20181219 1일후 예측.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "from matplotlib import font_manager, rc\n",
    "font_name = font_manager.FontProperties(fname=\"c:/Windows/Fonts/malgun.ttf\").get_name()\n",
    "rc('font', family=font_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "sp500 = pd.read_csv(\"^GSPC_2000~2018.csv\")\n",
    "sp500.index = sp500.Date.map(lambda x : pd.Timestamp(x))\n",
    "del sp500['Date']\n",
    "del sp500['Adj Close']\n",
    "sp500.Volume = sp500.Volume / 1e9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(1, 11):\n",
    "    sp500['returnsCloseNext{}'.format(i)] = np.log(sp500['Close'].shift(-1*i) / sp500['Open'])\n",
    "    \n",
    "sp500[\"pct_change\"] = sp500.Close.pct_change()\n",
    "for i in range(3, 31, 2):\n",
    "    sp500[\"close_ma_{}\".format(i)] = \\\n",
    "      sp500.Close.rolling(window = i).mean()\n",
    "for i in [7, 21, 30, 60, 90, 91, 100, 120]:\n",
    "    sp500[\"his_vol_{}\".format(i)] = \\\n",
    "      sp500[\"pct_change\"].rolling(window = i).std()*(252**0.5)\n",
    "for i in [1, 3, 5, 7, 10, 12, 14]:\n",
    "    sp500['returnsCC{}'.format(i)] = \\\n",
    "      np.log(sp500.Close / sp500.Close.shift(i))\n",
    "    sp500['returnsOO{}'.format(i)] = \\\n",
    "      np.log(sp500.Open / sp500.Open.shift(i))\n",
    "    sp500['returnsCO{}'.format(i)] = \\\n",
    "      np.log(sp500.Open / sp500.Close.shift(i))\n",
    "    sp500['returnsOC{}'.format(i)] = \\\n",
    "      np.log(sp500.Close / sp500.Open.shift(i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_li = [col for col in sp500.columns if col.find('Next') != -1]\n",
    "X_li = [col for col in sp500.columns if col.find('Next') == -1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "sp500 = sp500.dropna()\n",
    "sp500_label = sp500['returnsCloseNext1']\n",
    "sp500_data = sp500[X_li]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from xgboost import XGBRegressor\n",
    "xgb_reg = XGBRegressor()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "import time\n",
    "look_back = 100\n",
    "result = pd.Series(index = sp500_label.index)\n",
    "trial = 0\n",
    "start = time.time()\n",
    "const = 0\n",
    "loop_size = (len(sp500_data) - look_back - 1 - const)\n",
    "for i in range(len(sp500_data) - look_back - 1 -const):\n",
    "    semi_start = time.time()\n",
    "    xgb_reg = XGBRegressor()\n",
    "    xgb_reg.fit(sp500_data.iloc[i:i+look_back],\n",
    "                sp500_label.iloc[i:i+look_back])\n",
    "    pred = xgb_reg.predict(\n",
    "        sp500_data.iloc[i+look_back:i+look_back+1])\n",
    "    result.iloc[look_back+i-1] = pred[0]\n",
    "    del xgb_reg\n",
    "    trial += 1\n",
    "    semi_elapse = time.time() - semi_start\n",
    "    print('Done {} / {}'.format(trial, loop_size))\n",
    "    print('\\t {:.4f} sec'.format(semi_elapse))\n",
    "elapse = time.time() - start"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "196.01718831062317\n"
     ]
    }
   ],
   "source": [
    "print(elapse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1c7153391d0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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+Cs6KLKyGEZ+QjrVQ+qGu3B9nke+AQDSAqss/Fi/75rP6yn2tdWgLAFQPgeh5KX1QK/PiPp60tfNwh7T6O06WWpl2dA1pNJrQ0dPjuS9UK83KrXntuRgYmqxiHezx007GNQCg9jKHhvkRFM30/i9xbLYK/PveTR16bHu3ara+Ch2rjZHGTuU/n4xJU9SVnrZDz0vHN0nDx+vdktlrujezrDCBaEpzAJgZL+0POOYCwCxCIHo+qvCE/H89u1//+tMVGpyISyd3l73IBU3O5pZIVZbVY1luuwu0PzidrDqio04Nu471XGwAwIyocUa0nZqZ+ou2LUVHSk7mHaww53lf/NcUSGMemoyra2jSN3H4oHY578txer/Uek9+Sasd90uv/Dj8fBAsM7D0/LghUyvH+sZ1rH+89IRB3NIcxb6DYkFqAKgENaIBzFEEouelyg5q+3pHZUmKJlIKO2iRd6qeoSlJUiI1zYNqPQ7Kux7Kfdy9zckMT8Znvi0AMB+EyUKsVGJKWvM9qWtz9eftd3SltOlHUnyy6GTux7VLHOIWKCGdPlB4Au8xssDx0vKfB+RNF1AjutDyJgedv+O+DK3xvoJNRBnc7d8Kecreeo/Uu6N27ZmNjNFTu3v11K7eCmdQw30Rsgi6AT78JgDMTQSi56M6neidGotKkpIVZkTXVXws+29jpO4t6ecrzK4BAJSQKVZR/Vm7QeETu6o/b8k5Thx6QZrolwbbnOeS0aJviXgGKyxp3xPFFi5tvtO5YRp23fmXWc55QqTZ+ZvKL4V1fHBC1z29L/y8ECD9XYQNRI+dcrY9VE8tb4ohi0A0AADzAoHoeanyEz1LxokNTKOuc7JUuldJdThRzRkkyChsRjgAoELVGj8gyN7HnL+1KrU0Oehkpe59TGGPF5FqVSJJJaTJAenIiwUDZ3kZ0SUfF9G0wPkbsC5/taNH92w4Fn5eyJf5DkNsRwTyasO9CcD6rS0C/UAu9jkA5igC0bPN1HC2G2ylKjyoVetQWOkx1apwkMVyPbO7V6sO+roY+0dDt2pcuxQA5r0a7mcnB9Lzbrya/3aldZ1dyZjzt3lh+HXnDwAFvK9QbepMRrQdPDhwkwguTUs5pTmIkG+nAAAgAElEQVQI5BVQ+ndweiyqD1//so6eHte6I33qzqm3PsfP+eKTJUsHzQi2XwAA5gUC0Q1oX++IXvYHQl2v3C5tvmNmG+SRzaIqL1PNe+7uvci+edVh/fuT1eq2W51u3Ef7xrWnxzew1Bs/kP33XL0QAYBa6Nwsrb+5/PfNRHf4Bhp8NmIVGKzQ9zhp27p51eH0a0WOR5Hm8OsuxHHNn6A+Gk1ob8+IJxCdzH+TpCYVWcfxCeecZmIgXDvnI/e7CdNDoIG259lmxb5T6hme0k83tGtb55Ae3d6dfdEKcX45m88NN9zi/FdvBKIBn1m8XwGAIghEN6A//uF6fflnrTVcQmUHtWaT0Nusnukv3bf4o33l1lmuw0G5+Qzf8mtYuxQA5pK2l53BAcs2A/vZBsqILhjrygsABwd8g2cYdt2VP1jhF+7eok/duj5bmiOgRrQkNRcLRPcfcXp5dW4K2c55qKyM6MbZnmeb5nRtnGQyKBhKjegZwfoFAGBeIBA9H1WYtfHbsS36zUg6EF1m7U6T8+9pBhWmk3VyYpc0fnp6y5zNWS8AMFuEOM4MTNnqGa4kyJ1mN07gwz0hq16LrJKBnd3dw3qktSvnuDYZT+pHLUfypvUf+XZ2DacX0+T8LZCNGyn2iZoXOn9TsaLtnNfKCc6530HYgQ3ni0LnbZ7ff1PE0q9bJ/Sm0W3507nrc+vdUnehRBHODaetioHoRMrWTS8d1mQ85I07oBEF7LualdQ/ND0hnT44M8vf+Qvp9IHaLwvAvMKZ6rxU2cnyInui7PcExRFqGcc1MrpvU4c6+gu09eBzzoVEmSZiSZ0cjU6vcQCAMpSuy/ova6b04etfrnwRVc4g7R2e0ngsWdFAi4FDDwR89vFyMqJLHHB394yod2QqJwD0o9Vt+vnmzvzZFZiHcd9boEZ0c7FAdMTNpiZYVFKYkydDILosnnIyC5osXda0QcvGd+RP5/09d2+dgYbNU1UMRD+8tUu3rDqiW18+WrV5AjMvf79/lqJaYCWlY6tnYPFGGuqQ9j1R+2UBmFc4U52PKo4EWwX+HWaR2WWWGohpOkYmE3p8e4/+9t7cCwXbnt4yv7fioB7a2pnO5jYMVggAtVZpjejTB8MPvFXlffh/u/5l/dmPNlb03mxlDhP4vCuazA+eB3+K0hnRQXOIp+zA2tOF6lFnVmGB0hxFByssp+zEfFVRRnT5N0Lmtuy2m7RtJVLuzZNsILop4myDyZRnOz+131mncU9yQ6F9BueD01fFQHQ04fwW4oGlVoDZy8z1UkFTQ+xPgXmAM/95qbKdu3vg6xqcVDJ0YDf/YmiaMeHCByfLSldvNkr5FjLd4Hd7uo61MUWWDwCoojJrRO94UGq5Xtr3K2nf4zVrVSmHTo3lPB6JJtQ3HqL0hDtYYQUHycDDklVGIDrMYIWF3up+P5UMVui+J8LpaEGZ7yZMRrQb2CcQXchDW7p0W0s6S9aTxZ+pEe0t17P/SWn/E74a9yW+h0RUOrKSLP9KVDGw5p73R/gpYDYLODabEL3FqtiAGViGx+Sg9MqPpY71M7tcADOOM//5qMIDl0lf2Gw6NqBndp+YxuIrW36hbCxJeuK557V53YqCr6emebC20p89P6BNUBrAPGZMZXX3wyi358lwZ3ba6GjgJMYY/XRDeyZbruaM0Y0vHdGDm487F1gHny1Yl9oNmFRyVAkce8GKFJxb/vG0eBZ2kEsi+3Kf8ASi3/bt57St06kh3WwVy4h2M3ibQixxHtj0Iyf46eUG50KV5uCcpJT+Cc9NITeDfPy0zrCdXhT+RAb1Hc59XHAdp59vX+OU7zi9r8B0KKiK26/7NUa4KYM5JvMrqUFG9Fg0oZi315X3NzkTN9cS6d5sg8dqvyw0vqmh8D0cMesQiEZoxnNp2j8eD54oPlFy8Kfpn2fmz6Bj4yPadGyg4BRuk9r6xjUylQjXCM/niFjO9M7bAkpzREek1d+R+vMHeAKAOevkbqfu/kBbDWZe/QDC9s5hXfv0fq08cKrq8y7pwFPSid3S+MnAlzP533mHp8LrofgaKl0jOsP4A9EBpTl8C7s44gxeZOz8MgeJlNGaw/2SSgxW6L6nUGmOyUFprA7fVS3ZtrMdJAOy5KMjTjkIr0ywIcx3SSA6UMHBCpPO97D1br25w+lFkVOaoxIFegYghBpkRFsEojGrBZXJKvzadL3nmhf1F3e8Erz86HDVl5cn0uz8ZT86t+19XGpfV3q6V34sbf5x7duDuiAQ3aBerTFp6Hh1ZjY5KG38P1LM7S5cYUa0521NTQGbTiIqbfhhwOAJxvdomgfOIhfWloIvoN2M6Kd39+q+VzpCZhZlT4hzMqKD3juazhA/ubv0fAFgrnCzoScHqz/vGtTin4w7FzexetYNLfB5Mh+3guzkwqU5wgaic9dHsR5IeW91/5GuEe32erLTLW8uUppj1b4ejUUTUtOC4Ak23yG13hO6LbPC8Q1OZvzp/aWnlVTROVs1fjN9h6SNt2azhuciO5kJeCxMjEhSiNJzntftgMzBzLqvcwDUGKlrS25960ZXxUC0+zVQmmMW2/1LafOd9W5FQzHGZI/PNaoRvatrWOrd4cQNvMeS6EhNlpfD7R01V+tfw9F3KHz5laCb9pgTCEQ3qC82r5B2/rw6M+tudQ4mfYecx5WW5vCcVDcHndlNpjOSh3MD6BEZffX+bZnHldaIzixxaqhk1rWft6RGyjbhDnAme4Hhdhq23YzovNqlDXLhAQCNquxjT3p/2r21/IvRAllwbrf7unTXtvzHjeCXKzlEF64WEHysq0ZpDvd9mXJb6YBe5mF6LoUyouNJW3et3q+7N7QrrubQS5z1Tux0/kYKBN/9vKU5kjEni6jkOVAVAtFHXpJi41J8fPrzqrvS68PdJyRTJdat98cWuG4aJCt97KR0dJV04Jl6tyS8amZE13Nfj+oYOJq9tqxEIjozwdNa8h3cs9eh+a9VyyJFpUMvSLsfzn1hJrKUI00ztywAdUUgej5wBwGaZlaL7Q1EB2VEu112Fr0md/G+i9CqHDe7Xik9jYftj36HOdn1rK9M7c5So6Vzwjt7ta9zBjsbPeGcvGJuM2ZuZ/rNmPQ+Lzosrf1BdTOjvfvT6VyMemQD0VWZXXnc7c1/HNnxgLTxVkVMerDCCg6S+04EXGxblnKCYsXmG6I0x7H+/MzKiEx2GenP577TTp9iNhcIRNvG6Ew5Zb6e3lX5uBMzIj5RvYv+oFIb46elYy2lp+9Y52QRndpbYNpqBibm9g12o3QPt/T6dXc3JTOi4xPS7kecmwGxgEB0w5wPptuRmEX1NatamsP5W/evAfXTeo9Td39W8weiPWlhtc4ajo0r9DlEtRijrqFJJZMFSoACjWy011OBAKUQiJ7rTh/MXBzGEkkt++azumd9ZbU8TYFA9O/+oEX/+cx+J1NZks58dc77IgEHUa+3Wiek4S7nwVCH1PZyiXYYaap4nSr/sdI/+EzHQIgMH+OtEe38tU3AzNOtkpStczl4TDp9oPQy0Dg61juDnW37mbT7oXq3BrV2dKW05nsM7lUtp/c7pRlO7Co8TaUZ0VWUtI3eZXXUp25ounRFXsbkcJdzweceZ/yfu+KmWrkXqmHW//GNeuvQxjKWYPIC5+7jZLovUZN85QvG+zL/XCSny2U0Po3sp8lBafv9tbuBGB11yo4d31Cd+bnnCd7vZvt90vFNwdMHDRZlJ4Knzbyn8ubNG25mYeYGkfPHG4jOG7jQNdAmxUZ9ZS/809Y5Ahq0nUme/VADqmZpjvT3QRx6HgvKhvYcg2Yj21uao8o7+mxZrYhuXnVYO44P+M4ban9gOXxqVI9t79bL+4PH0gAaUjIu9WyXtt3rlJRDKASiG1KVdvRjJ6V9v3J+GJLGpmL6NQ2pb8svK2uV58K9OZLddNr7J3T3+vZscLh5Yea1oJrN/ovWc60RJyNMknb+QurcXLQdt6w6oolYgTulBc44U77azoeCssf8PKU5cmpE+wcrTESlpHsBnH5+18PSvidKLwONabTBs/NQmdMHnUFFp4ac+ncSdeiqxTPAzN6eER09XVl3/uf2nNCybz6rrsHJmkQQUrbRHzS11j4jOiDoG00Uz8AvUbmjfP4a0cW2dXe6Y2t0/sS+0DWi/Teaf7GlU7/57eclZTOim2Rnj/un9kpb75L6j8o2RovSGdGvTvU7g15WEiTrWCeNdDvduP0OvSC1ry1/nl5udkvQ/CsSUIOlaLZ6tjSHsazCY1U4E1WlhTltmgsppQHry7jPp9evO0XSU/akcyg3mziR8mzLMsHZxu73Ve/1FlRrdaTb6bkyeKw+bSqlBjWiGawQOXq2OccgNwGqgXUNTuqi617SaDR7XDTGc13trUt/8Nlpjy0VT5clcue/5VifZjojenjSOSfoH6NnKmaRtlXS4RXOvxv5Zm+DIRDdgC6JhB3ApoRUbrDWGFt/3LRZ55pwo952DkxqYNxTIN5z/GkKuopPBReTr6g0R0CXee+F8fBE1OkW2bZaiudeCJxpxdVscncC/mWaMDWmPW1oskx2Pv6Zrb9JOvxiupGc8AIN6/Q+5+/YqexvlfIc1eHWu00l9Klb1+vSG9cETFR65//49h5J0v4To5peJNrS6bGoDp/K7SKX9NQNPTUazQk61dqP17bpyOmxkgfB6l3q+TOinW39YuuAllrV6Tp4SWSf1J8N0P5sQ0fm36lMaY5U9iNP9GX+2sZokeWcN7w6ccopT+EOflmOTOAv4JS2d4fUMd1MZl+Pp+ny33E4vKJ4PUxP4PP+zV364ctHQgTsqrEV1bYOab0Z9/9FPp+3J2A0mdJtLUf1Snu6/JCbmJCZ2JelWK3tpVJBGdHDnc7fag2GXm1VDUQ3YI3o7m3SRHXKTAWyU/P3nCbsfmq01/k7C2pHb24fUDSR0t6ebFsLluY4sXvaY0vFfYM4RzwJWWPRhIyxpcSUU8qwRscF93fbSD9bVNHYyWzMZC6ZTSWwGgiB6AZ0odVek/kaO6WEmkPv3D/6/dX68HezZTJK1ojOLMhzcLICSnMUWeZoNOF0p/MF0f+LlZuJZNm2NNQudb4iHVmR89p/jRzUnyZfyHnOGaDQ290yzGCF2elzMqJ7WpU/WGFmytLzrSXuwk1bPGXnlY/BHJFzYW55/o1Q2lZLa7+f+5y7y8sMMFNkHxTqd+XpTj3NK5GPXL9af3DTWt3e0qY//uE6SdmByCZiSf1ia6dePugLfJ7KDayWI7e3TzYo5X22e2hKpYOE3m2y+LRFM5etSO770wGKS5r2BUycO5+wGdG/HTmiyOns/Joilj4W2aWLrIM5gxVm5pbJ0kzJNtLCdEZ0Jljk6VEVWrFAdDVk9hHVOr779j3pXmtFGpD+Y7TygLO9mqMrpV0BJaRqcewqZx9pp+oTuE7Gy69P7yYWGLe2eX67U5mhqqXJmDPd4ZOemzgBn/WZ3b26edXh8tpSC1bAMc4NUlbyW6k0wNl3SDoVMsGmBjWi6zIeQBDblo68KO24r3bLWPsDadNttZv/TKrZfmT29PSIWJYs5ZYIStkme11tfH+nYSqe0u/+YI0s2ZmSWe68uwYndfeGdq070u9swx3rnfJENeCO6dT43w4qsvNBp1fCnMMWWwkC0Q1ogap1Nzv3R2GnUoqruayfSjThPSnMvrOpWCDapykvIzr4gLmvd0R3ru/Urq7hvED08qadvnkksycRAXUhzza53cLz6vyZEOvYFBissGtrbmkOr3qe2Iydck5CTx+sXxvmgB+1HNXKA6fq3YzGNtw1Swdj8NxAygSl52n2UCU6X8nWqPVrSmdET3Okc5MJHjiFnabD7Wb63RcOal/vqCQpmUrlvHZ61NeTZ/9T0p7KyleVGuNMcscPDJ7QParmHVYKzCsiO7f+csDCoomktncOpcs5FA7yGM9r01nzzU2W3h85oo807dVrLWedN1tOOYPvPHdAt7W0K2nbSiWTkp0tzZFZXiUBskwf/FoFoqscuMicP4Rdfva7ccudGCNpsEjSQjWCOP4M31LslFN3/9jq6S+7XHsfLVGXMag0Rzqj2S3NEfAxveer7g3qoam47ljbpljS/9tzXn9hz4kCS5xhmSCVt1dE+t+Rpvzpixk/7Xy3fRUE2Pc+Lu1/Mty0VQw+ut9XpFEi0e6xsZYJI8b21S2fxcpdT2G3ncx0DbJdFOEmQXnr1tsm4EZxmeWAblt9NK+32P4To+ofj+nSyHb9TbM3Y9XoaJ9zTd03OpX9XmqUxDF7vh3AYxbc2GpEBKIbULELy23HB9UzPFXRfI2xFTfNFddL82ZELyh6Yuc/Gch9XOhcob1/Qkk1OZ8v4AQk58Br29mu4J7Ah1Xg0GUbk3OhbcIcQO38QHTpQEPIddu+ThrpCTdtWGPpusaDtblLPR+4GVFOWQAUtOMBp57rbOPNiA7qtmyMkw07g+Uaqu7ISqcOdi0FBaPdTNei6670haIbPHDi0OUdq3Z1D6vbrela4L12uu1humuPTCU0MhX+YtjbkyJl22rrG8+78RqRpcx6iI0FBhPDhmL+smmV/t/mYkE/S/esa9PaI306dHKs6E0X23dwC5sRLUn3bTqum1cd1uBkPHC9NiklI+mOtce0+siA/s/qo7r26T2y7ZSaLadNmVOKSgJRtc6IrvqlcXnFwFMpW9FkSpLJnIdVPVlwarhw4Cfswtz3u/X3Z5JbaqKSFVMk09d73uv9fU8lUhoYj6rYd2hMvS9M023zfr5Kfysj3c7fap5fntjlHKu8210NMqIbJj7g9haqd8mW2aJAucfCQt/Zc/40zIZRWMRyjsWpVPazGX9JIOfZ0POMxpMaXHmjvnV7bhkPd3W8w8rWzjbOAtWfLtP5unMWVv/GrF96H2BZM3ArLxkvnFyBmbHm+9Lex5wsex9j29rQ1l/WeXj9NP7+pBFxNGxATVbhE7F1R/v1y20hB1jwHSTKLc3h562VZwWcSO3sCldvq1DZA2OkhJokWVIqXjBzWpIskwrXFTyzzNzlPrq1q+j8nQZlvwf309p5d9L9qWshflLGODvc7Z7ueSPdNevmhPCoyFGGRGU3xOrK25PB/a16L9L7DzvZsN1bZr5t1dK9tfbLSOUPFmssS8f6xmWmmWGe2cM6tTnyJ+g/6py4JvPbsPrQaT26vVtP7+7VVDy4HW4gOnMc9C1iIp7U1o5BGWP0vmtf1PuuDV/LznuMeWhLp57e3au9vbk3tXIyorfdW6C8QrjlnWuVOOZalkannPWUsk3RgFvJ42ERYzHnGNx2elzNARePEZnMR3ZLHRzvG5PtOcaetTA92GUlgagwF8bT2blXO9AdVDLBI+eGiqQnd/Xox2vaJGMy52G7uoe1/mh/UGN9f0OIT0qv3C61B9V11+w6MBbafgp9hoDBCr2892fyetal39Q+MKGbVx3Wn9y6Tr93Q0vmJo6pd6CrWEa0b1semoxrcKLAIOA57yszk9rLH/BxAw/eDF7j9J44PjD9rN6GqxHtBtzdgX1RXMAxvirqnRE9NezcgAnRe9XZdk1ARrRPOftoO6kl1pR+J9Vaetp00NsNRFtuL5L0o1rIfpIZ+H7W3SBtv7f2y0FhdtLpadO+Lu+l9r4xbe0Y1FO7euvQMMwEAtENqHpZFP5AtK24FpS9azfG6PN3b1b7QPbCKOiQlzOwYcFWBB8vJ+JJ2cY4gXIpHYgu1ijPBXWIu5kp2+QMULi7a1Av7S9RfsGzjMy4ZiabNetM47voKXTCG590MgUnBqSW6/Nf336/tPuR4u1Bzc2m621UoFRGdDQdNPSWHUlM5Q2IOm+5F9ABmUpb2gf11O5evdLWryal9HuRbfnrLcQPLBNTlBW8P21vcU5cp4YkSWdrUm+2cvflbX3j2no8v16sMUZ2Mh2IlnL+ulbsPakNbf3a21N+rwjvxzt40nn/eDT3+JQTFPGVt8m+VK0dkSU7HXx2rmeLlOZIL3N755C6hibLyojOzkNaZAX3ZnLn7w5gGJGdk4Wd/WeR5SZjUmw8//kw3ZIDbp6EVuUMsIl4SlOJ4FrK0URKqw+d1t/enR1gsXMw+ztykwDWHulTa8A2XhH3puKJ3b4XAgKZRdXpAOoddKyMGxnGSLFkStF4+jca2HyTKcGRF4dOB2m2H3f2RX1jMbX1TWR+O2FK9dRWQAMyx73c1+7d1KH7XukoPCv3JlZkGpeNcV85r8w8vcFto/s2HdfHvt/ilOmbhkxpjgaJQ2d6b5ZbFmW+KjcjOnRpjvLKWFSdO2DvyT0lJ3V/bqmcY6UJOD6H39m418JhbpQZOb2lYulBDI1tz0BGdLpX3EwdTyoZIBmVK/Y79fXKcnuv+3vsNaRGueE5yxCIbkBud5SUbXTdM/un3SVhZCqh+185rtHJWFkZ0Z+JrNM/ND2hpG2cAQo8gnYJmQCtd5A/5R9MgjKif7LumCQpqWbnTalE8UOQbWdPJkJlRJuci4IFSmoiXiKAHVCa46GtnXp8e092h5PeaSZtWyv2ndRY22bp5F4NTsZ1eizqrIvjG6UNt0in9kijnnIcBbKrjDFqOXR6Whlqs966G6UjL834YoMGK8IsZ4wTYLFTnt+cCQ5EuzefvL/N9Tc7v9/Zphb7j8DyCc6TI5OJ9N+Y3mF16T2R9opqxbrHh0e3d+v/+1lAZrrvIui/N72sP2vKz6TwNjEiWx+PbFdi4LhSbjAg/X7LcoIwL+0/KUnqTGeiJisoz+I9trl1Yv2CAuSeVkuSFtq5vQ0qPr+1rEyX3qaIlck2DGKnP+/aI306PRarLBfJGC22goMH7mLdUgdNsnNKZGXWna99SdvO1PPWtp9JG28NmLkd+F4Zo8HJuEajier04KhSRvR3XjisO9a2BQZN3YDDH04+U6ANJb6Zigavcn9ThT5fmQGemRZUeiIEI+mb9zynr938oG5edVinRvPHG9nTParb17SpfzwWnBEt780z96/JzL/qElHp6KpwAwe6DUtMORmYk4OebPwC7z/yUuYmn9eO4/26dfURTU6nF7t/XAnPIKA7u4b17J5eyRhtSwf2O6aZFZ0drDDE3qxrq7TviWktr3SD3GMPgehQkuWW5ihh18PSbu/4D3UKHLk39EOMp2GlC056z0cCA9Fl7O9TmR4g4T5/x2D2dxhcFqS6jNzSHDVdDBpR3nnabCqTyAZbCQLRDezgyVFNbfqJ7n/yuYrenzJS78iUtncOaWAipi3t/enBCsP9WN4SOaUFVjLw5Dvw7lSBY5P/gFnoEOaW5nAzovPn453Yk00U4mCesk1ON+BF/ovlgBMe23Pg92ZUdHm6zLrvO9Y3oQMnR7XmcJ904Gndt6lDP9/S6Zxo92x3po2NScZWNJHS4GS8YFbEEzt79MWfbtWDmztLfq45KxmTukN0G6uy+Rz7r7lUUmePHZv5ldx/RDr4rNS+Vpm9SFBG9Kn9Uls6cDoXMpams56TMenwiwE1Y0uPDWAZO3uBkxcUKt0my9i6JLJPq3e3q3ckPzDkD7SdZUXTD4OOM0aWbL3fOqL3Ro7J7tmeyQY6MeKe8FoamoxrX0Bd+LM1qQusAj1nJvpzyinFkin948+9tXGdFjTbU1og3zFqxn4D3oxoS7JTRSoU5L5QeUZ08WO3u21Yyr05nF187nJ/uqFDP2o56jyYHPRPnH5c4GLFTuq+TR26Z0O7NDkQ5iME8wTMqit/HafSn+0cK78XhjG2jP+0PUxAsmQzbD3c2qVt/gzUoNIORedTpwOoCdyQfJMEf4a3jO/Q+yLO7/hYf362fUe6J+DARDw/icKYwOVl79fVYH20r5G6tkin9jk97I6tCb/eB44G34D16m4NHFjwsdZOpWyjgWO7nGNlAY9u69aybz6r8Zhnn9d8hvPX35shEww3ajl8WkdOj8v7m5ju6nO/LzfRRfHJwr2bjq6UTh+Y3gJL4QSzPGUP6lhi/Q4ec34DtR7ctpRMILr058uOT2Sc89PV35Ex0putvpzpjLH1wCvHdfBU6UHE3XOChVbSGYA6LejoZow0NhX3PK59RnT2xh6/l3nHH4ieTeP1cOekIgSiG1jn4KR+zRrWW/tW6Wcb2ss+qb1vU4ceae1Sb3pwQ2OnlDKR3N9KiB95yjb6w8gWJ8MtLahLjwn4lxRUmqPAhYKMEsZbmqPI5zV2djkhTlZSdu4Fw29ZnbLck4DBdicD1zdoVNJT8qMp7+O6GdGe+puSmv19AO2U2vvHnfpa7eukQ8/roa1dum9TR/ZkZMtPct7SO+wEVgoOSlng4mfW6DssjZUoi1Ins3itNr72NTq3f3P1a6F7uwoGcbt3xsY82WDKrxHtHShjLmQsTadWc+cmqWdb9iZa3ry96zsdgM5EX+zsAF8VBMnOS/To4sgB/U5kT3ruud/twHjUKVXguwHp3wRsI/1ZZJ3+R/PjepXlZPSkms9WynfMK3bq+FdNq/TZgGxrSc5+21NOaePRAa06mN/Fs8lOaInl35cHb6+Fx+sr7wTXyGhvz4hiSVvGdgdnlGRSBcdoyF9iZXvDM1U8I1reQLTnu2jrG/dPKEnBPZd8x/xoIqktHYNKpXzbW9JzI2P3I9lAdrmqfOGdvVHjzPf2NUe1+tDpnEUFZXEmUraS8u2b8m7EG23pGPTcaAnTIKMTI1Nasfdk3rxyGlVyPs4AnRNB9dl7d0qjwb0Epi2oBrJPUEJF/s2Xwt+vpYABPS0plkiqe3jSN236NlgtuhO7+1STknb93Olxlwy4YedM5Hvo7QlUpG0B++3m9Ng1h493aaj1l3mvu+5Y4xzfe73nr4UyQN3fv+9GQvYwXbiNWzsGC5YD9MxKknRqND3dhlvq3LvJvWaJVb3+8anRqH7UcnRu9erzbi+jJ5zxIYoJfV1U20BqSZlajyEyoi1LlsWORQ0AACAASURBVIzuWHMsEzS2jdGHm/bmTJeybfVPxPT8nuw+PJZMqW8sIMkqfZy0pGzyhUdeprRnveZmRNdo/aX3m2GT5qqi7JseqKa9PSN6enev1HpPbmJgsU2t/2iDja1FILoSBKIb2KH0nc2DJyd0zdP7tamtvIyeo/3OyfFEOjPB2E54wHvsPTkyqeue2V+wy6EkJW2j34rkZucOp7th55zIh8yILrQo25ZzkWVZIUpzpLIXHCEO5sbkdpt+R6RL551c6zwYSQ/+eGJn7iKSnvkW2r/4AtFN/kC0Sennm4/rgc3HM08Nu3eX3ZPziaABh4povdsZYXa22vuYc7Cpp2TM6eLqM6/LodSa29232t2313xXOvB04dcL1YX2Dxjm3THOhYzo6WRKZjIhC80jf7+fvWgwslUg6y7E7+tM2wlIxtPjBeTGvI1uffmIHt/Rnbff9wdYjaQ3R3IDwwk7JTvla1Ohfbux83vOeEQTqZyyWRHfvr/oKWmB9RCx3eVNbz/UPTSllQdP6bEdvZlgb8RKl+Yo2KTwAfpCjJEWKygjOlsj2ntd4e2llOlp5D4Xn5QOvRC8oPGT0rE1SqVsHTgxqud292hjW782teVmieX1dJrwvR6aZ63ZKenAM5UFVcf7pL5DeT0GYklbu7qdbGQ3I9oNRHuPSalUSrblG+gs74aM0ca2fj3cGnJQa2V7fxXuqh1uexyLxvX07l49tq07/8VDzzulVYoxxslKDTHuR8Zgu3TEM6BogeNL0A2YrkFfALnIRm9ZwWvhznXZC+H8c90aZ3MFnMPkyPvMRvJte8Hvy3/NHUR9T8+I7n/leN7rLne7Db7hFdyTYTSayJmm8A25rLvuvEX/fHvx8+CwN91mXCIqrb+pqrP8x5/v0PdeOKT+8RoN8FcP3ozhbT9zBpKuhnpvF+7vK8R+zv09HTyZzXQOuoZOpOvYe29gXv7Adn3wf63MmzZzQy3kQT73PpEnEarYDvPoKucmWTHx4NI77u92RjOi/WWDMKNWHjyVTUYY7dFkPKm71h0r2JNJkrM/aKSxtciIrgiB6EYz5s9IcQb3eYt1UlPjvrptdvBgN67MTyJzYujeBc3+WL752E7dtb5dW9pzM4VWHchmrAaV4Xg2fdc1p2ttupZP5+CEln3zWXUOTsqy8o91hYrOG+WW5vB/NO9ByfKW5ghxUpEyJu+k9IzESO5EvhGMU56TBP8PZcOxAd286rAOdffrVzt6MjUs8wLRdrLgwdSONOtHLUedQYsCGCOdHInq+ysO5qyzzXsOquPQTmk0dxTZRMoE1jgMNH5aOr6pse4CG+N0nfN2zalV+zb+MPBCIOebWv2dTDdO2zaKFvieGtZQh7M+qyh+6pDMy/+7sje7WVvNC6vXINepfYVfCwo+53zTAb/P+Z4RnQnS566bU2Nx7T8xGpgRnRlj19g6W1M5r5WjKX3xGVdz/hyM8WRb517EJVL+IEf2n+4+OJWy8zKiC95ALTG43c82duinG9udYOnQ8bwBsYpfRAW/dkHXU4Gvlnt6m0gPLDQeS8nYngvUYqU5qpC9aSQtsIoH37zBzqC27Ooe0taOQelYi9SbLXWSTNm6edVh7ewaktn+gHR8o+5dsVF/dMs6HUyXVcn71fq/wwIXvl4L4sP5mdPeC+8TO51BpnoqKB219S5p7+PeGedN4h7r3e3pP57JlkFI2gEDr/mOkXH/jZYQYslCx9kQQUuPyXTSw1i0jECy10iXU6e37eXw79n1kDTsTZQocL4VsLE946vjHpSFXvxXYXRiOP+cK5MRPZ2AV++OnHOQ7Mw9+2Z3H1hwOUWCwcbWC3tP6Oon9wZMkv99W551ExjgHTslrf6OlhrnOiWws2XejUnncc+Q53cZYp0Z4yTH/PZI8XFEGi4QnRPRq+5NCrcUykQsWfCaYtYJkWSUq8yM6HrxJ1H17pA2/DBvslgypaRt6yORvVroucGbdzO9Z5usTc7YCd7jg9tDy78fymZEhxus0Lu+Ismop4Z8kfd3bXHKBhUy0OZ85oCMVs+Vfsn2VU08YBBk1Ejp398PVhzWdc8e0Ip9NepFVRMEoitBILrRtP407ylbEX2mab3OP/qL7JPxSWnN96TurUVmZnn+L5mULcsyOTdtksn8E5buoUn97b3Zi6xkwAVq5sI+4LX9vc5F4YETo4ol7VCDFUruwdJyMqOSseJdzIydzu4yRQcddA/KKdtkaoNml+f83djWr3s3deS1K6dGtO/qr+Wgk1n1w5f26/jgRKYbbF42gp0quGs62j+l771wSCsP5Jap8H4/3/7VHt22uk2bPTcKNh0b0BM7e6Sx3B30neva9Iutnc4giV7HN+Yf7Hc84FzoDxXObKlYYkrafp80Nez8ezxkFtrUkDOYyFHPHfwy7lK390/ohb0n9dCWELW1C2Ui+De5cee7+fYTe/TOqwpk55Wjd0fl3cMlZ30OdYTL6Nj5C2d9VtH/f8sDeulAhWVV3EB0NbONS5UWio1la40bW4GBlaB1Wa/agdU0rdqxwQGoezd26MX9J5WbEW2875CM0ceadqXbUH6N6OyljyXJ+Hrd2Nlsa9/n8wfgvAFP91/JVEop3/sKHWcsU/wiOOoeO3t3SDt/rqZysiEKBCEG3OOHLwu8XJl3WJZMyg1EK3PMDJJ/XK7sYr3JCg5+5X8ME/jZvnb/Nv35jzflraN4en23HO7TLS8fkSQdPuWca0zGnPW2+Izc72B3V/bmfcqYUAMWvrHneWnzHb6mur0mIk6JCUlatNT5e+Dp3GNWOQI+v/s9uEHRn27oyLyWSqXyA9G+7XkqqCxGzvT5pYyihd5T4IZUIbG4E9Buzq9lliuVCB6IzA2qR4fzXwurjNIcfsV+wjv99bMlyeQOGub+252NNVT4RvDpsaiufnKvEoVuHJxI70Onhpxec57voG88pstu25DNJPZ85mgilb1pXqymtTH6+we2695NAeeAAeuw5BGx/5Ak6QLbyYbP3Z8U347yS564vQGCFxX2nlmjxaFrGQB1t90ndvbojrVt2lZ0UNxZotxzGGP0w5eP6LkCAwVnp6viTYBUUjr4XKibnHnLdzO+D73gvN+3wd6+pk2HTo3pNyM9+lhkV/bt/g27a6vnBmb+Tsy/73NvTvuntAJ3gLlJXOf2b9Hmg55xGyo12pP+25v/mntOGXguUSNVLpWDypj0eeF4zPltTMaqnIyWmCqvxxVqbg5cbc99mQww70XUVPoko0gmoLsLzyYB5h98rIARSSd9FyXFutjlvGaywem/aFqtAydHnVqeIUtzuE+Px5KlzyDTB9JdXcPZgUgkbW7PLV/i7SaYv1zntVtfPqqhyXjeBUEqlXSypFOJvB+KO+XZzU47YukMtF5fXcZEsnBG9GTSSk8TfFJkZDInBkdPBwRkjdGqA6f0BzetUTJl6+hp547uuD8b6dia/O4r7kVgLbqOnt4vjfQ49cxa73GywMKMfu0GKr1dnkNmRA9NxPW7P2jR3z+wTd98fI8OhxiwI0ihre4XW5xuztPKcLJTzgnnzgfLe193azaY377OCTCXW86lSsa1yMmIrURmm6viyWWpjJl9v5JG0t3EczKiVaI0RxmHxlSioeqUdQ5OamNb/zQzot3PX/q72nC0TydGpjxBmNL1Wosy3kC0k+ncPx5zblAaW6lMIDp335BIFj5uZW5IpmylfPv5Qscjq8xsLP9FXNGMaGPnHbuTtq3WdPBgur8Q4zn425ka0SUyon2PK+oWa4yaIwVuNGf+Zm+Q2wE3kgovN//5BU1NOe9ZlBhyevpI2ni0XzesyPZyiiZS2XOoqeFwx6S8ZVue87D0cyf3Sl3FEgKKzTb/87tBA//Nb0lqPvCEzvLXG/f9DqaK3JhXKuGUMurIrXseTSQLLDP4hpRtG+3r9fUok5PBJwWMleG39S5nXA4/f93+ShQqzVHhoEfu9lpozI5IQLAkku4VEDmxu+B8//2Jfbp303GtDqgrr4G27HnQSLdTj75rc/pFS3u6h2WMUXt/Ovjl+czvvnqFLrqu0I0RI29GdEFBgeiS99mcCdxDp/+6YSyWKNhjL/e8ylOao8CSwtxUcNoQarJgsbH8wRXDsm2nN1p01BlQsg7+7PZN5b1h9Xcqv6FWKxX0iLSN0eGg6yWPY33junnVYZ0aKTBwZTlO73duGgXUWi7I3d79n6/Ib7LJc16Vvy/LXt8G5VD4k8nccwJ/3DkZcFPMGOX9kDYdG3Bu/E/n+tEUaXD6s85ofun+X83k0lCAu6m5vctDdfDa90T4Bay/Wdr7aPkNK2Si31l+KklpjgoRiJ5Fck6+3IuhBYucv3ZKVoGTd7f7TSrlZCd7L5itgAOJ/0I1KCP6HE1Kex6VHXAXMZKK6Xwre/KVl8BTNCM6e5IcpjTHsf7cu9D+IFlmTAjfYIXphfiWn/tq57EDOtpyv9T2ct7FhvsZzm7O1ngMEovHFClwOh23mwJakWvpWQskSVc9uS+/kcbo64/u1uFT4xqNJuWu6aCBJAvyfP8Pb+3UpTcW6UrllYw7g5kVyyY1tnMiLuVcdD6zu1c7uoby3+eelOUEAcNdSUymM4CalNLHI9v1328qUjO4iFKB5qIXQMm4ky1XaB7u5ysrACLpyEvOhbskjaSzvRNlZF9U0ZhZXPmbk9Wpf5ujxKjjUxOjOVljiZTRsX734tJ/uZu96fOT9WX0FDi8Qtr9iGIjpzKBmFKiiZSe3V2bLmeP7+jWlo7B6QX8C2RC+gdZk6R71rfl1KO1Asp2ZB+GaJNvmjvWtumBzcf12PZuScYTiM4NuMWT/kznrOxJrZ3XrbVQqahSpTn8/GWZiteItqX9T+U8de/G6vVOcbOeLcvK9gRyM6ILBaJ9L1RUI1rZQc3888qff365rLFoQh9t2q3LIuu1p9spf+WybVtTJresz4J05q17jD37xGanp4+d0l/etVltfdmAxD0b2hWbSh+PXrnd6bUT+oN5MqLDBPLCzzjvGXdzDAr8Pby1U29NtvvekPs7cLNhI5Yl9R2SUgn1jUxo9a627M3e3tzxMBLe9xiTKRHXPx7TmsN9eXUaf7y2TX/8w/Xa0ekcx0+MTOmxbd2KpQPazU0lLi2mCmQ8u71lpnMTrWDWbem3lgpwBmX155xPW/5XfU7sdgJ+iSmlUimdp8H/y96bRslxXOeCX2ZVNwASICUuoihbNC3RlmSNZMnP8iZLb2RL3sbL2E+WLVm2xscez/P2ns/xmWNZfuPxosWSKBGkuO8UF4AECZAgAIIAGo21AfSKXoDeu6v36uqu6tq3zIyYH5ERGREZWVUNSh56BvccslFVuWcsN7773e+aZ0NZmqTmt1mpmHZI4lV6P9tJAX/q7fYLuzViRDd4xkYgurURgec76Y/ysTOz+LPvqgGbfNVB71wGVGaoUdp08GlJcqOax7sKvWgDO/aZyU0G77vuBbq+s7l9uC2cZ9lo5+4Duh8Ovr/COdn1CB59YR/Sqwbt9c3a+OEgS0y3Kw2ofZ8sU6pieq3oVxho5dm19ny7pllbGFl6A5kXV3hutilnRHvm75sYoQRZuj34wq0GAUypn/I5hJOsnr0wh9u/eDBSZvCvdw2Evqt7BJeWg+ckN+F6pQAvPRvapyUzEUC0c/y7akTrLNlqnoGWBrnUq/b9M70dtxRATo1u7iSZK2yzJps8ws6fW0Bo4hp8vnmB1at2FYh+U9lmQDCuZxTfyv4OPIPb5tVCDjpDixjScQSLTfpSn/A9XXsTwLvsFWB9EnR9Urp8fwBxzRXExfEigWizY83NliLC/XNpHB5Zgmu4Nn4sgN3XL9j92JYaMA5ohASplbpz+0TnZRwYWsZyMhnS0iK+IOq2GDtmXQKiZ9PB/RPPC90/P1LNP8bCRhk7OybYc584AlCKX7G7cV0tiR+9ZYd2YyrbkAPgMVsqFbaZuVs63t+9NCxY1Y3s7NQ6/rd//AZKI4fMTFAORKcnw78BmFor4uSEQa6DL6hlfd4Wb4aDSR+xx/FBewYftK9MG7nZ6aLaLgBgppMVZOK6zJ1fU4tKctDUjof3bdX4s9ksmN2KldZDAIVuXLf3iszEiM4vt+ZEeI755Yg2Y165PnJiAo+f9Z0OSrCndx77B5cZm8/AiJ5aK+LA8Ar2X1xq4YZ8KzFG2ye/eQwf+uewZqXrkVDl8n9+9RL+8rl+9M8bAjKtWN9TwOlvNd7mDQDR5bqHnR0TvgyH8eDiX/zJn530mX3yGHVFzMaAER1aiCjSHJpGtKstJKT7jwtGtBfSiDYFWgGNEd3Cs2yGvUVdG8DmnoKUgvi9K5pqg/qAE4vzepELel266koXgUR/D/z4huPqj34lV8Ut1gZ+2E5icEAFRYjnBNlhvrULIJr4x9Pn2uCePEIxl5TYiXJWia7Dq5njejg7vY71Uj0aRNiEWQ3AbBOgwK1Qc7EdWhBS6wfKHDWyF5h4HQ8+dA8G93wZtZpZHil4bhaQHGIScetTeK57AQMLG8iU1PGLy6/N+8X+Pv/oBfztnkFkfFmwNh1FH38tdC9G4/Nb1LOltHkKdRQQ3cLpo8YCcWgDsLupRRRnNdcKuKM6gs/Gj2NL2TDG2nFQUMY6jLX7F+e/O8sCpcD77HnJxw+u6wcsv12vjUaQL/zvIp7xzo4J5Mph/6IpDu1vIMgfhvfwiZjqX7zUv4gzU+vYkNoXpVT421HjoJ7VYrTEGdxevIjbrFW835rFPz0u+WK5ReafVa8wu6uZFQ0s91Ysv2xkAZ+aSKE4tB9dz9+p/uC5gnHdMv9keYCRG2R782mYAAD+9dVLeHVoGXd3TKJvrgVfqdF9zAUMcc+Xq2qPkBA6M7mO3oSfdew50YEz4MpYkHzcj9BMN+4izX2EEGQoWxuW6i7gVEV/c1yK3d3zoJSKgCBfJ991lAV2ef/W17UrOXPGwrePBgFh+Qnf/8BdOPDdb11h+1EJIMovNPq3TdnsqaZrmsj12OoII/wlDRr6V+37Ztz/4cQOR/ZL1yZMu7Ru349xjpNB66XwWJCZAWrhzLGrptpVIPrNZMQLdCclE0Cp7CRzB4oD0flljYkm7c/7hu94LuUqoJRiZCkH17Bo1PHaKPBtdr1kTH2zvcYF8xpJc8gLtDAjOrDx5Sy++fp444VDNY+/tPfhg/YM3rJ0ErHlcLRfrtbNSNPB8TjLKlOqhzL1+XbtfhqyDES/cjFgLVDiKQA6ocFSpk7Ug3qEAkt9iJM63mvP48fSR8L3Jy8eKAnOS+UxUN1nKlXEelFbWOgLmPwy3g5/kV4rNnS8dp0ewYfsaSRz1XAxKCAAopss7kPGF9RXoCFMKbAFdXzAYiBwrKVlp+E4DX65GRuN5zGepeAvGJP5KnbuPhDIqngOynU3YHQ2scWNMv7t0KjSJolls/RWt8WilJswcuHhpoBBCJy6orRT6Rh9TzVPq3KqwKk7zRW4PUPwQrJyVWr3xEMqzz6fnlrHxcUcdvfMK07vgSGmV2c3aT/z6TJ+/R8ewvTiiuiTP0Ym8SnvVGjbLx8cxUe+ckwZaxYyrK2EZHRatfxyC5p20nMuZ1gxqRYtWWDHPmFKGwcUh463CV4sqbE0h6EDzZ7W2Kk+EE0NixBK4VFz+r6jFVyTF24cJHY9LxSQNKWjAoAls+1bcGA3Lc0h2T3H1aBdaM9NrsfkdRzXiC7W3IbSHPoPVwJEUwr0JsJjgiVpRAcSLjTEtJXBq3xJlUKgnhvKLmqPWfhV+wKutxg4S8EkTt79pYP+OVRza4Y5aSMBnL2bBVUj2DfHR1fQk8jg2GhKYpSGmfUTC0kGcK2NG48TMopQkIr7W1Hzecj4GOg5cD2CBzoZA0c8y+Qw3lJk7YvyMUNLhybyvfC5v5hE1WXHiGsPss3vULxAaMq/B16vI6QRLYEBih9bTLGMEj1Nu5KRCmJJNtfFAnCNtL75vSz2sXfhM9paYVaZSBfbLBkkDe+j3mnQttn2FJg/j9tnd7Hxio9ZdhzXEfac2+sGXyvWhu7ZDO4/MYUcnzekOZ+C4lYrHbDmpQvjDGAGYIeB8wAE82CB4AettVDdisRaGKBtFW/j242tFMScEGW5Cs9WCsZyQoM6NhSMzbmre15pN57cXqPmNacs1hSfivXh12Png9+W+thfpcilakrQobimSsY1s0hZpwZ9uVZg/tD4ofBvPjhNdNbm2AHGuHZrIVCxrZlOO8DuPzvPasa8CS0lSbmMLL3BoMHMCVRdtsbmgYwoIPrzj13Apx/0gevhPSyDppltBuSKApxbzbKhQe0lzvTnAF7dI/j7vYPoS2QQty181B7G4jkuzeizTH2foFX2kvyU9GDcbLp0ZUXlGzCi+fXYIEDiDFC9QjAvcbZ5EJSvN29+j/o9H6vj7Vd27qvW0A4Nr7DMTc2Oj6XgESoC8a6cbS4TuwzmeqQxiSNqXK6XW/fZdLNZ1jqrv8JqSaiZsVflOprZVSD6TWS5cgUPngwzTHkzVgBhUcQtutPpbGePBJPX3ccncWxsFZcMqUkhRnSEA//K4JLiHPIBIFR4JCSBEcHIkr+mBL9575nI41gWYzJHgQgAgNSoSBMmlMIqqg4rpWoBJaJ9tqUUY72j+OsztNnB5G+8J23xLGsXVz0pzRdM3mNmrYjdFxJsX1gKC55SCjWdkorzMuedvehr1iXtUUpxYHgZz1xQ077PzaSZjAl3Bvqewu/HO9kuPY8B5x/AtcU5pvOs2QfKPf7Zg/8rdqWF3rgzo4CKrTl3FBS/FTuLay3muMZxZWy1cNtknz9sT+MP4h0gmQbp8zyy7k92E0n2rjv9wpbErePh0zPYP9waW+a/776Ih05NiUU+AJyZSGFXzzyGFzfBpG2BuXdoeAX3HJ/ERjka3DT2W552euHhMMsm+kDRv2VmwmlTPDU5dTm8vQhe+G0uNaqknaqAMhWD6dFLq3i+ZwHJfDUYr+QU6ya3cGhgBp+0zmPy2BOiD73PnmOZIpodG13Fe615FJaDsZ2Psa2mO7dqSqFS+Tn3Ps7+a1EntVBlbWbHFv+5eg6QmZV6YxiINmezUGDmBHrnMnj41Iz53SfOME15cdmRIwtUjWiNEa2lm8rTEGdXuB5tmRHdTPZFN/1dbgaIDv2sfd5sKxH7W7YoTHTkchKgXrQ01ibPEXWMyCCOAKKDv7qvIM93oTnVC9dbaLcp3mMHsjCUMjY/306/FsczjIUchFsbi3znXT7b/6btW5HMlVlQSXuO3+mYwJfuf5YFfRcuACe/2XRxs1ao4CNfUXVZx3x5MV78sllAgBKHga2n7sTJc+eUwsbhjXngTp2jqZgjrIDc4FRFSrfeZjjIxf0v3vYrdTZ/xCI09mfXi3jXlw4F4HvPY8BSvwQ6U3FunH8wfIBVn53WMMjtH2PyCPu7PmG8B5M1Z0TrXxBjQS0lzD/N/Cp4jjJmuRZbwFpeHeujpzCx+0tBm4q1Y8z3H4oV/1kJ8N2SMv7CGt4ciPasNnE8jzJNb0JIUKCaePh5ewSfjp0MFec0zfXmQmZh423hS/uG8V+f7mtpHzlIoAQMKPDwqRn8/d5h7OlbkLbR5jaT+f782y2DryT8BgMb0r/3J88m8PT5OXzmzn1IdtwL9D3Z0r0ox9+M8bHCIAUQp6xfufpKJOu/SwMQ2Can6BAvXAzPqQIDz7L/cot4/OwsegzA0PfEpjpYUGiTJidWtNb8wu3W8QjKfoDswZPTePDktBi3WgLreX+JHD+aHMNE1ngDQLRLiCJDxscseXz7s9hB7Bh8DDHbwkfscXSc6ACkAE8oO7rJeeU56LiJnMAJSeOHAxnBJpYu1vBkVwJrxXDb9eTxbfa0wmb/d7NWC/W+yWrE/EexiVRBSOTINpkqYGB+Q9SZcHWfbf6C8Z2sF2u44x9ew5NdieiTRq2FR15i2WObJc8BUkDFxliygBMTKXSOSxnfV3Wjm9pVIPpNZAVDOhwQTAKqRrTfYVpweESam6ETxgxFAfQ+3gjrlcHxvrkMzk6tX7HWJKFSBXJKMKnJROgLMhs0uuI4AFiWsiAwOdfyOSlVJ3P+bCiskF4j5ekjmgZX6BJyc8pCRVFXIWrFdccl2D+0jFSeD4YWXI/ig9Y0fts+zdhH0jtMFwPQ6ZtHxs0FXgwOhusRnJvO+MCE+kw+HzsK6ld/vnmty1iAgwoNaOMtNwSi5TZ8+xcP4oWeYHHhunWcm15H2ZEO3Ko0BwVuQbDgEEB0bmlThf2iznar5RcRq+XZRLg+GdYUk4Fo6T1x0LHmMIdreNlQSMVzAlaeb9c563ifNa/0sWSWvZv1QgNGWOjYzbVu/+LZfgDRqXkAGks3ltMBAEy8xu9NL5wpWfcrD+Cx+76qfsmvPxZmJlCvjsHFLKqEXVmudw/SFw+I3+MNmM00NC5K2np8v4j7sAm7pnZaawr0t8ds/EqsG9suPy++2+KW8Cm7FzcuvI7FlRV85sFzATuskUU91405oOcxfGlPv7xx8E++UM0toBWr+KDutja/L48dAAZ3Y6tVD11HACyy79o9yZnz6sDcOZyZWkfZ149Fad1cBEospjkQrXO84LMO+GqqsTSH/KT4OE0oEWO32C8CfIopElOUMWfL0Qv1WITDaXxl9SYSSG8QFZZZ/lTLook6tM4YvRL3uXcuYwSiLYQ1Pk2M6KOj0ax9ll0U8NwJpbjRUyWe+H3LYLdsrsvGpnMzacxlfImLLdexv9VcpOQRr9xuWRa+2zXL5H60ay+Md+LnYyOs2LNTZe2Tg6FuPSiaKlmmWIUajPYwzoPVPpgbVWOCm+fUBXh1bT5iQcwX9p4ZiA6CcQgYYF5dPG2ijXE85Zv3Hd70K/5zUgAev12t5qsY9lmNK/mI+cvUWfLL0VXuB58Pf6f7PD5jKUoLXja3SaBO9yEppZDD5nwMFL4juVpqSwAAIABJREFUx9UJxZf2DqJSC+SpPIv5CxZx8cqLz+DQyIrogyWHiqCwYKNLbZP7qUFimwREW+xdlT0L/MX3zW3g6OgqTk+tBUAnJbjVishoMkrjNbYzE6tYylZAJSLBxQVGdBmWC1sa3rGsEU0IkXxZio0Sew75SrBNS9Ic1AMFcANYm/Pi1wa/8fdsyr4rrgIjLyFXdZAu1fBz2f04O7Ueee3c5tPloH1wBjOl6rotav/KRsNAfhtlx3PRerbgf7NfDObZsYPA2XtUwLrI2kGu4uC1kRXkqw7OGoCh74ktdLO/m0yNbwUnbma7uufxsFTQHgjIVde4WaYFXjMXN/zwvxwJPpjW2oVVYJTXozHc2/JFRtbgYDa3NwBE39s5hT9/uk8iM1NcXNjAoeEV/yoslsVRzapFY/1n/1bkRZ0MS/tNfNTO2fQ1dH2HZdIsDwSF1U1WWgfO3Q/USzg1nkK2UsexsfD2ukwYqq1refckMrj9iwcxvNgqizrAHFQzrqjD5teIMa0zKSHoGb4Uxh4q2e+fLNB/BGs6DFBJmkPbePq4kSG/tMF8in0DDWQVo/AyfrwrCCA6noeTE2so1AgqdTb31q8yojdlV4Ho/xBmAKJpY6AEAGyomm2UhPWK+SKnEduhkXMuA7DrhRp65jKhxWWrKb4UrUdo+XELTVL/+AEZ+1k7pqVeGaFUWazwxcQjp2cwl1Z1Gfkw02ZgwyinyKgOkPyY6w5RFpmcASYWMZYFlxD8QmwAP2SvwqkWITOi/+rZgPn53IV5KYDLjvnQyWn0J8KTvCfJg0yl1MnwJisH0ta4IJ0AokHN7c//fXAxixf71MW3XiTjywcDlmvP1CouJDJ4ZUhmhFC2AJt4vWH6F6U00I4FAxLLdZel/Hc/En0zWtuO6k6CWY84mwiHXwROfVNl7wogmhjB35p/7zfZRbaAlhfXlSyLxkpFin6tdhi/FOtV2iQvLhrbDFK1iaJrdTcaRJaDNDs7JiJ0vj3g5DfUYkv8e24N+nbX9Hq4T/MFuAGI7kuso3M8haOjzAl8omsWT58PnH7bUDgN4MCYD7L497VRMYwlUQVg+ULTboNe9GkpW1HeGU//lMfvH6/14P12AtuzYzh18Dl0JzI4PNIg9Xf1MmMVnfyGEZRZ638V8/MJXFOXgAVK2aKgXgauuZF9J2lXEkLxxNlZ4TwJK6zihuRZAECcj2/aQkoGLWWpBXZeacOQs01ZfzSlAnPGGc+sMTpwkuCGNh44jibNIV0HX9AyjWitqGFEe79+vkM52GLnY8iduNe4LRAmPgTp5YbjJ85GHgcIj5Oh3cnbG/4eXIOljnGkcbFC+Vm8y1pu6Ry6mWSRLMjvI2gvLRUd8414DoBAmqUnkcEOoi5I+JmjGNH7Bpawq3sOF2bTwYJFoKjZyDmGH8eDHczZ2jh2fZ31rZhtBcesFVkBsNPfAvqfBsB0lQPPQw1Gy4+D2nEf6GzsC3meK8bGGGXPKMqENIfnKIs5BcCX5nd+JB3E3QIXP2YlGLCPwG8r+2N3XGJEU+Lg4sIGdvXMS4ViI69Q/VjJAn1PwZs4gqwhW2didBA7OyYE43Fho4yf/coRjCWlcceflxvWd/CtKSPa9LNhmNLb3eQGwb6BRQwtZFD3CP78mR4p0ynQh+dj0xNdgWQEJR5ev5QMZC4sS9QGsQ2svXafEV1wgndQ9cf4ohzsJG70Etkw75mKZ8r24IlJ7OlbEOHDOFzs2MKA0/0XpbHkwkNAvaykL1NZmoOQpmTERgFzbp7noVRzRf+5ZbvkP/DzmUgTl/eHtEjFOOX/nUkV8NjeQyLIN7yYw8e/2SnYeMVKBY5H8OyFOXynU5Zdirgh+Xl7jpAbyVUcLGTKQloqvBQLwLLhpZx/rWzjmG2JoMPew6+z4JkrBYB8qZFjo6tB8Ov7bW6tYTBXN5nE0xohOvx8M4Zxg69pt6cGGAgdoT27UXaCNmKaG8YC0oOxsfrZGCEfPHISbi1jLSURUSgFTkysIasRGTxCNUklindhEV+IH8GWDXZdpkDWldiu7nlQU8aibvPn2LyTmRHrcdswsHD/UvzitM5U5YztU5PS+sRpMF5EvYtWGdFlH4A2BLFf6ziKs8/fiRNdmr93/gFWyPQKbf/gMn75rlONZSjeLJaZDQdimtj5mXUsZlkbV6Q5uOWXgaV+5rOGMu4bHDiqQK+h1gLS0y0FC3pn1zGwsIHHu2bh+oQoJTvyKiO6qV0Fot9M1mRQMUfWI/bJzuOOMmPHiW5gAJQVKDa3BNQK/qGD7xtVEq8bBgmdcday1qTMiDbso3fnZkwhtg/bq+YS4/0rCz9KFa1Eq8Ez4JtxaY4ok4/vUarcg6MFBviz5GxeSi1lYeScugt0OVzV2Daw2kEIvvbaKD77sJTSlFtkjml6WsA5f/d8WDebRrGP+KF9xovpzj1C8crgCjxC0TmewmJWciAoFQsodr0EREqFqfppvaEmNX+epe8uRad5EgoFiI6BoOpEO1enJ9cwvVZUIqDL2QpGV8wTT5Duqg2ZG4ng35xdQ1zF8dziFIB6CTWfsRmzLSZBUZCAR4NeGnfQRBPILcKizSO26XwZzmXJQV6fZGlHDYNW7Px1l0RuRwsruMkKwIuBBZ+B7gMsAAJnfUUrEBKh6XlhNo29A00qwXNpji3bQz8VfR3ZZmRiKsAvS/qO/4P1t6eklK4AVPV8XXctgOcxp5PabaFF+4Pf/CL2vRwUjt0R90EG6bk6NGA2uXIByI1EUBxFSvkbPPIU1kZPs3Zi0E695/gk9g4sYqutAf49jwK9jwV3K41vr40k8c+vXsadRzT5gOSQuFuxRtDen9DozMzivTYDTUz8kdVMTpFYoBz8qmyEHfeSyjqLKlYoNKi1554pRi82AmkO0loV7pBRvNi/iCe6ZiO3iJJZaYGIGbJctXGDbnZI/rtlAZlSJdDbpl6DnalyrbfZV1ZwKwo4pWBsrA/bTMOYgdOtPxzqMUY0T0/Plh1Ro4Hbol88r5HP8T/2DWkH9ret5iKDdrwfEAoViB56AYOLWYwm86IAVlxfWE8F0huJdEkZ7/QWowDzVhy7uhea+k/EdQTYakUstIRX5Y9bqOYYM637EWBlSGiGcr+g7vF5wJxN90OVy/ilWC+Quoy/fK6fATYASj6gKmtEX5hewwlT0NJ4odq9+kzF18724U/+9V7UHf5+GNP0kB+84yDM5GoBvxfvxNCYBCxZnNX9xoFoPXBCCVUA2p+yxgFQyYdj25ddirdbG9jeBsysFdE7m8bcBh+vJD/Tfw/pUtAOBxcyGE3mWeC3nEH3bAYJnxhhIm5wXyXvAKAU85kyZtbZ9m/bkDJmJP8zvJg3rBWaLKh5v2fPg+Kv4i/jF+OGQmGVDWBtTCk0TqT062bBKUopfuu+Mw23AYADg0tY2ChL6wSpDfO5x8SI9mqh55HMV3F+Ji2e87cefxqF/j1IzQwCYP36VqQxNMsA928cGsELvQvKe2xosl9ZKzC5EaeC39h5Ap/5xovCsw3lsxjAMv4vNuexT/MZX05InnN9PyLyeVMKJM7gWN8ouhvJ/WzGhl9ggYhG79itseAdVQuBZsp1TK01DmS1OrdzRnBI2s1k/DcTW7IZyMTHzfS0lhGzeSB6G2pCes0CIvtu3M+IcD2CbTFZ5obgRsqYxW1lPrcLllrD22g2B60WqlhON2cgjy+lsbNjAgs5Jwh+6s/Qc7A9P6FcXsOaAJq1STJsws7c1XzHUJtskRHdwLLrbH7Kr0cV/W5insMCYxpj/7/vHsD4aqEhNmO0an5Tz3LTZqrrMLgbuPhc5