Lab2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring data in jupyter notebook\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>price</th>\n",
       "      <th>bedroom</th>\n",
       "      <th>bathroom</th>\n",
       "      <th>house_type</th>\n",
       "      <th>lot_size</th>\n",
       "      <th>built_in</th>\n",
       "      <th>area</th>\n",
       "      <th>days</th>\n",
       "      <th>views</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>993</td>\n",
       "      <td>229900</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>single-family home</td>\n",
       "      <td>10018</td>\n",
       "      <td>2002</td>\n",
       "      <td>1541</td>\n",
       "      <td>77</td>\n",
       "      <td>1357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>994</td>\n",
       "      <td>149900</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>single-family home</td>\n",
       "      <td>8712</td>\n",
       "      <td>1975</td>\n",
       "      <td>1810</td>\n",
       "      <td>5</td>\n",
       "      <td>1282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>995</td>\n",
       "      <td>229900</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>single-family home</td>\n",
       "      <td>13504</td>\n",
       "      <td>1988</td>\n",
       "      <td>1456</td>\n",
       "      <td>76</td>\n",
       "      <td>947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>996</td>\n",
       "      <td>359000</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>single-family home</td>\n",
       "      <td>10130</td>\n",
       "      <td>1997</td>\n",
       "      <td>2903</td>\n",
       "      <td>79</td>\n",
       "      <td>951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>999</td>\n",
       "      <td>394000</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>single-family home</td>\n",
       "      <td>18295</td>\n",
       "      <td>2001</td>\n",
       "      <td>2616</td>\n",
       "      <td>73</td>\n",
       "      <td>709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1000</td>\n",
       "      <td>349900</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>single-family home</td>\n",
       "      <td>204732</td>\n",
       "      <td>1967</td>\n",
       "      <td>3850</td>\n",
       "      <td>42</td>\n",
       "      <td>366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1002</td>\n",
       "      <td>148500</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>single-family home</td>\n",
       "      <td>9147</td>\n",
       "      <td>1959</td>\n",
       "      <td>1000</td>\n",
       "      <td>17</td>\n",
       "      <td>328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1003</td>\n",
       "      <td>134900</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>townhouse</td>\n",
       "      <td>2300</td>\n",
       "      <td>1994</td>\n",
       "      <td>920</td>\n",
       "      <td>56</td>\n",
       "      <td>328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1004</td>\n",
       "      <td>265000</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>single-family home</td>\n",
       "      <td>13939</td>\n",
       "      <td>1998</td>\n",
       "      <td>2705</td>\n",
       "      <td>12</td>\n",
       "      <td>362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1005</td>\n",
       "      <td>149900</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>townhouse</td>\n",
       "      <td>2291</td>\n",
       "      <td>1999</td>\n",
       "      <td>1440</td>\n",
       "      <td>4</td>\n",
       "      <td>137</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     ID   price  bedroom  bathroom          house_type  lot_size  built_in  \\\n",
       "0   993  229900        3         2  single-family home     10018      2002   \n",
       "1   994  149900        4         2  single-family home      8712      1975   \n",
       "2   995  229900        3         2  single-family home     13504      1988   \n",
       "3   996  359000        5         4  single-family home     10130      1997   \n",
       "4   999  394000        3         2  single-family home     18295      2001   \n",
       "5  1000  349900        3         2  single-family home    204732      1967   \n",
       "6  1002  148500        3         1  single-family home      9147      1959   \n",
       "7  1003  134900        2         2           townhouse      2300      1994   \n",
       "8  1004  265000        3         3  single-family home     13939      1998   \n",
       "9  1005  149900        4         3           townhouse      2291      1999   \n",
       "\n",
       "   area  days  views  \n",
       "0  1541    77   1357  \n",
       "1  1810     5   1282  \n",
       "2  1456    76    947  \n",
       "3  2903    79    951  \n",
       "4  2616    73    709  \n",
       "5  3850    42    366  \n",
       "6  1000    17    328  \n",
       "7   920    56    328  \n",
       "8  2705    12    362  \n",
       "9  1440     4    137  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas\n",
    "df = pandas.read_excel('house_price.xlsx')\n",
    "df[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A quick look of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>price</th>\n",
       "      <th>bedroom</th>\n",
       "      <th>bathroom</th>\n",
       "      <th>lot_size</th>\n",
       "      <th>built_in</th>\n",
       "      <th>area</th>\n",
       "      <th>days</th>\n",
       "      <th>views</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>41.000000</td>\n",
       "      <td>4.100000e+01</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>41.00000</td>\n",
       "      <td>4.100000e+01</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>41.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1030.439024</td>\n",
       "      <td>3.521756e+05</td>\n",
       "      <td>3.463415</td>\n",
       "      <td>2.95122</td>\n",
       "      <td>2.264409e+05</td>\n",
       "      <td>1986.341463</td>\n",
       "      <td>2450.390244</td>\n",
       "      <td>44.243902</td>\n",
       "      <td>434.560976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>31.760076</td>\n",
       "      <td>2.250231e+05</td>\n",
       "      <td>1.027073</td>\n",
       "      <td>1.39555</td>\n",
       "      <td>9.226742e+05</td>\n",
       "      <td>23.879499</td>\n",
       "      <td>1362.546401</td>\n",
       "      <td>33.946856</td>\n",
       "      <td>405.814185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>993.000000</td>\n",
       "      <td>1.349000e+05</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>2.178000e+03</td>\n",
       "      <td>1924.000000</td>\n",
       "      <td>864.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>17.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1006.000000</td>\n",
       "      <td>1.820000e+05</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.00000</td>\n",
       "      <td>8.682000e+03</td>\n",
       "      <td>1970.000000</td>\n",
       "      <td>1464.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>110.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1020.000000</td>\n",
       "      <td>3.099000e+05</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.00000</td>\n",
       "      <td>1.350400e+04</td>\n",
       "      <td>1993.000000</td>\n",
       "      <td>2003.000000</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>310.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1047.000000</td>\n",
       "      <td>4.290000e+05</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.00000</td>\n",
       "      <td>2.178000e+04</td>\n",
       "      <td>2005.000000</td>\n",
       "      <td>3145.000000</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>709.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1104.000000</td>\n",
       "      <td>1.100000e+06</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>6.00000</td>\n",
       "      <td>4.356000e+06</td>\n",
       "      <td>2018.000000</td>\n",
       "      <td>5955.000000</td>\n",
       "      <td>103.000000</td>\n",
       "      <td>1357.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                ID         price    bedroom  bathroom      lot_size  \\\n",
       "count    41.000000  4.100000e+01  41.000000  41.00000  4.100000e+01   \n",
       "mean   1030.439024  3.521756e+05   3.463415   2.95122  2.264409e+05   \n",
       "std      31.760076  2.250231e+05   1.027073   1.39555  9.226742e+05   \n",
       "min     993.000000  1.349000e+05   2.000000   1.00000  2.178000e+03   \n",
       "25%    1006.000000  1.820000e+05   3.000000   2.00000  8.682000e+03   \n",
       "50%    1020.000000  3.099000e+05   3.000000   3.00000  1.350400e+04   \n",
       "75%    1047.000000  4.290000e+05   4.000000   4.00000  2.178000e+04   \n",
       "max    1104.000000  1.100000e+06   6.000000   6.00000  4.356000e+06   \n",
       "\n",
       "          built_in         area        days        views  \n",
       "count    41.000000    41.000000   41.000000    41.000000  \n",
       "mean   1986.341463  2450.390244   44.243902   434.560976  \n",
       "std      23.879499  1362.546401   33.946856   405.814185  \n",
       "min    1924.000000   864.000000    3.000000    17.000000  \n",
       "25%    1970.000000  1464.000000   17.000000   110.000000  \n",
       "50%    1993.000000  2003.000000   34.000000   310.000000  \n",
       "75%    2005.000000  3145.000000   76.000000   709.000000  \n",
       "max    2018.000000  5955.000000  103.000000  1357.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "      dtype=object)"
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     "execution_count": 7,
     "metadata": {},
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   ],
   "source": [
    "df.hist(figsize=(20,20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBA47080>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBA6E710>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBA96DA0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBAC9470>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBAF0B00>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBB221D0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBB4B860>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBB74CF8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBBA43C8>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBBCBA58>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBC00128>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBC277B8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBC4FE48>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBC82518>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBCA9BA8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBCDB278>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBD01908>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBD2DF98>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBD5C668>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBD86CF8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBDB83C8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBDDFA58>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBE13128>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBE3B7B8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBE62E48>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBE91518>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027FBBEBABA8>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TwZ6CH1sIIYQQQgghhBAi3/K/xNwN0lqnmR7xdKXX3rDNJPDgNX72C7mK44Wzw2xuDlBf4crVLhdsTb2fXatr+Parl/j0W1ZitxZtHlEIIYQQQgghhBBi0STTMY/JWIoj3RPcd8v161DlyxN3tzEQSvCrmZFbQgghhBBCCCGEEOVCElPz2HthFEPDvWsLsxrftbxtXR3NlW6+sa/LtBiEEEIIIYQQQggh8kESU/PYc26EoMfOlpagaTFYLYqP3LWcA13jnO4PmxaHEEIIIYQQQgghRK5JYmoOhqF58fwIu9fUYrUoU2P54LZW3HarjJoSQgghhBBCCCFEWZHE1BxOD4QZjSZNrS81K+Cx857bl/HDY31MTKXMDkcIIYQQQgghhBAiJyQxNYc954YBeEsRJKYAnrh7OcmMwfcO9ZgdihBCCCGEEEIIIUROSGJqDnvOjXDrsgC1fqfZoQCwrqGCnSur+Nb+S2SyhtnhlJ1zgxF+eLSPzpGo2aGIHNNas/fCCD853k8oljY7HJFncr6XnqyheeHsMD8/OcBUMmN2OKLMhRNpfnqinxfPj2AY2uxwxHXs6xjlx8f7GZcZB6IEDYYS/OhYH4cvTZgdStmbmErx4+P9vNI+itbStptBElPXEE6kOdozyX1ri2O01KyP3t1G32Sc584Mmx1KWdFa8+ypQS6OTvHr00NmhyNyrGc8zqGuCdqHo+zvHDM7HJFncr6XnvbhKMd6Jjk3GOGQdN5Fnh3oHOfCUJQjlyboGpsyOxwxj8FQgtc6x+kYjvJK+6jZ4QixaC+eH6ZzZIqXzo8QisvDtnza1zFGx3CUAxfH6Q8lzA5nSZLE1DW82jFG1tDcs7rG7FCu8sD6epoCLimCnmNKqcsj4+oqimOEnMidgMeOwzbd1Mn5LX9yvpeeKq8D28wiJXVFMspZlK/ZdsVhs1DpcZgcjZiP32XD7bACFM0MCCEWo87vAmbey3arydGUt9m23Wm3UOGymRzN0iR/9WvY1zGGy27h9tag2aFcxWa18PhdbfzlL89ybjDC2ga/2SGVjfdvbWY0mpSbmhJ3uj/MYDjOHcurCLjtAATcdp64u41YMkNdhatgsYRiaQ5dGqcp6GZ9Y0XBjrvUBdx2bm8JMhRJsE7ayCWh1u/kI3e3kcoYcvNZgtqHI1wai3FbS5AaX+7O38neEKPRJNvaKvG77Dnb7+bmIA0BF267Naf7FdeWNTSvXRxDa9ixogqbdeHP1L1OG4/vXE40maG+gNd/Ia50bjBC70SMra2VVHoXl8y+b20t6xr9VHoclx+6lZOj3RNMxtPsWFGFx2FuWmJ7WxWtVR68Ths+p6RIzFB+7/Ac2Ncxyva2Kpy24stMf2h7C06bhW/s7zI7lLJityoGQgkOdI2TlhpeJWliKsWzpwY53hO6vHjBrK7RKc4PRUmkswWL5zfnhjjRG+LZU4NS66iAeidivHZxnK7RGK+0l95Uvp7xGHvODTMaTZodSsl4vS/Eid5J/PKEs+Qk0ll+dmKQE70hfnUqd1Pph8MJnjszxLGeSfZeyP0Urjq/S5JSc+ibjLPn3DDD4dxMhTnVH+K1znEOXBzneG9o3m3bh6O8+IYpT16nTZJSouAyWYNXO8d46fx0/cMTvSGeO7P4Nk4pRWPAjasMR0v1TsTYc26EY92T8/bXkpks+9pHOdYzmfeY6itckpQykSSm3mA4kuD8ULTopvHNqvQ6eHhLE88c6ZOb3Ry6MBzlpfMjvNY5XrACg0PhBK+0jzISkRvQXHDYLJefJnmveOrSNxnn16eHONg1XtAaEzaLhZ7xGNFEBrtNFey4S53bbsU6M63L6yytjlwma/CjY30c7Z7k5ycHcr5/rTXHeiY5fGmcbJkUbR4Ixfn+oR6eOdJ3Q51+YS6rReGyz7TbOfy8Ou3Wy9M7vXKTUTBaa354dLoN+8mJhbVhWmuOdk9w+NLENYvJX3n+5rthjCTS/OzEAEcuTfB8HtuCsWiSV9pHGQjF83YMUfqO906yv2OM1zrHLydK53v/JtJZ9nWMcmEoUqgQTbfQ/tqBi+O8dnGcF84Oc3H0xur6DYTivNI+ypg89CtqcrV+g/0d0xnbe1YVZ2IK4Im723j6UC/fP9zDJ3evNDucsuC6YnRcoeZwP3O0j3gqy5mBsJzHHPA6bTx6ZytjU0lW1Pguv+60WbAohaF1QZ84ZbIGXqcNm8VCOlseSYBSUO1z8uE7Wwkn0qys8ZodzqJYlMJps5LOZvLyXj07GOGFs9OjCZVSbG2tzPkxCi2ZMTg/FMXQmtP9Yd61ucnskMQi2K0WPnRnK8PhBMurc/d5DbjtPLqjlYlY6bUDpUwphctuJZUxFtyXOtUfZs+5EWA6Ubml5eoyGqtqfXxgWzNaQ0uVZ8792K0WbFZFKpPfa/1PTwwwPpXiWM8kn713FRaLPHgSbzb7HrRZLbzn9nq8Dhsr5mmLXjw/wun+MAB/sNOxJKalL7S/NtuWKMXlBxmLYRiaZ472kUwbtA9HeeLuthsNWeRZ0SamlFJNwE+BDYBPa51RSn0R2AYc0Vp/YWa7jwBPAFbgMa1137W2W6hX2kcJuO1saCremjAbmwJsb6vkG/u7+Ng9Ky5nm8WNa6328Pt3NJPMGKyu813/B3LAbrUQJ1uWc8bNUul1vGn+fo3PyQe3txBOpFldW5hzC9OdktmizDb5jBZUrd9Zkp06i0XxyPYW+ibirKzN/c20/YraLHZLebQ7tT4nm5sriCazRX3dFnMLuO2XawLmUrXPSXUOa1aJhXlkWzM943HaauZOIl3pyj6Q3Xrta2Vz5fX35bJb+dD2FoYjybz242bbUYfVgpJLu5jDxqYAbrsVm8VCa/X137+OmfeVRS2tPuNC+mt3LK8k6LHjdthoDLgXfQylpvs8SQxsc7QxojgUbWIKGAfuB54BUEptBbxa691Kqa8opbYD/cC9Wuv7Z3/oWttprQ8u5IBaa15pH+OuldVFn+z56N0r+PxTR3jh7DAPbKg3O5yyMN+TuHz4/TuauTQ2Ne8TFJEbDQEXDYHC1pi4f309zZUe6iucMpVELFi+btIBVtf5+L0tTWQNzS315VEY3uu08YldKxkKJ2VBECGKgN9lZ0PTwtuwW+r9WG5TaK1Zc5PtUiGSkQ9vaaJjJEprlQclmSkxj5WLeBi6e00NtX4nVdd4wLrUKaVYXXfjbYNSig9sa6Z7PMaqAj6gFotXtI9MtdYJrfWVxX7uAp6b+fo5YCfwIGBVSj2vlPpbpZR1ju0WpHs8Rt9knLtXV9/8L5Bnb99YT0OFS4qgF1jfZJxzg5Fr1kFYrIDbzubmoBRQLVNKgcWCdFzLTNbQnB0Ml2x9kVW1vrJJSs1yO6wohSxcIZaE4XCC0/1hMmX0fl9d57vppNRidI5Eb7hWjddpY3NzkKBHkgflLBRL83pfiHiqMIvm2KwWNi0L0BRc/IggcX1Bj4PNzcHLD4pzeT8ncqdoE1PXEATCM1+HgEqgHnDMjJiKAQ/Psd1VlFKfVkodUkodGhkZufz67IoAdxdxfalZdquFP9jZyt4Lo7QPR80OZ0kYDCX4/qEefn5ygANd42aHI4rc82eG+NWpIb53sJupZMbscESO7OsY5RcnB3n6YK8U0SwS3z/Uy69PD/EvR/vMDkWIvAon0nzvYA/Pnhq8XJdJLM7ZwTA/OtbPD4/2cX4JFZoWC2cYmqcP9fDr00P8+LhcV8rNUFju54pVKSWmJoHZAhIVM9+HgBdnXvsNsH6O7a6itX5Sa71Na72ttrb28uv7Okapr3CyKg+1PfLhQ3e24rBa+Ma+LrNDWRJSGQM9k1hPZsrnSaXIj9n3SMbQZOSJTNlIpKfPq6G1FLUvErOftWS6ME+2hTBLJqvJznREpB9yY2bb8Omvpc0Qb6aB1MyIxCvfL6I8JNO/vZ+TNqC4lFLhk/3AHwJPAw8AXwdSwKdm/n0LcBE4e43trsswNPs7xrj3ltqSmXpT43Pye1ua+P7hHv7VA2ukyGeetVZ7eGB9PZFEmjvaSn81K5Ffb1tXR5V3ksaAK281g0Th7V5Tg8dhJeixF7xumbi299zexPmhKOulxpQoc1VeB++8tZGhcKIsVtU0w63LAqSzBgrY1BQwOxxRhKwWNVNLbIqNsqhG2ZH7ueJVtIkppZQd+AVwG/As8GdAQim1FziutT4ws11cKbUHGAW+qLVOKaXetN31nBuKMDaV4u7VxT+N70qfuXcV/3ykl3945SJ/+uA6s8Mpe7c2SydGLIzfZWf3mtrrbyhKistu5Z4Su06Uu8aA+4ZW6hGiFN1S7y+7OnGFZLUotrdVmR2GKHLNlZ4FrQYpSpPczxWnok1Maa3TTI94utJr19juT67x2hcWe7xX2kcBuKcECp9faXWdj3dsauCb+y7x6beskpEZQgghhBBCCCGEKBmlVGMqr5IZgy0twZJ86vq5+1YTSWb41v4us0MRQgghhBBCCCGEWDBJTM34/FtX88PP32N2GDdk07IAb11byz+80kUsJat/CSGEEEIIIYQQojRIYqpMfP6tqxmfSvHUa91mhyKEEEIIIYQQQgixIJKYKhPb2qq4a2U1X32xg6mkjJoSQgghhBBCCCFE8ct7Ykop9YRS6ohSamrmv0NKqY/k+7hL0Z8+tJbRaIp/ePmi2aEIIYQQQgghhBBCXFdeE1MzCah/BfxboAlYBvw74AuSnMq9ra2V/M6Gep58qZOJqZTZ4QghhBBCCCGEEELMK98jpj4HvFdr/YLWOqS1ntRa/wZ4/8y/iRz7k7evJZrK8NUXO8wOZUlLZQz+6UA3X36hnfbhqNnhCBOc6g/xt89f4J8P95I1tNnhiBzpHIny5Rfaeeq1bpKZrNnhCGAqmeEb+7r4yp4O+ibjZocjxII8e2qQv3n+Avs7xswOpSzFUhm+uX+6XeidiJkdjlggrTU/Od7P3zx/gSPdE2aHIwroVzNt4r6OUbNDESbJd2KqQmvd9cYXZ16ryPOxl6S1DX7eu2UZX9/XRb900E0zFE4wEEqQyhicHgibGksineW7B7p58iXpnBXSqf4wGUPTPR5jIlaYEYzprMEPDvfy1Rc76ByRhGg+nBmIkMoYDIUTDIWSZoezZGQNzQ+P9vGVPR2cH4pc9W8/OdHPs6cGOTcY5tygue2tEAuRyRqc7g+TNTQn+ybzeqzusRj/68UOvndwaSXTe8bjjEVTJNLZN7UZ4uZFEmm+ub+Lr+3tZCSSu2vhVCpL+3CUrKE51Re6/HrW0DxztJev7OnggpzPspM1NIcuTXCoa5x/fPkioXja7JCECfKdmJovMyJZkzz5179zCxr4i1+cNTuUkpU1ND8+3s/X9nZycXRq0T/fEHCxrNKNy25lU5O5OdjeiTiDoQRTySyn++WmrVCCbjvHeyaZjKUJuOwFOeZwJEnPeIx4KsvJKzp0Inc2NlXgsltpCrpoCLhyvv8954Z58qUOjvXk92a11IxNJbk4OkUineVE72/f21pr9l0YZSic4NJ4jHUNfhOjFGJhbFYLm5sDOGwWtrRU5vVYp/pDxFJZ+icT9E8m8nKM8akU39zfxVOvdRMtggV44qksBy6O0T4cQaNZ1yDPwnPt4ugUY9EUkUSGc4O5SxR5HVbWNvhx2Cxsbg5efn0smqRrNPama0C+9YzH+NreTp452ks6axTsuEuN1aIIeuykDU3A7aAjhw9XQ/E033r1Et969RKhmCS8ipktz/tfr5Q6cY3XFbAyz8deslqqPHzmLSv5m9+089iOVnasrDY7pJIzHEnQMTMF71jPBCtqvIv6ebvVwiPbWvIR2qItC7qp9jmIJDKsbfCjtea5M8P0TsTYvaaW1XU+s0MsS5PxNLe1THeqQok0NT5n3o9Z63PSEHAxGkmyobG8O+KGofnV6SEGQnHeuraOtkV+Rm9UW42Xz963Ki/7TmUMjnZPJ6QOdY2zpSV4nZ9YnKlkhp+dGCBjaH731kYCnsIkTHOhyuNgWaWbwVDiqvd2NJkhls6SMTQ+p43GgNvEKIVYuPvX13P/+vq8H2ddYwWdo1NUuO005iGZDnBmIMxYdHpkcMdw9PK171oMQ/PLU4MMhxO8bV09rdU2CArOAAAgAElEQVSenMdzcXSK0WiK1XV+trQGaQpKu5AL3WMxfnN2iPoKF3etrKbCbSedNVhTn7t+pFIKt8OK227Faf/t+Ikqr4NlQTdD4QQbCvjA93jvJJFEhkgiw2AoQUtV7t+vS5nWmufPDNM9HmP78kqsSmG1KFZU565Pd2EowujMqL7zwxG2t1XlbN8it/KemMrz/sUcPnvfan5wuJc///EpfvrHu7BZ874AY1mp9jqpq3AyGkmxtr60b/DdDisfuavt8vcTUylenxlNc6hrXBJTebKuwU//ZJyGChdBd2ESAA6bhQ/f2YrWGqVUQY5pltGpJGdmpskeujRRsMRUPjlsFlbX+WgfjublCf+F4ejlGkynBkLcvaom58fIF9tMsv+N722vw0a1z0k4nqa+wsVoNEWtP/9JYCFKxYoaL5+7b1Verwkra70c65nEblW0XufGfTiSvDzC5nD3eF4SU81VbvwuG8mMwepa6ePkyuHucSZiaSZiaW5vreQTu1bk/BjRZIZjMw9oDl4cv3wttFktPLL9zdeAfLul3k/nyBRBj12uLXkQjmcuj/C/MDzFH96b+wd/bTVeDl2aQGtoy2HCS+ReXhNTWutL+dy/mJvbYeU//u4GPv/UEb57oJvHr0hMiOtz2Cw8tmM5WUNjtZTXDb7fZaMh4GIwlMjpUy5xtc3NQTY2BUx5/5R7Ugqg0uOg1u9kNJosq+Tqu29rylu70zIzvdjQumQ7Z298b1ssig/f2cpvzg5R53cRLKFRYEIUSr6vCY0BN5+9dxVKXf9YlV471T4H41MpVtfmZ+pthcvOJ3atQOvpNkLkxupaP5fGYlR7HVR5HXk5hsduZVmlm76JOKvr3vz+KHT/5pZ6P6tqfWV3L1AsfC4bjQEXA3m8J6nxOfn07umJWtIeFLe8JqaUUhHgWstRKUBrred8JKyUagJ+CmwAfFrrjFLqi8A24IjW+gtXbPtvgPdprXfNfH/N7Zaad97awN2rqvmrX57jgQ31MsXhBpTjhchmtfCh7S2ksgZOm9XscMpaOb5/ioXdauGxHa1l+T7O1/um2ufkU7tXoJn++5WLLS1B1jf6cVgtSyIpK0QxWugNn9Nm5Q92LCdt5LftVkohzUFu3doc4JYGH3aLJW83+BaL4gN3NJPMGLjsxXFtl75c/lgtig8W4J5EElKlIa89U621X2tdcY3//PMlpWaMA/cDrwIopbYCXq31bsChlNo+87oTuG32h+babilSSvHf33sracPgPz3zOlrLkvVimlKq7G7mxdIj7+PFs1ktZZWUmuW0WSUpJUSJsFik7S5VTps17zf5SqmiSUqJ/JO+nJhVtL1TrXVCaz1xxUt3Ac/NfP0csHPm608C31jAdktSW42XP3n7Wp4/O8yPjvWbHY4QQgghhBBCCCHEZUWbmLqGIDC71n0IqFRK2YF7tda/mW+7woVYnD52zwpubw3yX35yiuFIfpYKFkIIIYQQQgghhFisUkpMTQKz0/8qZr5/HHhqAdtdRSn1aaXUIaXUoZGRkTyFWzysFsVf//5mEuks//bp4xiGTOkTQgghhBBCCCGE+UopMbWf6ZpTAA8wXXtqLfBZpdQvgY1KqT+eY7uraK2f1Fpv01pvq62tzX/kRWB1nZ///K6N7L0wyt/v7TQ7HCGEEEIIIYQQQojiTUwppexKqeeYLmz+LGAHEkqpvYChtT6gtf73WusHtdYPAae01n+rtT7yxu3M+y2Ky4fvbOEdmxr462fPcaznTQPJhBBCCCGEEEIIIQrKZnYAc9Fap5ke8XSl1+bZftcVX38hX3GVMqUUf/G+zZzo3csfPXWEn/zRLiq9DrPDEkIIIYQQQgghxBJVtCOmRH4EPHa+/NhWhiNJ/ui7R8hkDbNDEkIIIYQQQgghxBIliaklaEtLkP/2nk280j7GX/zirNnhCODS2BQne0NkpTC9KEGpjMHxnkl6J2JmhyKu48JQhDMDYbQun7Zm9v3XNxk3OxQhxA3qn4xzrGeSZCZrdih51zES5VR/SBYjugmZrMGJ3km6x6TfUe7Gp1Ic7Z4gkkibHYrIs6Kdyify65FtLZzqC/G1ly+yoamC921tNjukgkuks7QPR2kIuKjxOU2LYyic4JmjfWgNk/EUu9csjYL8hdQ3GScUS7O2wY/VoswOp+y8eH6E1/tCWJTiibuXE/TIFOEbNRlL0TMeZ1WdF48jt5foC0MRfnpiAIB01mBzczCn+zfLPx/p5WRviLoKJx+7ZwUBt93skIRYkvon40zEUqxrqFjUtTaSSPODw71kDc1gKM5DmxoXddx01uDcYIRav5P6Ctdiwy6oS2NT/PhYPwDxVJZtbVUmR1RcFtpfe6VjjCOXJlAKHt3RSp2/uM+7uL5rnXvD0Hz/UA+xVJbTA2Ee27Hc5ChFPkliagn7T+/awNnBCP/HP5+kpcrD9iV2cXz21CCdI1M4bBY+sWsFVouiYyRKnd9FVQFrbxlaMzt4QUZM5d5IJMn3D/Wg9fRTl11raswOKa+GIwkmY2lW1foKloTLGtNTgjWacn8LG4amfSRK0G2nLsc3QIah+d7B2Q6Yiw9ub83p/rNXjJIql7ZmJJJkz9lh+kNxViR9ZTUSTIh8SKSzXBydoinozmkSdyya5PuHejG0ZjSa4t5bFv6QzdBc7gdlFtk2aa156rVuusdjBN12nrinjQpX8Sanr2x7y6UdzpXF9NdmR5vpK947MD2Sqn0kSq3PSbWJD53F4sx37mf7LvONMMxXuyYKSxJTS5jdauGrf3AH7//KPj71zUP8y2fvZmWtz+ywCiaZmb6ZzhrTiaHnzwxxZiCCw2bh4/eswO2wFiSOxoCb393cyMBknLoKJ6mMgcMms2xzJZ01LndaUtnyniIQiqX53oEeMobm9tYg962tK8hx37Kmlng6S1u1t6BJXTPs6xjjYNc4VoviD3Yuz+nva2h9+aYslcl9/b+19X76J+OkMga3lcloqXTWIJrMMJXMkMlmZbSeENfx0xMD9IzH8DltfHzmoVwudI/FCCdS+Jz2RbdfAbedh7c0MRROLHok56ud47zWOcb4VIrNzUGy2eJO9qys9fHgxgbi6SxbWhbfDhuGpnN0imqvo+wWMFpMf+2e1TX4XDaCbvtVo+SeOzPMK+2jBNx2PnvfKrxOudUtBXOd+3AizdbWSrKGZmNTxZw///OTA1wai+F1WvnErpUyO6JEyad1iav0OvjHj23nvX+3j499/SD/8tm7l8wThgc3NnCyN0RLlRu3w0osNd0QprMGacPATWESUwCran28eG6EI92TrKiJ8p7blxXs2OWuKejmwY0NTMZTbG2tNDucvEpms5cTG/FU4ZJwB7rG6RqN0TcRZ3WdD38RP62+WbFUBphOaOe6ForNauHhLU1cHJ1iY1Mgp/sG6B6PcbwnBEBbjZd1DXN38kpFU9CN1apw2Kbb8HTWwG6VxL4Qc4nPtGGJdBZDa6zc/A3c6f4we86PkEgbbGrysvsGRia31Xhpq/Eu+ucS6SxtNV6cdiu7b6kpiWTNhnlusK9nz/lhjveEcNgsfPTutrJKvCymv+awWa450+PwpXHOD0WwWhSheKqs/j7l7FrnPpbK8J3XukllDG5dFpj3wdPsPVwybZA1tCSmSpR8WgXLq738/Ue28ejfv8qnvnmIpz61E5e9cEkZswTc9quGit6/vp6j3RMsC7oLPgw8YxjE09ONaiSZKeixl4Kb6QSWkjq/i7dvrGc0mmLb8sIl4aIz79l0VpNIG5RzqYfda2px2a1UeR00Btw5339zpYfmSk/O9wsQSWSu+XWp27mimnODEer8TjJZzRK4fAlxw95xayMn+0KsrPHmLIk7ew2o8Tm5pcFX0D7kXauqsVkVFS47t93ACKRSM9t2pzIGyYyBt8yeJd9sf21VrY/hSBKf04bbLre5peSN5z6VMS6Pvowk5y98/o5NDZzoC7Gi2iuzTkqYfGIFAHcsr+R/fHALn3vqCP/m6WN86cNbsSyxbHPAbS/Y1Kc3ctqs/O7mRjpHpritJfcjJcTSkY+RNtdz7y21uO1W6vwuav1l1kt+A7fDylsWUTulmKxvrCCcSJM19A1NISlWj2xv4Wj3JCtqPAWbgi1EqarxOXlrjvs6W1qCJDNZbBYL6ws8EtNlty6pRWPuW1uHzzlOfUVh66GWindsaqTW76Qh4CqJ0XNibkGPgwc3NtA/Gb9uHeTqPLRrovAkMSUue8etjfzHd67nv/3sDH9ZdZb/8I71Zoe0pKyq9bFqCdX4EuXD77Jz//p6s8MQ12G1KO5eVX7F/2t8Tn5ng7z/hDCLw2ZZUskhMwXccr2dT8Ajf59ysqGpYsnMehAgY93EVT6xawWP71zO/3qxk++8dsnscIRYlHTWIBSbf7hvIYViadLZ3BexFuYKJ9I5ry8lhLhasbXnhRZLZQpaK1AsXiKdvTyNURSnVMYgFF+67Uipkf7V0iYjpsRVlFL8+bs30DsR4z//6BTLgm7TpreZKZWZLp4n00JKRzKT5TuvdhOKp7lndQ13rph/2G++vdo5xkvnR6j2OXl853KZ815A6axBOmvgceT+EneyN8RzZ4bwOq08tmO5FFYtAllDk0hn5VyUkWJrzwutZzzGM0f7sCj4/TtaaAjMXbgvmcmiNWVbGzSf7fnNGIsm+aeDPWSymnff1rikVrUuBYl0lnTG4OnDvYTjaXavqWHbdaaDCXOd6J3k+TPDV/WvDEMTS2fxyfV9SZA7JfEmNquFLz26lbX1fj7/nSOc7g+bHVJBhRNp/vGVizz5UiftwxGzwxELFI5nLj8V6xmPmRwNvHR+hMOXJth7YYTxqaTZ4SwZU8kMX3+liydf6sxL29UzEZs5TpbxqVTO9y8WJ501eOpAN0++1MlrnWNmhyNypNja80Lrn4yTNTTprKY/FJ9zu+Fwgq/tvcjX9nbSNzn3dqUq3+35zRgMJ0hlDAyt6Z0ov799KescifLkS5189cVOhsMJ4LfXblG8esanP0ez/SvD0Dx9qIe/f6mTF8+PmBydKARJTIlr8jpt/MNHt+N32fn41w8yGEqYHVLBDIUSxFLTyyh3jS7sQpbJGmit8xyZmE+Nz8HW5ZU0BlzsXFVtdjgE3Ha8TitBtx2bLF9fMCORJNFkBq3h0thUzve/va2KxoCLjU0VLAvmflU+sTjRRIbRSBKtNZ2juT/fwhzF1p4X2qZlAVbUeFlZ62VD49z1VXon4yTTWVIZoywTePluz2/Gmjo/a+p9tFZ52NK6uMUktNZkDekz5sob/57d4zGyhsZqgWWVbpqCLnauXHrtSKnZvqKSZUE3m5YFWBZ0k8hkGZi5/+wanSIjpTHKXtGOi1NKNQE/BTYAPq11Rin1RWAbcERr/QWl1A7gi0AWOKS1/tczP/unwMPAJeCjWmuZXHwDGgIu/uGj2/nAV/fxsa8f5PufuWtJDKVsq/Gyus5HNJnh9gV0Ns4MhPnVqSGqfA4e2daM01aew+mLnVKKe4totbQVNV5evThGwG0n4Cr/z02xaKnysLbBz2QszR3LK3O+/8lYiuFIkmTGIJU1cFnk826mSq+DthoPPz85QDJjMD6VkpWqykCxteeF5nXaeM/ty667XZ3PSefoFFlDL2j7UpPv9vxmOGwW3rW5adE/l0hnefpQDxNTaR7a1MDaBn8eols64qks/3Swm0giwztvbWR1nY/bmoMMhRO47FYe2tQg/fISUed38cj2lsvfexw2dqyoomMkit9l50svtNMUdPP+rc1Yl9jK8UtFMT/GHwfuB14FUEptBbxa692AQym1nenE09tmXqtTSt2qlKoF3qq13gWcAN5jTvjlYUNTBV9+bCvnhyL80VNHlkS22m618O7bmvjwna1U+5zX3f78UARDa0YjScaiMrVHTJuMp9m8LEjQ4yCUkOKohWK1KN55ayOP7milrmLuuiw36vxQlKyhGZ9KMRyWKZrFoKHCzYbGAC67tehGVQiRT8PRJKtqfdxS72c4Un7tUb7bczOMzPQVDa05PyTlIm7WYDjBZCxN1tCXy29Ueh18cHsrD29ZJkmpEnf36hoev6uNWGq6ll7fRJxIQsablKuiTUxprRNa64krXroLeG7m6+eAnVrrQa317ByzDNMjp+4E9ly5XQHCLWv3ra3j/3p4E3vOjfDffnbG7HCKzpaWIH6XjZW1XupvouMUT2X59quX+F8vdpRlrYilZmtrJX6XjbUNfqo85T2Co304wpdfaOf7h3rKPnm9uTlAhdtOW42HxmBp3SiF4tP18762t5PRaPncxFotcKo/RH8oLgWIxZKyps5HXYWTGr+TdUU48iadNXj6UA9/t6edjpGo2eEUhcaAixU1Xircdra0XHtU/q9PD/Gl31zgYNd4gaMrPcuCblqrPATcdjY3//bvGU1m+Ob+Lv7+pd/WmRLFr304yt/taefpQz1XrWp9x/LpPvX6xgoCbruJEYp8KqX5JUGgY+brELBx9h+UUpuBGq31aaXU7UD4iu2Ka+xviXp0RysdI1H+98sX2dBUwSPbWq7/QyUsa2h+eqKfoXCCB9bXz3uzs7zayyd3r7zpY/ZMxBiZeeJ5diAs9WtK3GzNg6VQR+L1vjCpjEHvRJyRaJLGQHm/dw1DU4r5t86RKJOx6SeN54ci1CxgRGgp+PnJAeLpLLVKkcqU4IkRS9pYNMlPjvdjs1p4eEsTftfCb7r8LjuP7Viex+huzlA4Qd9MYfDX+0KsKsLE8et9IV5uH2VFjZe3b6hHqfxOEbJZLfNOu0xlDF7vCwFwvGeS7bKS3LwcNgvvv6P5Ta93jU5dnsVwdjBSNiPuSslIZLptc9mtPLylaUEr557qD5FMG/RNxBmOJC/fC61t8Mu01xw5Nxhhz7lhmis9vGNTA5YimhZZtCOmrmESmK0AWTHzPUqpKuBLwCfm2+5KSqlPK6UOKaUOjYxIlf+F+g/vWMc9q6v5T8+8ztHuiev/QAkbjiToHJliKpnleO+b3kJ50VzppsbnwGW3SuNbBo72TBJLZWkfjjIeK+8pnhubKnDYLCwLussm2TGXE70hoskMPeMxBiZL6ynsyhofAbcdn9PGmrryaGOmkhlSGY1hQDJjSH0pUXLODUaYiKUZiSTpHCmvqah1fhdNQRcOm4WNTXMXcTfTke4J4qksp/vDTKWyZoeDw2ZhfWMFNovi1mUBs8MpWcurPVR67HgcVm6pL4/rXak5MxAmFE8zFE5wcYGLk8z2J5uCLur85d2fNMuxngliqSznhyJMxotrWmQpjZjaD/wh8DTwAPB1pZQN+Dbwp1rrwZntDgKfA/5qZrtX37gjrfWTwJMA27ZtK//hDDlis1r40oe38u4vvcxnvn2Yn/zxLur8pf0EwjA0vzo9yHAkydvW1dFc6QGg2uukvsLFaDTJuobCdKY8DhuP39VWkGOJ/Au47Pyid4DWKm/ZFz9fU+9nTZF0/DJZg1+8PshkPM3bN9Tf1PTaa1nb4KdzJErQY6euorQ6TQGPnY/vWmF2GDnltltwO6y47Bbetq5OCqKWuXx/vs2wqs7H8d4QNotiebXH7HByymGz8MHtrabGMBZN8stTg3gdNt5x65sLYW9orODl9lHaqr14HcVRj+ihTQ08tKnB7DBKmt9l56P3lNf1rtSsrvNxsi+E02ahfTjCke4J7ruljtZ52rnVdX5WF/mDs9f7QhzqGmdtQwV3leCqsesaKhgMJWkMuopuWmTR3i0ppezAL4DbgGeBPwMSSqm9wHGt9QGl1IeB7cBfzgy9/Q9a6/1KqZeUUi8D3cD/MOc3KE+VXgdPPr6N939lH5/99hG++6mdOGylNPDuaoPhBGcGposl7r0wit1qwW5VPLixgUd3tGIYuqiGOIrScXFsCtBMxlNMxtPU+oujw1vueifitA9P1zI5cmmCd9zamNP9V7hsVPkcVHudOKyl2/aVi9GpFGPRJKClNt8SkO/P95XODIQ5fGmCdQ1+tuVxOlV9hYvP3DtdDiDf08iWohO9ITpHolwcjTERS/HEXW1X9eu2tVWxtbVS+npCLFLnSJR9HWOsqPFyz+qaN/17U9DN5+5bxUg0yXde7QbgQNf4vImpUrC/Y4xoMsOrnWNsa6vEXmJ9wdtagty6LDBvm/fS+RF6JmLsWl3D8mpvwWIr2r+k1jqttX5Aa12ptb5fa/2a1voLWuvdWus/mtnmu1rrWq31fTP/7Z95/S+11ru01o9qrct7Do0JNjRV8Ncf2MzhSxP8+Y9PmR3OTanyOqj02FEKslmDnvEYnSNTl1dKmf3QRhJpnjnay89PDkgNE7Eg/ZMxusZidM0s5S0Ko67Cid9lw6IUK2pzfzE9dGmC4XCSMwNheidynwg50j3B9w52X15dSMzPgqJnYvqzJsWVy1++P99XevnCKCORJHsvjOZ9UQel1JxJqdf7QnzvYDen+8PX/Hcxv+XVHgYmE6QyBkOhBIPXKIQ91w3a4Uuz7bG0LaL8jU+l+MHhXn51anBB/dZ9HWOMRJIcuDg+50p5SimCbgc1vulp9ivz3G4Xwqq66d9hebWn5JJSs+ZLSoViaQ51jfNa5xh/+/yFy/WPC6FoR0yJ4vauzU2c6g/zlT0d3LoswKM7zB2qfaNcdiuP39VGOmswHE7yw2N9WC3qTcWbj/VM0jUaA6C1ysOmBcz739c+ymA4wa7VNVJ0cUlSaD1dBF0Ujsdh42P3rCCdNXDZcz9KrbXKw/mhCD6njWpfbusZpbMGTx/sYWwqxaWxGP/uoXU53X85qnDZsKrpz1okkTE7HJFn+f58X2l5tYdT/WGaK93YTLz5eOHsMBlDMxodZkMe6zSFE2leODuMz2njvrXlMy12Za2Pj96zgr3nRwh6HXPWobs0NsXBrglW1/nY0hIkmcny0vnpOrRTyRFW1xVf4XYhcuHMQJhT/WGmkmnGp6YTTKvrfNdd5bat2stIJEldhROPY+6UgsNm4bEdy0kVoN0uhLetq2fnymrcJv8uF0enOHxpgjV1Pm6bY4XPG+F1WrFZLQyFp4vPH7g4zu9uzt/o5CtJYkrcsD95+1pO94f58x+/ztoGH3csL82VQ6wWhdViJZ7O0hhwsbk5QO0bCu41Bd1Y1CQ2q1pQTYvhSILXLs4u8zvK+7a+ecUQURhaa15pH2MynmL36loCnsLMp/bYrVT7nHjsFiQ3VVizn+l8aKn00Bx0U1vhxJPjeiRaa0ajSSKJTEGfUJUyh92K3aJQQDJjfuFikX/5/Hxf6Xc21LNzVTW+eW64bsaZgTDnhyJsaQnOO1ViWaWbS2Mxmivzu9rpoa7xy8XXW6s8RVM3cD7DkQT7O8ZornTP2we9c0UVG5oqcNosc45weOHsMBOxNL0TMdY1+HHaLNRXuBgKJ/L+txfCTM+dHiJjaELxNEGPHadtuv8K0wnbYz2T3FLvZ33j1YnxXWtq2NwSwOuwXTeRbbEoXAVotwtlvkRcobxwdphQfLrNWt9YMW9pnWM9k1wam2LHimoaAvPfx9qsFj56dxsKTcaYvgYVivl/VVGyrBbF33zodn7vyy/zmW8f4ad/vKtkC5EahubZmaGrE7EUa99Q8HxVrY+P72rDZpkutHs9Fa7pla+iycx1G4ArY9jXMUYslWHXmpqiaPTKQc94nINd00lCm8VSsIKiu9bUYgDVXgdVOR5ZU2wmYyn2d4xRV+Es2QT1Qu3rGKVnIk7PRJyVNT5aqnJXK8FutbB7TS19E3Fua5HVmN7oaPcEA6EEO1dWXx71kMkauBxWlFJMJTNSF1DkjFKKClfuHmQMRxIcvDhBa5WHDU0V/OrUEIbWjESSfHL3yjl/7uEty6ZvGPNcpLahws1xQjhslss3pcXuxXMj9E7E6RyZYmWNj8p5VuX0XWep+oaAm4lYmmqvA4fVglKKR7Y1E05kqCzQA61SEIqn2d8xSpXXyZ0ryvt6v1TUB1z0TcTZ0hLkrevqcNosl0c2/fr0EJFEhq7RGGvqfG8aPXq9NtIwNK90jBJPZdm9pnZB91BLWSKdZe+FUZw2C/esrpk34dcYcBGKp6nxObFb594uMjMaFiCWyvLhO68/y6nCbedTb1lFMm0U7IE+SGJK3KSAx86Tj2/jvX/3Cp/99mG+++mdb1rxpBRYLIpqn4PhcPJNo6Vm+RfRQZ2eIricSCIz5/7eqHM0ejmB4rRbufeW2gUfT8wt4LbjsFlIZYwFn4tc2LWmhrUNfvwuW0l+JhbjpQujdAxHOTsYoaXSU9ZTV2v9Ts4ORnDYLDm/WCuleHRHKxNTKWpK5MawUMaiSfacm55Wk8xkee/t06NQrRZFU9DN+FSagNtBx0i0JEZ6iKXnhbPD9E8mOD8Uoa3GQ5XPwWhk7j7HLKtFzTn9LJc2NFXQEHDhtFnwXieJUyxq/U56J+L4nLabvuF9+4Z6ti4PEnQ7Lie3bVZLQf72pWRf+yhnByNAhOZKN01BGU1W6t53+zLGp1JU+5xvSoTU+p1EEhmqfI4bmtJ8YTjKoa4JANwOK7vXyL3NfI5cmuD1vhAANT7nvNO3H9zYwB3LKwl6HPMunOGyW6lw2wnH09Quom/pslsLPvWyNK48oqitbfDz179/G59/6gj/5cen+X/ed6vZId2QD9zRwmg0SV2OkheL/UBXuO1YLYqsoanyFL4jdH4oQu9EjK2t041cuQh47HzkruXEU9mCJ0wKmQgzk9tuoWt0iqDHjqdEbmhu1La2KlqqPHidtus+gb8RdqulrBN7N8rjsBFJpBmNJlnb8NvEk1KKt62rYzCUoCFQfEsfCzGr0uOgfzKBzzn9sOKRbc2MRVNFNdI8F0mYnvEY54cibGwKLHjE+I2695Za1jb4CbodN30DZbEo6vzFcy6K1eyoNIfNgs9149fAMwNhBkJx7lheJe12nj4EMK0AACAASURBVJ3onWRsKsWdbVXXTDrb5ul3vGtzE0PhxA3X1Ax67FiUwtCaykXeW/RNxjk7EGZdYwXLlkgCdPbzZVGKSu/8nwuLRS2ov2i3WnhsRyvjUyka89wm36zyvoMQBfO7mxt5vX9VSRdDd9gspj75qfO7eHznchKZ7JuKr+dbJJHm5ycH0BrGp9L8/h3lVRPL77IvasSbWJxk2qDK68BptxBPZfOSsCkmxXQjuVQk0tnpKUZeJ6k31JLqDyVoqfLgtE0/FRSiGD2wvp71jRVUeR2Xa4GU22gTrTU/Pt5PKmNwcXRq3imKuaDUmxerEfm1c2U1zZVu/C77DU91nZhK8cvXB4HpRSse3rIslyGKKwyGEjx/ZnoaVzJtLLqcxeyo5BtVX+Hi8buWk8oYi05U/+R4P/FUlgvDUT5z76objqGUzF4jbBaV0ynVLru1JK435X33IAqqXIqhm2m++gj5ZLdacNgsJNMGPmd5TzsTued12ahw27FbFU57aS6dK4qbw2bB77LjtBn4nFffDPmcNvwu+/RKMlJfShQpi0XltCZdMVJK4XFYSWWMsn9AsZQ1V97c+9hhs1wuseCVeqp55bJbsFkUGUOb9pm80ZGYXoeVeCpbMlOLc2UpP/xcWmda5NVsMfR3f6n0i6HfiFA8zdmBMMurvXkfvp5rLruVR+9sZSSSZEXN3KsDiYWLp7Kc7AvRGHCV/c3IvWtqaal0U+lx5LRY8FI0FE7QNTrFusYKmd5wBa/TxofvbGUsmvz/2bvv+LjOM7H3v3c6ZgAMem8E2CkWsZMqlCXZlou8tmRLtte2vM0lyY2dcpPN3tzk3iRbPslNHGeLd53seh3XtSxbtmXLstVlUey9gJ1ErwNgGqae9/4xAERSLAA4M2fK8/18+CFwMJjzDObMe97znPd93ncsYb2js5p4wmBTe9WiamAIUQxODfiJJQ3WNntvu4LWnXhicyv9k9O05fF5LxxLcKLfXxTnbzPcqj2/WiSe6kfVlTlvuXKluLkKt4NPbGtjMhynM8/6949vaqFvYprW6xKhhqE51j+Fw2q5ZQ0mkX+kByfSyuu28/XPbCIUTfDFbx8squW7f3F8kN0XxnnmUB/xpLGg3700FuJo7ySJBf5eOlW4HSyrL5MLuzR58fQwb54f40eH+vFH4lnbb68vzOGeCWKJ7B1LFotiaV1Z3qzklKuShuaHB/vYfWGc544NmB3Ogk3Hkhy8MsHQVCQjz1/lSbVR119Uf39/D/su+3ju2ABa64zsW4h8dn4kyAsnh3ile4TDPRMZ3ZfHaWN5fdmCaj51D/k5NeDPmc/vr0+lzt8/PtxPMJpY8O+fHQ5won8Kw8iN15OLbtaeX+2l0yP85twYzx4eYGo6e/2oQhOOJglGEyRz5PM1X25Hqi25fmGDw70TvNI9wgsnhzg/EjApupRE0uBo7ySXxkKmxlEoZMSUSLuVDeVzxdD/3bMn+bPH195ytQAznR8JYGhYnoZVnGbPrUrBQl7tsD/Cs4f7gdSoq/tlNb6CYJk55hd6PNwJXyjGN3dfJhRL8MDyCO+9qzFLexbpEo0nGQlEqcjD5clfODnEpbEQdqvi9+/rzMpqLuFYgj0XfPgjcSJx8xL7QuSyq6/9F9sf84Vi9PrCLKsvxZ3G6VfdQ36eP56qN5Q0NGtbvHf8nMFoggsjQdqr3YtazGXu/M3Cz98XRoP8/NggANGEwab2ygXvv9iNBaMMTE6TMFJtulKpf2LhxoJRfnS4b6aGbJQHV9abHdKixJMGZ4YCVHmuXYHO7OvLty6Oz606+ImtbXk3YybXSGJKZMQH1jVyenApf/HKeeq9Lv75u5ebHdI7nB0OzHUe4msM1jTNvzPU6wsTTSTpqi2daxQ/sK6JM0MB2qrcCxp1ZFx1ByO/7mWIW9m1vIZoPMnyhrKsFV6fCMU4MXPXuabUIYmpPBRNJBkPRkkk82vIPbzdlmmd+pcNY4EYkXiScCxBqdNqeidViFzUWVvKB9c1Ek0YrG5c+NSXXl+Yb+6+jMdp5cxQgCe2tKYtNuOqfLJOUy/o2cP9jAailDpt/P59SxbcLrx7dT3NlSU0el3zrm+jteb8SJBh/9UjRqVXt1DRRJIfHOglGjdoqXSxa0UtdWXOd5QJMAzNuZEg3hK7JANu4epzsZHH925eOzPK8f4prBbFp7e341htwWmz0HWLqaC3EoknuTAapKXCjfcObgRePSgyXe1XMZPElMiYf/Ge5YwEIvyPl85RW+rg0zs6zA5pzkggwoXRIKlOgyKenH9j0jcR5ocH+wC4f3nt3N2wUqdtUXfGGr0lPLq+kanpOOtaKhb8++L2RgIR/NMJumo9Wbtw/c35ca74wgxMTbOkxpOV4o1et50VDaWEokmW18u8+0zQWnNhNIS3xE5tWXqnLhqGpnsoQCRucGrQ3OHpi/HeNQ2c6J+iubLkHUPvM8Vhs4DSKNSCp1ALUUyWzXNk+LA/QiiamKv9M+KP8PSBXk4O+mnyuua1PPlCrGosw9AaQ2vWNt/4BmE4lpirNTOftmW2LEJ8kVfiLruVjW0L688d6png9bNjKAV3t1VQ4Xaw7iavR9yc1pBMzt7kUDd9H3ZfGGf/ZR8WpfjU9ra8LyVgGJqLY0Eq3A5q0vhaasucfGh9E75QLC2jEc0yO3putq24axGfrWgiyZXxMI1eF788MUTfxDQep5Xfu7dz0XX3dnZVU+q04i2xywqhaSCJKZExSin+5CNr8YXi/LufnqS8xJ4TS8KOB6N8f18viaSBxaJY1+JdUOfh6uki0Xh6amgtrbvzqYTixmbf76Sh2dZZxc6umqzsdzqWYCIcw+OwkchSnYmaUief3t7OaCDG3W3Fm+T0hWIEInHaqtxpT0TuvjDOvku+ubt26VxJUylY0VDGaCDGiobF3QU0k8dpY1tndVb36bBZSBqgFWRv0qwQ8zcejBKKJmmrzv0i2sP+CN/b14PWb994iyYMlFKsbCijttTJB9amdySuUuq2F5lPH+jDF4pRXmLjXSvqaK/23PJC8tH1TXQPBa4Z1Z5ps31DraGtyn3Lot7i5lx2Kx++u5leX5g1tzguIjP9b0NrolfV1DQMzRVfmCqPI68WEPnN+TEOXpnAZlF8ZmdHWmPvrC2lM8+rhOxaXoe3xEFtmWPRScifHBngRP8U9eUuymZuFscSBobWWBfZf7BbLbIKfRrlbGJKKdUEPAesBkq11gml1FeAzcAhrfWXZh43r23CHDarhb/45N189hv7+PI/HCEST/LkljZTY5qOJ0kamiF/hOlYEotSrGupmPcdiqV1pbxrZR3hWILN0hjlvNn3GyAUzV4xfrvVgn86jt2qcGSxoPzSujKW1mVtdzlnIhTjO3uukDA0O7uq054oCc0Uwk0amul4knRWD7FZLXx6ewcXx0KskZVm5iUYieO0WYjEVWr0lBA5ZCwY5bt7e0gamvuW1bC5I7f7DKFoYm7qz2xb11rl5uFV9QQicTZ1VOK0ZWc05DVxxRIkDYM3z43hn06wqrGMR24xVb261Mk9S7M7gmZLRxVKpQo2S1LqzrRWuW+7GuK9y2pw2a1UuO00Vbw9UuXVsyMc7Z3Cabfw2Z0daa2Hlkmzn7eEoVM3vfMoqZYNJQ4rO7rurD+376KP3okwPb4wf/qRtZwdCdJZ48Euiz7ljFz+tPqAh4AfAyilNgIerfV9SqmvKaW2AMn5bNNa7zftVQhcdivf+OxWvvDtg/zrZ47jn04sas5/urRUunnXyjpeOzNCNGGQNDTBSGJBQ2c3tM5vNEo8aTAaiFJb5pSGzySz7/dkOMbWJdm7KIgmDKpLHThtVqKJZNamNhW7YDQxN0ItE6v43LushlAsQYO35JrOcLrMp0Mu3lZX7qKrtpRwPMnSurcvBrVO3XyoKHHIZ0+YJhRNzN0Yud3qrMFoglA0QX2ap8otRGdtKfcvryEUTV5zvjR7CtCj65o42jfJ9MwomVxcoc1hs2RtRHYsYTAWjFJX5izalZRddiv3Lnvn39s/nUrwROMG0bjBImrfL0oomiAQSSy63tV9y2tx2a3UlDrTPl1WpCypdRNNJqnxOKkudbLGZsG2yCl8IjNyNjGltY4AkauSFzuAF2e+fhHYDhjz3CaJKZOVOKx8/TOb+PL3j/DHvzhN91CAP/7IXVlZtelGNrRWsLy+lLcujFPmstOeoSH2PzrUx8BkhJbKEj62+e1ioROhGHabhdIs1B0S808kppPLbqHHF6bRW2LacV6MWqvc3LeshslwnO13eHftRk4N+Dk94OfKeJg1TeXvKMgqsstlt/LUzg6O9U1xz9K3L1JeOZO6a17msvGZHR0ymkqYoq3KzT1LawhE4my/xehNfyTOt/dcIRo3TB9ZNZ9pKZPhGFaLytrCHrMJ+67aUnp84Zxb6W48GKXEYc3a6JwfHOhlNBBlSY2HD99tfomMXPLAilrcDiuN3pK0TrW/lVA0wf9+6wqReJLtndWLGtlT6rTxrpXpHe7uC8Vw2ixZqXGaDx7f2MqR3kmW1nm4Mh7i58cHsSjFxza3ZLU+VDiWYDqWzPu6aJmQT0dqBXBh5uspYA2p0VHz2XYNpdTngM8BtLWZO62smDhtVv7ykxv56kvn+OpL5zg16Oe/fHTdogrYpYPbYeOhVZldNnUsGANgNBid29Y95OeXJ4awWRSf2Jr/BRvFjR3tm8I/nSASDzERjklRxCzK5EXd3ks+jvZNYbMoHlnTQHmjJKbM1uML0z85zUvdw/z2tnasFsVYINX2BiIJpuNJSUwJUyil5jVS1z8dJzpTo2gkEL3No811fiTAc8cGsSrFk1taszq6Y1VjOasWsapgJh3tneTl7hGcdgu/va0943WNDEMzPtu3zPFjxQwVbgfvWdOQ1X0Go4m5mldX9/fNdKJ/il+fGsZhs/Db29qoyNbQsRzW4HXxiDd1bOy+MJYqtK9Tn6ds9dGnpuN8Z2/qJsRDq+pk0avr5FNPbRKYPRuVz3w/323X0Fp/XWu9WWu9ubY2z6vB5RmLRfHP3r2cv31qM2PBKL/1l2/y//z0JCPXLK9bON6zup7OWg/vWf32SXJoKoLWEE/qucSVKDz15U4q3Q4ayl1ZrTElMqu+zEmVx0FduQu3TBHLCUMz54/xYIzYTBHcXStq6az1sGtFbV4VwBXFqbmihG1LqlhaV8rODIz0TKehqShap2rh5MpFuJkGp1LtTzRuMBHKfJ/OYlG8965U3/LdqzN7c1XMT325ix1d1XTVlXLv0uxM57ydoZnjMpYwGM/CcZlv7m6tZFVjGetavKxsyN4CVBOh2NxNiNm2Q7wtn0ZMvQV8HvgB8DDw90BinttEjnloVT0v/rMq/uyX3XxrzxW+t6+H969t5EMbmtjaUXXbYadapwoPT4TjTIZTDa7TZqHS7aDK4zCtftX1ltWXsay+jHAsgdYapRSb2iuZmo7jcdiuqYkiCssH1jZR6XbQ6C0pilFxkXgSu9Wy6CV388WDq+qxWS1UuO15WQsqnkytQGNGAeNM2bW8lt0XxljRUD5XT6q+3JUTq8AKMR9KKXbmyAXt9aKJ1CIxs3UyN7RVMBFOTRFaXi8rCm/vrCIST+J122m77pww21ctsVvT2i9d2VDOyobcGjlW7G41VdcMWzqqCMUSlLlsLKn2vOPn13+ui02Jw3rLBRQypa3KzYbWCvyRONvSWPc2U21NtuVsYkopZQeeB9YDLwB/RKrm1BvAUa31vpnHzWubyD1et50/fWwtX9jVyd+8fpHnjg7w48P9WC2KrloPjd4SKtx2FBA3NJPhGOPBGBPhGBPh+Nyd8euVOm2sbChjR1c1D6+qZ12L944/pPGkgc2iFvU8r58d5eCVCVoqS/jophbKXHa5YCoCDV4Xj65vKorCisf6UlMZKkrsfHxrW0HX1KryOPjAusZFtwdmGgtG+cGBXgxD85GNLTRnoHh7tmmt2XfJR/9EhKaK/EsUCmGGWMKY1/TWy2Mhfnp0AKfNwse3tOF12yl12nh0fVMWorwziaSBRSksGT4HV7gdN63z9PPjg5wbDrKqsZxH7sru9DJR3Lzud15rzH7ue31hnj3cj81q4cktrVRlqRaXSI14THctMYCfHxvkzHCA1Y3lvG9t9hNu6ZKziSmtdZzUiKer7b3B4740n20id7VXe/iTj6zl3z+6mrcujHPoygSnBgMM+yNcHg8BYFWKSo+Dlko361q8VHocVLodVLrteEtSDWosaTAWiHJlPMSRvin+8pXz/PnL5+ms9fAPn9tBbdk7R63omXWRb3WBeXY4wPPHhygvsfHxLW0LXuHpwmgQgL6JaaIJo6Av2sXbjvRO8uqZEerKXDyxuSWrK+cYhs54Z/xqF0dDaA0T4XjB19M6OxzgF8cGqXDnXxKub2J6bgh5z3i4IBJT0YTBq2dGGQ1EGAtG2bVcpueLwncnbfxvzo2x/7JvXoWzL42HSBqacCzJwNQ0Xnd+TIvt9YX5yZF+HDYLT25uu2ncsyPZM+XiaKoPO9sPFAuT7b5ModJa8+PD/VwZD7NtSRXGzFTchJGkf2JaElN5LhhN8PTBPqKJJKFoIquJqXR/RnM2MSWKj9Nm5YEVdTywIj2Z5KnpOM8fH2TPxXFqSt/Z6I4Ho/zwYB8aeGxjM3VlNy7geX4kiKE1k+E4I4EI7TcYEnsr2zur2XfJR1dtaV5dxIo7c3Y4gNYw7I8wOR2nJgvT+WIJg6cP9jIejPHeNQ2syNK8+U3tlQQicWrLnNTf5HNUKN44N8beS+O47FbuWVrDsjyayrK8vpTzI0ESSYPVTYUxDcRpszASiDDij1J1g3ZeiEISTxr88GAfI/4o715dv6jP8ZnhAACXxkJEE8lbTutd31LB4GSEEoeFztqF9X3MdGksRDypiSeT9E6E8bqvXWQnFE3wD/t7mY4neXRdE20ZWpn5nqXVHO+bYr0JKwPnu9fPjnKoZ4KVDTLa7E5FEwZXxsNA6vP/kbub6Z0I47BaWFYvJUXy3dDUNPXlTob90awuRnG4Z4LXzo7SUunmsbub05KgksSUKFjemWlFH99645UXL4+HCcdSq2hcGg3dNDFV5XFwvH+KmlIn1Yu48MnFVWRE5lWU2Hn++CBtVW68WVpSezQYZcSfKkbbPeTPWmKqtcrNp3d0ZGVfZgtMxxmaiuB22DBmRlzmC7fDxkc3tZgdRloFo4m5umY2VZy1MkTxGA/G5ooanxn2LyoxtbWjir2XxlleX3bbWnNVHgef3PbOPlQknuSZQ31MhuN8cF3jgm/YZdqapnKujIeYjiV55cwIh3omeHxjy1z90v7Jaaam4wCcGwlkLDG1qb2KTe2ZWyW2kJ0a9KN1qi/zntX1MnLqDrjsVu5uq+Dl0yOMB6PsveTjEze5NhL5p7XKzbYl1QSjiawmcU8Ppm7A9/rCBCKJuZGpiaTBs0cGGJqa5qFV9Qu6BpZenChaS+tKqSlNFUu/1QW8LxRjbbOXRq9rboleIW5ncjrOupYKKtwOpiLxrOyzvsxJR40bj9PKelmCNiNmpxQ3VZZgt8gp1Gw2i6Km1ElLVQlNlYU9Wk+I2jInnbUePE7ropcZX9vi5ffv6+T+O5j2OjiVGqUYSxicHvQv+nkypbrUyad3dLCsvoxEMrUcfO9EeO7nbVVuGr0uykvsrGny3uKZhFk2tVdS4rCysa1SklJp8MCKOtqq3VSXOjk14CeevHGdXpF/nDYrj29q4amdHdRnccTU3W0VuB1WVjaUUV7y9lgnXzhGry9MPKk5ObCw84OMmBJFy1tin9coj9WN5VwZD1PpttPglQsfMT9rm72MBqI0VbiodGdnipHNauEjdxfWiJhcs2t5LeFYkkq3nZY8XJWv0JQ4bHxwXRMXRoM5tyqSEOlmtaicWDyl0euiwetiMhxndWPuJnZWNpZxdjiA22m7ZsU8l91609H0Ijds6ahiS4eMNkundS0V7JsZLVmsq/GJ9LnZjKBqj5P2ajeDUxHWNi/s/CCJKSFuo6PGwxcf6DI7DJFnZApnYZL2IPdI/REhsstlt+bFVKBGbwmf3yXttRAAW5dUsXWJJPtEZlktisc2Lu4mudJ5ViMj3WpqanRHR4fZYYgsuXz5MvJ+Fw95v4uLvN/FRd7v4iLvd3GR97u4yPtdXOT9Li4HDx7UWuvbDtMr+hFTHR0dHDhwwOww5oSiCYLRRFbniC7WiD+Cx2mbKyaZDzZv3pxT77fILDPfb8MwODHgp6XCLauFZcns+x2MJghHExlbnWTEH8HttFGaR21fIZL2vDBE4kkmwjHqy1zX1JKZjiWZmo7PTaFf6PudT/2pG/GFYlgUVGRpKniuufr9ngzH0DpV4y+XTE3HSSQNqrOw6m6hy1R7Ho4lCETMbQci8SST4Tj15U6UknpZcPP+mvSvCpNS6tB8Hifveg4JRhN8660rROJJdnZVsy2H62Xsv+zjN+fGcNotfHp7O2VZWnVMiHzxtdcu8vrZUUqdNv7bE+vxFunFRbZNTcf59p4rxBIGu1bUsrGtMq3Pf/CKj9fPptq+T21vp1zaPiEWLWlovrevJ1WrqKmc965JTcuMxJN8a89lQtEkWzqquHdZzYKeNxRN8L9n+lM7uqrzrv7YpbEQPznSj0Lx+KZmWiqLt55dry/Mjw71o9F8eEMzHTW5sQLgiD/C9/f3kjQ071/bmLVVcMX8TceSfOutK4RjSbYtqWLn0oW1I+kQSxh8e88VApEEG1oreNfKuqzHkKuu768ZhuaNc9K/KmZS+SyHBCJxIvEkACOBqMnR3NrskvTRuIE/kjA5GiFyT48vtQJQMJpgLCSrOWbLVDhOLJFabWa2nUqnq9u+qXB2VlsUolBFE6mRBHBtvycYTRCKzvaHIgt+Xv9V/anRHO9P3choIIrWYGjNWJGvBjwWjGJojdYwGsyd93IsGCNppMqh5OMxVgwC0TjhmLnXVdPxJIGZ66TFtGWF7Pr+2ux7FI0b+Kelf1WMZMRUDmn0lrCts4qxYIx7TMjqL8TOrmqSWlPjcdAkK9UJ8Q5P7Wzne3t7WVZfSldtqdnhFI3WqhI2d1QyGY6zIwOjJHZ0VRM3NFVuBy2VJWl/fiGKidth48GVdVwaC7G54+3RjTWlTu5ZWsPg1DQ7uxbeH8qn/tSNrGvx4gvFsFoUq4t8EY01TakVbg3Ngld4yqTl9aUM+b1E4gYb2yvMDkfcQF2Zix1d1Qz7I6a1A94SO/cvr6VvIsy2Jfk1cjPTru+vaTQJQ1PtcdBcIf2rYiSJqRyzmA6YGSo9Dj60vsnsMLLm8liIv3vzEnsv+ogkkiytLeVDG5r44LomrBaZLy7eaXWjl//44dzpRBcLpRT3LavN2PNXuIur7RMi09a3VrC+9Z0X9ne6elS+9KduxGW3ymqTMxw2C+9Zk3t/C5vVwoMr680OQ9xGLkzj3dReyab29JYVKAQ36q9J/6q4yVQ+IW7j23uu8O6vvMYPDvTSVOFibbOX7qEAX/r+ET7457/h9KDf7BCFEEIIIYQQQoi8JCOmhLiF//n6Rf74F6d5YEUt//nxdXOrRhiG5hcnBvkPPzvFY3+1m688uUHubgohhBBCCCGEEAskI6aEuImXTg/zx784zQfWNvK3T225Zul5i0XxwXVNPPdP72VlYxn/+LuHeO7YgInRCiGEEEIIIYQQ+UcSU0LcwHgwyr9+5hirGsv5r0+sv2kdqboyF9/6vW1sbKvgy98/wu7zY1mOVAghhBBCCCGEyF+SmBLiBv7s+W6mpuN85cn1uOzWWz621Gnj7z67hSU1Hr74nUNcGgtlKUohhBBCCCGEECK/SWJKiOucGQrwzKE+ntrRwcqG+S3TXOay87dPbcGi4IvfPkgknsxwlEIIIYQQQgghRP7LaGJKKdWklDqklIoopWwz276ilHpDKfXVqx6X8W1CzNd/eeEMpU4b/+TBpQv6vbZqN//tiQ10DwX4s+e7MxSdEEIIIYQQQghRODI9YsoHPATsAVBKbQQ8Wuv7AIdSaks2tmX4NYoCcn4kwIunh/m9ezupcDsW/PvvWlnHZ3d28Pe7L/Pa2dEMRCiEEEIIIYQQQhSOjCamtNYRrfXEVZt2AC/OfP0isD1L24SYl7/9zWWcNguf2t626Of4w/etZGldKX/0o+OEY4k0RieEEEIIIYQQQhSWbNeYqgD8M19PAZVZ2nYNpdTnlFIHlFIHRkdlVItI8YVi/OhQH49tbKa61Lno53HZrfzJR9bSPznNf3/xXBojFEIIIYQQQgghCku2E1OTwGw16fKZ77Ox7Rpa669rrTdrrTfX1tam5YWJ/Pfjw/1EEwZP7ey44+fauqSKj29p5W9/c4mTA1N3HpwQQgghhBBCCFGAsp2YeotUzSmAh0nVnsrGNiFu65mDfaxt9s57Jb7b+TfvW4W3xM5/+NkptNZpeU4hhBBCCCGEEKKQZHpVPrtS6kVgPfACYAciSqk3AENrvU9rfSjT2zL5GkVhOD3o59Sgn8c3NqftOb1uO//s4WXsveTjxdMjaXteIYQQQgghhBCiUNgy+eRa6zipUUtX23uDx30p09uEuJVnDvZhtyo+tCF9iSmAT2xt4+93X+ZPf3GaB1bUYrdme5CiEEIIIYQQQgiRu+QqWRQ9w9A8d2yQXcvrqPI40vrcNquFP3r/Ki6Ohfjevp60PrcQQgghhBBCCJHvJDElit6x/imG/BHev7YhI8//4Mo6tndW8RcvnycST2ZkH0IIIYQQQgghRD6SxJQoer88MYTNonhoZX1Gnl8pxZcfXs5IIMp398qoKSGEEEIIIYQQYpYkpkRR01rzq5NDbO+sxuu2Z2w/2zur2dFZzddeuyCjpoQQQgghhBBCiBmSmBJF7fxIkItjId67JjOjpa72pYeXMSqjpoQQ+1x5hgAAIABJREFUQgghhBBCiDmSmBJF7YWTQwC8e3Vm6ktdbXbU1F+/doFYwsj4/oQQQgghhBBCiFwniSlR1F49M8raZi8NXldW9veFB7oYCUT56dGBrOxPCCGEEEIIIYTIZZKYEkXLH4lzuHeS+5fXZG2f9y+rYUV9Gf/z9YtorbO2XyGEEEIIIYQQIhdJYkoUrd3nx0gamvuX1WZtn0op/uD+Ts4MB3j93FjW9iuEEEIIIYQQQuQiSUyJovXa2TFKnTY2tldmdb8fWt9EXZmT//n6xazuVwghhBBCCCGEyDWSmBJFSWvN62dH2dFVjd2a3Y+Bw2bhs/d08JvzY5we9Gd130IIIYQQQgghRC6RxJQoShfHQvRPTnP/8uxN47vaJ7e24bRZ+PaeK6bsXwghhBBCCCGEyAWSmBJF6fWzowDsymJ9qatVuB18cF0TPz7cTyASNyUGIYQQQgghhBDCbJKYEkUpEEmwpqmctmq3aTF8ekc74ViSZw/3mxaDEEIIIYQQQghhJklMiaL0Tx9axnP/x72mxrC+xcvaZi/f2nMFrbWpsQghhBBCCCGEEGaQxJQoWkop0/f/qe1tnB0Osv/yhKmxCCGEEEIIIYQQZsh6Ykop5VZK/Vwp9apS6idKKadS6itKqTeUUl+96nFp3SZELvrQ+mbKXDa+JUXQhRBCCCGEEEIUITNGTD0C7NVaPwDsA/4Q8Git7wMcSqktSqmN6dxmwmsUYl5KHFYe39jCCyeGmAzHzA5HCCGEEEIIIYTIKjMSUxcA58zXFTP/v3jV/9uBHWneJkTO+tjmFmJJg58eHTA7FCGEEEIIIYQQIqvMSEydA7YppU4Cm4EE4J/52RRQSSphlc5t11BKfU4pdUApdWB0dDR9r0yIRVjT5GV1Yzk/ONBrdihCCCGEEEIIIURWmZGYegp4QWu9Bvg5YAPKZ35WDkzO/Evntmtorb+utd6std5cW1ubvlcmxCJ9bHMLJ/r9nB703/7BQgghhBBCCCFEgTAjMaUA38zXYzP/PzTz/8PAHuCtNG8TIqd9eEMzDquFpw/0mR2KEEIIIYQQQgiRNWYkpr4LPKGUehX4beDPgYhS6g3A0Frv01ofSuc2E16jEAtS6XHw8Oo6nj3STyxhmB2OEEIIIYQQQgiRFbZs71BrPQm897rNX7rB49K6TYhc97FNrfzi+BAvd4/wyF0NZocjhBBCCCGEEEJknBkjpoQQN3Dfshrqy508LUXQhRBCCCGEEEIUCUlMCZEjbFYLj21s4dWzo4wGomaHI4QQQgghhBBCZJwkpoTIIY9vbCFpaH5ypN/sUIQQQgghhBBCiIyTxJQQOWRpXSnrWyv44UFZnU8IIYQQQgghROGTxJQQOeajG5vpHgpwcmDK7FCEEEIIIYQQQoiMksRUml0YDbL7/BjhWMLsUESeenR9Ew6rhWcOynQ+kR+mY0l2Xxjj/EjA7FBEAZs9v4ai155fp8Jx3jw/Rq8vbFJkQohZQ1MR3jw/xlhQamWKm7tZey7S7+xwgLcujBOJJ80OZUFG/Km2ZCQQMTsUkSULSkwppdqVUg/PfF2ilCrLTFj5aTIc42dHB9h7ycfL3SNmhyPyVIXbwUOr6vjJkX7iScPscIS4rVfPjLD3oo/njg0yLhcjIgOmwvGbnl+fPzHIvks+nj3cTzSRXx1vIQqJ1pofHe5j3yUfPzs6YHY4Ikfdqj0X6TXij/DzY4PsuTjOG+fGzA5nQZ490s++Sz5+cljakmIx78SUUuoPgB8CfzOzqQV4NhNB5SuLRWFVCgC7VQajicV7fGML46EYr50ZNTsUIW5rtr2zKIXNIm2fSD+LhZueX2e/t1ktWGYeI4TIPqUUjpnPo/SDxc3cqj0X6XX1edFmza/zo32uLcmvuMXi2Rbw2H8MbAX2Amitzyml6jISVZ4qd9l5Yksro4EoKxpkMJlYvF0raqn2OPjhwT4eXl1vdjhC3NIDK2pp8LqoLnXgddvNDkcUoLKrzq/L6689v35gXSNnhwM0V5TIRY4QJvvYplau+EJ01paaHYrIUbdqz0V6VXkcfGxzC75QjJV5dm36+KYWLo+F6KjxmB2KyJKFJKaiWuuYmsm6KqVsgM5IVHmsvtxFfbnL7DBEnrNbLXz47mb+91uXmQjFqPQ4zA5JiJuyWS3c1ew1OwxR4G52fnXZraxrqTAhIiHE9bxuO+vc8nkUtybXS9nTVFFCU0WJ2WEsWLnLLuf2IrOQW4uvKaX+CChRSr0beBr4WWbCEul0ZTzE88cHuTwWMjsUsQCPb2whntT87JjMrRbiRo72TvLLE4NMhGJmh5IXEkmD18+O8kr3SEHVYvKFYvzyxCBHeyfNDkUIMQ+Heib45YkhJsPSdueTyXCMX54Y4nDPREb3c3rQz/PHBxnxS9HrYnCif4rnjw8yGpAapcVuIYmpPwRGgePA54FfAP82E0GJ9PrF8SG6hwL8/Pig2aGIBVjdVM6qxnKeOdhndihC5BxfKMbL3SOcHgzw2lmpxTYfpwcDHLwywZHeSY72TpkdTtq8eiZ1HLzcPYJPkpRC5LSRQITXzoxyetDP63lWjLnYvXY29b69emY0Y0mE6ViSF06mrltePC2F0QtdIBLnxdPDdA8FeEUK4Re9hSSmSoC/01p/TGv9UeDvZraJHFcxU/Ol0i3TwfLN4xubOdo3xfmRgNmhCJFTSuxWXHYrgNS1mqcKt53Z2uAVBfQ3mz23uexWSmaOCSFEbvI4bDhsqcuPipLCaYeKwWxb67RbcDsy09barIpSZ6rSTCGdp8SNOWxvH0vyfouF1Jh6CXgYCM58XwL8CtiZ7qBEej22sZnByQgNXpnLnW9+a0Mzf/p8Nz882M8fvm+l2eEIkTNKHFZ+e3sbE6EYbVVus8PJC61Vbj65rQ3DoKDOB7uW19JZ66HS46AkQxdLQoj08DhtfGp7O1PhOK1Vcn87n9y3rIaOag9etx2PcyGXkPNnt1r4xNY2RgNRWuXcXvCcNiuf3NbOeDBKa6W838VuISOmXFrr2aQUM1/LEZQHnDYrHTUeQtEEL50e5vxI8Pa/JHJCbZmTB5bX8uPDfSQNWWtA3N6J/ile6R4hGE2YHUrGlbvstFd7mF2UQ9xeXZkrb5NSpwb8vNw9zNR0/JrtQ/4I54aDTIXjN/lNIYpXOJbglTMjHMmhGmzeEjtt1W5pu/OMUoq2ajfeEjuGodl7cZzfnBsjnjTSuh+P00ZHjQer5drj4+TAFC93D+OPSFtfSEqdNtqrPRha8+b5Md66MC7XPEVqIYmpkFJq4+w3SqlNwPRidqqU+oxS6iWl1KtKqWal1FeUUm8opb561WPSuk3Ar04Nc6xvip8fG2Q6VjiFbwvd45taGPZHefO81GIQtzbij/DrU8Mc6Z3kdam7JArIRCjGCyeHONo7xatnrq1D8fNjgxzvn+KnRwfQWjqzQlxt9/lxjvRM8kr3CH0TYbPDEQXizHCA3RfG2X/Zx6ErmS2GDqm6kr86OczR3impRVSgjvZNsu+Sjz0Xxzk14Dc7HGGChSSmvgw8PZPweQP4B+CfLHSHSqlmYJfW+iGt9QNAPeDRWt8HOJRSW2YSYGnbttAYC9XssFuX3YLNKnep8sVDq+rwltj5oRRBF7fhtFuxzdxhzNQweyHM4LBZ5urSeBzXHtuzx3qp0yYjMIS4zuznw2pRUoNNpM3V7XA2+htXnwNKpX9TkK4+jjxOaauK0bw/2Vrr/UqplcAKQAHdWuvFjKV8L2BVSr0EnAK6gRdnfvYisB0w0rxt/yLiLDjvu6uBy2Mh6spd2K0LyUkKMzltVh5d38jTB/rwR+KUu6Q4oLgxb4mdT25rYyIcp7PGY3Y4QqSNx2njk1vbGA9FWVJTes3PHtvYTI8vTEul1KsR4nrbO6uoK3dS7rJTXeo0OxxRINqq3Ty5pZVEUtNWnfnKLqVOG5/Y2obvBucAURhWNpTjcdiwWBTNFXI+L0a3zU4opR6c+f8x4FFgObAMeHRm20LVAw6t9UNAGKgAZsfrTQGVGdgmSBUUXFZfhldWQck7H93USjRh8Itjg2aHInJcdamTpXWlWCwyckQUlkqPg6V1Ze+oO+KyW1leX4bbIXfRhbieUoqu2lJqyyQpJdKrqaIkK0mpWVU3OQeIwtFa5ZakVBGbTy9uF/AyqaTU9TTwowXucwp4bebrl4HNQPnM9+XAJJBM87ZrKKU+B3wOoK2tbYHhC5F961u8dNV6eOZQHx/fKsesEEIIIYQQQojCcNsRU1rrf6+UsgDPa61/57p/v7uIfe4G1s18vYFUcuuhme8fBvYAb6V52/Wv6eta681a6821tbWLeAlCZJdSisc3tbD/8gRXxkNmhyOEEEIIIYQQQqTFvAoNaa0NFlHo/CbPdQSYVkq9CmwB/j8gMlNQ3dBa79NaH0rntnTELYTZPnJ3M0rBM4f6zQ5FCCGEEEIIIYRIi4UUZPi1UupfklqNb27Ihtbat9Cdaq3/5XWbvnSDx6R1mxD5rtFbwr1La/jRoT6+/NAyqSEkhBBCCCGEECLvLWRptt8F/hGp+lAHrvonhMiSxze20Dcxzd5LC84HCyGEEEIIIYQQOWchianVwF8CR4EjwJ8DazIRlBDixt67poFSp41nDvWZHYoQQgghhBBCCHHHFpKY+iawCvgfpJJSq2a2CZGzgtEEvb4wWmuzQ0mLEoeV969t4Pnjg4RjCbPDEQIArTV9E2ECkbjZoQgTGYam1xfOetuUNGm/QhSLyXCMwalps8MQOaJ/cpqpaTnfF5thfwRfKGZ2GIuSz7EXk4XUmFqhtV5/1fevKKWOpjsgIdJlOpbk23uuMB1LsrG9kl3LC2MFxo9uauUHB/r45YkhHtvYYnY4QrD7wjj7Lvlw2i08taMDj3MhpxZRKF48PczJAT9lLhuf2dGBw7aQe1+L9+tTw5weTO33qZ0d2K3Z2a8QxWA8GOW7e3tIGJoHVtRyd1ul2SEJE+2/7OM358Zw2Cx8als7Xrfd7JBEFnQP+Xn++BAWpXhiSwuN3hKzQ5q3UwN+XjiZiv3JLa00eF1mhyRuYiG9t8NKqe2z3yiltgFvpj8kIdIjHEswHUsC4AtFTY4mfbZ0VNJW5ZbpfCJnjM/chYrGDUJRGbVSrGbvRgajCWJJw5z9JrK3XyGKgT+SIGGkRp3LiAMxHkwdA7GEgV9GSRcN38z7bmjNRCi/3veJ8FWxh6UNy2ULua29DfiMUqpn5vs24LRS6jigtdbr0h6dEHegutTJrhW1DE1F2Lakyuxw0kYpxWMbm/nqS+fo9YVprXKbHZIocvcvq8FmUdSVOakrlztRxerBlXXsvzxBW5Wb0iyOmntoVR37L/voqPbIaD0h0qyj2s22JVX4Iwm2dVabHY4w2c6l1YCmwu2Q/mcR2dheSSiWxGGzsKKhzOxwFmRTeyWhaAKX3cry+vyKvdgspAf3SMaiECJDNhbokPMnNrfy5y+f51t7rvBH719ldjiiyFW4Hbx/baPZYQiT1ZW7+MC67B8H9eUuPriuKev7FaIYKKXYubTG7DBEjih32XnkLjnfFxuX3cq7V9ebHcaiuOxW3rOmwewwxDzMOzGltb6SyUCEEPPXVFHC++5q4Hv7evjSQ8tklIAQQgghhBBCiLwkFUKFyFO/e+8SApGE1JoSQgghhBBCCJG3JDElRJ7a2FbJhtYKvvHmZYyZwqRCCCGEEEIIIUQ+kcSUEHnsd+9dwqWxEC93j5gdihBCCCGEEEIIsWCSmBIij73vrgaavC7+6tXzaC2jpoQQQgghhBBC5BdJTGVI0tBMTcdv+ZhgNEEknsxSRMUlEk8SiNz6718I7FYLX3ygi0M9k+y+MG52OKKIdQ9OMRGKmR2GuA1fMMaIP2J2GIsSTxr4b9Kudw/58YWiWY5IiIWZmo6TSBpmh5FVwUiC3omw2WHklVjC4Mp4CMPIzWMlEIkTS+RmbFebDMcYztPzXSGJxJOEool5P753IkwwMv/HF5pwrHjzA7KUVwZorXn6QC+DUxHWt3p5cOU7l9e8MBrkuaOD2KyKj29ppbrUedPnC0TiXBgN0V7lptLjyGToBWFqOs739vUQiSd55K4GVjaUmx1SRn1scyt/8cp5vvrSOe6RJZ2FCf7kF6f58aE+Sl12vvcH22jwlpgdkriBUwNT/NtnT5A0NP/mfSvZ3pU/7UU0keS7e3uYDMe5d1kNWzqq5n42e/yVuex883e20lrtNjFSIW7szfNj7Lvko6bUwSe2tmGzFs69Ya013UMB7FbF0rqyue2+YIx/9cxRApEEj21s5sktbSZGmR8Mw+Df/OgYfRPTbGqv5F89svKan8cSBqcH/dSVO2k04Vx7rG+Sl06PUOay8cltbbgduXUpGU0k6R4MEIzG+evXLpJIar6wq5NdK+rMDq0o+UIxvr+/h3hC88H1jXTVlt7y8d/b18Ozh/spc9n4z4+vJ5Y0GPZHWNlYhtNmzVLU5rk0FuKnRwawWRVPbmml5hb5gUJUOGdFk/hCMXzXjRKIJgwGp1IZ+ivjN75L1D8xjaE1sYTBsP/Wd3l/cmSAV7pHePpgL1prBqemF5R5LjZjwSjTsSRaQ69v2uxwMs5lt/KFXV3su+Rjz0UZNVXsgtEEQ1PZvUP4xtlRwrEko4EI+y9PZHXfYv5e6h5hYHKaYX+EX58aTvvzG4ZmYHI6I3f6/NMJJsOp0VLXn1df6R4hGE0wEohwtF+OP5GbZo/bsWCMULSw7oYf65vilyeG+NnRQS6MBue2XxoPEZgZ+XBqMHDT358IxejzhRmcmi6IsgST4RhjwZv37afCcUYDN/55JGHQN5Hqu54bfuff7OXuEV7uHuHpA303HUGaST2+1HEciCQYD5o7SnrYH3nH7IiXT6f+Pt/Z20M4lsDQmpODfpMizA1m9AtnDU1FiMYNDK3p9d1+5OTpmfcqEElwemiKpw/08qtTQzx9oC9nR5sO+yNp+yz2TYTn8gNmvWdmyq00d57p9YV55lAfAL+1oZklNR4glSjY2VXN+dEg25ZU3fB317dWMBqI4rJbWVp36+xxcmbFtaSRuuO2//IEJQ4rn9nRnnN3KnJBe5WbVY3lBCJxNrVXmh1OVnxiaxt/9eoF/uuvzvCDz+9AKWV2SMIEwWiCb711hUg8yY6uarZ3Vmdlv8sbSunxhXHZraxrLrv9LwhTLK0tRQNaQ8fM+SqdXu4e4Xj/FGUuG0/t7MCexhEhNaUONrRVMDQVYXvn2+fVWMLAAiQMjd1qYWvHjc+5QpjtnqXVvHl+nLYqN1633exw0ipx1crAieTbX9/d6mXbkir6J6f52KaWG/5ury/MD/b3crh3ks5aD+9eXc99y2ozHnOmDE5N8/SBPpKG5gPrGllef+05ccQf4fv7e0kamkfuamBV47Wj+t0OG7+1oZn9l328766Gdzz/7DWBobUpKzJv7agiGElQ5XHQXGHe6OiDV3y8fnYMh83Cp7a34y1JfaZmj8Ul1R4q3XYMA35rQ5NpcZotEInzrT1XiMYN7llaw9abXJdmytK6Ui6OlTIdS3J36+2vyZ7Y3Mo33rxES2UJa5rK2X9pglMDfi6MhihzpT4bueRwzwSvnhnFYbPw29vaqHDf2cymdS0VDPujOGwWltXfOj9QiEzLaiil/jnwmNb6XqXUV4DNwCGt9Zdmfp7WbZkwFowye2NnPBidS0wBbOusZtstLgq9JXYev8lJ+nqPrm+ie8hPV23p3IiY6ViSYDQhiakbsFktPHKDk3khc9mtfPnhZfxfPz7BCyeHi+71i5RAJD43WuVmd2Mz4b5ltdgsFjxOGy5HYV1wFZKmChfvWlGHoTXL6tKfQBydGSEQiKTqI6QzMaWU4l03mIoxHU/SXFWCsiiqPQ6QpLzIUe3VHtqr058QzgUbWitQCuwWC8uvupiyWCz88/esuOXvjodiRBJJ4kmD6Vgyq+euTPCFYnPJo7FA9B2JKV/4qp/fZFTVJ7e18cltN572+ODKOqpLHdSXu+74Ingx6spdfHyr+VMyRwOp0VqxhIF/Oj6XmHpoVR21ZU4ayl0ZuQGTb/yRBNF4aqTRrUbxZYrDZuGD6+afGLyr2ct/fWLD3PePrm+ib3KaujJnTrYNszHFEgaT4fgdfya9JXY+Os/8QCEyJauhlHIC62e+3gh4tNb3KaW+ppTaAiTTuU1rvT8Tr2NNk5exYAytNWtbvJnYBQBVHgc7Z2qB3Lu0BqUUDeUu6spcGdvnzYwHoxzqmaStys2KBhkZkUue3NzK3795mT97/jQPrqzDYZOZumaaCsfZf9lHY4WLNU2Zax+u1ugtYXtnNWPBKPdmsd7Ygyvrcdqs1JY5qS/Pfrsk5mdFQzmtlSXEkpo1zemvvfeuFXXsvTROe7WHMld2EpTeEjsPrKjj1e4RPrCu0ZTzohDFzmpRbGxb3Aj1FfVlvOGy01btZkt7Vc6PlhqcmuZEv59ldaU3THysqC9j2B8hljC4+wZ/k2V1ZQy2RYjEkosa1V/isGZtNHQu29FZTcIwqHQ7aKl8e+SW22HLy79PIBKfqUHnZH1rRdqet7mihG2dVYwHY+zsyr+/S1ddKb937xLODgfYcAd/l8tjIc6NBLmruTyttdm2d1UTT2q8JXbapb7lHTNruM3vA98E/gOwA3hxZvuLwHbASPO2O0pMReJJnDbLO6ZHOWwW3r36nYXNM6m61MmH1ps3JPWl0yP0T05zcmCKlsoSPE4ZsZUrbFYLf/SBVfzON/bzrT1X+L17l5gdUlF7+cwwF0aCHO9XNFeUZO3O5g4TOh5VHgePmtguZVssYWCzKCyW/Bqdc34kSGxmmk33UOCaAuLp0OB1ZX2Y/VQ4ji8UY1VTOZBf74cQ+SqeNLAohTUNbeC5kQAJQ9PkLaGrzkNtWW4X+33++BBT03HODPn5Rw8sxWJR15wTbFbLDRc9mmW13Hj0p1gYr9u+oJE4ue6Nc2OcGUrVFGvwutJyky+WMLBa1Nzghny1qrH8HVNeF8IwNM8dGyCe1PT4wmm9Pip32fnAusYFx5MwtAwguIGs/0WUUnZgl9b65ZlNFcBsVbopoDID2xbtlTMjfO3VC/z06MCdPE3BKHWlElEuuxWbVS4Ccs0Dy2vZtbyWr/z6LAOThV/4PZcN+6PsvzzB6cEAFpleVDC6h/x87dULfPOty0zH8quAcZnLdsOv85nDZmFoKsKByxMc658siMLJQuSyXl+Yv3ntAv/rjYtMhu+8+HWp8+p2Kfengs/2g90OG0qlCpR/7dULfGP3ZcIxWZhILM7sOdluVbjsd7763PmRIH/92gW+8eYlgkW+YJZSzJW+MbvvE4om+Mbuy3zt1Qs3XNyg2Jnx7nwa+O5V308Cs2nQ8pnvk2nedg2l1OeAzwG0td16nvT54dTqIhdHQySSRkEt77sY71ldz/L6UmrLXDm3bOewP4JFqZy/25ZJSin+04fv4j1feZ3/+9kT/K+nNkshdJOUl9ho9LqodDuI5ehKImLhLoyEMLRmcmZVpbY8GrrdXu3hPWvqicUNVjakfyqfGUocVpq8JUTiSUqdNqbjSam9KEQGXRoLEU9q4skkfRPTdzwauLO2lIdX1ZHU+h31mLJBaz3zOuzzSox9aH0TfRNhGr0lKKW4MBrE0Br/dJxhf5QlNdL+5IrxYJR4UtPgzf0p3vd01dBUUUKl2zFXL+tOXBwNkjQ0gUhqRb7bLbRVaCLxJMP+CI3eEhw2C09uaWVwapqWSnP7bMP+CP7p1Ap+F0ZDLDOhzctlZmRZVgBfVEr9ElgD1AAPzfzsYWAP8Faat11Da/11rfVmrfXm2tpbz2Xf1llFeYmdbUuqij4pBanpYkvrytLSaKbTueEA393bw3f2XpnXcqSFrLXKzb94z3Je6h7huWODZodTvDRMhGNMTsfxOHIriSsW7+62Cqo8DrrqSmmqyP3O7tV6fWF+fWqYV8+OFsydunjSwB9NTeezKCVJKSEy7K5mL7VlTloqS+iqvfOL3SvjIV7qHuGV7lHOjwTTEOHCvHZ2lB8e7OPbe3rmNeIptZp22Vwpiw2tlVR5HHTWeq6pdSTMNTA5zbf39PC9fT2cGvDf/hdMZrEoumpLqfKkp+zDhtYKqksddNS4aavKnxto6fLMoT5+dKifZw/3A+Bx2lhaV5aW0Wh3orXKTWeth+pSxx3VzCpUWe/Baa3/9ezXSqnfaK3/X6XUV5VSbwBHtdb7Zn4WSee2xVrXUsG6Fjlwct1EOJV91homw3Fai3zF8M/u7OBnRwf4t8+eYFN7JU0mLulbrJw2KxtmlsaNxA1Ksr94jsiApooSntrZYXYYizIZjs+tJDvbZua7WMKg1Gnj7rbKvLgrLkS+q/I4+NT29rQ939XtUjqmBi5m/5AaYTEdW/iIywavK2/PCYVsajqOMXNgmXFcma2u3MVndnSYHYZpZj/Xvhx77+1WS9ZrceYTU28taq3vnfn/Szf4WVq3LcTL3cNcHA2xo6s6a6tpiTuzvtVLMBrHarGwqlGGRdqsFv77x+/mg//jDb78/SN89w+2yYi/LHtgRS37LvlSQ7PTdAcsV10ZD/Hi6RHqypy8f21jWgriivRrrSrBH4kTT2o68mgK4q14nDYq3XaO9U0taoUrIcTNjQaiPH9iEJfdyofWN2VktMHqpnImwjG0xpQbwfcvr8Vps9DgdVFdmt5SEHsujnOif4oNrRVsTvNiE+LWlteXMRaMEo0bbJRzwzV8oRg/PzaAw2bh0fVNBTnS+H13NdA9FGBNU2GULbidfZd8HOubZF1LBVuX5G9bI1eq1wlFExztnSIQSXDg8gQAF0aDfHdvD29dGDc5OnEzTpuVB1fWs2t5rSRgZiyp8fCfPnIX+y77+O8vnjM7nKITjiWZCMeZyLG7NZlwuGcS/3Sl8d3WAAAgAElEQVSc8yNBRgIRs8PJqJFAhH/Y38MLJ4cwjPwqtH1pLES5y061x8H50exPmcmESDyJLxSnpdJ9zTSgnvEw393bwxvnRk2MToj5MQzNr04O8f19PYz4c6cNPTEwxXgwRv/ENJfGQhnZh91q4YEVdbxrZZ0pq1RVeRy8b20jd7elP3mx96KPQCTB3ku+tD7voZ4JvrP3CqcHc3+KmlmsFsV9y2p5eHV9xqdvaa156fQw39/Xw9BU7nx+b+bUgJ+xYIyByQgXRjLzuTZbZ20p71/bSHu154Y/90fi/PBgHz850k8knl8L2dzI3ovjBCIJ9l3K71yFXMFfx+2wzs3FnS3CuPv8GMP+CHsujhNa4MoG/ZPT/PrUMD3juVH3yB+J81oB1RcRt/aRu1t4YnMLf/HKeVlZMst+fnyAnxzp5+kDfYwFo2aHk1HL6ktRCmpKHWmrj5Crdp8f560L47x6ZoS+ifSvfHlxNMivTw0znIGL0/ZqDyUOKw6bhSU1N+6s5RunzUJ5iY2DV3yMBSPEEqmFBnZfSJ23D1yeKMppHCL39frCvHpmhNFAlP7JaU4O+BmcirB/5qZotkXiSV45M8L+y7651S27akqxWxWlThvNeVg/6UjvJLvPjxFN3P7CcyQQ4denhtNa52pFQ6oG14o0FjhOGprXz44y4o/y+tnCTLxfGgvx6pkRJkL50XYP+SMc65ticCrC3jxIDCyp9eCwWXA7rLRWldAznqo/2W/yat59E6k2MRs3OI/3TdHrC3NxNMTZPL0mHvan2qwLo0GWN6TaGDMWkEinwhu7d4eUUjy+qYV40sA+M/KmrdrDWDBGXbmTkgVm3X9xbJBgNMHZ4QD/6IEu01dIe+n0MJfHwhxW8DvlrpwrYi7S7z9++C4ujYX4P58+SluVW4rtZcnByxP0TYQZ8keYDMWoSfMUgVyypsnL8voybBZlehuXaePBKINTERxWC/E0r7aYSBo8d2yQpKHpnwjz2XuWpPX5qzwOPndfJxoKZrqlUophf5RowuBI7xT7Lvm4d1kNbdVuBqci1JQ6rlmOXohckDQ0Pz06QCxhcHksxBNbWil12gjFEqYVKt57yceRntRC1tUeB521pbRVu/nCri4sSmHJszbj0liIV7pHADA03Lus5paPf+HkMGOBKKcH/Xx+V2daVp5+5K5GHlxZn9aRYFaLoqXSTa8vTHuBTMm+WiSe5GdHB0gammF/hCe33Hr19FxQ6XZQXmLHPx3Pi0LjzRUlfP7+zrnP9Xf29hBLGFwaC/K5+7tMickwND85MjATR4jfSXP/53otlSUcvKKwWhSN3vxLugO8cHKI8WCM04N+vvhAF+9aYc6o03SS3tpN2K+aDrZreS0bWisoddoWfGIuddkIRhOUuWw5ccE2m1izWy3YrebHIzLPabPy15/axIf/6k1+7+/38w+f31F0y8aaYWl9Gb5wjBK7teBrTMG1bWYhW96Qqltht1rS/r6mVpWzEogk5rVs+aL2kWcXl/NRUWLHohROm4USR+o43NlVw5omLx6HVaZ3i5xjUanRfrGEQYnDitth46mdHUQTyYx99m9nNoFrUeqaZG6+fn5cdgtKpRbFcdlv/xrKnDbGAlHcDis2S/pecyYuFB+7u5lANEG5q/Au4yxKYbdaSBpJ01dQmy+X3cpndrQTiZv3+V2oqz/XZS4b48GYqbGrq9vELLzv7dUefv++JViUypvj7HqlztT75nZYsSqFpQCu6wuvRcuQW40sMgx90zvQH7m7mb6JMM0VuZFBf2hVPe3VHurKnAVZ7M4wNG9dHCeaSLKzqyZvG5t0qy518s3f2coTf/MWn/pfe3n6CztozYO7OvnsM9vbMQw9s2Rv4Y6WKjb3dNVQV+aiwm1P+7RFi0Xx8a1t9PrCdNamf6pd0tDsvjBGwtDc01WT93fWZv3uvUvorPn/2bvv8Liu+8D73zO9YDDoHSAIkGAvIilRogrVXBRLcpPkKtlx32ST3TQn+2bz5n02u3nWySbx2tkUO84mthPFNbItyZJVLKpTBHsHQRK9l+l95r5/DAA21MEMpuD3eR48DwnM3Htm7r3nnvO75/yOnT5X8Jq8XzIiWOQqpRSP3dxI30RwZlqtyaDL6DU5X1sVYPeaUsrtJmxmPVWOKytcaprGO5cn8IRi3L6uPG/ajrVOK4/uaSQYidFaufDDuAe21vCz4wNYjHoisQRGvcrZoJxOpwq2fjMZdHz05kYG3SFaq+zE4gn0yxyN3Tnio3PEy7aGEuoztEp18oF/bp4vC3l0dyP9rgANpdnrF8xWJ84nntBQzP6wbdwX5lDXJA2lVrbWz72IWb7UZXN5cHsdPRN+apzWgnnomN9HJAe4A1G+395LJJ7g/TvrbrioLUY966pyZ76nUa9jU23hrlDQMeLlnakkk2aDntvXzT90ezVpqSziO5/dy0e/8TYf/4e3+d4XbqMuQzdoAd9r7+VYr4vOER83N5dS4ZCl7AuBTqfYUJO5Ov3lcyNcHPFxc3PZglNPlurMgGdmUQ+7yZDXK7dc7a2L4/zsxCCg4Q3FqCu1ZazzIUS6FFuMbK5bmeCCOxDle+09ROMaH7ipfs7ro3mWDmH3eIA3pxb/0evg3o3VGS1rOi2lHuidDNA7lTdw1BvGHYpS67TwyO7Ggpn6nC9K7SZK7SZO9rl56dwwlQ4zj+1pTCnwE09oPHtyaoq8K8Rn78jsFLF8ZDXlRl91sXVivyvIU0f7MeoVj+1ppMR27UPCl88lc4CeHfTQWGYr6CBuLhy3dMrP0G4O6Z0M4AvHiMQSXBpNbWWDCX+EUW9hJ0deKc6pKR3T/xbX2lRbzLc/cwsuf5RH/+6tjK2yI8AViBCOxvGHY4Ri6c1FJLJr0B3EE4qmfbuRWIKLU4l3zw2lf7WlEpuR6YfOJbbCqR/PDXkBjSF3CINeUZTnT0GFWIpxX3jBNmTvZAB/OD7VVl1acu8ii2EmMOO0Fu609GLLlfbjuD+MpsGAK4Q7mP663huKMpDlRNP54PywF02DEU943kTo7mCUQffs36dOMTPlsUT6BXkrkdDomwwQiMS4POonEkvgD8fpnbjxuE8HqqwmPeYCGRm+WkjrbZlaKu3UlVgIxxJsrlv6SKTeiQA/PtKPhsaD2+sk988y1TqtfHxvE5F4Qp6Yz2FHYwlPfuFWnvjHd3j0797iO5+9paBH0WXLuioHp/o9VDjMlNkKtzG/2hzqmuD1C2OYDDo+eeuatAbATQYdu9aU0jHk5ebm9I9maiyz8fFbmohrWt4m+5xNXYmFNzqjVDrM3LOhCmcBBd2EmE/vRIAfHekD4KEddXNOWWuptFPrtBCJJ9i8xPt9RZGZT966Bn84VtApAKqKLXzi1iZC0TjBSJwDHaM0lFopTXN94glF+c5b3URiCfa1lrO3pTyt2y8ku5pKcAUi1Dqtcy4g4wpE+O7b3UTjGne1VbJ7Tek1f1dK8ZGbmxjyhKRfkMdePjfCyX43DouBB7fXcmnMh0mvo7XqxlGe922sYn1VEeVFJknpkmckMLVMNpNhWStGTAYiJKaW5R33hSUwlQaVDsnns5Ct9U6+/8XbePxbB/nI37/Ftz59c0Y6wquZ1XhlKmk4lsAmp2VBGPclRyZEYgm8oWjaR2bub6tkf1tlWrd5tariwptSWuu0sntNsv6avp8KsRpM+CNMn/IT/gitc1QdNpOBj96Selu1zG5Ke069XHR18GN9hpZd94aSsywAxucZBSSSKShaFsgP5gnGiMav9KNmYzXpF5W3SOSucX/y2HpDMWxmA0/c1jzna3U6Neu0ZJH7JDCVZZtqixnzhYknkiNZhFgp66qK+MGXbuOJb73DJ755kP/12A4e3lGX7WIVjLvaKjl4eZxap3VVrMq3WtzWWkFCS06Fy2aiUHHF9gYn7mAUvQ4Z/SlWlc11xYz7k23I7Q1zJ/kVuaO+xMptreWM+yLc3ip5UJersczK3rVluIJRbm2V0WeF6p4NVRy8PEFjmY3iPFn5UCydBKZS4A/HeO3CGDaTnjvWVSwrE75Rr8urRJKisDSU2vjRf9jHF79zmN988ii9EwF+7e7WZa1+IpKmv0L5KguL02rkV7bVZmz754Y8XBj2sbOxpKCnzaTTgCtIKBpnc11x3q6KJEQqVqINqWkab14cxxOMcmdbJUVm6TrMJhCJ8WrH4voGt8r0vWVzB6O80TlGic3Iba3l0m4tcFXFFh5K48PzvskAR3tcrKsqkgdaOURacClo757k7KCHw92TXFxiEkkhck2p3cR3PncLD++o48+fP88f/Ogk0bgk616uA+dHuTDs48D50XmTdgoxLRpP8PypYTpHfLxwZjjbxckbz50eonPEx3OnhrJdFCEKTtd4gHcuT3BuyMvBS+PZLk7OOtR1pW/QKX2DjHvr4jjnh7wcvDRB36QkkhdL8+KZZFvrF6eHZ6bWiuyTwFQKyqem5eh1quCTrB7unuB7h3okAFfgzAY9X/3ITv7jPev4Xnsvn/mnQ7gD6V+JZnXROD3gZtgTwmqS5IuFYswX5gftvbx0dphEIr35jAw6NbNaXnmRTP9crFAkzqkBN9F4PNtFESKjNE3jQMco32/vZcgdWpF9Oq1GjPrkaJTyORJQ55NgJM5PjvXz0+MDhKLpqzOu7hsU0qqnuapi6h5pMugyMrXraM8k3zvUw4Vhb9q3LbIrntDocwU5O+jBZFAYljHzSaSXjMdNwdZ6J5UOM2aDbmZJyvmMesOc7HfRUlGUV8nYQtE4r3aMAfBqx+icq72IwqDTKX73PRtoKrPxh0+d5P3/53W++cSejCUALXT+cBxFsiPhD8dkZZAC8c7l5NPZvskgbdWOtE63U0pxW2s5R3smuUUWI1g0byiGAoIReeopCk+/K8j5IQ+baovRKcWR7kkA3r40zgduqs/4/svsJh6/tZlgNE6NM/8XTzg14ObSqB+A0yWWmYUTZtM15ufSmI9t9SULLqyz1L6BWJ49zWXUl1qxmw1pD0zF4gkOdIyiaeANja6adnAoGuedyxMUW43sLOC8x5fH/FiNeupLrKwpsy8rJU8hO9nnZtwf5pa1ZdhMKxMyksDUlAvDXlzBKKU2E2O+MNvqndjnmUdfvYSVjZ47NciYL8Lpfg9furs1b3JgmA06qostDMsSq6vKYzc30lJp50vfPcwH/+ZNvvqRndy/WfKgLdXlMT/nh72U2EwkpL9cMMpsRo73uagsMqc9qX0snuD5U0PEEhq/ODPMp/Y1p3X7hUjTNDpGvPROBCSfmyhIPz2WHNnTOeLjiduacVgMeEMx6ktTa5e5A1HODHpYW2FfdKDJaTPi5NrO/3S7eUdDCSZDbrVr4wmNY70ujDpFNJHAajSwuS6ZR6bWaUGvUyigxjn3dxiNJ/jZ8QFiCY3+ySCPz7MK2LSl9A3E8tXOc/yWw6DXUeu0MOAK0ZDidZZrBlxBTg+4USi21jtnvfbfujjOsV4XkBwBWKh5LiuLzNhMBvQFtHrf+SEv3lCUHY0laYkzDLlDvHg2mVIiHEvwni01S3p/15ifYU+I7Q0lS5o1IoEpkl/+0ycGicQSDHlCNJXZGPaEeP/O9DyJspoMQASLUY8uj1rOSike29OAJxSjVIYlryp7msv46X+8gy9+5zCf/047v/OuNn79nnWSXHIJusb9RGIJJnxh3KEIlcX5PwVCwJsXx/EGo/hDMXrG/WyuS99KWDqlsJr0yeWQZfrnosQSGkPuIJFYgkHXykxtEmIl2Ux6QtE4VpMBi1HP47etIRiJpzwq5+mTA4x4whzpmeSLd7VgSKETM+gO8vSJQQB84Rj3bKhKqSyZcrh7kjc6x+idDFBkMlBqN2Ez6WmusNNQauMzd6xFwbwPoHVKYTHq8YVjKzZaQOSOD+8qnP5PNJ7g34/20941gU4pdq0p5Uv7W9FfN1JoOoAwfe4XKqfNyK/e3kw4lsBpzf/j2zsR4NmTyfo4GI1z5/rKZW/TbNCh1yniCW3J7VF3MMpPjg2Q0DRGfWEe3L74pPUrXtMqpfYCfwXEgXZN035LKfV7wPuBbuDTmqZF0/27+cqk0yVXzlIKpq/RdAaQHtxeS9e4n7oS60wloGnainfyU9mnQa+jTJa6X5XqSqz84Eu38V9+fJL/9YsOzgx6+MqHt+OQZVoXZW2lnRFPELvZKN9ZATHokzdrnU6l1KGbj06neOzmRvonA6ytkKnTi6FILr8+7gsXzJNPsfpoWjJf3WxttEd2N9A7GaBpavSC2aDHbEi906if2odOqZTboXqlUAo0jZn8LPN9hpU2XTUrrqyMe3Un/PqVBWdrH+t1io/c0siAK0hzudQtq83V/Z9s9NnSLdnPTV630yMGr7d3bRkVRWYcFsOCU1cXK1e+u+vrJ4tRXzDBt6vrtuuDjXNZ6LiU2k189JZG3IHoklP56KZiKlx1f1isbDwC6Abu1TQtpJT6F6XUncA9mqbdoZT6feADSqlX0vk74AfzFajKYeFDNzXgCkYos5kY9YXTunSkxahnY82V7XWN+Xn6xABFZgMfublpRRIjv9k5xjtdE7RVOzK61LkoLBajnr98bAeba4v5n8+d41T/63z9YzexI0fmnrsCEU4PeDgz4GHQHWIyECESS/DVj+7M+pTZ9VUOXjk/So3TgNMiT1sLxf0bKzkz4Ka+1DrTUUyn1zrGuDDi5Za1Ufa1VqR9+4VGAU6rib7JEBtrVkceEFFYhj0hfnykH4NO8eiehhtGQtnNhmvakMv14I46Ooa9NJXZFt2JuV5VsYUP3lSPOxhlc23xzGcw6hWP7L7xM6y0dZVFPHdqCKfFyB3rK2iusM85Lam9a4LXO8doLrfz/p1113TWii1GimvkwdJq1jni5ecnhyixm3h0d0NeBjOMeh2P7m5kZ2MJGrCx2jFrXiWlFOuq0vdQbMAV5Klj/Zj0Oh67uTEjSeoXY9wX5oeH+wD48O4GKgpgEYer1ZVY+eBN9XhDsZkpy/M50efil+dGqSux8KFdDXPeB6ocFqocS5+e7LAYeWR3AyPeMJtql9YuW/HekqZpV6/nHAO2A69M/f9F4ONAIM2/mzcwBdBUbqOJ5E2rIcNzas8Pe4nGNSYDUfpdQdZVFRGOxfnJsQE8wSgPbKtNe06n0wMeNC05B/Vdm6uz3mkX+UMpxefvamHXmhJ+88ljfPhv3+TL793A5+5oyUrCwPNDXp47NcTL54Y53uee+b3dpKfEZsJq0hNPaGS77fDK+RGisQTd4wG6JgJp7ViIuUViCX5yrB93MMp7ttSkPUfC5fEgG6aO5YgnTFN5+rYfiSXomFoB6MyARwJTizDiDXN20EM0nuCdrolsF0eIJbs44ptZHa57PLCkoI4nFOUnR/tJaPDwjrpF5b0rMhvY1VSacnmnrblqFFHn1GcIRZf+GeaTan3e7wrNTL9TOkXLPE/8zwwm28eXx/z4I/EbRlOJ/DPiSaZosZr0fGBn/bIGAJwb8hJLaIx5w4x6w3mbd6nSYU7bKKjF6hzxEY4mCEcT9IwH2Fq/9NQHL5wZ5uKoj9tbK9jWkFrqhMtjfgKR+My/Cy0wBSxpxPjZQQ8JTaNvMog7GM3IzKi6Eit1KcQyslb7KqW2AxWAi+S0PgA3UAqUAJ40/i6nbK130jsRoNhinEmq1zcZpH8yCCSz4Kc7MLVrTSmHuibYUO2QoJRIye41ZTz7m3fyBz8+wZ8+e46Xzo7wpx/atiKrNfrCMZ4+PsCTh3o53utCKdjZWMJvv6uNXU2lbK4rzrkppzVOC+eHvBRZDJQUwBz2fDHgSq6YB3Cq3532RuT2BicDriCldhO1JelNdGsy6NjZWML5YS+71uTcrSsnmQw6nFOLltRI4mGRhzbUODg/7MWg19FSubQpY50jPsZ8ESD50PPWlvJMFHFBG2scdAx7MabwGeaTan2+tsJOdbGFYDTOlgVmQOxqKuX1zjHWVtixS26/gnB60IM7GMUdjHJ5zL+oUSRz2V5fwqArRJndVBCrUq6kjbUOOkd8mI061qYw1T4QiXGqP/kA+kjPZMqBqfVVjpkA9Po0jgjLVzsbS3EFRqgvteZc/yQrgSmlVBnw18BjwG5gOst4MclAlSvNv7t+/18AvgDQ1NSUpk91o2AkTr8rSEOplWFPiLcujtNUbmNfawWfu7PlmtfWOa2U2U14Q1E2zDIdwRWIcLLfTXP53MOR57N7TSm7paMjlslpM/I3n9jFD9r7+O/PnOGBr77Gr93Typf2t6Z9eLOmaRzvc/PkwR5+dmKAQCTO+qoi/ujBzTy8o25JT37GfWG8oRhrym0rNtf9zvWV9E8GWVNuX9GnMx3DXsa8YW5qKl2RacK5psZpobzIhDsQpS0DU7s0TePiiI+GMutMrpZ0umdjFfdszK1EwrmsxGaitdJOIBwr6OWtxcrrGPZyuHuSDTWOtIwwul4gEmPAFaKxzMqv3r42pW00l9tpN0+Q0Fh0QGjCH+H0gJu1U4nA06G8yJzyZ5jPQvV5PKHRMeyl3xWk1mlhy9RiFFaTno/vvdK+H/aEOHB+lAqHiXs2VF3TDtha70xpJIfITf5wDHcggjcUpb7URmPZ8h70N5Xb+PxdLQu/sECFY3F6J4LUlVhuWASge9zPWxfHWVNu57bWG4PiVQ4Ln7kj9XrBatTTUmnn8ph/wRQ7k/4IpwZm7yc7bUaeWMSqmoXME4oy6g2zpszGhhrHrLGGq73ROUbvRIDb11Ws6CjBbCQ/NwDfBX5P07QhpdQh4NeAPwPuB94G0v27a2ia9g3gGwB79uzRMvRR+X57LxP+CHUlFmIJjRFPmEF3iG31zhuSIVtNej61r5lEQpt1etSzJ4cY9oQ41uPiC/tblpX4crk6hr28dHaEWqeFh3bUodcpesaTS3Xn6xBXsXhKJRM0372xkj95+ixfffECT77Tw2/cu57H9jQue9lobyjKU8cGePJgD2cGPViNeh7aUctHbm5iV1PJkgNLQ+4QX/7hcXzhGE/ctoYP3NSwrPIt1qQ/wubaYpRSuINRylcgODXqDfPM1EpJnlCM925d2vKuhcBi1PPeLTW4AlFaMpAM+8+fP8+RnkkUsK3eyf40r0b14pnhqZEPZexeU5bWbReiCX+Yl8+OEIrF+YfXLvPxvWuyXSRRIF7tGMUbiiWXvK53zix2oGkaF0f9OCwGqlMcpadpGv/2Ti/uYJTGMhuP7E7tvlRmN/H5qQedi703PnNykDFvmOO9Lr64vzXto+hfOT/C6QEPu9eULnsEl8Wo54nb5m4bv3xuhKePDzDqC7Oz0Ul71wT+SJy726pmRsmM+cI8dbQffzhGvyvIxprilKaYiPzw0rkRLo8lZ6U8sqsha4vPjPvC/OTYAHqd4gM31ae8+ls0nuDymJ8qhzkrudt+dnyQ3okATmtyJbur65nXLowx6k32bbfWF6f9u1ZK8f6d9fRPBnj25BAXRrx86KaGWR+6PntqkBFPsl77wl2tKfVFEgmNS2M+nFbTik97zKRwLM6TB3sIROJsrHHwwAK5pt2BKO9cTqZGeL1zjI/dkrlBPNfLxpyuR4Gbga9MJSpvBV5VSr0O7ASe0jRtJJ2/W+HPByQbHd5QcjFAbyhG49RTKZtJN+9T9rly9pinLjCjQZfWFQNTcaLPTSga5/KYn3F/mHNDHn50pI8fHu7j4qgvq2UTK6fKYeHrH7uJ733hVhpLbfzXp05x+1de5i9/cZ7eicCSthWMxPn5yUF+48mj7P3Tl/ijp06hAX/yga2884f38WeP7GD3mtKURjsd753k4qifYU+Il86OLvn9qWossxGKJXBYDCvWMDLq1UwSQ/MyA4T5atwX5jtvd/Pjo328dWk87dufXl5cp9NhN6f3AUEkluBkv5tILMHRnhsG+4pZTAaiROMJIrEEk4EIR3sms10kkWGhaBx3cN7FltNiejRRndN6zQqch7om+dnxAf7tnV5GvKGUtp3QkiM7ADzL/CxqiavrzbQn9elvTyYSGsd6XURiCY71pq8Om6tt7AlGZ5Y0D0YS9E4ECUcTnOhL7tsdjPLkwR7ODXm4NBVMLM1yYnaRWaapa9WgV+j12esvdQz7cAejTPgjXFpG3+jFM8M8c2KQf32nZyYX3Uqarp/84RiJ64ZyTC8AU+Ew3zCa6nqRWAJXIJJSGc4Pe/GFY4x4wvTM0b+4ctx1pJr+9o2LY/zs+CBPvtMzb1k1TWPCHyF+/ReSo2JxjeDUueMNxRZ8vc2sp7woWU82pmlU7WJlI/n5k8CT1/36LeAr173uK+n83UpTSvHQjjrOD3nZUu+kvsRKJBbneJ+bfzvUyydubVrSqKf3ba+lc8RHfYk16zmiNtcWM+AKUuO0UGYz0TsRnPlbILzylabIrr0t5fzgS7fx6oUx/vnNLr7+y06+9nInG2sc3LGugi31xbRUFFFmN2Ex6glF47gCUbrG/XQMe3nn8gRHpxqyZXYT799Zz0dubmRHgzMt0+7WVzuoLjYTiMS5qWnlhutrWjLyrwEaK3PzKrGZeGxPI+P+MBuqV+cKZeO+MEd6JonFNSqLzGlPIP5ffmUTaw7aaCq3sac5vflcTAbdVK4W38yUFDG/aoeZtRV2Lk3lEZlOcCoKkzcU5V8O9hCMxLl/U3XKOUcW4z1bqrm1peyGBwv+SLJhn9A0QpFEStvW69RMuy6Tn2E2D22v4+Koj4ZSa8qr8s1Fp1NsqXNyZsDD1hWow+7bVEWRxUA0nmB7g5P2rkn6JoMzo6XCsTjD3hADUzmCHtpRtyqnuK8m922qoqHUSlWxOauJ7Fur7Jzoc6HXqZTyK03zT93TIrEE0XhixVcFfGBbDSf73KyvdtxQX9zVVsn2BidFZsO8dUk4Fue7b/fgCUbZ11rO3iWOpFxf5eDckBebUT+Tm+ubmgsAACAASURBVPl6D+2om+knG1LsJ/un+rDxhEYoOnfd/vzpIc4Oeql1WvjoCo4mSpXdbOC9W2voGQ8sKq2PUa/jY7c04Q/HVnyUniw9MSUWT/DvR/sZ8YZ5z5Zq1lXd2Kkbcoc40DFCpcPM1jonPz2eHKL5oV0Nsw7RXFNuv2bVElcwhm5qWo8nGKPSsfjKxWLUU19i5UjPJA2ltgXnhmbS5rpiNtU6ZoIGOxqchGNxdEqxZRkJBkX+Ukqxv62S/W2V9E4EeP70EC+eHebbb3UTic9duesUbKlz8sm9a7hvUxV715alfEOZS0tlER+9uZEhd4j376xf+A1pcrLfxYURH0OeEL5QDHNR5hsTgUiMv3jhPEPuEL96+1ruXYW5igx6HQqIxOKYMjDledIfQQO8wRjhWDzt06rHfGEuj3rZuMQldlcrbzjKkDtIJBYnFtfY0yy5FAvZhD9CcKqj1u8KZDSoo5SatVF+W0s5eqVwWAwLrsoZiyd48ewwnlCM+zdVX7NIR0tl0byrxc21vaeODTDsCfHuzdWsT+EBhNWkTymn0nOnhugcSSZY39M8+zTjY70uDDrFZ+9opigDI4Xf6ByjZyLAvtZy1pTbKbGZeM+WGjyhKO1dE7RVO/jgTfW8fWmCv375ApvrillXVYQ3GKOuxIorEE0mRY/E+eGRPvzhGA/tqEv7gkMidUe6J3nhzDDDnhBWk477NlVz78bqRb9/xBvmVL+bGp+Fqg3ZS1Ze5bDwxf2ty97O/ZuqONrjoqHUmpVpibVOK7XOua+PxQQuPMHYzMirvskge+d43dGeSVzBKHvXll0zAquxzMa7N1fz/Olhnjk5yAdvqr9hkIbFuHC9dmHYy6GuSdqqi2atw+5qq8Bi1FFuN8+b6H56QYYhT4hYPJH2fksmbKwpXtLq4Ea9bsFje6rfzSvnR2gqt/Pgttq0rNQugakpo77wVSt/eGYNTB28PM6AK8SlUT+TgcjMcLiuMT87FpF0dV9rOa8nNGpLLCnNXX3x7DB9k0FO9rupK7Fkbd40XJvLwKDXybLmYkZjmY3P3dnC5+5smZkb3z0ewBWIEIrGMRv1FFuMNFfYWFNmz/jTy77JAN3jAWIJjSM9Lt61efENnOXQgJWedXt20EvPeHKY8yvnR1ZlYAqg1GbCajRgMab/AJwe8OAKRPGHYgy7wwt2TJciEI7x7MkhEprGj4/08Z4tqy9H2FKd7HPjCianGAy6g1nNvygyr7HUxrZ6J5OBCDfPERzJNItRz11tlYt6bfdEgLODXgDauyZ49zKv6TFfZGaq/Ml+d0qBqYUEIjGiMQ2n7UobMxyLc3YwueD18T73rJ26AVeQX54bASAST6S1/oonNLon/Lx9aRydUrzROX7Ng99Xzo9yccQHuKl1Wjje5yIa1zjR5+ZTtzXjMBuxm/W0TiWI750MMOYNA3Bu0COBqRzRNxnghbPDHOmZxB2KUlNs4USfm7vbqhbd6X3r4jiD7hCD7hBb6px5lStowh/BZtJfMyqqxGbK+wVRKh1mdq8pZcgdYt+62UdL9U4EeOV8Mt1GPK5x/3Vt9VP9HiKxBP2TQUa94ZTyxL3aMcqQJ8SAK8i2BucN7QWbycDdi8gbur+tcmZhjHwISmXKiT430XhyQSBvKHbNPSNVEpiaUlFkpr7Uyqg3POeon8YyG29dHKffFUQBdosBu8lA8yKHaNaVWHns5saUy+iwJA+X2aDP+nQ+IRbDqNfRVu2gLYvTyuKJ5Op+0XhiZj78StjRUEIgHKfEZlyxIPKmWgdNZTaGPCH2L7LjVGiqii1srXcSjMbZVJv+0RRKJZ8SFVuN2C3pDYJYpoap900GaF3iSIrVqrXCjtGgIxyNL2u6hMgPOp26ocOSyyodZqym5BT2dCwOU1FkoqHUyog3nJGV5Cb9Ef71nR6i8QTv3Voz84TdbNCzqdbBhWEf2+cYpWYz6THoFLGElvYpVP9+tJ/ucT+D7iD1JbYb7uWOqf2ZDDrMRj3b650c7p5kc10xpXYTH74uuXxDqZWKIhO+cDyrMxDEtWwmAxaDbir1g446p4Vt9c4ljcRoKrPROxGgxGak2Jo/3dzD3RO82jGG3aznk7euWTBnU75ZKJhvM+ln8sXZZ6k/ttYX0+8KUllkTjnYOO6PcKLPTZ3TgnEZo3vWVzsy8lAg32yrdzLhD9NYZpuJUSxXYZ31y2DU63hsz/xBo11NpXSP+7k44kevUzy0vW7RQal0uH9TNeuqiqgssqz4HGMh8tnGGgeReIIy+8qNMry1pZxNtcXYTCsXSLaZDPz5oztWZF+5qshs4NO3NxOJJTIWEJweqREIxylP4y1Ap1P88cNbGHQF0zoSq5CZTQYe29OAPxRj/4bVGYwVuavYklzJKl31kUGv49EF2qrLMeYLE4klp98PukLXTP1479Za3rt17veW2Ex8bG8T7mD6V0QddAXRKUVzuZ3Hb22+4cn8/rZKGstslNtNFJkN7FtXwb51c4/kt5kMPL7Kl4/PRWV2Ex/fuwZvKMraCntKeUZvWVvGhhrHira90qHflVxIwR9O5mEttMDUQsqLzHzslqaZY3+9dVWOWWczLUVFkYmdjSVYjHqiCQ1z/pweOWlbgzPt0+lX11mfBvvbqtC0EUpsxhUdfQHJBslyL0ohVpvGUhv71pXjCkTZ27KyU05TXR5YLI/ZoM/YlK69a8sIRuKU2U1zJuFcjiKzQZ7ELUFjqY3b11Vk5foWYjEyWR+lW0tlEVumFhHYtYgkuderKDJTUZT+qVP3bqri9ICH7Q3OWaeL6HSKdVUyyrQQVDpSHxEzLR/bXre1lBOJJagoMlE7T36jQpaOYz+fuzdU0d49yfqqorypk1cbCUwtUZndxId2NSz8QiFETtDp1JISZwoxn/Ii8w3TQkT2yPUtRProdWrZebAyYUudU1YqFQWt0mHmEWlbZFQqC06IlaU0bWWWMV9pSqkngE8BeuATmqb1z/a6iooKrbm5eSWLJrKoq6sLOd6rhxzv1UWO9+oix3t1keO9usjxXl3keK8ucrxXl8OHD2uapi04ebIgR0wppeqB/Zqm3bfQa5ubm2lvb1+BUmWPOxjl8pifteX2tGTMz2d79uwp+OO9GMOeEEPuEBtqHAWdr0yO9+oix3thnSNeYgmNDdWOlPJ35JLp4x2OxTk/5KXKYZl3iWeR3+T6LhwDriBjvjCbaovnzAMkxzv3RGIJzg15qCgyp7Qq2nyuPt6j3jADriBt1Y6Mr9wssuPq4z3iSa6iWOh9ktVMKXVkMa8ryMAU8B5Ar5R6CTgD/GdN0+JZLlPW/PhIH65AlCNWI5+5Y222iyOyLBCJ8YP2XqJxjZ6JAA/tqMt2kYQQK6BzxMvPjg8CEI1paU9amS0vnx3h3JAXg07x6dubV2wVTCHE0rkDUX54uI94QmPIHcrJqYNidq+cH+H0gAe9TvGpfc0ZyeUUjsX5fnsvkViCi6M+SZ9S4IKR5PGOxjW6JwI8LH2SVa1Q89FXA6apEVMB4P1X/1Ep9QWlVLtSqn10dDQrBVxJ8URyumYskchySUQuSGjJH7hybgghCl80fuV6jxbQ/SA2VY9dXbcJIXJTQtNITKURkTZIfonP1LUaiQwdO01jZtsxOT8KXrI+SP47Fi+cdolITaGOmHIDB6b+/TKw5+o/apr2DeAbAHv27Cn4Wu/9O+u5MOKVFUsEkFz16/076xhwhdheICMmcpU3lFzyV6/L7ylTojBsrHEQjSeIJTR2NpRkuzhpc9+mKiqKzNQ4LXm5GpMQq0mp3cRDO+oY9YbZUUD10Gpw94YqSu0mqhxmSu2mjOzDYtTzwV319EwE2FovbdRCZzcb+MDOevpcAbZLfbDqFWpg6k3g81P/3glczmJZsi7Ty2+K/LOm3M6acnu2i1Gw3rk8wf/309OcGfRQZDbwq7c385/uW49hjlwaQqwEpVRBNvxsJgO3tZZnuxhCiEVqrSyiVVbHyjtWk55bWzJf1zaU2mgotWV8PyI3NJXbaCqX4y0KdCqfpmnHgKBS6hXgZuCH2S2REGK1ePncMJ/4h7fxhqP87rvb2N9Wyddf7uTX/uWITFsQQgghhBBCiOsU6ogpNE373WyXQQixunSN+flPTx5jY00x3/3s3plVMHe/fpn/9vQZvvpiB7/z7g1ZLqUQQgghhBBC5I6CHDElhBArTdM0/utTp1AK/u7x3TNBKYDP3LGWD+2q529eucipfncWSymEEEIIIYQQuUUCU0IIkQbPnx7m9c4xfufdG6gvsd7w9z9+cAtOq5H/+fNzWSidEEIIIYQQQuQmCUwJIcQyaZrG/37pAi2Vdj6xt2nW1zhtRn79nnW83jnGG51jK1xCIYQQQgghhMhNEpgSQohlevXCGGcHPXxpf+u8K+998tYmqhxm/v7VSytYOiGEEEIIIYTIXRKYEkKIZfr7AxepKbbwgZ31877ObNDz+K1reLVjlM4R7wqVTgghhBBCCCFylwSmhBBiGbrH/bx5cZxP3tqEybBwlfrxvcnX/fOb3StQOiGEEEIIIYTIbRKYEkKIZfh+ey86BY/sblzU68uLzDywtYafHOsnFI1nuHRCCCGEEEIIkdskMCWEECmKJzR+eLiP/W2V1Dgti37fh3c14AnFePncSAZLJ4QQQgghhBC5TwJTQgiRojc6xxj2hHl0z+JGS027fV0F1cVmfnS4L0MlE0IIIYQQQoj8IIEpIYRI0c9PDWI36bl3Y9WS3qfXKT5wUz2vdIwy4Y9kqHRCCCGEEEIIkfskMCWEECmIxRM8f3qYezdVYzHql/z+h7bXEU9ovHhmOAOlE0IIIYQQQoj8IIEpIYRIwcHLE0z4I7xvW01K799SV0xDqZXnTg+luWRCCCGEEEIIkT8kMCWEECl49uQgVqOe/W1Lm8Y3TSnFe7fU8PqFMbyhaJpLJ4QQQgghhBD5QQJTQgixRImExvOnh7h3YxVW09Kn8U17YFsNkXhCVucTQgghhBBCrFoSmBJCiCU6NeBmzBfh/s2pjZaadlNjKVUOM8+dkul8QgghhBBCiNVJAlNCCLFEr10YA+DO9ZXL2o5Op7hvUzWvXRgjGk+ko2hCCCGEEEIIkVckMCWEEEt0oGOULXXFVBSZl72tezZU4gvHaO+aTEPJhBBCCCGEECK/SGBKCCGWwBuKcqR7ctmjpabdvq4Co17xynnJMyWEEEIIIYRYfSQwJYQQS/D2pQliCY272irSsj272cDeteX8UgJTQgghhBBCiFVIAlNCCLEEr3aMYjPp2b2mNG3bvHtDJR3DPvomA2nbphBCCCGEEELkg4IMTCmlmpVSw0qpV5RSv8h2eYQQheO1C6Pc2lKO2aBP2zbv2Zhc3e+V86Np26YQQgghhBBC5IOCDExNeUHTtLs1TXt3tgsihCgMPeMBusYD3LU+PdP4prVU2Gkqs0meKSGEEEIIIcSqY8h2ATLoHqXUa8CPNU37q6W88eygh8tjfnY1lVLjtCxpp0d7Jhlyhyi3mxjzR7ipqYRap/WG14WicV6/MIbFqGdfazk6nZpzm70TAU72u2mrdlBuN3Hw8jhVxRZ2NaVvKlEh0TSNty9N4A1FcVgMuAJR9raUU2Y3ZaU8g+4gR3tctFTa2VhTfMPfNU3j4OUJTva6eOn8MFaDgT/5wFYaymxzbrN73M/pAQ8baxy0VBalpZwn+9z0TQbY01xGpWP5q80VolcvJEc03dmWnsTn05RS3LOhku+39xGKxrEY0zcaS4hpY94AT/xjO7GExjcf38OaCntatz/iDdHeNUlTmY2t9c60bhvg++29XBj28tFbmmi9qt77k6dP8S8He2kssfL8b+2f934qRLZk+vrIhGAkzmsXRukaD9BUZuXO9ZXYzTd2HULROG90jmHQ66gptnBx1Me2eieNZTa++1YXvZMBPrm3mcbyuds1x3pdDLqCWW2vpdulUR/nhrxsqStmTXmyvk0kNN68OE4oGueO9RWz3u9/cXqId7omeGBr7Q1pAyb9Ed6+NE6N08JNWegH9LuCfPvNLupKrHxqX3PK21nu8faGorzROU6pzcjelvKZ30/4Ixy8NE5FkZlD3RMEwnE+d+daSmyFcU6l4lDXBOO+CLe1luO0GmeuV6Nex+3rKtAv4p453W81G3Xsa13ce+DK+R6MxrljXQVW0/zt297xAN892EVTuZ19rRX8/OQg/kiMpjIbt6+roKF07jpkMWW/vbUip9sIqX7Pl8f8nB30sLm2mOY0t+1WUqEGpgaBNiAM/EQp9ZKmaScW88ZQNM7zp4fQtGTl9slb1yx6p2O+MK+cHyWWSHBx1M+GagdjvjBP3NZ8w2vbuyY52e8GoMJhmjVgMe3500N4QzEujvhoLLNNnXxeGkttEkCYRdd4gLcvjROIxBj2hFhbUUQoFueDNzVkpTwvnBlm3BfhwrCPtRX2G6aA9U4Eef3CKE+fGGTIE8Js0PEXL3TwVx/ZOec2f35qiGAkzuUxP79+z7pll9EdjPLi2WEAvOEYj+1pXPY2C9GrHaPUl1hpyUClv39DJf/8VjftXZPckeYRWUIA/NenztI54gPg9390gn/74m1p3f7LZ0cYdIfoGPbSXGGnaJYObKo6h7386HAfAIHIZf7HB7cBEI7F+ac3uolrcGHUzz++eYnP3dGatv0KkS6/PDfCgCt5fawpt+GwGLNdpAUd6prg9c4xzg95WV9dhFGv475N1Te87livixN9bkBj3BehvMhM/2SQvS1l/OzEIACxRBd/9ODmWfcz7gvzy3PJEcPZbK+l289PDRGJJeiZCPCl/cl66cKIj0NdEwBYjPob7vehSIz/+0YXCU2jbyLA7sf3XPP3Ax2jXB7zc27IS2OZjYqile0HfPvNLo71ujjW62JrXTG7m8uWvI10HO83L45zdtADQF2Jlcaph7kHOkboGgtwYWSAIXcIo16H02rg83etzvvCgCvI6xfGgOSD8Ae21XK0Z/p6hfIiE1vqFg6UH+m+0m8tt5vZXDd3v/Vq157vugVXtP6/b17m9ICHY71uTvS6uDzmZ9AdYlNtMb5wnM/esXZR+73a4avKXlFkZlPt4sqeDal+z8+eHCQSS9A17ufX7l5+vzBbCnIqn6ZpYU3T/JqmxYCnga1X/10p9QWlVLtSqn109NqcLgadmmlMly4xum4z6bEY9eiUonwq+j9XhL7UnmyQ6JSixDr/fqa34bQZZ54qmI06bAtEnVerYosBg05h1Osotia/56Uey3Sa3neRxYBBd+Ml57AYMOr1FFsM6JRCpxRNZTeOsrtamW36/EpPw9Zy1fmUze8ql0XjCd66OM5dbRUolf6nLbe2lGMy6DjQIdP5RGa0Vdtnzt2WyvQHV0un7k92kwGTPr3NizK7eWZkQXXxlZHMBp0OszG5LwVsqXGkdb9CpMv0vdVm0qc1R2EmldlNmA069EphMehnrvHrTX82pRTVxclASandRGWRGZMheX3WFM8dQLGZDDPXdyG1QabbaGVXfSan1Yhuqh6erQ1nMuhmfj9b0Gn6GFiM+qz0A2qm6l+jXkdl8dJmlUxLx/Gefp9Rr3BYrjwEme4zldvNM23u2WaurBZ2s2HmGpz+bq7pgy7y+58+75LvWXzfo8R25XxfzLGevr+bDDoaSq0Y9AqrSY/VqKc0xT7P9H6XWvZsSPV7no4PlOV5/ak0Tct2GdJOKeXQNM079e/vAl/XNO3gbK/ds2eP1t7efs3vApEYo94wDaW2RQ+hm+YNRXEFopTbTYz6wtSXWDHM0UAfdAcx6XWUL/C0IxJLMOgOUl1swWzQ0TcZxGkzUpwHT9uyZdIfIRCNUzw1la+h1IpSij179nD98c60WDxBvytIlcMy5xBWVyDCmC9Cx7AHnVK8d2vtvNucPidqnJa0NXB94RgTvggNpdacHua6FOk83oe6Jnj0797ibz+xiwe2zX98UvX4tw4y7Anxi9/an5HtF7psXN/55nsHewjF43xq39KfOi4kntDonwxSXmSadbrPcg26gvRMBLi5uRSdTjdzvEfdQf6fp07x0PYaHr5JRnsWqny/vhMJjb4MXh+ZMugOEozEMRv11JfM3cEfcocw6JMPd4c9IWqdVkwGHb2TAQZdQfasSV63c5luP2ezvZZu4VicIfeV72LauC9MJJ6YM2DiCkQ4M+BhZ1MJNtO154qmJc+jEpsxa6PuDl2eoMZpmRmllIp0HO++yQAOsxHnVR34q7+fYXcIfyTGjsbVnfrEHYziCUavOV7T1+tSRtyl8h6Y/Xyf63gnEgnauyepLbFS5TBzccSHpmnYzQbqS20YU3zotdg+dy5I5XuermvS2S9MJ6XUYU3T9iz0uvy5My7NnUqpPyE5le/1uYJSc7GZDKwpT+2rcViu3CjWLNDwWGwE32TQzcxNB5Z1I1gtSu0mpm9D2R4ub9Bfe/xmU2IzUWIzsa5qcfmirj8n0qHIbEjr1JtC81rHKDoF+1ozN81uf1sl//2Zswy4gtTN0wEQIlUf2duUsW3rdYqmeXLILFdtiZXaWa6LSqeVb37q5oztV4h00GX4+siUxbZVr87Jek2btdRG4yLywlzdfi4UZoN+1rbaQp3jEpuJfetmb2sopbLeD7h57dKn710vHcd7tnxDV38/hXY+pcppNeK0XvtdLDWHcqrvgYXP96vpdDpuWXslZ9jmRUwzXIx8GjWXyvc8V12Tbwp1Kt+zmqbt1jRtn6ZpX852eYQQ+e/AhTF2NpZc82Qu3fZPJVU/0DG6wCuFEEIIIYQQojAUZGBKCCHSadIf4USfi7vSvBrf9dZVFVHntHDgvASmhBBCCCGEEKuDBKaEEGIBb1wcQ9NYcDWR5VJKsX9DJW90jhGNJzK6LyGEEEIIIYTIBRKYEkKIBbzaMUqxxcCOhvTMdZ/P/rZKvOEYR3tcGd+XEEIIIYQQQmSbBKaEEGIemqbx2oUxbl9XMecKm+m0b10Fep3iQMdIxvclhBBCCCGEENkmgSkhhJhH54iPQXco4/mlphVbjOxuKpUE6EIIIYQQQohVIefXhldKrQV+A2jmqvJqmvZwtsokhFg9Xr0wBsCd62dfujkT9m+o5M+fP8+oN0ylY/HL7AohhBBCCCFEvsmHEVNPAV3A14G/uOpHCCEy7tWOUVoq7TSU2lZsn/unRme9dkFGTQkhhBBCCCEKW86PmAJCmqZ9LduFEEKsPqFonIOXx/nozU0rut/NtcVUFJk50DHKh3Y1rOi+hRBCCCGEEGIl5UNg6n8rpf4Y+AUQnv6lpmlHslckIcRq0N41SSia4K62lZvGB6DTKe5qq+CX50aIJzT0OrWi+xdCCCGEEEKIlZIPgaltwOPAvUBi6nfa1P+FECJjXr0wilGvuLWlfMX3vb+tkh8f6edkv5udjSUrvn8hhBBCCCGEWAn5EJj6INCiaVok2wURQqwur3aMsmdNGTbTyleVd66vRCk4cH5UAlNCCCGEEEKIgpUPyc+PA9IrE0KsqBFPiHNDXu5c4Wl808rsJrY3lHCgYyQr+xdCCCGEEEKIlZAPI6aqgXNKqUNcm2Pq4ewVSQhR6F69MAbA3W1VWSvD/rZK/vrlC7gCEUpspqyVQwghhBBCCCEyJR8CU3+c7QIIIVafAx2jVDrMbKp1ZK0M+9sq+dpLF3i9c4wHt9dlrRxCCCGEEEIIkSk5P5VP07QDwDnAMfVzdup3QgiREfGExmsXRrlrfSVKZW9FvJ2NJTitRg6cH81aGYQQQgghhBAik3I+MKWUegx4B3gUeAw4qJR6JLulEkIUshN9LlyBKPs3VGa1HHqd4s71FRzoGEXTtKyWRQghhBBCCCEyIecDU8AfAjdrmvYpTdOeAG4B/ijLZRJCFLADHaMoBXeuy07i86vtb6tkxBvm3JA320URQgghhBBCiLTLh8CUTtO0q5elGic/yi2EyFMHOkbZ0VBCqT37Ccf3tyVHbR3okOl8QgghhBBCiMKTDwGe55RSzyulPq2U+jTwDPBslsskhChQk/4Ix3tdMwGhbKsqtrCptphXzo8s/GIhhBBCCCGEyDM5H5jSNO33gL8HtgM7gG9omvb72S2VEKJQvd45RkIj6/mlrra/rZL2rkl84Vi2iyKEEEIIIYQQaZXzgakpbwC/BF6a+rcQQmTEgY5RnFYjOxpKsl2UGfvbKoklNN7sHMt2UYQQQgghhBAirXI+MHXVqnyPsMRV+ZRSv62Uej2T5RNCFI5EQuOV86Pcub4CvU5luzgzdq8pxW7S88vzkmdKCCGEEEIIUVhyPjBFiqvyKaXMJKf+CSHEohztdTHmC/OuzdXZLso1TAYdd2+s4oUzQ8QTWraLI4QQQgghhBBpY8h2ARYh1VX5Pgf8M/DfFrOTeELjmZODjHhC3L+pmuYK+7yvn/RH+OHhXk4PeNjWUMIjuxpw2oyL2VVKTvW7eeviOK1Vdu7dmFqn+cyAhzcvjtFcbuf+HOt4Z0O/K8CfPXeehKbx5XdvJBSLc6BjlIZSK+/ZUoNSKzNiJhJL8LPjA7iDUd67tYa6Emtatx+OxfnZ8UG8oeT2a53p3X4hefHsMAad4u4NVdkuyg3et62WZ04McvDyOPtaK7JdnFWrvWuCb756iQqHmT983yZspvTeRg90jNIx5OWWtWXsaMyd6aSLcW7Iw+sXxmgqs/GuzdVprUMTCY2fnxpi0B3kno1VtFYWARCJxXnwa6/T5wpyz4ZK/s8ndqdtn0LkmnhC49mTgwx7Qty3qZq1C7RVAfpdQZ4/NUSJzciD2+s4N+Th4KUJ1lcXLele98r5ES4M+9jbUsb2NE5194ai/PT4AAkNHt5et+S29KA7yHOnhii2GHloRx0mg47D3ZMc6Z5kc10xt6+78X4Zisb56fEBAuEYv7KtlqpiS7o+DoFIjJ8eGyAST/C+pzmukAAAIABJREFUbbWUF5nTtu1c4g/H+OnxAaLxBA9ur6MsjasYv3hmmNc6xzDqFPdsrOL2dRUkEhrPnhpkyB3i3o1VtEzdA653cdTHL8+NUOu08sDWGnQ5NPo9G2LxBM+cHGTMF+Hdm6tpLLNlu0hzcgUi/OzEIDoFD++ow2G5Uhd0j/t58ewIlQ4z79tWe8OshpN9bt6+NM66qiLu2bhybfgBV7L+cVqv1D+rxfkhL69dGKWxzMa709Tmy4dvb8mr8imljMB+TdNeXuxORrwhLo748IZiHOt1Lfj6s4MeOoZ9DLpDXBj2cm7Is9hdpaS9awJfOMbxXjfBSDylbRzunsAbinGy3y1JlIED58cYcocY8YR58dwwR3om8YZinB30MhmIrlg5+iYD9EwEcAejnOhb+Nxbqt6JIL0TAVyBKCf73GnffiF54cwwe1vKcFozF2RO1T0bqrAa9Tx7cjDbRVnVfn5qCFcwSueIjxO96b2eIrEER7qTSe4PdU2kddsr4XB3sg49PeDBE0rvPWbMH6Zj2Is3FONoz5V68kj3JF0TAWLxBK9eGEPTZEShKFyj3jCdM23VyUW950SvC3cwSvd4gH5XkENTC2kc7XERji2uPRmOxTna45qqmxa338XqGPYx4gkz5g1zNoW29PFeN65AlJ6JAL2TAQAOTbWZD3VNkJhllHHPRID+ySCTgSgn+9Nbj18c8TPoDjHui3BmMLN9g2y6OOpjaPpzDqTvc/rCyX5K54iXzlHfzDEc84W5MOy74R5wvSNT96GOYS/j/kjaypWvBt0hLo368QSji+rfZtO5IS9j3jAjnjAXRnzX/O1ojwtPMMrFER/DntAN752+5o/1ughFU+snp+JEnxt3MFn/9E3VP6vFdJvvzIAHTzA9bb6cD0yluCrf48C/zvVHpdQXlFLtSqn20dFkzpZyu5lKhxmdUqyvnj0Kf7W1lXYqHWZsJj2VDvOinlotx4aaYgCaK2xYjKkdtultNJXZsBn1aStbvtrTXIrVpMds1LF3bRlt1Q6UgroSy4oGJmqdVkpsRvQ6xboqR9q3P/15DDrFuqqFz+3V6vKYn84RH/dvys3RhFaTnns3VvHcKZnOl023tZSh1ynKi0xsrE3v9Woy6GidukY3TtXX+WRDdfL7aCi14jCndyRZqc1EdbEFpa7sB2BLnZPSqfp6Q3XRio10FSIbyuymK23VRbYX1lcXodcpSm1GaootbKxJvq+l0o7ZsLi2oNmgp6Uy2c6dfn+6rCm3zbTFWlJoS09/PqfVSK0zOfJpw1QZ26ods46YqSux4rAYMtIuaiyzYjfrMRl0c47qKQRNZbarPmf6+kA2o56mMhsVRWYq7OaZY1hqN1FVbE7eA+Y5BzfUJNvy1cUWSjI4kyVfVDrMlBeZ0ClFW3X6+xjptLbCjtmow2rSs+a6kV1t1Q50SlHhMFMxyyjE6fbY2go75hUctTRd/5TYjNQ40zfyMh9MX2v1pVaKLOlp86lcfrqolNIDz2uadv8S3/cVYCegAXuB/1fTtK/P9to9e/Zo7e3tAGiaRjyhYdAv7oSOJzS0hIZOp1ZkqGgsnlh02TK5jXy2Z88epo83QCyWAMAwVYll6/tZ6rmXyvYTGjmV0HslXH+85/PNVy/xP549y2tfvidnhzo/c2KQX//XI/zr5/fKdL5ZLOV4L0coEsNk0KHTZeZ6zed6OtNlv3r708db0zTGfUEqHLl53Yr0WKnrO9el0l6IxRPodWomcJvqdZqp63t6VNPVbemlHO/rP9/07+YraybbRYmEhkbht7nS+TlvaJ/Hp9rn1x3DxZyD+XwPzYRM9zFSMdf1HU9oKJi1Xz3bdX7937PxGRcqVyFb7HeulDqsadqehV6X0zmmNE2LK6UCSimnpmmLHmt79YgqpdTrcwWlrqeUwqBf/Eml1ylYwZtOOi62XKqUcoHhuqh6tr6fpZ57qWw/g5svCC+cGWZjjSNng1IA92ysxGrU88yJQQlMZZElzXmlrpfP9XSmyz7b9pVSEpQSq0Yq7YXrr5tUr9NMXd/Lfbg7W7kWKmsm20WrJa9RJj/nXMdvMedgPt9DMyHTfYx0mi/IudBxzdZxX83nW7o/ez58kyHgpFLqW0qpr03/LPbNmqbdkcGyCSEKwJgvTHv3RM6txnc9m8nAfZuqeObk4KJzgwghhBBCCCFELsvpEVNTnpn6EUKIjPj5qSESGjywtTbbRVnQI7sbePrEIC+dHeFXtuV+eYUQQgghhBBiPjkfmNI07Z+zXQYhRGF7+vgArZV2NqU5mXUm3Lm+kppiCz9o75XAlBBCCCGEECLv5WxgSil1kmTy8llpmrZ9BYsjhChQw54Q73RN8Jv3rs+LxIV6neLDu+v521cuMuwJUV28ulYBEUIIIYQQQhSWXM4x9SDwEPDc1M8npn6eBX6YxXIJIQrIsycH0TR4aEf+jD56ZHcjCQ1+dKQv20URQgghhBBCiGXJ2cCUpmndmqZ1A7drmvZlTdNOTv38AfCebJdPCFEYnj4xyMYaB+uqcn8a37S1FXb2ri3jX97umVlSWQghhBBCCCHyUc4Gpq5iV0rNrKynlNoH2LNYHiFEgeh3BTncPcmD2/NntNS0X719Lf2uIC+cGc52UYQQQgghhBAiZTmbY+oqnwX+USnlJJlzyg18JrtFEkIUgh8fTk6Fe3hHfZZLsnTv2lxNY5mVf3zjMg9IEnQhhBBCCCFEnsr5EVOaph3WNG0HsB3YqWnaTk3TjmS7XEKI/KZpGj880setLWU0lduyXZwl0+sUn963lkNdk5zoc2W7OEIIIYQQQgiRkpwPTCmlqpVS3wK+p2maWym1WSn12WyXSwiR3965PEH3eIBHdzdmuygpe2xPA8UWA197qTPbRRFCCCGEEEKIlOR8YAr4J+B5oG7q/x3Af85aaYQQBeEHh/soMht4YFtNtouSMofFyBfuauHFs8Mc65VRU0IIIYQQQoj8kw+BqQpN074PJAA0TYsB8ewWSQiRz/zhGM+eHOR922qxmfIh1d7cPn37WsrsJv7yhY5sF0UIIYQQQgghliwfAlN+pVQ5ycTnKKVuJZkAXQghUvLvR/sJROI8dnP+TuObVmQ28B/2t/Jqxyi/PD+S7eIIIYQQQgghxJLkQ2Dqt4GfAi1KqTeAbwO/kd0iCSHylaZpfPutLrbWF7OrqSTbxUmLJ/atoaXSzh//5DShqAwoFUIIIYQQQuSPfAhMnQH+HTgEDAPfJJlnSgghluytS+N0DPv41G3N/P/s3Xl0HFed6PHv7b1brX2XJVmL992JbDlO4iwEEgghCYSEOCRsIQPMDDNwBnjMzHtvYAaYGQaYx05YQgYCIRC2QAgJ2Tc7lu14l3ftu1rqfe/7/mhJlh1rsdxSa/l9zvE5ltR161d9q27d+6tbVUqpdIeTElaTkX+9eQ0trgDfeOZ4usMRQgghhBBCiEmbCw9X+R/AA3xx6Oc7gZ8A705bREKIOevBV5rIdZi5aX3ZxB+eQy5fUsBtl5bznedOcuXSQrbU5E/Lero9IV463se+tkF6vWGUgrJsO/U1+WxbVoDVZJyW9QohhBBCCCHmp7mQmFqutV4/6udnlVL70haNEGLOah8M8tThbv7qqlps5vmXQPncO1azu3mAv3/4dX7/t5dTlGlLSblaa5471suPX27ixeO9JDRkWk0UZ9vQWvP0kR5+8NJpCpxWPnJVDe/fWoXJOBcm5AohhBBCCCHSbS4kpvYqpbZorXcAKKXqgZfTHJMQYg76wYunMCjFe7csTnco0yLDauKb2zdy23de5YM/3sXD912G0zr1Zl5rzcsn+vnqU0fZ0zJISZaNj15dy9vXlbG8OBODIXkrZDgW55WT/fzopdP82x+P8NvX2/nOXZdSkedI1aYJIYQQQggh5qlZm5hSSh0g+SY+M3CPUqpl6OfFJJ87JYQQk9bvC/Pz11q4ZeMiFuXY0x3OtFldls2333sJ9z7YwD0/3MkP37eJ3AzLBZez81Q/X3nqGK+ddlGWbeOLt67ltkvLsZjeOBPKajJyzfIirl5WyBMHu/jMo/u56Zsv8cP31XHp4rxUbJYQQgghhBBinpq1iSng7ekOQAgxfzzwchPhWIKPXFWb7lCm3TXLi/jW9o18/OHXedd3XuHrd25kzaLsSS37eusgX3nyKC8e76Mo08rn3rGa92yumNSzo5RSvHVtKStLs/jAj3dxzw9f48cf3MymKklOCSGEEEIIIc5v1iamtNbN6Y5BCDE/eENRHny1iRtWl7CkyJnucGbEDWtK+emHrHz853u55Vsvs72+kg9fWXPe2+u8oSjPNPbwk1ebaWgeIC/Dwj/fuJL3blk8pWdxVRVk8PB9W7jz/h184IFdPPrRrSwvyUzFZgkhhBBCCCHmmVmbmBJCiFT56Y4WvKEYH7t6SbpDmVGbq/P4899v49+faORnO1v4n1ebWVmaxcrSTLJsZgKRGCd6fBxodxONa6ryHfzzjSt5z+bKi3o2FUBxlo2f3lvPLd96mQ89uIvf/vXlFDitKdoyIYQQQgghxHwxLxNTSqk1wP1AHDgBfFBrrdMblRAiXcpz7Wyvr2Rt+eRuZ5tPsh1mvvTOtfzNtUt4bF8HLxzr5ZUT/QQiMWxmI1X5GXzwimquXV7Epqq8kQeap0JZjp0fvK+O27/3Kh97aA8///AWjCksXwghhBBCCDH3zcvEFHBUa70VQCn1AFAH7BpvgXAsTiSWwGY2EojEybabgeRbqTzBGHGtybKZCETj2ExGIvEEJoPCZjYSisaJJzQZ55lhoLXGHYiiST65Ha3JtJsJReNYTAasJiPBSByNxmhQ+EMxTCYDWTZzSr+Q4e1w2kz4wjEcFiPmSbzOPZ7Q+EIxsuwmlEoOKN2BKBlW48h3cb6HIadDIBJDoVCKMevjXL5wDK01GsiymfGHYyMDZ3cwSiyRYFGOg87BIAYFNrMRo9GAyaCIJfTIrBJPKIrVaMAbimEyKnIcFvzhGC5fmCy7hUybCYNBjewrGjAA0bg+67sVFycQidHvj1CRe/btajetL+Om9WVpimp2WJRj5yNX1c74M7bWlefwxVvX8slH9vGNZ47z99ctm/Z1dg4G6fGEWF+ZOy3lf//5E6wuy2br0sKUl+0ORGlocrFtaR5mc2rPAwDtA0ESOkFFXkbKy06XAy19fPWpE3ziTUtYXp478jw0dzBKhsWIaRLnOpE+sXgCfzhOtuPs/T0aT5zVHxs23F/LnKCfFIklCMXiU+5Pje43XUxCfax4R/evgtE4sbhGKUY+N9ynsZqSfYvhfsS52+XyRUiQoMBpGzeO4f6Hw2Icc7t84dhI33Y0byhKIBKnOCu5Dn84RiyRwKDUSLzD/aep3P493jaEY3HcgShOmwmL0XDefeX8ZYYJxuKYDAaMBoXWmmy7BYvJMPLd2i3JWFtdAfIzzPjCcaxmI9l2M+5gFKvJQDiaOKufNnq/iMYTxBOahNZYTAaicX3e7+9cF7tvJhIa7zl98/lkdJvgDkbHHLN4Q9GRMcjoY8wdjJLQmuFvJtnnVhf0fY0+Pn3hGNYJxjvj1WksnsB/nrbsXJ5QNKXjKl84htmosJqMxBMabyiKQr3h2B+9P/nCsZHx6WQMjwnHOs8OtwtGg5qwPY8nNJ3uIIVOK9ahY2i4HrId5rPWNVF7M+iPEEto8jIsGIbG1+5QBIfZRKbdTDQep9UVpCzHPqnx4mgXe26Y7DnsQuKIxhNnjUsnMt5xBcl9djAQxWo2TCnOsc7fE5mXiSmtdXTUj2GgdbzP+8IxHtrRjC8cG0lO1dfksbW2gCcPd/P4gU784Ri1RU6sRgORWAKT0YDDauT6VSU8caiLWFzzjg1lVBec3dn/44FO/nywiw53EK0h225maXEmVpOBDKuJ61YW8cTBLoLROOFogmPdXspzHdy+qYINFTkp+06ePNzN4Q4PoWgcm9lIrsPM9vrF4zZ+WmseaWilyx1i7aJsrltVzIvHe2loGhhJrGXZzNy1pRKHJb27UqsrwG/2thOKxoBkI3zT+lJqCsd+nlBjl4c/7OvgcKeXZcVO1pVnc6LHP3QwxXj2aC8ZFiMrS7M42uVlIBChLMfOsuJMjAZFjt3CjetK8YSiPH+0l1aXn25PGJvZyPsuq+QnO1s51eujKj+DmzcuYktNHr9saKPXG0Kh6PGFKM9xsLY8m7evW9hJk1TwhqJ86pf7GAhEedvaUt63tSrdIYkh77yknJeO9/H1p4+zpSafLTX507aug+2D3POj14jFNbdsLOPzN69Nafmb/+0v9PjCAHzxllVs31KdsrKj0SjXfOVZfKEY5bkOnvmHq1NWNsBLx3v5p98cIKHh09cv56YNi1Jafjo093q56ds7AXj2eD93ba7kH29cyb7WQXaedpHvtHDn5spJXYgRMy+R0PyioZUeT5gNlTlcs7wISHbcf7azhcFAlMuXFLC5OvkCheH+WjAa57qVxWO+1CEYifPQzma8oRhXLy9k4xSS1MP9pkW5dm6vq5jS9nlCUX62s4VQNM71q0tYWZo18rdH97TRPpAchHV5Qhxsd7OkyMk7NpSR67Dwm73tGBQ4rSYGAlGWFDl586piHtrZgicYZduyAsxGA//5RCNaw99dt5TN1edvW/t8YX6xq5VYXJPvtNDrDVOWY+P2uoqRgfqxbi+PH+jEajKyfXPlSPKndSDA//7tQULROO/bWsWKkix+2dDKoQ4Py0uc3LxhEU6rid+93oHRoHh3XTlFmeMnyUbb3zY4sg2fePMy6ka9LMMXjvHd506wp2WQ6gIHJVk2YgnYVJXHFUsLxixzb/MAX3qikbaBAA6zEcNQn+3KpQW8bW0pjx/oBOC2unIe29fB00d6CEdj2MwmnDYTb1lVTNtAkKb+AIvzHawvz+G6VcUA/PlQF0c6veQ4zAQicToGg5gMCovJgNlowGkzceemyjHfhhuIxHhoRwu+cIxrVxSxfgp9/V/vbafVFWBFSSZvXVt6wcvPZvGE5uFdrfR6w2RYjckElT051hidLDnY7uapw92YDKBRJLTmzauK8YfjPLavg5O9PtAahvbv8lw7164o5oY1JZOKY/j4HI7BaTWxvb7yvEmMUDTOT3ck25urlhdyyaj2JhZP8LPXWuj3RdhcncflS86/377eOsizjT1k2kzcVb94JGk6VY1dHp442IXNbOQ9dRX86VAXL5/ow6AUVywp4PZNZ9q03+1rp6kvgMNiJDg0TtxeXzlh4vSFY73sbh6gINPK9s2Vb0jSnOr18di+TpTSGJQiGtfjtudPHe5mx6l+ynPtfP7mNdjNRn6xq5VuTwiLKTn+znda2Fqbzx/3d2EyKm6vq6Aw8+zHRLxyso8HX2kiHE1wy8ZFbK7O43OPHaKpz09Zrp1tSwrZcbqfQx0eKvPs/PcdGynKmnybNXJuyLGf9T1OhnfonBCMxnnLqhJWlWVNvNAY/nKkh4PtbnIcyQkv4ViCG9aUsKJk/DJfOdnHzlMu8jIsbK9/Y/8oFk/w41eaeP5oLwWZVj5weRXryiffTo11/p6MedtTU0q9Qyl1ECgC+s/5231KqQalVENvby993jCBSLJC2wYCQDLRAdDSH8AdjOINxTjd6yeW0HS4QwSjMcLRBI1dXiKxBAmtR5YdrcWVXN7lizAYiOALx2jp9xOKxglG4hzt8hKNJzPV7YMBwrEEnlCUFtcby7oYw9tzstdHQmsGAlF84di4y4RjCbrcoeTyQ9s2HFeLK0A0nsAXjuHyR1Ia61S0DQSJJzSDgeSMmWR9BMddpqU/QCASxx+OEYjEOdTuIZ7QDPgjtLoChIcO8gPtbsKxBKFo8qpdrzdMnzc8UufD323bQBB/JIYvHGNPyyCeYJRwNE6vN0yrK0CXO0QklmAgEMUdjNLvi+APx1Je1wtV+0CQgUAyJ93Y6UlzNOJcn79lDYvzM/jkL17HG4pOvMAUvXSij2gsgdaa11sHU15+vz888v/f7O1IbdmBKL5Qsl3u9oRSWjbAjtMuYkNX919rcqW8/HR48nD3WT839ftx+SMj7epwOytmp2A0To8neUy1jToXeoIxBofa89ZRvx/ur2nNeftcwwYCEbxDx9JUz7Et/cnlOgaDxOKJKZXR6w0nZ8Xrs7cjFk/QMZjsoxzp9OAPxwhG4/jCMVpdQToGk32aaFxztMs7sh3uYBRPMDry86EOD9G4JpbQHOoY+7w33P9IaM2RofNjx2CIyKjtanUF0Do5yO7xnml/jnf7RrbhYLuHtoEA/nCMUDSON5SMt32oDxYZ1W+crNHbcKDdfdbf+rxherxh4glNrzdCc39wZNvHLbPTQzASIxyN4wnF8ASjBKMxujwhjnV7iSWS6+sYDNLYmfx+uz1hgkPbdLDDTVxruj3J7230+ob/f6LHRygaZzAQwR2M0uMJ4w8nxwbd3rG/g35fZKT/3TrOPjyWROLMeGMqy892oaF+MzCy77uDyX7zaMPHU68vgssfHjrGgrS4AnhCyeMkWfcRXP5kHbVOsi2IxRO0Dwwfn8kYxhvvjG5vzl2HPxyn35dcbrz9dvhv3lAMV+Dix1WtruSEiGAkToc7SJc7NPI9tg8GiZ517Ce3tbHLM7JMnzc8VtFviDnZLr/xPNs2ECShk2PcjsGh8eQY7XlLf4DjPT4geSy6/BFCsfhIX2h4X+j3RTjZ4yehk+3N+fpKrUNtZTAa52Svj7aBAIOB5M993gin+vy0DwTRWtPnjUw4Xjxf+QDtUzg39PkiZ7b5Isd/w8uf6vUN3QEEba6Jt2U4fpc/MtLnHM0fjtM+ECQST+AJRkf2j8ka6/w9GfNyxhSA1vr3wO+VUt8A3g78ZtTf7if5DCrq6up0RZ6DVWVZuANR1i3KxhuOsbU2mdHetqyQYCSOPxpjfXkOnmCUFaWZhKMJMqwmti0rGDk4znfV46plhYSjCSpyHWggw2JkfWUOgUicLJuJK5cWEktoojE7RmMO+1rdVOTaqb+A7OJkXLm0kN3NA6wocTIYjLEox07eGFdzhtnMRq5YWsDxbh+bq5PZ/yuWFPDKyX6WFTvxhWPkZ1gpy7anNNapWFueTac7SGWeHYNSxDUTXoWqq8pjIBDBbjZSlmOnviaP/W1uqgoyUDqB1mA1GXjzqhKeaezBHbJRU5BBdWEGFoMRo1GxsSKX4FCS8e3rSznW5cNpM3FHXQUaxYE2EytKM7lqWSFLipw09QcozLSgNSwJO8m0mrhk8fTcbrTQLCt2cvmSApr6/Nw2xavbYvo4rSa+evt63vWdV/ji44186Z2pnck07L31Vfz5YDcDgQgf3Zb6h92/fX0Jv3u9C5MBvrN9Y0rLLsl2sLk6n4Ptbm5YU5zSsgHeW1/JvtZBYvEEH7g8dTO90unebbV88U9H0YACbt5QxqIcO1trC3j5ZB8VuQ5yHOOf60T6ZFhNXFabz6leP1tqzvR7CpwWNlbm0OUOsaX2zCyg0f21SxeP3U8qzbaxrjybPl94yjM0ty1L9puWl2RO+XbQxXkOVpZm4gnFzpoJZDIauHJpIUe7vFy1rIDTfQFMRgOL8+1sqs4lw2Kiwx1Mzm5Yms/xbj/ryrMpyrSyoSKHbk+ILTX52M1GjnQmL6rdOM7MmaXFTk73+YnEElyzvHBkpvjoGSiXVObi8kdwWk1nzf7fWpPHzlN9uAJR3nnJIgqcVrrcIcwmAzUFGdRV5WI1GejyhDAZDSwrvrA3sF6/qoTDHR4S+o3bUJHn4MqlhRhVHytKs6jItdPtDbO1dvw6vWFNCUc6PDitJrLt5pGZTNuWFXDFkgLCsQRKwarSbN5dV84jDW2sLssiGImTm2HhxrWl7G93k+uw4LCY2FR1pp+2bVkhe5oHuXxJPj3eMPkZFhSKTLuJaDx5K03tOLP1F+XYWbsom35/mM1VF97XNxgUVy0r5Einl42VqbuzYrbIsJrYUpPP6T4/l9Xm09TnpyTbRuE5L0+pq8rDG4qxsiQTVHIwXFeVm7zAH4ySPzTG0YBBQYHTypXLxp5lN5rJaGDbsuTxuaUmjxZXgLwMK4tyzj/eKcmysb4imx5PmPpzZi1mO8xsqsqjdSDA5bVjr7++Oo9gJEaB00pZ9uRn74zl0sW5DAQiZNlMLCvOxBeOA8kJZFcuLThrlsxVywo51OGhvjqPtsEgWTYzi/Mnvt3/iiUFvHqqn8X5jvPe7rW+IocebxiryYDdbKDPFxmzPd9UnYfVYuCP+zpZW57Nohw7BoNia20+J3v9I99hZV7yTpPhWw6XFr/xWNtaW0CLKzn54PrVJdQWOtlam8+RTg/VBU6uXl5IWbaNpxt7uHRxLqsXXdispeEx9fIS5wWfGyrzHKwszcITjJ7VrkzFtqUF7GoaYGttPgOBCJ5QbFJjyq21Bbx0oo/yXPt5Z3ZmO8xcs6KIWEJTmm1jU/WFxTnW+Xsy1Hx8JrhSyqq1Dg/9/wvAi1rrJ8732bq6Ot3Q0DCj8Yn0qaurQ+p74ZD6nn2++PgR7n/hFA/dWz/mlPapkvpeWKS+Fxap74VF6nthkfpeWKS+Fxal1G6tdd1En5uvt/LdoJR6Xin1PFAMPJnugIQQQsAn37yMmoIMPvPofrnFSgghhBBCCDE/E1Na699pra8a+nev1npqDwcQQgiRUjazkf+8bR3tg0H+44nGdIcjhBBCCCGESLN5mZgSQggxe9VV5fG+y6r4n1ebee30/HgItxBCCCGEEGJqJDElhBBixn3q+uWU59r5zKP7CUXj6Q5HCCGEEEIIkSaSmBJCCDHjMqwm/v2d6zjd5+drfzmW7nCEEEIIIYQQaSKJKSGEEGlxxdIC7qir4PsvnGJ/22C6wxFCCCGEEEKkgSSmhBBCpM0/3riSwkwrn/7VfiIxeU+FEEIIIYQQC40kpoQQQqQd7NthAAAgAElEQVRNtt3Mv92ylsYuL999/mS6wxFCCCGEEELMMElMCSGESKs3ryrmpvVlfOOZ4xzr9qY7HCGEEEIIIcQMksSUEEKItPuXm1bhtJr49K/2E0/odIcjhBBCCCGEmCGSmBJCCJF2+U4r//KO1bzeOsgDL59OdzhCCCGEEEKIGSKJKSGEELPCO9aX8aYVRfzXk0c51etLdzhCCCGEEEKIGSCJKSGEELOCUoov3LoWm9nI3/xsL6FoPN0hCSGEEEIIIaaZJKaEEELMGiXZNv7rtvUc7vTwpcePpDscIYQQQgghxDSTxJQQQohZ5bpVxdx7RTUPvtrMnw50pjscIYQQQgghxDSSxJQQQohZ59M3rGB9RQ7/8Mt9HOn0pDscIYQQQgghxDSRxJQQQohZx2Iy8L33XorTZuLeBxvo8YbSHZIQQgghhBBiGkhiSgghxKxUkm3jB/dsot8f5sP/sxt/OJbukIQQQgghhBApJokpIYQQs9ba8mz+33s2cqBtkHsfbJA39QkhhBBCCDHPSGJKCCHErHb96hK+cvt6dpzu576f7JbklBBCCCGEEPOIJKaEEELMerduLOff37mWF4/38t4f7GQwEEl3SEIIIYQQQogUkMSUEEKIOeGOTZV8885L2N/m5rbvvkpTnz/dIQkhhBBCCCEukiSmhBBCzBk3rivlfz60mV5vmJu++RJPHupKd0hCCCGEEEKIizAvE1NKqXql1CtKqReVUl9LdzxCCCFSZ0tNPn/42yuoys/gr3+2h/bBYLpDEkIIIYQQQkzRvExMAc3AtVrrK4EipdTaVBWcSGiOdnnpdE88EPKEohzqcBOIpOYV55FYgsMdHvp94ZSUN1WxeIIjnR56vWfiONXrm1O31XS6gxxoc3Oo3Y3LH8EbivLY/nZ+93pbyupLCDF9KvIc/PIjl/HA+zezKMd+1t863UGOdnlJJHTK1xuLJfjzwS72tw2mvGyA1oEAv9/XLs/QugB/2NfBZx/dx94mF1qnvs6FGE1rzbFuLx0XmRB3B5N9xGBkdr3MoX0wyPFu75SOpS53iN3NLg62pa7vC+Ad6k/7w2eXGY0n+8VdniBHOj0c7fJwuMNDJJYY+UyPJ0Rjl4f4NJwPROpN5/l7pp3s9dHcP7mxUTyhaezy0OMJnfX7dI/9gpE4hzrcuIPRaV/XWHWvteZ4t/eiL0KGokPbEjj/tgzXQfc5dTAfuPyRN7SNs5Ep3QFMB6316Hs7YkDKzvo7TvWz87QLg1LctaWSAqd1zM/+sqENTzBKUZaVu+oXX/S6nzrczbFuLxaTgQ9dUY3NbLzoMqfimcYeDnV4MBsV77+8mlZXgCcOJr/ym9aXsqQoMy1xTVafL8wju9o40unBYTGypNiJNxTlj/s7MShFY6ePz7x1RbrDFEJMwGY2csXSgrN+N3x8J7Rmc3Uely8pGGPpqbn/pVM8f7QXg1L8261rqC10pqzsWCzB//3dQfzhOC8e7+PLt61PWdnz1c5TfXz21wcIx+I8f6yPb2y/hEsX56Y7LDGP7Tzt4tWT/SgF2zdXUpRlu+AytNb8sqEVbyhGWY6bOzZVTkOkF67THeSXDa1oDVcsLWBTVd6kl3X5I/xiVyu7m13kOy1sqspne31qtutXu9sYDEQpyLRy95Yz/emnj3RzpNNLiytAgdPCkU4vaxdlsbY8h7etLcUdiPLwrlbiCU1nRYhrVhSlJB4xPab7/D2TDnW4efJQNwDv2FA2YV/hheO9vN4yiNGguOeyxeQ4LED6x36/39dOx2CITJuJD11RjVJqWtYzXt3vbh7gxeN9KAW311VQds7FyMl6bF8HbQNBMqxGPnRFDUbD2dvy0ok+9jQPYDQo7t6ymNwMy0Vt02wRisZ5eFcL4WiCk71Oblpflu6QxjRfZ0wBoJRaBxRorQ+f8/v7lFINSqmG3t7eCyozFEvmuBJaEx4n66i1Jjz02VA0NdnJ4Vekx+KaWBqvJISGtjuW0MTiCYKjXt2eqm2dTpFYgoTWxBIJYokE0VgCXyhGQkNCg19mTAkxZw0f33CmzUwlf/jMOeDcq/cXK5ZIjFzNCqS47PlqMBAdqe9oPEF4GupciNGG2xWtGbcfOJ7EqGVn04ypUDTB8ESpC20/I7EE8USCWEITjeuUtr/Dfctzj++R38fixBPJfl1cn4k9Ek+MzJSajvOBSK3pPn/PpNHjoclsy/C+HU9oIvE3Lpuusd+ZYyzBdK4+PE7dD8dwMW0unBm/jt7Pzl7P+etgrktoTTQ2N46reTljCkAplQd8E7j93L9pre8H7geoq6u7oMNsa20BVpORbLv5DbePnLN+bt6wiBM9PlaWpGYG0XWrinm9dZDyXDtOa/qq7toVReTYzZRm28hxWFhfbiYW1xgUrCrNSltck1WWY+fNq4pZVZqFwQBLijKxGBW5GRYSCdheX5HuEIUQUzR8fA8GotRVpX7mzIevrCbTaqIs18a68pyUlm2zmPj4m5by2mkXb1ldktKy56vr15SyvXmAhiYXd9SVU3cBMzyEmIrLavMxGw1k2cxU5DmmVIbRoLh5Qxkne/2zqt9UXZDBtSuK8IdjF3wslWTbuH5NCTWFTjIsRtZXpq59vGVjGce6faw4pz/9ppVF7G0Z5LqVRQwEomytLcBsMrBxaN2FmVbeuraEXm9YZlLOAdN9/p5J68uzicUTmIyKlSUTH+PblhWSYTVR4LRSlHlmFma6x35vW1vK4U4PtYUZb5hhlEqLxqn7zdV5GBRkWE1UF2RMeR1vW1PCwQ4PNQUZmI1vnJuzbWkhGRYTeRkWiqcwE3a2clhM3LS+lNaBIBtS3G9NNTUfn8eglDIBu4EI4Afu0lq3n++zdXV1uqGhYSbDE2lUV1eH1PfCIfW9sEh9LyxS3wuL1PfCIvW9sEh9LyxS3wuLUmq31rpuws/N08TUx4CvADuHfvVZrfWr5/tsQUGBrqqqmqnQRJo1NTUh9b1wSH0vLFLfC4vU98Ii9b2wSH0vLFLfC4vU98Kye/durbWe8BFS8/VWvhDwC6ACOAy8NtYHq6qqUpqxPdjuptMdoiDDQq8vzIaKnCk9GHM69HrD7G0ZoKogg2XFs/sB5dNlNmfotda8dtpFIBLnstr8lD7gsKHJhScU5bKaAuyW85d7uMND20CAuqo88ubJA/9mc31Pl32tg/R6w2yuySPLZp6RdbYPBvj5zlaqCxy869L03Qq7EOt7IRuu711N/TzwchPry7O5b1vttD2cVaTXXD+++31hdjcPUJHnYOUM3r7nD8fYcaqfHIdlRm5na+rzc7Tby5pF2eM+8mIic72+5ytfOMaOk/3kZpgJxxJE45rLavKxmC7sscXD46XNVXlkO8yTqu8DbW66PGeWEZOzt2WAfl+ELbX5M347oNaanaddBKNxLqs5M7Y5X31H4wlePdmP0aDYUpNPx2CQw50eVpVmTfm26bkmHIvz6sl+rCYj9dV5GKbx9smZpJTaM5nPzdfEVDFg0Vq/SSn1H8DNwK+ne6X9vjBPHe4mlkhwqtfPsuJMuj0h7r6sarpXPSlPHe6m2xPiSKeXilzHmAkKkR4ne/28crIfSD5/YtuywpSU29zv58XjfSM/X7ui+A2f8YSiPHm4C62Tr7B+d508Z2su6vaEeKaxB0g+9PVta0tnZL0/fPE0hzo87GpysbIsi1Wl2TOyXiEA/uNPR+l0BznQ5uby2gLWzPJnKIiF6ekjPbQPDbQq8hwzNkB85WQ/B9vdABRlWqd1gKe15g/7O4jGNa2uAPdeWTNt6xLp8dLxXo50eun1hrFbDDitZqwmA1tq8iddhssf4anDyTfWBSIxbt6waMJl+n1h/nLkwpYRyTdtPnc0+aKvWCLBDWtmpl847HiPj1eHxjYWo2HcNy3uax1kd/MAAFk2My+d6CMUjXOq189Hr66dkXjTbXfzAHtbBgHIzTCzYhLPJ5tP5utb+dzA80P/fwZYOfqPF/NWvvHYzEYsJgMGpci2JzP5WfbZk9HPsic7QXaLAZNxfmRg55NMmwnD0JX+VO43GVbTyAMLx5pBYzEasJqMQ3HMnn1WXBi7xYh56NjOtM3cdYfhGXYWk4Fc+/yYbSfmjtxR+9/wK7aFmG2G+2A285l2eiYMnwuMBkXGNCfDlFIjCbeZmrErZtZwHzHDasRiTPYbL7SubWbDyAyryfZVhsdYU1nfQuYwm0b1C2f+e8u0mRiexDxRXY8e+2TaTCOfH247F4LhfVsp0vqis3SZr1v8CvDhof9vAE6P/uPFvJVvPBlWE3fVV+LyRyhwWunxhlmcP3umHt6wuoSVpQGKMq3nfRuBSK/iLBt31lcQiiSoTOF+U+C0sr2+En84xuL887/NwmY2sr2+kj5fmKoxPiNmvyybmbvqFzMYjFI1g23PR7bVsr4ih/IcO6UXcevGXBOLJ2js8jIYiFKaY6OmIENuI0uDr92+nscPdrJuUQ7lC2S6v5h7rltZzNLiTAozrSMXgmZCfXUeJVk2Mm2mGblN/45NlbQPBinPXTjngoVka20+ZTl2su1movEE0XiC8twLa3cdFhPvrV9Mv3/yfc7RYyzpp05etsPM9vrFuGe4XzisNNvO9s2VhGOJCWdrLivOJGOTCYNKLleSbaNtYGG1JWsWZZNtN2MxGebVmwEna14mprTWryulgkqp54A+4Gszte4ch2Xkiu1smi0FYDIaqC10pjsMMY7Rr4hNpQKnlQKnddzPZNvNIzP9xNyVm2EZmUEyU0wmA1cuTc2tp3NBNJ7ggZdPc/8Lp+jzRUZ+X5Xv4GPXLOFdl5RP62uVxdmcNjO311WmOwwhxpWuPphSiqqLeMX6hbJbjCwpkr7mfKWUojoF+1O2w3zBz4kaPcYSk5eXYUnrs2Mv5FnLo59LZzMvzLZkoTxP63zmZWIKQGv9D+mOQQghxPziDkT58E8aeO20i23LCnnXJYsozrJxstfHI7ta+fSv9vPbve3893s2TFuiWQghhBBCiPlk3iamhBBCiFTyh2Ns/8EOjnf7+Ort63nnJeUjf9tSk8/2zZU80tDK//39IW791iv8/MNbUnpbrhBCCCGEEPORPGhICCGEmIDWmr97eC+NXV6+d/elZyWlhimluGNTJY/81WX4IzHe/b1XaHUF0hCtEEIIIYQQc4ckpoQQQogJ/HRHM3850sM/37iSa1YUjfvZdeU5PHzfFoKROB/48S7cgegMRSmEEEIIIcTcI4kpIYQQYhytrgBffLyRbcsKef/Wqkkts6Iki/vvqaOlP8BHH9pNLJ6Y3iCFEEIIIYSYoyQxJYQQQozjS386AsB/vGstSk3+bXtbavL5wq1reOVkP1/7y7HpCk8IIYQQQog5TRJTQgghxBh2Nbl4/EAXH7mqltJs+8QLnOPddRXcUVfBt549ybONPdMQoRBCCCGEEHObJKaEEEKIMXz5iaOUZNm4b1vNlMv43M2rWVmaxSceeZ0eTyiF0QkhhBBCCDH3SWJKCCGEOI/XTrt4rcnFR6+uxW4xTrkcm9nIN7dvJBSN8+lH96O1TmGUQgghhBBCzG2SmBJCCCHO49vPnaDAaeGOTRUXXVZtoZN/fNtKnjvay0M7W1IQnRBCCCGEEPODJKaEEEKIcxzqcPPc0V4+cHk1NvPUZ0uNdveWxVy5tIAv/PEIp3p9KSlTCCGEEEKIuU4SU0IIIcQ5fvJqM3azkfduWZyyMpVSfPm29VhMBj7xyD5i8UTKyhZCCCGEEGKuksSUEEIIMYonFOV3r3dw84Yysu3mlJZdkm3jC7euYV/rIN969mRKyxZCCCGEEGIuksSUEEIIMcpv9rQTjMa5qz51s6VGe/u6Mm7duIivP3OcPS0D07IOIYQQQggh5gpJTAkhhBBDtNb8dEcz68uzWVuePW3r+dzNqynJsvGJX7yOLxybtvUIIYQQQggx20liSgghhBiyp2WA4z2+aZstNSzLZuZrd2yg1RXg848dmtZ1CSGEEEIIMZvNy8SUUqpKKdWtlHpOKfVkuuMRQggxN/xmbzt2s5Eb15VO+7o2V+fx0atreaShjT8d6Jz29QkhhBBCCDEbzcvE1JCntNZXa63fku5AhBBCzH6RWII/7O/kLauLybCaZmSdf3/dMtaVZ/O/fn2ALndoRtYphBBCCCHEbDKfE1PXKKVeVEp9YrpWEE9oXj7Rx0vH++S137PUwXY3fzncjTsQTXco49rdPMCzjT0EIpN71kzbQICnDnfT6gpMc2RirtnfNsjTR7rxhmZun/eEojx9pJsDbe4ZW+d0eP5YL4OBKLdsWDRj6zQbDfz3HRuIxBJ8/OG9ROVccsF2nOrjv/58lF2nXekORYh5aXezi2cbewhG4ikvO57QvDLUl54P7V8ioXn1ZD8vHOslEpv723MufzjGM43d8uKOOeT11kGeaey+qOdZhmNxnj/Wy45T/SQSOoXRTb/pjD0QifFsYw+7m+V4SIWZuSQ88zqBZUAY+J1S6mmt9f5Ur+Rgu5vXhjrCdouRSxfnpnoV4iIM+CM8dbgbAH8kxs0zONi8EK2uAC8c6wWSHbTrVhVPuMzjBzrxh+Mc6/by19csme4QxRzR4wnx9JEeAMKxBG9bO/23owG8cKyX490+wE1Jto3CTOuMrDfVfru3nfwMC1csLZjR9dYUOvniO9fwiV/s49//1Mj/fvuqGV3/XOYNRfnBi6fxhmIc6/ayelEWDst87doIMfOa+/28cKxv5OdrVhSltPxDHW52jvSlDVy6OC+l5c+0o91edpzqB5IXHi6rzU9zRKn18ok+DnV4ACjKtFKe60hzRGI8ne4gzzYm+4WRWIIb1kytX7ineZA9Q8mXHIeZFSVZKYtxuu1uHhiJPddhYXlJZsrKfvVkP/uHLsoWZVqpyJPj4WLMyxlTWuuw1tqvtY4BfwDWjP67Uuo+pVSDUqqht7d3yutx2s50frNs0hGebaxmAxZTchd3ztBtOVPhsBgxGhQAmZPcj5xWMyD7nTib1WzEbEzuSzO5z2fakvuj2aiwmefmacUTivLUkW7evq4Us3Hmt+HWjeW8f2sVP3zpNL/f1zHj65+rzEbDSCLKaTVhMszN/U+I2cphMWFQQ+eVaehzjD5XDZ9L5jKn1cTQ1zXpPt1cMlxHRoMiQy4CzHoOswnTyBhj6sfX8L6s1OweU51P5tCYSanUt2HD34XRoHBYjCkteyGaW3vWJCmlMrXW3qEfLwe+MfrvWuv7gfsB6urqpjynr7bQye2bKtBayxWDWchhMXFXfSV9vgg1BRnpDmdM+U4rd26uxBeOUZU/uf3onZcsom0gwKIc2e/EGdl2M9vrFzMQiFCdP3P7/JVLCijPtZPrsMzZgcUTB7uIxBLcsjF9Myv/8W0rOdTh5jO/2k9NQQZrFmWnLZa5wmY28n9uWsW+1kEuqcwZuRghhEiNwkwrd9ZXEAjHqZqGvlRNoZM7NlWQmCd96Yo8B+/ZVEk0npiXsye21ORRnGUly24mN8OS7nDEBLIdZrbXV+IORqm+iON3zaJssu1mzEYDJdm2FEY4/daWJ2O3mg0UZ6U29s3VeRRl2XBaTeQ75+bdArPJvExMAVcqpf6V5K18L2mtd07Xihbl2KeraJECOQ4LOY7Zf+IszLRe0O1PNrORJUWpm4oq5o+8DAt5M9xZNBgUtYXOGV1nqv3pQCfluXY2VOSkLQaLycC37rqEW7/1Cu9/YBe/+djWeTmwSbUCp5U3rZz4FmghxNQUZdpgGrscZfOsLz3XBu4XQilFzRw/3y80+U5rSpImc7k/UjnJC/8XSil1UQk/cbZ5eWlRa/241vpSrfVWrfWn0x2PEEKI2csTivLyiX5uWF2CGr4HI02KMm08+MFNROMJ3vej13D5I2mNRwghhBBCiOk2LxNTQgghxGQ929hDJJ7ghjUl6Q4FgCVFmfzwfXW0Dwa5+4c7GZDklBBCCCGEmMckMSWEEGJB+/OhLgozrVxSOXverFpXlcf37r6U4z0+7vz+Dvp84XSHJIQQQgghxLSQxJQQQogFKxiJ82xjL9evLsZgSO9tfOe6enkRP3rfJpr6/dzxvVdpdQXSHZIQQgghhBApJ4kpIYQQC9YLx3sJRuPcsLo03aGc1xVLC/jxBzbT6w1z67dfZk/LQLpDEkIIIYQQIqUkMSWEEGLB+vPBLrLtZupr8tIdypi21OTz649djsNi4j337+DXe9rSHZIQQgghhBApI4kpIYQQC1IkluCpI928eVUxZuPsPh0uKXLy27++nI0VOXzykX189tf7CUXj6Q5LCCGEEEKIiza7e+JCCCHENHnttAtvKMb1q2fH2/gmkpdh4aF76/nra2r5+Wut3PrtVzjd5093WEIIIYQQQlwUSUwJIYRYkJ5u7MZqMnDFkoJ0hzJpJqOBT12/ggfev4lOd5CbvvESfzrQme6whBBCCCGEmDJJTAkhhFhwtNY809jDZbX52C3GdIdzwa5ZUcQfP34ltUVOPvrQHj7/2GEisUS6wxJCCCGEEOKCmdIdwESUUjnAPUAVo+LVWn88XTEJIYSY2071+WnuD3DvFdXpDmXKFuXY+eVfXcYXHz/Cj14+zeutA3xz+yWU5djTHZoQQgghhBCTNhdmTD1OMil1ANg96p8QQggxJc8c6QGSM4/mMovJwL+8YzXf3L6Ro11e3v6Nl2hocqU7LCGEEEIIISZt1s+YAmxa60+mOwghhBDzxzONPSwvzqQ815HuUFLi7evKWFmaxb0PNnDXD3by9Ts3zpmHugshhBBCiIVtLsyY+olS6sNKqVKlVN7wv3QHJYQQYm5yB6PsanJx7cq5PVvqXLWFTh796FZWlmbx0Z/u5pcNrekOSQghhBBCiAnNhcRUBPgy8CpnbuNrSGtEQggh5qwXj/cSS2jeNMdv4zufvAwLP//wFi5fUsCnH93P7/d1pDskIYQQQgghxjUXElOfBJZorau01tVD/2rSHZQQQoi56ZnGHnIcZjZW5qY7lGlhtxi5/+46NlXl8YlfvM4zjd3pDkkIIYQQQogxzYXE1CEgMJUFlVKfVEq9lOJ4hBBCzFHxhOa5o71cvawQo0GlO5xpY7cY+dH7N7GqNIu//dlejnV70x2SEEIIIYQQ5zUXElNx4HWl1PeUUl8f/jfRQkopK7B++sMTQggxV7zeOojLH+HalcXpDmXaOa0mvn9PHQ6riXsfbGDAH0l3SEIIIYQQQrzBXHgr32+H/l2oe4EHgc9f6IInenw09fnZUJlDgdM6hVVPLByLs/OUC5vZyKaqXJQa+8p9pzvIoXYPS4ud5GZYaGhyUZRpY82i7Emtq20gQGOnl+UlmVTkXdwbqFz+CHuaB6jMd7CsOPOiykqlaDzBzlMuDAoMSnGo001lnoMrlxZiMxtnLI79bYP0+yJsqs7DaU0eXr3eMPtaB1lc4KDfFyEaT7ClJp8ud4ijXV5WlWXR5QlxpMPNgXY32XYLH7u6lmyHZdribOzy0D4Q5NLFueRM43oWssPtbr7z/ElWl2XxkauXpDucafXqiV7+72OHqS108p33Xjpj6z3U4abLHaKuKo9su3lSyzzb2IPRoLhqaeE0Rzc7lGTbuP/uS7njezv41K/28/17Lh33fDMXffbRffx+XwdVBRl84dZ1bKjISXdIQswL4VicHadctLoClOfY2VKbf94+VTSeYMepfsxGA5ur8jCMmo366O5WWlwBttcvpjjLBsDBdjc93mTbbTMZefDV03QOhthUlcfWJQWTbs9TwR2M0tDkojjLSjCaIBCJU1+dN2bfscsd4mC7m6XFThbnZ4xbdqsrwNEuLyvLsliUYwdAa82upgFC0Tj1NXlYTW9cz4vHe9l5ysUNa0re0Ncfjrck28bqssmNA1LFE4pe8BhkKk70eGnqC7CxMof8McZhgUiMnadcb7gtf/j7Kcq08OiednzhOHfXV9Lri7BmUTYl2bZpi/ti+MIxXjvdT4HTyrry6T2HRWIJdp4+//GaDke7vLS6Aly6OJdIPMHPdjZTle/k1ksWcbjDw+utA2RYTGypzR9pQ8YzGIjwxMEuQtE4b15dwqIcO839fo53+2b1PnAxhsf6K0rn9tumZ31iSmv9oFLKAiwb+tVRrXV0vGWUUmbgKq31t5RSF5SYCkXj/HF/Jwmt6fGG2V5fOcXIx7e7aYDdzQMA5DjM4yZ5Hj/QhScYpbHLQ2Weg5O9fsBNabZtzAZ7tD/u7yQQiXO8x8dHr669qLj/crib9sEgBzvcLMqxk2GdHbvQvtZBdjW56PeFGQxG6fWGWZRrx2QwcM0MPeC42xPi6SM9QHI/euvaUgCeONRFnzfM88d6ybabMBoMWE1GdjW5iMQS7GkZwKCS322PL0yWzUymzcTfXLt0WuL0hKI8cbALrWEgEOW2S8unZT0L3b89foTmfj97WwfZtrSQVdPYiUu3f/jVfnq9YZr6/PxiZwt3TFO7OdqAP8KTh5LPTvKFY9y8YdGklnu6sYdLF+eS7Zi5gU+6bazM5TNvXcG//uEwD+1s4b1bFqc7pJRp6Q/wi4Y2EhoOdXj50Uun+F9vXUnZ0CBQCDF1u04P8MyRbhq7vCwrdqLhvH2qvS2DNDQl+7RZNjOryrIAONzh5pGGNgACkTj/dOMq+nxhnjqcbLv94TixuOaJA110eUI09fuJxBOTbs9T4bmjPZzq9ePyR7BbjNjNRgwKrhzj4sXjBzpxD/XJP3b1knEH9Y/t7yAcTXCqz8d925L97xM9Pl4+0QeAyaDYuqTgrGVCkRjffe4ksYTmVJ+Pb9919sWe4Xj3t7kpzbaTlzFzFxefP9rLiR4f4KYk2zYtF++DkTh/3N9FQmt6fWHu3Hz+/sTLJ/o52O4GoCjLNpL4G/5+9ra4ONbtw6AUx7u9XL28iBZXgA9eUZ3ymFPhxWO9NHYlb7kvyXIhJSkAACAASURBVLJRNIkEzFTtbRkYOV6z7WZWlmZN27om4gvH+NPBzqExSYSj3V4OtLnZccpFWa6Nl0/0sev0AFl2E65AhA9cPnH9PX2kh9/v6yCe0HhCUf7mmqU8tq+DaFzP6n3gYjy2r5NQNM6JXh8fuerixvrpNOtv5VNKXQ0cB74FfBs4ppTaNsFidwM/G6fM+5RSDUqpht7e3rP+ZjQo7Jbk15Jhnb6ZNsMJHaWYMLnjHIrDYTGRaUsOpiwmA9ZJzgQaLt+Zgu0ZLstmNmIyzp6r7sNxmU0GHBYjCrAYDThtM5c4s5mMmIY6KKPXmzkUW6bNhGFopkKG1TgyoyrHYcZkMGCzGDEqhdGgyMuYnpl6kPxeLKbkPu6cJYnF+Wh4JprJoMi0z+/vOWvo6rZBKSrzZyYhYDFd+H7cMRjkSKdnXr6NbyIf2FrFtmWF/OsfDnOy15fucFIm03qmXYVkO2ufwVmyQsxnTpsJs9GAUsk2d6w+1ej+8uj2ONNuHukXDZ8TrSYDZuOZvlJehhmlFEop7GbjjPdLhteXYTViHu7DjRPD8N8cFhMTTT51jvS/z1wIcVjPLHe+/r/JkOzHAiN9/vOVaTEZsJpmdhg3E+s2GRU288Tn9uF9zmhQZ7X5GZbkMtkOy0jSMHfoQtRMjgku1PC+YDKoSY/vLnZdSqV/HGAyqJFZg06riZyh/qTZqMh1mLEYk+2FxWiY9GSIDKsJi8mA0aDItltQKnm8Dq9jPhret+f69imtdbpjGJdSajewXWt9dOjnZcDPtdZj3i+ilPoPYAOggXrg/2itv3G+z9bV1emGhoazfucJRel2h1icnzEy8JkOzf1+rCbjhFMKQ9E4ra4AZTl27GYjp/r85GVYJn2VJBiJ0zYQoDzXgd1ycY1dNJ6gqc9PUZZtRqdaT0arK4DRoDAoRcdggNwMK1X5jrNuW6mrq+Pc+k6l4Rlb1fkZIyfESCxBc7+fkmwb3lCMWFxTme8gEInRPhCkIs8xss+1uvzYLeZpn+U1GIjQ5wtTlZ+ByTjr89NTNt31PZ5gJM6vdreyoSKHtdM8LTvdAoEo//7kUTZV5XLTDF7pHvBH6PeHqS5wYjSoCev7oZ3N/NNvDvLUJ7axdBbdijxTerwhrvvK86wszeLh+7bM+Vv6hut756k+vvxEI29eVcy76iqn7RZ8kV7pbM8XsqY+P4FIDLvF9IY+1Wgt/QFMRvWG2Yonur20DATZtqQA01Cf2uWP4PJHqClI9pV2Nw/gDkSozHdMuj1PlXhCc7rPR36GlUg8QTASp6pg7Fv0RvfJJxooj+7njb41sMsdIhyLj3krYLcnxIG2Qepr8t+QnErG6yc/w0LuDM6WAkgk9AWPQSZrdH0P94mrCjIwj9FH1ToZS5bNTGHmmTZ/dH3uaXHhCcZ48+oSOgffWA+zyfB3m+swT+pumIvV0h/AbFKUZqdndvHo+nYHovT6QlTlZ4CGF070UZlrZ0lxJoOBCC0uPxajkaqCjEnVXyye4EiXh0gsweqybGxmI/5wjI5Zvg9cjFSO9aeDUmq31rpuws/NgcTUfq31uol+N87yL2mtrxjr7+dLTIn5Szq2C4vU98IyUX1/6Me7ONbj5YVPXTPnkzJT9fPXWvjsrw/w5dvW8e66inSHc1Hk+F5YpL4XFqnvhUXqe2GR+l5YJpuYmgtTJRqUUj9USl099O/7wO7JLjxeUkoIIcTCEIzEeelEH29aUbxgk1IAd9RVULc4ly8+fgSXvKVPCCGEEELMAnMhMfVR4BDwceDvgMPAR9IakRBCiDnl1VN9hGOJGXsZwmxlMCi+cOtaPKEYX3/6eLrDEUIIIYQQYk68lS+slPom8BTJZ0ZN+FY+IYQQYrRnGnuwm43UV+elO5S0W16SyR2bKvjpjmbuuWwxNYXOdIckhBBCCCEWsFk/Y2rUW/m+yeTfyieEEEIAyYekPtvYy+VLCublQy+n4u+vW4rFZOA/nzia7lCEEEIIIcQCN+sTU8BXgLdora/SWm8Drge+luaYhBBCzBHHe3y0Dwa5doHfxjdaUaaNj1xVyxOHumhocqU7HCGEEEIIsYDNhcSUWWs9cklXa30MMI/zeSGEEGLEM409AFyzojDNkcwu915ZTYHTytf+cizdoQghhBBCiAVsLiSmLuqtfEIIIRa2Zxp7WFmaRWm2Pd2hzCoOi4m/2lbDyyf6ZdaUEEIIIYRIm7mQmJK38gkhhJgSdyDK7uYBrlkus6XO564tleRnWPh/8oY+IYQQQgiRJrM6MaWUMgI/1Fp/VWv9Tq31rVrrr2mtw+mOTQghxOz34ole4gktz5cag8Ni4r5tNbx4vI/dzQPpDkcIIYQQQixAszoxpbWOA4VKKUu6YxFCCDH3PNPYQ47DzMbK3HSHMmvdfdli8jIsfOMZmTUlhBBCCCFmnindAUxCE/CyUur3gH/4l1rrr6YtIiGEELNeIqF5/mgvVy0rxGhQ6Q5n1nJYTHzw8ir+68ljHO3ysrwkM90hCSGEEEKIBWRWz5ga0gH8gWSsmaP+CSGEEGPa1zZIvz8it/FNwl31i7GbjXz/xVPpDkUIIYQQQiwws37GlNb6c+mOQQghxNzz7NFeDAq2LZUHn08kN8PCHZsqeGhnM//wluWUZNvSHZIQQgghhFggZv2MKaXUMqXU/UqpJ5VSzwz/S3dcQgghZrdnG3vYWJlLboY8pnAyPnh5NfGE5sevNKU7FCGEEEIIsYDM+hlTwC+B7wI/AOJpjkUIIcQc0OMJcaDdzaeuX57uUOaMynwHb11TykM7m/mba5fgtM6FLoIQQgghhJjrZv2MKSCmtf6O1vo1rfXu4X/pDkoIIcTs9dzRXgCuWS7Pl7oQH95WgzcU4+HXWtIdihBCCCGEWCBmbWJKKZWnlMoDHlNKfUwpVTr8u6HfCyGEEOf17NEeSrNtrCyVd2VciA0VOWyuyuOBl5uIxRPpDkcIIYQQQiwAszYxBewGGoD3AZ8CXhn63fDvx6SUWqOUekUp9aJS6gGllLwnXAghFohILMGLx/u4enkR0vxfuHuvrKZ9MMifD3WnOxQhhBBCCLEAzNoHSGitqwGUUjatdWj035RSE70u6KjWeuvQZx8A6oBdqYotHIvz8ok+mvoCrCzNRKGIJTSbq/OwmM7O9XW6g7x6sp9ILEF9TT7VBRlTXu9gIMKelgHKcx0sK76wWQDDz1tZUuRkcf7UYwBwB6PsaR6gJNvGytKsiyornXq9YR5paKXIaeWWjWXsbXUTiSVG6vFQh5seT5i6qlysJiOvnXZhMRmoW5zDnpZBgtE4m6vzsJqMI+XtbxukptBJdUEGhzs8dHtCXFqVS5bNnOatXdgeaWilyx1ie30FBc6ZedvYs0e7+dLjjawuzeJr79k4I+sEONjuptcXZlNV3oJ9RlBDkwtfOMa1K+Q2vql408piFuc7+MFLp7hxXWm6w5nQ7d99mcOdHu7ZUsWn37oy3eEIkVJtA4H/z96dh7d13nei/77nYAcBkCDBTaS4aaMsW7ZESba8x+7EWdveOEmTTprUSdOmfdq0nZu2t3e63d72JrftpOk0bSfTtEmmaZK2nowdN7ETxats2RIla9/FfQeJfd/e+QMARVIUCUoEDgh8P8/Dh8DB9jvnPcv7/s573oNLU0H0ttjRWmu+pe+QUuLYkHdRHWepWDKNo4MeWI067O2oW/TaiREvrkyHYDdnX2u0LT6OJtMZHB30YHguDEURsJt02LPZWbK7ewZjSfQPeRFNpmDSq2h1mPHy5Rk02kx4z10t8/W0leTrcF0NVtRbjTg+4gGkgITEnW2OG+Z5qXgqjbcGPLAYVOztqONJkVt0ctSH8xMB1Fl06G1xYHA2jCa7CTtbF7c3IokUjg56UGcxYHd7bdHiCcdTODrkQb3VgLvaCv+d/DahKgL7O51QlPJdH0Y9EVyeDqK7wYoRbxR2kw73bK5b/YPr7OSoD75IAge66mE2XN9mY8k0XrnsxvBcGPd112N7s31Bm6xu1WWbzkgcHfRAQuJAVz1URWAmGMOZMT96XDXovI22uZby85Bvd66302M+zIUT2N/phLVE7YmN0Gp5A8CeAqbNk1ImFzyNAxhdz4CODnrw/TNTGPVEcGLEC7tJB5fNBFURuK+nftF7nzs1idevziKRzmAmGMdnHumBXr21jmo/Oj+NMW8Up8f8aHGYYFtDsuP7ZybhjSRxfiKAX350C9Tb2EG+fGkGA+4wMAo0200b9o5XXz8yhGODHggAGUhM+LL5T1UR2NpUgx/meguEEynUW404NuQBAPijCZwdDwAAFCFw/5YGAMDzZycxG0rg3EQAH+prxwvnpgAAwXgK79/dWtqZo3n9Qx48fXwMABBPZUo2GPbvPH0G3nACw3MRvPf8NB7b2VT035wJxPCj89n1NppI4913ln9SoRhevDgDg6rg4JL9MRVGVQSeur8Lf/DsORwf9t7QSC0nz7w9hqNDPgDA3706gM89sYMNQqooz56aQDyZwTV3CJ9+qOeWvuPydAivX50FgGXrqgDw1qAHJ4a9AACn1TDf0BmeC+PFCzM4PuxFo92I2WAcH7uvc9Fn3x7x4cWL0zgz5kc8lUG704IJXwyferD7luJdq5cvuXFuwo+3R3zY3ebAlZkQIok0VEXAVWPEg9tcq37H8+emMBuM49xEAE02I0a9URwf9mB3ey0mfNEb5nmpY4NeHM8tv1qLAVsaa9Zj1qrKmDeCH52bwvFhL1w2I16+PItmezYh2OJY3N54/eoczo77AQANNiM23WLSdjWvXZnFhclsnd9lM6LFUdjvnBr14ehgtt1QY9Rh1yZHUeJbD987nd3HvHBuan7+6q1GbK63lCyGMW8EL12cAQCk0hKPL6gzHx304Jm3xzEXTmDMG8XBnob5MrGbddjRvHInibPjfrw5MAcAMOtV3LO5Ds+fncJcKIHzEwH80m20zbVUzHmY8sfw4wvZ8ognM3hiV/O6ffdKyrYUhBDNQoi9AMxCiHuEEHtyf48AWHVLEUK8XwhxFkAjgLklr31aCNEvhOh3u91rjs1q1MGQK3yLQZk/E7Nc7wSrUQeDToFBVWAxqFBvo8Kc/36DTlnzypfPdJoNKm43aW81XI9jubNuG0WdJZvYU1WBeqsR+aKpMepg1CnQq9kJVqMOVmO2jIUAnBbD/HsXZpDnl7Fehdmgzi8bq2H1M3VUPLVm/XwittZSulx8fjsRAmiwlSZ5a9Sr0CnX19tq9Z67WvAH799Z1cvgdj25tw12kw7/cHhQ61BW1OwwI39IUxXBpBRVnHzdz2K49f2ZxaAuquMs/zvX6zmWBfUWs0GFqgjoVAG9qiwbh9WoQqcoUBQBY67OW8oeu1Zjtn5t0ClQVQW15mz9TqcI2MyFncTNz79Zr8Jm0kOI7DFVVURBxxLLguWXrzPS2pj1KnSqMr+u2XNlt1x7I1+3VhUBs754yzu/Hq/1d5ZrH5SrfH01v7wVIRb1WCoFc25bA25cXlajDvpc+Zv1Cmot17dpawH7xYXbY748858z32bbXEvFnAeTXpkvj1Luy4WUsmQ/thZCiI8D+ASyl+EtHFMqCOBrUsr/WeD3/FcAL0opv7vc6319fbK/f8Uhq5Y1OBvGXCiOltpspTiRyizbFTCaSOOaO4R0RqLbZV1TL6elUukMBmbDaLQZUWtZW0M3lkxjxBNBa635tlewdEZiwB1CfY0Rzg3WW6qvrw/58k6mMzhybQ4NNQbsbHVgwhddVI5zoTi8kQS6G2qgKAJDs2EYdApaa82Y8scQTaYXdZ2Mp9IYnovM92bzhBOYC8XR7aq5rR5qdOvy5X1+0o8pfxyPbGuAopQmmeqPJPGF5y/g/i0NeM9dpesxNxuKw7dgva0mC7dvun2f/8FFfOXVa3jlc4+i3Vm6M6eFypf311+/hmdPTeGP3rsDuzazl1ylqtbtO5JIYcwbRXud5bYai0vrOEtJKTE4G4bVqEOTffFlazOBGKYCMRh1CjobrMteGjc8F0YgmgIAGHQCHfVWmG4jYbCW8s7XS3WqgmQ6g1aHCafG/Kiz6LGztbCeKvk6XLPDBItexeBsGGaDikgijY56S0GXAw7OhmHWqyW7hLGS5Mt7JhjDhC8Gs15BR70Vo57Isu0NKSWuucOwm3WrXmZ5OzIZiYHZMBxmPVw245o+OzIXgaIAbXXld/xcKL+Paas1YzIQg82oQ6O9uOvwctv3TDCGQDSFHpf1hpNMV2eCmA3FsbXRhvoaI4bnwtCrSsGXN496IgAwX5dZ2mbbiIo9D+5gHP5oEt0N1ttuTwghjksp+1Z9X7kmpvKEEB+QUj69xs8YpZTx3OM/AfCalPL55d57q4kp2piqtWJbrVje1YXlvb4m/VE8+IWX8PGDnfi99+7UOpwbsLyrC8u7urC8qwvLu7qwvKtLoYmp8u5bCEBK+bQQ4j0A7gBgWjD9/1nhY08IIX4z9/gKgB8WMUQiIqKK0+Iw4z13teA7x0bx2ce38iYORERERFQUZT9AkBDi7wB8GMCvAhAAPgigY6XPSCmfkVI+nPv7lJQyU4JQiYiIKsonH+hCKJ7Cvxxb13uIEBERERHNK/vEFICDUsqfA+CVUv4RgPsAtGscExERUcW7q60W+7uc+MfXh5BK8xwPEREREa2/jZCYiub+R4QQrQCSALo0jIeIiKhqfOqBLoz7onjh3LTWoRARERFRBdoIiannhBC1AP5/AMcBDAH4tqYRERERVYnHepvQUW/B3x8e0DoUIiIiIqpAGyEx9ecAngLwMQBHkE1Q/YmmEREREVUJVRF46v4uvD3iw/Fhr9bhEBEREVGF2QiJqa8je0e+vwLwXwH0AviGphERERFVkSf3tsFu0uEfDg9qHQoRERERVRid1gEUYLuUcveC5y8JIU5pFg0REVGVsRp1+OiBDnzl1WsY9UTQ7rRoHRIRERERVYiN0GPqbSHEvfknQogDAF7XMB4iIqKq8/GDHVCEwNfeGNI6FCIiIiKqIGWbmBJCnBFCnAZwAMAbQoghIcQgsuNMPaRtdERERNWlxWHGe+5qwXeOjSIQS2odDhERERFViHK+lO+9WgdARERE133ygS48c3IC/3JsFJ96sFvrcIiIiIioApRtYkpKOax1DERERHTdXW212N/lxD++PoRPHOyETi3bjtdEREREtEGwRklEREQF+9QDXRj3RfHCuWmtQyEiIiKiCsDEFBERERXssd4mdNRb8N9fG9A6FCIiIiKqAExMERERUcFUReCTD3Th5KgPr1+d1TocIiIiItrgmJgiIiKiNflQXztaHCb82QuXIKXUOhwiIiIi2sCYmCIiIqI1MelV/NpjW3Fy1IcXL85oHQ4RERERbWAVmZgSQhwQQrwhhHhNCPFFreMhIiKqNE/ubUNHvQV//sPLyGTYa4qIiIiIbo1O6wCKZBjAO6SUMSHEN4UQd0opz6z0gVOjPpwa8yGdlmhymHB/TwMcFj1mAjEcGZhFLCnR11mHVocZR4c8qDXrsbu9dsUgRj0RXJkJYmeLA0adgpOjPrQ7LWirM+PooAc2kw6722pxbMiDtJTY3+nExakgZkNx7Ot0wmq8XjyzoThOj/nQ1VCDrgbrLS8YfzSJE8NetNaasb3Ztur7h2bDGJgN4c5NtXDZjLf8u+Xm1KgPnnACigLoVQX7O504P+HH148M4Y5WBz5xsAsXp4KYDsawpaEGz5waR4vDhG5XDYKxFPZ3OWHSqwCAUDyF/iEPXDYj7mh1zP/G2XE/Lk0HYdYruLu9Dq21ZgBAPJXG0UEPLAYd9myuhRBCi0VQkS5OBTDpj2FvRx3sJv389H/rH8VUIIaP7u+As8ZQkli+dOgivvzSAFpqTXjlc+8oyW8CwDMnxzE8F8HP7GtHo91Ust+l6qNXFfz641vxG985hefOTOL9u1s1ieN9f/Uqzk0G0dtsw7995iDMBh38kSROjHjRVmfG1qbVj3VUfm62Py+VmUAMZyf82OKyYXO9Zd2//81rczgyMIvHdjQiFE9jxBNBo92Ie7vrYVAVHB3yQBUC+zqdUJTr9YTnTk3g2mwIH9rbjia7aVEdUqeufr754mQAPzg7iX2dTjyw1XXD6ydGvAjHs/Uco0694fVEKoNjQx6MeiJodphwoKseZsON71tPY94ILk8H0dtiR4vDPD/dH03izWtzmAvHsbPVgbtz9fJ8jFdmgojEU+htdUBIoMFmRG+LHUcHPbg6E8RmpwXbmm24OBnE5noLelw1BcckpcTxYS8C0RQkJBpqjKu2C/LOjvsxG4pjf5cTFsPam2L59sUdrQ40VeBx/po7hFOjPqgKsGezE+3Olbe/U6M++KJJ7O90IpnJ4PiwFy0OE3Y023F+IoDpYAx9HXWwrWE/MjIXwVV3ELs2OdBoW30Zn5vwwx2Mo6/TiRrj2ss0HE/h2JAHDTVG7NrkWP0Dq4gl0/NtzXs212FwNoy3R7xQBHDP5jp01BfWllxpP+gNJ+bbtlsab9x28tuhUadgb0fdqu2dy9MBfP/MFO5pr8PD2xfvm3yRBN4e8d30mF5IO9kdjOPMuA/dDTVwh+I4PuTBrk21uH9LfUnbYidHffBHkziwoC15u94e8d7QPl3o6kwQo54o7m6vhSIETox4sanOjG03qR9dmQ5izBvFPZtrUWtZvt2UL5N2pxlbGhd/z60evysyMSWlnFrwNAUgvdL7x31RPHd6AidyhbrFVYNoIo0P7G3D989M4rUrs4gkUpj0R7E9dwADgPoaA9rqlt9ZSinx7KkJJFIZDLjDsJv0GPdFcXrMj23NNfPfMRdK4My4HwAQSaRwZiwAAIgm0njXnS3z3/fCuSnMBOI4Ox7ALz7cvWxloRAvXpzG0GwEp8Z8aHaY4DDffGVJpDJ49tQE0hmJcV8MH7u345Z+s9yM+6J48eIMZgIxhOIpdLtqYNQp+LMXLmHUE0H/kA+bnRacGc+WxbeOjsAfSSKWTGNHsw3NDjMyUuKR7Y0AgFcvu3FpKluejTYTXDYjpgMx/Oj8NPqHPKi1GDDqieIXH+4BABwb9KJ/yAsAqLXo11QRopvzhhN4/uwUpAQC0SR+8u5NAIDjw1786/ExAEAsmcH/+c7tJYnnLw9dgwQwPBfFX7xwEf/pnTuK/pvnJ/3457dGAADBWBL/93t2Fv03qbq9f/cm/PdXB/H571/AT/Q2Fb2ButThK26cmcjuf89NBvGto6N46oEu/OjCNEY92WPdJx2mNTVISHs325+X0vfPTMIbSeL8RACfeWQLVGX9Gi6JVAZ//dIVJNMSbw54sGuTA2fH/ehx1SCZziY53hrwAACsRt18Q/XqdBD/481hAIA/ksT/sacNb1ybAwAYdSr2dtSt+tt//dJVuINx9A95saejblFiZMAdwiuX3AAAKYGHtt2YuDo+7MWhC9M4PxHAlsYapDMSj/U23d4CWcWzpyYQT2ZwbSaMX3ioe376ixen8dJFN6YDMYx4Iqi3GtDutOD4sBcvnJvC0UEP9KrAS5fc6G2xo85iwEwwhlcuuXFxKojOBitevuyG3aTH6TE/fvHh7oIbildmQnjtyiwGZ0PQqwra6iwrtgvypvzZ+iGQrZM8sat5Tcsik7nevhiajeCpB7rW9PlyF0um8dypSRwf9kCvKhjzxvCZh3sWJWcXGvNG5i8nT6UzCMVTGHCHcUoABlXBC+eyTcJQLIX3FXjyJJ2RePbUOJJpiZG5CD5x/8rL2B2M44fnsmUaSaTx7gXtt0K9ejm7TgJAo8142ycWjwzM4eSIDwBgM+nw/TNTODHshRDAqCeKzzzSU1Aie6X94A/PT2HCF8PpMT9+4aGuG5Ksx4e9ODqY3Y/ZzfqbJkGA7Hr95ZeuYcofw4lhL7Y11yxKQv/o/DTGvNl29CdrzTck/35wdgqzwWw7+Zce7oFBd+O8PX92ErOhBF6/MgtvJIlxXxQXJoOorzGgt8W+6rJYD6OeCF7Kra/pTAbv2HH7+87huTBezu23F7ZP88LxFP799BQyUsIdikOnCAzPXc8FLE0cheIp/PuZSUiZTfh9sK992d9dVCYPXi+T2zl+V+SlfHlCiLsANEgpzy+Z/mkhRL8Qot/tdsOkU6BXFahCgV7JPrYaswcmi0EHvapApyow6pT5ha4IAfMKBy+x4HWrUQdL7vsMOgW2Bd9Ra72+MtiMeuhyG7xlyQZnyVX2TXoF6m1kdc367PfqVQWGVXZIqiJg0mffY1mnjG45MOkUKEJAp2bLGsiWUb5sdaqAs8YAvZpdzo7cBqtXlfkKy8Kdb74hplPE/I7QqFOgUwT0OgV6VSwqz/y6IARWXIdobQy66+W5sHwcJh2U3DbjMJcuF79w8+qoN9/8jevIZri+D2FDnEpBVQT+8P13YMIfw9++cq3kv+9a0gOy3pp9bjVcP+bqC6h8U3m52f68lPK/a9KrWMecFABAp1w//ttMOugUASEAvSpgNejm66AAFiV7rUbdfN3EZtItea2w+kS+N75Jr0KnLN42LAYd8lXMm32f1ahm40W24V+KZLQ1VxZLf8uszy4PVRHQKQvraCr0igJVEVCFyM2rgE4RcJgN8w1yg6rM1/GMemVNycd8+elybQQl9zurMS34nULLbCEhsGg+K40iBIz67PavVxWY9epNk1JAfvvMtZ0MuvntVq8qsBrU+e1lLctaWbiMC+j9ZMjV+YEb19FC5X9Hp4hb7nywUH6bUUR2n2LSK9CpYn6bVQpsS660H8y/ZtAtv+0sXD9Xa+8Igfl2mFGvwrRkGeT3W3qdmF/Wi15f2E6+yfqSj9dq1MGYa6/pVaWk29HCZZ9vk9/2d+rV+f32csdLnXq9fWoxqPPzq1ezeY8b3r+gPWtdYf2/WZnczvFbVOrddIQQTgD/C8CHlvSgWqSvr0/27Oyw6AAAIABJREFU9/djJhDDsCcMSMBq1GNbUw10qoJYMo0rM0EkUxn0uGywm3W45g7BbtKvms0OxVMY80bQ4bRCpwoMuMNoshvhMOtxzR2GzaRDk92EUU8EGSnRUW+FOxiHL5JAj6tm0Y44nkpjaDayai+n1aTSGVxzh+GyGeG0rn5JUyCWxIQviq4G67rsKLXW19eHfHkHYkkYVAUSQEe9Fb5IAs+emsAdrQ7s7ajDbCgOTziBjjoLDl+bRYvDBKfViFA8hR6Xdb7bZyYjcc0dQp3VgIaa65c7uoNxTPii0OsEOuutizbOa+4QLAZ10dkAun1zoTjmwtntR1XEfHmfn/Bj0h/Do9tdUJbZCRfDpWkffukbJ/DwNhf+8CfvLMlvAtnLNMa8ETyyrRG6Zc4YVbJ8eVPp/eq33sYPz03h0G8+vOplF+slX95ffvEKvnFkCB+7tx2/8o7tEEIgmc72Vm60GVFXwLGOys/N9uelEkumMTQXxqZac1ES/ZO+KE6O+XBfdz18kST8sQSsBh26G7L1v+G5MBQhbtieLk8HMTQbxiPbG2HQKYvqkIXwRxJ4Y2AOd7U5sKn2xm110h9FJJFGd4P1ppe3DM6GEYwmYTGq6HHVFOUymIXlHY6nMOqNYLPTsqgulUpncHUmhHAijbY686LL2gZnw/BFEvBHk9jSaEU0kUGtxQCXzYiRuQjcoRhqLQa01ZoxNBdBs90Eh2Vt5TzuiyKeTCMjZUHtgryZYAz+SPKGun6h8u2Lznrrul0KpLWF5e2PJDE0F4aiAF0NNateGpev0/e4sj34BmbDaKjJtnPydfn8fqRQwVi2R02hy3g2FIc3fGP7rVD5tkR+Hb1dUspFbU1/NInhuTAAoKvBWvA+baX9YCKVweBstm17s8u9BmfDMOgUbKpd3N5Zbn/ujyTw1qAHO1ps2OxcvD/LH9Nv9lvxVBqDs2G0OMw3bSfn56W11oxIPI1LUwF0u6xod976EDm3YjoQQzC2uC15u6b8sRvapwv5IglMB+LodlkhAFxbpX7kDScwE8y+/2Yn91Yqk6XHbyHEcSll32rzUZGJKSGEDsCzAP5ISvnWSu/NJ6aoOrDhWl1Y3tWF5a2dCV8Uj/3FKzjQ7cQ/fmJfScZrYHlXF5Z3dWF5VxeWd3VheVeXQhNTlXo6/YMA9gH4ghDiZSHEfVoHREREVKlaa834rSe24+VL7vkx3YiIiIiIClGRiSkp5beklC4p5SO5vyNax0RERFTJPn5fJ/Z3OfHH3zuPCV9U63CIiIiIaIOoyMQUERERlZaiCPz5k7uRlhK//u2TSKYzWodERERERBsAE1NERES0LjbXW/CnP30njg558PkfXNQ6HCIiIiLaALS5By8RERFVpJ+6ZxNOjvrw1cOD2Nlixwf2tmkdEhERERGVMSamiIiIaF397rt7cWkqiN9++jTqrHq8Y0eT1iERERERUZnipXxERES0rgw6BV/5ub3obbHjM/90Aq9edmsdEhERERGVKSamiIiIaN3ZTHp87ef3odtVg6e+dgzPnBzXOiQiIiIiKkNMTBEREVFR1NcY8Z1fvBd7Ourw2W+fxP/73HnerY+IiIiIFmFiioiIiIrGbtLjf3xyPz5+Xwf+/vAgnvzbN3B+IqB1WERERERUJpiYIiIioqIy6lT80U/uwt/87B6MeaN4318fxh8+ew7uYFzr0IiIiIhIY7wrHxEREZXEu+9swf09DfjCCxfxjSND+PaxEfzcfZ34+fs70eIwax0eEREREWmAPaaIiIioZBwWPf70p+/Ej//TI3j3rhb8/WsDeOALL+GXv3kcbw3MQUqpdYhEREREVELsMUVEREQl19VgxX/58N34jZ/Yhn96axjfOTaK75+Zwo5mG566vwvvv7sVJr2qdZhEREREVGTsMUVERESaaXda8H+9qxdHfucxfOEDdwIAfuvp07j/8y/iv/zoMmaCMY0jJCIiIqJiYo8pIiIi0pzZoOLD+zbjQ33tOHJtDl89PIi/+vEV/N0r1/Dx+zrwy49sQZ3VoHWYRERERLTOmJgiIiKisiGEwMEtDTi4pQED7hC+/NI1/P3hQXz76Ch++dEt+OQDXTDo2OGbiIiIqFJUZM1OCNEqhDghhIgJIZh8IyIi2oC6XTX4iw/txvOffQj7u5z4m5evIhBLah0WEREREa2jSk3aeAA8BuC76/ml4XgK/cNeuGqM2NlqX/PnA7EkTgx70eIwY3uz7YbXT436EIglsa/TWfYDvkYSKRwb8qLeakBvix3HhjxQhEBfRx0URWgdXkFiyTSODXkwG0ogIyUsehV7OurQZDfh7REvwvE0+jrryr4s6LpLU0FM+qPY21EHm0k/P/3MmB/eSAL7Op0wG0pTnieGPfjzH17G3e0O/NYTvSX5TaJKtb3Zhq9+Yh8m/VE01BgXvfaNNwZx6OIM3nlHMz64t529qTaYAXcIw54IdrfVwlnApZqF7s/PTfgxG0qgr6MOVuP6VXfzdQebSY+722tXfX8x63aZjET/sBfpjMS+zjro1Mpb90+N+vDW4By2N9nR7DBhwh/FPe21qLUUdlnvqVEv3rg2h7vaa3F/T0ORoyWtBWJJHB2Yw2woga1NNuzZXAshtG2XXJ0JYtQbxZ72Ojgs+tU/sIA/ksSJUS/a68zY0nhj23GjuNX6+eBsGENz4YKPDyuZDcVxZtyP7gYrOuqtN7y+sG27a5Pjpt8zE4zh3HgAWxpr0O603FZMtFhFJqaklDEAsfXeEb1y2Y1LU0EAgMtmhMtmXOUTi710cQYD7jBOCh+a7MZFB9VRTwQvXpwBAKTSEo/uaFy/wIvg1cuzuDAZAABMBWI4M+YHAFgM6oobczk5MjCH16/M4vSYD6mMRLPDhHFfFI/3NuHlS24AQFpKPLzNpXGkVAhfJIEfnJ2ElIA/msRP3r0JADDui+LQhWkAQCKVweM7m0oSz28/fQZT/ijOjvvx8NZGHOipL8nvElWyFod50fMr00F8+eVriMRTuDYTQme9FfdvYeNzo4gl03ju9CTSGYkpfwwf2b95xfcXuj+fCcbww3PZ90XiKbzrzpZ1i/nIwBxOjvgAAE6LAZvrb94wWVS3y0g8un1963bnJwN4/eosAMCgU7C3o25dv19r474ovnV0BIOzYbw94oPDrEeT3QR3MI4P9bWv+nl3MI6vvTGMCV8UZ8b9aLab0OOqKUHkpJWXLs7glUtujPuiuLu9Fg6zHlsatSvzUDyFfz89hYyUmAsl8OTetjV9/tCFaYx4Ijg16sMnHzAtSupsFLdaP48l0/jeqQmkMxKTvhg+emDl48NqfnB2CrPBOM6O+fFLj/RAvySR/9qVWZyfyLZtXTYjmuym5b/nzBQ84QTOTfjxmUe2QN0gHTI2gso7tVIAIcSnhRD9Qoh+t9td8OfymVydIm7pjKw5d6ZMryo3bAwmvQoll0jbCD10LLlloSoCDtP1/OZGiD3PolehUwRURYFBVaBXFFgMOpgNKvI5TUuJetfQ7Vu4XVkMC9ZJnTK/bZWyPGtyZ+gVIVBn3XgVCaKNwGrSQa8IQGSPy6XqEUnrQ11Qnypk/1zo/tyoZo/vAGBa53XCkqvnCAGY9CvXBY16Zb4+YS5C/Wjh+l6J9RWTToFRl52vhdt3ofNq0CnzZaRXlaKUAZUXs16FThVQFQGdIjQ/JugUAb3u1uug+fgNuhvbjhvFrdbPVUXAuIbjw2ry2//CNvdyr6uKgGGFZb34e247LFpASCm1jqFohBAvA3hcSpm62Xv6+vpkf39/Qd+Xzkhcc4dQZzGsubcUAKTSGVxzh9FQY0B9zY2fn/LHEIon0eOq0bzb6WoyGYmr7hBqLXo02kwYmg1DEWLFM4floK+vD/nyljJbnvFUBsl0BnpFQberBmaDikl/FOF4Gj0ua9mXBV03F4pjNpRAj8sKnarMl/d0IIZANLttlepSU184hr97ZRD7Ouvw2M7mkvxmtVu4fVPly5f3yWEvXrw0g3fscGF3ex332RuMP5LEZCCKrgbrfBJiOWvdn88EY/BFsu9bzzPa+bpDjVGPZsfyZ9QXKnbdbtQTQToj0dlw46UpG9nC8r40GUCb04I6iwHTwRh6XDUFN9JnAjGcHvNje7ONl92UsfU6fqfSGVydCSGcSKHZYcamWvPqHyoybzix5vU2L5nO4Jo7hCabaUPflfZW6+eFHh8KEUumMTgbRmutGQ7zjSeMl7ZtV/ueTXVm2DdgDzYtCCGOSyn7VntfRV7KVyyqIrCt6dav79WpyrJjS+VlKzirV3LKgbJkWWzECpEQ4qbXay+9XIQ2hvoa47JJ3ya76aZdcoul1mrC77ybY0sRFdvdHXW4u8IuYaomDot+TeOuFLo/b7SZVmxc3KqV6g7LKXbdrtKTLUvLe62N80a7CY/v3Bh1a7p9OlXBjpa1jwNcTHVWwy0nlfSqgh3N5TU/t+JW6+drPT6sxKRX0bvCurG0bXur30O3riJ7TAkh9AB+AGAvgBMAfldK+dZy721oaJCdnZ0ljI60NDQ0BJZ39WB5VxeWd3VheVcXlnd1YXlXF5Z3dWF5V5fjx49LKeWq3QUrsseUlDIJ4PFC3tvZ2Vk2l35kMhI/ujCN2VAc79jRyF47RcBLfSqXlBIvXZrBhC+Gh7e50O60aFreo54IXrnsxqZaMx7Z7uLlRSVQivKeCcRw6MIMnFY9fmJnMwe91BD359Wlmso7FE/h+bNTUATwrl0tmo+To4VyL+94Ko3nz04hnszgnXc0r1uvjmpVjPKWUuLHF2YwHYzhke2NZXFZH2UtV97TgRh+zPpVRRJCnCjkfRtzFLUKNRmI4fxEADOBOI4OerQOh2hDcYfiODXqhzsYx1tlsP0cGZiDOxjHyVEf5sIJrcOhdXJsyIvpQAwXJoMY90a1DoeIKtC5cT9GPREMz0VwYSqgdTi0jKszIQy4wxj3RXFqzKd1OLSMmWAcZ8b9mAnE8dbAnNbh0Cr6F9SvJnysX1UjJqbKSL3VAHtuMLauDThmE5GWas0G1Fny24/2Y27kt2Gn1cDBEStIR70FQgA2kw4Nto07ECkRla82p2X+DtBt7OVRllocZhj1ClRFYHOFj/O1UdVa9KjN1Qs34li41WZh/aq+hvWralSRl/JtVCa9ip+7rwOJVAZWI4uGaC0MOgX/8d4OxFIZ1JTB9rOv04neFjtMOgW6DXqLX7rRrk0OdDVYN/StmyvNiREvTgx7sa3Jhge3NvCyWdrwNtWa8QsPdQPI1g2p/DitBnzygS5kMqjKSy03AqNOxcfKqF5IK2P9iriVlhm9yo2R6FbpVAU1ZbT9sCJUmXjioLz8++lJfPXwIADgqfu78Pvv26lxRES3jwmp8ne7t6+n4iu3eiGtjPWr6sYtlW5ZPJVGJlN5d3WkjSuTkYgl01qHMS+W5DaihXRGIp4qn/WAiutXHt2C/v/8OD5xsBP/8Pognjk5rnVIVAYy3A9UjFQ6g2Q6o3UYRLdEyvKqm5YT1tdoIaYl6Zacnwjgh+en4DDr8ZH9m3lmjzSXTGfw7WOjmAvF8cj2RtzdXqtpPCdGvHjlkhsumxEf3tfOnpAlEkmk8K2jowjFUnhiVzO2N9u0DomKzGnNjkXxe+/diePDXnz+BxfxzjuaeVyqYrFkGt85NgpvJIHHe5uwa5ND65DoFs0EY/i342OQEvjAnjY0O0xah0RUsHRG4l/6RzHlj+GBrQ3Y1+nUOqSywfoaLcWWEt2Sa+4QpAR8kSTcwbjW4RDBG0lgNhiHlNm75WgtH4M7GIc/mtQ4muoxE4gjEE0iIyUG3NqvB1Q6qiLwO+/agUl/DM+emtA6HNLQXDgBTzgBKbP1Fdq4Rj1RxJMZJFIZDM+FtQ6HaE2CsSSm/DEA5VE3LSesr9FSJUlMCSF+UwhxOPf4i0KI14QQX1rwetGn0fra01EHp9WArU01aOUdY6gMuGqM6G2xo86iR19HndbhYF+nE3UWPXa22lFv5d1FSqWtzoxulxX1NQbcvVnbXnNUegd76rGj2YavvT6kdSikoWa7CduabHBaDdizWfvjAd267c02tNaa0OwwobfVrnU4RGviMOtxV5sDtRY9e0stwfoaLVX0S/mEEEYAu3OP9wCwSikfFEL8rRBiH4B0sadJKY8Vez6rzaZaMz5+sFPrMIjmCSHwxK5mrcOY19VgRVdDl9ZhVB2dquAn796kdRikESEEPnpgM37/mXO4NBXkpQFVSlUE3nNXi9Zh0DqoMerw4X2btQ6D6JYIIfBYb5PWYZQl1tdoqVL0mPoUgK/nHt8H4FDu8SEA95ZoGhEREVWBd9/ZAkUAz53m5XxEREREG0FRE1NCCD2Ah6WUL+Ym1QII5B77AdSVaNrSuD4thOgXQvS73e7bnEsiIiIqFw01Rty/pQHPnZ7UOhQiIiIiKkCxe0x9DMA/L3juA5C/QNyee16KaYtIKb8ipeyTUva5XK7bmD0iIiIqNz+xswmDs2EMzXKwZCIiIqJyV+zE1HYAnxFCPA/gDgANAB7LvfY4gDcBHCnBNCIiIqoSD23NnnR69Qp7RRMRERGVu6ImpqSUvy2lfKeU8gkA56SUfwQgJoR4DUBGSnlUSnmi2NOKOY9ERERUXjobrOiot+CVS0xMEREREZW7ot+VL09K+UDu/2eXea3o04iIiKh6PLzNhX/tH0M8lYZRp2odDhERERHdRCnuykdERERUUgd7GhBNpnFmzK91KERERES0AiamiIiIqOLs68zelPfYkFfjSIiIiIhoJUxMERERUcWprzGix2XFsSGP1qEQERER0QqYmCIiIqKKtK/Tif4hDzIZqXUoRERERHQTTEwRERFRRdrX6UQglsLlmaDWoRARERHRTTAxRURERBVpX6cTANDPcaaIiIiIyhYTU0RERFSR2p1m1Fn0OD3m0zoUIiIiIroJJqaIiIioIgkhcFdbLU6P+bUOhYiIiIhugokpIiIiqli72xy4PB1EJJHSOhQiIiIiWgYTU0RERFSx7myrRUYC5yYCWodCRERERMtgYoqIiIgq1u42BwDg1CjHmSIiIiIqR0xMERERUcVqtJvQbDfhzDjHmSIiIiIqR0xMERERUUW7q83BAdCJiIiIyhQTU0RERFTRdrfXYnA2DH80qXUoRERERLQEE1NERERU0Xa22gEAFyc5ADoRERFRuWFiioiIiCrazpZsYuoCE1NEREREZYeJKSIiIqpojTYj6q0GnGdiioiIiKjsMDFFREREFU0IgZ2tdiamiIiIiMpQURNTQohdQog3hBCvCSH+UWR9Mff8SwveV/RpREREVL16W+y4PB1CMp3ROhQiIiIiWqDYPaYuSSkPSikfzD3fD8Cae24QQuwTQuwp9rQizyMRERGVuZ0tdiRSGQy4w1qHQkREREQL6Ir55VLKhfdljgN4HMCh3PNDAO4FkCnBtGPrNU9ERES08eTvzHd+0o/tzTaNoyEiIiKivKKPMSWEeL8Q4iyARmQTYfkBHvwA6gDUlmDa0pg+LYToF0L0u93udZhLIiIiKmfdDVYYdAouTAa1DoWIiIiIFih6YkpK+ayUcheAcQApAPbcS3YAvtxfsactjekrUso+KWWfy+Vah7kkIiKicqZTFWxvsuH8BAdAJyIiIionxR783LjgaQCABPBY7vnjAN4EcKQE04iIiKjK7Wyx48JkAFJKrUMhIiIiopxi95h6QgjxihDiFQBNAD4PICaEeA1ARkp5VEp5otjTijyPREREtAHsbLVjLpzATDCudShERERElFPswc+fAfDMksmfXeZ9RZ9GRERE1a23JTcA+kQATXaTxtEQEREREVCCMaaIiIiIykFvS/ZufOcnOc4UERERUbkoODElsv6jEOL3c883CyH2Fy80IiIiovVjM+nR7jQzMUVERERURtbSY+pvANwH4CO550EAX173iIiIiIiKpLc5OwA6EREREZWHtSSmDkgpfwVADACklF4AhqJERURERFQEvS12DM2GEU2ktQ6FiIiIiLC2xFRSCKECkAAghHAByBQlKiIiIqIi2NlqR0YCl6aDWodCRERERFhbYuqvAHwXQKMQ4k8AHAbwp0WJioiIiKgIdi64Mx8RERERaU9X6BullN8UQhwH8BgAAeCnpJQXihYZERER0TprqzPDZtRxnCkiIiKiMrGWu/J9FYBJSvllKeVfSykvCCH+sHihEREREa0vIQR2tNiYmCIiIiIqE2u5lO+dAL4mhPi5BdPev87xEBERERVVb4sdF6eCyGSk1qEQERERVb21JKZmADwE4INCiC8LIXTIXtJHREREtGHsbLEjFE9h1BvROhQiIiKiqreWxJSQUgaklO8D4AbwCgBHccIiIiIiKo7e3ADovJyPiIiISHtrSUw9m38gpfxDAP8fgKF1joeIiIioqLY326AI4PxkUOtQiIiIiKpewYkpKeUfLHn+nJTyHesfEhEREVHxmPQquhqs7DFFREREVAZWTUwJIQ7n/geFEIEFf0EhBGt0REREtOHsbHXg/ASrMURERERaWzUxJaV8IPffJqW0L/izSSntxQ+RiIiIaH31ttgw7ovCH01qHQoRERFRVSv4Uj4hRI8Qwph7/IgQ4teEELXFC42IiIioOPIDoF/k5XxEREREmlrL4OdPA0gLIbYA+CqALgD/XJSoiIiIiIpoJ+/MR0RERFQW1pKYykgpUwB+GsBfSil/A0BLccIiIiIiKp5GmxFOqwHnmZgiIiIi0tRaElNJIcRHAHwcwHO5afr1D4mIiIiouIQQ2Nlix4XJoNahEBEREVW1tSSmfh7AfQD+REo5KIToAvBPK31ACHFACPGGEOI1IcQXc9M+J4Q4LIT4phBCX6ppRERERAv1tthwaTqIVDqjdShEREREVavgxJSU8ryU8teklN/KPR+UUn4+/7oQ4ullPjYM4B1SygcBNAohHgTwaO5Of6cB/JQQwlXsaWtcJkRERFQFelvsSKQyGJwNax0KERERUdVaS4+p1XQvnSClnJJSxnJPUwDuAvBy7vkhAPcC2F+CaURERESL5O/Mx3GmiIiIiLSznokpebMXhBB3AWgA4AOQr/35AdQBqC3BtKXxfFoI0S+E6He73WuaSSIiIqoMPa4a6FXBxBQRERGRhtYzMbUsIYQTwF8D+CSyiSl77iV77nkppi0ipfyKlLJPStnncrlufyaJiIhowzHoFGxttHEAdCIiIiINrWdiStwwQQgdsgOkf05KOQXgGICHcy8/DuDNEk0jIiIiukFvix0X2GOKiIiISDMFJ6aEEJ9dZdpvL/OxDwLYB+ALQoiXAfQAeFUIcRjA3QD+l5RyptjTCp1HIiIiqi69LTa4g3G4g3GtQyEiIiKqSro1vPfjAL60ZNon8tOklD9c+oHcHfy+tWTyEQBfWPK+LxR7GhEREdFSO3MDoF+YDMBl4+X9RERERKW2amJKCPERAB8F0CWEeHbBSzYAc8UKjIiIiKjY7mh1AADOTvjx0DYmpoiIiIhKrZAeU28AmET2rnp/sWB6EMDpYgRFREREVAoOix5dDVacGr3hXilEREREVAKrjjElpRyWUr4spbwPwEVke0rZAIxJKVPFDpCIiIiomHa3OXBq1K91GERERERVaS2Dn38QwFFkBzT/EIC3hBBPFiswIiIiolK4q60WU4EYpvwxrUMhIiIiqjprGfz8PwPYl7vrHYQQLgCHAPxbMQIjIiIiKoXd7bUAgFNjPjQ7mjWOhoiIiKi6FNxjCoCST0rlzK3x80RERERl545WO3SKwOkxjjNFREREVGpr6TH1vBDiBQDfyj3/MIDvr39IRERERKVj0qvY0WLjOFNEREREGig4MSWl/JwQ4gMA7gcgAHxFSvndokVGREREVCK722rx7KkJZDISiiK0DoeIiIioaqylxxSklE8DeLpIsRARERFpYnd7Lb751ggG58LocdVoHQ4RERFR1Vg1MSWECAKQy70EQEop7eseFREREVEJ3Z0bAP3kiI+JKSIiIqISWnXwcimlTUppX+bPxqQUERERVYItrhrYTTr0D3u0DoWIiIioqvCuekRERFT1FEVgX6cTbw0yMUVERERUSkxMEREREQHY1+XEgDuM2VBc61CIiIiIqgYTU0REREQA9nU6AQDH2GuKiIiIqGSYmCIiIiICcOcmB0x6BUeHmJgiIiIiKhUmpoiIiIgAGHQK7mmvwzEmpoiIiIhKhokpIiIiopx9XU6cnwggEEtqHQoRERFRVWBiioiIiCjn3m4nMhJ489qc1qEQERERVYWiJqaEEK1CiBNCiJgQQpeb9kUhxGtCiC8teF/RpxERERGtpq/DCYtBxatX3FqHQkRERFQVit1jygPgMQBvAoAQYg8Aq5TyQQAGIcS+Ukwr8jwSERFRhTDoFBzsqcerl2e1DoWIiIioKuiK+eVSyhiAmBAiP+k+AIdyjw8BuBdApgTTjq3jbBEREVEFe2ibC4cuzGBoNozOBqvW4RARERFVtFKPMVULIJB77AdQV6JpiwghPi2E6BdC9Lvd7KpPRERE1z201QUAvJyPiIiIqARKnZjyAbDnHttzz0sxbREp5VeklH1Syj6Xy7UuM0ZERESVobPBio56C165xMQUERERUbGVOjF1BNkxpwDgcWTHnirFNCIiIqKCPbq9Ea9dnUUontI6FCIiIqKKVuy78umFEIcA7AbwAgA9smNOvQYgI6U8KqU8UexpxZxHIiIiqjzvvrMFiVQGL12c0ToUIiIioopW7MHPk8j2WlrorWXe99liTyMiIiIq1N6OOrhsRvzg7CTet7tV63CIiIiIKlapL+UjIiIiKnuqIvDEHc146aIbkQQv5yMiIiIqFiamiIiIiJbxrl3NiCbTeJGX8xEREREVDRNTRERERMs40F2PVocJ/9I/pnUoRERERBWLiSkiIiJ0WmGUAAAgAElEQVSiZaiKwJN97Xjtihtj3ojW4RARERFVJCamiIiIiG7ig3vbAAD/dpy9poiIiIiKgYkpIiIioptod1rw4FYX/vmtEcRTaa3DISIiIqo4TEwRERERreDTD3ZjJhjHd0+Max0KERERUcVhYoqIiIhoBfdvqcedmxz4b68OIJ2RWodDREREVFGYmCIiIiJagRACv/xIDwZnw3j6BMeaIiIiIlpPTEwRERERreKJXc24Z3Mt/uyFSwjHU1qHQ0RERFQxmJgiIiIiWoUQAr/33p1wB+P4y0OXtQ6HiIiIqGIwMUVERERUgD2b6/CzBzbj7w8P4s2BOa3DISIiIqoITEwRERERFeh3392LDqcFn/3225j0R7UOpyJkMhL+SBKjngjGvBFM+KIIxJKQkgPNExERVQOd1gEQERERbRRWow5/97G9ePJvj+Cpr/Xjnz91AHVWg9ZhbQhSSox4Ijg66MGFySCuzARxdSaEmWB82bsd6lWBk7//H2A1srpKRERUyXikL5A/mkSNUQdVEVqHQhtIJiMRjKdgN+kgBNedahOIJWHRq9Cp7JxaSULxFAyqAoOO5VqtdjTb8eWf3YNf+EY/PvTfjuDrT+1Ha61Z67DKjpQSA7NhvDkwh7cGPDg66MFUIAYAMOkVbG204b7uerTUmlBnMcBu1gMA0hmJUCwFbyQBi0HVchZKJpHKIJ5Kw2bSax0KlTnWLctPMp1BLMntdyOJJFJQhIBJXx3HmI2AiakCvHLZjRPDXjTZTfiZfe1QmJyiAn3v9AQG3GFsaazB+3a3ah0OldBbA3N449oc6ix6fPRAB5MYFeLsuB+HLkzDatDhowc2sydHFXt4mwtf+/l9+PQ3juNdX3oNf/xTu/C+u1qqvqE4HYjh9auzOHx1FkeuzWHSn01ENdqMONBdj/1dTuzvdGJrYw3rUzmRRArffHMEoXgKj/c24c42h9YhURn7n2+PY9QTQW+LDU/satE6nKoXS6bxzbdGEIgm8ch2F+7ZXKd1SLSK4bkwnjk5AVUR+FBfO1w2o9YhEZiYKsjIXBhAtrIVTabZEKGCjcxFsv89EY0joVIbzpW5N5JEIJZEQw0PepVgxBOBlNleU3OhBI8HVe5gTwO+96sP4Ne//TZ+7Vtv4x8OD+IXH+rGY71NVZGMTqYzuDQVxNujPpwc8eHtUS8G3Nk6U51Fj4M9DTi4pR4HexrQWW+p+qTdzcyFEgjFUwCy+xgmpuhm0hmJMW+2fjE8x7plOfBGEghEkwCy2y8TU+VvzBtFOiORzkhM+qNMTJUJ1qgLcHBLA94cmENXg5WNEFqTh7a5cHbCj7s21WodCpXYfd31eO3KLFprTUxKVZC+zjoEoknUWQ1oq+OlWwR0NVjx9GcO4ukTY/jSoSv4zDdPwGHW477ueuzrcmJbUw26XTVotBmh30CX9UopEU9l4Akn4A7G4Q7GMROMY9QbwbWZEAZmwxieCyOZzo4NVW814O72WvzMvnbcv6UBvc129ogq0KZaM+5otcMTTmBfJxu1dHOqIvDgVhcuTgVwTzvXlXLQbDfhzk0OuENx7O9yah0OFeDONgcm/THoVYFtTTatw6Gcis2yCCG+CKAPwAkp5Wdv57t6XDXocdWsT2BUdOO+KOLJNLo1KDN3MA5fJIEeV/YShd3ttdjdzqRUNWpxmLC3o45nYSpMo82En9m/WeswbtmoJ4J0RqKzwap1KBVFpyr48L7NeHJvO1694sa/n57EkWtzeP7c1KL32Uw61FkMMOtVGPXK/FhlelWBIjDfo0gAuN65SECI7DTkpgsISEhICWTHDM8/lpDA/GMgN01iyeu5aQteT6YziCTSiCRSuf/pmw5I3lFvRXeDFY/3NuGOVjvubq9FW52ZPaJukaII/Ic7mrUO46am/DGE4in0uKwVXcaT/igiiTS6G8p7Pvd21GFvB5NShQrGkhj3RdFZby3KeEJCCDy+s2ndv5duTTKdwYA7jEab8aY3JrGb9Hhyb1uJI6PVVGRiSgixB4BVSvmgEOJvhRD7pJTHCvlsJiORSGfmd1yZjIQ7FIfTalh0pjOWTENVBPSqglgyDSkBs0FFLJlGIJYEZLY75xaXFXqdCr0qYNAt3hmO+6LQKwLjvmx3wns21y07uHo6I+EOxlFjVGHWqxj2ROC0GlBrKewuQLFkGpP+GFocJkwFYjg96keb04w9BXQ1zZ8xXWlHHk+lcfjKLBQh8MDWBk3PCI95I/jX/jFEEins63Tiga0NCERTaHaYVvzc1ZkQLk4FsLWxBtuabDdUSOKpNAQEBLIVeSGylXmjTkU0kcbbI14Y9QpevDgDVQjs7XTCoCqYCkTx6PbGG8rKE05Ar4r5QRJnQ3F4wnGcHPEikZb4yP6OFQfaT6UzmAnG4SrwDHwynUEynYHFkN3kg7Ek5kIJbHZa5s9ox5JpBKJJuGzGsq6QrZWUEm8OeOANJ/DAtgbYSzQw5bePjeDrbwyhq96Cv/zInvllX2yJZBqhRApOa+kSYuFYAr/73bM40OXER+/tLNnv+qNJeMOL1+N8efujCRzcsv7lPROI4a9+fBndLiueeqBnXb8bAJLJNIY8IWxptK/7djg4G8Yff+8c0hmJ335XL3a22tf1+6WUmArEUGcxFKXyf2kqgCszQTze21y2g5WqisCj2xvx6PZGSJmtPwy4wxhwh3P7+QS8kQSiiTQS6QwSqexfOJ5CPgeUTzjJ+efZZZuXTSjJ7DEpl8wSABQFN05b9Dib3RIAVEWBENlp+dXMoCqwGHWw6FWYDSqsRhUWgw5OqwGuGiMa7Ua4bEa4aoxVfUOHUDyFw1dmYTfpcF9PfcHbaSSRwvmJAFprzWitNePSVBCXpgK4Z3Md2p2WFT+bTGfmj/WZjEQyk4FRp0JKibdHfZBS4u725euQ+d9OZyR0igKzQYU/koDNpIOiLC7HhXXbvJlgDF97YxCxZBrv2tWCA9318IYTUFWxaP/qDSegKAIWgwpPOIGGGiNURWB4LoxxbxT3djvnf88fScIXze6788vPF0lgLpxAV711TT3tMhmJ1P9m780D27ruO9/Pxb6D4L5TJLXv1mLK+24nTmzHzZ4mTZN20kynr+3rTNppJ/Om07SdaTuvndfmTaeZaZs2cZ3UWZzEcRrHq2zLWq1dlCiK+4Z9By6Au8wfIGlKosRFAAiC9/OXCAH3HuCce87v/M7v9/0pKgadcNXnxKzM4cEg58ZjNFdZeHDze7aYJCsAV43jyWiab74zjF4ncN+mejY2OLAa9aiwoJ0VSGSwGvXodcJ1v998HLoSwBcTed/2pnnnskBCpHcyzt4Oz7y2gy8m4rQYsZa4MICqqlzxJTg/mbeXu+sdqCrLmo9n9kv1zuvt86ODIc6OR3l0a77PrNNFZCRZISMp2M0GVFXlkjeOx2YkmMgRTefY01GF2aBnNJSi1mFiOJgikZU4NRIhLko0V1n4+P7FHSwtZv9TCnxxkWODYdqqrexsXdpBdzCRwWLUIwiQECVcVuO830dVVVJZGZtJj6yo6HXCVfOaoqjodALBRAaDTofbtjS7qs8bJ52V2d7inneOios5AoksYk7mwngEWVW5o6uOpioL45E0WUkmlc1H73bW2llXayedlRGEq8eemJMxG3S80uuldzKOyaDj83d1YjXpCSQyGPU63HMKbMTFHG6rcfa7RtM5DvUHqLab6OmqWdJ3XArJjEQ6J8+bTaEoKucmopgNejY1LhzJlcxIs/OUNL0u3IiZflwsqppPdSzlel+RjingDuDl6X+/DBwAbuiYEnMy3z42yqErARJiXqG/2WPlY/tamYyKXPYmqHeZ6ems4flTY1zxJWD6pFEnCIiSwuZGJ0/taubg5QDRdA5/QiQhyoyGkjimF26rSU+t3cyOVheXvQlGwynqnRbsZj1Wo4E3+vx4bCbet73xquo+L5yZ4PVLfqaiIgY91DksdNc7+Oyd63AsIrXw+yfHeXc4zIA/gayq1NjNbGt20VVrv6lzS1VVvn9ynOFgin3rPNyzoY5LU3FeODNBNJ3joc313LepnrNjUc6MRQGotptWJEIomMjwg1MThJIZ4qLEJW8cXzzDW/0BPDbTrJMK8g/mqxd9HOzz89MLU6CqdNQ4mIqlCSSybGly8f5tjbx4bhKTXsftndW83Z/v1+YqKxvqneh04LQYeXJXMxenYvROxrk4FcMfzzsxaxwmXrvoJ52TOTIYotmdN0RTGYnxSBpFVYmmc7RUWdnc5OQ7J8Y4OxYlms5hNeoZCaX4vce33vD7/uDUBCOh1KIW2biY49mjI6SyeaOyo8bGM0dGSGdltjW7eHRbI1lJmRVuvK29ivs31Re0f1aS3okYv/7su4g5mY/ua+P/eWJbSe775efPA3DZl+SHJ0f5RE9n0e85GU7yxFcPkcxKfGRvK1/50I6i3xPg3j97nWAyxw9PT+K26vnArrai3zOVlXjmyDCZnMLutioe2Jwfsxcmovy7506Rzsl8ZG/rTZ+j5fDYX7xBOJ3XglEU+OV7C+ecUlWVXV/5GemsTIPTzOH/8HDBrg3wp//Sy6uX/AAkxNN899/cU9Drf/3QEK/0emlyW/mjp7dfdxhzK0xEUvzqM/nn+I1Lfv7so7sLdu1iIQgC9U4L9U4LB4po5K4lJFnhx2cniaZzPLK1gSZ38dJp3x0Jc2wwxKZG51Vr4pGBIL2TMQCaqqx03iT6UMzJfPfdMeKihFEnEBMlDDqBz93VyV+9ehl/PMMbfX62NLkw6AR+bm/rdc70fzk3Re9kjB0tbu7sruE//uAcU7EMP9/TRp3DzF+/PoCKyufuWse9G69fuy9MxPjBqXEueeNsb3Yj5mTOjkfprnfwh09tm3UW9fsS/Oj0OKOhNHvaPTyxq5lkVuKvXrnMv5yfQi8IDAWTJDISJ0ci9E7F2Njg5OP72ggkM/zly5eJpHJYjTpMRj13dtfw5O5mvvz8ObKSwtnxen7lvm4SGYlvHhkmKyns6fDQ6DLzW98+jT+R4cFNdTy6vZEHN+ejT3Kywo9OT9A7GaN6OvJBUeHeDXXsaHVzZizCd06MMRhI4rYY2dDgoMFlQZYV/vbtQaLp3LTzVeAb7wzx8z0d3NFdw3dOjHF+IsbmJie1djMvX/SSkxQkRcVtNeKwGHjjko+JaJomt5UDXTXctT5vQ54cCXNiOMyWJhd3ra/l9GiEVy/6SGbz1VqtxrxDV68Dj83EUDDFbe1V3LuxDoCzYxH+v5cvA+CLZ/jCNWuIoij8h++dI5LOsb7ewR89ffU6fqg/wJHBEHaznl+4Y11JHScHLwf4XwevMBRMUe80s6e9CrfVxFO7W2ivublzdS5iTuYb7wyTyEj0dFZz5/r37PMfnRnnv/20j4yk8PW3B9nT4WF3WxUf2dvKd0+MEU7luHdjHf2+ON97dxwB2NrswmkxIuZkjg4F+cHJCcScDALYjXo2NbnY1uwmlZUX3cYfns4XL2p2Wwinc1TbTXxod8uitQOTGYmfXfCi1wk8srVhwX46ORrm798aoslt4d89uhHj9Pr5+kU/45E0fd44HTX2WcfKQpwbj/KzC15kRaXPG2MomKLKZqS1ysbtndVE0jlMeh0f3tvKG31+rvgSeGxGYqKEw2zgE7e3YTMZeOtygGNDIZwWA4lMfo/88f1tNLgsXJiI8Va/n44aO49ubbjOSe+NiXz97SEuTEaxGPQ0e6x89o51V0VsZySZfzoyQlzM8dblACPhFDlZZUvTBA9uquMHp8bxxTPodQImvY496zx88d5uXu71odfl21LrMM+2s73ahorKSCiJL55hc6MTt9XIH/zoPFOxDPVOMw9tbcAbFRkKJrl3Yx3/+r5uBEHg7f4Al6biALRV225YaffsWJRjQyE2NzrpqLXzk7OTuK1GntzdfFPHEOSdX988nJ//Htxcf92e+eRomIN9AQAMeuGmGVuvXfRxajRCrcPE2bEoo+E0T+xq5lM9V+8LFSW/nx8Np7hnQx0Wo47XL/lp9Vh5Ymfzdc4qVVX54ekJfnxmkgaXhU8f6JjXSXZuPMobfX46amw8vr1p9jqSrPD9k+NMRUUe3trAlqbFH4JW6pFXFRCb/ncUuGlo0FRUZDiYxB/PMBVNMxFNE0xkODceY2q6mow/nuH0aJhBf4oBf5I+X4J+X4I+bxxvTMQXE7nsT8yKV8bTOQKJDMmszGQkzWQkzaA/wUAgwZuXA/jiGZKZfKh8JqcQm35/NJ2bdfLM4I2JhJJZvLE0E2GR0VCKeDqXn3QXQSSVYyoqEkrlSGdl4mIOo0G34CSZkZRZYcXL3gQAx4ZC06d8cd4ZCOKPZ/DYTdMntPlFeCW45I3PGiB1TjPNbis1dhORVBbInzjMMBpOcXY8yisXvUSSWcKpHMPBJN6oiKIoDPgTvNnvn/3dX7rgJZHJn+z44hkmommmoiKyojIUTM4uUpmcMqtDtqPFTXb6RG5sOnXm2FAIb1xkKiYSTGQZCabwJzK80usjkswh5hQkWUVWVcLJ3E2/ry+eAfLjciFmxpqq5qtQZCSF9PTiHJ0Wa0xn5VnhRm9MvOG1ViM/650ims6RkRTe6POtSBu+cXikJPd5/vQkMTGHrKi83Fu675oQ8/OeChwbit78zQVCzClkcvlnbGYcA5wYCRMXJXKSwrvD4YLfNzLtlAJ4/uR4Qa/dNxUllZVRAe8inu2lMrOZBhgJpwt+/dOjEXKyykgohT+RLei1J6Pi7Jo3EamsOUpj8YyF0wz4kwQTWU6NRIp6rxNDYVJZmZMjkdkIG2DWQWLQCQtuEsfCaXyxDOmszHjkvWdOUZTZeXMikiYuSoRTOQanhePn0ufNb5QueeP0+xOMhdNIssLb/UEmoiLJ6dTLGz0XI6EkMfE9++/kSH5evOJLkJyzUR8OJgkms4xH0lycinFiJMQlb5xUNh9FlVMUYmmJ1y76iYs5EqJENJXj4lSMd4fDRNM5AgmRPl+CyUiao4MhwskcWSn/283YLemsPPtaNJ3j+++OE0xmSGclLkzGiYvvzbHj4TTDwbzNdnIkzJuXA2QlhTPj+b6/OBknmMgyEUkzEkryykUf/b4EzxwbJZWVZ+3sdFYiks7lRfrHovin7e3JiMhPzk2SySmMh1PU2s04LUZMegFZURkNpclKChenN6uQj+aJixJHB0PISj5KFMAXy5DK5g8fBwIJwqkcb/T5UVSVs+PvrYtiTplNy5Xk61Nls5JCfHovEUxcvw54p+3ZZEa+6rcqBdHpvYeqqiQzEvGMhKSojIaXJsKeyEiz+6Wp2NX2+ZmxKLG0RFzMERfz+5dwMstoKEU4lV/rhwLJ2SILGUkhPr0umww6TgxHyEgyiUx+zIuSgtWgY3dbFR/YsbgKhtJ0KhjA4cFg/vkNp5dkH58djzIYSE5nZMQXfP/z747jjYmcGo1wZs54mZlv7GY9FuPit+0z+9epqMhERCSZkRgLpwkmsxwZDJHMSETTOUaCqdl559RoBFnJH5zPVFOdsRvOT8RmxcID0+PyxEiYZEbmwkRsdszO5dJUnFRWIpbOPxdxUeL4NXZZVlJI5/JjOZjMkskpKIpKQszRN723S2VloukccVFiOJiabUtWUma/52Vf/jceCeWdL6oq0Flj5+JUnJMjEYLJLNF0PqXztV7fbCGbCxOx2f3azG9tMuhwWG4c+HF4IEg0nePIYGg2Gm8snGZ8EXZVOJmdnf+mbnG/NRDI91ufN85wKIWiqhwdDF73vnhGmv2+F6dinBuPkpXyYzySvn6/GU3nODUSmf29Zn7bazkzlr/OZW/iqrkolMrm1ylF5fxEbN7P3oiyjZgSBKEH+AtABo6rqvp/C4LwJeApYBj4RaAV+Efy+6Ex4DOqqsrAeuAXBEG4DDwLRK659heALwC0t7fTVGWhu87BRCRNtc2EXi/Q5rGxq60Kl8XAyZEImxqdmA06To9FiYsWZFVFLwhISj6kdEuzi3s21FFtN+GNiTy+o5FDV4IM+BMkMjI5OR+qbzHq2dbkQlFVAskcD2+pp9VjJZWVOTGc31BtaLjaO/rwlgaykoLdrAcV3FYjj21vXLSg8gd2NJGVZGqDJswGHQe6ahflvbcY9ezt8NDvS8yK+W1udHJqJIKiqtQ6zLisBuqcZj7V045OEFZM5Hl9nYMzY1EMOoEP72mhb/ohMRl0hFNZ7uyunX1vtd2E1aSnzWMlmsqhAns6qhgNpRgPp+mqdbCz1U0gkcVs0PHQlnqODYaxm3V01tjZ2OjEbNRj0uvZ2ZofI/VOCz1d1Qz4k2yod3Bbu4dP7G9nJJRkfb2DK/4kPZ3V0yl8OmrsZhrdFgw6gc2NLhzmEFaTDlGSqXNY+O3HNt/0+z6ytYFz49FFpeJ0VNvY2OAkJubY0+HBbTXyyNYGxsLpWZFVt83I3RtqGQ2luKO7sk72H93ayD8eHiGTk0saCWbRgzht8//5R3eW5J5P7mrmf785SCor8dDm0n3Xf31/N3/9+hWqbEa+/MHCRijdiGq7iYe21DMZFemZIzb60JYGnjmcP317+rbC6wfsbnVzcvrw4D8/Udjvur7eidWoI51TqHUU3sn/h09t5/P/cBxVhd99/6aCX//xHU187+QYG+qdNLlunj69VPa0e/jAjiYu+xJ88b6ugl5bY/VQ7zLjshpJiBLd9cXVkdzS5OLYUIiNDc6rUhlua/fQ6LZgMxoWTGlp9VipdZqJizk+sKOdmJiPvHbZTHyqp52TI2F2t3sYDiYx6HTzar/d3lnNufEou9qq2NTgZGODk7Fwike2NrCjxc258SiKqs5GjV7Lng4Pvng+pWdTo5PNTS5ev+RjT7tnVk4AYHdbFYOBJJFUvrhDS5UNt9XIxcYYwWSG1HQqzv511UiKgqpCo9vC1iY3W5pcs4eqBp2AQa/j7g11bG9x86HbWhgNpfj5A/lT/DqnmQc21+ONiRzorKHZbZmNLHloSz33z4n6anBZ8NiMVFlN1DpMNLkFDDqBHS35qoW726sYDSennWf5A1KzUcf+Dg+HrgRwWY2sr7MzERGxmvR01trp6fQQiIvE0hLNHgsbGxy8dsnP9pYq9q3zsLnRRavHxpv9fu425SU05grSb2p0cnIkwvp6B3qdQE9nNWJOprveTlyUEMhv7BQV7tlQy0RU5LY5URH71nn4zB0dBBJZPjqPxo3FZOCX7+niyECA922/3pFy1/padEKQBpel5BqW922oI5OTeXckzM4WNxajnpyisr1laVUkax1mDnTVMBVLc9c19nmNw0x3vZ2EKNHoNtNe42B3exWbG51MRPKHuz1d1dzWXkUyK9HgsvDkzmaSWZnNjU6moiJ//Xo/TrMBg15HrcPErz20gU2Ni4/aMOh19HRWc3EqziNbGxnwJ6i259OZF0uz24peJ6AT8uLoC7GrrYpLU3HcViNdc+aBBzfXs6nRSbXdtGA0zlz2d1aTzEpsbXRiM+npnYpR6zRR77Swo6WKSCqLyaBjXa2NuzfUcn4iys5WNyOhFC6LkTZPPgJuT4eH40Mh3retAUXNO202TYuFb21y8mYiQ5vHhmOelNONDU56J2NYTXqykoLTYmT9NfO205Lfk1z2xjHqdZwcDSMAT+xqpqezhqgoMRHOZ5roBIEDnTXcu6GOg5f9mAy62evd3lnNkYEQ6+vzUZMf3NnEuYko25pdbKh38rNeL1lZxWXRs7XZRYvHSu9EjPfvaJz9XQ901dBWbcNpMdxUBmJ9g4NTIxE6a+1saXIy4E/gtBgWFcHbXm1jd3sVsXSOA53X77dua/NgnNaeXEjf+s7uGo4NhdjX4cFpCdLnjc+rdeayGNjS5GQ4mOK2Ng+KquKLZWitts57uOK0GNnc5GQyJtLstrDrBimk25pdBBIZ2qqtOOc48mrsZtbV2piMirNz9WIR5uoWlBOCIDQCEVVVRUEQngH+J/C7qqo+LgjC7wAD5NP0VFVVI4Ig/BFwGPgX4AhwHHgF+A3gN1VVPTrfffbt26ceP358SW2LpnOYDTpysoJOAKvRsKicTVlRkRQFo0437/tVVUVRuam2UDiZL0++kmWoZ5xsNtPKtuNaVFVdUOth3759HD9+HDEnT5+y5LCa9DgsBhQFspKMa/ohXagvCtHOrKTM/oZLzf3VWJiZ/vZNp2lubS5tCe5ALI3HbkZfwvzsjCSTFGWqi+DYKHdm+luWFTJzNNUKTTiZxWrSFyWFIinmuORLsKvFhV5f+OsrioqiFk8zYEafohTM9LfG2mCmv+dqLBWbUo7n5aJMi5MVyn4Qc3n9s2s3ZpKsEBMlPDbjDW0tMSeTyuS1X9xW46LbJMn5KAnTnDl1pr9VVSUnqyQyElU3uWYklcWgF5BkFZfFSCSd14/R64TZCIUb2ayLsR/nMtd2u9H1VLVwfbIWmGufz6SMVd9AuHoxyIrKzM+/Urqp+e/Bom2RQDyDw6LHYiy87VKsPcZi58hrNZznW7/FXD6L6FqHvyQrpHIyqYyEZwkOumuf60xOJpmVcVkMt2wDzehZCYJQsfu3Qq5/giCcUFV130LvK9uIKVVV55aykYCdwOvTf78MfEpV1eeueY8MbCTvoMoBvwnU3cgptVxmvItL3ZTkRRFv/BlBENAv0P83qi5QSox63aKF10vJUhYeizG/qbzWUzxXSHKhvlguc9s517CpxEmtXKh3Wal3FU+L5EbUrsA9zQY9Zkd5CkOXCr1eh62IzsBizsN2i3FRhSmWi04noKN4c025b+I1Vj86nYD5JrZUIVkN47nQtsOMfXQtBr1uQUfBjT67EAa9Dm7wMUEQMBkEqg03v/e1duncti50iLpUx8VirldBNWRKynLH0LWUw7O7GB3gudQWMQKuWHuMxf7OOp2AZYF5+2Zzj0uvW3Ixm2ufa7NRj7lAB4pz20l/WUYAACAASURBVFmp+7eVeIbK1jE1gyAIO4Fa8ul4M8nwV+lGCYLQDDwMfAXoAWKqqv57QRAMwEvzXHM2lc9ut7Nv34IOPI0KYWhoSOvvNYTW32sLrb/XFlp/ry20/l5baP29ttD6e22h9feaY89i3lTWjilBEKqBrwIfA/YCLdP/5WJaN0oQBDPwD8C/UlVVEgQhMv3/V71vLqqqfg34GiwvlW8lOT8R5eULPuqcZj66r3XBkrQaV1OOqR/prMy3j40QFyUe39m0YE6xxuIpx/6uRHonY7x03kuNw8TH9rWtWIqv1t83J5zM8tyJUSRF5cN7WmkosA5UqZnpb21dXBtoz/faolL7Oybm+Odjo2Qkhad2N9PqWXw1u0pmqf3d74vz4tkp3FYjH9/fVtLqhBq3zlL6+8dnJunzxmcrxGusPgRBeHcx7ytbx9R0tNM3gS+pqjolCMIx4FeBPyUfHXV4+q1fA/6HqqoXpv/uA7YLgqC/5n0FJ52V+en5KVRUHtvWWDQ9k7lcmoqjqOpsxbhSbyyGAkkOXQmyrsY2W961HEhkJF46P4VeJ/DYtsayXKDEnMxLF/IliR/d1sCAP8n5iRgeu5FjQ2EykkyD26I5piqE40MhnjkyQnednV97cENJ7qmqKq9e9OGPZ3hgc33J5oeZeckfzxBMZopawl1j+Zwdj/DCmUkURaW92sYHdzYX9PortT78wQ/PMxxKsau1ioe2lG7ca2horH7GI2kO9vlpdFu4f2Pdgml9+SqEETY3OedNu85IMi+d95KVFB7Z1nBd+tFoKDVbwarfl9AcU8ukz5tAVlRCySxTUfG6wgEz/ZCZtrmXmgZWarwxkdcu+qh1mHloS33BdLEUReWViz5CyQwPbKqnfpWtj5KszFYm7Z2MLdoxdXo0wvmJGDtb3WxvcfPuSJiLk3H2dFSxeQlC+AsRSGR4tdeHa7qwVDmkkK5myvlY8aPAfuBPBEF4HegGDgqC8BawG3heEIQ7gJ8DfkMQhNcFQXhaVdUc8L+AN4HPAn9TrAZemIwxGEgyFEhxbnxp5RCXy+62KhxmA931jhWpgPf2lQDemMiRwRAx8foSkyvF2bEow8EUA/7kosqyrgR93jhXfAlGQinOjkV5o8+PNyZybDBEVlbISMq8pYM1ViffPj7KRCTNm5cD9HtLMyYnoiJnxqJMRvPPaKnY1VaF02Kgq85OvXN1GT1riaFAilg6RzwjMTRPWfpbZSXWh3NjUQaDKVJZmUve+IpVhtXQ0FidHL4SZCoqcmokgj+RWfD9B6dtt4N9fmTlepvtsjdB/7Std2Y0et3/d9U6aHJbqLIZF1VZWWN+drS4cVoMtFfbaK66/jBsph9GQylOj16XPFN2HBkMMRkVOTseZSIqFuy645E058ajTEREjg6Vzi4sFAa9jj0dHmwmPXs7qhf+wDQze6yDl/PP6dzntpAcHwozHknTOxljJJQq6LXXImUbMaWq6rPAs9e8/A7wJ9f87Zzns98AvlG81uVprrJg1Auoav7fpaCrzkHXCkbUtFfb8MUy1DrN2MooKqnVY50WlxdodpfnxrjRbcFk0CErKq0eG964yFAgxZYmFw0uC+mczK620laN0ygeW5tcjARTVNtNNJYogqjaZsJpMRAXJdo8pYta6qy188v3dJXsfhrLY986Dy9dmEJR86WkC83s+uAwlWx96KixUec0E0lluaOrRjut1NAoIumszI/OTHB8KEQyI9NZa+eJXc1sarzOFF81tNfYGAmlcFuN85ZOv+791TZ6J+O0VFnnnW8aXHlbT5JVWudZh60mPZ+4vb0gbV/LtFXbbmp3zNjc+X4o/6i09mobV3wJnBYD1QUsMFXjMOEwG0hkJNqry/93mI/7NtZx38alpfC1V9sYDCRp89jQ6wRaqqyMhdMF/w3aq21cnIphNeqpXYPVsAuNoKprO0LjVjWm0lkZFbUkaXzLRVVVYqKE02woSOWAaCqH3awvWrnx5ZLK5svL3iyNb6U1C8ScjKLmx4uiqMRFCZfVQFZWyEoKzhKFGs+UXi330OZbZaX7ezScosZuKun8kJUURKny+xYgJyuk54zjle7v1cBUNJ031ItkoJZyfZjp73g6S+9UnNvaPZq+VAWjPd8rh6qq/ODUBH/wwgVCySzVdhNVViPDoRSyovKJ/W38xw9uxb7EKmQ3o5T9HU3nsJn0i5o/VFUllpZwWm5sU4s5GVlRC/p7lAtxMYfFuLjfainM7W9ZUUlkpEU5Cm/GauuHmJjDYtAXXKezHO3Cuf0tyQrJrHzL/T2XmT3WzHM6d89VqDTJGeJiDpNBh9lQPgEb5YYgCCdUVV1Q7X51PKlljNVU/oPwhTOT9PsSdNXZeWp3y8IfWAC3rXwmtrmUs3NwhmvLi878lmaDvmQTWk5WePboCMFElgNdNdzRXVOS+65F2lbglM5k0K2Y+HgpyUgy/3RkhEgqx90batm/rvARQJWGLyby3XfHkRWVp29roa0IzqmVWB96pxK83R/kwkSMT/V0rInxr6FRKmRF5cvPn+PZoyPsaa/if356L/vXeRAEgXAyy1+/cYX//eYAvVNx/uFz+6kqYLRHqVjKhlgQhAXnuXLUOS0EJ4bDHOzz47Ya+VRPe1G+p6yofOvYCL5Yhj0dniVHysxltfVDsRxH5WwXStN7kkAiS09ndcH0Kefuseb7u5CUKqhgLVCeo1SjoMzkvI4EtdxXDUiIEsFEFoDhYOF1ZjQ0SkEsLRFJ5XWMhrW5bVFMREWykoKsqIyF0yvdnIIxM4+FUzmi6fLRPtTQWO1IssL/9ey7PHt0hF+9v5vnvngnt3dWz0YceOwmfu/xLfzPT++ldyLGF75xgqykrHCrNYrFSCg/10bTxZtrxZyML5bX+hrRbNSKJ5mRCczsSTSNpjWP5phaA9y7oY56l5n7NmklNjXyhuTeDg8NLgt3dpdPZUUNjaVQ6zCxu72KBpeFA11atNRi2NzopKvOTnu1je0tlSO6e6CrhgaXhd3tVZrGg4ZGgVBVlf/0w/O8eHaKL39gC7/9vs031HB7dFsjf/bRnRwdDPHHL/aWuKUapaKns4ZGt4VdbW7qncUpNGE3G+jpqqbeZS6r6t8axcFtM7Jv3cyeRMvgWOuUf+6Txi2zo9XNjlZNVFvjPe69hdBoDY1yQBAEHthUv9LNWFVYjPqCpHOXG23VNj7Vo4kJa2gUkr99a5Bnjozwxfu6F1Xc4qndLZwcifD1Q0O8b3sjB7q0TWal0Vxl5ZMlEG6/s7tWOzhdQ9yzQduTaOTRIqZWEH88QzSlpR0Ug5iYwxcrXLnVUjEaTnFh8vrywhoa5c6ZsciqfObWGsPBJP3e+Eo3o6AoisLp0TCBhDb+NDQKwYnhEP/lJxd5//ZGfvuxTYv+3G+/bxPt1TZ+57tnyEhyEVtY2cTFHCeGw1pa5C0yGkzRV2Hr3VpAsyfXLlrE1ApxcSrGT85OodcJfGJ/G/Uuy0o3qWIIJ7M8c2SYnKzy4OZ6drVVrXSTFkW/N87v/+g8OVnlk7e386HbKi+yQaMy+V9vXuHlCz6sJj1/+uGd2nxWppwYDvPffnoJFZUv3tfN/RUScfbXbwxwsM+P3aznzz+2e1WKL2tolAuRVJZff/YUzVUW/uQjO5dUzdlmMvCVD23ns393lG8eHuGX7u4sYksrE0VR+N3vncUfz7ClycXvP7ltpZu0Kjk3HuWPX+xFVlQ+f1cnj21vXOkmaSyCv3trkJ+en8Ji1PNnH9HsybWGFjG1QvjjeWE/WVEJJrMr3JrKIpzKkpNVAAKJzAq3ZvEMh1Kz7R7SBB81VhGjobyQdjor44uvnmdurTEUSKCoKqoKg4HKmWPGpgVTkxmZgDb+NDRuiS8/fw5fXOSrn9yzrCph922s454NtfzVq5e1YgTLQJSU2QI1k5HKKVJRaoYCSWRFs6lXGzMFu8SczJQWNbXm0CKmVoi9HR4SooTFqGdjg3Olm1NRrKuxs7fDQ1yUuL1z9Ygi37ehjt7JGJF0riQ5/BoaheKzd67jG+8MT4tqa3p25cr7dzQxHEyRkRSerqCIzM/euY5nj42yoc7Oem091dBYNj+74OWFM5P820c23lK0+e+8bzMf/Ku3+ObhYf7NA+sL2MLKx2Yy8PM97RwZDPGBHU0r3ZxVy8Nb6un3J0hnJT68t3LWu0rnM3d08I13hmnzWNnZujoyXjQKh+aYKjB93jhTUZE9HR4c5hv/vDaTgfev0gUnkZF4dzhMk9vChjLcBOh0wpLFvVVV5eRohExOYd86D0Z96YMJDQYdv/bghpLfd4Z+X4LxSJrdbVW4rUs/JS1nzo1HiaRy7FvnwWLUr3RzKo5Gl4WHttRTV6QqPWuJ0VCKK/4E21vc1DoK+3vaTAZ+69HF68WUG5e9cSbnWV/DySwNTvOqOojQ0Cg3YmKOLz9/ls2NTn7lvu5butb2Fjf3b6rj798e5Jfu7izZulspdswHdzXzwV3NK92MonKj+bxQWEwGfvPhjQW/7mKRZIUTw2H0OoE97Z4lpcQWmgsTMYLJDPs6qrGaytsG7q5zzKavTkVFLk7F6K5zMBpKYTcbVo08i8by0BxTBSSczPLi2UlUFaLpHE8UeFGRZIXBQJI6p3lFNTRevejjii+BIMAvrnBbboWcrDAUSFLvsuCNibxxyQ+AILDmqsnExRw/PjOJoqoE4hk+vLd1pZtUMCYiaZ4/NU5WUhBzEg9v1XQGCs0bfX4uTeUFRmsd5oI7VNYKkqzwz8dHCaeyDPgTfP7uhSthrRUiqSw/nl5fI+kcT06vr5PRNP//6/3E0hIXp2L86Ud2ac5nDY1l8F9/chF/PMPXPrMPk+HWD+e+eF83n/jaYZ47McZnDnQUoIU3RlZUzo1H+Mm5KcwGPcFEhp/bUzl2TKVxo/kcwBcXiYsSXbV2BGHlnDm3yumxKIeuBAGwmvRsa16ZaHJvTOSn56cASGVlHttWvjbwtX3/g1PjpLIyPz0/Rb0zrzXlshrprLWvcEs1ioXmmCogBr2AQSeQk9WCGsaqqpLISBzs89PnTWAx6vncXeuWdI+Za9hNhlv22lumDRaDTsCwApFFheKn56e47E1gNel5eMt7IsAzv6skK2QkBXsRTnLmQ1FUklkJ5zI0HW4Vo16HQS+QlQo7dsuBZEbi/HgMRVVp9VhLeu9ERsJi0K3q52QxWIw6spKCxaBbkWjDikGFCxNRIukcWUktyi3EXL5S1mp7zg163Xvr65xNc1KUmIqKxDMSHrsJ/QqeSmtorFYODwT5pyMj/PLdnQWLSOjprGZXWxVff3uQT/e0F9XJcLDPz7GhEOcnYmxvcWMx6slIMopC2UeILIfVblvcaD4PJjJ86+gosqLS01XNnd21y7p+oX+fZEbCtET7xmLUzfn3yo1Bk16HXicgK+Vt38/t+wNdNdzRXYPFqCchShin13VBAPMynear1fZZa2iOqQLitBj5+P52AokMG+odBbvuSxe8XJiI4Y2JNLgsZCSZnKws6eF6pdfH2fEobdU2PnKL0TAPbq6nrdpGrcNclPDbUpHMSABkcgrNVVY+sreVjKSwvt6BmJN59ugIkVSO+zfVcVu7p6htUVWV506MMhER2d1exQMlrpZlMer5xP42vLEM6ws4dssBq0nP1iYXoiTTUVO6U5ZjQyHeuhyg2m7ik7e3F+QEulypspqIiTmsLvOyjQYNQACV/JyU/1dh8cVFnjs+hqKofOi2FtqqbQW/R7FwmA3zrq9Ggw6jQUc2IaMoCvpVfMKuobESiDmZ3/3eWdqqrfzWo4VLfRIEgU/3tPOl75zh6GCIniJGoicyEka9js2NTu7dUEt3nYO/e2uIrKTwxK4muuoqx645MRzmYJ8fj83IJ3vaMRtW30b7RvN5OifPCpYnM/Kyrn18KMSbBbS9zo1HebnXi8Ns4FM97dhMi9v3bGt2YzXq0euEktqe1+Kxm/j4/jbCqSwb6stPfmWGq/s+vz97clczf3PwCjazgY4aGz1dNTRXLf2AeSoq8p0TowB8eG8rTe7SHlJrLJ7V61UoU+qc5oLrrAxNV0+qshnZ3uKivdq+5KiamYoUo6EUkqzc0imCQa9jS5Nr2Z8vFx7Z2sjJkTDt1TZsJgO26vceh0gqRySVryYzHEwV3TGVkRQmIvnqE0OBJKyADEyNw0xNBaZgtXpsPLG7mXAqS08JNWhmqp6FklliYq6i09tGQilqHWZkJV8VU1v0l4cKtHls2E2GZRlfCzEREclKCgBj4fSqckzB/OtrjcOMzain3mVBEATSOblkUa4aGpXAX75ymcFAkm/+Us+iN92L5YM7m/mDFy7wT0dHiuqYum9THXaznnqnhe0tbnonY7MREiOhVEU5pmb2BOFUjmgqR71r9TmmYP75vNVj44HN9bdkrw0F81XdQsks0XTulvdkQ8EkqgpxUSKYyF61V1iIchl3DS4LDS7LSjfjprR6bNy/qY5IOjfb97KqzjpeJUWlZZl20XjkvarnY+G0ZqOWMZr1tgq4a30tJ0cjbG1ysrdjeRP1XetrOT4cZlODc9WG/haaaruJh7Y0zPt/DS4z21vc+OIi+0vgzLAY9RzoqqHfnyip82StsHsFxBIPdNZwUPLTUmWlxr46ddgWy+2d1SSzEvVOC41lbvyUM0a9jsd3NNHnS7Cvo/DO8E0NTgYDCSRZZXvL6j9cgPzJ+8f2t/NWv597N9RpTikNjSVwfiLK3xwc4CN7W7l7w/LSpm6G1aTnw3ta+acjI/ynJ7JUF2ktdFmMPLj5PXuuu85BV50dMSezq8Iqe93eWY0oyTS6LBVZcORW7bWezmrEnExzlYVax62Pt/3rqomlJartpmU7RjQWx7VBADV2E7vbqhiPpLnjFhzbmxtdDAXyDsutFRBYUcloFtw0w8EkkVSObc2usnPcbG9x33IJ9i1NroqIcioVgiDwyNa8kSPJCqdHI3hsJtprihdhcEd3PqdaozKod5nZ1uyiYTqSo5JprrLy8z3FFbctFyRZ4fxErGjzQU9XTdEiC6wmPU/fVnmCwA9urmdDg4NNZVglVkOjXJFkhd/57hk8NiNf/sCWot3nk7e38/VDQ/zg1Difu6uzaPeZi8mg46ndLSiKyoXJGKFUlu4yiV65VdqqbWtmvV0ObdU2Pl1Asf0Gl4VP9bQX7HorSVzMcdmXoKPatioyJARB4IHNty5tYjcbKqqo02pgIpLGGxPZ2uxaUrpxeXlg5iAIQo8gCIcEQXhTEIS/mH7tS4IgvCUIwjOCIBiX8trN8MVEvn9ynFcv+nh7uoLCDLKiMhlNz6Y/aKw93uoP8OpFH987OYYvLhbkmoFEhpiYK8i1NMqTly94eeHMJN86OkJiOl9eY/XzZn+AH52e4FvHRvDHMyvdnDVPTlb45+Mj/Pj0JD84Ob7SzdHQWDX87VuDnBuP8Z+f3F7U6sqbGp1sbXLx/KmJot3jRhwbCvGzC15+eGqC0VCqaPfxxUVtndcoO/zxDPE5e40fnZ7kjUt+njuR15rUWBkSGami7ceYmOM7J8Z4/ZKfV3t9S/ps2TqmgGHgQVVV7wHqBUG4B3hAVdW7gTPAhwRBqFvMawvdSFFBnX4+r31Qf3x2km8dHeWfj48W7ptprCqU6cGhzhknt8KFiRjfeGeYfzw0RCBRuRPTWuf8ZIxz41FOjUZIZzWDtVK47I1zdrpf42nNuVwO9HkTnJuI8s5gcFY8VUND48YMBZL8+c/6eGRrA4/vKH75+A/d1szp0cisPlKpmDsdFGtuODkS5pnDI/zDoSGiKW1N0CgPzo5F+ebhYf7xnWHCySyQ12yC/LOgrZQrQzSV4x8ODfHNw8OcGo2sdHOKwtz9srzEjXPZpvKpqjo1508J2Am8Pv33y8CngNQiX3vuZvdqdFt4YlcTkVSOndfkovti+QiZYCJ7y6LhGquTu9fX4bQY8diMBREPnIm6yskqoWS2okWx1zJtHiv+mIjDYkCv0+aNSqHRbaG92obFqMeoVSBccYx6HRvqHRh0AvVOC1lJqcjy8BoahUJVVf79985g0uv4ylPbS5Jq/sSuZv7LTy7yg1MT/MbDG4p+vxn2r/NgMuiwmfSsqy1OZTTfdORDVlKIpLO4bUsrTqShUQy80/vXrKQQTmXx2E08sbOJi1NxOmvt6HWVLTFRroRT2dksrBkfQ6Xhthr50G3NTEXF6/wqC1G2jqkZBEHYCdQCEWCmdmgU8ABVQGwRr117zS8AXwBob8/nDa+/QQnNh7c0cHI0zMZrRMOTGYmXe70YdDoe3lq/Ksu1rnXEnMzLvV4UFR7Z0nDDzYzJoGP/usIJku9bV00iI2E3GSpG80Djeh7e0oDdbKDJbS2a4Ou1qKrKG31+/PEM922qo96pCZEXmns31AECHpuRVk/hhVBPjoS57E2wp8PD+nptflgIRVGpdZiZiIjc0V2jOaU0NBbgW8dGOTwQ4o+f3kGjuzRrRJPbSk9nNT84Nc6vP7S+6M6wPm+cUyMRNjc52VuEQhJzOdBZQ0ZSqLIaaV9llU7LlWNDIQb9SXq6qumoKY5DsdK5vauadE7GaTGwbvo3rLKZOFDE6pjFxBcTeaPPT53TzH0b61atdmtHjY09HR5i6VxRK5WuNB019mU9u2V93CsIQjXwVeCXyDumZtS7XdN/L/a1q1BV9Wuqqu5TVXVfXV3dTduwrtbO07e1sq35PfHxrKTwrWMjvHMlSJ83zqWp+HK/okaBUVWVU6MRjgwEyckK/b44b10OzJv7f2EyxmVvgiu+BGfHo0u6z+nRCIen7zGXi1Mx3u4PkM7KN/hkvorUB3c288Dm+mWfWPhiIgf7/ExFK9PbXgmowGSktLoTk1GRkyMRxsJpDg+ESnbfVFbi7f4Afd7KnwurbCae3NXMPRsKbxjlZIUfnZ7g0JUAL54tvB6Lqqq8OxLm2FCoKGkt0XSONy/7S5quMxpOcX4iyoA/wQunJ+idjC38IQ2NNcpwMMkfvnCBA13VfGJ/W0nv/dTuFgYCSS6U4Bl97aKP8Uia1y76l6Slc2Ysb9stRVfWbTPy5K5m7uiu4chgiDNjlZmeM4OYkznUH+DCRHH6MZmReOtygPFImoOXAwVpx3gkzcE+/5qSz3BZjDyxq5n7N9WjK0B0lCQrHBkIcnIkjFoIXZMl8s5AkLFwmpMjEaYWiDSKi3lbZMCfAPK21ZGBIKdGI7NtDyWzvHnZX1TtufkQBIH7NtbxxK5m3FYtuvJayjZiShAEA/BN4Euqqk4JgnAM+FXgT4GHgcPAYl9bEnExhzcm0lFjxzhP6t6xoRAjwRRDgSRWk74g6V0aheGKP8FrF/NCa/GMxLnxKKoKoVSWJ3c1X/XeRpcFg05ABZqWcGp4xZ/g1el7KKrKnd35Esu+uMhPzuYzUOOixPu253UbspLCSChJo9uKo0ClzH94eoK4KHFhMsYX7+suyDU1CstXX+2nzxvn9T4fGxoctHmKf5JaZTNiN+tJZuSSljV+7aKPI4MhbEY9/+rerlVR7aUsUVXGwimiaQmLsfCRP72TcX58ZgJFAZ0gFDyS4KXzU7OG4y/f04nNVHwTo9pu4vBACF9MZDCYpNZpxmMzlSwSRENjtSDJCr/57VPodAL/78d2F2SzuhQe2drAf/j+WX563nvVYW8xaPFYuexN0OS2LPp7DgaSvDIt1CsrKnetr13SPY8NhjgymD8QcpgNdNU5SGdlxiMpWj22oszpK8Hb/QHOjOUPcz12I03uwtoaFqOeWoeJQCJL603smMW2Q1FUnj85TlZSGPAn+MUSVYYsd0ZDKYx63aLXyhPDYQ5NFwizmw1sLHEV3JYqKwP+JA6zgSrrzbMQXu71MhRI8a4Q4fN3r+P8RIx3Ztpu0rOhwcmPz04SiGc4PRrhV+7rnne/v5qolLmmbB1TwEeB/cCfTJ9K/y5wUBCEt4AR4L+rqpoVBGHB15ZyU0lWePboCMmMTHe94zpnBoDZoKPKZmJ3exUf3tuqOabKiLkplVajHoNOICermOfRgmmusvK5uztRVRWnZfFea9OcyWvudY06HXqdgKyomI3vvf7i2UkGA/nJ9PN3dxYkr9ts0BG/pi0a5YXNlO8bg07AXKJ+spkM/MId60hnZTwlSh8E6PcluDQVx6ATEHM3jhbUuDl6nY497R6CySzri5DmG0xmODeeP13es87D3usz3W8J87QxpNcJ6EoUZm8zGTAb8nOvoqjodQJG/eoM8dfQKCZffa2fkyMR/vKTt5X04GKGWoeZfR3VvHR+it96ZGNR7/X49ibCXdklVRs0Gea37Zb1+em58DsnRgkksjS4LHyqp33J1yxHZr6nThCKspnX6wQ+cXs7sXTupjIIi22HIORt5aykzPbLWuf8RJSXznsRBPjwnlbaFpGCOve3W87zcavsW1dNd50Dq0m/oOPFpM//v0EvYNDprmrvzD5x5jWjXlcye6WYfPfdMfzxDHVOM58+0LHSzVk2ZeuYUlX1WeDZa15+B/iTa973J4t5bbFIiko6mw/hnVticy57Ozw4LUZsJv2iHmaN0tFWbePDe1oRJZkN9Q42NDjwxzM39OwvJ4KprdrGR/a2ks7l7zGDx27iY/vaCCWzbGp8737x6VSudE5GUhT0ultfGJ/e08pQIEl7jTb+ypXfeHgjL/d6WV/voL6EzmuLceFFu9Csq7XjjWWwmvSYNL29ZaObNsjHwumi6M95bCY2NzpR1HzEaKF5bFsDl2vtNLktJRuD+ciGGgYDSeqcZj7V065F7GloXMOh/gB/+cplnr6tZd4D11Lx6LYG/vDHvYwEU0W1X3Q6YcnzQEuVlY/sbSWVldnYsPT5d2+HB5fViNWon3X8xcS8/ZfIVE61vju7a6l1mHFbjUUr3mPU6xbsv8W2QxAEPravyDsJhQAAIABJREFUjdFwiq46Ta8K8lkdkK+ctli5iV2tbuwmPSaDbsV0vxZ74PrI1gY6amw0uCxYTXp2t1XhMBswG/Sz884TO5u54k/Q6rFWhBB8fHauWd1VwMvWMbVSWIx6PrCzkcFAit1t8yvJC4JwleNBo7yYa+zUOy1FEYC+kUOy0W25Liz2sW0NnB6N0llrL5hIvsNsYHtLcUPhNW4Nm8nAk7taVroZJeGBzfU4zAbqnRbqnJpT4FaospmWdMq/FLY0uXhseyOyot5wfbsVzAZ9yeclk0HHx/a3M+BPsqvVXVInsIbGamAsnOLf/NO7dNc5+MqHtq9oWx7b1sgf/riXn56f4l/d27WibZmPWzlsFgThukPQJ3c1c3Eqzpamytkz6HUCW5pcC7+xjNrhthlx2zSbeYY97R6ykoJRr2PTIlPyBEFgQ4nT95aLyaC7yhaZr+1WU+ntlWLywZ1N9E7GyuLZvBU0x9Q8rK933rBKXyIjcag/QJXNxO2dhavUplFajg6GiKSy3Lm+tmC6Tzei3mnhka3aZmklKWV/r0VcFiMPbWlY6WaUhLiY450rQTx2U0GrdZYCvU6Y1cSrJIKJLKqqYtOebQ2Nq0hlJX7lGyeQZJW/+czeFV//2qptbG1yLdkxNRhIcnEyxrZm96qKFG+rtmmZFRqLIprOcXggSK3DxN6O4toWJoOOezfevPhXJTIZTXNqJEJ3vaPkGlnFplLmGk2gZom8cyXI+Yl85bXFKPnHxBynRiNEUtkStE5jMYyGUrzdH+D8RIxD/Teu+HGrTEbTnB6NLKm6i0bhKVV/X0tGkjk9GtEqJ1YYb/fn14CZqkGFJpTMcmo0surDsUvFaCjFq71eXun18dL5qZVujoZG2ZCTFX71mXfpnYzx3z+xm64ipAcvh8e2NXJiJIw/vvgKaS+eneTiVJwXz00WrV2prMSp0ciaqtymUT68dTlfYfBgX6DkdmM0ld+rxm4gYVMpvHTey8WpOD85O1URe7NkJj9nBStoztIcU0ukypYXyTbohEWdPD1/cpzXLvr4zomxYjdNY5E4zAYM0/nExUqZiYk5njs+xqsXfbMV/DRWhlL093y80pvv++eOj2pOhgpiZg0w6gUcBa46Jysq/3x8lNcu+njh9ERBr12pOC0GLnnjDAWTnB6NrnRzNDTKAkVR+e3vnOH1S37+6OkdZRXR+sjWBlQVXru0eNtopqy6x1a88uovnJnktYs+njs+hiSv/k2rxupixrYwGXTYzKXV6nzuRN7u+P674yW9b6mZ+Y2dlvf2BauZF85M5OesE2PIirrSzSkIWtz7Etm/rppGlwWH2bAoETZJzg+UShkwlYDHbuLTBzpIZKSihT0qioqian1fDpSiv+dDmu53RWV2LGisfg501dBSZcVpMeAuwiZpZr7IafPGoqiymdjT7iGUzNJUpaVMa2hIssKXvnOG758c598+spFP3l5e1eC2NDlpcJl545Kfj+1rW9RnPrK3lamoWNRnfGbulRUFbfrVKDV3dtfQ5rHhthpxLaFSeCGYGftShQ/8x3c0MR5OU+8yo6sAx5SkvLfPVFUVWP3fSXNMLYOlbG6f2t3MJW+c9fXlEUKtkcdjNy26usNyqLKZeHJXM754hl2thRcZ1lgaxe7v+Xh4Sz11DjNNbkvJjQyN4lIsB6deJ/Bze1oYDCTZusoFLEvJJ3va6dPWWQ0NxJzMrz97kpcuePnSY5v41fu7V7pJ1yEIAvdvrOfFc5NIsoJBv3DyhsWoZ11tcSuBPb69ifOTUdbV2DEZtIQSjdIiCMKK6ac9vaeFfl+i4nSXrsWo1xV9HiklH9jRxIXJGJ219kXNo6sBzTFVZGocZu7USlevSbrqHGWj6aBRemwmA3d016x0MzRWGU1uK01u60o3Y1VR6zAXrWy5hsZqYTyS5le+cZzzEzF+/4mt/OJdnSvdpBvywOY6vn18lHdHImVTSMhtM1ZkcQgNjYUoVgVzjeJSZTNV3JylOaY0NDQ0NDQ0NDQ0Vilv9Pn5rW+fIisp/O1n9/Hg5vLRlJqPu9bXYtAJvHbJVzaOKQ0NDQ2NlaUy4r4KSEzMMeBPlJ0uUE5WuOJPaCLKRURWVAb8ieuqUqiqynAwSSipVVbUWDzK9HiKpktb5SSSyjIUSE7nm2sUGkVRONQf4Io/sdJN0Zgmksry+iUfUa36rcYaI5mR+L3vn+Wzf3eUaruJ53/trrJ3SgE4LUb2dnh4/ZK/INcbCaauq0w1Gkrhi2tVcdcaiqIyGEiW3PYqd5IZiSv+BLkKFfaf2Scn1+g+OZDIMBJMrXQzbhktYmoOYk7mmcMjiDmZbc0uHt3WuNJNmuXFs5MM+JM4LQZ+8c51FZNLWk680uvl/EQMi1HP5+5ah8WYr4pxeCDE4YEgBp3AZ+7oKGllN43Vy6sXfZwdj2I26vjcnZ1YTcWvshITczxzZISspLBvnYd7NtQV/Z5rjb9/e4iXLngx6AT++Od20FFTOXoFq5X/+Pw5fPEMzVVW/uLju1e6ORoaJeHoYIh/+9wpxsJpvnBvF7/1yMZZu2U18MDmev7rTy4yFRVpdC8/jejYUIi3LgfQ6wR+vqedGoeZc+NRfnbBiyDAx/a10VylpUevFV7v83F6NG97/eKd67AVuHruakRWVJ49OkJclOiqs/PU7paVblLBmbtP/txdnegrQNx8sfjjGZ49OoKsqNy7sZa9Has3ClXzbswhIylkJBmAmFheHteZ9iQzcsVXTVgpZn7jjCSTkZQ5r+dPXSRF1SLWNBbNzLjJ5N6bV4pNOiuTnR67sbQ2VouBL54/lZcUlUBCi9ApB2ZOxiNaxJTGGkDMyfzhCxf4+NfeQUDgn3/lDn7v8S2ryikFcP+m/MHJG32+W7pObPr5lxWVZEa+6jVVhXiZ2fMaxWXG9snkFDK5yowOWiqSorz3bFTo8zDzzOf3yWur3xMZaTbTa7Xb/pobeQ5uq5FHtjYwHk6zb93ivI1iTubHZybJSArv395YtMpfj21t4ORohK5a+6ozPlYLD26u5/hQiBaPFbf1vSpqd62vRS8IeOwmWj03rphxYSLGkcEgG+qd3L2hssToNJZOd52Do4Mh1tc7rhpPxaTBZeGBzfX44xl6ulbviUk58/m7O/nGO8M0V1nZ2+Ep+PUP9Qe45I2zf10121vcBb9+JfLo1kZ+cm6S+zdqEYIalc2J4TBfeu40A4Eknz7Qzu++fwt28+o05Tc1OGlyW3j9kp+P729f9nVmioy4rMbZqmZ7OjxkZAWzQceGZVTrHPAnONjnp9Vj46Et9QjC2om+KCeGg0lev+Sn0W3h0a0Ni+qH+zfVYTPpaa6ylrwac7liNuh5fEcjA4Ekt7Wt/krhkVSWF89OYTLo+ODOJixGPY9ua+TUaITuOjtmw9raJ6+rsXHX+loSmRwHulZ30aXVuZoVkW3NbrY1L34z0O9LMBLK53Sem4gWLXWm3mXhsVtMLfTFRU6ORFhXY2dTY2WXBF0O1XbTvOmbDrOBh7curNlweCBINJ3j2FCIfes8ZeNAVFWVY0Nh4mKOO7prtLDmEnHJG6fBZSEuSgST2ZJVDdO0pYpLg8vCv3tsU1GunZUUjgyGgPx8ojmmrubsWJTJaJrbO6uvSqkeC6eospkYDOa11bRNpEalISsqf/GzPv7H6/00ua0888s93LV+dR+ACYLAPRtq+ZdzU8iKuuzUG5vJwENbrrbRLEY9D2yqX3bbjg2FCKdyhFNR9nR4qNYcHNchKyqHB4JkZYU7u2uK4gw4NhQmlMwSSma5rb2KqajIVFSkp7MGt23+A78q2/y2/FpnQ4OTDQ3lvffLyQqHrgTRCXBHV80NZWvOjcfwxvL6cZe9CXa0umkowD55tSIIQsUUkdBS+W6RliorVpMeg05gXZlrjbx8wceFiRg/OTdJOlua1KK1RPf0qVxbtQ2zoXwerZFQirf7A5wZi3J4ILjSzVkzdNflx0Ot01yyiClvTOT1S37OjUd5sy9QkntqFA6TQUfH9Il/9zJO+SuZUDLLy9M6gNcKJgeSWQKJjJZaqVGR+OMZPvN/2Lvv8Diu817837O9YBdYAIveSYC9g1WUKJoqtmTLcpMs2bJlyZav772OU5w4yXNLnOTexLFTnNjJL7qxHUdS5F5lq3dKYhcpdgIkQfSO7X3n/P7YBQV2ANzdmd39fp4HD4DB7M67mJkzZ9455Tu78a2Xu/HhtQ145ndvzPuk1LSt7W74IgkcGfCqHcoFpq/fVU4znBY+zLuck8N+7Dk7iYO9Hrzd68nKNha4U/dVlSUmKIrEi8dHU9eA6+z+Sdp0qM+DA+emsK9nCseGfFdcr7nCBoNOwGLUo97F8eMKCUvb6+Sym/DZra1QZOqmQstKrUaM+CKwmwww6PlEOdO2dbixoaUcFqNOU0/s7WYD9DqBpCJzliAhYF2zC8vqnDDpddDlaBBGq0kPk0GHWELhvs5TH1pTj0hcyclg+fnEYtTBbNQhGr/02F7f4kK1w4xqp0VTZS/R9eoe9eNT39mDiWAMf/PRlbins1HtkDJqS7ob3s7ucazSUBejznRX6lxev/ONw2KAEKlxvJyW7NQ31jS5sKQ2VY8Kx5Pn6zdO1m8K0vS1XYirH1ON5TZ8ftsC6AQ4GViByUliSgjhBvA5AC0ztymlfCgX28+2fDkpbl9WjSW1DlQ5LTDmScz5Ros3k5UlZnxiYxOC0eT58RcoN3LdndNpMeITG5vgCcXPt7yh/CKE0GQ5ojabyYBPbGzGZDCG5vILj+0Prq7HoCfMmbeooOw/N4WHv78XRr0OP/3CloLs2ltZYsaSWid2do3jv21fqHY4F9DKcAxa1Vhuw/0bmhBXJOqzWPZO7we72YBPbmzGZOjSawAVhvZqB+5dn3qYXu28+kydWm8MQvOTqxZTvwTwOoAXALAPmUoMeh3a3OweUowqSsyo4K4vCmU20wXj7xAVilKr8bItAS1GPa9tVFDe7p3CA9/ZjSqHGY89vBGNBXwjfmN7Jf79jR6EY0km5fNM1TWSB5lWajNecWwpKgx8wFTccpVutEkpvyKl/JGU8qfTX1d7gRCiTghxQAgREUIY0l8/EEK8LIT4m/Q6OiHE40KIV4UQLwghKtPL/1AIsVMI8YQQgiUYEREREWneyWE/HvzeXlSWmPGjz28u6KQUkJr5OJZUsKdnUu1QiIhIRblKTD0lhLhjjq+ZBLADwK707x8CcEhKuR2AVQixCsBqADEp5TYA3wPwiXS3we1Syq0A3gFwd0Y+ARERERFRloz6I/jUd3fDYtThic9uzHmLFDVsaCmHSa/DG92csIOIqJjlKjH1JaSSU2EhhE8I4RdCXHm4fQBSyoiUcmrGojakEk0AcBDAZgADAKbnRi8DMAFgA4BX0steALApMx+BiIiIiCjzYgkFX3j8AHzhBP79MxsKvqXUNKtJj3XNLrzexcQUEVExy0liSkrpkFLqpJRWKaUz/btzjm9zEsC29M/bAbgAjAMwCyGOA/gCgJ8hlaCaTnp50+tdQAjxiBBinxBi39jY2MV/zrlEUkE8qSCpSMQSitrhEDDnfRFNJKEo8torUlHxR+JI8JzOOSXLZSnPd22RUiIQiSOR5LlG+eurvz6K/eem8PWPrcSS2rlWkfPb1vZKHB/yYTwQveRv2S7P1aAoEtEEh9zNlMvV2WOJ1H0V5TcpJSLx1LkSiSchJfdpIcvq4OdCiMVSyhNCiLWX+7uU8sAc3u7XAHYIIV4E0ANgBMBtALxSyiVCiI8C+DKA/QDq069xAvBcZruPAngUADo7O1U9wscDUfx4X3/qZIOEXuhw58oaLKxyqBlWUfNH4vjh3j6EYkncubIWC64xqO6RAS9eOD4Cl82Ee9c3ciYXAgA8uacXv3h7ANVOC/76IytgM+VqroniFool8OSePgQiCbx3eQ0W1WS2LD0x7MOzR0bgsBhw34YmDtarskRSwaOvn8HOrnG0Vtrxe7d2oLLErHZYRHPy3NFhPLG7F5+/qQ3vX1mndjg5t3VhJb7+7Em8eXoCd6169/NnuzxXQySexJN7euENx3Hb0hosrSuuJGSmzTxG7lhRg/ZqB85NBPGrg4MwG3W4t7OJA6bnKUWR+OmBfvRPhVFqNcIbjqOm1IJ7Ohuh1wm1w6MsyHaLqd9Pf//by3x9Yy5vJKVMSim/KKXcgdTMfs8BEEiNRQWkWk+VAtiLd1tW3YJ3x6jSpL7JECLxJKZCMQxMhaFIie7RoNphFbVhbwT+SAJJReLs2LX3xemxAKQEJoMxTAZjOYiQ8sGB3lRP5BFfBP1TYZWjKR6jvih84TgUKXFmLJDx9z89GoQiJbzhOMb8lz7dp9zyRRI4PRpAUpEY9kbQNxlSOySiORkPRPEnPzuMZXVO/MFti9QORxXL60vhtBiws+vCXgzZLs/VMOaPwhOKQ8pU/ZGuz8iMY2T6/3lmPIiEIhGMJjHgYf0rX0USyfP157fTderUPVpczbAoi7L6CF9K+Uj6+/arrSeEuFVK+fxFy4wAngawCsCzQog/B/BVAAqA/5BS9gshhgE8JIR4Bakk22eklKNCiNeEEDsB9AL4h0x/rkzqqHagaySAyhIzDHqBeFLBmqYytcMqas0VdrRU2hCIJLCysfSa669tcmEqGIPbYUFNEQxUSrNz16o6PLHrHForS7DQbVc7nKLR4LKizW2HNxzH6iyUpWuayjAeiMJlN6GujOe72lw2I25qd+P54yNYXONAR3X+t6ig4iGlxB//9DD80QSevHc1TIZcDf2qLXqdwJYFldjZNQ4pJYRItYbIdnmuhroyKxZWlWAyGMPa5ktGG6E5uuAYaUz9P1fWl6J/KgybUY821r/yls1kwNpmF06PBvCBVbUY8ETQVG5DqZUt4AqVVvqWfA3ABYkpKWUcqRZPM9180ToJAB+9+M2klF9Lv+ecjPgiGA9EsajaAYM+N5UDu9mAe9Y35mRb8zEVjGHAE8YCd0lBdlmZbu20sOrd7nomgw4fWtNw2fX7JkMIxhLoqHJAl25G2lhuw4M3tOYkXsofG1sr4LKZUOU0Q6fL3c3GsDeCiWBuyzEtMeh1+ODq+muvOE+VJWZU2E2od1mL8v+rNUIIrGosg0RqnBq7WSvVGqJre/rIMF44PoI/vWNx0SdVt7ZX4tiQD1OhOMrtJgDZK8+7RwMY8UZQ4TBhUbXjfCIsF/Q6gQ+sKr7umnMVjCZwdjyIxmskIoyXOUYqSsx4YFPzdW3fG4qjbyqENredQzGoaFuHG9s63Bl/38vdz9HcRBNJdI0EUFNqydgQClo501Q/Irzh1LhC090BdiypVjsk1SWSCn64rw/hWBLHXT58rFO7CbT56Brx46l3hgAAty+7dj//YW8EPz3QDykBz4I4NrVV5CJMylMvnRjB8SE/jHqBz9zQmpMbZk8ohh/tS5Vjo74oti+uyvo2i83/e/0MXjs1Bp0Q+IsPLsPCIr+ZVFs0kcSfP3UMwWgCO7vG8Y17VqkdEtGsBKMJ/Pmvj2FJrRMP8eEW7tvQhE9eZzJhNo4P+fDjfX04OujDwqoSfHB1PTa0lmd9uzQ3vzg4gFFfFA6LAQ9vbc1p8lBRJH64rxfBaBK1pRZ8fENTzrZN2Tfzfm6qLY7NC3g/Nx/PHR1B92gAJoMOD29tzcgYy1p53Kv6EPuJpAIlPdJ/oc3+MV8SOD/LUawAZzuKztjPs/l8sYSC6ckgeIzQtUwfXwlFIpGjmWHiSXl+Fpooj9GsCMdSs8MoUiIU56xKapMSiKfL7whnuaI88o8vdmHYF8Ff3r2MrS+BnA1mPHO2Ns6GrV3T+0WN+w+JVH1Kre1TdsWTM+7nuH/nbfocTcy497heWmkxpbqKEjPuXFGLUX+UYzylTTeP7ZkIYnndtcdayjdLa52IJhRIKbGy/tqfr6nChluXVsMfSWAdxwWga9ixpBoVdg9qyyw56w/vdphx58pajPujWNPEYzQbPndjK0qtBtSX2bCygdcKtVmMevzujg7s7pnA7Utr1A6HaFa6Rvz4zs6zuLezEeua2Vonl1bUlyKhKFg+GkR9uRWd/P9r0gdW1eH4UKpVWy5bSwGpJOnda+pxZiyApbWcNbHQNJbzfi4Tbl1WjXf6vKh3WTPWKyQniSkhhFlKGb3Ksp5cxHEt7dUOtGehW8a5iSAO9E5hoduBFQ35leBpLLehsdymdhhZodOJWRdIwWgCr5wcg9mgw82L3Hy6SdcUiiYwHojCZNBhQea7x19RRzUHgM6mUpsJn7tpQdbe/8iAF12jfqxpdKGlkoO2zobVpEdtqUUDgwIQzc5fPX0CVpMeX3nfYrVDKTqpul/5rBKCh/u96B7zY22TC80VLI9zqbLEjBvbc1h5ukh9mRX1ZVbVtq8GbziOV0+NwWkx4KZ2d0GPvbR8Fg0SipmUEm90T2AiGMVN7W640uP+zeS0GLG1vTKj283V3fVbV1smpfxwjuJQxUsnRtEzHsKLJ0bYZDhPvd3rwakRPw4PeHFyxK92OJQHXusax9nxIN7oHsdkMKZ2OJQH4kkFLxwfSV8vRtUOJy8oisTzx9L/s+MjaodDdE27zkzgpROj+G/bF54f5Ju0J5pI4sUTqbLlJZbHVAT2nJ3E6dEA3u714NxkSO1wSEUDnjD29kzizFgQb52ZyNl2s5qYEkLUCCHWAbAKIdYIIdamv24GUJjNcC6j2pmaUrzCboJRf/XsszccR99kCFKqPuwWzVDlNEMIwKATcGdo5gHKPH8kjt4JbZw/bocJ3nAcRp2ArQBntCxmfZMheEPxjL+vQSdQkS5fqp0sZ2ZDpxOock7/zywqR0OZpKXyPFOklPirp0+gttSCB7e0qB0OXYVRp0NFOnF4pbJlIhDFkDecy7BojnwR3lfN1nS9w2TQwWXLzRAUF8tW/YrmptRqPD+YeS7ro9nuync7gAcBNAD4uxnL/QD+NMvb1oz3LqvB2iYXyu2mq/aT9kfieHzXOcQSCja2lmPLwsw2j6P566h2oLLEDINewGlRp7CmqwvHknh8Vy8i8STWNJXh5kXqzkinKKlEA7sXFZbdZybw5ukJGPUCD2xqQWkGK29CCNzb2YjJYAxVDiamZuuj6xowEYjBzf9ZwdBaeZ4pvz08jEN9HvzNR1dmZAYjyh6dTuDe9U1XLI+HvGH8aG8/FClnNbMz5V4wmsDju84hGlewrtmFmzrU6xqYD1Y2lKGuzAqLUY+SHMwkfbFdZybw1ukJmAw6fHJTc87GZ6VLOSxGfHpLMwLRBKocuXvol9WjTkr5fQDfF0J8REr502xuS8t0OoGa0mvv1GA0eb6r3xSzxZrDJvfaFoolEEnPkjYVUr/r3GQwBrvZgHhSIhxL8iakQEwfW/GkhD8az2hiCkg9qZzN9YLeZdTzf1ZotFaeZ0I8qeDrz57AomoHPrK2Qe1waBauVh57w/Hzs3kXyjFaaEKxJKLx6fsq7qPZqFSxV4gnvY9iCQWBaIKJKZXZTAbYTLlNUGZ1a0KI37/cz9OklH938bJiVlNqwY3tlRgPRLG5ja2liOaiosSM7YurMOQJY2Nbhdrh4OZFbuw5O4m6MutlBw2k/JRqySpQbjehwVU0PdKJckpr5Xkm/PztAfRMhPBvn+qEvoAHFS4WHVUOjLVEz7fGIe1xO8zYtsiNUV8EmwqkHClkM+tXxTbwPKVkOw1WEFNDjQeiONjrQUulDQursvuROls4bW0h6ZsM4eSwH0vqnCxkc2B1YxlWN5apHQYAwKDTwWRIfVHh0AsBM/er5k0FYzjQO4UGlw2LagqiKlJ0tFSeX69EUsG3X+7G8nondiwpjG6JxU6nE6rNGnduIoiukQCW15eyteg1rG3KTdLwyIAXo/4I1reUw8EhP+bFaTHivctrcrKtWELB7rMTMOp12NBSXtAzEOaTbHfl+2o23z9Xnj82gmFvBEcHffj8Ntt1d8lRFImu0QAcFgPqmKzQrFFfBBPBGNqrSmDQz+8m9Kl3hhCJJ3F6LIDPb8veFPOkPc8fH8aBcx7YzXr89+3tGe/yRep4rWsMO7vGYTHoUeUwswzXgKlgDIPeMBa4S85fn188MYq+yRAOD3hRV2bhjQKp6pcHB3FuIoRHH1h31bFGKfem62h1pfnRullRJH59aBDxpMS5yRAe3tqqdkhFb9QfwfPHUrPChmMK7lxZq3JE2iClxOmxAMwGPRrLtdXC/O3eKezrmQKQSogV0xhxsYSC7tEAqpxmVbtuXk62u/L9kZTyb4QQ/wTgkukQpJS/k83tZ4o9PQCcxajLSPPr3WcnsevMBIQA7t/QhCrOJKQ53nAcP9zbh4QiMdhQih1Lquf1PiVmPSLx5PljiIrH6bEgTo8FYNTrEEsmAfDGuBD0jofQPRqATojzY+CQeuJJBT/Y24dIPInWygDuXlMPIFX2AoDZoIdxng8WiDIhqUh86+VuLKl14tal86tLUPY8c2QYZ8eDsBj1eHhrq+ZbwwqRGvvFG47DwbqlJliMehj1AvGkhN3M8USnHer34uUTowBSk5RoKTk1875MjYHe1fTi8RGcGPbDZNDhoRtaYdXQzOHZ3hPH09/3ZXk7WfW+5TXoGQ+iutSSkQpuNJG6mZESiKYHOydtSSQVJJRULjUSn/8++si6BgxMhTkWTRHqqCpBIBKH3WyAyaCdQp+uT6vbjkVeB8wGXc4HhaRLJRWJeDJVRs9MFN6ypBoLq0rgLrFw4gFS1VPvDOLseBD/3yfXsrWUBk2XG/Gkcn4wcy0TQuDe9Y0Y9IQ1daNfzJwWI+7b0ISpUBxtlXa1w9GMmddkrT3IW15fCqfFCINeFF3L90g6D5FISsQVBVZop46U7a58v05//342t5NtRr0O7dVzH6PitVNjODrow9qmsgsG79y8oAImvQ4OizHvHvUcAAAgAElEQVTnF5WTw368fHIU9WVW3Lmiln1qZ3j11BiODfqwrtmFDa3luGNFLUb9kXn1T48nFfzq4CAmglHctrRGU9noYhNLKPjFwQF4QjG8b3ltzs65lko7dp2ZRFO5iU81C4jFoMM7/R64HZaie8qmRRajHi6rEb84OICOmhLcvKgKNaUWGPS6rI8JSXQtSUXiH1/swqJqB25bmpuxU4rJ1eq0kXgSP397AMFoAu9fWXfFsZjeu7wGh/q9aC6//qE6csVuNszrviQfSCnx7NERnB0PYuvCSqxoKFU7pFmpKDGjQmPdojJhX88k9vZMYXGtA9sXzW18vHXNLkiZ6nG0sKrkmuu/cnIUx4f86GxxYX0OxlxuqiiOxK6UEs8cGUbPRAg3dVRix5JqHOz1oK7MCqfGhjnISXtVIcTLQoiXLv7KxbbVIqXEgd4pROJJHOj1XPA3s0GPLSoVtof6PAjHkugeDXDq1BkUReLAuen9lepzvKjGgRvb3fPqhjfsjaB3MoRgNIl3BryZDpfmYNATxsBUGMFoEkdyuC+6RgOoKbUgEE1ikudawXi1axxmgx6+cDynxxNdXiKp4MSIHwa9Dv2TERwb4j4h7fjt4SGcHgvid3a080FgFlytTntuIoRhbwT+SOKq5UKZzYRtHW60sKWLJgRjSRwf8iEST+Jg35Ta4RS9t3s9qX3R60EiObceJEa9DpsXVGBNk+uarUWTijy/rQPnuN8zyRdJ4MSwP31OeeC0GHFTh3tWycJcy1VH6i8D+MP01/8EcBB53r3vWoQQWFrrhBDAMg0NqLak1gmdEGhwWVFm0/4gj7mi0wksrUvtr6W117+/qpxmVDnNMOgElnBGKFXVlFpQWWKCUS9yOjvX0vS5Vu+yosyqrScSNH83LKyEQSdQ5TRjSS3PbbUZ9Dp0NrtgMepQV2ZBO1tJkUYoisQ/vdSF9qoSvC9HM00Vm6vVaVPLjDAZdCwX8ojdpEeb256qj2vo/qlYTd8bLa5xzHsiqNnQ6wSW1DrS98350UouXzjMBjRX2KBL5ya0LCf9EKSU+y9a9IYQ4tWrvUYIUQfgKQBLAUyn9B4HUA1gr5Tyj9Lr3QrgT5BKsv2BlHK/EOIPAXwQwDkAD0op4xn7MLMUiSexpNaJ9yyuyuqJPFcrGkqxvN7JcQ4u4/ZlNbhtaXVG/jdmgx6f2NgMKeWc3m8qGEM0oXD63wyyGPV4YHPLnPfF9VpeX4pldcVxrkkpMeAJo9RqLPjZz96zuAo3d1RCp9NOuV4sAtEEpoIxNLisF5xXH1rbgE1tFTAbdCgvwK4UlJ+ePTqMUyMBfPPjq9laKkuuVqe1mw34zA2tOb/2F4MBTxgOiyEr3YCEEPjg6nruN424YWEltiyouK59Mdt7m/cur8Xty2qKfr+P+CIw6nUoz9AsoTqdwIfXNuTFOZWTxJQQYmZHUR2ATgDXenw0CWAHgJ+nf/8QgENSyr8SQvyTEGIVgFMAPg/gVillMr0tN4DtUsqtQoivALgbwI8z92muTVEkntzTC08ojvbqErx/ZV0uN39NWj8o1ZTp/81c3m/UH8EP9vQhqUjcurQay+v5xCCT1Djui+Vce/P0BPacnYTZqMOnN7cU/CyUTErlXjiWxOO7ziEcS2JtswvbOtzn/3ZkwIvnj41ArxP4+PpGznRLqlMUiW++2IU2t11zdcBCc63rbLFch3Nl15kJvHV6AiaDDg9sbs7aGDXcb9pxPftixBfBD/em7m1uW1Z9zdZQxb7fTwz78PThYeiEwD3rG1BbmrmB2fPhf5ur2vV+pLru7QPwJoDfB/Dw1V4gpYxIKWd2Mm0D8E7654MANqe/FABPCyEeE0LYAWwA8Ep6vRcAbMrQZ5i1uKLAG0410poIcGwZmh1vKI5keibA8UBU5WiIZm8imCrnonEFwWhC5WioEIViCYRjqZlkJoMXlo+T6eMvqUh4wjlvIE10iefT03F/8T0LoWdrKSog0+VtLKHAH+H1nq7OM+PeZvrYoSubTOcNFCkxFSy++kyuHmsvBfBfAWwFIAG8jrmPMXUSwDYAvwGwHcBRpLr11QK4GcAjSLWeGgHgS7/GC+CSKdWEEI+k10dTU9OsAxjyhvHKyTG4S8zYsaTqiplHs0GP25fV4PRYAGvmMaMb5cZEIIoXjo/AYTHitqXVqne5XOAuQWeLC6FYEhtasz8bBWVX32QIr3WNoa7Mips73HnxpGK+bpwed8lhVr21SlKReP7YMDyhON6zpApVDraeKQQVJWZsW+TGkCeCTW0Xlo8JRcF4IIqVDaVY6NbeYJ5UXKRMzcTXUmHDB9haKqNe7xpD72QIWxZUopWDlavihgWVEADK7SbUl2WuNUem9E2G8HrXOGpLLbh5UWHXvfJBe1UJ1jW7EI4n0dms7r3NqRE/9pydREe1Q7P3WWubXQhEEzAb9TkdF1crcpWY+j5SyaJ/TP9+H4DHAHxsDu/xawA7hBAvAuhBKgHlBbBTSplMz/L3ZaQSWPXp1zgBeC5+IynlowAeBYDOzk452wD2nJ3EsDeCYW8Ey+qdV21et6TWiSUaH2Cs2O0/N4VBTwRABB3VDtVnJ9DpBG5sd197RcoLb52ZwKgvilFfFCvqS1FZwGPfuOwm3LGiVu0wAKQqpceH/ACA/T1TeJ9G4qLrt7bJBVz0LCkUS+BQnxeVJWZEEwrH8iHVvXxyFEcHffj6R1eq/sCrkHjDcezrSXWkeOv0BBNTKim1GTV9Xd19dhIjvghGfBEsry+F21G4da98oNMJ3NShjXubnV3j8IbjGPNHsaqxFGaDXu2QLmEx6nHbsuKdLCNXV8xFUsrPSilfTn89AqBjLm8gpUxKKb8opdwBIAngOQB7ASxJr7IawNn0sm3pZbcA2JWRTwCgqdwGAHBajXBxRru811yRmvXDZtKjyskLF2VWS0Wq0lxuN2VtDAa6VKXDDLtZDyGApgqb2uFQllkMelSnW+k1V/BGldQlpcQ3X+xGY7kVd6+pv/YLaNbsJj0q00mGZpbtdAXTx4bLZkQpZ0SmGaaPjfoyK0x8aKBJuWox9bYQYpOUchcACCE2Anjjai8QQhgBPA1gFYBnhRB/DuCrSI0p9R9Syv70eq8KIV4DEAJwv5RyUgjxmhBiJ4BeAP+QqQ+xpsmFhVUlsBj1MPKAznuLahxocFlh1OtgMnB/UmZtaC3HkloHrEY9n5rnUInZgAe3tCKWVFBS4IOwU+pp7L3rGxGMJZgAJtW91jWOQ30e/NWHV7CemGEGvQ73rW9EKJ7kuU5XtL6lHItrWPeiS+1YUo3OlnKUmA3s4qlRWa21CyEOIzWmlBHAp4QQvenfmwEcu9prpZRxpFo8zXTzZdb7ewB/f9GyrwH42rwDv4pCnwq92BT67GGkLpYX6jAZmGwuJnqd4I0qqW56bKm6Ugs+srZB7XAKkkGvg5PJBroG1r3oStiKTtuyfVf+/iy/PxERERGRqt46PYH956bwF3cvZ2KciIhojrKamJJSnsvm+xMRERERqe2bL3ah2mnGx9axtRQREdFc8ZEOEREREdE87T4zgd1nJ/Ffti2Axai9mZ6IiIi0jokpIiIiIqJ5kFLi754/BbfDjPs2NKkdDhERUV5iYoqIiIiIaB5e6xrH7rOT+OJ7FrK1FBER0TwxMUVERERENEeKIvH1Z0+gwWXFx9eztRQREdF8ZXtWPioCwWgCzx0bhk4I3L6sJi+fGB7s8+DYoA+rG8uwtM6pdjiUQUlF4oXjI/CG4ti+uApuh1ntkCiLuL+LTyyh4PljIwjHk7h1STVKbZwOmnLjmaPDODLgw99+bBVn4tMgKSVeOjGK8UAU2zqqUFNqUTskojnpnQjhjdPjaHTZsLW9Uu1wCtqoL4KXT46i3G7GjsVV0OmE2iEVHV5F6bodGfCiZzyEM2NBHBvyqR3OnEkp8erJMYz4Inita0ztcCjD+iZDODbow4AnjP3nJtUOh7KM+7v4nB4L4NSIH32TIbzdN6V2OFQkEkkF33juJDqqS3D3mnq1w6HLGPJG8E6/F4OeCHafnVA7HKI5e/P0OIa9EeztmYQnFFM7nIK2p2cSg54Ijgx4MeAJqx1OUWJiiq5bvcsKg07AqBeoK7WqHc6cCSHQWJ6Ku9FlUzkayrRKhxk2kx5CAA3cvwWP+7v41DgtMBt10AnBfU4585P9/TgzFsQf3LYIej5Z1ySXzQSHJdU5pKmcZQPln+njtqLEBLuZHZ2yafoesMRsQEWJSeVoihOPcLpuDS4bHr6xFQICVlP+deMDgLtX18MXiaPUyi4ghabEbMCDN7QgllDgsHD/Fjru7+Ljspvw0A2tSCgSJay4Uw74InF847mT6Gx24bal1WqHQ1dgNenxqc0tiCSScPJ6QHloy8JKLKsrhc2sh1HP9iTZtKqxDK1uOywGPbtmq4Q1OMoImym/DyWdTqDMxux4oTIb9DAb8jNpSnPH/V188nFsQ8pf33qpGxPBGL734AYIwdZSWmYy6HiTSXmN4ybmDhPY6mJJTUREREQ0C2fGAvjeG2dxz7pGrGgoVTscIiKigsDEVI6M+CJ46p1BHO73qh0KXUEknsTzx0bw8slRJJKK2uFQnhsPRPGbd4bwdi8HYy4k3nAcTx8ewq4zHEhXK97p9+CpdwYx6o+oHQoVOCkl/vI3x2E26PHl2xepHQ7NkicUw28PD2FvDyfEIMqU6XvbIwO8ty00atWr8rv/VR556cQohr0RdI8G0Oq2cxwMDTrY5zlfuLpLzFhezyehNH+vnhxD72QIp0b8aKmww2VnV9FC8NbpcZwY9gMAGlxWDratMl8kjhePjwIAQtEk7lnfqHJEVMh+c3gIL50Yxf+4cwncDrPa4dAs7eweR9dIACeH/Wh02VBTalE7JKK8d8G9baWdg7MXiJn1qmA0gXvXN+Vs22wxlSPl6ZvSErMBZvZ116TpfaQTgkkEum7l6Rk9bCZ93k4KQJcqt6duRk0GHQdX1wCzQXf+QU85y23KIk8ohj/71VGsqC/Fg1ta1A6H5mC6bDAbdSix8OaZKBNm3ttyHLfCMbNeVWHP7QMYls45cuuSaiytdaKixMRZFTSqo9qBso1G6HUCFSV8EkrX5+YON9qrSlBmM3Fg5gKyobUcDS4r7GYDZ/HUALNBj09sasJEIIb6Mqva4VAB+z+/OY6pUBz/8dBGGFiPyytbFlSiucIOp8XAHgtEGcJ728KkZr2KpXOO6HQCjeXs8qF1VU4276bMEEKwm1eBqmMCRFNsJgNs5azOUPa8eHwEP97fj/968wIsrXOqHQ7NAxPXRJnFe9vCpVa9SrPpTSFEnRDigBAiIoQwpL9+IIR4WQjxNxet+xEhRN+M3/9QCLFTCPGEEIKPtImIiIhozkZ8EXz5x4ewtNaJL93SrnY4REREBUmziSkAkwB2ANiV/v1DAA5JKbcDsAohVs1Y96MA+gBACOEGsF1KuRXAOwDuzl3IRERERFQIkorE7/3wICJxBf90/xqYDeyWTURElA2aTUxJKSNSypnzrLchlWgCgIMANgOAEOJOAM8DUNJ/2wDglfTPLwDYlPVgiYiIiKig/O1zJ/Hm6Qn82V1LscBdonY4REREBUuzianLOAlgW/rn7QBc6Z8/DeDxGeuVAfClf/bOWO88IcQjQoh9Qoh9Y2NjWQqXiIiIiPLRL94ewD+/chr3bWjCPZ2NaodDRERU0PIpMfVrpLrwvQggCmBECPEeAG9KKWMz1vMAmB6Z0pn+/QJSykellJ1Syk63253tuImIiIgoT+ztmcQf/fQdbGwtx1fvWgYhhNohERERFbS8SUxJKZNSyi9KKXcASAJ4DsByAHcJIZ4BsEwI8ZcA9uLdllW34N0xqoiIiIiIruidfg8+8729aHBZ8S+fXAeTIW+qykRERHlLs1dbIYRRCPECgFUAnhVCbBNCvCKEeAmpVlL9Usp/lFK+R0r5XgBHpZT/Q0o5CuA1IcROAKsB/ELFj0FEREREeeDIgBef/u4elNmMeOKzG1FuN6kdEhERUVEwqB3AlUgp40i1eJrp5qusv3XGz18D8LXsREZEREREheTN7nE88th+lFpTSanaUqvaIRERERUNzSamiIiIiIiySUqJH+7tw//65VG0Vtrx/Yc2oKbUonZYRERERYWJKSIiIiIqOuFYEv/zl0fwk/39uLG9Et+6by1KbUa1wyIiIio6TEwRERERUVF5s3scf/yzw+idDOF3drTjSzvaoddx9j0iIiI1MDFF8zLmj+LVU2OoKDHh5g43p1ImTdjZNY4hbxhb2ytVHx9k0BPGzu5x1JdZccPCSlVjKSaKIvHyyVF4QnFsX1zFwYuJNG5fzyTOjAexsbUczRX2rG9vyBvG3z53Cj/Z34+WChue/NwmbF5QkfXt0vxE4km8cHwEigRuXVINq0mvdkhEc/LW6Qn0TYWwZUEFGlw2tcPRDNbX6GKanZWPtG332Qn0TYZwsNeDAU9Y7XCIMOaPYm/PJPqnwnize0LtcPBG9zgGpsLYc3YSE4Go2uEUjb6pEN7p96J3MoQ9Z9U/DojoykKxBF7vSpWVr50ay+q2PKEY/vrpE7j566/gVwcH8V+2LcAzv3sTk1Iad2zIh66RAE6PBnB4wKt2OERz4g3FsevMBAamwtjZNa52OJrC+hpdjC2maF7qy6zoGgnAZtLDZWOGm9TnsBjgsBjgjyRQ71J/NqV6lxX9U2E4rUaUWFjU5kq53QSrSY9wLIm6MvWPAyK6MrNBj8oSE8YDsayV232TIXxn51n8cG8fIokk7l5dj9+/tQON5Wy5kA9qnBYYdAISQC0Hpac8YzPr4bIZMRWKs05yEdbX6GK8W6J5WdPkQkuFHVaTHhYjm1WT+ixGPR7Y3IxgNKmJ5sBbFlRicY0TdrMeZgPPkVxxWIx4cEsLIvEkypg0J9I0vU7g4xua4AvHM15uH+rz4NHXz+Dpw0PQ6wTuWlWPR25qw6IaR0a3Q9lVV2bFZ7a2QkoJh4UD01N+Mep1uH9jM/yROCpKzGqHoymsr9HFmJiieXNp4OafaCazQVtJIC0kyIqRxciEOVG+MOp1GbthiycVPHt0GN/deRYHej1wmA343E1t+MyWVtSwtU3eKjHzdoXyl8mQuTKu0LC+RjOxpCciIiKivDUVjOHJvb147K1zGPJG0Fxhw/96/1J8rLOBrWyIiIjyABNTRERERJR3Bj1h/Ourp/HDfX2IxBXcsLACf/HB5di+uAp6HWcLJiIiyhdMTBERERFR3uidCOFfXu3GT/b3Q0rgQ2vq8fCNrVhc41Q7NCIiIpoHJqaIiIiIKC/8/fOn8K2Xu1MDp69vwue3taHBxRn2iIiI8hkTU0RERESUFxbVOPDglhY8clMbqp0c0JyIiKgQMDGVQ8eHfHjx+AhqS624e009xz/QgHhSwc8PDGAsEMVtS6vRXs1ppCkzjg368NIJnu+5Fokn8dMD/fCE4rhzRS1aKu1qh0RZlEgq+MXBQQx7w9ixpBpLatmVq9DdsaIWd6yoVTsMyhMDnjB+dXAQdrMeH1nbADtn+CPKqUK7Tu86M4E9ZyexqMaB25fVqB1OQdGpHUAxOTLgRTwp0TsZwkQwqnY4BGDMH8WAJ4xYQsHRQZ/a4VABOTL47vk+FYqpHU7RGPZGMOqLIpZQcHyI53ShmwzF0DcZQjwpWYYT0SVODfsRiScxEYihbyqkdjhERafQrtOH+71IKhLHBn2IJxW1wykoTEzl0IqGUpgMOrRU2lBhN6sdDgFwO8xocFlhNuqwvD6/M/ikLSvq3z3fXTaT2uEUjdoyC2pKLbAY9Vhax3O60FXYzWiusMFk0GFFfana4RCRxiyqccBm0qPSYUZTOcciI8q1QrtOr2osg1EvsLy+FEY9UymZpOn2rEKITwH4NAA9gE8A+DKATgAHpJRfSq/z97NZpgWLa5ycMUZjjHodPtbZqHYYVICW1DrzvrlyPjIb9LhvQ5PaYVCO6HUCH17boHYYRKRRdWVWfH7bArXDICpahXad3tBajg2t5WqHUZA0m5gSQtQD2Cal3JH+fS0Au5TyRiHEvwgh1gNIzmaZlHLvlbbT09ODzs7OXHwk0gDu7+LC/V1cuL+LC/d3ceH+Li7c38WF+7u4cH8XnbWzWUmziSkAtwPQCyFeBHAMwAkAL6T/9gKATQCUWS67YmKqpaUF+/bty1jQoVgCvnACNaWcKUaLOjs7M7q/C0kknoQnFEe10wwhCmOgbu7v3BnxReCwGGAzqXdZ4f4ubOFYEt5w/Pz1dXp/K4rEiD8Cl80Ei1GvcpSULTy/80MsoWAiGIW7xAzDdXRz4f4uLtzf2ROMJhCMJlCloVlMZ7O/40kF44EoKkvM7DKX54QQB2aznpYTU9UATFLKHUKIrwEoA3A6/TcvgGVItY6azbILCCEeAfAIADQ1Za7LRziWxGNvnUMolsSG1nLcsLAyY+9NlE2xhILHd52DP5LA6sYybF9cpXZIlEfeOj2BXWcmYDXp8anNzaomp6gwReJJPLarB8FoEutbyrG1/d3r63PHRnB8yAeXzYgHNrdwBkwiFf1kfz9GfBG0Vtpx95p6tcMhKmr+SByP7TqHaFzB1vZKrG/Jny5oP397AANTYTS4rBx2pUhoOf3oBfBq+ueX0t+dM7570l+zWXYBKeWjUspOKWWn2+3OWMCBaAKhWBIAMOqPZOx9ibItHEvCH0kASM1USDQX0+XdzOOIKJMC0QSC0ctfX8fSv3vCccQSnCGHSC1SSowHUnUI1oOJ1OeLJBCNp66L+Va/n453NM/ipvnTcmLqTQAr0z+vBiAB7Ej/fguAXQDemuWynHA7zNiyoAJtbju2Lsxcwoso20ptRtzU4Uab246bOnjs0txsXViJNrcdm9oqUK2hpuJUOCpLzLghfZzd2H5hGbV9cRVaK+14z+IqWE3sykekFiEEbltWjdZKO25ZUq12OERFr67Ugo2t5VhQVYLNbRVqhzMnty1NlSW3L2NZUiw0299CSnlQCBEWQrwCYBzA/QC+LoR4HcAhKeUeABBCRGazLFc25tlJTzRtXbML65pdaodBeaiixIwPrmaXDcquK82C0+CyocHFaeCJtECLM1CP+iL4t51n8XrXOMKxBJbUOnH/xqZLktxEhUYIgS15OrRMe7UD7dUOtcOgHNJsYgoApJRfvmjRly6zzqyWERERERFR8Xj55Ch+58m3EY4lsXlBBZwWO3afncTTR4bxwdV1+OsPr2RLSyIiDdB0YoqIiIiIiGiuXjoxgkf+Yz8W1TjwT/etQZu7BEBqwpd/eeU0/uHFU+ibDOGxhzfCbuYtERGRmrQ8xhQREREREdGcnBkL4EtPHsTiWgeefGTT+aQUAJgMOnzplnb88/1rcajfiy88cQCJJCdOICJSExNTRERERERUEJKKxO/96BAMeoF/faATTovxsuu9b0Ut/u+HluO1U2P4hxe6chwlERHNxMQUEREREREVhP/c04tDfR782V3LUF9mveq6965vwr2djfj2K914s3s8RxESEdHFmJgiIiIiIqK854vE8Y1nT+KGhRW4a1XdrF7zv+9aitZKO/74Z4cRiSezHCEREV0OE1NERERERJT3/v2NHnjDcfzJ+5ZACDGr19hMBvyfu1egdzKEb73UneUIiYjocpiYIiIiIiKivOaLxPFvr5/BrUursby+dE6v3bygAh9eW49/fe00To8FshQhERFdCRNTRERERESU136wpxe+SAJf2tE+r9f/6R1LYNLr8I1nT2Y4MiIiuhYmpoiIiIiIKG8pisTju3qxoaV8zq2lplWWmPG5m9rw9JFhvN07leEIiYjoapiYKiKReBJHBryYCETVDoVyrG8yhONDPiiKVDsUyrIhbxhHB71IJBW1QyHKqFFfBEcGvIhfdGwHogkc7vfCG46rFBmRdiUViWODPgx4wmqHklWvdo2hdzKET25uvq73+eyNbagsMeFrz5yAlKwzacnIFa4BVDi6R/3sSlvEDGoHQLnz9JEh9IyHYDbq8NmtbTAZmJcsBiO+CH56oB9SAlOhGLYsqFQ7JMoSTyiGH+/rR1KRGPVFsX1xldohEWWEPxLHD/f2IaFIDHjCuH1Zzfm//fxAP8YDMTitRjy8tVXFKIm0563TE9jbMwkhgE9sbIbbYVY7pKx47K1zqCwx470zyob5KDEb8MX3tON//+oo3jw9gRsWss6kBf5IHD9KXwMGPWHcdp37mbTn6KAXzx0dAQB8YFUtFlY5VI6Ico2ZiSyJJxWM+aOaetoST6RiSSYlFA3FlU2ReBKjvojaYcxaMJqAJxS75nqJpIIRX2RWrWJiCQXTuzuW4FOmQhZPSiTTreKiOd7XJ4d9mApe+9ilwiWlxIgvkpXp1hUldUyHYolLyrFoQsFEIApvOKapay7RTFJKjPmjiCYyf35cTSyZTG8f825pEogmMK7h1vaj/gheOTmKezobMvLQ9d71jahymDlDn4YkFYlkunyPscWUKqaCMfgic2+ZHIwm4A1d+3Uzr+2ZrsNOzjN2NXhDcQSiCbXDUAVbTGWBokj8YG8fxv1RLK1zXvBkVw1JRcITiuGWpdU4NuhDU7kNFqNe1ZhyIRJP4rG3ziEQTWBDa7nmn3pNBKL4wd4+xJMK3ru8BotrnFdc91eHBnFuIoR6lxX3dDZe9X0by224bVk1fOEE1jaXAUgV/oFoAuV2U0Y/A6nL7TDjzpW1GPdHsabJlbPt/vsbZ/H0kWHYzXp8/aOrUFGSmyfy0UQSwWiSx/EcBKMJKFLCYTFm/L1fPjmKQ31elFqNeGBzM4z6zD37Mht1SCgKxgMx2M0XXr8icQW7z06gssSMUX8E1U5rxrZLlCmvnhrD270elNmM+OSmzJ4fV7NlQSUsRj3KrCbUlc393PCEYnhid7WyYU4AACAASURBVC9iCQW3LKnGiob5jd80UzSRRCiahCtDZfdTh4agSOBDa+oz8n4Wox6P3NSGv/zNcew/N4V1zbm7nlIqgeoLx1FuN0EIAQAos5nw/pW1GPFFsbqxTOUIi0/XiB+/OTwEvRC4Z30jqp2WWb1uPBDFD/b0IqFI3LGiFh3Vl7aCiiUU+CNxrGwoQ1KR0OkEltZe+R5ork6N+PHbdOz3rm9E1SxjV0P3aABPvTMIgy71f65yaDfWbGBiKgtiSQXj/tSTpSEN9On/9aFBnB0PornChg+vbVA7nJwJRBPnM84jedBqaiIYO/+0YMgbuWpiasSXOr5GvLP7XMvq3q1IxhIKnth9Dp5QHOtbyrG1XdsJO5qbjmrHZS/82XRmPAgACEaTGPREcpKYisSTeGJ3L3zhODYvqMCmtoqsbzPfDXsj+PG+PigSuHtNHZor7Bl9/+lyyRuOIxJPZvTG2x9JwGzQo6nchqnghU89D/d7EIolMeAJo2c8xMQUadJQ+nrtCcURiiVRas1NYspi1F9XF/7JGXWTEV8EK3B9ialIPInHd52DP5LA1vZKrG8pv673A4BfHhzA0lon2jN47bt/YxP++ZXT+PbL3fjug+sz9r50dUlF4gd7ejEeiGF1Y9kFQxIsrHKwe5dKRv1RSAkkpMR4IDrrxNSYP4p4MtXSbcgbuaR+Gk8q+M/d5zAVimNdsws3dbgzH7tvZuwxTSemhr2RdOvW1JAcxZaY0mxXPiFEixBiRAjxihDiufSyPxRC7BRCPCGEMM5lWS5ZjHrcvMiNBpcVNy9Sf4yX6QEvBzWQJMulyhIzNi+oQEulDVs13loKANoq7VheX4o2t/2aT+duWVKF5gobbl1WPefthGIJeNJNagc8oXnFSjTT/RubsMBdgu2LqzLyNH02/JEEfOnBrgemiqtsm68RXwQJJdWVe9CT+WT9tg43mitsuKmjMuMtstwOMza2lqOp3HZJMn15gxPldhMaXTa0VNgyul2iTLmxvRKN5TbcsLASpdacV03nraXCjtVNZVhQVYL1rdefRPKG4/BHUg8NM1F2nx0P4lC/F3evqbvu95rJZjLgoRta8NKJURwZ8Gb0venKIvEkxgOpYQH6i+y+RcvWNJWho9qB5fWlWDSHBHB7VQmW1TnR5rZjbdOlLd1CsSSmzt+TZGd/r2kqQ3t1CZbXl6KjuiQr28iU6bJ2Sa0Ti2qKLwmr9RZTz0spPwkAQgg3gO1Syq1CiK8AuFsI8cpslgH4ca4DX9PkymlXmqvZvqgKRwa8WFafuWaR+SKfWlEY9DrcunR2iab2ase8nwyW2UzY2FaO/qkwtizIn/8PadfiGif+74dX5HSbbocZ61vKMegNY8tCHsezsbjWgf6pMBKKgpVZSCDWlVmz2ip3yxUeMHx0XSOqnVbUlVpRXcrWUqRNDS4bProu/xKnOp3A9gw+ZK1ymLG22YVRXwSbM1AH+cXbAxACuGtVZrrxzfSpLS3411fP4NHXzuAf71uT8fenS9nNBmxtr8TZsSA2tl1/IpQyw2Yy4M6VtXN+nUGvu+pA9aVWIza1VaBvKoTNWbpns5sNeP/KzCaus6XEbMBdq/Ij1mzQemJquxDidQA/A3AKwCvp5S8AuB9AaJbLcp6Y0pKldU4srSu+pBRdGWfmo0LAbqhzYzbo51Wx1Lra0muPtUdE2iCEwLYMdtd55sgw1reUo6Y0811enBYjPr6hEd99owdfed9i1M9jjC6au/Ut5Rnp4kn5YfOCCmwGHzCShrvyARgC0AFgO4BbAHQC8KX/5gXgAlA2y2VERERERFQgeidCODnix22zbG0+Hw/e0AoA+P6bPVnbBhERaTgxJaWMSimDUsoEgKcAdAOYbvbjBOBJf81m2QWEEI8IIfYJIfaNjY1l8VMQEREREVGmPXdsGABw29LszX5dX2bFHStq8eTu3qKdwp2IKBc0m5gSQswcQOcGpBJT29K/3wJgF4C9s1x2ASnlo1LKTillp9ud+dH/iYiIiIgoe54/NoLFNQ40ZXnSg4e3tsIfTeBHe/uyuh0iomKm2cQUgBuFEPuFEG8CGJRS7gbwmhBiJ4DVAH4hpRydzTK1PgAREREREWXWZDCGvT2Ts5405nqsbizD+hYXvvvGWSSSSta3R0RUjDSbmJJS/lZKuU5KuUVK+UfpZV+TUm6VUt4vpYzNZRkREREREeW/l06MQpHISWIKAB7e2ob+qTCeOzaSk+0RERUbzSamiIiIiIiILvbi8RHUOC1YUV+ak+3durQazRU2/L/Xz+Rke0RExYaJKSIiIiIiyguJpIKd3eO4eZEbQoicbFOvE/jMlha83evBgd6pnGyTiKiYMDFFRERERER54VC/B/5IAje253YCo491NsJhMeA7O8/mdLtERMWAiSkiIiIiIsoLr54ah04ANyysyOl27WYD7t/QhKcPD6F/KpTTbRMRFTompoiIiIiIKC+83jWGlQ1lKLOZcr7tT29pgRAC33+zJ+fbJiIqZExMERERERGR5nlDcRzq8+Cmjtx245tWV2bFHStq8YM9fQhEE6rEQERUiJiYIiIiIiIizdvZPQ5FAje1V6oWw8NbW+GPJvCjvX2qxUBEVGiYmCIiIiIiIs17vWsMDrMBqxvLVIthdWMZOptd+N6bZ5FUpGpxEBEVEiamiIiIiIhI06SUeO3UGLYsrIBBr+4tzMNbW9E3Gcbzx4ZVjYOIqFAwMUVERERERJrWMxHCoDeCre3qjC81023LatBYbsW/vX5W7VCIiAoCE1NERERERKRpu85MAAA2t1WoHAmg1wk8uKUV+85N4WCfR+1wiIjyHhNTRERERESkaW+dnoDbYcYCt13tUAAA93Q2wGE24Ds72WqKiOh6MTFFRERERESaJaXErjMT2NRWASGE2uEAABwWI+5d34jfHh7CoCesdjhERHmNiSkiIiIiItKsM+NBjPqjmujGN9ODN7RASonvv9WjdihERHmNiSkiIiIiItKs6fGlNrWVqxzJhRpcNrxveS3+c3cvgtGE2uEQEeUtzSemhBC/L4TYmf7574UQrwshvjnj77NaRkRERERE+WfXmUlUO81ordTG+FIzPbS1Ff5IAj/Z3692KEREeUvTiSkhhBnAqvTPawHYpZQ3AjAJIdbPdplqH4CIiIiIiOZNSom3TmtrfKmZ1jW7sKapDN994yySilQ7HCKivKTpxBSAzwL4fvrnzQBeSP/8AoBNc1hGRERERER55vRYEOMB7Y0vNdPDW1txbiKEF4+PqB0KEVFe0mxiSghhBLBNSvlSelEZAF/6Zy8A1xyWXfzejwgh9gkh9o2NjWXpExARERER0fV46/z4UtpNTL13WQ3qy6x49LUzaodCRJSXNJuYAvAAgP+c8bsHgDP9szP9+2yXXUBK+aiUslNK2el2u7MQOhERERERXa9dZyZQW2pBc4VN7VCuyKDX4XM3tmLfuSnsOTupdjhERHlHy4mpRQC+IIR4BsAyAJUAdqT/dguAXQDemuWy6zLii+Dpw0M4PuS79spEM/SMB/Hbw0M4NxFUOxTKsclgDM8cGcI7/ZfkximP+SNxPHt0GHt7eOOhZeOBKJ4+PIQjA161QyGalb09k3j26DB8kbjaoWiKlBK7z2h3fKmZ7l3fhAq7Cd9+uVvtUCjH9p+bwjNHhuEN8fzNB9FEEi+dGMHrXWMcF05DDGoHcCVSyq9M/yyE2Cml/KoQ4ptCiNcBHJJS7kn/LTKbZdfjheMjGPVFcXLEj5YKO6wm/fW+5ZzsOjOB/eemsLTWie2Lq3K6bbo+vzk8hFhCwbmJEL5w84KrrvvMkWGcHgtg84IKrG26pAcq5ZmXT4yidzKE40N+NLpscNlNaoeUNd2jATx3bBhVDgvuXl0Hg17LzzyuzxvdE+cfUtSVWVFfZlU5otnzhuP4+YF+JBSJu9fUo7LErHZIGXGoz4Od3eNorbTjfctrIITASydGMTAVxolhP5oqbHBajGqHSXRFA54wdnaNA0glYt67vFbliOZmzB/FLw8OwKjX4UNr6zN6vnWPBjAeiGl6fKlpVpMeD21txdefPYnD/V6saChVO6Sic3LYjxdPjKC21IK7VtVDr8t+MnPUF8Frp1JDw8STCj6wqi7r2ywGSUXi14cGMeAJY8eSKiyucV77RbN04JwHh/pSD67K7SYsq+O5qgV5cfcgpdya/v4lKeWNUsr/PuNvs1p2PVy21A1lidkAoz73T2sO9nkQSyg42OeBwqxuXpk+dly2q1fSIvEkjg/5EEsoONTHFjaFwGVP7XOrSZ/zZHauHRnwIhpX0DcZwlggqnY4WVWWPpeNeoESk2af7VzWmbEApkJx+CMJnBrxqx1OxhzqT10jTw77EYwlAbxb9tpMepgNeVHVoSI2s35ZZsu/hxinRvzwRxKYDMZwdiyzLcR35cH4UjM9sLkZDosB//wKW02p4Z1+D6JxBT3jIUwGYznZps1sgCl9nXHl4fmrVVOhGM6OBxFLKHinP7Otn6fr6EIApVY+uNKKnNSqhRAWAA8j1SXPMr1cSvlQLrZ/vW5fVoNldU5UlphVaQmwsr4U+85NYUmtE7ocZP4pcz68th7D3ghqyyxXXc9s0GFRjQPdowGsqGfWvhDc3FGFhW4HXHYjLMbCTkwtrXOifyoEt8NcMK1wrmRTWwXqy6xwWAwovUbCWWvaKktwoNeDpKJgYVWJ2uFkzPL6UuzsSrWYsqeTwDsWV6GjugQVJWaYDYV9/lH+K7Ua8cCmFvgicTSWa3ccpStpryrBkQEvDHodWirtGX3vvqkw6susaCzPj9apTosRn97cgm+/0o3uUT8WVjnUDqmoLKsrTde7rSjPUUv1ErMBn9zUDF84jgZXfhyn+cBlM6Gx3IYhTxjL6jLXWgoAFtc4UWo1wqDTwf3/s3efYXJc54Hv/6eqc56cAzAY5BwYQIJBpESKoiTKIkVJtKJlyvbaltde+9q69t69u3fXa+967XU2bV/ZWq0ySYmURdECJUaIIJHjIA4mz/T09HTOXbUfemYIgAgTOs/5PY8eAc2eroOp6lOnznnP+zqre9xaSYq13Pu/gD7gAeA/Ak8Ap4t07CVTFUFXXX5vtAuxe1U9u1fVl+z40uJZjOq8BmlCCB7aVFmh+9KNKYqgs4wTtebT6iYnq5uWz+C7Eh8cAdw2I79w54pSNyPvtnfWvGv7s1Li+7YkLZTbZqy4ye5ZjS4LX7z7xukKFuvLD63jN9+7uuzzS13uc3d08w+vX+SvX77A//jY1lI3Z1lZ3+pifZ4nMebDbTXKyJs8UxXBozvaC/b5LW45iVhuihX+s0rX9T8Aorqu/zPwAWBTkY4tSZIkSZIkSVIFqrSo4zqHmU/c0sn3j4wy5I+VujmSJEkVoVgTU7MlCgJCiI2AG+gu0rElSZIkSZIkSZKK4sm7VqII+OuXL5S6KZIkSRWhWBNTTwkhaoA/AJ4DTgF/XKRjS5IkSZIkSZIkFUWL28rjuzr4zoEhGTUlSZI0D0WZmNJ1/R90XZ/Wdf0VXddX6rreqOv63xbj2OUqEEvxzbcG+d7hEZKZbKmbU1XSWY3nj47y9f2DTIYrp0JYJJHh/3nuJP/2W0c4X0UVs6Tqd3Bgml/7xiH+6IU+Mhmt1M2RrsMfSfF7Tx/jt79zlJFA9TwovXlhil/7xiH+x7+eQdPk9SdJ5SKT0fjDH57m179xmMOD06VuTtH96r29KIrgz186V+qmLDvBWIrff/Y4v/XtIwxNVc/9rtodHpzm179xmD/84Wk5nlyGijIxJYRoEkL8oxDihZm/rxdC/EIxjl2ujg4HGQsm6PdFOe+NlLo5VWVgKsZ5b4SJUKKiBkL7LvjoGwsxGojz3NHRUjdHkubt2UPDeENJDg1Oc3IsvyV9pfzZ2zfBRV+UQX+MHx0fL3Vz8uaZw7nrb3+/n7MT8n4qSeXi6EiQI0MBJkIJvndk+Y1rmt0Wnri1k2cOj9Dvi5a6OcvKy2cnOeeNMDwd5/njy+/aq1TPHh5hIpTgyFCA46NyPLncFGsr3z8BLwKtM38/C/xGkY5dlrpqbaiKwGJUaZVVAfKqyWXGblZRhGBFnssWF9K6Vhc2U67dW6+qMCVJ5WxrhweAGpuRblkJrWxtbnNjMigYFMGWmXNWDWb/LfUOE+01lVkxUZKqUU+DHY/ViBCwtb16+pyF+OV7ejCqMmqq2Da2ubEYVVRFLNtrrxJtaXcjBHisxop6hpPyw1Ck49Truv5tIcTvAei6nhFCLOv9a9319pnEiAKToVjzg8uD02Lkc3esIJPVsZoqp5JLR42Nv3piO6mMhsdmKnVzJGneHt3ZwT1rG3CYDFhMxbqtSAu1tsXFXz+xHU3TcVdRH/PErV08sKEJl8Uk76eSVEY8NhP/8+NbiaQy1DsspW5OSTQ6LXz69m7+/rWL/Jt7e1jV6Cx1k5aFngYHf/XJ7WQ0OaauJB/d0cHda+R4crkq1gguKoSoA3QAIcRtwLKPz7MYVTmILhCjqlTUpNQsm8kgb6BSRap3WOQgogI4LcaqmpSaVe+wyPupJJUhi8mwbCelZn3xrpVYjSp/tldGTRWTwyLH1JVIjieXr2KN4n6TXDW+HiHEG8BXgV8r0rElSZIkSZIkSZKKrs5h5nN3dPODY2OcHguVujmSJEllqeATU0IIBbAAdwO7gS8CG3RdP1boY0uSJEmSJEmSJJXSL+5ZidNi4L+/eKbUTZEkSSpLBZ+Y0nVdA/5E1/WMrusndV0/oet6utDHlSRJkiRJkiRJKjWPzcQv39PDS31e9l+cKnVzJEmSyk6xNnD+qxDio8Azuq7rRTpmRYinsvzw+BhZXefBjc24LMYbvn8ynGTfBR+NTgu399QVqZXSjYwE4vy0z0uD08x71zWhKGJBP6/rOq+e8xGMp7m7twG37cbXgFQZBqdivHLWS6vHynvWNiLEwq6LSuKLJHnjvI8Gp5ndPfWlbk5BTYQS7D09Qa3NxPs2NKMu8PteSqmMxstnvGQ1nXvXNmIxVl4evmvp90V46tWLeKwmfv2+3orMLyhJixFLZXjh+DhZXef9G5tx3mQMWc72X5xiLJhg96o6Gp3VmZPq83es4Kv7BvjDF/p49ld2V/W4oNACsRSvnJ3EZTEQTWYJJtK8d31T1V47y9nJ0SCvn/MRT2XY2lnDPWsaS90kqUCKmWPqO0BSCBESQoSFEHKTNXBmIsygP8bIdJyTIzf/lbxx3sfFyShvXpzCG04UoYXSzRy45GcynOTUaIjx0MLPycBUjEMD01zwRnizX66iVYs3+6fwRVIcGw4yFU2VujkFNdsv7b/oZ2IR34FKcuDSNN5Qkr7xMCPT8VI3Z0FOj4U4ORqibzzMkaFAqZuTN989OMLFySiHBqf52UVfqZsjSUXTN37ZGHK0cofVvkiSfRem6PdFef1c9X6HLUaVf/veXo4MBfjRifFSN6eivXlxiouTUV4+M8mBgdx9+dDAdKmbJeVZVtPZe8rLW/1+Dg4GODwYIBiTG6+qVVEmpnRddwL1wB7gg8DDM/9/XUKIjUKIfUKI14QQXxE5fzrz9/952fvm9Vq5avXkKgkZVUFHrfWm7290mQGwmVSc5spdGasm3XV2ANxWI7X2hVf/qLG9U+K8ySVXeqrFyvrcdVHnMOG2Vvd3dfa6tZpUnJbqrqTSXW9DCHBaDNQ7K6vaT4PTjKoIhIBGp7nUzcmb1U0OFJF76FvV6Ch1cySpaNo91rkxZGetrdTNWTSH2YDdnIt0rPaIl49ub6e30cF/e/EM6axW6uZUrMaZcUeN3USd3YQQ0D0z7pKqh6oI6hwmPDYjdpOBBqd5rq+Qqk9RniCEEF8AvgS0A0eA24B9wH03+LEzuq7vnvn5rwC3AHZd1/cIIf5GCLELyM7nNV3X3y7gP29JGp0WvrBnBbrOvLZV7O6pZ1WDA6fFKLcrlIktHR56mxyYVAWDuvC5XrfNyGd2dxNPZWmooofF5W5ndy3rWlxYjGpFbfdajNtW1rGy3o7DYsBW5SV+N7S6WVnvwKiKRX3fS6nVY+Uzt3ej6To1i5hEL1cf3trGtk4PLotRlgaXlpVG18LGkOXKYlT51G3dhBLpql+gM6gK/9eDa/nCVw/wrbeH+PnbukrdpIq0vbOG9hordpMBk0Ehk9Xlc1GV+tjODu5f14TNpGI3G6p+TL2cFesJ4kvALuBNXdfvFUKsBf7fG/3AVQnSk8D9wN6Zv+8lN7mlzfO1sp2YAjAbFtaRNlb5TbsSLfVh3GE24DBX9wP9cmRfRud0OfVLlTz4rdYcdp21cqVcWp4WOoYsV1aTWtF960Lct66RXd01/Nnec3xkW9uyGivk0+XRdRU8LyvdhMmg0OxePmPM5axYy70JXdcTAEIIs67rfcCam/2QEOJDQogTQCO5SbTZDfRBoAbwzPO1qz/3SSHEASHEgcnJyXcdN57KMuSPkdVknnZp6bKazpA/RiKdLXVTJKkgdF1nJBAnnJD7/svdVCRZdfkJE2l5z5akQpkIJQjEqjtPYrEJIfjd96/DF0nyj6/3l7o50jLkDSfwV3n+0+UkldEY8sdIZSp7e3CxpuiHhRAe4HvAj4UQ08DozX5I1/XngOeEEH8BZADXzH9yAQFy2/bm89rVn/sU8BTAzp07rxjJZrIaX39rkFA8zdpmJ+/f1LKgf6gkXe2FE2Ocm4jgsRn59O3dMgRVqjo/uzDF/n4/ZqPCZ27vlqu/ZWrIH+OZQyNous4Ht7SwqtFZ6iYtmabpfOOtQQKxNL1NDh7e3FrqJklS1TgxEuTHpyZQFcHHd3Usq8jYQtvRVcMDG5r4u1cu8PFbOqo+t5ZUPs6Mh/nh8TEUIXhsZzutnpvnOJbK27OHhxkNJGj1WHh8V2epm7NoxUp+/hFd1wO6rv8H4A+AfwQeudHPCCEuT7YTAnTeyUl1P/Am8LN5vjZv6aw+t+rvkzPJUh7MrkgE42mZ6FKqSrN9ZTKtEU1mStwa6XqmYyk0PbcWMxWpjvtbWtMIxnP37Gr5N0lSuZgdv2Q1nUBcRsTm2+++fx2prMafvHi21E2RlpGpaBIATddl1FSV8M2Mfyq9CnjRl7V1XX9lnm99UAjxmzN/Pgc8CfypEOI14Kiu628BCCES83ltvqwmlfvXNdHvi7Kj6127AK8QSqR57sgoOvChza1Vm7tDWpr71jVxaGCalQ32ayYnTWU0nj86SjCe5sGNzXLlQlq0TFbjX46PMRlO8t71TXTVFSfvzp5V9ahC0OgyyxX1Mra+xcVUJEVG09nS4cn75/eNh3jtrI/OOhvvW9+EEIWPDjWpCg6zgZOjIXZ23/ieLUnSwuzsriGWymIzqaxqKEzFy1AizfNHR9F0+ODmlmVVwGBFvZ3P3N7NP77Rz6du72Jjm7vUTZKqTCar8YNjY0xFU7xvfRMdtTa2d9YQSWQwGhTWNld+5HQpjQbi/OjEOG6rkQ9uaZ2rsl5sD25s5tRoiA2trpu/uYyV7X4LXde/D3z/qpe/dI33zeu1hdjY5p7XzeHcRJjJcG7WuW88xK0r65ZyWKlKtXmstN1gsml4OsagPwbAseGAnJiSFm0inOTiZBSAI0OBok1M1dhNfGCz3PZc7gyqwr1rGwv2+QcHpokkM5waDXHbyjrc1sIv1gTjacKJDJ21Noan4wU/niQtJzaTgQc3Nhf0GOcmInhDs2PpMLcts7H0r93Xy9OHhvlPPzjFN5+8rSgT+tLyMRZM0O97Z1zYUWvDYlR534bCfq+Xi2PDQYLxNMF4muHpGCsLNIF/Mz0NDnpKdOx8qqxa12UiGEvzzKFhLkxGMBsULEaVFQ2yItBykc5qvHB8jGcODc9tIVmKFrcVj82Iqgh6m+TKRbUYCcT59ttDvH7OV7Rj1jtM1DvNKEKwWl5LFenQ4DTffGuQ895wqZuyYLMrr+01VpxFyjPmtBgRAk6OBjGp8oFOkvItq+m8eHKc7x4cZroA20S662xYTSpmo8LK+uU3lnZbjfzme1ezv9/PiycnSt2ciuGLJPnOgSH2nppAk4UvrqvBaabOYZLjwquc90b41tuDHByYXtLn9DY5UBWBx2akxS0DC5aqbCOmytmhoWkGpnIRLg9ubGZNkxNFJrReNs57I/SN5x4aDw9Oc8+apUUgWE0qn93djaYjE6NXkX3nfYwE4owE4qxrcVLnMN/8h5bIbFD51G1dZDVdXksVKJ3VeOVMrlLsy2cmKy45+Y6uWra0ezCoxVvzUhWBUVVY1+xiLFhd1QYlqRxcmopyajRX7PrAwDTvXd+U18+vc5h5cs9KgGU7lv7ELZ189WcD/OELp7l3bQNmw7vTPkhXervfz/B0nOHpOL1NjqJFiFcaizE3LpTPGFd69ewkwXia0UCCTW3uRW/B62lw8G/uXYUikNGOeSAjpm7ivDfMt98e4ujQO8X92jxWhACTQaHJZVm2N9LlqsllwWRQECIXGbBQwXiaZw8P86MT42RmkqELIeQNo8pYjSonR4P4oykcluKuAchrqXCmIkm+e3CYn/Tlf5XWoAha3LkcXe01trx+drEUc1JqlklVOD0eksUlJKkA6h1mLEYVIXLj33AizfcOj/DC8bG8fecURSzrsbRBVfj9h9czMBXjn/ddKnVzKsLsPdJmUqm1L5+8ZPMViKV45tAwPz41ISelrqFt5vmt2W3BuMRoa1UR856U0jSdvacmeLpAEaiVTkZM3cTLZyYJJzKMBuNsaHVhUBVWNzlzF7KiYDXld1VD03RSWe2aSbKl8lBrN/H5O1aQ1jRcloXnUDk0OM0lXy7ibkW9nTUy8WDelNP3J57O0lVnw2JQiSQymB2lb5O0dPv7/fT7IgxMCXobnXTU5m8CSQjBozvaCSUy1MhiGvNmNAhW1jvQdYinsnm/L0ulUU79C+RMhwAAIABJREFUeSnMTvoYSzDZezm31cjn7ugmmdFwW428dm5yLmdNZ52NDa0yYXc+3L26gXvXNPAXL53n57a3U1+EKOtKtqndTWedbS6lyvUs137k7Uvv7O5Z2WCvmPxDiXQWo6oUfCLtfeub2NVdi8tiKGqk04A/xvGRIABvXfLzgMz1dQUZMXUTs0mrm12WK1aCXRZj3ge/iXSWr/7sEn/7ygVOzFy0UnmymtRFTUrBlRF3DU458MiXdFbjf781yN+8fIHDg0vbM54PsVSGEyMh+qeimI2yq60W6azGgUvTnB4LFWSga1AVau0mGRK+AO2eXI6aBpcFc4kq4kj5VW79ebGNBeM89epF/v61i3NFdkrJYlTnihm0uHNjGKMqaHTKKqz59H9/YD2xdJY//fHZUjelIritxhveh1MZja/tH+BvX7nAseHAdd9XjVo9FoQAs1Gh3l4Zzxqnx0L87SsX+Od9l4insgU9lhCCWrup6FHedQ7T3DV7o8JYy5WMmLqJBzY0c8uK2qJUF5qKppiO5ZJpX5iMyLKxVWp1k5MmVy501GaSX8F8mY6l8M0M4C9MRtnWWdrS8VaTgS0dHkyqIJHWkIuf1cGgKGzt8GBQRcEHTtL83LeukW2dHlxW47LeDlRNyq0/L7aBqRipTC5iamg6VlaLWKsaHXz+zhUYFDmGybdVjQ4+dVsXX/3ZJT51exdrmyu79HupTcdSTEVy26XOeyNsbveUuEXFs6HVTbvHhsmQ/909hXJhMoKu51Ke+CLJvEaklwuXZSYCNa3hlpHx7yKXFm9CUQR1DnNRZlSbXRZWNzmptZvY0VWegzB/NMXeUxOcnai8ilHlxG01MhVJ8eNTE4wEZInzfGhwmFnf6qLGZmRnGXx/1jY7CcfT1NhM1Mn8B1Vje5eHthora5tdtHoqK1ogq+nsu+DjtXOTVZWPqW88zOHBANFkptRNkfKk3PrzYlvX4qLFbaHNY2VNGVbSclmMeZuUymo6+877eP2cby7v5nL2pft6cVmN/Pvvn0TXZbW5pWhwmFnXknuu2tlVW+rm3FAkmeEnfRN5jexy2/K/u6eQtnfWUOcwsarRMZdvM18GpqL8+NQEY8HSP3NZjKqclLoOudRRRlRF8IHNLaVuxg3tnZlIOTEapM1jxV6kkuDV6Lmjo6QyGv2+CE/e1VPq5lQ8IURZ7dW+MBmh0WUhnMwQjKfx2OTkVDVocVv59O3dpW7GopweC7H/oh/IDYx2dZf3QH0+grE0L54cR9chlEjzc9vbS90kKQ/KrT8vNrfVyMdv6Sx1M4ri5GiQ/f25fslqUthR5hMIhVZjN/E7D6zly88e5/tHRnlkW1upm1SxFEXw4Mbyfq6a9erZSc7MVPxuclloclXWwlc+tHoKM77SNJ3nj46SzuoM+mP8wp0r8n4MKT9kxJS0ILPVxSxGFcMSqxgsd86Z36VzkbmqpPLmMOfOq1FVZOlnqSw4L6sO6SxypchCMRmUuTLPDrlQIkkV5/LvrRwP5Ty+q4Mt7W7+8w9PE06kS90cqQhm78lGVSy7RO2FJgRzEZ7VMvapVvLsSAvyvvVNrG5y0OC0yIftJXp0Rzsj0/Gq3EMtwXvWNrKi3k69w1RRodRS9eqqs/P4rg6yml41/Y7VpPLJWzrxRZKsqK+MqkOSJL1jZYODj+3qQKuifmmpVEXwHz+8kUf++g3+595z/P7D60vdJKnA7uipp9VjxWM1FiWv8XIihODxXR2MBuQzV7mTE1PSghhUhVWN5ZfvoBLZTAZ6yzB3hJQfqiJY1SgflKXy0lqFVWA8NpPcKitJFUxWp3q3LR0ePr6rk6/su8RjOztY0yzHi9VMUQQ9DXLMWCh2s3zmqgRyK18ReMMJXjo9Qb8vWuqmSIuUymi8fs7HW/1+mYxSmpdgPM1P+iboGw+VuilSBbnki/LS6Qm84USpm1IxhvwxXjo9wXhQ/s6k6jM8nbu+R2WhlGXndx5Yg9Ni4N9//4Qce0oFl0hneeXsJIcHp0vdFKkMHBsO8NMz3qIWlpETU0XwoxPjHBsO8oOjo1VVCWk5OTgwzduX/Lxx3sfZiUipmyNVgJ/0TXB0KMiPTowTjMkcEdLNZbIazx8d5dhwkBeOj5e6ORVB13Wem/md/cvxsVI3R5Lybvb6/sGx0VI3RSqy2UTo+/v9PHdUnn+psPZd8HFoYJqXz0wyOBUrdXOkEhoPJnjptJcjgwFeO+cr2nHlxNQSRZMZvr5/kK+80c9kOHnN99hN7yQMV4VMGF6J7OZ3cgTZrpMv6MhQgL995QIvnZ4oVrOkMhaKpzk44OeCN4Iqe1ppHhQhGAnEOTDgZzJy7fuJdCUhBJPhJAcG/IwG5EBaqj6zycFnk/cuRjSZ4X/vH7jhWFUqT4/v6mBzu5v//C+nCS2zROjnvRGeevUCzx0dJavJiLFCm31eVYQo69yovkiSr7zRz//eP1DUaJ7lxGJUUJXcnEUxC8uUbY4pIcStwJ8CWeCAruv/Vgjx28CHgQHgs7qup+f7WqHa2e+LMhHKbR84PRaiwdnwrvc8vKWFS74YrR4LiiInpirR5nYPLosRk0G5bo6WQwPTxFNZjg0HuWNVvayqscyZDCrddXZsZgOJjIbMHCDdTEbT8diMqIodRxkPCsuNx2aku86O1aii6zpCLgBJVeTRHe0M+eN0LiFpb78vijeUm5DqG7/2WFUqT6oi+P8e2cgjf/UG//WFPv7LRzaVuklFc2QoQDSZ5YI3wlQkSaPLUuomVbVbVtRS7zTjNBtocJpL3Zzr6hsLE5jZiXBxMsqmdneJW1R9PDYTn7ilk2A8xcoiFpYp53X8AeA9uq7vARqFEHuAe3VdvxM4BjwihGiYz2uFbGRHrQ2nxYDJoFw30bHZoLKm2SnL4BZJvy9K33go7/vxu+vtN0wcvK7FRSSZxmRQUOVz0bK3psmJpkODw4RHVliR5sFkUNjY5qbBaWZzu6cgx7gwGeHsRLiq8pVs66yh1m7CZTUxIvPwSFXGZjKwptm5pAiGy8eqi0mwPOSPcXI0iCajVkpic7uHX7hzBV/fP8ibF6dK3ZyiWdvsRBGCFreFGvviC1wEYimODgVkdM1NCJFLwF7uE4A9jXbMRgWnxXDNCftkJsux4QDekMw7uRQNTjOrGp1FDaop24gpXdcvT7CRATYDL8/8fS/wSSA2z9e+U6h2uq1GfuHOFQDXXKV9q9/P4cFpNra5uWNVfaGaIc0YmIryvcMjAESTWXZ01RTt2Gubney/OEUqo/HKOR+xVJaJYIL3rGuUlTaWoSND0wz6o4QSaWKpLC5rOa8DSOXCbjZgMagFCaM/743w/EyekvvXNVXNKqPFoDARTDASiBNPZXnitk7qHeW72itJxXazsSrkcor88PgYDrOBD21tnYv6Hg8mePrQMLqeK+qxu0eOZUvhN9+7hhdPTvC7Tx/jR79x17KIyt/Y5mZ9i2tJD8a6rvPtA0NEk1lOjob45K2deWxhddh33sfxkSBbOzzcurKu1M25qRa3lV++uwe4dn/241MTnJuIYFQFn79zxZK2QZezI0MB9l+cYnWTk3vXNpa6OXlR9k9KQojNQD0QAGbLWwWBGsAzz9cK3cbr3ugPDPiJpbIcuDR9xQp1Na1Wl4tkJks8nZ37eyYPieYXcp4yms7su/2RFBe8ESLJDEcGA3PvSWc1kpnstT9AqirnvBES6SyT4ST+aKrUzZHyqFD9dyqjcWQwQDyd5eBA/qvipLMamq6T1TTSWvUU4nj7kp9wIs1oID7z75P3V6myFGNMeKOxKsDJ0SDBeJqRQJxB/zv52tJZjdnmpbOF6/tSmerpkwrBalL5rz+3iUtTMf5s77lSN6doljIplc5qJNLZuetWFqC6trcvTeeeVQsw7ihU33aj/iyT1QGdRDpb1eOBgwO583ZkKLDgZ8tynYco6ylEIUQt8JfAx4AdQNvMf3KRm6gKzPO1qz/3SeBJgM7Ows6cr2txcWQwwNoW59wXaGAqyg+OjeG0GHhsR0dZJ5irFCOBOM8eGkZRBDu7a7AYVbZ1LH4rTDqr8cyhYbyhJO/b0MyaZudNf6bBaebhzS34Iik2trn4wbExvKHk3M9ORZJ868AQmqbzyLY22msWny9CKn8eq4lLviiNLgv1jsWHoEvl5cJkhBeOj+GxmXhsZztmQ/76b5NBobfJwbmJCOtaXHn73Fn1DhOBeIpMVq+aiKJMVuOtfj/nvWHWNbt4aFMLTWW+DUGSLucNJXjm8AgGRfDYjg7cttJs/e5tdHJ6LITNZLgibUFHrY0HNjQTTqTZ1pn/tV5vOMF3DgwD8HPb22hxXz9lwnK3e1U9j+/s4O9fu8jDm1vY2FYdUa+FMB1N8a0DQ6QzGrf31JHMaAW5r1aDdS1OTo6GWJ/n389YMM73Do9iNig8urMdV5FS2ty/vom/eyVCOJHhjfNTPLixuSjHLbZ1LU72X/SzqtGxoLHo8eEgPz3jpc1j5ZFtbXNJzstB2U5MCSEMwNeA39Z1fVwI8TbwK8AfA/cDbwLzfe0Kuq4/BTwFsHPnzoJOGd67ppG7ehuuOOl942FSGY2pSIqRQPy6uamk+RuciuVWRLI6TouRrUuYlIJcxYfRQG5v8qmx4LwmpgB6m5z0NuX+/IlbOslq+ty5HwnESaa1ufbKianq5osmWdngQAjBaDDBapljrir0jYVJZ3Umw0kmgkk66/L7PX54c+sV/UY+jQQS1NpyE1Ij00tLplwufJEkyYxGe40Nm9kw775aksrFeW+EeCq32n1pKsoWW2Hyy91MZ52NX7lnFUK8e3vM+tbCPdAPT8fnoqUGp2JyYuomvvyBdbx81stvfOsIz//qnXJx+zpmt3YDxNNZ9vTKhP/X874Nzdy3rinv445zE7mdA4l0lsGpWNEmUh1mAwZFwWMzcWEyUpRjlsLunnpuXVG34PN2aixIVtMZ9McIxtPULiF/W76V81a+x4BdwB8JIV4GeoBXhRCvA1uB7+m67p3Pa/M94JnxMK+dmySWym9yvKsvmA2tLhxmAy1uC+018gacD+tbXbS4LXTU2ljdNL+JPk3TOXDJz1v9/neFejY4zHTV2bCaVDa1LX6QePm572100lFro8VtYUOrXOWqdu/f2ILbamJTu5ueenvRjts3HuL1c76892NSTm+TA284gRDQ7C5MZE6hVq9WNznm+qBCPmgWU5PLwpomB+mszp29MveNVHlWNztxWY3UOUysaLj5veLsRG6sWohEzopy4+1+hbCmyUl7jZVWj4V1VdIvFZLbauRPHtvKeW+E//zDU6VuTsF4wwleOTu56IIWqxoddNXZaHZb2CjH3DdViHHH2mYnTouBeqeZFUUcBwPcsaqOGpuR3T3lnzNrKRZz3ja3e7AYVXoaHUsqzhSMp3n17CQX8zj5V7YRU7qufwP4xlUv/wz4o6ve90fzee1mpiJJfnh8DIBwIsNDm1oW2uR5a6+x8Yt3rSzY5+fTZDjJoD/GmmYnDnPZXi64rUY+fsvCtmWeGgvx2jkfAEZVXBGiblAVfm57+7t+5uJkLm/Uhlb3gjsDq0nl0R3v/kypOu3uqcNjM9LssqCqxVkDmAwneeF4rm5EJJnmwY2F68eWqwuTETQ9t03AH00VbHKqEGwmQ9X1QcmMht1spLfJQSwl8/dJlafeYZ5LTH4z/miKb741SDSZZSqS4pFtbTf/oTJnNxt4bGdHqZtRUe7srecX96zg71/r557Vjdy/vqnUTcq7HxwdIxhPc2IkyK/c07PgCVOLUb3mOH6+fJEkA1MxVjc5ZFX1RWp0WfjCntI87+7srmVnd+11/3u/L0o4kV7U81ylW9fiysu21h+fmmDIH+PwYIAv7FmBPQ/zBOU701BkBlXBoAgymo7ZUM6BZMWTyWp85+AQybTGeW+Yx3dVVyWLy8/zfPbmjgbifP9IrqJVJJFht6yyKN3AS6e9nJ0Ioyq5qiDFmNg1qgJVEWQ1Pa+5j6R3XPBGuOSLIoQgFK+sialqpAhB33iYWCpT1UlOJQkglsrQNxYmq+syd+Ey9+8eWMMb56f4naeP8cO2PVV3L7IYVYLxNGaDUvQoPk3T+e7BYeKpLGfGw7KSX5UZDcTnKrjL57nFsxhzz9GGmWePfJATUzPcViOP7+rAF0nNeytYtdNhrhJLNY73e5ucPLJNQdN1ehpufs61yyoYVOPvQ8qv2etF16+8dgrJYzPx+K4O/NEUq5tkrp1CWNvsYiyYwGpU8djkg2GpmQwKWzrceEMJuou8VUCSis1hNrChzUU0ma2a7bjS4pgNKn/+iW18+C9f54tfO8i3nrwNi7F6FqQe2dbKxclo3vM4ztfsuC1bptXLpMW7fEwuz+/ivW99MyvqwzS7LHnre+TE1GUaXRYaC1TNJ5PVGPTHaHCaKyYk1KgqfHR7OwNTUdZWaSWLq/c8jwTiGBRxzapO7TU2PrC5hXAiw+Z2uV9durH3rGkkq2n0NjmLVokEcjl3ZFWywtnTW08inaXVYy3Y/UJamA9vbeXIUIA7V8nktlL+pDIaQ9MxWtwWbKbyGC57bCaeuLWLyUiSTbIi27K3qtHBn3xsK7/0tYP8wfdO8MePbi56dFGh2EyGklUdVBTBo9vb6fdFWdtcnc8/+VCJz7Zw+fNcms3tpSk2Ue5CiTS+cJKuOvt1o6FMBiXvOZPL4067DPz41AQnRoKEkxk+f8eKilnZbXZbqi48+GpD/hi+SBJVEbx02osQ8NHt7XRco2KVjEKR5uvVc5PsuzBF33iYlfUOWTmniAamogRiaTa0ujDkOb/XocEA57wR+n1RVjbYZdRUiSXSWb59YBh/JIVBUfjgltZSN0kqsEJ+vy/33NFRhvwx3FYjn7uju2we+Lvr7RUzhpQK78GNzfz6fb38+Uvn6G1y8ORdPaVuUlUoZLBCtfjXUxOcGQ9jN6t8dvcKTDdIhTMSiOMNJVjf6iqLVBNLeZ4LJ9KcnYjQVWej3mHOY6vKQzKT5ev7B4mnsqxrcfHgxuaiHVtOTM24MBkhEEuzud2NsQADnWA8Tb8vylQ0xXcPDvPk3SuLGkVRSJFkhhdPjKMo8OCGlop6AJ+Opnjm0AgjgRjT0RT1TjONTguhRHruPamMxvGRIDU2IyvnseVPKi9ZTefHp8YJxNK8Z10jjc7iDDReP+/jxEgQs0HFf1uSNlNpwtGXm7FAnP/24hniqSwf2trKh7fmNznwVDTJWDCOxagSTWXxyNNaUv5okjcv+vCGklz0RdjTWy8nC6uYN5Tg2cMj6DoE4mnuXl24KLlQPDcOiCYzaDqoM/NSU5Eke09P4LQYed/6poJOjpWzQo+bpfn7jft6ueCN8F9+2IfHZuJjMpl81RiYivL6eR8dNTbuWmJ/F4ynOTMeprvelpex8GwfGUtlyWgaJq7dD4QSaZ4+OExW0xkPJnh/AQuMLcVEKMFP+rzU2k28d10TynUihZ47Ooo3lMRqUnlyz8rrvq9SpTIaiXSumMzlz8MLMeSPMRFKsLHNvaBtfnJiityF+NxMUutwIs09axrzfoz71zdxYTJCjd2EUVUo1ZbWiVCCfRd8tHls3LLi+tUKFuLkSJBBfwyA0+Mhtl9W3a7c6YCmawxOxaixm8hkdW5ZUXtF6O4bF3wcGQwgBHzyls55raDous4b56eYiibZ09tArV0+KJXKkD/G6bEwAAcvTRfthhhJZpiKprCbDJTJQvuyMDwdZzKcBHJl1fMtlspybiKC02JA1skoPbNBJZrIEIyn0XXYd8HHQ5tk1FS10vTLc18WdiD1/k3NHB0K0tvkuGIrw8GBaUYDCSDB6iYnqxoXt2B1YiTI2YkwWzs8FbfoNR58Z9wcSWYKOkEo3ZyiCP7H41sIJdL87tPHsBhVPlTB0aOHB6fp90W5ZUUt7TXLe/XnZxem8IaSeENJNre7l7Tw8oNjuQmVAwMKX7yrZ8kJq+9f38TBgWm66mw33O6s6/PLWXxyNMiZ8dL1iW9f8jMeTDAeTLC+xXXNnTPwzr9B03WqMUNVbtGlmaHpGDu7Fv5MH4yneebQCJqu4w0neWgBz11yYgoQgBC5L81oIM6rZyfZ2um5aURTMJZGUZjXvtp6h5nffO8ajo8EaXZZcFuLGy3V74tyaGCaoekYug6XfDF6Gx3U5GHCpL3WhqHfj6II2jzWPLS2eAyq4L51TWgzCao3trq5Y6Y6w77zPibCCTJZnUF/LBcJNs8+fDSY4O1LfgBURfDw5sodIFS6eqcZh9lANJUpahLNdFYjndHIqBqZbPFuXfFUlmgqU5XhxfOxrtXF1g4P07EU712f//DjC94I8XSWtKYxHkzS5Mpvn3d4cJojQwHu6m2gZ5EPvMuJy2rEblHJ+HMDxEB8cat7UmVodlv44JaWmUidwuYGaXFbaXG/+/vdVWfn1FgIq1Gl0bW4fjar6bx02oum6/ijqaI+hE1FkpwYDbGy3n7dB69rSWc1pmMp6u3mdy22xFIZfto3iUEV3Lum8YZbeqTCMBtU/u5TO/jsV97mS988jD+S5LN3rCh1sxYslsrw0mkviUyWWCrDz9/WXdL2+KMpXj07Sa3dxJ7e+qJv6e2sszEWTFDvMC2puvPgVIxzE2FMqorFqM73ceaG6h1mHthw83GW22rkI9vaGA8lrpujN6vp7D2V6xOnItfuE32RJA6zYcGJthPpLC+f8aLrcO/axuv+fFetnfPeCA6zgbobVD390OZW+sZDrKi/fv6lYjs+HCScSLOjuyYvWyXXt7oWXWBDiNz/FjNrJyemyO0j/vDWNkYDMfb3+5kIJZmKJvnItvbr/szFyQjPHR1FFYLHdnbMKw+T1aTmLUppoV46PUE4kWHQH6W9xobbasRmzs+WuzaPlS/sWYkQVFRFkOHpGM8cym0J+Oj2dmodJpwznf5EKMH+/tzEUjiRxqQKjIqYdzlyt9WI1aQST2VplnvUS8phNvCZ3d2ksxr2JdzUFyqayKAogoyuE89ki3PMZIavvTlALJXlzt56dnWXpr8pJYfZwG+9b03BzrfbakAVYFKVJQ0SryWVyfIXPzlPNJnh5GiI//7Ylrx+fjWaiiQZD6RmFpd0trZXTsSutDirGkub63FNs5P2GitGVVn0BIyqCOqdJryhZNGLVfzwxDi+cJLjwwG+eHfPvLbh6brOt94eYjKcZF2Lkwc3tvDhra0E42k2trl5+5J/LkK11W1lkywQUxI2k4Gvfv4Wfu0bh/kPz5/inDfCHzy8vqLG5qoQXJiM4I+msJRBLqI3L07R74vO5ZUsdgTX7p56Nra5sRnVRW8bTmU0vn9kBItRRdPh0R3tRd9+1llnu+HisKoIGpxmJkIJmq7xTP1Wv583zvuwm1V+/rauBRWkODkamts50eA0s/M6Y+NN7W5WNNgxG5Qb9otum5FbV9bN+/iFNjgVY+/pCQDSml7yCFaXxcjPbW9jIpRkwwInt+TE1IwV9XaaXRaODAVJZbSbzjZOhJLoOmR0HW84UfYJwpvdFsKJCDu7a7l/bSNum2lJM6pZTb9ilriS8krN8oaTcxNN3nCSrjobup6b5XVZjNjNKtFklma3hWgyiyIEpnneFBxmA5++vYtoMkuDc3lGrpQTk0HBUOSb8NZOD6FEBofZQKOjOP1DMJ4mlspNgo0FE0U5ZjkyGRb/wHgzm9o9+KNpLEYVj60Qka86uq6XbLt3pYmlstjNKjoGuursi17hk6SFyMek98d2duCPpooe3Wqe6RuNqoIyz+iPdFbHF8ltkZ69t1we0dDksiAEKCL3cHn1GFEqHotR5W+e2M4fv3iGp169yIFL0/ynRzYuemHcF0lyaCAXyTs0HWc8GCeZ0RBC0OAw0VlrZ0dXDbf31OUlbUVG01nZYJ+pfFv68XOTy8KZ8fDMPX9h/z5N02eiR5b2XVhqTmJFgNGgYNZUOmttZftc8tjO9uv2iSOBGLquE01mCcUzC5qYanSa5/q6my0E5HvBsRhMBmVu55e5TKJV22tsi5rErbzffgFZTSqP7+pgIpSg9yYrcls63ExFkxgUpSJKiT60sYXJ7iS1MzmuluLESJC9pydocll4dEd7xSa93NDqYiKYQNOhu87GP7zWTyqr8ci2Nto8Vj51WzfhZJp6u5mz3jBuq5G6BQwgbSZD2ZSYXs4S6SzfenuIYDzNQ5taFp0PZKF+9T297Oquo6vOlpcts/PR4raws7sGXyTJ7p7yWc2pJrt76mlwmhfcH8yHyaCytcPDgUvT3LpSRv7MR4vbwtYOD5f8MX71PbIalVQ5jKpS9GgpgA9ubuXCZISOGtu8J49MBoV71zRyzhu5Zs6RngYHn93djaII9p33cXoszLZOT0Fytko3Z1AVvvzQOm7vqePLzxznY3/3M+5b28inbu/izlX11428yWQ1+sbDHB4KcHhgmoOD0wxM5XLIGtVcuo4ml4Vau4mspjPkj/P6eR///xv9qEpuG+cTt3Vyz+qGRU/G2M0G3rO2iX5flFtLtMvkcju6auistWE3qwsa00+EEjx9aHhuZ00pc80aVIWP7+pgJBCnp4zz2V2vTxycinF2PMJoMM7Dm1oXHAzSUWvjs3d0g56Ldqo2zW4Lj+3sIJLIsLqpfM/vfMin5qvUO8zzWr2ymQxFzxsUS2U4MRKi1WNZ8Cykooi8DYD6xsPoei755XQsVbQqZ/mWzurU2k2019rwhpNEkhkgl0OmzWPFalLnIsEqYfJRurbxYILz3gjJTJbTY6GiTUwZVYU7e+uLcqxZQgj29MoktIWkKqJg/UEqoxGKZ2h0mpkIJQtyjGrjDSexmgysrLczHZX5pSTpZqwmlY1tC99qt6XDw5aO6+f18thMnPOG+Umfl0anhb7xsJyYKrF71zTyk9+6h79/7SL/vO8SL/V5cZgNbOt8v7PvAAAgAElEQVT00FFrw2kxkMnqTIaTDPpj9I2HSKQ1IPc8tKPLwxO3drKjq4YNrdeurpXO5ipXv3hynGcOjbD3KxNs6/Twuw+uXdR2p/PeCKDzoS2tZZOrbDERRhcnoyRnfpcDU9GSF0Hy2ExlX7H2vDdCMJ5iU5vninN/fjKMyaDQXWdfdK7YYud2LrZKy/F8PXJiqkJMhpP83SsXSGU16h1mvrBnRcmicbZ2eJiOpmh2W6i3l2c46Hy8eGKcQX8MQ7+fJ27rxGU1cMEbwajK8PNqYlAF46EEiXSWRJFyPZXS8eEgk5EEt6yoq8iQ5HIXTWZ4q99Pjd3E1hs8pC2GqgimYykmQknqyzTUvtwYFMElX5SpaPKmkc6SJIE3lODYcJCeRgcr6u35+9xwgn85NkYqozERTnDPmo68fba0eFaTyq/f18sX717JT/u8vHbOx5GhACdGgkRTWQyKoN5hps1j5RO3dLKts4ZtHR7aa6zzinoyqgrbO2vY3lnDv3vfGr57cJi/eOkcjz/1Jo/v7ODLD62bd5TKRCjB80dz1R5DiQz3LmJiMxhPc+CSnxa3taRbu9c2OznnDaMIUbQF0Uo2Hrz+ud/Q6uaSL4bdrNJ1nYkpbzjBsaEgKxrsZR0VJt2YfGopIG84wcXJKKubnEueKX/x5DjD03EC8RQ1JZ7xXtXoqIpOVlFm/19gMxlQhCCZ0XjlzCTrW91VP7u+XJhUhRa3hXgqS22ZrxYtlTeUmEuAmEhrCyrRKs3Py2e8vHxmEotRodFppjXPq1SrGp2019hKssWnEhlVhXgmi67DqbFgqZsjSfM2EUrQ74uyttlZ1EiGH50cZyqS4tRYiF++Z37Jz+dDzNT56qqzs7XDc90Ew1JpmA0qD25s4cGNhRsXGFWFT9zSySNb2/izl87yD6/18+q5Sf7yk9vY0XXz6+HyKunzzX92tZ/2een3RTk2HKTFbSlaKoWr1dhNfPr27pIcO58CsRR942FW1NsLOi5RxPXPfZPLwufvvHGFyRdPTuALJzk1FuKX7u4pm2i7cjE8HWN4Os7GNndZL1qXb8sqnK7rPHNohHgqS99YaMklWx1mAz0NdqJJC4/uaJO5i/LgwQ0tnBoL0V5jxWxQODYcZDQQJxBLl03yOGnpND032FEUUfUJpc1GFaMqSGf1sr7xVLJLU1EG/TGEgEgik9fPVhXBYzvbGZiKVXyegGKpd5gxqYK4IkjPs2qqJJWapuk8fWiYZFrj3ESYTxXxAdZuMjBFCptJRV1iUubLNTjNfGRbG9Ox9IIrMUnVxWpS+b33r+PhTa38m68f4mN/9ya/88Aanrxr5Q2jsBpdFh7Z2kYwvvhraHbsYzIomI1yLL9Uzx8dxRdJcWhwml+6q6dg1fyWeu4dZhVfGKxGVRZeuEo8leXZQyNkNJ2R6Tgf3dFe6iZdl3xyKaDZG34+viAPbWphoNVFs9uCc4nVGaQcq0llx0wST13XWdPkwGE20F5jqajSutKNKSK3cqXruaok1cxtNfKJWzqZjqVZmcctGtI71rW4mAgmsZiUgqzEzjfPofSO21bW4w0l6G2SW/mkyjEbFVDssu0Pb2lhcCpGs9uS92N31dnpknU3pBmb2t384Nfv5HefPsYfvtDHmfEwf/jRTTesCt69xLHLvWsb6a63UWc3y0X8PJjtIxYbwbYQSzn3H9jUysBUlGa3RU5MXUWImfNYAdVSy/YbK4RoBX4ArAccuq5nhBB/CuwEDum6/qWZ983rtRK0n0d3tNM/Fc3LtjeTQZGD7gISQvD4rs68nS+pfDS6LHxkW24VZn1L9a/i1jnMea8WJ73jrt4G6uxmamymsi25vJwoiuCJWzsZ8MfolX23VCEURfDYjvaSXLdmgyrHk1LRuCxG/uqT2/nLn5znT358luHpOH/7qR0FSwauKoJVMt9g3nxoSyvnvBG6am1Fn0RfCPmcfH0Wo8qjO9oZDcTLvphXOYcP+IH7gDcBhBDbAbuu63sAkxBi13xfy2ejRgPxueptN1NjN7G9swaXjHAqW+PBBMF4rpKTPF/Vq6vOzuZ2z3VLJBeCrusMT8eIzrO/kPInlEgzFowX5LMNqsKWDs+iK8NI+Wc3G2h0ytVxqTwF42nGg4l3vV7nMLO9s0ZGwUtVTwjBr93Xy59/YhtHhgN85K/fYGAqWpBj6brOSCAux1554rQY2d5ZUxULnllNZ8gfI5Gu/kJIV2tyWdjWWTNXbb5cle0oTtf1BJC4bC/y7cDemT/vBW4DtHm+9nY+2rTvvI/9/X4sRpVP396FXeZwqWhHhgL8tM+LURV88taukpdylarLK2cnOTwYwGZS+czubrk9tEiCsTRf2z9AKqNx1+r6eSVclSpXJqvx9f2DBONp1rU4C5rYV5IWyh9N8fX9A6SzOvesaWBbZ02pmyRJJfOhLa20eSz8wj8f4KN/s49/+twtbGxz5/UYr57zcWhgWo69pHf54fExznsj1NiMfPr27rKOAFuuyjli6moeIDTz5yBQs4DXriCEeFIIcUAIcWBycnLeDfBFU2iazsBUlL7x0M1/QCpbA1NRDlzyo2k66aw+FzUlVaeBqShHhwJkslrRjjkVSQEQS2WJp5bf6kyphBJpUpncefbNnIN8Smc1jg4FGJyK5f2zpYVLZ3UG/VHGQwkmQslSN0eSrhCMp0lnc0n5pwrQHxXCxckIx4eDZGUxAakAdnTV8t1fuh2TqvDxp95kJJDf6OapSO4+EEtlKypqKp3VODIUYMgvxxaFMhqIMRaMMxZMkJH9W1mqpJCfADC7MdI18/fsPF+7gq7rTwFPAezcuXPeV+aeVfWcHQ+T0XReO+ejo8ZGYx5LZ8ZTWZKZbFHLBi/WeW+EH50Yo9Zu5qM72m6YyLDceEMJnj08QjKdxaAo7OqupfuqbTmxVIZURquIcyHlZLIazx4eYTyY4L51Tayfqeoxe751HQLxNHevbihKe5pcFl44MUZvkxOXVW7VKJYGh4npaBJvOMV96xrz/vmvn/dxZDCAEPDErV0yz1SJhZNp4imNyUgS54pKGtJIkNt28/yxMfono9zZW5e3CMdURuOZQ8P4Ikke2NBcstwj3XU2dnXXEk6kuXVlYaI3w4k0OuQlDcHwdIzvHxkFIJrKcNtKmclcyr9VjU6e/pXd/MuxMdo81rx+9l2rG3jz4hROi7EsoqU0Tef7R0cY8se5Z00Dm9s913zfq2cnOTYcRBGCT92+PHZxJNJZvntwmGA8zUObWlhxjeTn6axGMJ6mzm66YUXH+dB0CCUy2E0GZLBUeaqkiKmfkcs5BXA/udxT830tL2rsJnZ019DmsaLruQs8X4LxNF/Z189X3rjEiZFg/j64QE6PhUhndSZCCbwVtkqt6aDrYDKobO+u4c7e+is6u0AsxVfeuMQ/7bvEqVEZGVcp/LEUw9NxMprOqbF3ztvs+c79uXgrJK+emyScyHByJMhEqDD5jqR3Oz8Z5cJklOlYin3nfXn/fH3mGtL1d/4slU4qozEWzOUTGc3zyrtUeLFUlgveCJquczKP99vJSJKxYIJ09sr7QbEJIbizt573b2opSC6p0UCcr7xxia+8fikvUZyadvmfZf8mFU6L28oX9qzM++fWO8ysbnJyeHCaf9p3aS6CqlRCiTSXfDGy2o37uNkIRR29qGPVUhoPJpgMJ0llNPqu0U9nNZ1vvjXI//rZAC+d9i75eG6riTVNTurlgmLZKtvlRSGEEXgB2AK8CHyZXM6p14Cjuq6/NfO+eb2WL3f01OM0G3BbjTS78xct5Y+mSKZzI4LRQDzve67zbWObm5FAnDq7Ka+/h2Jodlv44JYWArH0NVcufJHk3FagsWB8LvJGKm91djMr6u2MBRNsbn/n+3Oz810oTrMBVRFYTSoGpZLWACqb2aBgMakk01pB8gDeuaoBp8VIjc2U14hZaXHsJgNddTYSaW1ZrDBXG5tJZV2LkwuTUbbksX9udJrpqLXhiyTLfjy1FBOhxNwD7VgwvuSiDJ11Nt6/qZloMsuW9ur9vUnVbTQQR9dzCxeTkWRJE3e7LEZWNToYmo5dMTa92l2rG/DYTNQ5TNRXQaLx+WjxWGj1WAjE0mxofffvJpXR5lIyjOahoM0HNrdweixEd529qMWQpPkr24kpXdfT5CKeLrf/Gu/70nxeyxeTQWFnd/7DsbtqbWxudxOMp9lVgM/PtxX1dn7p7p5SN2PRblRKdkW9g41tbiLJNDtl4uSKoSqCR7a1XfO/laJ08KM722l2W2jzWOUERhH1NDh44tZOArE096zJ/1Y+k0GpiD56uaixm3hoUyvD0zF2r6ovdXOkBRJCFCRhvVFVeHRHe94/t9ysa3ExGkig6XreFl7KvZy4JN3M9q4aArE0VpPKqgZHSduiKIIPbmm96fssRpVbViyvsYXZoPL4rs7r/nerSeWu1fVcmIxyax5+N26rUW5PLnNlOzG13CiK4L51TaVuhkRuguO96+W5kJamxW3lsZ0dpW7GsqMogvesld/f5eT2njpADjal5cdiVPnAZlmJUpIu57IYr7tQKVWWHV21srryMiKWe46M+vp6vbu7u9TNkIrk0qVLyPO9fMjzvbzI8728yPO9vMjzvbzI8728yPO9vMjzvbwcPHhQ13X9pvsnl33EVHd3NwcOHCjKsVIZjb7xEI1OS8XlZaoWO3fufNf5Hg3E8UWSrGtxYZR7jqvKtc53sSQzWfrGwjS55Pe9WGbP95A/RjCeZl2LC1WWXqlas+d7PJjAG06wttmFySD78Golv9/LS77u35qmc3o8hM1kuGbVL6k8lHK8JhVfJZ/vSDLDeW+EzlqbzG05T0KIQ/N537KfmCqUeCqLN5ygzWOdS7D20ukJ+sbDGBTBZ+/oLkiFFmlhArEU3zkwjKbreENJ7i/xFj5/NEUinaU1z+VzpeJ76bSXMzPf98/duQJHARJxlwtd1xmejuO2GfNSsnwpvOEETx8aRtdz36e7VjeUtD1S/oQTaQKxNO011rlKquFEmm8fGCIYT3GmOSy3z1a5Sv5+a1qun6xzmApSmEG6tgMD07wxU6H10R3tdNQuLUH8cjd7v3dZjbit8jlGWn6ePzrKeDCBzaTyi3tWouR5gWQ8mMCgimWTBP9yFXVnFEK0Aj8A1gMOXdczQog/BXYCh2aTnl/rtWLKajrfeGuQYDxNT6ODD80kvcvMVE7R9Nxsq9mgytXdEstqOjq585K5vE4ykM5qJDNa0SYUvKEE33x7iKymc9+6xqJWkJPyL6PpJDNZUNWqL/37xvkp3r7kx2RQ+Mzu7pJOwmkazP66swUqdx5JZjCpiuy/iyieyvK1NwdJpLNs6/TMJbbXtFzU6zlvmLFgkrtXN8hiA1WsGN/vQtl7eoKToyHsZpXP7O7GbFDn/ls8lUWIXM4oKb8uH9td75oJJdLYTQYZgTcPb1708+bFKUwGhZ+/rUtOTknLTiab61My2uwTZP6cGg3x4slxFCF4bGd7wQIVwok0VqNadtUJK2piCvAD9wHPAgghtgN2Xdf3CCH+RgixC8he/Zqu628Xs5EZTSOcyAC5iJxZ961rpN5hJp7K8K23h7AaVT5xa2fJIwyWszqHmQ9uaWUynGRrxzsTQYl0lq/vz00u3r2mge2dNQVvSyiRnhs0TcfSBT+eVFgeq5HJcJI2jxWLobofNvwz/VwqoxFLZko6MdXstvCBzS1MR1Ns7cz/5O6JkSB7T09gNxn45K2dMvKhSGKpDIl0FoDpy+6rToth5rrLoggIxtNyYqqKFfr7XUiz1200mSWV0eYmpob8MZ49PIKq5B5EGp3y+s2nW7prMakKVpNK9zW28r1ydpJDA9M0uSx8fFdH3qMfqk3gsvt9NJkpq4kpOcErFcPDm1s5PR5iRb0975PZs98vTdcJxNIFmZh68+IUP7swRZ3DxCdu6SyrNDYVNaLWdT0BJGZD+IHbgb0zf94L3AZo13itqBNTZoPKAxubuOCNsr3rnYGTzWTg9p46/vXkOLoOsVSWyXBSTkyVWE+Dg56ryskGYmmC8dzk0OBUrCgTUyvrHdyyopZoMsOu7sIfTyqs8VCC9prcloFQIl3VIbl39dZjUgUNTnNZTAqsbnIW7LMH/TH0majXqUhKTkwVSZ3DzD1rGhgPJrj1snLPiUyWFreFdFaj1m56V18uVZ9Cfr8L6d61jRy4NE1Hje2KVA5D/hhZTSer6YwFEnJiKs8MqsLO7utX9RqcigIwEUoQT2dln34Tu1fVI0SuTy6XtBP7L07xRz/q49BgAIBd3TX8zoNr2XWD8y5Ji1VjN7G7p/7/sHffcW5d54H3fwcdmAEG03vhsIq9F/VmU1Jsy1UusuWW2Ot439i7Gyeb3TfZZDd5s+XdjZ3YcWyvvYqL3CRZcpFkR1YXRVKsIkWxDzmF02eAwQw67tk/MEOTEslpAC6Aeb6fDz/kFNz7EBf33HOfe85zsrLtja3lhOMpHDYLy+uyc607P9nmDY/HCUWTeVUnq9BbXz9wZvLfQWAV6RFTb/7eZZRSnwE+A9DS0pKVwFbU+VhR57vizza1ljMajuN12WmVue55qdbnZG1TGf1jMbYuys2FzWJR3LAkOw2dyL0d7ZW8cGqQBr+byjxq9LPB73Fw1+qFsWT55tZygpEE5R4HTeX50SlfKDZc4QGBx2HjhqVV1A9OsL29UkY7iLxV43Vxz5q3tpNrmsq4EIxit6qs3YiIq7t+SRWvnBmmvapEklIzUOa259X1/vu7z/MXjx+lwe/mi3cuxTA0D+/v5r5vvMJ/esdKPnHDIrNDFGLGXHZr1usd72iv4sXTgzSV51/x9kJvgQPAVPbHN/l16grfu4zW+pvANwE2b96c8yIFlaVOPrglOwkxkRlKKe64ztxC6KKwNVd4uH9bq9lhiAyr8bn48FZpv/PJ9Yursvb0Uohs87rsvH9Tk9lhLFhXGjUvCsOTR3r588ePcvvyGv7+wxsuJhY/e8tivvjjQ/zlL45RKueXEJdpqfRwf2V+3p/kz6TCuXmFdM0pgDuB3Vf5nhBCCCGEEEKIAnchEOFPHnmNdU1+vnb/xstGu5U4bfzj/Ru5YUkl/+HRIxztCZoYqRBipgoqMaWUsiulngbWAb8G7KRrTr0IGFrrvVrrA2/+nokhCyGEEEIIIYTIkL94/HVShuYrH1p/xWLndquFr31kI36PnT/+6WHiSeMKWxFC5JOCmsqntU6QHgV1qT1X+L0v5CYiIYQQQgghhBC5sPvsME+/0c+f3LWc1sq3rrQ4xe9x8DfvWcMffHcf33m5g391y+IcRimEmK2CGjFV6KKJFFrnvKSVmIVEyiCZkqcqIjOiiRSGIed8sYklU6TkuOYNrTXRRMrsMEQRkn5b8Ygl5XpcDLTW/LenjlNf5uJTMyhs/raVtdy+ooavPXua0Yl4DiIUovCZ1a+SxFSO7Dk7zNefO8NP9nXJDU2e6glE+MbzZ/jWix2MyMVLzNOBzlG+/twZHtrbSUKSnUXjeN8Y//TcWf551zkicUmGmC1laH70ahdff+4Mr54bMTscUUSePT7A1587w+OHLpgdipinoz1Bvv7cGb63+7wksQvcvvOjHOwM8LlbF19xCt+V/NndK5iIJfmHZ05nOTohCp+Z/SpJTOXIqYFxAC4EokzEkyZHI67k/NAEiVQ6Q9w1EjY7HFHgTk+e84OhGMFIwuRoRKacGZjA0JpgJMFgKGZ2OAteKJqgLxgFfnfOCZEJU5+njqEJGUld4M4MjqM1jEzEGZYHjwXtf794ljL37FbaW1rr5T0bmnho73l58CzENC7tV53qz22/ShJTObJtUQV+j511zWX4XHazwxFXsLLBR63PRWO5m6W1snSwmJ8tbRWUe+ysbPBRWeIwOxyRIRta/FSWOlhcU0qD32V2OAtemdvO2qYy/B47W9oqzA5HFJHt7ZWUue1sW1SBzSrd5UK2saWcihIHy2q91Pmk3S5UncNhfnOsn49ub8HjmF2Z5M/d2k40YfDgrnPZCU6IInFpv2rrotz2qwqq+HkhW1rrZWmt1+wwxDX4PQ4+sq3F7DBEkVhUVcKiqunrH4jC0uB388CONrPDEJOUUtxxXa3ZYYgitKapjDVNZWaHITKgucLDx69vMzsMMU8P7+8C4KPbW2f92iU1Xt6+spZ/3nWOz97cTolTboGFuBIz+1XyCEgUta6RMPvPjxRdTYFAOM6r50ZkSLLIC7Fkiv3nR+kclimwC1k4nmTfuRF6g5Gc7nciZs5+hVgoTg+Mc7BzVKY0ChIpgwOdo3QMTeR0v4ahefRgDzcuqaK+zD2nbXz2lsUEIwkeO9ST4ehEPjMMzWvdAU70hcwORUxD0sWiaI1FEzx6oAdDa/rHYtyzpt7skDLmZwd7CIQTHOoM8Ac3t5sdjljgnjsxyLELY1iU4oEdrZTL1MUF6dev93FuKIzdqvj0je24HTMrTDtfTx3to3Mkvd/fv6l9xgVxhRDTuxCI8IvD6QLwE7EUNy6tMjkiYaaXTg9xqDOAUvCRrS3U5Ghq5N5zI3SPRvh3b182521sbPGzst7H93d38pGtLSilMhihyFcHOkd58dQQAHaror1ayrXkKxkxlUUpQzM8HpPlaQuEHK/iFU2kCIalALnIjEA4XnSjMAuZoTWReBJpuUUhSaYM6XNkwMhEnHhSRnIVu0cPdFPisLJzVd2ct6GU4v7tLbzRO8bBrkAGoxMivyVSRkHMspERU1n06IFuukcjLKkp5Z3rGswOZ8Hxuey8d2MjA6EoqxqmrxPxyIFuekYjLK0t5R1r8/t4vXt9I6cHx2mvKjE7lLwXiib4wZ5OIvEUd15XKzVDsuDW5dVUlTqpLnUW/Wipw10Bnjk+gMdh5f7trZRKnYqLdq6q49iFMRr87pyNloL0FMLRcIK2qhIZLSUKxsP7u+kNRllR5+XuPB7R3eB38851DYSiCdY05tf1c9fpIfZ0jFDmtvPR7a04bPK8PdtuXFJFmduO323P2WipRMrgqaN97FxVN+ui52927/pG/r9fvcEPdneysaU8QxGKfLaxpRyHzYLTZl2Qo6WSKYOH9nQyMhFnY2s5tyyrNjukq5IedZZorbkQSC+12BOQuhdmaa7w0Fzhmfb3DEPTO3W8RvP/eJWXONhSIitQzcTIRJxIPD26pScQlsRUFjhtVja1LowO3lR7Ho6nGJ2IS2LqEh6Hjc05XhkvmTIYDSdo8LsJx2UUmygMyZRB31i6z9FdAH2OJTX5eTPXPdkeByMJxmNJKmzF/WAkH9itlpwndPZ2jDAWTbJz9dxHS00pddp494ZGHt7fzX9610pZKX0BsFgUa5v8ZodhmnAidXG0VL7f48qjhSxRSnH7ihoa/W5uW15jdjhiGhaL4rYV1TT63dwqx6uoNJd7WNtURkuFR5aTF/O2dVEFzRUe1jWX0eifWwFWkTk2q4Vbl9dMtt35+xRQiEvJ5zYzblhSRWO5m22LKqgo8tG6C9mvX+/DZbdw89LMnCvv39RELGnw5JHejGxPiHzmc9nZsbiSRr+bm/K8RqA86s0iWWq4sKxt8i/ojHqxslhkOXmROVWlTt6/qcnsMMQl1jf7Wd8sbbcoLPK5nb9Gv5v7NjebHYbIIsPQ/Ob1fm5eWp2xKeLrm/0sqirh0QM9fHBLS0a2KUQ+295eyfb2SrPDmJaMmMqBofEYz50YkKXUC1giZbDrzBD7z4+itRQqFdMLRRM8f3KQU/2yPK2Yua6RMM+dGGBoPGZ2KAWjJxDhuRMDDISiZociRMb1BtOf7/4x+XznWudwuj0elvbYNEd6gvSNRedV9PzNlFK8Z0MjezpG6B6VezMhruT1C0FePDV4sRxKLkhiKgeePNLLwc4Ajx/qIZGSlUMK0f7zo+w5O8ILJwc5NTBudjiiADxzfIAD50f51ZFeWRFQzEgyZfD4oR4OdgZ4QqYYzIjWmscOpt+zXx6W90wUn8cPXeBgZ4CfH7pgdigLSuLS9vhon9nhLFi/faMfi4I7rstsmY33bGgE0ueXEOJy/WNRfvN6P/vOjfLiqcGc7VcSU1kWTxqE4ylShoHTbsGilNkhiTm4dKUnl21mQ4lD0QRdI2EZYbVAOW0WxiIJDA12m5z3YnoWpbBYFMFIAodVLs8zoZTCNvme2a1ynoni45pcac5lz36b0BuMEAjn/5Li2ZBMGXSNhC+ODrAohXPyPXfLap+meeHUEOub/fg9ma0h1lzhYUtbOY8e6JZ+uihIU21WNJH5EU0OqwWrJd2nyuVqxwVfY0op5QF+CpQAQeA+4L8Cm4EDWusvmBgejx3qYSySQFngg5tbLh5kUVjWN/spddpw2iwzWuUvHE/y/d2dRBMpNrWWc3MeL80pssNqVcSSBqVaS0JazIhSoEg/0JBrxcy57FbiSQND7i1EEXr/5mY6h8O0Vk7f95iPw10Bnjk+gNWi+PDWFqq9zqzuL988ebSP0wPjlLntfPz6NqwWxQc3t9ATiNBeXWJ2eAtSIBznte4A/8/tS7Oy/fdsaOI//OwIr18YY3Wj1AQWheVXR3o5OzhBucfOAzvasGSw31he4uCDW5oJhBMszeGqrMXwSPYuYI/W+lZgL/DvgRKt9U2AQym1xczgRifi2KwWXDYrPnfB5wEXtCU1pTNKSkF6KfmpDPbUEp1iYRkLJ6n2OrEoldP52aJwJQ1NPKmp9joJRZNmh1MwwvEU1V4n4zF5z0TxKXXaWNngo8SZ3T7kyORIqZShCUYW3vTz0cn//1g0QdJIl90o89hZ2eDL6YgB8Tu7zgxjaLh5WXZWErtrdR1Wi5Kp86IgjU7eXwYjSZJZeDJX63OxvM6b0YTXdIohU3IG2DT5bz8wDjw9+fXTwHbgVRPiAtKN3pGeINfV+1AyamLBqCp1cvOyavrHosTZDPwAACAASURBVAWxCoLIvFuWV7O3Y4T6Mhflsoy1mAG71cJdq+s4NRCS1bpm4e7VdRy9kL7OCiHmZmtbBfGkQanTxuIFOELozutqOdgZoL26BOcMSzaI7Hrx1CBep411WVoxu6LEwY72Sp440suXdi6X+zRRUN62qo6DnaMsqSnFYSuGsUbFkZg6BWxTSr0ODJBORo1N/iwIrJrtBnedGeLs4ATb2ytZMs/ha62VJbRWLrwLvIBNreUAnOoP8cSRXpbUlEqSagGpKnVyz5p6s8PIid5ghGePD1LjdXLHdTXSuZuH5XVeltd5s7LtaCLFU0f7SBqanatq8brsWdlPrvWPRQmEExgyl0+IOStx2t6y8lkgHOc3x/px263sXFVXNDc/V9Lgd9Pgd2d0m4e6AhztCbK+2S9TxWZJa80LJ4e4fkkltizWXLxnTT3/4WdHONY7xqoGOUaicDT63TROtlmvdQd4rTvI2qYy1mYpkZsLxXCF+Tjwa631KuBXpJNtU49NfUDgzS9QSn1GKbVPKbVvcPDySvPheJI9Z0cYDMXYdWYoy6GLheCl00MMhmK8cmY4KwXqhDDb3o4R+seiF5d1FvnpeF+IjqEJukbCHO0Zm/4FBSCaSLHrzDCDoRgvnZZrthCZdKgrQM9ohNMD45wZlBWJZ+uFk4MMhmI8fzJ3q1oVi46hCXoCEW5amt0arTtX1WK1KJ48IisvisI11da8UOBtTTEkphQwMvnvqV7pHZN/3wnsfvMLtNbf1Fpv1lpvrq5ON3gn+0PsOTuMIj2nEqBlhvWERHGLJVPsOTvMyf7QnF7fNjlirr7MhbOInzaKy4XjSV45M8y5oQmzQ8m6qbbS57ZTnuGVc/LNVHtwao7tgZkaylw4bBZsFkVTeWZHBpjFabPgcVjpGg1TVbKwijULkW3NFZ6Lq9PVTfaNp5zsD7G3Y4R40jApuuklUwb7zo3w+oWgKfufKlif7cL1xejlM8MA3LgkO/WlplSWOtneXsETR3pldT5RsFom7zVb8mSWVsfQBK+cGSYcn13tz2KYyvcQ8GOl1MeABPBB4D8ppV4EDmut9063gb5glF+9li581z8WZV1zGfVltVRIJ1eQnuP+3PFBXHYrf3Bz+8XE5UzdtqKGja3llDptMsVpAfn16/3sOzdCqdPG529fgq9Ipk1dyYaWcpbUlOKyW7Fncch9Pnjh5CDPn5h7e2CmGp+LT9+4CK3B7SiOGipJQzMeS2JBXSzeLIS4umgiRcfQBI3l7mmvS4urS/mDmxdhtajL6i71BiMX+80T8SS3La/JasxzcWZwnKM9Qc4Oph8OlThstFXl9qbtnWsbCMWS+FzFcLuVW3s7RqjzuXKS1LtnTT3/8WdHOd4XklqFoiBtbvXTUu5mbZP501GD4QQ/P3QBQ2uGJ2K8Y23DjF9b8C2l1joA7HzTt78wm21YLOlluuNJgxdPDXFmcIIVdV7unkF9mGA4gUbjnxwlEImnCEUT1BTQzYq4tpP945waGEep9PGey41omfvanb/xWJLI5MpSZokmUgQjCWq8TkmgZcAbvWOcHhjHblVEE6mcJabC8STjsSQ13ty2QZF4CpvFQrEvXnSyP8SpgXEsCkLRubUHZsrm6lJaawZCMcrc9qzs50rXVwUc6Q4yGIoRS6b4+PVtGd+vEMXkl6/10jUSptRp41M3ppNO1+JxvPVWwaoUSoHWYHvT6xMpg+HxONVe57TbnvLmvvR8He4K8MzxAXoCEbxOGz63fcaxZEIwkiBlaCpKHNP2/xaqa90vaa3Z2zHMtkWVOemP7lxVx58/dpQnjvRKYiqPJFMGQ+NxqkodWa0zNl+DoRhuh5XSLK+cejX9Y1F+sq8brSGe0mxdVGFKHFMsFrAoMK5wfZhOwSemMqHG6+J9G5u4EIjw8mSNisgMagF1jYR59EAPAO/e0ECtz8X3dp9jIpZi26IKrs/y8FORG+1VJXQNh3HZrZRm4alXMJzg+3vOE08a3LaixpTVuOJJg+/vPk8ommR9iz8vn34WmqU1pYxFEpQ6bTitucnWTMSSfG/3eSLxFDcsqcrZxWn32WFeOTOMx2HlYztar3gjUyzaq0rpHongsluzvnx7oXn2xACHu4KUue18bEdrRkfPRRMpvr/7POOxJFsXVXDD5PXV0NAfijIUimGzKlKGzukNqBCFJjI5tSKaSGFojZXZny81vnS/ORhJvOVG/uH93fQFo7RXl3Dv+sZpt9U9GuaR/em+9L3rGzIyqikcT/fhG8pcrKj3cl19Gc05Ks/RPxblx692YWjNO9bWs6QmO4tZFLKrtedTOkfC9I/FctaHqSp1sm1RJb860su/fdsyeTibJ352sIfu0QjNFR7ev6nJ7HCuaCoJ7rBZ+Oi2Vso8uU9ERxMppmahznbqXDZ4XXbev7mJgbHYrBO90que1FzhobnCQ0WJg55AhA0t5dO+ZnA8hjH5SRgIxfA4bEzE0hfD/pAUAC4WtyyrweOwUe5xZHzFFoDRcPxijYZ+kwpHp59cpRuzASlenRE7V9dR7XXS4Hfn7EI1Fk0QmeyQ5/KzNLWv8OTnqJgTU7cur6HEaaOixEF9WXHUacqU/rEYkB4tEE2kMpqYGo+lRwKm9/O7z3YkkcLvtmMYGq/LRjxpFM00RSGy4e419RzpCdJeVTKvc7S5wkPzm75nGJrBULod6AvO7Bo0GLq8L52JxNSm1nK01jjtFja2lOc00TAYipGaXCG0fywmiakruFp7PmVPR7p08LYcjvy4Z209f/7YUU72j2dtZVwxOwOTbYlZ90YzMRVbPGkwGo6bkphqrSzhthU1jEeTbG6bPn+RC/Vl7jn1kYv37mGOltZ6WVr7uwbpQOco+86NsLzOxy3LLl8ZYlWDj4GxGKBZ01iGy25le3sl/WNRrl9SmePIRba4HVZuXpa5VUEGxqL86kgvHoeVe9c30lLhYUOLn2AkwfZF5nxuyjx2blpaRddomO3t8tnNhIGxKKf6x5mIpVhSXYolB6M46svcbF1UwdB4jOsX5+44Tj3trC51FtzUttkaGo9xsj9ERYmD5XXeoq+pNRu3LKtmT8cwLRUleDM8dbWq1MmOxZX0BaOXfbbL3HZuWVbDr4/1sr65XJJSQkyjqtQ5r1HRQ+Mxfnn4Ak67lXvXN1z2IMJiUdx5XS3H+8ZYN8PR3ysbfAyEYhiGzlh9FIfNkrNZCz2BCE8d7aPMbedd6xpYXuelNxglnjTY0FK4y7Zn09Xa8yl7O0aoKHGwpKY0ZzHtXFXLXzx+lCeP9kpiKk+8bWUtR3uCrG40v27S1WxbVEk0aeBz2Wa0aFo8afDzwxcIRhLctbqOxgwNeDBjtk02SGJqGvvPjTIRS3Hg/Cg3LK68bI6r02blrtV1l/3+jhzeDIrC9PqFMQLhBIFwgnPDE6yo83FrHkyd29xWweY2c+clF5MDnQHGY0lO9ofY1l5BVWlu6oe9eUh8LlSVOmc0ZaMYvNYdJBRNEoom6Q1EaZHVli5q8Lt5z4bsDbe/WtLc7bBy89J0GxqOF/eIPSHMduzCGKPhBJDg7ODEW24aVzb4WNkw8+kbTpuVnavqpv/FPHWkO8BYJMFYJEFPIMKiqhLetrLW7LDy3rUegu7tGGFLW25HutV4XWxpreCpo3188c5lOduvuLpltV6W1eZ3krDMk05Iz1T3aJiukTCQro+ZqcRUsZBHvdNYUZ8+IZbWluZ14TVROJbUlGK3KrwumzRIRWxFnReloL7MhV+KnxaNZbWlWC2KihIHNT5ZuTUfrJh8ut1W5cFd7NX3hTDZ4ppSHDYLpU4bzeWSmF9a68VqUZR77NQV+YjhXOgNRugcCbPVhBkEd62u43hfiLOD4znft1gY6svclHvs2CyKpbW5GxFYKOSx4jRuWlrN9YurpJiqyJjmCg9/eOsSlEIKLBaxtU1+VjWUSdtRZJbWemmvLpXjmke2tVeyua1CjokQOdDod/O5WxZLH2bS4upSPn/bEizyfmTEXhPqS025a3Ud//mXx3jyaB+fv21Jzvcvip/bYeXj17dhaKTPcgUyBGgG5IMjMs1iUdKBWQCk7ShOclzzjxwTIXJH+jCXs8r7kTF7O0YoddpmvZpXJjT43axv9vPk0d6c71ssHEop6bNchSSmhBBCCCGEEEKY6l/fvoRvfGyTaTfud6+u42jP2MU6QEKI3JHElBBCCCGEEEIIU9WXuU1ZxGXK3avrAWTUlBAmkMSUEEIIIYQQQogFraXSw6oGH08e7TM7FCEWHElMCSGEEEIIIYRY8O5ZU8/BzgC9wYjZoQixoEhiSgghhBBCCCHEgnfX6joAnpJRU0LklCSmhBBCCCGEEEIseIurS1lWWyrT+YTIMUlMCSGEEEIIIYQQpIugv3puhIFQ1OxQhFgwJDElhBBCCCGEEEIAd6+pQ2v4zev9ZocixIJRFIkppdQDSqnfKqWeU0o1KqX+Tin1olLqK2bHtlBEEyliyZTZYcyZ1prxWBKttdmhiCxIpAwi8cL9fIrZkeO98MSTBtGEHHORG5F4ikTKMDsMMQPJlEE4njQ7DFFgltd6aa8q4cmjvWaHInIoHE+SlLbdNDazA5gvpVQjcIvW+o7JrzcCJVrrm5RSX1dKbdFav2pulMXtQiDCowe6UUrxgU1N1PhcZoc0az8/fIGzgxNcV++7WPRQFIeJWJIf7u1kPJZk56o6rqv3mR2SyCI53gtPIBznR692EU8avGNtPe3VpWaHJIrYyf4QTx7pw+2w8OGtLXhddrNDElcRTaR4aE8nY9EEt6+oYW2T3+yQRIFQSnHX6jq+8cJZRifilJc4zA5JZNnRniBPv9GP12XnI1tbcDusZoe04OTFiCmllEUpNde7h52AdXLE1D8AO4CnJ3/2NLA9EzGKq+saCZNIaeJJg+5A4S2tqrXm3FAYgI6hCZOjEZk2GIoRiibRGs7J8S16crwXnt5glEg8RcrQnB8Jmx2OKHLnhiYwtGYilqJ/LGZ2OOIaRibiBCMJtJb+nZi9u1fXkzI0/3JMpvMtBOeGJ9AaxiIJhsalbTeDaYkppdRDSimfUqoEOAacUEp9aQ6bqgUckyOmwoAfGJv8WRAoz0jA4qpWNvhoKnfTUuFhRZ3X7HBmTSnFjUsrqSp1cOOSKrPDERnWXOFheZ2XWp+LTa3SHBQ7Od4LT3t1Ce3VJdSXuVgvIyJElm1oKaeuzMXS2lLaKj1mhyOuoc7nYmWDj2qvky1tFWaHIwrM6sb0/c0TMp1vQdjcWkGNz8l19V4a/W6zw1mQzJzKt1JrPaaUuh94AvhTYD/wP2a5nSDw/OS/nwE2A1Ojr3xA4M0vUEp9BvgMQEtLy+wjF5fxuux8YHOz2WHMy6bWCja1SqelGFktinvW1JsdhsgROd4Lj9Nm5d71jWaHIRaIaq+TD2+VvmMhsFgUO1dJeQYxN0op7l5dx4O7zhGMJChzy7TdYlZX5uL+ba1mh7GgmTmVz66UsgPvBh7XWieAuVSe3gWsnfz3+slt3DH59Z3A7je/QGv9Ta31Zq315urq6jnsUgghhBBCCCFEsbp7TT2JlOa3b8h0PiGyzczE1DeAc0AJ8IJSqpXfTcGbMa31ISCilHoO2AL8/0BUKfUiYGit92Ys4vT+OD0QYmAsmsnNFoxEyuBEX4hAOG52KPMyMBbl9EDI1FX4JmJJjveNyephOWDG8U5OnisjE4V9rojLGcbkNSBUmNeArpFw0dXeOtk3xr8c6yNRwCvDCpEveoMRzgyO5/R62TUS5vzw1dulfOovRRMpjveNEYomzA5F5MD6Jj91PhdPHu0zOxQxD+OxJIe7AhzuHmVMzt28ZeZUvq9prf9+6gulVCdw21w2pLX+4zd96wvzCexaXjk7zJ6zI1iU4qPbW6gsdWZrV3np16/3cap/HJfdyqdubMNpK7wVC4bHY/xwbxeG1mxbVMH1JtWV+um+LkbDCWp8Thk6mkVmHe/fHh/g2IUxHDYLn7yhDY+j4BdBFaSvAXs7RrBaFB/d3kpFAa3U0zE0wWMHewDYuaqOlQ2Fv2Jh90iYv/rFGyQNg2MXxvjCncvMDkmIgtUXjPLjV7vQGm5eVpWTEgdnBsf5+aELANy9po4VdW9tlx7e383IRJxqr5OPbje3v/T4oR4uBKL43HY+dUMbSilT4xHZZbGkV+d7aHK131Kn9OUKjdaaH7/axZ6zw6S0ZvuiSj514yKsFjl3842ZI6ZOK6X+u1LqOgCdljQxnhmZelpjaE0kYf6Tm1wLx9L/53jSIJkyb7TRfESTBsbkk8CwiU/fwpOfn6n3VGSHWcd7qq1IpAwSycI8V8RbTcTSl6mUoYkV2AidqdgBwvG8v9zOyHg8SdIwABiLFsf/SQizhOPpFU0BJnLUN7m0D3S1fU5Mtlf5MGJqKsbIJe+VKG53r64jnjR49viA2aGIOdA6PdIx3R83iCZSF+8LRH4xM+27FvgQ8G2llAX4DvAjrfWsp/Pl0vWLq7BZLfjddprKF95qLG9bWcuhrgDNFW5KCvSpQaPfze0raghEEmw1cZWWd61r4GR/iOvqC3/UQj4z63jftqKGss5RGsrclHmkYGaxuHFpFU67lQqPg/qywlq1ZWW9j3A8RTJlsL65OFavW1Hn46PbW+gYCvPBAl+EQwiztVeXcsvyaiZiyZytYreywUc4niSlNeuayq74O/nUX3rH2nqOXgiytMaLRUZcLAib2yqoKnXw1NE+3rmuwexwxCxZLIp3rWugocyNgcGmlgrsVjPH5oirMS2zoLUOAd8CvqWUuhn4IfB3SqmHgf+itT5tVmzX4nZYuWXZwi2YXl7i4LYVNWaHMW/r8uCmrKncsyCTm2Yw43iXue3ctrzwzxVxOY/DVrDXAItFsXVR8a0++s51siKfEJmysaU8p/uzWhTb2iuv+Tv51F+q8bm43ecyOwyRQ9bJ1R0fPdBDJJ7C7Si8MiYLXXOFh+aK/GhDxNWZli5USlmVUu9SSv0M+ArwP4F24BfAE2bFJYQQQgghhBBCANy9up5IIsVzJ2Q6nxDZYuZcrFPAs8D/0FrvuuT7D0+OoBJCCCGEEEIIIUyzvb2Caq+TRw70cPeaerPDEaIomVpjSms9fqUfaK3/KNfBCCGEEEIIIYQQl7JZLbxnQyPfeamD4fHYgluVXYhcMLPyV1Ip9Xml1D8qpb4z9cfEeIQQQgghhBBCiMu8b2MTSUPz+KELZociRFEyMzH1PaAO2Ak8DzQBIRPjEbMUjCQKbrl0UdziSYNgOGF2GBcFwnHiScPsMBacaCLFWDR/PgdCiKtLpgwC4XjGtxtLpghGpB0oBuF4kolY0uwwxAK3vM7L6kYfjxzoNjuUoiH9NXEpM6fyLdFaf0Apda/W+p+VUg8BvzYxHjELh7oCPHt8gFKnjfu3t+BxmPlREiJ9E/KD3Z0EIwluWFJl+upju88O88qZYfweO/dva8Vhk6VpcyEUTfDQnk7C8RRvW1nL6sYrLz8uhDBfytD86NUuBkMx1rf4M7aSaSSe4gd7zhOKJrlleXXOV5oTmdMbjPDwvm408J4NjbKyljDV+zY28Ve/OMbxvjFW1PnMDmfWookUh7oCXAhEUArqy9ysb/bjsud+pUHpr4k3MzObMJUeDSilVgN9QJt54YjZ6B4NAzAeSzIyEZfElDDdWCR58el410jY9MRU10j6HAmEE4SiCalHkCMjE3HC8fRIzu7RsHR0hMhjsWSKwVAMgO7JNjMTRsNxQtH0CJuukbAkpgpYbzBK0tAX/y2JKWGmd61r4G9+9QaP7O/mP/7eSrPDmbEDnaN8+6UO/uVY/1tG8jtsFt65toE/vG0xi6tLcxaT9NfEm5mZTfimUqoc+H+BnwOlwJ+bGI+Yoc7hMOeHJwiEE9y0tJKGMrfZIc1bNJHiiSO9xJIGd6+uw+9xmB2SmKVqr5ONreX0BSPsWFx58fvJlMFTr/cxGk7w9pW11PpcOYlnx+JKXj49RH2ZW5JSOdRc7mFVg49AJMHmNnOTk3PxyplhTvaH2NxWzqoG6aRNJ5ky+PXr/YyE47ztulrqynJzfovM8DhsXL+4ko6hCba1V07/ghmqL3OxrrmMoVCc7Rncrpjeq+dGOHZhjA0tftY2+ee9vZX1PrpGwmgNqxuvPkJFa82zJwboHo1w45Iq2nN4gy0WjspSJ7evqOHRAz388c7lOG25H2k0G/1jUf7LL4/xy9d68blsfGRrCzcvq6KtsgSlFOeGJvjt8X4ePdDDzw/38Ie3LuGP7liK1aKyHttM+2vD4zF+/Xo/JU4rd6+ulxkIRSzniSml1L+95MtPTv79tcm/S3IcjpiDvedGiCc1fo+dtc1+LDlovLLt9MA454fTT2uP9AS5aWm1yRGJubhl2VuPW/dohFP96QVAD5wfzdkyv03lHj64pSUn+xK/Y7Eo3r6qzuww5iSeNNh9dhhIJ6gkMTW9nkCEk/3p8pQHOke5R5bxLjjb2iszmpQCUEpx+4rajG5TTM8wNC+fHkJr2HVmOCOJKZfdyr3rG6f9vUA4weGuIAB7O0YkMSWy5v7trfzmWD9PHe2b0WfTLM+dGOCLPz5EOJ7iC3cs5TM3t1PivPzWf1FVCbetqOGLdy7jr395jK/89hSHuwN89SMbKXVmN00w0/7a4e4A/WNRADqGJlhe581qXMI8ZqQcvZN/NgOfAxqBBuCzQOGMiVzA2qvT+cPKUgd+d3GMLGrwu3HZrdgsitYKyY8Wk2qvE6/LhlKwqFqOrchfDpuFlslpKrkcTl/ILju/q+T8FsJMFou6eB625/h89LpsVHvTo5MlKSWy6aYlVbRVevj+7vNmh3JFWmu++swpPvngq9T5XDz1hZv4N29b9pak1KWqSp18+UMb+Ot3r+bFU0N84jt7Gc+TBQdaK0uwWhQeh1VGRRe5nI+Y0lr/FYBS6jfARq11aPLrvwR+mut4xOxtbCnnujofDpslJ0M9c6GixMHv37QIQ+u8H5YrZqfEaeMT17eRNLQpxR2FmI33bmwkkkhJ3b4Z8jjk/BYin7xrXYMpbZjNauEjW1uIJQ3cDmkLRPZYLIqPbm/lr3/1Bm/0jnFdff4UQTcMzV/+4nW++8p53r2+gf/6vrWzujZ+dHsr5R4Hf/Sjg3z2e/t48JNbsVvNnTq3uLqUz9zcjs2isJkci8guM49uC3Dp+sBx8rT4uWFoukfDRBMps0PJG26HtWiSUlPsVkvGk1LxpEH3aJhEypj+l0XW2KyWnN+0aq3pCUQIx/PjiZPInN5ghFCWljdWSklSapaudH5PnX+RuFy3RWEIRRP0BiNmhzFvZrZhFotaEEmpWDJF92iYpPQtTfP+TU04bRa+l0ejplKG5t/85BDffeU8f3DTIv7Xfevn1Pf9vbX1/O171/Dy6WH+5ldvZCHS2XPZrRlPSg2GYoxOxKf/RZEzZvZ+vwfsVUr9DNKrwAL/PNeNTdaueq/W+kal1N+Rnip4QGv9hfkG+ptjfbzRG6LMbeeBHa2SrRUz9uiBbnqDURrL3dy3udnscEQOPX9ykIOdAUqcVh7Y0SajOYrEq+dGeOnUEA6bhY9ub6XMbTc7JHEFzxwf4LXuIF6XjY/taJWRsCKvjUUTfO+V88STBjcurWJLAS7cIHLnJ/u6GQrFaKvy8J4NTWaHsyD5PQ7uXd/Azw708KW3L6e8xNzSJlpr/vzxozx+6AJf2rmcz9+2ZF7bu29zMyf6Qnz7pQ42tPjzupbWXJzqD/HL13qxKMUHNjfR4C/8hbyKgWkZFq3135Aufj4KBIBPaq3/di7bUko5gXWT/94IlGitbwIcSqkt8411aDydTR2LJkik9Hw3JxaQ4clM/NB4zORIRK5NtRsTsZSM2igiw5PncjxpZG3UlJi/4cnzLxRNEk3IqAKR38YiiYtLuA+FpL8grs4w9MVRHlPtnDDH79/UTiSR4p9fOWd2KPyvfznJQ3s6+dyti+edlJryZ3evYEOLnz9/7GhRjOa81OBkX87QmhEZNZU3TB36o7U+oLX+yuSfg/PY1O/zu9FWO4CnJ//9NLB9PjEC3L6ihsU1pdx5Xe2CGCIsMmfnqjoW15Sys0BXCRNzd8uyapbUlHLzsmrTn6SJzNnRXsWyWi/b2itolCdseevW5enz79bl1TKqTeS9pnIP29srWVbr5frFVWaHI/KYxaIu9i3ftlJWnjTTslovd15Xy4O7zplatuH/vNzBPzxzmg9taeZPdi7P2HZtVgt/d996EinNnzz8GloXz+CMjS3lrGzwsb7ZzwpZ5S9vFHwhC6WUHbhFa/01pdR/BvzAmckfB4FV891Hg9/Nu+QGRMzBkppSltTI6jALUbXXyTvXNZgdhsiwMo+d31tbb3YYYho1Ppecf6Kg7FhcaXYIokAsr/OyXG6m88Lnbl3M+77ezw/3dvHpGxflfP+PHezhr35xjJ2ravnrd69GqczW/22rKuHP7lnBXzz+Or94rZd3Fcl11WW3yqCBPFQMxZI+Bjx0ydcBYGp5BN/k15dRSn1GKbVPKbVvcHAwByEKIYQQQgghhCgWm1rL2bqogm++cCbnZRuePT7AH//0MDvaK/nKhzZkrQby/dtaWdNYxl//8hjjMVnQR2RPMSSmlgOfU0o9RXp0VBVwx+TP7gR2v/kFWutvaq03a603V1dX5y5SIYQQQgghhBBF4d+9bRn9YzH+z66OnO1z37kRPveD/ayo9/LNBzZldYEdq0XxX969msHxGH//21NZ248QBZ+Y0lr/qdZ6p9b6LuB1rfVfAVGl1IuAobXea3KIQgghhBBCCCGKzLb2Su5YUcPXnztzsTB9Nh3vG+NTD75KQ5mbBz+5Fa8r+3UU1zf7ed/GJh7cdY4LgeIqhC7yR8Enpi6ltb5x8u8vaK1v0lr/a7NjEkIIIYQQQghR4pJnwAAAIABJREFUnP7krhVMxJJ8JcsjijqHwzzw7b24HVa+++mtVJU6s7q/S/2bty0DDV95WkZNiewoqsSUuLZESpbMng2tNUl5z8Q8yOdHzIW01bMn75kQ5koZGsPIn1W7DEOTyqN4RHFbXuflw1tb+O4r5zjSHczKPvrHotz/7d3EUwbf+/Q2mso9WdnP1TT63Xx0eys/3d/F6YHxnO57vow8a5/ElUliaoF44eQgX33mND8/fMHsUApCPGnw/T2dfPXZ0xztyc4FRhS3w10BvvrsaX64t1MSVGLGHj/Uw1efOc2Lp2RhjpkwDM3D+7v56jOn2dsxYnY4QixIvcEI//T8Gb714tmcTGWazlg0wbdf6uDrz52mayRsdjhigfiTu1ZQWerk3z/6Wsb7faMTcT727T2MjMf5509uZVmtOasyfv62xbjtVr789ElT9j8Xg6EY33jhLP/0whkGQlGzwxHXIImpBeJEXwiAMwPj8mR5BoYnYgyFYmgNpwZCZocjCtCJ/hBaQ18wSiCSMDscUQDiSYOzgxPA79pscW0T8eTFG88TfWMmRyPEwnR2cIJ40iAcT9GZB4mg7pEI47EkiZTm9GBhjewQhavMbeev3rWK1y+M8ffPnM7YdgPhOA98Zy/nhsN86+ObWdfsz9i2Z6uy1MkD17fxxJFeOoYmTItjNs4PTxBNpIglDM4Pm98+iauTxNQCsWVRBV6XjU2t5dhnsZzo4a4Aj+zv5lyBND6ZUuN1saSmFJ/bzobmciD9ZP6Z4/08fqiHoCQaxDRaKjx0DE1gUVDhcZgdjsiQkYk4jx3s4fmTg2id2WHhDpuFTa3leF02trRVZHTbxcrrsuP32OkYGqc6h7U2hDDLrtND/Oxgd149+V9Z76Oq1EF9WbrvZLb26hIa/W4qShysbii77GfRRIonjvTy5JFeoomUSRGKYnXPmnreu7GRf3jmFC+fHpr39obGY3zom7s50Rfi6/dv5PrFVRmIcn4+dcMibFYL33j+jNmhzMiyOi81PifVXifLar1yP5fHbGYHIHJjfbOf9bPMsMeSKZ49MYDWEIom+ETVoixFl3+sFsU71zVc9r2zQxMc7kpP6yt1jnDHdbVmhCYKRNdImEVVJRgaApEEFSWSnCoGe84O0zE0QcfQBO1VJTRXZLbGw83Lqrl5WXVGt1nsxqNJFlWV0iFPQkWRGxiLsmdyyqpimHdvaDQ5orTyEgcf29FmdhgXuexW7tvSfMWfHe0JXhyRWuNzsam1PJehiQXgr9+9mte6g/zrhw7w0391/ZyTtZ3DYT7x4F4uBCJ8+xObuWlpfvQNqr1O7tvcxI9f7eKLdy6jrsxldkjX5HPZuX9b68WvzwyOX7yfK3GMcOdKuZ/LFzJiSlyV3WKhcvIJdL43OrlQVerAYUufMrU+eT/EtdWXuQHwumyUOK0mRyMypXayLXTZrfg92V+iWUxv6pjUy3VKFDmvy37xeiL9srmp8bqwKIXVoqjxyihLkXkeh43//cBmrBbFx7+zl+7R2T802X12mHu/9hLD43G++6lteZOUmvLZmxdjaPjWi2fNDmXWKkt+dz8n7Wh+kRFT4qosFsUHNzcTCMdzuhxpvvJ7HHzi+jZiSUNGv4hp3bi0imV1pfhcdpw2SUwVi40t5bRUePA4rHgccgnNB+/d0MjIRPzigxQhipXbYeWBHW2EokmqJakyJy2VHj5xQxuQrgkkRDa0VZXw4Ce38uFv7eY9/7iL73x8C2uayqZ9XTxp8Pe/PcU/PneaRVUlfPvjW2irKslBxLPTXOHhHWvrJ0dNLcXrKpxzSe7n8peMmBLX5LBZqPG5sFiU2aHkhRKnTRoxMWM1XhcuuySlik1VqVOSUnnEZk1fp6xynRILgMtulaTUPJW57ZKUElm3urGMRz53PXaL4r1ff5kvP32ScDx5xd81DM1TR/u4+ysv8NVnT/O+jU387PM35GVSasonb1jEeCzJI/u7zQ5l1uR+Lj9Jz1oIIYQQQgghhMigZbVefvlHN/GXP3+dLz99igd3neOeNfVsbCmnosROIJzgSE+Q37zeT08gwuLqEr7zic3cviL/6x6tb/azrtnPd185zwM72mQQg5g3SUwJIYQQQgghhBAZVlHi4O8/vIGPX9/Kt1/q4PGDPTy0p/Piz112C1sXVfLv717B3avrsM1i9XSzffL6Nr7440O8cGqQW5fXmB2OKHCSmBJCCCGEEEIIIbJkU2sFm1orSKQMekYjjIbjeF02WitLsBdQMupS96yp52+eeIMHd52TxJSYt8I8C4QQQgghhBBCiAJit1poqyphQ0s5S2q8BZuUgnQt4o9sbeG5E4N0DE2YHY4ocIV7JgghhBBCCCGEEMIU929rwWpR/Ghv5/S/LMQ1SGJKCCGEEEIIIYQQs1Ljc3H7ihoeOdBNPGmYHY4oYJKYEkIIIYQQQgghxKx9eGszQ+NxfvtGv9mhiAJW8IkppdQ2pdQupdSLSqm/m/zel5RSLymlfqCUspsdo8itRMoglkyZsu+UoYkmzNm3yD+ReArD0GaHIcRFiZRRtE80o4kUKTnfhMi4ZMpYEH2bpIn9RyEK2S3Laqjzufjhq11mhwJI/7tQFcOqfOeB27XW0clE1E3AbVrrG5VSfwq8G/ipuSGKXAmE4/zo1S4SSYN71zfSUunJ2b6jiRQ/3NtJMJLgzutqWd1YlrN9i/yz//woL5wcpMrr5ENbmgu6uKUoDkPjMX6yrwvD0LxnYxONfrfZIWXMG71j/Pr1PrwuOx/Z2oLbYTU7JCGKwngsyQ/3dBKOp/i9tXUsqfGaHVJWBCMJfrS3k1jS4J3rGlhUVWJ2SEIUDKtFcd/mJv7h2dN0j4ZpKs/d/debvXpuhJdODVHjc/LBzc3YpP9dMAr+SGmt+7TW0ckvk8Ba4LnJr58GtpsR11wkUwaP7O/mG8+fkZUN5qgnECEST5E0NOeGc/seDo3HCIQTaA1n5fjlXMrQPH6oh396/gyn+kNmh8OuM0PsOz/Cy6eHGJ2Imx2OyJDO4TDffOEMP93XVXAjj7pHI8QSBomUpnM4bHY4GXV2cAKtYSySYDAUMzscMU/51p7n2shEnAdf7uC7r5wjGEmYGktfMMp4LImhNWcHi7dv0xuMEI6nR12em0EfbiKW5Pu7z/PtlzoYCEWn/X0hit19W5oB+Mm+7jm9/vzwREb6V2cHxwEYGIsRiibnvB2RewWfmJqilFoLVAEBYGzy20Gg3LSgrmEsmuDRA908caSXRCp98vWHYnSOhAnHU7zWHTA5wsIyEUvy2MEeTvSFqCtzMjweo2NoIqcJgfoyN8vrvFSVOtjU+taPXSyZ4pevXeCxgz2Mx97aUEbjSf72iWP86SOvcT7HSbViMDwR4+zgBJF4isPdQbPDYTyWZDAUY3QijlJmR5NdR3uCfOmnh/nKb09iGIWVrJmtIz1BJmIpukcj9AUL62bE77bx1NE+fvnaBbzO4hlR9P1XzvH1506z7/wIS2tLaSwvnpFgC1W+tee5drI/xGg4wfB4nDOTN1lmaa300F5dQrXXyfoW/6xeaxgGX376JF96+DDHLlz5OEYTKX5++AKPH+ohHM/9TeSFQISfvNpFz2iERVUl1PicrG2afsR7x9AEg6EYY5EEx3szmzz94d5O/u2PD0m9HlFQmso93LS0mp/u65rTtPojPUHODU3wnZc7+Nsnjs25P7mlrYJoIkUgHOdCIDKnbQhzFEViSilVAXwV+DTpxJRv8ke+ya/f/PufUUrtU0rtGxwczF2glzjUGeD8cJgTfSFO9ac7HeeHJxgNxzG05rp63zRbEJd6rTtIx9AE54fD+Fx2KkudjEzE2Xd+dNbb0lqz5+wwv32jn0h85rUGrBbFPWvq+diOtitOkZk61h1DE1dMPL50eohDXelG+dEDc3vasJBVeBw0+t1YLYrr6vNgqsEl12RDF/c89x+/2kXnSJhdp4c5emFs+hdk2b5zIzx9rP+KCeD5Wl7nxWZRVHmd1PicGd9+Nj18oIfxWIJoIsWP9+VHHYj5CkUT/J9d57gQiNA5HGZZrRerpcgzwQtA3rXnOdZeXYLbYaXUaWNR5dWnlCVTBi+eGuT5k4MXH3Jmmt1q4d71jXx0eys1XtesXnuwK8grZ4bpHA7z46uMojjWO8aZgXHODk5w5ApJyGy25wCvnBmmJxDhte4g1y+p5P5trVSWTt+2t1R68LntOO0WltSUZiyecDzJ44d66AlE+NHezoxtV4hc+NCWZnqDUV4+PTTr166o83Gsd4xIPMXRnjEOdwc52R/iqaN9DIzN/EFge3UpJU4bfo+D50+Zc58v5qbga0wppWzA94Evaa37lFKvAn8I/HfgTmD3m1+jtf4m8E2AzZs3z/iOMZpIcbQnSFWpk7Z5zj1v8Ls52BnAZlXU+px0DofZc3aEco+DNY0+ltX+riMWCMc52DlKIqVZ2+Snrmx2HYOFYKoDa1HpG8fOkQixZIqmazw5T6YMDncH8blsLK31Eo4nOdozRjJlsKdjBACLRXHb8pqMxFjnc2G3KlIGV0xclXnsRBMp7DYLK+ulPtVs2awW7tvSjNYalQdDlAytsSqF1qDIXTwdQxMMj8dY01SG05abUTFLakrYf34Ev8dBS4V5dQUAukbCPH7oArFkinjK4J419RndfkuFhx2LKykvceCyF9aooy2t5Ty8vwvDgI0teTmYeNbik0WZQ9EEDpuFerk+FoV8a8/n4/RAiGAkydqmshnXGqzxuvjsze3T/t+P9Y6x71z6AVyJw8rmtopptx2MJDjRF6K10kOtLzPni2FojvQEsVkVqxp+139ZVFlCqdPGeCzJirorJxjry1zYLApNum98qa6RMC+eSt/gGlqzqrGMntEIqxp8lDjTtzCJlMFr3UHK3LY51b9qKnfTORLG57bjc818vSSfy86nb1yU8c+oy2ahocxNTyBCe/VbE17RRIojPUFqva6c1lEVYibuuK4Gn8vGowe6uXlZ9axeu6SmlA9saubnhy/gddmo9bn43y92MBZNcCEQ4VM3Lrrqa8ei6ZGLLRUe6spcNJW7OT98ea2rbLR9IrMKPjEFfADYAvy3yQvDnwEvKKVeAjqBL2dqR8+fHOTYhTGUggd2tFFR4pjztpbUlPKpG9uwWSyTRVpjWC2KlKEp81y+3Z8fvsDzJweJJlLsaK/kMzcvxmErisFuGdNS6eFTNy7CosDjsNFU7iGeMq7ZyXjl7PDFDt19W2zsOzfC2cEJookUNosFm1VR5s7coo41PhefunERhoZS5+WnXiJlsLdjlO3tFfg9DnaursvYfheafLmJsSiFx2HFZs1dPMPjMR4/1IPW6Rolb1+Vm89Rrc/NtrYK3E4bZg8Oi8RTnB4Yx9CazpHM11F66fQgh7uCKAUf2dYy6xEEZqorc3PXqjpSBiy6wg1PIbJZVDqhb1EohSwyUGTypT2fq55AhF8c7gXSI2FuWjrzG7WZ/N99LjtKgdbMuL/yq9d66R+L8uo5C5+9uT0jhYEPdQd4/kR6ZILDamHp5MPVilIHX/7QegITCZqvkkSpL3Pz6ZsWoTUXk01TSp02bBZF0tC47FYe3d9N0tD0BMK8Z0MTkB7xtH9ydPwHt9jektyazrb2SpbXefE4bHPqW2f6M2qxWPiv71tLz2iY1iu8Z88cH+BEXwiLUnzi+jbKPLL4uMgfTpuVd65r4JED3YzHkm+535nO/dtbuXlpNf4SO8mUwenBELGEgdd17e088VovvcEor9osfObmdu5d38hYJHFZu/jEkV76gplt+0RmFXxiSmv9Q+CHb/r2K8B/y/S+1MW/MzP+wXtJ0qSy1Mn921qYiKXe8gREXfpHUfT1aubq0sbPZbdOO5rh0qOYfm/Vxe3cu6EBhaI5w6M/PI5rn3Iuu43KksKaHiSubFWjj0giRanTlrMVwi7tIFty2FBYFPg8DixKmd4++T121jaVEU2krvqEfj4ufY9zORIuE5SCMnf6wUdhRX51LruVyhInAYsFv9th+udPiEtdOqs0G+1FW1UJH9rSgqH1jBMyU+dIJs+VSzf15u16XfbL+rtXcrW+UXmJg/u3txKKJqjxOi+WQbis/3bJ/uZ63fN75v6gORscNstVHx6oq34hRH5478YmfrCnkyeO9HLf5uZZv34qiR2KJljb6GcsmmBD87Xr213arinS5VXK3zSARL3pd0X+KfjEVC7duryGaq+TqlLnWz7s82FMFoirLHVSeYXr0LvWN7KoqoREymBVw8yHgotr295egddlw+tKP2F7e4mD1/1u6stcs37iljL0vOqa2K0WPrC5ia6RCMuzcDMtcu/tK+uoL3PT4HdP2ynPlIoSB+/b2MTQeOyy6RTZdmnbaHYHv8bn4sNbWwhEEqxuyHytvhuXVFHmslNRYqfaW1hJ5GW1XvQaJq8lxVHH0Gmz8t/fv5YnjvRxz5ranE1fFWIm6svc3Lu+gVA0mbVzrmaW7dA71tZzsj9ES0VJxkYMrG/2Y7dasFstc5pOdy0VJY6LMxTev6mZnkCElZfUYd3RXonPZcfnthdMqQutNYZmTv3G26+robbMRY3XmdFR/UJkysYWP4uqSnj0QPecElNTvC47H97WQv9YlJX1PpIp46pt1u+tbeBE3xjNFZ5r/E7m2z6RWZKYmgWHzcKGDNflGJmIp1cv0Jr3bWy64pzXMredG2cx/FvMjM1qYd0lGXiX3XrF1fSm80bvGL95vZ+KUgf3bW6a841RjddVUNOCxLWd7A/x8ukhan0uPrCpKWcXweYKT8ZH+k0nG23jfMy3BuC1nBua4KXTQ5S57dSVuQuuzlQxJr7r/W78JXb2dIzSUlk6r2n2QmTaleoEZcrweIyf7u/G0Jr3b2yiZgZ1U7wuO5tap69FNRtKKVY3Zv9hSF2Z6y3Jpzf35fJdNJHiJ/u6GJ1IcNfqulm3yU6btWhqBIripJTivRsa+Z//cpLu0cvrPM1Wo99No9/N/vOjvHhqkAa/m/dtbHpLUrfUaZu2XctG2ycyS9KFJjs/PEE4niKWMDg7OGF2OGIOTvaHMLRmKBRjeDxudjgiTxzvC6E19AWjBCIJs8MRGXKyf5yUoRmZiDMwFjM7HAGcHZwgljAIx1OcH5brqFg4zo+EiUz1IYfks18IBif7iobWnOwPmR2OEFnx7g2NADx2sCcj2zsx2afuGY0QikqfulhJYmoOQtEEvzh8gd++0U/KmF+l3yU1pdT6XFSVOmZUD2UgFOWxgz3sOjP7ZThFZiRTBk8f6+cXhy8wHkuyvtmP12WjvbpkTqs8GIbmuRMDPH6oh2BYGtti0VLh4dzwBEqllz4vZkPjsXS7NIflgQvN2qYyfG47bVUe6v2ZH+F4pDvIowe6OZeFm8x40uDXr/fxxJFeIvFUxrdvlvFYgl1nhugaCWd02XYh8t3SmlJqfM4Z9yHnwjA0z071UbL4kGX32WF+drB7VsvC55OZ3htUlzqYiCXpGgmzTNorUaSaKzz8X/buO0qu6z7w/PdWDl1VnXNCI0cSgQQIAsyURCqRtESNFSnLkj0OM97ZMzOatHM8/4w9O7te79GObY3HtizKQVYgJSZJzAEESeRApEbonLururpyuPtHVYMAidChql6F3+ccHDQKVe/9ut579917372/u3NFLT85NIRe5qo4J4YCzITjxBIp1rd4czKF9dJkiJ8cGuT4YGDZ2xK5I1P5luBA3wy943NA5sJb07T0yoDHYeWLOzsX/P59vVNcnAxxcTLEqoaqBQ3bFrnVOzHH8aFMQeZ1Wrl7TQO/ubdnydvrnw5zuD+T0NNhneLjBVpJTeTX4EyE7jo3WoM/kijr6UVv9U5eLpdWZjvby1VHrYtv3GDJ4uVIpNK8dHoMrWEmnMj5fk6NzPL+8CyQyduyq6cup9s3ylOHhzEpxehslEgiVbCcbkIYzeOw8qWdXXndx8WpEEeydRS3bZoHNjTlfB+TczHePj8FgNaTPLatPef7yLeDV7QN2mtc152id3EqjNtuwW23MBaMsbalkFEKUTi/tq2df/PjYxwZ8C853UMqrXnxVKZeVO+x84kcrVr+8ulxApEE/dNh1jZ7ZLX7IiFHYQmas40uq1kVvLHZ6M0kuXTbzVL5Nkid247VnFl9rMm7/OTHNS7b5QKxuYwb9JVm/tzwOCy4CrQqn1HmO6JcNvNNl/QV12cxKeqqMudNPsqCBo8dsylTdi02YXIxm8+pVuu24bHLfVGIXKpzf1BHyddDhyq75fLKyqX6YKPpirZBXdX12wb1VXYspvk6ZGn+rkIsxEObm7FbTPz40OCSt2E2qcsLzeTyepnPVVdXlWnTieIgLYglWN/ipdFjx2YxFbxzaPfKelY1VuGxWxe9BH0qrRmcCdPgsV93aV5xcw0eO1/b3U0ipXPSMelzWXlidzeRRIr6qvw0FmdCcULx5LISEIrF2bu6gbVNHrxOa0ETZAciCWYjCdprnKgCrYm7q6eOngb3ksol8QGlFF/Y0cFMOE5DHsqC1monX9vdjdba8NUTlyIYTTATStBRe/W5/S/uW8Xb5ye5paNazj8hrmFwJkyV3bKk677aZeNru7uJ5rGO4rCa+codXcxGEiU7E2B9i5cmrwOrWd2wbdDgsfPEnbmrQxppci5GMqVLZjVEUVgeh5WPb2zmmWMj/B+f2rigUUljs9Hsw7MPzqnHd3QwHYrntPz5xMZmtnfVUOOyFayuLG5OeieWqC5PN+eFWOrKbb84OcqZ0SAeh4UndnfLUpnLkOsOyflh3fkwNRfj797pJ5nW3LWmYUkrD4qlKXQFOxhN8OT+PuLJNLevqOXOVfUF27esKJkbNospr0/RS3V58Ug8xZP7+4kmUtzaWc29axsv/98zx0YY8kcYmY3x5V35ndYkRKl579I0b56bxGpWfGlnFzVL6Ay5ckRTvjis5pJb5fTDFtrRVA4zHgZnwvzo4CBaZ0bGrGv2Gh2SKEKPbG3lZ0eHee3sBA/eZBpw73iQnx8dQSl4bGs7nXWZh+lWc+7rRSaTkhGLRUh6JirITDizYtxcLEkitbxEdKJ0BKNJktlEnP6wrBpYzkKxFPFkGvjgeheiHEQSKaKJTML2D5dj8+e6PxxfdpJVIcrNTChzfSRSmrlY0uBoRLkIRBLMF7czIVm4R1zb3tUN1LptPHXk5qvzzWQXgMrk2ZQ6bCWSEVMV5MH1TRzom6G7zi3THSpIV52LXT11BKOJskl2LK6t2efgrjX1TATj3CHHWpSRWreNe9c1MhqIsHPF1ef2Q5taODEcYF2zR4bkC/Ehd6ysQwPVTuvlfGxCLNe6Zi9Tc3ESqTRbO6uNDkcUKavZxCc3t/DDAwMEo4kbjha8pb2auWgSk0mxsVVG4FUi6ZhapmgixS9OjhJLpPn4xmZ8ruIdntvodfDwZln+I1/OjAZ59+IUqxo93LGyeDoFlFJFFU+l6J8K89q5CdqqHdy7trFgDebtXbUF2Y/Ij3cuTHF2LMiO7lrWt0jF7Eq3dlRDx0cbQLPRBFNzMWbC5ZPQXYhc8Tgyqwe/cGKUH743UPR11WLQNxXi9XOTtNc4r5o2LD5gNinuWtNgdBiiBDyytZXv7+/jFyfH+Nz266+4abOYuHfdza+3QCTBL06MYrOY+MSm5pKfAiw+IFP5rnDg0jTPHR+5POx5IXrH57gwEWLIH+HYkD+P0YlcS6TSvHJ6nJdOjRFLppa9vbd6J5mci7P/wtTlKSeicu2/OMVkMMbRgQBTiyhTluu9bDkm0zbzIxBJ8PzxEfZfmMr5thOpNPvOTzE5F+et3smcb79c/ejgIPvOT/H88VGZyifK3sG+pdVVL05KXXVeOq1589wkL5wYJXSN6Y37L2Tu30f6/UwX8P4tRDna1llDR62TpxcwnW8hjg8GGPJHuDgZ4tzYXE62KRZvfDbKM8eGOTaYu3uKdExljc9GeePcJGdGg7yxgAZBKq052DfNdCiO3WLCbFJ0FukQ6fFglLd6JxmfjTIXS7Kvd5KLkyGjwzLciaEAL5wY5RcnRzk6sPyLakW9G4C2aid2i4mzY0HePl+cnVSXJkPs652UfBN51OxzMDAdRqPxFijR6WggytOHh3jx/TFePj1ekH0a6fzEHPt6JwnHC3cev352nBdPjfHzo8MMzoRzum2r2USV3cLAdDgvq/JprTky4Odg3zSpdHl04ITjSc6NBzncN8PRgZnL+fSEKHYjgQhv9U4uquNjPBjl9bOZuurr5yYW/LnWaid26/LqqkP+TLyL6RC7nt7xOfadnyQSz0/9aGouxlu9k7x2ZoJ3L06TSKWv+v8LkyHeuzTNqZFZ3r00/ZHPd9dl6nP1VTY8DplcMi8ST7Hv/CS949IZIBZOKcUjt7bxVu8kE8HYR/6/byrEW72TnBsL8lbvJFNzH33PB+dekM5aF2aTwm410VotCcyN8sqZcc6NzfHSqXGC0dzkmZPSNsttt2C3mogl0tQtYFWNIwMzvH4204F1//pG1jR58j6UMJ5M0zs+R5PXvqhVAX92ZJhgNMnJ4QBNXgcXJkKYlOLre7oL1mAuRqOBKCeHA9gspmsWlIt177pGdnTX4LZZmJiL8eyxESCzUtrHNjYve/u5MhdL8vSRYdJaMxaM8ujW6w+rLRcjgQizkSSrG6swmQozpW4mFKfJ58CEIpJILWiZ3OWKJpJcnAqRTGkGpnPbaVJsAuEEPz86jNYwFYrz6VtaC7LfgekIgzMRzKbMcc2lZCpNIBLHZIKpPIx4Oz0a5JVsh6VSim2dpb9C59RcjP6pEIFoAuXPVJQ+tqF4ylshriWd1vzk0BDxZJrzE3N89Y7uBX2uym7BYTUTTaSocy+8HljrtvGNPSvQmiXVVROpNE8dzsR7cTJ03dUvRwNR/JE4axo9173XTofSlBMqAAAgAElEQVTiPHMsU3b7w4mcpJhIptKcG5+jrspGo8fBz48OZ0ZTjM9xW3cNiVT6qlVqfU4rZpMildbXrPPv7KljY5sPp9WMuUB1hlLwyplxzowGUQq+ekf3glchFOJLO7v4+MZm6quuPmdC2TZJMpXmxHCAVp+Tc2NBnrhzxVXve+3sOKdGMufeV3Z18a27elAK7BaZxmeUWredYX+UKrslZ8dBOqay3HYLX9nVRSCSoK3aedP3W80fNDLd2YpCvv3q/THOjgWxWUx8Y8+KBe/Tkr2pWs2my3GbTWCu8CSx/TNhbNnRbgs55gsxn9TPYjJhUoq01ledK8XApDLHP52i6GLLh8m5GD98b5C01ty+ovaqymk+2cwmbObM+VWoiq3PaeOW9mqiiRSb230F2adRTNkyLFnga2xjm4/JuRh2q5kaV24r5VrD+8OzhPI0iuDK78lqKo9rPxxPY1KZ8tZiMuGQSqooEVazIp5c3H3YZbPw5V2dC66rXmk5DQeT+uA+ZrtOvNOhOP/43gBprZnojrF39bXzD5lNCpNSpHJYdr96ZoLjQwEsJsUTd3ZjMZswmdTleu6H99PgsfPVO7qIJtI0+6494qLKLk2kD5v/Hq88H4RYiGaf45rX2nwdeTaSZNgfJRRLYb9G+/bKc89iMkleqSJw/7pG1jV7qKuy5ezhu5S6V/A4rDdcLeBKm9t8OLJPUlY2VOU5soz5KWHJlF7UdIXHtrdzaTJEV50bh9VER42LJq8dd4XfdGtcNja2+jApWNPsyem2a902Pr+jnelQnHU53vZyuWwWHr+tg7FAjDXNhTl3jRRPpkln884Uclrl/eubaK9x0ei1F6yCW+O28eVdXUV53uWax2Hl8ds6GJ+NsbaAv+ueVfXUuW1Uu6zU53i6nVKwvsXLVCiel/vKqsYqPnNrK6m0ZnVjeVz7HoeFu9c2cGlyju1dNewpUMezEMthMike39FB/3R40df6YuqquWLOxjs4E2bVdcqOK++1N5qi53Na+fyOdqbm4jkru6PZPKEprUmkNI9sbePCxBxmpTCZFGubPrqf6hw/WKgE96xtoMXnoL7Kjs9ZuTMuRO44rGY+v6Od40MBtIZQPHXNVR7vWtNAk9dBXZVNFm8oEiaTyvlKr5XdM7EMSinWXONGl08PbGjiyICf9hrnohq6XoeVLe0fXOTlPpJioT6+oZkmr4POWhcuW+4vhdZqJ605GomVa40eB42eypiX3Vrt5MENTfjDCXZ0F27qks1iMuRaK+bzLteavA6avIU9j80mxaa2/BxXi9nEP7u9kwuTobwtlVyoBymF0lrt5PEdHZev70JN1RViuapdtpLqHKl12244davZ5+BjG5uYCSXY3nXje22Lz0mLL3f3qXvXNuJ1WGnyOi7HeGW9V+SG1WzK2/1PVK5Gj4P71zlo8jiuW1eXc68ySMdUCfE5M0v+itzwueT7rBRyMxOloqPWlfMnUOVOrm8hisPGVmOuRbfdwl1SnxOipMm9XKhKX1q5vr5ed3d3Gx2GKJBLly4hx7tyyPGuLHK8K4sc78oix7uyyPGuLHK8K4sc78py8OBBrbW+aSKqih8x1d3dzYEDBzjYN4M/HGdXT13F514qZzt27ODAgQOL+kwolmT/hSmqXbabDk8XxWUpxztX/OE4712aocXnkKdABVKI4z0XS/LOhSlq3LayWNWulM0f797xIBcmQtzaUU1jgad2isIxsjwXH3Wwbxp/OJG3enMujnc0keLtC1O4rGZuX1GLqvBFf4qZXN/5NxqIcnTQz+rGKnoMntYvx7uyKKUOLeR90gMDDEyHef3sBABpDQ9uaDI4IlFM3uyd5P3hWSCTQyFXK/iJ8vby6XH6psKcGArQXuMsqVwi4vreurI88DoqJp9XsYolUzx7bJS01owFY3zlOsvYCyFyJ1NvngQyq4k+UKT15vcuTXOk3w9AXZX9uonbhagEz58YwR9OcGY0yO/csxJLBazMLUqLnJFk5qbPL3vqcUhfnbiaN7v6jcWkcMnypGKB5s8bu9W0rGW6RXGZv0dYTAqXTY6r0SwmE2575jh45f4tREGUSr15fvVCk1IFWx1XiGI1Xy+98voVophIKU1mpZEv7ewkGE3SVSdJZ8XVdvXU0uJz4HFYqLnBijRCXOnedY30NLipc9txSgdG2bijp45WnxOv0yqj4IqA2aT4Z7d3MjYbpVOSxgtREKVSb761o5palw2HzVQxKxELcT2fuqWFgekILT5HyU9rTabSvD8yy1w0yarGKpnGXyakYyqrrspOXZXd6DBEEVJK0V3vNjoMUWLMJmX4HH6Re1IeFJ8qu4UqudaEKKhSqTd3FnHHmRCFZLeYS346q9aaH7zTz//z4lkm5+KXX79vXSP/+dMb6KqT+lkpk44pIYQQQgghhBBCFKVEKs2/+dExfnp4iF09tfznT3dR57bx7qVp/tcbF3noT9/gz7+8nbvWNBgdqlgiyTF1hWgixdRczOgwRAEFowlmowmjwxAiZ6Qcy7/pUJxIPGV0GCIrnkwzEYyhtTY6FCHyTsr43AjFkvjD8Zu/URgindZMBGMkU2mjQxFFQGvNf/zpCX56eIj//cE1/P03d/HpW1rZvaqeP3hgDb/43+6iq87NN773Hvt6J40OVyyRdExlReIp/vbtS/zt2328e3Ha6HBEAQz5I/z1W5f46zcv0T8VNjocIZYtHE/yvX2ZcuzAJSnH8uFw/wzf23eJ7719iaB0ahsuldb8/bv9PLm/j1fOjBsdjhB5FYmn+P7bffzt2328c2HK6HBK1nQozt/su8Tf7LvEqZFZo8MR1/DM8RGe3N/Hjw8NGh2KKAJPvtPPPx4Y4PfuXcXv37/6IzmyWqud/MO3dtFd5+af/+AQlyZDBkUqlqNoO6aUUq1KqUNKqahSyqKU2qmU2qeUekMp9SdXvC+glHo1+6c2+9qXsu99RinlXcj+ApEEoVjmCfhIIJKX30kUl7HZKKm0Jq01o7NRo8MRYtn84QTh7Eie4YCc0/kwkv1eI/EU/rB0TBktmkgxHcqMehj2yzkvylswmmAulgQ+KIvE4k3NxYgn02gtdf5iNZo9LqOBGOm0jIatZAPTYf7rc6fYu7qef/Xgmuu+z+e08r++dhtaa/7VD4+QkvOm5BRtxxQwDdwP7M/+uw+4T2u9F2hUSm3Ovn5ca31P9s+0UsoK/DZwF/B94LcWsrNmn4Md3TV01rq4Y2Vdbn8TUZQ2tHhZ2+xhdVMVW9p9RocjxLK1+Bxs78qWYz1SjuXDrp46uupc3NpZTXuN0+hwKp7bbuGuNfW01zi5W/JKiDLX6HVwW3ctnbUudq+SMn6pehqq2NTmo6fBzfauWqPDEddw37pG2muc3L++EZOptFeQE8vzn54+gUkp/ujXttz0XOisc/FfPruJQ/1+/vKNCwWKUORK0SY/11pHgej8UD2t9egV/50E5hN8rFdKvQG8Bfw7YA2ZzqqkUupF4LsL3efe1VKprSQOq5mHN7cYHYYQOaOUkqSPeVbrtvHYtnajwxBX2N5VK41LUTH2rK43OoSSZzYpHtzQZHQY4gZWNXpY1egxOgxhsH29k7x6ZoJ///A62qoX9jDws7e28syxEf70pXM8srWNJq8jz1GKXCnmEVPXpJTaAtRrrd/PvrSazOioGuDTQDUwP2E8kH39w9v4llLqgFLqwMTERAGiFkIIIYQQQgghxM1orfnjF07T6nPw1Tu6F/w5pRT/6VPrSaY0/+2FM/kLUORcSXVMZXNIfQf4xvxrWutpnVmK5ylgE+AH5vNKebP/vorW+rta6x1a6x0NDTK6QAghhBBCCCGEKAavnZ3g6GCAP3hgDQ6reVGf7apz8/U93fz40KAscFBCSqZjSillAZ4E/vX8tD6llFspNX+m3gmcB84Cm7KvP8AHOaqEEEIIIYQQQghRxP7yjYs0ee08srVtSZ//nbtXUWW38J2Xe3McmciXou2YUkpZszmibgF+AfwH4Dbgj7Mr8N1BZhrfe9kcUx3Aj7TWCeB/Am8AXwP+wpBfQAghhBBCCCGEEAt2amSWN3sn+drubmyWpXVX+FxWntjdzXMnRjg7FsxxhCIfijn5eYLMiKcr/eE13rrtGp/9PpkV+YrCwb4Z3rk4RWeti4c3tcjqEkUsnkyjFFjNVxeC48EoPzsyjN1q5tGtbVTZi/bSEUXizGiQX5wcpaPWyWdvaZPrvoxEEymsZhPmPBzTl06NcWYsyM4VktB7oV4+PcbxoQC7VtSxU1ajFDkUiadwWE3ML8RjhDfOTXB8KMCt7dXsXiWJz5dqKeX2r94f49x4kJ0r6tje9ZGUtUKUlcGZMM8dH8HrsPLI1rYFTZ+LxFPYLaac13H/+q2LOK1mvnh757K28409K/irty7ynZd7+X9/fWuOohP5UrQjpsrJkQE/58fn+P7bffzdu32k0trokMQ1DM6E+e7r5/nLNy4yNRe76v9OjwQJRpNMBmNcmgwZFKEoJT87OsRbvZP87Mgw48Go0eGIHDk1Msufv3aev9l3iUg8dfMPLEI8mebYYIBYIs3h/o+kRxTXEE+keHJ/P/t6p/jZ0WGjwxFl5OXTY/z5a+d56siQoXEc7vdnyoQBKROW6sRQgD9/7Tx/+/YloomFldvRRIoTQ5ny+Ih896ICnByeJRRLMRKIMuSP3PT9b5+f4s9fO88PDwzktG07F0vyzLERPnNLK9Uu27K2VeO28cXbO3n2+AgjgZv/TsJY0jFVABtbvcyEE9RV2ZgIxgnFk0aHJK6hfypMIqWJJlIfKZBXN1XhsJrxOq101rkMilCUEovJhFJgMSlDn7aL3LowEUJrmI0kmAjGbv6BRbBZTKxr9mBSio2tvpxuu1yFEylcNjMKcFgWlxxViBs5P555CHVpMkwylTYsjk1t3myZ4L35m8U1nZ+YQ2vwhxNMh+IL+ozDamZNU6Y83iTfvagA65o92Cwm6qpstPqcN33/+Yk5AEYCUcI5bNs+d2yEcDzF47d15GR7X9vdjdaaJ/f35WR7In9kPlIB7Oqpo85tY9/5KTrrXHgdVqNDEtewsdVH/3QYi9nE6kbPVf/X4nPy23f3SAeDWLBHt7ZR47LSVuOi0WM3OhyRI9u6qpkOxahx22iruXnFbbEe2tzCJzZpKWsWqNpl47FtbfRPhdm7RlbZFblzx8o6DlyaZm2zF4vZuOe4961r4t61jVImLMP2rhpmIwnqq+w0ex0L/twnt7SgtZTHojJ01bn5nXtWLvh839VTy1u9U3TVufDksG37wwMD9DS42dZZnZPtddS6eGB9E3/3Tj+/f9/qRa/wJwpHOqYKZHWTh9VNnpu/URjG57Lyz24wl1kqJmIxuuvdPFG/wugwRI61+Jx85Y7uvO5DyprFuW9dk9EhiDK0qc3HprbiGLkoZcLytNe4llxuy3cvKslizvdVjR5WNea2bXthYo4DfTN8+6F1Ob32nrizm1++P8bPjgznbCSWyD2ZyieEEEIIIYQQQgjD/PTwECYFj21ty+l27+ipY22Thx+8I9P5ipl0TAkhhBBCCCGEEMIQWmuePT7CzhV1NC5iyu1CKKX4wm0dHB0McHp0NqfbFrkjHVNCCCGEEEIIIYQwxNmxOS5MhHh4S0tetv/o1jZsZhP/+N5AXrYvlk86poQQQgghhBBCCGGIZ4+PYFLwiY3Nedl+jdvGgxua+OnhIWLJVF72IZZHOqYMMBdL8sKJUfadn0RrbXQ44joO9k3z/PERZha4tLAQV5qai/Hc8RGODPiNDkXk0Gw0wQsnRnjnwpTRoYisk8MBnj02wmgganQoQixaNJHixffHePXMOMlU2uhwKs5oIMqzx0Y4ORwwOhQhyko0keJX74/x+tkJUumbt3efOz7C7StqacjjStaP39aBP5zgxffH87YPsXSyKp8B3rkwxamRzPzWVp+T7nq3wRGJDxsPRnn97CQAibTmM7e0GhyRKDWvnpmgfzrMmdEgXbUuatw2o0MSObCvd5JTI0EA2mqctNe4DI6oskXimYqv1jATjvPlXV1GhyTEohwZ8HN8KNMpUl9lL5qVACvFS6fHGJ+NcW48SE99FU6bLCUvRC4c7JvhRLZsa/DYWd/ive57z40F6R2f46t3bMxrTHtW1dPqc/CPBwb4ZJ6mDIqlkxFTBphvoFpMCq/TanA04lrcNgt2a+byqHVJh4JYvNrsde60maWiW0Zq3ZkneTaLCY9Dym+jWc3q8nGolc5fUYLmz1uloNolZUqhzdfxquwWrObcLU8vRKWryV5bJqVuWrb98v0xAD6ep2l888wmxWPb2nnz3ATjszLKutjIiKk8CoQT9E2H6Gmoosr+wVe9rbOGZq8Dl81MtXR6FI0PH6+v7OrCH07QXuM0OjSxTIMzYQKRBOuavZhNhal43rO2gVWNVdS4bTis0jFVLrZ31RCKJWipduKTBwuGs5hNPLy5meODAXb11BkdjhAL5g/H6Z8Os7Khii/u7MRsUtRX5W8KSzmKJ9OcGQ3S5LUveRWvj21sZmOrj3qPDYtZntcLcaVQLMn5iTk6a12LbrNuaPVS67Zhs5hu+uDo5dPjbG7z0ZTj1fiu5ZGtrXznlV6eOTbCb+xZkff9iYWTjqk8+qeDAwSjSY4NBj4yvaC1Wjo7ionW+iPHy+OwyoiIMjARjPGjg4NoDdOhOHtXNxRkv0opOmplmle5ebN3kiMDAY4NztJQZadOGpKGSqc1Pz86TCiWYioU59dv7zQ6JCFuSmvNDw8MEIqlODk8K+ftEr14aowzo0GsZsXX71yB2774Zo3ZpOisk3u1ENfys6PDjAaiuO1mvrm3B6UW93C32XfzjqaZUJzD/TP8/n2rlxrmoqxq9LCx1cvTR4elY6rIFO2jAaVUq1LqkFIqqpSyZF/7E6XUG0qpP73ifQt6rdC01iRSmURvCUlmWRLi2eMkx6u8JNNp5tcYkGMrliuRzJxDaa1JLiCZp8gvDXKvFSVHazlvc2H+u0ulISWLCQmRc4nLbSNNvi6x185OkNZw37rG/OzgGj57aytHB/xcnAwVbJ/i5op5xNQ0cD/wUwCl1DbArbXeq5T6M6XUbUBqIa9prd8rdPBKKR7d2sb5iTnWNnsKvXuxSEopHtvaLserDLX4nDy0uZmZUIJtXdVGhyNK3J7V9bjtFmrdtoIMORc3ZjZl7rUXJ0M3TKwqRDExmRSPbWvjwoSct8tx//omGqr8tFQ78coIdyFy7lNbWjk1MktPgxtTnlJhvHR6nPoqO5sLuPDDp29p5b8+f5qfHRnmXz5QmJFa4uaKtmNKax0FolcMGbwDeDH784vALiC9wNcK3jEFmeGLCxnCKIqDHK/yta5ZKv4iNxxWM3eslFxGxaS12inT40XJafE5afHJebscVXYLu1fVGx2GEGWr1m3jzjxeY8lUmtfOjPPxjc156/i6lhafk50rann66BD/4v5Vi56iKPKjaKfyXUM1MJv9OQDULOK1qyilvqWUOqCUOjAxMZHXoIUQQgghhBBCCPGBg30zzEaTBZ3GN++zt2ZGrZ4cnr35m0VBlFLHlB+YH/bgzf57oa9dRWv9Xa31Dq31joaGwiRCFkIIIYQQQgghBLx8ZhyrWbFndeFHPj60qRmrWfH0kaGC71tcWyl1TL1NJucUwAPA/kW8JoQQQgghhBBCiCJw79pG/u0n1hmyCnq1y8Zdqxt47vgoWhZPKApF2zGllLIqpV4EbgF+AVjJ5Jx6A0hrrd/VWh9ayGuL2e/YbJR/eLefH+zv45Jk6hdk5j+fGAowMB1e0ucvTob44XsDHOybyXFkopjFkimODvgZDUSNDiXvxmej/NOBAV47O1H2N/fllgdGiiVTPHtshKePDBGOJ40OJ2dePzPBf//FGY4OfmSAtBDiQ0KxJEcG/EzNxW763tlogqcOD/HCiVGSJbR6oNaa94dnuTAxZ2gcJ4YC/PC9AU6PylQhYazJuRhHBvyE40nmYkmePjLE88dHiCeNva539dTxm3t7DNv/w5tbGPJHODIg9YdiUMzJzxNkRjxd6Z1rvO9fLuS1hQjHk/xgfx/vXJym1m0jrTXd9e6lbEqUkbfOT3Gobwal4Es7u2jw2Bf1+dfOjDMTTjDkj7Cx1YvDas5TpKKYvHRqnDOjQSwmxdf3rKDKXrTF7bK9fWGKwZkIgzMR1jZ5ynoRgTd7Jznc70cp+PKuLuqrFlceGOn0SJCzY0EAjg0G2NVT+knco4kUf/nmBWLJNOcn5vizL283OiQhitozx4YZ9kdx2sx8c28P5hskHD7UN3N5OfXuelfJLCRyqN/P62czOWQf3dpmWF3+ldPjJNOayVCsZL47UX4SqTQ/PDBALJHm3FiQ1monFyYy13VHrYtNBVwNr9g8sKEJq1nx3PERtnZ+JC21KLCiHTFlhLQGpRQum5m01rLKjwAglc48TdAa0ksYDTJ/HjV47NjMcslVimQ6c66kl3jelJK27DleZbfgc5b3kt2p7HHV+oOfS0WT14HFpDApRUuZdB7azCZc9kxnfzl3/gqRK/P3plRa33SEa1u1E6XAZjHRUEKd8FeWzUkDy+n5+l+btCeEgbSGdPY6SKY1LT4HJqWwmhWNi3zYXm58Tit7VtXLdL4iIbW4K1TZLTy2rY3t3dWsqKuivWb5N5L9F6Y43O9nU5uXvasl0XopunNVPW6bhRq3jSbvwhpzqbTmmWPDjASi3L+uke1dNXid1oIuhSqM1VXn4u3zU6xqdFNlK++idkd3LSsbqnDazGU/InDP6nqq7IsrDxbj5dNjnBmd4/YVtWzvyu3Tu2afg6/vWUFaa7wG5HPIB5NJ8anNLbx4apy718g9Voib+eTmFt4fnqW73o3liodlI4EIzx4bwW238OjWNhxWM6ubPHzd68BqVrhK6D62rbMaswnsFjOrGqsW9JkjA/7sPbuKBzc05SSOR7a2MROOU+uy5WR7QiyFzWLi0W3t9E2F2Njiw+ey8vU93ZiVwm238Oa5SY4PBdjaWV0WI6kX6+HNLbxy5hhHBwPc2lFtdDgVTYZvfEhXnZu7VjfSUetCqeV3IhzqnyGaSHGozy89sSXKbjGzs6eONU2eBX9mai7GhYkQkXiKY4MB6qrsWGW0VEU5Mxqk0WNnNpJkOhw3Opy8q3Hbyr5TCpZWHixUPJnm6ECAaCLF4f785KSrslvKplNqXt90hK46NxckL6QQN1XtsrF7Vf1HZgW8PzxLMJpkNBCl/4ocej6ntaQ6pQAsZhPbu2oXNUXpcLa+fmIoUwbngtmkqK+yy0NJYbi2aie7V9bjc2Xu/16HFXd2lPHBvsy5X6m5cD+2IbM63/PHR4wOpeJJSznPNrb6UAo2tHpz0tElSkON20ZrtQOzSbG+RfIKVKINLV5MStFW46S6zKe3idywWUysbfZcvmeIhcncX2GjfGdCLNmaJg82i4lql7Uip55taMmUI6saq7BbpHkkKsfGCr+H+lxW7lxVz7PHR2QQicFK6xFICbp7TQN3ra6XTqkKYzWb+MJtnWit5dhXqE1tvuzNXo6/WLiHN7fw0KZmOW8W4d61jdyzpkG+MyGWoaPWxe/cs7Jir6OdPXXcvqK2Yn9/Ubke2NDE/esbK/rcf3hzC//mR8c4PhRgS7tM5zOKPBIogEq+0CudHPvKJsdfLIWcN4sn35kQy1fp11Gl//6iclX6uf+xDU1YTIpnZTqfoaRjSgghhBBCCCGEEBWn2mXjzlX1PCfT+QwlHVNCCCGEEEIIIYSoSJ/c3MLAdIQTQ7NGh1KxpGNKCCGEEEIIIYQQFeljG2U6n9GkY0oIIYQQQgghhBAVqdpl446VdTKdz0DSMSWEEEIIIYQQQoiK9aktLfRPhzk5LNP5jJD3jiml1OeVUp7sz/9RKfUTpdS2fO/XaAPTYd44N8FMKG50KKKEHBv0s//CFPFk2uhQhFiwcDzJW72TnB0LGh2KKGO940HePDfJXCx51euJVJr9F6Y4Nug3KDIhbm42muCNcxNcnAwZHYoQSxZNpNjXO8npUWm4i4U5OpBp2yRSxd+2+diGZiwmxTPHZDqfESwF2Md/0lr/k1JqD/Bx4L8DfwbsLMC+DRFPpnnq8BDJtKZ/OsyXdnYZHZIoARcnQ7x0ahyAVFpz56p6gyMSYmFeOzPB6dEgSkGd20Zdld3okESZCYQTPHNsBK1hOhznM7e0Xv6/9y5O887FaQCq7BZ6GqqMClOI6/rlyTEGpsMc6vPzm3tX4LYXogouRG69fnbi8miSWpeNRq/D4IhEMesdn+Pl05m2TVprdq8s7rZNjTuzOt+zx4f5t59Yi1LK6JAqSiGm8qWyf38S+DOt9dOArQD7NYxJgdWS+WrtFrPB0YhSYbN8cDnaLTLLVpSO+XPXpBQWs5y7IvfMZoXFlKkgfrh8tFs/+LdNyk5RpObPW4tZYTZJY0eUJrnfi8WwX9W2KY028Se3ZFbnOz4UMDqUilOIxzVDSqm/AB4A/lgpZWeJHWJKqU8A387+cy3wz4HvAYezrz2mtZ5WSn0J+F1gGvii1rqg400tZhNf2NHBkD/CqkZ5cisWpq3ayee2txOOp1jTJOeNKB13r2mg2eegvsqOz2k1OhxRhqrsFh6/rYOJYIw1TZ6r/m9bZw1Vdisum5n2GpdBEQpxYx/b2MSKejfNPgcOa2k00IT4sL2rG2j0OKhxW6l1l/U4A5EDHbUufm1bO9FkitUl0ib++IZm/oP5OM8eG2FLe7XR4VSUQnRMPQ58AvjvWmu/UqoF+NdL2ZDW+gXgBQCl1DvAi8BxrfU98+9RSlmB3wbuAn4N+C3g/1zOL7AUNW4bNVJgi0XqqJVGlSg9FrOJja0+o8MQZa7R46DR89FpI0op1jZ7rvEJIYqH3WJmU5uUk6K0mU2KDa1eo8Hoij4AACAASURBVMMQJaSzrrTaNj6XlT2r6nnm2AjffmidTOcroEKMwfw2EASGAbTWI1rrXy5ng0qpHmBMaz0HrFdKvaGU+iOVOXPWkOmsSpLpuNq1vPCFEEIIIYQQQghR7j65pZUhf4SjgzKdr5AK0TF1Cfh14IBS6l2l1P+llPrsMrf5GPDT7M+ryYyOqgE+DVQD81P3AtnXr6KU+pZS6oBS6sDExMQyQxFCCCGEEEIIIUSpe3BDE1az4tljw0aHUlHy3jGltf4rrfVvAPcCTwKfz/69HJ8Gfpbd/rTWWgNPAZsAPzA/xtSb/feHY/qu1nqH1npHQ0PDMkMRQgghhBBCCCFEqfM5rdy1uoHnjo+S6WYQhZD3HFNKqb8ENgBjwBvA54BDy9heMxDXWk8ppdxAVGudAu4EjgNngU1KKTOZhOv7lxP/vvOTvHdxhrXNHj6xqXk5mxICgCF/hKePDOGymvn8jg5ZMrpMnRwO8NKpcVqrnTy6tU1WYSoT5yfmeP74CDVuG5/b3l4yq8yUs4N907x5boqeBjef2tIi+SCEyKPRQJSfHh7CbjHxuR3teB2VveDFpckQzx4fweu08vnt7ZLYXhSF/qkwPz82jNdh4XPbO3Da5LxcrE9uaeGl0+McGfCztfMjE7BEHhRiKl8dYCYzcmkamMzmf1qqzwJPZ39eDbynlHoD6AB+pLVOAP+TTCfY14C/WMa+ODk0S1prTo3Mkkyll7MpIQA4OxoklkgzE04wMBM2OhyRJyeHZ0mlNQPTYWbCcaPDETlyeiRIIqUZn40xFogZHY4ATmTv073jc0QSKaPDEaKsnR0LEk2kCEQS9E9JHeb06CzxZJrJYIyRQNTocIQArjgv5+IM+SNGh1OSHtjQhM1s4tljI0aHUjEKMZXvUa31TuC/kcn/9IpSanAZ2/sLrfV3sj8f0Vpv01rv1Vp/LTtyCq3197XWu7XWn9RaLytr2a2d1dgsJra0+7CYC9GPJ8rd+hYvVXYLDR47nbIKX9na0u7DbjXR0+CmxiUrdJaLTW1enDYzbdVOmn0fXSFOFN4tHZn79PoWD04ZrSBEXq1r9uBxWKivstFd7zY6HMNtbPXhsplp8TlorZZ7gigOG1q9uO1mmn0O2mucRodTkrwOK3etaeC54yOk0zKdrxAKMZXvU8BePkhQ/jKZ0Uwl4bbuWm7rrjU6DFFGmn0OvnlXj9FhiDxb1+xlXbMsqVxuuurc/PbdK40OQ1zh1o5qbu2oNjoMISpCo9fBb+6VOsy8jloXvyX3BFFk2mtcfOsuOS+X61NbWnjx1BiHB/xs75LpfPlWiOQ2DwGvA3+qtZbU9kIIIYQQQgghhCha969vxGbJTOeTjqn8K8RUvt8lk4B8A4BSyqmU8uR7v0IIIYQQQgghhBCL5XFYuXtNA88eHyYl0/nyLu8dU0qpbwI/4oMk5O3AU/nerxBCCCGEEEIIIcRSfOaWVsZmY+y/MGV0KGWvENm8fxe4E5gF0FqfAxoLsF8hhBBCCCGEEEKIRXtwQxMeu4WfHBoyOpSyV4iOqZjW+vJa6UopCyBj4YQQQgghhBBCCFGUHFYzD29u4YUTI0TiKaPDKWuF6Jh6TSn17wGnUupB4J+Anxdgv0IIIYQQQgghhBBL8ui2NkLxFL98f9ToUMpaITqmvg1MAMeB3wKeA/5jAfYrhBBCCCGEEEIIsSS3d9fSVu3kxzKdL68s+d6B1joN/M/sHyGEEEIIIYQQQoiiZzIpHt3axv94tZfx2SiNXofRIZWlvHVMKaV+qLV+XCl1nGvklNJab8nXvgtlJhTnJ4eH0Frz6NY26qrsRockSlA0keLHhwYJRBJ8anMrnXUuo0MSJSqRSvPTQ0NMzMX4+MZmVjVWGR2SqCDHBv28fnaCzjo3n9rcgsmk8r7PdFrz82PDDEyHuWdtI5vafHnfpxAid/zhOD8+VD516dlogp8cHCSeSvPIrW3SgBWGiifT/PTwIJNzcR7a1ExPg9QLl+rRbW1855VefnZ0mN/c22N0OGUpn1P5/mX2778Gfgf49If+lLwLk3PMRhIEo0l6x+eMDkeUqGF/hPHZGLFEmvdHAkaHI0rY2GyUIX+EeDLNyWE5l0RhHRsMkEhpzo/PEYwlC7LP2WiCCxMhEinN8SE554UoNecnQpfr0ufKoC7dNxlmJpwgFEtxZixodDiiwo3NRhn2R7P1wlmjwylpKxuquKXdx48ODqK1rOOWD3nrmNJaj2R/9AB/ATwJfAqIaq378rXfQlrZUIXXacXjsMjIBLFkrdVOmrwO7FYTG1rkab9Yuiavg7ZqJzaLiY2tci6JwtrS7sNqVqxsrMJjz3umAAC8Dis9DW6sZsVmGS0lRMlZ2eDGl61Lry6DunR3vYsalxW33czaJo/R4YgK1+R10FrtyNYLvUaHU/I+t6OD06NBjg7Kg7B8KESOqT8E/lAptQX4AplV+ga11g/ke9/5Vu2y