDMH4BYBWAQcMw2k3T7DcMox3AkM19dwC4AwCcGJvU0dGBD3/4w3j1WtkGgHLLENhVTkZeKxWI3hbDJAyd0JtLRep2uxGPx5FIJNDU1IRoNAoAqqIEAIu1SAaiAuRu9UAgoNIGQqGQAp9yp63uDbcTOqY5lS7Q0dGB5uZmS2F/7tqW3lsqXKnE4vG4ElQSEDJPWQpTCcZjsRgmJiaUt9rtdqOnpwft7e2qv8ViUR0SwrkeHR1V3leOk8o8FAopjxmVLy1Qvh8yVzqdLjuCm+kiHFuxWFSbI+Ua4VzYkQ5qZMk8rg2CGQnGdUXA+3XwdCDQ7vLrq/convX5fBV5tlAoqBzE6WgmisJp/irdKyMSUtHK9uwAgw66PR6POrxH5pPr5OSZ0QGd3JRJQE3wp3vFZH6kHJOUC2yLa06uPd0hwPxj8kcsFkMikUChUMDAwAA2btyoeIXVBWhgS5ArnwPsOvRk4cKFto4HOc/6O5NGhR3g1+dTJ6ZcFYtFpbjpHJHzPB05GVuvJe0tfnW73RUHRT00HTFFbWJiAt3d3TjnnHNsnQH8Ldf4SSedhMbGRvz0pz/Fpk2bcNxxx+HYY49FS0sLGhoacN111+H+++/HAw88gFgsVvY+MpkM/v3f/x333XcfRkZGFE+/Oj4l92XlFTvZLHmDjq9Kjgu2K/siv7O7Xs6DNFanu5e0YMECdHd3W4x0t9uNlpYWALvqqhcKBcRiMfh8PsyfP18ZHLrskDyQzWaVIzCdTitMQp1Hpxb1L3EKz2Ng28RIjNpyzKzMRd0OWD38gUDA4kwolUrqdOM777wTzzzzjOO87C/aI2BsGEYIgMs0zfirf58O4P8D8CsAVwD44qu/f7knz0kmk3jqqafURjXxfADTCzJd2TjdS9BEoEVmIwianJzExo0bsXPnTku6Bdvj5hVaRtzFnUqllFeWiy+XyyEWi2FychJ9fX0WrzGBol0f2R/OAz2s+jipZGgx6mWzstksdu7ciR07dqgNFyzM39DQYKnFyjQThp527typah/H43FVY7WlpcWiBOXcxWIx9Pf3W86Ql149RgP8fj8CgYCl1nMul8MLL7yg6rhOTk4qMC/vIcPxPglsyZgScNvteNbXUqlUQlNTEwzDwMTEhCUnTgotuzVlZ9C8lrS/+PXVZ6lybdONXX8Hdm05PWM60EPjVho0lfohlQjblRve+MPd8HLNOOXq2a0pu+fK1C25D0COVz9CnvdTsUljWIJZWSGCilq2I9NEOCY7D67OX/TCj46O4uMf/zhCoZACpazzDuxKJ9NBE79juzInUu8P/9bnlGOJRCKqT5/4xCfgcrlw33332V5fiWZiqO0P2p/8CmBagAhMyeLBwUFVsq2trY19dRoDgKn59/l8WL58ObxeL+666y4sX74cXV1dau3PmzcPl19+uTpSeefOnZb7V69ejeOOOw4rV67EPffcg3/84x9KB8i+26UeVQKmMlXCjvZkLchUS/bFSc6QLrvsMnR1dVkwAfmToJNYhTpb8r7f70c6nVYYguVRBwYGVFQIgCqJWl9fj2w2q64vFAqqWlYul0M2m0V9fT0GBwfR3NyMWCyGcDgMv9+vCgsAuyrucM7odU4mk0gmk2rNBAIB5HI5pFIpjI+PKwdWMBjE2rVrMT4+jm3btu32nO8N2lOPcSuAX7z6Yt0AfmSa5v2GYTwO4KeGYVwFYBuAi/fkIbFYDH/6059w8cUX2wot3XNHgT4T0hdlTU2NAk66MGad0MnJSQXq6LnhBjrpaeQiIzjgsa68j4uGVRdkaF7fIEbSwZYEaIDVUymvlco4n89jcHAQvb29Fq8uN+e1trbC7/crDyn7xXlmTrS0Ehm+kozB3zU1NZiYmFDAkgqafXS73ejs7FSF/lk7Upa/6u3tVRugMpmMRSDqed6pVErVZZYK1+fzqbJTXDdOAp1GBTdh0ttIISTDRbrg0+lAULKv0n7hV2BqHoLBIOLx+Iw9dnvyLCflx3fsVOFF/i2/53ef+MQncOedd5ZVw9HfuRN4k2PXeVmCRNkH+Qz5nczhZ3vS2HYC4ATIemqGTDux6wdBOI0A6f0BdkW2CMrPOussi0yyM9hl+7yO8kAetiJlmG546m3xdyAQUPKZaS/6+9HfiZzHA5D2K78yla4SMdLQ2tqKY489dkbzJnmqpqYGixcvxg033KDy2tlGTc3UCbfnnnsuTjzxRPz+97/H//zP/6hI7T//8z+jsbERNTU1eM973oOTTjoJDz74IP7+97+XgUhgV7oXdYWTAe7z+WbkLZ8N8Rl2ESldDulUX1+vnEMLFy606L1gMKhSP5hOIlMFgV1RJbnuDcNQ5VkBKIDNVAbJ3+w/+8r/yU9yw6NdqhjlgZRPOlahs+65557Dli1bFPBfuHAhPvWpT+G5557DPffcg/7+frwWtEfA2DTNzQCW23w+CuDNe9K21p6FYaezTvUFqQs+KgpdCQHWl64vLF25yhCtzAvmM7lhj56lfD5vAaJ2liSfb6fo7BS5EzCW3lq5cEulkrLIRkdHLeHlQCCA9vZ2NDQ0KCUlw7yy37IvMvVC5nTLPo2NjSGZTFrqmnJO/X6/SgcpFotobm6Gy+XC2NiYJWWCwku+T26K4uEiAwMD2L59O/r7+9XOefbF7/cjHA47Gk36euD8lUol5Q3nbmzpjZtuPR4otL/4FSgvIv/qc8qu29dzpCvDSgpSv880Taxbt67M2ymv0cGszmuyLf3ZUhlVSukAdhn7suQcn8V0Lfks2UcarTrZKWedNyU/cwyyXQAYGRlRZeD0jXSV3i+NZllezm6O5W99bqQsIDhmPvjnPvc5uFwuPPDAA2Xjs2tLb++1pv3Jr7MhpgR2d3dbauLqjgK5RqQR5na7EY1GLae0Sv7wer1obW3FxRdfjCVLluAf//gHCoWCOv0UmAKzRx11FBYtWoQTTzwRv/rVr7Bp0yYLGHbql/zeNM2yMwP2lKSs0WWC1M2V7mefw+EwwuGwMhBN0yw7Ol4aFpXSNniaLEkH1HqbUlbx/cgorN2zOK+yVKOdbGN/meLZ1taGYDCIgYEBpFIprFy5EoODg3jggQfUJsj9SQfFyXcku81oJMkI/F6S7s3Rv5NKgsJaF766xcMXKy0iGdKh14R9kiEHybCSaG3JRauDX90DQtIBvixtx7Dm+Pg4XnnlFezYsQOZTEZd7/P5MGfOHHR3d6tTjXw+n9qBzooasi/0nPI6Gg76HLO0nGQWzmuhUEA0GrV4mnt6elQNXFbLkF4veXx1qVRCJBLBnDlzkMlk8MILL2D79u3qGRKM8HAP3YunryW7eZdzSyHBedG99DJHnO0cQF7j/U4zBRq7A0j29B4nucD/N2zY4Pgc/b3qvKgDSmkoOpUvc9ovYXciHPlPpqtw/ekeIPkMafCSj3UFroeA9XsZjWHbZ5xxhnIQ6CUz7bzk7LuetqZfLz28lQwrfud2u1Udd9Z316+VpMurQ51XpyO3241wOGxxYMg1A9hHNQH7+bczoHmtx+PB8uXLsXjxYgBQkT75rsPhMFatWoWjjjoKjz/+OP7jP/4DjY2Nql2753O9y5x55ubuDaKusAOOMirsZPTJClKSL+Vvp+dWMvQlSYCr60L9GZxH9luvbDXdsyoRed/lcqGnpwetra14/vnnkUgkcNppp+Gwww7D97//fXV89/6igwoYS48kyQ60AvbeVZKdp08yES3aiYkJSzqBtPakZWTXts6UDF3I5Hj2QbdqfT4furu7lbKQY5IML8evKx8CYibJ87hk5ue63W40NDQoAdTc3IwFCxagsbFRtRUIBNDS0oLx8XF1tDIVL5nW7/ejoaFBlU2S/aUAYtWMiYkJxGIxlZ5gmlPh2rlz51rqW7a0tKC1tVUVUweg8hZZIYRhIAJ4n8+HwcFBVVRdeq5IPCbXbt6chIpcb62trTAMA5OTk5acZVYgkRa1vsYOFC/Ua0H7wwunGySzeZ7TtfPmzbMcRe50L/lRlwX8nkpYB3l2BpncgCvXPI1O+SOPnOf9NIgZSZHjIwAwTbPsPn0u2L4EyNLwk6ACAFatWlUWjrYzNvTx8xAh/Xv2Qf7WyYl3A4EAMpkMstksvvzlL+OGG27A73//+zIPmFO7VXDsTG63G42NjfB6vWpTli7vSRIo28kAXQfqAE3KWHk976E+dbvdCAaDOPHEE3HXXXfhnnvuwV//+teyKLDeV5lX3NDQgKEh2z2MMya79ajragmM5X3SkOVmV72N6dakNHDtvpMky8+R9Pmya8MuqqOPZTZUW1uLQCCgNgB3dHSgsbER69atw86dO9Hd3Y0vfelLuPHGG/HKK6/Mqu09oYMKGDuBQf1zGTa086hKDx+vkQvH5/Ph8MMPR2NjIwYHB1XNYsB6BDOBpzwuku1LQMXSKX6/H8FgEMlkUlmEskahy+VCY2Mjenp60NHRUSbA2W/pzSajScPA6/WisbFRJcozb9jn82Hu3LlobGxUm2ZkDWC7ms+tra0Ih8Po7e3F9u3bVX6TaU6FZubOnYuenh7LqVmyPxzX/Pnz0dDQgL6+PgwODqrd4wsWLMARRxyhNhLU1dWVGQr6kd70pkvByv50dHRgZGRE7WrmPAWDQTQ1NSESiZR566Vg0pWyXGcSzMtUF5mjJt8L+6+vw0OV7Ay4mdBM7jFNU5UG1MPydgBNVzr6NT09PWrTnVQYdl5QpkyRp9hmsVhUB+E0NTVZ8h/Jy1IBUdEXi0XLqZXSCJTP1pUl+1coFJDJZMq8zDTcJKDWnQy8jnKNZRjlfHJDDk8CveSSS5SXVn8nko90YCOBvBMQkH3UDVknYmpGJpNRJdyc7q/y5ezJ5XKhpaXFIpOloWSaU5HJfD6PlpaWstx0YGr+5d4NacQZhoF4PI7e3l7MmTNHpenxHvYBsL6/mpoatLa24uqrr0ZPTw++8IUvqBMbZZRW/sg1rTvKpiM90iLnwElW6O3qxq7L5VIOqEwmY+nrTIAx25AyTt6v86F+v93fdv0F7KPyMwHwkoiZWGnK5ZoqPHD00UfDMAz09fUhHo/j3/7t33Drrbdix44dM257T+igAsZkRKf8RblA7YQpsMtSJMAhs+hCMxAIYO7cuZg7d65SJlS+PJqVtX4HBweRSqVU36SXh4u8s7MTLteuU924uY3lkKgUg8GgJaFdKu7a2lq43W6Mj4/D6/WW5SNTwXi9XsyfPx8dHR0KMNL7w7J0+iJ2sk5dLhfC4TCOPPJIHH744epo62KxiFAopOow8/lsS84nc9KCwSDa29vVBg7Os/SC84ASqSx1Q0b2k89jzcXVq1ejUCggHo8jFovBNE3l3ZAHiOgeBCcLX9bSNE0Tra2t6n3rtTbt+ijbPhRpOq8faSZzNB1ANk3TUj5R94TKd2QXDpTva2RkxPKdPADIzqiS7fNgC7fbjXPPPRcNDQ343ve+h9bWVssYdCVfKBTUwT+LFy/GI488YuFVORY73tWdBdlsVvVD9/pKz5Wdp1Z6h7k5mKCbURde88EPflB5t3UnhSQdKFD2siqOdCyQ52UVGPnbaV3xGdyZn0qlcPPNN+Pf//3f8cc//rFsDp36WiV7isfjeO6559DT0wPAXl/09fXhb3/7GxKJBN7whjdgxYoVtg6HZDKpatrqvPfII49geHgYp512Grq6usqcNlKPEzDzb5fLhTVr1uDII4/ET3/6U9x3332WvTZ2clmCd9M0LRWL7Egft1yb8hr5HCf5JY1A6kZZltSuZnOlftlV2JDP3pOUESk39FQRaRzMlFjyTZar5TkDixcvxuTkJAqFArq7u5Xc2R900ABjl8ulilDrdUB1IKbn4tkRvTzS+8o2AVhAHtMbmOMaCAQA7Mq1qa+vt9zL3zIHWSqmbDar8lPlARp6/7jQGhsbUVtbqwRAPB5XoVLp6WQ+M69jGkVjYyOSyaTK19UNB9lnaWnq/SFIJrDQPUn6fXLMOkiRXgAAqtazvFfepytGve/S4vZ6vWhoaFDvRSe7sdoBHHmd9AKwWoV8by6XSxlPEnDpIbtDieScOn0P7LvNT3YAiu+m0jvp6OiwVDQAoPLxpaGqP4PKXu6ab2hoQDabxT/+8Q9s3rxZrXEqXj2Xt1AooLOzE1deeSVqa2vxm9/8xjYvvpLSlcCSfZYKi6lQdjmhOjiWz9MB6uDgIN75zncqB4Hsj53i14ED+yBlHQGOHShxkgF264inf7Gmuz5H+viqNEUz4b9QKISlS5da9IjUO42NjZg3bx6eeOIJPPPMM/B6vTjyyCPVdaTh4WGMj49j3rx56vCmV155BY899hjGxsbgcrkQiUQs8heY8u5u2rQJyWQSy5Ytg8fjQSKRUHtjEokEXn75ZSxZskSV8LPzbgLW9dPe3o7e3t6ydUoM0NXVhcsvv1w5qDZs2IDbb79dgVEdKNrpVv5fyWmiO/j21IDT9djeor3RFo3XZDKJRx99VOEJymfq1ImJCZx00kkYHh7eL5vxDhpgXCqVMDo6ajn0gSQXMRWNDJfbATYymn5Msq74CJR0ZSO91rLesVwskUgEuVxO3cui2gzt6CQFP7+fM2eOBegbhoFIJKJqBOr3876amqljHj0ejzoFL5/Pq3rKTt4c/X8JbglydOBnB3xlHVb9Gjl3UtFFo1GLopR5kvo7ke9JV8Z2Y5GCRveQyWuc5sRJWcvv7JSEBOyHGtGAmk6A2oEmvR2ne6ZrdzqDT79+zZo12LBhg61ydGqb/xMU33HHHZg3b55SyF6vF2eddRZuvvlmdWKkDk5JBMx1dXVYu3YtXnzxRWzevLls4xH7ZKfggSnwoFeVAHalU0j+rCRP9bb5mwrrggsuULVMC4UCEomE5aAhGaWRz9HHPp08chqnHZgnv+lOj0o0E3lwKNBM5ouRRz1aRvnq8XiwdOlSZLNZPPXUU3j00UdhmiaWLVum+EZuGuW+m3Xr1uGZZ55BLBbDsmXLsGrVKgSDwbK83FKppGrflkpTFY+2bt0Kl8uFpUuXYnR0FPl8HkNDQyqyClgNQKmDGE0FgJaWFgwPDyMcDuOb3/wmYrGYuoe6j38vWbIEX//61xUeGB8fx+9//3sVmdDXj916svtMz9/fUwNOrmVdFutpi3sTOM+EIpEIQqEQ4vG4pbwqsY0svTddfvPepIMGGAOwAA1d0clFry8gPcfJMAyV08ofeZ1sR5ZoM01rfq+8RoJG9pNpFCQJsMlMdgq7VCohGo0iEAgopSK9zl6vF+Pj45ZDQHTQqc8RN9uZpqlCl3YWrQ46OWYZnjYMo2we+Fv2xy5FRTc4eA9PF3O5XCr/Ud9RHolE0Nraapkn9k8+384i57vRDRy9H/r60ZW3LCJPT4EuTPQxH4qgWJIdnzp9b3eNbhDJ65xAs/xtx2NOAHPTpk22ykFP39IBWTqdxhVXXIG1a9eqlAnJk4sWLbIYTvr3uvIGgEWLFuGf//mf8bWvfQ1jY2OOB/nIv+l17e7uRn9/P7LZLILBoGUs+g58p/l2Mli45uvq6vBf//VfiEaj2LZtGyYmJrBlyxbLnJ133nm46aabLJUzaCzI6+xAgM7Del8rGbKGMbUxOJvNYseOHUgmk9Ous5l+93qmmRoEXMMyR1i+M5/Ph6OPPhoejwfr1q3Dn//8ZxQKBSxbtsxyP/PY161bh6eeegqJRAInnXQSFi9ebDkgBrCPPPA9M6de6slSqYQjjzzSAqiYusOor0wBYnR1aGgIk5OT+NCHPoSvfe1rljx1GTXkOAjUeczx4sWL8c1vfrOsnxzDdHNNEMhKT/L62ZLevl7SzQ577K3qHDOhuro6LFq0SGEdYKrPTU1NKpq+Y8cOlbq4v/jyoADGnZ2duP7665XHFbCmUZB00GWX9C8nlgyjgz6GxWW7BMDyebpwkCBa7iKX18q/Zd6TYRgqn7CpqcmS+yzH5nJNnXgTjUaVsmSoVR+fPmav14va2lq14OT4JCjkj0yfKJVKynpmm3YeeZnaoQs1fUOC3G3vcrksJ+zJ9wNAnd5TSRnazbET4GUf7ECrDoz5bmUZLN26tgNjMk/tUFO0+XweY2Njtu9rNnNh50mU7xVwBnBOwl9+JtdFU1OTxRizA97SuCXfZDIZ3HTTTVi1apWtYjEMAx0dHbjmmmvw7W9/22LcAeVeHEaygsEgjj76aFx66aW49dZbAUDt0HdyDpBPzj33XCSTSfzoRz9CNptVHmeZQynn026+pWzS+8gNbk8++SSSyaRS4s3NzYrXx8fHccQRR5TNp51RrZNurDpdo5MOvmXJq0rX6mvqUCPTNNXBSdORXOO8XqYrMOUwGAzi2GOPhdfrxWOPPaba5zshEOKpazU1NTj99NPV0caSKG/pyDLNXfsJuCFcVnvKZrMYHR3FokWLEAwGkUgkYJombrnlFvX/e9/7XpXaxHFMTk6ira0NAwMDGBkZwRVXXIHm5mZ87nOfczSMqe8pCwqFAiKRiOXMgumMfem15Z4mPTVjd0jyj53M0Gl/6ynDMNReLhI9xpQ74+PjyGaz2Lx5s3rX+5oOCldWJpPByy+/rI4N5svVhbiu7OwWgbyX4TYKUL4QmY4BWI+KJjl5fLnA5ckz+vNliFNuTDOMqSoQtbW1qK2tVc/kc+TvcDisgLQ8+EIqbWDXUawcazQaVYdV6POoz6fsYygUUnnO+jVOwEOfSyermSTrR7NteS/zzfiZHJsOcGXfnLyUEjzrHl59nUjDZM6cOQiFQpb2pALW+34oEnO97QySmZLdepGGjy70pyO9L/o9bW1tlpQq3eMjDUEq9UwmgxtvvBGrVq1S751KXSpPwzBw3HHHoa2trayKDYntB4NB1NbWwjSnoiFnnHEG3ve+96l64LpRIH9cLhfi8ThGR0dx0kkn4bzzzlN1h/W5dQKLMrdRdzbo9/j9fjQ2Nqrd/4BV5px55pkq7YJglQ6O6QCvndPDru86/8rvCVq+853v4KSTTrJ9TqU1cSjRbGSVlL+6gSrbqampwcqVK/Ge97wHxx57rOU7roVsNos5c+bg8ssvx6JFi5THVOacy0218mhz6UXkPdLwm5iYwPDwML75zW/iwQcfxJFHHomuri4sW7YMf/rTn7B69WrljCH/UBeTFwYHB/HpT39apV0CVseHDjwXL16Ms88+e8ZzKeeP69XlcmFiYqKs0suekq7v5Gf8+7Ukrg+5h4ebmefPn7/fNuAdFB7jkZER/PjHP8YZZ5xRVqFAT02Qn7F8EpUaGYYMJcEOS5bpwoFeGP4N7KoxSmbls01zVy1T7gSnpctqE3YgjMqutbUVLpcLsVhM7U7PZrOWYvpkYrfbjXw+j1gsBp/PpzYHUWhQiDC5nZ9zwx/vlQqGucxS+bpcLlUnmOEn1hykAON4uIA5RlmTlUKFcwRM1RvlKT76O+X7kWAklUqp0Je00vl8WSfa4/EgEAhYDh2R3j6d8vm8KiEncySBXTWoKaSY9iG9F3KdOHmTDyViKDCZTJZ9x3ehg5npFLNu5Mx0XiWf27XD/+PxuKUfuoxgP7mu0+k0/uM//kNVQuF1epSC7TU0NOBtb3sbvv/976OpqcmSPiENsFQqhUQiocCxz+fDW9/6VmSzWfzgBz+wyBsJYAlWisUiRkdHkc1mccEFF8DlcuGee+5BPp9Xm9IkX0kgz/7qQFSCD8lT7EuhUFBVYOjVkcX7WQ7SzoClrLAz7O28uLr81D/j36z4k06nLWDdyfNn169DhWi0zCSMLh0mMs+YPzytLZvNKg8qAMs6A6Yiwc3NzcohwvdeV1dn0TX09gK7DB15pDHBUi6Xs+iZfD6Puro63Hbbbejp6VF9lTzzsY99DC+88AISiYT6jutV5kCPjIzg+uuvxymnnKJAr9TFdqmUkvdJcp3q868buE6pA3brdU9Ib282BtJscpLtnGNOfC4dTZJ39/bYneigAMbA1AuIx+MWi41CVC5Kgr/JycmyWrYErDInmLVFo9EogsFgmadX955QcU1MTCjQCkAxh7RqpUea6RHsh7Q4C4UCWlpaAEwJgrGxMYyOjiISicA0p3Zk8tkEfUw9GB4eRnNzs7JyKeDYd4/HoxQDlf/w8DDi8Tji8bjKveN99C4RgAaDQXg8Hvh8PrVAuQtY39ySTqdV2EMCVwJj+X4YbmIpHr1WK6tfsNKG1+vF5OSkCs8zZMz2gClB5fF4VBk8zosENbLEGrBLCMTjcQwODiKbzaoSMgz9sW4xT7nzer2Ix+Mqd5Pt6gqd75lr4FAj8qQu3O08gjJaMxOSIMqpfUl2ER4dTDEEzL/lvR6Px7JJJ5FI4HOf+xyOO+44ZUxJL5c0xNiG2+3GySefjLvuukvNjdwsS4Uo63Zz/dTW1uK8885DOp3Gr371K/W9dBRwHG63G5OTk0o2XXDBBfD5fPjxj3+sxiijYXaeYLv3xHv5WaFQUIciGIaBc845B8DUwSgulwvLly9HW1ub5R67dyW9VTLnU/ITv5cebakwdYcJ5zQQCCg5KMtzyndrZyQdqjQT4EE9p2/gNAwDDQ0NmDNnjvo8l8upSgKSHwAoo49/u1wuNDc3IxqNKt3Bikq9vb2WE0/Jk8CuSCNT8RhZBqDKfgHWSlPkv1AohM997nP44Ac/aNlQ2N3djU2bNll4I5PJ4P7778cLL7yAT3/602ojO9cQq1zZpVzKMetzrfMvCwzU19eX6Q1pgFQi0zSxceNGtLe3K30mn8l5lH2S/ZgpzYZfZN+nA8byel47OTlpW2GEtDf59qAAxuFwGEcffbQCV8CujXjSA0ghT6aV1iqBqPToAFAF7BnWAcpfkmzfNE3EYjHs3LnT8j0Zm8CRdY15bCWZmQwE7FKGkUgEfr9fAa9EIqEECj0w0loiYKNXPJ1OK2FAbza9v1KZcJPA+Pi42vSQSqXUvOrWH+drbGxMHU4ic5oJqvlOstksJicnLTWdOfdSOGSzWVU+rrm5WTF/S0uLeg+6x4qbJhKJhOonBRPXA42FQqGAiYkJpTil8CUwlgctFAoFJJNJZehIrzeJXjH+ZDIZJXB0j7HuyeP7OJSIa81JiOkCVfce66R/bweE7J4h/3ZKbTFNE8cccwx27txpyR2Wnl8JrBOJBM4991ycfPLJqii97t3gepQpH263G21tbbjkkkvw4x//WJWoomEl+2MXcYhGozj++OOxceNGvPzyy8po1OcxFArhkUcewbHHHov29naYpomzzjoLAPCTn/xEeY6ld0oCc6ko9T6Q+vv74Xa78YUvfAHLli1DZ2enOv2y0pzr70T3rkswrsskO4XKv3VvpJOStSO7aw9FcDzTspIDAwP40Y9+hOOPP94yr6FQSG2a2rp1K4CpDaRNTU1Kb0qSBhcAFeUzTRNPPvkktm7dilNPPRVNTU2oq6vD+Pi45bQ7nefkiXGlUkn9D0BtzqNDhVVhAGDhwoWqrKpcdwsWLFCbSeWa2L59Oz772c/i3/7t3yylCgmIn3/+efziF78oW6PyN4n3Sr7jAWB62hTvn05GAsAdd9yBj3/846ivr8cVV1yBT33qU0rO6LpNfyfTAeNYLIZf//rX+O1vf4u2tjacffbZOP744x2dGvl8Hs888wy2bNmCN7zhDViwYEGZPtTnR8oFyqZwOFyWe27Xxt6gAx4YG4aBtrY23HDDDRgYGLCtACAnSy40LnIuWIbHqbDJYHYufl1I8+9cLodEIqHChaFQSDEavYY6MAV2bVahVSkVQTQaBQBLP+3AOb+XSiASidiCYGkdc84I6qisKIQocChsZIoA2yVo573hcBimaaoTungNi5JzvDJkK8E878lms2hpaUE0GrUoaxo3BBkylMI50BU326anjEXS6V2QiprCL5PJqJ94PA7TNFWNZd0bx7Wk56Ozv3LtTAfaXu9UKBTU0eN2NB