pfsspy_notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# import the library that holds all the necessary functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style> div#notebook-container { width: 99%; } div#menubar-container { width: 85%; } div#maintoolbar-container { width: 99%; } </style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pfss_notebook_lib import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# set the necessary variables for getting an hmi map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found pickled PFSS file\n"
     ]
    }
   ],
   "source": [
    "filepath= os.getcwd() #\"/home/chospa/solar_mach/pfss/\"\n",
    "\n",
    "email = \"chospa@utu.fi\"\n",
    "\n",
    "carrington_rot = 2250\n",
    "\n",
    "#dateformat: YYYY/MM/DD\n",
    "date = '2021/10/28'\n",
    "\n",
    "#----User need not touch the function call---------------------\n",
    "hmimap = get_pfss_hmimap(filepath, email, carrington_rot, date)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# settings for producing the logarithmic interplanetary map of objects and corresponding magnetic field lines tracing first back to the potential field source surface, and then down to photosphere"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Either load a csv from Solar-MACH output..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "csvfile = \"Solar-MACH_2021-10-28_16-00-00.csv\"\n",
    "\n",
    "#sc parameters from Solar-MACH\n",
    "names, sw, distance, lon, lat = get_sc_data(csvfile)\n",
    "\n",
    "#title of the figure\n",
    "title = date.replace('/','-')\n",
    "\n",
    "#produce additional dummy field lines in a ring around the pfss footpoint and how many\n",
    "vary = False\n",
    "n_varies = 1\n",
    "\n",
    "#boolean save switch\n",
    "save = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ... or fill the observables manually:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#names of the object(s) (optional)\n",
    "names = ['Stereo A']\n",
    "\n",
    "#solar wind speeds at the objects in km/s\n",
    "sw = [376]\n",
    "\n",
    "#distance to the objects in km\n",
    "distance = au_to_km([0.9583])\n",
    "\n",
    "#carrington longitude of the objects\n",
    "lon = [232.716]\n",
    "\n",
    "#carrington latitude of the objects\n",
    "lat = [7.169]\n",
    "\n",
    "#title of the figure\n",
    "title = date.replace('/','-')\n",
    "\n",
    "#produce additional dummy field lines in a ring around the pfss footpoint and how many\n",
    "vary = True\n",
    "n_varies = 3\n",
    "\n",
    "#boolean save switch\n",
    "save = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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L2LRpU6p1RYSmTZuSK1cutmzZkmIdm81Gx44duXjxIrt3706xTmhoKK1bt2b16tVpjvPZZ59l5cqVbNy4Mcnxb775hs6dO+Pp6ZniefHx8YwaNYo333yT+++/n2+++SbN10zu+eef58knn+Stt94iODgYX19fHn/8cT799FMGDhzI3r17XXXLli1LzZo1+d///pdiW9u2bePUqVO8+OKL+Pj4YFkWRYsWpVu3brccn1JKKZUFtHS+fmKMOZlw0BhzDejv3H0xUf3WOFZa/dEYszpR/ctAP+fuc8muYcORrEpYa9k491McoqeUUkqpGzAme23qtrgt+TR8+HAaNGhAo0aNKFOmzA2TM/Hx8fz6669cuHCBihUrpljn2rVrfPvtt4SEhFCiRIkU6xw9epSJEyemWp6SYsWKUbNmzSS9n9atW8eaNWvo0qVLqudNmzaNY8eO0b59ezp37szYsWO5cuVKmq+bYPv27ezcuZN27dpdV/bUU09hjGHu3LlJjn/88ceMGzeOzZs3X3dOVFQUefLkoU2bNkycOJFdu3alOyallFIqCwp3vqb0DVTCsfIiEuT8OWFM/O8p1F8EXAQeERGvRMd/AioAi0TkI2AhUA744TbiVkoppZS667kl+XT48GFmzJhB586dAejcuTPjx4/n0qVLSep169aNoKAg/Pz8aN26NX369CEiIiJJnQYNGrjq9O7dmw8++AA/P78kdUqXLk1AQAB58+blzJkz180dlVAnKCjItfXo0SNJHN999x2XL18GHImzOnXqUKRIkVTv8ZtvvqFRo0bkyZOH9u3bc+7cOX755Zf0PSjgxIkTAOTPn/+6shw5chASEsLx48eTHC9ZsiSdOnXi9ddfv+6cgIAAVq5cSbFixXjnnXeIiooiIiLitnpmKaWUUllAQm+nwimUJf6FXdL5mvBN1PbklY0xcTiG73kkPtcYswZoDgQAzwO+QENjzIbbCVwppZRS6m7nluRTwlxPjRs3BqBdu3ZcunSJiRMnJqk3fPhwYmJiuHz5Mv/88w8TJky4bo6jWbNmueosWbKEvn37Mnr06CR1Nm/ezPnz51m1ahWnT59OcVhewnxQCduXX37pKmvRogWenp78/PPPXLhwgQkTJtxwmNq+ffuYPXu2K7kWEhJC06ZNU53b6kZCQ0MBOHTo0HVlV69e5eTJk646ib3zzjssWbKEefPmXVdWqFAhhg4dypYtWzh9+jTPP/883bp1488//0x3fEoppVQWMd35+pqI5E44KCIewDuJ6uVyvgY6X8+m0l7C8aDEB40xM4wxZY0x/saYisaY63/RKqWUUuqGjDEYuz17bTr07rbc8eST3W5n5MiRxMTEUKBAAcLDw7nvvvuIj4+/Ye+bqKgoGjdunGrvIcuyqFChAtWrV0+1TsWKFRkwYABdu3bl4sWLaY7Z09PTNfH4jz/+iK+vL02bNk21/ogRI7Db7XTp0oXw8HDCw8OZPXs2CxcuZNu2bWm+LkDx4sUpUqRIir21fvzxR0SEOnXqXFcWFhZG79696dWrF3a7PdX2AwMD6d27N7lz52bdunXpik0ppZTKQn4EZgFFgS0i8o2IDAHWAQ2BHc568WlsL2FlPH2nqZRSSil1m+548un333/n4MGDLFu2jHXr1rm2GTNmsHz58usm9k6we/duZsyYQZkyZVJte/369SxevPiGdTp06ICfnx+fffZZuuJ+9tlnWbp0KQMHDqRz5854eHikWC8uLo7Ro0fTp08fNmzY4Lq/7du3U7JkyXQPbxMRvvjiC7777jsGDBjA6dOnuXTpEpMmTeKVV16hd+/eFC6c0ggDeO211zh58iTTpk1zHdu6dSsDBw5kx44dxMfHc/nyZb766itiYmKoWrVqumJTSimlsgpjjB1oCvQCjuJY+a4zcBCoBpxyVk0Yq57QsymQlOVMVk8ppZRSSt2iO558Gj58OM2bN6dChQquXkHh4eHUrVuXhx9+OMnQtC5duuDv74+fnx/Vq1fnkUce4YsvvkjSXt26dV11mjZtSrt27VJd6Q0cq+L179+fjz76iDNnzriOlyhRAn9/f9dWoECBJOcVLVqUWrVqsXfv3ptONH769GleffXVJPcXHh7Oq6++eksTjzdo0IB58+axaNEiIiMjCQkJYeDAgQwaNIiBAwemep6Pjw8DBgzg5EnXoj8EBASwZcsW6tatS2BgIPnz52f8+PH89NNPVK5cOV1xKaWUUlmJMSbOGPOJc1icjzEmpzGmPrAFKAtcAhJW40joihyVvB3nUL3CQBwpT2CulFJKKaXSQTJr3KKIuBrWsZEqNSLi+tkYIzeoqpRSSt0SEXkWGA6MNcZ0dB7rDHwLjDPGPJ2sfi1gHrDIGFPjDoerlFJK3dVEZEH1stVqzP1shrtDSZc6LzVi8bolC40x0e6OJTtyy4TjSimllFIZTURypnDsIeBDIBZ4N1HRJBwr5P1HRComqu8NDHDufpV50SqllFJK3TtSnrhIKaWUUir7mSsil4BNwHmgNI7Jxq8ALY0xriF0xphzItIVRxJqgYj8CJzGMW9UCefxiSillFJKqdumPZ+UUkopdbeYBAQA7YDXgAeAkUBpY8zs5JWNMb8BNYBFQCvgReCa89z/GJ03QCmllFIqQ2jPJ6WUUkrdFYwx/wf8XzrPWYqjd5RSSiml7hRjMHa7u6NIH/1O6rbckz2fFixYgIdH9sq7RUdHM2DAgJtXVEoppZRSSimllMpC3JJ8io6OxsvLC39/fwIDAylXrhyTJ092la9du5YGDRoQGhpKQEAARYoU4ZlnnknXNUQEX19f/P39CQkJoW7duqxfvz7D7iEyMpLvvvsuw9pTSimllFJKKaWUuhu5redT//79iY2N5dSpUzz55JM88cQTbN++ndjYWOrUqUN0dDT79+/n7NmzzJ07l0qVKqX7GnPmzCE2NpZdu3YRGBhIkyZNMuFOsqdr1665OwSllFJKKaWUUvcoYzfZalO3x+3D7jw8POjRowfx8fFs3LiRbdu2cerUKV588UV8fHywLIuiRYvSrVu3W75GYGAgTz/9NAcOHODUqVOu4xMnTqRo0aIEBgby+OOPc/78eVfZvn37aNasGSEhIRQsWJBXXnmFS5cuAdCkSRP2799Ply5d8Pf3p27dugBcvHiRl19+mYIFCxISEkLz5s3Zv3+/q80ff/yRUqVKERAQQJ48eejYsaOrTEQYMmQIZcuWJSAggJo1a7Jz584k93HmzBlatWpFQEAARYsWZcqUKUnKf/vtNypUqEBQUBClSpXi+++/d5WNGTOGYsWK8X//938UKFCAsmXLArBp0ybq1atHSEgIERERvPnmm5qYUkoppZRSSimlVIZxe/Lp6tWrDBs2DE9PT8qUKUNUVBR58uShTZs2TJw4kV27dl13zpIlSwgKCkqS2LmRM2fOMGbMGAoXLkxwcDAA8fHxzJkzh/Xr17N9+3bWrl3LZ599BkBcXByNGjUiPDycffv2sWLFCpYuXUqvXr0AmDZtGhEREYwcOZLY2FjmzJkDwKuvvsqKFStYsWIF+/btIyQkhCZNmhAfH8/Fixdp3749w4YN4/z58+zevfu6oYTffPMNkyZN4vjx45QuXZqmTZsSHx/vKh87diyvvfYaZ8+e5YUXXuDpp5/m4sWLAMydO5dnnnmGIUOGcPr0acaOHcsLL7zAokWLXOfv3buXw4cPs2PHDlatWsXx48epUaMGLVu25PDhwyxfvpy5c+fywQcfpPWPTymllFJKKaWUUuqG3JZ8GjhwIEFBQRQoUIApU6YwefJkihUrRkBAACtXrqRYsWK88847REVFERERwTfffOM6t1q1asTExBAREXHDazRo0ICgoCBKly7N1atXmTZtWpLyDz/8EH9/f/LkyUPz5s1ZvXo1AH/99Rc7duxg8ODB+Pn5kT9/fgYMGMCoUaNIbdVlu93OuHHjGDBgAPnz58fPz48hQ4bwzz//8NdffwHg6enJ1q1bOX36NH5+flSvXj1JGz179qRYsWL4+Pjw8ccfs2vXLlauXOkqf+KJJ6hatSqWZfHss89y9uxZduzYAcDQoUN5+eWXqV69OpZlUalSJdq1a8e4ceNc53t6evLhhx/i4+ODr68v48aNo0yZMnTr1o0cOXKQP39+3nzzzSTnKKWUUkoppZRSSt0Oty351rdvX/r165diWaFChRg6dCgAZ8+e5euvv6Zbt24UK1aMWrVqpfkas2bNolq1aimW2Ww2QkNDXft+fn6uYXcHDhwgLCwMPz8/V3nRokW5fPkyJ06cICws7Lr2Tpw4weXLlylSpIjrmL+/P2FhYRw4cICHH36YmTNnMnjwYPr27UuRIkXo2bMnTz31lKt+ZGSk62dfX19CQ0M5ePCg61jevHmTxAu4Yt6zZw/z589n8ODBrjrx8fFJElx58+bFy8vLtb9nzx6WLl1KUFCQ65gxJklvK6WUUio7ExELx5dtyTdbCscMYE9hi09+zKT2bZRSSiml0sCAsbs7iHTSX/23w23Jp7QKDAykd+/efPzxx6xbty5dyadbVbBgQY4fP87Fixfx9fUFYPfu3Xh7exMSEgKAZSXtNBYaGoqXlxd79uyhaNGiAMTGxnL8+HEKFiwIOFb5i46OJj4+nqlTp9KqVSsqV67sqr93715XexcvXuTEiRMUKFAgTTEXKlSIjh078vrrr6daJ3nMhQoVonbt2syYMSNN11BKKaUyk4gI4AX4AwHOzT/Za2o/+4tIgGVZQSLib4wJsNvtvs72Mpqx2WwXLcuKBWLtdvs5u91+FogFzid6Te3n5MdijTH6zY9SSiml7lpZLvm0detWJk+ezOOPP06RIkW4du0ao0ePJiYmhqpVq96RGCpVqkSxYsXo2bMnn3zyCTExMfTv359OnTq5Ejjh4eGuIW/gSOx06NCB/v37c9999xEUFETPnj0pWbIklSpV4tixYyxZsoTatWsTGBjo6m1ks9lcbXz66adER0eTP39++vTpQ5EiRahcuXKaYn7llVfo1KkTVapU4ZFHHnFN4G6MoWLFiime06FDBz755BNGjRrFU089RY4cOdi7dy/bt2+nfv36t/j0lFJKqaRExAaEAXkTbfkSfrYsK59lWflFJMwYk6b3JjabDT8/v3h/f38CAgLImTOnlTNnTgkICCDhmL+/P76+vnh4eGBZ1nWbzWZz/Swi7N69m8jISOx2O3a7nfj4eNfPiberV69KbGys3/nz5/1iY2PznD9/nvPnz3Pu3Dn7uXPnzPnz57lw4YJcunQpzdMbeHh4nBeRo3FxcQeBI87tcKKfjwCHjTHnb9CMUkoppVSWlOWSTwEBAWzZsoW6dety4sQJvLy8KFGiBD/99JMrEbN48WIaNGjAli1bbjrv063w8PBg+vTpvPTSS0RERODt7U3Lli358MMPXXX69evHiy++yGeffUaVKlWYNWsWn376KX369OGhhx7iypUrPPLII0ydOhWbzYbdbmfYsGF06dKFuLg4ChYsyNixY5MMtevSpQstW7Zk9+7dlC9fnilTpiRJTt1I3bp1+eabb3j99dfZtm0blmVRunRp3n333VTPCQ8PZ/78+fTp04f//ve/XLp0icjIyNtaWVAppdS9Q0Q8gXCSJpVciSXLsvJblpUPCCGFeSaDgoLi8+XLJwUKFLDy5s1LeHg4gYGBruRR8kRS4mNeXl4JSa0Ms2DBAqKjo2+niST3mLDgSEJyKjY2Nslr4p9PnToVcOTIkYBDhw4VO3TokP3YsWPWlStXJPkFbDbbJcuyEiepkieoEo7F6NBApZRSWZYBY89mv6ayWbhZjWTW+xIRcTWs731uTkRYvHhxqnNU3a0cIywcjDHXvclWSinlXiLiBRQBohJvNputVHx8fGgK9QkODo7Ply+f5M+f38qbNy/58uUjb968ri1fvnzkyZMnyTyEWUEGJJ8yjDGGs2fPcvjwYY4cOeLaEu8fPHgw/siRIyn2sBKRK5Zl7YuPj/8H2J5sO6aJKaWUUu4iIguqP/hIjd8/meLuUNKlfs9mLN6wbKExJtrdsWRHWa7nk1JKKaXuLOek3AVJlmDy8PAo5TzuSm7kzp07vmTJklZUVJQUKlSI5MmlPHny4OHhkaE9ku5FIkJQUBBBQUHcd999qVWzgWPxkeTJqcOHD3vt2rUrauvWrUV37dplXbt2zfUFj2VZF2w223a73b6VpEmpHcaYs5l9b0oppZS692jySSmllLoHOCfzDuH6HkwlRaSoMcbVDcnHx8ceFRWFM8lEwla8eHFy5cqliaUsJmE4YlRUVErFtvj4ePbv38/27dsTNr/t27eX++effx48ePCgLXEnKA8Pj5N2u/0fY0zy3lK7jDFX7sgNKaWUUuquo8mnLEJ7vyullMoozp5MUUAFoIKIVLDZbGXj4+NzJtSx2WymSJEi9pIlS9oSJ5iioqLImzevlXhYtMrebDYbhQsXpnDhwtSrVy9J0eXLl9m1a1fixFTItm3bqm3duvWRU6dOJU402j08PPbHx8evBtYkbMaY03fyXpRSSt1FjN3dEag7SJNPSimlVDbmnHS7BP8mmipallXObrf7Anh5eZkyZcpQrlw5KVmypCvBFBkZKTo8Tnl7e1O6dGlKly6d+LAAtpiYGHbs2JGQlLI2b94c+ddffxU8cOBA64SKHh4eB+Lj4/8iaULq1J29C6WUUkpldZp8ukd9+OGHfPrpp1y4cIH58+fz0EMPuTskpZRSN+FMNJXk+kSTD4CXl5e9XLlyUqFCBalQoQIVKlTgvvvuEw8P/XWv0i8oKIiHHnoo+XsE2+nTp/n7779Zs2YNa9asKfjXX3/l27dvX6uECh4eHgdTSEidvMPhK6WUUm4jIo2Al4H7gGAcq9GuAQYbY5anUP8RoB9QBfAGdgKjgM+NMfF3Ku7M5JZ3o7t376Z3794sXryY2NhYcuXKRcWKFZk4cSI5cuTAbrczcOBAxo0bx9GjR8mRIwclS5ZkwIAB1KxZM03XuHjxIv369WPy5MmcOnUKX19f7r//foYOHcoDDzyQyXeYMTLiOaTk4MGD/Pe//2XTpk03msRUKaWUG4mIByknmrwBvL297eXKlZOKFSu6Ek0lS5a0NNGkMlvu3LmpXbs2tWvXTjhkO3PmTOKEVIFVq1bl3bNnT8uECh4eHodTSEgdd0P4SimlVKYSkY+AN4BTwG/ASaAY0AxoJSIdjDHfJarfDJgMXAYmAqeBJsCnQFWgzZ2MP7O45R1qw4YNqVu3Ltu2bSNnzpwcOnSI6dOnu+Y9+uijj5gwYQJTp06lVKlSnD9/nqVLl+Lj45Pma7z66qts3bqVRYsWUahQIWJiYpg3bx6Z9abcGEN8fHyGtp8RzyG5a9eusXfvXizL0sSTUkplISLiCzwMRItITcuyKtrtdi9wTABevnz5JD2aSpYsadlsOmpOZQ25cuXiscce47HHHks4ZIuJiWHt2rUJCal8q1atarJr167mCRU8PDyOxMfHLwQWOLftRifBVEqpe4IxBmPPXnM+peVXlIiEA72AY8CDib9oEZGawJ/Au8B3zmM5gRFAPBBtjFntPN7fWbe1iPzHGPNjxt7NnWfdvErGOnXqFNu2baN79+4EBgYiIhQoUIDu3bvj5eVYaGfZsmU0adKEUqVKAY5VXOrXr0+VKlXSfJ1ly5bxxBNPUKhQIcDRdbxVq1auNgEWLlxI5cqVCQwMpGTJkgwfPtxVtmDBgusSSW+//Xbib/kQEYYOHUrFihXx9fVl9erVxMbG0qtXL4oUKUJAQAClS5dmyZIlAMTFxfH+++8TFRVFUFAQVatWZc2aNTe8hxs9h7179yIiHDx40HXOmDFjKFasmGs/MjKSd999l5o1a+Ln58eECROoU6cO8fHx+Pv7U7RoUQCGDh1KyZIlCQgIICIigjfffJP4+H979504cYJnnnmGiIgIcubMSYUKFdi2bRvg6GXWq1cvChcuTO7cualfvz47d+5Myx+TUkrds0TEV0QeE5H3LMtaIiJngT8sy+pbsWLFh1966SWv8ePHs2XLFs6fP28tWbJEhg4dSocOHShdujSaeFJZXVBQEDVr1qRXr1788MMP7Ny50xYTE8P8+fMZNGgQrVu3zhsWFtYG+BrYarPZjonIDyLSTURKiM56r5RSKvsphCPPsjJ5D19jzHzgPBCa6HBr5/6PCYknZ93LOIbhATyXqRHfIXe851NwcDClS5emS5cudO/enYoVK1KqVCkSv7949NFH+eCDD8iVKxfVqlWjfPny+Pn5JWmncePGRERE8OWXX6Z4nUcffZQPP/yQa9eu8fDDD1OmTBlXcgtgz5491K9fny+//JL27duzevVqGjZsSO7cuWnTJu292r799lt+/fVXIiMjiYuLo0OHDhw+fJh58+YRGRnJzp07Xff2v//9j3nz5vH7779TqFAhxowZQ7169dixYwe5cuVK8R5u9hzSYsSIEUydOpWyZcty+fJlChUqRO3atYmNjXXVKVCgALNmzSIyMpJ169ZRv359IiMj6datG3a7nWbNmpE3b15WrVpFaGgomzZtIiAgAIAuXbpw7tw5VqxYQa5cuRg4cCCNGzdm48aNeHp6pjtepZS6G4mID46eTTVFpKaIVDbGeFiWZSpUqGBq1qxpRUdHU7VqVcmZM6d+6FZ3pcDAQKKjo4mOjgbAGGPbuXMnCxYsYMGCBaF//PFHm+PHj/8HwGazHReRefzbM2qH9oxSSimVxe0ArgKVRCQk8ZyHIvIoEIBjKF6CWs7X31NoaxFwEXhERLyMMVcyJ+Q7wy3D7hYsWMDgwYMZMmQImzZtIigoiBdffJF+/fohIvTq1Yu8efMyYcIEPv74Yy5evEj9+vX54osvKFiwIADTp0+/4TWGDBlCqVKlmDx5Mv369cNut9O6dWuGDBlCrly5+OGHHyhfvjydOnUCoEqVKnTr1o2RI0emK/nUq1cvV++hU6dO8dNPP7Fp0yYKFy4MQPHixQFHF73PP/+cGTNmUKRIEQCeeeYZhgwZwowZM2jXrl2Kbd/sOaRF165dKVeuHECqQ/ZatXLNE0q5cuVo37498+bNo1u3bqxevZpVq1Zx8uRJAgMDAXjwwQcBOHnyJD/88AP79u0jT548ALz11lsMGTKElStXUq1atTTHqZRSd5NEyaboRMkmT8uyqFChgl2TTUo5epEXL16c4sWL07VrV4wxth07diQko8LmzZv3+PHjx58ETUYppdTdJrsNu0sLY8xpEekNDAa2iMhvOOZ+Kgo0BeYC3RKdUsL5uj2FtuJEZA9QGigC/JOJoWc6tySfQkJCeP/993n//fe5ePEiP/30E127diV//vx07twZEaFdu3auhMyaNWvo3Lkzbdu2ZdGiRWm6hqenJy+88AIvvPAC8fHxLF68mA4dOvDyyy8zbtw4Dhw44EoCJShatChTpkxJ171ERka6ft67dy8AUVFR19U7efIksbGxNGnSJEkvr2vXriUZNpdYRjyH5DGm5ocffmDw4MHs3r2buLg4rl69mmR4X1hYmCvxlNiePXuAf5NRie/rwIEDaY5RKaWyuxslm8qXL2+vVatWQrKJnDlz3vFh70plByJCVFQUUVFRPPvsszdLRh1LlozaqckopZRSmSyviKxOtP+NMeabxBWMMUNEZC+O1eq6JiraCYxJNhwv4UP22VSul3A86JYjziLcviSOr68vHTt25PPPP2fdunUp1qlQoQJdunShb9++t3QNm81GdHQ0bdq0Ye7cuQAULFiQmTNnJqm3e/duV48if39/4uPjuXLlimu43uHDh69r27L+/fyQkOTZsWPHdZN5h4SE4Ofnxx9//JF8yeI0S/4c/P39Abhw4YKrzs1iTMmBAwdo164dv/zyCw0aNCBHjhz06tWL1atXu+7r+PHjnDt3jpw5cyY5N2FOrR07dhAaGnpd20opdTcTkSigqYg0EZGHE5JN5cqVcyWbqlWrpskmpW7RTZJRef74448nTpw48RS4klGzgGnAHGNM7I1bV0oppdLtiDEm+kYVROQN4H3gM+AL4CiOFYw/AL4XkbLGmDfSeL2EnivZ/suVO/5m+MyZM7z55pts2rSJa9euERcXx+TJk9m0aRPVq1cHYPDgwcyaNYuzZx1Jvh07djBu3DhXeVq89dZbLFq0iNjYWIwxrF27ll9//dXVxpNPPsmaNWsYN24ccXFx/PXXXwwfPpxnnnkGgBIlSuDv78/IkSOx2+0sWbKESZMm3fCaYWFhtG7dmh49erB3716MMezcudM179PLL79Mr1692LFjBwCxsbHMnj07xYRRWp5DSEgIhQoVYtSoUcTHx7Nx40ZGjBiR5meUIDY2FrvdTmhoKJ6enqxYsYLx48e7yitWrOhKfB0/fhy73c7GjRs5cuQIYWFhPPXUU/To0YNDhw4BEBMTw6+//ppkTimllLobiIiHiFQXkf/z8PDYAWwD/u/++++v1qtXL88ZM2Zw5swZVq9ebX388cc0bNjwuqS9UurWJSSjnn32WSZMmMCxY8dsW7du5euvv6Z169Z5cubM2QGYLCKnRWSmiDwnIgXcHbdSSql7g4hEAx8BU40xrxljdhtjLhpj/gZaAIeAniKSMAwroWfT9cOMHHImq5dt3fHkU44cOTh+/DgtW7Ykd+7chIaGMmDAAD7//HPXXEs5c+bkvffeo0iRIvj7+1O7dm0qVKjA2LFjXe00aNCA7t27p3odLy8vXnnlFQoUKEDOnDlp06YNrVu3ZtCgQQAULlyYmTNn8sUXXxAcHEz79u159913efzxxwHHynKjR4/mk08+ITAwkKFDh/L000/f9P5GjRpF2bJlqVGjBgEBATRr1oyjR48C8M4779CsWTOaNWtGzpw5KV68OF9//TX2VMa6puU5jB07lunTpxMYGMhrr73mSp6lR6lSpVyxBQUF8eGHH/Lkk0+6yi3LYurUqfj4+FC2bFmCgoLo1KkT58+fBxwTmpcoUYLo6GgCAgJ44IEH+Pnnn5MML1RKqexKRHKKSGsRGWdZ1glgkYeHR89atWoV/eKLL9i7dy8bNmzQZJNSbiAilChRgm7duvHjjz9y8uRJa/78+bzyyiuehQsXrgt8CRyw2WxrReRtESmvq+gppVQWYAzYs9mWtpHdjZ2v86+/ZXMR+AtHHqac8/A25+t1c/eIiAdQGIgDdqfzCWc5kllD40XE1bAOv1epSfz+zxijbwaVUlmCiEQATUSkKVDLGOORK1eu+MaNG9uaNm1K3bp1Ncl0F1qwYIFrFTaV/Rlj2Lp1K9OmTWPKlClm+fLlYozBZrMdiY+PnwJMBeY7l7NWSil1h4jIgmr3V6kx68MbjyzKahr0ac2STSsW3mjYnYh8DrwAvGeM+V8K5YuBakBTY8w0EekMfAuMM8Y8naxuLWAesMgYUyMDb8Ut3D7nk1JKKeVuImIBFYAmlmU1Bx4AKFasWHzz5s1tTZo04eGHH7Z5eOivTaWyCxGhVKlSlCpVijfeeENOnDjBzJkzmTp1at5Zs2Y9e+nSpe6WZV0Skd9xJKJmGGNOuDtupZRS2dpiHMmnZ0VkuDHmUEKBiDQAqgKXgWXOw5NwDNP7j4h8boxZ7azrDQxw1vnqTgWfmfRdtFJKqXuSc3W6x4CmNputWXx8fJhlWVStWtU0a9aMJk2aEBUVZXN3nEqpjBEaGsrTTz/N008/zeXLl60FCxYwdepUn99++63pkSNHWgDGZrOtsNvtCb2iturqeUoplXmMSXn6mWxuEvAHUBv4R0R+xTHheCkcQ/IE6GOMOQVgjDknIl2d5y0QkR+B00BToITz+MQ7fheZQJNPSiml7hnOb5EaA09ZltXQbrd7+fn52Rs2bGg1bdqUBg0aEBwcrEOAlbrLeXt7U79+ferXr8+wYcNs69atY+rUqTJlypTKa9eufRj40Gaz7RGRicD3xphN7o5ZKaVU1meMsYtIQ+B54D84Jhn3xZFQmgl8ZoyZk+yc30SkBtAXaAV4AzuB15z174ovQjT5pJRS6q4mIjagBtDWsqzH7Xa7f548eeLbtGlja9q0KTVq1LBy5Mjh7jCVUm4iIpQrV45y5crx1ltvWYcOHWL69On89ttvhefMmdPbbrf3sdlsG+12+3jgB2PMQXfHrJRSKusyxlwDhji3tJ6zFGiYSSFlCZp8ygK6d++Oh4cHX3zxhbtDUUqpu4JzNasHgXY2m61dfHx8uJ+fn71NmzZWu3btiI6OttlsOqJOKXW9/Pnz061bN7p168bx48flp59+4rvvviu9cuXKj4GPLMtaaIwZD0w2xmT7pa+VUkqpO8Fyx0Wjo6Px8vLC39/ftXXp0gWAMWPGYFmW63hERASvvPIKV65cSXP7IoKvr2+S9seOHXvbce/duxcR4eDBjP3C6+uvv05X4qljx46u56WUUupfIhIhIn1sNttmYJ3NZuvZqFGj8IkTJ3LixAlr9OjRPPbYY2jiSSmVFmFhYbzwwgusWLHC2rFjB2+//bYUKVLkUeBbETkuIj+LSDMR0e6TSimVXnaTvTZ1W9zW86l///7069cvxbIiRYqwc+dOANatW+da0vrdd99Nc/tz5syhWrVqGRKrUkqprEtEcgFtRKQdUB2gcuXK9vbt29OmTRsJDg52b4BKqbtCsWLFeOutt/jf//5nrVq1iu+//z7H999/3+LUqVOtLcs665wk9ntgqblLZ9FVSimlbpVbej6lR9myZXn00UdZu3ZthrS3cOFCKleuTGBgICVLlmT48OFpLi9TpgwAJUqUwN/fn/feew9w9LQaMmQIZcuWJSAggJo1a7qSZwAXL17k5ZdfpmDBgoSEhNC8eXP279/vKk/ek0lE+PLLL3nooYcICAigSpUqbN26FYCPP/6Y77//nrFjx7p6dcXHx2fIs1FKqexCRLxFpJWI/CIix4DhxYsXrzpgwAB2797N0qVLre7du6OJJ6VURhMRKlWqxNChQzl69Kht1qxZPPnkk4He3t5dgUU2m22fiLwvIve5O1allFIqq8jSySdjDGvXrmXhwoU89NBDACxZsoSgoKAkyZu02rNnD/Xr16d79+6cOnWKMWPG8Oabb/Lzzz+nqXz9+vUAbNu2jdjYWPr37+9q+5tvvmHSpEkcP36c0qVL07RpU1dS6NVXX2XFihWsWLGCffv2ERISQpMmTW6YNBozZgyTJ0/m5MmTFCxYkBdffBGAN954g7Zt2/L0008TGxtLbGysDh9RSt0TRMQSkWgRGWlZ1nFgUlhYWNNXXnnFc/Xq1WzdutXq27cvhQsXdneoSql7hIeHB/Xr1+e7777jxIkT1nfffUft2rXzW5bVB9hss9nWi0hPEcnn7liVUkopd3Jb8mngwIEEBQW5thUrVrjK9uzZQ1BQELlz5+bxxx+nc+fO9OnTB4Bq1aoRExNDRETEDdtv0KCBq+2QkBAAfvjhB8qXL0+nTp3w8PCgSpUqdOvWjZEjR6ap/EZ69uxJsWLF8PHx4eOPP2bXrl2sXLkSu93OuHHjGDBgAPnz58fPz48hQ4bwzz//8Ndff6Xa3uuvv05ERAReXl507NiR1atX3zQGpZS6G4lIIREZYLPZDgDzfX19O7Vr1y5gzpw5HD582DZ48GAqVKiAY45xpZRyD39/f9q2bcvvv/8uhw8flqFDh1K+fPn7gUHAQcuy5onIEzo/lFJKAcZgjD1bbRid9+l2uC351LdvX2JiYlxblSpVXGWFCxcmJiaGM2fOsGPHDj766CPSuwz2rFmzXG2fPHkSgAMHDlCkSJEk9YoWLcqBAwfSVH4jkZGRrp99fX0JDQ3l4MGDnDhxgsuXLydp19/fn7CwsBu2mzdvXtfPfn5+nD9//qYxKKXU3UJEbCLSRERmAHssy+pbr169fD/88AMnTpywxo4dS506dbTnp1IqS8qTJw8vvfQSq1atsrZt28Zbb70lBQsWrAH8aLPZDonIByJS5KYNKaWUUneJLD3sLqMVLFiQPXv2JDm2e/duChYsmKZyy0r9ce3du9f188WLFzlx4gQFChQgNDQULy+vJO3GxsZy/PhxV7vpdaM4lFIqOxOR/CLyP5vNth+YmidPnnr9+/eXPXv2MGPGDP7zn//g6+vr7jCVUirNoqKiePvtt9mzZ49t1qxZNG7cOMQ5LG+nZVm/i0hzEXHbIkBKKaXUnXBPZTGefPJJ1qxZw7hx44iLi+Ovv/5i+PDhPPPMM2kqDw0NxbIsduzYcV3bn376Kbt27eLy5cv06dOHIkWKULlyZSzLokOHDvTv35/Dhw9z8eJFevbsScmSJalUqdIt3Ud4eDi7d+/GbteFVJRS2Z9zLqd6IvKriOwH3qlVq1beX375hQMHDtjefffdmw61VkqprM6yLOrXr89vv/3Gvn37ePvttyU8PLw28KvNZjsgIu+IyK19M6mUUtmR3Z69NnVbsl3yafHixfj7+9/ShOOFCxdm5syZfPHFFwQHB9O+fXveffddHn/88TSV+/j48N577/Hkk08SFBTEwIEDXW136dKFli1bEhoayvr165kyZYprOMinn35KxYoVeeihh4iIiODIkSNMnTr1loeLdOnShQsXLhAcHExQUJCudqeUypZEJLeI9LLZbLuB34ODg5u88cYb1s6dO5kzZ460aNECT09Pd4eplFIZrkCBArz11lvs37/fNmXKFOrUqZNHRP4H7BWRKSJSW3QiO6WUUncRMZk0aZaIuBrOrGtkFSLC4sWLqVatmrtDyXYSv68yxuibLKXuASJSBnjBsqz2drvd69FHHzU9evSQFi1apHt+P6Uy0oIFC4iOjnZ3GOoetXfvXkaMGMHw4cPjT506ZbPZbNvj4+M/A8YZY3TyT6XUXUNEFlQrXbnGjPcmuDuUdGnU/ymWbF650BgT7e5YsqNs1/NJKaVU9iMiniLyuM1mWwys8/b27tylSxevDRs2sHDhQnniiSc08aSUuqdFRkYycOBADh06ZBs3bhzlypUrBnxhWdYREflMREq4O0allFLqVmnySSmlVKYRkTwi0t85gfjEiIiIhz/55BMOHz5sDR8+nAceeMDdISqlVJbi5eVF+/btWbVqlbVy5Uratm3r5+np+QKw1bKsOc6VQHWpT6VUtmaMwdjt2Wu7y0d0ZTZNPmUAY4wOuVNKqUREpLSIjBORg8C7jz32WJ7p06eza9cu22uvvUauXLncHaJSSmV5lSpVYty4cRw8eFAGDBhAeHh4LWCqzWbbJSIviogu/6mUUipb0OSTUkqpDCMiVURkCrDJx8en7Ysvvuixbds2Zs+eLY0aNcKy9NeOUkqlV1hYGH379mXfvn22n3/+mcqVK0cAn9lstv0i0ldEgtwdo1JKKXUj9+SnABFhyZIlt9WGv78/y5cvz6CIlFIq+xKHujabbQGwPCgoqPHbb7/NgQMHrKFDhxIVFeXmCJVS6u7g6elJ69atWbp0qSxevJi6devmBgZYlnVQRD4SkXB3x6iUUmlmt2evTd0WtySfoqOj8fLywt/fn8DAQMqVK8fkyZPTfP6YMWOwLAt/f3/8/f2JiIjglVde4cqVK5kYdVKxsbE8/PDDgGN1HA8Pjzt2baWUygpExBKRVpZlrQFmh4WFVRs8eDAHDhyw3nrrLYKDg90dolJK3bWqVavGzJkzZd26dTz++ON+lmW9ISL7ROQrESni7viUUkqpxNzW86l///7ExsZy6tQpnnzySZ544gm2b9+e5vOLFClCbGwssbGxTJ06lQkTJjBw4MBMjNjh2rVrmX4NpZTKykQkh4h0stlsW4FJkZGRZUaMGMHevXttr776Kv7+/u4OUSml7hllypThhx9+YNu2bXTt2jWHp6dnNxHZISLfi4iu6qCUUipLcPuwOw8PD3r06EF8fDwbN268pTbKli3Lo48+ytq1awHYsGEDtWrVIleuXBQpUoQBAwYQHx+f4rkHDx6kfv36hIaGEhgYSPXq1VmzZo2r/O2336ZWrVr06tWLPHny0LRpU+DfoXuHDx+mQYMGxMfHu3pijR07lieeeIKXX345ybVGjRpFsWLFdJZ8pVS2JCJ+IvKyzWbbA4wqXbp00YkTJ7J9+3arS5cueHl5uTtEpZS6ZxUrVozhw4ezd+9eee211ywfH5//ABtEZKqIPOzu+JRSSt3b3J58unr1KsOGDcPT05MyZcoA0KNHDxo3bpym840xrF27loULF/LQQw9x9uxZ6tSpQ82aNTl69CgzZsxg1KhRDB48OMXz7XY7PXr0YN++fRw9epTy5cvTsmXLJD2cFi1aRN68eTlw4MB1wwPz5cvHrFmzsNlsrp5YTz/9NN26deO7775LMhRw5MiRdOnSBRFJ72NSSim3EZFcItLfZrMdAIY88sgjeWfNmsW6deusxx9/HJtNV/xWSqmsIl++fAwaNIiDBw9a77zzDrly5WoELLMsa6GI1BN9I6qUyhIMxmSvDbQTye1wW/Jp4MCBBAUFUaBAAaZMmcLkyZMpVqwYAF9++SXTp0+/4fl79uwhKCiI3Llz8/jjj9O5c2f69OnDjBkzyJEjB/369cPLy4tSpUrRu3dvRo4cmWI7ERERNG3aFF9fX3x8fBgwYAD79+9nx44dSer07NmTHDly4OubthVta9asSXBwML/++isA//zzD6tXr6Zjx45pOl8ppdxNRPKKyP9ZlnUQeLdevXpBS5YsYdGiRVK/fn1NpCulVBaWO3du/ve//3HgwAHr008/JTw8vCrwu2VZf4tIGxHRbw6UUkrdMW5LPvXt25eYmBiOHz/OsmXLaNKkSbrOL1y4MDExMZw5c4YdO3bw0UcfkSNHDg4cOEBkZGSSD0VFixblwIEDKbZz8uRJOnToQEREBDlz5qRgwYIAnDhxwlUnMjIy3fcnInTt2tWV9Bo5ciSNGzcmPFwXIVFKZW0iUlREvhaRfZZl9XriiSd8169fz4wZM6Rq1aruDk8ppVQ6+Pn58corr7B3717bt99+S5EiRR4EfrLZbFtF5BkRyeHuGJVSSt393D7sLqMVLFiQffv2JZlXaffu3a6kUnJvvvkmR44cYeXKlZw7d86VpEp8vmXd+DGlVt6xY0eWLl3Ktm3bGD9+PF27dk3v7Sil1B0jIoVFZByw3dPT89lnn33Wc/v27UyYMIEHH3zQ3eEppZS6DTly5KBz585s3brV+umnn7j//vuLACNtNtteEekmIp7ujlEppdTd665LPjVq1IjLly/z/vvvc/XqVbZt28ZHH33EM888k2L9c+fO4evrS65cuYiNjaV3797pvmZ4eDjx8fHs2bMnyfHQ0FCaNWvGk08+iY+PD/Xq1bule1JKqcwkImEiMlREtnt5ebXr2bOntXfvXvn6668pWrSou8NTSimVgWw2G23atGHt2rXW77//TqVKlfIAX9tsti3O4Xg6ploplfkMYLdnr02nfLotWTL51L17dxo0aHBL5wYGBjJnzhz++OMP8uTJQ7169ejQoQOvvfZaivXfeecdjh8/TnBwMA8++CCPPPJIuifPjYqKokePHlSqVImgoCDGjx/vKuvWrRtr166lc+fON+1BpZRSd5KIBIjI25Zl7bEs68UuXbp47Ny5UwYNGkS+fPncHZ5SSqlMJCLUq1ePpUuXWlOmTCEqKqoI8JNlWatF5DF3x6eUUuruIomHl2VowyKuhjPrGtnBnj17KF68OHv27El16N+9LPGXa8YY/aZNqTtARLyAbjab7X/x8fHBrVq1YsCAAZQsWdLdoSnlVgsWLCA6OtrdYSjlFvHx8YwfP55+/frFHzp0yCYifxhjehtj/nZ3bEqpu4uILKha6qEa0/831t2hpEvjd59m6T+rFhpjot0dS3akXXEyUVxcHB999BEtWrTQxJNSyu1ExBKRdjabbTswtHr16rlXrlzJpEmTNPGklFL3OJvNRseOHdm5c6dt8ODBBAUF1QLWiMiPIlLM3fEppe42BmPs2WrTcXe3R5NPmWT16tUEBgaydOlSBg0a5O5wlFL3MHFoaFnWemD8/fffX2D27Nn8+eefUqlSJXeHp5RSKgvx9vbm1VdfZc+ePVa/fv3w9vZuIyJbReQrEcnr7viUUkplT5p8yiQVK1bkwoULbNy4kUKFCrk7HKXUPUpEHrYsayEwo1ChQvf98MMP/P3331bdunXROWWVUkqlJjAwkPfee489e/ZYzz33nM1ms3WzLGu3iAwUkUB3x6eUUip70eSTUkrdhUTkPhH5DVgWHBxcddiwYWzdutX6z3/+o4sfKKWUSrPw8HCcv0Pk8ccf9wb+a1nWXhHpKSLe7o5PKaVU9pCZn0BcAyLj4uIy8TIqu0r290IH0CqVAUSkoIiMAjb6+/s3GTBgALt377Z69OhBjhw53B2eUkqpbKpYsWI4e89Su3btQGCQzWbbJSKdRcTD3fEppbIZA8Zuz1abfmK9PZmZfDqZ8MOMGTMy8TIqu0r29+KEu+JQ6m4gIsEiMkhEdnp6enZ87bXXrD179lh9+/bF39/f3eEppZS6S5QrV47Zs2fLn3/+Sbly5cKBb2022yYRaS46nlsppVQqMvNbiuVAU4DmzZtn4mXUXWKFuwNQKjtyftv8nGVZA4GADh068M477xAREeHu0JRSSt3FatasyV9//WX98ssv9OnTp/jOnTt/tSxrsYg8b4zZ6O74lFJKZS2Z2fPpBeB8Jrav7h7ncPx9UUqlg4hUtSzrb+CzWrVq+a9fv57Ro0dr4kkppdQdISK0atWKf/75x/r6668JDAysKiLrRORTnZRcKaVUYpmWfDLGHAC6AhsBe2ZdR2Vrdhx/P7o6/74opdJARPKIyBhgSd68ee+bNGkSc+bMkfvvv9/doSmllLoHeXh40K1bN3bs2GF169bNEpFXbDbbDhFpp0PxlFKpspvstanbkqmTAxpjJgITM/MaSil1r0g8xM6yLP/XX3+dvn372vz8/NwdmlJKKUVwcDBfffUVzzzzDD169AhetWrVeMuyujmH4m1wd3xKKaXcR9fbVkqpbEBEqlmWtRb47LHHHvPftGmTvP/++2jiSSmlVFZTsWJFVqxYYY0YMYLAwMBHRGStiAzRoXhKKXXvyrzkk0gnRPYiYkfE6KZbFtzsiBxHZAoiBTPt34JSt8E5xG4ssDhv3rylJk+ezOzZs6VEiRLuDk0ppZRKlWVZdOnShZ07dyYMxXvZORSvvQ7FU0oZYzB2e/bajA69ux2Zk3wS6QR8CxQC9JeLyqoECMWxKuNmRJ5wczxKuYiIh4i8ZFnWTg8Pj/b//e9/2bZtm61ly5boe3allFLZRe7cufnqq6/466+/KF++fDAwzrkqXhl3x6aUUurOyayeT2+hSSeVvQQAfd0dhFIAIlLdZrOtBYY+9thjfps3b5aBAwfqEDullFLZVsJQvJEjRxIYGPgw8LeIDBWRIHfHppRSKvNlVvLp33W+9+4FY3TTLett167BlCmJ/96WzqR/D0qliYiEi8g4YFHiIXZRUVHuDk0ppZS6bZZl8cwzz7Bz507rueees0TkJedQvA46FE8ppe5umZV8+veXR6FCmXQJpW6Thwc0bZr4iE7Ar9zCOcTuZcuydnh6erb773//y9atW3WInVJKqbtS7ty5+fLLL1m1ahUVKlTIDYy1LGuJDsVT6h7j7s4I6d3UbdEP20op5UYiUs1ms60DhtSuXdtv06ZNOsROKaXUPaFChQosX77cGjlyJEFBQVVwDMX7TFfFU0qpu48mn5RbdOzYkS5durg7DKXcRkT8ROQzHKvYlfzll1/4/fffdYidUkqpe0rCULwdO3YkDMV70WazbRGReu6OTSmlVMa548mn3bt306ZNG8LDw/H396dgwYK0aNGCq1ev0r17d/z9/fH398fX1xcRce37+/vz/fffM2bMGCzLSnLc39+f3r17A7BgwYIk5+XNm5cOHTpw6tQpVwzJ6yRsTz75pKuO3W5n8ODBlC5dGl9fX4KDg2nVqhVbtmxJ030OGDAAEWHcuHEZ+wAzweLFiylfvjy5c+cmMDCQ8uXL88svvyQpT/6sPDw8ePDBB5O08+OPP/Lggw/i5+dHeHg4AwcOvNO3wvjx42nQoMEdv65S6SEij9psto3Aiy+++CJbt261tWjRQofYKaWUumclDMVbvnw5RYsWDQd+F5ERIpLT3bEppTKDwdjt2WoDHXp3O+548qlhw4bkzZuXbdu2cf78eZYvX069evUwxvD1118TGxtLbGwsc+bMAXDtx8bG0rZtWwCKFCmS5HhsbCwfffSR6xo2m811fMWKFaxZs4aePXsmiSNxnYTthx9+cJV36tSJwYMH8+mnnxITE8OmTZvIkycPlStXZsOGDTe8R7vdzrfffkvu3LkZPnx4Rj26TFOiRAl+/fVXTp06RUxMDEOGDKFdu3b8888/AFSvXj3Jczp37hz58+enXbt2rjbGjx/Pq6++yuDBgzl79iw7duygadL5lO6I3377jebNm9/x6yqVFs7eTkOBBQULFoxYsGABn332mQ6xU0oppZwqV67M+vXrrTfeeAPLsrrYbLZ/RKSuu+NSSil1e+5o8unUqVNs27aN7t27ExgYiIhQoEABunfvjpeXV6Zcs1ChQjRs2JDVq1en+ZwlS5Ywbtw4vv/+e+rWrUuOHDnImzcvX375JRUrVuS111674fmzZ8/m4MGDjBs3jmXLlrFp06Z0xfzjjz9SqlQpAgICyJMnDx07dgTgk08+oV69f3sgt2/fHm9vby5dugTAxIkTKV06/Qu2hYWFUahQIUQEYwyWZWG329m5c2eK9WfOnMnRo0fp1KkT4Ei29enTh7feeovatWvj4eFBQEAADzzwQJpjGDBgAFFRUezYsYO9e/ciIowdO5b77rsPPz8/GjZsyJkzZ+jTpw9hYWGEh4czbNiwJG1cvnyZuXPn0qxZM4wx9O3bl3z58hEQEEBkZCSff/55up+NUhlFRKo7ezu99MILL8imTZtsNWrUcHdYSimlVJbj7e3NRx99xNKlSxN6Qc0WkW+0F5RSSmVfdzT5FBwcTOnSpenSpQvjxo1jy5YtmEyeNX737t1Mnz6dEiVKpPmcmTNnUqBAAVL6YNiuXTsWLFjgSvikZPjw4TRo0IBGjRpRpkwZvvnmmzRf++LFi7Rv355hw4Zx/vx5du/ezTPPPANA7dq1Wbx4MVeuXAHgzz//pGDBgixevBiAP/74g9q1awOwf/9+goKCbrglFxQUhJeXF9WrV6dy5crUrZvyl0xff/01rVq1IjQ0FIDt27dz+PBhYmNjKVmyJGFhYTRu3DjV5FVi165do3PnzsycOZNly5ZRvHhxV9nkyZNZsmQJ+/fvZ+/evVSuXJmiRYty+PBhRo8ezSuvvML+/ftd9efMmcP9999PeHg4c+fOZezYsaxcuZLz58+zcuVKqlatmoY/AaUyloj4isgQYGGBAgUi5s+fz+eff669nZRSSqmbqFKlCuvWrbNef/11LMvq6pwLqo6741JKKZV+d3zY3YIFC4iOjmbIkCGULVuWPHny8N5776UrCbVnz57rEikTJkxwlcfHxxMUFISfnx9FixYlNDT0ul4yCXUSbx9++CEAJ06cIH/+/CleO1++fMTHx3P69OkUyw8fPsyMGTPo3LkzAJ07d2b8+PE3TFYl5+npydatWzl9+jR+fn5Ur14dgAcffJCAgACWLl3K5s2b8fLyonPnzsydOxeAefPmuZJPERERxMTE3HBLLiYmhtjYWH799VcaNmyIh4fHdXUOHDjArFmz6Natm+vYyZMnARg7diyzZs1i7969RERE0KRJE+Li4lK9z7Nnz9KgQQPOnTvHvHnzCAkJSVLev39/cufOTXBwMI0bN8bT05OuXbvi4eFBgwYNyJUrF2vXrnXVTzzkLkeOHFy+fJnNmzdz+fJl8uTJQ/ny5dPw9JXKOM6V7DYCLz///POyadMmW3R0tLvDUkoppbINHx8fPv74Y5YsWULhwoXzAnNEZLiIBLg7NqXUbTCAsWezzd0PLXu748mnkJAQ3n//ff7++29iYmL4+OOPeffddxk9enSa2yhcuPB1iZSnnnrKVW6z2VyJlN9//52tW7dy5MiRJG0k1Em89enTB4DQ0FAOHTqU4rUPHz6MzWYjd+7cKZYnzPXUuHFjwNFT6tKlS0ycODFN9+br68vMmTP5/fffKVq0KBUqVHAl1kSEWrVq8ccff/DHH39Qp04dateuzdy5c9m1axcHDhzgdj/Yenl50bx5cxYuXMjIkSOvKx8xYgQlSpRI0issIMDxu//ll1+mcOHC+Pr68v7777N161a2b9+e6rUWL17M0qVLee+99/Dx8bmuPG/evK6ffX19k+wnHDt//jzgSCZOnz6dFi1aABAdHc3777/PgAEDCAsLo169eukaeqnU7XD2dvoUWJQ/f/7IP//8ky+++AJ/f393h6aUUkplSw8//DAbNmywevbsiYg86+wFVdvdcSmllEqbO558SszX15eOHTvy4IMPsm7dugxvX0SoV68ezz33HF26dElz76r69etz8OBB13C2xCZMmECNGjVSTJbY7XZGjhxJTEwMBQoUIDw8nPvuu4/4+Ph0Db2Ljo5m6tSpnDx5kn79+tGuXTt27doFOIbeJU4+VahQgQMHDjBhwgQqVarkSgTt37//uhXqkm83EhcXx44dO6479u233ybp9QSOCct9fHxSXKnrRqt3NW7cmI8//piaNWuyfv36ND2b1CxZsoTQ0NAkw/aeffZZlixZwtGjRylTpgwtW7a8rWsolRYiUtVms20AXnnuuedk8+bNVs2aNd0dllJKKZXt+fj4MGjQoIReUPmAuSLylfaCUkqprO+OJp/OnDnDm2++yaZNm7h27RpxcXFMnjyZTZs2uYaWZYaePXuyZ8+eNPc+evTRR3nqqado27Ytf/zxB1evXuXo0aO8+OKLrFy5kkGDBqV43u+//87BgwdZtmwZ69atc20zZsxg+fLlbNy4EYCOHTum2kPp2LFjTJ48mbNnz2Kz2VxzM9lsNgDq1KnD33//zaJFi6hVqxaWZVGjRg0GDRrkGnIHjmF3yVfzS74lmDx5Mhs3biQuLo7Lly8zYsQI/vzzzySTmwNMmzaNM2fO0KFDhyTHvb296dSpE0OHDuXAgQNcuXKF/v37U7p0aaKiom74rF988UU++OADHnvsMZYvX37Dujfy22+/uXo9AaxatYolS5Zw5coVvLy8CAgISHEYoVIZRUR8ROQTYHG+fPkKz5s3jy+//FJ7OymllFIZ7JFHHmHDhg3Wa6+9hoh0d/aCeszdcSmllErdHU0+5ciRg+PHj9OyZUty585NaGgoAwYM4PPPP6dNmzZpbmf37t3X9eJ58sknU62fM2dOXnvtNfr37++agyg+Pv66Nh555BHXOePGjeOll17ipZdeIigoiPvuu4+DBw+yYsUKypUrl+J1hg8fTvPmzalQoQLh4eGurW7dujz88MMMHz4ccPRKSi35ZLfbGTZsGJGRkQQEBPD8888zduxYIiMjAUdSqUiRIpQoUcI19K927dqcO3cuSfIpPY4cOULLli0JCgoiX758jBo1ih9++IE6dZLO5zh8+HCeeOIJcuXKdV0bgwcPplq1apQpU4b8+fOzb98+pk2b5kqa3UinTp346quvaNSoEfPmzbule0g83xPA+fPneemllwgJCSE4OJg5c+bw448/3lLbSt2MiDzi7O30Wvfu3WXz5s1WrVq13B2WUkopddfy8fHhk08+YfHixURGRuYD/tBeUEplJwZjt2erTSd9uj2SKavNifzbaCavZpfdXLp0iZIlS7J582btEZFB1q1bR5MmTThw4MCtNZB4aKAxqY8TVCoZEfEBBgCvFihQwIwZM8Z67DH94lWp7CphURSlVPZy8eJF+vXrx5AhQ7Asa398fHwnY8yf7o5LKZUyEVnwSFS5Gr/1+srdoaRL80HPsWz72oXGmGh3x5IduXXOp3uRj48P+/bt08RTBrp69Sqffvqpu8NQ9xgRKWez2dYDr3Xr1k22bNmiiSellFLKDXx9fRk8eDCLFi2iUKFCBYB5IvKZiHi7OzallFIOmnxS2V6lSpVo3bq1u8NQ9whxeEFEVoaGhhadM2cOX3/9tWuyf6WUUkq5R7Vq1di4caP10ksvAbxoWdYKESl+s/OUUm5gALs9e206qOu2aPJJKaXSSERyAZOBz+vXr++xceNGK/ncaEoppZRyH19fX4YOHcqUKVMICAh4wLKsdSLylLvjUkqpe50mn5RSKg1EpIrNZttgs9maDxo0iOnTp0tISIi7w1JKKaVUCpo2bcqGDRusKlWq+ADfi8hIEfF1d1xKKXWv0uRTBuvTpw/9+/d3dxjZzokTJyhUqBAnT550dyhKJSEiloi8LiJL8ufPn3fp0qXSs2dPLEv/+1RKKaWysoiICBYuXCj//e9/EZFnbDbbahEp7e64lFLqXnTHPz1FR0fj5eWFv78/gYGBlCtXjsmTJ7vK165dS4MGDQgNDSUgIIAiRYrwzDPPpNremDFjsCwLf3//JFt8fDwAIoKvry/+/v6EhIRQt25d1q9fnyn3tn//fkaOHMnrr78OwJUrV+jWrRvFixcnICCAiIgIXn/9dS5fvuw658KFCzz77LOEh4cTGBhI5cqVmT9/vqv80KFDNGvWjEKFCiEifPfdd2mK5fPPPycqKgo/Pz8KFizIqFGj0nwfx48fp0OHDhQqVAh/f3+KFSvGBx98QOKVEX/88UeqV69Ozpw58fDwuGmbixcvpnz58uTOnZvAwEDKly/PL7/84ioPDQ3lqaee4p133klznEplNhEJFZHpwMctWrSwrV+/3la5cmV3h6WUUkqpNPLw8GDgwIH8/vvv5MqVK8qyrDUi0llEdIVjpdzMGJOtNnV73PLVff/+/YmNjeXUqVM8+eSTPPHEE2zfvp3Y2Fjq1KlDdHQ0+/fv5+zZs8ydO5dKlSrdsL0iRYoQGxubZLPZbK7yOXPmEBsby65duwgMDKRJkyaZcl9fffUVzZo1I2fOnADExcUREhLCtGnTiImJYfHixfz555/07t07ybNYsWIFa9as4cyZM7Rr146mTZty5swZACzLom7dukyYMIECBQqkKY4BAwbwxRdfMGHCBM6fP8+6deuoWrVqmu8jNjaW++67jwULFnD+/Hl+++03hg8fzpAhQ1x1cuXKRY8ePZIcu5ESJUrw66+/curUKWJiYhgyZAjt2rXjn3/+cdXp3Lkzo0eP5ty5c2mOVanMIiI1bDbbBg8Pj/rDhg1j0qRJBAUFuTsspZRSSt2CunXrsmHDBluNGjVyAN8C34mIrhailFJ3iFvHjXh4eNCjRw/i4+PZuHEj27Zt49SpU7z44ov4+PhgWRZFixalW7duGXK9wMBAnn76aQ4cOMCpU6cypM3EfvvtNxJPPuzn58fAgQMpWbIkNpuNQoUK0blzZxYsWOCqs3PnTho3bkz+/PmxLIuuXbu6EmUAefPm5fnnn6dq1apJEmqpiYmJ4f3332fo0KFUrFgRy7IIDg6mRIkSab6PIkWK0KdPHwoXLoyIcP/999OmTZskcderV48nn3ySIkWKpKnNsLAwV+8tYwyWZWG329m5c6erTvHixQkJCeGPP/5Ic6xKZTQRsYlIf+DPyMjIsJUrV0qPHj3QL0iVUkqp7C1v3rzMnTtX3nvvPSzLespms60VkXLujksppe4Fbk0+Xb16lWHDhuHp6UmZMmWIiooiT548tGnThokTJ7oSMBnlzJkzjBkzhsKFCxMcHJxinQcffJCgoKBUtyVLlqR43qVLl9i6dSv33XffDWOYN28eDz74oGv/pZdeYt68eezfv5+4uDi+/vprihUrxv33339L97hixQouXbrErl27KFy4MHnz5uXJJ5/k2LFjt9QegN1uZ/78+UnivlVBQUF4eXlRvXp1KleuTN26dZOUP/DAA/z999+3fR2lboWI5BWRucC7bdu2tdauXWuVK6fvSZVSSqm7hc1mo1+/fsyfP5/Q0NBIEVkpIs/rMDyl7jQDdnv22tChd7fDLcmngQMHEhQURIECBZgyZQqTJ0+mWLFiBAQEsHLlSooVK8Y777xDVFQUERERfPPNNzdsb8+ePUkSRC+99FKS8gYNGhAUFETp0qW5evUq06ZNS7WtDRs2EBMTk+pWrVq1FM9LGCaXMOQuJUOGDGHJkiUMHDjQdaxMmTJERkZSqFAhvL29GTBgAGPGjMHb2/uG95yahAm7J0+ezMqVK/nnn3+4dOkS7dq1u6X2AF577TXOnz9Pr169brmNBDExMcTGxvLrr7/SsGHD6+aLypkzJ6dPn77t6yiVXiJS12azbciRI0eNUaNGMX78eAICtDe+UkopdTd69NFH2bBhg61+/foewBfAJBEJcnNYSil113JL8qlv377ExMRw/Phxli1blmQOpkKFCjF06FC2bNnC6dOnef755+nWrRt//vlnqu0VLlw4SYLos88+S1I+a9YsYmJiOHz4MFOnTqV06Yxf5CJXrlwAqc5X9Omnn/Lhhx/y559/EhER4TreunVrrl69yrFjx7h8+TKjR4+mUaNGbN68+ZbiSPiw/N///pewsDCCgoJ4++23mTdvHhcuXLiu/uLFi5NM1L5///4k5a+99hqzZs1i3rx5BAYG3lJMyXl5edG8eXMWLlzIyJEjk5SdO3eO3LlzZ8h1lEoLEfEQkfeB2VFRUbnXrFljderUSYfZKaWUUne50NBQpk+fLoMGDcJms7Ww2WzrRURXFlFKqUyQpdcKDwwMpHfv3uTOnZt169bdkWuWLl36upXzEm+LFy9O8TwfHx9KlCjBli1brit77733+OSTT1i4cOF1w+nWrFnDs88+S1hYGB4eHjRp0oSiRYve8rxHZcuWBUjzB+fq1asnmag9ITFmt9vp2rUrc+bMYeHChWme7Dw94uLi2LFjR5JjmzZtQoc5qTtFRApalrUQeLNLly6sXr3ayozktFJKKaWyJsuy6NmzJ0uXLpV8+fIVEJGlItJLRLL05ySllMpustR/qlu3bmXgwIHs2LGD+Ph4Ll++zFdffUVMTEy6Vmu7HZs3b75u5bzEW/Xq1VM9t3nz5tcljV5//XVGjhzJwoULU5z0u2rVqowcOZLTp09jt9uZMWMGmzdvTpKAuXz5MpcvX8YYw7Vr17h8+TJxcXEpxlCoUCEaNmzIBx98wOnTpzl//jzvvfce9erVw8/PD4C3336byMjIVO8jLi6Otm3bsnr1ahYsWEB4ePh1dRL+fK5evXpdjCmZPHkyGzduJC4ujsuXLzNixAj+/PNP6tWr56qzc+dOTpw4Qe3atVONTamMIiKNLcva4O3tXeX7779nxIgR+Pr6ujsspZRSSrlB5cqVWb9+vdWiRQsb8H8iMk1EUp4kVil124wBY7dnr02nfLotWSr5FBAQwJYtW6hbty6BgYHkz5+f8ePH89NPP1G5ctbvAfvcc8/x22+/uYbe7du3j0GDBnH06FHKlCnj6j2VuGfF6NGjyZEjB6VKlSIoKIg33niDL774gkcffdRVx8fHBx8fH/bv30/nzp3x8fFhwIABrnJ/f3++//571/748eMJCwsjMjKSYsWK4evry7hx41zl+/fvJzo6OtX7WLp0KT/++CP//PMPkZGRrrgbNGiQ5Bo+Pj7Uq1eP+Ph4V4z79u0D4Pvvv8ff399V/8iRI7Rs2ZKgoCDy5cvHqFGj+OGHH5KsDjhq1Cg6duyYYcP7lEqJOPQDpt1///05161bZz311FPuDksppZRSbpYrVy4mTZrEsGHD8PDwaGCz2daIyK2tAqSUUioJSa2nyu21Kv82eo+lB/v06YOnpyfvvfeeu0NJVVRUFPPmzaNgwYLuDsXl5MmTVKhQgdWrVxMaGnpnL554iKIxOtHPXUxE/IDRQJu2bdsyYsQIfHx83B2WUiqLWLBgwQ2/nFFK3TtWrlxJs2bN4k+cOHHFbrc/ZYyZ4u6YlLpbiMiCh4uVrfHry0PdHUq6tBj6Mst3rltojIl2dyzZkcfNq6j0+PDDD90dwk1t377d3SFcJyQkxNVrSqnMICIRlmVNNcaU+fDDD3n99dd1UnGllFJKpahy5cqsWbPG1rRpU++///77N2ev6fdNpnxzr5RSd78sNexOKaUyg4hUtdlsa3x8fB6YNm0ab7zxhiaelFJKKXVD+fPnZ8mSJQnD8wcAP4iIThCpVIYwYOzZa0Nzz7dDk09KqbuaiHQWkQWFChXKtWrVKqtRo0buDkkppZRS2YSPjw/fffcdH374ISLyhGVZS0Uk68xdoZRS2YQmn5RSdyUR8RCRT4Fva9WqZVu1apWtVKlS7g5LKaWUUtmMiNC7d2+mTp2Kj4/Pg86JyB9xd1xKKZWdaPIpgx0/fpxChQpx+vRpd4fiVl999RXt27d3dxjqHiUiuURkFvDKyy+/zO+//y65c+d2d1hKKaWUysYaN27MX3/9ZUVEROQWkQUi0sndMSmVbRkwdnu22nTU3e2548mn3bt306ZNG8LDw/H396dgwYK0aNGCq1evAmC323nvvfcoXrw4AQEBBAcHU7VqVebPn59qm5GRkXh7e+Pv7+/aElabe/vtt/Hw8MDf35+AgACKFi3Ku+++S2bNFfjWW2/x9NNPk/BBd+bMmdSqVYuQkBBy5cpF9erVWbx4cZJzFi5cSJUqVciZMyeRkZF88cUXSco/++wzKleujK+vL8WKFUtTHOPGjaNo0aL4+vomTJiYat3FixcneXb+/v54eHjw4IMPpnpO7969KV26NDlz5iRfvnx07do1ScKta9euLFy4kNWrV6cpXqUyioiUstlsq20222MjR45kyJAheHjo2gpKKaWUun333Xcfq1evttWsWdMDGCUig0VE32gopdRN3PHkU8OGDcmbNy/btm3j/PnzLF++nHr16rmSQR999BETJkxg6tSpnD9/nr1799K/f/+bLoc+cuRIYmNjXVv//v1dZdHR0cTGxnLu3DlGjBjBBx98wOjRozP83mJiYhg3bhxdunRxHTtz5gwvvvgiO3fu5MSJEzz11FM0aNCAAwcOALB3714aNWrESy+9xJkzZ/jxxx958803mTRpkquNfPny8cYbb9C3b980xbFkyRKee+45vvrqK86cOUOrVq1o2LAh586dS7F+9erVkzy7c+fOkT9/ftq1a5fqNWw2G9999x2nTp1i/fr1HDx4kE6d/v3yx8PDg/bt2/PZZ5+lKWalMoKINLQs669cuXIVWrBggTzzzDPuDkkppZRSd5ncuXMze/ZseemllwBeFZGZIpLL3XEppVRWdkeTT6dOnWLbtm10796dwMBARIQCBQrQvXt3vLy8AFi2bBlNmjQhYW6WgIAA6tevT5UqVW77+iJCrVq1KF26NGvXrr3t9pKbPXs2BQsWJCIiwnWsbdu2tGjRgqCgIDw8PHjuuefw8fFx9QiaOXMmxYsX56mnnsJms1GlShVat27Nl19+6WqjdevWtGrVivz586cpjhEjRtCyZUvq1q2Ll5cXr7/+Ol5eXvz6669pOn/mzJkcPXo0STIpuffff59y5crh6elJaGgoL7zwAgsWLEhSp06dOkybNg273Z6m6yp1q8ThdWD6/fff77tmzRpb1apV3R2WUkoppe5SHh4eDB06lBEjRmCz2WrbbLZVIlLS3XEppVRWdUeTT8HBwZQuXZouXbowbtw4tmzZct3wt0cffZSRI0fywQcfsHjxYi5cuJBh17fb7cybN49Nmzbx0EMPpVhnwoQJBAUFpbo1btw41fb//vtv7rvvvhvGsGHDBk6dOsX999/viin5M7Db7axbty59N5fI+vXrqVChgmtfRChXrhzr169P0/lff/01rVq1IjQ0NM3XnDdv3nXD9B544AFiYmLYvXt3mttRKr1ExBsYB3zcpk0bWbZsmZU4AayUUkoplVm6dOnC/PnzJSgoKNKyrFUi0sDdMSmVPRiMPXttOunT7bnjw+4WLFhAdHQ0Q4YMoWzZsuTJk4f33nvPlYDp1asXn332GYsXL6Zp06bkzp2bZs2auYappaZbt25JkkSHDx92lS1cuJCgoCBCQkJ46aWXePfdd+nQoUOK7Tz11FPExMSkuk2fPj3VGM6cOUPOnDlTLT9+/DitW7fmjTfeoHjx4gDUrVuXf/75h/Hjx3Pt2jWWLFnCr7/+muoQubQ4f/48gYGBSY4FBQWlqc0DBw4wa9YsunXrlubrTZ48mREjRjB06NAkxxOexb0++brKPCKSz7KsxUC79957j4kTJ+Ln5+fusJRSSil1D6lWrRp///237f777/cFZohILxERd8ellFJZyR2fHC8kJIT333+f999/n4sXL/LTTz/RtWtX8ufPT+fOnRER2rVr55pvaM2aNXTu3Jm2bduyaNGiVNsdPnx4qnMU1ahRgz/++CNT7iexXLlysWPHjhTLDh8+TJ06dahbty4ffPCB63hUVBS//PILb731Fi+//DIPPPAAnTp1YuLEibccR0BAAGfPnk1yLCYmhqJFi9703BEjRlCiRAlq1KiRpmv9/PPPdOvWjalTp1K+fPkkZQnJLl1lTGUGEalks9mm5siRI/T777+nRYsW7g5JKZVJjDFcuXKFq1evEhcXR3x8PHFxcaluycvT6vz589cNIU+JiODh4ZGmzWaz4eHhgaenJ15eXroAglJ3qYiICJYtW2Z17NiRSZMm/R9QRkS6GmMuuzs2pZTKCtz6DsjX15eOHTvy+eefpzrMrEKFCnTp0iXNk23fru+///6GvX6qV6/OrFmzUiwrV64cU6ZMue743r17eeyxx2jRogWDBg26rrxRo0Y0atTItd+mTRuio6PTH7xTmTJl+Pvvv137xhjWrVtHy5Ytb3heXFwc3377LW+88UaarjN69Gh69uzJtGnTSGl+nU2bNhEYGEjhwoXTdwNK3YSINBGRn/Pnz+8xffp064EHHnB3SEqpW2C327ly5QqXL192vSZsCfvGGESEHDlykCNHjhQTPD4+PjdM/qS1A0JC7+y0xH2zxNfFixevK7ty5YorGebh4YG3tzfe3t54eXm5fk7YPDw80hy3Uipr8PPz46effmLAgAH873//a2dZVmERaWKMOePu2JTKkozODXwvuaPJpzNnzvDxxx/Ttm1bSpQogYgwZcoUNm3aRJ8+fQAYPHgwpUqV4pFHHiEwMJAdO3Ywbtw4qlevfkdibNu2LW3btr2lc+vVq8czzzzDgQMHKFiwIABbt26ldu3adOzYkQEDBqR43qpVqyhbtizXrl1j7Nix/P7776xcudJVnvCm9dq1axhjuHzZ8QWKt7d3iu117dqV+vXr8/TTT1O9enU+++wzLl++nKRniIgwevRoOnbs6Do2bdo0zpw5k+qQxMQ+++wz3nnnHWbPnp3q/Flz586lSZMm2Gy2m7anVFqJSGcRGVG+fHlmzZplpWduMqXUnRUXF8eFCxe4cOECsbGxXLhwgcuXL3P16lVXUilx4sXLy4vAwEDy5Mnj2resOz5DwE1ZluVKht0KYwxxcXHXJd3Onj3r2r927RrgWF3W29sbHx8f/Pz88Pf3x9/fH29vb01OKZUFiQj9+/enRIkStG3b9hFgiYjUNcYccndsSinlTnc0+ZQjRw6OHz9Oy5YtOXLkCB4eHkRGRvL555/Tpk0bwDFP0Hvvvce2bdu4cuUKwcHBNGjQINXETVaSK1cu2rdvz7fffsvbb78NwEcffcShQ4cYMmQIQ4YMcdUdPny4K8n11ltvsXTpUuLj46lcuTLz589PMnH5gAEDeOedd1z7Pj4+AK55st5//32+//57Nm/eDDjGnX/55Zd07dqVI0eO8MADDzBz5kzXHEz79+/Hw8Pjut5Kw4cP54knniBXrutXim3QoAGFChXi66+/BuDll1/Gw8ODmjVrJqkXGxsLOD5wjB8/nkmTJqXvISqVCufcCX2A92vXrm1++eUX8ff3d3dYSt3z7HY7Fy9edCWYErarV69is9nw9/d3JU3CwsJcSaV7OXEiInh6euLp6UlAQMAN6yYkqS5dusSFCxc4duwYu3fv5tKlS4Cjp0XipJS/v/8tJ8WUUhnn8ccfJzg4WJo2bVryypUrK0SkjjFmq7vjUkopd5HkK61lTKvyb6OZ0X4WduzYMSpVqsTatWuz7FxHo0aNYs2aNQwbNizTrjF8+HAWL17Md999l2nXyDCJPwAZc+9+GsrCRMQCPgVeatu2LaNGjdIPV0rdYdeuXePs2bOu5NKFCxfuugRIWofdZRWpJf6uXbuGZVlJEn85c+bE39//nk76KeUOf//9N/Xq1Ys/c+bMufj4+AbGmJU3P0upu5uILHi46IM1Jve4fkqarKzVl71YvmvDQmNMtLtjyY40+aTUXZ58EpHWQA2gLFAGCAC+N8ZcN0O/iBQE3gQqAIWAXMApYBcwCvjOGHMt2TkdgdE3COE5Y8zXKVzrReAVIBiYD7xsjNmfQj0vYCzwxKuvvsqgQYOy5DAcpe4m165dIyYmhrNnzxITE0NsbCw2m43AwEACAgLu2qFf2S35dCOJhzyeP3+ec+fOceHCBTw8PAgMDCQoKMj153k3/RkqlRXt3LmTOnXqxO/fv/+a3W5vYYz5/XbaE5H2wDjnbldjzMhEZZHAnhucPtEY858U2nwM+AgoAWwGXjfGLL6dOJVKjYgseLjIAzUmP/d/7g4lXVp99TrLd2/U5NMt0iVXlLr79cORdIoFDgIlb1C3KNAWWAn8BpzGkRxqgCP51MHZbTyl5aOmAOtSOL46+QEReRYYCvwC7AVaA7NFpFziVWFEJEBEfjPG1Pr444/p1auXfkhSKoMlJJoSkk0JiaaE5ERUVJQmKLKhhCRTYGBgkuOJ/7yPHTuWJLEYFBREUFAQ/v7+muRXKgMVK1aM5cuX2+rVqycbN26cLiKdjDHjb6Ut5xeFn+N4X3ej+QfW43gvl9ymFNq8H5gJ/A18BVQH5ohIeWPMP7cSp1JKJafJJ6Xufq/iSDrtxNEDav4N6i4DchmTdOkJEfEE5gDRQEvgpxTO/c0YMyaNMXUEPjXG9HS2/zGwH6gG/OE8lseyrN+BMqNHj+bpp59OY9NKqdQkTjzExMRc1xMmT548mmi6y3l6ehIaGkrixRoShlTGxMSwffv2FBNS+vdCqdsTHh7O4sWLrebNm5v58+ePE5EwY8wn6WnDOf/laBy90n8Bet2g+jpjzNtpbPopYANQ1Rhjd053sBLHF5L90hOjUkqlRpNPSt3ljDGuZNPNPjgYY66mcvyaiPyGI/lUPAPCsgHxifbjAeM8jogUsdlsf3h4eBSaPHmyNGrUKAMuqdS959q1a5w+fZqTJ09y+vRpjDHkypWLoKAgSpYsqXMAKcCRkAoJCSEkJMR1LHlC6vz58/j5+bnqaTJKqfTLmTMns2bNkvbt2/Pzzz8PEpFwoHfyL/1u4CWgFo73Y7UyMLSE92UJ86UY574uWa3UbRKR6jimGnkEyI1jZMlGYIgxZmayuo/gSPhWAbxxdB4YBXxujEn82Slb0uSTUuqmRMQGNHTubkilWlkReQXHf5SHgPnGmIOp1P0e+FRECuHo8dQCOIxjOeJyNpttdkBAQPCsWbOsKlWqZNh9KHW3SynZFBwcTHBwMFFRUXh6ero7RJVNJE9IGWOIjY3l1KlTmoxS6jZ4eXnxww8/EBYWxrBhw3oBeUTkmeRzaiYnIqWAD4GhxphFInKz5FM+EemGY/qEU8ByY0xq7+F+Al4DFonIMuBhoBzwbDpuTal0M/a05l2zJxHpB7wHnASmA0eAEBz/vqJxDHdNqNsMmAxcBibiSFI1wbHoUlWgzR0MPVPc8eRTdHQ0y5cvx9PTE5vNRpEiRejXrx+tWrW65TZ//PFHhg0bxvr167l48SJxcSlNR6OUSisRCQFeAAQIBeoAxYAJOP7jTMnLyfbjRWQk8ErieZycPseRpHoOqA8sdp5fybKsaeHh4d5z5861SpUqlSH3o9TdKi4ujtOnT3PixAlNNqlMJSIEBAQQEBBAZGSkKxl18uRJVzLK39+f4OBgTUYpdRM2m43PP/+c8PBw+vfv315EQkSkjTHmQkr1RcQDGI/jC7v/pvEydZxb4nYWAE8nX+DFGLNGRJoDA4Hnga1Awxskq5RSNyEibXAknv4AWhpjzicr90z0c05gBI4eh9HGmNXO4/2BP4HWIvIfY8yPdyr+zOCWnk/9+/enX79+xMXFMXjwYJ544gm2bNlCVFTULbWXK1cuevTowaVLl3j2WU3QK5UBQoC3Eu0bYBDwX3P9Epl7gBdxzAl1EAjEMXfTB0A3ICeOuQT+bczRxsfODXD8By0i30dFRdnmzp1rFShQIGPvSKm7gN1u59SpU5w4cYJTp05pskm5TeJkVOHChW+YjMqTJw9+fn7uDlmpLEVE6NevH3ny5KF79+4NRGS+iDQ0xpxMofr/cPSUqGaMuXSTpi/i+MD7G7DbeexB4G2gJjBPRMomT3QZY2YAM279jpRSCZzzpn2E49/jU8kTT+CY1iTRbmscX/iPS0g8OetcdvaemofjS3tNPt3yxT086NGjB71792bjxo23nHyqV68e4FgiWSl1+4wxW3HMa2kD8uMYFvcuUE1EGhljTiequxBYmOj0i8DPIrICx0orT4rIR8aY9aldT0R6AF9UqVLFTJ8+3cqdO3cm3JVS2dPVq1c5duwYR48eJTY2luDgYMLCwihevLgmm1SWcaNk1MaNG7l8+TJhYWGEh4eTK1cu7RWllFPXrl0JDQ3liSeeqBgfH7/MuarwvoRyEamEo7fTJ8aY5TdrzxhzHEeyKrFFIlIXWAJUBrrgWHVYKbcxxpD26c6yhuu/g0/VI0BhYBJwRkQaAffjGFL3Vwr/lhOG0f6eQluLcHy+ekREvIwxV9IdeBbh1uTT1atXGTZsGJ6enpQpUwaAHj16sH//fqZPT21kj1LqTnFObLcfGCoix4AfcCShXkjDuQdEZCaOlVIexZGISsK5ass7QP9GjRqZn376yfL19c3IW1AqW4qNjeXo0aMcO3YMu91OWFgYJUqU0KFMKttInoyKi4vjxIkT7Nu3j/Xr1xMUFER4eDihoaF4eOgUpOre1rx5c+bOnSuNGzcuevHixRXOBNSmRMPttgP9b+caxpg453QIlXG8L9Pkk1KZ5yHn6zHgb+CBxIUisghobYw54TxUwvm6PXlDzn+7e4DSQBHgn0yJ+A5wy2/7gQMHMmjQIHLkyEGxYsWYPHkyxYoVA+DLL790R0hKqZub5XyNTsc5Cf+hXjfewvmG6kuga+fOnRk+fLjoBxB1rzLGcPr0aY4ePcqJEyfw8fEhPDycChUq4O3t7e7wlLptHh4e5M2bl7x582KM4cyZMxw9epRt27bh7e1NeHg4efLkwcfHx92hKuUWjz76KEuXLrXq1KkTeuLEiaXOnhKbgIShIZdT+fJhhIiMwDER+Ss3uUyq78uUUhkqzPnaHccUJbWBlUAh4BOgHvAz/36uCnS+nk2lvYTjQRkc5x3llk96ffv2pV+/frd0rr+/v+vn4cOH07Zt24wKSyl1Y/mdr+mZ0b+y83V34oPOCfbGA0+8+eabDBw4UHtzqHvOtWvXOHHiBEePHuXs2bPkypWL8PBwSpQooT1B1F1NRMidOze5c+fmvvvu48KFCxw9epS///6b+Ph48uTJQ548eQgMDNTfDeqe8sADD7BixQpbnTp1/Hft2vWHMaYV8G0q1cvjmAdqCbANuOmQPBzLt0Oy92VKqXTJKyKrE+1/Y4z5Jlkdm/NVcPRwShgBsllEWuDo4VRDRB5Oy3BaZzvgmIc328p2725jY2PdHYJSdy0RqQxsNMZcTHbcn3+7Z89IVlbdGLM42TEB+uBYqvckicYvOxNPPwCtPvroI954440Mvw+lsqq4uDiOHDnCoUOHuHLlCmFhYRQuXJigoCD9kK3uWX5+fhQtWpSiRYty7do1jh07xs6dOzl//jyhoaEUKFBAE1HqnhEZGcmyZcusmjVrem7ZsuUXY0wzY8x188CIyNs4kk9jjTEjEx2vDKw1xlxNVr8W8Kpz97vMuwOl0sGeveZ8cjpijIm+SZ0zztfdyee9NcZcEpHZwDNAJRyJ44SeTYGkLKfzNbWeUdlCtks+pSQ+Pp5r165x9arj/9jLlx2runt5eekbFXXPcy6d29y5G+58fVhExjh/PmmM6eX8+U0gWkQW4pjr6SJQEGiAo5vnMhyr2CW2SES2A6uAQzj+06yKY1K9i0BbY8w5Zyw5gIlA88GDB/Pqq6+i1N3Obrdz4sQJDh48yPnz5wkPD+f+++9P0pNXKeXg6elJgQIFKFCgAHa7nePHj7Nz505iY2PJmzcvBQoU0JXz1F0vNDSUBQsWWI899pjHxo0bp4pIc2PMzDSe/hFQWkQW4FiFGByr3SVMaNzfGLMsg0NWSiW1zfkak0p5QnIqYaz5NqAijmG2axJXdE5VUhjH6JNs3WsxyyWfunfvzr59+5g1a9bNKzuNHz+eTp06ufYT5gvYs2cPkZGRGR2iUtlNWeDpZMeKODeAfUBC8mkEcAHHJHnRgC+O/xzXAD8Bo4wxyYfdDcKRta8F5AbsOBJXw4DBxpjdACLiJSI/G2OafPbZZ7z44osZdX9KZTnGGGJiYjhw4AAnT54kJCSEIkWKaA8npdLBsizCw8MJDw/n2rVrHDlyhPXr12O328mfPz/58+cnR44c7g5TqUwREhLC/Pnzrdq1a7Nu3bopItLSGDMtDaeOx7FK8UM4vjz0xDHp8U/AF8l7qyulMsUiHMmi4iKSI3lPRBxf0gPsdb7+iWORpvo4Rogk9iiOz2SLsvNKdwCSjuUC09Gq/NtoZrSvVEZK/EHQGP1UmAlExFtEJhtjGg4bNowePXq4OySlMkVsbCwHDx7k6NGjBAQEUKBAAUJDQ7Esy92hqTRYsGAB0dHR7g5D3cTly5c5dOgQhw4dwsvLiwIFChAeHo7NZrv5yUplMzExMdSpU8e+Zs0aY4xpY4z51d0xKXW7RGRBlcL315jU9X13h5IurUf8lxV7Ni1Mw7A7ROQ7HAmlgcaYfomO1wFmA+eASGNMjIjkBHbhGF5X1Riz2lnXG0di6mHgSWPMjxl9T3dSluv5pJS6u4iIj4hMMcbUGT58OM8++6y7Q1IqQ125csX1QdjDw4MCBQpQrVo1nTRcqUzi7e3tmiPq/PnzHDx4kO3btxMYGOhK+GoPQ3W3CAoK4o8//rDq1atn/+uvvyaJyH+MMT+7Oy6lbpsBY89mHVXSF+5rOBZf6isijwJ/4VjtrgUQD3Q1xsQAGGPOiUhXYBKwQER+BE4DTYESzuMTM+Ym3EffGSulMo2I+IrINKDWt99+S+fOnd0dklIZIj4+nqNHj3LgwAGuXbtGvnz5eOihh/D29nZ3aErdUwICAihVqhQlS5bk9OnTHDx4kM2bNxMaGkpERAQ5c+a8eSNKZXGBgYHMmTPHatCggX358uU/iogtu/eAUOpuZ4w57lwAoB+OhFMV4DyOxZs+MMasSFb/NxGpAfQFWgHewE4cSazPTKYMWbuzNPmklMoUIuJrWdYMY0z0mDFj6NChg7tDUuq2Xbhwgb1793L8+HHy5MmjE4crlUWICMHBwQQHB2O32zl27BhbtmwhLi6OQoUKkS9fPh2Wp7K1nDlzMnv2bKthw4ZmyZIlE0TEMsZMcHdcSqnUGWNO40gevZbG+kuBhpkalBtp8kkpleGcQ+2mGWOi+/TpQ7NmzdwdklK3zG63c/ToUfbt24cxhkKFClGqVCmdx0mpLMqyLPLmzUvevHm5ePEi+/btY9GiRYSFhVGoUCFNGKtsy8/Pj0GDBsnzzz9vVq9ePV5E4o0x2X4ojrpXGTB2dweRTtm+85FbZVbyyQCOwfZxcaDzXqis6kqSBQP0f5MM4JxcfApQa/To0bRq1YpVq1ZRvnx5AgMD3R2eUml26dIl9u7dy9GjRwkNDeWBBx7QD61KZTO+vr6UKlWKEiVKcPToUTZu3IgxhsjISMLDwzWJrLINYwybN2/Gy8uLP//8Uxo2bMjSpUsniEicMWayu+NTSqmbyazfuCddP82YkUmXUOo2XbkCL72U+Mg+d4VytxARL+eqdnVGjhzJ008/jb+/Pw899BB///03Z8+edXeISt2QMYaTJ0+yatUqVq9ejb+/P48++qgOr1Mqm7Msi3z58vHwww9TpkwZzpw5w8KFC9m2bRtXrmTrlavVPSAh8RQfH8+DDz5IQEAAM2fOlCpVqiAiE0VEu5grpbK8zOqStBzHzOzQvHkmXUKpDLfY3QFkZyKSQ0R+NsY0HD58eJLJxRMSUNoDSmVVcXFxHDx4kH379hEQEECxYsXIlSuXu8NSSmUCPz8/SpcuTYkSJTh06BArVqwgICCAwoUL6797leUkTzwlrOQYEBDA77//btWpU8e+atWqSSLSwhgz3c3hKqVUqjIr+fQCUBMIyKT2lcpos4Fn3R1EdiUinsBEY0yTYcOG8eyz1z9KTUCprOjixYvs3r2bEydOkD9/fv6fvTsPi6ps/wD+fc6ww7CvsgoIIiAKyCYomWiYpvZW5m4uaVpWlqmZ5ZppWbaYWuaapm9ZvmpmLqWyiAqCgiigrIoKggOMgsDM+f1BMz9JQBCGMwP357rOVcw5c849qHDmO89zPyEhIdDV1RW6LEJIO9DS0oKzszOcnJxQWlqKq1evoqqqCi4uLrC3t6cpeURwjQVPCoom5E8//TSSk5N/ZYwN53n+D4HKJaTFeDl1PelMVPNblecLAEwDkApA07qIkc6DB5ALYAeAEeD5KmHL0Uz/BE8/ARjx5ZdfYubMmY0eS1PwiLooLy/H+fPnkZSUBHNzc/Tv3x8eHh4UPBHSCSlWyuvTpw8CAwNRUVGBkydPIjs7GzKZTOjySCf1uOBJwdTUFMeOHeN69uwpYoztY4wNaudSCSGkWVTXCbxu5QVafYGQDowxJkJdePefzz//HLPr99BqEI2AIkK6e/cuMjMzIZPJ0K1bN1haWjZ6Q08I6Xz09fXRo0cPdOvWDTk5OTh16hTs7e3RtWtXaGtrC10e6SSaGzwpmJmZ4fjx49xTTz2ldenSpf2MsWd5nj/eTuUSQkiz0DJ0hJAnwuruhL4FMGrVqlV4++23m/1cCqBIe1I0Ec/KyoKWlhY8PDyorwshpEna2trw8PCAm5sb8vPzERsbCxsbG7i5udEISaJSLQ2eFCwsLPDXX39x/fv3175y5coBxlh/nufPqbhcQp4czwO8ho0u5WmaYGvQZHZCyJNaDODV+fPn47333mvxk2kKHlE1nudRWFiI2NhYFBQUwNfXF0FBQRQ8EUKaTSQSoWvXrujfvz/EYjESEhJw8eJF3L9/X+jSSAf0pMGTgqWlJY4ePco5ODjocBx3mDHmoaJSCSGkxSh8IoS0GGPsNQAfvvLKK/j444+f+DwUQBFVkMvlyM/Px8mTJ3Hnzh0EBATA398fYjGtgUEIeTIcx8HR0RH9+vWDlZUVkpKSkJSUhPLycqFLIx1Ea4MnhS5duuDo0aMiU1NTU5FIdJQxZtfGpRJCyBNR2bQ7toS9AuAjAE4AqKEGaUs8gDsATgN4nf+ILxC4nk6FMfYCgHXPPvss/91337HW9suhKXikrdTW1iI/Px95eXmwsbFBaGgoTY8hhLQpxhjs7Oxga2uLO3fuIC0tDSKRCN26dYO5ubnQ5REN1VbBk4KHhwcOHz7M9e/f3+HBgwd/MsYieJ6nT/kIIYJSycinf4KnHwA4g4In0vYYACsAzwG4xJawUQLX02kwxiIZY7tCQ0P5//73v0xLq23yaxoBRVqjtrYWWVlZiImJgUwmQ3h4OHr06EHBEyFEZRhjsLKyQlhYGDw8PHD16lXExcWhpKRE6NKIhmnr4EmhT58+2LdvH8cY8+E47n+MMb02OTEhbYiXyzVqI62jqml3H4FCJ9I+xAAWCl1EZ8AY68Vx3AFPT0/RwYMHOQMDgzY9PwVQpKXkcjlyc3MRExMDjuPQr18/dOvWjVakIoS0KzMzMwQFBcHX1xfXrl3DmTNnaDoeaRZVBU8KgwYNwvbt25lcLu8P4Md/VikmhBBBqGranZPif3LfzIWzqbOKLkM6o1p5LQ5lHcLw3cMVD3kLWU9nwBhzFYlER2xtbfWPHj3KqWpqAU3BI82haCSelZUFGxsbhIeHU+BECBGcsbExgoKCUFpaitTUVOjr66N79+5o6w9rSMeg6uBJYcyYMSgqKsLbb7/9HwDfMMZm8jwt2UUIaX+qGvmk/OlJwRNpa1qcFp7zfO7hh6hxvgoxxqxFItFRsVhscfToUZGDg4NKr0cjoEhTioqKEBMTg5KSEoSEhMDLy4uCJ0KIWjE3N0dYWBjs7e2RmJiI1NRUPHjwQOiyiBppr+BJ4a233sK8efMAYAaARSq9GCGENEJlDccJIZqPMSbmOO6wlpaWy6FDhzgvL692uS6NgCL/JpFIkJ6eDh0dHQQEBMDQ0FDokgghpFGMMdjY2MDa2ho3btzA6dOnYWdnBzc3N7RVv0Simdo7eFJYuXIlbt26hW3bti1hjN3meX5ju1yYkEbwPK9xfZRo0GDrdNgRIydOnKBf7s0wadIkTJ06VegyiBpijOkwxn4D0Gvv3r1caGhou16fRkARAJBKpTh37hwuX76MHj16IDAwkIInQojGYIzBwcEB/fr1g7a2NmJiYpCdnQ25hr3hIm1DqOAJqPu7+P3332PIkCE8gG8ZY8+328UJIQQChE+RkZHQ1dWFkZFRvS01NfWJz7l161a4u7u3YZXCiImJgb+/P8zNzWFiYgJ/f3/8+uuv9Y65evUqBg4cCENDQzg4OGDNmjX19jf0/T148GB7vgwAwI4dOxAdHd3u1yVtgzHGAdjG8/zTmzdvZs8++6wgdVAA1XlVVVXhwoULSE5OhouLC0JDQ2Fqaip0WYQQ8kQ4joOrqysiIiJQU1ODU6dO4fr16/QpeiciZPCkoK2tjZ9//pkFBweDMfYTY6x/uxdBCOm0BBn5tGjRIkil0nqbr6/vE52rpqamjasTjqenJ3777TeUlJRAIpFg7dq1GDduHC5fvgwAkMlkGDZsGLy8vFBcXIz9+/dj1apV2LNnT73z/Pv7O3To0HZ/Lfv27cOIESPa/bqk9Vjd3dAXAF5etWoVJk6cKGg9FEB1LjU1NUhPT0dCQgKsrKwQHh4OKysrocsihJA2oaWlBU9PT4SGhuLu3bs4deoUbt++TSFUB6cOwZOCgYEBfv/9d87Dw0OL47iDjDE/wYohhOc1ayOtonbT7nbv3g0/Pz8YGxvDzs4O06dPx71795T7XVxcsHTpUjz11FMwNDTEZ599hhkzZiA7O1s50ufEiRPK4/fs2QM3NzeYmJjgpZdeQkVFRYtq8fLyglgsho2NDSZNmgQAWLNmDQYPHqw8bvz48dDT00NlZaXymt7eLV+AzdraGs7OzmCMged5cBwHuVyOq1evAgBOnTqFvLw8rFy5EgYGBvD398f06dOxYcOGFl+rMcuXL4eHhweysrKQm5sLxhi2bduGHj16wNDQEEOGDMHdu3cxf/58WFtbw9bWFuvWrat3jqqqKhw9ehTDhw8Hz/NYuHAhunTpArFYDBcXF3z99ddtVi9RiXkAZr/99tuYO3eu0LUAoACqM+B5Hvn5+YiNjYWBgQH69euHLl26CHqDTgghqqKrqwtfX1/06dMH169fx5kzZyCVSoUui6iAOgVPChYWFjh69Chna2urLxKJjjDGugpdEyGk41O78MnExAS7du2CRCJBTEwMYmJisHz58nrHfP/99/j8888hlUrx1ltvYcOGDXB1dVWO9ImMjARQN1LoyJEjuHDhAjIzM5GcnIyvvvqqWXXcv38f48ePx7p161BRUYHs7GxMmTIFADBw4EDExMQoVy7566+/4OjoiJiYGADAsWPHMHDgQABAfn4+TE1Nm9z+zdTUFLq6uoiIiEBwcDAGDRoEALhw4QI8PDxgZGSkPNbf3x8XLlyo9/y1a9fC3Nwc3t7eWLlyZbNGh9XU1GDy5Mk4dOgQ4uPj0a1bN+W+vXv3IjY2Fvn5+cjNzUVwcDDc3NxQWFiILVu24K233kJ+fr7y+CNHjsDHxwe2trY4evQotm3bhjNnzqCiogJnzpxB3759m/NHQATAGHsFwMoxY8bgs88+U4sbJAUKoDouiUSCuLg4lJWVITw8HC4uLuA4tfv1RAghbc7AwAABAQHo1q0bkpKScPnyZdTW1gpdFmkj6hg8KTg6OuLIkSMiIyMjS5FIdJQxRsOMCSEqJcjd/YoVKxoNYKKjo+Ht7Q2O4+Du7o6ZM2fi+PHj9Z4/bdo09O7dG4wx6OvrN3mtTz75BEZGRrCxscGIESOQmJjY7Dq1tbVx5coVlJaWwtDQEBEREQCAnj17QiwWIy4uDpcuXYKuri4mT56Mo0ePAgCOHz+uDJ+cnJwgkUia3P5NIpFAKpXit99+w5AhQ5SN0ysqKh5Z9cvU1BTl5eXKr1euXImsrCwUFxfjhx9+wKZNm/Dhhx82+TrLysoQHR2N8vJyHD9+HJaWlvX2L1q0CObm5rCwsMDQoUOhra2NadOmQUtLC9HR0TAzM0NycrLy+Ien3Ono6KCqqgqXLl1CVVUVbGxs4O/v34zvPmlvjLFhjLFNUVFR/JYtW9TyzT8FUB1LdXU1Ll68iEuXLsHX1xe+vr7Q1tYWuixCCGl3FhYWiIiIgK6uLmJiYnDz5k2aiqfh1Dl4UvD29sahQ4c4LS2trhzHHWaMGT3+WYQQ8mQEeXe5cOHCRgOYo0ePIiIiAlZWVjA2Nsa8efNQXFxc7/kuLi7Nuo5IJKrXK8TQ0LDZ0+4MDAxw6NAhHD58GG5ubggICMCuXbsA1K0WMWDAABw7dgzHjh1DVFQUBg4ciKNHj+LatWsoKChQjr56Urq6uhgxYgROnjyJTZs2AQDEYvEjb7glEgmMjY2VX4eGhsLMzAwikQghISFYunQpfvzxxyavFRMTg7i4OCxbtqzBMM/Ozk75/wYGBvW+Vjym+L7KZDIcPHgQI0eOBFDXAP3jjz/G8uXLYW1tjcGDB7coACTtgzHWh+O4n/9pcs90dHSELqlRFEBpPp7nkZeXh7i4OJiZmSEsLOyRYJ0QQjobRVPy0NBQ3Lx5k6biaTBNCJ4UwsLC8PPPP3MAejPGfmaMiYSuiXQWPHi5XKM2gD4UaA21GtpQXV2NESNG4OWXX0Z+fj7Ky8uxatWqRz75+feIDFWN0IiMjMT+/ftx584dfPDBBxg3bhyuXbsGoG7q3cPhU0BAAAoKCrBr1y4EBQVBLBYDqJt29++V/f69NaW2thZZWVkAAD8/P2RmZtbrgZWcnAw/v8b7BHIc99hPzoYOHYrVq1fjqaeeemQKX0vFxsbCysqq3rS9V199FbGxsbh16xb8/Pzw/PO0sqs6YYzZiUSi/Q4ODlqHDh3iHvd3Uh1QAKW5FFPsysvLER4eDkdHR7W+KSeEkPamp6cHf39/moqnoTQpeFIYNmwY1q9fz3iefwbAJ0LXQwjpmNQufKqqqoKZmRn09fWRnp6Ob7755rHPs7W1RVFRUb3pZ80xadKkRkco3b59G3v37kVZWRlEIpFyaqBIVPdhQFRUFM6fP49Tp05hwIAB4DgO/fv3x2effaaccgfUTbv798p+/94U9u7di9TUVNTW1qKqqgrff/89/vrrL2Vz8379+sHZ2Rnvv/8+KisrkZKSgo0bN2L69OkA6t7UHTx4EFKpFDzPIzk5GYsXL8aoUaMe+7144403sHLlSjz99NM4ffp0i76PD9u3b59y1BMAnDt3DrGxsXjw4AF0dXUhFouV0wiJ8BhjehzH7dPR0bE+cOCAyNraWuiSmo0CKM3y8BS7nj170hQ7Qgh5DJqKp3k0MXhSePXVV/H6668DwLuMsQlC10MI6XgECZ+WLVv2yOifgwcPwsjICOvXr8d7770HIyMjzJo1C2PGjHns+QYMGICoqCh07doVpqamOHnyZLPqyM/PbzR8ksvlWLduHVxcXCAWizFr1ixs27ZNOeXPyckJrq6u8PT0hLm5OYC60VDl5eX1wqeWuHnzJp5//nmYmpqiS5cu2Lx5M3766SdERUUBqAu+Dhw4gLS0NFhYWGDIkCGYO3cuXn75ZQB1TcOXL18Oe3t7GBsbY9SoURgzZgxWrlzZrOu/8sorWL9+PZ599tlH+mw118P9noC6PlWzZ8+GpaUlLCwscOTIEezevfuJzk3aFqu7I/pOLpcH7dy5k+vZs6fQJbUYBVDqr6Epdg9PFSaEENI4moqnOTQ5eFL4/PPP8dRTT/GMsU2MsRCh6yEdHA+Al2vYJvQ3TbMxVXyCwpYw5Un5j9TzT6iyshLdu3fHpUuXHjv1jTRPSkoKhg0bhoKCgna5Hlvy/7/U+Y94zfsNLzDG2DsAPlu6dCkWLVokdDmtIpVKce7cOfj7+1PvIDUikUiQlpYGU1NTeHp60kgnovZOnDjR6p6NhKhSSUkJLl26pGxxQKPJ1UNHCJ4USkpKEBgYKCsoKCiRyWT+PM/fELom0vEwxk4EO3bvv3vs+0KX0iIv7/wYZwqunOR5PlLoWjSRWk27a0/6+vrIy8uj4KkNVVdX44svvhC6DNIMjLFoAKtffPFFfPDBB0KX02o0Akq9yGQyXLp0STnFzsfHh4InQghpAxYWFggPD4euri5iY2Nx584doUvq9DpS8ATU/R07ePCgSFdX15LjuP2MsaaXFieEkGbqtOETaXtBQUF44YUXhC6DPAZjrDvHcf/t2bMntmzZovE3SQoUQKmH0tJSxMTEQF9fn6bYEUKICiim4gUHByMrKwsXL16khuQC6WjBk4K3tzd2797N8TzvD2AT6ygvjBAiKAqfCOlEGGNmIpHogJmZmf6BAwc4Q0NDoUtqUxRACUcx2uny5cvo06cPXF1dO8xNOCGEqCN9fX2EhITAxMSERkEJoKMGTwrDhg3DihUrAGAMgPcELod0SDx4uVyjNmr61DoUPhHSSTDGtBhjuxljbvv27RM5OTkJXZJKUADV/u7evYvY2Fjo6ekhLCwMHS3UJIQQdcUYg7OzM4KCgmgUVDvq6MGTwvz58xULG61kjA0Vuh5CiGaj8KmNzZ8/X+ObNwuhuLgYzs7O9Kmdaq3ieX7Qhg0bWHh4uNC1qBQFUO1DMdopPT0dAQEBcHNz67A34IQQos4MDAwQEhICY2NjGgWlYp0leALqws0ffvgBvXv35jmO280Y6yF0TYQQzdXu4VNkZCR0dXVhZGQEExMT9O7dG3v37lXuT05ORnR0NKysrCAWi+Hq6oopU6Y0er6tW7eC4zgYGRnV22QyGYC6H5oGBgYwMjKCpaUlBg0ahAsXLqjkteXn52PTpk2YO3eu8rHJkyfD0dERxsbGsLOzw+TJk3H37l3l/q+//hoeHh4wNTWFhYUFBg8ejIsXLyr3nzhxAoyxeq8tLCysyTpcXFygp6dX7zmpqanNfh1FRUWYMGECnJ2dYWRkBHd3d6xcuRIPr4y4e/duREREwNjYuFkrrdy4cQPDhw+Hs7MzGGP48ccf6+23srLCmDFjsGTJkmbXSZqPMTYJwJzZs2c3+e+pI6EASrX+PdqJFm8ghBBhMcbg4uKCoKAgZGZmIjU1lUZBtbHOFDwpGBgYYP/+/ZyFhYW+SCQ6yBizELomQohmEmTk06JFiyCVSlFSUoLRo0dj1KhRyMzMhFQqRVRUFCIjI5Gfn4+ysjIcPXoUQUFBTZ7P1dUVUqm03iYSiZT7jxw5AqlUimvXrsHExATDhg1Tyetav349hg8fXq/B7pw5c3DlyhWUl5fj8uXLuH//PmbNmqXcP2TIEMTHx0MikeDmzZsYNGgQhgwZUi/oEYlE9V5bfHz8Y2vZtGlTvef4+vo2+3VIpVL06NEDJ06cQEVFBfbt24eNGzdi7dq1ymPMzMwwc+bMeo81heM4DBo0CLt27YKDg0ODx0yePBlbtmxBeXl5s2slj8cYC2OMfff000/za9asEbqcdkUBVNuTyWRIT0/HpUuXaLQTIYSoIQMDA4SGhkIsFiM2NhYlJSVCl9QhdMbgScHBwQH/+9//OI7jXBhjPzPGaAlb0no8BO/h1OKeT9TyqVUEnXanpaWFmTNnQiaTITU1FRkZGSgpKcEbb7wBfX19cBwHNzc3TJ8+vU2uZ2JigokTJ6KgoEAlv4j37duHqKioeo/5+PjU63/CcRwyMjKUX7u5ucHS0lL5tUgkwo0bN1BRUdHm9TWXq6sr5s+fj65du4IxBh8fH7z44os4ceKE8pjBgwdj9OjRcHV1bdY57ezsMGvWLPTt27deMPiwbt26wdLSEseOHWuLl0EAMMYcRSLR/1xcXET//e9/WXNGqXU0FEC1HcVoJ11dXfTt25dGOxFCiJp6eBRURkYGjYJqpc4cPCmEhobi+++/ZzzPPwWgc32aSQhpE4KGT9XV1Vi3bh20tbXh5+cHDw8P2NjY4MUXX8SePXtw7dq1Nr3e3bt3sXXrVnTt2hUWFg2PGO3ZsydMTU0b3WJjYxt8XmVlJa5cuYIePR6dCv3JJ59ALBbDzMwM+/btw8KFC+vtj42NhampKfT09DBnzhzMnTu33ugpmUwGR0dH2Nra4tlnn23WtME5c+bA3NwcvXr1wsaNGx97fFPkcjn+/vtv9OzZs1XnaQ5fX1+cP39e5dfpDBhjBhzH7dfT0zM/ePAgZ25uLnRJgqEAqnVotBMhhGgmxSgoIyMjGgX1hCh4+n8TJ07EnDlzAOANxtg0oeshhGgWQcKnFStWwNTUVDGEE3v37oW7uzvEYjHOnDkDd3d3LFmyBB4eHnBycsJ3333X5PlycnLqBUSzZ8+utz86Ohqmpqbw9vZGdXU1Dhw40Oi5Ll68CIlE0ujWWKNmRR+nh0Mjhfnz56OiogLZ2dl455134O7uXm9/eHg4JBIJSktL8cUXXyA4OFi5r3v37khJSUFOTg6uXLmCnj17YsCAASgsLGz0NWzbtg3Z2dm4ffs2Pv30U7z//vutCqDmzJmDiooKvPvuu098juYyNjZGaWmpyq/T0bG6O6PNPM/32r17N9dQKNrZUAD1ZKRSKeLi4qCjo0OjnQghRAMxxtC1a1cEBQXhypUryMjIqNfegTSOgqdHrVq1CoMGDeIZY98yxiKErodoMh6QyzVro3l3rSJI+LRw4UJIJBIUFRUhPj6+Xg8mZ2dnfPnll0hPT0dpaSlmzZqF6dOn46+//mr0fF27dq0XEH311Vf19v/xxx+QSCQoLCzE/v374e3t3eavyczMDACa7FfUtWtXDBs2DEOGDIFcLn9kv6mpKd544w1MmTIFly9fBgDY2trCz88PWlpaMDU1xcqVK2Fubo4//vij0ev0798fRkZG0NbWRlRUFObMmfNIg2+FmJiYeo3J8/Pz6+2fM2cO/vjjDxw/fhwmJiaP/T60Vnl5OTrzCJ02tADAqJUrV2LoUFoZV4ECqJa5ceMGEhMT4evrC3d3d7rpJoQQDaYYBSWXy3H69GlUVVUJXZJao+CpYVpaWtizZw9zc3NjIpHoN8aYs9A1EUI0g6DT7h7HxMQE8+bNg7m5OVJSUtrlmt7e3o+snPfwFhMT0+Dz9PX14enpifT09CbPX1tbixs3buDevXsN7pfL5aiurm5yyiHHcS36xKqp4yMiIuo1JndyclLWMW3aNBw5cgQnT55stEl4W0tLS0Pv3r3b5VodFWNsCIAVY8aMwXvvvSd0OWqHAqjHk8lkSElJQWFhIfr27asM1wkhhGg2juPg5eWFbt264fTp0ygqKhK6JLVEwVPTTE1NcfDgQZGBgYEZx3H7GWN6QtdECFF/ahU+XblyBStWrEBWVhZkMhmqqqqwfv16SCQS9O3bt11quHTp0iMr5z28RUQ0Prp0xIgR9ZplFxUVYfv27ZBIJACAzMxMvPfeewgPD4dYLAYAbNy4EdevXwfP87hz5w5ef/116OnpKafe/fXXX7h69SrkcjmkUikWL16M27dvY/DgwQ3WkJeXh7///htVVVWQyWQ4efIkvvjiC4waNUp5zOLFi+Hi4tLo66itrcXYsWORmJiIEydOwNbW9pFjFH8+1dXVAICqqipUVVU1GYo9fExNTQ2qqqrqNb+8evUqiouLMXDgwEbPQZrGGHMQiUQ/+vr6yjdt2kQ3S42gAKpxFRUVyj50gYGB0NamBW0IIaSjsbKyQmhoKK5du4b09PQGR+R3VhQ8NY+npyd++uknTi6X9wQ1ICeENINahU9isRjp6ekYNGgQTExMYG9vjx07duC///1vvT5I6uq1117Dvn37lFPvGGPYunUrXF1dYWhoiKioKPj4+OCXX35RPufs2bMICgqCkZERfHx8UFhYiGPHjsHKygoAcOHCBTz99NMQi8VwdXVFQkICjh49CkdHR+U5jIyMsHPnTgDAvXv3MGfOHFhZWcHMzAyzZs3Chx9+iDfeeEN5fH5+PiIjIxt9HXFxcdi9ezcuX74MFxcX5aiv6Oho5TE7duyAvr4+Bg8eDJlMBn19fejr6yMvLw8AsHPnzkd6wyiOyc/Px+TJk6Gvr4/ly5cr92/evBmTJk1ql+l9HRFjTIvjuJ90dHRMfvnlF05fX1/oktQaBVCPys/PR1JSEnr16gUXFxe64SaEkA5MT08PISEh0NLSQnx8PO7fvy90SYKj4Kllnn32WUVP2JmMsReErodoFh51/+Y0ahP6m6bhmCoaDrIlTHlS/qPO9Uc0f/58aGtrY9myZUKX0igPDw8cP368XoAltDt37iAgIACJiYnK4O1x2JL/vyHgP+I7/d0BY2wZgA9+/PFHjB07VuhyNIZUKsW5c+fg7+/faYPP2tpaXLx4EUDdip9aWloCV0SIME6cONHkhzOEdFQlJSW4ePEiunfvDjs7O6HLEQQFT0+muroaERER8sTExPtyudyP5/lsoWsi6o8xdiLIwaP/rhfnCl1Ki4z5+VOcvZ55kuf5SKFr0UT0DqONffLJJ0KX8FiZmZlCl/AIS0tL5agp0nKMsYEAFk6ePJmCpxZSjIDqrAFUWVkZkpOT4erqquz5RgghpHOxsLBA3759kZycjDt37sDb2xscp1YTJFSKgqcnp6Ojgz179nA9e/Y0uHfv3n8ZY2E8z1cLXRchRP10nt8qhHRQjDEbkUj0k6enJ//vlR5J83TGKXg8zyMnJwcpKSkICAig4IkQQjo5HR0dBAUFwcDAAHFxcY0ujtPRUPDUei4uLti6dSsnl8sDAKwUuh6iIXgAcrlmbZ1rUlebo/CJEA3GGOMYYzu1tLQsfvnlF87Q0FDokjRWZwqgampqkJiYiPLy8noLIBBCCOncGGNwc3ODj48Pzp07hxs3bghdkkpR8NR2nn/+ecyaNQsA5jDGhgpdDyFE/VD4RIhmm8/z/NPffPMN8/HxEboWjdcZAqjy8nLExcWhS5cu8PPzg0gkErokQgghasbMzAx9+/ZFYWEhLl682CFXw6Pgqe199tln6Nmzp5zjuB2MMQeh6yGEqBcKn9pYUVERnJ2dUVpaKnQpglq/fj3Gjx8vdBkdGmMsAsCy0aNHY8qUKUKX02F05ADq5s2bOH/+PAICAmBvby90OYQQQtSYtrY2AgMDYWBggISEBFRXd5w2PhQ8qYaenh5+/vlnTk9Pz5jjuN2MMeovTAhRavfwKTs7Gy+++CJsbW1hZGQER0dHjBw5UvkLTS6XY9myZejWrRvEYrGyAeLff//d6DldXFygp6cHIyMj5aZYbW7x4sXQ0tKCkZERxGIx3NzcsHTpUqhilT8A+OijjzBx4kSYm5sDAGJiYuDv7w9zc3OYmJjA398fv/76a4PPvXjxInR0dDBw4MAG99+7dw9ubm6PXYlKJpNh3rx5cHR0hFgshq+vL3755Zdm1f+4GhS8vb3rfb/19fXBGMP58+cBANOmTcPJkyeRmJjYrOuSlmGMWYhEoj1du3bFhg0b6KapjXW0AIrneWRkZCA3NxdhYWE0zY4QQkizMMbg7u4ONzc3xMfHo7y8XOiSWo2CJ9Xy8PDA999/z8nl8r4AFgtdD1FnPHherlEbNX1qnXYPn4YMGQI7OztkZGSgoqICp0+fxuDBg5Vh0KpVq7Br1y7s378fFRUVyM3NxaJFi6Cvr9/keTdt2gSpVKrcFi1apNwXGRkJqVSK8vJyfP/991i5ciW2bNnS5q9NIpFg+/btmDp1qvIxT09P/PbbbygpKYFEIsHatWsxbtw4XL58ud5za2trMXnyZERERDR6/vnz56Nr166PrWPdunXYsWMHjh07hvLycixbtgxjxozBlStXmnxec2pQuHTpUr3v95w5c9CjRw/4+/sDALS0tDB+/HhQA+y2x+ps5TjO9pdffuGMjY2FLqlD6igBVG1tLZKSklBTU4Pg4GDo6OgIXRIhhBANY2Njg4CAAJw/fx43b94UupwnRsFT+xgzZoxiVP77jLEooeshhKiHdg2fSkpKkJGRgRkzZsDExASMMTg4OGDGjBnQ1dUFAMTHx2PYsGHw8vICAIjFYjzzzDMICQlp9fUZYxgwYAC8vb2RnJzc6vP9259//glHR8d6q0ZZW1vD2dkZjDHwPA+O4yCXy3H16tV6z125ciX69OnTaPBz6tQpxMTEYN68eY+t4+rVq4iMjISnpycYYxgxYgQsLCyQlpbW5PMeV0NjamtrsXnzZkyfPr3e41FRUThw4ECH7BMgsLd4nh+6Zs0apgj7iGpoegBVWVmJ+Ph4WFlZwcfHp1Mtm00IIaRticVihIWFITc3F5mZmSqbRaAqFDy1r6+++grdu3fnRSLRLsaYrdD1EEKE167vRCwsLODt7Y2pU6di+/btSE9Pf+QXV79+/bBp0yasXLkSMTExbbrMq1wux/Hjx5GWloY+ffo0eMyuXbtgamra6DZ0aOOLN5w/fx49evRocJ+pqSl0dXURERGB4OBgDBo0SLkvNTUVW7duxapVqxp87v379zFt2jR8//330NbWfuzrnDZtGtLS0pCeng6ZTIZffvkFtbW16NevX6PPeVwNTdm3bx/KysowYcKEeo/7+vpCIpEgOzu7xeckDWOMBTHGVo8YMQKvv/660OV0CpoaQJWWliIhIQE+Pj5wdnYWuhxCCCEdgI6ODoKDg1FdXY2kpCTU1tYKXVKzUPDU/gwMDPDLL79wWlpa5oyxnYwxWuGEkE6u3T8GP3HiBCIjI7F27Vr06tULNjY2WLZsmTKEevfdd/HVV18hJiYGzz33HMzNzTF8+HAUFBQ0ed7p06fXC4kKCwuV+06ePAlTU1NYWlpi9uzZWLp06SNBicKYMWMgkUga3Q4ePNhoDXfv3kVjU6AkEgmkUil+++03DBkyRNm3qba2Fq+88grWrl3b6HMXLFiAYcOGNRqY/ZurqysiIiLg4+MDXV1dTJw4ERs3boS1tXWDxzenhqZs3LgRo0aNgqmpab3HFefq7M3X2wpjzEQkEv3XwcGBbd68mW6c2pGmBVB5eXlIS0tDSEiIsv8cIYQQ0hY4joOPjw+srKwQHx+PyspKoUtqEgVPwvH29sa6des4nucHAJgvdD1EzfAAL5dr1EYtn1qn3cMnS0tLfPzxxzh//jwkEglWr16NpUuXKnswMcYwbtw4HDp0CHfv3kV8fDxyc3MxduzYJs+7cePGeiFRly5dlPv69+8PiUSC0tJSXLp0Ce+9955KXpuZmVmTjRh1dXUxYsQInDx5Eps2bQIArF69Gt26dcOwYcMafE5sbCwOHTqEpUuXNruOmTNnIjk5GTk5OaiursbRo0cxY8YMHDlypMHjH1dDU65du4bjx49jxowZj+xTfC/ozW/rsbo7pU08zzvt2bNHZGZmJnRJnY4mBFByuRxpaWkoLi5GWFjYY3vlEUIIIU/K2dkZPj4+SEhIUNsPGil4Et7kyZMxZswYAFj6z0rNhJBOStAGIAYGBpg0aRJ69uyJlJSUBo8JCAjA1KlTG93f1nbu3FlvFbd/b9HR0Y0+t3fv3khPT3/sNWpra5GVlQUAOHLkCH7//XdYWlrC0tISq1evxqlTp2BpaYnS0lIcO3YM169fh5OTEywtLTF8+HDIZDJYWlriwIEDDZ4/KSkJ48ePh7OzMziOQ1hYGCIiIvDHH380ePzjamjKxo0b4efnh+Dg4Ef2paWlwcTEpFlN0sljTQfwwsqVK1loaKjQtXRa6hxAVVdX48yZM9DR0UFAQMBjV8UkhBBCWsvc3BwhISFIS0tDfn6+0OXUQ8GTemCMYcOGDXB1dYVIJNrDGLMUuiZCiDDaNXy6e/cuFixYgLS0NNTU1KC2thZ79+5FWlqassn1559/jj/++EP5xi4rKwvbt29vcRPsJzV27Nh6q7j9e2sswAGAwYMHo6CgoN4Uwb179yI1NRW1tbWoqqrC999/j7/++guDBw8GAPz8889IT09HSkoKUlJSMGPGDAQHByMlJQWmpqaYM2cOsrKylPs3bdoEkUiElJQUDBw4sME6+vbti507d+LGjRsAgDNnzuDEiRN4uDk1Ywxbt25tVg2Nqa6uxtatWxsc9QQAR48exbBhwyAS0RTv1mCM+THGvhw8eDD/7rvvCl1Op6eOAVRFRQXi4+Ph4uICDw8PusEmhBDSbvT19REWFobbt28jLS1NLRaaoeBJvYjFYvzyyy8cx3G2jLGtjDFaAYUA4AG5XLM2mnfXKu36D19HRwdFRUV4/vnnYW5uDisrKyxfvhxff/01XnzxRQB1fYKWLVsGV1dXGBkZYeDAgQgICMC2bdvas9QnYmZmhvHjx+OHH35QPnbz5k08//zzMDU1RZcuXbB582b89NNPiIqqW3XUysoKDg4Oys3Y2Bi6urpwcHAAx3EwNjaut9/KygoA4ODgoJxS8/HHH8Pb21t5zU8//RQ+Pj4ICgqCWCzG2LFj8c4772D8+PEAgPz8fGhpaaFv377NqgEAoqOjHwmZfv31V1RWVjY4JbK2thY7duzA7Nmz2+rb2ykxxvREItFua2tr0Y4dOxitVqYe1CmAKi4uRlJSEvz9/WFnZydoLYQQQjonLS0tBAYGQltbG2fPnhW0ETkFT+qpd+/e+OKLLxjP888CmCl0PYSQ9sdUsUwqW8KUJ+U/6lzp4O3btxEUFITk5GS17XW0efNmJCUlYd26dSq7xsaNGxETE4Mff/xRZddgS/7/ZoL/iO+QdxaMsU8AzDt8+LBytBxRH1KpFOfOnYO/vz9MTEza/fo3btxAdnY2goKCoKur2+7XJ6SjUSyKQgh5ctevX0dOTo4gv5soeFJvPM8jOjqaP3r06AO5XO7D8/w1oWsiwmCMnQjq4t7/xxFvCl1Ki4zb9yXOFl49yfN8pNC1aCIaRtHGbGxskJeXp7bBE1DX+E+VwRNQt/qgKoOnzoAxFgxg7pQpUyh4UlNCjoDKzs5GXl4eQkJCKHgihBCiNhwcHODp6YnTp0/j/v377XZdCp7UH2MMmzZtYgYGBjqMsS00/Y6QzoX+wROihv6Zbre9S5cu/Jo1a4QuhzShvQMonudx+fJllJaWIiQkBNra2iq/JiGEENIS1tbW8PPzw5kzZ9rtdyMFT5rBwcEBX375JcfzfASAWULXQ4TF83KN2kjrUPhEiHpaIpPJPDZv3iwSYjoXaZn2CqDkcjlSUlJQW1uLgIAAUA8wQggh6srMzAx9+vRBcnIy7ty5o7LrUPCkeV555RU888wzPMdxqxljbkLXQwhpH/TOhRA1wxgLAfDutGnTaLqdBlF1ACWTyXDu3DkYGhrCx8eHbq4JIYSoPSMjI4SEhCA9PR2FhYVtfn4KnjQTYwzff/89MzQ01OE4jqbfEdJJ0D90QtTIP9Pttjk4OPCfffaZ0OWQFlJVAFVdXY2EhATY2trCw8ODbq4JIYRoDD09PYSGhiInJwe5ubltdl4KnjSbYvqdXC6PAPC60PUQAfA8IJdr1qaCxdo6k3YPnyIjI6GrqwsjIyOYmJigd+/e2Lt3b6vOuXv3bkRERMDY2BhaWlptVCkhgliqmG5nbGwsdC3kCbR1AFVZWYnTp0/Dzc0Nzs7ObVAhIYQQ0r60tbUREhKCoqIiZGRkoLWrbVPw1DFMmjQJ0dHRiul37kLXQwhRLUFGPi1atAhSqRQlJSUYPXo0Ro0ahczMzCc+n5mZGWbOnIm1a9e2XZGEtDPGWCiAd1999VVERUUJXQ5phbYKoCoqKnDmzBn4+vrC1ta2DSskhBBC2pdIJEKfPn1QVVWFixcvPnEARcFTx/HQ9Dttmn5HSMcn6D9wLS0tzJw5EzKZDKmpqU98nsGDB2P06NFwdXVtw+oIaT+MMX2RSLTdwcFB/umnnwpdDmkDrQ2gSktLkZiYCH9/f5ibm6ugQkIIIaR9McbQs2dP6OrqIjExETKZrEXPp+Cp47G3t8dXX33FyeXycABvCF0PIUR1BA2fqqursW7dOmhra8PPzw8AMHPmTAwdOlTIsggRwjKZTOa+ZcsWmm7XgTxpAHX79m2kpqYiODgY9PeBEEJIR8IYQ/fu3WFpaYmEhATU1NQ063kUPHVcEydOxJAhQ3iO41YxxroJXQ9pHzzq/l1r1Cb0N03DCRI+rVixAqampnBwcMD//vc/7N27F+7uddN8v/32Wxw8eFCIsggRBGMsDMCc6dOnY+DAgUKXQ9pYSwOowsJCZGZmIjQ0FAYGBu1QISGEENL+unbtiq5duyIhIQHV1dVNHkvBU8fGGMN3331H0+8I6eAE+Ye9cOFCSCQSFBUVIT4+HsOGDWv2c42MjJTbzp07VVglIar3z3S7bY6OjjTdrgNrbgB148YNZGdnIyQkBDo6Ou1YISGEENL+unTpgm7dujUZQFHw1DnY29vj66+/5uRyeV8As4WuhxDS9jQuVZZKpcpt7NixQpdDSGstV0y3E4vFQtdCVOhxAdT169eRm5uL4OBgaGtrC1AhIYQQ0v5sbW3h6emJhIQEPHjwoN4+Cp46lwkTJiim331C0+8I6Xg0LnxqiEwmQ1VVlfITk6qqKlRVVbV6GVdCVIkx1hfA2zNmzMDTTz8tdDmkHTQWQBUUFCAvL4+CJ0IIIZ2SjY0NunfvXi+AouCp81GsfmdkZKTNcdxWxphI6JqICvE8eLlMozZQvtAqahc+zZgxA9HR0S16zo4dO6Cvr4/BgwdDJpNBX18f+vr6yMvLU1GVhLQOY8zgn+l2/OrVq4Uuh7SjfwdQ+fn5KCgoQHBwMLS0tIQujxBCCBGEtbU1evTogYSEBFRWVlLw1El16dJFMf0uDDT9jpAOpd3f6Zw4caLJ/Rs2bGjxOSdNmoRJkyY9WUGECGO5TCZz27p1K2i6XeejCKDi4uJgYGCAsLAwiET04R4hhJDOzcrKCj169MDJkydhZWUFf39/Cp46ofHjx+Pnn3/GoUOHVjLGfud5PlPomgghrad2I58I6egYY6EA3nrttdcwYMAAocshAikpKYGBgQFqamoglUqFLocQQggRHM/zuH37NszMzFBRUfFIDyjSOTDGsHHjRvwz/Y5Wv+vAeLlcozbSOvQPmZB2xBgTcRy3wc7OTr5q1SqhyyECKSgowI0bNxAWFoagoKDHroJHCCGEdHQP93gKCgqCt7c3zpw5QwFUJ9WlSxd88cUXiul344WuhxDSehQ+EdK+Zsjl8p5r166l1e06qevXryM/Px9BQUEQiUSPXQWPEEII6egaai5uZWUFLy+vBlfBI53DpEmTEBwcLBeJRGsYY6ZC10MIaR0KnwhpJ4wxa47jPh4wYAD/4osvCl0OEcCNGzeUq9o93FycAihCCCGdVVOr2llbW6N79+44c+aMclVr0nlwHIdvv/2W43neAsBSoeshhLSOqsIn5RqEtfJaFV2CdGYPaut9AqYpa15+whgTf/PNN4yaZ3Y+hYWFyMnJQVBQUIOr2lEARQghpLNpKnhSsLGxgYeHBxISElBTUyNAlURI/v7+mDFjBgDMYoz1Ergc0pZ4HpDLNWvjNeVtp3pSVfh0R/E/v2f+rqJLkM7qQe0DzP6j3sqreULV0lz/NBl/5Z133mFeXl5Cl0Pa2e3bt3Ht2jUEBwdDW1u70eMogCKEENJZNCd4UrC1tUW3bt1w5swZ1NbSB9udzfLly2Fubg6O49bRJ7iEaK5HP35vG6cBPAcAI/aMUNElCFGKEbqApvzTZHy9jY2NbNGiRSKh6yHtq7S0FFeuXEFoaGiTwZOCIoA6d+4c/P39YWJi0g5VEkIIIe2nJcGTgp2dHWpra5GYmIigoCBwHHUP6SzMzMzw6aefclOmTFE0H98udE2EkJZT1U/t1wFUqOjchDzsTwCvCl3EY0yXy+V+a9euFRkZGQldC2lHFRUVuHDhAvr06QMdHZ1mP49GQBFCCOmoniR4UnB0dISlpSVSUlLA0/SXToWajxOi+VQSPvEf8QUApgFIBSBXxTVIp8YDyAWwA8AI/iO+SthyGscYs+I4buVTTz1FTcY7mcrKSiQlJSEgIAAGBgYtfj4FUIQQQjqa1gRPCu7u7tDV1UV6eroKKiTqStF8XC6XWwJYInQ9pG3wvFyjNtI6qpp2B/4jfg+APao6PyEa4hPGmHjdOpqi3plUV1fj7Nmz8PX1hbGx8ROfh6bgEUII6SjaInhS6NGjB86fP4+rV6/C3d29Dask6szf3x+vvfYavv3229cZY5t5nr8gdE2EkOajydKEqAhjLATA5Dlz5lCT8U5EJpPh3Llz8PDwgIWFRavPRyOgCCGEaLq2DJ4AgDGG3r17486dOygoKGijKokmeKj5+Lf0yS4hmoXCJ0JUQNFk3M7OTrZo0SKhyyHtRC6XIzExEQ4ODrCzs2uz81IARQghRFO1dfCkwHEcAgMDkZubi6KiojY5J1F/iubjcrlc0XycaCgePHhewzZQr7nWoPCJENV4VS6X9/riiy9EYrFY6FpIO+B5HhcvXoSZmRmcnZ3b/PwUQBFCCNE0qgqeFLS0tBAUFIT09HTcvXu3Tc9N1NekSZMQFBREzccJ0TAq6/mEXewVAB8BcAJAQyJJp8Hz4IvWA5l3LRD2bKjQ5ZB2cuXKFXAch27duqnsGtQDihBCiKZQdfCkoKuri6CgIJw5cwaBgYGgD/06Po7jsH79ei4wMFDRfPxNoWsihDyeakY+1QVPPwBwBgVPpJNhDMzKGKyvcwnYIR8gj/rud3TZ2dm4d+8efH19VXZzrUAjoAghhKi79gqeFAwMDBAQEICkpCRUVlaq9FpEPfj7+2PGjBkA8DpjrKfQ9RBCHk9V0+4+AoVOhAC1FcClFUJXQVToxo0buHXrFnr37q3ym2sFCqAIIYSoq/YOnhSMjY3h6+uLs2fPoqampl2uSYS1fPlymJmZUfNxTcUDkMs1a6OWT62iqml3Tsr/G54LGLZ9/xNC1Ja8Fig8BJwaXvd12SVh6yEqU1xcjGvXriE0NBQikahdr01T8AghhKgboYInBQsLC3h4eODs2bMICQlp99/NpH2Zm5vj008/5aZOndoXwDgAO4SuiZDGMMbGA9j+z5fTeJ7f1MAxYQA+ABACQA/AVQCbAXzN87ysvWpVFVWNfPr/3zQUPJHOhtMCHJ77/695uXC1EJWpqKhAWloagoKCoK2tLUgNNAKKEEKIuhA6eFKws7ODvb09UlJSwPM0TKGje+WVVxTNxz9njNEncUQtMcYcAXwNQNrEMcMBnALQD8BvANYB0AHwBYDd7VCmytFqd4QQ0kLV1dVISkqCv78/9PT0BK2FAihCCCFCU5fgScHFxQXa2tq4evWqoHUQ1eM4Dt9++y0nl8stASwSuh7SEjx4uUyjtieZd/fPlNAtAEoAbGjkGGMA3wOQAYjkeX4Kz/NzAfQCcBrAC4yxl5/s+6w+OmT49PHHH2PYsGFtes5JkyZh6tSpbXrOh504cQJaWqpbfLCzUPWfEyFyuRxJSUnw9PRUm6luFEARQggRiroFTwo+Pj4oLi7GrVu3hC6FqFhAQAAmTpwIxtgbjDGnxz+DkHY1G8AAAK8AuNfIMS8AsAKwm+f5RMWDPM9XoW4aHgC8psoi20O7h0+RkZHQ1dWFkZERjIyM4O7ujrVr17bpNd5//30cOHCg3mOJiYkYMWIErKysYGxsDA8PD7z11lu4efNmm16bNGz9+vVgjGH58uX1Hr969SoGDhwIQ0NDODg4YM2aNfX2379/H5MnT4aZmRlMTU0xZcoUQVYx2bFjB6Kjo9v9ukT9pKenw9zcHHZ2dkKXUg8FUIQQQtqbugZPQN2ImMDAQFy5cgXl5eVCl0NUbMmSJdCu64OwWOhaCFFgjHkB+ATAlzzPn2ri0AH//PdwA/tOAbgPIIwxptvGJbYrQUY+LVq0CFKpFFKpFD/++CMWLlyII0eOqOx6R48eRXh4ODw9PZGSkoLy8nKcPHkSFhYWOHnypMquS+rk5eVhzZo18PX1rfe4TCbDsGHD4OXlheLiYuzfvx+rVq3Cnj17lMe8+eabuHLlCq5cuYLMzExcvnwZc+bMae+XgH379mHEiBHtfl2iXvLz81FZWQkPDw+hS2kQBVCEEELaizoHTwo6Ojrw9/fH+fPnUV1dLXQ5RIWcnJzw+uuvMwATGWM9hK6HEMaYFuqa4OcDeP8xh3v+89/Mf+/geb4WQA7qFotzbcsa25vg0+5CQkLQo0cPpKWlKR8rKSnBlClT4OjoCCsrK7z00ku4ffu2cr+LiwuWLl2K8PBwGBkZITAwEOfOnVPuX7x4MQYOHKj8eubMmRgzZgxWrVoFe3t7AHXNCBctWoSXX66bOnn//n28+eabcHR0hKWlJUaMGIH8/PxG687Ly8Pw4cNhaWkJR0dHvPXWW/VG5DDG8M033yAwMBCGhoYICwvD9evX8cUXX8DR0REWFhZYuHDhI+fdtm0bnJ2dYW5ujkmTJkEqlTb7mo+ze/dueHl5QSwWw8bGBpMmTQIArFmzBoMHD1YeN378eOjp6SnPvWfPHnh7ezf7Ov82ZcoUrFixAubm5vUeP3XqFPLy8rBy5UoYGBjA398f06dPx4YNdVNhKysr8eOPP2LZsmWwsbGBtbU1li1bhm3btqGqqqpZ116+fDk8PDyQlZWF3NxcMMawbds29OjRA4aGhhgyZAju3r2L+fPnw9raGra2tli3bl29c1RVVeHo0aMYPnw4eJ7HwoUL0aVLF4jFYri4uODrr79+4u8N0RylpaXIzc1F79691fIGW4ECKEIIIaqmCcGTgrGxMbp3747ExETI5bQITEf2/vvvw8jICAA+FroW0jw8L9eo7R92jLHEh7ZXG3l5HwLoDWASz/OPe9Ou6OXR2M274nHT5n5v1ZGg4RPP84iLi8OVK1cQGhqqfGzEiBFgjCEtLQ15eXkQi8UYM2ZMvedu2LABX375JUpLS/HCCy9gyJAhDQ6pzczMxNWrVx95/r+9/fbbSEhIQEJCAvLy8mBpaYlhw4ZBJnt0RcPa2lo8++yzsLW1RV5eHhISEhAXF4d333233nE//vgj9u3bh+LiYujp6WHAgAG4e/curl27hr/++gufffYZ4uPjlcfLZDIcOHAAFy9exOXLl5GZmYl33nmnRddszP379zF+/HisW7cOFRUVyM7OxpQpUwAAAwcORExMDB48eAAA+Ouvv+Do6IiYmBgAwLFjx5RhXn5+PkxNTZvcHrZx40YYGBhg1KhRj9R04cIFeHh4KH5JAAD8/f1x4cIFAEBGRgaqqqoQEBBQb39lZSUyMx8JheupqanB5MmTcejQIcTHx6Nbt27KfXv37kVsbCzy8/ORm5uL4OBguLm5obCwEFu2bMFbb71VL3g8cuQIfHx8YGtri6NHj2Lbtm04c+YMKioqcObMGfTt2/ex33+i2SorK3HhwgUEBgZqRG82CqAIeRTP85DJZHjw4AHu3bsHqVSKiooKlJeXo7y8HGVlZZDJZMqvKyoqIJVKUVlZiZqaGlo1i5B/aFLwpGBrawsrKytcunRJ6FKICllYWGD+/PkcgOH/LFlPiCrc5Hk+8KHtu38fwBgLQt1opzU8z59ug2sqftBq9M2IIO+iVqxYgc8++wzV1dWorKzE9OnTERQUBABISkpCUlISjh07Bl3duimNq1evhqWlJa5fvw4HBwcAdaNpFKHEvHnz8O233+LgwYOPhEzFxcUAoBzx1BC5XI7t27dj//79yuPWrl0Lc3NznD17VhmMKZw9exZZWVk4c+YMDA0NYWhoiOXLl2PEiBH45ptvlL+E33nnHWW9L7zwAubPn4/FixeD4zj4+fnBz88P586dQ1jY//9sXLVqFUxMTGBiYoKlS5di6NChWL9+fbOv2RRtbW1cuXIFvXr1grm5OSIiIgAAPXv2hFgsRlxcHGxsbKCrq4vJkyfj6NGjGDRoEI4fP44vv/wSQN2QVolE8thrAXVB1fLly5GQkNDg/oqKikcaNpuamipDxIqKCgCod4zi/5uau19WVobo6GiYmpri+PHj0NfXr7d/0aJFylFYQ4cOxe+//45p06YBAKKjo2FmZobk5GQ4OdX1K3x4yp2Ojg6qqqpw6dIlWFlZwcbGBjY2Ns36fhDNVFtbi3PnzqFnz54wMDAQupxmUwRQ586dg7+/v9o0RyekLdTW1uLBgweoqqpSboqva2pqUFtbi9ra2kcCI5FIBC0tLYhEInAcp/zdqfjvgwcPcPXqVeXzFIHV486npaUFHR0d6OnpKTddXV3lfzXhzTkhzaGJwZOCu7s7zp8/j7y8PDg7OwtdDlGRt956C1999ZXszp07qxhj/Xj65IC0s4em22Wi+SswKj4tbuyG3fhfx2kkQcKnhQsX4oMP6pq2X79+HWPGjMHkyZOxbds25OTk4MGDB4+8odfT00N+fr4yzHFxcVHuY4zByckJ169ff+RaVlZWAIAbN27Ay8urwXqKi4tRVVUFV9f/n0JpZGQEa2trFBQUPBI+FRQUwNraGoaGhsrH3NzcUFVVheLiYlhbWwNAvYbEBgYGsLa2Bsdx9R5TBCwKD/8ydHFxwYMHD3Dnzp1mX7MxBgYGOHToED7//HMsXLgQrq6ueOeddzBmzBgwxjBgwAAcO3YMNjY2iIqKwsCBAzFt2jRcu3YNBQUFiIyMbPL8DZk6dSo++OCDRoM/sVj8yKgMiUQCY2Nj5X6gLkxSjKhSHK84piExMTEoKyvD+fPnHwmegEf/XP7dOPrhPxeZTIaDBw9iwYIFAOoa5n/88cdYvnw5XnrpJYSGhmLFihUIDAxstB6iuXieR0pKCpydnWFhYSF0OS1GARTRVLW1tbh3755yhNLDI5CAutBHEe4oNrFYDF1dXejo6NQLmFrixIkT8Pf3b9axPM9DLpcrg6mHw7DS0lLl/1dXV4PneTDGoKenBwMDAxgZGcHQ0BBisRh6enoa9QaedF6aHDwBde8XevXqhfj4eBgZGWnk73XyeIaGhli8eLFo5syZ4QCiARwSuibS6RgBUDSIrWrkZ+X3jLHvUdeI/C0AGQAC/3le0sMH/hNmdQVQCyBbRTW3C8Hnjzg4OOCll17CggULlP2ODA0NUVpa2uRNY25urvL/eZ6vF0w9zMPDA+7u7vjpp5/q9YF6mJWVFXR1dZGTkwM3NzcAgFQqRVFRERwdHR853tHREUVFRbh//75yJER2djb09PRgaWnZkpf/iLy8PGUNubm50NXVVfZ4au01IyMjERkZCZlMhv379+M///mPcsrZwIEDsXHjRtjY2GDixIkICAhAQUEBdu3ahaCgIGUQlJ+fjx49mu7hp+hTdfToUSQlJSl7W5WVleHcuXP4888/ERMTAz8/P2RmZuLevXvKUC05ORl+fn4AAE9PT+jp6eH8+fMYMGCAcr++vn6TDZ+HDh0KPz8/PPXUU/jzzz+V53sSsbGxsLKyqjdt79VXX8Wrr76K+/fvY/HixXj++eeb7A9GNFdWVhZ0dXU1+hNSCqCIuuJ5HpWVlcrpbYqturoaIpGoXkBjY2MDfX19aGtrq80bXsYYRCKRMgh7+MOhhsjl8npT/oqLi5GTk6Psr6gY1axYDdjY2FgjpvmSzkHTgycFkUiEwMBAJCQkIDg4WKNGNJPmmzp1Kj799FN5fn7+KsbYYf6hZj1EjfA8eE3rw9a8gXQPAPzQyD5/1PWBikVd4KSYkvcXgLEAngHw07+e0w+AAYBTPM8/aGHFakXwu5pbt27h559/VgYEgYGB6NWrF958800sXrwYFhYWKC4uxvHjx5XNwQFg8+bNGDlyJHx9ffHFF1/g/v37ePbZZxu8xrfffothw4bBxsYGr7/+Orp06YKioiL88MMPcHV1xahRozBhwgQsWrQIPXr0gKmpKd555x10795dOR3wYUFBQXB3d8c777yDNWvWQCKRYNGiRXjllVda/Cnrvy1YsACbNm1CVVUVFi9ejPHjx4PjuGZdc9KkScjNzcWJEyceOe/t27cRGxuLgQMHwsTERDmSSCQSAQCioqIwffp0GBoaYtu2beA4Dv3798dnn32Gt956S3keJyenek3Qm1JQUFDv6xdffBERERHKPlb9+vWDs7Mz3n//fXzyySfIyMjAxo0blVP89PX1MW7cOHz44Yfw8fEBAHz44YeYMGEC9PT0mrz2G2+8ASMjIzz99NM4cODAI6PXmmvfvn0YOXKk8utz587hwYMH6NOnD3R1dSEWi+nNQQd18+ZN3LlzByEhIUKX0moUQBGh8TyP+/fvo6ysDBKJBBKJBA8ePICBgQHEYjGMjIzg6OgIIyMj6OjoCF2uSnAcB319fejr6z/yoZFcLsf9+/eVwVRBQQHKysogl8shFouVPRVNTEzodw5pdx0leFLQ19eHn58fEhMTERYWRv+mOiBtbW18/PHH3OjRo30AjAHwo9A1kc7jn+biUxvaxxhbjLrwaRvP85se2vULgFUAXmaMfc3zfOI/x+sBWP7PMetVVnQ7EaTh+LJly5Sf7Pn5+cHGxga7du2qK4jjsG/fPsjlcgQEBEAsFiM4OPiRQOXVV1/F7NmzYWZmhj179uD3339v9A1VVFQUYmNjkZ6eDl9fX4jFYvTt2xdFRUXo378/AOCLL75AYGAg+vTpAycnJ9y8eRP79+9XhjMP09LSwsGDB3H9+nU4OTkhKCgIwcHB+Oyzz1r1fRGJRHj22Wfh6+sLT09PuLq64vPPP2/2NfPz8xudHieXy7Fu3Tq4uLhALBZj1qxZ2LZtm3L6opOTE1xdXeHp6anshzRw4ECUl5c3OmLscRwcHOpturq6MDY2Vk6pFIlEOHDgANLS0mBhYYEhQ4Zg7ty59ULGL7/8Eh4eHsrN09MTX3zxRbOu/8orr2D9+vV49tlncfz48Sd6DQ/3ewLq+lDNnj0blpaWsLCwwJEjR7B79+4nOjdRX+Xl5cjIyEBgYGCrA2V1QU3ISXuqrKzEjRs3cOnSJcTHx+PEiRNIS0tDRUUFzM3N4e/vj6eeegrBwcHo0aMHnJycYG5u3mGDp8fhOA5GRkawsbGBm5sb/Pz80K9fP/Tr1w/u7u7Q0tLC9evXcfr0aZw4cQJJSUm4evUqSkpKGlwYhZC20tGCJwVzc3O4uLggOTmZFhPooF566SX4+fnJRSLRCsaYrtD1ENIUnufLAUwDIAJwgjG2iTG2GkAKgFDUhVN7hKuwbTCV/MDdxf7/pGPa/vwuLi5Yvnw5xo0b1+bn1lSVlZXo3r07Ll26VG/1OPLkUlJSMGzYsEdGcDXbrodu0FTw74CoRk1NDeLi4pThd0cjlUppBBRpc5WVlSgpKcGdO3cgkUigo6MDCwsL5Widx41WVRcnTpx4oh6H7Ukul0MqlUIikeDu3bu4e/cutLW1YWlpCUtLS5iamjb4wRkhLdVRg6eHpaWlQUdHp8l2DkRzHTlyBIMHDwaAN3me/0roesj/Y4ydCLRy6v/DU2OFLqVFpvy9E4nF+Sd5no98kuf/M/LpIwDT/jXySbG/L4CFqAuc9ABcBbAZwFc8z2v8p000zrSD0NfXR15entBldCjV1dXNHmVFOgae53HhwgW4u7t3yOAJoCl4pG00FDZZWlrCyckJPXv27DAjBtURx3EwNjaGsbGxclXWqqoqlJSU4Pr160hNTaUwirRaZwieAKBHjx6Ij4+HpaWlcuQ/6TiioqLw1FNP8adOnfqIMbaF5/mKxz+LENXheX4xgMVN7I8DMKS96mlvFD4R0oigoKAGe36RjisvLw9aWloNLl7QkVAARVpKLpejtLQUt27dwp07dyhsUjN6enqwt7dXri777zBKV1cXtra2sLW1bXAVWEIe1lmCJ6AuzPX398eZM2fQt2/fTjv1t6NijGHVqlUsKCjIHMA7aOJNPyFE9TQyfHp4pTtCCGkL5eXlyMvLQ9++fYUupV1QAEUep6amBkVFRbh16xbKy8thbm4OW1tbeHl50UgaNffvMOr+/fu4desWkpOTUVNTAxsbG9jY2MDU1LRDBwuk5TpT8KRgYGCA7t27Izk5GUFBQZ3iNXcmffr0wQsvvIBff/11LmPsW57ni4SuiZDOSiPDJ0IIaUu1tbVITk5G7969O9WqNxRAkX9ThBS3bt1CbW0trK2t4ebmBhMTE3pDpsEMDAzg6uoKV1dXZaiYnZ2N8vJymJmZwdbWFlZWVhQqdnKdMXhSsLOzw507d5CdnQ03NzehyyFtbPny5fj111/1UddL502h6yF1eJ4HL9esvri0QEHrdJ53We1k/vz50NbWxrJly4QupV3NmzcPOjo6ne51k44hNTUVLi4uMDY2FrqUdkcBFFGsTFdYWAhtbW3Y2tqid+/eND2rg9LW1laOipLL5bh79y5u3bqFK1euQCwWw8HBAVZWVjSVspPpzMGTQo8ePRAXFwdzc3OYmZkJXQ5pQ56enpgyZQrbtGnTTMbYWp7nc4SuiZDOqN3vLCIjI6GrqwsjIyOYmJigd+/e2Lt3r3J/cnIyoqOjYWVlBbFYDFdXV0yZMqXR823dulW5RPHDm2LpYcYYDAwMYGRkBEtLSwwaNAgXLlxQyWvLz8/Hpk2bMHfu3AZfr2I7ePBgi17P6NGjW1TH9u3bERYWBjMzM1haWiI6Ohqpqan1jrl37x5mz54NOzs7GBkZwcvLC8nJyY2e89/fX11dXYhEIty5cwdAXei2bt063Lhxo0W1EiK0goICyOVyZePezkgRQJ0/fx5lZWVCl0PaQU1NDfLz8xEfH4+kpCRoaWkhJCQEoaGh6Nq1KwVPnQTHcbCwsIC3tzf69+8PV1dXFBUV4eTJk7h48SJKS0vpU95OgIKnOiKRCAEBAbhw4QJqamqELoe0sY8++gg6OjoiAEuFroWQzkqQj7UWLVoEqVSKkpISjB49GqNGjUJmZiakUimioqIQGRmJ/Px8lJWV4ejRo49t+uzq6gqpVFpve3jo+JEjRyCVSnHt2jWYmJhg2LBhKnld69evx/Dhwx8ZPaF4vYpt6NChLXo9P/30U4vqqKiowJIlS3D9+nXcuHED/v7+GDRoECorKwHU3WSMGDECubm5OHv2LKRSKX7//Xd06dKl0XP++/v7wgsvYPDgwbC0tAQAmJmZITo6Ghs3bmxRrYQIqaKiAteuXevUN9sKFEB1fHK5HLdu3UJiYiLi4uJQVVWFXr16ITw8HC4uLtRot5NjjMHMzAy+vr7o378/bG1tkZOTg5MnT+LKlSuQSqVCl0hUgIKn+gwNDeHu7o4LFy5Q8NrB2Nvb46233mIAxjLGegpdD6nD83KN2kjrCDqmWktLCzNnzoRMJkNqaioyMjJQUlKCN954A/r6+uA4Dm5ubpg+fXqbXM/ExAQTJ05EQUEBSkpK2uScD9u3bx+ioqLa/LwtNWvWLERFRcHQ0BC6urp4//33lUPqgbowLi4uDlu3boWjoyOAusDLxsamWecvKSnB3r17MWPGjHqPR0VFYd++fW36WghRFZlMpuzzpK2tLXQ5aoECqI6prKwMFy5cwMmTJ3Hnzh24u7ujf//+8PDwgIGBgdDlETXEcRysra0REBCA8PBwGBkZIS0tDTExMcjJyaFRIR0EBU8Nc3BwgJaWFvLy8oQuhbSxefPmwdDQkAfwvtC1ENIZCRo+VVdXY926ddDW1oafnx88PDxgY2ODF198EXv27MG1a9fa9Hp3797F1q1b0bVrV1hYWDR4TM+ePWFqatroFhsb2+DzKisrceXKFfTo0eORfWvXroW5uTm8vb2xcuXKx960FRQUwNbWFo6Ojnj55ZeRk9O6acnHjx+HgYEB3N3dAQB///033NzcsGrVKmUz2ffff7/ZN5NbtmyBlZUVnn322XqP+/r6Ii0tDdXV1a2ql5D2kJaWBkdHR+px9C8UQHUMtbW1yM/PR0xMDDIyMmBnZ4fIyEj4+PjQCmekRbS0tODg4ICQkBAEBQVBJpMhLi4OKSkpkEgkQpdHnhAFT03z9fVFXl4e/R7sYMzMzPD6669zAF5kjLkLXQ8hnY0g4dOKFStgamoKBwcH/O9//8PevXvh7u4OsViMM2fOwN3dHUuWLIGHhwecnJzw3XffNXm+nJycegHR7Nmz6+2Pjo6GqakpvL29UV1djQMHDjR6rosXL0IikTS6hYeHN/i8u3fvAsAjU+5WrlyJrKwsFBcX44cffsCmTZvw4YcfNnr9fv36ITU1FYWFhTh37hz09PQQFRWFe/fuNfk9aExmZiamTp2KNWvWQCwWAwDu3LmDtLQ0yGQy5Ofn4/Dhw/j555+xevXqx56P53l89913mDp16iOr4hgbG4PneboZJWqvsLAQDx48gIuLi9ClqCUKoDSXVCpFamoqYmJiUFlZicDAQAQFBcHa2preXJJW09XVVY6cs7e3R1ZWFmJiYpCfn6/stUnUHwVPjycSieDv74/k5GTU1tYKXQ5pQ2+99RZ0dHQYgPeEroWQzkaQ8GnhwoWQSCQoKipCfHx8vR5Mzs7O+PLLL5Geno7S0lLMmjUL06dPx19//dXo+bp27VovIPrqq6/q7f/jjz8gkUhQWFiI/fv3w9vbu81fk2JVjPLy8nqPh4aGwszMDCKRCCEhIVi6dCl+/PHHRs/j6uoKDw8PcBwHW1tbfP/99ygsLERCQkKDx0dHRyubgP97Glx6ejqeeuopvPvuu/X2icViiEQirFixAnp6eujWrRtmzZqF//3vf499nX///Teys7MxderUR/aVl5eDMQZTU9PHnocQody7dw+ZmZno3bs33XA3gQIozcHzPG7fvo3Tp0/j4sWLsLS0RGRkJDw9PalxOFEJxhisrKzQp08f9OnTB/fv38epU6eQnp6O+/fvC10eaQIFT82nWPjo4sWLQpdC2pCtrS2mTJnCGGOTGGONN7wl7YAHL5dp1AZQL7jWUOt1dE1MTDBv3jyYm5sjJSWlXa7p7e39yMpuD28xMTENPk9fXx+enp5IT09v8vwcx7WogSFjDIyxRp/zxx9/KJuAb9iwQfn4+fPnERkZifnz5+O99+oH+7169Wr0Wo+zYcMGDBs2DPb29o/sS0tLg7e3NzWtJWpLLpfj/Pnz8PPzoz5PzUABlHqTyWTKhtC3b9+Gj48PwsLCYGdnR28oSbvR09ND9+7d0b9/fxgbG+P8+fM4e/asckQ4UR8UPLWco6MjeJ5Hfn6+0KWQNjR37lwwxrQAzBG6FkI6E7UKn65cuYIVK1YgKysLMpkMVVVVWL9+PSQSCfr27dsuNVy6dOmRld0e3iIiIhp97ogRI3Ds2DHl1xKJBAcPHoRUKgXP80hOTsbixYsxatSoRs/x+++/4/r16+B5Xjnyy9LSEiEhIcpjGGPYunVro+eIi4vD008/jeXLl+ONN954ZP/zzz8PKysrfPTRR6iurkZOTg7Wr1+P559/vsnvTVFREfbt2/fICCuFo0ePYsSIEU2egxAhZWRkwNbWVjlSkTweBVDqp6amBpmZmTh16hRqamrQt29f9OzZUzm1mhAhcBwHBwcHhIeHo1u3bsjMzER8fDyKi4tp1TA1QMHTk2GMwc/PD9nZ2TSqrwPp2rUrRo8ezTiOm8kYa7gRMCGkzalV+CQWi5Geno5BgwbBxMQE9vb22LFjB/773/8iODhY6PIe67XXXsO+ffuUU+9qamqwfPly2Nvbw9jYGKNGjcKYMWOwcuVK5XM+/vjjetMAT5w4gaCgIBgZGcHb2xslJSU4evQojIyMAAD5+fnQ0tJqMoz74IMPUFZWhjlz5jQ4akssFuPPP/9EXFwczMzMEBkZidGjR+Pdd99VnsPb2xsff/xxvfNu3rwZDg4OGDRo0CPXlEgkOHToUKPBFCFCk0gkKCkpUTbeJ81HAZR6ePDgAdLT0xEbGwstLS3069cPHh4eNIqPqB0zMzMEBwfDx8cHBQUFiI2Nxc2bNymEEggFT62jpaUFHx8fpKSk0N/hDmT+/PmQy+X6AF4XuhZCOgumkh+iu9j/n3RM5/ohPX/+fGhra2PZsmUqOf/mzZuRlJSEdevWqeT8T2rBggUQiURYvny50KWoj10P3dx1sn8H6kYulyMmJgb+/v40OqQVpFIpzp07B39/f1olsB3dv38fV69eRWlpKVxdXeHg4ACOU6vPjjqMEydOIDIyUugyOhz6OywcCp7aTmpqKsRiMS1W0oE899xz+P333yVyudyR53mp0PV0JoyxEwEWDv2/C39R6FJa5NXYn5FUcv0kz/ORQteiiSh8IkRVKHxSG5cvX4a2tjaNemoDFEC1H6lUiszMTNy7dw/u7u6wtbWlN44qRuGTalVVVSE7Oxu3b9+Gi4sLnJ2dKYRSIQqe2lZtbS1iY2MRFBQEAwMDocshbeD06dMICwsDgDk8z38hdD2dCYVPnRP9xieEdGiK6XZubm5Cl9Ih0BQ81auqqsKFCxeQnJys7KFDTcRJR6Cnp4cePXogPDwc1dXVOHXqlLLPJWlbFDy1PS0tLfj6+tL0uw4kNDQU/fr140Ui0VzGmK7Q9RDS0VH4RAjpsGQyGS5cuAA/Pz+68W5DFECpRk1NDS5fvoyEhARYWVkhPDwc1tbW9HeXdDja2trw9PREaGgo7t69i5iYGBQVFdEb+jZCwZPqWFhYQCwWIzc3V+hSSBtZuHAhk8lkdgDGCV1L58MDvFyzNtDvqdag8IkQ0mFlZmbC3t6e+jypAAVQbUcmk+Hq1auIjY2FgYEB+vXrhy5dutAbRtLh6erqwtfXF4GBgbh+/Tri4+NRWloqdFkajYIn1fPy8kJeXh6tftdBREVFoVevXnKRSLSAMSYSuh5COjIKn9pYUVERnJ2dO/zN06hRo/DDDz8IXQYhjbp79y5Nt1MxCqBah+d55OXl4dSpU+B5Hv369aMeOKRTMjAwgL+/P3x9fZGVlYWzZ8+ioqJC6LI0DgVP7YOm33UsjDEsXLiQk8lkbgD+I3Q9hHRk7X6Hm52djRdffBG2trYwMjKCo6MjRo4cierqagB1q1ItW7YM3bp1g1gshoWFBfr27Yu///670XO6uLhAT08PRkZGyk2x2tzixYuhpaUFIyMjiMViuLm5YenSpSr7ZfHRRx9h4sSJMDc3BwAcOnQIAwYMgKWlJczMzBAREYGYmBjl8aWlpejXrx+sra1hbGwMNzc3LF++vMn6Jk2aBG1t7Xqv99tvv22yrsOHD8Pb2xv6+vrw8fHBkSNHmjz+4sWLePrpp2FmZgY7Ozt8+OGH9WpasmQJ3n//fVRWVjbn20JIu5LJZLh48SJ69epFN98qRgHUkykuLsapU6cglUrRt29fdOvWDSIRfeBKOjdjY2MEBwfDzc0NFy5cwIULF5T3h6RpFDy1L5p+17GMHDkS7u7uco7jFjL6x0OIyrR7+DRkyBDY2dkhIyMDFRUVOH36NAYPHqwMNlatWoVdu3Zh//79qKioQG5uLhYtWgR9ff0mz7tp0yZIpVLltmjRIuW+yMhISKVSlJeX4/vvv8fKlSuxZcuWNn9tEokE27dvx9SpU5WP3b17F2+88QauXr2K4uJijBkzBtHR0SgoKAAAGBoaYv369bhx4wbKy8tx7Ngx7Ny5E99//32T15o4cWK91ztz5sxGj83Ozsbzzz+PBQsWoKysDAsWLMDIkSMb/YVZVlaGZ555BoMHD0ZxcTH++usvbN26FWvWrFEe0717d7i7u+Onn35qwXeIkPaRkZEBe3t7GBkZCV1Kp0ABVPNVVlbi3LlzyMnJQZ8+feDt7Q0dHR2hyyJErSg+eLS0tERcXBxyc3NphEkTKHgShmL63b1794QuhbSSSCTCggULOLlc3hPAYKHr6Sx4ADwv16xN6G+ahmvX8KmkpAQZGRmYMWMGTExMwBiDg4MDZsyYAV3dugUG4uPjMWzYMHh5eQEAxGIxnnnmGYSEhLT6+owxDBgwAN7e3khOTm71+f7tzz//hKOjI5ycnJSPjR07FiNHjoSpqSm0tLTw2muvQV9fH4mJiQDq+h14e3tDW1tb+RyO45CRkdFmdW3btg0BAQEYN24cdHR0MHbsWPj7+2Pbtm0NHh8XF4eqqirMnTsXWlpa8PLywpQpUx4ZXRUVFYV9+/a1WZ2EtIW7d++itLSUptu1MwqgmiaXy5GVlYUzZ87A2dmZluom5DEYY7C3t0d4eDju3buH2NhY3L17V+iy1A4FT8JRTL+7cOEChaMdwLhx49ClSxcZY+x9oWshpKNq1/DJwsIC3t7emDp1KrZv34709PRHflj369cPmzZtwsqVKxETE9OmnybI5XIcP34caWlp6NOnT4PH7Nq1C6ampo1uQ4cObfT858+fR48ePZqs4eLFiygpKYGPj0+9x4cOHQp9fX24urqioqIC06dPb/I8e/fuhbm5OTw8PDB37lxIpdJGj71w4QICAgLqPebv748LFy40eLxcLn/kz0UulyMnJwfl5eXKx3x9fXH+/Pkm6ySkPdF0O2FRANWwoqIiZV+niIgIWFtbC10SIRpDW1sb3t7e8PPzw+XLl2kq3kMoeBKehYUFjI2NafpdB6Cjo4O5c+eKeJ6PYIyFCV0PIR1Ru0+7O3HiBCIjI7F27Vr06tULNjY2WLZsmTLsePfdd/HVV18hJiYGzz33HMzNzTF8+HDlNLXGTJ8+vV5IVFhYqNx38uRJmJqawtLSErNnz8bSpUsxYcKEBs8zZswYSCSSRreDBw82WsPdu3dhbGzc6P6ioiK88MILeO+999CtW7d6+w4ePAipVIrTp09j/PjxsLS0bPQ8b7zxBq5cuYI7d+7gt99+w8mTJzFt2rRGj6+oqICJiUm9x0xNTesFSQ8LCwsDx3FYuXIlqqurkZaWhs2bNwNAvecYGxt3+MbqRLNkZGTAwcGBptsJiAKo/6eYYpebm4ugoCB4eHhQXydCnpCxsTFCQ0NpKt4/KHhSHzT9ruOYNm0azMzM5IyxBULX0inwPHi5XKM2dOLfO22h3cMnS0tLfPzxxzh//jwkEglWr16NpUuXKnswMcYwbtw4HDp0CHfv3kV8fDxyc3MxduzYJs+7cePGeiFRly5dlPv69+8PiUSC0tJSXLp0Ce+9955KXpuZmVmjgU5hYSGeeuopDBo0CCtXrmzwGJFIhJCQEJiYmGDWrFmNXicgIAA2NjbgOA7e3t744osv8Msvv+DBgwcNHi8Wix95EyiRSBoNyszNzfH777/j8OHDsLOzw4QJEzB58mRwHAczMzPlceXl5crG6oQIraysDKWlpXB1dRW6lE6vswdQPM/j6tWrNMWOkDbW0FS8zvozhoIn9SESieDr64uLFy926kC0IzA0NMTbb7/N8Tw/lDHmK3Q9hHQ0gq7nbGBggEmTJqFnz55ISUlp8JiAgABMnTq10f1tbefOnfVWkfv3Fh0d3ehze/fujfT09Ecez83NRUREBKKjo/HNN9889iahtrYWWVlZza5ZsSx3Y7/w/Pz8Hpkel5ycDD8/v0bPGRISglOnTqGkpATnz5/H/fv30adPHxgaGiqPSUtLQ+/evZtdJyGqwvM8UlNT4evrSzfhaqKzBlAVFRWIi4tDTU0NTbEjREUenop38eJFZGRkQC6XC11Wu6DgST1ZWFhAT08PN2/eFLoU0kqzZs2Crq4uD+B1oWshpKNp1/Dp7t27WLBgAdLS0lBTU4Pa2lrs3bsXaWlpiIiIAAB8/vnn+OOPP5RvVrKysrB9+3blflUbO3ZsvVXk/r398ccfjT538ODBKCgoqDdF8MqVKwgPD8fo0aPx2WefPfKchIQEHD9+HJWVlZDJZDh16hS+/PLLJkOu3bt3QyKRAKj7/rzzzjt47rnnoKenB6BuaiNjTDn/fMKECUhMTMRPP/2Empoa/PTTT0hKSsLEiRMbvcb58+dRVVWFBw8e4Oeff8Z3332HFStW1Dvm6NGjGDFiRKPnIKS9XL9+HcbGxo9MLyXC6kwBlGK00/nz5+Hj4wMvLy+aYkeIihkbG6Nv375gjCE2NrbR0ecdBQVP6q1Hjx7IyMhAbW2t0KWQVjA3N8e4ceMYx3ETGGNmj38GIaS52jV80tHRQVFREZ5//nmYm5vDysoKy5cvx9dff40XX3wRQN2NxLJly+Dq6gojIyMMHDgQAQEBja7Mpk7MzMwwfvx4/PDDD8rHVq1ahRs3bmDt2rX1RlDt3LkTAFBdXY333nsP1tbWMDMzw/Tp0zF79mwsXrxYeY7o6GjMmDFD+fWGDRvg6uoKQ0NDDBo0CCEhIcppiwCQn58Pd3d32NvbAwDc3Nzw66+/Yvny5TA2Nsby5cvx22+/wcXFRfmch2tSXMPOzg7m5ub47LPP8PPPP+Ppp59W7s/IyEBWVhbGjBnTZt8/Qp5ETU0Nrl69qlwhk6iXzhBASaVS5Win8PBwmJqaCl0SIZ0Gx3Hw8PBAr169kJKS0mFHQVHwpP50dXXh7OyMzMxMoUshrfT6669DLpfrAZgsdC0dHc/LNWojrcNUMjd5F/v/k47pXHOfb9++jaCgICQnJwvWD2nChAkYNmyYMtBThdGjR+Ppp5/G1KlTVXYNjbfroRvDTvbvoD2lpqbCxMQETk5OQpdCmiCVSnHu3Dn4+/t3mBFqPM/j2rVruHHjBnr27FmvJx7RTIpFUYhmksvlyMrKwu3bt9GrV68mF4HRJBQ8aQ6e5xETEwN/f39a/ETDhYeH8wkJCXkymcyd53mZ0PV0NIyxE/7mXfpvCBkudCktMiPhfzhfWniS5/lIoWvRRFpCF9DR2NjYIC8vT9Aatm/frvJr/PTTTyq/BiGPU1ZWhrKyMvj4+AhdCnkMxQiojhJASaVSpKSkwNzcHOHh4TTFjhA1wHEcPD09YWdnh5SUFNjY2KBbt27K3piaiIInzcIYg4+PD1JTUxESEkJ/Xhps9uzZLC4uzgVANIDGlzsnhDSb5v42JoR0ajzPIy0tjZqMa5COMAWP53nk5+cjMTER3t7e6NGjBwVPhKgZY2NjhIeHAwDi4+Nx//59gSt6MhQ8aSZzc3Po6upS83ENN3LkSNja2soYY9R4nJA2QuETIUQjXb9+HWKxWONH0HQ2mhxA1dbW4vz