8Y09Kxb8/iF/hDfOTtBS7eTuNQ15jEwslNaaV89MMB6McveaRpp9hR9y7bCa+eLOzoLvV+TX4EyYN89N0lrt5K4CXe9Ws4nHb+soyL6KVTqtefHUGP5wgvvWN1Jf4tNCSsmW9mq2tFcXdJ9KZe7FkXiKWretoPsWhSfXd/mpdtn4jUXUpRcrEE7wq1NjuGxmHtzQhNWc33WfPA4rT9yZv99HiMWwWUx84Tbj2xivnZ1gxB/hrjUNtFY7jQ5nyR65tZX/+twp/v6dfm7tKGx9pxIUYlW+eePAKDAFNC5lA0qpbqXUmFLqVaXUL7Ov/Wul1JtKqR8opazXe60YvH1+ipFAlEN9M0wEY0aHI4DR2ShHBvwM+6O8c3HK6HBEGZm/3g/2zTA1J9d7oQzMhDk5PMuQP8KBS9NGhyPybHIuzqG+GUYCUd4+L2V4uZPrWyzWoYEZBqbDnBkNcmEiZHQ4QlSciWCsbO7THoeVz9zSys+ODjMbTRgdTtnJe8eUUuqfK6VeBV4C6oFvLjPx+a+01vdorT+mlGoA7tVa7wGOAY9c67Vl/go501GT6SH2Oa14nYWZ5iBurMZlw+PIHIv2Gkk6LnKnozZzPlW7rHgcRdM/XvZq3TZcNjNKyTVdCbxOCz5n5vqav+ZE+ZLrWyxWe7UTpcBuNdHokRF2QhRaud2nf/32TiKJFE8fHjI6lLJTiN6RLuAPtNZHcrS9e5VSbwA/Ac4Cr2ZffxH4IhC+xmv/lKN9L8vOnjrWNXtx2c15H0osFsZhNfPVO7qJJFKXC00hcmFXTx3r5XovuMw0im5iyTRe6RAse3aLma/c0UU4lsLnkuNd7uT6Fou1usnDN3wOrGYTDqvZ6HCEqDjldp/e0u5jY6uXH7zTz5d3daFU/lcgrhR5by1prb+dw06pEWANcC/wALADmF9iIADUANXXeO0qSqlvKaUOKKUOTExM5Ci0hfG5rNJILTI2i0k6pUReyPVuDLvFLI3WCmI1m8qisisWRq5vsVgeh1U6pYQwUDndp5VSfHFnJ6dHgxzq9xsdTlkpqRaT1jqmtQ5prZPAM0AvML/EgBfwZ/98+LUPb+e7WusdWusdDQ2ShFwIIYQQQgghhBA39tlb2/DYLfz1WxeNDqWslFTHlFLqynVX7yTTMXV39t8PAPuB967xmhBCCCGEEEIIIcSSVdkt/PrOTp4/McrgTNjocMpGSXVMAXuVUgeVUvuAYa31O8DrSqk3gVuBp7TW4x9+zcB4hRBCCCGEEEIIUSae2N2NAv7mrUtGh1I2SmppOK31c8BzH3rtj4E/vtlrQgghhBBCCCGEEMvRWu3kk1ta+If3BvgXD6yW3Ic5UGojpkSRGg9GmZyLGR3GksWSKQamwyRSaaNDEXkQCCcY8keMDkMUiBzvyjMTijMaiBodhqgQw/4I/nDc6DDEAsxGEwzOhNFaGx2KEIuWTmsGpsOEYkmjQxHX8M29PczFkvzDu/1Gh1IWSmrElChO5yfm+PnRYQAe29pOZ53L4IgW758ODDIRjNFR6+Jz29uNDkfkkD8c58n9fSRSmr2r69nRXWt0SCKP5HhXnvHZKP/w3gCptObBDU1savMZHZIoY4f7Z3j1zAQWk+JLu7qodduMDklcx1wsyZP7+4gl0uxcUcvuVfVGhyTEorx8epzjQwHcdjNf292N3SKrSxaTTW0+7lxVx3dfv8hXdnXjtMnxWQ4ZMSWWbSYUR2vQGqZL8Ami1pqZUCbu6VDpjvoS1xaMJkmkMk9Kp0Kld36KxZHjXXn8kQSpdOaYT8sxF3k2f44l05pAJGFwNOJGQrEksURmJLzcD0Qpmi9vQrEU0YTM6ihGf/DAGibnYnx//yWjQyl5MmJKLNvmdh+BSAKTUmxs9RodzqIppXhocwunR2fZLE/ay057jZNdPXUEInHuWFlndDgiz+R4V55VDVXs6K4hHE9xm4yQE3m2s6eORErjdVjoLsER4pWkyetgz+p6JoIxdsv9QJSge9Y18N7FGTpqnficksOoGN3WXcve1fX8+WsX+NLOLtx26V5ZKvnmxLLZLWbuX99kdBjLsqqxilWNVUaHIfJAKSUdFBVEjnflMZkUe1c3GB2GqBBVdguf2NRsdBhigaSzWpSyRo+DT25pMToMcRP/6sE1PPo/9vE3+y7xu/euMjqckiVT+RYgEE7w5rlJ+qfCl1+bCcWZk0R0FWsulrw8/e9GxmajvHFugvFZScpbaeZiSZ45OsypkVmjQxE5FE2k2Hd+Mm/HNZFKMz4bJZ2WRL0Llcx+Z8krFq+YjWbu2xcnQwZGJsTCnR6dZV/vJNFEyuhQPiIUS8o02QUoVNtg2B/hjXMTJb3oUC5MzcUIx4ujLXZ2LMi+3kki8eK7fkX+be2s4cENTfyPV3qlzbcMMmJqAV44OcKwP8rh/hm+eVcPFydDvHBiFKtZ8eu3d1JXZTc6xLw51D9D79gcO7pr6Gmo7BFFqbTm5dPjDPsjjAejWM0mHtrUwtpmz3U/89ThIcLxFKdHgnzzrp4CRiuM9sfPn+at3kncdjN/9cTtNHjKt5yoJM8fH+H5E6M4rGa+/dA6WqudOdu21pp/fG+AiWCMtc0eHt4sT0kX4v97pZfjQwFu7ajm9+5bDcCL74/RNxXmYJ/iG3tXUCVD60URG5uN8vzxUQBC8RQPbrj2KHStNW+cm2RsNspdaxpo8jryHps/HOcH7/QTT6bLYnGBSDzFi6fGUAoeWN+Ew5qbZMWnR2d54cQoFlN+2wbptOanh4eIJ9OcH5/jiTtX5GU/xW5+EQKH1cyXdnXideR2mtuRAT9nR4Ns66pmVeP16/kAk3Mxnjs+gtYQiCR4SO7dFek/PLyej/3J6/zRC6f5vx+/1ehwSpKMmFoAmyXzNZnNCpNSjGZ7QhMpXdbJFGPJFK+dmWDIH+G1sxNGh2O4i5MhTgwFODsWpH8qjNZcPheuZ/7cmf9bVI7zE3PEkqnsMvYRo8MROXJ+IkQgkmB8NspkMLdPq5NpffkJ+EhAnrgt1LuXpglGk7x7cfrya/NlrsWsMCtlVGhCLIjVbMKUPU9vVF8YD8Y42DfD4EyEt89PFSS2qVCceDIzGnG0DMqlE8MBesfnODc2x8nh3I18HQ1E0TrTNpicy1/bQCmwX65bVu4KYGPZ+nc0kcIfyu0iBMlUmlfPjDPkj/DqmZu3f6ymD65fu1Xq+5Wqu97NN/au4CeHhjjYN2N0OCVJHiEuwEObWugdn6PZa2dsNorHbqHF56C+ys7KMh5FZDObaPTaGZ+N0ZbDUQHFwB+OE4wmUQrcNgs1C1juuaHKjt1qos5tY2VDFfUeO9s6q2/4mV/b3k7fZJjuekmQaqT5491RW7jj8Pnt7fzt23101blYc4NRdSL38nm871/fyMB0mHqPnZ4c56Wzmk3cv66Js2NBtnXV5HTb5Wxjq5dDfTPs6vkgz9SDG5rornPT5HXI8s3CUDOhOKF4kvaa65dHtW4bn9/Rjj+cuOEobJ/TisdhIRhN5nS05pWmQ3EiidTlet+KOje3dlQzG00Ylq8pmkgxNhvF67AyG03QXuPCbFpah3Oz13H5s82+3I04295Vw2w0ictqzmvOUqUUn9/eQf90mJ4Gd972U+x2rqgjmkhT7bLSUfvBtZBOawZnItS4rXiWOIrKYjbR7HUwEoguqP3jc1l5fEcHU6EYa5uWVt/TOhO312mVJOcl7PfuXcVPDw3x7R8f4+e/vydnIzIrhXRMLYDDamZTm483z03y1JEhhv0RtnfV8PGNzUu+MZYCpRRf2NFBIJKg9oqOm+lQHI/DgtVcmk8F/OE4T+7vo386TDoNXXUuvrjz5sOufS4rX9+9gngyjc+1sJuG12Flc/u1h72nsktNVzutmMr4PDLa/PFOpDR3rqrn9hWFqVj7XFY2t/moq7KhJV1QweT7eMeTaZp9DhxWE6lU7g/s5nbfdcuMXAjFkqS1XnKFvdhMBqOcGp4lnkxfHtUBmUU5Sn3KkSh9U3Mx/u6dfpJpzV1rGth+gw7n1mrnTTubHFYzX7mji3AstaAHaos1HozyD+8OkEpr7lvXyC0d1ZhMinvXNeZ8X1cKxZJouO6U2x8fGmTEH+XC5ByrGz1saPXy8Y1LS0DfUevi63d2o5Ra0hTfdFrjjyTwOa1XtQE8DiufuaV1STEtls9lZbOrssu3GreNR7a2feT1185NcKTfj8Nq5ond3Ut+MPG57e0EIglqXAu7zpp9jmV1dL59forXzk7gspn5jT0ryuYeXWncdgt/9GubeeKv3+NPfnWWf/fweqNDKiml2bNgkJlwnGgiRSqticRTJZX8/OJkiJ8cGuTEUGBRn7OYTdRV2VHZIaqvnZ3ge/su8ffv9l+VaLZYHR3w88KJ0asSlQejSRIpTTSRIppMkUxrZqMfPZb7eid56vAQE1dM13HazAvulLqZpw4P8b19l3jm+MiiP9s/FeaFEyNcksS+NzV/vCFzDRfKK6cneKt3kpdPjxMI53aYebEJhBP84uQoh/uNH7qc7+M9E45nn4ApgrHcH9fjgwF+cmgwL9f22GyUv3rzIn/15iX6pnK//YlgjBdOjHByeHH3meXu89RokN6JEK+cHi/YfoVYiGA0STK7kIE/R+WR3WLOS6cUwGwkSSp9dfmpteadC1P86v2x6yaaDseTPHtshF+cHCWxyLrhSCCSLZcuMjAdvuZ7/OEEKa2ZjSSy/77xd5lMpXnx/TF+fnT4mnV1j8O65LxzL5wc5Xv7LvHjg4NL+nypm4sl+eXJUd67NH3zNxtg/tyIJlJElrGQwHz7xx9J8PSRId44N4HO41PGQ/1+jgz4OXBphslg8aWJiSZSvHx6jLd6J2Vxlpu4Z20jX9zZyXffuMC+85NGh1NSZMTUIty1uoFUOs1wIMr2zpqCTgtarpdOjRGMJumfDrOu2YNliaOdBmcylYapuTjhRApvEY+amg7FeTnbUIkmUpefrHTUuti9so6VDW60hkavg+66q4/l2GyUd7L5SpSCz9760acyyzXkz+Qdmv9OF+P5EyOE4ynOT4RkWdKbmD/e/kiC3SvrCrbfYDSByZTJGzQXS3LtVLbl4fVzE/SOz/E+0FbjpNGT/4S815Pv4717VT2gqHXbbjg1ZykSqTQvnR5Da5gJJ/jGntwmtR0JRC83kof9UbrqcjsN5OXTYwz7o5weDdJV5y5IwnGPw4oGFBCMJwnHk7hsUrURxaGrzsWunjqC0QS7egp3/1mqlQ1udq6oJRRPXR5t2jcVZl82n5XZBPet++jd7MiAn7NjQQBafc5Fjfq8ulyKXLNu/dCmZk6PBtnWWU0ipdnRfeOpzr0TcxzPPoj1Oq3cvabhhu9fjPk623AgQiqty3rmxLW81TvJ+9ncXM1eR9G1he5e04jDMkVLtfOq2R5Ltf/CFBcmQlyYCLGi3p3z+/68eo+N+iobLpsFWxHmqTrUP8PRgcw1Veu2sb7Fa3BExe3fP7yedy5M8Xt/d5if//6eskuJky9Se1sEn8vKI1vbjQ5jSZp9DoLROeqr7Mu6id61uoG3z0/RWefK+QoYueawmrBbTcQS6Y/M1955kwqix2HBZTMTjqfyturNfesaOTkcYEv7jfNUXYvPaSUcT8k89AW62fHOh3vWNjAXS9LoddBWU943pOrsKEKbxVQUnQL5PN5eh5VPbFraFJKbsZgU9VV2JoIxmvNQ7qxr9jA4EyaV1mzJw3RBn9PKsD+Ky2bGVqCHFs0+B5tavPTPhFnf7CnZKeaiPCmluKOAD0SWSymV7Xz/QJXDgtmkSKU1Pue1G/pNXgdKgUmpRa9Au6HFy9BMhLTW1+3Q6mmoWtTK0HVuO1azIpnWNHlzuzrePWsbOdw/w7pmb8V1SgFUZ+udFpPC4zD+fv9htW5bTlfFa/LaOTMaxGE157XOfd+6RsxKUe+x05rD3Ge5Up299pXKdPaKG6uyW/juV3fwyHfe4lt/e4C//9auom83FwOVz2GJpWDHjh36wIEDRoeRd+m0ZmIuRq3bVrYV92F/BItJ0XhFg242mmAmFKejxoXJpNixYwcLPd6ReIpgLJHT0R/js5kng8tNWhpLphj2R2nxOSSx3g0s5njnWjqtOdQ/Q2et66pzshxpremfDlPttOVsqutSGHm8cyWeTDMTjtNQZc9L7rlclUHXkkrry4nhCzFa6v9v777j47rKxP9/nmnqxZIsW+69xTW24zidJLQQIIGEHjahlwWyLLDLFuC3y34XloX9AkvL8l0cEkp2kwChJSGkdyeOa+zEvUpWr6PRjGae3x/3ypZlSVaZdkfP+/Xyy9LVzNxz5t577r3nPuc5fdu7viPCs/ubuGzRZMpHmA/EeE8uHN9e1dwVpatn+AklWrqi+P0yppuvk+0REqrUlJ1ul8a7vTsiMWJxPWfUTCLhnL8mFYXsYd8IHW0OU5w3somDRioVx3d9R4RYXMcdrdLQ0UNRnj8rHrxl0onWboJ+36g7nwczUdrzR16p58O3v8DqmeX89IMXpG0fisTinGjtJhyNE4snyA/6mVToROWNddTUeIjIi6q67lyv89QRJiIbgP8A4sALqvpXItIGvOS+5G2q2iwi7wU+CTQD71HV5M0H61E+n6Qs8icbvFLXwR921CIC59WUUV4UZM3Mckrzg2PuoS4I+UedNHHvyQ4aO6OsmVV+VofR0eYw92w5hiq8ccVUlkwdexhsXsDP3KqJOxuLF/xxZy1/3l1PZXEen33topyeGUxEkj4sbKIKBXwpa6sPN3bxg8f2E08ot1w8l2XTkhuK7/cJc9LcLkV7E/z6peO0hWMcbOziDctrhp3VzBgzenVtEToiMaaU5hMKDH5TM9ZOikONXfx663FU4dqVNSwc46xmA400efRjrzaw9WgreUEfF8ytIJGANbPKc/YhbjJk2/C9wRxv7eZ/XziK6untubSmdEzD+5LREZMLUjUTaC57zeJqvv2uNXzqF1t474+f47ab1iV9f1JVXjnZwZN7G3libyO7TrTT2Nkz6GtDAR+LphSzckY5VyyazMULqihKw4PEkcqekozMYeBKVY2IyM9EZAWwQ1Wv6HuBiASBjwGXAW8HPgp8IxOFNenT5ibEbOqM8vArJ6kuySeR0LQO4Wro6OF3251E5u2R2FkzxrR1x07NzpbrybANPHOgieOt3Zxo7aaxM8LMCuu4MZm1/XgbB92k6i8dbUl6x1QmxOIJwtE4R5rDhKNxEuoMLc3lBzHGpNPR5jAP7KoDINKbSGq+Jjjz2qg9kv5ro77rx7q2CA/urKMgFKA3njhrSKPxlnZ3v1JV/rizlqmlBeyr7+QvLpqT6aKZCeZNK2vw+9Zy610vcd33nuKb71g17pyD9e0RntjbyJP7nH99E3XNm1zElUsmM6uikGnlBRTlBQj5fXTH4rSEoxxuCrO7tp37tp7g588doSDo500ra3jPhlmcP2v43H3p4KmOKVWt6/drL07k1FIReQJ4CvgisAins6pXRB4Cbkt/SU26rZ5ZTjjaS1Nn9NRsU+kOVQz4BJ8ICdVB86ssrSmlNRwjlkiwetbo80oZb1k1o5zWcIzygiCTiuxpm8m8xVNKmFZeQEKVpeOI2MwmRXkBXn/eVP6QqCUSi+MTmZB5X4xJlaDfhwioQtCf/GPrvGmltEdibu679F8bXbF4MgUhP36BHcedARbBIaLCjHcsnlJCS5czm/ruug6ivQmLgjMZ84blU/nf8ov45M+38K7bnuUd62bwqSsXjjj6MBzt5bmDzTy5t5En9zbyijvZREVRiIsXVHHpgiouWVg14qi2aG+CFw4189vttdy39Th3v3iMixdU8ldXL2LdnIox13O8PNUx1UdEVgJVqvqyiCwEWoAfAm8GmoC+oXttwFndfyLyEeAjALNmzUpLmcerLRxj14k2ZlUWpmxGCC8LBXxcsbgacMLCI71xFo8yHLyzp5ftx1qZVlYwpuEok4pC3LhuBs1dUZYMMpTE7xMuWWhP4CaKt66ezpKppVSXpiffTp999R00dAw+nNSMXyQWZ+vRViqKQixK0pCTdFk0tYS/vHIB8YSysHrkiYSzXWVRiA1zKsAHcyqLqCq2jmBjhtIajvLyiXbmVBWN6CZmalk+bz9/Bu2RWEo6tAN+H5cuHHsUVrQ3wUtHWigtCI5pprDywtCpCPeFU0oIR0d//WiyRzjay9ajrUwtzT8V9Xb+7EkcaQ4zfxQJ9I1JthUzyrj/1kv51oOv8tNnD3PPluNcNL+Sq5dOYfn0MqaW5VMcCtDlBlrsb+hkd107zx9sZsexNnoTSijgY/2cSVy3ZgmXLqxiWU3pmPKRhgI+LlpQxUULqvj7Ny3ll88f4YeP7eeGHz7Dm1bU8KU3L8tI5LnnOqZEpAL4T+AdAKra7C7/NbAG+A3Qd2YqBVoHfoaq3oYbSbVu3TpPodTb9wAAIABJREFUZH//w85a6toibDnSwkcumz/kGH/DmHOcPPTySQ42duET4QOXzBlxfoL+ppUX2BhsAziN/mimzE6Gxk5nOKmqMzwhVbPHTWRP7Wtk+zFnyuSyDd4bMpaLF+a/euk44Wic0oIglyxI7jAjY3LN77bX0tDRw0tHW/noZfNGFF2ezTmFnt7fyEtHnEv90oLguBJdW65E7/vz7nr21XfiE+Hmi+dQVhCkvDBkE2OYrFAYCvAP1y7jQ5fO445nD/HbbbV8+b5dQ74+6BdWzijnI5fN48J5layfU5H0nLXFeQE+dOk83rNhFj9+4iDfe2Qfj73awN+8cQnv2zALkfRFoXuqY0pEAsCdwOdVtU5EioCIqsaBi4EdwKvAchHxA1cDz2aswEkUcHtD/T4npNokX8Df9x1jQ0GMJ/lFEARFCQVsH06Fvps4EWsnskXfdkjFMCNjck3w1LWOpPWGI1WC/drkgLXJE17f/u0T558x2WhqWT6ff/0SPve6xdS2Rdh1op2mzh66onGKQn7KC4PMm1zMnMqitAWjFIYCfPqqhbx19TT+4dc7+cdf7+SxVxr4txtWjmnSgLHwVMcUcCOwHvi6ezL9IvA9EekCDgBfVtW4iPwX8ATOEL/3ZKqwyXTtymm8erKDGZMKbIx0irx22RRmVRQytTR/wk8Ja7ypbzhpU2eUpTU2FCEVLllQRWVRiPLCoA0ZyxI3rp3JoaYu5k62aAdjzuXNq6ax92QnMysKc6Jz/cJ5lZQVBCkr8F4Eq0m+K5dMYVp5AdUl+WMa+WBMOolI1o22mV1ZxO23XMBPnj7E1/+4hzd++3F+8L61aUmO7qm7b1X9BfCLAYvPH+R1dwB3pKVQaVIQ8rNqpiXMTqW8gD8jiTeNSaZsO8HlGr9PWD49vUM0zfDKCoOsKrS225iRKAwFcup60tpk018o4LNreWPGyecTPnjJXDbMreATP3MStn/tbSt42/kzUrpeT3VMZaOOSIx7XjxGNJ7graun29OaCeyFQ808s7+JhVOKecPymkwXx2TYyyfaeXjPSaaVF/DW1dNz4sm0Sb0HdtXxal0HG+ZVcsHczM2M4iVP72vkxcMtnDe9lCuXTMl0cYzJOnatOjo7j7fx6Cv1zJhUyFtWTRtTcmEzfnvq2vnz7nqmlOZz3eppaZ9t25iJbvn0Mn7zyYv5+M9e5LP/s41XT3byhdcvTlmbaEf4OB1uCtMSjtHVE+eVuo5MF8dk0HZ3xoTdtR1EYvFMF8dk2M4TbcTi6rYR0UwXx3hAtDfByyfa6U0o24+dNW+HGcI2t+3dfqwNVU/MZ2JMWtm16ujscs/fBxu7aO2OZbo4E9bO4+1EexMcbQ7T3GXXUcZkwqSiEHd8cAPv3TCLHz62n8/dvY1YPJGSdVnH1DjNriykoihEUZ6fxVMtp8tEtnJGGQGfsLSmhPxgcmdMMN6zYnoZoYCP2ZWFTLLZYMwIhAI+lk0rJeATG4owCqvctnfljLKcSOZsTLLZteroLJ9eRtAvzK0qorzA8hRlSt911KyKQiotp6MxGRP0+/jqdcv57GsXce+W43z8zhdTEoRhQ/nGqDUc5Xfbawn6hRvWzqAob2xfZSQW58GXTxJPJHjtsqkUj/Fz0i2RUM+HNndEYvx+ey0JhTetrKE0P4Aqo65XXVuEx16tZ3JJHn955QK7McpS6d5nS/IDVBaFqCrOS9swvnhC+eNOZyrwq5dOyeopvr2qoaOHR/bUM6koxFVLqpO+TxWFAuSH/BRY5/aIxOIJjraE2d/QQWlBkEgsbg8GzIQRicV5YFcdqs4ELkNdi5bkB/mLi+aMa12Pv9rA3vpONsytOGdOp0xeI8bdiNMtR1pZWlPCRfOrRv0Z500r47xpqclblUgoD++pp7kryhVLJlNdYsMqB3pkTz0HGru4eEEln3zNgmFfG08oD+0+SVt3jCuXVGfVpCR9Ebx2X2BygYjw6asWMqkoxJd+s5P3/7/n+e9b1ie178IbvSBZ6OUT7TR09ACwr75zzIkk99R1sL++E4Adx9rYOL9y2Nd3RGK8cLiFKSX5LJtWOqZ1jtfO423umO883r52hmdnCXz1ZCe1bREAXjzUzIHGLnp6E1y3ZjrTR5E8+rmDTZxojXCiNcLSmlJqykafeHrr0VbaumNcMKeCgpDdVCVTJBbnrs1Hae+O8cYVNSyoLk7Lep/e30RtW4TatgjnTStNy9O+uvYIe0867cmWIy1p65jq7Oll86FmJhfn5XwS2s2Hmjne2s3x1m6WTC1J6ncc7U3ws+cO09wV5VBjFytmrEjaZ4NzQ7T5UDPxhLJ+boVn2+7+DtR3cuezhznRGuFIc5hVM8tZnUOJnY0Zzsu17Rxo6AKca7MN84a/hhyrnt44Lx5uAeC5g83DtvP376xld20H58+exOWLJo94Hbtr26lri7B2ziRKxzCbWjyh3LPlGCdau2nuijKpMMTzB5u5cG5lVj1IPdYS5oFddfQmlFBAuG5NapMJe01nTy9bjzpD2TcfbGbJ1MHvdcLRXp4/2Ex3NM4ed3jqC4daeMPyqWkr63BOtke4Z8sxAj7hhrUzqSiyyHmTG266cDZlBUH+6q6t3PKT5/nJLRckrXPK+1elGTKnqohQwEdByD+uG5OasnyCfsHvE7p6enlqX+NZoXFt4RjPH2ymoaOHR19pYOuRVh7YVUdTZ894qzEme+o6SKhS2xbxdO6cWRWF5AV9hAI+/H6hI9JLtDfB/vpOth1t5el9jfT0njtMsW/7l+QHKC8Y/YnnaHOYR/bU88SrDdz+zCE6IpbPIJnq2iI0d0XpTSh7T6Yvt0ZVcYjDTV3E4om0TVlcWRSioiiECGnrgAN4aPdJ/rijlrtfPHqqwz6Tdh5v48m9Z7elyTBzknO8F+X5U3KhmXCfsCZSkCvp5dp2frP1BL/ddoKXjrQk/fMzQoTmriidkRh1bT3kB+yyxkwcU0vzqW+PUNvWndKE5iG/jzlVTtu3aMrZ55aEG6W083jbqU6C3bXtI/78lq4oD+yqY+vRVh7ZU3/G30banrd3xzje0u1Evrv9UPMnF2dVpxRAa3eMurYIJ1q76Yj0jvr9kVicFw41c6QpnILSZV5h0M+MSc4D3gXVQw87fWpfEy8daWX7sVZi8QQiMLOigEgszjP7m/j1S8cyep470NBFTyxBV0+cw01dGSuHManwllXT+Pa7VrPlSCu3/OR5unpG35YNxiKmxmhaeQEfvWweInLGMJ3Nh5qpbYtw0fzKEYWTTinN54OXzONoc5jf76gFnKfmr1lSfeo1v9l2nKbOKFuOtLDQvdkM+oVQhi7AV88sp7mrh5qyAqqKsidkdrQml+TxkUvnARCNJzjeEqGnN05JfoCH3Quj3oRy2Tme+J0/axLzJxdTEPSPaZsUhPwoysu17dSE8/nDjlreuX7W6Cs0TluOtHC0OcyF8ypzasaeaeUFzKwopDUcZcWM9EXzdER6mVqaT8AndMfiaTle84N+brpwtvskNn3tw85jbbx4uIWCoJ/uaC+QuXbhRGs3f3r5JOA85b9qaXJnaVsxo4zZVYXkBXzkBZIb3RgK+HjXBbN4+UQ7F50jenYs6tt72N/gRNQdb40k/fNTre/8unFeJZNLnH1sckkI1AkxV1Uml3r3nGTMaDV3RZnkdpA3h6PMoSgl6xERrls9nWg8MWi7t/VYK4+90uC8FjjY2MXVy0be9oYCPoJ+H9HeBEWh07cmo2nPywuDLJ5awrGWMNesmM2cqsKkt9HJUFmcx+pZ5cTiCVaMIZfgI3vq2VPXgU+Emy+aQ1mhN3NgDdaeg5NO44a1M4bc1/oUuaMLCkIBblznpFQpzQ/y++21/Hn3SU60dbN6Zjkl+cG0Pqjrs2RqCa+e7MDvk4ysv7+n9zfS1Bnl0oVVlFvOU5Mk166chircetdWbvnJZn5yy/oxpzbqYx1T4zBw2tKGjh6e3NsIQDyR4PoRhucWhPyUFwURAVXIC575udLv/8sXTWZWhZPEMl1RGAMtqC7OeCObLH3bMOD38Z4NTmdQXVvk1LYYaa6SsnEkx6wqzuOd62bSGenNWI6xtu7YqYvKnliCd6yfmZFypEIo4OOGtekPlc8L+MlzOysDaXxi6/MJoTQ/IU5ogsJQgJBfiPSmZqaOkQoFfPhESKimLNfQWIaZjNRrFlfzmsXV537hGMyoKGBZTSkJVeZVpeYGNlUaO0+fX3vjCd52vnNMFwQDlBYEiCUSFOYFCPosYspMHPlB/6khufkp7oQRkSE7Ck6fcZSWcIy5VUXUtXWP+LOL8gK8+4JZNHX2MG/y6evL0bTnIsI1K2pGvM5MmV5ewHs2zCISSzB3vO1wdgWDjdhQ7Xmf4fa1PhvnV1Jdmk9pQeCMPF0iEPCf/mLyg5k5J0wqCo07r1syHG/t5rkDzQD4fd44Rox3vHnVNMDpnPrAps1suuWCcaWksY6pJCrOC1AY8hOOxplcfO6Ik3hCEZwbyeqSfN65fiYdkV4WTD6z0+ctq6ez92QHc6qKCPh9LJxiM6qci6oST+hZnYcjMbUsnxvXzSTc05u2Drjpkwr52OXzOdzUxfxhQpdTJT/ooyQ/QEekl6oSe5qSDFctrWZ2ZSGTS/LG/QQh212+uJq2cC8VRcFR5WdLhariPN65fiZt3bFTEabGsWhKCW9fO51or7IyjdGDyXDG+bXf0/WCkJ/3XjiLh3c3cN60kpw/1ozpb0F1MW87fzrxhJ7RoZNuq2aUE/T7CPiFFw+3UN/ec+o4TSQSRHsT5IeGPzYr3KHo/eVqez6SXKThaC+Fg3xnr1lSTXVpPtUleeN6KJpJQ7XnoyEyeCTSlUuqmVKSR6Q3zozywgmfXL40P0Be0EdPLJFVieFN7njzqmkkVLn1rq18/GcvcttN68Y8asOu4JKoIOTnpo2zaeuOMfUcQ6GONof5zdbj5AX8vGP9TMoKgtSUFTC5OEFPb+KM3saygiDr5lSMu3zxhHK8pZuqktCgJ7tc0dXTyy83HyXc08ubVtaM6WItEzfXCtz2+AHC0Tgfv2I+lywcedLQc2kNRwlH40wbol55AT/v3TCblnCUmjLvnsTjCaWnN54V+3fQ72N2ZfqHErRHYrR3x5heXpC2mWDaumMcauoiHMsnBamRRm1qWT5TU7gfd0fjBP0ypo7vTNrf0Mm/P/gq8YTy+dcvZuUYhpFkSn7Qz/VrpnO0JcyaAcnNAz4fdR09FDT6s+b4N+OXTe15JvTluDzXOWR25bmjbo63dlMcCqRs2JfPJ6cSos+rKqahs4cpJXl0RGJ88d4dNHVGuenC2VyzcvTRGqluz8cjFk8QTyQ/OvfL9+1iT207ly+ezCeuOHNWuvygn7WzJyV1fWPV1NlDb0JHnf4hPzjy+6X+OiIxWsMxZkwa+vomP+hn7ZwKjjaF+fJvdxLtTfDxK+Zz8YLkXVN7SUl+kPdvnENnpDdrjyPjfW9dPZ1wNM4X793BrXe9xHfetWZM18gT82yfQoWhwIguog40dhGLK7F4L8dawpQVlBGJxfn5c0doj8S4asmUs/LhdPX0svN426mcOaP14K46Nh9qpqGzh3eum5nUjo9sUtsWob3bSSC+r75zyI6pTvf7nDGpgBmTkjt7mary+N5Gmjp7uGzR5BE9pdh2tJV2NxHm8webk7Z9mrui/OzZw/QmlMsXT+b8WYNf0BSE/BSEMhvtMh7R3gS/3HyEps4oly2afMaF2776DlrCMVbNKE9b7qUHd9Xyvy8eZ0Z5AX/3pqVpmQGtIxLjjmcOE+1NsGFuBRctGP002WPx/IFmAn4fzV1R9jd0sGpmdlw0p8Iz+5vY9PRBJhWG+Mdrl1KUl9wbvZPtEQ42drF0amnSbyJfOOTMYATObKJe6pjqjsa596XjdEfjdER6uaLfcMc7nj3M0eYw9W0Rdp/oYO2c3N3/Jorh2vNcsf1YK6/UdbBm1qSzIj9OtHZz75ZjiAg3rpsxrqiPFw4188TeRoJ+4X0Xzk5pjpl99Z20hKOsnFFGwO/jlaOtpybEePZg05g6pkYiEouz/Vgb1SV5zHGHx8UTysN76glHe3nNkuqkD8Fu6Yryy81H6Y0neMvqaSPqIByJzkgve9zE8VsOZ+8kFcdbu7n7hWMkVLlmRQ2Lp44u2n+o+6V99R08e6CZgE+4eEHVqfudcLSXO589QiQWH9GMjy8eaaEj0kt9ew/fe3gfRXnBCTtja3FeIGOpQszE8e4LZtHV08tXf7+bguAOvnHDylFPPuGtx705xJk+PsT08gLmVTkXJE1dUdq6Y6jCgcbOs97zp5dP8vT+Jn710vExZb9vDkc50hymvr2Hp/c30dzl3Rn1hjOzooBZFYWUFwaHvfF6YGcdz+xv4ldbjid99q4TbRG2HG7hcFOYZw80jeg9G+ZWMLvSyR+WzOlu27tj9CacMJaWHN3mAK3dUZo6nfodbDw9A0pdW4Tfbqvlyb2NPLW/MW3leWh3Pe3dMV6ubedQY3pmZOnqiRN1czw1p3HGzGtW1FBWEGRpTSlLa7w1RGy0Htp9ktZwjIONXew4NvJZp0YinlDufvEYz+xv4rfbTyT1swGuWFzNtPICqkvzeN2y7JhSe6TC0d5TnWr9Z4Ota4vQHU0Q7VUSqjR3ZX5WSDN+Q7XnuaI3nuDhPfUca+nm0Vfqz/r70eYwsbgS7U1wrGXkuZoG03etF4vrmGaBG6n6jgi/3XaCJ/c2nsoftHJGOYunllBWEOSa5anLbfPInnqe2tfIb7aeoNVtH/Y3dLLzeBsHGrp48VDyO3hOtHUTicXpTSiHkzhDXnF+gMsWTaYkP8Abzsvedro1HD01e2yy7ifq2iLc8+JxfrvtBM8caOLRVxtO/S0cjZ+6Vh/JtexlCydTXZJHKOBj/uRiDjScfV9ljEmuD106j1uvXsg9W47xld/uQkc5jMK6TzOkqjiP92+cc8aymtJ8ltaU0NAZZf0gQ/f6olZ9Ar5RDNHZ39DJrhPtzJ9cTF1bhKbOHiqL8yjKy77ZSpIhL+Dn7SNIdt2XIzcVUwmXFwRPjZ8fSS4BgLLCEP92w6qkl2V2ZSEb5lXQEellwzxnpq+XjrRwrKWbDXMrqM6RGfgmF+exYnoZtW3dXNDv+PEJp5LZj+a4Ga8L51XS0NFDdUkeMyvSE4k2tSyfSxdW0dDRw0Xz0xMtBXDRgqq0RWf19+LhZk60Rtg4wllQk2HjvEoONHRSVhBkSU3y88H17aP+FLRLFUUh3ryqht746IdeZFplcR5XLJ5MbVuEC+ednrHQJ7BqRindsTjTywuYWZnc6FeTGUO157ki4PcxpTSfurbIoNcIy6aVcrg5jE+EJaOMRBlo4/xKEurMWjdjUurORYKcPte67Vco4OOf3rr8rNc+f7CZ+o4IF82vOiuv1JjW7babIqd/rip2OiVi8URKhjDNn1zMnKoOemKJpOfs++RrFpz7RRnQ3BXl6f2NTCnN5/xZk2jsjBLrTbBmVnIikXwCwYDQG09wvKWbSxacjp+oKs7j8sWTOdkWOXUtO5yK4hD/+Z7z+dPLJznZ0TPofZUxJvk+c9VCunp6+Z8XjvHRy+ePKj1OznZMich/AOuALar6mUyXZyR8PuENwzxRev15U9ld205NWcGoMt4/sKuOnliCo81h/vp1i2ns7KEkPzCu3DfhaC+bD7VQWRQ6lVfAa95wXg2769qZXl6Q9PwARXkB/uKiOYSj8aRcdI2HiJzRSdEWjvGoOwNfdyzOO9blxgx8IsLMikICfmFS0emQ/erSfK5fM5227hjLakrTVp6rl00h4BfmVhaRH0xfU5uMfHRe0NTZw+OvurP6DJgFdcexNlrCTgf/eGYHGczVy6Zw/uxJFAT9Sf9sv88ZtnOkOZySRL+7a9vZdrQNcHIXjuTiPpusmTWJNQOWVZfms6SmDJ/PR0VRiMmW3NVzDjR0crg5zKoZ5afOlyLC1cumjOtzd51oo7EzyrrZk7IyKf6Na2fQEo5ROcg1Qkl+MGnn5pL8YFKjsIcyuSSPt62ZQUs4yrJpQ59r69sjPLWvbwZr5a2rpw/7uYmEsvlQMwqsn1MxaKf9lUuqmVqWT1Vx6FRC8IqiELdcPIdobyIlwxedvHfpn/E3k57Y28CBhi72nuxkdmXhOYfTjVZ1aT7XLK+hri1CSX7gVJ61PkOlohiKiPC6LIg621ffwdGWbs6fOSlled6MyRYiwt9ds5RbLp47ZG7joWTfmToJROR8oEhVLxWRH4jIelXdnOlyjVd+0M+aUTbKAFVFeRxv7aaq2DkxJyOy4PFXG9ntjoGfXJLnuafv4ORUGu1JbjTyg/6UTVc/HvkhH8V5ATp7ek/tE7mgNRzljztrUXWScfe/2E1W7ofReHh3PQcbuzjQ0MWsiiK7GEmyon6z+lQWnW7Tjrd289Duk4CTp2a8N7eDSWVnc1VxXsqivyqKQvhEUJTKHOrAWVJTSjgapzDkz8oOCDO0SCzO77bXEk8odW0R3n3BrKR8bn1HhAd3Oe1AuKeXN2bhFOkBv2/MM5Jlq1mVhcw6R9RicX6A/KCfSCw+orZu14l2nt7vpEQIBXyDXreFAr5B8wc5eYxGWHhzTlXFeRxo6KIg5E9ZzqIF1cUsnlpKe3eMqhHMcJ7tOnt6+f32OhKqNHVGuWEEIzqM8ToRGXWnFORoxxSwEXjI/fkh4ELA8x1TY3X9+dM52R5J6pSphW6kgN8n5KUpmbRJjryAM716SzjGtByaoSPo9xH0+4j2JrJiFqe+aJqg30cwkL4hhBNFftDP+y6cTWv3mftxfsCHT4SE6ql2yjhmTCrkpo2ziSc0p26IL1tYxYLqYsoLgln5MMAMze8TQgEf3W7HYrLk+f0EfEJvQsm3diCrFIYC3LRxNu3dsRHduPSPTLU2PbMuml/J3KoiSguCKbvOCvh9vHfDLBo7e5g2wlQY2SzgE4IBoSdm1yTGnEvm795SoxzY7/7cBpzX/48i8hHgIwCzZiXn6Vw2C/p9SZ917pIFVUwty6e8MJjSGV5Maox09kgvKcoL8K71M2nsjDJ/cvojpAa6akk1cyqLqCoO5dx3nS2K8gJnRchUFufxrgtm0t4dY/4QM3JOZJkeWpwKIjKqHAYmewT9Pt69fha17d3MrUpeu11WGOSdF8ykNWztQDYazSxhC6qLefv5M0ionppxz2TGWKMgRis/6E/6fUum5Af9vHv9LE52RKwtMuYccvVuqRXoG+Be6v5+iqreBtwGsG7dutGlizeAkw9r0ZTkJ/41Zjwqi/OyZohSwO8b9fTJJjmmlOZ7cnixMRNRWWEwJUOdq0vykxopbjLnXMMDjclmk4pCTMrBh0LGJJuMdho/L3BzTH1UVT8qIt8HNqnq80O8tgE4PMKPrgLSN998eky0Op0PbEljWZItF7fXuYynzv2390T67iZqXdN5fHv5O86Vsk+E4ztX6wWjr9vA4zvT300m1z8R6p6p67VMf7dj5fVye/36fDS8uq3GYqi69m1vr30XVt6xma2q55wtIScjplR1i4hEROQJYNtQnVLua0c8pYSIvKCq65JSyCxhdfKWXK7bUJJV54n03Vldc3e9yZCLZfdynYaTq/WC8dct099NJtc/keueal6tm5XbOyZSnc9VV699F1be1MrJjikAVf1MpstgjDHGGGOMMcYYY4Zm06kZY4wxxhhjjDHGmIywjqnRuS3TBUgBq5O35HLdhpKsOk+k787qmrvrTYZcLLuX6zScXK0XjL9umf5uMrn+iVz3VPNq3azc3jGR6nyuunrtu7DyplBOJj83xhhjjDHGGGOMMdnPIqaMMcYYY4wxxhhjTEZYx5QxxhhjjDHGGGOMyYicnZXPGDOxich5QFxV9/RbtkFVn8tgsdJCRD6pqt/LdDmSTURqVLVWRAR4K7AUOAjcraq9KV53zuxPXtk/htvewCrgQmAS0Ao8q6ovZKywxhhjjBmWiKzFzt1mCJZjahi5dvCIiB+4jgF1An6d6pu6VMq17dQnV7fXuSRje4rIN4EpQC9QCXxAVRtE5GFVvTLZZc4kEXkC6GvIxf3/PGCnql6WmVKlRt/2E5FvA93Aw8BqYJ2qviOF6/Xs/uTl/WOY7f0h4CH3XxtQClyN03H46UyVd7xyuc1PUru+RFX3iEgI+AiwHNgPfF9Vu5Jd5gHrLgY+hlOHck5vmx+pakcq1+2uP5N1z+X90rN18+q1r1fLPVZe3sfGYrjtKyL/AeThkXO3F7ed148v65gagtcOnpEQkTuA7cCfObNOq1T1fZks21jl4nbqk4vb61yStT1F5DFVvdz9eSXwHeDzwNezvSNhtETks8BKYJOqPuou+6OqvjGjBUsBEXlIVa/u+7/f8kdU9TUpXK9n9ycv7x/DbO9WVS0f5PWPZ3tn23Bytc1PYrve11H5A+Aw8GvgYuBaVb0++SU/Y933AXdw9rZ5v6q+OZXrdtefybrn5H4J3q2bV699vVru8fDqPjYW59q+Q52js/Xc7bVtlwvHlw3lG9raQQ6SX4nI4xkpTXLMUdWbBix7yX2i7lW5uJ365OL2Opdkbc+AiIRUNaqq20XkeuBOnEiRnKKq33Kfon9IRD4G/DzTZUqh20Xkx8BREbkTeAyn0yXVT4M8uz95fP8YanvvFZEf4lx8teNcfF0FbMlYSZMjV9v8ZJ+nl6rqx92f94jIwO8sFSqBe1Q14f7eIiL3ALemYd39ZaLuubpfgnfr5tVrX6+Wezy8uo+Nxbm27wseO3d7bdt5/viyjqmhee3gGYnfiMjvgEdx6lQGXAb8NpOFGqdc3E59cnF7nUuytudf4Qy3qAdQ1RYReQtwYxLLmjVUNQp8X0RuA24CtmW4SCmhqneIyJ+B1+MMrQsAP1bVVNfX0/uTV/ePYbb3p0RkDbANLDz2AAAXY0lEQVQRWIQTrn6bqr6UudImRa62+clq16e5NwQVIlKuqq1up2tJcos7qO8Bj4rIdk5vm/OA76dh3ZDZuufqfgnerZtXr329Wu7xuG/APlYKXE7272NjMez2VdXPeuzc7bX2wfPHlw3lG0a/g6eM0+M0s/XgGRERqQIu4HSOhM2q2pDZUo1PLm6nPv22V1/dXvD69jqXXN6exhgznFxt81PVrotIEJikqvXj/awRrCuAczPVd/30aibzjKS57jm5X4J36+bVayWvlns8+u1ja4F9wD5V3ZzZUqVGrm1fr7UPXv/+LWJqeD73XwDwu/88TVUbgT+IyHKc5JlzgKw9wEYo57YTnEq6dzlOAzMJaAGKRCRrk+4lSU5uT2OMGU6Ot/njbtdFRIBrgDjwoKomVDUmIhuB3ySzsIOsu1xVW4GXReRanKfm+0Xkbk3DE14R+TTwO1U90LdMVWO4UZwpXnfO7pcer5tXr5W8Wu4xEZH7VfUNIrII2IBzz/VpETmuqn+b4eKlQs5sX4+2D57+/i1iaghuArEQZyc880wCsYH6NY634oT2/R4neaZnG8dc3E593KR7Ozg7iV1WJt1LhlzensYYM5xcbfOT1a67ecYO4cyOeRXwIVV9RdIwO2a/5OP/ihMx9Ruc66cZqnpLKtftrv8AzhDcqcD9wL2quiPV63XXnZP7JXi3bl69VvJqucejX9vxGPCavjx1IvKkql6S4eIlVa5tX6+1D7nw/VvE1NA8n0BsECH3/+s53Tj+UESezGCZxisXt1MfryXdS4Zc3p6DEpE5OE/Cl6fzvSa9RrutRORmnKiQE+7vh4B1btSryU252uYnq12f0Xcz4OZL2yQi30tKCUfuInVn6ATud2820+Gwql4vIoXAG4G/EZElwMOq+oUUrztX90vwbt28eq3k1XKPxzIR+SkwH2fGtG53eX7mipQyubZ9vdY+eP77t46poXk+gdggcrFxzMXt1MdrSfeSIZe3Z9qISCCLw4zNyNwM7AROjPQNtt09L1fb/GS16z4RKVXVdlU94Q6puw0nb0uqne/ejCztl3zcBxSnYd2nqGoYuAe4x815ldJIMVeu7pfg3bp59VrJq+Uejw3u//+IE+2JiBS7v+eaXNu+Xktc7/nv34byDcPrCcQGEpHZ/X494eZmKAYuVdU/Zqpc49VvO/UlJH3Gy9upP68l3UuGXDvuzsWNpLkfeA5YA7wKvB9YCnwL58anEbhZVWtFZC3w30AYeBJ4o6oudyNs3oTT0VyEczL6N5yn6wp8VVXvcvO0DLb8CuD/A04Cq4F7cUKYPwMUANep6v5Ufhe5bJjt/DngzTjf8dPAR4G3A5uA4zgPEDYCu4Hb3dcGgRtVdY+IfAWYhpMvsBH4APADYB3ORfBnVfUREckfYvnNwHU4eQiWA9/Eia69CegBrlHV5lR8J+ZsudrmJ6Ndd4+hFlVtG7D8QlV9NklFHU15CoGFaZgVFBFZlY71DLP+nNwvwbt18+q1klfLbUZmsHsyIODVZO9eS1zv9ePLIqaG5+kEYgOp6mH3pvZCYJKI9O2wnu2UAnAPuDMOOhFZn80Nx0h4NOleMuTUcTdCi4EPqupTIvLfwCdxhty+VVUbROSdwL/gdDr8BPiUqj4mIt8Y8DkbgZWq2iwib8fpYFoFVAGb3XDei4ZYjrtsKdAMHAB+rKoXiMhngE8Bt6bqC5ggBm7nTwD/qar/BKfyGVyrqneLyF8Cn1PVF9y/ATSq6vki8gmcDq0PuZ+7FrhEVbtF5K8BVHWFO9TnQTfp6ieHWA5Oh9QanE7NfcDfqOoaN1/B+4H/m9JvxQA53+aPu11X1UMiskKcZOeTcDrRH0xXp5SIrOD0tulbd1o6i1R12xDrH3FE5Vjl8n7p8bp59VrJq+U25+BGkW5z/51ajPNQ7rUZKdQ4iDcT13v6+LKOqSEMSCC2Gycc7hYReb9XEogN5NYpDyfEbw+5USffYIuB/4MHG8EBNuFErPycM5PYbQKyLuleMuTicTdCR1X1KffnO4G/w+ks+JPbIeEHakWkDChX1b68JnfgRD71+VO/6JZLgF+oahw46eZCWT/M8nZgs6rWAojIfuBB97N2AK9JdqUnoIHb+dPAQRH5AlAIVAC7GDpM/F73/xeBt/Vbfp+q9g3NvgT4LoAbUXUYZ4r7oZYDPKKqHUCHiLT1W/8OYOVYK2tGbRM52OYnq10Xka/hRBZuw2kfFwAbReQpVf1p8kt+1roLga391n2hiDyd6nX3W//Auqdr/ZvIwf3StQkP1s2r10peLbcZsU5g4IMCwbvXEZ7KzZwLx5d1TA3N8wnEBpGLdeprBMX9XfF2I9if15LuJUMu7qMjMXBMdQewS1U39l8oIuWDvLa/rv4vH+I1Qy0HZ+hWn0S/3xPY+SIZBm47Bb6Pk9T8qDssb7icf33bI86Z28O2e27I1TY/We36elW9yv35v0XkT6r6WhF5CEh150wm153p9efqfgnerZtXr5W8Wm4zMruB6wcZbv2nDJVnvLyWm9nzx5ddcA7N8wnEBpGLdcq1RrA/ryblHI9c3EdHYpaIbFTVZ4B343S2frhvmYgEgUWquktE2kTkElV9EnjvMJ/5OPBREbkdJxLnMuDzOO3+YMuXpK56xjVwOz+JM7SyUZx8fzcAd7uv7QBKxrCOx3H2i4fd8PNZwCvDLD9/HPUxyZWrbX6y2vV6EfkbYDvO8KuX3eXpGKqQyXVnev1DJQC+Lw3rTjWv1s2r10peLbcZmWs53XnT3xsHWeYFXktc7/njyzqmhqCqn+2XQGwRTgKx2/Dwd5aLdWLoRvDv0l2QZFPVfxeRTZxOynkU2OSFpJxjNWAfXYi7j3opcd8Y7Qb+QkR+BOzFGXL1APAdd/heACfPzy7gFpwn5mH3NUP5Fc73uA0nMucLqlonIkMtt46p1Bu4nX+Ak9dkB3AI6J8XbxNOyHhf8vOR+r77vh04F1I3q2qPiAy1fJxVMsmSq21+Etv19+EMqViBk1C3r8Puy8kqa5auO6PrV9VviMgz7ro7gGM4EzHMS/W6U82rdet3TF3I6WPqhKr+c2ZLdk7fAKZyui0Q4DDw75kslEmOvlQQgyzP9nxtg1LVw4Ms6wSyMjdzLtzn26x8Qxgmd9H9qurJ3EVWJ29xk3Jex5lJOZ8FvJCUc8zESdB/Rp37EkAbY0yuyuU2PxnteibP95m+1shw3b8JVOMMIa4EPuBOyvGwql6ZynWnmlfr5g417Etd0WcZTgqAgUN5skbf9yoi38GZWfhhnMlY1qnqOzJbOmO8LdPnqWTwTA9aBuRaAjfI7ToJp/O3eL1OfTbhwaSc45ELifuMMWaMNpGDbX4S2/VMXsNk+vopk+tfp6qXA4jISuB/ReTzaVhvOni1br/C2fabVPVRABH5o6pm+5CphPv/MlW92v35QRF5JFMFMiaHZPo8NW7WMTW0XMxdZHXyFq8m5RwPzyfuM8aYMcrVNj9Z7Xomz/eZvtbI5PoDIhJS1aiqbheR63FmFT0vDetONU/WTVW/JSIh4EMi8jGczmwvuF1EfgwcFZE7gcdwbppzOirendikU1VtyKJJpUyfp8bNhvINQURqgCZVjQ5YHvBqSL3VyVtE5HPAFZydCPcJVf23zJUsdUTkWzhTcg9M3NejqrdmsmzGGJNKudrmJ6tdz+T5PtPXGhmu+wXAIVWt77fMD9yoqr9M5bpTLRfqJiIB4CZgsar+babLcy4iMg14PTAFJzL0aVXdltlSpZZ1TJl0yPR5KhmsY8qYLCYiVZxOhNsKvOD1RLjn0i9xX1+dn50Ayc+NMSZn23xr140xE4mI/D3wfpxJLBqAF3E64j6CM7R5H06Hoh9nts1FqhoTkVL394XAx4GP4UxY8rKqvivd9TAmnWwonzFZyn1qdzlnJowtEhHPJ8I9B5/7L4Bzwk7XdNzGGJMxOd7mW7tujJkQ3Mke3gWswWnztuB0TN2rqv/lvuarwAdV9bsi8ijwJuDX7vvucTup/haY686gW56BqhiTVhYxZUyWEpE7cBLhPsSZiXBXqapnE+EOZ0CS3P51jlvyc2NMLsvVNt/adWPMRCIitwIVqvol9/dvASeAzcBXgXKgGHhAVT8mIhcDX1DVt4rIM8CHVXWniNyPk9D61zizs3Zmoj7GpItFTE0QItKpqsUiMgcnOdoeIB/oAL6nqrdnsHhmcLmaCHc4lvzcGDNR5Wqbb+26MWaiGSzyYxNwnapuE5GbcXIKoqpPicgcEbkc8KvqTvf1b8LJM/gW4B9F5LwciJ7NWW7+tO+o6g2ZLotXWcfUxLRfVdcAiMg84F4R8anqTzJcLnOm+0Tkd5xOhFuKM8zjt5ksVIq9ICI/5OwkuVsyWipjjEm93wxo8/uSn3u9zZ+w7br7MPB3qrp8hK9/C7BMVb/WP2GyexP7oKqeGOa9Pwa+paovj7vgJiNExK+q8UyXw4zb48AmEfkazr32m4EfASVArYgEgfcCx/u956fAL4B/BhARHzBTVR8RkSeB9+BEWbWmrRZmVNz22TqlxsGG8k0QAyKmzrhIEpErgW/2dVaZ7NEvEe5anESJ+1R1c2ZLlVqWJNcYM1FZ8vPcMtqOqQHv/QqnO6YeBT6nqi8ktYAmrUTk18BMnBEL31bV20SkE/gWzkx1fw10u78XA43AzapaKyIfZkDibFUNZ6AaZgT6JT8/DBwDXga6gC+4y3YAJap6s/v6qcBBoEZVW93Oq0dw2kwB7lTVr6W7HmZwIvJ14LCqft/9/Ss4o5BuUdXlbs7Ir+FExeXhjE76kYh8H7hfVe8TkV8BLar6ARH5IDAX+Ffgf4AZOLkY/1lV70pz9TLGl+kCmKywBViS6UKYM4nI/araCCwCNuCcnD7tPoHJZZYk1xgz4fRLfn4lTg6mq4DL3engvW4it+sBEbldRLaLyN0iUigih9xOSERkndvxhIjcLCL/2f/NInIDsA74mYhsFZGCwVYiIo+KyDr3504R+RcR2SYiz4rIlJTW0IzUB1R1Lc72/LSIVAJFwE5V3QA8B3wXuMF93X8D/+K+915VXa+qq3BScnww/cU3I6Wq/6Kqi1X1dar6AVX9d1X9garOVdUrVPVTfZ1SrkuAu1W11X1/TFUvUdUVqrrcOqWyzi+Bd/b7/R04OcT6fBBoU9X1wHrgwyIyFyea7lL3NdOBZe7PlwBPAG8ATqjqKveBxv2pq0L2sY4pA05PvMk+Iff/64G3qOoP3fwjl2SwTCnlJsn9AE6SyKdxwpxvEZHvZLRgxhiTepuA+cDPgf8D/AznCeqmzBVp/KxdZzFwm6quxBnK+InRvFlV7wZeAN6rqqtVtXsEbyvCiUpbhXMj9OFRltmkxqdFZBvwLE7k1EIgDtzj/n0xsBz4k4hsBf4BJ3ICYLmIPCEiO3CGgZ2X1pKblBGR7+JE1/xzpstiRsaN+K0WkWkisgpnFt0j/V7yOuD97nH8HFCJc7w/AVwqIstwouhOikgNTkTx0ziRdFeLyNdF5FJVbUtfrTIvF57CmfFbg/P0xWSXZSLyU5wblTyc8G5wQsBzlSXJNcZMVJb8PDcdVdWn3J/vBNIxE2EU+J3784vAa9OwTjMMEbkCJxJyo6qG3Si5fCDSL6+UALtUdeMgH7GJQRJnG+9T1U9lugxmTO7GySk1FSeCqj8BPqWqDwx8k4hMwomMehyowIm26lTVDqBDRNYC1wD/KiIPquo/pbAOWcU6piY4N//Bv+OEDpvsssH9/x+BXgARKXZ/z1UTNkmuMWbCG2rCi/syWagkmOjt+sBkropzTu8btZCKh00xPZ1ENo5d72eDMpx8MmERWQJcOMhrXgEmi8hGVX3GzTO0SFV3MXzibGNM+v0S+C+gCudcndfvbw8AHxeRh1U1JiKLgOOq2gU8A9yKM2y/EqeD6244NbNfs6re6eafuzldlckGdqKamOaLyEs4F0MdwHdtRr7so6qHB1nWCfwxA8VJC1X9bL8kuYtwkuTehrVVxpgcp6rfEJFngBU45+ZjwO3AvIwWbJz6tesX4gxlaMXJoTFRhq3M6utoAN4NPInTybAW53z+9hF8Rof7HuNd9wMfE5HtOB1Qzw58gapG3Zxi3xGRMpxrn/8L7MJ5KPkc/RJnp6vgxpizqeouESnB6XCqdYM9+vwYmANsEREBGoDr3L89AbxOVfeJyGGcqKm+yOgVwDdEJAHEgI+nvCJZxGblM8ZkDXd63LMW48xgYUMRjDE5S0S+CVTjRLhU4iRKbnCfuF6Z2dKNnTsUUTkzn+UynCFLA4f45RT3RuUPOEM2LgL2AjfhdEr9P+AkTmfDOlW9wh2itU5V/3LArHxvx8k71o0zFOysPFP9Z+7rm4nZXX4DcO2ARMvGGGNMVrGOKWNM1hCRMGc/RRRgpapWZqBIxhiTFiLymKpe7v68EvgO8Hng6x7vmPossBLYpKqPusv+qKpvzGjBjDHGGJM1bHiMMSab7AauHzgLhYj8KUPlMcaYdAmISEhVo6q6XUSux0mW7enZt1T1WyISAj4kIh/DmXXQGGOMMeYUi5gyxmQNd8rUJlWNDlgeUNXeDBXLGGNSTkQuAA6pan2/ZX7gRlUdOOOPJ4lIAGco22JV/dtMl8eLRORXwNwBi/9msNmfjDHGGK+wjiljjDHGGGOMMcYYkxGDJRo2xhhjjDHGGGOMMSblrGPKGGOMMcYYY4wxxmSEdUwZk+NE5J9E5OpMl8MYY4wxxhhjjBnIckwZk8NExK+q8UyXwxhjDIhIp6oWD/P3OcBFqjrqmetE5GlVvWgcxTPGGGOMyQiLmDLGo0RkjojsEZHbRWS7iNwtIoUickhEviQiTwI3isgmEbnBfc96EXlaRLaJyPMiUiIifhH5hohsdj/noxmumjHGTFRzgPeM5Y3WKWWMMcYYr7KOKWO8bTFwm6quBNqBT7jLI6p6Sf8pxkUkBNwFfEZVVwFXA93AB4E2VV0PrAc+LCIDp6I2xhiTJOL4hojsFJEdIvJO909fAy4Vka0i8ldDvPc898HCVvdhwkJ3eaf7/z+5f9sqIsdF5Cfu8vf1e9+PRMSfjroaY4wxxpyLdUwZ421HVfUp9+c7gUvcn+8a5LWLgVpV3Qygqu2q2gu8Dni/iGwFngMqgYWpLbYxxkxobwNWA30PCb4hIjXA3wJPqOpqVf2PId77MeDbqroaWAcc6/9HVf2S+7fLgSbgP0VkKfBO4GL3b3HgvSmolzHGGGPMqAUyXQBjzLgMTBLX93vXIK+VQV7ft/xTqvpAMgtmjDFmSJcAv3BzAJ4UkcdwIlbbR/DeZ4C/F5EZwL2qunfgC0REgJ8B/6GqL4rIXwJrgc3OnygA6pNTFWOMMcaY8bGIKWO8bZaIbHR/fjfw5DCv3QNME5H1AG5+qQDwAPBxEQm6yxeJSFEqC22MMROcjPWNbmL0t+AMxX5ARK4c5GVfAY6p6k/6re92NxJrtaouVtWvjLUMxhhjjDHJZB1TxnjbbuAvRGQ7UAH8YKgXqmoUZyjHd0VkG/AnIB/4MfAysEVEdgI/wqIpjTEmlR4H3ulOPjEZuAx4HugASoZ7o4jMAw6o6neA+4CVA/5+LfBa4NP9Fv8ZuEFEqt3XVIjI7GRVxhhjjDFmPER1sJE9xphs504r/jtVXZ7hohhjjBkBEelU1WJ3qN2/AW/EGWL9VVW9y41cvR+oAjYNlmdKRL4IvA+IAXXAe1S1ud9nPwLMBVrdt9ynql9yE6x/EeehZAz4pKo+m9oaG2OMMcacm3VMGeNR1jFljDHGGGOMMcbrrGPKGGOMMcYYY4wxxmSE5ZExxhhjjMkyIvJ64OsDFh9U1eszUR5jjDHGmFSxiCljjDHGGGOMMcYYkxE2K58xxhhjjDHGGGOMyQjrmDLGGGOMMcYYY4wxGWEdU8YYY4wxxhhjjDEmI6xjyhhjjDHGGGOMMcZkhHVMGWOMMcYYY4wxxpiM+P8BN9jXeM+pfusAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x1440 with 81 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import scatter_matrix\n",
    "scatter_matrix(df,figsize=(20,20), diagonal='kde')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>price</th>\n",
       "      <th>bedroom</th>\n",
       "      <th>bathroom</th>\n",
       "      <th>lot_size</th>\n",
       "      <th>built_in</th>\n",
       "      <th>area</th>\n",
       "      <th>days</th>\n",
       "      <th>views</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>house_type</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>condo</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>single-family home</th>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>townhouse</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    ID  price  bedroom  bathroom  lot_size  built_in  area  \\\n",
       "house_type                                                                   \n",
       "condo                2      2        2         2         2         2     2   \n",
       "single-family home  36     36       36        36        36        36    36   \n",
       "townhouse            3      3        3         3         3         3     3   \n",
       "\n",
       "                    days  views  \n",
       "house_type                       \n",
       "condo                  2      2  \n",
       "single-family home    36     36  \n",
       "townhouse              3      3  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('house_type').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>price</th>\n",
       "      <th>bedroom</th>\n",
       "      <th>bathroom</th>\n",
       "      <th>lot_size</th>\n",
       "      <th>built_in</th>\n",
       "      <th>area</th>\n",
       "      <th>days</th>\n",
       "      <th>views</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>house_type</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>condo</th>\n",
       "      <td>1024.000000</td>\n",
       "      <td>164450.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>4791.500000</td>\n",
       "      <td>1975.500000</td>\n",
       "      <td>1449.000000</td>\n",
       "      <td>48.500000</td>\n",
       "      <td>613.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>single-family home</th>\n",
       "      <td>1031.833333</td>\n",
       "      <td>378236.111111</td>\n",
       "      <td>3.555556</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>257256.138889</td>\n",
       "      <td>1985.861111</td>\n",
       "      <td>2604.000000</td>\n",
       "      <td>45.083333</td>\n",
       "      <td>439.305556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>townhouse</th>\n",
       "      <td>1018.000000</td>\n",
       "      <td>164600.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>4424.333333</td>\n",
       "      <td>1999.333333</td>\n",
       "      <td>1274.666667</td>\n",
       "      <td>31.333333</td>\n",
       "      <td>258.333333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             ID          price   bedroom  bathroom  \\\n",
       "house_type                                                           \n",
       "condo               1024.000000  164450.000000  2.500000  2.500000   \n",
       "single-family home  1031.833333  378236.111111  3.555556  3.000000   \n",
       "townhouse           1018.000000  164600.000000  3.000000  2.666667   \n",
       "\n",
       "                         lot_size     built_in         area       days  \\\n",
       "house_type                                                               \n",
       "condo                 4791.500000  1975.500000  1449.000000  48.500000   \n",
       "single-family home  257256.138889  1985.861111  2604.000000  45.083333   \n",
       "townhouse             4424.333333  1999.333333  1274.666667  31.333333   \n",
       "\n",
       "                         views  \n",
       "house_type                      \n",
       "condo               613.500000  \n",
       "single-family home  439.305556  \n",
       "townhouse           258.333333  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('house_type').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "house_type\n",
       "condo                 [[AxesSubplot(0.125,0.125;0.336957x0.755), Axe...\n",
       "single-family home    [[AxesSubplot(0.125,0.125;0.336957x0.755), Axe...\n",
       "townhouse             [[AxesSubplot(0.125,0.125;0.336957x0.755), Axe...\n",
       "dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('house_type').hist(figsize=(12,4),column=['price', 'views'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x27fbe1b76d8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.scatter(x='built_in',y='price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['unit_price']=df['price']/df['area']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_price =df.groupby('built_in').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x27fbe4829e8>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_price.plot.line(y='unit_price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}