3w0L25EsTNdl7l/boXkvTMM8+gsbHRohglcCPR6Lv88sstYWcalzrv6qkVXq8Xa9aswY9+9CPFizqYMwzDMm/y+xUrVuDKK6/E97//fWzcuFHxjJRRlBP0GjMs/Za3vAXbtm3DQw89pDY7SfkIlB/rqxsiwBQofuc734lrr71WgXvKkXg8ruRcbW0tGhoaKr4X/paROX3+pGdLyjZ+b1dDlmuFHjynZ1dpiigLZxtG57tiVM/r9eIXv/gFbrjhBuTzeXz0ox/F+973Psf9BlLfRaNReL1e3H333bjpppvQ39+PY489Ft/73vfQ0dGByclJdX9nZ6fa4GeaJo488kjLupg/fz4ikUiZgcn1wmfTKXP88cdjw4YNSodzXIsWLcLLL79cJjMGBgZw4403IhKJ4Pjjj8fy5ctVebo//elPZXhCGshy7PpcEAgahmE5s0G/To7JzpCj425kZESBfru0B72t6SiVSuHee+/F+973PnXPb3/7W3z+85/HueeeW3b94OAgvv71r+O2226DYUxVELnqqqvw4Q9/2HIqoj4e2T/OwcTExH6rmHHAA2PTNPHKK6/gggsuwC233KK8f3YeJyomeotlqJUCloBLWozS6pTtSkXKMCkBkJ7SIRd0OBxWz3e5XCoNgddLZd/a2moJ3+pAH4BFUetWlN/vR21trUof0NsvFArqtDoqZr/fbwHwoVAIk5OTCrRz3mTI1U5hsu4wwQI/lwBbzqNpWsub5fN51NfXo76+3vLepHKUhb4nJibK5lxnbLnz2SlfkUKK3mG5fmjwMJylp78Q8EuDSgdxkg5VcOz1ejFnzhwMDQ3NGIRIcGc3b3beDLu2dQ+krqQkj/D/t7zlLXj66adtK0pIKpVKuOWWW1BfX1+maOiJletC/w1MHSRw7bXX4tZbb0VTU1PZGs7n80gkEmpzrdxHAQDLly/H1VdfjTvvvBPr1q1zPNBoZGQEmUxGrWWPx4NrrrkG0WgUv/zlL8sMarv1K8FMsVjEyMgIPvvZz+Lyyy+HYUylMb388ssqDYmyhfcGg0GcdNJJFQGXnTKU75GkG+y64wBAmZOE8l4fi91YD2ViWgFLec6U+C48Hg+8Xi9GR0fxzDPPYHBwEACwbds2S8RTrmPAqleoJyUPUp7retntdmPevHmW9EV+VyqV1N4Vht6pX6RDjOvDMAwcddRRqn65TosWLcLGjRttoynxeBz3338//vd//9dyj87THLedsa0TdWRtba3S/Xb8k0wm0dfXh1AohEKhgB07dih8sn37dvWce++9FyeddBLa2trg8XgQi8XUPfX19WpT/UycDiMjI/jGN75heR8+n0+lgpJKpRKGhobw7W9/G7fffrv6PJvN4vbbb8dzzz2HG264ASeccMK0skHmhu8vOuCBMYnWHRlHt6S4aLkIJcCTidwybCg34knlI18C25VJ/7IdeU2xWERbW5sqPs7vmN4gw6ymORUaCAQCluexL8yNI7CVQl32DYDa2SvBM8cjd4QXi0Xl0WU6h9vtRigUgsvlQiKRUJ9LQFxTU6PygiVTG8bURolSqaQ23tA7yxQNCUp0IDFv3jxEIhGMj4+rNAgKPXk4QjAYtJz0x2fr1rjb7VYbEfkd35GeCy49yxwn6ycTNHO9yXUl56VS6JHvQYLrQ5F0D8nuCjcnZeIE5pzAsPyc7+X666/Hyy+/bKmFKj2kXFupVArnnHMOVqxYYTHwmI7FvpAPZb6x5F2Px4Ply5fD7XYrg1aOR583/fNSqYQjjjgC5513HuLxOLZt26ZALp8bCASwfv16DA0Noa6uTn3n8/lw+eWXI5vN4r777lM581JmOBknuVwO3/3ud3H88cfDNKdqN//jH/9QvMnIGWVALpdDOp1GPp9XDg07kmBBTw0hcS7tQLH+7u36rj+rSntO5CE5p36/H83NzQiFQohEIpg/fz68Xq9ynujvRxqpjEpGIhEsWrQItbW1eOtb34q6ujoVZeQ6kBEGYEoHUN/INaJfJyun8PmlUglbt2613EvHSj6fx8TEhKMBrs+H09rUwbEd6fJJOvc4RlIsFsO1116L3/zmN2UVZ2R7hUIBzz77LN785jdb+nzUUUfhueeew9KlS/GGN7xBgd3pKBqN4tJLL8V3v/tdpNNpRKNRnHbaaVi9erXluuHhYXzrW9/CrbfeWpYOBQB//etf8Y1vfAPhcBjLly+3pF3qYyAe0M+F2Jd0UAFjhg3tFoq8jmEbHuKht0Fwys8IIPXQubyPz2L4hpY1GbWjo8NSBJw5NMxHlbtlSdx1LtuXgJZ94Gf0ckulbhiGOuFucnLSttyZDqr10CNBvs/nw+TkJNLpdJkhIcvl6Is3Go3CMAxVgYDKUM4ff1OozZkzR+Uqcze0nYc/nU6rsDJLQunecwlEampq1IY7zoX08FPY0TPMvjE3nOuC3uRQKKSeL+dSzq8Mu7NNaUzNROC8XskOpDqRk+KQ3gxdoVZ6rn6/nvP+jW98A8lkEqlUCtu3by/LhZXvlO/4kksusaxRYNd+B73qjIw2yDZMcyps/O53vxvf/e53VTqCNLD1Mk26UWwYBo4//ng0NTXhzjvvxLPPPms5JcrlcmHjxo3o7+/HokWLyvpx5ZVXwu/3495777W0LedXjiOZTOIb3/gGTj75ZAVStm3bhmw2q0K1bJsGdLFYxMqVKyuCYj6LJFOY2Cd5CJNcS3KuSbpusDOaqrTnZJqmihDQ85rJZNDW1oZ3vvOdOP7449HY2Iienh6USiUFaqQHVOexiYkJ+P1+nH/++bjgggssUdAtW7ZYonu8T69eJA1Wrg89z11uBifoeuaZZ5RTRmIMOn+KxSJisViZ13gmsl1eTznhZOTL6+jsAsojIp/73Odw33332YJitiPrOuv03HPPAQDWrVuHl156CR//+MeVB94OV9EQTqVSWL16NRobG1Wkd2xsDM8995w6TCUWi+FnP/sZbrvttrLnyzn77W9/iw0bNuCzn/0s3va2t1nSwuT1+v6B/UG7DYwNwzgcwN3io/kAPgMgCuBfAQy/+vkNpmnet7vPIZVKJaRSKUvSttNLp4JgaEb33tGLK73L0uOjA1USAaXf70coFEIul4NhTBXvl0pHHmWs/81n19XVleUaA7t2r+tHX1M5sP+yIkRNTY065SmbzVoAMWANIXKDgw68+X0oFMLExASSyaTaHS8VNmD18PD/+vp6JJNJxONxS3keCXToOQ+Hw2hublY7/Z1ykXkvATGNAPZFCr10Oq0EAQE4PeSlUkltlGMJIQmsmB8n51wCbpadYpter9eyEVTOA+eS/ZfC+7Wm/c2zQPmuf4d+qb/tAKD8zm5Nz4R0rxFPk6OXamxsrMyzIWXA+Pg4zjvvPDQ3N6voD/mBUSwJ4MkfutHE3263G6eccgqef/55PPvss5Z8SAINmQ+p8wfX/qJFi3DVVVfhv//7v/H4448rucDfY2NjyOVylhQH0jve8Q5s2bIFTz31lO0+DT4rmUzirLPOKvM6NTU1qVQZuQfB7Xajo6MDHR0diEajlr7r78MO2Mq0K+kdrPROdWI77Je+dg4Gei34daZEWQ7seq+pVAoDAwNobGzEMccco64bGxvD+Pg4AKvho+sRVlmSdbFzuRyGhoYwMTFhmz7HNgqFAubOnYve3t4y48opYsc1lk6nsWPHDjQ3NwOAxYlCXmpoaIDf78fw8LBj1EHqDid5b+eYsmtDd2jJ/hiGgXXr1lWscSw9zXKe7Zx+LS0tmDt3bpmskjQ8PIwPfOADuO8+6zJjH9vb2/GhD30I73znO/HjH/8YN9xwg+UZPABI5okDwJYtW3DHHXegubkZq1evtjgXeJ2cr0q8uzf5ereBsWmaGwCsAADDMGoA9AH4BYB3A/iqaZr/Z290kORyudSpbU6AWJJc1HKxvdpf5Xlk2E9OvF37UmkxJcLtdqO1tbXMiyUXnywTJF8wD6uQQlsuYGm5SoBJhaiPyeVyqdxmuah08Muxy1QPjsswDNVfpmdwnmQKiwwPSyZrbGxUHmc5HyTTnNoxP2fOHPUMvc6pBPsErNLTrrepp7qQ9I2M9GJJC5tzQY8WQ8ESeOggnc/kd07ATX52oND+5lnAPjddX5tSaPN/0WensZQBOCfitTSQvvKVr6ha3DSiZCUVKlZ5r2maOP/881Wb5GVeJ09l1D1O+vgBqBJsa9euxRNPPGGROVyTOiDUFRyVbHd3N6655hrU19fj4YcfRjabVcY4j0NmrVcJ9l0uFz7xiU/gxz/+MX71q19ZxszfqVQK7e3t+OxnP1tm5DQ1NeGkk05SESb23e7oatkuSV8b8rnceCTHrM+Fvl70ayTIlhuZ7NbZgUivBb9WAnWS3G630mGkbDaLgYEBjI+PqypJrJmvA0G+F30/TTKZVPqD/CVPaiUvSscOMLXuuKeBDivp/ZR7ivS9RDt37ixzQvH5ElwHg0EEAoEZnb42U3DsFPUGoKrOSCLPvPvd70Y8HldH2MvSeXPmzMGOHTtQV1enSt/F43G1EZZ7ktrb29HQ0ID3ve9908rPRCKBP/7xj47XjI+P4+9//zvq6urwmc98xjKWY445Bu95z3uwdetWfPOb38TY2JhlPH/5y19w//33Y9GiRWWngnIe7Mrg7UvaW6kUbwawyTTNbfuq4y7XVBUFeWSrTmQ0KTTtwrN2uaG6V0MubF3J8aetrc0ivHVGkh4q3sMcKhk2kODLNE1V19cwpnam6uENea1sOxAIIBQKIR6Pl6VmMNyppwNIZcj/a2pqEI1GVd4wx0OvrPQi64otEolYKm8YhmEpB9fa2or6+noFWnmCn55CIjcU6Qqbcyr/Z06jHBPnhSBc93CwD9K61pUv14tU4gMDAwB2gSHdI8X50kHRAUb7nGelwbIv58EOONmRx+PBzTffjFwuZzGwGUWQPCPbmpiYwFvf+lbF7ySOTQfJci3pnisJgN1uN5YtW4ZzzjkHv/zlLxVfZDIZDA4OKg+Wk6dH9rGzsxNXX301isUi/vCHPyCbzSIYDOLJJ5/EmjVr0NzcXNY/YGoNX3HFFSiVSvjtb3+r+E8C3UsvvRQNDQ2K52g82nnMASsIqUQ66M3n8yrPX8ptzqPkW70dkjQcZGrbe9/7Xvz973+ftk8HMO1zfp0pSceN/EzOO9PqdENMfsb7AKuhq0cMpHGq73PhPYz2RSIRjIyMWCKKsqoR26bhmMvl8P/+3/+z7BeS/SXo5HeNjY0YHBy0VCHiOGZraNlFUqiTAOfyeaVSCRdeeCHOPvtstWn+oYcewhFHHIFSqYTFixerajRyzDRUfvnLXyIUCuHcc891rBokyTCmIsKXXHIJ7r57KoAhwb3H48GiRYtwzjnn4IknnrBs4Ozs7MSqVauQTCbh8XiwdOlSPPLII2XP+Pvf/463ve1tChjTScb5Z4nVgw0YXwLgx+L/9xuG8S4ATwD4qGma4/oNhmFcDeDqmT6gVCqpk8l0BSPaVKCKietSeNvdowMapwWug22GCKXi1z1hvFb2K5/PIxQKlQl7HfTJ0m/so93GINnnUmnqhD3Wb6ZFqodJ7RaXbpkaxlRxdVmKzjSn8oy4YVDvN/tQV1cHn8+nwmeGYSAWi6FQKKCjo0Pdy9J5zF9mbeNEIoFwOIxoNIpQKKRSYmSahJ5D6Pf7VY4w+xoIBBAIBOD1etVa4FyRsTmX7IdeCookLXzZhlxDB4sn6lXaI56dqUDV35P0dkoQUwn0VWpfvoPp6Oqrr1YHDejeSKmkZOpTqTRVxurEE0+0GDuSD3VQ7NQXu1BwIBDAqaeeihdffBG9vb2q5JWscey05uR6I+9fd911OPvss/Gd73wH69atQy6Xw2OPPYZ58+ahtrbWUlWH97tcLlxzzTVYvnw5br755rIj5rnZMJ/PY3h4GIODg9i2bRvGxsYwMDCAkZER/PznP0dNTQ3e/va347TTTsPixYsVsNcNezkGu1QJw3CuS+wkZ+W75H3cBM3SdAc57RG/OqUT2Nwz7TWtra246KKLyjz1ujEjo3bkF91hBNjLBsB6IAdJgmvp0Ojo6IDL5cK8efMwMjJikfGyuhKBO9MO//d//xePPfaY7YE5EhxLsG7Hx7sr8+2cbkxHYhqQHZnm1OEo7e3tAKbSok466SS89NJLuP322/FP//RPZekHhUIBt912G77yla+gUCjgmGOOwfz58y2GhxNFo1H8n//zf/C+970Pbrcb27dvx6OPPorOzk4EAgEcffTRSCQSuOuuuyz3bd++Hf/1X/9lGSOJxgowhQXsjrsHyo+J3h+0x8DYMAwvgHMAfOLVj24H8HkA5qu/vwLgSv0+0zTvAHDHq21MO1qCMr2EmE6V8onsmF5f3PqL0b2AdtUwZFs6UNRzYZnPTEEi25F5cXYpI1IxS0bnfaXSVL50XV0dRkdH1TNknrMUQpXmkc/xer0Ih8MoFouYmJhQIUm9Pc4V88ICgQCKxSImJyctVv7AwABcrqkSb8lkErlczrKDHYAllYOgNhQKWfpJYCOFKTfVsS+pVAou164jrV0ul62lr6+BUqlkOWhEnpglPdl2oKzSdwcK7Q2e9fl8MxqYHn7X58MO5Owp2QFrGkhutxvJZFKtYf1wH1k3G4BaC3PnzrV4tHSyA9jyM/4v03DYXnd3Ny6//HLcdNNNag0PDQ2ho6NDPU/PXdaBsjTaDzvsMNx00014+umncdddd+Hll1/G2NgYamtrLX2Wm3nz+Tze+MY34vzzz8fPf/5ztVcBmDoUZMeOHfjDH/6Ahx9+2KKgOLaWlhbkcjm88MILOOKIIzA4OIhTTjnFtqydnDP5m3/bedL0e+xIv54Ahjmr8r0cTLQ3+NXtdu+1QXMNy0isna6UslW/Tjdq+J2sPKJ/T4NJTwOkM8YwpvajcEMg1yb1TbFYRDweRyKRQG9vL373u99h8+bNlo3ydul4Xq9XHf4jS4bKa3d3Xel8pHu1K8lFjtE0TXzrW9/C5s2bYZom3ve+9+G8885TkV06hR588EF88YtfBDAFdLu6uiwyZbr+F4tFPPfcc/jKV76CsbEx9Pf3q/d55JFH4rrrrsOcOXNUSmelmsOGYeDoo4/GkUceiVKphDPPPBMrV64s64fxahRgeHjYsa19QXvDY/wWAE+ZpjkIAPwNAIZhfAfAb/bCM2AYBmpra5UXwA7YSZBKxmQ+sBNJJpdWr7SidK9WU1OTCmFw4fE7uSmBQJH5yKXSVG1CbuQiyR27PI1OtyT1FAi2r88RMOU9bWxstIBjOV5J0pOqe0SlQPL7/Whra7PkYOptSWFYLBbVISB9fX1qfNlsFkNDQ0rgcFOQrNrBdglmTdNUaRJ8jnznFKhyMwL7In8zX1mWfdEZUXrZuQGE75Vz7pR6Id/XdO/qNab9wrPALk/7dFQJPM/kHqDcg8hrDMPApz71KVWnlWlMFN4EoyyRyH4Xi0WMjo7iHe94BxoaGiybSqmQpNdYygo7MCi9ynItG4aBZcuW4dprr8VXvvIVtZ7t+ExPC9P5lH2qqanBqlWrcPTRR2N4eFidSlfpXRQKBVx22WVYuHAhvvzlLyOVSiEYDOL+++/HAw88AGDKWyjlmyR67Hw+H7LZLF566SWccMIJjs/jPNkBITsDYDqjSrYhI0fMJz+Iab/xq5MDSVIul8Po6GiZU0GuTT2FiNf29/cjlUqhra0NoVCo7Nl8vnR8vDpO9blszzRNFS3ks+rq6pBKpSx8euONNyIej2NiYgITExOq7rKMaElnj9vtRiaTQX9/v22ZMPLo3oxESMOg0qZTScViEU888QS+9KUvqUjPWWedZUl3NE0Tf/vb33Dttdeq9nhAip1Tx4kSiQR++ctfYv369eozvotgMIgjjjgCZ555Ji666CLcdttteOyxx8qwB99rXV0dTjzxRFx55ZXo6OiweI91eZZKpdThZLMxjPeE9gYwvhQixGMYRrtpmv2v/ns+gHV74RlwuaYKkDMRn8JfTpRUItICc2qP10mLiVajDqykBco0DekNAmCxdqUHl0CLXhg+U4aSpKLkuDhG9pPXSvAoPwOs4JgCQgoYPksPRUkLWIJFKejoPXVSXPJkPekp53GeuoLjPKTTact7JMiV4V6mOejGihQeFAYyR5FeevneeRIYn8V5yWQy6t3L8XBu3G43RkZGlEdcvic5F2xPX2sHEO0XnrUDMzrpRtjuPkMHi5Jqa2uxfft2dHV1ldUvLZVKarOaXDP8u1gsoqGhwcJDcs3xt37apV66DSgHtbzfMKbSrFatWoV3v/vdePjhh9WeAGms83qpbCqNm0pIbmixS0OTxj1DrNdddx2+8pWvqNQpGvhS1vFeUjabRWtrq+KjrVu3oqOjAwsXLrTwmey303vX50oHYdJZQV6lU0KmoXk8Htx000148cUX0dzcjLGxMce6rwcw7Rd+nSmxSgPXDGWmXKNSp8r1tmHDBqxbtw5vetObsGzZMosOlHqNvEdZLCNPUq+7XC5VnpPE1Dvel8/n8eKLL6oDcySQ1tcjPxseHlY6y4mk7J8tVZJ5XPszAcbxeBzXX389EomE+mzTpk0YHx9XqUyxWAxXXnmlxetKr3ljY6PSh9ONIxQK4W1vexs2btyovOfRaBRz5szB+eefjyOPPBL5fB7Lly/H17/+dfT29qp8bFbyeumll1AqlXDssceiq6tLGUd2xj/XBOdYf8/7kvYIGBuGEQKwFsA14uMvG4axAlNhnq3ad7tNpdKukkqSCYFyYe9yuSz1ivVFKBecnvck2+D3r44VNTU1qK2tRSqVsuyc5fdsh4X7ASsD1NTUWPKLeR8BMBW19G7Y5bzKfC0qArsdrDxbnHMg+2O3wKRgkkBdn2+7+2X9SN5HbxzD2MPDw6oCABlCHkwiQW0qlUJdXZ1FgFGhSWNGzi0BMD35fr9flWljf2T+pG7s6PWXCarl+KPRKBobGxEKhVRuND0Kdspf/hwItD95tpJhSpLr0g7kOrVr97+cd/5dW1uLq6++Gk1NTQCsHmy/36/4p76+HolEwmJsc50tXbq0zBjV37VdfW07pSs9Xzq4DgQCWLt2Lerr67F161YsW7YMgPVYad0A4/268es0zzLSIj3gurf12GOPxSc/+Ul88YtfVJtw5eY7kjSw/X6/CqNy489LL72EefPmlRnd8j3b8YecP6fxUCYkEglLXXLp0ACAD3/4w2htbYXP58MHPvABPPnkkxgdHa24kftAof3Jr68+b9prpMfWjsf19S6dQQRSpVJJrRPAyrs06HTjUn8m0/p0Q48RId7DvUlSp0mnEwCL3qUe4v2VwGklYOwky2biLCCGmU5+/uIXv8D69etRLBZRW1uLdDqNF198Ee94xzvwq1/9CoFAAPfddx8GBgZQU1ODxsZGJJNJbN26FSeeeCI+/OEP49prr7U826l/gUAA//RP/4Q1a9YgmUwik8nA5/Mhn8/D7/cjk8ng0UcfxS233KJSViYnJ5FIJNDY2KhkQzabRTKZRDQaxfHHH49rrrkGxxxzjMXxIA1vGjpHHHEE/vKXv6iNnbOd19nQHgFj0zSTABq1zy7fox45UKk0VUs0GAyq0h38XGccfq578KQgljUyZUkyXUlIoEjlqnsW+b3sj7RoeR0XOkMCtGYBWKxju1A9AbRkFGmx8385VlpZEohTKNiFFqVitVOkfL5u5evCQYJ23hsOh+HxeDAwMKDGLpUlUxdYKF7WFJag2e6gFNkXCVTZd+ad6cJP3ktvE5WljBjoHmeuq5aWFrjdbvT19amwvBSoMpR1oND+5FkAtp5TO5qJQrYDxHaCnP9zM1ptbS0SiYTFG8z7ZZk13svnFAoFRCIR5XnRSXq5ZARLGrskKnv9filfisUiIpEITj31VIuyl21Jw1aPdtkZYXJsdnNMOajL02KxiKVLl+Kmm27CJz/5SYyPj6uNuCTZ92QyiRNOOAGRSMQin8fHx7Ft2zYsWrTIdjOV9CrqHkY7/uE16XS6LEWCMsVuLEznuvHGGxEOh/G+970PL730EgYHByvWg32taX/zK+fX5XKhvr5eOSYymYzKr6WXVuoe/R058eqKFSuwfPlyi75km5Tf+n1Sz8o1Ib3JkmTanWEY+M1vflPG57Id2Vc6kmZzNLaTbKsk0yp9J1OuKlE+n8fPfvYzAEBXVxeuu+46fO9738PmzZsxMjKC8fFxGIahUqIWLlyI733ve/jZz36G73//+5bSeHrfnMaUTqdx//334/HHH0cmk8HOnTuxdetWdHd34zOf+Qz6+/vxt7/9rYyn+E6kHEwkEvjpT3+Kww8/HEceeSSCwWBZH4rFojKAWAt5f9BBcfKdx+NBc3OzCoHw6F+CJXoCyUQSYAK7Qh4S1EjrkaQztGR6enp5j8yX4Y8e4pT9KBQKaGpqUtexLbuSLLri4DNpSVEYyFPu7O638yRJT5UkO6+5BL5ybHJxsy+0cAGoDXUEHrT4eCb7+Pi48vC4XC61+UmCUOZiExRQCNM7Lvso80Lj8biaA2640fO+deCgC2n99EAqW11JMwzf2NgI05zKpeaBIvx+JoDv9UhyrdoZrrxGkv69k2e0EjU1NSEYDKJUKuHkk09Wh7EYhqHKCOoREL/fr9adlBmjo6N4//vfr8oJAuV8yLUic+TYd0m6IQagTMjrfCs90Hbe1UqeVru51edQgmunexcsWIBPfOITuPnmmzExMWFJQ5L9yOVyWLZsmcXLZRhTKSJDQ0NYuHAhnEg+Xz5bdzrw+2QyicnJSQC7TvljqNbOaZLL5dRG37GxMQwPD+NTn/oUmpub8f73vx9/+ctfDmhwvD+ppaUFhmGgoaEBN9xwAw477DDkcjn89a9/xS233ILBwUGEw2EsWbLEUnXCSeeQ7HSabvzpEQKZmmHXBn/i8bg6JU9u9Ob6fu6552wBPNuRz9Pl/L5wakwnwzguJ10tqbm5GW9729vwkY98BIcddhiOPfZY/PCHP8Rpp52Ge++9F7W1tejs7MSFF16IT37yk2hra8P111+PU089Fb/5zW/UoT0zpf7+fnzsYx+zPeJ7/fr1FplAJ2YymcSiRYvg9/vx/PPPIxwOq/dWKpUQi8WQTCZtZQuwqwLSxo0b1XP3NR3wwNgwpk6W+/jHP64mVJZW4f81NTUqV1WWOZEvSjIMYJ+vSwDt8XhUyJxlm2i56J5S3XsjQbJMf7Dz8sjFz3tkTUUyCJ8vhRCv5+dOipZtSVAt82N1762cWx1YU/AQEOhhNV5XLBYVOJbpGKzVun37dqXk5NHYpdJU2SkaInKu6dF1u92WjQOcYxnelv0isJXeYnoQGAZixQKegMhcdh2I8H49Fzmfz6OlpQVDQ0NlOdOHIhWLUyde2SlJkp4CNVuSQrmpqQnhcBgf+9jHsGbNGgwPD2N0dBQbNmywePMZmZFVCgzDsBxbLPm0paWlTD7Y5dfK/rDdbDaLzZs3o6mpCQ0NDRXDonYGmzyQwM7IlZ9JZa7Lvnw+j/HxcQQCASVD5TUyvUTKMxoTS5cuxSc/+Ulcd911atzSkC4UCuju7kY0GrV44ti/3t5eHHnkkYhEIrZjl+BEXy+6MZpOpzE5OYlSaapaSG1tLWpra8s8gFLOezwetT9lYmIC6XQa2WwWvb29+NrXvoYPfvCDhzQ4NoypzVC1tbX47Gc/i9raWrS0tKh593q9WLNmDbq7u/GBD3wA4+Pj+POf/4wzzjijzEEidYHufLIzevRUCCfwy2tlm1LXTkxMIBwOI5FIYGRkRH0/OTmJLVu2WHjEDpjLtogpZG3u2chzO3lnGAai0SjC4bD6f2xsTDlyJHFOKlWlYB+/+c1vKvlVKk1VpPnMZz6Da665Rh3aU1NTgz/84Q8qL9zlcuGNb3wjVq5caeuB1R0Sknw+H3p6ejA2NqawgNfrxdFHH42VK1fiD3/4A/L5PHw+H9asWYMFCxbgpz/9KS677DIYhoGNGzfi4osvRjgcxve//31l4Ookny8PSCMWmy7FZE/poADGyWQSv/vd73DZZZeVhUPkS+SpNHrYUoJpkpxc6RV0u92or69X5cHoiaailAJc5tfpHmo77xYBI/vttMtSepH5dy6Xw+DgILxeLyKRiGKESsBDPleCeClwpPLgHBnGrg2GEogTACaTSYRCIaUIdaubClUv68Z5oiHDRS4L8QNTIXCZG64rfuam6QrU4/EgEokogUaALTcySSEtwQEBtByD/rc+b/Jvt9uNdDqNtrY2DA4OIpVKlQGVQ4kYIYjFYhWv09+tpEqf8Xdzc7MKjZ966qkYHR3F5s2b4XK5kEgkLMqdCod57gTHpVKpTD6wT3q5McnXUpFKWcLrX3rpJVx//fVYvnw53vGOd2Dx4sUWj6o0TPXn6n2R61DOnVyDemQnm81idHQUzz77LH7961/jlFNOwVve8halnJ2eKyMw/P+www5DT08PBgcHy4zoRCKBtWvXqr0Vdobpzp07sWTJEscIme7AkO+YlM/n1Q51r9er5LTuWXQir9eLpqYmBa5zuRz6+voOaXDscrkwf/58XHbZZTj99NNVdAXYta+Dm9bmzp2LT3ziE/jwhz+Me++9F6effrol71yXlfoBSCR+ZpcGSYOQuliWUmR+qqwSQSNtYGDAoqPZj2effVZtrpV9YFUKAEpPyXUXCARmlU4hSTq+qCfD4TDOO+88nHLKKQpM/vCHP8Svf/1rtRZJ5JlsNmvLL8DUCYH9/f2qJGpDQwOGhoYATG22k/cVCgU888wz6O/vV2lh6XQauVwO4XAY8+fPV6fiyT7Y8dO8efPwq1/9Co899pjaWNfZ2Ynjjz8eyWRSbfDjGKPRKHw+n0qTZMrknDlzEI1GMTk5iXA4bPEWy3k0zakj6QuFApYsWYL7779fgel9CY4PaGDsck1VECgUCnjppZfKvtcBh6487MCNvBbYpXQ8Hg+ampoUIJb5cNLDQhAkQy4y15dVGWQfpSdYgk0dwFO5SY+mVBo8IGRkZAT19fWq3i/7aQfGJUkhZRiGZRzsK9uRHmHTNJUy4Vw55f9xDAx5cPObfAaFH+eYtYfZd4a/6XWWZduYc+Tz+WwND84z+0PgrYNoKTj4juyEkP4O+J4kOOZnPLmrpaUF27dvt7R3KHmQOS8y5WU6mun8SKXd0tKCD33oQzjhhBOQSCSUYqCRJ4078i3zByVwowJj3+VzOjs71fPsAKuUAXo/u7q60NXVhW3btuEzn/kMrr76aixYsAA9PT0W+aN7s+yUkp1nTgcbvJcpRU8++SR+9KMfYWhoCA0NDWU5ehKU0xCV8kEH8O3t7di+fbsyysnr+XweTU1NKJVK6qAcKkbWl33llVewaNGiispMT+2QYy8Wi0gmk0ilUuo47UAg4GhU6STfVSAQgMfjwdjYGFKpFPr7+/G1r30NZ511Fnbs2DFtW68XMgwDCxYswG233YbGxsaydLN8Po/BwUGlFz0eD1paWhAKhZDL5TA5Oan23QCweDkjkQhqa2tRLBYtG5vpDLF7b4zC8YAbViGQa79YLGLnzp1qQx3Xoa7DmIb39NNPK++3dKA1Nzdj7ty5mJycRDweR1tbG9avX6/Am2FMpeINDg6qdmczr8DU5vdTTjkF55xzDmpra5HP59Hf36/6+OY3vxl1dXX42c9+hh07diieo+7jXEniu/n973+PT33qU5icnIRpmli4cKGq+KDLPdM08aEPfQiGYahNsdz07vV6cfXVV+NTn/pUWSqYHV9xDD6fD7W1tYjH49i+fTv+/ve/o6mpyaJ7M5kMRkdHMTAwgN///veIRqPI5/PYvHkzxsbGlNMkl8tVNEibmpowMjKCrq4upff1cn5y3vcGHbDAmOFOw5jKdzr33HPLXpTu8aPyY8qDvM4u/4+CmJ4E5ibK63it7nHV2wJ2KS0CYAAWACgVIBc4x8j/CQbJ9BQ0Ho8HPT09SKVSKhyYy+VQW1uLbDZr2awmxyZJAkIyje4N0/vHE2nS6bQSeKwWIUOucn6ZaC9rAOvvLhKJYGxsTHmU2Xd5mAYAi8dCegk4TzKPl6fnSUOCbeq5h3pNWlrnciOS7hnWjQApfGRbzLF2svZfzySBliwhNB05CWL9GlJLSwuuvfZanHDCCZicnFQeJkYJmFcqjycHpt4RlYPksYaGBuTzecsG2bq6OsfNRboRxrFLQ7q+vh633347HnnkEdxzzz34wQ9+gFKphEsvvRRHHnkkOjo6ylI4+CzKAn3sOniWc0JP+MaNG/HII4/gz3/+M9xuN0455RScddZZWLhwoRq3NGz1uswkafSXSlNF+P/4xz9a+lwsFtHT02M5cloaIuxjNptFX18furu7y/hC8radsW0YU9E1yiCfz6dA8UzWjb52OH5GAzKZDLZv36484oeC19gwDCxduhQ33nijCrFzczND4VwTsVhMGY61tbVYtWoVNm/ejK1bt6KpqcniSDGMqUidLAMGTHkoY7EYcrmcSonTHUO1tbWIRqOKB6l/qFOZR9zW1oatW7daADbfKbDr/abTaXR3d+OUU05BXV2dpYynXDt81umnnw7T3LVJfmxsDHfeeScAqDzmmRpO4XAYZ5xxBt761reqlEH2jWPO5XKoqalRep3VX6jvnMg0Tdx1113o6+tTa/WJJ56wvY6/yXNM3SCvZjIZ3HrrrfjIRz6iIkkkO97q6+vDhRdeiNHRUbVm6KS48MIL1Ymd2WwW999/vwL6DzzwgJr3+++/39KHUCikondO4zVNE+Pj40pvz8QRuCd0QAJjMhf/BnaVF9KPotUnR+4qlULezuKj97O+vl5VLZAbCuS9UpEQWOmF7qW3VYJa5s1KjyoBmG4RU1ExJ5KAjsIhGo0iGAxicnISqVQK+XxehSN4L/siASa9onJc9KTy+VzkFJDsIw/GiEajaGpqsqRH6BusZB6vzJHSlZiuqAgEmAPJ7+UuczkumcNstx70H+kNk+9fzj/HzXm0YzrOp757mu+HAqilpQXDw8PKc76vGPhAot0Jbcn1wd92cyU/a2pqwgc+8AGcfPLJqlh/KBRCJBJRxtDo6GiZB0zyh4zsGIaBww8/HL/73e+UVzkej+O0004rS5fSiW3b1WMNBoNoaGjAVVddhbVr1+Kee+7Bgw8+iJ/+9KfI5XJ417vehWXLlqG1tdUS+QGmPDPxeBw1NTWoq6uDaZrKSA0EApYoSqlUQjqdxtatW/H000/joYceQjabRXt7Oy677DKcddZZCAaDatOaPB0SsFZvkBEdKS/oQNDfdSKRwJlnnqnkHD06lIESsAwODqK7u7viHBIs6XMt8y7lEc9OHnYn0o2axsZGFWn48pe/jE9/+tN4+OGHD8ZaxzMmRjO++93vKuOFHsqhoSFkMhm0t7erTdOMCni9XoRCISxbtgx//OMf8c1vfhOf//zn0d7ebtGZjGTKd8nUKglk7RxbpmmqdA7DMDA8PAy3241wOIy+vj50dHTA4/EgEAioQzzYHvmda6+/vx/Lly9Xz2HElf3RnS3EF7y+rq4OH/3oR9W4hoaG8LWvfQ0jIyOOJcNIy5cvx1ve8pYyI1BiDAA46qijsHr1anzjG9/AI488orCFrqslkac4z4FAQJVqMwwDiUTCNneZc00+ikQiCAaDaGpqmnF0j9iK0Qafz4ft27cjFoth/fr1lk22erqi7L/Or9IZJ/sKoEwW6Y6DmaZSzYYOSGAsPRKmaWJoaAjf+9738NWvflV9bjcZMk0hm81aTrnitZIpqHT4sinU9VwpGWYEdnkmM5mMYmC9NFM6nVaAlqG76RQ+/2ceLxmVoWHJ/My9SqVS8Hg8qpyS3+9XgF+vHQpMKVzmXkrQKQvkZzIZ1W5jYyNaW1sRiUQU+NNBIxcqBagMB9GTRyXJPOVsNquOi+Y1BBNyh78EL/TuUOBKbxZ/k2lZwUQe9at7CNg+nyFrM0qPOuecxpDu1ZbzIO9pb2/Hli1byt7565H0dcxwNzcxzuR+/ceO2tvbcdVVV+HEE09ELBZTG7BoSHMtMBdVGj/SWOT/jBYxzYDPzWazmDt3LoBdRpB837rSkvKBxnZjY6N69vz58/HRj34UZ599Nh544AHce++9+OY3v4mFCxfi9NNPx9y5c9Ha2oqmpiZl+NFwpTKlp42AJZ1Oq1DlK6+8gj/84Q8YGRlBe3s73vOe9+DNb36zKp8GTCl6v9+P/v5+S/qS7ljQwb4EN3oqRjgcxlFHHQWv16vkCmWd/g7j8bhlo59OunHBZ/Mzhtn1qjF2vGgXFuY1Uh+4XFOlJMfHxzE2Nob/+q//wkknnYT+/n68XsnlcuGjH/2oAsWU2/Kkz3Q6jWAwiNraWkxMTCCRSKh87mOOOQYrVqxAPp/HHXfcgRtvvNECMEulqc1wXENy46ueHqAbKjKdjyF/pueUSiWMjo6ipqbGAp6lMcq24vF42eY5+T/XjYwoce2T//ibc1RfX4+PfvSj+N///V/88Y9/nFEdbBmN4XzIPgDA/fffj6GhIfh8PqX3JemA0eVy4fvf/z4+8pGPAAB6enqwfPly9Pb2wuv1Yt26dfjud79rkXM1NTV4wxveoJ5ZW1uL5cuXY/78+Vi9erUFGEvso0eQ+B6bm5tx0003YcmSJfjyl7+Me+65B9FoFC0tLQCmZCA3HA8NDWHevHkIhUJ45ZVX0NraimAwiL6+PiSTSYVldFCsO9sGBgbKcrHtymDuDTrggDG9DSQpIJnqYJemIK/zer3I5XIYGBgoC4VL8FxbWwtgCiwyn0nfgGUYRhkDZDIZjI2NYXJyUglnHrDB5/AwC6/Xi+bm5rKUAXmtZO5CoYDh4WGMjIyo0C7blsAT2HXSW11dnVo8rO1JD5ok5v5ygXFBlkolJBIJJBIJJXDoTYlGo6ivr1dCgt5uzpU83pobARgSkqfXyfsZlhoYGMCiRYvg8Xjg9/uVh43zQeXN95tOp5VHo1QqKeAhj+aOx+MwTVOViWPYXDd4JCDmuxkbG1M1lPnOg8GgiiZQsDNvms/n3OrKWd9x/XomJ+Hk5DGQn0nhLd+Lfl9HRweuueYarF27VtU0D4VCZd4Ol8uF0dFRS0ic75/PKBaLiEajaG9vVx7Z9vZ2TE5OKsOnrq7OEq4lQLXzeMj2I5EI2tvby8bgdruxdOlSHH744Tj66KNx6623IhaL4a677kImk8HatWtxxRVXlB2VKw1SRm9cLhc2bNiAX/7yl9i4cSMCgQAaGxtx2mmn4a1vfSvmz59vSSFhH3hcfH9/vyUsKXmE7408RaM8GAxa5FwqlcIJJ5yA5cuXo1gsYmRkRIWa9ciMYUxVCMjn8yq6xev47mXqhf7uqRdYrlPeI9+JDvb5m+tQ90hzXMlkUjlT9qbn6UAjwzDQ0tKC4447Ts1XOp1WJ6VFo1F1aEp9fb3a6yLlenNzM77zne/gySefxO23345NmzbhsMMOs/AWnUYy1U1GGPXDK+Q7I5im7M5kMqo6lN/vRyAQQCwWUzJXbz+bzWLHjh0WY0hex+fJyKCMbMgIMbCr1jcxyBlnnIFkMokdO3Zg69atZXNcW1uL9vZ2x+g200JSqRQymQxWr16NFStW4Oc//zn+9re/WU7uk/dKCgaD+Na3vmUZC/8uFAr4wQ9+YKnnXFtbi5/+9Kfwer2q8pJdVNTOMSEdX7lcTm1+f/bZZ2GapkprcrlcqkJMJBLBmjVr4PF48POf/xwXXXQRFixYgM9//vN4+9vfjiVLluCrX/0qXnjhhbLNvPJ9clxutxuvvPKKKvOq93lv8+wBB4z13eHArhcTDoeVRSUBpU60JCYmJtTJa7qXIhAIqDPfgV3MIBmCf0uXPT2uPBqYIQ0uQi6gQqGAyclJ+Hw+hMNhS0iWfZTjk4J7ZGQEY2NjME1T5UvqypgKm/mzra2tKBQK6lQ+mUcl72HuJcO0BAHJZBLJZFKBSb6HbDarwmiyHjAAiyAEdnmjeZQm54Pf03oeHx9XXnFp6bPSBN8VT9XhHCWTSYyMjKh3RbAgPfmsjeh2u9Hc3IyGhgZLu3yW/Jt9pGLkPElBK8djmqYyQHw+n2VHNgUOjRj9ZKfXI9mBYo7XLiRYycKX86hff9ppp+HMM8/E5OQkAoGA8mDpc8uIjax6oh/X3NjYiO7ubovBevLJJ+N//ud/LBs7de+iHvKT3iqCtObmZtsxJhIJuN1u+P1+HH/88Vi+fDnWr1+PP/3pT/jzn/9cZghKZSeNBiq00dFRZLNZvPGNb8SaNWuwcuVKtLS0wOPxqLQJKnMpV2trazE+Pm4Jt0olKedTKnf9JMpisYjVq1cr0NrW1gav14tt27ZZDHhpGCSTSRWlk0Yqx6fPr+4ZluvDTonLNaR/pnuMJSAKh8PI5XLo7+/HqlWrcP/9979u0ykuvvhiizcxm80im80ilUqpdIlkMolYLGY5jIpGid/vh2maqvTml7/8ZXzsYx/DkiVLAEBtZKdDgTqRjgKZz87fEoySl/gsnoJKUAxApajJfSzAVNRv+/btFnnNNAmdpDyXzin2l/oVsBr4kUgE//zP/4wtW7bgO9/5jkrFIfX09ODEE09U0U3u/+GaTKfTGBwcxNjYGPL5PFpbW9Hc3IzzzjsPg4ODykMeCAQsR9WTdBmh8wCdadJDvmTJEjQ1NZXt99ExgpPs5d9er1dFWL70pS8poyEcDqvccv2MiZaWFnR1dcHtdiMQCCAYDGJsbAxjY2Nlxq18H3w2Zc6qVassaU50WtIRujfpoADGwK7DFKQHB3AWgjwOOJPJKC8gJ58eSrarW0+yfTKuFOQSyPLF6l4KWrVSkMuQiq5ceZ/six524SJkKoJpmgp0M2WDQJwMQGDJ9phewP6Q6SKRiMrRpIcoEAiokC2ZVSpHzgn7Jvuse8Sl4KGHj0xC7y43HXBuKSApnCmo2GeZJ8o5ZG4bmZChVypeeqWkZ1J6Nij8JeDR+8/1II0mALYer87OTssZ9a9HmgnQnW1busDu7OxEW1sbRkdHlXDm2tDvlzvgZckxrptoNIquri4lD/j54sWLLSUU7Q790BUn1zyvCwQCZaWHTNPECy+8gMceewyhUAirV69GS0sL/H4/3vCGN2DJkiU488wzkUgkLHsF9P0OUsa4XC6cdNJJWL16NTo7O9XhQTQgH3vsMTz77LNwu904/fTTMW/ePMu7CIfDale4BClyvJIPJWABpgzmRYsWYeXKlZa5aGhoQC6Xw9atWxV/0jvocrkwPDyMzs5O29QHHejKsZIv2S8dOEsZOt3a4pjl3zSeDcPAV7/6Vfztb38rAzyvBzIMAxdddJHFUKA8j8ViaGhosOSjA1MOCq/Xq+Q1ZXBXVxcuvvhifPazn8XNN9+Mj3zkI1i+fDnS6TSGh4dRV1dnqUHLdAimBNH5kM1mVUod1xl1Ao26TCajnDME7cAuYMxymf39/Wo9Uzdz3NLBpetVXQfL6LFdlME0TbS2tuK0007DT37yk7I0q2KxiOHhYWQyGcybN0/p1MnJSVXr3uPxoK6uTqU7tbS0qCivzDXm//Id6hhFB/lnnXUW+vv71Ubw6667rsy5RtJlbaW109jYiLe97W3YsmWLqvXMQ65OPvlkLFiwACeeeCIikQiOP/54JdOOOeYYbN26FUuXLsW8efOQz+fR2dmJnp4ezJ0716Jv9X5RdrMdAmqmTjKK9o9//GPaMcyUDjhgDJQDRU6aDGnYWUryfl5DEMPcUYLWSCRi8UaSaeXikQCIwpj/M9wjPVb69zKsxHxbO6+MvF96T+QmN/kzMjKiaizK0AK/l7l6EtSzbYJf/XP9egoteoDJZPrhCLyP+cNybHYpBhR2LpdLhY25oUZnXM6z/jkNJX3+uJuaVjP7y37q+escP8EWjRleJ9+XvjmRjMz58nq9FgBG0MRjuWcDEKu06/34fD6cdtppOOeccxCLxdQR3/rmV2BKKeVyubIIEGtpmqapct90GcJDKujt9Pv9llQtfV0D1qoJUplKSqVS+MIXvoDHHnsMfr8f559/Pq6//nqLR6S9vV0BMa4bGqYcB/PmGQFj+pes6W0YU4fnfPvb38Zf//pXlEolRCIRtLS0WI5clTvfpcFHxSQVFGWf3+9HZ2cnduzYgUQigTe96U0qnU1e39TUhC1btigPZE1NjQoPJxKJMrkt0yio8KTBSWBMmSUBuwQ4elhd5zdd9kq5wflmaTF5/euNWL3ENKcikpS9lLNMFaOhx7r5fDd63ikAvPjii7jtttvw3ve+F4cddpiKCHKt5vN5xZeyZBuwa/5l1JRVl1hliOvdMAyVLsfP6QTbsmWL8hzqDhMCLLmhnJ9LOcDxUU+yT9LBRPL7/ViyZAmWLFmCF154oUyP8z6CYKZgptNphMNh1NfXWxxb7Hc6nUaxWFTzJUl3xujrnPP49a9/Hb29vchkMmhsbLQ1RmdCOg+0tLTg5ptvxvbt29UhXJOTkyp9pFAo4NZbb0UwGEQ4HEZ/fz/i8Tjmzp2r6o53dHQgGAwqT/nChQst+4ak3JbgOJ/P44wzzlCGLDcix2IxLFq0CLfccgteeeUVDA4O7nEK4wEHjKWQ1T0H3NCmexak9QtAAToKStPcdWJbOBxWC54b1OSLkIyvMxc/k3lJUqHwOr5khudkXi7b08doZ81JgC+ZTuYO6UXApWXLfsqC6LTg9WR3Cehlf6QAMgxDGRASAEihwu9lGgrfg1Rk9OKyHQm2daLSlJ5uOUdSsFFRy52ssk27sD7HzfCd3Xu3WwP6O5RgiWuSSkAWqn+9USUQsjveYr3tBQsWYMmSJer0Nm7QlEaY5BM94mIYu07HBKA2qMq+E0CuXr0aDz74IEzTVLnH+nqzy2uUUQyd8vk8nn32WfX35s2bVXqS09i5E1+ubxprXFtMGdLvHR8fV2lKAFTKhQTG+hrXPVMcjx4Zi0QiyGazaG5uxrJlyyzeYrbndrsV0OchDRyjXSk0mWMoZbHsD2UWjVJ9E56+Bu3Wo523TOoSGuaDg4Nl1QReT/TMM8+gu7vbksdLL/HExIQCydxAJSMiQLmjhvTss8/iy1/+Ms4880wsWLAACxYsUOW7dL4hz0k9Ltc65TCdTUyNlI4MbjZvaGhAPB7HwMBA2RqQvEv5K9e+vnmLz+cc2DnfpH5rbW3FpZdeih/96Ed44YUXAEzxW29vr4pwjY6OIpfLIRaLqdJ3zc3NymHCH46ZwFj3nur6SNd90knl8/lw+OGHWwweu/Wvj7vSNZy72tpaHHnkkWoupJHjdrtV7XcA6OrqUtcFg0G0tbWp/2V9aak79fcnDVm+E26yj8fjMAwDmzdvxoUXXojnn39e5VfvCR1wwJinGgHlIQK5ICUoJsnP5cYSaS0CsDA+r2E7dh5OkvSuknn4XPaPoJcLiDmxkuyUOT+Xz7fzbNDLSlDAZHd9QUkBJL3b0rvFjXM6c3EeKDSYXC8tbdkfXcDxb+ndkWNlP0qlqc2Azc3Ntp42+X4leJXvUq4DGfKVcybnUFqkcs7l9XbgWwIAac06rRO5bkk0BF5vStcOGO/NNg877DAcf/zxmJiYsGwYJc0UhBeLRdTV1VnWsHw/hjFVdP++++6DaZplXiU7kKwrdTuB7Pf7cfbZZ2PHjh0oFou4/PLLEQgEyjw/dnMgST6L61GuXVJ3dzeOPfZYAFP5xEuWLFGGJ6/Voy2SZHRM9oVzkkqlcNZZZ6Gzs7NMoZKv2tvbFU+Hw2Gk02kLWCdJA1M+i21SvjCKw/SYTCZTtrmpEunvWco8fi+N/9crmaaJ++67Dx/60IeQzWYRj8dRV1eH+vp6JBIJlZcujUm59unNBaD0gqRNmzbhtttuQ1tbG0455RTMnz8fADBnzhx0dHRYNn9xzrmhk0QZK6MI/KHsDgaDai+My+XCunXrLM4Qgl6pj2lI6vqUOlfiAAJTfk+5rTtIXC4X2tracMYZZyhgvG3bNjzzzDN4xzvegXg8jkQioSKR9J5PTEwgmUyqPrndbmzevFltjGfet50xojti+L3kFamfyMvTgV7ZlpMsnWkbJB37SMNbx1p6lIr/M5VHOh2kLOa6KJVKOProo7FhwwY8+uije6RnDzhgLL28OljRmYfXS9KBpgSNPEVNvhQqM3r2pCWrW7gSYNtZOFI58IeCQIJ9vT07YKl7ouS9jY2NyjPLk/pkX+wUqszV5fMkGJXeIcmEHo9H1RZmSFTmbTGVQJ97faySqSVAzmazauezPgY7S54C2w6Qy/VgB471OZF9dDJe5HdyDepjcyK9f/J46iqVk75+uru7sXTpUsRiMWWY2XkSJNiRBqbkf9M0VTjWzstomlOF6nt6erBu3bqy73TjXH7H5zEXX0YH/H4//v3f/x0DAwOIxWI49thjLeCLGzx10vsox8u/9Q2xwFQqw6WXXopTTz0Vra2tqvarJFk6zW4scuwyCkMv18KFCy39I3jQDU8eyFAqlTA2NqaUtAQ/0imhvxvKCQAqjYQ55PJgo93hJ10ucF71UzV3t/0DlTZv3oxgMKgAm4w6MDWHoIzrkqF9VlPgpjj9YAnO4c6dO/GjH/1IzduKFStwzjnnYMGCBZa1yM2qbW1tZZ/L9ALqHX4u308sFsPo6KhlE7RcxxJTSHnMvShSx0qnCPWvzh9smw6yYrGISCSCI444Qp3Q63JNVbVpbW1Vp/fSqJyYmMDQ0JB6ZiQSwZYtW/DQQw9hcHAQZ511lpJzfKY+x/pv3XjXjc3Z0nTOjt3hCSkrJP6Sn0usJ/GIxEkyV1xv1+Vy4ZJLLsGGDRswPDy823x7QAJj1hYErItCls3SSb5IAkF9olkIW4ZPdC+MzAOWTGLnrbFbfPpnssSRXAS6p0kKJv0ADRnKkha07JecB31Rs08SGLMeL8crrTcqKwoZCUj0+sh8H5Ip9XFKZtWZXZZfkmQ3Lvmd9BpKoSatZjvvv907040pOQ4nUG2nOO2AvF3qBj34rydymis7YFfJG6G3c/TRR+Pcc89Ff3+/2kxJsjNKpRCV64O8beftl8rP7/fj1FNPxYsvvmhpj7woyc57XCpN1XBtbm5W37lcLjQ1Nanjcynj+DcrAtiRnQLSUw1Yc1Z6uLu6ulQdZn2+s9msqjgg59OOX3QHhdfrRUtLC+bNm2fZi2Anx3gfS7R1dHSozTqsKGLHjzp/sR90NABQFYF0PuS1TnNnN69STjHSZyePXg/g2DRNbNq0Cb/+9a9x6qmnIplMqs1MhjGV/sfaxZlMBuPj4wCsNdzD4TD8fj/Wr1+P++67r6x9CUR5PUuUMW9Yl7kdHR1obGy0rB9u/E4kEkgmk2rjn873r7zyilqLduuBYEqmQAJQ5UT5PMDK0xJgSpCs629gqpTk2rVr0dvbi3Q6jW3btuEf//gHenp61FHJpmmqTYRcv4wAP/DAA+r4aUa1dEegXK92DkS7d62D6NmQbhA4fTdTcsIq8n87PmN5VgCW/HRZaUgCbcMwcOyxx+L+++/fba/xAQeMAahNXpwgliPjgtKVGmANqRN8APa5u7yeAJAg2s4LDMBioUigrRcMJ/FFAVCbT/i5JDtFZBiGxWMhN/XYLRodlNlZuHbPlJsJaKnLMAfH6ARY5YK0UzDScHBanKwlaweMAftDFOR4JCCWzwZ25UTKa+RvOR79MyePrp3wdGqXJEORJLtqCgc72RkGdru9KwnUSiCGPzKvVF9vvJYRBf1zYNe7dRLCALBs2TJV45z36gqT/ZXrnM+gN4g1uXUDTraZTCYxPj6uFKXT+O2AJ7/LZDKYnJxUvGQ3r2wjnU5jZGREbb5ixRmOl4a3VL4SIIyNjSlPtP69fI5UVsViUb0TGtazSYOQxKgVDWo9BcvOEOM8OQEnXsv0tGg0uscetwOZSqUSbr31Vpx77rkAoDabcv8NqyUQzNKzyk2vTGnhgS5Osg8AFi5ciDe+8Y3o6upCR0eHrfd2fHwcGzZsgN/vR11dnbo3n8+jr68Pg4ODME1TgfbGxka1aS0ej6O3t9fChxIgcW3a6WDDMFR0h+BZlw+8Tq5pPeRPamlpweLFi/HUU09h8+bN+NnPfoZly5ZhyZIlWLp0qSrBZpei1dzcbImGSPmpr1k7nSU/t5Mze0J6BGlPyYkX9c/p0JD4RMonacwCVjl38skn4+GHH7ZN35oJzUg6GYbx3wDeBmDINM2lr37WAOBuAN0AtgK42DTNcWNqVF8DcBaAFIB/Nk3zqdl2TG5OaW1txb/8y79Y6iBK0oEhJ1CGU3kdr+WuU97H1AS9XXkfLTyGDOXxx7qbn8+X5b90BacrbZIO0GXdZumJ4W+mgtiFRfX2mQPJ/su0BGBXyMwwDLWLX6aGyP5xjHZH78o+6szKPoVCoTLvjLxeMghBrty9zH7rFT/YvtzAYWdQyDmSwtPJQJLvV1YrsSMpSJ2eva/oteBXwMqHxWLRkq8o+jZd3215g6BKGqf8XucnfWMWjcBisaiqIgBWBSr7P2fOHBx//PFlfeV6k8/T1za9Qjt37lQH7bC6hPR6pFIplX/IjST6HJrmVJoXZaHkKf2ZPOmLtU91Y4zVFsbGxhCLxVQFDK5j3RtvN7fFYhFtbW1YvXp1GcAg/0iZOnfuXNTU1KCtrU2dLEhgLGW03Tzqz5bvl7JI5os6rSUnGavPtXQW6O98X9Nrwa+maeInP/kJLr/8ckv0gsS8Tm7uZtTQ5Zo6cGNgYEDVF2bpNEnhcBiLFi3C2rVrsWTJElVeVL5D2Zfe3l6VjsDc5YGBAezcuVMB87GxMQwNDWFiYgINDQ1oamrCxo0by/LlpfyW60eP9OppcbxHpvrI/2XEifdJ3dnU1IQVK1Zg/fr1yOVy6OvrQ19fH4LBII477jhMTEyU4RHSkUceqeZg6dKlSvfKdSuNTz1V0AksV9JR+npgDf9MJoN4PI5IJIJMJoORkRGEw2ElX1iGTxoxsyH2VcpEfq5jDcB6Iia/09+p1AeGYaC9vX2PeHemZvudAL4B4Afis48DeMg0zS8ahvHxV/+/HsBbACx69eeNAG5/9fesiODM6/Wivr4eZ511Fp599lnH/BkyHS1/FsuX1o5kDFnhQE442yLxc70MmWmaKhQpF6rcFEZgzhxdSVwQskQZ789kMhYQKsvUyTQKPksqT5IO/Mjg9LjLscpNCtKYkGkrXHDMaTQMo+yYagBlhyMwhC0ZlN+zFq2ca/ksvY9Mn2AuGcMq7K/OMKyPKd+ZJD6DJ2rp4+c9+lxyLJXCNFyL4+Pjthb3Pt6Edyf2M78C5WuNB8bMlOwiFAy/8j3Z8ZEdiJYRFip3t9utUghkRMpuDGeeeaZK3eL71j3DvF56wUj5fB79/f1qkxArYRjGlIc3kUgglUqV7YqXf2cyGWzYsAGpVArHHXecxYutj7lYLCIWiyEej5fV0y4Wi+qkO0YrYrGY8pZFo9Ey5Wo3pwCwdu1aBAIBJddYb5byQG6S4v/yJD/ysnRysK92VSZ0cKDLYCf+lH3XlaadoSxB8Z133umY2rKP6E7sZ34tFov49re/jbq6Olx44YUoFApIJpNlxgnXLWU3Iw4TExOoq6vDihUr8Mgjj1jaDgaDOOqoo3DGGWegq6vLssb1d8bPampq0Nvbi3A4jHnz5iEej2P79u0oFouYM2eOAmYjIyMYHh7GxMQEhoeH0dvbq8ajrxk7o4rPA6Dq8JK3s9lsGcCUQF7XkRKwcf3PmzcPixYtUhvxgKkc6ImJCTWnerulUgnz5s3D6aefjo6ODkSjUYvnWr4P3SEgv2N70nlQKSVQN5x//vOfq3MfWIKNx87z5MFgMIj6+nq0tLTgwgsvLGtzOtINIl32SYNEjkeOS8pjaSDI+0qlEhYvXozHH3+8ovHsRDMCxqZpPmIYRrf28bkATnn17/8L4E+YYtxzAfzAnOrN3w3DiBqG0W6a5qwPnyc4Hh4exn//939jxYoVZdaeVEoypJfL5cp2PP//7b15mGRVfTf+uVXVXdVdva/Tsw/MPjCgjCCIiBCjURA3jD5v1CQaNXtMjPkRk2jyypNX3xgTMS8Rl5eoxNclLogIQREQB1kGBhiG2ehhtu6e3pfaq6vu74+az+nv/da51dUzPdM9w/08Tz/Vdevec8/2Xc/3fA+/S88gJ7gMeSA4UDITgma2wExMrtwIw0GTE5wKHeupGbVk6PTE8jeZVUJbs2yLVGK1p5TMR+ZGBWYYiqwz72cidgpUqYjLvpKMSCok7AsZkyz7T3p+pIEgf5fGjgwDkeMvlRZ66aURIRm7bXxtngY9HrIM2b+a4chnXNfF+Ph42RG/nDOnSzFeKHo98W4ApTFvbm42nqJqYPN4ZDIZk6ZJrgpooaHf3djYiMHBQc8hE9x4m06njcDX40WsWLHCpE2SNCY9Nvqapjd6qJPJpOcYVhptfitUtvbIeF59jzZIUqmUWRmiYfDCCy+gtrYW9fX1yOfzpk08IVKnb9RtIX9duXKl4ZdUjGV2H1k/aWADM7xGbl6W7dApqnSZfgaqbRxtCoTNMOYnMy3U1NTgS1/6klUxtvX/fGCh6LVQKJhjhd/61rd6ThqVoGyZmprC2NiYWXVpaGjA5s2bjWJcX1+P5cuX47zzzsPFF1+Mnp6estU9aaxJBw1QUs56e3uRTCZNSMHSpUuxYsUK40FtaWlBU1MTDh8+jN7eXg8P1k4wv/lCZ0xNTQ327NljvKQvvviiZ77GYjFs27YNXV1dno3wWr7KOnR0dOCCCy7A3r17DY0988wzOO+883DZZZd5Vn8lvXFlRe6NknWX9fLzhErdQF+XZdlQKBRw5513emSrrJumzfPOO68qxVjLXq3zaD4gFWDWS7aJc5B9JQ0AqRvm83m88Y1vxI4dO04qlORUYoy7BTEOAOg+8f8yAEfEfUdPXPMQruM4HwTwwUovIFPv7+/H1772NWzdutU3F6xWzmyxbDLmVD8n41b075IItPdWbxTUDIBKnVSYNaPX/7uuazzeshzpHXNd18SDyT7RRCCZfywWM5teeI3voCJOAa43M1AB5b2ybJY3PT1tlmPYD9IzJ5Vujg3HSr5DW/kUzH4CUhsMvCY3Psr7bZAKkDZM9Jwh8VLp5nPaEPCbU/KeM4hTolfAS7OVYkQ5vk1NTVWd+mcbb4IZG5i7uBq4bum4Wu5J4MEYDEcYGRlBU1OTYaxyfklllLRq8+7bVq5sxi3HXxrV2tPk1w88QCASiXhynmrlj+/jJ+dnKpXCxMSEOSwhm82a8JaGhgbjSZeZPmxee/K11tZWc/KlbINcxZFCSK7GSf6l6y7fYws90mB/2rz42kCxvUMjl8shnU4bxctWN5Z9OhRjH8wrvfqtso6NjeHLX/4yotEofv3Xf93zW6FQMAdUpFIpo7AS4XDpaPUVK1bgyJEjWLFiBW644QbPYTJS7p2ok+GZOrsAAIyPj2NqagoNDQ1Yvnw5Vq5caUIrHMcxJ8P19vZajSJJc/qanHvFYhH/9V//hX379hljsr/f24U1NTUYHh7GW9/61rKcw/K9fI/rltIZtrS0mJzbQGnPwejoKOrq6jA1NVXmNQVKtDI0NGQOv6Lckkq4zRljcyZonlLNnK2pqcGSJUtw7Ngxj8yW/UhEIhGzkbja8gGv481WV3lN0pp0kN1///0YGBjAb/7mb5oVZC2L6Hy4+OKLfWl5NszL5jvXdV3HcebEMVzXvQ3AbQBQ6Vkqx6lUyhMkL38/UYa5xuXBTCZjPFYUBu3t7XDdmTPQuWNaK5eSiKR3iOXzFJdCoWC8sDJ4X3q3yGy161+2QQoLnoojFUD9P8uIRqPm/bKummhl37S2tprlz2KxaBSGbDZrYqJDoZDZDEHBSe+bFIDS2GA6JQBGKbFtNKBCzDPVZR9IQpNtoAJNxmhbLpJE19TUZE4G031ge180GjUMDYARCmyXHDd6Q2WMI5V6OTcrbQA9WYKdD5wMvZ54ztBsNBqt+LzsF8AeC8zrvF/2H8eTnknuitfeWw2W39bWhrq6OrPJTK7mjI2Nobm52XP4gDaK9EqKVvz0u+kF1gaajEXnnJVGpk3JlfNYHkaic7PL9vJPemNTqRQGBweNUs5wq46ODjQ3NyOZTBoPlj5FUI5VJBLB0qVLzQloqVTKhJZVoll5XbZf3qO9cDb+KJ+R9M72+inaGrY547qlI7TpRY/H456y5JL5QmE+6DUSiVifd93SSapf/vKXsXfvXmzZsgXnn3++RzFmTl2gfAMyj0V+5plncOWVV2LdunVlXmfOfwnKy0wm41EESRs8Zlif0MjwIoYmaHqUSpSkDX2f4zj40Y9+VLH/crkcHn30UdTW1uId73hHmULqN+96enqwZcsWPP744+ZaQ0MDmpubMTU1Za5JHkMjXdKV7jOpNFaCpsFqEA6HsXnzZhw7dszzXs0PgBJPuvTSS6sqF4BVBlfqP75P03yxWMTOnTsxNDSEG2+80dxHRVg6LR3HQWdn54IoxsedE0s4juP0AODB8scArBD3LT9x7aTR1NSEX//1Xy9jwH4dGwqFTGC4VFbr6urQ2dkJ13U98bGMAbRZL3yHFOB1dXXo6OgwE9uW9kwqxhRuJFrt8ZRt4dKm9urK+3idHlk/S9Im5KLRKLq7u43lz7pS+DvOzK7+2tpas2nGcWZO3iIBMwyC762vr0dnZ6fJTcxNGwyToPCjoKFSLRmBTcDy3mg06kmDJeOCtSDnDupK3mLJAKgwMB5cKktSMLIN8Xi8LFk8vczs59HRUeuy8QLhjNErMLPRTXt1ZntGgv3GtE25XM6EQwB2o5hoaGhAY2MjxsfHzX007HK5nIlfZAYCOUbSm8X3+Hl55DOyvpIHkHa4cqQVYw1dHzkXJbRXTHtr6+vrsWrVKmPUHj582JxmxiN++Uca0u9taGhAZ2cnWltb4bqlDToMA9H8V3+XdKR5t+SBpFm/JWLZVtIY+49jZXtWe/VtRk2hUDDe4o6ODtxyyy1IJBK+9TiDOGP0WiwWcfjwYXz961/HhRdeiD/8wz8s25thMyhc10UsFsOWLVvQ1taG1atX+/I6STP8n95o7fVz3ZKT5uDBgwBKynckEjGb2Y4ePeo5+tlvJULLE8or/lYNX85kMnjkkUewcuVKbNu2zeqt1de6u7uxceNGPPbYY+b6U089hVWrVhnZrrMVhcNhc8qglKm2kCObk0ze7+eEqATHcXDJJZfg/vvvnzXELxKJ4GUve1lVqzsafvdLXi7vcZxSOJ38nsvl8OSTT+LKK680qwlyDvidWDgXnIpifCeA9wH4Xyc+fyiu/5HjOP8PpU0BE+5JxisS0WgUK1asQCqVMksahLYMCR5FSoFVKBQQjUaNp1R685j+Ry4j2hg3y6H3UscJ09uoB9nG9LWyTYRCpWTmDHbX0Eud0lPsp4DoOjJeSxKdzAnIMhk/SIZCY8LmLWZd5O52EqkMPZBeMhsDsC1Ry36Rpy3pmFPeJ+MeKy15635n+3SZmvGxHyn0ZQwlmcrY2BgmJiYWi1IMnEF6BVDGoCp5B7RyJa/LFQopzGzCWpYRCoXQ1dWFwcFB48mVhgsVxXQ6bTxTgFc5l3RjY9h8l8yFKutF5bijo8OcVskNsPTWsk3SEJaxhCxDG8V6bpKn0ciNx+Mms4DruiblleRTciOvHo9CoXRKYE9Pj8djL/OIVlKK5TUdgiXvJV/Q2XFsYyr7y6YE2WDzfsl20lscjUbx1a9+FXfccceZ3njnhzNKr0DJcNy/f78Zf7nZGZiZz6QHuYLa0NCAyclJ45DS9wDlnkyWlc/nPXuCONf7+vqQTCZx/Phx1NbWoq+vz7OJTa7SSTrVPF/GrUp6ueKKK7B9+/ayftDzJJVK4aGHHsK2bds8Mo19IpVy0tzGjRtx4YUX4tlnnwUA7Nu3D7t27cJrXvMaTx0lXbe2tpr6zkXhtNGdrR2VEAqFsGHDBlx44YXYuXOnlRbdEw7FzZs3ezYCzwcqKbFaXjuOg/vvvx/btm0z+3fkfJKOtpNFtenavonSRoAOx3GOAvgESgT7bcdx3g/gEIB3nrj9bpRSyRxAKZ3M75x07U6gUCidk06Pi1YOtZDQBEiFRXt+KHD0Up6tQ7mbWy71ysmt4xD15JZLhhJ8LwlO7ui2Kcb8XQsW6YmVE0kSMcuXRgPryGMppSeLE00qoJKobd5YaZHzd6kUy3HiJJYeNJuyK8uWm9akwsI+kSnapBCV75PEI+uiDSOb4Ld5Pvi/jJmjt9RWlq28+cRC0+uJOniWzv2UY5vxIcGNXuzfSv2l6b6npwcHDx40dJTL5cy85ClU/f39mJqaQlNTE+LxuEc4J5NJYyDKeSZpWQplyTuk0GtsbDQGHdvBEytlhgbSAr+zfPaDpks53+WqlbyP9RgbG0NLS4unfzQ/kuPV0tKCnp4eY6Azm42N1+qxlTxH8gmtsGhl3ja27BMqxX7jPRewnjw8olgsorW1FXfffTeSyeRJlXkqWAz0eqIeyGazeOSRR3DhhReWGWSV+ttxHM8hIFI5kc4PKTNooGWzWZPpRM5J13VNzHEoNJOFSHt9pdKrZbykF21MX3vttVbFWKNQKKCvrw9PPvkkLr74YiMnARhHEw8fYVhIa2srampq8M1vfhM7duwwmXXq6+uNcS77SMsDW3153fb/bONTDeLxON74xjfi2LFjGBkZKVP+HcfB0qVL8cY3vrGiIjvfoCyXusHw8LCpG+/RutSxY8fQ0tJyUifgVZuV4t0+P11rudcF8IdzqsUsYGA4MHOM44l3lTFoQgscYKbzdIokUXcA3uUZftfKryyTXmS9lMnfpdUtj1OWdddKhC7HL1ZWeoplZget4JEASbjsIxKpVKzl+/yWIqWlLBmnJmyp2EgmKevF37TSrxkDFRq5AYRwHMfjxddMx3a/ZER6jkhIBViXwU/JKEdHR63xoLYyTwcWml5PlFsWt6r/rwTdZ9K4tY2b7f319fXo7u72ZGmgcUUmyzRn6XTarGCQltPpNBoaGtDT02PqpNuiw6Pkd84LPecdxzErXyxTGtXaM64NRoL0or1heplYGil0LMg+lso+ANTV1RmluFgseg5Vkgalrpct+8xsK1mSXiWkgaC9P7If5wJ5P0//KxQK6OzsxC233GJOeZOwhdDMNxYDvQIwY/3ggw/i5S9/uScjAGWcnMt8hnxZOnI49/V8OdEGzzvJ+/WmVN7HmGXp8CDt2cJo9Fy3KZxAKdyqWqRSKfzyl7/EpZdeanhLU1MTYrGYWaGU87m+vh6XXnophoeHcejQIYyMjODIkSM4fvy4Z88R22ujr7lkLZqPuRkKhbBlyxa85z3vwT//8z97+FqhUEBXVxfe9ra34bzzzjvld80Fcm8TMOMdbmxsNPNBzgnWe2JiYk7pQiUW5cl3GuPj47j33nvx/ve/37ocR0ghREjPidyFLpVV3sdOlp5jSVCRSASZTKZswkrGL8sH4LFWbR5EeY3f/Sa5nhxsG9vF5S/JiOR9tLZlRgjHcUwqNDIZueO70nKEzaLV4yHzGtsEmk2Ismz5HtkH+iACPqef1YzYJkjZVubLlR4Jrfjb6iy9FqFQCKOjo5iYmPCcda/bQNTU1BiF7VwDl/MnJiZ876mk2GijF5hRjvWuaT+viuuWjpo9cuSIiXsnHbOO5BlcjZLGlFyZINOV9KC/y7pIurat/Mh5JeeurQ+kAirnpKYr2Ve6HN6n6UR+Zxnd3d0mq4Ce/9LDW4mWZR9Jg12WpQ1gGlNcmfOjPdv/1YBl5XI5TExMIJvNIhQK4fOf/zy+973vWQ1uKm3ynafTqF0o0LGQy+UwODjo4cmUC3oVQBpTjY2Nxlss+Tz/tDxlOVwBJL1pB41NYZRzX+7t0QaYNH51mVy1qQacl729vfjxj3+MD3zgA4jH42XHNmvU1dXh1a9+NQ4cOIDvfve72L17N9atW4dLL73U1FWu0GoakV7yShtA53M+xmIxXHbZZfjTP/1THD16FENDQ0in09iwYQNWr15tsuTMFXOlVQmON+cP+Q/3hdFwIu8AZnjzb/7mb+Jzn/vcnIwM4CxRjNPpNJ577jkzCXlktITN6pITzHVLG0fGx8dRX19fthwqlyylEistESpl2puqGb98Vgod/ubnQSGkFWxTuqVnhvdQ4Mtrul9034RCM3G1ekJJK0wSr/RGyetSKMrlZfm8DpNgHfhevQQmvWmyfL1Rg4yXZUpGopeL9RxhO2S8mh4zOY90P8q219TUmFPMqmEE9Kafi8pxKBQ6aWudcF0XjzzyCO644w687nWvMysc9M5UUor5fHNzM1asWIEXXnjBo2DLDWfywBq5QsP3Ualm+TqDjXynLJe/pVIpXyFczTzxUwZtzgEbeKyv5BGynaTNQqGAjo4ONDU1GXqShqjkAX6KuK6T65bSVUoDgZ/FYtHswqeXjTRo44+zKeHVwHVLITJMVbdkyRJs374dqVSq6vLOVeWYYz41NYXvfOc7uPHGG8tkKNsu9w/I9JQS5Ms2/itlJxVAuW/D71kp/2Q5un5aZkp+TVnvl/rVD9FoFJdccgna2to8YQZ8j4brlo56futb34qhoSE89NBDyGQyqK+vL9s8KNvH67Y0kWcCNTU1ePWrX42pqSmkUilMT0+jvb3dGMvA3GjgVJRioGR0sT8457Zs2eJxDITDYWNQy/STGzduxEc+8hH88z//c0Unn8ZZoRgDpYlSV1fnYeqAv+IHlCs29Ao2NjaWeUX18qMsQ/5Fo1ET16eXSfmctGalgsrybVa1VBTJFKg0SYVSxkqHQiGTn1TnZNWedbkJUYIeIOkd00xGLolpC1kqx/J5tlO3i3WS9ZGb+DST4L3ymh4rKcTluEvlXivksv1yrPT8IbQioMd1bGwMqVTKY2xU491i2jqmQzrXMFt/zob+/n68+OKLaGlpwfj4OLLZLGKxWNl9fow6FAph7dq1GB8fx/DwsGc+ciMcT4DTm+iAmawFctOnbJc2CuV7eX10dBSpVMrkEWdKxNn6YS4CRc43KpzJZBKpVAqZTMaTQos0Kmm+UCiYrDLaQyoP8ABQdgooNxXyOvtV3iP5tnYiOI5jwjZ0H8+1HyrBcRyTs7hQKOC2227D2NgYjh8/Pud3nKvKMVAaz6eeegrvfOc7y8aM//sZRlKeyvvlmPM+ACYEgzJA8nLtaHFd14RCTU9Pm3lKR4iN32t5QplP+fOGN7wB99xzT8X+IL0sXboUV111lXWuSNkrZaHrulizZg02bNiABx98EFNTUyajk+4jxyntZ1i1ahVGR0cxNTVlVjH9PMbzNQdlnalotrS0ePYlnCyqNeD9IJ2W4XAYH/vYx6zHUfN3abxPT09jy5Yt+MQnPoG///u/r1o5PmsUY6A8eJ+weQ2lomSzxACvx9VWLn+T4OS1eT5JCFoBlMdO0mK0LcHwebZDeq/l/TrekjE4Utm3MW75nCxXKtkUaCQQPkNmJJmYrjvHQBoE8jd9v+x3MgB6bPm7Zh56E44cN+2plvAbVzkvpEHA3/Sc4r2yf4rFokkNJtPTVYIU+gvpHTiTmI05+v3OQ2yofHEO6ue0ccrPuro6bNiwwWzgDYfDyOVyJvsAl3S1Isexf+qpp3DttdeWGW9+IQn8jeUVi0VMTk4ikUhgdHTUbNJhvD9Tp1EgyZUfP9oh6NHO5/NGMaUyTHqV3hZCh4BEIhH09PTM6uVnm3gC1djYGAYHBxGJRNDQ0ICOjg4P3drqL/kL/9dL3bMJ02ru8as7hea73vUufOxjH6uYhaLSUvm5DOYvlukRNaiASLqRTiZtCGu+7DiOOXxHOmjkvJC0RZkoQ52oLEtlXG4alGPOdsm9BNdee22ZYmybUy0tLXjve9+LWCxm6qhXTP36qKamBtdeey3279+PRx55BEeOHEFjYyNe8YpXYN26dSgWi1i7di06OjrwwAMP4HOf+xxe9apXobOzE5lMxrf/56oUz5eBeTLvPhXlOJVKoVgsmpWmFStWGENalk++CnizhbB/L7/8cmzfvr2qup9VijGtS7mUryG9jHJJjp+pVAqTk5NoaGgoU2gBrydAx1bxdx4vy/yXvJeQVjNjeam4UjHWxMR3MHUNiY7ZI2T7ZHySXF5ge21eUtZpenq67CQ+xthmMpkyS12naZOMUCqI7De5DCaFsp81PTEx4fH0yk/tSZZLwn6Epr140oL083pIpZ79LueGflbOPY5rJBJBd3c3xsbGysJlJIOW8+ilgFNhiHzu/vvvx5IlS3DdddeZwwZ0nJvsaz2PisUiOjs7sWnTJuzevdtjUIbDYcRisbLlYDLawcFB7NixA5dffjkaGxs984tlS2OISqasl+u65sAeHo7BnfYy3plzUHtoAZjDcGR4E5cOpbErV5R4aE0mkzFLt9JzK1euGhoaDF+S/SmRSCRw9OhRPP3005iamjJhZVzVosGxdOlSz1joECS5bM579LL26aIPbpRiGMVnP/tZfOQjH0FfX99ped/ZBhu9Sm+o/i6dCZJv+3maZfnhcBj33nsvotEoXvGKV5RthiMvts0ffZ+UcZzj0jusnWek16amJmzevBm7d+8u6we2FSjFC19++eUePqMdKZWM2TVr1uD888/HAw88YBwoL7zwAhoaGlAsFtHQ0IBoNIrjx4+jr68P559/PlpbW80JnScL3X8ac1VwFwKNjY0mFn16ehoTExOeVUM5n7R3nQ4Pbq6uFmeVYkxvZrFYLIv7A7xHClNI6KV+mfJNChZ5r8zVCaDsWGHGKDLUQS8dsS68n+/m5g55jLSsGycxJ4HMJcl2AzMb0KQgll5wbS2zHvJ/fpdZKTiJtPdXClDd3zpcRDIM27sLhdIRvxSOHAtdB1mW9m5Jg4D1oGLBsdHGjP5fx4ZJA0mGeLDtujxpFLCNUqmSn9UIeb9sG2c7ZNsrKcl6bkkMDQ1hcHAQTU1NGBkZQSaTMYe3SEO2Ur+HQiGcf/75CIfD2L17NwqFAhobGz2rJgxBkMuyO3fuRCqVwsGDB3HRRRd5UvLJMZdzAvDG2XOudnd3Gz6TSqWQSqXMSVhUKl3XNWE1sh2MXdfeVtaBnjcebkMaoMGrx0B7kBlXrFEoFDA8PIwDBw5geHgY6XQao6OjZjmYTgKglOlBh1DYxp3vYZ9LA+F0C2rHcdDU1GRCKtra2k5a8dAe0HMBHKdkMomvfvWr+Mu//EukUinPxmxC0o0MidNOBuko4tx98MEHsWPHDhw5cgShUAjd3d3YtGmTpy42fiFXXzXPtWWoYBm5XA51dXVGPkg6et/73oe/+qu/svaHpEG5UixpUd5jk5NAib5f8YpXYMeOHdi5cycKhYI5glrLatJnOBzG+Pg4enp6ykIpKs27Srx0Mc3XauknkUh4Qg21YaSdEZL3ynd88IMfxEMPPVRV3c4axdh1XaNQUjHmqXWS8KRw5LVKk4qKGYlbpgiSSo8WusBMTItMS2XzEtLbSULOZDImXtrmSdSKMhU+WX96tMic/DYj6jbU1dV5JpkW9DKUQXqj2Q5dR5bNurIv5c519mc6nTabNqSSL5VfyWz00jTL9BtXEgif0+l/dN/wGd33LJ91tYXayOdljuulS5eiv7/fzAlpcFXCuRpGIQUIcPIeZDn22WwW6XTapDzTniwbSC/nnXceXNfFM888YzyH0nAtFouIx+MIhULo7e013p17770X69atM/lWAe/GTr8wCiKRSKClpcVswuOhCDyWmjTOOSc9Y9LQ41