587hz5w7Cw8Npmh0hakwxCqpHjx44c+aMxgUBFDxpNm9vb2o+ruG0tbUxc+ZMEc/zgxljnkLX0yHxPHi5XKM2qKJlUSdC4RMhRONQk3HNpokBVFlZGWJjY2FtbQ1/f39oadGsdUI0gbm5Ofr27Yv8/HykpqZCJlP/1i0UPGk+RfPxrKwsoUshrTBt2jRoaWnxAGYKXQshHQGFT4QQjXPlyhW4ublBW1tb6FLIE9KUAIrneeTk5ODChQsICAiAo6Oj0CURQlpIR0cHQUFBMDAwQFxcHKRSqdAlNYqCp47DxcUFxcXFav33jTTN1tYWo0aNYhzHTWGMiYWuhxBN1+7hU2RkJHR1dWFkZAQTExP07t0be/fubdU5d+/ejYiICBgbG9On0YR0cOXl5SgrK6MQoANQ9wCqpqYGiYmJKC8vR9++fSEW030nIZqKMQY3Nzf4+voiMTER169fF7qkR1Dw1LFwHKdsPq6S1cVJu3j99dchl8sNAYwTupaOhgcPXi7TrA30b7k1BBn5tGjRIkilUpSUlGD06NEYNWoUMjMzn/h8ZmZmmDlzJtauXdt2RRJC1A7P80hNTYWPjw/dlHcQ6hpA3b17F3FxcejSpQv8/PyoqTghHYSZmRn69u2LW7duISUlRW2m4VHw1DFR83HNFxwcjJ49e8o5jnuN0T9MQlpF0Gl3WlpamDlzJmQyGVJTU5/4PIMHD8bo0aPh6urahtURQtSNosm4qamp0KWQNqRuAVReXh5SU1PRp08f2NvbC10OIaSNaWtrIyAgAKampoiLi0NlZaWg9VDw1LFR83HNxhjDzJkzOblc7gsgWOh6CNFkgoZP1dXVWLduHbS1teHn5wcAmDlzJoYOHSpkWYQQNaRoMt69e3ehSyEqoA4BlFwuR1paGoqLixEWFgZDQ0NB6iCEqB5jDC4uLvD29kZCQgJKS0sFqYOCp46Pmo9rvjFjxsDAwEAOYLrQtRCiyQQJn1asWAFTU1M4ODjgf//7H/bu3Qt3d3cAwLfffouDBw8KURYhRI1du3YNLi4u0NHREboUoiJCBlDV1dU4c+YMdHR0EBAQQP0DCekkLCwsEBwcjLS0NOTn57frtSl46jxcXFxw+/ZtwUfZkScjFosxfvx4jjE2mjFmJnQ9HQnPyzVqI60jSPi0cOFCSCQSFBUVIT4+HsOGDWv2c42MjJTbzp07VVglIURdPHjwALdu3YKzs7PQpRAVEyKAqqioQHx8PFxcXODh4UFvAAnpZAwMDBAWFobbt28jLS0Ncrnq32BQ8NS5cBwHDw+PVvW4JcKaPn06eJ7XBTBe6FoI0VSCTrt7ElKpVLmNHTtW6HIIIe0gIyMD3bp1A8dp3I8s8gTaM4C6ffs2kpKS4O/vDzs7O5VeixCivrS0tBAYGAhtbW2cOXMG1dXVKrsWBU+dk52dHcrLyyGVSoUuhTyB3r17IzAwUM5x3ExqPE7Ik+kQ7+RkMhmqqqqUNwpVVVWoqqqiZU0J6QDu3bsHiUSCLl26CF0KaUeqDqB4nsfVq1dx7do1hIWFwdjYuM2vQQjRLIwxeHp6wsXFBfHx8aioqGjza1Dw1HkxxuDl5YXLly8LXQp5Qv80HvcEEC50LYRoIrULn2bMmIHo6OgWPWfHjh3Q19fH4MGDIZPJoK+vD319feTl5amoSkJIe7ly5Qq6d+9ON+idkKoCKLlcjpSUFNy7dw8hISHUR4wQUo+dnR38/f2RlJSE4uLiNjsvBU/E0tIStbW1kEgkQpdCnsCoUaMgFovlAGYIXUuHwNf9XNSkDTS2pVXaPXw6ceIEPvjgg0b3b9iwAX/88UeLzjlp0qQG/3K4uLi0slpCiJDKysrw4MEDWFlZCV0KEUhbB1C1tbU4e/YsxGIx/Pz8aConIaRBxsbGCAkJweXLl3Hjxo1Wn4+CJ6Lg5eWF9PR0ocsgT8DAwACTJk3iGGMvMsYsha6HEE1Dd92EELV1+fJleHl50U16J9dWAVR1dTUSEhLQpUsX5QqrhBDSGD09PYSGhiIvLw85OTlPfB4KnsjDTE1NoaOjg6KiIqFLIU9g2rRp4HleG8DLQtdCiKah8IkQopbu3LkDkUgEMzNa0Za0PoCqrKzE6dOn0a1bNzg5OamgQkJIR6StrY3g4GDcuXMHly9fbnE/UQqeSEO8vLxw5coV6k+rgXx9feHr6yvnOI5WvWs1HuDlmrXRvLtWofCJEKJ2eJ7HlStX4OXlJXQpRI08aQBVXl6OhIQE+Pr6wsbGRoUVEkI6IpFIhMDAQNTU1ODChQuQy+XNeh4FT6QxhoaGMDU1RWFhodClkCcwfvx4Ti6XBzHGugldCyGahMInQojauXXrFoyMjGBkZCR0KUTNtDSAKikpQVJSEgIDA2Fubt4OFRJCOiLGGHx9faGvr4/ExETIZLImj6fgiTyOh4cHsrKymh1mEvUxevRoxb/pMULXQogmUVX49P/j0eS1KroEIWpM9uChL+iGsyXkcjkyMjLg6ekpdClETTU3gLp16xbS0tIQEhICsVjcjhUSQjoixhg8PT1hY2ODhIQE1NTUNHgcBU+kOfT09GBjY4P8/HyhSyEt5ODggP79+/MikWgCo3/ghDSbqsKnO8r/K/xdRZcgRE3JHgBJs///a0Nn4WrRQAUFBbC2toa+vr7QpRA19rgA6saNG7h69SpCQ0Pp7xIhpE05OzvD1dUVp0+fRnV1db19FDyRlnB3d0dOTg5qa+nDek0zfvx4JpPJXAH0EboWTcWDh1wu06iNp55PraKlovOeBvAcAODUCBVdghANYRUhdAUaQyaTITs7G+Hh4UKXQjSAIoA6d+4c/P39YWJiAqAuwMzPz0dwcDC0tbUFrpIQ0hHZ2dmB4zicPn0aISEh0NXVpeCJtJi2tjacnJyQnZ0NDw8PocshLfCf//wHr732Gl9dXT0OwFmh6yFEE6hq5NPrACpUdG5CNIfdYCD4O6Gr0Bg5OTlwcHCgwIA0279HQOXn56OgoICCJ0KIytnY2MDLywsJCQmorKyk4Ik8ERcXF9y4ceORUXREvZmYmOC5555jIpFoDGOMbjgIaQbVhE9j+AIA0wCkAqAueqSTYYChC+AyHui3DxDpCV2QRpDJZCgoKEDXrl2FLoVoGEUAlZCQgNzcXAQFBUFLS1UDewkh5P9ZW1vDy8sLJ0+exIMHDyh4Ii0mEonQtWtX5OTkCF0KaaFx48ZBJpNZABgodC0aiQd4Xq5RG826ax3V3Z2P4fcA2KOy8xPSAMZYFwAFixYt4pYuXSp0OaQFCgoK0KVLFwoNyBMpLS2FgYEBampqcO/ePeUUPEIIUSWe51FUVARTU1NIpVJUV1dDV1dX6LKIhnF0dMSpU6fg5uZG90EaJDo6GiYmJvKysrJxAP4Quh5C1J2qpt0RIpSXAXBjx44Vug7SAnK5HLm5uTTqiTyRgoICXL9+HaGhoQgKCnrsKniEENIWHu7xFBwcjB49eiAhIQEPHjx4/JMJeYhIJIKDgwPy8vKELoW0gI6ODl5++WWO47jnGWNGQtdDiLqj8Il0KBzHjff395d7enoKXQppgcLCQlhZWUFHR0foUoiGuXHjBvLz85VT7R63Ch4hhLSFhpqLW1lZwcvLC2fOnKH+PaTFXFxckJ+fD7mcOpZokrFjx0Iul+sBGCF0LYSoOwqfSIfBGPOSy+W9xo8fT3+vNQjP87h27Rrc3NyELoVomFu3biEnJ+eRHk8UQBFCVKmpVe2sra3h6emJM2fOoLa2VsAqiabR1taGra0tCgoKhC6FtEDfvn3h6OgoY4zRtIsW4wXv4dTink/U9KlVVDapeAlb8gqAjwA4AaDOi0TlFmMxAKDs7TIseXuJsMUIjQEmTibo/1F/9H6lt9DVNOn27dswNTWFnh41ZifNV1paioyMDISGhja4qp0igDp37hz8/f2pBxQhpE00FTwp2NjYoKamBufOnUNwcDA4jj4TI83j6uqK06dPw8nJiRrXawiO4zBu3DjRypUrBzHGbHievy10TYSoK5X8NvwnePoBgDMoeCKk/fFAWV4Z9k/Zj+QtyUJX0yie53H16lW4u7sLXQrRIOXl5bhw4QKCgoKanKpJI6AIIW2pOcGTgoODA6ytrZGcnAyep0/KSfPo6urCwsICN2/eFLoU0gLjxo0D6t5XjxK4FELUmqo+ivkIFDoRIjweOLX0lNBVNKqkpAT6+vowNDQUuhSiISorK5GUlITAwEDo6+s/9ngKoAghbaElwZOCm5sb9PX1kZaWRgEUaTZ3d3dcvXqV/s5okB49esDPz0/OcdwEoWshRJ2patqdk+J/3sx9E6bOpiq6DCGkIZJcCb7s+mXd/+dJhC2mCVlZWfD29ha6DKIhqqurcfbsWfj5+UEsFjf7eTQFjxDSGk8SPCl4eXkhJSUFV69eRbdu3VRYJeko9PX1IRaLUVxcDGtra6HLIc00fvx47t133w1gjHnwPJ8pdD2aoq6PEuksVDXySflbmYInQtqfqYvp/3+hph+cSSQScBwHY2NjoUshGqC2thZnz55F9+7dYW5u3uLn0wgoQsiTaE3wBACMMfj5+aG0tBT5+fkqqpJ0NO7u7sjKyhK6DNICo0ePVvx8oMbjhDSCOiASQgSRlZVFnwKTZpHL5UhMTISTkxNsbGye+DwUQBFCWqK1wZMCx3EICAhAfn4+bt261cZVko5ILBZDW1sbpaWlQpdCmqlLly546qmneJFINIFRt3hCGqTx4dPWrVvVvlnxiRMn6i0Drq4WL16MgQMHCl2GxouMjMTy5cuFLkOtSaVSVFdXP9EIFtK58DyPCxcuwMLCAk5OTo9/wmNQAEUawvM89Vch9bRV8KSgpaWFoKAgZGRkUKBAmsXDw4NGP2mY8ePHM5lM5gIgSOhaNAEPHjwv16xNXaeUaIh2T0QiIyNx+vRpaGtrQyQSwdXVFR988AH+85//tHcpzVZcXIz58+fj8OHDKCsrg1gsRq9evbB582bY2dkJUlNubi66du0KAwMDMMZgYGCAiIgIrFmzBi4uLoLUpO7mzZuH1atXY8eOHYpVKQAAiYmJmDlzJtLS0mBnZ4clS5bU219UVIQZM2bg6NGj0NPTw+TJk7Fy5cp2Xzp52bJlKCwsxPr169v1uqpAK9yR5rp27Ro4jmvTvy/UA6pjqq2tRXV1NQwMDHDv3j388MMPKC0tRXl5OaqrqwEA/fv3h5eXFyQSCX7++WcwxpShgkgkQlhYGJKSkiCRSLB//34wxsBxHHieR21tLQYPHozQ0FCUlpZiz549sLOzg729Pbp06QJ7e3uYm5vT8ugdQFsHTwo6Ojro06cPzpw5g5CQkGYtmkA6L1NTU8jlcpSXl1OLAg0xfPhwcBzHy+Xy4QDOCF0PIepGkOE4ixYtwgcffIDa2lp8/vnnGDVqFNLT0+Hh4dGi89TU1LRpXTU1NdDW1n7k8XHjxsHExATJycmwtrZGUVERDh8+3G43mI3VBQAZGRlwcHDA7du38cILL2DChAk4derR1c2aOkdncPbsWfzxxx+PhIVlZWWIjo7Gu+++i5iYGJw6dQojR46Em5sbQkNDAQBjx46FWCzG9evXUVJSgmeeeQbm5uaYN29eu76Gffv24eOPP27Xa6pCZWUlysvL4efnJ3QpRM3dvn0bt2/fRmhoaJv/vKUASrPV1NRgw4YNKC4uhkQiQXV1NTiOQ58+feDq6ora2lrU1tYCgPJ3X21tLWQyGWxtbWFoaAgjIyNoaWkpN6BumfNu3bqhqKgIpqamePDgAR48eACZTAagLqAqLCxEfn4+RCIRysrKUF5ejsTERNy9exf9+vWDt7c3bt++jb/++guOjo7w9vaGl5cXjIyMhPlmkRZRVfCkYGBggJ49eyIxMRFhYWEQiURten7SsSh6PwUEBAhdCmkGMzMz9OvXDzExMSMAvC90PYSoG0Gn3WlpaWHmzJmQyWRITU3F8ePHERwcDDMzM1hZWeHll19GUVGR8vjIyEi89dZbGDFiBIyNjbFmzZpHznn48GHY2dnh4MGDAICYmBiEh4fD3Nwcbm5uWLNmjXJovWI63I4dO+Dq6troFKD4+HhMmjRJueKEtbU1JkyYAFtbW+Uxe/fuhZ+fH0xMTODn54fffvut0dfdFq/z32xsbDBq1CgkJycDACZNmoSxY8filVdegbm5OWbPng0AWL9+PTw9PWFiYoKQkBDExMTUOw/P83j77bdhYWEBBwcHfPLJJ/X2p6WlYfDgwbC0tISTkxMWLFjQohDwq6++QteuXSEWi2Fvb4/336/7ufzGG29g+vTpyuMiIiLg7Oys/HrVqlV49tlnm32dhz148ABTpkzBxo0boaOjU2/fr7/+Cn19fbz33nvQ1dVFVFQURo4cie+++w4AkJOTg2PHjuHTTz+FiYkJXF1dMW/ePGzYsKFZ15bJZJgxYwaCgoJQVFSk/Du3a9cuuLm5wdDQEBMmTEB5eTmmTZsGMzMzODs749dff613nvz8fGRnZ+Opp55CdXU1Xn31VVhbW8PY2BgeHh745Zdfnuh7I4ScnBy4urrS6ADSpIqKCly+fBmBgYEqG2VIU/DUm1wuR3p6OjZv3oy5c+di8uTJ+OKLL3D69GnExsaitLQUhYWFqKmpgbGxMRwcHODg4ICIiAgMGDAA48ePx4cffohVq1bh888/x1dffYWXX34ZlpaW6Nq1K1asWIElS5Zg0aJFWLBgARYsWABDQ0MYGxvD3d0dS5YswSeffIIvvvgCX331Fb7++mtER0fD19cXzz77LObMmYP//Oc/CAoKQvfu3dG1a1d069YNurq6KCwsVIanp06dwsKFCzFx4kQkJyejtrYWt2/fRnFxsdDfYvIvqg6eFBTTiFNSUmi6J2mSpaUl7t27h8rKSqFLIc00fPhwJpPJvBhjrkLXQoi6EbQRUXV1NdatWwdtbW34+fnh1q1b+Oabb9C7d2/cuXMHL730Et5880389NNPyuds3rwZ+/btw2+//YbKykr897//Ve7buHEjli9fjoMHDyIgIACXLl3CkCFD8OOPP2Lo0KHIyspCdHQ0rKysMGHCBAB14cAff/yB5OTkRkcG9evXD3PnzsX169fRp08f9OzZs94nVadPn8bYsWPx22+/ISoqCn/++Sf+85//4OTJkwgODn7kfLq6ui1+nY9TWFiI3bt3o0+fPsrHfv75Z+zYsQObNm3CgwcP8NNPP2HRokX4/fffERAQgG3btuGZZ55Benq6Mug5deoUoqKicPPmTaSmpiI6OhrOzs4YPXo0ioqK0L9/f3z88cc4cOAAiouLMXz4cOjr6+PDDz98bI2ZmZmYP38+zp07B29vb0gkEly5cgUAMHDgQLz99tsA6voBpaSkwMzMDJmZmfDw8MCxY8cwZMgQAEBsbCyGDh3a6HWcnJxw8eJF5deLFy/GgAEDlCOZHnbhwgX4+/vXu8H09/fHjh07lPtNTEzg5uZWb39ubu5jh0FLpVK89NJL0NbWxokTJ2BgYID09HTIZDKcOHECqampuHPnDgIDAxESEoJPP/0UGzduxHfffYfJkyfjmWeegYGBAYC6UU/R0dHQ0dHBd999h3PnzuHy5cuwsLBAQUEBKioqHvv9VwcymQy3b99G9+7dhS6FqLHq6mokJSXB398furq6Kr0WjYBSH/fv38fVq1fh5uaGsrIyrF27FgYGBjA1NVVOMdfW1kavXr2gr6+P3r17w8TEpNGAwMrKSqX16urqwtnZud4HJQqOjo4YOXIkrl27hvT0dPA8D0NDQ8jlcsTHx6OgoACJiYmQSCQwNzeHl5cX+vbti+7du1MwL5D2Cp4UnJ2dUVZWhqtXr9LiG6RRjDG4uLggLy+P7p00xLBhwxTvaYYB+FLgctQbD/C8XOgqWoY+L2gVQcKnFStW4LPPPoOOjg7c3d2xd+9euLu71+vpYWtri/feew+TJ0+u99wXXngBAwYMAADlG3Oe5zFv3jwcPHgQsbGxyhvB9evX48UXX8Tw4cMBAN27d8frr7+O7du3K8MnAPjkk0+afMOxZ88efP3119iyZQvefPNN6OrqYtKkSfjkk0+gp6eHLVu24D//+Q+io6MBAM8++yxGjhyJzZs3Nxg+hYeHP9HrbIi3tzcYYxCLxYiIiMDq1avrXWfUqFHKc2zZsgXTp09X1jRlyhRs2rQJu3btwoIFCwAAdnZ2mDdvHhhjCAgIwKuvvootW7Zg9OjR2L59O/z8/JQjlOzt7bFgwQLMmzevWeGTlpaW8ubO2dkZpqamCAkJAQA89dRTKCgoQHZ2Ni5fvow+ffqgW7duOHr0KJydnREXF4fPP/9c+bokEsljrwfU9XP6+eefkZKS0uD+ioqKR/7sTU1NUV5e3uR+AE2GTzdu3EB4eDj69euHtWvXPjJyY8WKFTAwMICTkxMiIyNx79495ciuCRMm4LXXXkNWVpZyatq+ffswY8YMAHU9I6RSKdLT0xEaGgpHR8dmfS/UwY0bN2BnZ9fu/bKI5pDL5UhKSoKHh0e79bigAEoYMpkMZ86cwfHjx1FUVARzc3NYWVnh/v37MDMzQ69evVBbW4ugoCB4eHg88nND8bNYXWlpacHT0xOenp6P7EtOTsadO3dw/fp1VFdX486dOzhy5AgePHiALl26IDs7WzmSi6heewdPCj4+PkhISIBYLK43mp6Qh9nb2+PUqVMN/hwk6sfNzQ3du3eXZWRkDAeFT4TUI0j4tHDhQnzwwQePPJ6UlIT3338fFy5cwP3798HzPKRSab1jGmqmXVRUhG+++QbffPNNvU8gc3Jy8Ndff9WbwiSXy+u9Wec47rFv3o2MjJRD8qurq3H48GGMHz8exsbGWLp0KQoKChAYGFjvOW5ubjh//nyD53vS19mQS5cuNXpz+u9zFBQUKMOoh+ssKChQfu3s7FzvpsvFxUX5/cvJyUFcXFy9G36e+0VQ/AABAABJREFU55W9MB7H1dUVO3fuxPr16zF16lT07NkTH374IQYNGgRjY2MEBgbi2LFjuHz5MqKiouDu7o6dO3eie/fuMDY2hq+vb7Ouo1BdXY1XXnkF69ata7TXhlgsRm5ubr3HJBKJ8k2vWCx+ZDqOIvgSi8WNXvu3334Dz/N4//33H7lREIlE9T6RNzAwqPcmWxE2KkYzlZaW4uzZs/jf//4HoK4H2e3bt/H2228jKysLTz/9NFavXq32Dbx5nkdubi6CgmgBENK49PR0mJubo0uXLu16XQqg2kdJSQlMTEwglUrx448/4v79+5DL5ZDL5eB5Hm5ubujTpw9EIlGDoU1H0bt3b/Tu3RtA3c/GrKws5Obmwt7eHrdu3UJycjJ+++033LhxA127dkV0dDSCg4OpP5AKCBU8AXX3oIGBgYiPj3/kXoAQBZFIBBsbGxQWFlIgrSGGDx8uWr16dT/GmCnP8xKh6yFEXahVfP7yyy/D398fmZmZKC8vrzcNTaGhxN/GxgZHjhzB3LlzldOlgLogZfLkyZBIJMqtvLwcly5dUh7z8Eo3zaGjo4PnnnsOAwcOVI6mcXR0RE5OTr3jsrOzGw21nvR1ttS/z9GcOvPy8ur1H8jNzVX+onN2dsbAgQPrfT/LysoeCc6a8vzzz+Po0aPK6YbDhw/H/fv3AdRNvTt27BiOHTuGqKgoDBgwACdPnsSff/6Jp59+WnmOmJgYGBkZNbp5e3sDqJuKeOnSJYwdOxaWlpawtLREQUEBXnvtNYwdOxYA4Ofnp+yTpZCcnKwcceTn54eysjJkZ2fX2+/i4tLkm9PXX38dEyZMQL9+/ZCfn9/s709DDhw4gP79+yvDLi0tLcybNw+JiYnIy8uDgYHBIyPn1NHdu3dhYGAAPT09oUshaio/Px+VlZUtXnyirVAPKNUoLCzEunXrMHnyZCxatAiHDx/GtWvXEBAQABcXF8yePRvr1q3D0qVLER0d3ekCFsYYPDw8MGjQIFhZWcHX1xdhYWGwt7eHnZ0dDAwM8Pfff2P16tWoqKho0Yc+pGlCBk8KOjo68Pf3x/nz55WrMhLyb127dn3kw1Kivp577jnwPC8C8IzQtag7Oc9r1EZaR63Cp/LycpiYmEAsFiM/P/+RZtdN6du3L44cOYJ3330X3377LQBg5syZ2L17Nw4cOICamhrU1tYiPT0dJ0+ebFFdc+bMwblz51BVVQW5XI4TJ07g77//RkREBIC65t579+7Fn3/+qewh9euvv+KVV15p89fZGpMmTcLGjRtx9uxZ1NbWYuvWrUhJScHo0aOVx9y8eROffvopampqkJycjO+//x4TJ04EUDcdLDExEZs3b1Z+L7Kzs3H48GHl8yMjIzFp0qQGr5+RkYHDhw/j/v370NbWVvbqUIRkAwcOxOHDh3Hz5k34+/vDwsICXbt2xcaNGzFw4EDleSIiIiCVShvdFOGio6Mj8vPzkZKSoty6dOmCjz/+GF999RUAYOTIkbh//z4+/fRTVFdX4/jx4/j111/x6quvAqj7ZT9w4EC89957KC8vR05ODlatWlWvOXpjPv30U4wfPx7h4eHIzMxswZ9Uffv27cPIkSOVX//1119ISkpCTU0N9PX1YWhoqFypSZ3l5OSga9euQpdB1JREIkFubi569+4taM8bCqDaTk5ODmbNmoWvv/4a1dXVMDMzg5OTE3r06IGAgACEhobipZdegpmZmdClqh0/Pz/Mnj0bn376KWbMmAFXV1cEBQUhPT0dR44cwezZs7FgwQKcOHECcrmG9ctQE+oQPCkYGxuje/fuSEpKogbkpEH6+vrQ0dFpdtsJIqzg4GCYm5vLUNf3iRDyD7V6x/rdd9/hnXfewfLly9G9e3eMHz8ecXFxzX6+v78//v77b0RFRaG8vBzz58/HwYMH8cEHH+CVV16BXC6Hu7s73nvvvRbVJZfL8corryA/Px+MMdjb2+Pdd9/FO++8AwAICwvDtm3b8O677yIvLw/Ozs748ccflf2M2vp1PqkxY8agtLRUOW3L09MThw4dqjc9LyIiAjdv3oStrS309PTw5ptvYsyYMQDq+lP9/fffmD9/Pt5//31UVlbCxcWlXhCTn5/faPhUXV2NJUuWID09HQCU/b4UI2FCQ0Mhl8sxYMCAeoFUcnJyvfCpuUQi0SPDk0UiEczMzGBhYQGgrmfIoUOHMGvWLHz44Yews7PDhg0b6jUn37lzJ2bMmAF7e3vo6upi8uTJzf47tGjRIojFYvTr1w9//vlni19DZWUljh07ho0bNyofu337Nl5//XXk5+dDR0cHQUFB9faro6qqKty7d6/RFSVJ51ZTU4OUlBQEBgaqRZBKU/CeTG1tLQ4fPqzsW1RTUwMtLS2YmJjgmWeegZeXl9AlaiQzM7N6HxKlp6dDT08P9+7dw8WLF/Hrr7/C1tYWM2bMoJ+xzaROwZOCra0tSktLkZWVJdjoT6LeXF1dkZ2dDX9/f6FLIY/xf+zdd3xT9frA8c9J904X3bQUKJSyp4BoUYYgCHL14oArMsQF+nNdFyrLdRVBRURwgOJGUHGxBEFQQfZoKZS2lO6RtmmbtknO74/Q2NJd2p4k/b595VWac873PElrmvPk+T5fOzs7brrpJrv169dPkCTJQZblxi8NLgg2TGqNT1gWSgvNgz4vP9/i4wuWKTExkUmTJnH06FHRELGFbN68mddee429e/c2+diF0kLzv5X+/zA+Ph5nZ+daV4US2jdZlvn7778JDAy0uF4WWq1WJKAa4fz583zyySekp6fTrVs3MjIyePrpp+vti2epdu3aRWxsrNJhNEpxcTGbNm1i7969BAUFce2119K5c2f0ej0hISE4OjoqHaJFssTEU6XK1RCjo6PNH5IJQiVZlvntt98YOnSo+P/bCmzatIkpU6YAXCfL8q9Kx2NpJEna1cfT79plvUYoHUqTPHJ8D0cLc3bLshyrdCzWSPmPmAWbERkZyfHjx5UOw6a4urrywgsvKB3GFZFlmbS0NPM0VUGoKjk5GXt7e4tLPIGogGqILMu89dZb5OfnA6ZPesPCwrjvvvvEhVEbcHNzY9q0aUybNo38/HycnJxITk5m7969HDt2DH9/f2bNmkVISIjSoVoMS048galXZ//+/fnzzz8ZPny4+P9IqEaSJHNLCUtfZEaA0aNH4+joKJeXl08ERPKpFjIyMtY1dVxGTI2+EqI8RRAs2JgxY5o15dCSZGZm4uvraxHTqQTLUlBQQHJycpNXsmxLogdUdTqdjvfee48DBw6wa9cuunbtikqlYubMmbz11ltMmTJFXDArwNvbG1dXV7p3705wcDCyLKNSqVi1ahWPPPIIR48eVTpExVl64qlS5c/x8OHDov+TUENYWBipqanid8MKuLu7c/3110t2dnaTJUt9wRGENiaST4IgtKqkpKRqfcUEAUz9gQ4fPkz//v0tfnUzkYAyNYR/7bXXeOqppyguLubo0aNcffXVjBs3jgULFtS5uqvQtiRJ4sYbb+Ttt98292sESEhIICkpifLy8nZ50WotiadKlascVl1pVxAA84I9OTk5SociNMJNN92EwWDoBHRXOhZBsASiFEEQhFZTUlKCXq/H09NT6VAEC3Ps2DEiIyOtpi9Qe52CJ8syS5cuRavV4uLiQnFxMX369GHkyJEWfwHf3kVGRrJkyRIKCgqQJIn09HS+/fZbfv31V8aOHctNN93ULn6G1pZ4qhQTE8Pvv/+Oj4+PWBFSqCYiIoKzZ8/i7++vdChCAyZMmMB9990HcBNwWuFwBEFxovKphT355JMsWLBA6TAs3tSpU3n//feVDkNoZZWrPwpCVSkpKQB07NhR4Uiapj1VQGm1WnQ6HceOHSM4OJjS0lImTZrEe++9x3XXXWc1F/ACeHl54enpSbdu3ZBlGVmWSUxM5D//+Q9btmyx6Uooa008wT/9n44ePUpFhVgoS/iHWq2mtLQUnU6ndChCA0JDQ+nbt69RpVJNUjoWSyXLRqu6CVemzZNPsbGxODk54e7ujpeXF/369WPjxo3m7YcPH2bcuHH4+/vj4eFBZGQks2bNqnO8jz76CJVKhbu7e7WbwWAATCXorq6uuLu74+fnx5gxY1qt90FKSgpr167l8ccfB6CsrIy5c+fStWtXPDw86NixI48//ni1PxZvvfUWUVFRqNVqfH19GTt2LMeOHTNv37NnD/3798fHxwcvLy/69+/PN99806h40tPT8fb2brApYUMxVLVq1SokSWLJkiX1jvnnn39yzTXXoFarCQgIYPr06eTm5pq3L1y4kKeffprS0tJGPRbB+hiNRjIyMggODlY6FMGCFBcXk5iYSO/evZUOpVlsPQFVXFzMiy++yPz589m5cyf+/v7cddddrFixgr59+yodnnCF/v3vf/PWW2/h5+dHhw4dOHnyJM8++6xNJqCsOfFUyc3Nja5du4qeXUI1kiTRsWNH8wc5gmWbPHmyymg0XiVJkihVE9o9RSqfFixYgFarJTc3l9tvv52pU6dy5swZtFoto0ePJjY2lpSUFAoKCti2bRuDBw+ud7zIyEi0Wm21W9UeIlu3bkWr1XLu3Dm8vLyYOHFiqzyuVatWMWnSJPMUI71ej5+fH99//z0ajYY9e/awc+dO/vvf/5qPGT9+PPv27UOj0ZCens6YMWMYP368+Y1gt27d2LRpE7m5uWg0GpYvX860adM4fbrhys25c+cyYMCABvdrKIZKycnJvP766w02BzYYDEyYMIHhw4eTnZ3N6dOnSUtLY/78+eZ9unfvTpcuXfjss88ajE+wTpmZmfj7+1t8Px+h7ciyzJEjR+jdu7dVN6C3xQSUXq9n9erVzJ07F1dXV/z8/OjatSvBwcHi/2EbY29vz/Tp03n55Zfx9fVl+PDh7Nu3j5SUFE6dOqV0eC3CFhJPlSpXK0xLS1M4EsGShIaGcvHiRZtMHNuaS9edEnCjwqEIguIUnXZnb2/P/fffj8Fg4Pjx48THx5Obm8u8efNwcXFBpVLRuXNn5s6d2yLn8/Ly4q677uLChQvVqnBayubNmxk9erT5ezc3N5YuXUr37t2xs7MjPDycmTNnsmvXLvM+nTt3xs/Pz/y9nZ0dFy9epKioCIAOHToQHh6OJEnm1WuMRiNnz56tN5aPP/4YvV7PtGnTGoy7oRgqzZo1i6VLl+Lj41PveAUFBeTk5HD33Xfj4OCAj48P//73v2t8cjd69Gg2b97cYHyCdbpw4YLVTasSWldiYiJqtbrB1xBrYEsJKIPBwNy5cyktLcXf35+BAwfy6quv0rVrV6VDE1qRg4MDs2fPZvz48fTs2ZOdO3eyfv16Hn/8cbKzs5UOr9lsKfFUqXfv3sTHx1NWVqZ0KIKFsLe3R61Wk5eXp3QoQgP69etHUFCQAVPfJ6EaGaNstKobiITvlVA0+VReXs7KlStxcHCgT58+REVFERAQwK233soXX3zBuXPnWvR8+fn5fPTRR3Tq1AlfX99a9+nduzdqtbrO2969e2s9rrS0lLi4OHr06FFvDDt27Kgx3WTv3r2o1WqcnZ155JFHePzxx2s0aFar1Tg5OTFixAiGDBnCmDFj6jxHRkYGzz77LO+++269sTQlhtWrV+Pq6srUqVMbHMvHx4e5c+eyZs0aysrKyM7O5vPPP+fmm2+utl+vXr04dOhQo2MUrEd5eTmlpaWi0bhgptVqSU1NpXt321nwxdoTUKmpqaSnp7N3716uu+46wsPDWbZsGVdffbXSoQltzMvLiwkTJuDg4IC3tzcvvvgi77zzDnq9XunQmsQWE08Ajo6OdO/enePHjysdimBBQkNDSU1NVToMoQGSJDFp0iQ7lUp1gyRJzkrHIwhKUiT5tHTpUtRqNaGhoXz77bds3LiRLl264OHhwZ9//kmXLl1YuHAhUVFRdOzYkffee6/e8c6fP18tQVR1ehfAuHHjUKvVxMTEUF5ezvfff1/nWMeOHUOj0dR5q+tNeX5+PkC9F9vLly9n7969LF26tNr9V199NRqNhry8PN544w2GDBlS41iNRoNWq2XTpk2MHz++3ikr9957L48//niTqk7qiyElJYUlS5awatWqRo936623smnTJtzc3OjQoQMqlYqnnnqq2j6enp7iExsblZaWJno9CWayLHP06FF69+5tc1O4rDEBVVZWxssvv8yHH37IH3/8weDBg7nzzju5+eabbeZiXWg6Pz8/Fi9ezOTJkykuLqa0tJQ33njDaqb12GriqVJQUBCSJInpd4KZn58feXl5GI2iCbKlu+mmmzAajS7AtUrHIghKUiT59Mwzz6DRaMjKymLfvn3VejCFh4ezYsUKTp06RV5eHg888ABz585l586ddY7XqVOnagmiN998s9r2n376CY1GQ1paGt999x0xMTEt/pgql8EtLCysdfsbb7zByy+/zM6dO+tMCqnVaubNm8esWbNq7enk5OTE5MmT2b17N2vXrq11jE8//ZTs7Gzuv//+Zj2O2mKYPXs2zz77rLnvQEMSEhIYN24czz77LKWlpWg0Gjp37swNN9xQbb/CwkKbmH4j1HTx4kVCQ0OVDkOwEImJiXh7e9vscuHWlIDavXs39957L46OjmRmZjJ48GBcXFyUDkuwID169GD16tWEh4czbNgwfv/9d5KTk9FoNEqHVidbTzxV6tWrl5h+J5hJkkSHDh3IzMxUOhShAddccw329vYyMFLpWARBSYpOu2uIl5cX//3vf/Hx8eHIkSNtcs6YmJgaK+dVve3Zs6fW41xcXOjWrVutzToXL17M66+/zu7du+nZs2e95zcajZSXl9c75VCv15OQkFDrtq1bt3L06FE6dOiAn58f8+bN4/z58/j5+TV6tZTLY9i2bRtPP/00fn5++Pn58fvvv/PSSy8xYsSIWo8/evQo3t7ezJgxAwcHB7y8vJg3bx579uypdmF24sQJ+vXr16iYBOtRUlICIC5oBeCf6XbdunVTOpRWZQ0JqOeee45du3ahVqvp3r07b7/9dqM/VBDaF0mSuOWWWxg+fDg9e/Zk27ZtzJ8/n2+//Vbp0GpoL4kn+Gf6XV0rEgvtj5h6Zx3c3NwYPHgwKpVKJJ+qkAGjlf1nHbXAlsuikk9xcXEsXbqUhIQEDAYDOp2OVatWodFoGD58eJvEcPLkyRor51W91ZVwAZg8eTLbt2+vdt/jjz/O2rVr2b17d60XX6tXryY1NRVZlsnJyeHBBx/E2dnZPO1t48aNHD9+HL1ej06nY82aNezcuZOxY8fWGsMbb7xBXFwcR44c4ciRIyxatIiOHTty5MgRcz+qF154gYiIiEbHcOHCBY4ePWoec+DAgTzwwAN8/fXXtcYwcOBACgoK+OSTTzAYDBQVFfH2228TGRmJl5eXeb9t27YxefLkOp9PwTqlpqaKqicBqL66na1Nt6uNpSagZFnm/Pnz9OvXD5VKxZIlSxg/frzSYQlWQq1W06dPH3x9fTlx4gT33HNPqyza0hztKfFUKSgoCJVKJabfCYCphUVxcTEVFRVKhyI0YOTIkZIsywMlSfJQOhZBUIpFJZ88PDw4deoUY8aMwcvLi5CQED7++GO+/PLLWvsgWZr77ruPzZs3m6feJScn89prr5GRkUGfPn3M1VNVp/399ddfDB48GHd3d3r27ElaWhrbt2/H398fgPT0dKZMmYJarSY4OJgPPviAzz77rNqqeu7u7mzYsAEwTf8LDQ0137y9vbGzsyM0NBQHBwfA1MMpNja20TFUHS80NBQnJyc8PT0JCAioNYaIiAg2btzIihUr8PX1JSIiguTk5GqfmMbHx5OQkMAdd9zRkj8CQWGyLJOeni76PQmAabqdj4+PzU63q40lJaC0Wi0PP/wwn3/+OVqtlokTJ7JgwQLc3NwUjUuwPoMGDeKVV17BycmJbt268dBDD3HgwAFFY2qPiadKYvqdUEmSJIKDg0Uy0grExsYiy7IKaJuKCkGwQFJrNJJcKC00D/q8/HyLj2/JnnzySRwcHFi8eLHSodQpKiqKHTt2EBYWplgMt99+O9dffz2zZ89WLAZbt1BaaP53W/1/WFBQwJkzZxg0aFCbnE+wXKWlpfz555+MGDGiXVQ9XU6r1XLgwAH69+9freKzrRw4cIC33nqLvn37Ul5ezpNPPtnmMVijXbt2VftwRqjp8OHDbNq0ieuuu46BAwfi7u7e5jG058RTpYsXL5KdnU3fvn2VDkVQWElJCYcPH26zWSJC85SUlODl5SXr9fr/ybL8X6XjUZokSbt6eXhf+0rMYKVDaZL/nvyL40X5u2VZjq1vP0mSfIGbgRuBXkAIUA4cBz4EPpRlucZqAZIkDQOeBa4CnIGzwAfAW7IsG1rwoSii7iXThGZ5+eWXlQ6hQWfOnFE6BD777DOlQxBagZhyJ1Q6efIk0dHR7TLxBP9UQLV1AspoNLJ8+XK0Wi0+Pj4MGDCAa68Vi+sILadfv37069eP/Px8Dh48yJ49e5g8eTK9evVqk/OLxJNJcHAwycnJ5Ofnt6vqUqEmV1dXwPShj+i3ablcXV0ZMmQI+/fvF32f2odbgVVAOvArkAIEAFOAtcA4SZJulatUAkmSNAnYCOiAL4A8YCLwBqaKuVvb8gG0BouadicIgvWSZZmsrKxq0zGF9iknJweDwdDufxeUmIK3d+9eJEkiIyOD5557TiSehFbj7e1Nhw4duHjxIt999x0ffPABrVFNX5VIPP1DkiR69erFiRMnWv15FyxfSEiIaDxuBS71fRogSZKn0rEIre4McBMQKsvynbIsPyXL8kygO3AB+BemRBQAl34n1gAGIFaW5VmyLD8O9AX2A7dIknRbGz+GFieST4IgtIicnBx8fHxQqcTLSntmNBo5efJkm1VBWLq2SkClpaVx6tQpnJycGDFiBCtXrsTHx6fVzicIAD169GDhwoWcPXuWwsJC5s2bR3FxcaucSySeavLw8MDHx4fk5GSlQxEUJvo+WQfR96n9kGV5pyzL318+tU6W5Qzg3UvfxlbZdAvgD3wuy/LBKvvrME3DA7iv9SJuG+IqURCEFiGm3AlgajIeGBhongYgtG4CSpZl3nrrLd555x2Sk5MZPHgwAwcOFBfmQpsJCAhg7dq1lJeXExERwYIFC1r8HCLxVLdu3bpx/vx5ysvLlQ5FUJCjoyPOzs7mRY8EyzR06FDs7e1lqicd2i0ZMCJb1a2F6kwrl6fUV7nvuktff65l/9+AEmCYJElOLROCMkTyqYVlZWURHh5OXl6e0qEoatWqVUyfPl3pMIQ2YjAY0Gg0otKinSstLSU1NZUuXbooHYrFaY0ElE6n48EHH0Sn06HVahk6dKi4KBcUYWdnxxNPPEHPnj0ZN24cp0+fxmis0Ue1WUTiqX729vZERUVx6tQppUMRFBYWFiam3lm4yr5PKpVK9H1qpyRJsgf+c+nbqommbpe+1mjOLMuyHjiPqV93ZKsG2MraPPmUmJjIrbfeSmBgIO7u7oSFhXHzzTebP7ExGo0sXryYrl274uHhga+vL8OHD+fXX3+tc8yIiAicnZ1xd3c33ypXm3vhhRewt7fH3d0dDw8POnfuzKJFi1ptfvzzzz/PXXfdZb4I//HHH7nuuuvw8/PD29ubESNGsGfPnmrHSJKEq6trtfirXpy8+eabDBkyBFdX10Zd1K1fv55hw4bh7e2Nn58f48aN4/jx442K/9ixYzg6OjJq1Kh694uJiakWr4uLC5IkcejQIQDmzJnD7t27OXjwYL3jCLYhIyODgIAAcVHQzp06dYru3bu32ybjDWnJBFR6ejozZsyga9euyLLMsmXLUKvVLROoIDTTDTfcwKhRo5BlmTVr1rBs2bIrer8lEk+NExwcTElJCfn5+UqHIigoICCAzMxM0QPMwom+TzYhSJKkg1Vu9zTh2JeBnsCPsiz/UuX+ypVp6nqDWHm/ummhWpY2Tz6NHz+eoKAg4uPjKSoqYv/+/YwdO9b8QvnKK6/w6aef8t1331FUVERSUhILFixocPWGtWvXotVqzbeqZd+xsbFotVoKCwtZs2YNL730Eh9++GGLPzaNRsP69euZPXu2+b78/HzmzZvH2bNnyc7O5o477mDcuHFcuHCh2rFbt26tFn/VlZGCg4N54okneOaZZxoVR1FREQsXLiQ1NZWLFy/Sv39/xowZQ2lpab3H6fV6Zs6cyYgRIxo8x8mTJ6vF+8gjj9CjRw/69+8PmD6Jmz59Om+++WajYhasm5hyJ+Tk5KDX6wkMDFQ6FIvWEgkoWZbZunUrffv2JSwsjCeeeEL0WhMshiRJREVFcfbsWQwGAw8//DAVFRUNH3gZkXhqPNF8XABTBaJarW73sy8snej7ZBPSZVkeWOX2XmMOkiRpPvAoEAc0dYpQ5R9Bq36Rb9N3q7m5ucTHx3Pvvffi5eWFJEmEhoZy77334uRkmr64b98+Jk6cSHR0NGBqpnjDDTdw1VVXXfH5JUniuuuuIyYmhsOHD1/xeJf75ZdfCAsLo2PHjub77rzzTm6++WbUajX29vbcd999uLi4NKki6JZbbuFf//oXISEhjdr/gQceYPTo0bi5ueHk5MTTTz9NRkYGcXFx9R730ksvMWjQoEYln6rS6/V88MEHzJ07t9r9o0eP5vvvv2+x0nvBMhkMBkpLS/H0FB/gtFeVF4k9e/ZUOhSrcCUJKI1Gw9GjR+nVqxdTp07lX//6VytFKQjNZ29vzyuvvEJFRQWdOnVi9uzZTarKEYmnpqtsPp6SkqJ0KIKCgoODSU9PVzoMoR6i71N1spX911ySJD0ArABOASNlWb48S1z5htCL2nletp9VatPkk6+vLzExMcyePZv169dz6tSpGp/QXHPNNaxdu5aXXnqJPXv2tOiqKUajkR07dnDixAkGDRpU6z6ffvoparW6ztuECRPqHP/QoUP06NGj3hiOHTtGbm5ujYu0W2+9FT8/P4YMGcI333zT9AdXjx07djQ4Ze/48eN89NFHvPLKK00ef/PmzRQUFPCf//yn2v29evVCo9GQmJjY5DEF65GdnY2/v7/SYQgKSk1NxdfXFzc3N6VDsRrNSUCtXbuWd999l5KSEvr160enTp1aOUpBaD6VSsXTTz+Nr68v3bt355lnnmlUVY5IPDVf165dSUxMxGAwKB2KoBA/Pz9ycnJEBZwFE32f2h9Jkh4G3gZOYEo8ZdSyW/ylr1G1HG8PdMLUoNyqL6zbvE5/165dxMbGsnz5cvr27UtAQACLFy82v0g+9thjvPnmm+zZs4ebbroJHx8fJk2aVGOa2uXmzp1bLUlUdbnR3bt3o1ar8fPzY/78+SxatKhGoqTSHXfcgUajqfO2ZcuWOmPIz8+vt/ojKyuLW265hSeeeIKuXbua79++fTvnz58nNTWVRx55hDvvvJOff66t0X3TnTlzhtmzZ/P666/j4eFR6z56vZ67776b5cuXN6t6ZfXq1UydOrVGv5HKsUT5r23LyMgQU63aMYPBwNmzZ6u9pgmN09gElCzLvPzyyxQVFXHu3Dl69eolLsgFqzF9+nQGDx7MuHHjOHbsWL0XxSLxdGUcHR0JDQ3l/PnzSociKMTOzg4XFxe0Wq3SoQj1EH2f2g9Jkv4LvAEcwZR4yqpj152Xvt5Qy7ZrAFdgnyzLZS0eZBtq8+STn58fL774IocOHUKj0fDqq6+yaNEicw8mSZKYNm0aP/74I/n5+ezbt4+kpCTuvPPOesddvXp1tSRRcHCwedu1116LRqMhLy+PkydP8sQTT7TKY/P29q5zidO0tDRGjhzJmDFjeOmll6ptu/7663F2dsbZ2ZmpU6cybdo0NmzYcMXxnDp1ipEjR/LYY49x77331rnfq6++SteuXZk4cWKTz3Hu3Dl27NhR6/iVz4VYAc12ybJMfn4+3t7eSociKCQ5OZng4GDz1GmhaRpKQBmNRp599lmcnZ1JTEzknXfeqfODBEGwVNdffz0TJkzA2dmZr776iv3799fYRySeWkZkZCQXLlxoVp8twTYEBgaSkVFbYYVgKar0fbpa6ViUJWOUjVZ1a0rLJUmSFmBqMP43cL0syzn17P41kAPcJknSwCpjOANLLn27qqnPsKVRtEOpq6srM2bMoHfv3hw5cqTWfQYMGMDs2bPr3N7SNmzYUG0Vt8tv48aNq/PYfv361brUbVJSEiNGjGDcuHG8/fbbDb6hUqlUV1wue+jQIWJjY3nyyScbTLZt3bqVH374AT8/P/z8/Hj11Vf57bff8PPza7BqafXq1fTp04chQ4bU2HbixAm8vLzE1BAbptFo8PT0FM2O26mKigqSk5Pp3Lmz0qFYtfoSUB988AF+fn5kZWWxYsUKHBwcFIpSEK6MJElERESwfft2tmzZwq5du8zbROKp5djZ2REZGUlCQoLSoQgKCQwMJDMzU+kwhHqIvk+2T5Kku4BFgAHYA8yXJOmFy24zKveXZbkQmAPYAbskSVorSdKrmCqmhmJKTn3Rxg+jxbXpFWN+fj5PPfUUJ06coKKiAr1ez8aNGzlx4oS5yfWyZcv46aefzG/AExISWL9+fZObYDfXnXfeWW0Vt8tvP/30U53Hjh07lgsXLlSbIhgXF8fVV1/N7bffzmuvvVbjmBMnTvDXX39RXl5ORUUFmzdv5uOPP+bf//63eR+9Xo9Op6OiogJZltHpdOh0ujrj+P3337n++utZsmQJ8+bNq3UfSZL46KOPAPjqq684deoUR44c4ciRI9x7770MGTKEI0eO1Lt0d3l5OR999FGdVVXbtm1j4sSJYtl1G5aRkUFQUJDSYQgKOXfuHBEREdjb2ysditWrLQGVm5tL586dCQgIYOnSpSLJK1g9JycnFi5cSGZmJjt37uSXX34RiadWEBYWRlZWVr3vFQXb5eTkhCzLlJVZ9ewcm+bq6spVV12FSqW6TulYhFZTWX1hBzwMPF/LbUbVA2RZ3gxcC/wG/AuYB1QAjwC3yTbQzK1N38k6OjqSlZXFlClT8PHxwd/fnyVLlvDWW29x6623AqY+QYsXLyYyMhJ3d3dGjRrFgAEDWLduXVuG2ize3t5Mnz6d999/33zfK6+8wsWLF1m+fHm1CqrKaXXZ2dncfffdeHt706FDB5YsWcIHH3zATTfdZB5jyZIluLi4cM8995CYmIiLiwsuLi7m7S+++CIxMTHm75999lkKCgp45JFHqp1zz549AKSkpGBvb8/w4aYVPv39/QkNDTXfPD09cXJyIjQ01HyxM27cuBpJpm+++YbS0tJap0Tq9Xo+/vhj5s+ff6VPq2DBsrKyRLPxdqqsrIyMjAzCw8OVDsVmVCag/v77b15//XWOHDnCVVddxR133CEuyAWbERQUxEsvvcTFixfZv38/3333nUg8tTCVSkVUVBTx8fEN7yzYpICAAFH9ZOFGjhwpGY3GfqLvk22SZfkFWZalBm6xtRz3uyzL42VZ9pZl2UWW5V6yLL8hy7JNrCQhtUYCbaG00Dzo8/LzLT6+JcvMzGTw4MEcPnzYYnsdffDBB/z999+sXLmy1c6xevVq9uzZwyeffNJq5xDqt1BaaP53a/x/WFJSwpEjRxg2bFiLjy1YvuPHj+Pt7U1oaKjSodiU8vJynnrqKYYMGYLBYOD2229XOqR2pXJRFKH15eXl8eGHHxIeHs7kyZNFBWULk2WZvXv30q9fP9zd3ZUOR2hjhYWFxMXFMXjwYKVDEeqwc+dOrr/+eoAbZVn+Uel42pokSbtiPNTXLunRX+lQmuTZU4c4WaTZXVviSGiYqOFvYQEBASQnJ1ts4glg5syZrZp4AtPqgyLxZNvEKnftV0lJCfn5+YSEhCgdik3R6/U89NBDBAcHk5+fT2BgYL2r4AmCtZJl2bwQy6BBgzh48CAlJSVKh2VTJEmie/fuxMXFKR2KoAAPDw+Ki4sxGGyiWMImDR48uLLaU2QIhXZDJJ8EQWgWkXxqv86cOUO3bt3EFJkWZDQaefzxx+natSv29vbMnTu33lXwBMFaVe3x1K9fP8LDwykrK+N///sfv/32m9Lh2RR/f3/Ky8vrXIlZsF2SJOHn50dubq7SoQh1cHd3JyoqygBYV+mPIFwBkXwSBKHJKioqqKiowNXVVelQhDZWWlpKYWEhHTp0UDoUm5KSkkLXrl3R6XQ89NBDQP2r4AmCNaqruXh0dDSpqan8/PPPbba6cXvRtWtXsfJdOxUYGEh6errSYQj1GDRokJ2dnV07rnySMVrZf2D1Pb8VJZJPgiA0WXZ2tkg+tFPnzp2jc+fOouqpBRUWFnL+/HmmTJnCU089VW2bSEAJtqK+Ve06dOjAggULyMzM5PPPP+fs2bMKRmpb/Pz8KCkpobi4WOlQhDbm6+tLXl4eNrBAls0aMGAABoMhQJIkMZVAaBdE8kkQhCZLT08XU+7aofLycnJycggODlY6FJvx0UcfsWnTJvr06UNgYGCtST2RgBKsXX2Jp0odO3bkscceQ6PRsGzZMrKyshSI1PZIkkSXLl1EQq8dUqlUeHh4iGmXFmzAgAHmfyoZhyC0lTZPPsXGxuLk5IS7uzteXl7069ePjRs3Nvr4ixcvMmnSJMLDw5EkSTS1FoQ2ZjQaKSgoQK1WKx2K0MYSExPp1KmTqHpqIT/++CMXLlzgt99+a3A1KpGAEqxVYxJPlaKjo5kxYwa9e/cWDchbUGBgIBqNBp1Op3QoQhsLDAwkIyND6TCEOvTt27fyNVEkn4R2QZHKpwULFqDVasnNzeX2229n6tSpnDlzplHHqlQqxowZw6effiqW+BYEBeTn5+Pj4yMSEO2MXq8nPT1dvO62kKNHj/LTTz+Rnp7O8uXLcXR0bPAYkYASrE1TEk+VrrrqKmbNmkVycjJpaWkYjcY2iNS2SZJEZGQkiYmJSocitLGAgAAyMzOVDkOog4eHB126dDHSTpNPMmBEtqqbmMR6ZRSddmdvb8/999+PwWDg+PHjjTomKCiIBx54gOHDh2NnZ9fKEQqCcDnR76l9SkpKIiwsTLzutoDMzExeeeUV3N3deeaZZ/Dw8Gj0sSIBJViL5iSeKjk4ONCtWze+/fZbFixY0IpRth8hISFkZmZSUVGhdChCG3JwcECSJMrLy5UORajDoEGDVO276bjQniiafCovL2flypU4ODjQp08fAO6//34mTJigZFiCINQjNzcXX19fpcMQ2pDBYODChQtEREQoHYpNOHXqFP379+eWW24hJCSkyceLBJRg6a4k8VQpICCAtLQ0XF1d+fjjj1shyvZFpVIRERHB+fPnlQ5FaGO+vr7k5uYqHYZQh0tNxwMlSQpQOhZBaG2KJJ+WLl2KWq0mNDSUb7/9lo0bN9KlSxcA3nnnHbZs2aJEWIIgNMBgMFBRUYGTk5PSoQhtKDU1laCgIOzt7ZUOxepVrjg1Z86cqo1Gm0wkoARL1RKJJzBNFXvuuefIycnh4MGDHDhwoIUjbX86duzIxYsX0ev1SocitCE/Pz+RfLJgoum40J4oknx65pln0Gg0ZGVlsW/fPiZOnKhEGIIgNFFlvyeh/ZBlmfPnzxMZGal0KFbvvffeY8uWLfTt2xcvL68rHk8koARL01KJp0oODg489dRTuLi4sGLFCtG75grZ2dkREhJCamqq0qEIbcjHx0cknyxYv379Kv/ZLpNPRiu7CVdG0Wl3giBYl5ycHPz8/JQOQ2hD2dnZqNXqRjXEFuq2f/9+kpOT+f3331sk8VRJJKAES9HSiadKHTp0YOrUqVx11VVkZ2e3yJjtWXh4OMnJyciyaJvbXtjb26NSqUTfJwvl6elJly5dDLTT5JPQvlhl8kmn06HT6ZBlmYqKCnQ6nSghFoQ2IPo9tT/nz5+nU6dOSodh1bKzs1m3bh2FhYW88MILqFQt+6dXJKAEpbVW4qlSv379mD17NtnZ2Wi12hYdu71xcnLCw8NDVMK0M6Lvk2UbNGiQnWg6LrQHFpd8uvfeexk3bly9+7i4uODi4kJKSgozZ87ExcWFJUuWtFGEgtA+GQwG9Hq96PfUjpSUlKDX61u0Uqe9MRqNLFy4EH9/f+6+++5Wm7YqElCCUlo78VTJ2dmZrl278sUXX/Dzzz+3yjnai8jISNF4vJ0RfZ8s26Wm40GSJLWr5aRlTH9DrOqm9JNm5dq8e+yuXbvq3f7uu+82OIYoFRaEtpefn4+3t7fSYQht6Pz582KFuyu0b98+OnfujJOTE/3792/Vc1UmoA4cOED//v1F0lBodW2VeKrk4+PDrl27CAgIoHfv3gQHB7fq+WyVWq1Gp9NRWlqKi4vLlQ9o1EN5HpTlmm7leaAvAaMODKVg0JlushEkO5BUl77agZ0T2HuCoxc4eIKDFzj6gEsgqByuPDYBMP2/c/r0aaXDEOpQpel4f0Bk1wWbJZYuEgShUUS/p/bFYDCQlZVFdHS00qFYLVmWsbOzY9iwYQwe3DbV9CIBJbSVtk48Abi6uvL000+zYcMGnnvuOd57770Wn8baXkRERJCcnEz37t3r31E2QskFKDoLxSlQkmL6vviC6d+lGVChaYUIJXDuAC7B4BIC7pHgGQWe3cCjG7iGmJJYQqNU7fskejhansuajovkk2CzRPJJEIRGycnJEb1/2pH09HQCAwPFhV0zlZSU8Pvvv5srNNqSSEAJrU2JxFOl6OhoOnbsiJ+fH2+//Tbz589vs3PbkuDgYH777TeioqJMr/PGCig4BZoTUBQPhfFQGAdFCabqpaqcA8GtI3jFQOAocPIDR19wunRz9AF7N7BzBjuXS1+dTZVOsqHKzWgau6Kwyq0AynKgJA1K06D0oinZlbUL9FX6fdm7gXc/8Blw6TbQlJgSCak6VfZ9CgoKUjoU4TJeXl507tzZcO7cOdF0XLBpIvkkCEKDRL+n9ic5ObnqJ3FCEz3//PMEBwfTsWNHRc4vElBCa1Ey8VRpzpw5/N///R/Ozs6UlZWJv01NVaHFTnMUf/uLZO5ZQFDJz1BwAoyXVkOTVODWyZTMCRx1qdooCtzCTVVIdldSOXP5VDo1uDQiGSLLUJr+T2Ks4BTk/Q1n14BhhWkfR2/ocC0EjIQOsaDuKZJRVfj5+ZGZmSmSTxZq0KBBdklJSe2s6biMEaPSQTSRaP9zJUTySRCEBuXl5bVao2TB8hQWFmJnZ4erq6vSoVil7du34+rqikajoVu3borFIRJQQkuzhMQTgCRJPP3008THx6PRaAgICFAkDqsgy6BNhJx9kL3P9FVzHJAJl4I54XwfQV4+0O0hUyWRuhd4dDX1YrIkkgSuwaZbwMh/7jcaTBVaeQchew9k/gqpm03bnPwh5EYIuQmCxpiqpdox0ffJsg0YMIDPP/88RJIkP1mWc5SORxBaQ2sln2RAAjDqjajsxacOgtCWjPoqnyK0wLVBbm6u6PfUjqSkpBAeHq50GFapsLCQtWvX0rFjR1544QWlwxEJKKHFWEriqVKHDh3w9PRk//79nDt3jmHDhikaj8UwGiD/kCkJk7MPcvaDLsu0zcETfK+CnjeDzwA8fPphPJxMSb9HrPfDBpUdqGNMt8i7TPcVp0DmLkj/BS5shsSPQOVkquIKnwqhN4ODu4JBK8Pe3h47OzvR98lCVWk6PgD4RcFQBKHVtFbyKQfwBzjzwxm6T2qgmaEgCC3qzA9nzP9287/yT/pEv6f2w2g0kp2dTY8ePZQOxSotWrSIwYMHM3ToUIu5mBMJKOFKWVriqZKzszOHDx8mJSUFLy8vYmJilA6p7cmyaQpa5g7I3GlKulQUmLZ5dIWgceA/DPyGgmcPU7KmitBQA6mpqURFRbV97K3FrSNE/sd0M1ZA9l5I/Q5SN8H+H0wVUKE3Q8Q0U0LqsufElom+T5arb9++lf/sjUg+CTaqtZJP+4GbAL6Y/EUrnUIQhMYIvSr0io43GAwYDAbRU6OdyMnJwdfXVzQabwZZlhk4cCBJSUkMHTpU6XCqEQkoobksNfFU6c4772TlypW8+OKLfPzxx+3jtas0A9J/NlX2ZO78p7LJPRI6/hsCroOAWHAJbHCo4OBg9u3bR9euXS3uZ9siVA6maXoBI6H/Msj+HZI+huQvIekTcO0IXe+FzrPB2V/paFudr6+v6Ptkoby9vfHx8THk5eV1VTqWtiIDBivroWRd0Vqe1voL/SBQ1EpjC4LQSE6eTox7e9wVjaHRaFCr1S0TkGDxLly4QGjolSUs26vk5GRiYmJ48sknlQ6lVpUJqEOHDlFQUKB0OIIVsPTEE0BAQADdu3dn0KBBrFmzRulwWofRADl/wLHn4OeBsCkI/rjbVOUUOBqGfAA3nYebzsGQ9yDitkYlngAcHBxwdXWlsLCwdR+DJZAk6HA1DF4NU9Lh6q/AowscfRo2h8K+/5iamNswHx8f8vPzlQ5DqEP37t1VgA2VIQpCda2SfHpefv4CMAc4DlbXwl4QrJ6kkujQqwMT10zEK+zKKhxE8qn90Ov1FBUV4e3trXQoVmf16tUcOnSI7t0te5q5SEAJjWUNiadKt99+O3FxcSQkJJCZmal0OC2jPB+SPoV902BTAGwdCieXgp0L9HkRxh2Bm9Ng2CfQ+W5wj2j2qUJDQ0lNTW2x0K2CnTN0vAWu3wE3noTOc0zT8n4eCDvHQtZvSkfYKuzt7TEajRiN4vLMEnXr1k2ys7OLVjoOQWgtrbba3fPy818AYs6d0CBJkp4DFpaUlODi4qJ0OMJlCgoK6Ny5s9JhCG0gIyODwMBAi77ItETJyclkZGRw5MgRpkyZonQ4DRJT8ISGWFPiCUyr3z388MN88803nD9/3npXvytNN63UdmGTqWG4rDet2BZ8IwSPN1U5ObX8yrMBAQHExcXRo0cPi/9ZtwqvHjDobej7IiSsgrhlsP1a8L8aei4wPe829Lx4eHhQVFQkXvstUFRUFAaDoYMkSR6yLLeLWURGMZGtXWkHE+MFKxAVEhJiEIkny1RYWIiHh4fSYQhtIDU1VUy5a4Zly5ah0WgsdrpdbUQFlFAXa0s8VerevTsPP/wwZWVlyLIVXcwUnYVT/4Otw2BTMBy4H4qTIfpRGPMHTMmAoetMq7S1QuIJQKVS4ePjQ05OO1/d3cETevzXNIVxwJumn8OvY2HnaMg7pHR0LUatVqPRaJQOQ6hFlcb/7abvk9C+iOSToDiVStUtOjq6/Sw1YkX0ej0qlap9NHBt58rKyigvL8fdvf0tP30ltm/fTkhICIGBgYSHhysdTpOIBJRwOWtNPFVydXXF09OTtWvXWva0Is0JOPY8/Ngbvu8KR54AQxn0XmyaAjYhDvq+DH5DQGqbv7/tcupdXexdods8mJgA/ZeD5gj8PAB+vxO0SQoHd+VE8slyVUk+ib5Pgk0SV5SCoiTTO9tuNrXErw0pLCwUZdntxMWLFwkJCVE6DKtiMBhYt24daWlpPPTQQ0qH0ywiASVUsvbEU6W4uDiKi4tZv3690qFUV3QWTiyFH3rBj73gxGJw9Ib+b5gqbcb9DT2fNU0BU+C59/HxQaPRYDAY2vzcFsvOCbo/BBPPQY+nTD2hfoiG44tNyUIr5eXl1T4azFuhzp07V772igsjoc1IkmRogdtzjTlXq/V8Cl/B3cDzQEfAOt/BCK2u43JTafwWYMsKZWO5EhLg4wL9g2BRLATbyCw1jUYjkk/txMWLFxk0aJDSYVidW265BXt7e5ydnZUOpdlEDyjBVhJPAFOnTuX//u//yM3N5ZZbblG2mrMkFZK/hOTPIe+A6T7/q2Hg2xB2C7hYTm8qSZIIDAwkIyNDfBBxOUcvUz+oqPvh0CNw/DlI+hgGroSg0UpH12T29vYYDAaMRqOobLcwLi4uhISEGFJTU9tF8km+dLMm1hZvI0lAMpDUzGOvaezOrZJ8upR4eh+RdBLaCRnILYVtibA/FV6+HibawJ8NjUZDZGSk0mEIray0tBSVSmXVCRQlJCcn0717d7p166Z0KFdMJKDaL1tKPIGpf9HUqVP566+/eOutt3jqqafaNgBdNlz4GpI+g+w9pvt8BkC//0HHf4Nbx7aNpwmCg4NJSEgQyae6uIbC1V9C+lY48AD8OgbCb4eBb4GTr9LRNYloOm65oqOj7dLS0qz/jYVgbT6UZXlRcw6UJKnR89xbK939PCLxJLRT2nJ4+y+lo2gZhYWFeHp6Kh2G0MoyMzMJDAxUOgyr8uabb/LXX3/RqVMnpUNpMWIKXvtja4mnSsOGDSMtLY2EhARyc3Nb/4T6Ukj+An4dD5uCTE3Dy3Kg1yKYEA83HIToxyw68QTg6elJUVGRZffLsgRBY+DG49DrBUj5Cn7oCRe3KB1Vk4i+T5YrKioKSZK6SbbygiwIVbTWtDvzX9ff74ZQce0q2Di9EX5Ngtnfm74/k6doOC1CNBtvPzIyMujVq5fSYViNgoICDh8+jJ+fH7fddpvS4bQoUQHVfthq4qnSXXfdxR9//EF+fj6+vq1QlSLLkP07nF8HKV9CRaGpMib6cVM1jLqXIr2broQkSfj6+pKbm4u/v7/S4Vg2O2fo9TyEToL9d8HuiRA5w9Sg3NHyXze9vLxIS0tTOgyhFlFRURgMBg/AH8hSOp7WZrTViWzWxR8oaYvjWyv5ZP5rKxJPQntgr4LRVWanGW3gdVRUPbUPer0enU6Hm5ub0qFYjbfeeovevXtzzTWNnuJuVUQCyvbZeuIJICYmBm9vb7Kzs/+5U18M8W9Ct/lg38zXPG0inP8Yzq83/dveDcL+BZ3ugoDYNludrrVU9n0SyadG8u4LY/+CE4vg1MuQ9Ztpap7PAKUjq5eXlxenT59WOgyhFpeteGfzySdBebIsX1GJcFOOt+6/kIIgtBqNRoNarVY6DKGVZWdn06FDB6XDsBp5eXmkpaWRmprKgAGWfXFxJcQUPNvVHhJPlYKCgsjKyuKLL74wJZ62x8LxF0xf9cWNH6i8AM6uhW3XwHed4fhCcOsEV62DmzNg6DoIvM7qE08Avr6+5OTkIMs28ClaW7Fzgj5LYdQeMJbD1mFwZqWpOs5COTg4mJuOC5blsuSTINgUq/sr+dFHH9GlSxelw6gmNjaWJUuW1Ll9w4YN9OnTpw0jal9mzJjB7NmzlQ7D5ojkU/uQkZEh+j01wapVq4iIiOCuu+5SOpRWJxJQtqc9JZ7ANI1s69atHD/yBxU/DYeCE6bkQMGJhhNQshEydsLvd8CmQPhrDpRlQZ8XYVISXL8dIv8DDgquptcK7OzscHd3p6ioSOlQrI//MBh3BAJHw8EHYe+/TdMxLZSHhwdarVbpMITLhIeHY29vLyOST4JCJEnq2IhbqCRJTZ4i0+bJp8TERG699VYCAwNxd3cnLCyMm2++mfLy8rYOpRqdTseCBQvo0qULLi4uBAQEMGPGDC5cuHDFY995550cPXrU/L0tJ0v27NlD//798fHxwcvLi/79+/PNN99U2+fs2bOMGjUKNzc3QkNDef3116ttLykpYebMmXh7e6NWq5k1axalpaVt+TAA+Pjjjxk3blybn9dSFBUV4eHhoXQYQiuSZRmNRoO3t7fSoViNQYMG4erqSu/evZUOpU2IBJTtaG+Jp0pzZ03jvq5fQMFJMOhMdxp0dSegSi7CiaXwXRfYeT2k/QSRM2HMn3DjaYh5yuIbh1+pgIAAMjIylA7DOjn5wrXfQd9XIXWTqQpKm6h0VLXy8vISTcctkJ2dHZ07dzbSDpJPMjJG2bpucvvoUZUEnG/glgzkS5KUJknSW5Ik+TVm4DZPPo0fP56goCDi4+MpKipi//79jB07ts3KeysqKmrcZzAYuPHGG/nmm2/YsGEDRUVF/PHHHxQWFjJkyBAuXrxY61hKlqvW9jgsQbdu3di0aRO5ubloNBqWL1/OtGnTzPPKDQYDEydOJDo6muzsbL777jteeeUVU0n8JQ899BBxcXHExcVx5swZTp8+zSOPPNLmj2Xz5s1Mnjy5zc9rCQwGA2D6AyjYrvz8fNRqdbu5CL1SxcXFuLq68sADDygdSpsSCSjr114TT+iL6ZI0G3+HLBxU+urbqiagyjWQ+i3smgjfdoRjz4J7BAzbADenwaCV4DfY6hqIN1dAQACZmZlKh2G9JBX0eBxG/gKlafDLYMjcrXRUNYgV7yxX9+7d7ezs7KKVjkNot9YDv2Hq410A7Aa+vPS14NL9u4EfgXLgAeCAJEkNNgts0+RTbm4u8fHx3HvvvXh5eSFJEqGhodx77704OTmZ91u1ahXdunXDy8uLq666ij179tQ55ueff06fPn3w9PQkKCiIuXPnUlz8z6dYERERLFq0iJEjR+Lm5sbGjRtrjPHZZ5+xZ88evv32W4YMGYK9vT2dOnXiiy++wN3dneeffx6ApKQkJEni/fffp0ePHri6upKVZeoDl5OTw4QJE3B3dycmJoaffvrJPH7VqYKvvvoqGzZsYN26dbi7u+Pu7m6+0N+8eTMDBgxArVYTHR3Nhg0baozxv//9j9DQUPr27duo5/zzzz8nOjoaDw8PczUXwOuvv87YsWPN+02fPh1nZ2dzhdEXX3xBTExMo85RVYcOHQgPD0eSJGRZRqVSYTQaOXv2LAC//fYbycnJvPTSS7i6utK/f3/mzp3Lu+++C0BpaSmffPIJixcvJiAggA4dOrB48WLWrVuHTqdrVAxLliwhKiqKhIQE889s3bp19OjRAzc3N8aPH09+fj5PPvkkHTp0IDAwkJUrV1YbQ6fTsW3bNiZNmoQsyzzzzDMEBwfj4eFBREQEb731VpOfG2simo23D2LKXeOVlZXx4Ycf4ubm1n4u3KsQCSjr1Z4TT2yPhYITONoZat/HoIP8w7DRH36bDHkHIfq/MDEBrt8JEXeAvUtbRm0RnJyckCSp0e+7hDoEXm9qRu7kDztHwdn3lI6oGi8vL/F6bqGioqIwGo2RkiSJT4EFJbwE9AFeBsJkWb5OluXbZVm+DggDXr20/VEgElgIhANPNTRwmyaffH19iYmJYfbs2axfv55Tp07VqHj67LPPWLBgAevXryc3N5c5c+Zwww03kJycXOuYXl5efPrpp2g0Gvbs2cOePXtq9F9as2YNy5YtQ6vVMmnSpBpj/PjjjwwZMqRGLykHBwemTp1aLZEE8Omnn7Jz506KiorMq4G8//77PPTQQ2g0Gp5++mluvvlmkpKSapzriSee4M477+Suu+5Cq9Wi1Wqxs7Nj27ZtzJo1i+XLl5OXl8e6det48MEH+e2338zHJiUlkZaWRkJCAgcOHKj7ib6kpKSE6dOns3LlSoqKikhMTGTWrFkAjBo1ij179lBWVgbAzp07CQsLMyf6tm/fzqhRowBISUlBrVbXe7ucWq3GycmJESNGMGTIEMaMGQPA0aNHiYqKwt39nx4J/fv3N09LjI+PR6fTVWvk279/f0pLSzlz5ky9j7eiooKZM2fy448/sm/fPrp27WretnHjRvbu3UtKSgpJSUkMGTKEzp07k5aWxocffsjDDz9MSkqKef+tW7fSs2dPAgMD2bZtG+vWrePPP/+kqKiIP//8k+HDhzf4/FszMeWufcjOzhYrGjXSZ599hl6vJycnR+lQFGNTCSi9DjSJkPk3pO6BpF/g7HdQXggpOyF1L+SegpIcU+8fKyUSTyf+mWpXF9lg+hm7d4EJcdD3RfCwrN6iSggICDB/wCpcAY8uMOYPUx+ov+bCsecsphG5g4MDer2+4R2FNhcVFYUsy46YLvQFoa29DByVZflpWZarzU2XZblYluUngWPAy7IsG2VZXggcASY2NLB9a0Rbn127drFs2TKWL1/OiRMnUKvVzJs3j2effRZJkvjwww+ZO3cuQ4YMAWDWrFmsXbuWTz/9lKeeqplMq9qTp0uXLtx///2sX7++2j5z5syhX79+ALi41PwEKzs7m5CQkFrjDQ4OrvHH9/nnn69RLTB58mRGjx4NmHo8rVq1ik8//ZSnn366oacEgBUrVvDQQw8xYsQIAAYPHsy0adNYv369eTlvBwcHXn755WpVYg1xcHAgLi6Ovn374uPjYx6/d+/eeHh48PvvvxMQEICTkxMzZ85k27ZtjBkzhh07drBixQoAOnbs2OSyXI1GQ1lZGT/99BPx8fHY25t+1YqKimos261WqyksLDRvB6rtU/nvyn1qU1BQwLhx41Cr1ezYsaPGz3nBggX4+PgAMGHCBH744QfmzJkDmH6HvL29OXz4MB07mvo4VJ1y5+joiE6n4+TJk/j7+xMQEEBAQECTng9rU1xcLPoA2bjy8nLs7OzM/28KdZNlmT/++AMwTQtuzyoTUAcOHKB///41Xs8tTtFFyPgLck9CzknkvNPotTno9BI6e290dt5U2Hkgo8Io2VHmNYFzW9dgJ5fjZCjASZ+Hi0GDk4srKu8u4N0NfKMhcBD49wX7xv89bmsi8dSIxJOZEUpTTdUpo3aBvVsrBmgd/P39SUxMNL8vEq6Ao5epD9SBe+HEYijNgEHvgEr5v7+Ojo6Ul5fj6OiodChCFZeteJekXCStz9g+eihZm2uAdxvYZx9wb5Xv/wDubmjgNn/V8/Pz48UXX+TFF1+kpKSEL7/8kjlz5hASEsLMmTO5cOECU6dOrXZM586d62z8vW3bNhYtWkRcXBxlZWUYDIYay4ZHRETUG5O/v3+d46elpdWoDKhtvMvvi4iIIDU1td7zVnX+/Hl+/fVXli1bZr7PYDCYk0VgWjK4KYknV1dXfvzxR5YtW8YzzzxDZGQkjz76KHfccQeSJHHdddexfft2AgICGD16NKNGjWLOnDmcO3eOCxcuEBsb2+hz1cbJyYnJkyczfvx41Go1c+fOxcPDo8Yn5hqNxjzFq7LapqCgwFxRVbl/fdPA9uzZQ0FBAYcOHao1wRgUFGT+t6ura7XvK++rTHwZDAa2bNliTnbGxsby4osvsmTJEv79738zdOhQli5dysCBA5vydFgVrVZLWJj4sMWW5eTk4OfXqN6A7d7u3bvp1q0bnp6e7ecCvh4WnYAqzoTEH+DCTgwX/6KgTELj3JkCp84UOg5AdhqEg0MJToZ8nPX5OBvycDAUoZINSBiRZD0ORi1GyZECxwjKXPuhs/OmzF6NUXbAMbsQr9S/UP/5GWp9Mq4+oUhh10GnGyBoKNg5KP0MAO048QQQ/yZojplWtWsKg850XPybpqbi7ZyYktXCVPYweA04B8LJpVCWDcM+VXxap7u7O1qt1vwBrWAZLks+bVUwFKF9cgIa6ssRdGm/SlqgwVJKRVPurq6uzJgxg7feeosjR44AEBYWxvnz56vtl5iYyMSJNau4ysvLmTx5Mq+++iozZ87ExcWFt99+m9dee63afipV/bMLb7jhBmbPnk1iYiKRkZHm+/V6PV9++WWNFc9qG+/yKXZJSUmMHz++1vPVdnx4eDgzZszg8ccfrzPOhh5HbWJjY4mNjcVgMPDdd9/xr3/9yzzlbNSoUaxevZqAgADuuusuBgwYwIULF/j0008ZPHiwORGUkpJCjx496j1PfUu16vV6EhISAOjTpw9nzpyhuLgYNzfTJ4uHDx+mT58+gKlhubOzM4cOHeK6664zb3dxcan6QlzDhAkT6NOnDyNHjuSXX34xj9cce/fuxd/fv9q0vXvuuYd77rmHkpISXnjhBaZMmVJtmp6tKSkpwdXVVekwhFaUk5NTIwkr1G7jxo2oVCpefvllpUOxGBaVgCq8AKc3IJ/bTGFuJhluA8lyHYDRsw9eZUmoy84SUfATng4G7HyjwDcS3ILBPQZcfMHBzXSzc+TssQw6Dl1ompany4OSLCjJhIKjkB+PTpNOgV0QGqfOpHpcS4l9AB7JKQSeepaAigQcOo2E7ndAxBiwU6aSoF0nnoBz5aPwKHobb6d0HOyb8Im6nTN49YRu81svOCsiSRIuLi7i/UBLkiToswScA+Dvh2D3RFNFlL1yz6+bm5tIPlmggIAAHBwc5IqKilClYxHapaPAVEmS3pBl+cTlGyVJ6g38G9NUu0oRQHZDA7dp8ik/P59XX32VO++8k27duiFJEt9++y0nTpzgySefBGDGjBk89NBD3HTTTfTv359PPvmEI0eO8Omnn9YYr7y8HJ1Oh7e3Ny4uLpw6dYq33367yXHdcccdvP/++0yaNIn333/fnIR5/PHHKSgo4IUXXmhwjM2bN7Njxw5iY2P58ssvOXDgQI3pf5UCAwP5448/MBqN5oTSww8/zN13381VV13FsGHDMBgMHD9+HFmW662wmTFjBklJSezatavGtszMTPbu3cuoUaPw8vIyVxJVrmA2evRo5s6di5ubG+vWrUOlUnHttdfy2muv8fDDD5vH6dixY73Jpao2btxIVFQU0dHR6PV6Pv74Y3bu3GlOql1zzTWEh4fz9NNP8/LLLxMfH8/q1avNU/xcXFyYNm0azz33HD179gTgueee4z//+Q/Ozs71nnvevHm4u7tz/fXX8/333zN06NBGxXy5zZs3c/PNN5u/P3DgAGVlZQwaNAgnJyc8PDxseqqSLMvmZvGC7crPz2/WogLtjSzL9O3bl7y8vFqrKtszRRNQhnI48xXyiY/Iy0rjovswcl1uw937IoHFBxiSvxLHwH7QaTgE3wb+vcGpEfE57ILQa+rc7CzLOBcmEZD+J6T/iXzxEwrzc8lwG8R+9Y3YFZYT+OtqQivm4RR1I/R9wDRNr42018STLMuc/vMwv6z/inPHTuFo35enbqtA7ZKDg0MjElCViScx5a4aPz8/cnJyxNS7ltZtHjh4wR8zYPcEuPZ7xX7v3N3dyc/PV+TcQt0kSaJDhw7GixcvBisdS2uSsb5pd9YVbbMtAn7AtILdJ8DvQCYQAFwN3Ak4AIsBJElyAcYA3zc0cJteQTs6OpKVlcWUKVNIT0/H3t7evHLYrbfeCpgSQXl5eUybNo3MzEy6devGjz/+WOtUN3d3d1atWsUTTzzBPffcw6BBg7jjjjv44IMPmhSXvb09P//8M0uWLOG2224jLS0NT09PbrjhBv76669GTT+aNWsWy5YtY9KkSYSFhfHNN99Uq6Kqavbs2ezYsQNfX19kWSY3N5cxY8bw3nvv8fjjjxMfH49KpSImJoZFixbVe96UlJQ6p8cZjUZWrlzJ7Nmz0ev1hIWFsW7dOvNz2bFjRyIjI1Gr1eZPPEaNGsWmTZvMzcabKj09nSeffJL09HQcHR3p1q0bn332mbkflp2dHd9//z1z587F19cXtVrN448/zm233WYeY8WKFTz44IPmSqd//etfvPHGG406/9133427uzs33ngjX331FZ07d27yY9i8eTNfffWV+fuioiIee+wxEhISsLOzo1evXnz++edNHtda6HS6BhN9gnUrKyvDzs7OnIgW6lZaWkr37t1tfpGB5mrzBFRpLhx9l4qjH5BiF8MFj3F4eiYTWrSbnsb9qDpPgM5LIegqULXC77ckgVcn0637bUiAV0kWXklb6Za4hdKkPaQ79+FPn3txSc8lIv7f+PkHIvV/CCJvNB3fStpj4kmWZY4dOMHPqz/kQvw58/3lenve+G4Ej03Zh9oxD5VczxQ8kXiqk5+fn+j71Foi/wOSCv64C3ZNgNgtivz+ubu719l6RFBWSEiI6uLFi6JEXWhzsiz/IknSnZj6Ps0CZlbZLAEFwExZln+5dJ8jMBWIb2hs6fLV5lpC+Ip/koLJ7bs3a6uqvCg6efJktdXjhOY7cuQIEydObPYf4vAV//zbWn/3s7OzyczMNFeeCbYnLS2NwsJCunfvrnQoFs1oNLJz506ioqLExVcDtFpt6yagSvPg4P8oOfopCR43kO/cjbCinXSsOIZDt5sh5i7o0O+Kkzu7du26sn6H5Vo49y2cXI8m4xznvcZR6NiRiIKfCXMpQDXseYic0OJJqPaWeJJlmf1/n2fthv0U5+cTmPQrhkurdtnZ2zP4hlhG3/kvOgR51d98XCSe6iXLMrt27WLkyJFKh2K7zm+AP/4D/iMg9qc27wFlNBr57bffrrjPq9DypkyZwnfffRen1+vbrny2DUmStKurh8e1j3a3rof3etxpEoqKdsuyHKt0LK1NkiR3YBLQD/ACCoHDwLeyLBc1Z0zbnTvUDri4uJCcnKx0GDalvLy80VVWtqpqPy7BNol+T42zdetW4uLiKC0tFcmnBrRaBVRFKfz9OmV/v8sZ9xvI93+Arnlf01v6C2now9Bto2WtOOfoDtF3QvSdqPMT6HdkJWWnVnDOdSS/Od5I1LaXCPJYjBS7HEKGtcgp21PiSZZl/j6awpoN+zh1JsN8f5+efcg+dZxhN41m1O034x1QZaGYUbtqTUBVGO1w8BGJp/qIvk9toNOdpmT0vmnw+1QYsRFUbbdwQWWLBVmWbfq1wxpdep8m3qwJipFlWQtsuHRrESL5JAhVDB48mMGDBysdhqK0Wi0BAQFKhyG0ItHvqXG2b9+OTqfjvvvuUzoUq9DiCahzW9D/+hjnVH1I93+ULvmb6el4Gmn8i9Dx+iuuHjIYDJSVlaHX69Hr9RiNRgwGA/n5+djb2+Pk5ISDg0PzL8i8u8LI5TgNfYEeh98k8vAK4t3Hcc4ugu7f3ot/RB+45hVwb35Lj/aUeDoRl86PO07y/dbj1e53crQnaNDVPLhoPp4+6poH2rvVSEAZJSdKHcOxv/5XJJF4qpfo+9QGIu6AigI4cD/8MQuGfmSaktdGnJ2d0el0oq+hhQkKCsJgMHhJkuQky3KZ0vG0FqPSAQgNkiTJG3CXZfmK5+iK5JMgCNVotdpm9coSrIPo99Q4RUVFODs7I0kSTk4WVFlj4VokAVWcAdvvIyMtldO+9xJeuI1rdB+jGr0EOo1rctKpvLyc3NxcNBoNBoPBfL9KpcLZ2Rl7e3vs7e1RqVQYjUaKi4sxGAzodDoqKirM+8uyjJubGz4+Pnh6ejZ+UQZnNQx9Dud+8+lz8DW0R97ltPpWkvIleq8bjNO1iyFmRpMfV3tJPCWn5vPeJ/v57c9EnJ3s8fJwpqBIh4O9HTeN7cW0Wwbh59NA64GqCSjNMVTqXpz3X0FIgQ4/P9G2oD6i71Mb6XoflOXCsQXg5AP932jVHnFVubu7o9VqRfLJwlSpUA8CkpSLRGiPLk25W4ipubg/pl7r9pe2DQGeB56VZflQU8YVySdBEKoRDcdtW35+vlhSuRE2bdqEp6enaDTeDFeUgErYTPn2hzjhPhmDZ1eG5byO09Anoc+9jW4gbjQaycnJISsrC1mWcXBwwNfXly5duuDgUP90lri4OEJDa1/ZWpZlSkpKyM3NJTU1FVmWcXZ2JigoqHF9F53VcPUS3HvNYtCuR8lIu8A+/8eI2ruWkDNfw5g1ja6Cag+Jp+xcLR98/hc/7jyN0WhqJaor09OtUwARYd5Mv3UIAf4ejR+wMgEV/yZ0m8/5Ldv4/qedPPnkkza9gu2V8vLyorCwUOkw2oeYZ0wJqPjl4BICPR5vk9O6ubmh1Wrx9/dveGehzYjkk6AUSZK8gL1ADHAEyAGqNuc6DowAbgdE8klJTz75JA4ODixevFjpUKxKdnY2AwcO5O+//8bPz0/pcNoto9GIJEk2eSEjmGg0GtRqtdJhWLxDhw5RWlrK44+3zZt/W9PkBJReBzvnkXHuMKd9/4+ovK8ICe0Ikw+CW8PTgGVZJicnh4yMDCRJws/Pj+jo6Bat8JMkCTc3t2o98UpKSkhPTycxMRFnZ2fCwsIarh7w6gSTviHw3BZ8tj/MCbcbSSt1ovcnV+M0bg2EX1/v4baeeCopLefTzUc5EZ/O30dTqm27/uquzL5jCKFB6uYNbu8GMU8BpufRw8ODHTt2MHbs2CuM2nZJkoSdnR0VFRUNJm+FKyRJ0P91KE2DI/8Fj64QNrnVT+vu7k5mZmarn0domuBg84cRttv3STa9FlsVKwu3mZ7BlHiaIcvyekmSngeeq9woy3KJJEm7gfrfsNSi7SYUXxIbG4uTkxPu7u54eXnRr18/Nm7caN5++PBhxo0bh7+/Px4eHkRGRjJr1qw6x/voo49QqVS4u7tXu1WW1kuShKurK+7u7vj5+TFmzBiOHj3aKo8tJSWFtWvXVrtYmTlzJmFhYXh6ehIUFMTMmTPJz883b3/rrbeIiopCrVbj6+vL2LFjOXbsmHn7nj176N+/Pz4+Pnh5edG/f3+++eabeuOIiIjA2dm52vNx/Pjxeo+53LPPPku/fv1wdHRk1KhRNbZnZGQwdepU/P398fb25rrrrmvwec3KyuKuu+7C19cXT09P+vbtS1paGgD+/v7ccccdLFy4sElxCi1LNBW1fSL51Di333479913n81d2LelygTUoUOHKCgoqHvHwgvIn1/DybRykj3HMCxnGSGx82DCZw0mnioqKkhISODYsWNUVFQQExNDz549CQwMbJOppa6urnTu3JnevXsTFhZGSkoKR48eJTs7u+E31J0n4Pifv+jvm0tY4S72+cwnf8v98MdSkGvvgmHLiSe9wci3W09x+4NfsH7jYQ6fzCA4wBOAQX3CWPvav3nh0bHNTzxdZty4cVy4cIFffvml4Z3bObVajUajUTqM9kFSwVUfge8g2Hcn5DWpqKBZKqfdCZblssonQWhLU4BfZFleX88+yUBIUwdu8+QTwIIFC9BqteTm5nL77bczdepUzpw5g1arZfTo0cTGxpKSkkJBQQHbtm1rsAF0ZGQkWq222q3qm86tW7ei1Wo5d+4cXl5eTJw4sVUe16pVq5g0aRKenp7m+x555BHi4uIoLCzk9OnTlJSU8MADD5i3jx8/nn379qHRaEhPT2fMmDGMHz/e/Ka1W7dubNq0ydyvYvny5UybNo3Tp0/XG8vatWurPR+9evVq0mPp3LkzixYt4p577ql1+/33309eXh7x8fFkZmYycOBAJkyYUOebbZ1Ox/XXX4+joyPx8fFoNBo2bNhQbarCzJkz+fDDD0V5t4K0Wm3jpo8IVqu0tFT0dWiA0WikpKSEPn36KB2K1WswAXXxdyo2XM2fqjHYGcsYrPoNp+n7oPtt9Y5bXl7O6dOniY+PJygoiD59+hAcHNz4PkytwMXFhW7dutGrVy/Ky8s5cuQIGRkZ9SehXHxg/CcEXvMAQ7KXcdxvFheOboUtt5uqwaqw1cSTLMvs/zuFux/9mtff20t+Qeml+6FLpw4se/4mlr0wiW6dO7ToeZ2dnXFwcKCgoIDy8vIWHdvWeHl51Z9AFlqWvQtc8y04+cHuiVBysVVPV9lwXLAs/v7+ldezIvkktLVQ4FgD+2iBJjf2VO5dGmBvb8/999+PwWDg+PHjxMfHk5uby7x583BxcUGlUtG5c2fmzp3bIufz8vLirrvu4sKFC+Tm5rbImFVt3ryZ0aNHV7uvZ8+e1Ur0VSoV8fHx5u87d+5cbZqZnZ0dFy9epKioCIAOHToQHh6OJEnIsmxuiHr27NkWj7+qu+++m4kTJ9Y5Be7s2bPceuut+Pj44OjoyKxZs0hNTa3zeV23bh0ajYZ33nkHPz8/VCoVMTEx1RJ1Xbt2xc/Pj+3bt7fKYxIaVlxcXO33VbAtOp0OJycnm7lobS0LFy4kLS1NPE8tpM4E1Nnv0G6exu8+8+lYuJPu4X5I/94JHrX3XALTCnXx8fGcOXOGiIgIevbsaXEJc5VKRUhICH379kWWZY4cOdLwe46Yu3D99xaGadeR7j6Uk7nOyF+PgVLTcbaaeDqXnM8zr+9i4fIdJKdqzPf7+7rxzLxYFj8+lkF9W6/R9dChQ+nevTu7d+9utXPYAlH5pACXQLj2e6gohN8mg6H1kkOVrydGo1h3zJKoVCr8/PwMQPOXRBWE5ikCGvrEpxOmXlBNomjyqby8nJUrV+Lg4ECfPn2IiooiICCAW2+9lS+++IJz58616Pny8/P56KOP6NSpE76+vrXu07t3b9RqdZ23vXv31npcaWkpcXFx9OjRo8a2l19+GQ8PD7y9vdm8eTPPPPNMte179+5FrVbj7OzMI488wuOPP14tKQOmP/xOTk6MGDGCIUOGMGbMmHof6yOPPIKPjw99+/Zl9erV9e7bHI8//jgbN24kJycHnU7He++9x9VXX11nsurXX3+lR48ezJ07F19fX7p3786yZctq7NerVy8OHWr9EmOhdiL5ZNvElLuGaTQaMjIySEpKUjoUm1IjAXX8ffJ+eZID/g/RL3sVwcNmwvVvg51jnWOkp6dz7NgxQkJC6Nmzp8VX8EmSRFBQEH379qWoqIhjx47VX13g3xv7O/YwyG4fKrmCvwzDMXw+ErkozeYST/kFOv635g9mPfkjew9epGsn03tcF2cH5tw+iA1vTmXstVGoVK37WEePHo2bm5vF/y4pzcPDQ0zLUoJ3bxj6MeQdhL8fbtVTubq6Ulpa2qrnEJouJCREwoYrn2RkjFZ2k9tH06cDwARJkmpd1UOSpCBgPKam5E2iSPJp6dKlqNVqQkND+fbbb9m4cSNdunTBw8ODP//8ky5durBw4UKioqLo2LEj7733Xr3jnT9/vlqCaP78+dW2jxs3DrVaTUxMDOXl5Xz//fd1jnXs2DE0Gk2dt6uvvrrW4yr7OF2eNAJTE/KioiISExN59NFH6dKlS7XtV199NRqNhry8PN544w2GDBlSYwyNRoNWq2XTpk2MHz++3pVZ1q1bR2JiIpmZmfzvf//j6aefbvEE1PDhwzEYDPj7++Pu7s4333zDmjVr6tw/JyeHrVu30qdPH9LT0/nkk0948cUX2bBhQ7X9PD09ycvLa9FYhcYTK93ZNpF8ati2bduIjo7mmmuuUToUm2NOQO3bRvL+zzjmN4ursl7Da/wK6D27zuPKyso4evQoRqORvn37WlylU0MkSSIiIoLo6GgSEhJISUmpeyqeiw/SLVuJ9pfpUHKEv5wmc/yHNzDoimwi8VReYeDT705y+8Pf8v2OsxgvPQ9xSQXcMr4nn709len/6oezU9ush+Pi4sK4ceOqNvYValG16bjQxsImQ4//wtnVkLiu1U4jpt5ZppCQEJWdnV2T++oIwhVaAfgCP0qSVHWVOy59/xXgDLzZ1IEVST4988wzaDQasrKy2LdvX7UeTOHh4axYsYJTp06Rl5fHAw88wNy5c9m5c2ed43Xq1KlagujNN6s/Dz/99BMajYa0tDS+++47YmJiWvwxeXt7A9Tbr6hTp05MnDiR8ePH11raqlarmTdvHrNmzaq1p5OTkxOTJ09m9+7drF27ts7zXHvttbi7u+Pg4MDo0aN55JFH+OSTT2rdd8+ePdUak6ekpNS6X1VGo5FRo0YRFRVFQUEBJSUlPPPMM4wYMaLO1TI8PDwICQnhoYcewtHRkYEDBzJt2jS+/fbbavsVFhaKZeAVVFZWJpJPNqygoEAknxrw22+/kZ2dzdChQ5UOxSa5J31Nl5S3OOZ/Dz0Kv8ZlytcQeWOd+2dmZnL69Gm6d+9OSEiIVSdfHBwc6NWrF46Ojhw9erTuPkP2znDjBiLCOyIjkW7fnZhjs5FKrHc1KlmW2fVHMtMf/Z53Pz1MSek/SYxBvYN4b+l45s8cho+67Re8CAwMJCkpiaysrDY/tzURfZ8U1HsJBIyEA/dC/pFWOYVIPlmmS03HRXZcaFOyLP8CvAAMB04ATwFIkpRz6fthwFOyLO9r6tiKTrtriJeXF//973/x8fHhyJEjbXLOmJiYGivnVb3t2bOn1uMqG42eOnWq3vH1ej0XL16kuLi41u1Go5Hy8vJ6pxzq9XoSEhIa/ZhUKlWdn7KOGDGiWmPyjh0b7q2Ql5fH+fPnmTdvHp6enjg6OjJ79myMRiN//PFHrcf07du31ouGy+87ceIE/fr1a8SjElqDwWBokxWiBGWUlJSI6SX1MBqNFBUVYTQa660uFZop4Rvydr/COfVNDMt6iZMRz1LgFl3rrrIsEx8fT2lpKX379sXJyamNg209gYGBREdHc+LEiTr76MhInAx+EDcvP7rlf85B5ykYvrkJyovaNtgWkJBcwLyX9vH1LwmkZ/0zdatjsCev/Hckrz11HZ3C1IrFV1xczMGDB/nwww8Vi8EaiL5PClLZw/DPwdEH9txi6gPVwpycnETyyQIFBQVhMBh8JUlyUDoWoX2RZXkRcD3wHZAPGAAZ+BEYJcvy/5ozrkUln+Li4li6dCkJCQkYDAZ0Oh2rVq1Co9EwfPjwNonh5MmTNVbOq3obMWJEncdOnjy5WrPsrKws1q9fb/5jfebMGZ544gmuvvpqPDxMUyhXr15NamoqsiyTk5PDgw8+iLOzs3nq3caNGzl+/Dh6vR6dTseaNWvYuXMnY8eOrTWG5ORkfv31V3Q6HQaDgd27d/PGG28wdepU8z4vvPACERER9T4PFRUV6HQ69Ho9RqMRnU5HWVkZAH5+fkRFRfHOO+9QXFyMXq/ngw8+oKioqM5V9WbMmEFubi4rV67EYDBw9OhRNmzYwJQpU8z7nD17luzsbEaNGlVvbELraHBZcMGqiWbjDdNoNAwbNowBAwYoHYrtSf8T7dZHOeo/lyE5K/CdsJJBQ6+tdRW8iooKjhw5QocOHRr8W2WtnJyc6NevHxkZGaSmplbb9k9zcSO9xz1ARMdw/EuOcIRhyN/fCgbrmPqUX1jG/z48yqznd3M0PpfEzHJcXRzwdHfkoRmD+OjVCQztp3w1m5+fH+np6S3eZ9TWqNVqUfmkJOcOcPWXUHweDs5veP+mDu/sbH6fL1iOS5VPAAFKxtGajFZ2a09kWf5VluWbZVkOkmXZUZZlf1mWJ8qyXPeUtAZYVPLJw8ODU6dOMWbMGLy8vAgJCeHjjz/myy+/rLUPkqW577772Lx5s3nqnSRJfPTRR0RGRuLm5sbo0aPp2bMnX3/9tfmYv/76i8GDB+Pu7k7Pnj1JS0tj+/bt+Pv7A6YGq1OmTEGtVhMcHMwHH3zAZ599Vm1VPXd3d3PvpOLiYh555BH8/f3x9vbmgQce4LnnnmPevHnm/VNSUoiNja33scyZMwcXFxeWLl3Kr7/+aq7sqrR582bOnz9PeHg4vr6+rFy5kq+++orIyEgANmzYUK0vR3h4OD/++CNr167F09OTW265hRdeeKFaUuyDDz5gxowZeHk1edVGoQVUVFTg4CA+WLFVRUVF5qS3UDtXV1diYmK45ZZblA7FthQkUfHtVP72e4B+WW/jMn41hAyrdRU8nU7HsWPHiI6ONk9nt1WSJNG9e3cMBoN5Bdsaq9qpVDD6XSJ9jNjLZZzTOMOvDysbeAMq9EY+//kctz+xg+92JVP5uUaJzsBtN/Xks+WT+NcN3bC3t5y3oN7e3qKpdgPc3d3NKzELCvEfDjHPwvl1kPxFiw4tpt1ZpirJJ5ttOi60L1JrVDuEr/inDXzyQy0+vEV78skncXBwYPHixUqHUqeoqCh27NhBWFiY0qGY5eTkMGDAAA4ePGhOvFmj8BX//NvafvcLCwtJSEgQVR826vz584Cp95xQu9OnT+Pg4FBjUQjhCujLkD+/mj9VYwkr/JWQq6ZB3/uq7aLVajlw4ADR0dGkpaXRq1cvxRLhu3btavDDmdaQmZlJbm4uRqOx9lXtKooxfnEd++0m0EWzmYBrHoKY/7R5nA3ZfzSTtz49wYWM6q0FhvTqwLw7YggPtswE+I4dOzhx4gSRkZHV+pAK1e3atYtrr71W8Wq1ds2oh20joDAOxh8Ft4bbZTRGWVkZf//9N8OGDWuR8YSWcfDgQQYNGgQwSZbl75SOpyVJkrSri7v7tfO6d1c6lCZ5Ky6Os1rtblmWY5WOxRqJphYt7OWXX1Y6hAadOXNG6RBq8PPzIzk5Wekw2jWx0p1tKy4uJiDAZqu2r1hZWRmffPIJXl5ePPHEE0qHYzt2P8YpfTRq+RwhUQNqJJ7AVFHRq1cv/vrrL4YOHdouKzA7dOhASkoKxcXFXHPNNTUv7h3cUN30NQM/vYb9vvNx3b0QD/8+0KGPMgFfJjmjhK+3nWfz9upT18IC3Zh3R0+G9rHs155hw4axadMmioqKRPKpHpXVMaJ3oIJU9jDsE/ipL+z/D1y3A1RX3qvT0dGx7kUQBMXYeuWTDBixrrYf1hVt40iSZKR5D02WZblJ+SSRfBIEARDJJ1un1Wrp3Lmz0mFYrD///BN/f3+b7TGkiIRvyDyzD63XDQyWt8O1tS8TrtPpSElJ4eqrr+bvv/+mf//+7Wr6deVUO0dHRyIiIjhz5gzda/sk2DMMp3Fr6ff9HA7538eIH6ejmvaXaXU8hRSX6vnwhyS+3G7qXRno50pGTgnurvbMmNSNKaM64WBB0+vq4uLiwrhx4wgMDFQ6FIvm7u6OVqsVySeleXSGgW/BH3dDwkroduU9oEQ1m2Wq8qGheHESWtNv1Ew+eQO9MbW6ugBkYPo9DMPUuukYpkbkTWL57wgEQWgTZWVlIvlkw0RysX5//PEHGo2Gq6++WulQbENJNhXb/49TvtPpU7ABaeKXYOdYYze9Xs/Jkyfp3bs3np6eNXpA2brLezz5+/vj6elJUlJS7QeEX4/XgLsJ1u4jXu4Je59t03grGY0yP+3P4PYFf/LZ1gsYjDJGGTzV7kwaGc6nr1zP1Bs6W0XiqdKIESPEwhsNqEw+CRag010QNA6OPAXa8y0ypEqlwmhsby2VLZu9vT3Ozs5GwDLnLAs2QZblWFmWR1begDsAL+AboKssy51kWR4qy3InoCuwCfAEbm/quaznXYEgCK2qcjU0wfZUvpkUn2zWLTk5mfz8fPz8/JQOxTbsnM8J95vomv8NziNfBs/wGrvIsszx48fp0aMH9vamQuzampDbqhrNxS/9/xkcHIzRaCQzM7P2A4c8RRfndHJdeqI5sRlS97Zd0MDppELue/UQSz48TW7hP9N0enfx4r93xfDYjD54e1rf3xKj0cj58+c5duyY0qFYLDc3N4qLixveUWh9kgSD3wVJBX/dAy2QOHVychJNxy2Qu7u7jEg+CW3rFSBfluVbZFmult2+9P0tQMGl/ZpEJJ9aWFZWFuHh4eTl5SkdiqJWrVrF9OnTlQ5DaAJRGWO7SkpKcHNzUzoMiyXLMiUlJdVW6BSuwLktZF5IoELlRkigL3SbWutuZ86cISIiosYUnvaQgKor8VQpMjKSzMzM2i/0VfZI49bRJ+99jvrPxbjjQVMT4laWX1TOy+vjmPPS35xILDTf76d25IXZPXjn8X5EdbTu66OzZ8/yww8/KB2GxRKVTxbGrSP0exUytkPih1c8nFjxzjJdem9is29QjLJsVbd2YizwS10bZVOZ8C/ADU0duM2TT4mJidx6660EBgbi7u5OWFgYN998s7nJndFoZPHixXTt2hUPDw98fX0ZPnw4v/76a51jRkRE4OzsjLu7u/lWudrcCy+8gL29Pe7u7nh4eNC5c2cWLVrUaqXVzz//PHfddRc+Pj4A7Nmzh/79++Pj44OXlxf9+/fnm2++Me9/5swZbrnlFkJCQvDw8CAmJoa1a9dWGzM+Pp7x48fj6+uLn58fkyZNqrskH7j33nurPRfu7u5IksSyZctq3b8xMVzuv//9LzExMXh6ehIcHMycOXOqJdzmzJnD7t27OXjwYENPmWAhRPLJdmm1WpFYqYfBYGD8+PGMGjVK6VCsn74M/a4nOOU7jd4FnyGNWmX6hP4yWVlZODg44O3tXeswtpyAaijxVCkmJoa4uDgMBkPNjT7d8BgwixDt7yQYusGRla0Wr8Eo8+WuDOa9doTv96abCywc7CWm3dCRzxYNYfTgAKuvrFSr1eTn59f7/qq9E8kJC9RlLnS4Bg49AqUZVzSU+PlaJk9PTwlR+SS0LQ9M0+7q40Uzfi/bPPk0fvx4goKCiI+Pp6ioiP379zN27FhzMuiVV17h008/5bvvvqOoqIikpCQWLFjQYHPDtWvXotVqzbcFCxaYt8XGxqLVaiksLGTNmjW89NJLfPjhlX9CcDmNRsP69euZPXu2+b5u3bqxadMmcnNz0Wg0LF++nGnTpnH69GkA8vPzGTlyJAcOHKCwsJDVq1fz2GOPVUtQ3X777fj5+XHhwgWSk5Px8PDgzjvvrDOOd999t9pzsWnTJuzt7bnttttq3b8xMVzOzs6OTz75hNzcXI4ePUpqaip33323ebu9vT3Tp0/nzTffbPTzJyjLYDCYp74ItkWr1YrKp3rY29vj5+dHbGys0qFYv8NvkSj1oGPhTpyvegTcavZILS8vJy0tjU6dOtU7VGskoGRZpqioiOTkZE6cOFHjptPpqn0fFxdHZmZmi60C1djEE5j+zkZFRdW9Qu2AR4nkNOnuV1G2/39Qkt0iMVZ1IknL3f87yWtfp+Dk+s9UuuG9ffn4+cHcN6Uzrs6283fDwcGBkpISpcOwWJIkIUmS6AtkSSQVDF4DhlI4fGUrtTo7O1NWVtZCgQktxcvLS4VIPglt6zQwVZKksNo2SpIUDkwFTjV14DZ9x5Cbm0t8fDzffPONeSWb0NBQ7r33XvM++/btY+LEiURHRwPg4eHBDTc0uaKrVpIkcd111xETE8Phw4dbZMyqfvnlF8LCwujYsaP5vg4dOpj/bTQazc38zp49S3R0NEOGDGHIkCHmfa6++mpGjx7N7t27mTJlCmAqA3/55ZdxdXUFYPr06fzrX/9qdFyrV69m4sSJBAcH17q9MTFc7sUXXzT/29/fnwcffJA77rij2j6jR4/m5ptvNj9uwXKJJqu2rbi42FyNKdR08OBB9Hq91VduKK40j/K/lnHR/wmuKV4LfTbWultcXBzR0dGNer4rE1AHDhxo9ip4siyTl5dHeno6RqPRXFUdFhZW429TTk4OPXv2NH9fUVFBfn4+586do6KiAhcXFzp27Nis/nhNSTxV8vDwwNHRkby8vJr/D9s7oRr5Bl22vcQZ9xvo9dcrEPtak+OqjUZbwTvfpfLt/mxzpdPxFB0jevryr5EhDOvl2yLnsTQhISGUlpZy8eJFQkJClA7HIrm6uoppypbGMwqiH4OTL0KXe6BD8xbOcHJyIj+/yYtXCa3M3d0dlUrlqXQcrUHGtJSaNWknV0z/Az4FDkuS9Cam1fAygQDgWmAepsqn/zV14DbNCPj6+hITE8Ps2bNZv349p06dqnHRe80117B27Vpeeukl9uzZ06KNDY1GIzt27ODEiRMMGjSo1n0+/fRT1Gp1nbcJEybUOf6hQ4fo0aNHrdvUajVOTk6MGDGCIUOGMGbMmFr3KykpYf/+/fTu3dt835NPPsn69espKiqisLCQjz76iJtvvrlRjzkjI4PvvvuuWoKvIbXF0JAdO3bU2L9Xr15oNBoSExMbPY6gDL1eL6qebFhpaalYGrseq1evZuvWrUqHYf0OrSDBbQydNd9id83LYOdQY5eMjAx8fHyalLxpbgWU0WgkMTGRY8eOUVpaSnR0NL1796ZTp054eno26kMRBwcHOnToYD42JCTEPKZGo2l0LM1JPFWKjIwkKSmp9mqTTuMIUduR79yVkpNfgjat0ePWxmiU+XZfNrcuPs7mff8knpwcJOZODOWl+3rabOIJoGfPnoSGhhIXF6d0KBbLxcWF0tJSpcMQLhfzNLiGwcHm94AT0+4sk4eHh80mnwTLJMvy58CjmHqNPQ/sAE5c+vo8pkq8x2RZ/qKpY7d5OcquXbuIjY1l+fLl9O3bl4CAABYvXmxOQj322GO8+eab7Nmzh5tuugkfHx8mTZrEhQsX6h137ty51ZJEaWn/vAHbvXs3arUaPz8/5s+fz6JFi/jPf/5T6zh33HEHGo2mztuWLVvqjCE/Px9Pz9pfGzQajXkK3Pjx42u90DcYDEyfPp1OnTpVi++GG24gLi7O/NhOnz7Na6817tPN999/n7CwMEaPHt2o/euKoT4bN25kzZo1rFixotr9lc9Fe2++bg3Ky8txdKy5DLpgG8rKysRKhnWQZRm9Xi+enyul01B6bD05Lj0JcyuByBtr7GIwGEhPTyc0NLTJwzclASXLMikpKRw/fhwfHx/69OlDaGgodnZ2TT7v5VxdXYmOjqZnz57k5eVx9OjRBhswX0niCUxV25GRkbV/kCNJSMMX0z3vc057ToG/Xm7S2FWdzdCx+NMkln56noLify5eR/RU8/kzvZl1QwiODrZdxTx06FD69+/PNddco3QoFkskKCyUvRv0Xwaao5DwbrOGcHR0bLEpxkLL8fDwADHtTmhjsiy/AXQDngM2ATsvfX0WiLq0vcna/F2En58fL774IocOHUKj0fDqq6+yaNEicw8mSZKYNm0aP/74I/n5+ezbt4+kpKR6exyB6ZPrqkmiqlPMrr32WjQaDXl5eZw8eZInnriyOdF18fb2prCwsM7tTk5OTJ48md27d9do6F1RUcHtt99Oeno6W7ZswcHB9Ilxfn4+1113HZMnTzb3cJo8eTIjRoxo8I+/0WhkzZo13HPPPY16s1tXDPX56quvmDNnDt999x39+/evtq3yuRDTfSyf6Pdk22RZFlNf65CdnU1QUBBBQUFKh2Ldjr7DWdfr6Jr/DdJVC2ptMp6YmEjnzp2bfYrGJKC0Wi1HjhzBxcWFPn36oFarm32++qhUKiIjI+nZsycXLlwgISGh1sqkK008VVKr1eh0utr7sYSOwN/fn1IHf0pOfwu6pk2bKdcbeefnDG5blsCO08V4uZn+FgT5OPLaPV15/d4oQvzaR3LWwcEBHx8fm2ty35JE8smChf0LAkfBsWdBl9Pkw+3t7Wtf4EBQlLu7O7Isi8adQpuTZTlZluWlsizfIsvy6EtfX5RlObm5Yyp6NeLq6sqMGTPo3bs3R44cqXWfAQMGMHv27Dq3t7QNGzbUWCmu6m3cuHF1HtuvXz9OnWq475ZerychIcH8vU6n4+abbyYrK4utW7dW62lx7tw5CgoKePTRR3FxccHV1ZVHH32UhIQE4uPj6z3Pzz//THp6OjNnzmwwpvpiqMuHH37I3Llz+f777xk5cmSN7SdOnMDLy6vBprKC8sS0O9slGsPW7/Tp03To0IEuXbooHYr1MuqpOPoBOS69CHKtveqpoqICnU5XZ3VwY9WXgEpNTSU5OZnevXvj7+9/RedpLDs7O6Kjo/H39+fIkSPVLspbKvFUqUuXLpw7d67WbdLAx4jU/ECi23Vw/P1Gj3nkfDG3LUvgvW1Z6A0yhTojoUFu3D02mC+e7cU1vWtfjdCWnTx5kg8++EDpMCyWaEptwSQJBqwAfRGcXNrkw+3t7dHrmzdlT2g9Hh4eGAwGV8lGG1Maka3qJlyZNk0+5efn89RTT3HixAkqKirQ6/Vs3LiREydOMGLECACWLVvGTz/9ZH5TmZCQwPr1683bW9udd95ZbaW4y28//fRTnceOHTuWCxcuVJsiuHHjRo4fP45er0en07FmzRp27tzJ2LFjAdOntOPGjaO8vJyffvqpRgPH7t274+Pjw4oVKygvL6esrIxly5bh6enZ4CfIq1evZsqUKbW+CZckiY8++qhRMdTmzTff5LHHHuOXX35h+PDhte6zbds2Jk6c2CJTHYTWJZJPtqusrAxnZ2elw7BY8fHxFBYWmhe5EJrh3PdcUEURVrQLqe8DrVL1VNXlCShZljl9+jSSJBETE6PI3xy1Wk2vXr2Ii4sjLy+vxRNPgPn/41qrTsJHE+hUSLZrH/SH3wVj/dULxWUGXv7mInevPEdi5j+JhN7hrjx7Wzj3TQzF2bF9/u0+ffo0WVlZInFfBycnJ1H5ZMm8ekDkTEhYCdqm9VytXBRJsCyXrstUgGjeKbQKSZIGS5JU+8pkLXx8myafHB0dycrKYsqUKfj4+ODv78+SJUt46623uPXWWwFTn6DFixcTGRmJu7s7o0aNYsCAAaxbt64tQ20Wb29vpk+fzvvv//OpY3p6OlOmTEGtVhMcHMwHH3zAZ599Zu7BtHHjRnbt2sXevXvx9/c3V1hVNgh3d3dny5Yt/PzzzwQGBhIYGMj27dvZsmWLOUn04osvEhMTUy2Wixcv8sMPP9TaaDwlJQV7e3tz0qihGADGjRtX7fuHHnqIwsJCRo4cWa0yrJJer+fjjz9m/vz5V/q0Cm1AJJ9sl+j3VL/rrruOfv36NasPkWAiH32XCx4jCSs7CNF31NheUVFBeXm5ecXWllA1AXXw4EECAwMVX53MwcGBPn36kJaWxsGDB1s08VSpc+fOdfZ+UvV7gGDtftLoCCk76xzjSHIJU99M5MA5rbmhuKuTiidvDubDBzvTObB9J6uDg4MJCgri4sWLSodikcS0OyvQayFI9nD0WaUjEVrApZ5PIPo+Ca1nPzC7LY5v06tNNze3aomZ2syePZvZs5v22JOSkurc9sILLzRprCu1cOFCBg8ezPz58/Hx8eHBBx/kwQcfrHP/u+66i7vuuqveMYcOHcquXbvq3P7000/z9NNPV7svJCSkztLZ7du3c88999C1a9dGx3B5xdflqxRe7v3332fEiBF1riooWBa9Xi8q1GyUTqcTlU/1cHJyIjo6WvTEaq7iDDSZSbh5ZeDUbTI41GxLkZKSQkRERIuf2s3NDU9PTzQajcX9/IqLi4mIiGjRxBOYfl8NBkPtHxh0v52Oexbzt/8DdDz9MURUX2hEb5BZvTOb93bmYDBCiNoeOxVcFeXBs7eEEOQtFp0A6Nq1K8eOHePs2bOEhYUpHY7FEVOzrIBrMHR/xDT1rvsj4DtQ6YiEK3BZ8ilTwVAE23Wlb1YafbxlvVuzAQEBASQnJ1t0k+2ZM2eycuXKVj3H3Llz+eSTT1r1HELLEZVPtkskn+r3+++/iwqHK3Hma9LchhJa9BtE11wYRJZltFpt1TfPLSYuLo5OnToxZMiQRq2C19qqTrW75ppryMjIoKioqMXP07FjR1JSUmpucFbjEjEcSTZQmvgrVBSbN6Xll3PXu0ms2m5KPAEU6owsvqMjb8+OEImnKrp06VKjN6fwDxttO2N7ejwBTn5w5L9KRyJcoSozSxrui2JlZCu92aiHJUlKbM6NJjwtIvkkCIJIPtkw0fOpbrIs8+uvv9ZbWSo0IO5zsl1642+vgaCramzOzc3Fz8+vxU+bmpqKp6cnPj4+jVoFr7Vd3uNJpVIRExNDQkICFRUVLXouLy8vtFpt7RujpxFYfJBMxx6QtBWAfWeLefDjiyTn/LOE+sBOrmx8OJLx/dQimXCZsLAwdDpdi//cbIm9vb14fiydgyfEPA2ZOyFrT6MPU6lUYsU7CyOm3QltIAUowFTB1JxbCqBpzInE1aYgCCL5ZMN0Ol2brfxlbbKzs/Hw8BDPT3OV5qHNTsLFNwe7qMm1NhrPyMho8WbuxcXFFBQUVOt1WJmAOnDgAP3792/Uiq0tpa7m4iqViujoaOLi4ujVq1eLntPNzQ2tVltzgZDw0QSWPcRx7+lEJP7AhpxYXtqSicEI3QMc0eoMPDCmAzOv9cVOJZJOtVGpVEycOJHw8HClQ7FYTk5OlJWV4eDgoHQoQn26zIVTr8DxhXD99kYdUjmtUrRisBy2XPkkWAZZliPa6lyi8kkQBJF8smEVFRXiAqEOFy5cwNvbm+DgZi/w0b6lbCfDbSCBxQeg07gam41GI7Ist+hFjCzLnDlzhu7du9fYpkQFVEOr2rm4uODj40NaWlqLnjcsLIzU1NSaGxxccQuKoVSl5qNjbiz5LtM8zS6v1Mj7c8OZM9JPJJ4aIJpq18/BwUFUPlkDe1eIfgIyd0DW3sYdYm8vKp8sjG1XPskYZeu62fTEuzYgkk+CIIjkkw0TP9u6paen4+LiQmBgoNKhWKekrWS6DiSg7AQED6+xuTWm3F28eJHg4OA6E1ptmYBqKPFUKSQkhKysrBa9oHN0dKzz4l/udCNbkjvwWt4cegea3iT3CnXmqwfCGRBRsyG8UNPevXt58803lQ7DYomm41ak673g3AFOLGzU7uJna3lsO/kktDdtnnyKjY3FyckJd3d3vLy86NevHxs3bryiMT///HNGjBiBp6enuMgShGYQCQrbJX62dcvIyAAQlU/NZEzdQ4XKFefgvmDvVGN7dnZ2i05pNBqN5OTkEBAQUO9+bZGAamziqVJkZCSJiYktGoOTk1Ot1Tk/FV/LT5oBGLDnRAbc1M+T9fd0pIOnqIBsrMzMzBavVrMlIkFhRSqrnzK2Q/a+hncXP1uLI6bdCbZEkcqnBQsWoNVqyc3N5fbbb2fq1KmcOXOm2eN5e3tz//33s3z58pYLUhDaEYPBIBIUNkr8bOv273//m549e4rkU3OU5lFUUoFHeQoED611l5b+3btw4QIdO3Zs1L6tmYBqauIJwNPTk9LS0hatfgoICCAzs/qq238nlfDYj3b0dTyBhMxY/zhevCUIZwdR6N4Ubm5uuLu7U1JSonQoFkkkKKxM13tNK9+deqXBXe3s7MTP1sJUST6JyifB6in6bsTe3p77778fg8HA8ePHmz3O2LFjuf3224mMjGzB6ASh/RDVMbZLlmWxmlUdVCoV3t7e4ne/OTIPonHqjLrsHAQOqrG5pV9TZFlGo9Hg4+PT6GNaIwHVnMRTpbCwMC5cuNAicYApoVVYWFjtviMppVwV6crh8t5Ee+Twstezor9TM3h6euLt7U1OTo7SoVgkkXyyMvZu0PUBuPgdFMbXv6v42VocR0dH7OzsZMBV6VhamgwYka3qJjo+XRlFk0/l5eWsXLkSBwcH+vTpA8D999/PhAkTlAxLENodg8GASiU+GRfal19++YVz584pHYZ1yjyExinSlHwKGFhjc35+Pt7e3i12Oo1G06zxWjIBdSWJJzBVaV+eLLoSl5+/tNzIiq3Z7D9Xgh0GpgXsobxYA/qyFjtne+Hj44NarRbJpzqIptRWKOp+UDlB3LJ6dxPJJ8t0qc+heKMuWD1FfomXLl2KWq0mNDSUb7/9lo0bN9KlSxcA3nnnHbZs2aJEWILQronqGKG9+e2339i7t3ErAAmXyT9DoVMnvOy04Fqzr1NeXl6LJp/S0tKaPT2yJRJQV5p4quTi4tKiU7lUKhVGo2k5uzRNBT1DnOkZ4ky/DsX0kA5T4NQJNAktdr72IiwsDHd3d/NzK1QnEhRWyLkDRN4Fiesg6XM4OB/2TTN9TfsZZNPvuvjZWiZJkmTquG6XJClUkqQPJElKkySpTJKkJEmSlkuSVOOPsCRJkZIkbZEkqUCSpDOSJM1t9eAFoQpF5ho888wzPPvss806tsq8V1avXs2dd97ZUmEJgiDYFFkWxcH1kSRJXFw2lyYBg9QTe6+wWjdXVFTg5FSzCXlzGY3GK5rGV5mAOnDgAP3798fLy6vRx7ZU4glMK9+lpaWZP3C7Uu7u7mi1Wjw9PUnOKSe9QI+uQibGzxWP8osUOYZA7mnw69ki52svBgwYgFarZcCAAUqHYpFEgsJKuYSAsQz+uAuM5f/cn/ihaWpe78WonG4QP1sLdGl2Qo3kkyRJnYF9QAfgWyAOGAw8BNwgSdJwWZZzL+3rCvwCOABrgAhglSRJZbIsf9T6j0IQFEo+XQmtVqt0CIIgCFZBNBuvnyRJYrppMxk0Sai8K8C7a6ufq6SkBBcXlysepzkJqJZMPAG4urpSWlp6RWNUVdn3qVxy4UhKKRkFpovG7qFeOKfkkWPXEwqTW+x87YmDgwMVFRU4OjoqHYrFEU2prdDfD8PZNaZ/V008Aei1ptvfD6MOvIPMkP+2eXhC/S69V7GrZdM7mBJP82VZfqvyTkmSlgH/BywF7r1099VAKNBRluXsKvvNBj5qrdgbYssfAUqSFAosAm4AfIF0YDOwUJblfAVDaxRJkiYCdwLRgJssy10u3R8NTAQ2yLJ8sSlj2sS7boPBgE6no7zc9GKq0+nQ6XTiU39BENo1vV5f2SdAqIUsyzg4iOXnm8xooKysHCe9Bjxqr3xqSTk5Ofj5+bXIWE2ZgtfSiafW4ObmRklJCccvlrHxUAE+HnZc38Odvp28cKIEnb0PFGcoHabVyc/P5/fff+frr79WOhSLJCqfrEzCe6bEk6GBKb+GEtzSN+CR9XnbxCU0mkqlqjHtTpKkSGAMkASsvOyQ54FiYLokSW6X7qt8Q1g136On9qSWcIUuVaX9DdwN/AW8ASRiqkrbL0mSr4Lh1UsyWYcpUXYr0BnoVGWXfOBFYFpTx7a45NO9997LuHHjmnTMxx9/jIuLC2PHjsVgMODi4oKLiwvJyeLTPkEQ2i9ZlkVlTz2MRqNIPjWHLg+dnRpnQz641Oz31NIf/Gi1Wjw8Wm6F6cYkoFoz8eTo6Gj+sOxKOTg4UF5ejoOdTLi/A92DnInwd6RPuCvOjk7o7LyhRCSfmsrBwYH8/HwyMsRzVxuVSiU+4LUWshGOP9dw4ukSlbEU39QV5h5QgmWoY9rddZe+bpXl6j8wWZaLgN8xrZB31aW79wBZwF+SJP1PkqTPgUeBda0VdztXtSptsizLT8qyfB2mJFQ3TFVplup+YDrwIeADvFZ1oyzLGZh+v25s6sBtPh9j165d9W5/9913mzzmjBkzmDFjRvMCEgRBsFHi4qB+//nPfwgICFA6DOtTmoPO3htnfT641KxIqqioaNGkntFobPEKvvqm4LV2xZOHhwdarRYfH58rHqsytkKdkYHhrnT2dyIqwAl/D3tw88WocoSSrCs+T3vj6OiI0WgUK7rVQZIk8ffFWqRvBX3TFjlQGUshfRsEj22loISmqiP51O3S1zN1HJaAqTIqCtghy7JWkqSxwApgLpAN/J8sy02/+G4h5SpnMl3ClTp9s5SrUjEVldWtEVVp92CqSntUluX6B1PGLOAoMEeWZflSw/vLJQBNfpEQH4kLgiDYKFmWLXKqkKVwcHDAzc2t4R2F6soKqFC542AsAid1jc3l5eUt2my8tdRVAdXaU+1cXV1bdMU7gPG9vHhkTAcm9fMiOtjZdKe9K8gy6HUteq72wN7eHoPBIJJP9RDJJyuR9iPoi5p0iMpYDGk/tFJAQnPUkXyq/NSkrjnklferK++QZTlOluWxsix7yrLcWZblN1s0UKFSU6vSLE034Fe5/hf6LKBm+XsDRPJJEATBhonkU90OHDjAvn37lA7D+hj1yJIdKtkAqpoVTkaj0Wqme1ZNQGk0GnQ6Xav3eGqzfjkXfjV9vbin9c9lY1QqFQaDQayGWQfxd8WKlOe17XFCq7j0WtTUGUuV/6OKTHHba0xVGpiq0iyRHnBuYJ8QoMkrwVnHu0NBEAShycQn0/U7efIkBw4cUDoM6yMbkLFDko2gqvle2JqST2BKQA0cOJDffvsNvV7f6s3FJUkiMzOzxcbLzs6uc1uBc+cWO097c+2114qecHWoqKgQ/bCshWMzp/c29zihVeTn59thWpWuqsrKprqWbvW8bD+h7TS5Ks3CnAJipTreDEmS5IypuutwUwcWa3ALQitpqL+ZJdFqtVYVr9A4BoOBsrIy8bOtQ//+/bGzsxPPT1OVF1HmfTMScD6+GBJ3VdtcWTFy9uzZFjmdTqcjJyenRcaqjSzL6HQ68/LxO3fubNVVImVZpry8vMV+7+r8fzz0NSRZz67Q10D8jjdZSUkJYWFh4vWhFpV92MRzY/l8dKH0kFywl0sbfYweF07mhJIvfr6W5vKMb/ylr3VVz3S99LWu6hvFlds5k+7aqeEdLUi53d8AQZIkHaxy93uyLL/XhGEsvSrtY+Bt4A1Jkh6pukGSJDtgGRAMPNnUgVsr+SRz6UnVG8Heej4AFYRmK6syi0ICYmNjlQqlyXbt2mVV8QqNU1xczKlTpxg0aJDSoVik+fPn4+3tzR133KF0KNYlbT/JP7yJETs6DXgYOsVW21xUVEReXh7h4S3TRPTEiRP07NmzRca63OXNxXfu3IlKpaJfv37VmpC3pMLCQjQaDR07dmyR8ep8fja+zK6yMcRWfA6xj7bIudoLWZZ57LHH8PPz47bbblM6HItTWlrKsWPHGDJkiNKhCA2Rr4FNy0DX+OQT9m70GfsYSOICzlL4+fkZcnJyvr3s7ktzqxkjSZKqam8hSZI8gOFAKfBHG4XZnqTLshxbz3Zrr0pbDdwEzAduBYoAJEn6GlOfqmDgW1mWNzR14NZ6VTF/RLnzfCudQRAsSJkeXtj9z/chnnXvKwhtRaxIVD9ZlkVPl+ZwcEdlrMCgcoKKmtP97e3tqaioUCCwpqltVTs7O7tam5C3pLKysjZpyP71nvO8+eE3jFiagKenJ5IkMW3atFY/r62IjY3lpptuUjoMiyQWs7Aikgp6LQI710btblS5kB08XySeLMyl9yqXN64+B2wFIoAHLjtkIeAGrLfQ1dRsnVVXpcmybAAmAIsAR0yPQwKmYGqUvhhTUqrJWqvyaT+mbBlztrTSGQTBgg0OVjoCQRDJp4ZIkmQVSRKL4+iOkyGfQqcIKK+5ipKDg4PFP6+1JZ4qVTYhP3DgAP3792/xCqji4mJ8fX1bdMzaLPkmhaMXzuDubE9oRBfi4uJa/Zy2QpIkOnToQKdO1jUdpK2IvytWpus9UHgKzq4BQz0rbdq5Uhx4B0UdphLUdtEJjVBb8umS+4F9wJuSJF0PnAaGACMxJTaeaasYm6Nc5UyWS8tUSbeVclVDfbgBG6hKk2VZD7wgSdJCTMknX0yVWnGXklPN0lpp7Qe5VJ4lCO3NteHw0vVKRyEIJuIioW6zZs3ikUceaXhHoToXP5wN+ejsvKG4ZuPsymXqW4qjoyM6na7Fxqsv8VSp6ip4LV0BpdVqcXNza5GxDAZDnc3dX7nVh89fn0fhpumsWrWqRc7XXuh0OtLS0rh48aLSoVgkUflkhQYsN92cA8Heo/o2e3fT/QOWU9jlBfGztUB1JZ8uVT8NBD7ClHR6FOgMvAkMlWU5t+2iFCrZUlWabBIvy/I+WZZPXkniCVqp8in5IS6Er2AOpmxrDGJVPcHGSZim2g0ONiWenEUrf8EC2NnZtWgSwNaIlayaydEDZzsDOntv0Ka2+ul8fX3Jy8sjOPjKS0obk3iq1FoVULIst9hqgKWlpbi61jKdRl/GVRGOnFNLSB6hYNmFaBYnKyuLI0eOkJ+fT9euXRs+oJ2pbDguWJkuc6DzLEjfBmk/QHmeaVW74BshaDRIKuTUVJF8skBGo1Gi9sonZFm+ANzdthEJjWDVVWmtpdUukZMf4gv+n737jq+qvv84/jp3ZO+dkEVCmGEFZCvg3rbWUVsH2v7cdbVqHbXaumqtVtxaBRduq4CziIAyAyHsbBLIJDs3N+Ou7++PkBgggYybe869+T4fj/PIuOee87kZd7zv9/v5wodDdXzJPSmKIh566CEeeeQRtUuRJI9nMBiw2Wwn3nGY2rJlC+3t7dxwww1ql+J2jH6hWHUBYMoa8nOFhISQk5Mz6PCpP8FTJ2cHUMcbqTQQZrO551FUpgO0G0LwsddB8JRunTilvmhubsbb29tpI9Q8jc1mw2CQ77K5JUUHcWd1bD2Qo6W16fDIJ/luohsRQhQqijKdjr5JZwPnAhV0jEp7RAhRp2Z93SmKsnqAVxVCiH7N95GPHJKrORwOhxwJJ0kuoNPp5BPJ49i+fbsM5wZICUoCK4iGfHqKcBRFweFwOCVoccYIvoEET52cGUBVV1cTGRk54OsfrbGxsedV8xr302qIwMdWB8EjZfjUT83Nzfj4+BAQEKB2KZokwyfPJadUatNxej65Pw9ubu9Go9IW9PJ9AT0+zev8fr9fZHjub1vSJEVRhFxdSpIkLVAURb6AGqiIdPxsh2hpagBb+zEXBwYGYjI5r/VjUFDQgHsvDSZ46uSsHlDV1dVEREQM+PpHa29vx8enh+antXto8EohuL0YQuS0sf6qr68HOv7upGPJ8Mlz2e12OaVSg4QQvU67k6TBEkLoum+AD7Ac2E9HeDYS8D388TqgCPji8H79IsMnydUcMnzSns5RCpI0nBgMBpcsee+RIiYS3F5Ig/dIqM895uLQ0FBqa53X5zQuLo7S0v73l3JG8NRpsAGUzWZDp9M5ddpdrw5tp8l7JMG6JgiQy6/2V21tLa2trU4dpeZJbDabDCg8lAwWtcmjRz5JWvQXOhrZTxdCvCWEKBFCtB/+uJSO3lUzDu/XLzJ8klxKURRbe/ux75JL6nL26lSStsipdz3z8/PD19dX/nwGInISIe2FNHinQtWxfZ8CAgIwm523iIuXlxdCiH5Nk3Rm8NRpMAFUSUkJCQkJg66hU3t7e69N8x2HdmBXvDBEjgc5habfTjnlFDIyMkhOTla7FE2SAYXnkr9b7Tn82Kcgl46QXOe3wKdCiIaeLjzcr+oT4Mr+HliGT5JL6XS65ubmZrXLkI4iG1N7Lp1OJ0e19SI8PJyQkJBBTaMatsLHE2Kv7Aifyn485uKh6BmSlJTE/v37+7TvUARPnQYSQNntdpqbm506jau6upqoqKhjL2hrwGQyEWg9CNEZTjvfcOLt7U1CQkLPUxolbDabXC3UQ9ntdhk+aYzZbO58k8x5c9k1QwFF715bjy2QPE4cYDnBPlYgtr8HluGT5GoyfNIgGT55Lvm77d1tt93G1KlTCQkJUbsU96Mz4B07CYs+CEfpTz3uEhAQQFNTk9NOGRgYSFtbGxbL8Z8PDWXw1Km/AVRxcTFJSUlOraG+vr7nv93SddR7jyKkrRASFjj1nMPFli1byM/PV7sMzZLT7jyXHPmkPd1eN8kXUJKrlAIXKYri1dOFiqJ4AxcBZf09sAyfJJcSQjQ5swmt5BwyoPBc8nfbO0VRZL+zwYg/hdC2POrbDNB08JiLY2NjqaiocOop09LSyMvL6/VyVwRPnfoaQLW1tdHa2urUkLNzqmiP/aMOrqbKbxpRbTsgbq7Tzjmc/Pjjj3zxxRdql6FZMqDwXPJ3qz3dXjfJF1CSq7wFjAJWK4pyiqIoegBFUfSKoswHvgdSgKX9PbC8d5Fcym63y/BJg/R6vQwoPJQMn3pXV1fHnj17MJvNnHvuuWqX436SziAm6yYq/U8ivGgFTLn5iIt9fHxwdo8/Hx8f/P39qa6uPqYZtCuDp06dAVRmZiYZGRkEBwcfU1NOTg4TJkxw6nlra2sJDw8/9gIhsO9fRWvA71hV5McX198KQGVlJQAbN25k0aJFAERERPD00087tS5PYbfb8fX1VbsMzZIBheeSo9q0p9vrJo8b+dTxJqB7jYVxxXMLDXgSmAZcCPwAOBRFqQPC6Bi8pNCxGt6T/T2we/22JU9gampqksMMNEYGFJ7L29vb6QGAp/D392fPnj3s2bNH7VLcU/Q0InU1VPtOgoKeR4kEBATg7DcckpOTKS0tPWL6nRrBU6fjjYAqLi4mLi7O6f1xKisriY6OPvaC2r3UtPsQ0bKTraaRfPzVJv67OofM/RAycj5NXuNYsb6UL9YUsvyHHIrKzTQ2yx62R9Pr9U7tz+Vp2tvb5UqhHkoGi9rTbdqdfPdecgkhhFUI8Qs6GoqvBhrpCJ4a6Rj19FshxC+EEP1+8SjvXSRXMzU1NcmlpTRGhk+eayhGn3gKb29vrFYrdXV1apfinhQd+tRz8K2qwVSdS2BbPfiEHrFLQkIC+fn5jB8/3nmnVRQmTJjA7t27mTJlCoqiqBY8deppBFRdXR0Wi4WRI0c69Vyd99VHj06wOwTrf1jH/+pvYntBHJaIKCZe4cB++O2e2WMC2LzvyHDs2Q8L2ZZTT6CfgfgoX+IjfYmP8mFMgj/xUb4kxwag0w2Ld3m7NDU1ERAQIMOV47BYLPLn46Fk+KQ9ctqdpBYhxDJgmTOPKe9dJFeTDcc1SIZPnsvb25vW1la1y9Aso9GIvE8ahLRLiCl6nArfaQTmfABTbjriYqPRiN1ux263O3Uqh5eXF2lpaezatQu9Xq9q8NSpewA1ZswYampqmDhxotPPU1paSkJCQtfXDocgM8/E4x+WUFY7g7SQeiqtoWCFUD8DDeaO+3Zzm/2YY9U3dYweM7XY2FdsYl9xx2ubGaMD2LqnGj8fPeNGBjNuZDDjU0IYnxJMRIhnrwBXUFCAv78/iYmJapeiWUKI4TL1ZFiSv1ttkQ3HJU8iwyfJ1UzNzc3yUU1jDAYDbW1tapchDQEfHx/q6+vVLkOz/P39+7RamdSLxIXEKTexPuA80na/iXJU+AQdo58OHDjg9BFAAQEB2Gw26urqmD9/viZeMAUEBDBu3DiysrKYPXu202sSQtDQ0EBycjIA63bV8/mmWvZXtGKztAE6Gls7zmnUKyRH+2A06Aj21xMeaCAxyod2i4M2q4M2iwNrazs+XjraLEfOhje3dkzFa2mzs21fHdv2/Tw6cHRiIMnR3mSMjyBjfCRxkf5OvY1qmzJlCjU1NcyePVvtUjTJ4XBo4n9NkoYLjx/55GY9n6TBkeGT5GqmlpYWnXzXTFvkyCfP5ePjI4PF44iPjycwMBCr1er0vjzDgqLDOP7XBBcWUdPcRmT1ToicdMQuISEhFBcXO3W0RGePJ4PBwJQpU9i5cyfp6emqTxepra2lurqak08+ma1bt/bYhHwwKisriYmJ6fp6f1U7RRVtBPrqaW5pxEfxZ6JxBwt/8QvmTEkgyP/Ef9NCCGqbLJQeaqX0UBul1a1UVDZRVdNCXZPlmP2Neli1sZRVG0sBiInw6wqiMsZFEBHq3o26rVYr/v7+BAYGql2KJsl+T5LkWh4fPkmaoyiKA+hLmxwhhOjXEy8ZPkmu1iyEoKWlBX9/z3q31J3J8MlzyYbjx3frrbeybt06GTwNRvq1jNx+BnmhlxC57Vk4e8kxu8THx3Pw4EGnTGXqqbm4j48PO3bsYOzYsao8tggh2L9/PzabjfT0dBRFOe4qeAM9R2VlJVOmTOn6nreXggEbJWXtBNGGxR6ExSuGvy47BMsOkRLry8yxQWSkBTEnPRSD/th3mBVFISLYm4hgb6akHXm+qro29hY1sm9/A3uLGsktbkLHkaOkKmta+GrdAb5adwCApLhAMsZHMGtiBBPHRBLg5zXo2+5KH374IUajkblz56pdiia1tbXh4+PZUy+HKyFkS1YtktPuJBWso+fwKQQYDfgCO4CG/h5Yhk+Sq5mgI8WX4ZN2yPDJcxmNRvm7PQ6dToder5cjnwYjeCQhiVOwtATSkv8OfvPKISDuiF0iIiLIzs4mPj4enW7gQ+x7W9XO19eXKVOmkJOTg5+fH8nJyS4bXdva2kpubi4jRowgMjKy6/s9NSEfjLKyMuLi4o64XQ2N7bS124nxbULvcHDIBhWO5K7LFeCD78v54PtyQgOMXH9BIgumhhEaeOJASFEUYsJ9iQn35dSTOkZb2ewO8ksayc6pIWtvDTtza2htP7KXVEm5iYMVJr5bvZe2dhvj0yI4aVIcMybHMSY1HP0gfv+usG3bNqxWK1dccYXapWhSe3u7DJ88lN1uV330qHQsk8mEoijtDofDA5/MKW447c7zZ+4IIRb0dpmiKIHAs8Ac4OL+HtvdftuS+2sGZINfjdHr9TKg8HDyHc2eCSFYs2YNL7/8stqluLfpfyKlYSX5QefDtn/3uMvIkSMpKioa8Cl6C5466fV6JkyYQGBgINnZ2dTW1g74XH1ht9spKCigqKiICRMmHBE8deoMoLKysgbVW8zhcFBTU0N0dPSRx/c1kJ7og3f7IcwigImBRYSHhxAf6YNep2Cz/RwM1ZssfLWxksse2sqH35dhszuOPs0JGfQ6xqWEcsW5afzzT7NZ+fJ5vPjgyfzu4rFMHReB0dDxtDIxxhdzqxW7Q7Art5o3P97BjQ9+zYW//4i/PruWld/nU1mtvecBNpuNgIAAwsLC1C5Fs9ra2uS0Ow8lV7rTpubmZnQ6XYvadUgSgBDCBFwP2IDH+nt9eQ8juVrXyCdJO4xGI1arVe0ypCHSObJNjuw5lqIoFBYWHvOiXuqnuFnEhhgpIAXz7pfxn3bHMaOfgoODKS0tpbW1FV/f/vUFOlHw1F1ERATh4eEcOHCA0tJSYmNjiYyMdNpIKKvVSnFxMa2trSQlJZ1wRJMzRkDl5+eTkpJyxPdsdgdpI3xJbficvPhDzPd7neTT74JR4w9fLigobWb19lq+3lSNXge793c89v774yK++KmSR343hrT4gH7X08lo0DFxdDgTR4dzzS+g3WJnd34dOQXVrNHZyNtfS/fc22S28MOmEn7YVMKktGAaGs3MnJrIjCmJTJkQh7e3uk9LCwoKiIyMJDQ0VNU6tKytrc2pfcwk7bBarTJ80qDDI5/kCydJM4QQDkVRfgAuBW7uz3XlPYzkajJ80iAvLy8slmMby0qeobPpuAyfehYUFDSoqWBSB2Xeo4xb/gf2Bf+K6Zv+DqcfO5ps9OjR7N27l8mTJ/f5uP0JnrpqURSSkpJISEigsrKSnTt34uXlRVxcHEFBQf0OoqxWK9XV1dTU1GAwGEhMTCQgoO+hzWACKJPJhBCCoKCgI75v0OuYmdhOy+qnsIy4haT2Rkg9v9vlCmOTAhmbFMgNFybx/bYa/rOihIOHWgFobbPxx+d2cOmp8Vx5dqJTwjlvLz3TJkQybUIkv71oPA1NbWzdVUHmjnIyd5ZTU99xboSgvLKBmjozB8oa+HjlTryMeiaNj2XGlERmTk0gOSHM5QuT7Ny5E5PJxMknn+zS87qTtrY2GdZ7KNlMXpsOPwbIF06S1vgA/X6nRoZPkqvJaXcapNPp5LQsD+bv74/ZbJarN/UiNTUVu91ORUUFsbGxapfjvuJPITJmBAVtATTkLCdk6j4IH3fELkajkaioKA4ePEhCQsIJDzmQ4Kk7nU5HXFwccXFxWCwWKioqOHCgozG2wWDA398fPz8/jEYjOp0Oh8NBXV0dFosFs9lMa2srQgj0ej1RUVGkp6cPOKgcSADlcDjIz8/vPazb8DA5QRcxtu4DlHOe6rV3hl6ncOZJkSycGs6Hq8t588sSvPSC0loLr/y3iJwSE/cvGou/j3OfFoYE+XD63JGcPndkR1P2gw1k7qxgT14VGzbnHbGvxWpn645Stu4o5dOV3tjtDmZMTWLG1CSmT04iKHDo+wzV1tZSUlJCenr6kJ/LXZnNZtmz00PJZvLa1NzcjMPhGPi8ba1zu55PkqIoY+kY9VTQ3+vK8ElyNTnyScOcuRS6pB3+/v4y8D2OqVOnsnHjRrZt28b5559/4itIvZv3BOM++hX7wn7LrO9vRrl0NRx1nxIbG8uuXbsIDw/Hz8+v10MNNng6mpeXF0lJSV1f22w2WlpaaGlpobW1FYfDgc1mo7W1FS8vL2JjY/H19XXqfWJ/A6j8/HxSU1PR6/XHXliVRVPut7SGX0dUVBQkn3HC8xsNOq48M575k8N44q0cSg+PglqTVU1xhZknbp5IYnTvv5PBUBSFlMRQUhJDgfG0t5/Mjr3lbN5+gC3ZBykprQcgPNSXykMNAHy5ag9frtqDTqcwdlQ0l04PYMyYeEakT0TnxOlBZouZxZsXc878czj77LPl6I/jsFqteHm51wqGUt/I8EmbmpqahBz5JLmSoihv9nKRAUgA5gJ64I/9PbYMnyRXkyOfNMrHx0euYuOhAgICOHjwoNplaFZGRgY//fSTfMHpDFGTCRl3Dr5lNZSaBAn73oXxVx2z27hx49ixYwdTpkzpMVhxdvDUE4PBQFBQ0BHT2fbv38+IESOcfq7u+hpAVVdXYzQae77cYcPx3f+xI+J6JtW+iXL55/2qISHaj8V3TeH5Twr4ZHUZAMUVLbzwUR6/PSuRyaOHvuG2t7eBGVMTmTE1EYCqahOZ2QcpLKnmm9V7aDa3d+3rcAj25lWyr/BHNpYU4e0fQPKMGaTOmk3K7DmEDuJ3ZraYWbB0ATsP7eRt/7dZs2jNYG+ax7LZbD0HoZJHaG9vP2Z6r6S+pqYmB4dfP0mSiyw6weU5wD+FEEv6e2AZPkmuJkc+aZS3t7d818tDBQQEyMD3OAICAvjtb38rV3x0lnmPMmHpFH4KvZ3ItQ/jk3g6BBw5ndFgMDBmzBj27t3LxIkTj7jMFcGT2k4UQJnNZsrLy5k0aVLPB9j2LAWWZCKtOwie8muImNDvGgwGHXf+ejTjkoL4x7u5RIcYydpziKw91Tx5WwbTx4cP5KYNWHRkIOef0dEs/ZZrTyYnv5It20vYsr2EffmVRPgKGnI7VktsNzeT+8Nqcn9YTXBcHF56AyNnzWbkrFkkTT8J7z724+oMnnZX78Zit1DQVMDCtxaSeXMm/l5yatnR5JQ7zyafA2rT4ddM8oWT5Eoje/m+A6gXQgz4RYUMnyRXawYZPmlRZ1NqyfPIhvInFhwcTE5ODsnJyfKd/cHyDsa44CkmfP84O4IvZ8a316Fc/NUx0+8CAgKIjIyksLCQ1NRUYHgET516C6CsViu5ublMnjy559t/KJumLa9QGXE988xvwcylg6rj7NkxJMX48ddXttNmcQBwz7+38ditU5k9KXJQxx4og15H+tg40sfGcd0Vs2kytZG7M5eq1U0UbtxIU1Vl174h0bGUbc+i/uBBsj7+CEWvZ8TESYw97XRGTJpIzLjx6Hr4n+4ePLXZOh77bNgoai5iwdIFrFm0RgZQR2lubu5Xo33JvcjwSZsOv3nomS+cFAUUN3vO5cHPSzoJIUqG6tiyw5fkUkIIq6IoFhk+aY8MnzybwWCQI3uOY926daxfv56dO3eqXYpnGHMpUckT8LY3UlrbBtuf73G3mJgYDAYDpaWlwyp46tQZQGVlZdHY2IjdbmfXrl2MHz++5xDU0oxj5W/YEf5/TK5+Dd1Z/wHD4F8sjhsZxL/umk5UWMexLDYH9z2fxdptVYM+tjMEBfpw0tzJnP+Xv3Lbl19z0yf/5cw/3s2oufPAbj9iX2G3U5q9nR2ffcK7i67hhTNO4/N77ib7s09pLC8Heg6eOrXb29ldvZsFSxdgtphddhvdgQyfPJvVapWr4mqMEAKz2axDTruTXEhRlDcVRbnwBPucf5zeUL2S4ZPkcnq9vr62tlbtMqSjdPZ8kjxT54p3Us+mTp2KzWZjzZo1apfiOU57kQmWVRQGX0DThn9D2YYed0tKSqKlpYUtW7YMq+CpU/cAauvWrYwZM6bn0QdCwPc3s1c/i2hzJsHTr4MRc5xWR0K0Py/+eQaxEb4A2OyCh17O5scsbQRQnRRFIWLkSGb+5rdcsfgFfvPqa1zx8qvMumYR0WPGAuATGERdcTEAbU1N5K3+nu8ef4xXLzyfJf93DVOfHMOuyp3HBE+d2mxtMoDqgZx25/mG032vO2hqasJutytAndq1SMPKImDKCfaZDFzT3wPL8ElyOYfDUV5RUaF2GdJROns+SZ5J9n06voSEBMrLy8nPz1e7FM/hHYzxnCVMq36erMhbsay8Gkxlx+wmhMBisdDe3k5ERMSwfPHj6+vbtSplryMUtz5NycEy2vRhpAXWw4w/O72O2Ag/XvzzTBIOr3g3NimAR17O5IfMcqefy1kMXl4kz5jBwttu57pl73Pb/77nnAcfJP38CwiIPHLaoCEqlIcCPmG/rZx2cfypyP0JoJKTk1EUpcctJiZm0LdRK5qbm2X45KHsdjs6nXxZqDXdXi9p9054UA5Pu3OnjeH3HKUX3oD9hHsdRfZ8klzO4XCUlZaWTkaGn5oip915toCAANlr7QR8fX3R6XRy6oEzjZhD4Cn3MXb9a2wNuYpZX1yM7rLvwatj6k73qXYnn3wyRUVFHDhwgMTEjhXQHFYbdRuyiZg/Xc1bMaSsViu7du0iPT0dh8PRcxPywhXUbXmTkohFzGl8DeWXG0A3NH0yosJ8ePHPM/nHkp1s2lGJwyF45OVtGPU65mVoP0jxDwtj7OlnMPb0MxBCUFtUxP5NG8nd/BN/DfyUSn0rNr3o07G6B1An6gEVHBzMHXfcccz3PWmamsPhwGCQLx08kez3pE3dwif5rr3kar0+UCqK4g2cAlT2tk9v5COIpIaK8vLyvj3zk1xGhk+eLSAgADni8PgyMjKorKwkMzOTOXOcN51p2Jt0PTFVWZgO7GC3YTKTlv8KfrkCoTMe0+MpNTWV0tJScnJyGD16NM17i2jKzgUBEQs8L4Aym83k5OQwYcKErhd+xzQhL9tA69c3syPqj8yqfgbDpSvAP3pI6woL9ubeaydy2xMmSiqasdsFD724lSdun8HMSVFDem5nUhSFiNRUIlJTWZV4kNI1Tdgc/Xv60WZrY+ehnSzevJj7Tr6v1/1CQkJ4+OGHB1mxdrW3t8tQ3oPJ8Embysu7BjzJJ3DSkFIUpeiob92pKMq1PeyqByLpGPn0Sn/PI0eeSGoor6ur08vmx9qi0+kQQmaCnkqOfDqx008/nfDwcKKi3OfFtds49XlGhbZh13mT1xSE+Opq9uze3WOPp/j4eKKiotixcTMHX/uMtsIy6tdsU7H4oVFdXU1hYSFTpkw54kXfEU3IizbT/sXlbIm8ncnVr+J75mKImuyS+sKCffj3vXOIj+4Y7WO1Obh/8Ra27ql2yfmd7baZtzEpehI+/WzQblAMjAobxR9m/GGIKnMPjY2NhISEqF2GNERk+KRNcuST5EI6OuYUKnSMelJ62azALuAfwN0DOYkkuVqFEIKqKm01MZU6yADKM+l0OnQ6nVzx7jjCwsJYuHAhFsvxe8FIA6A3olzwMZP1WTR6JbG+OR37/m+YNGFcjz2ewsLCGIEPlooa2ksPYTe3qlD00HA4HOTk5GAymZg4cWKPq9oFBARwUkoAW7dtZX3Enxhf+w5h8++BtF+4tNaI0I4AKjaioweUxergvn9vYUeu+y0a4u/lz5pFa0iPTO97AGUHm7Cxt3ovGa9lcN+q+8gsy+zxcbK9vZ13332Xxx9/nOeee44ffvgBu73f7TA0q6Gh4cipoJJHaWtrw9vbW+0ypKNUVFSg0+nagCa1axkyis69Ng8lhEgWQowUQoykI2R6tvPro7ZRQoiZQoj7hRAt/T2P5/4EJS2rgCOGkkoa4eXlJV94e7Dg4GAaGxvVLkPTvL292bdvH4cOHVK7FM9j9Ef5xXJ8vPS0GiLwrd6IsvIysPW8ymb73v0oXkZ0SdFYx8ThcDhcXLDzmUwmsrOziY2NJSUlpffm6qU/YfzyYnTCil3xwSvjJkjvafT70IsO9+Xff55NVFhHYNNmsfPmp7vZmeN+I6D6FUBZIS0ojcLbCnnlvFcYGTqSpzc+zYz/zCD5uWTu+d89ZFVkdQVRlZWVXHXVVTzwwAPccccdnHrqqaSlpbF27VoX3LKh19DQIEc+ebD29nY58kmDDodPlUK+Myy51kLgraE4sAyfJDVUALL/jAbJvk+eLSQkhIaGBrXL0LSysjJ27NjBypUr1S7F4wgh2FNUgWPUrzjVsgSTdzL76v0Qn54JrUeOpBEOBw2bdiMsVhwlVURNGkd2dja1te434gY6VpLKycmhvLycyZMnH38ESeEKWj6/gk3ht5Nes4TZiTayWseoGhzHRfrz73vnEBbsTcboYLbvruBP/1hD1h73G8HcpwDKCkHtQWy/bTspoSncMP0Gvr3yW6r+VMXSi5YyKXoSz256lmmvTWPMC2NIWpDEG5++QWVlJWazmV27dnHDDTdQXFzMOeecw44dO1x7I4eA2WyWK915MDntTpsqKiqw2+2latchDS9CiLVCiJKhOLYMnyQ1lIMMn7TI19eX1lbPmd4iHUmOfDqxiRMnUlRURE5OjtqleJTuq9pNmnoS+kv+R4ZhK3adD1utM7AtOxnqcrv2b963H6+oULwTotEH+hE1bTxTp07FZDKxY8cOzGazirem74QQHDhwgF27djFixAjGjBnT4zS7wzvDln9Q+82f2Rz1RybWvEHk/LsImHnLzz2gVPz/TYgJ4IX751BSVg9AW7ude55ax5ad7vdY3hlApQamYjh67R0r+DT5sPtPu49Z3S7MN4xrplzDiitWUPWnKl6/4HUSgxP5KeUnfrfrd5zx2Rk8u/VZfOJ8eOWVV7jrrrtobW11+0bkFosFLy+v3kfqSW6vtbUVX19ftcuQjnLw4EG7EML97mT7TFF/Gl2/p9153v2goihXH94Cj/r6hFt/zyXDJ0kNVYCQ4ZP2BAQE0NzcrHYZ0hAJCgqiqclz2wY4g6IoJCUlERgYKEeJOckRwVNnc3HvIJRffUt6eCtRLVlsCLiG1g/Pgfz/AlC3ZhstuSW0H6wi/PQZKHo9iqKQnJzMhAkTOHjwILt27dJsCCWEoKysjOzsbHx9fZkyZQqBgYG9X8HSDF9fRUn2KvaGX8Ws6mcIO+tJmHANcFQTclUDqECe/8upRIZ1vEi1WO3c9/SPbNzuftPo/b38ucp+FeH2cLz1h3vdWMHH5MOeu/eQEJ1w3OuH+Ybx+4zfs+rqVZTdVcbz5zxPkHcQD/7wIGnPpzHj9Rn4z+4Ir9atWzfUN2dIyX5Pnq8zYJS0pbKyUkE2G5eG3lJgCRB71NfH2zr36RcZPkkuJ4Sw6fX6OtnzSXv8/f01+2JOGjzZdLxvLrjgAry9vVmxYoXapbi9HoOnTkZfOG8ZSRPmkV6zhE3ht1H73f3Yv72NhvXZXbuFzJh4xDENBgNjx45l7NixlJWVsXPnTmpqajSxWILVaqWoqIgdO3ZgNBqZMmUKkZGRx79S1TYc757Ermofqv0mMcf0Br6XrYRRFx2xm2YCqNggFv/lVKIPNyG32hw88MxPrMt0v5khC+cu5PHRjxMpIsHWETztvWcvKQkp/TpOTEAMt864lZ+u+4mSO0p46vSnsNgt/G3r3wBoMDXwec7nWOzu2VNR9nvybDabDYPBcOIdJZcym82YzWYdh2eMSNIQuu7w1hl0Xtvte71tnfv0i7ynkdRSXlFREa52EdKR5Mgnz9c5+iksLEztUjRrxowZLFmyRIZ0g3Tc4KmTosDcRwiLmsysVX8iK+w6Arfsx2hop00E4BMfjd/oxB6PbzQaGT16NA6Hg/Lycnbu3Imvry8jRoxwaW8ah8NBTU0NVVVV6HQ6EhISSEnpQ3hht8LWf9GU+R+yI/6PWPMm0v32o1y8Afx6Dqw6A6jMzEwyMjJUG40yIjqQ5/9yGnc8tpryQ2Zsdgd/fW49f7l1NqfO6vn3pUXt7e1UHqik9O+lxPwihk3PbSIpNmlQx0wMTuTuuXdz99y7efn9l7mZm1FCFX754S8J9w3nivQruHry1UyPm+4209gaGxuJjY098Y6SW5L9vLSp2wwROfJJGlJCiKVHfT0kzcZBhk+SSux2e2l5efkE5Og7TfHy8sJqtapdhjSEOpuOy/Cpdzqdjvvvv5+amhq1S3FbfQqeuku7GN+oqcxZeQU790+mrdEXg6+JyDRQbK1g9Ov1qjqdjvj4eOLj42ltbaWsrIyWlhYMBgNRUVGEhYWh0zn3oaa1tZXq6moaGhpQFIXIyEgmTJjQ9/NUbMbxvxvJt6VRFfF/TKl5laCTroeT7gZdLz2hDtNKABUT6c/iv5zGHY/9QGmlCbtD8PcXNtLe1s45C9JUqak/PvroI/773//ywQcfMG3aNL575bvj3i9arVYKCwsxGo2kpqZ2fX/Pnj3ExsYec92SkhKeeegZAB6+7WEyLsvgrR1v8XrW67yQ+QLjIsZx9eSruWrSVYwIGjE0N9JJmpubCQgIULsMaYjI3682dZsh4rnhk8LhPkpuxD3eMxgURVFOAYqFEAeOs08CMFII0a955TJ8ktRSUVZWpv4cCekYer1eDsH2YKGhoRQUFKhdhuYlJiZSVFSE1WrFaDSqXY5b6Xfw1Cl4JJYF/8X+0T8AsLb5cchYTeiSdAzzHoFxvz3hk1RfX19GjRrVcX2rlZqaGvbu3ds1Jc/f35+AgAACAgLw8fE5YVhktVppaWnBbDbT2NjYNRrOx8eHyMhIEhIS+jd6pbkcNjxMQ+737Iy8nmjbVua1vIXuVx9A7Iw+H0YrAVRUuB+L/3Iqdz7+AyWljYxNDuCJF9dyqKaZq381RbMje4QQPP/88/z000/o9XpOPvlkFi9efMx+ycnJLFq0COhYCXPcuHEkJSVRXFzctc/HH3/Mk08+ycKFCxk5ciSBgYEUFhby5Zdf0tbWxrnnnss9d9+Dl5cX56adS0NbAx/t+Yi3d7zNfd/fxwOrH+D80edzfcb1nD3qbPQnCB9drb29XTYb93DNzc3H70knqUKOfJJU9APwCPC34+xz9eHL+/WgJV9dSmqpqK6u1tvt9t5X/pFU0dn3STYX9Uyd0+6EEPLFxHEoisLevXv59NNPeeGFF9Qux20MOHg6rGZ1VtfnwbH16Iy1/Bh0O8nrl5GU9Ty6uY9A8tkd0/VOwGg0Ehsb2zVdSAhBS0sLzc3NVFRU0NbWdkyfqLa2Nnbv3t31tcFgwN/fHz8/P0aNGjXwILK9EbY+jTn7XfYFX4wl4mqm1L5O0NSrYMa7YPDu9yG1EkBFhPqy+MFTefndTL5Z07Fi4RsfbqOy2sQf/28eBoP23tXesGFD17Lydrudf//73z3uN3/+/K7wqTcLFy4kNzeX7du3s3HjRsxmMyEhIcybN4+rrrqKq6666oj/gxCfEK6fdj3XT7uegroC3sh6gzez32R57nISghL4fcbvuW7qdcQHxTvr5g5KbW0t4eGyS4InM5vNxMTEqF2GdBQZPkkq6suTNwXo90ASGT5JaqlwOBxUV1fLBzyN6ez7JMMnz6QoCn5+frS0tMgeDydgsVgYMWIEubm5jBkzRu1yNG+wwZPDZqdh886uryOuvpOQwGwS1v+NQq+ZrDOeQdp3jxHn9yDKzPth1C9OOEWtO0VR8Pf3x9/fn+jo6B73qampIT09vV91H5epDLL+Tdvu98kLOJeG8BsZW7eMqJh4uOJLCBvc35VWAqjQYB9uWzSTmloTW3d1TBX5cnUeNXUtPHLXqfj5amsVrc8//5ypU6fy2Wef9XnER3Jyco9N7efPn8/8+fMHVMeosFE8cfoTPLLwEVbkruDVba/y1zV/5ZG1j2hmNFRNTQ1xcXGqnV8aes3NzfL5gAZVVFSgKIpVCFGndi2S1INEwNTfK2nv7ShpuCiHI1J9SSNk03HPFxERIfsZ9cEVV1yB2Wxm2bJlapeieYMNngBMu/JpLavENy0ev7HJBJ80EdIXYbx2J2PHjGFWzTPU+oxjndcVlKx5Gft/RsOmx8BcOQS3qHdNZisfrK2ipKq15x2EA0q+h5VX0PzWHHYWN7Ip4i7C2/Zysv1Toi54Di4efPDUSSur4AX4e/GP+87irPk/93vanF3KH/76JTX1LarVdTSz2YzdbsfhcGhmqpGX3otfjf8V3131HYW3FXLPnHvYVLqJ898/n5TFKTy1/inqWtV5/VlXV0doaKgq55Zcw+FwyFYLGlRRUYFer68SWljKdcgoHdPp3Wnz0KZPiqI81Lkd/taC7t/rtj2iKMoS4Cpga3/PI+9pJLVUQMcd69SpU9WuRerG39+fykrXvpiTXCs8PJzCwkKSkga3qpOni4mJ6Zqi2N7ejrd3/6dGDQfOCJ4A6tZmIixWmvcVEX3RQhTD4dEeXgEw52F8Mm5n0vYXaMt+kRLvGawLuIDInGySts4kMHY8jLmsYzSUz9C9UF61o55vMutoarFSVtPOH391eGU3IeDQdsj/DEfOh1TaIikJOh0RPpaUhi+Z6JOPcsb9MPKcPk0Z7C+tjIAyGvXcf8spxEYGsPST7QDk76/l5geW8/g9pzMqOUKVurrbv38/o0aNYvz48WqX0qOU0JSu0VDLc5fzYuaL3LvqXh5e8zBXTbqK22bexoSoCS6ppb29HaPRKNsjeDCLxSL7GmpUeXk5dru9TO06pGHj4W6fC2DB4a03ZcCf+3sSGT5JaqmAI1ZykDTC399fjnzycMHBwbLvUx+de+655Obm8vnnn3P55ZerXY7mOCt4clis1K/f3vV12PyTjt3JJxRm/wWfaXcyZt+7pO14lco2b/aEXY3FGkD0lm+IWfs4QZHxKImnQ9IZEJ0BOuc91Qn3N1BvstDe7iArp5Yfv9nJyYavsRX/j0O2cCr9T6Ix6FaiWrKYWPc2ASPnwILnIXam02rojVYCKEVRuO7yaURFBPCv137C7hBEhHhzy/2f8cBtp3PKrBRV6uoUEBDA6aefTlqatlfk89J7ccn4S7hk/CXsqNzB81ue560db/Fa1mucnnI6t824jfNGn4duCFeKkv2ePJ9c6U67ysrK7EII+UJJcpWFhz8qwGpgKfBWD/vZgVogVwjh6O9JZPgkqaUS5LQ7LTIYDDgc/b4vkdyI7PvUd2eeeSYlJSVdK6hJP3NW8ATQkLkbe0sbAN6xkfiPPs6oPK8AmHwjukk3EFexibi9b2PJf4dDuiTygy/ERALhuXuJyL6DEHspvqEjUKKnQ+RkCEmFkBQIiO97v6j2Rmg6AI37mVqziwxHIN9UjaLKGsHrP5hpHBNPYOD1RLZkk9z4DaEhwSiTr4Gxz4Jv2IB/JgOhlQAK4PzTxhAZ5senX+1i07ZiAB586hsWXTadRZedhE7n+uC7srKS/fv3M2fOHLcK3ifHTOY/F/6HJ09/kte2vcZLmS9x4QcXkhaWxt1z7ubqyVfjPYCm9SdSXV3NiBEjnH5cSTtk+KRdh9+g9/zwSWMrfA5XQoi1nZ8rivIW8Hn37zmLDJ8kVQgh2g0GQ0N5eXmI2rVIxzIajVgsFry8tNUkVnKezr5PMnw6Pp1OxzXXXMOWLVvkSLFunBk8AdSt/bltQPj86X07nqJA3GyIm43XqTbiD64lvuBzHAf+Q22rnlqfcRz0WUiLIRLvQ42EHFxLgOU9fGz1+Dia8DGA0dsbxTu0Y7U5RQeGX8MHD4GlCYfFTJvFTpvDQLshjFZDBI3eIxkZ7Ud7mT+jAyrIMyWyYp+J56d9iNfkC2DU4xCUOKifxWBpKYCaOTWByDA/DpTWUV7VBMDSj7aSV1TDX+44HX8/1z7G/Otf/8JoNHLyySe79LzOEuEXwf0n38/dc+7m032f8vSGp7l+5fU8tOYh7px1JzdMu4FgH+f9vuvr653bgF/SnObmZjm6TYNaW1tpamrSI1e6k1QghLh2qI4twydJNUKIgsLCwulq1yEdq7PpeFiYa9+1l1wnIiKCgoIC2fepD3x8fGhubub111/n+uuvV7sc1Tk7eLK3tmFracE3KZaW4nLC5g/gYUFngKTTIOk0dECkqZTIA6uhMhOqVtNWt59GfTzNxjhMfom06cNoM4Ri1R1+x190bCaCWKP8ArxB8bZ3BFX2uo6PtjqSG79mkpcgadLpXL/tGhJCHVTZJ/KCspC7MlIH9XNwJi0FUClJ4bz21CU8/Mx3bN1RCsCGrcXccO8n/P3usxmZ6JrHmUOHDuHl5YXNZnP75spGvZFfp/+ayydczvf7v+cf6//Bvavu5bEfH+Om6Tdxx6w7iAkY3ErCst/T8GA2m0lMVDcwl45VVFTU9amadUiSs7n3o6/k1hwOR+6+ffumAvKZjcbI8MnzBQUFyb5P/fDjjz8CHS9go6KiVK5GPc4OngAat++jYctOAPzHjMQ3MXbQxyQwHiZc3bEBPg4bPk0lRDcUQWNhxzS6tnJoq4W2OnDYQDhYI65kAcvBOxi8gsA7BAJTOkYzBSZC2FjwDWMCcHdqJc98UIBDWCgqa+bHHTWcPFn9htqdtBRABQX68NSD5/Pau5v44ItsAPQ6uOne97n75tM57WTnrPx3PK+//jp+fn5ccsklQ34uV1EUhdNTTuf0lNPZVr6NpzY8xT83/JPFmxdz0/SbuGfuPUQHRA/o2DU1NXJEzDBgNpvx8/NTuwzpKHl5eV2fqlmHNHwpihILPAicBYwAehqqLIQQ/cqTZPgkqSmvrKxM39raiq+vr9q1SN0EBARQW1urdhnSEFIUhYCAAEwmE0FBQWqXo3mLFi3i008/5bXXXuPBBx9UuxxVDEXwBNCweWfX58FTxjnlmMfQGQ73e0oFzuh9vzVrYMGaPh3yonnR7C5sZFdRI1m5DRSVmRn3UCARwdpZFVFLAZRBr+Pma+aQNjKCN97fTF19E+YWCw8//RXZe0q59br5eHsNzdPSlpYWysrKMBgMjBkz9EGXGqbFTePDSz4kvzafx358jH9v/jevbHuFW066hbvn3E2kf2S/jnfo0CE5MtbDCSGAjunlkrZ0C5/y1axjyCkKKG42BmEYvGGrKMoIYAsQDewBvIESoB1IoSNDygYa+3tseW8jqSlPCEFhYaHadUhH6RwVI3m2mJgYKisr1S7DLYwZM4bq6moOHjyIyWRSuxyXG6rgSQhBQ+aurq9DZk5yynFdQVEUbrs0hXZLxwINDc1W/r4kF4dDqFzZkToDqKysLBob+/080enOOGU0j95zFgF+P4d0n3+9k5vu/ZCyioYhOefKlSsZPXo0l1566ZAcX0vSwtNY+oul7LtlHxePu5h/bfwXI58byX2r7qO2pW9vKgkhqK+vJzQ0dIirldTU3Nws+z5qVF5eHnq9vloIIZ+MS2p4CIgBzhZCTD78vSVCiLF0hE/fAr7Axf09sAyfJDXlwRHpvqQRPj4+tLa2dr0rJnmm6Ohoqqqq1C7DbVxxxRWMGzeO1157Te1SXGqogieAlqKDWGrqAdAH+hE4LsVpx3aFIH8jf7l2TNcboZn76vlodZm6RfVAawHUqJFR/OeZ37BwblrX9/KLDnHjn94jc9V6p59v6tSpZGRkMG/ePKcfW6tGh4/mnV++w56b93DhmAv5x/p/MPK5kTy27jFarC3HvW5n8OTM//V169Zx4YUXMmLECBRFYenSpU47tjQwjY2Nqo6GlHqXm5sr7Hb7PrXrkIats4BvhBCrjr5ACFEKXEpH+PRIfw8swydJTfkgwyctUhQFHx8f2tra1C5FGkJeXl4oiiJ/z300Y8YMqqqqiIkZXCNfdzKUwRMcOeUuZPpEFDdsbjxtTCi/PTOh6+uX/1tE3sFmFSvqmdYCKH8/bx65+zzuvH4hRkPH7312eD1vPfwUb//9WVrNxw9I+qq1tZXS0lLmzp07LPvbjY0Yy7JfLWPXTbs4LeU0HvzhQUY/P5ql2UuxO+w9XqeyspLo6IH1iupNc3Mz6enpPPfcc7LVgkY0NDQQEhKidhlSD3JychwMg35PAgWh6NxrY1g8jsTQMd2uk52OsAkAIUQz8D/gov4eWIZPkmqEECa9Xn9Ihk/aFBISQkNDg9plSEMsJiZGjn7qh8cff5z4+HhaWpzzwljLhjp4Aqjf8nP4FDrDfabcHe3/LkxmbGLHynlWm+DhN/bRZun5hb2atBZAKYrCxedN4eV/XM65GWGUZ2UCsOXbNTy56HYKdw7ujX+r1coDDzxAQUHBsF+1bULUBP57+X9Zt2gdI4JGcO0X15LxWgbfFX53zL5DsbDCueeey+OPP84ll1wiewxpRGNjowyfNKihoYHa2lo9wyB8kjSriSMbjNfT0XS8u0agf80EkeGTpDK73b4vNzdXzu3SoODgYE28OJGGVnR0tOz71A+KopCWlsZXX33l0QGUK4Ina6OJ5n2HV5HWKQSflO70c7iK0aDj4d+Pw8er42mVw2bn7RXa7GeotQAKYMyoaO7406XMOHth1/dqKw7x71vvZ+Xr72G32QZ03GXLljFixIhhvULl0U5OOplNv9vEB7/6AFO7ibPePYtz3zuX55c8zx/+8AfmzJnDeeedh9Fo5MorrzzusUpLS7nuuuuIi4vD29ub5ORk7rjjDurr6110a6SBEkJgsVjw8uppAStJTfn5XT3GZfgkqaUESOj29Q7gVEVR/AAURdEBZwKl/T2wDJ8kteUdHloqaYwc+TQ8BAYG0trait2uvVEaWnXgwAH27dvH66+/rnYpQ8IVwRNAQ+ZuONxXLmBsKsaggCE5j6skRvtxx2WpTBnpS1VlPe+sLCBzT7XaZfVIiwGUr78fVz94B9c9cje+AR1NkIXDwY+fLOe9m27gUP7xF31qscKLmR0fAdrb29m7dy9bt27lwgsvHOry3YqiKFyefjn7btnH02c8zU8HfuL2+2/nhRdeYMeOHcTGxp7wGIWFhUybNo0lS5YwY8YM7rzzTlJSUnjuueeYPXu2XDFX48xms2w2rlHdZoTI8ElSy/fAQkVRjIe/fguIAzYoivJPYD0wAfiwvweW4ZOktry6ujq9fJdMe3x9fWltbVW7DMkFIiIiqK7W5otkLZo1axYFBQXU19dr5oW7s7gqeAJo6D7lzo1WuTueC+bFEuyrw2bvCNWeeGMXps40RGO0GEABZJw2j/vfeo60qekgBKNjfTmYtY03rryCH19/Dbv12J9nixUu+wSe3dTxscUKb7zxBkFBQVx77bXDstdTX3gbvPnjnD+Se2sup954KvwBHvrPQyy6f9EJr3vzzTdz6NAhFi9ezOeff86TTz7J6tWrufPOO8nNzeWBBx4Y+hsgDZjs96Rdh8MnB1Ckcimuoejcaxse3gD+AUQACCHeBZ4D0oE/AjPpCJ4e6++Bh81PUNKsPDhiiKmkEYqi4O3tLZtRDwMxMTFy6l0/3XbbbbS3t/Piiy+qXYrTuDJ4EnYHraUVXV+HuHG/p+4UReHuRRMJDuiYylJd38Zz7+1VuareaTWACo2O5A///htX3n0D1TkdPU8dNhvrXnmJJddcRVVebte+ncFTXi1YHR0fL/3YQWlVHTk5OZxxxhlq3Qy3ERsYy6q/rmL17avxM/jxl3V/Aeh1VbyioiK+++47kpOTueWWW4647JFHHsHf35933nkHs9k85LVLAyP7PWlXXl4eBoPhoBCiXe1apOFJCJEvhPiHEKKi2/fuBGKB2UCsEOI3Qoh+v0iU4ZOktjyQK95plZx6NzyEhYVRV1eHELL9Wl9NmzaNhoYGFEXhwIEDapczaK4MngDMRQdo2LMPJcgb//QU/FLih/R8rhQW7M09i37uX/XthjLWbK04zjXUpdUASqfXM+sX5/H79z8kLn1i1/ercnN488rf8tN/XqfJbOkKntoPzxxut0NencL6uNu4654H5KinfkjzTuO09NO4cfqNAKzMW8nr214/5rFh9erVAJx55pnHNA8PDAxk7ty5tLS0sGnTJtcULvVbQ0MDwcHBapch9SAnJ8dhs9kGt9qCJA0BIUS1EGKzEGLAKxXJ8ElSWxHgkOGTNsnwaXjQ6XSEh4dTU1Ojdilu5c9//jNtbW2UlJSoXcqguDp4Amja3TFypb26Fn2gn8cFBKdMi+GsOT8vDPP0W7upa9Tum9haDaAAIkamcM2bSznt9jsxeHsD4LDb2PPTJs549gC51Y6u4KmTxa5Qbg3kL7vHotFZj5pUWlpKYkIil6dfDkCYbxjXr7ye0985naL6n2cA5eZ2/P+OHj26x+OkpaUBR76x2NzcTHZ2NtnZ2TgcDg4cOEB2drZHhPfuprPZuPfh/ydJO4QQnf838oWR5JFk+CSpSghhMRgMB2T4pE0hISGaeyEiDY34+HhKS/u9aMWwlpSUxL333ovD4XDbUWNqBE8ATXt+vs8PSu/5Bay7u/2344kK9QGgsdnKU0t3afrvRMsBlE6vZ9bV1/D7ZR8SP3kyEZOm8VrCXVT7xmMRPT+VtdgV8mp/7gElHV97ezsWi4WAgJ8b/5+Wchqvnv8qmWWZTHp5Em9kvYEQouvvo7eRM53f7/7m1datW5k6dSpTp06ltbWVv/71r0ydOpWHHnpo6G6U1CPZbFy7KisraWlp0TFswidF/R5O/e755FlvlgEoivLmALc3+nsuw1DcAEnqD5vNti8nJycRGYZqjq+vr0cvJy/9LCwsjJ07d2K329Hr9WqX4zb8/PwIDg5myZIlLFq06JgpKFqmVvAE0LT75+fVweljXHZeVwr0M3Lf7yZx59NbQAjaW9v4YdNBTp2dqHZpveoMoDIzM8nIyNDctJzw5GR+9dKbXPhmI/Wt/tgNxx+50W6nK4D66BLwMx5392GtrKyMESNGHPE9BYXrp13PuWnncs3n1/D7Fb/n64Kv8bcdP7joDFm736csWLBA0+HrcNLY2Ki5/22pg1zpTlLJogFeTwC/688V3OdZsuTJ8vLy8uSTEg2STceHD0VRiI6Olo3HByA3N5empibefPNNtUvpMzWDp/baetoqDgGg8/bCPy3ZZed2tekTIrj8zCSSo/Rs21XO4neyMZktapd1XFoeAdVihV//V0+pI+yEwVOn7gGUHAHVu57Cp07xQfH876r/8c8z/sny3OV8tv8zgF7/PpqamoDeR0ZJ6pIr3WmXDJ8klYwc4JbS3xPJ8EnSgrzW1lZdRYV2G7IOZ7Lv0/Ahp94NzGWXXUZubi47d+6ktrZW7XJOSM3gCY4c9RQ4NhWdwbMHYV/3i9GYD6cedY1tvPnJbpUrOjGtBlBLsiGnhmN6PJ1Iu73jekuyh6Iq92c2mzEYDPj4+PS6j07R8ac5f2LT7zfhH9sx8undH97F5rAds2/nCsa99YSS1CXDJ+3Ky8tDURQLcFDtWlxCAaHo3GrzwFl3CCFKBrr191wyfJK0QK54p2Gy79PwERQU1NX3Q+o7RVG48cYbCQ0N5cknn1S7nONSO3iCn5uNg+f2e+rOz9fIH66a0vX1f/9XSO7+evUK6iMtBlDXToGxEeDdz5nB3vqO6107ZSiqcn+lpaXEx/dtxcmM2AxWPbQKgOz12Zz19llUm6u7LjeZTKxfvx5fX19mzZo1JPVKAyebjWtbXl4eOp2uQAjhULsWSRoKMnyStECGTxoWEhJCfb32XyhJzhEXF0dZWZnaZbidyZMnoygKcXFxrFq1Su1yeqSF4AmOHPkUNMEz+z0dbcGMeKanRwPgEIJnl2zD4dD+VHOtBVB+xo7eTaPD+x5Aeek79pc9n3omhKCiooLY2Ng+Xyd9bDpnnnkmNMC6T9aR8VoGW8q2APDXv/4Vs9nM1VdfLZtaa5BsNq5t+/bts9vt9hy165CkoSLDJ0kLShVFaZfhkzb5+fnR2tqKwyHfhBkORowYIcOnAbr33nupq6vDaNTeK1ytBE+OdgvNeT8v2R40IU2VOlxNURTuXJSB0dDxtGtvYR1frik6wbW0wd0DKIsdzkzt/2ip4aKhoYHAwEBWrlzJokWLWLRoUdcIzo0bN3Z9709/+tMR13vppZeIiorC9qWN2jdrmX3FbMaeNJZnn32W0aNH89hjj6lxc6QTqKmpITw8XO0ypB7YbDb2798/jFa6k4YjGT5JqhNCOBRFydu9W/t9MIar4OBgTbzokIaer68vOp0Os9msdilux9fXl7/97W94e3tTXV194iu4iFaCJwBTXhHC1tGwxzchFmNIkGq1uFpCbCBXnP/zSK9XP9xFg6ldxYr6TqsB1MggK3rRcxdxbz2Mi4DTRsK/NsKln4AbzHZ0uc4pd9nZ2bz11lu89dZbfPvttwAUFRV1fe+TTz454nqpqals3bqVRYsWEVQdhNggyM3PZepFU/lp/U8y4NCo2tpaIiIi1C5D6kFBQQE2m00BhtHIJwUUvXttntj0yYVk+CRpgsPh2JaZmWmXK95pU0REhFs0UpacIyEhgQMHDqhdhltSFIXk5GRWrlzJmjVr1C5HU8ETHDXlLn14TLnr7qqLxhEb2THlpanZwqsf7FS5or7TWgDlaxBM2PMwAe3leOmOHJnrfXiq3WeXwRsXwL/Pgvw6OHtZR9NxN5jx6BJ2u52amhoiIyN5+OGHEUL0uhUXFx9z/YSEBJYsWUJlZSUWi4Vbl93K9qnb+b9V/4fZIt/A0BohBE1NTQQFDZ/Q351s27at89MsNeuQpKEkwydJK7bV1dXp5Upb2hQREUFNTY3aZUguEhcXR2VlpZxqOUCBgYF89913fPnll5hMJtXq0FrwBMOv2fjRvL0M3H711K6vv1yzn1157nPfqqUAatmyZSTGRnIZnzImQtc1ra4zeOrs8aQo8Mux8L8rYeYIeHgt/OYzKG1StXxNKC8vJzY2Fp1u8C8HDDoDz5/7PM+d/Rwr8lZwytJTqDDJVYy1pLPfkxYeC6Rjbdu2DZ1O1w7sU7sWSRoqMnyStGIbHJH6Sxoi+z4NL3q9nsjISCorK9UuxS35+/tzyy234OPjw6OPPqpKDVoMnoQQw37kE8CcjDjmTYsDwKBX+GZNvls0H++khQBq//795OXlsXXrVu770+1dPaCMut6bi8cEwFsXwZOnwc4qOPs9+CK35+MPFyUlJSQlJTn1mLfNvI0vfv0FuTW5zFsyj6J69+htNhzU1NTIKXcatnXrViGEyBZC2NSuRZKGigyfJK3YAThk+KRdsu/T8JKcnExJSYnaZbitefPmodPpiI2N5cMPP3TpubUYPAG0HarBkBiBb/pIfFLj8UuMU7sk1dx21VRGJwUQ6udgxaocfsx0r/81tQOoioqOETWPPvooer2+qwfUnbOOv6qdosAV6fDNbztCqtu+gdu/gSb3aL3lVE1NTRiNRnx9fZ1+7PNHn8/qa1bT0NbAvDfnsefQHqefQ+o/GT5pl8PhICsrSwghtqpdi6sJnc6tNmlw5E9Q0gQhRItOp8uR4ZN2yb5Pw0tAQABCCJqbm9UuxW09+OCD7N27l+3bt2OzueaNTK0GTwDN+0uo2bqdmqxsHN4KyjB+EhcT6c+08ZFU17UAsOTjbLca/QTqBVCtra20t7fzwAMPkJyc3PV9PyPcclLvwVN3icEdIdVds2BFHpzzHmQOs0U+i4uLnT7qqbsZI2awdtFaAE5ZegpbyrYM2bmkExNCYDKZCAwMVLsUqQf5+fmYzWYdh2eCSJKnGr7P/CTNcTgcmVu2bJFNxzVK9n0afpKTk3tsMiv1jdFo5MEHH+Scc87h0KFDQ34+LQdPAOaSn3v6BSQlqFiJNlxx4UR8vQ0AFB2oZ90W9xr9BK4PoFatWsWyZcsYPXo0Xl5egzqWQQe3z4RPLgWdDi77FJ7eCFa7k4rVMKvVSl1dHdHR0UN6nvSodH667ieCvYM5450zyCzLHNLzSb2T/Z60rdub7zJ8kjyaDJ8kLdlWW1urLysbZm8/ugnZ92n4iYmJobq62mWjdjxRYmIic+bMIS8vjy+//HLIzqP14AmgueRg1+f+SfEqVqINIUE+/PLscV1fL/l4u9uNfgLXBVAVFRWsWLGCzMxMQkJCnHbcjFj4+jfwq7Hw/Ba45GMobnDa4TXp4MGDxMfHu+R+IiU0hbWL1hLuG86Z757J9ortQ35O6Vhyyp22bdu2DUVR2oG9atfiUooCis7NNu09v3InMnyStEQ2Hdc42fdpeNHpdIwYMQK5CuXgGI1G8vLyyM/P54MPPnD68d0heAIwHxE+yZFPAL++IL1r9NP+gw2s3VysbkEDNNQBlNVq5bHHHsPLy4s//OEP+Pv7O/X4AV7w9Jnw0rmwvwHOWQYf7QFPHIgthODAgQMkJia67JwJwQmsvmY1gV6BnPHOGeyq2uWyc0sdZPikbVu3bhWKouyQzcYlTyfDJ0lLspFNxzVNTr0bfpKSkigpKUFOhx2cRYsWsXXrVoqKiti9e7fTjusuwRMcGT7JaXcdQoJ8uPicn0c/Lf3E/Xo/dRrKAOrRRx9lxIgRTJ48mQkTJjj12N2dlwbf/hYmR8Pdq+DO78BsGbLTqaK6upqQkJBBT1vsr+SQZH645ge8Dd6c/s7p5Nfmu/T8w5ns96RtDoeDbdu2CYfDMeyajUvDjwyfJM0QQrTo9fpcGT5pl2w6Pvx4e3sTFBREdXW12qW4NS8vL5566in27t3LO++8Q11d3aCP6U7Bk9XUTHttPQA6LyO+MVEqV6Qdv74gHV+fn0c//bBpv8oVDdxQBFCFhYWEh4fT2NjIlVde6ZRjHk9sILz3y45m5F/kwvnvwz4PuvsrKioiJSVFlXOnhqWy+urVOISDc947h0Pmoe+FJ8l+T1pXUFAgm41Lw4YMnyRNsdvtsum4hsm+T8PTqFGjyM+X71IPVlxcHDfddBMWi4UnnnhiUMdyp+AJjur3lDACRa9XsRptCQ704ZJzxnd9vdQNV77rzpkBlM1mo6ysjIULF/Loo486qcIT0x9uRr7sYmi2wkUfwrJd7j8Nr6GhAYCgoCDVahgTMYaVV6yk3FTO+cvOx2wxq1bLcCGn3GnbcG82LhSdW23S4MifoKQ122pqavQVFRVq1yH1IiQkRPZ9GmYCAwMxGo1OGa0z3M2dO5dZs2Zx6qmnDng0mbsFTyD7PZ3I5YdHP6UlBeNjsLNha7HaJQ2KMwKo/fv388knn5CcnMzEiRMxGAxOrvLEZsd3NCOfOQLuWw23fQOmdpeX4TT5+fmkpaWpXQYz42fywSUfsK1iG7/+9NfYHLLNzVCS4ZO2HW42bmG4NRuXhiUZPklaI5uOa1x4eLjs+zQMjR49Wo5+cpLLL7+chQsXsnv3brKzs/t1XXcMngDMJT83rZfh07GCArz55RmjyCsoJ6egik++3KF2SYM2mACqoaGBZ555hh9++MHlvYmOFuEHb/0C7pkDX+Z3TMPb7YazxZqbm7FYLISHh6tdCgAXjrmQ5895npV5K7lv1X1ql+OxZL8n7evWbNyqdi2SNNRk+CRpTTYgZPikXVFRUVRVValdhuRiISEhOBwOmpqa1C7FI/j4+HDo0CH+97//8emnn/bpOu4aPMGR0+5ks/Ge/fLsdHS6jt/ptp2l7D/g/v31BhJAWa1W7r33XkJDQ7n88suJiYkZ4ipPTKfALSfBh7+CNjv88iN4a4d7TcMrKChg1KhRapdxhJtPupmbp9/M0xuf5v1d76tdjkdqbGwkKCjIrR4vhpPh3mxcoKg+ja7fG/J/aTBk+CRpihDCrNfr82T4pF0+Pj4IIbBYPGwJIOmE0tLS5OgnJ7rwwgvJyckhKyuLdevWHXdfdw6eAMzF3abdJcerWIl2RUcGcvLMnxtBf/rlThWrcZ7+BFAOh4M77riDtLQ0UlJSOPXUU11UZd+cNKJjGt7cBHhoDdzxLbS6wViF1tZWmpqaiIrSXqP/Z89+lnmJ8/jd8t+RXZmtdjkep7KyUhMBrtSzwsJCmpubdUCW2rVIkivI8EnSnM6m42rXIfUuOjpajn4ahsLDw2ltbcVslg1incHX15ennnoKk8nERx99xK5du3rcz92DJ4fNRkvZz338/BNk+NSbX507qevzb9fmYmpuU7Ea5+lrAPXjjz929SRatGiRi6rrnzBfePNC+OPsjtXwLv4IDmi8DWJhYSGpqamavO/w0nvxyaWfEOYbxi8//CUNbQ1ql+RRqqqqNBk6Sh2Ge7NxafiR4ZOkRdsOHTokm45rWExMDJWVlWqXIbmYoiikpqZSUFCgdikeIzw8nDvvvBOj0cgrr7xyzLRGdw+eAFoOVeM3ZSx+U8YSmJGOwc9X7ZI0a8qEOFKTO3rytLXb+PL7fSpX5DwnCqBaW1sRQjB79mz++Mc/qlBh3+kUuG0GLLkISk0dfaDWFKtdVc8sFgs1NTXExcWpXUqvogOi+eSyTzjYeJAbV96IXPHYOVpbWzEajRiNRrVLkXpxuNm4Fdijdi2S5AoyfJK0SDYd17jAwECam5ux2+UAteEmJiaGhoYG2to8Y0SGFowcOZL/+7//Y8GCBZSXl3d93xOCJ4C2mloqt26jans2ba1y1NzxKIrCJedN7vr6s692Yrc7VKzIuXoLoF5++WX+97//MWnSJGbOnOk2f+sLk2HlryEuEBZ9AYu3gENjuUlRUREjR47U/M90Vvws/rbwb3y450Pe2vGW2uV4BDnlTvsONxvfJYQYtr0sVO/h1M9NGhz5E5S0aDuy6bimKYpCREQEtbXu3xBX6h85+mlojB8/nksuuQSz2cx3331HeXm5RwRPAO0NDV2fe4cGq1eImzjj5NEEBXijIIgJhJ07POt/7egA6tVXX8VsNvP9998TFhamdnn9lhQC/70MLhwD/9oIN6yEpna1q+pgsVioqKggPt49prreO/deFiQv4NavbiW/VvYXHCwZPmmbEKKz2Xim2rVIkqvI8EnSHCFEs16vz8vMlPfFWian3g1fI0aMoLa2lpaWFrVL8SiKopCWlsa6dev44IMPMJlMbh88AbTVNXR97h0aql4hbsLb28Bvz0kjzauasp3b+W75j2qX5HSdAdSqVatoa2ujoKCAf/7zn2qXNWC+RnjuLHh4Pqwuhl98CPvr1a4K8vPzSUlJQa/Xq11Kn+h1et755Tt4G7y58r9XYnfI0dUDZbVasVgs+Pn5qV2K1IuCggJMJpMO2e9JGkZk+CRpkt1uX7du3TqHnNalXeHh4dTW1sreDMOQoiiMHTuWnJwctUvxOIGBgZx88skEBASwZMmSI6bhuav2+p9fhfuEhqhXiBuZf/I4Guo7+n9t27yHxnqTyhU53/vvv8+BAwcIDQ3l73//O15eXmqXNCiKAtdOgWUXQ10rXPQhbDh4wqsNmdbWVmpqakhMTFSviAGID4rnxXNfZEvZFhZvXqx2OW6rurpaNhrXuLVr13Z+6nnvMEhSL2T4JGnVGpPJpNuxY4fadUi90Ol0BAYGHtMgWRoeoqKiupbvlpyjs8dTTEwM48ePJzQ0lMcee4zi4mK1SxuUI6bdhYSoVoc7GZEQzdgJIwGw2x2s/X6ryhU5V1tbG15eXuTk5HDeeeexe/fu466C505mjoDlv4Yof7jqc1jW8yKWQy43N5fRo0e75cjJyydczvmjz+fBHx5kf/1+tctxS3LKnfatWbMGvV5fA+SqXYtqFAWh07vVhhvep2qJDJ8krVoLHXfMknbJqXfDl6IojBs3jn37PGc1LjUd3Vx83rx5/OIXv8DPz4+vvvrKrUcYttc3dH3uHSan3fXVwjNndn2++tvNbv030EkIQUVFBZs2beLcc8/lhRdeIDw8/Lir4LmjxGD47DKYmwD3rYZH1oLNhX3jTSYTzc3Nbhs+KIrCS+e+hF7Rc/3K6z3ib9+VhBA0NjYSIsN+zRJC8P3339vtdvv3Qv6BS8OIDJ8kTRJClOn1+iIZPmlbVFQUVVVVapchqaSzObBsPD84va1qN3v2bG666SZmz57ddbk7aquT0+4GYu78KXh7d0xFO1hSSWGeinO4nMDhcHD//ffz2WefER8fT2RkZNcS8L2tgufOgrzhzQvhd1PgzWy4brnrGpHn5OQwduxYtxz11CkhOIEnT3+SVUWr+GD3B2qX41bq6uoIDQ1169+/pyssLKSyslIPrFG7Fkl7FEVJUxTlXkVRViuKclBRFIuiKFWKonyhKMrCE1z3GkVRtiiK0qwoSqOiKGsURTnfVbWfiAyfJM2y2+3fr1mzRvZ90jAvLy/0ej2tra1qlyKppHP0k3zjbmB6C546paamMmXKFJqamnjkkUf49ttvVap04Nobfg4T5LS7vvP182HO/CldX29as0W9Ygapvb2dW265hejoaCoqKkhJSTlmH08MoAw6eGg+PH4qrD8Il34Mlc1De876+nrsdjsRERFDeyIXuGHaDUyNmco9q+6hxSoXuOgrOeVO+7q9ub6m972GAwWh6NxqA5eEun8HngSiga+AfwHrgfOA1Yqi3NbjT1NRngaWArHA68C7wERghaIotw592ScmwydJy2TfJzcQExMjRz8NY0FBQfj7+8u/gQE4UfDUSVEUEhMTqaqqYuvWrSxZssTFlQ5O94bj3mEh6hXihk47czonpxg5M6SC6g9fwG61ql1SvzU2NnL77beTmpqKw+Hg73//Ozpdz08/PTGAAvjtRFh6IRxsgl9+CHlDNFhUCMG+ffsYN27c0JzAxfQ6Pc+d/RylTaX8c737roboatXV1R4RPnoy2e9JOoFvgAwhxAQhxA1CiPuEEBcDpwFW4J+KosR2v4KiKHOAPwKFwCQhxJ1CiFuAaUAd8LSiKMkuvRU9kOGTpGWy75MbiI6Oln2fhrmxY8eSm5srRz/1Q1+Dp07x8fH885//pKioiMbGRp544gm3+HkLh0M2HB+EsRPT8CrbS11hHm2NjRSu/0ntkvpFCMHrr79OZGQkERER3HXXXSf8W/fUAOrkJPjoErA64FcfQ2aZ889RXV2Nt7c3wcHBzj+4Sk5OOplLx1/KP9b/g4ON7j311BWam5vx9fXFYDCoXYrUC9nvSToRIcRSIcT2Hr6/lo7Rcl7AnKMuvvHwx8eEEPXdrlMMvAh4A9cORb39IcMnSbMO930q/OGHH9QuRTqOgIAA2trasNlsapciqcTX15fIyEi3X5XNVfobPHUKCgrilVdeobCwEC8vL15++eUhrnTwLGYz/kkJeIeHYQwOQu/lpXZJbkVRFMafdXbX13u+/lrFavrHarWSmZnJqaeeyhlnnMGiRYv6fF1PDaDSozoakUf4wm//C18XOO/YDofDo0Y9dffUGU9hF3b+tvZvapeieZWVlURHR6tdhnQcst+TNEidQ6CPfuF16uGP3/Rwna+P2kc1MnySNM1ut6+WfZ+0T656J40ePZri4mLa213UUddNDTR46mQ0Glm8eDH+/v5MnDiRnJwcTY+AsrW0UlWYT11NJRajbH47EBPOObfr84If19HePMRNg5zg7bff5s033yQyMpKMjAxOOeWUfh/DUwOoxGD49DIYHwk3fQlvOamzQFFRETExMfj5+TnngBqSHJLMDdNuYEn2EgrqnJjYeaDy8nJiY2NPvGMfPfHEE5x00kkEBQURGRnJBRdcwO7du512/OFI9nv6mQCEorjXpuLPS1GUJDqm3rUA67p93x8YATQLISp6uGr+4Y+jh7zIE5Dhk6R1a5qbm3XZ2dlq1yEdR3x8PKWlpWqXIanIYDAwevRo9u3bp3YpmjXY4KmToijceOONzJs3j/b2dhYvXsyPP/7o5Gqdw2H7uUeR7vDKZlL/RKamEjW64/mirb2d3NWrVa6odxaLhQcffJC6ujrWrFlDaGjooI7nqQFUmC+8fzGcngIPrYF/b4LBZMitra2UlpYyatQop9WoNffNuw+j3ihHPx2HyWTCy8sLb29vpx1zzZo13HzzzWzYsIHVq1djMBg4/fTTqaurc9o5hpvD/Z6qkf2e3Fmsoihbu23XD/UJFUXxBt6jY/rcw92n1gGdc617e6Ds/H7I0FTXdzJ8krRuDci+T1oXEBCA1WqVo16Gubi4OFpaWqivrz/xzsOMs4Kn7hRFISQkhA0bNrBp0yaee+45zY2C6t4gWyd7kAzY+LPPISwxkaRp0ynetEHtcnpUUVHBnXfeib+/P4cOHeKdd94hxAk9vjw1gPI1wivnwaXj4NnN8MT6gQdQe/fuZdy4cej1eucWqSGxgbHcetKtvLfrPXJqctQuR5NKS0uJj4936jG//fZbrr32WtLT05k4cSLvvPMO1dXVrF+/3qnnGS5kvyePUSGEmN5te+3oHRRFKVYURfRje7e3kymKogfeAeYCHwJPD7Bu1f/mZPgkaZoQolyv1xfK8En74uLiKCsbgg6qkttQFIWJEyeye/duzYUgahqK4KlTUlISr732Gvn5+QghuPnmmzX1At1h/bklgc4ow6eBGn/mWTQePEhp1jZyv/8es8ZGHTgcDl577TV8fX1JSUnh8ccfd2rDY08NoAw6eOoMuGoSvLqtYxSUo593nTU1NdhstmHR5+eeuffgpffiXxv+pXYpmvHJJ5/whz/8gZNPPpnp06eTkJDAlVdeedzrlJaWct111xEXF4e3tzfJycnccccdfXrjyGQy4XA4Bj2qcbiS/Z6OooBQdG610fencIV0jG7r61be44+oI3h6F7gU+Ai4sofgsvOBsbfVJk40MsplZPgkaZ7dbv9e9n3SvhEjRsjwSSIwMJCwsDBKSkrULkUThjJ46hQcHMyrr76KoigkJSXx5JNPaib86z7tTm+Q0+4GKjg2lvgpUwAQdjt5q79Xt6DDbDYbDQ0NbNy4kdNOO41FixZx+eWXD8m5PDWA0inw9wVwfQa8vRPuWQV2R9+u63A42LNnDxMnThzSGrUi0j+SayZfwzs736GquUrtcjTh0Ucf5YUXXmD79u1ERUWdcP/CwkKmTZvGkiVLmDFjBnfeeScpKSk899xzzJ49m9ra2uNe//bbb2fKlCnMnj3bWTdhWOm2iNIaFcuQXEAIcZoQYmw/tnuOPoaiKAbgfeDXwDLgN0KIY1Z4EkKYgTIgQFGUnpq+pR3+mOe8WzgwMnyS3IHs++QGfHx8MBgMNLtBM1xpaI0ZM4b9+/djsVjULkVVrgieOimKwu233868efM466yz2LBhA7W1tagd2tvlyCenGXvmWV2f7/vuWxUr6VBYWMitt97K8uXLGT16NPPmzSM9PX1Iz+mpAZSiwP3z4I6Z8PFeuONbsPUhgPLkJuO9uXPWnVjsFl7MfFHtUjTh2WefJS8vj59++olnnnnmhPvffPPNHDp0iMWLF/P555/z5JNPsnr1au68805yc3N54IEHer3uXXfdxU8//cSnn37q0VM8h1K3fk+qhwCStimK4gV8QseIp7eBq4QQx3tS19kQ8uweLjvnqH1UI8MnyR2sBdn3yR3IxuMS/Nx8fO/evWqXohpXBk/dzZs3jwULFjBu3DhWrFjBXXfdRXFxsUvO3RNh6x4+yZFPgzHm9DNQdB1P21rr6mhSaYVRIQRLly7l3XffxcvLC4PBQGRkpMvO78kB1J2z4L65sDwP7vz2+COghkOT8Z6MiRjDhWMu5KXMl2ixtqhdjuoWLlxIamoqdXV1J+yxVlRUxHfffUdycjK33HLLEZc98sgj+Pv7884772A2m4+57p133sn777/P6tWrSUlJceZNGDZkvyeprw43F/8vcBHwBnCtEOJEb0m8cvjjA4qidM2LVRQlGbgFaAeWOL/a/pHhk6R5nX2fug1VlTQqNjaWyspKzUz5kdTT2Xx8OK6Io1bw1F1YWBhCCNra2njvvfd44403VPm/7N5wXC/Dp0HxDwtj8kW/ICxuBI3FJeSvWuXyGqqqqrjnnnuor6+noKCAP/3pT/zmN79xeR2eGkAB3Dgd/nw4gLpnVe89oPbs2cPYsWOH5QiUO2fdSW1rLR/v+VjtUjTh0KFDREVFnfCxZvXhlTLPPPNMdLojXwIGBgYyd+5cWlpa2LRp0xGX3X777SxbtozVq1czduxY5xY/jBQUFFBVVSX7PR1BQejca+tP06dBeAU4F6ihYzrdQ4qiPHzUtqD7FYQQG4BngFRgp6IozyqK8iKwFQgD/iSEKHZF8ccjwyfJLdjt9u/Xrl3rsNmOmeYqaYjBYCAwMJCGhga1S5FUpigKkydPZufOnapP/XIlLQRPna699lruu+8+9u7dS2NjI3/6059c35fNoCd4wjgCR4/CEBri2nN7oLj0iTSVd/QkzfnuO5eeu7W1lb1792K1WhFC8NZbb5GYmOjSGrrz5ADqpulw1yz4ZB/cv/rYAKr88N9ATEyMCtWp75SkUxgdPprXs15XuxRN6Osqd7m5uQCMHj26x8vT0jrawuTl/Twj7JZbbmHJkiW8//77hIaGUllZSWVlpWyxMADdZnCs6X0vSQJg5OGPEcBDwF972BYcfSUhxB+BRUAlcD1wNbAHuEAI8cJQF90XMnyS3IXs++Qm4uPjOXjwoNplSBrg7+9PYmIiOTnDY1lsLQVPnZKTk3nnnXfw9fXFYrGQm5tLS4vrpqoIu4Oq3bupzs2lubraZef1VKMWLkR3eBW5qr17aCgd+vvakpISFi9ezKZNm0hPT+fRRx/lrrvuOmbkhBo8OYC6bQbcchK8vxseXgudAxfb29vJzc1l0qRJ6haoIkVR+P3U37P+4Hr2Ve9TuxxVWa1WmpubCQ7ubZGrn3X+j/S2b+f3u7+B+NJLL2EymTjttNOIjY3t2p5+eqArvQ9fst+T1FdCiAVCCOUE28O9XPctIcRJQgh/IUSgEGK+EGKli29Cr9R/5iBJfSP7PrmJyMhIamtrcTj6uFyP5NFGjhxJQ0ODx0+/02Lw1Emn03HTTTfxz3/+k8mTJ7Nlyxb+8Y9/kJWVNfTn7tZkvPvKd9LA+AQFkTx7TtfXBauHrneoxWLhX//6F2+++Sb5+flER0cTGRlJQEDAkJ1zIDw1gFIUuHs2/F8GvLUD/rmh4/u7du1i7NixeHl5qVugyq6Zcg0GnYH/ZP1H7VJUVVFRQWxsrFMeczqnZnc/lhCix+3hhx8e9PmGE9nvSZI6yPBJcgudfZ9WD+ETbck5dDodERERVMtRDhIdT2KnTJni0dPvtBw8defj40N4eDiJiYmUlpayYsUK7r777hMurT0Y3fs8OWye+ft3tXHnnkPitOmEjYhn38ovh6SX1w8//MDvfvc79Ho9hw4d4o9//CPjx493+nmcxZMDqAfmwW/S4cWt8O6GchRFITa2p5W0h5co/yguHHMh7+56F7tj+N639HXKHfw8sqm3/5GmpqYj9pOcJz8/X/Z76oEAHIrOrTaZHA6ODJ8kt2G3279avXq1cOWUEWlg5Kp3UneePP3OXYKn7lJSUvjb3/6G1WolLCyMv//977z66qtDEg52X+HOYZUjn5xh5Nx5HNq7l6bycur376c6z3kzOIQQlJaWsnPnTsLDw0lNTeXll18mOTnZaecYKp4cQD26EM5PaaepLJcy34lql6QZv57waw6ZD7GuZJ3apaiitbUVh8OBv79/n/YfM2YMcGRPp+7y8/OB3ntCSQP35Zdfdn7q2mZ9kqQxMnyS3Mny9vZ2ZZUKK/xI/RMSEoLJZEI2iJc6eeL0O3cMnjqFhoby6KOPct5552E2m7FYLOzevRurkwMiveHn8Mkuwyen8PLzI3X+/K6vc7/+GsxmeOKJjo8D0NjYyDPPPMNPP/1EdXU18+bN44knnuCCCy5wVtku4akBlF4HV0fvIl8Zy13fe/HTAbUr0obzRp+Hn9GPD/d8qHYpqigrK2PEiBF93n/hwoUAfPfdd8e0RjCZTKxfvx5fX19mzZrl1Dol+OKLL4Rer98rhNivdi2SpCYZPknuZJ1Op2tesWKF2nVIJ9A5LaCiokLtUiSN8LTpd+4cPHU3adIkXnvtNS6++GJCQkJYt24djzzyCJs3b3bK8XVeRgJiYwmMj8c7JMQpx5RgzDnndH1e9NVXiPnz4eGHYcGCfgVQra2tPP/88zz77LPU1NRgMpmYOnUq06ZNw9fX1/mFu4AnBlDl5eUY9AoPnx9LSijc8CXk1qhdlfr8jH5cMPoCPt33KTbH8Huzq6ysjLi4uD7vn5qayplnnklxcTEvvvjiEZf99a9/xWw2c/XVV/d5JJXUN/X19fz444/Y7fbP1a5FcxQFodO51YabPt/TCsOJd5EkbRBCWBRF+eqLL7645NVXX9VpYaUdqXcJCQls376dhIQEtUuRNMLf35+kpCT27dtHenq62uUMmKcET50URel697y2tpb8/HyCg4P55JNP+M1vfsPUqVMHfGyHVaF8mw8+UcW0t7U6q+RhL2HmTHxCQvByOLhg+3ZEUxOKxQK7d3cEUGvWwHFeQNrtdpYsWUJBQQEBAQEUFRVxxx13kJGR4bLbMJQ6A6jMzEwyMjLcuodN5+p2c+fOxcsL3roILvwQrlsByy+HcD+1K1TXZRMu48M9H/LTgZ9YkLxA7XJcpr6+Hj8/P77++ms+//xzACorKwHYuHEjixYtAiAiIuKIleleeukl5syZw2233cb333/PuHHj2Lx5Mz/88AOjR4/msccec/VN8Xhff/01DodDAZarXYskqU2+epfczfLq6mpdZmam2nVIJ+Dn54der+9qYClJAMnJyZhMJqqqqtQuZUA8LXg6WkZGBi+//DLNzc00NDSwevVq7rjjjgH9H1vMFj7+1Qraysdgyp2Npbl9CCoenvQGA1MvvJBzN20iqLYWncXScUFb288BVA8joIQQtLe3s3fvXiwWC2VlZcydO5e3337bY4KnTp4wAkoIQVZWFuPHj+9a3S42EF4/H6rNHSOg2offgJ8jnJFyBkadka/zv1a7FJcqKSkhOTmZ7Oxs3nrrLd566y2+/fZbAIqKirq+98knnxxxvdTUVLZu3cqiRYvYvHkz//rXvygsLOS2225j48aNhIeHq3FzPNry5cvR6/U1gHzxIg17ilztUXIniqKEKYpSff/99+seffRRtcuRTqCyspLq6momTpQNUqWftbe3s2HDBmbNmuVWU3s8PXg6WkNDAy+88AI6nY6TTz6ZsWPH0tzcTHJy8glvu8VsYemCpVTvPoStzY6id+AdauPO4r/i5a/dJeLXrFnDggUL1C7jxMxmrDNnouzdi6Gn53E+PpCe3jUCymw285///IecnBx+9atfMWbMGPz8/AgLC/P4v+Pm5ma3HQGVn5+PxWJhwoQJx1y2PBf+8A1cOh7+efrwngly6lunUtNSw86bdqpdiktYrVbWr1/P/PnzPf7/191ZLBYiIiIcJpNpiRDi92rXoyWKoqzxj58+f9Rlb6hdSr8UfPQ7zKVb1wohFqhdizuSI58ktyKEqAN++vzzzx0n3FlSXXR0NDU1NbLxuHQEb29vJk6cSFZW1pAsEz8UhlvwBB0LBzz44IPcd999TJ06lYKCAj777DNuvPFGPvvss157d/0cPFVja+vYR9h1tNXqWTp/KRazxZU3w/OYzbBgAYbCwp6DJ+gaAWWZM4fHH3iAP//5zwgh8PLyYsSIESQkJBAeHj4s/o7ddQRUXV0dVVVVjBs3rsfLLxwDt8+Aj/fC69tdXJzGnDPqHHYd2kVp0/BYZbe0tJT4+Phh8f/r7n788UdMJpMOkA1re+FQdG61SYMjf4KS2xFCLN+zZ4+uuLhY7VKkE1AUhbi4OMrKytQuRdKYiIgIwsPDyc3NVbuUExqOwVN3iqIQEBDAlClT8Pf3R6fTcfDgQf7whz/wr3/9i/r6+q59jwyejgqdhZ5Dew6xdIEMoAbscPDE7t0obW3H37etDWXvXhYtXYqvw8FJJ53Ec88912uY4cncLYCyWCzs2LGDjIwMjtff8o5ZcM4oePIn2DQ8cpcenZPW0YD/m4JvVK5k6AkhOHDggOyn6SaWL1+OTqdrB+RS3ZKEDJ8k97QcQK565x4SExM5cECuCy0da8yYMdTW1lJdXa12Kb0a7sFTd76+vtx44408//zzJCYmAmCz2cjKyqK6uprailqWzu8leDrM3manene1DKAGolvwxImCp8OMNhsxtbU8tWULc6dMGdLytM5dAighBNnZ2V1TI49Hp3RMuUsKhlu/hkN9X+jQo0yInEC0fzRrS9aqXcqQq6+vJyAgAG9vb7VLkU5ACMEXX3xhdzgc/xNCDNP/Tkk6kgyfJLcjhMjX6/V5X3zxhXvM1xnmfH198fb2pqGhQe1SJI1RFIWMjAx2795Ne7v2mlHL4KlnBoOBX/7yl7z00ktceumlTJ06leL8Yl6d8ypl2WW9Bk+dbG02GUANxOLFsHNnn4OnTrr29o7rLV48RIW5D3cIoPbv34+Pjw9xcXF92j/QG14+D0wWuO0bsA3DpgSKojAvcR7rD6xXu5QhV1xcTHJystplSH2wZ88eSkpK9Mgpd70SCgid4l6bfCo4KDJ8ktyS3W7/Yu3atZp98igdKTk5GTlNUuqJr68vEyZM0Fz/Jxk89U1KSgoB3gFsv307tjIbOnvfnlbIAGoAbrsNJk1C+Pj073o+PjBpUsf1JU0HUA0NDZSWlvbYYPx4xkbAYwthYyk8s3GIitO4eYnz2N+wn3JTudqlDJn29nZMJhNhYWFqlyL1QbcZGivVrEOStESGT5K7Wm6z2ZTOZWUlbYuMjKShoQGLRb7IlI4VFRVFUFAQ+fn5apcCyOCpvzYv3syhnYcQ1v6Fh7Y2G4d2HmLz4s1DVJnnEEKwq6iIZy+6iINBQdiMxr5d8ahV76QOWgygrFYr2dnZZGRkoNfr+339S8bD5RPgpa2w4eAQFKhx8xLnAXj06KeSkhKSkpLkY5Kb+OKLLxw6nS5LCOG5iagk9ZMMnyR3tVGv19cvX75c7TqkPlAURfZ+ko5r3LhxVFdXU1VVpWodMnjqv5m3zSRqUhQGH0O/rqfz1hE1KYqZt80cosrcX2trK4888gh//vOfWb16NSU1NfzjnHMwJyd3BEvHI4On49JSACWEYNu2bYwePZqAgIABH+fh+ZAcAn/8Dhq1N5N5SE2OnoyvwZeNpZ459MvhcFBWVkZ8fLzapUh9UFVVxZYtW3QOh+NztWuRJC2R4ZPkloQQdrvdvmLlypUOm+34/UUkbUhISODgwYOamlolaYdOp2P69Ons27cPk8mkSg0yeBoYL38vFq1ZRGR6ZJ8DKKEXEAlJDyXR1NpEeXk5dXV1Q1yptnX+/T3//PO88sorbN68mc2bN2M2m6mtrcXX15c///nPvLh0KcHbt3cES70FUDJ46hOtBFB79+4lJCSkz32eeuNnhH+fBVVm+MsPTirOTRj1RiZGTyS7MlvtUoZEZWUlkZGRGAz9C/kldXz55Zedz3flu+THpSAU99pAPjccDHkPJrmz5Y2NjVevX7+e+fPnq12LdAJGo5Hw8HCqqqqIiYlRuxxJg7y9vcnIyGDbtm3MmTMHLy8vl51bBk+D0xlALV1w/NXuAAw+BoJGBWH4vYFJ0ydRVlbGrl272L59OyaTiZiYGCZNmsSsWbM8/l1+IQQff/wxGzZswGw2k5KSgt1up7q6miuvvJKAgABOOeUUdLqj3iv09+8Ilnpa/c5gkMFTP3QGUJmZmWRkZBAcHOzS8x88eBCz2cxJJ53klONNiYHbZ8Izm+D0kXDhGKcc1i1MiZ7CJ/s+QQjhcffh+/fvZ/LkyWqXIfXR8uXL0ev1ZXa7fafatUiSlsjwSXJn3ymKYl2+fLlRhk/uYeTIkezevVuGT1KvgoKCGDNmDNu2bWPmzJnHvugeAjJ4co6+BFAGHwOR6ZEsWrMIL/+OcDE2Nhar1UpFRQU2m42GhgaKioooLy9n3rx5hISEsH37dry8vJg6dSojRoxwu99Re3s7OTk5ZGdnU1xcTGtrKxdeeCHt7e2YzWasVithYWFER0dz2mmnkZSU1HXdXv8HegqgFKVj1JMMnvpFrQCqvr6eoqIi5s6d69S/6VtOgh+K4aE1MDcBwv2cdmhNmxwzmdeyXqO0qZSE4AS1y3GapqYm9Hr9oKZkSq7T2trKN99847Db7Z8LOdxfko4gwyfJbQkhTDqdbvXnn39++tNPP613txcjw1FgYCBCCEwmE4GBgWqXI2lUbGwsTU1N7N27l/T09CE9lwyenOt4AVRPwVOn6dOnM336dKAjqNmxYweHDh0iJSWFhoYGMjMzCQsLIy8vj8rKSiwWC2lpadx4440YDAYKCwuJiYnBX8XARQhBZWUlhYWFFBUVceqpp6LT6Vi7di05OTmEhoZSW1vLwYMH0el0xMbGkpycjN1u59prrx3YSbsHUDt3QkQElJdDfb0Mn/rJ1QFUa2sr2dnZzJw50+lTqbB6tKcAAL9/SURBVAw6eOp0OHcZPPojPHuWUw+vWZOjO0YG7aja4VHh0/79+xk5cqTaZUh9tHr1atrb23XAihPuLEnDjAyfJLcmhFheVFR0Vm5uLmPHjlW7HKkPUlJSKCoqksPHpeMaPXo0W7du5cCBAyQmJg7JOWTwNDS6B1CV2ysRdnHc4Olo3t7ezJgxo+vrkJAQ7rvvPnbt2sWOHTsQQmC1WjEYDGzcuBGbzcaOHTswmUyYzWYcDgcGg4GJEydyxhln4OXlxZdffklwcDBBQUEEBwcTGBhIeHg4gYGBOBwOOnsHCiFoaWnB4XBgNBrx9vamtbW1qxdZXV0d9fX1mEwm5s6dS2RkJHl5eaxatQqj0UhgYCDGwyvRbd++nbS0NBITE8nNzSUqKoqzzz6btLS0I1YzG3Tw0BlALV4M554LU6bARx/BXXcN7rjDkKsCKLvdztatW5k4cSJ+fkMzLGl0ONw0HRZvgV+OhVOSTnwddzc+cjwAuTW5nD/6fJWrcQ6LxUJ9fT2TJk1SuxSpj5YvX45Op2txOBxr1K7FHTjkc69hRYZPkrtbAby4YsUKGT65iejoaHJzc2lra8PnRKs1ScOWoihMnTqVDRs2EBAQQFhYmFOPL4OnoeXl78UVK67gmbhnUHRKn4On3gQHBzNv3jzmzZt3zGVWq5Xy8nIsFgtNTU00NjbS1tZGSkoKFRUVNDY2sn///q77G4vFgt1uJzk5mZSUFNra2vjuu++w2+1MnjyZRx99FL1eT3p6OvHx8ZhMJnbt2oVer8fhcNDU1ER9fT1RUVGEhYUREhJCc3MzwcHBBAQEkJKSQmpqKsnJyV19y+bOnTvwH2Zf+PvDffd1fJ6RAR9+KMOnARrqAEoIQXZ2NgkJCURERDj12Ee75ST4Mh/uXw3fXdnRkNyThfqGEuoTSmF9odqlOE1RUREjR46Uj1FuwuFw8MUXX9gdDsdXQohhtuakJJ2YDJ8ktyaEOKjX63f+97//nXj33XfLR2Y3oChK1+in8ePHq12OpGEGg4Hp06ezefNmZs6c6bQRAjJ4co3CbwtBQMb1GZz5rzMHHDydiNFo5Le//W2vl9tsNsLCwrqCKZPJRFNTE2PHjiU9PZ36+noyMzNRFAWDwdAVCKSkpDBlyhSam5tpb2/vGi0VFhZGWFgYfn5+XfdnzmoW7RS//jXccw8UFUFKitrVuKWhDKDy8/MxGo0kJyc77Zi98THAE6fBZZ/AC5lwz5whP6XqRoWNoqCuQO0ynMJms1FRUSEX1XEjW7dupaqqSo+ccidJPZLhk+T2HA7Hhxs3bpxUXFzskidz0uCNGDGCtWvXkpaW1jVFRZJ64ufnx5QpU9iyZQuzZ8/G29t7UMeTwZPr7HxnJ6GpoZz38nmq/pwNBsNxg+6YmBjuueceANasWcPll19+xOWhoaFcdNFFQ1qjU112WUf49PHHcO+9alfjtoYigCopKaG+vt6lYeXMER3T7v6TBVekQ0KQy06titSwVDaXbla7DKcoLi4mMTHRJQtvSM6xbNkyFEWxCiGWq12LOxCAcLPnYbKD/ODIezPJEyyDjjt8yT3odDqSk5PZv3+/2qVIbiA0NJTx48ezZcuWrt48AyGDJ9dpKm1i/+r9TLpK/pxdLikJpk+Hzz5TuxK31xlAZWVl0djYOKhjVVZWcvDgQaZNm+byMOHeOR0LIT75k0tPq4rU0FRKGkuw2q1qlzIodrudgwcPHrHypaRtNpuNZcuW2YUQK4QQDWrXI0laJMMnye0JIYp1Ot36t99+2yFXNHUfiYmJlJWVDSpMkIaPqKgoRo4cSWZmJg6Ho9/Xl8GTa+18bycImHSlbJKril/9CrZsgYMH1a7E7TkjgKqrqyM3N5cZM2Y4fWW7vogNhBunwcp8yCxz+eldKiEoAYdwcMh8SO1SBqW0tJTY2FhV/l6kgfn++++prq7WA++pXYskaZUMnySP4HA43snNzdVlZ2erXYrUR3q9nhEjRnDgwAG1S5HcRHx8PFFRUWzfvp3+BM0yeHItIQQ7395JwpwEwlKd2yhe6qOLL+74+PnnqpbhKQYTQDU1NbFz505mzJjR1YBeDTdMg5gA+Ns68OT36aIDogGoMlepXMnACSHYv38/KbJnm1t577330Ol0TcBXatciSVolwyfJU3ysKIrt3XffVbsOqR9GjhxJSUnJgEaySMNTamoqvr6+7Nmzp08BlAyeXK9sSxnVe6uZcu0UtUsZvkaPhvR0+PRTtSvxGAMJoFpbW9m2bRvTpk3D19d3iCs8Pj8j3DULdh6CVR484z0mIAaAyuZKlSsZuPLyciIiIlQNK6X+MZvNfPLJJw6Hw/GhEKJN7XrchgIOneJWG/Jp5KDI8EnyCEKIOiHEl++9957dbrerXY7UR0ajkejoaEpLS9UuRXIj48aNw2q1UlBw/BWNZPCkju1vbMfoZ2TC5RPULmV4u/hi+PFHOOTe04+0pD8BlMViYcuWLUyePJnAwEAXVXh8F4+FpGB4ZiM4PHT0k7uHT0IICgoKSE1NVbsUqR+++OILWltbdcgpd5J0XDJ8kjzJe1VVVfoffvhB7TqkfkhNTaWoqKhf06ik4U1RFCZPnkxdXV2v0zZl8KQOi9nC7g92M+GyCXgHDm5lQmmQLr4YHA5YLhddcqa+BFA2m40tW7YwduxYwsK0M/XUqIc7ZsLeGvjm+Nm924r2Pzztrtk9p90dOnSI4OBg1UfKSf3z3nvvodfry4Af1a5FkrRMhk+SJ1mp0+ma33tPvungTry9vQkLC6Oy0j3fpZTUodPpmDZtGgcPHqSs7MgOujJ4Us++T/dhMVmYct0UtUuRJk2C1FQ59W4IHC+AstvtbNmyhaSkJKKjo1WqsHcXjYHUUHhus2f2fvI1+mLUGTFZTGqXMiAFBQWMGjVK7TKkfjh06BDffPONsNvt7wohZB8JSToOGT5JHkMI0epwOD7++OOPHa2trWqXI/XDqFGjKCgokKOfpH4xGAzMmDGD/fv3U15eDsjgSW3b39hO2KgwEuclql2KpCgdo5++/x4aGtSuxuP0FEB1Bk8jRowgISFB5Qp7ptfBLSdBTi2s89D1PgK8Ami2NKtdRr/V1tbi5eVFQECA2qVI/fDRRx/hcDgUQDae7SeBgkNxr03Ipk+DIsMnydO8azabdStWrFC7Dqkf/Pz88Pf3p6amRu1SJDdjNBqZOXMmRUVFlJeXy+BJRbX5tZSsK2HKdVPkz14rLr4YrFb48ku1K/FI3QOo+vp6MjMziY2NJSkpSe3SjuuC0RDtD69nqV3J0HDX8Ck/P5/Ro0erXYbUT++8845Dp9PtFkLsVrsWSdI6GT5JnmatXq+vlKveuZ9Ro0aRn5+vdhmSGzIajcyYMYNdu3ZhMplk8KSS7KXZKDqFKddMUbsUqdOMGTBihJx6N4QCAgKYNm0aGzZsICgoiOTkZLVLOiEvPSyaDD8egL3ValfjfAFeAW437a5z9FxwcLDKlUj9UVBQwJYtW3QOh+NttWuRJHcgwyfJowgh7Ha7/d2vvvpKyFE07iUoKAi9Xk9dXZ3apUhuRghBXl4ekZGR2Gw2Kioq1C5p2HHYHOxYuoNR54wiME4bK3tJgE4Hv/wlfPMNtLSoXY1Hstvt7N27l9TUVKqqqk64Cp5W/HYi+BnhP9vVrsT53HHkU35+PmlpaWqXIfXT4T6zAnhf5VLckwJCp7jVJmfdDY4MnyRP9K7dblc+/vhjteuQ+mns2LHk5OTI3k9Sn3Xv8TR16lRmzZpFUVHRMU3IpaFV+F0hpnITU6+bqnYp0tEuughaWzt6P0lO1dnjKSYmhrFjx55wFTwtCfaBS8bByjxoaFO7Gucy6o3YHDa1y+izhoYGLBYL4eHhapci9YMQgrffftuuKMpaIUSp2vVIkjuQ4ZPkiXbq9fp97777rkww3ExwcDDe3t5UV3vgPADJ6XpqLt7ZA6q4uJjSUvlc0FW2v7Edvwg/Rp8v+5VozimnQFAQyF6ITmWz2di8eTNxcXFdU+2OtwqeFv06Hdrt8N8ctStxPnd6E2vfvn2MHz9e7TKkfsrMzKSoqEgvhHhH7VokyV3I8EnyOKJj7t3bGzZsUIqKitQuR+onOfpJ6ovjrWrXGUAdOHCA/fv3q1jl8NBc1Uzu8lwmXTUJvZde7XKko3l5wVlnwcqV4JCrgDuDxWJh06ZNJCQkHNNc3J0CqAmRMDEKPtgNnvSQq6AgcI8bVFNTg8FgICQkRO1SpH569913URTFAsimepLURzJ8kjzV+wDLli1Tuw6pn/z9/QkJCaG8vFztUiSNOl7w1MlgMDBz5kxqamrYt2+fDDOH0PY3tuOwOZh2wzS1S5F6c/75UFEB2z2wwY+Ltba2snHjRtLS0khISOhxH3cKoH49AXJqYWeV2pU4j6IobnGfL4Rg3759jBs3Tu1SpH6yWq0sW7bMLoRYLoTQ9j+5xjkU99qkwZHhk+SRhBAliqL8+M477zjc4QmIdKQxY8aQn5+PQ75LLx2lL8FTJ71ez/Tp07FarezYsUP+PQ0Bh93Btte2kbwwmYgxEWqXI/Xm3HM7mo/LqXeD0tTUxKZNm5g4cSLR0dHH3dddAqgLx4C3Hj71oKl3ipt0BK6oqCAoKIiAgAC1S5H6adWqVdTW1uqB99SuRZLciQyfJI8lhHg3Ly9Pl5WVpXYpUj95e3sTExNDSUmJ2qVIGtKf4KmToihMnDgRX19ftm7dit1ud0Glw0fht4U0ljQy/cbpapciHU9EBMyeLcOnQairqyMrK4vp06cTFhbWp+u4QwAV5A0LkuHrAnB4yHt1NocNvU7bU4AdDgd5eXmMGTNG7VKkAXjvvffQ6XSNwNdq1yJJ7kSGT5In+1hRFOvhZVAlN5OamkpxcTE2m/usWCMNnYEET50URWHMmDFER0ezadMmrFbrEFY6vGx9ZSv+0f6M/cVYtUuRTuT88yErC+RKkP1WWVnJrl27mDlzJoGBgf26rjsEUOenwSEzbPWQ2e4t1hb8jf5ql3FcBw8eJCoqCh8fH7VLkfqpubmZTz/91OFwOD4QQrSrXY87E4BDp7jV5iEZvWpk+CR5LCFEvRBi5dtvv223WCxqlyP1k9FoJDExkcLCQrVLkVQ2mOCpu6SkJFJSUtiwYQOtra1OrnL4aTzQSP6X+Uz93VTZaNwdXHBBx8cvv1S3DjdTUlJCQUEBs2fPxtfXd0DH0HoAddrIjql3K/PVrsQ5Wqwt+Bn91C6jV3a7naKiItLS0tQuRRqAjz/+mLa2Nh3wrtq1SJK7keGT5Oler62t1X/++edq1yENQHJyMhUVFcjwcPhyVvDUKTY2lvT0dDZv3ozJZHJSlcNT1n+yEEIw7f9ko3G3MH48JCfLqXd9JIQgNzeXyspKZs+ejZeX16COp+UAyt+rY+rdt4Weseqd2WrWdPhUVFREQkICRqNR7VKkAXjllVccer0+F1ivdi2S5G5k+CR5uu/0ev2Bl19+2QOeTg0/er2e1NRU8vLy1C5FUoGzg6dO4eHhZGRksG3bNiorK51yzOHGbrWT9Z8s0s5JIyQ5RO1ypL5QlI6pd6tXQ7ucKXI8drudrKws2tvbOemkk9DrnTOyT8sB1MJkqGyGvFq1Kxk8LY98slgslJaWMnLkSLVLkQYgOzubLVu26Ox2+8tCrmgkSf0mwyfJowkh7Ha7/ZU1a9Youbm5apcjDUB8fDy1tbW0tLSoXYrkQkMVPHUKCgpizpw5FBUVkZ+f7xbLcmtJ7vJcmiuamX6TbDTuVs48E1paYMMGtSvRrNbWVjZs2EB4eDiTJk1Cp3PuU2WtBlDzkzo+rj2gbh2D5RAOTO0mAry0uYJcfn4+KSkpTgs0Jdd69dVXURSlHXhb7Vo8ggJCUdxqc5PFNDVLhk/ScLBEURT7a6+9pnYd0gAoisLYsWOR4eHwMdTBUycvLy9mzZpFa2srWVlZciW8ftj2yjaCEoIYdc4otUuR+mPBAjAY4Lvv1K5Ek+rq6ti0aRPjx48nOTl5yM6jxQAqLhDSwmBtsdqVDE5jWyN2YSfSL1LtUo7R2tpKdXU1CQkJapciDYDJZOLtt992CCE+EELUq12PJLkjGT5JHk8IUSmE+OzNN990yCbD7ikqKoqWlhaamprULkUaYq4KnjrpdDomTZpEeHi4bETeRzW5NRStKmLa9dPQ6eXTCLcSGAhz58rwqQcHDhxg9+7dzJw5k/Dw8CE/nxYDqPlJsKUcWt14QdDqlmoAIvwiVK7kWLm5uYwZM8bpo+kk13j//fdpaWnRAa+oXYskuSt57ycNF680NDToPvnkE7XrkAZAURTGjRvHvn371C5FGkKuDp66S05OZvz48WzatIm6ujqXndcdbV68Gb2XnmnXy0bjbunMMyErC6qr1a5EE4QQ7N69m6qqKubMmYOfn+t6BWktgJodDxY77DqkdiUDV23u+LuO9NfWyCeTyYTJZCImJkbtUqQBEELw0ksvOXQ63W5gs9r1SJK7kuGTNFz8oNfrC1955RWH2oVIAxMWFobBYJANoj2UmsFTp/DwcGbOnMnu3bs5cMDNG58MkbaGNna8tYOJv5mIf5S/2uVIA3HmmR0fV61Stw4NsFqtbNq0CaPRyPTp0zEYDC6vQUsBVEZsx8dtFaqWMSidI5+0NO1OCMGuXbtIT09X5bFNGrzMzEx27NihczgcL8lG484lFPfapMGR4ZM0LIiOzuMvb9iwQbdr1y61y5EGaPz48eTk5MjePB5GC8FTJz8/P+bMmUNVVRXZ2dnyb+0oWW9kYTVbmXn7TLVLkQZq6lQIDx/2U+/q6+tZv349SUlJjBkzRtX7Ha0EUGG+kBLi5uGTBkc+lZeX4+fnR2hoqNqlSAP06quvotPpWoH31K5FktyZDJ+k4eQtRVEsr776qtp1SAPk6+tLfHw8BQUFapciOYmWgqdOBoOB6dOnExISwk8//YTJZFK7JE1w2B1kvpBJ0ilJxEyRU0fcll4Pp5/eET4NwzfwhRAUFhaye/duTjrpJOLi4tQuCdBOADUtFrIq3PdP42DTQRQUYgK0cR9ls9nIy8tj3LhxapciDVBDQwPvvfeew+FwvCuEkM1HJWkQZPgkDRtCiBohxIdLly51yBeT7islJYXKykrMZrPapUiDpMXgqZOiKCQnJzNlyhS2bdsmp+EBuctzaShukKOePMGZZ0J5Oezdq3YlLmWxWNiyZQstLS3MmTMHf39tTR3VQgA1KRpqW6GiWZXTD1pJYwkjgkbgpfdSuxSgo8n4yJEj8fb2VrsUaYCWLl1Ke3u7bDQ+BAQKQudmG9p5ruqOZPgkDTcvmM1m3dtvv612HdIA6XQ6JkyYwO7du9UuRRoELQdP3QUHBzNv3jxqamrIysrCZrOpXZJqNj+3meCkYMZcNEbtUqTBOuOMjo/ffqtuHS5UW1vL+vXrSUxMZOLEiej1erVL6pHaAdTYw4vE5da6/NROUdJQQlJwktplAB1Nxmtra0lK0kY9Uv85HA6ef/55u06n2yiEyFK7HklydzJ8koYVIcQWnU63bfHixQ7ZL9B9RUREoNfrqaqqUrsUaQDcJXjqZDAYyMjIICIigp9++kn1psBqqMyupGRtCTNunYFOL586uL2EBBg9GtasUbuSISeEIC8vj3379jFz5kxiY2PVLumE1AygxoR3fMytcelpnaa4oZjkkGS1y+hqMj5x4kTNP8ZJvfv2228pKirSOxyO59WuRZI8gXwGKQ07Dofjuby8PN3333+vdinSIEyYMIF9+/bJhtBuxt2Cp+4SExOZNm0a2dnZ7N+/n+EUYG/69yaMfkam/m6q2qVIznLKKfDjj+DB96FtbW1s2rQJm83GnDlz8PPzU7ukPlMrgAr2gZgAyHHDkU82h43SplJNhE+yybhnWLx4sdDr9YeAT9WuRZI8gQyfpOHoI71eX/v88/JNDHcmm4+7H3cOnjoFBgYyb948TCYTmzdvprW1Ve2ShlxTaRO73tvF1N9PxTfUV+1yJGeZPx8aGsADpzALISgrK2Pjxo2kpqYyfvx4dDr3e8qrVgCVFgaFdS47ndMcaDyAXdhVD59kk3HPUFBQwDfffKPY7faXhRAWtevxSAo4dO61yZZPg+N+j8SSNEhCiHa73f7KihUrKC4uVrscaRA6m4+3tLSoXYp0Ap4QPHXS6/VMmjSJ1NRUNm/eTElJiUePgtr47EaEEMy+a7bapUjOdMopHR/XrlW3Didrb29n69atVFVVMXfuXKKiotQuaVDUCKASgqDMDddl2Ve9D4DxkeNVrUM2GfcML774Ioqi2AG5TLYkOYkMn6Th6hXA8dJLL6ldhzQInc3Hd+3apXYp0nF4UvDUXWRkJHPnzqWhocFjR0G11reS9VoW6b9OJyQpRO1yJGdKTITkZI8Kn8rKytiwYQMJCQlkZGTg5aWNFc8Gy9UBVHxQx4p3LdYhP5VT7a3uWL1xXIR6I45MJhN1dXWyybiba25u5o033nAIIT4WQlSoXY8keQoZPknDkhCiVAjx2WuvveaQo2bcm2w+rm2eGjx1MhqNTJ48uWsU1IEDBzxqFNTWl7diabYw9565apciDYVTToF168DN/2bb29vJzMzsGu0UExOjdklO58oAKj6o42Np05Cexun21ewjNiCWUF91+ix1NhlPT0/3uMe64ebdd9/FZDLpANmjY4gJxb02aXBk+CQNZy80NjbqPvjgA7XrkAZJNh/XJk8PnrrrHAVVX1/vMaOgrK1WNj+3mVHnjCJ6UrTa5UhDYf58qKmBffvUrmTAPHW0U09cFUCNCOz46G7h097qvYyLVG/UU0VFhWwy7gGEECxevNih0+l2ABvVrkeSPIkMn6ThbJ1er9/z7LPPOjxppMJwJJuPa89wCp46dY6CSklJYdOmTRQXF7v1KKgdb+3AfMgsRz15svnzOz664dS71tZWMjMzqays9NjRTj1xRQAVeXhRwDo3ytCFEB3hk0pT7mw2G7m5ubLJuAf4/vvv/5+9u46O6trbOP7dM/GQECQQQnB3JziUOhUKt7RUaam89VK321K5LXX3llKhQJ1Ci7a4BhIsBAnBEiREiduc/f5xEgoUSYickd9nrbMGkpkzDxAyJ89sYdu2bTbDMN7XrvwiLoQTkvJJeCyttXY4HG/Exsba5s6da3UcUUlli49nZ7vgKqluxhOLp+M1aNCAQYMGkZuby4oVK8jIyLA6UoUZDoNVb66icd/GNBsqa5e4rZYtISwMVq2yOkm5GYZBfHw8a9eupVmzZvTq1cutRzudSnUXUCGlm1pmFFT5qatNQkYC2UXZ9AjrYcnzb9u2TRYZdxOTJk3Sdrv9CDDN6ixCuBspn4Snm2a325Nefvllw+ogonJsNhvdunVj06ZNLj3axNV5evFUxtvbm06dOtGtWze2bdvGpk2bKCpynZ2a436KIyMhg4FPDPTYf0OPoBRERsKaNVYnKZeUlBSWLVuG1prBgwe7/E52lVGdBVSwD9iVa5VP6w6sA6B3eO8af+60tDSys7NlkXE3EBUVxaJFi5TD4XhTa+1C/wNcmFKudYhKkfJJeDStdbHD4Xh91apVtuXLl1sdR1RSSEgI9erVIyEhweooHkmKp38LDg6mf//+1K9fn5UrV7rEVDzDYbD0xaWEdgql/VXtrY4jqltkJOzaBWlpVic5rbIpdnv27KFv3760bdsWu91udSzLVVcBpRSE+EGmC027W39wPX5efnQM7Vijz1tSUsKWLVvo3r27vOa5gUmTJmGz2bIwd8UWQlQxKZ+EgMl2uz3tlVdece6fCEW5tGvXjoMHD8r0uxomxdPpKaVo3Lixy0zFi/spjtRtqQx9bijKJv+Obi8y0ryNirI2xymcPMWub9++BAQEWB3LqVRXAVXLB7JdZ7Am6w+tp3tYd7zt3jX6vNu2baN58+bydekG4uLimDlzJoZhvKe1lotIIaqBlE/C42mt8xwOx9vz5s1TGzdutDqOqCSbzUbXrl1l+l0NkuKpfMqm4nXv3p1t27axceNGCgqca1S/4TBY9tIyQjuG0vHqmh1BICzSp4851GXtWquTHKO15vDhwzLFrpyqo4DysUOxiyxI4DAcxByKoXejmp1yl5qaSk5Ojky3cxOvvfYaNputAHjf6ixCuCspn4QwfWyz2XJfffVVq3OIKhASEkL9+vVl97saIMVTxQUFBdG/f38aNGjAmjVriIuLo7i42OpYAMT9HEdKXApDJ8qoJ48RFASdOjlN+ZSens6qVas4dOgQkZGRMsWunKq6gPK2Q7GjCoLVgO2p28kpyqnR9Z5KSkqIjY2lW7du8rrnBvbt28f333+vDcP4TGudanUeT6EVaJuLHfLfvVKkfBIC0FpnGobx4U8//SSFhZto27Ythw4dkul31UiKp3OnlCI8PJwhQ4YQGBjIihUr2LVrFw6HdT/taUOz7EUZ9eSRIiPNaXcWjhbNyspi7dq1xMfH06VLF3r06IG/v79leVxRVRZQvi408mn5fnPNzoFNB9bYc8bFxcl0Ozfy5ptvYhiGA3jL6ixCuDMpn4T4x7ta66LXX3/d6hyiCpTtfrdx40YMw0WuoF2IFE9Vw2az0axZM4YMGYLWmmXLlrFv3z5LvmbLRj0NeW6IjHryNH37Qno67NlT40+dl5dHTEwMW7ZsoU2bNkRGRhIcHFzjOdxFVRVQ3jYodJGRT0v3LSU8KJxWdVrVyPOlpqaSm5sr0+3cxJEjR/jiiy+01vo7rXWi1XmEcGdSPglRSmt9WGs9+euvv9YHDx60Oo6oArVr1yY0NFR2v6tiUjxVPbvdTps2bRg4cCC5ubksW7aMQ4cO1di6ZYbDYOkLS2XUk6fq1s283by5xp6yqKiI2NhY1q1bR+PGjRkwYAB169atsed3Z1VRQBka7C7wrV1rzdK9SxnSbEiNvBbJdDv3895771FYWAjwmtVZPJJysUNUipRPQpzojZKSEv32229bnUNUkbLpd1lZWVZHcQtSPFUvHx8fOnbsSGRkJMnJyaxYsaJGSqjNUzebaz09PxSbXS4NPE7nzuai45s2VftTFRYWEhcXx8qVK6lduzZDhgyhYcOG8r2kilW2gCo2zNFPzi4hI4FDOYcY2mxojTxfXFwcLVq0kOl2buLo0aN88MEHBvCL1nqH1XmEcHcu8LIiRM3RWu/RWk//+OOPjbS0NKvjiCpQNv1u06ZNMv2ukqR4qjn+/v50796dXr16kZKSwrJly0hMTKyWr+GSghIWP7uY8D7hMurJUwUGQuvW1TryKS8vj82bN7N69Wpq1arF0KFDadKkiXwfqUaVKaCKHeaOd85u6d6lAAxpNqTanyslJYXc3FyaNm1a7c8lasYnn3xCdna2DZhkdRYhPIGUT0L826v5+fm2Dz/80OocooqUTb+TxeTPnRRP1ggICKBr165ERkaSnZ3N0qVL2b17d5UuTB71URRZiVlc8NoF8u/qybp1q5aRT1lZWcTExBAdHU1oaChDhw6ladOm2GxyCVoTzrWAKjLMHe+c3eK9iwkNCKVD/Q7V+jwlJSVs3bqV7t27y/dJN5Gfn89bb71lKKUWaq1jrM4jhCeQV34hTqK1jgVmvfvuu0ZOTo7VcUQVadu2LYcPH5bpd+dAiifr+fn50bFjRwYNGkRJSQnLli1j586dFBcXV+q8BZkFLH95Oa0vaU2L81pUUVrhkrp1g4QEqKIdQjMyMli7di2xsbE0adKEQYMG0ahRI/n+YYFzKaAKSpx/5JOhDeYnzOeiVhdV+9fV1q1badGihezA6EamTJlCamqqTWv9itVZPJYCbMq1DnkJqxQpn4Q4tUmZmZm2L774wuocooocv/udldvZuxopnpyLt7c3bdu2ZciQIXh7e7NixQq2bt1KXl7eOZ1vxWsrKMgs4PxXz6/ipMLldO1q3m7Zcs6n0Fpz+PBhVq1aRXx8PG3btmXAgAGEhobK9w6LVbSAOloAIX41EKwSog9Gk5qXyqWtL63W50lOTiY/P1+m27mRkpISXnvtNYfNZlsLLLU6jxCeQsonIU5Ba73GZrMtfeONNxylO2AIN1C7dm0iIiLYunWr1VFcghRPzstut9OiRQuGDh1KSEgIMTExREVFkZKSUu7FybMOZLH23bV0vaErYd3CqjmxcHqV2PGuqKiIXbt2sXTpUo4cOUKXLl3o27cvderUqeKQojLKW0AVOyC7COo4efk0b9c8FIqLWl1Ubc+Rn59PXFwcPXr0kNdANzJjxgz2799vNwzjZV1T28oKIaR8EuJ0DMN45dChQ/apU6daHUVUoRYtWlBQUMDBgwetjuLUpHhyDTabjcaNGzNo0CDatm1LUlLSsXWhzjYl7++n/kYbmmEvDquZsMK5NWkCAQGwc2e5H5KZmcnGjRtZtWoVNpuNgQMH0rVrV4KCgqoxqKiM8hRQR0vfc6vt5OXT3F1z6R3em9DA0Go5v9aamJgYunTpgq+vb7U8h6h5hmHwyiuvGDabLQ740+o8Hk+52CEqRconIU5voc1m2zhp0iRDpmm5D6UU3bt3Z+fOneTm5lodxylJ8eSaQkJC6NGjBwMGDMAwDFauXMnGjRvJyMj4130TVyey+bvN9H+kP3VayOgUAdhs0KbNWcunkpIS9u3bx/Lly9m5cyfh4eEMHTqUli1b4u3tXUNhRWWcrYDKKDBvnXnkU3p+OmsPrK3WKXc7duygXr161K9fv9qeQ9S8P/74g23bttkMw3hFay3bIAtRg6R8EuI0tNbaMIyXExISbL/++qvVcUQV8vHxoWvXrsTExFTL1vWuTIon1+fj40Pr1q0ZOnQojRs3ZteuXSxbtoyEhAQKCgrQhmbeA/MICg9i8NODrY4rnMlpyietNWlpaWzatInly5dTUFBAnz596Nu3Lw0aNJDvEy7oTAVUaukScvWceG3tP3f+iaENLmt7WbWcPyUlhbS0NNq1a1ct5xfW0FrzyiuvGHa7fR/wg9V5hPA0XlYHEMLJ/Wa32+Off/75VqNHj7bZ7U6+9Ysot7p16xIWFsa2bdvo1KmT1XGcghRP7kUpRWhoKKGhoRQWFnLgwAHWr19P7qFc8gPzGf76cHxq+VgdUziTtm1h5kwoLgZvb7Kzs0lMTCQ5OZmQkBAiIiLke4MbKSug1q1bR8+ePalduzYAB0o3hQ134tmTv27/lYjgCHqH967ycxcWFhIbG0u/fv3ka93NLFy4kLVr19qA17TWJVbnEcLTyMgnIc5Aa+1wOBzPxsXF2aZNm2Z1HFHFWrduTXZ2NsnJyVZHsZwUT+7N19eXli1b0rtLb7a/sJ3QPqFkNs4kOjqa5ORkGQEoTG3bkh8UxK7oaJYtW0ZcXBy1a9dmyJAh9OjRQ3atc0OnGgF1INv8nLOWTzlFOczbNY9R7UdhU1X7o0zZOk+dOnXC39+Jh36JCjMMg8cff9yw2+37ga+sziNK2VzsEJUif4VCnN1PNptt4zPPPGPIznfuRSlFjx49iIuLIz8/3+o4lpHiyXMsfXEpmXGZDB079Ng6PUeOHGHp0qVs3ryZtLQ0KaI8UGFhIfv27WNVaCjRjzyCPSWFfv36ERkZSePGjZFRv+7t5ALqQDaEBoCfk86PmBs/l4KSAv7T4T9Vfu74+Hhq165NgwYNqvzcwlo//vgjmzZtsjkcjme01nJBL4QFpHwS4izMpZ+MxxMTE22ffvqp1XFEFfP19aVLly4eu/6TFE+eI3lzMmvfW0uP23oQ3iscpRR16tShS5cuDB06lIYNG5KYmMjSpUuJjo7m4MGDZ90xT7gmrTXZ2dnEx8ezYsUKoqKiKCwspFvnzgz6739psXcvPj4yJdOTHF9A5WQdpbGTjnoCc8pdaEAog5oOqtLzpqenc+TIEdq3b1+l5xXWKyoq4umnnzZsNlssIFMZhLCIk76nIYRz0VovtNlsi1588cVht956qy04ONjqSOIk2tAkLEggfk48+en5+Nf1p82INrS6qBXKduZCpX79+qSlpbFjxw46dOhQQ4mtJ8WT5zAcBrPvmI1/XX8ufO3Cf33eZrPRsGFDGjZsiNaazMxMDh8+THx8PD4+PjRs2JCwsDACAgIsSC+qgmEYpKenc/jwYVJTUwkICCAsLIw+ffr8s4281uDrC4mJ1oYVligroOLnryMkuCdQ2+pI/5JfnM8fO/9gbKex2G1VNyKvqKiITZs2ERkZic0m7827my+//JI9e/bYgCdkhzshrCPlkxDlpLV+Mj09Pertt9/m+eeftzqOOE7059Esfm4xxbnFFOUUHfv4xikb8Q70ZvhLw+l5R88znqNt27asXr2alJQUQkNDqzuy5aR48izrPl7HgagDjP5+NP51z7yOSdmIqDp16tChQwfy8vI4fPgwGzdupLi4mAYNGhAaGkqdOnVkOpaTy8/PJzU1lSNHjpCVlXVso4UOHTqc+t9OKYiIgKSkmg8rnINPLT473Icnm6/j6NF/FiF3FrN3zianKIdrO19bZefUWrNhwwbat28vBbsbys3N5fnnnzdsNttKwzDmWp1H/EMp83AlrpbX2Uj5JEQ5aa3XKaV+fuONN0bfc889NlkPwDnMmzCPmC9iKM779/SgopwiinKKmDdhHilxKVz8zsWnPY9Sip49e7J69Wr69++Pn59fdca2lBRPnuVo4lEWPb2IVhe3ovN1nSv8+ICAAFq2bEnLli0pLi4mJSWFgwcPsnXrVry8vKhXrx7169eXMsoJlJVNqampHD16FF9fX+rXr0+rVq2oXbt2+f6vR0TIyCcPFp8OqSW1qNWiDzExJ+6C5wy+2/wd4UHhnNf8vCo75+7duwkICKBRo0ZVdk7hPN59911SUlLKRj1pq/MI4cmkfBKiYp7Jz88f/b///Y/333/f6iweL/rz6NMWT8crzism+vNoQjuGnnEElJ+fH506dSImJob+/fu7ZSkjxZNn0Voz9765GA6Dyz65rNL/3t7e3oSHhxMeHg6YC1WnpaVx8OBBYmNj8fb2ljKqBh1fNmVmZuLn50f9+vVp1qwZISEh5zZ9qEkTWLGi6sMKl7Azzbxt36gWoU37sG6d8xRQKbkpzNs1j4f6PVRlU+4yMjI4cOAAAwcOrJLzCeeSlpbGq6++agCztdarrc4jhKeT8kmICtBa71RKffnJJ5/cMWHCBNWyZUurI3ksbWhzqt1ZiqcyxXnFLHpuET1u63HGNaAaNGhAeno6cXFxdOrUqariOgUpnjzP1h+2smPWDi54/QLqtKhT5ef39fU9bRm1detWAIKDgwkJCaF27drUrl1bCqlzoLWmoKCAzMxMjh49SmZmJvn5+fj5+VGvXj2aNWtGt27dqmatmogIOHAADANk7RuPsyMNfO3QtDbYbeYaUM5SQP2w9QdKjBJu7HpjlZyvoKCAjRs30rdvX/m+5KZeeeUVcnJyAJ62Oos4DbkU9ShSPglRcS8YhjHuueee8506darVWTxWwoKEchdPZYpzi0lYmEDri1uf8X7t2rVj3bp1JCYm0qRJk8rEdBpSPHme7IPZ/HnPnzSObEz/h/rXyHOeXEY5HA6ysrLIzMxk//79HD16FDALqdq1axMSEkJwcDBeXnI5UkZrTX5+/rGS6ejRo8eKprISr2nTpvj7+1fP/+PwcCguhrQ08ID178SJtiRDx1Cwl/aOZYuQO0MB9d3m7+jasCtdG3at9LkcDgfr16+nc+fOBAYGVkE64Wz279/PBx98oIFvtNZxVucRojKUUpOB8aW/baO13nWa+40D7gU6Ag5gA/Cm1vqPGgl6FnK1J0QFaa0PKqXemTZt2pOPPfYY3bp1szqSR4qfE09RdtHZ73icouwi4v+MP2v5VLb+08qVK6lVqxZ16lT9iJGaJMWT59FaM+u2WZQUlDDq21HYvKwZwWK3248tXl6mrJA6evQo+/fvJzs7G4fDgbe3N4GBgdSqVYtatWoRGBhIYGCg2+48VVRURE5ODjk5OeTm5pKTk0NeXh5aa/z8/I6Vc82bN8fPz6/m/t/Wq2fepqdL+eRhSgzYcgTGnrQ0nDMUUDtSdxB1IIo3Lnyj0ufSWrN582bCw8M9YoMRTzVx4kRKSkqKgYlWZxGiMpRSV2AWTzlArTPc703gESAJ+ALwAcYCs5VS92utP6yBuGck5ZMQ5+Y1pdTdTz75ZPDcuXPlJ3kL5KfnV+vjvLy86N27N1FRUfTr1w9//zPvEOaspHjyTNGfR7Nr3i4u/fBS6rWtZ3WcE5yqkAKzjCkrYTIyMkhKSiI3NxetNb6+vgQEBODn54evry9+fn7HDl9fX6f7ui4pKaGgoIDCwkIKCgpOOPLy8o6VbWVFW506dWjSpAkBAQHWl21165q3aWnW5hA1bkca5JdA94b//pzVBdQXMV/gZfOqkil3u3fvRilFixYtqiCZcEZbt27l22+/RWv9gdZadlAQLkspFYpZJP0AhAFDT3O/AZjFUwLQR2udUfrxN4Bo4E2l1B9a6701kft0pHwS4hxorTOVUi/Pmzfv9aVLlzJ06Cm/D4hqdLbt4qvicYGBgXTp0oX169czYMAAl1sTQoonz5S+K50FDy+g5YUt6XN3H6vjlJuPjw8+Pj7/KqXK1jvKz88/VuhkZGQcK3OKiorQWqOUwtfXF29vb7y8vE552O32Y78uK3mUUsf+bzgcDrKzs489L5hFUklJCQ6H49ivT3UUFRVRXGxOBbbb7SeUY35+fgQFBeHn50dAQIBzTzM8fuST8CibDpu3PcJO/XmrCqiCkgK+3vg1I9uNJKzWacKV05EjRzh8+LDbbioiTE8//TSYo0QmWRxFnIVyz8HNVenz0tt7gV/OcL+7Sm9fLiueALTWe5VSHwHPArdi8UhAJ776EcLpfWi32x964oknGq5evdomFzE1q82INmycspGinPJPvfOp5UOby9pU6Hnq169PREQEGzdupGfPni5zsSrFk2dyFDv47abfsHnbGPnVyDMuru8qlFL4+/ufdfShYRgUFhZSXFx8yrIoLy/vhN9rrY8VTGW/LiwsZMeOHScUUscXVmVHWYF0/Od8fX3x8vJy/f9rMvLJY8Uchjp+5mLjp2NFAfXrtl9Jy0/j/3r9X6XOk5OTQ1xcHP3797d+hKGoNqtWrWLWrFkAk7TW8o1MuCyl1C3AVcAorXXaWa4vhpfezjvF5+Zilk/DkfJJCNektc5XSj23du3aL37//XeuuuoqqyN5lFYXtcI70LtC5ZN3oDetLmxV4edq0aIFWVlZJCQk0Lr1mdeLcgZSPHmuv5/+m6Q1SVz9w9UERwRbHadG2Wy2cpVUZ7JkyRJ69+5dhalckIx88khaw+pE6NsYzvaSUdMF1GfRn9GyTkvOb3n+OZ+juLiY6OhoevToga+vbxWmE85Ea80TTzyh7XZ7qsPheM/qPEKcK6VUM+A9YKrWeuZZ7hsINAZytNaHTnGX+NLbtlUa8hxI7S9E5Xxtt9t3Pvnkk0ZJSYnVWTyKsinOe/E8vAO8y/2Y4MbBFOVWbJHyMl26dCE5OZnk5ORzenxNkeLJc+38Yyer31xN73t60+maTlbHEa4qONhsHzIyzn5f4TYSsyApGwaWc4PXsgIqJibm2C6W1WF76naW7VvGnT3vxHaO83O01kRHR9OmTRtLd+sT1W/OnDmsWLFCORyOiVrrXKvzCLfVSCm1/rjjzqo8uVLKBnyDOXX0gXI8pOwb2+m+GZd9PKRyySpPyichKkFrXeJwOJ7asWOH7dtvv7U6jsfpdWcvet7R86wFlHeAN00GNeHwpsN80ecLjmw9UuHnstls9O7dm23bth1bE8bZSPHkuY4mHmXmuJmEdQ/j4rcutjqOcGU2G/j5QUGB1UlEDVpZuiTzgHKWT1AzBdSn6z/F2+bNrT1uPedzxMXFERISQnh4eBUmE87G4XDwxBNPGHa7fTfwpdV5RDmof9ZddJUD89L6kNa693HH5//6oym1VymlK3BMPe7hD2EuLH7H8es3VQFdhec6J1I+CVF5v9lstqhnn33WkZ9/bjuwiXN3ybuXcMm7lxAYFohPkM8Jn/Op5UNgWCCXvHsJ45eP5+a/b6Ygs4Av+37J5u83V/i5fH196dmzJ9HR0RQVndsIquoixZPnchQ5+GXsLziKHVz949V4+cmMelFJUj55nFWJ0CAQWtc5+32PV50F1NGCo3y14SvGdBpDg8AG53SOxMREcnNzadeuXZVmE85n2rRpbN261eZwOJ7WWhdbnUd4vARgRwWOgwBKqTbAy8AUrfWccj5X2Tff0w3tPNvIqBojV6hCVJLWWiulnjh48ODi999/nyeeeMLqSB6n5x096XFbDxIWJhD/Zzz56fn41/WnzWVtaHVhq2OLLjcf2pz/2/B//Hztz/x242/sW7qPS969pGJT94KDadeuHdHR0URGRjrFoqVSPHm2uQ/MJXFVIlf/cDX12tSzOo5wB1I+eRSHYY58Gtz07Os9nUp1rQE1ecNksouyebjfw+f0+IyMDPbs2cOAAQPkddHN5efn88wzzxg2m22zYRg/WZ1HCK31uS5S1wnwBW5VSp1uyGd86fe0UVrrmVrrXKXUAaCxUqrRKdZ9Ktttaec5ZqoyUj4JUQW01ktsNtvsF1544bIbb7zR1rhxY6sjeRxlU7S+uDWtLz7zguBBjYIYt2gci55dxMrXVrJ/xX7+M/0/hHUr//bNjRo1Iisri7i4ODp37lzZ6JUixZNnW/fJOqI/i2bQU4NknSdRdaR88igbDkNaPlzQ8tzPUdUFVIlRwvtr32dIsyH0Cu9V4cfn5+ezceNGIiMj8fKSH3fc3WuvvUZiYqINeFhrbVidR5TfOS7l5s72ApNP87nLgDDgJyCr9L5lFgE3AZcAU0563KXH3cdS8s8tRBXRWk8oKCgoefTRR62OIs7C5mXjgkkXcNPCm45Nw1v7/tpj266XR9u2bSkoKGD37t3VmPTMpHjybHuX7mXeA/Noc1kbznvpPKvjCHci5ZNHWbgbvGwwtFnlzlOVU/Bmbp/JvqP7eKjfQxV+bHFxMevWraNr164EBARUKodwfrt372bSpEkamKG1Xmx1HiEqQ2u9UWt9+6kOzOl5AE+XfmzjcQ/9tPT2GaXUsQnUSqnmwL1AIf8upWqclE9CVBGt9W6t9SszZsxg8WJ57XMFLc9vyd2b76bVxa2Y9+A8pl8xndyU8m2OopSiR48eHD58mAMHDlRz0n+T4smzZe7N5Kerf6Ju67qM/n40Nru8nIsqZLeD7ODqMRbuhn6NIdi38ueqqgLq7dVv06pOK65oe0WFHudwOFi3bh2tW7emXj2ZhuwJHnjgAV1SUpIPyLu/wmNprVcBbwOtgM1KqXeUUh8B64G6wKNa670WRgSkfBKiqr1ut9v33X333UZxsax16AoC6gcw9vexXPrBpez+azefdv2U+Lnx5Xqs3W6nT58+JCQkkJKSUs1J/yHFk2fLT8/n+xHfY5QYjP19LH61/ayOJNyNw2EWUMLt7c6AhAy4sFXVnbOyBdSqxFWsTlrNg5EPYreV/+tQa01MTAyNGjWSne08xOzZs/nzzz+VYRgTtdY1/06gEE5Ea/0IcAtwGLgTuBnYClyhtf7QwmjHSPkkRBXSWuc7HI77duzYYXvvvfesjiPKSSlF3/v6ckfUHQTUD2DaiGnMun0WhVmFZ32st7c3ffv2ZevWrWRmZlZ7VimePFtxfjHTr5xORkIG1868lnpt5Z19UQ2kfPIY8xPM2wtaVO15K1NAvbz8ZeoH1Gd8j/HlfozWmi1bthAUFESLFlX8hxFOKT8/n/vvv99ht9u3A3LR7YIUYFOudVh51a21Hqa1VlrrXWe4zzda6z5a60CtdZDWeqjW+o+azHkmUj4JUcW01n8opf6YOHGiYcV0LHHuGnZtyB3r72DgkwPZOGUjn3T5hN1/n31NJz8/P/r06cOGDRvIzS3ftL1zIcWTZzMcBr/d+BuJqxIZ9d0omg9tbnUk4a6kfPIYv++AHmEQEVz15z6XAmrDoQ3MiZ/DQ/0eItAnsNzPtXPnTrTWtGvX7lzjChfz+uuvs2/fPrvD4bhHay3TDYRwAVI+CVENtNYP5ufny+LjLsjL14sLJl3A+JXj8fLz4rsLvmPOfXMoyi064+MCAwPp0aMH69ato6AaFuqV4smzaa2Z+8Bctv26jYvfuVh2thPVS8onj7AjFbalwlXtq+85KlpAvbz8ZWr71ubePveW+zn27t3L0aNH5bXRg+zevZtXXnlFFhkXwsVI+SRENShdfHySLD7uuiL6RfB/G/6PyAmRrPt4HZ92/fSso6BCQkLo1KkTUVFRVOWaX1I8eTatNQsfX8j6j9cz4LEB9Huwn9WRhLsrKgIfH6tTiGr2+w6wK7isdfU+T3kLqLiUOH7d9iv39b2P2n61y3XuQ4cOceDAAXr16iWvjR5kwoQJyCLjbkCBcrHD0nl3bkDKJyGqz2t2u33fPffcI4uPuyjvAG8ueecSxi0eh7IpvrvgO2aOm0leat5pHxMaGkqrVq1Yt24dDoej0hmkePJsWmsW/XcRq99cTZ97+3DBaxdYHUl4gqwsCK6GeVjCaWhtlk+DmkJo+We3nbPyFFCTVkzC39ufCf0mlOucqamp7Ny5k759+2KXkXoe448//mD27NnIIuNCuB4pn4SoJqWLj9+/fft22/vvv291HFEJzYc2567NdzHo6UFsmbaFD9t/yKbvNqG1PuX9GzduTFhYGDExMae9T3lI8SSWvbSMFa+soOcdPbn0/Uvla0BUP4cDcnKkfHJzUQchKRtG1uASSWcqoHak7mDalmnc1esu6gfUP+u5srKyiI2NpW/fvnh7e1dXZOFk8vPzue+++wy73b4DWWRcCJcj5ZMQ1UhrPVsp9edzzz1nHDx40Oo4ohK8/b05/+Xz+b8N/0e9NvWYefNMpl40lfSE9FPev2XLltSqVYstW7acUwElxZNn01qz9MWlLJm4hG7junH5p5ejbPI1IGpATo55K+WTW5u2BYJ84NJqnnJ3stMVUM8teQ5/L3+eGPTEWc+Rl5dHdHQ0vXv3xt/fvzrjCidTusi4TRYZF8I1SfkkRDWTxcfdS4PODRi/cjwjPhpB0tokPun8CYsnLqY479/XQO3bt8cwDOLj4yv0HFI8eTZtaOY/PP9Y8XTl5CuleBI1JyvLvJXyyW1l5MPcXTCqPQRYMGjo5AIq5lAMP279kYf7P0yDwAZnfGxhYSFRUVF0796dWrVq1VBi4Qx2797NpEmTDOAHrfUiq/OIqmH1Gk4VXvNJVIqUT0JUM611gtb61enTp8vi425C2RR97unDvdvupf2o9ix7cRkfdfiIuJ/jThjlpJSia9euZGRksG/fvnKdW4onz2aUGMy6fRZr311L5IORjPxqJDa7vFSLGlQ2GkXKJ7f163YodMD1na3LcHwB9faSt6njV4dH+j9yxseUlJQQFRVFx44dqVOnTg0lFc5iwoQJFBcXFyKLjAvhsuSKVoia8ardbt8vi4+7l+DGwfxn2n+4Zekt+IX48dOYn/jugu84Envk2H1sNhu9e/fmwIEDJCYmnvF8Ujx5tuK8Yn6+9mc2TtnI0OeHcvE7F8uIJ1HzDh0yb8PCrM0hqoXW8P0W6BEGHUKtzVKrVi1UY0Vv1ZuJ/SaecYe7kpIS1q5dS4sWLWjQ4Myjo4T7OWmR8SSr8wghzo2UT0LUAFl83L01G9KMO6PvZMTHIzi88TCfdv+UuQ/MPbYrnt1up2/fvuzfv5+kpFNfM0nx5NlyDufw9bCv2fbbNi557xKGTRwmXwPCGmXrEzZubG0OUS3WHoCEDLihi9VJzNe9Z1c+y5QjU+js6HzaXfDKiqemTZsSERFRwymF1QoKCrj//vsNu92+E1lkXAiXJuWTEDVHFh93YzYvG33u7sN9O++j1529WPfROt5v9T7LX1lOcV4xXl5eREZGsm/fPg4cOHFnYCmePFvylmS+jPySlK0pjJ05lsgHIq2OJDxZ2fen8HBrc4hq8eUGqOsPl7exOgnM3jmbFftXcFf/u4jsG3nKXfAcDgdRUVE0adKEJk2aWJRUWOn1119n7969ZYuMF1mdR1QdBdhsrnXIFXrlSPkkRA3Rpgfz8/NLHnvsMavjiGoSUC+Ayz6+jLtj76b5ec1Z9MwiPmjzARu+2oBN2ejbty979uyhrICU4smz7Zi9g68GfoVRYnDr8ltpd2UN7nsuxKkcPAh16oDsIuZ2dmfAX7vhpi7gb8FC48crchTx6IJHaV+/Pbf3vP2Uu+CVFU+NGzemadOm1gYWltizZw+vvPKKAfyotf7b6jxCiMqR8kmIGlS2+Pi0adNYuHCh1XFENQrtEMrYmWO5dfmt1G5am1m3zeLTbp+ye+5u+vbtS0JCAgcPHpTiyUMZJQZ/PfUXM66cQb229bg96nYa9WxkdSwhIClJRj25qckbwMcON3W1Ogl8vO5j4tPjefPCN/G2m03Y8QVURkYG69ato1GjRjRr1szitMIKWmvuvfdeXbrI+JlXoxdCuAQpn4Soea/a7fb48ePHO7LKtrQWbqvpoKaMXzWeMT+PwVHkYMbIGXwz8BvqZdZjy5YtZGdnS/HkYXKSc/juou9Y+epKet7Zk/ErxhPcWHYWE04iPh5at7Y6hahi6fnwUxxc1R5CA63NkpaXxgtLX+DClhcyos2IEz5Xq1YtevXqxapVqwgODqZ58+bWhBSW++abb5g7d64yDONJWWTcTSmwudgh8+4qR8onIWpY6eLjNyclJalHH5XdYj2BUoqO/+nIPVvv4crJV5KXlsfKX1eSvjqd7CPZHCrbXUq4vYQFCXzW4zOSVicx8uuRXPHZFXj5eVkdSwiTwwG7dkHbtlYnEVXsu81Q6IDbe1idBF5Y+gJZhVm8ffHb/3rjxeFwEBcXR6tWrUhOTj7tIuTCvR04cIAHHnjAsNlsy4EPrc4jhKgaUj4JYQGt9RrgrS+++IIFCxZYHUfUELu3ne63dmf4zOG0vLglR745wtrr17Lyl5Wsn70ebWirI4pqUpxXzJz75zD14qn4hfhx25rb6D6uu9WxhDjRvn1QVATtZO0xd5JdaE65u6AFtK1nbZbtqdv5eN3H3NHzDjo36HzC58rWeAoLC6N9+/b/WgNKeAatNbfffrvOzc0tMgzjVq21YXUmIUTVkPJJCOs8Z7fbd44fP94hF1aeoWxxcUMbDL92OPftuI/L3ruMgx8eZMfmHXx9w9ds/GYjjiKH1VFFFTq4/iCf9/qcdR+uI/LBSO6MvpOwbmFWxxLi33buNG9l5JNb+XoTHC2ECRZvpKm1ZsK8CQT6BPLieS+e8LmSkhLWrl1LeHj4sal2p1qEXLi/r7/+mnnz5inDMB7XWidYnUcIUXWkfBLCIlrrAofDcfOBAwdk+p0HONWudnYfOz1v78l9sffRqVknAvsGsvSrpbzf6n1Wv72awuxCq2OLSijMLmTeQ/P4MvJLCrMLuWnhTVzy7iV4W73NlBCnExtr3rZvb20OUWVyiuDLDTC8OXRpaG2Wn+N+Zn7CfF467yUaBDY49vGSkhKioqKIiIj41+LiUkB5lqSkJB544AFDKbUM+MjqPKJ6KRTK5mKHLPpUKVI+CWEhrfVa4M0vv/yS+fPnWx1HVJNTFU/Hs3vb6X5jd0bdN4pOj3Si4RUNWfDIAt5t+i4Ln1hI5t5Ma4KLc7b99+183PFj1r67lp539uSe2HtoeUFLq2MJcWbR0dCkCYSGWp1EVJFvNkFmgfWjnrILs5kwfwI9wnpwT597jn28bMRTkyZNaNq06SkfKwWUZyibbpeXl1ektZbpdkK4ISmfhLDeRLvdvkOm37mnsxVPx/P29mbYiGG0uKkFVyy6gpYXtGT1W6t5r+V7zBg5g4QFCbIulJNL3Z7K9Cum88NVP+BXx4/xq8Zz+SeX4xfiZ3U0Ic4uOhp69bI6hagi2YXwRQwMawZWz/R9fsnzHMo+xCeXfYKXzdxkobCwkNWrV9OsWTOaNGlyxsdLAeX+vvrqK+bPn68Mw3hMa73b6jxCiKon5ZMQFiubfnfw4EH1yCOPWB1HVKGKFE9lvLy8iIyMRAdrOr3QiQf3PMjgZwaTtCaJqRdP5aMOH7H2/bXkZ+TXwJ9AlFduSi5/3vsnH3f+mL1L93LB6xdwZ/SdNOl/5h+ohHAaR49CfLyUT27ksxjIKIBH+lubY3PyZt5b+x539rqTyAhzCFZeXh6rV6+mXbt2RERElOs8UkC5r8TERCZMmGDYbLalwMdW5xE1x6Zc6xCVI+WTEE5Aax0FvDF58mTmzZtndRxRBc6leCpjs9no2bMnDoeD3am7GfbCMCbsn8CoqaPwr+vPvAfn8Vajt/jlul9IWJCA4ZCR6VYpOFrA0pfMdbqiP4um9129eWDXAwx8bCB2b7vV8YQovw0bzFspn9xCco456unKttDVwrWeDG1w9593U9e/Lq+c/woAR48eZe3atXTr1o0GDRqc5QwnkgLK/Rw33a7QMIzxMt1OCPflZXUAIcQxz9vt9pG33XZbm7i4OHvt2rWtziPOUWWKpzJKKTp37syuXbtYt24dvXr1ousNXel6Q1cObTjExikb2Tx1M7EzYgluEky3cd3ofkt36raqWw1/InGy/Ix81ry7hrXvraXwaCHtRrbjglcvoH77+lZHE+LcrFxp3vbpY20OUSXeWQsOAx4bYG2Oz9Z/xqrEVXw98mvq+tclNTWV2NhY+vTpQ61atc7pnGUF1Lp16+jZsydyveTaJk+ezIIFCxQg0+2EcHNKa1k/RAhnoZTqC6weP368bfLkyVbHEeegKoqnk+3fv5/9+/fTt29ffHx8jn28pLCEHbN2sPGrjeyavws0RPSLoNO1neg4piPBjYMr/dziREf3HyXqoyjWf7KeouwiOozuwOD/DqZRj0ZWRxNVYMmSJQwbNszqGNa44AJISYFNm6xOIippZxpc/D3c0g0mDrUux77MfXT+pDP9I/oz/8b5HDp0iPj4ePr27Yu/v3+lz5+TkyMFlIvbv38/HTt2NPLz85cbhjFcRj15DqXUEv92/YY2feoHq6NUyP5J15K/Y81SrfUwq7O4Ihn5JIQT0VpHKaVe++qrr566+uqrufTSS62OJCqgOoongKZNm+Lj48Pq1atPuGj38vWi05hOdBrTiaykLDZP3czWH7Yy/6H5zH94Ps0GN6PTtZ3o8J8O1Gp4bu8wC/Pfdf+K/ax9by3bf9sOQMerOzL4mcE0tHI+ixBVpbDQHPn0f/9ndRJRBV5bCYHecH9f6zJorfm/P/4PrTWfX/E5+/bt48CBAwwYMABvb+8qeQ4ZAeXatNbcdtttOj8/v9AwDNndzhMpqKJL5ZrjanmdjJRPQjifF+x2+1W33XZb27i4OHtISIjVeUQ5VFfxVCYsLAwfHx/Wrl1Lr169CAoKOuHzwRHBDHpyEIOeHETazjRif4hl64ytzLl3DnPum0NEvwjaXtGWdle0I7RTaJXnc0c5yTls+X4LG6ds5EjsEfzq+NH/0f70vbcvtZvKDznCjURFQUEBeOqoLzeyZC/8tQeeHAh1Kz+46Jx9s+kb5ifM58NLPqQwuZCjR4/Sr18/7PaqXQtPCijX9eWXX/LXX38p4FGt9R6r8wghqp9MuxPCCSmleiul1t5yyy22r776yuo44iyqu3g6XlZWFjExMXTt2pW6dc++vtOR2CPE/RLHztk7ORR9CICQ5iG0vaItbUa0oengpvgE+pzlLJ6jKKeI+LnxbP5uM/Fz4tEOTePIxvS4rQddb+iKd0DVvGMvnJPHTrubOBFeeglSU6Ec31eEcyosMafbKWDeDeBr0VvMB7MP0unjTnRt0JX3e74PUO2vjTIFz7UcN91umWEY58uoJ8+jlFri377f0GYuNu1u36Rryd8u0+7OlYx8EsIJaa3XK6VenTJlytNXX301I0aMsDqSOI2aLJ4AgoODiYyMJCoqinbt2hEWFnbG+zfo3IAGnRswbOIwsg9ms/OPneycvZOYL2KI+iAKm7eNiH4RtDi/BS2GtyAiMgK7j2ft0pafns+O2TvY/ut2EhYkUFJQQlB4EAMeHUC3cd0I7RBqdUQhqtfs2TBggBRPLu7LDbAnE769yrriSWvNPX/eQ4mjhIltJuLr60u7du2q/bVRRkC5jpOm28nudkJ4ECmfhHBeL5ZOv2sXFxdnr1OnjtV5xElqungq4+/vT//+/YmKiqKoqIimTZuW63FB4UH0urMXve7sRXFeMftX7Gf337vZ8/celr6wlKXPL8U70JuIyAgi+pcekREE1A+o5j9RzXIUOUham8Tuv3aze+FuDkQdQDs0wRHB9LyzJx1Gd6DpoKbY7DarowpR/RITYcMGeO01q5OISjiYDR9EwcWtYGgz63J8vfFrFsYv5MteX9KicQtatGhRY88tBZRr+OKLL8qm2z0i0+08mwJsLrYKhIvFdTpSPgnhpLTWhUqpm5OTk6MefPBBvv32W6sjieNYVTyV8fHxoV+/fkRHR1NQUECbNm0qlME7wJtWF7Wi1UWtAHP0z94le9mzaA+JqxJZ8eoKtMOcll23TV0iIiNo2K2heXRt6FILmOel5pG0NomkNUkcWHuAxFWJFOcWo2yK8D7hDHpyEO1GtiO8d7ishSU8z+zZ5u3IkdbmEJXyv+VgaHh2iHUZdmfsZuJfE3mz45sM7jqYiIiIGs8gBZRz27NnDw8//LChlFqqtf7M6jxCiJol5ZMQTkxrHa2Ueum7776beMEFF3DzzTdbHUlgffFUxsvLiz59+hAbG0tMTAzdu3c/58Vc/ev602F0BzqM7gBAUW4RB9cfJGlNEkmrk9izaA+bp24+dv/ABoE07NqQ+h3rU7d1Xeq2qkvd1nUJaR5i2bS94rxi0namcWTrEVK2ppCyNYXkLclk7skEQNkVDbs0pNu4brS8oCUtzmuBX4ifJVmFcBozZ0LbttCundVJxDn6ezf8GQ8P94MmwdZkcBgOnpj9BI82fZQhvYZYUjyVkQLKORUVFXHNNdcY+fn5uVprmW4nhAeS8kkI5/eSzWY776677hoUGRlpayc/IFjKWYqnMjabja5du7J3715WrVpF79698fev/BZHPoE+NB/anOZDmx/7WF5qHslbkkneXHpsSmbjVxspyik6dh9lUwRHBBPUOIigRkHUalSLoHDz1r+OP761ffEN9sWvth++wb54B3ij7Aqblw2b3YayKbTWGMUGJYUllBSU4Ch0UJRTRF5aHvlp+eSl5pGXlkfOoRyO7jvK0f1HydyXSV5K3j9/L1426rWtR3jvcHrf3ZuIyAga9Woki6sLcbzDh+Hvv+HJJ61OIs5RdiE8sxja1oO7e1uX47NFn9HHqw/1WtejU/NO1gUpJQWU83n66adZv369DbhVa73X6jzCOdhkhQOPIuWTEE5Oa+1QSl1fVFS0+eqrrw6JioqyVUW5ICrO2Yqn4zVv3pygoCDWrFlD9+7dqY41wgLqB9DivBa0OO+fNTy01uQeySUjIYP0Xemk70onY3cGOYdySNmWwp5FeyjILCj/k5T9lZZjI1Yvfy9CmoVQu1ltwnqEUbtZbeq1qUdop1DqtanncQunC1Fh06eDYcBNN1mdRJyjV1fC4Rz45DKw4lue1prFUYvZf2A/+wP381jPx2o+xGlIAeU8/vzzT9566y2Aj7TWv1idRwhhDSmfhHABWusDSqmbYmNj/3zkkUf4+OOPrY7kcZy5eCpTr149IiMjWb9+PS1atKBJkybV/pxKKWo1rEWthrVoMuDUz1ecX0zO4RwKMgsoPFpIYVYhBUcLKMwqpDivGO3QGA4Do8RAOzRaa7z8vE44vAO8CagXgH9df/zr+RNQLwCfIB+n/HcQwmVMnQq9e0P79lYnEecg6gBM3QK3dYceZ974tFoUFxezdt1aft31K7+n/c6mazY53fdkKaCsl5SUxE033WTY7fZYh8PxqNV5hBDWkfJJCBehtZ6jlHrjk08+eey8885jzJgxVkfyGK5QPJUJCAhgwIABxMTEkJWVRceOHS3P6+3vTZ0WslujEE4lLg5iYuDdd61OIs5BQQk88RdEBMOjA2r++XNycli/fj0LMhfw8Z6P+evmv6jrX7fmg5SDFFDWKSkp4brrrtNHjx4tNAxjjNa6AkOhhRDuRmZZCuFanrHZbFHjx483du/ebXUWj+BKxVOZsoXI7XY7a9eupbi42OpIQghn88UX4O0NY8danUScg9dWwu5MeHU4BHjX7HMfOXKE9evXkxiQyKRNk3hu6HMMbzG8ZkNUUFkBFRMTw9GjR62O4zFeeOEFVqxYoQzDuENrvdPqPMK5KAU2Fztc4McApyblkxAuRGtdbBjGtXl5eTljxowxioqKzv4gcc5csXgqo5Siffv2NG3alJUrV5KTk2N1JCGEs8jNhSlT4OqroWFDq9OIClqxH77aCLd0g8HNau55tdYkJCQQHx9P3bZ1ueuvuziv+Xk8O+TZmgtRCVJA1ay//vqLl19+GeArrfX3VucRQlhPyichXIzWeq9hGLfGxMTYnnrqKavjuC1XLp6OFx4eTo8ePVi/fj1HjhyxOo4Qwhl8/z0cPQr33Wd1ElFBmQXwyEJoVQeeHFhzz+twONiwYQPZ2dl0692N62deTy2fWnw/+nvsNtfZ3EEKqJpx+PBhrr/+eofNZtsOPGB1HiGEc5DySQgXpLX+Ffjw7bffZvbs2VbHcTvuUjyVqV27Nv379yc+Pp6EhAS0LsdWckII96Q1fPghdO8O/ftbnUZU0LOLITUP3rsY/Gtoul1BQQGrV6+mTp06dOvWjQfnPUhcShxTR02lUVCjmglRhaSAql4Oh4MbbrhBp6WllTgcjqu11rlWZxLOy2ZzrUNUjvwVCuG6HrPZbJtuvvlmIzEx0eosbsPdiqcyvr6+9O/fn+zsbDZs2EBJSYnVkYQQVvjrL9iyxRz15Cbf3zzFzO0waydMiIQuNTRbMiMjg9WrV9OuXTtatGjBN5u+4auNX/H04Ke5sNWFNROiGkgBVX1effVVFi1apAzDuE9rvdXqPEII5yHlkxAuSmtdYBjGmKysrIKxY8caUiZUnrsWT2VsNhvdunWjbt26rFy5kqysLKsjCSFq2iuvQOPGcOONVicRFbAnA55ZDL0awd29q//5tNbs2rWL2NhY+vbtS2hoKOsPrueuP+5ieIvhPD/s+eoPUc2kgKp6y5cv57nnngOYDky2OI4QwslI+SSEC9NaxxuGcceqVatszz//vNVxXJq7F09llFI0b96cHj16EBMTw/79+2UanhCeYtUqWLIEHn0UfH2tTiPKqaAE7pkLXjb44BLztjoVFRURFRVFQUEBAwcOJDAwkCO5Rxj9w2jCaoXxw9U/4GXzqt4QNUQKqKqTmprKtdde61BK7Qbu0nJxIYQ4iZRPQrg4rfU0YPIrr7zCwoULrY7jkjyleDpecHAwgwYNIjU1lZiYGJmGJ4QnePllqF8f7rjD6iSiAl5aBnEp8PZF0Di4ep8rLS2NlStX0qxZMzp37ozNZqPYUcw1P11DSl4Kv177K/UD6ldviBomBVTlaa0ZN26cPnz4sOFwOMZorWVotTgrhTn726UOq//SXJyUT0K4hweUUtuvv/56x+HDh63O4lI8sXgq4+XlRc+ePQkNDWXFihVy0S2EO1u5EubMgYcfhsBAq9OIcvp9B0zdAnf1gvNbVN/zaK3ZsWMH27Zto1+/foSFhR373OMLH2fpvqV8fvnn9GzUs/pCWEgKqMp55513mDNnjtJaP6y1jrE6jxDCOUn5JIQb0FrnGYZxdXp6esn111+vHQ6H1ZFcgicXT8dr2rQpvXr1YuPGjezZs0em4QnhbrSGxx+HRo3gAdn13FXszoCn/jbXeXq0GjcmLNvNzjAMBgwYgL+//7HPTd08lXfXvsuDkQ9yU7ebqi+EE5AC6txERUXx+OOPa+A34COr8wghnJeUT0K4Ca31VsMw7l28eLGaNGmS1XGcnhRPJwoKCmLQoEFkZWWxfv16iouLrY4khKgqv/9urvf0wgsy6slF5BTBHX+Ajx0+vBS87dXzPEeOHGH16tW0bt2aDh06YDtuL/G1SWu5Y/YdDG02lDcufKN6AjgZKaAqJjMzkzFjxjiAA8Btss6TEOJMpHwSwr18BUybOHGirP90BlI8nZrdbqdbt26Eh4ezcuVKMjIyrI4khKiskhJ46ilo3x5uvdXqNKIcDA0PLzB3uPtoBIQHVcNzGAbbtm1j165d9O/fnwYNGpzw+X2Z+7hyxpWEB4Xz05if8LZ7V30IJyUFVPkYhsG4ceNITEykdJ0nuWgQFaPA5mKHLPpUOVI+CeFGSt9xuguIGzNmjBEfH291JKcjxdPZNW7cmD59+hAbG0tCQoJMwxPClX3wAWzfDq++Cl7usUOZu3t/LcxPgP8OhoFNqv78+fn5rF69GpvNRv/+/fHz8zvh81mFWVw+/XIKSwr547o/CA0MrfoQTk4KqLN77rnnmDVrFqXrPK2xOo8QwvlJ+SSEm9FaZxuGcXlOTs7RK664wpCLpn9I8VR+gYGBDBw4kPz8fKKioigqKrI6khCiog4cgOeegxEj4MorrU4jymFBAryzFq7uALd2r/rzHz58mDVr1tCuXTvatWv3r9fBEqOEsT+PZVvKNn6+5mc6hHao+hAuQgqo0/vhhx94+eWXAb4EPrA4jhDCRUj5JIQb0lrvcTgco3fu3KllAXKTFE8VZ7PZ6Ny5M82aNWPlypXITopCuJiHHzan3X3wgblHtHBqO9Ngwnzo1hBeHl61/2TFxcVs3LiRffv2MWDAAOrXr3/K+z08/2Hm7prLx5d9zAUtL6i6AC5KCqh/i46OZty4cYbNZlsJ3CvrPIlzpQCbUi51yCtp5Uj5JISb0lov0VrfP2fOHPXMM89YHcdSUjxVTlhYGAMGDCAxMZGYmBgZBSWEK1iwAH780VzvqWVLq9OIs0jJhVtnQYA3fHYZ+FXhDMkjR46wcuVK6tatS9++ffH19T3l/T6M+pAPoj7g4X4Pc2evO6sugIuTAuofhw8f5sorr3SUlJQcMgxjtNZaLgiEEOUm5ZMQbkxr/Qnw6Wuvvcb3339vdRxLSPFUNXx9fenTpw8NGzaUUVBCOLujR+G226BdO3j8cavTiLPIL4bbZkNaHky5EhpV0QLjxcXFbNq0id27dxMZGUnTpk1P+xr467ZfeWDuA1zZ7kpev/D1qgngRqSAgsLCQkaNGmUcPny42OFwXK61PmJ1JiGEa5HySQj394DNZls6fvx4vW7dOquz1Cgpnqpe48aNGTBgAPv37ycmJobi4mKrIwkhTvbQQ3DwIHz7LZy0mLRwLg4DHpwPm5Phg0uhS8OqOW9KSgorV66kTp06REZG4u/vf9r7Lt27lOt/uZ5+Ef2Y/p/p2G32qgnhZjy5gNJac9ddd7FmzRqbYRg3aq03Wp1JCOF6pHwSws1prYsNw7ja4XAkXnHFFY6DBw9aHalGSPFUfY4fBbVixQqSk5OtjiSEKPPHHzBlijndrm9fq9OIs3h5hbmz3cShcGEVzI4sKSlh06ZNJCQknHW0E8CW5C2MnDGSlnVaMvu62QR4B1Q+hBvz1ALq3Xff5euvvwZ4QWv9i8VxhBux2VzrEJUjf4VCeACtdarD4bg8JSWl6MorrzTy8/OtjlStpHiqfkqpY6Og9u3bJ6OghHAGR47AHXdA167mLnfCqX29CSZvMHe1q4qd7VJSUlixYgUhISFnHe0EsC9zH5d8fwmBPoHMu3Ee9QLqVT6EB/C0Amr+/Pk8+uijAL8CL1ocRwjhwqR8EsJDaK23GIZxfXR0tO3OO+/EXTcnkeKpZpWNgmrQoIGMghLCSoYBN94ImZnw3Xfg42N1InEGs3bA80vM0U7PDq7cuU4e7dSsWbOzvval5aVxyfeXkFuUy7wb5tG0dtPKhfAwnlJA7dy5kzFjxhhALDBOa21YnUkI4bqkfBLCg2itZwLPTp06lTfffNPqOFVOiidrKKWIiIigf//+7Nu3jw0bNsgoKCFq2iuvwMKF8P775sgn4bSW7IWHFkDfxvDhpWCvxNV4ampqhUY7AWQXZnPZtMvYk7GHWdfNokvDLucewIO5ewGVmZnJ5ZdfbuTl5WUahnGF1jrH6kzCvSgFNhc75EeLypHySQjP8zLw0xNPPMGcOXOszlJlpHiynp+fH3369CE0NFRGQQlRkxYvhokT4YYb4PbbrU4jzmD9Qfi/P6FdPfjyCvDzOrfzFBcXs3nzZuLj48s92gkgrziPK6ZfwfqD6/nh6h8Y0mzIuQUQgPsWUA6Hg7Fjx+pdu3Zph8MxSmu91+pMQgjXJ+WTEB5Gm/PtblVKbbr22muNbdu2WR2p0qR4ch7Hj4JKTEwkKiqKvLw8q2MJ4b7274exY6FNG/j0U3lb1oltS4FbZ0GjWvDtVRDsW/FzaK1JSkpixYoV1K5dm379+pVrtBNAYUkho38YzbJ9y/hu1HeMbD+y4gHEv7hjAfXkk08yf/58pbW+R2u9zOo8Qgj3IOWTEB5Ia51rGMaV+fn56ZdffrkjIyPD6kjnTIon5+Tn50fv3r1p0aIFUVFR7Ny5E4fDYXUsIdxLTg5ceSUUFMBvv0GtWlYnEqexNxNumgkB3jB1FNQ/h03lsrKyWLVqFWlpaQwcOLDco50Aih3FjP1lLPMT5vPllV9yXZfrKh5AnJY7FVDffvtt2dIMH2mtP7c6jxDCfUj5JISH0lrvdzgcV+3Zs0dfc801uqSkxOpIFSbFk/MLDQ1lyJAh2Gw2li9fLlPxhKgqhgHjxsGWLTBjBnToYHUicRr7MmHsL1BiwHdXQURwxR5fXFxMbGwsmzZtomPHjnTr1g2fCiwo7zAc3PL7LczcPpMPLv2A8T3GVyyAKBd3KKDWrFnD7bffrm022xLgIavzCPdns7nWISpH/gqF8GBa65Va6//766+/1GOPPWZ1nAqR4sl12Gw2WrduTWRkJImJiaxdu1am4glRWc8+C7/+Cm++CZdeanUacRr7j5rFU34JTBsNbeuV/7HHT7ELCgpi0KBB1KlTp0LPb2iD//vj/5i2ZRqvnv8q9/W9r4J/AlERrlxAHThwgJEjRzoMw9hvGMbVWmvZOUQIUaWkfBLCw2mtvwLee/fdd/nkk0+sjlMuUjy5Jn9/f3r37k3Lli1Zt24dO3bskKl4QpyLDz4wd7e74w6YMMHqNOI0ErPgul8gt9gsnjqGlv+xlZliV8bQBnfOvpPJGybz3JDneGLQExX8E4hz4YoFVHZ2NpdffrmRmppa6HA4Ltdap1mdSQjhfqR8EkIAPKqU+uPee+/ll19+sTrLGUnx5PpCQ0MZPHgwdrtdpuIJUVE//AAPPggjR8LHH8sC407qQGnxlFUE34+GTuUsno6fYtepU6cKT7Er4zAc3DbrNiZvmMzEoRN5ftjzFT6HOHeuVEAVFhZy1VVX6U2bNmEYxhitdazVmYQQ7knKJyEEWusSrfW1Sqk11113nV6yZInVkU5Jiif3IVPxhDgHCxfCTTfBoEEwfTp4eVmdSJxCYhaM/RWOFsC0UdClwdkfc6opdiEhIef0/GVrPH298WteGPYCzw97Xl4vLeAKBZRhGIwbN45FixYprfWtWus5VmcSnkUp1zpE5chVixACAK11nlLqMqXUqiuuuKLNihUrbN26dbM61jEeWTwZBixYAHPmQHo61K0LI0bARRe5zaqHZVPxUlJSWLduHWFhYbRu3Rq73W51NCGcy7JlMGqUubD4rFng7291InEKCRlww6+QV2zuatel4dkfk5WVxZYtW6hVqxYDBw48p5FOZUqMEm7+7Wamx07nf+f9j2eGPHPO5xKVV1ZArVu3jp49e1K7dm2rIx2jtWbChAn88MMPAI9rrb+1OpMQwr1J+SSEOEZrna6UujA/P3/NRRdd1HDNmjX2Fi1aWB3LM4unzz+H556D3FxzO/UyU6ZAYCC89JK53oubKJuKt3v3bpYtW0bLli1p2rSpZ/xbC3E2y5ebxXOTJjB/PpzjiBhRveJS4KbfzF//8B/ocJapdvn5+Wzfvp28vDw6dep0ziOdyhQ7irnpt5v4YesPvHr+q7LGk5Nw1gLq1Vdf5YMPPgB4B3jT4jhCCA/gHm+dCyGqjNY60eFwXJSamppzwQUXGEeOHLE6j+cVTxMmwEMPQXLyicUTmL9PTv7nPm6kbCrewIEDycnJYdmyZRw6dAittdXRhLDO8uXmbnZNmsDixRAWZnUicQoxh+DaX8DHDj+NOXPxVFRURGxsLFFRUTRq1IgBAwZUunjKL87nPz/+hx+2/sAbF74hxZOTcbYpeJMnT+bpp58GmAY8quWFVlhAKbC52OEJP4ZUJymfhBD/orXeahjGiL179xZfeumlRnZ2tlU5PK94+vxz+OILONv6R3l5/9zXzfj4+NCpUyf69u1LcnIyK1euJDU11epYQtS8RYv+KZ4WLZLiyUmtSoQbfoM6fmbx1LLOqe9XUlLCjh07WLlyJbVr12bIkCGEhYVV+rUtqzCLS7+/lD92/sFHIz7i0QGPVup8ono4SwE1a9Ys7rzzTpRSC4FbtdaGZWGEEB5FyichxClprVcZhjFmw4YNjB49WhcVFdX083te8WQY5lS78i68nZdn3t9wz+tGf39/unfvTrdu3dizZw9r1qxxineMhagRv/xiFk/Nm5vFU6NGVicSp/BnPIz7HSKCzeIpIvjf9zEMgz179rB8+XK8vLwYMmQITZo0qZLXtdS8VM7/9nxWJq5k6uip3NPnnkqfU1QfqwuolStXcs0112ggWms9Wmtdsxd3QgiPJuWTEOK0tNaztda3//XXX+qWW27BqKGSwyOLJzAXF6/ojm+5ueYOWG4sKCiIPn360K5dO7Zu3Up0dDS5ublWxxKi+nz+OYwZA717mwuNS/HklKZshHvnQNcG8NPV0DDwxM9rrTlw4ADLli2jsLCQQYMG0apVqyrbUCEpK4nBUwYTeySWmdfO5Pou11fJeUX1sqqA2rp1KyNGjDBKSkp2G4ZxqdY65+yPEkKIqiPlkxDijLTWU4Cnpk+fzsMPP1zt6+94bPEE5q52FZ3imJ0Nf/5ZPXmcTJ06dejfvz9NmjQhOjqazZs3U1hYaHUsIaqO1vC//8H//Z856mnhQnOXS+FUDA2vrIDnl8JFreD70RDid+J9jhw5wvLly0lLS6N///60b98eb2/vKssQnxbPoK8GcTD7IPNvnM9lbS+rsnOL6lfTBdT+/fu58MILHbm5uakOh+MCrXVKtT+pEOVgU8qlDlE5studEKI8XgPC3nvvvQcbNWrEE09Uz0KmHl08AaSn1+zjXJBSigYNGhAaGsqBAwdYvXo1YWFhtGrVqkp/sBOixhUWwp13wrffwo03wldfgXxNO50iBzy2EGbugJu6wgtDwX7cW7kZGRls27YNX19fevXqRWBg4OlPdo6iDkRx+bTL0WgWj1tMz0Y9q/w5RPWrqV3w0tLSuPDCC43k5OR8wzAu1FrvrZYnEkKIs5DySQhxVlprrZR6GGjw5JNPXtegQQNuvfXWqn4Ozy6e4NxHOHjgyAilFBEREYSHh7Nv3z5WrFhBREQEzZs3lxJKuJ4jR2D0aFi5El54AZ59VrbUcUJZhXD3n7AiEZ4YAHf3/uefKTMzk507d2IYBp06daq2ImHWjlmM/XksjYIaMfeGubSt17ZankfUjOouoHJzc7nsssuM+Pj4Eq315VrrzVX6BEIIUQEy7U4IUS6lu6HcopT6+/bbb9d//PFHVZ5biieAESOgVq2KPcZuh44dqyePC7DZbLRo0YLBgwdjs9lYsWIF27Ztk+l4wnXExkJkJERHww8/mJsIeOr3QCe2NxOu+gHWHoC3L4J7+gBoUlNTWb16NTt27KB169b069ev2oqnj9d9zKgfRtG5QWdW37Zaiic3UV1T8IqLi7nmmmv02rVr0Vpfp7VeWmUnF0KIcyDlkxCi3LTWRVrrUcDGq6++2li1alVVnFOKpzIXXQQVnaJhGHD33XDzzbBrV/XkcgFeXl60atWKoUOHEhgYyOrVq9m8eTN5FV3AXYia9P33ZvFUWGguLH7NNVYnEqewKhGunAHp+eb6TqPbaw4dOsTKlSvZt28fnTp1IjIykrrVNArV0AZP/vUk9865l8vaXMbicYtpENigWp5LWKOqCyitNXfccQdz5sxRwD1a618rn1KIqqUAm821Dg/+KaVKSPkkhKgQrXW2YRiXlJSU7B0xYoQRFxdXmXNJ8XQ8mw1efBECAsp3/4AAePttePRR+OknaN8ebrsN9uyp3pxOzGaz0bRpU4YOHUr9+vVZv349MTExZFd0IXchqlNhoVka33gj9OoF69dDnz5WpxKn8P0WuGkmNAiE368xCDcSWbZsGUeOHKFHjx706tWL4ODganv+wpJCbvz1Rl5b+Rp3976bX6/9lUCfql9HSlivKguop556im+++QZgotb6syoJKIQQlSTlkxCiwrTWRxwOxwU5OTmpF154oWP//v3ncg4pnk7lzjvhjjvOXkAFBJj3nTAB3ngDdu+G++4zR1K0bWvulnUO/y7uQilFeHg4gwcPJiIigi1bthAVFUVGRobV0YSn27sXBg2CTz+Fxx6DRYsgPNzqVOIkJYa5m93Ti2BIEwcf9NvD7o1Lyc7OJjIykm7dulXLYuLHS8lN4YLvLmB67HQmnT+Jj0Z8hJdNlmt1Z1VRQL399tu89tprAJ8AL1VlPiGEqAwpn4QQ50RrvcfhcFx0+PDhvKFDhzqSkpIq8lgpns7k3XfNIywMgoJO/FytWubH330X3nnnn483amR+LCHBLJ6mTIE2bcxC6sCBmsvuZMp2xxswYACtW7dm586drFq1ipSUFLTWVscTnmbGDOjRA+LjYeZMeP118JIywdmk58O4mTB9UzFPdojnptrLsOtiBg0aRMeOHfHz86v2DFuSt9Dniz6sP7ieGf+ZwZODnpTXSg9RmQLqo48+4pFHHgH4GbhfywudcGYKbC52yLy7ylHyPUkIURlKqUibzfZ38+bN/ZcvX24LP8s7+FI8VYBhwMKF8OefkJ5u7mp32WVw4YXmFL0z2b8fXnkFJk82FyW/9VZzlEXLljWT3YllZWURHx9PXl4erVu3JiwsTL4OBQBLlixh2LBhVX/izEy4916YNg3694epU+X/opPadBgemVtIR68EzqufTLd2zWjatCleNVgSzt4xm+t/vZ5g32B+H/s7vcN719hzC+eRk5NToV3wPvvsM+666y6AWcAYrXVRdWcU4lwppZaEdOk3tPerP1kdpULWPzmGzC1rlmqth1mdxRVJ+SSEqDSl1ACbzbawZcuWfsuWLbM1atTolPeT4skCe/bApEnwzTfgcMDYsfDkk9C5s9XJLJeXl8euXbtIT0+nadOmNGnSBG9vb6tjCQtVS/m0eDGMGwcHD8Lzz5v//2S0k1OaEX2Uzdt309Qviy7tWtC/YwS2sxX9VUhrzRur3uDJv56kV3gvZl47k8bBjWvs+YXzKW8BNXnyZG6//XaUUn9qrf+jtZYtX4VTk/LJM8m0OyFEpWmtVxmGcfHu3bsLzzvvPCM5OflU95HiyQotWsDnn5sl1IQJ5lSfLl1g5EhYs8bqdJYKCAiga9euDBgwAMMwWLFiBZs3b5bFyUXVyMoyRzsNHw7+/rB6Nfz3v1I8ORnDMNiz/wDfzl7Bzh3byQ+IYMylQxjYuWmNFk8FJQXc8vstPPHXE1zT6RqW3rJUiidRril433zzDXfccQdKqfla66uleBJCOCspn4QQVUJrvcIwjEvj4+OLhw8fbqSkpBz/OSmerBYeDm++Cfv2maMvli83p/8MHw4LFoAHj4L18fGhdevWDBs2jAYNGhAbG8uqVas4dOiQrAslzs2sWdCxI3zyCTz4IMTEyG52TqagoIAdO3awcNFSvo3K5O19PfFvHsmbI0OpF1Czr1H7j+5n8JTBfLvpW14Y9gLT/zOdAO9y7noq3N6ZCqipU6dy6623AvyltR6ltS6wJKQQ50Bh/RpOFT3kJ5jKkfJJCFFltNZLDcMYsX379uLhw4cbaWlpUjw5m3r1YOJEc02ot96CHTvg4ovN0VBffgn5+VYntIxSirCwMPr370+XLl1ITU1lyZIl7Ny5k4ICuZ4X5XD4MFx7rTmysG5dc7TTu+9CNe+KJspHa01qairr168nKiqKHUf9eCJ+CD+ndOL1SwN4bADYa/jK+K/df9Hzs57sTNvJzGtn8tzQ5+R1UvzLqQqoGTNmMG7cOIAlWuuRWmvPfQEXQrgEKZ+EEFVKa73IMIwrt27dWjJ8+HBj1apVUjw5o1q14OGHYfducz0oLy+44w5o2hSee878IdqDBQUF0aVLFwYPHoyvry9RUVGsW7dOdskTp1ZcbJZM7dvD77/Dyy9DdDRERlqdTABFRUUkJCSwdOlSEhMTiWjWij8LB3P/6ma0qGdnzg1wUauazaS15tUVr3Lx1IsJqxXGujvWMbL9yJoNIVzK8QXUN998ww033KC11su11pdrrfOszieEEGcj5ZMQospprRdora+KjY01br/9dh0RESHFk7Py9YWbb4YNG2DRInMq3v/+B82awS23wKZNVie0lJeXF82aNWPIkCG0bt2aAwcOsHTpUnbt2kVhoSyrITB3pOzWDR56CPr1M//PPP00yOL1ltJak56eTkxMDKtXr0YpxcCBAwlo0oMb59XhhzjFvb3hx/9Ak+CazZZVmMXoH0fz1N9PMabjGNbcvoa29drWbAjhkmrVqkVSUhLjx48HWK21HqG1zrU6lxDnyuppdBU9ROXIqpdCiGqhtZ6rlBq5Y8eO38477zyvRYsW2erXr291LHE6SsF555lHfDy89x5MmWKOiho4EO6+G66+2iyrPFSdOnWoU6cOxcXFJCUlsWbNGgICAoiIiKBBgwbY7XarI4qalJAAjz5qLuLfqpW5ztPll5v/l4Rl8vLySEpK4uDBgwQFBdG8eXPq1q0LKKbFwgtLIdgXvrsKBjer+Xxbj2xl9I+jSUhP4J2L3+HByAflzRlRbjNmzOCWW27RwGrDMC7RWudYnUkIIcpLRj4J4caUUvWUUrcrpX5TSu1SSuUrpY4qpVYopW5TStlOun8bpdQTSqlFSqlEpVSRUipZKfW7Uuq80zzHLUopfaoD+FNr/VlsbGzJsGHDjCNHjhx73AcffECrVq0ICQlh1KhR7N+/v3r/MkT5tWkDH34IiYnwxhvmFLwbb4SICHjiCXOqngfz9vamRYsWDB06lLZt25Kens6yZcvYuHEjZeucCTd2+LC5i1379uaop0mTYOtWuOIKKZ4sUlRUxN69e1m5ciUbN27E19eXgQMH0qtXL+rVq0dKnmL8LHh6EUQ2hrnX13zxpLVmcsxk+nzRh8yCTP6++W8m9JsgxZM45oknnuD888+nSZMm+Pv7U7duXXr06MELL7xAWloaU6dO5YYbbijb4OUyYLxSaopSamPp9ZpWSt1+uvOf6Xqt9LjrNI+7XymVoJTKLL2ebFptfwlCiGOUaZxSaolSKr3057g9SqkflVKnHC5bev8opVRO6c98S5RSl9d09tNRcpEshPsqvZD4BDgELAb2Aw2B0UBt4BdgjC79RqCUmgFcC8QBK4B0oB1wJWAHHtRav3/Sc9wCTAF+BzaeIsYfQIjNZvujbdu23kuWLLH9/vvv3HXXXYwePZrmzZvz888/4+/vz4YNG/Dz86vavwRReYYBf/1l7tw1a5a5M94ll5ijoUaMABnxc2wh46SkJDIzM2nYsCEREREEB9fwfB5RKUuWLGHYsGGn/uTRo/D66+baTkVF5hppzz4LjRrVZERRyuFwkJycTFJSEvn5+TRu3JjGjRvj7+9/wv3+jIdnFkFeMTw1CMZ1q/mpE1mFWdz1x11Mj53O8BbDmTpqKo2C5OtGnMjHx4eePXvSsWNHGjRoQG5uLmvWrGH9+vWEhISULTS+WGt9BeANZJQ+NBkoApoAd2itvzzV+ctzvaa1Xn/SY+4EPgV+BfYCVwP5QA/ZWU9UhlJqSZ0u/YZGvv6T1VEqZO3jY8jYsmap1npYdT6PUsoP+Am4HNgB/AVkA+HAYOABrfUfJz3mTeARIAn4GfABxgJ1gfu11h9WZ+bykPJJCDemlBoOBGKOQDKO+3gYEIV5oXK11vqX0o/fAmzSWm846TxDgYWABpprrQ8d97lbMC9mbtVaf32GLOfZbLY5rVu39gkKCrINHTqUt956C4AjR47QtGlT/vjjDy644IIq+JOLapOUBF98YR6HDkHjxuaaUbfeao6YEsd+KE5MTKSwsJDw8PBT/lAsnM8py6esLPjoI3jzTUhPh7Fj4aWXoHVrSzJ6Mq01aWlpJCYmnrXkPVoIE5fAb9uhawN452JoXbfmM0cfjOban69lT+YeXhj2Ak8Negq7TQp78W8FBQWnfAPusssuY86cOWD+QNlOa52nlPIBzgc2aq0PKaWeByZSvvLpjNdrJz1mFebaUo+U/r4B5huZl2ut/6rYn1CIfyilltTt2m9o5BsuVj49Nob0zTVSPn0E3ANMAv57/M9xpZ/31loXH/f7AcBKIAHoo7XOKP14cyAa8+fB9lrrvdWZ+2xk2p0QbkxrvUhrPfvkb1ha68OY72QBDDvu41+fXDyVfnwpsASzQR9wjlkWG4Zx8a5duwpjY2PJy/tnYxa73Y5SCofDcS6nFjUpIgJeeAH27YNffoHu3eG116BtWxg0CL76CrKzrU5pKbvdTnh4OJGRkfTr1w8vLy+io6NZtWoV+/fvp7i4+OwnEdZLT4eJE83F959+2ty5LiYGpk+X4qmGZWVlsXXrVpYsWUJSUhJNmjRh2LBhdOzY8ZTF04r9cPFUmLUDHoqEX6+p+eJJa817a96j/+T+FDoKWTJuCf8d8l8pnsRpnap4+uyzz8qKJ4CdZbvaaa2LtNZzj38zsJrYgeMvzhyYb0TKF7IQ1UQp1Qq4C1gHPHPyz3EAxxdPpcqmzb5cVjyV3m8v8BHgC9xaLYErQBYcF8JzlX3TKqmi+3dXSk0A/IADmEPDk46/g9Z6mVLqwqKiokWffvqpT1JSEu3bt+e3334jPDycQYMGVfTPIKzi7Q2jR5vHoUPw3XfmAuW33Qb33w9jxpijoQYPBpvnvs/h4+ND8+bNad68+bGFkFeuXElgYCDh4eE0aNAAb9kVzbkkJ8Pbb8PHH0NODowaBc88A716WZ3MY2ityc7O5vDhwxw6dAh/f38iIiJo3779GRf2P1oA/1sOP8ZBqzrw2zXQLawGg5dKzUvltlm3MWvHLK5oewVTRk6hXkC9mg8iXNpHH33EfffdB7ATaMupp8qdi7Nerx3ne+AdpVQzzBFPo4CDmEszCCGqx3WYg4S+AYKVUldgzlZJAxZprXed4jHDS2/nneJzc4FnS+8zserjlp+UT0J4IKWUF3Bz6W9P9U3q5Ps3wxzenQcsO83dHjzp9w6l1JfAhOPXBdBar1RKDVNKLZk7d67PkiVLGDp0KO+99x6BgYEV/8MI6zVqBI8/Do89BmvXmqOfZswwd8qLiIBrr4Xrr4cePTx6QeaAgADatm1LmzZtyMrK4tChQyQkJODl5UXDhg0JCwuT/wNW2rQJ9u6Fiy+GkhLz6/bpp6FzZ6uTeQTDMEhLS+Pw4cOkpqZSq1YtGjZsSP/+/fHx8Tnr4+fugmcXQ3o+3N0LJvQDPwuucv/c+Se3zbqNjIIM2c1OnJM333yTBQsWsHDhQjDX3mwLbAZeraKnKNf1WqkPMEuqu4FLgOWY63/mVlEWIcS/9Sm9rY05je74dy+0UuoTzDWfHABKqUCgMZBzmtGQ8aW3p1ykvCbJmk9CeKDjFqSbo7W+7Cz39QX+BgYCj2ut3zjp80OBLsACzPUIagODMOcotwKma62vP8V5+9hstgV169YNXrBgga1Hjx5V8CcTTiMvz1ycfPp0mDsXiovNqXnXXWce7dpZndBp5Ofnc/jwYQ4fPkxhYSENGjQgLCyMOnXqyA+t1c3hgD//NBcRX7yYJW+/zbBdu+DBB82vV1GtioqKOHLkCIcPHyY7O5t69eoRFhZGvXr1zjjC6XjJufDcYpiXAJ1C4bULoEuDag5+CjlFOTy64FE+i/6MLg26MHX0VLo27FrzQYRL01pTq1atE5YmwHyT8BatdfLpHlfONZ/O6XpNiOpQtuZT/zd/tjpKhax+9OpqX/NJKbUa6Ic5zfUv4FHMBf/7Ap8BrYEXtNbPl94/HHMU4wGtdcQpzueNuSlBkdbat7pyl4eUT0J4GKXUA8B7wHZgoNY6/Qz3tQPTgTHAD8B1upzfNJRSTYBNQB2gu9Z60ynu08Futy/08/NrNGvWLNvw4cP/dR7hBtLT4ddfYdo0WLLE3C2vZ0+45hpzSpP8kH9MSUnJsR/Gjx49SkhICGFhYYSGhuLlJYOVq0xyMnz9tblwfkICNGkC99/Pkp49GXb++Vanc2u5ubnHylaHw3Fs1F9wcHCFylatzel1/1sOhSXwUD+4vQd4W7ASzZqkNdz0200kpCfw6IBHeem8l/D1svT6Xrig4uJibr/9dr799luAj4H/Yf4A+ioQhLnId8ypHlue8ul0ynO9JkRVc/HyaSfmznNlPtdaf378/ZRSe4FmFTj191rrG0sfG4U5+ikJaKu1zj/uvN2AGCAXqK+1LqpA+VSotbZ0W3G5khXCgyil7sUsnuKA88tRPE3FLJ5+BG4sb/EEoLVOVErNAW4AhmBe2Jx8n21KqX4FBQULLrnkkvZTp05V11xzTcX+UML51a0Lt99uHgcPwg8/mCOinnzSPDp1Mkuo0aPNBcw9eLSPl5cX4eHhhIeHo7UmIyODQ4cOsWPHDvz8/AgLCyMsLOyUC9OKs3A4YOFCs3CaNcucWjd4MLzyivm15+VllqOiSh3/dZySknLs67hnz57nvAPkthR4dgmsOwiRjeHV86FlnarNXR7FjmJeWvYSLy9/mSbBTVhyyxKGNBtS80GEy8vNzWXMmDF67ty5CngO+F/pNddvSqkYzHWfvgWqfB5wea7XhBAnOFSOkU8JwMnTWM/k4HG/LlswfN7xxROA1nqTUmoP5mjFDpj/X4+Wfrr2ac5d9vGjp/l8jZHySQgPUbq45DtALGbxdOQM9/UCpmEWT9OAm8vmFVdQSuntaRey0VonKaUGaq3/GDt27IAjR46ULbAp3FF4ODz0kHns3w8zZ8Jvv5kFwP/+B82bm0XUqFHQv79ZCHgopRR169albl1zm66yESPR0dGUlJRQp04d6tevT/369cu1Jo7H2rnTHHU3ZYr5NVe/vjmt7vbboX17q9O5Ha01WVlZpKamkpaWRm5u7rERfO3atavUCL7sQnhnDXy9CWr7wWvnwzWdwGZBX73p8CbGzxpPzKEYbul+C+9d8h7Bvv/eeU+Is0lLS2PEiBFGVFQUwF0nj6DQWu9TSsVhLhReX2udWg0xznq9JkRVU1jz/bsyyhtXa12ZYdQ7gIuAzNN8vqyc8i99rlyl1AGgsVKq0SnWfWpTeruzEpmqhOde1QvhQZRST2AO294IXHimCxellA/mSKeRmO+y3XqqLT7LKbL0dveZ7qS1zlBKXQDMuP/++69MTk7mxRdflPVu3F3TpvDAA+aRkgKzZ5vT8z76CN55B0JCzMWfR4yASy6BBhYs5OJEAgMDadWqFa1atcLhcJCenk5aWhq7d+/G4XBQt25d6tWrJ2UUmDswzphhlk7r15uj6c4/H954A0aOBF+ZElVVTlU2BQcHU69ePTp27EhgYGClv5drDb/vMKfYpebBDV3gsQEQYsEAwMKSQl5e/jKTVkyinn89fr3mV0Z1GFXzQYRb2L9/PxdeeKERHx9fAozVWv92mruGl96eyxuB5VGu6zUhRI34G7ifU4x0LF2Lt6xM2nvcpxYBN2FuDDDlpIddetx9LCXlkxBuTin1LPAiEA1cdJapdr7Ar8AIYDJw59mKJ6XUYK318pM+poAngf5AKuXYUU9rna+U+g/w6f/+97/bDh8+zCeffCLr3HiK0FAYP948srJg/nxzofI5c8xpegC9e5tF1IgR5q/LuSCxO7Lb7YSGhhIaGgqYa0VlZGSQmprquWVUcrI5ne6HH2DxYjAMc22xN9+EsWOhcWOrE7oFrTXZ2dmkpqaSmppaLWXT8XammVPs1iRB1wYw+QroFlZlp6+QtUlrGT9rPHEpcdzc7Wbeufgd6vrXtSaMcHmxsbFcdNFFjuTk5Dyt9T3A6pPvo5SyAS8BDYBVWuuMk+9TXlV1vSaEqHZzMYvgi5VSF2qtFx73uWcxp9Et1VofPu7jn2KWT88opWaWfa9QSjUH7gUK+XcpVePkpzoh3JhSahxm8eTA3B73gVP8ULBXa/116a8/xSyeUjEXrnvuFPdforVectzvlymldgLrSh9TG3NnvM5AHnCD1jqrPHm11iVKqTuAw19++eUzKSkpTJ8+/ZzXBREuKjgYxowxD8OAjRvNEmrOHHNq3osvmutIDRsGw4ebI1ratfP4taLKW0bVq1cPX3cZ+bNrlzl1c+ZMWLXKHCLTqhU884y5q2KHDlYndHllI5vS0tKOlU1BQUHUr1+/WsqmMql55hS7abEQ5AOvDIexncBuq/KnOqu84jyeXfQs7659l/CgcOZcP4dL21x69gcKcRorVqzgsssuM3Jzc1MNw7gIGA4kKqWWYa4VkwY0BIYCLYHDwB3Hn0Mp9SRQNne4e+ntrUqpQWVPc9Li41V2vSaEqD6li4iPw9yZcq5S6jdgH+Yi5EMwp8needJjViml3gYeBjYrpX4GfIBrgbrA/VrrvTX3pzg1KZ+EcG8tSm/twITT3Gcp8PVJ96+PueDl6Sw57tdvYm79ORzzm5sB7Ac+At7WWldoCHfpApv/VUol//777+9deOGFzJ49W9WpY8FqssJ6Nps5eqVnT/jvfyEtzRwV9ddf8Pff5jQ9gEaNzCKqrIxqVpENRtzPmcqoPXv2UFRURGBgILVr1yYkJISQkBDXKKQKC82Saf58+PNPiI01P969O0ycaK4V1qWLRxeRlWEYBjk5OWRmZpKZmcnRo0dxOBzUqlWr2sumMgUlMGUjfLgO8ovh5q7wYCTUteg9iMV7FnPH7DtIyEjgrl538dqFr8naTqJSZs2axTXXXGOUlJTsdjgcF2qt9yqlDOBzzDKoGxCCuZvVTuA74P1TjFy/BLOcOt6A0qPM8eVTlV6vCVFpyrzMcyk1dHmhtV6hlOqNuYvleZjfE5Ixv0+8pLVOOsVjHlFKbQbuwyynDMyd8d7QWv9RM8nPTFVg8yohhKhRSqlrlFLfd+jQwbZgwQJbY5k2I46nNezeDYsW/XMcKV1Hv0kTGDAABg40b7t18+jFy0+mtSYvL+9YyZCZmUlRUREBAQHHyqjatWtbv6ue1hAfb5ZN8+ebu9Hl5pr/lgMHwlVXmUfz5lXydEuWLGHYsGFVci5nZxgG2dnZHD169F9F0/FfA97e3jWSR2v4Mx4mrYSkLLigBTw1CFpbNKstOSeZRxc+ytTNU2lVpxVfXvklw5oPsyaMcBuTJ0/mzjvvBIg2DONSrXXK2R4jhDtSSi2p163f0EFv/2x1lApZ8fDVpG1as7Qcu92JU5ArcSGE09Ja/6iUStu+ffusfv36+S5cuNDeXnanEmWUMqdYtWoFd9xh/vQaF2eWUCtXmkfZelEBARAZaRYW/fuba0Z58ALmSikCAwMJDAykrNQ9vpBKTU0lISGBwsLCY4VU2SgpX1/f6hv5ojVs2wbLl5vHsmWQmGh+rlUrGDfOXIR+2DBzeqYol7Ki6fgRTYZhEBQUREhICOHh4XTo0KHGiqaTrTtglk7Rh6BDffh+FAxqakkUHIaDz6M/5+lFT5NblMt/B/+Xpwc/jb+3TP8W505rzaRJk3jmmWdQSi3QWv9Ha51jdS4hhKhJUj4JIZya1vpvpdTgQ4cOzR8wYEDduXPn2iIjI8/+QOF5lIJOnczj/vvNjyUmmiXUqlXm7aRJ4CjdLCgiAnr1OvFo2NC6/BY7UyF19OhR0tPT2bNnD4WFhdhsNgIDA6lVqxa1atU69usKbxCQkwMbNkBUFKxYYRZOaWnm58LCYPBgePJJs3Bq1aqK/8TuRWtNQUEBOTk55OTkkJubS05ODgUFBSiljo1oioiIoGPHjpYVTceLPQJvrIIl+yA0AF49H67paM26TgAbDm3grj/vIupAFOc1P4+PL/uY9vXlDQ9ROYZhMGHCBD744AOA77XW47XWRVbnEsJqCrC52Cx5F4vrdKR8EkI4Pa11jFKqf1ZW1sJhw4Y1/fXXX22XXiqLvYpyaNLE3Ols7Fjz9zk5sH49REf/c/z++z/3b9wYevQwC6zOnc3b9u3BQxe9P76QCg8PP/Zxh8NxrNzIycnhyJEj5OTk4HA48Pb2/lcxFRgYiK2gALZsgXXrzH+D9evNUU5G6YaarVrBFVeYhdOQIebvZe2mfykqKvpXwZSXl4fWGj8/v2N/7w0bNqRVq1b4+flV6xpN52J3Bry9BmbvhNq+8ORAGNcNAizqw7IKs3hu8XN8EPUB9QPqM3XUVK7vcr3T/b0J11NYWMi4ceP4wRyF+zbw2Nl2ERZCCHcl5ZMQwiVorXcppfprredfccUVXaZMmaJuuukmq2MJV1Orljll6/h1fbKyzB31ysqoTZvM9YWKi83P22zQsuU/hVS7dmYx0ro1hIZ6ZEFit9sJDg4m+BRT34pycsjdto2c6Ggy0tJIKiwk18sLXVKCb2Ymfunp+Pr64jdiBH633YZfmzb4demCb0QEdrvdgj+Nc9BaU1xcTEFBwbGjsLDwhN+XlXtlBVOdOnVo0qQJAQEB2Fxg1daD2fDeWvgpDnzscF8fuLOXWUBZwWE4+Hrj1zy96GlSclO4u/fdvHz+y4T4hVgTSLiV7OxsrrrqKr1o0SIFPK61fsPqTEIIYSUpn4QQLkNrfVgpNVgpNfPmm28+LykpiSeffFLenRaVExxsjrQZMuSfjxUXw65dsHWruaPa1q3m8ccf/0zbA7PMat36nzKqVSto2tSc0hcRYZ7bHb8+s7PNxd4TEv51+Ozfj4/DQR0Au90s6zp1QnfuTGH37hR27EhB7doUFBaSXVBASkEBhcnJFOzbh1E6CsrHx8csqPz8Tjh8fHzw8vLCy8sLu93u1IWL1hrDMCgpKTl2nK5YKvtze3t7n/DnDQgIoE6dOsd+X+FpjU4iKQs+WQ8/xpm/v7kb3NsbQgOty7Ri/woenPcgMYdiGNBkAH9e/ye9w3tbF0i4laSkJC6//HJj8+bNALdqrb+xOpMQQljNNa9ihBAeS2udpZS6FJjy9NNPX7dlyxYmT56Mv4dOixLVxNsbOnQwj6uv/ufjRUWwd69ZTCUkmLe7dpkF1axZ/4yWKlOrlllCNW5s3oaFmaOl6tc/8TY0FAIDrS2qCgrM9ZbS083btDQ4dAgOHICDB0+8zco68bH16pmjwyIj4YYb/hkl1rYt+PgA5joJfqVH7TPEONUIoNzcXNLS0iguLj6hzDl5x1673X5COVX267LDZrMdK6uPvy07ioqKSEpKQmt97CjLpLXG4XDgcDhOyFDePF5eXscKtaCgIEJDQ4/93l1HfO3LhI/Wwy/bzH//MR3hnj7QxMK14vcf3c/jCx/nh60/EBEcwbTR0xjbeay8iSGqzOrVqxk5cqSRlpZWoLUeo7WeY3UmIZyTcsHvva6W17lI+SSEcDla60Kl1A3AlunTp7+8fft2PWvWLFtERITV0YS78/ExC5W2bf/9OYcDkpJOfRw4AH//DcnJ/y6ojj93UNDpD19f8z7e3uZx/K9tNvP5DePEW4cDSkogL888cnP/fZuRYRZN+fmnzuXlBeHh5tGxI1xwgVmmtWxpjvRq2RJCQqrsr1gphY+PDz4+Pqec1nc6pxppdKpyyDCME0qlstuyo2yB7rIsx//a19f3X4WWq4zEqkkJGfDROpi5HbxscEMXuKsXhAdZlym3KJfXV77O66teB2Di0Ik8NuAxAn0sHH4l3M4333zDHXfcoQ3D2G8YxuVa661WZxJCCGch5ZMQwiVp86fGSUqprZs2bZreq1cv399//93er18/q6MJT2W3Q7Nm5nE6WpujhlJTISXFPMp+nZZmTmc7/khPh337zF8XFZlHcfE/R3ky2e3mqKqAgBNvg4LMkVghIebIpbp1/33bqJE5KssFShWlFHa7Hbvdjq/vuS0idODAAVq3bl3FyTzH5mT4PAb+2Am+XnBLd/i/XtDQwn6nxChhyoYpTFwykUM5hxjbeSyvXfAaTWs3tS6UcDslJSU88cQTvP322yillpSOeEqzOpcQQjgTKZ+EEC5Naz1LKdU3LS3tjyFDhjT74osv1Lhx46yOJcSpKQW1a5tHq1aVO5fW5qim4mJzpFNZ0WSzmbcuN5RduCJDw+K9Zum0JgmCfMxRTrf3hPoB1uXSWjNz+0ye+vspdqTtoH9Ef34c8yODmg6yLpRwS5mZmVx77bV6wYIFCvhAa/2I1roc7w4IIYRnkfJJCOHytNZblVK9DcP4+ZZbbhm2ZcsWXnvtNbddR0UIwCyXyqbdCVHDCkvgt+3wxQbYlQ7hteC/g2FsJwiyaPe6Miv2r+DxhY+zOmk17eu357drf2Nku5EuuLaIcHY7duzg8ssvdyQkJGjgHq31F1ZnEsKV2OTbskeR8kkI4Ra01mlKqYuAt9966637YmNj9YwZM1RIFa5FI4QQni41D6bFwrebICUPOtaHdy+Gy9uAt8V9/9YjW3nq76eYvXM2jWo14vPLP+fWHrfiZZPLXVH15s2bxzXXXGPk5uYe1VpfpbVebnUmIYRwZvJqLIRwG6XD3O9XSm1ZsGDBx3369FF//PGHrV27dlZHE0IIl6U1bDgM32yCObugyAFDmsK7vWBgE+tneG5P3c4LS1/gh9gfCPIN4pXhr/BgvwcJ8LZw3p9wW1pr3n77bR5//HGAuNKFxfdZnUsIIZydlE9CCLejtf5cKbV9z549v/Xp0yfkp59+sl188cVWxxJCCJdSUAKzdsC3m2HLEajlA9d3hpu6Quu6VqeDnWk7eXHpi0yPnY6/lz+PD3ycRwc8Sv2A+lZHE26qoKCAu+66i2+++QbgF+AWrXWOxbGEcElKucR+Jiew+s0WVyflkxDCLWmtlymleuXm5s4eMWJE5zfeeIOHHnpI1vwQQoizSMiAGbHwYxxkFkCbuvC/82BUe7OAstqu9F28tOwlpm6eip+XH4/0f4THBjxGaGCo1dGEGzt06BCjRo0y1q5dawOeB17SWhsWxxJCCJch5ZMQwm1prfcqpfoD3zzyyCOjN2/ezKeffoqfn5/V0YQQwqnkFcOf8fDDVlh3EOwKLmwJt3SHfo2d493enWk7eXXFq3y76Vu87d5MiJzA4wMfp2GthlZHE25u/fr1XHnllY7k5ORi4Eat9S9WZxJCCFcj5ZMQwq1prXOUUmOA57755puJ27dvN3777Tdbo0aNrI4mhBCW0ho2JZuF06ydkFMELUPgqYEwugM0CLQ6oSnmUAyTVkzil7hf8PXy5f6+9/PEoCcIqxVmdTThAaZPn84tt9xiOByOQ6XrO22yOpMQQrgiKZ+EEG6vdFj880qp2HXr1n3Xq1cv71mzZtl79+5tdTQhhKhxB7PNtZx+2w7b08DfCy5rA2M7Qe9w5xjlpLVm6b6lTFoxiQUJCwj2DebJQU/yYOSDMtJJ1AjDMPjvf//LpEmTsNlsqwzD+I/W+ojVuYRwJzYneL0RNUfKJyGEx9Ba/6yU2nXkyJHZgwYNCv/yyy9tN954o9WxhBCi2h0thDnxMHM7rD0AGujZCCYNhyvaQpCv1QlNhjaYvWM2r658lTVJa2gQ2IBJ50/i7t53U9uvttXxhIfIyMjg5ptv1n/88YcCvjAM4z6tdZHVuYQQwpVJ+SSE8Cha641KqV5a619uuummQYsXL+b9998nMNBJ5pcIIUQVKSiBxXvNEU6L90KRA1rVgYf6wVXtoFmIxQGPk1ecx3ebvuPdte+yPXU7zUOa8/GIj7ml+y34e/tbHU94kDVr1nDNNdc4kpKSACYAH2mttbWphBDC9Un5JITwOFrrI0qp84Dnv/rqq6dXrVqlf/75Z1unTp2sjiaEEJWSW2QWTXN3waK95kLioQFwUxe4qj10aeAc0+rKHMg6wIdRH/J5zOek56fTs1FPpo6ayrWdr8XLJpepouYYhsFbb73FU089pYEDWusxWusoq3MJ4a6UApuLzbtzptdPVySv6kIIj6S1LgH+q5RaGh8fP61Xr151P/roI9v48eNR8soihHAhWYXw1x6YGw9L90GhA+r7w6h2cGlr6N8EvGxWpzzRugPreGfNO/wU9xOGNriq/VU81O8hBjYZKN+DRY1LSUnh5ptv1vPmzVPAL8AdWutMi2MJIYRbkfJJCOHRtNYLlVJdDMP4/vbbbx++aNEiPv30U4KCgqyOJoQQp5WUBYv2wN97YGUiFBsQVguu6wwj2kDvRmB3ssKpsKSQX7b9wkfrPmJV4iqCfYN5oO8D3Nf3PlrUaWF1POGhli5dytixYx3JyckOzGl2n8o0OyGEqHpSPgkhPJ7W+rBS6iLgyWnTpr24Zs0afvrpJ1vPnj2tjiaEEACUGLDhkFk2LdoLO9LMjzerDbd2N0c4dQ9zzp2DdqXv4vPoz5mycQqpeam0rtua9y55j1u730qQrxT9whoOh4OXX36ZF154AaXUntJpdhutziWEEO5KyichhAC01g7gZaXU8n379s3o169f2Ntvv63uvfdemQIihLDEkVxYkQhL9prH0UJz+lyfcPjvYBjeAlqGOOcaFCVGCbN3zObT6E9ZkLAAu7Izsv1I7u59N8NbDMemnGxYlvAohw4d4vrrr9dLlixRwFTgHq11ttW5hPA0zviGiag+Uj4JIcRxtNbLlFJdDcP4+v77779s0aJFTJ48mTp16lgdTQjh5rILYe0BcxrdikTYWTq6qZ4/XNjSLJsGN4VgX2tznsnujN18vfFrJm+YzMHsg0QER/DisBe5redthAeFWx1PCObPn88NN9zgyMjIKAbuBr6RaXZCCFH9pHwSQoiTaK1TlVJXAg/NnDnztfXr1/Pjjz/a+/XrZ3U0IYQbyS+GDYdhdZJZOG08DA4Nfl7QNxz+0x4GNoVOoc797nBOUQ4/x/3MlI1TWLZvGQrFxa0v5pPLPmFEmxGya51wCsXFxTz33HO8+uqr2O32HYZhjNFax1mdSwghPIVcDQghxClorQ3gLaXUioMHD/44aNCgJpMmTVKPPPIINptMFxFCVFxqHqw/COsOQvQh2HLEXMvJpqBbQ7i7NwxqCj3DwNfJr9AMbbB833KmbJzCz3E/k1ucS5u6bXh5+Mvc1PUmmtRuYnVEIY7Zv38/Y8eONVavXm0DvnA4HBO01nlW5xJCCE/i5Jc2QghhLa31WqVUN+DLxx9//D+LFi3S3377rQoNDbU6mhACMDQs2weL90JmAYT4wXnNYUgza0cLlRjmtLlNyRBzyCyddmean/O1m2XT//WE3uHQKxxqO/FUuuNtT93O9C3T+W7zd+zJ3EOQTxDXdb6OW7rfwoAmA2SNPOF0Zs2axc0332xkZ2fnA7drrWdYnUkIAQrnXLPwTFwsrtOR8kkIIc5Ca52plBoD3D1//vx3u3btapsxY4Z96NChVkcTwqNN2wJvrTGnr+UW//Pxn+IgwBse6Q/Xda7+HIaG3Rmw+QhsTjYLp7gUKCgxPx/iZy4Sfm1n87ZzqPOPbDrevsx9zIidwYytM9h4eCMKxfAWw3nxvBcZ3WE0Ad4BVkcU4l8KCwt54okneO+997DZbJtLp9ntsjqXEEJ4Khe69BFCCOuULkb6sVJqVUpKyk/Dhw9vPXHiRJ555hnsdrvV8YTwOC8shemxkF/y78/llpZRLyyF+DR4rgp74twi2JEG21NhexrsSIWtKZBdZH7e3ws6N4AbukDXBuYIp2Yhzr1m06kk5yTz49YfmR47ndVJqwHoF9GPdy9+l2s6XUOjoEYWJxTi9BISEhgzZoyxYcMGG/C+YRiPa60Lrc4lhBCeTMonIYSoAK31RqVUT+CTiRMn3jB37lzj66+/trVr187qaEJ4jGlbTl88HS+/BKbFQpt6FR8BlVsEezLNY0dpybQtFRKz/rlPoDe0qw8j25klU7eG0KoueLnosnCJRxP5bftv/Lb9N5btW4ahDbo27Morw19hbOextKjTwuqIQpyRYRh8+umnPProo0ZhYWEOME5rPdPqXEKIU7O52rw7USlSPgkhRAVprbOVUjcBc6Kioj7u2rVr0CuvvGKbMGGCjIISopoZunSq3VmKpzL5JfDWari2079HHxWUwIFs2JthrscUkA1jfzGn0CXn/nM/u4IWdcxy6dpO0L4+tKsHEcGuN6LpZNtStvHrtl/5bftvRB+KBqBjaEeeGfwMYzuPpWNoR4sTClE+e/bsYfz48XrJkiVKKfW31vp2rfV+q3MJIYQwSfkkhBDnoHQa3jSl1KKioqJPH3300ZG//PKL8fXXX9vatm1rdTwh3NayfeYaTxWRVQjPLTGnxB3IhgNZ5m3KSXtdPdkYigwY0tQsm1qElB51wM9NrpgchoOoA1HM2jGL37b/xo60HQBENo7k1fNfZVSHUbStJ9/DhOswDIPPPvuMRx55xCgsLMwHJmitJ5e+TgshhHASbnIpJYQQ1tBaH1ZKjQJuWLt27Ydlo6AefPBBGQUlRDVYvPfExcXLo9AB3202d5lrHASNg+H8+uZtRBA0D4GWdWDjGrh7WDWEtlhKbgrzE+YzJ34O8xPmk56fjl3ZGdZ8GA9EPsDIdiNpHNzY6phCVNjevXsZP368Xrx4sVJKLdJa3yajnYQQwjlJ+SSEEJVU+u7qVKXU30VFRZ898sgjV/zyyy/GlClTZBSUEFUss+DcHndpK/jkMtfb1vlcGNog+mA0c+LnMHfXXKIORKHRhAaEcnnbyxnRegQXtbqIOv51rI4qxDnRWh8b7VRQUFAAPKS1/kJGOwnhOpQCm4utkegJ1xDVSconIYSoIlrrQ0qpkcCNa9as+bBr165BkyZNUg888ICMghKiioT4ndvjGtZy34tGrTXx6fH8vftvFu1dxOI9i0nLT0Oh6Nu4L88Pe55LW19Kr/Be2JSLXekLcZJ9+/Yxfvx4vWjRIqWUWqK1Hq+13md1LiGEEGcm5ZMQQlSh0nddvysbBfXwww9f/ssvv+ivv/5atW7d2up4Qri885rDT3EVm3oX6A3D3WyjtqSsJBbtWcTfe/5m0Z5FJGUlARARHMHlbS/ngpYXcHGriwkNDLU4qRBVQ2vN559/zsMPP1w22ukRrfVnMtpJCCFcg5RPQghRDbTWB5VSVwI3rV69+oPOnTvXeu2112z3338/NlcbYyyEExnSDPy9K1Y+BXjD4KbVl6m6aa3ZnrqdlYkrWbF/BSsTV7IrfRcA9fzrMbzFcM5vcT7DWwyndd3WKHcd4iU81v79+7ntttv0X3/9pZRSS0tHO+21OpcQQojyk/JJCCGqSem7sd+WjYKaMGHCZT///LOeMmWKjIIS4hzZFDzSD15cBvklZ7+/vxc80t983JkY2iAqPYpf5/5Ken46df3rMqKNuTZSTU9VKywpZP3B9cfKplWJq0jLTwOgfkB9BjYZyN297+b8FufTpWEXmUon3JbWmi+//JKHHnrIyM/PL+Sf0U6G1dmEEJV3ttdm4V6kfBJCiGqmtT6glLoCGLdq1ar3O3fuHPj666/b7rvvPhkFJcQ5uL4LxKfD9NgzF1D+XnB9Z7iu85nP93n05zy3+DmyCrLId+Qf+/iUjVMI9A7kpeEvcUfPO6oo/YlKjBLiUuJYf3A96w6sY/2h9Ww6vIliwxza1bZeW0a2G8nApgMZ2GQgbeu1lZFNwiPs37+f22+/XS9cuFAppZaVjnbaY3UuIYQQ50bKJyGEqAGlo6C+VkotLCoq+uLBBx+8tGwUVKtWrayOJ4TLmTgU2taDt1ZDXvGJ0/ACvc2pdo/0P3vxNGHeBL6I+YK84rx/fS6nKIecohwmzJtAXEoc71z8TqUyFzmK2JG6g03Jm8yy6eA6NhzaQH6JWXgF+wbTO7w3D/V7iP5N+jOgyQAaBDao1HMK4Wq01kyePJkJEyaUjXZ6VGv9qYx2Ev/f3r1HV1Xe+R//PPuIFy6iWIVwqaIQAioUUFxFBdQ6FRWE6eANtNpWpVqKI4qu/ipeqKMtoohWBmyrVQRtvRAoF1EBQew4CoOE+604koBQCBA4kMt+vr8/spMJIQgYkp2TvF9rPWufs89+Tr7HrKXHT57nuwGkNsInAKhG0SqoayTdtnDhwrHnnXde/SeeeCIYMmSI6tWrF3d5QEq56TzphnOlBf8rzfmHtHN/8d3wLm9d3OPpcMv5JyyacMjgqaxkYVITFk1Qh9M7HNEKKDNTdl62sr7O0tKvlypra/Fx1T9Xla5oql+vvrqkddFdXe/ShS0u1AXNL1CbJm3YQoc6bd26dbr77rvt/fffd0EQLPDe/8TMNsRdF4Bjz0kKUmwlb2pVW/M4bhABAPFwzrV0zo03s6s7dOjgx40bF/To0SPusoA6wZtX89HN9fXer494TrMGzZQ9LLs0ICoIC7R+x3qt3r5aa7av0ep/rtbq7au1YtsK5e7PLZ3X6uRWOr/p+ep4RsfiY9OOyvhOho4L+BsgIEnJZFJPPfWUnnrqKQvDcJ/3/kFJL7LaCaidnHPz0rp8v+e1E96Nu5Sj8rc7+2vz4r9/ZGa94q4lFfGtBwBiYmabnHPXSuq7evXq53v27Nlq4MCBGjVqlNLS0uIuD6jVZq+ffdgVT+Xl7s/Vj978kQp9oVZvX61/5P5DoYWlrzdt0FTtvtNOAzoMUMemHdWxaUedd8Z5OvWkU491+UCtYGaaOnWqhgwZ4r/66qtA0mRJD5hZTty1AQCOLcInAIhR1Asq0zn3vqSHJk2a9NCUKVMSI0eODH7xi1+wFQ+oIjPWzlBeQd5RzckP8zVtzTSde8a5+l6z7+mGc29Qu9Paqd132in9tHSdcuIpVVMsUAutW7dOQ4YMsVmzZrlEIrFa0t1mNi/uugAAVYPwCQBqADNLShrhnHs1mUyOve+++3q/9NJLfty4cUHPnj3jLg+odXbs2/Gt5t143o2a+K8Tj3E1QN2RTCb15JNP6re//a2FYZiUNCIMw+fNrPCwkwHUHk5KuTaHNH2qlFT7dQNArWZm68zsGkn91qxZk92rVy8NHDhQOTnsQACOpSYnNanWeUBdZ2aaMmWKMjIywt/85jcqLCyc7L1PN7NnCJ4AoPYjfAKAGsaKZYZhmCFp5OTJkwvatm3rn3nmGRUW8v0cOBaubnu1Gh7f8KjmNDy+oa5pe00VVQTUXuvWrdPVV19t/fv3V3Z29hpJvcxsIL2dAKDuIHwCgBrKzJJmNsLMzt23b9+sYcOGqVOnTn7evHlxlwakvH8551/UoF6Do5rTsF5DXXnOlVVUEVD7JJNJPfzww+rQoYPNnj07Kek+730nM/so7toAxC9wqTVQOYRPAFDDRVvxrpV03Zo1azZddtlluvnmm9mKB1RC4AI9ftnjql+v/hFdX79efT1++eMKUq5BBVD9Kthi97r3vq2ZPcsWOwCom/gGBQApINqKNzXaivf4G2+8UdC2bVs/evRotuIB39KdXe/UHV3uOGwAVb9e/dJrAXyztWvXqnfv3iVb7FZL6mlmt5jZ5rhrAwDEh/AJAFKIme0zs0fMrMO+fftm3n///erYsSNb8YBvacxVYzTmqjFq1qCZTkqcdMBrDY9vqGYNmmnMVWP07A+fjalCIDUkk0n9+te/1rnnnmvvv/9+UtK/e++/Z2bz464NABC/4+IuAABw9MxsvaRrnXN91q5d+8Jll1323f79++s//uM/lJGREXd5QEq5o8sd+mnnn+rpd5/WppM2ace+HWpyUhNd0/YaXXnOlWy1A75BUVGRXn31VT388MNhTk5OQtLrkoaz0gnAN3FyClxqNVJySq16axrCJwBIYWY2zTn3gaRhmZmZD2VmZja4/fbb9eijj6ply5ZxlwekjMAF6takm4b3Gh53KUBKMDNlZmbqoYce8qtXrw6CIFgs6X5WOgEAKsKf8gAgxUVb8X7jvW/tvR/zpz/9qbBNmzZ++PDh2rFjR9zlAQBqmfnz56t79+6+f//+Wrdu3XpJ/+a9v4jgCQBwKIRPAFBLmNk2M/t3M0vPz8+fOGrUKDvrrLP8k08+qWQyGXd5AIAU98UXX6h3797Ws2dPffbZZ1sl3RGGYQcze9vMLO76AAA1F+ETANQyZrbRzH4sqdOePXum/+pXv9LZZ58djh8/njvjAQCO2j/+8Q8NGjRInTt31uzZs/MkPRiG4dlm9gczK4q7PgApyElBkFqDlk+VQ/gEALWUmWV57/tKunTbtm2fDh48WO3bt/d//etfxR+oAQCHs3XrVv3yl79Uenq6TZo0Kd/Mfuu9P8vMfmdm++KuDwCQOgifAKCWM7OPvfeXSOq7cePG1ddff70uuOAC/8EHH8RdGgCgBsrLy9Ojjz6q1q1b+xdeeMEXFRW9ZGbnmNlDZpYbd30AgNRD+AQAdYAVmxaG4fmSbvviiy82X3nllfrBD35gixYtirs8AEANkJ+fr7Fjx6p169bhY489pmQy+Y6ZdTCzu8wsO+76ANQeTlLgUmuw665yCJ8AoA4xs9DM/hyGYRtJ982bN2/nBRdcoBtuuEFr166NuzwAQAzCMNRrr72m9PT0cOjQodqxY8d8Sd3MbICZrY67PgBA6iN8AoA6yMz2m9mzYRieJWnkW2+9tS8jI8MGDx6snJycuMsDAFQDM9P06dPVqVMnf+utt2rTpk3LJP3QzK4ws8/irg8AUHsQPgFAHWZmu81shPe+tff+xQkTJoStW7e2n//859qwYUPc5QEAqkAYhnrrrbfUtWtXf+2112rVqlVfSrrJe9/FzGYbd6UAABxjhE8AAJnZ12b2CzNLLygoeGn8+PGFbdu21cCBA5WVlRV3eQCAY6CgoEAvv/yy2rdv7wcMGKClS5dulHRHGIbtzOwNM/Nx1wig7nDOpdRA5RA+AQBKmdmGqLHsWd770W+88ca+jh07qk+fPvrkk0/iLg8A8C3s3btXzz33nFq3bh3+5Cc/0fr165dJuiEMw3Qz+4OZFcZdIwCgdiN8AgAcxMxyzOx+731LSY/MnDkz9+KLL1aPHj3svffeEzsyAKDmy83N1ciRI9WqVSt/7733asuWLZ9I6u29/56Z/cXMwrhrBADUDYRPAIBDMrMdZvZ4GIatJP37J598suWqq65S586d/V//+leFIf/fAgA1zebNm/XAAw+oZcuWfsSIEdq5c+cMSReHYdjDzGbR0wlA3JyTghQb7LyrHMInAMBhmdleMxsT3R3vp8uWLdtw/fXXKyMjw//xj39UQUFB3CUCQJ23fv163XXXXTrzzDPt6aef9slk8k1Jnbz3fcyMvdMAgNgQPgEAjpiZFZjZn8IwzJA0YMOGDUt/9rOf6ayzzgqfffZZ7d27N+4SAaDOWbp0qW666Salp6frpZdeKiwsLJwgKd3MbjazpXHXBwAA4RMA4KiZWWhmb3nvu0j64ZYtWxbed999atWqlX/88ce1Y8eOuEsEgFpv4cKFuuaaa6xTp076y1/+kvTejzKzM81ssJmtj7s+AABKED4BAL41Kzbbe99TUvfc3NzpjzzyiFq1auXvv/9+bdq0Ke4SAaBW8d5r5syZuvTSS+2SSy7Re++9lyvpYe99SzMbbmab464RAI6EC1JroHL4RwgAOCbM7O9m1ldSx2QyOfmZZ57xZ555pl1//fWaP38+d8gDgErYvXu3xo4dq3bt2vmrr75af//73zdLGhqG4XfN7Ddmlht3jQAAHArhEwDgmDKzLDMbZGbneO+ffvvtt3f17NlTnTp18n/4wx+UTCbjLhEAUsbKlSt1zz33KC0tzQ8dOlQbNmz4XNKgMAxbm9lYM6PZHgCgxiN8AgBUCTPbaGbDvffNJf1s+fLly++44w41b97cP/DAA9qwYUPcJQJAjRSGoTIzM3XFFVdYhw4dNG7cuIJkMvmapAvDMLzIzF43M24zCgBIGYRPAIAqZWZJM/uj976TpB67du16a/To0b5Nmzbq27evZs+eLe993GUCQOy2b9+u3/3ud2rdurXv16+fPvroo82SfmVmLc3sNjP7PO4aAeBYCZxLqYHKIXwCAFSLqDn5AjO7wcy+a2YjZ8yY8c8f/vCHatOmjR81apS2bdsWd5kAUK3MTB9//LFuueUWNW/e3B588EFlZ2fPl/SjMAzPNLMnzYx/OQIAUhrhEwCg2plZtpmNCMOwpaSBX3755cLhw4erRYsWdvPNN+ujjz6iQTmAWm3nzp16/vnnde655/pLL71UkyZN2lNQUPB7SeeHYXiZmb1jZkVx1wkAwLFwXNwFAADqLjPLlzRJ0iTnXIfCwsK73nzzzdsmT558cnp6ur/77ruDW2+9VaeeemrcpQJApZmZPvvsM40fP16vv/66z8/PD4Ig+B9JL3rv36R5OIC6wjkpSLGlMOy8q5wU+3UDAGorM1thZkO992mSbl+3bt3n9957r9LS0vxtt92mhQsXshoKQEratWuXxo8fr86dO/uLLrpIr7zyyr78/Pw/SrogDMMLzOxPBE8AgNqM8AkAUKNEDcpfCcPwIkmd8/PzJ7z22mvJSy65RGeffXY4YsQIrV69Ou4yAeAbFRQUKDMzUwMGDNAZZ5xhgwcPVlZW1gpJd3vvm5nZnWa2KO46AQCoDoRPAIAay8yWmNnPvffNJP34yy+/nDty5EifkZGhrl27+jFjxmjLli1xlwkAkiTvvRYsWKDBgwfrjDPO8P369dO77767vaCg4AVJF3nvO5rZODPbHXetAABUJ3o+AQBqPDPLk/SqpFedc2mSblyyZMmtixcv/t6wYcN0xRVX2C233OL69++vhg0bxlwtgLpmxYoVmjhxoiZOnBh+9dVXiSAI9nvv35b0ehiGH5hZYdw1AkBNE9BEqU4hfAIApBQz2yzpWUnPOufae+8Hzpkz55b333//uyeeeKLv379/MGjQIF155ZWqV69e3OUCqKVycnI0efJkvfrqq37p0qWBc85Lel/SRO99ppntibtGAABqCsInAEDKMrOVkn7tnHtYUvf9+/cPevPNN2+cPHnyKaeddlp40003JQYNGqRu3brJ8dc1AJW0e/duvfPOO3rttdds7ty5zswUBMFiSa+Z2Ztm9nXcNQIAUBMRPgEAUp4V3wZvoaSFzrmhkq7avn37wBdffPG6F1544YTWrVv7W2+9NRg4cKDatm0bc7UAUklBQYHee+89TZw4UZmZmT4/Pz9IJBIbzexVSZPCMFwTd40AkGqcpCDF/i6YYuXWODQcBwDUKmZWYGZTzewG7/0Zkm7fuHHjvMcee8zS09PVrVs3P3bsWOXk5MRdKoAaKgxDLViwQHfffbeaNm3q+/btq7fffntHfn7+i5K+H4bhOWb2qJkRPAEAcARY+QQAqLWiO0q9IukV51wLSTcuWrTols8++6zT0KFD1aVLF9+vX7+gT58+6tSpE1vzgDpsz549mj17tqZOnapp06aFO3bsSARBkO+9f0fSxDAM36dxOAAA3w7hEwCgTjCzbEmjJY12zrWXdN2SJUuuW7x48UUjRoxwLVq0CPv165fo06ePevXqpRNOOCHmigFUtU2bNmnatGmaOnWqPvzwQyssLHRBEOzy3k+TNM17PzO62yYAAKgEwicAQJ0TNSpfKekp59wZkq7Jzs7uO27cuKt+//vfn1i/fn3fu3fvoG/fvrr66qv1ne98J+aKARwLZqbFixdr6tSpyszM9F988UUgSYlEYkMYhu+qOHBaaGZFMZcKALWbk1JuwXk11eucO0HSzyT9WNLZkk6U9JWK76g62sy+PMS8H0u6R1IHSaGk/5H0tJn9rTrqPhzCJwBAnWZmWyW9LOll59yJki5PJpN9p0yZ0u/tt99uGgSBvv/979t1113n+vbtq3bt2sVcMYCjsX//fs2ZM6ckcAq3bNmSkOSDIPi7pExJ08IwXB3duAAAgNg4546T9KGkiyWtkjRZUr6kCyUNkXSrc667ma0oN+9pScMkbZL0kqTjJd0oaZpzboiZvVB9n6JihE8AAETMbL+kGZJmOOd+LqmL977vf/3Xf123cOHCTsOHD9c555xTuj3v4osv1nHH8Z9SoKbZunWrpk+frqlTp2rWrFl+//79QRAESe/9TElTJc0Iw/CfcdcJAEA5/VUcPH0o6V/MzJe84Jx7TNIISfdL+kmZ891VHDytl3ShmeVG50dJWiTpaefc38xsY3V9iIrwjRkAgApEqyAWReMR51wrSX02bNjQ55lnnrli9OjR9Ro3buz79OkT9OnTRz/4wQ/UpEmTeIsG6ijvvZYvX67p06crMzPTf/rpp4GZKZFIbI6200313s8zs/y4awUA4BucHR2nlw2eIpkqDp9OL3d+cHR8oiR4kiQz2+ic+72khyXdLumRKqj3iBE+AQBwBMzsK0kvSnrROddI0pW7du3qO3ny5L4TJ0481Tmn8847z19++eVBr1691KNHD8IooIp477VixQrNmzdP8+bN05w5c8Lc3NyEJAVB8IWZTZE0NQzDL9hOBwA1j5NTEKRW0ydXPU2flkfH3s6558oFUNdGxw/Kzbk8Os6q4P1mqjh8ulyETwAApJbo7lfvSHrHOZeQdJGZXbZs2bLLli9ffslzzz13AmEUcOyUD5vmzp0b7tixIyFJiURiUxiGH0iaJ+mDMAyzYy0WAIBvb7qKv2P+q6Qs59wHkgokdZV0iaTnJZX2b3LONZDUQtIeM9tcwfutjY7pVVn0kSB8AgCgEswslPRJNJ6I7lByoZn1WrZsWa9ly5aVhlHnn39+aRh16aWXEkYBh3CYsCm7TNg0r6ioaGOctQIA6pQ059znZZ5PMLMJx+rNzcycc/+m4u11D6v4znUlPpQ0KfruWaJxdNx1iLcsOX/Ksarx2yJ8AgDgGIp6ynwcjd+UDaOysrIuy8rKunjMmDEHhVE9evTQqaeeGm/xQEzMTCtWrNDcuXMJmwCgjkixXXclNptZr2+6wDm3UdKZR/Ger5vZoGjuiZJeldRb0j0q7vOUVHET8rGS5jvnBphZ5lHWHfsWdMInAACq0CHCqG5lwqjuFYVR3bt31+mnl+8nCdQORUVFWrlypebPn1/as4mwCQBQS6yXtP8ors8p8/ghSQMkDTWz8WXOz4xWRC2R9JyKQynp/1Y2NVbFDrcyqtoQPgEAUI2iMGpBNEaWD6OWLVvWfcyYMSdIUvPmzcNu3bolunbtqi5duqhr165q2rRpnOUDR60kaFq0aJEWLVqkzz//3JYsWWL79+8PJCmRSOSUDZvCMNxIk3AAQKoysysqMb2kqfjcCt73C+fcDklnOudOM7PtZrbXOZctqYVzLq2Cvk9to+OaStR0TBA+AQAQo0OFUZK65eTkdJ02bVq3KVOmnFNyfbNmzUoDqZLRrFmzmKoHDlRYWKgVK1aUBk2LFi2yJUuWWH5+fiBJQRDsM7PFZva5pEWSPiZsAgCg1AnR8aDl79F3xJOjpwVlXpoj6RZJV0l6udy03mWuiRXhEwAANUi5MEqS5Jw7WVJnSV23bNnSdfr06d2mTp16jlR8z9+mTZseFEilpaXFUj/qjsLCQi1fvvyAFU1Lly5Vfn6+k6QgCJLlgqZF3vs15RqlAgDqIOekIMWaPrnqKXeBpPMk/co5tzD6XljiURVnOJ9Fd14u8Z8qDp/+n3NuipnlFtfrzlJx36h8HRxKVTvCJwAAajgz2y3po2hIkpxzjRQFUl9//XXXGTNmdJs2bVobRYHU6aeffkAg1blzZ7Vo0UJBEMTyGZDa9u3bp1WrVpUNmvzSpUtdQUFBSdC018wWlQua1pqZj7dyAABSyhOS+ki6QtIq59wsSftU3HC8W/R4aNkJZvaJc+4ZSfdJWuqce0vS8ZJukNRE0hAz21htn+AQCJ8AAEhB0V+85kdDUmkg9T1JXbdt29Zl1qxZ3aZPn95WUiBJJ554om/btq0yMjKC9PR0lR1NmjSJ42OgBikqKtKXX36pNWvWHDBWrlwZZmdnJ0quC4JgTwVB0zqCJgAAKsfMsp1zXSQ9KOkaSber+HvcZkmvSPqtma2qYN4w59xSSb+QdKckL2mxpFFm9rdqKv8bET4BAFBLRIFU+S17DVQcSHXcv39/elZWVvrKlSvbFxUVfVdSaaBwyimnhBkZGUG7du1c2VCqTZs2ql+/fnV/FFQRM9OWLVsOCphWrVoVbtiwISgqKirdVBAEwR5Jq7z3q1XcqHS1pMXe+/UETQCAyqqmbWwpx8y2Sbo/Gkcz78+S/lwlRR0DhE8AANRiZrZX0sJolHLOHS+ptaR0Sek7d+5M//TTT9t+/vnn7YuKig7oYN68efOwffv2ifKrpVq1aqUTTjhBqFnMTLm5uVq/fn35gMmvWbNGyWSydO+lc64gCIINYRiuVHHAVDq899toBA4AAI4FwicAAOogMytQ8UqW1eVfc841lNRGUTCVk5OTvmXLlnbz5s3LCMPw5LLXNm7cOGzRooVatGiRSEtLU1pampo3b66SxyWD1VOV573X9u3btXnz5tKRk5NT9rFt2rTJf/3110FJL6aSqccdd9xXRUVFBwVMZrapqKiIBuAAAKBKET4BAIADmNkeSUuiUco55ySdpiiUktRy165dzXft2pW2atWq5kEQtAjDsKmZHfT9olGjRr5Zs2bWsmXLRPlwquR5s2bN1KhRI7k6tg6/sLCwNFQqGyaVPM/JybHs7Gy/devWA7bFlUgkEnnOuc1FRUWbVNwTomSsV3HItKGwsDC//DwAAIDqQvgEAACOSLQF65/R+KSia5xzgYrvrJImqXl0TMvLy0vLy8trvm7duuaJRKIkpDpoz55zTieddJJv2LChNWrUSI0aNXKNGzcOGjZsqOi5Sh4fybkGDRookUjIOVfpUMvM5L1XQUGB9uzZo7y8vNLjoR6XP7d7927Ly8vzu3fvVl5enpLJZPlVSqUSicROSZvDMNwkKUcHBkulz4uKivZV6oMBABCDoI79samuI3wCAADHTNSIuiSgyjrUddEqqlMUhVPRaGZmJyeTyYbJZLLR1q1bG0lqKKlRIpE42Tl3sqRG3vsG3vuj3sfnnFMQBHLOWRAECoKg5CjnnHnvA0nmvVc0nPdeZua8P/r+2s65MAiCvc65PEl5YRjuNrPdkvZIyotGyeNcHRgwbSkqKmK1EgAAqBUInwAAQLWLVlHlRmPF0c6PVlg1UBROlTk2KneugYpvURyYWRCGYRA9T5ScL/PcH2KE5Z4X6eDwqOzjPZLyvPeERwAAACJ8AgAAKShaYVUS+myOuRwAAAB8A8InAAAAAABQbZyTXBB3FUeHFlWVk2K/bgAAAAAAAKQSwicAAAAAAABUGcInAACQMpxzpznnfuace9c5t845t885t8s597Fz7qdRI/Ky17/inLPDjA8P8bN+7Jz7b+fcnuhnzHPOXfsNtQ1xzq13zu2M6vvusf78AADUFoFzKTVQOfR8AgAAqWSApHEqbjI+V9L/Smoq6V8l/UFSb+fcgOhuepI0RdLGQ7zXLZLOljSz/AvOuaclDZO0SdJLko6XdKOkac65IWb2Qrnr75T0nKR3op/3b5Lec851NrP93/KzAgAA1AqETwAAIJWskdRX0vTojneSJOfcryT9t6QfqTiIeluSzGyKigOoAzjnTpE0XFKBpFfKvdZdxcHTekkXmlludH6UpEWSnnbO/c3MNpaZdpukZ81sWHTt71QcjF0i6YPKfGAAAIBUx7Y7AACQMsxsjplNKxs8Ree3SPrP6GmvI3irWySdJOkdM/tnudcGR8cnSoKn6GdslPR7SSdIur3cnISksMzzUJJF5wEAAOo0Vj4BAIDaojA6Fh3BtXdExwkVvHZ5dJxVwWszJT0cXfNImfOvS3rWOXemilc89ZeUI+njI6gFAIA6xTkpSLGlMLR9qhzCJwAAkPKcc8dJujV6WlFoVPba70s6X9IaM5tb7rUGklpI2mNmmyuYvjY6ppc7/7ykEyX9XNJVkhZIGmpme4/mcwAAANRGhE8AAKA2eErSeZJmmNl7h7n2zuj4UgWvNY6Ouw4xt+T8KWVPRg3OfxcNAAAAlJFiC90AAAAO5Jz7pYobhK9ScS+nb7q2saTrVUGj8aNkh78EAAAAEiufAABACnPO3SPpOUkrJF1hZjsOM2WQpPqS3qig0bj0fyubGlfwWtnzh1oZBQAADsspSLkmSqlWb83CyicAAJCSnHP3SnpB0jJJl0V3vDuckkbj4yt6MerRlC2poXMurYJL2kbHNUdXLQAAQN1F+AQAAFKOc+5BSc9KWqLi4GnrEcy5SFInFTcan/cNl86JjldV8FrvctcAAADgMAifAABASnHOPaziBuOLVLzVrqLtcxUpaTQ+4TDX/Wd0/H/OuVPL/NyzJN0jKV/Sy0dcMAAAOIhzqTVQOfR8AgAAKcM592NJj0sKJS2Q9Et38DfCjWb2Srl5J0u6QcWNxv/8TT/DzD5xzj0j6T5JS51zb0k6PprfRNIQM9tY6Q8DAABQRxA+AQCAVNI6OiYk3XuIaz7SwXeyGyipgQ7daPwAZjbMObdU0i9UvGLKS1osaZSZ/e3oywYAAKi7CJ8AAEDKMLNHJT36LeaNkzTuKOf8WYdZJQUAAIDDI3wCAAAAAADVxjkpSLEO1PR9qpwU+3UDAAAAAAAglRA+AQAAAAAAoMqw7Q4AAAAAAFSrCu5Wi1qMlU8AAAAAAACoMoRPAAAAAAAAqDKETwAAAAAAAKgy9HwCAAAAAADVxkkKUqzlU4qVW+Ow8gkAAAAAAABVhvAJAAAAAAAAVYbwCQAAAAAAAFWGnk8AAAAAAKBaOUcXpbqElU8AAAAAAACoMoRPAAAAAAAAqDJsuwMAAAAAANXHSUGq7bpLtXprGFY+AQAAAAAAoMoQPgEAAAAAAKDKsO0OAAAAAABUm+ysLI25pnfcZRyV7KysuEtIaYRPAAAAAACguizZt2uX1n38cdx1fBtL4i4gVTkzi7sGAAAAAAAA1FL0fAIAAAAAAECVIXwCAAAAAABAlSF8AgAAAAAAQJUhfAIAAAAAAECVIXwCAAAAAABAlfn/83TXAm6/eFEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1368x1224 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#No need to touch the function call; just run the cell\n",
    "#----------------------------------------------------------\n",
    "flines = symlog_pspiral(sw=sw, distance=distance, longitude=lon, latitude=lat, hmimap=hmimap, names=names, title=title, \n",
    "                        vary=vary, n_varies=n_varies, save=save)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The preceding cell returns all the traced sub-pfss field lines, and this function plots them as either xy, xz or yz projection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ipVTX3E96qnu9PfvKMl7ve3GTZ87J3Pu9EmO+yOIq9D3SWqdgDEAKpztP5Nx3BMZwInmZ79mHH3n0gPN0OLg/n/0mAzM9/z6hlMq3dFcpZVNKFauHm1KqM8Zk6iEYbUFHeZotFNc1GKVZRW1+4O2xOdgTQ273YSS2MRTcqUFUIEmkRHmZBOzA6Nn3h1LqmZwlO0qpRkqpp4A/PMvsAAqbiNM7TYqV071xpmutM/JaWCm10NNDbmFxg9fGBK7XYnTN7glsUErdmvOCrpQKUEpdrJSaidEbK2cVw5+e+2FKqce87bqUUnWUUq9g9P4pzvAQlc0/GL3yFDDT8zooAKVUH4yLUH6NasEYHwjgirwu/h7vYlww/IHflVI9PNu3epID7/AKf2mt/85nGxVpOsa4WwCzlVIX5nhNLgDmYbSz2ULZtul7ByPpjwR+8yRs3gRiNEa7nlMl2K73PWqnlOpdwHLepPAJpdRIpZTNs/8+wF+c7l13Bq11GqeHUHlKKXWftymAUqoJRoJYUG+7RzCOOwpYqpS63NMBBc82Wiil7sFo89ijgO2cQSnVGuN7KRz4F6NXcmZR18/F21vvD88QFoWZgzGoqgWY5XkNUUr5KaXu53T7rKcKaLQuKprZA1nJrfLeKMIUMYWsH4HxhaRz3FI4c5oOjZF0RBRxm2/kWjffKT4o4YCcubbRD6OHYs59pnL2NConyDV9B8YvZu/zbk63Z9HApzle3ym51htEPgNZ5nN8E0uyXFH2QwGDMgKNOT1at+bMKWKOATd6/t6Rx7ptOD3AZBZG76z9wH+5luvF6RHMNWdPEbOBgqeImVLc16UI50S+61G0KWJa5bHeFPIZMLMox4Qx+XdGjv2cyvH/f5yeIuajPNb1rtMkj+cW5Xg+3nNs+4E+OZYJ5/QURdqzX+8USweAcfmdZ5R+ipiennMn5/pxuV4LDQwsxvv7WY71TnL29Dg5b/nOJQq0zLGdq4ux/4ac+Z2T7Dku7/8fFOd8lVv536RESpQbrXW81nowRlumLzG+HBTGr629wFfAxVrri7TWRS2dydkeapfWurRjKBVIG4NNtsb4ZTkT48IARnH9YYzJbydjjE4+M9fq12D8at6G8UWogCXAdVrrG8sz7oqgtT6IMRbQ2xgDSVoxLuAfYwxa6H1PT+Wx7naMdiC/Y1SD1sNopN0w13IrMRrXvgHsxCjRcWK0kXkQ6K21Pl6mB1YKWuvdGD09n+F0Gy88fz8LdNJa7yyH/c7HKHX5EeN198MY7+0pjOlpvJ0+ThVz01cA73u2FYTxHkVjnP/efScA52C0jTyK8fmOxygp68bpIR/yituJ0THjLozSPCdGNdivGMnPT/mt61l/FUZS/jDGALfJGFWR6RjnyEsYUwvl14klLzmvi+EYJX353QqqMvSWRp2iGM0PtNaHgS7A/2FMtWTDOK5/MBKyW4u6LVExlCcDFkKIMqWUehZj6p8vtNYTTQ6nRlNKLcZocH691nqayeEIUa1IiZQQosx5Gud7S93+LGhZUb48nQH6Y1QrS08vIcqYJFJCiBJRSvVWSr2jlOrhHUPI08D5fIxqiCiM9jS5qzxFGVNKTfZ0amjuGUkbpVSQUmoCRvUzwAyt9SHzohSiepKqPSFEiSilLuTM0qYEjOluvL20TmK0gSvOnGSiBJRSz2EMqQFGG6NEjLZC3h/L64GLtNZxZ60shCiVKpVIKaXWYczPtNvsWIQQ+GCUOtXCaHzsy+leWyeBQxQ8BIIoO4EYDfbDMBqa2zASqjSMHqVHOT3AphCieFoAJ7TWZ40PB1UvkTocGhraoEuXLmaHIoQQQogaYP369SQmJh7RWuc5er+togMqpd1dunRpsHDhQrPjEEIIIUQNMGjQIBYtWpRvTZg0NhdCCCGEKCFJpIQQQgghSkgSKSGEEEKIEpJESgghhBCihCSREkIIIYQoIUmkhBBCCCFKSBIpIYQQQogSkkRKCCGEEKKEJJESQgghhCghSaSEEEIIIUpIEikhhBBCiBKSREoIIYQQooQkkRJCCCGEKCFJpIQQQgghSkgSKSGEEEKIEpJESgghhBCihCSREkIIIYQoIUmkhBBCCCFKSBIpIYQQQogSkkRKCCGEEKKEJJESQgghhCghSaSEEEIIIUrIZnYAQghRGJfLRWpqKikpKSQnJ9OiRQtOnDjBypUrsx8bNGgQTZo04cknn8TlcuF2u+ncuTMTJ07kzTffZMeOHVgsFvz8/Hj99ddZtGgRc+fOxWq1EhAQwHXXXUft2rX5+eefCQ4OJigoiGbNmhEdHc2JEyfw8/MjKCgIi0V+fwohTpNESghhCq018fHxHD16lJiYGBo2bEj79u156KGH2LNnDzExMTRo0IAffviBSZMm8eOPPxIcHExwcDArVqxg586dTJ06NfuxLl26YLVaiYiIwGazYbFYqFu3LgBNmzbF19cXrXV2IhQUFET9+vVxOp2kpaWhtSYlJYVffvmF5ORkkpOTufzyy7n77ru59NJL2bRpE6mpqXTq1In169fz3nvv8ffffxMVFUVUVBS33347AAcPHiQqKoqIiAhJuoSoAZTW2uwYikwptXDgwIEDFy5caHYoQogiSE5OJjg4mLVr1zJr1ix27tzJgQMH+PDDD7FarQwaNCg7EbnxxhsZPXo006ZNIzAwkPr169OoUSMaN26M1hqllNmHg9vtJiMjg4CAAHbs2MHGjRuJiYkhJiaGRx55hM2bN3PzzTcTExNDcnIyn376KWPHjmX8+PG0aNGCVq1a0a1bN9q1a2f2oQghimjQoEEsWrRokdZ6UF7PS4mUEKJUMjIy2LNnD+np6fTo0YNXX32V2bNns3PnTpxOJydOnCAxMRGLxcKll15KkyZNaNGiBUFBQcTHx5+1vYkTJ571WGVIogAsFgsBAQEAtG7dmtatW5/xfL9+/di8eTNgvC5aa9xuN8OHD2fnzp38+uuv7Nu3j3bt2nHppZcSHx9Pq1at6NSpE/fccw+JiYnY7Xb8/Pwq/NiEECUjiZQQosiSkpJYu3Yt4eHhdOrUiR49erBlyxaaNGnC8OHD6dGjB71796Znz560atWKevXqoZTivPPO47zzzjM7/Aplt9uz/x47duxZz3/00Ufs2LGDnTt3kpCQAMA777zDc889R3R0NN27d+fNN98kMDAQl8tFSEhIhcUuhCg6qdoTQuTJmzS1bt0at9vN+eefz5EjR+jUqRN33nknY8aMYc+ePTRu3BgfHx+zw602srKy2L59O2vWrGH06NH8/fffjBo1ioYNG9K9e3ceeughOnXqREpKiiRXQlQAqdoTQhRKa83WrVtp3bo1S5YsYfLkydlJ0yuvvEKfPn348ccfadu2LTbb6a+N5s2bmxh19eTj40PHjh3p2LEjAJdccgmJiYls27aNNWvWEBISwqFDh2jXrl12cjVx4kQGDx5scuRC1EySSAlRA3kbby9cuJD33nuPRYsWERwczIIFC+jQoQMzZ86kTZs2ZyRN3gu7qHg2m+2M5Ao4I7my2+24XC7atGlD165dGTRoEBdddBEtW7Y0MWohagZJpISoIfbs2cMff/zBwoULWb58OTt27MDPz48RI0bw2muv0bhx4+xlIyIiTIxUFEVeydVff/3FokWLWLhwIUePHuW5557j2WefpU6dOgwaNIjWrVtXmob7QlQXkkgJUU3Fx8czb948duzYwXPPPcf06dPZtWsXl1xyCS+99BJ2u52+ffvSt29fs0MVZSQ6OpoJEyYwYcKE7MeaN2/OH3/8wQsvvEDz5s35+++/2bhxIw0aNJCEWYgyIImUENXIqVOnCAsL49Zbb+Xbb7/l/PPP57LLLgPgscceMzc4YYqxY8cyduxYtNYkJiYC8M033/Dhhx/SpUuX7EFHpaRKiJKRREqIKm7ZsmXMnj2buXPnEhkZycKFC7n//vt5/fXX8ff3Nzs8UUkopQgLCwPgpZdeYsqUKfz9999s3rwZpRQvv/wy8fHxjBw5kj59+mC1Ws0NWIgqQuYvEKKKSUlJ4aeffmLatGkAfPvtt/j5+fHVV1/x999/A9CiRQtJokSB/P39GTZsGA8//DAAQ4YMwc/Pj9tvv53mzZvjcrk4cuQIKSkpJkcqROUmiZQQVcgtt9xCw4YN+eCDD7LncXvnnXd45pln6NGjh8ztJkqsc+fOPPPMM6xfv541a9ZgtVr5+uuvadiwIWPHjmXevHm4XC6zwxSi0pFvXSEqKa01K1as4M477+SWW24BYNSoUezevZs///zzjAbFQpQlbyP0hx9+mF27dtGvXz/ee+89tNYsX76cFStWUJUGcxaiPEkiJUQlk56eDsD555/PhAkTqFOnDg888AAAF1xwAbVr1zYzPFHD1KlTh9tvv51ff/0Vm83Gnj17mDBhAq1atWLKlCk4HA6zQxTCVNLYXIhK4MSJE0yfPp2vv/6aunXrMnfuXL755huioqKkN5WoVK699lrGjh3L6tWrmT9/Pj4+PnzzzTecPHmSa665hrp165odohAVSkqkhDCJ1pqjR48CRpXd8uXLmTJlCj/99BMA9evXlyRKVEpKKXr27MkTTzyBUoro6GhWrFhBq1atGDNmDE6n0+wQhagwUiIlRAVLSkriq6++4v3336dJkyb8+uuv/PPPP5I0iSqrf//+9O/fn8TERBYsWIDNZuOtt97CZrMxfvx4mVxZVGtSIiVEBYmLiwPghhtuYNGiRbz33nv88ssvAJJEiWohNDSUK664AoDu3buzcOFCoqOjuffee02OTIjyIyVSQpQjh8PBTz/9xPvvv8+pU6fYsGEDM2bMkGEKRLXnLaU6evQoK1asAOCFF16gadOmXHHFFfj6+pocoRBlQ77NhSgHqampANx77718/PHH3H333axZswallCRRokapX78+l19+OQDt2rXj448/pnHjxrz88ssmRyZE2ZASKSHK0N69e3n55ZeZO3cuu3fv5s0338THx8fssISoFC699FIuvfRStm3bxu7duwF4++23GT58OM2aNTM5OiFKRn4aC1FGvvrqK3r16kXt2rVZv349AQEBkkQJkYe2bdsyYsQI3G43x48fp1evXowdO5bNmzebHZoQxSaJlBClsGTJEkaMGMG2bdsYNmwYe/fu5bnnnpOxdIQoAovFwnPPPceePXvo3Lkzq1evRmvNmjVrzA5NiCKTqj0hSmDXrl3ceOONHD58mAcffJCmTZtit9vNDkuIKik0NDR78uSjR49y1VVX0bhxYx599FGGDBkivVpFpSaJlBBF5Ha7+fHHH2nevDnNmzfn5ptv5pprrsFmk4+REGWlfv367Nq1i+nTp/Pggw/icDgYPnw4gHTUEJWSnJVCFEJrzW+//Ua3bt147bXXyMrKIiwsjGuvvVaSKCHKgc1m49prr2XDhg0MHz6cn3/+mW7duvHbb7/JZMmi0pGrgBAFSE1NxWaz8cYbb/DUU09x2WWXSTWDEBXEWwI1cuRIXC4X9957Ly+99BKzZ88mLCzM3OCE8JBESog8bN26lccffxyXy8XcuXP5448/zA5JiBpLKcUVV1zByJEj+eWXXwgNDWXevHk0bdqUtm3bmh2eqOGkak+IXJ555hkGDRpEv379mD59utnhCCE8bDZbdqnw4cOHGThwIDfccAOHDh0yOzRRg0kiJQQQHx/Pc889R1ZWFpdffjk7d+7kgQcewN/f3+zQhBB5mDx5Mjt37qRevXo8+uijADidTpOjEjWRJFKiRsvMzOTFF1+kdevWHDlyhPT0dDp27CjtL4SoAsLCwvi///s/vvrqKzIyMmjdujUvvvgimZmZZocmahBJpESNpbVm+fLlLF26lGXLlvHBBx8QEhJidlhCiGJSSmG32/n9999ZunQpHTt2ZPXq1WaHJWoIaWwuapwDBw5w7733MmjQIO666y4GDhxodkhCiDLQsmVL5s6dy6+//krt2rU5duwYGRkZNGnSxOzQRDUmJVKixtBa8/zzz9O9e3e6devG5MmTzQ5JCFEOhg0bRpMmTVi2bBndu3fnueeeIyMjw+ywRDUliZSoEfbu3YtSiuDgYFavXs0TTzwhU7oIUc1dfvnlrF69mjVr1tCnTx9cLpfZIYlqSBIpUa3t27ePSy+9lMsuuwyn08ldd90lxfxC1CBNmzZl1qxZzJkzB6vVyquvvsr+/fvNDktUI5JIiWpr7ty59OzZk969e7Nq1SqZzkWIGiw6OhqtNZmZmfTo0YNnn30Wh8NhdliiGpBESlQ7a9asYe/evfTt25e1a9fy2GOP4efnZ3ZYQgiTKaV4/PHHWbNmDatWreKLL74wOyRRDUgiJaqNzMxMnnzySS6++GJ2795NnTp1aNy4sdlhCSEqmejoaObMmcONN97IvHnzePLJJ6V0SpSYJFKiWtBaM2TIEDZs2MCGDRsYPHiw2SEJISoxpRQWi4WuXbuyYcMGevTowdq1a80OS1RBkkiJKs3hcDBt2jQApk2bxpw5c4iKijI3KCFElREVFcWcOXN48MEHeeyxx9Bamx2SqGIkkRJV1tq1a+nRowc//fQTaWlpNGnSBKWU2WEJIaoYpRTjx4/nt99+Iz09nZEjR0rplCgySaRElbRmzRqGDh3KQw89xJw5cwgMDDQ7JCFEFaeUwt/fn1GjRjF06FD+97//SdspUagKSaSUUhFKqUlKqVlKqd1KqXSlVKJS6j+l1I1KKUnoRJFs3ryZefPm0a1bN7Zs2cK4ceOkFEoIUWa8pVPr169n48aNbN682eyQRCVXUQnMKOBjoDewAngTmAl0AD4BZii5GooCaK35+OOPOe+88zh16hRKKerUqWN2WEKIaqp+/frMnj2bbt268dRTT/HJJ59I+ymRp4oaoXAnMBL4VWvt9j6olHoMWAlcCVyBkVwJcZbnn3+eGTNm8O+//9K2bVuzwxFC1CCjR4/m6quvZsGCBXz00UeEhISYHZKoRCqkREpr/bfW+uecSZTn8WPAh55/B1VELKJqWbt2LfHx8UyaNIkVK1ZIEiWEqHBt27Zl5cqVhISE8MYbb5gdjqhkKkPbpCzPvdPUKESlorXmrbfeYujQoWzevJl69erh7+9vdlhCiBrK39+fjz76iCeffJJVq1bx9ttvS1WfAExOpJRSNmCC59/fC1huslJqNdA9JiamQmIT5tFaM3r0aL7++muWL1/OwIEDzQ5JCCEAsFgsRERE8NVXX3H55Zdz8uRJs0MSJjO7ROpFjAbn87TW8/NbSGs9VWvdA1gjgy1Wb3v37kUpxR133MGSJUto1qyZ2SEJIcQZmjVrlv39dPnll5sdjjCZaYmUUuou4H5gOzDerDhE5aC15qWXXuKcc84hNjaWAQMG4Ovra3ZYQgiRJ19fX15//XV+/vlnHA4Hn3/+uVT11VCmJFJKqduBt4CtwHlaaykbrcHS0tK45pprmDVrFqtWrSIyMtLskIQQokhCQkJITEzko48+YvTo0aSlpZkdkqhgFZ5IKaXuAd4FNmMkUccqOgZReWitsdlsdOvWjYULF9KoUSOzQxJCiGKpU6cOCxcuxM/Pj/79+5Oenm52SKICVWgipZR6GHgDWI+RRB2vyP2LyuW///6jb9++aK155JFHsNvtZockhBAlYrfb+eKLL3jjjTfw9/cnLi7O7JBEBamwREop9SRG4/I1wAVaaznLarBPPvmEK664gilTpuDn52d2OEIIUWpKKQYOHEhycjJdunTh008/NTskUQEqZGRzpdR1wDOAC1gM3JXHjDD7tdbTKiIeYa6DBw/y7rvvsnjxYlq3bm12OEIIUaaCg4NZsGABI0eOZOPGjbz22mvYbBU1kYioaBX1zjb13FuBe/JZZhEwrSKCEeY4efIk06dP59Zbb2Xt2rVYLGaPviGEEOWjdevWrFixgoceeojk5GTCw8PNDkmUk4qaImaK1loVchtUEbEIc2zdupVevXqxZ88etNaSRAkhqr2wsDCmTp1KcHAwY8aMYevWrWaHJMqBXM1EuduwYQODBg3if//7H6+++ip5VOsKIUS1ZbPZGDp0KIMGDeKPP/4wOxxRxqTSVpSrxMRE2rdvz19//UWnTp3MDkcIIUxx3XXX0aJFC6666iqWL19OdHS02SGJMiIlUqLcvPbaawwePBir1SpJlBCixuvXrx9bt24lOjqaTZs2mR2OKCOSSIky53a7efDBB/n000/58ccfpSpPCCE8wsPDycrKYuzYsTz00EMyrUw1IImUKHP79u1j48aN/PfffzJSuRBC5OLj48PChQtZvHgxEydOJCsry+yQRClIIiXKTGpqKu+99x7NmjVj/vz51KpVy+yQhBCiUoqIiGDBggWEh4fL/HxVnCRSokzExcVxwQUXsHr1alwul9nhCCFEpRcQEMCbb76JzWZj0qRJxMfHmx2SKAFJpESpnThxggEDBnD++efz2WefyQi+QghRDAEBAdSuXZv+/ftz8OBBs8MRxSRXPFEqLpeLWrVq8corrzB8+HCzwxFCiCpHKcWLL75IvXr1GDBgAFu2bCEoKMjssEQRSYmUKLGNGzfStWtX0tPTJYkSQohSuueee/jnn38ICgoiMTHR7HBEEUkiJUpk/fr1DBkyhCeeeEJ+OQkhRBlp1qwZBw4coF27dqxfv97scEQRSCIlis3pdDJmzBjeffddrr76arPDEUKIaiU6Opq3336boUOHsnbtWrPDEYWQNlKiWPbs2UPTpk1ZtWqVlEQJIUQ5ufLKK7FarTz55JP8+uuvZocjCiAlUqLIVq9ezTnnnMOmTZskiRJCiHJ22WWX8fPPPxMfH8+GDRvMDkfkQxIpUSRr165l2LBhfPLJJ3Tu3NnscIQQokawWCysW7eOwYMHs27dOrPDEXmQREoUybfffsuHH37IiBEjzA5FCCFqlAsvvJAPPviAiy++WEqmKiFpIyUKtHnzZlwuF6+++qrZoQghRI11xRVX4HK52LJli9QKVDJSIiXytXPnTgYPHsyOHTvMDkUIIWq8UaNGMXbsWL766it27dpldjjCQxIpkaeYmBiGDh3KM888I0McCCFEJZKZmcmQIUOIiYkxOxSBVO2JfMTGxnLXXXcxadIks0MRQgiRw6RJkzh27BgXX3wxixYtIjQ01OyQajRJpMQZMjIy+PDDD7nzzjvp0qWL2eEIIYTIw+OPP05ISAhut9vsUGo8qdoT2VwuF+PGjWPZsmVmhyKEEKIASinuuusuXC4Xjz/+OC6Xy+yQaixJpAQAWmvuuOMOEhIS+PLLL7FarWaHJIQQohDBwcEsW7aMu+66C6212eHUSJJICcBIpJo0acKsWbPw8/MzOxwhhBBF4Ofnx6xZs1i6dCnPPfec2eHUSNJGSvDFF1/Qvn17Hn74YbNDEUIIUUyhoaH89ttvLF++3OxQaiQpkarhZs2axaOPPkpYWJjZoQghhCihevXqcdlll/Hpp58ye/Zss8OpUaREqgZbunQpN998M7///jstWrQwOxwhhBCl1KVLFy6++GIiIyPp27ev2eHUCFIiVYMFBQXxzTff0K1bN7NDEUIIUQa6d+/OtGnTuOqqqzh06JDZ4dQIkkjVQGlpaTz77LO0a9eOiy66yOxwhBBClKFLLrmEt99+m5CQELNDqREkkaphtNbccMMN7Ny5U4Y4EEKIaurKK68kNTWVJ598UoZFKGfSRqqGeeGFF9i3bx+LFi1CKWV2OEIIIcpJeHg48+fPJyAggEcffdTscKotSaRqoFmzZmG3280OQwghRDny9/dn1qxZ9O7dmw4dOjBixAizQ6qWJJGqIbZs2UJcXByPPfaY2aEIIYSoIA0aNGDmzJnExcWZHUq1JW2kaoD4+HhGjhzJwYMHzQ5FCCFEBevduzfDhg3jgw8+ID4+3uxwqh1JpKq5rKwsRo0axZVXXsn48ePNDkcIIYRJ9u7dy9VXX01WVpbZoVQrkkhVc7GxsbRp04YXXnjB7FCEEEKY6MUXX8TX15f777/f7FCqFUmkqrEVK1ZQq1Yt3n//fRnqQAghajir1cr333+P1WrF6XSaHU61IYlUNbVnzx5GjBjBrl27zA5FCCFEJREaGsobb7zBvn372Lt3r9nhVAuSSFVDmZmZXHPNNTz55JN07tzZ7HCEEEJUMvPnz+fqq68mMzPT7FCqPEmkqqEFCxYQHR3NHXfcYXYoQgghKqHbb7+dhg0b8sgjj5gdSpUniVQ1k5iYyCWXXMIPP/wgI5cLIYTIk1KKzz77jH///VfGmColSaSqkYMHD9K2bVtiYmKwWOStFUIIkb9atWqxatUqatWqxalTp8wOp8qSq201kZWVxZgxY7j77ruJiooyOxwhhBBVgMViYcaMGQwfPlx68pWQJFLVxFtvvUVwcDAPPvig2aEIIYSoQq6++moCAwN56qmnzA6lSpJEqpq45ZZb+Oabb6RKTwghRLFYLBa+/PJLpk2bxrp168wOp8qRq24VFxsby5AhQ/Dx8SEiIsLscIQQQlRBkZGRrFixgi5dupgdSpUjiVQVprXmtttuo1u3bvj5+ZkdjhBCiCqsYcOGrFmzhhtvvBGttdnhVBmSSFVh06dPZ/v27UyZMsXsUIQQQlQDHTp0YNmyZcyYMcPsUKoMSaSqsNq1a/PFF19IaZQQQogyYbfbmTZtGnfffTexsbFmh1Ml2MwOQBSf1pqZM2dy2WWXYbPJWyiEEKLs9OrVixdeeIGsrCyzQ6kSpESqCpo+fTpPPfWUjPkhhBCiXFx//fX4+vqyePFis0Op9CSRqmJiY2O5++67+fzzz7Hb7WaHI4QQoprav38/o0aNkiq+QkgiVcXMmDGDG264gV69epkdihBCiGqsV69eTJw4kdtuu0168RVAGthUIZmZmdx555243W6zQxFCCFEDTJkyhf79+7N7925atmxpdjiVkpRIVRGxsbG0bduW+Ph4Gb1cCCFEhbDb7axYsYKWLVtK4/N8yBW5irjtttu45pprZPRyIYQQFcpqtTJjxgzGjBljdiiVkiRSVcC8efPYtGmTTCgphBDCFCNHjmTjxo3MmzfP7FAqHUmkqoBu3boxffp06aUnhBDCFHa7nbfffpu77rqLjIwMs8OpVCSRquRmzJiBw+Gga9euZocihBCiBhs6dCgvv/wyVqvV7FAqFUmkKrF9+/Zx6623SrdTIYQQlcIVV1zBwoULOXDggNmhVBqSSFVi9957L/feey/R0dFmhyKEEEIAsHz5cu69916zw6g0JJGqpI4cOcLRo0d54IEHzA5FCCGEyPbggw+yceNG5s+fb3YolYIkUpWQy+Wifv36rFixQhqYCyGEqFS8Dc8/+ugjs0OpFGRk80ropZdewuVy8eSTT5odihBCCHGWSy65hCFDhqC1RilldjimkhKpSubAgQO8/vrrjB8/3uxQhBBCiHxprenTpw8HDx40OxRTSSJVydx3333cddddNGnSxOxQhBBCiHzZbDYuueQS7rvvPrNDMZUkUpWI1ppLL72Uhx56yOxQhBBCiEI99NBDrFmzhoULF5odimmkjVQlobXmjz/+YPz48TW+vlkIIUTV4O/vz0cffURQUJDZoZhGSqQqidmzZ/Pwww/L4JtCCCGqlMGDB9O2bVu2bdtmdiimkESqEnA6nTz22GO88MILWCzylgghhKha/v33X6688kqcTqfZoVQ4uWpXArNnzyYyMpKhQ4eaHYoQQghRbEOHDqV27dp89dVXZodS4SSRqgSuvPJKZs6cKW2jhBBCVElKKV566SWefvrpGlcqJYmUyT777DP++usvIiIizA5FCCGEKLG+ffvy999/Y7PVrH5skkiZKDExkUceeYQGDRqYHYoQQghRak2bNuWpp54iMTHR7FAqjCRSJnrllVcYPnw47dq1MzsUIYQQotSUUhw8eJBXXnnF7FAqjCRSJtFas2PHDqZMmWJ2KEIIIUSZmTJlCh988AHHjh0zO5QKIYmUSVwuFz/88AONGzc2OxQhhBCizERHRzNp0iQWLVpkdigVoma1CKskjhw5wsCBA9m2bRs+Pj5mhyOEEEKUqRdffBGlFFrrat8jXUqkTPDGG28wfPhwSaKEEEJUS0opvvnmGx5//HGzQyl3kkhVsJMnT/LZZ59x//33mx2KEEIIUW4GDBjARx99REJCgtmhlCtJpCpYeno6L730Eo0aNTI7FCGEEKLcNG7cmJEjR/Luu++aHUq5kkSqAqWlpWG1WrnpppvMDkUIIYQodw8//DB+fn5mh1GupLF5BZo6dSrLly/n+++/NzsUIYQQoty1adOGNm3akJiYSGhoqNnhlAspkaogDoeD1157jQcffNDsUIQQQogKs2vXLjp27IjD4TA7lHJRYYmUUuoqpdQ7SqnFSqkkpZRWSn1dUfs329dff03btm3p3r272aEIIYQQFaZly5a0bt2ab775xuxQykVFlkg9AdwBdAGOVOB+K4WLLrqIt99+2+wwhBBCiAr36KOP8tJLL+FyucwOpcxVZCJ1L9AKCAFurcD9mm7VqlVkZmbSpk0bs0MRQgghKtx5553H448/LolUaWit/9Fa79Ja64raZ2WgtebWW29ly5YtZocihBBCmEIpxbhx41i9ejXVLQ2QXnvlbPny5SQmJjJixAizQxGi+tAaHEmQEgOpRyE1BlK89zGQFgvODNBOcHtu2gXKChabcVM2sNkhIBKCoiAwCoLqG/eB9Y3HfEOgmk9vIURF0VozYcIEvv76a/r06WN2OGWmSiRSSqnJwGSgdUxMjNnhFMvUqVO59dZbsVikg6QQxaY1JO6F2DWe21pI2mckS8608t+/LcBIqEKaQmQ3iOwOkT0gtKkkWEIUk8Vi4dZbb+X999+XRKqiaa2nAlOVUgujoqIGmh1Pcbz55ptYrVazwxCi8jsrafLcMk/lvbwt4HQJUu77wHpg8/eUPvl4SqCsRqmU2wnuLOPemQ6px3KVaOW4d6bBqT3G7eBfp/dtD4e63sTKcwttJsmVEIWYOHEiLVq0IC4ujtq1a5sdTpmoEolUVTV79mxatGhBhw4dzA5FiMopPR72zYM9c+HgAsjIY06ugMgzE5bw1kbC5BtcvomL1uBINhKqhB1nJndpsUa8BxecXt4eDo0vgOYjoekl4B9RfrEJUUVFREQwf/58QkJCzA6lzEgiVU5cLhf33HMPM2fONDsUISqXkzuNxGnvz3DkP9Du08+dkTT1MO6D6ptT0qMU+IUYt4g20OJS43GtjeQqdvXZydXOH42bskCD/kZS1XwkhLes+PiFqKR69uzJzJkzufzyy6tFjY0kUuXkt99+IzIyUgbgFMLtgqPLjORpz1yjdMfL4nO6FKfZMAhpUvmrx5SC4AbGLWdylbQf9v5qHOOhhXD4X+O26AGjFM2bVNXvC5aqf/EQoqSUUrz00kv4+/szbNgws8MpNUmkysm3337LbbfdZnYYQpgn9Rhs+hQ2fgTJh04/bg+HpsOg+QhoMgT8qsH8W0oZDdC73mHcMhNh/3wjqdo3z0geV79i3IIbQaeboeMkCIw0O3IhTHH77bfz/vvvSyIl8vfFF19Uu7EyhCiU1kZ13fr3YddMo1E3GElGi8uNEpkG/YzG39WZXyi0vtq4uZ1wZImRVO2eBYn7YMkTsOxpaHkldLnNqAas7CVxQpSha665hgcffJADBw4QHR1tdjilUmHfZkqpy4DLPP/W89z3VUpN8/wdp7V+oKLiKU8ff/wx3bt3p1u3bmaHIkTFcCTD1q9hw/sQt9l4TFmgxWXQ5XZofL7xf01ksUGjgcZt4CtwYIHxOu2ZCzu+N261O0Dn26DdOKMRvRDVnL+/P6tWraJx48Zmh1JqFfmzsAtwXa7HmnluAAeAKp9IZWRk8Pjjj7N06VKzQxGi/J3cCWvfgq1fQlaK8VhAJHS6CTpOhpBG5sZX2SgLNLnIuCUdgk1TYePHRvK54Db49yFoNwG63yMN1EW1Fx0dzXvvvcekSZOw2+1mh1NiFTlFzBSttSrg1qSiYilPP/zwA926daNFixZmhyJE+Uk5Cn/eDNPaGaUrWSnQ8FwY9j1MPgj9npUkqjAhjYzXafJBGPYdNBhgvI4b3ofP2xqvb8pRs6MUotwopfj555/54YcfzA6lVGpoWXv5+fvvv7npppvMDkOI8pGRAP8+Ap+2gI1TAQ0dboAJG+GaRdDmGrD6mh1l1WL1hTajYfS/xuvY4QZAG6/vpy1g8aOQccrsKIUoFzfddBPTpk0zO4xSUVWpQbRSauHAgQMHLly40OxQ8qW1RmstU8KI6iUrHda9A6tePD1oZssrod9zxhhLomzFb4clj8Oun4z/7eHQ8xHoeif4+JsbmxBlKCMjgwYNGrBt2zbq1q1rdjh5GjRoEIsWLVqktR6U1/NytS9DX375JfPnz5ckSlQfbqfRhuezFrD4YSOJanQejF0BI3+UJKq8RLSBkTON17nRecbrvvhh+KwlbPzEeF+EqAbsdju7du2qtElUUcgVvwy9+uqr+PvLr0VRTRxeDF90hD8nG2116naFK+fDqAUQ1cvs6GqGqF7G633lfOP1TzkCf95kvC+H/zM7OiHKhN1u5/XXXzc7jBKTRKqMbNy4kVOnTjFgwACzQxGidLLS4J97YPpAOLkdwloYjcjHrYYmg2W8o4qmlPG6j1ttvA9hLYz3Zfq58M+9xvslRBVmt9t588032bRpk9mhlIgkUmVkyZIljBs3Tqr1RNV2eDF82ckY0kBZoM+TMHGL0Yi8po4DVVkoi/E+TNxivC/KAmvfhC87S+mUqNIsFgtjx47lm2++MTuUEpFvxjJy66238vzzz5sdhhAlk7MU6tQeqN0Rrl0J/Z6RXniVjdXXeF+uXWm8T6d2S+mUqPKuvfZafvzxxyo5I4gkUmVg2bJlvPXWWyip8hBVUV6lUONWQ6SMzF+pRXYz3qc+T0jplKjyOnbsyKpVq6rkdVQSqTLw6aefkpWVZXYYQhSPM0NKoao6q68xqOdZpVP3GO+vEFVIYmIiX3zxhdlhFJskUqWUkZHBTz/9xJgxY8wORYiiS4mBGYOkFKq6OKt06i2YcZ7xPgtRRVitVu69914yMqrWjwBJpEpp/fr19O3blwYNGpgdihBFc2wVfNMDYlZAcGMYu1xKoaoDb+nU2OXG+xqzHL7pCcdWmx2ZEEXSqFEjunTpwrx588wOpVgkkSqlPn368Msvv5gdhhBFs+1bo+on5agxt9u4VVCvh9lRibJUr4fxvjbob4w7NX2A8b4LUQWMHTuWmTNnmh1GsUgiVQqZmZncdNNNVbKXgahh3C5jjrx51xptZzreBKP+goCqO5qwKEBAXWMgz46TjPd73rXGnH1ul9mRCVGgcePG8dlnn5kdRrFIIlUKCxcuZOvWrTJ2lKjcMhNhzqWw6iVQVjj/XbjoI6nKq+6svnDRVDj/HeN9X/micR5kJpkdmRD5stvtLFq0iHXr1pkdSpFJBlAKc+fOZeTIkWaHIUT+EnbDt31h769grwVX/QFdb5fRyWsKpaDrHcYUM/ZaxnnwbR/jvBCiklq7di2ffvqp2WEUmSRSpbB8+XJGjBhhdhhC5O34BviuL5zcBhHt4dpV0Ph8s6MSZoi+wBgiIaKdcT58dw6c2Gh2VELkaeTIkcydO7fKNJuRRKoUVq5cSdu2bc0OQ4izHVsNP5wH6XEQPRjGLoOwZmZHJcwU1hzGLDPOh/QTxvAIsWvMjkqIs7Rt2xYfHx82bqwayb4kUiX0/fffs3Llyio5Cquo5o4ugx8ugIwEaD4SLpsLvsEFrqLdblxJ0nam2vMLMc6HZiMg4yTMON84X4SoRJRS/Pvvv3Ts2NHsUIpEEqkSeuWVV3A4HGaHIcSZDv8HP14EjiRoNQpG/Ag2v7MWS9+2jf0TJ7KjZy+2dezE9nbt2dmrN9s6dWbfqKuJ//xzXMnJJhyAKHc2Pxj5I7S6yjhPfhws08qISqdWrVp8//33ZodRJJJIlcDhw4fZv38//fr1MzsUIU6LWQGzLoGsVGh7LQz7Fqw+ZyySdfw4uy64kP2XX0H68hW4k5Mh5/RGDgcZmzZx/KWX2XlOPxJ+rFrjuYgisvrCsO+M8yQrxThvYlaaHZUQ2Ww2G3feeSdHjx41O5RCSSJVAgsWLODiiy/GZrOZHYoQhth1MHMoOJKh9WgY+gVYTp+f2uVi75VXsvvcgTiPHCnaNrOyOPbEExy69bYq0+hTFIPFZpwnrUcb583MIcZ5JEQl4OPjw9ChQ6vEgNeSSJXAhAkTmDp1qtlhCGGI22xU52WeghaXw8VfgsUKgNvh4NjLr7C9fQcyt2wt0eZT/vmH46+8UoYBi0rDYjXOlxaXG+fPjxcZ55MQlYC3915lJ4lUMaWmpvLGG28QEBBgdihCQOoxoyQqIx6aDYPh32dX5yX9/Tc7unQloQxGCT752edk7tpV6u2ISsjqY1TzNb3EOI9mXmycV0KYbPjw4bz55ptmh1EoqZsqpsWLFzNnzhzuu+8+s0MRNZ0zE+ZcbsynVr+f0bDc6ot2ONh33XVkrlt/xuLBw4cT2Ksnvg0b4tOwIcpuR2dk4E7PwHniBCn/LSb5jz9x5tMm4fg779Do7bcr4MBEhbP5wciZRm/Po0thzhVw9T95dlQQoqIEBgbicDjYs2cPzZs3NzucfEkiVUwLFy7kvPPOMzsMUdNpDX/dAjHLIbiRcRG02Tk1Zw4xjzxqPJ9Dww/eJ7ig87Z1K4L696PeI49was5cYh57DFxnzsuWsnBReRyJqCxsdhj5E3zdA2KWwV+3wpBPZRR8Yarp06fjcDh44YUXzA4lX1K1V0z//PMPgwYNMjsMUdOtfQu2TAObP1w6B7ctjIOTbybm4UfOSqICevcuOInKJezSkTSZ/v3ZF1CHg4w9e8sgeFFpBUbCZXOM82rL57BOSiCFuQYNGsQ///xjdhgFkkSqmGbPns0555xjdhiiJtv/Byy63/h76Bfoul04cv8DpP7779nLWq3Uf+XlYu/Cv0MHgi+5+KzHU/78s9jbElVMZDcYOs34e+F9xvkmhEn69u3L5s2bSa7E49pJIlUMO3bsICYmBl9fX7NDETXVyZ3wyzWg3dDnSWg9iuOvv07KX3/luXjEpEn41K1bol1F3HDDWY+501JLtC1RxbS+Gvo8YZxnv1wDCdLRQJjDbrfz008/YbVazQ4lX5JIFcOnn37Kzz//bHYYoqbKTITZIz3DHFwG50zh1KzZnPz4kzwXV0FB1J58U4l359e06VmPabeMJ1VjnPM0NL/UON9mjzTOPyFMMHDgQI4fP252GPmSRKoYFi5cKO2jhDm0hnnjIGEH1O4AF39J6tp1RqPwnHx9wW4HoM6tt2IJDCzxLpMX/H3WY9aw0BJvT1QxygKXfAUR7eHkduP8k4FZhQmWL1/ONddcY3YY+ZJEqoiSkpLYunUrvXv3NjsUURNt+gT2/gL2WnDpHByxpzh04yTjwuZtFK4UOBwoiwUsFmpNGF/i3cV9/DFHH3wQW4P6Zzwe1L9/aY5CVDW+wcYkx/Zw4/zb9KnZEYkaqHfv3mzZsoWkSjqxuiRSReTr68tvv/2G3fNrX4gKk3TwdOPyC97DZanNwetvQGdkGI95Sgns7duD1YpOSzPGifLxyWeDhbMGBREyfDjNf/kVLKe/Juxt2pR4m6KKCmsG579n/L3oPuN8FKIC2e12evbsyX//Vc7JtSWRKqL9+/fTtWtXs8MQNY3W8MckYy60lldA62s49txzZB09etbwBO7UVGyRkQAElnJC7fAxY6j/ystY/O1E3HpL9uPJS5eWaruiimoz2phGxpFsnI9SxScq2MMPP0zDhg3NDiNPkkgV0bhx41i3Tib0FBVs0ydw4E+wR8AF7+OMiyPp13lGEpXjYmYJCcGxbx86PR2AoH6lH6JDeRK1unfeiV+3bljq1iFQqrZrJqXgwg+MquUDf0oVn6hwQ4cOpWXLlmaHkSdJpIogKSmJ7du306tXL7NDETXJGVV670JgJKdm/mSMOO5ygbc7sM2GXyvjC8aVkACAvVOnMg2l2bff0Prff7FU4i7IopwFRsL57xp/SxWfqGBOp5P69etXynZSkkgVwdq1a+nUqRN+fjLvlKggeVTpaZeLhOnTUd52et7xzJxOsFizH7fVrVvisaOEKJBU8QmT2Gw22rRpUylrhiSRKoKGDRvyxBNPmB2GqElyVemhFCmLF+OMiTEamVutkJ6OCgwEqxXHgQPY6tYFpfDv3s3s6EV1lV3FFyFVfKLCde/enTVr1pgdxlkkkSqCBg0acMkll5gdhqgpkg6d0UuPQKMB+anvvkd5SkX9WrUCwOLri71NG1yxscZzWhPQpYsZUYuaIjDSqGoGTxXfIXPjETXGiBEjqFevntlhnEUSqSLo0qUL27ZtMzsMUVMsfdKoOmlxuTFVB5B15Agp//6LdjgAcHnmnXIlJBglURi99gD8O3c2IWhRo7S+5nQV39L/mR2NqCGGDBnC2LFjzQ7jLJJIFSIxMZHDhw9X2t4CopqJ2wxbvgSLDwx8NXuIg4QffjCe97RJcR49mr2KJSAAS3Aw7kRjCg8/OVdFeVPKOD8tNtj6JcRtMTsiUQNorenTp0+lm8BYEqlCrFu3jk6dOmGz2cwORdQEix8DNHS62RgIEdAOB6d+nIk1LAxrWBjK3x/cbrBaUX5+uJ1ObBER2SVSyt/fxAMQNUZYM+M81W7477HClxeilJRSKKUqXYNzSaQK4evry8SJE80OQ9QER5bA3p/BJxD6nO7ckLpqFa64OLTTidYaa3gYWCxYgoKw1YvEFR+HJSTEWNhqNaaIEaIi9HnSOF/3zIUjMlirKH/du3dn9erVZodxBvnGLcQ555zDzTffbHYYorrTGhY/Yvzd/b7sBuYAGVu3AuBOTsadlITyM4Y5UD4++ETWwxUXj8VTCqVkiA5RkQIjofu9xt+LH5HhEES569+/P6me0vfKQhKpQgwePJhDh6RXiihne3+FI/8Z3cp7PHDGU5nbtmONiDD+0RrtyAS3G52Vha1eJM74eJSn6tkiiZSoaD0eMM7bI4th3zyzoxHV3OjRo3nyySfNDuMMkkgVICkpiSVLlhAVFWV2KKI6c7vgv0eNv/s8Dn4hZzydsX071vDw7P9dCaeM1VJSsNWugzs5ObtRurSPEhXOLxR6e9pILX7UaDMlRDm6/fbbK1WDc0mkCrB27Vo6d+4sDc1F+dr+rdFbL7gxdL71jKfcaWk49u1DWa0oX198m0Sj09KMJ10uLEGBxt8WCyiFJUASKWGCLrdBcCOI2wTbvjU7GlHNrVmzplI1OJdEqgDx8fFcdNFFZochqjO3C5ZOMf4+52mw2c94OnPnTtAaV0oKAL5NjZ58KigIAItnWhhvGymL35nrC1EhbHbj/AVYNkVKpUS56t69O2vXrjU7jGySSBXgyiuv5OmnnzY7DFGd7Z8PiXshpAm0G3/W0xnbtwPgPHYM7XBg8TcSJWtwsLGAxZhEWAUEgNan5+EToqK1m2Ccx6f2GOe1EOWkbdu27Nq1y+wwskkiVYDnn3+evXv3mh2GqM42vG/cd741OynKKWPbdixBQeByAaA999g8y3raRnkTLIufb/nGK0R+LFbofIvx9/r3zY1FVGuTJ0/mnXfeMTuMbJJIFeCDDz7Aaj374iZEmUjcB3vngdUPOtyQ5yIZ27dhizw9FII7I9P4Q1mMsaQCAoz/PWNHKanaE2bqcANYfY1eqIn7zY5GVFNaa7744guzw8gmiVQ+UlJSiI+Pp1GjRmaHIqqrDR8B2phPL6D2WU9rl4vMHTuxhpzuxedOTwebDYvNivLxQXkSfeV5Xtll+ANRMY4nZfDtioPEJKbz8u/been37WT41OJtv6fZ5oyGjR+ZHaKopmw2G7fddlulGU9KuqPlY/fu3bRo0QKLjBItyoMzAzZ/avzd+bY8F3GdPInOyDBKnSwWY1oYt6cRr9VqJFEWTwrlGQdR5VE9KERZ0lozY/UhnvtlG8mZTsIDfEhMz6JrozAGb4zh4MmOrPWdyLRN70LfKWCT5F6ULavVSvPmzdm9ezedK8Ek7ZIl5KNz584sWbLE7DBEdbXzR0iPg7pdIap3nou4vOOkKIXy9bZ90kajcosVbDaUUmes40xOKsegRU2353gKA17+h4dnbsJmNc69iEBfzmlemzUHT2GzKt66pjNj6mzn6pj7eWjaryZHLKqrVq1asXPnTrPDACSRytfKlSs5evSo2WGI6srbGLfzbdkNxnNzJxlJkdY6e+RyNEaplMXiKZHyfIStFs86lWeQOlG9LNpxgqFv/cvhhHTC/H1ISMvingtaYrUoVu0/yf0XtWLquB7M23yMm4+M46irDs1S5ceoKB/PPPMM/fv3NzsMQBKpfL377rssX77c7DBEdRS7DmKWGSNCtx2T72LZJVJuN1itoBTa7faUSFk8Pfe8vfaMcaRcp06Vc/CiJnr9jx1c9/lKslyaQa3qkJiRxbg+jTmZ5mBHbAofju9Og3B/LnlnMYt3xfHghU35q97DnJ/xI2/M/pf9cZWjLYuoPpo3b05mZqbZYQCSSOVrx44dtGrVyuwwRHXkbRvVfiL4BOa7mMtTIoXLhbJYsISEgMNhPGZRKKstu42UJdAYoNNbiiVEWVm6O463/96d/f/yffE0rhVAn6YRfLnsADf2b0pEoC+PzNxE10Zh/H3/IC7r0ZQn+D+GJLzL28uT2Boj56UoW+vWrWP06NFmhwFIY/M8aa3ZuXOnJFKi7GkNu+cYf7cdV+Ci2VV7Tqcx/Yu/v/E3oF1uo+2Ujw8AyjOOlKsSzT8lqr6k9Cxu/moNYNRA92wSzqp9CTw5rC0P/riR9vVDmDygGVd8sJQ6wX68O7Ybn/63j8+W7APdgJv8Z3JL3WXU6rDV5CMR1U2rVq3YsWOH0fQhn+YRFUVKpPKgtebrr78mIiLC7FBEdXN8PaQchqD6ENmtwEVdnvZO7iyH0UZKqexECjTamYXF3xhHKrsNVVYW7kpS3C2qvuunrSI50zjnRvdoxKp9CVzWtQF/bTtOaqaLN6/uwkMzNxKblEHbqGDe+XsXHy7aw/BOUfzzwCDurfM3v8Y3Y8r0RSYfiahuIiIiUEoRFxdndihSIpWX9PR0evfubXqWK6qhPXON+2YjjEE1C+BOTjJ662U6jDZSYIxwbrGAW0OWE0tgrkQKcCUmYqlbt1zCFzXHzxuOsOZAAjYL2H2sfLfqEACdG4by7K/bGN8nmi+W7WfRzhMALN0TT5rDxcRzmvDQ0NZ8s/wgHx17jTiHnQY7TvKo04WfTYbnEGVDKcXTTz+N1trsUKREKi/z5s3j1ltvNTsMUR15E6nmIwtd1JWcgiUoCHd6+ulEyWY1kirtRjud2Y3MVY7xzlyV4BeaqNocTjePz9oMgNMNGVlurEpxdc+GbDiciI9VsT0mia9XHMTPZuHmc5vhcLo5t1UdejapxYCX/uH5edtoU8fOjNCHWdL8/ySJEmXuzjvvpG4l+NEoiVQeYmJiiIqKMjsMUd0kH4bja8EWAI3PL3x5rY1hDXKUjCqrDWWxoN0anZWVnUjlXCYrNrasIxc1zPO/biUpw6jS87VaGNm5PqA5fDKdWeuO0DAsgOX7TqKA967txverDtG0diDX9m7EPdPXUT/Mnxk392FU33a8mzGGj/ZFQ/IRU49JVA1ZLjc7jiUzb1MM36w4wPGkjHyXfeqpp/joI/NH0JeqvTwcPXpUEilR9vb+Ytw3GQy2IsyJZ1Hg1ljsdlwpKcawB96xo9wutMuF8rSR0o4sLKGhuBMTccYeL8eDENXdqTQHXy8/kP3/2N6N+HLZAdwaVu47iUXB7hMpWBRc07MRM1YdwuF088CQVtw7fQNNIwK5uEM97p2+gSOn0on2a8ogVhrnf+ebTTwyUZlorYlNymRbTCKr9iew9kACO2KTOZWWRc7Kupd/38GaJy7EZj273MfX15f9+/dXWMz5kUQqD927d6devXpmhyGqm2JU64Gnus7tNnrkJSUZDc09iZR2ucHpzO6t505Px1anDo7ERJzHpURKlNy7f+/G5bmS+doU3644hFvDhW3r8tc2I0kP9beRkeWmd5MI7pmxnpsGNOXRnzYTbLeRkJbFy/N30LlhKJd0iuK2ussJXzQX9jglkarhthxJ5OPF+1h94CTHEjNwuvNv32S3WWgZGUjtIDtrDibQu+nZnb/q16/PokXmd2SQRCoPo0aNMjsEUd04UuDgAkBBs2FFXEmB243F7g9uN9rhQFksRtVeVpaxhGf4A52Vha12bRz795N1TBIpUTLJGVlMW7ofMIZ69bVaSXM46dIoFLvP6QmyE9Od9IwO540FO2laO5D5W47hdmucCpwuTd/mEazcd5INhxMZMnEAPVDG+e9IAd8g045PVLzEdAcfLdrL96sOcTLVcdbzNovCz8eCQpGR5cpOrjKcbjYdSQaSOZmWxZzb+521bosWLdi8eXN5H0KhJJHKw8UXX8y7775L8+bNzQ5FVBcH/gKXA+qfAwFFbBxpsaABi92OdrvQDocxtIFS6LQ0UIrUhQsBcB47hi0iAmWxkBUjUxuJkpm2dB9Ot/bWKpPmcOLW0KJOED+uNdo41Qn2IyUjizpBvqw6kED9MDtHT2UQ5GcjKSMruwrwur7RXNm9IS3qBkFUH2M0/wN/QcvLzD1IUe7cbs2fW2N555/dbDmSeEZVnY9VoTXZCZPTrXFmurKfD7HbaBwRQLPaQfRuWovGEQHUCvQlLwMGDGDAgAHleShFIolUHlauXEloaKjZYYjqJGaZcd/4gqKvY1HGqOb+/uByozMzyTp0CHeqZ7oNHx+O3HsfAAnffWc8phROKZESJeBwunn/nz2AUUrgcGmaRARyKi0rO4nq36IW/+0+Sai/D/O2xOJjVRw9ZTQGTvGMN6UUnNuyDk8Ma4fFM/I+0RcYn4GY5ZJIVWOHElJ5bf5Oftt8jEyn+6znLZ4SSw0E+dloWjuAJhGBRAT54nJDUkYWu4+nEJOYQVK6E38fK3M2HCU5w8md57fgko5ntl1OT0/n7rvvZurUqRV0hHmTRCqXjIwMUlJSZDBOUbZijdGhiexR5FWUj49RnWe1GsmT1kaD8sxMcDqpfdMkXCkpuFNSSFuzlqwDB0BrHPv2ldNBiOps3uYY0rOMi5/DpenQIITNR5KwepIhm4KdsUYSr7VGAVmuM9u4XNWtAQ8MaUO90FydKbznvfdzIKqVf3ee4InZmzl4Mi3P532siiyXxtdmoXmdIIL8bMQkprM1JplNR/KePigeB2kOJ01rB9IgzJ8gv7PTFT8/P6ZNm8Y777yDn59fmR5TcUgilcupU6fo06ePDMYpyo7WORKp7kVezeJnNxKpwAC0Z44959Gj2Lt0JmPDRmrfeWf2eeo8cYIjDz1M2rJlWGvVKvNDENXfa/N3AMZwBw6Xm6gQO5uPJGG3WUh1uKgfHsDBk2l0bRTKukOJZ6xrt1n49e7+NK8TnPfGvef98TXG50G+X6uFnceSueO7teyMTTnrOW/yZFEQ7OdDQpqDjCw3W48aybm3as+qFFFhdlpHBtO6XjDN6gQRXcufRhGB1ArwJd3hxGJR5NUu3WKxUK9ePY4dO0Z0dHR5H26+JJHKpV69epWiF4CoRhL3QuYpCIg0poYpImU3ftWfnhYG8PPDv21bMtZvQGdkGNV+gK1OHaI//4zMvXvLMnJRQ2w9msihhHQAHC43XRuF8tf24/haLaQ5XFiV4uDJNKyK7Ko8Lx+L4s/7zqVRrfwn4CaogdE2MO04JO6DsGbleTiinJ1IzuDu79ezdE/8GY/bciRIAb5WUjJduNwat9aE+vtwKj0Li4IBLWtzfpu6RAT6EpfqYPORRLYeTWLtwQSSMpy48siaejWpxYxb+p71eFRUFEePHpVEqjJZuXIl27dvZ8KECWaHIqqLnKVRxfglbrEbRdVJP83yPGAMh5Dw3fen/89FN4pmzMfLuaKrhfF9m5QmalGDvOIpjbJaFC63JsjPhtbQNiqYDYcTcXmm4agbYicmMQOrInuIhO9u7lNwEgXGeR/ZHfb9ZnweJJGqkjKyXDz600ZmrTuzQ0uQr5UUhwvF6ZIolxtC/X04mergVHoWzWoH0iDcn5OpDhbviuOfHSfy3Y8C/HwsNAjzp26InfNb16VBuH+ey/71118EBhZy/pUzSaRyWblyJVu2bJFESpSdElTrAShfI5Gy1q2L6/hx/Lt0ofZtt3H0oYewt22LJY82AW6tWXfwFOsOniLY7sNlXRuUOnxRvSVlZLHQM1+ey61pWjuQJXviCfKzsfmIUYXXtHYA++PSzkqixveJpkd0EauScyZSrWWImarE7Xbz+p87+XDRHnK2Iff3sZCe5SbFYfS6s1oUgX424lMdpGQ6aRjgT4CvP0cS0tkbl3rWdgN9rUSG+NGybjAdGobSpVEY9ULsZLncZDjdNAz3JyXDSUKaA1sePxwB9uzZg81mo0OHDuVy7EUhiVQuiYmJhIeHmx2GqE6KmUglzZtH+pYt+ERGAlD79tuJfeopIiZPJqh/P1ou+S/fdQN8bfjZLGQ63dwzfT0Nw/3p0UTaTIn8TV20x2i2BGjAz2a0R2lTL4jVB05h97FwMD4tuwu7N4mKCrXzzKXti76jup7zXxqcVxlaa75beZBnf9ma3REByE6m07PcKKBNvWCOp2QSn+IgxN84N2ISMzjsqS72UkC36HAGtqpDdK0ATqRksuNYMntPpPDtioO8s2AXDlcejaGAZnUC+fv+QWc9Pn36dIKDgyWRqkxSUlIICQkxOwxRXZzR0LxoPfayjsVy8tPPsv9P+PYbY1MZxpdSQR0htNb0aRbBIk8Jw/hPV7Lk4fOoFWRejxZReWmtmbbUmA5GAwE+FrYfS8HuY2HtwVMA9IgO57/d8fhYIMe1lK9v7FW8Tjn1POe/NDivlA7Ep7JkdxybjyayMzaFg/FpHE/OzHNZb64THeFPusPNtmPJ+PsYJUbHk88cdNMCtKoXTJCfjX1xKaw5kMCaAwl5bldhVAdGhvhRN8ROx/qhtIwMIiLIjxB73ulKUFAQycnJJTrmsiKJVC4PP/yw2SGI6qQEDc1rTbwO5/HjnJw2DVvdOjh27ATAdepUoesqpfhwXHfWHUxg7oajfL/qEFdPXc78e87N7sYuhNefW2Kzx38CCLT7kJaVSZNaAWyPTSEyxI9le04CZyZR150TTfO6+fTQy480OK90dsYm8faC3SzaeYLkDGfhK3gE+1nJdLo5EH+6xClniZWPRdGsThA2q2LHsSS2H0vG16qyk2eLgo4NQunZpBYtI4MI9rOR4XQTm5jB3rhUDiWkE5uYweGTaaza70eqw8VFbevStfHZtUXBwcEcO3asFK9C6Ukilcu+ffuoV68eYWFhZociqoO4LcZ93S5F/gWuLBYiH3mYWhOvQwUGcvy550mcMwdreNGq6D79by+v/rGTiX2b0KpuEDuPp/DoTxt5+arOJTwIUV298seOM/4/4SmB2OHpzt68TiCxSZkE+llJ9Yw+Hexn43/Di1Gl56UU1OkCB/6AuM2SSJnk4MlU3lmwmz+3xnIqPatE20jOMRJ5TlGhduw+VvbFpbIjNhm7jwWtjUpjPx8rrSKDCbHbOJWexZGEdL5afiDPgTu9bBaF1aIID/Al2N8nz2UuueQSThXhR2Z5kkQql2effZZrr72WK6+80uxQRHWQYowITXCjYq/q45k4O+qF/+PYZddypEljilLp/OdWY2Tzacv2c3GHehxOSGPG6sOc06I2l3WRxufCcPhkGruOnx7/J9DPSlqmi8gQP44lZdK4lj/L9pzEz6aykyiAd8Z2LXnppvdzkCrTGFWk2KQM3v1nN79tiiEu5ez57gpjVUa1mzOfOYbtNgsZTjcxiRn4e+ZkBKOarmGYP3EpmRw4mX5GlZ5S4GOxYPdUCbrdGqdbnzFelNOt2XMiFUjlzdFd8tx3kyZNSE9Pz/O5iiKJVC7JyckEBcmkmqKMpMYY94FFHz8qN2WxMOH3o6RkHuTziT05r03ec/W53ZrvVx1ibO/GfD+5AZ8v3cfLv+9gRKcoftkYw/0zNtC5YShNa8v5LeDZX7ee8b83WTqWZJRKBfrajLkelbcZOnRpFMag1kWcKzIv3urtlJiSb0MU2e+bYnh5/o48e8wpoH6YP8F2G9uP5d3GyDvnYj7tv7NZrQqb2xhDql6onQBfKwfiU4lNyiQ26XQ7q9NnktFMzuFyQ96FW1iUMY2M3cfKVd0bUjufdp5//fUXb7zxBvPnzy84yHIkiVQuycnJBAcXs+5fiPx4E6mgqIKXK4TTbRR/3/r1Gt6/thvnt408a5kf1hzisVmbAJi17ggfjuvO8aRMpi3dz5B2kczfGstVHyxjySPnY8/xq1HUPA6ni7+2Hc/+39dqwel2E2y3kZjupEmtALYdSybYbstuO6MUfDKheEN4nCXQ8zlIlUSqPC3ccZzHftrE0cQzB09VQL0QP+w+Vg4npHPkVMElOXmNJu5lVYogu43E9CzSHS7CA3yIT81iXx5Jm1fOzYXYbTSrE0jjiECaRATQMCyAuiF+1Au1Uy/ETqi/T5E6MwQHB0tj88rm/vvvp2XLlmaHIaqLFE8VRilKpAA6NwzD5Xaz/lAiN3yxmqu6NaB/yzq43MaIwS/+vp0WdQJ57OI2hAf68viszYz/dCVf3NCLwwlp/Lktls4NQ9lwOJEJn61g+uS+Mg1SDfb2gl1njB7tcBmJemK6kTQlexqgpzlOFxfcNrA5tYNzzaFXXN4SKanaKxcr9sXz4A8bOHjyzAQpxG6jdpAfB0+mEZOUd0+8ogrys+Hva+FEsoNkTxsrt4b41OK1t2pfP5TvJvcpVSwgvfYqpauuukouMKLslFGJ1PeT+xCTmME5L/4NwI9rj/DjWqP9VZi/DymZTg7Ep7Lu0Cm+mdSHj8Z3Z/JXq5n85Wo+HN+dcZ+sYG9cKnWCfFm5L4HX/tjBA0PalComUTVprflsyf7s/y3KqL7zsSrSs9zUD7VzNDGDELuNJE9pVLDdxn2DW5d+594SKanaK1MbDp/i/hnr2X38zNKgUH8fbBZFfKqDpAwnvjYLTcL92R+f9+TCOave8pOS6STFk4vl30zcYLMY5xUoNJq6wXbCAozRzncdT+aOb9fy7thuRTnEfEVGRjJkyJBSbaO08h4qtAarW7cu8fHxhS8oRFFkl0iVLpFSSlE/zJ+tzwxhao7qle7R4aQ6nERHBPD5xJ643JrRU5fRINyft0Z3Zc3BBB79aRMfjeuOn82Cn48VHwu8+88e/t15vIA9iupqxqpDZ5Q0ubXRqNfbfd3bGDkpR3f4qeO7l83wGdlVe1IiVRZ2xSYz7K3FXPrukjOSKF+r8V4lpmcRn+qgeZ1A7r2wBb4WlW8SBYUnUcXlPa/Ss4w59zKdLgJ9bXSPDueidvXo0iis1PuoV68er776aumDLQUpkcolMTFRGpuLsuF2GmPmoIxxpMpAgK+Nwe3q8fzlHXh81mbWHEhgZKco/tp+nGd+2crH43tw89drGPfJCn685RymjGjPU3O3EBnix4fjujP24xU0rxvM9mPJTPpyDf8+OIh6oXnPYSWqp5fnnx7ywDs3mksb08PUCvTlZKoDu4+FDE9i1bVxGH2b1y6bnQcaPVFJO258PixyCSqJpIws7p++nj+3nfljyDtpsMOlUcDA1rXp0jCcb1ce5I2/dhdrH2H+NtIcThz5NAbPyVuSFeBrpUd0OJ0ahhHqb8NmteB2u8l0adDQu1kt4lIcnEw1bplON5uPJNKhQWixYsspKyuLCy+8kEWLFpV4G6UlZ3EODocDrTW+vr5mhyKqg9RYQBuDEFrzHgOlpK7tHc3+uFQ+XryPuRtjGNcnmhmrD/HUz1v4aHx3rp+2ims/Xc7MW84hJjGDDxftoUFYAC9e2ZH7ZmygTT0jmbrsvSUsfPA8aXxeQ8zbFEN86unu7xrOmJLjZKoDiyI7ibIo+GRC0UbkLxKrD/jXgfQTRjJVxEFqhUFrzQ9rDvP4T5vIytHGzdu7zul5rGvjUJwuzeKd8SzcEVeifZ1KL/oAnb42C7UCfEjOdPLvrjj+3VX0fYYH+JYqkbLZbCxduhSHw2HatbtCEymlVEPgGWAoEAHEALOBp7XWeY8ZX4FcLhcjRoyQNlKibJTB0AcFefTithyMT2P+1li+Xn6Ayec25bP/9vPy7zv4eHwPJn6+kgmfreS7yX04ciqdl37fzluju3DboOa8v3APDcP9OZyQzsTPV/HdTb3lvK8BnvvlzCEP/GwKh1NnlyakOVzoHPU7d13Qkoiynl4oqL6RSKXGSCJVDEdOpTPhkxXsyadXnAJa1A3iQHwa6w4mFnv73k9/Uar3fKyKLE8CHmr3wWpRJKRnZSfgtYN8iQq1UzvIj8gQO5GhdsLsPjStE0jtID9qBfpSK9AXi1KlnilIKYWvry9ZWVnVP5FSSjUHlgJ1gTnAdqAXcDcwVCnVT2ttauMkf39/fvrpJzNDENVJ5inj3l4+k2BbLIq3xnTl2o+Xs/bgKT5dvJ+bzm3Kh4v28sl/e3nv2m7c9OVqbv5qDZ9M6EFsUgYP/rCRz6/vyd4TqczfeowQu43le+N57petPDmiBKNViyrjv11xZ3WHz8wxwmKaw5VdNQRQN9iPu84vhx7M3s9Dxqmy33Y15HJrXvp9Ox//u/esJMc7QXmtQF/iUxxnDLBaXMVpH6X16VKwxIwsAn2tdGscTnREABFBfqRlOjmSkO4ZiDONDIcLq0URbPchI8uFn4+FZnWCcLk0PZqEM2lA6Ua5j4iIwO0urOl7+anIEqn3MZKou7TW73gfVEq9DtwLPA/cUoHxnCUlJYXJkyfz7bffmhmGqC7cnqJxS9lW6+Vk97Hy2cReXPHBEvbFpTJt6X4m9W/KJ//tI8zfl9dGdebu6et58McNvD+2K9dMXc4tX6/h60m9OXwqjT3HU7FZ4NMl+2kbFcJVPYo/AruoGp6YvemM/y2c7nXlLWFw5qgumjG5D5bymJ/R+3nQRa86qqk2HErgus9XcSrtzKEFgvyspGSeLj2MT3WUeUPx3HKWWDndGh+rwuKpTkx1uFi6J56leworCzGGZfCxKjKz3NisinqhpRxSAzh48GCpt1EaFZJIKaWaAYOB/cB7uZ5+CpgMjFdK3a+1zn80r3LmcDj4/fffzdq9qG68iVQZt4/KLTTAh69u7M1l7y0hLiWTH9YcZlyfxny9/CBhgT48NbwdU37eSniAL9Ou78kVHyzjlq/W8NH47kz6YjUut5X4VAcPzdxI87pBeU4MKqq2JbtPnNFby6LIvgh7kyirOj2C9Y39m9KkTjl1uvEmUm5JpPKT7nBxz/frmO+Z7snL16pwa0jxjEKvPemTLu8sirNLrLLyGe48MtiPtvVDaB0ZTP0wO1Eh/kSF2QkP9CXU34cgP1uZNyN48803ufnmm/H3N6fjTEWVSJ3vuf9Da31G+ZvWOlkptQQj0eoDLKigmM7idruxWGRECFFGvBcKVf4fs/ph/nw9qTdXvLeE5Iws/twayxXdGvDRor08PLQNd5zXgnf/2U1EkJFMXf3hMh76cSPvjO3KDZ+vol6InWNJGYz9eDkLHxhEpPTkqza01tz13bozHss5YnWWS2PJkURFBPry+CVtyy8gb089SaTytGx3HNd/sSq7vZGXv4+V9CwjgQrys5GS6cw3malIEYG+tKgbRP0wfyICfUnOyOJgQjr/7Y4jNdNJepYLh9ONUopeTWuR7nAZY1FlOLFYFNf1jWZ0r8aliuHZZ59l/PjxpiVSFZU1eEdy25nP87s8960qIJZ8uVwuSaRE2fFWXVRQF+9WkcFMu6EXVoviRHIma/afZEj7SF76fTv1w+yM6dWY9/7Zw/K9J/lgXHd2H0/h7QW7eHtMV+JSMqkXaic9y83I95aQkVWEPs+iSvh6+YEzRp32TkALZI8NlTOx+vGWvuVTpeeVnUgVbyTs6i7L5ebWr9cw5pMVZyRRgb7GNSk9y0VYgA8KY1DMsmazQJeGoYT5ny5B914NFafPmSA/K41r+RMWYCwXn+pgxb6TzFp3hE/+28f01YdZtieeLUeT2B+fRmxSJknpWaRkONlxLIlTacbwGtERATQIsxPgV/rvR4vFgstl3ndWRZVIefs25teVwPt4WF5PKqUmY1T/tY6JKb8RcevWrcuxY8fKbftClLceTWrx3thu3PzVGg4lpGP3sdK/RW2emL2Zt0d3JSHVwbO/bOWNazrz4pWdeOCHDdQK9OP5yzvy8MyN1AnyIzYpkzEfL+enW8+RnnxVXLrDydM/bznjMW8hhoIzpokBuL5fE5qWV5WeyNfmI6cYPXV5dpUdeBJeBakON3YfC2h9VlupsuBrVXRpFMbGw4msP2xcim0KnBp8bIpMp0YpY4iDjCy3p22Wg2B/H4L8dHZSF+JnpX2DUNrUC6F+mB2lFA6nMRhnaqaTTKeb8EBfmkQEku5w4nRrIoL8GNm59D03lVLoiqjfzEdlGUeqwJ6XWuupwFSl1MKoqKiB5RVEZmYmP/zwA+PHjy+vXYiaRJlThTG4fT3eHN2Fu79fz87YFHxtFjo3CuPeGet5b2w3EtOzePCHjXw4rjsPD23DS79vJ9Tfxr0XtuSNv3YRYrex7uAp7v5+PW+P6VqhsYuydff363HmqCHK2cBcc+aUIPVC7fxveLvyD6oCOmFUFW635snZm/hm5aEzHvcOiKrgjImjLcpIsLLKoIOaUtC2XjB7TqSycn9CdqmT5vQ54e3VGeRnI8jPxslUBxlON6kOF0op/H2tOFxuHE43SZkulu09ybK9J4scQ4Mw/zJJpH755Rdq1apV6u2UVEXVY3lLnPIbdSsk13KmSE1N5e677zYzBFGdeKswTOiddGmXBrw6qjMa2HQkCZtStKwbzB3freP6fk1oVz+E275ZS4cGIdw8sBlfLz+Iw+lmdM9GJGU4sftYmLvhKM//urXQfYnKafPRRP7I1VjZe/311tx5L5hWBTMrqgTSXbFV3pXVvrhUej7/1xlJlGdmFzKy3IT629Ca7CQq0M+KW5dNElU7yBerUmyNScaRI9P2ng9uDR0bhDK0fT2iQvxIynASl+LA39eaPe5TSqaTxDTHGev7WhWBvlaC/KwE+lnx97HiZ1P4WhU2i3F8AT5W6oXY6dwwlJm3nlP6g8GYuNjMZjkVtWfvnAT5tYHyDlaSXxuqCmGxWEwdi0JUM94LhcuctiBXdW/IC1d0BGDVgQRqB/nSNCKQu75fx53ntaRZnUBu+nI157Wqw5hejXhv4R6aRgRyXus6OJxubBbFx4v38cniPabEL0pn0rRV+T6Xq0aPT67rQYOwCmqo620bVUMTKa01r/2xg/NeXXjGKPPeBv9+NoVVQaJnZPEgP2PWgdTM0rcBstssWJUxn6J3qAtvOzmNkeQMaRdJ18ZhbDmayO9bjhGTZMxQ7HS7SUp3ntFD0JGrsbvDZQyFkJLpIjXTRXqWi0ynMWWN020cX1qWi1SHk8YRgWUy9AFA3759SUkp+RhapVVRZ/I/nvvBSilLzp57SqlgoB/GABPLKyiePFmtVkmkRNmpBI1qx/RqjNPl5sk5W/h3VxyDWtfBpTV3T1/H22O68sK8bdz4xWq+uKEXSelOXvh9O89c2o64FAc7Y5NxuTXP/bqdOkF2Lu3awLTjEMXz0aI9HPNcAAtz26DmnNembOaCLBLv56ECerNWNseTMrjyg6UcSkjPfkx5hqJwa/D3sWRPHh3oa81OSsqCn1WRkaP0yDvchdOtiQq107FhKKv2xWcPueBjVQT5WEnOcKLxJt95t0MK9bfRvn4orSODCQ/0xe5jwe5jxW6z4uf928eK3WZBAxZPD76yYnaP+wo5k7XWe5RSf2AMcXA78E6Op58GAoGPzBxDCiAgIIDvvvvOzBBEdeIXZtxnmDv70fi+TXC4NM/+spWFO04woGUETrebe75fz5uju/DsL1u5YdoqI5nKyGLK3K28cHlH3lu4hxPJmaRnubhn+npC/X0Y1KauqcciCncqzcFLv20v0rL9W0Tw0NA25RxRLt7Pgz2sYvdrsq+X7+fJ2VvOSEUURhLlZ1VkujTpWW5sFiPRSC3KbMGc2c4tL95xwjJzlR65NDQKN3rfbTmaRMwWY9T7EH8b6Q4XWS5NluvsZgk2q6JZ7UB6N4vgwjZ16dI4nFB/c9u71YhEyuM2jCli3lZKXQBsA3oD52FU6T1egbHkyWaz0b17d7PDENVFYJRxn3rU3DgwBlh0uty88Nt2Fu+Kp0/TWrjdcO/09bxxdWeemmskU9Nu6EWaw8WTc7bw0pUdefWPnZxMdZCe5eLGL1bx/eQ+9GwaYfbhiHxorRnxzmKKUq4eFWrnyxt6l3tMZ0nxfB68n49qLi3Tyeipy9l45OwmwEbpDNlJToCvhTSHm6JM2OKdoiWvJXMmV3mNNdUg1I7d18qeE6kcSkjHx6oIsFlIyXSRlGuy4lqBPnSPDue81pH0axFB41oBla4373333WfaPHtQcW2k0FrvAXoA0zASqPuB5sDbQF+z59nzaty4MZmZRSsSF6JAgZGAgrQTprWTyunmgc15YLDRTHH5vpPUDfYjxO7D/T9s5KkR7fCxWrhx2mr+N7wtzeoE8tiszTwwuBWh/j74+1hxaRjz8Qq2HjW1T4gowMMzN3IoIaPQ5fxsFv6679zyHS8qL64sY8JiZYGA6l+6+c+2WDo9PT/PJCrnGF52m3EpNpKoosndzi2n/J4K87dRO9CXI4kZ7DmRip/NgkUZyVbOKsQAXwujujdk+aPns/bJwXw8oSdjezcmOiKw0iVRYAzI6eNjXqlYhZaFaa0Paa2v11pHaa19tdbRWuu7tdZF7y9ZzoKDg01ttCaqEYvNc7HQkBZb6OIV4Y7zW3LXBUbfjtUHEqgT7Iu/r5WHZ27k6Uvbo7Vm8ldrePbS9jSq5c8jP23ingtbEmy3EeBrxenWXP7+UvbFyWeksvlq2X5mrD5c6HIK+O2uAQT6mXDhSfWM0xdQt1o3Nne63Nz05Wqu/2L1GcNP5ORy6+zBUTPyW6gYCkpv7D4WwgN8OJXuJC7VgZ8ncct0urMTMgV0axzGtOt7suXpobwyqjP1qsAMB/Hx8XTr1s3UGGQY71yCg4NJTk42OwxRXQR5xkhJLb+BZIvr3gtbcuug5gBsOJRIrQBffG0WHvphIw9f3Aa3hslfreF/w9vTvE4Q/5uzhdvPa0GAr5UAXyuZTjfD3v6PmMT0QvYkKsrSPXE8OWdL4QsCn1/fk2Z1TRp00/s5CCz92EGV1eajiXR++g/+3Hr2j6ecyY7VYrRTKqthJPPajkVBWICNjCw3CWlZ2DylYJk5ErfIYD/uu6gl254Zwk+39WNQ67qVstQpP4mJiZw8aW5ZjCRSuUyYMAE/Pz+zwxDVhbcdSErlSaSUUjw0pDX3X9QKDWyLSaJWgC+1g/14YvZm7j6/BQG+Nm75eg33D25F2/ohPPvLVm4+tzl2HyOZSnO4GPLGv5zM0X1bmONAfCrjPl5RpGXfHN2ZQa1NrFLzJlJB1bN91JS5mxn+9n/5NhTXnK7Sc5VzB/EAX2PcqVNpzuzxqbxDHliAwe0iWXD/uax4/ELuuqAVdt+qWUKYkpJCcHCwqTFIIpXLM888Q1RU9fyQCxNkl0iZ3+A8J6UUd17Qkpev6oRSsP1YMjYrtKobxP/mbmFivybUC7Vz2zdrmTygKV0bh/HCb9u4vl8TfKwWAnytJGU4uej1RaRmyOSzZknOyGLom/8W2rhcAZ9d14PLujSsiLDyl93QvHqVSB06mUbP5/5k2tIDhS6be1qesuaptSPN4coeeNXb3tyqYGyvxmx5ZghTJ/SgeR1zE5Cy0qlTJ1P3L4lULnfeeSdLliwxOwxRXVTCEqmcru7RiE8n9sTXZmFXbCrJmU66R4fz/K/buKRjPVpFBnP39+u5umcj+jSL4PU/dzK+TzRWiyLA10p8qoNBry4kIU1Kpiqa2+3mgtcWZY87lB8fq2LB/QM5v20FjhWVn+yqverzY/WNP3cw4OV/OJGS/2dA5bovTzmbW3lzNpuCCX0bs/WZofzfFR3xr6KlT3np1KkT33zzjakxSCKVy5EjRyjPiZFFDVOJhkDIz3mt6/LDLX0Jsds4EJ/GzmPJ9G8RwdsLdtM9Opxu0eE89ONGBrePZGCrOrz7z25G92yERRnJ1ImUTM57ZSHHpM1UhbrojUUcTy64h3GdIF/WP3kRzSrLRMTeEqlqULV3+GQavZ7/i7cW7C50WZ3rvqh8rKVLvWwWuKFfE7Y9ezHPXNoRPx9rqbZXGa1evZrPPvvM1BgkkcpFeu2JMhXkGQ08+VDBy5msU8MwfrlzAPVD7SRmOFm+N55zW9Zm2tL91A/1Z1CrOkyZu5Xu0eFc1C6Sjxfv44pu9VEYPYJOpWdxweuL2HNcOmqUN4fTRd8XFrDnRFqBy/VsEs7Kxy8k0F6JJgf2fg6qeNXey79to//L/xSayJZUoM/pYQlKwseimHxuM7Y/ezH/G9EeH1v1vdRv2rSJf//919QYqu+rW0L161ftD7ioZGq3N+6Pr+eMSaoqocYRAfx8Z3/a1w/B6YZ/d8XRt1kEs9cfQSkY1jGK1/7YSdPagQzrGMWXyw5yedcGhNh9sFkUqZkuhr39H+sPmTuSe3W253gKHZ+aT0xiwWNFXd8vmh9uqaBJiItKazix3vi7dgdTQympgydT6fHcn7y/aG+5bN/PqugeHUZqlrvAcaLyY1Vwy8BmbH92KI9d0habtfpf4pOTkwkKMrfEtfq/ysX0wgsvMHHiRLPDENVFaDNjqpi02NPVGpVYRJAfP9zSl/Na1QFg2d54OjUI5Z8dJzielMGo7g2Z+u9eQvxtXNa1AV+vOMiAlrVpXicwezycK99fyp9bj5l7INXQtKX7uOD1RWdN9ZHbG1d34qkRlTBRSTkCacfBHg6hTc2Optie/3Ur5768kLgC2kKVlJ/Nwr0XtSQkwJc1B06VaBuXdanPlmeG8MjFbbHWgATKqzL02qs+Lc7KyJIlS0hOTmbo0KFmhyKqA6UgsjscXACxqyG48k/8G+Br4+PrevDE7E18v+owG48k0iQigHWHTpGQ5mB0z0Z8t/IQ/ZpHMK5PY75efpDu0eH0blaL5XtP4tJw05drePrS9lzXt4nZh1PludyacZ8sZ9negsfKsftY+OXO/rSoW0l7Yh1bbdzX7W58LqqI/XEpXP7+UhLSyn52Al+rMRSJzaqY8vO2Em2jS6NQPhrXg8hQexlHVzXccccduFxlM7FzSdWctLWI1q9fz5w5c8wOQ1QnkZ75G2PXmBtHMdisFl64ohP3XmhMKXPwZBoh/jZOpDiYu+EoY3o1YtWBBBZsO849F7Zk85FEDsSlMqR9vextPDVnC8/+UrRBIkXejiSk0WnK74UmUee3rsOmpwZX3iQK4Ljn/I+sOvOZTpmzmUGvLirzJMpmUTw8pDUb/ncRP60/UqIkKjLYl1m3ncPs2/vX2CQKYM+ePaSnm9vRRRKpXOrVq8exY1ItIcpQFUykwBhr6u4LW/LSlR1RCk6lZZGZ5aRBmD/frTzE+W3qYlGK9/7ZzQ39mqCU4p/tsYzoZPTIsij49L/93PTlKnQlbx9WGX274gD9XvqH1ALmXwv1tzHvrn58dn0vfGyVvEdWbNVJpDYcSqD9/35n2rLCx4UqDouCey5swa7nL6Ztg2A6TPmDrUeL10HDblO8fnVnVjx+EV0bh5dpfFXRM888w/Lly02NQar2comKipLhD0TZyplIaV2lqjUArunZmHZRodz+zRoOJqSz63gKfZtF8PvmY7SODKZReDgfLNrLJR3qcSIlk583xnB+6zr8tzsel1vz59bjXPLWYubc3g/fatj9uqy53ZrRU5ezcn/+pVBWBc9d3pExvRpXYGSloHWVSKQS07K49pNlbC5mclMYi4LbBjXn/sGt0Romf7WaP7ceL9Y2FHDTuc14ZGibip9suhI7evSo6YNoSyKVS5cuXfjqq6/MDkNUJ7kbnFeBdlK5dWwYyu/3nsv/Zm/mx7VHWLY3ns4NQ9kXl8qRhDRGdIril00xtKobxOVdGzBr3RE6NQjl4Mk0kjOcbDuWTN8X/+bHW/vStHYlGdOoElqz/ySjPlpWYI+ta3o25MUrOlWuHnmFqeQNzbXW/G/2Zr5acbBMt6uAmwY05eGhbbBaLeyISeLy95eQVsggqrkNalWH98Z2I9Aul+zcYmJiJJGqbAICAjhx4gTNmzfHYpGaT1EGzmhwvqZKJlJgNEJ/9eounNemLvfN2MCGw4kE+FqpG+zHzxtjuKhtJKv2n+ToqViu6xvNdysPERHkQ6CfnZjEdOJTHZz/6iKevawD4/pEm304lcrJlExGvvcfhxPyH9agfVQwM2/rh70qlup5S6MqYUPzXzYe4d7vN5BVhlO3KOC6c6J5cli77B50z/2yhU/+21+s7TQIs/P1jb1pWlkGVK2Enn76adOHLZJEKg/Dhw9nx44d1KlTx+xQRHWRs+dei5FmR1MqwzrVp1t0ODd/uYaNRxLZH59GdK0A/twWS9uoELTWfLHsAFd0a8CSXXEkpGfSvE4Qu46noIEnZm9mwbZY3h7TleDKNFikCZwuN2OnLmflgfzH3qod5MvMW84hunZgBUZWxmI9PfYqUbXegbgURn20vEwH1fSzWbihXxPuH9w6ewynuORMLnl7cbH242dVvHJ1Z0Z2rpo/uiqK2+1m/Pjx2GzmpjKSSOWhfv36xMTESCIlyk5UX+P+4ALo94y5sZSBqFB/Zt3ejw8W7uH1P3dw4GQa/j4W9sWl4Gu1cG7L2vy09gg9osOJdLnZeDiRHtHhbDqSSKbTzT87TnDOCwv4cHwP+rWobfbhVDitNY/+tInvV+U/4n2tAB8+u64HXaJrVWBk5eTAAuM+qo+5cQAOp5vrP1/Bkj0F94Qsjvphdl68oiPntqp7xuNfL93HE3O3Fmtb4/o05umRHbBKO6hCbdq0ifHjx7Nx40ZT45BEKg/eBudmzygtqpHoC8HqC0eXGW1FAuoWvk4lZ7Uo7ji/BQNa1ua2b9Zy5JTRBdnHauHfXXH0ax7B6gMJ+FgVvZrWYvX+kwTbfYgKtbM/Po3kTBfXfrKCEZ2ieP2aLvjUkEEEP160h+d/257v8/VC/PhmUm+aV+ahDIojNRZiloPVz/gcmMTpcvP4rE1MX324zLZ5fps6vHxlZ2oH+53xeJrDyeXvLWFHbNGnG+vQIISvbuhNeKBvmcVX3cXExFCvXr3CFyxnkkjl4fbbb6dp08rXIFJUYb5B0PgC2Pcb7P0VOlxvdkRlpnOjMP6491yemruZH9ccITnDiY9VsXRPvKcNlZ2V+05SP8xOoK+NXcdTaBjmz4mUTDKdbn7eGMOinceZOqEnfZpFmH045WbmmkM8+MNG8mtm3LZeMNMn9yEkoJpdSPf+Cmjj/Pet+LY+KRlZ3PHdOhbuOFEm2/P3sXDPhS2ZfG7zPBv8z1xziPt/KHoJSYjdxmcTe9CjSfU998tLZeixB5JI5emyyy6TcW9E2Ws+0kik9sytVokUQKCfjVdHdeG81pE89OMGUh3GSMO+Ngt741KJCPTF6dLsOp5Cy8gg4pKNJCoq1E5MYgZJGS5GT13OkPaRvD26a7nMUn/oZBrvL9zNb5tispM9P5sVf18rrSKDaRjuT6i/D83rBnFV90Zltt/fN8dw29dr802gLmhdl6kTulffaT32zDXum1ds28BjielM/HwV24+VzVAGzWoH8PaYrnRoEJbn8yeSMrnig/84VECHgZwU8OCQ1tw6KO+ETBSubt26DBo0yOwwJJHKy9SpU9myZQtvvfWW2aGI6qTZcOBW2P8HODPAVv1GIx7WKYpeTWvx4aLdfLH0AAlpWVgtYLEojidnUi/EztFT6aRlumhTL5idx5Lx97Hi1ppMp5v5W2Lp8NR8Jnoa7JZFD7WYxHTu+HYda3I16HY5NRlOJ4kZTo4lnW4I7O9jKZNEatGOWG6Ytpq8psZTwKQBTXh8WPtS76dSy0qHA38YfzcbXiG73HzkFDdMW8Xx5NLPiWcBRnaJ4v8u70SAX/6XyylzNzNtadEH7zy/dR3eH9e9avbArESGD6+Yc6owkkjlITw8nMOHy64eXQgAghtC3W5wfC0c/BuaXWJ2ROWiTrAfTw5vzy0DW/Dy79v5ce1hTiRnYlWQlJFFmsNFgzB/dsYmY/exUifEjwPxaYTYbSRlOMlyaz5evI9pS/ZzbZ9obj+vBXVytUEpCrdb89yvW/hsSf4XOLvNwqgeDflr23FsVkXbesH0aVa6xu8r98Yx9pMVOPMogrJZFC9e3oGrelaRgTRL69Df4Ew3euuV47AfCWkO/jd7M79tisFZBpUJwXYrTw1vx1U9Cn6f1h44ydiPV5CR15udh+ha/nw7qTcNalXhHpiVyGOPPcaIESPo27evqXFIIpWHBg0aSCIlykfzkUYitWdutU2kvOoE+/HKqM48OKQ1z/26lV82xpDmqfKLTcrArSHE38aB+DRqB/mS5Sm6yZlQTVu6n2lL99Ohfgj3D27NeW2K1kh/R0wyoz9eSkKa86znGob78/rVnWlWO5CIID+UUjx7WemPd9exRIa9swRHHkVQAT4Wvp3Uhy7R1WNKjzEf/cemI8lsfubighcsx2q9pLQsnpy9iXmbj5XJGFAKYwLgN6/pWuhQExlZLsZ9spzVB04VadvBftYa20O1PC1YsKBSlEpJIpWHli1b0rx5c7PDENVR85GwbArs/Rn0+6CqabuYHOqG2Hl7TDeeGJ7B63/s5Ic1h3B6LnyxSZlYFKQ5XKQ5XCjAleOiaFHg1rD5aBLXT1uFv4+VC9rW5dIu9RnQss5ZVSMOp4v7Zqznl41nz5fZPiqYzyb2JDLUv0yPLynNQf+X/yYp4+wZ6OsG+fLrXQOoE1K9qnGX7UsEoMkjvwLwyqVtGNU313emdsOen42/yyiR2h6TyJsLdvHXltgyKXmyKOgRHc6Tw9vRsWFYkdb5aul+npxbtMm4bQqeGNGOiedI56WyprVm586dtGzZ0uxQJJHKS506dfj222/NDkNUR3W7QFBDSDkMsWuhXg+zI6owdYPtvHhlJ+4b3Ir3/97N1ysO4nRrtCa7pEpDdskUgI9FkZnj//QsF79sjOGXjcZ8mDYL+PtYCbL7cDI1k8w8rq59moYzdUIPQvzLvjfc1R8uZeX+swfTbBcVzJzb+1X+iYRLyN8G6TkK+x6cs50H5xhDOjw1vA3XndMUy/E1kBoDwY2gTudi7+NUmoOpi/YwZ8NRYk5l5NtYv7hsFji3RW2eurQD0RFFr2I7kpDKpe8tJS6laG2vxvZqxLOXdZTxoMpJUlISwcHB1K5tfimfqkq905RSCwcOHDhw4cKF5b6vxx9/nFGjRtGlS5dy35eoYRbcAevfg253w3lvmh2NaY4nZ/Dl0v38tvkYe06k5rmMwkiuwJioN6+G23nx97Hw6CVtmdC3SVmEepb4lAy6P7fgrMcvaFOHT67rWSN6YX25dB//K3CwSQ1o/JSLkMBAIkPsRIXaaRDmT+MIf0Ltvuw6nsyWo0kcSkjjZGoW6Q4nxZyGrkh8rYphHevxxPD2RAQVr72d1po7v1ubZylnXno1CeeziT0IslezYSwqIa11hXzWBg0axKJFixZprQfl9byUSOXj4MGDrF+/XhIpUfY6TjISqS3ToP/z4FMzG57WDbbzwJA2PDCkDamZTuZtimHu+qNsj03mhGc6jZx5U2FJVKCflXsuaM6kAS3K9cv1942HuOXbM8cJurh9JB+Mrzmli7+uP8zL83eckeieTQGKTG3hRIqDEykONh9NqrAYA3ysjOrRkIeHtCaghFMRLdgWy+Qv8+55mVv9UDvfTe5TrFIuUXLLli0jOTmZwYMHmx2KJFL5adWqFTt27DA7DFEd1e1iTBkTswy2fQedJpkdkekC/WyM6tGIUT2MYQcyslxsOHSKhTuOs3jXCY4lZaK1MTq1r81CsN2H8AAfagf7MaxjFCO7VMycZEdPJp2RRAX4WNj09NAaV31z1/QNhSQXOZ+smNcm0NdKr6bh3DSgGX2b1y5VMh2XlMmId/8lJqnwarwAXwsfjut+1vQwonzNnTuXwMBASaQqs1atWvHrr7+aHYaorrrcZiRS69+DjjdCDagKKg67j5XezSLo3SyChy9ua3Y42ezqdL1TvWBflj9+kYnRmGd8n8ZMW3awgCXK93xWGL1CR3aOYvLAZtQNLpsOBIlpDsZ9uoJNRwovObNZ4PFh7bi+nzQkN8OOHTsYM2aM2WEA0kYqX263G4ul+veoEiZxZsDURpAeB2OWQX3zJ3MVoqRiTqVx+ftLzxjYtKwowN/XQvM6QUw8pymXdqmPrYxHgU9Kz+KmL1exYt/ZHQdy87HCPRe24rZB5VuFLArWoUMHvvnmGzp3Ln5HhuKSNlIlpJTilVde4f7775eESpQ9mx063AirXoIN70siJaq0qLAAlj92IW63m0mvfMzfCd6q1qIlGgrws1mICvWnb/NaDOsURY/oWuUyVVBOKRlZ3PTlapbtPVnosv42C0+MaMe1vaPLNSZRNDNnzqw0c+JKIpUPpRRvvfUWV199NdHR8sER5aDzzbDqZdgxHQa+DgHmd+MVojT+2bibEa4f+Zt7eOmS+lxzblfAaNsWl5JJfKqDBqF2Qvx9sZjYriwt08mkL1exdE/hCVSQn5WXruzIsE4V0w5PFC4pKYmUlBR8fStHz0gpailAq1at2Llzp9lhiOoqtKkxurnLAZs/MzsaIUplf1wqN36/i3uT7gFg3u6s7OdsVgv1Qv1pXz+UsEA/05KodEcWY6Yuo91T8wtNosIDfPh6Ui82Pz1UkqhKZvny5Tz00ENmh5FNSqQK0Lp1a3bs2MFFF9XMBqWiAnS+Dfb+Chs+gB73g6V6DuAoqq++LywgxG5j7i29mNngNQ4laR5IfYD1h06ZHVq2tMwsrp9WtDZQkcG+fDyhJ50ahZV/YKJEdu7cSatWrcwOI5skUgV45JFH8Pcv2+kkhDhDkyEQ2gwS98LWr6DDRLMjEqLI0jOyiEnMICYRWj+9gCBu4csG7+OXaSUxPYv4lMxiD4BZlg7Ep3LdZyvYH59e6LINw+x8cUMvmtcNroDIRGls27aN1q1bmx1GNqnaK0BUVBQHDuQ/c7wQpWaxwjlTjL+XPmX05hOiivC3+7DwwXMJ9Td+k6cQyBVHHsie8mfZ3rgKj8nlcvPS79to8eivDHxlYaFJVNt6wSx75Dz+e+QCSaKqiEsvvZRhw4aZHUY2KZEqQEZGBoMGDSIxMRGbTV4qUU7ajIVVr0DcJqOKr/u9ZkckRJE1iQgmzJJMIv4YA3Gq7OE43/97D8MrqH3Rwh3HefjHDcQmFz6Ips2iuLp7Q54Y3o4AP/lur0pcLhcDBgyoVLVFcgYVICQkhIYNG7Jt2zY6duxodjiiurJYof//wewRsPx5Y1gEvxCzoxKiaDITiXbu4ABdyD3cwfbYZJIysggp4RQthTmakM4d365lbRHbY3VqEMqrozrTqp6UPFVVW7ZsYcyYMWzZssXsULJJIlWI7t27s2bNGkmkRPlqNgwa9Icj/8HqV6HfM2ZHJESRbF/wHv9m5j0oolvDBa8u5K/7BxHqXzbJ1Mr9cfxv1ha2x6YUafnIYD+euaw9Q9pHlcn+hbnWrFlT6ebAlUSqELfffjtBQUFmhyGqO6VgwIvwfX9Y8zp0uR0CI82OSoiCpcbSZtfzvB3cjScyHyGvqelOpDjo/PQfdGkYyotXdqJNVNFLW51OF9+uPMBHi/ZyJLHoo6bbbRYmn9uUey5sbep4VaLsrVmzhh49KtcE4ZJIFaJfv36kpqaaHYaoCRr0g2YjYO/PsPw5uOAdsyMSomDLnwVnGiPb12LkZcNYsvs4N0xbQ6bTfdai6w8nMvStxdn/222KOsF+2H2spGQ6yXC4yHC6cTjdhUyInDd/H8WlnRvy2LA2hPhXjoEaRdlr1aoV5557rtlhnEESqUKkpKQQFRVFQkKCNDgX5W/A/8HeX2DjR0aj87BmZkckRN5O7TXOU2Ux2vgB/VrUZcdzFzN/cwyP/rSJk2lZ+a6e4dQcSih5L9UgPwvnNK/Nzec2o1t0LZn3roa46667zA7hLJIZFCIoKIj69etLg3NRMWp3gPYTYMsXsOgBGDnTqPYTojLRGhbdD24ntP//9u47PKoqceP496SHEHoLHUSkB2liUIgFUESqiCBSRFFRwUUUd23YFhdBBRXFClKkSI1AQIUgXWkuVRAJi5TQawghyf39cQM/C2gISc6U9/M880wyg+TN3Ct5c86Zc3tCsZq/e7plrSha1nLXJO1MOsF9n63m12N/v5fTpRigeGQIHeqV4eFmVSiUTyNO/mjjxo288MILTJ8+3XaU31GRygItOJc8FfMKbJ8OP8+An6ZAtc62E4n83k+T4eeZEBIJMX/9xohKJQuw9JmbAUjPcNiedIJvNiexcucRdh48TXJqOuEhgZSIDKVisQiuKRlJ1VKRVC6Wj+IFwokICdRokwDwww8/eNS2B+epSGXBXXfd5TEXRxQ/UKAcNBsOX/eBbx+FcrFaeC6e43QSfPuY+3GzN93zNYsCAwzVogpSLaogj+VSPPFda9asoX79+rZj/Il2Ns+CDh060Lp1a9sxxJ/UfgAqNIeUw/BtX3cqRcQ2x4FvHnHPywotoHZv24nEj6SlpdG4cWPbMf5ERSoLUlNTqVu3LmfPZv3ttyJXxBho8bE7dbJ9ujuVImLb1knulHNIJLT4SOv3JE998MEHxMTE2I7xJypSWRASEkJQUBDff/+97SjiTwqUd6f4wJ1KOZ1kN4/4t9NJsPC3U3rl7eYRv7J69Wr+85//2I5xUSpSWXTTTTeRkJBgO4b4G03xiSe4MKV3RFN6YsXcuXM5fPiw7RgXpSKVRS1btiQlJft7nohki6b4xBNoSk8sS0hI4KabbrId46JUpLLo1ltv5bXXXrMdQ/zR76b4+robIYrklWO/wMJH3Y81pScWpKens2XLFpo0aWI7ykWpSF2GwYMHs2rVKtsxxB/VfgAqt4aUozCrLaSetJ1I/EHqSZjZxj3vKrfWlJ5YERgYyK+//kqBAlm/TmNeUpG6DMnJycTHx9uOIf7IGGg1HopUg0MbYe594Pz5emYiOcbJcM+zw5vc867VeE3piRUzZsxg7dq1tmNckorUZYiNjdWCc7EntCC0nQWhhWDHLFg+2HYi8WXLX3TPs9BC0G62e/6JWDBixAiPXWgOKlKX5YYbbiAxMZH09HTbUcRfFakKrSe7F4pd+Yp7CRmRnLZ1Mqx81T3PWk+BwlfbTiR+KiUlhdWrV3vs+ihQkbosBQoU4JdffiEwMNB2FPFnFVv8/+Lz+J6QtM5qHPExSWthfi/349g3oWJzu3nEr61cuZLatWsTGRlpO8olqUhdpuXLlzN5st6CLpbV6w81e0LaGXfxuTbrlJxwOglmtnXPq5q94Np+thOJn2vatCmzZs2yHeMvqUhdppMnTzJq1CjbMcTfGQO3fgBR18PJ3TC7I6RpnzO5AmkpMLsDnPrVPa9ufV+Ly8W66dOnEx4ebjvGX1KRukw33ngj69at4/jx47ajiL8LCoW20yF/Wdi7zC1T6am2U4k3Sjvrnj97l7vnU9vp7vklYtHx48e5//77CQjw7Kri2ek8UEREBDfccIPevSeeIaIUdJwHYUVh51z46h5IP2c7lXiT9HMw5x73/Akr6p5PEaVspxIhPj6eG2+8kYiICNtR/pKKVDZMmTKFtm3b2o4h4ipWC+762n2b+s8zYF53yNA7SyULMtJh3n3w80z3/On0jXs+iXiA2bNn06ZNG9sx/paKVDZEREQwdOhQ0tLSbEcRcZW8FjrGu9dC+2kSxPeADJ2f8hcy0tzS/dNk97zpOB9K1LWdSuSCV199lc6dO9uO8bdUpLLBGMOUKVNYtmyZ7Sgi/y/qOmg/F4Lzw5YJMKeLpvnk4tJT3WngrRPd86XDPIhqZDuVyAU7duwgOTmZQoUK2Y7yt1SksqlNmzbMnj3bdgyR3yt7A9y1AEIKwLYvIe4udyGxyHlpKTD7Ltg+zd2t/K6voYznbnYo/um9995j2rRptmNkiYpUNrVp04a4uDjbMUT+rPT10OlbCCsMO2a7F509e8J2KvEEZ0+4+0T9EgdhRdzzpHRj26lEfsdxHK9ZHwUqUtkWHR3Nd999ZzuGyMWVagCdFkF4cdi1AL6IgWM7bKcSm47tgC+ud8+H8OJw9yIoWd92KpE/2bJlC6mpqURHR9uOkiUqUtlkjOH48eMsXLjQdhSRiysRDV2WQ5HqcHgTTGgEu761nUps2PUtTGgIhze750OX5VC8ju1UIhdVtmxZvvzyS4yXbAirInUFEhMTef75523HELm0wlWg60qofAekHIFpLWHdu+A4tpNJXnAcWPuOe9xTjkLl1u75ULiK7WQil7Rlyxbq1atnO0aWqUhdgdjYWDZt2sSBAwdsRxG5tNAC0HYWNHoGnHRY+Dh8/ZB2Qfd16anwdR9Y1M897o3+CW1nuueDiIdKSkqiZcuWpKd7z154KlJXIDQ0lObNm2vRuXi+gEC4cQi0mgBBYbDhI5h6CyTrlwCflHzAPb4bPnaPd6uJcOO/3fNAxIPFxcXRvHlzQkO95xJFQbYDeLvhw4dTtGhR2zFEsqZ6VyhcFWa1gz1LYXxDaDPNXZwuvmH/avfiwyd3Q/4y7iiUjq94iYkTJ/LYY4/ZjnFZNCJ1hcqXL8/SpUvZv3+/7SgiWVOqAdz7A0Q1hpP/g4mNYdnzmurzdmln3eM4sbFboqIau8dZJUq8yMCBA2nVqpXtGJdFRSoHTJ06lfHjx9uOIZJ1+aPct7/XewKcDFj5KoxvAElrbSeT7EhaAxMauMfRyXCP690J7nEW8RKbNm2iadOmhIWF2Y5yWVSkckC3bt1UpMT7BIXBTW9B58VQqAoc2uBukaDRKe9xfhRqwnVwaKN7HDt/5x7XIO9ZYyIC0LVrV9asWWM7xmVTkcoBTZs25fDhw2zcuNF2FJHLV/ZG6P6jRqe8zcVGobr/6F4mSMTLbNiwgaNHj3LjjTfajnLZVKRyQEBAAAkJCVSvXt12FJHsCc6n0SlvkZ566VGo4Hy204lky4QJE+jatSsBAd5XS7wvsYeqVKkS48ePJyMjw3YUkey72OjUmBqwdZL7udjjZLjHYUwNjUKJz7nnnnvo27ev7RjZoiKVQwICAhg+fDhLliyxHUXkyvx2dKpINfcabXO6uNN9ifO1K3pecxz3dR/fwD0Ox3a4x0WjUOIjdu3aRfHixSlfvrztKNmiIpWDunXrxoQJE2zHEMkZZW+EHhug+UfufkQH1sG029yNHvetsp3OP+xbBVNvdl/3A+vc49DiY/e4aBRKfMSrr77KxIkTbcfINhWpHNSlSxemTZvG2bNnbUcRyRkBQVDnAbh/OzQdCmGFYfcid6+i2R3h8FbbCX3T4S0wq4P7Ou9OcF/3pkPd41C7t3tcRHxASkoK06ZNo0uXLrajZJuKVA4qV64c33//vVdtbS+SJcHh0PAp6P2Le82+oHDYPh3G1oT4++HgBtsJfcPBDe7rObYW/DzDfZ0b/dN93Rs+5R4HER8yZ84crr32WsqWLWs7SrapSOWwEiVKMG7cONsxRHJHWCH3mn29f4Y6DwEGNn0Gn9eBSU3dxdB6l9/lSU+FLV/ApBvd13HTZ4BxX9/eP7vXyAsrZDulSK5o3Lgxw4YNsx3jimh8OIcFBwczYMAAYmJiuOqqq2zHEckd+UtD8w+gwZOwdgRs/hz2LHFv+UpA7QehTh8o4J2LR/PEif/Bfz90LyB9/uLRIZFQozvU6w+Fr7abTySX7dmzh2PHjnHttdfajnJFNCKVw8LCwujVqxcffPCB7Sgiua/w1XDLu/DQHrj1fShWyy0Fq16DjyvBzHaQ+LW2TjjPyYDEBe7r8nEl93VKPgDFaruv30N73NdTJUr8wFtvvcXnn39uO8YVM44XvZXZGJPQrFmzZgkJCbaj/KUdO3bQpEkTdu/eTXBwsO04InnHcWDPMvhxFGz7EjLOuY8XrARV2sFVbaDMDf61WDojDfYshR2z4eeZcHyn+3hAMFS9C6L7QpkmYIzVmCJ56cyZM5QvX55Vq1ZRuXJl23H+UmxsLIsXL17sOE7sxZ7P9X/NjDHBQF+gLnAtUAMIBh50HOfj3P76Nlx11VVs3LhRJUr8jzHu2/LL3gCxb8HGT+DHD9zysOYt9xZWGCq1gsp3QqXbILSg7dQ57+xx2BnvlqfEeZBy9P+fiywH0Q9Drd4QUdJeRhGLJk+eTKNGjTy+RGVFXvxaGAG8nflxErAfKJcHX9eqkJAQhgwZwj//+U/bUUTsiCgJ1/0LGg6CfSvdUrFjNhzZClsmuLeAICgb645UXdUaClT0zpEZx4ETibDjK/d7/DXBHYk6r0i1zO+xDUQ1hoBAW0lFPEKHDh1o1qyZ7Rg5Ii+KVDLQCljvOM4+Y8xg4MU8+LpWRUREMHr0aJo3b06DBg1sxxGxJyDQnboq0wSa/geObINf4mBHnLs4/X/fuLdF/dyF6iXrZ94auPf5y3hWuXIcOLUH9q+GA2vciwcnrfn/BeMAJgDKNsssT3dqzZPIb2zZsoUjR47QpEkT21FyRK4XKcdxUoF5uf11PE1gYCAPP/wwo0aN4tNPP7UdR8RzFKkKRZ503/F35jDsnOeO4vzvG7eM7Jzn3s77bbkqUd8d3ckfBSEFcrdgOQ6knoBT+9xRtEuVpvPCCkP5W93yVOl2CC+ae9lEvNjQoUOpXr26ipT8vfvvv5/69etz9uxZbdIpcjHhRaFGN/fmOO5aqqTfFJYDay5ergCC8rmFKiIKIkpnfpx5n6+Uu5llQBAEBoMJckfGMtLBSYP0c+7UW9oZSN7vlqXTe////vQ+9+O05IvnDivslrqSv7kVrORZI2ciHujw4cPMnDmTN954w3aUHKMilYtKlCjBjh07CAkJsR1FxPMZA4Uqu7drOrmPXaxcnUiEU3vdknNsh3vLLUH53D2zClRUaRLJARMnTuTOO++kWLFitqPkGK8oUsaYPkAf4Jp9+/bZjnNZUlNTeeKJJ3j33XcJCNC2XSKX5WLlCjKn3U5mjhzt/f396X1wej+kn3VHnTLS3FGojDR3hMoEufcBQRAYChGlMke1otzS9Nv7kEgVJpEc9PDDD9O1a1fbMXJUloqUMSYRqHAZf+8Ex3G6ZSvRRTiO8yHwoTEmISoqyquW+UdERPD9998TFxdH27ZtbccR8Q3GQGgB91bkGttpRCQLFi1aRFpaGs2bN7cdJUdldYhkB/DTZdz25nhSL2WM4ZlnnmHIkCF40+anIiIiOcVxHJ555hlOnDhhO0qOy9KIlOM4t+R2EF/Wvn173nvvPfbu3UuZMmVsxxEREclTixYt4vjx47Rv3952lBznFWukvF1gYCCLFi2yHUNERMSKadOmMWjQIJ9cK+x735EHu/vuu1mzZo3tGCIiInnq3XffpXv37rZj5Io8KVLGmGeMMWOMMWOAdpkP9zr/mDHmgbzIYVtMTAxDhgyxHUNERCTP9OvXjx9//JHAQN+8NFJejUjdBvTIvEVnPhbzm8duyKMcVj344IN89913bN261XYUERGRXLd161YmTZrE1Vf77mWS8mSNlOM4sXnxdTxdREQEr732GocOHbIdRUREJNf95z//4fHHHyciIsJ2lFyjxeZ57MEHHyQ9PZ1Tp06RP39+23FERERyRUZGBqdOneKxxx6zHSVXqUhZ8Prrr3Pw4EHefvtt21FERERyRUZGBlOnTrUdI9fpXXsW9OrVi88//5yDBw/ajiIiIpLjDh48SLVq1UhJSbEdJdepSFlQunRpunTpwuuvv247ioiISI4bMmQILVu2JCwszHaUXKepPUuef/55fvzxR9sxREREctSuXbsYO3YsmzZtsh0lT2hEypJSpUoRGxvL/PnzbUcRERHJUaNGjaJUqVK2Y+QJFSmLUlJSuO+++9i8ebPtKCIiIlds165dhISE0LlzZ9tR8oyKlEUFCxZk0KBBPPvss7ajiIiIXLF+/frxxRdf2I6Rp1SkLHv00UdZs2aNdjsXERGvtnz5ctatW0ffvn1tR8lTWmxuWVhYGD/++COFCxe2HUVERCTbBg8ezEsvveQX79T7LRUpD1C4cGE+/PBDKlasSIsWLWzHERERuWyffvopUVFRtmPkOU3teYjixYvz9NNPk5GRYTuKiIhIlmVkZDBo0CAKFy5MYGCg7Th5TkXKQ7Rr146wsDC/W6QnIiLebeLEiXz33Xfky5fPdhQrVKQ8hDGG119/3W82MBMREe935swZnn/+eYYMGYIxxnYcK7RGyoPExsYSGxvLyZMniYyMtB1HRETkL61fv/7Czy5/pREpD3P69GmqVavGzp07bUcRERG5pJSUFK6//no+++wz21GsUpHyMBEREfTt25d//OMftqOIiIhcUufOnZkyZYrtGNapSHmggQMHsmnTJubOnWs7ioiIyJ/MmTOHLVu20LZtW9tRrNMaKQ8UGhrK1KlTKVu2rO0oIiIiv5OSkkL//v157733CA0NtR3HOo1Ieai6dety4sQJJk2aZDuKiIjIBUFBQbz11lu0bNnSdhSPoCLlwQICAnjsscfYtWuX7SgiIiIkJiYSHx/PnXfeaTuKx1CR8mAVK1akf//+WnguIiIe4R//+Afr16+3HcOjqEh5uKeeeop9+/axf/9+21FERMSPxcfHs2HDBgYOHGg7ikfRYnMPFxYWxvLlywE4d+4cwcHBlhOJiIg/+vTTT3nnnXcICwuzHcWjqEh5AWMMr7zyCsnJyQwZMsR2HBER8TPnzp1j0qRJBARoIuuP9Ip4iT59+vDpp5/y/fff244iIiJ+ZNWqVTRp0sRvr6X3d1SkvETJkiUZMWIEPXv25OzZs7bjiIiIH0hJSaFXr148+eSTKlKXoKk9L9K5c2eKFStGSEiI7SgiIuIHXnrpJWrUqMHdd99tO4rHUpHyIsYYbr31VqZMmUKlSpVo2LCh7UgiIuLD7rrrLsqWLavRqL+gqT0vlJGRQc+ePUlJSbEdRUREfFBKSgqvvvoq0dHRlCxZ0nYcj6Yi5YU6d+7MNddcw0svvWQ7ioiI+KDBgwezbt06AgMDbUfxeCpSXsgYw/vvv88vv/xCenq67TgiIuJDVq1axZgxYxg1apSm9LJARcpLlSxZksmTJ3PkyBFN8YmISI5Zvnw5I0eO1JReFmmxuZd75plnKFGihDbqFBGRK7Z3715d3/UyaUTKy/373/9m7NixLFq0yHYUERHxYgsXLqRx48acOXPGdhSvoiLl5UqWLMnYsWN56KGHSEtLsx1HRES8UFJSEvfddx+ffvop4eHhtuN4FRUpH9C8eXOWL19OUFAQjuPYjiMiIl7mueeeo1evXtx66622o3gdrZHyEcWKFWPo0KE4jsOgQYNsxxERES/hOA7Dhw8nX758tqN4JY1I+ZB77rmHN998k+XLl9uOIiIiXmDZsmXcdtttREZGEhSksZXsUJHyIeXLl+ejjz6iS5cuHD161HYcERHxYEeOHKFr16489thj2i/qCqh++pg2bdoQHBxMZGSk7SgiIuLBevfuTYcOHbjzzjttR/FqKlI+6Pbbb2fFihVs3bqVXr162Y4jIiIeqF+/fjRp0sR2DK+nIuWjihcvTps2bYiOjqZevXq244iIiIdYu3YtS5cupV+/fraj+AStkfJRVapU4Z133qFz584cP37cdhwREfEAx44do3PnzpQqVcp2FJ+hESkfds8997Bz504OHTpEwYIFbccRERGL0tPT6dKlC7fffjt333237Tg+QyNSPu6f//wnUVFRfPHFF7ajiIiIRampqTRp0oThw4fbjuJTVKT8wJkzZ3juuecYN26c7SgiImLBzJkz2bNnD8899xzBwcG24/gUFSk/ULRoUWbNmsWAAQNYtWqV7TgiIpKHVq5cSZ8+fTh79qztKD5JRcpP1KpVi08++YQVK1bYjiIiInlkz549dOzYkU8++YSaNWvajuOTtNjcj7Rp0waAJUuW0KBBA13hW0TExyUmJvLUU09p081cpBEpPzR69Gj69OmD4zi2o4iISC5wHIdp06Zx/fXX88QTT9iO49NUpPzQhx9+yObNmxk2bJjtKCIikguGDRvGkCFDtC4qD6hI+aF8+fIxc+ZMFixYoP/JRER8zNy5c3n77beZOXOmlnDkARUpP1WuXDm+/vprUlNT2bx5s+04IiKSQ+Lj4/nyyy8pW7as7Sh+QYvN/dzKlSvp0aMH3333HVWqVLEdR0REsunnn3/m7NmzjBw50nYUv6IRKT/XvHlzBg8eTMuWLdm/f7/tOCIikg379++nZcuW2ivQAhUpoU+fPvTq1Ytvv/3WdhQREblMJ06c4Pbbb6dnz57cf//9tuP4HU3tCQDPPfccAIsWLSImJobQ0FDLiUREJCt27tzJbbfdduHfcclbGpGS3/nggw+47777SE9Ptx1FRET+Qnp6OmPGjKF27doMGTIEY4ztSH5JRUp+Z+zYsRw4cID+/ftrw04REQ/lOA79+/dn7NixnDt3znYcv6YiJb8TFhbGrFmzOH78OKdOnbIdR0RELuLf//43S5cuZebMmVqKYZmKlPxJwYIFGTduHOnp6cTFxdmOIyIiv+E4DsnJycybN4+CBQvajuP3tNhcLunQoUM89NBDnDp1ii5dutiOIyLi96ZMmULVqlV57bXXbEeRTBqRkkuqUqUKCxYsYMCAAUydOtV2HBERvzZlyhT69+9PUJDGQDyJipT8pVq1ahEfH6/1UiIiFs2YMYN+/foRHx9PrVq1bMeR31Ctlb8VHR1NdHQ0kyZNIl++fLRp08Z2JBERv1KhQgXmzp1LdHS07SjyBypSkmVVqlThjjvuwBjDnXfeaTuOiIjPi4uLY8mSJQwdOtR2FLkETe1JljVo0ICvvvqKBx54gAULFtiOIyLi02bMmMEDDzxAp06dbEeRv6ARKbksDRs2ZMGCBZQpU4aMjAwCAtTFRURy2g8//MAjjzzCvHnzqFevnu048hf0U1AuW3R0NMWKFaN9+/ZMnjzZdhwREZ9y4sQJ6tevz4oVK1SivICKlGTbK6+8whNPPMH48eNtRxER8Qnjx48nJiYGx3GoVKmS7TiSBZrak2yrU6cO33zzDa1ataJhw4Zcc801tiOJiHitt956izfffJP58+cTGBhoO45kkUak5IrUrFmTzZs3c80117Bq1Spd6FhEJBuSkpL48ssvWbZsGTVq1LAdRy6DipRcsYiICNLT03nyySe5//77SUtLsx1JRMQrnDt3jg8//JDixYuzdOlSypcvbzuSXCYVKckRgYGBzJ8/n6SkJNq3b09ycrLtSCIiHu306dO0a9eOmTNncvbsWYwxtiNJNqhISY6JiIhg1qxZ1KtXj9TUVNtxREQ81qlTp7j11lspVqwYs2bNIjw83HYkySYVKclRwcHBvPTSS4SFhXHPPfewe/du25FERDxKRkYGERERDBgwgDFjxhAcHGw7klwBFSnJFWFhYTRq1IgmTZqwadMm23FERDzCxo0biY6O5siRI3Tq1EnTeT5A2x9IrhkwYAAlS5akefPmbNmyhYIFC9qOJCJizdKlS+nYsSNvvvkmRYsWtR1HcohGpCRX3XvvvaxevZqCBQuyceNG23FERKw4e/YsDz/8MOPGjePee++1HUdykIqU5LrSpUtz5swZOnbsyMCBA0lPT7cdSUQkT6SlpfHRRx8RFBTEunXraNGihe1IksNUpCRPhIeHs2LFCtavX0/r1q05fvy47UgiIrnq6NGj3HHHHUyZMoXk5GQtKvdRKlKSZ4oUKUJ8fDw33XQTQUFB2gVdRHzW0aNHady4MdWrV2fevHlERkbajiS5REVK8lRQUBBPP/004eHhNGvWjHnz5tmOJCKSow4ePEihQoX46KOPePvttwkK0vu6fFmuFyljzNXGmEHGmIXGmN3GmFRjTJIxZpYx5qbc/vrimQICAhgyZAi9e/dm2LBhGp0SEa/nOA7Dhg0jJiaGc+fO0bRpU9uRJA/kxYjUK8DrQElgLjAcWAbcASw0xvTLgwzigZo0acLKlSuZOnWq9poSEa+WkpJC9+7d+eKLL1i4cCEhISG2I0keyYvxxnjgP47jrPvtg8aYZsDXwBvGmKmO4+zLgyziYcqXL8+KFSsICAjg448/pmXLlpQrV852LBGRy3LkyBEiIyNZsmQJ+fLlsx1H8lCuj0g5jjPmjyUq8/HFQAIQAsTkdg7xXAEB7ml45MgRGjZsSFxcnOVEIiJZM3v2bLp27Urp0qUZNWqUSpQfsr0C7lzmfZrVFOIRnn76aW644Qa6du1KSkoKnTp1sh1JROSiUlNTGTRoENOnT+eLL76wHUcsslakjDEVgFuAZOA7WznEs8TExLB27VrCw8PZuHEj4eHhXHXVVbZjiYj8zldffcXOnTtZt24dRYoUsR1HLLKy/YExJhSYAIQCgx3HOfo3f76PMWY1UH/fPi2l8nVFihQhPDyc9evX07hxYyZPnmw7kogIAJMmTWLChAm0b9+eGTNmqERJ1oqUMSbRGONcxm38X/xdgcA4oAkwGRj2d1/fcZwPHcdpAKyJiorK4rcm3q5bt27Ex8fz7LPP8txzz9mOIyJ+LDk5mT59+vD8889TvXp1jDEYY2zHEg+Q1am9HUDKZfy9ey/2YGaJGg90AqYA3RxtICR/oX79+qxdu5bExETS0tJITEykSpUqtmOJiJ8ZMGAAp06dYs2aNRQoUMB2HPEgWSpSjuPccqVfyBgTBEzELVETge6O4+jqtfK3ChQoQJ06dfjhhx9o1aoVQ4cOpWfPnvptUERyleM4jB8/nubNmzN8+HDy5cunf3fkT/JkjZQxJgT4ErdEfQ7cpxIll6thw4YsWrSIt956i7Zt25Kammo7koj4qL1799KmTRveeOMNTpw4QUREhEqUXFReXCImFJgBtAU+AXo5jpOR219XfFOtWrVYvXo1PXr0ICQkhK1bt+ryMiKSo86ePUuTJk2oV68eq1evpmrVqrYjiQfLi+0PPgBaAYeAPcALF2n1CY7jJORBFvEBISEhdOzYkfT0dHr06EHJkiUZPXo0eiOCiFyJvXv3MnnyZP7xj3+wdu1aChcubDuSeIG8mNqrlHlfDHgBePEit9g8yCE+JjAwkCVLllC3bl2io6NZvHix7Ugi4oUcx2HcuHHUrVuXY8eOkZGRoRIlWZbrI1KO48Tm9tcQ/xUSEsLLL79Mu3btKFu2LP/73/8ICgqidOnStqOJiJeYOnUqb7zxBvPnz+faa6+1HUe8jJUNOUVyWr169ShRogQJCQnUrVuXcePGae2UiFzS+VGor7/+mg4dOrB69WqVKMkWFSnxKd27dyc+Pp433niDXr162Y4jIh5o165dF96RV6xYMYKCgggJCbEdS7yUipT4nPPvtHn88cdxHIexY8eSknI5+8mKiC/r3bs3jRo10iiU5AgVKfFJISEh1K9fn+TkZGbOnEnt2rWZN2+e7VgiYsncuXO59dZbOXv2LAsWLOD555/XKJTkCBUp8WkRERHMmDGDkSNH0q9fP77++mvbkUQkD+3atYt27drRv39/Bg4cSGhoKAEB+tEnOScv9pESse72229n48aNBAcHM2XKFH766SeeeuopwsLCbEcTkVyQkpJCRkYG+/fvp2HDhkyePJnQ0FDbscQHqZaL3zj/m+h1113HunXrqFWrFnPmzLEdS0Ry2FdffUXNmjWZNm0a1113Hc8++6xKlOQajUiJ36lQoQLTp09n/vz5TJo0iVatWnHmzBny5ctnO5qIXIH09HQ6duzIli1beP/992nRooXtSOIHNCIlfqtly5Z89tlnOI5DgwYNePjhh9m3b5/tWCJymfbt28eUKVMIDAzkkUce4b///a9KlOQZFSnxewEBASxZsoT8+fNTq1Ytxo8fbzuSiGTBsWPH+Ne//kWtWrX48ccfAfcXJE3jSV5SkRIBihYtyrBhw1i/fj0xMTEcOnSI4cOHc+bMGdvRROQP0tLSABg2bBgHDhxg/fr1vPbaa5ZTib9SkRL5jXLlylG5cmXOnDnDsmXLqFq1Kp988smFf7hFxJ60tDQ+/vhjrrrqKnbt2sUrr7zCxx9/TLly5WxHEz+mIiVyEeXKlWP69OlMnTqVSZMmsXv3bpKTk3X9PhFLNm3aRK1atZgwYQJTpkyhQoUKGGNsxxJRkRL5K40bN+brr7+mUqVKvP766zRu3Ji4uDgyMjJsRxPxeRkZGcyePZvVq1dTvnx5RowYwcKFC7nuuutsRxO5QEVKJIsGDx7Mk08+yQsvvMANN9yg0SmRXJKWlsaECROoU6cOgwcP5vTp00RGRtKyZUuNQonH0T5SIlkUEBDA3XffTadOndi+fTvGGPr160e1atXo1asX4eHhtiOKeLWUlBT27NlDuXLliIuLY/jw4bRo0ULlSTyaRqRELpMxhqpVqwJwzz33MG/ePCpXrszo0aMtJxPxTsePH+f111+nUqVKjB49mpCQECZNmqQRKPEKGpESuQIxMTHExcWxYcMGdu3aheM4vP/++9x1112UKFHCdjwRj5aenk5gYCAdOnQgKiqKBQsWULt2bduxRC6LRqREckDt2rVp3bo1qampbNy4kWrVqvHoo4+ybds229FEPM6WLVt49NFHadSoEY7jMG/ePMaPH68SJV5JRUokB4WGhjJq1Cg2b95M4cKFWbduHenp6cyaNYtz587Zjidizfk3Z/zrX//i5ptvpnDhwsyZMwdjDCEhIZbTiWSf8aZ3HhljEpo1a9YsISHBdhSRLNu/fz+dO3fm559/5sEHH+Shhx4iKirKdiyRPLFnzx4++ugjpk2bxg8//MCRI0coVqyYypN4jdjYWBYvXrzYcZzYiz2vESmRXFaqVCkWL15MfHw8Bw4cYMOGDSQnJ7Nw4UJtoSA+7b333qNWrVocOHCAiRMnEhYWRunSpVWixKeoSInkkdq1azNq1ChatGjBrl276NevHzVq1OCdd97h+PHjtuOJXLFjx44xcuRIoqOjOXjwIB06dGDXrl2MGjVK65/EZ6lIiVhQvXp1NmzYwOjRo1m2bBnbt28nKSmJefPm6bp+4lXS09MBmDp1KhUrVmTFihW8++67FCtWjKioKAoUKGA5oUjuUpESscQYQ9OmTZk0aRINGjRg7969vPzyy5QpU4b+/fuze/du2xFFLspxHL7//nv69etHmTJlSExMJDY2lu3bt/PFF19w4403av8n8RsqUiIe4tprr2XFihUsW7aMIkWKkJ6ezubNm3n55ZfZsWOH7Xgi7Nixg4yMDMaMGUO3bt0oWrQoS5cupWLFihQvXpzixYvbjiiS57Qhp4iHqVKlCi+++CIAO3fu5NChQ8TExFC5cmU++eQTatSoYTmh+JNDhw4xefJkxo8fzy+//MLKlSvp1q0bPXv21KiTCBqREvFolSpVYuTIkfz666+88MILlC5dmoULF9K8eXPeeecdEhMTbUcUH5SYmMg777zDmTNnWLp0KcuXL+eFF17g119/pVKlSgQHB6tEiWRSkRLxAsHBwdx+++0UKlSI6667jr59+7J27VoaNmzIwoULOXnyJD/88AMZGRm2o4oXOr8Nx5w5c4iOjqZhw4asXbuWEydO0K5dOyZMmMDtt99OcHCw5aQinkdTeyJeJiIigvbt29O+fXvS09NxHIfNmzfTo0cPjh07RuvWrXniiSc0BSh/KTk5mW+//Za4uDjmzZvHf//7X6pUqcKoUaNo3LgxgYGBtiOKeAWNSIl4scDAQIKCgqhTpw6bN29m8eLFVKtWjbS0NPbs2UO7du34+OOP2blzp+2oYpnjOOzcuZMpU6YA8OabbzJ8+HCqVavGwoULKVy4MNdccw1NmjRRiRK5DCpSIj7k6quvZsCAAdSpU4eCBQty1113sXDhQmJiYhg1ahSO4zB+/HitrfITR48eBdzSVLFiRWJiYpg5cyZnz57l2WefJSEhgQEDBnD11VdbTirivTS1J+Kj8ufPT7du3ejWrRuO43Du3DlOnz7NV199xZNPPkl4eDhPP/00ffv25fDhwxQtWtR2ZMkBX375JXPmzCEhIYGiRYuyevVqbr75Zu644w6qVq2qReIiOUxFSsQPGGMICQkhJCSESZMm4TgOW7duvbDGqkmTJqSmphIbG0ubNm1o166d7cjyNxzHYcOGDaxZs4YlS5aQP39+Ro4cya5du2jUqBFPP/001apVA6Bu3bp2w4r4MBUpET9kjKF69eoXPt+yZQubN28mISGBPXv2ANCuXTuSkpKoX78+DRs2pHv37hrNsCQ9PZ1NmzaxZs0a1qxZQ6NGjejevTuPP/44ZcuWJSYmhltuuQWAJ5980nJaEf+iIiUiGGOoWbMmNWvWvPDY559/zrp161izZg3r16+nR48evPLKK8ydO5f69etTv359OnXqRP78+S0m9z3nzp1jy5YtrFmzhtWrV9O9e3fKlSvH3XffTf369WnQoAH16tUDYPHixZbTioiKlIhcVIECBWjWrBnNmjW78NgTTzxBs2bNWL16Nd988w3t27cnLi6OgQMHUrVqVapWrUqvXr2oWbMm+/btIyoqSqNYf2Hjxo0sW7aMbdu2sW3bNj777DNWrlzJwIEDL5SmUqVKUbp0abZu3Wo7rohchIqUiGRZZGQkTZs2pWnTphcea9GiBTNmzLhQBhzH4fDhw1x77bUkJydz9dVX88ADD9C3b18WLFhA/vz5iYqKIioqirCwMIvfTe5KSUlh3759GGOoWLEiI0aMYMWKFWzbto1z586xYcMGVq1axQ8//EDVqlW58cYbyZcvH61bt6Z169a244tIFqlIicgVCQ0NpUaNGn/aADQpKYljx46xfft2wsPDAZg1axZr165l7969FCpUiB9//JFhw4Yxf/78C+XqmWeeIT09na1btxIVFUXx4sXJnz8/AQH2d2vJyMjg1KlTHDx4kEqVKpGYmEhcXBx79+5l3759PPjgg9SpU4dKlSpx+vRpSpUqRY8ePXj55ZcpVKgQd955J1WrVr2w3UDv3r3p3bu35e9KRK6EipSI5JpChQrRsGHDC5+/9957Fz4+f1mSTp06UadOnQtlJDg4mK1btzJo0CD27t3LwYMHGTFiBD179qRs2bLkz5+fyMhIWrZsyZAhQxg6dCjbt28nMjKSAgUK8OKLL7J+/XoWLVpEYGAgAQEBtGnThqSkJL7//nsyMjLIyMigS5cuOI7D2LFjOX36NCdPnqR58+a0atWKe++9l19//ZWTJ09y1VVXMXXqVB555BFGjx5Nvnz5KF68OKtXr+bIkSP8/PPPlC5dmurVq1O+fHkKFCjAtm3bKFq06O+mNXv06JF3L7yI5BkVKRGx4nzJqFChAhUqVPjdc9dffz3Lli373WOO47BmzRpOnTrFyZMnyZcvHwD169enUKFCnDp1ijNnzmCM4fTp0+zevftCaUpOTubAgQNs3bqVgIAAAgICSE1NxRjD4cOHiYiIoGzZshQrVgyAXr16ERQURGRkJEWKFAFgxIgRvPfee78bGStatCgNGjT40/d2/u8REd9nzv9W6A2MMQnNmjVrlpCQYDuKiIiI+IHY2FgWL1682HGc2Is9b3/RgYiIiIiXUpESERERySYVKREREZFsUpESERERySYVKREREZFsUpESERERySYVKREREZFsUpESERERySYVKREREZFsUpESERERySYVKREREZFsUpESERERySYVKREREZFsUpESERERySYVKREREZFsUpESERERySYVKREREZFsUpESERERySYVKREREZFsUpESERERySYVKREREZFsUpESERERySbjOI7tDFlmjPm1YMGCZerWrWs7ioiIiPiB9evXc/z48T2O45S92PPeVqTWAcWBn21n8QJRwD7bIQTQsfAUOg6eQ8fCc+hY/L0qwEHHca692JNeVaQk64wxqx3HaWA7h+hYeAodB8+hY+E5dCyunNZIiYiIiGSTipSIiIhINqlI+a4PbQeQC3QsPIOOg+fQsfAcOhZXSGukRERERLJJI1IiIiIi2aQiJSIiIpJNKlIiIiIi2aQi5eOMMVcbYwYZYxYaY3YbY1KNMUnGmFnGmJts5/MnxphgY0x/Y8xnxpj1mcfCMcY8YDubrzLGlDXGfGqM2WuMOWuMSTTGvG2MKWw7mz8xxtxljHnHGLPEGHMi87wfbzuXvzHGFDXGPGCMmWGM+dkYc8YYc9wYs9QY09sYo06QDVps7uOMMZOAzsBmYClwBLgGaAMEAv0dxxlpL6H/MMYUAo5mfpoEpALlgAcdx/nYVi5fZYy5ClgOlABmAVuBRsBNwE9AE8dxDttL6D+MMeuBaOAU8CtQDZjgOE43m7n8jTHmYeB93J3MFwH/A0oCHYCCwDSgk6NicFnUPn1fPFDPcZyajuM85DjOPx3H6QDcApwD3jDGRNmN6DeSgVZAacdxSgGfWs7j60bhlqh+juO0cxznGcdxbgbewv1l4jWr6fzLP4CqQAHgEctZ/Nk23F+iyzqOc2/mz4P7cYvtbqAjbqmSy6Ai5eMcxxnjOM66izy+GEgAQoCYvM7ljxzHSXUcZ57jOLquVS4zxlQGWgCJwHt/ePpF4DRwnzEmIo+j+SXHcRY5jrNdIx12OY6z0HGcOMdxMv7w+H7gg8xPY/M8mJdTkfJv5zLv06ymEMl5N2feL7jID42TwDIgH9A4r4OJeCj9PMgmFSk/ZYypgDu9lwx8ZzmOSE67JvN+2yWe3555XzUPsoh4NGNMENA989N4m1m8UZDtAJL3jDGhwAQgFHjacZyjf/OfiHibgpn3xy/x/PnHC+V+FBGP9zpQC5jrOM5822G8jUakvEDmW7ady7hd8m3FxphAYBzQBJgMDMur78MX5OSxEKtM5r3W7IhfM8b0A57EfVfrfZbjeCWNSHmHHUDKZfz5vRd7MLNEjQc6AVOAblr8edly5FhIrjs/4lTwEs8X+MOfE/E7xphHgRG42+Pc4jjOEcuRvJKKlBdwHOeWK/07MufAJ+KWqIlAd8dx0q/07/U3OXEsJE/8lHl/qTVQV2feX2oNlYhPM8Y8gbsVyEbcEnXAbiLvpak9P2CMCQG+xC1RnwP3qUSJj1uUed/ij7s1G2Micae2zwAr8zqYiG3GmEG4JWo9cJNK1JVRkfJxmQvLZwBtgU+AXn98O7iIr3EcZwewAKgIPPqHp18CIoDPHcc5ncfRRKwyxjyPu7h8De5I1CHLkbyeLhHj44wxnwE9gUO4Oz1f7IAnOI6TkIex/JYx5hncXYQB6uJeNmM5//92/KW6XEzOuMglYrYA1+FeImYbEKNLxOQNY0w7oF3mp6WAlsAvwJLMxw45jjMw75P5F2NMD2AMkA68w8XXCCY6jjMmD2N5Pa2R8n2VMu+LAS/8xZ9LyP0oAtwGNPvDYzH8fnd5Fakc4DjODmNMA+Bl3Ne9Fe41xkYCL2lhbZ6qC/T4w2OVM28AuwAVqdx3/udBIPDEJf7MYtyyJVmkESkRERGRbNIaKREREZFsUpESERERySYVKREREZFsUpESERERySYVKREREZFsUpESERERySYVKREREZFsUpESERERySYVKREREZFs+j/duxGCIfTH0wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Choose either xy, xz or yz:\n",
    "projection = 'xz'\n",
    "\n",
    "#-----------------------------------------------------------\n",
    "draw_fieldlines(flines, frame=projection)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inspect sub-pfss field lines in 3D mode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            'Your browser does not have WebSocket support. ' +\n",
       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "                'Firefox 4 and 5 are also supported but you ' +\n",
       "                'have to enable WebSockets in about:config.'\n",
       "        );\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById('mpl-warnings');\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent =\n",
       "                'This browser does not support binary websocket messages. ' +\n",
       "                'Performance may be slow.';\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen = function () {\n",
       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
       "        fig.send_message('send_image_mode', {});\n",
       "        if (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n",
       "        }\n",
       "        fig.send_message('refresh', {});\n",
       "    };\n",
       "\n",
       "    this.imageObj.onload = function () {\n",
       "        if (fig.image_mode === 'full') {\n",
       "            // Full images could contain transparency (where diff images\n",
       "            // almost always do), so we need to clear the canvas so that\n",
       "            // there is no ghosting.\n",
       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "        }\n",
       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "    };\n",
       "\n",
       "    this.imageObj.onunload = function () {\n",
       "        fig.ws.close();\n",
       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_header = function () {\n",
       "    var titlebar = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'dblclick',\n",
       "        on_mouse_event_closure('dblclick')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus() {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch (cursor) {\n",
       "        case 0:\n",
       "            cursor = 'pointer';\n",
       "            break;\n",
       "        case 1:\n",
       "            cursor = 'default';\n",
       "            break;\n",
       "        case 2:\n",
       "            cursor = 'crosshair';\n",
       "            break;\n",
       "        case 3:\n",
       "            cursor = 'move';\n",
       "            break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            var img = evt.data;\n",
       "            if (img.type !== 'image/png') {\n",
       "                /* FIXME: We get \"Resource interpreted as Image but\n",
       "                 * transferred with MIME type text/plain:\" errors on\n",
       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "                 * to be part of the websocket stream */\n",
       "                img.type = 'image/png';\n",
       "            }\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                img\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function (e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e) {\n",
       "        e = window.event;\n",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
       "\n",
       "    return { x: x, y: y };\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    var canvas_pos = mpl.findpos(event);\n",
       "\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.key === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.key;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.key !== 'Control') {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    else if (event.altKey && event.key !== 'Alt') {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k' + event.key;\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
       "    ws.readyState = comm.kernel.ws.readyState;\n",
       "    function updateReadyState(_event) {\n",
       "        if (comm.kernel.ws) {\n",
       "            ws.readyState = comm.kernel.ws.readyState;\n",
       "        } else {\n",
       "            ws.readyState = 3; // Closed state.\n",
       "        }\n",
       "    }\n",
       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        var data = msg['content']['data'];\n",
       "        if (data['blob'] !== undefined) {\n",
       "            data = {\n",
       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
       "            };\n",
       "        }\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(data);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager) {\n",
       "        manager = IPython.keyboard_manager;\n",
       "    }\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"485\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "plot3d(flines)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reset the matplotlib parameters after interactive \"notebook\" mode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "plt.rcParams['axes.linewidth'] = 1.5\n",
    "plt.rcParams['font.size'] = 20\n",
    "plt.rcParams['agg.path.chunksize'] = 20000"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# field_line_accuracy() calculates the central point (the mean of all points) for photospheric footpoints, the average distance from the central point and the standard deviation of longitudes and latitudes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[309.8896602372553, -10.595059932212655]\n",
      "0.767784777108285\n",
      "[46.81344424878895, 22.851095949308778]\n"
     ]
    }
   ],
   "source": [
    "footpoint_coords, central_point, avg_distance, stds = field_line_accuracy(flines)\n",
    "print(central_point)\n",
    "print(avg_distance)\n",
    "print(stds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the photospheric footpoints on a flat 2D surface. Use zoom=box_dims to zoom in to the central point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "map_on_surface(footpoint_coords, central_point, avg_distance, \n",
    "               zoom=None, show_avg_d=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Finally, one may save field line information into a csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Created file magnetic_info.csv to /home/chospa/solar_mach/pfss/\n"
     ]
    }
   ],
   "source": [
    "filename = \"magnetic_info\"\n",
    "write_info_to_csv(flines, names, filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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