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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Energy System Modelling - Tutorial I\n",
    "\n",
    "SS 2018, Karlsruhe Institute of Technology, Institute for Automation and Applied Informatics\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "# Introductory Comments"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting Help\n",
    "\n",
    "Executing cells with Shift-Enter and with `h` there is help.\n",
    "\n",
    "Help is available with `.<TAB>` or load.sort_values() <- cursor between brackets, `Shift-<TAB>`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using one-dimensional arrays (Numpy and Pandas)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Numpy**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = np.arange(10)\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2])"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a[1:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Pandas**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "foo    0.748951\n",
       "bar    0.286110\n",
       "baz    0.274185\n",
       "dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = pd.Series(np.random.random(3), index=['foo', 'bar', 'baz'])\n",
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "foo    0.748951\n",
       "bar    0.286110\n",
       "dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s[\"foo\":\"bar\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using two-dimensional arrays (Numpy and Pandas)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Numpy** "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.28941884, 0.4004386 , 0.67028241, 0.40211146, 0.87918444],\n",
       "       [0.42221308, 0.13808648, 0.08780219, 0.96793469, 0.62714239],\n",
       "       [0.97390844, 0.83849364, 0.65386425, 0.15093854, 0.29176614]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.random((3,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Pandas**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>foo</th>\n",
       "      <td>0.390126</td>\n",
       "      <td>0.502056</td>\n",
       "      <td>0.958872</td>\n",
       "      <td>0.186866</td>\n",
       "      <td>0.860330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bar</th>\n",
       "      <td>0.042661</td>\n",
       "      <td>0.636768</td>\n",
       "      <td>0.233535</td>\n",
       "      <td>0.577435</td>\n",
       "      <td>0.909700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>baz</th>\n",
       "      <td>0.957205</td>\n",
       "      <td>0.313162</td>\n",
       "      <td>0.348274</td>\n",
       "      <td>0.542685</td>\n",
       "      <td>0.698854</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            0         1         2         3         4\n",
       "foo  0.390126  0.502056  0.958872  0.186866  0.860330\n",
       "bar  0.042661  0.636768  0.233535  0.577435  0.909700\n",
       "baz  0.957205  0.313162  0.348274  0.542685  0.698854"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = pd.DataFrame(np.random.random((3,5)), index=['foo', 'bar', 'baz'])\n",
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0.463331\n",
       "1    0.483995\n",
       "2    0.513560\n",
       "3    0.435662\n",
       "4    0.822961\n",
       "dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "# Problem I.1\n",
    "\n",
    "The following data are made available to you on the __[coures homepage](https://nworbmot.org/courses/complex_renewable_energy_networks/)__:\n",
    "\n",
    "`de_data.csv`, `gb_data.csv`, `eu_data.csv`\n",
    "and alternatively\n",
    "`wind.csv`, `solar.csv`, `load.csv`\n",
    "\n",
    "They describe (quasi-real) time series for wind power generation $W(t)$, solar power generation $S(t)$ and load $L(t)$ in Great Britain (GB), Germany (DE) and Europe (EU). The time step is 1 h and the time series are several years long.\n",
    "\n",
    "> Remark: In this example notebook, we only look at Germany and the EU, Great Britain works in exactly the same way."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "**Read Data**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "de = pd.read_csv('tutorial_data/de_data.csv', parse_dates=True, index_col=0)\n",
    "eu = pd.read_csv('tutorial_data/eu_data.csv', parse_dates=True, index_col=0)\n",
    "gb = pd.read_csv('tutorial_data/gb_data.csv', parse_dates=True, index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "wind = pd.read_csv('tutorial_data/wind.csv', parse_dates=True, index_col=0)\n",
    "solar = pd.read_csv('tutorial_data/solar.csv', parse_dates=True, index_col=0)\n",
    "load = pd.read_csv('tutorial_data/load.csv', parse_dates=True, index_col=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show the first 5 lines (header) of the German data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>wind</th>\n",
       "      <th>solar</th>\n",
       "      <th>load</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-01-01 00:00:00</th>\n",
       "      <td>0.535144</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46209.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-01 01:00:00</th>\n",
       "      <td>0.580456</td>\n",
       "      <td>0.0</td>\n",
       "      <td>44236.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-01 02:00:00</th>\n",
       "      <td>0.603605</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42502.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-01 03:00:00</th>\n",
       "      <td>0.614114</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41479.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-01 04:00:00</th>\n",
       "      <td>0.627257</td>\n",
       "      <td>0.0</td>\n",
       "      <td>39923.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         wind  solar     load\n",
       "time                                         \n",
       "2011-01-01 00:00:00  0.535144    0.0  46209.0\n",
       "2011-01-01 01:00:00  0.580456    0.0  44236.0\n",
       "2011-01-01 02:00:00  0.603605    0.0  42502.0\n",
       "2011-01-01 03:00:00  0.614114    0.0  41479.0\n",
       "2011-01-01 04:00:00  0.627257    0.0  39923.0"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "de.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The wind, solar and load files are just differently organized datasets, its the same data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(wind['DE'] == de['wind']).all()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "**(a) Check that the wind and solar time series are normalized to ’per-unit of installed capacity’,\n",
    "and that the load time series is normalized to MW.**\n",
    "**(b) Calculate the maximum, mean, and variance of the time series. **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2011-01-01 00:00:00', '2011-01-01 01:00:00',\n",
       "               '2011-01-01 02:00:00', '2011-01-01 03:00:00',\n",
       "               '2011-01-01 04:00:00', '2011-01-01 05:00:00',\n",
       "               '2011-01-01 06:00:00', '2011-01-01 07:00:00',\n",
       "               '2011-01-01 08:00:00', '2011-01-01 09:00:00',\n",
       "               ...\n",
       "               '2014-12-31 14:00:00', '2014-12-31 15:00:00',\n",
       "               '2014-12-31 16:00:00', '2014-12-31 17:00:00',\n",
       "               '2014-12-31 18:00:00', '2014-12-31 19:00:00',\n",
       "               '2014-12-31 20:00:00', '2014-12-31 21:00:00',\n",
       "               '2014-12-31 22:00:00', '2014-12-31 23:00:00'],\n",
       "              dtype='datetime64[ns]', name='time', length=35064, freq=None)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "de.index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data set includes four years ranging from `2011-01-01` until `2014-12-31`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>wind</th>\n",
       "      <th>solar</th>\n",
       "      <th>load</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>35064.000000</td>\n",
       "      <td>35064.000000</td>\n",
       "      <td>35064.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.265785</td>\n",
       "      <td>0.149262</td>\n",
       "      <td>0.692142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.239194</td>\n",
       "      <td>0.221564</td>\n",
       "      <td>0.130599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000577</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.368300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.078827</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.584236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.181354</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.688570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.394514</td>\n",
       "      <td>0.268505</td>\n",
       "      <td>0.806615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.994588</td>\n",
       "      <td>0.913781</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               wind         solar          load\n",
       "count  35064.000000  35064.000000  35064.000000\n",
       "mean       0.265785      0.149262      0.692142\n",
       "std        0.239194      0.221564      0.130599\n",
       "min        0.000577      0.000000      0.368300\n",
       "25%        0.078827      0.000000      0.584236\n",
       "50%        0.181354      0.000000      0.688570\n",
       "75%        0.394514      0.268505      0.806615\n",
       "max        0.994588      0.913781      1.000000"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "de.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "wind     0.057214\n",
       "solar    0.049091\n",
       "load     0.017056\n",
       "dtype: float64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "de.var()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 35064 time slots: 8760h*4 + 24 (2012 was a leap year!)\n",
    "\n",
    "The wind and solar time series have a maximum slightly below 1, thus we can conclude that per-unit values are given.\n",
    "\n",
    "The load time series has a unit of MW, with the mean of 55 GW, which is typical for Germany.\n",
    "\n",
    "Max, mean and variance as shown above in per-unit/MW."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "** (c) For all three regions, plot the time series $W (t)$, $S(t)$, $L(t)$ for a winter month (January) and a summer month (July). **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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I4eDVr341Xv3qV3c8/8gjj3Q8d99999n3P//5z7uONzMzo2jLOqEiFwRBEB44VdRg1Dl2WH2vxlMxFDUTRr2xxlvWPzOLFaRjYfziZRvxq1dtxlQmRg7WEFNvcOSrBsZXyMFKxyLUB4sgCEIxJLAIgiA8MJerAgA2WWFYsqBAYQgrCc4slLFrQxaf/O9X4uJNo5jMxIc2n8wPXlgsY88H78Kh08W13pSeKFQNcA6Mp1fOwarodaoWSRAEoZCeBBZj7DWMsWcZY4cYY+9x+fs2xti9jLFHGGOPMcZep35TCYIggocUWJvHEgCaAmsYe2HNLJaxY7JZUWk6E8dCkRwsyT/dfwTLFQPff/LUWm9KTyxb1SxXLHIRF5kCVEmQIIhe4PzcWIzx+jlXFViMsTCAWwG8FsBuALcwxna3vex/AriDc74HwM0A/o+nrSIIghgSjlsCa+OodLDEZPZbB45jcYjC62pGHSfyNZznEFhTGRHuWDPqa7hlweERqxz/SoIlSEiRv1KZ9myCBBZBEL2RSCSwuLh41osszjkWFxeRSCQGHqOXIhcvBXCIc/48ADDGvgrgVwA85XgNBzBi3R8FMDfwFhEEQQwRc7kqxlJRpC0nYCwpJrMf/+EhVPQ6/ucvtq9HBZMTedEXZPN4s+LcVCYOAFgoadgynlqT7eqXRoMjFGLKxzXqDTxxvAAAKGnD4U4Wa2I7s4mV+mCJv1Gz4TNA3QDys8DEjrXeEoIYiC1btmB2dhbz8/NrvSm+k0gksGXLloH/fy8CazMAZ2OUWQDXtL3mAwDuYoz9MYA0gJ93G4gx9gcA/gAAtm3b1u+2EgRBBI65XA2bRpuixOkW/GxmaS02aSDmrVDAddm4/VxTYOlDIbC+9egc3nXHAXzp967Bz50/qXTsZ040866Wygb+/vvP4A9v2ImRFcTLWlMzRKGVRLR7sEo6HgYwPKJxqDnwL8B33gX8yZNAdv1abw1B9E00GsWOHbRA0Au95GC5LQW2e4O3APg853wLgNcB+BJjrGNszvlnOOdXc86vnp6e7n9rCYIgAsZcrmoXuACaIYIA8ORcYWgqtJ0uCgdr3YhDYFliaxjysA7Pl/CO2x6BUed4+Oiy8vGPLjV7RT14aAG33nsY9z5zWvn7qEQzRWhnIhru+ppUTKyzVvXhq3o5dMw/AzQM4NhDa70lBEH4TC8CaxbAVsfjLegMAfw9AHcAAOf8JwASAKZUbCBBEESQOZ6r2gUuAGAkEcErX7wOb/i5bag3/Jns+8HpgnSwmp9l0qo+t1gOvsC6fe8xRKzQQD8a5x7PiTGz8QiOLYv7s8tV5e+jEs12sLoLrKT1t4o+HAsBQ03uqLj1U2Cd5bkxBDEs9CKw9gK4kDG2gzEWgyhi8a221xwF8CoAYIxdBCGwzv4ATYIgzmk0s45izcS0I6yOMYZ/fuNL8J7XXgQAeGw2v1ab1xfzJQ2RELNzyIBmAYSyFuwiF0a9gX99eBavfPE6XHXeOI44GiarYna5ipFEBBvHEshZxSNkgZOgUrMcrHik+6U+GRMCq0qFTPxHCqzZvf6M/+jtwEcuBHT1CwwEQfTHqgKLc24CeDuA7wN4GqJa4JOMsQ8yxn7Zetm7ALyFMfYogNsAvJGf7SVGCII455GFAdyKCGTiEWTikaFp1Hu6oGE6G28pECGdj6BPvp+cK2ChpOOXr9iE7ZNpzCyqF1jHl6vYPJ6yy5rL54JMLw5WSgosPdjH+KxACqy5RwDTh/PCzI+A8jxw4oD6sQmC6IteilyAc34ngDvbnnuf4/5TAF6udtMIgiCCjSxt7Zx0OxlPR7FcHo5GvfMlraXABdB0PrSAC6yDp0QBit0bRzCzUMY3HtZQ0U07v0gFs8tVbJtMQTObuUqBd7CMHhysIRHRQ0+tANRywOSFwOJBoHQaGNu6+v/rh9PPiNvZvcB5L1M7NkEQfdFTo2GCIAiik6LlYKW7CaxUbGgaDp8u1FpCHQER7piIhgI/+T40X0IsHMK2iRS2T4k+XjML6sKkOOdWrl3SDpsEhIMV5GANzWwgHGKIhlcPEayQg+UveasY88bLxW1VcYVRzkURDcC/EMRh5/n7gP/88FpvBXGOQAKLIAhiQGSFQOek24kQWEPiYBU1TGc7myomo2G73HdQOXSqhPOn04iEQzh/KgMA2K+wuEi+aqCkmdgynkTWIaarRj3QArpm1Fd0rwDhboUYhQj6jgwPtAWW4uI3+WOAXgLCMeDYXip24cbPPgvc+zeArj6EmCDaIYFFEAQxIKuFCE6kh0NgGfUGlip6h4MFiPydoDtYB0+XsHOdEFYXbcziiq1j+MQ9B5VVxpOhgJvHkh3HOsh5WJrZWDH/ChAuZXIIjvHQk58VtxsuFbeqBZYMD7zgF4DSSUArqB3/bODUEwA4cOrJtd4S4hyABBZBEMSA2AKri4M1lopiuRxch0OyXNbBOTCdiXX8TThYwZ1814w6ji1XcKElsBhj+LPXvAinixruflpNn6rFkhDJU9m4XdBks9X77EQ+uAKrFwcLAJKxCIUI+o0UPBPni1vVAmvhOXErc68qw9Pk3Gb/F4Av/5o/Y9fywPKMuH/yMX/egyAckMAiCIIYEJmD1dXBSsVQ0kzoZrBD7PJVIQJHU50CKx5wgTW7XAHnwA4r9woArtw2DgB4QVG5dulCTqRjtpjePpUCAOSqwRXQtR4cLEBUEgzyMT4r0EpAKApk1ovHqgVQdQkIRfwTcH7DOfDtdwCHfgBUc+rHd7pWJ0hgrQn548DyC2u9FWcMElgEQRADUl4lRHDMatSbC3iYoBQJzh5YkmQ0FOgcLClyRxyl8hPRMNaPxPHCkppCF0tWJciJVMzOwdo+KQRdPsA5WFqvDlY0TI2G/UYvAfEMEE0A0ZR6AVTLA4lRIDUhHqsuouE3Tlcp58Mk/OQT4nZqFzlYa8X/3g187LK13oozBgksgiCIASlpJhhr9hJqZ8JyhIJcCAFoioRRN4EVC3Z+jmyC3F7JcdtECkcVCqwQE/tHOlhbxlMIhxhy1eCK55rZQLwHBysZC1OIoKTu029VKwGxrLifHFfv0kiBlRTurS8uUHkBOPxD9eMCwDPfad73w+VYeE7sn/NvBBYPqx+fWJlGcBfp/IIEFkEQxIAUayYy8QgYY65/H08LwbIU8F5Ydoigi8BKRIIdPla2nJd2kbttIo2ji+oE1ngqhlCI2RUjJ9JRjCWjyAVYPGtGHYkeHawgH+MzxrPfA/5qCjh0j/qx9SIQs8JYkxPqHaZqzhJY0sHyIUTwgf8NfPlXAa2ofuzSaSBsFdmRuVIqqS4DqUmxf7QC0KDv+xll+chab8EZhwQWQRDEgJQ0s2t4ICDKtAPBDxFcUWAF3sFyD9PcNpHCyUJNiXBYKusYt8I95TGdysQxmooGPgerFwcrRQ6W4Pg+cXvbLcJxUolWFCGCAJAc8y9EMDkmHvtR5OLEowBvAPPPqR+7lgPGtgGJMX8EVi0nxpb7p5ZX/x5Ed04+vtZbcMYhgUUQBDEg5VUE1oQ1KV8aEoE10sXB0gKcgyUFVkeI4KSo8jeroIz6Ulm3j+XFm0bwmd++CjfsmsZYMhr4HKyeHKyAi+gzhhQlda3ZGFgVWgmISYE17pPAGgPCUSA+on78RkMILKDZ0FglUiCOb/dJYFnjJ0abj4kzhzPv7RxxD0lgEQRBDEhJM7uWaAdEmXYAgQ4jA4TAysYjCIc6Qx2TsVCgJ99lXeZgdYYIAsDRJe+VBJcrup1PxxjDTRdvQCQcwlgqFugcLK3XHKxomBoNA0DxRPO+agdIFrkARCEKvxwswHLIFG9/bqZZat4PgVXNie32S2DJ8RPSwfIhR22Y0Yr+lvY/9VTzvq7YHQ4oJLAIgiAGROZgdSMWDiHEEPj8lnzVcHWvgCHIwbIKjSTbhMT6EZHPMV/UPL+HM0TQSdBzsGo9OlgUImhRmGuWUVctUNqLXFSWRGlyVbQILB8cMuleRRL+OlhjW5tNmZWOn2sNofSjCMgw86mXAx/e4d/4lcXmfT9y+AIICSyCIIgBWS0HizGGxBAUEMhXDdf8K6AZPsZVTgYVUtbqSMciYNVl4GNXAM9+F4AjPNNjo+dGg2O5YmDSRWCNpgIeImg2EI/21mg4yC7lGaN4Alh/sbiv3MFy5mCNAw1D3Uq+qQFm1SGwJtRv//yz4vaCn/dRYFkOU10DjJq6sTl3jE8hgq7I0vgq97sT3RFJQAKLIAiCWInVcrAAIB4Jdh8pQAgsGc7YTiIaBueAXg/mZyhrpggPnH9WVKq67WbA1JCKRZCIhrBU9uZgFWoG6g3excGKoaiZMAK6b4SD1VuIoG42UG8EU0SfEeqGqGQnBZZKB4vz1hysuOVkqSqkIcWCnw5WZQmIjwLrLwFyR9WWs+e86TDJzyDDEVVgVIG6bo1PIYIrMv+0P+PqRSA9Le6TwCKIgHLgNuDBj52TfRXOCQLqlLhRqq2cgwUIgaKZwXYHVnKwElboXU0P5u+tpJtIxyJAeb75pHSxUjHPDpbdZDjduX9kGf5CQCsJ9upgyRL357SLVToFgAMTO0W5cJUOkFkDeL3pYEWtcu2GmjYCtsCSPbBSPpSBr+WB5CiQnhKPVYbYGRWgYbYVoVAosOz9M0YhgqvhV7U/rQRkN1r3FR7bAEMCi1BP3fDPZgaA778X+MH7gLv+wr/3INaGwgngHy4DfvJ/fH8rzjn+8T8P45mTg53sGw2Okr66gyVCBIMpTiQrCyxxmagFVCRWNFNUECyfbj6ZOwoAmMjEsOyxgqP8/xPpeMff5D4LYql2oy4cqZ4cLEtgVayeYuckBavAxcgm9QJFOlUyB0v2w9K9F2AB0MXByqldhLRzmGQjY4X7xymA4iOtzykZ3xJTiVEgmgJCEQoRbEd+d04+4c/4ekn8tgBysAhiYL7+JuCjuwDTp+paMrzihQf9GZ9YO77+ZiB/FDjwFd/eYi5XRc2o44s/eQH/67vP4KN3DdbTpaiZ4BwYSbgLE4kIEQymOJGsmINlOVhBrTJX1uoiRLA0D4AJ98GqBjeeimHRY5PnxZIlsFIuIYJ2n7PgCSz5nUv0WEUQCO4xPiMU58RtdqOVw6QwxE63JpTSwYqlrOdVCSyHgLBvefN9lbyHlcMkBZZKh6/q2P6EJbA0hQLIHn8MYEzcUohgExnCCvjjYJm6CNG0HSwSWATRP5wDT39bnIx//DF/3kOe2MuLK7+OGD5ko0+fysVW9Tpe9rc/xJ9/4zF8+HsiUbsxYN6JDAsb7ZK7JIlHw9DM4DpYNaMO3Wx0ryIoQwQD6mCV7RDB08J5GNsqqsFBFLpY9iiwbAcr41Lkwtpn+QCWapffOQoR7JHygrjNrPPRwWoPEVQksKptAisqBZyiEET5HolRsW8AfxysxKjDwfIpRFDekoPVRC+LEFagWexC6fjW9186WCqPbYAhgUWoxdlH5Ilvqh/fqDV/rJWFocrXGXY+9+AR/OCpU/69galZichjYjXZB5H1sxkx5r8fmLP7Jx3PDdaIVjbn7eb8SILuYBVWaDIMBN/dKMsQwdJpIL1OrJI6BNaSR4Elc7jcHKyUHVoXvH1jO1g9hAgmAvw5zhhyVT0+0iyjrgp5zepwsBTnYEmBJYWcqhwv+R6JMeHuAWr3j739PlX5qzkcLEC8B+VgNZE5UelpoHgSqCsOFZa/reyG1sdnOSSwCLXMHRC36y9pFVuqkL0UJnaKxGFVIRbEiuSrBv7y20/hLV/chwcOLvjzJnJVa9u14vbUk8rf4oGDohBCLCxOfZvHkphdrg5UgrxXgZWIhlELsINV1MTFNBN3n4hLBySoeWQlGSJYngcy08DIZvvcM5GKoaSZnoqMLJU1JKIhO0/JiRSfQRQm/ThY8nMEeSHAd7QCwMJANDl8OVhygizdH1vAKWzoWrMa9friYLmFCPrgYNkCi0IEW5DX3ukXCyfLmc+qAnuBYUSIfxJYBDEAJx4FWAi48BfECdj03uSzhYo1uZ9+kfWYwgTPBD853BRVX/rpjD9vIi+o5/kosA6J74ssOX7VeeMoaaYtlvqhZ4EVCUEL8MS1bAuslR2soE6+KzJEUDpYIxuFwGrt1DsQAAAgAElEQVQ07NLqXnKklsoGJl0KXABNByuI+0ZuU7wXB8s6xlpARfQZQSuK/F7GhEtTXVYXIdGeg6U6RFCvAGBCHAIOAafIwTJ14YYlRsUEORRVWwbeWQUxlgXA1IaR2SGUlnhLjFKIoBO5L9ZdJG7zx9WOrzkc3HiWqggSxECcfByYvBCYvEA8Vu1iyTj5qV3ituKTm0K0cP/BBaRjYdy0ez2ePuHT6pNc1ZrYKVa6lp5XOrxuNjoqBl51nkjYnl3uP0yw5xDBgOdglSyBle7iYCUCLLAaDY6KXkcqbpVpz6wTDlbDBCoLdnNgWahiEJbKml2OvZ1kgEPrpOPYi4NlV4oM4DE+Y2jFpgOUmhDfIVUTwfYcLNUhgkZF5F0xJh6rFnBOB4gxsX/8KHIRHwFCIfWT8Fpe7JOw9TtOjlGIoBO5r6XAKigWWHKBIZYVx5gcLIIYgNIpYHRzM9a2eFLt+PKkLh0sKnRxRnjw0AKu3TmJy7eOwVw6CvMzrwT2/l+1byJPuokRcSFXvMp1qlAD58CF68QkJxxiuGKrCBnxIrC6NeiVJAKeg1XWxLZ1Kzdv52Cp+gzzzyorH12xtmk0ooswlPR0s1JV4bjtYHkp1b5UMVxLtAPN/KYgCiwZFtlTDlaEilzYDhbgKEWuaBIuQwGlsxRVXEXQqDTdK8CHKoXtZeBVh1AWxD4JR5rvo9Jh0otN9xAQ72UMlnt7VmI7WLvFrZXDqowOB4sEFkH0T2URSE02JzmqHSzpWE1RiOCZYr6oYWaxgmt2TOLidQncFvtrROb2281clWHnEWSFyFJcaWjOKmaxZ5sQVeuycZw3KSYis8v9ryTnKgaiYWYLkG4kAu5glW0Hy11gNR0sBZ9heQa49aXA3e/zPhaa2z4JR5L2iBRYJzCe8i6wlss6JrqI6FBIHP8gCmgpnFMuuWPtKD3Gw4pWaAos6TSpymGSxSakwAqFgUhSncNkVJuiyvk+qotoyCp8KcVl7I1qU3QCwuVQef7XK63jR1PimFCRLIE8vmPnie+lcgfL4eDGKQeLIAajstQmsFQ7WIsix2vyfOsxhQj6zf4XxIX0yvPGsSf/A5wXshJgQ6tP3PrCWcUrPqLcwTqRF82v92wTq9PrRxIYTUYRC4ewMEAImewdxWRYTheCXkWwZOdguQusWERcJnQVZdrnrZ5jP/6E97HQFFgjzFqNTjr69NTyjtC3wYXDUlm3nTA3krFwIBv0Fmu9hbACFCIIQEzoZY6OFFiaKoFVFdetsON7FEupE0B6uU1ASIGlaPtrlphqaWSs0MEy2gRQQvH536g2RScARBMAuPoc8WHF2td6JCNKqfvmYGXFd/MccQ9JYBHqqBuiOWBqUpyAw3H1P9TygghPSIyJRNsyCSy/efjoMmKREC7ZPIKRR/8Jz7EdeIjvxuLivNo3cgos1RdYAHP5Vgdrw0gCjDEkooMJoELV6Fra3EnCcjgGqVR4JljNwYqGhYA06gq2f/FQ835+1vNwMqQtxSyBHE06SlSXm8UbBhSHmllHSTPtXC43ktFwIEMEZfn9bML9uDoJeq+zM4IzRDCu2sGqtuZIAWKiqSxEsM0BkmJCVZn29ip8qsvYG5VWB051iKBRbg2hlPvKPDcm+qtSK6COEK78uwfBRzb5mIOVEcdBZfuAANOTwGKMvYYx9ixj7BBj7D1dXvMbjLGnGGNPMsb+Re1mEkOBPOGmJsSFJLvBHwcrPSXGT0/5EyI4u09UQyQACAfrss2jiEfCYLmjWH/Zq2BGsyjkFPepkhfUeFb8UxwieCJXw2gyiu2TYvKxYTQBoCmA+kU6WKuRiIbQ4IA5YENjv5ECK9Ul1NF2sOoKwsecAuvIjzwPJ52pBKyV6GiqJb9F5hYN6mAtWz2wVnKwUrFwIHuEFWviuGYTq39H45Fgl+I/IzgFlh8hgs4JPiBEkLIQQZcQOECdgGtvZKy6jL1Rbd0/8RHFOVjt+yfZfF8C0ArI8xRKWh3HjBGRS690/JJwbyMxS2CdG/t9VYHFGAsDuBXAawHsBnALY2x322suBPBeAC/nnF8M4J0+bCsRdGS4XmpS3GY3qs/Bqi43Gx2mfBJY//Qq4B+vF6VpCRw8VcRFG0dEYQKtiNHRCYxPTCFqFrFYUhhioRXFSTia8ClEsIqNowkkomF84Jd24+aXbgUgQrz8FFjxSHCr8AFWH6lYGKGQe6hjNCRDBBUJLFkBVEGZZ7uQA3c4WNFmhTZZQW9QB0s2KXZrMixJxsKBLA5RqBlIRsO2QF4JL07uWYObg6UyRLBDYCkMEWx3gEIh8Tvwq8hFfEQ0hVd1jWx34PwOEYyQwHLCq3mUIPb/gaWo+uJheslRQVPhwkLA6cXBeimAQ5zz5znnOoCvAviVtte8BcCtnPNlAOCcK+5SRgwFUuxIgZWaUF8KVXNUA0qOqe3FAbQmvT7+NbVjDyGaWUehZmJdNm6dFDkQz2Ld1DRGUMGPDioME3ROcBLqS7nO5WrYNCYurG98+Q68eIPIt0hEBpsg56sGxvrKbwmmO1DWzK7hgYAo5BAJMRhKHKzDwMYrADAl5wbZtykOkV+HaMoxuSx5dmbsUvwrVIr0K0RwZqGMd371kYEXMQpVs6fwQMmgTu5ZQd0Q4WJ2o17rPKTUwUq1PicLLahAd3HIVAosrdhswgw4imgo2j96WwifrDSnKqzaaM9RI4HlRKvkUeJin5w00yKkz6gpfIOSowccOVhONgM45ng8az3nZBeAXYyxBxljP2WMvUbVBhJDhC2wpsRtLNOMvVWF80IVz6pbYZSUHYLhyW+qHXsIkSv4k5m4I0cqi8nJKWRYFQ8dUpgD17KCnBUrpApP8tLBaicRCw80Ae/XwRrURfGbkm52LXAhiUVC3gWWXgEKs8LBSqgJAZKCIMYtERKxjq81eWWMIeah0XPBKhQxskKYnR8hgvmKgRs/ch/+7cAcDhwbTIgWtd5yBCWJyDkssBznNnGbaX3eK64OVkZxjle69blYWp2AMypiPJlDZgssv3LIMqIPmaoiFO0CVL7XOTLRX41apYQK4jh/Oo2TpvUbUFlATC81Fy2iKXFtrwevMJBqehFYbnEj7csKEQAXArgRwC0A/okxNtYxEGN/wBjbxxjbNz+vOEGeWHvaHax4Rr0A0ivNk3ssre4CJVl+oXm/TN/RhaIQWFOZWMskhCXHEALHiQWVAstRJlmuJCsKE9HMOpYrBnYkSmK12kEyGurbwWo0OAq1HgXWkDtYABANh7wXuZCJ0+PniWR5BQJLlr+Pc0cOFmCdG8TkLxEJDVwmv9BDM2k/QgR/eqQZoiNdtH7p38EKBfY76jvOFhGACFUORdQXuXCiNESw7CLgVBbRaHPgVBfRaB9fHgeVAq6jiiCoyIWFUSujwuO4dPMoTpjW4oLK+Y9ecvSAs76n58C+70VgzQLY6ni8BUB7abhZAP/OOTc450cAPAshuFrgnH+Gc3415/zq6enpQbeZCCrOIheAPwLIafWrXAGU5CyBtfEKtVWShpQFKzxpKut0sEZsAbS0pNrBsmL8Zay/okIXiyUdAMfvP/Qa4Iv/teVvg4RGVY06OAcy/VRoC6g7IATWyiX3o+HBRYqNcwEmMQrUvIcIyn0abcgQQUcIkxRYHkLfClahiJUcrGQ0otzBmlloTixzlQEFVs1YcbvbOadDBJ3nNkA4NbGMf42AAbUhgu19sAC1Aktvy/FSXQa+o1GyHF+Vg3gWhQg2Gsr7d9W1CvRQHDunMzhlCyyFeVjO788w7/s+6UVg7QVwIWNsB2MsBuBmAN9qe82/AfgvAMAYm4IIGXxe5YYSQ0BlUUyQw9ZFPZYFzJpaK9j5Q40rvABKlo+I281XUhNjAPOWwJrOxDsbAQPQSjl1PYBaHKxs8zkFLJQ0pGWezgsPtAi3QRrF2pX3YqsLLJkHFNRmwyWtvnqIYFhBDlaHwFLnYEUb0sHqFFjxqHcHayUhnfKhD9bMYhljVt7XoA5WsWb2FyIYDWaxjjNCe4igvO9rkQtFAqjR8D/Hq5uDpcyBa3OY7CqOCvaPqYtwQ7cqi8NWLvz+jwIfHAe+/KtKh2VmBaFYCtlEBIuwFhlUOlhGpSnKh3XfD8CqAotzbgJ4O4DvA3gawB2c8ycZYx9kjP2y9bLvA1hkjD0F4F4A7+ac0+z0XKOy2HSvAPW9RBp1oK41f6ixjPiRNhROCpZfANLrgNEtYtVLZaLnEGI7WG05WHKlN4sKji4pOlG25GCpDRFcKGkYZ47v4eN32HcHmViWLcdiNedHjg9g4Dwgv+klRFBJDpZTYCXVhAhKYRxp1ETfPdn82jG59JJbVKgZyMYjCHepsAj4EyL4/HwZO6czyCYiHkIEjb5DBLVzNkSwzcEC1OYQuwkgKbC8uhGmo8BLy/gKFyDbGxnLRU4V43Pe6WCprOIoJ/JOB07mag7b9f3QD8Xt3MNKh43UawhFU8jEI1jk1m9AaQ5WudPBUiXOA0xPfbA453dyzndxzndyzj9kPfc+zvm3rPucc/4/OOe7OeeXcs6/6udGEwGlsiQaEEpU9xKRJ/OYI0RQ5fgAsDwjckRkKXiVvT7OFLW8suTghaKOdCyMZCzcKrCsEL4sq2BmQVUzS4eDZTlkqkIEF4o6RuH4nhx/xL4rQqP6m1jazXl7cLCazW6DOXkta6sXuRA5WIodLAVVBOVxizRqbSFGGfsCHvdQfrxQXd0FSlrfn4bCPmczi2XsmEpjLBUdSGBxzoWD1W+IYEALsfiOq4OlMIfYzcGKpgBeFwn/nsauNMdzElNYRbA9BNHRzNszpgbwRufvF1AjcN32z7C6KDLCplYQzqUiYo0aWEwIrBKSaIRiPjhYUmCdOwVGehJYBNETeqnzAgUovEi1nShVVzICRNn3zPpmoY5hDBP85EuAT1+nJE57oaSJ/CvA1cEaQRUziwrzFOQxtUME1awgz7c7WPJCBSu5v88cGltgrSJMAGcT12BOXks9CizPfbAqi6L/TCylsMhFHdEwQ6ijClnKXnhJRMIDi9t8Dy5QKiYEtAoXK18x8LavPIxTBU0IrGQMuUr/E3DNbECvNzCS7MPBoiqCbWFqCnOIXYtcKLp+uTk0gNoy7c4QLzk2oGZ8NwGkMkRQdxNY0sEaokm+UQMKc2JxitcBTV0j5jjXEI6nrOsZg5mY9CEHi0IECWJw9HLzxAio7yViO1jtk3CFDpasdjOsAqtwQnRhX3gWeOIbnodbLGuYTFtNVlscLCGwNsQ1NSGCjboIdbGPrfoQwQ0R6/uz+SpgqZkimhxg5b6s9y6w7CIXAXQHzHoDmtlYvYpgJATdaxXBylLzd5UYFavf9cHC3yQ1oyHK4Lc7BI4S1d6KXKxeKTJpCSwVvbD2zizhO4+L5uzbJ9MYTUaRG8DBkrlj2b4crHO4iqCcaLe7NCoXB9sdLBmmZnoMU7MFhEsZeGV9tspt+0ZhDpbc9y1VBFWGCLZFvjjfa5gq2eVeAMDF9QtQVoSrpmmIMRPRRNrONdXi4+ocLM5bi4yQg0UQA+BsAgz40Eukm4OlUmBZJ4JhFVjHftq8r0BgLRR1kX8FCLETSYoiJlaI4PqYhqWSxxAXwHGRtSYJccUhgiUdmxPWRGbTlUDxhP2eyWgYRp3D7CMErqxZOVixXnKwrCIXAZy82p9jFYEVD4dgqHCwZI5mwuri4dHFqpl1sX/bHYKoo8iFxzLtvYQIAmocyrm8+E7+tz2bccOLpjE6YIhgs/phf42Gz9kiF24uSjyr5tpSN4Tj4JfAsre9vQ9WSk2Ol3wP1yIXCnOk/HKw3ARcOCrK8A/TJH95RtxuvlrcKhJYy3lxjY0lM3YkQzU6oS4HS4aAdlQRJAeLIHpHL3eGWMjnlYzfFgrhRw6W/Ay2wBqyHKyjDwkRdOGrW1yaQeCc40S+ivUj1kTAWYQikgBCUUxGalgaIISpg/aLbDgi7qtysIoaNkSti+nmK8WtdcFqOky9T8Ir3RysH38SmH+25SnZaDiI4VdFTTodqzlYiqoIOh0swLPA0mwHy6XMszW59OJg9ZLHJCtJqnCwji9XEYuE8NFfvRiZeASjySjyA5Rp76VBcjuey7SbGvDo7UpzQ84YRhVgIdH/SqKqDUi3HKmItXDlNV/W6OJgRVMAuBoRobcJLLtPmMoQQZ9ysNojXySR5HAVuViSFY6lg6Vm8TeXF+fgeKopsGrhtH8L41SmnSAGQC+1hQgqFkDS6pcrdapzvBp1Kw8o0yzWMXQO1kPiBDy9S5yQPUx2Fss6CjUT509b+9spsBgDEiOYiNSwVPZBYAHCxVIksBbLGtZFyiJsdWqXeNK6YCVkDk0fE+SS7WA5hEllCbjrL4BbXwo8+12gLFYApYPVj4A7UxSqvTkd0XAIui8Cy1uhi5pZF42cO0IEm5PLeGTw0DfhYK28b5IxcXxVlGo/nqvi1ZnDCP31FHBsL8asEEHepwtRtBysXvq0SRLRsDeX9aFPA9/8A+Dxrw0+xlphVMV1hTmqRaoqctHuzkvshqteHSwXh0bl+LLKnzPEjjGxv1S4EG7hmZG4EHAqqwi67f9hclGWj4h9Pm1dvxTNTfIFIbCSqay9YFhFQm3+HuASIqi4xU4AIYFFqKFuihN5ex8RQN1KSFcHS/GJIJYWDkpibPgcrOJJYGIHMLFTlLQvHB94qMOnxcVt57Qj1LPl+I5ghFWxrERguUxCEiNKQwQnQmUgNQ5MnC+etApdJAYoQlGRfbCcZdqXmoUzcNvNwDf/EAAQC4vxPReJ8IFenQ5lRS5kiGDSChH0WElQM+pI2A6WW5WzCuLRwYpc1BscRW11BysZtSYlChzK47kq/p/Q/eLB7F6MpaKoN7jdFqBX5GJBqocQVkkiKkR0fdBqiPK3enz/YP9/LXHLkYqlgYah0GHq4mB5dVHaq+va4ysKQazrVoijW5l5nxw+xtT1CbOvLW0OVjQ5XC5K8SQwsglITYnHiiocF4tifpbOZJshgoj7EHkki1yQg0UQ/SFPtK7NAlVXEXT0wQLU9SppDyVITah3sDgHvvH7wLf+2HOCvyuy0IgUEUuHBx7q8LzYH64OFgAkRpBlFSxXdO8lqttPwoDV6NO7wDLrDSxXrDLtyXHxL5oG8rMAmkUK+hFYJd1ELBJCNOw4hToqE2JkM3DobuDwD+0eSv3keJ0ppNOxWp6R5z5YdUOEA6oOETQbjhwsxwTZrnJWsvo79S9+ilJ8rrJvUgM4oN2Yy1WxmTVzH2SBjX4rCVaN3hthS5rtBAb8HPJceXzfYP9/LXFtBKyoiFI3B0tZDtYqDpnXiWy3ELtYSk2Ri65FOhTlwHUToNHkcBW5kFV241kgFFU2NymVxPwpk8kiHGJIRsMoc4UCy448ohBBYq159Hbg39+urI9RB4U54Au/BNzxu2rHtQWWI0QwmhRx7apC+Dr6YKnO8ZLjW58hOS7Ktqvk8A9FCM3DXwR++Fdqx+a8WQVxcicA4LmnDuDgqcEE6OF5MTndNGqdELViayPO+AjSvIIGx8DNUG3cwjjiI0rcz6WyDs6BbKMg+psxBmSmgdJpAM0iBf04EBWt3lnaXDpY73wC+OOHxXf/hR+DMYZomMFQ2CdJFc1qc6s0Gg6HYHipIih/R1JgyRBcj6uwNaPuqCLo1gi1gviAZdp7DZ+MyxBQj0VMdLOB00UNG42j4onSSYwmRU5Qrs88rKoutkV+t3tBOrkDC8Wctd1zjygpwX9GcVY5k6gq5NAthM8WWF4dsrbQeXt81TleXRole6Xb/lHukLmFCA7RJF+WOmdM6eJvpSyuscmUmPdkEhEhsBqGmkXg9sijcFQIxGEKzxwQElhB48GPAY98CfiP/+HP+Hd/ADjyI+Cpf1PbSdttlYsxdatQQPcqgsoEXJsLF02pPwE/+DFgZAuw5aXA0Z+u/vp+MDURyhFLA9lNaIQTuO+nP8Obv7B3oOEOz5dw/lQGIcuBgVZoc7BGkWyI477oNUzQ7SKuKERwviQmGKl6oRmill4HlIXAsotc9DFBLmtmZ/jV8hEgswEY2yr6rMSz9vZHQqFAOli9hwgybyGC8jhKgS4beVe8LWDUDOlgVZq9bYCW8OFBQ99k+4GJdGzF1yUiHp0fi5P5GtbxJWR18b1E6bTtYMnj1CsyHyzZV4hg/8VeWsgdFed73gBOPDrYGGuFayNgVTlSXSb4tsDyeI3p6pDJ7Vc0fruDpSwHq4uAU5YD16XKYmTIBJZzESA1qSx9oWoJLGYd30w8gtOataiktIiJM7rJh7lVACGBFTSkyn/2Tn/GzztycuYeVjeuPBE6J+CAOEkq64PVFkYWClvNFH3qsxVNqU/EXDwM7LheJKrKsquqcDpwoRAWwlPYxBZhDug8PD9fboYHAq3NAgEgPoK4KU7Oy14rCfpY5GLBKiMfN/JN5ySzDiiJPh+JARyssu7SnHfp+WZoJgDER+2V/EiYeXOAfEKGCK5aRTDsMUSwffEiEhPH1+MqrGbWxfHrFiJolO0qjv0KoK/vP4ZsIoKX7Zxa8XWDCHQ3ZnMVnB860XyidGqg8FXn6/tysLyUm+ccyB8Ddt0kHrdV0gw8bo2AVTVE7SqAVDlMNffx7Wa6inK83HLU/HSYYhl1jYZDEXHOceKHg3XwB8B3/hTIHVM7LmBVcrT2kUKBpddaj286HsYT81bBHiX7v0sfMnKwiDOOFbaE6pI/YYK1HLDtZeL+sYfUjSvzoDritNMKmzWWhbUcdqy2qyqlC3SGCPqxylJdEi7K2HbREFjl+PYkVpzITusJjKA8cNL6YklrlmgHOiexiVFEjZL1Wq8Cy2USElfjYC0UNQAcYb3Q7L+UnnY4WP0XuShr9U4Ha+mIKDAiSTQFYjQcghnA8tWFqoFULIxIeOVLQSzisYqg0RYmAigJc6kZDSTCEKv0rn16KgP1IctXDNz5xEn8tz2bV3WBBvn+uDGXq2EE1n4a3QaUTttjy5C/XqnodURCDLFI75d4TwKrPC+cnq0/J1ysoRNYLkUuVOWKdHNoVDlkZk2EI4faFkmUOWTdQgQV5WB1HV9hmfz2sQF/BNaPPwHs/Szw1f+udlxAbKs8ryXHlYUI8rYcuCeOF1DhsgCLT8c3mlQbQRVQSGAFjfJCMwG8eGLl1w5CdVlMAqdeJHomqaJdnEiUCqC2UrGAujACwD1EUOVJwKiJk01yHBg/Tzwn8xZU4HDgakYdC/U0xlgZ8yWt7/Au3WygrNcxJhP8Obcmsa1V/kJGCQwN7w6WW4hpYkSI6oa3ietCSUMKGhhviDEB4WBVloC6OVCj2LJutvbAqhtA6SQwtq35nEMgRsMMhhk8B6tQM3rqlRTzWkVQdwkTSU16bmZZM+rIRKzj1t4HC7BCBGXoW+/H98kTeehmAzft3rDqa+0+Zx5DBI8vVzHCrN/B1IVA6ZQdftiv6Kno9b7cK6CZazZQPqU8j42fJ9z5hWETWG4hgn47WIpysMyaCHdzlphXOb5bASJAncNkVAGwpqMniWfUVCA2a537HvCnTLvsPbn8gtpxgdYQwYSa/GQxbmsO3GVbRlFBwvqTwj5k0XYHi0IEiTOJXhY/og2XiccFPwRWTkzwN1yi9iK4UoigSgero1u9okRbwP8QQZnQn5oAxiyBpfJE7BC5pwsa8khjXbQKzoFThf5WSXNVIZjGZP5JXRe5FW0OEwNHBgp6YXVzsADPYYILJQ1T0VrrmOlpAByoLAy0cl/WzNYeWPJiJxdH5H3NChEMhWAE0MEq1sxV+zwBCkIEDZcwkdSkghDBBrJhSxC4OVhGGfFI/0UoZpfF93HbhMvKdxtyfE89pCAqCG6MW59l6kKgvIBkRIjyfsVbzaj3lX8FAFutzzq7NMDEpzAnbkc2AdMvHlIHq4vDpMrBinQJEfQ6vql1ihNA4fa7TJDlYyUOkyVu2wWiKgG30v7x6h46qRVEmCyYiOjps3fdqugVHM5z3HrvIXX7BgAzWx2mL735GrzuSlEkK5/31kYDgHv0wrD1IBsQElhBoixyQrDxcnGr2sEydXGyTIyJZHwrB0UJbmXaAXEiUPVDcnOwVBbR8DtEUFZSS044HCyVAqt5DObyVeR5GqPWivhcrr/PIauW2Q6W3A+RVgcLANbFNAUhgm45WJZY9xgmuFDSsTVlto6ZWSduS6ebVQT7qJ5W1uqtDpYUWG1l7J0O1qC5cH5SqBnI9uJgRUJocAzeI8ltFVxBHkHNqCPNrO+ea5n28kDlx2eXqwgxYMNoYtXXhqxQPM8OVq6KjQnrs0xeAIAjqYn9029+V0V3CWEFxAp7l8pgG0cTCIeYXdyjL2TVwMQoMP0iEf6sugKrn6zoYHkVKDJHqu27pNTBcvme2jleisrAd1x7FS1umpr79qvK8eq2f1TnAc0/I263vlQsRqqcOzQagFnFt5/O4e+//6wlsNSIuLDZurg5mopi64ZpAKoElkuVSBJYxBmnbIXLSAdLtcCqWT+W5JgoU22UFbo/LmXaAbVxzq6rjAl147s5WGbNc4iaTcXhYGXWi5O+ykIXju0/ma8hjzQSpgjhm8sPJrDGU5aDZZ8kHRcqyw3aGNftnkEDY1SAcFwULpEk1DlYm5JSYEkHyxJY5Xl7pb/aTxVB3UTa2WTYTWDFRxxFLoKag2WuWoYcgN3va2AXy62UtEcHi3MOzWwgFbK+exG3EMHKQA7W8eUq1o8kes5hSkRCShys9TFNLBplNwIA4pq4JvQbIlg16rawtDm2F/j4HuCvpoDn/7Pj/0TCIWweSw4msOzv/4hocg60Nt4OOq5FLhQ5QKbL4hQgznWhqIIcrC4OTURRjpfu8tsFmo2Y66a38bsJoFjauv56PG923T8K5w4AcPppcbvlJeJW1cIvYIsROzcqnlEm4kL1Kuos0pLbPjoicutcNq4AACAASURBVJWLRQXtFvSy2NfOa7uqCpQBhwRWkJAFLqYuEF9IGXahCttBGW9OMOV7esUtzhZQWwpVL3c6ZBGFNr9eBli4eTJWtYIpkSGCyXERDjG61accrAxO5GvI8zQYGsighrlcf/tI5lSNpayTrumyCmUJoMlIDWXd40XWbQXZDhH0Fgc+X9SaoVfOHCwAKM/bE/B++2Cl3EIEnQsMMk6ec0RCwawiWKgZqzbSBYQDB2CgflIAOnuhAGKhwagMnOcotyUVtr57zklUOAqEY1ajYcvBWuX4GvUGvr5/FjWjjtnlCraMu+RtdCEeDXsq0845x/FcFZORmvjepEXlwpi2BMZW3/Z2qm4OllzMYWHgtptbK8pabJtIDSiwZBn+rL3tXnucdZA7Jhq0qwo5l3BuNXH1S2BpAFhrcSZJJKGmyIWrQ6OoiuBKfaQA70U0zNrKIY4qysx3c7DquroF1PlnxJjrLxaPVeVIAU2BJXOjIk2H3gucc0TMGoxQ6/6ZGBeh7uWS9yJTrgvjKlM7AgwJrCAhQwTT64DsBqB4Uu34VcvBSoy1TDCVoJXs8uAtqLSCuzpYqkIQy+IzyFhw+wKraHzpYMkeQNkN6gQu0BIieCJfhR4VbsrWZK3vEMG8DBFMtYcIOh0scRKeitZQ0jxepNpLwANNgaUgRHB93ArDkQ5TWoRAoHQajDHEI6GeJ8i62YBebyDjdLDkvm9rxAxeB/SyqCIYwD5YxZrZW5GLiEcHy20BRjYdHnAiLh2jJJMCq20SFROrpHaVv1XE4d/c+TT+9GuP4o59xzC7XMWW8RXyrxp14OEv2eFdiWjIU5n2xbIOzWxgNFQV3xvre8S0AuKRUF/iHxCLBR05WHI/33KbOKfNPdLx/7ZOpHBsoBDBgnX+DzePq6Iy0jaP3iYatP/ow2rHdcsvBdQVuZACqD3HCBDCwjcHS3WfrS6Nkj0L0BVC+JSM3yUEUZWAlhRPihxEeQ1Q6WBZ58+q5WBVYW277k3E1YwG4tBQD7fun/ExMUeplVUUuXC5tquqQBlwSGAFCVtgTQPZTepDBFscLDnBPKVmbL3Y+SMC1IYIuuVgRZLeV+js8Uutn8FOlFd0InAWuQBEmKCq/Q80T8JI4OhSBWHrfbaljL6LUDQdLBkiKPMInA6WEFjjoRoqmlcHy6VMsoIQQc45chUdE5E2gRXPiouuVao93keIl2zi2upgOVbw7e0ftf8WCTOYg+Yv+QTnHIWqsWoPLEBUEQQ8hgi2h4mkLKdjwDBBKYiTdohge58bsUoaX6ESH+cc33viJI4slPH5H88AAH76/CJOFmorO1gPfwH41tuBvf8XgGg27KVM+3GrqEYWZfG9STTd22Q0PFAOVjLadlwrSwAYsGmPeOzinm+bSGGxrKPU7+9Zy7s0kVYssJg1XXn0dnWuA9C9THgkDoCpycFqz7+SRJP+5WCFYwCYgj5bVas9Stv3SZkAXa1IhwqBu5JDpmj+UMuJ327cimJQ6bTaDpb4HGXLyfL6HmXdRJLpqIdbz3XhuJj7aBUFAstZ/VCisEhHkCGBFSTK8+IiFU1YDpafOVg+hAi2518BVh5T1XscNeBeRTCa9L5CJ2kPQZQnYFUrLZUlIQjluJn1ih0sccK65fOP4r5n58GSYoK/MVq1c6p6JVc1EA0zpOUquOmSg2VNAsfC1f4nZO24uZMKqgjq9QbMBkeWVVvHZEw4xVahFxHi1dt3VH7WjGuRi7YQQQCoFRANeazC5wNVow6zwXsMEbQE1qCl5h2rmMeWKqJYhnQ6yoOVapeiI8GsyXa4bRIVS1lFLqwqfy7H9+GjObz1y/vxD3c/B86BHVNp3Pn4SdQbfGWBJVtcWIIxEfUmsKTDnGqUxfdGCnWtMNDYNcMlRLCyKCaA6Wlxru4isABgZqHPyU+t0Py+J8cAMPUhgvJ7UjoJzO5VN263MuqMqSmE0E0AAf46WIypWeD02wHq6mApDNFccXxVC6g5ER0Us367Sh0ssY1VS2AVG9bx9ihSypqJJHTw9v0TTaIBBqOmyMFyc4eNsvpKiwGDBFaQKC80Jx3J8WZInyrcHCxVIYJu+VGA2lUiNwcrmlDoYLULLNUO1nLTvQKEyDXKSvt48WgKB46L8a568fkAgOlore/eNrmKjtFkDEyGtbhVEbTEylioikofFfhccRVY3qsIlq3QxTSvtI4JiFwRp4PVY4ig/KypliIXLm0K4m0OVsBysE4XxMr2RDq2yiuBqBUiqNcHPM5GBYimcce+Y7juw/fiO4+f8BxKJvP+Ukw6WO0CS4QIruRgPXVCfLf+8zlxHrz5JVvtv129faLj9TayxQUXok18fwYX0MctgRUzS+J3FcsCYIBWFAKrz7ErutnZB0s2OWdM9GvLH+v4f1dsE8ntP32+T1dRKzYXL0JhIbIUNUK1Kc83XeGZB9SNq3dxsAB/BQpgFVrwKQcLUCTgujlAfjtYavKMuldZVBTiKKnl2xwslTlYYh/IIhf5urXtHkVcWasjDh28vQALY9BZAo2aqjL8Lk2qeUNtmfwAQgIrSFQWHQJrTPxgVSp8OwdrVCTcJifUOShdu6UrLBTh9h4Ry8FSsZ/aXTg/crCSToG1XtwqC9Mso24lv37s5ivw+pfuBgBMRSoDCCwD4ymHs+G2yhtNAOEYsqig7NXBchXPSSAU8eRgye1KoSoEszNELeNwsPqYIEsHy7VMe3uRCwCo5REJh2AELETwyKK4aO+YclkYaSNmFbnQB3awyjAjSfzZ1x8DADw/X/IcArpshb1mY9Zxa5+kyRDBFRysZyyBlasYyMQj+LWrtuAVF0zhi29+KXZOuzjyAFBeBE4+Ie5b4t+rg3U8V0U6FkZIt5ygUEiI9ZrIweq7iqDukoPlvL6MbXNtEbF5LIkL12VswdkzWqF1cSE5oT5EsDwvemyt2w08/W3gkS+rOe93K+IAqGmIanYpsgAoKnLRRaAAaopAreoA+VWkw+8cLMVFrGo5MW+T1wAfHKxIQpyrl+vW8fYo4sq6iTgMsGjn90cPJcFUzH3MameIrL2Pzu48LBJYQUKuMAJCBFkJ8sqo5cSqupxkZtbZK/ie8TuOutGwKj21hwgq6iUCuORgyRU0hTlYqfHmYx/CNPWQ2N87pzMiXAHAeKh/gbVc0ZsFLoDuYTTxEWRZRUGIoMsqF2PiROzB4bPdJhl65SQ97XCwwr3nYElXrL2KYLuAizcFVizMAlfkQoaBbZ/sQWB5LXJhVFBqNJ2yfNVwlFIf7PguWXmC2Yi1TR0hgunWPlguIuXpE01xt20ihclMHF/+/Wtw/a5p9zddOAj8/fmiPDVgi0OvRS6OL1exeSwBVis0XZp4tulgqShy4VzgGdvWtYLpDbum8dDzS3auYU84QwQBcR3zI0QwNQVsvQY4cQD497eJ4+GVbuc2QE0RpRUFUMK/HCxATYTHqg6WX42SVY2/Sg6WCoHFeTNE0MccrLExMX9YNqxrs8f5YUkzEWeG6/fHjCQRUpF+YdQ6WxTYx/bszsMigdUvz90F3Pd3/oxdWWquMMqLbE1BHwJJdRmw8nIAiAmmqsm973HU3SoZKXSZOkIEFYVASKo5EZ4p8cHBkmVcd0ylxWcJRTDGyihpZl8T/FzFaBa4ABz7v11gZZDkNWhmw5uAcCtyAdhhXoMiw8ji9XLrCjtgLTAsAI0G4tHeQwSbDpazimCxc3xnkYtQKHAhgjMLZWTiEUxleggR9FrkQq8gb0YRs3otzRe1ZgjugJMEWbglE7aOW0eIYMoqciH7YLUe30aD49mTzRVgmX+0Isf3i9ur3iQmU1Zeq9cy7XP5Ks4bDQvhJoV5fATQ8laRi97HNuoNGHWOVEeI4HKrg1XLu4ah3/iiddDrDTxwsI/cOK3QWkHTY48zV8rzIqz3kl9tPqeimXG3IheAohDBmvu5DbBC+HwSKIAiB2u1MvA+5agpLXLhcw6WXhYL4olRnxwscY6cGBPXlEUjpuQ9KlodCegIxTq/n41ICgle9eTMA+jiYHk79w8LJLD65fE7gB9/3J+xnSuMtsBSmIdVKzTzQgArREqhg+VWKUmVSLH76HRzsFTkePkssJx5CoBDYKlysEooNuLYOJoQ4WuMAYkxjHBxEivUel+RzlcNjCVdHKyOUtgZJLn4W9lLHtZKIaYe9r90m1wFVnqduChWl5CI9F7kQq7sdzhYHQKrWeQiEmaBK3JxZLGC7VOpZp6dE6MGfPW3gLkDAJoCSx+4D1YJ81oEl2weaQqsUEiIrAFXeqXAcu2DBdjiPBYOiV5Sbds+u1xFWa/jxRvEcTtvsgeBdfopUZ3tdR8RhYhkiGCk/0p/To4vV3F+1vr9yO+N7WD1547Jku7uIYIOBwtwzcO65vwJjKWi+O4TfbQJaXewkhNARYH4kTQaYvvT08CO64A332W9r4IFyBUdrJSCMuddHBRAkYPl0kPQHt/HIhoqHSzXucMQVRG05mladEREMURTvvTBSqVHkE1EsKhb12avVQQ1ESIYdtn/PJpGEppdUXhg3BwsRyP4sxkSWP1SWRSrBqqVt1ETdqkMIbPCu5Q6WHqptcpZZr26Ihd+O1jSSu7og6UwjrqbwFJ1EuhY5Z0QTT8VOlg5M9aaO5IYQQpi3+X6OFEuV3SMO4sfdOuFEssgYQmsvkKK2nFrNAx47pchHayoWXJxsJq9sISD1dskttwtByvelrMTTYnjqxUQDYdgqKikqZCZhXL38MDZnwHP/AdwUExkbYE1oEjkegWnamFcdd44prNxzJdk2fzMwKuwy2UdI4kIwo0uRS6iaUAv2X3O2ldin18Q7/vzF4mFjq29OFinngKmXiRKVsdH7BDBfhzQdiq6ieWKgW1p2QzbOvcnRoBa/1UEq7qLwDJqYpImHfQVCoxEwyHctHs97n7qVG+fqW4AZhW3PZoXuXWA+hDBWk4shsjiTPJzeMjPtDkTDtZKIXx+5mBFFbQxWTOHScECZ90EGqbvOVjLS2KR9O/usxYlYoOf19zg1nwzmc5iNBnFkga7kboXSlJgxVz2TyyFNKthudxfekEHKzpYipuGBwwSWP0iL0gqy2sDzYtRh4OlUmC1CYj0tCUWFQiIbqt0yh2sLs0OvV6kOO+eg6XCwWrULYHrmOSHwlaYpjqBtWxGW8tLR9NIcjGZ7TUPq2bUUTMaGHU6WGYNAHN1CeINsX88FbroJrA8OlhymyKyOpuTtGy2fdrqg9XbJFY6den2KoLtAo4xa5KcRyQUrCqCutnA7HKle4GLF34sbq08nbidgzXYZzC1EkqNOC7eNCoEVtESWLG0hxwsQ1RAlL991xws8d1JuJThP2o11P2vezbhuguncN2FU6u/6emngXUXifuWAAK8OViyRPvWpPX7jLc7WGHU+hBvUmC1lGm3e/BZwmqVMKbXXroRRc3sKUzwuWNzAIBncgzvvP2ACBVOTYjfraoCAnaPSOsYqYzw6ObOA4qKXKxU5c+jg8V5D+P77DD5JRBjCgRQ3dq3KzVi9nh955zjY/+xDwDwbD4kQsjj3nKH29GrJdQ5QyaVxlgqKhZLFYi4ii5ysCIuIYLheAZJaH0tzLpiuHw/VUcHBRQSWP0iBZYq56d9XD9zsPS2hm+Z5gTTM747WHKV0aUPFqBglU4TK6ROgaU0v8uljDcgJgyKchW4VsCSmcBUxnExiaUQ42Lf9CqwZM+scWcOllERx7c9nCyWRrQujm1JGzBEsFEXuSftYQSA+L56cIulGArrLgLLLjIyL4pc9OFgMYbWMtjt4Z+S+IgVIhgaWJz4wWJZQ4MDm8a6hBa1CSzvIYIVVBDHprEkprNxFGumcGU8NJxcLlsuq2lNAMJtuWSxlPhembprI+AXFitIREPYOZ3Bl37vGpy3WrGPWh4ozDYFVnzEPj8nPDhYp6xy+dMx63MknDlY0sHqfb/Lwi4t3095jpEhgnafLfcJ2st3TmEkEcGdj68eJvjIc6Ia4XWX7MBjs3nsf2FZfbPhDoHVLCDjGSkQujpYPvfB8nJtbJii3PVaFNFQMUleSSCqGF9+9m6Ld4DnucO/Pnwcx0+InqV5nsbh0yXlDpZeLaKCBEZTMYwmo+JarkDElbS65WB1fvfDiQxS0LDcZw/NFji3HCyXRsMA5WABAGPsNYyxZxljhxhj71nhdb/GGOOMsavVbWLAkBcqvxwsu4qgFSaisheWUWktIy1X8FV8Fr9LocofYlcHS9X4jv0TColJvwqBJXs5tVeyi4+oidXmHCjPY4GPtBYtiKURa4h907PAqoqJXmsVwS6J2vEsonWry/ygDpa9gtxlFdPDd0duU0gvuIjbZi+4vhwsrY50LNKau6QV3RttJ0atEEEGM0AhgvK7MOrWZNjUm41crRydqFWmfdA8spBZQRVxbBhJYNpaALhj3zE8lwOqpcEmyUtlHROpmFilDsfE79WJPB6GKNXeLlJeWKxg20SXHDQ3Fg+J2+kXiVvr2ALCITPqXDRQ7pNFK5dsjMlebS45WH3kNzZzsBwhrJW2CAlHI2M3YpEQfmH3BvzgqZOriuq5k8KBv3LXeQCA504Vm9cxVWGCUmClLIEVES0i1OZgdVkg9CvHCLCKUHgQQFIcrlhF0KciGuEYAOafQAxHRZsOL+Pb+8e/Csf3H5y33ecC0jh0umT/dlVh1MqoIo6RZBST6TgOnS5BCyUVOVi66/6JJjNIsZq3HCxb4LaHCCrqcRZwVhVYjLEwgFsBvBbAbgC3MMZ2u7wuC+AdAB5SvZGBwag2c4FUhXVJpHCzQwQVrtBJ2kPgHDkonlhxFUqRC9QtTl6VQyZPVO1FNDzmANnIk61bIQQVx7iWB6vrWOAjmHQ6WNEUIvX+HCwZc91Rpr1Llb+wKX4TA5dqt1eQ3VYZ055KuZb1Ohjj7o2wk+PiAl6e7ysHq6KbreGBgHsVQUBMwmvqqgj+7MiS955jAPKVFQTWwbvE723dbiA/CzQa3nKw6gbC3ESZJ7BuJI7prPh+vu/fn8RsOYRiYbBFJDtP0NQ6wwOBlkaloohJq0g5ulTGtonVS9T//+y9abQl2VkduE/ciLhx405vzPdyrMqsqlQNUg1SSaiELCQkMZhGAgyWcCOg24DbDW4b7MWiGxq7wSwagReN3RM00C0v0YihAUuI2WhCpZJqUkk1Z2VWzi/zzXeIeTj945yIO8VwIuK+UqqU31osVO/dPO/cGM759tn7218cBpfLtdbZ/x+TCKY5FYrELq9Ha0cAK1IvaF3AM6HXaCGJYFQLOcFgRWtMgx/cCTid/Rf3HUbf9vHHT17O/Hub2wz8LC4uo63JeP7aYEyBMYcaKWB00BgBN0L4uzVHBiuNQa+8dx1gI+AogU0d/wBdBAmpLqHMBYgV99+s8edUXtCzPKzX2RgGaeGlLc5gzRFgBbYBk9bRbSj4sW+8HZpSw9keqV6DZXvQkGzTrjY4g2VUAVjR4WmKycVNiSDeBOAlSuk5SqkL4CMA3pvwuZ8H8EEAr97WzONyh4OWCNYU9pIeZA1W5GJXVSIYuADowfaaiBmmqYRoXt3Y08afhwYfSAdY8zrp4snfNu1ieYrBigBQT5Dq70UMVmPKpj0RYLVQ44ukWdZFMGsTVBqVNljT8bGghCCgs+znWJJWRCI4dPxJB0FKk10EgVjmpczBRXBn6OD9v/E5/Pu/rd77JwLbHS0BYD35YQYi3vCD7N0eXo8BhOg1mgj+bhFVh6bUJiSsvtwELSFzoZQyBisCWHKC1fyYU9W0Ex+lFBd3TTHnwChimRpfo+sdxp75TtxrqxTAMlwQAuhhBLDGGCwAbWIXYseieztxQBLtIxE7pjS4AUv6tX/76VW8/sQCfuWvXkw1sAlCiv09djhItA7uXG8zBitmyOaUZEbz18ZccPnhReXwLHYtavLs7+ZmcpEh4Qs9JpMuOzaQMf4BuggC1SWUeQBxbuMnzF+S2N+tmOT3LA8rNTbG8vIKZ7DmKxEMXcZgdRsKTq+18f43ncC2pyC0q71frp3+/MhaG03iYM+owLBG8stpBku5aXIRxVEA416ul/nP4iCEPADgOKX0T7MGIoT8CCHkMULIY1tbcwYor0SMyx0OWiIIzO+EDmCyn8CdkghGDFbFe5GXIAMHyGDpk3MoG0kSwWj8eTTDiwFWkkRwDkkCT/520JmswVJ0ENdEU61hX5TBimqwmlMMVtIJr9oECT2o8MozWF4Gg1W5D1aAJZUnL0k1FryOpi6L19CYbjDpIBi4TOqSoGOPWA65RuCXkI+Nx4vXhwgp8PEvbYDSamOlSgTNXcZg3fd+YPEk+9n+RWhqerPe3OD3T22wd+vkahN3HGrh1z/wBjSanfgAoEhYXgDHD1mdYJAiT45PSQ0OoEdz3xo4sL2wJMDi6+YYS6Mp5QHojuFiUVchOT2ASKM1iK8VHc5siYK3qIZyos1CtMZEcyYkNwkkhOBffdNrsDVw8OkXk/eI8zsGFM6QQ23h9Fobz18bgEbr3DzWNoDtg5I8+Q7X58T++066zbmi8/e7JACilD+faeNXZFGEAMoBMVgA3x+rMHA5ALHqAWeWgUn084oAumd5WKxZQL2DU4e6rAZrnrkbmIugiTo6DbbvvGatDYNqcK1qAMvPM3gBYBoV/kYagyWrgKTctGkHkCRQj3d3QogE4FcB/Mu8gSilv0EpfZBS+uDq6qr4LG+UGDcjmIcxxMTYuwzVjy80Wnd+fbC8BIampjCZVNXvkqazBebIMOX0wbrhJYJTJ8hRRDKjiglzDLBoB8vNSQYLnjkqjBWIUYI2ZdOedH95MqjDLi9d83MWec8sfX0Mxx8DWAlJDq+jqcviNTRDx590aEszYAHiJFCpSQhCWgkYndlkG93lPQtfulxt804FWJe+wMxe7vgmYOE4//ClWG5mlWEp+bup6YzVaNVl/PVPfAO++Z51NNpd1EOrsEFE1ANrqalwiWACgzUmEZyuwTqzyd73VBfFpDC2WaIQrRFjRkRVGKw908WirozaOEQ1YZzJahOr0NjxvZ1gsDjQGWdZ1Xz2/I0nl9BUa/jsS8lGPC9eG0AjIyOBO9fbGNg+rjt8H5tXkun02fUer5ebm0TQygYoQPn9JZdhigBWSZZAZHzfqra/ZDFwVRkmT0AieFAMVjx+dYDVhQFoCzixrOPKvgWqr7Ccriwwnw7XjCWCAHB6rQUDjcoMVuBk1T+zdc40KhySpDFYQNwI/tUcIgDrMoDjY/99DMDVsf9uA3gtgE8SQs4DeDOAj74qjS4igNWcY4PeKKy9SfYKmO8pSJoErnmoej1ZFoMV67SrMlgpfbCik5G5MVjTAKu8y9lEZEkEQ6+60xMHWLvoYkGfBVhNVRJOjvdNF6osxafyANJrsHjvpybs8o2GMxmsaiYpputjQeHAL4nBiiSCirhLHqvBGmOworklMljc5IJfyipOgi9eH8RA5+Gz1Zwn+zZzQmxrU7Koy19gTMGRB8YkxFtQahKUGokNFAoFf/ebzVkTkHZnAU3YOHu9mFRkf7yGLNXmOaozMlGfchF85ipbV+850p39d2lhbI/YK2B0WOL0xmqwSjBYQxfLzfpss16+VjQpZ7AE2bE9w4Wu1lCXp2qw1DZrDRGPn18notQkvOnkEj57Ntmu/ezWEA3wGg1Fx60csF40+N+Zp0Rw5nBqTvtjmoEPUF2BkVdjFD23pRmsvPE1ZiIRljz8yrOBr2qikctgVZUI5gG4ahJQSil6locODKDRxXpHg+OHsJRFAHRuLpqSb8ImGlp837l1pQkTGkjF3CTMArg8F3LMA2CwALY+z0MddAOHCMB6FMAdhJCThBAVwPsBfDT6JaW0RyldoZTeSim9FcAjAN5DKX3sQGb8lYzoZTl05/wBVlINh7YwPwYrDUC0DlWXCOaeQs1Bx+6aTD4z00x0TgxWtIhPSwQr9OmZiFSANScpDQdYVF9GTRo75eWgYlH1hRsB75seFnVl0l3NT5cIAsCy6s6BwUqq4atWDGs4ARbkCGAlMViMQRzVGOUDCMOZkgi6KfLVaHxQNHgz5ipOgmeuD3HX4TY6moxrvWrPe9/y0K7LkKQpgcKlLwBrr2VgcaqORlNqpQCWY7O1p92erVFbWliCRCjObRRbTwc2u6cdTWESrowTWLjMiW8cPD9ztY/DXY3VcImGuT2yCQfGjIj6qHPgW8aqPa4ls3tAfQzwqex66WD3WviAxPIm5YHAiAEaj3pbaG17y20rOLdlxP26xuPcloFD2oghXu+w9fiaCSYBmqdEcHr+Yy6OlSKLwZIrMlhZJ/jzGD+Xoam4PwZuzvjzYpgOKHfIvT7Vxre8AF5A0aRDQFvA4S77Hrvga4OZ30dOJGq+BU/S4j1ZqUlQ9U7s4Fs2wqznk+9noVMBBOWN/7XOYFFKfQA/BuAvATwH4Pcppc8QQn6OEPKeg57gDRWcwdrSTs7f5CLJ5nleDnPAmARu6m/oy9X7MB20jhpgi7jSnO3DVHWDiiJVIticzyJg9wGQ2etf74z9vkIYWxhKbSy0EuYPoFvzhE0o9kx3Uh4IpJ/y8u+zpIgDuJmIAXqSixf/Wcl7YLo+urI3OdZ4jJlcAGI1NIbjo5koEUxi+Nj91TkLUYXBOrM5xOm1NtY6Gq71qztfTUjIACDwgStPAMe/jv13TWH3hCexDWW2l5RI7PcYQEsCWI02S5qtYbHnf2Cze9rWFLb+JLkI1ke9VjRlmsHqF2OvALbmjwOsscMRTY4kgsUB9K7hYqmlzoIgPv8InBepwerqU++v3ZttEaGK9dF5192MyfzjJ6/EP7u4Y+J9v/45fP7lXazr/JmWNRziAOt635lwWawcaQBrXgzWV4xhisavKhFMYeCqOuUdMAMkljvMg8HKYCgrtHiJ5LiNgNVdrXOAtRnwtceYD8CSIxw9fgAAIABJREFUAwvB1HfQW13I8CupX2gmg8W+A6nCMmUyWHMqv7iBQ6gPFqX0zyilpymlt1FKf4H/7GcppR9N+OzbX5XsFQCYOxiiid/+ksMS8nk+HK4xSgiiUJvz+xtpDJY2hz5MB+0EBHAHxASGQJJY/cXc+mAdEMCKGMrpXj3a/BisfbKAlfZUYsVPoRZkTzxBs7xJBzIgw6adAyzZqe4imKbTBsozWG6AjpwhEaxHAIszWAIJsuGkSATTGDIAesgS2bJOgruGi13Dxe2HWljvarjWryYp7VnerINg/wqTbKy/dvSzMZfLhlordY+HvEi6lSARrOvs+jhmUYDF7mlbk5mBT5ZE0BlwExN27U3Xx9mtIe45ktAYOiuMnUmJ4EQNVjmb9jCk2DNdVjc5LRHk89c4wBJlx3qWO8tgJUnsBCSCAKtTe/OpJXzk0YsIeY3iHz95BZ9/eRdX9i0c0kL2bhGCjiZDUyRc79vz7QWUCLA6bO2Yh4lDGsOkVJSg5zEolQHQV3h8Ra9oM58D4Cr2QTxoBisCWJrfBxoLONxlz8tVj+cRc2Kw1NAGlSf3L0Xn70OFZsM0C+DyvbdWJbfKrMGaU/nFDRxCAOtm8Lj+DM7SdWxH9O88jS6me1QB80vugXQAMQ8Xu4M+5QI4g5Xi+DUPpyQ3pcZrnjVYaTbewBwA1ja2aIfVcowHv9+dmiucHPfMBICVatPOxl+oueUMEICcPjTVJIKm46MtRTUiKQyWZ0CrseQ7L4n1ghCmNyURzDO5AKBxC+6yvbBe3mbP4MmVJtY6GjbnwWBNJ+GR7Dnq8wRMAiylVuoeWxxgNVuzz7/SYNfHK+iGNWKwZO7SlsRgRRLH4QSDdXbTAKXAXYcT3se04I284zYawIREMHoeigLQnuUhpGBuiNMgiL9bWhhJBMXA+X7S+5skEVTFJIIA8P43nsClXQtfusIYo3Fl6Urdj9dNQgjWI4Z1Xg6pQArA4j295rF/ZdUwAeX3l6wTfODgGbK4huwgGawDNqE4qD5YALsvFeYftT5RvAGgLWC1XUdNIrho871gHgwWpVCpDTqVm9S5aZA5LF9GQrIMpvj6U/MPiEFUW6x/5Ks4bgIs0Qh84OqTOKvehS3KF/p51mG5Rqy5j0NtsQV6Hk40aTbkvJklAjGHucTIZbD0OTBM5iw4jEKuRvOz8YdsntJUA1mVWxlXdflz+ikAaz79YsLhJjY8Zn89EWMAK69+5uzWEP/9H30JL1wfxMXqcWTYtLPxnXIGCNHYQDaDVXKTHTo+2rVIIphWIzVmJJDDYJ3bYsn5batj1ydLIsiTwEbA7m9ZBus8B1i3rjSx3tGwOXCE+yIlRSLAig6MWuNGDiOAVbYGyzLY3DvtBMaIPz+BVZbBilwEk/rc1Ng9d1iNXWQScYXXEh1bLGDR7gwYkBtnsNQ2AAI4I4BVtA5xh7shLrdU5jSayGBFfebExt5LAlhJEsECDNP9x9lz/OI19vmNMYDfrnkT79ahjobNvjO/PlVAukQw+l2VSGPngTEG66BqpF4phqzq/A/I5vwVA3AHY2Pfszwo8FELLEBbQE0iWGvX8bLJ78c8AJbvoIYQZErB02ix539/f6/UsDRqIQCkOPiytVkOzPLut1l7+zwlxDdo3ARYorH5LOCZeMQ9hS3KT87mCbCcQbJEEJgPgxIDrKmkImZQ5uEUk7HIV5U6ekYGg6XNh8FKAnBqEwCtLnFMA1jafGqwfLOHHm3i7mnZE79mbcnJZB8opfjAb34e/9/jV/CDb7kV/+Kdp8d/mW7Tzr9TJ2f87MlnMVjVJIKmG6CZx2AB0Cl7P/IYrOevsft05/rYdY43kXQAp3GJYNleWOd3DEgEOL6oY61TRxBS7AzLywT7WQxW89DoZ2NJuK6Wq8Gy7QhgpR8wBAVlLgPHR12WoMpSeqNhID4g0ZQagpDCD0JscIOQqCBdKCKpz3gNliSx+dt9tHjj6aK94GK7eV1m13kcRNRkQG6gHjFYAteeuZq56E7XUNr9dImgQPJ0fEmHKktxq4BrPRuLuoJvv+8I1hp04t1a72i4PpijRNB32fsfMVZRjPUhqza+SA1WxRqpNAA3txqsHAbuoGzgXxGTiyrj5+QmFevD9yMHQSB+Hte7Gq4OPNYCZx4SQf79SX0yP2m22fvQ65UDWI4fok754WOGRLABp1yDeSB7b5+XSc0NHDcBlmhcfhQA8LB7CrtgLxKdF8CiNF0iCFRP7oEMiSBPeqqcAooskpVt1M3kGixgTgxWFsBCdZDrDGYTHGBuEkHiDmFAmwVYagSwshms8zsmrvZs/Jv33IN/85570Bg3cQg81hspQyLYkSrUYHkZm+BYL6PCwwYh/JBCJyMb6Zngm2IjYAl+3kby3MYASo3glCiDxe9vnTfT9UsyWC9vGzi2yJLcNW4k8NYPfgKfSmkAmxeZEsFpK/JxiWAJgOVa3EUwQSIYPT/ULgiwbI+xV0B6o2EgTvLjGik/xNV9C3VZKuYgaHAjoHGJIBAbLeh19r4UZbB2DbZ2rqges9OeXiPUJlTuFGY4+dfedJmr2eI4g0VpikSwxd5rgbW5JhHcttrCS7x/2EbPxutPLOI/fO8DrNHw2LO/1qnjWs8GrbdH/f+qxHST5ChigFXRadd7BVwEv2I1UhVdBA/c5U+gD5Zvl1eQ5M5fq5Rf9S0PXcL3pgYDPIe7DWzs24C+MhcGi3IZb23qAL7dYX9vWBJgWW6AOiKAlS4R1GGXPzzNYrCiRuFV1UE3cNwEWKJx/WkE9QVcpqtYXD0KAPD7FftHRRG4rE/FtHxPOQAGa7pOZB4mC1kmBcBcuqXHLoJJUbUXB8AB1mwR/qiXTkWrdmc4y1AC85EIhiGUwEQgN2Ob5Dj4NWtygJVG9T9+gS3SD966OPvLrDoCRQdA0CR2eYlg1ilvhT5YEeBrkAwGK3L5CyOAlc9g3bbaglKb6hEGJAN0/n7VA/b+lXURPL9jxLLNyKnq7uBF/MWT5wqPZXsBHD9EJ0ki2FicZIPGZByaWq4Gy+M2vyQDoMMr9n71LR+dBq+DS2s0DHCWZjhyifQCXO3ZOLLQmGxDkBdREt+Y6lXI64yUGmPThgWdNHcNluAsyfwdmJHxtSDzZ0dEIrjPi+4nJIKeyfaXJIkgIFwkf/uhVtyg+VrPip/D6frYNd4L6KKhzEcCFB3+zdjMdyZ/XzZ8J8Pk4oBd+CrXeOUBuKoSRAEGK3DLlzEcuEmHDZAaY4OToqJJR28cYHGG9cSyjkt7JmhzPgDLtdg7J2uT+8vCIturhwUdWKOwvAD1aG/MkAjqqCD/z2SwOmxdqpq73cBxE2CJhrUHp74EgODk+gL2aAte/9p8xo42uGkJWcyezKEPkztkSci0lGYuEkEBHfU8GgFnMViVJYIJDCIwPwYrDSDWFLbIV0kSuI1qq7swmzSqo0WS0vQao8cv7KKjybh9NQEEZjUCJsx6vkUqnnJJymz9G1DJ5CKaT9wINU2mAKAeAaycGqznNwa46/BUoprFYMkaQCSoYfk+WJRSnN82cXKZPf/rHQ0dGPiT+s/i21/86cLjRc5XiQzWuDwQ4AzQuE178fn7jokQJJOhpAU32f44g5XWaBiIjRzGGayNfauYPBBgjeABBkDHY6yVRqsul2awFiX+/ROMKGQvqsHKf7/2TfasT0gEI5AzIxHk+41gofkdh1q4vGdhz3CxZ3qja+iZE8/+kQX2vz/2wgBUUIKYGRG4nQaI86rBSuvxB4wBoAOsYQKqM1hJNYjAK2iiUfb6CDBYlcZ30uWZ0d/1zNLPaM/ysK7ye8Cfx9tXW/ACCkOej0RwOGDvr9qY3Js7HbYW2cNyz7/l5TBYNRmBpEInFdUpkpIMcOdl8HUDx02AJRp2H7bEkr07DrWwRbsIB3OSCGb1YALmx2BlnLBXOmkUkUEctIvgQUkEx3rpVB4/baEfk2GVCg7QtWZCXx8OSnXCNoG0k6gnLuzj9bcszjaeBbIBBACoTeiwy/fBytoE1fISwWg+GriEbNoiHxgxTF6+RHCzb+Na38bd0wDLNQGQ5E2KEEDRIYfsHSnDYPUsD0PHx/Eldi1W23X85FvZ5vqW4NHCtVjb/PMrranDluEmazw+HlEdDaVoKLVS9zh0LbhEne1hB4z1OSv2/g5sHx2Nb9ppjYaBGCDW4z5VATZ6dmynLBxpAGvMKa9ZrwnJ+KI4uzXEjuGiVZehRgxegkRQ8oZQZQmGwLXfGTKANSERTGOAxmzsRSIy0PnsWZY0rnfHkuux9/eddx3C//D378SA6iA0qC5xT5m/q0QMXMUEzcuwaa9cw5Th0gbMoQbLAYiUwdBUdREUNOm4URsl+3Y6uw2w+dOwtMnX0PZxSOHXlksEb+fvyR7a1XuMArAM9nzXG5MH8DWN/bdrlgRYExLB5OsfyDp02KVqbwHwFggpa+28Dkhu4LgJsETDGcAAS3DuONTGNu3Oz+QirQmwOqfkPhojSQI3j1MEIQarWt+eTBfBedm0JzJYURJSkUX0MmrIxliCUsGfHynJRIMzQA3Krk9SgkwpxcVdE7clsVeA0P3V4JZiN9j4IjUQxZO06NStTjMAHF/kVZ8lmVkSwcfSZJQR+E+TnCkNVqeCcjVYmwP27qy3JODfPwDy/J/i+147epYeP79baLwoCV9uTW2qRgrAogHgWWio5Wqw4FrwSbaEiRQ8IGE1WJFEMKXRMBBLBCMGy3QCXO/bOLJQksHKaHbbVGVhk4unr/Twzn/3Kfzl09dYLVhanRGff1NQnnlui60FJ8ddQLPGBgpJBAHgMy8ygDXBYI2tnXW5hh95221otPl7UlUmGCVgY+Dz4Ze2cfrnPo0ANVCrQoIWhtk1fHNzETyg8YMUB80oKrsIijJYJUG0bwOSnKxeAObDYKWBt4nxy/ZZ9LFS4/+WSwRv4+/JptcArP3KDK5lsvez3kxwmUbxFhdR2F6AOjIkggBCuVFNIphV3zgvk5obOG4CLNFw+uijgY4mY61Txza60HafAx7+X+cwdnR6meYiOCeJYCKDNYeH3HcAkPSTIlljC3zZhSYyAUljsKLxq4Q7TKnBmsM9CHkheVoNWb1ar63QZguslFTjJauAJEMD2yiTTqKGjg/LC3ConbIRxQxWGoOoQ4MDNwjLmThknSBLUuleJdF3VamTPneetCkee/6zGKzHzu+hLku458hUoppl8wwASiNmsMq4CG5xgHWk1gd2zwHn/471ZOJx6fyLhcbb4bK05WmTh+FWskQQAJxBLBEMi34H34JfS7+/HqlDCoozWO26wtpn0DCHwRqgrrAE7uKuiZCOZGzCYe2zZ2WaKRirUSsiEbyww57nqz0bi1GTYSCZZXKH0FVZiB07szlER5OxOv4uO3kSQbG17ZblJmSJ4K+fu87/eyz5TXj+1w8xs5SgagIVMWxj14b14yLo0wY2tyrUQh94jVQEsFL2xlpVBstNHxuYAwP3CjBYadceqA4QAzeHwarGkBlOgMXapLy3VZdxpKvhqlMHQq/yAbltchfX5tT7K9fho4awpPqF1WB5oCCsVCEhqNKEXkX+n9XEOz7cv8lg3Qy7j21Pw4llHW1NwZ8EXw9X6QCf+IXqGvNUBitK7ufkIpgogYsSqCougtzmNvUEX6tEw7NNkKYzQPOyaU9Kwuch04zAQer8qzWUtg127+RGgkshH78eRgzW7EIZMSSHOmkAK8fERGkwlgiAWeakK6sGAmDXrcQ7EH1XNcyQKfBeSTJP8LNqsB6/sIv7ji8wa/Dx8Kx0AAcAio5aEEkEiwPQCGCtSTxR3X15AmDJG48XGi+RwXJNVosz3gMLmKjRjJwli1j2hiEF8W2EGafsQU2DGjq5BiPjMbD9UZNhIKMGiwGUOr9nz1xl78otSwV6YAGMwWoszP48kghSimYBgLU5GK1Xy011tP7OSATZ4Yuu1mB5+WOf2RzijrX2ZC1mmoOsWsxgR5Ul3LrSxK7hYqVVx9GFcYng7PU8cYQ1rL60UbFWOZrf2AHSVd7LrA8de7vlnDQB5NuoE8JA0EExWJLEAEDZGqnAzWaw5iGxA/JrpCoxcFkA6BVisErO33B9LEoGuz5j++Nth1o4N+Tfq6LLpcsZLH2awSIErtSAVDJ3iCSCtFZPz91UHToq1mCl7e03JYI3Iw6nj2uOipMrLbQ1GX8bvh7PnvwBljxXdYp5xSSCCQBLrrMFuqrJRdYiJleUQUTJdRoDVLEbO/sbORLBSgAro08SwP5uJYDFEu9UgKU2UacZAKvPAVY7ZRPNnb/OQAwAu8xC7OU8P0qzkkRQzgJYAAdAHGClJPleEOKZq328/kSCy6KXUV8HAEojBlh+iRqsCGAtEg6w9s5PACx1/+VC420PXSg1MqphAgCLywz1lckP10d1Lg3OAhWRiwxsH3W4oBkAOqhp0OAK1y95QQjLC0ZNhoEMiWAb8G1oNQYKI7fMGRYyL6y92forYMIJq1UXlwhGhxoAmEQwrjNK6lU1hK6K1Xe9tDmcbTae2qKjWA0WgNgE5/7jY4Y6UyYXUayuMLC+u1Nxf4zmp44SzKv7Fu5cb8OT2zD7xSSyE5EHIACWOJdlgAKu7pBSaqSiv116/Iz6w2hs4ABt4OfBYB0gQMwFoNXmbzoBOpjt0fbAiUW80OOyR6ucjXoUHncRbCY0avdqTch+udwnMrmgWc++2oROnIo1WGkSwfn0AL2R4ybAEokwANwhrtkyTi7rsfZ/W2YndL/2h39VbfxXRCKYUoMFVO+ondWoERhbJEsu8l5Kk+Tx8au4FAY++/cHZdOeluDEf6MawHI4g6VOSwji8fXYxS4pOY5O01MlgnmF2ooONQPA5YafL7Erc32iE38ltLMZJlWH5JmQSLrL4vW+DT+kuHU5YRzPSn82gQkAV4bB2hzY0BQJDZcnknvngeF1QF+GKbVArGIJ7M7QwXKzPslyWJEN+RRLMyURBIoBrF3ThQY38/6GsoYGcTG0xcBJ9Lm2JudLsPj8df78P3V5H8eXGujqyZKY1LD3ZxvdAhM1rEVMLqJDDYAzWHafuW1Nv2NqC3AH0JX8GqydoYNdw41rpeKI15+0Azzxte2ONfZvHjjBr4XPW4wk3N+lJdYzbNCrAIAABrAUHajJOL9t4F//p6dxfsfEkYUGavoCqNUvnwDGh0dZTnMVej1FErislgBVTKCyWhQAjKGXlPL7Y9yjMM1lsWINVq6Ebx4ALktCWW18w/VZo+Epae93PnAUe5Tv91Y1Bsvn+WG7PXso5Ms61NBEUEJ6HtdgZeRuhBtYVbJpT+1ReNNF8GYA8Qlan+o4udpEU5UhEWCDMIB17syz5TWqQPoGKNeZQ9A8GCwvhaEBJpywSkVWHxFgjgxWeg1QpWaEXgYAkuusj8Y8JIJZTnkVxndN7jKkJ5hcAICiQ+EJftJzGjEk6QxWJKNJd3GUOUNTaiHO0+GrekmbdgZmakE+g0U8M7OR7tV99v0Sa3dEJIL82fdK1mAdamsgEVMeOMC1LwPNVTj1JbS83ULufjuGi+VpB8HUXkMjgKVxiaBV4G/tGi404kLKuP5UbqABBwNHTEI8GAdYQY4Ei6+pJzsUS00VthfinsMF2Ssgg8EayVyKSAS3hlMMVtQIOKnNAg3RVYJcF8GoR9Uda1PrQKpLbXEDn2js+49zgJVRn7m4yNhQo1/tBJ81aW/DD0J86699Bh/63AW8tDnEkQUNWnsJLRg4t1Vy/czr8xT9rgoDlJXgAxUZrBwGCKhmAvWVZrCq5g5+jglIxfkbjo8WHc4cTJ1caeLI+mH2HxUZrJD3EVS12QPgQGmiBQsDu3j5hemyGqys3E1Sm9UkgpktNJost7rJYH2NBwcffei4dbkJSSJo1WVcAZNAHMMmXrheQWIX9SGZBli8x9CBSgSBryIGK00iWFEGkcUwxfegCoOVI3GseI99bnLRaCWcsAOA2oxrjJIA1ubAgSpLo8at0xEnUekMlpxR45UbnoVQ1vBDH3oUH/nCxYTxmyUbDbOElAGsbAAE18x0ydvosb+fDLCSJVKj8RuQ/PIugltDh5kWjMkCceVxoLmKUF/FCunh0q749dkZOrMOggIAK2awXPHvsGcwBqumZl8fDW4MnPJil/d6WmqqYxLBjEbDYI2ev+cNxwAArz2awvRmRS7A6jOTC9dPbeY9Hpv90Vq1GEkEp+WBQHz9FxU39xAvBliJDBaZfUYlia09BSSC33LPOn71fffhoVOMncpigKQGuzbOcA4AS23h41/emHg/jyw0oOgL6BBzoqatUMQtRnIY9NIStZwEH6gI4HIYIKCaCVTk0JlaX12xRuqAJXwMgB5cjZfhBqxJ/fS6CeDYYQ6wKtZgUdeADTWxzQhVW9CJg75VvH1GJBEkGQC3prWqSwTTckNCJvoIvhrjJsASCQ4+BlSP7W/bmoJdV8YWFnCcbOK5jSo22wbTaCc96GpzBDCqRJZEcB4M1itSg5XRBwsovwinMYhRqM1qACtP4hjd45IMXGDxPjwJEoJo/FrAm5UmSQT7Ng6167NNiqPI6sYOTJhElFqIfRuXhxR/89wmfukvnp9lAUoyfFFCKuVJEFUG4DSlllpDdmU/AlgJm0Wui6AOievky9RgbfYdrLbqrKfKeC1HcxW19hpW0MOFHfHrs2O4WJl2EEztlTQCWLpaXiIoaymHCwCIqqNBHGGJYNT3a7lVzz9hjwHiEN/35ltwYknHN5w+lPzZtKA0HWCNOWHpqoyQil2frYGD40vsmVlt1dkeM21wAcRr0oLk5DJYL10foKnWZpsoR2t/0vvNJYiiocoSvvOBY6N+eV7G4VFkI12yT08c7hCot/GZM9tY0JX4OTy60IDaWkQHxkRNW6GITS5ynOwqufzltASoInEXYbAqzT9HXTCPRsOZAGgODJmQCUhxhYQXhHD9kAOs2cNNubUEAAjNigcMrgknrc2F2kITVtw8vkjYboAGXJAsBqvOJYIHwWAB1XPPGzxuAiyR4A8A0dpY0Nli0NZkXNm3cDFcxYmqAMvhFuqJG2C1+hwArNdHmkseMGomWjayeh0Ac2CwIhe+g2KwUiQ0UVS9ByISx9Bnp3klgjpDGLSOlpayUSk6AxlIlndd7zvp9VdAvsRRacTjl2GwqGfhmesuji02sGd6+N1pFkspJxE0vQBKjYAIACB4kVNbmkTQ4sldAsvnGunsJAAojbjPkxdWZLAO3Q10j7NfNFegLa4zBmuvCIOVJRGcrsEa1eloJWqw9gwXDbhQtHQGUVJ1NOAKSwRjF8SmOnpnUiWCI4B4fEnHp3/yHXjdsYISQddg72eii+AIwLXq7PrkGV14QYgdw8V33H8UP/8dr8XX374ykgjOzJ89V105X6ZzZnOI26cdBIH0Fh1AbKJROrJqmKQabElHWPWE2hmA1tt4+KVtPHRqGSe4A+Rys45GZwlN4mC7X1YimFNjBKBSI/s8AAFwAHSADJZSpcYrz4CoKgA6aAYrxwQk7kNW/PpH76Pm9xPXhkazC59KcIfVahCJZ8Ilyc9nTWuhBbsUwLK8AA3JB8mswWpV64OVB9Crqqdu8LgJsESCPwDt7lL8o46m4PlrA1yiqzhOtqozWGpK/cw8AJZvgdmcp22y7WoMTW4vi6oMFv/+B8Zg5QC4in2qcgFiRadC6gxhoIGWliLxU5uQ+ByS5F2bAzu9/goYk9GkSwSlwAFBWKgWKIrAtbDnSvjRd9yOU6tNfP7lqQ1JKWfTbrkBAwVRI+C0UBpMIqjUUpPYjX0bh7spSZgQg8WezaIMluuH2De9EcBqrwNv/yn2S99GvbuOBWJgfyD2/hq859lSM0UiOM2iyFpcBzqSCBZksIgLOcMEpFbX0YAjbBCxHfXxao3ZW+dIBIuwNDMR1VAkMVhjbRyadfb+5X2Pbc7ArXc1fODNtzDb/1SJIJt/R7JhukGm/PBMkoMgn9uBrf05PfI8uYWaOyjXHy8KZwCT6Ljas/GW21fwc+99LY4uNPC6o10oOrsnvb2dcmPntaAAWIJe9nAwTwIHVK/BEpIIVqkhyzo8rdaoN1fCN48aLBF1TYn5G44PghCqnywR7Ooq9tGCPyz5bPKo+SbcWhrAakMnNvolarAsL0CDeNnXR9WhkACOXeH5yXr+tYWbEsGv+eAM1tLSqEdMpyGjZ3nYogtYkQZ4fmMgpL1PjCyb53nUYIm42FU5xTzwGqycPlJxM8iDkgjOCWCl3uNqvbaIO8SQamgmsSsAM3FwDaiyBHOql07P9PDytoHTaynfHWDzl7VEDTgbn30vDW4piSD1LNhQ8aaTS7j7cGf2sKK0yUXA5ER5DKvKbOC1DJOLK/sWjibJAwEBk4uohoMWdhHcG683MnaA5ipw3z8CvvF/BN764yC8b5Xb2xQaL6olm5GR2T32nE830h2rA436YBW5x3uGiwbxQDIAaK3ehEZcYYOInaELXa0xNjFPIjiPNgsRwEpyERwbfwSwsr9H5CC4Ol4HZ/eBehKDxQ7e2sRBEFK4Kc/Pvulia+AUB1gFa7BmImdtC9U2mrBwvayEDwCcPrZc5vr40KllvOnkEj77U9/InCA5KDV6JZNYEZt2uVERoIgArAoMlojJRenx81qw1AGQg2s0XFOYEcKB13iVYbB8tGGBgCauDd2Ggh5tIqgoEZQDE14t+f2VG53yDJYbQiN+Tu7G/m5Ydv3Me34KSpS/2uImwBII12BFiodWRz1i2hpb8PdpCw3YcBwLlwvIdCbCy+gVULX+B0jvsxX/jYomDq9YDVZKkhA3CzxIieBBmlzw+ZdcxCRvCJtoqEnpzQLhmdDV2Rqjz57dRkiBt51eTf63QD6A5tetrNuQ5NsgSgOnVpq463AHl/esyRO5ChLBpiKxU9I8iSAHEGngYaNnJxtcUMod5BBTAAAgAElEQVTmlmnT3gChARQE8Au6CEYAa7GhMAZLX2ZA923/Clg6BTRZPVE4FANYF3fZdYzqf+Kwe8kAAuDPP6vvAYCBIBACgF3DY1bAGddfVnXWB0vw2dkZOliJwEksEcwBWFUOkCIAkiHhgztEiwOsPIlgomFKjkSwJXETmRR27KXYQTANYKXV37bnJBFMt2Juw8S1XoU2Gs4QG7aCjibjttXpXl4MgFqDkkYCsQ15Xh+sAwIoQEWGTITBqjB+HgAi3DzloGza4/EPyKa9AgNnOAE6hO/ZCRLBTkNBD03QigBLDS2EKQd4qt5BnXgYGsXnb3sBNOIJ7e207BqR9/xUlSjf4HETYAnEHpcfHD60Fv/s7a9hCek+eBEyhni2rEzQz+h2rVSz8AaQz2DVW2yh88vVALH5CzBYZWUQIn2wgDkwWAfE8OWaXFQ7Za/5Bmwpq89TC/BttGRgOJWgfeqFLbQ1eWS7nBQCLnkA0CBuca124KOGAKuLXRBCcPdhdiL9/MbYqZbaZIlKWGxsy/XRVviJf64NvMVqsBKS/I0eKyK+dTnh+Qg8gAZCMpoGHDgpfbbSYs9gQHNZdVky1ZxqBNxiAIuMOwxmROQ2eHxp6nmx95MTfCBmsJZbdag1CZf3xDfzvmFBQXKfpCiI2kADBRiscZv5WCKYZnIxhz52EcCqJ8i4x9o4RP0R89wQo4O444v8HgQ+m1+GRLAJDrBS3q+Rg2DCHLNqsKqeIOc0IZcaXbSJGRuTFA5KAWeAS0YN9x5bmK0v42unbZSUGcUmF3l9sKpIBFX8xdPX8F//P4/if/7z52flkpUlfHkArmoN2UEyZKI28wfEYNUUJoEuMb7h+uiCr4VJEkHOYJEKLoJhSNEITYQph7Mqb81iGsVzT8P1UYcYwCrNYI2ZsNheMLu/zqME5gaOmwBLIAb7O/BoDbesLcc/e+/9R/Gvv/1u3HvHSQDAkjQoX4eVxWBVNaAABABExSREtA9W1RqpvGaHB2HTHv28sskFySjEr9ZQWvZNuFkAiyc/JzoEV/dH94BSik+f2cJbb1+BXMtYCry8PlIRwHIKuw25Dru33Q5LLu/iAGviXYplHMVO6SwvwIISTI6RFEoTCBw05GQDhycusA3yDbck1OBEiYvA9VlQ/FwnuOnY5wzWshSdlC5NfqDJDnoUwWbDl3ZNaIo0KU8DOIOV7kIJ10BNIji21MDFHfH7YJh87coBoDpxYAjWEWwPXSxHNWR+DoNVU5nzYpX3N3K5SnL5G5NQRnWM1/vZ69DlPQvtujxqi5A1Pl+bdcpNZFJA6JnrQ2iKhKNJLGteDVZVeTiQen9lvYM2LGwPyx7eOUDo4dKwhnuTzEk46PWsfjmJvpBEsF6pBmjLJvhvPvw4nrnaw//5qbP4oyevTH5GqVKDJWhycVAuggBXGBwQAALm0Og5jyHTy5lcjDNYaRJBNFFzygOsgeNDhw2awkAT/vy7JZw6TSdqNJwloYzUNSUYyjCMTUaevLiHb/yVT+Idv/JJPHN1bK5V1VM3eNwEWAJhDvYxQAO3TskT/quvP4n3ve0+AMCdHb88wMpisLRudZcVEYkgUD4JEa3BKt1NnpsUpNYAVWWw8q5Pu2INlpXuEgmMkp+SMgs1MOHJWQwW+90dixLOj9l5v7Q5xEbPzpYHAvz+5kjsACzKfmGJ4NYu23yaTXbt1zp1LDXVyUW4ZK8S0w3QiQCWgJNUt+YlAsTHL+xBUyTcfSQhAc4zAAHi+S/XA+FeT1HsmQx0LBD+jOrTAIsxWqor5lR1ac/EsUV9lgkQYLAA4NblJs4XAFiWERnU5ANQ1xG7v0wiyJOmIKcGi5DqEt8YAGUZEQ2x0lIhERGAZeLoYmN0D6LxkxgsviY1IgYr5f06sznA7YdaI/v08ciUCFatwco+YFCbC2gTKzb2KBz8vvWohnuPpdfA1QOzVB3KyOQiz0WwPEDZNCladRmf/sl34L5jXfza35yZZLEq9akSrPE6KBdBoJpEUKQRc1kXR0rF+pCVnL/h+uggAljJDFafNiF75deevuWhSWyQelpuwnIH1yz+DhuuDxU5bQT4+FKZVkF8bfYlFT/6O0+AEIKAUvzcx54dfabeZte+oDrlqyVuAiyBsI0+HNJItmjmCc/dCz5euFZyo8pksDpMYhYUd2eLQ4ShAaoxWJk1WHOQ8GWZCFRmyAxAUtIX+ihBq2RiksUwVTO5UEMLQS1//FNdgo2eHdcZfepFJivLBVi5EkEOsBRfWOYVxdYeA1KtJpsjIQSvO9rFly6Pn3KVuz6WG6BT4/PJAogcgHakZInj4xf3cO+xBShJLF8BBmtZCTAo6PYU1WB1KV9bpp3s1BZC1CB7A4QC9V0Xd63Y5noichkstjacWNJxcccQYguCkMK1RQAWm49n568/YUixOyERjBoNZxVSVzwgyZIIAjHDJ9ckrLbr2MipN7q8Z+HY4tg9SOtBBrA1qaaiwRms/RQQ8dLmMFkeCORIBNssEQpKgBMglwGqVZUIcvA5pI1YPjwRkYSS2OVYMt9iEjEpxSAIqAZQAge7DpM+1+Ua/tHXncCVfQtX98eekUougqIuhQdUgxWNf5AMVlmb+eiZzrXJL8eQGU6AbkYNlq7WYJAGlKB87tCzPDRhQ0oFWOyd963iuafpBlBpDoPF1w1SBkDzZ+6JKxau9mz80j+4F28+tTzZs24eJkQ3cNwEWAJhGQPQtASBJzzrqhX3ZykcmQxW1Miyig18ng0535jLPOSU5ru01VQApBqDlWkiEDFkFQBW2rUB+O9oNYljXqNboDTAVUMntQh2fPxb+KN0gTMQn3pxC7cfaiXLisYjVyLIGRo1wL5ZLFHb2WfJZac9Sg7vO76AF68PRpbvJQuRTTdAS47GyHdKasseLG/SCttwfDxzpZcsDwQKMViLqp9rgDAd+6aLhlKD6vEkfBpgEQJPbqJFjVx2jFKKy7smji8m3Ms8gMVlZLcs6zDcADtG/lrXs7jBBSDUrNR38u9vz/Lgh3RMIhgxWBlJVGUGa8AS8CwXUL52rncbmQwWpZQDrLGx7AyJIACoLSzJ7HueuT6bSA1sDxs9G7cnOQhSmiMRjExAyh4O5hww1LtowMXuoCTDwec1JA0cTnLxVKMaNavw4Q4A9v7KjXR1AcCe3dArdcpOfRdbFmL2++gCWwsioxM2fr0iABJhgA7QpKOkCREbX2T+JSWIgcDhC1C6xst0fXSRLhEkhMCT26jRoPT175sWNOJBbqSsDfz9DewSDJbjQ6ZiNViSXwZgsbX/qQ0L9xzp4OtvX8ZCQ4ll7+Pjv1plgjcBVk70LA+Ba6KWdoLAayKWyBADx0dQ0CUMQHYCW58HwMqTwPGHvMwmG3gAqKDTUBUGK6uRa5SAV6jBSrs2QGUbdQYQ8wAcyumcAWiwQTMBFvvdsSaTpby8bWDXcPHIuR18452H8v+AoMnFcj2IGRfR2Oux57rbHW0g9x3rIqTA01f4M1/y+lhegHbMYOWYXABoSS6rqfdH8p0vnN+FH1K85bbl5H9bsAZrWEIiuKgrY72YlmY+46sdtImF3Zxrf7VnY+D4ODFt1hGGLMlPA1hjfeBuWWbX6sJO/rtwdd+CFgEsAYAuUkj9n59nbomxA18sEcxJEqoyWPV2hsR3dH3WO/VMx7ye5WHo+JMAK0siyMfXqI1D7Tqe25hdo2MHwSSAFbisSXLe4VpZgOXbAEhGHzI2vjEo6aTG56U0OskMMl+3W7ALH14AYPPPOnwBKknQQ8+CGdRi9m2dt0eYYDnlBm80X3D+YciAXy6DdYAuggDf20uMX0jCVyJ3yGvhUHF85iJoghIpNX8Io5+XLPMwB+zfqY0M9hwo9f46rosaxAya5FIAiz0TmyZbmwghWNAV9CxvpLYYa9T+aowMXvxmAMDTV3rQiYO6ngZOdEDW0AF7wAe2hwU950RmOvwMgBVtulXqsIRNLkokISJFwtHvD4rBkqsyWBkSGmDs+gwA5MjpEsfPkQhWAXC+CxmBkATxcIMtaud3DGwObHgBxXfcf1Tgb+TV2LFnd1H1CwOs/QF7bxqN0fsV1Vr81t+dw9HFBo7GJhfFJYItSQBg8evTJA4AZdSgGMDDL21DlSW88dZZYMPmJPD882e3K3uFAda+6bL1xExvdhuqbbRhYtdwcXIl/Tn+o8cvAwDefdfa5C/cAQAqVIN1Cwdn57dNvOGWlGvC4+VtYwSwBJ6fIKMGq2d5+IHf/gKevdrHm25dwrvv5t8hlghmrLlVrYAjgJUWahMYXgcArHc0PHx2tifTw2e38dfPXsdCg81TWCIIxHVSdx7u4Plrs/tA7CC4luQgKNDjDyh/ghw12U4Dn3z/codlARabV6OVwiDXZIQ1DU3fLlzfCCC/vhQYM1FyRoyfYISeAxcK7ucM1uFEgBWxsTZQKzB+3KJAQAIXOAyQpdUxp4Uog2WImexMRJH5+2JtKCZCZG0AKtVg3SKZIFo39bqGahtwwNaQ9lriZ7LCGrIaZVVPP3wBAKng/Cml8F0LqENIIlgLygPcTRuxSmZBVxFSZt7RbShTudWrL24CrJx46vI+3gIHzebh9A81ltAO2cbXt/ziACtLYjcXBssAQAQa3ZbYZAudEpVlmMycGqyKjYyFJIKoyGBlzL+msE2gxPWnrgECQKrnM1hNYmO5qeGFawOc2xrizvV2snHDdOQxWPz6LCoe9vaKSQR7/IRu/PlfbdfxrrvW8FfPXke3oeCDDxU3uQhDCsP1RxJBgQQ/BlhegCid+7uXdvCGE4sx4JoJIQaLA6yaV8rkYrHJGSy1lZiMEK2LDtnHXoZsLwgp/uDxy3jo1DJOLE9btEfyw6w+WKyO4MSSDlWW8EKCVG06Xt420CARg5X//tIMhvLPv7yBL17ax/vfeBw//u7To55vPu8DlCXxUluAeSl3vqnhDNLle8CEBHGtq2Fg+zBdP67Z/c3PnMO//fhz8cfvO76At50es9uPJYJZAHeIu9bb+L8/uwM/CCdcP1/aHEKVpeTaurwef/NgsLLWfn7dvLI26nxenW4KwAJA1RZaTlmJoCXOYJU4wCOBCwdKfPDRrMvoaDKuTUgEx0ygigC4CKCI1DABDGRJOWByOoQZrDIMRxEJX4nx8wxwxscv8fwbjo9uzc4+fKm3gQFK52+Oyf6d1kqTCLK/rQTFchPbC1n9FSC0t6uBhTCkySY6acEP1K1QxlHO2C80eP9Y0+UAq2JudYOH0HEGIeRbCCEvEEJeIoT8VMLvf4IQ8iwh5EuEkP9MCLll/lP9ysSZ60N0ah4ULWPh05fQDDjAKljEjsBnNP9BM1hZLnZxDVYZgFWEwSrbiDkHAEkSW6QPqgarXoHhAzhAyRgfKC1jsnj/i1o9S0I5kti9++41fOypq3jqcg/f+6YTYn8kOqVOHZ+78Mk+9gy3kF2yMRxOjBHFb/7Ag3j76VU8eXG/1CI8dH1QCnREarA4ANUJ25Ajo4udoYPnNvp46x0rqf9UrAaLfbe27BWWMe0ZnMGydhPZKwCQ9C46MDMlgh96+Dwu7pr4/ocSlmaL2whn1WDxGkSlJuE1a+1Jl8eUOL9t4LDOn4XMGrj8GruPf3kDty7r+MXveh3WOmNjBTkuWNH8q7oI5jFYsUSQzSWSCT55cQ//9uPP4e+/bh2P/8y78Kvvuw+/+8NfN2mYlCsRZOPfebgNNwhxbnvyPThzfYDbVlvJjcZzeyBGB3gVDJqyGCD+nYjbh+sX6wEHsAMkAOh2M/r01VtokgoSQZG9Cyh+gEcpZOoilFQ066P7fbjbwNVxBqusy25ek+0oqphM+ZYAQClrQiE4f0Urd3gatXDIbcRcTiLYt310JDdzb5e0au+XbbB/p+lZazOgFJTwxT2wgFyDMgqCBrEnpPNCwQG0CyWWdC/oEcDifzuuAX11SgRzARYhpAbgfwPwrQDuBvC9hJC7pz72JIAHKaX3AvhDAB+c90S/UnF5z0RLcrNPYBuL0HgRer+oVWwECg6UwcqTwEU63goAKysBj35/UAwWUH6RB/j1yarBqiijyTO5ANgiXeKUzuQLcGqNIDBmA2/gAw/dAj+kWNQVfM+Dx8T+iJsDEPm9aUvMgKBIojOMAFbC8//AiUWc2RyiH/INssD1id7DVi2yac/pgwWgweVskVV7JPVKrb8CCjFYLYkBrCIAdM90RzVYKQyToi+gTczJ4uGxMBwfv/yXL+Adr1nFt7x2ffYDeRK1qef/niMdPHs1v+/QuW0Dx9s86c+8/ux3xLcTnRD3TRcPn93Bt917eNZe3rfzE6iqAMvOAVj19gzAilziPvzIRTTVGn75u+/DcquO73zg2Kwbrd1jz0hNSRmfSRzvOcLuz5cvT4LbM5vD5PorIF8iGB/glW3Um8MA8WeqA1b3WTSiBqrLi+kMFqm30YRVDmDlGTQB5SXoHEDI6uT4611tsk4vdsEtuD/GDFDKcxOPXxLAxX2MRPpgVWGwREwuqjBYIgxc8dyhZ3loS26mOkXV+ZpdMn/zLfbvpLQDfkVHCAkNWIUOMEwngEYE5NuEwKvp0OEkOuxmBr/+DpQxiSAHWFGerFY43P8qCBEG600AXqKUnqOUugA+AuC94x+glH6CUhq9AY8AEMzcbvy4vGexxCsrgWosou6xF6FwL468PhxR0jMPBistFB0AqchgiVjFlmWwciR2QLVmhF9piWD0N0pcf9Ng/0bWsuY/ahZ4z5EufuChW/BT33pnctuB6aBUTOIoyWjV2IIt6iR4vW/DtaMm0kkAi21Oz2y68fxFo2+xZKtVEzil499N472GIhv7h89uo63JeN3RFOABFGKwmpKLIKTCG1UYUvQsD4u6ygFWcs2TrHfRhpla33V2awjLC/C+N56YBShAKYC1Z3q5duTndwwcafG/J8BgNeDATLg253dMBCHFA8eTGj3n2AxH85+HyUXq+CMJ5T1HupAlgs+e3UbP9PDxL1/Fex84OsFgzITdy5EgtgF3iNtWW2iqNXzx0qhxqen6uLxnZQCsPIlgxQO8PAaLj8+aDRe3Ih9yCfHqcjqDJdXbaJOyNViO2OFg9NmiYwOQ65PjH+5qKTVYRQFcAYkdUIIhKyCxK1NfLQqAytZv5zUhj6IswDJdNCUn8/C30WFrVgSUioYX2a+nHZAQAr+mowl75LorEMIMFoBAbkCHXRxg8XvmUCWuPezyGtT4MPCmiyCOAhgXsF/mP0uLfwzgz5N+QQj5EULIY4SQx7a2tsRn+RUK1w9xrW+jTu3sBLy5Atlhp92FJYLCDFbJE0YgH0AQUj4J8YucElVhsHIkdlWsaF0jG0BUYfgA8fmXWOQd3mBQ1TMSwOhv81PA/+m9r8X73lhAHggqwCA20eQnYqIn1U9c2BudoiUk4PcdXwAhwBMb/DNFGCz+HjYjkwsBhkmj7Fk23QBBSPGZM9t46NTyRL3LTIgwWDwB1fl3FTW62DYchBRYadUBM10iSLQu2sTCwEq+7ue22Ht9ajXlGcwFWJMHDFHd3jNX05OGPcPFvulhvRFJBLNMWNj10YgLM4GF2OJ9Uw51EhKBQKDRqtqq1sxSpAaLhoBvo6sreOi2ZfzF09fwi3/+HFw/xAfenKOYd/rp8sBofHeImkRw3/GFCYAVOwiu5TFYKde/cg2WGIPFGNbivbaMYR8erWF9MeOQo95CW7LL1WD5BRisouszZ7DqUwBrvathe+iMeoMpZRksUZOIesnxBeX/is4+GxaVkAnOv+z4wcGaXPQsDzqczNyqzWsHzX45kxc3AmYZChtfZgDLSGlCnhTmBMDKvr+B3IBOHFgFAByb2OiAoa0x5mqRM1gxEfG1LhEEkFS4k6gNIYR8H4AHAfxy0u8ppb9BKX2QUvrg6moJN7ZXODZ6FiilUMKcPkCtNdSsXcjw45Nz4chjsGSVvQCVGKwcCRwQO1UVDlEGq2w3doDXYOUl+FUZLBGJYFkGS2T+5Xp9RACr3siYf00ubaIRbzxZAB0AlAYavIZJ1Enw8Qt7IwCUcAre0RSsdzSc2wsAkFISQV0SOKXjyX895EW5XoD/5W9exOU9C+/Nc1kUYbAkCZC1GGANBBPBi7xf2S3LOmOw9BTXPq0LCRRuSrPJc9sGJDKyWJ+JggDrNesMDLyYYXRxaY/NfUXjSZGAFXADTqLMKwJYq+2Ee+jb+Sf4VRnoXAZrcn345nvW8fK2gY88egk//LZTuCupQe542P1sADfmgnj/8QU8t9GPWdYvvLwLAHjdsRSGJ+6BmNGig9TK7y+CDFYHZmGHUQBwrQEs1GN788RQW2iXrcHyBGzay0rs+Oc1bfL6fMPpVaiyhH/wfzyMzb5dfnxRBit2QSy4vxQxsCozvjADV/b6HywD17M8aDkAq7PA1myrZJsC14yanKfv74HSRJNYhQCQ4QTCDBZVmmjCgeUWBdDsmi60R3PvcpOLPYP/beUmg3UZwPGx/z4G4Or0hwgh7wLw0wDeQykt2Zb8xorLexbq8EDyTvBbrJfQIdKbP4MFsE2qqotgXoJctldMnGCK1GCVKbLlfVzyGKCyMgJKC9i0l1gEAk9s/iVryDw7AlgZCSDAnt8yfbaiZyKXwWpA465EoonUExf3cGuXL0EpSc5aR8P1Ad/EikgEOUvUINEmksUw1QEiQaXs+dkaOPjfP3kW33H/EXzbvRnuocDongkwuBrYsijKYJ3nAOvWJQ6wUhisKIkNrWSW+9zWEMcWddTlFCfECGBlNLoFED//rbqMtU49ZsaS4vIeuy6LKj9VFTBJacCF4cyewm4O2H1ZaSUBLAGJYBWTmsBja3QegwXE1+fb7zuC995/BD/zbXfhX777Nfl/I6vJM8Cuf+gBvoP7jy/ADymeuMAStk+f2cZtq830ZuF5EkFCGHgsu7/k9ZGqyQgVnTFYReXzAHx7CBN1LDWzbfibKCsRFGCwSib4lCf49cbk2vnAiUX87g9/HTYHDv7xhx5DUCsLIAqYRAAlJI6iBlYRA1cUwInOv7iLLIAxl8X5M2SRfLse2pl743KnDZsqcIz91M9kRRAdfGTkJwwA2YlrZ1qYro86EWOwqKyjUUoiyK5/qzUCWHJNQrsuYz9SW0i8h9jXMIP1KIA7CCEnCSEqgPcD+Oj4BwghDwD4dTBwVaJhwY0Zl/dMNBDR+FkAixWO36oZFWqwsmQWnfJFyEB+o1sgtgIuHMIMVslCVS9H4jIxfgkAF0ngsq6PXGenvGUStDyJThQl5+9a7J7prRyAFcmkikbMYOXPv87PVeLTqYy4um/hqcs9nFrgSX8KAFrvaNjoWfz6iF//iMHSiMApHSGA0mRMNYDPnd1BEFJ81+sFSkl9CyBSfqG5oscAVPSk/cKOgZpEcFT3ABqkAywuL6Mpa8S5LSOzPxarAeoCUgoAS5BxnFpp4dx2+npxhQOsrhywdyfr+vANXoMLI+EUdmvgYKmpJjeaFZUIAuXe34jVz6vBGhu/21Dwa+9/AD/0905BlQW22FyJ4Oj6v/WOFXQ0Gf/vFy7C9gJ8/twO3nY6Qw2S5yII8P2lAsDKSdCItoAOTOyXMLkIHQMO0ZLvfRRqGzosDJ3iAI4xcKIAohgAGhps7dQbs2vnG25Zwr/+9rvx5Ss9nNnl8y4MICYlcC9eH+Dn//RZ/NUz1yY/V1biGAGyXBv76PoU3F9EJXxlTUZEGawS4w9dHyEFVGplvlurrToGaMAzi+dvlhuMGvxmHNBStYkmsWEWkAgyBkvA5IKPrxOnUI0XgDg3bOqTc+/qCnrjcuGqJkQ3cOSu/pRSH8CPAfhLAM8B+H1K6TOEkJ8jhLyHf+yXAbQA/AEh5IuEkI+mDPdVFZf3LLQiiVGORBAATij9Ci6COTKLyiYXeRLBdrkERFinXZLBilgLAQalHAOXI6EBqtWoReMLuSwWB0CBwzfxZo4MSdVLAsT8BT4aXwktEIJUN7vx+PAjF0ApxevW6myDTWnUuN7VcL3vFH5+IiZZpbyPS1afpGj+vJniZ85sQSIjk43MiCRSeeMrjZghGwiy3Od3TBxbbECxeOPa5qHkD8ZGOLObOKUUL28b6fVXAGDv5zAosxK7U6tNnNsyUp0EL++ZaNdlVr+a9+5KEsJaHQ3iJtbRbA0crCaxV8CoD1ZWVCmkLgGwCoeIRBAA3CF0VcY/fPA4/uLpa/j1T52D44diACvr/a13Kti057RwAEC0DhZrFvZK1GDBNeBJOXtLvQWN2jCLqkcAzsDlNRouZ0IRNVFv6snP/zt5w+8nrtqjuRSJMQAxdHz8yH98DL/1dy/jn3z48UklTUWJo9DeDpR3QTxwBkt0fPH5M4BA2Z6Rsb6ttFUMaQNhifxtc2CjCRt+rZHdILreRqugyUWRGiyiNqHDiWXJwsHvb6s5ufYs6Aqu9W14AWcMyx7ufxWEUB8sSumfUUpPU0pvo5T+Av/Zz1JKP8r/97sopWuU0vv5/70ne8Svjtjo2Tja5AlE1gkg79B9VBnE0iThEGWwDtKmHWC/L1WDVWCRLCNRE60BUksyZHkSmnj8kqcsogClpA48sAUZrANnEBsgnoUlXcW1fvb3CEOK33/sEt551xrrU5WxwK93NQwdH4FSDCD2LR+tugxJxGaYz1/mAKtv+7jrcCcuzM2MvCL/sfHVkL0rolKmCzsGblluAgY3BGqm9OPiDWqJO/v+Xtm3YHkBTq1mHCCISNSAKYDVQs/ysJPCSlzZt3B0sQGSJyHjQWUmoUxi9zYHTrLBBSDWCLWKxFcIYFVs4yB8/dn4P/j1t6Kh1vCrf/Mi7j++gG+4IwtgDdn1qWW4GFaRoIv0kdK6WKxZI1lQgSCehUDOc2Bl1yco22bkgADEYMjel2Yree1fadVxeq2Fz18yRnMpEmMSuA89fB7nd0x84M23gFKmEENuFc0AACAASURBVBjYHj53dqe8i2BhAFSUwRKV8EUMXMHx4/kLmFwUHL9neVDhQ6JB5t6oqzIMUi632hw4aMJGoGQfjkv1FvSCJheGG0CDmERTqjdLuQj6LttP263J+a93Gnj47A7+6YcfZz+of21LBL9mY2foYF0XqCHgJ8uHa/ulGayXeyE+/WKKs+JcGCwRiWAZBkvARQ0YJfgFegAByK0BGtge/tMXr2DPU0oyZOkSmh//vS/i733wb/H7j10qD7BEAYpcjsGiHMBlNsIGytfYCQNEdn/vO76Ax85nF/Se2x5ie+ji3Xet5fahifoKeZJW2EWwo8liNRYAoDQhBRYaCpPJvfHWFEOJ6cgr8o/H1yFzCaKIRDBinm5d1gGDq65baQwWYz/kBID19BW2brz2SAZDkpvgzzJAt3FGLK0O6/KehWOL/NBA4PoQVUcDLjb7s3UimQxWIGjTDpSUCPJ196AYLN9hUilBiSAAHFvU8Zvf/yBed7SLX/yu10FKajAchcjaX0WCLsBgod5Bl1ilXARrgYkwD2Bxhi+0CyaxlAoyWOUYoAHv8dfW06//W25bwaOX+b5VgQH6xPObuPdYF9/xwBEAwMa+jV/96zP4L3/zEey7UsnxizJYB2yiUXT+RW3sC8y/Z3mj8pEcdZBba0JKWJvz4nrfRpPYIDnvr1RvFXb5Mx1/TD6ffX9H4xczubBtdj07UwcMv/zd9+Kb71nDI+d2Wd/Dqm00buC4CbAyYtdwsVqPbIaziuRVoLGEVfRK12D9u7+9gP/uI08mS270ZcDcKTZuFL7LkpCDYmgKLZK0eKHtVA0QpRSX98xYAvFDH3oM//wjX8SnzxsVa6Qmr8/A9vDHT17BpV0Lv/PIhfKnLEUkjiUAInUNeJDza4BKm5iIM1jwLDx0ahnnto3JRppT8YWXGQB748ml3CL5yD3MhlawD5aHTkMRcwkDAFUHcU380X/7Fnzwu+/Fj77jdrE/VIDBkgMLmiLF1tpZcb3vYGD7rHYqZrBSmAoOjhRv9hDmmas91CSS7WSXB7BkjdcgjgMsllS8cG32b1JKcWXPwrFFfqgicH0kVUdHdnFxd/IeU0qxNXSSHQQB8UbDQDUGK89GHSj3fkUHZ/VsG3I2/mj+X3dqGR/7Z2/NdygUAVivAIPVIYaQdHg6lCC7xgVA3KyUFL2/RXo4jn9eMPocYE0nmONx53ob+x6vfSzZyHjgSXji4h6+4fQqDndZnnJ538KffukqQgo8v+OVG79ICxagPMMk6oJ40AxWgesTW7QDuXu7Jzeh+MXXnut9B01YkBrZ73hN4wxWAZMLww3Qlvnnc57/Wp1JBIvWYNmWAY/WsNiavD6LTRXvvHMNQ8fHyzu8fKUEAP1qiJsAKyO2hy5W6hGDlbPIt9awgr3iOnP+Uj96xcZ+WvPO1iEGsIIyNrRRgvyVrsEqKSOYYlB+4vefwlt/6RP4px9+HGe3hvj8y7toazI2rBrCUi55kURwdH32DBd//mVWKHznehtntwzQ0gBF1OZcZxtm0V49ngkbORtUNH4pCaUoQGTjP3TbMgDgX/zek/jLZ67hky9s4sKOgY8+dRX/8XPncWnXxGPnd7HSUhk7k8NwRAyWCbWYyYXtoaMpwgxKNP+7DnfwDx88np7QT4cwg9UE8Sy8++51fPzLG3D97NPAJy4yEPrAiUXA2GY/1JeTP8zZlXpgwg8mx336Sg+3r7agKSkGFkA+wEqoQTy22MDRhQY+c4bNzfYC/LPffRJPXdpH3/IxcHzmbOcJMAQAoDSwqASxvXsUfcuH64cZAEtAAlql10osERRgmMoAuNgi/4DGF2rR0S4nD48YoFyA1UGTFu+DZbo+NOpAqucBRPb9ZN+Yef4zwxOofwaYvFKSCx+AXdxiznGL3XT2c0FX4YAfjpVksB69bCCkwNtfs4pD7TokAnz0i1ewydsbPLvlTnxefPwCLViA8iYdwgCoJMOXC+CKm4Dsmx50wueTs7cHahuqXzx32BzY6BAbtRyAJWst6HBgueLvl+n6aNUigJX9/spaGzpxYBcYHwBc24ILGYvN2cPf1x5l+83TV3qvaolghjD7ZuwaLpaPCphcAEB7DYv2DnYMB14QZrsejQdfVC3KHsJnr/ZxZNpyt3UIAAXMbaC9XuAbQMxFKvq9O2RWpVkFldPhOwCIwCnyOMASlF8BEwzKmesD/PGTVwAwp7ffeeQiJAL8X9//ID73W78HKbAZQElzQ0sKfn1+5ZOXMeg+jfe98QQ+8Fufj2tLvufB4/j5P30WTq0JzZ7pTiAw/wImFwBb5DN6XkyH5JlwJA05FViFbc7jKAIQOUBZadXxyLldPHJud+ZjmvIcCAje/ppVEEJyGaaIwTLCOhAWMLmwfBxZ4Nb9eQkCwL6fOTvf3CjAYMEz8V0PHMXHnrqKT76wiW+6J/1dfvzCHuqyhLsPd4CnNoHGUjpLKWsIiYwmsWA4Abr66P195mofb70jpXYrijyABcww3IQQvO30Kj76xStw/RCfeH4TH3vqKp66tI+f/ra7AACn19vAy5YwwO3K/gyD9cwGAyDHFlMAfuDkJ2hVGKYiEsFSAC6nB1nV8YUlgn0GmPLMWsYjSnjznn+ti0Y4xJ5RLMHfHrjQiQNXE5C3A2gSe+b5zwxRlzyAPcMFE/wL19khCclIYBd1BQFqCIkMqWQfrGc3HSg1gvuOLUCuSVjraHj0/B5UWUK3oeDL1/j3LC3hEzw8PSgAVNqlsKgNfLEaLCGHaQCk3kFjWHzv3di3sVCzQbIOdwDUtDYIoXAt8fVt6ARoyT7gQkAiyN4/3ym2frqOBQdKYouFO9ZaUGUJX77cw3tfxS6CNwFWSpiuD8sLRn1c8jap1ho6G2dAKbA9dGKqPjf4S72y0MWgF+DZjT7edffa5Gci97DhZnmAlcdARKecnpGdTExHdIKZ66JW0glojEH57U+9jLos4YPffS/++Ue+iA997jzednoVbz61jCf1FuCBXc8i8+fX56PP9XGRXsAfPn4Z3YaC+48v4P7jC7hznY01CDRoZU55i5hcAMUBVmDBJaIMTQUJpaDEsSYRfPTHvh6uH2LHcOAHFF+8tI+TK02cXmvjP/ztS7D9AP/kbafYv/OzE3BNqaHbUNAP1MI1WHdqbcAWZ1BKXR8Rm+d4fAtvvWMFy00Vf/LFK7kA675jC8zm29hKlwcCACHwZB0tz8LA8dDVGRA7v21gc+Dg3qMZyXsYMBDRyHFMTGBw3/6aVfzuFy7isfO7+LOnr0FXa7i4a+Jn/uRpSAR4/YkF4NN2vrwUAGQNrdouLu9ZCEMa1xX9wWOX0dZkvP01Kd9fpNGwUgVgCZhcyA0ApKREUABgRX+7rARaRCIYemL1SOMhygDVO5CpD9sxJ+5tXmwNHdwFB2Zejz9+fVqw0LdHz39uiDj4RqEU67N4dd+CYRiAiszDxyj5DGr14gCL9xm6sO/h+KIOmR/qHlloYKNn4w0nFtHSZDy1MQBAKrgIfqUBUAWXQknOP3AtMX7P8tCp8cP3nPVNajAG1/cDyGm9CBPimas9LNTs3HwmqtHybXGQsm+6jMHKcPAdjc++X2AXu7+ea8GBiiV99vlXahLuOtzBM1f7wImS6qmvgrgJsFJi5/9n77zD4yrOxf3OVq16b5bl3iu2wTa2MaaTUAKYQCghCYEkEEIql7SbX8jNJeUmpBBaAmlACDWhV9sYgwvuvTdJlm31strVtvP7Y86u2pY5GxsDnvd5eGRJRx+z58yZ+dp8X6d8+fMdZlpeqo3HU4A7JL2dh9v8ygZWV5eXDEPwyVOG8uKmw2w9JGUYhiE9/NBzuL0zjRZjcVLg4tLby2vFQAkqRgjSXYRNpbc56OSZtXVcMa2K88aX47QLgmGDm+dJRb26vBhqwOftwGPJwJL3p7SoELctm0A4wmNfnBnzmEfPEjWHXZSk40G2coYJLN8fe8hH0K52xij9FEehVsTEbNYYjcAONXsvzRzek9r2q09P6Sc/tVJXkZdBa8hpuQ9WrscJHf7UCmZ0/Gk1wvYlT+/qI78Lp93GxVMqeXzVQdp8wVhn+974g2G2HGrjxrmmEeptTFzgwiTizCbb7+9TQOP5DYcQgqSGXMomw1HiGFhzRxaT53Hy6zd2sq2+nUunDmLnkQ7WHGhh4iCzCmPQlzi1sTfOTDLFEQKhCA2d3ZTlZnCgycvLm+q5ckZV4hRHlUbDDpdUJNLJ8+/ukH3OkjkYbLb0zzj6zIIwniRR/djanI6Dx5ty7sTmr7/dmoFlIYIFkG146fCHlA2ghnYf00U3GZkKKY5AFn6OdvgZXKhg0INaBd8ojgxLCvjqAy24FIoI5JvKZ8jmxplmit2eliDVRT0GeqZLviunjygiFDF4c9sRjGyzoqcVLKf/H68+Vf+BAZfE+dLQ0U0gHGFQGntva1eAEncIwqR0njo9uThEhKPtrZQWKqyFyEJIexu9ZGf5Uutj5vpgpYpmXauPAlcEIiq6g1lExqKDOdztp9twUhnHwAIYWpQpU+FHZaeXPfUR4OP1aY4hzWaKWK7d9LIoVEpyBDsRRDiSokx1lOfW1fLosh104+SCSRVMHJTHu3saufy+d7nhz+/3XBjdIL3pGFiKKYLRl9iqEaGSgw89989qmpp5/T/XNxEIRbhxrixRfPqIYqYPKYid+RlZJaN+6/bIFMJ2f1Cp35C3QyqY50wZzr9uncPr3zijTzpSWa6bLJedxm7Xf1imXdXAsrZJOcIKZYxBLpLhgPVzfIEuOXaFPk9AGgeRU1chK8vNoDngUJ473u4Q7f6QPLejOj/TTqG0FsECuOyUQQRCEV7ZVB/30s11bQTDhowAgXzvE5VoN4k4s8nGR6dZAv5oh5/n1tVx2tDCgSnHvYkq+Jkp0nbdOQPWhiy3g2+cM4rVB1qwCcH1s4Zw+bRBQK8qjArPFwCnB49ZNvgnL27lgt8s5aLfLSPTZe8xNPtjGGqNhiH9SlXdHfKzp+yjlmaaS8zAStBEGnqKjKSVIqjQoiNqXFstdKEawTINrFzRRYuFQheHGmXKbk5OqvRVqQBmC9+AFNOkxCJYigaWhSIIm+vayLKlbnKebxqbQeG2HmEy16tdzWGGFvU841qzyffsEUWU52VgGGDY3cevT1XsDFO6ZdoVI1jpGIgJ0ocfXXGAU3/6Jpfeu4xI1EFpQX5dq4/KTLXsJle2fLdbm9VT0LceascwICOi4PC2aGAZhiHTD11hxbVT6hcRiymCkaCPkHAmbLZenpfBkbZuIs5e2VMfM7SBlYAmM188OxoGTpXilZGLwCALf9IKar15YlUNGQQI2tyMr8jl2+eNJsvlYO3B1r4l22MpgkesfgxrZ7DAupIQUlRw0i1yYV7/3JYWTh9RxMhSudg8cN10Hr1xZizKN7xSphCt3iUNrM//+X1u/MvqlOJrjzYSMQQzRw8iy+3A3S+EL4RgeEk29X67XICtGihWzjCBpU28OxTGEfZhV0nBit1/i4tY0KuW4hX9fFa9mAoGSnluBk0Bu0xjCqc2mvc3yc84rDgrZZXCGOmmUCobEJnSGIiEmVyVx6B8D0t2xG/LsOaAVLqnDTGV7lQpgoDhziYLHx3+EIdafZz9f2+zr9HLZ2cPTT6u6LmzZBEUSGhAXDtrCHdeOJbnbj2d8ZW5XDS5kmnV+Vw0WZaLVi9ykRlrxPzq5sMUZ7s5b0I5//zSbPkc4xEJgRFJraDBf2hgKUQo05UfM7CSpGgKIdOGj2eKIFhvBaIcwZKfLQ8vO46oe8Frj8jKuZ5UTdTdUQPLz8EmC+tPUDFCA2aKoPoZsm317VRFA29J7r/TbiMnw0EAp3UDItiF4cikozvMkKKeNfquSydw2tBCJlflU5DZk4JovYqg4v1Jo0iElB9N4UuhhqZbRCPQFVdvC4Uj3LtoNyALmR2ILmsW5Ne1+qjIjDbKTb4/enLk/G9tVTewNta24iKILRJUNrBQNIDafEF8wTC5jrC68xEs749G0E/Yljg9tjLPQyAcwRst0vUxTBPUKYIJiKYIZtkC0nuYqgy2uUkV2P0cjtPLJR77m7yMKXKQE8lBCMGQoiyev20O331mE+/sauxJE3Rny4WiM0GfrGTEDKxUKYJpVqpSzdtP+wyWF8PuZmeDj09Nr4792OPqawg5M+QitKfuKPsavTEldVt9e9JSxkcamqgSbiYPTqxgjijJom63+aoEOpJ7m/sT7AKbM/X8SWOTOtTqx0M3jlQ9sKBnEwh0pS5o0JtoBCsV/0mp3hTzpzwvg8aAXa5WwS6wJx9/tDfTsOIs9QiTK1Mq7KFA6qIJvbESwQII+hDubOaNKualTfWEwpHY2Ykoaw60MLQok+JstxyPvy2lgWVz55At6qjpDsXOub30tblMqEzxrH3mpp8qgpUgBc5pt/Hl+SNi3+d5nDx7y5yeC5T7kHlwhP28eNtcqgo8sdSppKh62CH9Rur+NkUDK80Uwa4Wubar9PJKK4KuYGBF1zNf8v51A4gp4CnW/0wpv9ThZeXeZs5PlrLai/pGszWJSgVTYaPMHWRTs4VnEDMQFfYvh7U2GtvqO7gh3wC/PWUBqMIsF/6Qy3qEKdhFyLz3vQ2seaNKmGc2ny7KNlMQhRun5RYpPpQKWNlslu9PTL7K3mJ3plXFMZFzcMmOBg63+/nWuaP51Rs72VDvZxgo713RNhRlhaaBlcL5npUj539nq3qrna2H2hmWE5bnylOtP+b/31Bcf+pa5X3MtocUnePpnWE1Qn4iyXpcmgWsWkNuWaSru5PU1bo+WugIVgKiKYKZdKulSJlehiFZIaUUwXZ/kCPt3RS5QrFDhAClORlMH1pAIByhu3cp5+yS4xzBSrMZp0IfmlX7mvnxa/vkN5YXya7YGaOZw5LkL5sLdXNrK0+vqQHAZbdx7+Ld7DrSQVNn/M2ls6OVoD0Te5KD1yNKsqnzmQad1TQdZQPFeoSvtqWLTLpxpTqjAD2LZDoRRKUzTOk2m0ytgJfnZdBlmNcopPHta5RzeGhRloUU1jQjrMoOhr73Z96oEjr8ITbU9m3wahgGaw+2MK3aVHo7ZbuAVMVtbBm5ZONjz9FOnlpdwzWnVac2rqAngpWmgZUSlUa0EEuhnDgoT824AvVD8pB+BCiaIpiKdA0gX4uaw8aVbd1AjITl+5XKuRZ99j6LVTRVzzCZ0dEpRWFW7lNTMg3D4KiZIpgygm62EShzh6ixlCJoIYLlUE/ha+joprGzm3JPRL43KXSH/EwXPsNlPcIU9BEQcu4PKYq/RkeLaARs7rScm7iy1SpLptPHMUX66rqDLVxy7zKufOA9jHTOyCYw4J54/yDF2W5unj+cLJeddfXmc1U0cBs6u+kORShymdksKeZnbr6c/10drcpD393QycRiUz1XjGAJxfWtvlV+zixbSN35CAiLe6Mt6MVIsvZUmnUKGoKm8/lj2AtLG1i98AfDNJi9I5q8ATKcNhxhn1qKlHlQuDorpJQiGG02mm/vHrAB5mbICdfeu2lxdtlxPoMV7RVjcZKnKIoRCke4/Yl1vLJdKpJBf1/5zd5AXOPHMAxuf2Id6/bU4TMy8DjtTK5KVspYPiO34ecv7+7ntKGFfGn+cF7aWM+59yzl9ifWx/1/RLo7U55hGl6SjdeIniGzqETF8aI1dHT3KUYApGWg1Lb4yBI+PFkKinQsgmXVQPRaNBAtKrEKBmh5bgZdhqlEKyzy+xq9VOZlyCin5QirVQNUNULTV/6ckUXYbYIXNvQt/f/0mloaOwPMj1bNazfPaeVUpBCfQ47w8/CyfYQiBjecPlRt/NEG5ilTBNOo9GQYFgysTKlgRiz0MYqVeVYwyNI1EJUNrP+gyIWKgZWOgai69kefvdU2BapV+EwDbny+rJIbdV4mo9kbIBxNeUqVng/gyqbYFeBAUxfdIcVegtG1tt/8bPPFSUO2YEBsq5eplsXukNLaWZjppCviSCuC5UP2vaoqiP8MohXc0kpBVDm/FyUdAyhFdPVXr+9kY20b7+9vIWxLI8UxMNA5WN/mY9H2o3x6RhVuh51JVXmsr+2Qacbm2lzf5uNAU+J3rc4841boip6xSz7/PdkyRdDfqWZgGYbBnqOdjMoz5A8UDSxDcW8/1CbH7zG6UjtfoJfzXX1vDIQiOEJd2JNk10QjWA1+MzvoY9gLSxtYvfjJi1s59adv8vu3dlHT3EVFnkd2h1fZYN1Sya3yBNlY28rdL28jmKTpYdTAyhYDy3DmmpXF2nsXacgqSbOK4HGOYHV3JH1J397ZQH2bn09Mk2lE++obiUQM/rh0L+f++m2m/eQNpv/Pm3znqQ19/u7xVQf59/pDHGpooi3sZPqQguS9xcyNLJNuvIEwF0+p4FvnjeGvXziN3AwHK/c1DWju2uQN4I6krjI3ojQLLxk9n9cK/QyIYDjCZfe9yyX3LutbhCOmgKtvgrUtXWTjJzNbxcCKhvnTiWBZMbAsbIKRsFJbgLLcDHy4esaTgr2NXoaVZJkKfpe1PHMr9ycckufCLKVQyvuTn+ni8lMG8fiqgxxo8vLFv77PDY+s4v89v4XpQwq4OHqGqUPNwLJn5FLgkFUEpw8pYHiJYql/X7NMgVbtg2UYanLBjDAZ6mdcwJoSaCUC8Z8WuUgp/z8xsFKUyI/JT8M5Ev3bZHjyAZFGBCtqoKRq9JwLNgcT8kPYhOCH/9qMkWIe7Wnw4hGmAa2i5LuzKXAEONrRzZgfvMpjKw+k/ps4Zcj/9M5eTv3pmxxs6rcOONTPYL265TBOu6DQGVJyLhRkuvBG0jGAuvBGXFQXZg44Oxwlz+PEbhP4DZf1RsMq6aVRnBnpZUckWDubOrt5b08jV0yrAqDLcKWXIthP/hOraogYcNWpgwGYUpXPtvoOQnY36/Yc4uevbmf23Yv45O+W0Zgg6yVaRCTfYRrQqcqcm873YJeagXWkXeoww3JVDSy51vu8HX11xgQcavXjtAucYcWWMOY97O5S133qWn1kim7cmYnTG4uyXLjsNuqjBtbH8AyWNrBMAqFIrIntb9/axfqaVtkDKYUBEcN8iRYMzWBSVR4PLt3Lt57ckPDy3Uc7cTlsuI2BKRy5GXLCtfl6RTmySzE6j6bcmAZ+sE7pnUl1BijdIhfdHUlf0sdXHqQkx823L5LluXfVHeXOZzfy05e3UZDl4jvnj+GqGYN5ak1trLBHuz/IL1/bAUiDqTXkZOawFB52cxEodAWxCbhwklRI548u4edXTCYYNth8qG861sHmLjLxY0+xyAwtyqITT8/ntUI/A+XVzYepbfGxt8HLJ373Dm9sNdM+o0qKhU2qvrkdlwhhUyoTnt5B1UQHhQfKT8PAis61FPe/Ii8DX+wgbPL78+bWI+w43N5T4CISUlOQ04nARauuqZZphz7P97azRmEYBp/6w7u8ue0oh1p9LBhbym+umtrTK0jRwMKdgyvioyo/g8/PGar+GbqaZYRBpUoehjUlKkGEIC7pzB/VPj1gGlhplmlXThE8jhEs18AqjilRPX9rMw1sqxGsaFGMVGdEhABPAcV2L988dzQvbaqP24S8N+trWsjCfL5KRXZkBAtgTFkO339uM6v3p/g8sR5ncvy1LV386vWdBEIR/rn6YN9rnR6lCMr+Ri9Pvl/D1adW41Jw3gEUZLnoCDvSKHLhoy3kSOpMsdkEBZlOfDiPeYSpD2mlCHoTzs3XthwhYsAX5g5lbHkO7SF7ekUues2dtq4gj7y7j3PGlcVSKsdV5BIIR2jqtrO9toH7l+zhvPFl+IJhvvPUBp5aXYM/2DciGj3DlGPrVnOumfMr5FMrIrOnQb7n1Zmm/pfSwIo6l/1sqUv9/6ht6aI8L0MGD1Ser6tnb2zrSm3AARxo8pKFH09W4rHbbIKyPDd1XaZz4GPYbFgbWCbv7GqgKxDmulnVhCIG9W1+xpbnyk1NKYIlX6JxBQZP3Dyb62ZV88rm+oRRrA01rYwpy0F0dw5QMONFsNY1uxC+Zq59cJm1D6a6SKYbwUoS4TvU6mPxDhmOz/RkEcHGnkMNPLm6llvOHME/b57FrQtGctenJjCkKJP//vdmOvxB7lu8h9auIL+6cgpZwk8XGZyWysAyP+P4YifnTyiXBQJMpg+VCszLG+vx9krNq2nuIkv4cGYmf74ZTjvZuQU9n9cKwb4Gyt+XH2BoUSYPXT8duxD85MWt0mhOQ8FsajYPpat4oXoXubBCUHH+pFPkIqowpni/8jOdhGxR+Ynn56baNr706BqGFmXxxbnDexRAFQMonfuj2kMK4qaAVhdlcvflk2npCnLJlEre+OZ87r1mWt8+Ph310kGS8oxUNsKIsOybs3oq+Knga06dHgh9++SpEivjbaEIiJU0IJUmvVE+kBTB43gGy53GGa9YD0SF9zez0HoEK+ZgULj/nkLoauYLc4aR7Xbw7NrapJcv3dnI8KhYFQePO5sCe4C9//sJnrv1dAoyndy3ZE/yv4kZiPL5/m35AYLhCFMH5/OPVTX878vbeH3LYbk+O1KXOd91pIMrH1xOhtPOLQtGxI2gxKMg04k34iRi0YAwgl5agk5GlCS/P4VZLrrC6UTIEhtAA4im+FqSn1jBX7T9CIMLPYyvyGX+6BKaAw6C3elEyHrk3/f2bjr8Ib557ujYz6IFsHyGC4/o5rJTBnHvNdO4dmY1i3c08J2nN3Ldn1b2Ebu/0Ut+phNnyKu2t5jzy1Cs0hk1sCo9pv6XssiFnGNZws+muuRRskjEYMXeJqZU5Zv3X8X5KO9hFt3KbRCizuvsFC0WKvI81HSaZkg6RYg+5GgDy+SljfXkeZzcdtao2M/GVeSol+mNvmjmpjN9SAHBsMH+xoGbuj8YZt3BVmYNLzQneeozWO8cko9qz/796jnmoL5I2h1SEbI6vBftxAAAIABJREFUyZNE+J5cLcPxV59aDUIgXJlMKHZw7vgyvnXemFiJdbfDzi+umMzB5i4u+M07PPD2Hq6YVsWnThlEgeiijRymDE6RRmMuMldOLuQP10zr86vSnAwGF3r407J9XP/wylgU8GBTFwV0kpGTvMcQQH6+qQSlVeRCKo/N3gDvH2jm0qmDOG9CObecOZKDzV1sqmuzbKBEIgZHGhrlNyrPN90zRgHFMu3p9DmLzrUU4xdCkJuXl1R+MBzhjmc2UpTl4p9fmi2bHPfzUCclnftjJYIVK3XbV/7C6VW8eNtcfrFwcvy/a6+XBS5SFtlJ8wxlNIKVinSqjAbUDGggvQhWzMBSTbGzaGDFUliPUxVBw7AQwTqOKYIQM4AsEXu/FJ5vZiH4WvC47HxiUjkvb6qnKxC/5UVXIMSqfc2cUmLOeaUUyhwIdGKzCTJdDj4/ZxiLth+NVZONP/52Oe/sTkLhCM+ureOssaX81wVjcTts/OW9/dz89zU88u5+ec4miQFhGAbffXYT4YjBM185nYo8z4AISiKGFGXRbTgJWzQgQn4vXsPFiBTpwDIFMY0ImeraD7EIVigcwRdQ1E/inJE60OTlhQ2HeG9PE/NHlyCE4IKJ5fhw0drWlkBQ6vFvrmvjT+/sY+H0KsZX9rzPw0uycDls+HAxvTKDe66aisth48eXTGDzj8/nS/OHs/pAS+zMtGEYvL2zgdOGFqpXGLU7CQg3QrHP3O6jneS4HeQK83mler9sdnBmUuoOsylFBGt9bSuNnQHOHV9mBg/UdMOI3U2miG9gRSLGgCjfwaNtuEUo5fGFqnwPe6KPVacIfnz50SUTePiGGZTlZsRKno6ryJWLsGqeqrDHvGJjyuSLt/3wQIVn7cEWAuGIbJLbPdCLk+uRKYLtZtPQZm+Aze0yIlMs2thz1GIak2qY32olrEhYKoz9Fpln19by9+X7+de6OuaMLIp55IXTw9kjcvjjZ2cMqNo3c3gR91w1leElWXzpjOH8/IpJ2G2CEkcXntwiMpzxc8xjONwgbIhgV096VS9+ccUUPj2jirUHW1m8Q55lO9jcRaGtE3tW6u7quXlpRrB6eemW7mzAMOCssbKv2fkTynHaBS9urO/x8itugnsbO3s6q1uKUFoYf0wBtBDhsGKgxBTw1JtUUUFBUvkPLd3Ltvp2fvKpieSZEWC6rUSY0jCw/BY8+EkM6ImD8hLP74761OmB0KtZrMX52aUYwXKnEeFW7bEF6UVArUSw3DnW+9hF3y9VAzoStHbOJeCVf6NcRdBq+nbfCE1S0olg+duk4ZEq/Rz6GHBXzhiMNxDm3+sPxb30nV2NBMIRxuab2R8qBrS7b5XFL8wdRnluBj/412ZCic5C91KQ39nVSGNnN1dMr2L2iCKWf/dstv74fM6fUMZPX9pqnpFK/Gxf3XyY1QdauOP8MYwpN+93UC29evaIIvy4CJsRsqPtfp58vybxuE3C3V58uFOetyzKNlMQg352H+3oSUtPhYUUwZagg4NHmpj3i8VMuet1/vLuPsvy69t8XPXgCm77xzq6AmHmj5b75NTB+RgOD+0dHdaOSJhVBL3dIW5/Yh2FWS5++MnxfS5x2m2MLsvGj5sCV4+RIIQg2+1gulnNdZfZv23LoXbq2/zSQPG3q60NQNCRjT3YOcAQiceKvU1MqspDBCw4MFxZVGVHWLWviXAk8T16c+sR7DbBmaNKLBUxEa4sMvFzoF8bBH8wzOX3v8dnH17V5+c1RxvMv0s+N6sKM9nbYeprOkXw40uex8mMoVIRmDGkkNwMB4PyPUlT4PoghHzZzE1tRGkWdptgRz8Da/fRTu5bvAebgBnVudIr1r/IRb8I1qp9TTQaUokoEa3sOGKhIWRXM2SljtAA1r2wMQ9mz0vkD4a568Wt/Oj5Lexv6uITk3ophynytC+dOoi/3ziT735inOwNZBjk0cmcSaMS/k0MIeRmlkBBmz2iiJ9eNonqwkx+8eoOAqEIW2qbyaFLyYNfVCCvCVttxtnVDJnSgFu84yhFWS4mDZLPMi9TFu9YsbfJHH+msoK59kAr2Zj3UmkBTiMFLtApCxWoRDjSKdMeUwBTOzBKC+VGF4kzfn8wzL2LdnPBhPK+PXaseNjTKXIRG396KYJKdNRDroKBFd3IFL2kMXyqEaxoM0sLm2Csx5aCAZHO/bGaIgjWNnErBko6KdaxJsMqKYI5slG1QqPtGFYM3Mwi2ZPLCt3qCiaZBbH5MGNIAeMqcvnLu/sHKMyGYXD/kj0MyvdQnRmQa6JKX7p+zsFst4MfXDSObfXtCQ05OX45d55eU0thlosFY0pjv3bYbdxy5kgiBtR1RqSBnkDB//O7+6kuzOTKGYN7fqgYASrOdpOdlY0t5CcQinDT31ZzxzMbue7hlexr9NLiDfDq5sMD71WgC5/hUkoRbA858HV1cu49S7npb6tZtF3ByFLMfqlv87Gy1ocR6GJ8RS6zhhfx/17YyqbaFBGnXgp+MBzhlsfW9qmuO3uE3DeFEBTl5xL0e1n4wHKOdig4ISMRswl8Jvcv2cPeRi+/uWoqeZkDnQGTBuUTtLnJEgOrW44uk+/+riOdvLr5MLc+vhabMJ2k/jblnpIRVw45wpeywnRNcxc7j3RK+d0dsv+XYpXaEXmCI+3dLNkRvxhaizfAYysPcsaoYvJcYTDCyimgwpVFgTPYpw2CPxjmG/9cz/qaVlbtb2ZznXzezd4AW/eZZ4dTGHCDCzyEDRsRh0enCJ4s3HnhWB6/aZaMhKjm4INUtEwF3O2wM6w4q0/n+uji+f7+Zq46dTC5NvOF7jfJM5x23A5b7AzWkh0NtDnkJllu62B7vYWJ6G2IKfipx2/xIHWcFKDXthymtStIxJA2w3njeym8zkxrRQSCPkS4G3uWgoIAUklLouA47Ta+94mxbD/cwcIH3uPwEbPHkIICUlKQR8Cw09VhIU3BMGQZ7MwiWrwBXt9yhHPGlfWJsE0dXMC2+naZ9unIUFYw1xxooSwj2ofjOKUIxnokKcyfdFK8FM9gAVSUyDF0xLn/K/c14wuGufq0wX1/YeUMVjpFLmIK/nGKkAF0HFaMYJn30GqEsqvJYorg8YpgpRNBNM8bWEnRTMeBpFTKOA0DzoqBlY78aAl+lefrKey5XhV/u5pzISa/GQwDIQSfnzOUHUc6+OM7ewHwBcJsq2/nd2/tZn1NK7cuGIm9u1UtegVmBKvvvfnkpAomVOby27d2xT8LbUYgWrsCvLH1CJdOrcTl6KsSjavIxe2wUdNhGjdxMgy2H25n1f5mrptV3TczI0mVvP6UF+XhIshtj61mQ20b182qZlNtGxf8ZinXPbySLz+6ht+8uavP39hCPlyeHIqykxd5Kcx00Ra0Ew76uWRKJaPLsvn+c5sTpmjGUIhwLNp+hAX/twRv2ElllsHDnzuVe685hTyPk3ve3Jlcfq8eiw++vYd1B1u5+/JJrPnBOTzzldlkux2xS0dUljAoWzbgvfqhFUkrNMdkA7gyWbT9KDOHFTJnZHxH8x3nj2F8dRkizrMdXJhJhtPGin1N3PG0LFr2rfPGyHve3R6rHp0K4c4hB1+sRHo8DjR5Y/fsnHFlPbqnSh8yVzYVnjAlOW7+uvxA3Ejf7xbtosMf5M4Lx1naewFwZlLoDLFsdyNPvl/D5ro2rvnjCl7ZfJjbzx6Fy2GLVe58aeMhXIb5OVMZWGZ2U8iRqSNYJwslOW4mDsqTKQHhgPok7BXBAhhTnsP6mlb8wTAvbaxn4QPvsa/RywPXTefuyyf3muQDN/Bcj5N2X4i1B1t4cnUNc6bI0PbY7C7e2dXI8j1NauHyrkZZ4l0Fq3n+cRSQR1ccoLowk0unVnLOuDJKcnot/lZ7ZVhRQEB6C1MoaOdPKOeqGYPZ1+Dl+inmc1VQQCryM/Diwddpwcvrb5Neoswi/rp8P75gmC/MHdbnkilVeQTDBtvqO8z7k9jDZRgGL22s57dv7uKVzfVMKjHTylRSWG12acBZUpAVeySBTBOyOSxW4VNXYKtKpYHV2jbwEO/SnQ24HLaBjaitRCDSiqBEDTgFJTBd+YFORQMrGsGy4iDxyvXNUpGLdCJYCvKjXlqrESyHR72KIFgbv1emuSitn+kYcFH5Kg4MVxrP19cs30kVIyizQL67VlIcuzvUI1ieAhmBM9fnhdOq+OSkCv735e3M+t+3mPCjV7nwt+9wz5s7uWhyBVfOqAJfq9r5K5BnsPpF+IQQfHWBPOf67u7GPpd3+IO0tDRhuHP5x6oaAuFIrCR4H7EOG5MG5bG/zUztijM/H11xAJfDxpXT+zl44pwxSsSkodIR+fa2Wm4/exT/86lJLPr2mVTkZbDlUDtjy3P47Vu7WLZLfg5/IITb8FNWlHpvvGhKJcPKi8i0Bfn1p6fy08smUd/m5+F3UqTxKaQIPrxsH8XZbs6ZMhRnRM6d3AwnX54/gkXbj/Lq5vr4fxgKyLXHmUVbV5AH397LeePLuHhKJUXZbqYP6btm2JwecmxBfnP1VPY2eHl5UwK5Ucx55jXcbK1vZ86IxFk8BVkusrNz4j5bu01QXZjJs2vr8AbC/OmzM7h1wUj5SwsRLHtmHtnCF2vy25+dRzr41B/e5dm1dUwalCfPEPvb1XVPVxa2oJeb5g1j6c4GnlrTt4hMW1eQJ1bVcNkpVTKF1UoBHPO6ITkGvkCYO57ZyEW/X8bW+nbuv3Ya3zh3NAunV/GPVTXc8tgafv3GTiYWm7pJir09amB12zI/lmewHKkvOYmJKYCqEay8HqULuHZmNS9trOeOpzfy6pbDlOa4uWH2EM6MNhGNTfI4BlaGg3ZfkLte2Ep5bgbfuWgq7MxmbK6frQfb+cwfV3DZKYO456qpiccTDkojRTlFMLvHK6xCzECUm+yGmlbe39/CDz45ji/OGz7w+uNtYDmzUsoXQvDzhZP5+cLJcHAF7FCTX5nnwUsGhtdKeqY0UIzMQp5YUsOZY0p68vNNosU7Nta2MtXpSagA3vDIKlbvb8ZrHiAeX5HLwkn58BbWKj1ZiRD4LESwQOn+98HCGazq0nyChp3Ojr73PxwxWGx6KD2ufueYrBS5+I9SBFUrMYmeqJcKbeYmmTdQ8RtAdI2ykmbRYUZwc8qTXwfpR7BUFXxnGimsFhSctAys431/2s3UtbxBqa9N9wycR6EEP/RtNqySkgqmB181RbCXfFcWNpvg11dN4bRhhby/v5nhxVmMLs+hPDeD6UMKZAEkn8UIFsj538ugXzC2lBy3g5c31XNmr/S/Hz2/hVubGvBnDeK+xbs5e2ypdKrGYdqQAva8h9SW+snv8Ad5bm0dF0+upCCrVyqjYShXEQTIz5cyH7pyFPOmyZT4stwMHrtpFu/uauSSqZVc+Nt3+O5zG3npa/PYtO8wc4CqstRr8+iyHEZPHgKLwhAJcurQQi6YUM79b+/hsmmDqCqIM8ZQQJ4PTKKAt3gDrNjbzJfnDydP5PZZ+784bxgvbjzE95/bzKlDCwdG2aKOOFcWf1+xn47uEN/oVd1vAKbucO64MkaWZvPQ0r1cMqUyVihrAOZ7srtVRrpOTxC9iuHwJNwbR5Zms/NIJz+6eDyjzJRBwiG5lig6GFxZ+WRzgEOtA/fH7lCYWx5bi8Nu49Wvz+spWtJ5GLLLlOTjyoRAFzfOHc6i7Uf53rObWLLjKOsPtjK4MJP5Y0rwBcPcGHXwJtE9E3wAqhxh3v/qOWyqa+NgcxcTK01DELjrkgnkZjh5bOUBynIzuPOsavgXKQ248twMnHZBFx5ydKPhkwwrZzhgQATr9BHFLJxexfMbDpHncfLcLXP48aUTexaFJGHaXI+TN7YeYX1NK7csGElOhhOyS5lZEmLV98/m+llDeG5dHfvMKoVxo1lWUryi13U2qF0LA87QPPD2HnLcjlgTv4HyC6w1S04ngmVFwexS97CX52XQaXgIK/ay6C3/gM/D4XZ/3PLZFXkZlOS4WXugRSpyHQM9cw0d3by9s4GxFbn87PJJbP7x+bz0tbmUuhT7ZERx50ilxeL4lSIQIL3N3vTnTzIq8zy0k0Wgre/8uW/xbvY2euN6n/uXYU6K3SmVRa+F+elvi1UhSy3fAbmDoEWhAWqUmIGV4H3qTSxF0ML8bzXHkl+d+tqok6a9Tl2+r1m+uyoKfk5Z3zGpYMnASiPCFOtBpmJgpRHhU+1xBukZiGZ6shLRd9xKoQsrHvZoFLDX+u922Lnh9KHce800vnneGC6aXMmMoYU9+6PfSgQrfhXNDKedc8eX8dqWIzR0yAjL0p0NPLu2jlzRxTsHu+kKhvnuJ8YlFD2lKp/dYXN+NvZN03ts5UG8ZnuXPoQDYETUesABFAwF4Izizj5Gw6B8D58+dTAZTju/XDiZ+lY/tzy6lj8u2gzA4FLF55trGvGtsr/X9z85DgH81zMbicQriqCggL+57QjhiMEFEyrkex7yxe6/027j15+eSoc/xA//vbnP3wXDEWqOyEic4criuXV1zBxWGCuZHpesEuhuwxbq4qZ5w9hyqJ3le5KktJrG0sYjQbLdDiZXpVgnnJ6E0eEfXzKRf986h8/OHtrzQystCgB7ZgHFtg4O9TuDtfNIB7c+tpbdRzv5xRWTGVuei9NuquXtigWOIHYG0W4T/PGzMzhzTAkr9zZTVZDJyn3N/Or1ncwfXdJTQTFJ9lRc3Dngb0UIweSqfC6aXBkzrkCeV7zzwrGs/+/zeOMbZ1DhMSO+KQwsu01Qme+hw3DrFMGTDqsGljt3gIf6lwsns/Q7C1jy7TP7pstBjzIUZxLahCAQjlCc7WbhdFN5zCpFeBsozcngq2eNxG4T/PndfXz+z6u48a+rB44nQYrL5rq2AcU3ACgcDm016mkivRbhVfuaeWXzYb4wd5g0BuNROAJa9qtX8rJqYBWNgiNbEh5EHig/ekYktfzcDAeHRQmZnRYUQDOC9V691DEXjBmYaiSE4PQRRSzd1UgkbzC01gy4Jpre8qOLx3P1adVkux1yE04yf+JSNAKadqW+LjZ+iwZ64XBo3qsuv7sT7C6lFC+bTXDYNRhP2278wTC3PraW7z23iXve3MmnplZy6dQ4vZ96lWFWong0NOxQH78VBR+gcJi1+9NmNjtViWBlFso0uyYL8k1lS8nAcmVB/hA4uk1dflez+rubkSeVzMOb1OWnY2BZ8ZJ2HJZZCSrvV7YZHWmzYIC210FmsVqKY1R+y351+b4WdedI1IhvVqj+FsVKkYsis1BRY4pzOb2xEsEqGCK/xlnfrp1VjS8Y5pxfv81v39zFbf9Yx6jSbPJsPloiHq6bWc3I0sSK5vjKXHYY5v05uiX28yPtfn7/1i7OGlvKKdX95rmVEvkg106A5sS9u2YMLeR/L5vE8r1N7KyRhqrLo6ibFI+RXxu2AzI16wcXjefd3U3cu3j3wOsVxr9kZwNluW4mDsqFkqj8nuc7pjyHr541kpc3HWZjbStbDrXxnac2cPrPFvG5BxcDsK/dYE+Dl0vird+9KTGjW407uXTqIIqz3TywNMlaZ0bC3zvoM6v1plB1i0ZIfSCOg7kkxz2wTYyVAkcAxaMpppX25p7iIruPdnLVg8tZua+Zr58zigVjS/v+TUc95Cr2NMypkOt5JEJOhpM/3XAqa354Lv+4eRZjy3PwOO389LKJPddbjWAVjYCmPSl1N7tNmLqJuvzqwkwOhQusrW0fEbSBlYw4VfKSUjhcep17edGEEFQXZZLljpONGVvEBsp32qUX6zdXTe0p4ZxdGvN6luVmcP6EMv62/ACLdzSwaPtR2nz9Kkx1mXnnpve5rSvIrY+v5aLfL+OaP64Y6LkqHA4Y6hPd/JyGO5u7X9lGRV4GX54/IvH1RSNk2kHbQCMiLlYNrOqZ8jM3pWgwGcXCIXwhBHXukRT5D6RsONkjXxpYr+8PMa26IOFh5HPGldHsDXBYmM+3n4G7dFcDBZlOJlb2Uya7O2VrAJUqQwAl4+QGGElxQLjP+IW6Els0Qir4qgaulQIygC9vJOWBg/zX0xt4aVM9j688yNDiLH562aT4qSLdFjzsACVjrRlYVlKkQBpYLRYU2LZasDnV0kTsThg0HWpWqMtvPShT+FS9pKXj4ehWdfmqJf6jlE+CwxvVr7diYEWNyAYLBmJHvVr0CuTa6fDAkc2pr43SfkhdgSqfLO/lrjfU5VsxcMsmyLXk0Dp1+d0dyof8KRwm51qjFQeGhQhWxVRAQN3aAb+aPqSQl782j5Gl2dzz5k4KMp08fN0UXEaA/IIibj8nSWoaMKQwk6Arj3ZncczBEApHuP2JdYQiBv990fiBfxRNN1NMESR/iLw/KfauT586mNe/cQZ3X2Tus6oRspiB0nP/rz51MJ+aWslv3tzJ3oZ+joeobpJg/JGIwXu7G5k7UvaqomSs/EW/9+vzc4aSk+Hgzmc2ceUDy3l1y2GmVedz00y5pj24/AgOm+DCiSnWoJj8nWQ47bGzRs9vSFAh0rz/TQEHl09TSMGtmCK/Ht6Q+lqwVsEUoEzOkcY96zn/nqW8vKmezz68ErvNxou3zeXr/edgd4fcX1TXh4op0qjp58Cz2wR/v3EmL9w2t28qqFUDq3S8POOoun9ZcDCMKMlmlb9K6oVWe/F9yNEGVjKsNMoE8yU14LDiJpskRfAXV0zh6S/PZu6oXrnDpePkC2T+3a+unMq915zC18+R3sG1B/sVYPBGDawSfvTvzUy563Ve2VTP8JIsmrwB1tX0u77IXLQVvOyNnd28uV5uBqvrQ6w7KFMZB5yD6U1hVL6iAWTZwJotv6oqmbFD4GrP1188HjsRjDhKWiAUGdi3xDRw3z8quHhy4g1k/pgSHDbB2vZcwOhJDQNW7m3ixY31LBhTOrC/V8ArjX+VFCyQXsaQTz0NK5riZUvRgyxK4XDZe0p1kYzTZDsZrvKx5ItOlm3YzlcXjOSh66fzty+cFt95AepNwqOUjJZ5776W1NeCqeBbkF8wTEaVVdNY22rl+Ryb4jI9eCbUb1BPg2s9KKNjqs+3bDw07VaPcFuJoACUTzHXN8X7Y8XAyiqG0gmwb6n6eDoOqxtYNrtcn61E4NoP9aRuqcgfeQ7sfsOag0T5/KRHKlGqBlYkbOkMCnanXP8bFCNY4aApX9HAyjCjKHVr4v56ZGk2T31pNu/eeRaLv30m1VnSE3/V3IkUZiUvA2+zCcaU57DTqKZl33oW7zjKpx9czoq9zdx9+aQ+qVIxomcJVSNYdoc0shT2xhEl2cwfbspVNeDcOXKu9br/Qgi+98lxOO027l/S7/8bTOz8Bdha305LV5C5o8z5VTBUOvrMCFmUnAwnN84dxrbD7UwdnM9b35zPg9fP4Kopcl042CkrSqZ6BhQOl3u1Kf/GucM4pTqf7z27KVYevO/45f33ZOUwa7jCO1BuNnqvVzWwLFSoBbn2AJcNaqXNF+SWx9bS7g/xl8+fypCiOHOkPZo+bMHAgrgGYkmOm2H956jVFMFSM4VWNYPBgoE1qiybdSEzAq16/z8iaAMrGVYOyQNUmgUn6terXR9L8Ro4yauLMmN9uWIMmi7zus1J6HHZuWhyJTefMRyHTbB6fz/F1jSw1jfZ+evyA1w8pZKnv3I6/751Di67jSdW1VDT3EUwHGHXkQ52BGQK25p1a/jsI6v43nObWL2/mcNtfjbVtnHT31Yz7xeLuPQP7zLv54tZv1tGon782gGKs11cOT1FKlPUgFNNY/K1yBQy1U2kaJQ0CA4uV7veyiFwoHD4NABa9vT1kt6/ZA/Tf/IGn//L+32igi2N9QSFk26bh4unJF4oczOczBxeyOLDZoTLTN1aurOBz//lfQYXePhhPC9poFO9AAv0LJL9NsGEqJbwjhJLc1F8vhYNoJJhchOZ5KrnpjOGc96E8vgHtKNYOSMCfbykSvjbLaYIRu+PohewrVbt/FWU6tkQCSVUMgfQelAtPTBK6XgpvylOSlE8VJsYRymfJL8e2ZL8uihWUzSHz5eFbVQNRCsRLJDjP7JZPYLbXqfuoQYYfb58J+sVjCDDUO9xFqVyqjSwVMZvNUUKpANDNYIVjRCoRrBA7o91axKO32YTDMr3yIiLxQjE8OJs1voryGzbzRf/vIKDzV3cc9UULo939hN6DBTVvQt6MgBUCPSUIVemZMyAtb80J4NrZlbz9Npa/vTO3p6z3CkU5Bc2yshRrDqfzQ7Fo+DowL3l9rNHse2uC3j8plmU5spsC2EaQCMGlfHNc8ekHrvdKddPM8XUYbdx37XTyPM4+ewjq9h9tG8ELtrOY864wX1L5yfCky+NRGUDy2IEK6ccMvK5ekgnr33jDB6/aSZvfWt+wsIqdJiROdWCMyVjZbaD6vitRrCKxwDi+BhYpTlsiQyV31jJYPgIoA2sZEQ3EdVJmFMO2eVwSNHAsupFqJQKPof6KviZLgcTBuXxyubDbK5r6+nk7W3AEDa+/2odFXkZ/PyKSUyrLiAnw8kZo0t4ak0t836xmNE/eIVz71nK+Q9tooMstm5ex6FWH0+vqWXhA8uZdfdbXHzvMlbsaWJyVT45bgcXTa7gmqkFdBtONh/x88OLxvekMiYiu0zeSysRLNVD8iA9/YNnwcGVivKtKSCjx03Ga7hp2ddz/59cXcPPX93O4MJM3tnVyKV/eJdv/nM9d7+8jTdXb6Mpks15E8pT9io5e2wZK1vkPOg8uo/vPLWBzz6yiurCTP5x06y+FaqidHeozx3olSevamA1q3vAoVeE0oqBpT7+8hHSy3jtCD95HoVzVVbOiID1+2M5RdCiAdpWq3b+KsrgUwGhPv8tG1imga5qAPma1ZoMR4l6YeOkeQ3AMKwbWMPOkH2MalapybcSwQJpYPlaeqoDJiPQJa+1YmBVz5JfVe5Pd4e/OO+3AAAgAElEQVQ0hq0YuJVT5TOLns1LhpUCMlGKx0jnQmhgQ9cBRIvxqEawAAZNkxFilQi9RQNx5rBCtkWqcYsgf704n2X/dRaXnZLk3UzHACocIdcGFQM3WrHPigFXPEYW6egXAb3j/LGcP76c/3lpG1c9uIK/L99P2B+/jLdhGLyw4RB/XLqXy04ZFDOYADPFeuDaKYQYqBuYCv7/XDkzedZLn/GP7iO/Is/Do1+ciU0ILr/vXe5+eRsr9jbx/IZDPP++PIt31uRhiaQNpGKKBd3NooNBCJmGe3QreR4np48opiw3SWp/dA1RXR8cLplhcLwMLFemNEBVU8QD5vlqhfPPI0uzaSWHTnc51A80sMLxirB8RNBl2pNhtRkbyJdU1YMc6ASE+iKZXQJ51XHlf2X+CL715Hou+v0yRpRk8eD10xnZ1Yjfmc+Ww538/jOnkOnqedz3XDWF9TWtHGr1UdfqJ9/jJBSJ0PxuFWfmd3Dt186g0dvN5ro2app9uB02LpxY0bcT+ot/we/O4Y4FY7h0qkKqixCmF0qx0ELUwLJC9UzY+YqM3qUqT+9tsqSAjK3IZy3Dyd//Lhf/fhmD8j0s2n6UOSOL+MvnT+PbT21g99FOXt96BG8gxL8KAhR4yvnNVaeklH3OuDJ++mIhYWw8/toynguU86X5w/naWaMSp8BZTLEjIw9yq9QUNJAGlhUFv2AIINQN6O6OnsP7Coi8Kgx3LufkKSiwUflWFOS8arlh1r4P029Ifb3VFMFCc7NXMeBCAbnJWrn/ngJpBKlEcANdMh0yf4i6/OIxMmJ64F2Y/OnU8kN+awp+boV8BrWrgFuSXxvsMg0ICwr4kNNB2GSa4LB5ya/1tchKcKrn06AnzahuderS69EKgqopgtFrM4vVlMBYk2ELDpKq0+TXA+/1FI1IRDS7w5IDY6zsC9iwrceYTkQsPdzC842miB9cEavKlxCLKV5XTK9iXuG18Pf7mZuxF5xnJP+D2BksxRRBkA6eoFdGiItHpZCfRoSsciqsvF9GWSsmx37scdm579ppPLryAI8s28cP/72F9spN3Ap99pe9DZ388N+beXd3E+Mqcrnr0gl95ZdPhk1PyfS2VJEXqymUUfnbXzIdf3JdGVacxRM3z+JXr+/gT8v28aBZ+OJGZwPYYeQgxTLnIOf/1n+rnY20GsECeU5w9cPSOE51di5qYFlZfwZNh41PyfTaVIZNrMBUitTM3pRPlLqDYaR2eiv0UItSmOWiKMvFPvcYJh1cEZNf1+rjZ69sx2W38atPp1gvPqQoRbCEEBcIIXYIIXYLIe6M83u3EOKf5u9XCiGGHuuBnhC6OwBhbREYeY6sZKSyCXabCrJqhAagaoZUEPqdU7hgYjlv37GAn18xiTZfkEt/u4SmzYvYFShk1vBCLup3Bignw8m8USVcdWo13zx3NF+YO4ybzxjBkElzGdy5AZuvidKcDM4aW8YNpw/l6tOq+xpX5vgzsnK55cyR6uOvng373+k5H5aIoE96Y1SbJPeWD1CTwovfsl9eUzVdWbTdJugaei6jIvuotsnCIqW5bu79zDScdhu/vfoUXvraPFb/4By2/Ph8phSGcOeW4HKkfs2qizKZOLiIeqOQaRl1vHL7PL574bjExhXI+WMlggUw+jzY/VbqfkPdHdKTnW3h/jvc0kunehDfqoEoBGLUeYidr6hVovS3qx/CBxkBHXk27Hwt9TkXw7CeIujOkZv49hdTX7v7TamMVp2qLh9klKNmlTwjk4xtL8ivVuTbHTB0Lux9O/W10VQwq+/v4NPUIkyxCIeF+5+RB5WnqJ3Dila7s2KgD5omIy47Xk197UHznGhRkqJA/RFCKskqKehWmjxHKZsoDbi9i1Nfm06K4LAzAKF2f/xpRLBKxsnr9y9Lfa3F8dttgorhE6XDoOb91H8QS5GyYACNWCC/qqyfsQiWYpELgGHz5de9Swb8ymYTfHb2UJZ8ZwF3Xz6JI43SQK/tEtQ0d3HXC1u54LfvsLG2jZ9cOoEXvjpnYLXgEWfJr3veSj0Wq1UWY/IN2LOoz49HlmZz/3XTeeeOBfzl86fy2tfP4M6zzci8FQM06nTZ907qa/1pzP8RC6TT6cB7qa9tr5MOMyvPd8RZ8tiJyvoZ6LR276Py2w6qFYIKeC3t7RMG5fFkyyhor+XOh57mgt8s5az/W8LrWw5TVeCJ34boI0BKzU8IYQf+AFwIjAc+I4TofyDkRqDFMIyRwD3Az4/1QD9QDAO2vQhLfyEnoRUDaPKV8rDnqod6lBzDkApbOCS9C6FuqeA27rCuIM++VXonl/xsgBJVnO3mqlOreem2Ofyu/GWKug/yh/Dl/OzyyYkb8vVn5pfkIrDsnsRKpmHINKG61dYUHIAZX5Ce4RX3J06FCAfhlTtkqse8b1qTXzFVemb2LE4sPxSAN38svdmzUnjK+zH/ks8B8IfJ+1j0rTP4161zBqTvZThsZO55VUZCUnlqe/HUl2ZTdvq1zPCvYFRHikUyFJDzwIqBAjD+Uun93PlK4msiYVj6S1mwYppCJKc3026QKazJ0tQMQxpv3kZr0WGAcRfLz73vbfO9Cst7EfRJg9NvFtlo2CGVTKvyx3xS9sJKViglEoFVf5RVlcomWZM/4TJZCCHZJhWJwPrHpHESVVpUqZ4tN9lD6xK/vwGv9GQXjepRulQZPl9WkoqTahQj1A2L/1cat2M/aU3+4JlSuWjak/j9jYRhzZ/lv4ssOHdAft661cnLtUfC8M6v5do2fIG6bLsTRl8g361QQN6feJ8hHJT3v2ScdQO6Yqo8BxFVsKN7SyTcs7+Eg7DxSfn7AgspUjabfL57lyR/t7yNPUq6lQyDnDL5fLe/MPB3htHrs0R6nBCqZ1Ci4x9yel8Fts/9CcrPE+qW+wOkznLojRDyedWqKLBpRJgKhsoo8a7XUl8bTCMClFsh5ccxsHrzmdOq+fo8ed+v/vNmzvy/Jfxt+X4umlzBW9+cz/Wzh+KIV/a8bII8IrH7zX7zxy/vR3eHdIx0Nfe0kLEy/kHT5HzbHd+Aq8z3cOaYUsaU5+CM+OX+rtICITb+SdJAV3HAdB6Re6/dQhLYkDlgdw8wEAfgbYTNz/RElFUZdoasBKpi4PrbrJ3fBhh1vvy6M4WDJJq+beHZ/vyKSbjGnAtA8eFllOZmcPGUShZ9+0y+ce5odf31Q4ZIZRkKIWYD/88wjPPN778LYBjG3b2uec28ZrkQwgEcBkqMJMJnzJhhrF4dp3fTieKlb8vwLZiboiFf5tEXwGUPWJP1wu2w5i9q186/ExZ815r8Z2+Gjf8ERHzjzxx/y6grOHDGr5nav4dDKp76HGx5LqV83LlwxcMyKmKFx66EXa+nlj/ndjj3LmuyAR5dKKttpZJ/xh1w1vety39ogXkOLoX80vHwxbeseTG7O+G+2WYPpATye/8/zv6RNSM0HIJ7xssNQiTwr0RlT7wCFj6iLhvkwvrrCVLJTyXf5oCFf4bxl6jLD3jhV2P7NPROiDsXrnvWPJukiK9Vyg/5Uo9/+AK4/jlrDpi2Orhngvz7VPJnfxXO/6m6bJCG6296GX3x/h+GaRhd/FuY/jlr8o9ug/tmqck/58cw9+vW5NdvgAd7pV8lkz/lGrjsfmvy9yyGv38qzi96P0Nz2zr7v2Het6zJ3/o8PHl9fPnReRId/yW/h2mftSZ/2wvwz+vUrp35ZbjQoq9z7d/g+dvUrh13CVz5V/UqlwDv/R5e/wHyfqfwSp/+NTjvJ+qy+8hX4LQvwSd+YU3+0l/Cov9J/O5GiT7jO/ZZiyK+9n1Yfi9952Pc/4H8cmeNtTTNl++AVQ8qjT8iHHxlyIuMrizkM6dVU5mvEE35162w/lG1sTgy4PuHra2fT39BGh8q99+dB99VOE/YmyeulcZ9MvnR9blsEnxFIVram79dahq4yT6zuTd+5b2ec8GqPHy+dA6qjL9yGtysEK3uzf1z4cgmNflD5sLnX7IkPvL7GdiadvWVX326ZTnHGyHEGsMwZqS8TsHAWghcYBjGF83vrwdmGobx1V7XbDavqTW/32Ne09hP1s3AzQDV1dXTDxyw0LT1eLPjlb5nm/KHwJTPWPNQRAkFYMfLMsojBHJztcl/x74XsnTnmAusyw+HpPxkFVdKx8GEy60tXjH5QbmRJzvQmFMOYy+WXkmrBH1SEUnW9HbQjPTuDcjw/dZ/JT+sPXgmjDo3PfldzVJ+ssPs+UNktMXKGYIo3kYpv+Nw8usGz5IpbVafcfNe2P5yTxpOPErHy+iDFQ9glKPbpRc2WbntzGJpmEcLP1ihYaeMEgS80mNns5lf7T1fbQ5Zdc1KEYcohzdLB0AwSRplbiVMXGhNuYmyd4mMbiarZpdbKQ0Ip2KPs95sf0lGgAKdPYpeb4QNhp8po13prA9b/iWjywFvYvmDZsj3y6p8wzDPcdTJdSKR/LzBMOlK6/cnEoaVD/RtCN9/D4yeFZ240Pr6Hw7J7IXuDsCMyhgR+hgTwizpPv5S6/cn1A3L/yDvTe+9pM9XpHPwlOutv78Br7w/oYD5Ptl63qve//YUyGis1fvjb4OVD8ksBuj1+UXff2cVyWi4apPwKF3N8P6f5B4mzH23/71ByLOfU69Vb1EQxdsI7z8s+zkmw+6W6aijzrEmv70e1v41dYovyLVtWjxjPgmtNbDuUZl+nAy7Wzqmhp9pTX7zPtjwhPy3zW4+g95zx9bzffGonrRIVRp3m85lhZSxsokwIZ4zJQlHt0sDLpX8nAq5/lhd/w9vkrpPKqrNvd0qh9bJ9T8VWaUw7iJrRXZApseqRFjT1Q8PLB8YgcsbrHYm+gPkWBpYVwLn9zOwTjMM47Ze12wxr+ltYJ1mGEZTIrkfugiWRqPRaDQajUaj0SRA1cBSie3XAr2bsVQB/V33sWvMFME84OPVklmj0Wg0Go1Go9FoUqBiYL0PjBJCDBNCuICrgf4xzueBaAxvIbAo2fkrjUaj0Wg0Go1Go/k4kjKB2jCMkBDiq8BrgB14xDCMLUKIu4DVhmE8DzwM/F0IsRsZubr6eA5ao9FoNBqNRqPRaD6MKJ1QNQzjZeDlfj/7717/9gNXHtuhaTQajUaj0Wg0Gs1HCwv1VTUajUaj0Wg0Go1GkwxtYGk0Go1Go9FoNBrNMSJlmfbj9j8WogGw2ggrD2hLeVX6VAMWO9NZ4niPX8vX8rV8LV/LP/nkf5THruVr+Vq+lp+MD5tuPsYwjJyUVxmG8ZH5D3joOMtv+IiPX8vX8rV8LV/LP8nkf5THruVr+Vq+lp9C/odKN0cW+Et53UctRfCF4yy/9TjLP97j1/K1fC1fy9fyTz75H+Wxa/lavpav5SfjI6mbn7AUwQ8jQojVhkJ3Zo1Go9FoNBqNRnN8+bDp5qrj+ahFsI43D53oAWg0Go1Go9FoNBrgw6ebK41HR7A0Go1Go9FoNBqN5hihI1gajUaj0Wg0Go1Gc4zQBtZxQghxgRBihxBitxDiTvNnj5k/2yyEeEQI4TzR49ScnCSYn2cJIdaa8/OvQgjHiR6n5uTDXBuPCiE29/v5beac3SKE+MWJGp/m5EYIMVgIsVgIsc2ci7ebP/+JEGKjEGK9EOJ1IUTliR6r5uRDCJEhhFglhNhgzs8fmz8fJoRYKYTYJYT4pxDCdaLH+nFHpwgeB4QQdmAncC5QC7wPfAYYCrxiXvY4sNQwjPtPxBg1Jy9J5udrwNmGYewUQtwFHDAM4+ETN1LNyYgQ4gygE/ibYRgTzZ8tAL4PfNIwjG4hRKlhGEdP5Dg1JydCiAqgwjCMtUKIHGAN8Cmg1jCMdvOarwHjDcP48gkcquYkRAghgCzDMDpNJ/4y4Hbgm8CzhmE8IYR4ANig9c/ji45gHR9OA3YbhrHXMIwA8ARwqWEYLxsmwCqg6oSOUnOyEm9+XgF0G4ax07zmDfNnGs0HimEYS4Hmfj/+CvAzwzC6zWu0caU5IRiGUW8Yxlrz3x3ANmBQ1LgyyQK091rzgWOqmJ3mt07zPwM4C3ja/PlfkU4BzXFEG1jHh0FATa/va82fAWB6Fa4HXv2Ax6XRQPz5WQ44hRDR0qMLgcEf9MA0mgSMBuaZKS5vCyFOPdED0miEEEOBU4CV5vc/FULUANcC/33iRqY5mRFC2IUQ64GjSGfpHqDVMIyQeUkfnVRzfNAG1vFBxPlZb2/Wfcj0wHc+oPFoNL2JNz8jwNXAPUKIVUAHEIpznUZzInAABcAs4DvAk2YqjEZzQhBCZAPPAF+PRq8Mw/i+YRiDgceAr57I8WlOXgzDCBuGMRWZJXUaMC7eZR/sqE4+tIF1fKilr/e/CjgEIIT4EVCCzIfVaE4EceenYRjLDcOYZxjGacBSYNcJGZ1GM5Ba5PkBwzCMVUiHQPEJHpPmJMXMQnkGeMwwjGfjXPI4OsVac4IxDKMVWIJ0TOX3KlwV00k1xw9tYB0f3gdGmVVbXMjIwPNCiC8C5wOfMQwjckJHqDmZSTQ/SwGEEG7gv4AHTuAYNZre/At5hgAhxGjABTSe0BFpTkrMyOnDwDbDMH7d6+ejel12CbD9gx6bRiOEKBFC5Jv/9gDnIM8JLkam/gPcAPz7xIzw5EGXYT4OGIYREkJ8FVmVzQ48YhjGFiHEBuAAsNzMbnnWMIy7TuBQNSchSebnL4UQFyEdL/cbhrHohA5Uc1IihPgHcCZQLISoBX4EPAI8YpZuDwA3GLoErubEMAd5hnqTec4F4HvAjUKIMcjo6gFAVxDUnAgqgL+a1YJtwJOGYbwohNgKPCGE+B9gHdJJoDmO6DLtGo1Go9FoNBqNRnOM0CmCGo1Go9FoNBqNRnOM0AaWRqPRaDQajUaj0RwjtIGl0Wg0Go1Go9FoNMcIbWBpNBqNRqPRaDQazTFCG1gajUaj0Wg0Go1Gc4zQBpZGo9FoNBqNRqPRHCO0gaXRaDQajUaj0Wg0xwhtYGk0Go1Go9FoNBrNMUIbWBqNRqPRaDQajUZzjNAGlkaj0Wg0Go1Go9EcI7SBpdFoNBqNRqPRaDTHCG1gaTQajUaj0Wg0Gs0xQhtYGo1Go9FoNBqNRnOM0AaWRqPRaDQajUaj0RwjtIGl0Wg0Go1Go9FoNMeIk9rAEkJ0pvj9EiHEjA9qPBqNRqPRaDQazcmCEOIyIYQhhBh7osdyLDmpDSyNRqPRaDQajUZzwvgMsAy4+kQP5Fhy0htYQogzhRAv9vr+XiHE507gkDQajUaj0Wg0mo81QohsYA5wI6aBlUwvF0J8QgixXQixTAjxu97Xfdg46Q0sjUaj0Wg0Go1G84HzKeBVwzB2As1CiGmJLhRCZAAPAhcahjEXKPmAxpgW2sDSaDQajUaj0Wg0HzSfAZ4w//2E+X0ixgJ7DcPYZ37/j+M5sP8Ux4kewIeAEH0NzYwTNRCNRqPRaDQajebjjhCiCDgLmCiEMAA7YADPE18vFx/sCP8zdAQLDgDjhRBuIUQecPaJHpBGo9FoNBqNRvMxZiHwN8MwhhiGMdQwjMFANDoVTy/fDgwXQgw1v7/qAx2tRU7aCJYQwgF0G4ZRI4R4EtgI7ALWndiRaTQajUaj0Wg0H2s+A/ys38+eAa4BBujlhmH4hBC3AK8KIRqBVR/gWC0jDMM40WM4IQghpgB/NAzjtBM9Fo1Go9FoNBqNRpMYIUS2YRidQggB/AHYZRjGPSd6XPE4KVMEhRBfRh6O+8GJHotGo9FoNBqNRqNJyU1CiPXAFiAPWVXwQ8lJG8HSaDQajUaj0Wg0mmPNSRnB0mg0Go1Go9FoNJrjwcfawBJCDBZCLBZCbBNCbBFC3G7+vFAI8YYQYpf5tcD8+VghxHIhRLcQ4tup5Gg0Go1Go9FoNBpNbz7WKYJCiAqg4v+zd9/hcZ1V4se/7/Si3mzJci+Jux073SmQbCok7NJCWwIskCXAAgssLPzo7LKULSwsoQbIJkBYCAmkQrrTbSdObCdusWyr9zp95v39ceeOZqSRNJJmNDPy+TxPnsijO6Nre3znnvec9xyt9R6lVCmwG2Nq9PVAr9b6G0qpzwCVWut/UkrVAUvjx/Rprb892etorQ/k4bclhBBCCCGEKFDzOoOltW7TWu+Jfz0EvAwsAq4FfhE/7BcYARVa606t9XNAOMPXEUIIIYQQQoiEeR1gJYsPJtsKPAMs0Fq3gRE8AXUzfB0hhBBCCCGESDglAiylVAnG8LKPaa0H8/06QgghhBBCiPlp3gdYSik7RlB0q9b69/GHO+L7qsz9VZ0zfB0hhBBCCCGESJjXAVZ80vNPgZe11v+e9K27gHfHv343cOcMX0cIIYQQQgghEuZ7F8EdwOPAS0As/vA/Y+yfuh1YApwA3qy17lVKLQR2AWXx44eBdcCmdK+jtb5njn4rQgghhBBCiCIwrwMsIYQQQgghhJhL87pEUAghhBBCCCHmkgRYQgghhBBCCJElEmAJIYQQQgghRJZIgCWEEEIIIYQQWSIBlhBCCCGEEEJkiQRYQgghCp5SqkIp9aH41w1Kqf/L9zkJIYQQ6UibdiGEEAVPKbUM+JPWekOeT0UIIYSYlC3fJyCEEEJk4BvASqXUC8BhYK3WeoNS6nrgDYAV2AB8B3AA7wKCwFXxQfIrge8DtYAPeL/W+pW5/20IIYSY76REUAghRDH4DHBUa70F+NSY720A3g6cBXwd8GmttwJPAX8bP+ZHwEe01tuATwL/MydnLYQQ4pQjGSwhhBDF7mGt9RAwpJQaAP4Yf/wlYJNSqgQ4D/itUsp8jnPuT1MIIcSpQAIsIYQQxS6Y9HUs6dcxjM85C9Afz34JIYQQOSUlgkIIIYrBEFA6kydqrQeBY0qpNwMow+ZsnpwQQghhkgBLCCFEwdNa9wBPKKX2Ad+awUu8A3ifUmovsB+4NpvnJ4QQQpikTbsQQgghhBBCZIlksIQQQgghhBAiSyTAEkIIIYQQQogskQBLCCGEEEIIIbJEAiwhhBBCCCGEyBIJsIQQQgghhBAiSyTAEkIIIYQQQogskQBLCCGEEEIIIbJEAiwhhBBCCCGEyBIJsIQQQgghhBAiSyTAEkIIIYQQQogskQBLCCGEEEIIIbJEAiwhhBBCCCGEyBIJsIQQQuSUUmpYKbUi3+eRD0qpnyulvpbv8xBCCDF3JMASQgiRMaXUZ5VS94x57PAEj10HoLUu0Vq/muHra6XUquyd8dxRSl2vlNqZ7/MQQgiRXxJgCSGEmI7HgPOVUlYApdRCwA6cMeaxVfFj54xSyjaXP08IIYRIRwIsIYQQ0/EcRkC1Jf7rC4GHgYNjHjuqtW6F1KxUvGTu+0qpu5VSQ0qpZ5RSK+PfMwOyvfGywrfGH3+dUuoFpVS/UupJpdQm82SUUk1KqX9SSr0IjKQLsuI//0PxrNqQUuqrSqmVSqmnlFKDSqnblVKOpOPfr5Q6opTqVUrdpZRqGPNaN8Rfqy/+e1FKqbXATcC58XPvTzqFynS/XyGEEPOTBFhCCCEyprUOAc9gBFHE//84sHPMY5Nlr94GfBmoBI4AX4+/tvn8zfGywt8opc4AfgZ8EKgGfgjcpZRyjnm9q4EKrXVkgp95BbANOAf4NPAj4B3AYmBD/DVQSr0W+FfgLUA9cBz49ZjXeh1wJrA5ftzlWuuXgRuAp+LnXjHV71cIIcT8JAGWEEKI6XqU0WDqAowA6/Exjz06yfN/r7V+Nh4M3cpo5iud9wM/1Fo/o7WOaq1/AQQxAiXTd7XWJ7XW/kle59+01oNa6/3APuABrfWrWusB4F5ga/y4dwA/01rv0VoHgc9iZKWWJb3WN7TW/VrrExjZu8nOf7q/XyGEEEVOAiwhhBDT9RiwQylVCdRqrQ8DTwLnxR/bwOQZrPakr31AySTHLgX+MV4e2B8vvVsMNCQdczKDc+5I+tqf5tfmOTRgZK0A0FoPAz3Aohme/0yOF0IIUcRkQ7AQQojpegooBz4APAGgtR5USrXGH2vVWh/L0s86CXxdaz1ZWZ3O0s8CaMUI6gBQSnkxShNbMnhuNs9DCCFEkZIMlhBCiGmJl+LtAj6BURpo2hl/bDbdAzuA5JlZPwZuUEqdHW8m4VVKXa2UKp3Fz5jMbcB7lFJb4vu8/gV4RmvdlMFzO4DG5IYZQgghTj0SYAkhhJiJR4E6jKDK9Hj8sdkEWF8CfhEvB3yL1noXxj6s7wF9GE0irp/F609Ka/0g8P+A3wFtwErgugyf/hCwH2hXSnXn5gyFEEIUOqW1VDQIIYQQQgghRDZIBksIIYQQQgghskQCLCGEEEIIIYTIEgmwhBBCCCGEECJLJMASQgghhBBCiCzJ2xysmpoavWzZsnz9eCGEEEIIIYTI2O7du7u11rVTHZe3AGvZsmXs2rUrXz9eCCGEEEIIITKmlDqeyXFSIiiEEEIIIYQQWSIBlhBCCCGEEEJkyZQBllLqZ0qpTqXUvgm+r5RS31VKHVFKvaiUOiP7pymEEEIIIYQQhS+TPVg/B74H/HKC718JrI7/dzbwg/j/hRBCCCGEEPNAOBymubmZQCCQ71PJOZfLRWNjI3a7fUbPnzLA0lo/ppRaNskh1wK/1Fpr4GmlVIVSql5r3TajMxJCCCGEEEIUlObmZkpLS1m2bBlKqXyfTs5orenp6aG5uZnly5fP6DWysQdrEXAy6dfN8ceEmLZQJIYvFMn3aQghhBBCiCSBQIDq6up5HVwBKKWorq6eVaYuG23a0/0p67QHKvUB4AMAS5YsycKPFoWkfSDAV+8+wJNHujlvVQ3ff/vk2/G01vSMhGgfCNA+EOCZYz383+5m+v1hltd4uWzdQi5cXUNdmYtVdSVT/vy2AT9WpbBZLYwEIzRWuuf9RUAIIYQQYq6cKvdVs/19ZiPAagYWJ/26EWhNd6DW+kfAjwC2b9+eNggTxal3JMSbf/gkXdsf6qgAACAASURBVENBNjdWcPeLbXzwwn42NVYkjnnolQ4AOgeD3PlCK4c7h+geDiW+b7cqXnt6HacvLOPF5n5uevQoNz16lPpyF4986mKePNJDOBrjsvULx/3855p6ee/Nz1FX5sRqURzqGOasZVX853VbaKhwA3D7rpM4rBbesFUSrEIIIYQQIjeyEWDdBXxYKfVrjOYWA7L/6tTz5T/up2MwyG8+cA6r6ko47xsP8c6fPMNfb13El6/dwI8fe5Wv3/MyNosipjXLarzsWFXD5sUV1Je7WVjuYkWtlzLX6GbCF07288SRbr51/0F+u6uZz//BaGT56KcuZmm1N3Fc93CQD96yG4tFcbRrBIA3b2vknpfauPq7j/Of121l29JKvnTXfixK8dq1dSk/Z64Y2xRPndUfIYTIhdZ+P1/54wF6RoLc9M5tVJc40x7XORjgt7ubueGilVgtct0VYr676qqruO2226ioqJj6YKCpqYnXve517NuXtlH6rEwZYCmlfgVcDNQopZqBLwJ2AK31TcA9wFXAEcAHvCfrZynm3Asn+4lpzRlLKqc8NhKN8dArnfz1lkVsjR//9b/eyM92HuOXTx9n9YJS/uXel7li/UL2tQ4QjWn+cOP5UwY5WxZXsLmxnD8f6OC7Dx5OPP7N+w7y/XeMlh/+6z2vMByIcNdHzueGeKD1jTdu4oaLV3LjrXu4/uZnOXt5Fb5QFIBfP3uCD1y4ciZ/LDN2195Wvn73AUKRGNdsbuATl51GuXvugzwhhCh2dzzfwn3727EouOnRo3zu6nVpj/v2Awe5fVczZy2vYlNjOU6bNe1xJ3t9OO0W6kpduTxtIUSO3XPPPfk+hYRMugi+bYrva+DGrJ2RyLufPP4qX7v7ZUpdNp78zGspnSIQ2tc6yFAgwnmrqhOPXbO5gbOXV3H+Nx7i83/Yx+q6Ev79rZsJRWJEYjrjDJJSiuvOXMxnfv8SAOvqy3jq1R601iil0Frz8MFOXr+5gdMXlnHb+89BKbBaFCtrS7jjQ+fzlT/t51fPnmRVXQk1JQ5+trOJ689bjsM2N3O2Q5EYn/v9Syyu8rB6QQm3PH0cfzjKN9+0eU5+vhBCzCfPHutldV0JGxvL+eVTx3n/BSuoK0sNjlr6/fx+TwsAX7/7ZfY297NlcQXhaIwvX7OBbUuNxcBbnznO5+7Yh8Nq4TcfPCexSCiEKDzf/OY3cblcfPSjH+XjH/84e/fu5aGHHuLBBx/k5ptvZufOnezatYvh4WGuvPJKduzYwZNPPsmiRYu48847cbvd7N69m/e+9714PB527NiRs3PNRomgmEc6hwJ8+4GDbF5cwd6T/fzv0yf4+4snz/Y8caQbgPNW1qQ8vqDMxQcuXMHRrmH+5a834nHY8Dimf05XbqznC3fux2m38NYzF/PFu/bT0u+nsdJDU4+P3pEQ25cZH4rmfiuT22HlX/9mE+84eyklThvHukd4z8+f4+6XWvnrrY3TP5kZeOZYD0PBCJ/4qzVcum4BHYMBXo2XMgohhMhMNKbZ1dTL7uN9XLulgQ9cuIK7Xmjl+w8f4cvXbkg59jfPniCqNXWlTl442Q9AMBxjwB/mbT9+ms9fvZY3ntHIvz9wiG1LK2nu8/G5O/bxx4/skHJCITLw5T/u50DrYFZfc11DGV98/foJv3/hhRfyne98h49+9KPs2rWLYDBIOBxm586dXHDBBezcuTNx7OHDh/nVr37Fj3/8Y97ylrfwu9/9jne+85285z3v4b//+7+56KKL+NSnPpXV8082N0v4oij0DAf5/B37CEc1//nWLexYVcPPnzxGNDZ5P5LnT/Sxqq6E2tLxdfCfvuJ0fviu7RPWyGei3G3nPecv4+1nL2HLYqOu9sXmAQD2HO8DmLKUccOicpbVeLn4tFpW1nr59bMnJz0+mx7Y34HbbmXHaiMArSlx0j0cnLOfL4QQ88HPdh7jrT96muFghLOWV7G02subty/mtmdP0NznSxynteaOF1o4f2UNl6xdAMDHL13DPf9wAX/8yA7OWVHNF+7czw8eOUrPSIh/vup0Pn356RxoG+T5E335+u0JIaawbds2du/ezdDQEE6nk3PPPZddu3bx+OOPc8EFF6Qcu3z5crZs2ZJ4XlNTEwMDA/T393PRRRcB8K53vStn5yoZrFPY7uO93PVCKx6njcMdw4kuf5+8/DSW13h5+9lL+NCte3j8cBcXn1Y34et0DgVZNCZzlG2fvWotAMFIFLtV8WLzAFdtrGfPiT5KnTZWZ9DGHYySw9ecVscvnz5OMBKdsCY/m5491ss5K6pw2Y2fZQRYoSmeJYQQwhSNaX75dBO1pU5KXTbOX2UsWH3ktav43e5mvvfQEb7xxk0A7DnRx8lePx+7ZA3lbjt/eL6FvznD6B5b5XXwj3+1hscOdfGHF1pw261sXVzJqtpSLAoeO9zN9mVVeft9ClEsJss05YrdbmfZsmXcfPPNnHfeeWzatImHH36Yo0ePsnbt2pRjnc7RhX2r1Yrf709sL5kLEmCdYo50DvHPd+yj0mOntT/AwY4hYjGN227lhotW8oati1izoBSAS9bWUeGx89OdxzhvZc2Ee5Z6hkOsqs0swJktp83K2voy9pzoIxbTPHqoi23LKrFMo6Rj+7IqfrLzGPtaBti2NPcfpD0jQbYtG82w1ZY6GQ5G+NnOY/zvM8e5cHUtX7pm7i9Uorj4Q1GsFjVneweFKCQ7j3RzstfP996+lddtakg83lDh5u1nL+GWp4/zyctPo6bEyZNHegC4dN0Cyt12XvjiX6Uspq2ML8g19/nZuKgci0VR7rGzeXEFjx3q4hN/tWZuf3NCiIxdeOGFfPvb3+ZnP/sZGzdu5BOf+ATbtm3LKHCqqKigvLycnTt3smPHDm699dacnad8Up9CYjHNjbc+z7PHerl/fwcvtQzwD5es5sUvXcazn7uUT19xeiK4AiOY+fBrVvH44W4+G28ykU7vSIgq7ww2V83QeStr2HO8j3v2tdHc5+dN26a3l+rMeLDz7LHcl4Jorenzhan0jDb1qI2XS/7LPS/T2u/n50828WR8H5sQ6bQN+Dnr639h3Rfu496XZAqGOPXsPNyFw2bh0njJX7LzV9UQjWna+gMA7G0eYGWtN9GpdWylQonTRkO50RRj9YLRxcELVtfyYnM/g4Fwrn4bQohZuuCCC2hra+Pcc89lwYIFuFyuceWBk7n55pu58cYbOffcc3G7c1d9JRmsU8hDr3RysGOIT11+Gt+6/yBgZKk8jonfBn93wQqefrWHl1r6037fH4riD0epKpm7AOu1p9dx06NH+fBtz1PtdXDZuvGDhydTXeJkZa2XXU29QG7btQ8GIkRjmsqk7h41pcbXkZjmxtes4o7nW/iXe1/mjx/eITOyRFrfuv8gwWiMxVUe/uMvh7hiw0J5r4hTyrPHetmyuCJRap2sIr6A1ecLobVmb3M/F6yqGXdcslULSmkdCLC6bnRRcXVdCTEN7QOBvMxKFEJM7ZJLLiEcHl0EOXToUOLrpqYmAGpqalJmW33yk59MfL1t2zb27t2b+PWXvvSlnJynZLBOIb94qolFFW4+eOEKzllRRWOlm9OSMlYTKXXZCYRjab/XM2I0a6iewwzWGUtGB8h9/K/WzKhkasviSvY29yeG/+ZK34ix1yo5w1eT1PBjXUMZN1y0kn0tgzxzrDen5yKKU+dggDueb+H685bxoYtXcqhjmKde7cn3aQkxZ4aDEfa1DnL28vQl3WaFQL8/TPtggK6hIJsXTz5o1Ny3uyYpg2UuhJnXbSGEmCkJsE4R/b4QTx7t4ZotDdisFr573VZu/buzM1oFd9osBMLRtN/rTQQQM+8SOF02q4XPXbWWj16ymnecvWRGr7F5cTndwyFaBwJZPrtUvT7jz6dyggBrZW0Jf3PGIqq8Dm55+nhOz0UUp0cPdaE1vGHLIl6/uQGbRbHzsJSUilPHnuN9RGOasyYIsMrdxvW13xdiz3Gj2mJTY/mkr7lxUTlWi2JtfVniseRMmBBCzIaUCJ4i/nygg2hMc+UGo5xu7FDGybjs1gkDrJ40GZq58P4LV8zq+Zsa4+3eT/bntAOiuRKaXCJYHS+ntFkUS6s92K0WLl1bx3372onGtMxgmUdCkRj/7w/7sNsUN75mFfXl03+vPXKoi7pSJ2vrS1FKsazGy5HO4RycrRCFqbnPD5BSzpfMDIz6fWGea+qj0mNnw6LJA6xrNjewZXFFyuxEcyGszyd7sIQQsyMZrFPEI4e6qC93sXGKD510nHYLgUj6EsHeeLvxuSwRzIa19aXYrYq98XlauWJ+UFclBVhOm5Vyt50lVUZwBcbm6sFAhL3N6fe6ieL03QcP85tdJ7n9uWa+eOf+aT8/GtPsPNzNRWtqE9nmVbUlEmCJrIlEYzz4cgexKeYd5lNvvBS9wpN+X5TdaqHEaaO1389fDnRw1cb6xLV1IhaLsViRzLxOSwZLCDFbEmCdIo52DrOuvmxGG+NdNiuhSCztB3CiRHAOm1xkg9NmZXVdKa+0Z3cKebJAOErHoFGCWOlNvTForHRzev3oauyOVTUoBY8d6srZ+Yi59XLbID949Chv2tbIDRet4IEDHRzpHJrWa3QNBRnwh1P2k6yqK+F4r4/QBIseQkzHH19s5X2/2MUfX2zN96lMqHckjNdhTdvgwlThsfPHva34w9GUNu7T4XZYcdos9EsGSwgxSxJgnQK01hzv8bG02jv1wWmYH2rBMTd0e070ccfzLditilJn8VWbVnkdDPhz90H67p89y7fuP4jdqigZ8+fzw3dt4yvXbkj8utLrYHmNl4Pt07sBF4VJa80X79pPudvO569ey7vPWwbAffvap/U6bQNGaVR9+WhJ76q6EqIxTVPPSNbOV5y67t9nDJj/5VOFuwe0zxdK2ceaToXHzkjIKGXfumTyBheTqfQ4pMmFEGLWJMA6BXQOBfGHoyyv8czo+S678TYJRlL3Yb3jx89woG2QcHTuJmNnU4nTxkgwkpPXDkdjPH/CKPcrc9nH/fk0VnpSml0AeBzWcUGsKC7haIxrvreTz/1hH88e6+Vjl66mwuOgusSJ12Gd9t4OMwO6oCw1wAL4+G9eSHxfiJkIhKM8eqiLSo+d3cf7ONpVmKWnmcxaNPe5NpS7Js10TaXCY5c9WELMAxdffDG7du3K28+XAOsUcKzbWOmebQZrbKv2sQFXsfE6bYwEc/N7aOoeIRQ1/rx6MlwNdcZLMUXx2nO8jxebB7jtmROUOm0pQ7DL3fZplx61xbtcjs1gVXkd7G8d5PbnTmbnxMUpaVdTH/5wlLeeaXRjLdSAvc8XSmkUlI45VHh57cw+50yVHofswRLiFBSNZvd+UAKsU8DxeCnRshkHWMbbJLmT4FAgTEzD6zc3cOeN58/+JPOgxGllKJCblcpXZlDq57RZij5oPdU9cqgLq0VhtSjetL0xZYh3uWf6JantgwEcVkvK6r3LbuXZf76EmhJHoruaEDPR3OcDYHO8pbkvRwtOs9U7EpqykZIZgM30cy7xOl67BFhCFKiRkRGuvvpqNm/ezIYNG/jNb37Dgw8+yNatW9m4cSPvfe97CQaD457393//92zfvp3169fzxS9+MfH4smXL+MpXvsKOHTv47W9/m9VzLb6NM2Lamnp82K2KhorMW7Mnc9riGaykm//jPcYH89UbF0450LFQlbhsjISiaJ39EseD7UNYLQqXzcKO1TUZPcdpszCco5JFMTcePdjF9qWVfO0NG2isTC3JLXfbGPBP78atYyBAXZlz3PvTZrXQWOmhpV8CLDFz7fGMldlNbyRUmNef3pGp92BpjCZMsw6wPA5pciFEJu79DLS/lN3XXLgRrvzGhN++7777aGho4O677wZgYGCADRs28OCDD7JmzRr+9m//lh/84Ad87GMfS3ne17/+daqqqohGo1xyySW8+OKLbNq0CQCXy8XOnTuz+/tAMlinhBM9PhorPdimaFs7kdEM1mj52qvxssOxbW6LiddpIxrTOdn39Er7EMtrvLz0pcv54bu2Z/Qch81CMCwlgsWqtd/PgbZBLjqtltULSnE7UveBVLinn8FqGwiklAcma6x0JzIQQsxE+0CAmhJnov25L1R4GaxAOIovFJ1yD5a5b6qmdHYdbY0AK1TQbeuFOFVt3LiRv/zlL/zTP/0Tjz/+OE1NTSxfvpw1a9YA8O53v5vHHnts3PNuv/12zjjjDLZu3cr+/fs5cOBA4ntvfetbc3KuksE6BXQMBlhQ5pz6wAm4zAxWUongsa7ZlR0WArPz4VAgMqtN0ekc6RxiXUMZlmkMDXbarFIiWMQe2G90CLx8/cK035/JHqyOwcCEA1MXVbp5YL8xv2g67zMhTO2DARaWO/HGr4WzafrTl0GWaUav6xs/rD2dLY0V3P1iG6cvLJvVz6vw2Ilp6PWFxjUiEkIkmSTTlCtr1qxh9+7d3HPPPXz2s5/lsssum/I5x44d49vf/jbPPfcclZWVXH/99QQCo/tNvd7c3MdKBusU0DUcpK50ZuWBAE77+ACrqWeERRXurAcmcykbNxXphKMxmvv8LJ9mds9ps0iTiyJ2//4OVteVsLK2JO33Kzz2jDNYwUiUD926m6YeHwvLJshgVbgJRWN0DY+vNxciE+0DARaWufDEr+MzzWDd+UILW7/6Z/7fH/ZlPfOTmLXoTT9k2PS+Hct55JMXs7Z+dgHW1iWVWBR89FfPE5UslhAFpbW1FY/Hwzvf+U4++clP8uSTT9LU1MSRI0cAuOWWW7joootSnjM4OIjX66W8vJyOjg7uvffeOTlXyWDNc1prOgeD1JbOIoOVpkTwYPsQK+vS30gWCzPAyva+p5Y+P5GYnnZ2z2m3SJv2ItU1FOSZYz3c+JpVEx5T5rYTjMQIhKNTLkzc+vQJ7nnJyIhtbEyfwTL3eDX3+VPauAuRqfbBANuXVWKzWnDaLDPagxWOxvjOA4dw2S3c8vRx3rC1gW1Lq7J2jn0jxqLEVBksi0VlpWR929JKPn/1Or7ypwO81DLAliLdYyzEfPTSSy/xqU99CovFgt1u5wc/+AEDAwO8+c1vJhKJcOaZZ3LDDTekPGfz5s1s3bqV9evXs2LFCs4/f24as0mANQf+55EjvNo1wrffvHnOf/ZIKIo/HKVuVgGWOWjYWN0MRWIc7hziwjW1WTnHfCnNUYBlDoCd7oe9wypzsIrVXXtbiWm4dkvDhMeY+1x+89xJrtpYP+GiR0u/n+89fITzVlbzv+87e8Lyv0WVbsDoBLdtaeUsfwfiVBMIR+n3hRMZUu8M5wI+erCLE70+vvj6dXz5jwc41DGc3QDLLBHMQfnhRF63qZ6v/OkAu5p6JcASooBcfvnlXH755eMef/7558c99sgjjyS+/vnPf5729ZqamrJ0ZuNJiWCO3f1iG9+87yD/t7uZD96yi4/+avybIJc6412iZpfBSi0RPNI5TDiqWdcwu1KMfMtViWBT98z2pxkZLNmDVYzueL6ZjYvKWVVXOuEx5pyeL961nx8+ejTtMcFIlHf95BnC0Rhfumb9pHurGuMBltnRU4jpaI/PWFtYbryPPA7rjNq0H+wwRlK8aVsjbruVwx3ZHVZsXp/N6/VcqCtzsbTaw3NNvXP2M4UQ84sEWDl28xPHWFHrxeOwcv/+Du7a24rWc1fX3TVk7M+YzR4sly21RPBA2yAA62ZZ655vJa5cZbB8eB1Wakqmt+LqtFkIR7V0ryoyJ3t97GsZ5JrNE2evwOgiaHrueF/i6+FgJPF3fucLrbzaPcJ/XbeFNQsmDtYAPA4bS6o8HJzBzDUhzBbtiQyWwzajEsFXu0ZYWOai1GVnVV0Jhzuz+34094V5HXO733f70ip2NfXN6ee1EGL+kAArh/pGQuw50cfrNtbz/gtWJB4fmsNZR+YG+NlksJxjSgQPtA7islum3cSh0JTksERwWY132rO1zHljoaiUCRaTRw91AfCa0+smPc7MYAHsbxnAF4rQ1D3Chi/ezy+fakJrzU8fP8bpC0t5zWmTv5bp9IWlvNI+OONzF6cus3lEdXwhyOO0ZtzkornPx9/9YheDgTBHu4ZZWWd8FqyqK+FIZ3YzWL540Dd27EGunbmskp6RUGIkiRDCcKosOsz29ykBVg49driLmDZuvD7+V2v4r+u2AMbw0LnSOWhmsGbTpj01g7WvZYDTF5ZhLfLW0LkqETze45tR+3pH/M95ollYWutT5sJWTB491EVjpZuVtZP/nZt7sAAiMc2e4/187g/GkMZ7XmrnhZP9HOwY4j3nL8s4OD99YSnHukdSOnyK+S0W0zx6qGvWmW6zo6X5vvQ6Mt+D9acX2/jLyx3sPdlvBFjxzpmr6kpoGwgwFMjeoF5fKIrVonDMcI7jTG1fZuwj2yVlgkIkuFwuenp65v29iNaanp4eXK6ZV39Jk4sceuJIN5UeO5sbjU2yZilG+2CA1VOU/2RL13AQu1WlrJ5Pl81qwWZRBMJRgpEoLzT387fnLM3iWeaHx25FKRgOZC/AikRjnOz1cdXG9LOQJuM0A6xIlB89doJFFR6u3lSf+P47f/oMJU4bN71z27SzYyI3ojHNk0e6ecPWRVP+nZQl/Ru0WxUf/tWexFys7uEgf3i+BafNwpUb6yd6iXFOry8jpo19kRPNyxLzy19e7uADt+zmpneewRUbMn+vjGW+98zPBq/TSneGLf+fPWYEHXtP9jMUiCQCrBXxqoYTvT7WN2Tn/egLRePX6rm95q2s9VLpsfNcUx9vPXPJnP5sIQpVY2Mjzc3NdHV15ftUcs7lctHY2Djj52cUYCmlrgD+C7ACP9Faf2PM95cAvwAq4sd8Rmt9z4zPap440jnMaQtLExvVzVbKHYNzN7emYzBATYlz1oNIXXYrgXCMfS0DhCKxxOpeMbNYFF6HjeEZbOyeSEu/0aJ96QwyWGaANRgI8+0HDrG6riQRYPlCEZ440gMYHeuu3bIoa+csZq65z8dIKJpYRJlMmcvG289ewpu2NdI7HOKffvciH7p4JU6blf/4yyFa+v1cum4BZa7MF0NOW2gs1Dx/sl8CrFPEY4eNG5s/H+icXYDlD+GwWnDHS8Az3YMVjelE84fHDncDJAIsc1+rf4bztNLxh6J4nHM/b1EpxfZlVZLBEiKJ3W5n+fLl+T6NojBlzl0pZQW+D1wJrAPeppRaN+awzwO3a623AtcB/5PtEy1Gx7pHWF4zOitqYbkZYM1NieBIMMKDL3eyaYI5OtPhslsIRKI812Rszt++bH60hS5x2njolQ5ebO7Pyusdi9frz2R/mrnX7YkjPYQiMQ60DSbKePa1jO6z+eZ9B2UgcYF4tcv4+zb3oExGKcW//PVGzlhSyaXrFrDr85fy6StOZ328G2cwEuMdZ09vpXx5tZd19WV854GDtPb7p/8bEEXn8XhQ8/DBzlkNwh30hylz2xOZIY8zsy6Cr7QPMhTP+u+ON2tZvcD4nDODNX8WS1ZHQhE8jvwU25y1rIqmHh+dQ3NX1i+EmB8yKWo+CziitX5Vax0Cfg1cO+YYDZgt5cqB1uydYnHqGwnR5wsnSibAyAKVu+2J9ri59qtnTzDgD/PBi1bO+rWcNiv+UJT79rWzosZLTcnM93QVkvbBAE09Pq770dNZeT2zZfbSas+0n2vuMXjwlU4AtB6t/zcDwG++aRMt/X7ueL45G6crZulol7Ghf0XN9Idumze26xcZl067VXHeypppvYbFovje27cSisT4wp37p30Ooric6PFxvMfHmcsq6R0J8fyJvqmfNIF+XzhlX6CRzZ86g/XA/g6UMq5x0ZimyutI7PE1R3pkO4PlnmIwd66YC4m7mmb+5yyEODVlEmAtAk4m/bo5/liyLwHvVEo1A/cAH0n3QkqpDyildimlds33+s1jPekzGQvLXIn2uLn22OFuTl9YyhlLZp9tctkt3PF8Cy+c7OfvL559wFYozBsDXyialazQse4RvA4rtTMIQJ1245/jY4e62NxYjsNq4amjRlng3uYBGspdvHlbI2vry7jl6eOzPlcxe0e7Rqj02Gc1BLW+3M1X37CBh/7x4hk9f0VtCf9wyWr+8nIHjx+e39fVU92RLqMF+odfuxqbRfHnlztm/FoD/jAVSfsCPQ4bwUiMyCRdTLXW3PlCC+euqE6Uxa6tL00sFpid/rKZwfKFonjmuIOgaX1DOS67ReZhCZENoREIZrfLaCHLJMBKt3lnbF3C24Cfa60bgauAW5RS415ba/0jrfV2rfX22tra6Z9tETkWLx1aPqaz2IJyV2L4b6619Pmy1krdXJncuqSCN22b+aa/QvN/N5zH565aC5CVdtfHe0ZYWj39Fu0wugcLjL0156ys5t597QQjUZ55tYfNiytQSvGmbY3saxnkcIfMP8q35A5qs/Guc5ayuGr6Wc/E8881ms682Dww63MRhatn2Gitvrzay9krqnjw5c4Zv1a/L5zS/Mgb3+fkmyQ42nOin6YeH9duaaChwhhQvHbh6DxEdw4yWL5wFM8cDhlO5rBZ2LK4QjJYQmTDHR+E374732cxZzIJsJqBxUm/bmR8CeD7gNsBtNZPAS5gerUu88yx7hGsFsXiytSbpoVlzjnJYGmtaen3syj+IThbZnepqzfWz6sOdkuqPVyxwej4tzcLN6fGvruZBbXmHCyACo+DN21rpKXfz+fu2EfnUJC3bDf+GV6zuQGrRfH751tmfb5i5sLRGEc7h1kxRXv2ueC2W7FZVNZHDojCYs6uqipxcOnaBRzpHOZ4z8zmNA34w5R7UjNYwKT7sP7rwcNUeOxctbGeRRXGnuK19WkCrGxmsIIRPHkqEQQ4c1kV+1sH6BsJ4Q9FJUssxExoDcefgq6D+T6TOZNJgPUcsFoptVwp5cBoccaWLQAAIABJREFUYnHXmGNOAJcAKKXWYgRYp/RVqLnPR325KzHbyLSgzEXXUHDSMoxs6B0JEQjHWFSZnQDL7Hz42imGqRajxko3VV4He0/OrtFFMBLlRK+PlXUzy2gkZ7DK3XYuW7eAcred/9vdzKq6Ei5aY2R9a0udnLOiir8cmHl5kJgdrTXv+8UuekZCnL8q/2tJSim8ztE5Rsd7ZDbWfNTrC+GwWfA6rOyIv++em2F2ZcCfPoM1USfBF5v7eexQFx+6eCWlLjsbFhllzMkNj+ZbiSDA6zY1AEZw+evnTvCunz5LkwwfFmJ6htrB1238P3ZqNOmaMsDSWkeADwP3Ay9jdAvcr5T6ilLqmvhh/wi8Xym1F/gVcL2e71PIptAzEkrbCGJBmYuYhu54qUeuNPcZHcWylcGqKTH2mKzIQjlUoVFKcdayKnYe7p7V8M7jPT5imikHzk5kbIDlslv56bu38+krTuM/37olpdX+a06r43DnMCd7fTM+XzFzL7UM8NihLj51+WkF0zK/xGmMHGjp93PRtx5h+9f+kpWyV1E4eodDVHkcKKVYUVuC12GdUQfUcDTGcDBChXt072BJvAzvhRPpX+/lNuO9dGW8NfzWJZXs+/LlKSMpnDYLSkEgm00uwvlp0246bWEp1521hFuePs5jh4x1432tUoorxLS0v2T8PxYGX09+z2WOZDQaXWt9j9Z6jdZ6pdb66/HHvqC1viv+9QGt9fla681a6y1a6wdyedLFoHs4fYCVPGw4l1riLZuzlcG65x8u4InPvDYrr1WILlu/gPbBAHtn0a79SKexeXOme3JSSwSNleXty6r40MWrxs04ek08k/jIoVM6UZw39+1rx2pRvP2swhlAagRYYe59qQ2A4WCEmx45muezEtnUOxKiKt5QxWpRbFhUPqPSZnP8Q3IXwXNXVrO5sZxP/+5FTvSMX7hp7Q+g1Og8R2BchYZSCrfdmuUMVv7atJvetK2RaEwnrrf7W2XhQohpaX9x9OuhtvydxxzKKMAS09czHExkfZLN1SyslngGq7Fi5hvnk9WVurKWDStEl5y+AJtFcd/+9hm/xtF4gDXTPTlmF0EgZWU5nRU1XurLXeyW7lZ5cd++ds5dUT2r7oHZ5nVaGQlGuXdfO2vry3j72Uu4f3+H7MuaR3pGQlQnfa5sXlzBy62DGXdA1Vrz7LFe+n1GgFU+povgV9+wgWhMp818tg34qSlxjguqxspmgBWNaQLhWN7atJs2NJTjtFkw63IOSIAlxPS0v4TZM++WB57m4795Ib/nMwckwMqBWEzTO+aD0GSu/uU8wOr3U+K0UebO78pfsSj32LloTS2/2908470rR7uGWVThnvFq69gSwckopagucTAYSL157veFZO9NjrUPBHi1e6Tg9iN6nTY6BgPsPt7HZesW8DdbF+EPR/mz7NWbN5IzWACbGssJRWMcyrCj6H372nnLD5/iiSPGsOLkJhdgjAwAaEszq7FtIJDoHDgZl92KP5SdPRZmoJbPPVhgZOo2Lzba0nsdVslgCTFdwx1QuQyA/s4Tp0SzGAmwcmAwECYS01R7x5cIVnsd2Cwq58OGW/r9NFS45lXHv1x7/4Ur6B4O8dtdJ6c+OI1Xu0dm1VEueWW4wjN5gAWpg0G11nztTwfY8pU/84U79834HMTUXjhpNBXYuqQiz2eSqtRlSxl0fcaSSsrddp5+9dSodz8VjA2wzKqCzqHMPk/MIeZN8c6DZa7U60y114HDaqE1XmKerLXfT0O5a9zjY7kdVvzh7GRNffGGG/lq057szHgzjys21NM9HEx01hVCZCA4zIFQHTEUnkAn3cMh+n257UWQbxJgZeihVzr46p8OZNQEwWxgkS6DZbEo6kpz36q9ayiYUisvpnb28io2LCrjd3tm1v68eyhIXenM/8wd1qQMVgYBVklS17jf7WnhJzuPAXD//o5ZNesQk3v+RD8Oq4V1DWVTHzyHvA4boXh30kqvA4tFccaSCnYflxk+80EwEmU4GKE6KcAyM92D/qkDmlhM82h8D1HnkBEclLpSAxeLRVFf4aJ1zAKg1pq2gUAiwzUZt92atTlY5uvks0276bozl/DBi1Zw8WlGN9euIQmwhMiUDg7yyqCdHl1Gadi4Dh3tmt9DhyXAytDv97Tw053H+NkTx6Y8tie+spWuyQWYw4Zze3HuGgpSO8HPF+kppTh/VQ37WwemXWantR63P2K6bEkBVkkGZYYlLiODpbXm2/cfZNvSSr75xk0M+MMcLIAhxIFwlBtv28Ntz5zI96lk1fMn+1nXUJbSlKQQeJNW+c2b8DOWVHK4c5iB+J4bUbwSM7CSKiPMAMtsWjGZA22DiaDA/H+60rv6chdtYzJYg/4IvlCUhopMM1jZCbBGgoVRIgiwuMrDZ69cS22p8edv/n0IIaYWDQwxol106EpqtLF33GwMNl9JgJUhs6Tv3+57hX0tk3dt6hmZOIMFRifBXGawtNZ0DQcTHwQic9uXVhGO6mnPxPKHowQjMSo92Wl6kNySfSLm3KOTvX7aBwO8YUsDF6wxZuOYeyzypd8X4sO37eHuF9v4wp37ZtRKuhDFYpp9LQNsWVxY5YEw2mYbSLwPty01ypr2nJQsVrHrGTYDrNFrTNk0AqxHkzqOdscDrJI0pXcN5e5xe7BaB4yAK+MMVjhbe7CMzJy7AAIsk7l40SMBlhAZU8EhhnHTrcupVsYeRgmwBGC0Vb/4tFqqvU4++/uXJj3WzGCl24MFRuDVk8P67UF/hFAkJgHWDJg3pLumUVa1r2WAXfFhn9Vz2FXOaMsdYddxYzVo+7Iq6svdNJS78r4J+10/fZaHDxpzoio8Dv7jz4fyej7Z0j4YwBeKsnpB4c2DK0kq9zJvwtfH2/sfas9/RlPMjrlvKjmLZLcaQ4czCbAeOdiZmNE3msEaH2DVVxgLgNGkMuM2M8DKJINlt2ZtDpYv/jreAtiDZTL/bfXKHiwhMhMJYtVhhrWbEZx4MP7tSIAliMU0HYMB1taX8cZti3i5bTDlw2es7uEQSkHlBPtoKj0OBvzhnO2T6Ro2Vh8lwJq+Kq+DFTXeaWWw/vH2vYmWo3PZtrvEaSMQjvHMq72UOm2sWVAKGBvCg5H8dRKMxTQH2gb5uwuWc+NrVvHm7Y08drg74434hSzRRKJq5s1McsW8CXXYLImSqjKXDafNIhvyi0X/Sfjte2B4fIetJ470UOq0sa4+de9fmds+ZYA14A+z50Q/V2xYiFIwFIzgsFrStlxvqHATjemUf6/mvuJMys6zWSJoBlj5btOerMLjwKIkgyVExoLxQMpZgk+78KgANSXOtN1K5xMJsDLQMxIiHNUsLHNRX+4mEtOTbnDtGQlS4ban7KlJVuFxENNGt8FcMDcwS4A1MzWlzoxWhMEoxzzR60t82FbNYYBl3lDvPNLN1qWVWONlhQ6rJeO5OLkwGAgTjWkWxBt+vPEMY0jnb3c15+2csuVEr5FFWFqdnfly2VTiNG5Cq72ORPdQpRQ1Jc7EDbIoYLEo3HQ+7P89nHhy3LefOtrN2Suqxn2ulGcQYP35QAfRmOa1py/AG89aeZzpgxazM2HysOGeSRo3jeXK4hwscy9sIZUIWi2KSo9DAqxciMUgIotB841v2FiwXlRXywguvARYs6Bk3u9jlAArA+bMqoXlo8N2zZr0dIYDkURtfDpmZqs/RxvPzeCvTgKsGfE6rImV06n0+8IpNxOzLRG8+LRa3nv+8oyONW+oW/r9LE+64XfYLATzGGCN7aK5qq6E15xWy38/dJgjncVdqna8x4fNoqjPoF31XCtxGteVsfsAa0qdksEqBs3PQSC+vzeQus+3pd9PU4+P81bWjHtamdtO51CQ7z98ZMLmPL9+9gQrarycsaQikd30TtBIZ208Q3agbbTMuGc4iMdhzWjGXza7CAbje7mcUww3nmtVXge9smiRfU/8J/z3NhITncW8cLLNmMW4bNFCfLhwE2R1XQl9vhB6Hv9dF9ZVq0CZacz6cldi0GK6OSEmXyg6aUmDeQPUl6MZAF2JDFbh3QQWA4/TxkgoszkuLWPeB7MtEfz5e87iC69fl9Gx5g01pHasdNjym8FK10Xz3964CYXilqeO5+u0suJ4r4/GSveE2el88sYD7rFZ1NoSh2SwisFw0kDokdQmNeYg4U2N5eOeVu62s/dkP9+6/yD3728f9/0jncPsOt7H285aglIqkfn2TpDBqit1UlPiTNnHOZ0OqW6HBX84mpUbp2B87EC6UsZ8qvI66BmRRYusO3gvDJwEX2++z0RkUUunUfK8fNFCghY3ThVhSbmdcFQzFMzOzLxCVFhXrQLVHs9WLSx3JTb5ThZg+cPRSUsaKuYgg+WwWShzFc7G4GLidVjxBTNbgU0OsGwWNad/5sk3SDVJ2UqnzZKYh5QP6bpo1pW5aKx0J8pXi9WJHh9Lqgtv/xWMdoQbG+RXeyWDVRSSbyp9qcOhzRK9dGXf5UnVEk8dHT9U2sxEXbjGmN+UyGBN0DhCKcX6hrKUbrndw8EJmzaN5XHYiMY04ejsAyxzochpLZwSQTAWj6REMMtCPmh93vi6vymvpyKyq7PbWDCqq6nF5jQ+P2udRmA1nzPBEmBloG0ggM2iqPE6KXPZKXXaaO2feHOeLxSddG5HxRxksGpLnIl9GGJ6PI7MM1jJgXZl0t6XuZDcYjl587nDaiGczwBrgi6aRvfM4r6YHu8ZYWlV4e2/gtEb5qoxzXVqSh30joRk+HSh88cDLE9NmgBr4tmKKQHWq+MDLHOmldl90CwNnKhEEGB9QxlHOocZCoR55GAn3cMhajLMYLni1RvZ2IdlBliFmMGa7/tH5lzLLojFF53759fsxFNdb69xXbK6SrG7jWZcNfEAaz4vVBTWVatAdQ0FqSlxJmYTNVS4MygRnPjDy9yD1ZerDNZwkLoy2X81U16nsYcgkxKXlj4/TpsFpea2RTukrkAnZ7DseW5yYZajje2iWV3ipLuIy2qGgxEGAxEWVU49CygfSs0Aa0xgW1PiJBrT9GfYuEXkia8XbC4obxxXItgzEsJlt6RduCtzjf47O97jG1e23DYQoMRpozR+nNncYqISQYBNjRVEYpod//Yw19/8HC+3DWacwTLL46c7rD2dQg6w+n1hInlcyJp3Tjwz+rUEWPPKYH987I2zlMu2rgSg2m7cJ8znhYrCumoVqAF/OFHWB8YskMmaXPhDkUkzWGUuOxZlDGPNhc7BYEbtdEV6HoeNSExnVGbXOuCnsdLNglLXnHYQhNQMVvLqcr73YPWOhKj0jO+iWe0t7gxWotlNWWHubaz0Ojh3RTVnLa9KedzMekiZYIHz94G7CjzV4EsNsMwSvXQZ8nJ3vDQ0/hk1duZZa78/pSnLVE0uAC5dW8e1WxpSuhNOZw8WkJVGF6FoFKtFJTqkFgrzejufV9/n3FCb8d53V0Jfce/VFaOGgxHC/ni5sbOEFQ0LAKiwGdeW3iJedJ2KBFgZGPCHU7oCLih10Tk48ZvCH568RNBiUZS77bkrERwOSov2WTD/7jLZh9XS56ehws27z1vGG7YsyvWppUgNsAqoycVIkOo0AX6112h/n8/yxdkwA6xCzQ7brRZ+9YFzOHdldcrj5o2xBFgFztcLnirw1sDI+D1YE5XoWeMLGWb3v7Hz5toGAtRXjGZdzU6Akw3vtVkt/MdbtvDwJy+mNL6vNN2/6XTM18/GGJJgOIajABvKmFns5r6JF1rFNPn7wFUBFUskgzWPHO4YooT4NclRAg5jD1aF1bj/nc+LFIV35SpAA/5wSp27yz55G2xfKJqoQ59IpceRkxLBcDRG70hIAqxZMFd2M9mH1dIfoLHSzd9fvJK3nLk416eWwrxBKnXZUt5vjjw3uegeDqUtlzRv9PuK9IJqLqoUagZrIrWJDFZx/rmfMvy9xup9uj1YEyxaAPjiXbjMAcRjF//aBgI0JGWwvPEFpInmYJksFsXyGm9iNEmme7BW1ZUAcLB99iMZQtFYwZUHAiyuNPZhNvf5pjhSZCzQb7z/K5ZAv2Sw8sLXC0MdUx83DYc7hilRfmJ2D1isiQDLqQO47Vbu2NPC1d99nK/96UBWf24hKLwrVwEa8IepSAqwpsoQ+KdocgFGJ8FclAiaJVh10qJ9xswbj6lmYQXCUbqHgzSU52dPjsNmwWGzjAumHdb8zsHqGQ6m3Yxfk8ikFOeNfnsig1Vc/7bMa0H7JGXNogCYGSxPFYRHIDz699U9lH7RAuC6M5fwN2cs4iOvXU2Fx57SqTMYMa5R9UnXKE98YaYkg5lWAI3T3HO4vNqL12FNafM+U6FIrOBmYAE0xgOsk70SYGWNvx/cFVC+BAaKfyh9UfrOafCdNVl9yUMdQ5RZAiinsQCEw1iAITSM027hcOcw+1sHeeBAdgO7QlB4V64CNDaD5bRZJ8wQhCIxIjE9ZYBV6XHkpE27WR4iGayZS2SwppjPYM5Ha6jIX9ODEqdtXDDjzHOJYJ8vdc+iyVyBL9b5MR2DRrOAkklKqwpRucdOfbkrKze8Iof8vcYeLG98mHC80YXWetIMVrnHzr+/ZQvlHjt1pc5EKStAx4Dxb80cLwLJGazM3scfvWQ1pS4bZy+vnvpgjMzXujFt3mcqFCnMDJbbYaW21MkJCbCyxywRdFdA2AdRacozp0I+iGZ/8fNo1zALnWGUMx5YOeJdeEMjiXvg0xeWZqUpTqEpvCtXgQlFYvhC0ZQAy2GzEI1pomnaHpsbe91TrA5W5CjAGh0yLAHWTCX2YE2RwTI7Seazq1xF/OY5mcOW3zbtw8EIJWnmgZkr8MXa6KJzsHi7c25YVM5LWbjhFTkSixk3mJ4qo0QQEmWCg4EI4ajOqESvrtSVksFqi2ctU5tcxDNYU5QImjY1VvDSly5nYXnmmdv1DeUcaBtM+xk5HcECLREEWFzp5mSvZIWzxiwRNDMcwdmXmIppOPHk6Nfh7L2ve0ZClFuDo3+v8RJBQiNcf94yzllRxcWn1dHvC2dlOHkhKcwrVwExuyiVe1IDLCBtlsAXNrIemZQI5qLJhRlg1UmANWPmDchUAVZLfIPzojxmsL573VY+edlpKY/ZrRZimry0EA5HY4QisbTlR2ab52JtttAxGGBBkZbeblxUzrHuEYay0HhA5EBwAHQs3kUw3gUyPhcrMVcukwCrzElnUgbLbM1f6Rl9rtme3ZNhieBMrG8owxeKcrxnZFavE4oUZpMLgCVVHslgZUssBoEBI3vlNOYkERrO7zmdao48NPr1YGvWXrbPF8JjCYM9nrmyjwZYX7pmPb/+wLlUeuyEojFGstB5tJAU5pWrgCQCrOQMlnXiAMvMYE1dImjHF4oSjGT3DWUGWJm21BXjje7BmrxEsKXfj1JMa2U32zYsKmfxmMG3iQWAPARYZufFdOVHZW4bNosq2rkXHUMBFhRpBmvjonK0RsoEC5XPHDJcNXojEl9FNrtsZTKHqq7URddwMLESPBQwrmHJs7JGM1i5C7DMPV+z3W9ZqHuwABZXeWgb8BdtV9SCEhoyFhhcSQGWZLDmVvfB0a+H2rL2sv0jYVwqArb4PanNAVZHSgBd6S3uBlgTKcwrVwFJG2DFL/jpgiMz6+GeootgRXxFMdtlgp1DQSo8dpy2zMo/xHije7CmyGD1+1lQ6sJeYCusky0A5JrZedGbZoFBKUV1SXHOwtJa0zEYZEGRNbgwrV9kbDB+uU0CrILk7zf+704KsEJGdsTMYKVrHDPWgjIn4ahOdKg1M5bJJbujGazcfUaYn5cDsxxuHYxEC7dEsMpDTENbf2Dqg8Xk/PFBtO4KMPfqBCWDNacCA1DWaHydpQxWOBpjKBjBqSJgTbp+ObzGPrs4M8Oeq9FF+VKYV64CMuA3/sLTB1hpMlhhcw/W1E0uIPtvqO4JOriJzGWawWrt9+d1/9VEJithzTWzMchEM3aqvc6ibHIxEooSisSKNjNcW+LEYbMkGrOIAhOJ73lweEY3gcdvQMwsUKZ7sGB0ZttwPIOVnK06d0UNH7t0NVuXVGbl1NMxPy9n2ym3UJtcwGirdikTzILEAkMlmN3mJIM1twIDUHe68XWWAiwzgeAgPJrBAmM/Vmi0fLjKa1wvekZCednakCuFeeUqIOkyWM5JSrB80ygRBOgbyW4Gq3dk4na+IjOeePZxqgxW+0Agr+WBE5lsASDXzBpq7wQb6KtLHEXZpt0sXajwFOe/LaUU9eUu2gshwDr+pHQIGysWX8yx2JJKBM0MlvHeq8zgur602njukU5j9X8oGMEZH+dgcjusfOzSNTkNXMw9y7PNYIWisYKtxlhcZSyunZRZWLMXiAdYKSWCkm2fU4FBKGswAtwsBVhmAsGuw6kZLLsntUQw/rn6npuf432/2JWVn10IJMCawoBvunuwjA9Kt33qLoIw+xW+sXpHQlRJgDUrNqtxQzJVBqtzKFiQzUTMBYB87A1IZLAm2EBfU1KcGSzzg6KySAMsgAVlBRBg9R6Dm6+Euz6a3/MoNGaApazjAqzuYaPsO5NS5NMWluK2W9l93Ci5GgpEKHWNH5mQa6VOG0rB4GwDrAJuclFf7sZmUTILKxuSSwST5iSJORQYAFc5lNbDUJYCrPjCpE2HwTamRDApg5X8ufrooS4Od8yP7GVGVy6l1BVKqYNKqSNKqc9McMxblFIHlFL7lVK3Zfc082fAH98knKZEMG2AFc4wgxVPifZleQ9Wny+U0UqnmJzXYZ20i+BIMMJwMFKQA53NG7F8NLmYqkSwyluce7DMf6eVaeZ7FYv6chdtg3luKz3YYvx/77z5iMiOWPxaY7HFb0TU6B6skWDGVQl2q4Utiyt4rqmXg+1DDAXClKUZmZBrFouizGVPdDGcqUIuEbRaFIsq3VIimA0pJYLS5GLORUJGmbKr3MhiZS2DZfz7t+qw0djCNCbASr6/Brjt2RNZ+fn5NuWVSyllBb4PXAmsA96mlFo35pjVwGeB87XW64GP5eBc86LfH8LrsKasHk7WpS3TEsEKd/b3YMVixubmqiJeZS8UHoct0bAhHXPWTCF2lctnk4up3v/VJQ58oWii22axMDPNxVoiCLCwzEXHQDC/s0aG2ke/7j+Zv/MoNIkSQSsoFd8EbgTD3cOhCYcMp7N9WSX7Wwe5/D8f48mjPWln0s2Fcrd99iWCBRxggdGq/WSfzMKateQSQZmDNffMckxnuRHkBrIzM9H83LTGQqkZLJsLIqPVFFaLSnxd5XXw5JGerPz8fMvkynUWcERr/arWOgT8Grh2zDHvB76vte4D0Fp3Zvc082fPiX5W1JakPJZJm/apmly4HVacNsusP4CSDQUiRGNaMlhZ4HVaEy3H0zFnzRRiBiufTS6Gg+M31SeribeaLrYyQbPUoZjLbxeWuwhFY/ltk5/c/rfp8fydR6FJzmAB2N0QNlZ4e4aDGTW4MO1YVZP4unckRGmeAqwKTxYCrAIeNAzQWOmhWTJYsxcYAIudnzzdxhtuesYok5UAa+6YAZWr3OjimKUOjmYGS0VDqRksmxMi6e8BLl+/kKaeEWKzHFJeCDK5ci0Ckpcam+OPJVsDrFFKPaGUelopdUW6F1JKfUAptUsptaurq2tmZzyHTvb62Huyn6s21qc8Pumg4QzbtINRd5rNvv+9PnNeSvHeBBaKulIXR7smvsiYGay6Qsxg5SnAev1/7+Sb970CpJ+DBaPz2YqtTLDPF0ap1L2YxaY+3pAlr50EB5MCLHPfhUhtcgHGDWbSHKxMZmCZzl5Rzf0fuzDx61Jnft6z2chgBQt4DxYYjS56RkKJ0mgxQ5Eg2N187Z5XeOFkPzFHqQRYcymRQSwHR2nW9r/1+UI4bRZUNJhxgLWpsZxgJEbrQPFnhjO5cqk0j40NLW3AauBi4G3AT5RSFeOepPWPtNbbtdbba2trp3uuc+7efcbNwNUTBFjpurT5QlEcVgu2DD4UKjz2rO7B6o1nBSSDNXuXrq3jcOdwohvXWIkAqwCbXCTen3O4BysUibGvdYDBeFtozwQLDGapU7FlsPp9Icpc9pRShmJjzvAyW3jnxVAbVC4HVNbKUOaFcRksD4RGCEdj9PvC0x4PsGZBCS67cR3IV4lgmdueaBI1U8ECHjQMRokgSCfBWYuGiKrR92nEJhmsOTU2gxUahtjs7x/6RkLUuK3GEOnkEkGrE6Kpi6w/+dvt/OAdZ7C8xgvAse4Ril0mV65mYHHSrxuBsTvgmoE7tdZhrfUx4CBGwFXUDrQO0ljpZkm89a1pojbtv911kpsePZpxc4FKjyOrXQR74y3fZQ/W7F2xwQiq79uXfqJ552AAh81SkBmNfOzB6hgMYG7t8TisWCYIRMzsaj5atYejMT77+5d4+OD0K5h7feGibnABRtczMOa35c1QO5QtAlfZ6MZ2kboHC4xZWGF/osJhurMNlVKJgDpfJYKzzWBprQkVeIBlzsI62Vv8q+15FQ3hj42+T4NWr3QRnEuB+B4sV5mx/xNSBgHPVJ8vTI15+zwug5W60HfpugVcubGeFadYgPUcsFoptVwp5QCuA+4ac8wfgNcAKKVqMEoGX83mieZD51Aw8SGVzGE1PgTH3sD+4QWjQ9aqupJxz0mn0mvPapML88PY7FAoZm5huYu19WXsOp6+jKlzKEhtiROlCi+j4chDm/aWpJt2zwQt2iG/JYL/8/BRfvXsCT7xmxfoGZ5eBq3fFyrqBhdgZFs9DitHu/L4wTXUBqULjZVSyWCNSlsi6JvWkOGxFpSaAVZ+Pg8q4gHWTJuqhKPG8wp5D5aZwZJOgrMUCRHQVsyPU7+SDNacSs5gZbFN/oA/RI07/ouUJhdOo3NhGrWlTrwOK6/m83MqS6a8cmmtI8CHgfuBl4Hbtdb7lVJfUUo6TNy/AAAgAElEQVRdEz/sfqBHKXUAeBj4lNa66NuAmDfRY020x6VnOMR5K6u5/YPnZvT6Xodt0lbg02XuwSrmjfiFpNJjn7C2vnMoUJD7ryA/GazkrMhkK84ehw233TrtAGe2fKEI33/kCOesqKLfH+bWZzJvA/vvDxzk8cPdRZ/BslgUqxeUcihfM0a0NjJYpQuNbmESYI2KB1gHu3ws+8zdDMUcEPYlyjlrZ1CKvCC+5650gv2QuVbuthOJ6cTw8enQWtMcL7sr5ACrwmOnxGmTWVizFQ3hj1o4f6XRoGVYu7LWaEFkIKVE0GyTP/s//0F/hCpnfIElOYNldUA0/T2AUorl/5+9Nw9z5Kqvhs9VqbRvva+z9Oyr92WIMcYYAoZgwPCyJHG+AAnkC7y8CXmTD5JACNnIm/BmYd8Sh5iwJGzG2JhgY2zjHY9nPGN7Zjw9Mz29r9ql0lL1/XHvLZWkKrWWq+6WWud55lG3Wl2qUVfde88953d+fd5No2BB07S7NU3bo2naTk3T/oo991FN0+5kX2uapn1Q07QDmqYd1jTtG8086bXCfNR8EV0gWIWJQ9M0TK2ksLvfVzXBke02oYvg5QQtKKwmYKOD1eFx2JGwSBJcimdqtu2sFdYj5MJIsHgvOCv0B5xYWGOC9fi5ZWRyKt534y6E3DIWYtW9f0LJ4Z/vfxFAazcZ5tjT78PpuXVauKTDtNeKf6ijYJWCEawfnqDhT3Mp2gfrwhJdZGzp9lj+qhUGGClbT4sggLpsgg+eWcQrPvkzANjQIReEEIx2uTcPwZr8BfDjPwUEt3rQcgoSeQkHhwPo9jownZaRjHdCcNYM6QhAbFS90hWsxjfiIqksuhzsWilTsNKW19FYr2/zEKzNiHQ2j2g6ZxpiYNYHK5rKIabkMNpV/UTokMQTrB6vY0Pa1loRXqdk2QsrksoitAHrr4DC9fmh7zyLI399H77y8Lmmv+dUuOCnjqUrL6j6/c41D1p4+MwiHHYbrt7eDb9LXvUcOeYNROz8UusP+HsH/ViMK+sT1Z5gpgZvX4dglUKj88BCko43hPXBmlhOwS1Lpk6K1cDt7evZBwtAXUEXRsudw76xNwxpL6xNQrC+/S7gkU8Bi6eFHjaVTkPR7NjZ58NgwIXxqA3peBj5NojqbgkoUcAZoD34nLwPmQiLYBYhXcEqIVgAkDcfG8Z6vZhcSULJtVa/zFJ0CJYFFvSUOLMarHKFYDJMB9iRLnfZ663gtNuEJr1FUtmyjtgd1A+v01rB2siftdFSMxtN44fHxXRlr4TpcEpPLeO1E1boD7gwH11bBevhM4u4ensXXLIEv8uOWLq6WOV5AxF87w07m3V6a4bdA9T+sS42Qb4j6vQzi2An5EIHU7AWE3Q+SMEBZBOYWE5ga7enrk0z3SK4TjVYQU/9ClbU8Dsb2SIIUHXx4nJqfRt4rxW4unH2p0IPm0qnkIUdO/t9kCWCJFzwQmm5tNmWRTpCN72AQshFprENxUxORSqbR0hXsIwWQU6wzP++O3q9UDW0vDK8sUeudQTfuTbzvssSneyKCBbr5j5aA8FyMIugqIE5oeQsG7x2UDu8DglJEwUrm1eRzOQ3ZIIgUG6peX4m1vSdwOlwCpeMlHVmMMWA37WmClYmp+L0fAxXbusGQC1T0SoVrDk2Dvz3778Mrz442LRzXCvsXU+CxXdEnT7A3anBKgIjWFMRqizGVSdTsJJlKbbV4rLREHb0ebFnoLrQJdEoWARrV0sjLUSwtvV4kMrmcWGptReD1YER/bP3Cz1qJp1CRrNjV58PiUweCuxwkizm17Nn32aCEqMKFkD7YAENhVxk86oe4BaQ2TrZTMGyCLrgUe2tHnSxsUeudcRCBYJFCIGDqU/fPTqJv7n7eUwxgjUSqoFgSdXt+FeLhJKDt0OwhMHDQkhKO4rz3dVWIFi/fGAAqWy+6X7m2Uga+4f8Vb12IOBEIpNHfI2ac85GaIT8KLs3qUWwNgXLTMluRQwEnPC77OtEsIwKVpBO4PlOg1YAOsE6t0LnnbjqAHJpTC7H9aS6WrG1x4P7/+Dlejz/WqORGiyjrXAjx7QDwE37B0AI8O2nJ9f7VJqPMAsHOv+w0DqsXFaBJskIemT809svw65Buhk2t9JJElwTZFOAzOY43SJY32efy6u4/m9/ils/+wgAA8Gyl8S0A2VR7Rxjfe0R