C6pQhU7O9RA0L7+RRwcWkEMHm6rGAIcl18BJl7H3ccn0THK2nJLeG9k9qoh6DD0AtD/VNNDynXWXH//qbUiLoksoKtAdDO7CkS/qcw8qPBmrDA6+MRRzpi1twaexc11NvEFVay9UJe4zirhD2LHEK+sC/Yo0Vg4jQY7FVg0T4ytBoSUvUyOcASbO9oCSY3XLyVDlcCpdq2EIpwSFGF8OIs3AaJlJ8/1iDLpOo76PjgQLdg0lo0d5cB52TewBJILmCW2X2jmv8X34hZkpOcP4PSd+OPYYRUUGDsI9D4Be3iPWHB+zB4KpbnQiPTkX7rrJF7qWwRPRtUDFguZMp7rnsddHVMaC8Q3z1HY9R+zh/Gn9n7hHFMfxFzJ1wLHmdLgHFGTyEYCIK7CoOTOWJT1zW/g1aFlJUL6Qt8Czs9qqar+++MSD/vOjWFnx0RwH9ICIlcjOD25Bs91FPbE/7TwLNB1r2BEc1BM1iecXM1jZ8eEWNADAbAl+n3irADhbFAW5R99NQToffprz+HwkdcxtJhljuvkUaY/2MD5/3yMpYXWPIKoccjuewo/bhtSv3OLKNdd1tajIs6+9urkhof5TBB8ODeTZp8pxex6ybhrOcdYzzVbYupvJIDcElyf4WfFIipf89Nr3VoOCXGHWB7LPhYbZs+LeLjn+CQOj6iOpOUDOiZG9I1WHnTmhPh8va9bLuvZO/D1QYEgRRsWcHGXSPUkQ3tABp8H6iV0jqfwLNd5Jy6KNdeoS38D5BRG/z3WiphM5lRN+AsP4YYEO8/Ry6vwCGPDLmUrLFPEfyZRLDgxJ6yNBc/E0G7GkwXcf2JKfCZ5SXrBEFRTrtv4k/Tm/OfA7YsvqseTn06ck5oIiax50NDkvlMrGPVCw8xnfzz+PrBWaBPnlp+yZzaDbV4JDg92kAYa0bQ1Hd1mthVh8IXJcFD8fuyEEszSg9aNjFIHFig8f/4hlIYykvrm1YWQ3iZvsnK4EVKwsVZUfQ3PPPfxeZRAyrIgLFDUOZ7C65eSTKsZYYZXocZS/AGgpGd7UJX3rzOiv7RvuGnhVM/zpEBmrDFooBc4La0DYwdFAJ5aFs7NsCJ5M2sF0c50H9Dy5TvO9vbj8nC/AD+5NEfcttiC16nCccxgXN0jQgJIumvt5ti+84sJfCw2DFLmKbQeEhK7OlNk2/HLvL4qBXnbt/u/Ne/3zfpquIerjPZ32im8DVnEOBDtf192WA2LrTF1T0ANHog5QvIruO/hEQp6/kEMSSnnFEB3IoOaVKiVvwtWCJdi78AispV66P4oCQon693Q9BgiGdHZBSA9LdppzCKClf1j1px/ncHO/J0T5VokdjQhsEUwktmtSOMnZh4EcksgVMrCabC4GFvJ+tftEzVk/1EAO8H+E6sFzKVLyBaKGJhXpQA8Qplv6LehGzzmJwqiNIDfi3fi53KHAKeCG6wC1vQC4f4OvKCncgDJai5jcsNzcEfhPH4v3okt9Y2IzXWwjIp1Ucy2wjvIIBTv81FN3q0Cs6fRt3cnPvOQRGhZ6mO60ldivBZEIzmz6eMseJeeDnxl3w4MLTf0YxtlPchrD555IOS8tGLX16CKbaiqvxnT9qXrS0+F65v4Rpf7Qfu/i/2Dy7j9iweRKdUww0F1+ZqJFykT8kP2Kp7rZkF/eU6ImkJdQrFFIybwq+VjoUeo3x9bDW1H271HR80/rAf+X+8M8/+GkxWMLftzta7TPtWBt2TZsQJGdOvgKa9P0ExmKTCq/WXmUaY73FxOJnoMesPu1PoksHqJZUNKJgr5bRKIPvb4P2Lgxa8DK4Ns/bg23lRacFPXev5B9hcApo/jnfN7g9/7n1aC8tx4m5aNj2E/bY/iLZlB4+mOXGZrspHlHC4uBH4fBWWYhvb+j11exU/+y2GRPaWYXmuBvziThKBmvJ212ZYiIyJk5q4yopvaVSD6TWRRTrBJI3opW8biRtlY2CK8P+sIeUOK0ifsi7jZyuLarA8ouDVQoGUg+rnz4UEkvNBn+y/Rmxpe59JGRWIiNh9grSYLNN0yJZNjCGlypqCSs6EURwRFnjKNuTqNizEu3kSaw7W3Bv8mGiPaI4pDsepXiP4xn2FIYeG27AXxe67igGx9i/hsg+IOiwHVH48NicH7pf5FbBQruN4qqUC0f28StMtMa0OhdlgrgNRKuGntPL6xp1MwomVbyVXwsW904v96eURhJitGHOXE77PYfX794DCGFrMg/iJ5KVPE3oFFn6FKg0WZtpCcXS9haW4auLgLW5e6giJmaBKkkBwjENfXrA07f2en1wVTJ+a/59wQA+8E21paMD56dh598xsYWUwbUvGIAKKLNRfHNC3U/ReZg355pYjvdEzi9i8eFBqm2XIdOzsmMDK3ivFlvrgCS3NLjjC2uG8eoXAQx/R6EcfHU+okf/YuFl032A0Wu/8QI3qpT8g5LGfNzmDF8fDw6RkcvbwKLHKGvcWi73zh4R/zUsYzMqD7Eml84s4TxuN39I9hcDGLDvmZXdwF9H+Xgf4A7CZAtL5Aeae1JtoIZ8qFRpNCUoDMeuqq7b9farWZMy2kf2+32bjjSPqOjsSCbqM1/KZ9Fm2Oeo5XT3ThnuOToKG25OHRMzPYZXDgPlANsgY++a1OUQxkd/ccc9ycEkhqAvcf6sb8GANu5zNl3Nc5hWfOJfA7//YiEumKxIiO6EckPE6bADAdLCeSNIiRhVPOYAdhz8EItspZM8TFZx8Oiqla2juWp62UP7YS4l0ZI1pehK4MibRm7dIU49d5JYzo5tYMiGYnfa89jzvsJbRbPlBFCWiEPjXLCHrjF2sq2AmwPrHFqivf8PMNkB9pfmCPBW65TqpHKNoM0juTq0VJmiN8P5+Ls0WdbVlM23L2pHQOiYkupWby8V9pOxowEZVJ9NiZQC5I18CWmW0AlEAo19ptJs1BCBHjlNWI2QeAeHVMrBZAKYVLCE6Mp1B1PEWa4+ICAzrlwKAexOcFDd9rzeO3YmfxKZvJhHFGdIw4wJmdwLl7xbOTbWq1iEdOz+ChU1pgU29/XAJJ06IG9bCnNyE2Oza2yuZIn4VEKQXlAIc/R38v4kEKy84/qN7GPNgiy4WniVc8sTkoWLsUsnhSu+GMaBlgjfltfGa9iMfOzCpn65nNoGt6HS/3B3MqB6LLNQcFLbNCVfcjcGnQl7TbClkk6DvwDDD0gjivbQFbwM57TZyymhqSPXRqGh5Rsy/kfhWb7cTH07uU67jdTjLAbGNWGaMajYK2NgbYEuB/aXYROzsmAp14AIdGVrDv4hKePD2hpvVLpmuliznKv6ZrvQJjAIZ3ZOddzuOR0zPY2THB9LoND/qJswk8coZJ+r3NYv5enFT8v1o/tHjGAs+KpMbimcIk0sJ8uoixZF7xjZR37H+/xarjV+xuRngiHjBxBMjOs+KHnV9joNZmTQd188tAclj9zSmb78XkN8ycBDIz6tpTe7b3dgZ+f8Znqr9y0e83GjP+z+IH8H/EWVZhjVhMr/3yK0xSS5ZblJ+X54Te/Wq+iu7ZNO7umMSLvYt41Neq/vKBUewfWkYyX1XvZ/w1plmtBww1UxjRDYBoNUOOSgR6ds6y47IxePRANIkErXE6634NEJcQnJ9JB4H54SA7kI/nh0ZSWEqzuTU0rtTyYeZ/A1lG3Xg2jqOP1VEmcGh1+z2983jmwhzDWVo6jC9tRikLpijs4CucfNp44eAKG0PyjIjG65E0rJElW/cj2Bh+HSPLOZy8NAeMHWJs35G9IZD7io3jCDzTd/4CYl4NJ8ZTOD25xjICFsIZ2CbjPs9W1BkhDeE2eFnKXj4xsSZwrnZaY9le0+p9PdmVgA0SFEoG8xMmVgvB0Xlf3AQ4z7Mr4rYVyuZOFapKbYOrZrarQPSbyJotkBPrwYB497FxvNjfOKU9LGVBQmDBtT5bT56EmC5h8LkREH1meh1xuGiHI86na/ooEhc0usmtFWtNNKLV62i8QKNgxQol5qNejImqHDZCzdqn3FzYWKVvxRK9SfzSTCPak1IO919cFqmkADC4oLIuLvgVqz9sB2xiiwQOybtv3q7qBYOiii3+tdsKY2XdZ2PYJiBaSrkFANSKigZ2yLHpuhf07D34KXsMn40fx/k5f7EnbfyJr72GOMwDrmA9eXVl8cHTVxcuvIyv3P+orwEaLBw8SrG3fxGjSQ6cqBf2iTtP4AsPsgirVdlQfm3YNlaHg38Tl6Und4W1X3sSGYwlffaRP/HztGshSSM5UQX/VdnUM6YocUcNYFHc0+NJLPjsYP7ulrJVfOuomqa0mGGLkIMX5wU7ygKRWHDBNVQdT5F9UMyts+h6A2NAtH9ct8YWHf1PgVKKlyIkNHiEeTSZD+7bsoDuh1iWBYD1Yl1Nv9Im+vk1TRJFaoTtddZP9EUgEOgC2zHtnrW+rqdl324n8XZegNK/39Dwa8eY/qrBbH9BSGPxhg48AOzwgWjPdVj1bxK42RTA9U4K77JXcFOmX9lver3i76ddg9+PN6TAIl8QywVenXoV3YkMxpJ5MZY5iQtIdj2Dukewkg+kLMZXC1ga6sRn48dRXF8UzyuqNNJyjhdmooKdcU0723pAYiforDAqLyhMY/yFh3CruyjuySzNEQDRXBcTCOuymjSmPe8KGdESw13XKs+W66EFwbc/8+PBdbxhBIyGSBVXckRCbYB62Npt1ibcenkPaM2clfBGjTGiTd+xL9fo9U2PQT0XtkUEEE0ohY1w3zs9tSbaCAfETNbGhVelIkNdE8u4nPYYMDH0gmC+87al+BBa8NKrs/66GQb8i32q9IbcnjmQ2izzixASgDdWrCFo0DGygEMjKxhZzmM8WcDFxSzOTK2rQKAPZhNpnPqb3QP4je+cwXiygG++PoaKP+bzzKMftRcBUFR0xrfnGAvGzmUqap+Jkprz6j5oHoAulFJkSzU8dmoGUfbwqWmcm+Zgou9PtLpob2AnJlS5GkppSJLHBkGRbgMAIaFRcdk1DC5m8fqlJGxQtPttU5bbMgLR0rGLdVfxx9d9csVzFxLiOw4+7TwyqrDG+fWKfxNXBERDQDSoolXMrknZBIRQfO3QqNC3lqU5+L21x+1wvQgAFccNXYs4LqVoJzX8qLUAmwT9t3cug5pD/ALjzY3X9eB9l1CK1XwVq/mqCAh9/tHzkfubzOXvJ/SL9PxM5CB/rpuW5ue+uQ3x/cjiBnZ2TCBXcVB1w2MaD7KyKTc8HpS1dwBw/0DdNrGawd6BRVxOVfDVQ6M4fCmpvIfrtkoBfWl+5vJbSEiSKJwtyAsRNjJd0k4HovueYmAoEMyvnmMGKEzj61wXMPi8GihqMA7LY+6u7vlI8sz7rQR29SzjqXMJ9l5nT6kFUhsUZgeA+09Oo2uGBReXchWxfphYZf5uqeaq18nlO8YOKH2v0fVHzTeuR7DVVqU5eLt9qVcjMaSnsLUaXaiyFXnNHdviWMpWcG/nFH7/4fNK5sZqvoovvjTECusCSBerYv0XIjvQwFdQ+pns/zuVSK3xtpgFGwS35IaMv0ebeh2T/jvK6kHYCLvz5Qv4xS89CuQWQefPM3awby3Lk+rG+4JTBubOsH6SX0G77eI/WeNwDGOF0UrreOp5LUDG9Y/l9fBmbWgPIysREvQFbZ12cTGrZqo1kNjk1iz43qiwOy/sijVVcrAtZiEOKSPw8ivoeeU+/OnOPRhfLaBvLoMaz97ahGY6zy6IxyzoLsZz3fM4Mfl9KgD7/yG7CkS/iSwqdZAPYtzhY9+ZjVKKtJ4S5m98LaqRA6LtyaBG64xoCxR/HDuMv4i/Ir5zPE/bpjUjKl3DcC7VPhEz6M/p+0g7mYAsJSuKUhCFEa2em3HxLOV7k5aebK4EZK0WVA1TC7Rh2q0FCuoRXNMWwzb/v9GlYPK1EQQMqmhX3hm/LyMjmmpsw2oW+y4GlWYPX0ri+FjgBM2sF4WjCzBGuG7/Nf4q/iDWIa5btodOTbOUf8+FDP23Wex67rCX8LP2JRCuoSyx3L59dAL/tP8yjo+lUHXCoGAchElaVFXY6UbkEJs7hcOXkoIVajR/AR6V0rdFQ+J4EaZgER2cldd82+LmGfNYD/S76jm+tHcAv/htxsbjmMj4wgreijx+0AoWvNPSYpK3F5vKEhoWA0XO3Y9afg3vsRei7pZZqEBjcF11lwADTwNn7w4cCs+NZHXWPaL+JjM5pLafzGlsao3hoGubyqm6cVrztwn3Fc8/X4gRTdTjp0v1SIc9AJdMCzzpfqT9bT9AROwteOZcQtIDCyybywHjr2EH/KIbHmGA5sas6JWUAsSHGlYLVZydXhcMAH4219VYbdr4+rlHzItpnh59+FJStJujl1fxQq/aPtrgouvSLK6vMNbmNbQk3qltUTz4zHMh5uIfPd6NR3x2Dw+itORsywVtrgigDUYuqi1m9bFUbi9C3qoFIFroKcsm67lrbe3JcwnsH1xWbufW9Hm822L7fC9YxlbLsygz0xk92A2ZHhQAzYZZ9t8L24EKfvZrKkMlBiKeTSvQEpe+CBjRarq9HOTmR/vFmBrcka09FozlPHD7tVeHMJH1xDlQZ0CiCPJKbS69toLHzsyKz22uBvq10B/mGhTv4+zmptIcxAMlHmbTJTGW6MavJJNj4Hmx5oqCb5RSCYi2gtoE0sD+DmsdK0vz+OWdp3Bf5zReHQxXpo/DQ6XO3tF4Mo+5dAlL2QriTji4Ic/WY0lJMsjAiH5WyvygAM7PZvDr95xs+lxG+Zgs2tgb74e6UeKGWJs2aGSR3AWfXWeDCAkbS2pTrufhjx7vxsJGMF/GtGNxYEu2dLGGpP8+t/h+1cdjQ5icU4PHMk5HiCeydHQfn1Cwgsy9j4t5XF8sDixk8dCpGbzuy1ZxYKnuOCIA5HrUmCJfqrpK+yJe2Hf9tdgFkLGD6JkLQAzHIyGffTLlZ9BQqmRtbfHnP1H8G8Cunnns6gna021WKlIKwWRiDaErYhhlG2RjG+pMz3Gf6MD7kxyIktdAfJ1BQbXCbexCilU2fsn+vmlEvTi7jPlMGUMrFdF/HMkvvX5bm/H8wioS+MdZxG4VK7kKXuprQIyybNRcLwDZGz2vmH+Eho4gAAAgAElEQVQNXs0sB8OvK7/CSCQSy1tux43WZvJ8s1qoouZ6SBWq+IU7TyiknE/FejHn90Xz+NF43nI0UhZfPwh/hOlBhndcGwcuGgo6i7NKfSdiWGOMaFkGJhh16wYAkzYB1ZvZT99+A1vn+bZerOHo5SRKdRf/euAydvcsYGaV9eX2mIV2i/dP/Qakosk645xb7xNMa9xgcdvGB6wZ/HD2XOi3fDWcJSI6sTb3cHmg0Jy0Ng4sBmCqSynSpRraJg/gN2NdWBt8DXd3TGIhU0ac+mO88Uo1q+aUoLhiTiUIcNVL+Ig1zuQDk28AROZrrkbs+7kulnVbCs85AJgczcQR4OTXWZAGaA7iThxp6hM3m9sb1WrxPIrnuuew+8wlVLNBULAtZiNmeXhtJMnWWKuXUUpO43dip9FzeRqnp9bxlJ+JEkUuOj88gSPnVdyJSLVBTHNdezyKznPVuF0Fot9EFsWI1h1RIFqP+aFTM/hPXz7GCmtwE2M6xTss84AiM28pVR2aZjpEnFXNHXI9SqdEbxsMyUxfhw/+0fe8GVPmMR2Ag/r8KAVoi6wZcR9NQI2BRMQADj+NruE5KCjxYNsWbMvCyHIOj5wIWKUxePiwxQs/qSl5fKBXgehAt1B5khp7N5EuYch3iB2PYP/gMvb2BwtPzqLhjEhub7WiHfo9fQs+uyn6frk0hzwJ2SCwLIqhpSw6LoeZJhyIv+9kQmkfMYvg9NFXMJbMozuhRc6VlQxzhmohrUr+O2cgM+MsurpBy5G3JVrNMxaXv+obSxawlK2grjFb4yCSLjizHVYFX4gfwdugsuUBoOoG2u0WSOCAWxaQGgWqOdDFPvyExKg3Wv+TeG14JZArkB5H3SVw80k4FVU7NSoY1TG6qgC8pF5GMl8NtWzOlg0OqDo/nuYMyUEjASganINIaQ7t+Hv6FtCd2DB6hGMrOVTqXtihz86jWg0WOYPzaZydYo5izNeSdQhjpekp90vZCv7u69/Gyug53OGy9yHGUa8uwE4iSU30JDbQk8jg0PAKA4f8VuFKGqvJfBWVugqOd02njWNjO8KBywUtzfBTdi/+Mv4yvmAdQHud9fk2uGL8sC0gPXo6pOVqgeLYaAqHhiUA1tC5Q0w7T10YmazhKE+JAHn0DBedRREj8v37rEjihYB89fiBdqtyHQpYYTHwTDL5ud77uQ/j5o0BfMgvyme6zULVwc6OCVYw9QqsVY1o2Qhs//6ibb3QGvtns/ZOO4UPUVVDMmYFhSNb4jh6OhBNFWC9jgBEacVXaI/bWNwo44GT03jmwhxqrodrYux4Gz5g6xKCP3zsAlY2GDhxYylI737q9JRCDuBGKbBRquPujklF3iKRDgOyjXwAW/xtfC/E89A1mcIrF5dwemwJvxM7Hb2xz9q+MJsWMhaAJQJ3xLJhc0Y0JeLqPmjP4PPxo4jBwzutVePzjcMTc1zZ8bDv4hL29C0gNrwrtK1814cvJbEhWGfacWt5ESRg10QxnSoas/tks0Dheh6OXE4K4OF7D0NDAXe42aBN299H7HFcZ/mgNA3a0C/c2YlTE2tqq2iBnWWDCj3ddmm90F5RGdzKeEM8cZ7Q/E5pUIiZcMkNc0vl8xoHoss1F1t8KaCZ9SIOjYTbS7HmKnM8kTMypQyQyakJDC5s4GbkpG3V53tweAXILeGl/iX83L8dR98c8/faLM5epuKWdPuIPc6y4eSi0w3MFXMHnyPYQYWPEs0QUv/69pvfOYVXLi4Jib/eOclXlbN/uEQNRVDMGMD4ahGDi1kUKjx9XV5r+aSgVDDuWr6f5VkxMa7IY9h8poyv7h+SjhBYtlJX65FwH4t4+NwjF/C3ewaN+qu3f/EgTk6l8cDJaTx4clrsYzRCAs1g4pmB6PP3s+DI7EkG3OWDtYmcgVooGAqn+SZLowEsW/HA4Apm1kt4XAouAsBW34/yCMXDp2eE3A6AcJoAt3LGZ4lqX5cK+MPYESGF5xEKlNMo1twwy7MBQCjPG0pBeHl3j2KLUitHIgFpyM+9nZMoudFwUCvzKQtoBttdWs7j0koepyfWBBOcy/c4nhcwokMHCsgtKiNaej7V6MKI8ZilBLll++A/HcEH/umIfuH8H+yZ+9IrXPozRIAZ2QtMBsc4cikppLcAIDHD/P3ptSLavHBB2ki7/AoLrMigLz+3U0GuUkfneAoOCd6r67wBf800IK5NAEVJMmjmJKtZ0/2wCMoDYP0vNYbVfFXRvHcJaThfLWTKTGL0DQLRJvuNe5nfs5orIVWoIZmv4vXOIBunLW4jBoK6R/D42Vklo5TLuQhigD8+JfNVZW48//zXcPnA3cp5+ZjDNKLD13UViG5uV4HoN5G5m0gd5E5EXYu4vn6JgXWy1qDc6ZVCPZJZrgxEa8UKN8no0tOUWwWiPU9yMDeRGhFtGnvZpOVKZS1PqgAlukY0Z0THLS9YHDZJyz8/nYr8TdeH1O3C9DomVjYQsyyxCJDlLz5gz4rUWMauDow7S7YJiI7QYdRNhiw2KmGnaClCMzjynojTcDrm0hxy2/ud2Gn8jH3Z/94TwDCljE3Ot3W8sFajXGF7baoX9PRdmDn4bWSlgoB8kVXVxZ18a0/2+863//z9CYsXtqOLPSjPswhpm/+b6xKcmlzH0BIDk9eKNezpW0DN0YGzoO3EtKKXpmfoeJ4INtyw3gtn8SJbpFu26C/1FrqNm1vBnz/bj889yrQb5fGh5hE81ZXAfSemAEpQrLnwFMacaoWqypYemE1id888BqW0PJTSsLzGjGjXreMPYkEhC+I5rL16rs/+Nj8Tz5fmiIWA6HCbXtwwt9d/fGUEf/fSUPjok0fhZAMm7O8/cBKvP/EvQOfXsL3O+td+AzOQ2/vseaQKNQEQiPGdBM+MUCocXc5WK9c9fOvIRMCIloDo3T3zqEjgOO/TbQaJAlmWgPcNfWx+v50ItnHZgmZ8JScWFCzN2g3tawHons3g5YElaX4Ivx99TlOGnqgxXtomNFtI++htUmcmyiz7AIgmIZkW3QS0JG8mF8shLg5fCgfF+Hi5NR5DTM7EMcyfqz7ge2nZPB/rFpbm2BxDGvDvi3qRYHOu7OBPnmpNw+9K7OdjI8rnNnjCyW/Fw6B+0Im/H9buZCA6GANaAqJjFl7sXxTvx/Eo3n0DA7Of7Z6D4xGsZKs4PbkuMiM4y26R3hzJegUCcOAVaXx4+WJ4rGgEWopgUDMgmnhYy7FF4taiymifSqnBYepGFH3yAepMPYZ0kS2eDwwuh9rZr9rd+C+x07jeCoPqbfCMDO/OcdUHuhkboeOKvqz3laoakB1PFlCue4iBNHwuFlgRrssreeztW1DP8b00zw0tomyjKJBqsjSUnDkk6hZIR7i2oAJjccNYzwL2/r8l9G46qT6/jXIdJyZS2DuwiIdOTIi296TGMOuaSWNgYQMnxlPCx9Xvic9ryXwVg4tZ4YuWa44y90ytlUJt3CUE7kowHuw+H5w/V3aErub1Vgnvs+bxLptpoxJQeMTQZ/q/i9GpadyEHOJnvgVUc2LeEozoRuuYXPQ8rtjqKECCZ83JLXpGV9goUEyh3VEBtE/HTqFw6n7EqcEHl6VL3HrwlSR1srtnHp3jKRSr7Hc9GLuYKQOXXhafRSaXFcOWuO+XaPPhNd13sWKERVUn+8muhFqMTwr2cx3dnoQZ/D0/o30fxYj26pDp5sY+7lQYEGnQc5Xn2mxyTt9TmH5Ux3EFWaJcV98lr2uwkKmgXHeZX19MAdOd5vsoZxhbN3E61GeuKydwo5UX8ouOR4DLr+DRMzN4omsWq8U6jo+lmmZvtDK/uYRgqwxES4ENvb6SSyhWy/J36pW34m1QSo24g0so2jQgOpkti3EskFACEusl3N85GdJo3yjXzetUQ5+O2zbqiG+qNsdyroLM6gLTTR58HqhkAf6MmvTthYwaCOCs/8lUETPL0txXSjP2cJSOOfcxZQ1y/jtx8VLvPAYXs+idy4L6AxAxSQeevYcB2hEmv8uLC1m8OrQcnGvkJaDnUZYNo5tbg+sRNo7OnAAu7cOunnk869cJG0vmcW/nFJY2ouXdXhpYxBNds02B6GbSHCbjY8VtNBjLiZRN+hPlLvyvsbPi81PnEuLxbm1jfT+X22DPwSljZ8cEdvfM497jUyxjIq9mtItz+ONPPGZB5mBu9QHo9rbG9Yuu2lUg+k1lzRbIsvEJZSqlOv4mzSD5qHVEdAqpWjyFJs3Roui/0CFtoFvU6EierP1mGKg2w4imYKyLgqRZaJLm0AdEhYkZcb4ftNZwu+0DEU0A88aRvQhHSzp/1mv3GdHsO5PeoulcnLH72fhxZZtC1cFaoaYtBM3XcHbJNVS1Dyay4aUcxpL5kIMf6bT4UdQoK5TZRMxTVnXLT55D4uj9AJiz+BexV/ALsQH/nI1ZSM8+eR+mltew/9wwvvG6dA21PMp1ly24DBYrrrBKv/7Ez8FmHgDqmVjAww/fjXSxhnZRJMNRCilwczSGg/wu9XZgupc2WYObAq+NJPHMhTkGovvt1pRyB7BK7JRSlGqucLTnfQdKjvjWXSL6TP9cBo+emUHnWCpSNmg5V8FuKdV1NcMWvqlCcK8rR+9G7OJz6o4aY9mp13GzFSyaP/9wF2pn7wNOfROW77AapTl857TNIgpTyOS0xo30GvasR5ZzoSFnT+8C6qXgmt5preEGq4CxZB7XVRlA3QwkGl3JYynLHJi6R5H1HWq+18xaCZeW/EWa/2W+6uDezknwntQ3o7bNiiIXwp5Jm0GfXQan+cKjUXYLTyPtT6SljAoqJHTkLBtzXwt/l9VYPsp4WzIXa+LfmM7RORqw6wbm1WwT3XndKIZBN4/QxnJKEYxoZYyLCtwJFg+FPAo2aiEz60X0z0czt7jpLbfZTGgCXbg0xz4DIAow3b0r1jK8AovDbRkctC1L6IuLGgKEKNIcKiO6hWNq44FLCD7aFmQcPXUugf3+Io2fcyVbgUdtrDfQtKYIdJajLAAEKHbAzGijAohmz+iA9zPG7f72hYuo+QG5jYo6/h8YXsFqviqORZ3wYsqygIc6WO0Al8bQMRqMN3pruMNmbcc03vyQlcT/EmuuufsH8Y7QcYnnAZUsFk4+ie8cn0SV+x119dmcmlxD2XGVIHQz29Lm9+fvQ9OmxAsFibZaddwakXloso5LQX+81UojDlfxz3Qftd3w7C1pO0vK0tKBaICBD/OZMvLloCaL6dGcnFjDxcUsA9ZqxdB9xqQvOsdTYr4p110lGycWj4dZ45U0dj/9gPhckIgOL/YvKkUEf9gKgsHEdWFPHQs9g1zFwc+m9+ED9gxs6mF/x0nUaqyt875LKfC2HVthNGIe03V78unHkRk9EexGuG/SpHFRCvQ8hnek1GyFm60sdng53OCYdaV5O3DrgYyOson/e7ESluYAgAc71XojAWhrYYeuO+fbTdduYcUIF84jVTCDLwCQLZZxYGgZa8UqbiEp/Bf7FP551wkk1kvAxpxS0DcUmjHI9QBAYjWN1VwZxZqLe49PIl+NAKypx84BKPOx/Hzya9HBBd1vqzsOtvlAtGnNA6hBRef8I8D8eeUey3WXMUJ59lRuAfpMVHTUeaHmEiUj9fm+FQwtZUOkFdP1NyxKCaBOAvkLAAAlQlPetG5ttwl+2hrF38TDIGQrfoHtRQB1lKI9xvbn12OBijlkTFor/eP+S6inE+KzRyh2dkzgqXMJDM8bCogaAgHxmAUH8YaSoqpRvNC7gO+eHgukMYb34D01Nifec2wcrw2bCzADYcZr1V9flequpBdPsdC1G68c3A+nsIoRf+2s+JJt2/x7Yt91z2bw+cfOCwIIz9qNx2LYYUlyf9xKaVY8tF6KlvgAG+t3dkxgKVvBiYlUkCUjS/6kpww7UtzxD6/hy3svAIs9goBS9iUzeX2a5EYJrA6OWvx6cDGYi5phXaImxyYIF3zs+2kaaIPLsle31UyZwn7g17/Om/KX8NDjD+Oer39RbHF5JYe/frYPv/1VQxFaBAHuNttS1lf8+VxlRDe3q0D0m8iiwB6T8YlBTwnnABmR9BIVDVhpsaYcT9aIpipbc9OM6FCxwuhPsjUfnDZ3HXd3qAPPmq5TC7UKOqUAVVh0kP5tZm6ZwDHZbrSiGW8MPI3e3wJFkt6gMKLbLLNjZiE6S4ybRykeOzuLfReXlPswAfQAsF6loYKKurmlLJya7IA0eEdOCXu+e0/kzwMJ5mhsjSgwtZyr4OXTTJsrV3EEAwdgzM5mU1a6yNp4XgbHLr2Mh0/PCFBWt7ViDe7SRbzVf49tPsCwUaojXaph2Gf+FmuuAKI9x8E1beHJh1ZUNozcx3SM9IO2ylACoLDQKCjm/cWa61ERtTcFgcp1Fw+cnEZ3IoNHzszg8bOz2IEyXD+NmmpANLc/foIxpkeWc/jMA12h45rMq3O5j+CYz/cuYG+/ytTLl0r4i2cDnTVPA0hGlzewsMLGNq7VJlhHqTGcmlzD+GpB6IrvqCyxFLLgQkLXpgNP4ntQfJCMYQdVg3pLuQrqEhuZ9+XDl5ICKGmWQpbMV5H2K7R3Ta/jyXMJrOVKopeMLOfEMWRWVRyeWLx9/ZDKJK3WJEYr5Yzo8LjQboUZ0Y2s5ju17ZYjaUQHv8sFRwIgLbAm6yIArJjmSq6CquMhMTHkL9Z0Cw6kL4Bm1grinC/0qG1KX4RnsvL1MiOe1xQ0CFK5g+3kqWl0yQwyUbD2sL0wpYzFM03kN3T2j/Gamg3uhmvRjUlzRAeJlUDwv4MxRnRrCw7LAuAXdeNt3fWoMv9ulhGtuxseoUrbKNZcsQjk/WcxW4GLOAP1I4xSagwEKPcjAdF/GD9q3GbIX7iJYmsR57RBsN8fX01cXFkTd37V3Hbr1TAwZINEvhdTQPyTDfS4ddOP6hEC5BbRk8jAozSQNIlgcNtNfafA6i7B5GrhioDoIfKuxhtQN3QvH7c3VyRrLRew1n811o1fsntVIFq7zXaDf2SDYGq1iJMTa1qhw+j+HmsSvBc28AzWjtzJQGnJWNZdsD/vl57nKYzotlg8dJ5tqUHtWqLfJSuE6W+XGkFsuU9kyXF7dZAHjAhyFQePnJlD2eFMbt5/GvTLiKLEurmE4KXj58QzFmsWGgC8ZjYr1f4GVnMJ2qiBfEGJ6M/3dTB5jaoGUAoguhaWtQOA7W3ac5XY7dvbzeMJ990qdRfPdc8btwGAA/1zmFor4tXBFfyItYh32incXhvDyzv/CqOvPQj0PQnqa+nK49KpyTVMzZn1pB974BvY9eJunJxYw7npNWP7ZDrZFRBKGVAuk6jk8TsXHQzS25szfRJvXz7m33fzAnD3nZgKyZw9fHoGB4ZWIIfSdbvBVUkFVddTFm7EDyI165WtzNOOR7FFKla4mqswKRqYAyeEUvxsrHEx80YWc8zSjC6h2KI1NQtUMKLfahWAlSEgO48tcXXDkkQk48EYxQx+flvMggdbtIUT4yk8yrV/uaXGAn1l6VmMcsm10rp4xu+z53Gs2x+vDCSEdu2aZfKbyFimFM/3LmM2XcLSWgbHxlZZVp0pAOaf484j45hLl0QthxscHwyv5fCDToJtyq+HUiafsQk7JIPrhAAOJ8wQI+bDAddUH1tnVaV+4hIiiD6O54K6FbzQs4ATC8GzkDOjZMkyk4V1w4Ns5Cj732MH8FF7WFl73lIcZYGeqQ7j+k+Myv4/YtUN5Gd61eAv8bA01o3fjZ80npc/l7itEn2477jlKhDd1K4C0W8iI5uQ5ohyIDkQJU/8Cpkr4pVbWprVbVKxtNYji8ySeXXx0CrLypO133KL2KIxYze7SF7TijaOLGqOCfHw93uHleujRkZ09JmbFStsZBYaO+D8rLZtCV+FO/jhglqN2dUA8NyFIFVN3