zUccA2Q61QKJgDLPzmubwmkc1mMTExgaeffhqjo6MAYOY4D/xgfDY9Xvzk+/V4kCfrEBTyGun51vXxu2YbZwnbXONR9+Pj48jlcrjlllvw+7//+4HXWGB6ehrPPPMMPvvZz+IP/uAPyhwIhJQJ/J90xbGU9FIsFrFr1y5s374dvb295jdmCJHhdPJdUsmWPEW+X84lgtdisVjZ0jvlcUdHBzo6OkxuXJZnk/v6vfI3qYxJOiQaGxvNqtNsYB/YHFxa4ZOwGbeLSRnWqEY51mkp165da/YxAPA4w3RZUk944IEHqq7XWaUYS8WXBOQ4jkdASkIEZiZKfX09Ojo6zMSSSbapBDEJt5zUtskpwR3ycplfvpveJwo8lsvfbcv0WsjV1taWeaTlZND5JW2EymtSYeV39odWUGW/y/7QoQ+y3vTEE7Le3KQjPQs2D5b0CNvCZfTOf9ZRW442psJP3V+suxwTnR1EGxnSIOBv+XweS5YsMcqxnrd+8IsjOxdRrXJ81VVX4WMf+xhyuRwcx8H4+LjxWiUSCbNywjKrAT3HjuNg165dHgOsUCigrq7OrGQMDAyYOTg1NYVkMommpiZD53LzGiG9URqDg4NYunSpSWHIOGPdN7o9WknQRp5+nnOJcc161UwqOVQOeKLY9PS0OX57ZGQEhw4dMqmt6DHjShYNQqCk2HR2dpr+kcvMNuVC/h6Px8t4lmyPvkZUe82GhoYGFAoFk1rxtttuwwc+8AEMDAxU9fxLAVSOv/SlL+G3f/u3AXhD/vhdGm7cBwB4nTOO4+CnP/0pHnroIRPOKHnexMQE0um05wRWP+NNpi6kHKQM1g4W8t5IJOIxELWC+ad/+qf427/927I+8HNeEVKWy9/95malsAZZti1EpdL9s9V5PnGmFW0enkLcdNNNeP/7348lS5aY1SYZOy4VZIaOOo5jDPxqcFbtLJCKDoUFvSyAd0JKhZG7raWnRXqGuXFFTlzJxGVeTSpxUljx9BvtlZHvohCNxWImMbX2RhKS8OU7+SeZExmRjHfW/WXz2silLXqcZdna8ySXnLVlbPNYyfASLulWigmXdeNysBwH2TdSsWZdtadJ1tummNqsbi2ctZEllVzdrwxnoTLM+0mksym+1Qr0sxVzZaZXXHEF/vqv/9p492KxmNmIUiyWDt/gDu9K7/MTYueddx62bdtmYl1DoRAaGxsNE56cnMTo6Chc18WGDRvwzne+09CapBG/cZOGFpHL5TA0NGSNvyQ0X5BL0370ZytjcnISk5OTZcJV8kf5PZfLYXh4GGNjYyZrw6FDh8w76aVnuIk0JvP5PFauXIlt27Z52itDwCp5umSavNkgx9DWdhs/tcFxSnHVNOTXrFlTlh/9XKfJapDL5bBv3z4cPHjQc+JcOBz2ZHKh80fz23A4jEQige9///v40Y9+hCNHjmBkZKSMbu+8807s2bPHwzPlJjcpT+QnnSR6P5EMkZSyQfIFGSLY2tpqvLk2R9jw8DD+4R/+oexkRJsh56fQdnd3o7u723PNT2azjVyRsUGX7zdf/a7Pl4J7qnQy2/PaMfDiiy/i85//vDF4qB9x7kiHIZ0nsxkYZe88pRadQUiFVCuIzKYgFbRIJIL6+nqsXLkS7e3tZct37EhJzFKpAbyMXdZDCyigxNyZignwLuNLpVhmpKC3RoKEoYUvvUzyj8vKFFapVMoTp6onAtsiFXXtAdYC2I/QpQCXfSXrzn5m2Iu05jSx85ruI/lOGSYhBbw0gqphIjalQjIkbbDYlGN9CIHsr2w2i6VLl5qT+PxS7Uj4KXjnErQRZBMK27Ztw49+9CN85CMfMWFH9CR1dHSgp6fHGJbJZBKTk5PWAzT83kGEQiEsW7YMV199NXp6epDL5Yzgn56eNnG0GzduxKtf/Wp0dnaiWCyl5ZOeK+mdkHOQ80galKFQCOl0GkePHkU2m/UYqZVQab7qv0KhgJGREVN/P0+sLRyEvCEcDmPHjh0YHBw0WTOy2ayJ9ZOKSy6Xw+bNm3HJJZdYY3VtG4JlH/l5/f0MVn309cmAz1FGhEIhHD16FF/5ylfQ1dVVdTln2nO2UBgfH8dtt92Gf/u3fzObQCk7pRIKeB0i2WwW99xzD/7xH/8R999/PxKJhO+YjY+PI5lMepwZ/B+YcX7wuw49k4qvVCapwNMxwzK0lzsSieDDH/5wWb04z7LZLH7605/ife97Hz7+8Y975qCWLX50zb0SNtj6pVgsoq6urir5YXMA+EHS49mAXC5nMuywzjzmWeoDerWOjkPuZ/rv//7vqt951oRSAN54VJsXlOllQqFSzuO2tjYTHsHngRkBIMvUzForhfl83mx4055rEoDMsUjvisxpy0wYMo5QWshSQAHe+Ex6dalAacFGQUzFXApsQlrzswkWyaBsnh7b85KZsV7T09NIJpNlpwTpPgRKSyasv97kwU9bLK4W+NprpD1Itn7WTI7jyP6SxoytH9in7C9aqdLDLeGnsJxrsDFfm/fedV1ccskl+PSnP20YWaFQQFNTE+LxuEcQxeNxZDIZJBIJTE1NIRwOo6mpyfSjVL5n69vm5mZceuml6OnpwRNPPIFwuJRXenh4GNPT03jzm98MoBSWEIlEkM1mMTo6ira2NvMOHQMsFURt4NJwOnbsmDlWtq6u7mS61oNisYhEIoHJyUlzOudc5xX5R19fH/77v/8bl112mZnDtbW1yGQypm+z2Szq6+tx5ZVXoqenB5FIxJP2TComLBuYGRuZm9RWD2l4Sx6roY1XSf9+z8j5EY/HkUgkkMvlsG7dOs/m39n66mxRLE4VhUIBo6OjmJycxD/90z/hfe97nzEouFmV48XwlB07duDBBx80ubSrwXe+8x20tLRg/fr1Hjkr54Pk//wuFV5JZ1zdIU3q7BRSAY9EIli3bh3e8Y534Lvf/a55hxzjbDaL8fFxbNy40bxfh24QrAvvA2BWcSQqzSPHcawn7frdW818lHN7vuTOydKB7LNK9ec+Mpu+Ifd3cSwYe8xNx7W1tWhsbEQikai6rmeNYiwnulbwpAVbLBZRW1uLeDxuTjeSSh5QrszQAw3ApHCS4QwEBbZWzKVy47qu8RRyUheLRU+KNlo2shzJkP12dsulS8Dr7dXLVzZrlvfJZQb2K//kkpRU3qUirpeJpdInLWamVnFd17NMKZmc4zjmvHldBsvmd+lBkPdq44b3yzhyP+XeVq4WyLIf5MYQ3W7ZF/J0r0qMD8A5mY2C8OtzCdd1sXXrVnz2s5/15CluaWkxTFEqMzU1NWhtbYXrlk4xm5iYQD6fR1NTU1nMrk1AyfcCJdpbs2YN4vE4Dhw4gGPHjqGvrw9vf/vb0dHRgVwuZ8ISgNKO/VAohLa2NqsnFJg5zlUbVPTIMk46kUiY1aa6ujrU1tZWNKTkd+ZiTiaTHo+Y7KtqxkfO3cOHD+M///M/MTk56Ulh19DQYMLFEokELrroIqxZs8YT8iRjS2WfS95I5ZvpqWpraz20zz7SbZXzZjYPe7VLzwDMgU25XA7JZNJT90r9V23ox7mE6elp7N69GzfffDMAYOnSpeZUt71796JQKOCZZ55BsVg0Kz0SWq5oTE5O4ktf+hJ+93d/F+vXr/eEEfEZ/q8zD4TDYSO/gBmDi84UuVJJvk45THntui6uueYaTE1NGe+irmcikcAvfvELvO997/PQmU0fkH9HjhzBXXfdhWeffbas3VIXke9k3XTf6Wdtsk2jGmOvEmxt9KNHbZRKHqif5Xf5HvldhsNoWbpjxw5s27bNtF+GxjAkk/rFn/zJn8yp/WeNYgzMxPtqoSGFUU1NDbq6ujA6Oop0Om2UQJ26jYqoDN6XE1MPggzbsClnfAcHPRwOo76+3pxAFY1GPYJYx6ryGXobmZ5JLlvKHKWOM5OHlSd3Ad6JxLrJ/uMn72Mid16XQl5OaLnRSCrjnIRSIWRox/DwsCfOWpcZjUbNJh4p/OT7bETHeHAZX8R7OUcAmL6RzJV1kWPK5RbZd9oboDdr0pDQ84PvSCaT6OnpQV9fn1WI8j7phTtXUUk5dl0XW7ZswRe+8AXTF7W1tWhrazPhQ/Jezs1YLGYyOjCEqFAomHhk3m+DzVBynFI6tY6ODvT39+Puu+/G5s2bzTxra2vD6OioEaZMs8YTmPS75GZb+U7yCWDGSM3n88b7zblK45yhAzLziQzlYVlaefSDvI8KBo3k/v5+fOtb38LExASA8tAQAOjp6cHKlSvR2dnpabfe68Hy5YFATU1NaGlp8YSh2Yz3Su2YD4VUj3s0GkU+n0d/fz++/e1v421vexuOHz9ecf68VDE9PY2RkREUCgWMjY3hxRdf9GQIqPZ4+0rK8Ze//GX82Z/9GdasWeORyZov09PrZ4TJkElpwPJ36SgjXYXDYVxxxRW49957rfUsFApIpVJl8lXOYa3M//jHP8YXv/hFE1tdjeG1ceNGNDU14eDBg0ilUmhubjZOP+2EYW7uRCJhVswdxzF6QS6XQywWQy6XM79TzqVSKbOaS92qoaEBU1NTJgPNyMiIJ4Us38lj1JmmkW1qbGzE0NAQIpEImpubDR8oFovmMCM6QJhmkuMhsw0BwMjIiNmYqVed//M//xMXXXQRVq1a5Qnz4goB2/tnf/Zn5tTTanFWKcaEVGxlY2tra7F06VITb0yQIOTpVlJ5lOUC3owXeqlPLq1Lz4bMYMD7+E4m6fbzWMl3AjD1194fvUwoy5SEalvekQKOfzw1i0JcKrHaYyo99VLZ1Eoyl1SZComKr+zvaDSKuro6I/SlsJNLorJcMi99FKg0MKSCLj2FkgnqsWS/M4ZJCnfbMq1ctpOGDucLFRjXdXHw4EHTVzJzCuNLXyqQbdXt3rhxI2677TYkEgkApbnR0dHh2ejjh5qaGrS1tcFxSgdnkEFrBsr32hRiW5nNzc149atfbTIsAKVUS8lk0tBKoVDA5OSkycYgM6XI/QUS8t1yJcJmhBFUTqVhpw1qls1PmzdG0rLsEwqt3bt346677jLZPph2jdl2VqxYgQsuuMDkfubYsE2MA9SKguu6iMVi6O7uNhkHSGfkYdLLr/usGjqR/El7nCRszgigtFTL+Nb3v//9GB4e9rSRylWAmfnJcZQrKdU+7zdXiUQigeeffx5Lly41R7HrFT3tsSQNyeuUY8wRLucJeTYwk4llcnIS4+PjmJ6exqZNm/D8889bDfpcLofR0VG0t7d76gCUbxR75JFH8I1vfAP9/f1WfmBrv+M4OHz4sMm7fPjwYU/7qPhxbmrjlca39K6zP2hksyz2CzM7SAeP1DcYMkMFmvQjHXey/4vFUhjp4OCgmTOy/tQ3NE/juyU989r9999vVqDJ8//u7/7OtIdHPheLRXz605/2ZDOaK/2eVYqxtAAlsciJKEMFaIkQmiFqpROAx6MjQyxYNjBzSIhUXjkgJFq5nCCtPKlA2jZcUWmSBMdy6HnhRJNLTWwHLdr6+noPQ+dvAMoUYgosW7iJJBT2RTabNf2rGRQ3RJH5kIipIHOpWCqVsm91m1lv9p/Mkcl6SQNFL+HYhKQcL6nosjz9rPZI6HnDlDDaK758+XIcPnwYQMkzzL8AM5iensb4+LiZh62trZ5T0SRsnpZIJIL29nZzEqVktoQ2mlgWGbu+L5/PY9OmTZ4l10KhgPb2dpPrlvM2l8thYGAAbW1tHprTAlWuTtjaI5d4JaSAI6QCSH6gjWzdd7Jc/hYOh5FKpfCrX/0K27dvN4JxenoaDQ0NiMfjWL58OVasWIGWlhaPQQp4V0l0rmSitbUV3d3dpp70trH/+U55wIefENN8ldf8PIK6n3X5vC5PH/yP//gPXHfddR6PcaAUe6H7c67Q/W/DXXfdhcbGRlx66aXmMB/5ftIl5SlXJvz0AhmOJevgui76+/sxNDTkkeeveMUr8Pzzz1vrffjwYfzt3/4tbr31VvNbKBTCsWPHsH37dmOs79y5Ez/+8Y/NfqPZ2izx+c9/Hu94xzuwceNGhMNhE5+8ceNGc4APZQ//p8xlG2T6WfIwuQdIniJMJZK/sZ707gL+Bog0OFmf6elpjI2NIZlMYmxsDI2NjYZHMiSLz/T396O2ttaEzdXU1CCZTCIej5ssJoODg3jggQfMSh0xOjpq6PfjH/+4CVllWNTJYlbF2HGcrwK4DsCg67oXnLj2vwFcDyAH4AUAv+O67rjjOKsBPA9g74nHf+W6bvlWz5OAFC6AVzg4Tin8YNmyZR5vi/TI8Bn9G3+X+X3Z0TYlnIoavaESmuD18jqvSUEol/XZRuZUlhtXNMPnEgkAs6NeKsipVMrj9WX9M5kMstmsEUi6blLw8L1SIeT9ksBIhNwNz7RabItUGKhA8ncSAK8ziwUVJbZHW+J+go+/VWJAhULBZPMgeEKYVFy0siEVaeeEF9j2Tt4nDaIzKVwXC80C9nHitfXr1+PrX/86hoeHTcxuLBYrGz9b32lliMnz5Xvk+2R5+neN+vp6tLe3ewQKAMNj9DJ7oVA6HS4Wi6Gjo8PDSySPsbVB1lGGK2kFUSvcmqdpb4vMmCLLBEqKYCaTwa5du/DjH//YeIklLV999dX4tV/7Nc9GQikAWSbpWC6h857u7m4TOlEsFg1fkJAGt58xJBVp3XeynfI+PX9sfarrkM/nTX3PJBYTvVYCFR8/ujqZ8vyQy+Xwwx/+EOvXr8eSJUs83kbAe+oqy+H/VJSlwiiNyFAohKmpKfT19RlDjffRqdbU1IQPfOAD+MpXvmKluR07duBNb3oTXv7yl+MVr3gFent78f3vf98jV2WIiW6zjb/JeZpOp/Gtb32rbPWJp0w6joOWlhbjQT3//POxf//+Mvrq7u5GXV0drr/+ehw6dAiPPfYYVqxYgcceewzbtm3D//gf/8NTJ+lMlGFa8phv6XyQmx/lRvMjR47gO9/5Do4cOeIx4m06kTYaJK3L/WE6a5jG1NTUvMnZajzGtwP4AoCviWv3AbjJdd1px3E+DeAmADxT8QXXdS+el9oJUGGVSioZGjtUL4PLeFHAG+fH7/IIWD6rGakUWHxOph/Tnh/p5eGEsRGEjBWW3mYAHg+k3ATDd5Dw/DakcSLJdruui0wmY9LZ2Lyrss90GIlUktnOdDqNVCrlmbgyWL5YLB2OwIweUsCzHykw2Rcy7ptEKZmcVIqkF0uOHcvSTEfOG+lFZFiKLEcKW7aXf9yEafOesT56XM4gbscioFkJmwCltzUSiSAajRpDQ3t39LPS8LR5R23vnk0ZlgiFQqivr/esHEmaWLJkCYaGhjwnSNJQPXr0KKLRKJqbm5HL5UwctPZikdZkneRc1Qq1Vvh0/2hBK/mE7K9EIoFnnnkGDzzwgMm0QYHFORwOh/HUU0/hta99rcd7rw10WV/SGu/p7u72HDPN63LM6B3SRotWgjV/le201YWffmNtU6A1Lz/DuB2LjF79cDL9o8ezWjCDA8ddekPlXOK42VZSCM63RCKB0dFRk6NczgOZClCv7Oj6FwoFDAwM4N5778XPfvYzs9Ik+0jTZTX9Iz/pIJJ/XJlxHMcT6/zss89aV6APHjwI13Wxb98+I8N44iD3AMm0jrKfKdNra2uNTCZPkc4vabCwbzo7O7Flyxbs37+/rK1z6RM/Y/Z0Y1bF2HXdh05YqfKaTAj3KwDvmOd6lcFxSunOGAsmUVtbi+XLl3sCwKempjA4OOiJSdWWJePiWlpaUF9fb1z5hGbOVLaTySSOHz9u4mgoOGlVSc+K4zhobm5GV1eXZ2mWZfI5ebzhxMQEjh8/DmAmfII5IGOxmEkLRy8Md7RLZVyHI7At2WwWw8PDJnBeMxISD1A6HcpxHM/JMzQmGBYghW82m8Xg4CAmJyc9CmIoFMLw8LBZ5qASWltbi66uLqsQkzuJSajpdBqDg4NGsSezIyOT7QmHS0d9NjQ0lMUwSsWY781kMhgcHDSbHqWCL5ku+7W1tRWtra2ora31pOuSqMbKPR1YLDQLzIy/7oO1a9fi29/+NgYGBuC6rsnXqZmshvZUyGs2zwt/l/OO12zjwt8Zg0ial22IRCLo6upCX1+fMZCloC4Wi5iYmMD999+PtrY2bNq0CV1dXWhubjZ0KzM42JZZObcJ27KwX0iB9JDx+sjIiDmKd2JiwoQvhEKhspjsSCSCvXv34p577sENN9zgOXlT8hRJ4zI+sba21qTPY78DMHQoeYZus83Ql5B9TN6gnQ18h15+t2WfkQLY5s06E1hM9OpnUEhnEDEbrdrKqBZ8z49+9CO8853vNJu4dP3kCqd0lJBuyefHx8fR39+PZDLpoVfpIJHe0nA4jFgshuuvvx533XVXmfIq+ZDWR/j+atqn6Vj+rmlEGp42Q196dQmWL414Prdnzx60tbXh+PHjRobJ1VzdH5KfyBAN0q00UGKxGFpaWsreqftlNlqrZs6crOFVCfMRY/y7AL4lvq9xHOcpAJMA/sZ13V/YHnIc54MAPjjXl2lLUVsUHFyeXKWD7uXklpPadiKNVBqlYpzJZDAyMuLZ5QmUH1VJJVgGyrNsycBppbF+k5OTHsU4HA4jnU6b9DeOM3OcLL1SzIWqlTTdP6w7d8BrxVgqcqlUCnV1dWhubjYElkwmPeniJKFQIRgaGjL15O/5fN5kGqAwo4fQb2JT8LHf0+k0hoaGyk4DsjHLUChkjprVzFx7BWgkjY+Pm3hXzbCksUOmITdcau97KBQyO7YXyuqtgFOmWdthDnNBKFTKNc65TCNMptyxeQ3l/1ogSQEi6Zfvs6UxlGPD63ozqoRcqVi2bBmGh4eN0VpTU2O8KzU1Nejs7MT27dvx2GOPASjxmK1btxpjetmyZWhsbDTx+rp/OKeYTkryIe1N4f3c/zA2NoahoSEMDw/jl7/8pQlXYR0lyGPYBxRsd911F7Zu3Yrly5cbIccwL8k7dBgFczzLfpew9at8vhLYPvIGze+0kcRrvC5DuXiPVJZe97rX+R7CsIA4ZXo9HeEh2rCpdJ9ciasWoVAITz75JK6//nqjGGuFkit35OeyfIY4DQ0NIZVKmZVZhmuxHPIyqegxhGr58uVlWY+qbXO1BpbmbZWelUp9JVTTz8Vi0TPXaUjwecdxTDYtqTSTX/Ga5sNM79jR0eFb//mC5JvzWe4pSTfHcT4OYBrAHScu9QNY6bruiOM4lwD4geM4W1zXndTPuq57G4DbTpQz6ygWCqUk4/L4UPnJZQcdEnDiXR7FRgoTPq8nPT2nUtmVFpsuk/fL44ol05bv1SEehNykRlAISI8VFTmmqJqamjIxjhR8rKdcBmZ5MsZYEhAFK9uTz+cRj8fR0NBgdgefGK8y5UV+8nn5Ttd1MTg4aI7Prq+vN2lmJLPTmT448fk+6QmX/aiXQeV1eY2QxpKcC7bNUbJ/tGGl0+9I5WvVqlU4dOgQFhPmi2aj0WhVEk7PP/ZfLpfDiy++CNd1PZtrbAqwpR6e321KkKYvbTyTfhzHMUq5nC+6DJun1HEcdHZ2oqWlxQheYOaI47a2NtM+CqGf/vSncN1SSBPzore1teG8885DXV0dotEoVq5caVI2xmIx9PT0mL0BodBMukKmWmQu58nJSQwPD+PgwYMYHR019YlGoyaFna1PbMvRQClbw5//+Z8jFovhwgsvxI033ohNmzZ5Ul0CMHyIfcZ3SWjFSDo3pHfXxk9kCFOlsZeQ7eQhQ1NTU0ilUh6DmONJheDHP/4xrr32WvT391vLPdOYL3qNRCJV0Wsl5WK2PvfDqTgF6DSiYShXVzifampqzMowD/6ZmJjwbNSSBrL+40Z2OS9kZiZbWEaldlXTh/yf82++wu5kuEk1ZY6MjKC9vd0ovOxv6lBS5sowMD0Wsp+on9TX12PFihU4cuTInNog+cRsyq5MVTufOGnF2HGc30Zpw8C17olWuK6bBZA98f8Ox3FeALAewBOnXtVy72coFEI0GsWKFSvKvBa6c22eIZsw5OBKZUt6dWU9XNc1GRrkAHJyTk5OIhQq5e+UXg6tOMp6c2mTab8keD+JVnqkZX5CmVhdxkkWi6UjbUdHR80hBayLnvhsh4y70p44zSjJUGT/ybhvKsEU5lNTUxgbG0NDQ4NR5jWzYd2oqFOpl0xFe6BI0DzgRY6ZFP5SCWD5eulfKkEUzvQmaC+yZHAsf/ny5ejq6jJe9IXEQtCsDatXr8add96JQ4cOGUNJziGbYsvfKkHfb2Oqruvi+PHj6O/vNzTZ1NSEZcuWYWpqCt/73vfQ1NSEV73qVVYPka3M2tpaNDQ0mDArnvSljSyZVYZzlPlztSImDbZQKGSMB20E2NonDynSniVbv+rfaZBOTEyYdu3Zswcf/ehHEYlE8JrXvAavec1rsGrVKtTX15vd7yw7kUiYMC+5OsNVsZaWFsTjcWtYQz6fL8sVX0kBsRnopMNMJoOpqSmTH1vvytcGueM4OHr0KG677Tacd955uOKKK3z76UxgsdAr51Q1RuvpwNNPP43XvOY1npAfjiG/p9NpDA8PmzShel7I0CHKKLkKwzmjlcFisYgLLrgAO3fuLGu7Xx/IcqvBXA2H2eiX99jSmurneaqozFClnUmMM5b0YnM0avnN/UMn0zabLuB3v0z9OF84qZIcx3kDgI8BeI3ruilxvRPAqOu6BcdxzgOwDkDvfFQ0FJrZEGOzXqTHgROcy256qU0rdfp5vk/eD3g390lCCofDnuOis9ksjh8/buKX+YyMVZT5B7VimclkjFIqIRVOoOQJKhaLnhhgDblxjwqpvG6z/oDyzUL8lBv6bAYEPc7SapWKK9tKoZ1MJj1eYXmfFKxydUBa83IZTJYvlXQ9jrJe0rKmpSzLkP0iVwN4v8xgIutHw4few9WrV5+W5cxqsRA0C5R7CgEY44+CTvZppT7yU5gJm1ItjTjHcTA4OIi+vj7U19dj2bJlKBaLOH78OJ588kn8/d//PZLJJH7rt37L6sFmWaRPaRDTSG9oaDB7F2QsvKy/vCYPt5H38H3ke/Q6My0VAOv8lgq37hM9Jpp3ssza2lqTclGOX1NTE3K5HB544AETMtLR0VHGl4aHh015clWINMcQJz2usp/1/3I8bW2Sv/PoXhoobGs0GjWn7UmjOpPJIJfLmUw10WgUhw4dwiOPPIK3ve1tJsf2mcRC0etiA+eVngdcOenv70c+n8fU1JRHNvFT0oU8bIY0In+jMUmDlobc0aNHz0hbbYqr/u1kIGWfLvMv/uIv8KUvfcljwDqOg/3796O+vt7kkub90uCQ4ZfkaeRnTDvb0NBQlVOoEk+3td3mBKHuMR9GWzXp2r4J4GoAHY7jHAXwCZR2yEYB3HeiEkwZcxWAf3AcJw+gCODDruuOnnItUWLm6XTaWDRsPBVgLjNygHmqGp+VXj0d3qAPdtCCTCqLHHRmdyBzpaJH5ZAnYvFdFCTZbNYwZipRUjlnfThBeY2MQKdKcd1SajbGKkqlnc+x7jU1Neb0qXQ6bbwzMraI97J/ZDJvwBsfKN/F5Upu6mOZ+phG9nMoFEJrays6OjpMChqt0EgluFgses6Zl0tsUoGVS7PcHEfYDABt4cr80Gw/n+V46JhQySg4D6gQc4xyuRxWrFiBTCaD3t7eU2J0s2Gx0CxQnmFCg0YlMRtjq+St8VOoHMfBwMAAksmk4RPMBwqUNpnu27cPf/EXf+HhG7pszutUKoVoNIp4PG7ayDnA+RqLxbBmzZpZPbxS0NgQj8exbt06bNu2DS0tLThy5Ah27txpTuHjnJ3NYJCg14zGHg1EmRBfLyVnMhnU1dXhox/9KLq6ujyH9kglW3rytNOB8Z02A0fzND9I/kNak0u4yWQS4+PjxjDgRkDGs5Pfyb4h/6GHa2xsDADw4osv4gc/+AFWrlyJiy++2Cja843FRK+LAdKQBYCHH34YW7duxZIlSwAAExMTSCaTZtWHm9elLOCck9ek84hhSlyKlx5Q+VxNTQ3Gx8fnVH/tUKnEs2YrR/aJ7f/ZIEOQtMyTDidpuA4NDZkNulJXkrJRGvlyw6Ps//r6enR0dODgwYMV66jbU41stPWNIxx3pxpeUU1WindbLn/F597/AvBfp1SjynWxev3I4Omhk95CuSQirRwOLgWzPC/dNoE4QeQJT9xEI5NnAzNKKMENK3KTiwyl0II1k8l4FAqGVWilnh4OedCGtq5J7Ay3aGxsNIJRHsXIOsklTL0EY1MqdVyWZECMoST4XENDA5qamhCNRj0eMO31l9f4SWVblifT7RF+G6dkv0gPA494lh4ytk0qvJxr9DxppqrnjGYkZwKLiWY1/JjgbF4B/bvsa0nPtjJGRkbQ19eHuro6dHR0oLOz0yhDAMxhFuvWrTMKol/Z0kjmp23ptFgsbVTV9KTDriS/0YKqpaUFmzZtwpYtW7By5UoAwKZNm5BOp/HYY48Z3iMNYW0MV+oX3p/P5xGLxYyxrJXcdDqNa665Bm9961sRjUY9JwDKNkheIVfq+Du96jZo+tDeMxnO5Tfmk5OTmJiYQLFYNApxPB43PNHmwZfvozc7Go1ifHwck5OTJhb8dNLuYqZXP5wpXgYAR48eRSgUwuDgICYmJjA+Pm54fk1NjTFmQqGQcUhRSeIKiFT8MpmMWWWV3k65SiSV62oh56bOhGUzBm2wOWxORimmDLXNdV2GPOgjk8mgv78fNTU1ZkWNDgEbjfK7TOvoui5qa2sxPj6Oxx9/3PNeKQtnU4irnWP6vrkaIDYs+pPvHMfB+eefj3/7t3/zLNFJTy1QHnNEogDKl2elJxaYmURakGjGz/J5SgtToGgrVW5+o/dIp6LyU5Qcx/Es9cn36xhnKuTyXfI5EgaVf5YtvWJ6+Uj3EcvUXhZNaPSS1tbWIpPJeIwUPgMATU1N5iAGAKZv5D3yPRIdHR2GSXL82U6C1wqFQpl3SELHMJIx6vAKm3KrhbJWTvQ8kiml8vk8zj//fLzwwgtnVLicaeRyOZMGSEIzfP27n2CoJDAkLdkEwOhoyaG2efNmj+AkamtrceGFF5rvyWTSd8MI54P00mrjUYYpaXCeadqWwoLhUeeddx7q6+vR2Njoof329na0t7cbxZuGrgxjYl1tkPSbz+cRjUZNXlfZx5FIBOl0Gm94wxvw1re+1WR0sNGUTZHVhqL8rushHQVyPKVRKvtZg6t4NMzb2trMhmEbX9FKtvysqalBR0eHqc/Ro0fxzDPP4MILLzxnT67kiux8KBXzBTluvb29ZY4UoMRnxsbGjDEk99RwJUo7yHidKy7amOT9OntLtXWupARXUo6rUYCl/KlUB+0omg3UAXp7e1EoFHDeeeeZNI3UMVi2PExMvk/SWiKRsG5g9aPfU5WF+vlT3ZS3cEGPc0A0GjUDBZQLQh2GAHiPYdYePzmp9G5noDyuRQo9SWQyjEOWIYlsenraHIABwBPjJAWkbJOM6ZGTXE4+3h8Ohz0eLgkq01Q+eca7zGmo2649XzbBIvtEKo7S46wJxXFKOZibm5uNIM9ms2Wpn7RAlAoBY744ZowNlPWT1q+snwRjyti3MqWaVop1ZhG/fpOb8eSYauUZKAnx888/v6xPzxWwH2TieBukwaUVX9sc9POi+M39XC6HvXv3YmxszKOQzib8tUJlowEt/OTc5/zkhljJo3ivrLc20mKxGDZu3Ii2tjYUCgUMDQ0ZvjY1NWVi9uLxuMnwUl9fb/KZc/NuJXA1J5vNYmJiwsxfKtqOU4rZu+CCC3DDDTeYEAUeuw3A7FfQhgtpip/S8GX6LL/xlrTKkCV6B/3G2XVnsnzU1taitbXVxGTLfuWnn1NColgs5SqPx+MoFArYv38/du3adVLK0tmCuSpTpwN+tMn0ojLrAgAMDQ0ZJbatrQ01NTWG7mjAyrMM5IZyykGpO3DO8XTIgYGBquqtHSazKa5zgZ+TwO9eOY42h4LGli1bEAqFsHPnTkxPT2Pp0qVoaWkx/JkODMcppVilkaqdRcDMiu6BAwdwzz33+L5zNv59qiD/Olkseo+x67o4evQo/u7v/g5vfetbAcxsgtNhEcCMgiIVTz/PCRVXeb98r1a4gNLAy1y8rAcFgIx3c13X5GjVXg9ZZxmyUCx6k3HbrE+5JMs623IQsm6sK+9NpVJGqOm+Zp9JgpBGhVb+2EfSO8/7JJOoqalBa2urYUChUCnPsM6+IZUH3cc0MNhWjh/bKPtM5lr0G3f2rawrFQP2sW2OsQ2ca3KcOEfkuEnPMe89FaJd7OB4dHR0+G5cYh8Wi0XkcjljDMrfAf+43Erf+fzAwIA5AKejo6PMgzAyMmIO3dD1j0ajxjuovbucH/S28hlpEMlrkpdwvsg5L2MAC4WCSdFG5X5gYACDg4PmnYVCAY2NjSYTj+Y/+j2yLyX9MJ0Vvbvy2UKhdHrVe9/7XpPajhlEJicnkUgkjBJPbxPzuuvQJukNzmQyGB8fN0q8HmdJTzrsxOYQAWD2SgClsBidmk4rFn4eN5vC3NbWhr6+PjiOg2PHjp0WIb4YQMdFtXzpdHiWbcYwr8k82pQZ/f39hk+3tbV5Uo0yLp5eYa5o8ncZvsd36VWOSCRSVVy5NqKrVY717348r9q+tnmKK/FRec+RI0cQDofR0tKC7u5u0x+kQ9Y3n897PMbaEUTewXMkbKhWKT7VOXYqz58VHuOJiQn893//d1n6MmDGgqJ3z6YcAuXeP+nhoWWkPTksn9cYW0qrFSgRj9wBzrIlgcrNZTbPk/aYciOBVtSl97FSedIzxnbzOUmwfIf8YxlkHDYjQ3t35C5eudlOCi9uVJL1tXkoSFgED09gvWQ8WDQaLRNmsj/5Pi2kZfw5lTitQMu+0l50fU17xlm29J7Rsy0Zytq1a8vaf66A8Zp+YL/4Ga22vq0WjlNKGZZIJMyhGmvXrvXEt+ZyOSSTSZN9wVaGTUC57sxmLT0ntLFLD5SuP9ut6Zn/19fXm9M4Gxoa0NjYaHKJS49wbW0t4vG4x1NMHsiQKSrxVKpDoVIO50Qi4Vki5X38v1Ao4M1vfjOamprMpt+mpiYAJe9dsVhEPB5HTU0NUqmUWYmSqwBa2e7o6MCGDRvgOI7xAMp+JSiU5WoRIecLaYwhU7FYzHPgkoa87ic0tSEDAO3t7XDd0smbzz///LymhVoskDz/dJRdLfzo/dZbb8XU1JRRdLnq4DgO2tvbPTydn9x7Q5rQ5VI2anpkPfL5PHbt2nXyDa+irbNd1/dU4ocnY7QVCgVcddVV6OzsRDwex/Llyz2OPR1uQt6gy5D12rdvH773ve/NuS6nAyfrgDprKJwMl0trHJxcLocjR45g2bJlZRkE5LOEVn41E7VNLq2kUuhRWSUTl0oYy+HGO/2bZMDaqpOb+PTSoowplnWTSq2sNw/S4DvILGyKt1+btefFFlpAi5ybc6SCKlPBSI8sN7zxBDz2kTRg9GEBNFCkFSuXWfVY29pVU1NjPG/S807FXnt69dgzFEOGi8hnKi1JylUDmXv7XIXNC9fb24vrr78ed9xxB8bGxpBMJj3hC9qw8fPu2TwuNuNRPkNwudQvDKmxsdGcgigVRjmv9R4GScfkC83NzZiYmDBGHK9zHshnp6en0dDQgC1btqCxsRHZbNYom9r4J/2QDzGmzpZdBpjJisNVF2nA8V6p1C9ZsgRLly4FMLMaFQ6HDW1TEae3tq6uzuQ81gpvOBxGe3s7GhsbTSiGzLUuHQp8zsbP5DjKZ1j3WCxmzXCijWU9Hyo5KwCY5ePp6Wn09vaeFm/pYgaVZr3hslqcrJdd93NHRwfS6TTGxsZMuFJra6tJW0rljZ5N0onkBeTzlB9UnOhVpjzgyaazHdDU1taGSy+91KxGhUIh9PX14cknn/Sdb9WgGk+v3zN+79S8lLL0y1/+MlzXxfr1600bJH+yrdwAXj3FdV3DD5qbm/HKV74S9957b5mSr3mDn9d8vnCytHrWKMaEFEhkivRSyhADScCS6fOaHiSbl4H3SUuJcbGEFCwMVud3EigT3msFSyrHUlDZNrhIa5iKGTBznKs2BkKh0pG7MpxAepK4TMz3y7RxrJ/0pkoFXtdZKto2q1tvaGP9AJhd8OwrjgcAkxNWem4p4LnRhn2gjQ3tNZdjxTALfX99fb3nABE9l3jwAGPLteJtE75sq/Qyci7Ra3zgwIGyZ85FSJqMRCJoaWnB+Pi4ya4i+5p96UeXfjGn/J3ew76+PkxMTGDNmjVYsmSJJ5ylu7vbM2fHx8dN2kNpeAFe40jyG/lOGTrBd8hQplwuVzG7Ag3s5uZmz1GswMyhNdIxwJh7KslcaQJKc5ybksLhMBKJhDHmSM+E9JixXTzOlfOdvI30zPlMBZcHkEjPc319vTkZsFAoYOfOnWZ5m95n2X8Sfg4Mm/JMvkBPujRYK2E25UP+3tbWhsHBQeRyOezZswfr1q1bFDG55xok/Wv8+7//O6677jpDF42Njaivry+TK1TSON9Jy9Ig5TyUHmNZRiaTwf/9v/+3Yl0vuOACfPKTn8TDDz+Mffv2mff09PTgZS97GXbu3FnVHNTOMT9nsNBhPgAAWWJJREFUwGzl+MHPWRMOh7Fv3z7cd999HsNa8lZN/9JjzL6mYVIoFIyuc/HFF6NQKOBnP/uZh8e95S1vwTve8Q6k02kzJgyBef755/GDH/wAhw8fnlPbZ8PJbMQ7qxRj6W2Tna2VLgAe5m2zdqQQ4MlbMtbPT9GiEK+rq/NkRXAcx7yPhEZBF4vFzMYQPemlIGE7mPWC99FSj8fjSKVSnkH2WyJi7F9dXZ3Hq1IsFo2HlhsT+E7pMXJd1yzREjZlRBNQsVg0Qp3CvqWlxePJoTVOZsSNQHI3Pz0UVMw5nk1NTUilUp57bQo8y5BtkuCmGnrDMpmM6TMdliOVFh49Ho/Hy04Dkn0jlQ8dh2xbjjpXYVM+pMdBzgHOG9vzftCKKMF5l8/nTTqntrY2jydSemuLxSLGx8dRLJZOZqOHF/B6hLVyKt8rlTfOv1WrVuGXv/wlampqUF9fb46v1cuPLL+mpgbd3d0m36/cPMTvbDMFipxLnHcjIyMASsYcjTj+rj3gsg3sr82bNwOA2e8gNynLUAlgJrMMy12yZInJfMN0hn19fZiamkIsFkNTU5PhSVohqDS+8pr85PjJMqXhwU9db5sHzQbyR+0gCOC/ouMHv3G2lWUrW8qJhoYGT3pBTY9yJVfyXW1sy1VK1q2lpcU3TV8oFMJ5552HT37yk1i5ciXe9KY3obOzE4888ogxWNesWYNwOIwnnpg5kNBW1mxe3tkg9ZRK5druueaaa3Dvvfd6TrbTjh6ChxrJvQxSrgGlsMfx8XGEQqX9Qx/60Ifwute9Ds8++yz++I//GPv27UM+n0c6nfbQK+t7wQUXYP/+/RgeHkYqlVpQOjurFGN6h6UCC5SY9+HDh9HT02PubWlpMR4Om3eGjI67x+kp0hPDcRzP+7jrWVtSUnnmu5jnlgKR12l5sXztee3q6vJsLmMy8kQiYWLz5GZAlkWPsNxYQA8KPT2tra3G4zo9PW0OPJCeZbanpqbGnFKlszCwLfxjbOTy5cvNUdiRSARNTU2etG1UgllfGX8tQy7I0OiFohdw1apVZkOX9m6TuGmN0uCRSjGVFrlZkcbR0qVL0djYaN7PucZ557qlOMNCoWCOsZYKgZyTNiVZexJddyaLyrkKP0G4b98+vPnNb8att94K13XNARKV+kMrwDYlhWPA+R2Px81GnUKhgLa2NjQ2NqKurq5shQNA2YqBTaEESnTHlSO5gkDjk/MZmDFAaVTxPdxQJOMjY7EY2tvbPYo36Zmb4FzX9XiHpVcsl8uhv78fR44c8aQW8zPaOAfZtunpafze7/0elixZgnw+b8If+Js2jjs6OtDa2oqjR48aHtLQ0ABgZqNdJpNBX1+fMdiLxSKmpqbMZj65miZpSdKTNCrlPVTY5fGzthUq9rP2RNuMKt1fQCkUJRaLIZvNGqPjpQQaelL51H1og3YwzebZlM/xUzoY6JSSRqJcQZYOL8nnQ6GQZ/VSz61sNmvC9vL5vDmESesD3d3d+PM//3Ncc801Zo7F43FceumlmJ6exqOPPmp4WGtrK8477zxPak7bfJuLccF3yvttsln3ob62bNkyvO1tbyt7L3kZnUrSQSQhactxHLPPQOoeo6OjaGlpwRVXXIGnnnqqLHxTziG+413veheGhobw2GOPzZsROlfvO3AWKcb0kMjNXQQ7nLGj4XDYWJNS0FIhIaGQoWoBKRVWYIahcgm+rq7OCFzpQZIb1qTXWC5RUChpwuCEr6mpQXt7u1HopRCj4qs9zIyB445weT/bKpcdGXdMIcM+otAj06G3Scc1Sy+sXD5mv9NL1NTUZBR12T9sWzgcNsxIeo2j0agnVrFY9GbqaGpqKiMo/u+6M3kWyUA5Fnq5XhId60JhK/tOGgYcR7liID0SNoZeyUPyUl6Ora2txYoVK3Do0CEkk0mTr9dPQALezVE2RZn/J5NJs9msqanJKDTDw8NwXRebNm0yHmQ+09zcbOYAUEoTSaVQjpM0quTJWQTn3PT0NEZGRjxGrDT2RkdHPeEHkUgEy5YtQ1tbG9LpNOLxuCd3MOduNps18dGMkXac0ol1zzzzDI4fP27qopVOHUbBa8ViKTvIjTfeiKVLl6K9vR09PT2Ix+Po7u7G8ePHMT4+bjza7BcZEiFDMNLpNJ566ikPf2xqajJKTDhcyoohTwHlGMpx1WOraUmGpkgFX88X7Z2Wn3Lc5LMa7Cdm83gpwm8cZntmru8AvOPkuq5nFZXyWG+60w4n3s+QPK5CSlqgnKYuwJPurrjiCmzfvt3I5VWrVuF//+//jZUrV3pWUIASHVx77bVobW3FPffcY565+OKL0dLS4jnoQrfxVPpTzmtdhuSVsi86Ojrw13/918aAoKOKZVB+Uo+RYy7lKd+XSqUwNDRk+pIONa1D8VmOnTRg+O6pqSlkMpl5U4pPFmeNYuw4jlnWl1aHtKDYkbR6+JwGPSucVPJEOg6mXha1BfADMMo3GbxtQGX9tIeY75SKINtAZs/3y9hUSfj01ORyOSPYHcfxTE5a/Iwv1gegyCVILqe6ruvx6NogCVwqyfI7P+X7pKDnb3yf7nN5LLUcBwpBKhwkOi0M+b+sj17GkYxOPq89I9r6Zj11/mS20+aVlPNyIYn/TED2nc0rJ5fqE4mESemnYVNmbJ4QAGUKI1czGFaUSCQwOTmJlpYWj6HKECMiGo2aI84Br5KpY5BlHeS4d3Z2wnXdshg3zWN4MuZrX/taY+jysBx6nKnoh0IhI+AjkQjGxsbwwgsvYN++fUaoS5qS/aaNWfIYeVrl9PQ0urq6PFlFuru7zalwjlM6TTCbzaKpqcl40oAZo3VgYMDwoIaGBlO+FKp686nmiXJMNV+R12lMcTOvDIOplr78lAoJ6ZV/qeNkvHCzQStwWnm88cYbTRYoKrm6PlLpkkqvVMB4j+bv5BupVAqFQgEdHR24/vrr8fDDD+NDH/oQJiYm8Nhjj6G7u9vjkJE8YdWqVVi/fr05BpmhlzxZUs7v+ZQBtjJssqqjowO33HILxsfHTf8wjI1tIGh4yFBLKR95hgPTspGv1NbWoqGhweO8km2VcpiymPoaedpCY+FrUCUcp7TrmAotIZlif38/li1bZpZDbXGcWpBJZquVLlo0UiBKRY8DKk9c0gKPdZV11hOWVhbL1/GL8t2SoKigy8mcy+WM15neWLYnEomgrq4OyWTSxPlSeSwUCuZIWCng5bNS0ZQhDjYid91S2AHrLje7UZhJpZFKuyQcrbDSM8exkQq3Xl6Syr7sfxKpjEmTBo1ui/Tcc47ozZ+yr+QcY/1nO1JWL9OfS5DKju6DvXv34j3veQ++8Y1voL+/H4lEAnV1db7HBleCnFtksnLZlDTmOI4JN6irq0N9fT1c1zUHz0jIWHnAG2vMzYNa0ElBWywW0dzcbLLpsE56XuZyOTQ0NODjH/84Xv7ylyObzZpQDS5fc3MdFb90Oo2BgQHs3LkT+/fvRyaTMTG9er75rVQR/C0SiaC3txcbNmzA8PAwGhsbkUwmkU6nTdYJoCTs29vbTbuBUuhaNptFOp3G8PAwBgYGTA53md5Se7FkGdoI1ffbxpr8kgcy0Juul3+1UOc7bAqwfEY+K9NDxuPxc9Jz7DdHgPLsFPOpHOtx1mV3dnaafSC8lxuxKaPooJCrOHS0sG2S9qTXkt7R4eFhxGIxo5zFYjH8zu/8jlH+UqkUHnnkEVx++eWmTDkXufHu8OHDxvmzdu1ahEIhPPnkk2Vyar76rdI8lvjwhz+MRCJheKM8ul2OrdaNpMwFSgY0D/2RMjsajZpwTV6X9aRzS8ttvTJebXtOF84axRiY2Qhi89Jo61IKRP6uBbQecL00Dnjj0qSlJEMMuAOWS6w6l6ZMD+MnsGQ7WI5UzrWnhGCdqPTKmGbNZMjYJAHkcjlkMhmk02mzyUdOUir/lYQX6yxDV7hEA3gZkCyjUCgYRV4rpNIrw3rr41jl+/WYSmVXGyJyFz6f0d5dMg0SMqHT3ck5JOeffJ9c3tNjBwCrV69Gb29v2dieC5BttinIVAw5P6ampjweP32/FAI2QUrhJ8OCdDlNTU0Ih8M4dOiQmd8bNmwwWSqIpqYmE5YgVzlsbZOQ81LujqeRl8vlzF6Fl7/85Vi3bh22bNmCdevWAZjZzBaJRIyiS2Gfz+cxPDyMRx99FI888ggmJyfNfYRtY6D+36/fLrroIs9SKENS5Pe+vj4sW7bMs6F2fHwczz//vKef6E3W4Q1+/SeFMfmQrqPtfqaJZPiX45Q81dozbnte/j+bwiK97b/4xS/wspe9bEGF9+nAfCptJ/NuPQ7km9ddd53ZMM3r8nAuffAEZRjTHZImpAFL5YyyiydKAjOeU8cpxc9yXqfTaRw8eBAtLS3YtGmTuQeYkRkrV67E5Zdfjl/84hdwnNKel40bNyISiZjY2VPtJ0LLYr/7HafkLV6xYoVxdAEw+2nYFzLTjewH6iRUpNPptElnSZnKpAGyLtI5SVlII0bWm06+YrGIq6++GgMDA7OmypsL9FHis+GsUIwZP8uTlfyIN5vN4tixY+jq6gLgVTIJm8fApszwU3p85dKC9FxS8aMQyOfznowF8l2a+WvLSHtGpGAhIpGIOQ62rq4OS5Ys8XiHpVIrGQWfZQxvNps1HiGpwLEcCmcdn6uVeYLKCN9Lg0DHVvJeKgvRaLTs8AU9LmSEfkJSGjY67kr2AZ+3eWg1Q9ZeYG2Y6NAMvk+/XysGsu6hUOicVIqlYlqJee/evRu/+7u/i6985SuYnJxEJpPB5OQkmpubfRWXSh4+Cif5XdIBn+cGPB7ZPjo6ivb2ds8mWaCUz5gHWsjnWb6+pu+rqalBJpNBW1sbrr/+emzcuBHr1q0zpz76tYHeXwoLKscHDx7ED37wA+zcudMoxLqN0piX0MJI85clS5agp6cH3d3d6OzshOM46Orq8vTd1NSU571sMw++qK+vt+6F0B4hGvN+42nb8GPzKnIMKJATiYQJP+F+B/28/E5Ij7qtPpJvt7e34+Uvf/k5pxRXAzoppNd4PhU9m2xvb28vCyOUji/OJc7lUCjk2ZMi9wDweRlGkcvlMDg4WObsAGBkpQxpZMq+1atXe05ZZJl1dXVYvXo19u/fb0KKeNJsQ0PDKa002IzJanD++efjpptuMvoQFWFJZzJOW+710H3GrBHaGVRbW2vC0Xg/x0PvfeK4SZ5ER9SyZcvQ2Nh40n1kw1zDM84Kxbirqwsf/OAHywiCkMSSyWRw9OjRsp2rtlhP+Z1KmvQw60knrR/pNdQThFkfqFTaYlv1e7RnQzIdqdg1Nzd7jpim4mnbia09LrLe4XDYLD3KNuiURlpBtSko8nfprZXX9DNS8a6rqzM5Xukplooo26W9T7rf+V3Gf0pvrZ9BJessId8v4zWlYSSVYDmesr9lv8r75Oe5hmKxaJbZZsOuXbvw/ve/H5/97GfhuqUNGKFQKU+p7M9qvHqAffld/84VDa4ATE1NYc+ePVi+fLnxfuhsMpXerWmA866trQ0f/OAH8aY3vcnE4XI+yRUUXtdg/Rgb/cQTT+CRRx4xMXyST2hjTC9jSkhjl8r34OCg8bBls1mzmVeio6PDxCH39/ejsbERfX19mJ6eRn19fdlqmfRISeWY8DNw5Xv1PbZxcBzHZLhgSNjk5CSamprKhLztWdunvodx637HnJ/N4JhXAzln+P108rHNmzcbOpR7e6SjhvIb8PJaHU4FeLNXpFIpTExMeDIl0bCWDhup2AGl1GRPP/00Lr30UqucXbp0KS6++GI88MADRk6sWrUKqVQKzz777OnqKiuam5vxmc98BseOHYPjOMbg1rHYbB//14ozUDKMGStNHhYKlbLNtLa2lhnn2vjm/6QlZnaS8rUS7z5TOCsU42KxaCwurUja7iVTbGho8Fh/2nMsPZ825iuX4qTCKRmo9FLyHSyLm2XkBAHgKVcrkTJ2VypmodBMlgWpNGrlcTYhImN/mAXAFnrAsIrm5mY0NjZ6FDzteeLSTCQSMR5oGf/LZQy59Mq6NzQ0mDAUHQdsGxepjGslPZPJGMEqjRHtGZJjKpULQp4oprMkyHJ0fTTYzzajjG3TfXIuwRb644fnnnsOf/3Xf43PfOYzKBQKmJycRDgc9uxE1/PBT8mRY8xreg4AMwKSm3pTqRT27NmDXC6HtrY2bNiwAfF4HKOjo9bnbZB1jUajuOqqqzzLi/qzWkWf4Q2vfvWrsWrVKqPMh8OlFIxcCi4UCmZTIWO2meEimUyalHGDg4Po6urC9PQ0RkdHceDAAWPQDw8PY3h4GEuWLMHq1as9wpP0sGfPHvT19RmFhTnPtVKu2yF5jIw9litMleLtbQa6/C5PytRzQcsNmxzxkytcWSgUCli5cuWsY3Y2opq5KO+VY3UqynElo7O2ttbkBNbvp5LFOSfjY1k3ucqoZStXTOXmMBkeyVUrKWv4rnw+jyNHjmDFihVYvnw5gJkTcTmXV69ejfPPPx+7du3yGBM6zGkuiqB28tjkoEQ4HMbtt9+OwcHBsvBKubFOrojr8Af2y+DgIP7xH/8R27Ztwytf+UqPY4srTJq/kcblvodUKoU777wTv/zlLwEA7373u3HllVea8eER7/OFk5mXZ4ViPDg4iK985Sv4l3/5F891mwdCexS111LGDsn7CGldSsVZKnry/bIMGa6gy7QFmWuPEf+XVi7LlsqiVvhkTJBsF7018rvMRkGPkNzAIHf6MmSDHmqbJ0p6rEKhkFEq2X+MqZTjQuVaeuMqpemS79FhHCQ6evvlRj3J8GSZWulmmYy3lu+VKfnIiOV4aOamPXi2MbYZMOcaeIIbPZDVgNkjstksCoUCRkZG0NDQgMbGxjJFy89gArwrJbMZipyP0WjUs4ErkUggmUyaeF9NszbI8W9ubvYIC60s+ikCfvwIKPXpunXrcP7551dUzuWmWjkf/fpK0lSxWMTk5CQGBwcxMDCAzs5OhEIhTE1Nobm5GTU1NZicnMT4+DhisZgxriWfkfNeOyOkQGeed2nIVupfv/6SCIVK6Silglxprtigx4ZGyLmcjYLjIY/qrgZyvp6KcuyHlStXGrlrC68h36dDRKdf5SflC+uXzWbNgT5UoiWNtra2AoBHbvN3lj85OYlnn30WHR0dqK2txZEjR/Dggw+ip6cHmzdvRn19PZYsWYL9+/cb2cJsT+w7fs5VMdZgXnaWw6PXt2zZgoGBAQAzTiGpAGvFWjr6SI/5fB4PPvggvv3tbwMAtm/fjn379uH1r3891q9fb1ZlZKiL9OKzzw4dOoSf/vSneOaZZ8wGaQD47ne/i97eXlx77bVoa2vDrl27MDY2VlV/nC7Mqhg7jvNVANcBGHRd94IT1z4J4PcAMFr9r13XvfvEbzcBeD+AAoA/cV333lOtJK0tG+Fpry8HJJvNYnBwEB0dHWVeTmlpynfoSSeZvI5TlYowLVTpiWKZAIxyqJdcbFYfJ5Osj59CzHczB7BNWFI5pjconU4jmUwa5VELUNk3Nu+WjsHSnlM9PoxHZHYH1jcUCnlOwPMT4Hpc+G5pwVOxlkTIa9JjpI0hqbTIjRzSq8736RAPG1OTYyTHU84vjgkhGcR8YTHQLDD3JbEdO3bgox/9KD71qU8hmUyirq4OqVTKbOrQqOQloZE0l7oWCgXEYjHEYjGMjIxg9+7diMfjZkOtLYxHvp/jXV9fj66uLriuazLWOI5TFmZQTZ0kD5IZWmzhSZzPthhj2/y39V0oFEJbWxvq6uqwd+9ePPfcc8ZgiEQiaG9vx8DAgGefg4ZNsZSGY319PRoaGkxaOt3WufSPTUnQcd66LyoZJbbv09PTGBsbM8bw0aNHq65jNVgs9DpXUMmaqzFTLaLRKK655hpEo1ET8sfx5FyRDiPprNAymZtXyd9HR0c9yh/LLBRKhwBJJ5gOsZT/j42N4eDBg+js7MTPfvYz3HrrrcbI2Lp1K175yleivr7e6CCnIxVZfX09fv3Xf93kEAeAu+++GytWrMBf/MVfGANAykFJ/1LukW/KDXlPP/20UYr5zNDQEH76059i48aN1lU99hOzdh05cgR33nknDhw4UEZ/+Xwejz76KB599FGziXY+PcZ+9F4J1YzS7QC+AOBr6vrnXNf9J1WBzQDeBWALgKUAfuo4znrXdefcSrlpoqGhARdffLF1E82J93quSavp8OHDaGxsNCfhcfClciXqX6ac2cIGAHgUMcC7vGoTmra8iVpISsWT37XyWmlpXoN9kcvlPJ4713U9nl3JUGwKuewb3TZtdWplXx7uQYGtPdVacbW1i0yYY8Dv3I1sU1pk6jlek/GfADxhHLa5INsi7+FzktHp/mEdbUoxr83nzluB27EANLtq1Srzf6FQwN69e63GbCU89thjeMtb3oLXve51+MAHPmC8QHreSWVLz51YLIZkMulZWhXtLaNDfspVi/b2dpN+DIBZSbHRniyrtrYWS5Ys8SjFQPkehkqwGZlSIZBttz2n62Tjc5XeXSyWDrA5//zzMTY2hmKxdHBHOp1GKpXynPpYqf4UrKSDaDSKtrY269Hf8tlKirvtHt0uabhX6iPbdVufcfc92/za1752vpXB27EA9CpBXj5XSOeBpqu5vl+P52WXXQZgJlSP//O9fE7SBOUs5QsVPcrRdDqNRCJRFv/qOCXnWywWM+Ftsj4yzSLfzY21zz77LNLpNG699VZzfz6fx44dO7Bjxw4sW7YM69atQyQSQSqVmnPfzIYbbrgBl19+uYcmqSjv37/fjKvcSC83wEleQp2DOsKRI0dw2223Wd/b39+Pz33uc3j3u9+NrVu3mqwwwEzChMnJSdx1110mbGI2JbXaOPe54GSMkVmfcF33IcdxVldZ3g0A/p/rulkABx3HOQDgUgCPzLVijONyHAerV6/GH/7hH2JyctJXaSP4Pwc+Fouhu7vbc+CHJFztHdUKriQ6TjDGy2gPsM0aIxhrQ0KUkF4hWSdpzco2yud1aIjuB7mjVirW0pMql15lH0glXf6mhbR8J9/BusvntFLATTY65lMLfR3fzaVtbsDgvTKVGuvIZXn5Hul5k/WW7ZSKtO4XOcfkd1l3WzukAl4oFHDs2DGcDiwEzUYiEfzkJz8xfTE6OopVq1ZV7SGVCskrX/lKfPKTn0RfXx8AmMNziErCl3Spl/Dlc3KsZf30XF+xYoWZT0ePHvXwCrkqIN/N5P9SKZZ1qBZaKSYd87uN98nnbMq133t0O9i2xsZGTxgL2z8xMWEUZt7PsiTdENyr0NbWZlZnyI9tXnS/9vm1SRtJsgz93Q8249x1XUxOTiKRSKC2thYjIyN4z3veM+8e0oWSsXK1SvLTuUKucp6MUmxDLBbD2rVrTTYqKT+kY0vzcEmf0hNcLM4c7MMypLMKKDng5MqU5PvcL6Q3hVIBfuihh3zbcuzYsdPG64HS8c482Iv0NTY25jl4Q9K5zSGl+29iYgLbt2/H9773Pes72TfDw8P4/Oc/j7q6OlxwwQW48MILzfHszzzzDPbs2XPa2j0bpDNtrjgVv/4fOY7zXgBPAPgL13XHACwD8Ctxz9ET18rgOM4HAXzQ9lttba1J2QUA+/btw5/8yZ/gU5/6lEeoaUVTLo3wN1qK0tNjY5oS2msQCoU8sbc1NTWek/N0GTaGzNPxWJYfAyEx6019UuDIdjAGiDuy5b3cPW7zHulwAEIqzLovZH30c9IrlEqlzH0y64VUyGlkSAVD10nHZfMvn8+bMZVjLb2xWnHRKbxk/f2MCj2/ZCwbx1J6HPisNho4/rKcI0eOWMf/NGPeaFZb4evWrcP+/ftNSM/ExARe9apXYWhoCAcOHKi6gvF4HJ2dnZicnESxWNoYIk9dAuyKkf6/vr4euVzOk5VGzikpCGyGLH+jMG5sbDSeQznWfM5xHJM+kTQs72HokFbSNWz0Just36ef0f0ghZ8Nfv2pDXGdjUd6z2V9uCoky6mrq0NPTw9isZhJESnzQZN32erhd62SU4RGRDUKWqV5VCgUMDExYdrW3t6O6667ziMHzgDmjV5tBqruu7q6urJc8bNBy735wgUXXADHmTmsR8oLSV8cbyq5lK9afiaTSSSTSdMP5MeMj29qavIc6KPDGXXoJVCSbbt27cIjj8zZJjlp2Ob9P/3TP+Hmm29GV1eX0R3IMyRNynZJXQmYcSSGw2GMj4/j29/+Nh577DHfemiemU6n8fjjj5cdfb2QOFmlGACqD3jz4lYA5wO4GEA/gM/OtQDXdW9zXXeb67rb9G/0FksFs6Ojw8SzMIUKGaEkFLls0NjYiPb29rKYOypxOuUZ4PUgyz+pFMklV5uyTQuaiqnreuOftOcR8MYuyxymUqHns1IwhEIhozjI/qBXht91P0lIBqDbohmfjpmVz8nyeD8Fqe4vQh4Iot8py5ZeK725SD4v+7PSn3wXx0l6GORY2owTP4+zHEs5DzRzWgDMK81qT+tdd91lVkUKhQKam5vxta99DXfccQfWr1+P9evXVyw7Ho9j06ZNuP766/GXf/mXZuNbU1OTx2AC7Iqwnr/c2KXHRs9bKRx0OVL4ynhYPYd5L9PLSYOOCrHOM+43z9h/3JdA5d4yFp5PWz/o+/2UTNv3SkqOnr/aqAVmPHJUivP5PNLpdJkROVs4RqV667pruqzUTj/+xs+RkRGzQhkKhczqxRnEvNKrbr9tb0OhUPDsBamifDNfbXPuJOpr/qcXFPAaappubIZqJBIx6cCAUigM2yvpDCgpT01NTR5PsS6T81SvKA0PD59RpbgSfvaznxk+QX1G8zbt4NE8MBwOI5vN4v7776+oFBNzNYTmY46cqbJPymPsuu5x/u84zpcA3HXi6zEAK8Sty09cmxPk7l8yXCoYy5YtQ6FQMIxKTnKpeLa0tHjiDG3eFu1N8fMgaM+LVH4lwWrliPfbNoHJMqR3UzIaEiQtYVlPWR8dI0vFWPaLVgTlpjdb2yVzlB5s+X5ZrlQEWSeC9dPx2rodNqWd5fMEMakk0FNg846xD9iXOkRGepu1B1/2mxb4vC7/1/2ghS6ZMd957NixefWuVIPTTbP79u0zbayrq0M+n0cikcD4+Di++tWvwnVdvP/97zdGn0SxWMT69evxiU98AhMTExgcHDSbu6QR7AfbHHYc+4Zd7TmTq01yrDl/WFe59EpIOigWi6au8gQurfxKGvRbcZJGn02h0++3wc+Q0N81P6xGMdYx39JoleX29PQYumWaOPnOSpuRbLzZZhDxvTocbDZBaes7fmcGASpNw8PDeNe73nVGs1Kcbnqt1D/ksZViM6UBqMfqVNHc3GzCpzQd6FVCSa+uO5PdqLa2FolEAqOjo3jyySdx9dVXY3R01DiSuM+FGRX04VHSCNaytVgsYnR0FDt27Ji3NlcLP8N3+/bteOMb32hSzMk/9pleNWN5NASbm5tx8803mywW1dTlTMuxanGqmxxP6mnHcXpc1+0/8fWtAHad+P9OAP/pOM4/o7QxYB2A2U0Phf7+fixZsoTvMgqVXI5mGiHt/XHdUqLysbExT5YCTnCbp4CTXYdcEHJpQio+GpqQ+W4pKHlfsVgsMwDkp1TeAO/BG9rLopVTv1ANOZG1Qieh6yqVdVuohSxLCnxJjNIAsFmxuiy2nR6gbDZrZYgkfFustY1B2Nov07rJT7/4WG0g6TGw9TPnQV9f34Iwk9NJs8ViEX/wB3+Af/mXf0EoFDKbs4aHhxEKhcxJT//8z/+MlpYWkwoJmFkKHRsbQ19fnzmZMR6PIx6Pz9amMnqW419fX49MJuMxNG1laGWQdCTHNhQqpQGjF1G2vdIqBOdtfX29Z65Lz6Yfrc7Wdhu0MewHOV/9yvPjcdqA1d9d10VdXZ0ZP5nRBZhZtvXLEV5t3aVRUw1NVeMc4TXSbGdnJ97whjfMOcTgVHG6ZSyVQct7zf+VQlK0zJ0v1NbW4qqrrjLx6DbnhObl0nlEfs4Y2RdeeAEAcMcdd2DVqlWoqanBpk2bjJc4FJo5wlzKf5Yj30WesH//fjz44INnOqymIjKZDO6880688pWvxMaNG818lbTBzeKSr01NTeH48eP4yU9+gmeffdaXT1aLSsY6cHq9xsR8ZP6oJl3bNwFcDaDDcZyjAD4B4GrHcS4G4AJ4EcCHAMB13eccx/k2gN0ApgH8oXsSu2X1pipagLQipfeNAyGVSNuSgRYYNuYo421OtMfjjdSKnWQMkulqBU/fQ++GtLi1cOGhGPR6SuVOK7WyDBlTrJVIqaxrpVHXURokUoDrvrMp/Jo4HGcmmXgsFvOMFWOvtRXLZ3gCl4Y0IGwMuhKBa2NAzhNbmbIs1pPL3bL9krHK+1nmmcJC0OyhQ4fMOObzeRMrnEwmkUgkzLycnJw0yqWcl4zbpkJVzcEnsylPTBUow1j8ntPjI/kLn6mrq8Pk5KTHCyMxOjqKpqYmFItFTE1NGaU4Fouhvr6+jCZma4MNup42g2A2+D1j42XyPsdxTIiWji+WZU9PTxvjh7RG41Mu88p32OqnwXEknwO8WUJs7fJT3CoZBJJPnwksBL1qaAPzRL1mnVfzbeSvXbsW7e3tRimVslnKHKncSVnL+ff4448bpZhgBqCGhga0tLRgamrKnNZWLBZNKJjUL6RsDoVCOHjwIH72s5/Na5vnCw899BAeeughfOpTn8KaNWtMjLzUX4DSuEajUaTTadx///2477775m015EzKudOJarJSvNty+SsV7r8ZwM2nUinAq8AC5WnSdOiCVETIfPVBGfI+v9g2P+Hlum5ZPl4/ZVszGElsMu7Y5pGkEszYQs2oWB7bKtstvcq6Lfyuc7xqxmZTqKk48n8/g4D9qi1v+Y5sNmviuah46DAH9hfTybF81l2Pva3N0iiRZeo5JRmrbez1O2xhLX73z1be6cJC0Cw9qslk0sNk6+rqzI5pHtUrUwVyTkajUbN/wDa3tPKlYZvrjuMgHo+X8QtZnpyDFIJyrsj30ZvN+EVtjKdSKXOctdyTAMCzIcgPNiWukgfG9psuYzbFWfa1bq9+D5UOTa/yHsdxjCHA35l5wkY3+j2uW542jNdlfKhf2yu10QZ9nfdKHnm6sVAydjbMRmeV5ubJIBwOY+vWrWhsbLSuJALeDfbaAeG6pY3ZzIbgV7+dO3diaGgI8Xgcl112GZqbm8ucQDQCKXNGR0eRz+dN2rHFjL/5m7/BF7/4RfT19WHFihWefU7M09zf348DBw7g7rvvPmnjZq7PnYwRv1BYtCffSYbLdD+5XM54D3XIg7SK6C2SSpJW0HhdMlrJvCWjp7Kty/ETxrJOkokzTprfZY5iHebBe3UMrWyT9LraUoexDra6yt9k/W2eA12uFjRSwWTeWanEaoWSyzx6wyNBxUMqLPLdLFda8rZ267bYPv0MA5Yr2ygVaNtGLD13tIKSSqVOmgmdDeCxw8zYImPwHcdBQ0MDgJnQJd2Xfl5Ifa0aRYf3MpZQepjkp/Y+Sdi8UnV1dSYnuM1glJt0iHw+j4mJCeM1lifpybqe6tyw0a+fweb3fs1nCMnDJCRds0wqxYRUOvxoUfIybbTzOa4k2jZV2trl99tsgpk82nVdPPzww4tqyXyhYZs384XVq1cbr61txUaGPWi+QT1h165dePzxxz3P2erZ19cHx3GQzWaxceNGY0DL0EcagZlMBo888giGhobKylms+NCHPoT169fjLW95C0Kh0vHX5DvLli3DLbfcgt7e3rLn5mLsVKK3hcJ8zclFqxjLWJiWlha87W1vM7EjUgDo//mdHmMdl6rDF6SC5depMh7O5l3Uz8o68f0yXksqcvr98hkZUy2fk6lryEj0hNZCQLfXphBKL6/NW6L7zwbNkPTGHF6nR1inUdObAnV/yvLZp3J1QN6vNzjJ/pBeRK0YaGNJ12U2T5W+h/8PDAwsOkYyn2hpacHg4CAKhQJSqVTZ8pwcH72Zk5/V9K+tTNt1liVXemyQ3mIJ26bMuro6TExMeIxV1lHyGc2X0uk0MpmMqQ+zzlAIn+y8kIqlNOB1PWbrM90ePzBVouSD8rvrup7QJ4ZDyY2QWuHRRrYeB753ZGQEAMwhIay3n9E/VyHJZ6Qi/Ed/9EdnPL74TEH2keu6C37k9WWXXYaOjg5Pvm49l1lfGf5AvaC3txcPP/ywNebdby4cOXLEpM50nNKpjPJ4cwAmJOFsw759+/CZz3zGnMLJfhkeHvZ9Zr6NnbkYpPOBU0nRJrFoFeNEImGYX3t7Oz7wgQ/g2WeftU56rfjIe/QGDZtiy0kjY0blPXJwtedYCgZZH02M+XzeEzdlE1gyRkrWmXWQbZKKLuORpddYCzot4PV9sh9t8bO6DA1Zln5eC2nbRj6/ZUtZf6awkonZpYEh+8bWZt0fVCTY51zm12Egfv0ky5blynlDzBfBLlYUi0Xcc889uPDCCzE1NWU2v/IUJY1Kym81So2kY03/+vlYLOZRbvyMLvms9CTrceSqiJ4LWnjbjFOgtCKSTqcRCpV2yMfjcY8w1m33oztp5E1OTiKXy6GpqcmkuZqLINLtt/0GeNN86ZAm1pO0xHRz6XQaLS0tZXHjun/82lkslk4sy+VyHoeJrX3V9p0NfJZzhUcDn6uQBhkV44XiU8uWLUM+nze5hmk822hVfnI+DA8P45577rEaVdXCdV0kk8n5aE5VsOkApwPHjx+f/abTgGroc7Fi0SrGAwMDWLt2LXK5HMbGxnDPPfdg5cqVnhhT7SGUgoJEo5e8pSAESsQQiURM3lOt+IZCM4n5+Y7a2lojfLjkQgWLSiHfJeOdJVMnU5LeMzKEaDRqDkpgPRmvKIU4r8k/WY5sIz+5wUmGdEhIjw3vlYdZELZNhbW1tWb3PfvMNlb8lPHgtpAWm7LEvrEZRNo4icVinqMv5W8yDpT1YGou27zxq4fN2JFLyzrW9FxFsVjEn//5n2P37t3Yt28fstmsiS22Qc89LfCq2bToZ6joe+ihpUdMGzJyzKTB6VdXboqVdZSrOOyPTCZjeItWoGmIcy9BQ0OD56hkbWjZ2ikVuVQqhXw+b+iVz8p7bQad36efgskwJ5vxR0xNTWF6ehqJRMJDh3pMbe/TdQFKhwfQaxeLxcoOBLE5InS9gfJVK5vTIZfLGfnR0dFh3QdyriAcDpvwFMeZCe2bC2x0TPhdt+GNb3wj1q5di2PHjhnDRDtPSKf8TnlaU1ODBx98sKqYcD9n0WzG2Vxgm1fz9S4//lDNffL9s73bxmvmWt+5vuNUMZ/lLVrFGAAmJycRi8XQ39+Pz3zmM7jjjjuQyWQ8XgutBAIwy5RNTU1lyqcMJ5CExyUZPclCoZAnTpEpT5iKiMQpjynWQpBl6JOh+Lwe0O7ubsOgCdaVZfI7vU5yCZXtZblSIITDYc/pXFoBZXgCwzRkDmYd1iHjwFhGNBpFY2OjOYlPerd1vaenp8uOhJWbofR1jinro/MUy42F+XwetbW1pv4sS2b4kMoslXp94pFWmKSnQsd/y75h2yORCGKxGJLJ5BnxDiwkpqen8f3vfx9bt241NMETLG2GqfYG6ZAiDT/lqRomXltbW3ZMsxS28phUwDtPdH1l+kZgZrwZx8fsHFNTU2YzoYR8FoCpV0tLi8f4lf2ivbP8LZ/PmwwY9DrbDuDQzgDZR34xtJI++F3G/9IRoGkgm82avMWO4xheYBtTeY0GrOQZuVwOk5OTKBQKZoOmbM9caEr3ga0OPAyipqYGd95554KHF5xusM8po1Kp1JzLqGT8VnNt5cqV2LZtGy644AI899xzOHLkCI4fP254OOeWnNccy2KxiEOHDmFwcNB3Pmh+YOM/sxnXc7nuZ8jK52x1mguqfbbaMZC/zfUZ/bufUV1NOXN9r5QJWpc5FSxqxXhwcBDt7e2Ix+PIZrPGG6mteD3BbSdN+Q2WVpKkEAdQdoIWlTl5so4WHlK4au8xFWHeJxPTU1hSmWI5WlmkINYxxwSVRO0VY9/YjAnJaAB4nrf1k+x7bZTQQyQVD1mObHslJmJTnKQnWj5ny0BhGw95TXqS/axu3V495rbnWT++LxaLLVj+4jOJYrGIm266CR/5yEdw9dVXI5PJIJFIoLGx0ep5szHMU2VsfuXQGyY3BNqUXjmmtk15UkjLTWXFYtEoFS0tLaYOuVzOQ8u6PL4nm80ik8mUbVyzKf38pFLM5d+6urqy0BVt0M6mGOrnstmsOegkGo1avXLayygNeNd1fZ/T9dS5nXO5HMbHx5FOpxGJREzWEluonO4fG8/3ayufSyQSZgzb2trwP//n/0Q8Hj/nvcbS8PLrNxvmi5+9/vWvx5o1a1BTU4OLLroIS5cuxfPPP4/e3l7jBNMbVoESPz9w4AB+/vOfV9xD4McTThc/rkaZm6tRN5fyZ3vvmYJ+1+l8t+u685K/mFjUijFQyg3Ko1YTiUSZYJOf0sMnrxNSydHCkIqrtjqoSBIy16H2MgHwLN3bjt2U9bAp4oD3sA963uRvWgnT3mHp2eYzsq9s75VtkYq1js2W77UZBtqrbFO++Yxfv8h7tffWZhTZlFx9n95sx7Kk8u73bl6T9a5GePA9LwVvMTE9PY0vfOELeMtb3oLh4WGMjY15Vli0MlTJ00D4zRmboNMKKL9zTuv5qd+hDWab4mUTwjpMwHFKS9OZTAbpdLrM02lTzmn8V4Pp6WlMTU0ZnlhfX28OLNBtqgQbDQMwinoymTQGaUNDg9mpT5rRNCppzC8cxs8jJQ3bbDaLiYkJE47CA19mo7tKZVdS+jKZDMbHx+G6Lpqbm3HXXXchm83OesjMuQC/ePpTRX19Pdra2kxoTzQaxfLly9HW1ua576qrrkJzc7P53tXVhXg8jvr6ehw6dAiTk5Oek+koY0OhEB566KHT4tW36QfzAS1PziTOxDsXon3a+TYfWPSKseuWAuI7OjrMhhWbx5PQXlbbb/xfKpxUYqRHVdZBgkokYwSlcJHHnEohSCHr58kFYEI5KjEpKahtSrWtvfLTZsVRmZ7NwrN51eRvbKv2QOj7tLeXMdoyCwDDIeSuYymAZciD7ketjMv6SKXZTynQqOY+yTyl1z2ZTL6kFGOgNJ733HMPfu3Xfg0DAwOYmJhAKBQyh7vYxklCCyK//+V3m/DiWBcKBSSTSYyPj2NwcBAjIyNIJBKmTk1NTUaI19XVeTzBuVyuLGbX5v2kcJZH2XLeMk0fy3EcxxNCJZXMSuD8y+VySCaTSKVSpi6Md5+tL/3KJXhaXyKRMLwtFouZkAbez/eyL+ndnZycRGdnJxobG02azXg8jqampqo8VtPT00in00gmk8hkMqipqUE8HkdjY6MnA4+utw3Vtj2VSmFiYgLT09Ooq6vDfffdh09/+tNIpVJlSty5CtLJfHoVW1tbsWnTJmMUxuNxrF27Fpdeeil6eno8fFu+13VdxONxvPzlL0dXVxd6e3tx9OhR49wASqtwTz/9tOdAq0p1r9YI9/t9PpXjM4lKBqGfjnOy47+QSvFLTjEGSulF2traPPFtsiOqneRywPSmLGBG4On4Uf4VCgWk02lks1nk83lPGAT/l4ovhZVtMwyhmbxWOmXYBFC+dKghd/TqPpCeHLnByOb9sikjNkKyKTGO43gOAuC1cDiM8fFxNDQ0mD5z3dLBDzLsxHVdw/CkIssNctFoFLW1tRUVY+ntk31cTRxSJc+kbZyk4SP7ampqCqOjo55NVS8F5PN5fPrTn0Y2m8Wll16KkZERjI2NIR6Pm+Vwm7GhvTT8XUOOuTbopOHMMXj88cexa9cuDAwMYHR0FOPj4ygWi5icnEQoFEJzczMaGxvR2dmJzZs3o7u7G0uWLEFDQwMymUxZNgVtkDKbieu6nlAGKt7ZbNakr6Mn2abk2U54JOhFzWazJkOD7B9uWIrFYlbjXtbdVvb09DQymQwymYwJnwiFQmhvb8fXvvY1vPnNbwZQ4pGjo6N44oknMD4+jv7+fkxOTiKbzWJkZAQNDQ3GuIhEImhvb8f69etx2WWXYd26deYkQj2+zGJB/ipXBrmHwmaQV4KfY0DOsXQ6beKK6+rqcPfdd+Pf//3fz2h2gsUAm9f4VHlWa2srurq6MDU1ZRxcTz/9NIrFIl71qlehvb297D1SToXDYXMSXldXFw4ePIjx8XGEQiHs3r0bDz/8cNmpln6YD/57Ksrx6VSq9XjJlVD+bnOiVVKM50JrlZyIpxsyKcF84qxQjKPRKFpaWjAxMYHOzk6jRMnBlsIS8I8PlZal7Sx4Kow6xpY7v1OplOc4UgBGEBSLRXOqVy6XQyaTMZvYuLlLQ3trtCLM9/A+GV5hi5HlvbaQC2DG2629qMyxyo0y0iumww5kf1LRlsqhBJ8dGxtDKFQ6QSgejxshyL7K5/NoaGgwXnPGhNLbJpk2N+HQiyTrI+vC+kmhqjddVuNFsBkv+n7ZNzQAmLKsmuONzzVkMhn8r//1v/De974XN9xwA0ZGRjA5OYl8Po/6+nqzobWSwJD9XSwWTSYI0r82gDjW3PC2d+9e/PKXv8SDDz6Iw4cPG++n67rYunUrLrzwQjN/0uk09u3bh+eeew5NTU3o6enBli1bcNlll3lipGWcslRWXdc1G2xlnRhvz/y/QHmIUSQSMaEQss1sJ5VGGuRAaZl6165dcBwHL3vZy8zR29ls1iiSVJBlaBbbwLpQqWdqNbajpaUFX/rSl9DQ0IDbbrsNb37zm7Fv3z48/PDDGBsbw969e3H48GFcddVVWLZsmYn9TafT+NWvfmUyUxSLRfzqV7/Cjh07cPHFF+Oaa67BqlWrDN9gu9g2xjM3NTUhkUiYOGru7aBBLFGNB1kqNXyvzObR1taG73znO7jtttteckoxIVdYpNPhZJFIJJBIJFBTU+NJb7h3715EIhFccskl6Ozs9BiyekXYcRy0traiqakJTU1N2L9/P+6//3489NBDZUeTS9lfqY2VMJvyO9f+kPRskx+n0r82hRiAWX2VTiXpFNNt0YqzVIxnU5BtMvRMKcdUik8HzgrFuKWlBW9605swPj6O2tpaNDU1eZbjpVIoFV/pzbVBP6sJgspuOp3G1NSU2XCjMzIwFICpkihkKAxdt7Ssmslk0NLSYoSzjAemEJGTWypycpOEnPg2D7OtLVQApFBk1gAuW4ZCIXNkMzfMSEVab45hfXU2ARJgTU0NRkdHAZR2e7N+ExMTRojLfMfFYtHEETK+kUyam+4AmP7N5XJoaWnxpG9jf3HMi8UiEokEwuGwyTohNzEStjAX26ZGOV9km+U4TU5OGqWYZb3UUCwWMT4+jn/5l39BPp/HjTfeiJGREWQyGXOCZU1NjUkFKOP7pVLIQ2CkQiyXVPkuYEYxHhsbwy9/+Us89NBDGBoaQiwWw9q1azE9PY3jx49jamoKAwMDaG9vx2tf+1qsXr0a+/btw8GDB7Fnzx6j6D7++ON49tln8Vu/9VtYv3698dRyThaLRUM30WjUKOTaIK+trTUhFpLGKbiYgsx1S6cj0gigosh+cJzScvSePXvw2GOPYdeuXQCAp59+GpdeeikuuugiTE5OYmpqCo7jlGVkoRBh/4VCIbPyxT7v6urC7bffDsdx8PWvf914ph966CHcd9992LFjB1zXNacYNjY24u1vfztqa2vx8MMP4+c//7k5FnvdunUma8+TTz6JRx99FHv27MF73/terFmzxqMUF4tFRKNRdHZ2YnBwEP/xH/+Bzs5OvOENbzA5mulcYH/K+WJTjqXThPOHY5jNZo0h0NbWhh/+8If48pe/jEQiMf/EcBbAdV2jaEp+djLeYz5z9OhR1NfXY/PmzWYe0Ch5/vnnkUwm8bKXvQyrV6/2pD/l+6QsD4VCWLNmDQ4cOIBf/epXyGQyHn5daRVJ1qnaus92bbb+0AqxrKsOJbQpz9XCdV1Pmlb5fr9VI8kv9d4a/bwtzFI7hHiv1sd0macKWc/TqRQDZ4linE6nsXv3blx44YVG4XAcx4RXaAWGyzZcordtjJHKIYUHO5qMnSmeKBxkRgnez7jJ0dFR4xnmcqQ8RYfCnUoaJx137nMpVnp36C1i7DOZOxVB3qu9u9JqYzvi8bjxIFFJp5CQHhKpuExPT5vnstms8fjxnZJxyb50HAcjIyOoqanB2NiYIRiGlVAocVkVgPEM8d3Mr8n3s83MIctxz2az5t1EMpnEwMCA6a9kMolwOIzGxkbPBh5JwFQUpDDQ6YHk79Fo1Iyv7OuJiQmMjIzMGvJyrsNxSvm+p6am8H/+z/8xKbc+/OEPY3Jy0izba/rTXmLSBfs4FouhpaWlbKXg3nvvRU9PDzZv3oynn34aw8PD2LJli9ns47ouMpmMSQXV39+Pe+65B0ePHsUVV1yBJ554Ajt37sSrX/1qLFu2DDU1NZiamsLx48fxgx/8AO95z3sMTdIjWywWUV9fb0IjtOCjMsu5KeeKnnvkVZzbctWG4QnPPPMMHnzwQezfvx+PPPKIef7RRx/FM888g61btyKZTOKaa67B5s2bTeyvVC6oAHMuR6NRtLe3IxQK4ZZbbkFtbS2+8Y1vIJ1OAyjRVXt7Ow4cOIDly5djy5YtqKurQyKRwK5du/CLX/zCGNhPPPEEmpubcfXVV6OzsxPr1683YWl9fX0YGRnB1NQU9uzZY7zkhUIBsVgM09PTuP3229HU1ITjx4/jhz/8IZYtW4Z4PI5rrrnGbMDikeMyFSNzoWuBzP7kWORyOWN4cHNyS0sLfvCDH+Df//3fTQz1SxXhcNg4fzQP9FOeKilyxWIRx48fR0NDA3p6espSf/b29iKdTmNychJbtmwxIXaSRqiYhUIh3HHHHdi+fTuy2aynHA3ptLLx+vmAn7IsHUeS9qXSqk/k9dvgPhv0SpD+zebNtaUY1SGHut/86qSTAgAzeoF8pw3VrvLo+pwJpRgAnMXgzXIcp2IlHMfBkiVL8IUvfMGEIziOg+bmZjiOg5aWFo/ym8lkTB5EuRzADuUSfTqd9ii5nASpVAqNjY1oaGgw+TjloQ98TzQaRXNzM+rr6zE1NWWUynw+j8bGRrMBhR5MeoJqa2sRjUaRzWYxOjqKyclJT/1JLPl8Hul02iiGWsBJzzVQvrOb93CDEU8AC4VCJpRBjr/Ngq2vr4fjOMYg0coL6+o4jufoTG640oyLJ2BpS5oHucRiMfT09BhPsGy79mLIQ0ro7ZYbrDRz5O52GgqA98Q82XbZJ1Lx5e+1tbVoaWlBa2srHMfB+Pg4CoUCEolEWV5Yphl885vfPBeP1A7XdbdVe/OZRjQadZcvX+77OwXa8ePHTf/F43HceOONiMVi+L3f+z1MT09jZGTEMxekweo4pSNaGxsbAQCPPfYYfv7zn5s4Wont27fjHe94B97whjeYsAkeHSzn6/T0NCYnJzE4OIinnnoKu3fvxgsvvIBjx47h9a9/Pd7+9rdjyZIlCIfDSKfTGB0dxYsvvogtW7Zg7dq1ZoypRNDgcxzHeLelMsa20KiTm+SkAAdm5h5zgReLRezevRt33XUXYrGYCQ2ZDVdeeSXWrl2LTCaDt7/97diwYYPHiJVG9Ze//GXDE771rW9Zwwh+//d/HxdccAHa29vR1NRk8t3u3bsX//qv/4pjx45h/fr12LJli/EANjU1eeKo2VZmmqDB+9xzz+Gpp55CoVDAnXfeWfbuFStW4Oqrr8bq1atx/fXXI5VKmdPR2O96lYz9KY0LuTJHw+r2229HIpHAnXfeaVa05PwFgOXLl1sVDxt6e3sXLc1GIhFXZn6wgSsWEpyfNv7opzRpftnY2IiLLrrInG7H65SJTU1N2LBhA7Zu3eo5VEUqjQMDA/jQhz6EgYEBj4y0KcZ6FcHPcyrvl/U+Gej3Sbk0G/SKq6yLrrcOsfQrT5fDsuRKtNSNeK9NmZZg3+sVV9v75Z6bk4GkY8CbktUmpwGYlaxqMDo66kuvZ4XHeMmSJfiTP/kTj0Llui7Gx8c91hdj0xivxnvz+TzGx8c9Ln8up9H7rE+Ni8fjZnkdmNmQJpd66G2NRqOIxWKIRqNG2WT+S1q79HDR+8pd8nIC8X+5xAnAU0cZnygnHif49PQ0JiYmPBYfY3wZK+m3e10zBjLKTCZjGJLNQGA9yVRZLzmhyQAZjy2VCi6jNjY2Ip/PIxqNoqGhwfMeaRBwXKXXkIKvv78fQ0ND1uUchl9wDOj1lZazTlvHMeFcYPuLxSIGBgZMeYlEwhNOITHf3oqzAcVi0awWAKUxSCQSxis4NTWFYrGIxsZGfOhDHyqb288//zy+9a1vmTECgD179uDxxx/3zG05ZxOJBKamptDR0WF+1zQSDodNFoqlS5di27ZteOihh5BMJnH99deju7vblMdsCCtWrMD+/fvxox/9CADwe7/3e+YeObY8fIiZVOSKCDe3FYtFNDQ0eFayxsbG8M1vftOUVVNTg/r6eriui97eXjzwwANz6vuHH34Y27dvN2EllQyYH/7whxU9pb/927+Nq666Ch0dHR46iUaj2Lp1K9773vdi586duPrqq7Fq1SqP10/+0Uvd0tJixi2Xy6FYLOK73/2urwfoyJEj+PrXv47Vq1ejt7cXmzZtwm/8xm/AcRxks1lzuAmhBT0A4+QIhUL46le/iv7+foTDYfzkJz/ByMjInPr2XIXrup5+JKSSyvu0wiMNW5tHmZl5GFoo+T/l+M6dOzEyMoLLL78cy5Yt86QaHRwcxFe/+lWMjY15nCNaKbZ5a/28yrKOJwO/DV/SEVMtpOfXJodt9/rBz1hg3aQTTd7n5521Kcmz7Q3RYYZSZlcLm1EzV4/6qeCsUIynp6cxODhojSkqFAqYnJw0ilI6ncbg4CCmpqY8z3MTF58ltEcZKDHS2tpaz1K6LS6HSjcV10gkYrxbUsjLZQ1+hsNhHD9+3HgcJaTSKIWrfL+NAbE/mB5MvnNqaspsMpHpqPSk1URJrzWVSm0Fy/eyD1imFnbxeNwoQOxTSXzxeNwTOy0t70rMQo4r40MlEclnXbcUSzcxMYFIJOKZF65b8pBTWZbjMjExYU4243W2WWbIkP1i+/+lBJ0OkWM9OTmJb3zjGwBKBylwLOS8OnLkCLZv3+4pz2a4EVdffTU2bNhgPBk2z4usQ7FYOpVwxYoVuOGGG1AoFNDY2FgmFChohoaG0NLSgi9+8Yv40Ic+5DH6ZBt5XLz0igEwq0XyXmJychI/+tGPrPNcGs0SkrZtYHttSrXfc7b3vPKVr/TQuPQ4hcNhXHnlldi8eTPa29s9yo4s0ybw2VdLlizxjI1fW1588UW8+OKLWLNmjYmtJm967Wtfi1/7tV/ztM91XXznO9/Bk08+6TlG+uc//zn6+/tnVUBeiqhG2ZG81eY99ivj8OHDGBsbQ0dHB3p6esqcHOl0GgcOHEAul8P69euxYcMGNDc3I5FI4O6778bPfvYzzwqnHL9K9DFbxgKbTjAbKrX1ZOcVy9Ky3XZPNe3xg+YnmiZnq/9c2iblvHyHLQac9+uxnE32ny6cFYrx6Ogovve97+Gaa67xLKHqiZnP55FMJjE6OmpdEtT362Uienb5Dsa5Ss+xvJ+KMSGVa0k8UohxKamurq5MMZX102ESejlIl+vHsFgvtlcvs9gIRIcs6ImtmYlWdGXZ0mK3tUW3X26kk/doRZeCWt7HOG5pPNnA61w10NdSqVRZXzNMhu8LhUJlp3DJumqF/qWmHIdCITQ2NnoMD0J+Hx0dxbe+9a0yxVhjNo/Dpk2b0NzcjMnJSUQiESSTSTQ3N5vjzxlTynkkBXNDQ4MRulqpdhzHrJa8/vWvxxe/+EWPwivHmMqX7UAerjZU8l5VKwDmYy7J/qxUHj2qbW1tZXGSQMlL3tnZWdYuadySf7qua0Kc6uvrkc1m0dfXV7XhC8AoyBIHDx7Er371q7JnduzYgUOHDpXxjQDloKHidzy4vE87R6ope3x83GTqqampQXd3t5GdDJWbnp7Giy++iNHRUezfvx+rVq1CKBTCfffdZ+S5ba7YlGLb9Uo4G+bFbDyQmAs9zXZdv6+S8eMHPVf8lH+9OjFbfU8nZlWMHcf5KoDrAAy6rnvBiWvfArDhxC0tAMZd173YcZzVAJ4HsPfEb79yXffDp1rJ5uZmvPGNb/R4EDW091FauFJhkvGqclmBfwyBkOmVWL5UGCnkHKcUH1tXVwdgRjnjhjmWL2PcgFJuZgAYGhpCW1ubh9lIwc22yBhom7LFdo6Ojp6UxSnLlRvR9Lvl+/icjVnavNpUZvm77F/2i7Ra5XGg7GcpbG05LFtbWw0TtQlr7eHT4MZJv/7RS1G2jCfa2DjThL0YaNZ13arSXvnNKX5W6jv+fs0112D58uXo6+sz13O5HKamphCPx83pbT09PaipqTHe/87OToTDYQwPD2NgYACRSATd3d3mCGfGrA8NDSEUCuGf/umf4LouPvWpT+Gmm27y1E1mV9HtkfWVy6bFYhEjIyP4yle+4ts2G2YTetUKLm18+t0zPj6O3t5edHR0mBzUxWLRnGzY1dVlwldGR0eRy+XMhr5Dhw6Z7DHZbBZjY2MmJRtp6Xd+53dw++23V11nCcdxsGfPHuzZs8d6vzZwFyMWC736ndRaDWx0rK8DpXCnPXv2YHp62swRLbMTiQQmJycxMTGB3bt349ChQ2Wrprru8rp22DB0Y74wF6NgvjEX49nPYJDl6Gs2RViDK0cni9mUa82TZpMDpwPVeIxvB/AFAF/jBdd1f5P/O47zWQAT4v4XXNe9eJ7qB6BkUZKI/DyNJ+pirmvFS8a9yvtYFp/n5jlHeINlqhm+j7vHuSNbpkKyLR1KRVzGpDJHJ70uUnjK73oy2ZZYXdct83bq9slPDdl3vEcve9i827JvbGEWfI75XKUhYvPSUTlliAJ/43jo2GPpxWUGEbnxziYcNdHZvEm6/vIelq/jqfSzCySMb8cC0yyNoGq8ObMxydk8Gb29vXjFK16Brq4uj2dpbGzMZDopFotmsy1Dg7iJjooy5x7LlqniVq9ejYcffhiO4+DnP/85pqen8Xd/93cAYA250qEU/C43FwIwB5D4tW2uqNajJFFJ6CxduhTHjh0zm4Rp7BeLRbOX49ixYxgZGUEoFDJ8bXR01OxtAGCOribdMBa7tbUV3//+933rPpuRPx9YCMGrcDsWmF5PvHNeypmtPycmJrBnzx5s2LABra2tRjbwWefECsujjz6K3t5eT2YV3iPrbJNrusz5Uo5PxmM6F7A98zEW1Sif+r0nwz/ORcyqGLuu+9AJK7UMTqmH3gngmnmulwdjY2O466678NrXvtazQepE/TyDahs0GQYBeOOFpaAKhUJm8xpzEjPfqvYOUWjK7yxPpqWRdQiHwxgZGSlTOlOpFAYHBz3KMesnFWMbsdB7Q0+xDvmQypz0/toUQ/lOCVkHfY9UGP0YFsseHR1FoVBAR0eHuSY9bRScUqmlgiUZJv+XbQdmwiBkHVhf3SfyHpuBpNuiFWOGumhvui4LKM3f3bt3z7pMOV9YDDQbCoUQj8c941HJQLHdM5vyzN9ffPFFfOtb38Ill1yCK6+8El1dXQBmQqG48Y35yIGS0js+Pm7S/3FTWCQS8ZxAFw6H8Y//+I9oaGgwtA0Av/jFL/CJT3wC//AP/2DK4P2aFnQIQqFQwMjICP71X/+1LAvAXJRWP+E2n7j11luRSCTwV3/1VwC8YSKu66Kvr88YFNLozWaziEQiaGhoMPsuGD6WSCRwyy23mP5+7rnnfL1w2sA81Tba6NPWx0wteSawGOiVY3GyPKracWFfJ5NJ7Nu3D7W1tVi/fj26u7sNb85ms9i7dy+OHDni8WL78QZ9Te9t4OepKsenO0UYUckYnE1htsX1VgPtBNKw9Wm1dZpLHWyopnyO73zhVGOMXw3guOu6+8W1NY7jPAVgEsDfuK77C9uDjuN8EMAHq3kJY5JkIL2f0JSxuVKB0s/wObm0yXsZRpFKpUweTq28UWGrqalBPB438YXAzNK/3rAAwOORknXPZrMYHh6G67pYunRp2XNaeeU1LmnSU2oD79fKul8/2ryqtmdtZfj9T08d66sVcm20MN8x28j7pYeWSjTbzvtlW+Xzuk78Lg0r+Z3P2kIy9Hfb2LA9ExMT2LFjxxlTjGfBvNCszAjiBx0DXg2q9STrcXzxxRcxPj6O559/3oQ10ejixjc5V6g083cqQdLYIZ5//nmroNm+fTtuuukmAMDNN99srtuWhxln6zileMubb74Zzz77rLVd1SrHNuNztrLmCmYB+dd//dcyHkCjnryQ85sGOmmKc4Wf+Xwezz//PACvQPOrr41fnk5wXkievoCYF3qtZvnf5uCYC2Z7Vs9Rpq58/vnncfDgQXR0dKC5uRlHjhxBf3+/Z7PnXBQwvzrIuTZXBXm2TAyLBVLWV/qdsm2u5er/5zImlRT+U8ViU4zfDeCb4ns/gJWu6444jnMJgB84jrPFdd2yfECu694G4DYAcGbJY9za2orrrruuLNn/iWfLlEebouJ3v/xdLoPSM53P562n1kglUgpceqj0u3ifrS78Y87kwcHBsvfYPJZUFBl7KxU8LXBkfLafUirGxvwvU5bJ/tT32Nprg+PMHD/NMugRZrkUslR0WX95nxwvyQy0xSzrbhPsfm3S/W0bL/27X3u7urrwpje9CT/5yU8Wg3I8LzQbjUYrNpz5fuciKCspedWAG3xk+bb30/idrT4atrnz2GOPwXEcfOxjH6u6nrlcDs8995zv73Npv20O22jwVJXknTt3VixDnpJZCbqemm8tFkxPTyORSJh85wuIeaHXSCRScWBIE/MxBpqPzuZImJiYMH+1tbVIpVJmBVbeP18KFDB37+9imJtz4Qu2PmcZp9qffmNaqY5ajs7WlrnKAM5fnd/+ZHHSirHjOBEAbwNwCa+5rpsFkD3x/w7HcV4AsB7AE6dSyeHhYdxxxx24+eabPYNq8y5RsdKeQv4GlG/80kxZ3qfje7VCJJfUbYOp6yCVNLnBTZadyWSsJw7J0Ai+r1KYhfSIyTRWNqVYMzN6uHTmDv6ulXBZhh8jlAolr3OstEJrI1qZU9pPAdDHBdvqLL/L/rMZCLJ9ei7ofpT1kXUKh8PGi7mQOJM0y3zBXAXRzLgS4ztVIaTnsl+Z1QoJP+NUlvPUU0/NSgd+dapGmPjV6WSvz1ZHv3qcikDV7bXxkNMBm5zg/7Y+9nMYnGmcSXp1HMec2jqXMZ5NybH9bqNPAOY0zPmEX1uqpfdzCfPVntn67mSV3sXU36fiMf41AHtc1z3KC47jdAIYdV234DjOeQDWAeg9xToik8mgt7fXHMHLDWt+igzTrkklSzJh20YYm7LjOE7ZEopUvAHvzlf5PN+Vz+fNMce8j7/LFFUy/69thzvrYvOw6E2JtmekIq77hN8JKsUyJEQvnev6yb60Kew2xZSfUuGU4SdSkedvcmxkf8lDUFgWjRJ5FK+uu/xfK+Wyzbb2yvGzec2np6cRiUQwPDyMm2++ed6Z/kngjNEss7LITYqzMc3ZDF7b92rhJ4xtSpBtjlaqr63caup4KgJC36M9QidTjl+ZJ1vHSs/Y+q2SQjZfQrNSeyV4FPYC44zRK+ANAapWOZ5tzi8mZadanI11ng3Vzvtqxt12z6n02Xz0t+M48xr6VE26tm8CuBpAh+M4RwF8wnXdrwB4F7xLPABwFYB/cBwnD6AI4MOu647OR0XHxsbw+7//+2hqasJHP/pRrF271nqf67pYuXJl2SYr7ankvfJ3XY7NkyEVNQr82tpa35ie7du347777sNNN91UloO5p6fHGoepvdmVYBOIsm1agZ4tNtTWJzp+sFK9pEIqr/kxTF0elVt5EppW5uW1XC6HBx98ELt27cIf//EfY+XKlSZXdDUMwFa2hN+4auPGNlfuu+8+3HHHHRgfH8f+/fvnvCHiZLFYaDYUCplNNaOjoxXTQZ3pEJNKcyMWiyEej1tTH8ol3jOBUxEai7WejuOgrq4O0WjUpG87k6hU1/r6ejQ1NXlOuTzdWCz0ynEBYE5p9MOZ4mXVgAdhLQLHwzkBG31wr5XM+78YDIhIJGKyV80nrTqLoXHOLDHG4j7U1NRg69ataGlpqXhvJe+En0fFT7G0lV2t0BkcHMSxY8ewdevWquOaKinslZ6pVP/ZFNq5vHu29ldrdUqcrBDnMdDj4+O44IILPO+vZnwrXa+mXpX66+jRo3jhhResqxtVwPcc98WAaDTqVjpqmKAAzeVy85pL9HSCRzrLzZwB5g/S+LXlDF9IyAOe5ipoe3t7Fy3NRiIRt7m5uer7q4kXXyzQqREDzD8Wax/LfUVzxejoqC+9nhUn3xGu6yKXy2Hnzp1n1BtyKmBWg4cffnihq3LOgn3MU7oWC/wOAHkpgUzrTKW+mi8soqwE5zQWQ+y9xkIe4LBYcKZSk80nqsmUE+DU8FLp47OylYtgZ/+ccSqnCgWoDkEfL16cjcrG2VjnAAECBAhwagg4f4AAAQIECBAgQIAACBTjAAECBAgQIECAAAEABIpxgAABAgQIECBAgAAAAsU4QIAAAQIECBAgQAAAgWIcIECAAAECBAgQIACAQDEOECBAgAABAgQIEABAoBgHCBAgQIAAAQIECAAgUIwDBAgQIECAAAECBAAQKMYBAgQIECBAgAABAgAIFOMAAQIECBAgQIAAAQAEinGAAAECBAgQIECAAAACxThAgAABAgQIECBAAACBYhwgQIAAAQIECBAgAIBAMQ4QIECAAAECBAgQAECgGAcIECBAgAABAgQIACBQjAMECBAgQIAAAQIEAAA4rusudB3gOM4QgCSA4YWuyymiA0EbFgvO9nascl23c6Er4QfHcaYA7F3oepwizvY5QpwL7TgX2rBoafYcoVfg3JgnQRsWB3zpNXKma2KD67qdjuM84brutoWuy6kgaMPiwbnSjkWMvWd7/54rc+RcaMe50IZFjrOeXoFzY54EbVj8CEIpAgQIECBAgAABAgRAoBgHCBAgQIAAAQIECABgcSnGty10BeYBQRsWD86VdixWnAv9ey60ATg32nEutGEx41zp33OhHUEbFjkWxea7AAECBAgQIECAAAEWGovJYxwgQIAAAQIECBAgwIIhUIwDBAgQIECAAAECBMAiUIwdx3mD4zh7Hcc54DjO/7fQ9ZkLHMd50XGcZx3H2ek4zhMnrrU5jnOf4zj7T3y2LnQ9JRzH+arjOIOO4+wS16x1dkr4/ImxecZxnJcvXM1n4NOGTzqOc+zEWOx0HOeN4rebTrRhr+M4r1+YWp87OFtpNqDXhUFArwuLgF7PLAKaPftpdkEVY8dxwgD+DcBvANgM4N2O42xeyDqdBF7ruu7FIqff/wfgZ67rrgPwsxPfFxNuB/AGdc2vzr8BYN2Jvw8CuPUM1XE23I7yNgDA506MxcWu694NACfm07sAbDnxzP85Me8CnATOAZoN6PXM43YE9LogCOh1QXA7Apo9q2l2oT3GlwI44Lpur+u6OQD/D8ANC1ynU8UNAP7jxP//AeAtC1eVcriu+xCAUXXZr843APiaW8KvALQ4jtNzRipaAT5t8MMNAP6f67pZ13UPAjiA0rwLcHI412g2oNfTjIBeFxQBvZ5hBDR79tPsQivGywAcEd+Pnrh2tsAF8N+O4+xwHOeDJ651u67bf+L/AQDdC1O1OcGvzmfb+PzRieWor4oltrOtDYsdZ3N/BvS6uBDQ6+nH2dyf5wq9AgHNnlVYaMX4bMeVruu+HKXlkD90HOcq+aNbyoV3VuXDOxvrfAK3AjgfwMUA+gF8dkFrE2AxIqDXxYOAXgPMhnOOXoGzt954CdHsQivGxwCsEN+Xn7h2VsB13WMnPgcBfB+l5YPjXAo58Tm4cDWsGn51PmvGx3Xd467rFlzXLQL4EmaWcs6aNpwlOGv7M6DXxYOAXs8Yztr+PIfoFQho9qzCQivGjwNY5zjOGsdxalEK4L5zgetUFRzHiTuO08j/Afw6gF0o1f99J257H4AfLkwN5wS/Ot8J4L0nds6+EsCEWA5aVFBxWW9FaSyAUhve5ThO1HGcNShtcnjsTNfvHMJZSbMBvS4uBPR6xhDQ6+JAQLNnE1zXXdA/AG8EsA/ACwA+vtD1mUO9zwPw9Im/51h3AO0o7TrdD+CnANoWuq6q3t9EaRkkj1Is0Pv96gzAQWlH8wsAngWwbaHrX6ENXz9Rx2dQItQecf/HT7RhL4DfWOj6n+1/ZyPNBvS66NoQ0OuZ6/+AXs9s3QOaXQRtOJW/4EjoAAECBAgQIECAAAGw8KEUAQIECBAgQIAAAQIsCgSKcYAAAQIECBAgQIAACBTjAAECBAgQIECAAAEABIpxgAABAgQIECBAgAAAAsU4QIAAAQIECBAgQAAAgWIcIECAAAECBAgQIACAQDEOECBAgAABAgQIEAAA8P8D4FAAmfUUgRkAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 864x576 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"estimated_img = np.dot(W_opt, observed_data).reshape(3, size, -1)\n",
"plot_figures(estimated_img)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.7.1 64-bit ('manopt': venv)",
"name": "python371jvsc74a57bd0fec86e85df7863634170f9165ea079eb3fcc4ccfa6ba105dcf13f618ab4b2599"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.1"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
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