1b6xR651xEKMLawskuKckg3PTUfx+988hi88OI6T01G4ZammBD+zWq5GEO8oWELhdVLvf2loA18wBNwb87M29qB6zSGqujw3E23a+6UyecSUHPoDLvzhq/fijndfW/H1a93wlneEH9YJVg0WwZgCp922Yf/WtYIQgr0D/vUJuuA7og5/wY6iNO+6bCmwRsOKSueEaI5db9k0ttWpYK03GiJYLaRgjYTcuGFPH7711MX2rhlKhQElAnh6gWyiYQuZEVo+C8JS5g4OB3H9/lEAwGK0Q7DWBDkFsDOC1WBM+xceHMdsNK23bgnYTRSsVSyCAZeMXp+zQ7DaFfMxBTYC9HgtCJZsw0NnFvXvv//MFA6PBGvyyotOe0soeZ0UdNA4eD+n0qCLKFucb1QFy4gb9/ZDlghOTjXPjmVUe9934y68dHdvxdfzTYs1I1hsoB8K0Qkk4JKrtwhG0xgIuNoqOIZHta95zYiuYPkKBCvVgklh4Yvij8kULBUENgKs5OjY4oFSt4K13vA57ZBsBOE6Qi6MBMu5gVMEOV57eAhzUUVPfWxLRNh1P3iIPgrsU0XyCoghZc7rodf8cphuwNz/whw+8r0Twt6vgxLkUuUEq46QC1XV8O+PXih6zmtnG9RFKYJMiLCwCAK0DuvsQmtH9W/8kWudMB9V0ONzQrKZL6y4DWvvgB9uWUJO1XDLZcM1vYeohrCRZBYzkVTHIigYnKwmFXMFqxUIVpfXgcu2hPCz0wtNe4+FOLfRVZd0xu12axV0McN8/MPBgoIVV3Jl1k8zUIK1MeP468XeAR/CyeyaR+WXWQSB1qvDmj4K/OMh4Be3iz2umoNKJAAEu/p9CGfoOO6XMrhyW5fY91ojEEIQZM2Ga0UrKVgAsI2RYF6L3Zbg9sABTrDEqc82NQtJLoyzkoPOEStRusD+1P0v4t8fu4DvPzOFP/3es5sjUGQtkVOQhow/+e6z+OyD44DsrUvBOj4VwWw0jWu2d+vP+TjBMvbB4mTOwiIIADv7fTgzH2/pv/XGH7nWCQtxpeKCkQ/6g0EXrhnrht1G8LrDQzW9h6iGsFf/9U/wkr+5H4lMxyIoElzBKq0V0i2C65TOVStee3gIL8zGcKZJdTeV6hXNMLAOClaXR4bbQQlzwCVD08qVSTPMx5S2qb/i2MODLmbXeHcwE6e9VmQPTREEWo9gLZyij0/9i9jjqnlGsICdfT4sZenYcmTUtW4pgCIggmDZLDY5NxK2bAqCxRSsgYP0UaCCVUqwuIVsJRrH5EoSRydo4uhf/vB53PHYRMsrGxsNWjaFRy4k8LXHJ/Cp+16kSYJ1EKx7T85CshH8+ku26c95JBMFS7cIWitYu/vpRuBifB1aighCh2BZYD6Wropg9fqc+MNX78X/fdtl6Kqh/sp4DKUBghVXcjpBUzV0FCyB8DKClcwUK1gbPeSiFK87PARCgLuOzzTl+PMVWhqYwee0w+OQMLuGBGvYED7DG69WU4c1H1Us6zBbFTyq/cz8Gtc3KDFqPyGkeQpWNgXc/UdAtDnXOlbO08eF02IDOtQcVEhw2G0YCbkxk6Sk4vrtXnHvsQ4ICCBY8SrrJdcTAwEX7DaCyXbuhxWfBWx2oGuMfi/o3s2rGuxaFrKj3EIWicdxz7Oz+tN8M+/ek3NC3rsDikQigYUUwY5eLwgBtXHXYRG89+QsjuzoxgFD4JXbZqZgcYugtYtiz3rNUwLRIVgWmI8qFXfkdYLld+DQSBC3XFqbPRAopCM1omA9WGL96hAsceAWwVKloxBysXEJ1vffdx0e+qMbAdC+UweGAjh6sTl9hxZYvWK1AS+EEAwFXZgJrw3Bmomki5LUuCKwWh1WQskhruT0UI52Qa/PAa9DKmrmqiO1Anz1DcDFJ8S/sRKn9kCg4aQqS5y6B3jiC8DzPxB7XI6ls/QxlwImnxR3XDWPPGhD4S6vAynQuefK4da+9kJ1EKxcXkVcyeFtV23BrVeM4Nod3av/0jpDshEMh9y4WEHBiqWzuOv4NMLJFt2R572SXCzOW9C9u5LMQEYOstNwrTOFIxJP4NHxJezo88JvWNv8+ORs6WE6qBOapiGfSaI7FMBbrhqlycmyT1ewNE3D3/7oBXzyx6cqHufF+RjGFxJ49cFBfb512m1waOz+N1WwrAnWbtZe4sX51lUrOwTLBHlVw1IiU3FHXslSUtTnq393W0SK4E+eL97J8XVCLoSBk9XSGqxoKguH3QaXvHE/60u3hHTbCgDs6vfhbJMGqoVY5XpFM4x0efR0v2ZjKpzCcKhwL1erYBWUufZSsAgh2NrjxYRZ354ffwQYfwB4+qvi3zgTKxRQVzHB1oVT99DH+efEHpdj+SwQoAlnetG/CKg55GBDj8+BoFtGRqPX6IB349vjKqEeiyAPEdo35Mf/fetlcNo37jhrxJZud0UF65tPXsT7/+MorvvE/UhnzRvYb2iko5Rg8U0SQQRrKU4JltNIsNhiPJNO4eEXF3HF1i7sGaTve/3uXhyfiiCVacHPcAPi2GQEspbFtv5u9LJQt4zk0VMiP/vAWXzugbP41P0vVjwOVxV/+cAgvE47gm6Zuny4DdC0D5b1+N/vX8eWIoLQIVgmWE5kkFe1itYgvvvd46vNFmiEQ6ITR7UK1qnZGB55cbHouafOF6dw+ZwbV1VpNXgc5gpWNJ1tGXsgx84+H6bCKdPGyY2C1inVRkJGQi493a+ZSGXyiKWLVagCwaq88OM1Yu2mYAHA1m53uYKVXAaO3lH4WjSUWGFxVkWKVM3IZ4Ez99KvF14Qd1wjls4Co1fRr0V+RmoOOc2GHi8jWGC79fna7XUbCfUQrFYKETJiNOSpWIPFd+ITmXxdtsl1B1eweENaQSEXS3EFjlKCxexkTpJFJqfiiq1dODAUgEOy4S1XjkLT1qlZehvinuPTcCGDrQM96PXTz30qKWFqbh4npiL4wbFpAEDPKg6VR88u4cBQAINB+nccDrmpy4eTKNM+WNYEixCCPQN+nFmPliKC0CFYJphnPbAqqVPRFF2o9opQsKokWK/+xwfxq19+XP9+IaZgYjmJ6w2x2J2YdnHQa7BMQi5abfLf2UeVg2Z0Rl+IVbbTmmE46MZiPNP0ndxFlpRnvJe5RXA1BatAsNpLwQKArd0eTCwnixKatNgMAPb9wvPi31SJF6yBzVCwFk7RRaCnB5h/XmgjVACUUKXDwMgVAAiQagLB8jmhahpyOsFqUTsZQ9AtI5rKVpXYydGqBGtLtxsLMcVyTBs39PThDpiWgk6wxCpYi/E0ZJKHy2VoiM1S5rYF6Xrm8q0h/M9X7MJX330NLh2lATmnZjsESwSOXViAjWhwud16W6IXlrJIJOJ41+1P6kQ2kspC0zTMRtKm7oeJ5SR29vv0768d66Z/Kz7GF/XBYmRrlfHt9165G7/3yj0N/O/WFx2CZQLdGlRhYcWbzwohWPn6FplPT1D16qZ9/fpznRRBcfDoNVjlMe0BV2t9zrvYwNeM9KW5aLpmq+xIF51My1Ssf30d8NAnRZ2aHkVuJID8bxddhWAV0hHbUcHyQMmp+lgHAOcu0P4l455LaZhDVrDCqBgsgvoOpkACEWd1GWM3UCIUE1ynwQMuenbRhaZABUtTc8ho1CJ486EhvPNlu+kPWlzBCnlkqBoQU6pXzluVYG3toYEk5y16YZ1bTMDLXBHpXAva2zjBskn0Pk6LUbDCMfp5ud1GgkUX4Ee2+tHnd2LPgB/9AReO7OjB1m4P3LKE52c3YZPy6EwhyVQANE3DxDwbx+xu3ZGVgQwHyWE+pkDVgCu3dSGnakhm8njvvz+FN3/+ESQM93Re1TAdTmFLV+Fv+LFbDuKTb720MMZLhvu5iph2ALh+dx9esrOn8f/oOqFDsEywUEMqWkMEq4aY9gXDQojvOj99YQUOyYaX7u7Tf9YJuRAHh2SD3UbKbHXRVK7lJv/tvR7YCITXYUXTWczHFIz11ZZ2xlP9powEK58DLjwM3PdxYednFiGvh1ysYtOZi6bhkm0tR6arAV8MGm2CZ86dBwDcHd8FaCqweEbsm2biBXuRTQKIJFbBis/Txx0vp4+iVbjkEn309gGebqEKVjaXRU6zodfrhMNuw9uu3Ul/0OIKFg8CWu1eM6JVCdZONgaauQTiSg4LMQX7huj137IKFr9/nX5hFsFIjM5JLld5yMXrD/XgJx+8oai+12Yj2Dvoxwszm1DBuvfDwNffIexwCzEFmTSbg+1OfT2b0WR0OwrX6Et3UZfUI2eXcGwygoWYgi8/dE7/+UwkhZyqYbTLpCl6XqF/T2KoJ23GBtsGRIdgmaCWvj7VJqeZwSqm/eM/eA4f/OYzRc89N1MYzFLZPHJ5FXcdn8HVY1265xXoKFgiQQiBxyEhYdJouNUmf6ddwlDQLbxPC/dH7+n3r/LKYoyETBQs44JVwOI+nMxghh3fuBHCSdM//eQM7nveOu53LqpgIOACIa0dNGCGrSwA5YLB6jE9RRuJ/jy3jz4huo5JiRUsggCdZCt48GtGnP0teY2UaAWLK1bubvpPoIKVyWSRg6TXQBQsNK2tYPWyHXFuu68GrUqwxnopwTLbxDrP7IH7WFBDSytYACVagiyC4Tgdg2z28pALu2o+1+4f8uP52WhLN6GtC/MvUCVdUIuIM/NxuAgjObIbLlmCz2mHAhkuWw47+7zo9Tmxl123X3poHE67Ddfv7sUXHjyrr5X5umJLt7v8TXKZ4gRBwDC+rXGz+zVGh2CZYD6aht9lr5gSx+syaklOK4WZgvXtX0ziX35+Dt85OlX02uemCwQrns7hJ8/PYyqcwm1HtsHrkPRjdRQssfA67UVSOMAsgi02+QOA2yHp1lZR4P5sPgBXi8GgC4QAU0bClzC0HHjhrobOK69quOmTP8Nf/JCqGMYwGkII7nz/S+F1SvjRCetF+Gq98FoZfPziNWrJTA6JlTmosOEZlakn4Qlxb6hpxRZBgE6yIhWa+Dzg8AN+1vBdkIVJB98A8HQLV7AymQzysKGb1UBUW6Ow0bGrjzW1rqFQPdoCbTDM4HHYMRJym9qwef3V/lZVsHIZ2pqANwgXqGBF40zxM1rI+PVvYSE7OBxEOJlt78bOpVDzwPI4oOWBWH19/lRVw5//4CTe+oVHce/JWZyei8EJNsYwgtvjcyADO+xaFv/fa/bhQzfv00nuU+eXcfnWEP78loNQcir++T66EXqROSG2WCpYJUJElRbBVkeHYJmgmlS0H37gevz377+sofcxi2n/+hN0UWMjKNqdOWXwG4dTWXzq/jMYCbnxyv0DIIQg5KE3gGcDR4e3IrxOe1GjYVXVEGvBFEEAcMuS8FCJ03MxuGVJV6SqhSzRxDReIwWgmGAtjzd0XuMLcSyxNNBurwOyVDzUbe/1YmefDxfMekEx0CbD7Vd/BdBrwSHZEE7SxeyxixF0aRHknCGkiQtpe0CsApRL04WB00DEm6Fg+foL7yG6iXFyCSA2ush0dwPJldV/p0rkc1nkIRXGFb7YbHEFa7TLDY9DqimQIJLKwrnB22BYYUefF2dNLII8vp3XwrZcTDsnU1zBcolTsOJJNgYXNaJl467FBgMPujg22ZzejhsSkYsFxafOFhEfvfME/vXn5/H8TBR/fffzODMfR6+TrTM5wfI6kLc5QHIKfvngIN5y5ag+Lqkatffv6PPh1stH8F+/mERCyeHiSgqEAEMhk/nSVMGSCz9rY3QIlgkWYsqq9Ve9Pid2D9S2a1+K0hTBZCaHY5Nh2Ai9kI0Le2MDw8//7CxOTkfxx6/dDztbOHZ7afNQWwOKWgfl8DrtRQ1p45kcVK317CsAtcalBe+cnpmLY/eAr67rLlAa4ZzgLQgIbXjbAE4aFN9ei1YKW3s85r2gGOaiaQy0YcAFQFW8oEdGJEUnuGcuhtFDopD8/XDLEqL23rp3SU2hsF19I8GSnOIVLN8Anbxlr7Addh3JZUqubDaqYPGaLAHI52gfLL3er00ULJuNYPeAvzaClWzNDSyAprWOL8TLrGvzUQV+l10vKSgtC9jw4JsVukXQL0whjifYGGxchOttHMw3YPYO+uGQbDg+KXgTZSNj0dCHKlw7wfru0Unc8dgE3vuyHfjVa7ZiJpLGuYUExrrYRgYjWLv7/egO+kHULKDS69R4Pw6zJsJvuXIUqWweP35uFpPLSQwGXOY968wULELY+N+xCG46zNcRO10PSgnW0xfCyOY1vObQIACqVHFMriR1j/fdz85gZ58Xrz08qP885JE79sAmoNsjYyVZWORE2I5/wNV6CwCXLN4ieHYhru/K1goa4WywX3IFq3c3kGpsZ9JYs2i1mNne48VsNG26mxxXckhk8hWTRFsdIbesK1jPXFzBsByH5OuDx2FH2N4LRKfFvVmW7erLBguJ3dEcBQugO+xpwbvbqWVKrACqYGUTws4/n6cKlm6La5MaLADYN+CvqWdRK9a4cuzs9yGRyWM6Umx9moumMRBwwcnm/JZTsPi91IQarESSbR4XWQQrt3Fw2G3YPxzAsYubSMFaMhKs2u3b33zyIvYM+PBHr9mHoaALmZyKE1MRjPBm5jIlWB9/40G88cod9Dn2+Qc9hb8NV6mu3t6NkZAbdz4zjalwytrFklPKFSyAORhaewNpNXQIVgk0TVuz2ovSGqzHzy1BshHctG8AAC3SBwAll8d8TCkUyGZVjHZ5iorvh4PuhhINOzBHt9eJ5XhhEOBqVqvVBwCUYImc2DVNw2JcqbsRb1kT0sQCTZbrGmuYYJ2cjuiNomcj5j7vbT10sV/WcBe0DhNozx5YHCEPJViapuHoRBiD9jjg7YXXKWFF6hZrEVTZdVe6iBKqYM1RBQugC0HRNVjJJdpjCwA8Xew5MXVYai6HPGx6E2zY2E5wiytYALBn0I+lRKYoCbcSWplgHRiic7SxZhrgBMup2x5bV8HiKYIBIQqxkssjm2Hjs1HlkFZvRH7ZaBDPTkWQy7fYZ1kvls4AziDg6QUitROs03NxXLG1C5KN6Cm+MSWHIb4/yhQsp12C7GRkiW0g+Rx2cJPKEAtVs9kIrhnrxum5OGajaQxZEax8plzBAhjB6tRgbSrElRzSWXVNdq5liV6xWTZAPDa+hEMjQb1HEFdLZsJpaFqhQBYoTzj849ftx+d//cqmn/NmQ4/PgaVERrd8tGrCFUAJlsiJPabkkM1rq3Z4t4IpwfL20kVsA+qDpml4bjqKVx+kCu+hkaDp68yS9DjmonRiaVeLIAAE3Q6EU1nMRRXMxxQE1QjgpQrWIumhhEUVRMhVplTaDBYSkQpWNk0XgVzBcgaaUIO1QpUroPAoKOhCzWehEqlgsSFEfAjIOmE/Jx0z1S3IW5lg7RsMgBC6wWPEXFTBgL+VFSwTi2AmrlvI6sVyIgMZbGwwLsJtNsAmV1yAX7W9G8lMvsgO3taIzgDBUSC0tcwi+LE7T+Kd//qE5a8uxhUsJzLYw8pahg1kaMDDmFNRimOxRdlmI/qm8lCw8LvDIRdmo2nMRtIYtFozWxEs0RtsGxAdglWC+Rp6YDUKQggcdhuUvIpUJo9jFyM4sqNbn1z44pP3CtpnSGorVdh6fU5s7TFJcOmgIXR7HVByql4PV0i4aj07pstuEzqxc2WvyyOKYC3SHkPuUEM1WEuJDFaSWRwaCeL777sOX/6Nq0xft431grpg0hiUx0q3tUXQIyOSzODkdAR25ODMRRnBkjCPLhpKYQweaQQ6wTLcNyI9+AnWA0u3CAbF12AZLYL8UZSCpeaLPxuALkpUMXHM64nDI0EQgqrtXK1MsLxOO8Z6vUWLft0VE3C1sIJVEnIh8xCKxu7fpXgGDmJCsAC64K+wAL92jN6DT5wTl+a5oZFaoeNOcBSIFqdM3/7Iefz0lPVYfXq2OO13yNDap8/FrsUiglWe8sfvyeEiguVGXtWg5FQMBi0ULDVXPrYB4i3iGxAdglWC+Wj1PbBEwCnZkMmpODqxgkxexZGxHj0RkNdg8QQiYxT2Wp3fZgcvSl5O0IGe1wy14gJAdA3WMrOwdluESKyGgEtGLJ2FqrKCcK5gubvo7mid9Se80eeOPi8u3RJCl4XC1uWREXTLeoSyEXwcaNcUQYDVYKWyeG46ihBhn4G7Cx6HhFmNWeBE1WGZESy7Q5wHXw/RYCq/qxkK1jK9NoFCXLUgEqflcyBlBEtuix1ev0vGzj6fTrBi6Sw+ff8ZrCTM/2/RFm2DwXFwOFhkEVxJZpHNaxgIOPWygJZXsPgCPNtYTPpiXIEDbJwvI1iVF+D9ARfGer14fDMRLHeIjkGGsS2vWvcCe9/XnsZtX3kcp1gN5O4B6gfs9jp0NbXXxX5fNsx1vAbOMD6H3DI8Dqloc9mohBlJWxFUtdi5wGF3dSyCmw36zvUaERiHnRKsx8aXYCPAVdu7EHLTgYYXoE+tpGAj9GLmjYQ7BGttwBPolthioJUtgm6H2BosrmB1N6BgqRpNZgTACFZfYRFbZx3WOOtDs6uvcvgGIQS7+3140aRHz1w0Dbcswd/GwTEhj4xkJo9nLoYx1sX7L8nwOuyYzjECIaoOq9kKFicifJEmugYrk6R9gHgNlswWFg0uMDk0NQcimShYbUCwABqrfWwyAk3TcNfxGfz9j0/jxk8+oPdh48irGmJKriXHV46DwwFMhVP6ptwcq+ccDLhgszHXSqspWDzQgvexE9THaClusJwCXpYAACAASURBVAjaS+aRKsaHq7d34RcXNhPB6mI9yApzltGBkTXUoyWUHH747AweOrOI03MxdHlk9LE6fUIIhlgvyqDM1gRmFkHD3zfkcbDfKdT+G4MtBq0Ilpan7S1K0UbjmxU6BKsEC2toEQQMBOvcMg6NBOF3yXDJNjjsNoRZhPIFFoEpS4Ui6LU6v80O3vhzOUGvi0gqCxsBvI7WW3hTi6BaFiFcL3QFq4EaLKBQa6hPIFwdqLMOa3wxAYfdVrS7ZoXdA36cno+VxyrHFPQHnEWTSbshyIjxI2eXsK+ffVY2uks5mWdKUFwQwcqb1WAJTJHKl+yC8xosQdd6UZNhoJCKJWoH1pJgtX6KIABcuiWIxbiC6UgaZ+fp4jCp5PEH3zpWULBRsGC3MsG6fAsdv45OUJvzbJTbjXmIgFir9pogl6YLcD4eCtpgWEookMEDcMwUrMrjw1ivDyvJLBJK61tpK0LTiglWNqHXx75gaIEQSxc+h3tPFsbuyZUUtnaXBKOF3HRdqfJGw8aY/HIL6P965W587JaDRadlVK0GrdwelhZBwX0QNyCqIliEkNcQQk4RQl4khHyowuveQgjRCCHmRQ8tgIWYAofdtmY1Ng67DdF0Fs9MhHFkB90dJYQg5JbxzScv4jM/fRFPT6zgEtZYr6NgrS14gMMSU2uiaWpfacV+Y07B/n9u8amXYAVKag2Rz9FJVlew6qvDOjsfx1iPF1IVf6Pd/T6Ek1ksxosn8g3bA0tVgRfuFqLOhNjnn8rmsVcnWHZ4nBKWM+xvKkihMVewHE1QsNjC3BUE1Kw4AsSvRX5t2sUqWFBzsEklpKJNLIIAsIUFysxF03hxIY4DQwF8+LX78LPTC3h0vNBPrJUdAhyXjIZgtxH84gK9ZkoTSUWHDa0J8hnzBXiDC+TFeAYeyaIGqwoFa5hFhs9EBN2HGxXZFP0sOMECdFXRSLD4/aNpGr766AX9+fNLibI1421HtuH/ffnOwhhpN2xI6imOhc//iq1duH53X9Ex/C4ZARdNGLRck6p5c4ug1KnBAiFEAvAZADcDOADgHYSQAyav8wP4AIDHRZ/kWmI+pqDPt3Y71w7JhifOLdP6qx3d+vNB1qPm7398CheXU7iGFXRyBatDsNYGxhqsH52YwQ+OTbfs5O9mBEvU7ulyIgOH3abHodcK/jnqjZzVLF2Au5mCVSfBGl9MYGe/t6rXck/6mfnini5cwdpQ0DTg2+8GvvEO4JF/bvhwIUNvk8tH2Ocl2eF12LGSZeOfQIUGQEkNlkAFSy1RsHictKg6LL4Q4H28ZDEWKQ6i5iFJJfeRrX0IFm+gHE1lcXYhjp39Prz96q3wOiTcdbxQ59cOBMvtkHBwOKATrLmSum6n3QalVRUsDq5g5RojNtPhFPo9bBlausFQhcLBE+1mLFpxtA2MGzwlBOvsQsEuyBXgu5+dxTMXw/q68eJyqqyNz82Hh/AbL9lO/7ZEAowKeg0EejjkRp/fCVmyoBNanh6/FG0S4lMJ1ShY1wB4UdO0cU3TMgC+AeANJq/7CwD/B0BLX+k07WftFlYOuw0rySyrvyoQLN7cljtcCgSLWnh8bVwbspHgcUhw2m1YSmTwO3c8jZVkFqoo29Eaw6UTLDG7p8uJDHq8jro3I7hKzCcF3UrQQA1WJqdiYjmJHb3VNT/msbVnSuqw5qPpjWfDTSwCJ79Dv5453vDheK0nAOzrZ8TBZofHYUc0yyZEUTuMOsEy9sESqWBxgsUVLG4zFVSHxYkOJ4i6giWIYGk5SPZSBat9LIK8Mft8TMHkSgo7+7xwOyS88sAA7jkxq9eO6ATL07oECwCu2NaFY5NhZPMq5qJpFipA7ylnK9ZglTaL5V83eP1Ph1PodbP5QypZd1VFsJiCFW7pZefqqECw5iJpPTwlms7iyw+N4wPfOIo9Az789vU79ENY9knNpguEmaMkpr0SDgwHsG8wYP0CVTW3CNrshY2xNkU1BGsEgDF0f5I9p4MQcjmALZqm3VXpQISQ9xBCniKEPLWwICj+VzAWmIK1VnCwJJc9A359EgKgW5ZGWLAF74E1EHBiS1cnjn2tQAhBj9eBE1OFnfCLy61pR3DJYhOslhOZuiPaARS3I1BVQFPpArkBi+DEcgJ5VcOOvuoUrH6/EyGPjOcNPXqSmRwSmfzGU4mTi/RRcgIzxxo+nNEGLWkFAkQVSQJNEtgIkvfTKlOwmmQRdApWsEoJnCTTwu0Gd/ABej/aNBWSqUWwPRYg3A58fDIMTQN29dMNkFfs60c4mcWLrC4r3AYKFkBbqqSzlFzNRZWi0CzRDd/XBLl0MQGyi1GwpsIp9PJ9LFOLYOUF/kCABjVMt7tFkM+FrlA5wYql9fvpP5+axF/+8Hm8cn8/vvXelxRddz1Wab+5dDF5BgwpgquP/39z62F84bYKPVjVHO1rVgpJFtdncYOiGhnEbHta38InhNgA/AOA31ztQJqmfRHAFwHgqquu2pAywHxM0dWitQDfeTD2uAKAP37tPtz3/Dw+dPM+zEUVvZ7kwzfvRyLTgKyay9AL3tEhadWiP+DSe2289apRvGJf/zqfUX3QFaycIIKVzFgP2lWgiGBpfAEuFaKA6wi5OMsi2neukiDIQQjBoeEgThgagy7G6KTe28D/rSlIMIK16ybg1N004c8/WPfhhoJuXL41hA/ctBtQ2R4aq8ECAM3uBBGuYBmsIiJTpMxSBAFAEU2w2PEJoYtMAQpWNJ2FRFRIspmC1R4WQW5tPz5J/x5jvXQDpIeFCPHi/EUWMrWWm5zNAA9HWklkMR9LY8AQANC6CpbRIshj2uu//jM5FfMxBV3D7Ikyi6BjVQXaYbeh1+fE6bkYTkxFLJvKtzyMChYnPQoNZ5qLKrjiUBeem4nizmPT2N7jwT+/43I47VJR6IWlgpVLF9dfAQaL4Orjj94c3QpWFkGb1LEIgipWWwzfjwIwNkfxAzgE4AFCyHkARwDc2YpBF0ouj3Ayu6bWoDQbaPeWSKzvedlOfPO9L8HlW7vwmkOFRVSX14HRRhSse/4QuOPN9f/+JsSbLh9BTtXgtNvwl288jNccGlrvU6oL7iZYBBtRsHxOOyQbwUoyW1yjY5OoAlGHRdDYA6taHBoJ4tRsDAojngssOrp3wylYLAxg5yvo4/QzDR3OYbfhu797HW7c22+oYbLrCZmqUAXLqgZLtEWwtAZLkEWQfz7G85ddQhSsaCoHO/Kwl1kE20fBcssS7DaCc+z+5HOsjxGvuEL/n/MxBbJEiuoDWxHdXnr+y8kMDcwJFCtYiqBNrjVDqcqhK1j1jw9z0TQ0DeAdIkxVlCosxMNBF+5+dhZv+MzPi/qPtRVMLYJRRFJZZHKqbnUHgIMjQZ30GAOoKhOsUntmeUx73TBrog4wi2CHYD0JYDchZIwQ4gDwdgB38h9qmhbRNK1X07TtmqZtB/AYgFs0TXuqKWfcRHBb3lr1wAKA86zJ6d7B6nbcG8bCKWDqqUJscger4n9cNYqQR8bhkaBu6WxFOJlFMJURM7mvJDLoamAhxPtQffHBcXznqfP0ST4QO7y02XCNGF+Io8/vhN9V/XkdHgkim9dwepa+3xInWN6NRrCYgrXj5fRx4QVxxzYQIB5aotoEEiCrPlhaXoxNJF9CgAT3qSojcABdZAr4fGLpLCTkIbexgkUIQcAtI6bkQAj0cYMrW3ynfWGNQ6aaBb7xtBhTsBBTyhQsUZtca4ZcxlzBamABPhWm92bIwcxMNhMFq4r7K8Yi2vOqho9+/0Td57OhYVGDNc8UXxrBTp/e1l3YgPc4JH3N0ue3sgiWqJOAaUx73VBz5imCNnvbbCBZYdXVoqZpOQDvB3AvgOcBfEvTtJOEkI8TQm5p9gmuJXic6lrWXvCi3lIFq2mIz9NJO3xh9dd2AADwOOy4/Z3X4K/edHi9T6UhiLQIqoIagt7xW9fi0tEgPv0TRhaMBCubrPl4Zxfi2FmDegUAh0bovfcsq7PjGy29VhPSeiHBFKyu7ZScpAQ22NQJigwPU7DyTa/BKo8CrhulFkGe9lfHNVT5+IbrXXYJIXAryQzsUOGQS2tQ2odgAYUkwS6PA3ZmjeeNvHWCFVc2Xu1jHeDKwZn5OFSt0AMLaBcFi1sE67/+pxnB8sssBKG0TsfuqmpsOMxsge+6bgxPXVgp9FU0Q3gCGP9Z3ee8KqaeBo7/p/jjplYoAXV4iwjWnN4CwKUHom3rKRAsXkMOVFCw1FxxgiBgGtNeNzTVwiJob/sarKq24zVNu1vTtD2apu3UNO2v2HMf1TTtTpPXvrwV1SsA+m7AeqSHDVt1wRaNBAsXEbn7vQlw2ZYQ9pbUybUauEVQRERwLJ2DphWK1+tFr8+JP3z1PkQSbKIuUrAS1r9oAk3TML6YwI4q6684tnZ70O116LHKXMGqt79X05BcpLVFkkwb3iaXVv+damEgQLwGK0cE9inRLXbGGiw24YvYJS1VmEQrWKYWR7cQArqcoAqW01GqYLXXDi9XlXsM9xV/jhOs+WgafRstvbMOBFwybAR4YZZa1gZbXsEqUTnsAhSsFUawHCgPuACq3mD46zcdxkN/dCNu3Ed7NBnracvwj4eBr95CQ5WagS/fBHznt/QACmHgTYYJARxsflNiegsAowV1W0/xBmO31wFZItaboWqunADpjdRFKFgWfbA6FsHNBZ1grWFM+3d/95fwT2+/bG0sEdk0oDCP8sKp5r9fBxsKXMFKNUiwjl0M49QcnUBEpH0d2dGNy0cpec3xgV6unWAtxBWEk1nsqpFgEUJw7Vg3HhtfgqZpWIwrCLjsqxfvrjWSS4CHNiOHuxtI1tcnzBQmNVg5m6PJNVh8l1SASlOqMAmoETE/vmEhKEjBWk4osEOFy2miYLVRjDFPrTRuXLhkGyQb0WuwFttEwbLZCLo8Dj2dtD1qsIzXfuNtCk5MRzDa5YYdFjHeVdZoep12bOn24NAwVbJ4kEoZJgwtWiMT9Zzy6tAYcTv7U7HHTUcKwT02CXD4oKajuoJlFAWMChZA77cebwXbLW+PYoS++SVgbK5kEewQrM2DhZgCQop32JqNy7d24Q2Xjaz+QhFIzBe+7hCsTQce0/773zyG9/77U1DV+oI83/1vT+Hjd50EIIZgEULwzpeMAgCOXmQ7f3UoWLyXVT1K40t29mAqnMLF5RQW4xlrO8V6IrEIeHrp155usRZBkxqsrFAFix3faLETqmCVECDJTi01wiyCJTHtALMwNU7glhIZSFAht71FkH52xnuLEAKf045YOodcXsVSIrOmNdDNRJfXoSsMxgVwWyhYkkxVjzqvf03T8NT5FVyzvdt6AV5FTLsRNADMXdRSpQgn/qvw9cLpGs+4CmhaYUw7fa/YY2dTxcnPDh+eOTuJv7uXruPcjsLnN1CiAP/ywUG84fJhWMIshMJmo+OniA0qyxTBTh+sTYWFmIJugz+87RBn9kCbHVhswgDTwYaGy6DI3HtyDl98aLzmY6SzeSzGFZ3MiOpX80vb6e7cT04tIa9qdRGs00xV2z1Qe2DMS3ZQZejR8UUsxpWNSbCSS4CXESx3F5BsTg0Wb/Ka0gRNsIB1HyxAjIJlRuBkj3iLoFSyiy+iBiuRgUTyIGW7yO2TIggUAi1KWzv4XXbE0zksJTLQtLWtgW4mulnQhd9lb30FK6+YJM3Vv8FwbjGBpUQGV491mysoALv+axsbDo8E9VraMkSnAR9LZF5swgZzfK6wWXT+QbHHziYB2YN7np3BFx88Czj9WF6moUfXbKdthS4ZpXOozVasVN12ZBs+fPN+62NbWfjsLkFjc6UUwRa7D2pEmzKJ+hBJZdC10eouRIIrWL17aA+dDjYVjLtcAPDYeO01PLMROqHyPi5BQXHKhPXBmonl8KMTs3UTrJBHrquHzq5+H1yyDWfm4pRgbbSAC4ApWKxHn6dHsIJVIEABl4yt3R6sKKQJKYIlfbAAcQoWsRUfX3aLD7koIohiFKzluGJuk2pTBaunJJ3T57Qjms5hQa+Bbg+C1cWi2g8NB4vsWVzB0rQN2QrUHLl0edJcAxbZJ8/TsetqrmBZKhy1WcgOjQQxsZw0D7qIzwF9ewFvX3McPEtn6WPfvkIgkSgwgvWVh8/h9p+fh+b0w5FL4LevH8NX330NAOA/f+cleO7jr6792FYE1y7IIm5F4KSORXBTYSWRRajFO8hXRJwRrP79tGC+lQb4DhqG0xAxv7Xbg4vLtS8+ZyLFA64oBYsPtD6PG/ecmKkrpv30XBx7+v111TMSQmsmwqkslhKZskXgukPTWA2WwSKYXBZ3DxtqsAC6G7qQIs3vgwWISxEsLZSXxTQCpse3sAgKULDCCXaOpgSrfRQsHohTqmAFXDLiSlbfvGkXBYsHePCUUg4nq4V9y+cfRaZVGg7nzBSs+kNe7jkxi8GAiya+WikckkxrmmoIpOCJgqZBF/E5wDcA9O5tjoNnmTlChq8Asgmx924mCVX24OR0FNF0DimbBx6ksH8ooNdWO+2SngBbEywVxOr6kK0KLU83v0rRqcHaXFhJZhBqoHHqhgdXsPoP0AWJ0qZN+TowhZF43LCnD5MrqZp3UWejxQtK0QRre18ARyfCdcW0n5mL1WUP5Ah5HFiI0aCMDWcRzCQoCXJ30e/d3XTiSldIzKoFJQToktEgwhkb8pkmpvDpCpaIkIusBcESXYNVEnIhgIBG9QTNkl3eOixSGxm6RbDEJeJz0Rqsbz51EX6XHbsHWjutlWM5Qf92B1n4Agcfhn9xYUXvBSUcmiYuKU/ThCpYkytJ/Oz0At569RY6J1mGILDnaliEc4JVFnShaXSD2T8A9O4qqE0isTxOx7fBQ/R7UWMzAGQTiOVlpLJ5xJUcInkX/EgWNRiuG5YKlqA+iKs1Gm7jjf4OwTIgksq2fAf5ikgsAs4AEBwtfN/BpsTuAR+UnKrbcqrFbKTwelkievR7wzAQrKlwCnGV2aOq9IBHUllE07myBKVa0OWRcXaBqmalu+zrDr7Q5uld3CooyiZoqMECgEtGQ1AgN5dgCVewSsZuQTVSAJjCR4oXgnYxClk4aaFg2dqLYOkWwZLNC7/LjpPTUfz3c3N4z/U74HPWsQu/AcHHxl39xZs+r79kWK+b4SlwwvHAJ4CPd4lRUfg1KEjB+uqjtAfn267eQp+wWuDzxsM1ECzLoAslSs/VN0Dt1emw+IV9eAIIjBRcBkIJVgqLSmHsmVckeIhSdm3VBcsaLFEEq0KKIH//NkWHYBmwkszoHebbEokFWiTPC+V5T6wONh22dFEicnGlth3+2UhhwRpwyeLaC+TpJDo2QHcgJxNsaMpWV4fFm1YOh9x1n0KXx4FJ1ptlwylYpTHkPK5dVFR7SQjFvkE/0hCYIsj+vkW1FiKjgPPZwoKMQ2TIhalC5gJyjR0/m1eRTrPPuEzBcjCLVHssQC7dEsIlo0HsKVGZjYTq145sW+vTahr+/A0H8bdvPoyDw8wimI4CZ36CLd0e/PWtVOVoGsH62Sfoo4h+THwMkEoJVu2NyCdXkrj9kfN40+UjGOFjtSXB4gvw2kiiadAFL4/wDdBNZjUnTt3W32MO8A8W4tTTYXHHziQxlyos12eSNnhsWd0e2BAqKVgixmbLFMHaFcpWQ4dgMaSzeaSzantbBDNJar3y0oZ8HQVr8+Ev3ngId7z7WmzpppPbxeXaFojGGixh9kBAH2S39QYgSwTnYoy4ZaqbBEUQLKN63btRFSy+yHcLVrBKarCCbhk5mwOSKjDkgtho/C+H3gdLUKPhZlsESxUyu5v+XRogQCuJDCSYJCwChfdrkzqsXf0+3Pn+l5bNsT5mHRztcm+85t4NoNfnxNuu3lrYhPrJx4CvvRmYfgYDrPHwbEQwwXrsc8C/3Fz4vsagIFPw+7NUwaqjxvHv7z0FAuAPX7238GQlCxn/eQ24bEsIE8tJzMcM5xafo4++fsBlILwiEZ+nBI4TrJQggqVpQDaJyQTR7aULKQI3BKnblWLyG7VAc5uqIIWy1dAhWAxhljrT1hZBXgju6ShYmxW3HdmGl+7uxShXsGoMupiLpvWdx0ATCJbD4cRwyI25FBvwq1wgcII10qCCxbHxFKySGiBuEUwKSqsqsfARQmB3uCFpOTEKSsVmlk2yCApK+QNACWjp+cusJqUBgkh7YDGrkpmCBbSVTdAM3Dq4t01qryzB59sX7oLfJcPrkDArUsF64W7gRx8CJh4pPCdig4HfQ6U1WPbaFNzjk2F875lp/Pb1OzAUNIzTlVLmgJoX4NeM0bHxyXNU3b/jsQv40j2P0h9yBQsQX4Men6XHd4fo96Isgrk0AA0TMaKrobG8HU5N4OaXZQ1Wg2OPPq9YhFwYX9OG6BAshpUkvZC62lnB4gRLtwh2FKzNCpcsod/vxPml2ibgmUha77fRDAULNjsGAy4DwaouSXAqnIYskboi2jmMmysbtgaLkwgedpESZBEsqcECAIeTLYKE+fBLCRBXsERYBM1SBD1iY9pLj2/nn0/9i+TKChYnWO2hYFmBB+1s6/Gu85k0GfxaPPk9QNMwEHBhPipokQwAk0/Qe2zwksJzQhUss5CL6q/9bz11EV6HhPfesKP4B6tZBGu8/g+NBOGWJTx5fhmLcQV/+r0TmJ6kdV9FCpNIBSubpoSq6PiCFCxmc46rMq7bSdduKc1Bx428AHKimbSIAOqygJYfm41tVjH8QIdgbQboClY7x7RzG43dCTiDNKq9g02L/UMBnDSLs7VANq9iIa5g94AfDskmmGAVFplDQRemuN98lQVyOpvHKz75AD7/s7MYCrrLmizWAr654rTbNl6hfalF0MHqWEQsoADTRsBOF1vwCuuFYhLiANRcY2GKfLaw480hMuQinzMJ0WALzgbeYymRgX1Vi2B7K1hLLG1vrK/NCdbKefq4dAaITmMg4BKrYMVYDPlNHy3cW0IVLLOQi+qv/WMXI7hsa0iPr9chMOQCAGTJhiu3deHxc8u4/efnAQB9JAKV2OnGFCdAisAQCp7Q7B8AXIIVLDbGJ+HEdbsowUqDb04JGN8qWQQbHXvMGsxzdGqwNg/CTMFq6xqsvFJYoHl7OhbBTY5LRoM4Mx9HKlOdBWw+pkDTgKGgC6880I9rd3SLOxm+yLZJGAi6MM1DLlYhEHc8dgHjC/Q1jTYo5Y1Be33OxsI7Zo6LKS43olRhkmS6KygyJa+kRsrlYYmMzUqSElljpJrVYIkMuTCzIApQsJIZSMSiTqEVLYL5HLD4Yk2/8js37MTbr96Ct1wx2qST2gBQVZoyx9WllXMYDLrE1mDF52iN0e5XAe+8hz5XZQ1rRVgpWDWkzKWzeTw/E8Ulo6HyH64aclH7AvyKbV04NRvF4+eWsH8ogAEpjrgUohn53CIoMuXPGKIhu+k4Ler4nCTb3bp7JAU214kY3yz7YNkbH5vNGszrx+/UYG0ahFP0QuKLrLaEsRDc29chWJscl4yGkFc1PDdT3UTAFwODQRc++2tX4teuFZj4ZbAIDgVcCOfZdVrBIricyOBzD5zV66V4xHq94JsrDQVcxOeBL1wP3PXBhs6lDKUWQULEEgiTSdbDCJaSFrBIM5vERRY5WzYaTomJY1bNUgoFKFjxahSsFrEIJpeBz1wNfPpKYOLxqn9tIODCJ958CdwOQS0fNiJiM/Qa3fFy+v3yOWoRjKVr7kVoCR6yAAAOtjlSZQprReQrhVxUd+0/NxNFTtVwqSnBsqjBakDhODAUgKoBT55fwf4hP7Z5FCypTCFtRshFbJY++vrp2OwKigu5YASrv6ebJfcCCrhC2USCZZMbdxdobPOoYxHc3OA1WCF3OytYhl1YTy+QEFQg30FLgu+GlTVltAAnWENB1yqvrAN8kJVkDAbdSGrsPSwUrJlICh/81jOIprO4/Z1X49LRID7yKwcaOoUunWA1oISdYjvHM8caOpcylFoEAfEpeSUEwuuhNsTliICFiGnIRX01FqYwS/mTXbQGoFnHF6BgLScy6HKxaZiUTMeSQAvlWuDUPbTZKgAc+4/1PZeNBm4P3H49XWyunMdQ0IVsXsNCXFAdFlewALr5AghSsKwsgtWHyBy/SMnGZVtqULAa2GDQo/FBW04MOdOYz7lp8+dmhFzoKYWD9NEdEqZgZVN043C4rwc2G4HPaUdac/AfNv4GVimOkkOAgsU3jzp9sDY1IsksnHZbe++i5TOFQdIVFJ+i005IhcXbvDYYBgIu9PudeLZKgjXDemANBepP6rNESQ1WklsgTBYI6Wwer//Uz/Hg6QV8+Ob9ODQSxPff/1Lc2qDFiNdfNhRw8cIP6aNd8EZNaYogwPowiUrJK59kfT5KsFaiAu6DigqWoGaoZhZBQAwJtSJwQEOLnOWkgWC1ukVweZySh4O3Aie/K66HWjsgzEIWenYCoS3Ayjls76WKyrmFBB46s4DbvvI4snm1vuOreVpTrStYTK0RUoNloWBxglVBgdM0DXlVw4sLcQTdMgbNNueaYBEc7XLDz+po9wz40UUSCGs+PHl+mX42RBKrYMXnAZBCgJgrKCzkYmqBtuLYOkB7HwZccsEi2NQaLAEWQa0SwWLPtYpCXwc6BMuARiKeWwLGRYIrIL4PRLsgHQE+dx1w++vaencFoCrW8dKmjBaYi6bhliUE3E0IgDB4tSnB4gpWue3vx8/NYTGu4Cu/eTXe9dIxYacQdMvwOCSMhDz1HSCfBcYfoF8vjYuxpunHLrEIAmJT8tTykIiAnxKsaEwUwbKqwRJhETSz8LHxXMgur8nxRShY8Qy63OxzafUUweVxILQVuPzX6Bh65sfrfUYbB0nWr87bC3SNAcvnsKObjnFnFxK47StP4KEzi/XXZCUWqR2rTMESkSJoEdPOr88KBOhPv3cCR/7mPkwsv9BhMQAAIABJREFUp/Tei2VYNeSi9jmYEIL9Q1Sp2jcYgDsXRYz48MS5ZWbhCwiuwZqjrTP09VVQ2PEvztEwsh0j9G8bcMuFkIsa+5CZQs2ZW/gkR+ObX/za6FgENzc+/Nr9uP9/v3y9T6O5yBlCLpwBqmCpde6YtTN+8udAdJLavI59fb3Ppqk4PBLC2YU44srqg9xMJI3BoKuxAAgr6CEOdvT4nFBtMvJEMl0g/NcvJjEScuOG3X1CT8FmI/je+67Du6+vk7TFZmm9wuAltPYhNiPu5Cwtgs2rweoJ0gXKQrhJFkF9gm2WRZCHdAj4jMwaGdsbV5iKLIKtniK4cg7o3gGMvRzw9gPHv7neZ7RxwO9T2QN0bQemn8bolw8hYM/hqQuFZuHLiQwWYgr+4/EJ5NUaNmh0i9pA4X2A5ipYq1yfJ6Yi+NrjE1iIKTh6YQWjVhtXq9Zg1Tc+XD3WhZGQGwMBJ0g6DKe/B4+fY2URfP0jCkq0kB4I0K8F1WDNLtJzHuqloVJ+lx0ZwkMumlQfC1CCK8wi2Gk03EG7w7hIcAUAaECmvW1wNUNVgRPfBi55G9Czm1pd2hiXbAlC0+hkuBpmI2kMBppQfwUUhVxINoKt3V4oxFU2geTyKh49u4ibDw02FMluhT0D/voj2qPT9HHsZfRxqbY0tYrgKk8RwRKZklfep8rPLILnZpfNfqM2qCYx54TQiVdIjZRZn6rGLXyF45vEwNsaJ0DLyQxCLnYdlzbjbCWLoKZR1bZ7jH5Oh98CnL5XXKF/qyObpNe6JNPPCABJh3FJdw7feXpKf9lSQsEnf3wKf/zdZ/HxH5ys/vjGFDuAXkt2d3P7YFVQWJcTGfzu157Wv48pOYx21ahgNZgy979u2oN7fu96kJwCZJMIdPfjhZkYMjlVvINHiQFOQ6Nsp19YiUGY1cASZvsMuGQ43IJaaGiadR+splsEOzVYHbQTjIsQZxOSdNoB889R7/SOGwH/oJgi4Q2MwyM06KKaOiyuYDUFOsGik+r+oQBSqlxWxzETSSOb17B7wNec82gEUbZQGruBPgolWGYWQYEhF2YWPragmphfbjzpzHKXWkBSFWCuMOm7+E2yCDZg4YuksvjA149iIaagixOs0vNvJYtgaoX2FepmTWS3X0+v2eWz63teGwXZVOF6vOpdwOW3AQB2M9GDB+tcXE7hruMz6PY68G+PXsB//WKyuuNzBcs/UHjOIchCbEmwzEMozszFcMunH8ZsNI0v/8ZV+vM1E6w6Gw1zOOw2BFyyXgsV6hlATtVo2qxTcA26Ei8mWA6vsM2veJydJ7t+XnNoEC8/uIU+1+h7VFKYhFgEKzUabkyhbAV0CNZmgpFguZqQpNMOuPBz+rj9OrEL2A2KXp8Tw0HXqg2HI8kspsKp5hGbkrSh/UN+pDQ7skrxBHJhif49tnZvwKakXMEavYpOKJEqF0fVwMwiaHeJ8eADjECUTLJsQZVJp3B2ocGd8Eq71EJqsDLmjYYBQSEXJgpZAylnD55ewJ3H6PUS4octPb6+wGwBBYunB3Yxey1fbLb5BlXVyCYL16PTD+y/BQDg0ej49r9/eQ8A4BtPXkRcyeHT77gcR3Z04yPfO4Ezc1UoIbzlitdgm5a9zU0RtLAIfvaBs4iksvj6bx/BTfv79Yb0o11WFsHVQi4aVDhSKwCA3j6a8HdqNia0RgoAdQI5DHMjXzs0uDEVTWehKmzsZQTrLVeO4rduPEifa5hgVehTZZPpzxv5P1SVItixCHbQ6lDzVK7tKFiVceHnQHALLdaW3eJS2jYwdg348eIqPaROMALGFS/hMFgEAapgKZqMWLz4vC4s08lmW0+dQRTNRHSaToLuLsDTUyhsFwHTFEGRIRcmFj62oHKRDB44Nd/48a0WUSJ2MK0aDQNiSGg+V07gGqiR4m1BAMAn80bD4hSyNQffXAiO0EeHwJCFdkA2VSBYAOCki/FfvbwH737pGN585Sg8DgnPz0ThtNtw7Y4e/PPbL4fXKeH9/3F09XqsTBwAKVzzAFOwBFoEpVKCxUMuCtdnXtXwwKl5vGr/AK7c1gVCCHb10//rqGXIhUVMuKgFOCNYA/0DkCWCF2ZjTbIIGgmWh7WIaGxz5PxiAh6iQLXJxeOPgIAdAGXzbhFEtNGoZBHsNBruoG1QajFysYVyR8EqxuwJYPhy+rXIBewGxs4+L87OJ6BWmMR5r6zmEaxCyAUA7BsKQIEDiWRhgXB6LoYTUxE47Lbm1YI1gugUEBimtUWeHiApsM+cpUVQZA1WKYGgC6q93TK+9NA40tkGdpIrKljNsgjyGqxmKVj1E6CplcLfzSez+66U4LYSwdJDHJiyzHfzKzQK31TIJkvID/2cRtx5fORXDkCWbHp7iLFeLyQbQX/AhfffuAun5mKYi66ykM4k6GduDCCSPWIUrLxCe7SVbTCUX5/PXFzBSjKLG/f168/t7GP/V6uUZquYcFEhOIxg2b3d2Nnnw6nZKAu5EKhglVoEBYWMjC8k4EIGmr1kQ1GUOl+RYAmoAe2kCHawKcBvEi7zdxSscqh5IDxRqCOwu8QtYDcwdvb5kMrmMRtN496Ts9RCUYITUxFs6XYj5GlSI+6SgX446ELO5kAqRQlWOJnBLZ9+GF9/4iK2dLmbEnDRMKLTlGABTVCwzFIEBYZcmBEglpJ3455uzEUV/IBZ2uqCGYEDmA1FQJGzsYk6B99xF2GxM63Bqr+P12Q4hbFeL77xniO4dIiREksLYgtYBHlSI1/4iezD1A4oVbBMCGiPl16vY70F+/OWbrqwXp1gxQufuf4e3uZtLgCmFtaHzyyBEOBlhoTXW68YxTuv2w6/Sy49AkWTQi50MIIFdxf2Dvrp/OYQZJ/kyMSLLYK6gtsgwVpMwEsU2JxWBKtRBaualL8GCG7F4/M+WB2C1UGro9RipNdgCdzFMeL8w8CL9zXn2M1CdIoOJizlSegCdgNjZx+dGO547ALe+++/wO/c8Yuy15yYjjRPvQLKBmJCCCSHC5k0/fy/e3QK6Sy1UtUUX7yWiE4DAWaR8nQLVrD4/duskAuTGiw2VoyFaPPn+19owCZouUstNa/RsIAY9cLxTSyCDaQITq2kMBJy48iOHthUk78t0FopgnyhV0qwOhZBCmPIBVBQOwxJc71MwdrRVyBKA0ypn4uu0rQ5kygnWLJHzOdvpg4DptfnheUEBgMuBD2Fa/nIjh782esPWh9/1ZALcQRrOOTGXEyB5vDScScnYmzIUqteExSs84sJdDtyIHIJwbJJdPxptAVFpRosEX0KNW5/7ihYliCEvIYQcooQ8iIh5EMmP/8gIeQ5QshxQsh9hJBt4k+1g4ag+6jZTdNsBev21wF33NqcYzcLy+foIy/UFlSoutGxs59OzJ99gCZ+nVtM0ChbhryqYWolhe09TQyWUHPUhmKIqna6PMhnUlBVDd944qLu5b9sS8jqKOsHVaV9r/xD9PtmWASJVDxRyW66SBCxA2hWg8UWUETN4oY9fXj4zCKy+Tr75jXTIqjmWdSwBUHJrbI4rQaiLYLhFIZDrsKxgRa3CLKFJE+a41bBjkWQwhhyAVRUsHb0FpQQTrDmY6spWEkTBUuQxd1KwdKvz8L4wzcOaoJlDRZPmWuUYIXp2On0o8frQF7VkCbsHEVcn5wkN4FgzURS8MtaecAIf49mhlyIUNB1i6AJ1ej0wQIIIRKAzwC4GcABAO8ghBwoedlRAFdpmnYJgP8C8H9En2gHDUKfxNmNKrvpoNaMGqzFM4WvW4mcrHCCtZ0+ym66cGuFBU4D6PMVBu8/eBVNszo6saI/txRXkFM1DDUroh0wXYC73B7IWhbfPzaFU3MxvOu6MTz0Rzfir950uHnnUS+UCC3o5SlenGCJuv7NFjl8wSakka5ZI2CJLkzyGdywpw8xJYejE3X2NVLL+2zR9xAQ026m7gFiCYqZRdAmASA1Hz+dzWMhpmCEN141s38CLWYR5ElzbIywO+jn1VGwKEotgrKbLjoVA8HiNVgGBavH64BkI5iNVGMRLEl4FZUiaEmwyq/P6UgKI1Zx7FawVLcFWNQAusZx+gFC0MUs7gmNXaciCBY/RhMsgtPhNHx2tXxsA2iNaaMES1tPi2BHwQKAawC8qGnauKZpGQDfAPAG4ws0Tfuppmn8SnoMwKjY0+ygYZQuQgihKlYzFKxT9xS+5vGxrYCV83RQCbLLV2TM8wYGIQRf+o2rcNf/fCn+n+u2w0aAn54q/N1m2OQ+GKxx4qwF+XKLms/rgxMZ/Ml3T8DjkHDLZcPY0u2Bt95GwByRKTGqhhEGGwoASrC0vLgoYNMQB359iujzZKUwOYCcgl/a1QsAeHy8TlXOqg+WZG9cgbMkKJxgiVCwsuaNkiW5ZgLE7yd9IcoXGFbn3wp9YrIpSq6MzZJF17m0MnIlFkFCAIe/iIDu7PPB45B0pR4AbDaCfr8Tc1EFJ6YiuP3n53BiKoJP3XemuCbSzCIoLEXQpL4RKCNYeVXDTDiN4ZoVrNVi2hscH3Jpnfh3e+k9FdXYpqKIDQBdwSpJEQQaWjvkVQ1z0TS8Ur48wREQk3JcVchFIxbBSjHtXKFs30bD1axURgBcNHw/CeDaCq9/N4B7Kvy8g/WA2SLEFRCvYOUU4OmvFr5fuQD4+q1fv5GwfI7Gs/Mb37iAdW9AW5oZ8jmqutlNdhwr4FUHCg0qX7l/AP/2yHn8+pGtGO3y6AvC5ipY5TYRv9eLOMkiqeTxq9duha9RYgXQxcJnXwJc9ZvAqz7e+PE4zAgWQFUsEdeOWYiDIBsKAPMaLICOF/ksgm4ZO/q8OFZFQ2rz41cKuRClYFkRLEF1FqaLTEfNChZPENStVJYWwfr7bK05ShUagO7odxQsCk5AjXD6aP8khjddPoKb9vfT5rgGDARc+PbTk/jO0ckyQfxle/pon6lMgs5dRghLEVzFIsgW6Qsx6nSo3SK4WshFgwvwXEafD7s4wcqzcxdCsJiCJdgiyJ0jblsekEw+U7uAGtyKjYYF9OGrKkWwBca3OlGNgmUW12XqeyGE/DqAqwD8ncXP30MIeYoQ8tTCQgspG2uJ8QeAJ78i/rh8F9c4UDZDwXr4H4ClM8Cr/oJ+H74g9vjNRGQSCG0pfC9yAbtW+NfXAH/ZBzz2+boP8We3HAQhwAe/eQyZnIrZCF0QNt8iWDwISw4XelwaPnHrYXz0V0pdyXVi9ji18538rlj7qiXBEpQkWMkiKErBMiMQdoc+wV46GsLxyUYsgk2qwdIJikWfqkYL2TXN3CLI36PGBcJUmI4no10lBMvMgkhsLWIRTBV683A4PJ0aLI7SkAuAKk4Gi6DNRkxTWgcCVL3Y0uXBF267Eu+6bgx//Np9AICVBLs2eEx76fHVrJj7qwqLIL+ua7IIqioAbZWUORHnTz/Dbvb5rmQ5wRJhEWQk2WFGsOofm6fZxqaL5Mw3TGUBjeZXazQMNGgR7IRcrIZJAIZVJ0YBlOX1EkJeCeBPANyiaZqpJ0PTtC9qmnaVpmlX9fX1mb2kg6++AfjhB8VGPAOFQcp4o7qCYhWscw8BP/tb4PD/AK5+N32ulQhWNlXejR1onWbD+Rww+ST9+uR36j7MSMiNv7n1MJ44v4zPPXAWM9E0HJJNt1c0BWY1OnYX3Mjh7ddshUs2GaDrwcUn6GN4Apg7IeaYAC2kBgwEq5s+igq6MFNQ7AIJVt6iDkJy6Jszl4wGMR9TVq8HMUNFBatJFkFC2Pk3SFCsLHwAPf8ajz+1koKNAIN8w8Kqhoy/ZysQrGyq0HeMQ1RMeKtD08pDLgCm8K2+wJdYS4pbLh3Gqw8O4qOvP4DdA3Qxv8wbVpvFtIvagLFSb22lBItZX2tRsCou8AUtwPMZPSSiy0vPeTnHzl0RGXJhVoNVv0LGNzYdJG8+9ggNuVgHi2Cn0TAA4EkAuwkhY4QQB4C3A7jT+AJCyOUAvgBKrhrI8u1Ax3PfE3s8s0WIaAXr0c/QFLVf+Qc62Ht6qUVQJO75EPC1tzbHt2vwagMQu4BdC0Qm6KPDRxsmq3UmvgF4w2Uj2Dfox7NTYcxG0hgMukBIE3tPmfZhcoont5NPAu5uAAQ4fa+441ayCIrAWihYVgoNIwCXjNKY/mcu1qFiWSWFSXYBKYIVCJDkbJygsPOLZ4E//d6zGF8wLMrqsAhOhlMYCLggS7bC8UsTIhs4/rogmzZRaDoWQQD0+tPUcoLl9FW1wOebSzcfHtSf42ENRgXrhWUV77r9yUJDcD6XNVpvWkWK4I9OzOIDXz8KALXVYFVa4IsKucgp+rn6nHbIEsFihh27aRbBxsfmaUZYZVjE5NtdAmPa19Mi2L41WKsSLE3TcgDeD+BeAM8D+JamaScJIR8nhNzCXvZ3AHwA/pMQ8gwh5E6Lw3VQCdkUdEfmifoVCFOYEiy/WAuHEqMR53yg6domXsF6/HPAmXuBB/9e7HGBcoLVaiEXy+P08cAbaXEz/75ODIfcmA6nMcMIVlNhSrBcVD0RaeWbfBLYcQNN+wtPiDuuTrBYvdWaEKzGbSg6LGuwCgTl4HAQIY+M7x6drPP4FjYUEQsowLoQv2GCRX//jqdmcMdjE3jHlx7DQszwnnXUYBXt8lstYPXjt4CClTOpMXJ4OxZBoDB/lBHQ6ubfj7zuAL5w25U4OFzoQ6hb3ZKsl5OaxV0vRHD/C/P4ztNT9EU6wWpwkyqfNY8JZ/ebllfwT/edwUDAid+5YWdttbIVCZagBXhe0c+fsCTBhTQ7drNSBHmbgjpDRhJKDk9PrMBpt0HSLAiW7G5uo2ERITtqFSEXrbCBVCeq6oOladrdmqbt0TRtp6Zpf8We+6imaXeyr1+padqApmmXsX+3VD5iB6ZYOgtAo4uz2eNij21mQxE9AWaTxTYRb594q6OPhTGcbkKOSi5dPJGIXMCuBZYYoTr4RvrY4DU0FHRhJpLCTCTV3PorwDyql/8tRCX+hSeAyEVgyxHAPwDE58QcF6AEy+Ev3F8OLyUnzbQIitwAUPPWFjVWw+SSJbzjmq347+fmcHG5xvesWIPVaEoYuz9La4AApoKufv28OB/H4Y/di9/6t6cK5ImDLQKnYzl88FV7MBdV8MjZRfqzOgjQVLgkytrKggW0mEWw5PMX1ei21cHnD1MFK1b++hJ0eR149cHBkufo9bKSyOhzuMPtx6GRAL700Dg0TRNIsBTrsQHAxEIEz89E8YGbduNDN++r7dgVCZagPli54g2Mbq8Ds4pIBcukD5bdQf9PdawdMjkV7/jSY7jr+Ax29ftAchlzgiui0Xw1faoaGX8qxsB3arA6WEssnqaPu15F451TdRaUm0Hf5TXcqFVaFKp/j1IFSIBH2AhVBRJsYRNvQkhKTmlxBess3UUbexkdHGefbehwwyE3VpJZTK6kMNbbxCbDgLWCBYizCZ57iD6OXU+JumiCxe2BAK3/EdlsuNkWwbyFwlRCIG47sg2qBnz/manajl8pilmUgmW1y17FDuntj5yDklXx0JkFfPBbz0BVC6rp1BK1UV+6tRe/ed12AMB81BAaVMMObF7VMBtJmyhYVgRLAAFdC5imCHZi2gEYCJY4C6XPaYfdRrCczGBijs6Fh8aG8cbLRnBuMYFIyqA6NUywKodcnJxYhEu24Q2XjdR+7EoKByF0fGg45EIpOv8ujwNzSeYUEkWwJKd5ymsd1/+n7z+D45MRfOLWw/jGe45Yjw92V5Nj2rlFsIHxh/99TS2CnRqsDtYSi2cAEGDnjfR7kRYmsyhjh58OPqIk2rJmioI6yXOkVuiOiN0FJObFNzEuU7D4ArZFQi6Wx4HuMfp/6N5B0xwbAFetNA3YO+Bf5dUNwizFTrSCdf4hSnr69gO+QSAmmmAFi5/z9AhMEazQB0tEo2HLGqxiBWU45MbB4QAeOrNY4/GtFDIBKYKlTW6Ljr96DVY0ncV3np7CLZcN489efxAPnVnEP95XuHe+//+3d97xcVVXHv9e9S65SO69go3BGBtjUwwETBKykABJCBBgSQjZTRYCKaRsepZkk5DdhJAKhLAQIITQQseEjo0B44LBvfciW300mrt/3PdGo9F7b0bz7qhY5/v5+CPpzfjo6s17991zzzm/86ZpQH7mMSMpL8yjOD+X3Yeb28ffBQdx9+FmI2WdGMGK+aQAQUYiGj1C8uYaSA2WSzxF0COClWEGiVKKAaUF1DZGeHHFJgCOnzQyrkJoHCxbNVh+LQrMsS37DjF77MDM2mgELfDBjghOUgRoYGkB+5uiTiNmSymChWWdj2ew/jnYEOGPL2/k3BnD+OSc0ZQX5TsOolcEy4bIRU+mCEoNltCdHNgAFSOgeor52aqD5dFrxZ0U0khTSAuvGiabDpbbtHjINPP3NFuM8LVFzUTepyNYG00NHEDFsNAOxLCExsKTh2bbwfJoRGs7grXpZRh7smmGWlZjnPQQQiAdSI5ggVEStBrB8ksRzGINVl7nFLWTJw3mrS0HaWjpwsLHKwUU7NZgJavYQVopdg8s3UZjpI3LTxrLxXNGcdGskfzyubU89PZ2mlvbeHK5qTmrKi1FKcWQikJ2u2mEXXSAtiX3wIIjJEWw0VuGPFJvfyOsrxEUwYo2ZxwhGFhSwIGGCO9v2wVAVeUA0xMLuimCZY7V1jUwb8LgzGyndLDyLKgIdoxg1VQUsv1gE235ltoIRBo7KzhCRuufO17ZSGOkjf84c1L7Qb9Gz/lF2VURtJoi6DX35wBKIlhCN9F0AEoHQdUY87NNgQgvkQt3UrC1y5gcwSqwnCLoOlg1Tk8km2mCbR6LNJsL2O6gubZdXKF8GNTtCmVueJU5FwV5OYwZWJLi3SFp81jg29qBBbOJcGgrDJ9pfi4faib2JksRJk8Hy2KKoFeUw2aftjafPlgeC/xTJ1XT2qZZvLELf5tvDVaehRqsgAiWh4PYYVgxzV2vb2bm6CqOGVmJUoofffQYThw3kK8+sJwfP/EeTc0J0SpM49fdrlR9F1MEXQXC8YMTdrzbIt7RQ/d39oUi8NZmD5n2ErPAshWB7qv4RbBcUYRIZhucVSX57KlrYctO5zlYUNrRwbLVZsTPwXKu2XyizJ84KDPbKR2sXOsRrCvnjSM3x1EStLH28eoBB06bgvTXDoebW7nj1U2cM20okxMzRtr8arBKzLolzCZhYATLdbCylCLo/t5+3mhY6C6aaqGoyizUCsqzE8FKvFHjE7ylOqxoc+cUwWizvShBPII13fnZYkeAeB1HUg0Z9B0HqyUhVaFsCNTtDLV77CoHTqwuIy83y1OFn0w72IlgufeSu3lRVmO+2qrDyraD5RXlyC0wxcnWZNr9ZMI7OiizxgygKD+HF9ekmSaodYo+WNmswSrwXeC3xTQ3PricjfsauHL+uPjxgrwcfnfZLCqK8/nTq5uYMMhZXCY6WHWug9W1GpEN+xooyMtJErkIUhHsIxGsaLNHo2FnLuorGQDZwk0x7+Rgub2SMjs/A0sLeHtLLXltzv9PdrDc+yFsinvU+/ps1YoYiqpC1UHhsEsELfDBUiPyjhGs0YNK+MzJ49gfyae1yUL2jlcPODCfdxccuLte20xdc5QvnDGx/WCszWxSeKUIxjcgQ8z/QX3I4n2qwqQIBtgHOxHKXow4WL2J5loj86wUVI3uhhRBZ5fEhtCF1p0fsrZT7FyBiyFuBMuig+UuUhMXabn5ZgKwUeOSbdqiZpxuN/nyYWZiDFEDVJiXy/DKIqYNr7A0yAACRS4s7IC7/djiDpajyhUyygeYa9/PwWo6aCfH3GsRrpQ9IZlYq38NVrTjAr8oP5cTxw3ipbVpRpC1s8HiqyIYcgEVv3fbFzmtbTEeXradthx/+//1+GruX7qN/zhjIh+ZMazDa1UlBXFFtPOmO7vzziJnSEUhuw83G6W2LjpAG/bWM25Qabx5LOAfPYS+42B5NtJ1MyT6uVS7n0x7XMo7s/t3gNP4vVQ582NBWZKDZUtF0NvB+uPLm2jVeZw+qarj9dwVumMB7hEBmjNuEA0U0lB3KJxtcBwsjwyPLszNWmv+unQr8yYMYvqIBGfVa90Wt2+hRrzbUgQDHGipwRK6BTeCBaaHlM0mvZ4pguFSFDrgTuL5WYwANewxO/bVjhRsg8UUQb80o7zivhHBiiRJxZa7DsTOUGb/fNWJfP1DR4WykRZejWizEcEakBzBsuCkR5vNg6owqU6tZCCg7aiB+kU58mzk4ceME+RX6OzxgD1l0mDW721gR20av9t1cHxrsMKmAHWMPkfbYlz956Vce+8y1u6LtKf/JvDEip3c9vJGrpg3luvPnuLZRPuC40dw79VzOXuSs8HgRByGVBTR3BrjcFO0yymC6/c2ML46qV4jZR+sXp5C49av+jpY/VzoIl6DlfRsiS+QMzs/jU4N5KljHDt+ESwrIhcdr8/N+xv4n2fXoHPyGD/A59pNh7RELkIuwD0icDNGVdJAMc0NFhwsL4EXcFIEO362jZEov3thPbe9vLHD8Xe2HWLT/kbOn5mkxBgUnbchchSoItjeSDpz+87mmm+KoIUU0F6MOFi9Ba3bI1jQHsGyVSAcX+Qk9cECOxGs+C5yUoogWIxg7TVRgZLB5oa1GcHym8hsC3Vki3g3ecdpLnd25ENGaCbWlDGwNMQDNF2yHcGq3WyuR7dGze2nVm8hguWm+OQnLZxtNhv2E0KwoiTlPOBy/Ryszgv8UyZVA/D8+2ncg6mkgK2pCJp795/v7+X59/cyc3QVWw+3ceBwPS+u2ctzq3fT2hbjUFMr33poJdNHVPDND/tvHiilmDt+ELnRjiIFQyrMdbm7rrlLNQSRaIwtBxp9HKyACFZvr1GIn5/kPljiYAEBjYbDbUCeM30oZYV5LJzszPkFpRTl51CQm+M4WDZrsDpen/cs3oKK9hdyAAAgAElEQVTWUFBYZCmFLKgGy0KKYNJzvaIon5yCUtqsrH2aO1/74KwdOn6233hwBTc98R4//Me7bNzXfl88vGw7BXk5nDO9Y78zT/VnlzwLNeKBNViuyp+Nz9fH1bAhw9+LEQert9DaZCayogQHK1JnUoxsEG0xzlXihV5osQbLa5cuGymCpdXmbyitttvHyC+C5TFJ9kqSu8lbimB1G14qdjYjWAc3m/RAN1JRWGbSKW2kCLq7lAVJC6iSgearFQfLJ8phs9mkr4pgZwd38pAyJlSX8vDbO8LZt1qDZe7dx1fspKIoj7s/cyKVZSXsP1TPp29fwlV3LuXxFTt5eNl29jdE+OH5x5CfTm1h0gLZdbDW7K7rUgrflgMNtMV0R4ELSKEi2Adk2j1SNAGJYLm4f3+y0pzrcGV4fs6ZPoyV31tIuXKuj3yjcllRnM9hWyqCWnvOPe/tqmNiTRk5KURkUpKqBitsimAs5rQA6Tx3lpRXkRNpYOO+Bg40hPgbvNJjoUOj7dU7D3P/0q38Y8VOzjtuOPk5Odz28gbA1II++s5OzphSQ0VR0jzgzr1+cz+EdLACHKDuSBE8wmuwMmhcIGQFV3I8MYIFZufdXaiFwWuB5tbrWFHScR2ULEawGvcnRCCqLacIeohcgP1eXtkiuZt8ucUao+4gKILlscDvMrVb2u8pl4rhcDgNByEVEZ8daqsRrCAHK2wEyyO67eLjQCil+NjxI/npU++zZX8jowcFqEzGF1E+vXR0zCyE/HY5UxFtdjaPcmmJtvHMu7tZOH0oJQV5zJowlMYNm/jz+XP43F1v8vaWWt7cfJCjh1Vw3Kiq9Oy7n6/jQM8YWcm4waX81z9Wc/bkPArSTKF5drWJ9h0/JqlWry3i3UcH+kaKYKtPBEscLEOkAVCdRUBspdBH6p1Gt2b+rCzOs1eDFWsDdKe5Z83uOuaOHwQ7upYi29l+ighH2Os/wEGZPHIIHGhi3s//Sa5STKwp40BDhE/MHsUNZ09J/3d4CbwAFFZASz1rdtfxid+9xuFm87d+8YyJlBTkct8bW7nkxDHsq29hX30L588c7jF+j9IOl3wLn2+QA2QlRTCViqDUYAndgVunEY9guVLtloQuvHZJ4ymClpR0oGMEK2QKRCda6hMciOFweLsduxAcwcpQ5albSXaw8gqheCDUWXAgugPPPlgWGw1n08Fq9dmh7rYUwbARrBRSvT4LnI/OHEGOgnvfSDFHBRWyx5tNhniIR1vi9+0dr2yiriXKR51ahty8QsrzYpw6uZrpIyr4x4qdrNh+iI+fMDJ9+0l9jIryc7n548ey41Az7+5uTLnDu/NQU7yIfdaYAYwbnHSdBDUa7gsiF1E/lTw3Q6KfO1huj7BkJ8LWBmSkocPcU1mcb68GK+6gtM89h5pa2Xmo2UiJ5+SFjGClkyIYYgEeUMNUUTWIMtXMgkmD+djxIygpyGXqsAp+tWgdr6zrQiN1HxXBtvxSiNTxg0dWUpCXw+dOG8+V88cysaacryycSmVxPl+6bxm/e2ED5YV5LJhS4zF+V/05KEUwxPUTmF3gzNdZVRGUGiyhO/CNYNlysDx2wPOLjWiEjRTBoAiWLQclUtf+0B44Dg5sslejllTHEaewrG+oYCWnCIJJo2zowoOiJ4l5KKlZU8GKQsshcz4SqRjRTREsC5+BbwSrKPz58bv2IVDmfHhVMR84agh/WbKF5taARVBgDZYFKeBoE+QZZb9fPreWDxxVw/yJTuPThBSmGSOr2FvXQkFuDucdNyLAYBKuA53w+c4cPYBzZwxj5a4mYlHvBWa0LcbXH1zOSTct4tO3L2H93gYumuXh2Hn1gHPpoohGj+Au8DrJtLvzfx+YP7NJpN67EW2BTQerfd6PO1hKmTk0zPyQ1N7lUFMrd766CYCpQ8vDX59piVyEWIAHRYAKy8khxh2XTue/LzyWB/9tPr+/bBYjqoq56YnVRiU0HZL7fwINLVH+/JZR8H17/TYuP2ksX//gUXznI9MAI7H/s4uOZe2eel5et4+vnjOFonwPJyStFMEsqQgq1eVG6p0IUpB1j/f2GtMQiIPVW3AjWK7Uc3EVFFbaUxJsa+28gFLKpAnaFLnIZg1WYp+nAWONwxVChrwDfhEsJ8zf64lHsBIcrOIB9mr4sk1gH6yQEaxkhUWXiuFG5CJso9vW9j40HcgvNg/G5sPh7AfUEVgRuUiOfiaSW2jSSHx2ka+cP46Dja3c98ZWf/seu+Bx4nn+YRwsE8G6ZdE6ItEY/3nu0e2vJcjMzxhp5I/POnpIXOI6LXxqjK4/azKt5NHc0sLeus7X6ANvbuMvS7YyfUQFL63dxxlTa/jo8R6OXUoVwV4ewWr1UJCF9vuhL6RYZ5OkCFMc9/kYdgMyyYGLO1hg5tAwC/C4yIK5T7/3yCpufmYNAJNtOFhp1eiEnBvAe/Mo3qamPYOnKD+X/zhzIiu3H+bV9WlkHmjt2Wj45mfWsMZZ0pWrZi70iJgvmFLDrZccz9c/OJVL547xth8//wEqgqEiWKlk1MM60G6KYIDIhUSwhKzTnJQiCDDAYi+sthbvBY6tCE08TSRhF9+2THukvn2nbsBY8/XgJju2/SbigjI7MvbZJq4imNCzqmSgHYnwRNqi9hpHJ9v1VREMGaHxcj7BOFg6Fl4sxU8lDBwHPayD5T5kPR6CNkQu4ufHo99ZbrADNHf8QOaOH8j/PLuGNzcfoC3msevrOphB9kOlCDYTUfnc+8YWPj57FGMGJSxmExyUk8YPYlhlEVfMH9s1+5EGzxSv8dVlnH3MSPJ0K5f88XVqG9sdoUg0xi3Pr+PYUVU8/O8nc89nT+S3l86iMM9rl7qvpwh2TKGMIyqChqQIU5x4H6yQ58crRbDRdbAsRbByC9hzuJlHl+/gqGEVfOiYoQyvLHJUQLMtchEiRTA+fi8Hy5mPkkokzjtuBIPLCvjDSxtS23fXDUmbC0s3HWB4jcmY+PbZoxhW6VGjBSycNpTPnTbBs01EB/tBfbBC1dilSOELq/Iaixrnyu/vC/v59nLEweotNCWlCIKpw6q1FMGKtng/xAtKLakIumkiXn2wLDxg26JmInF3neIO1kbf/9IlfCNY5XZq1LKN6wQWZDGCpTX8dj7cPBU2vGDPLjgRrKRJPtdSBCvufHpEsCB8mmCSCEIHCsvDR7D8VNrAjsiF6wB6RrDcQmfvz0ApxX+eezQNLW1c8JvX+ND/vsR7u5L+Xse+Liznobe385k7lxoFPmhfWIV4iLe2NLG1TlNZXMB1H5iUNP7C+CKrpqKI175+JrPHdlE0yCMFyGXEoEoKVJSN++r51kMr48cffGsb2w42cd0HJpGbo5g3YTAFeT6P20AVwYLwEdZsE/GY+8EszvKKen+KYGszbHndXrp5Mn4RrNx8U/wfWuSisZODVdcSpSXaZjYMQ9VgtTtY/7d4C9GY5tZLjufWS2YZpyBsG4FsL/DjG6cea58ix8FKmp+L8nO5cv44/vn+Xl5dnyK92yM9NtoW471ddVQPNmnKH5zkI2CTDkkpmh2wItOeIkUz7OerPfpbdrAvESyhO2iuBZRJC3QpH2pPirzlsPcOckGZpRRBj0JnGzKiLskOhCsCYs3BcneikhZShc75ydbD1xYtjmR04oPEtoO1eyXsfc9ck6/fas8ueKcI5uQ4KV62Ilh+DlZIsZR4BMtjEVVkIYLlFd12sdEI2z0/RR7zg/tgD1jkTBteyQtfXcDPLzqWg40RLv3jkg49XtwFzLMbm7nuvmU8u3o3tz6/zrwWsgZLa82a7fuoi+Zyy6dmUlOevMgvCExxTIvWRu/P1rUPXHfGeB5bvpNX1+3rEL1aMLna+/8lEtQHK6yIQHfQ7DRrLfa4PhOkqnstK+6H2xfCCz/Jjv1Ig/fmi1LOBqfdGqzjxwxAa/jGgyvDR7Cc9NoIudyzeDNnTKnpKNKS9RqskAvwwAiWmyLYeX6+6uRxjBxQzHceXkVTJGDu8BB42bivgZZojOFDnHs/zAZtOiqC2XSwckKqOMba/BUE3d8rDpbQgaZa2LfOvs2iio5pKKU1ZoFso8i56WB7fVci1lIEPXbZbaYIJjfSLSiBsqEWUwT9RC7KzeLPhpJdNmmp75yGUlxlooc+RfhdZs2T5uu402DXCjs2XWJRbxnvPAsqjn4pcBVOPUzYXmERnz5Y7u8MGwH1im67WIlgBdVgpdcLZVhlMRfMGsk9nz2RmNZc+sfF7Drk3FPOAubmF3cxZ9xALps7hsdX7uJgQyR0BOux5Tupq6+jZkClkY1Oxt1wCOOk+PW5gXja5lUnjaS0IJdHl+/g+4+tYtvBJq4/a7J/6k8i6aQI9uYNnqANgIKy3q/C6rb7+OdNsOkV+/b9IlhgJ8U3qQZrwZQarj51PH97axutOXYiWEu3NrCvPsK/njyu4+thawTTErkII9MeLHIBeM7PRfm5/Oijx7Bubz3ffWSVv32PFgWrdpj5bvTQob720ybQwXKeN9EwDlYKGfXQKYIe6sCJSKNhoRMPfR5+PRuW/MGezebazg+oUkcJy0a/p6Za7wWajQUgeEewcvPMxGBjB9NLJW/AWHsiIO74k3e64r3CQjqhz34XXro5nI0gIvWdF8iuQ91sqQ5rzdMwfCZMOstEfRosyI+7+KWwlgyAppBCJn4pcMUDzOcdNkXQT0UNoKgyfIpg0AI2v8Sk74WJ0AQ6WM5nkuYibWJNOX/+1zkcbIxw3X1vm5os5+/f1VLA98+bxqVzxxCJxvjR46vRIWTaGyNRfvSP1VTlxxg2yKenVRfH70mk0dt5TrBfpNo446ghPPDmNv7v9S1cc9oETksnegXBEazcAkD37jqFJjf7witDwlIKejZxI3ADxplnu22H0K8GC+y0WfBw4BZOM4v7+ra8cAtwZ/H7/NqDTKguZd6EpE2MsCpz2a7BCkoRDHCwAE6bXM1nTxnPfUu38vaWgzz/3h7e2drxWbp1r3k2Pb76IK1tMeqaW3n0nR0U5OUwYmhNoP2ujd9L4dVNMQ3b54yAFE0bKYKpIli9eG4LiThYXWX/enj/CbPYefJGqA1Qz+oKDfvaHSqXMucGrd8T3n5TrXcEq2SgnT49XhEssLPDDt51NJUj7PXCijabmz1ZSMCNmIVN81rxACz6Aex4O5wdP1rq/B0sG2mCkUbY/iaMPx2GHmOO7XonvF0w10drA5R6RCBKBoW/Pr2cczApOjak7H1EEAA7IhfxHnmVnV+zkYbrLgAKgmqw0n/ITh9RyXf/ZRqvbzjAPUu2oJ0F7LgRw5g6tIIpQ8u59sxJPPDmNt7cVt9l+y53vbaZXYebGVWRg/LoQ5Pp+DvR2pQyRZBYlA9NH0prm+YDR9XwlYVdaFQa2AcrvQhij9J00GzeeV3/BaW9P0Ww6aDJhjjvFlPz/Pqv7dr3k2kHOyqgHg7WtOEV5OUoDrfmWIlgvbu3hYvnjO4ckc3ND9mINo0arFApgq5IRJDIhf/8fM1pEyjKz+Fjv3mVK//0Buf9+hVuuP8ddtQ2Ud8S5Yd/fxOA+5fv57xbXuH0n73Aovf3cM2p48kvduyH2WBIUnHsRNj1VSxqnDRfEYospwjmF/f+DZgQiIPVVd76s1mIX/KASdt4/Td27Dbs7dynp9RxsMIuAGNtpg+Q1w54yWBjP6wyXKuPSER+qR2ZXi8RB7dRrI30mYRmpR2I73KFmAS0Np+vjsGj12Vnx6alziNF0KKDtfMdsxs1cjYMnWGO2UoTdK/vksGdX7PhYAVFaEoHh+9T5TYS9cKGyEVyj7xErDhYh834vVQKczNLsbto1khmjx3ALYvWsmH7Tpp0ARfMaU8vuvbMSYwcUMyL652/rYu7pKt3HuZ3L27g1MnVlOZEve/dDuMPschsbfBPEYynOEZYOG0ot3xqJv/7yZnk5qSRGghmLtCx4BRBx36vxSv7wqWgD9RgNR4wc+XYk2HqufDy/9hr/wFmfvBzsMKen1jMXJ9Jc39Rfi6Th5RTG8mxoiKoc/Ljzbs7EFblMp0arFAiFwGNelNEsMD0q7r61AmMG1zKHVfM5vMLJvDoOzs45b+f54yf/ZNDdeb//utpR1GQl8PkIWU89G/zuf7sKXY2Z4McRDDzUqgUQY/a50RsqAgGRbD6Uq/ODBAHq6vsWg5Dp8PIWXD0efDOX+ws8Bv3d15gljkOV0PICFZQEXJptVk4h00jizaZSaBTt3rbEaxEB2ukeXjYeBhGm73D8O6DK0yYP1Jv7I84AXYugzf+mLmtoN+RzQjW9qXm68gTTNSzcjRsfyu8XWhPgU2O4ILjYIVNEQxysKrDp+AGpZC5Ihdh5oimoBRBV6o3ZATL69xAxg6KUoovnTWZ3YdbWLx6E005pXz8hFHx13NyFBccP5LlO83isqk5/UXgfW9s4SO/ehmAG8+Z6r85AgkiHWFqsJpSpgjSFiEnR3HujOGUFgYsWJJxx+Wr4mVBxj7b+KWfg5k/w6rItkVhx7JwNoJoqjVzGsCCr5u59O3/s2PbVb/1i4CGrcFq9VcwPXZUJXubFTpEBCsSMfflzHFDGFTmk6aWbQcrWxGs3HyT1p3CAbr+rMksumEBp0+t4WvnTGXRl0/j6lPHc+L4QXz59NEAnHr0aB769/nc89m5HDvKuRfyCs3vDZUiGFCDBeFFjlI6WFlWEXSfv725xjQE4mB1lf3rYNBE8/3ouaY+pG5XOJtuhCN5gelGtMKmCLoLbK8UQfd3hN1FaG3u3GgS7OSYg3ealy0VOHAWaR671IUWwvzu5zf7KphwBjz3g/B1P8m01HXu82TTwdq21DhVbtrqqDmwdbG9zQXoHMEFexGs/FLvnTQbO2itDf4LqMIKQIe7fpprzUMqqFlp2BRBPwcrL/MUu3kTBvPbS49ncpWmtGIg+bkdHzcXzhoZFzb59oPL2FcfvBCMxTQ3P/0+X/vbCuZNHMyiG07j6OEV/psj0O6ghBF6iQREKOMOVoaLwKAi9g72LUSw2lph2T3hn1fJNB0MiGBZSBFc8Vf4/WkmeyQbJApADZ0Oo+fBSz+DP54VXmHXdS59UwRDZnhE/O3PHT+I+rY8WpoyP/9vbzQqxh+Y3rlRLmDurzAOUFoiF2F65AXInENGbVhGDijha+dM5VcXz+SEEc6axy/C7aoQZ0pbQATO/b2hHKwUDlDoFMFYcIpgWY1x4GyqHfcixMHqCq3NpubKdbBqjjZf9wSozKRDy2FzIyU7WAVlZtEfdoc9qEjelpBGa6O3g1JgycHyqsFyVeBsOCt+i7RCCxEsdwFfWgMf/rmZUO79lOm9YiNdUGtzDsqHdTxu08Ha8ZaJ2rqMnmvU92w0wo6nCPrUYLU2his893I+XUoHh99BC4pw+PRa6RJNTgqWV558XKkz7PlJFcHKbIF/zvRhnDAkl8KyznPPqIEl/PqyOQDsPlTPdwLUumobI3z2z0v55aJ1fPyEkdx2+QlUlbgCFs0BKYI2IlhBDlZ7imBGuI5Zd9RgvfuwEXH4+RRYfn94ey7NPvW9YMfBcltxPPVN2PxqOFteNB3oGIE75QaT9bFtifkXhgAHyBwvCTe3+dWXAmcfPZRYTiHNTV23/9jyHVxz15s8s2IbAMeO8RFsCZ0imErkItdSBMvn/ioKKfLlJe6VSNg+mqnGnx9Shj9VCl9uWAcr6l2b6WKrDKaXIg5WVziwAdDtDtaQaebr7nfD2Y0vwJMmMaVMmqC1CFaAgxW2DiXa7D3J5BdbUhH0qcECOLwtvH2/RVoaedopcZ3XsmoYOB4uuA0ObDS9V578euZ2E+23NrY3X3YprDC7R2EdrEijcaTcDQWAUSear1sXh7MN7deeX4oghFMSDHIgSgebzz5MhCkowpFGIXVKmgNSsLIdwYqr8IVYRPn14ANKi8z4P3bsEP6xfCfPvNux79+hpla+8fcVnP2LF3lx7V6+9y/T+MkFMzpGwwIjWNmWaQ9pPx7BClIRxI6U8ZbXzdfR8+DBz9pzVoJSBPMt9HlyMxQKy+GOD8Gml8PZS6bpIBQnNJ+e9AG4cQugYNub4WzHm5D7qQiGjEAEOHDFBbkMHVSJbm3mrtc3c6gpvWvotfX7+dJ9y3hy1S721prnXk7Q/WUlRdBP5CLkAj9IhQ/C18j6iXsl2g/lYLkiF0EpgiHur5QpgiFl8lOlCNoqg+mliIPVFfY7va9cB6tkoIka7LHkYHkV+ZfWhI8uxfvoBKUIho1gNXkvQipHGeXFsKlkLfXmRk2cKMtqzLFsRrBs1GC5k4d7ro86F65dBpM/aNJfwkaxXKn6ZAdLKbPwCetgHdhgvg6a0H5syDSzaLax2GnYZ1IRvBbhroMVJk0w0MGycP23NqR2sGxEsLywFsHydoCsRFCaD3s3MYZ4BOjD0wZz9LAKbrh/Gbe/vJFdh5pZu7uOT/7+df66dCvHjKjkr9fM4/J5YzsqmcViZmy+NVghHaBYLFikIEFFMCNSOlgWI1hbXofxC+CyB811/9LPw9vUOo0UwZCN2mu3wMg58O9LoGoUPHY9HA7Zu86ltcnM/cnPxqJKqJ4C294IZz8eYQpKEQyxAZkiQjZj3FCKc1r5z4dWMv/Hi/jr0q00t/o/b9buruNzdy1lzKBSfnrhDE4a69y3gY2ws5kiGFLGO9X9FdYB8uiD1YGC8nCbd9EWs0nq54DmF4eUaU+jBitUhCyFiqAbwbKhlN0LEQerK8QdrISFZs3RsHtlOLtBRf5lNfYiWJ4qgs4CNmyItmGvt4z00GPs1KlFnEa6iYurnFzj4FpxsHwK5V0HK8wk6eVAFw+A6ReYc7MzZAG322w52cECk0bpXreZEr/uJ7Ufy8k19WRrngyvQNmwzyz4vFLgbFyfaTlYIeynErlwx5ApQREs95oN85BtORwQwbKQYhcQwXJrsPJp43eXzaK6vJDvP/Yuc296jrN+8SI7apu47fLZ3HbFbI4b5XEO3BSaVDLtmRb6R1OkAOWETRFMsUNtqwar+ZB5To0+yfwtcz8P654N31g3Um92qX1FLkoBHS5KU7sFqkabNN9z/8ds+PxiGtw6L3yKsiug47X5OOIE42CFcQ6DmpBD+AhWvMbLO0JWVlJGIRH+ds1JTBlazlceWM607zzFR371Ms+t3s322iZa28z8/cq6fVz429cozM/ljitmc9EJo/jk8UOMoaxHsAJEXqLNmTtZcQfLL4IVNkUwhYNVWB5SRTDif+7d3xtG4EjHglMEB4w1G+SZOtGpUhDdmm4bvV57IWk5WEqpc5RS7yul1imlbvR4vVApdZ/z+mKl1FjbA+0VbF1slOsSFyMjZsHuVeGUzoJSpKqnwr7326NQmRAk85ybbxyvsAvM7W8Z4YNk4mmUYevUPFTyACpHwr414WyDOUdei7ScHPPwCpsiWFTZuVB1wumAgnWLMrcN7Q5W1ejOr40+CbYuCZdm4TpYA8d3PH7UR6B+d/hd3sZ93j2wICGCFTJF0KvHEyTUIIa4/lsbU4hcYNokZEpaEaxsqwiGjWB5bL5AQoSmlVEDS3juhgX888sL+MrCKXzrw0fx7PWncWpQw96oT3uIuH3XQczw+ncjg6n6YGUcIUvR5ybh/IRi3bOANvMBwJzPmfv5wavbVWYzISg7AtojK5mmicfa4NC29rlt4pnwhSVwyvWmZ9XfPx9ug8fdfCwZ2Pm10SeaDbBdyzO3Hwl2gCgoNddOpgvYVDVeeUUoHWPWiGLuu3ouf7pyNp8/bQIHGyNcdedS5v94Ecd972ku/v3rXHrbYqrLC3nw8/MYNdCZV1Kp2JUONtdwpo5uqhqsoceaTZRMNyFTilyEdLBSzT9hUxCDmpCDue8O78jcAU3lAI2cbebATHUGdCw4QlY80ES4+msESymVC/wa+CBwNHCxUuropLddBRzUWk8EfgH8xPZAe5zaLbD2aTj2Ex2PTznHXERrn87ctuu9e6UITl5oboL1IRbhTbVmIeY3yYSVqt662EyyY0/p/JpbtxM2yhfx6PMEMOks0wDXdTIy4cBG09NpzHzv18OmEdTv8VbIKx1sJrB37gmXBnFwk4nkee2ijZlnJsgwDY73r4fy4Z2FIiadbR6879yTuW0wzo3XtQ92UgQjWU4RjDRkV+QirRqsDFMEtU7hYIVMUWuLml32FBGsxBS7sYNL+ffTJ/KZU8ZTXR6wewupayziKoIZOqBxBytFDVamDkS6KoJhdsG1hpd+YSLQY082xwrL4GN/MPWri3+Xue2g7AhoX/hnmgZ3eIe5NhI3jwaOhzO+BefcBJtfNmnWmRKksDv1XHP+3747c/spVQSd6yrT+SeVgzVipvn6/uPk5eawYEoNX144hWe+dBp3XDmbmz52DAunDeVgY4SrTx3PI1+Y3+5cQeoUu8nnmK/v/SOz8bv3vfJZio5fYL6ufz4z+20pUuwqR5oaPzfNvqu0Npk6KL9GvTVHGZGWfWszs98W8Y++gVn/NO6HzRlGolOlCI6cbb5uzVDsJdbm/9mC2cAuHXzE1mCl07BjDrBOa70BQCl1L3AekFh4dB7wXef7B4BblFJK6z4kbr9lsYkUeaE1rHrQfD/ryo6vDZtpusAvvSNFrmpA48nFvzM7pF4RlJGzzeS/9PbMF/nb3/J/AIJZZO5eZfozqRwzVqUSvqZg7dNmEhs9t/NrJQNNmtr7j5uHeib2dQx2rfSO8B1zETz3fVj0o/bFQ1fZ+IIZ17EXe79eUGYcxKW3OwecMcfHnuLv2LO6Pdc4mXlfhPsvg2e+nZB6qtK3DaZHlVd6ILQ7ja/8r4mY+S3kgtj2Rse0WJeiCph1BSz5g3lQFQ8wk3XQhOpF7RYYf5r3a8VVgIL1z/k7MaloPODvQLiO3fuPp3ctehFJowZrzVPBO4VBNPs0CYf2c5Lp+GNR8/Ja24UAABC0SURBVM/v/BSWA8qozukMIgVu6qJfDVbpYLNAef3WzHL9Xcfbbwe5ahQUVsILP80sUlPviG74XXuDJ5lraNGPMtsEcBd2OT4L2CHTzS7vs9/LPBV6y2LYvQLO/23Ha3DkCaYO9LVfm3s3KBXJDze67bcB4N5fL//CZHt0lQOOguCAMZ1fO+5S88x67nvGAc1k/Dud6JSXg1Uy0DhZy+8185+fkx2EKwLk5wBNOBNyvguPXmtqc7vKxpcc+z4RsvFnGOf0lV922AQoBk4HyIOLJwGTADbByqRsBFdF0e+5MWiC2UR9+27/vzGIHcucZ4bP3FVWbcoMVv29PZ2sq/aDrotZV5hr88kbYcoHu25/5zL/9GSA4z8NL/zEPN8zsb/nveBn9qSzzbPnlV9mtsm8f32wg1U1GsqGwKqHMru/arf4S8y7lNaYz8mvDUNpjQlk9EHScbBGAFsTft4GnOj3Hq11VCl1CBgEdMi7UUpdDVwNMHq0RzpTT7Li/uAGsAVlsPAm88BOJCcHpn0UFv8Gtr6e+e8ffrz38Zxc09D4zT/Bppcyt+8VXXKpmQpLX4V/3JC5/XGn+i/Sxsw35zeM4lxRJZx8XefjVaNNLdCK+82/TJnyIaj06FQP5iGy5slwUaDjL/c+PvVcGHIMvHZL5rYBTrzG+3hZNYw5Gd57zPzLlKkf8j5+5rdhwwuw6IeZ2wYYPNn7eE6ueYisfSpclNjPAc0vgmM+Div/Zj7jTPFKzwSz6Dj2YuOgrHkic/vJ6ZkuxQPg5Ovh1V+GG7/f+SkZCB/+GTxxo9mIyNj+OO/jxVVw0Z/MJsMjX8zcfoXPvVs8AC68zbRFCGO/cpT38eIqOP83Ie0rKB/q/VLJQPiXX8FfLw83/vnXwoxPdD5++jfgro/C41/O3LbKhSoPBwjM3HzCVbD0NvMMy4ScfJMq3+l4Dnzwp+bchxl/bqH/9XPK9SZD4omvZm4/v7SjSmEiQ46G079pnMS1T2Vmv6gyIEKcA3Ouhqe/lfn1UzLYfwMAnE3O72Vu3+/ecpl6LvzzpsztJ9YOd/rdI2DW5Wbt9/7jmdkfOsP/tbIaOPaTxnnI1P6o5OV2AgWlZv257G5Y90xm9scv8H9NKfP68vtMtDgTpvisHVyqJ5vnr9/nO3pen3WwVKogk1LqImCh1vozzs+XAXO01l9MeM8q5z3bnJ/XO+/x3dI74YQT9NKlSy38CZZoOhic5lFU5d9LJxaD+gARh5SBPG0mMb+dkFT20/kdpYP9dyBiMSdFQTt2Er6mS2mN/05FLGbqbOK2Y123H3R+2lqDUyzSOf9lQ/zTINpaze503I5OspvG31E+zD+CEY04qSq6o82unKPy4f79JrQ2qU4t9RlKripn/D7226JmBzkWdWpFuhq4VkZyPygC03wo8wiuyjHjz5r9XLNADrLfVJu5UEpOnv8C3Ir9fCgfEvyeMOcntyD17nMo+4Xtcr9+hDk/eUXe0fMO9lM8PwLtF/vXILo0Hsg8DTS/xLvGyCUWM5E6nWGacir7APV72wVJukpBqX+NF4Qff2G5f40gmPmzbmdmEVwwzo9fBNelfk/mabhFlf6bm+CMf1fm5ydo7RO3H+L8FA8Ijn65fR67/Fxx7Q8Mzn6Ixcz4M7VfMig4uhlrc+xnSNDax4b90urg6FRbNPX6M4igtVU69tOZ37sZpdSbWusTUr4vDQfrJOC7WuuFzs9fB9Ba35Twnqec97ymlMoDdgHVQSmCvc7BEgRBEARBEARB8CFdByudYok3gElKqXFKqQLgk8AjSe95BHBzoC4EFvWp+itBEARBEARBEAQLpKzBcmqqvgA8BeQCt2utVymlvg8s1Vo/AtwG3KWUWgccwDhhgiAIgiAIgiAI/Yp0RC7QWj8OPJ507NsJ3zcDF9kdmiAIgiAIgiAIQt+ii3rKgiAIgiAIgiAIgh/iYAmCIAiCIAiCIFhCHCxBEARBEARBEARLpJRpz9ovVmovsLmL/60SOJSF4biMBrZk0X62xy/2xb7YF/tiv//Z78tjF/tiX+yL/SB629p8itY6oPmcg9a6z/wDfp9l+3v7+PjFvtgX+2Jf7Pcz+3157GJf7It9sZ/Cfq9am2MU1FO+r6+lCD6aZfu1Wbaf7fGLfbEv9sW+2O9/9vvy2MW+2Bf7Yj+IPrk277EUwd6IUmqpTqM7syAIgiAIgiAI2aW3rc3THU9fi2Blm9/39AAEQRAEQRAEQQB639o8rfFIBEsQBEEQBEEQBMESEsHKEkqpc5RS7yul1imlbnSO3e0cW6mUul0pld/T4xT6Jz7X5xlKqbec6/NOpVReT49T6H84c+MepdTKpONfdK7ZVUqp/+6p8Qn9G6XUKKXU80qp1c61eK1z/AdKqeVKqWVKqaeVUsN7eqxC/0MpVaSUWqKUese5Pr/nHB+nlFqslFqrlLpPKVXQ02M90pEIVhZQSuUCa4CzgG3AG8DFwFjgCedt9wAvaq1/0xNjFPovAdfnU8CZWus1SqnvA5u11rf13EiF/ohS6lSgHviz1nq6c+x04JvAh7XWLUqpGq31np4cp9A/UUoNA4Zprd9SSpUDbwLnA9u01oed9/wHcLTW+poeHKrQD1FKKaBUa13vbOK/DFwLXA88qLW+Vyn1W+AdWX9mF4lgZYc5wDqt9QatdQS4FzhPa/24dgCWACN7dJRCf8Xr+rwAaNFar3He84xzTBC6Fa31i8CBpMOfB36stW5x3iPOldAjaK13aq3fcr6vA1YDI1znyqEUkN1rodtxlpj1zo/5zj8NnAE84By/E7MpIGQRcbCywwhga8LP25xjADi7CpcBT3bzuAQBvK/PoUC+UspVxrkQGNXdAxMEHyYDpzgpLi8opWb39IAEQSk1FpgJLHZ+/pFSaitwCfDtnhuZ0J9RSuUqpZYBezCbpeuBWq111HlLhzWpkB3EwcoOyuNY4m7WrZj0wJe6aTyCkIjX9RkDPgn8Qim1BKgDoh7vE4SeIA8YAMwFvgLc76TCCEKPoJQqA/4GXOdGr7TW39RajwLuBr7Qk+MT+i9a6zat9XGYLKk5wFFeb+veUfU/xMHKDtvouPs/EtgBoJT6DlCNyYcVhJ7A8/rUWr+mtT5Faz0HeBFY2yOjE4TObMPUD2it9RLMhsDgHh6T0E9xslD+BtyttX7Q4y33ICnWQg+jta4F/onZmKpKEK6Kr0mF7CEOVnZ4A5jkqLYUYCIDjyilPgMsBC7WWsd6dIRCf8bv+qwBUEoVAl8DftuDYxSERB7C1BCglJoMFAD7enREQr/EiZzeBqzWWt+ccHxSwtv+BXivu8cmCEqpaqVUlfN9MfABTJ3g85jUf4DLgYd7ZoT9B5FhzgJa66hS6gsYVbZc4Hat9Sql1DvAZuA1J7vlQa3193twqEI/JOD6/KlS6lzMxstvtNaLenSgQr9EKfUXYAEwWCm1DfgOcDtwuyPdHgEu1yKBK/QM8zE11CucOheAbwBXKaWmYKKrmwFREBR6gmHAnY5acA5wv9b6MaXUu8C9SqkfAm9jNgmELCIy7YIgCIIgCIIgCJaQFEFBEARBEARBEARLiIMlCIIgCIIgCIJgCXGwBEEQBEEQBEEQLCEOliAIgiAIgiAIgiXEwRIEQRAEQRAEQbCEOFiCIAiCIAiCIAiWEAdLEARBEARBEATBEuJgCYIgCIIgCIIgWEIcLEEQBEEQBEEQBEuIgyUIgiAIgiAIgmAJcbAEQRAEQRAEQRAsIQ6WIAiCIAiCIAiCJcTBEgRBEARBEARBsIQ4WIIgCIIgCIIgCJYQB0sQBEEQBEEQBMES4mAJgiAIgiAIgiBYol86WEqp+p4egyAIgiAIgiD0Z5RSbUqpZQn/xga8d4FS6rHuG13m5PX0AARBEARBEARB6Jc0aa2P6+lB2KZfRrAAlFJlSqnnlFJvKaVWKKXOc46PVUqtVkr9QSm1Sin1tFKquKfHKwiCIAiCIAhHOkqpXKXUT5VSbyilliulPpfwcoVS6u9KqXeVUr9VSvVKX6ZXDqqbaAY+qrU+Hjgd+LlSSjmvTQJ+rbWeBtQCF/TQGAVBEARBEAThSKU4IT3w786xq4BDWuvZwGzgs0qpcc5rc4AbgGOACcDHun3EadCfUwQV8F9KqVOBGDACGOK8tlFrvcz5/k1gbPcPTxAEQRAEQRCOaLxSBM8GZiilLnR+rsQEPyLAEq31BgCl1F+Ak4EHumuw6dKfHaxLgGpglta6VSm1CShyXmtJeF8bICmCgiAIgiAIgpB9FPBFrfVTHQ4qtQDQSe9N/rlX0J9TBCuBPY5zdTowpqcHJAiCIAiCIAj9nKeAzyul8gGUUpOVUqXOa3OUUuOc2qtPAC/31CCD6HcRLKVUHiZCdTfwqFJqKbAMeK9HByYIgiAIgiAIwh8x5TlvOfoIe4HznddeA36MqcF6Efi7l4GeRmndKyNrWUMpdSzwB631nJ4eiyAIgiAIgiAIRxb9KkVQKXUN8BfgWz09FkEQBEEQBEEQjjz6XQRLEARBEARBEAQhW/SrCJYgCIIgCIIgCEI2OaIdLKXUKKXU80qp1UqpVUqpa53jA5VSzyil1jpfBzjHpyqlXlNKtSilvpzKjiAIgiAIgiAIQiJHdIqgUmoYMExr/ZZSqhzTNPh84ArggNb6x0qpG4EBWuuvKaVqMHLt5wMHtdY/C7KjtX63B/4sQRAEQRAEQRB6KUd0BEtrvVNr/ZbzfR2wGhgBnAfc6bztThzpR631Hq31G0BrmnYEQRAEQRAEQRDiHNEOViJKqbHATGAxMERrvROM8wTUZGhHEARBEARBEAQhTr9wsJRSZcDfgOu01od72o4gCIIgCIIgCEcmR7yDpZTKxzhFd2utH3QO73bqqtz6qj0Z2hEEQRAEQRAEQYhzRDtYSikF3Aas1lrfnPDSI8DlzveXAw9naEcQBEEQBEEQBCHOka4ieDLwErACiDmHv4Gpn7ofGA1sAS7SWh9QSg0FlgIVzvvrgaOBGV52tNaPd9OfIgiCIAiCIAhCH+CIdrAEQRAEQRAEQRC6kyM6RVAQBEEQBEEQBKE7EQdLEARBEARBEATBEuJgCYIgCIIgCIIgWEIcLEEQBEEQBEEQBEuIgyUIgiAIgiAIgmAJcbAEQRCEXo9Sqkop9W/O98OVUg/09JgEQRAEwQuRaRcEQRB6PUqpscBjWuvpPTwUQRAEQQgkr6cHIAiCIAhp8GNgglJqGbAWOEprPV0pdQVwPpALTAd+DhQAlwEtwIecRvITgF8D1UAj8Fmt9Xvd/2cIgiAIRzqSIigIgiD0BW4E1mutjwO+kvTadOBTwBzgR0Cj1nom8Brwaec9vwe+qLWeBXwZuLVbRi0IgiD0OySCJQiCIPR1ntda1wF1SqlDwKPO8RXADKVUGTAP+KtSyv0/hd0/TEEQBKE/IA6WIAiC0NdpSfg+lvBzDPOcywFqneiXIAiCIGQVSREUBEEQ+gJ1QHkm/1FrfRjYqJS6CEAZjrU5OEEQBEFwEQdLEARB6PVorfcDryilVgI/zcDEJcBVSql3gFXAeTbHJwiCIAguItMuCIIgCIIgCIJgCYlgCYIgCIIgCIIgWEIcLEEQBEEQBEEQBEuIgyUIgiAIgiAIgmAJcbAEQRAEQRAEQRAsIQ6WIAiCIAiCIAiCJcTBEgRBEARBEARBsIQ4WIIgCIIgCIIgCJb4f8LGKvon+RZTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 1, figsize=(12, 8))\n",
    "de.loc[\"2012-07\", ['wind', 'solar']].plot(ax=axes[0])\n",
    "axes[0].set_title(\"Summer month\")\n",
    "\n",
    "de.loc[\"2012-01\", ['wind', 'solar']].plot(ax=axes[1])\n",
    "axes[1].set_title(\"Winter month\")\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vvcCHPgT8wz+4H1uqPv/yL8CQIcCtt7ob++BB4NAhdl6+7W187rnn3Iwt1/KgYAX0EzIJFhGNAXAegB8CgBCiWwhxKOUpVwC4UwjRJYTYAmAjgOW5n41CiM1CiG4AdwK4gogIwPkAfpV7/u0ArjR9Q2WHffvYM9PSwotpRQUXpHDheZeV8aSCNXMmJ1u7yMM6dIi9bFEFC+DQgGeftQ+DaW09NTwQ4JhuF2Ro715WNwLBikd7e/73H/3I7djSeSA/Wzk3XVRxlN7MhoZ8/7RQaSogCxs2sFNh5073isGxY1yUZ8oUzgusqgp5WAHZkBEcN93kPs9o2zY+LlsGnHceq1iusHkzH2fO5FxYIneVM6MEa9IkJoeBYAV4hIqCNRPAXgA/IqIXiehWIhqZ+9+1RPQyEd1GRONy5+oBRHXXHblzSecnADgkhOgpON8HRLSKiFYT0eq9LgohDAZESdBppwFf+xoTFBcefRmKIo3YigouKuBCwdqzh4+FBOuMMzj5VC7ipti5sy/BAjiswVbhkwRT5owFgnUqovfXtbdd3mfZ32ziRE6IdkGw5NgyRBAIeVgB2ZBFhoRwH3IUDYmtrmaSFQjW4MDx46x++kDUMeSytQqQJyXTp+fzAk+edDO2/P40NnI115kz/RCsigp+jRAiGOARKgSrCsASADcLIc4AcBTAdQBuBtAMYDGAXQC+nXs8xYwhDM73PSnED4QQy4QQy2praxUuvQwgPT7NzXxctIiPLjzvGzcyARo9On9u8WI2mm0VMhnqFQ0RBHhBBfLvyxTbtuXDAKJwQbDWr+fjnDl8bGhgJdFV8Y9Sh/SerljBlfhcJuVv385zsjqXpknEc9+1gjV9Ov9eagrWAw8ATz890FdRXoi2lnA9XyTBkrmkoZLg4MHixXlHjmts3coO19pa98VXtm3jcP7x4zkH9vhx+/1aQpIg6RxdsMBdj88owQLYPggKVoBHqBCsHQB2CCFk2+tfAVgihGgTQpwUQvQCuAUcAigf3xh5fgOA1pTz+wDUEFFVwfkAFUive0MDH1163jdsyOe4SCxezMUvbBdUed2FKpMkWDbX39nJClnc5lVfzwutjcdt0ybeYGShhcbctA4qFkMS2Isu4pwmV5svwPdYznWJWbPcKVhDhjDpHz6cP99SUrA6O4HLL+fqWwH9h3Xr8rmerueLVPLlnF+4kB0BBw64fR1f6OriHB1XVT4HE9at433Kh4qydSvvpZdcAjz0kNtiPW++yQ4oIiZAgFuVqaIi73hdsIDtEBfOy127eF0fM4b/DgQrwDMyCZYQYjeA7UR0Wu7UBQDWElGkPBveDUC6Ge4FcBURDSWiGQBaADwL4DkALbmKgdXgQhj3CiEEgEcBvDf3/GsA/MbyfZUPdu4Exo7l4g0AE4iqKntPamcnhxrKMDgJWejCNg9r3TpeSKXyJjF1KqsTNka5NEqkChFFQwOTKxmiaAJZ5Ug2SA7hZKciSrAAt1WmZJW/KGbN4vluq5Rt387fn4rcsjhtWmmR5t+EZXNAsGED545WVrpXsGSot3Q8zZ/PR1cN2QFeL1s9+TTvvBP4xCeAr3zFz/iliqiD72c/cz/+1q28L116KUdXuAzV3rIlv7f6yJOaNIm/SwBw+ul8r1zMd9lPTu7bjY0870PbgwBPUK0i+BkAPyWil8EhgV8D8E0ieiV37u0A/g8ACCFeA/ALAGsBPAjg0zmlqwfAtQAeAlch/EXusQDweQCfI6KN4JysHzp5d+WAHTvy+SgAL0zTptkb+489xl4j2edJYv58fg3bPKx163gDGDr01POVlbx4uyBYSQoWYBcmuGnTqcTQZfn3wYCdOzl85Iwz+G9XZf0BJkFxClZPj703snBsF+Gk/Ymf/jT/u6/cjoC+aG3lNbex0f0asGkThzSNGMF/z57NR5el2t//fuDjH3c3XhT79/PxP/8ztDyIQoZ+AsBvf+t27MOHWeFsagKW5wKLXnjBzdiyarGMbBkxgvdCV2u87FMlcVrOr+9ivheOPW0ak7dQKTbAE5QIlhBiTS73aaEQ4kohxEEhxIeEEAty594lhNgVefwNQohmIcRpQogHIufvF0LMzv3vhsj5zUKI5UKIWUKI9wkhuty+zUGMnTtPJVgAG/y2ntQHHuCwl/POO/X8sGE8vu2Ct359fvEsxMyZdgRLvncfBKu3l68tSrDq6zm0zGUoXClDzsnRo5ksu4qh7+jgCoVxBAuwDxPcujVPlgF+D6WkYL30EqvXQJiL/YXeXs4nnTqVjU6Zn+kKmzbl5zfAa1pVlbvX6e3l76dLJ0gU0tm1d6+b4kiDBTIscNYsJj8uVZSog7G52V3lX4A/x46OU+fkzJnuHAutraeSIPk6Lua77CcnEXph9S++9CV2QvloHVCkUFWwAooVO3f2NTibmuwXvKef5lyO4cP7/s+WwAnBC6b0xhbClmBt28ZGSHQxlbAlWLt3s7IXJVhSdQsKFqO1NX+fzzjDnfdUfmZxIYKAHcHq7uaNVoZiAfy9am/nnMNiR3c3k8GLL+a/QzPaU7FnD6s0HR1ux923j43jujouevPGG26baxeq5UOG8PrrimDt3Mml4Ldv91OkJ1oNtpTUYN+Qjpt3v5vv/+uvpz9eB1EHo6z864pgFbZuka9jW/VXolBlGjmS12EX871wbLmPhDys/sEvf8nz/lvfAv77vwf6avoFgWCVMnp6eNGIU7Da2njhNsWhQ30r/EXHtyETO3dyKfYkBau5mXt3mJbi37qVvVMyjjuKSZOYfJkqE4VVGyVs78lggmyMCgBLlvDmePiw/bhyIyx0KNTVsSPAhmBt28aGcZRguQgnLcSWLRx2K0OnXOHNN/n6Zd5bIFin4nvfA374Q+D733c7brQy2dy5TMZdzZfOTnZWFK41s2e7+3zXreOjEG5aexRi69Z8g+RoWFy5Q6om7343H1evdjd2YQTHGWewuu2ilHph6xaAnYt79/KebgOZG11Y+KqlxX6+d3aysywQrIGBEDwvP/1pXr++852BvqJ+QSBYpYy2Ng7xKDQ45QIlS6Gb4PDhfLWdQsyYwZ5bU8++XCyTFCwZN/7UU2bjb98eX6IdYNI1e7Z5qeN9+/hYSD4DwWIIwZuk7G8mi6S4CA+K29wBTlq2rSRYWEwAyH+vXBKs//gPLpv8ve+5GxPIz70lS7g3WCBYp0LmeroO4ZPFIaSCBbgrQJHkzJEGp4ucpuj9cH1vAHZcyPU8EKw8tm/n/KUVK3iffe45d2Nv28YOJ9nKRvaWdEGgN27kPTQafi9/tyUqe/bwnC6MPJk9235uFpZoB/i+19SEEMH+wP79PAdbWoC3vMWtYlvECASrlFHYdFVCGv82zZg7OtIJFmBOKKT3PkkhW7aMQ2GeeMJs/IMHuchCElau5BBIk1AeGWIU7Q0G5EmnC6WmlHHoEIeryc92yRI+uggTfOMNrpYZF/ppS7CkMRunYLnMw5I5Uq57GcnrnzGDDf0y2cCUIZ1NrhtfRw03SbBc3fskh8Ls2Ryd4CI5f926PPl0TcoPH+b1YPZsYMKEQLCi2L6dFZSKCnZCuSRYsoKgrJZ3+ul8dFHNdeNGVqxkH0LAXc/AOBIE8PzZv9+uNUHS2E1NwRnVH4iqqnPnMpkulVYTFggEq5QRbYwahfRcmZYi7+nhDdwXwZIkJGn84cN503nySbPx08ghwARr/34zj14SwXJtXJUqpCErFawpU1hRdUGw1q3j+ywNhyhmzeLP0zQMZvNmLuAiQxsBPyGCMlfhD39wm9i+ZQs7JaZOzTejdZkLVOqQJHnNGrd5WFHDbcoUbpnhag2QSlhhKLXL5Pz167kybG2te0Mz2i5jypRQrS2KaLuJZcuY+Hc5qu0lCZaE3JtcEKwtW04tBATkX8s2DyuqBkfhIsc2iWAtWcLhmWGt9AtJsGbMYIIFlIWtFAhWKSMurAnIqwemBEsaIANFsADgnHPYq2ey6Rw+3JcARbFiBR+fflp/bBkWWTj+okV8LPdKWXLOSYIF8Cb2/PP2Y69bl5y3N3s2K2emm/zmzTyvKyJL4ogRwLhxbkNI5Hfm0CG3c0X2pqmsZIJ1+HDILYhCEqzeXndFVwA23GpqmJwTcZ/AZ591M/YbbzBhLlwnpUPNhbK6bh1/d+bNc9fLSEIaVZJgBQUrj2hLiDPP5EbMru5/IcEaPZrJnAuDdtu2vv0l6+rYueNLwXLRBiVp7OXL2dkaqq6yrfWtb/lp8RFdCwLBCigJbNzIZKpwA7ZVsLII0MSJbHg+/rjZ+EkqUBTnnMNfeF1jSIhsBWv+fH7tP/1Jb2yAx66o6FtdsamJX9N1CFKpoVDBAliNfOMNuyToo0eZMEhvbCFkIr3p/Y8rFgPw67kM59u6FTj3XP7dpUG7fn0+V0feC9dhiKWMnTvzFRZdtQ0A+lYme/vbec06eNB+7DfeiJ/vrpTV48d5Pp52Ghv5L77ITgpXKFSwAsFiyOJUUsE680w+uggT7OhgwlDYomTePHsF6/hx/gwLCVZFBauqtgqWJEHRKAIgT7BsSNCuXex8mjjx1PPS2erKKVLKuOsuLqH+5S+7H3vrVrYZx47l+TNsWCBYAUWOaMO/KEaO5B9fBIsIWLUK+PWvzWT7w4dZHZD5KHE4+2w+6uZhdXZymFgawaqsBC68kHt96YYGdHRwHlBhmBoRq1iBYPExml+3ZAkrBzb3RoYvJSlYp5/OG73paxw9yp9rIVasYPXtxAmzcaPo7GQD5YILmKC7IlhdXdzHSDZ2ljkXrhWJUsWJE2xgrVjBapPL+9LaemrVs7e/ndcUE+dNFEIkE6wJEzhvylbB2rSJX+e00/jedHe7JeXbtrEhNXlyPkQwhGLxfejtzROs6dPZ8HdRSTDaAyuKuXN5PtkURpHzrZBgyXMuFKyJE0/N7wJ4Xa6ttVewJk8+NUIB4LVy+HDgmWfMxx4skNFCf/yj+7FlhAXA9tdppwWCFVDk2LixbwK0xKRJ/ggWAHz2sxwW8N3vmo2fNjbAi2Fzs34elrz2NHUMAC6/nDcM3QabHR3JYy9axAaKi+pepYq2Nt7Eop5CWUnQJjRLejcLe2BJjBjBzgZTgnXkSDzBWrmSPbcujHJp/DQ3uw3Jeu01JhGyoMjo0ez1DQSLsXs3G/YNDcCCBW7vy5tvnlqxdMUKJhWPPmo3blsbl5WOI1hErGLZKliyRPvs2flKfy4NTdkug4hVvuPHQxEgoG/uNBEb+i4MTpk2EEewjh2zCxuW61dchd6mJjcEK66AEWDfzDha2TaKqiren4KCld9jX3nFTUn/KDZsOFUMmDs3EKyAIkZnJxOENIJlWkVQhWBNmcI9PH72M/08qawcKYlzzmEFS8frmZU/JnHZZXx88EH1seX4Sde+YAEb6uWc+9LWxuQq2oNs6lQ+Z6NgqYSV2iiIR4+y6lsIm3y9QkQTfWUhCheQxFUqWIDbXkmlDklEGhrYkH31VTdKSnc3GyVRj/7QoWyw2eYcynCopPW9ocFewYoSrMZGNkBdGprRfB0Z9hUKXeQJVtRZ5KIUOZCPKCmMbJHhwzZhfHJfi1OwmprYkWHTrLq1NZlgzZhhFyJ45EiyTbB8Oa+hLsNjSxFynTxyxG2eanc3f3bRtjxz5/JctOnVWgIIBKtUIT1VSRtwba2/IhcSf/mXXGrz3nv1xldRsAA2GHXLeaoqWPX1TEJ1N7U0giUXEJtqR6WOtra+nkIi3uBtPJxyTsapTBKLFrGX0yT/JUnBkuE7L76oP2YhoqVqFyzgue3C4HzhBf4+RYvdyLL1ISTr1OpkCxbwGuGicMmOHXx/Cz36UiWzufdyHaupif9/Q4O9grV+Pd+T0aP5O7pggbseXsCpBEveI9s8ncGAJIJlW4oc4O/8hAmc7xKFvP+2ChZR36rFQP5zthk/TcGaMYPHNq28mrS+A+xE6+oKin9ra769jUtHy5YtrIhFw/vnzuX10UfvvSJCIFiliqRYawnfIYIA55KMHasfDqNKsOSirbMpq147wBucrqGVRrCk17CclYO2tvj+ZraNmJOqN0ZhmrfX28uetDgFywU5lNiyhfML6ur4uwMAv/qV/bhr1+Zz0CRhtWvqAAAgAElEQVRmzeIQM9lzrpwh8wKnTMlv8i6+o9KYLCRYCxfyvbdRmLLme319nuCZorAqZ0sLGzwuSHlnJ+8/cn+S5D9Ua+PPbdSoU/co6ZyznZdJaQOSFNkQ3G3beO0qzJEC7Eu19/ayApZEsJqbmVyZNktOI1g+wmNLETt3ckj8xIluqv5KRJVyiTKpJBgIVqkiy8MpCZZJPpAqSamsZMNO1/OTVeVPwsTrpqq+yfF1PW5pBGvqVM4FKmeCtXNnvIezqYnvtWlst4qCtWIFb/66BQZkmELS2C4qZAFM0qZPZyK0cCGHkt12m/247e3stY5CGlnlPBcldu9molxbmw+VMjXUokgiWAsW8NHGIy4JVtKcbGjg0BtTJxoQT7AOHXJDyqMVBAE2nIcODQQLyDcZjhZKksanrUd/w4Z4gjV8ONsENgrT7t2nFnSJwrbZ8P79TKCSCNbb3sZH3ZB+CVmcKg6yyuXPf+6mmFGpYudOdty4CHGOIo5gtbTwPhgIVkBRIisnZeFCXrA++1n9sSXBSjNmJRYs0M9p6A8FSyXHq7GRNxzdHK+ksYl4cytXo1aWH04iWLKamwk6Opg8xXlPJYYPZ2+kLsGS5ePjFCyA56HuPIlDYX+av/xL7oWlW2ilEHHfJ6mmlnO4qoTMC6yq4rk5ZIgbQ18aq4Xz3UUVxyyHwvz5fDTNOZThaFGjx5WRD/QlWBUV9nk0gwWSYEUxYwY7LG3ufVcXz8mktAETh2IUhw9zxEoc6uv5+k0dUbKEf5qCNXcu8D//YzZ+moJFBHz969x25hvfMBu/1HHiBDtr6uu58fVrr7nrh7V+PTu3omGrQ4eyqu0yJLkIoUSwiKiGiH5FRG8Q0etEdBYRjSeih4loQ+44LvdYIqKbiGgjEb1MREsi41yTe/wGIromcn4pEb2Se85NRIU1sAP6IItgXXUV8JnPAP/+7/rlX2URisKSpnE4/XT2eurkA6gSrAkT2GjW2RR0QgSnTeOFt71dffw0TxhQ3gRr925WqOIIlm2zyCNH1EjzuefyfNfZHKRakEawurrs1AKA33uUYF1xBR/vv99u3DjS39TE399AsHheyiILlZV8b1wpWJMm9e2JV1PD3wEb4pylYMnKnKalvaVXuVDBAtysX4UEC2CDKhCseIJVXc3z0ubeb9nCTqA0gmWjxKc5F6uq+PpNnQqHDvGxMHcsine9i0uI6+zXAN+TrP3jmmu4SfhTT+mNPVggHZ9TpzLBOnnS3b1IClttbh7064GqgvVdAA8KIeYAWATgdQDXAXhECNEC4JHc3wBwGYCW3M8qADcDABGNB3A9gBUAlgO4XpKy3GNWRZ53qd3bKgNkGYVEwFe/yovKjTfqja1KgIB8OIxq804h1Mcn4g1aZ1NQqTYnYRqCmDZ2SwsvGqbJuKUMmXMSV0pdEgvTEJKs+y6xZAlvDjqhB1LBSgsRBOyMk6NHuaqnJJoAG+GLFgH33Wc+LhD/fRo6lK97kCcRK6Gw8EpzsxuCFWcoR1/DNuewspI/xzjU1LDiZNqcNo5guVBRJLZtY6M7GlImCVY5F17p7ub5GOeEsi1FLqsGJ6lAtkp81hr8jncADz2U34N1xwbSx7/gAt5XdQswdHbye86KyGlqKt8iLDIXvb6eG7KPGQP8+Mduxt6y5dQCTBIzZrjJbS5iZBIsIhoD4DwAPwQAIUS3EOIQgCsA3J572O0Arsz9fgWAOwTjaQA1RFQH4BIADwshDgghDgJ4GMCluf+NEUI8JYQQAO6IjBWQhI4OzveJlsMuxJgxHIb0i1/o9R/RIVgyHEaVYHV1sRytYiwD+gTr8GG+J4Ve5ThI40i10MWJE3z9ade+dCk/zkVZ71KDJFhxxoMkKaYGRJZyKKE7HwE1BQtw00OmsCjN5ZdzaIqJUQKwwZY0J+fMGfQx7kqIKlhAnmDZGvrt7fmqW4VwUdRFVvdLwrJl5gRr/XoOlYzOxyFD+N6sXWs2ZhRbt/I6EG0mP3Mmr8+2lfJKGa2tPO+SnFA2cyYrrHTaNM43Nc2xyyJY73sfr0UmYXwqBGv5cv4+6BajyFKDJWSz5HJ0AEjlcf58tis/8AEuwCSVRVP09LBdEFeMramJ56Lp3lcCUFGwZgLYC+BHRPQiEd1KRCMBTBZC7AKA3FGWDqsHELVYd+TOpZ3fEXO+D4hoFRGtJqLVe017PA0WqHr0r7ySJ7lOd27VsQE2MEaMUM+t0SlCAejHjcvwRpUoU10FS2UTuPRS9jr/+tdqYw4mpBGsYcPYeDNNnlUNEZw1i8NtdAhWfyhY8noKQyWWLmXFzVRRSfs+zZ3LSoXrppGlBCH6KljS0LfdQ9LyOpqa2JjW7REooeJQWLGCQ7NNwsrWr+fvY5QAAWzEPv20vZEZLdEuESoJxpdol5gxg+ekJAS6UMnLBoAnnzQfP6uKa0MD8IMfmI0NpI8/diw7jXSdlzoE6+jR8nQArFnDqrjc6z7yEVb+dFvwFGLHDt5/4giWbdpACUCFYFUBWALgZiHEGQCOIh8OGIc4y1YYnO97UogfCCGWCSGW1dbWpl/1YIcqCTr7bFZzfv9792NL1NaqGys6OVIAL9h79qhX91GtUAiwV7uiIt8nR2VsIP3ejB4NXHQRE6xy84Tt2MFzLcmrf+GFXNLfpFKT6pysqmJi4VLBqqnhOWUTVva737GBEG0GDOQ3NNO+TGnfp7lzufFnuYa9APzZdnaeqmCddx4ff/Qj+7GTjLYZM/j7b6p6po0t8d73slr/wx/qj9/WFh9KdtZZrPjZzplt2/oaVYFgpTuhpMFpGjaVRSTe8hb+n0nOZ3c3/6StwRUVwN//PTtzdQsNqYb2r1yp7wDQIVhAea6Xa9ZwDpp0TC9fzk4A2zYikjxFQ+MlbOd7CUCFYO0AsEMIIXXZX4EJV1suvA+5457I46PumQYArRnnG2LOB6RB1aM/dCgbFA8/rD728eNqIXYSPgmWLD+t2jxWJ7yxooKTalU9Viq9mADgPe/hRdpFc9pSwvbtbDgkqYcXX8wbqUm/EdUQQSBf2VIVWQoWEXDmmfr9tSSE4NyECy/sqxjYNgBNM0zKpNdIKmR1sqiCtWwZcNllwL/9m12lrCwFC7Ar6pI136dOBd75TiaKujmfSRXhzjqLjzYJ7t3drKwVKljSoCpngpWmYNnOmSySUl3Nzr/77tN3/qkSoFWreE/VdV6okqDlyzmsTMcoV2nxAdj38ipVnDwJvPwyEywJInbgPPSQXnpJIeTnlBQiCJS3giWE2A1gOxHJbNgLAKwFcC8AWQnwGgC/yf1+L4AP56oJrgTQngshfAjAxUQ0Llfc4mIAD+X+10FEK3PVAz8cGSsgCToG58qVbGSpKgfHj3NIlyomTgT27VN7rE4ZdSCvhqiSIF31bfx4vbGB7PH/4i/Ys1xuYYKtrcl9UgDg/POZ1P6//8dGmA5UHQoAJ+5v387zWHVsIFnBArgPyyuvmIWPvPEGe64vuaTv/2pr2fAxJVhZChZQ3gRLhi5HCRYAfPSjbKjZ3JssBQtgJ4vuXJdjq8z397yHFX7dMMH29vg5s2ABfw9sCJZsgFxIsEaN4qqLg9igysT27Uxs4z5b3woWwJX4duzQSxkA1Pe+4cPZGfXyy/rjDxvW1wFViEWL+KhTrVDVMVquCtaGDexokvdW4oILeO2yqYa6dSvv+XEOhYkTea0ZxOuBahXBzwD4KRG9DGAxgK8B+DqAi4hoA4CLcn8DwP0ANgPYCOAWAJ8CACHEAQBfAfBc7ufLuXMA8EkAt+aeswnAA3ZvqwygQyQm5dLjVJNbjx9Prl4VBx0FSzZ1TTNmo5AKluq1Hz2qPjagR7Cy+iVJTJzIquHdd6tfx2BAe3t6md2aGuCGG4B77gG+9S29sXXmuwwf1v1c0wyTt72NjUbd0BcgXyq9cAMD8puPjxDBCROYWLzwgtnYgwHSEJNkU0KWJDcN+zx5ko2SpLVAOhquuw74p3/SH99nURcgWcGqqtJXgAshQ67rY1Kpy71U+44d8eGBQL7kv+n96ejgfXvIkOTH/K//xa+j2+9JpzrvwoVslOuoqqrru5zvOgROVR0bP56/z4M4ZC0Wcr5FK4oCeVK0YweMsWULrwNx/SuJgHnzBnVBMCWCJYRYk8t9WiiEuFIIcVAIsV8IcYEQoiV3PJB7rBBCfFoI0SyEWCCEWB0Z5zYhxKzcz48i51cLIU7PPefaXDXBgDSYGJyqKpOugqVDsKSqoDq+VLB0yKHOtesQLHntKuGTl13GykU5JcyqzMnrruNEZZ3+PULoKba6c0ZFwTrzTJ5XJgRLXsfEifH/t2kAmmX4XHYZ51yYFlsodTz3HBuUhUatzAcyJVhZpLyyEvj4x/n3e+7RH18lRBDg7xKRnpdZtspIaho7Z45dA1BJ+mtq+v6v3AnWwYN5p2EhiDhH8w9/MBtbZf0dPhy49lrgwQf1elfqEqyuLj1VVdWeGT2a55CJgpX1fSJiMqCakz1YIPceGa4uIddMG4K1d2/f6IEo3vteThkYpGuCqoIVUGzQCZmShp0OCdIlWMeO5dWprLEB9fHlZqRKVLq6/BMslfGlN6icGr3KCo5Z0DXgurvZG6o633XnzNGj/JmmtTwYOpRj1E0au0qClWRY2RCsrJzG972PlcWWFuCRR8xeo5SxejWT48K8wNGjmXiZEiwVo+2WW4BvfpONB5kLpjO+CsEaMYINTh2CdfQo0NubPGfmzOHQSt2GrhJpc3LmTJ7rJoVuBgOyHEVXX83qjImCqDpnzj+fjzrKti7BAvRUJh2H8YIFfhQsgJXnciRYQ4b0LXozbhwTchuClfW5XnUVH3/+c/PXKGIEglWq0PHoSwXLF8GSBE5FIesPBUsnvNEXwZLluMuJYKlWcJwzh++