rtRmkymFJ7o5ed1U7oX7rmgOvDvxk6G3jdPURmfX254fdeCTYRvbW/iCGZmUFoLp901WpgCgCP0nmWAqfEz6xxP4d7OKXFtMX8y7JnL4Onzc0JfLx6zRfoZceuCXaFYRV3IySm2+hx7nSH1WTZCAymHOgXKcwN4oXcBK/mwY1OqsfNMrAaA2J/ED+Gnbba4kQt0yhXb5UXNaLK5hIBHbdT96DgfT6LGjj0XZnBoOGABeZrW2UfscYnB7INVbh0gHupDL6F/fgOvjawI2YrQezQ4qLEIMO8mK4ef9C7iGhoORtQk0PdmSbebS7O0pJ2njR/JjYICgvF+a1E1RZsHDa+B+mzKcrEVf/wxjSPtBmmORia/K66fZkcAGSa+byvP4vXLq3i+dwG7exbw8sUlVGo1UDDWS4+v5d6oS1oggm2on69x4Vdf/sQjTcZsMzgjt6+vHBgJ/Q6wRfBH7RG8bf6w8sblhQm3xYjAV6v2/YCMjSnv30eLwxNATlMgGhCyWXl6DQCWFSP3mRqVg+ytANHqNh6JToiW25aDWEPxBQqgrZqJ/B0I+k/U8y7TLeI3GxQ/88M3BgUUNfsJexLvsNaU40aZKdtoZDkXFM6T2v+77eXIQLpJHmIzpt83IR4by/yvX/frQZRL5nmwmTSH/NuuC3P41F2n0JoAjGqNmO8AmDSHFoEzBdIbvRe9bsuP2ou4yQqC1qen1EDVFst0fIrPPXoBX3i8WwGio4gLAJcQae2ZPHthDkWNnXrXsQn8Tfyl4FzgRQ2pco1xAyM6ROho8TporQCKMCs8XwuyJYo1VzleIM3RYG5pwoieJu8Q/55Lron74fqgfH5xXC8klyhODnMLXM5VcG0qHMT50t5BEXx6n80A4bLj4oXeBSTWCthemBJ1WQpivmZneO8tOwAA77lZY4BL65utcXOr5CBUVFFfjzLZm9UNdu5Uvip8FM5eFwUkJ4/i/dasqCMEAP3zG/g/X+hHjfua1Rwcj+DSck6MN5b/35ZYeL1KCIBaAWcm1/Fc9zyW1zewkCnDI1QpBpkvR+vn6r7CvgvjONd1AgBFue4hQ3dE7sttLs3m8FShiu8cZ6SnRLokpUaFn++HtPotOvPZ88f49WLNWPiMW7MMUACoE4p2aZxeSwXAo1H6z20wnrbAMugeC9Zk26UsH49QbLE9vNsKGOU2qAhmftCeARk9AAw8GwKi6xIm0uaVsaGvR93wO47ZLEy57AO4FxezKOo+2KV9wOiB0L6vGyTXAOATxYNIH9sJrxoG2/W1m4nUdHmlAMdigfLReakQfTIgS0wms3A8As+tI1Wo4rYbroEFX5sdgX++uBy8R88l+NcDlzGx0jyrTjdZ2xmUiDHw/hNTeHkgeFdVx8P0WlG0R+oH2y5IMiyJ9ZKon+Q4Lo4Pz2MlX0XeMbebRgxzAL7sGcV2BFhSvEmWWbvlikBLcF+UaXovdBvXf0L5RMo+01UD2qgT9psuPgdMseLbHIhOl2pGjfx2Ayntqql2FYh+E1nUxG8yeSLpn98QhQ5MQLQKekScQ4oq/98vnMPPSZHRzQLR+iQns38aakRLC+GlbAWftFXnrBnQqNs2bQCIw8MPvGWb+HxNNYWJmSBSyooDyueQQRY+AKvXbzetlh1tFqgx8if/zs/IGdHc4atpzHYLFBulxoUL0tIkLr8jz42+h1m/wJIMfP/nmMpmefJkAMz8gLWuAtXbt+ADP8AWc6+9+kLD6+OM33JU4UBug89j2/Czoa/bGyy6AKBvLjxZm3Q7zdZ4iZ/KV1H1QVjiVM1AdE1nRAdtrUmwN2QLmbKI+DsexcjCOpZzFRweDAP0fHLUZTveBvY89EKB3L4QDwpytAJkuogLprDlOzX1iOBajLq4DgEwTjRG9AfsWQwtZjGXKYn3Rtwaak4dh0cCJ8Z1ORANrMnat54T0keN2ea3eB3KiFlmt74k6THfJIEyM74W6nZEp65y04+bm+3HLV7g8HLWhK0V1ytjCwBgh6U6trmydE5/YTlO3xk6b5vCuN/c2MmlZdyqGTA1Sse04G+t+jpr3Ll2SOAMnp1m6YT8yLdZq6GxxtbAeuW3hmMps3LdjWCs+Sbrckpfn5wIwKC4gX3O970JOcBqzmDW2YXNbJOEaDE2yNdB/WuMMvf/BSC6WSFkbpZlCabQIr0ZT7ufQtX1UCkFY4guzfGrNsvoWKVvNR/UwIiOYkzKz8VBPJKdzI/bnNFGlb+6ebADINoi2NpmNzznD1jRqbiybbXMYz3/vtVmZsrA2Izp9z2byvlSBKqlc+aiVM2AaBmAbVSsrpk1DfjQsDTHlRRa0u0tiM6iMElzyM9Cvh5T7QBujcMpzU1nW/NzWaAKiaQtHmZE6/2+1WxHShkwop+77hKMLOfwfjuBsWReCZTI0hyRxAND4Fq2DAJg8jqUUCnwoKmazTSbLuEBXpBPvXJxDSbTdYkBoHM0CY+qfT5B3o7lXAW/860DoAsXxPfZsirNMXXzpxCzLXgzp9VaLv4F1FzPKM+Qu+69goEv66ty29kxge8cn8TDp6ZxYZyB41utOn7EZ63zMXhmvQSXEFBC8KlYX+g4/zk2iJ//H7uZv3jufhwdXVWzey3ejwjqtA0z5FYc9n4KgA+UbyTE2uRyYgUvDSzizNS6kt2XL0f7ZlEEoGtRRdlhRTw3moDRnPF4aTmvMEi/emgU+waWUHVJ03mbERqCjfjS56X+RZyZbD6mOzRaf9ZxKbbYwVhRKEmgnmFcqDco4vzpmJkNKtt2Kzi+nBXiEYo7ygP4jdg55fxbpLnonuOTSKRLuN5SSWyOR0R2d7b3Rfz1V76N7lkpyOtWgaE9Abt5eQBvzTCfMe8XhG5oDSYF+Zdy3cPTJwbx6OEL0gbUv5fmc+GlhXWQAgOg7z0aYCu/e/9pTK8V8dG//y4Odg1g/+Aynj03jS989XHcbq/hU3Yvjo+lWAF4/3zFSvCMnuqawWNnZvEnT3Q3vYZbr9+mfJaZ3J7nKmxvme1/aEuegwAAACAASURBVGQFrw4tY2LVXxMghoVMBUNLwdzcN58VY1jdcZHJtVb7JMpiIHifNY932yp5bWGjjItNsrRlG1zMIbvB+lFURiwQZMbHQELYSimzEvK9SqvTwAJ75rz4+Qs9i2ohU99s6yrM2syuPqE3kW0GiJYdt1OTayKCVXP4oBiwaOWFd5TDJzOi9dS/VoFoU7q2bo2OJMtk7OlbwDWW6khs1mneoiEj7ZarRNUoIKoX8y+oBCzv0CbFX/vAraFzNEvBbWQMiI6e/G1/GUQoBb9sPnnrC8oYCN6Raz01Vrbe2eZ6hlFsLEKpmQHimwVgi16i+XtgtQbnbGYpBMBElCSHbrztRW3/2/d3od8HTD3Pw5KhMN6WsiqjoyyWWtE1kGxkOXACvHJOFLrYQsPBCK4JqzMzy2BsGdogEMGtpeIosIMijpQVt3n6XBgYB4AYqeJHrSA9kxjS7mbWS9gnReavLS+j++CTmJHSujgjmlKKgQUp0EAcfPLbp9RzRkTUd1hlWJY6TnIr+osZC8A2hJ/tO+3oYqRRRssZ3OyF5RhkiRsLVGSv6BqyBXmBRQluRA7vtMLXYUrh3qyNLZgZIqaxvll2gclc143c74ft8LllKQZ9LmuUXXKLxdpGqVrDDa55gWdbFlAPpD/kw8v9LQrc2bF0Ej9ksz7+veYrhxmFjc9geqTN9vG8NwZMbdbaLFcEzpsDt8CWZDC/pcGCm8Va0MY9K1hA2CB4j+0XqYtwc/VzFrE1cl0qty0XsRBApB+3dWmOqGPYQUYUKCzLwrG//YT4vSlTd5PGM34sq7VgBO9PV2r6fb/+8tMMiJZOPbiYRb1mDq7bIPhYAwkMGSg3ZW+0as16BPVc6U0F16bbZvtVFe2Rv5nG9fdaCwFRQ7rNRgED2yItgebc//+QreqG6pk63Je1QRWwfDFbhf7s01q2YqtA9EqugqfOJRoC7ACwzQqOHwDRNLJ/m0BX2eRsi3bLFYUmPc8Dxl/DNeXGhAbH87CzYwK9CXOmRL5qllvR218KbwEA/FH8CDLV4GY4U/QGP1hOLBt2rB2rG3ns6ZPkr3zAvJBJglTVIM+2thhuf9t1gdZ4UfVXZaOAQlbiJo8dNZc0DPp+3B5CuciuIZVX24MFlulhU4Ia4thPPipYynWXAMlhkTG3lmHrl3SppmQ7kXI2rGvjW9S6673WPCr+nLJGr284zg8uZo3j/IlL85jLlHBpudC039dcD2i/Rnwue8EeyYjiaMzYeVfxVsxIbH3ZVnLVoP4IgC+/GgT1Tf1eXee/sYC0rJFPKMU2ovqwHzBID06lirjBUkHGuktQ8gkZvXMZ/KQ9DtL3NCilyFcdPN4xBLI+ifrIfvzP3+zE8Ve+i5uTp4y+4F1HGSi9VR63DO9vfLUQYrbydc3W8aDwJ9bZ8Uxj0S3XbcWnf+IHxecP25MiK0Be98Xh4V/3j+B3Y50AGNDaM76AX4714L2rBwQGsbtnXpAKKpWgXUxzso3fr11CcORyEru65/HACTUgpvvZ8rr9m88dBLw6nrkQXq9ly6w/7HtqJ37eHoYHW2VTg43LnJxTcxwhqRVJAvAtirARA8EtljpWLucqeKl/EScmWl9zVV0PnSNs/DMxorlfzwlTMZCQv7i6lgoKC/u2uzsYU4M6JxHY2mZZJP8/tKtA9JvINrOQ5xP+LX7xDd6R+N8oaY6oRQalTFjexFnm7IV33XSt4Tqir63ZOXVjjOg3fhxutmEA0INiNbSJc1I0qqxudmI3SRYX9on3vA0WgNutaGfPX9KCUPO9yHbbJgExC8BFcgcAoGfkcuON0WAx3+T+PbsduObGTV1bK/ZGgGirSYqPyRoEU4Pj+u0zVagpEhfcZpZUYC0msVSvpEowt+4Tr6LLLyS3lZo1NSPNrYsiYI2sNSA6JtItPfr/sPfecZZU1534996qevn165xznJ6e3D05JxiGYcgICRAggpAEAmllY+Ow69XPkmX781vZ6yAHIclBsldCQlayJJLIGQQIGJjRBCbn6en8XtXdP6pu1b1Vt+q9bsa7WmvOHzD9Xr2Kt+4953u+53sYTo9PuY0suD1n9YMxgt17dktjihWKM4sLFkPmrOfAJg0NphNAFiwmOdLb/+zRwO9ffe80nld0dS/DGAghAW17ABibcBoeERJZ5hxl/qGTD2GJi/un8KR2Mr6EmMj0YZaJG/SfSqWv3DqpzRwPC1RUdoKVSX/7wQZuc8huGJBLoHlQVhfWEEphpskCc2jUnHLsjJeE8AdTUaAKByYyk0fRnd+h3IYQwNz7rMegDNlXmCzB93/4b/Z+3P+cO/M7s8XeRv59MFAO/+V43iphz+fW8o7cRlHmKbG3irJJ5iVLxWqOMDBx2NdI82svHMWu4yM4xbIB6SsRKMtDK64RHXmmguxWyJiVGNHONomYB4aFrcf+eXqcxYuciW28xD9Y86U2/5w0XfNXaFSSsxg9cUDygR/dcTR0nddgKRNV3GQAduaM6KIvMgvKWyhB1WnOB1yi4Hvm8sB3qjHTSQ9iNrFBBMYYqjP2cy/GXC/F71D5MkCwQtHr2cEkjWgzANUDT+6Uk4EaiQaWuXFt0WYSraufFiqV+P0amSp4chCCWYzhT3/0htRXR7TqdBzjUK9pzMwDB1+FtvOhyPN52wEEw6r9VA3yWunRwHsuAuLvnhIatebz6CCHcJFms/RMC6C6Ipkh9AhgY0FfiFKvyZt/XT7D0jjGypXnz83P1i+Ud4Ru20KPIv78XwII+kR8vHTggPsXJ8N899UDMC2GhEM0evldDxQS3/GDB/fhzZfVTN6wpu+rtdfRMfmW+07zhGeYPf3LE4GxPUhtgPLht49KGscqG5s0wTL17t+lJvbdmJWR0PWN+fanC9Vkqutnvtg3G1f3kyrF4sI4MC2G6km5F4jqnN86PIxcXp4XJgsWpmBIzO/UxEF8//VDuP+p3Rh+6V9x4NQ4RicLaD/1NF47cBoWA7Zqz/l3jyce+QGqcQYb6CuYKJihSZIfvXEIX3l6j/TsTjjVxvmChaNnJ2xC0tE3MTGVx9HTweqVmEbRXJEKfA7Ic66BAnbvlBM6KcdXDbwTzi0bG/dAfb4v/v+/eHQn3jw0jCNnJ/CFf39b+n3U+pfY+X3AnMLxEVlv/f6ndrtJsiwZwxDdYcd5EVXLU/k8iANEF5svwhrIU1iYjEjGTsd449soRjSXItQUTZBzZNQlNXA7O5l3G7kyQfJTFSdHHfe82XYeiP4VsmLN+kTjQ5s7MHysc0a0BEQLvwtlHjCGP3/kXTz81tHAy8S1qxe2Rme3XK3TAIAsHCbCIy9YltQJ2L/ldJsVqswf0BeE4JUBYBHlSSoB/5kyojVKUEXOuM0hDrEgWMt10izGJCA6Uxvu3JVqxWRS/DYVwog+osjai89/mOZwrPvK6Z9gEZuuXIxooha7H3gLs2KJgEvpk64+VdgifdqnWccBrTPjeYyPzzyw33PCA+fGRmU5iikW7kxWkzPIP/YnIAeKl3WpFli/jl4BGqacqobDZ+RxwcvADrIqnEEaB08MS6w6ptB6E81k1E6yCY8hFdNQOWmzqifyplTeqgrAj5xVH8MgBRw6M66cXcacbvTvJ6vtBw5eO3DG614umFxO7Gkh+xnR1cc8J3t4ryxdoTKxrLiY+cvSwkr5O+hhrKG+YzvvpDYNx6tgFhTrXvi7/cibXqleSQCQz6KCO9NiuOsfnnbXIFWZHVCaLMG5dD0Pnp4INEaayREYiDIa4XPbawdOv29pjkk2veDBzEeXxLvGBHDdl6529xUakKs/9wd6oyzBDyX5T23kMMoEeZwC0yLXTsaC85/fijGiRSDalVAQSjyjgHDRxs9RMCdasbVwpvbA978fWNdfCGGQRlWS2d97z9ZLLJ17RjSsvOSzAgj8bZ/D9C3PdAyzIPkjzMTrrM0GgWjR1+VWSnL17574pfLzsGuiYJLGdTkZgUEKeNtqDT1GqZrjO444CRPhHh9mlYHtZCDa21YFBD+96wSODY+GPuuEQTER0uT9yIlTKFgWXtwbrQl/898/Ffm9ypbSt6R5B5CvRZT0XXDqJ1hPX3X/tgAcGw+CjfERrwpN9TYQTXfXSP9aqSn0UwP7FxIQO4+O4ORUtF4Xf9/9DMu3nedMmenOtRyIPjYyiX96bq+rSct1ZAlIIB77Hw/K950znMX5wx8DtOV/CQJ73SgUmWdPjgTXrySXpTmzX2owrrIdI3E89KYnNSdV3pjh85XU56bE2WW95o0PlVSbxcQ5Ux3bpmPRz5+b2CjbtIJgHJeSestqE7ZjGD8sS2mYjMGEhrwQf07mLewSGkA/8vZR/OQXh92KDVVfIwBYo72GD2kPo5GcwJd+tgtvHhwO1YbPmxZOjk0FEoGTpoWvP78P335lP3D0bXzlG1/HqbPBKllDoW3OTZSQ1IkZSN7w8exvTGo642FKkMvrIfuxlv4cU2Nn8M0XZbD0Evo0TNMChg/ixb0nXeA01I7tgMWoC/r/4qF/UFZqzKe7cHYifN2YyhfQfMjWTx4NSeBxC+vbQ2FhKkJ2ZiZWSlxCieUm5bmlQ+QXv/78PpwanfK9Nyog+jzMWsxmdIcIIZ8lhPyMEPIUIWRA+DxDCPkGIeRxQsiDhJAy5/PLCCFPEEKeI4R84Fyd/H82666ZjtNpD34+UZydtLUv+eJhgbrAjLygqBe3H75hs0veOHgm8DLd+20bcAibNLjx8gX/Vr1kv7fwR+zCZDLTIcB4m4bO6chkQcl+DIDbYtBgI9HK/RGHmewPQGeKh1JCJH1olTNhkAIyxO4OLXaMvXZlX2BbVZARbeqwLGw/FlU74o+/G2SmiFdCCZBNnNtgeDxvzkgGgBt/5sdZLqADN7tBDUxPFmkk2kEPu0FdmC6y3zSY2Ehfwpc/9wmcffU7Jf0GAB42F4V+l/ItmlEs0Vqcxl8+thP73ygeJKkWWH+QXIDmzjV+B0Z3u4HbHa1n0X1SlvnFXdHNK8YRx5nxvDS2NOqxmHccOSuBdcX0wku1/LijizYN2SS/lcp2FxtziA2v/BJB7xz1nPAfFNFdB0oHrQB/w7doS2JKGhd5J4k3HSD6yPBE4F2OerNVAJPquzBjLBqQEoEbrmPNjc+NqmZhohGc23K8z/8wWLFSlBEdMj+q5iYRWFSd9T8XNhY5Wunn5Tdr0ntnv1LYEloKzTBTRitgBRr72uZPLHNNdn8viMu1J1ErJM0K0EOlqgDggVf24+dFNcAdIFoBWmZiOkZZAhmMQ+dVBwQSEF0q+DDdppbUqcKKskaf1uS5spNjU4FnwplKfjOKMGjFcmmXPfg+ktehZkWqhaOjyl4j+ZR44ex66fszCqCZgz0MtlyM38Ke6JiwLZ+DxXXQFMas5QJy71/P2m8t5CiqjeBzG0H4uHk/55FqGgh8JlYIUWIhz3S8YzUHtgPskn8DZmiVQcIIr4B49akf4f4ndyu/E22mmuo5n1b4IairC3ceG5EaXFsMKCjm0p2HomX4qKZjyrTwg9cP4oQPZNVh4jTLRP5eTGw8uuMo/uynb0dsDdz/1G68fkCtAw/Yz46/tSIYeWpsyiXBcLD3zPhUIKntL6jgz1FkBPuB6Jzp6H+DwCwSV2WTuiQVB3iNxmOkUBSItkDx7697si7iMyzWP4E4nkzUWjSdxLL/3ql+ubA1muGqMtNiodhBQLphPBizj7OYJFXkr9A4NT6FQwIhKiopRInlVvP89K0j+P0HXlT6g3z+9L/3YvK6YFlIH3haAt25beyvBQAs7Qi+r8uo588ZKATmPt4ThjN5AeAsS7rkFTbuvS8ZMo6F9F1cSp7AgTNynNBFD+JLX/9XnHz87wIVKCp75vlnMQkDO1kTAOChnz0Wui0HogcaghUDI2MTeNaR+yyGS4T54iqt5vdrM/XIoyQO//r7T+LEcU+OT6kQcF6ao6hNG4gmhKwGUMcYWwvgowD+RPj6UwC+xxhbA+CnAD5GCEkD+AyATQA2APgtQkjptbu/RlaVNlCeLA20Uw3tXactVGEY2+lToLBcpqTo24sZ9Z+aQ+6/xQnW7zTxY5X6PvkXvx66H6vpa26WOcz8C+G5YED7TQx0mBN0eefLwKxggJMh44iRgpoRPcNz9GM1YQF4MzkGy5Iz0YQGM4UzYbKpnkWYNiHVSyvxDZwLociWOKZLteHxfCQjOqzEktsgeQeM2WCDf4xt7K9T/iZMTkFl4/nSttVhYS7dDcqmp+Ub9oxGWSIAwJYS4ElNYkJM9dYOQy49qyoLT6Tx98RmGwafj8GiA7VxxDE6WcArQqOKvMmUzGIAWEx24B79W5H7LMVOHA5qpnErla0m6lVGmcg+7qbhmpPiWDwawvLmNt0EVWttkF0WZn4wjP8VxQbx230P/FxK5tlNWcK336h5OsHBZoXFx7oVoRMKRANcBWq/dyqtcMnIudeInq6pLpEB+NrTQdBETBy8X0b01DSDh4bDjwCw7+kZZHAqhL1/oJBzG8uK65a4Dly3tA17aZB1GQ0VesaBPB1mJNA7BV0KUP+ucDEeNFeWdAxurk+luN9xg+IUstCIhTjyDiOaACQIJAb36wcTCL5S2FLyeTWQE0VlDxL/AT0fuPHS4J8IvqnKiktOiEC0s/bkS+sHIVoxIJ9YhUi/+Mx4HsdHJsEALGgpR3OFDMYeFYCYmkwc2+Y2YKidf0YwjtL9Lm6jkwV7vPhMZHfy8ft+AOCNTjPxsoT8zqfIpNQIi1vUO8Wfp7/5WrGx+7rVIWnDcxMZ2YA9973GOkP3o6MQen6GRiMrPVQsa38l2hL6Vujvo0z05x4355XMErSYLOXDTY9g5xEAMOw58N2jI/j+6wcD2/gTJ1EaygAwPlG84qUUkAwAHv3NzdLffhb16fF8IKmdgHx8vhaIpKZRX4Ikb3pyO8UY0a++d1rJGi3VCtBC/ZYoIFqc58PXXAICNo0xI1Yjq/2kYmQ0lY1MFUKv5Ziv1wHLB9mn44jjpJAsUDWdn6n98JW9eOeIl+z5jrkKKUNz/YooEsfpsbzyHvXVZd14fXlntCzlNu1ZbNGKV6SKzzieD15/PKRyMb/jJ/iHZ/cU3T8APLfrCPLQi455AHjn6Fk05ZIYbAtWyQ8f8SpoLu+z360pZqBz1oLAtmG+OAWbti/pN3HtOHB6vDgjPMTiEUB06vV/LJ4wOt+ssKjN5A5dAOAbAMAYewOAGLluAPBN598PAFgOYBmAhxljk4yxUQDPAZg14zP+z2yMzRjsBYAzkwybtJfQSQ+5OkMAIPYiF3+3h6lBN1UjPEDNdCsnqu7ewXMrc8rLVQ4yN/8L7ZamnkONHb+URBWG3ZIeBvVCWEtOodM4CYuRgHak1JF6GpaK6VKwVExzMhUTACUt6Fho02CLA7aDqxpDB1kV7ljbFfi8tqL08n7Rdp8YQzZR2oJSUSJg/Y0X9imZ2KWaQeygg4Gg09eVV6sfQFX6/QHnKr0/lRUrLw4zVcBUnY4jV1Ed+FzFuCvlO9GmmIHZZE/gczEoqS9LIGaE3zd+Tza2GFjTF5x3ohZ7wAZ/RiYLOCPouoax5YDpVU/M1N5mLdP+zRtWabI6nDWx26ovsmW07WO1yJT4/gGAHi89R+wH+DjgPpkIjsMwy5sW3hAYUf/ywr6SfzszIDqaWRsJcGk2KBSmmy2Z8IpOTFOuohQrBpCdGlW/TzuPBtdrvSgQXdr6+7Q5UFIQI+3Z0Ybn9zTsuvawOoxMcj1pz0QgOh3XUVETbChcKnuYS3MkMQUWcR0FaBK7dBRJrO2uQnvV9GUU1N8RzGmtAWA3BawgI7ZfKDiHYf6C/51gIDiDaBYjNw6e9dPod3BJRyWuGWrBut7a0G2et96fi++XffJbMSkHnQSBaIwXY6nPwKwwQRjbTo45DaCY/Vz9STrxOcZ0iu7arAv2sBCOVdjY8eRe1HGExIh2gWj1fXzRClbd+Y33JalU+Euq40fNWTzGECUwzrB00bF7hFXYfUiKmA3oesd/y2rD14VKjxxGQ2WoDmUHQpnIYXa/KQPoUXrmpRoDwYbZ9bh8YRNyRdZ0CwQxI7hNMfnHVCr8vSMAdjN5fhUTJap31r8m77HqcX/hIukzlW63aHzcZFNBRv33zWXyts7ivrm/Dqu6qwNAtGrerKsMsnw529iMYBtP1/yxI2Br+If5E2ZEFR6fGRhICczR0tY/P7lHRbKaid4tYwxP7VInG85AXjNVla4TiOEhK7wKNMqKVe/EMYX9QiXlXlaH0Wy7+3cUI35sypSwFW5N5Ulg6Gag8v1LaHJ7vwQBv4n35UlzjvtvCguFIvI73E6N5UGS0RrqvVUxzGnMYRdrxOlMj/s5v56wymYN1rSruUR7werDGWTcxOY3X3oP7zq+7ytWj/I3/iQot1IbM4dpRGvnpTmK2kxEWGoBiChQgRBCmd2uNs6YS+87AaBCsT3/XDJCyO0AbgeAuro6PPbYYzM4tf+3LT5xDPm8ffuOsgqpHNRvKrbw4TFLGUiLmrji78JedM504FYL+zwOHwqWz4tlJtyU5QklTKRnzp6FxagLIvHfXNJh4MFdJWpJCqa6PlPQgD5x/ATWa54O6JEjR5E5+RXlvoZqKd45fgLniut2/OhhiY0Sxdo6Ukhht7YBI9ZT6KCH8dbb74RuC9jOjZ+F+UurMQC69hFZUwoA3mXN+MU4BSB33K2NFXBYI5iM0C3jRnxj7JWXXir6GwAoFPJ412pGEzkmJVKK2RiLT2t7wHagVQDF87vPom7+Vpx4+kHFr2wTx6jKxLL4p8w5WKm9odwurGHKTCxF82ipz+KVcxxrZ3I1GDlzDKsU1zAsOJFNiQL2jEwVUQQDOjIFnDkTLMVUlbeJVmDa/1WaaUonGCswvGL1YB7ZBc0p952u7Wc1gAXMUXQNV9mUlpKQt4fNRS4r+HlrFpbQYOnrBIvhKCtHKz0KBoKWlAWUOH2eHZ0IDf1NRqWElwWiDNOOT4N4SGG5ZXzc8oXSypj9zbK0EtaYycnJSCA6KiHIQdYwwILbkcNHIBIC349DHWbF9nnstKxz96+F9dikvYSC4t5aVlDGYCamEWvagfvxk6fc30IhfcVN/Ly7QsPPnepbsXx13773MD5SgF9cqdT7z0GVGMlHNvkrKJoVdhin0ZKYxJ6SjhTtD+XzU6jXJ3AcwHbtaQDAieMannzqaXebMHBdBUSXaqNIKMtQD7NK/MJqd+ednfF5aDz4EyRNhoRGMOH4BJtaDTy0z/79u1azcm5SmWr9Dqv64RaWMOpdtAnvvPwQqjHsfsbvwJtvlXY+ohWbUXbtegdnTpOi6ZefWENoH34ZB/aP4Flrtus3i+MoziaxZ88enBw2I48dNnZayFGspG9Ag4Xh4WDCSWZE23dFh6X0Z0rtnQEAk4r+FoX89KQoeGJhEjFkHYmqd5laSkO0uxcl8J09oxBTnwWmSYkIbnzeP8Sq8GNrsbR+hBE5xlgcb4+1AtMkDUyUwGQ/wKpxjOWwgO4qui1gv/NL0qfAho/BLLJGpiZPYqKQDwT4YY0nARv4PHokHDAnYDiGcvxF4TJcSp9GCz0K6HHAHEee6c78Ka87MeE57LSa8ENrackVKtz4HPbM00+6n33LXIv9rBrVVJa+eNmJNZ7N96JidBcSPlkz1bxZkySA0m8mAdmLA8l+NI3PjN1+EllUCfMSAJxFEs1Q96KYimjILjGiFX5oY5ri4Ggei8i7AICvFi7ETfqPI89vYnLKHbWnkEXSDN6UUyejpV2mayYodlmNyEPHLCcBSkEkgHecxTGBOHbr3ego7Izc3/oWA4++561hk5PRLNg4yePgCfGZELCCJwEYJXvy7Vf2Kz9PsAk89tLbAKtB+55HpTVStNYsxb6zpcWAoyyJSp92scr+zVyB+WQX2qi6ylUjwLZOA4/s8+5LvKoNOG3HdxkyjjJmv1NvWa2RSelHyRK0jlcDCO9TMzo+ha7kGO5cUIOv7z2MOgBxjYBLTIclxnrofvQgeH8fNRdIWudh5lY+iBiLs87tYXVYiHcDvxlGKvB+Ap6/XxEnODUZXaWgSpD//OevYte+aOnJX3ebCRB9BjKQbDkgNABYAihdARuAPgOgW9iefy4ZY+xvAfwtAAwNDbF169bN4NT+H7fT7+Hdlx8C8lOYZAa+aF4VWl6uckbzltyt1tuYuF5YsbCEAIGgoNsBMJubmoD39hS7itD92v+goR52cvyI5BBTMCztqEJ7exWwKxp8LdUo1QAn8K6qrgKOe05AbW0tKlIG8F6wHL++vh5Hh9Ngx85NWVBjYyPIAW+SjwJAiKZjcOECPLrrGQDAnHkL8ORrwQQAALxqdeEpay5ayRFcoj3jfj6qcIwXNJfh3QPyQn2WJTG4/cP47DNjqCMn3YWorn0WKsgwXn2vONIpNldjjGDZ8mV479l/Kfq7eCyGwqSGN1k7hsiO0O38gVMeOgqsoAw+wmwUCaVTumTpMqC8FW9GANEFUMRKBJG3zG3E2TdlEPd5axY6ySE0FSmBDjOlpIpehr7Zc/DK29NzkuvKEsqGk9zamxrwxhn1eRagYfv8RjAGdNak8eov4jDH1M4Zt2QygYZkAw76Ap6Mo229z6p1mVaiRQFcNZk4jgndno+wCjeLnTS0khnqUVZVU4+xQ4dwliUxQpLIYRR3rOvB608EAfoDrNptxqKy6bBG//rmNfji/V6p2ykBZgsDy3ayJpdhboGiqiKH/GmbsbpC+4XyN9xq6xsxdlo9t5iggeQZUaw3TQ21+OXJPZHH4VZDgkkJXdOBQnRiwmI08BaUwoLXdAMnQ5j0p1kmMjlkJDLASHRTKsBeK2I6BZz5vVRG7nSsGEB21Neo6iSyYCAglMJ/iQnDwHjBvielsMrDTIM1LT1yADhVMACYrgMfdq/EEvBrVvThtemFswAAIABJREFU8rqFePFrsm/U2taK9yaPAD5ZzlLB2LOC1FDUM8v7gOjPXjYHNwzVY++j48CBFwLbx3UtwPqLkuZIxONo6e7F8T2vuJ9VV1djYM1avPizB5zzC2NEy88vapys6amRKov2stpAox4AGGMJvM46sRE2EL3iwiuBZw4DE8Po6wK++LDtm83p6cBD++x/n0AZvli4Cqvpaxikat9tj1WPdnoYP7SW4SrtZ9J344hjiumhWv9hjOh5ay7GOy8/JJUq83vc2d2NQzs8MP/Khc14IARMKNW62tuwzzyL00XcwrdZO3K5XejsqMaL7/RiDtmNDBmXgI6tizqhU4rxQ8PAsSAguK63Bo+9E+4ziIDmVNVsDJ/ZK2nOiqXOfD2lsGAhCKQfZ9FMN9EymTQw5gMgYwZGC/I8G/UeekC0wO5sWwnsloGBF6w+1OK0C7QsGVyAB0amgDNPuNv8o7kZN+v/HjgGP74nxFd8rnrF6sFH1y5E/c7jQPEKegA24AoA9xcuwgDdg6UKWQ6TUczf+EF01JbjhX/5bEn7tUAxsHwz2nfshHZwd+Qa+cnLVuIv7t8Bc6r4esVNoxoG+vvxws6fhWzB5Sp0d35MpHPA8Gm7kSHTAwGmyLjPEx0/+fQ6bPr/Hy/5nACgJhvH7nu3ghCChkM/Rjqu44sv2hUj/3bPBvyvP/ee9Zw5A3jvlR+gq7sH2gmG+EEZtOpvLMf+QzI43dw9gK/sJ9iqeU2g+WX41zO9rA6YIRCtAjVHWBIxqp7jKCWhEoQt5BgayAnsYfVKRvTyvkY88LI3t50uoWG1oXvnN8ISWNxRjad9TObamhrl3BRmjJHIyksLFN+zVqAMIy4QjVgSmPJiSN674aXkcnScjQai21uagfc8kodmxICJcJJSDzmASUsDUEBFKgYMA5WVVTg9bJ+Lyp+ZYLFIMkLvh/4EvbqTSDXX4KaHv4AvPR5MNi3srMe+n9vYysZZdXj4bQ889sctT1hzkbc03BJ7KLJfjQmKyy/agsaDP1VK65gM6GjvwNhuG4i9dnEr7tq0Ef/z8z8AYLOjj