LTmVIQD9vT0fBUgkrXbqUc2p6e9XGldi3j0Ovku5NYyNv6ibNqbNyGi+8kInd9u3Av/yL/viljCNHOMdq2bL4/9s0HFY12t72Nj7q5ryoGssA967RIViSOKUpWEC+GbEu0ghWczOHV5bTuhhFlsH5/vezo+enP3U/tsTChexw0CnCpLMGz5nD650vgrVwIbcZ0M2xVfk+1dWpt5wZLNi2jdWqigI6QMTnbQhWlhAwbRpw7rk83wdh4FogWKUIIfQULN0QQV0VSIfA6RKsMWN4w9EhQboK1qFDar2CdK595kxeoMrFkNBpID13Lj9WNblVtQqUhImCpTL20qX8vdMtKLB/P8+zpOqKp5/O889EYcq6N9XVbEj97d9y4YJyMh5efZXJ8JIl8f/vD4J1xhn8mD//WX3s3l699X3+fDY4VYtpZKmekmCZhgmmjX/OOXzUJZyDBVmf66RJXG31Zz/Td+SozpnRo9kBqEOwdKr/Dh3KREVHCdJxKMyYwfdGdfwjR5g8qIT2S4I1CI39RLz5Zt/wQAlbgqVCnD/wAXaE6RZGKQEEglWKOHqUFwBdj74KAerp4R/dIheq4+sSLCK+flU1oqtLX8EC1DqW61z7sGG8OJULwdKpDqlrwKlWgZLQLYyio2AB+s2S9+9Pzr8CgHe/m+fKv/6r3rgA3/dRo9LDGxsbuXyyEGb5QKUK+flHe2BF0dzMxsU//qNZVUsg2yisqmKSpWPMylBrVYOzsZEJuqoDLUvBmjmTr9u0wuLhw7xux32nZs3iuW6aZ1TqUDE4P/hBnpe6bSF0olp056RuFIFOZWE5vurY8vvc1qY+9qhRyQ6uKOrquHiNTWnyUsNAE6z3vpfXmzvvNH+dIkUgWKUIXYNzyBCOp1UhQDIZ3reCpdNna8IEvwoWoDa+LjmcNat8CJbcgFU8nDI/TZVg6SpYw4czyXZdeXLePB5bt4/X/v3J+VcAq0x/8zfs1dctWaua9zZvHhsPzz6rN34pQxpJSUTiwgu5F8u//Rvw2c/qja0TdrR4MfDSS2oque7YQJ68q873rPsyZAgb4Dq9EwvHHz26b8gRwEbu+edzw3HV+zFYoKpMXnkl59bpGpw6JGXxYg4Nk2urythAcRAsWTRBlWDpqGMyD6lclP6eHi52kkawWlvNv6sqpH/iRA7jtmkNUaQIBKsUoWtwAuoLni6JkGMDauN3dvImm1ZKthD9oWDpECzV8cuRYKlskrIPjOomJpvBjhih9ngiPVJ+7Jgawaqq4hCnRx9VG1cii2ABXO0PMOtPo9pYu6WlfOYjkFdqku7PW97ChPbaa4Gbb1Y32AA9EnTGGUziVe+9KcHSVbDS5s0HPsBKrYmKlVahEOBeTPv2cZNkkx5hpQpZeTJrjRw5knsQPfCAXqiaTlipbCOwZ4/a41VKwEfRHwRLtXBMIFjJ2LWLyVMawerp0VsbJXp62GZS+VyXLDHLby5yBIJVitD1JgHqpdRNCFZNDRufquMPG6Ym10uoGssyvNGngqVDDqdP53tSDiWydWL0Ab0N2GROTpjgp7T/BRdwiWBVwwRQI1jz5vE9eewx9XEBdQULYIKlmz9WyshSaiSuuIKPOoUidAkWoB6SZZpzqDrfs0IEAa7uVVFhVt3r8OH0deA97wFuuolLhX/ve/rjlyp0PtdLLmHyr+MQ0QkR1J0zOgQI4LVMtaiWbk657OupavQfO6bunCs3giXvYVIYtWx+beKY07FTzziD141B1nQ4EKxShG6IIOCXYBGpL6i6IXyAuoJlEt6oS7B0yKFsunvwoPr1lCp0Sb8OATL9XFXH7+xUD1m94AI+quaQCMFEMotgVVQAb32rPsFKa3ZbiJYWJoblkl/Q3s65aVmf7fz5fPRFsObN06uqptuMXVfBUnGGTJnCXmXdPCA5ftrYRKwaXnop8KUv5RXqwQ6dffvSS/n44IN64/vKUzUhWO3tapViOztZudBJeZgwQZ1g6azv5UawsuakydoooUuwAL3WASWAQLBKEXIDVvXKAOqKgTRmdcLsAD0Cp0uwVI1xk2vXIVgmPbaA8iBYOkUuAP5MdRUsnc9VJ0RQZwNesoSvQ3UjOHKEjYwsggVwyNq2bXqbu873qaWFj+WiYklDP8shMmUKq/C+CFZ1NYc1qYY0mfYK1FWwsr6ry5ZxmKBuRbUsggXwZ/LRj/Jj16/XG79UoWNwNjfznqpKymUVV18Klk6YHZDPy1YZ3yQiZ/JkdYKls0aOHct7QbkRrKTPtrGRPxffBOv009kJFQhWwIDDRGWqrWWDNmuzNBkb0MvxMhn72LFsT6fJtY8bx5u9D3IoFSxVQ7+UoVPkAtAP4QP8KVg6n2tlpd7mLq8hrYqghGzQ+coramMDgWClob09OzwQ4O+/bi+pI0fYIKiuVnv8pEnqYaW6hYCGDmUDSUfBSipCEcXSpXwPdUvZqxAsAJg9m4+m/bZKDbpEYupUvUp5OmPrEqzjx/UKU+moqiY55TprsI4DjUjdWTwYIPMCk+49ESvwJgRLR7EdOpRTKrZt03+dIkYgWKUIE6WmtpY9XFnhQaYEy6eCpVql0OS+VFay8aPisTKtUFgOCpZJlSmfBEsSOBXvu84GDOgZy/I9qihYCxbw0RfBam7mY7kUulA19IE8wVJVa2TvNNVw4UmT1I026UjSLTSko2CpEE/ZoHn1avXrANTvu2zGHhSseEyZolfIQWfsmhqeuz6cUIAewdIt6gLo3Rvda9dx/pU65L1PC0fWdT5J+JzvJYJAsEoRNpX+sjb5YiRYMqk1y6g1vXbV7u2mClY5ECxJ3HVCVFRj9E1ysBobeWyVBVv3c508WZ1g6RT/qK3lsX0RrBEjmPQPsk0sEapEAuDWAQcPqvXDA8xCpnQVLF2jUEfBUrkv8+ezs8oXwRo5kr+ngWDFQ8fg1FWBKit5fyoGgmXSusVXiCCg910qdaiQ2/nz2bbTKewEBIKFQLBKE6YKFuCXYB08mG0wd3b6V7CKjWCVS4jgyJHpDW+jkIqOj/L4QF6t2bw5/XFC+FWwdI2HBQv8ESxAv3xyKUNHwdJtXqpLsHTmjFSwdEOyXOfTDBkCLFqk11i7t1evdcDs2eVDsHRVpro6NjhVVXhALy/bV6VVQL91C6A336dM4fsp72nW+L6+S6WOrBBBAFi5ko8mLUSyxo4iEKyAooDPXlUmxiyQJ0FZBrNuLDegr2DpXrsvglVTw8dyUbB0q0wBahuZyec6cyYfs/JHurvZgDEhWDqGjw7BWrtWvbGjrsOinAiWjoJl0rxUtcofwOvjsWN5gyYNpuu76ueqY3DKQheq/WmkwatDsNat0y+kUYowMThPnNBzQvlSakxUIMBf7025vquEO4cQwWSo5JIuX87fZ93G47oK1uTJbCsNorY2SgSLiLYS0StEtIaIVufOfZGIdubOrSGiyyOP/wIRbSSidUR0SeT8pblzG4nousj5GUT0DBFtIKK7iEgxc7hM4VPBMlWBdEIQfSlYNiGCbW3ZRq3utVdWsoFXLgqWDsHS2YBl82id3mnTp/PjsxQskzkzaRITM1mNLQ26+TTNzXxNvgyfciJYOgqWLsEyUT0BvVYZOuPrGMs6pHzpUv5uq+bt6fbDa27msEyV71Kpw4RgAephzkBx9AoE2GCvqVFzXJooWKedxkeVAim639UJE9jQ7+lRf06pQkXNrqoCzj+fCZaOI8QkRBDQD0UsYugoWG8XQiwWQiyLnLsxd26xEOJ+ACCieQCuAjAfwKUA/oOIKomoEsD3AVwGYB6Aq3OPBYBv5MZqAXAQwMfs3tYgh4lHvz9CBFXH1x179GhesH0UuQCYYPX2+rn2cePKQ8HSCQsC9KpYHT+u/5kOHcpd6LMIlsnmLo1xlY1A11ieOpWPra3Zj+3tZaIXCFY8TBQsX4nzqusjkJ+TOnN+4kQmN93d2Y/ViSLQLXShS7DkfSmHOSnDqLOqN0qUMsECuEmtSuNYk2tvaWEHWhbBEsI8vLEc9m3VcOGLLgK2btVrBNzRwXNdda3Rme8lAh8hglcAuFMI0SWE2AJgI4DluZ+NQojNQohuAHcCuIKICMD5AH6Ve/7tAK70cF2DB11drI5UVak/Z8QIXmRUQwSLiWARqeUw2ChYQLa3TbcPFsBFBcJC3Re6ISS69x1g73hWiKBJxTbVkNXo+D4IlonaLAnWYA/J6upisqHTNqCy0l/ivM6cOX6c13ad9b2+no87d2Y/VsejP28eE701a9Qer6vS6IQKlzp0VX4TgqWr1PgkWDNnqhnkJk6u4cOBadOyCZZJCLhuCftSxtGjaqHO557LR53G47LxtWrkSRkTLAHgd0T0PBGtipy/loheJqLbiCiX0Y96ANsjj9mRO5d0fgKAQ0KInoLzfUBEq4hoNRGt3lsufQriYEpSVCr9FSPBkuP7VLCA7C+2iZIyblx5hAj67JNiOmdmzswmWCaGiTSWVYxxnwTLNFenq0stF6iUIUPOVBWsigr+XHUIlq8QQd2QJoCr8QHAm2+qja86Z6qqeE6qEDdA//uk42gpdUiDUxWq+xJgvhao9JeU45sqWFn5e6Y2h8zfcz12OREsVcfovHnsrHrySfWxfToUSgSqBOscIcQScHjfp4noPAA3A2gGsBjALgDfzj02jq4Kg/N9TwrxAyHEMiHEslpp0JcjZE6KLiZOVCdYuuNPnMibcZZhaGosq/SR8a1gmVy7jYL1N38D3HST2XP7G7rFFkaM4AVbJUbfRDkE2Ohsa0uvbGniPTVRsFSvX4aq+SRYwOA3aHVD1QC/pZ/lfqWqYOnO92nT+Lh9e/rjAH0Cp1oESI4NqI9fLvMR0Ff5R4/m+6iyFpgo8XLfyxrfJMwOYAdXV1f23DFZgwHOw8oqkGIydrmRfpU5WVnJ1QR1FSzdSqtA+REsIURr7rgHwD0Algsh2oQQJ4UQvQBuAYcAAqxANUae3gCgNeX8PgA1RFRVcD4gCTYqUNaiYaoCVVaypzNrgzcp0w6o9ZExJVjSc+KDYJkqWEePAv/5n8BPfqL/3IGAyb1paAB27FAb28ShIBfsNE+kyZyprWVFWMUY1w33qq7m8QPBsoNUsIqFYI0cyT+q1UpNFSwVgqU7vgnBUr035RQiqHvfifTWSEC/VyCQPb7M6zMhWEB2mKDpvj1zJhvxaQ5MmzWyHOakbJiugnPOAV59NR8GnIVjx/Tm+9ChfO9V1rASQSbBIqKRRDRa/g7gYgCvElFd5GHvBvBq7vd7AVxFREOJaAaAFgDPAngOQEuuYmA1uBDGvUIIAeBRAO/NPf8aAL+xf2uDGKYKlmqIoG7FNonGxuwvh42C1daW7q0yJYfDhqlVPDJVsA4c0M95efJJVl5ee029RPJAwsQobGhQNwhNSTmQPudNPJxVVTy2aoUs3fsydWogWLaQIZA6pdQnT/ZX5ELHWDZxQskm0lnfJ9n3TVfp8KVgjRnD36fBPh8BcyeU6hoJ6I3f0MBHlT1bd2yAQwQBtUJDujmHgN76HkIE46HTbmLOHF4/tm5Ve7yJTTB/vl4fyCKHioI1GcDjRPQSmCjdJ4R4EMA3c6XbXwbwdgD/BwCEEK8B+AWAtQAeBPDpnNLVA+BaAA8BeB3AL3KPBYDPA/gcEW0E52T90Nk7HIww9eirhgiaGLNANsHq6eFS6CbjNzTwYunaWyWhYkSYlpjv6dEvQ/zYY3w8dix7gyoGmBiFjY1qBqdpiKCvDRhQJ0GmBEtV6QD85b6VMkzuzZQp2U6c6Pgm892nQ6GxMTsHyyTpv66O1y/VXB1AfXyi8uk75HONNAntlwQra3zTfVWnVYap0xVIX99N1oFRoziSYLCvkYBeGJ+OSg6Y7X0LFzLBKgWnsgIyXQZCiM0AFsWc/1DKc24AcEPM+fsB3J/wGssLzwckwMbgPHIkfUGzJVj33MMbeJwCZrLYSUQ3g/Hj4x9jqmAB2QTLpCQ2cOomIBsPq+BPf2Lv7uHDLMvPmqX3uv0NU+9sWxvf197j2jAAACAASURBVLRGh8eP68VyS6jkvZjOSR2CZULeVKq2mYY3AoPfeDBRJqdM4bl48GDyGgOYqUAAz3eVZp0mhgmgRrBM5ns0R1WGfSXBNOdlsM9HwJyUt7ayY7KyMn3s6mr1EvAAr6k1Nf4ULBnylaUKm853nfVdV22eMkVdtS1l+CZY48ZlPy6KRYs4+mDz5uK3eRTgo0x7gG+YKlgqxpXp2AB/Abu6kj1KNgqTypf7+HHeYHRDDYBsgmXagFmnIEIUmzcDl+R6dJeCZG6aNyKEmnJok4PlOkQQUA+bMrkvU6cy8cxqdGnyfRo7lr8fg6iZYyxM7o1qqXPTnJTGRp4zKp+r6RqpkgMLmBVD0Gkaqxu2Wg4KlqkT6uRJP9EVgJpCZrNvq7ZX8aVgma7vDQ3qlTOjaG8H/u//LY0qrUKol2kHeB2orFSrVAqY7X0LF/Lx5Zf1nlekCASrFGGqYKmEB9kqWEDyF9A3wZK5aSb5Y9JgTgoPsi1fr2PQnjzJBvbs2UBTE7B2rd5r9jd6evjHxHgAso1C0/k+fjzPBZUQEhOVSYUEmYYI9vb6Keqi2q6h1GFiWKkSLNM509jIn6tKpVUTj359Patv8vriYHJfdMqFm4xfLs2vTRUsQI0EmUaG+FKwALXqv6YKlrRnXCtYAH+XVEIzC/HZzwJf+xrwy1/qP7e/0d3N+5eqglVZyffFZ4jg/PnsJA8EK2DAYKtgpS14psYskG0w2yzUU6bwFzxLwTK99ro6fu+HDsX/vz8VrL17mWTV1XH5ZZVQtIGE6eeqkwNg8rlWVnL4kQ8PpyoJMgklUy2fbHrfdarlFb7ebbeVRny8iZLSHwQL8FdpVaX6mW2IYBZMChaUSw6WqYIF+JszvhUs1eq/JmMPHcqKvC8Fa8cOveJUR48Cd9/Nv7/6avpjiwFHjvBRJ/xeNY8UMCNYI0bwOjZIwjMDwSpF2CpYWR59W4KVZKDYLNSyDHzaZmBLsIDkL3Z/KljyGqZOVc/1GUiY5jHpeGdNw1az1BobggX4USN0xgbMSL9JiODddwMf+xjw7LP6z+1vmMxJed99ESzfDgWV6memIXwqPQ4Bs/kuFSzdSqulBp/l903nTEMDr49pqqfvEEFTBQvIJnA239Vjx5IdrnF4+ul8CfPnntN7vYFAMRIsgPMCde57ESMQrFJEseZgyZ4z8otbCNOKbRJZX27T8vWAP4JVXc0Lho5BKw2Zuro8wSpm48P0cx0zhptp+jIegOwQFZsQQUCtiWaxESxTBUuGqpZCnxIT4ix7kKkSLF/Gsm3IVNr6bnJfKiqynVvR8U0rrQ4SoyoRJvdm3Dh+jspaYBN6nzbnbQnWoUP5vMWk8X2t7zYKFqAXJihDaC+6CHj+eY5CKWaYtLKQiqdKFIPp5zpuXHq16BJCIFilCFMFa9w43iyzQgRNScrw4ZzjkZTgaVJKNoosguVCwUrKM/Adhx6F3EylgnXsGFcTLFbY3BuV3kA2YatZHs7OTv3qW4B6GJ+JsTx5Mn+PVBLbgf5TsCTBMslN6G8cP873MK06ZRzq6/0pWGPH8lzIymXyqWCZkkOdHl4mBWOAQRMWFAvTFiWqOZM2ChaQva8CfgtRFKOCBegVupDf67/4C7aB3nhD7zX7G8eO8VHn3s+YwftxVqGLkyeZVJt8roFgBQwoTFWmykpO/PdFsIjYG5KkYJnmMUnIPjVJsLn2rFwpG3KoEocehTQ0pkxRV0oGEjbl91VzAGwIlo+QWEmCVAiW7vhVVTy+TwXr2LHk72kSXn+djybVtfob8r7rFrzxSbCA/kn6dx0iCKiHBvlUbEsZvueMLcHKCr0H7AhWFgnytb73t4I1bBiwZAn/XexKv8m9WbmSj08+mf44G5tg3LhBo2YHglWKsPXop4WQdHXpe32jGDkyWcGy6VMFcKzw0aPplf5M74uMQ/ahvukqBq2tbCxVV6srJQMJm9DPrCpW0vNrOmfGjk1X/0yNWR0SZDK+Su6djYIF6M3J7m5g40b+vRQULNOkf98Ey2fSv1SwXIcIAupJ/ybz3UbBOnEiu5JnMaBY50x/KVhZUQSmCpYkn0kha6bXXlfHzhldgjV5sloxsWKAyVqwYAHbSk884X5siZqaoGAFDCBs8qQmTkz/4nd3m48N+CdYvb3JCbk2BGvIECY0WeqbKcHSyXnZtSvv1S0F765tiODu3WwoxcFW9Rw5ksdOGt9mc1chQabj6xAsXYfI5Ml81JmTGzfmcwpKgWCZEtu6Ol4f04x2W2M5bf2VDgWTa6+u5jXSR4hgYyM/N6van03VTBOC9a53AR/5iP7z+hs+54wc32Rs2Wx4IBUsU2cIwA603t58uFvc2JWV+r0xhwxhh4XOGrl7N0edDGaCVVUFnHUW8Pjj6Y+zmTNSwSrmvHNFBIJVirBVsHyFCALpBMs2B0uqTGkkyNe1yyRdk/Hr69mrLBe0LOzaxQs1UBoKlm2IYFqzYZuFGsgn8KbNSZu8PR9FLgB1gmUSBmeiYMn8q7lzSydE0CbM7sCB5Mf4NJZtCwFl9ZQyHV81ZMrkvo8axcVudNe4I0eA3/8+25teDLD5XH0SLEAttxkwv3YgO0TQ1MmVZRPYjK3bL7CtjfftmhomIqVCsEaM0Hve2WcDr7ySbs/YKFjjxrGTSTeEvQgRCFapwTZkKmsD9klSXChYgB9jWY7vQ8GaOZOPW7eqPb69nRcZgA0PE+OjP2EbIggkG262pFwSrDQPpy8Fq7fX3BlSX89GiZx3cTCd75Jg6XhnZf7VBRcwwSr2Xlg+w+xc5NO4bmgukdVTytTw8V0BUcVZUYgnnuD9cOvW5D2hWGDjhKqt5fua9h5t1rGsAiY2c3LsWFaQsuak6XwfPZqPaQTLlzO6EFLBIsqOFCoGmK4F06bx+uUj9w1gggoMijDBQLBKDbYkZcyYdM9Ad3dx52ABA6NguSBYmzerPf7w4XzJe4CNm6yqPQMJ2xBBwE9zaiDvnUsj5aZzZupUJkFZ4Y0mm8y0aXz0UTXTlGBNnw7Mns3vN42AFAOKsVAEkG0s2xgmAF+/Soigz4a3pgRL14n02GP534u9YpvvSny2CpYKwTJZJ4nyudNp4/tSsGwrFKqSJLkmysgTXXI2EDBda1T6qdoqWEAgWAEDABchU52dyT0abElK2mLqm2C5ULB8XHtzMx9VCVZ7O3v+JGbMALZs0X/d/oKNd7a+no9JxpWLHCwg/XM1HXvqVPbkJREVm01m+nQ+btuW/BjT+W7Sm+3114F588yqaw0ETL3iOqXObUKmkowTFwqWjxDByZO5lYGvfkxTp+orWE89lb+fMoS1WNEfYXY2oc5peYfHj5u1spBIqyx84oRZ+XoJnzaBDkmSqnSUYJWCEwowJ1i+VH5JsAZBJcFAsEoNrkhKUshUsapAcmzAr4LlI0SwtpbHViFYJ07wwhdVsGbO5OcWa9KnjUdfJcTDdGwgO0TQZs5kldAvVoIF6DUbPnmSFYK5c/OEuNjzsEy94ioKVjETrCwFq7OT57uusSxbfKgUubAJEdRZ47ZtA84/nwsSlAPB8qVgZdkEPh2XNs45OTbgT8Hav1+tYbDsgSULCJWDguWjWikQFKyAAYQrgzNuQTp50i6/S46fRbCK0Vslx/dBDomYJG3alP3Yjg4+FhKsw4fTE+8HEjZzsqqKvaO+CqOoKFimY2cVILENnayoSCdYNrkLOq0Dtm3j9zJ3bmkpWCabu04Olsn4WeFetut7TQ0r4Gllq33ldwF2RV10Gqr39vL3rqkJaGnJ5wgWK3wSrN5eDu0vxkJAQHpus21RF98KlhDZcx7IkwG5fpRKDlZlJTsodOCbYJVbDhYRbSWiV4hoDRGtzp0bT0QPE9GG3HFc7jwR0U1EtJGIXiaiJZFxrsk9fgMRXRM5vzQ3/sbcczXLYpURfBaKkJXybHOw0lSgigr9kqkSvotcqChYpvdGqlBZaG/nYzREUDeHq79h64X0ScpVcrBsQgSBZDXHZpOprubx0wqj9JeCJR0Ds2fz8yorS0PBMrk3I0bw2qqiYJmq2UAyuXWl8ie1srDx6PskWLql2vft4/2qoYFDqIs5RxWwIxJZVT99h1G72FezHGi+CJZtjy1AjSgV7tu1tRzilpSfWwwwvTc1NbwH+M7BKrMQwbcLIRYLIZbl/r4OwCNCiBYAj+T+BoDLALTkflYBuBlgQgbgegArACwHcL0kZbnHrIo871LjdzTY4WoxjVuQbDd3OX5SM2AX+V1A/LULUdz5Y01NakaA9OAWKlhA8RIsuZjaGIW+NmCfCpb0ViZ52my9s9OnZ4cI2hgPqgqWVE4nTuSNta5u8CpYsgJYFsEaOlS/PD6gHiJoOiezHAo+CZZcg03mu247Cknw6+uLvwgQYLeOjRrF3ztpxLscGygOBctnmXYbBQtQI1iSDEQJFlDceVima0FFRXaup82cHDOG19ZyUbAScAWA23O/3w7gysj5OwTjaQA1RFQH4BIADwshDgghDgJ4GMCluf+NEUI8JYQQAO6IjBVQCFe9pOIWUxcEa9Qo3mjjPKg+CVZPD4dK+FSwKiv5xwQ1NRz+lxXPHUewZszgY7ESLBuDE/DbO81nDlZ1NauxvtQ3FYJlo2AdOKDmYZUbnfQsNjQUv4JlEz6pYjzYGLNE2Up5MRrLWQTLRsnOymcshCT4DQ1MsPbvT/6OFwNs7g0RE+e0VhNAcc4ZOb6vHNusqBabdUCHYMUpWIBeIaH+ho2zRbXfnimBSyPlJQRVgiUA/I6InieiVblzk4UQuwAgd8zpqagHEK3luiN3Lu38jpjzfUBEq4hoNRGt3lvs8a2+4LMSn20YHJC+WNsSLOmd9aW+ZSlYNmPLhVfmWCUhLkRw5Ej28BZrKWIbJQUY2BBBn6qnrfFQX59ucNoYPjrhL4UEq76++BUsmzmpQiRM77s0ln0XAvJRsMBXjy1AP0SwkGBFzxUjXLSbSPtMAfP5LtfIgShyYatgDRvGBrmvRsOAHsGSjtFSKAZUrAQLSJ/vJQRVgnWOEGIJOPzv00R0Xspj49zYwuB835NC/EAIsUwIsaxWTv5yg8yT8pH0bzt21vi2xmxlJX/x4hZT2w0M4Gs/cSJ/H6Lo7nZDsJLCPCTiFCwAWLkS+POfzV/fJ2y8hICa8VCMIYJyfB+VJwGeA11dySqTrYIFqOVhHTrE70G+VqkoWD57SdmuM2mKKuAvRNCWYHV25o2nQtgYVaNH87XrhAhWVrKjQBKsYg4T7A+CVawKVpoaYXvtss+WjxBBlX5PEu3t+VBOIN/HsJjnpO0a6SsHC0h3upYQlAiWEKI1d9wD4B5wDlVbLrwPuaPUQncAaIw8vQFAa8b5hpjzAXGwVZlUFKxiJVhyfJ8EC/Bz7bYE661v5V5YWY0+BwLFnASdFcbn89qLue9bVuJ8FAcP5tUrgL2zHR3qFd/6Gz09/FOMIYJA/yhYvggWkEw+bULViPR6Ye3YwY+vrFRryj3QcJFbV6oEK22NtDXEgewcL9Oxq6p47Kw9G+DHyOp3ACuyVVXpId4DDdsS9llrZGWleUGzclGwiGgkEY2WvwO4GMCrAO4FICsBXgPgN7nf7wXw4Vw1wZUA2nMhhA8BuJiIxuWKW1wM4KHc/zqIaGWueuCHI2MFFMK20l8WiQCKm2AlhRu4ChEEBpZgxYUIAkywAOCPfzS/Bl/wGSJoa5jI8eMWaxdtCdI292ImWDoKViHBKnbFwDZkavx4fs9JPZl8KliuilykKWS+CJbtfa+rU1ewWlvzeVsyHKuYCVZnJ5fDNs3hTSPlxU6wRo1iuyVOiXfhGPWlYAG8D6s4kg4dOnXPrqws/uIrLlT+pHYQNmMD6fO9hKCiYE0G8DgRvQTgWQD3CSEeBPB1ABcR0QYAF+X+BoD7AWwGsBHALQA+BQBCiAMAvgLgudzPl3PnAOCTAG7NPWcTgAfs39oghS3BKuUcLCB5MXWpYCXdG5v7oqNgVVb2XZwWLGAPWTESLNsQQZ85WEDyYu2yamYcfJcgHigFq7mZj8VadMVFeMrJk/GhwkD/KFg+jWXbqplJ/fhs57uOgrV/fz6Ea+hQdhgUM8HqD1JezAQrafxiVrAAjiRRVbAKnaLTpg1eBaumhtfItMIrtk7XQaBgZep3QojNABbFnN8P4IKY8wLApxPGug3AbTHnVwM4XeF6A2wJVlqMvoscLJ8qkBzfZ5ELYOBDBGWZ0igqK4Fzz2WCJQQbxrJs9kDDRR6TbwXLp+qZFCphO/7o0Xz0QbBGjeI5llV0BWDvrFS8gDzB2rjR7LV9w6XBGffZ+cw59B0i6FPBsr12HQXr4EFg3rz8301NHEJdrHBBypPU5mInWFHHZTSMTo4N+FGwenqYBNiMPWaMmoLV3p53WklMnw48+qj5a/uGDQmKfqbSbnI1NsDzffdu8+cXCWzKtAcMBGxJUEVFcqEIlyGCSSpTKStY/RUiWOgJk3jrW4ENG9jYnTIF+OY3za/HJWwLgGQRrOpqnreux3ehjvksciE3rjgSdPIkh9yYXntFBV+7CsEqVLDGj+e/i5VguVCwgPQ56btqpq8QQRcKVlaIoOmcHD+e74tq64DonJw1i9fGYoXtnPFZpr26mh11vhWsuHXSp4LlYmwdglW4b0+fzsVYirXZcGdnfr3QxUDm7ZUQAsEqNdgqWIBfj/5AhQgONgUrDjIPS1bvefxx8+txie5u+/l47Fh8PLerwihxxokLdUylObWPEEEX5FC110ihMQuwQVusBMtFxTbAX9nqLAXLpt+eT8Nn/Hg++lKwsnoaSZw8yapqdE62tHCIYFz/xWKAzznjohJfVgiirxBBnwqWi7FVc7CSQgR7e4u34qqNyqTSf8yXQ6GEEAhWf6G9HVi+HPj2t+3GcUGwkhYkF2PLsKY4z3ip52DZXPuwYXxfbQjW4sV8XLYM+NCHgBdfNL8el3BBsIB448h2cwf852BllSD2ESLoYr6PHp1NsHp72ZgtDO0ZzARrIL2ztiq/St8302sfNoyrgvkquZ113yXkGioJH8AESwhg0yaz1/YNF5+rrz5Ycvz+CBEsRCkoWFl7thDxa+Rpp/Hx1VfNX98nXIUIuh4bKKsiFwEu8LGPAc89B9x6q904xa5gSaMwzuvjimDFkTdXnjDAn/o2dqxdiGBVFXvD/vxn4IwzOCFcpQpcEnp6gKeeMn++hC3BSjMKXRAs34ptmjFro0akKViu5ntWiGBHBxsQcQrWtm3JhSAGEj57BQL+FSybsSsq+Pk+QgSBgW1LIFHY+BpgggUUb5ig7f7hU8ECkj9XIfwrWBUV5uW85fi+1kiVEMHjxzkMsHDfXrKE39szz5i/vk+4IFi+FKxBUuQiEKz+ggznspl0gDsFy5fBOWQIbwZxRMIlSSksoewyRNCX+qZCsNIULIArbQ0bxgQLsFOx/v7vgbPPBl55xXwMwJ2ClbQB+woRdDVnurqYrMaN72s+9peCFWfMAkywenuBrVvNX98XbKuhDqSC5SokNslYtiVwPgmWqoIVNydnzeLjYCVYcg2Lax3gk2BJe8NnDtbw4X2LOumOLx1BhWMD9gSroyO5HDmQ3Fpl5Ejg9NOLk2DJHF5fIYIunFCdnen3vQQQCFZ/QIh8pTHVKklJ6O7mxcimelxSWJOLMu1AMpFwYTzU1PDCIBdPCVfx1kD8tdsWcpDj2xIsCRku+NJLZtciBHDTTfy7baihT4JlaxDK8X0WuQD8XHtWwRjAv4KVRrCA4gzJKuZmvUC68eCTYLkyln2FCNooWOPGcRGOwUqwRozIq0mF8EmwfIfeu4hQkCXDC6/fReiktAnS5mQSwQKAFSuAZ58FHnkEmD0buPHG5P56/QlXhYB8hQjK8QvtvBJDIFj9gfZ2XgDGjOHy2jZVZWQ/JluPj68y7UCyrO7CWJZxzoVExYUaUVXFX+xDh/r+z7YPFqAWz50WIhhFTQ0rEKp9Ywrx3HP5hb6YCZaLDTgrrNRXYRRb9a2yMrniZ38pWPK7UDgnJcEqxjwsn83YAXc5KXHGgwvFNimczGfLA2BgFSwAmD/fXo2P4tAh4Npr1SptZsEFwQKSP1fbMDufBCurD5ZtVI+cB3JeSLgKEQTS9235vzjH6Fln8f8/+lHuG/i5zwEPFEGbV9+VVl3kYAElHyYYCFZ/QKpXCxeyUWuTN2NrzALZCpYvpcZVmB3QlwS5WEzl+L7DG5PQ1cU/KgoWkO+mboLXXuPjpEmDn2CNHcvz/eTJU8/7bktQ7EVdVHOwgL5zsraWCZpLgnXXXcB999mP49PQ7+3l+W6rYAHJYavFrtgOVGNtiSSCtWQJK/px4bomuPlm4PvfB777XfuxfBIs2ZfNxunaHwTLp4IF9CVYropcAOl5WPJ9xe3b738/O6PefBP4yle4X9sXvzjwKpbtvVEJEXRBsEq80EUgWP0BWVZ74UI+2pTtdEGwRo9OzjMCiptgycXUF8GqqUlWsHwTrCRjNgkTJyY3uc2CnJOXXAKsWWO34Hd3c+6dKaRBm2RwupozhZtksZf2l+P7LOqSZczK15bFaySI3FcSvOoq4J3vtA8L8alg9UdYqQsFK81YLlYFS5VgHTjAx0KCtXQpz51168xevxDSyNu82X4s2wiILAXLBSlPUz1txq+u5p84kuJSwfJhE6gQLLlGxjXcHTkSuPNO4AMfAD71KeAzn+HokYEu3W6bn9ZfIYJBwQrIhDSCFy3io00elotcIEkikgpF2IQaAPGhcCdP8o8rBctHiKAcf6AUrLRY7jhMmGBHsIYP5yIX7e1cEc4UpaBgAX034P5QsFyEN/oOEUwj10kEC/BXqv2OO+ye76pZry+PfpaC5buoi88iFz57eEkcPMj3qNCAW7KEjy+8YPb6hZDXsWOH/Vi+QwR9qZ4u5jsRr8FxjksX154UIuhCwZJ7hwrBilsjASb+P/0pjyWrXdrm4tvCdi2orOT5nBYi6GuNLCEEgtUfiIYIAvYEy1bBGjeOxyn0FEvyZhNqAMQ353NFgNIUrKoqu+IfcnyfClZaRSJ5z/ojRHDPHg7zOv10/nvtWrNxgOIv056Vt+dLjXCRT5OUJ+UigXvUKJ6LaYpRFsHassVNSFY0ef/ee+3Gss0lTTMeXBhtafPdZ5ELn8UQ5Pi+QsmiOHjw1B5YEqedxp/L88/z3y+8kFe7TCBV/jfeMB9DwkUVQaD/W1m4jAyJcy66ULCSQgT7Kwcri2BFMXUqH4uFYNlGb6SV9nehYIUQwYBMSII1bx5v3sVAsIC+C5KLzR2IV2p8Eyyf197by4VJXBAsIZLzXnQJlq2CVVsLzJ3Lf5sSLKlM2rYNAPzlMWXl7RV7iKBPBQtIN2jlXJWkIIpZs/h7YaN+SuzZk/99+3a7sVxUQ+2PqmpJakSxhwgmzRcXzdiJ1BSswvBAgPfWM88EnngC+NKXWDn45CfNr0eurdu3mzuyJGwjT7IULFuSIud7oZrtMre5FBUsnRys/iBYTz3F89sWPtcCuf6GIheBYPUL9u3jiTx6NFBXN/A5WL4J1pgxfYsKuAzhA/qSIBcLNRCvYLmqrphWBj56XjVEcOJENoBNmr1KgjVhAjB5sjnBkhUxbeZkWnNqlwpWqYYI+m6snVbooqODH1cRs1XMm8fHtWv5vdp4+mXhn+nT7QmWi++rz5yU/ihyMRAhgrbfVSK1vMBDh/Lf6UK87W2sXH35y/z3PfeY5/RFnVfr15uNIVHsIYJjxrAjManUua/cZhcK1tixPHcGMgeLKN4JVYhJk+yc7GefDbzlLfb9oXyuBb5V/hJCIFj9gX372BgmAurri0fBKgyfcFGKHMgThKjh5opgDR/OBRV8K1hRT57L/mBAMsEyUbAAM++qJFgAG8oDSbCGDuUfXwTLZ96eb/UtKUTQRRNNFQXryJFkz2xU/bzxRmDBAvO1bfduPi5bxt9tm9LYpaJg+QwRTFM9bef7QPTwiqKjI3lOvvWtfG29vcC//zuvT6ZlsffuZecTcKrCaoJiJ1hpjkvAX3VeF9deUcHjJylYLtbILII1cmS8E6oQlZXAlCn2IYK2KpbPEEEX973cilwQUSURvUhEv839/WMi2kJEa3I/i3PniYhuIqKNRPQyES2JjHENEW3I/VwTOb+UiF7JPecmItskoCKDJFgAS8TRL5cQwKpVwB/+oDaWTwXLRQENIH6xdkWwiOK9Ya4UrLFj+T5Ec0J8q28SJjlYgFmYYCHBev11s0qCthXbJHxuwD4VrDQPp4twr2JQsJKM2bFj2WH02mvA/fdzLtb995tdi1SwzjyTjzYqVne3XbEFwC/B8l3kYswYNnIK+y26zDn0de2qlS2T1siVK3ktWrwY+Ou/5rn76KNm17JvH/fWAuwIVm8vfzd8l2m3QVIxh1JQsOT4cTlYRHZ7U0UFz6GsHCyV8ECJQhtQB/K9/PznZs+XcBW9keb8CyGCWgrW3wJ4veDcPwghFud+1uTOXQagJfezCsDNAEBE4wFcD2AFgOUAriciGUh9c+6x8nmXGryX4sXevckEa/9+4JZbgAsuUBvLhcrUHyGCwKmLkgvvqURcPLfLEEHADzn0ESII6CtYx47xjyRYCxfyxvqTn+iNA/gnWK4MTiBewaqstKuaOWwYbyRxyfQurn3cOL7uQsXAd38aiSzjYf584NlnOTcAAP7nf8yuRRKsZcv4aEOwXKyRpaxgyfleSJx9X7vPYgtRHD6cPCdHjAC+8x3g29/m7/W0aeZVAPfuzau0NgTLxf7RHyGCQGkqWACvk3EKlm1/MIDvTVYOVn8QrJ6evNNEFnIxhc+WDS4KMJVTkQsiagDwDgC3Kjz8CgB3CMbTAGqIqA7AJQAeFkIcEEIcBPAwgEtz/xsjhHhKCCEA3AHgSpM3U7Roa+PYW4C/XAcPyJ8b4QAAIABJREFU5ln+li35x6mUl/Wdg+UyRNAHSQHiKxK5DBEETiVw/ZWDdfgwhz+qvo4MEdRVsGR1LEmw/vf/5tyFj35Uv+qWT4J18iRvKLYbcFUVkwlfYaVxm7sc3/baJ0xgchXnUKiosCOHqkUu0oyHefO471BPD5Othx82qyq4ezd/r2fN4r9tCZbvQhEuFCxflSezwr18VbPrTwUrbU5+8pPA+efz7/X1ZjnP0glVX8/3UzoATOAy19N3KwtfBKumhq+9UFV1pWCNGxe/RroYO4tg9ZeCdfBgPsrEto+WCzU7K0TQ5t7L55YDwQLwHQD/CKAw8PqGXBjgjUQkV496ANHdcUfuXNr5HTHn+4CIVhHRaiJavVcaicWOkye5i3dTE/9dn3tr8gsWbWJ4113Z47kgWDIp1GcVQeDURUlumnKjsEFcuIFMxncxNjAwCtbhw7yYq3rcTBWsQoI1YgTwuc+xYbxhg95YPgmWi00gbXwXxizAJaN9KVhJJFoaVTbeWdsQQQA47zw+LlwIfOITvLmaGKNtbZzvMnUqv6dCgrV+PXDrrWpqhItQZ58K1qhR/B7jjDYXpDwr59CFgpWU4+VCwUojWELoKQb19WYKlvy+1dayc3SgFayhQ9n55ksF8h0imDa+q8iTuBBBV3uHa4K1f79+8RW5z8+cyQ6paBExXfRHiKDNva+qYrsk7b6XADIJFhG9E8AeIUShJvkFAHMAnAlgPIDPy6fEDCMMzvc9KcQPhBDLhBDLaqVxWOzYuZMNV0mwCst0SoK1cCHw+OPZ47kgWElJoQcOxJe/1UVcuEGhUW+DuBDBaE6R7diAX4KVtGi0t6uHBwJ541vXoI37LGbM4GNUUVVBfxAsV6pnfytYLghcUiETF8aDNApUqggm4d3v5jnw0ku88QNm3llJsIYM4Uqrb76Z/19vL7BiBRO4f/7n7LGKPUSwooLXyML5+P+zd+ZhUhXn/v++M8O+DQwDDMwgO4gosoq74h6NGmOMeuOSmKtGzS+J2cz13ms0Go1ZvDdGjUuIe4zRuC9oFHABFRQUEdl32WSYYVNgmPr98Z6653TP6Z7uPnW6Z/l+nmee0326u6a6u7rO+613KWPciMM4vRH58GClW7XetUvHQ6Z5qv366djK1qtqBVbPnk1DYImEe2mA5hEiGJYHW1enf648WMlzsC0+EZWuXRvPwcpmcXfMGD1mW6jCjsnRo1VcNQWvalweLCD1dbUZkYkH63AAp4vISgCPAZgsIg8bY9Z7YYC7AfwVmlcFqAeqKvD6SgCfNXK+MuR8y2DlSj1aAzZZYK1YoYbuyScDs2c3vqrhqhBF2OB1JVKsZyXoZQyuCEalR4+GBqdrgRW8ENi496gTRocOujLTmAcrU9q1U2PUjrFMseEFdiwC/gLAihUa8vW972kuQ2PEKbBcXdxt+2ECy0Xb+fBgxSGwMi1B3NjqbJs2eoyyx0t1tT9vDB2qY9CyerX/3b30UuMlipu6BwvIz3YQcWz2XqgKiBb7njL1GFRW6nixVSozJbgI5UpgRZ0jw7w0gJtQuDjDSlO173J+t3NwsFCTK5vAdQ7WMcfoWHj55ez6ERRYQLQwQVcVRePKwQJSX1ebEY0KLGPML4wxlcaYAQDOBfC6MeZbXu4UvIp/ZwL42HvJswAu9KoJTgJQa4xZD2AqgBNFpLtX3OJEAFO9x7aLyCSvrQsBPOP4fRYOa/wme7Dsj2P5cl35PeIIjU+eMyd9ey48WEC8AqusTH+4wQnAXrCswRiFqiq94Nkfcn29GqDWQItCWAl7V943kdTJvkD2AgsABg8Gli3L7jWrV+sqelBgde6s72/FCuDOO4E//xn40Y8az4VpLgIrzry9sN+S9UZE7XuqMFAXAqtNG70IuqqQFUVgBTePPeAALf1ujaUFC/T4ve/p737OHB3DqfZ/c+HB6tIlffXGqMZD2Hh0ZczG6Y1It7G2izHZmAfLfifZhAgC2RujTc2DBcTrwbLfa1gIX9u2mZUgT0eYB8uVpwPQhcbduxPn4XwJrGxDBDt10tDqbAWWvQYcdJAeowgsVxV09+5t6BRw9b326NEqPFipeERE5gOYD6AngBu98y8CWA5gKYB7AVwBAMaYagC/AjDb+7vBOwcA34MW0FgKYBmAHDeuaIKsWKGGdf/+er+0VAeeXaFdsUIF1mGH6f233tLHUhkPcQms5MpyURBRYytZYJWW+qvdUbCfpY2tr65WkeWi771768UkaCS6Dm9MV0UwmxBBQMdOMI8vE1atUsMj+bsYOFDH4+zZvpHWWIljO06jfq/duumFKhhX7lpgxRUiGLbS5sobEacHC0g/Huvq9GKZqfHQq5f+dtavz74fwc1jDzhA+2R/g3aPtquv1vZ/+UvdkPh3vwtvy4UHq7RU20k2HlzmpKTaNiDuggVR9wcD4g0RbCxkFYhfYCV7sD7/PPecF1cCK8yDZYybMu3FxeHlyF3OM0C4wHLRfqUXBBXMt3MZ1eKyTDsAHH+8Lhxlkz+d7MHKtTomoGOypCTaVhY9eugxjv3HALVRW7oHK4gxZrox5jTv9mRjzIHGmFHGmG8ZY3Z4540x5kpjzGDv8TmB108xxgzx/v4aOD/Ha2ewMeYqr5pgy2DlShUbdnIVAb7xDeAvfwHeeEON3cGD1ZAaORKYMgUYMQK4+ebw9uISWC5FBKATXhyTHeALLJun4bLvJSW6EWCw73b1Mu7JOlcP1rp1ift2Ncbq1f5nGGTgQC0mMHeuVhQsK1OBNXMm8Nvfhrfl0oMFxLM5NRA+WdfUZC9oU7W9c2fioohLb0RJScMiF66KuqQbjzZUK1PjobhYFyiy9WDt3aufnxVYI0fq0XquPvlEf5NDhgCXXeZvHJtqYcHlVhbJIsiV8ZBK8APx5WBZARSlMEo+qtnt3u1/Fslku1dgFA9WcbF+T717q5BJNoYfegg46aTGqx66FFjJY2bvXu1bXMUc4tz+xH5uLuaxZIFVX6/foa3eHIWuXbWvYQJ73z5dmM72Pdj91YKh0I2xZYt+FwMG6DUhaohg1PFoBVbyddWlB6s1CSySAytX+uGBlv/9X72Af+c7+gMdN07PH3EEsHSp3k5lPLgSWD17JoY9WJHiYkICGpbH/fzz+ASWy/wuIFwcdukSv8cgF4E1aJBeYF9/PbXXM5l0Amv1ap18DzkEOPpoFViHHw787GfhbbkWWMHPxhoT9uIchd69dUEhaLi5Ev1hK3kuN9YOyzncssVNuK1LgQXkVoLYfm7BEEHAF1gLFvjnfv1r39ufymvqyoMV7JvFRXl8235cRV3at9ffYxzGcroqgi48WI1VWs3Wg9Wzp34W2Zb937xZf19FRTp3AInXsxkzgIsuAl55Bbj9dr2mT54cvlm7K292WCiySy9/WDGHOD1YtkiDC5sjWWBt3aq2lasQQSB8zNuFhmw9WMOH6zEbgfX55/6YTI4QyhYXv1V73QuLrgBY5AIUWPGzYUNirgugF9cTT/RzZyZ69UGOOMJ/Tqpqfq4EVlWVrg7YAg6uPVhWYNkLjksPVmWlGp5xeLBs+8HJa9Mmd8IzlUFrTG4hgoMH6/HUU4G77278+fX1amyECazgZtcTJugYXbXKPxe2quxaYAWNwmAeRFQqKvQYTHb//HO3eXthAsuFcVJWFp/AClsVt2RrzAK5CaxkIV1ern/z5+vv4pNPfK9WaalW3xo6NHW/XW3wDKQu/Rx189JUm6UD8RnLrkL4gPAwPhfth3k6gmQ7JouKdI7MdvuJ4Nxgc17mzvUff/ll9XCdcAJw443AD3+oi1FhRapce7CCIs51IaDkz33bNjeV+Lp102tEsPKdvd2nT/T2+/TR79oKLJc2QbpiQLnMkYAuZrZpk73AsmOyf//si1sFcSmw4vRg7dqV2pvdDKDAiptgbkEQuxFiZaUvwIICK5Vr1NVmwFVeQcc4JiRA39eXX/rvY/NmN8YsoBNDnz6+8R+HOIwrvDHMsAL0e927N7cQQUtQDKViwwb9P/vt1/Cx44/XcMA//Uk9Y6efnmhIhhk9rgRWWGJ+nALLhpC49GAFf7MuwxvjFFjpPFjWeMgm/KVv3+xzsJI9WIB6UGfO1MWAnTt9D5YlXb9dbsYeJoJchUxt25ZYEdG+Hxdhq6mKxrgojNKxY/z7MbkU/cOHa+hzNgTnhiFD9Pt67z3/8U8/VZF/333AmWf658M+F5dFLurq/EVRwL3AShYRmzb5HrwoFBXpdTXoSbRzsYv227RJDO13nTcNhH+3uQqskhK9dmcjsDZs8Bd6R4zQMZjMnj3hXtRkXFTQTSewRKLnZada5GpGUGDFTSqvhBVY1nsF6KrG88+rcRsmsPbt0wuyS4FlJ7w4RArge7FchggCuoKT7MFyJeAqK/VCYy82Lj1YPXvqZ5E8CWabW2Dp1Usr/gGZrfTYzyzMgwUAhx4KXHmlTpAVFcCkSf5jYReYvXv1GEeIoBVYLoSEFVjW+K+p0d9TXB4sVzlYgPYxKLD27NHxErfAsmMyG4O/Xz/9vWSziWZYKOiRR6rxMX263rceLEs6z5tLT0pcm5eWluocEPQE2f/lIiQ2zo21w8Ib6+r09xS3ByuXeXLYMA29z6ZIRXBBsKgIGD8+UWAtXAjsv7/Oo488on+p+u3SgwU0LE4FuKnEF+b1dHntq6xMFFgbN6rQcLH3pm0/3x6sKIsiw4dnJ7DWrfPtqhEj9D0GrwuLFmk6yne/q9f5dPZA3DlYHTpE9/Knar8ZQYEVJ7YKVdgFc+BATdi+5JLE86eeqo+FqXZX3gIgXGC1aZO9gZ8KGxO9bp1OQnV17gWWdZHbHCkXxgOQ2HfbvquLTJ8+elFMjueOMlFfdllqUZ6MFRhWcDTGD37g55vE6cFKJbC6dXNTedKGodj373pfNiDx87ex+R07Rm+/rCyxyIX9P3ELLHs+mzlhxAg9hq2upiLMg3XkkXq0Ya/JAitfHqy4BFaYpybsc4jSfrJBmEsIcqq246qAGFbOO8j27Sp4svldDRumYyITD78leUFw4kTgo4/0er53r4b327EOpPdyuPRgAYmfjTWwXSwUhf2mXAqsqqrEyJCNG/3Koy4IE1iuilwA4QIrSp7w8OGZC/+6OvVgWYG1//56XLjQf8455+j3NWWKCq3LLkvdnqs969q0aWh3uNiXDUhdpbAZQYEVJ40ZzX/+M/CVrzQ8n6p6ikuBZX+oQYFVXh591cFiC3ssWeLeOwboxW35cr3guQzhAxIFljFu27eGfvLGl7l6sCyZJoTa59jJqzG++U3gtdf0dpwCyxoPwRU5VzlSgF5oRXyB5dLraYVOcGNtlxf4ykodL9ZQc21U7drleyKD5CL6kwtUZEKYkTJunF6kZ87UEKJkMZkvD1ZYFcG4qqrZ/+VCYMXpjQgzxF1XQEwnsDp3zu46ZQsKZBomGLav4mGHqSE8fboaxXV1vpEb7He+PVguw6htGXgbXbF7t34PLkL4AF8A2bDYjRvd5F9ZqqpURO/b5xfwcvG5xCWwKip03k23x5Zl40b93JIFll3I2rFDFwCuvRY44wzNG3zwwdTzsIs5UkTn5VQerKiE7UnazKDAipNcvRKNCSwXnpr27VU0WIEVjO91QZ8+2t7cubq3EuBPDi448ECdcBYu1EkmuVJjFKx3b/lynUDr6tx6sAD3AivTTfnsuMrGiEtnPLgSWD176rgOhpC4FFglJfodxuHBKi3V31Mw98hlaX9bKdKGd1qB5cqDBbgLfxk6VFc1sxFYYZ6btm2Bb39bb4eFG6bzYLnIU23TRg355N9UTY0bARQm4OIOEdy0yd14j6vEfCZFLrLNdxk2TI+ZhmNt3dpwX8Xjj9e+/e1vvlGbbw9W2JhxuVBUWanzuZ0bXVcWrqpSQWHb3bjRnXgDgDFjdLFo0SL9H127urGV0n23UQRWY97aIDaaxtpQ/fvrNcd6sOxegWPGAE8/rYuixcXAo4+Gt+ciBwsIt1VdbX/CEEGSllx/fHbQJufpuPRgATrhWYN2wYLEFbmoiABjx6rAmj1bz9ly9C448EA9vvUWMG+eH1LkggED1IiaPdutoQykFlhRE9yz8WAVFWVnpORDYBUV6Xi0IgJwK7AAXTG0n7tLr6rdWDsosFy2P2iQHu3WDS4FVjqDNhfR36aNGrTZerDatWt4wb/5Zg1D+eEPG76mWzcNw6yra/iYizLtQPjGrtXVmXt/05EqRLBz5+gl4IGGfbee+Lg8WK6KLVjvVCqjM5etLMrLdW6xnvjGCBMt7doBX/868NRTwNSpOt8Fw1YzEVhxhK269GDZwkc2lNJe+1zmYAGJi7ouBZbNZ3/vPeDDDxMLQEUhrACTpVACq7hYPbNWYNn51kYQlJWl36jXVT5mmMCqrnZzbWKRC5KWKB6surqGeTquBVb//jqZ1tTo0ZajdcWYMfrDf/NNXe1zsaphGTJEJ4i77lLj4eij3bUtolXM3nlHS0UD7ibrOEMEM1np2bpVJ/Zs4t7zIbAAvcAH8yTiEFjJHixX7SeXJ9+0SfNEXJQ4HjhQj1ZguSz+kS4kq7ZW+19cnF2bI0dm78EK8wp17ar9uv76ho+lE4Yuwl8A7VPy5+JKYKUKEXSV8N+vn3p77LyyY4caVa48WKkEVtTPvaio8cIr2XqwRDQ/5eWXM5sjU80NF1ygn+M992iRqmAeWCFDBDt0cJPraQsf2TnYllF3JYKCed/GuKtQaBk+XOeM118HZs3SEvou6NJFr2/BEHBLTY0+lktIXDYCIllgAbogbr2pCxbo4oZdjAMa9/K7ElhhFW5dLUKVlCTu19rMoMCKE3txzlZYpIo9dS2wRo7UuPR339X7o0e7adcydqwKxalTdV8ll5SUaP8//VQ/j2C1OxcccohOWs89p0amK+9bWZkarHHlYDVWojWVMZsOa9CkE1guClEEK0MC/saKrujbNzHnsFMnN7Hitu2gwHKZt1dRoRdDG2obR4hg2Heba1GECRNUDH78cWbPT7WVBZDam9OY6HcxR4Z5hV0LrOAcn8tvMxXWWE6uEuvKg5UsPF2WmE+XX1dbm5u34NxzNTzt6acbf24qr8RRRwGjRukce9ppiY916aJCLu4iFyUliXtJuVyEituDZQXWypU61vfudZuDVVSkc89DD2nbrgSWSGIBjSB2wTKX3PVsPVg2zN0yYoR+ll98obbKiBGJi2H5ElhhHiwXc2RRUcPKk80MCqw4sYM7lxBBIH6BNXGiJoQ++KDedy2wDj888X+55qSTdEK58EJ3hrJl0iS9kD74oCY4uxAQgE4avXunDhGMkoNVV+dXr0vF1q3ZT34lJSpGUhmzxcXZeznC6N9fPUy2+ubOnW49WMOGqdFQU+N2XzYgXGC5MkyKitSLFQwRbN/ezap1HALrO9/R8XLzzZk9Pxdhkco4qa9X4yqOEMG9e9Ur5EIE9eihc0pwzFhjzQVWYNkFC5fGcmmp/kat1wrwr1WuVq5TGYbpxHg6xo3T62YmeViprtsiwE9+omPrq19NfMyGXacSWC7myOJi9WAkL0K5Wsjp3l1DNOMYM4D2s7JSF3RtzlDQ4+KCc8/1bwf3FY1KKoGV63gEshdYffsmRp7sv7/aKIsW6WJW2FYW6QSWqxysZA+WK4EFNEwbaGZQYMVJrh6sVOUpXcVyW6xX6dFHdTU809LdmVJRoR6mH/0oceJzxc03q9Fz773u2z7ySD98wWV+F6CrdmEerHbtcjcMMw03yHWVPJXRs2ePO/G53356wVi71m2lPEuw8tLChX7onQsqKtT4tvsauSooYBk0KFFgufpc0gmsbdtyE1hlZbro8cQTmW16mYuRkqrfrvZlAxqGCGZbgTMddnU2aLS5DBFM5cFyufFqXJ9NYx6sXMakSOriUWH/Awj/PxddpL/tsH0E082RrrYQCfPyu5oLRBLDtDdu1IXLbDYab6z9o44CZswA3n5bzx16qJu2Ld/9ruZgvf66GwFhKbTA2rChoX1mr2czZmjfkqNswjzNFlc5WL17a2ERe9374gv9cyWw+venB4ukoLZWJ5VsvRKpPFiuBVbfvv7tr37VXYn2IMOHA3/4g1tDOUgcfQZ0Bf6ddzTu/uKL3bbdp09imAeQW/J2kExLmsYhsFzmBAJqQNiYc5cx+rbq15w5WnzF5Qqn/S0Fy8C7FFhDh+pK5b59esFxFVoTVh7fUlub+5gcNEjHRnAj3VS49GC5CscCdM7avNkXiS69NEBikSHAbYhgRYV6POLwRoSJW9cerFSGYRSDNtNKq42FO6b6TaSaI12FYwENDU7XeapBgbVmjY4jl9fYo45SsXD//WobuJwjLRMmAMce67ZNK7CSF4yijMcuXXShJdPqv8kh4UOH6usfekjvjx+f+Hg+QgST91ONY45cuza7TcKbEBRYcVJT4/+IsiGVwLJFL7JN8k2HLQ5x663u2mwpDBigIYJ2EnFFRUXD1bCom4AW0oPlSmDZHIAVK/z8neSwhygMHKh9feABnbCDIaxRsQLrs8/8BG6X2x7YEsRLlmjhlVGj3LRbWqqr1MFQNUuUMWmNvjDhloxLD5broitffOGLE9fGQ3J+gUuBVVys7ScLLFdFLoBwgeUixDFVaNPu3brynuuYzNSDZQsXZOsBSddvlwIraHDGIbBWrNA5bN4894WvrL3x6adu59+4SS5hb4kisGxBl0w8WNXVDeeG9u212Nf776sIHjMm8fFCCixXudO2tH/ygnQzIWPLX0SKRWSuiDzv3R8oIu+KyBIR+buItPXOt/PuL/UeHxBo4xfe+UUiclLg/MneuaUico27t1dgcjVQUgmsqHk6Yfzzn/rjiGMliYSz3346YQT394nqwcpk13NjmrbAGjhQ84rmzVOB1bGj2xj9khKtBjlnjl6QXIanWIG1bp0uhOze7fY3NXasHqdO1bFjtymIiojmdViPYZAoAsteYBsTWMbkFhqXDw+WDSG1xUXiWJ1dt07zxmzVWFc5WEBiONnmzRrq5SJXNSxEsLrar/oVlbDy+EDuOc2WTCut5lpIIx8erKoqHSsbNujcW1vrVmCNH6/f6+zZupiTbLRHZcQI4Fe/0s/jjDPcth0ntsR88jwZNW8yXThskFR5TVdcoUdjGi68l5ZqBEGY98fVmLSfi10wdj1HJoc6NzOyca38AMDCwP3fALjNGDMUwFYAl3jnLwGw1RgzBMBt3vMgIiMBnAvgAAAnA7jTE23FAO4AcAqAkQDO857b/Ml1ou7QQQd/8sXAVppzWe68Rw//R0LygzXckmPpo0xKmXiwduzQybapCqziYhUSc+aol+aAA7L3/jaG3SfkhBPc/o7220/7v2iR+73TADVM2rXzC9K48mABKrDC8gtyzcECMhdYdkxmO0927ariMHm8u/Rg5UNg7d3rF14B3HmwAH8bDkC/X1fhtmEerFyK56SiVy8de8EiGsH/FyVEMFOBlcu4TzVHfvGFu3ygoMHpeqsJwPcw3X67Gu12Yccl//mf+pmcfrr7tuMiWUgAuS8OBUm1mBBk3z4dV2G/r+99T8fd5Zc3fCzVJvL19TpPuhiT/frpPGwFkJ3vXc6RQLMtdJGR9SIilQBOBXCfd18ATAbwhPeUBwCc6d0+w7sP7/HjvOefAeAxY8xuY8wKAEsBTPT+lhpjlhtj9gB4zHtu8yfKjtZhF4M4PFgk/wwYoEdruAGauxOlyEgmOVj2saYqsABN1J07V71Yrrw0QW69FXj2WS2/75IOHVQEzZ2rWx8AbototGmj4ToffKD3XX42YR6svXs1JDHXucYKrOSQmmSscZHtmCwu1jGZqhCQi9XZ5N9pHAILSDSWXbUNaFXYlSvVKHzzTXeVXFN5sFz13eYXJocF5Vo0ylIogRU1/DtIME/V7oHkao9GQCMG+vYFHn5Y77v2YFniyp2Oi+RNkgFdANizJ5oHK2yvvWTs42G/r7ZtdYHmzjsbPtZYGLWLObJNG/29xpWD1Uo8WP8D4GcA6r37ZQBqjDF13v21AOwOaP0ArAEA7/Fa7/n/dz7pNanON0BELhWROSIyZ3PYpm9NjSgTa9jFwK5EuMzBIvnHGm4rV+rRmPAqQdnQpYsanelWw3I1ZgE/QTw5yXfvXrcCa/x4Xd3csiUegTVwoBZ0cdlny8EHqzC0Isi1cXLqqf5tl/vHVFaqwAp+t1G95Zl6sFLtOZQJYXOkDbt1sTrbqZN6U4ICS8SdsRxcFbfG8tChbtoGgK98RY+33abzi6vEf2s8Bb/bsByRXEm1GbsLD9bOnb4IT0WuC6M23Ct5jsw1kiUMm6e6ZInm3gBuvUwiwDHH6O1+/RILYbVmevfWOWXZMv9clLnLkkmIYGOipW3bcMGaSmC5XIQCEov1uBZYpaXq8TzkEDft5ZlGA6ZF5DQAm4wx74vIMfZ0yFNNI4+lOh8m8kJr+xpj7gFwDwCMHz8+g/q/BWb79mj7GiUby3YXe9dhUyS/9O2rKz9Bw23PnmgCSyR8Y9QgUQRWWZn2cefOxLK9X37pVqzYvKhOnYCzznLXbj4YMwZ45BHglVc0+di1p/m//1tDHEtK3K4A9+vnJ3DbsMaoG8d27659bExgRRX9cYdRDxiQ+DstLXU3/9qFliVL/PLyLou6jBypBvkf/qD3XQmsTp308w16Paur3RUDsvOgrchpceHBAnTMpVugqK3NTVj07Kn5UcmhtTU14WXdc6FrV/WUv/OOzsP9+7uv0HvLLcApp2iV1ebmaYqLoiJd/LDRCYDvdY4aIhhVYKUizNMM+KG3rgRWZaW/r1l1tdo2nTq5aVtEc/aaKZlcKQ4HcLqIrISG702GerRKRcQKtEoAtgzVWgBVAOA93g1AdfB80mtSnW/+WEGUC6lCBF3mjZDCUFSkho/1YFlDIuo+ZI0lcUdZAU6eu3vzAAAgAElEQVTlkYiSpxPG4MGax7RlizujJF8cfLAe33gjntwFEeDss4Ezz2z8udnQzwsYCBrMUQVWcbGOszg9WGELCq7DqIMbPG/c6K46FqBz/NChwMyZwIIFOie42nMI0PFi9x8cPNhtKJktn2yJI0QwDg8W0HjOS67XWSt0kqNrXHqwAF2EmjVLPVhxzDNVVcC3vuUvABBl+PDEjaqt1ybKdaqxRVEg99D+sFxJwL0HyxbTqa/X32x5OYW5R6MCyxjzC2NMpTFmALRIxevGmH8DMA3A2d7TLgLwjHf7We8+vMdfN8YY7/y5XpXBgQCGAngPwGwAQ72qhG29//Gsk3dXaKJ6sMJWZ5l/1TIIroy7FFjpJusoRnOqnJooeYapGDbM3eSfTyZO9H+fVmw1B8IElh2TUUIRy8qavwfroIP0d7p5swqh5L1monLEEcBbb2nVTJeFSyw336yFLt59163REywxb6uTuixyIdJQYLnyYDWWhxVVYMU9Rx52mP6ulixpuLksiY9hw3SxxXqbbQGZqAJr166GBV2CRPVgJQss19v9jBql72HZMuCjj/xCUiTSPlg/B3C1iCyF5lj9xTv/FwBl3vmrAVwDAMaYBQAeB/AJgJcBXGmM2eflaV0FYCq0SuHj3nObN3V1mg9ADxYJY8IEzdVZvdo3JOIWWNb4zEWkp/JgRdkHpKXRpYvmYF14IXD++YXuTebY0C5rMAC+8Rwl7Ktnz/znYLn2YNmqalOm6F5hNj/FFUccoZ+RrZrpGhE1AF163gB/41VADba6OncCq6REV8HDPFhFRbl7+TIRWLZcviuBZffucjlHHnaYf7s5zTPNneHDdXxYj/bq1RoOF+W6ncl+ga4FVhQ7IAwr8mfN0oWiuAqjNEOy2rTCGDMdwHTv9nJoBcDk53wJ4BspXn8TgJtCzr8I4MVs+tLk2b5dj7kO4uDKhk3Y3rbNbRlfUjguuwz4zW+A//kf30sQVWD16JGYhJuMCw9W8oXAdfhLc2fgQN3IuDnRt6+KQxtHD6jxUFwcbUyWlTXMo0lm69bcC0fYBQVjfO+Maw/WhAlaIfKXv9T7rvKYLEcdlfi/mguVlRoyuWePPye4vDb16ROeg9W1a+45cJlUWrXjJ5c5zeYvBkMEo4bahrH//sBDD+lGvS4rlZL0DB+ux8WL9faqVfo7iJKTGRwz/UJru+UeIpgqB8u1wDrgAI04eegh9e41p+iNmHGwKyAJJWrFv2C8uDVyamv9KkKkebPffpofcdtter9jx+j5F5nkYLVvn1tRijCBVVenCwkUWM0bEQ3z+Phj/9yaNXrBLy7Ovd2yssQ2w4hiNPfooXvEBEOxa2t1fLsKMW3bFpg0CZg2TcN6XVb5A7QYyowZ2v/Ro922HSfWs/nZZ/6KvsucnT59wj1YUeaaTDxYUQRRmAcrat5YGCKaI0Xyy4gR+tm//75Wol29Oro9FibKk9m6VeeHbDfxbttWbYqwvGnAncCyW4j86196nx6s/4Pl6OIiqgcr7GLguqAAKSxTpgDXXqu3d+2K3p7dU6O+PvzxqNsGAImTdZTVXtK0sALLlphesyZ6VbhMc7By9Xzka4687jrgZz8DXn01nuTto47SVd/mlBge3BfIlpi3K/wuqKho6MGKuhl7t276GcclsDp3VqM2aCxHzRsjTYdu3bTAiN1DcfXq6IWYUuXtBYlSQKa8vKF4cy2wAL+MeseO7hehmjH0YMWFFVguPFiW2loWuWhJtGunJUiNyX51Kozu3VVcbd8efkGPYnyWlOhrgwYzjYeWw6hRwL33athXnz5qPETde6SsTPNZdu9O7VGKksMXnCOt9ySOOfLoo/1cLKIE9/BatEjFhcs9k6qq1Du2d6+ukNv/FcVLVlTUuJc/ypwmogZt3B4sUjhOPx245hotfLNuXXSBlYkHqzkIrBtuUPFZVRUt6qGFQQ9WXEQdxMmrs3V16uWgMduyEAFuugm4/vrobTVWhjiq8ZnskaDx0HKwmzrPn68ife1aNx4sIL0XK4oHKyynhpVW88OAAWpIzZ+vHqzhw9164IYM0fBPu5UFoN4yK+xyJWx/ySBRc6Z69kwUWFyEalmccYYef/5znSej5sDZ/QIbE1i5zpHpBJarKoKA9u/884Ejj3TXZguAAisuXHmw7GQdx6oDaVk0lsQdtQplssBysZM9aRqMGaPhHXfcoZ6DPXvyI7BceLCC452VVvNDx466LcG0aerBchkeCPhhRkuX6nHnThVGUcdkWOXJIFEXjXr2jL/IBSkcI0YAp50G/OMfOr+ddVa09oqLtZ18hwh27OgmaoakhQIrLqIKIhtuYUvhuq6ORVoeVmCl82BRYJEwSks11+iZZ9R7AETfYyduD1aqHCwuQuWH444D3nlHq6m5Flh2DC5Zokd7HXThwYorBwtoGCLIObLl8Zvf6Pi4+WY332uYCAriQmDZ3FqAc2QeoYSNi6gerHbt/FwIwP3+LqTl0ZjAiloAoKwscSd7Gg8tix/9SMNV1q8Hvv51jamPQiZ7vETxYPXs2XBDWnqw8sfkycCNN+rtE05w23Z5uV7rrAfLxb5sgBqqVrSFETWkr2dPYNMm/35trY5Rl+FYpLCMHKm5qq4qlSZ7PYNE3cS7vFxzYHfs8McgBVbeoMCKCxdxrv37+wLLGhG9ekXrF2m5NFaGOGoOVt++Gj5WX68J48wvaFm0aQP89Kfu2mvMg7V3r4Z+5Sqw2rYFevf2vRsAjYd8cvjhwBVXAF/7WnQxnoyIerGsGHIlsDLZyqJDB7+wRrZUVuoYtOMw6t5dpGniSlwBKoJsJc5kom7iHSyiQYGVd/irj4vt23XPoVwnaiBRYNlkX24sSFJhJ9ONGxs+ZvcLiiKGBg3S1bDPPtP79KqSdDQmsKxAj7JBbVWVb3wbQw9WPmnbVnP2jj8+nvaHDAHmzQOeeAK49VY9l2oz1kzp0UPH3b594Y9H3WvLVjlctUqP1dX08JP0pAsRtIsBLgSWhdv95A0KrLjYti16WEBVlQosY1RgtWnjbzpMSDLt2ulEnLxBJ6ArYUC0iXXwYD0uW6ZHuzrLsqwkjPbtNZk6lcCyoaxRDNDKSt+D9cUXajhT8LcMLr1Ux8g3vuGv8Ef1HPTo4QvxMKIKdLsAahdEV62KvhktadmUl+scGSb6rcCKUkUQSAxbpQcrbzBEMC62b48+iPv3V6NhyxadsPv3pzFL0tO7d7gHy0U1Kyuwli/XfYGi5M+Q1kG6zYZdeLAqK4HXXtPbrNjWsjjuOGD6dN0Ae/Vq9Z5HJRhGHeYVqKmJNn6sB8sKrOXLgRNPzL090vKpqNCw+02bGi6gx+XBosDKCxRYceHCg2U3sVu9WifsKJssktZBnz7hHiwX4Xx2E0Hrwdq0KfeJn7QO0gksFx6sqio/58W2R+Oh5TBpkv65IpO9AqOMx/JyzeFauRL48ksNpx40KPf2SMvHiqr16+MTWPRgFQSGCMaFKw8WoJM1BRbJhMYEVpTV2TZtNNxl+XK9P38+cMABubdHWj7p9nhx5cECNEzQjkvmqZJUZFIIKIrAEtHrtL1mAxyPJD1BgZWMXQjIVWB17qxVCu3caAwFVh6hwIqLLVuir+6PHKk5DC+8oEYzBRZpjFQCy3oRbOGBXBk0SD1Y1dVq1B50ULT2SMsmHx4sQMfi4sV6e9iw3NsjLZtMBFbUEFMrsKxRSw8WSUc6gRXVgwXoHnV2e5Vdu5inmkcaFVgi0l5E3hORD0VkgYhc752/X0RWiMg87+9g77yIyB9FZKmIfCQiYwNtXSQiS7y/iwLnx4nIfO81fxQRiePN5pWNGzUfJgodOwKnnAJMmaL3KbBIY/Tpo6WvbVELi43BtiEDuTJypOZEvPee3h89Olp7pGXTs2d+PFirVmlJ7+7doy8ikJaLNVRTiX4XAmvgQN2/y4ZSU2CRdPTpo8dUAqt9ew07zZVhw/zFJzvnUmDlhUw8WLsBTDbGjAZwMICTRcQGRf/UGHOw9zfPO3cKgKHe36UA7gIAEekB4DoAhwCYCOA6EbFX1ru859rXnRz5nRWSujo1KqIKLAA4+2w9FhWp2CIkHXayTvZiuRJYp52mq2C//73epweLpKN3bzUS9u5t+NjWrVrqu3373Nvv319F1bvvqhFB7xVJR48eGsYXVhZ7zx4tKhVVYB16qIZhPfmkGsYu7ADScrHVf1MJrCgLUIB6sDZs0DFpvapcrM8LjQoso9jl8Dben0nzkjMAPOi97h0ApSJSAeAkAK8aY6qNMVsBvAoVaxUAuhpjZhljDIAHAZwZ4T0Vns2bNdbVGrtROPNM4Npr1cXLlVnSGOkEVqdO0VbCAK0e2K4d8K9/qXfCxRgnLRdrXAaTrC01NWo8RAlYKCoCjjgCePNNCizSOCUlusgUZszaPNWolVGPPVaPM2ao2GoBATkkZioqwsfk559Ht/vsnLh4sb9x99Ch0dokGZFRDpaIFIvIPACboCLpXe+hm7wwwNtExG5Q0Q/AmsDL13rn0p1fG3K++WLLZLtYuWrfHrjxRt10kZDGsGMuTGBF9V4B6nG48EI1VG6+mcYDSY8V4GFbB2zd6qbM/5FHqvGwdi0FFmmcvn39zdKDuCrz36+feg0A4LLLorVFWgd9+4YLrHXrom+ubcfiokUqsEpKuDdbnshIYBlj9hljDgZQCWCiiIwC8AsAIwBMANADwM+9p4dZXCaH8w0QkUtFZI6IzNmcaufrpoBLgUVINtiJ04YCWFwJLAC44w4NN/jud920R1ouqQQ/oAIravgLABx1lH/76KOjt0daNqm8BS6KrlhOP13n4jObdzAOyROpxuTatX6eaa4MHqwL9e+9pwJr0CAVWSR2sqoiaIypATAdwMnGmPVeGOBuAH+F5lUB6oGqCrysEsBnjZyvDDkf9v/vMcaMN8aML3dlLMaBNSYosEi+KS3VFa/58xPPb9rkTmC1aRM91JC0DuwcGObBclEICAAmTNCcwHffVW8WIelIZczaMNZevaL/j1//GliwQD3+hDRGZaV6VYO5qnv36hwZVWC1a6dhqy+8oAKL4YF5I5MqguUiUurd7gDgeACferlT8Cr+nQngY+8lzwK40KsmOAlArTFmPYCpAE4Uke5ecYsTAUz1HtsuIpO8ti4E8Izbt5lnrDHB/BRSCA48UCv9BXHpwSIkU9J5sDZscDNHFhUBV18NTJzY+HMJqajQa/S+fYnnXQqskhLNeSUkE0aO1OJoNkcK0EUAY6KHCALAqadqVcuPPqLAyiOZeLAqAEwTkY8AzIbmYD0P4BERmQ9gPoCeAG70nv8igOUAlgK4F8AVAGCMqQbwK6+N2QBu8M4BwPcA3Oe9ZhmAl6K/tQKycaOWWO/cudA9Ia2RUaOAhQt1wgZ0kqbAIoWgY0egS5eGHixbaZWLUCTfVFQA9fUNKwnaMepCYBGSDaNG6TG4MLrWK00Q1YMFqMCyHHxw9PZIRjQaiGmM+QjAmJDzk1M83wC4MsVjUwBMCTk/B8CoxvrSbHAV+kJILowaBezerXuxjBihe2Lt3k2BRQpD2ObXLiutEpINwY1dg+Nv0yb1OtHzRPLN8OHqif/4Y+Ccc/TcunV6dCGwBgwA3n5bwwXHjm306cQNWeVgkQxZv54CixSOAw/Uo90M2NUeWITkQu/eDT1YzFMlhSIosIJwYZQUivbtNXQvLg8WABx2GDBuHCv/5hEKrDhYvJhl1UnhGD1aKwfdead6CaxxS4FFCkGYB8vepweL5BsrsJJLtW/axPBAUjhGjUosTrV2rRaTclHVkhQECizX1NbqD+OAAwrdE9JaKS4GfvQjrar2979rYivAMUkKQ2UlsHq15r1YWAiIFIp+/bQS6rJliefpwSKF5MgjNaz/Zz8DLr4YmDpVF0rpcWq2sBi+az75RI80Zkkh+fa3gYcfBs4/X1fGunfXOGxC8s2oUcCuXbo3m/XsM0SQFIo2bTQ3NbnS6qZNwKRJhekTIRdcAFxzDfDb3/rnXnihcP0hkaHAcsHDD2tFrEMPBaZN03MUWKSQdOwI/Otf/p5YJ5zAlTBSGA46SI/z5ycKrC5ddJwSkm8OOAB45x3//r59mqtKwU8KRY8ewLe+BTz1lIb379kDfOUrhe4ViQAFlgumTlWRFYTeAlJoOnUCzjoL+OtfgfHjC90b0lo54AAV9x99BHzta3rO1R5YhOTCqFHAY48B27er0K+u1hBW5mCRQvKnPwG33AKUlRW6J8QBzMFywUMPAXPmAI88overqrTkJiGF5oIL9HjYYYXtB2m9dOyoniubwG2M5gfuv39h+0VaL3bfIRvSv2qVHin6SSFp147iqgVBD5Yrxo3Tv0MPVQOCkKbAsccC8+b5YVqEFIKDDtJ9WJ5+Wo3alSs134CQQmC3snjiCR2bL76oXtajjipsvwghLQYxzVQMjB8/3syZM6fQ3SCEENIYb7+tYn/vXv/c6tXq7SekEHznOxo+XVSk4YGHHgrMnFnoXhFCmjgi8r4xptG8C3qwCCGExMvhh6u34MMPgSef1L1dKK5IIbn7bo06eeYZ4NVXgVNPLXSPCCEtCHqwCCGE5A9j1JPVtm2he0KIVmt75BHgnHO0MBAhhKSBHixCCCFNDxGKK9J0aNtW9w0khBCHsNQdIYQQQgghhDiCAosQQgghhBBCHEGBRQghhBBCCCGOaFRgiUh7EXlPRD4UkQUicr13fqCIvCsiS0Tk7yLS1jvfzru/1Ht8QKCtX3jnF4nISYHzJ3vnlooIN0chhBBCCCGENEsy8WDtBjDZGDMawMEAThaRSQB+A+A2Y8xQAFsBXOI9/xIAW40xQwDc5j0PIjISwLkADgBwMoA7RaRYRIoB3AHgFAAjAZznPZcQQgghhBBCmhWNCiyj7PDutvH+DIDJAJ7wzj8A4Ezv9hnefXiPHyci4p1/zBiz2xizAsBSABO9v6XGmOXGmD0AHvOeSwghhBBCCCHNiozKtHtepvcBDIF6m5YBqDHG1HlPWQugn3e7H4A1AGCMqRORWgBl3vl3As0GX7Mm6fwhKfpxKYBLvbs7RGRRJv0P0A1AbZavyZT+AFbH1DYQb9/jbDvu9tn3wrTPvhemffa9MO2z74Vpn30vTPvse2HaZ99TE6eNnW3fh2f0LGNMxn8ASgFMA3Ak1Otkz1cBmO/dXgCgMvDYMqjAugPAtwLn/wLg6wC+AeC+wPkLANyeTb+y6P89cbTrtb05rrbz0PfY2mbf2fem1j77zr43pbbZd/a9qbXPvrPvTaltr/3YbOxs+w5gTibPy6qKoDGmBsB0AJMAlIqI9YBVAvjMu70WKrjgPd4NQHXwfNJrUp2Pg+diahcAamJsG4i373G2HXf77Hth2mffC9M++16Y9tn3wrTPvhemffa9MO2z76mJ08aOpe/iqbHUTxApB7DXGFMjIh0AvAItXHERgCeNMY+JyJ8BfGSMuVNErgRwoDHmchE5F8BZxphzROQAAI9Cc676AngNwFAAAmAxgOMArAMwG8D5xpgFcbzhuBCROcaY8YXuByGEEEIIIS2FpmRjZ9qXTHKwKgA84OVhFQF43BjzvIh8AuAxEbkRwFxoyB+840MishTquToXAIwxC0TkcQCfAKgDcKUxZp/X2asATAVQDGBKcxNXHvcUugOEEEIIIYS0MJqSjZ1RXxr1YBFCCCGEEEIIyYyscrAIIYQQQgghhKSGAqsJIiIni8giEVkqItd45x7xzn0sIlNEpE2h+0laBynG42QR+cAbjw8ECt4QEive/LdJRD5OOv99b5wuEJFbC9U/0voQkSoRmSYiC73x9wPv/K9E5CMRmScir4hI30L3lbR8RKS9iLwnIh964/F67/xAEXlXRJaIyN9FpG2h+9qSYYhgE8PLdVsM4ARohcXZAM4DMADAS97THgXwhjHmrkL0kbQe0ozHqQCOM8YsFpEbAKwyxvwldUuEuEFEjgKwA8CDxphR3rljAVwL4FRjzG4R6WWM2VTIfpLWg4hUAKgwxnwgIl2g+4aeCWCtMWab95z/B2CkMebyAnaVtAJERAB0Msbs8Bbj3wLwAwBXA/hnoDjdh7Qj44MerKbHROgeY8uNMXsAPAbgDGPMi8YDwHvQcvaExE3YePw6gN3GmMXec171zhESO8aYN6AFlIJ8D8Atxpjd3nMorkjeMMasN8Z84N3eDmAhgH5WXHl0AsAVbRI7nqm4w7vbxvszACYDeMI7/wB0EYDEBAVW06MfgDWB+2u9cwAAbzXiAgAv57lfpHUSNh77AGgjIrZM6dlI3MuOkHwzDMCRXvjLDBGZUOgOkdaJiAwAMAbAu979m0RkDYB/A/DfhesZaU2ISLGIzAOwCboIugxAjTGmzntKgm1J3EOB1fSQkHPBVa87oeGBb+apP6R1EzYe66HbL9wmIu8B2A7deoGQQlECoDuASQB+CuBxL0yGkLwhIp0BPAngh9Z7ZYy51hhTBeARAFcVsn+k9WCM2WeMORga7TQRwP5hT8tvr1oXFFhNj7VI9AZUAvgMAETkOgDl0DhaQvJB6Hg0xswyxhxpjJkI4A0ASwrSO0KUtdDcAmOMeQ+6CNCzwH0irQgvuuRJAI8YY/4Z8pRHwVBqkmeMMTUApkMXn0oDBan+z7Yk8UCB1fSYDWCoV+2lLdRT8KyIfBfASQDOM8bUF7SHpDWRajz2AgARaQfg5wD+XMA+EvI0NL8AIjIMQFsAnxe0R6TV4HlL/wJgoTHmD4HzQwNPOx3Ap/nuG2l9iEi5iJR6tzsAOB6aFzgNGtIPABcBeKYwPWwdsLRyE8MYUyciV0GrtBUDmGKMWSAiHwJYBWCWF/nyT2PMDQXsKmkFpBmPvxWR06CLNHcZY14vaEdJq0FE/gbgGAA9RWQtgOsATAEwxSvdvgfARYYlckn+OByaGz3fy3sBgP8AcImIDId6VFcBYAVBkg8qADzgVQEuAvC4MeZ5EfkEwGMiciOAudBFARITLNNOCCGEEEIIIY5giCAhhBBCCCGEOIICixBCCCGEEEIcQYFFCCGEEEIIIY6gwCKEEEIIIYQQR1BgEUIIIYQQQogjKLAIIYQQQgghxBEUWIQQQgghhBDiCAosQgghhBBCCHEEBRYhhBBCCCGEOIICixBCCCGEEEIcQYFFCCGEEEIIIY6gwCKEEEIIIYQQR1BgEUIIIYQQQogjKLAIIYQQQgghxBEUWIQQQgghhBDiCAqsHBGRHY08Pl1ExuerP4QQQgghhDQ3RORrImJEZESh++IKCixCCCGEEEJIoTgPwFsAzi10R1xBgRUBETlGRJ4P3P+TiFxcwC4RQgghhBDSLBCRzgAOB3AJPIGVzr4Wka+IyKci8paI/DH4vKYEBRYhhBBCCCGkEJwJ4GVjzGIA1SIyNtUTRaQ9gLsBnGKMOQJAeZ76mDUUWIQQQgghhJBCcB6Ax7zbj3n3UzECwHJjzArv/t/i7FgUSgrdgWZOHRJFavtCdYQQQgghhJDmgoiUAZgMYJSIGADFAAyAZxFuX0t+e5g79GBFYxWAkSLSTkS6ATiu0B0ihBBCCCGkGXA2gAeNMfsZYwYYY6oAWO9UmH39KYBBIjLAu//NvPY2C+jBygERKQGw2xizRkQeB/ARgCUA5ha2Z4QQQgghhDQLzgNwS9K5JwGcD6CBfW2M+UJErgDwsoh8DuC9PPY1K8QYU+g+NDtEZDSAe40xEwvdF0IIIYQQQloDItLZGLNDRATAHQCWGGNuK3S/kmGIYJaIyOXQpLr/LHRfCCGEEEIIaUX8u4jMA7AAQDdoVcEmBz1YhBBCCCGEEOIIerAIIYQQQgghxBEUWCkQkSoRmSYiC0VkgYj8wDvfQ0ReFZEl3rG7d36EiMwSkd0i8pPG2iGEEEIIIYS0PBgimAIRqQBQYYz5QES6AHgfutv0xQCqjTG3iMg1ALobY34uIr0A7Oc9Z6sx5nfp2jHGfFKAt0UIIYQQQgiJEXqwUmCMWW+M+cC7vR3AQgD9AJwB4AHvaQ9ABRWMMZuMMbMB7M2wHUIIIYQQQkgLgwIrA7wNzcYAeBdAb2PMekDFE4BeObZDCCGEEEIIaWFQYDWCiHSGbnr2Q2PMtkK3QwghhBBCCGm6UGClQUTaQEXRI8aYf3qnN3p5VTa/alOO7RBCCCGEEEJaGBRYKfB2iP4LgIXGmD8EHnoWwEXe7YsAPJNjO4QQQgghhJAWBqsIpkBEjgDwJoD5AOq90/8BzZ96HEB/AKsBfMMYUy0ifQDMAdDVe/4OACMBHBTWjjHmxTy9FUIIIYQQQkieoMAihBBCCCGEEEcwRJAQQgghhBBCHEGBRQghhBBCCCGOoMAihBBCCCGEEEdQYBFCCCGEEEKIIyiwCCGEEEIIIcQRFFiEEEKaPSJSKiJXeLf7isgThe4TIYSQ1gnLtBNCCGn2iMgAAM8bY0YVuCuEEEJaOSWF7gAhhBDigFsADBaReQCWANjfGDNKRC4GcCaAYgCjAPweQFsAFwDYDeAr3mbxgwHcAaAcwC4A/26M+TT/b4MQQkhzhyGChBBCWgLXAFhmjDkYwE+THhsF4HwAEwHcBGCXMWYMgFkALvSecw+A7xtjxgH4CYA789JrQgghLQ56sAghhLR0phljtgPYLiK1AJ7zzs8HcJCIdAZwGIB/iIh9Tbv8d5MQQkhLgAKLEEJIS2d34HZ94H499DpYBKDG834RQgghkWCIICGEkJbAdgBdcnmhMWYbgBUi8g0AEGW0y84RQghpPVBgEUIIafYYY7YAeFtEPgbw2xya+DcAl4jIhwAWADjDZf8IIYS0HlimnRBCCCGEEEIcQQ8WIYQQQgghhDiCAosQQgghhBBCHEGBRQghhBBCCCGOoMAihBBCCCGEEEdQYBFCCCGEEEKIIyiwCCGEEEIIIcQRFFiEEEIIIYQQ4ggKLOr72WsAACAASURBVEIIIYQQQghxBAUWIYQQQgghhDiCAosQQgghhBBCHEGBRQghhBBCCCGOoMAihBBCCCGEEEdQYBFCCCkYIrJDRAYVuh+FQETuF5EbC90PQgghbqHAIoQQ4gQR+YWIvJh0bkmKc+cCgDGmszFmeYbtGxEZ4q7H+UNELhaRtwrdD0IIIfFDgUUIIcQVbwA4XESKAUBE+gBoA2Bs0rkh3nPzhoiU5PP/EUIIab1QYBFCCHHFbKigOti7fxSAaQAWJZ1bZoz5DEj0Snkhc3eIyAsisl1E3hWRwd5jVpB96IUVftM7f5qIzBORGhGZKSIH2c6IyEoR+bmIfARgZ5jI8v7/FZ5XbbuI/EpEBovILBHZJiKPi0jbwPP/XUSWiki1iDwrIn2T2rrca2ur915ERPYH8GcAh3p9rwl0oXvY+yWEENJ8ocAihBDiBGPMHgDvQkUUvOObAN5KOpfOe3UegOsBdAewFMBNXtv29aO9sMK/i8hYAFMAXAagDMDdAJ4VkXZJ7Z0KoNQYU5fif54MYByASQB+BuAeAP8GoArAKK8NiMhkADcDOAdABYBVAB5Laus0ABMAjPaed5IxZiGAywHM8vpe2tj7JYQQ0nyhwCKEEOKSGfDF1JFQgfVm0rkZaV7/T2PMe54YegS+5yuMfwdwtzHmXWPMPmPMAwB2Q4WS5Y/GmDXGmC/StPMbY8w2Y8wCAB8DeMUYs9wYUwvgJQBjvOf9G4ApxpgPjDG7AfwC6pUaEGjrFmNMjTFmNdR7l67/2b5fQgghzQAKLEIIIS55A8ARItIdQLkxZgmAmQAO886NQnoP1obA7V0AOqd57n4AfuyFB9Z4oXdVAPoGnrMmgz5vDNz+IuS+7UNfqNcKAGCM2QFgC4B+OfY/l+cTQghp4jDplxBCiEtmAegG4FIAbwOAMWabiHzmnfvMGLPC0f9aA+AmY0y6sDrj6H8BwGdQUQcAEJFO0NDEdRm81mU/CCGENGHowSKEEOIMLxRvDoCroaGBlre8c1GqB24EENwz614Al4vIIV4xiU4icqqIdInwP9LxKIBvi8jBXp7XrwG8a4xZmcFrNwKoDBbMIIQQ0jKhwCKEEOKaGQB6QUWV5U3vXBSB9UsAD3jhgOcYY+ZA87D+BGArtEjExRHaT4sx5jUA/wXgSQDrAQwGcG6GL38dwAIAG0Tk83h6SAghpCkgxjBqgRBCCCGEEEJcQA8WIYQQQgghhDiCAosQQgghhBBCHEGBRQghhBBCCCGOoMAihBBCCCGEEEc0232wevbsaQYMGFDobhBCCCGEEEJaAe+///7nxpjyxp7XbAXWgAEDMGfOnEJ3gxBCCCGEENIKEJFVmTyPIYKEEEIIIYQQ4ggKLEIIIYQQQghxBAUWIYQQQgghhDiCAosQQgghhBBCHEGBRQghhBBCCCGOoMAihBBC4uTLLwFjCt0LQggheYICixBCCImLdeuADh2AW28tdE8IIYTkCQosQgghJC4uvVSPjz8eT/v79sXTLiGEkJyhwCKEEELi4rXX9BhHiOATTwAlJcC8ee7bJoQQkjMUWIQQQlo306YBt93mXgTt3q1/ALB0qfv2Z83S49e/Tk8WIYQ0ISiwCCGEtF5efhmYPBm4+mpgw4bc29m0CaitTTy3fbsehw3T25s3595+OpYvj69t0vJYvBi49lqgvj6e9hctArZujadtQpoJFFiEEEJaL7Nn+7eXLs29neOPBy64IPGcFVxjx0ZvP4ygoKPAIply9NHAr3+twtw1+/YBhx4K3HCD+7YJaUY0KrBEZLiIzAv8bRORH4pIDxF5VUSWeMfu3vNFRP4oIktF5CMRGRto6yLv+UtE5KLA+XEiMt97zR9FROJ5u4SQgrNtG8OZSNOhpsa/nasAWr4cmD9fvWHbtvnn7e18CKxNm9y2DQAzZgBr17pvlzTO9u3xzJN1db6ndtEi9+1b79XChe7bJqQZ0ajAMsYsMsYcbIw5GMA4ALsAPAXgGgCvGWOGAnjNuw8ApwAY6v1dCuAuABCRHgCuA3AIgIkArrOizHvOpYHXnezk3RFCCsdzz6mBFsQYoFs34Nxz4/u/8+cDTz8dX/ukebJ8uY67oKAC9H6vXlosIlcB9NJLety7F3jlFf+8FVgHHQQUFQHLluXW/oYNwBVX+CGHlpoaoGtXvR3Fg7VmjfY72H59PXDqqfREFILt2/V7/clP3Lf9xhv+7TgE1vvv6zHXsU6aHs89B4jQS54l2YYIHgdgmTFmFYAzADzgnX8AwJne7TMAPGiUdwCUikgFgJMAvGqMqTbGbAXwKoCTvce6GmNmGWMMgAcDbRFCmiP19cDppwPHHKOr+pbPP9fjE08AO3a4/7+vvabG7Ne+luhJIOTWW4G//x144IHE87W1QM+ewMCB2Qus2lr9e+klfX1ZGfDMM/7jdgz27AmUlgJbtuTW9/vvB+66S4/J/3/oUL0dxfg57TTgpJOAI49UkQio52rnTmDBgtzbJblx7716fOIJ923bipMi8QqslSujeeBSFYSpqwM+/TT3dkn23HOPHqdPL2g3mhvZCqxzAfzNu93bGLMeALxjL+98PwBrAq9Z651Ld35tyPkGiMilIjJHROZsppImpOnyySf+7e9/37/QrglMAY895v7/Tpvm3161yn37pHlSWws8/LDevvfeROOtpka9qkOGAEuWZNfuuHEqnP71L11QOPVU4IUX1Ai0/xdQb0RpaUPvWaZYD9nddyf2vbYWGDQo2upydTXw0Ucqrj78EPjDH/T84sV6XLgwnhLzBLjySuCnP214/s479VhRkXvbu3frYoIVzJYtW4DiYuCQQ6IJrG3bgF27Gp63AquuLvfw0tmzgU6dwsX9+ecD+++v45a4J9lLDgCDB+sxjpw9y2mnAbffHl/7BSBjgSUibQGcDuAfjT015JzJ4XzDk8bcY4wZb4wZX15e3kg3CCEFY+ZMPd58s3oF/vlPvR8UWPZC7JKgh4ACi1heeEG9MZdcokbbnDn+YzU1Kn6GDMm+lLoNg9q9GzjnHBVZW7cCb7+t560Hq2tXoHv33Cqr1dRoe4MGhfe9Rw/9y1Vg2d/qr34FnHCCGvf19b7A2ro1nvyu1s7OncB99wG//70KW4sx/twVnC+z5a9/BS6+WItZBNmyRcfLiBG5C6yaGuDggzVaYP36xMc+/dT3quYaJvjkk8AXX/iLIpZdu4B/eCboihW5tU1S8+67OldZgW/p1EmPdk5wzb59GunywgvxtF8gsvFgnQLgA2PMRu/+Ri+8D97RzsBrAVQFXlcJ4LNGzleGnCeENFdmzgTKy3V1dvBgf8JevVqPlZUaQuKa6mo1loF42r//fuCOOxqW43bBypXA//4vvQVx8PbbQOfOwG9+A7Rpo6GCltpaHTOVlbp6G7YqH4b1UgH62kmTNMyubVvg2Wf1fFBglZbmJrDeeEMNkN/9Tj0Ptu1g38vLowmskhJgwgTgwgv1NzpzZqIxFfRIEzfMmAHs2aPex8sv9/dL275dx1bXrpp7Z89ny3vv6fH22xO9PVu2aCjr0KHa/s6d2bf94x+r+NuwAbj0Uv+8MTrGJ07U+7l6PGwe4xNPJM6HwdzaKOJz6tSG+cHEDwG88srE378dI/Pnx/N/N27UOa6FFUbJRmCdBz88EACeBWArAV4E4JnA+Qu9aoKTANR6IYRTAZwoIt294hYnApjqPbZdRCZ51QMvDLRFCGmOvPOOluotLga+/W2duFes0Iti27ZqzMUhgLZs0ZXZ9u3dt19fr+/lqquAW25x2zYAXHMN8MMfah4ZccvMmSqAysqAk09WgWX3ALIhgt266f1MxbMNfzr5ZM2PKipSEXfYYX4hgdpaFXTt26sHK5cQwQ8+UCP8xBOBI47wBdaXX6rx3a1bNIE1Y4Z6Izp2BM44A+jQQcfitGlA7976nDgMn3nzNCzIhiS2Nl5+WT/r++/X+fK66/S89cIffLAecw2ze+MNYL/9VOR/85t+mHZ1tf4Oysr0frZjsr5eIxK+9S2dr158EVi3Th+zlQ8PPFBFey4Ca/NmYO5c3Ttu6dJE755doEu+nQ27dmmxm4sv5mJWMvPm6XxVVAQ88oh/3gqsBQviqWxpx/jq1fHkZheIjASWiHQEcAKAfwZO3wLgBBFZ4j1mLY4XASwHsBTAvQCuAABjTDWAXwGY7f3d4J0DgO8BuM97zTIAL+X+lgghBWXnTl39sqWpL7hADcQpU1RgVVVpuNPKle4vcFu2aEGB/fZzHyIYNLyDF31XdO6sxxYWh15wtm/XHKPDDtP73/iGXtDnztXxZ0MEsxVYdnz9+McqFCyHHqqGyhdfqHHbtauO/2xDBFeuBMaM0VX74cM1TOf00/W9rF7t9zOKwFq+XMXnmV5dqS5dNM/r/ff1/xxxhP7fbHPTMmHqVA0J+vGP/eI3rYnXXtP9qC64QMXziy/qeettGjNGj7kIiXXrNDzvBz8A/ud/NEfQemysByvb8W75+GP9zUyerCKlvh546CF9zIq1nj31f+RS1OWtt/RoPbbBQh9btuhiRfv2uXuwHntM+7lyJTBrVm5ttFQ++EDzSI85Rj8ne322AmvXrmjX1RUrwl8fXERoQQVMMhJYxphdxpgyY0xt4NwWY8xxxpih3rHaO2+MMVcaYwYbYw40xswJvGaKMWaI9/fXwPk5xphR3muu8qoJEkKaIx9/rBPz6NF6v39/4KyzgNtu05XaqipgwABdgXed21FdrfkFAwa492AFjYUooRK7dwPPP99QXNrk4ueeU+OcRGfFCmDkSDUCrcA67jg9Tp+un3NdXW4Cy46v/fZLPD9pkrY5Z44vsIDsi1y88IIKtQ8/9I3tyZP1+Oabfj+jhAjef7+Kvwsv9M9dcIGuVF9zDfCjH2mhBbtvkkuCn0VyHk9Lp7pawy6PPFLvT5qkn/nOnQ09WLkIiddf16MVcCUlwKuv6jmbg5WLwNq0ya/CedRRmrc4bpwf0mcXELp3z72oy7x56kE57jg19P/xD3+utAtoVVW5e7AeeEDDIzt0AB59tOHjixfnXoymObN9uy6kjB2rHs/Fi33PdTCMNNfFlro6/U5POKGhFywosFpQmGC2VQQJISQ91rtjBRagJbL37lWjtKJCBRAQjwgqK1OjNy6BdeSRekHI9SJ8113AV7/qr/parIFsjB9yQ6Ixe7Z+VzfeCBx/vJ7r21fDj6ZP97/DYIhgpt+rXYnt3z/x/KRJenznnUSB1b27Lip8+WVm7QdX163AOvBA9TK99VZi38vLdXxmE75TXa25kSefrAZrkEGDtEDN4YcDffpEF1hhFd9as8CyhUUOP1yPEyboIsAHH/jzjJ0/s/UY2D3NystVpHXpol7VoMAqK/NzVbMRWBddpCGdpaX+wsLYsTrn2/wrIJrAmjtXw7w7dgTOPlsN/Y8/9vveo0fuAmvPHs1N++pX9TMJFowBgM8+U2/xJZdk33Zzx36HY8f643LuXD3u3OlXEsy10MXjj+uC15IlejvI2rVAu3YankiBRQghKZg3T41KK6IANdhefFGNz9NPj0dg7d6tF4IePYB+/TTsKLlEcRSs4XP00XrMdX8g+57vvjvx/ObNvjGea94FScSu/l95pYYbWY45Rr1A1vDPNUSwokINgyC9eunK/vTp2lbQgwVkHiY4a5bfpwkT9FhcrIbh228nerBKS9U4yiZ/4cYbtS8335z+eVEF1lNPqbGfbMzW1qr3DIjHQ9aUeestv7AI4B/fe88fk/366fefTfjk3Lkq+B9+WD0FRZ6Jd8IJKt4WL1avba4hgjZ87667/HOjR2ufP/vMF1R2TOYqsOyCwte+pu/Bhglacdi/f26evY8+0gWOSZNUMCRXObz+ej22ICM/Yz74QI9jx+oCVNu2+nkBOq8MGqRiPVeBdfvtKpxHjtRoliBr12qhoIoKHUctBAosQog71q3T5O3Ro33jyXLccWo0nnuuv/rpUmBZwyTX1dkgd9yRWLEK8A0dK7ByDRO0MeYzZ/oXMEAFljUs6MFyw9q1mttmjUnLscfq2PjXv/R+rkUukj0/llNO0SIRGzf67XbvrsdMjM5NmzQ/6tprNdzLjjlAV5c//tjfFLlbNzV8gPA9bFIxfbp69YKe5jD69NH3kQvGADfdpN6Z5NLPNTVqcAGty4O1d69uRj1+vHppAC0mst9+Oj/ahZwePVScZ7NhenBOsh5bQAtSdOiggsW2na3HtqZGDe1bb9U53HLQQXr88MPoHqzPP9fflQ2P7N1bQxFtaXZboKN/fzXEs1lAW7XK38DZCqzPP0/8fO12IiUl2fW7JfDBB/p5V1SoJ2n//f3r086dOo8OG5ZbiODaterRv+ACLRQ1e3ZiO1Zg9ezZovIxKbAIIe645BIVCr/8ZfrndemiK2S5lK22JJcXtgKrR49oAqu2Frj6auCyyxJzoazhM2aMehJyzQH4+GMNyyouBv7mFWatr9cLS9TKYSSRNWv0wp0s9o8/Xs/Zcu12xR3IfMzs2uUXJknmK1/RsfPpp4khgkBmY97uTzR6tIrBYP/POkuFy29/q/e7dfP7kY0Ha/36huGNYfTpo33OpVz4G29owYy+ff3iApaaGv1uOnduXR6sO+/UcXHNNYnnjzlGRa/1ZJeU6HebzRxm94b67//WfdksAwfqfli23H4uHizr1bGi2OJKYBkD/OIXetuG2QJalGbhQv1NWA9WeblfoCZTvv1t4J571CNWVdVw89z6ev8aEqUEfHNl7ly/MBWg36sV7Dt3arGbYcNy82A99ZQev/514LzzdD4LVilct049thRYhBCSguXLtaKaTcZPR7ars0HuvFMvtLYcNuALoKDxkM0F+KmntMDEs89qrP6mTcCDDya2X1SkxkOufa+p0YvJsceqkW8rNdXUaP7MgAHa9zgE1iuvtD7hZqtWJtOzp4ZlvfOO3i8tVQOiuDhzg/PLL7WaWRjHHON7J2w5bCvgMhmTVtjbDT6DjBqlYbYrVgCHHKKGSbYerLo69Ur17dv4c22p9ly8WL/7nX7W992n78luwAz41RsrKlqXB+vxx3XsnX564vnjjtM5Zto0f8xkO88sX67j/frrG46dYCGTsrLsx7sVWPvvn3i+Wzedt+bO1e9URMdjtgJr1iwdJz/9qZ8DBOhiFKDeZlvEyI73bD4bKz7vuEOPgwbp0Qqs2loVWb17+9661sKXX2rIe7LAWrdOx6QVWEOHatRJNostxmgxnZEjNb+tXz8V0LYwCqCiqrycAosQQlJiL4CZkKtIWbkS+MlPdJL/7nf9yT7Mg5XNBf6ss9ToefRRXdmfMEENRFs4wCZYFxWpUZFL322y9gEHaKWmlSs1DMNWU+zVS1f1XYcIGqOb4GbisWhJ2NCTME45xb9dWqqGYdeubgRW+/YaBvbnPwP/8R96LhsPli2E0aFD+OO//72W4H7pJR2P1uDM1CjcuFHHREVF48/t00eP2XiZamrUg/L887pv3BFH6Oc7e3bic0pL3RTRaE6sWaMiJSyEGlBDN1eBtWyZLxySseMP0PazHe+ffqpRBwMHNnzskEN0sWLrVv1O7Ry5Z0/mRV2sd+2KKxI/m4EDdd56+mldGCgryy0kdudO3dD58sv1vvVg2TwsF9UbmysffaTXORuiDvi3Z8/WeaVTJxVHxmRXsfTppzX88Cc/8c9NnKi52nV1+rdtm15by8spsAghpAH19XqBzVRgZRv+YnnhBV0N/+1vNY7bliQOerCihAi+/LLu7/Lzn2uei43Lt+EpQHaGSRDrcRs3zs+RmDbNv2CVl6sgcO1p2rVLj8ZkZ5Q0Z/buVc9Iqjypq67Slf6bb/ZFRDZjcvfuhgUughx/vIaZ2razKXJhPVipBNyQIbq/kTWabYhgpt+t9Rhl4sHKRWC98YbmzZx9tgrBLl1UVIQJrNbkwdq3T3OHwsZk376+UWs98Ll4sFIJLEDL7gO+V7K0NPPxvmSJjrtgsRjLYYepIJk/3x+T2S5yLV6sv6fkz0ZEIyJsvmRZmR92m43H9vPP/fcN6Gfco4cvsOwCXWsUWPZ3aYutAOplKinRsNVdu1Rg2Wt7NqH9992nIvmCC/xz48b5IdR2fPTooR6s2loV5i0ACizSOjFGL2Y33FDonrQctm9XkRVcKU1Hrh6sefP0InvVVTrpP/ecnl+6VC/+5eXZhwgGV1k7dgS+/33dfHXIEOCPf9TzQYGVrQdr82a9wPzlLxqG0aePnweQLLD69YsmsJ56yhedluAF8dlnc2+7ObF+vf7OU3mwevbUXJVrrvFXzLMRWOk8WGG49GAlk+2Kvq3UFZfAsuFYd93lG9oTJ6ohZ4yK0y++8D1YrUVgrV+vIiuV6P+v/9KjLS6QzTyza5e2n05g/f736jW3QiOb8b5tm/9dJmP3mJsxw39OLgJr8OBwARcs2JGLB2vzZh13QYEFaMibzSlK9mDlmmPbHJk9Wz+b4Ljs1EkLsUydqvc7d/bnsLBtF1Lx6afq4QwWDhk3To/vv++31b27zslAbhtUN0EosEjrZMcONdSvu651TaRx8v/Z+9Iwu6oy3XfVlFRqrlSlKkkVmWcIAUIA0TCKEGVoFSdQHPqigNradjdOLT5t27bYfWm5F7wOgCL2BUVsEBmkQWUQQsKUQCBkAgkZSSWVpDLVsO6P73x377NrD2uv4dQ5p/b7PPWcc3adWrXPPmuv9b3f+w3+ED0VmBCsRYvIuD3nHCJYUlJI1mmnEUFKq2CxgTdnDiljbW200X/mM1Sa+MUXzRSshx+m0skbN+aHpp15JhklHBLY3k5G77Zt6XoaMd54gyp8nXMOhWcx/EZ9sFx2uYKvaRTBCoNNBSuI6moyUlSMkyQFK4i0IYJpCNaECfSYlmDV13v3C0De8Z07ab31l5jv6CBDeTQ012bHSdScvOgiypX6j/+g12nWGa7IGkewhMhvjJ1mvh88GE34jz3W+52JgjV7dvjv/PlqOjlYPHfZWcCYP9/LLeP78phj6DqNJgXr6afJARIMW126lPZbQE/BOnKE5uWsWfnH58yh8Z55xhuLFSygbMIEM4KVoXjR25sfUqKLO+6gnJd//3fvGOe8AF5n+gxmKATBGhigMBT2Mi5bRkbLvffSRvne93pjC6G+ubMxfv31lAPA+PjHyYj+zndo0ddVsPwbxoUXes/PP5/m+Ve/SmEUnZ00tpReWF8afPe7pCJOnOgpb0D+hpgmfr6UwVUm2RhTQVNTOtUzjYIF0PxR8c6mVbB0QgSF8MhTHGpq6BqmCQvatIkKH/gNNg4/WrEiv18Sq82jIXSVjfYoBUsI2o8+8hF63dhI68DAQPLY/P2wkaoCWwSruhq45BJ6zuplGoI1OEgRCFEEq6HBc2ZwkSFAfc5wgZaggjV/PpGvnh7vvuzooD1stKyTvb2kMvnDAxmnnOI9r6tLr2Bt2kT7UZBgVVbSHh6lYGUEK0MGx/jHfySvCncT14GU1GR0zRrgllu8436CNZoSrF2iEARr7VpSDrh3Dz9yyWomL5z4r2osR3n0x4+nELL//E8iYUcf7Z17GgVr2zbaVF57LX8je897KPxl/34qo1xZqZfADZC38LbbyDg7++z8njhsfFVWls3mlQgmKWlIkMsQQUCdYKVVsNKWad+yhQxJ1X4/ae/VTZuGF0NYuJAMcT/B0u3hVapggqWqqqYhEq7nexzBAqg/FuCpTWkI1uuvU85kFMECaN588IMUtp12zkQpWAsW0OOaNfmGvm4Ro1LEmjVeykQQfH0APQWLe10FCRZAYYLPP+8R2UzBypChgODF8+qr9cfYuZMMmrY2qs7Exo2fYJXJzTziKATB4rLp3CeFSwY/9hhVmvIbLmkSuONCpr7+dQrb+fa3vSRxNkykVBt/61ZSC/zhOQB5rH/+cyL/3LcmrRoBUE+RT36Szunii8mY3bbNm+e8Ic6aNXo8s2xwpgnjUzU4pSRCm2ZsIL2CpTp+RQUZQGkULJUKgow0BqeU4QRrzBhyiAQVrNFGsMaNS5enCqhde12CpeqESiJYLS2kGnOkSBqCxetU3Jw85hhqa1FTk36NZIIVpmABHsFqbiYnlEkLkVIDX5uwvc8fblpfT/dqZaW6gpVEsA4c8FpltLRQiDxQNnuUEsESQjQLIe4UQrwihHhZCHGKEOKbQog3hRDP536W+d7/FSHEeiHEWiHEu3zHz80dWy+E+LLv+DQhxHIhxDohxB1CiBq7HzNDSeOhh/TCpYD80q+AV8WNb+CjjsoIli34PYAqaGwkI1W1p8brrwPXXUdhe7xg19d7pCUY4pCmD8uWLWQAhp17VRWF7Xz1q2TI8rn396uf+7Zt0cZDZyd9Jh47bT4NAFx6qde48ayzvOafrGIxwZo9e/TMd/5u0hicTMqTiLPO2EA6BWvs2OE5EXGor1efM/v3e8a7CtIotrt20fhh5bxPPJFyAHmt8BOs0WDQbt5M4YGq3yuHT6YhWKphpTz+3r1qjqIkggUQeeR1TKfvG/eOS0JlJTkUVOfM9u30/mBvsO5uOsbOV3YO6la4LUVEhU8C+QVH6upo3ra0pFOwWlryczEZXOiCq0O2tHjXv0z2KFUF6/sAHpBSzgVwLIBcViCuk1Iuyv3cBwBCiPkAPgRgAYBzAdwohKgUQlQCuAHAeQDmA/hw7r0A8N3cWLMA7AbwKQufLUOpw7/A6VZV4wTWj32MNoc//pFes8ds3ryyuZlHHLzouvDOAuTp6u+nss9+cBjD4sX5x9N4Z7mTfFrDJ00RjWB4ShR0PPp8LT/7WZrnTLC4Gtnu3fTZZswoG+9gInQ8+q2tlDOQ9L3qqGNAOgUrjaEM0LxRnTNpwxvTePRff50ep04d/ruTT6Zz5Cajzc3p82lKGXv2qK+PgHdtVNaZtGGlAJ3L0JB6CGKay7k2agAAIABJREFUOTl2LKlNNtoShCHNfN+2LXz9raigNITf/W54EaPRQPgBj2BF5WOyWsjktLVVXcF6883o3otz5xKhXreOvsuqKgohbm4uG5sskWAJIRoBLAVwEwBIKY9IKeOslgsB3C6lPCyl3ARgPYAluZ/1UsqNUsojAG4HcKEQQgA4E8Cdub//GYCLdD9QhgA2bAB++EN3419/PXl/XMBvHOtW9FmzhhaI6dOpPPYzz9DxHTvopu7qKpubecTR00MLpuommcY7C3iV/oILNod5BAlWmhDBtCFTaclhnIIVRNrwl8FBUgy+/nWvsEV7O/2/Z5+l17t30/Xu6CBjhgtAlDN0CBYbWEkkyETB2rMnuUIkK1hpUCwEi88hrKT3smXkFb/lFsqlmTRpdIUIpq086TpEME1OjYqC5YcQNH4agpVm/DTzPY7YfuITZCc9+KB3PUYbwWptJXIThqCjJI2CdfBgtCpZWent2f60gra2srHJVBSs6QB2ArhFCPGcEOInQgjWWT8rhFglhLhZCMGzdzIAvzW8OXcs6vh4AHuklAOB48MghLhcCLFSCLFy52jxwpriS1+iUtOs3NjEwYOkJnDiv2309lI5T0CfYL38MqlUQhDBev558tjt2EEeG76ZVXNpMkSjp0c9/wpIT1Kiwvje9S4KGVyyJP94GgWrr88jNipIo2ANDtImpkqw0oYIvvUWzenOznwF7pRTgCeeoOfcALrMkohj4ZJg6YzN40uZbKDoKFhpQgTTGvppcrDirk1bG3D66fT80ktpvmYEKxquCZZqVbiBAfpJOydV1Q7XBCvufnrf+zxngL9K7GgKEQwLD2TccQfwV3/l2XlpFKwkUr50KT36i+2MMoJVBeB4AD+QUh4HoA/AlwH8AMAMAIsAbAXANbDDYmykxvHhB6X8kZRysZRycTsnw2WIB8u63/qW/bH91fdcqFi9vV74lw7BkpJyUHiM444jQ3rdunyCdeRIunyXDOHo6XEX/gJ4KlMwjO/ss6mHSjCnJI2Cdfhweo8+oGb4+AmQCnQTuIPjv+MdVGxg82bvuymzJOJY6ITxpVWwdEIEVcYvRgUrTbU5IHr8Sy8lb/mll9LrjGBFQycHS0fBSjKYdQgQkL5qZprx06hMcfN93DhqzP61rwFf+EL+2KPB8ZpEsObPB+66K79MfhoFK24+nnYaPW7Y4B1rayub/UmFYG0GsFlKuTz3+k4Ax0spt0spB6WUQwB+DAoB5Pf7mzx0AdgSc/wtAM1CiKrA8Qw2wAvQI4/YDwvyE6w774x+ny727KEbf8IEPYK1eTMRKZahjz+eHp97jm5gJlhA2dzQI4rdu/UIVhoFS6UxKoMJ1tBQ8nvTGpxpFCwObXSlYEURLPYOPvaY990wwSoTD2EsDh8mMh4V+hIGJkBJ18dEwQLUFDKdHCzVOaNDsPbvV2t+nXRtLruM1uYZM+g1OxRGQ0hWsSlYrgmWqtqhU6AjjUMhSUk57jjgn//ZK5SUtohRKSOJYAVhU8Hy99litLeXzf6USLCklNsAvCGEyMVq4SwAa4QQfmvhrwC8mHt+D4APCSHGCCGmAZgF4GkAKwDMylUMrAEVwrhHSikB/AHA+3N/fxmAuw0/VwaGnzhs3Gh3bDYcAS+x2RakJOO1qYkq/fzlL+nHWLmSHplgzZ9PSbcrVxLxam8fXQana8TFW4dBh2ClLS09NKRmdLr0LLMxrdoANK2CFVUF6thjyQj50588gjWaHApMItJU4uPr4zJEUGV8HQWrvt6tggWo3UtJ1ybY4JgrwmUK1nDU1VEhBhVHzqFDdC3TOBRUc7BcE6xChAi6cqCVOtISrJYWcn6rOC6TCFZdHXDNNfkO+jJK21CtIvg5AL8QQqwChQT+C4BrhRCrc8fOAPBFAJBSvgTglwDWAHgAwFU5pWsAwGcBPAiqQvjL3HsB4GoAfyuEWA/KybrJyqfLQERi7lx6vn693bHZcz5lin6VPwB48UWSijkhH6Abc2CAVIjubj0Fa+VKiu3limrV1VTF6je/oUVl6tTRlZPiGrpGW5oiF2kVLEDdONE5d9WxAXXjobKS3msaIlhZSSXb77+f5vdoDBFMS1Kam8mgHekQwWKrIug6VC3NuZcy0hIsIWhOqoRk6cx31RysQhEsV4VX0jos0u5NpYqDB+m+S6tgSamW36yyjn3zm5QHx2hro7/Tbc1TRFAiWFLK53O5TwullBdJKXdLKT8qpTwmd+wCKeVW3/u/LaWcIaWcI6W833f8Pinl7Nzvvu07vlFKuURKOVNKebGUchTosgXCjh2eDOuPc02L224jT7gfW7eSMXLccfpFKADg7rupP9WJJ3obCd+8rGDpEqyjj86/wd/5TlLypATe856MYNmEy/CXAweIzOgQLNWNwJWHU9c7myZEsK4uvEjHsmWk/u7aRetAU1O6RpGlDB2Ds6KCjE7XClbSeqObg7V/f7LnV8rCOBQygjUcLptT68yZ2lr6G5cE68ABb07EjV9dnd93KQm2ilyEIW2F21JFXA+sKKiq/ED6ypP+8cvAJlNVsDKUIvr66Gf2bFqkdRWsgQHgox+l6k9vvukd37aNQj2mTCECpCvp8nkNDQFPPknPeSNvaqIbbt8+Oo80WL2awqT8eOc76XHqVFK2RlPIlGukNdrGjiWFUWUTS5vHBKQjQWnJYXU1kRpVzzKQ7tqkCffavj26gMayXP/3yZOBj3yEPOJpxi5l6BAsQM2g1e2D1dhIf+PPX40aP61h0tREa3ASMT9yhB5defQzghWNtOsMkC6PSWe+q4xv6lBQCUHUUWwPHaJcqSS4dCiUMvh7D2sEHIU0BEiH9GcEK0NR4uWXgSuv9DZQJg0TJlDPEV2C9eKL3vN/+ifvOVd16+4mIqe7GK1dS+pVRQXw9NN0jMfSbUS5dy+dH5d5ZyxeTL2v2NhsbKT/q1oVJ0M0dMJfVMs/6xAsVQVLx6MPqFdTcm1wbt8e3SRy8mRq1fD971P+IY9d7p5ZgK57WmMWUCNYun2whKDvxO+oCoOOYaI633XCG3VCBNOq2aNhThYrwXKZgwWoKWRpx04TAp52/NESIqhTXESVAA0N0XzXVbDKwOldlfyWDCWDz30OePhhCn1btozCAwEyvmbM8HripMVTT9Hj/PnA4497x7k7eneuOOQbb4Q3l0zC2rXAxRfTzb48V6zSHyLoVyJUq9S9+io9BglWZSX9P97kOMZdtV9ShmjoGLSqhhWTDZ4LKlA1OPv7iWTpECxX+QVpQgT7+oaXqPfj3/4t/3Vj4+hRC3QVrKSQZF2PPkAOniSCpatgATTfu7uj36dz7mkVrLTFRRoazMLMSwFS6ocIvvJK8vt05gygRuBMCZaLnEN//lhcAaHBQVrjsyIXw6GzFqgSLB3yBpRV4bFMwSoXPPYYkSuAijgA+QrWUUfRpq4TxvfkkzTGhz4ErFnjGaysYHV10WudDXLXLlogZ88GTjqJFCyuIAjQQqfjTVq7lh6DBAugSnf+WO80fR1U0dcH/PrXbho8Fyt0DFpVgqWzEahukroFC1Q8v4DeRuOyItxoCccqxhBBYOQVLBOC5aJgDDA65iRHlhSbgqXiKCpGBUu1AqKO2jxaFCydvS9tK4ssBytDyYNzl847j4pGDA56ClZ7Oy0YAwN6fR1WrKDqe1wsY8UK8ght305FB9hbqlNJ0E+EliyhhXjDhvAQwbQEq6KCQiOT4ELBuvFG4P3vB844w9tYyxlS6oW/qDYw1dkk/R79OOiqEWlDBNNcG5cV4UaDMQvoG5wqZYJ1QwQBj2DFja/j0VcNmXKtYLluklyq4DnDobqqaG2l7zQpB3m0hQiyguXi3EcLwdLND66pUSvUA+gp8ZWVnv1awsgIVrlgwwYyDC65hJSrF17w8lYmTPCal6ZdMAYHKXdr/nzKkxKCQgY3baLfzZrlJdhzRZo04PyuefNIwQIoTJAX5GCIoCrWrgWmTVMzal0QLP+1SEpoLwfohtmlVbDSkJQxY+h8ioFgVVXRjyrq6901jR0Nxiygb3B2dtLfxs1LUwXr8OFoo5NzF4pJwaqvp7U/U7D0YVraP+l71SG2QGFCBF0qWC4KdNTUqO0dpQ6dayME2ZoqvfzSjg2QY7yrS6/3aZEhI1jlgg0bgOnTgaVL6fVjjxF56e6mamc6hSIACvvr76ccrqYmIlpPPeXlOM2aRRXVxozR2yCXL6cNZNo0YMECOtfly4nUtbfTxq7jTdqwQU29AtyECPrP1d+QuVyhazy4DBEEyOh0FSKoOm90K2S5KkE8GoxZQL/IBbcC2LIl+j2mChYQrfjz2CY5WHHQuZcqKmh8Fy0PABr74EG1inClCpNQZEAtbFU3JLavzzOIw6BLsOrr6fMmOV91yKGqgqUbqjZ+fPm3s9DdV1nlj4PunAHIlt24Mf3fFRkyglUu2LiRSFB3N5Ugf/RR4LnnqEcVoK9gceVBJisnn0wEi0P7Zs/2xtclWEuWkFekshI44QTKw1qzhsgcoNeTYvfu+MRXP1woWH6jfjQQLN2FuhAEy5WCxT1eksJudQwfLkQxNJT83rTGyWiqImhCgOII1qFDtGZVV6cfn3NWo/KwdD2/rkNiVddJneuuqkaUMkwJlopSozPfuQJpXNU2XWNZCLU+liYhgqrqm06J+TLIA4qFrqPINcGaNo2ipEocGcEqB/T3k5w6fTq9fsc7gAceoMpDTLB0FawwgtXTA9x/Py38HL6gQ7D27iUidfLJ3rGTTiJi+NxzHsHS6UmxZ496RUMXClZvr2dIxRlq5YJiVbCamtzkpADpPKg6BqeUbgxaJm+6fetKBbpVBFnBiitEwepYmkp5DCZwUePretxraqiAjyrBcqXYmhAslealpQrTEEEVgqVjzHKT2TiVSZekAGoES+fcq6tJIVNVsHRIRDnPR0B/LVAhWLrrGEAEa9s2cmCWMDKCVQ74y18oH2rGDHq9bJk3MW0oWGPHekYHk6GHH/bUKx4/LcFasYKMPM69AoCzz6aiEIcOeQSLq/6pnjtXIVQt6d3cTP8vqdt8GuzdS6S0omJ0KFi6xkNTE133pEIguhuBitfdJEQQcEOw2KhK2uC5uEhaBUu34E0pQdejrxoiqDM24Bm0UUncJsZsmpDYYlKwVElEKaNYQwRZwYorKqBTep/hSsEC1Ei/rpIyGhQskwbSqgqWzpycNo0eX3st/d8WETKCVQ7YsIEeWcH6wAe839lQsGbMIKIAUDEK7lPAhA7QI1jc82rJEu/YmWd6z5lgcUNgVQWrr48Ip6qClaZhoSp6e2lj7OgYHQTLJEQQSJ47uoqByxDBNFWsdDZ3wE3DW3a2lHselq7BWVdHxD8pRFCXYI0ZQ2pT1PU38fyq5EkVoqiLK4dCKaNYQwRVFSyd+Qh4LWLiqiDqjq9SoCNTsKJhomD19JCdFQXTHCyg5MMEM4JVDuBqK1On0mNFBU3MG26gxQ3QV7DWrcsvFlFZSerVJz4BfOpT3nFdgjVnTn7z4Koqj3AxwQLUQ8kAz8BIEyII6IUJbtsGfPrTwBVX5Cdos4I2cWIWIhgH1QImusZDqYYIqhqcOuc+mgiWTpELgFSsJIKlOzYQv56ZKlilnINVzgatbh8sLlutohiYKFiuCFZ3N+WSxjkaXSpYJipNT49aHmyp4vBhcvZUpKQCXV0UPRG3RprmYAEZwcpQBOAy4FwuHSCydeWV3msdBevwYSpmsWBB/vFjjgFuvpl6PDHSEiwpiWD5wwMZDzwA/Nd/5X8eHYKVJkTQ/3dpcNddwI9+BPyf/wOsXu0d37uXznnixEzBioNrgsVNNFV6Gul6ljOCVXzQCZ30Y9Kk+Bwsk7EBNYKlY5i4VmxVFSxdxTYLERyOiorkSAgp9dfI2lpaE+JCBE0JFhBfdtuEYLkqMd/WRuSqnEu16zqKWGGKq/Rnso51dFCOnU5v1SKCEsESQjQLIe4UQrwihHhZCHGKEKJVCPGQEGJd7rEl914hhLheCLFeCLFKCHG8b5zLcu9fJ4S4zHf8BCHE6tzfXC+ETqDvKMbWrbTQxN0odXX0mEbBeuUVkoCPOSb5vZw4r4rXXyePWRjBamkBLrww/5iKEsHwNylWgYmCtW6d9/yVV+hxcJCuRVMTGWqjgWCZKlgqeSO6TWP7++PnpqmC5aLHC1fAVCVYacu0A+VNsFgtMCFYI6Vg6c5HwK1i29xMub0q+ZJpx66vJ4OqnBUs3TUSSJ6PpvN9woRkBUt3bI6iicrDGhigH1dNkk0ULKC887B0STkrTHEEyyTUWQi1fNIih6qC9X0AD0gp5wI4FsDLAL4M4GEp5SwAD+deA8B5AGblfi4H8AMAEEK0ArgGwEkAlgC4hklZ7j2X+/7uXLOPNcqwbVu+2hOGior0KhMrMgsXJr837dgvvECPJ5yg9v5iVbDWr6cwx4oKr3Q9N4htaiJPzI4d5R1mABRGwdIxTDhfMG6TNCFYQrhJPm9qojnlopmjTl+5UoMJSQFoPY0zOMtBwdIt6uKi4a0QZCxnBCscSZEQJsYs4O1TceObKlhRBMtkvqcJEXTl5Cpl6BKso46i/UlFwdJdJ120zykwEgmWEKIRwFIANwGAlPKIlHIPgAsB/Cz3tp8BuCj3/EIAt0rCUwCahRATAbwLwENSyh4p5W4ADwE4N/e7Rinlk1JKCeBW31gZVLBtGy3ASUjb/2bVKorPnTVLbez9+9VLP/NizhW7ktDUpH7uaRUsE4K1bh1w9NEUkskEi/9/YyONLaVHusoVxZqDxZtkXI8X3XOvrCSjUKVcrU43exWDMwsRDIcpwWpqonkRpdaYFLkA4hV/k3NvbiaDM24dNlGwADchsQApBuVszLpUsEzne5KCZeJQaGig3OqoeWNCDtvbyZCPW8tM+mAB5a1g6X6v1dVEslyFCALqjc2LGCoK1nQAOwHcIoR4TgjxEyFEHYAOKeVWAMg95jIlMRmA31WxOXcs7vjmkOPDIIS4XAixUgixcmecwTTaoKJgAenD+FavpqqBKs00GxpoU+/rUxubvz/VZsBpqgimLXKhajgEMThIC8zMmaRiBQlWU5MZeSslFCvBcqlgATR/k9YilwZnRrDCoavSMJJyVgtR5ELHMJkwgcKt4tabw4fJOVBVlW5sVQXLZL6Phhysmpr0fztxIq0z/kJKftggWCpl2nUgRHyEi8l85/DDuPwukyqCQHmTfpN1bPr0ZIJVWanXjB0YNSGCVQCOB/ADKeVxAPrghQOGISx/SmocH35Qyh9JKRdLKRe3s+E02iElhQ6oEKy0CtZrr+VXEEwaG1A32t56i/LCVBdV9maoKGRpQwTHjqWftCTojTdow5s5E5g7lwjW0JB3jVnB8p9TucKkETDgzmhTUbBMjJP29mSCpZvAnREsfZganEnE3zREMG4tNjl33ge48FHU+LrqGBDviDLNp7FtzF50EXDnnXbH1IWpggVEf6+m4Vjt7bQnR+2vpopt3Hw3IVhTptDj669Hv6eYcrD6+4EXX7Q3nilMvlcVgqWrXgGjI0QQpChtllLmmhbhThDh2p4L70PucYfv/d2+v+8CsCXheFfI8Qwq2LePJrJKiGBaBaunx1tkkpDWaNu501MXVNDaSuE6vBjHobeXNrE0C4dqhSw/uMAFK1gHD1LVm0zBUkdtLf2Nq7AjFQXLxLPMhkkcilXBKnHvYCxcE6xiVbC4p5ELgqWiYOk2MQb0QwS3bg2/B7duBe6+G7j44vRjuoBpDhYQnYdlIyR2aIiKmESNb0qwXCpYcQTr4EG9UuQNDfSZ4+6ltPjhD6k3abGEHZp8r93dpHrGhVFnBCseUsptAN4QQszJHToLwBoA9wDgSoCXAbg79/weAB/LVRM8GUBvLoTwQQDnCCFacsUtzgHwYO53+4QQJ+eqB37MN1aGJISVaI9CGoIlJREsLkWdBB0FSzU8EFBvtgjQTamqXjF0bmYOCZw9mwgWHxuNBEt3g+fkdldNNOvraXNNChHUaWIMlGaIYGUlzcvREI5lGiIYR7BMc7AOHQo3TmwoWHH5NC4VLJNz5/mumsfLeOc7gb/+6+HHV6ygR9U9zDVsKFhReVimRS6S+mTacCi4IFgTJ1IIWpKCpTMfhSCVZv369H8bhaeeIoX3tdfsjWkCEyWe14O479VkjSwDgqUahP05AL8QQtQA2AjgEyBy9kshxKcA/AUAu4nuA7AMwHoAB3LvhZSyRwjxLQC5VQ//JKXkHf4KAD8FUAvg/txPBhWkIVhpQgT376eFwBXB2rnTa3CoAj/B6uqKf++ePer5Vwydm/nll71eV2ycr13rxRw3NnqqSIkvFIkwMR5cEiwhkkmQibHsD60JI2iDg2RE64Y3xo0N6BtW5V6xrdhDBP05XsEoAZNwr0IoWK4IVnc3Xdft29X2MwB49VXgpZfCvycmWKqFlFyjmBUs/3wPi4axoWBFKeYm872iguaNix5bABX48rdiMcWzz9LjG28AixfbG1cXhw7pOyD8cyYs0slGiODBg3TfmJD7EYQSwZJSPg8gbDacFfJeCeCqiHFuBnBzyPGVAI5WOZcMAfCCqxoiqEqw2OB1qWDNn6/2Xv95qHjde3vTE6yWlnivbxjWrKHPIAQZBA0N1AuLCWBzs7fxjRaCpZt74YpgAclhfCYLeFsbkag9ezwDNDg2oLfRdHbS546bzyYVssqZYJmEfQKFCREEwgmWiaLa0kIOniQFS+fcx46lNS5pbEBvvnO12nXr1AnW735Hj2+8QfeJP3Lh6afpsVhyDQ8fpu80bXERwAt1jipEYYtgxRV1MSVYUU1jTdW3KVPcKFgAzckHHqDwybQhhkH09Xm9Moulga7JOsb3WhxxNiVYPH4aZ3wRwXDGZBhxpFGwWlvJEBwcTH6va4Klk4PlP6849PZ6G4YqdBWsefPouRBeJcENG+iz1dWpF3EodRw6RBuQjvGgQrBMFAPXChYQPb6J4ZMUFmQyvouKbUNDxUPaOPSumEMEo8Y3MUwqKsgYcaFgAer9mHTG9xMsVdx/v0dE16zJ/x33WtyxI33YoQuwI0eHOFdV0ZyIavdhSrBUQgSLMQcLoDysJIJlomAdPpyOEA0NAQ8+OHzOvfCCdyyqJ1ihYfK9qqyRJgQricCVADKCVerYto08lmHe8yDa2+kGVzGCXBKsAwfox1UO1oEDwLhx6mMDdP3SkKDdu8mTywQL8CoJrlvnGQtVVUS0SniRUIKJCqSqYOmOn6Rg2SBYUePbIFguDFoXIYKf/jTd03xOIwnXOVi2QgTDxjc1Zjs74wmWybknjW0S7jVlCq2XaQjW+vXASSfR85deyv9dTw/lGx48qN4+xCWOHDFTPVVISrGGxLqqIghQiOCWLURsosbXPXeuopxmTt5xB3DuuaR8+cHzs7a2eBQsk+81ac7YUrBK2DmdEaxSx9atFHevIl8nedv9SEuw0ngb2Bh1pWDp3NisYKl6Ol9+mR79BGvOHPJMPftsfnPmMkjWTISJUdja6q6KIEBqjcsQQSD6njJN4AbcKVg2CdbQEPCTn9DzYjAeTAnWuHG0poYZDwMDFAVgI0TQtoIF0H7gosgF4FbBqqpKV1RASro3Tj2Vvi9/+evDh70WGkD68G8XMM0liSNYLkMETUrv+8ffty98fzUlWC0tNK6L8Ebex9MUuvj1r+kxSLB4j1uwYHQoWDaKXAAlbTtlBKvUsW2bWv4V4MWxxjUUZDCRUS3TPm4cbR4qRlvaJsM8fk2NW4I1OBgdghHEq6/SI1cPBDxP6r59VFnQP3YJLxJKMFWw+vo8ozgIKc02goaG+O+1WEMEkxLbeXwh0jdzHD+enCEDA+nPKwyPPeY9LwbjwZRgCRGds2qSb8iIC8lyrWAVK8EC0hUV6Omh76Kri9Zb/9+xsT1jBj2q7HmuYUqw6uuTCZaLKoK25vvQUHibFVOClWSIm4SqTZ5MKmhcEQ0/Dh6ksFWAwgT92LuXnDazZxeHEwoojRysEradMoJV6ti2TT0hWEfBUgk9BLxqbSr9HZiEpSFYquW8Ab0bW6VClh+bNtE5caNDAFi61HueKVjqYHUy6tr39xPJ0h2/vp7GiOvXoTt2Um8gE4OzoYHOPUnBGjs2fV5H0jVPi6ee8p6rGiMuYUqwgOiwJv5Oi1XBchkS29lJzhBXSsrMmZTDqoI336THSZPox0/8+PzKTcFylYOVFLIKmJ87ED5vTAlWUp6ziZJSUZFu/37ySUpROOccShfwr4V799J17u6muRsV0lhIuFawMoKVoaThkmDV1qa7QVQJFsfD19erjw24JVhpb+aNG2mh9Fcp829Ao41gmRgPTFKivltT44HnWVQehsm5c65f1Nim5z5pUjzB0t3EWJm2FSboN/xcEazBQfUQXtMqgkC0gmX6nQLx3l8bBQX6+6MVYROvNauqUQqZ6bVpb6e5FHXufjDBmjx5uLIWJFjloGC5DBEcM4ZU8LDxbcz3OIJlOr6/2lwYTIsttLSoO6I4lPDjH6dHf+EVJliTJtH9OdIFgTjUWfe619aSuueqyEVGsDKMKAYGaONQDRFko0qVYKXtj6BKsLhbvE7vnqSFTkozBUv1Zt60ifIFgrjxRnp0HSK4cCF97488YndcXZgkyybl15luwHV19Bjn/dUdu7IyvrqXqXc26JkPQvfc+ZrbJFiNjZT/4yJEUEoylq+7Tu39NhQslyGCdXU0d8LWBVPPb1LBIdMQQcBdP6YkY9mPIMHascOrkMvfG6/R5aJgJREsXYeCEMmKrSuCdfAgnbduGfQkQ9w0FygNwdq4kYjq295Gr/3VDZlgpY2WcQXTdSwujBowX8fq6uhajjQRNUBGsEoZO3eS4aGqYFVVEclSzcFyRbB0jU4VBevIEbomugpWmoV02rThx6+4gv6/v4phc7MSG59zAAAgAElEQVTdxfTgQWD1avIi/9d/2RvXBCZecdcEixWsOIJlYvjU1blTsCZOVAsRTAt2ttgq1b5/P12Ho45yo2Dt3Am89trwxPEomJZpB5IVLJOxhYg23EwVLJX5Xg4Ei++LSZPovIaGvL2NDfnx48m4LwYj7fBhM0U1qYqgTqiwHy4VW5chsSo5WIUiWJs2UdpAVxfZW8VMsGwp8XE5WCZjC0F1A4pBfdZERrBKGWl6YDHa20dewWKClbaUugrB0iVvaRSsgwfJwAhTsMIwfjyNa6uggP8avPaanTFNYVrkAoj+bk09bSohgqZqhCuC1dERv8GYEiybClZ9PYXNuiBYGzfS49NPq+Uu8JxJW/zDD5cGJxCtbLtWsEzLtAPuCZbKOvzmm7Sf1dQMJ3782Rsa4o3AQsJ1kQuTOQN4lf7CxgbcKlgu+yUVMkRw40ayCyoriWSVAsFy4YTiwlSmczKpImqRIyNYpQyXBGvvXm9RVMX48bRoJDUy1iVB3EAzbnxTgqVCEJnUhClYYejspAVH5bqrwE9E4hosFhImxoOKBxJwq2CZKgauQgQbGoi8RZEKU4KlMt/9kDK8AlZfH10HVrBsN3ZlgtXbq1ZlzqSpKyMpRNDEMAHcKVguQwRVi7q4Kljgx5tver3iRgPB4iIXYfeW6Zzh8V1XzXRJsIohRHDTJs8umDJlOMFqaioegmXje01yQpkSrEzByjBi4BtUtdIfoE6wDhzwcldU0dZGi3/SwqFrdM6YQaE/HHtvc+ymJjIQVbzvTLCmTlUbmwlwXOnkNGCCNW9e8RCsI0f0w194niWpQLrGSVIOlqnh41LBamige4rzFsPG1xm7sVF9vvtx991EooJNXVnB4ipztpsNb9rkPV++PPn9pt8pEG2Y21SwwtZKWwpW2HwfHKQEe5Ocw3Hj3BVbSKNgbd/ura1RBKuxkcYsF4IVtRbYIFilqmBVV9MaHDZnTFt8AB7BSnIa9fZSRABHtoQRrGJUsFyECNoiWJmClWHE4N9EVDFhgtqE7evTI1hAslf8wAG9pFauCBXX9E+XYHHJdRWDkz9fR4fa2K4I1nHH0eJWDFV2TIyHmhqKV3dFUlwrWC4Jlsq562xiQpAh4CcuKrjnHjI07r03/zjnYLmq/LRxI61dY8bkN5SNgg2C1dxM32t///CxAXODtqUl/Dq5VLBsqRFxuUCVlXQ/6yDN/Onp8ZTYYOgie9Xr690pWBs2AN/6lnq5bRsEC4gmQa4ULJtl2l3kYAHR3/HAAH0/piGCAwPRazyD11K/grVli7d+FIJgPf64epEhW7l1Ud8pYE/Bsh0RUSAoWbhCiNeEEKuFEM8LIVbmjn1TCPFm7tjzQohlvvd/RQixXgixVgjxLt/xc3PH1gshvuw7Pk0IsVwIsU4IcYcQwiATdBTBHwahiu5u8rKENfzz48CB9DlSqgTr4MH0YwNuCRYw3OMUBc5bUc1Rc0mwgOJQsUwULIAMIdckJW78YiVYSeFeJuEv06d7oXcqkBJ46CF6HmyiyQqWK4K1aRPd/5MmxSvYDNOCAkB0OJwNgxNwp2DxfI9TI0xzgVw5K9ISLF6Dx4yh534Fq7aWiJ4rgnX55cA3vgGsWqX2/iNHiptgucw5rK8nh6qLtgRAfD4jYK5gAcmEiEPZWE2dMoXI3ebNpBz39dE1HjuWflwQrHe8A5gzR+29LnOwbFx3gAjW4cPRlQqLHGkkhDOklIuklIt9x67LHVskpbwPAIQQ8wF8CMACAOcCuFEIUSmEqARwA4DzAMwH8OHcewHgu7mxZgHYDeBTZh9rlIAX2jRK01FH0WOSUuOaYOkYEF1dtBiMNMHq6SEFgI2BJLDSZYtg8cJcTATLRpidqyaacSGCg4PknXRlcJpuNC7Vt2nTiLioegfXriVjYeJE8pT6z4lzsFwqWNOmUUnuuKqKDFNjFoj+LLZCBFnB8l9/Kc2LrrjsOcTju8jvArzy9UmEaHCQrh0rWADtD7yv7dvnXYemJjcqf2UlPT7+uNr7bRS5AMLXAtM8I8AtwaqooPkeVsjIhoIVRbBshKqpEiz+//x+btWyZs3waKM0eV2q4NDRJOc5w1YOVti9akvBYtupRPOwXIQIXgjgdinlYSnlJgDrASzJ/ayXUm6UUh4BcDuAC4UQAsCZAO7M/f3PAFzk4LzKD3v3ep4hVagQrMFBuvl0CVZSjpfuglpRQV53lwSrpyfamGXs2kULpOp1HzeOFiIdgnX11cAPf5h/rKeHPLNHH02vXVQS3LYN+O1v1d9vatCOVJidrZ5GcedeXe0ZY2nhsmDB9Ol0v6jGuD/3HD1eeSWFvbzyivc71woW9/ubPFldwbJRhAIYbgjZChFsbqb7xm8Q2TAI43Kwip1gCaFGiPj3/iiCOXPICQAMJ1i9vfbDjPie/tOf1N7vOkTQ1JhtaaF1jFsc+McG7DgUXCi2gNt8SdUWLjwn+f2LFtHjs8965+aSYPkre6o06rZxbcaPp/8V3P9shggCZU+wJIDfCyGeEUJc7jv+WSHEKiHEzUIIrrQwGYA/CHRz7ljU8fEA9kgpBwLHh0EIcbkQYqUQYuVOWxXZShn+TUQVKgSLb460OVgdHbRBhlUZ80NHHWPMnOmOYPG1SVKE/LH/qujsTE+wpASuvRb4zGfyE5s5NGbCBCJ5Lhaff/s34IIL1CsfmoZkuSRYNTVEclwZnEnnXqw9jTgZWzVMkIkNN9H03+cuc7CGhui+rqvzQgSTjGVbOViAuxDBsBBEG/NxzBhywJSiggWoNWYPC9OeO5fm8uHD+XtjczM5BGwXXuH5/6c/qZG3Ys/BiuqNZ5NgFVrBKmSIYJBgNTSQivXcc54yyASrtdU+wfLbF2vWJL/fxvfKBChoJ9gscgGUbKELVYJ1qpTyeFB431VCiKUAfgBgBoBFALYC+Pfce8Pq4kqN48MPSvkjKeViKeXi9vZ2xVMvY+zbl67ABUAeYCHiCRYbi2lJUE0N5XglJc6bLKjd3W6qCAKkYAHJBGvXrvQ9wiZOTE+w/IvKbbd5z5lgcZiii/CXZ56hx6eeUnt/MStYcePbKLnN4Y0uyie7VLA4GVu10MWbb9JnnZ+L7GYDs7+fvn9XChZ//+PG0fp14EByTL5LBcumwRkc34bnV4hoEuS6yEWhCBYb6kGCNTREDjj/3pjUJ0kXXExg5061dgfFTrD4WgZ749ma71GkolxCBHfvJseG32467jhSsIIEy7WC9fzzye+34ShiOzzo5M0ULACKBEtKuSX3uAPAbwAskVJul1IOSimHAPwYFAIIkALV7fvzLgBbYo6/BaBZCFEVOJ4hCToKVnU1eYHjCBarJToq07RpyR5xkwWV+wLFjQ2YKVhJVXgKpWD5+/386lf5/583QxcES0pvgX7ySbW/calg2TAKo/KkbCVwDw4OD60B7BUscKFgdeeWY5WQO37f5Mm06VVXewSLvzeu2AbYnZP+9WjyZLVzdqlg2eqDFRZ6ZMuYjWpKWy4KVhTBAih01d/H0QXB2rePxjvhBHqdtLZLWfxFLqKaj9usmumSYIWFgRZawWpuzu+9d/zx5LBlJxbPRdcEa/Xq5Pfb+F6jCJCtIhft7dHRJyWARIIlhKgTQjTwcwDnAHhRCDHR97a/AsC1c+8B8CEhxBghxDQAswA8DWAFgFm5ioE1oEIY90gpJYA/AHh/7u8vA3C3+UcbBdAhWIDXDDQKJgRLpTKZyYJaX08LQ7B0sn9sQG98NniSNmIdBWvSJDJIVUv6Ah7BWrYM+POfvc8cJFi2F+rXX/cMnD//Ofn9UtK5FbOC5ZJgxfXxshUiGGfQ6t5LqgUFGEywKirokQkWX9f6eq9ClguCVVvrNZZVIVi2qghGKVguQgRteX65KW0QtgiW7bYBfqQhWH5HFxcVeOWV4TlYgN05yfNvca7mVxLBYueLjSIXIxEiKAQZuiZobQ0PEbQxZ5qaaA8KFniwoWA1NtLnVyVYfpx2Gj1yBIprBauqivqFqjjNXIYI2lrHqqvpPP/u78zGGSGoKFgdAB4XQrwAIkq/k1I+AODaXOn2VQDOAPBFAJBSvgTglwDWAHgAwFU5pWsAwGcBPAjgZQC/zL0XAK4G8LdCiPWgnKybrH3CcobfS5cGSdXy2KBJm4MFEMHaujW+ko1JDlZSyW2TG7uujhbSKGOWsWtXegXr6KPpc8fljwWxbh0tmB/7GP3typV03E+wonrpmICLGSxZAqxYkZxfwMaD6xwsFwTOVoggEG3QusrB6u8n5Ux3fCGiq0CFgQkWQBXbggSLr4NtVZXvab+ClVRJ0IaCNXYszekwglVVpd/riRGmYAWvpS6iVCZbPY327w93FtlSsFScXEC+o6u+nva2P/yBwqv5+rpQsDjK4cQT6TGJYPE6Y7JGsqHvqtR5lIJ16BDNFxGWzZECYVUzATsVEF1W/KyoUHNk7tnjOU0YS5YAs2ZRW4tx4zwHUUsL3Z8DA8PH0cXWrZSz1NWlVmnVxrVxHSIIpO+XWkRIPPNc1b9jcz8LpJTfzh3/qJTyGCnlQinlBVLKrb6/+baUcoaUco6U8n7f8fuklLNzv/t24H8skVLOlFJeLKVUKIGSQVvBamuLXyxMQwSB+Mp2pgoWkFwWW7f5alRoDaO/n36fVsHikupMXlSwbh0R1jPPpNdcrYqrGAJuQgRffpkezz+f5kLS+Da8s0kEy6R5KeA+RBAIP3/T8JeaGvpxFe6l2iNoaIg27a4ueh1GsPg62J6T/vWIDZSkMF4bZdqFCHdg2CBvgLeG+PN3+DlXZNVFEsFyOd9NjWWVKoKshAQVg49/HHj4YXI+fvjD3niAXYLFc58Jlj88Kww2HDls6LsqFBGXg2X6nQJ0Lw0O5s/LgQH6saF6AsO/Y1uhaiqKU5iCJQRw2WX0/NprvbnIxEQld08VW7dSrvfEicnzEbAXvTFu3HCCZavIRYmjdKlhBr0iF0B8zyFAv8gFoFaZzDXBqqjQD2eIyy8AwkNTVLBgAZ2TSvIpY/168n61t9PjypW0yO/f7+XPuCBYe/eSUc9kOamCjw3vbFIfLBs5KaUYIgi4DfdSJVhvvUXOBVaQurvJyJQyPwcLcEewamvpZ8qU5CpZtkhQmOfalsHZ2krn6DeGSoFguc4Fam6m+R7n3e/pofcF2x98/vM0D5cupR8eD7BLsJiETJ1K97+qgmUjrDQqzM70utfV0RoeFiJoa74D+ePbUjqiwkBtGfoqkSK7d4f3xvzCF4A77gCuuMI7xo4iFaVJFUGClRR5wtfGNJR6wgR3IYIljoxglTJ0Faz6evLwRuUxmShYKoUiXBOs2lr9cAZVgpVWwaqpIZKVRsHyKwbz5lFuASfLMvlxESLI80q1RKotBevgQXdhR1EErthDBAG3BQtUCRbH9PtDBA8fJkJQSAULABYuJGfDhRdGN3m1RbBcKlhCeGXnGWyomFbJdelQKATBAuLnpT9M2o/WVuCJJ4Dbb/eOuVCw9u71Ih5UKsTaIlhhlfgGBsxChRlCkOPQpYIF2K+aCRSmKbiOggXQ/vCBD+SHurkgWDt20J49aZJ6pdWaGvMQvPZ2d0UuShwZwSpVHDlCN4guwQKiQ7JMcrB4M4sjKQcPmudgJREsXSQRLN580ipYAHDsscCqVWrv7e8n47Wzk17Pmwe8+qpX+IIJVnMzfV9hFex0kZZg2VKwgPx+X4xMwRp5BYtVlom52kb+lgY2c7C+//38lgRAfg4WQARr3TrgnnuAr3wlfJxSULCA4Y2T33qLlG6ddd0P12XaAXcOBZVS/1EEC6D5MdFXg6u+noxIm6Sf858rKtQqxNokWK76VPH4QYJlI+wTKAzBKrYQwSiYEKwtW8Ln2969FNHEcz8pTNDWOhalYJlEEpUJMoJVquDNU2cjjvO4A2YK1rhx8YUihobMqgaNNMEKNhNMg0mTaCFSaUrJ72OSM28eka5HHqHXfoLlPy8bGCkFC3BLUkYqJ8XUeHBJDlWLXLBxwY6FmTPpcd06uwrWF74AfPSj+d9VmILFmDUrfBwbVQSBcAXLJsGaNCnfyHrrLQoPNC0owMQ5uNaUkoIVN4fSGLMVFUQcbOa7sDELEMFKMmZtrJFAuKFvk2CFKVg6VXPD4DJEMEnBshEiGEewDh2iNUd1TnZ00D2uQ7DOOYdIlN8xMzhI62RDg0feCkmwwhQsk0iiMkFGsEoVJgQriaSY5GBVVCTn0wClS7D4/+pc95YWCueI6+PFYFLDChb3eLnvPlrEeSF3SbDGj6fvsxAKVhxJOXzYTuL8vn20EQXHBkqbHJrM96am5FASwDMueL5xruX69d7v2OBk1UfFkRCFn/zEe+7PwQKAY44Z/rsgbIYIBg3Ovj59BT4IVrD4WjHBMkVzM601UWWri7kfk8qaljY8vr3dHcEqdIhglIJlI99l/Pjh4+/c6ZXjNkGYghVWDVIHSTlYthSsqDWN/2+wimAUqqvpmuoQrJdyxbf9pcv9ebCsYCWNzdUhTTFhAtkI/vB+G6X3ywAZwSpV2CBYSSGCukZEHEkJhvukRbEQLD6PNAjz4EWBN+wgwdq82VOvgPBeOqZg46WykgyTclCwokJXbSpYrgzOKAXLRvhLlNIRRFC5ra2lPKz164G1a2me8O8mTya1NejVTAIboQDwxz96z4Pr0axZwHnn0fMoo9lGFUGA7r/du/PPzRYJAuhaHTjgqYg7d5rnXwHJBqcLgiWl3Xs1TllNS7Da2oaHMZkgSLD27Ikm+4DdIhdBQ99mvkuYgrVjh505yfeMf13g78SUwHFLhbAQQRuhai0ttKZEtZ/RiWwJqteq4L2Sq/0C+fagaoigDcclQAWP+vvz7y8bkRtlgIxglSr4htKtIgjEhwjW1OiXxY4yCAHzkICRJlj8u0IRLA7Ta2oC5s+n5/7cuLBeOqbwGy8dHYXNwYoiWKaGSZTRZiuPKWxswF6IoMsiFxxeEofdu+k78hsqM2cSwVqzxpubQH5+Vhr4DTv/nAsSrKoqUnIvuCDcaB4YIG+qLYIVPB9bBicwvK+XTQULCCdYpontUQSrv58Mf1fhXn7oKFg6BGvzZuC97x1urPoJ1tSp9BjXmsSmghUsdc57oQ1VlfNpWOkfGqI5aWO+jx1Lc9tfAIvJlinBEiI8NJkJv40eXkD0PhtU+FWgQ7D6+rw98i9/8Y77CVZjIz1u3Eg5rX4i5oetEEGuaOw/n95e8zzSMkBGsEoVLkMETRoB8/hJ+V26m3ASOSwFBUuFDLFBxwQLAO66i76X88/3jrkMEeT/Xw4KFhtDwXA4G4ZPdTWdf9h3UOz5Y6oV1sKaaM6cSTlYQYLFlUTTEixWo2pr80OuopwyUWFftoxZwPMG+8/HlsoEePkSnE9RCILl6l6yFY6VtKZJWbgQwd//HvjNb4D3vz//uL9FCkcUcIXXMNhUsID8PcRW5UmAVOmBAW/N37OHyJaNEEEeP4xg2VJtg3PGZYEOP3QVrOeeA555Rv1v+HuZM4fOhfdLvz0oBDU4vusuymm95JLwsWwRrLDK0W++6a1toxgZwSpVmITaqYQImhAslRBBXRJUXU2bVFz+mA75YTQ00GYYVcJ+/376/zohB7xIqypYDQ35atWcOWTU/MM/DB9zJAlWIRQsV2FHNkKmePzgdzA4SPPIhkG7d6+bggWqBCusx8vMmWTc7dlDLQgYugoWG8BHH01zjj/vgQP0/QRVl7Y2+pvgdbFJsFjBYoLV10drmG0Fa/NmMmx377ZDsOLmu42WB1VV7ootsJEYtaYdPkzXKm2I4K5d4W0g4sDOoz//Od9DH6ZgFYJghUVB2CRYrEawsWyTAPH4QYLV1GSnIE1zc/h8txGq5oJg8Tq5ZIl6FWDeixcvpke+lsHc8Le/3Xtv1Od3qWBt2eKtbaMYGcEqVZjEXSepQH19eiXaGSohgq4UMtNzj0vg5uO60nfaEEE27vwINtbkhT8YN68L9g4zSeUE7mBxCD9sKliuSj/HGZxVVfrhsIyw8BQbJbEBOve4ggUjpWCde6733K9gNTeT8alLsBYsoM/G92CUw6etjeZecM64JFg2jVmAjKyxYylxvaeH7j8bY0epQDbyLoQIL7ZgKxeooiLcYcHQCY9vb6c1LG0otf8cnn7ae+4nWB0dZMRu2hS9TpaKghUkWLbnexjBsqWOxYUImsIFwbrqKmDZMiL9SU5MBhPeIMEKRjS9/e3e30TZK7YKAbW20vrM5zI0RCG1mYKVEayShYlx5TpE0KWCBcQTrP37zRUsHsf2+GkI1vbt+eGBURg7lhb1pCpWquBmv3wd5s6lhXjjxui/KWUFy2a/pKgeLKYe1KSQLJPxeWwdBevYY4FPfIKe+yv7AUQcTAgW4BkdcQQLGJ5bY2M+Mtj44xwc2wZnVRUpds8/74UJuiRYtgxO1/2Y4kr964TH8zVNGybIBnVFBbB6NT0fGsoPERSCVKz/+T+j1xJbczJKwaqq0msdEgQTrM2b6dFWjpR//D17vP3VVoVCIHzO9PR4a78JVAmWahVBgM73iivouWouVpSCFcwNP/lkL8omqtiQrbVACPpeWcHauZMcghnByghWycIGwXIVIpikMAHuFLL9+90qWCYEq7aWNmAVL2oaz97Eifod4R96CLj6aloQgeHGCxvOL74YPYYNBct181LeZMNIiiuD0JbBGUUObVURDBs7iDAFCwBuuonIfTCsbcoU4Le/BR54QP1c2PhlNYyNiajG5FFGs00Fq6aGPpsrBQsAFi0igvXf/02vTz3VfMyo7/XAAXcEy2Y1u7gG2CYEK22hi927ydE1a5bXJL6vj5RG///ncKjBwfyKkwzXIYJtbWaFSxgtLbRPuVSwgPwQRFtjh82ZHTvUHJVJSArv37OHvtu0c1+1ZxWD18RFi4jYRClY9fXAo48CF14YrY7Z7Od31FHeubCjKAsRVCNYQojXhBCrhRDPCyFW5o61CiEeEkKsyz225I4LIcT1Qoj1QohVQojjfeNclnv/OiHEZb7jJ+TGX5/729HdnUwFJsZbTQ2FmsWRIFMFK44AAWYqUxTBktJODhbgJkRQCFqoVRSsnh6vqWsSdMu9PvooNS289lrghRfoWHChXrCAzvuGG8hDGwabfbDCejLZTMx3kZMChIc02SJYLosKRBHPIMIULIDmRpgBw4nP552n3g/rrbfof3R10WsmNQcOhKt0TOqCBMtWU1dGZ+dwgmXL6w6QsbRrF/X+OuYY7/ObgMtWh3n0bTWNDa5j/NrG+HEKFs/VtDlYQHqCxQ2NjznGU7D4//tDFP3jhhFDWwSLP4ffILdZdIXViCDBstWWIIxg2bqXWlvpPvKvN6qRIElobiZFKIqsRK2PSWCCpbp/79hBNkR9Pa1LUQQLIBVr3jz6m7DcQ5sEq7vbi1jgz5IpWKkUrDOklIuklDltEl8G8LCUchaAh3OvAeA8ALNyP5cD+AFAhAzANQBOArAEwDVMynLvudz3d77g/gyhMDGuhEhWgUxKbPLYYYaVS4J16BAtJC4JlmkIYphhEoSU6QyhiRPVPWB+sMEAAK++So/BhXrcOAp/efhh4EtfCh/HhkFbVUVGdNh1t5E3Mm4cORVchgi6VrCiCJbJ+auU+R8aov+dJvzlS18irz8QX5XTD66gxwaRaohgkGCZVioNIoxg2VSwjj2WHl99lXIybCCqbLWtKoUjSbAKHSLY0kIEa+NGWv/DCNb113v3YZizwhbBGjOGDFd/SXibKhCQT7B27KDvwka4LY8N0PhcAt4WwZo4ka4zzxsp7SlYQsQ7MpmIp0V7O+1LaUIE+XpNnQps2EDP2R4KRu90dFB0Sti9ZGvvA4jIbdtG1ztTsP4/TDTlCwH8LPf8ZwAu8h2/VRKeAtAshJgI4F0AHpJS9kgpdwN4CMC5ud81SimflFJKALf6xsoQBVPjqr4+OkTQRh7T0FB4Uz5bBCvMaLMRfqhCsEzIpwrBOnCASIuqocILv6pSwPAbG+vW0WOY8eI/X553ftjKL2hsdNesV4jwEBKbIYLBhr22Qqbi1DcbPY0qK+MJFn+uNAbE9OnA179Oz1UbDrPxz+FOSQSLjcrg+PxZ0hDCOEyc6BkNO3fSNbfZ4+XEE4GLLwbOOAP4+MftjRumqrokWFxoR1V5j4MrguUvsKACJlgLF9I98NJL4QRr6VLgjjvouUsFC6Cy8H6CZVPBAkhB5XyazZvDiy3porub1sM1a2j+DA3ZI1hBNWjPHtpHbRAsHt82waqspPNTdZD6Fb9587weV1yYKrgXBJ1VfthUsE4+mR6XL6drFBXZMMqgujNLAL8XQjwjhLg8d6xDSrkVAHKPfJdMBuBfxTbnjsUd3xxyPEMcuPmqbjRlXV20guWvIqcD/luXJChsbBvkTSVE0FTBSsrBSusJnjSJNpK0FbJ27iTjYcqUaAULAH7wg+Hn5oetkKyw75VLndswTJqa3OZgDQzkN+y1Zei7zB/jsNW4uaOTwA14hkAagjV+PBkd/rynqBDBhgY6HjQe+LPYUFIAYPZsMsz37fOMWZtR7GPGAL/8JfDII1RUxhaChVcGB+n+tUWw9u3LLy9tU8HicK8w6FQRHDMGeNvbqDdQGkeUX8ECSPUPI1hAfD7jkSM0Z0yrlQKkXPhLwtsmWHPnkpG8Zw+FjgcL2JigqorGe/55L6+Xw4lNwT3rmASF9ZI0gQuClTRuEP6mz/Pn02fctSs6dYHXYNcE6/jjad1evhx45RW65jqtbMoMqgTrVCnl8aDwv6uEEEtj3hu280iN48MHFuJyIcRKIcTKnTpd2csJpv0dXIcI8jhhY9fUmN18UQTLBnlLSvo3VfdUcrDSGirBjUUV7M2ePTueYH34w2QAAuFGjy0Fq6EhuhGwjY2gsXH497p3r9n3yeB54/e623XJwsQAACAASURBVPLou84fS1JVmbCkNSDSEix/WOyUKZ4RGVXkQoj88D3/OIA9BWvhQnp86SVg/XovzKnYEVSB9uwhxcAWwQLyifmuXbQn2QjN7Oyk9TxsnddRsADg0kvpO+R8UxVwcZdp02hfUSFYUSGCJg5RP6ZN8/qm9ffTOdrMCeSQ1cceo3tw0SJ7YwNeUZd77qE948wz7YwbVLAKTbB015u0BIvvXy4G9PLL0Y7fQilY48bRvPn1r+nnAx+wM26JQ4lgSSm35B53APgNKIdqey68D7lH3kU3A/DvQF0AtiQc7wo5HnYeP5JSLpZSLm636bEpRZjeHFEhgoODZNC4KnVuSlAAWsj27BnuibShYIUZysH/4TpEUEfBAvQIVnu7R7C4BxYw/DMySQgjWLa8s2HE2Wbp57AQQVveXyYf/vE5BNMWwQpTsGw10SwGBYvVAoCaaq9dS8/jqpp2dg4Pr7FNsNiD/8wzwIoVwCmn2BnXNYIhgjwfbRIs/1qWpjBPEthpFBY6FSxJrYqLL6ZH1cqWQ0OeMlFRQeX0V62KJlhxLQ9s5rtMnUr79BtveN+pi5zAW2+lx+OOszc2QASrpwe48UYiV7bCbQuhYPX2httNukUueFyVvVtK2n/5HmOCtWZNtF3Cnz24Bg8M0ByyNScBCpN95RWyA66+2t64JYxEgiWEqBNCNPBzAOcAeBHAPQC4EuBlAO7OPb8HwMdy1QRPBtCbCyF8EMA5QoiWXHGLcwA8mPvdPiHEybnqgR/zjZUhCjYIVhQB4t+bjA1Eh/GZEiwOxwoudDYUrKoqOr+wTbK/nzZK0xDB/ftprCjoKljLl6cLf/ErWL29tAhHVejiRT2MHNryzoblYBWCYNnw/ob1HWIyahoyVV1NRCqsTHsxK1hROVJhGBzML6QxZw4ZkH199BNFJMMUrN276R61lZg/ZQrdD7feSvPxbW+zM65rNDfnE2ebxngYwdq1y15YZhLBqq1N79BpayOirhr9sm8fkSyek1xJcOVKGofPkREX/WCbYAGUh8VOCFthdgB9rrY24M476bVtBYsJ2+HDwHvfa2/cceNozjNZsd3DK6qkupRmIYKdnXRvxtkEAK2PAwOeg6S7m2ydl16KDhEcPz4/n5VhMzKE8a//Ctx7L/Dgg1kFwRxUFKwOAI8LIV4A8DSA30kpHwDwrwDeKYRYB+CdudcAcB+AjQDWA/gxgCsBQErZA+BbAFbkfv4pdwwArgDwk9zfbABwv/lHKzH85jfq3bwBc4IVlYPFx0y8SkkKlgkBAqKbaNoghzx+mIJlY/yw0Jog0hKsri4yAr/xDeAXv1A/FyZY7KFftYpCQhoahjdnTFKwbBizYSGCLgnW4CB9HhsGZ5jyyWXHbeRduMwfS1KwdHPJxoyh81YhWEGVbM4cenzhBfqOoipSRYUI2lKvAE+9ePppel0qBKuz02v6CZSXgqW7P40fr9YmAxg+7xcupLl4++3AWWcNJ0yFIljTptHjxo3AU0/R85NOsjM2QI6yefPo+eTJdotcAESwzj8f+N73gE9+0u7YfjVo+3a6d23NyahIkQMH6B7TJVisMiVVuAzevxUVlPv06KPR90RFBe1vQdvS5r7KGDMGePe7gdNOszdmiSNx55dSbgRwbMjxXQDOCjkuAVwVMdbNAG4OOb4SwNEK51ue2LmTPDl/+7fAv/+72t+YGlcuC0UkFbmwESIIkFHm7xljQ8ECwqtvAXbIp79hYZRnLS3BGjOGvFj19V4viiRI6REsDgl57jnyiM6dO1yN4nOJysGyYTy4DhGcMIE2Ginp83HPFJshgkEFy1b/GJf5Y0kKFn8mHQNiwgQ1ghU0Zplg/fa39Dh7dvjfdXbSdfaTfFu9nvw47zzgySeBmTNLxzvb3U0KzJYtpHC4Jli7dnlhS6aIa8BqQrDiimcEEST9730v8NWv0md+97uHv5+V5rgcLBtgRfXZZ6m65ezZ9kgE41OfojX3n//ZbkEXgMa95x67YzL8LUu2bfPKoNtAFMEyWR+B/EIUQVXUj7Cc3osu8tqnRBXI6egoDMHKMAwWWn9nMAYn3f75z+p/Y0qworzWuvHtfsRV4rMVIggMP3/XCpaNaxNmmATR00ObcZr8mro6CpFQ9c729dGm39ZG53TUUZR4vHatZ9z6MW4czTeXClZYiKDNUIbubgqr42tks6cRG61+MuGPlzdFmIJlq8dLSwuRt8HB8N/v3k1Gis681yVYs2aRYceGWNicBDzvuv9/7N5tn2D94z9Sz5lHHrE7rktw2BiXJrdJsPie8RtuNhWs5mZaA8MI1t69hVWweL+ZPBn4znc8T30YwsKQAbsFBSorgSVLiPA/+aRXItsmLrsM+P3v6f+UEiZN8loqrFoVvW7ogFV0LmHPMCVYUXlSQYTdv/4Qy/POix4/imDZzMHKMAwZwSoGMMF65pnwPkNhMF2wW1tJ2g7+PxsqTVw1JVtFLoCRCxE0LXIBJIcItram9xyqlIBnBBfrRYuAJ54gYyxqU4oyTmwqWAcPeiFNgKdK2ijmwGrn5lxXCJsEa/x4Okf/5stlx20gTMHy90QxQWsrKXlRlTM5v0DHk61LsGprSS1as4Zec9PiIJhg+cMEbYcIMqZPL50KgkB+U1eA5mNtbXTBkDRobKRrzP2YOAHfFrEVIrqB+t69w0OYVZFGwQqLJPjsZ2nd8EdO+BF2nwLkOEpTVj4JJ59MEQc7dpROyGohMGsWzfdt2+j62CxI09RE6xnnvTFMc23jSqn7EVY0aepUqo75939Pj2Ho6Bi+BrNtpnsfZVBCRrCKAUyw+vuJZKnAlGDxTepCBWICEkVSbOVgBc/dVohgFMHiRakQCpbOYq1SAp4RRrCYHEQRrCjjxGYOFpCvYtnsaRQ0OJlg2SApQtBm528AajNEMKhgDQzQd2jj3JmMRJFzf3W/tGhvVysqEJbndf759NjUFF9FEBhOsGwrWKUInu98X+/caW8+Avnzff9+mpM2Q9WiCJbJfEyjYEW1WYhzsEUpWCaqWxj8OVcf+Yi9cUsdb387kf3//b/JnrKt7s2dG02wdOe+arVV/j/Be/jnPweuvTbaAeYPjQ+Ola2TTpERrGLACy9QsiLgJVInwYaCBQw3mG2EwVVWkrcujKTYyMGKK3Jh2mOLxw/bJG0Y+/4crCjoGogmCtYHP+j9Lk7BcpmDxR5eP8GyWXI7imDZKnE8ZUp+DpxNBSuYF8j5Y7YULCB6TppUyJowga5DVPghI4xgve999BilrAEeweK8CCndhAiWIhobad7wfF+/3m61uWnTvF5lLgy2KIJlMh8531Cl2qqO4RwWygvQMZsK1qmn0r3yox/ZJW6ljpNOoqJC3/sevbZNsPztIxhRxEcVjY20f6ooWJWV6VWnjg6KDPEXHbPZFDxDJDKCNdIYGqJGcWedRV5a3gyTYItgBY0qG2FwQDRJsREiGNWrqq/PXL3i8cP6bOlWUwuOLURyWWyd/2GiYM2fT56wJUvShwiWioLV0UGbL4cIssfQFgnyE6xDh2g+2lIMOjtpA2aiwuduIwcrKWzVRDGYMIHWuKR5GXZvsXH0mc9E/93kyWScrF9Prw8eJMLvIkSwFNHdTXvK4CDlWJ5wgr2xWcGS0runbBYA6e6m+2loKP+4qYI1MBCeHxyETuPkOAXLJsHiaIL/8T/sjVkOGDeOiP+RI1T503YFxLlzae/0OxpN+x0KoRZKzQ67tKHaYc2GM4JVEGQEa6TR10dSdkdHtMcuDK4Ilg0FCwivxCelHYJVVUXGeFh4o42qas3NZJAE+2zZWJQqK4f3pwmit1cvNtpEwQIohnv58mg1KkrBshH2CYQTrJ4e2lBsGCeVlWQA+hWs1lY7ZdQBIli7dtG8MQ0bCaK7mwxD3iT50WaIoCsFC0g2HsIKu1RUkKF0443Rf1dZSbla7FW2ScjLAUyw1q2jecmREjYwbRrtQ9u3U6NyIDpXTgdHH03n7A+7HRig9cZEwQLU8rB0itQUimAB9qv7lQu++EXKS+MKpDbBzke/irVrF9liJrmNYYUogtANOQ8romG7GXuGUGQEa6Th7wo/adLIEyxWsFzkMR06RN5IGySopcWdghUVgrh7d/rqfmFIKottQrDSKFhpww3YaxpU9nTPNwg2QPwhNlywoMLSUtXVla9g2QoPBLwGoK+/7m1mthSsYIEOm0002YiM6sNiqmAByQQr6n9UVycbkv6wHQ77tF22ulQxfTqRKw49t02wACJA69bRdzVlir3xj851bnnxRe9YsHR6WsQ1TA9Ch2CFFbkYHKR91TbByhCOK66ggk28HtsEl0L/4x+9YzxPTAivioKlW0QmrIhGT49XGTiDM2QEa6ThJ1gTJw7vsRCFQ4fMDP04glVba+7VD/Pk2SJvQLgKZFPBAoYTLFvJ83GhfFLqV8lqaaEQKZVKlDt3el3eVREVXmOLYEWFCNr0sh11FDXoBKigDDfUtAE2Ll97jXrUAJ6RaIpg/phNgtXWRmQ72LCXUQgFy+R7njOHSqj395OhD5CqlYFydfbtA266iYwpm/OdDdiNG0nBmjHDnhoMAAsW0OPq1d4x05LYrhWslhbah/r7vWO872UEq/QxfTqV6P/mN4EHH6RjNnJtwyr9BaG7RkaFCGYqv3NkBGukESRYhVKw6utpMwwLEbRFUsIUJv7fLsbftUt/4w2ODYQrWDaM/bhQvr4+8njqKliAWpggNxlOgyjvr2sFy+ZG8La3kcL0hz9Qgv4ZZ9gbm436V16hUMvmZnshU0ywWMHavp3uXxvzsbKSchXCnDumOU2FIlgDA2Tov/IKHbMZqlbKOO00enz0UWDpUrsEaOZMcpY9/jgRW9vXvKGBVDI/wTLNg3WtYIW1EGGHUUawSh9CALfeSmvOsmXAn/5kp1osK1hxxVd018gJE2iN570DsNuzLkMkMoI10mCVhwnW/v351V7CMDREuQkmBEuI8JAymyqQqz5VQHiI4Btv2OlTwwQrqMDZMvbjerHw/9RVsAB1gpU2PI4XZP+5Dw2Z9aXxgzcpf1lv2woWN2O8+mp6tEmwJkwghWz5cvpZssReaGNrK93vfgVrwgR7eRiTJoUTLBuKQUWFe4IFUJjgK6+Qkmij11M5YNIkj/h/9rN2xx4zBjj7bODee4lgzZ5td3yAFGBuYwIUv4IV5uTyO1EzlD5aW6nB85gxwG9+Y6eh/IQJZNPFVUzds0dvjayupn1pwwbvWKZgFQQZwRppBBUsIFnF4hAw0/jZMEN//347ZV85RNDvkbFJsFpb8w3xI0coxMlGGWImC0GiYsvYb2uLzncxIVgqPbYYOgpWmHGyfz+RLBsEq66OwlNdhjLMnEmhTCtW0KbIYUi2cNJJwCOPUN6Iv1eNKYQg5wF7Id94w1svbCAqPNlUMaispHmmUuRC93tesID+z4oVRLA4TyID4cILiagsW2Z/7He/m+bioUNuCNbb307fKffyMp2PqmskV77UVbAyglXeqK+n9f2xx/T20iDCwvj8GBykeaQ772fMyAjWCCAjWCMNf0dtLnGblIdli2CFld22GSI4NBTee8FGGF93NxEqjnXfsoXInA0FixfLIAmytShNmEAbsD9On1FIBctGiKDJ+QYhxPBYdNsKFgD8wz9QW4RbbrGnMDFOOomu7dAQefdtoqvLU7BWrQKOOcbe2FEFdkwVA0Atgdukd1VDA5Uf/8MfSMXKCFY+vvc94LnniITaxvnn09w4/3w3DW8vvJAe77mHHk3nY3U1zZckBau3l+5hXYLlXyMzglWeWLqUcm1tKVhA9DppOu8zgjUiyAjWSGOkFawgwdq2zU5lNTa4/ZI3J9Hb8Lx3d9MGyGSUDU9bIYKVlfkKGWBvUeLrG6ZiFULBGhrSixsPCxHk87VBmoH8crWumsZefjnw3/9NRqFtsGo1fz5twDYxZQptklu30jVatMje2JMm0Xw8fDj/uI3eb0kEq7+fHDsm3/Ppp1PlsL6+6D5uoxVC2M298qOzk9abe+6x45gLYs4c+vnVr7z1ADCbj1H9/PzQbbOQhQiOHrzjHd5zG0UugGgFy3Tez5hBc577e+pWJMyQCsoESwhRKYR4Tghxb+71T4UQm4QQz+d+FuWOCyHE9UKI9UKIVUKI431jXCaEWJf7ucx3/AQhxOrc31wvxChq8MCLb0MDNc0EvHCIKNhUsIIk4s03vfMwQVihCCZYNpqjBquq8TWzQbAqKoh8+K9Nfz+pcTbUlDhvlQnBiirOEfY/BgfthAjaVLCAfIK1bx+dZyn16njb24Dvf5+Sn21j8WK6NuzNt0mw2OkRrCRoQ8Fqbx++zoT9D5Pv+fTTveesemQoDFxv15/+NBXp+I//oLlSXW1eQTdJwdIlWFmI4OjB0qXeumm6R6kqWCYECyAH3YEDlFKRESznSKNg/Q2AlwPH/l5KuSj383zu2HkAZuV+LgfwAwAQQrQCuAbASQCWALhGCMGz5Qe59/LfnavxWUoTe/dS7gk3oJ00Kb9qUhhsEazOzvzKNQcO0I3skmA1NdnpvRAkWDYVLGC4191mA1MVgqWzGfPfJBGssCbDKqiqov/hkmBNmOARrFLsNl9RAXz+8/b6X/lx6qn0eMMN9Lhwob2xo8KTC6Fg2fieTz8duOQSysPiz5KhPPA3fwNccAHwta9ROfiWFjNSp6Jg6c77LERw9KCmBnjpJeArX/GKJ+mirY3mtEsFCyCCxc6uUtpXSxRKBEsI0QXg3QB+ovD2CwHcKglPAWgWQkwE8C4AD0kpe6SUuwE8BODc3O8apZRPSiklgFsBXKTzYUoSwQ7vixblV00Kg02C1d/v3bxsXNkgWFEhgp2d5mMD4QSrpcVemErQ627D0PSPDdhXsKqq6PPHVSIC9AkWMNw4caFg7dxJyhWfZ7YREI45hrz3q1dTDyKbyh6TkmB4sq0crN7e4eGHDBsEq7YWuO02UvkylBcqKoDvfpf2vbvuMg9HVlGwdBWD6mpag8MULBchlBlGFi0twL/8i3k/wqoq2lujHFE8n3Tn/syZROBefhlYs4aOZaHUzqGqYP0HgH8AMBQ4/u1cGOB1QogxuWOTAbzhe8/m3LG445tDjg+DEOJyIcRKIcTKnXEhJ6WEIME69li6CaKMEcAeweJQPQ4LevNNerSpYPk3GpsEq6GBjHomWK+/bk+9AoYTLJvGfpKCVVGhvxmHlccPgj+LTtz4+PH5xgn/L5sEiyt4vfYaHeMGvqMdlZWeJ/Laa+2OzdfYnwgN0P1bV0eGoy54vket2TadFxnKE3PnkkIpRH7uiw5UFCzTYkP+fW/fPmob4CoPLkN5IE7pN10j6+qIUD37rOfAtxkBkSEUiQRLCPEeADuklM8EfvUVAHMBnAigFcDV/Cchw0iN48MPSvkjKeViKeXidhuFGIoBvb3DCdbAgOdlCINNBQtwQ7DYqPJL3jYJFkCEinOvVq+mwgK2EFzsuIEp95QxQXMzbbZhBifPB90QGBWCZRLuGPT+uggRBGjesLE/fbqdscsBt99OOVgXX2x33JYWujeD686ePeaKQVJ+QSmGgmYoPG69lfa+n6gE0sSAG70PBf3FPpgot0GCFXSiZsgQBn/+cRA28lRPOAFYuRJ4/nlq4G1rz84QCRUF61QAFwghXgNwO4AzhRC3SSm35sIADwO4BZRXBZAC5ZcSugBsSTjeFXJ8dCAsRBCgsrpROHiQHk0SfQG3BItzrfwhR7YJ1lFHEcHq6aHH446zN3Z7O5GHI0fo9erV5IW0YewLEe2t6u01W/i4/1gcTIyHoILV20tk0XQuMvzVlDZupDDGzDjxcOyxbqofAtRPKkiwbJTJzwhWBhsQgvJeTDF+PJGrpKauusU0WlryFbKeHntVVjOUL5IUrJoas3128WJKA7n/frsFkjJEIpFgSSm/IqXsklJOBfAhAI9IKS/N5U4hV/HvIgAv5v7kHgAfy1UTPBlAr5RyK4AHAZwjhGjJFbc4B8CDud/tE0KcnBvrYwDutvw5ixdBgjVrFt1oDz8c/TcuCVZ9vR2DVgiqsMMEq6+PQiVsEqyFC6mh6xNP0Gubi0awlPrq1WSA2uqb1N7uhmCpKFgmYX38nXJhFD5fW5XEeH5s2UIKFofEZXCP+fOJYPmbgxdCwTLNL8iQIQ3CqqEGYbKusULGeP11cgZmyBCHiRPJBgtTVnfvpvXRZJ894QR63LcvI1gFgom1+AshxGoAqwG0Afjn3PH7AGwEsB7AjwFcCQBSyh4A3wKwIvfzT7ljAHAFqIDGegAbANxvcF6lhb178w3digrgXe8CHnyQEv3DYItgNTUBY8bkEywb6hXDT7BY+rZJsM4+m8Ipv/99eu2CYLFRuHq13cauI6lg7d5NOWw6OQFdXV61ScD8fIOYMYOUz+eeIwUrCw8sHBYsoFYEb/hSZQulYDU2ZjkqGQqDsH5+QZg4FoIhgps2UUhWhgxxWLCA9lbOPfbDxjp8wgkUAXHaacAHP2g2VgYlpNrRpJR/BPDH3PMzI94jAVwV8bubAdwccnwlgKPTnEvZICw++9xzgZ//HHjmGWDJkuF/Y4tgCUGEhwnWqlXA7NlmY/oxcSKVMQW88EMbTYYZXLb64YepCpppJR8//In527fTo02C1dnp5XX50dNjRipUFSxd46ErF827ebMXCmNTeaiuplCGxx6jsM9LLrE3doZ4LFhAj6tWeR73PXvM531DAzly4ghWFh6YoVBQachuskZyq4nBQdqr33qLqn5myBAHXmdXrRpuA+zZY06wxo2j/KsMBYOleKcMWhgcDCdYXCXpmWBdkRxsESyADP3t24lkvfoqNc+zBb+Cxbkdc+faG3/sWOCMM+j5l79sb1zAU9o2b6bKOwB5f2xhxgwamwuWMHbsMGvEzARLhtaJIdgiWAB522wbDyefTMm4g4OZglVIHHcceff/1/+i8Ewp7XhO43IOAfofGcHKUCioKFgmyvz06RRZ8eabnhqREawMSViwgNbKVauG/87GOpyh4MgI1kiip4fibYPKC28A3D8jCNsE6y9/IcUAsE+wenvpfF96ifK7bMei33Ybjf25z9kdd/p0Ot9nn6VrU1UFnHSSvfFnzSID1l8We3CQlDITJa6picY5cCD6PTYI1htv0NzdtMk+CfJfZ9MGjhnUUVdHjorf/56qZf7f/0trkA2FMo5g9fRkxkOGwsF1iCCHA27cSOuj/1iGDFGoryfHaxTBynJUSw4ZwRpJsMERNKhra6nnTRzBEoLCbkxx6qkUqvbTn5KBdfzx5mMyOBxw61YqRjF/vr1iCIxJk+yWZ2dUVtK1WLGCCNYJJ5DEbguzZtHjunXesSjCnQa8CMeFCZp4wyZOpDzBzZvpez182D7BOv10YN484N577ebsZUjGVVcBV+c6bnznO+QEsNVcO6oPVhYimKGQaGmh9T2qJDZgRrB4Pdy0KVOwMqTDwoVenyo/MgWrJJERrJFEFMESgvIW4gjW2LF2yMr73keP990HLFtm1lA0CD/BeuklL8ejVHDiicDy5VSl8O1vtzt2GMGKmg9pwGEtSSWIdY2Hqir6XjdvJg8tYJ9gtbVRSOm732133AzJqK0F/vVfge9+l5wigB3PaWenF1YaRBYimKGQqKjw8qSiYBIi2N1N/4MVrNpau/nBGcoXp5wCrF+fX2hISjs5WBkKjoxgjSTYoxu2+DY2xhMsW32Hpk8npaa2Frj2WjtjMiZNoseVK4k8lCLBAmiBe+c77Y7d3ExE4tVXvWNMsExzsIB4Bcu09HZXl1uClWHk8alPec9tEKzjjqM8T7/hANC9lYUIZig0OPc4DP391FZEd95XV1Mo/KZN5Jw7+mj7kRsZyhMcEv/AA96xffsosiVbI0sOGcEaScQpFo2NdGOFwSbBAoCbbyYFy3YYw7x59Nm+9S16zYSlVHDGGbQ5XncdcM459sefNSucYNlQsKII1tCQeV5NVxcZDxs3kuEwZYr+WBmKE+PHU+jw+99vJ/fwlFPo8ckn84/v308FATIFK0Mh0dERTbBY/TdZI6dNA/7wB+Dpp+keypBBBfPnkwJ6v69TUdYnsGSREayRxI4dFEoQZlwUSsECqDre6afbG49RXQ18+MOUTLxwoVcdsVQwYQL1v/rCF9x4IE85Bfjzn6nn2Zo1dghWkoK1dy+pBiaLNYcxPPwwbQY1NfpjZShezJkD/OpXdlorLFpEa1aQYLHxkBGsDIVER4fXniQIJlgm/f3mzqVm6QBw8cX642QYXRCCQuMffNCbh7xGZgpWySEjWCOJHTsoTKyycvjv4gjWgQN2CZZLfPKT9Pm+9rUsTCKIL36RCPa55xLB3bQpmnCrIqnHi43FmnOjnngCOOss/XEyjB5wf7Mnnsg/zvM0Mx4yFBKdnbT/hrWzYOeUiRPqmmuAv/5r4MorswqCGdLhk58kG+8//5Ne83zM1siSQ0awCo1Dh6iMNkALfHt7+PsKqWC5xMKF9Dk/8IGRPpPiQ1cXbcRnn035eNddR/OhwuC2HD+eiGxUSWwbxsOcOVROFgC+9CX9cTKMLpxxBvX2e+st71imYGUYCXR0AEeOhCv9Nkh/Rwfw4x8DN9ygP0aG0YnFi0nxv+kmep0pWCWLjGAVEoOD1K37yivp9Y4d0eFg5UKwgMx4isNXvwo89JCX3BpX2UoFlZVEsqJKYtsgWELQeV99dekVLskwcnjPeygH0J/AzcZstkZkKCS4/UPYemuj2FCGDLoQgvL2nnmG1scsB6tkkRGsQuKhhyh35aabqMFsHMFKKtNeSgQrQzJ+8Qtq7vrRj5qPFddziJtrmhq0n/wklfPOkEEVJ5xAhu1vf+sdy0IEM4wEmDyF5WHZyIXNkMEES5fS4+OPZwpWCSMjWIXELbeQF6K6mgonbNkSr2D16NYMGgAAF8hJREFU9XnhhH5kBKv80NICrF0L/Oxn5mO1t0eHCGbGQ4aRQkUFeWbvuouKxwBZiGCGkQETrCgFq7rarMhFhgwmOPFEYMwY4NFHKeqkooKc7hlKCsoESwhRKYR4Tghxb+71NCHEciHEOiHEHUKImtzxMbnX63O/n+ob4yu542uFEO/yHT83d2y9EOLL9j5ekeHxx4ELLgC+8Q3g3nuBw4eBSy4Jf29jIz3u3z/8dxnBKk9UVNgpBDJhQrSCxQSrrc38/2TIkBbXXENOps9/nl739FAVynHjRva8MowudHXR46ZNw3/HkSVZUaYMI4WxY6k9xqOPkhOqudksNzvDiCDNN/Y3AF72vf4ugOuklLMA7AbAnSk/BWC3lHImgOty74MQYj6ADwFYAOBcADfmSFslgBsAnAdgPoAP595bXpCSkrsnTgT+/u+pkedPfxrdY4YJVliYYEawMsQhLkRw505SC6qqCntOGTIAROz/7u+AP/6RwqW5yXBmzGYoJJqaqLrfs88O/11c6H6GDIXCwoUU1cIEK0PJQYlgCSG6ALwbwE9yrwWAMwHcmXvLzwBclHt+Ye41cr8/K/f+CwHcLqU8LKXcBGA9gCW5n/VSyo1SyiMAbs+9t7yw//+1d+/BdldVgse/i7ygeYVHCJiQXMDQaiISwEiNDxQZjI8yOC01MLSmp5h2fA7dqCN0W2NJN7Yz2C3VVShFAyNO09Jp0AEpNE0JqEzRhBDCIwQlhFcamgTCI3QwGFjzx96ncwn3JveenHN/5977/VSdOr+zf/ts1qUOh986e+/1e7FULTrggHJxe+mlg89egQmW2jdtWtlrtXXr68958aCmnXFGSaj+9m/LxYPLA9WEY48thQS253ekekFfX7n+e+ABP4+j1FBnsC4E/jvwan19APBcZrau4NYBM+rxDOBxgHr++dr/39q3e89g7WNLq7jAAQcMrb8JltrV+jJufeb68+JBTZs5E044Aa69dtuMqjTSjjkG1q7dtg+wxe9I9YK+vvK8YgUceWSjoag9O02wIuIjwPrM7P9Tz0DrOXIn54bbPlAsn4qI5RGxfMNgS6B6VacSrMxyLy0TLA2mdW+1gf4b2bDBiwc175hjyi+zv/pVqZ4pjbRjjy3P/ZcJZpbCF35HqmmzZ287NsEalYYyg/VO4KMR8Qhl+d6JlBmtqRHR2sgxE3iiHq8DDgWo5/cFNvZv3+49g7W/TmZekpnHZeZx0wa7QW+vGm6C1aoYs32C9ZvflGcTLA2m9d/GQJUEd3Rza2mkHHlk+S77l38pN66WRtqCBbDnnvCNb5T7s0Gp3PvSSyZYal5rBgv8jhyldppgZea5mTkzM/soRSpuyswzgJuBj9dui4Fr6/F19TX1/E2ZmbX9tFpl8DBgDrAMuAOYU6sSTq7/jOs68tf1knZnsDZtem37Sy+VZxMsDaZ1cbD9PV62bi2fQy8e1LT+FwxvelNzcWj8mjoVLrwQbroJPvaxUnDF21ioVxxwQPkBAJzBGqV2pe7jV4CzI2INZY/VZbX9MuCA2n42cA5AZq4ClgD3Az8FPpeZr9R9Wp8HllKqFC6pfceWTi0RNMHSzsyZU8q8Ll/+2vanny7PXjyoaf0TLH+dVVPOPBO+9S346U9h0SJ49NHS7nekmhaxbRZrzpxGQ1F7hlWrOTNvAW6px2spFQC37/Mb4NRB3n8+cP4A7TcANwwnllGnlWANdUP3YEsETbC0M5Mnl+Uvt9762vbWniyXCKppBx9cvuM2b4Yjjmg6Go1XEfDFL5bP4+//PlxwQWl3X6B6weGHlwrUXu+NSt65rBN+/nO45pod93nmmXLvjaHef2jixHLzTRMsteOd74S77ip7Clr7C556qjz766yaFlFmrg47DKZMaToajXenngqTJsGNN8KECeVzKTXtL/6i3M5Co5IJVidcdBGce+6O+zzzzNCXB7bss48JltrzrneVPVeXXFJ+nV2yBB55pJzrX51IaspXvwrnndd0FFKZ9T/yyPKdefjhJdmSmjZ3bvl/uUYlE6xOmD0bHnts20zBQJ5+2gRLI+c97ymbuL/0pbI08Mwzy0zrxInlPkRS0xYtgtNPbzoKqZg3rzxbUEBSB5hgdcLs2bBly8D3HWppZwZr771fX0WwlXC1imBIA9lrL/jsZ0vSf8IJZR33VVfBrFlDX6YqSeOFCZakDjLB6oRZs8pzqwLRQJ55Bg48cHjjDjSDZYKlofrjP4aPfrQsE9x7723LXyRJrzV3bnk2wZLUASZYndDa07KjBGv9+uEXFzDB0q448EC49tpywXD00aXNzduS9HrvfncpDnTSSU1HImkMMMHqhFaC9dhjA5//138t5YhNsNSU+fPLszNYkvR6Bx5Ybm1hiXZJHWCC1QlTp5aEZ7AZrHbvDj9YgjVhgkUuNDytBMsZLEmSpK4yweqUWbMGn8FqJVjTpw9vzFaClbmt7YUXSntEe3FqfFq4EE4+uRS8kCRJUtdYTqxT+vpg7dqBz7V7g9d99imFCbZsgd13L22tBEsajoMPhqVLm45CkiRpzHMGq1Pe+lZYvbokQ9trd4ng3nuX5/7LBF94Afbdt70YJUmSJHWVCVanzJ9fZptWrXr9uVaCNW3a8MZszVRtn2A5gyVJkiT1JBOsTmkVEbjrrtefW7++zEYNtzCFCZYkSZI0quw0wYqI3SNiWUTcHRGrIuLrtf17EfFwRKysj6Nre0TEX0fEmoi4JyKO6TfW4oh4sD4W92s/NiLure/564hRWMHh8MNLEjVYgjXc5YFggiVJkiSNMkMpcrEFODEzX4yIScCtEfGTeu7LmXn1dv0/CMypj3cA3wXeERH7A18DjgMSuDMirsvMZ2ufTwH/BNwALAR+wmiy227lZq533PH6cyZYkiRJ0riw0xmsLF6sLyfVR+7gLYuA79f3/RMwNSIOAT4A3JiZG2tSdSOwsJ7bJzNvy8wEvg+csgt/U3NOOqkkWK2qgS1PPTX8/VewrZjF889vazPBkiRJknrWkPZgRcSEiFgJrKckSbfXU+fXZYDfjogptW0G8Hi/t6+rbTtqXzdA+0BxfCoilkfE8g0bNgwl9JG1aFG5Z9X117+2/YknYMaAf9KOtZKyVpGM3/4WNm82wZIkSZJ61JASrMx8JTOPBmYCCyJiHnAu8Cbg7cD+wFdq94H2T2Ub7QPFcUlmHpeZx01rZ0ao2446CmbPhuuu29a2eTNs3AgzZw5/vH32gSlTts2Ibdq0rV2SJElSzxlWFcHMfA64BViYmU/WZYBbgP8NLKjd1gGH9nvbTOCJnbTPHKB99IkoywRvvbXMZAH88z+X50MPHfx9Oxpv+vRtCVZrL5b3wZIkSZJ60lCqCE6LiKn1eA/gJOCBuneKWvHvFOC++pbrgE/WaoLHA89n5pPAUuDkiNgvIvYDTgaW1nObIuL4OtYngWs7+2eOoHe8o8xYPfRQeb2urn5sZwYLBk6wnMGSJEmSetJQqggeAlwRERMoCdmSzLw+Im6KiGmUJX4rgU/X/jcAHwLWAJuB/wyQmRsj4s+AVpm98zJzYz3+DPA9YA9K9cDRVUGwvwV1Iu/22+GNb+xMgtUaY2P91zV16q7FKEmSJKkrdppgZeY9wPwB2k8cpH8Cnxvk3OXA5QO0Lwfm7SyWUWHuXPid34Fly+CMM7YlR+0UuYCSYN15Zzl+9NHyPGvWrscpSZIkqeOGtQdLQzBxIhxzDKxYUV6vWwf771+SrnZMnw4bNsCrr8Ijj5R9We3s55IkSZLUdSZY3XDEESUZgpJgtbs8EEqCtXUrPPtsGfMNbyiVBSVJkiT1HBOsbpg9u9z76uWX4eGHdy3BOuig8vzUUyXB6uvrRISSJEmSusAEqxv6+sqSvnvugfvuK5UF2zV9enk2wZIkSZJ6nglWN8yeXZ6/971yP6z3v7/9sVr7rVavhscfN8GSJEmSepgJVje0kqBLL4W99tpWur0dRxxRkqxLL4VXXjHBkiRJknqYCVY3tPZcbdkCJ54Ikya1P1YEfOhDcNdd5fX811XMlyRJktQjTLC6YfLkbcdnn73r4334w+X5E5+AY4/d9fEkSZIkdcVObzSsNp1wQtkzdcIJuz7WBz8IF14Iixfv+liSJEmSusYEq1t+9rNSSbATJk6Es87qzFiSJEmSusYEq1smTCgPSZIkSeOGe7AkSZIkqUN2mmBFxO4RsSwi7o6IVRHx9dp+WETcHhEPRsTfR8Tk2j6lvl5Tz/f1G+vc2v6riPhAv/aFtW1NRJzT+T9TkiRJkrpvKDNYW4ATM/NtwNHAwog4HvifwLczcw7wLHBm7X8m8GxmvhH4du1HRLwFOA2YCywEvhMREyJiAnAR8EHgLcDpta8kSZIkjSo7TbCyeLG+nFQfCZwIXF3brwBOqceL6mvq+fdHRNT2qzJzS2Y+DKwBFtTHmsxcm5kvA1fVvpIkSZI0qgxpD1adaVoJrAduBB4CnsvMrbXLOmBGPZ4BPA5Qzz8PHNC/fbv3DNY+UByfiojlEbF8w4YNQwldkiRJkkbMkBKszHwlM48GZlJmnN48ULf6HIOcG277QHFckpnHZeZx06ZN23ngkiRJkjSChlWmPTOfi4hbgOOBqRExsc5SzQSeqN3WAYcC6yJiIrAvsLFfe0v/9wzWPqg777zz6Yh4dDjx11ieH+Z7hmoW8FiXxobuxt7Nsbs9vrE3M76xNzO+sTczvrE3M76xNzO+sTczvrEPrpvX2MON/XeH1Cszd/gApgFT6/EewC+BjwD/AJxW2y8GPluPPwdcXI9PA5bU47nA3cAU4DBgLTCBkuStrW2Ta5+5O4urnQdwSTfGrWNv6NbYIxB718Y2dmPvtfGN3dh7aWxjN/ZeG9/Yjb2Xxq7jd+0ae7ixA8uH0m8oM1iHAFfUan+71YTp+oi4H7gqIv4cuAu4rPa/DPg/EbGGMnN1GkBmroqIJcD9wFbgc5n5CkBEfB5YSkm4Ls/MVUOIqx0/7tK4AM91cWzobuzdHLvb4xt7M+MbezPjG3sz4xt7M+MbezPjG3sz4xv74Lp5jd2V2KNmY9pFEbE8M49rOg5JkiRprOila+yhxjKkIhcakkuaDkCSJEkaY3rpGntIsTiDJUmSJEkd4gxWD4qIhRHxq4hYExHn1LYra9t9EXF5RExqOk6ND4N8Hk+MiBX183hFrRgqdV39/lsfEfdt1/6F+jldFRH/q6n4NP5ExKERcXNErK6fv7Nq+59FxD0RsTIi/jEi3tB0rBr7ImL3iFgWEXfXz+PXa/thEXF7RDwYEX8fEZObjnUscwarx9RiIr8G/j2ltP0dwOlAH/CT2u3vgF9k5nebiFHjxw4+j0uB92fmryPiPODRzLxs8JGkzoiI9wAvAt/PzHm17X3AnwIfzswtEXFQZq5vMk6NHxFxCHBIZq6IiL2BO4FTgHWZ+ULt89+At2TmpxsMVeNARASwZ2a+WH+MvxU4Czgb+GFmXhURFwN3ex3ZPc5g9Z4FwJrMXJuZLwNXAYsy84asgGWU+4VJ3TbQ5/H3gC2Z+eva58baJnVdZv6CUqG2v88A38zMLbWPyZVGTGY+mZkr6vEmYDUwo5VcVXsC/qKtrquXii/Wl5PqI4ETgatr+xWUHwHUJSZYvWcG8Hi/1+tqGwD114hPAD8d4bg0Pg30eTwYmBQRrSo6H+e1NwuXRtqRwLvr8pefR8Tbmw5I41NE9AHzgdvr6/Mj4nHgDOB/NBeZxpOImBARK4H1lB9BHwKey8yttctrri3VeSZYvScGaOv/q9d3KMsDfzlC8Wh8G+jz+Crl/nbfjohlwCbKve2kpkwE9gOOB74MLKnLZKQRExF7AdcAf9SavcrMP83MQ4Ergc83GZ/Gj8x8JTOPpqx2WgC8eaBuIxvV+GKC1XvW8drZgJnAEwAR8TVgGmUdrTQSBvw8ZuZtmfnuzFwA/AJ4sJHopGIdZW9BZuYyyo8ABzYck8aRurrkGuDKzPzhAF3+DpdSa4Rl5nPALZQfn6b2K0j1b9eW6g4TrN5zBzCnVnuZTJkpuC4i/gvwAeD0zHy10Qg1ngz2eTwIICKmAF8BLm4wRun/UvYXEBFHApOBpxuNSONGnS29DFidmX/Vr31Ov24fBR4Y6dg0/kTEtIiYWo/3AE6i7Au8mbKkH2AxcG0zEY4PllbuMZm5NSI+T6nSNgG4PDNXRcTdwKPAbXXlyw8z87wGQ9U4sIPP4wUR8RHKjzTfzcybGg1U40ZE/AB4L3BgRKwDvgZcDlxeS7e/DCxOS+Rq5LyTsjf63rrvBeBPgDMj4ncpM6qPAlYQ1Eg4BLiiVgHeDViSmddHxP3AVRHx58BdlB8F1CWWaZckSZKkDnGJoCRJkiR1iAmWJEmSJHWICZYkSZIkdYgJliRJkiR1iAmWJEmSJHWICZYkSZIkdYgJliRJkiR1iAmWJEmSJHWICZYkSZIkdYgJliRJkiR1iAmWJEmSJHWICZYkSZIkdYgJliRJkiR1iAmWJEmSJHWICZYkSZIkdYgJliRJkiR1iAnWMEXEi03HIEmSJI0FEfFKRKzs9+jbQd/3RsT1IxddeyY2HYAkSZKkceulzDy66SA6yRmsNkTEXhHxs4hYERH3RsSi2t4XEasj4m8iYlVE/GNE7NF0vJIkSdJoERETIuKCiLgjIu6JiP/a7/Q+EfGjiLg/Ii6OiJ7LZ3ouoFHiN8DHMvMY4H3AX0ZE1HNzgIsycy7wHPB7DcUoSZIk9bo9+i0P/FFtOxN4PjPfDrwd+MOIOKyeWwB8EXgrcATwH0Y84p1wiWB7AvhGRLwHeBWYAUyv5x7OzJX1+E6gb+TDkyRJkkaFgZYIngwcFREfr6/3pUxivAwsy8y1ABHxA+BdwNUjFexQmGC15wxgGnBsZv42Ih4Bdq/ntvTr9wrgEkFJkiRp6AL4QmYufU1jxHuB3K7v9q8b5xLB9uwLrK/J1fuA2U0HJEmSJI0RS4HPRMQkgIg4MiL2rOcWRMRhde/VfwRubSrIwTiDNQwRMZEyQ3Ul8OOIWA6sBB5oNDBJkiRp7LiUss1mRa1zsAE4pZ67DfgmZQ/WL4AfDTRAkyKz52bVelZEvA34m8xc0HQskiRJknqPSwSHKCI+DfwA+GrTsUiSJEnqTc5gSZIkSVKHOIMlSZIkSR1igjWIiDg0Im6OiNURsSoizqrt+0fEjRHxYH3er7a/KSJui4gtEfGlnY0jSZIkaexxieAgIuIQ4JDMXBERe1NuGnwK8AfAxsz8ZkScA+yXmV+JiIMo5dpPAZ7NzG/taJzMvL+BP0uSJElSFzmDNYjMfDIzV9TjTcBqYAawCLiidruCWjIyM9dn5h3Ab4c4jiRJkqQxxgRrCCKiD5gP3A5Mz8wnoSRPwEFtjiNJkiRpjDHB2omI2Au4BvijzHyh6XEkSZIk9S4TrB2IiEmUpOjKzPxhbX6q7qtq7a9a3+Y4kiRJksYYE6xBREQAlwGrM/Ov+p26DlhcjxcD17Y5jiRJkqQxxiqCg4iIdwG/BO4FXq3Nf0LZP7UEmAU8BpyamRsj4mBgObBP7f8i8BbgqIHGycwbRuhPkSRJkjRCTLAkSZIkqUNcIihJkiRJHWKCJUmSJEkdYoIlSZIkSR1igiVJkiRJHWKCJUmSJEkdYoIlSRr1ImJqRHy2Hr8hIq5uOiZJ0vhkmXZJ0qgXEX3A9Zk5r+FQJEnj3MSmA5AkqQO+CRwRESuBB4E3Z+a8iPgD4BRgAjAP+EtgMvAJYAvwoXqz+COAi4BpwGbgDzPzgZH/MyRJo51LBCVJY8E5wEOZeTTw5e3OzQP+E7AAOB/YnJnzgduAT9Y+lwBfyMxjgS8B3xmRqCVJY44zWJKkse7mzNwEbIqI54Ef1/Z7gaMiYi/g3wH/EBGt90wZ+TAlSWOBCZYkaazb0u/41X6vX6X8f3A34Lk6+yVJ0i5xiaAkaSzYBOzdzhsz8wXg4Yg4FSCKt3UyOEnS+GGCJUka9TLzGeD/RcR9wAVtDHEGcGZE3A2sAhZ1Mj5J0vhhmXZJkiRJ6hBnsCRJkiSpQ0ywJEmSJKlDTLAkSZIkqUNMsCRJkiSpQ0ywJEmSJKlDTLAkSZIkqUNMsCRJkiSpQ/4/ZZbgKnKt3AcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 1, figsize=(12, 8))\n",
    "de.loc[\"2012-07\", 'load'].plot(ax=axes[0], color='red')\n",
    "axes[0].set_title(\"Summer month\")\n",
    "\n",
    "de.loc[\"2012-01\", 'load'].plot(ax=axes[1], color='red')\n",
    "axes[1].set_title(\"Winter month\")\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's also compare the wind between the different regions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ckk6viy6fOYm1Hay/vPtpPvbAidVcWl2cCyfJaxjuLQqsgU4jJGZiUiaYz2sOjJnG6LUiRuat3qpu//IlgoD0YQmCILSQWgTWFmC05P6Y9Vgp7wXepJQaA/4L+MNyB1JKvUUp9aRS6smpqakGlisIgtBejM8lCu4VsGCo66PHp1djSQ0xFU0CMNjlLTw20GH+PR1ZG2WCe0+HeMW/Psgz461PiDoyGSFr9SnNJzJ86cnRtnf2khkz38rrclbcxxZYkTUiGgVBENYCtQgsVeaxxd2wbwQ+o7UeBl4FfF4pteTYWutPaK1v1FrfODg4WP9qBUEQ2oyJuQSbrf4rMDHtNj8dDRdOctudyXnjUg11lgosIxan14CDdS6c5PUffYTnzkV49PhMy49/aro4K+rh4zO88ysHuOfQ+ZY/TytJWQLQ564ssPwesy2RXhvvU0EQhGo4nU727NlT+O8DH/gAACMjI0xPFy983n///bz61a9ekTXUMgdrDNhacn+YpSWAvwO8AkBr/ahSygcMAJOtWKQgCEK7MjGXYM/WnsL9br+bLp+LS4c62HdmjgNjYW7e0beKK6wNO459sLOcg9X+AuvLTxYLLU7Ptn7Qs50c6HU5CgOZx9p8QG/Rwap8LTUgAksQhHWG3+9n//79q7qGWhysnwC7lFI7lFIeTIjFNxftcwb4OQCl1G7AB0gNoCAI65pMLk8onmFDV9HBcjgUB977cv7/37wJgKfOhFZreXUxFUnhUCbYwsbuK2v3nqN8XvPlvWP87M5+rh3uXuA2tYrxUIKAx8lwr59pS4yOh9o7rr0mB8vaFl8jTqsgCMJaoKqDpbXOKqXeDnwfcAKf1lofVEr9HfCk1vqbwJ8Bn1RKvQNTPvhbWmsZqiEIwrrGDgbo9C39KO0NevC7nUytAfcHTIlgf4cXp6NYFW6fmCcz7d1rdPh8hDOzcd7+0kt5+Ng0e0+3XtSOheJs6fET9BZf63afh5WyHSx35WupdolgUhwsQRBazAef+CDPzT7X0mNe0XcFf3nzXy67TyKRYM+ePYX7t99+O7/6q7/a0nVUo5YSQbTW/4UJryh97G9K/v0s8MLWLk0QBKG9sZ2dDm/5j9K+oIfZ+NoIiJiKphb0X0GxtCzR5u7GkfMRAK4d7mEslOBbP50glc0tG+5QL+NzCYZ7/YWgC4CxteJgLfN3CHjMe3ctjRQQBEFYjkolgkotjZUo91grqElgCYIgCEupJrB6Am7m4mtj4PBkJLmg/wpMuaPX5Sg4Ie3KsckoDgUjAwF2DATIaxidjXPpUGfLnmN8LsF123qYKRm83O4OVjKTQylwOyufQNglgok2dykFQVh7VHOaLjT9/f2EQiEGBgYAmJ2dLfy71dTSgyUIgiCUoSCwypQIgnGwQmvFwYosdbDAlAm2u4N1bDLKSH8Qr8vJSH8QgIMT8y07fjSVZS6eYUtPYEE5aCSZZT7ZvgI6lc3jczmXvULrs8oHE+JgCYKwznnJS17C5z//eQByuRxf+MIXuO2221bkuURgCYIgNIjdg1XZwfIQirW/wMrlNdPR9BIHC4zD0e5R80cno+wc6gDg6i3djPQHuOO+Y2RzrXFlJiynakuvnw7vwqG97Rx0kczklu2/AlMe418DIloQBKFW7B4s+793vetdALznPe/h2LFjXHvttVx33XVceumlvOlNb1qRNUiJoCAIQoNU7cEKuAmtgRLBuXiaXF4z2FHOwXK0dflYJpfn1HSMl125AQC308FfvPwK3nbnPu4/PMXPW483gx1TP9TpLbiVAx0epqNpzoYT7N7U1fRzrASpTH7Z/iubgMdJXEIuBEFYJ+Ry5T/Puru7ufPOOy/IGsTBEgRBaJBqJYI9AQ/hRKZlTspKMZcwIrAn4FmyzdfmDtZYKEE2r7lksKPw2K2XmZr6Y1PRljyHHVTSF/TQaYnpSwbM84Vi7Sugk9nqDhaYJEFxsARBEFqHCCxBEIQGqVYi2Bc0giWcaN+TcCiur9vvXrKt3QXWvLX23kBx7Z0+N31BD2dmWzMPa9Yq8+wNeAo9WCMDAaAoTtuRZCZXk4Pldztl0LAgCEILEYElCILQIBHLwQp6KqcIAm0fdBG2yhi7ygisdu/BilnhDIFFr8HWvgBnZlotsNwFt3JrbwClINzGr20qm6/JwZISQUEQWsl6GIXb7O8gAksQBKFBYqksQY8Th6N8SpvtYLV7H9byDpajrQcNx1JGGCx2Ebf1BVrmYIViabr9blxOR+F5+jo8dPvdrXUn83mYPtqyw9XqYK2FpEhBENYGPp+PmZmZNS2ytNbMzMzg8/kaPoaEXAiCIDRINJmt2H8FpqQMig5IuxIu9GCVcbDavD8nZrmIAe9CIbGtz89/PX2WbC6Py9nctcTZeKYglu0Swd6Ahx6/u3UlgrFp+PiLYX4MfueHsPXmpg+ZyuYrlq+WEvA4mY6293tUEIS1wfDwMGNjY0xNTa32UprC5/MxPDzc8M+LwBIEQWiQaCpLcJkT2F7rpHyujcvIoIqD5VobJYKLhcT2viC5vOZsOMnWvkBTzzEbSxV6vJ433MMfvvRSbr1skI8/eKJ1g6QfvcOIK4Cpwy0RWMlMnv5gLSmCLhKZ9o2bXxWO3wcPfAje9BXwBFd7NYKwZnC73ezYsWO1l7HqSImgIAhCg0RT2UKqXDnsk/LZNk6aAyOwAh4n7jJOj8/T5gLL7oPzLu3BAjjdgj6s2ViGvqCJsHc7HfzZyy6nw+tqnYOVisKTn4bLXwUomB9v/phAKpsrDBJeDp+EXCwkOQ+ffy2ceQTGfrLaqxEEYQ0iAksQBKFBoqnlSwT9bidKQcJyWdqVcCJT1r0C28Fq/x6sgHuhU7O5x9TOn59PNv0coViavuDSv09PwN2akIvv/xUkw3DLn0PHBgiPwuHvwT3vhXSs4cOmMnm8Nc7Baucy0AvOM18p/nvsydVbhyAIaxYpERQEQWiQaDJLf7By+ZlSCq/LQSrbvgIFqggst6OtT75jqSyBMkEjdnlms/1vWmtmY+nC8UppiYN17mnY91l44Z/A8A3QPQzPfQee+oLZPnwTXPELDR26VgfL73ESb/OLABeUyUPg6YSOIRjft9qrEQRhDSIOliAIQoNUc7AAvG3ewwRGYJWLaAfjwuXymkybDkuOpXNLItoBOr0u3E5VGBLczPHTuTz9ZQRWtzVIOp9vIi1r+oi5fd6vWgfdAolQcfvcaMOHTtboYJko/nxzv8d6YuowDOwy4nb8SVjDaWiCIKwOIrAEQRAapFoPFhgHqN0drPllHSxzgt6uLlYslaXDu1REKKXoDXgINelghUqGDC+m2+9Ga4gkm3B/5ifMbddm66BbzW3/LnD5Tblgg9TqYAU85u+XzLbna3zBmT4Cg1fA5usget78JwiCUAcisARBuGh58tRswyVkWuuqKYJgBMpacLAqCiz75LtNf4d4OlvWwQIzh2ymSYFl/3xfhRJBgLlEE88RHgdPB/i6zf2uLeZ2+EZTLtigwDKuo67NwbJeYxk2jOmFi5yFwcugxxK7kbOruyZBENYcIrAEQbgoefjYNG/42KN88LvPNfTz8XSOXF7T6SsvTGy8rvYe1AvVQi7M10SqTX+HaCpbcdZTSx2scgLLSolsKqp9fty4V8rqIeu2BNaWG8wJfoMlgrYgrqkHy3YpRWDBlFWyOXC5CRwBiE6u3noEQViTiMASBOGiIZfXXPGe7/KZh0/yzq8cAGAy0ljK3HKzo0rxuZ2k2rj0KpPLE0/nKv4etrvRriWC8XRuyZBhm74OT9M9WLbDWa4HqyCwmgm6mB8vulYAwzfD5uth18uacrDsslSvq7aQC2jf1/iCcu6n5nbwchNyAVIiKAhC3YjAEgShJvadCTE62/xModXk6fEwyUye937rWcbnzGDVRksEbYFln2RXot0drHnr9+iqENbhc7V3ieByZZp9AU/TKYKheGUHy37eeKrJHqzuEoHVtQnech/0bofubRCbggaGABcdrNpi2kFKBAE48GXjXvVdAkERWIIgNIYILEEQqpLK5njdRx7hlg/dx+mZxufyrDYPH5sGwGNd1e/0uRgL1X/yCvU5WO0cHhC1xEFHhVLHgrvRpiff8VSOoKe8iOgNmpS/bBMJiDOxNG6nKhtmYpfWNSxMchmInFvoYJVi9wCF6x88XHCwahk03OYi+oIxfQxGH4M9v25KNt0+0xsnJYKCINSJCCxBEKqy7/Rc4d//du+xVVxJczx0dAqAtHXyeeP2XmZi6YZmANUqsLwuZ9v2L0GJwKpQZmf38CTbNAkxtqyDZVL+wk2U8IViaXoDHpRSS7YVwiEaFSaRs4CuLLC6h81tA2WCBQerhpALr1sEFgDHfmhur3lD8bGODSKwBEGoGxFYgiBU5aGjUzgdihu39/LMeHi1l9MQ+bxm35m5BY/dsL0XgIm5+l2smgWW29HWDlYsZdZWSaT42jgAQWtNLJ0lWClFsMMLNDdseDaWLpsgCBTSC5ON/m3mrXS6SgLLDlmITdV96LocLFtEt/GFgAvC+WcgMFAUtiACSxCEhhCBJQhCVX58bJrrtvZw844+jk1G2zq0oRLT0RTpbJ5N3b7CY9dbAmu0gTLBQu9StRLBNnewYpaDVU1gteNrnszkyevKa++zZlc1K7DKzcCCFpQIJmbNbaCv/PbgoLlt4AS/HgfL38av8QXl/LOw4cqFj3UMSQ+WIAh1IwJLEIRliaWyPDMe5gU7+9m9qYtsXnNsMrray6qbibBJC7xuWw9g5hpdMtABwHgDAiucyKAUVQcNe92Otj5xLZYIlv892jnCO1oQh5V6sIz4DTWRJDgbT9PXUV5gOR0Kj8tBPNNgyEW8isDydYPT09AJvv16+Sr0py14GikRhHwepp6DoasWPi4OliAIDSACSxCEZfnp6Bx5bcrprtzcBcCzE/OrvKr6OWuVAV631bhWG7p8DHV6cToU58L1R7WHExm6fG4cjqW9OaX4XM62Lr2q5mDZMd/pJoIiVgq7d65SiaBdwtdM/Hgoli44YeWfw9l4iWAiZG79veW3K2WS7BooEZxPLp8OWUo7l4FeMEInIRMv72ClI5Beu+E+giBceERgCYKwLPvOmJPA67b1MtIfJOBx8qmHTnL4XGSVV1Yfix2sTd0+HA6F3+1sqMRrueG8pfjWioNVQaS4bYHVhiEX9uvmr+DSNNtblMtr5hKZshHtNo2+fwAjsJQTvF2V9+kYashBmU+a17WryiBsaP8gkwvC5LPmdrGDZZdpxqYv7HoE4QLy+cdO8w/feXa1l7GuEIElCMKy7D0d4rINHXT73Tgdig++/nmcm0/yge8eWu2l1cXZuQQ+t4PLN3YCxsGCxmPUw4lM1RlYYFIEMzlNLq/rfo4LQTHkorxI8Tjb18Gygxx8FYIcvFb/UapBB2sunkZrk0ZYCb/H2XiKYGLWuFdlEgoLdAxBrH6BFUnW1iMIEtMOQOiUue2/ZOHjPnNBhuTCgBxBWE+85+vP8MmHThYuqArNU5PAUkq9Qil1WCl1TCn1rgr7/IpS6lml1EGl1J2tXWYbkk1Dcm2mqQlCPRycmOd5wz2F+7947WZ++botPHpiZk2dkJ0NJ9nc7afT5+alVwxx664BwJycN1LiVY+DBe0bIBBLZ/G6HLic5b8O3NbjmWyLBaLWsP9OSDZeblotyKFZZ8bu3bLTCMvhdzdZIlipPNAmOAjRBkoEE1ncTlUo8VwOh0Phcbb3QOwVZ/4suANFQWVjvz4JOfEU1i/2hbQ71vAYlnaj6ievUsoJ3AG8ErgSeKNS6spF++wCbgdeqLW+CviTFVhre/GNP4APbINsarVXIggrRi6vmY6mFiTvAbz48kGSmTyPn5xdpZXVz0Q4wUbr9/j0b93EK6/ZBFgnyA06WLW4A/YJbruevEZT2YoBF2CCHBwKMq12sMZ+Al//fXjsIw0foloUubdJZ2YuXj2KP+BpskSwgsBKZnJ8Y/84ucCg6cHK1/f3jyRNj2C5+V3l8Loda+qCScuZH4fOTUvdRL8luBLiYAnrk1AsXahQODktvYatohYH62bgmNb6hNY6DdwFvGbRPr8L3KG1DgFordd/5M5O1uMGAAAgAElEQVTTXza3z35jddchCCtIKJ4mr2Fg0RX8F1zSj9fl4KEj9V9ZXy3OziXZ1O1f8rjP7WyouX++ZgervcuvlhvUa+NxOVovsE7cb26f+apxsxrA/pt6KzhYTofC7VQFIVYvdlDEcq+z3+NqvEQwPls2QTCX17z2jof547v2cyrVATpXjHSvkflkls4aAi5sfG5n27qsF4TIWejavPRxWwBLiaCwTjk5Y0TVYKeXSKrBRFRhCbUIrC1A6Rj5MeuxUi4DLlNKPayUekwp9YpyB1JKvUUp9aRS6smpqbVzYraEfA5c1hX9B/8nzBxf3fUIwgoxHTUO7WKB5XM72bWhg2NTayOuPZfXTEaSS5w4sBysOt0lrXUdJYL2jKH2dLBqEVhup6P1PVgnHjC304eLAQN1UigRdFeOIve6nA2L2/mEHRRR+e/jb7DEFDCuSBkH6/ETMzxnhciElOWg1Bl0EUnW5rDaNPL/wbpivoLAsksGpURQWKecslyra7Z0F1JlheapRWCVqy9YfLnRBewCXgK8EfiUUqpnyQ9p/Qmt9Y1a6xsHBwfrXWv7EDoF2STs/iVz1evTL4fU2kpUE4RamImaHpT+MnOAtvcHOT0Tv9BLagjbiRvsXNpL43U76o7xTmXzZHK6JoegWCLYnu6AKRFcflaSx+lobYpgOg6jj8OVrzX3zzzW0GEKJYLL9BmZFMfmHKzlhErA46p/DlZ8Fu7+HxA+U1ZgHS+5cDFjf5XWGXQxn8jU6WA5Lt6Y9nzefJd3blq6ze03s8ikRFBYp5ycjuFQsHtTJ/F0rm0DmdYatQisMWBryf1hYKLMPt/QWme01ieBwxjBtT4597S5veVP4c1fM/Xxj31sddckCCtAJQcLYKQ/wOhsnGwbpsstxv49yglFc+W+vhPLwuyoCtHmpbR/iWCuJgerpSWCZ38K+Qxc8wZANTRIF4rpgCvnYBmBtZxQ8XucJNJ1/m0OfatYZl5GYJ2cjuO05qtN5a0I9zqDLiLJbE0R7TaNpmmuC+Iz5v1YzsFSyrxG4mAJ65RTM3GGewP0WvP+YmlxsVpBLQLrJ8AupdQOpZQH+DXgm4v2+TpwG4BSagBTMniilQttK87+FJQDBnfD8I2w62Ww9zOrvSpBaDlTESNMBssIrO39QbJ5zcRc/UN6LzTTEePElROKvgYElh1qUE2YQNFdWcslgqYHq4VXNc8dMLdbboDgAETONXSYaiEX9rbGHawsPrejYo8XGIGeqPeE5OQDJQdYKrBOzcS4bEMnfreT8zkzVqBuBytZp4PVhBBd80Ssa8blBBaYMkHpwRLWKZPzSTZ2+QrfA1Im2BqqCiytdRZ4O/B94BDwJa31QaXU3ymlfsna7fvAjFLqWeA+4C+01jMrtehV475/hP99NTz+MdjxYnBb/RwbrzHlBXWmPAlCuzMdTeN2Krr8S0/URvqDgDkZbHdmYpWduEZ6T6IFB2v50joAb5s7WNFUtuKQYRu3U7W2B+vsT038eOcm6NjYsINVLabd3tboHKz5RKaqCxSw5mDpWoM68vli/xmY8rNFnJqOsWMgQLffzbmUz+xTZw/WfKI+B8ukCF6k32HzZ81tZwWB5e8RB0tYt8zE0vR3eAppstGkCKxWUNMcLK31f2mtL9Na79Ra/4P12N9orb9p/Vtrrf9Ua32l1voarfVdK7noVSGbgkc+DOFR8PfBL3+8uK1jQ0MpT4LQ7sxEU/QHvWWjnkf6AwCcXgMCazknztdAD1bcciwCNThYxTlY7XnyWnPIRSvXf/ansOlaU37VubFhByuZyeNQRgBWohnhMF9DUITP7UTrOl7fyWchPg2XWVlQJa5JLq/5/sFznJiOMdIfpCfgZi6ZheBQXQIrk8uTyOTorLdEsE0vAqw4EVtgbSy/3d8rPVjCumU2lqYvWCKwxMFqCTUJLAE48j3IxOA3vgJ/9BR0bihuC1qBHXVeYRSEdmc6mmKgc+kVdjCBEX63k1NrIOhiOprG43SUdeJ8nkZ6sMz+1cIhoPlZTCtJPq+JpXPVQy5aGdOeScLkISOwwHyWNtqDlc3hdTmXnfXkczUePx5OZJZNEATjYAG1B0TY8fS/8L/gD/fBpT9f2PSTU7P83uf3AjAyEKTb7yacyEDHYF0lghHrCnS593slTEx7e14EWHHiVsFNoL/8dl+PCCxhXZLLa0LxNP1BDx0+EVitRARWrRz6thFSO18KrkUnnB2W2GrwJEEQ2pXpaLpsWR2AUooNXd6CO9TOTEdT9Hd4yp6ImxPwPPk6kpPsGvVATSEXloPVhuVX9vymqj1YrQy5mD1hHP8ha159x0ZzcSpfvwhKZvKFv28lmnKwEtmqDpYtsGqehXXyAejfBd3D0L9zwWDbM7PFixU3jfQZgRXP1O1gRez0w3ocLNdFnCKYCIE7WCz7X4y/V3qwhHVJKJ5Ga+jv8BZCm6QHqzWIwKqViadg+CZwlLnS2zFkbmNreLaXIJRhKpKqKLAA+oIeZmPpC7iixpiOVv49/J7651TF0raDVUvIhX389jt5tb9IO6q4NG6ng0y2RSEX4TFz27PN3HZuNIIrNl33oVLZ3LIJgtCcgzWfrN6DZT9/TeIkm4ZTD8MlLy67eWIugVJw5O9fyY4BUyJYdLBq/36x53fVO2j4ok4RrORegenBSs1DTk48hfWF/f1dWiIYkR6sliACqxZSEZg5Bpv2lN9eKBEUB0tYP8TTWc7NJ9neF6i4z1oSWOUi2sGEXAB19WEVHazqJYK2w9KOAQJ2DHk1EeF2OUi1ysEKnzG33cPmtlABUH8fVjKTX3YGFpi/f+MOVqZqmZ3tYtYksEYfN6Xml7yk7ObxUIKhTi8e63fq9ruZS6TN3yg2VXOQku1g1dOD5W+gVHbdEJ+BQF/l7fawYXGxhHZBa8hlmj5M6QgT+0KbOFitQQRWLZw9AGjYXEFg+brB6ZUeLGFdcWLKhFfsHOqouE9vwEMovgYEVqRyqWNRANUhsKyQi9pi2tvXwZov9OosfyLucSoyrerPCY+Bw21KA6EYLBCp/wJVMlPdwfI26GBprZlPZumutUSwlqj2g18Dl9+UmpdhIpxgc4+/cL8n4CGZyZPxD0A+W/MJfqwwRqD6BQAbn8sI0ZrTENcT1Rys4IC5bcBlFYSWk47Bx2+Bz72m6UPZF0j7g97C50XsYi0VbjEisGrh7H5zW8nBUsqUCUqJoLCOODFtCazBygKrL+hhJpZu65MyrTUzscolgr4GHSynQ1V1T6CYcNfSOVItYj5ZfZAutDjkYm7UJOc5rL+dXQHQwOdnKpsvxOBXolEHK57OkcvrmksEq/Zg5bJw6Jtw2cvBEyy7y3gowZYSgWUL37jbcldqvIhnv5drcVht7L/jRRl0Uc3BKrQByEVUoQ7SsYYTUpfl3r+Hc0/D6YebHh9QEFgdHrwuJ26nMiWCj94B97y3BYu9eBGBVQuTz5om49LkwMV0DEmJoNB2JNI5sg2eGB+fjKIUbO9fvkQwnc0XBu+2I/OJLJmcZqBCiaCvgTlVsVSOgGf59DobpRROhyLbhnPyai4RbGXIRXis2H8F4LEEfKb+NMpkJldV5HrdjTlYtvisHtNuh5hUeY5zB4yI3P2LZTfn85qJcHKBwOqxnjvitIYR13iCbw8+rubulWLv245hLCtOPLS8g1UoYxWBJdRIJgEfHIE7bm79sc8fLP577MmmDjUdTaOUqUYB01ccS2bg0Y/A/v9o6tgXOyKwamHxCUE5gkMQFQdLaB+SmRy7/+Z73P7Vpxv6+eNTUbb2BpY9SesNmg/ldu7DmrJqzAc7K4RcNCCw4ulsTQEXNi6HaksHqxDnXUPIRcvmYIVHi/1XAG5LUGQSdR8qlc3XEHLRWOmb/Z6u5u75anV+bIeud0fZzTOxNOlsni29RYFllyfOYTleNUaF2/1gtaRc2thCsd6ZcGueXAZS4SoCy3Kw7IuobezYCzWSjsH8xMod/4EPQS4NybCZo9pKopNwyW2gnKavswlmYyl6/G6cDnOxMOh14Yuehvkx0xebbv8xLO2KCKxaCI9D95bl9wkOSImg0FZ84bHTAHx571hDP39iKsYlg+VLmWz6Au0vsOwm3molgvWUkdkOVq20NOa8hdTq0ridDtKtEIi5jBnq2r215OCNC6xaHSyov/Tth8+ak+lrh3uW3a9mB9Qu5Qn0lt08Pmd+/83dRYFl9/hFsFy+Gnuw7HJFfz0OVhvPa1tR4rPmtlrIhdNjTmyf+apxJuyfE9YmP3gPfOyWlUuGPP1w8d/hxr6DKxI9D32XwIarWiCwzJBhmw6vi8Rz9xR3mDvT1PEvZkRgVUNrmB+HruHl9/N1mxhXQWgTvvi4+WAcWabEbzkmwgmGS66ml6PgYLVx0EU1geWvJ2bbIlavg+VUZNvUwfI4HVVFisepWiMQ5ydA5xc6WA6nCQnKxOo+XC0Olv271SOwcnnNl34yyi27Bti6TIomGIcMahDotsDylxdYE7bAKikRtF2lqLIEVo0OVjKdQymqzggrpSAU2zCMZUWxhwz7lxFYShVnkT36YSN0mzyxFVYRreHI9yE+DWd/2vrj5/OmjG/DNeZ+6FTrjp1NQ2LWlK1uuBpmjjd1uEhy4ay/cCLD8x2HyGur/D10sqnjX8yIwKpGImR6A6o5WN4us18LYjMFoVnyec1YyFj7E+Fk3eVR+bwmnMgUHKpK9NsCK9rGAitSjKEtRyFFsI4Ty1gqW1f5lcvpaNserE6fq2wv2dHQUZLZJNDCkAv7y7pvUZmcJ9BYiWAmVxA4lSg4WHU4M89OzDMRTvL666tcWCs9frX3T3wWUODtLrvZFlilJYKFAA18phwoGa5h9Sagw++urUfQppiGeJEKrOVKBMGUCZ64D8b3mvuNCqx8fmVL04TqzBwzJXAAJ+9v/fHnTkM6Clf8QvF+q7ArpTqGrMqp6aZKVmOpbGHAMMDZcJKtapKDert5oJXi8CJDBFY15sfNbVcVgeXrMrepyMquRxBqYDqWIpPTXDIYJJ3NM1NnCV8kmUVr6K4isGwHq52j2qejaRwlTbyLqWtQrEUslasrAtvdpj1Y84uuXtqMRkZ53Tdfx8vvfjkziZnWhVzMnjC3i/uQ3IHGQi6yebylLk0+B4/8m3Ea9n4WUpGCAKvHwToza9Zy+cbOqvvW5WD5e4rpiYsYCyXo8LoW9MMVEy7zpkqixhLBRCZXV3kgwMZuHwBn55J1/dyaJ2GXCNYgsCJnjdDt3wWjTzT2fI9/FP7PnobGEggt4vi95jY4BCceaP3x7RCKS3/elJa2SKSMzyU4edr6DO3caBJYc6mmzjsXf5d97v+7ma3OEAfzI2h3UARWE4jAqkbYEljdVa5kei2BVeMVRkFYSc6FzUnSDdtMOVK9J022YOqp0pvT5XPhdKi27sGaiaXoC3oLTbyLKZZG1dGDlc7WNAPLxuV0NJzmuJJEkpmyARcPj5v+gdnkLN86/i1LYGny+SZF4uxJUw64+IKV299wD5bdOwTAmcfgB++G/7kLvvVH8MQnG0qJtN3fLVVKZMG8ti6Hqq0Hq0J5IBgHa3OPb4HrVBRvOSPO6gi58NfRIwgUSiFtcXnRUHCwlikRhGLQxdafgV3/Dcb31V+xojXs+5w5KT5xX/1rFVrDxFPQuRmueYM1/LvFFxXOPwMo2HCl6TcNtcbBeuEH7uX9d91v7nQMNTXiwiaWXuhg3XpJN716jrO6n1TXdhFYTSACqxq2jSwOlrCGOGsJrOu3mxM6u4G+Vuas+O7e4PICSylFb8Dd1g7WVCRdMaIdKJyIJut0sOorEVRkmhUnK4ApEVz4GmuteXjiYbZ0bKHH28Op+VN4rBP9TLNljqGT0Lt9qYvj9jeUVrWkB6s0vhjgwH/iteaQ1eNgjc8l6PK5qsbX23hdjurHryKwxucWzsCCReLf17OiDlaH10V/0HPxCaxYjSWCNpe+FIZvgmzCzCKqh4mnYOo582/bRREuPKFTpkx5x4shm2x9P930UZM87Qmaz7sWlggOKusifseGlgzAjqUWXSyMTKDQTNBP1Lep9QEdFxEisKoRHgeHq3j1qhK2gyVBF0IbYDtY19sOVrg+gWULpm7/8iWCYJLOYqn27duYjqYqRrRD0SWoJ57axLTXUyLYng6WKREsfrnOJed40V0v4v7R+3nh5heyrWsbZyJn8DgtgdVsmePsSZN+tZgGSgQzuTy5vF4Y0HHuAIc8HvJX/jLc/Hsw9RxbJ77HHzi/ztbvvMk8/zLYr9FYKMFwb+3hMD63s0UOVgWBlcmZEsEaHax4ur6US5vhvgCjF5vAis+ApxNclT8jALMPwMitxsWC+soEtYb7/sEcZ9fLjMBqw77Mi4LQaejZDtt/1pR8nmxxmWDkbLHqqWtzS4YN2yXag1ifAcHBosCKNyGw0jkCpd9lVn/gOd1HRHVKVVYTiMBajlwGDn4NNl5jkq6Ww2t9+CZFYK0rvvuX8MO/Xe1V1M1EOIHH6WDXUAcel6PgaNVKOG45WIHqV/CDHhex1ApF3baA6WiqYoIgmBIvt7OGEi+LfF5bJ7DrIUUwQ6e3+BrfN3of8+l5BvwDvO6y17G9czun50/jtlygTDOzsLQ2AqfcHCh3/SEXtmNU6mAdOP8Uv7JlI/+wdSf/PXOMJzdcyu5H/oR3ur9E98SDcPxHFY/38LFpLv3r7/LYiRnGQvGqCZqlGIHVuIMVT2cJxTNLShKdDoXHaeZ44a/PwapnyLDNtr7AxedgxachWIN7ddvt8Mb/hG0/Y0Kvuobrcz6O/gCO3QO3/ZURWLGp4lwt4cKRTRkB1LvdVB5tuaH1fVjzE9C5yfzb09mSWVL2hY9BNUfe12suCDRZIpjJ5Uln83SUfpdZbTETup+wDtR8UUdYigis5dj/RVPS8pLbq+/rs5KhxMFaP8ydgcc/Dg//65or5zgXTrKh24vDodjY5Ss4WrUyZ/dgVQm5AGvye7p9BdZMNF1IO6yE1+WsuYTMnjFUX0y7o01LBBc6WPecuYfNwc3c+9/v5ar+q9jWtY3J+CQ4zPsh3YwLF500UeyLEwShIYFlC+JCFHkuw3fS5krxl458iefmjvKhLTsYv/FdvCL1AXJOb8V+gng6yx/f9RQA3zlwlvFQoqb+Kxuv21E9RXAZgVVIEOxZ+pxet8NysHpqvpqcqOBgaa3ZP7m/Yqrotj4/43OJtnRbV4z4TG3lgd5OuPwVxftbb67Pwdr3OVPWdfNbTEAByOzM1WBuFNDGwQIjsCYPte74WhsB12ULrKBJFGxyOPWJKTPGYpOaJRvcYB4M2CWCjb2P4lblScD+Lpt4Cp76HABRzxChvB/SkZWbFbbOEYG1HGceM1chdr2s+r6FkAsRWOuGvZ818096tsE3/xhS0dVeUU185P5jfGP/RCE1ryfgJpyorxk7ZDlY5QIQFhPwOtu2RDCby5PI5Jb0GS3G9NDU9jvYbl2gzhTBdjtpzVh/G7vPKJ6J8+jEo/zc9p8rBC2MdI0AEMmZK+3pZhysmaPmtv/Spdvc/rrnYNkCy2uFXGTPPc33/V52+Ybwu/zcOnwrh0KH+fHIjTyntxEPDC8pETwbTnD9+3/IFx47zbQ1auBHh84TS+fqKhH0uqo4WPmcEUcVBNa4FUKzuEQQjDuWypaEXNRwopbIlA+5+OhPP8qbv/tmnjhXXhhs6wuQy+u6He81TXymeKJaD1tvNj3atUSuJ+fh6A/hyteC01XiPEzW/7xCc8ydMre9lsAKDpjPngZCdsqSCJm+rs7N5r4nCDpnnLMmOD5lzj+2qUkSQWtQu9tnHLIGe7Ci1oXRQrn7f7wRTj5oHuvqYTpjkkXFOGgMEVjLkZgzH7y1zBIphFxIveq64cj3YeRF8LpPQngUHvzQaq+oKlprPvS9wwDs3mjek93++gVWOGHS5VzO6h8RwTZ2sGy3qVqkutflIFWtxMvCFljBNV4iOGeLaCsp8ujcUTL5DDduuLGwz7aubQBEsmcBmotqnz4CwDvuTXDo7KIv7AZSBG1BY8e0Hzr8NWZcTn73mt/hwV99kH++9Z9RKI7Pm+CLaGB4iYO193SI2Viau/easphfuXGYCUtcXDIYrHktvmoOVjIM6IrDbJdzsHxuq0TQ1w35TE29aol0Dr974fszmU3yyac/CcChmfJX7HdtMKXuB8Yuou+xWI0O1mK23GBuJ56qvu/RH5jkwKtfZ+4XBFbjvTNCg9iJfj0lAgta91rYgrvUwQJI1z9IvZST0zFAs01NEgmUpFrbs7AaIG5fLLS/y+zPYF8PQ50+zqYtgSV9WA0hAms5knPmqmEtuLwmfrgVKYLHfmTmZHzxvzd/LKFxwqNm3sm258MlL16ZeRkt5vy8uUr2Oy/awe2vugIwJ9DzdQqsuXi6pvJAgKDH2bY9WHYJRLVIda+79hLBWI3HLMXtdDSfwNdizsyaL/ytfeak/kjICKDL+y4v7LOlw6SnRrKmBKWZkIv81FESePn6Cc39hxeVtHiCdYdchBMLy1gPjT0CwDVbb8Xn8hFwB9jRvYOTEfN7hX1bjYNV4gA9d9Z8Xh8+H8HpUPzazUZQ3nb5IC/eNVjzWnwu5/ICPREyt5UcrFACp0MxVCaMxedymhltPuu7qIaeCONgLfx6f3DsQbJ58//pN45/g1vvupX3P/r+wmMAz9vSTZfPxYNHLqLStfhM9Yj2cmy42gQk1CKwRh8HT4dJH4SWxGsLDTJ32symsnukAs0HRSwgYi5GLXCwwJQJNsFUJMVmZ5iAShHylKRaBwcbfh9FU7aD5TKZA6kIXPdm+L0H6O/wcD5tfR6JwGoIEVjLYQ+GrBVvZ/MlglrDd99per+O/kBqX1eLdMwI7G7rg2zgcpg53nQd9Upzwioj+Lkrhgonnj1+dyF2vVZC8UxNARdghEa8TUsEbWetWqJaXSWCadvBqr1E0OVoPwfr1LQRNCP95gTgyOwRgu4gm4ObC/t0ebpwKReJvPlca6ZEMDL2LMfzm9A4iCQXvR8bcLBmY+YYfQEPZNMcipymU7kKohDgir4rOB42AmvOt8WUApVc7S110rb0+Ll+Wy/3/flL+NRv3oSjwty0cnjdDpLLvX+qCKyJuQQbu3xlHWO/x2mObX8X1RB0EU9nl4Sw7Jvch8/p49bhWzk2d4xQKsSXjnyJRyYeKezjcjp40a4BHjgyVbFPa12Rjpu49WADJYKeAAztrk1gTTwFm64thmV5O80F2aiUCF5wwuMm2c8eFVFwsGZac/wVcrDCiQw3dRmhM+XeVNzQjINljSYJeJwmjl3nTEJm7wi9AQ9nU7bAkqCLRhCBtRyJueJVw1rwdTVfqzr6BMwcg+0vNPdbOD9BqAN7wHSXZcX3X2qaPdv8C9Gu075ksKPwmF0iWM8J01wiQ3fNDpYpEWzHE7KCg1WunC+fh598CmaO1zbHyD6mLbDqdbDarAfr1EwMp0MVeo2Ozh1lV8+uBYNulVL0+nqJZ80XbDMhF2rmKMf1ZpwOxVRkUT+COwC5dF0XlELWcOveoBtO3Mcht4PdndsXrH93326mEudRzhgzHks4fvKlJsAGeO5cseJgmzVod8dAsOJQ6kr4XFVi2qsIrLEyM7CWHNv+LorPLruWfF6TzOSXpAjuO7+P5w0+j+cNPA+An9/288DScsEXXzbIufnkgr/NusV2LRopEQTYfJ0ZOLzcZ18ua+ZlbdpTfEwpy3mQEsELTuRs0V2ClXOwOqwgE4/1XdykwJpPZrgmYP7fn3CUCCxvV8OVU7aDFfS6zEV9KIQQ9QbcJQJLHKxGEIG1HPWUCIJ5ozfrYD39JXOycetfmPtW34JwgZm3BJbtYPXvNLczx1ZnPTVyfCpG0ONkQ1ex1Kjb7yaX18TqGKQ7F0/T46/dwcprqsdUrwIFB8vuwcrn4Efvh9GfwD1/C9/5M/ivPzcpgjWuP5qqra+rFLfTQbbNUgRPTsfY0uPH43KgteZI6AiX9V62ZL8+Xx+xnPmCbVgkZhJ0JCeY9m3jyk1dTEUXCyxLXNRRJjhrJV32BT1k9n6Wox4Pu7e8YME+u/t3A+DwTTDh22VmGobPwJOfJpzIMD6XoNMKctnaV3uoxWJMD1bjJYJmBpav7Dav3YNV+Aw6uuxabCet1LWNpqMcDh3m+g3Xc/2G6wH4jd2/wUjXCIdmFwqs264YQin4/sHmZ/e0PfE6hwwvZssNkJgtDg8ux9RzJvRg83ULHw8OSIngajA/UXSXoBjR3yqxGzlrxLPLukDZohLBcCLDiGOSnFaM65LyZU+g7oAgm9gCgXXKPNg7ApjS63De+kwUgdUQIrAqkUmYD8VlBkMuoRUO1tiTJp3I/jAWgbU62AKryxZYVvJZmwusE9MxLhnsWHAVv8cq9asn6GKurhJBcyIXbcM+rILbZDtY938AHvqfpgz3kf9r6vCP38t2xmsuEVzSGFwDJuSivQToqZkYIwPmy38yPkkkHeHS3qUJf32+PmIZ42A1KrD0zDEcaJyDlzHY6WW6osCqvUwwFEvjdTnwZ8KcOvUj0kpxef+VC/bZ3mUa2d2eOWYc/fDuKbjkNjj4dY6dN1d9f+4KM0R+e38zAqtxByuX15wLJ8smCC44dvdWcxHv/MFl15JILxVY+6f2k9d5rh+6nps23sQPXv8Dbtx4I7v7di9xsIY6fdw00sd3n65dYEVTWb59YKLt3uNVKQisBkoEAS5/JaDg2W9U3mdin7ndvGfh4x1DIrAuNHaEemeJwPL1mAsvTTpYX35ylI8/cNxUuXRsKG5oYYngxvw5JlU/s6Uhn+5Aw3O27IuuQa/T9Kc6PQV3rzfoJoy1dhFYDSECqxJ2I3E9JYLNOli5jJnHsPEa45x1bBCBtVoUSgStUoLuYVMz3+YC69R08aTZpttyouzZVn8gb4oAACAASURBVNXI5TXzyfpKBKEoZtqJWKnblIrAj/8FXL7CSU/6dR8nr5zckry/5hLBBWUVNeJyOJoKiGg1WmtOTcfZYYmK0/OmFNmOZS+l19dLxBJYjfZghUefNcfadhWDHd4yJYLWe7YeByuWpi/oQY39hBPWIORLexYKxD6fCS9we6JGpDgccNVrIXSS8Mm9ALzialPKc9mGDhrF63Is7+DaAsuel1jCZCRJNq8rzt3y2QEsSsGGq6oKLLuvorREcN/5fTiVk2sHrwVgU4c5wdzdv5uJ2ARzi3osXnX1Rg6fj3BssvpV91gqy5s+9Thvv/Mp/u3e9v58XEKsSQerc6Mp5z/4tcr7nHncCOu+nQsfbyKcQGgQO0K9q6REUCnz+jfhYH36xyf5i68c4J+++xw6OlkMMYGWlAimsjmSmTy92SmmnUMLL5Z6gqaPsIEQpQWJuKFTJlnR6k3rCXiI4UMrhwisBhGBVQn7C6feEsFmUgSnj5oo142mRp6By2BKBNaqMD9m2fxWqZ3DaWqTZ0+s7rqqMB1NsWFREpkdw12rgzWfyKA1dYVcQHs7WAGPy/Q35rPw/N8H4EebL+eGB9/O54e2sDF3to4eLLuvq54SQdVWPVhz8QzRVJZtVsDF6UhlgdXn62M+YwRCo79DfOIQea3o2brbcrDSJDJJPvjEB5mITjRUIhiKp82st4mnOOkxFwNGuheu3+P00O3txuGOFl/fS/8bAGr0CZSCl1w+xD1/eiu3XT7U0O8GNTpY3m4zA2kRE/YMrO7yAstvDxqGosBapufH3rfUwdo3uY/dfbsJuBe6dLt6dwFwPHx8weOvvMYIsO89c7by72Txg2fPsX90jucNd/Nv9x5ldLaxq+mrQsHBaiBF0ObKXzJlgJW+G848AtteUAxVsLFLBNuwd3XdUkj427Tw8cBA8b1QJyenY3zge8US0VzkvHEnbWwHq8EyPih+d3emp5h3Dyz8Lrf/n64zhRVMNYZS4Hc7TQ9WyRB4M0dTkXF3icBqEBFYlbAdrHpKBN3+ht7kBc4dMLcbrzG3A7uMgyUfwBcWrY1d3rVl4ePNNiXnc3DqYWuSfOuJp7PE0zn6OxYKrB6/OfmsNardThzsqbNEsB2HDUdLQy7OPArKAS/8Y7JDu7ndZ37P7/g9DGTP15Ui6HU5apoRZuNyqrbqwQoV+pfMa3w6fBqv08uG4IYl+/b7+0nmEqAypBt04fTUEcb1AEN9vQx2esnlNZ975j/5wqEv8JUjd5ecJNReImg7WEw8xYmOPjYHN+N3LRUpg/5BHO4IKVukdG0GXzfe0HNs7PLhczu5dKhzQVltvdgx/xWDXpZJpJ2xyiUHOpZGtMMi8bbhKlOGPnV44U65DJx+BLQuXADwWw5WOpfm6amnuW7Doh4gYChgTgSnEws/1zZ0+bhxey/fqaFM8LmzETxOB3//2qvJa/jp2BpKHIvPmKj1eipVFjPyInN75vGl2yLnjfDa9oKl24JDJthFhrheOOYtgVXqYIHpw2rwu/3TPz6JUyk++hvXAxoVm1rkYDVfImi+uzXB1CRRzwbOR5Lk7e8TT/3uv000lSPgduJQmPlgVv8VFC+wpl0dNY2GEJZS0xmCUuoVSqnDSqljSql3LbPfG5RSWil1Y6V91gyFko46PnjdfmM/N8q5p035Ur+5qsjAZcZJk6ShC8v3/wpOPVRMcrQJ9BXfF/USn4VP3gafeZWZlr4Conkmak6a+zsWlvZ119mDZZcS2sKsGraD1Y7Dhgv9Ul4nnH7UuMP+Xs6+6cskdJZ+Xz9HVQZ/7nxdg4brKQ8Eu0SwfRws+71gl4+ejpxma+dWHGrpV0Kv11xkUs4YmQZLBL3h4xzXm9nU7TNCQmX5v3s/AcD3jv+4QQcrQ4/fBRP7OOX1saNnR9n9+v394IwUHSylYOgq+qLHCsmBzeJ1mb9bRRc0Eap4sW7WSkPs6/AQSUf4u0f/jlAyxKMTjzI6P4rP7SRhC6yRW0yfxKd+Hn74N/CtP4Hv/RV8/pfh318JT3+5sK/fcrCenXmWdD7NDUM3LHnuQb85EVwssMC4WIfOznPk/PJVGYfORbh0qIPLNnTidCgOr6X0wfi0+Vxf7C7Vw+AVpnpl9LGl285YEfjbf3bpNvskPCplgheMiBWhXtbBauw8azKSZGufnxfs7KeDBM5ccqGDZV88akJghRMZuonhzKfo2bCNE1Mx/vabB5s+fjxtfZfFZ43Q7y1xsILm+z/h7BQHq0GqfqoopZzAHcArgSuBNyqlriyzXyfwR0CZyzhrkEZKBF0+cwW20ZPn8wdh8PJiGcmAJbSkD+vC8ty3YdfL4GV/v/Bxf69JjGqEr74FJp+D694E55+Goz9sfp2LmLFO1AYWC6xCD1atAqtOB8vqwWrHYcOxdA6Py4FbaRjfW7iSbJfEvf6y15NFc9IxTy6TWu5QBeKp3LJzte47c9+SE1a3s/k5WOlsnl/+yMP86ND5po4DMJ80r1VBYM2fLlseCMU+JuWKNhbTns/TFTvFKbWZbr+bwU4vro5DONzz5BLDjMUPE7dPcOt0sEY8YfKxKU7qFJd0X1J2v0H/INo5v7CEb8OVDGdOsb2vfFleJWYSM7ztR29jNDLKnYfuZDxqejXtfqeKIj0RqliGVkhDDHh4cOxBvnzky9z+0O285Ydv4VVfexXR/AmSGcsdG9gFv/+ocU0e/j9w8Kuw9zPmvR0YgMc+QsQSzx3WRQB7gPSV/Uu+tun2duNSrrIC67V7NtPhdfGh7y2TkAccPjfPFRs78bmdjPQH1pjAmmm8/8rG4TQDhEsdrOiU9brsA4e7WPZfSmH+kgisC8Z8pRLB/qrjDyoRTmTo9rvpCXjYFbQ+v4IlAsvhBJe/qRTBcCLDJmXWd/O1V/OaPZv52lPj5jPB03iJYDSVNZ8TixIEATq9LlwORUx1iMBqkFou29wMHNNan9Bap4G7gNeU2e/9wIeAJiycNqKhEkEfoI3tX4nlxNfUYRjcXbw/YEUmi8C6cOSyJsZ14zVLr2r6LQerXgGttSlPu+E34dX/akoP9/5769ZsYZca9QcXlhoFPU5cDlW7g5WwHKxaQy6sEsF2HDYcT2dNr1TolGkE3ng1AGfmzRyk1+58LQ4U+31eenO1negUvpTKcHj2MH903x/x2YOfXfC4y+kg20ATciknpqM8dWaOzzxyqqnjwEIHK5fPMRoZZVvXtrL79vktgeWMFsvs6iEygSefZNZnZlRt6vbh6t6HM9/NVvU6NDn2Rq15fzVehc3m8oQTGbY6pjnncpLUWXZ0l3ewBvwD5FV4wSDgdP9uOohzZbA+MfDh/R/mwbEHefeP380/PfFPvOLuV3AyfBKf23awKvx9lnOwomn8bid+j5Nnpp8B4OGJhwvbI3rMOrb1/hm4FH79LviLE/CXp+GvJ+CvJuClfw0TT6HOmgCXXuv/32Nzxwi6g2wMblzy3A7loN/fz1R86Xu/v8PLH9y2k3sOTXJwovwJViiW5vx8iis2dQJw+cbOqo5XWxGfbTxBsJRtz4epQ8WT9Cc+Dt/6Y3j6K2YYsavMZ6ntYInAunDMnjDzqRa/Hr5u4+A0cHE8nMgWLlRd02NdpOsYXLiTJ9hkiWCWjZbAUl1buHGkj2gqy0Q4WQwIaiBJMJHOmYtDi2ZggZmB2BNwE8PXXLbARUwtAmsLUNo0MmY9VkApdR2wVWv97eUOpJR6i1LqSaXUk1NTbf6hkggByjQm14pd/1+pTPCe98H7B+GJTy7dlpw39vXg5cXHuoaN/Tu9/NwToYVEzpoghJ4yJ5v+XrOt3g+b+XFz9WrwCnC6TUz06OMtLxOsVCKolCoMG66FUMzsV3PIhad9Qy5iqZwJuLB7VgavAOBM5AwBV4DhzmH6PZ2cczkZyk3WNCw5nq7sYH3x0BcBeHr66QWPux2KTE43NYz5yHlzBfSR4zOFIbuNYr8XunxuzsfPk81n2dZZQWCVOFiJRmadWVdH453b0Frz/fE78XYd4Y1XvYarLVflZMIa4F3jVVi7T3CDCjHusuZYdW4tu++AfwCtssQzxSvIE15zInGFs/Z+yEwuw/2j9wNwYOpA4fFHJh7B5zLvh4pJgvHZ/8fee8ZJdpdX/t97K+eO1XlCTx6NNEIZCSQEAizSCnkBsWCQdpfFH+86wGIvYFh7WeMFmz/G3nXA9hr/DVgkA1YAJIQCo5xGM5qZnumcQ1VXzuneffGrW9XddSt2z0gDfd70TN+qW9VVN/zOc85znpoWwY6iHedM4Ezp97fuvhUJiZQq1KUKdczRKeyOIH4eEnXPtsVjQNkaPBGeYI9nT9Uesy5bl66CBfBvrxSD1o+N6W/XhhEf6HUDsL/HxUww+apMFNVFYnVzARcadt8kfk4+Kn5OPy5+xhahT0e9grKNbJtgXTjMPQODOh0sVjeoSksqUzSVKwVJ7XcW136ODYE5myRYkVSuRLBw97HfK5IJR1diaxSs5vefyhXvZRrBatu5bnub3UxCMYvi5DaaRiMES++qXFolSJIkA38G/Nd6O1JV9W9VVb1KVdWruru76z38lUUqJE66ZrzZpuKgyFwVgjX5KCg5Meh040JLU6mKC0BAvHbn3m0F60IiLJQNXYKl3Yib7cPShlBq5HnoamFN2eJEwtWEvoIF4LIaiaUbW/SEUzkkCVzW5lIEX42LKuExN5S/g679qKrKbHSWHe4dSJJEl60bv8HAgORvKEo9XqUHy5/0c//k/RglI2cCZygoZTVDC8QobCLoQpvbVFBUHtqkTVALPHHbTCWbW7+zX/exbrNYPEtyutwL1AyKBEv17GQkOMKfv/jnXNN7Nf/h0rs40tuHqhiZSRQdAw0uQrQ+wU4lyGKRYPU79N9/l00oFEmlbAE6lRYLoD1S45/j8yvPl4hIXs3T7+in3dLOWGgMS1HBSuspWIpSHFpfhWAls3Q6zeSVPCPBkdKw53cMv4MeRw+Jgq/6vtfC0Qm9l+FdfQaDLOEqHqPj4XH2tO2p+rRuW3dVguV1WdnndfLEuP72cb9YkO4rLvj297hQVZj0b27mzwVDMlC26m0GA1cKFWT8IaEkzD9f3tZ7VP85mjVxm2BdGMR9gkgMXVu5TRuf0MKYHc0iCDBoFNfotGWD7dTs3BKCpSKBs5f9PUIxHluJrenBakHByhVEr2ZwWih75vU9qe12E3HF2JR1e0sxdQzmX3hlXnsL0Ah7mAfWlgYHgcU1/3cBR4BHJUmaBq4D7rnogy7CM+DRr+hWRUnB0jkYVbWsRGUilZGgGxfhGroPgO8M27hAiBQr2nrfvbZAappgFQlyV/G7HbxG/Pz6bbUHVDaJQDyLw2woNbevhc1sbHhxHElmcVtNGOTGUtXMRhmTQSol9r2akMiuUbDcAygWJ+/84Ts5tnCMHrtIzOt29LFqMDAgrTaUJChsh5UE6x9O/QMFtcBHLvsIqXyK33z4N3ls7jFApAgCm0oSHPPF2dVpx2SQmFrd3AI2msphMcpYTQaWEqIvoRrBcprE4tlkypBqgUSrwWkKqoSlcxcv+V4C4HPXf44uWxcH+zyoeTeTseL1sEF1OJIq9pDlV1k0iYKCXgIilIMcUoWyze34qkxEddCZbVzBemHlBWRJ5ra9twFwsOMg+9r3MRoaLSlYuj1YmaiojtdQsNrtZiYjk6TyKe685E6+/67v8/qB1zPgHCCaFySwZgy8huGb6I+dpMeqIEkSoXSIYDpYk2B12jrxp6ov8m/Y28Vz00HdGWhT/gQ2k4Fetygu9nnEz5XoRdApoCiip3azPVgg+qb3vFEQrLEHRSFVS6HVUoErnmMSx8Q2wbowmC2GkOy4rnKbRRSRmk10zBcU4pmyRbBbjqCoEiuFDTP1zI5N92ANGsJIjm4wmml3mOl2WYSrYRMpgqlsQaSNRmZ1i8oem5lYwfzKEayH/hAe/P1X5rW3AI0QrOeAfZIk7ZYkyQzcAdyjbVRVNaKqapeqqrtUVd0FPA28S1XV5/V3d5FgdbQcMtEoailYkXnIxmD/reL/G9UL34gIyVjTZAjAwFXCYhaZb+69bKM1aAqWZ7ByW4lgNdkM6z8r+re0SqmmUoZn4Z7fbO196iAQz1REtGuwmWRS2cYIUCiZa9geqMFhMb4qQy6SmTUKVvcBfElfaajuFT1XANDt6MFnNNJOrKFZWIlMoULBSuaSfG/0e7x9+O28dddbATi2cIz/8vB/4YHpBzAVlfDNJAmOrsTY3+PC67KyvMkF7Nqq62Jc1Mv0enQADLIBm9GGyZRtScHKrE6yRCfeNgcn/Cfw2ryl19rZaUfJu/ElV0E2NlzljaWFAufI+lm2OemydWEx6B/7nTaxgM6oZYJ1eimKz9SPrFljGsCLvhc52HGQ13hF3PlB9072+8YZD41iNgoCrasyaQWZKgQrEM/S6TBzLihsrIc6DrGvfR+SJDHgHCCS0whWA8fO8M0Y1RxvNQkiO1G0HNZUsOzdhNIh8or++fu6vV2kcwpPTJRVrIKi8vNRP5OrcXZ3OZCLxZjeEsFqLDDmFUU6LIjvVhAsgEvfA/EV+O6HwdkDv/IF8B6ubhEEYSXbJlgXBvPPgsECfTqKYknBai7MYWNYUIcaJoSTpdiGc2kLLIIDcmhdvPz+HucGBav5/ac1BSuyAJ6Biu12s4HEK6VgZROw9JI+Ib5IUJdgqaqaB/4L8AAwAnxHVdXTkiR9TpKkd53vN/iKIJcWMwG0kIk1+MbTM9zxt0/p91LUUrB8I+LnwbeLn4HiYMd8RpzUZ+4RSUTyBvVhqKh2zD3bwh+yjaYRnhE3R40sr4WtRYvg6qhQIrUeCFmGf/OXIo4/HWk5vWgjAolsRf+VBnsTClY4lcPTYMBFaf9ro6RfRYhn8jhMBqEedx1gMiIKG39+85/zocMfAooLTFnCKcUbUgkSmu1wDV7yvUS6kObW3beyy72La/uu5ZPXfJJ2SztPLj6JSVOwWkwSzOYVpgNJ9vU46XFbNq0QRNb0DSzGF2sSFACXyYXBmCGVbZ4gKsEZZhUv3S4rJ/wnOOo9WuoHclmNqDk3kVygqSqvZne1pf0smsxV7YEgkvIAcqpYgKiqypnFKEnnjvJ1uA6yhSwn/Se5sudKLuu6DAmJK9MZ9q+MkSpkiBbEvCjd40cryNTpwRoLj2GUjez0lPsgBpwDRHMBkPKNnV/Db2DJOMAHCj+A0QdZ/tb7Svuphm5bNyoqwbT+dejG/d10Osx869nZ0u+++/wcH/qHZ3n0nJ/d3Y7S77ucFiSJTRcALghKQ4a3wCII4t7+az+Aqz8CH/25GED8G0+VFQY9OLq3Y9ovFJZOiDlyRp3rXIsWwY3jLtoSk0yqfSxHNhz/ZkdLFj4N0VSOXmk9wdrRYRchF5tRsHIFbEZZFPE3zv1EzNKLK2YoZITieyGx8ILoed+hM+LgIkFDDUaqqv5IVdX9qqruUVX188Xf/XdVVe/ReewbLnr1KjgBqLoK1md+eIqnJ4OcWdI5EbUTV0/B0mx++39FDDvVFKwffQK+sENItNf9RuXzei8VFYq5X4z0+1c9wnP6/VdQXiA1S4jCs+vmSwAirv3f/B/x75knKp/TAlbjWd3+KxAx0skGFaxwMtu0gmUzGxpWyC4kktkCHaasaAB29zMVEYrFZd2XYZSFCtVt60aVJGRDvCEFK6kFZ6zB08tPY5SNXOG9AoNs4O/f8vd84NAH2Nu+l/HweKkHK9fiTWo2mKSgqAx3OelxWzetEKxTsBKLNQkKgMPsQDZkGrOpbYAxOsOc6sVgirMQX+CyrnJF32E2oubdxAsBVLOrCQVLECxzyseSQaLP2Vf1sVoPWU4V5G0+lCKaziN37hWW4Hz9wJCR4AiZQoYrvFewt30vD7/3Ya5ZnWNPTiywVjPCaqh7DmjW8I3XgOLjU7kC7Q4zY6Exhj3DmOTyuTfgHEBFRTKGG/vsZQPftdzO3vw4/Mt/xFe8w2sDhfWgKXzVbIJmo8y/vWqQh0Z8+GLi3hZaM/JhT1eZQJgMMp0OC76LimBtQciFhj1vhLd/CVz6anAFHF3bCtaFgKrC0snqds0WLYLrCJaiYA2c4Yyyk6UKguXctEWwW11dFy/f7bQQiGcoGFtXsFLZAh1yXASz6bh2bGYDiULxXnehgy5mngKksshwEWIT0/V+gaHdEHUUrJ2d4mC+58RixbbSsEy9A3H6mEgFdHaDZ0iQuHwGXvwnsX3gKkG+NsJgEg20s0+18pdso1mE9b3IwBqLYBNTzQt5iC1XTo4H6L9CqJ5a4tQmoCgqc8Ek/W06yhtC6m9kgTYXTDIfStFma55gvVpDLrxy8fty9jAdmcZlctFpLduCtBAExZSoO2x4NZ4hW1AqZo09s/QMl3Vdht20vkl42DPMZHiS4hzalhWsmYC4ee7qcuB1WVjZeANvEtF0mWAtxZeq9l9pcJlcSIYWQi6yScwpP7Oql0hBKCCHOsujKGRZwkQbBTVL1OJouAdLswhKiWWW1Bx9juoEy2wwY8BMQRIV3tmg+Gnt2SssYuGZuq93elUM9TzSJWL+u2xdMHUMb9ESmFLEMaY7bHvllBgO3Lm3YpM2A6uzSLD2ta8v6mnfi2wKN/zZ/0vhJp5sexdkIvjt7TgUFYeh+ryvNouY9RjJVLdHveVwLwVF5cSceIwWMgLimFyLXs/mFdYLgkTR8rhVFsFW4OjeJlgXApF5YQmtZtcsKVhN3NvZQLDC00jZOJPGYZYjG9aAm7QIZlJxnGp83Tqi22VBUSGYBiRDSwpWOqcI4ga6CpbVZCBWKK4FqoW3nS/MPiUUx2Zm0b7KsE2w9KARrM5K37q2AHvwtE76lLFKD9bSSdH8euWd5f0GJsqRrh/4HvzHh6onFu56vdhHIqC/fRtbA0URF2KPftwzRrOoRDXTg5XwgVrQJ1hGs7jgL59q7f2uwVwoSTyT53CfW3e7zVSfAH3u3jO84UuPks0rvPfqKp9BFdhNjVsQLyQSmQJdFBeOzm6molPs9uxeF1mthSBkDem6IRdnlwQBOLTmc07kEowERri2rzKdam/bXuK5eCnBrlWCpYVadLhy/Dj666SsT3HbD2/nu6PfbWl/moKlqApLiaWaChCA0+wEOd28SlnsaZxTuwlkBZHZ27aeaFgloSD4LdamFCyXlCJUSJJFqUmwACyyk4KURFVVFsNi8ePsL4bONJDmeSZwhg5rRykYheAURGbplMTiI5kXtmHdoJeV08URDZXBKMHiaAWrJcNKcoV9besJVjkiP9HwnLlgSuGnw/8NfneSld7DdOfzMPGzqo/3mMXiMpqtXr3f1yOa9sd9ogq/tkK/17u+ob/HtXmF9YJAG67aqNp0PuD0ikV9AyrqNjaB5eJYBb2BzyASo2FzFsFlMZpj1bFfR8HaHMGyJIvrzQ0EC8Afz7ZkQcwXFFEs1OY/VunBiisawWrd4tg0CnmYf+6i7r+CbYKlj9knRbVxg3e6oKj4i8NcdS0Q1RSsZ74KZhdc8xHx/97LxE33+a+JOVu7byr35+hh7y2ACpOPtPgHbaMhxJdF+lM1BQvKw4YbRbSodOpUhwDo2LMlce1nFsWN4XB/FYJVx8KXyOT5xyenuPlANw987Eau39NcX8Kr0SKoKCqpXIEOLdzA4WUqMsUuz651j+u2C4KVNmbrWgTPLovP+WCvq/S7kcAIKmpJ3VgLLVwgmBVEo1WL4HQggdtq5OGFe0kpESxdDzMRGeNzT31u3UymRhFJ5nBbjaymVskpufoWQZMDpBYUrKI6NKd6WUxO02HtKFnSNNgNgkT4TOYmerByHLQEWDGIXrhqCYIarAYnkiFJJq+UFj8dQ8WwmQb6sM4Ez3C483CZmL/0z4CE6YoP4SkUiKVEEqNu0MvK6arWJE3BShaHCW9UsNqtQjWXDPGGFOJcQSGWydNmt4CjE7/RSI9kgkc+X3Xunrtoj4rWsEe5rSZ63BbGfKLAsBxJc83uDh75xBu4bHB9hdnrtl4cCtbEz4RL5ZUkWFrwUVI/Bn8bW4TllwFJKCJ6MFqFytxkyEUFwZIMpNsPVPYgmh1iXai0do+0Z4pzAnUJVka0kTQ5B0u7lnfkiwTLrWMRNBlIq8W2g2rzXc8HVl4W94Idr71wr3kesE2wNiKxCpOPwaHK/I7VeIaCotLRvkrGcpzVZJDPP/15vvjsF8UDNAUrv6Z6p6pCvdr35rLUeehdYiE/+mO49Ff1p7yvRf/lwp42Xr0KuY0tQGkG1s7qj3F2lyufjaBEsKosYDuGxTDKTTTAAowsRTHIUmk+xkbYzLVDKE7MhVFU+OB1Oxloq24nqgbbqzDkQkt08yiCECcsTnxJH7s963thtAV/wpAnU+dvOLsco8tpWZfWqA2HPVwcmrsWGsEKFOPAW7cIJtnVZeM7574DgGwuk/z7J+9val+KohIrRgtrCYJ1LYJmF4qUar4Hq3iuBM19TEbGKxQaAJex2ANkMEGm8ZCLdxmeImAU1VXN5lkNNoMTSU6RySksRVJ0Oc1Y3F5R4KpT4Ejn00yGJ8X3m03A6IPC2r33Ftj/VjoLCpH4HLKkQ7DifpEsV2VhFyzOrgvmxbVHm4GlwWP2ICEhGZIN9VBq883aij2UvtQq3d2HYfF41T5erUetloIFsM/rYkJTsKIp+jxWdndVBjj0uC0EElndWPdXDbIJYc3e95ZX9n04ivNAt22C5xdLJ3WL5iVIkujDarIHa+08QZZfhq79eDs8zId0LILQkopVUFTcueLx4VpDsJxivemPZcT8qibXENr92pPzgWwqH4trYDUbSPMKKFilSP1tgvWLhZF7hKXryO0Vm7RkGJP3B1gH7uaun9zJt859i2+MfINsIVtWsNZGWvrPCmVkz83l3w1cUbahXXlX/fckG4TKtQW9OrpQX2iotwAAIABJREFUVfjJp+GH//n87P9iQbg4E6ethj1u75vFyR9bbmyf9QhW57D42URctB7OLEUZ7nJgNVXOwAKR8pcrqFVjwp+fCSFJ8Jod+kln9WA3Nx6icaGgvR9PIQiSzHReVN93u9cTLJNswiGZiBkk8unaC/yzy1EO9a0nsacDp+mx9+gu8tst7diMNmJ5UaFuNaZ9ajWBtyPBYmKRHU5xzCiZLhzKAU74TzS1r1g6j6qKRYFGsGqlzIFQsAq0oGCFZshIVgr2DsbD4+xtr+xDclvE5xkzGhtXsFIZblUeI9AnlKG1PXV6sBvdSIYU6XyBhXCaPo9NLKo6dhdDjapjLDRGQS1w+NzD8Cd74J/fI67p1/06dB2gq1AgkFzBYTYS30iwVor23yoEK1C0CK6kRG9gyYJYhEE24LZ4hEWwgfMrvIZgqaqKL+XD6y2qZ4vHdZ9jNVoxy+aaChYIK+C4L46iqKxEMqVI9o3QZmLd8uXH1vVqvaow/TgUsqLweYGxLoHYUQwf2SZY5xfLL9eOywdhE2zBIqjNE2T5Zei9lOEuJ8FEllBizbG/CYIVT+fpk4ptCe6yFbrLJQrz/lgGTI6mCVC6mAjrzq6I/coyc7E5xkJjpcfYTAZS1AhvO1+YfUo4iXRsixcTtgnWRpz6vqh09FTafZajaWSzj6Q8gSSpTMemeMPgGwBEOllJwVpzIE4UbX3DawiWJMENvw1H31//pNfQc0QkDW7Cx1sVJ+6Gp/8SXvoGLLy49fu/WKA1u1frwYIi8Vbh/zsA3/v38OzflYmZHqILwnpQrZG6o0iwGoyLroZxX5z9vfrqFVAaPlxtgfzCTIj9Xlcp+KBZWBsM0biQ0CyLznwI7J1MxcT3u1HBAnDJVqIGGaVGgEmuoDC6EufABpXwTOCMrnoFIEkSndZO4vlwaR/NIptXWAynsDuFTeR9B94LQCG1k3hkgHPBc6SaSHjSbGkdDjOLCUGw6vUwuUwuCqRJZnM1H1eB0DR+Yy9uZ4JUPlXRfwXgNosenpgsN0yw2uLjdKlBAj2ij2qj7XAjHEYXkqGoYIVTpYG4pX7YGpgIiwXHnskn4fJ/Bx/6V/ivo0LBcg/QqUAgE9GfBbciwjH07icAoWQWgywxE58ozb7aiHZLG5Ih0ZBFMJwsW5bCmTB5JY+3bbdYyC9Vt5J6LB4i2dr2qL1eJ4lsgdOLUbIFhT63PsHSijSzwSSPjb5KiYOW6jtw5QV7yXQ+zSce+wRv/O4biWvHuWYR3I5qP39IBsXaqVqCoAarp/k5WNq4i0RA3Ot7Ly31JI7711zLite4VtZvkVSOHilEzugES/neYzcbcVqMaxSs1iyCjqy/pIx95vHP8JsPl2dz2s0G0mrRYXUhFazFly7ouXm+sE2w1iK2IiKzL7ldtydqJZrG6HkRGQOphfdxx96P8jtX/g4Ao6FRfQVr5gkRz7tRFbnmI/Duv2n8vWmR8YHxZv6ixvDEn4uLj8UNT//V1u//YkF4VsxEMdurP6b7AAxeIypGEw+LmP3//51QqLLwjC4K9apaj51GsOpU0eshms7rRquPhkbxJ/0lgpWuUgU/sxTl0kFPy69vbyIG/kJBu4HYc0Fw9jAVmcIgGRhyVRJol9FOVJZRaxCs04tRsnmFy3eUe07S+TQz0RkOdRyq+rwuWxfxfDHkQmneIuiPZ1BUyBsWkCWZd+9/F1d6r+YjV/wqqfggeTVfSrlrBIFiH2mn08JCfIEOa0dF+uFGOEyiApvON3mTDc+wIHkx2QQ53NhjBOC2WkExE5elhhcJrpQghgGjCYfJgc1Y29bqMLlKCtZSJE2/ZoPtGK4b1T459wQmVWXwjX8I7/gyDL8BXEWlSZbpNLsJFFLYLQYSG8+BlVPg7C0vpIuIpnP8zreOM+6L02Y3MR4a1yWfIIIujKbGLIJagIfXZcWXFJ+51+4thulUJ1hus7shBQvg2LggA70e/c/8QK+LiT9+G06Lkeemt2bG30aEk1m+8tAo86EWF32hGdFPa6lelNpq/O3Jv+WB6QdYTa1yKlBUNrctgucfmopcLeBCQwsWwXgmj8tiFD1DsJ5g+dYSLE3Baj6qPZrO0ScFydh6GAmMcGz+WGlbt8uypgerNYugNbMKrh7C6TAv+V9iIb7A2eBZsW4wGUihEawLFNOejopid5Wi1MWEbYK1FiP3iNheHXsgCIug0THFLtdB8tHX8Ka+97PDvQOTbBKyqsEMSOsVrMWXhCVws+guJl75Rze/r7Xwjwob42t+Dfa+SQx3+2VFpMYMrLX48D3we5PwiTF4zz8Ke9/f3wKP/DH8/E/h5e+Jxz31l3Dqe+t80xWwegSp22TQRTydx2lZT7CeX36eX73nV/nME5/BVrQO6i3S8gWF1XiG/iqWn0ag9XjpDuB+haD9rbZsABzdTEWmGHQNYjJUElGnyUlMlpDS1QNMXpgR267aWZ6bsxBfQEVlh7v6cdNl6yKaE89tRcHyxwQhChdm2eneicvs4h9v/Qfed+RNKCnxuqcDjROs1Xg5GnwxXn8GFogeLIB0oYkqqapCaJrZQjeSRVhq93gqk1mdViMoVuIS4tpZqK/UuLMiVCJAoa49EASBkOQsK5EE8Uy+PM6gY0/dqPap4Dl25nIYj/yq7vZOezcJFOwWRUfBOqVrD3xxJsQPX1rkp2dWaHclieViuuQTRNCFbEw2pGCN+eLIEgx3O1hOiM/ca/eKxaX/7Pr+4DVwW9wN9GCJheOjZwUZ6KtxvTDIElfsbOfZqfNDsH708jJfeWiM133xkdJsrqYQnoX2Gr22iNj6H0/9GEXdfC9ZLBvj7rN3c12fSEU7tVpc9FtcwvmyTbDOH5Y18lPPIuhp2iKYzBawWwxrXuNSBtpsWE1yFYLVvIIlhgwHyTv7+MqLX+GTxz7JEwtP8PUzX6fLacYfS7eUUqg5PCwpPzh7eHzx8dKx/oH7P8Bt/3obscIKaY1gXag5WJrqX09xvAiwTbDW4tT3ofsQePWr0fOhGAbrIgfaxA0zls5jkk0Me4YZDY8KlcJkKzP9uB+i89D/ms2/t45hMaB4dYsJ1tl7xc+D7wBnT3k2yC8jQtONESyTDUxWMaPs8G1iflncB499ER7+I/jhb8CxL8MDnxbJPIfeUXt/nXsg0DrByuQLZAsKLuv6GOg/ePIPAHEzt9ewCAYSWVQVuqtYfhqBzWxAVWloUO+FQukGkl4Fp5fp6HRF/5UGj8VDVJaRUtUtIi/MBBlst63rPZmPifS3QVdlApOGLlsX0awYsdBKyIVGsJZTk+tCEAbabNgMHsySi5lo/VlOGgLFYIUup4XF+GLdiHYoK1gFKd04SUwGIRtnItdJVhZEzml2VjzMZTGiFCzEKH42DVR5O3PLZGUrq9lYXXsglIMcTq8I0tHnWaNgQc0Cx2Ryhd2qUURq66DLJfoE7ObweoJVyIH/HPRWVmJ9xe9UUcFqF9dcLRBlI9osbSDHG1Kwxn0xdnTYsZoMzMZEcMYO1w6xWFHy4BvRfZ7H7KlLsDqdFtrtJp6dDmKQJQ7UsCQDXLu7g9GV+PpelC2CptQBPD7Wwj0rPFMzzEhVVT77xGf5vZ//HnefvbuVt7gO/zr+r8RzcX7nyt9hl3sXL/uLC3JJ2p6Fdb7hPyeKmM7KEId1sLqbnoOVyOTF0Pnll0Uh1dGFLEvs6XZuIFjF614LNjvNIqg6exkJjBDNRvn1h36dP3nuT8g4Hi72YDVvEUznCljIYszFBMFaeJwOawcei4eskiWZS3L3xJ+RLvVgbTHBiiyIvv+f/+n635f6VrcVrF8cRBdFY10V9QpgNDwOUo4jXYJZa8Mu97XvYyJctHgZLWUFa+kl8bPv8s2/P6NFWA1Xz21+XxpUVagtg1eLZkJ7l5DIq1Q5f6FRyIuqZof+ArwqJAn+3bfh42fgbV+CW/9EfFc/+x/ie/+t4/DaOuEhm4xqj6fFos5pKROs1dQqs7FZ2i3tRLNRVFkck3qLNF9xZo3XZanYVguJXKJU8bLXUMheKaRyeUDFnF6lYO9iJjJTEdGuwWPrICrLyDWGrT4/HeKqnetDQOZiov9Oz3aoocvWRSIfAylPvoWYdl8sDXIGf3ppHcGSJIkdHXZMandpMd0ItNlL7XYTS4mlugEXQIkYSXITQRcR8dlM5jtJqPNVFRqn1YiqWIlqEcZ1CJaqqngVH1FLL4F0oG6CIJSjyI/PC2thKWZfC5+JLek+L1PIMK+kGbbpkyuAzjZB0rrlmfVzsFbHRJCCt1LB0kgzgNkqFnWDTn2S3mHtQJUTxDP1+9/GVuLs9Yq/bTY6i8vkEgSt76h4QBWboNvirjloWMO+4r4P9rqqBupoODIgLMdjvuZtUfWwWOyj89hMPDXR5HxIRak9UB54fOFxHpl7hA5rB1954St1yWc93D95P4c6DnFJ5yVc0nUJD889zJ0/uRN/0i/so9sE6/whugie6gWwEtp2ivCqBpNMQQwWd1qMpYALDft7XJxejFLQLOGbsAjGkim8hFh1dxLKrHdYLKoPEknlRVtDCxbBbqlIKJ09nAmc4Wj3UW4avIlDHYe4fd/tTERPk1K1FMEtJFiKAv/8XtH3//AfrSeHyy+L1OxqwWAXEbYJlobTPwRUuOTduptVVWUheRaAK3rEzSqWzuOLpbHSzUpihVwhB0ZbOW1lUSNYDQZZ1EPX/vIQ5K3Awgui2ffyD4j/O4qV4OQv4UDj6IKo8LY3SbA0SJLoq7v2o3DnffD+b8Gd99eP4IdNR7VryWVrCZY2G+m9xUAEf0YQOL1ZVZrFplGCpagKmUKGd//ru/n4ox9HVdW6IRqvBJLZAk5SyIUMi1YbWSWrG3AB0GbvIirLGKo0+kfTOXyxTMWcsfn4PHajnXZL9fRFjQBIhji5FhUsg1UQgAPtB9Zt29FhR8l0MhttnGAFElncViOxfIhMIVM3oh2EhRIAOV21j68C0QUAFtV2wrmFqj1GTosJtWAlqhQJRJ1KbCpXoB8/CdsAgXSgNIy3Ftqtom/u5eVlrCaZ4e7i36OpUlVCBmYC51AkGK5CDgE6u0XASRsz6xWs+WfFT51m7bUESzKFMEpGYeXTQZulDSSFeC5W9T2AsJ9OrSZKQ4FnY7MMuYdEcEb7bjGLsUrQhdtc3yIIsKdoE7x8qK3OIymNe1irNm0FIqkcC+EUg+02rt3dwdNTTd6v4suC+NawCN47cS8d1g4+d/3nSBfS65LVmsVsdJZTgVPcuvtWAK7tFQPJT/hO8LFHP4Zi3yZY5xXRxepzKNei9zJALSsoDSCZKeA2FopKdZlgvemQl9V4pkz+N2ERzEV9GCSVCev6Pu4373wzGTVENBNFNbUQ054t4EUQrLS9g5noDPvb9/O56z/HN9/2Tfa07SFVSJI2FhXorSRYI/eIz/nKO8X/Rx8ob/OfBe/h2rNhLxJsEywNuQTsvKEcJrEBoWSOnHEGm+xhb4eoVkdTOb784Cg/eC6FispycllYx9YqWJ17hbd3K+AZaDwevBG88I9CWtZ6C36ZG261mPRmFSw99B2FA7eCpdIOpYtNRrXHNAWraBHMK3lO+k9ikAzcvk8ossspobDqESDNruRtwCKoqAp33HcH77n3PSwllvjZ7M94YPoBbGbx2qkG+kQuFJLZAl2SIEzTBnGxrkawPPZuMrKMktXvGdEWif0bZoTNx+YZdA3qpr9pKBEsY6xli6DLJc7JAx2VBCseb2M5sUym0JjyvBrPlAIuoH5EO6xRsAxNKFjFEQWLZhWFfF0FK6YUb+R1KsixdJ5BaZW4s49IJtKQRbDfJUjYSiLEoT43Brn4fRkt4vocX9F93uTI9wEY7r+26r49vcKh4C7MridYs0+La2pnpfVvbd9QTl6l19GLQdZXhLRhw7E6KX8zgSR5RS31Ss1GZ9npKpIIWRZWxWoKltlNIpcgr9Q+f7V9H22AYGl9bouRrVuY/cXPxjj6Px7k2ekgfR4b1w13MhdMlUaoNITSvMNdupvj2TiPzT/GzUM3l47ZyUjrDoNH5x4F4K273grAbXtv49j7jvGpaz/FCf8JRqz27RTB84noQmNqiFYIX2p87EUim2dYnROjfdYQrFsO9eByhvja88XROqbWCZYaEdfpcSmDQTJwbe+1tFvaefvutwOQN/goGGxCwWqiB3qtgjUh5VBUhf3t+zHIBkwGE8NFZT5rLqpcWzlo+IWvicLy274kWlPO/LC8LTTdeqH7VYZtgqXhxt8VikMVTK3GkW1zDLsPYTUZsRhlYpk8U6sJYnFx01mMLwoFSzsQF49vjT1Qg6MbUsHqiXXNILoIJ78Nl71PeI9BWAThl7MPK1gkN6/Eib3JqHZNwXIVFawP//jD/N9T/5ed7p30O/vx2rzMJUX6pF6jvGYR7HbWV7BeXHmRkeAIU5Ep9rfvZ8A5IAhW0S6Uyrbeg3VmMbql/RrpXIFuxKJ0ShF/Y7UeLLdFFEGyOf2Qi6WwOKc3Eqy52FxNeyBsIFgtWAT9sQwWxzIuc+WcpJ2ddrLpTlTUUj9YPQTi2VLABdBYyIVJWMOaswjOo8gmYkULXLUoe5fFiFqwEtcIYra2UhOLhGiX4gSLBaFGLIIHveJvlI1RLtmgQoreU1/lk3JpJke+h6TCriN3VN23xy7ehyW/uH4O1syTsOM63Uqsds4BpNXVmiRXI1ipQm2FadwnPre9Xie5Qo7FxCJD7jXHZu9lsHwKlMrvT7NQxup89tcNd9LjtnDD3vqfud1spM1u2jIFazaQ5Ms/FT3IqirOxd3dYuG6EG6ieh8q9ivqKFiPzD7Ca+9+Lcl8krfsfAu9jl5sRhuT4dYJljYnT1OKJUmizdrGG3e8EYCn5Kwoar6KAoJ+YZBNiL6qRgiWq0+ssWqMM9iIZKbArnwx2XkNwXp0/qcw9EWezX5WBD9twiJoSAj3wnguwg73Dv7g+j/gr275q1LPpmzxkZKsgNqUypTOFeguFiBHs+IavbaAV7pXWgIUJOPWxrT7z8HQdaKPffhmmC0OQc+lRLGrfdfWvdYriG2CtRY1qtAjK35ks5+jXlHlcFlNxNLCqqDkxA1wMb4oFKxcqhhwsQD9W0ywYPMEKLoE9/yWuNHe8Ntr9l+8af4yWgRDU2Ka+Svh+22g0b4W4msUrGg2yslVcYPQ1Ksh9xD+Yqy13qwqXyxNu92E2Vj/cnDf5H3YjDY+e91n+fzrPs+hjkOMh8dLIRqNJJ3pYT6U5La/eoLf/V5zQ3NrYa2CNZWP0mZpo82qX3nXFpjZnH6T84KmYK2JplZUhYX4Ql0FSCMAsjHWmkUwngHzEgfaD1QoZUMddpSsUHAatQkGEhk6neaSgtWIRVBLEZQMKV2bqS6iC6SsPcjWRWwGOzvd+pYsLUUwqRQLU3WqvIllsaA5W0yWr2Y9XIseew8yBiRTkCP9GxwFDq8IqdmIxReZLCTpt7Zj1RZIOnCYHBiQUAt+svk8+YIirrHhGdhxve5z/PEMZoM43+J5PwOuBgiWUlvBGlsRi7c93U4W4gsoqiICLjT0XSacGjrXGS0EpF4f1uF+N898+paS/a8e+j02FsNbU/m+58TCuv8PtFnpcQmVbC1hrYvQNCDpzjs8tiAisP/9kX/PNX3XIEsyu9y7xJzLFlFtTl6XrYt97ft4Oh8GJdf0DKZtNIBosbeyEYugJIkiRIMKlqqqJLJ5htITwn5bLM7GsjE+/8znS48LpANCKZcMLSlY5oRQ1xcyYYZcQwy5hjjSdYQB1wAGyYhs9q8ZBtw4CUplC3ilEKokM5pcwma0resD9dq9OEwOZLOPvGzZukHDmZjoee0qXrf7Lxe23dhyWV2uk/B5sWCbYDWI48snkSSVGwZFIqDbaiSczLEcSaPmPIDEUmKprGBpARdbkSCowblFU9/v/W2Y+jnc8ofrLXEawUr4BfnSqXT+wiI0LU7qKjad84pSVPvmFCynxciZgBig+dU3f5UPX/JhQFjAfClxo9ENuYhl8Lrq2wNVVeXh2Yd5w9AbeO+B93Kw4yB72/cyG5vFYBDvodUerC//dJRsXuGhER+nFrZmobGOYKVXq9oDobzAzKn6FfylSAqjLNG9pk9tLjZHppCpmv6mocMm7GmSMS4W301iJZoiLc1X2AMBdnY6SgRLC9yoh2AiS6fTwlJ8iTZLW90ZWABWoxWjZBIEqwmLYNzixWBdYH/7QWRJ/3bjtAiLYFbNkYO6UclqMRL5icIcfY4+jnYfrftWjLKRfmcfl+9WeOfRDYTSWYVgheeYNJvY4x6uuW9JknAbrCSkAsPSEolMAcYfEht3va7y/asqvmiGG/d3YTMrxPLBmiqi1t+XrqNgjfniDLTZcFiMpdCTdaRWuxfpjOLwFBXczYY5bER/m23LFKwnJwIc6nOX4uH722x43eJ8XIk2sfgLTYtCmqnymnfCf4Lr+6/nY1d+DKMsHAHDbcMtWwQTuYSYk9epn0x8Xd91HE8vk4VfTufI+UaxD7ThwunAleA73RDZTecUFBV6U2PCfivLnPSf5CMPfoRwJsy1bb8GwNnAmCBvZmdLBMuWXiaHkYXUyrrrhEk20W0dQLb4SKrF+1IT+0/lCvTKUSRHN5PRaXZ7dq+zKUuSxG73boxWPznZunUKljbLtbNoGdcCeJZOFosfbCtYv2wYjYiF61GvkIFdViMT/nhxcKgRM22iIqwpWIvHxRPrzV5oBiUFS2cx0CjyGUGurrwTbvit9dusbSAbxYX+278GX3vbL49tITxXM7b3vKN9V7l60yRimbKCpc1XuaSznFw26BxkNeUHKV+1B0tbqNTCdHSaUCZUmuUCsK9tH4qqEMiKxX3D6sYapLIF7j2xyO1XDGA3G/j2c40RhXpI5wr0GqKAxHR8oSGClVH0b1CL4TQ9bmu5dwc4FxSJnhuDJzbCJJuwGqxIcopck4OGVVUlkFlEIav7On0eKyg2ZIyspusv0AqKSjCRpcthZiGx0JB6pcFhcoHchIIVmWfV2I1sXeTS7sokPQ3OokUQIC7LYrRFDZj9p1mSLByPnuZtu99WlbhtxKBrEJMljMNiXD+vzdmjS7AK4WlmjCaGOw/W3bfH0kZUlrlEmiGRzcO5HwmFRGeWSzwjzsOrd3Vw/38Vn0ut70FTsLJVyL+GMV+8FHChm27ZfVAMU517puK52vG/1QRroM1aUn83g3SuwPMzIa7f08lrh0VBodNpocNuxihLpT7ShhCa0rWCJ3IJxsPjFYR92DPMUmKJZAsLzLPBs6io667Ha3Gw4yBZtcCy0bi5+/o29FHsA22YYO2+UczFm3mq7kMT2TwSCl2J0dJ5/sXnvshSYonfv/b3uaLzFgBOa6N1zI6WLIKurI85YxexbKzCLTHg2IFsXiWuasOAm1CwcgV65DA4vczH5nWt7gOuAWRThKxk2boerFWNYBUVLO0aufRS2b77Sq7FthDbBKtBrGRGsag9pUqfy2pitGjJcFmMKLn2ooJVDLlYfllYv6zuWrttDhrB2kxD7PxzYmDc8Bsqt0kS2DvFcNxz98Pc0+LxvwxIrpY/3yIKSoFj88fKEfznE54BMReiBWgWQZfFxJnAGYZcQ6XjFMRFUkVFNoUqFseqqrIQStLTQMDFSz6hyl7eXba97m0XF8mV9DTQmoJ1fDZErqDyzqP9HOn3cGZpaxZ5yWyePkOUiLOLQDrALveuqo8tWQTRXwwuhlMVtqizwbMYJENdBQvAaXKBId20ghXL5CkYxXGxv2N/xXaryYDDbMQqewik6lt7g4ksiioWp4vxxYYCLjS4TO7GFSxFgegiZwx2JDnP4SoVfEAQHqVIsJzd5SpmFTjDIzxqGkBRC1zde3XD73/AOcB8fJ5zwXO87luv40+f+1OxaHZ2i76vDSlcU8FRsrLEsI5yuBFuWycR2cAeeYFkPAYTj4igG73+q1KojKXUB1drjprNaMMoWShIMZQqBL2gqEz646UQipnoDA6TY33ComwQFfq5ymu6dvxHM1uvYMXS+dJIk1bx4kyIbF7h+j2d/NG7j/Cl9xzl6KAHWZboclqaJFjTuhXyl1dfRlGVCoKl2Sy176oZnA2K5OGDHfokvdsm7jkrRsMvZ7jU+UazCtbg1WINN/VY3YcmMwV2SD5MhST0XspyYpmT/pN88NAHuePgHfQ7vKgFK6PBIqFoYRgwQG92lrP2XqCyENPv7EM2hokVNAWrOYtgvxSg4BpgMb6oOyaizdIGhoQgWFuqYEnl1giLS5CtxePCVm20VZ05eLFhm2A1AEVRSEpT9FjKC5y1Q11vPNBNOulmPrZQHjSsRU22gKnIFM8vP1+5oWQR3ESla/JR4QXedYP+dke3UFK6Dwpf8aNfaHq6+UWJZFCQyzX41LFP8Rs/+w0+8/hnzv/ruwfFzaAFxTCeyWGQJawmWdfvry2ibbZIBcEaXYmzGs9y9a7qMeMaTvhP4Da7182S2uHagVk2s5AQPQqtzMF6eiqILMGVO9s51Ofi7FK06kKyGSSzool32im+10YUrKykv1BbjKToa1tPQkdDo+xy78JqrEFOl0/Bo1/AnVilz7DYdIpgOJFDti4jIVftNTpoi9CbiREI1+8TmQuJm+RAm5XF+GJDARcaXGa3SBFs5DtOroKS42zRcjLsqW6zc1gMUFSwYp6BchVTD6pKV2KUM2ZhZ65FTDZi0DVIMB3kfz79P0nn0/zTmX/iV/7lV3hMKSpDG66rfxs9g0WF1/a/tu6+3dY2QiYr+6QFDOM/FkWsg2/XfaxmZ/O6rCzEin1wdb4Hm+xGMiSrktv5UJJMXinNqZqNzbLDtaMy3XLoGmGByqxXw0o9WHWSCutBVVXmonPEsjH++xP/nXv9v49kSLDUTMqfDl6cFeEzV+3swG428m+vHCSv5jkdOI3X3QTByqUwjWm3AAAgAElEQVRE/4cOwTq9ehqAI13rB5z2OsTidimhPyutFsZCY3gsnhKR2ggttMZn2CZY5wWxZeHMMTXWM4jJKs6RyfoEK5HNc1gqXqt6L+WnMz8F4C273gJAm91MIdPDdLRoLzU7mh/FoigMKfNMFZNSN/ZqDrj6kAxZfLli4S7XnEXQqwZZcXaQV/O619J2aztIKZKSaWt6sHIpmHlCzKBba9HdeYP4zJdfFq0avwAR7bBNsBrCad8skjHGfk954dq1JnHtlkNelLyL1dQqqsUtLHaBCeiuX/nUw7t++C7ueuCuyg1mp6iubOZCPPeMaHauFh2vkYy3fxne8N9g4mH4+m2/2FbBXFpI9/ZytTeVT/HQrOijGAmOkC1sXbqdLjwDokKU0k+xq4V4Wgw7TOQSLMQXKqqlGsEyW8MkNyzQfj4qjqUb99eZcg8c9x3ncu/l6yxZorelH3+xx6sVi+CzUwEO97txW00c7HOTyBZKRGAzSBV7sKZtIqCgFsHSQhwyUrbiWM8VFJYj6YoEwXOhc7qqUgmZGPzdzfDo/8KVS9NlWCHbpIIVSmYxWJbwWgexGHRsnNkEf537fQZzEYKh+krrXFB8ri5HquEZWBrarG4kOUWwkaTHiLD5TSCOh2oDngHMBhlZFZ9t3OWtTbDCM9gLMWatTiSkpgiiVqE94T/Bx678GF+/9ev0Ofv4renv85zVImyCxab4c8Fz/Jg4dxp7SgvsWvBYPESMJvZKC7SP/LOwuOy6UfexCyGhkg6221hILIheCnvt889u9CAZE8J+qAMt4GJvTzmifYdbZ5Du0DXCArWhD8tjLvZgbVLBemDmAd72g7fx6WOf5gfjP2AmcRqDc4TVZhQmHZyYj7C7y4HHbir97svPf5k77rsDi2scX6M9WNqxpTOOYyw8Ro+9Z536D2WCtZxsfkTKRHiCPZ49qKpIQdwYAqTNPvMZDdtR7ecDyUC5t7xRDN8sihDR2oplMpvnsDyDKhmg+xDPLD3DLveuUt+jx2ZCyfSwkCgec630YEXmsJJl3ibuTwOO9QRryN0HwLymLjVB4ArpBB5izBfvj3oES8zgU1mVzVszB+ve34bpY3D5v1v/+0vfI8jh1GOw6/Wbf51XCbYJVgN4bEbcjK7oLVsHPnpTuSJ7xY52lLyTnJIlOfAaYTdRC9Bd3RZTDWvTisLpDYlmklRMvGrxQqyqoqKu0xdQwms+CDd/Rihc1/8mvOPPxM1Ya9r+RYSWmrhGwTq+cpyckuO9+99LQS2UwiPOG7SUo2jzNsFYRhCs8bCwIuxrWz9vyGv3YpJNmKwhIsn1Vp3HRv3s8zrp89Su8AVSASYjk7zGWxna0ufow58Si49mLYKqqvLyfIQrdwgF7VCfqKSPLNXuN2kEqVyBDjXClMmEUTbWtMMZZSMW1UBCpuJGMrIUJVdQ18V7R7NRlhPL7G+vQbDmnxMDTd//bVyenRjklFBKm0AomUW2LrHLXWXQ7Zl78Cp+3AWZQC5RtxAyX1zcpyWxeNBmnTSCDpsHgzHFTLCBm3hxcbJACpPahsNUPYVPkiSsRrE9Zu8QPVjVRlGM3AfAotVOj6MHk8Gk/zgdaJHlg85B3n/w/VzuvZyvvfVrtJld/JPbBf/8XvjyQRh9kPsn78eoqnyws7GQIrfZTVSG/fICbStPw5UfFrOndDAfSiFJ0OexsRATfXD1+sicJg+SIVG1gDHmKxIsr5OckmMxvrg+QVDDwFXi59yz635tMpiwGW2b7sH64ZiYZ/Po/KMc7T5Km7kDo2NMJGFuAifnw1w2WCY+Z4Nn+ebINwEIGB5cN7i5Jmo00Y+FxnTP525bNwbJwFK8OQVLVVUmwhPscA7zwf/7DDf+6SPc8IWH1/WkOc1O7EY7PotjW8E6H0gFwVZ/EPk67P8V8XPt8FsdJDIFDkszpD17wWTlTOAMl3aV11Zumwk110EiHyGejbfUg5VbGQHAbzFiN9oryP+AS5D/RY1gNaFgWVPFdEKjcGPpWQS1gJ1VybApi6Cqqtx7YpHk2M/F3NU3fHL9A3beAK5+MS/sxt9t+XVebdgmWA3ghO9lVMXADTvKJ89gu52nPvVG/vU/38BQux0zYvEV6F1jz2pBwbpn4p7SvyciOhVpZ3frFsH4irjg9Byp/pjL3gs3rTnAX/NB0az95P9u7TUvBmwgWFORKb7y4lcwSAbuOiKURK3/6LzBU7y4tdCHFU/ncVmNjIZEM+3Gga6yJNPr6MVqizEdKF+AU9kCz04HG1KvXlgRRQa9npdeRy8ryRXMBrlpi2A0nSeRLTDUIZLsDvS4kCW2pA8rncnSrgSZkkVctZYKVg1WLERlWcxNWYMXZoSqeOXOso1Sm4tTMyJ87lmQZNh5Pa62XcQNEofmv9OUGrwcCyObwuzXSPPSyfVVyuPfwG8aYIpLCMqgrJyuub+5YJIup5n5xHT9978BbrMb2ZhmNtAIwRLHcVCK4jT01X24wyiUl5jNLRSWSJWgk9PfZ1TeQ9Kc1l0Q1MLhjsP8yY1/wr+8619KaVl2k51fPfA+fu5wcHtPBx/3drE88gN+MnU/r02laWuv318HQsFKqDlKR/+VOg6EIuZDKXrdVsxGuWGbpsfchmRIiIRCHYz5YvS4LbitJpbiSxTUgr6CZWsThb8NBAvE91svpr0W/Ek/Ty09hc0oijW37r6Va3qvw+AYxx9r3V60Ek2zEs1wdLA8YuHB6QeRJZm7LrkLf+Flgtllco2ow9ow9w0EK6fkmIxM6g7DNsgGvHYvK0n9YdTV4Ev6iOViBELtPDkR4GO37CeRKfC/fza27nFeuxef2bZNsM4HkoEK639deA+BZweMPVjzYYmMULCy3ZfgT/rxp/zr7Pkem2l9wmsLPViZJdHDFzLk6Xf2V1h+NQV0JV8kbk0oWPaMKIrOUcAgGXSVem2syaps3JSC9YUfn+VTdz+BPbXEU3EdR4Asw21/Be/5R3D1VG6/SLFNsBrAdGwcNdvLro711YM+j42jQ23IssSgRxzoQYMBug6IhVVXlapzDTwy+0hJYtYNV3B060cKN4JlkTBXk2BthMEEh94lrIVbMeD41QiNYBWtBB9/9OOMBEd4jfc1DLoGGXINccK/dfOZNKiqWk4zKylYjQ2LXYt4UcEaDY3iNDnpc1QuaDutnRhNCWYCydJrPj0VIJtXGiJYzy0/h81o053n0uvoZTW1itWskmpyDtZysTejtxi9bDMbGO52cmohwunAae4+e3dpXlOz6ElNYCbHFLma9kANVqyCYKUqCVa/x7pO5dOU5j2eGgvw2afBewlY3bg8QwRlM29c+jv4+Zca/humIyJZcl/HMJy5B776erj7DnEuzj8PM49zsvudzGR2kpckopM/q7m/uVCSwXY7E+EJ3GY3ndbGFx9usxtFSjEVaEBdjMyjGsxkDAE6TPWJkN1Y7AEyFz9jvaCLyDwsvMB9ynXkqD2cVw+SJHHr7lsrYunfd+B97O84gHfgGo45HHwo+DhLSR9viycajgv2mD2oiBTEHw19Yp3deCPmQ0kG28XfuZhYrDkDq7R/iyBY1ebMTfjipf4rrdBSNdRl6GoY/yn87H/C6R+WCL/b4t6UgvX4wuMoqsLnX/d5ru+/nrftfhs3Dl6PbEwwUVTXW8HL84L0rVWwnlt+jku6LuGtu98KgME6z2ojKlloWvQWb1h0T0emySv5qop0n6Ov6R4srUAaiXYy1GHjt2/Zx/uvGeK7L8wTXRP60WPvwWc0bhOs84FkqOa5qAtJgn1vFj1BNdY8uZifPimI4r205HC5pKucFum2mlCy4rXnYnPimIstiwCgBqGsnCaguoiqYd3rnUawAvniNbkJlcmVEevI+UKCXkevbgGyrGDJTaljazG1muDvH5/iIwfFZ/mAv8r3sedm2P+Wll7j1YptgtUAVrPTuOQhZLl6492uNsG6A6kAXP5+2Pvmxhsri1iILzARmeA9+9+D3WjXJ1i9l4LvTHmAXjNY0QhWk+Ebg1eKZETt+b9oWKNghdNhxsPjvLbvtfyv1/8vQMRwj29igVANd/7kTj79+KfFf5xeEZHfioKVyeO0GhkLjbG3bW9lYzvQaetEkWPEM3lW46KH5uejfixGmWt3178BPb/yPFd4r8AkV1qyeh29qKg47Ali6eYI1lJEVMW02TYARwfbOLGwwp0/uZM/fuaP+euX/rqpfWrYkzlNAZjLRqoOuV0Li2wnaqhUsF6cCXHFzvUhIBPhCcyyuXoPk6IIArTjWkAERMRlmaedb4JHPg/f/iAs1ldFFxJCyTkQm4UffFRUVqceg+f+Hn7ySXD2ML7r/fgzojgQCI7V2h2zwSRDHeLaUu1YqQYRhKCyFBWJbjURXWTV3YdkSNFjq4z/3Qin2YmkGgiZLKI4NXWs8kHFRNOfZfeRUoMNEZNG0OPo4bvv/C5/8+a/4Xe8r2NJhjdJLm7NqLC7sX4AzbrzPudXuN+qH26hYT4kEikfmX2EYDrYEFHscXQiGbLMhioJkKqqjPni7C0mCD699DR2o71qNDhD4pjk2Jfgux8WTecUbY6bIFjHfcfxWDzcsuMWvvrmr9JubedItyjmzcZbv35qltThbqf4W0NjvLz6Mtf0XsO+tn3IGJCti0RSDRQAtQTBDcf9WEicN3oKFohjZDnRXA/W88vPIyGxsOLmcNH6fO1wJwVFLfXhQVHBktVtgnU+kAyArX6AUwV2v14QihrXaFtQkCq5/1JOB04jS/K6URpmo4xFFQRoLjYnZmVlYxCebuw9ZJPYJ3/MMeUI4dyK7r3GYrBgUJ2EC0WC1YRC5skJgrWQCVUNC9JGRAQlufmAjiL+5tEJzAaZu/aJ55/O9fPCygvc9ZO7+NJzjRcbL0ZsE6w6CKVC5KUIO1y1rSJee3GBkw7A6z4GH/hO0691bF4sKm4avIk9bXs47jvO6cBpcmurKJfdISw0J7/d9P5ZOSXS6pq94AwWbWHzOsmGtXDfx+E7H2ruOa8EtL4Yeycv+cUF9T9d9p9Kkvluz27mYnPrv4dN4KsnvsoXnv0CL/pe5L7J+4T9UDYID3KkBQUrncduVhkJjugqTAAd1g4yilg8zQQSqKrKY+f8XLO7A6up9nDlQCrAeHicq3qv0t3eW4yQdThihJLNhYEslRSscjHi6JCHCKdI59MYJAMnV082tU8NB7NnmLR0k1fzDS1irQYXUVmmkCwHjcwFkyxG0ly9az0JnYhMVAxmXIfwtLiZ9olIe5fZBVKBv3Z/FA69UxCI73yo7g3RlxKEe9f9nxTWlf/4U2HxevJ/C8Jx0+/hcLej5oV6EYhWnyGWLygshtMMtVsZD4831X8F5ShvVU7Vn20UXWDCIVSCIVd9cuu0GJFVJ2ElA/veCse/UVk9XngRVTYzZhR/a7MWwUbw/qs/xt8u+/ni1GkM+94sbD0NQEvhs7jMLNcIXMgXFJajaST7KL/1iJhD2MixOdwhFmonlyqvD4uRNMlsoTQD64mFJ7im95rq/WmHb4ObPgn/qZiUViSuHrNn0wTr8u7L15H2He4doBrxZaZb3u9SOIXVJNNuN/HQ7EPcfs/tFIoR/WaDmT77TgzWxdK4ipoITomUsg2YiExgkAzsdusr3X2OPpYTyyhqY+pDOp/me6Pf43UDNzKzKnO4TxBwTalfXpOq6LV78ak5lG2CtbXIpUSaZ7MWQRA9QQAzj1d9iCMo+qMsg0c5uXqSYc9whTrusbow4SoSrOJM1KUG72enf4AxG+MbyutJFxJVrxMWOogrYUBqSsFqL6ySMLQxn9CPaIdy4Sgs0VLEPMCpxQjXDnfgjk2Qla2cSXv47BOf5fmV5/nGyDfIK80VZS8mbBOsOnh89mUAjnpr91N1FxcTKy1OYw+mg3zt1NcY9gyz072Tq3quYiQ4wh333cGHfryGpHTthcFrxKyqZrF4vDw1uxl4hkS4RrMEa/pxOPeTrYn3PJ9IBgAJrG0c9x3HKBvXRfXu9uymoBaYjbU2CHgtckqO//PS/+GbI9/EKBlpt7TzT2f+SWz0HoKl5q2IsUyenGmCVD7F9f3X6z6m09ZJIh8BCkytJnh5IcLkaoJbj9Tvj3l+RXzv1WYO9ToFwbJYY4SSzZHQpUgaSQKvq5yQN5L+FrbBb2I1OPjo0Y8yFZlqqTfkUmWEl5yiMNIQwTJ6iMoy+Xg5iOKJcXE+37B3/U16KjJVm6D4xM1XG9WgpRSu5vLwvq/D++8WMz8e/7Oa7ymcmaczr2DvOQIfvhdcvbD3TaLHSTbCJbfT4TCXCVYNG9Oz00EKikpfZ4ZoNtp4/1VkAf7sCO6AsEVKhhQzgTo32+gCZ4sK/pHu+lZph9mIpDgIpUNw1V2iz3Tk3nWPiU89x4xpN1jFd9LI/LFmIXft47Vv/DwWFbjsfQ0/T1uIuB3ZdYvnjViOpikoKglZ9Fbc0H9DQ7O8tALeWV+lijK2IqrX+7wuzgTOMB+frx0tb3HCzZ+C/svFwN1ioqDb0noPVigdYjo6zeXey9f93iSbsNFHpND6tXMpkqbfY0OSJJ5ZEkOS77rkLq7uEZ/bbvd+ZOtiaeB6VSiKOOd0EgQnw5MMuYaqktI+Rx85JYc/2RgJ+sn0TwhlQlzf9W5UFQ4XA3I0pX5tbH2Po4c8KsFcDPKbCwPZxhqUCqf6Do10Ps1qqsp6zemFrv0w/UTV3bfFzrGstmNydXLSd7Li2AfRh2Whm/nYvLgXSAZYbpBgnb2PhH2QF43Cwl/tHmYztJOTwk3HwHsLPnzWboLpYFUFy2a0YcBCWFYFWW3C3qihNENy5TTfaR8i3/5D5mJzXNd3HQW1UJoV94uIbYJVB0/OiabxG3ddVvNx7XYbat7OcotVqL948S9YTa3yx6/7YyRJ4mNXfowf3f4jPnDoA5wKnBInqIZdN4gFXL4JtSAVFgPeBhpLxVoHSRLxvrNPNt6gryjCjlHIwOKLzb/mhUQyIJq/DUZe8r3E4Y7D62YbaQvpycjkpl9qNDha+vfNO27mqt6rSj0TDF0Nq+eajmqPp/OEOYVRNlZdrHVYO1BRMZhSzASSfP/FBcwGmbdfWp9g1eq/grKCZTRHmlawliMpup0WTAZxKZqKTHHfrEgHy4SPkI2LavOp1SbtqYEJ+lhl3CnsaX3O+n+nzdxOTJbJJcqf/+Pjq3hdFvZ0O0u/0+Lwa/Zf+Yqpk8WgG41gxXJFK8fO6+Hwv4Fnvlrz+87kZ9mRz8LrP15WU/bcLH7uvgnsHbTbzSgF8f786eophd99fh6X1YjDIxa7V3ivqP7+1+LhP4LIHK6JRwGQ5BST/hoES1EgusRZZFTFyGsGdtV9CafFiFqwE86EYe8t0LEHnvyL0vVmZDGMuvgSP0/s4PpDeWRJrjlba1O4+j/AJ8bg0DsaforWy2a1JvHF0uvmuEWSOf4fe+cdJ1dZtv/vmd52ZraXbMuWlE0vpBBISIHQizR9QRQBfVEUVEAFRJGfoqLvixWUqkhTWggttJAe0uumbe9tts5On3N+fzwzs21mdibkVUSuz4dPwuzZM5OZM8957vu67uu65dk9TL7nLa5/UrBFHf4jzM6czSNnP0KGcXwb6fRQDk5Nz1jr6KqQg2BA08CN624kzZDGqqJVib3wCfOgWazPVp2VAd/JuXeGTYCiuYza1YV4pJObowRo7h3KoNvfuZ+FuQv5zvzvRIqhcvtkVBonbePNJjvbhdQ9ylxdTV9N3OspPJt1rOdYQq/5/fr3hXmJR6wRU3PF9z/TokcliXUvjLDJSYtGM641+GdIAlHcgYfj17t+zZVrryQoxzBmKj5DzNEGoxfu9sFaasmnpq+GAf9A1GvfatSgDmbQ5GwSuU+ZU0TWUyJo2Uu7fTYqnbg/xJKjm9SpBCUnaE0Jz0kFgjL5tFMdUunEUwMYVFYGpHDOVnIyQZcvQI/LT57NgNJ+iF9YvejStqOS1Nx52p2A2F98WpFQgSVJ0rmSJB2TJKlKkqTvR/n5dyRJqpQk6YAkSe9LkjS+JuTfBJWOIyhBEwsLi+MeZzVokINmOgcdST+HoihsbdnKsoJlkSFJSZIoSCngC1O+AMDGpo1Dv5BVAXIAusfPvYmgNaQlzktwUzUaJWeJAOLuBIuMgRZRXEFE4/+JhasLTOnIiszR7qMjBlWBiGwk7Bz3cbCnQ2xm1ly6hgfOfIAyexmNA414Ah7BTAI07Y5zhpEIBGXc/iCdgUPMyZozRqIQRngDWJQps/FEJ2v2NbOqImtErkws7G7fHXP+CoQTm1VnBXUvPYlkJA1Da59nxPzVurp1SEjcWPYz9P2XsueEyDtKViYYOC5CHxtCxiWJOLUZ9em4VSq8A8ItTJYVtlU7WFKWMUL2FO64TU2PE8PQcUSEKepF4RMusAb9w2x6l94B3n5RZMWAmy4K/IGRoeVFSwQTfdqNAKSZdRA0YURLI4ExJh0gJElvHmzlktl5HOjaQ4ouJb7FfBgDbbD/OQCsA6J5ZDX7ORLP5dHZDrKfGsWH4s+gwG6JfWwIJr0aORAqsFRqERHRshc2/BKCfrZ89BEpkpvlK84hLbWbwpTC+AHPHxfhUPcEkRFimDTaAfxBhe5Qo8HjD3L9Uzt453A7K6Zk0dTj5u4LS6kfOBZTchsNYcOKHn/zmFmjqg4naVYnd229DaveynMXPBcZfh8XE+YJNrS/FZvehjvgPikp9N7OvWhV2jEhvQDZxoko6r6xsSMJorXPTa7NiMvv4njPcWZljlRhFNuEW2KLc5ziJI6DYEN/Q1xGekraFFSSKqFGjzvgZlvrNs4qOIvOAXEd5FjFtapRq8hKMdAyjMEKb5xbNJro5i5JQFEUBk/SjOBTB3eo2RTFpl1WZN5reI8ud1dsBqVoiZB5R2OcZJl0Tz0N6gL2duwFYHZmdAZL9ttpd7ULeWneHOHgOV5zfKANBlppNk5G0ooCKxaDZVKnoKgGQWdKmMFyeb0USB3UGwXzHi+w3ai2MqgKFaFJFlgtveI6LzEO0jAsxHxp7jmUp5ZTYiuJKGQ+jRi3wJIkSQ38ATgPqAC+IEnS6Fb2XmC+oigzgReBX57qF/qvQovnCIZgCTpN/DkVq1GLErCIGawk0exspnWwNSr7UGQtoshaxMbm4QVWaGMX7pIn9CQhFinvJBgsgNIV4s/qDxI7vjt0M5NUUL/15J7zn4WQlWvTQBOugGtMUK9JayLXnHtKGKw97XuYYJlAia0EvVpPqb0UWZGFK92EeeL9ahproRwLwrZZptffyPT02O6QaQZxkzlzioEDTX30uPx8+fTxnfWcPifVvdXMyoovLc00ZiKr+un3BAgkEabb1ucZ4c63rm4dc7LmcOuSizirvICDjV4KTdkc74xvPx7Buz+CY28jn3iPWjmbfm2ANENaQptxm15Y0g6GuvHH2gdwDPpYUjaSYTjiEPK/WIweIAqsYTl4Fq0oMtyBYQVWzgyYciFs/yN4xkqzXH4XLrWb/IAMacM2f1ojfG0jTDkfgFSzFpDIVKVSr9VEtTi/59WDSBLcdGYJO9t2Mi97Xuz5seFo2AYoULoSe6dgWnPSgvFt9ENW8U2KG5OUG9ccKAyzXkPAHyqwQARRTr0IPvwZypt30HBU3IQLpiyImLl8kmDUGEnRpqCoxfsSlgm+tq+FPQ29/PqqWTx87TwO37eaaSXdBJQA87MTL7DsBjtmjQ2Vroujo977ox3tSLmP45N9/HHVH5MKjyYvtClsOxiZI+vzJS8T3Nu+l2np06KGYeebiwGo7Ere6MIflOkY8JJnN3LYcRhZkccUWAVW0YXvdI+jHolkYI1c9xr7GwkogbgMlklrosRWwmHH+OvQ1uateINelhcup3vQR6pJi0Y9tNXKsRlGyEjDn1ezRi0kjB8DP9/xcxY9uwjXx8gs+tQgwmCNLbCOOI5E5IHbWrdF//3iM8Sf0RrE/c3oZTcduiIOdR0iVZ9KQcpYMx+rUYvfm0JADgj5c8XFwkRpvFzRkLlGna4cjb4Xs9Yc+X6OhkWbgqTy49YaEy6AvF0N6KQgrQZx743HYJk0KbjVIRYvyTmsltCsbkmwlq1GcQ92Vt3BdeWCp5maPjViMPNpRCIM1gKgSlGUGkVRfMDzwCXDD1AUZb2iKOFPdjtw6qeP/wXocnfhoY0s7fiBwTajFiWYQq83uSBRGJpxiXXDXZS7iH0d+4YGbNPLxUa8Iwntaus+0blL1rI0jLQSsBdBVXwb6AjCTFfRksiG6xMLVzeY0jkSGlqdnDZ23q4gpWD8Duk4UBSFPR17RkizwqHAVb1Vgu3ImQG1G2OdYgwGvH4kbQ9BAnGtyNNCXbzphSqMWjWzC+ycVjy+2cmR7iMoKHGLNxASJh9i49ebiJsXgn1r6nGTZxeLfNhMY2n+UgBmF9rJdp2gtKuWqsZN43fnBtpgy0Pw3NVoa99nvTyHQbkjIfYKwKoXLJPXcQhkOeb81ZHuI2QaM2NLu4IB6DoBWUOFevjm6FNcBIfJx1h6hyiu9jw95jThbnm+kiriEmLAZhQ/s2pyadBoBdM8DK19bt470sHNy8pwKnU0DDSwMGdhzPONQOMO0Bhh/lfICvixa8zoTC0cbx+I7STYth8/MCD1k6FL7FZg0WkIhBgsWZFBo4er/wZLbkPa/SSfc7+IjApPahENAw2UpX6yCiwQLJYfUZxUd4pC+tkdDZRlWbhwppCoqlQSu9p2oZbUUWc24mGirRiVvoP9TUNMkC/go1r6AwFVJ79Z/pvkZZOZoWu061jkGu33Jmd04Ql4OOQ4FFUiBVAQiqCo6k7ewKe934OiQJ7NwOEucR8ZHuYKUGgT7233eM3N7lpx37SN3AiHG2fjmb5UpFdwqOsQfnnk+razbSfXvHlNJLrhuaPPkWXMYl72PByDXtItI4vOXJsh4p4KYHW6gckAACAASURBVNaasevttGh1H4vBanW28uzRZ4GTkFR/GjHMvGo0NjRtQCWpyDPnReb6xiAlR0iVo81hdYlmk8NYTE1fDaX20ujuvWYdTpeQdne4OkSj2pQBB56P/9pb9wESVaoSdHph0R7L8TVFJ1ioHq0h4QLI3yXUT+1aCYvWMibAeDjMGhu+cIGVNIMlrvMc9wm2GQ1k6bNR/On0hma1i63FtA624g6cfMbWJxmJFFgTgOEt0abQY7FwA/DWx3lRnxTsaResT2nKjHGOFJkHSsBMvz95GcTOtp2k6lNjDm1PTZvKoH9waA5LaxBf/GQYLEe1yOc6WUgSlJ8DNR8mRkP31IJKK6SFzvaosqVPDEIM1rHuY2gkTdTueLYpO+mgydFoGGig29PNnOyhjUiBtQCtSsuJ3lAXp3y1yBxLUGrq9AZQ6UTntthWHPO4sETQHezjbzcu4Lefn5OQRXd4UzNaNjnm/MZ0PLL4jHsTnMM61j6A2x9kVoFY3A90CilGeOM5J9/Oz7WPMjEg0SgF8W0ax9K1IdSJ1KXgmPxf/E/gCvr9HQl39O2hm8xg0AWOE2ytdlCSYR7BsAFUOirjywOdbSD7R3TKwxJBSeXGOXwYP2+2kP+dWDfmNLvbhfQkTxffzEGvUaNTq9CqCmnRqPGOWhfC81Lzi+z8evevSTOkcWnZpXHPGUHDdsGs5s9HAmbpM+lXTuAPKpHZnzFoPUB9WiFIMgUJ2OMDmPQalIAJWZFHzgGt+CEBbQqzVTV4rMU8cew5ZEUes8n+JCDTmImXXtLNOt470sGehh72Nfby+dMKRnzXdrfvpiK9ArM2MYfCMCallaLVd7G/cYhh+tO+v4CxmnOzv5WQWcYYmNJEtmLnMTJNYpg+2dy5w47DBORAzAKr2C62Cw0nMV8Ulhjl2o0c6T5CjjknYh0dRoYxDUWR6PONYzDVUydcdDW6EQ+HC6xYDoJhzMqcRbenmyXPLeGbH3wTp09c/48dfIwDnQe4/u3r+cm2n/BR20d8seKLaFVaupw+IeEdhhybgdY+z1AGIoLFajaYoefkGaxnjjwT+fv/RW7jvx3Cs61RXJN3tu1katpUVhSuYG/HXrzBGOYiE5eKhufo/UuowOpPKaGuvy7mvTfDosfrEWt/u6tdNMpmXg1H34De2I6vtB+C9FLaPRpU2p649zBruMBS6xIugJQucc13SZ64xRuARWvFrw41FU6CwVJJYOg9wg6jkXk5woQrvEcIv28N/R/fQOyTiEQKrGjvfFSnA0mSrgXmAw/G+PlXJUnaJUnSrs7OT74l6Y7WPSiylmkZ4+dGWY0alIAFT9CJL5jcHMqutl3Mz5mPSor+cUxJF13Gyu5hG6esqYkzQ4oiGKX0j+m6NfVC4SRTnQCL5agWdrjZoY151yeUBlaUSIF1pPsIE+0To8pccsw5dLg6Yg/EJoBwwT6cwdKqtEy0TaSqJySfmXyesOEfJ0U+DKcngEofKrCiBYsOtIOrG6vOikalweFxMK8ojcL06LNao3HYcZg8c15EYhgL6YZ0nAFxQ0vUSXBPvTh+bqG4Ae7v3I9G0kTyeyZp25mlqsFtXkpQkqirWx//hPXbxKDv92o5Mu/HONHR4+tIOC8p1SBuVP0qFT3HNrOt2sHpo9irjU0bqe6tjr/BD1vt24bYm0iBpR5VYIFwBWzYDtXrYcejkSDxnc07KPH50cfKMxoGi0GDSipEkSQaa94d8bOaLnFTrPFsZGfbTm6edTMW3fhzUfjdYv6gYIHougKztTa6vE2gcsWWCbbu54hdzMVMTU9gzguw6NUoQVFw9HiGmX6oNXRkipvyi+lZPLz/YS4pvYQzJySWT/XPRIYxgy53J2dXZLN2fwvfeWEfuTYDV582xJi4A24Odh1MSh4YRrG1GEXtZG+TKFQcbgd/Pfo4gYEpXFJ20cd44ZOh8xjTM6ajUWnY2Z7c0HlkBiUGI5ebYkcJGk5KARBmevJsBo52H2VK6pQxx6hVaiTZSr9/HPVITx2kFY95uLq3mlxzbsz51TAuK7uMB5c9yKVll7KpaRN3bb6Lt2rfYlvLNs6feD4l9hJeqXqF2ZmzuWLSFQA4nF4yLCMLrAl2Iy5fkLcODTlCTrBMoEWrPWkGS1EU1tWvY1n+MoqtxWxs2sj21u2xC4f/BAx2gd42hv33B/0c7DrI3Oy5LMpdhDfojZi0jMFpNwjjiF1PjHy8o5I+LPhNRvq8fTFDvTMsepSAYIY7XCETlkU3iz/jOcg6aiC9jPYBN7I6flZeuDHYo9YmPIMl9dbgVnQ4grEdBMNI0VkJqnzIkHSB1dzrIdtqoLLrEIMqiTMmiLU8PEcabmqE2d9PGxIpsJqA4Zx6PjBmpZQkaRVwN3CxoihRv9WKovxZUZT5iqLMz8zMPJnX+0/FMUc1si+TwrTo2tfhsBqERBCE5XqiaHY20zLYwrzseTGPKbeXo5E0HHUMkwROmCtYokSYjoFW0dlI+5iuW0VLRDfoyOvxj5NlMXeVO1tYnYJwx/skwueEoA+/MZV9HfuYmRHdLTLblE1QCZ7UjF0Y4SDO0VK+UnvpUJBx7myw5Iyv0Q5hIMRgWbS2MZ1dFAUePxt+ORFpz19JM6TFtqWNgt3tu9nasnVc9grE5tIne0DyJmx0saehlwyLnvxUwRDt69zHlLQpkXkpTbV4D9pUwnK6urcqvuV/wzbInw9qLf3uAGpjEwHFz6yMxKIJ0kziRtWtt3Fk0yuoVRI3njH0nal0VHL7htuZkjaF6yri5LtFKbAMGgN6lQlJ4xyb11O2CoI+ePpSePN2+OD/ISsyR7oPMNvrRVMcx3I7hBSDBlVArKn1nYeG5DFATacTo8nBw4d+zezM2Vw56cpxzwdA5zFhppM7C9Qa0NuYpYjmg97SEJ3BGnRATy2HdBYURWJWVmIFlkmniRRYkTmsEKpti9mv1/EgLSzLX8a9i+9NKiD5n4VMYyZd7i5WTxOh83UOFw98bgYpBrHBO9FzgiteuwK/7Of0CdHjFOIhvG60+07Q3u/mpx/9FF/Qi9x1IXMKTyJMNfLCJ0PXMYxqAzMzZrKzNbkCa0/7HkpsJWPXnxBSTTpkv52Ok1AAdA6IrUSKUaauvy7SbBwNjWxjMDhegVUb1UGwtq82IWmlVq3l3OJzuWvhXXxzzjdZ37ieOzfeiUal4da5t/LE6ifYc+0enj7/6UgDwzHoI908smF35bwC5hTa+caze3jnsCiy8sx5tBBEOckC60DXAdoG21hdvJoZGTPY17mPm965ictfu/yU5Tf+28HZBinZYx4+7DiMN+hlbtZcMYsqqWPLBHNmCFnftt+LZmUYdVvYq0yKNDdjyfMzUvQoAQsSqiEFjL0A5lwLux6H574AL94Ar3976JfCDfG0UtoHepAlT1yZe6pBzA53aUxir5cAdD0nqFWy6fK2jZsnaNNZQYIBVXI5WwBt/W4KrCq2+jpQIbGsYDFqlRSRCBZaRSOutv8/t8DaCZRLkjRRkiQd8HngteEHSJI0B/gTorgaxyv13wdNzkZkX3pkAxgPBq0atRLKokliE76rLX7GEIBOraPUXjrS7SbiOJfAzTA8D/VxCyy1FiafD8ffiu+C07pXOPNNWi1uaGq92Kx9EhEahD2EF6ffyZIJS6Ielm0WC3X74MnLBPd27GVO5pwxTGW5vZzWwVYhOVGpRPGcoJWr0yMKrAnmwrE/7Dw2NDS9/mcUWPJF4GECCMgBblt/Gza9jZtn3Tzu8WEbaUnjTMiqXVEUdtV3M6/IjiRJ+GU/h7sOj+yCV71Ls6aAelcZalRUqaUhN8zR6G8V71mxYDb6PX7UJrFoz81OzDkzMyQlqTKXMdOzk++cVUhxhtj0uwNuvvnBN7Hr7fxh5R/id7vDBZZ1ZNfRrktH0vTj9I7a8BQuhgnzYfEtMO0yOPQyh9t245Q9zHAHSZ9yxriv3aLXIPsyUSFxUKeB3U9FfranaxP6gkfRqrT87IyfJWZuAUOsc8hqHlMqMwIKFq0Fa8ZhajqjFFgbfgGSikMqHYo/jZIMe0JPFbZph1EMFrDHsICfp2aRprXyy6W/RKfWRTvFvxyZpkyxcZto4G83LGTn3as4a7Jw82sfbOfGd27EHXDz0PKHWJS7KOnzL8hZQJo+C0POq1y29nzerX8Xi+sC5udPxqhL8DON+sKniDlAZzvzc+ZT2V0Zkb+NB1mR2dexL6Y8EMBu0qL47XR7k187u5w+tGqJNk8tsiKPMSAKQ4cdjxwn3sLrhMHOMQVW2GAo2dDtG2bcwDuXv8NzFzzHusvXRSRcwwt/f1Cm1+UnfRSDZTNpefbGRczMt3Pr8/voc/vJT8nHi0y7r++k5PTr6tahVWk5q+AsLiu/jNPzTucr079CfX99wtbynzoMtIk5qlEIO/nOyZqDRWdhRsaM2AUWwOqfCebm1ZtF8dPfAt3VbApMJaAW291Y8lLBXqqxatOGGCyA838NK+4RTcFDLwqGLMw+DbRBwI2SNhGHVxTg8RisdKNYYzsNaWLfNV5cgSxj7drPFqkIv+wbl8EKz2f1q1RJ5WwBdA/6ma5tZZtBz3TzBGwGG3ajll632CMYNUZyzbnU9dUldd5/F4xbYCmKEgBuAdYBR4C/K4pyWJKkn0iSdHHosAcBC/APSZL2SZL0WozT/dsgIAfo9raFCqzE5FRmjbjQHe7EC6ydbTux6+3jumJNTps8ssDKmy1C6xIpsBwhO/ePKxEE4ezl6YO6TUOPHVkLf70Enr4MHlsFj4YcB0tXCsvl9LKIZvlU4+/H/s6rVa+e/AlCBdZWTxsqScWCnAVRD8sJ5UW0ucYGfSYCh9tBXX/diPmrMMKffXVf6HPKqhCZZQmETjq9QiIYVaJQE5LUnfsLcLZRrGgSXsgOdh2k19vLrXNvpTx1/KDYsOGDKLDG75hur+mmsdvNyimicD3ecxxP0DPkEObpg7rNnLAuprNfpiBlAtU6bWxHyso1gCKypYB+tyiwSmylMTvrY/4NZvH93R3MwiJ5WGU4EvnZmqo1dLg6+OkZP43MqsREf7OQphhGMt/phkxUGuG0OAIaPdz0Pqz+qbBe9w3w/o7/Ra1AiquIDNv4cj6LXoPLq2Vx3mLetGcgv38fvHgDa165lhrVH7Ci4s9n/5kC6zAxgrsHnjgP9vw1+km7jos1JtyYMaVjcPdwUelFePV7qXKM+i4MtMPOx2Dul2jwdxH0Zkfyi8aDWa9B8YsbeeR7EMIBVwuHjCpumn3zuDKufyUyjeK6cLgdnFGeQeaw8Ozf7v0tTp+TR895lJWFK0/q/CatiR8u/gEqXTc+dzo/mP8TmusXcmb5x1SDZITuPY5qluQtQVZk3q1/N/7vhFDVW8WAfyBuE8Nq0CIH7PT7kx8L6HJ6ybDoIwZEU9Oizz7qVXZ8xClMwo2mUQ6CLc4WPEHPSWWq5VpymZ4xPeZ6EGbyR5tcABh1au46bwpuf5Adtd2R+etqnVbEEyQBWZF5p+4dikxzWfrzbTz5voqHVz4SiXj5j53H6m+FlJHMT1AO8sqJV6hIr4g0Bedmz6WyuzI205c1Fc7+iRiNqHwVasXeZ7s8DTdtaFXamDNSmaHP3qROG9mcVWuEwdF3j8OVT4nHwnbwofgdp6mQoFrsT+LJ3DPN4v7WEZKh0z6OwYmjCp2/jx2aUAbWOAVWaqiA61epE87ZCqNn0EcRVRzS6yJNJZtJO2KPUGQtSrjx+++GhHKwFEV5U1GUSYqilCqK8tPQY/cqivJa6O+rFEXJVhRldui/i+Of8ZOP1sFWZIJogpmkJpAVBJByEgXWrvZdzMueF3P+KoxJqZNweBxD3V2dGXKmC0OE8dBdDWrdGPekk0LJctCaRVEFsP95eOFaMbDZ2wCefjBnQelKGmUX92y+hz/ZU/5PGKzXa17n/u33c/+2+0+eWQpJLD9y1jE9fXpMN51s08djsMIa72jhrmFHtMgcVnYFKMGE3jPHYC8qjZOy1CgbhJoPxeb4tBvBnMnEvjZ6vD0J5dFsatqESlIl3GkPm2jodIMJMVhPba0l1aTl4tnixhR+fyIF1rG3IOijMfcc2vs9lKZOotqUAnv+Ej348fArkDUtwrb0ub2ojfXMS5C9AkjR65F9aewPuBhUDOR3iRtpn7ePpw4/xczMmYnNzvQ1gW3sDTHTlImk6RsrERyOoiUo5efyfsceTvO4OW48MyE5XIpBg9MT4KLSi2nFz0PTV7C2cT0/7tvHfJePl9odTB69idzyGxEe/to3h77Pw9F1THT8NaENojENXN1cNekqFAK0BDeOtOSv+RCUIP65X6Qv0IpRyUM/TrxFGCadGiWYQqF5ypjN/QnPO0iKgc+Vfy6hc/2rEN5oj94s7GjdwdrqtVxTcU1MI6NEsapoFbeVP0dX1fW8sD4TlaRi1dSxMqikYA1tsPpbmJM1h0mpk3j6yNMjTBhiIZzPeFp2bAWGSiWhJx2v4kzaPjxcYB3sPEi6IZ1cc/TAcLM6jaDkjL1JDseGjGKwIg6C/weh1V1OsQ5mmKMzrrML7eg1KrZVO4bcZLVaaE4uF+hA5wHaXe0cOTGRQFDhzYNtdDq95JhzyDJmRcyD/qOgKEIuN4rBWt+4nrr+Oq6fdn3kscmpkwnIgfgytdNuFHLB178NHz5A0JhOpVLIQLCFwpTCmKqANLMOSQIdqSMZrDA0OigMyYWbQp97SHHUqcuPZGDFM7mw6c0osoZOVWidbo9hfrbhl/DMVVC7AYBKjWgAxmPHANJDEsQ+tSqpGSxFEXmAbg4QlCROLxGxInajlsPNfextEP+2HHPOx1IGfZKRUIH1n4jGfnGTTNXlJqz3t+uFEUCiM1gtzhaanc0JuT+FWY7IrA6ImajGHUL+EA+OanFjSVQaFA9agzBiOPSy6IB/8FMhb7p5K3xzN9yyA757DP7r73x/0/dZU72GR/ytdA00xp+fSRKKovDbPb9lUuokZEXmiUNPjP9L0eByEASODDQwM3Pk/FWDw8Xu+h4CQRm73o5erT9pJ8E9HXvQqXRRs5MmWCZg1BiHPtus0MxTAi6RzS7hvjNpdIEV9EPdZlEQqzWQN5fiftFBruuvG/e8W1q2MCtzVlz71uEIM1j2FHfEtS4WPP4gHxzt4HNz8zFoxTW5v3M/WaYswRQqChx6CawTkPPmEZAV8kwTaZBkvL11cGTN2H9r0w4hSQ2hbbAVSe2NGnwaCwatmsBgKSpTLUeNM1DVbcIf9PP1979Oh6uD2+beltha0Nc0Yv4qjGxzFpJ2gAFPHIZPkjhy9l3U6bS4fMs4kpdYUWHRa3B6A6woXMHMjJk8OVjFXWlmsi0T8TdfTaanEd7+gZiPBOg8DtsfEYxf1jSRHza6cO06MTRDCcJxzt1NWWoZRaYZqG0f0dA97LOu3QDGVHYqbhSCZI7jfjgc1tCc0iTLEiodlZFslM3Nm+mRdpElLflEs1cA09KnkWHM4LGDj0WKk+M9x/n2h99mom0iX53x1VPyPNcumMqCiWnsb+rjusXFlGUlYFgSD9ZQ0dLfjCRJXDv1Wk70nIiYV8TDm7VvMitzFrmW6IVPGBa1WB+SNbroCplEHOw6yMzMmbGtqjWiwRMzCyvECoyWyR/vEcqKj1v4RoNjUCgQojFYINw/5xensq3Ggd1gJ9OYyYmU9KHMygSxoWkDEmpU7mn86GJx72jpdbO3oQeVv4iDXYnJzT9VcHULJ9eUkdflurp1ZBmzOLvo7Mhj4cD18LUQFSo1XPkXwYD6Bqle/kcUVPT4muO692rUKlJNOlSyPXqBBWJOzFYAzbvF/zuqQaWlSU5Dpe3BqLbEzMACsBi0KEEjvbJPNLej7RtkGdb/VLjVrrsLjyaFTq2ChDSuy26GKcxgJScRdPmC+AIy9UoDJkViZraQ/y+blEVLn4cfvCyuy2xTNp3uzjHxB58GfFZgxUC4C5muTzy00W60ICn6hGewhudfPfNRPfeuiU3thmVaI0LZJp8HQe+QFCwWumtH3FhkRY5sABRFSahTOQJLbgVvH7x0I/Q1CKcd7TApkEpFu8fBgc4DXFJ6CQEUXjabhOztFGF/535aB1tZknE5Vnk+Lx9fe3JfUJeDOq0Gj+wbY719/VM7uPzhrdz50gEkSRJW7R+DwZqeMT3q/IhKUjHRNnEoyDi9VDCOCbhEtrvFdTrRPkz6EgyIwtvnhNLl4rGsqRQ7hExmPMeeLncXlY5Kzpgw/uxPGKmGVCQkctMC7KjtRpZjX1P7GnvxBxVOLx1y6NvfsZ9ZmbOQAh742+eEi+Ksz5NtE5vqVE0BMgp11lzBbg1HX6NwXkwfktm2ecR7Ge4MJwKtWkWBcSaS2sOJ/GngOMETu3/Dgc4D/OzMnyVug93XNGb+CiDPkoMkBekYx5jmlZrX0av17Og8n8L0xDbPFoOGAY8fo8bIMxc8wwdXfsD3F3yfy/PuY3NgAX2zvgo7H4V3fyikfC9cI1jw1Q/AirvFBvTQS0MnDAbE9zVj2PtnTAOX6DqeV/Q5VLpuXjwmmK8T3cf5RdtG1hRM47njLyDJZspTosttoyHbpkeSIJ3TMGqMXLX2Kr701pe4+b2bkQIZTDcnaCv/L4RJa+KW2bewr3Mf5798Pr/Y8Quuf/t6DGoDv1/5+8ScGxOAXqPm0evm88MLK7hj9ceI3oicMEVIWkM26ucUn4Nerefturdj/oqiKKypWsOJnhOcN/G8cZ/CphUsW7IW8J0DXmzmAHX9dWMaYMORphdMRcNADLvnruNi82kcORNY6aikIKUg4UZSMugOSQRH27QPx8KJ6Rxp7cfpDVBmL+OEwSiYjCTuyXva96Dy53N6ST4VuWIj3trn4eEPq6lvSadxoHFk9MF/AsJmD6MYrP2d+5mTPWcE41RkK0Kr0sYvsEDcl2/6AL59mGbbXCBIl7clpoNgGBkWHbLfyoB/IDaDmz9fNEQDXqj+ALKm0DEYRKXrIm8chkmw/yYGfH3Ctblh29hmdnuoyC5ZDmVnsyH/ZjS6HrJMWVFdk0e8/lCB1aPWJCURFNe/wnGVkznaVLQq0US7dVU5/720hOPtA7h9QbLN2SgoSSm//l3wWYEVA7X9tUiKlixTVsK/YzVokWRLwgzWtpZt2PQ2yuxl/HF9Nc/vaIwZ3plpzMSqs45ksAoXg8E+dsMZhrNT0M0hR5owvr/x+3z57S8jKzK3rr+V814+jy3NUcL0YiF3JlRcOuR0N/n8ET9eW72W814WN92vzPgKC9IqWGsxnxInwcZuF1e+eCtffOuLADyzPoWmpkl45AG2t+xI/oQuB5WhNPPh+v56xyDVISZmX6OQ1GWbs09qBisgBzjWcywum1KUUkR9f2hOQK0V1skJMFgOXyMoqiEddeNOeGgGPBX6TEKmD2RPY4LPg0ZSj8tgbWsReVKxDD+iQaPSkGpIxZbips/tj23hDeyqE9+PeUVCO97p6qRlsIXZmbNhzS3Crvy8X8JZd5FjE4W7QRGNjqqskrEzCmHnrWHyH4evHhQp6c70C9eJ6+ph1S7uzkjjkSNPc27xuZxbfG5iJxhoB3c3pI0des63ik3mtvroBa6iKHzQ8AFra9YyP3Mpfr+BKTkpCT1tikGL0xuINEsyTZlcM/UaGjt1WPRaUi7+BZx2k3DD+t1cUQRe+ZSQMk4+XxSnw4wxaNkrnA1zhm1qTWngG4CAj6srzifoLuCZ6ge5b9t9XPn6lTxrgHv8DXzY+CH+vjkJua+GodeoyU4x0NNv4ZVLXuHzUz5P22AbX674MgM1t1BoS7zR9a/EZeWXcf+S+8kx5/C3I3+jzF7GU+c9RUHKKZBnD4PNqOWGMyZi1mtOzQmteWJ2EBF8uzR/Ke/WvxszluK9hve4Z8s9TEqdxIUlF457+nS9YBKanImHDcuygsPpA70omuJFI2QZxftb2xujeTSajQ3hcNfhSCzEqUa9w4UkQbY19gZ2Qjhk3emlPLWcGsVLk9chjA4SgC/o41DXYdz9BSyblEFeaObxePsAHx7vRPaJJlayhe0nAW2DbWxtiTFzOx7CBZZ1aN3ocHXQOtg6JEMPQavSUmIrGdm8jgVJAo2OfrcfSdtDUAnEZbAA0s16vB7RXImpgJl9LQx2wCv/LWaxFt5Me78Hlb6NKWnxnVjDBdZgYAAWfFXs9974zsiDwnu1y/4EX3iWramXoDZ0xHQ/HI7wjFePWp8Ug9Xj8pEldVKjVVExSoI7fYINWYHK1v7I+EXb4MnNt3+S8VmBNQxrq9fyudc+x03v3MT7De8jecrIiEHvR0OaWYfstyRUibsDbj5o+IAVBSs43DJAc68bX1CmOpozF8KdqMxeNrLACrv6Va4RlLjPBbuehIMvip+/cK0wnAi4IV1c4Ntbt/NW3Vvs6djDnRvvZH3jevxBP9/+8NvJXeCX/QkWfA3OvH1MV/DBnQ/il/2U2kopsZWwquQC6nRa6lqS05aPRlBWuPaJjRwd/ACApTmX4hhQsXrimShBPc9XRpkjGQ8uB0dMKehUelK1olP0xoHWCH19wYxcGhwu/EGZHNPJaYXr+urwBr0xHbBA2JW2DrYOZahlV8TWUg9DX6AFtZwpukODDnjmcgiEuld669BnkzUVDVBqyOCwIzYzFpADfNDwAWmGtJgD5bGQbcpGpRWF1YW/28wtz+7hu3/fz+8/OMFNf93FlY9s5YnNtWypcjAp24LdJDq74SHsWRqrcFRaegcs/BqoNeRYxYZB9megkTRUm+2CWfEMK+CiFFj9ciM6MpOWlaUb07l/yf3MyZnPaykWKhQ1P1p0b+InOB7q+petGvOj8I1kT0t9xH46DKfPya3rb+XW9beSa85lqlHk6MxN0H7botfgDyp4RzVoDjX3UZFrRaVWwbkPwLLvwfTL4Stvw8RQ8S1Jwja4y4eTbQAAIABJREFUYSt0hdaXw68IFnXSOUMnCwd2unvIsJgoDd6GPjCJF4+/yEJjIRsamvlS2q18acrNeDrPSsh9dTgK00w0druYYJnA9xZ8j3VXrOPayd9AkTUjDCM+yVBJKi4tu5Qnz32SbV/Yxl/O+8spL67+T2DNizBYAOcWn0uXu4s3a9+MeviaqjVkmbL4+4V/T4j9yTSmg6ynaSDxAqvP7ScgKwxwArWkHqfAykKRdVRHK7AURcyzZoxks7s93bQMtvyfFVi76nuYnJ0SsemPhjC71T3oY1XRKhRJ4ryCCVzw1jUJ3Y8rHZX4ZC9BdzFLJ2ViM2oxatU8va0eX0BG9omxhWTe90Sxr2MfTxx6InkFTALwBX3c/N7N/Pe7/x0Z10gKURis8Cza6AILhExwXAZrGHpd/vj5k8OQkaLH5RJutDFlgmUrhVT78Mui2TXzKpr6ulBpBxIosDQoshFXoA+mnC/2ZPueETOxYRx7S8RthGzrB7xe0LUmdI+3GYwosk7kbCXJYBUZDhKQJKbmjIwhmj5BrBmHW/qG5ttPcvzik4zPCqwQ3qp9i7s3340/6Gd763baBtvw9MyOS++PRrbVgN9vpsvlQFGUuIHDGxo34Aq4uLDkwhGBg5UtsTv/5anlVPVUjVzQlnxLDB5ueQhe/Aq8fhu88jVRZDVuH0ozDzFYj+x/hBxzDnq1nnV167ik9BL+ct5fkBWZh/Y8lPC/Fa0Bzv8lrPzhiIebnc30eHv4UsWXeOTsRwBYViQ2mxu6YlhsJ4j3jrTT7BGLpKv+Rrrqzsdm1HLfxXMIuiaxq3178ou9y8ERvY6AJ4erHtnBH9ZX8Y1n97C12oFFr2Hl1CwCskK9w0W2OZsOVweyEp1ljIXxHLBAOOnIijx0I8yqgIGWoc8vBpxyEwYlNOS+/v+JebwvvwErfgiXPzZ0YMYkkNScprayr2PfmGvTHXDz460/5sznz+S9hvdYWbhyXOOV0cg2Z9Pj7eDcaTnMmGBjT30Pm0508qt3jrOrrhuPX+Ynr1eyrcbB4pIheeC+jn1oVVqmVm0Slv4L/3voZVt0qCTo7A9SaC2kSh36fFuHOWN114piYJje3i01kiJFsa5PAJeWXcpDK37DmpJreby+Bkv9VhG6++fl8MZ3488SHnsL7IXi8xuFCBuu7uP1A0Ob2T5vHze9cxMbmzbynXnf4e8X/Z36VhMZFj0FaYkVKSkGwWQMDzEOygpHWgeYNiHEJKm1sPwuuPi34mY7HLO+IN77N74tZtoqXxVFomHY5tkU+szcgoFcObmYzqrreOG8tdzZqcMVtPPn7Xmo+laiBC3Myk/Moj2M/DQjjT0jO6QbjolNTFj69O+EUyUJ/KfAmjciQ2dl4UpmZszkwZ0P0uJsodJRGVlbez29bGnewvkTz0/Y8t9uFrb9ybiFdTlFE6LDX0lFekXcZkmKQYvsy6AmmkuqywGe3jEM1u52MfOSSM5fsgjKCnvqe5hfHL9BYg8ZaPW6/MzJmsPrqx7ju44eHL4+blt/27hqmPCcnDFYSmGaCUmSyLUZcAz6yLDoKEstAk59gbWnfQ9fffer/O/u/42MOpxK/OXwX6jqrUKSJJ49+mzyJwgzgJYhA5j9nfvRqrRRG51F1iI6XB24A+6ETt/n9qPSxc/ACiPDoqNvYJwCS5Lg8kfhkj/Cje+DWhth1MImWLGgVkmogqkMBLvEd3TpHWJWbM0tovnY1yTcpkMOuwCd3gaQgnGbvsPPT9BEn1qTNINlN4rZxynFK0b8LNdmIN2s42BTX8Sh+dNodPFZgRVCi1OE/f7jon+wKHcRFq0Fb//UmAOq0ZBt1SN7M6npr+HaN6/lsjWXxfzCvnziZbJN2czLnsfbh9pYXJKOXqOKK60qt5cz4B8YWelnTYVZn4etvxf5VAu+CioNvPxVUA3rnKWV0DTQxO723Vw16SqumnwVp+Wcxj2L7iE/JZ/Lyy/n3bp3k3Z5Go0drUKmd2nZpZEvTp4lj3L0bPIkFoIXC49vrsWafgKTxkLQNZGParu5bM4EMlP05Btm4pIdsTX40aAoyD11VEoKnsFcaroGeXDdMS6cmcs9F0zlf6+eTUmm2CTVdDrJNmUTUAJJa4WPdh9Fr9bHlRKEA/ciMsHs0E0/DotV01uDV2rHLlXA/hdElsbCrwn2a+ntI0wf0OghvYyFHi/eoHeMde+313+bl0+8zKqiVfxq2a/43oLviWFbV2JyV4Bccy7tg+088sV5rP3mGWz9wUp23L2KLd9fwebvreC1W5bw5PWn8ci1c/neeUML+/7O/UxLm4LuwN9h2qVgHiq+NGoVWSkG2vo9lNpLqfaFCs6WYYPgPXVgLxIZYoj5yaC6kwxt/BvTeChZfBuG9HL4x/Xwxu3iOXc+Bht/OfbgcDhkzXrBKkcZxs80ZmLUGEnNqOLVvUKyU9Nbw5ff/jLHe47z0PKHuH769WhVWnY39DC30J6wwY4lJBUb7lD4Ua0Dtz/I/KK08U+QkgMX/i/UboTHzxFysZlXjTzGFDpPKNpg2aRMFAUO1kFm5w4OaGejUkn8fn0VFr0mYXljGAWpJtr6PXgDQ7K0F3Y1UpJpZm5hcsXaZ0gS1jyxKQ258KlVan6y5Cf4ZT8XvHwBV79+Nbeuv5VB/yBv1L5BQAkkJA0MI9WkI+BLTarA6nR6QfLT5DrGvOx5cY9NMWiQvZnUR5M/hyNChhVY1b3V3LvlXvIt+UkZ4SSKo21iruq04vjfvVTTEIMFkJM9my+7AjyQMosTPSe4au1VcZmsvR170SvZFNqzI2tFOBphUUk6MyfkQNB0ymyw93Xs4/YNt/P1979OtimbNEMaTx568pScO4yAHOD5Y8+zJG8J5008j1erXk1+vrq7RhRXmqH924HOA1SkV0Sdgw7ffxMtRPvcfvTGTtIMaeMyuBkWPc4QgxWXpcmeBnOuAaMdRVEicRXjRfgAaOVMAopbFORaA1z1FzGD/eT5sPFX4qCKoTnWNneo8IkR3D0akmKkV5Wci2D3oB/Z0IZFhvxR8+2SJFGRZ+VY+wBWnRWD2vAZg/Vpxg0zbuDP5/wZg8bAr8/6Nb88/QlQdKQnwWDlWA34HGdh06VzoOsADQMNPPDRA2xs2hixj23ob+Cl4y+xrXUbV066mn2N/dR2DXLhrFym5KRwuKWPtj4Px9vHDqWGOxljtMLn/ULIo0wZsPJHsPJeQTlft0bMaKl1YMvn9ZrXkZC4sORC7ph/B0+sfgKDRizGKwtX4pN9bGvddnJvYAg72naQZkgbM/sy15jDIcmPHEPTPx4ONfexo7Ybo7WGxXkLSTUZUKskbjxTdI9WFIl5oXdrkpgl2/cMzY6juFQKk1On8NWlJdx4xkR+8/k53HhmCWdXZFOSKRbG6s7BoU5LkgvB0e6jlNvL0ahiz0sUpYhOY6RAzB7fSXBd3TpQJJYErfDaLWLeatV9sV9IdgXzuhpRSSrWNw4Zo9T01bClZQvfmvst7l9yP6uLV6N39YhZnZfjOJ+5uoUTXYhNyjHnMOAfYHCUjGCC3YhZr0GSJJZPzuLc6bmYdOK98AV9VDoqmaXowdsP878y9mXbDMKq3V5Ko7MFT3oZVL0/dEBP3Qh54GtVr6EoEpPMZ8Z+7YlAo4cvrYXUItj3N8g/DcpXw77nYPh17B2A/6mAh5eI31l8S9TTadVavjbza7i1Bzih+Snfeu97XPX6VTjcDv646o+cVXAWIDr39Q5XZEYtEYQLrIFhBdZr+1ow69SsmJLgHOmca4QdccseYR1cMcpYwhgusETRPSvfzvQJVt59ew1WpR9KV3BORQ6yAnMK7WjUyd1eCtJMKAo097ip6XTyt+317K7v4er5BQkXmp/hJGHNAxRwDq1tpfZSHl71MPNz5nNdxXVsbNrIze/dzPNHn2dmxkwmpyVusGE3aVF8aTQNNCesMujo96I2NBJQ/OMWWHl2I7Ivg053G57AKIY5HHcxTCK4pmoN3qCXJ899EqMmOSlrIthTLxpB40l8U0P7i0i0hUoF6aUsHxzg6fOfxul38sW3vsjtG24fozpQFEUwWN5iitPNkcc9fqGwWFyazqRsC0FfGvUnI7OLgt/t/R0fNn7IpNRJPHbOY1w56Uo2NW+iy911Ss4P8EHDB3S4Orhy8pWcXXg2Tr8zeav5ln2QOxRa7w/6Oew4HDFKcfkCPL29nn/sEu9LWMabaCHqcHpRG5uiugKPRqZFD4oOizYlYZamvd+LW30CvcockdDFgx6xxkdef+4sce8KeGH3kzBx6Ygc1O5ALSp0kX3HeFApZvpUEiTRgO91+ejTDzBVY4m6fufZjLT2eYSBmDn7U1lgnaIJ2U8Hwi4nVp0VAwGgJjmJoM0AspEvFv2UKQV+Xq16lVeqXuGVqlew6W2cln0aW1q24A640av11NfN4IFtYojznIocmnrcPPxhNYseeJ8Ug4aDP1494vzDrdrPzB+2eTTYRFCpbxD0Flj8DfEfiEKru4YACi+deImFuQujWurOyZ5Dii6FDxs/POkgTEVR2NG6g4U5C8d8oabZy3nBXU996y4mTliY9Lmf3FKH2ThAf6CDednzKD+zhEBQId9bA10GLps+i7/V23inZjM3zv4vtlZ3oZYkFg6Too3B1t+xP3MS4GR58Wy+vWyshM9q0JKZoqem08lZM4aysBLteiqKwtHuo5xTfE7c4+wGO1addYjBSskVxXGM0EBFUXi77m0KPEbubvuhWDyv+qvI1YiFrApSDr/COTO/wtOVT1NuL+ey8st4q/YtJCQuKR2SEPDej8WfsYKsazfC378k5GK2QvjGdnJMoTDmwbaEzSWOdB/BJ/uY3XZUyOoKxl4bOVY9NZ2DlNpLUVCoLT2TqTv/KmbOtEbRrQz93trqtTx/7AWCg6VMKj8Fsy8pOXDDO7Dp1zDtMsHqnVgn8t82/ALO+oGQcQ60iAJ38S1gj/2811VcR1V3A2sq97Kh+R1On7CI+5fcH7G5B9jbIExV5iZRYIXnPAa8opHzyt4m3jjQyuppORh1ScQzrH5AOCDOuGIsC2cOvcYeMeeiUkn86KJpND/+AIMaM6dfeB36Fi+v7W9hwTid+2goTBMSsMsf3hoJojyjLIPrFhcnfa7PkCTCrpejIgZmZ83m0XMeBWBm5kzu2nQXPtnH/UvuT+r0qSYdsj8dn+yl092ZkHlUTdcgGnMtEhJzssYGtA9HYZqJoGcCCoqQvpcNW8vaD4l5VPuQZHhzy2bmZs+NNM1ONSpb+7GbtOPOIVoNGtQqaWR2YHoZtO6nIr2Ch5Y/xMP7HmZd3TpmZMzgS9O+FDmstr+WXm8v/t58CouG5JN6jWhsLCpJZ19DL7I/jcZTIBGs66tjR9sOvjXnW9w08yZA5LL96cCf2NS0icsmXiCMGqJEVCSKnW07uXvz3RRbi1mWvwxXwIVaUrO1Zeu4RXYEvkFhqDVMEne85zjeoDcyf3XvmsO8uFu8JxfNyku6wGro7UE2tDEz47Jxj81IEfdkmy4jtkRwFP689xm01gMsn/D5hJpLFlU2bsTrn50VKixzZoj4nO4amDD03gVlBbeqllxtScISX42SQo8aIbWNhre+J/YKZ94u5sAAf3ctdTqJz9uiM3C5dgNdTi++gJhvb3V+PIXTJxGfFVgx4Ajpv5OdwQII+jI5M7+URbmLuG3ubdT21/JGzRtUOiqZlz2PKyZdgVVn5b5/iE7bN1eUkZmi5ztnT6Kx28XrB1pHdKLDsOltZBmzorvdGFOHhtCH46LfQNDP+sb1tA228YMFP4j62rUqLYtyF7GzLcaGOgHU9dfR4e5gQe5Ye+ZpOfOg9T0ON25OusBSFIUPj3Uws7yXQ36RvD6togx2PAp/uhNSJzL5ll3ogkXUDVQRlBVue34fkgRbvrcieifd0wedx9g8cTmKUsMlFbEX79JMM9WdTrLNogBLxkmwdbCVfl9/QsOkZfayoc9WkqBgQSi8VRmz2T3Re4KavhrudnZTm7WK0uv+OCThioXQXNBPS6+mzz/IT7b/hE53Jy8cfYEFOQtEUKqiiAHZ/c+J35GDY58/GIC/Xydsj8++TwTVbn6InGnCOTKZAmt/R8jgovUoLP9RVGldjtXA1moHZaGFuiq7nKlKUORhefqFFGL653in7h3u2nwXBeYymjvPZWLmKZqB0afAqh+Lv2dMFsXvmq+L/9/9lCiuChfDl18f91RatZYHlt1H5cHNaFwKD68ay7Ltru9Bq5aYMSFx6+jIDJYnwLZqB99+YT+Ts1P4+vIk8300OjjzO9F/lpIrWLwdj8Gir4Nay2lpXubrdiHPvQ51io2l5Qr3XDCVS2bHtxaOhsk5KRSlmyhMM3Hu9BxyrAbOKM9IOKz4M3wMhIuP3gYojB4uvrp4NRXpFWxs2sgFEy9I6vRTc60EPcLRbVfbLs4vOX+c34DqTidmWwMlqZPGlWHlWA2o3RWka8r5n93/w8LchUPFU9tBoQgIrS3tg+2c6DnBd+bFuM5PASpbB5iaYx13cyxJEqkmbaShAAim7chrEPCyKHcRi3IXcfN7N/On/X/igpILyDBm8MqJVyIz077BIorThwqsX14xkw3HOynJMNPgcCH70mh3VRKQA3FVFOPh1apXUUtqLisfKiomp04my5TFpuZNXNZ8DD58AKZ9Dq54IupaPh7+WvlXrDorT577JBqVBqvOyoyMGWxr2cY353wzsZO0HRSxHXlDDNa+zqEg+z6Xn7X7W8iw6Olyejnc0s+8olRSdCkJF1iNg8fAqDAjM7bxShhhozSLOj3hAuuDlrUE3fn86PQ7EjreosmiU5HGjkikZEeMLcKo7+lGZWim1HpFQucG0JFGl1pBaTyI9OadorG54oew7i7RwKjfAroUWPMNKD8Oai3q3g14jSqm5C+Oes5cmwFFgfZ+DxNtE1lbsxZFUT5VaoXPJIIx4AhpopNxEbToNVj0Gtr7ReGkVWspsBawNH8pv1j6C9ZetpaHVz3MysKVzM+eT12Xiy8tLuK750wOHa/i9/81l1uWl6GSiJolVJ5azsGug4kbLehTwJTGSydeItecy7L8ZTEPnZI2hWZn8xiJV6IIz18tzBlbQBXmLsYgyxzuSj5VvrrTiWPQh8FSj1FjZHLqZLGxfu/HYM6E7mqkxu1MMBfiVjrYVtNBx4CX9n4v64/FCJ5s3gMo7Al60ARyKcmMPeNRmmmhunMQu86OTqVLahgzbHCRyDBpRXoFR7uPEpBDxfWk1UL+1jXW3ejt2rdRIXG2y0XLjG+AJQEZWJYo8nRdx3lw2YPkW/L53d7fkWZI4/sLvi/CCJ/7vFgki5YIq3TfwAh3MUCE+rp7RH7S3Otg6kWw81FydGITlIwb5b7OfeRpbWQG5aHMrlHIthkY8ATINExAo9JQGRwQEoj3fgwbH4SyVTSk5nPv1nuZmTGTawt/hezJZ+Iw2cwpg9YAN7wLUy8GjVHI6XobxPuQBM4oz2Bf4wD9UUKH9zT0UJFni4QwJ4LhEsH/efcY2VY9a25ZQllWcnNQcSFJokPZ1wA7HxeF99vfRwLUi0XBKWS7JSfl+mczatlwx3KevmEh1ywsYuXU7M+Kq38WwgVWT33cwwpSCrhm6jVo1bGd8aKhNNNMqroUPam8VRsjVmQUqjr6CGprYzMXrm7RZAt4Uakk8tPMFMrX4Q16ufGdG3H6nGJNaz8suvkhvFv/LpBcDEUyCMoKx9r6mZqgMYvdpKNncBiDlTNDFAjDjHzuPO1OvEEv9227j9drXue+bfeRZ87j/PzrkH2ZFA1b6/JTTVyzsAhJkoSzsTeHoBJIyiVvNBRFMIMLcxeOYNslSWJp/lK2NG/BG7YCP/zySAe7BOEP+vmo9SPOKjgr8hwtvW6m2udx2HGYPm9fYicKx3gMkwjuattFjjmHHHMOr+xtwhuQefAKIRfcH4phKUwpTKjA8gVk+hUxwxTP2TKM8B7SqpnA0Z6jHHEciXt8n7cPh78GqzILiyGxBr9FZ0CjJGYis6lhF5IkMzsjQUYQMKoy8EsyvWot7PiTMFV7fJX4e0cl5M0R5knubqjbBIDsFfvBiolnRz1nrk2wu239HspTyxn0D9IymFwQ+ScdnxVYMdDtFAteqjm5G0m2VR8psOKhrd8jwgWzxnbZbUYtsgKDvrEs1gUlF1DXX8fzR59P+DUN+Ab4qPUjVhevjksJhyWI1b3VCZ97OLa3bifHnDOUyRTCH9ZXMec3R5nsC1A5EP8GPhwOp5fOAS8f1YqZj3b/YWZnzhZduAMvCObi8sdF52Tv3yhPnQhSkMe27cKoVZOZoucXbx/lD+ur2HxilEa8aRftajWtqhby9LOjPPsQSjIt9Ln99Lj8ZJuzaR1MnMo+1n0MlaSKBEXHw7SMaXiCnqH3f1Ioe+n429DfKmZ9AJffxWvVrzEnqMcVSMdWHP/1R5A6URQFbYew6W28fMnLvH/l+7x08Utivu/AC+K5lt4J17w45ITXtEPMYr39A6FtP/qGMFIpOUv8fOHN4O4hs/pDJKSEGb4+bx+723czS9GK+Z7s6DersFW7wxlkecFy1lS/huvSPwISZE5GufA33LHxDjQqDb9a9ivqHT60aokJSdqEJwx7AVz9tHDQDM9FRLFlj4czyzMJygrbqkcapgx4/Bxo6mVegvbsYVhCDNamE53srOvh62eVJVWgJYxJq8W/9d17RQxE5auw7I4RQeaf4d8QWqMwBehNfH1OBpIksXBiBrJzFptbNtPjie+OGpQV6p1HkSVf7AJr/U/hzduFPAkoSjPh6Enn9yt+T31/PY8fehx668R9IltIun1BH08efpK5WXOZlBrf/vpkUecYxOOXmZKbWHNDMFjDCqyCEIPYsD3y0ETbRL4191t82PghP9j0A2ZkzODx1Y8z03IVIFGUHt1hMc2sI+gqBoYcB08GR7uP0uRs4pyisVL3VQUrcQVcbOk5Iu4FpgxR+CaJPR17cAfckYD7v22v5/Sff8CzHxqRFZmPWj9K7ETV64Vs3SpGIfyyn22t2zhjwhkoisLzOxuZmW9j+ZQscqwG9jeJAqsgpYDavtpxZwTb+jyoTMfJ1BclFFGQbhFF0lT9ZaTp07jl/VvY0Lgh5vFCRaRQYk7wvo7IwlIHM6jvG//7u+v/s3ff4VFW2QPHv3cmvfeQSui9995BBAsoAqIioq66tt+qq+iqa127a0FBQRfsCAqoiKgg0lsgtNBJSAiE9F4mM/f3xzsJCUlIgoFQzud5eEwmb24ucZh5z73nnpO8Fa1N9AnvWuvx3U1GwHui3VjjfK5/c2PhYux/4bHDMP03aDUanDxg/Xuw6C5Qh3DSJhp7V/3eEGLvcZmUWVD2b7FWvcguIRJglXPoVA4LthrNftPyivF0dqjzCmojbxeSMgur3H2q+LOMflfNqgiwvFyNm6XsKtIExzYdS7/Qfvw3+r8k5dYu2l97fC0lthKGRg4963WlQcC5PMmLrEWsT1rPwLCBFbZ4s/ItvPv7QVBmwgodiC3OwGqzorUmPi2PBVsS+GbLsbIqSqVyCi10e/E3Js7ewKYj6QT45JOQe/T0quPOBUYT1CYDoP142PM93QKNPOo18bEMbxvMWzd1Ii23iNd/2c8zS884y3R8K98FNwZlo7vf6LP+3ZqVK3TRIaAD646vq3W1xdj0WKK8oiocpP51bzKbj1auztfe37gJKOtT5R1u7NTEfA0fDYa5I9m0cAqPL7mJ5PxkHkyOZ5FtAOF+tdypMZmg6SDYvQgshTiajEbaZpPZKO/+27+NXO3BM8DJDQLth9i/u9v4nk2z4aNBRrPa8J6nS3g37guNOuC46WOivKNYd3xdjW9SNm1jxpoZZBdlMyX1pHEI11T1y1Fps+GTWYXc1vY2copzmH9yLfzfbpj+G5sLjrM3bS+Pdn+UEI8Q4lLzaOzvbpSXPZ9K89pDOtVuB7GcrpG++Lk78cUmI6Uju9BCUYmV15bvp6jExrgudUux83NzommgO4t3JOHkYOL6On5/rSll9MAL7WI0r+z7IPR/5Pz8LHFh+USetwALoFcTfzKTu2DTmve2v3fWa+PTszEFLMXF5E6vkCpSynOSIfozI4Nh26eQuI1IPzf2JGWTkR7BmCZjmb9nPkt2z8cG0Kg9J/NO8uCqBzmVf4q/dfpblT83u9DCjzuT/lJvpz32Viu1bS3g6+ZERl65nWzPYGMxLKFiQDG13VTmjpzLw10fZs6oObg5unE0JQ8XRxPBni5Vju3n7oQu8cHDHEh0cnSV19TGsqPLMCtz5XuIU/voufxZfKxWlrs5G1kIXW4xKhrn1a3a7rrj63AwOdCrkXHE4H/r4wDIzQ7Bxexeu6bD+elw+Hdod/r81Y5TO8iz5DEgbAA7EjLZdzKHST2MHdtOEd7ssO9g9Q/rz4m8E8xY8Slfba6+GvHeU4mY3eLoGVR9NlB5zg5mvFwcyC1w5v1h7+Pt4s2Dqx5k3p55LD28lBVxKypkfaxK+ANtc6JjUO3bB/i5O2HJDyc2PfasixcWq4Vtab9jzW9MU/+znE8/g49TIAAnut0K05bB1B/hvo3QfRqYzGB2MBZpet0Dh1eiY3/gZ+dg/F1aVbuoX/59vXx9gcuJBFjlPL14D/9cuJNb5m7icEouUQF1TzEK9XZlR0ImI95ezbG06m/CSwOsqnawvOwH1rMLKqcPKaV4po/R+PT5jc/X6o3g92O/4+fiR8eAjme9LswjDFcH13N6km86sYn8kvxKL8CLdxynqMTGc9e1w73IlwJsbDuxn4kfbWTQ63/wz0U7eXzRLm78cD3F5Zqk/ufnfYBx0HnDkTQiw40XvP5h/Y3KOCd2nN5B6XIrWPIZZjkCgMkplWs6hjCgRSBrHx/KtH5RHEnJI6s0z91SiOXoGha4mChJhKdEAAAgAElEQVTJbUG7oLP3sWhmP8tzOCWXya0nk2PJ4ct9X2KtoSJiakEqG5M2VjignZ5XzP1fRjP1k81EH6v4QhjpFYmHo0fFlcZu04wt+NyTrMs5wt9yY1iTG8ed2flEEsz/1Dh83eqwy9r7XshPNXarylv7FuSehKtePR3ouAcafxxd4Zbv4KEYuPFTo9Lc4MdPf69SxsplSiy3BvZiV+ouPtv72VmD0Fkxs1hzfA2Pt5pCp4wkaFF9EZDSHayT2YV0DurMyMYjmbljJosTfgeTiW/2f4O3szejmxiB8tHUPJqcw7/dOmvU0Vixa1XzeZIzOTmYuHtgU/48kMJ30Yn0efl3Wj+9nM82xnNr78Z0CK/9+SswCk78fbDxJjWybTDernXbea8T9wCY/gs8dRJGvlBtYCwuMT6Na0wR/Cuu6RRKgHMkznkDWHhgIbtSdlV77TvR72J2TWR66yeq3iXYuxisRTD5G2NXfvtnRNiLpNw1fytJR4bR1r8t/zq6iPFhIbyR+CvjlowjOjmaGT1n0De0b5U/9+nFu7n/y+1sPFL79hTlaa35fGM8gZ7OtAyu7Q6WU8UdLDDOdB7baKThltMzpCfTO0zH2WyknR1OyaVpgAemahaT3JzMODuYCHBoRfSp6HMKHIusRSw+tJihkUPxdSm3s56XCl9MwDE9juF5+fzh5kpuo/ZGcQltM4oB1cGa42vo5hSI26z+HEhKo3PaTyxq9TutzCkEqeZsSNpQ8/xjl4KtxGimXm5cB5MDvUJ6MW99HG5OZq7tbJwHbB/qTXxaPm+u2M8b33ngbG3MTyff5rnNjxGTUHWgsiphJUppRjc5e+Gq8ozzXsW08W/D56M/p71/e97Y+gZPrX2KR1Y/wuhFo3lq7VPM3zOfH4/8iCWzGy0Ca5/F0C7Um5z0tli1tUKF4PJyinOYuWMmOSUpmLOH4uVS+/N4TXyNrKSk3BPG+71XSIWqhGWGPQ2Px/H7+MWkuRTQLbD6INTTxRFPZwdOZBXi4eRBqHsoB9IrprFarJZ6rVB5ock7o11abhGb44wX1c1H04mOz6hzHxeAf4xsyb/GtCEtr5i7P6u+Ad/BU7l4uTgYJTzP4OVaOcAqKrGy/nAqB5JzCPUI5aGuD7Hu+DqWHl561vnkWfJYnbCakY1H1lgxxqRMNPNuVnZuqC5WHluJh6MHPRudLnChtearzcfoEObNhG7h2LRxBuiZ779mV2IWT13dhl//byAzb+7KkdQ85m+IA4zg8+vNx8purFNyisB1HyHuITT1bmocYrUWQ3h34weFd4eAVoQcWIayuePimkZwYBq7UnaRlH8Un8A9KMf00wFN3FqWOUOqLqY4fUDZG3N1Qn1ccXYwcSQll06BnegS1IV3ot9h2i/TyCmuXE6/1KyYWVhsFu5of7r0+Febj1FUYsPVycz4D9bz6vJ9ZV8zKROjokbxw+EfeHnTy6w8ttLoReTizbbQtvxfaBjN3UNZ59mLh8KG8XbQSwT6etftUGiTQRDa1UjxSjeqwVGQARs/hA4TIKLH6WuVglu/h3vWGTtfPhHGbuGYN08Ht6Xa3wBuAVwfF0Nzn+a8vvV1pv0yrdJ5PqvNyoq4FXwY8yHXNruWiXnFoEwVe3adoWyly556+8qAV+gd0psXNrzA3Svu5tf4X7mxxY04mZx4evFuDiTn0i70AjSmdXKDv2+G/ud2WP62Po0J83HlHwtisGm4Z1Az3pnUmWfG1lz6tyrXdQ7l9r5R/H3IX+v/VWuX0WFkgdGOICvRKGJzHvi5O/HqjR05lTAYDwdfXtj4gnFO6gxrEtew8sQCSjJ7c0vHanptHdsAXuEQ3s24od+9iFEtvRndvhF/G9SUP/cVcU3Qi7xi80M5uDBv3xd0De7KomsWcXObm6scctORNJbsMLJCFmw9t7LmS2OS2Hw0nb8PboaTQ+1ur3zcHcnMt1QMHhr3NRbCztKmA4ysitJWIlUpPYflqduTWpBau12gM6yIW0FmUSY3tTqjL96yx4yy/lO+Zfx18ykwmfgxaY2xu+0ZaqSS19LJvJMcyjxE/1NxkH4El28m8objbLrFz+UXx39w08l1JOUlnb3PZUkxrHvHSG0vd/5qy4ktdAzoSFK6jSUxSdzap3HZmdXSc3LvrTxEQnohaUem0MVnNI6ee5m+4Avu+Wwbu4+fPvtltVlZn7IEa2EwvcNr3z8twMPZ6OsGuDm68b/R/2PxdYtZNm4Z34z9hvEtxrMqYRWvb30dZ5MbRanDq8xuqk77MG9shaH4O4ey+NDiSou/aQVp3PzTzczdPRdP3ZZQ5y51um9o7h+MtjlwJLMW1ShdffkpYTVaK0Y3ueqslzbyduFEltErtkejHvwa/ysf7fyI3+J/48/EP5nwwwQeXf3oX9pRbkhSRdBu+Z6TWG2a569rxzNL9pBXbKV1Lbf4ywvxduXOAU0ptFh5Y8UBcotKyv4xl7ctLoNOEVU3Ei3bwSqXIvjU97tZuC2RcF9X1j4+lEmtJrH86HKeWf8M65LWMbn15EqlbFcnrObNbW9SaC2sVdUmgIERA/lgxwdsPrG5ymqAVbHajFWTAWEDKhx+Lt2Of3lcB5RS9Os2jmUJ69ElMcy69QEGtTS2nZsHeTC4VSBvrNhP18a+vLliPy6OZuZM7c7Y99YCJSQW7GRMs6uN31eiPXANswdYSkHrMbD+XSJbjeCkwy6m/XJrheaE7k1cePTHbD52m0yTfUuY6etDkFNjDue1KCsPXR2zSdEkwJ0jKXkopZg9YjY/HvmRlze+TN+v+hLlFUWYZxjNvZsT4hFCgGsAKfkpfLP/G25ufXNZE0OtNQu2JtC3mT/vTu7CPxfu5PON8Tw8vEVZKurDXR9mVcIqvtr3FcuPLqf7+B/ZdfUL/GPnTILdw5h11ae42w8Ab39nDeG+dSwmoBTcONdIOVxwq1GwYceXRn+LvlVUaWpU8yFewCj+0P0OHP98nQX3b+K3nCPMWDOD0YtGc3XTq3E0ObIrdRd70/ZSUFJAG782PN3zSdTHw4wS6+4B1Q7t5uSAt6sjSZnGC7Gj2ZHXBr7G1OVTOZZzjIe6PsTt7W5nUfRxPtsYz9Q+jblnUB2r550r73NPxXNzcuDTaT24be5m7h3cjKl9o/7SVBzMJv59be3TSoSowCcStNWoilmupHl9GtQikAgfX3yKJhKb/iFjvh/DgLABRJ+KpktQF7oEdeG97e/haA2ljestVb53ojXEbzDSw8FY9Nn5NREFsXx4i3HOZvX+FOauPsTygv2M7nY7WUMer7j7UoXPNsbj4+bIiDbBfLf9ODsTM+kR5ccz17Qt69t3Nj/tPMFDX++gU4QPk3rW/vfn5+ZEsdVGdkEJ3qXZCKVnOg+uON0T8QyFFiuJGfk1phP7uTvhXNSVIPcg5uyaQ9/QvnW6uf4y9kuivKIqLJ4St9YoZjHoCQjrSnutaevflrm752LVVm5qdRWOO74ymld71lwKf91xo39lv2xjkTsyawsbnfrQ+6532LDiW/ofeZc38GD9tlk0Hvxy1Ys70fOMkuRTFpZ9Pc+SR2x6LNPbT+fFn2JxczTzt4Gn3xvalFuI6988gEk9uzCq3Y0M+mYzRX5L2ZCWyNYvWrDlsTuIz47n89jPySxJxLNgGs51OOMa4OnEvpOnF2MdTY4VKu227dOWp3o/xZHMIyzcmsys3ZlnDZzP1DbEC7PJREuXa9hwajb/3vBvnu/7PEopcopzuPe3ezmZd5J3Bs3k3jk5jOxZ/fttVRr7u6MtPsRlHq/xWovNwsaUn7HmNaNL6Nn/HYT4uJKUaSycPt7zcfak7amQPhziHsI/2v/jkq0sKAGWXXxaPs2DPLipewTP/7CXEpumzTnsYJUqTQ84kJxTqdlgWm4R+5Nzyrapz1R2Bsu+g6W15s8DRjW8xIwCsgoseLs6MnP4TD7c8SFLDy/lj4Q/+OH6Hwh2N0py/nTkJ55c+yQ2bSPCM6Ks/0NNprWbxtJDS7l/5f3c0uYWHujyQI1P7p2pO0kvTK+UHvj15oQK2/Ejhozk8zn/R5rPSQa2qFiJ6LUbO3L1O2sZ/8F6lIJXxnegfZg3jbxcKHQ4QIE1v+zwK8e3GiWjy9/cNh8Oa9/iw5ajeSTxJ1wcXBgaYcync1Bn7vjpYYoDZzH190/woIhiBweGedxDvMlUVs3mbMJ8XEnKMl4IXB1cmdByAi18WrAhaQN70vaQWpDKF0lfUKJPB8W9GvXi0e6Pln1+JDWP+LR87hzQlAAPZ27r05iV+07x54FURrQ1/r/5uPiwYOwCYtNjeWDlAwz+ZjAWm4XGXo2ZO2puWXWlQouVQ6dyGdCibi+UgFGQYPzH8OVNMGc4ZCUYQU5I7Z4j1eoxHda+jePmOYy++nWC3IL4MvZLFuxfgELR2r8145qPo7Vfa4ZGDsVl7duQEgvjPqpx6Mb+bsSXS7n1dfFl6fWnd29Tcop44ce99Ijy5dlr2lWbMnOxaRnsyYYZQy/ZNxBxGfG1p0qnHaqfACsj3qiE13qMcU4DI5V1XJdw3ltZwCd3/4/PD3zAksNL6NmoJ6sSVrH08FJ8nf3IjJvI4KHVBA4ZcUY6c2k5+dKFtsStENUfpRR/H9Kcj75ehHIuQEX0rDG4yiqwsGJvMpN7RHD3IGP3KSWniAVbE8jMt/DhLV3P+m80r6iE53/cQ4cwb765u3edCsy0CzVSIKOPZTCktCm4V4iRgnxgBfT/vyq/Lz4tH5um+htxmw3yUvBzdyIjr4Q7et3BK5tfYfbO2dzT6Z5azW1nyk52p+1mRs8ZmJR9R85aYhQW8Y6Afg8Bxnv4/3X9P55e9xyvbH6FFX5t+VRbMf36LIyfXePPWZWwkhCbIsi1MXsdvGhbEE18y9vpHdiKiKv/wadvJBFmWcWG2AVMLrTBqJfLnlNloucZu2flCg5tP7Udq7ZSkBPF6gMpPHtN2wqtd0K9XfBycSC7sITJPSMZ09EojPFs3xm8vuV1kk0/UQSM/X4JibnxaK3RuR0YFlm3okZBni6s3p9y1jLkJmWiuW9zktNzCfQsKFtorw1XJzMtgjwozujJPV0Us2JmYdM2LFYL65KMM+PvDH2HouxWFJVsZXibmpsXlxfp54bN4svhrH0UlBRUOFN+OCUXi9VG60ZGsPpL3C/kWtNwzr++rD9jdcJ9XdllLzLi6eTJgmsWkF6QzqHMQ1hsFvqG9sXJXPtWSRcbCbDsnry6DY+MbImzg5m2oV7sTMyi1V8IsEqfbAdOVg6wSgsc9K6mCe7pHSwjwIpLy+dUThHD2wTxW+wpDiTn0CPKDy8nLx7v+ThT2kzhusXX8cSaJxjeeDhHs47y7YFv6RbcjWf7PIu7o/vpF8cauDi4MHvEbN7b/h4f7/qYuOw4hkYOZVTjUdWW5l15bCUOJoeyAGjGd7tIySliS1w6V7VrdHoV0uzA1S6hvEgqMSkxpxviYbwAfXdvX36NTaZNI0/6NjcChzv6R7EmbTW7cx3oHdIbLAXGm06rM7aeI3qCkycRCdv45hrjfFH5F7Ifxn/HnOgfiYn5gq7m/YwY9Dyf7Q4l3DerVsUQGnm7sO2MM1OdgzpX+DtkFGZQbC0mLjsOkzLRNahrhbTMP+wl4wfbd+76NQ/Ax82Rn3efKAuwAILdgwl2D2Zq26mkFKQwMHwgA8IH4OV0erVtT1IWxVZbnZrRVtBylFGBcd1/jYIVV/3n3MYpz7MRdJoI0fNh4GN0C+5Gt+Bu5FvycTQ5Vnz+xK+HP9+AzrcY31ODxv7u7KgmJx7g3z/socBi5ZUbOl4ywVUpCa7ERaF0pyR5DzQ7e0GkGh1YAV9NNM7i9LgLrn69bFdhQrdw3lt5kG0HPJgzcg5F1iJcHFywWC0k5CSwcpeNF3fsL8twqGTvYuO/je0Fj9z9wTcKjm8ru2RsxxAyfzsKOZAd2J2aclF+2nmC4hIbN3QLJ8zHlZfGGTv37/1+kDd/PcD+5Jyy9/SqfLYxnuTsIj6Y0rXO1Tu7R/ni5GBi3aFUhrQOYv2hVD7bGM+rkUPx2vKe0SbDq/Ji7OEUe6Gsqvr9aW306tu1kK4R/2Vxfhjjm01kyd5NzNwxEz/nAG5qXXMfpC/3fYm7o3vFxs0xXxm9jybMM9KkgTlrjvDq8nQs1vtx9FtDND+xo+tkum6ZZ6SPt6z+vFJucS7rj69nUk4Wr6XfyDFbAMNN/rTvbpT3Dvd1Y2voFDJKbKxz38D+7XNplZ8GN8w5PUjKAePowFWvVNjd2nxyM2ZlZt5KTc8ov0pNy5VStAnxYtPRdLpEnm7VMipqFKOiRvFL7GEe+PFDvH2zGdFuKGHmkTz29VFGDK9bg+pQHxfyiq1kF5ac9XyszaZZczCFPs3qvnDaPcqXRduO886kuziZd5Ilh5bg5+LHkIghjGsxjm7B3fjHNzvwcHagZ5O6NYIP83HFktGPDI95TPxxIsMjh3NPp3s4mVnC+A/W4+RgYsMTQym05jNz+0wcrY1o6tm9xnEjfN3IyLeUZXo5mhzL7n8uB3IGq5zSNK3BLQNpFeyJfx16YJ0p3NcVNydzhW1hMHK0n126B1dHMx2rOche2jQ0u8DYDdl0xKjGU5pCdOaY4Z7h/LPHP4lNj+WVza+w9PBShkYMZeawmTT2alyhb0VtRHpFGilYbaey8cRGZqyZwZRlU6rMly+yFrH08FL6hfbDw8mDlJwivt2awG+xyWQVWLiqfcUXomvaTMbTauOjLW9UyhOO9Hdjev8mZcEVwPT+UaTYNtMtuBvuju6wdwkUZRmFLcozO0JUf4hfj1Kq0k1rmLcfz/YYzbzsPQxPCyco9AY2H02naS2b0Yb6uJKZb6GguPrCFr4uvgS7B9MrpBc9GvWodOZt5b5kmgd5lJ35cjSb6BnlR3R81YHDoz0e5dWBrzKm6ZgKwRVAdLyx6nNm8F4nHW6Ee9bCLQuN5pb1of8/jPNxa94qe8jN0c0IrgoyYPVr8McrsHC6sUo++tVaDdvE343jGQUVCqGUSs0t4qedJ5jev0nVNxtCiJq5B4BHIyPA+isyE4wznn5NoefdsOVjo/iAXYSfG8PbBPPl5mMUWKy4OBhnLB3NjoS6N+bjNXH0bOJXdRW+3FPGa0uLkWV9/QBjF6tcgKWU4ga3HeyyRTEnpqDGKS+KTqRFkEel5t5jOxmBzfZjmdV+r9Wm+WJTPL2b+tGtcd1uXAFcHM30iPJl7aFUTmYVcv9X2/l590kmb2mODUhe8RYzvttFblHFs3F7k7Ixm1TVO1ibZhmBkMnMHUnPk56WyvR5W9m8ZTgluS15adOLNfbFSi1I5Ze4XxjXfJzx3ltqz3dGme6212GzaZbsOM5/ft5HzyZ+vHB9e+7rNgVtc2C2doOgdvDDg2c91/dn4mosuoTeeRDjOwrPdiOZ6XoPnSJOv7fdPaAp6UmDKSrx5M7wKDYdXGos0pXa8blxlrfduApjr0lcg5dqicKZ/07qXOVi6sCWgbQJ8SorG15el/AwitOGMNxvBvnJo3js66O4O5npU83ieHVKs2RKzxtVZ+fxLFJzixnWum5VaQEmdIugwGJlacwJXuj3Ajun7mTVTat4sf+LdAvuRuyJbBbvOM6N3cJrfT6wlJODiWCHLrR1vBs/Fz8+3vUxfb/qx9glI7CGP01+0PNc892NXPXdVSTlJpGVcD1Xtas6Q6u8CD/j95KQXruqzJcaCbCq8PDwlix7aMBfGsNkUrQI9uRA8ulg6FROIU99tws/dydeuaEDjuaqf/0OZhPuTmayC42Dr0vtXcf7Nw/A08WBfSeyK33PxNYTWT1xNX/c9Aebbt7E20PerrCNW1dKKR7t8SjrJq3j9YGvczDjIJN/mszsmNkVmtktO7KM9MJ0prSZAhhvVCU2jbODCTcnMwPPWIV06zCBe7JzWZMawzPrn6nx8OKa42s4nnucCS0nGA/s+MJ4447qX/niiB6QdtAo1Xqm5D2w4DY8KOTZ4tsY8+4a0vOKeXh47QKL0hffml4gq3MgOYd1h9IYa09BKNUpwoe4tPzTFQ5raVt8BpF+bufU0PW88m9mNN3d/BGcKNdUOvozeLcrrHoZ/viPUZlw4mfgXLuAqLG/OzYNiRmVX4hLe5yNbl+3VUUhxBkatYeTu2u+rjobZsJ/2xupv0OeglH/MW6yf/kXWE73h7x7YFMy8ot58KvtHEjO4ffYZGavPsy0T7eQnF3Ew8NaGItkJUVGS47o+XDwV5h/nfHYyBcr/tywbpB93OgXCJB7CrfkaOICBvPJujiyqqjIW+poah7b4jO4sVt4pYW5KH83fN0c2X6s+t3zPw+kkJBewC29G9f992U3sEUg+07mcMOH6ym0WPn4tu64BzdnSUlvPHfN5+fNe7jns21Yy7V/+fNgCl0ifCqfD9vzPSx/AlqPhak/4GlJYYbDF6w/nMabE7rSz+tBrFZnnlzzTLXNe49lH+ORPx7BarMyqfWk018oyjXOX7W8CpTiozVHeOjrHbQI8uDDW7pxa+/GPDikPS6WDmxIWc2pXvdCzgkjrb8av+2eT2BJCb/m38Bbt/Rh5s1dWfP4EBzK3R+N6RjCyoevJTjvQTKLvPh7oyCSVz0PVouRirppNrQbX+G81/Hc4xzKPER+RksGtgwg1Kfq+6G/D2nOzw8NqDKTINDDGR83R5bGJDFnzRGuateI/93Rs867lKE+9vuHzOp7pC6NSeKJRTsxKRjcqprd27PoGO5N2xAvPl17lEKLsRBc/u/0+i/78XJ1rPU9z5ki/dzYta857ukPMiboaYrSe6IK2jIkYjgOJeFk5DgyMGwIfb0eQhdGcW2nWgRYvsZic2LGud1XXewkRbAK9ZVi1CHMi4XbEknKLGD26sPM2xCPg0kxc0rXGlfavVwdyS6wsGBrAusPp/Hcte1QStG6kSe/7EnG29WROwc0rZBP7Gx2xtm1fm+4lVJc1eQqnM3OfLL7E97f8T4f7fyICa0m4Obgxuexn9PGrw29Q3pjtRklantG+XF9lzDyi0sqvxC5+nJbxAhyj6/kw8NLcTY7c3u728sKQZT305GfeHPrmwS7BTMscpjRVyNuLQx4pOpDruH2Q7jHt0GLct3DUw/Bp0YJbzX2Le4zDWPFnmRGd2hEx3CfyuNUoXzPhtruepX30Z9HcHE0VUpR6GT/+TuPZzKgRfUvqsczCziZVcjCbQkcTM5la3wGk+twkPqCGvYs7FsG88ZCv4fB7AQrnjJSeka/aqySu3iDQ+1zq0tbJsSl5VX6/f95wDhn0D60bqXNhRBnCG4PR1YbN67VpIRX6+BvsOJp4+a7+3TjNVgpGPUSfHY97Pwaut0OQI8oP/59TTueXbqH32JPlQ3h4ezAazd0PJ3FsOxRI7gq5ewFUxac7tFXKtSeqn1yp3F+acscQNN84ERyv87g173J3Ngt/PRUk3OYu/Yo/762HR+sOoSTuerecUopukT6En2WHazSsuwj2577As9tfaKIPpbBqv0pzJ3anQEtAhnaOogXP5nGuMR1vN1kM9MOeTJvfRx39G9Cel4xu45n8X/Dq2iWvOkjY4dpwv/A7Iilx9+4ecuH9JryLM3ahNOnmT/DZl3PAfPXjF8ynpvb3IxJmZjYaiJujm78Fv8bM9bMwNHkyEv9X6KxV7nA8cgqI0PB3lbj++jjdGvsy4K/9SnbHTKbFPd3vZs3dj3Azfu/Y4nJAfeDv54+M1dOfnEef6bvZUieCffed5SdXa+q/2iEnxsf3DSaq2YWYWr+Oh9n7+Nfn1xlHBtAwYjnKlxf2sw3LaUFfepY1KGUUooAD2d2JGTi6+bIqzd0PF2IpA5Kd7CSqlmgXRqTxENfbyfc15Xp/Zvg41b3c0dKKR4f3Zqpn2zmuR/28NL1HTiSmoerk5kii5WV+07x8PAW5zQ2GBWyv9p0jNUHUkjLc6d1o4l8fEt3Ivzc+HrzMWZ8v4sVSc6k5hYxpkMIQV5V92YrL9z38t7BkgDrPPrbwGZ8uzWRW+Zu4khKHld3aMS1ncJqlcbk5eJIWl4x//3tIN0a+3KrfXXspu4RzF17lFmrD/NbbDK/PDzwgpzhGBI5hCGRQziZd5LXtrzGgv0LsNgs9GjUg1cHvIpSihW7T5CYUcC/xrStlBpYwYjnuXfmL2T4+PDNgYV8e+BbOgR04OGuD9MluAslthLe3/4+8/fOp0NAB57s9SQOJgfYv8zI6W9dTene0C5GmkDiltMBVvoR+HwcmBzgrlXg25jrgOs61636W2jZC2T1K1DVKbRYWbbrBNd3DqsQEANl/Y5iEqoPsLTWTPpoAwnpBTiZTbQL8+Jvg5ry8LAq3lwvBm5+cMdyWHI//G5/0wvvYZR8dzi3BYAof2OlKy614gtxVr6FPw6k0L95wCV39kqIi05we7BZ4Hg0RFbR4LcqWhtB0M//hOC2RgEdl3LpfU0HG9VIN3wAXW4r65s2tW8UA1oEsDU+g6YB7rRs5ImHk8Ppf8dH1xjj9n3A6AeYcdToD+VURUpcsL1k9smdxnmlNW9Ch5to3akPYctX8dPOpLIAy2rTPPptDDGJWfh7OLEwOpE7+zchuJobwq6RPqzcd6qsuFR5Cen5rNx/ivuHNK9z2lV5rk5mZt3SjdyikrLCAGaT4qlpN1DwxbcMTlrIrU168vov++nb3J89x7PRmspFjjLi4Nh6GPp0WYDsPOgfED2XZrGzIOAfhAa2Ylrnccza6EdIux/5b/R/AeO81YjGI1iwfwGtfFvx1uC3Kp6FyTwGy2cYBaYi+3A0NY/9yTk8e03bSql3t3fvz68H7iOm+H3uCI/kvweXETL4iUpB+7rtsylSkJXXm8cH1byz0qqRJwObtCImty/feK3DP+8E92RmoyZ/Cd6nA2iLzcLnsZ8T7NyMHEsAfZvVLceHEyUAACAASURBVKWvvKs7hPDu7wf537Se5xRcAQR5OmNSVe9gncop5Knvd9E10pcv7uxV592x8ga1DOSeQc2YtfowP+08QXZhCYGezvRr5o+T2cSUXue+y9ojyo8eUX5Ybdp4njqf/rc6qWck4b5ufLEpnhBvVx4f3aqG0Qx+7k64OZlJqCIz5XIgAdZ5FOHnxnPXtmPmH4cY1S6YdyZ1qTYt8Exerg6s3Ges7P1nfIeyJ/KE7hFM6B7Bgi0J/HPRTjYfTad1Iy8KLNayXZbzqZF7I94a/BZWmxUbNhxNxguO1aZ5f9UhIv3cKhRsqJJXKGrgozz16zNMu/krVpakM2fXHKavmI5ZGS8uVm1lYquJPN7zceNnaG00x/WOrL7anbOH8Ua+40vjzSAvFRI2GdWGbvnO6PNyrn/vsh2sum9lbzySRn6xlZHtKv9evF0daRroztZqzmGB0eskIb2A2/o0Zlq/Jhemie5f5d8M7vgZcpKN/xeNOpxzcAXGC7G3qyMH7Q26i0tsOJoVjy2MIbvAwvT+Z28WLYSohRYjwM0ffvs3TFtWu15na96AlS8aO9Q3za8YXIExRt8H4bu7YNkjcPWbZUFW00CP6jMCtn9u7HQPfdp47aiqsWkpFy+jCuLxaOOcrqsfjDYW/sZ0DOHTdUf5Y/8pBrcKYvafh4lJzMLRrJi56jA+bo7cP6T6m/v29nNZsSeyKxWmen/lIcxK1Us2gVKqUtU1B7MJh9EvwvxreS7tEQ45P88dn26hxKZpEeRRMQMjNwUW32csMnYs17PKI8goNBHzlbGLeN0HPDB0Est2nSD3yAN8O70V+dY03ol+hy9iv6C1X2veHfou/q7+sPs7ozqftcSoCAlw+4/g4MSKPcZRgZHtql5M/eD62xn6YS4H/eYxyiUH78+64u8Riq9bU/an76aRkx/WgkQCSmy4RkwnoJZn3u8a0JRbPhlNv14ufMDvHG1zEy9E9aP8d8/bM4+EnASa2x4izMeVpn/hPfOhYS14cGjzCimLdeVgNhHs5VJpB+u76EReXb6PohIbr9/Y8S8FV6Uev6oVjbyc2Z6QSZMAd/7720EW70jijn5N6uVIgdmkqizU0b9FAP3rWNVYKUWErxsJ6ZIiKM7BpJ6RdeqJUSo11+js3incu8pqStd0CuWFH/fyzu8HWX84zcgTf6bmzuI5hRa+3pyAr7tThZSJujKbzJg5/WKwcFsCe5Kyeaeag6SV9LgT1r9H6Oo3uWXaMsa1GMf6pPXEpsWilKJ/WP+Kfb32Loa4NZWqBFUy5i34ajLsXWoUUWjcD6562Ti39Re4OJrxc3c6px2s32NP4eJoom81lYEGtQzki03HyC8uqbLfytqDRvXBuwY0rbEp8kXHM9j48xcppegY7s3OxEwS0vMZ98F6PF0cOJqax7/GtKFTRO1SPYUQZ+HqA8OegR8egt2LjEI4Z7Pne1j5ktGkfPzH1b82d5hgVJ5b9w4U58P1H1Qus12epcBoVNvu+tovzIR0NIIrgIlfGDvpGDtlK/ed4vZPt9CziR9b4tIZ0zGEYE8XPll3lIeGtTjrzkRpsY0zA6zoYxks2JbAnf2bVHu+p14EtoQ7f8M0ZzjzbG/wsO1hfs2N4H9T2mI+/BsU5xml9bd+ajQnHje7cpn9Ec8bzYt3L4Ilf8c1+zhv3nQXE2dv4K1lKcy+tRvzRs/Dpm2nKw5vnAXLHwe/ZsbZppajYOhTZe+law6m0rqRJ2HV/N293Rz59/CJPLjQn1s7b0Alryau6AiHs5IYUJDPWrc0ss1mhia3Ycx1tX9/7tfcn9bBvpw8cj33D2vH+zveZd8PhxgSMYR2/u3YmryVr/Z9xYDQIfyyKoS7B4b+pSwf437mr2dHhHi7sDUugxNZBYR4u7Js1wke+TaGLhE+vHVT53M6elAVpRS392vC7fbPj6bmcSA5l8dG1W5X6UKL9HfjaGpeQ0/jvJAA6yLVr7k/R1PzmDml6v4brk5m7hrYlLd+NSoBZeRbSMosqPaFPreohLUHU3h52T6O2fNdx3YMqZcVE4vVxju/HaRLpE+tDjYCRprH6Ndg4TRYfB/u42YzovEIRjQeUfE6