6Ec1LLwkDWIimwG9aPqeGCkfBa2bBhA3Yln8LOQCmVS1Y2Ojjgw+1LcdeQonnzgRdSVJfDyPhtHqMkmcESQzEjFdIxNhSfZohID0nYOk11MME5BxymWDV2HRlkCVSQIRHO7YWU3vvzk7oAkkGj+xpMAsGjRIjS2qVnY5822mXDGnwBwFQAQQmYDUtriOQCXOv++EsBDsJfvLYQQgxCSAjAHwPSpCb8OxqySpTnCJkIVs1BcBkQHXVe8NKrSGz4Zl1phoApm3bJBxfVxp/cSIjsoZFp8ntIsStOZIYqFIi/UUbbXCkoPTLAYzjIv0A1oREe8iqbFUJ2Je1k+nzSHqEf3ttXq6DzJ55qKBxlGukLLlTeUeZV143Frnl1mBKAQK4uUVRFNZM8yALpW2n0jxAYRi4EsfpDABIWf+3GARcsDjLKkenRRCugxvBXR4X1ajA7FgH/LasUU9GmxuDfO8sbUpzcHy2bPmgbip4NZ3mIWF8aAxSj2U5mFRIxwZg8DcKZxDbpqMiAgIFpxCQhKCOICuMDvDg+Y9zF1uXcUeNtSKWtVi5Ih9Bw1ipjUbJ6wqA/bVJlSlqNGlaUv7awKBMDXLW0LP7AhX9vj93llrVH6oby7vc1aZu6/i5mRSIV+t4s1Sn8XoKGNBJkXcaP0/PYQ3aFglhdnNhdAA+tMUe1mIABCP2f1u/+ehBG5DxrxLojmL6j/j2BET9dcEEYR2BaTvir1/HWY0waiuW4fBywYCLYMBOVoxLFLAJydyOMXVru0DQFRMhtLTQQcF1igUb8pMFkjOmlogB7Hyd5gH+5bV3ViUNHgKVKagwBMi/k+IyU1K/Rr/lZD3Qjsa4ULsKjV45OYjJbE4nRt6BZg9vbQr/nVBTmZnr3HavDFwpXYz2oC6/UU9MiS8zAgWjXfu3qvpi8ZcA5eS8ZMueF1iFmwnyEBwY7PbUdLpb1GXbrQk3fi+r0TGfsz/3vHpV+KnbbJKEaZgaNMHnfiuug1bVProQ8jha8VLsAIC5a2D/gaOqvmD9U5qqQJuHESAV8LnrP6cfXSTmku+K65Ek9Zc6QxpVMKU4vjTctbQ8PkPPhzms58nIcOTSP4b9sHcN2mZeivL84U5/sfRjpUYuafzU1gqapA/xTxOvxmgWDSAtB3EYr1TiaE2qQbAHUVpTeYoxFB3g5HiuyR/7IWlRm79i2esu81JZZS01VcTxe35NBda9+PHVbpsmaEULfh10BjTpJASvp0sJ/75TH3N0xPBKQ5OmuDCZZEPI53WIsUR6Vj1JHmkO/HhOaNLb8OOBDdn0Y1F0Y18Izqg7NcIBSo7vt0+nS4xxMOR8GwpL0S92zstQFax1TveoFp2J2cp9znt8w1kce8Z7PtK4s+MdHld2JcqI7pag2PywBA1+TzmypEz839dC9Gpgp4werDN41L7HMxvGcizo0XOI1mKRjeFRqfDgrr6IKWckA8f81AwtBw0ZwGXLXI+43fx5nblMOd67txxLCvr2zp9fiOucr9fgIGTqEMCYPijrVdiCs0+AHgMxfOwooVa7Cv57rAdwMNOfe446Y9N1SkDClZtGj1Vuxl9fiutQomNHz6crv3hcUovlS4BN82V7vbJmIaQHUsbK3A1jmeZM/tqz0tfkuLAYtvAdLVaKytwTVDLUg6PSZySQPt1bI0S1lNS2TsXmrFncoP5UnXMJsUxpnFKP65sBFL2j3lYUKAqwfDq3QI7PV0TmMOfXXevE/OS3MUtZncoR8AiBFCngDwpwDuJYR8gRASA/B5ALcTQh4DMAjgK4yx4wC+CuBJAD8E8F8ZK9KZ6tfWGLgLN9BkL5h+Pa0Z7VUxFz9n9Uul9dxUi58LRJfouYdJcxDh+kQLY1/QEK07zjgofh7BaxE/OXBqPPBlWNk2IQTr+2pKcmJVQNSXzO14QJjERWurTKO2LBwAMpkNRLvn4mtWKDaN4+fnn4gNBRisK5yKUUFcwQJ1HQ9C9cgrD3PAarIJ0BLF+ikheJV1SR3vAdk5VzVfs0ADQOU3zbXuv19X6PJOhQXIzrle++FPhJ5nqVnZb4c8bzaDFIvoYM1qyAWe3eZr7wQrDwYxlY4TKQJu8rnY9nOrC39uXoHhmAwEk4gmlQwEp6oWuBE906P12ABAJ0B2ysue+/WzwhyNuoZwB2Ckcq70t5goEG9TEzmOIRrOtI+yArXvw1WLO91zTCdiATDsh+ZS7GX1eNhchO+ZywP7uW1VOy5bKAdhNZk47g9ryuRzysUkVB6aUh6EwWOWWfCqByxQvGNFlzsnQoDo96zagD7kMEvBUDAWE7HSNJF5gGOQggRSnJ0M7nN9nzwuLdCADME8+ktM18T3cILFAoGraFqs+PgGYDcrFMbduVX34/uc3vzBt1dp8p2rHgwazKLNq/zGG35yTVoGB9j1mfROU4o5TbmgbiQB3onNhd8sUHxkZQdaK8PXWP8xotiSeZ9GtHteinXOHxgLpyr9X/qOkMAab1lMAqLDAH/OPuP7DZMcOIUytzHZg+ZK/I15SWhTK+X4NRJANqjH7f2m+JgSNZD98xgDjWxWFMaUjvI1PvcDmclYSjf7Ytdhl3EznGWp0PUesP3KQ5kBIJ6FRgkIs32cFT12gjnFk3eEopCqdY4tW5g+q9jwkFu+YAWAL1GPVWxWGJZYP4WyQLKzPGkEzuNIKsj2Ut3bqHmQA5bct9JhQqcUX7ph0N3mEKsEQGQgWqNY0l7pXoMIEInJe/EMpgtE861r1tyG0YEPFv0NBzuWd1bhv186R7kNj4Q4WMyNx2SnWDYAdDIQjE+ZAKGRICUAgBCXADLMSu/7oEWQRh6xFgIAsglvDKRSAjCr8KlFRj4ViE8/spbicVMNXvpN9by+dcdyfP+uVUgl5fH55cdtMgalANMTgd4jjAavL5mw9yHOqQlMYU1fLTbPkZPvY7qXiBCBQm6/YOGJBNX8elYAooutT6H7Vdx3VWxXzESZBEleURhqquVsH6vF3dddrt5nEYjpwyu78JkLeqV7T31J2FvWDbj/vuQj92GXJT+TgQYPP/Bf91RIk/lF3bIfPM7iyOZsAPRg2ULl+bc5z0eHieeSa/D1wkb81BzEqrUXuNus23aD8nh9dVk0V6TceIwQgnzcThDxxIq+6m7UD12Cn5nzcdn6Vfjqf7kWd2/owdWDLeDrJAFBQtdw2+pOpd+2uLMGukZhacG4bfPsOsyqLwOaFwPlNuAd1zXASOFxcx6eMOfivq392D7fvr+3r+lETZ2NtVBiYeO8dnzprqvc/W2Z0wA4z0psTpuKhcTWmRqgvAUgNku+PBkLEPIMqsYSOPZUajWpKkYXdadXdwfBbvE9WthWgZsuXIZFyze5nxEQlKdiaKsM7wVioIB0XJeezUx01X/dbNpANGPMYox9jDG2mjG2lTH2HmPsXsbYFGPsOGPsIsbYOsbYrYyxSec3f8cYW+p8/ui5v4z/JMa8JbchZzsPKrB4+rsNOi3PWAMoVRFy0nGISu2YqwKAo34ZzkJWLyIvlNBIJfSYwsF2HJHLCU+NTYWK5xPYYG5CEST7rTytBu9Eh4o7knVlCVy+sAkxRYdrb1ugOhtzGYDUB06J++VOsJ99ogqI/c9pmKUDAThn6RCQUAZROqajvUbN/Lj3on4l81plhABfun4ICxoSUhaegWCozc5M2l2m5fM2DAMk4GB6J/ua1YnX6y6Tvm0kJ9SsKieQXT8rvBFTKay/AtPw4z+4EUwRGDOQos2W/Kb7FraFQhY+GzfQ2doKs3HI/azaGYN8vE4yQ9n53WIMt63qdBfuuA9EpEWA6ILpJZdEJoHKMjEdtSkZ+IppRGrIFxYkXrP1AuXnAGDkvGe1z6qV9nEuGNFPmHNxJNEOAKisrXefv0G1wPmOIYFPbujG66wzkNk/wipgljWDKoK94TBlZp9TLoJR//bJdagpz6C7Rv4tA5GeNWWcEU3xQ8tr7sMdvni1l6iJJ9TP0AR1r5uDjWEyDokwRxQ2U6euzF7bYsK8kI9I7miUYH6zzOoyFUC0aKXqd1vCPDkFQwmsu+dRIiM6aP/3HVF+p1QNkERHWfVMSwXSNVglJ+m48TWIA14MRHm7JJCYELRUpvDTT631bUUwpSUD/gEDAWPF/RdLsY6qLA8dHbWCRI5TQqtiE5q9F2NP5crA57wyTeUrUQLAV11SsBhAvHtbFCB1/h/Z7NSZSyZYDFMwQp9dT10WW+cq9uOsuSrWJ1+vo1iw3K5Y1KQ89owY0Up2LpP+z+105yVFz62Y/dWjtuwIA4mUszAZ8Ig5H1hxJwDg0tnluGxBE2rbB3DdkjZcv8xh+q27F7pTecefcVN5ElcPtrhrmf86/P4IBcOUyQIA1RnmrROWBESrQGPifC/f58vv/GPsKRuSPlOtZ0pGtPBpXKdIxQUGqgNE83VAg4WeOvt8+RjivxevS6MUt67uwB3rup1tPJvbJD8Pvl5YJYxJbpPQPV+LUsSdZr5TTMcRRQJAPM+rh5qxpCO8ySEDQH2+8Zgjt2WggBWzZMKNBYqmiiRAaKTWs20ExEla80qAXLoI0ElseQ6VTbIYVvXU4o0/uBA12bgLWKfS3rsflTgCgNf3yfrCL7Oe0OSXaIdF6bh51wCDN2GovRJzmnKBBtleRQgB9HhAFoIpADru84rvkcYKoCBIxOTtx3VvTP2vjwWB6OhGb964K3OaTYoVBz21028Iz4CAX99fXzaj5LKoyyxWeYj4gehPNzkN7zRYMEKq4P7r9mBiWDJCceeGHmkO0n1NNqsqhPdYj7uYyA6rBZMshs2zvYSTP9bMhwDRawbacNvqTtRm7fd5QWsFPrW5FwCwtM8jiohzVjpuXyMlFn7y6bU4igr8gnWA9G3BlYuacc1QC5CIkDTq2uA2djUthqMtPpIhIbjrokH88x/ciWRcR0d1GoQQ5JKGex57nYpVnVLcvrozkLzgJJB5bfY9uXiuIlncswmfXNuK21Z1Aj2bgVgKL7NevMRsv+lPrp6HZ397I+7b2g+SrnF/dvfGHsxu9PyeG5e3KYHoSPORpfwJSwIGFVzA499Sq5FVRAGNWO5aMthWifXLluDPC1e434v+xvotV+ET67uRGLgIt67rxxULi/crIGAwSAET6Wa8lxIaQJLp+cS/jnaeM/4rZUJGklL86dXzcf9NQxHbR5cCBfc607NyJosS1zbVZq5+Z4nsWL4f1b5KnYz8ZaqAI78R4og+tes4vv58iDi/85MSevXhD7YPSH9zeQtxUcs7O3LBmIj7YjKCylTMDUD80hxyIKFmRBPV/n2g+35FeSw0A69aXTAZC11s8paFKSoDWIvbKnHh7HpQqkWW+4lGCcGWOfW45/qrJOfiNMtglZPBzEMLaMFSqmaocTuBHK5cKDv1x1kOSRX7sYRFQ7y3fkYst+bqMiRjGlQjmCE8kA6zU20eY5ZSgj0ZL2u/tNMO+jVhXPDSrYKT8PjAGrVDaDHbwTrplKXH4rLjTWLhbBoGh2HpPF8myEjMaczhojkNSAhyNlvnNYACyAvDbrCtQtKv8we+AFCVjqO/ObxcK531yqe+Y62S5rti2ehSAEsLFEeS3fjbwjaMx2s8NpnifRhhCXTXZfHcfRtx82qvNUJ1Oo5vmBuRyFa670MUSFNXlrAd2+o+PGEKz054j9OJOG5aOxs1WfmZiZ3Ul7aVYW96Dg6xKpzJysw17rRfcMHF7mfJeFgSLTjvxkMaTCYcgKE8KQcUg60V+MjKDly2oAlXLGyW5pO3WXjJpUoSyNanjpBZoqUB0eKcXAxELZkRDfmc/083K/SPq0xM96owFLes1ARzMVOxK39iRvsv/nmQ2SnPwHbiGseDYT97L+wyLBBYTF1dJW9XXPoCsMfJNYvb3b8rUoby+N82VwP1c5Gn4eNGnbQPMqLNEEa0zZxUj/V/LGzGd60gWALYDC2+P37dYTIayZiOv7puMPhFvAzo24LjnZdhTU+N7zf2s2mrVhMpdErxoWXtAOy5zp+IysZ1Zem7+/uQ9VPFxA0DokthKjGQyCoSDbzJZnE/+0dveNqquaRhM+FyzajJxiUWmX9cZxMGmsqTAfYYt8ZyeXwRwjBlekmhKgf8EBnR/DtK1LrufH75pU+OKZcrx+CabRIrTGQwumC54lzF+/Oxtd2ozXnAOG+Syc/r6oUN6HXKmz1tZyJtA9hJSkIIupzEUFhsMNRWiZgWDWakFQnUf7xtFXLCOpZwJO5y6WTo+BSvU+l3O9dimlYAxHcbpqKAVb0yiPTZy+aguSIFEBpKmBEOjKWdts/UkLGvq6slvIKBGwfGVX5RwWTIOGAcJ6ikMh4wFSXDAwTfv9+4cFbkuq+0qi6gzLsOPwGFx3yEEOW9t/SgP8uBaPH9YPYJu8/bPR7gSiwGyS/Ah5Z3BT7j40dsFv+RlR3oqEpLFQczJU7yxExzeRKXL2zChQP1gffvqzcvxiuWWqf2R+YSAHI1tPisRPK9OGcmnDmegLnrVYD4UeSiOLj79zctcT/zJ/wry+WED5+vjrEcziy6A1jwQbeKSqvpld7L4zFv7u6vL0OdAzyDGkjHdPc9WttbiyUdlXj19zdjkxB7hhEk+HvwuxfblaYtFSk05pJALKzVN4CWJciW2YSK02NT6OvqxuPmPFvOAwAIBaUkwCjWqfc0HtdXAKvuAWCzmcU569ZVnShP2feutjyDezb2oqe7Dzdcex1uXtEh7TNhjtr3XgGcx3UN9Q4RErEULp7bgKsHW9z52D0vjbqxX8yHHrdUhCS9qOZVg5Hg8CBgAbki+x448aziebwlVEzz43Lm9P2Fi/ADUyDfgOAzjrSloVNpLZASaa3ebzLZnAT4h/mRBAwGTOixuCTHcV6ao7idv0O/SpaudSccjQBXDTZjQ6C8TLY/N6+I/J5bKYB1mHGWVKnrZBRAoN6Jes8UlvKtL7U8Q8XushibETBAAICQ4g4ggsEQX5z5cS9f2IRyJ3gdcDKMfibyBbPrcen8JnTVZHDjijbomscAJJqO1yxBh0kqKVY722NTXuDGS5kIJTgtsGTE5/aDT67Cby5O4fHa6/GYtQCTFkF/Q5m7IIhWMBkOJDolUHZBazn6G8oAQqCVqlfGHceKNhwfuNn9+LKLvMyxqpkYpXokS9kCRcGQHYTX4wsCZfgru6pLSpRw0Hun1YRfCnIF71m1rgM/2G4HAWrW5vQZ0Uh7rF9D01wHdnV3NeY02s+T6p5Twh3GPajHd82VGMl0QrR6h5XK2Q4TziLsl1XQjCggmmB+Szmw4DqgeQhEcPKXdFSiry6LO9Z6jnk6poMwhqpGG6C9ZqgFg22V0vt8Ghl8eFkbjiS8803HNUCL48PL25Xn0dsmBCaEoq1KHNPR9vfm1qJ6ehYIOqrTGEMCVem4ywjWNS34niEBSmxw5YpB20GqSMVwzeIWfP3WpagrS7jBp8jW+cCQLNfRUZVGY2s3QKnLVLB/JByP6kA6CNAzAOsHbAc8F2OY0svwr+Z6zG6XWY1xgwNRniWT6ufNQBFzmCp8TFdgRLltild3+N6lsqp6JA0NyUwOrS2tEmsnKpGkimUK0Nz5ijPPxeaNlY7UUW9tVlGi7ZkIOIbK9TimRyRlRCP4PyHNEW5+EPWCgfrINe9cSXPoMAOBQrGkMR9L/3SL7fhbTN2JQJzf+fd+AJ2BBAIiAFjUWoHylKEEuEX7+DovUI867zw0qYKJs478rso+Vlf03qqT9gB8yWaTMZeBLJ7fJAzsZRGsZ4Vt6q/D9+5a5b6ffGwMtKiTfWHyHiAEaFyIv7plg6Q3DQBTBfs3iRCmnE4JNvTXYn5LOW5c3h4YNy/87iZsWRBe5q5qCgTIUk9PmHPBGIHh6A/773WpkmFiFUngeLDAe7X737GSqjIU/q3me/Z8C48R7dn1S9uwdUF7YB9TBSbMAwQvWn1uZSPgZ/+rgGj5/4AtNQHYOqgrPvIF7wuhaor7x5MFFQlEvlZd8Ff4WsgZpeUJMZFnGx9LIuDJfW0OaIXNi6u6q9Gcs8+zv0Gt86wCGKiPcctBy7yFgJatsCdppyqAG7BJApov4cT1cGMkDyTk80yGrKth5zC/pQL3bOxFLGu/m6Px4vMElwrh/qVYiWcKsQ+fZhNJD7wtxm72P/9PrO9GXa64HMXG/ugYWDQPiKZKoJhpKiDavq+ilJrdS4gioUzMO3GYYsA0VQaBSAKCKxcFk1l99VmJhalRMm15DgbiAmgxndoJouYhmDl57lzXV4uvfe4+5T743CvGtmLcIvZVogrHhsCbs/xAdEEvraJ7dqO3fujCO7eiqxqxpHxPuC/w0VVt+NyVC4GKdly7uBXb5jYAA1dIc9sda704Yl5zDlcONtugrPPecTkSw0lSlTuVuFcsbMaKrmpMIobvmKtsidQ5V7r7iukUe/7oYty6Wo6rEFNcLyFAZSdACBbN6kBTeRJ9C1ehpiyBb3/+U4LmudpX0Chx52hGNcBIArMvdb/jlonrko+ApR8F5l+LqkxCSqYBACadpnxRDG7HejZ+BE0b73D/HlVI/fB4s9wBkS/7wK34xIevD+6MaO48SwAcmbS314S1LZsIJvh0jeDO9d340T3rAt+Jc/4pB88oQMPvbLXlZ8eEuMCEhu2L7FjLiMnjajIs8e3r07OyuxqNuSQunR+UiDVQgKbHpMXEL7903oJ2Hoj+VbJ4BoeIDTiFZdIDE0qJVmrDHpXpQpb5/Rhx+E6lWljpdamC9Wu01wKfFZNWCzN+7SXg0MEsn/M3A9CYS6K1IoWyhIG7N/bYmk0IlrMnDYqO6jQumdeIvjp7GxdYpwYeEfQxVSXF/tNcP8tmLF2/tA3rZ9VgYUsFVnRW4hvmBlc/+LqlLXj0M+sA2E1B+qt4wE1wNNWNsvJq3Lm+G36zGMPReJe7CPgvvlS9Mot6Y1sMEq9Z6WluJxUN/oimZkQ/Zc5xGXlWLIsvFjxHIpNOwvAFswlDk5z8Dy5WszUK0LCso8pm2glT6HOsH89xfXDHMeNakKIxkABbv5i2qvjuaRrF0IqN+J65HB3VaaDGLikTg3DuoAwXYtjNGqBrFIs7POawW+rkDBR+HUaJ0hwpQ8cPP7kGDbkkUNYI9GyGJgaWit+k4xoAC/Urr8PdG3tsBgHkAOWmTYOovPBezB5a536WSxqAZrj6an6rLvMy9Y//5npYwjP0vwcpHzAyiRiqlssOE9ch73IkL3SYuGNtF7584xA29te6z1anBIvabAeal1pOQXfnODETHtMoVjisfpHx9reFbcDyT+ALV8l6ie1zlgELZb25j67pCgLRRFPe6656m2VhWqY7/6zsqsbPf9+TOLGcIIEJYy+dCGdEJ+Nc346BMYKcoP8oWsIJ7CZMPsYo/rqwHcdrnUBv/oeABR+SnOjIaVVxgSppjpioB+nMJQlDw6z68JJXcewVA6Jj8WkwoqV47f2um6V/qjoeZ9TYnwfv9LlqVqhqBlNsueTJhOVd1d6xlGxKEdyx/6f55KYIiLJq5+J5jSAgRRmwn9nirTMMRBloAPb8bwjlw+Lc/Kw1Wz4nEn3/lIxohUa0Lc0RDR76Ley4+US1fZ98QHQyHnP1IUWbGrZL6n9qDuL7ZjgoKxoHIv1NleY5cgk6JahMJfDdT6xEfS4RKGlPGFrk+6ZqtA1ASnpPwsAY4kjDLu0PMKJn0NArcDyYYGBexYFgJcvUVPsrVTymoWh8/HLJunRMR3UmjkLKY6M3OAnmKZMJTHcNT1pz8SmhybHob6iYrCpCgzjOsymhZ4lCsmhSIR3BQKBRgu3z7DGmK5p/86Q0Ffwmfi6GRrH781vxmQvFfhf2dzFDl7ZVWWulPZ54Iri3zvNXs3ED6/tqceXgaaBaAAAgAElEQVSiZmyb570DfnZm0vHTp6wgSM3NX6GoAr4ZCPImC7DfJ1kMF89twLXLuoGULOvh3i8fsDGrrVlKwtqHJUCdXR6+I7cK3yysxdHyBcrzFY3fG1VfIJEx6zKiE9498EvpGM2LcDTpxQuqZ1NfLoM8KlJAbVnpGtd8XiBELZWkYkRzsHkCcZdNa1l2BY0RIZnonz+2zmlQHpMQm6l5pa+8f1Z9GXZ97mKP2ECJVAlaqnn33bm/jQsxNevSkn9/7dJ2AMBLh705tYGcsJnnPRdIMe+Jjm3uv4faheSjxiss5H2begpfCet/Ipg4FxjCO7dk600ghBM3nH3y+yUkSHPlFXYjTOH+f3hZO+oyMZcFTYidqM4lDfcd4kNa972HrZUpV3t+L6u35UBSlShqhiKRsO63gPl2I+Ns0pZZqlLJd4ZgPprAiHbfx7rZgKYHY2uxojdV6SQJVQ6Vs8cSgGhUd9sxnmMPahfiG4UN0iZphx0/t6kMWPpRaM0LYfRuDO5LmLsIIVg0qwvzmnIuK5yAKfGChEGhUxoan3AzHRmiyxa14rY1dpKAN8IFHIZ7rgXo2YyR9k3Sb0OlwDLyO1mTieOaoRZ0VKeleLKMjKGCnAXVNGnePA9EF7fzQPSvmPGpNSxmmqnm6fsBojUyTfamIrjioAGbRhMTAo9Zs663Bpc6QdJ0dSilY5WCJIeazIgWWeaPmJ5UQhQjem1vjfu9CMpfukAum5OCZmd7V7fLF6SKDh4/O7HhH2MEly9sxic39KA6E4dOKdb21iCu2UAc13iszcRtYFMwHkhOFAB0KxYWx/J6Si5t5is8oSWPWYsIjF7n/2dYuiiQbWhEGZi/wGbhTdYOAA4D3dtPVTrokFo+1lldiAPMACzrrLLLK0U2OhMCOOda/GBZVTqOx35jXaAho78pkN9E4FrXKBa0VuLhz9+Oyot+B5htNwoRg5rZDWV4zFyAo/V2AyWNEmwYaHbZ05orD8HcawKA6qwc/IexQG9f04kyX1JMEwIzK1MP1NrAzvLOKhia7UgQZtnafcKz6KvznKFl3bWAkZS03lIx3X0HeADU4bAIPrSkFaAUG2bVYl1vDZorUtId9zf1Gct7zjaXvDibktkjrZUp3P2p38UlG9ZifV8tPrasFhol2NhfB0IIGivsYxNNcxkU/QMLcaTzKgDEnbv5/WnylU5T4f39lzs3BphP99x2O+oHLwlQtJKGJn9Gddt5DbxfXqOigikmwhhyKe+ZjTuNd0S5oXSIRrQFimuWtAt/h7P6ufbnhLNjCwSTiGE81wWsvRdIVwHMkgDQKGCNKtYu023CyFzARmJuap5cQtT0I8sxFEkGhTLgFNsK//6PkOaIsgAQrYmtgqcPRJdquk8jWuw4DnggpGju+TgP6aDDbvcnASX9TuIF7tK+iFqrkD//kL6BSmNOFYTK8kwPaJMC9lzzrDUb3yysdRvXaYRE+l5qIBogfo1on9wK3+d0/bq/LFyGnc1OQpZQLGgphwWC5ookbljRgc7qYDI5kT8NALh2+zbc9YFtge9VdonjqzX45j4uI6FpcsJBVQLNG+WqkrRhc4+hib4QwSiSSMNuSj1daY7umgyaK6KTTzossJAqu1Ir9zD3KqB/GzB4k71PF4iWjZ8u9yl4/4faRu9duXRBE+qyCVyzuCUgaWEngm1b2euxY1UB+D/eshRfvXmxfD2C3qrYUFSsmuI+cZib3VyeQqeT4FU10Oa6yxNl7e5nvEmurmkghGCoXQEIEYqhtkrcudEG2xucJPfNKzpwm8NabK6IO+do/4QSgg8tacWtqzpxy6oOdNVk0FKRQqfw3uu+RDxnAP8cfZjXKsvRqCT4QAhWdAV1ohlsvf6C7z6dRRKd81agfu0tLpDs7cq5X3HZXxiNVSuSCcT2v9b9Fsa0HA6gBlOxckQZgedfMdiyP4ep1zizIPhSfM3g7xtjJKARnYobqMyqGb61jpyYocvnbSjeSSMW7RuL1kyOA7CJLKqSeKYF3+fanP1Mb1rRjgWtTgLf0eagTkI7HdNxx5oulCUNr87At//euqxyThl1mi9XZoJrhka9+6ZRMu34/mPruoNzJ2PQ/L1FImxNnz0XBI5MKEDkd9lKeOBzQy6JW1Z24L6ts2DSON62WvGktsS/F5wR+p98aIma3GMIVSBiHIHKzoD/xn0MicwzdAsweKO0nS0PZZ98oI9Bx1oAXnwQSIDUK6QMS7mnxWQY+Lques4hz54SL8kpbTJwhTveBh1CzHT2C8CtZmkqTxZd67g9+OkL8T9ulfWt47qGuz71+1h0xaejAXviefMEQENNFTbMqousSq1Ox73koEJyT5LXc9aodf0ecC42LC3AiaGah0CcnkY8UTEJA3ObcljR5asM69oA9F8CDFwO9FwAdG+y4xjIj3sB3QkASE8elYikRIsmuJy380D0r5zxXkJhurrFFiqvzEO2qC7wxcwtdypxe9V2nk5f6UZgYfdxu/x7QUsFOpwgqZRmcdH7nT4Yzc/bFAJC8TxeY54EQVAmywsIwoL+vrqs1KyCSIue/ZvarPOZL8MmSpBYoPhvl8zGCLzggIGAtC0Pjp3Zl+OBjy13ARjVqbnN7goWop6eRWMoQHObDLqAAKEzYkTD4s1r9KJM/GZ2JHJMbJhVi7W9Nfizaz1GyOevCHbs9utwquzDy9rw8fU2g+nPPrgIf3qNt0+RFeVqMDrPhrN/c0kDVel4QAu5mFQHpQQTTlMSQ3z+muGuhiIQ3VuXxYOf+ySqc/aY0ikB5n8Qo5r9t+kwQ/wVAres7pIWYi1SjkB+LmbS+9343BuA/u0AgKUdVfjEOs6MUQBhAnjAh0ohXe+WetaXeYFIwhlXy1dvxAeGWlBbUQYkyjGvqRwLWiqcI3jPsBBRArFisa176h9eOiUgVV1AzSzMby7Hpm4ZnLljXR8umdeITNzAqTHbyYlncjih10n7q80mcMOyNqzrkwNWl5FVm8W8ZkVw2LZcKnf+uw8P4fIFDjtTYkTbrEaeLNKEeYYHeAWLIelk7Q3fmjLgJCUqM94zTir02QAbKJrb4jmYGrFQQbxmr6IkQpnTyd7T7STe+fFziGWkoDNqRla9/vx9T2FSXTnDgWjnz+Msp2wmJlWTFKlKeGb36cjvudkxbGnXNlOL1Ij2/W0nfcK3LzY9l3r+GjElML8iFZPOc1lnEJChsNxmm5tn1+E5NgsnBm4MJAElZiaf7wInrpbm4EHBdLqXRwG8f3jlAmSTQXCE9304gBrsY/ZcYK+50wOiKQn2gchbvrnWbRw6vaR8HroAXBCs663Fy7+3GU/euwG9dUHm5mBbBS5ebgflNyxvx6UL1Cxxv31kZTt2/H9bUCkwv1Z0Vbt69prvvhSE69hnOTJUzhqlunv+RC43XfKNCEZYAmlFFZV9DtHv+6K2Cnz5RhtY+Za5RrkNFTSi/RbduMxn9XNd7Vu+jvvnNa982f78knn29rlq75kkDA0fXNKKvroyVyueJxpjAngszuUqCZFFbZVY11crzYmJBo+JLPpkYrLaTZAwdQm3W+Y/5wqkGnoD3//NRy/E5tv/GKtWe4y7F5MrcX9hC65f0RnY3ssyxbGquxrzqoC3P7sFV3z8D4HFtyCXNFxpjFR9L/ZY9XisYI9nXSOozSZcvVduEpvNVyEWTyTxxcJVeEvrw7XLuyTt1bjbZFI6wdCYLW8yF5Dl9oN71kLr3wZk64GyBnyxcKVbWm7yNyEpy+AwqgfHn1v/7pFnVMBsoFmY0BTsa+aFeEbzkhGW4Es1OqBVNmHgW+ZafMW8UJFMkvfNf/3Eb653G83qzjw3Ur/U+Tt4jkYiQndXsOMsh25ywDu0qlG4IplclU3hld/bjN/bNtvV+2fMrkDhVX5xnSJhaFJyUtWETFXJPOWAY2HjgFdinW1YNu1+DY3lCdff5aQtxLPKBqJhRl1fyTeKiO1fStIclOLHpjcmsgkDVekYLAv4d2sJ9sZ6MKfJHp9cv70U04UE8skJ8TxIwP/j90uqJoilJNau/UsAlgkG4BlrAKd7BBlTZ67l74bma5CI/m3A+t+WYkZENG4v2Xhcr1p7ItYj7kdJY6iqC5l2uzK6mWsyl7rfRR8GZm93/3zqtzbgyXs3BLdTWFN50q3uFE1LV4GUFdGhp17fJPtSnNjArdAN9vK4flmbW3EKqgd6oNy6ugPzmnIYaMi5jOiUwJweE0he7cTr08DjJi5RWJG1Zfz8BApoOlA/x07sNQ8CLYvdOEb1TlNNk6a+6fidv652Hoj+FTOeIRcX5A8ubkWrM9GEDelhZi+QYZklMbA6yNSdnBOKUjkAyGIMkQf3mboBT7iuVlhQTUOkPIo1xYgyf6notMx37gONpXU5FqU5ojJ/4nyVrwg63Z9Y32tnlH3nIWaGGYCbVnZgGBk84LCyGKDWrqruxmBbpctQ0UjwufH7NZk3pePuZzW4Y40HvmuahkkYGGqrwF0belynnDdgKMVEINoi9r8Ps2B29TjLYYEA4GlUZiaXJXU8/zsee/v+mxaDECIF0X6mFuA4JeK9XXK7+893aragIp1AZTqO9go7wIrF4og5jqqhUekd41IhpsOM5vp6GgVAiFQuBNjP8MuFrTiUsYMk3uyvYvVteNych5aWdpyADRToIdQ+v7YkCMHH13VjXnMOW+bUA6lK7E7ZzP2CwwzxGNH2PpPxmLQQ60KZnNvoQ9i/dHyhmZsJKB2ggu4EFYLeWt4ZvidZFixhP1ddN/BjazGq0nE3AYWyRixdsgxvx+YiV1Vns57StfZ5LP0osPjWwPGsECBaI8R1aPzOhMHniKouu3StVS5HzyTjtmwHs7Bq2XJMMQOd89e4oL44x1Wl7QoE9HtMwpI10x3bPLsObTzBGJDmoJjblMOanhqXKba2p8pl1ZmWhU9f0Is713fj8kVNvv3W4rbVnRLoF9asMA8dmYiyOBEUNHQNt63uxEXz7FJUHihJcz8h2FfhaTJGsZFVawYHrq7WfhZYb/66sN1jnRMbiN3L6rCf1fh3I72zqpFyf+Eil6U3KTACoxpNOoc9hyafWbFj+49e5iQHw4SxxPv7fs7bz4hurvQ1UcvU+n8CAmDb/CaAEHzhynm4b2s/5vcGGz4pmxUqxkUUI7oUthnXe44Cotf11Un6ttxExqh7rpRIgXzg3MBw66pOb72E8zx8yea8b9d8vo5KwIYdtcDZDq5j4vytKlsf2Iaa1beEHsNvLRUpLGqtACEEcV2Tqi3mNeWQSxooT8awvq9WWj/4uGGM4LvWSvtDZ+3xNye2T119dTIj2tbsD2NEF0s621iWvb/9LDh2ATuB7F9DuUUSJmZdLAEBomm6w5D0ge38PaVgSBleNY4WV5NPljhMXM76iwtlxDHh31GSRLyB9ameq7Do4uD6CgC5jHd8Po8XLIZ/MuXSZwaCF+uvtdfqmj4s667D1YMtuGlFu7tN3mIYaK2R/OQHP7kWf/CBlbhro6rZmnPPGxxigZFAwtBgpCsA33xjGDE8aK3CScs+31JAP90nzcH9YUOj0A1ZezXmAtHyOqc2goJloTwVwz0bPUDer4/60KfXuUC5O73oMfTXC0kjZWNe4T0QGOB+UzULE02MQ8Xqsm1zG3D5wiYMNObw1U9diWFkgs0bQ669pTLlVmYZzj2byNtjXUVaKQZE37CsDdcubsUwS7t+NSEEY1OKeUOYV3dWrsP1l18GqmmoSMdsCQRNbh7I30VuXTVpL5ZVnKuVtH0wk1H3fvBG63xz/69cIDheNm3QihCCbU5Caso0gfW/DRgJJaAfug8uI6hIYfvPlgAY5SQnd/5kqMvF0VSexH+/dABrnZ4cT1rzSz4H8bn3NAgxHwk2L36TteNZazZO1coVGwEjcNY2BhMUlqIigM/dWki1m5R4nQbLPNTcSielJxb6s4vmNCi3WNReg5tXdLgVou5aXmy/uSagbqDY2U7PSpGgEDSiXdMMN36w55iId4DSwNqfjunYMKsOm2fXwbLs9z8Z995bce1Okwn337Pqs/i9bbNx4UA9bl/dia/dvrL06+CnrpjjCNUladHz0hzF7TwQ/StmlhMkiE3h6soSbhdT7gyI3/9l4TJ8zbS1P40QkEoMrHZYLcpt0nG1Q9pL9wMoPUhVMdT4b6dTpkzAlAedqczI1jkN+NCSttAgRmVcc89zwrxjZ0LYg/6FU2RER2l8i46i5gNtACCdTKA2m/Bo83xbSW/Y3nbbvAaMO4yUYvecLwJUcV84KMlL1gC7Odi3zLUuW7qjKg2N2qUtjPkn59KfFROA6EKiAt8srMWjlpORFsp9zjKf1AEhUvlYXNfs+xRlhKKrVnZw7TVQmBLTXsLmr+7+AG687GL7D9NpckgN17GN61RiRHPn8mBmAD8z57vMkjCGnAYLZ5HCXTd+EJv667Cpvw59TdW48cIV+PbnP4WqbMLdd1guxa83CADt1Wn8252r3KA15mR/J5D0rhnCGPEF57xxCCGqUnUfgKtR7HMaNlo+TVMAQE0vpuLOc8x6ulv8HN5lzW6wbWgUwyxtM4b4fgZvxNwtt+BLv/9pxPm1ch3FVCWQsYFGsUKgIi2/o1sG6nHlombctKJdAI7l03SBfiMJLP+4zU4SjTsWzMLGBd34zT/8W5TXNsNtYiNuu+JOYNWnpFI/VRMdwJYw2TY3qNEqGaG4bbVdSmwD0TbjalFrhTv3p2PUDfBMy25i8pkL+9zg/v7CRfibwjZQMJstJjzzeEgZbB460gILdJcln6cU5BKKdEyHrmloyiVRlophWWclVvfILAo9Vppjr5pB+HitIGel9cZiFJOIue8CcRg1BOryeVnWyPv3WWYnfoeRdhOfcYE1U0weiu/J0IJa1v/R5r/OuK7hioXhTFZxa9W5lrpmm6AS+JaNG/iJw3wD1AkYG2S091+ZjuH2NV32HNC1XtpOTFTwYN2vEQ1CcNVgsCkUIQQYuhmnE2q/R7Se2ixWNOgYWro2cruYYuzmTfne7fkje73oc0CjMkUTHgpmS0uJjaIIAtIcDY4cEJdECGtKXIoV+Hny954Hr2UNQCwtrd9WLGPPgyXalYuasabHS/iMOwDT8s4qJAwNOqW4aUU7WipTEEcef8fGEXOTuEQBjBczkfXJQKAlskhhErZ4FwvdNnR/CtajaBQWzk5MSWs/N7+fUp0R5taGeaFAAF9zvcZrzhdOOTAhTE4eKVlwBHdv6sPH13W7vmtCcBxiwlx24fy2wM95IH0ANfifhcuRrgsmh7h113uVJvz9txjBOOTnt6yzAvddudz15QjV0FSeVIK5ojXkkrhc0tdVzEfxrA1w914U/M79lf07nogpBfTzS3NkE/Y43TKnPsBMtgyFNIdgz5jy8y6YijjJN966azPoq7MJL2kh3rjw9s9Da7LZkCykT4R7Xi4JQgVEy58x597weUX0KWWNaGI3xrPPGoCCIOTzdZ+2ZKkRANCdcTjlzBMqok4iQqcZsJP99WWJQLJSNTeK+x9J1KN6UNZSPtstJIcIdSXs+G2aVV/mArYBgGntva5sSgG664fOcSSp3HvtJz4452TomgtW/9TpbVPMKKEuWCqOp+kA2vwZB6oyHdk3MZ4llHiANW+U3bgIcV3DU7+1ARv766BrGtqr0vjkB7YGxqWIMZxhXjxBCMHm/jrcuLwdc9tFTd4gI9oCxbPWbGhhDGUR8GcWGHPmJT9RZ/BGd0XQFIll0W5Y1haRVAKw8m5g1T2R+7APNH1pDsDTIw8kk4gmYwoqsHyaLPsZW5G1EkBAIxoAsPQOHK+yq1MtZkWfrmKtE+M9zojOJNS+w5OmNwcRQnDLqg6kYzpSMR3pdNZeR/q2Fr8Odx/Bz3Rdk5JU/uq28xa080D0r5gVLB5kyZ/zDCdnViYN79HlobvOexjjVtTvCguiz9V8FcaIJs6//BYGLNNQl464GozTsd66bMnNHhe2VGD7vEb3vhcUmToWwiQpS/hL/fj2wu8VwZ3oOzBRZ8lydG25NpzvQV3Q5237R1fZwO2fXbsQ//LR5crt/cYBYBEI5raiuxov/95mbJhVB3794nXcub4b2z7+x7bWGTNghbCO/rUgAwvq8/DuG2MMB1DjNSFc+lE87zQCPIsUduY8lqrdVVjYT0nAD8H2+Y1eJhm2rnLkYsoXQX4/Yyk3mE3oGhhsPdDV3dWY3ew8E6rjFdaDcadxm0ZJwFkoTxou66u+tg5zNl6nPDxnQoZJnRCiobUyhQtm1wNrfkO5DWdFTUAoQYQg2+Bb6Lk+H2NMEcj4mZoM37FW4a/M7W6SAkMfsbXFY2mg72LxbN1/cfkMkVNuaATHUI7nspsk9rRrvOtzSlHdIYA6TRUp3LyiA3dv7MHdG+zmoC0VKWQTBkzCG6z4AoOiAAV/oeWEEAfqq0TAIZ4FDNkpCpNJWnrtfei+6M4ih7ZB3mzc8DSiHePXYZoWFndUYl5TTgnMDSNtgwTMx4yEGmAD7PLtTFJd7gb4glzubBKKq4da8LF1Pfjf7L13nCRXeS78nKrqOD3Tk3PcyTMbZnPOK62EVjlLKKEsEMgYG7CxP2wcuE4f9ud07Wvj63uxsQ2+ttHFJJlghBFRSAiBkFDOWkkbtLuz0931/XHqVJ1z6lTq7pnpma3n99ud7uoKp9IJz3ne5/3kbVtdE51JTm3mZYtx1KzDt/S1ruU8qcS3N7YNiFVvq6d9ePBEtIP/W9wsJDcFgPcddJLZ+SY2NJ1OdspYeCLa1Z4SgtliyVJEqz2Jnc/llfXbpXF8trjZN+mqFqBAFSBFIfB+u+w5V9WDa/ubcGBSoV6t78SLBbVyVEZzQw5XnH8I2P2L+HFJ4WlJCBKGu63kyeRrNjvbbRlqxs07hjDa7lb2EVBSkd+WgAiDl7H2eqzup4P+Wyy/W3Yf/RXRzvXp5KIebEKp1VJi8gmWCKH+/xZpXumze9KScqssU/gH7wjovclyNhpRPNlVMEGwZaIPhJjYoj3qevbl55FZX3mVUQUDJTz20jEwD3Y+UuvzJVGxJ3sue+4zwfztaXl/nNsCNA0Ammb3AYRSKctIYGg6krpmP1spISGY8/yetc5tkcEG0u/eN+KZHJzV2bz9CnseVU/NnvF20QaDOJOFd+0Zwfmru5Ue5e7CuUUaACjBnfCevGCrFmwxTwgiWnpuG7NJPPBL+/FLb5ukEwmrLnMSBRr0PbKjyxLidXvAdKxNWLJCAMC4Q56rJkf2T7bjsnW9WNHGRWAms3Y3x9QMhdqfm0yyVtQIXAlYXUS0LUyg4CcPCyWV2pKqhO/YPezyRD+ccvoeXynOIN/u7ovMZeik1QsFy0JOIaRKp8KN2cS6kLgmBgHJl1zRHk0OiWXkJ7QBYJxLfOyK1NKc6M856HjYpHU1q/tsHlouE7MISCbsScBjCDf5pxHYY9oi14ZEsfhgyRp1OfLEmkjgd9WQTjjPWjJHFdgdcoJeDRfN9GC7wr6hLmngzt10UuvjRXHSaLo7T60d+bExIdx1E8/Jy+bSThZOCGAW0ZRNoggN2YxUNzR04zjoO6v5qJ2f+uh5+MhFlMB8x/YhXHW2wqYpmQ03Yav5KKJ97hmbbHStwuqLoZ3AxpuBlKr+XCAiOqwimn1ky1I5GPW0z3ZiNkBmqHhnZ/ND9ueuPH2WMwrrNMDJN6CEnqLCoU73hJlncRSFHWlvECaHq5EUebkjvkI1hqJFDujSS20IoQuOd6+MsY569DRmsFHyuTmuOQ0omyn+nctEn9yg6iqs35NqMGvPIit2ISp6xf14HfKoqU6CEaJwoVYb76zHirac3dixThh/ZqYHYTXYWocL1/TQ8FOIimgbLW6FCT+Lfbprk6OYKVgK3OF9wNjZQLNo27Fr2FGkvM0KLdY1gk7LfqLfwzec4VWjG98oTuP17j3K35uZqpSdBxcabmga9FQWukZsRTRdVyQ2X4TaDoZHSeOS3SlGMuw5OWZm8Wx2Gs+bYsibChOdHvYpLMzV+ntoVRcdJEnk4q41E7j4suuEbdA1QxV7fZtxqmgR0Qk6ZDdBsH6g2SYSWNFOl7jjSQPstvoUJcHZ7zLhbcEeHHiRRZqGS9b20n15zMIOt9FnoS1P3x92nT/+rnPwZ9euE4j4lKEjwRGTD4/cLu5MykhEkzVq2DjkeIGivgPo2wRsf7c4SCT8AMdaBOd+sAm1F/VuoFURkjtHw62RdNcDfELUjnwW+UzCUsaK1/PCzXRguJ8jriY6G7BtJOBZtZWE4vn/wsEJ/O07NjmJQ4K2l5Fttr3rvLclTodXM4RnhIVYmmYJCY1g30SHrYRXgpWfaHb2Z95H9Psl57rPQRfC3WYh7leM4GDPLyOk1S8o/2x5dT9Pw8Arujos3j6cgoi2I4YsJppATY4I9TlXBtpG0u8lq77jM50HJRdl0AgB8WjfwsLP6koF97UkOF1wTRHaxBs/oFPt9+79I65lMr5TGscxZJXE6BXr+3DFhj7vpIgh2mTeC5l5+8r7swegivMHgPNnetAYNBG96314vucQLZOme1xlgoSi/7V9pBU37xjCt3/5AH7rYi7ZkVlCfSqhPH82UcK3d4QAae7dqE8bINYAlr1n7N69qvA9V2Gyywnlt33zB3fQeplPljp7HClDtwlDLSB3gQ2PQahNRCvDeJzroToPLyVRkJc7gwkgn6Xv6WbtUfdTIe0m6J3+XsndDmnEUVqbIEIf7pS0v658OIW3ISXCfK5uCpi5hpbZavvn2D3M96rbk9Nv2cuZpUOKe2aTxRPOOTS4oyXYWajvG4WdNIwj9+QEieI+ZeKOswrRNdvuar7A2n+mHA1j1aNSlnY0pOm7TAjQOmrXmcSaWD1vVRd+1Qr59rN/sYnd7hm7L6syTzI0Qj1gpX0R07Kh0JykbNyv9qeiPd9Mo9o6G9L4WMrGu/kAACAASURBVOFSfKs0gR8TcSwxl6Tv4XdLdHLilWOn7d+EPnmXFalY3wlCCD5w7oStiJ4eWYE/KlyCN1K9dqlu2TmET9+xzXVu+Z4J/E3hIDZs2o76VAKbhtxWfClFYlgVBEW0RnBaQUSnisftz6rxbFM2LfzOiHh+qOfk5HDfW9NaVoCOr5ZW455f+wv7OdOsMZ/sQXtodTeG23IYaMnZZfJq3V0To5oTZcvb0OkaEbyc/cAieyfIM+IPEvl57sou9DamnclJr2fbXu5WMwNAqq7R9j1Xbi4Qut4e6ykPDkR4ZUtFHJjqwO9cthaD7W5rDvvd1cNNdjSc/Uvo3HFDqHWVYIS3ybWrQ+r8Azw87cW6Zuh4smPaZUVkozSnXl5thBEaWAkwAbHb12HlUHrz5Gn4MlFEEyZ7AeBk4zidqM334JJ1Pbh6Y79SKAAE2LqGfAaCoLVPCnVLbM0RjJiIrjGwToM8aGHfGXeQTug4ONWJd+11BomfLOxFNqnj8vV9dtI4Bl7tygaLV2wQQ1W9Ml0DNDSlknk1Fj5hKhoVf9WNuD5LOFWuPYfvSSqOyrK8Z5Mi6UNXEiuYc6Y7cc40DeMfaq2zJw/YZsNt/GyltC9TbGSMZMohq4uzbCHQs95djuJp7ovzWy6ZwNs3D9geYlhzlZIA13UN3zInMUfCkSsbh5pw5YY+quSwMr3rhGZ/tpVd9jS2uorZNNjs8iQ3Ba87932qA/V3Om6pBX5UoiGl7Q1p4b6yiZbHfuNc3Hv3Do+zsDqH1j06nrauUUIkNtdd/n4MzOyTzoVQxZ6m403r1qQTOkxewy+py2ctRTRR2GeUTODAZAce+vDZtDz8cTjkGREW8hlWYc9oC67a2I/NVkLCkmkCu9+P/q5OnLuqyyZ2b9w6iBu3DSJhDa4I3BnO5XvEFBkzff7Z2ekOnXM7ZxXzPzNdRLRK1UIPZj3zKiWDtcnB6U6MjozRZzTjJoenepvx1EfPcxJ9gL7D2URAKJUHEZ00NOwac/sQu4oXRRmqwvobqMcoP2kBIJui1yKfDtnxWbGbKtXr2nH17pW4dF2voBJ7oCQqgIlm4Matg+jOZ+xEkgC1Mzi0hiPQ5YkUj/NNpfiEqmqYICgR9/1IGmrylKnNDVvJ5Azug6w5Dkw5Fix8WK8dpsydhioRl7NPUYVWbT1KkFWG63cCzBVZwmHnWp1ECv3NWaVyicf6geBJRMez2J2wqrsxg+58xmciO/gK3X2W8ywSSzXnUn15DNbY18GWOly3ZdD/QHoCppTwzl1cdVJEXSP4lUNTziQcg8ns1lTkHA1FNbm6JGlomO5pRG8jC/WHi+h90uzEZ4pb8QPT3Z7b5eGTGHP7v2pjn30eytwRcJSJpWJIIjqpVrIyIloZqcfdp+2TbuW5d8LucGQltUJz2gdZIOFSRMNfEf2DkvpaMy9nLw92hrC+rboP8Xa2VUfNFqz7MnMtlM/o7BG73mUTD7w1jHHqsHO8vBMK/+3SOB4oTbreVdWrW7DrWue8HEW0e4PeJqnO7FkPtEiTXKGI6PJqVPb6zfQ14uypDvwmP1lUAdjYRkswZamJd+wYon05y16mMee8H2t6G2FCTKT8r8Xt+EThgOczTyHdE4vMoopoB2Md9cIN22yRu1PddMLpig19+OC5k/hGaSVeIw4pSgAk0ll8rHAZjtbTSZcjp5z7ISiiW0eoGjbtTCAdRwb3F1fi8NAFKEETnpm+5pztC83jknU9+G/X7cG7943i5h1DaMu5xyAJj9xFNmauBtZcJTxzhGhQWETDMPmxkvtaZ5KGM/YmTmvJtynE9cFB0Xov6SQNEcgtbfQs3LN/zJW0d7wjh/NXdwsTb15tPJsgcM6AEtGfKW7FP2OfvVzXCH5iBltRAUCdZX2SJ2+JPzAi2ipLZ0OaJvKGNMaT4SGksbHpNvxl8Tz1bwCIIFjxrlO9BB+E/1sqIqlr2DbaLkTqOeta/aIAaw4buiHOSkQFex5YlDMADG6n75IPWFvlOnS2Gdj588rxjY1SyDa8XKy/EejfHJKIJuL9scAmd4ol0796Jxr6m53x2leKM/R9nbkGWHc90jqdKGSTnD1SLqhZ+JDNSq/9MtA9I9TjWrX2u4wRE9E1Bsa7yJ1W9m7yFdFkVwPed3Dc/n4cGbvDL495+BfjbWt60dvkDiNJJ7wfB14NVg4MVuErahkvRTRdX8RnizS7sld4e7WxcaAJ12zqt0NbBU9Rjoie6KzHRGcDJjob4Cjp6G8aIfjJb5yDf7ubsxNREfLcsoSmOcmDCqdd6wooco0a3xgQgtZcipLoANA8BHS5E0iwQWdRJUNW4KqNA/hvl60GumecTO+aJimixWnPD547IeyjvSGNO3YPY3WP05F9Nut46LUqOqRZi4g+gRQuWtuDR8xBAMDm8X5BrcGIo6SheQ/+rHKxTucbOatj7efnxCXnsM+jiSquB1rq8Mnbt+KPr7GUIlyyNADossjO1ia34sM0KQHrDBQVU8YA7jlrDJet662IiIZZpB1KPYF7i1twL9klViqZJmDjzWjMJpFJ6LZVg0aIXbfYHXVp0OiQb2EGis46+ye7LNWyae+D+R3PKRKA0YNZz7yikWcDPHsyrqEL3lRnGWBFL1O9ZRPR5TKUmSYnORP3vo91NeHclV04Z9pfQfzpO7fhS+/dBTQNUkWkkUT9tlvQt/8OcSafu2ZzMABCE2RtH2kVOnRnTXWI7YMt33B3/HmkuMSIXl63beRNzGpusixnONde8Ii2J5jEa7xpqCmQwM21OQM3fqLTVllzBNgx+EfkMGKRECJ42Kmwti9AQR8R7vMkmLOtORyUQLBrtE2YEFSVNUwIO4NvgjZXGDir54L3e/UWh7BiR5An6zsbvEJjeYJC/OVde0fweKkHh80GqCDXGuev7gagJqI9wZSLCpWO6tQ7GtIgmoZBFopvQiA0rt7Yj7++aTM+cvMlaMmryw2Inp+sybhh64DLN19AIyWE2T0vFAre6/KYuYZGa0nIJumzlUmqyCTn7P/y+g2466ab8B9Fx4ZHjzDgX9Fah7MmO4RlJgjynCBDVvvLZKta3BD8cBqkaFtzeLV9a9p00ZbCB0mJiObf2qx8HTVNTfhwyjM2QdzNTbiao869MrjJ8RfNFvxXadoePxh2m+++F7YdIPeblzXHO/eMoDsvvZ/JLLD6cnFZ1Db11NHQq9qWPjrBX1y/ASPtOaBtjNp7NQTkZvABG7+whGenCxzxY5Fqb9/u1F9soopPbnoaCbyKRg/uTq1AfcWgZT6SHbSf7dt3DVMlNvfMXLS2B9/65f1Y10/bGb4vJz/zk10N+O1LVuHed+/gjwwTBEUvUYANgm+bEzidDBelAdB38OB0p+P7r2prghSFTYNA8xB2NrzM7RfYMuRuV8VJa/V7w8ZBrxydxRyz1ONuzJw9Me7evmCN1eZgOJGk666n/uVB9RnRgLXX4t7iFuW+lZsQSkQ/YfZg/WpnYkUnfjFTIjSFOIYneZkvOg0CII6FUdpDcCIQvar7aeBf3rkTX3//XnV5hNwAblX1RGc9VvXkPetTYX17HGqd48pL6b1gP7Mxi8KWcl6gIqJDQJMmBSKhbzOwYk/07cKioYtGa4cZ91l2L/Qj1y/TuHbDj9Amjv3NMTODB80RMfrfzsxKn437P7APf3frZvtnX0u9CHY2viC6EFkaNQHpmYiYiK4xFFX+Zfke+6VlBJ3Kb7AIze7wu8JWucb8nrMm8fX309lTPtPxTD9Vul69UVSnMNsA/j2NNBADUE9OuAYCDH5EtFzvMgLEd8AbACHjdABItolLfCcNpK1ruqa3EZ+7xx1ew6viUoYu+pPx+7KSHOQzTiVp6MRReyoaLTYreOPWQanAikqPV40qPJDZIKMYluBUHEPXaCVfMqVOs7Xu7btFNREjavZNdGD/RAc+WdiLEylHmTfQUofP3bMTP/7IOfayhJUR+6sfOIi1/U0ACD5d3Altw40Qw/PDeFWx8Dr6tRCGhB/YTpPOdTqWNjMDNGvxyp4GjLTXY6DRItc0Zs1BD7B+sBXXbRnA6mHqQXfHrmH7vXId2ksRnU5Z6t1KiGhr0KTreNzsxdNmh3sdLsQraftVEjvpygErK7bKmgPwt0qxIXQ2CHRrppwRz0lbEe1RN+SsMig6w8o6NODZvnbzAC6e8U7oJkAxIREN1vumUPpGB9eZ0w2Md9TDCPD5XT/QhJF2ybImWUczaXPgfaB/98oNgsrgwxev8ykS78NIPDuWCS4x4qArEaaDopawE3UxZHVnsK+05tDFjvs7dw9jyrLpuXhtj02K8IPRtzIOGcG3L3aSUO5x6mzzV77zk5BBPrt9zf7eglG7sSqP6NMF93ukIv9VxwrTkXYU0fI+TTr4U/i8O9c+xBlyE4RskoEfyNywddBOPus9nhCHcc+brSCEoHHjFXi090rlFvzzkUnoNKqJECSMCHfFUiRpitBP5hHNsHmoBdOWcpFNdFNFtHP+HQ1prOtvwraRVnzqzm3KsqzsziuJ6EBV7gRVqrE+wVxYIjrTSBWuEt6xYwX2T3QohQ+CrRAhSKzYiYc4hbdsT+eHC9b0YLrbTYDJCSJ5WzE5aawXMeX8roYGJxGq6l2pa+7Bz61Pe1vTSDCkCQv+eXYR0VIZnWW6vfy6LQO4eceQ0B4aTbSPTwDBz5LVHeyZvHHbIG7ZMYQ7dosWDoAzkahpGtZY4dIlm4h29jnYUmcRnx5XcO21zvPtlYBMODfugkR4RthmQn9r5aXA5tuA6YtC70cGq9/1JB0nzPFRBKkGoK4VxuR59jtQlzRQgkaVe3IZ/epC6T6/obXgY4XLcCrVipu2DeCGrYPIJHRKmkqVoFfyblW39+pN/WjNpfAHV6zB717mCFfCjg/sIQAIFwEbYttUzrHU4hEmCRqAS9c67TchBAONCbTKAipOtHPJekV/j2j2HfjZS4dRsIlKQp9TAJ/BbnytuBpmIoO3bx4QNmeRYseTbfjCz1ljwnyPlaAz4P0nGtDYj8fNXtsOTIZcRxFCJ/m++6ED+NVDjlezprmTp/oeV0JrLmUtN3FodRfOnupEfToBWLl78huu8iY3uYjB0Q7aJq+fnsA1m/pZ4bCmr1GIRBTPSRRTOcQlXfTv79mJf33nds/TacvR8W5x1ZVOfcLqibYx2lax3TNrDg8rh6rDZ0zvB+bZXxanaSSBga1lbDgPIJpyooBN9JiSIPqmbUOu7Y8MUk4ghTlcuaFPbHPZeJBrF7YNt+ISK9ltVQWM25x8PvaYGAAIQZZLsBrW0vZMRkxE1xhYx0BQIKy5Gs90UQVDXdLAO/eMYFWv0+n+0HnU67QEzX6hZduD43ycElfR/3nxfFuFktAIuvIZVwdp+7A7dPeitSFJGwsaTLSRN9Ukpo8Pobw2a1wvXR8u7EiFs6c6XLYk3pDIZ14RDR3v2juCPR7h+CVOFWd9cH6cszz6umdsz9c1nPdRJqE7imgF7vv53XjX3hGFByx3DNbY8ftRdPR+9dAktq5ocXmXeUMx2EoZYIQiXUUT/0rgO8A02aDmSiQ50dkgeKH/3J5+XDTTIxDrz5odosclwk5SiAPHQpgQ5GQWmDwkejxrhu1BDBBOqSu+f3rpNFrqUiBWKHQ6odsWFi2yQs0rtI19r0gRbZG0VihakAqehUVmEjpW9uRx+65hx29UVkRb+wo14BY8hQl0K+Rv1iLMmCWOp9/y0C6anKPObRtQUJZDOs9eMSt5Wy6FgQAvda7A1i4rU0QX/WbnZWy8hT57rqJwzzobzFfNZ5PgObMNuZRBk6Vx96ykp7i1JPDPPkeIyEhziuhNK9R1qB16J9VbDxj0/h02GwSiV9c0fO9XzrKf28PJHqpC6V5rl5/A8R3knwph3kJQRLNJK2ftVM7ffoYpzlpyyUAimlcUdirICRlBb79KEc38Mnl7ApUCVDVZrEog5QVl3ds2Rv9xx2vKJp0jeXTUb+AnWRVJOXnwVmSe1Q8hwsP6r8XtIOtvwm9cvBqfutPtX+qN8hTRKiJaTsg82p5zyCihjpTIGOt6dDdmsFNhrXJgsgP3/9pltufqSY0O+r2SWduwBu6MtDw9V5m/ZF3KwKqevAfBJpMq4nd/mwLvhFwbBug5mwB0w8D11nNEYIo+slK9pCR/QgwiCUw7P4T87P1p4UL8e9KtFPeDnzWHHd0GODkXlIpoZwKwpzGDXzk0JazHVNCUoHTXdQzphI4PHZoSj2vh9j3juNCavN0z1oa79ozg562ErnwtclHQBG9jP7DzvTSxsV+IuYTXzXqg22dCVILtv6vsP4nXMEoUyKoe2h/SrX72HD/pp+nApluB1hF87p5duHXnCgy2ZvGxq9fh3fsVuS9Uh5XFHRbsyU6NoDufctkx+sHuSnL3e1aa9L9kXS/Wcf2vsBGTJifAiYSGbrVoOORkQzZpoIMn3Itz0KW260SjE0F8wRp38kQQDTdsGwQAbOtJoLuREqn9Pd12tMjlO1bje+YYMkkdrS2tIADy1oTXqvFRPN5zMe6+9TZ3VCf/nvasp/7uHr97kcgmxHEi26Qll1JMMgbfgPNWdan7Z6a1c7OEbNKwRTMATd5300UHvaNH7YerhLGOejz4q2dhx2XvQfumy4BBL6tEB8IzQNyKaEKI7+T4ZRv6cPFMD9L1zcD0xcDANnVScwC2NYdPssKqgvXRI9plEMXk+9IEP/nMLeXEPfwZypwAiAaSpXVSkhSslpfDzNV0clGqM5r9osDKRaoeBWsM15kX7WQyivYyhjfiq1VzsGaI+IpWT8C0yUTTGUxYldotO1fg/DXd+OJ/fMXeJCXZbJwums60A6euKUGzvfG8uhksqy8/mJD7crvH2vDVx171PzWoK1JXtl5+fek7O+zb1vTggR8EHs6zDKGzCkuzs/xAuwhNPYNvwVGIKpRfJyyPvjbO+5IQ3L5rGC++eZKGz57yVockdE0d6qUippoGud/dnbqR9nr8/W1bPI/lPob72t2xexglE1ilPSiWw4OE4gcDE531uLN1FFftGVeuy9A5tgH42VepykQuEve5FNKrCnDuTdFLeRtyP/ZnyTLCdak4tXF7fRqXr+8TGzHlRvLyCohoqwNEB6LFwMFFXSqB3WNtdjb7TO9q4OVHlOuet7oLv//Fx3DhTIgwVyEUjqC9Pg1y1LQVX4Otdfjy+/YIfmDi9rpncg52KwXCiq+w9AQwelZwGb3g4REdFjYRHUURnWuj/7zKUoVyqWBHq+gJ+vwNbANaRlD6mU9dz5dD0z2fZ56I9kqK9bA5hFHF9ke1JjxW6sWY9hwAeq9LpglN09Bcl7TVlCe0OmAXDcXku7iMXOWXXbN5AP/jC/QzT1jZXqhcEU9qdfBIgwqAdqAvWduLrnwaP3zpKZ81RaI3ZejIZxI4cjKIAPS+x2EV0UXJxxPwIKJDWCSwrQp+0SjcwTIJHYC/KkggVogu3GN1ITysgdj35mGQp/8LAPDTUi9OIwHS0Ak/KKO4rImz0CgxD1n3YChDZkWBp2K/JkzvSUmoVY3Mc/LjN27EK8dm8Znvr8Af/+gx3BU0qWANyNkzOVeo1F/S53ge9cJWy0M1aALkrr0jeOBnh133YsdIK5587TjMo/Q+sb4er1wGHJUZg3oCO/g+a/Zw2J1Y6zQSOBFN/OZKnMXvMsMn6Np0W9CepL8ODCOBy9f3obm5RWhDouReyecyyBfrALMEQgiSOkFzjk4gp0mAnZwMTaeJjUOBlvEZsyOSX6vtKKbkocXzvmHrII6eCnfjDkx20ImfAr1vcx6ihlzKACyC4uzpHjHpgLoY0o8SEW391Qhxn1TI8Q2/1QVrFP0265hvIR0YNXj91gEMt+UkAU6EenLifJC2CeC+3wNAxQFvzRY8xxAqsHHvibkSUCrYEwotdUm8fLyIvhWcRaDqGmkaGmcuxJ2Je5Gob4DWlMGdu4eRzDmE/HsOjOI9B6xJhG3vwrtO/pZ9mumEjj++8wKP0nHH69skKHPpz8HRFyYI9o634wfPvWmdQjQt4aXrevH8GyfxzScPI23oGJUj4+TylCNq6NkAPP4lO9+OLZbqDOfJLieBDGf15yCb0B1RSaaJ5kIJgFdi3KqD5baJ6Btst2FLnofWlK0SmzAqmQFkO9FgKBLU20jVA21+PfPqwqukvkniY7gQE9E1CrkTzl5OoS/AdVg7GtLoa3C+p6WMsoLSgZst+qW3TeBPPnscXrh1xwpH/eNTP4y05fCRR7uwS39IvYLVWVLN9Ppbc4jrs/OoT83vi+5wx+Lx+YE2De30JgxKsjKA7attDHj9Sfo5LYaTZhI6VrCkhmHCFD0LDhoOtv4Gx8YAiKQ4ccGH4EondLz3rDHgy5KtRAhFtEYIbto+Aih9JDn0bwV6N9kz8TtGWvH1x19zrXZalXTIBVo+Rnz6ZYcPDQURzfB6dgUw0Ql0rBSWy8kU7P2okKhT7jsSOGuOMEQ0CBE9bKcuAAqzwOHHXc/DirYcnvqodxISAfwAsq4Feyfa0LFpp/PsAxjysWvww5xF/PgqoisBe2c9En0FgamQiqQK4YDKsGwNaOihA52hne7fQ+L+D+zDn/7ul+ilY8+c1akv6Y43p+tx5a1LNG9FdIoLX0t6JIspQleSfiWioQgd120ZwEsvvIDm9k78w3eetZ8rlu1ewb/S3xXvGO85yJNSXyutxhwMkNZx7B5rw7FTBXyykISXEzejpdgkClNEr+9vwnefecO1Pq/WMGG6Bl7h3R4p3JYbvEe0v0emSr0dxavXy+ub4cBkB7706MvQCHf8oBwIAOyQTtNbCeusK31l6zf2Advehf/v8192WRB4wUvNTgjBvxS346SZwj1BZbcV0ep2iZ/gF87NntCha4kbcaSFT7tclzIwlDJwuqShACPYmsPqGzIFLPEb9M0D7v/APjRbgziVdylAo/1OFYrQCcE2Fq2X7wXandB0Ry2qOX7HKIrPvHRJ5ffB0DWpclM/KxpKdr9QVVfNelVCXvBp34X9+7U/pqmod4UZD/RsvYK+E9w5fujQNJ44HTIyzlb3eeQoUZVpEcHes1IIRXR9OkGtCCIgn6XvSkMqvDWcDCXppidpn0vCzh4DX36uSJORP+LydwsuA5z6eryjHn0KqwQtkcHnipvwrNkGLcAj+tcvpH3bv/76k4pfQ9x7Iwl0OHlirmW2FxHIVjbuPXaqADQP2+/LSHs9rts9CNQlkU0YODFXgOc1yvchZei03iYa/ezTToSelJRFK67f3XZggbsMd2QbfU1Z5FIGvvnkYW4pwc07hvBX8n0jWnnvbN9G+q9MEJn7KHtHwVu+ZLagHS9CWyhrjpRFkjYO+K8ngT1iUUn5mgMXlSZ4RHOfL17bg0/8+088t9e5JOe37nRbRnkd1hMrLwVOe3Ng5WC4rR5fhmgFFsMbMRFdY2DVviGFFigDFyRS0eQaMjl0VNiO6+jetmsY9z9+GPiZuqtQxw3OBVpH0UD5qaGsMaRy4DdrJjxbG6/XOJdxD+q+WNyAcfIM+rVXhOW7RtuUobSmSSBnUncXQByIsHMcacth53gncPQpdy1nDd5mtYy1C7vmpb5CRgb42u/SZZzS3YWI4UJNmSRcV0xOwpIO74/tjRCVqzX45s/hK8UZbNMewb2lLdijPy/tMsQ+CRHCwf76xo04JSm2jpp1eK75QLh9gYbxJnUNqyb8PV/DgTghV7ZHNIUJiIkie9YBz3/P+c6rgbw63sP7qCq2OVzjq0QT7QBpbaMAHgkdbilg9AAl/HilfSVoGoSx9U6srmSShANTcAoDBKG+qnBA3LWGqj1aFaG1IbBhqAU/1TVsHfNXY4aCoPouOcsSaWDLnRXtWiOcbZJEjjQ2ua0pmjJJdDemYUddmKb1Wf1up7gOZcJnIoglI2GKWAAA0Wk4vAnUJQhS1gCUWMdmRDRPOpjctZJDdmXwhOpf3bIbLxzZDOiGPSnz3v94C2NeG0uPFyMzd4624bvPvIG/LpyDdxifw3mrujDXNIJU5iguXtuD//P952GGIFpDez8yEIuIltq7oqm59jSjPe7aPMxAm5Wp4EtEO5SrRkJ4WG65A7jvvdamGjRCKJXoeQh6bl35DF72WiVVbydZ+7Nrg8P6+UlyeRD4lNkVuD0tlmUVZAS35zznT/xIAO4ihPFuZZNzYW1WNg424dne83Bglzv3RST4PcsKtR0/MTvakcdDuRS+ezSPfy7txD3GpwEA1+8YweysRMytu074WrJED7qm2fdNR1Gy4vEmag9Od6Itl0Kovg6c519FFMzOFYEweSvsgsmkCLfPyUPAfX8QqkSqF+XCmR4cY9EWndakeKmE+pSBY7MFjHbkcc7IiGs733KWCrbQhE8e+Fc3bMDYo98Uy1QlXL9lANd2rw5ekQNLEqic4K4CwTPd1wJ9uhMrpkPYFnrYTShL0TYBPPdtl/q7O6fhxx85l36R3yWv82keAo48a38NuiOEAD82qSVFf8jw9qpPN4QVXkxfhIEX/icee/kYtZesa8GJRDOAE/S6WlY212zux+tvnfa+RmyMUZxDBTSoAkETqPSZ+Nw9O9FUPIy//7P/EH4+bmbsvsT+iQ58/fFXfe2L/t8r1+DpT38qRLEI6lOyBYL1n9y2JIKtw8rGptsATYN28qSwuPznKfjefQ7boBfexJUeQoiqo7HfshSMNt7stxTeT7xaXcJ0weE5AUeXmybQ1uTPUSSStI9Qn0pgtKMK6uc2z558ILz6sDlrEjNyX/0MRUxE1yjkwR9rb4r8gz19sbgRIXatLSs8hZA7yZ6hvV70BSwXYZRbqhfzC6UNuE27V71PaXVGEDAi2tCIHTJ2HGkch1thyrJFyyiBQPcos53kRqo456wBxd6JdqSZok8m5DJNwKZb8fTRBwA8K4bTpKSKn/DqeAAAIABJREFU00/1HKFzfPfeUdruhlEPrLoMOPF66H07iNAlsJXBTgfnQXMEDxbpIKdkSkR0hKQzDElDs59zVrKNey/A3VuDfcjsJAkaoYkPqzHTrOkuj+hBqwPRJ1tMjB0EhnYD3/oLYPRskVz2uodGUpkQKhIauoG9H0SyZAJ4hCbfiopMkzL5WEXIhvUnD8b7Do7j2YdfQToR4l2QUd9B74sfCKmo89KcJnjnnhGgKXx2ee+ycOdoE9FVUPdbmINhJUsT38/xvi78OyuCVaczb0WXPZCXIjqTxRGzDnnyFhIeA4H/++4dGLM6m7fsGMJf/OfPrGPoQqi9TXCySQjrffYSIw40Z/HYy8cAAFds6LPIIgc8Eb1N4cH7xlwidO9Jk6ynjoK+c6Pt9cC6g0BpDuTlvwJguZlU2A6rFNHeyQqDjxWoorVwz4FR/NOXZMsWtQqMkBC9hSS9TrmUAWi6vTmv0H775gFX1b17yyaMnfohPv/ISzhyas7Dnxg4d1UwkawJRLT7PEKhZz0wewxvHWsC8B3/4wmqOfrHVB7T+V4KIbhl3qksSWcQDE3DFQf3hlrXH1y5u2eAFx4MvWW6qRvXXn0DfvPPXkBbfRqw+IlsOoWsbj097RPAKz92bWualmezptnvE51UcMojkzh8H9lOaB2iLtVQgglgXX+j0iniVKGESES0jzWHm6SmOLS6G1k+CtIsuZ8ZQjCkyoNACPqb6/DIi0cwF0W8zdqE4hyNEjr5JnDqiP3z/skO4CWu3xMy6VwgCEFzXQqQPXgDsGmoGX/7jk3YOqzyi628/0f0BH1uwiQy9ahDlIuH91FbA7+Jepcg2uNar7kKAJD/HrW0asymgSPek4380r+7dbP38VXbEuDs6U585WWnH1wWFN76SrSOY7o7j96mLPLWhDHhLRcsq4hcyrCinzzukzDBEqLtW3cd8FawLaWcoNvr94nOBuDYCVu8xfBPxd1IWnZWq3ryWNXj33+8eG0vPvZpxWFCLIEJSjrzExxtY+7xazVh5XvRTrnV/0CUNzT8OPU0EjiOpoVVGntYCvrhwplufOTeH+GNExXkbMi2AHXuvuyCItPkWN7z2kiNjeNNYPRsfKP4U2zT1RaQiUQS3yxNQSeNuDnkYefr7qaTOo68Bcx2bwTwtHDAqa4GnCrFRHQYxER0jYENrHVp8GeHlfGDzIQibHLPB4CvfNRVsYrWHOK+P3zBNJ6c9chszpeBH1M0ZrC2rwmrehpQKJkuK5Aw+2A4gfCzrKyJyaUpEV0omejJZ/D8kZMoQg8MDeZRhOayBcklDdyy04MUJAQFKyuyRoiViOQ2deNc14o5KyzDN/w3iIBdc1VwR2zNldB/8A92GQNRppJT2YJ4gSmDubL/813b8Guf+RF+8OybcAmzqjRIOWe6E6ScxAQeySwiQUu4rDku39CLvuYstqxQEK2JNLD93e7l8+D1K0PTCP72HZsw1V0NhXwFSJVBhAegK59FF0u8ya5hKgecfot+9mNuVl9ZtuVGaBStzmQ1EqTMIxFNQHBvcSs2ay/j1rR3cj43R8YYNH9rjnRCx4tmC/LkLRgeHn1TXQ12/cknzCIarbtNU2onrbaNhfWXOMU/Pwk61d2ALz5KdbOdDWlFe+lfx/3jnTvw/j9/EYf0b6Ixk8CbnKez31v7oxKNSLh0nZWoyPLRtC8ZzFA+gPwq2YSOExyR7jq+pYjWSAk9xLEyKkGzd/TOPSP4k6+41dBACCsMONfW1f563Ptw3DbBTduGkDI0qohWqE5dCaEAkKZBdHd1AY+8FOYgvuCJaKcdjzi4MJLA2NlI/PCHgavy19r3KLyvbwgfzxu2DaKnKYOzp8L68JaJ+g4gx0V68M/OyAHgpYedvkFQ+0YIMLAVX3j/CdSnE/j4b37CWs49PFMXAZOKSRaTGuToumPNoaMk1AHye6Z857nye6mbmskxGE19+J27tuORT3zG9Tud5IoQ+u2y5uGgGThnuhNzkk3CCJtQXnMl8IN/EK05gp5bQrB3og1DrVmMdPknYRWwYg8NaW5eAeR7qN3cT+j0pJwsHYCY5LkisPOI3j/a5ZFYXMDk+cCj7vsYCNbXraDfppw007QQ/tlyGI7/0P6imR6cLpRwUd8JPPBv37WTmioKBIDWs70K6w4VGEG6eagZM6kmzOwfA9LhqYZd51yB5pfudxaEVURbz3k+k7AFPnWZDF4FkE3pdlJ4eX0X2H0sFcW+jBfyve7Egz7lc31unwSe/E9RbUw0J8rAwikkkZKtIMshUL36azJyncDsMed7NcZIIVDpRLyNENfGsc+sbcKwNZfChTPdaivHsNh826LbIyGRwStNawF8XvSIZkS0Sdf5ljmJbVAT0SlDwzdLU2g2w7cnsxvvwn//8lfKLrYXzl/ThceeT6F7xUpcvfFb3CNHcPZUp3dCzxgC4qtUo5ATBDkDVb4xU/mDEqBlGDj8hLBYqH6khr0uZWClNLt62jSQJGKyDiJ04gl2S526/3PnNvzRXzxo/86HRTtiouqovVKWErazqw+XT2XwsfseQ9HUUJQVzKb3Iy6fHwCcZpnOpi4AmoaAH4qhTUwRTfkD3Z7FVZbVL3v0xluA4yEGys1DIdbhifP5bFAjNGLs3nNk27r+Jnzy1i346/ufxMrE48DcCWf9CsmzXDoBnEa05B2pBqrg2XhzWbPULmgGkO8DXvqhvT9CiIcCxw8L0ynyHZSNHay6b5YL299dmd91FKQbgWNWwL4fcVNFNbEn6i2ipifYGiAQ/PvOCJ5qEdEEOIYsHiIT0eoV2efWozwt3ISRbM3R25jBc2+e9GwvNI1QJaJFRLNIId22ZbGWe1RZfFumOgIjpX7tgmnFr8D6gWaMdzUCr1DV1z9+51nlegLWXY8vfP77AMD5cRKAOKUxTbc6LUg7vLq3EVtWtOBj9z1mlV263rPHMVsQSWi6nnOchK5hdU8eDz1/BDK8wn/vL67Edp2Sq6yEbhJcVIGx+0kI8c8NQVdysqYT4iSX83oW+UEW/7mCNlEYLJGA4wcgoSLnJJTjNxrGXUnXCA5OV8EKKAgb3uHzI0E5FkkuAkwSB6gmsfOZBMwTBEnDsEkGQ7LmkOsWNdEc9l67J0lYtN6pqB7RftANqpj0AlNzmqVI7YChaRhpr48WmZZtBtZdTz8n0lTx/pN/x207V6ifY72MnCcLjUSakurlwH4OKyCiy62qZIIpQLyiaQRXbeoHDj/hGscJ5SmD9N801IzvfugAWnIp4KdqMskP63acC3yZi5yISEQDsBOav21mAMfbT6IpmwC6pf6W1/vBjpfvqXJ/kJeAcvdnYDvQvVYSQBCXIvq6LQM4OJQAXg/R1/AtRciHrL7LEW8AVRMLBaF6pHCICXQ2TF0CWQD/8Kq1le+kBgj3kiDQsz5b198v3wVDwlIxzBXDt6skXY+TEQSPYZFLJWjEPdGoHZB9QClXVgxfxER0jYF1huVwWPZNtNjweMhXXkpVd/c5HqHC4DREg/I/iueBwMQ9cIc9eoGfyexsSOOFIydVa4XenwqsmiKE4Kaf+yiymTTwwJ9ifX8TPvEzzTWY+JPiRfgFeCRQVMCu3JI5y+tZ3B/ziNYICazU2fhD2bDm2ui/pYgojZnUIc4kdbxz7whwv7SPMqw5eLz3rDG8/kwhWtnWXgsceb46JDRAz6FrDZ0IqiSEbSHI0CBUgyQNwnwpj1WPQFj/6YW49uk8sPeD1dkXX97mFcArP6rcvsUCi3JZ2++vknNdbj5ZoZ7w9sMkBFNdOZRedpN0F8704KRkl8FDZ0S09X023Q7gSXtA4ST39SYk37ayCz99MQcQt00RSyhp240owNTWZjKHjxUuxVbtR9isPUp/7JgGXqaD8P0THdSTMpHBJet60dmQBrRHOMWVQ9CaCKdA9oOqKz/Z2QA8Jy4rQvSI3jfRoSSivSYDVApStyJa7K+wbxoh0EnQQEIiCokOoBCKeIVZrIAO4nbDl4ZTu5SDZAgiWuwrsMGZYkXeI7qKPGf1IU1K8ZOA5aqzQtTRh1Z3o7txNRqzSRRtj2hZER2CiA75LrJ3hO8DZ5I6jp0qlJeHwasIHtYczso+4f9hzqUKbXI2aQCrr3D/EEY1uuhwyJHom4ZQz4bcRXRIx6ziZDQQ/ZRaXJEqEXcwvA94wvJIDmvNwcNS3yeTSZr8tG+TnR/FgXeEADbeQvPpnHzTWVYp+H3wloyEuN874qaLP/i2SegnXgPKcVWU8OniTlxrfIMdTL1SthlIr3fuQ4VjtLCQkyOHISeViHDPlgAPvWxgJ4rmlmlc/xcA/viatRh55OvK7ZkdZyEgeSqPSgWQkVGhaOFMQw0wHjFUkJPKaPbAOsTGmu6fVMBvhnnsIJDM4jQSmEX5oXSreiX/qjLfR7kN4gcL+ZYOJJL0PFtyKZSg4XGTqhk+X9yITxd3eu83aLkd1ii+IkWbiHb/JqPJyv7OJ3z0BneB5BCyWkE5HYKwncgKO84tuTT1XA140H5Y4hTm6TzQMVXRcQWwyYlKfdQquRa9G4DBEB7ZZxrCJgdZINVH9cA978k6YPcvOorrCpHPJHDv3TvwsSsDlBjyK8dbywzt9n0eiyyJmjQSSOia49OvOqSlqGWDlEIdnUzKWXWtbllzFHwazLGOevzJNWvDK4TkslvHLtV14KmPHsJUH/XfO9K6lkbUWFjVk6eqM83AH1wxg188Z0Ic1BHOmsM0XQSZXLqgBCgXrnUTPn95/QbXsiD7Ea/jM1yxsQ8AVbZ/55fPssombyyTYfRPOQO/hgwdvIcK3S06Iczy2nfsHsb/unlTqGO+7+A4prqouk6TBhe/fckq/NUN7uvqhaRPQqRpdgxJ7EthKtpe56xMi9zNpxMY76jHtZtlwiUi+jY5iewqhfSci5Pv0foT3y6N477iulDtYyahY/tIK2iSS7rMIP6K6AvXqpSw3HX2PaJFdnO7rEuWr/N5194RnDVJ7RhYPxJAsDqUr3u9BsF+g+Nq9T1bhsXvW++qUqJsODYVVSW2qzFtFUI9HPDsltsWueqHsARIQHkSVoUkqP0WAr0bnc9Bky9+0JyIGhf8rlGuTSSLyyHD3QcMd2y2rnuGXzFRVN7z8qzJJ0d378POS6Ab1J8cWDCBjHe1FfVcQyiirXe1anYgMQJhd8m5Sy5Yc4BOJHtF/pSjiJ732+v2J7T+xBRrGMSK6BoDe0cNafaRvUihFNHK/RLk0wmaNE01s7nhJloLNHRRNeRn/m/EkkPoDE12NiCfSbhDliM2Jm41sff3IjQ8Z7bh3xpvwM9eewsu5NqpWtDysftpqRejmigTcyUplDxYHWsOEkhaXbyuF48f6cJYRwgf3MHt1F+4b5Pa+7smoGhBguDpgyt3nKuVyMa/4n+6dTd+Zu7CPdU52vyAV5RGxehZVS3KkodpqWo7poGTbwBPqWfZbSyQ6qNqmOeOjmzZpCyCZ51sKlRIIkolmsYrVDimkcJl63qRSuj46rPAfaV1eJ/lI9ff1YU9Y20YXUHJCWYnwfdVidU+mSHeq57GDJ5/UxXRw5ed7pzZAQXSEDyJZNd3ojqEWnMEFs/XriOdcA+a81n3spKkiPaC172pS9F9Jg0dLbkUhlrrbCW5U1BRocm6CKHut7TORev68dwrh9FS50WKcNekxNluSfv5wLkTwce20NeURbK3ET968agrEd3Vm/pD7wcAEgmxu60TYpPG+yc7sHu8XXiXDPM0ADYA9yaamOJ29abdWJ94JlKZlBjZX/k+GJJS32fN1cD3/pYqDSNObN9fYoTIc/4rSmAEhqyIDmXNQTT8P+dPYW1/E97+J1/0OQb9e7hnP/Dw/wYAZJPltyVGyxAm+9rwG8NjuHwDR7gGEWI2Ea2y5iDSXw6T51dnAnP1FbSddRes8n0z5HuBbXdXN78EIyybh6Kr2FgSzjDy4S13iHYHEhZeQOf/DuazCfzhVTNl2MtZqMb5VGLfZrC2osyClKwJzUrIcIaI9mbKXlW2maq1X/g+8Px3Ky+Ts2cBz/QegiPRYbmBFqZv7GWvGFkZHeJ629YcsXJ1weCwCFxb7GH/pkJCJ7hgTTeusoQQYTB/iuiAyV5jgSfwlihiIrrGwDrD8gwde66Zv07k/ZoEN2231KCqit6rE6obQNHtpRwG6gzt4cu/qiePzUMBHSB+QMb5N2tEoR7faOVYtYhoRuqnDA2zhRI+XjgHX9v6PIBZLrSCu1alomPNIf+mgE4IxjtCqmMTGWD8nHDr2tukgblT0bapBFGSFTKETcgWoSHyRUDZvvje3dU5Do+11wLHKk+MZSPuFFUI7vrZvsmEevEFEdFL7doLddAiJyJhiJBss1gqQQdghLAtwOT56C1Qz/5fv2AlPvwZgvb6x/HcGwDRdMz0NQFJemxmg3ByzmGiNa/rM7wXyIjJmu69ewcOv6XO3s5gWkS0Fi7znqiwYoNry5qDD02M6pFYlK4zCSn/KIEAJPgeeTVzAy31eIIQbB5qBggdHAymN+DL//uL6o0J8c+b4DqwuFI2ncRY2Pa05G3rEhXuhEbl1RGyIjppaGi2fNI1QpCUouCmuhrw6rFZbF3R4qt4ZBGqp+v7gVPPVB6RU03wKlgWgt44YIW8z581h308616t7M4DLxzGcdPpkwaLHOg+7H5z4LGAk62Op/wFM9342Jd+Gq6sMmaugQbg7fLyIFLOTrQ2xz0jopJfef2qpYCXldAM1W5Xq53k2EgCm2+n3sJ87pIwGD+X/nv9Z9a+fMiHdJ7+88DC89DB7+CFM2V6Zkc8jgD+eYma8Iu32mORwaq8IGGeSdaOVCVSoBxFr8JaLNfGCaWiPzFBm3y/NIq+Ok5AwK5dtcZoC4bw16ZmkxVOXwwcjTbxWutQ0QhMOOIpEmmfBN561dqO4I+ujuaXvfCC95iIjoKlVrMsezCPRXkGxyaiy7xlwusdpdJVzASv7+f8VgULEO/Oht0ljnDo7cOtdqi1NxxFWZG7dhf5dZ4mD2GurpNTwNC/Rl0z8hMWUZm2fFEFRXRRUkQH3Iv5bty23AVsf8/8HkOJKES0h5JgsbP3VhON/VTJXi1EIPJiBIAfgCy5jnQIyB7RtQC73gt+fku2NUeIe9M6an9c1ZvHp+/cxm0n1kl9zTSqpL/ZiS5RqohNE+jfArSNCYub6pI0eZcP3rVvGC11KbTVByThGtgKNHSLanubUCKQrTmCEufIZ1GUvPLqsuFImmLIvoRXssJsysB79o1isIWGCxNCsKavWVqLCJ8ZqVuWQoUpsvhtJ893/N+l+nLDIF3eoFCDRwHzJGxlvqdltuvJhDjZElS9G5qG/RMdlle798rMq1zTNWDXLwBb7vRcd8GRUoTXlmk8+6HzJvHnb+f87yfPD9jCIaLtQ/K/yu9ZwH31s8Rh6q4EN9nw7n2jXquXj0Ai2pr4L5727p8uSjtYo0QPj2xzdNKTR9MQMHKgoqi0BSfE5ruPOWdFFRkVJKqMokbecY+TQBNwiKDi6fKOne+j/YPxt5W3PY9IimjN7WrFL6jCY+LYUIo7e4q37QCcPvQi29ZF7jOEUUSHX3Vx0D5B65RlBDYi4y+5TkRrDhcmLwA23Vr2Mcu2PIpwBPGr9b1WbVZrDLEiusbgDA7FB5sF0drWHBFDsoN8JWVMdTVgx2gr0KbTMCAL9+wXB+zoWQ88dT/93DLis0c6uxupMYmimiIcEQ3gQ4em8M/ff54OIkf2i4Ro5yogOQzzP34HADBb4NRTPevFZF98eUtFFE1d/VvZJ1ABKunclYUyOq1encixg8BPv+gbphgJVUgUUzOo2V7REoHwzpYXzbFkwNqBVD3QNLioRbERYSLF4qGh6xU+81J7mM+mcNO2IWSGnfA9gupmdVvb24i1Wwbc5AU77fYJ4JUfA4O7gBVSe22T0ib4dsI03WQEUaiWeVJdVkSP9XfjqsLZuMH4gm/5TWihroknL676Qe6X8N813b7fwjl2rQ4sA9vehc6VwMnXnT4Ih9U9jVjd0wis8M4VEQYtdSmcs/8ARkpPWUuqo4j2VP+o6n+fd4mR+zrz9KwlKK2Owk9U8bhlpzXR9m2mDAxIMkwIwPUJ6RGd57GayQozoJFpCS46Yl58R4OsOWwiek4xRihv7FAVLHafZvPt4dctt6yEAH0bg9dToCufxotHFjC6kUGlFK4m2CRhVNsXQREdgYiWiR9GRBfKvLaaRiOmqgH23vVvCbFuEHVWfnSOa4ugetBWRC8QEe0qT9k7Clzj7KkO3PvQi4GT/zGqB7srw8+rzLP2av6cOTx2zE4kVkSHQo31WmM4RLP4gPe3ZPBtAKMsNDXETMvl6/vwT9+lHs1R3+/PvscavJXGBCLaDaucnSuposBrrTIk0VHqDlER7SR71AlRqlX7mrN4x44h/Nc3ngZArUuUReMXmkXM8Qkc5Q59tcIbaxXVtOZon6T/vvzblZdruSFOcFA9VDFEvyaxiAP8Kzf04UmVF38Ej/OSSScKDJlA691IvTfDQhFmn88kBMNl25rDp1ifKu5CK46G85C3lUIe92DyAqpmUSkQ2aCuVAQIQdZKbNbXnMXpQjRyQM4eTgjwBoITg4VWRHvUR6FUJnw/RTMcmwt+lyMhFYTl1ot+iZtDYmLlBuCHlv9yme9cSlZEe66p2n9IInopQCVPng9oCdvjlQkg+EN6Pdciwl3TrEnrQTnJeNUR1pqjrg3usrP+2xmoiPYZm9QCPnXnNnz36TcWPmnafBPR/duAllEnwWQ5qIZHdIFTRNe1Am+9Vv4+ywUhwJ4PhF1Zsbkyk20Z5fD/2VUtmwtdb6gLOB9vxu9fsQa/fN6kMIEYY37B7GX5/qOdrNBrowr7NgseaVKwbP1iRXQoxER0jaHkoYjua8rizt3DSNblgNnjiuy5bvQ0Oi9BVEW0jaBZUFaOU0fF5YQI01tOhtNqVwjO/ph/M+GqOL9+3cahVvzXN9T7stE1A7z6GP3MeUTT1aXGSw4VXSoDw6jw65BI933hwkDLU1nVJpbpc7Ng4K6f3BFIN1Q2sKk1VJLY0gMDzXU4emoucL2ufAZd+Qy1B7r/D/lChT7WDZt68IOHX0NPSwOu3tiPbz31Op574wS1yqhrDV9oOSJC4eer9ogWlz1ntuM5BCgtXdsS7n8Omu7t18vCXM0iQBLIpQzctG0I9WkDX/7JK84uCFHcWvFIxVJ5ZEIp5H1KJ3Tsm2jHQ88ewWucb7bS6oRouHJDH944ZQIz14gEkJ6wEw4JaRLDKt48fTEXou4nHp8j7EHT8a69I/jxS8fwpUdf9i5uVEV0ifbulo6qa4Ha6rpW4NiL0hG5+iBUxJ3Tf/HrQyesCbWEor9Dk1VX6VyD+pSEAOuuo573p46I29gTZ2egIjoSFr6sPY0ZYby2YJhvIlrTKiOhgcqeHRY1yiui177deTcWGmHPhSiEUapty/GIjvp8L5I1x5rexvI2jCCYShk67cPGWDCwSDDBI3qe26R5b37kAxSqYEl0BmEZjciXB2yVkuLNSRk6VTq0jkX2pC2biA4CC7k6/rK4XNOVSQ6rXiEQ9wBxqLXO7vb7zYRpmo6exgxOni4ikTDwBxeuca/UMgysugx4+FOAWcJxOJ6j6FxVefmXEtomgCPPAUM+oc5Eo+RKjPIxD+TiGQUWDto85Pb223KXuhJKZoHTEZMU1QLsmLbqDSgvXlthcqIIcXZ9+QT6VncDiSQ6Nl6E8xs+F3pb5TG9vgNVt+bwInZClZxNhpQKdtRIPkMJWV7ZqhEPwpdDwZWVN1wjW4Lbh9ILq3sa8dRrJ0Qi2iOCqCufQVdrGmgaEH/TEnYCYXbJGjOJ8J2CciaQxs+Nvo0Kgj9nuaH7GgxNs33Lq6WILpomDAB6raq6OlcBLz3sfK/URits/aInHCWkLcJ2rq18Gyux5mCrGTrBj0v9eNrswD0AHvzVs5AydDzwjf8MtZ+KwAqR76V/Z4+Jv7PrFcVzt2pYQkT0kiLNK8Ryj75jQgTeIzqRWQJKRQL3O6OYDK2WqGLqQuC+3wWgsuZg9cbCWXPwFqAsT9RUd3CUV4zah6OIhl3Xsjwk091ewo1aVUR77JdNfBm1Xs/UBmIiusbgqVLiw2PGDi5cgQBqEv/SQ8AzDzjLOlfSsOK6Nvq9MCtuQ3QAKn/WCNYcUWw8rHXTCQ2/d8UaO4GT7y4IwWXre+kMMdGAsTaP9azOWqmIORj4WOEy3LP3vDClCl3+JQHdAMbP8V+HXfDJQ+GIvaGdlNyO4WC5Dw7mG11rKBnd2O+uALwqhE23L00/6VrwRve8xiHKZIXOQ0sA3WuBVx4F3ng63LbiQaVjKkJbrd8qulLb7nbKLCtvbJVzCMK7ey3w5jNAtgWYE/0r+fBsVQc6SeaEk3AT0eHABgTBsGwNpGdMrazy2aduCDYSd+4ejqbita9zhPoxir1L+IKUuZnoV+y9HiMZdMdayNcjmv6db1eIsjFxHv3HkApvL6fE1EXAC9/z94jOtgjHYs+q/AQHw1mHbctb3slrJXSCz5UckUhj1sOarNrY+k43KSVHhaTqgcEdQMf0wpRJWZYYNYXWMWBgG/D0N4LXXYpg1oDlekQvFoI8olkfIyAy+oLbfg3FoigMctdoADqmcNSsQwN5C66p78WMpADQ0ZDGp+/chqmumIheDmD9SMJHT2s6btu5Asn6FvcGO99b8THnP1iMAGuvdd6RfB/w7LeBxj7/zWIAiInomsMfXbMeeOoUXJ1kFqbcPlnWfitSRNe1As3DIhHN21B0rqLqQx4es6eEBOm7IsLq4Bat0di5K7uQSxm2z+bdfpnLieYMpv06yqyDX8tK31w7cPyV4PXmHdZ1bBygNghBGNxRpcPWACG3XDF2NpDMLXYpwoMQtxozCFXwkV0U1KJ6Psq72NA2qw5YAAAgAElEQVQDHH+VKtLpxuG3BYCe9Tj6etKtklTU51VpeVL8eyDKe0uMaAzTTnRM0X+Am4jmyh5mMrbcKi+sR7Tn9ipLED+1qmY4imii0QivKGATRboU7jivdb9E5lVhX7ZfsVd52flsvgN47tvAs9+Cr0e0dVFr1ppDfoZ7NwGphrL7ssg2U+91L+z4Oaf/Wd8BrL8B5Ke/ByCoH+yviGa2eSoLBXbtF81rVNnXssrOyDhC/KPZ5hU1+mwqsZTKWiE0DRjatXyJaDbZ5WWRVasgimglfsGcJfIJIKJX9PeLC0YOYO7wC+pDsol6ualZ6GSFivdv/UBT+M3ru+gkfyzoqUkIYkt2jzTDypOi6jtXXh9HETWWjUbuXWsbpwR6bM0RCjERXWNoyWWBuhRcA49MI7D7/WV77lZszeH3Ik8esj/uHW+noTSWOqy3MYPn3jwZbj/yISMUjxHRKYNen6Sh4amPBqmWw4YEc4mlomAhVSDrbqgNotzTxzNGaNTatetZv9gliOGJWpiAkRXREcjxkbOAng3OQDGKmhoAxs7G6y8kFcd076cxncARVJEsMsW8ByzhotqL2gfS+64LiuiyS4f/WTgbNxhf8PzdDOsWqUj0BngosQMmdJkiulhOyCKz+grrKV1VcOdagTUHv3mgNUe6AWjotlYOVkQveKKzcqFpziTMfECeVExklR7R8n1U95GdZesHm7E9pfatZ++sUUv2KCxyQ04EuxhYzD5NlFwDMZYX9ASw+grHQnLJIOB9YdGmUQUifRsx1zgL4Eueq5ggaMlxkRwLrYiutK5YeSlw4rVF6ifECIKtiOYXsnu11KJS/Z7VmIQOjRroocQQ4Of5WUHit8ppinCNg51gwFIRX7S2B4WiiT//2hOhj/SV4gyGyIuRSlew1FnpRIRZW4W/tBKVKqLDKIMrhW6gJl5nu7Oy0AOPiARWLYOF+OfjsJ4YAZgPRfTMNaKnYmREIMd1A8jxlkhlEusuexDWjjqLrt7Uiycyz6G7kSOqKiHwbc6bHvvOfaN4+L5vY7orOJGwCLHsrdwgMIy3nelx79+A2O4cMeuQJ2/Z34vQKqqmC8WI6hWiO0R0og5AKZo9Q9MAcOIwkMhKPyiOOXk+XXdeUB1rDs9HT9kv8fGItvo+Rq1NYNYKNF1QRCV0jUuezUGZDMzpc//drduAr4nK0VzSwPHTBXyn5RDOBZCoqckANqFRZtKvqmKRrsvu90ff5kx7j5b7+bYML3YJokNlzcHfp9PH6d8ARbTHrn3xW5eswp5x3vbI2+6sJpFIOz75MWoOtnyDwHkYtSVKRDMs9zp0nlEDzFUMAVoEn8kIqDxZYcQBu3UehqbB4Plz7oX9XmnUDnfk8bLZhGPIAHg19OEKRVERHQqhMxgzRXTEe8J8sztXR9tuKSOqojGGG0YS2HhzjQwgY9Q05iFZYWRbEy8SuByMnwM89XWgadB7HZU3bAhrjrShYbo7X37ZZDDlpaXmbqzLYOdIW/R7IZV1tL0eAJ2IDcVruXIVOhu9aebsct5b3IprDUcJVYIWUhPNrCTEpXOFkGQeg2bYTWjRqAO23RhNtTRygCZpTspENANXwM6V4fcbFRUrooO2V4SuMjQPufxObY/oWlLj1hKILiiir9rYh7miiVDECvG5FwCOny7gwdIwfvSkhl9BjSmi6ztpfdo+j+rzsFisgXoF4p0li0wEG4MYNQri/86EtObw2LMvto9KuZIW3CM6JvWWM5wuOoFjH2X1A4sKIrpKbcf1Wwdw7sququwrRnURE9G1higJjyLgdy5fAxypwAesOBdtfanRWtGaw89eOw7COXU+UhrEYbiJgQI0OkiOUP+wMOFUFEX0qaNceX3WsycHIiqi28apbUn7IiSHWSyEzWhf9ePWgkVBFeGXiClGDAaF8ncRCiF9rWAyKp0XE5vJ8FK4udpNVRmqfJEYwdM2KZUhYjuhaOubskm8ceJ0OI9on9/+pngQH95+nrWeuK8SNG+fYuVxnCQzpmmqPaL9FLyac7xiok7y2w4BTa8RkqXMgZGmAVMXoHDsKPC1J7zvG993ktvTNVe5Vme2ZDWbrHCxoemcHQpBJqGjpc499FHfDzURfcpMIk2cqJFXjlHRgbEQNyHb7Cgi/UAITYpaE1hKD+dSKquE1VcAuY7FLkWMShGUrDDXCcw+DiTKUUSrrbbs3+UjLzVrjhg1DTtPCMAponWqYu/dOG/H/fUL50OcQKS/McpBTETXGuwecxWIaC7stacxCxypYF9M3RsWUmID9ppqGrFDM0oeL28JWuRESmwwlk5E2O7k6+HWs4noMlThnauibbPUUYvJ02LEWK6oxfdtPiejvBRuzAeVhfapJqaqXR5CgA5ukpG1ty7riAD4lEsn/NRteNz387ux//e/Cl5ZJe+lBAKVzXMQDky045Vjs1jd3wo8HmFDzbAVo0a6ismjClYOCmOBEo5WMlDumAYKjwIIkaxQ+Ox9o67fOogHv/cS2upjT0IlBEU0Z3fjzgam2FbtKf0PxT0YIi9hl/6QsHpyIRTRm26b/2NUG0uJXFpKZWVYcxUdzyxFG4oYCgQ8g1MXAKeOlOX/HvR0a3Ify5awnoHRBTGqDjFokXsa113nscUSrI9jREJMRNcayiU9VdhwE/C5ewAAJFNhSHIUL0fAUYexrywCQ9PAgi+87EIK0D1Jai8ULM+/lBFBEa1zCRnCeEQD+Jd3bscbb1Xin7rMwbyeqqzojxEjhgK1EAlACNC7AXjuO9b3RSDHZR9/ZRlU5aliGRv7qZq7bSLadj51ZRhORHXrh9uC1cZFaLZnsy+k7Hqlvs3YOzIINA64iWgWYtmzwb0fzcDmoWYkdYJ1m6uofElZXtj1CxR2WSFRpVS5D24HjjwHvPE0RBVu8Ps90l6HkfV9Z6YNQRgQjZuMIRFvn7dYwrGVI7YAwlgIj+ilSJQuxTIvJTQPARha7FLEqBZIQD1lpMqOmgx6FV3tU2zNEaOKUCqiY5zRiInoWkM1rTnSDvms1bUAw/vKD21tHgLWXgt8/xPBxzx1RCBveWhcY+ZFRBehwTQjEtHMmiOKR/TUhcDz3wWe/i//9ThSfaYv9u31xarLgJceXgR/49ibOsYZCFafLnaHbvQsh4iGSFwuCFh7U5KtOTgwMm/6YkpY/+jfXGHMDWkDI+0RLSMYCAG6yskH4H2hNI8QXbHtDHeh3dYcJNL8BVvV1FI05P+EIqJI04G9H1TvgOhI6Bo2rV0LNEf0IfdDzwaa2LVhafj/6TrtT7xh1gP1HcCxl4G6NqChhxLRSl9inxvVvRY4/mps5+QFTbOf/BKIp92NCYKZ3kbk0lzf1YN8oQ7Tzj351B3bAAB6TSUrjFEeztB7GMWvP8Y8I1z2hvnYM5HrPJ+8GzFiRIWT4ztsjq4afu48o6tiREFMRNca5imsWc80AA2bK9tJY3/wOuuuB157DDjyrLCYVTp8R93rDKkiOmwiJYqxjnrgGWDrcEvobZCqB1rHKRHtm2Qpgsr6TEe2GVixe7FLESPGmQHiqPIWsRDS10VQZroU0dZyU6GIJoT69jcPOwkHLTz04YPzWkwlfNr6UIpoezcEhHjv63/dshl1Dz6Cf3nweQBU1RmOOBOTFZJyyTbWjnpMUpcNTZs/EnoeBhiadR0KsDyvj70sH9T92a8/2LwC2HJHVcu43HAkOwDgMEwQLgGo29t+z3i7a1kY9DVnrdXjAWmMJYhVlwF1rYtdihgMfCK3BYNHGxN7RMeoIkSJZXyvY8REdO1Bm59khUYZXlJK9G8GWka9f0/lgJ51wNHnhcW8R7R7qYgidM+f//7WLXjiVXeilv4VE3jqUp8kV14I0+hVe+Aco/rIWhMQZWSRjhFjycKekV/cYghYjDLJllYqJalN5lkFSyyQp3AQ6tookdrYDzzzgPCTVtagTL3NdFceeNapH+/cO4p84rUI+5Wun324kANUdo9KiszoZxKse0rkZ1Olrol9OasCfvLEW+BQXoVlgqAuGYsVlg3ORCKs1WdMt1jQdKBrZrFLsTgIsuaY52MLGD8HeOLLQoT1PBdggY4TYzEgCOxD3eql8DwshTLWLmKGrdZQTWsOAH9f2AcDRbynWu/J8L5w68kDKIUKhQ8V/lRxFy7TvwYAKFjee6oibx1ucauet79H8nuOAiL9Va0SVzI1j/6tlMxpXrHYJYkRYwERov6a9yJYx151uWXLpFPP29bxhSuDJocV+yhJa60+1w1g/Y3Aq48BEIloQiTCUgXrZ40EmHRI571tpB14Onwx7X3LbXtYb2LDyjORjJjMsaE72vo1DpYMynVfVaTzfCb+PKOg8IgOUw94riMuN6QkhbFDx1JGfPNqArt/cbFLsKgw56uf4rFbze5ISLRQ0yDNNxUjRhWwY7QNn38EGGiuw9Kva5d6+WsDMRFdawiRJT0KXkaztdsFfmGkQZXa59LBS2YztzyiCijqwJZHrZESMcqDpsUkdIwzD7XiEQ0ArSPO56FdC3tsz6gVH0X0EkAYRTQ7q3fsXIETp+aE3wZafNpG4lZxXrOpH3/3rWd8j+ey5lDsR4n6DprMsXUs3PoAsPO94fc/n6giEczyZAhEtJc8qMr9wTMVrP9L7WvU60S9wiyhdlHqr/7NTRuxorVMn/kYMWLEwHy6RFMch9g3SMHqOxipeT1uIGqhLxtj3jDZ2YDJ/VYfML7XMRAT0bWHebLmWHBIg0dXAgSIimg5kVKgCqzaiCvEGDFiLDXUokf0YkAmolX1ue11WAPlDYkoHtH1qQTqOYuAz9+zCx0N3oNKlddze72PXYmd7VyykIiSQyFqMsfFHhTPA5giWnNZc8SK6PkCe1RpkkGvKJLw9YIJgh+aQ8iVTuJbpUnhN5fPdIylhSXUPsRYvpjvGv8fcDZ+cctO+7tBrPwaRo1YlsWIASyN+ngplLGGERPRtYYqW3MsGjy8DXlltkw+8zDnfT6YIeRROqZpiFKMGDFi1ApqQRFdC50wFxmqsOZgntC16vmvuI6hPKJ50z3udMc76/33H4JA1oT22mM/taBYXgg09gMnDle8G2Jdd7c1h+Jey0k4Y5QFJoTw7XNGrMeK0HF/aVVF5YoRI0YMJeY5P8BpJIFMo/19fGINWueejzaxPC+ogf5kjPkD8fwS4wxFjY7IzmDYCpilTkSLFYypGAiwYZiuETmVKl5EM9DfA8ydAF764QKUM6BCnLpg/soQI0aMGGVh6dlNzAtc5KjC0mD0INDQQwnFJYIwHtHhlVNS1FEIQp6wQnDHsclpRoAv+sB1gbD22irtiF4/zUVEK4gHdo/O9ASPlcJ+holrGUMU0XmsT1/OOMPb0hg1gXl/CqVKLNM7g4177pnvowajFoQNMRYGFeVpqAGE5Y9i+CJOyV1rWDbWHHKyQpYp3gEbFNz//n34xC1b5B3QxIgpSdVVdcQVSIwYMZYoWD2baVrEMtRwHSorons31HZ5JUTxiIZsmSFDWh4mb8Q/mk5yYlNIdw7O6uQMIaKrBeudzaU8VPw8YiK6KiDSZEqMBUJUK54YMWIAmL+6agl1f2IsSxCPzzHOVMSK6JqDNMhbqnCpe9wVDiOiO/Np5JIE35S3IGT+vRFJwOA9RowYMWoViQyw8hIg37fYJVl8dK4CmgasL0uxPldZc4Q4k3KbyBBK5jfhTARvG27FvQ+/gAGWiK1k2UVosZ4hEoiGC9f0oKWlWVquuNN6gv4txdYclSCMNcecHj7pNdvP7btWoCWXrKxwyxkT59F/SwnxWCBGLeCMfQ7P1PM+A3HGPuMxeMREdK1huSSnkYjoIPVVGHVWjBgxYsSQ0Da+2CWoDUwecj6rrDmWICJlSghcVVxBC0FEEwKqyq1rRb9+BHftzgJJixxlvsWxIjoaCMFQax2QlK6brzVHTERXAufKimqs9pZWvHL4NXy2uBkX5CYAPBJpvx9822TwSjGWFuKxSIwaAGv7XzBb8NNSL6plmpHUaW141lRHlfZYZcTv3/IGWU6K6FjIWA3EUpZaw7LxiFZbc/D1TokfHiz6e7zoBYgRI0aMGFWBIllhrUPR5ofKVRh2/y5rjjAEska323Qr0DYh7ke3lKB1rWFLEAPgrE3kO6ey5rDuUWecFK8iWNdc18V+6TXv/i2k9/0CHjP7kE0lFqNkMWLEiOECi7p40WzB983Rqu03ndDxwC/tx0cvjW1zYiwyFp/4iVEDiBXRtQbPQcoSgxcRzYE/Q+I5J7JA1hwxYsSIEWN5YCkqoktzrkXhIoXKTFgZwlJDPLx0nLpWYPUVSyr5Y/mo4nMkiA2Ie7mMnT/vKKNjlAVmzSEQ0YQAegLv2DUBoqdw3dYB4Gvh9udn8RFjmaAxtruKsYhQJVitEjoa0lXfZ/UQ160xAAztBJ78z8UuhT9i/qgqiHu3tYblqoi2GxfnxeUb2MV7n+PQihgxYsSIjNGzgWe+sdilUMMsk5xdTCgS0mlhFNEujtRrI0kRHcaaQ3Ugvm1vGQ7cRwwZHpMkXn0QI/YgrhTs0hq6+5lPGhpu3x0/xzE4bLp1ARKlx4jhg3hMGmPZw+cZH9xB/8VY9oiJ6FrDMiWiVcouYabXq9FdqGSFMWLEiBEjPHrX03+1CKYuXkpK0qKKiCYgAWrc8q05QjizCeswIjpuMytCYB8vvr7VBrHU/7oQBVD+dTYB5DOxlceyRWw3FGPRwRTRZxji/sXyBs/pxPc6BmIiuvZgpOjf5hWLW45K4amIdlBbDWxcIcaIESPGsgBTF+tLiCxSKKKjOXNEa8PKVkTHbWVlsIlofmFt9YaWGwwrtMDQq5MW52u/uBepbKyYjREjxnzhDG1nY3JymYMnouNE1zFiIrr2YKSArXcBydxil6QyyP6TVuPCtzGRrTk6pqpQsBgxYsSIsazB1MUhyNaagdKaI1gRHR6yIjpEo8uvwhS8Z9JAsXUUeO2nQLaKCkl7kj4mnxcKTBGtkRBReCHQlksDySU0yRUjRowlhTOpmY1xBoHv9vTUaERlaMQvaTUQE9G1iHS+artqzaXw2vHZqu0vNIyM8JWFAYuJFzgiOuiFHt4H9G+uVukcmHG4cYwYMWIsKySs9ifTtLjliAI+WWFAszTeUQ+8KqyK4E6xSHxqIaw5xD2egYrorjVA24QTqVYN2Ampl7j92hKCYV1zTdMAxNc9RowYtY75S1YYI8biwepH9qwH9JiCjBET0cse939g77zbLCvRNg6MnwP85HOhVvfmgWPVUIwYMWLEiIDOVYCRporWpYK6Nvo32wzgKQBMweluA+/eP4KnHnoZX/jRS8rflZCJT4829xvFaWzTH+GOz7Y/Qydtq0lCA5w1h+lEvulVPkYMAZqVpFDXYyI6RowYtQ/zTGtnY5wZOFP7kTE8ERPRyxwpY5FCkwkButc6RDSz5gjY7IlSt/f+5gVnoMorRowYMZYzCAHaxha7FNHQPgXkOoEXvw/gewDoaaisObIJA+31lLw0ZY9oz7ZSsubQ1OsdhxPNpF4jbisrAq9EX7GbJkZrGQZOvkGXLSU7mSUC3XrWdVKdZIXxIDpGjBjzi7iOibGcsQye77gfUBXERHSMBQEJCAMmAP574RBmkRR/iAXRMWLEiBFjuYMQoK4FfAddA4EmNYIbB5rt1SMhlQMmzgPue4xu77HaHN8t5NttW8lSnYRvZy64K68ngO4Z+jnTBAxup2r+GFUFsUKANT0eOMaIEWMJgMTWHDGWI1g/cnFLUVUsiu3A8kFMRMdYGASItQghOIk0AODjN27EZx9+cYHKZamPlpKXaIwYMWLEWL7g2ktNshLYPtLKrxLBIxpA1+r/v717j7G0Pu8D/v3NZRlYLruLdxcwNrNcAsYG1xhDHDC7BAtZrh1XrtumbYTSVMZKGzU0QlGsNFGpFcmK4zaOWtVFUYTapo1qJ5WSWI2i2F6gNr7FacGq48RxBhMwNrcFluvuzq9/nDOzZ2bnfm7vOfP5SMvMOed9zzxneOac3/uc5zzv4rerzYg+npMduSvOiNYF0p3VF0HJgZsGG8s2Md9e5012nkS7qzz2NwD0z4ZOJgyjpo7Tp9DH4TEMn0I0A3HyZIWr3N7x/c1X7MvNV+xbY4semjk7edP7k12v78/9A8BGlbJkYtTqr3zLb9ncAn+149z5zpMId26j66M3FBgG7nhtrT+nJnTzA6PA6wTjaBzXkeP4mAZHIZqBmJ5sHQCc2Ozf68JZVfs5N3Hv5f27bwDYsI5CcErKaidXa2+2WB/e5OiMsoED3fl0juZox6GQ2r3pmeSiG4YdxbZxfL6Vs1NL/jTMiAaaSWmLseRkhSyz6faAUspPl1LuK6V8uZRycNltU6WU/1hKubeU8iellAva1/9SKeXrpZTDpZT/3KvgGR2T7bOWHz+x8kH1qs9JF92QHHhHcv6b+xQZADTH5eedlSQ5Y8fkKTOiF5x8yaxLv66zwP/dE+/IZ09cs+rJCjtnUtYlRe1x+kjlkN34L5PXXTfsKLaNVxc6oovyDtB8RnMwnqwjWWpThehSykVJ3pvkYJIfS/KxZZv8wySP1FoPJvl3SX6pff2uJP+k1nqo1npbdyEziqbahehjHS3RP3rFvky1D4ZXfdGdnE5mb3QmeQDGXym5/uI9+eeHLs3M9PqF6MVbN9gR/Ujdn4fqxUvr1ee9afHbzp922pSTFTL6Ltu/K0nyI5d0nAvEjGigsTzHMIbGqSN6HB5DA2x2NMc7k3yq1lqTfL+U8nQpZVet9Uj79luT/HL7+/+V5Bfb3+9K8kzX0TKyFk4Sc7yjEP1bP/m2YYUDAI1UUjI92RqesVoheoVK9LIb1v8Zi97w3uTxb7TvZbUZ0UZzMJrO270zd9zyQ8neM5Mnhh0NwDoWRm8pSDNWxrAj2vlTurLZQvS+JA91XH4qye4kRzpufyJJaq3zHV2uJclvl1JOJPlErfV/Lr/jUsrtSW5Pkv379+fw4cObDI2jR4827vc2OzeXJHnypXOSJM8893wWelJWi7Vpj2G7amI+MdrkFL02bjm165kHs+vIXJLkyefnlyzX33fJdObm5vL8U1OZePrRJMmx48czNzeXWiZT6ok8/dz/yXPfeWndn3Pffffm0odbP2fu8OHF1+rk/MVtXnn55cXf7Xnf+/PMvPxkvvfKl/PKzHe6e5ANNm75RHLm89/Ja56cywtPnMjOFx5J0sr55W+qnPwbyMltVrj94Xpv6sT0hn++nKLX5NR4e/HFl5dc7vf/6ybl0+zcXOYnJvPdhsTD1qyUU+cc+UZ2PzOXI0d25sh3R7uAe8Gjf5Edrz6XR499Icd27Bp2OCNr3UJ0KeW6JL/avvj5JB2fbcvuLO0veLZ93dHSqkIfS5Ja60+172t3ks+VUj5Xa3228+fUWu9OcneSXHvttfXQoUNbeTzb2uHDh9O431t9IEny/HMz+dZjT2THzBl5zyUX5IVXj+fNy2P9o88kSfMewzbVyHxipMkpem3scuqvJ5K5F5IkLz/+XCa+f3KJdWD2QOubC67K8b95NV98fC4/esW+zO49szW+av5EZi97a3Lhtavf/8Lr7MGDmbrvS8mFb8vsZYcWX6vrt05uOnP6zMnf7bePJ498NbPX35KcsadXj7Zxxi6fSL63J/nz77dOTP1Ea8zb7M03n7pd+29gwewpefClpNbM3nSoNTZug+QUvSanxtu3v/7HOfrSkcXL/f5/3ah8uvqi5PTdufh0xb1RtmJO/fVkMvd8MvuW1vm/RtlX/jJ54cnMvu2G5My9w45mZK1biK61fiXJoSQppVyV5CNJ/kspZV+SqVrr0Y7N70/ygbTmQ78ryQPt/aZqrceTPJ/k5Tgh7LYzPXlyNMel+84ccjQA0HxlleXS1MREPviOi09escnZexOlJDd/+JTrOz8K/BPXX3TyhotvTs67eqyL0Iyphb+JrsfKlDh8Afptfr41CutE3YbnZNhzYNgR0Ddj9PpZTpmPxxZsajRHrfWhUsqflVK+mOSlJHckSSnlF5Lck+Q3k9xTSrk3yQ+SfLC96z2llNe1f95/qLU+16P4GRFT7UL0sfkTa273hvPPHkQ4ANBAS4tlq86IPsUmZ0Svs9kdt/xQcvCSjkAmkzP3bTAWaJIezaMsEydnpQP0yXz7WPlEtmEhmvE1TicrfOP7k0e/nuzUDd2Nzc6ITq31riR3Lbvuox0X/8EK+/zE5kNjnExNtJ50jq1Rh/6Dn7kxr99zxoAiAoCGKZ0nCywpZYOF6MUF/sYOXMsqBwL/7fYfzhnfGN8Z0GxDvTronTknefGp3twXwCrqfOv13MkKGS9jdLLCM/Ykl71z2FGMvE0XomErpiZbc/mOnVi9m+SqC88ZVDgA0GgrLtUvvDZZ65NFXRbdZs89Mzlrpqv7gGbZwt/E1GmnXvfmH0+efWRT86EBNqvqiGYcjVNHND2hEM1ATE8udETPJ15YAWAF6yzQd+xMXl5jutkGO6JX398BAmNmszl9051Z8e9w5uxk5o09CQlgNfPtEUAK0YyXMeqIpic8wzEQUx0nKwQAVnDeVYvfbqkm3E0h+txL4wCBbW9yOpnUpwMMR22frHBemYZxoiOaZay0GIjpxZMVzieZHG4wANBEM2cnr7sueeQrq2yw3gJ+iwv8m+5MymTywg+2tj80VdUAAYyOhdEc894YZqzoiGYphWgGYuFkhfPVkw8ArK61WN/Sq+VWO6IX5956jQaAYZlvv3n2r3/s6sxeec2Qo4EeWaxDW2fS4jMfDMTCyQoBgDUsNnCusFhfbwFvgQ+rKMmV70v2XDzsQABWtdARfdbOHTn/nNOHHA30io5oltIRzUBMTXY86VzwluSlp4cXDAA0VhejBJysEFa3/8rWP4CGqvOtoRzTkzuGHQr0nnUmbQrRDMRE58Hx5e8aXggSW3kAAA64SURBVCAA0GSLM223UpDudoHvAAEAhqbWpCTT0z5NzBi54JrkB99M9l4+7EhoCKM56K9lH4GsDnIBYA2147/LlbW7SbrtNFnYX8cKAAzcRJlPkkxPTa+zJYyQnecmN/yL5LSzhh0JDaEjmv666gPJ/PHkoU8lSa4/sGfIAQFAg9VuRnP0qCO62xEfAMCWTU0r0wDjyzMc/TUx2fqX5GdvuSzltZcOOSAAaLIGzIjWEQ0AQ7NDRzQwxrS8MDAlJZn03gcArGqtjuh1C8Q9KiDriAaAoTEjGhhnjjQYrAnv7gLA6tozord0rsIeLesUogFgaHZMO2YGxpcjDQZj/njr66QXVQBY1ZoV6HU6nnt2skLLQ8ZFF6NuAIbEaA5gnJmTwGAsFKJ1RAPAGoY4I3qx0G1GNNvMtT+VvHxk2FEAJEkmJo3mAMaXQjSDcWKhI1rKAcCqtjSTY4EZ0bCi9T4tcNb+1j+AJvA6DIwxz3AMho5oANiALk5W2PWBa+3R/QAAWzahIxoYX440GAwzogFgfe2O6C31RXc7I7oqRAPA0BWFaGB8mZPAYNT51lfv7gLAGro5WWGXBeSF12qFaAAYuL//1tflmRdfdcwMjDWFaAZjsRCtIxoAVrXQEb2lWdFddkQvfGrp7PO7ux8AYNMu2HV6Lth1ujeEgbGmEM1gLBxQG80BAGvo4mSF3Y7mmDknuea25EwnbWNMdHXyT4Ah6fb1HKDBFKIZDB3RANCd9Y5Le9FBdc5ru78PaBxFHQCAJvCZDwZjoRA96b0PAFjVmh2c682IVmyDJc6+oPV17xXDjQMAgCQ6ohk0HdEAsLpuRgmYKQlLnbEnufnDw44CAIA2RywMlhnRANAnOqIBAIDm0hHNYE1IOQBYVXuU1Zb6onVEA8DoOnBTcuThYUcB0FeOWBiMA+9ofTW/EgDWsEYJer3XUK+xADC6Zm9I/tY/GnYUAH2lPZXBmL2x9Q8A6I91OqI/f+ehPHn0lQEFAwAAsJSOaACApmiP5li5Mbqj4/myW5PpmdVvX8GB1+zM22b3dBMdAADAlilEAwA0RW1VoM2IBgAAxo0jFgCAUWBGNAAAMMIUogEAmmJhNMdW6IgGAAAazBELAEBjtIZynDa1hSWajmgAAKDBFKIBABrm4r07c+uV5y27VqEZAAAYXVPDDgAAgLb2yQpLSq48/+xc/Jqd6s8AAMBYUIgGAGiMuuTSzPTkyQtGbwAAACPMaA4AgKaodf1tAAAARpBCNABAYyhEAwAA40khGgCgKdbsiDaaAwAAGF0K0QAAjaEjGgAAGE8K0QAATbFWR/QpJyvUIQ0AAIyOqWEHAABAF97yj5PJ04YdBQAAwJoUogEAmmLNGdGr2HFmcsae3scCAADQQ0ZzAAA0xYGbkonJ5LSzVrjRKA4AAGB0KUQDADTFviuSgz+fTE4POxIAAICeUogGAGicFbqfTzlZIQAAwOhQiAYAAAAAoK8UogEAmmbV7mdd0QAAwGhSiAYAGAmK0AAAwOhSiAYAaLp9b0jOvXTl28yOBgAARsDUsAMAAGCZ5cXlN/6d9bcBAABoMB3RAAAjpw47AAAAgE1RiAYAaBzdzgAAwHhRiAYAaBpjNwAAgDGjEA0AAAAAQF8pRAMANI6OaAAAYLwoRAMAjDRFawAAoPkUogEAmsaMaAAAYMwoRAMAAAAA0FcK0QAATXPW+cOOAAAAoKcUogEAmuaSW5JrbltnI+M7AACA0bHpQnQp5adLKfeVUr5cSjm4wu2vL6V8spTyoY7rfqS9zwOllDu6DRoAYKxNTiXnvHbYUQAAAPTM1GY2LqVclOS9SQ4m2ZfkD5Jc13H7jiQfT/JI2m06pZSS5Ffb+z2X5N5Syv+otT7WiwcAALCtObEhAAAwAjbbEf3OJJ+qLd9P8nQpZdfCjbXWV2utfy/Jgx37XJzkr2qtz9RaTyT5w3QUrwEAAAAAGG+b6ohOqwv6oY7LTyXZneTIOvs8scI+S5RSbk9ye5Ls378/hw8f3mRoHD161O+NnpFP9Jqcote2Q07Nzs0lSebaj3PPUw/m7Ofm8tTzf5pdR/4qkydeziMn/ndOTO0cXpBjYjvkE4Mlp+g1OUUvySd6TU6xEesWoksp16U1WiNJPp+lReTdWVpkXsmzK+zz/5ZvVGu9O8ndSXLttdfWQ4cOrRcayxw+fDh+b/SKfKLX5BS9ti1yqj6QJJldeJx/8Wry6LHMXvbW5OFXkldfyOzbb0xmzhlejGNiW+QTAyWn6DU5RS/JJ3pNTrER647mqLV+pdZ6qNZ6KMnvJfm7SVJK2ZdkqtZ6dJ27+MskV5dSziqlTCa5NckXugsbAGAbOveS1tezncgQAAAYLZsazVFrfaiU8mellC8meSnJHUlSSvmFJPfUWh9fYZ9jpZS7kny2vc8na63PdB86AMA2c+4lycGfTyYmhx0JAADApmx2RnRqrXcluWvZdR9ddvmeZZf/MK2TFAIA0A1FaAAAYAStO5oDAIAmK8MOAAAAYF0K0QAAo6goQAMAAKNDIRoAAAAAgL5SiAYAAAAAoK82fbJCAAAG5A3vSYq+AQAAYPQpRAMANNV5Vw07AgAAgJ7QYgMAAAAAQF8pRAMAAAAA0FcK0QAAAAAA9JVCNAAAAAAAfaUQDQAAAABAXylEAwCMpDLsAAAAADZMIRoAAAAAgL5SiAYAAAAAoK8UogEAAAAA6CuFaACAkVaHHQAAAMC6FKIBAAAAAOgrhWgAAAAAAPpKIRoAAAAAgL5SiAYAAAAAoK8UogEAAAAA6CuFaAAAAAAA+kohGgAAAACAvlKIBgAAAACgrxSiAQBGUSnDjgAAAGDDFKIBAEZZrcOOAAAAYF0K0QAAAAAA9JVCNAAAAAAAfaUQDQAAAABAXylEAwAAAADQVwrRAAAAAAD0lUI0AAAAAAB9pRANAAAAAEBfKUQDAAAAANBXCtEAACOpDDsAAACADVOIBgAYaXXYAQAAAKxLIRoAAAAAgL5SiAYAAAAAoK8UogEAAAAA6CuFaACAUXTuJa2vUzPDjQMAAGADpoYdAAAAW3DpO5PX/3AyffqwIwEAAFiXjmgAgFE0MZnMnDPsKAAAADZEIRoAAAAAgL5SiAYAAAAAoK8UogEAAAAA6CuFaAAAAAAA+kohGgAAAACAvlKIBgAAAACgrxSiAQAAAADoK4VoAAAAAAD6SiEaAAAAAIC+UogGAAAAAKCvFKIBAAAAAOgrhWgAAAAAAPpKIRoAAAAAgL5SiAYAAAAAoK8UogEAAAAA6KtSax12DKcopTyR5OFhxzGCXpPkyWEHwdiQT/SanKLX5BS9JJ/oNTlFr8kpekk+0Wtyanu7qNa6d72NGlmIZmtKKV+rtV477DgYD/KJXpNT9JqcopfkE70mp+g1OUUvySd6TU6xEUZzAAAAAADQVwrRAAAAAAD0lUL0eLl72AEwVuQTvSan6DU5RS/JJ3pNTtFrcopekk/0mpxiXWZEAwAAAADQVzqiAQAAAADoK4Xohiul7Cql/E4p5XAp5b5SyoFSyuWllM+WUr5QSvlYx7YfKaXc277+je3rfry979dKKR8e3iOhKbrNqY7b3ldK+dLgHwFN04PnqYlSyq+XUh5oX3/u8B4Nw9aDfLqwlPJHpZT7Sym/MbxHQlNsMqf2llJ+pZTykY7rVtyW7akH+WRtzhLd5lTHbdbmJOnJ85S1OYt6kE/W5iwxNewAWNcZSX6u1vpYKeVvJ7kzycVJ/mmtda6U8qlSyvVJdiTZX2s9WEp5U5KPJXl3km/XWg+VUiaSfLGU8pu11ieG9WBohG5zKqWUySS3DSl+mqfbnPpQkgdrrXcM6wHQKN3m088l+bVa65+UUv5rKeWttdY/HdaDoRE2lFO11i8n+XiSb7f3WfDrq2zL9tRtPlmbs1y3OWVtznLd5pS1OZ26zSdrc5bQEd1wtdbHaq2PtS8+k+SVJDO11rn2db+b5O1Jbk3y39v7fCPJnvb3X2t/nU/yVJJXBxY8jdRtTrX9TJLfHkjANF4PcurdSS5vv8P+sVJKGVjwNE4P8un5JHvaRZ6z2vfBNraJnEqt9bYk9y3sW0qZWm1btqdu8ql9nbU5S3SbU23W5izqQU5Zm7OoB/lkbc4SCtEjopTy2rTeefp4WovWBU8l2Z1kX5LOborj7T/0hf3/WZL7a63PDiBcRsBWc6rdefj2WuvvDSxYRkIXz1PXJfl0rfWmJKcnef9gIqbJusin/5Tk15J8M8mztdbvDCZimm4DObWSvZvYlm1ki/nUub+1OUtsNaeszVlNF89T1uacoot8sjZnCYXoEVBKeU+SX07ywSRPJ9nVcfPutA7En83SP/75Wut8KeWsUsonk/yg1vrRQcVMs201p9L6KPwnkvzsYCJlVHTzPJXk8VrrV9vXfSbJlf2PmCbrMp9+K8kNtdbLk3y1Xexhm9tgTq3kyCa2ZZvoIp9ibc5KtppTpZSZWJuzgm6ep2JtzjJd5pO1OUsoRDdcKeXqJO+ttX6o1vpUrfWlJKe1341KWu9OfjbJ/Uk+0N7nyiR/07793yf5t7XWTw84dBqqy5y6Ja3Z8p8opfxOkktLKb848AdBo/Tgeeq7pZSr2t8fSvLgwIKncXqQT+entUBOku8lmR1U7DTTJnLqFJvZlu2hm3xqszZniS5zytqcU/TgecranEU9yCdrc5ZwssLme1eSd5RSDrcvfzetYe+fLqW8kuT3a63fLKV8K8m7Syn3pzWD50Pt7d+T5KKOsU7/ptb6uYFFTxNtOadqrY+k9a54kqSU8qVa668MNnwaqNvnqTuT3N1+nvq/SX5/kMHTON3m079K8sellGNJXkzyk4MMnkbaUE6tsf9mtmX8dZtP1uYst+WcqrV+JtbmnKrb5ylrczp1m0/W5ixRaq3DjgEAAAAAgDFmNAcAAAAAAH2lEA0AAAAAQF8pRAMAAAAA0FcK0QAAAAAA9JVCNAAAAAAAfaUQDQAAAABAXylEAwAAAADQVwrRAAAAAAD01f8H2+o80vck4ksAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c715339a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(25,7))\n",
    "plt.plot(result.dropna(), label='Predict', alpha=1)\n",
    "plt.plot(sp500_label[result.dropna().index], label='real', alpha=.5)\n",
    "plt.grid(True)\n",
    "plt.legend(fontsize=18)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7133550488599348"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrics.accuracy_score(np.where(sp500_label[result.dropna().index].values>0, 1, 0), \n",
    "                       np.where(result.dropna().values>0, 1, 0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.013483637088667804"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrics.mean_squared_error(sp500_label[result.dropna().index].values, result.dropna().values) ** .5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'1일 후 예측')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c71538f9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = pd.concat((np.exp(sp500_label[result.dropna().index] + np.log(sp500_data['Open'].loc['2001-10-22':].shift(1)[result.dropna().index])), \n",
    "               np.exp(result.dropna() + np.log(sp500_data['Open'].loc['2001-10-22':].shift(1)[result.dropna().index]))), \n",
    "              axis=1)\n",
    "t.columns = ['real', 'pred']\n",
    "t.plot(figsize=(25,4))\n",
    "plt.title('1일 후 예측')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}