mw12fWu84Yd0Mkr+nk14d3hgq7Hj5Vq/N92hPi4cS6vbVrbVplmx9yQDWgRW+7se3iaYT9fFsfZgapWrgav2pxDl73bpBVf1rFO4Dx+uPszdn22jyGIlu9DCiLbBsnslRH3qcqtxs77iX8aOlou30TDWI9g4f5OVaGQT7PjqdA+9a945+8KXUjD8OXDyhFUvgtkBrnm3YpCVmWAEbHmnIPYHKM4xdl5qq1EHI8BqfyO0OZ1GHubjyk8P9uf9lYdYGpPEpB6RPDO2LdmFFnzdHGssThHo6Yy/uxOx5YpLncwq5P4vogn1duXBYfVUgfVsvMPh5gU4fX0zH2T9k+Jm/XH68RSklqsEGNgGJn9ZdYaHR5BRfKjDBFj6IKx6iW639uDRUa145ed9bNl7kJ7eOZhCOxtp+Du/gV+eNNLxb/y00nnZQouVzXHpZUcXqnN1hxDeWBHB9zuDsRUN4xW/n+hr3os1bBD9Dm7C5HSK1y2TebW6kvxVUErx6MhW3Dl/K1knBvDOkGb8b8//mL93PiW2EkzKxOTWkwm2TGCZ7UCNjZgvlFAfV6KPZTLotT+Y2COCb7Yk0DXSl8+n98LV6a/fh1Xn7Zs6Y9P6L+3AnU8tgjxYte8UFqut1hlelwoJsC5Sz17TjidGt6m6k73dg8NaMKVXJIdO5TLxo41siUuv8myRzaa5de4mth/LJMDDmQeHNufdlYf480BKtdv7VSm0WEnPK8bP3YkNh9N4b+VBGnm7MKx1MElZhbw0rkPdVoraj4fMeCMd5cgfUFJovDmM/+h0PvX3dxsBVlh3mPyV8cZcE5fzU+ygY7gPP+xIwmrTFXbptNbEJGYR4OFEuG/FIGjD4TSSs4u4/ixnvnpE+eHp7MDvsacq/f+Ys+YIqw+kXJg38Ytcx3BvrDZN7Ils3rqpEwNbBuLj6ih9pISoTyYzjHkTPhkFX90MLYYbr9E+kUYQhL2SXYuRxk17n/uqPhd1JqVg0GPGGa/Vr0LyXmh7rbFDkhEHq14y3gOUyejDNeBR4/xWbbW51khjG/1apS85O5h5ZGQrHhl5ehXf1cnMA7V4XS3tlbRgayLFJTaCvV34ctMxLFYb3/6tb43NVOtNSEe4dx1smo3T7kVGVcab5hupkX5Na1eR1dEVrn0PEjbCz49z++SFpP65hi7fTgUsxvkqV184tRdCu8L1H1ZZjGhbfAbFJTb6Nz97SpjZpJgxujVz1hxlUMumjB48vuxG/+vZa4k9msCTN9a9Kt/wtsFM6hHBB38c5rWAjswfPZ+CkgLis+PxdPIkzCOM695fS9sQr7LCGQ3twWEt6NXEj9UHUvhsYzydwr2ZO7X7eQ2uwCjaZqqHHbjzpXmQByU2TXxaHs2DLo7/V/VFAqyLlKPZVKto3t/DGW9XR9ydzGyNy6gywFoUncj2Y5k8PbYtk3pE4ORgYt6GeOasOUp2YQmh3i4cSc2jxGpjZLtGvPLzPn7Zc5JwX1fGdw0n3NeVlJwiZq0+QmpuUdm4ns4ORB/LZO3BVNqEeJ1TaVH6/x+4BxrVAZ08IOZrmDMCpv4A1iIjuOp9n1GW92wpJRdAjyhfvtx0jAPJObSxp41YrDbunLeV1QdSiPRz48cH++NpD4q/3ZrIvA1xeLo4MKxN9X0tnBxMDGwVyO/7TmGzaUwmRXGJjXd/P8j7qw5xdYdGPCQBFp3taYBhPq5c0yn0slvtEuKiEd7dSDX77i6IX2uUQXfzhw43gU+EEfj4Rp3b2INnGFXu/viPEbiVajkaRr9i7JQ5nkPKXWArmPj5uc2pBk0C3Fl7KJXFO5IAGN4miKfGtL3w52FdvGHQP40/58rRBca+Dd/cisusXjxpK2a9tRUHGo3lVu8YHHOPw7iPjN0uU+XXWK01n22Ix8lsokctGtZe1T6Eq9qHVHr8n1e3588Dwed8VOG569pxPLOAJxbtxN3JgTEdQ2jt1xowmjDHJGbxrzFtahjlwmkZ7EnLYE9u7ROF1loWBu1a2IOqQ6dyJcASFx8Hs4mujX35YWcSTQLcGdE2uCydLKfQwqvL99Ml0odpfaNOV33pEcHsP4+wOa5iz6h//7AXpWBSj0h2JGTy+i/7y77WM8qPh4a3ICu/mBBvV0a2C2bYm6vJyC/m9Rs7nvsLRpdbjD9glPGdfy180NtofOnoDgMfa/DgCqC7vYnk1rh0Iv3ccHE089JPsaw+kMJtfRozf0M8nZ5bQai3K0Fezmw/lomfuxN3DWha4wrd8DZB/LTzBDuPZ5FfXMLTi3dzOCWPCd3CeXl8h9qda7vMBXm5cF3nUIa1CZbgSojzrcONxu5IzJcw+ElwP/dKbBUoZRRh6HiT0Xw8I944cxXZu3ZFNRrAyHbBrNx3io9v606oj8s5l7q+aDQfbjSZX/s2KiuBoxHP8/Kvx3k7pRuDWgby72btCKgiuMrKt/Dmr/tZvuckT4xufdYMm5p0jvApWzQ7F84OZmbf2o1b5mzi719G8/EaH4a2DuJUTiGbjqRjUtT+yMIFJsHVac2CjEWKg8m5XNW+4tcKLVYy7PeblyJVU6NXAKXUVcA7gBmYo7V+5YyvOwPzgW5AGjBRax13tjG7d++ut26tvvmcqJuDyTllpWddHE28dH0HxncN4+VlscxZe5TF9/WrVAig0GLlZFYhSZkFeLs5UmLV7EjIpG2oFz2i/NBak19s5Vh6Ps4OpioPYe5MzCS3qKTaAg7nJPOYUdI3Mx46TTbSSC4CWmt6/+d3sgosFJXY8Hc3ej7c2b8J/xrbls82xnMkJZf9J3PIKyrh+i5h3N43qlYvppn5xXR78TcaeblwPLOACD9Xnru2HUNb//UCEUIIIcTZ7D6exfwNcSzZkYSvmxMvXt+e4faKwFprlsYk8cKPe0nPK+bmXpE8f237i6I1Rn5xCd9sSWD+hniOpubh7epI8yAPpvSKZHzXcy/kJS6cfq+spH2YF7Nu6UZRiY1iq431h9J4adlegj1d+PaePhdVUKqU2qa17l7jdTUFWEopM3AAGAEkAluAyVrrveWuuQ/oqLW+Ryk1CRintZ54tnElwKp/Wmvi0vL558IYtsRl0CnCh12JmUzsEcl/xndo6OldFpbvPsmfB1Pwc3Pix51JRAW4M+e27vVygPTpxbvZnpDBsNbB3Du4Wb0UIBFCCCFqa/fxLB79Nob9yTnMua07BRYrH/95hJjELDqFe/Py+A60uwibumutKbBYq6zEKy5u/1wYw4KtibRu5ElydiEZ+RYAWgZ78MzYdnUu/36+1WeA1Qf4t9Z6lP3zGQBa6/+Uu+YX+zUblFIOwEkgUJ9lcAmwzh+rTfPNlgTeXLEfF0czPz88AK8LdRD3CqK1RmsuilU8IYQQoj7kF5dw7fvrOGTvO9gkwJ2/DWzKhO4Rkq4u6p3FauPbrYl8vz0RLxdHOkf4EOTlzA1dwy/K6oe1DbBqE+qHAQnlPk8EzmzxXnaN1rpEKZUF+AOptZuuqE9mk+LmXpGM6xKGxWaT4Oo8UUpdrEcGhBBCiHPi5uTA3KndWbbrJG1DvRjQPEAWEsV542g2cXOvSG7u9dcbdl9MahNgVfWv6sydqdpcg1LqbuBugMjIy+sXeTFydTLjiqSZCSGEEKL2Gvu7c+/gZg09DSEuWbXZe0sEIsp9Hg4kVXeNPUXQG0g/4xq01h9prbtrrbsHBp5DSW8hhBBCCCGEuIjVJsDaArRQSjVRSjkBk4ClZ1yzFJhq//hGYOXZzl8JIYQQQgghxOWoxhRB+5mq+4FfMMq0f6K13qOUeh7YqrVeCswFPlNKHcLYuZp0PicthBBCCCGEEBejWtWz1FovA5ad8dgz5T4uBCbU79SEEEIIIYQQ4tJy8dU/FEIIIYQQQohLlARYQgghhBBCCFFPamw0fN5+sFIpQHwdv80byDoP0ykVCRw7j+Of7/nL+DK+jC/jy/hX3viX8txlfBlfxpfxz+ZiuzdvpbX2rPEqrfUl8wf46DyPn3KJz1/Gl/FlfBlfxr/Cxr+U5y7jy/gyvoxfw/gX1b05RoG/Gq+71FIEfzjP42ee5/HP9/xlfBlfxpfxZfwrb/xLee4yvowv48v4Z3NJ3ps3WIrgxUgptVVr3b2h5yGEEEIIIcSV7mK7N6/tfC61Hazz7aOGnoAQQgghhBACuPjuzWs1H9nBEkIIIYQQQoh6IjtYQgghhBBCCFFPJMA6T5RSVyml9iulDimlnrA/9oX9sd1KqU+UUo4NPU9xZarm+TlUKRVtf37OU0o5NPQ8xZXH/tp4Sim1+4zHH7A/Z/copV5rqPmJK5tSKkIptUopFWt/Lj5kf/wFpdROpdQOpdQKpVRoQ89VXHmUUi5Kqc1KqRj78/M5++NNlFKblFIHlVLfKKWcGnqulztJETwPlFJm4AAwAkgEtgCTgSjgZ/tlXwJ/aq0/bIg5iivXWZ6fvwDDtNYHlFLPA/Fa67kNN1NxJVJKDQRygfla6/b2x4YATwFjtNZFSqkgrfWphpynuDIppUKAEK11tFLKE9gGXA8kaq2z7dc8CLTVWt/TgFMVVyCllALctda59kX8tcBDwD+A77TWXyulZgExcv95fskO1vnREziktT6itS4Gvgau01ov03bAZiC8QWcprlRVPT9vAIq01gfs1/xqf0yIC0pr/SeQfsbD9wKvaK2L7NdIcCUahNb6hNY62v5xDhALhJUGV3bugKxeiwvOfouZa//U0f5HA0OBhfbH52EsCojzSAKs8yMMSCj3eaL9MQDsqwq3Assv8LyEgKqfn40AR6VUaenRG4GICz0xIarREhhgT3FZrZTq0dATEkIpFQV0ATbZP39JKZUATAGeabiZiSuZUsqslNoBnMJYLD0MZGqtS+yXVLgnFeeHBFjnh6risfKrWR9gpAeuuUDzEaK8qp6fNmAS8LZSajOQA5RUcZ0QDcEB8AV6A48BC+ypMEI0CKWUB7AIeLh090pr/ZTWOgL4Ari/Iecnrlxaa6vWujNGllRPoE1Vl13YWV15JMA6PxKpuPofDiQBKKWeBQIx8mGFaAhVPj+11hu01gO01j2BP4GDDTI7ISpLxDg/oLXWmzEWBAIaeE7iCmXPQlkEfKG1/q6KS75EUqxFA9NaZwJ/YCxM+ZQrXFV2TyrOHwmwzo8tQAt71RYnjJ2BpUqpO4FRwGStta1BZyiuZNU9P4MAlFLOwOPArAacoxDlLcY4Q4BSqiXgBKQ26IzEFcm+czoXiNVav1Xu8RblLrsW2Heh5yaEUipQKeVj/9gVGI5xTnAVRuo/wFRgScPM8MohZZjPA611iVLqfoyqbGbgE631HqVUDBAPbLBnt3yntX6+AacqrkBneX6+rpQai7Hw8qHWemWDTlRckZRSXwGDgQClVCLwLPAJ8Im9dHsxMFVLCVzRMPphnKHeZT/nAvAkMF0p1QpjdzUekAqCoiGEAPPs1YJNwAKt9Y9Kqb3A10qpF4HtGIsE4jySMu1CCCGEEEIIUU8kRVAIIYQQQggh6okEWEIIIYQQQghRTyTAEkIIIYQQQoh6IgGWEEIIIYQQQtQTCbCEEEIIIYQQop5IgCWEEEIIIYQQ9UQCLCGEEEIIIYSoJxJgCSGEEEIIIUQ9kQBLCCGEEEIIIeqJBFhCCCGEEEIIUU8kwBJCCCGEEEKIeiIBlhBCCCGEEELUEwmwhBBCCCGEEKKeSIAlhBBCCCGEEPVEAiwhhBBCCCGEqCdXdICllMqt4et/KKW6X6j5CCGEEEIIcaVQSo1TSmmlVOuGnkt9uqIDLCGEEEIIIUSDmQysBSY19ETq0xUfYCmlBiulfiz3+ftKqdsbcEpCCCGEEEJc1pRSHkA/YDr2AOts9+VKqauVUvuUUmuVUu+Wv+5ic8UHWEIIIYQQQogL7npgudb6AJCulOpa3YVKKRdgNjBaa90fCLxAczwnEmAJIYQQQgghLrTJwNf2j7+2f16d1sARrfVR++dfnc+J/VUODT2Bi0AJFQNNl4aaiBBCCCGEEJc7pZQ/MBRor5TSgBnQwFKqvi9XF3aGf43sYEE80FYp5ayU8gaGNfSEhBBCCCGEuIzdCMzXWjfWWkdprSOA0t2pqu7L9wFNlVJR9s8nXtDZ1tEVu4OllHIAirTWCUqpBcBO4CCwvWFnJoQQQgghxGVtMvDKGY8tAm4GKt2Xa60LlFL3AcuVUqnA5gs41zpTWuuGnkODUEp1Aj7WWvds6LkIIYQQQgghqqeU8tBa5yqlFDATOKi1fruh51WVKzJFUCl1D8bhuH819FyEEEIIIYQQNbpLKbUD2AN4Y1QVvChdsTtYQgghhBBCCFHfrsgdLCGEEEIIIYQ4Hy7rAEspFaGUWqWUilVK7VFKPWR/3E8p9atS6qD9v772x1srpTYopYqUUo/WNI4QQgghhBBClHdZpwgqpUKAEK11tFLKE9iG0TX6diBda/2KUuoJwFdr/bhSKghobL8mQ2v9xtnG0VrvbYC/lhBCCCGEEOIidVnvYGmtT2ito+0f5wCxQBhwHTDPftk8jIAKrfUprfUWwFLLcYQQQgghhBCizGUdYJVnb0zWBdgEBGutT4ARPAFB5ziOEEIIIYQQQpS5IgIspZQHRvOyh7XW2Q09jhBCCCGEEOLydNkHWEopR4yg6Aut9Xf2h5Pt56pKz1edOsdxhBBCCCGEEKLMZR1g2Ts9zwVitdZvlfvSUmCq/eOpwJJzHEcIIYQQQgghylzuVQT7A2uAXYDN/vCTGOenFgCRwDFggtY6XSnVCNgKeNmvzwXaAh2rGkdrvewC/VWEEEIIIYQQl4DLOsASQgghhBBCiAvpsk4RFEIIIYQQQogLSQIsIYQQQgghhKgnEmAJIYQQQgghRD2RAEsIIYQQQggh6okEWEIIIYQQQghRTyTAEkIIcdFTSvkope6zfxyqlFrY0HMSQgghqiJl2oUQQlz0lFJRwI9a6/YNPBUhhBDirBwaegJCCCFELbwCNFNK7QAOAm201u2VUrcD1wNmoD3wJuAE3AoUAVfbG8k3A2YCgUA+cJfWet+F/2sIIYS43EmKoBBCiEvBE8BhrXVn4LEzvtYeuBnoCbwE5GutuwAbgNvs13wEPKC17gY8CnxwQWYthBDiiiM7WEIIIS51q7TWOUCOUioL+MH++C6go1LKA+gLfKuUKv0e5ws/TSGEEFcCCbCEEEJc6orKfWwr97kN433OBGTad7+EEEKI80pSBIUQQlwKcgDPc/lGrXU2cFQpNQFAGTrV5+SEEEKIUhJgCSGEuOhprdOAdUqp3cDr5zDEFGC6UioG2ANcV5/zE0IIIUpJmXYhhBBCCCGEqCeygyWEEEIIIYQQ9UQCLCGEEEIIIYSoJxJgCSGEEEIIIUQ9kQBLCCGEEEIIIeqJBFhCCCGEEEIIUU8kwBJCCCGEEEKIeiIBlhBCCCGEEELUEwmwhBBCCCGEEKKeSIAlhBBCCCGEEPVEAiwhhBBCCCGEqCcSYAkhhBBCCCFEPZEASwghhBBCCCHqiQRYQgghziv1/+ydd3hc1Zn/P2e6NKPei2XZcu9gg+lgIPQESAKkkUZC2CX5pW568iSbJWV3SduQJSSwEEIKKYTei21wxb132eq9TtXM3N8f596ZkTRNYizJ9vk8j5+R7py59441c+/5nvd9v68Qg0KImZN9HpOBEOJhIcR/TPZ5KBQKhWLiUAJLoVAoFGkjhPiGEOK5EdsOJdj2AQBN01yaph1Nc/+aEGJW5s544hBCfFwI8eZkn4dCoVAoJhclsBQKhUIxFtYAFwohzABCiHLACpw9YtssfeyEIYSwTOTxFAqFQqGIhxJYCoVCoRgLm5GCapn++yXA68CBEduOaJrWDMOjUnrK3H1CiGeFEANCiI1CiDr9OUOQ7dDTCm/Tt98ghNguhOgVQqwTQiwxTkYIUS+E+JoQYifgjiey9OP/qx5VGxBC/EAIUSeEWC+E6BdCPC6EsMWM/7QQ4rAQolsI8ZQQonLEvu7S99WjvxchhJgP3A+cr597b8wpFMR7vwqFQqE4PVECS6FQKBRpo2laANiIFFHoj2uBN0dsSxa9+iDwfaAAOAzco+/beP1SPa3wL0KIs4GHgM8ARcBvgKeEEPYR+7seyNc0LZjgmNcAy4HzgK8CDwAfBqYBi/R9IIS4HPgRcCtQARwH/jxiXzcA5wBL9XFXa5q2D7gLWK+fe36q96tQKBSK0xMlsBQKhUIxVlYTFVMXIwXW2hHbVid5/T80Tduki6HHiEa+4vFp4Deapm3UNC2kadojgB8plAx+qWlag6Zp3iT7+Ymmaf2apu0BdgMvaZp2VNO0PuB54Cx93IeBhzRN26ppmh/4BjIqVRuzrx9rmtaradoJZPQu2fmP9f0qFAqF4hRHCSyFQqFQjJU1wEVCiAKgRNO0Q8A64AJ92yKSR7BaY372AK4kY6cDX9bTA3v11LtpQGXMmIY0zrkt5mdvnN+Nc6hERq0A0DRtEOgCqsZ5/uMZr1AoFIpTGFUQrFAoFIqxsh7IA+4E3gLQNK1fCNGsb2vWNO1Yho7VANyjaVqytDotQ8cCaEaKOgCEEE5kamJTGq/N5HkoFAqF4hRFRbAUCoVCMSb0VLy3gS8hUwMN3tS3vRP3wDYgtmfWb4G7hBArdTMJpxDieiFEzjs4RjL+CHxCCLFMr/P6IbBR07T6NF7bBlTHGmYoFAqF4sxDCSyFQqFQjIfVQClSVBms1be9E4H1PeARPR3wVk3T3kbWYf0K6EGaRHz8Hew/KZqmvQp8B/g70ALUAR9I8+WvAXuAViFE58k5Q4VCoVBMdYSmqYwGhUKhUCgUCoVCocgEKoKlUCgUQgj+ZwAAIABJREFUCoVCoVAoFBlCCSyFQqFQKBQKhUKhyBBKYCkUCoVCoVAoFApFhlACS6FQKBQKhUKhUCgyxKT1wSouLtZqa2sn6/AKhUKhUCgUCoVCkTZbtmzp1DStJNW4SRNYtbW1vP3225N1eIVCoVAoFAqFQqFIGyHE8XTGqRRBhUKhUCgUCoVCocgQSmApFAqFQqFQKBQKRYZQAkuhUCgUCoVCoVAoMkRKgSWEeEgI0S6E2J3geSGE+KUQ4rAQYqcQ4uzMn6ZCoVAoFAqFQqFQTH3SiWA9DFyT5Plrgdn6vzuB/33np6VQKBQKhUKhUCgUpx4pBZamaWuA7iRDbgR+r0k2APlCiIpMnaDiNGDIC6HgZJ+FQqFQKBQKhUJx0smETXsV0BDze6O+rSUD+1acyux7Bt76OTRtgdwquPYnUHcFWB0JXxIMheH1/8DStgsu+iJMv2D0oO5jcp+DbVC+GGZcchLfhEKhUCgmBE2Dhk3QsBHa94KnCwIeMJmhrwEKZsDKu6B4Nux7Wm5z5IE1G4SACz4PpjGWlvsHYe8/wdsLzmKYe63cp0KhULwDMiGwRJxtWtyBQtyJTCOkpqYmA4dWTCXaB3z8+Ln9HDh0gE8V7eLm9l9D0Sy48Auw5x/w5w/B7Kvhw49HXjPgG6K1z0drv48NR7vYtekNfh+6lwBWQsc2sv/WNRQWlTC9yClfoGnwx1uh86D83Z4Ln9sKrhI6BvwIAVazCf9QiNLcxEJOoVAoFFOMdb+El78rf86tAmeJFE9+j1xMa9wCf7wlOt6eC/4BIlOOWVfKceniH4BHb4bGzdFt2cVw9yZwFr3jt6NQKM5cMiGwGoFpMb9XA83xBmqa9gDwAMCKFSviijDFJPDmz+UN5t2/HH5T8fXD6/dAXyOYbeAqhWt+LFcKR9DnGeK232zA1FPP3+zfo6CtB2/RIrI+9Tw4cuHSr9H1+4/gatzBc9saeXJ7MwdbB2ju80X2YTYJ/pH3d9zBAn6W/y2+3fEV1vz+e/w156O8/pXL2HC0C2fbZs7uPAjv+gHUnAf/dy28/B22Lf8RH3toExV5WZhMgn0t/Vw8u5h7b11KaY4UWk9ub8JqNnHdYpXBqlAoFFOKjoPw2n/A3OvhPb+U0aSRBP1w8EXoOQYLb4b8GgiHoP5N+P175L1qLAJr8+/kve/9/wezroDj6+FPt8H+Z2D5xzL33hQKxRlHJgTWU8BnhRB/BlYCfZqmqfTAUwVNg9d+AOEgDLTCp16JCqi/3wGHX5Erev4BCHqhYhks++Co3Xz/mT009njYUvMXXD0aH/b+B4d7Z3PTa01847pcfv92K93Hcvh/5ja++detFOe7WFKdz0cvyKciz8G8/reoyg7jemEnLP8E37720/T87jk+0b6On/W8nye2NvHVv+/kv633syzLhemcO8DmlGmEa/6Lv+4qJ6ydz4G2AQDes7SSl/a2cv0v3+RXHzyLxdV5fOuJ3ZgEXDKnBJc9Ex99xRnPtj/INNbCmZN9JgrFqc2L3wRLFrz7F/HFFYDFDgveQ3u/jx8/v59Odyu//MAy8kvmyef7GocN7xr08+T2Zj5+QS0mU5xkmz1PQNUKWPRe+fucq6VoUwJLoVC8Q9Kxaf8TsB6YK4RoFELcIYS4Swhxlz7kOeAocBj4LfCvJ+1sFZmn+6gUV2WLoeltOLEegPrdG+HQS7Dqm/DlA/CNBqg5X94E/QPDdhEOa7y6r52PLzCT27IO0/mf5eb33ExRrpPfrj3KP7c18b2n9uAqm4lJaMzJ6ufpz17E/bcv565L67hxUTFzN3wd1zOfgaAP6lYBULDs3eQG2rimvJ+fv3KQHDxcb9rA+uxVUlwBXPp16rMX8c3Q/fzt1jKq8rOoKczmp7cu5Z93X0iO3cKHfreRa3+xlkF/kH5fkMc3NzDRvLSnlVX//QYX/OhVfvLCftx+ZfpxytPbAE/eDU/8i1yoUCgU4+P4Ojj8MlzyFXCVpBz+j21N/GNbE2sPdfDAmqMyldBskzVZMdz78kH+/Zm9bGvoGb2TriPQsgMW3kznoJ9+35BcXJz/Hjj6BvQcz9CbUygUZyLpuAh+UNO0Ck3TrJqmVWua9qCmafdrmna//rymadrdmqbVaZq2WNO0t0/+aSsyxtE35ONNv4asAth4P49tPM62v/w7Hux4ln5CFg2brXD1PeDthqc+J2+IOntb+unzDnGz5S25YcktvH95Nb/92AqEEHzhL9upKczmQ1ddBMBDN5WSn22LnsO+p2UxM4DJEjW2qLscgDvKj9Hc5+M95nVkiQD3D1yEpk9oNZOZu/13I8wW5r39XR771Er+cMdKLGYT88pzefKzF3L94gqOd3koz3WwfHoBD711TJppZJJwGP74AfjVubDrb8OeCobCfPXvOzGbBAur8vjfN45wz3P7Mnt8xcRz5DX52LABDjw3ueeiUJwMAm7Y8ohMwzuZ7H9WCqRz7khr+OZj3cwscXLDkkoeXldPl2cI8qqHRbDa+3387W35+3+9eIC5336ejz60iQ88sJ69zf3ymMDzoXM5555XWHnPq+xp7oMVnwRrFvzhfTIlUaFQKMbBGO12FKcd9W9CTqXMW593A+Fja3no2bW827yePwdX8addMdGqquWw6H0yreLhG2DPPwFYd6QTgFk9a6H6HCiolcPzs/jIyhouqCviT3eeR3bpDACKhlqj+9Q02PC/0h1q5iqYeRnYc+RzBbVQWMdS/xYsJsEtlrV0u2az1l1Na7+s3Wrs8bLHncfBWZ+EY6up1RqpKcqO7D7HYeWXHzyLxz9zPo988lzuvGQmjT1eXtgTcw6ZYMtDcPB5CAzC05+HwY7IU5vre+j1DPGVq+by24+u4NwZhRxuG8zs8RUTz5FX5XfHkS+jvQrF6cYzX4Sn/x8celkaTPzuXeDuzPxxjr4ha2qNzIQEaJrG/tZ+Ntd3c25tIV+4cja+oRC/WXNUCqzeaATrL5sbCITCFLtsbDjajT8Ypr7TzeH2QW65fx1t258nXDyX763tZ2FlLk67mW89sZtwwUy44WfQdQga1XqxQqEYH0pgnem07oKqs0EIAsULMHm7+az2J8wC3q74IP/31jHC4Zj0p/c9CF89JoXUE3dB5yE21/cwr8iCrX0XTL9w2O6/f+Mi/vjp86jIy5KuUMIUvQnWvyVTDpvehgs/Dx96HD7wp+HnN+86bMdX87lFQywTh/DNuREQ7GzsA2DrCZn6kbXyY3IF9O2H4r7Nc2cUMrc8hyvnlzG9KJs/bTqRkf8+QIrEN38h3/tHn5Jpjq/9IPL0y3vbsFlMXDxb1hWUuOx0DqqV0VOaYEBOCmddDhVL5PdIoThVCYdkW42jb0BoSG5r3Q07/yJ/rl8Lv7scGjdB8/bMHnuwHdp2ywW2FDy64TjX/Hwt/b4g584opK7ExU1nVfH79fV4sysjESxN03hiexMrZxRyxbwyAO5eVcear67imc9dzLIKG/ntm9lhX05bv59vXjefL181l+0Nvexo7I2eS8OGzL5XhUJxxqAE1lSk+xis+xUcfvWkHmb/iTbCXUfY4qvi3/66g0+94AXgJvNbiFlXcvWF59DY42XDsa7oi4SA7EK45WHZz+qFr9M+4OciZyOEh2DaysQHNFulyOrVxc0LX4cNv4b86XDWR8Bik/9iWXwLhIN8fuBeAIpWvBezSbBLF1jbTvSSbTMzq3aGXAFNseJoNglWzS1l6/FehjKVJthzDPpOSFer4llw3r/A1kfkhAVYf7SLlTMKcdotEBriJvdfmT24MTPHVkwO+54CXx8suAnKl0DbHtVMW3Hqcuhl+MuH4fc3wi/PklkFv7lYpo3b8+TvBgMZ9rAyUqr1lPBEaJrGw+vqybaZKXbZuHCWXLD6/BWzGQppbOzKlucW8LC7qZ+jHYPcdFYVl8wpwWoWvPfsagDK8xx8b0kfdjHEn7pmY7eYWDmjiKsXliMEvHmoU97jiufACXWdVigU40MJrKnIy9+Fl74Fj38s4zngTb1e7np0C1//+04efOI5TIR54GAWT25vZvZiKY4EGsy6kqsWlJNjt/DIuvrhUSyA3ApYcCM0baXb7Weptl9uTyawQDo09RyTPw+0wrTz4BPPSfEVj/Il8kbXsgMK67BXLGBOWQ7bG3rRNI01Bzs4qyYfi9kErjLwpE5fOae2EO9QiD3N/SnHpsWxNfJxxqXycdW3Zcrl47fD1kfpHPRTXZAln/v7p3hX86/5QvhRntjWyC33r+OXrx7KzHkoJo7ND8oU1ror5N866IOuw5N9VgrF+GjfKx9vul/WXb3wdSiZJ3sMLvsgaCHptgeZFVjeXljznzI1vGJp0qEbjnZztMPND25cxOZvXUmZ3udwepGTW5ZX83yjDdDghxUseLCObfbP8G7zBq6rGWLDN66grsQV2VdNz3r8mpWnemupK3FhNgkKnTYWVeax9pB+D5m2Ukbswhmu1z0d0TQY8k72WSgUUwolsKYirTtlA8XAQHTyngE0TePux7bywp5W/ry5AaHfVO/5zAdY943L+c6tF4GrXA6uu5wsm5lPXFjLi3va+Pdn9o7eYdFs8HYTGuxinn+XbCqcqjlj+WJo2Sl7bLnbYfaVMnc+EULALY/Atf8F738IhOD8mUVsqu/mjYMdHO10c/NZ+uuzi8HdlXhfOitqCwB4u7475di0OLYGciqgeLb83eqATzwPBTPQ9v6THneAgmwbBDyRwuoc4eVrf9/FthO9/OyVg2xv6M3MuShOPrv/ASfWwcq7pAFM+RK5/SSmCXYN+jnvh6+y/Acvs+ZgR+oXKBTx6GuCR949+jrZeUhew5Z9EN77gMwquPE+GcmpleZEXPwleY3tb8rc+Rx8Ebw9clEqTn/FWNYc6sBiEly7uBwxYuyqeaU8GVxJ08U/gVXf5pW899FhLsX19KcRv1hKUXj4+7UfX8120wJ82JldFhVeF88uZuuJHunyWnmWPLdMvt/TlWe/BPeUn3wzFIXiFEIJrKmGfwB66mHlZ8Dmkv04MsT6I11sb+jlzktkz5554gRhSxbF0+ZS7LLLQZXL5Mp8UR0AX3zXHC6eXcz6I3GES9EsAOYEDzJzYDPMuSb1SUw7V/bTOviC/D1/eurXlC2AlXfKcwMun1dKIBjmU4+8TY7DwvVG42BnkRSlKaJ+ZbkOagqz2ZwJgeXthQMvwKwrh08Q7DmQX0PI00swrEmB1bgJwkP0Fi2jki5E0McdF8+gxGXnh88qV8FTgoE2ePbLUHk2nPNpua14Npjt0LrjpB32l68eomPQj81i4t6XDpy04yhOc46vkwtCLduGb+88KDMFAGa/C76wU9bmgmz8+8mXYO51MnOhvzlz59NzDBBpNQfedKybxdV5ZNtG9zAsyLbhw86xmvfDpf/G97238pu6++DcO0ELQ8f+6OC+RujYz+HccwGYXRoVWHPLcwiGNZp7vVJcgkwFViQmFIzWPvdNfAsUhWKqogTWVKNdn2hXLZf9oI68nt7rDr8K2/+YdMhDb9VT7LLzpXfNYWl1HoutjYiyhXIV3uCGn8FH/hERC0IIipw2fME4K1O6wPqM+RnMWjDarDEZ1fKmxq6/ysd0BNYIzpkhI1ChsMZdl9aRZTPLJ7L15pRpuFydVZPPjoYM3Di3/h6G3PJGPhJHHppXRqYKnDZp6iFMDMx9PyahUS06WFqdz52XzGRTfXekrkwxhXn2SzDkgZt/A2Z9ome2Qun8kxbB6nEHeGzjCT5wzjT+5bI6djT2se1EnL4+CkUqjAlw7DVS02QEyxBYIzGZoGalvCfkVkF/BlMEe+oht1JG/ZPgDYTY2djLuTMK4z6fny1TzHu9AToG/DT3+ZhfUw4XfUkO6DoSHXxsLQB9lZcAMKs0J/JUgd4+pMczJLNIYFTfR8UIDr0Y/blTpUkrFAZKYMXSvA3uvxgeTUMonCzadsvHsoUyB76vMXXxvKbB81+DF74hf97/HLz582FDBv1B1hzq4D1LK3FYzfz01qWcZWuSAiuW3MpI9MrAYTXjG4ojsAqmowkz55v34nFOk6v6qcirlqkohq11wdgFlt1i5q5L6+SE89KYc3XqAiuNOqwl1fm09vto1+3ex0XvCXjzZ1B7sXSSG4kjL7L6WZBtlZb4FUuxTzsLgFrRSl2Ji9vOmYbLbuGR9fXjPxfFyafjoIwoX/IVKBkxGS1fLAXWSWg4vPZwJ8Gwxi0rpnHzWVWYBLy+vz3jx1GcARh9omIF1mA7+PsSC6xYciszmzLXUx9p65GMbQ09DIU0ViYSWFlSYPV4hiLp1kun5UNOOViypHGUQesusGRRVCujZvPK4wmsgLx+A/gzVKt7urL5QRD6IufR12UbF4VCwehY+5nM2ntl/RNIG+aRjnYTQdseuXKWN00aQmgheUNLJkRad8qeHSAn/U98Rt4Usovg7NsBeONAO4FgmGsWyRqrOscg+HugbFHKU7JbTPiG4hT6mq0ITQqv9iV3UZsihx6Qq6B1V8D2P8jfnaWpXxOHr187b/TGMUSwllTLm+fOxj6uXJB89TQuQz74y+0QDsK7fxF/jCMPU0DenAvtYWlHf+6d5FbOBaDW1Mb0omwcVjNXzC/ljQMdhMMaJlMa/4+KiWfX47LNwFkfHf1cxVLY9qhMn8qrimwOhzV+9fphrGYTHzmvhhxHAjOXJKw+0EF+tpXFVXmYTYJphdkc7lB91BTjICKwYur4Og/KR6OGNBk5lbLZ/JAvZdQpLXrqU7oHApzo8gAwpywn7vN5egSrzxNgV2MvLruFxVV58n5TOBO6j0YHt++BkrncvHw6M0rzqC2O9t6KRMI8ASjVI1g+JbAS0nVE9gO87Juw/j5Y/yu5vWq5nL8oFGcwKoIVS3NMDUWiXOI3fwYPrDp5F93+FimuhIheoHpT9Gza/ffozy3bAX2Cvvo/I5tf29dOkdPG8ukyvY62PfJxZAQrDgkjWEBbqSyADi37SMr9RLjkK9GfTRn8CEYiWKmNLhZW5mISsLNpnGl5L39H/l/f/JtREb8IjjzMIT92AlT074ZQAGovxpFbTL/mZKGjE4dVrvxdPLuEzkE/+1tVOsqURNNkWuuMSyGnbPTzRg3JiDTBR9bX89OXD/KTF/bzvafiGMWkPKzG6oMdXDy7BLMuvGeVuDjcrgSWYhwYAismyq9FBFaaESyAgQzUYQ15pSNhGhGsbk8AgCKnPe7zdouZbJuZjgE/L+xu5aoFZZFrK4Uzhgustr1QtgibxTQq5bDAGZMi6DBSBFXqdkI2PwgmCyz/GORPi27f9/TknZNCMUVQAsvA0y17Gc2+Wv7ee3z0GE2DLQ9D81bZ3f5k4O2OFtca9UnxziWWExul45Ewy9Q7f5/Mle87Id8XcLB9gEX6CjgQk4q4IOUp2a1m/MEwWpz0p+cW/ZT5vocoyslO6+0B8oZ37X/CNT9J/zXpkK07GKYRwcq2WZhV6mJv8zhunuGwbMC55DaYd13icXqKSQ5e8js2AUL26hKCE5ZpLDFH/65GE+K1h5RD3JSkr0Guts+7Pv7zZQsBIdsJ6DR0e/jJC/tZNbeEj19Qy5Pbm2Tx/BjoGPTTOehneU1+ZNusUhfHOt0EM9XHTXHmECdF8MSBbbg1O6+3pJHQkqO7zA60vvNzMRYO0xBYPe4ADqspWm8bh/wsK8/uaqXfF+SGpRXRJwpnSjONcEi+b3d7wvue02bGahYyRdCuIlhJCXhkJsr898jPhfHZsmTB3qcm99wUiimAElgGLXp3+gXvkY89cURN+z45ySpdKPOMUzS1HReebtncEWS9kjAlj2BpmuxhUrVcFtrv+LPcvuQ2+di6C03TON7pobYoRgQ1bILc6uixkuCwyo+JPzh8Qne8y81bxwYImLLIHWvq08rPwHl3je01qXDkS5GZRg0WQLHLLlcqx0rnAVlbZfS9SsAj26QRQZ7Ji71pvYxyZMmJcsmiK6gLHIwUUJflOphelM1OZXQxNWnaKh+rlsd/3p4jv3+NmyKb7nl2HwLBPTcv5lMXzyAY1nh6x9hW/tv6pCNmRX5WZFtdqYuhkMaJbs/Y3oPizMbXF43GxAgsb8t+jmiVPLI+xUIegLNk1OvHTU+9fEzD6KjbPURhdvKU/fxsG52D8vty7oyYdiFFdTJ7oPdENHOjNL7AEkKQn22j1z0E1iwZnVEmF/HZ8w/5mTpXd1Nd9S35/3Xup6BhoyyzUCjOYJTAMmjWBdaca8FkjR81OvCcfLztUSlMXr8n80XtsREss1VGokaKPU2LXrz6GmS9VekC2a8krBtiLLlVPrbuotsdYMAfZHqRnmvetAUOPAtLb0vrlBwWuWroH1GH9eHfbeSVfW2EpkrdkMkko1ju9KJALrtF9jsZKyc2yMea8xIOCYc11jfKfU9zeBBNW6Dm/MjzZUuvkvVrx9cPO59EqZiKSaZpC5htyWsWp52L1rCJz/9xC79dc5QX9rTyL5fVUZmfRXVBNg6rKTIBTJdW3YSlPDda7zJLt5X++SuHGPCNY4FAcWbSp5tTmO2Ra+RQKEyu+xj1VPHGgQ4ae1KI9ojAykCkPRLBSi2wejyBSPpeIoz6qZIcOy57TDTOSN9t2RFtqJwkNb4g2yojWELIKJYyuYjPkddlTZ5xX1t5J3y3S/bHRIPBDEQ5FYpTGCWwDLzd0Ua5edXxo0YtO+SYojq49Gtw5DVY81+ZOwdNkxGs7JjVt/ya0efy3L/BPWXwzJdkPjnIG8Yl/xYdUzpfuvW17qJeLxCuLc6Wx3jx2/JGedEX0zotux7BGmnV3tgzBTu3WxzSOv3pL6Qc6rJbGByPwGrYKP//CmcmHtLjoSMoJ8Xz/bultfe0c6MDpq2UE/ZjqyOb7BYTAZX2NTVp2iobCiczvpl2HsLfz75dm7nnuX3YLCZuPy86eczPstHnHZsgau2T37GKvKjAml3qwmY28dSOZv60KUV9pkJhYNRNlS2I1KnuPNpMJZ04q+YDaVzTx5CGnZK+BnkNTMPoqNsdoDBNgTWjyDn8ibJFctG0eauMYGUXgyvxMfOzbfQamQ2OXJUimIjGTTDtnNENoo06vUza+SsUpyBKYBlc9R9wt57eUzA9fopg73EomCF/XnkXzLsB3vpl5qJYvj7pGpgVU3hbMEO6PGmatJpt3AJ7n5TNE99+UNaEgRRUzmK4/Z/wvgfltrJF0LaH411uABnB2vc0nFgHq74p05rSwIhgxUZXjJ+XTcvn/o8kSJuaDIxeXDv+lPLv4hyvwGrdJS3pk7gm7m8doB95o7/MrEdHYwWWNUvuo2lLZJPdYh4VJVRMAXz9soVDVYo2BPrfd4VJmgbcsLhi2Kp7XpY1OnFLk9Z+H2aToMgVLe7PcVhZ/dXLADjepdIEFWmi9+SjeC4EBsHTTf9Rec/LqZYpc55AiuuhxSZTsTMRweprlBkaaRgd9XjSEVjy+driEfXAFjuUL5KLJO17U9YdRyJYIO+RKoI1moE2ufBbfe7o53L0+rdMGKEoFKcwSmDFYtILaPOnx08R7KmPpjMIIe1lAwOZ617ulYYUkRRBgMplsqaodSf837Xw0FWySPean8jVxIPPy0iK0bOjbhUsfr/8Oa8aBlqo7/JgElBdkCWtpPOnx7eaToDhxhRr1W5M7D550YyI9fuU4F3fl7bpQd9w56g4uBzjTBEcbIfciqRDDrYO0K/JG/1K035wlUt3yFgqlkDrbmmaAdgsJvzxGjorJpf198lm0ks/kHxc4Uw8Iovzc9p44PblfP264a0E8rKs44hg+SnNsUfNaXQq8rJYVJVL0xhNMxRnMF69ObXeIJ7/nMGq9Z+gR3ORM1u6wbr9aVx/nCUZShFsGO48l4RudyDSoyoRFv07Emu7HqHybLlI0rZH1lAnoSDbFq3NteepCFY8jFrTaXEEViSCpQSW4sxGCax45FbJG0hskaa3R0aYYh2PjELZ9v2ZOa5HvwHGRrAqZVNa/vRBmdZh1FjNux5u+DmsuANu+0P8/TlLwNNFQ2cfFXlZ2C1m6DgA1SvAnH4LNMPkIjaCdaxT2kSPSseYClSfIx8bNycd5rJbGAppYxM14ZAUvEYtQgL2tw2QV1Ac3TDt3NERr/LFUqD3yCaYdotplJGIYpIJuKXAmv/uxAYXOr3eIY6Eyllk7+CqheWU5gzvE5SXPXaB1dbvoyw3fr+hqvysqZmmq5ia+PQIltFWIrea18s+xm2m/ya3VAqdlBEsiNxX3jF9DaMXneIwFAoz4AumjGAZ0eGR3ztApmQHBuXCW4oIlkwRDEjXXIeqwYpLy05pKFWxdPRzWQUyVV8JLMUZjhJY8Yj0+ojJITZSBmMdj0r1FeqOfZk5brwIVtlC6czT3wRn3Q4L3ytrQfKnScfDG36auGDXVQpoeHo7qMx3yL4jvSfS63cSgxHBip38H+uMqeuaapTMA1uOdEpMglO3/B30jSGK5e2R6Zkp6gYOtQ1QUxZTSzfzstGDRvROslvNBJTAmloceF6K4JWpHS9f3dfOUa2CylBT3OfHFcHq9w0zuIilKj+bph5v3PYJCsUofH1y4jvnarjqHrh7A49lfxRTXlXkWpheBKv4nUewggFp9Z6GwDLS9VKZXJTlyjTamsI49yQjdRxSRrAKnVaCYU2mjyuTi/j0N4GrTKZfjkQImSY4oGqwFGc2SmDFY2SIOzQUbSAaG8HKKpAXkvYMCSy9Z9WwCJY1S9ZXgWzmd/Nv4JMvprc/PcoSGminJMcuu66jjVlg2S3xI1jFLjs5Y7VnnwhMZpla2bw16TCXfu5pTSoMBtvlo7M44ZBwWON4l4eZpTE1bnWrRg8smS9XAfXPls2sIlhTjt1/l9/xmgtSDn1xTysd1mpsg00w5Bv1/FgEVjiscd/rhzncPkh5XnyBVV2QhXcoNL5WA4ozD28pMcYJAAAgAElEQVSvrJ+yOeGCz4I9JxIhzbbJjIa0I1gjBNamY91c8KNX0zdd6W8CtLRSBHvc8vOdyqb9y1fN5YHbl49qHgxIR97/tx0u/EL8qEsMdSXSpfMnL+xXJheJGGhJniafW6lMLhRnPEpgxSMisPSV6Fe+B099Vv480lK2ZF7mBFa8CBbAwpth7vXyxmCxgS3NqJEusEyeDpk20XlAbh9nBCtWYB1uH2RmyRRMDzQoXyxTN8OJxZPLrkewxlKHZUwskrhQtQ348AfDTI/tOxbPcdDqkPUQHTLF1G5VNVhTioAHDr8iv38pCvHd/iBrDnWQN20+Ai3a4yeG/CwrnkAorSjl87tb+a8X5fd1RryaEqCqQPbGSmmtrVCATBHMyh+2qaVPRkhtFhM2swl3IM0aLE83hOR1U9M0fvjcPlr6fXzjH7vY35qGIDGa0uZVpxza7TYiWMkX8xxWM1ctTFIPXDhD1uimSI+/fF4pH7+glj9sOEF30CH7YKko8XD6W6JmFvHIqYjOnxSKMxQlsOIxMkVw75PR5wwzCYPCmXEnU7G8tr+Nh986lvq4nm5AjD7GxV+GD/4x9etHoouArEC3jGB1HpL7N3Lw0yRSg6VPDMNhjf2tAyyoyB37OU0UZQsh6E36t3HqvVLc6azaGhgCK0kN1rFO6dpYW+SUzRev/2ni/eVGUylUDdYUo3GzbFA6M070cQQv7mnFNxRm4WLdabDr8KgxebqN9I7G3qT9zjyBIPe+dIDZpS6e//zFfODc+Kv8VXrz4SZVh6VIByOCpTMUCtPl9kcipNl2M550FpucxYAWWRDcdKyb7Q293HGhdNjd25yOwNKNocaSIpgigpUphBB87IJaAI67LdLZN+CekGOfMgw0R+dJ8citkCmgSpgqzmCUwIqHPRdsLpkiGA7Jgt4FN8Gdb4we6yyWue0JIiU7Gnq569GtfP+ZvTyw5gj/+8aRxMf1dssVRsPN8J2ii4Bi0UeJyy4nffnTZNrhGLCPsGk/3u3BEwhNfYEF0LY74RBDYI2pBisNgWU4LE4vyoZLvwrn3JF4f65yaXmLbtOuBNbU4fhbIExQszLl0Ce2NVFdkMX8hcvkhngCK0sKrFvuX8/v1sZ3uAyHNe76w1bqu9x854YFzK/IjXz/RjKtQEZIT3SrCJYiDUZEsNoH/GgaEYHltFnSj2BBJF16ty6o7rx0JhaT4HD7YOp99OoCK7cq5VDj+jysefBJprYom2KXjUN9ujGRqsOKEvDIOU9OkmhhdhGE/LL/o0JxhqIEVjyMIs3+Jmn1PeSB2VdFHf1iySpErub1xt3VL149RG6WBZMQ/PC5/TKvOxGeruFNht8pjjzCJhslol9GsNwdckI/1t0YJhe6wDJWKBdUTmGBVTJPTo7b9iQckmMIrLGkCA62S9MRR37CIfVdbmwWE5V5aQjZnDIYbANNw2YxEQiGlWnBVOH4OplqOjKiPIIed4C3Dndy47JKRFa+NBLwjG7EaggsgPVH47uwrT7UwZqDHXznhgVcMie5U2VetpXSHDsH29KY0CoU3r5h163WPlknaJioZNvM6dVgucrk46BcGDrSMUhBtpXSHAczip0cSkdg9TXI/Vjj1xfGYpxTti1DC49pIIRgxfRC9nbr12K/+o5FMDJ7cpJEsIzPWYJ5kUJxJqAEViKMIs3WnfJ3w/FtJIYgimNb6xsKse5IJzcsqeS6xRXDtsfF3Sm7zGcKIfDbCymiTwosb4805hgjRoqgEV3Z19KP2SSYVerK3LlmGmsWFNYlFViRFMGx1mA5S5LW5Bzv9FBTmI3JlLgRcQRXOYSHwNsTMRMJhFQUa9IJDckUwekXphy69nAnYQ2unK9PPB35cScWsQJr24legqEwfd4hbrrvLV7dJyerD715jLJcOx9eOX3U6+MxtzyHA21qdV2RBr6+YYsFnYN+AIr1JtbZdkt6hj+6ucFrm3cSDIU50j7ITN0YYlapK70IVpoW7QAe/X5pGHFMFCtqCzgxqF/nAwMTeuwpjWH+lczkwoiU+pTAUpy5KIGViNwqGcFq3Q0mq4yIxMMwpIgjsDYc7cI3FGbVvFL++5YlfPt66QZorByOwt2Z1J1uPHishRSLPkojAitx5CURI1ME9zT3UVfijES2pixlC9MSWGM2uUjxN6rvclNblKYRSY4+KR9ojQgslSY4BejYL3vmpOh9BbD6QAf52VaWVOvfraz8uBOL/JgaEk8gxL6WAf7zhf1sb+jl4XX1HO9ys/ZQJx89vxabJb1L87zyHA62DRJUovyMot83RufIcAj8fcOu/4ajZb5eG+hMO4IlsyC27N7L1hO9HO10U6cbHs0udXG8y53arKevMS2DCwBvIIQQ0YW+iWJFbSFuTc9CUBGsKJEIVhKBpSJYCoUSWAnJr5ErNW27pfuQJUGBrSGwDAfAGFYf7MBhNbFyRiF2i5m55dK2u60/gcDyZF5g9ZkLKBZ9skmjt29cESyrWWAS4BsKEw5rbDnew9k1Y9/PhFO2UDbxTXBzdI1VYPkHoW1v0jRLTdOo73IzPd0GzMa+BmME1lCYdUc6R7lx/deL+3l0fX16+1W8M1r0yHUKS2dN01hzqIOLZ5dgNiKWaUSwAL771G4e2yhtrXs8Af65rRkh4L1np65LMZhbnksgGKa+S9U6nClsPdHDsu+/xJbjPem/yNcnH2NSBPt0e3/DfCXblmYEy+rAbcqlTPSwv7WfjgF/JIJVV+oirMGJZJ9HTZMCKw2LdpCLEdlWM2Jko/aTzMLKXIIWXWAFlMCKYPQETSawVARLoUhPYAkhrhFCHBBCHBZCfD3O8zVCiNeFENuEEDuFENdl/lQnmMIZgCbrMAqTuO4lSRE80DrAvPLcSKTHyHVvjSewwmG5jyTmCeOhT8umwOTFQlhfwRy7MBJC4LCa8Q2FONwxSL8vyIraOL1GphqG0UVH/Lo3s0mQZTWnnyL44jegvxHOvzvhkPYBP76hMLUJrLVHYRQKD7QNixTe/dhWvvdUNPo2FApz3+tH+M6Te9jRoG5aJ52WHdLoJtl3H+gY8NMx4Gd5TUxkOEEEKy/LisUk+M4NC/jc5bPYdqKXC2cV8YkLaznQOsDftjawckYhFenU7unM0xdt0rLGVkwNwmHY/Du4b6Ws8R0jr+xtI6zBc7vG0GfI+DyOiGCZTSJSi+q0pxfB0jSNFi2fMtHD2kOy1tDoHWUsIgwku6a6O2R0ON0UwUCQrAlODwSwmk3UVOgZBiqCJelrgvW/gupzZY+wREQiWGNYBFAoTjNSCiwhhBm4D7gWWAB8UAixYMSwbwOPa5p2FvAB4NeZPtEJp0BazhIYjN/DyCCJwKrvdDMzZqJdprs1tff7R+/H2wNaOKM1WKGwRsOgmRyTL+4K5lhwWM34giE218tI3Yrpp0gEC1I6CTb2eCOruUk5vh7mXhe/abBOfcSiPc0UwUjBeCt2PQVmW0MvPZ4htp3ojaTaHIoxMvje03uUEcbJpmUHlC1K2f/qcIf8u9TF1iM68mW0eARmk+DwD6/jjotm8OWr5vLKly7hoY+fw7Jp+QyFNBq6vdyyPL1Jp8HsMheFThv3vX4kqfW7YorQthd+fR48+2W58HN09Zh38eZhKWpe3deW/nXAiKjGXP97vQFyHZZIZCg7TRfBxh4vzcE8FprqedeRH+LAH6nHzdIXE73J9jMGi3bQI1gTaHARy7waGaXxeUZ/n89Itj4iHRVvvj/5uCyVIqhQpBPBOhc4rGnaUU3TAsCfgRtHjNEAYzkjD2jO3ClOEoUz4v88Ems2mO16D6so3kCI5j7fsCahOXYLWVZz/AiW4TqWwRTBl/e20uyz4MIXs4I5PmHksJjwDYV563AnxS778Ca6U5W8GrDlJK3DCobDPL+7lU/9fnPq/Xm6klvTIuuvQO+BlQ52l4yUDLRFUgRf0w0P/MEwOxrkjX1no/z73XHRDLad6GX9kfgudIoMoGnQugsqlqQcerRD/r2NFCkgYQRrJLNKc7BbzCysjBoP3LgsiTNXHOwWM/feupR9Lf387OWDY3qtYoJxd8LD18vFrvc9KO8dY2xS3+MOsKupj6r8LOq7PBztTLM/U9wIVnBY2qrTll4frDcOdtCmFVAtOrlVvMqV1j1ML5T3gyxbGgLL6E04lhTBSRJYC2bIdN2Wto5JOf6Uo69RprWn6qVpzwOEShFUnNGkI7CqgIaY3xv1bbF8D/iIEKIReA74XEbObjJxloBVnyQnE1hCyCjWCIEVmWjHCCwhBOV5jvg1WJH+SpkTWP/c1ozJ7sIc9kd6lozH5ALAbjWz+mAHz+1q5X3LqyY8H35cmExQOi/pJKZXj1xtru9JvhocDskoYwob/fouD1azoDJ/DL3GcsqhryFibPDa/vZIE9mNup33jsY+ch0W/u3quZTk2Pndm2k0rlaMD28PDLmjUewkHO1wk2U1U5EbYzftyJervAl6441kRrGT6xdX8Ic7VmIxj70sdtXcUm5dUc2Dbx5Lz8FNMTm0bJe1ujffD4vfL42TmrfB2nvTbmS7p7kfTYMvvmsOQMR9MiUDrfLRiJgDvZ4AeTHGK9l2C56hEOFw8qjYU9ubGHJG9zM3LxhxTDWEkDdZNLV5O5htUDw3rVP3BkIR4TbRLJtZSVgTtHWObrtwRtLfnNw90MBkkimEKoKlOINJ524ebyY98gr8QeBhTdOqgeuAR4UQo/YthLhTCPG2EOLtjo4pviIkRFRYJUsRBF1gDY8oHNNXFmeMqMUpy7UnEFj6BTyDKYInuj24cvWIVV+jfBxnBMtuMdEx4KcqP4svXDEnQ2c4ARTWQXdiMfLA7ct51wI5WUhqFODtBbSUAut4l5tphdlRw4N0qFoBJzZg1yfX/b4gK2cUsrAyl1f2t6NpGluP97C4Og+H1cz7zq5m9cGOiM2yIsMYk9EU0UqQPYBmFDuHW/JHCrzTSysymwT3ffhsLpo9/u/+l6+aSzCs8dr+NCfciolnUL/n5dfIx9L50LgJXv132P2PtHbR5Zbf+WXT8plXnsMr+9rTO3Z/k3zMjUZI+71DoyJYmpZcHDX1etlc30NtRVRgLciOTqKNeuPkAmubTL9NZBw1Ak8giHMSarAAcrJs+ISDnt7RJlZnJAOtyc0tYnGkF8lXKE5X0hFYjUBsLL+a0SmAdwCPA2iath5wAKNmC5qmPaBp2gpN01aUlGTWzOGkUFArm8rm1SQfl104ykUwscBypEgRzNz/S1OvF4dTTz/qk25l4xVYQ7oN9I3LKidtNXFcFNTKyUUwvhi5amE5X7xSCkYjDS8uhoBOIbCOdXrSTw80mHEJeDrJGzwc2XRt/+N8uXwnOxp6+cvmBg60DXDNQjnhv/msKkJhjWd2nPqZuFOSwfQF1tHOQWaWjPh7T0KBd2mOHSFg0DeGlgOKicWtiyFXqXwsnR997lh6tVhdgwEAipw2rpxfxpbjPfR6Aqlf2N8MWYWyP6BOr3eI/BiBlW30BUxidPHbNUcxmwRzZ8+ObKu1RBcXjRqshPWA4bCMYFWdnfqcdTyTGMECCFqdeAb6GArJJvBndK3jQHP6AisrvpuqQnGmkI7A2gzMFkLMEELYkCYWT40YcwK4AkAIMR8psKZ4iCoNltwK53wazClWz7ILR0Wwjne5KcmxR3otGZTnOmjr949OR4tEsDLjzjfoD9LnHcKZq0/2evUsz3GaXBzRa00un1eaidObOAw3yN4TCYfMKXPhsJoi9U5xMQRwEoEVDmsc6xwcZmySFjMuBqC48RUEYRz4WdX8Wy478hPyTR6+8+Ru8rOtvF83QJhbnsO88hye2906tuMo0iPNCNZvVh+hodvLgsoRblqTYFEshMBpsyR3b1NMLoPtYHHImkuQiz8Gx9bI2r8U9HgCmE2CvCwrl80tIRTW2HgsjehKf8uw6BVIF8GRESwATwKr9uZeL49tPM6tK6opOv+jbLz8cTaG51EaikZNU9ZgdR2WTXsrz0p9zjqTWYMFYHbkYA97+Ovbjbywu5XlP3iZbncaovZ0I+CRUfl0UgRBLuaqCJbiDCalwNI0LQh8FngR2Id0C9wjhPh3IcR79GFfBj4thNgB/An4uHY62JwtuBGu/XHqca5yeQOLecudgwHZ3HcEpbkOAsFwpPYngrtTih+zddRrxkNTjxeA3LyRKYLjE1gGy6a9s9dPOEYdTZI0QYvZxJKqfDYeS2IckUYEq7nPi28oPNxRLh3ya6BoNuVb/pvvWh7lfNNeLFoAk7+PB+Zs4ayaAr5x7bxhq7ir5pWy5XjP2BuOKlJjNNJM0u+sudfLj57fz9ULy/jkhSNqtYwo8QRbFDvtsuXAoD/I1T9bw1f+ukN9PqYS7k5wlsr0c5COpDf9L1x/Lwy2JXU7NehyByjItmIyCRZV5WExieSRd4P+pmECKxzW6PMORZoMg3QRlMeIH+3fdKyboZDGR8+vBZOJFRddRe3Mubh80Ui6w5IiRbB9r3wsX5z6nHUmW2Bl5+RTlRXi3pcOsPpgB+5AKL3/89ONdBoMx5KgH6BCcaaQVkW1pmnPaZo2R9O0Ok3T7tG3fVfTtKf0n/dqmnahpmlLNU1bpmnaSyfzpKcchTNkUbw7GrTrGvRT5BotsIxeWG0DI9IEuw6nbVubDk29sp6ooEAXBH0N0lFvnALuj59ayf9++OxxFeFPKkYdXU9yU4gr5peyp7mfhu4EdVhpCCzDYKCuZIwCC+D2J/AXL2Sx6RiXmbYTNGdBzfmcO/AKj3/mfG47Z3ia6qq5pYTCGm8dUsXXGWegVbpg2RI7Zb64R0a5vnbNvEjdSYRIiuDETi5cdtko9rX97RxoG+BvWxq57/XDqV+omBjc7eCKSQE3mWHZh2D+jdJRcO294Evez6x7MECBbkzhsJqZU5bDzsY0av0GWoZNjAf8QTRtePPrRVW5uOwWPvfHbXHbVrT0yXtWje4YaDYJymrmIPpbICQjpyaTwG4xJRZYxnU0xmwjFd5AkCzr5NRgAQibixm5YbrcAZ7W07L3tpyBfefGKrDSdFNVKE5XTrHZ8hTFMMGIaRrZORig2Dm6iLc8T4qu1r4YgRUagoZNMP38jJ2SEcEqKdJTDvsa31H06oJZxVy7OM0L61TCcINMEsECuFqvb3ppbwKTgIjASpzCaaRR1o2syUmH/GmEShZSJTq5wLSXvtJzYdH7oOsQdBwYNfzsmnxyHBbWHlYCK+MMtKZMD3xxTytzylzD7dkNJiFFEKTAGvQHeWF3CyU5di6dU8KT25pTusIpJojBDhnBGomrBM7/LOx5An5cA/ueTriLbneAwpj7ypLqPHY19SV3QA365eJfbtT81xBQsQKruiCbn9+2jOY+HzviRGha+rzkOizD097zpoEWippoINMEfYlSBI1a5TRrgTVNwzMUwmmfxLpfew45wo8QRPqE7W0+EwWWkTo9xgjWaZDMpMgsT25v4i+bE5dtnC4ogZUJ4gisbneAItdogVWao0ewYo0umrfLCNj0CzN2So29XmxmEwX5uiAIDGasvuuUQghZ65AiglVb7GReeQ5PbGuMP1nxdEuhZk1sv36kY5D8bOuwCdCYyJ9GGT3UilaGShbKFCKA/c+MGmoxm6jKz6JjQDkJZpwUAmvQH2TTsW6uWpBgzCSYXIBsmt3rCfD6/g6uXljG+5ZX09rvY8NR1TNtSuBuT9yG46IvwGXfgNIF8PQXRrX9MOj2DL+vLKnOp9czxIlEkXeIRh5yK9nd1MfS77/EnmYZ9YoVWCDrO0GKqZE09/pGt58wHBFjalyzrOYkEaweeR21jM7uiIc/GEbTmFxjJZsL89Agc0rl/40Q70BgBTxQ/1YGT24C6ddTQdOtwXLkQngoocGU4szl9+uP8+s3jkz2aZx0lMDKBHnTQJgiURJPIIh3KBQ3RbDMSBHsj7no1K+VjxkUWM29PsrzHJgcMQX4uSPbl50h5FbIGocUfOyCWnY39bMuXhNfT1dKB8Ej7YPUlbjG3SPMVFCDSWhYRQhRMgfyqqDybNj/bNzxMiUsamqw7nAntz+4kT9sOD6u4yt0UgisnY29hDVYUZtgFd7qkCmGAxNrme60WzjW6cY7FGJxVR7vml+G1SxYfejU9xs65QmHZQ2WK4FJkM0Jl30drvmhNNRp2hJ32MgI1iy93jOpwOo3BFYFz+xsoc87xI7G+AKrPM+BEPL+MZKWPi8VeY7hGw2B1RdtlSkFVjj+uXi7x7TQ59EjRtkj03AnErsLAoMs17/v588s4liXe9i1N222PiKbTbtPwUUPd4fsX2bPTT0WouP8A+kfY93/wPcL0u4hqDi1eGlPK8/ubKHbHaCh23PaO3IqgZUmTb3eSNPXUVhsUmTpESzDSjdeJMNmMVHktA23am/dJaMsrsxZtLf3+2S9lz0mhWmEi9QZg7M02oMmCe89u4qSHDsPr6sf/aSnK+XEoLU/zgrvGLAUROusHOV6E85518vJVv9oS3ZnjMDa39rPxx/ezNpDnTykmhCPH02TNu1JakS2N8j0qaSGL7kV0cjBBOGyW+jXbdoLsm1k2cwsrMxj23FVBzHpeHtkKl28FMFYDGOVOJPSUFijxxOgMKY5sGFS0edNYmYS6YFVxeqD8jrYrtcA5ziGCyyr2USJyx43gtXS56M8b8T1La9aPsZEsBxWc2IXQU/3mFqFGNe37EnqgwVI10f/INcuKmd6UTbXLa5A04jfbiUVnYcALdoK4lTC1yut/tNdQDTcMv1jiPa98RPQwrJXmuK0485Ht3D3H7fSNegnrEF9V3oN1k9VlMBKk/959RAf+t1GthxPkPZTODOShmY0gC2OkyII0kmwPfbiPNiW8ehSx6Cfkhz78FSMdHOnTzecxXL1LUUuuN1i5vK5pWw61j26biWNCFa3O0DReNMDAXNB1OTEWan3yJl3g3w88Nyo8UbNDcC3nthNrsPKnZfM5GinOzKBmmye39XC4fYxrGBONgE3hAJJ/9Y7GnqpLcomPzvJ3zqnIq4oPpm4YmpjjMWds2sK2NHYSyCYIKKgmBgiPbBSLKIZC2JxBFavJ4CmDV+4y3WkI7Dk57BdFLFPN2cwUovj1TZV5GdFDC0MfEMhut0BKkdGsCx2+VmPTRG0mfEOJYjueHvGFMEyUg0nO0WQkJ+LZ+az+t9WRUw+xmXV3lMvHwfTbBA9lfD2jK2Ppl2mVBIYTP81lcvk46GX03+N4pQg1nfAWAg80q4ElgIZwQqFNb7wl20MxLM+LlsIrbvB24N25HU+Zn6RImf8PPPyXPvw1a+B5Cvm46FjQBdYsZypKYLOEgj500pVWD69gD7vEEc6RtwUUgisoVCYAV8w4vA1HoS+Gtyh5WFx6jeykrlSvB8cbczptJsj/c62nujh9vOm8+4lMkq57vDkp6D8edMJ/uWxrXzsoc3JJ4BTCcOYIokhzPaG3tTtCnIrJzyCFWs+UGAIrOn5+IPhyMRaMUmk2ag82aS0R28oXBiTem6k+PV7k6SrDbSA1ckb9dF7jiGw4kWGKvMcNPcOj2AZgqsiXoQ+v2Z0DVYyk4sxTNKNFMHJNbkYLnoNgWtkqowJoxbYfQqaE3l7xyewxpIiaLD6x/DPu8f+OsWUZf3R0Z95w3n5dEUJrDRp6fMxs9hJc6+P7z+9d/SAJbfJSfzOvzJ9x0/5puUxihzxIyalOY7h5gSD7RkVWL6hEAO+YByBdYamCBp1D+7UaYJGnv2oSKWnO+HkSNM0etzG5Gf8AgtrFh1aLke1mEijEFB7MZzYMCov3WW34vaH2HqiB02vCVpQmUuuw5Je89HxcGJD0qbNBj98bh9f/8cullbn0drv4xevHDo555NpDGv1BA25+zxDtPX7RzcXHklupYxMhyau8a8rZhJqpJGdVSM/z2dk356phE+3Uk/V6N2WOILV2qdnRsREsBxWEzazKXWKYG4lqw91kuuQgsrIsoiNehpU5GXR3OsbZvZjpAyOimCBTI8fmSKYqAbL0y3TzNLEE5Dfn8m0aY/WEslFCsNkZMwRrHAo+v+Uxr1oyjHeCNZYBFasMdD2P8DQ1MjEULxz1sepbR+1kH2aoQRWmrT1+bhkTgm3LK/muV0to53mKpZAxTJY/z8U9e7CLoIUu+NPKvOdVno8Q3IfAbfsbJ+TOYFliLeSkSYbZ2wES3fuSuOmNrPYSUG2lbdjBVYwIG+uCQTWpx55m399bCvAsPqI8fC74PX8IXjl8I21F4G/L9qkU8dlN+MOBHm7vhuzSbBsWj5mk6A4x35yGsyGw/DYrfDSt1MOfXT9ca6cX8ZfPnM+1y4q54ltjadGmlqKCNbxbpnSML0ohRV/ToWsJXBPXCqQEcEyCcjVIxvluQ5MYoSpjmLiMfpbOfKSjzOZpctenEnppvpuTAIWVkX3IYQgN8uSMkUwnFvJ2oMdXLlA3me63AFMQgq0kVTmO/AOhYbt07inlObGycrIr5EiTl8AyraZ4xevh8Py+zWWFMFAdJ+TxojG4UYEqztBQ+aE9DdBWF9wOSME1jhMLrw9sOwjcOOv5e8DE5tmrTh57GoankWRZTVzPJk5z2mAElhpMOgPMuAPUp7nYFapC08gFD8l49KvDV/Ja9sed3/5WTYCwbDMLzfc7TIYwerQVydHR7DO1Bosve4hjZuaEIKZJa7hRd5G75YEE4PtDb0RQTZui3ad34TezdPhC4ZvnK7/PsLe12m3oGnw5qFOFlTkRibYNrPp5IiZ7qNS6NW/lbSezXDRXD69AIfVzPuWV9PjGeK1/adA3UGKCJbh1ja9KHETYiAaLe6fuDRB4++fn23DbJKF6GaToNBpj0QsFJNEJIKVQmCBXPmPMyldf6STxVV5o5z/crOs9CcVWC10iSL6fUGumFeGw2pC08Bps8R1PK3QjSyaYtIEjXS44jjOuAvwvlcAACAASURBVORPk8JBT4lNmCLo65WLDmOKYE0BgWVc93WBZbeYcdktdI01gmXUX8EpLLDG0EszEsEaQ3qyp1seYxKun4qTRyiscaRjkAvqoovUdaXOsS9SnGIogZUGRnFeRZ4jcvNpjuOyxLzr4Lx/5XD2WXRSAE1vx91fge781OsZilo5Z1JgDSQQWLZxNMA9HRiDwAJ5M3f7YyYISeonfEOhYTfadyqwAKzmEZOevGrInw6HXhy22ZhQ72nuZ35FTmS73WJiKHQSBFaLvmDg6Yzb/NjAmIwZqTQXzyqmIs/Bz14+OPVtWVNFsLqkwJpWkEJgGYYyE7gCm6N/Hozri0Gxy0bneOpFFJnDEFjpWFzbXaMElicQZNuJXs6vG91HKy/LSr9vaHjzeoNwCAZa2NHvxGkzc9ncEpx63VV2gromw/r9YFv0HLrcfiwmETHVGMaIXljS5GLE9zzggY2/kT+PIYLl1xeK7JbJjGDp5xvTm6zQaRt7DZYhsBx5p14N1pAPhjzjFFhpRrCGvBD0ys9HRGCpCNbpwIluD4FgmAtnRa9fs0tz6D7N70tKYKWBceMqz3VQmS9z0EcWAUe45kf8tOpe9lvmQmN8gWW4j/V4AicngmWkcxgCq2JpxvZ9SpKtf6nTsGoHubJr5P4DSQXWyM/BOxVY675+OZu+eeXoJ876CBx5DToORjbl6PUUwbA2TExbT1YEq2U7oIu/428mHGYITsNF02I28aP3LuZA2wAPTnULeSOClSAV5kSXh2KXfZihRFwmMYI10lyn2KUiWJOOr0/WV5nTqCWy54wyudjV2EcwrLFyxmhxkpdlZe2hTs770atsOT6i9nKwHbQQb7Vbec+yKpx2S8SRz5nA+ryuxIndYmJPTEpP12CAAqcNkymORXf+dPmoCyxHvEbDu/8mjQtgTGlmxnXMZpnEqcqICBbI6/yYa7CM15fMP/UiWL7k18W4WLNAmMGfZp2N8f+TVRBz/WxK/3iKKYuxWHPezCJMQpaWzyx24g6Epv6i6ztACaw0MBz/yvMckT5HzfFWC3U8gRBHbXOh+8iwVS+DYREsQ2AlaWw6VjoG/AgRM9m/4xX41inYdyNTWGwy5WsMESxPIL0I1siGnPnZcVZ4x0BlflbEAW4Yyz8hmzxu/l1kU+wEKTZ1x2Y5SQKrebu00c0ugpadCYd16ZP5wpiJ/mVzS6kpzOZQ2xS3bPf1yqbhtpy4Tx/vdqdOD4SoqPdMnJujIbAKnKMjWF2neSrGlMfXl156IOh9l4Z/T4y076qC0S5+sVGl1QdGXOP0CGpDsICblslJq3HdSLRIYDGbmFeew57mqMDqHEzSgiLSC0s2G86ymgkEw4RiW10YETxIbfQRQyAor8OTKrCM8425l8vv1BgFVkC3pM6fduoJrFjxky5CJEx3jYvx/5tVKF9nz1URrNME474/rzyHIpedgmwbxfqisOGOejqiBFYatOrpgGW5DopddiwmQUuiCBZSYNU79D5GzVtHPT8qgmWyjCkvPRXtA36KnDYsZv3Pa7HJ1aTTGE3T+OnbP+XBXQ/GH+AsSV9g2RMILOfo9JzYCFauw4LVfJK+Uq4SqLsCDkXt2mMnSLERLJvFRCDTKYKebhmRrT5H3mST9DYxJh4jJ2SFznFMSiYab4+cCJvi/x0bur1ML0xDYJlMYMmSaTUThOEINzKKWuSy0zkwxf/fT3d8vekLLHvuqElpJO02jsiJrclaf3SEoO+WEeNGrYQZxTJF3EgNTFbXtKAyjz3NfREzpy63P379Fch7i7MUeo8DkGWT351hK9MD+gLfghuhfFHC447EuI5NqsCy2OSCy6gI1hgXLQJuaWDiKjszBBaMTWCNPEZupTK5OE041D5IVX4WTruFslw7hU5bpKXNuNodnCJMovfpqUNbv5/8bCsOq7whlcfpExKLbyhEi3MedAto3AKzhqd8jarBcpYmnNCNh46BJDfDU5ywFub/dv8fObYc5hfO59F9jxIMB8m15fL3Q38H4JOLPjm6eNtZknbeu9Nmwe2PTRE0VtZG31waYz4HRSf7/3zmpXDweZmKk18zzGJ5WAQr0ymCr/0HHF8n8+OXfwIaNiVN+xhZgxU9R9uoiN+Uw9ubcIV9KBSmuc9LdToCC+TEcyjxdSLTGL2CRvZiK3bZ8Q6FcPuDqVMbFSeHsUSw4kxKuwb9mARxm1vHCqztDb14A6FoY972fYQx/3/2zju+rfJs/9+jPWzJe8/sRQgzARI2YY9CSylQOt4W3kIXbekLvw5oKaV0Q+lu6aKlbMoIhAJhhYQkZO8d721rb53fH4+Ohi3JkuwkcvD1+eRjRzo6lmzpPM91X9d93bRINdHrk6JgJYtoVzC3xsJja1p48PU9PL62lV6Hj0vnpwlJipuFZYysk55AKPZ+c3RBcTNc+/f0r30YfJG4d93hKlxlClNxLOwIoc4PuPzIspw0KCQp/E7RB20uE4UXnzM2YyvfMYp1OiX0hZmHXAwPkzoKw9oncXiwu9vJ9ErxXj93ZgWeQCj3cQcTCJOrbQYYdPsT4rdrrMZRLYKqYiuUz0oMumhZDQP7sc77OABDioKlzGkaJ/Q6kwwZPkbwozU/4rGdj6GRNBg1RtQqNWatmXZnzKvd5eqiumDYZsBYnJjilAYmnQZfxOKiVklCwTJYQT3S/tcx5KHKYsDlC44IFxh3NJ8lvu5/C078ZMLwzREWwfFQsFrXCGL69k/E/6edD5VzhIXJn3oCe7/Th1GrHjHEtNSsZ0u7LcWj8gTeoZSN3H1OH7Iswm4ygtZ0RBWsIpMOrVoaMQxW6YXrd/onCdbRgteW+RzCJCEXfS4/JeZYOmQ8FIIlSRAIyWxpt3Gq0qvVs4NeXS3FhsLoYxXlypTmvXDurApKzTp+GTe/bnhvXwKK6qFzE0C0EJmQJOjszskGr1zHRgT/HGkYSxIsgqVmHYGQjMMXTB78kQx+lyBYyrgUe7sYJD8RcFQUrFrYtzO7nzeJvIOSILhkunAAfW2peM8rM7COZYI1aRHMADZPIDpXBqC6yJAY4z0MHn9ILDL1pwhS5Y9sslY+CMvuQK+SMOnUDCo9WOPYfwXQ5zg2CVabo40ndj3Bxc0Xo1PrCIQDPHrJo7xyzStsvmkzj1/2OAAbe5PE45uKE4cYpoGyAYkGXbj7U87A6hjyUFtsZHaNhaayw5zSWDFbEJ6WVQAUGOIsguOtYIUC8I+r4ZnPi/8v/F+4+o/ie32BmN2WAgMu/wj1CsQQZqXqm5dY+2dBKlMoWMosqcpks4CSQXdkCVaBXsOLX1rCtSfXJdyukO/eyaCLoweffcwKViqCo5DmWVUioVDpGQagdwcHVA0JRQHl+laQIkUQRC/o0184nf9Z3By9LdlnOoqiBtGDFQ5H1TPPcItgLgQrGEanUWWuEh0uGBPXD2UeWNLkxlTwu0RxSgkFGTw0ns/w8GIsBCuNnTwB8T1YIGzxEy1tcRIjoCQITq9IVGsV0WKSYH3IYfMEEmwYhQZNYoz3MLj9QbGIzb9OLKzbnxN39O0WFxtbK8UmXawHaxwVLFmW6T1GCdbft/8dSZL4+klf56FzH+Lh8x6m0SIWK0mSmFE8A6PGyJquNSMfbEy0eKSD0qMQ7cMahWDVFBn506dO5gdXZd5bkBMkCaz10X6Ggri5VxZjjGzlHHLRu0sMEd79KrR/IEhU21px3+wrYtYNnTmtRbDP5U9ql1SqvnZvkhlyRxueQXjpa+LzmkLB6o5sXCsKM1WwjqxFEGBmVeGISGuFYPVPEqyjh2xDLsIBCMb+Xv3O5EULAKdPzMCaXSWCWXoUguV3w8ABtofqElRNRbkarjAPR1OZme9cNof6EvHYlCEXIAhWOADOLiot4vPRGj9E1NEFBdkTLF8wjP5o2wNBXPvi1o/6iE24NZtBqYpFsFhJXZxgBEtSZzZmIB7ZKFjeIRHkpPSL68yRz8GxuwH/MEBJEJxemRgcZTVqUask2oc8PP1BG2sPZrY/m0jIgytX/mM4wdKp1Wk3sJ5ASBCsxtOhdLqY/xHwxCxqPdspMmmxubyi2TWHhScV7J4g/lA4803gBIE/5OfF/S+ytHEpleZKFlYvZGH1woRjNCoNZ9ScwVO7n+Jn636WeAJjCQS9MTUxDZQehWgflqsvKcEKh2U6hrzUFBmwGLSjbljGBabS6EJv1KpRScICFl/hzckiGPDCXy6G934Fj98Ib96feH/p1Nj3GVgEk23G8nqj37U19n0K8qhsXJUN5KjQmtL+no4UlI35pIJ1lCDLgmBlujlVjvPFz6FKXrQAmFcriNvVJ9ah06joiYzpoG8XILPBW0VNnIJljsa0ZzZbqiYy+9FiTGOFK44oXX27mV1tQZKIpRD6nKJYk6NFUK/Ng23KMIugMgcvO4IVsQiaK0Ctz9iynhdQwn+yVRKzIVg+pzhe+RlKkmumCtgk8hJKguBwBUulkigyavnzuwf4+pOb+PazW5M9fEIjD65c+Y8RBCuNQhAOy3gDEZuEJMFZ/yfmBz39OTHtHqBnO8UmHbKzV0y2H0cFq9cpNoHHmoK1sn0lDr+DS6dcmva4+5fcz9l1Z/PMnmcIy3F/I8XakIFNMGYRjChYrt7YsOI49Ll8+ENhaouOYEKjKbbQS5KEWaeJxp0qyMkiuPNFodR99BFRYd3/ZtwJCxLntOkK0i56A5F+keFQbsvLJMHuuIu7LnmIRbfdh1olpa/kx0NrOuIKVjJUWgwYtCr29kxuVI4K/E5xnc/GIggJG9O+FEULgNOnlrHp7qUsnl5GRaE+pmC1vA/AhmAzVQkWwfQx7cNx5gxx7Uvba1S9QHzt2EiBXkNzqZmtSr/lGEaR+IPhox9wAeK667WJwc2IopZRq6ZlIIvPt98tCJZKFbFUTjAFK1t7ICRNxEwJhYAqUL6fJFgTGvEJgsMRvxdwB/LQ2TJG5MGVK78RDsvYkxGsUDhpL4niO1eSlJj/MVhwg9jAAiBBzw6sJi1qdySqdRx7sJTqZfkxliL48oGXKdIXcVrNaWmPM2gMLG1ait1vZ+dAXINsdFjk6DK0sgFx+0MQDothnUlIsJKId0QJlrEkgSSa9ZoRiZE6jYpAtgrWhkfB2gBzPgKfeRlmXw5LviHuK5mSWLnURxSscPKf4fAGEz4vCkoL8jiWtWuLINGfXQ6X/iLpId12LxWF+uTDVpPhKFgEk0GtkphTbUkYHDuJIwhlBlTGBCtS6Y1sTH3BEA5vMBpWkgzK5+10w0EWdD4hLL4H3sJf2ECbXE61NXaNUsJx0oVcxOMLZ03lH/9zKmdMS26TFictFb1FkbEkc2utMQVLiWgfQw/WUYexBJCjaXqSJFFfYqR1MFsFK/K3LW6ceD1YuRAsnTlSYMig79bvjP1+IPY5yAMXwCRyR+eQl7ok8/sANJG19BOn1jPkChzJp3VEkAdXrvyG0x8kLCdG4eojF/xkNixF9UiYMbL49tj39adC9zaKTVr03gjBilcHxohehWAdQwqWO+DmzbY3uaDxArSq0RObFOvg+53vx27MRsGKbEBc/qA4Xg4JW8cwKFH9NUdawfLZRQgFcPnx1Sydk/j+0apVBEIy4XAWYRJt62DGhaK6ai6Djz8K53xLzG2JtwdCpLIoJw1wkGUZlz+Y1H4UtQjm49Dbri1QdRw0LBKbxSTodvioyNQeCBEFKz82B8fVirlGWb0nJjE+UOboZa1gCYKiNIGPOgZixwv8ePB2Pm37DfzxXNi1jN4KUZCqiAtmMUVj2jOzCKpUEkuml48eNFFzAnRsAETMe/uQh0GXH/r3ivut9Rn9vHjkD8GK9GV6h6I31RebcuvBAkFGPwwKliZyvQxmcM0foWAphYZJBWsiY9Cd3NECsOwrS3jpy4upthpx+ILZF4bzHHlw5cpv2NxiI5vYgxUhWElsWMpwRWN8P07ZdJAiv+rms6B3J5U6PyZ/JCHnGCNYm3o38crBV+h2deMcB3n/zdY38QQ9XNx8cUbHV5gqmGqdysr2lbEblWQi9+gKltKD5faFwNUjbiwYaRE8KgRLWeQir+Nbl87hulMbEg7RpSkAJIXXJnokioZtgFQquOZPcOY3E2/Xpa4segIhZDm5/ShvBwuGQ9C7Eyrnpj2sx+6lMpvPlS4/LIIg+nRc/hD7+/KD8H1o4B6Axz4hrv/lszJ7jEJEIgpHuiHDUYRD8Pq99BiauJCHBdkBOktOBcQQdAXRmPbx7hmtPVHMwnL1Ma1cXCMODbjFDD1zuVDCs4Q/lCcEK9oXF1OB60tMtA16Mk9FjScQxY3iuuvN87EVCnIlWEpgRSZpqpMWwWMSg+5A0vl9ADMqC5lbY42OuBl059neYIzIgytXfsPmiRAsU6JFEJITrKQKFsDXd8Gt70PjaSCHmR7YSRmRath4EiynD51GlbCgHkn4Qj5uX3E7d7x1B+c/dT43//fm6H0PrHmAH6z+QVbnc/gd/H3736kwVXBS5UkZP+78xvNZ272WHneEIOXQg+XyB4U9EJIqWG2DHgr0miP7u1bCNtJYHdMprElhi8wQU+azxGPWJWL2VTyiBGvkwueMBIMksx8p78u8i2UdaoGQH8pmpD2s2+7NPOAC8qYHC2JBCFvzfQ7ZsYbOTWLe0TV/hooMCVZRowhB6BUW575IOElaBWv/m9C3iw3NN7PLW4L3+mfhwvvZUyxm5xXG9U9Fe7DGm2DVnSK+tqymKLJe2jwBOLRSBD7lELWeNz1YhgjB8sYIVl2xEacvyJA7A2tTKAAhX+zaqRT8JgzBGhobwQpmEGcfb6GEtIW8SUwMyLLMkNs/6oxQhYBl9FmaQMiDK1d+I0qwjEkIVlKLoNhgRnuwFBRUiAW27lSQ1DQ6N1IhDRHSW0E7fol/vXYf5QX6ozY35KndT9Hr6eVLJ3yJi5svZkvfFvYO7uXttrd5dMejPL7rcdZ2rSUQTv9BCoQC3PPePZz7xLnsGtjFN0/5Jiop87fr5VMvJyyHWbZ/mbghqx6suEGZLsXGmdwiWFtkPLK/a9PoSly6AkBS2CMEy1qX/jgF+tQEyx0ZX5AqoaysQB/dMOYNBvaLryVTUx4SCIUZdAdG9LulhdYoNgd5MPdrSrmoBh/qP3JzuSZBzB44ijqaALVGuB56dwEZKlgtq0FS4Wo8H4Aenx5OuxV7QFwLCuIKHlPKzRi0KhpLk4e55Izak4WleP+b0fXS33cQbK3QuDinU+aNRVBRsOIIUTSqPZM+LIUkKKqMYgP1ToC+yHAIfLYcLYKKgpVBoSneQgmTCtYxAIcvSDAsR90rqaBYCAfzrfg6RhwdmWMCISnBSmMRVKbXG1NF4OoLoHo+9T1vUqXuwF1yPIXJj8wJ/S5/2mbow43/7P0P88vmc/P8m+nz9PHqwVf52/a/8V77ezRbm+n39PPZ5Z+lylzFtTOupcHSwNLGpQkkxR1w87U3v8bKjpVcPf1qPjLtIyyoWJDV82i0NHJ8+fE8tecpPjnnk6i1RuEHz0DBUuxtCQpWEoLVafNSXXSE4/CNoxNFbeT9mbGf2dYmviZTsJJBWfiSeONdkQJDKvtRiVmXfxbBKMFKbWFSrAsl5tF7AKPQmkT/XigAmqP3mQTQa9SUmnWJQ2gncfihFEJSzNFLifKZoi+SWM9i2kG/rauhch5lJeL60D7koaHUhMMbRCUlOipmVBay897M7NZZQaODpjNg/wqsS4RTobDtTXFfU24EyxcKY9Vl8Zk7XFD65+ItgtGodg/z65LPzotiOMEyjIziz1sopDInBSuyPmZEsFIpWJMEa6JCCa4oGlXBEvc/s76dQXeAi+aNX/Db0UQelIbyG2kVrGQEK5DCIhiPkz6N2bYHEz62n/CdcXy2YiNYnGmM9Dij39PPjoEdnF1/NgBlxjLObTiX5/Y+x5BviJ+c+RPuX3I/t8y/BYCHNjzEN976Bl9d8VW6XSLKd0PPBm5YdgOrOlfxvdO/x/dO/17W5ErBTXNu4pD9EK+1vCZuMJaAe3SCpdeoUEkRNcbZLYYfGkYuoN12L5VHet5YJgpWmgJAUtjbRY9IYXVmx0fnk4y0bigDuAtSJJSVFujyzyLYv09U3tOknCnWhVRe8qTQRhSCTPoPjgCqrAa6bPlhWfzQwN0PSEmvH2lRPkuEIPhd9Dv96DSqlJ8pQkFo+wAaFjGnRmzcN7cJ+7nTF6RArzlyKvuUs6F/L1avKNrUty+DsplQMTun0/kCoby1CCoDmHNTsCYQwVKKkjkRrMg1MGOLYJyCNZkiOOGhFCYzVbAeX9fKN5/aFBUqJjoyUrAkSboIeBBQA3+SZflHSY65FrgHkIFNsixfP47P86ghHcHyZdODFY+TPk174fHc+pd3+Iw2+2SldBhw+aMNxkcaSmpffJT6j5b8iAubLqRYX8zMkpnMLJnJmXVncvP8m3H4Hbyw7wUe2vAQ5z91PqWGUvq9/VSZq3j43IdZUrdkTM/nvIbzaLI08btNv+P8hvNRG4szUrAkScKk0wg1JhSZgTVsgxIKy/Q5fQnpXEcE0bCO/pSHZG0RtLWLYdfqDAXtqHVj5OYgqmClSCgrLdDzwaHR/wZHFAP7RkbRD4NiXRhtoUhAfIO3McsN9mFAlcVAh21SwTqicPeLv32mny0F5TPF177d9DlVlJl1qUlSzzaRVlm/kLICPc1lZtYdGuQWwO4NJPRfHXbMuQpe+x76937OVO1Cam3rRRppjgTPHwpHe0qPKpKEXBQatBSZtLRkkiSoqDAjCNYEsAhGCVYO1zAlRXC0IlMoCEFPooKlMQLSZIrgBEaUYI3i/IhfV+3eIMu2dHLNSRm2LOQxRr3qS5KkBn4NXAC0AWslSXpeluXtccdMB+4CzpBleVCSpPGbnHuUYfME0KikBMKUrgdLYd6G4T1Yw2CunctmuYPBcc7+H3QdPQVrVecqLDoLs0ti1UqdWseFTReOOFan1lFqLOXT8z7NmfVn8k7bO+wZ3ENNQQ2fnvtpTNqx9weoVWpuW3Abd7x9By/sf4GrTCUZ9WCBIMgefwg8PUmHDPe7fIRlqDjSaY06U8TqOHoPVrICQFLY28CaoT0Q0lYWYz1YKRQss1CwwmE583lSIGx2L/8fzL4Mpp6b+eMyQf8+qJqX9pBBd2ZWhwQom6k8CbqoshpY35Jn5PZYh7s/e3sgQHGz+DrUQr+rOn3ARd8e8TXS53ViQzFPr2/jln+sY8Dlp/BIhvBYa2HhzfDewzylfgG/pEc3/9qcT5c3PVgqtVDuh4VSZBzVnqoHa0IRrLGkCI5S2AkM+/2ASLHVmScVrAmMTJ0f8ftlSYLnNrZ/OAgWcCqwV5bl/QCSJP0buBLYHnfM54Ffy7I8CCDLcs94P9GjhS6bl+Jh1UN9GguWe5QeFAUWoxZJgqFxjKX0BkK4/KGUMwcOJ2RZ5r2O91hUvQi1KrP5KgqmWKcwxZp9hG8mWNq0lD9v/TP/2vEvrjIWxTYjo8Cs1+DyR2Lak6Q89tiVOPwjbBEEsWFLY3XMOqbd1i5mQGWKdD1YkRRBcyoFy6wjLMOQJ5Dd+/TV78C6P4vEv/EkWOGQsGLNuSLtYUPRSlyOClYeoMpiYNAdwBsIjVoAmsQ4IVeCpdh1HV30O0vT918p85Qi8e4nNhbx9Po2lm8TtutTmnLYGI8FZ90JssyBte+wvPJm7ipuyvlU/mCighWWw/hCPoyaIzgaQ4HBMiKUoqHExPbODEhSSoJ1rFsElRTBUYpMkd+PLaRj0+5ezpwRKWrqCiZ7sCYwMrUIxuOUxhJ2d0+Az0UGyKQ0VAu0xv2/LXJbPGYAMyRJWilJ0uqIpXDCwx8M88bOHpZMK0u4PX0PlrgtrUUQUKskrEZttDI+HlCqBVnZmMYJB2wH6HH3JNgD8wEqScWFTReyY2AHvXpzRnOwQPz9bJ4AOHuTRrQr88aOuEUQhE0wnYKlhFxkomAF/WKDls2MmhTxucu2dLKhVSzGKRUsZdhwNkmCXVvh/d+K7/Up7K/2zsyGWQ6HsxvCwVGHoA5GP1vZhFxENhf+PCFYVlEM6J4MujhycA/EbL3ZwFQKKi3YO+h3+ig1p7nODLWAqSz62bh4XjVLpsfWrJS9W4cL+gK48D7uL/sRm+TUyZyZIH4O1ubezZz35Hmc/q/TeXjDw3zzrW/yg9U/YMA7wMsHXuYrb3xlXOYupoTeItL04lBXYqR90DP6AO+oRTBy/dKZRd/rREgRHAvB0mQYchFZS+77bws3PbKGkPL71JknCdYExqA7gCQlttiMhrNmltNt90WLtRMZmRCsZD6e4VcTDTAdOBv4BPAnSZJGGHYlSbpZkqR1kiSt6+3tzfa5HnGs3NeHzRPgkuMSm//TEix/EEkiI994kVHLkGf8CJYSHpBV0tkocAVc/OKDX/CnLX9Ke9x7He8B5B3BAlhSK3q53pW8YrHIIDZ7fl0RHxzsQ3b1JE0Q7HGITeoRtwgCmIozi2nPRMEa2CcIRjZN6GqtmNMT14MlyzJ3PLmJx9aIWkzKHqyIAtSXaZKgoxte/RborWJOVbIeujfug5/Pgjfvz/w1KFASFEchWENuETQwYvxCOuRhyAUIVX4SRwi5KlgqETojOzroGy0ZdqgFimLDxkvMOv78qVOi/z+iPVhxsBq12Dxj2yQpc7BC4RD3rr4XtaRmXtk8fr/596zpWsOze55l6VNL+ebb3+SN1jd4bOdj3PXOXVz9/NX8asOvcI/nZ89gSWoR9IfCdDtGs8BFnoeiYEmSULEmgoKl9PsqSYrZQJthTHuERA0ElfUhUiybtAhOaAy5/VgMWtQZtAM0lJgwatVMKROfkQN9E//vnklpqw2I333UAR1Jjlkty3IAOCBJ0i4E4Vobf5Asy38A/gBw8sknH/3hMKPgrV29mHRqlsxIoWAN28D2OX2s3vw7awAAIABJREFUPTiIUavOKLWpyKQbV4tgLnJsPHrcPTy4/kHaHG2cUXsG67rWsbpzNTIyGknDwqqF6NQ6ZpbMHPHYFa0raLQ0UluQRS/PEcKM4hlUGCt4xtvGJXIAvd8Zs2ikwCXHVfHymm1IqmByghW1CB4lBat7W8q7s0oRjAwzjTbVZwp9QYJF0O4JCksloFVL6DWpQy6AzJIE/W74/Zng7IIL7xfDVJ1dicccWgVv/1h8v/MlOP+etKfssnkpLdBFo+xjBCv9+3YwMiwxqzS2KMHKkx6syJDkyaj2IwRZjhCsHBQsgMIqQrZO/MFweovg4CGonp9wk06joqxAR5/TT8FRGjpvMWrZ0Tk2AqH0YL3R+gY7B3by4zN/zFl1Z7GqcxVLapewa2AXT+x+guPKjuORrY/w0IaH0Kv1zCubxx83/5GX9r/EHy/4I/WWcQiTMlhjYzsiiM7CGvBQbU1jW1SUqvh1R2+dGATL1i4sq+ociHrGBEtspl3EikCVFoP4fU0SrAmLQXcgY9fHq7efCcDBfvH3PtDnYl5tDqQ+j5CJgrUWmC5JUrMkSTrgOuD5Ycc8B5wDIElSGcIyuH88n+jRQPuQh4YS04jNYqoN7AMv72TV/v5okuBoKDZpo6RoPKBsWtMuxkkgyzL3vHcP5z15HssOLGPIN8SvNvyK7QPb+dxxn+OHi39IUA5yw7Ib+OgLH+X2Fbezvns9joiCsa1/G2u61nD19KvH7bWMJyRJ4ksnfolN3h6+UlFOwDl6i+CiKaVMMUYu7ElCLnocPopM2pREIhneaHmDq5+/mu+v+n7Gj0mKUcI6skoR7NkJSEIdygbDqq/tQ7EFNF3/ofLeVGb7JEU4LP5teUIQqhuehtNuFRYVRcHq3Ayv3AXPfUH0yC35BvTtBldfytPu6XZw1k9W8NXHN8ZuzHAGmFgosixc5JmCVVMUiZXOpCl/EmOH3wUhX24KFoClGtkmapkpLYLhsBjkG6dgKaiI9Ice0ZCLOAgFK3eHRjgsEwzL6DQqVravpFBbyNLGpZi0Js5rOA+dWsdx5cdx7xn3cu3Ma7l86uUAfHHBF/nrRX/lrxf9FVfAxede/RyuwDhs0vWWEaEU9cUZfqbcfcLyqaQHQuQaOgEsgkOHRlX4U0KTXQ+WSxbv2U5FZdeZJwYJnURSDLn9GY82MWjVGLRqmko/RAqWLMtBSZK+CCxHxLQ/IsvyNkmSvg+sk2X5+ch9SyVJ2g6EgDtkWU6dIz1B0OPwJVUoUm1g9/SIiv4dF2amBhSZdOztHT9/ca4K1p+3/pmn9zzNtTOu5ZNzPkmTtQmn34lWrUWvFq//2b3PsntwN1dPv5rHdz4enS21pHYJgXCAQm0h187IPS3qcOOqaVcR7tjA3Qee4f+tvZ8fXvBbtGkqclq1ivlFfhgkpUUwG3vghp4NfP3Nr2PRW3hy95Msql7E0qalubwUsWHzDIrNlWpkjSQri2DvTihuilUaM4XBmmCX6YgjWOY0/YfFJh2SNIpF8AcVcPx10P6BCN+Ydp643VgMniFBrFb/Rvj7S6bAhfeJPrl3fgoH34W5V404pSzL3PHUZvyhMC9t7uSjJ/VwzswKMQNMV5jW/uL0BRl0+bNLEIS8C7kw6zXUFhnZ3T3Z03BEoFirsiBYobDMcxvauXJBDZrCGlSu1wEoSVU0c3ZByJ+UYFVa9GzvhMIj3YMVQZFRh9MXJBgKo8lhlpVy/dJpVKzuXM3JVSenDVC6cfaNFOmLuHamWIdOrDyRn571Uz736ud49eCrfGT6R9L+vC29W/jpup9Saa7kvjPuG7k+JAm5qC02IkkZzMJy9Yn3QbwCPlEIlq0Vak/O7bEaPSCNniIYsQharFYYIjavb9IiOKFh9wSymx2JIFq1RUYOHgMEK6OrnizLy2RZniHL8lRZlu+L3PbdCLlCFviaLMtzZFk+Tpblfx/OJ32k0DcKwfIN28D2OnxctaCG286ZltH59RoVvkCGSW8ZoN/pz7qhcEXLCh5a/xAXN1/Mtxd9myZrEwAFuoIouQL45Tm/5PmrnudrJ32N5dcs56FzHuKz8z7LO+3vsLpzNbeffDsFuqMzfytTXN2wlK8NDPJK9/tcv+x6Puj+IO3xFarI4pck5CIV+U6GsBzmuyu/S5W5iv9c+R8aCht4Zu8zWT//KIwlIIdHNFwryNoimMsQ0GHV3I64AbbpvL9qlUSxSRfz2A+H1wbhAGz4B/Rsh5M/G9uUGIvFz1z9W5h9BXx9F9y6CmZdCjULRAP5gbeTnvZQv5uNrUPcdfEsDFoVK/dElC5bJKI+hfUvHJaZd/dy1h0azF7ByrOYdoDplQXHTEJT3iNKsDK3CD66+hBff3ITT6xrg8Iq1AEnZjzUFaUogPTvE1+LmkbcVWlRFKyj1YMliJ3dm30fVr/Tx/deEEHFnnAv7c52FlYvTP/z9FZumH0DWlXs9Z5adSoNhQ28uP/FtI8NhAN8973vsrlvMy8feJnNfZtHHqQUleJ6ePUaNZWFBloHRvmMuwfAnNhqkIyw5R3CIXGNLMpRwZIkUWgarcgUIVEz6qrRqVV0KjZmXcEkwZrAsHkCWLLYjypoKjOx/8NCsD6MkGWZ3hSbaL1aVNHiN7DBUJguu5fa4syVAJ1GlXmUdgYYdPuxGrUpq4WyLPPAmge46eWbWNe1jm5XN99e+W1ml87m+6d/P21/iUVnocQgNgpFhiLOaTiH20+6nXtOu4dvnPwNPjbjY+P2Og4bTCV8xubgF1OuxeF38PlXP8/bbYkb8tcPvc59q+9jdedqyqUIgUmiYA1lYRlb3bmag/aD3HbCbRQZiphZMpN2R/uYXgeQMuhCKQDs7XHy0ubO1KlxAY+Ira+Yk/1zGKZgxVsEHaNsqCoK9dEethEYPBT7XqWB2VfG/h9NsZJhxoWJgy/VWmg8HQ6+k/S07+4VhOr82ZVYjdrYc7S1gTX1vI3+uF6xrOZ2Qd4pWAAzKwvZ3+siOI7XnUmkgGJFLqjK+CG7IuTXFwyBpQaAKmmAuuIUcwF3vwJqHdSNVBgqIgTriKcIRmCNKL659Bm/sbOHx9a0ANAbEH2ip1Sdku4hSSFJEpdPvZw1XWv41YZfEZaTv+//vfPf7B3ay3cXfReAjT0bRx6kt4jiz1sPCOIRQX2JMTOL4HCiPRFCLhxdIgQpiUKaMTQGCKZXsLwuQTRrK8uotOr5/Vv7ufb3qyZj2ic47N5gtNCSDZrLzOzvdSJnEEiWz5gkWClg8wTwh8JRH3s8klkEu+xeQmE59UKYBDq1KjOVIUOM1ify7N5neXTHo+wd3Mutr9/KV1d8lUA4wI/P/DEGTW7znK6ZcQ2fmvupXJ/ykUVkg36+voonLn+CmoIa/rzlz9G7AyFRxfz3rn/z6w2/poQhgqjBMHKCvc0TyFgpfGr3UxTri1naKCyBtQW1dLo6c794KLHPyRL1iClYv397P7f9az33vrg96XF0bwc5JNSfbGGwJlRfO4diC6hzlHjVSoshmsI4AkNxBGvKOWCOs1fFxwQnW/CbzxR9WPbOEXet3NtHjdVAc5mZQoMWhy/SG2JvT9t/Ff88s/57aQyAlDcx7QDTKwvxh8IcmuzDOvxwRN6HhSPn6KWCMr5AJUlQKIjZDJMLYzLbbTgM256DqeclFhsiqIyMkDiaPVhATn1Y8Y8ZCrajltQ0W5pzeh43zbmJi5sv5g+b/8DrLa+PuN/pd/LHzX9kYfVCPjL9IzRZmpITLKUX9837YccL0Zvri00ZWgSHKVh6S/4TrCFBcrGOgWBpTaOq+INDYi1rqCqLhvGsOTBAQGcVroXQOKUt731NpM5O4rBDluWs9knxaC4rwO4NjusYo6OBSYKVAj2O1ClxyQhW+6C4gNSmsnIkgVYzvgTL6Q2krFbKsswjWx/h+PLjefqKp9FIGrb2b+X7p3+fRkvjuD2HvIayQfcMYdFZOLHiRFocLdG73+t4D7vfTqmhlFZHK8XhIfqxjuhzkmUZe5oLhyzL7BrYxWM7H2Nb/zZWdazivEbRlA1QU1CDL+Sjz5M6kCEtogpW8jZH3bARAVvbk1sJ6YxsIqqPz/45JOnByvS9X1GoT62qDR4UXy/+MVwwLAxkNILVJOL4h6tYsiyzan8/p08rQ5IkCg0aoWAF/eDqTU+wIkrbbedM5e7L56Z7WSMhSZHNRf6QmRmVwsa7Z9ImePjhiCReJhlUngrKfL0hdyBa2JlSmKJg0bYW7G0wN3lvkbJRzWWDMx4YC8GyxxOsQAd1hXVpe2bTwaQ1cf/i+2myNPG7Tb8boWI9t/c5Bn2DfPXErwKwoGIBG3s3jiyozLsGrn9C9H2ufDBqFawvMdFl9wrVMRWSxfVPhB4sW2QE6lgULK1hVIJltw3ikzVMqSqJ7qUA7OpI4SBNeFFWWPUbePfnEJr4M5byHS5/iFBYxpKDRTkW1T6x1ctJgpUC0UGySQiWWiWhVkn4QyG8gRADLn/UIpWVRVCtIhiWRx9SmCFcvhDmFPOHdg3u4pD9EFdNu4rqgmp+c/5v+OU5v+Si5mNiJnRm0OhBa44m8NUX1tPn6YvOSll2YBkWnYWPz/o4/d5+dOF+euWR4Qduf4hgWE7qLX5p/0tc88I1fPSFj/LD93/Iba/dhjPgZH5ZLEZZibJvd+ZoE1SIxigWQRCzJQ72u3F4k2xyOjeJTVwuCVF6i5iDFbHKdAx5WFA/soqeDJUWA31Of2yYZDwGDwrytvAWqBxmXTRFXrekSk6Kqo4TgRVt6xJutnuCDLkDzKoSEcmFBq3oC3F2iwMKU1u4FAXrE6c2RHtasoLWmFc9WNMqBMGaDLo4AnB0CtUjC2JwqF9ci4Y8ftGjA9SZUhCUbc+KeXQzL05695Lp5dx71TxOasxhQOw4YLwUrAF/+5iLgGqVmpvn38zuwd2saF2RcN/yg8uZWTyTeWXzAGFFHPINjezb0pmENXnhF6BjvbBXA3NqLMgyvLcvRa5XKADeoZE9WHqLsM4Fxy9JeNyhFLzS2KhHhcY4qkXQ4xjAgYmGEhPnzo5Z8vvlSOqiK4O5qV57rCcxGUJBaH1fWB4dI10Okxg/rNrXz7It4necm4IlCNb+3ondhzVJsFJgtEGyOrUIqLjsV++y+IE3aMtBwUqV9rayfSVP7Hoi6+fs9AVTKljLDy5HLak5r0Eksi2oWBD9/kMFU0nUWldfKIhFq6MVm8/G6y2vc1HTRUy1TgXALg/QG7aMUBntEbIy/MLxyoFXuPOdO1FLar698NvcNOcm+r1i0Z1fHiNYdQVisWpztuX4GiKV0BRR7Zq4XqEL54rq+c6uJIpF5yahXmUz20mBkrrnsxMOy/Q6fTSUCnusopKkQqVFTygsJ49qHzwERSk2UwqxLKxJvmlVqaF0ihieHAclgEOZUyMUrEBMYUhDsLrHOu8szxQsk05DQ4kp2uszicMIZ3fa99ZwDLr80Z4/mzuAVy0+RzX6JBvwcBi2PwfTL4gSseHQaVR8clFjTgl+4wGlAGUfE8EK0+/rGBeXxcXNF9NQ2MDvNv2OYFgoGF2uLjb2bkxIdL2k+RJOrDiRe1ffy5B3aOSJppwlvratAeCcmRWUmnU8HhmyPgJKIWy4gqX83fLZJtixEUqnCXKZKzIIuVB5hnBKBWjVKr572Vwev3kRAD3hLAjWGz+AP5yT2k7YtTnWzzXUkvyYSYwZh/pdfOKPq/nmUyIoJpeQi7piIxqVFJ2JNVExSbBSoDeNRRDE4vWvNS3s7XHi9od4dXsX5YV6DNrM5yLpkxAsWZa57/37+Nm6n6VsyE0Fpy+IOY5ghcIh/CE/sizzyoFXWFS9iGLD0alm5g2MRdEFTxk+2eZo4/l9z+ML+fjYzI/RYBF2iD4c9MlWPMPmmimLf7z0HQgHuH/N/cwvn8+jlzzKx2d9nEunXAqAWWumydIUPbamQDSvdziHz+vOEAYrSOqUClZ8WMmFc8UGb3vHMCuK1wZdW6Au+8Zx8RwiC5/Xjs0TIBCSKS/Q89YdZ/Pk/56e9qHlkb7GpEEXgweheBSClS7RqmQqDCSO4OtUCFaR+LkWxSLoHN3C1ePwUpzlvLME6PKLYIEgwJMWwSMAR6cY0Joh4lOzhjwB2j3iWl6uS0Kw2taK888ZOZIgXzAmi2AkhEbS2PGHvQnXz1yhUWm4dcGt7BzYyWde+Qzrutbx30P/BYj2xyrHfePkb+AJeni3492RJyqdLpT/1vcBsRe4+sRaXtvRHS2+JSBVXH80ZTRPN5GyDO3roPaksZ1Haxg1pl3jt+FRC4eBTqNiVrVYXzqCosgQdPSMPpz+4LsiWbdzU/L7D70X+96WggxPYsy498UdCf/PRcHSqFU0lJgm/CysSYKVAj12H0atOqUipNOoEgYKb223c87MkQNp0yFZL9e67nW0OlpxB920ObJTOFxxBKvf08/1y67niueu4M3WN2lztnFh04VZne+YhLFY2DWIKVjrutfxl61/YX7ZfGaVzIre3i156MOKy5/o17Z7xP+VC8frh17n5+t+zoB3gJuPuzkabz+7ZDYVxgrmlc1LmN9i0BgoM5bR6sjxIi9JkZlQqYcNK1hQX0SpWcfG1mGV2APviICLqefk9hwUBctri/YrVlj0NJaaR72gKs33SYMu7O2pLYt6KyCl7wcomSJUsLgqZnskgKMmqmBps1KwkgXdZIw8swiCCLo40OciMJkkeHjh6Mqp/6rYpGXI7WdTuxOXrKdCm6QQceBtQIrNiDuMUAp9K1pWcMOyG1KuSxt6NnDJM5ewvns9ICLMjVq16CfLEgopU+lE78149QlfOuVSfrTkR7Q4Wvjs8s/yt21/Y2bxzOh4EgVzy+ZSYigZkTIrnpQK6k+F1jXRm05qLCEYlmnpT1JMcUf6h4ZbBBWCla8x5PYOocLmOgNLgWZ0BUsXtOPTxuz4FoMGg1ZFi1f8jlas387SX7yNNxBiMBnR8trEWA9IJFLx6NsVC6yaVLCSwukLJm8nyBAOb4C3dyeqjbn0YAFMKTezt2diW9knCVYK9DpFRHuq6HIlqe2kxmLqIn1XVy5I3Syf7hzxBOul/S8hIX7mzoGdGZ3njZ3dPLamJcEi+K2V32L/0H4GvYN89c2vopE0nNtwblbP75iEoUgMq0VEzwM8uuNR3EE3d59+NyAUp1J9CW0aFX2yFfcwghVVsIwaXAEXd717F4/ueJRSQyln1J4RPU6SJH513q/4zqLvjHga88vm81brW/hCKeLKR4OpJGXIRTw0ahVnzSzn9R3diVbH/StEP1rdqbn9fL2iYNliam9BZjY6pZepe7iCFfCKhTjVYFaVCuZdDTPS9A2WTBHEMW4B7RzyoFFJUTW6UK/BGwgTsneJfi5z6sJIj8NHhSVHeyAIi2AepQiCULACIfmYGOSYtwgFRUx7FgqWYpmdWl7AkCfA6zt6cElmSjVJChEH34HKuVnN2MoWb7W+xXlPnsfCfy7kyd1Pcvubt7O5dzMPbXgo6fEPrX+IVkcrX17x5ai1zmrUjqkHS6UT1zil6DUeuHTKpbz0kZco0hfR7e5OWnhUSSoW1y5mZfvKqJ0wAXWnihmC7gHo28Mp23+ImhBtydIElYCGEQpWxEqdrwSrPdLLOmYFa/QeLGPIQVAXs7pKkkSVxcAhlwZZraOjvYU+p487n97M+T9/a2SgSNs6QBbOjlQEyz0gRh8UVCam1U4CgGc3tDHv7uV87m/rRj84Bd7a3Ys/FObGRbEiaK4hO9MqRCFwIo8UmSRYKdBj96Xsv4KYva+sQMd5syqoKzayaEqKjWEKJFOw9g7t5bjy41BL6owJ1mf/uo67ntmCLxjGrNOwrX8bK9tX8r/H/y+PXPgIl025jC8s+AJW/cjAhg8dDNaoggViECXAr8/7NTOKZ0Rvn2Vp4C2jkU7JhMuXeDFXegqsRi2vHHgFT9DD1dOv5s5T70SjSlQ855TOSVp9vX729Qz6Blm2f1lur8NYktIiOByXza/G7g3y7t64ytL+N6FpMWiyHJ6rIK4Hq9cpFs9M+5TKIkRsRJKgosil2zR+9BFBslKhVPTPxdsEO21eKi0G1JHeNCW2OmDrFEOkVantfz127xgVrHy0CAorzmTQxWGEqxeQs+rB6neKyvyUcjO9dh9v7e5F1luQhifNBf1CPWlaPI5POAZZlnl0+6N8dcVXKTGUoFap+f6q72PVW7l+1vW8fODlEWvTpt5NrOtex7n152Lz2djavxUYO8GStIOoJTUVppGzCMeCAl0Bn5//eTSSJqWz47Sa07D77ewbShKcMDVSrNy9HDY/Tun2vzFLakk+cNgWUfyGF3IUBSsfe7B6d8PLd4qCZNW8sZ1LaxzVIlgQdhIeNg6lwmKg2+HDry/F6Bd90+atj/Jy8HPY/nYDvPg1CPrEOti6RhTL5lwpCFYwSeHSPSBIblEDDE1aBONxsM/FnU9vAWDNwcz2FcmwfFs3pWYdl8+vid5myWEOFsD0ClEInMgjRSYJVgr0OLxpN4y6KMHS861L5/DyV5ZEN3CZIlnIxSH7IWYUz6DZ2szuwd2jnuPQsCZAs17N37b9jUJtIR+f+XHmls3lvsX3cfP8m7N6bscsjDEFC+AX5/yC969/n5MqE6t0X6xbSr9GzY6SthEWQWXxL9RreHL3k0y1TuWe0+7JKpHx1KpTabY289KBl3J7HabSlHOwQLwvL54nNneLp5VjMWh4dVskNc89AP17oWFRbj8b4nqwbKP2Kw6HTqOirEBHl23YoqsQRuMYqvIlU8TXOILVMeShpihGkgoilgXZ3pl2RlE4LIaNV45Jwco/i+DUclE5n+gRuHkNR6S/MiuC5cNi0FBeqMfhC+L0BdEXFI+M8u7cCEEPNJ6R/EQ5QklT/fv2v/PA2gdYXLuYv1z4F66deS0An577aW474TYsOgu/XP/LhMc+tfspTBoTd5xyByDWMRgHBUs7RIm+YkThajxw4+wbWf7R5dGe2+GYUyJSTHcN7hp5Z80JImxn54vQJcjkifrW5ArWjuehYu7IgfX5bBFc+0exvnzqBZG+OxZoDGmLTF5/gELcSMMIVqXFQI/dSz8WKlTiM3C6tJkKaQh91zpY92f4QQU8fLLoJy6dBgtuEH1Ye14d+YPc/cJab62fVLCG4SfLd6FTq7jmxDrUkjQi2drlC446MNwXDLFiZw/nz66kriQWilIYbxHc94YoSmSA6dGRIhN3nZokWCnQ60ivYClkqqxAj06jSnwTZYjhFkGbz8aQb4jGwkbmls5lQ88GvKNI6//d3p3wf63Gz4qWFVwy5RIKdOnT3D6UMBRByBetqFl0FkzakQlJ81QmFnk8DJm7cA9XsCIe5b2OzWzr38YnZn0ipZU0FSRJYmHVQjb3bk5uQRkNpuK0Cta6b5/Pb28UpFGnUTG3xhpLjmv/QHytG4O3XlkMvXZ6HT4MWlXKfsVkqCky0jGcYGWiYI0Gc7mIao+L6+2weaIJghA3eNXZDQWpN8ADbj/BsJz2OjAqtKa8a2I3aNVUFOppmcCVwbyHLTKCIc2MteHoc/kpK9BTZIypygXWkoSB3kCs16R6PuOFP235Ewv/tZBl+5fx4PoHOaf+HB469yEKdAX8z7z/4dYFt3LdrOuw6Cx8/rjPs7J9JWu71gKCmC0/uJyLmi+itqCWQl0hB2wHAJEgli3B8gZC+INhvn7BDGbVB2kqGkNEeBpIkpRWGWu0NGJQG5I7SVQqmHUp7H0dWlcDcLK+PZomHMXAfhFIMv9atrbb+PRf1vDEuoh6ks8WwY6NYgD9eLzHtKa0FsGBgT5UkozGnBjAVWM10GHz0uEvoE7vpLbISIPUw7vyAi6Qf4uszH9z9wtHRvksmHK2sABu+vfIH6TMIquaJ8KU7DmGTB1jcPmCvLajm6tPrGVujYVgWE4Ia+mxe5l793JuemRNmrPA6v0DOH1Bls6tpLJQj0oSRegE4eH178Nr92T0vJRC4N6ePFR4M8QkwUoCbyCE3RtMW5F3+cSmuKwgR4sVYtAwgC9CsFrsom+kwdLAldOuxO638/KBl9Oe461hDYWHvGvwhrzRBLtJDINRIQZJ4nfj4exlli9AUDeI3Ze4ONg8AQr1Gv6x/e8U64u5YtoVOT2VEypOwBP0ZKRUjoCxRBCS4cMwU2BqhZlP9zyAvOaPEb+6JKqwuUIvbGaKglVRaMiKZNZYjXQMDduMjIeCJUlQ0hxVsGRZptvmiyYIQoxgqV3daRUsJeUwp/lXCnSmvFOwABpLTZME63DCHiFYWcwP6nf6KC3QYTWJYl1ZgR6NMXGgNyDmL2kMuc2vi4Mr4OKp3U/x9O6neXD9gwDcs+oeZFnmu6d9N/p5tuqtfOH4L2DUiCLFdbOuo9JUyS8/+CWyLLOidQWeoIcrp16JJEk0WZoSFKxsY9oVQlZs1uEI9lBjrhnlEYcHapWa6cXT2TWQRMECOO6jQkmMOAlmSwdHEqx1fxHWteM+yitbu3hzVy/ffGqzUAOiBCvPKvShoFCExrI+xENnEiQynLyXxj4g9jC6gsQWi1ObS/AHwxzymSiXHMysLKBR6kZXMZUep5/epb8WChuIIlbFHFBrxEDoPa8mEtdwWPydTCUwM7I32pmje+QYw5u7evEFw1w0r5rSyH62z+mPDtr+3guioLO5zZbyHACvbuvCpFNzxrQyNGoVlRZDYkS7LItr11BrRvsWs15DbZFxQlvZJwlWEsSGDKfeWCkxsmUZNvYng36YgnXIIRalJksTJ1eezLSiaTy156no8X96Zz93/2dr9P/hsMzG1iFKzDGSt2HwVWoLajm+/Picn9cxDUV58YxGsLqZHgiCKkSbM9GvbfcEMRf282bbm1w367roxiNbnFAhFrANPRuyf7CpRFQFM+zvmV6q5xL5Xfw7XxXNyxWnnBkgAAAgAElEQVSzYyQpF6i1IiTDZ6fH4ct6TlRNkSBYcvyFdjwULBB9WJFZWDZPAH8onBDAYTFoURNC6+1PG0LQrczCG2vIRR4SrPoSU/LEs0mMD2xtggSlCmxJgn6nn1KzPupsmF1dKKy4wy2CfbtFVHia3sFUCIVDvNfxHk6/k88u/yzfW/U97ll1DydUnMD88vl4gh4W1SyizFiW8hwGjYFbjr+FzX2b2dy3mbfb3qbEUMKCigWAUH7iCdZQjgTLrJfpdfdGB7MfDcwsmcnOgZ2J1ykF9Qtj35dMpdG/j/ZBZ+xY9wCse0Rs+K11HIiz87v9ofy1CPbtEsSxesH4nM9YAsgpi5qOIRECYrQkXvcXTSlFp1bRLRdTGOjn/PowFslDecMsAHZ2u6F+Eagim/iK2eLrtPMh5IdDq2In89lE+JGpFMpnCjvhzmGDpD+keG2H6Js6tbkkup/98mMbmPWdV/jV63tYd0isy1HnRwps67CzoL4oOqqo2jqMYDk6RTHB7xi9wB3BjMqC5GnDEwSTBCsJejLoKVGqcmVjsA8N78E6ZD+ESlJRV1iHJEksrl3Mzv6dhMLCovaDl3bwt1Ux7/DeXicOb5DzZgmbg8rQxl7HJq6beR0qafJPmxSZKliuHqZFBn22ORObnG2eAFjeRq/Wc92s63J+KtUF1VSaKtnYszH7BysqT4ZBF/N03WilEIGhDtEzMB6Lp74wqmBlmiCooKbIgNsfSoxwHg8FC0Qf1lALhAL0OUd+lgsNGkqxIyGnjdHutY9eaBkVWqPYQGWoNB4pNJSY6LR7E9K43P4gV/9mJe/u6Tt8PzgUFM3zx3qTub1d2AOzUHX7XX5KC3TRVNqPn1Iv0jqHWwT7dkPZ9Jye1rN7n+WW/97C/3v3/7G9fzvfWfQdvrPoO/z+gt9z2ZTLADFodzScUy/GO3zQ/QErO1ayuHZxdM1psjTR6erEE/RQZNLi9oeyGgmgECx7uAUZmeqCzJMYxxuzimdh99vpcnWNvFOS4Jxvi+8XXI8+7Mbqj5vXtPVpsaFcfDsAB3pjRMoXDIviC+QfweqIrEc140SwlCJDirXKbRPXG7M1MQTErNdwSnMxm8JTUckBri8QhciyBkGkdnU5REiTQqwqRM8cjaeDWi+ScqM/JG7YsyQJK2H7+jG/tGMB2zvsnNBQhFolRRWs7Z12fMEwD72xh267j0K9mB0ZCsu8uLmDR1eP7GFrG3TTENd7devZ07j17KmxA/rinDq2zEYQ/fbGk/j3zafl9sLyAJO78CRI17S/rmsd/975b4IR0lNqTm8R3Nizkd9t+h2vHhzZdKkQrEAwRrCqzdXo1OKcTZYm/GE/Ha4OQuGRG7QPDglrwnmzBcHSFb+HUW3imhnXZPQ6P5TIWMHqZaqhDFlW0ek5mHDXkMeNR/cBFzVdRIlhbGTghIoTclewIKNZWADNsrCfah2tYsBucVP2P3M4dCbkgIdOm5cqa3YkRNlEtsfbBD2DYtOhHQOhATFsOByEoZZYsaQgnmBpqZAiASFpZ2Bll46YFFoTICdPtTqKaCgxiTmicZam1fv7Wd8yxIOv52BZzRQ92+H934rN57EMWxtYM1degqEwg24/pQV6Tm4q4f3/dx6Xza8RClbIF3v/BDxizlvZjPQnTAJZlvnnjn8CsKJ1BdXmaj4242NcO/NajBojV069km+c/I2M5iWWGcuoLajl8Z2PY/PZWFK7JHrflCIRNLOqY1VOw4Zt7gDqgp38dOttAEddwYI0I1PO/Abc2RId2N6g6okNR+3dJWb3VcxBlmUO9ruoiVwnvYGQ6OPSmvPPIti3C9Q6ofKMB6IEK/lYEb8zopCUjByX8ZnTm6mff5b4z6bHxHHV06ko1LOzK9KbU7NAqMVKwJHWKAKc9iUhWErxzlQmlOHwsLj3DxmCoTD7+5xMqxBullJzbK2bFknxA1g8XSjaAy4/d/9nG3c/vy1hRpXHH6LP6Y+u6wDnz6nk8uPj7L19e2LfZ1hgU9SwiYpJgpUEvYo1aNjG6r+H/svnX/08971/H4aax4HUCta2/m18ctkn+eTLn+TXG3/NXe/cFR3YqGC4gtVib6HR0ojDG6BjyEOztRmAg7aDHIyzFyhka82BAYpNWhbUFwMhNIXbOb36bAp1Y7B+HeuIhjOk9xPj6kVfUIHsL6fHtz/hrr7gNsKSl6VNS8f8dBZULKDb3U2nszO7B45SFRyOYoe4uOkDkdedRW9ISmhNeN1OnL4gUyuyC1SpKRIX4oQ+LPfA2NUriEsSPEBfJPp6uIJVGSFYAWPqJvceh48ik3ZsF3mlSp1nUe1KpTG+D+vt3aKSvPbgIFvbR/l85AqlN6lnx+E5f77A1g6WzD9jg+4Ashzr6Y32/SmjNRQVq38fIEN59gRrQ88G9g7tja4Pi2sXJ/RNmrQmPjX3U9EC32hYULGADlcHFp2FJXUxgnVW3VlMK5rGfavvw6ATxCobgmX3BtCY9gLQbG1OGJ9xpDGjeAYSEjsHUxAsSRIjKyIFq0apm/2KUtW/R9iVJYkehw+3P8TMKvG7V/qu0ZnzT8GytQn1NQcLalIoxcAUBCvoEmuYsXDktf/8OZV8+7pzoKgROjcBEhQ3MbOqkJ1dkc/E2XfBjU+L/isFdaeIOWWhSICUJ07Bgjgny2G6zk0QHBpwEwjJTI+s38UmbVR0v2FhA1q1hCTBaVPF7+3p9W30u0R/1k+Wxz4TSnpmfcnIwLAo+naDkgZqO8YdDBFMEqwk6HX4UElQGlf13tK7hTvfvpN5ZfO4pPkSNIXbAJnCJMlpNp+NL7/+Zdqd7dx56p3ceeqd+MN+DtoPJhwXnyIoyzIt9hZqzPUcd8+rXPjLt6PT5Q/aD7K9I2YTcUYiM5dt6eSieVUUm7WoTQeQ1F7OrpscJpwWmVoEvTYwFqMO1NMf2JfgwbepNqJGz8LqhWlOkBly7sMyZqdgSUrymIJxIVhGPG5RRZwxHgTLMyDSEceKyCysbVvXsz6i8sb3SmrVKk6rEAvvv3akjp7tcXhzShBc370+OmgVbaSil2cES1kIW+MUrHf29DKnWsTvrx3DLJS0UKwhw9+PxxJCAaESZxNwERkyHF9BBhLmzQGxAdo5KNCvHnoVvVrPV074CkCC6pQLlD7fm+bchFlrjt6uU+v4+slfp8fTgwNR2GnNIlDF5gmgMrYxt2Q+z1/1/FGd32jSmmi0NKYOulBgrUNWaWlW9bKvN1LZ79sbtXIqqtasyOfLG4goJ7o8VLCGWsdnfVAwioIVcotrtGRMc+2vOk58nXcNaA3Mqbawp9sp+tctNSNnwhU3ip4rpaCj/GxlfYk6WVKPOjlW4fIFo31NSgS6EomuUasoNokCy/w6KwubS5lZWRhN4X109SGqLAa+dO50lm/r5oNIf5YS7hKvYI3AwH6onAcaY+w6doxjkmAlQY/DR2mBPiFe8jebfoNVb+Whcx9ifvl8JFUQg8GTNDnt95t/z4B3gIfPe5gbZt/AKVXCPrC9P3FTET9oeMA7gCPgYF+7qFw6vEGK9cVYdBYO2A6wvTORYD2+thVfMMxNpzWxrns1xurnkcNazm4Y39koxxyUDctoFkHvEBiK0Iea8Mk2Olwi0lWWZQL6bVTpjkevHuN8EESF1KgxsqYrfQTqCJiy68GiZzsu4qpLRWNLIANAa8LvERsHZXhtpig169BrVIkWwfFSsMzlyDozaz5Yx1/fO4hWLY2YJv8/xxsJI7GuP/V4hW67L+sEwX/u+CefeuVTfOzFj/Gtd7/FtmCkQppnQRfKIjoU6RfptnvZ1+vi0vmi38XtP0zWGYVg9e46du05jk6Qw1lZBJW+nWLzsPdj3Lw5cW5lvlZ2yXphOcxrh17j9JrTuWbGNfzsrJ9xVv1ZWZ1jOC5quoib5tzEjXNuHHHf/HIR7+2RxEZqd3fmUcuDbi9qQzvzy8c44HacMKtkVmqLoAKVGqmogVmGPvb1usDvBnubCCNBDHIFmDVCwSrITwVrjAmVCRiFYEneIQJoYsWoZFh6L1z5a7j6DwDMq7XiD4VTv6+KGsVXZd5VlGB9uBWsbruXyx9+l4U/fJ3vPLc1GoGuRKJDTEWfUlbAz649nj988uTo+tk26GFOjYVbzppCWYGen70q7OStioJVnEbB8gyCuUyQ90kF68OLnmFN+w6/g9Wdq7mk+RKKDcVUm8Um5Okvzkn6+LVdazm56mTmlIr7p1inYFAb2Ny7OTrMEWIEyxcK0+IQC9G+TnGRkSQIy8IicdB+MMHveqjPxW/e3MfiaWXUlsKd79yJShXE330VVkOskjiJJFBrxaKWTsGSZXHhNVgplIQasqV3Cx3ODlZ3rEHS2Gg2nTguT0ej0nBJ8yU8u/dZ1nWty/yBSrUvE4LltYOtlc26uKblLObzpITWRMjnoqxAT/EovYjDIUkSJWYdg/EhF56BrFLX0pwcT0EjTZJoTC8161ENGwIuObtxqqwcHEitYPVmmY64pXcLD6x5gDNqzqBAW8ArB17h+63LkGHcFCy7384B24Fo8E2u0GlUmHXqaMLbhhZRyT1tailqlYTbn8NstkygVJRDPhg4cHh+xtGGPWL3zeIz5oik0lqGz1McXml3dInY7+FDa0fBpt5NdLu7uaDxAjQqDUublo45CKnYUMwdp9yRoF4psOgs1BXUccCxm4pCPbu6Mldp2pwHkVQBjssTgjWzZCbtznZsvlE24yXNNEk97O91RlNMFTW90+ZFkqCpVPyufPmqYIUCokAwHgU4BTqzCJ1IQbDUPhtuVWH6QJiSKXDCjVHb4vF14nOxqS3FOl4UGR6tKCXuAWFP00cKFkqhNcM0u2MBHn+ITz2yhm6bl3k1VpZv62JPj5gvZo5zYpWa9ZSadRSbdVRaDDSUmhIKlNVWAyadhk+d1sh7+/ppG3TTNuhBp1GlT9WO7Kkonwl734DWtYfz5eYFJglWEvQ6fAnRzG+1vUUwHOT8xvMBogSrw9XBe+3v8dL+2DwFT9DDnsE9HFd2XPQ2jUpDs7WZx3Y+xqXPXkq7U2wy9GpxsfAHw9FY247eAqqtBmQZHN4ATZYmDtgO0D7oQasWF6AHXtmJyxfknivm8JuNv2HIN0SV9xYM3oVZD7z9UMJQlF7BCrhFSILBSrGmEUnW8o8d/+DK567k5tc+B8As6/gQLIA7TrmD+sJ6/u+d/4tZy0aDWisWi0wsgpF+l60GMXiYgirQjF19Q2uEgJsZlbkNtLYOH0Lq7h97RHsEPdo6GiUxhLvIlESlcnbj1pVxqD959ViWZXoc3owVrBZ7C3evupsyYxk/PeunPHvls3z3tO+y3dXO6yajqGiPEQPeAS548gKueO4K/rLtL2M+X5FJF01x3NhqQ6uWmFNtwaRT4/IdRgVLsXz1bDs8P+Nowx1JYTSnjjofDiWVdrjSGiVSzshAeXunSL7Msj/mr1v/ikVn4dyGI2chn106m50DO5lZVZiVgtXhEbbCuWVzD9dTywqKjVsZrJwSxc1UhrpoGXAT7IlYCiMWwR6Hl1KzPrqR9SoKlj7PFCx7ByCPr0VQkkThLEUxUBew49FYsjplfYmRYpOWza0pSK+1ThQiFILliHxulP1RpmFXxxB+8dpudnU7ePiGEzlnVgW9Th/7ep00lSWqTpfOr+aGRY0Jtw0nWABXLhAFpP9s7KB1wE1dkXFEITMBCsG6+AGhIC6/a5xeWf5ikmAlQY/Dm6Bgvdv+LqWG0qjtQSFYv97wa2557Ra+9e636HZ185+9/+GGZTcQkkPRYxVcNe0qFpQvwBfycetrt2L329FqxJtRIVgq1MiBYi6cK5LNhtwBmqxN9Hn6aB3qZ3bEv72l3UZ94xbu/eCL/HPHP/nErE9QaZhKQZJ+sEkkgSHJ8M54KPcZrJSajegDc9ncu5m6wtiiU28ZvwqfWWvmx2f+mEHvIA9vfDjzBxqLM1OwIhvZ3eaTCCON3+KpNaEOeWkuy001tcQPIfW7RZU+zVyqbHAgXEG91IuaEIPuJCqVo5OAuQK7V/QzDsegO0AgJGfUg9XubOfaF6+l3dHOPaffQ0FkgOhlUy6jzlDOvyyF46JgPbPnGdxBN9OLp/PPHf8kEMpuvtBwCIIrXvvG1kHmVFswaNWYdRo8h80i2A7Nkd6f+FSpYwmuCMHKQo21p1KwlJRLRyQm3NGZ8jMiyzKH7IdGzGzaM7iHN1rf4PrZ1ydVmw4XZpfMptXRSlO5mj09DsJJknCToT9wCEnW0ljYOPrBRwDzy+dj1ppZ2bEy/YElUzCEHMyW9+Fd+w9hd45YBIXdWI9eca0kKFh5RLAUC+94EiyIEKyRCpYsyxiCDoK67AiWJEkcV1eUWsFSa4WCPBixCA7sj4UfQea92McQ3tvXxxlTyzhnZgU1kSL+jk4HdUWJBOvGRY187YLEYJlEgiVcVg2lJk5oKOK/27vpsHmpTdd/FecKwloHMy+Gnp15N75kvDFJsIYhHJbpc/oTFKzNvZtZULEgaqmw6q0YNUb22fbRUNhASA7x8w9+zvdWfY89g2LTMK8s0d5w/ezr+ccl/+DBcx6kxdHC11Z8DQlxkfUHw+wa2IVJVUWBXh9NbLF5AtEkQZfcxcxIn4uscjJgeIpWRytXT7+aO065gxPqi5gfkc0nMQpMJbEqczLEE6wCHeHum1h34zqeueIZbpj2RTzt142sNI8Rc0rn8P/ZO+/Atsqzi/+u9rLlve3Yzt6LbCADwt4fBQq09GuhQEuBr9CWUgilgdICoQta2lJGKVAoe4ZVyCR7L2d4xXsvDWvd749XV5Zs2ZYc27GDzz+OpSvpWpHu+57nPM8505KncbTpaOQP0sdEtjhXHwBdDC3GLBql+I72iROET2vEIDv7HLYdawhSsJSFvZ/ObY8jCa3kJVOqo7oljEV6azWSf/NaEiZwV7Foj0TBenjTw/hkH69f/DpnZp0ZuF2tUvM/2cvYajRQ1HJiQ71en5fXCl5jXto8fjz7x9Q56lhdvPqEnjPOJN5/r09mb1kzM7LF9cOkU2MbiBZBn3/oPGmcIAn1x3p/zHCEcm0xRa5gtTrF98DSOcxTZxaKXwQE66WDL3HRWxdx1ftX8ccdf2Rd2TpkWeb3O35PjDaG6yZcF/WfciJQLM6t1jqcbl+IY2VPaPGWopczUPeXi90JQqvSMjdtLhvLN4YPHFYw7Src5nT+qfsNluNfwqI7ApET1S1CDddrxR7COVRnsJTZmP6cwQL/mtuVYNlcXmJpw+tXtTeUb+DxrY9H9JQzsuM4XN0a+O50QVxOh4LVUAgJeR33nWIKVovTHYgXCgefT+ZoTVvAxTLdbzLl9clkJ/RAjPwwaFUBU7b0oEiWCWkxlDXaqW7updvD4xThz0prZuJYETisKPOnKEYIVic02F14fXJAwWp0NnK89XhIy58kSWj96eGXjbmMhRkL+bDoQyxaC5MTJ5Mbm0uSMfziOidtDr9a+Cs2V23mwc0PoJK8tHtcbKvehteez+xR8YEhwyaHm7xYcVFQ6WoDDkTahHX4aOeZc5/hwYUPolVp+fE543n6W7MH7H05pWBJhbaa7u8PIlgJZtFGpZV0SJLEwuQr8LTM6HeCBZBiSqHaFsUFR2cGdwSLc81BSJmIUadhpe4OWHJP308yCO3oMeIiIcr5KwXWYAWr2b8Q9sPC7vXJbG4SF/I8qYqbF+eHHrD3dWitQJ8icl5Kwmz8lPys3hSsw42HWVe+jpun3RxW1bws51w0sswfSj/oeXPWC7ZXb6fSVsmV465kYcZC8qx5vHTwpRN6TqtRS5PdTVFdGzaXN1CgMenVA2Ny0VYjnL2smSJjp+FUJVgNwp5f18PAdye0ODxY9JoQY6UAYlIFsQLxM7YrwSpqLmLV9lXMSJ6BhMSz+57lB5//gGf2PsPasrXcOO1G4gyDW4DLt4rvndZYC4jOi0jglMqJVfVPoaW/MD99PhW2ivCBwwrMSUjXvsoueSxHrAth7k2BuxQFS4l8GLIzWAoh6Y8Z3WB0o2DVt7VjxQaGeJrbm7nls1t44cALNDh778yYkxuPT4YdpT3MYdUVCHJlqw1VsLRGkfV1iphcLH70C+Y8/Fm39x9vtON0+wJF+owgkpTVkzGFH5IkEevf8yjkTDyPkbo2FzWtzhDi1QUKkQ0QLH8AcX0UBeVhiBGC1QlKFSDFz8b31u0F6NLy1+ISrn6LMhfx4MIHWbV4FW9e+iYvXfASr1/yeo+vcfHoi7lj1h18UPgBxsz/UNl+GIfHQUPdKObnJwY27012F9kx2ahQodLXMjEtBpDRWneTrZ8VWMBGECUiJlhxJJj1eH0yLf4qmfIzdgAIVpopjRp7TeSbZq2p9+pn3VE4vgmy5mDQqtnomyKGTPsBdnToJTfxpr5Vmq1GbaA1KhA82A+tKRVNDo54UgF47pIEfn7+xI47fT547w7Inod58Y8AYRrTGZEqWO8fex+NpOHysZeHvT8pNpM7Gpr4vLmA/xz+T1/+HAA+Kv4Io8bI4uzFqCQV1024jv31+9lVu6vPzxln0tLkcLPfHwExOVMUcEw6zcCYXARn0SSOPnUXV1tdVOoViOtKTGf1SkFMmqj0uh3+Ntqu4difl36Ox+dh1ZJVvHbxa6y9Zi06lY6ndz+NRqXhqnFX9eUvOSFkWDIwqA045Ar0GhW7j/euFtQ56vCpWknUDY32QAVj4kQxpnPUSmdoMqfz+5SHWGF+QJAnwO31UW9rJyXG0NEiOFRzsGoLRJEriuJAROiOYNlcWCUbanMcLx98OXD7/rre5zNn5cSjVklsKQpvnsH0b4r39o9ihi6EYCn5ZadIi2CIWVQQGmwuypscFPhDmRU79mCS1KO1ehCsRnF9CiZSyvP45F7WyqCiNRCYTTxl28T9GCFYnaBUrhX3sJ01O1FJKiYnhg7cLssWw8ITEiaQZk7jnNxzSDImoVapI7LvvnHqjVw38TpUlj0UOzYhocJjy2defgJWo1AEWhxutGotVm0aKl0tu1vexZT7F1TaJibHjdix9xmWFKH8tHdTOQyZwRL/F/V+G+Xm7obR+wGp5lRcPhdN7RFe9HXm3s0TPntA5E6cficGrbojf6Uf0OYTn/Nkva+XI8Mj1qihrd2Dx+sTLYKSul9msI7VtlGLFa/agKpz3oazSVSMJ12GyRxLhtVAYRiCVdvpOhAODo+DDwo/YFHmIhIM3ZhzaI18u6WVhaZsHt36KMeaoldtPD4Pn5Z8ytLspRg1YkG7ePTFaCQNa46vifr5FFiNOprtgmDp1KqAVa9JN0AKlhKWa7BCwmix4Yo0ZmA4wV4XtVlLq9Pddf5KgSVNKFdKm2AYi/b15euZmDCRFJMwxYjVxTI7dTYun4vTUk8LzAUOJlSSSrjgthYxKSOWPWXiulpY28ZVT38VNmvtcKOwfU4z5HW572RiVKwgfIoZVU+YlGFlf0VzoFBW19aO7N+A6tQqJKmTguV1gad7N9NBhb/bod8Rk+q/9oZea+tbHMRKdrTmBPbV7yPDnIGExP763gmWWa9hSqaVLUXdXEPyFwtrdwUJnQrSvZldDRP0tKbPWvkpi37zX47UKHlXQsGy6DWBgk4kChYIU6R4kzagwgJkxAWRrZ4UrM4EKzYLNIZTt8jmxwjB6oTaoNagKlsVrxx6hUUZizBpQz+Ejy9+nI3f3HhCVrdLs5eC5KOw/RMS1GMxaWKYmmkNUrDEZt4kZaCxHObPe3+H2ig2jPPTTu/2eUfQCyxC3ei2/1e5GBjjAu1vSk5Ni6ObYfR+QKpJnFe1PcI2wd7aS+wNUPARzL0RLCnotaqO3v9+QJtPvAcJ2gjUDkcTvHWraM/zQ/mctzg9ovc/NhPUJ27UUlhrAyRBpG2dlErFgMCcDMCY1PAOZ9UtTqzG0MWkM1ZtW0WNo4YbJt/Q/cloTaiAh5PmA8KoIlrsq9tHc3szZ+WcFbjNpDWRH5dPQWMvAag9IM6kxeX1sb2kkXFpFrT+HnuzTjMwBEsJy9VbRYsgiPadUw22uqgcBEFcV2KNPShYrdV+hze6KFitrlZ21+xmUWZo0U35fUn2kqjOpT+RZ82jqKmI6Vlx7C1vxuP18d9DNWwpbuAbT3/Frk6q1t5asbHOsYw5GafbLVJMKRg1xogI1pTMWFqcHo43iOw7ZQY0NVaPJEnoNaoOBUuxDW9vCfdUgwuvG+qPDAzB6ub73tok1Cd9TCJHGo8wPWU6udbciBQsgFk54nPVbdfHxEs6/h3fibQb404JBUsJC4ZQslXZ7Ag6ppXMOGOIEVqG1YhWLUVk5ASCQOUnhxZqMqwd6ldkCpa/TVmlEkW2EQULJEk6T5KkAkmSjkqS1O0AhyRJV0qSJEuSdFr/neLgQkm4TrLoAsPr9867t8txWrWWGF104aqdMT15OshqfHjwtMxk9qh4tGoVOo0KU1BGTYLrEnSeUSzKWIS+7VxcDQvIT+jaJjKCCBGwPu6mTVC56OpjAwSrvq1DwdKpVRi0/V+bUKrPrxa8yjN7nwnY+XcLralnd7ojn4iZl4kXA2DQqHF5fHgjdPPqDS0eP8HSRUCw/n0t7H4Z3rlNtC0SRLAcbtEi2E/ZK4V1bcQYNKhiwrSC2sQ8iLIBHpti4WhNW5f3pKalvceFZ1/dPl4teJVvT/p2IEg8LDR60MWQ5LQzPmE8++r2Rf33bK7cjITE3LS5IbdPSJhAQcMJECz/+7+9RDgIKjDp1NjbB6BFMLDIxnb04J+KBMveEHWLYGu7m5juijYx6SI3rGKH+D0+N+Tup3Y9hUf2sDgrNDj4grwLWD5qOefnnR/VufQn8q35VNgqGJ+ux+H2UlxvDyjGmXFG7vj3zhDHyt01e/G5Ekm19E9cQ39BkiRyYnIiIlizckRG4Q5/tlzndmO9JqiTQCHLCnk+mbTkrN0AACAASURBVGgoFGpa8gASrE4baluLKHh5LRYqbZWMix/HlMQp7Krd1fO8mx9Z8Sacbl+3LXJodHD6/0H6DGGJH4xTRME6VNVBzluCYk/e3dXxmapodoaoTSBaA7PjTT1bqwdh5aVT+Mt1ofE0adY+Klgg1ntltvQURa+7REmS1MBTwPnAJOCbkiR1SdiVJCkGuB3Y3N8nOZiobW3HotewvvK/fFn2JT+c8cMQe+7+hEFjQOPOQ5LVlJWPZV5ex6ISZ9Tyj/VFfOsfmzlQYubs+Ad4evnTJLkvob360qgCUEfQCYqC1VndUOBsFuRFoyPREqpgNTvcxBo1A5I3pihYrx9+nT/s+AO3fHpLz1bcvfXvH3pfbM7SRQ+6UecfsPb0jzrR5CdYVm0vduE+L5RuEj3xGj28dTN4PQEVsNnhFgpWP1kDF9bayE+2IJlTOhQrBcr/uZ9kj02x0O7xUd7oCDmsuocMLFmWWbVtFQmGBH4w4we9n5AlGWw1TEmcwsGGg1GHBG+u2syEhAldTArGx4+n1lFLnaMHR8weENzmOjmjY+ETLoID0SIYtMgqFuZKgO6pBHsfFaxuZ7D816uSjSIsNU60q8myzB93/JGXDr7E9ROvZ0bKjJCHJZuSeWLJE923rw4CxsaLWQubJIh0o93FsZo2Zo+K59dXTKWk3s4nBzo20gca9uN1ZA3IjOuJIic2h9LW3t1Ax6XGYNFr2F4iPtsBwxy/M7FBG6RgKWYSQ4Fg+fMSB0TBUtrzOjmHOprFtatUJdbXsXFjuWbCNbh9bm765KZe55EVs4ZgtaYLzv4l3BymldoYd0qYXCjzVdAxI+50e3l+Y3Hg9mM1bV3cfn9+wUSeuDr0mtET4s26gDeBAoNWTZJFj06t6tnsytnJ5AJEzMypeP0PQiRl+LnAUVmWC2VZdgH/Bi4Nc9xK4FHA2Y/nN+ioaW0nMdbNrzf/mkmJk7hu4sBa21qdl+CovAK8Zubnd+SmKAvMuiN1NNndzMkVi6SyKe2rNfYI6F3BcjQFLgQdLYLtPPbxIV7ZUjpgi3+w8+SNU2+kuKWYFw680P0DdGZ/KHI3bX8lX8Hos4QcDxj8A9ZOd/+0CTa5xYZQ5+veHhbocI/LOg0uXAXl22DTn7H6A4BtLQ2CYPkzY04UhbU2RiebA8QmBJ1aBJWh3yM1oW2CPSlY7xW+x7bqbfxwxg8jyxUyp0BbDVOSpuDwOPiy7MuIM6ycHie7anZ1Ua9AKFgAhxsOR/RcnWENCmA+fWzHZ8+kH6AcrECLYGxHa5RzCLRG9SdcdvGdjHIGq8Xp7v66ojhrFq8X5Eqt4VjTMe5Zdw9/3/t3rhx3JXefdvcJnvjAYEHGAsxaMzsbPgdEhf2Y//t5xpgkUmP1vL9HVLHrHHXUO2vwOocmwcqNzaW8tZz3jr3X48ZfrZKYkR3XQbBanKhVEolmcT0JUbBi/fN0Lb10K0SCil3w+ndhWx9DyKv3i3DepHG9HxstdGZBJjvN3NiaRYvgEbcgOmPjxzIteRq3Tr+V4pbiXueRFQWlsqkP285TxOSiOChmpNnhweuT+d1nh6lsdvLNucKNs97mChSLFYxJsQSiOU4EGXEGUq36novOCpHVB+WdGRNGCBaQCRwP+r3Mf1sAkiTNBLJlWX6/H8/tpKC2pR1P/Fu0uFpYuWglGtXAhvdaGIO7eTYGrSokx6qo0+D9vDxBvmIMml5nQ0bQC0yJYiHpaQbLT7D0GjUWvYa6NhdPfSGqbz3lTZwIgnNfbp95O8tHLedPO//E2rK14R/gd6kK2yZobxCV9JQJgZuUz0x/GV00uPzn25vRRqsyO5IBU68UpG/DH4jTiDY0qdLvhJc5q5sniBy2dg9VLU5h2GBOFkYKwYqRrRaQxMUdGJMi2nwPB/Wxy7JMbWs7ybFdCVaVrYrfbvktM1NmcuW4KyM7KYsgWIpRzp1f3Mktn92Cw9N91bW8rZw3Dr/BxoqNuH1uZqbO7HLM+ITxqCQVW6q2RHYenRBn7Fhw84PCos06NS6vD7e3/+b1APG9UutFNpBGJ4ac24d/BTkEilNaFC2CsizT6vR07yKYNk1YSre3QOJoPi/9nMveuYwPiz7k9pm3s2L+iiGTGdUZRo2Rc3PPZUvNF6CyU9booK6tnTEpFlQqiQunZrCmoJZWp5s9tXsA8DmyB8RE6EQxK3UWMjL3rr+3V/fOWaPiOVTVgt3lobrFSZJFF7DgD1GwLKnC3Kc/FKwd/4R9b8D7d/ZNmancBUnj+99BUEHimC4Eq73VT7CcdZi1ZtLNwuQoNzYXoFfFMMPvYlfZ0heC5VewuitQDhPUtDoD35dmh4sfvrSDv64p5LIZGVwwtWOUZKCK8udOTuP8Kb2YUzmbxfVeG6SAGePFDPlQMXgZAERCsMLR0kD5RpIkFfA74K5en0iSvi9J0jZJkrbV1tZGfpaDiDLXNlrUW/j+tO8zLn4AKjmdoIS3TUqPRafp+O9QLsBzcuPJjDMGwuDGp8UwLcva9YlGEDlUarH5joBgAcSbtSFORZoIe5b7gl8t/BVPnfUUkiTx0KKHmJAwgbvX3M3B+oNdD1aMV8IRLKXXPaga2d8Eq7bdvyF099CeAdDi77NW8nvOuAvsdeR8djMTpRIMNf7NSkZXEhEtlMJEfpJZKEeyL9Qe2FYr1AW/mYbVqCXDauBgZXAfuweX1xfIwlMgyzI/W/szPD4PKxetjNzgxm+2kWvN5aL8i7h09KVsq97Gd1d/l9JOAcSri1dzzfvXcN4b5/HLr37JfRvuA2Ba0rQuT2vVWzkz60zeOvoWLm/0i5SiYCXHhFYfjTrx3vS70YWzRcxfKdDHnnoKlhIyHEWLoN3lxeuTuzfO0RogU2QcOuNzeXTLo4yJG8PH//MxN027aUDalfsTV4+/Go/PjTHrRbaXiPdHcaycl5+Ay+ujpN7OxoqN6FQGvM6swHzgUMLpmaez/pr1mDQm3jryVo/H5iaa8MmiGCcysDo2liEKlsrvnNofClZZUKGlc2t0b5BlqNjZL0WubpE4RphoBKl/XrtQMI7YKhgTNybwWVYyBTtfHzsjyaJHo5KobOplDQoHY5xYH1xdTY6GE2pa2hmbIr5Pj64uYPX+Ku45fwK/u3pGSNveQBGsHy4dw70X9NJW2mlPBYj3H04JFbE7RLJDKAOCp8+zgOBySwwwBfhSkqRiYD7wbjijC1mW/ybL8mmyLJ+WnJzc97MeQLToPsOsSuXGKTcOyusppGp8WmzI7c99Zw73XTiRp6+fzUs3zgtceH563gRe/N68QTm3UxqWFOHMFQ7O5hApOzfRzAH/BnzVN6bz6s0LBuy0Lh97OWdmnQkIp7gnlz2JRWth1bZVXQ9WrJfDOQnW+wlWYocbVwfB6p+KXa3Tf/noyWgDOgZZFXvpUQthwW3oStfxbfUnWBv2ih79KNuqwuFYrXgv8pMtokUQQltBbbWCeAVhSqaVfUEhqHU2oVB2XpC2VW9jR80O7jrtroBtc0Qwp4CjEZXXwyNnPMJDpz/E75b8jmPNx7j47Yu5+v2r2Vu7l7ePvs1P1vyEdm87d592N3PS5tDqaiXVlEqyKfz18prx19DgbGDZf5Zx+39vj2oeK8Nq4AdLRvP6LaGfZ7N/Vq/fs7DaW0JbRAyxQ8M9rT+htLwYI/8sK3MT3ZpcAOSI/6O1OokKWwV3nXYXGZaudu1DEZMSJ/GTOfegMRexu243AKMSRXFIUe1aHG7Wl68nQz8VZE2XWY+hAovOwnl557G6eHWPCnR8kPtsdYuTlJhgghWkYIFoEzxRgtXeJlr8MvwEKUzmVI9oKRfXxn4ocnWLxDFibfWfm93lQetqQQaOtJYE5vUAsixZqCRVrwqWWiWRGmvgi4Ja/rWpdwOSECgzrcPY6MLrk6n1K8IAh6pamZZl5eYz85EkaVAIVkQIS7CEGcyp3CYYCcHaCoyVJClPkiQdcA3wrnKnLMvNsiwnybKcK8tyLrAJuESW5W0DcsYDiJKmSjAUMTFmCVr14FTQmv223+NTQx1ulk5I4cYz8km06MlNimDOYwTRITaz+7YMV1tIpf26eWIzHWvQcPnMTMalnph7ZDRINiVz+djL2Vq9lXpHp0VTaeUI16JXd1i0FcV1EAHF+dDRTwpWjUMhWL0pWBWiDUap6ksSnPswpE4iQ9VIfPM+5Iz+qZwW1tqQJP8GTiFSwXNYbbVd1IUpmVYK62y0+je6da3hCdarBa8Sq4vlktGXEBWUmT9bh2q/LGcZH1z+AbdMu4VqWzW/2PALfvXVr5ifPp//XPwfbph8AxfnC/fHqUlTu33qBRkLuGnqTSzJWsLasrUhYZ29QZIkfnreBEYlhl5fFDMUW3t/K1idFtlTUcEKEKz4iB/S6g/b7tamHSBPFF02+dowa83MT5/f51M8GTh71FIAqp1FQMd3S1HtipqLKW8rJ1E1DaNWHSD5QxFLs5fi8DjCdxX4kWASG9tGu4ua1nZSg9qNDVp1KMGy9rAWRYry7UKNGX+B+D1aBavc71A50AQLAm2CFU1O4qQ2KrVGWlwtjI3rIFg6tY50c3qvChaIOayDlS3c9/Y+Pj0QYcQJBCkow7dNucHmwuuTAwQLYEyyJVCQjzd1EKzkmB5MKBQUfgn73+7v04ycYDkaT6lsxF4JlizLHuA24GPgIPCaLMv7JUn6lSRJUe40hjbeO/oxkiQzN3npoL1mUZ2ouI9LG7xN+wjwE6yy8Pe1t4K+4/9j+aRU8pPNzMtPjNjStD9xzqhz8Mk+lry2hBUbVnRYcyszWOGcBOuOClUoKFdKUbDa+4lgVQcUrB6cDEEoWDFpoh0mCFJMBuP1dcS7a1jb1D9OZ4V1NrLijeJvDZiZBLUj22oDBhcKpmaKC/+BCrHZV0Klg4eCbW4bn5d8ziWjL8GgibK6HjiP0MU/2ZTMrTNu5dbpt1LUXIRRY+SRMx4JzH0uyV6CUWPs0QZeJam4fdbtPHT6Q4yOG82BhgOsLVvLua+fy/P7no/uPP0w+1sE+93oonOL4CmtYEU+PK5YK/eoYOUvge9/yaa2YuakzRnw2eD+RrIxGbxmJPMeTDl/51DTToBALs/eBlGP1bondGlZHWqYlChMlHsKw1WUg6rmdhpsrk4tgqrQNm2l2NeLY16POPS+mCsed6743R4lwarcLYpgqVP6fg69IakzwXKQIjVyyN9pEKxgAWTHZHO89Ti9odjfFm7UqnnogwO9Og8GoGz4h3GLmhIBkBVvQvnK5CR2zNAZgooVislKj/jnpfCfHnId+wpnc4diCDy69VF+Ufgf8UswwXrlWng0D5r7oWV2CCCiIQJZlj+UZXmcLMujZVl+2H/bClmW3w1z7JLhqF4BbKrciK89icnJAz97pUBp1xo/iKrICBCW4I7G8OSkE8FSqyTeuGUhq66aPogn2IFx8eMYHz8ek8bEpyWf8q2PvsXG8o2gONiFIzi1ByEpdMEKtAj2g027x+uj3hXpDFaFmDPojJg00tyC5H5QqqO+7cTNQwpr28hP8lfzFCIVrGDZ6roQrCl+grXX3yaonEewgrW9ejse2dO30FZzVwUrGJeOuZTFWYtZuWhliJNkvCGej674iKvHXx3Ry0xKnMTO6p3c/t/baXG1sGr7Kv596N9Rn65J71ewBqJF8JRXsBQ74sgJlhIBkWDqocIsSZRaEjneenzYqVcg1FKtNxONuQi1+Rg3fXojO6p3YPG3CBa27ifJmERbmzXi4NOThRRTCsnGZA7UH+j2mDj/fKMSYt6jghWbKdqs+1q5rzsK256FWd/uUImiVbCq94t5Xe0AtmZac0ClDSFYqTRxzCLW2s4z75Hmjt14hrCAv/PssZTU2wPBzr3iFGgRrA2KAFB45ajEUJOSBH+hMKm371WEzrZ9QpCCJcsyHxR+wLuVGyjQajsIls8HpRvFv9//v4E7l0FE/6elDlP4ZB+Hm/fhsecNasaU4v6SOGK7PrhQrI87V0q8HrHYdQqRjjfruh9CH2BIksS/LvgX669Zz3uXv0d2TDZ3fnknh5z+DXtnkthaJUIjs0KtvZUWwf6YwWpxenDi3xD2RrBaKzsMLoIR2zFDUuxJCMnt6At8PpmiOhv5yX7iabCKNkllBsvTLlzrLKEEKzlGT1a8kW3F4kJf2+ZCkiDev0mqaKtgbdladCqdCAePFr3EAhg0Bp4860mW5Szrcl+iMTFih7iJCROxe+x4ZS+vXPgKS7KX8PDmh1ldvDqq0zUNmILV/PWYwdKaotqoBgiWfyNU2RY+fPOJ7U+gV+tZlt31czIcYETk3OldU8gwZ/DAxgd4+fDfMWS+yNG2TcxMmUltq2tYZDxOSpzUI8Gy6DVo1VLAPCelJwUrIU/87Gvo9oG3wOeBpb8QbeNaU/QzWNX7IXVy314/Uqg14m/1GzCVNzlIlRop0mtJMaZg1Ye2kOXE5tDiaqG5F6fRW5eMpvDXFzB7lGg521seYcvfKWCy0DnEGiAnIbTlO8Gkw6BV9d52W3uo49895Wv2BX6CdaD+AO8VvkeDUxQT/mmN6SBYDf6MNI0BSr8a9u6OMEKwAihsKsThbcXryB3UCtpHd5zB+z86fdBebwR+WP1JA82dWhAURyH90FIUDRoDWrWWJGMSfzn7L8RoY/jVoeeFnWfnGayideKnf25DgdGvYFU0OU7ISfCtnWWsP1qHFzVelbbni7EsCwUrNrPrfUGq1pixk3h+Y3FgDqovKG9yYHd5Geu3XkeShHqkVHMVBcnc1TBifn4im4rq8flk6tvaiTfp0KhVFDcXc9FbF/FqwatMSJwQfXsgdBCsAU6tV1qXZqXMIteay+OLH2dG8gxWbFhBYXPvmzdZlnnl0Cv8avstqIwl/a9gOTsrWFahFp9KcDRFNX8F0GDvULDWl6/nnDfOYXv19pBjNlVu4vPSz7l1+q2kW3qxRB6iiFPnApChWsovF/6Sans1f9/7V7Sx+3HLTj/Bah82BKuouQhbN+3RkiQRb9JxyB8CmxpscqHtZHKRMFr8bAgN4Y0YzeXCVEW5zpiSolOwnM3QXDrwBAv8ToLi79x1vIk0VRNHJQ9j4sd0OTQnRmQ4RaJiqVQSkzJiUUlRECzD8J7BarK72FkqyGGw421nBSverCPJEkHbbcXOjn93lxHaF8gyOJuR9bHcs+4efrH+FwCMiRvNHoO+g2BV+N2EZ/+vKLz1teAwhDBCsPzYUSOGPCVnXshg4EAjI84YaFEawSDCKqqpNHeaw2r3O/INMYIVjBRTCjdPv5m9TUfYatCHuAhW2ar4vOAN6kzxkBZqjqC0CD70wUFmr/wUW3vfNtD3v72f338mwm19GlPPCpatVpxffF7X+xSCpdLwzbPm0er08K9NvQ81dwclLHhcsGFMcNhwDwRrQX4iTXY3BdWt1LW1k2TRIcsyv9n6G3RqHUaNkUtHh8tXjwBao3BQrO/jBipCTEiYQG5sLtdPuh4AvVrPqiWrUEtq/rr7r70+fl35On69+dccad6PxnIAe3+aXHjdopU1mGAZYsVnwzcAocYnC86mqNoDARptLoxaNUadOjA3t7Vqa8gxLx98mQRDAt+a9K3+OtNBR45+AY7yaxhlnM2CjAVs/OZG1l+zHqlNGA5PTZxBs8M95FsEAWanzkZGZktl9xl0CWYdzf75OiUQF4RNe8gcbHyumJ/q6/WhtTKkGwBzYnQzWNV+JW4g568UJI2FhmN47M0cKqlAh4NjXluIwYUCxam1NydBBSadhtHJlhBH2B6hjxHv+zBtEbzv7X28uk0UiIMjfhLNofvX/12Ux51nRzD2MlAEy+0An5sjKh9FzUWBm8/IPJNyjQav0hpbuUuoV9Ov6fh9mGOEYPmxu3Y3eimOOF3aSTEyGMEgIyZdXFw72+O2D00FqzMuHXMpcTorb8VYAjbptfZarnj3Cu607+d36dldTCUMmo7fbS5vgCRFg1anm7Z2D6X+9HhZY+pZwWrwX1ATwhAspW3QmsXUnATOGJvEP9YX9VldU8KCxwbPM5pTOhYLpaobTsEaLYK8NxXWU9/mItGsZ03ZGjaUb+DW6bey6dpNfGPcN/p0XoDYWCjW+QMEg8bAe5e/x/JRywO3pZhSuGzMZXxS/Ak19u4XTVmWeXLnk2RZssiLzUdtqKKsL9ky3SHwveqUgwWnVpugozFqBave5iLBrKOwqZDNVZsB2Fu3N3B/WWsZa8rWcMXYK9CpB6/419+IM5rwtMwgya/maFQarHorcfbrmKX9Bcl6oWIMBwVrVsosTBoT68rXdXuMUqhNjtGH2GXrtSqcwQqWRgdxOV1CeCNG5xnXaBWs6n3i52AoWOMvBK+Lqs3/IcZdR6lWg0v2djG4AMiMyURC4nhL70YXCqZ2itzoEZIkCj7DqEXw72sL+dnrIpB7U6FoA/2fWaJY/J2FuUzLsnZRqhaPS+bK2Vm9P3lDoZiRg9C55ROFXyH82FmBSlJx3cTr+MGMH5AVk4Vbkqi1VYuszH1vChfL1CmCaAUTvmGKEYLlxy8X/pJJ8s9JMA39i/sI+gFqLVjSwihYw4Ng6dV6xidMoFSjCRCc32z5De2edlSyTJm260ZMrw39uh+ojH5jq/R8e3xiolbWx/Qc1NjoJ1g9KVhxohXkh0vHUNfWzuvbu3F37AWHq1tJjdUH5hoBv4LlV656ULAy44xY9BpKG+zUtbUTb5H47Zbfkm/N59qJ16KSVCfmbJY0TswenIhTWB9x7YRr8eHjsa2PdeuwtalyEwcbDnLz9JuZmDgBvbGGvWX9uPFQqpTB5ENxFDyVjC4cjVE5CIJQsBLMOnbWiA3FrJRZrC1by22f38bda+5mxcYV6NX6iM1OhiqUGdbO8Qcxej0a12hq/NeW4UCwtGotCzIWsK58XbffKYVUTckQn3Onx8njWx9nTfMjuDzCXrvj4NF9bxHsPONqTopuBqv2kCh2xA5Crlr2XIjPQ7vrRfKkSo5oxWciHMHSq/WkmdMoaY0832pyppWa1vbAZ6lXGOKGlYL19q5yvjxcg9PtpcHm4vZlYwLmW7+8ZDLv3nYC4ya2ekjzq5htUdjd9wY/wVpnK2VmykzumXsPt06/lawYQfrKnHWw+mfiuPMfFbN6aVOhbFh65YVghGD5oVVpcTrjsZqGXoL8CAYIsRld80eGCcECyIrJokwrZqAKGgr4pOQTvpd7Aefa7NTQdZZJH9RGMDE9luMN0SsUlc2hC5fKENPzHE1DESBBfJhgXmM8aIwBgjUvL4H8JDNfFvStenakuq1rRpk5RRArny9AsHY7qsMOTseZtDTb3dS3uWhQf0pZWxn3zL0HraofrglJ44RS058LV4TIjs3m9pm3s7p4Nf888M+wx7xW8Bpx+jjOzzufsfFj8aob2VNRFbnlcW9QIhGCN3GnrIIVHcFqsLmIN+s42HAQi9bC+XnnA7CmbA1bq7aytWor35/2fdLMaQNxxoMGJVQ4oVMLk0WvodXpoaxRXI+SLUMzZLgzzsw6kypbFQcbwudhKXlyygjAqwWv8sKBFyhv34mkbWL6g590GMkkjob6wugLMB6XuK7FBH2vTInRKVi1BeL6NBjW+JIEc28itXkX/9Ct4ohOhwoV+db8sIfnxOZErWBBlEYXw0TBavd4OVzdSovDw7HaNnxyP8f72OsgeQIg9W+LoLOZZpXEIUcV89LmBW7OsvgJlqNG5LBNuBDSp4k7Ry2C8m0dIxvDFCMEKwhNdlfAOWwEXwOYEsHRyRpX2ewNA4KVacmkQa3C3t7CP/b+A7PWzHXGPFK8XmrcbV02x8EKzBljk6hocoRWUSNAVbQEq7FIGFxowlSlJQmu+BssujNwfjNz4tl1vCnqjb0syxytaQsJXATE4LfPIxbRtho+ionj+s9u4nfbf9flOeJMWqpanLS67BS0v8NZOWexIGNBVOfRLZQMmLqBbRPsDt+d8l2Wj1rOE9uf4KOij0Lua3I28cXxL7h8zOXo1fqAXXKT53gXQt1nKG6d1iCzk1NSweqbyUWin2CNTxjPGVlnMNo6mufOfY6PrviIPyz9A9+Z/J2BOd9BRKzimNuJYMUYtLQ43Ty3oYh0q4FxaZZwDx9yWJa9DI1K0+X7pKDGb6E9MV18znfVdMyUqDSttLV7KG/yGxTF54lOgGit2tuqxM9gBcuSAh5H5MpM3RFIHh/d654ADuVez7dc9wBwRKclJyarW/OgnJgcipqLcEdoIT45IxYpWqOLYWJyUVDVitsr43B7A5mN/RbvI8uClFtShQLazwrWTr0BGZnT0k4L3JxuTkeFRFl7gzAbC45Hyl8i1u3Sr/rvPE4CRghWEJrsbuKMw7fHfQRRwhgfGnIHHYYRw4BgZVhE1fIrexkfl3zM1eOvxtpYTIoPXD53j/a2eUlmPD6ZqkhbKfwIJlg6jQq1IbbnKlNDUfj5KwWTLgnJ65qRE0ddmytQzY4UjXY3DreX7PhQB6VAO2BbDW1tVTyQKDY7hxoO0RnxJh1Ha9pQmwrxyE6uGndVVOfQI5L8i8fuV7q6Pg4CJEli5aKVTEuaxk/X/pT/++L/qLULRW97zXa8spelOSJgXRk4VxlL2NNfbYLKrGOwm+SppmC5HWJjGy3BanMRZ9RwuOEwExMmkmnJ5O3L3ua0tNMwaU0sy1k27IKFw0FRsDpHksQYNByqamVHaRO3LRuDXhNZLMHJRpwhjtMzTufDog/xyV0tpbPjjQCM96sM++r3MSZOFFqWTBKEIpDZZOk5K69btPidSYMVrCQ/Waot6P3xzmZB0pK6tugNFJ5ZX8xm1Qwc8+7gqNHC2ITuyd3ZOWfT6m7lraNvRfTcZr2G/CRz5HNYxuHTIrinrONv2l7SiFYtkZtk7uERUcDZDD63WC8tqf2uYG0z6tGqNExN6jDe0qq1353figAAIABJREFUpOmslCvf96Sgz0HOfFDrofDL/juPk4ARguWHLMuCYJlHFKyvDYzxXS+uw6hFMNMiNquP2QrQqrTCYazmEClGsVhX27uvQmX5F//jDdFt9oMJmdWoFZvk3hSsnghWJ8zMFu1VO0obezkyFBV+Q4aMOGPoHUFhw5/ZSnBIMDVpKoXNhXg7udfFmXTUtLajsRSgUxmYnTY7qnPoEbGZMOV/YNdL8Ml9/fe8UcCsNfPsec9y24zbWF++nju+uAOX18WO6h3oVDomJ4oh93RLOlOTpqOL30JRXT+1aDSXif+LYCVTcRQMriC31cDTZ8DxUBe9YQHFhj8KguV0e7G5vKgMtTi9TiYmThygkzv5WJCfxGUzMpiUHhtyu0UviJckwaUzwsQ5DGFckH8BNfaaLrb6APddOInXbl7A6GQLtfZaqmxVLM0WRYzpuWLrFShYBa5TURKsVn+Le7CCleL/DNV0n9MVQK3f6ChpcBSsAxUtvLGjjBsWjEI++x6Oq+Sw81cKFmQsYHrydP68688caTyC0+Okoq2i2+NBtAnuKWuOrAvCENe1i2WIIpg07ilrJjvBhFYdwRZ+45/g39f13DaqzOyZkwTZL9sKJRtP8Iz9cDaxzaBnasLELkpldkw2+3Q61hgNrPG1sqN6B1e/fzX3bloJoxbA4dUnZW65vzBCsPxwuL24vL4RBevrBGO8qJ4Htx8oZEE39NtUlCHRcrXEFakLSDImQc0B0uJyAcK6xj33nTmsvvOMgNITNcFq7kywLN0TLEej2DAkds046Q4T0mLQa1SRVyD9KPcTrMzOBCso5PdDTz1ZaLl6/NU4PA6KW4pDDlXagzWWAibFz0Kv7sdhe0mCK5+FWTfAzn/1b4UwCmhVWm6efjOPnPEIe+v28saRN9hevZ1pydNCHOq+Pel6VLp69jb0E9FpKe+IRlAQ458pCs4H2/I3qNoDu/7VP687WKg/Bn+cKf4dhU17oz8Dy4Gwop6YcOoSrDSrgd9fMzMwm6RAUbbykswBsjVcsDhrMUaNMWyboFGnZm5eAgD76oRT3+mZp6ORNLgQ17fq1hMlWP4WwWAFy5ot1q+a8LNhIajzE6xBahF85KODxBq03LZ0LIXNhcjIYS3aFUiSxP3z70clqbjhoxu4YfUNXPzWxRxu7N4Bd2ZOPDWt7YEuCFmWuydb8aMEuRgGbcp7y5vR+B2ui+pskcUZyDJ8/is49D68ck33xynky5QEZ/4EVBp4/8f9cNbQZq/loE7HaWlzu9x3yfhvUKzTcntqMg8eeIYVG1dwuOEw7xW+x5H804WzZtWefjmPk4ERguVHk11sskdmsL5GMInFL6SC3t4KWnMXi/OhiERDIga1Ho0s8792D7TVQvNxUtLERi8cwVo6IYUJabFkxBmRJKJuxatqcZLvb0sQBMvvIhhuAavz2w4nRt5+olGryIw3UtEUXetih4LVqZffLAhWXXMJm1VuLtCnB5Say965jDcOvxE4NM6kQ9I0odI1MC9tflSvHzEW3QHedtgR3mxisHD2qLPJtGTyeennHGo4xKzUWSH3L8tZBrJEqS2CKngkaC7rGjatMwsyojh5up2w7Vnx78MfD6/KpWIprLdC1mk9HxuEBpsgWM3eIvRqPXnWyNXeUwUWP8Ea23l+chhAaeH8pOQT6h3dO/ftrduLWlIzMXEiCcYEmtrriTFoqO6iYEVhTgGiUKPShKqmKpUwK4hEwao/Kh4fF8aEqJ+x7kgt647U8aNlY7CatBxpFPOoPSlYAOMTxvOvC/6FWWfmQP0BdGodP1/38y4dCArm5Ip1fWuxUKYe/uAg5/+hG7dHZW0a4AiNE4XT7aWgqpWZOaJ443B7STRHQLDqj4HXJf7Osq1Q07U1Hghy2E2CUQth0mVdHZb7iJ0txfgkidPS53W57/zRF5Huk/BJErWOOkpaSrh1xq0Y1Aae9/g/2/veCPOswwMjBMsPpZIYN0Kwvj5QFqXgOaz2lmHRHgiiujcnbS7XaFNJL/gEykToZXKOsGrtKfdIp1GRYTVSXN9DhlUYVDbb8aY8gzZucwfBkn2BLK4QKItWUgQhh0FIizVQ2Rw58Wtr93C8wYFeo+riUIYxHlQaVtdswydJXBg3kTxrHqmmVAD+uPOPODziteKMWtQmYQm8MIpNclRIHA2pU4dEb/ns1NlsrtyMV/ZyZtaZIffp1Dq0chKN7v5ZZGkOo2CBuE0xwCjdKKrJky4Vqlbl7v557cFA/VFAgrsPB1wxI4FCsGraCxkXP+6UmLWKFm6P2PjmJvbTPMkg49oJ1+L0OPn2R9/G5g5/Pd1Xt4+x8WMxaowkG5Opc9aRFmvoaLk2JQBS9AqWrUaoDqpOW7mUiVC9v/ciRWOx+Lyq++9z92Hhh9zy6S28deStkPfj3V0VxJm0fGvBKPbV7eMvu/9CvD4+4CbXEzIsGbx4/ov8/Zy/88CCBzjceJhPSz8Ne+z4tBhiDRq2FjdwvMHOM+uLOFTVSkl9mDVKWZtOkvlQpCioasXjk1k4OilwW6Ilgm6rwi/Ez0v+JHI/970e/jglmNrsf/7YDFE47Qdlb5u9HI0sMz15epf7tCotf51xF8+P/x4qSXyGLxtzGVeOu5L3Sz/haP7pw7Nd3I8RguVHs1/BijONtAh+baDYKQc7N7W3DRuCBfDns//Mz2beIS6QG/4Ikgpt5mxidbH8efefeWzrY90+dlJGbFSteO0eLy3qrTTIu9GnvUusQdPxXoVrE6w7IipQ4Szae0Ca1dDFrbA7NDvcLH70C57dUORX5TpZDatUkJDPh037mdDuIj9tNmqVmo+u+Ijnz3ueBmcDz+x9hrVla3mr6j70qe8g+3RMSxnAVq38xXB8izBFOIk4LVWQyCxLFtOSpnW5P0adgU2u7HJ71LA3iMW6s4IF4jbFwr1oHUhqWOqfUTu+5cRfe7BQdwTiskEbncW4IFgyx21HmZAwYWDObYjD7vYAnQLChxGmJU/jybOepLS1lNcKXutyvyzL7Kvfx5QkkTGUbEymzl5Haqyhw+RCpfbbq0dLsOpE1l9npEwUs0W95WE1FkF8bnSv2QO2VG7h3vX3srNmJys2rmDpa0t5YvsTAOwuqyM3u4jHtj3C9R9ej4zM08ufRh1ht0iaOY356fNZPmo5edY8/rr7r3h8ni7HqVUSp+UmsKWogRc2FnecW3GYWav4XHHNqeu+5XAoYI9/nXabNqBLFu2ovSpYPh/seVUQ6Jz5kLcYtj8fvj09uEUQOuI0Wk/8+r/LXc8knwqT1hT2/ryZNzB7/p3MT5/P7NTZpJhSuHnazZg1Zh5JsOL99rsnfA4nCyMEy4/GAMEaUbC+NgirYLUOK4IFwNjloIuB45vEgqEz85M5P2Fa0jT+fejfNDjDD/FOzbRSWGej1RmZBW5NSzu6pP8CYFEnsnxSmnhdCE+w6o8I+2F1dN+pdKuBmtb2iCzkn9tQRL1fBeiiXvlRlzSavWqZc2z2wKyBVq1ldupsLs6/mL/t+Rs//PyHlNr3o9LYUftiB1ZJyFss2gSPbx6414gAimXuhfkXhg1RTtRl4VXVhHVIixg+L3x4NyCJ1pPOCFawitdB5izhaKY19z149WSg/mhUs4YKGmwuJG0jNk/r15Zg/WDxGO5aPo7LZgxC0O0AYX76fBakL+D5/c8HFHEFpa2ltLpaAw5qicZEah21foIVVEgyJ/eBYNWGDU4nYbT42VDU8+Mbi/uVYL144EUSjYn896r/8q8L/sXctLk8t+85ihorOK55hmOqJ3njyBtcOe5K3rjkDSYlTor6NdQqNbfNuI2jTUf514Hws5ozs+M4VmtjS3ED07PjiDdp2VoUZh3U6IQJ0xBXsPaVNRMX4+A/RX9Gl7geJFfvCtbOF0Vb4OJ7xAzwOQ8JRerV68X/ezBsdWItVwpECsFS3F/7CJ/s45DPziTJ2Ouxv1vyO5466ylAOHTePeduttTu5Kk9fzmhcziZGCFYfjQ5xCYtfkTB+vqgW4I1zGYBtEa4/GmISYfJlwNCZl+5aCUunytsVRVgapYVWYb9FZG1ARyoKUWtr8WotuCQ61g+OTFIwQrzHHVH+mT/mxZrwOOTqW9r7/G4iiYH/1hXRG5iz4Yd2yzCrW6+w9mlXfHBhQ9yw6QbuH/+/Tw6TyzWcb7Toz7nqDBqASBB6aaBfZ1ekB2TzbPnPsv3pn4v7P0Z5hxQeShq7GOboNcDL31D9NCfdX/42SRrpqi0t/nDJnPPEJuBxNFifmA4QJbFufaBYDXaXKiNYhPTl83mqQCrScuPzhqLJhJHtCGMm6ffTIOzIWSuE8T8FdChYJmSaXQ2khKroaa1HZ9SSDIn9a44dUa3BMsf3NtQ2P1jHU1i7YuPfu6vsq2St468FZhrcnvdHGk8wsaKjZwz6hzMWjPTk6dz6/RbAXh8y5/QxO7j7PRr+OIbX3Df/PuI1cX29BI9Yvmo5SzNXsrvd/ye5/c93+X+SRniufeUNTMhNUYoWuEULBDzSUNcwdpb3kx8xjqcXieS5EUTuwenVNz9A2x18OkKEdg741pxW9oUsU+o2gt/mA6vf7fjeHsdbnMCD2x8gPs33B9EsHp2bOwNx1uPY0dmgj6p12NNWhNmbUeb8BVjr+CKsVdQba8+sSLfScTwvqL1IxSTC6txRMH62iAcwXI0Rp1jMyQw8SK46xCctSJwU35cPrNSZvHl8S/DPiSQel8WWZvg5krRC31uzqX4ZB+lLaVBBKuTnbcsiyqZstBHgTSrqHb1lNFVUNXKj17ZiVeWeeG7c7lsRgYPXz417LGbJRcWn4+JxrQu5Fmr1nL3nLu5avxVTEjKo7XgQcboLo76nKOCPka0bUSSUzPAmJM2B6MmfHUxN1ZsvHZX97G6W7kbjn0uWv5O78aRKtY/f7HhDyB7Ydx54vfEMf65pmGAthrRAhmFmYuCepsLs6UataTuddh/BEMbs1Nnc1rqaTy37znsQTOp++r2YdQYGW0VqlJOTA4yMpK+Aq9PDnISTOpbi2A4ghU/CpB6VoGbSvzH5kb8cm6vm5KWEh7b9hgrNq7gqV1P4fV5ufPLO7ni3Stw+VyclXNW4PjxCeMxaoysrXofnyuOn8z7EXFRuGx2B0mSeOSMR1iWs4xV21fxy42/5Hsff48X9r8AdIQ7g5jJmpubQEl9C3sqC3H7OnVsjFoItYeGxFxsODjdXg7X1NGk3siy7GUAGDNe54+HfhT4e7vgs1+KTM8LnxAFKwVTroAffAU5C0Jnm9qqWRlr4M0jb/L20be5bfuj3JeUcMIE62C9cLKcEJvbp8ffP/9+Hlr0UGA+a7hheJ71AKDJ7sKoVWPQDn33uBH0E/RWMfgZTLDs9aIX/hTBvPR5HGw4SIurq8KUZNGTGWcM9Hf3hgONu5C9Bi4aLTbBxS3FHYSlc4ugvR48TmEZHCXSraJNobKbOay2dg9X/mUjBytb+PXlUxmVaOb318xk+aTUsMdvtZcz29mOphcr4jijDnx6ki3RzdH0Ccnjh3zVdKJffdxf10ciWOU3qZj2jdBFPhhW/1zWV09CymTI9lv5Jo4RG0CPq2+vPZhQ3p/E0VE/tNHuQmOsID8uv39jAUZwUvCjmT+ixlHDH3b8IXDb3rq9TEyYGJg1OjPrTDQqDZWerwAoqrXx9s5y3ixoR46GYLlswlzIHEYd0OjFtbcnBUtpE4uCYD28+WEuefsSvij9gnh9PH/d81fuWnMXa8vWsiB9AfPS5zEzZWbgeBVqJieK+U5N21IyrH1XrTrDrDXzyBmPMNo6mjeOvEFZaxmPb3ucDeUbSLcaAuMe49NimJOXgCH9Da775FKufPfKUEfBud8X78FJyifsDYeqWpFiduCRnSHdBqNixvDUrqdo93bq9KgtEHmLc2+GlDBtx/G5kDEzJP9rt62ct1QOrh5/NTG6GNaUr+OdGAuFPdjhR4KCml1oZJmx8X2LAdCoNGHb14cLRgiWHzEGLVMy++/LP4JhAJXKHzToJ1g+n7jonEIEa07aHHyyj+1VXYMwQahYe8siS7Ivse0FZx6Tk0Ur1Ori1VT5/Bf3zgSr+bj4Gc45rgd4fB4+rXgJlbGkW6OLj/ZW0tru4Z/fnctlM8MHkxY2FXLf+vt4reA1SuyVLHD5IC28wqUgxqDBatQyajDczJLGiRbKbqyGhwLyE1LwuRI40LC3b09QuVuECfdkAZ04RhQ5AOZ9v4OIJY4W7pSdZwWGIqr9dtipU6J+aH2bC6+27JTOv/o6YVbqLK6beB0vH3qZLZVbcHvdHKo/FJi/ArDqrZyecTq7GtYAPo7V2bjz1V0UOUxIzmbw9NwaHYBiVuCPouiChLyeCZYynxUhwapoq+Cdo+/gk314ZA9PnfUUaeY0Pi/9nCvHXcnfzvkbz5zzTIhpxfdf3Mb63Wno5GRytEsiep1ooFfrefKsJ3liyRO8d/l7jIodxSNbHsHhcTAxTeznxqXG4NYcQxu3E4sqg8LmwtAMRK0BZlwvWuc6d2IMAewtb0YTu5vcmNFMTZpKUtstOKsv4LYZt+PwONhS2ckMaO3jYob1jLu6f1JjglC4PC58so/fah0kq/T8ePaPeWDBA9wy/RY0MrzecmIE62DdPvJdbnRROKueShhSnrBut5uysjKczugycPoDyzNgeUY8Bw9GEM7XCwwGA1lZWWi1I+2GQx7G+I5KjrNJbOpMvfcLDxdMT56OXq3nk5JPWJqztMv9U7OsrN5fRbPdjbUHg5eSlhLafJVY5IVYdBbyrHl8XPwxPreTJ6ALwWqtP4pOAr01C6/Py4aKDdTYazgr5yziDd23YK7ctJI3j7yJMSOR8qbFYY95Y0cZeUlmZo8K/zy7a3dz48c34vQ6efeYcCBactk/Ia2rTWwwVCqJj+88c3CMbpLHC6OLplKxERqCyIgz4nWMorBlP7IsR19JrNwDadO6V69AhA3fsVt8fpKDSIYyz1R/FJKjs/kfdFTvE9cMSzcb3R5Q56jFa2gZIVinEO6YdQfry9dz/4b7+e2Zv8XlczElOZR8L85ezJdlX2I0NbOpUMxdFcsieLv66HZer0zhpjPy0Wl6qIErzm/hWgRBFCn2v9X942sPiYBiQ2SF5VcLXgXg2XOfpdpezdTkqfzmjN/wacmn3DW762Z+a3EDnx2sARbgsC0iZ/yJtwaGQ1ZMFlkxopC3Yv4Kbvr0Jn616VcsHP1dqludSOpWfrHh52jlBExN36Et9tdsqdwSmjmnKD11h4XRzhDCzuOVaEwlnDXqf5EkiVTtLI435bE4Zz5GjZE1ZWtYlLkIAFV7Gxx8F2ZeD+YeCsWmjvGID8rXsFen4eGk+Zi0Js7NPZdzOZfDe17iU28TPz2Bcz/UXMgilyu8g+zXAEOKYJWVlRETE0Nubu6wlQVlWaa+vp6ysjLy8obmxmkEQTAndVQCA1alp46CpVPr+OaEb/L8/ueZlTqLb4z7Rsj907LEHNa+imYWjemeWCpzXNl6YVTw6kWv8uBXD7Lm+Je4Aa2rg2C1ulq5ZPfj2HOySNj4M1rcbYEWxbePvs2L578Y9vtd2VbJm0feZEbyDHbV7mJT7cfA5JBj3F4fW4sbuemM/LDP8c7Rd3hkyyOkmFK4ZPQlPLnrScbFjyNzVGTGFWnWQWgPhKD8lcNDlmBZjVri1WNo8+2kwlZBpiWKRdLZLHJ45t7U+7HhqpvJ4wFJkJcJF0T+uicD1fshdXLPRLIbNHiEivB1dRA8FWHUGLl95u3cteYuXj74MkCIggWQbxWzqWmJbXywR1hhb/IJkr3lv+/wWOmZHKtpY9VV07vfCwWHw4ZDQr7ozrA3+HO2OqHmgLBzjwCyLPNZyWfMS5/HnLQ5gdtnp85mdursLsdXNTu57eUdgd/tLh+Z8b07yZ0o5qbP5dbpt/LUrqdYMX82H555KTd/dhONzkbOTX6QVwt85KelsaVqC1dPuLrjgcn+719twZAjWPsbt4Hex+mZYg2LMWhJtOgwaAwsyljER0UfcbTpKLIs80Lq2aI1f/o3e35S/5y5bG/g2f0vMKHdxUUZoVmIc40Z/NdeQEVbBRmWyB0+bW4bj259FK/PS727lYkud0cr+NcMQ6pF0Ol0kpiYOGzJFYjhy8TExJOiwo2gD0ieIFoDZLnDwamnys8wxJ2z7mRRxiJ+s/k3HGkMNSyYkiEI1p5ejC6+PP4lKnc62X5TAqPGyPKc5bS5bewymqG9lbLWMtpcbTy771nqvHbOdriYkTqLc3PP5bHFj3HvvHvZXbubD4o+CPsan5R8AsBDpz9EjJRPsedtXN7QGZyKJgden0x+ctc2vi2VW7hvw31MTJjIM+c8w7cnf5t0czoX5V8U2Rs1mFAIVu2hk3sevWBG8gwA1hxfG/mDjm+FP84SCt2Ys7vcLfcWfgrCCCRpLFTsjPx1TwZ8Xqg5GHV7YIPNxXee24JNFkYDIwTr1IISgbC6eDVZliwyzKEb1JxYUVSIjRXt2dkJRmqJp8mUR2z1ZtKtBt7cWc6Lm0q6fxGb0iLYjYKlGAw1hrFq93kFmYiQYB1tOkppaynLcpb1euy+8mYu+tN62pweXrlpfuD2rEEgWADfn/Z9FqQv4LFtj/HEjsfZUbODlYtWsih7Bj5ZYoJ1FmvL1rLm+JqOB8XngUoLJRuGXMB5lWsPGoxMTxEdGJfPzOSGhbkA3DbzNhweB9urt7OjZgc1m/7EweTRlMZ085lQYBSEu6B2D0fbSrmytQ1VbHrIIbPjxBq1vWITRxqPcLjxMBStFc6wH/4k7NPa3XZu/Og7vHnkTd459g4AE1wesISfjz7VMaQIFjCsyZWCU+Fv+NogfbpoDWw+3pFmfgopWCByQx4+/WH0Gj3P7Xsu5L54s47MOCP7K7onWE6Pk101u3A0j2N8UBjo/Iz5aFQavoiJochWwRXvXsHKTSt5+eDLnK+O42GvlUfOeIQVC1ZwXu55XD3+aqYkTuHRLY9S7+hqR/xJySdMSJjAqNhRLE7+FrKmkVcOdiTPV9uqOVbbjEpfyZr6v/BZyWeB+1xeFys2rmBU7Cj+fPafSbekY9QYWf0/q/nfKf97Im/fwMCUIBz0Kvec7DPpEcvyZ+Cx5/LE9idYX76+Z3LkbIEP7oYXLhIE6aYvYHRoW+qB+gPMe3ke68vX9/7iGTP7RrDqj4mCyWCgag94HJAancX6uiO1fFlQi8pQQZw2HYtumEVDjKBHJBgSyLPmISOzKHNRlz1BoiERi9aCk2oAfrxcbGbXuicwi0P86eqpLB2fzEPvHwwfBt9QCF/+RqxV3W1eFYJVH2YOq7FYKB0pkX1uPyv9DAkpIoL19JpjeHw+3vjBQhaMTgzkEw4WwVJJKm6fJeaTXjn0Cuflnsd5eecxIU2sXbNjryXXmss96+7pCCpWa8Qs2s4X4W9L4dgXg3KuvaHZ7satLifVMBqtSrSuXzA1nR8sES3Uo+NG8+DCB1nsFc1o1+lbucri5pJ3LmXFhhV8XvI5NreNWnstKzas4KZPbuK+9fdx1e5V/DIpgXfLvkAjqTjPZu+wZvdjbNJk9D4f9371AFe8ewXXvXc1n/3nKm5t3c2Lh14JJaJNx6n/9H5ufekMDjQc5Mamjs/seH2iCNL+GmLIEawRjGBQke6fy6nc06FgnWIEC0S45aTESZS0dK2Ijk21UFhr6/ax++r24ZE9eB25AWt3EC5Oi7MW875Jz0+bduDwOPiw6EPsHjsXOX1dDC5UkoqVi1bS5m7j7jV3h7gf7andw57aPQG1aXnuGXgdmbxWIAhWQUMBF751IX858DCmUU+zrup9/u/L/+PmT2/m2g+u5bbPb6O8rZx7590bYjs+pO1d06cPuWppZ8zLS8JZfi16KY5bP7uVN4+82fUgRxP8dbHIVtn2LEy9Er77cZdWG7fXzc/W/gyHx8FHRR/1/uIZM6G1EloqIz/hmkPwp1nwxo2RP6avaG8Vr2NKgjHLo3pooz8cW22oJMMYvfvgCIY+ZqWIz7/S2hUMSZIYFTuK1IQW7jx7LJdMz8SsU7PenkWM5GBWnJ1VV80g3qwVcRSdQ9f3vCa+Gze8J8Jyw0ExrwhndFG9X/yMUMH6b+l/mZEygyRjz/PJHq+PtYdrOXtiKhP8JhOj/d0GmXGm/2fvvsOjqtIHjn/PTHrvpCcEEkoooXekg6iAiA0brmLHtrrquuqqa3dxXTu25ScKKCiiKKB0kA6hIyVACimkJ6Qn5/fHHUKASQHSIO/neXhI7tx75mQIM/c95X3r9Fz1Ido7unJf45ToKQCEeTtjZzaRkmnHndF3kl+ab8zKnGK27L119oUf7mu8QZoaxKXnY7JPI8y1+mXk10RczX/TMvEsLyfFxoZbO9zKxMiJLD66mEdXPsqkhZOYunQqi+IWkXIyhTVJayisKON7F2d+TN/KEMcQ3CsqjP2wVZjdgxhYaKzEsjfbU6TLeMLPl22uHrzp7ckfy541Tkzaiv5kMI/GzWUPJbzu2YuHIyYSWFpGcDm4urfMBBcgAdY5zGYzMTExREdH07VrV6ZPn05FhVHkbOXKlbi7uxMTE1P55/fff6+lRdGs+XU0spil7Lws92BVFeIaQnxe/DnHI3xciEvPP13w8izb04xZhPKCMKKrBFgAN7S7gSyl2U8x49uMB8DB7EDvrFSrGQTberbl5QEvszV1K0+seqJyBPHTnZ/ibu/OpKhJAHQMdKc0pxvx+QfZnb6bv63+G8XlxezPW40yF/P5qM+5reNtZBRmUFJewvrk9fRo1YN+Af0u/AVqbIExRhKHszMwNiOh3k4MCI+g6Mhf6eLTlQ9jP6So7KzlzzvnQnIstB4MUxbB+A/A9dxR9XXH11Vm79qXWYdkQoGWdM/JsXXv8DHLzNjueXB4ed2vuxCr3jT+/W5CDMxbAAAgAElEQVSYafXnrcnxnCIwFWCyyyTC7cJSGIvmbWzrsXT26Uxv/95WHw9zCyO1MJFHR0RhNim8Xew5ro0AxpSbhJezHQ8NbcuR9JPn1gTMTTKyB7aKttKyha2jkVzAWoB1fDsos2WvY80S8xLZn7n/jPpW1dkWn01uURnD2p9O+NLG15idbYw9WKcopXiy15NM6zaNaB/jNbI1m2jj58L+lDy6tzKC31OfbQBc818Y8wYM+wfkpzSLOoW7UhJQ5iI6+tRQIy83CVNRNkO9OhPhHsFjPR7j+X7Ps+6mdbw37D1SC1I5nHOYd4e9y0/X/sSqG1fx3hX/RitFbnkRV5s9jZI1dmctu3cL4l8nMlgR/Shrxy3EuaKCcgUfj/yE1rbuPFMSx+E/3oFv72CNswuxDvY81f95rhz/JarLDfwzPYOnT6RBaF/r/W4BmlWSi+bA0dGR2FjjAz0tLY3JkyeTk5PDiy++CMCgQYP4+eefm7KLoj7ZORn7YY7HGpnLbJ2ND6bLUKhrKNnF2eSV5OFqd3qpXxs/Z4pKKzieU8j2+GwifJ2JDjwdSG1L24YTQXh5+pxTiLtvQF/62reiS+pB7uzxVxYdWURv3xgcDn1b7Yf3VRFXkVuSy6sbX+XzXZ8zrs04ViWu4p4u91RWcm/lZo9TaU80v3DP0nvIL82nLH00Nj5LsCkLpKd/T3oFGJuttdb8Hv87nbw7XVrLcwO6AtrYAxjWv6l7U61pw9py44wNdHG+iZ3pzzBuwTheHvAyfQL6QF4KbP4cArsbgUYNfjv2G652rkxuP5kZO2eQU5yDu7179Rf4dzYGP45vh3ZX1q2z8RvB3s0IWhM2Q5valzRdkJxE2PCRka0rvG4JVKo6kpmCR5tPKQcmRQ+q//6JJtc7oDffXPVNtY+Hu4Xz65FfKSorwsHGAW8XO45nWQb3chKB00FJam4RQR5VPpdyj5+zpMsqrwjrAdaBxcZ7ztk31VasSDCWy9VleeC6Q+mYFAyMPD3TdX3PELxd7HCxb9zbzV7+vc5IyAHQ3t+VDXEZ+Dv74+/sz/a07dzS4RbjwZBexp9Tr9extdbrSDWinanGDFv3gBoCYcsy8+e6PUp5cHfszMaMpq3ZliEhQ5g+ZDrphelnzKSG+3SkY3EJSQ4uDC4otJ6EwjUAF61xKcqF5J3clpNHaoexdPPrxrtj/sedCycyZf+nTC9O573QngSjmdB2gnGtX0f6FVlWqLRuue9vMoNVAz8/P2bMmMH7779ft43Z4tIU2g/i10N+6mWX4KKqEFej6G9CXsIZx0+NMM784yjTZm/nvllbqdAVzN0/l9i0WLanbaesILwyIUZVJmXi0/Z3MS0rG5eTGbx9xdv8NdiyXKqG0dWb299MF98urDu+jp/jfkZXfXPGGIHs6BeEX9Ff8Hb0po/nzRSeGEJJVi8c8seeEUgppRgZNpIAlwBrT9V8BRgJJJp7Ioferb0I8nAkLsGf/wz9Dw7lpTy89B4Ozr0R3ulkFNrt/1CNbZSWl7IifgVDQ4bSJ6APGk1sWi0zU3bORhKa83l9EjZCxBVGZsa0PXW/7nwdXQsVpdD3wQu6fH/hEsrNKUwfMp0e/udmYROXv9Yexh6tIzlGEgpvZ3uOa8vnT64RYPm5GllN086ZwUquW+prawFW5hEjg2C7umXn3Jq6lRDXkMrPj5okZBbg7+aAm8PpgbgeYZ48Obp5JHEJcHcgLa8YrTXdfLuxPW37ufd2nq2N9PVH1zVNJ6uIs/xuRHnVsIw4ZSegsPHvbLVY+ZCQIZUrQyopxasn4QOnjtjGb4CQPue2a+9i1DHMPQ4JG3kw9yQvDXsHgNZebfm/q2bjae/O3QH+7M9P4IGYByr3ieHoYRS6NtlCiMxg1UgpNQZ4FzADn2mtXz/r8ceBu4Ey4ATwF611DelvavfiT3vYezz3Ypo4R8dAN164poYpdSsiIiKoqKggLc3I2LNmzRpiYmIqH58/fz5t2sga+kta68Gw9Us4vOy8qtpfak59QK5IWIFZmYnyjEIpVRlgfbrmCDbuW0ilmIeWzWdN0unMccVZEYRHVLOG3tvy+595mOFRo42RfQC/mv+vxfjGMGf/HDIKM+jRqkdlLZNT2ge4ErupHbunPsyY/6ymXSvFnynX0b/7+RUvbrZcWxkpyo/9Af0u7Ea9MSilGBzly087jvNBzzI6HdjB9cGBvJy7k5ldbkD1n1brXo4NyRvIK81jdPhoOvt0xs5kx8aUjVwRYr3WWaXAbnBwqbEforbZybxUyD4Gve8xzk9twAArcTPYudZpidXZSitKyTavxtemKyPDzm/vlrh8RFmytB3MPkgH7w74uNhRhD3Fdh7YW2awTpWNSM09q/hwbhKE1WE5tE8UFMw0ZppP7bH507L/sQ6zwlprdpzYQd+Aut0kJ2UXNupSwPPl5WxHeYUmt6iMbq268evRX0k+mXxmGnKljFnpA4uN1QW1FKhvSCeK4jHZOODnVEONveSdxuob+/NLlNPGzgOOboSSPIgYYv0ktyDITjCWQgf1PGN1T6hvNP+7bhF/WfwXbEw2jG19VsAecYVRIsCu8fbeNTe1zmAppczAB8CVQEfgZqXU2alntgM9tdZdgHnAm/Xd0aZUdYRj0KBBxMbGVv6R4Ooy0NpS/6Ewyxh1uUydCmA+3vExk36axCsbXwHAx8VYUmB22Y9j4DzsW/3EpuRN+DsbH8hmZaYkvw3+btXUiDo1upZx2Pg7dU+dCq/G+MVQUlFCfF4810Ved87jHfzdKCwtZ8H2JA6m5XPngHD+eHoY/5pwfimxm7WwgUaA1cxnyK+I8qW4uIiyRU/RyiuSR/o9z3Y7G+a0H1SnjfJLjy3FxdaFvgF9cbBxoHur7qw/vr72Jw7sZtT7sdxw1ujUSL1fe2P2NDMOSgtrv+585CTCvzvA5s8gqNsFZcdacuR3MOfR3aOZ1/cSDSrULRQ7k11l6Qxvy/twuWtQ5e+7l5MdNiZFatUZrJICI/NtXZYInlq+Grfy9LE/fzH2Hteh/l5SfhLphemV5RpqPT+7kECP5htgeToZr3HWyRK6+Rl7PM/Yh3XK0GeMTKj/uxq2fAn7fmqS9+g8fRQ3U2jNS99TdkJAl/Nv3MHDWLWDOn0PdDb3EDj0O2QchL73nfOwl4MX3437jq/GfoX57PfC8R/ATdUvkW0J6jKD1Rs4pLWOA1BKzQHGA3tPnaC1rprTcgNw68V27HxnmhpKXFwcZrMZPz8/9u2rw8Zscelx9jFG+tIPwOhXmro3DebU/iaA8W3GM/fPuYwJH0NP/568MMmFT/6cT4BzJDu3X82k3p15YGg4I+aNoJ17VzZWOODvXs0Hp5OX8WadbtkUnLrHSFtdy4xDV18jg6O3gzejw0ef83iHACML1XM/7sbZzsw1XQNxbuR1/A0ufADs+Maoh1XHjF5NoX9bb3qa/sQhPwHGfsWEqKtYnrSK1ze9jqON4xnLO89WWlHK8vjlDAkZUrk/oH9gf6ZvnU5aQVrNo7OnEl0cXAK9askMmJtk/O0WDH75oCuM1/VUG/Xh6DrIO258HVC3m86zfbN3DhUlnvTxb7777kTDszHZ0MajTWWA1cbXBWc7M7ZeoZBjLAAymRR+rvak5hazOymHzUczGeCZQxSwLduJWkvi+ncxkjYdXgFdbzJmFI79AQMfrVMfY08Yy3hP1WCqSXmFJiXnrL1izcyplPGZBSV0DY7E2daZ7WnbuSriqrNOjDAS9swcBz9bXqsuN8LEGY3W16LSEspsEgl0rGGmsSDTKDFT23ujNe7BkABEjbFeiBqMhB9pe419rR3GWT3F1mR7emng2S6lPdENoC53K0EY/wynJAJWFmxWuguoQw7e5u/EiRPcd999PPTQQ5fW5nlx/u781UjT6lDDpvvLwKyxs/B28MbLwYvNKZu597d7uSLkClYlrMLPyY/3R7zHS3nJzNmQzl39o3mu73OcyPRgI8UEuFczg6UUBPeE+A3GcoXkWBj011r74ufkx5DgIQwMGlh5411VZCtjyUNBSTm39Am9/IIrgLABxt9H1zbrAMvNwZZrXPZTVmLGps1QzCYzbw1+i4dXPMxz657D0cbRapAMsDl5M7kluYwKG1V57NSSo00pm2ouBB3YDUL7w9LnoPUQ8Glb/bm5lsDHLdBIjgFG2vb6DLCq7uu6gOQWB7IOsCtzG6VZVxLsKbWvWrpIz8jKmdwJMUEMb98K25XLIf6PynP83ByYvy2R77cnojX0M+1hth28tT6Pj0eUnpN46Awmk7H86/Ay4//HkTWgy6HdVdVfU8XG5I242rrS1qOG/3cWJ/KKKavQzXsGy/n0DJbZZKarb1e2pW2zfrJXa7h3lbE8btc82PQJDHsOPBpnlcum47tRpjLautfwuZBiqaN4ITNYV75hLE33r+HagC4wbSuUl7bYWlYXoy5JLqxFFlbnSpVStwI9gbeqefwepdQWpdSWEydO1L2XjaiwsLAyTfuIESMYNWoUL7zwQuXjp/Zgnfozb968GloTlwxnn8s+uAJj1ijYNRgnWye+vuprxrQew670XQwJGcKssbMIcgni+WuiUQoe/3YH4yIm4lhuLAH0ry7AAuNm88R+WPCAUSW+X81JD055b/h73Nj+RquPOdiaeXNSF16f2Jnnrj6/Qq6XDM9wY537sabfUF2bQaZd7FTtjKUzgJOtEx+P+JgwtzC+3vd1tdctPbYUJxsn+gednrFp69EWszJXbvCvlskMk76A8hKInVXzubnHjX1RDm7gGQYoyKql/aq0Nm5ASwqqPydlN7TqDI/uhshR1Z9XjY93fIydyZGS7F6NVnhVNF/tPNtxovAEO07swGRSuDvZGjMLxTlQZBRrbeVmJC4I8XTik9t6cEOUcaObor0q66mBMVP8yoZXuOaHaygorfI73P0OI6vmJ4Nh/8/GjFYdBh1KK0pZnbiagUEDsTHVPriVlG08Z7Peg2VZIphped36B/bnYNZB4rKtZFoEY2YnpLexrxOM168RpBem8+WeL4DTKz2sOlWo3r/2GcZzOPsYtQrNtfzb2tif9/4uYajLkHAiUDVkDwaOn32SUmoE8Cxwhda6+OzHAbTWM4AZAD179myWmw7Ky8urfWzIkCHk5Fipqi7EJcjH0YdXBp67JDLIw5FXr+3Mo3Nj+XjVYU6WlGFnNlV+OFkVbknFmrrLWHvt6FEvfbyh5+W7Jw4wZv/C+kPcqrolcmhMJ9ONmzGlIC+FkKIDzC29nqDcIlpZ9uPZmGyYFDmJf2/9N5MXTUah6BfYj/6B/enia4yMLo9fzhUhV5yR4crWbEuQS5DVwtfncAswZvr2/wIj/ln9eblJp/el2NgbN6qZ5xFgxa2Ar64F91C4+3frta1Sdxup3y9gFDsuO47fjv1GjMv1rNNONQ9YiBbh2shrmbVvFvcsvYcA5wBmjZ1FvqMLfoApJwkc3LExGePg47oGMjraHzI0HIVk7UVmQQnhGEu/v9z9JXP+nAPA2qS1jAq3DABEXAE3fQ2zroN9CyH6WmNmqxql5aX8c/0/WXh4IWBkoauLpGxjn1hzXiLo6WzM9mUXlAJwdcTV/Gfrf/j+4Pc80euJ6i/0aWvsW9v9PfS5r0Hfpw9lHeLupXeTUZRBRZkLHXxrKNSbHGsM0F3G2Y8vZXWZwdoMRCqlWiul7ICbgIVVT1BKdQM+AcZprdPqv5tCiMY0oVsQ7f1d2ZmYTUpOEa3c7TGZavhQCehqFCsM6gldJzdeRy8HYQPgZJqx3KO5JLvISYTpHWHL58b3O+cCsKiiLzsSss84dXzb8YS7hWNrssXGZMOMnTO4Y/EdjFswjtc3vU5WcZbVZYChbqHE555b+Nqq9lcZe/zSD1V/jqU2UEl5CRuSN1DqGXZ+M1i75lvaSYI5k6H0zNTYGamJkJ9KpmtU3dusYsmxJSgU7mVDaOXmgK1ZqqS0dK52rrw5+E26+HbhcM5h7lp6FyN3vcPY4ECyMow9rbZm4313TCdLFsCsI5Q6+lKEfeUMVmlFKf/b9Q3udMTT3pPfjv125hO1HmLsk4XqExpYvL3lbRYeXoiNMsbfBwQNqPXn+G1vKg/PNpJFNOclgi72NtiaFZkFxuvm7ejN0NChzDs4j50ndtZ8cY87IXGTUWC8oqJB+rcvYx93Lb0LpRRjW/2Nwvg7CfKsJguf1sbS8tA6ZJMUTaLWd3itdRnwELAE2Ad8q7Xeo5R6SSl1atfbW4AL8J1SKlYptbCa5oQQl4hAD0eSc4pIzikiwK2WD02zLUz5CW6eXePoqLDi1F6eTwbD0n80bV9O2bMAyouNIsJaw/avqQjuTaZDKD/GnrmAwdPBk5+u/YmZV85k5pUzWXHDCt4abKwSn/vnXLr7dWdQ0LnFJsPdwjmae7RuNQbbX2Xsq4qtfikiucdJc/Hhyu+vZOrSqTxud5LSrKO1t12cZwRT+36CrjfD9V9C0hbY9n+VpxSUlPHuV8Zy8Bc2miqXGJ2P5fHLifGLIT3HtlnfhIrGFeMXw4yRMwhzC2Nvxl46eUaRbGPm07gFADx3dUc+mNydTkGWJeyZRyn3CAMgyzIT89HGheSVZZCc0JNwx76sSlxFXE6VZW9mm9Np2VtXXxohNi2W2ftnM7n9ZNZPXs+S65bUXAzc4t1lB/B1tefuga0bvaDw+VBK4elkd8bSyr/1+hteDl48sOwBsoqyqr+491ToNAlWvgqfDYekrfXWr8KyQt7Z+g6TF03GxmTDx8M/pzi7E7blIXg6VbPHLv2AkQUwopZSF6LJ1OlOSGv9i9Y6SmvdRmv9iuXY81rrhZavR2itW2mtYyx/rKcbEUJcMvzdHSwBViGt6rKcKaBrranZhRXebWHoP4xsTuvfN5bCNbU934PJxsggteIVSP8TU/fbuKlXCIv3pHA8u/r0596O3oxpPYaZY2Yyrs04nuv7nNUkQWFuYRSWFXKisA77cd2DjcKoW/9nfY9UeRnkpzCTbDIKM7it422sLM1gsTppBFDV2TEXXg+l9L3eUJzDfzN7kxl2pbFHZcsXlTOKH644jEfWLjSKFXlBrD2UXnufq0jMS2R/5n6Ghw43agVJgCWqUEoxoe0EzMrMSwNeZUJ+AbMztrMheQPeLvZc1aVKEfWso5i8IowvLYHC7P1zUWWeRLr25lhcLxxtHLln6T2cLD15+rpBf4WRLxkZ8qxIyEvgkRWPEOgSyLRu03CwcTizPlQ1diZmszspl4eHteUfl8BeWS9nuzMGSPyd/fnv0P+SX5LP02ueZln8MusXKgUTP4UJHxuz3N9NqZf+pBemc/uvt/PF7i+4us3VzBn7LX//NoUFscdp7eNcfYK1I5Y6lbXMSIqmI0PNQgirAt0dyDxZQlJWIa19nGu/QFwYpeCKJ+HGr8HZD/b80LT9ObLaGJ0d+Di4BsDqt8AjDLrcxK19wyiv0CyITaq1GV8nX14Z+AptPa1nIAtzM0bh67QPC6DvA1CYaQR8Z8tPIVdp5p2MY3T4aJ7o+QSeNk5scHAAa7NYWsP2WbDgfvBqgyk3kdfKb+H9uACe/G4HusedcGIfJG0lOaeQGWviGO2RSIV3FPk4kZZbdG6bNVgevxyAK4KHkpxd1KwTAYimMSV6Cj9d+xOR3u14vMyZcJMDDy9/mNi02NMnlRVDbhK2PhHYmBRZBSX8cWwv+aZ99PAay8RuwRxLdeKV/v8mtSCV/9trzMJqrSlwD0L3f5hv9s9m6tKpzNg5g2nLpzF16VQS8hK4//f7KdflfDjiQ1zs6p7U4MfY49jZmBjfLai+X5IG4elkR1bBmTPQbT3b8kDMA6w/vp5HVzzKzD0zrV9sMkHMzdBjilGAt7zsovvz5uY3OZZ7jA+Gf8DLA17m201ZbD2WxQvXdGT21BoKPB9ZZRSq9wy/6D6IhiEBlhDCqgBL3asKDVGtJItQgzPbGMsFj65tur1YpYXw/b3GrNrAR+HW+eAdCWNeAxs7QrycaO/vytqD5zeDY82p1M+bUzaTUZjBG5veOHNZ09nCB0Dve41Zvs2fn/lY2j5+dnamoKKU26Nvx6RM9PSKZqOjA/rsfVsnM+Cj/vDjgxA+kPw7fqOX/j9So6fyzNj2LNufxpw0y8byjEPM2nCM0vJy2pcfwBTSEwdb05mFX2uRlJ/EsvhlRHpG4oBfs09lLZqGjcmGEFcjeYq7WzCflnnh5+THA8seIKfYklwr6xigUV4ReFgChY+3zUVrE0/0vw0vZ0vGQacODA8dzsw9MzlRcILXNr3GFXOv4L7f7+O1Ta+xJ2MP721/j0NZh9iUsolxC8aRcjKF94a9R4S79Rmu6qw7lE6vcE/cHGpIF9+MeDrbWl3ie0+Xe9h621ZGhI7gna3vVJ9ZEMClFaCNIugACZth57fn/b5dXlHOH8f/YFTYKAYHDyansJSPVx5mVMdW3DmgdWVa+XNUVBgZT2X2qlmTAEsIYVWAx+llge1auTZhT1qQ8AFGIdvzSc5Qn46sNp5/9Gtg5wytomHaFmMPlMXAtj5sOZpFYUn1GVfrwtfJlwGBA/juwHfc8sstzNo3i3t/u5dn1z7L/sz91i8a85qxlPKXJ4wZKAuduJX5ri508GxHtLdRpL5P2DBSbWyITzwrBf6Ob4ylj2Pfhlvm8cPeXDKLFbf1C2dK/3Cu7hLAm6tTASg7mcHczQlMjijBXJSJCupBKzcHUnOtJso9x6K4RYyZP4ZtadsYHjqcxCxjeWOwBFiiJu7B+OQc543Bb5BXksfPcZb04Jb3hcN2dji7HyIzv4S9OeuwL4siulVQZU2s3MIyHuvxGKXlpdyx+A5m75+Nk60TG5I38Ej3R1h942pW37iaX6/7lce6P4avoy+fjvqUbn7nVzMuI7+Y/Sl59G/jU68/fkPydbEnKbuQtLxzB0lsTbY818+o6/fWlreq3x/qakk4kp8CexfCl2Pg+6mw+BkA9mTs4YeDP1BaUVpjX/Zl7iOnOId+gUaiiq/WHyWvuIyHh0fW/EOk7oKi7Br304mmJwGWFampqUyePJmIiAh69OhBv379+OGHH1i5ciXu7u7ExMTQpUsXRowYQVqaJE0Ul6dTM1i2ZkW4LBFsHKfS3R9Z0zTPf3Ap2DrVODI6KMqXkvIKNh3NvOinu6HdDaQXplNcXsyL/V/EhInfjv3GXUvusj6bZTLDdZ8br9OPD8KBJQDsSFrHAXs7rou6vvLUfsHGz7AydcuZbeyYA0E9oPdUtNmWr9YfpVOQG91DPVBK8fb1XQkPCqRCKzbvPUx6fgkPOfwKZjuIGk0rV4c6zWClnkzllY2v0NajLb38ezG+zXji0o09MbLkVtTIPRhyjxPt2Z5o72jm7J/Dsvhl/HBkEQ/7+TBh0/Nkun3A0cKtFKtU2rsaN+huDkaCiZzCUsLcwrg/5n5ST6Zya4dbWTppKYsnLubuzndjY7LB08ETgCmdprDkuiXnHVwBbIgz3gP6tbl00oTf3j8creH5BXusPu7l4MWDMQ+yNmktH8R+YL0RF0sJh7xUWPcueLWB7nfw57bP+HHbh9z72708/8fzTF06lQptPeNgha5gUdwiwCi8XlBSxudrjzCsvd/phCbVObX/Kvzc5EGi+ZAA6yxaayZMmMDgwYOJi4tj69atzJkzh8TERAAGDRpEbGwsO3fupFevXnzwQTX/AYW4xAVYElu08XWRlNKNxScKXAPhcDUbrRuS1kaAFTEEbKtPatI73As7s4m1By++WPyQkCG82P9FZl81m4mRE1kyaQk/jP8BjebNzW9av8jexVi66OBhjB5rzWcFh/FQNlzT5prK00LdQulidmNBaRq6vMwIWlN2G7Wsut6M1ppXf9nHgdR87ugXXrmZ3MHWzCd39CZXOXPwaDw9PQvxj5tv7LtwD8bPzZ60vJpnsLTWvPDHC5RVlPHu0Hf5YvQXBLsGE3fiJLZmJUWGRc08w6GiFLLjmdrF2CP16IpHeT5lBRsdHRnfZjwAiWZjFvfKiOEARqFijAAL4O7Od7Phlg081fsp7M32BLgEnPtcUH0ihRqUV2g+XROHj4sdnWsLCJqRNr4uTBkQztK9KeQXW99DdUuHW5gYOZFPdn7CgkMLzj3hVICVsguStlIQPZ6nXM1MCg7gH7s+oqKigqmdp7I1dSuL4hZxMOsgS44u4ds/v+WWRbcwfsF4rpx/JbP2zeKK4CvwdvTmm43xZBWU8uBQ63tWz3B0rbGM2836v6doHppvPs0msnz5cuzs7Ljvvvsqj4WFhTFt2jRWrlxZeUxrTV5eHm3b1uE/gxCXIAdbM76u9rT3l+WBjUYpiBxhSZNeaqS/byxZRyA7HgY8UuNpjnZmeoZ7sqYe9mGZlImJkRPPOBbkEsS9Xe7l7S1v89Phn7imzTVkF2Xjbu9++kbQbAtth8PBpcTt+4FV9mYe9O6Bk61RM6aiQrPucDpX+/bi1ZRlbPr2Bvr8ucwYaQZofzXvLT/Ep2uOcHu/MK7rHnxGH/xcHch18sIjL597InNQO8vRnW9k/fE/OGm3ldS8cLTWVm9MS8tL+fvav7Pu+Dqe7fMsoW6nC4XGncgnzNsZGxmwEDXx72z8nbKT4R3Hs/qm1cTnxuP53V34ugZjN/BfLDuymXzb45TmRjOyXTuAyiWCpwIsMJa9NYSvNx4jNiGbd27seskNwPWL8OaTVXHsTMy2urxRKcU/+v6D5PxkXvjjBeJz44n2jqZPQB8jAcipAGv7V6SYTUzLWs+fefHcax/KyMS9tHpoDW72bqxNWsu/NvwLjaawzMi82tG7I6GuoWg0j/V8jJGhI9FaM2dzAj3CPOkR5llz57WGhE3Qfmx9vyyinjXfAOvXp43Rgfrk3xmufL3GU/bs2UP37t2rfXzNmjXExMSQkZGBs7Mzr776an9MqmMAACAASURBVP32UYhm5LPbe+Lrat/U3WhZIkcZNZgSNp6ukdUYEi11XUL61HrqoEhf3li8n7S8Ivxc65DC/zzd3P5mViSs4Nm1z7IsfhnL45czNmIsL/R7AUcby+xP5CjYPZ8ff3sUs7s7k/r+DTCCqye+28H325N4JGYAIaWLeaz8T2739GRKVhwO/l1Yk2rD9N8OMLFbEC+Oi7YaKLl6+tHfReHhk0MF8Oqxhcw9bGR4LHW+ivziMbha2dj/zf5vWHx0MY90f4Qb2914xmNx6SeJkOWBojZ+HY0yCck7oON43Ozc6OTWGtIOQHtj9spbdSOf4/T2vJ5Wbsb/QWsBVkNIySnizcV/MijShwkxl0b2wKpiQoyiy9vjrQdYYASm/xn6H/62+m98uutTwCgMfW+Xe5nQdgLujl5UZB/j8eAQEosyeH/4+ww+ug32rwVlBmVi+pDpTN86ndySXG5qdxNaK3LSozCbFdd2Oz2os/d4LofS8nl5QqfaO59x2MimGtz74l8I0aAurWGHJvDggw/StWtXevXqBZxeIpiQkMCdd97J3/72tybuoRANp2uIh2Q8a2wRQ4z9Po1dDytpi7H/yrdDracOijRuSlYfuPhZLGvszHZ8NOIjxrcdz7L4ZUR7R7MobhHjF4xnzv45JOQloCNHUR7al589fRjk3xsf7ygA1h1O5/vtSUT6ufBurBP3R7xEqHs7PvBw5XN3N0ojRvD0/F1E+Drz6sTOlcFVYVkhO07soLTcuDlVTl74mE9ik3GQ/7YKYu7hH5gSPYVgp/bYemwiJefcWmC5JbnM2DmD/oH9ubvz3WcEbmXlFRzLOEmEr2TkFLWwdQDf9pC88/SxlF2gK4wabcDNUXdScOxuXhl7ZeUpjrZmbM2qwQOsWRuOUVRazr8mdLqg5YVNzcPJjghfZ7bHZ9d4npOtE+8Ne4/VN67mi9FfEO0dzdtb3mb4d8OZ7uXJfFdndtkq/t7n7wwOHmzsnQPIMcpYBLsGM33IdD4b9RkjwkawcrsfT8zbyRPf7SSpSi3BhTuOY2NSXNW5Dkv+EjcZf4dIgNXcNd8ZrFpmmhpKdHQ08+fPr/z+gw8+ID09nZ49e55z7rhx47juuusas3tCiMudvSu0GQb7FsLoV4xlg40hcbNx82au/WOhY4AbwZ6O/BibxKQewbWefyEcbRx5ecDLPNztYXwcfdiaupW3t7zNKxuNOlie9p70j+xPWtwi/tHx1srrftmVgrOdmW/v7ceU/21m2lKAu3AN/pKvPA7yS8ZWsn2WcnO727GzGUxOcQ4vb3iZVQmrKCovItIzkke7P8ogB09U2n7+yNjF505mboi6gcd7PI4qnc2XBa/x2uYX+e+oF8+oGfRr3K/kluTycLeHz/l5ErMKKS3XRPjKDJaoA/8uZ+7FTNho/B0QA8AtvdtxffdI7GxOj5MrpXB3tCW3qGEDrH3JubTxdSHM+9L9Xe4e6snSPSlknSzB3dEWk8n6+6xSCk8HT3r596KXfy/2Zuzly91f8uXRxdh7edLTLYKrI642TnY30uyTkwB+7SvbSMou5FBaPvO3JTK0nS+rD6Yz84+j/H1sByoqND/tOM7ASB+8qkvLXtXhFWDvDj7tLvYlEA1MZrDOMmzYMIqKivjoo48qjxUUFFg9d+3atbRp06axuiaEaCk6jjc+pJO2Nc7zlRYaI+TB5w4kWWMyKa7tFsS6Q+nnVRPqQvg6+aKUoqd/T2ZfNZt518zj+X7P4+/sz6K4RfQJ6MOQkCGAMUu0ZE8Kwzq0wtPZjq/u6s1fR0bx9vVdKckaTYFSpBaVYY8fc+PeZ/T80UxZPIXl8csZ33Y8z/V9jvySfB5c9iAPlhwiqziLt8gkxOTI072fRinFX2KuxSZvCJvTf+e5dc+jtSY5P5lXNrzCu9vepa1HWzp6dzzn51h1wEgK0iX40kkIIJpQUHfITzWWhIFRgDyg6xmJDaoGV6e4Odg2+AzWgbQ8oi7xvbl3DWzNyZJy+r++nC4vLmXKl5sY9/5avtpQc+Hzjt4deXXQq7QxOVGuFP8Y9OrpWbzKGayEyvOTsguZ+OE67vhiE0WlFTw2MoqxnQP4av0x4jMK2BafRVJ2IeNjAmvvdPxG2PUddLvFKHosmrXmO4PVRJRSLFiwgMcee4w333wTX19fnJ2deeONN4DTe7C01ri7u/PZZ581cY+FEJeddlcCCg4vh+AeDf98u+dDeQm0GV7nS67tFsR7yw8xb2ti3TJf1QOlFO282tHOqx2jwkbx6c5PmdxhcuUNzrytiWSeLGFcV+Nmxc3BlmmWmjKzNnQkI+1VEjIqeHJ0FG3C4/g57mc2pWzixf4vVmYgvLbttcz9cy7/3vwmk3xdSbMx807AEGwtCUc8HB35z6jnmfrjm/yuFnPf7/exP3M/mUVGyuq/RPzljGVTpeUV2JpNzN+WSMcAN9r7uzXKayUucVGjjXpv+36C9lfD8e0w6pVaL3NztCW3AQOsk8VlJGQWcmPPkAZ7jsbQIcCNx0dG8dOO4/i5OXAwNR93R1ueW7CbLkHudLXs07LG1mTLx8PfJ/nEXtr4RJ9+wNXf2DuXY2SdLq/QvLhwDyeLyxkfE0hJWQWdg9x55sr2rNifxhPzduDrYo+9jYmRHf1r7/Tqt4znGPrsxf74ohFIgGVFQEAAc+bMsfpYTk5OI/dGCNHiOHqCRwicqKbgbn3SGjZ8bGysr6H+1dkifF0Y2NaHWRuOcc/giEbPJOZu784TvZ6o/D6noJQ3Fu+nd7gXIzr4nXN+12B3Zq7PxqQUk3qE0sotijGtx5xznq3Zlls73krR0dW8e2I94/PyGRF1ZqbDK6J86edzHduzFLE2q+nkE83ULkZa5hva3QAYmWY/XHmYd38/yMTuQexMzOH5q8+d2RLCKo9QY8nuzrnw56/GjXunibVe5u5oS1ZBSYN0qaSsgt/3GUW4oy6D4vMPDm17xuBQXlEpQ95ayeu/7mf2PX1rvNY/sBf+gb3OPGgyg1sgrPk3yRu+Y7bpKpblDebuQa155srTe1sDPRz514ROPDo3FoBHhkfiYl/L7XhxPhxZBb2mGqUqRLMnc4xCCNEc+baHE382/PMkbYPUXdB76nnv95rSP5zknCIW7UxuoM7V3adr4sgqKOWFcR2tbrzvHGyMSA+O8q3MulaTO0NG8kFKGs9lZELQuUsnnxzVgZNpQwjLf4f3hn5C34C+PBjzIG52xgzV4t0pvLXkTzydbZmzOYEuwe7c0OvSHvUXjazTJEjbC8e3wXWfGTfvtXB3bLglgq/+so9H5hhBQbtLfImgNa4Ottw/pA3r4zLYkVBzAoxqaQ2AW0kq04pm4F6Rw029Qs85bUK3IF4aH83t/cJ4xDLLXqO4lcYqg3bnDgqJ5kkCLCGEaI58oiDjIFSUN+zz7PoWzPYQXfvo+NmGtvejQ4Abby35kxO1FN9tSMk5hXyx7ghXdwkgOtD6Hqc+rb2wNStu6xtWpzbNDp4MLizC3i3EauKPTkHuvHNjDFuOZnLX/7ZQVHr636miQvPusoO08XVm+V+H8OakLnx9d5/aR6mFqKrv/fDARnh8P0RfW6dLGirAyiks5dstCXg7G4WFgz2d6v05moMbe4XgYm/D52uPXFgDbkba+ume/8BWlfPvjodo7W39tbq9Xzgvje9UbYKNM+xbaCS3CO13Yf0SjU4CLCGEaI5820FZEWTXvOn6opSXwq55xqioY/V7DqpjNimeu7oDSdmF9Hrld+6euaXGpBfb47N4ZdFekq2kOL9QpeUVPPTNdhTwxKjqM2uFeDmx44VRDO/Qqm4Nu1r2RPR9oNpTxnUNZPoNMayPy+DNxadnG5fsSWF/Sh4PD4/E2d6GG3qGWK2ZJUSNTGYjG52zd50vcbfswaqo0PXale+2JFBQUs7Mv/Tmp2kDMdclKLgEuTrYMrlPKD/vPM7e47nnfX3FpC+ZVPEaZa2HQatODD0yHd7vdXEJi7ITjH2yXW9q3OLz4qJIgCWEEM2RryXN74kD9d92aaFRzHjXPChIhy431n5NNfq38eH7B/rz8LC2/HE4nVs+20jmyXP3gKw+cIJrP/yDT9cc4cMVhy+m92d449f9bD2WxevXdSG8liK+TnbnMYPk3wkejjVmEWowoVsQd/QL44t1R9idlFM5exXh68zVXeqQGUyIehTZyoUKDf/5vf7eN8orNDPXH6VXuCedgi7/LJgPDmmLu6Mt/1y4h/LzDFTjS93ZUhJGx0A3GPUydLvNeL/99o4L60xBJvz8qPH1gHPLP4jmSwIsIYRojnyiqMwkWF8qyuHg7/BhP1g4DRbcbyTUaDvyoprtHurJ46Pa8cWUXsRnFjDly03kF5dVPn6yuIwn5+0g0s+FKzv5s2B7EgUlZTW0WDfrD2fw2doj3N4vjGu6NkAw49W6TvvS/jq6HXZmEwu2JzFjTZwxezUs8rId5RfN17iugUaGzxWHrA50XIjl+9NIyCzkzgGt66W95s7dyZa/j+3ApqOZ/HfZwfO6dm+yMevVMcDdqGc47r/QfxrkxEPuee5VLTkJ/zce4lbBmNdPp4EXlwQJsIQQojly9IDut8OWzyFtH1RUwB/vwcKHIe0Csgvu+xne6QRfX2cEDT2mANrY22FThwKXddA3wpsPJ3dnz/Fc/vHDrsrji3Ylk5pbzMsTOnHngNbkFZfxyaq4i3qusvIK/rlwD8Gejvx9bIfaL2hAbg62DIz04dstCbyxeD9XdQ6oW10bIeqZUorrewajNexKqp+sx19vPIa/mwOjOtZxee1lYFKPYCbEBPLhykMk5xSSmFVwTsCaU1DK7E3x/LrLCJwqKjSrD5zAbFJEtqqS6S+wm/F3cuzpY1obKwg2fHTuPtuMw5C4BZY+B6m74aZvjCRE4pIiO27PYjab6dy5c+X3N910E08//TTh4eFs2bIFHx8fAFauXMnbb7/Nzz//3FRdFUJc7oa/YNTBmX+3kaJ52UtGuua0vfCXpXUrNllWAnu+hx/uBf8uMPIl6HA1mO2MEdHON9Rrl0d0bMXDwyJ55/cDXNk5gNHR/szbmkiEjzN9WnsBMLFbEO8uO0jfCG/6tan7/pKqftiexJ+peXx0S3ccbM31+SNckDGd/Fm+P43oQDfevr6r1UyGQjSGU8v4diZkc0WU70W1dTy7kFUHTjBtaFtsGrkUQ1NSSvHXUe34aWcyY/6zhpzCUhxsTTw+Moo7+odjVorbv9xUmW3w6i4BJGYVEpuQzdVdAs58T/LvDMpkFIve9hVkHDIGuU6V4Tj0O0z8FJy8IHkn/N84KC0yruk6GaJGNcErIC6WBFhncXR0JDY2tvYThRCioTl7w8QZ8PUkYySz7Qgj29+PD8D2r6BHLev6M+Pgs5HGPqvQ/nD7ArCxP/344CcbpNsPDm3Dwh1JTF96gFZuDmw6ksmTo9tVBh2vTuzMygMnmLXh2AUFWNkFJby3/BCdgtwY06kOBTobwTVdAknMLODmPqE42jV9wCdaLjcHWyJ8ndmRePEzWN9tSURruP4SLyx8IUK8nJgQE8Qvu5J55sr2bD6ayau/7OezNUcI93ZmR0I2b1/flYNpecxafwwnexum39CVa7sFndmQnRPYuRo1zezdIDDGSDB07SdQWgC/PgUfDYDwgcZgmKMXlOeArjBWMYhLkgRYQgjRnEWOhKnLIXUvtBtr7JnaMRsWP218IHu3sX5dRQX8+JBRO+Wad43ArGpw1YBszCYeHh7JI3Niue3zjfi52nNbv9Pp0R1szYzrGsg3G+PZlZhDpyC3Os/4bD6ayX1fbSWroIT/TejdbGaKHO3MPF5DFkMhGlPXYA/+OJx+UW2UV2i+3ZLAwLY+hHhdnmnZa/PaxM48f01H3B1tuWdwBOsOZfDFuiMkZBbw+MgoJvUw9kU9NdpISlRtyvUuN8DmT+Gu34zMkFUFxBiJLA4shu53wJBnYNmLkLITQno35I8nGlCzDbDe2PQG+zMvYJ9BDdp7teep3k/VeE5hYSExMTGV3z/zzDPceOOFZ9gSQoiLFtTD+HPKxBnwbgxs/gzGvGb9mk0z4Ng6GP8BdLu1cfpZxTVdAok7cZIfY5N4/pqOuJ2VpnxSj2D+98dRrnl/LVd1CWD6DV2xt6l55ufXXck8MjeWYA9Hvrqrj5GpSwhxjh5hnvywPYl9ybl0CLiw/yfrDqWTlF3I01e2r/3ky5SdjQk7G2NppFKKgZE+DIz0Oee8WmtZjXkNhj8PDlb+LYK6w72rjX1ZpwaMrvkvlie9mO6LJtRsA6ymUt0SQWujpM1l5FQI0cK4BRqzVwd/Mz64cxJh4yfG7FZIH+ND+fd/QuQoiLmlSbpoMikeGxnFYyOjrD7eKcid7x/oz6o/T/DusoMEezjyTDXJKsotqc/fW36Q7qGefHZ7Tzyd6ycxhxCXo7GdA/jnwj18vy2RZ6/qeF7X7k7KYdWBE2yIy8Db2Y5R0S0nuUWDMdvWXsOq6j1lXfbXimat2QZYtc00NTZvb2+ysrIqk1xkZmZWfi2EEI0uchQsfsooQLnwEWMtv66SjcojzJi9asYDQd1DPeke6klKThGfrz3ChG5BZ4y2l1do5m1NYP62JDYdyWRSj2D+NaFTs0hqIURz5uVsx9D2fny/LYlxXYPoHFy3+lXxGQXc/sWmyox5T41pX+vMshDiXBIi19GQIUP46quvACgvL2fWrFkMHTq0iXslhGixIi21q+b9xcg+NW0rPBkHN88xsg/e8RO4+DVtH+voqSvb4+FkxwNfb2NbfBYVFZqCkjIembOdp+bvIu7ESV6f2Jm3r+8qwZUQdTRtWFuUUlzz/lrGvb+WA6l5NZ6fU1DKlP9tokJrbusbRlQrlzP2Tgoh6k5pfX5VqutLz5499ZYtW844tm/fPjp0aNp6JmenaR8zZgyvv/46OTk53H///ezZswetdeVxUzXTuM3hZxFCXOZ2zYPMI9D1RvAIbereXJSNcRnc9vkmSsorCPJwpLisgvT8Yp6+sj33Do6QJdlCXICcglLmb0vkw5WHyTxZTHSgO91DPZg2PBIfl9NJb5JzCrnzy80cPpHPrLv60CfCG621/L8T4ixKqa1a6561nleXAEspNQZ4FzADn2mtXz/rcXvg/4AeQAZwo9b6aE1tNtcAq75cTj+LEEI0hhN5xaw7lM7PO5OxtzVxR79weltqZwkhLlxaXhFfb4hny7FMNh/JoqyiAj9XByJ8neke6sk3m+IpLi3nw1t7XHTtLCEuZ3UNsGrdg6WUMgMfACOBRGCzUmqh1npvldPuArK01m2VUjcBbwCSek8IIUSd+braM6FbEBPOriMjhLgofq4OlQlnDqXl82NsEsk5RWw5mskfhzPoFe7JaxO70NbPpYl7KsTloS5JLnoDh7TWcQBKqTnAeKBqgDUe+Kfl63nA+0oppZtq/aEQQgghhDhHWz8X/mqp2VZRoSksLcfZvtnmPBPiklSXJBdBQEKV7xMtx6yeo7UuA3IA7wvp0OUQk10OP4MQQgghLm8mk5LgSogGUJcAy9oOx7MjiLqcg1LqHqXUFqXUlhMnTpxzgYODAxkZGZd0gKK1JiMjAwcHh6buihBCCCGEEKKR1WXYIhEIqfJ9MHC8mnMSlVI2gDuQeXZDWusZwAwwklyc/XhwcDCJiYlYC74uJQ4ODgQHBzd1N4QQQgghhBCNrC4B1mYgUinVGkgCbgImn3XOQuAOYD0wCVh+IfuvbG1tad269fleJoQQQgghhBDNQq0Blta6TCn1ELAEI037F1rrPUqpl4AtWuuFwOfAV0qpQxgzVzc1ZKeFEEIIIYQQojmq085GrfUvwC9nHXu+ytdFwPX12zUhhBBCCCGEuLTUJcmFEEIIIYQQQog6UE2VsU8pdQI4dp6XuWOkgG8ooUB8A7bf0P2X9qV9aV/al/ZbXvuXct+lfWlf2pf2a9Lc7s3baa1daz1La33J/AFmNHD7Jy7x/kv70r60L+1L+y2s/Uu579K+tC/tS/u1tN+s7s0x8k/Uet6ltkTwpwZuP7uB22/o/kv70r60L+1L+y2v/Uu579K+tC/tS/s1uSTvzZtsiWBzpJTaorXu2dT9EEIIIYQQoqVrbvfmde3PpTaD1dBmNHUHhBBCCCGEEEDzuzevU39kBksIIYQQQggh6onMYDUQpdQYpdSfSqlDSqmnLce+thzbrZT6Qill29T9FC1TNb+fw5RS2yy/nzOVUnWqkydEfbK8N6YppXafdXya5Xd2j1Lqzabqn2jZlFIhSqkVSql9lt/FRyzHX1ZK7VRKxSqlliqlApu6r6LlUUo5KKU2KaV2WH4/X7Qcb62U2qiUOqiUmquUsmvqvl7uZAarASilzMABYCSQCGwGbgbCgV8tp30DrNZaf9QUfRQtVw2/n0uA4VrrA0qpl4BjWuvPm66noiVSSg0G8oH/01p3shwbCjwLXKW1LlZK+Wmt05qyn6JlUkoFAAFa621KKVdgKzABSNRa51rOeRjoqLW+rwm7KlogpZQCnLXW+ZZB/LXAI8DjwPda6zlKqY+BHXL/2bBkBqth9AYOaa3jtNYlwBxgvNb6F20BbAKCm7SXoqWy9vt5HVCstT5gOec3yzEhGpXWejWQedbh+4HXtdbFlnMkuBJNQmudrLXeZvk6D9gHBJ0KriycARm9Fo3OcouZb/nW1vJHA8OAeZbjMzEGBUQDkgCrYQQBCVW+T7QcA8AyqnAbsLiR+yUEWP/99AdslVKnMuNMAkIau2NCVCMKGGRZ4rJKKdWrqTskhFIqHOgGbLR8/4pSKgG4BXi+6XomWjKllFkpFQukYQyWHgaytdZlllPOuCcVDUMCrIahrByrOpr1IcbywDWN1B8hqrL2+1kB3AS8o5TaBOQBZVbOE6Ip2ACeQF/gSeBby1IYIZqEUsoFmA88emr2Smv9rNY6BPgaeKgp+ydaLq11udY6BmOVVG+gg7XTGrdXLY8EWA0jkTNH/4OB4wBKqRcAX4z1sEI0Bau/n1rr9VrrQVrr3sBq4GCT9E6IcyVi7B/QWutNGAMCPk3cJ9FCWVahzAe+1lp/b+WUb5Al1qKJaa2zgZUYA1MeVRJXVd6TioYjAVbD2AxEWrK22GHMDCxUSt0NjAZu1lpXNGkPRUtW3e+nH4BSyh54Cvi4CfsoRFULMPYQoJSKAuyA9CbtkWiRLDOnnwP7tNbTqxyPrHLaOGB/Y/dNCKWUr1LKw/K1IzACY5/gCoyl/wB3AD82TQ9bDknD3AC01mVKqYcwsrKZgS+01nuUUjuAY8B6y+qW77XWLzVhV0ULVMPv51tKqasxBl4+0lovb9KOihZJKTUbGAL4KKUSgReAL4AvLKnbS4A7tKTAFU1jAMYe6l2WfS4AfwfuUkq1w5hdPQZIBkHRFAKAmZZswSbgW631z0qpvcAcpdS/gO0YgwSiAUmadiGEEEIIIYSoJ7JEUAghhBBCCCHqiQRYQgghhBBCCFFPJMASQgghhBBCiHoiAZYQQgghhBBC1BMJsIQQQgghhBCinkiAJYQQQgghhBD1RAIsIYQQQgghhKgnEmAJIYQQQgghRD2RAEsIIYQQQggh6okEWEIIIYQQQghRTyTAEkIIIYQQQoh6IgGWEEIIIYQQQtQTCbCEEEIIIYQQop5IgCWEEEIIIYQQ9UQCLCGEEEIIIYSoJxJgCSGEEEIIIUQ9aZEBllIqv6n7IIQQQgghREumlCpXSsVW+RNew7lDlFI/N17vLpxNU3dACCGEEEII0SIVaq1jmroT9a1FzmABKKVclFLLlFLblFK7lFLjLcfDlVL7lFKfKqX2KKWWKqUcm7q/QgghhBBCXO6UUmal1FtKqc1KqZ1KqXurPOymlPpBKbVXKfWxUqpZxjLNslONpAi4VmvdHRgK/FsppSyPRQIfaK2jgWzguibqoxBCCCGEEJcrxyrLA3+wHLsLyNFa9wJ6AVOVUq0tj/UG/gp0BtoAExu9x3XQkpcIKuBVpdRgoAIIAlpZHjuitY61fL0VCG/87gkhhBBCCHFZs7ZEcBTQRSk1yfK9O8bkRwmwSWsdB6CUmg0MBOY1VmfrqiUHWLcAvkAPrXWpUuoo4GB5rLjKeeWALBEUQgghhBCi4SlgmtZ6yRkHlRoC6LPOPfv7ZqElLxF0B9IswdVQIKypOySEEEIIIUQLtwS4XyllC6CUilJKOVse662Uam3Ze3UjsLapOlmTFjeDpZSywZih+hr4SSm1BYgF9jdpx4QQQgghhBCfYWzP2WbJj3ACmGB5bD3wOsYerNXAD9YaaGpK62Y5s9ZglFJdgU+11r2bui9CCCGEEEKIy0uLWiKolLoPmA38o6n7IoQQQgghhLj8tLgZLCGEEEIIIYRoKC1qBksIIYQQQgghGtJlHWAppUKUUiuUUvuUUnuUUo9YjnsppX5TSh20/O1pOd5eKbVeKVWslHqitnaEEEIIIYQQoqrLeomgUioACNBab1NKuWIUDZ4ATAEytdavK6WeBjy11k8ppfww0rVPALK01m/X1I7Wem8T/FhCCCGEEEKIZuqynsHSWidrrbdZvs4D9gFBwHhgpuW0mVhSP2qt07TWm4HSOrYjhBBCCCGEEJUu6wCrKqVUONAN2Ai00longxE8AX4X2I4QQgghhBBCVGoRAZZSygWYDzyqtc5t6naEEEIIIYQQl6fLPsBSStliBEVfa62/txxOteyrOrW/Ku0C2xFCCCGEEEKISpd1gKWUUsDnwD6t9fQqDy0E7rB8fQfw4wW2I4QQQggh/r+9+3n1fIrjOP58IzbIRslCalZ0G6Qs5C+wYTMbIiUbZUfJXilZsvAnYEe2FpKNBQ2lJGVPuJqazT0W93s1aZKmj3vn3nk8VudzPj96n9WnV+d8zgf421nfRfCJ6vPqYnWw636jw++nPqjuGAOGXgAAAZZJREFUq36uLqy1fp2Ze6qvqjt31/9ZPVidv9pz1lqfHtNQAACAU+BMBywAAIDjdKaXCAIAABwnAQsAAGAjAhYAAMBGBCwAAICNCFgAAAAbEbAAuO7NzF0z8/Kufe/MfHTSNQHA1dimHYDr3szcX32y1to74VIA4F/dctIFAMB/8FZ1bma+rn6oHlhr7c3MC9XT1c3VXvVOdWv1XHW5enL3I/lz1bvV3dWl6qW11vfHPwwAzjpLBAE4DV6vflxrPVy99o9ze9Uz1WPVm9WltdYj1ZfV87tr3q9eWWs9Wr1avXcsVQNwwzGDBcBp99laa7/an5nfq493/Rer8zNze/V49eHMHN1z2/GXCcCNQMAC4LS7fEX74Irjgw7fczdVv+1mvwDgf2WJIACnwX51x7XcuNb6o/ppZi5UzaGHtiwOAI4IWABc99Zav1RfzMy31dvX8Ihnqxdn5pvqu+qpLesDgCO2aQcAANiIGSwAAICNCFgAAAAbEbAAAAA2ImABAABsRMACAADYiIAFAACwEQELAABgI38B5fsWC5XVmGIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 1, figsize=(12, 8))\n",
    "wind.loc[\"2012-7\", ['DE', 'GB', 'EU']].plot(ax=axes[0])\n",
    "axes[0].set_title(\"Summer month\")\n",
    "\n",
    "wind.loc[\"2012-1\", ['DE', 'GB', 'EU']].plot(ax=axes[1])\n",
    "axes[1].set_title(\"Winter month\")\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "**(d) For all three regions, plot the duration curve for $W(t)$, $S(t)$, $L(t)$.** "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f24bcd06748>"
      ]
     },
     "execution_count": 63,
     "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": [
    "de['wind'].sort_values(ascending=False).reset_index(drop=True).plot()\n",
    "de['solar'].sort_values(ascending=False).reset_index(drop=True).plot()\n",
    "l = de['load']\n",
    "l /= l.max() # normalize load\n",
    "l.sort_values(ascending=False).reset_index(drop=True).plot()\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Tip:** Go through the line `de['wind'].sort_values(ascending=False).reset_index(drop=True).plot()` dot by dot and note what happens to the output."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "**(e) For all three regions, plot the probability density function of $W(t)$, $S(t)$, $L(t)$.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are two different methods:\n",
    "1. [Histograms](https://en.wikipedia.org/wiki/Histogram) and \n",
    "2. [Kernel density estimation (KDE)](https://en.wikipedia.org/wiki/Kernel_density_estimation).\n",
    "\n",
    "This [image](https://en.wikipedia.org/wiki/Kernel_density_estimation#/media/File:Comparison_of_1D_histogram_and_KDE.png) on the KDE page provides a good summary of the differences. You can do both with Panda!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's look at the wind data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f24bcb964a8>"
      ]
     },
     "execution_count": 66,
     "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": [
    "# 1)\n",
    "de['wind'].plot.hist(bins=100, density=True)\n",
    "\n",
    "# 2)\n",
    "de['wind'].plot.density()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "scrolled": true
   },
   "source": [
    "Now, let's look at the solar data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f24bc93cd68>"
      ]
     },
     "execution_count": 70,
     "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": [
    "# 1)\n",
    "de['solar'].plot.hist(bins=100, density=True)\n",
    "\n",
    "# 2)\n",
    "de['solar'].plot.density()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Somewhat hard to see. Let's look at this in detail by limiting the y-axis shown to (0,2):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 2)"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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nhvvWmdkVwPzwUlMy7WiXboirSapfmDA2vh/tdUUkqzJNGK8BnwNWdXRgKncf38F+B85pY990YHpn3k+6Ka5RUv22D7ZKGCI9WqYJYzCw2MxeBOqaCt39+FiiktyIa+JeRV/otQ1sXB3tdUUkqzJNGJfFGYTkibgWH4SgWWrje9FfV0SyJqOE4e5PmdnOwAh3f9TM+gKl8YYmWRfBKKk29dteNQyRHi7TUVLfAe4BbgqLhgL3xxWU5EhcTVIA2+wAH66I/roikjWZNkmdQ7Cm0wsA7v6mmW0XW1SSG91IGGnnX6QaWAWv3RusiBtHQhKR2GU6ca/O3eubXphZGW3MvJYeLK77YUCQMDwBH77brLiqZnbHyUZE8kKmCeMpM7sI6GNmXwfuBh6MLyzJiWRM98MAGDg82K57O/pri0hWZJowaoA1wELguwQT7i6OKyjJkThHSQ1qShjLo7+2iGRFpqOkkmZ2P3C/u2tJ2EIVZ5PU1kOCRQhXvRr9tUUkK9qtYYRrPF1mZmuB14E3zGyNmV2SnfAkqxINgEFJ90ZMp+2XMIMho2HVK22eIyL5raMmqfOBg4H93X1bdx9EcBe8g83sh7FHJ9mVqA/6Lyzd6vIR2GEfWL0E6ja2e5iSh0h+6ihhnA6Md/ctPZXuvhw4NdwnhSTREE9zVJPPHxasV/XW4/G9h4jEpqM+jHJ3b7UmtbuvMTMNpi80yZjnSAw7KOjHWHAnjDy+VU1CNQuR/NZRDaO+i/ukJ0rUx1vDKC2D/c+G1/8Cix+gH5sYbqs4sGQRu9vfMZLxvbeIdFtHNYxRZvZRmnIDescQj+RSoiGeIbWpDjoXls6Bu07ntRa/QW8nt+fyxtN5MrlPvDGISJe0mzDcXQsMFpMsLNtRddkzvDPlr7D4Aa68+xnWen/eYxBDbS3fKZ3NjIpruKLhFOCYWOMQkc6L+F6c0qPF3STVpGIrGH0yv7+jf7PiBxMHcm35Dfy0/HZ49Sswalz8sYhIxjKd6S3FIMcLA9ZRwfkN5/BcYiTMOleT/ETyTKwJw8zGmtkbZrbMzGrS7P+Vmb0SPpaa2YaUfYmUfbPijFNCTfMwcqiRMiY1nBuMprr/B9CosRUi+SK2hGFmpcDvgKOAkcB4MxuZeoy7/9DdR7v7aOC3wL0puzc37dOtYLMkGfM8jFBHK9SuYxs49lfw/mvw7C+bnSciuRNnDWMMsMzdl4dLo98BnNDO8eOBmTHGIx3JxiipTO12NOx5EjxzrRYsFMkTcSaMoUDqzQ9WhGWthLd/HQ6kTgHubWa1ZjbPzL7R1puY2cTwuNo1a7QuYrfkQZNUk6qa2YypPSxIYI/8NNfhiAjxJox0CxK1ddOlccA97p5IKRvm7tXAycCvzezz6U5092nuXu3u1ZWVld2LuNjFvTRIJ61mIHz5Anj9L4y/6OpchyNS9OJMGCuAnVJe7wisbOPYcbRojnL3leF2OfAkoNlcccvH26ceOIkVPphLym6lRDPBRXIqzoQxHxhhZsPNrIIgKbQa7WRmXwAGAs+nlA00s17h88EEK+YujjFWgaBJqiTPpuaU9+bKhlPYveQfjCt9ItfRiBS12BKGuzcCk4A5wBLgLndfZGZTzCx11NN44A53T22u2h2oNbNXgSeAqe6uhBG3RB2U5deKL1U1s3k4OYYXkrvxo7K7YPOGjk/q4vt0plykGMU6D8PdH3L3Xd398+5+ZVh2ibvPSjnmMnevaXHec+6+l7uPCre3xBmnhBrroKxX5Jft/h9dY0rD6QxkIzylvgyRXNFMb/lMY/7VMJos8iruTBwKL94Ea9/MdTgiRUkJQz7TWAdl0Y2S6miCXmdd2/hvUNYH5kyO7JoikjklDAm452UfRqq19IdDfgxvzgmWSBeRrFLCkECyETwJpdH3YUCEtY0vfg8qdw8WJ9y0rktxiEjXKGFIoPHTYBtDp3ekynrBiTfBpg/gwfOCmpGIZIUShgSaVoXN4yapLYaMgq/9FJbMgientltraK9mo9qGSOfk2SwtyZktNYz8WRqkXQedC2vegKem8sOyE8GPBku3Gg1U0MDJF13FV0oWckv5Crj+cqjfyMu9PoRrt4byPsyuSMBt06H/jjBgGOywL+xY3epaTUnmnam6I6AUHyUMCWxJGPldw2j2B/u46wDjvFdugxnvw5d/BMMODJY3Wbcc3n6aaeUzOahkEf3sU+q8jOW+A1SOgl79+Uvt+5w+YgjUb2LVmrfY45O1sPIV2LQ2eLPSCm4q3xteN/jCUW0mJJFioYQhgUTYJJVHiw92qLQcTriemvm9mbr6XrjtxFaHjCwZzP2Jg3kiOZrnknuwmd7wt8/2n358UFM4u3Y273w3rDVs3sBpV9zAoSWvcmzp83DHeNh+Lzj80mz8q0TylhKGBHpIDaNJVc3soJZhxh2Jr3Lf+i/xpZKF3HLUVkF/zICdYNiBfOmaJaRfOLkdfQbwTHJvnknuzc8aT+at8ZuCGea3n8Rvyg/ksoYJsfybRPKdEoYEtnR65/koqTbUUcFjyf3gyy37Fl7P+BrpOsETlMKocbDHN+HZX3PkE1czptfr8PedYeeDuhm1SM+iUVIS6CnDajsh0lFQZb3g0J/wzfopbPYKGqcfw9WTJzK85sHI3iLqmfEiUVMNQwKNdcG2hzRJtSeuP7rBdas4rv5KppbfzH+V38n+Ja/DJwfBVtvG8p4i+UQJQwKJMGH0oE7vbH0bb/k+G+nLpIb/YF5yd35adivc9GU4aToMO6DZ8Rp6K4VGTVISKJAaRvaadIzbEl/nxPrLg9Fa/3s0PHIx1G3M0vuLZJ8ShgS2JIzC6cPIRHf7DRb5cPju0zD6ZHjut7z3sz05u3Q2/djU6n1EejolDAkUYKd3tlRd9iyccD2cNZe3k0O4uPx25vf6AcwcDy/+Hv7xAtuwUeteSY+nPgwJFGkNI1I7jWF8w8Xs1bicE0uf4cxVC+CNhwBY0BvqLvsBa+nPWu/PB74NX91vD+i3PewwmtF/3Axsndv4RToQa8Iws7HAdUApcLO7T22x/wzgGuCfYdH17n5zuG8CcHFY/t/u/oc4Yy16PWziXj5b6LuwsHEXzvzh0fDRP2HVAq649S9U2kdU2ga2Jdiy/EnYuBqSDbzYq5Q5yf35VeNJza61ZYKiSB6ILWGYWSnwO+DrwApgvpnNcvfFLQ69090ntTh3EHApUA048FJ47vq44i16DZuDrRJGdMyCxQz778gtidbNUe9ccAwjah5gL1vO0aUv8O3SJxlbMR+e+RgOPh9K1GIs+SXOGsYYYJm7LwcwszuAE4CWCSOdI4G57r4uPHcuMBaYGVOs0rAJyvtqgb0u6kqndnBOGS/7rrzcuCs3NB7P5eUzOPaxy+HdF4OhuiJ5JM6vMEOBd1NerwjLWvqWmS0ws3vMbKdOnouZTTSzWjOrXbNmTRRxF6fGT6G8T66jKCidTSIf0J9JDedyacMEWPpXuO1EtuGTmKIT6bw4E0a6r6ot6+UPAlXuvjfwKNDUT5HJuUGh+zR3r3b36srKyi4HW/QaNgc1DIlU54ftGn9IHBnULlbU8qeKK7t0K1qROMSZMFYAO6W83hFYmXqAu3/g7uHwHH4P7JfpuRKxhk3qv8gne54I42cywv4JM44NOsdFcizOhDEfGGFmw82sAhgHzEo9wMyGpLw8HlgSPp8DHGFmA81sIHBEWCZxadisJqk8UlUzm6pb6jmz4cew/m2YcQx8pO9MkluxJQx3bwQmEfyhXwLc5e6LzGyKmR0fHnaumS0ys1eBc4EzwnPXAVcQJJ35wJSmDnCJSVOnt+SV55J78q8b/5OP17wbLD+y4bOuPa1uK9kW6zwMd38IeKhF2SUpzy8ELmzj3OmAholkS8NmqOiX6ygkjfm+G6fVX8j9m64NksaEB6i6eknHJ4pETAO9JdDwqWoYeewV/xeYMAvqN8ItRzDGlDAk+5QwJNCwSX0Y+W6H0fDvc6B3f26v+BmnlT5CG4MHRWKhhCGBhs1QrlFSea9yV/jO4zyV3JsrymfwP+XXsU+N5rNKdmjxQQmo07tHaOrkNn7Ed5Kz+c+yu6jutRSWbgu7HpHj6KTQqYYhAQ2r7VGcEqYljuOE+v9mvfeDP/0rzDwZ1i3PdWhSwJQwBJKJ4BatqmH0OEt8Z46rvxK+dmmw+u31Y+CBSfDBWxpyK5FTk5R8tlKtahh5ra0EUE85fPkCGDUenv0lvPxHeOV2ris/gK9d+E/e8qFaIl0ioRqGBP0XoBpGT7fNEDj6Gjh/IRx0LoeXvMTciv/i1+XXc0DNH3MdnRQA1TAE6j4Otpq41+N9VgsZw0B2Y2LZbM4oncNXe/2Nn0xewJ2JQ3ln6rE5jVF6LtUwJJgMBtBLCaOQrGcbrmocz5H1V/FacjhXlf+ea8tv+KwJUqSTlDAE6sKEoRpGQfqHb88pDRdxbcNJfKv0WZg+VgsZSpcoYUhKDWPr3MYhXdbRQoROCb9NnMhZ9T+CD5bx3rUHceyFv+3y9aQ4KWGI+jCKyGPJ/Rj78cU0UsrdFVNg8ayOTxIJKWGI+jCKzOs+jG/UXcESHwZ3nQZP/wJca1JJx5QwRH0YRWgt/RlffzHseRI8fgXc971gxWKRdihhyGc1DCWMolJHBXzrZjhsMiy4A275OqxdluuwJI8pYUjQh1HWB0o1LafYVF34EFUP7wHj74AP34WbvgKv3pHrsCRPKWFIUMNQ/0Vx+8JRHLB+Ci/U7QT3fZdry2+gL0ETlUZMSZNYE4aZjTWzN8xsmZnVpNl/gZktNrMFZvaYme2csi9hZq+EDw3liFPdRjVHCe+xLSfXT4ZDavhmybM8WDEZPngr12FJHoktYZhZKfA74ChgJDDezEa2OOxvQLW77w3cA1ydsm+zu48OH8fHFacAdR9pDkaRa6pBJCiFwy7k5IbJDLCNMOMYhtuqHEcn+SLOGsYYYJm7L3f3euAO4ITUA9z9CXcPV75jHrBjjPFIWzZvgD4Dcx2F5ImqmtnMS45kfP3FrP3oE26vuJJK1uc6LMkDcSaMocC7Ka9XhGVtOQt4OOV1bzOrNbN5ZvaNOAKU0Ob1ShjSylLfidPra+jPJ9xS8Quo39TxSVLQ4kwYlqYs7ewgMzsVqAauSSke5u7VwMnAr83s822cOzFMLLVr1qzpbszF6dMN0GdArqOQPLTYqzivYRJ72jvw8H/lOhzJsTgTxgpgp5TXOwKtVjwzs8OBycDx7l7XVO7uK8PtcuBJYJ90b+Lu09y92t2rKysro4u+WLirSUra9WhyP25IHAd/uxUW3pPrcCSH4kwY84ERZjbczCqAcUCz0U5mtg9wE0GyWJ1SPtDMeoXPBwMHA4tjjLV41X8CyQYlDGnXrxpP4qXkCHjwfN03vIjFljDcvRGYBMwBlgB3ufsiM5tiZk2jnq4B+gF3txg+uztQa2avAk8AU91dCSMOn24Itr3VJCVta6SMc+snQUkJ/PlsSDTkOiTJgVin9rr7Q8BDLcouSXl+eBvnPQfsFWdsEtocJgzVMKQD/6SScz6awO8+/Q08ORW+9tNchyRZppnexW5zOFxSnd6SgdnJA7ir8RB45lp459lchyNZpoRR7DatDbZ9t81tHNJjXNY4AQbtAvdO/OwLhxQFJYxitzEca9Bv+9zGIT3GJnrDt34PG9+HB8/TvTSKiBJGsdv4Plgp9BmU60ikJxm6H1PrToLFD8Dfbst1NJIlShjFbuP70G+7YPSLSIaqamZzU+JYnkuMhId/AmuW5jokyQL9lSh2G1cHCUOkk5wSLmj4PmvrS2HmOPVnFAEljGK38X31X0iXvce2fK/+fNjwD7j7DM3PKHBKGMXu4/dUw5BuqfXd4LjrYPmTwXpT6gQvWEoYxaxhc1DDGLBzx8eKtKPqzgHc2Hgc1E6HJ3+e63AkJkoYxWzDP4LtwKqchiGFYWrjONjnVHjqKi6fPCnX4UgMlDCK2fp3gq1qGBIJg2Ov4+HE/lxafiu8fGuuA5KIxbqWlOS59X8PtqphSESqJs+hgkn05VoOmTUJPAH7nZHrsCQiqmEUs7VLoaKfOr0lUvWUM7HhAp5IjApmgs+/OdchSUSUMIrZewvhc3unk+K7AAAIt0lEQVSBpbs5okjX1VHBdxsuYG5iX5j9I5h3Q65DkggoYRSrZBLefy1IGCIxqKecHzScz8OJ/eGvNTBncvB7Jz2WEkaxWrsU6jfC5/bOdSRSwBoo45yG82DMRHj+erj79OAuj9IjKWEUq+VPBNvhX8ltHFLwkpRQ9fQhTGk4jeTiv8BNX4GVr+Q6LOkCJYxi9cbDsO2/wEANqZVsMKYnjuKUhougfhPcfDg88bPgufQYShjF6IO34O2nYK9/y3UkUmSeT+4B3/8/HmjYH566Cq7fH16YpmaqHiLWhGFmY83sDTNbZmY1afb3MrM7w/0vmFlVyr4Lw/I3zOzIOOMsKslk0PlY1gf2PT3X0Ugx6juI8xom8a91l1C7oS88/GP45Uj4ywXw9tOQaMx1hNKG2CbumVkp8Dvg68AKYL6ZzXL3xSmHnQWsd/d/MbNxwFXAt81sJDAO2APYAXjUzHZ190Rc8eZM00JtWxZs89b72itrttBbO2WNdbB6cTC8cenDcOTPYZsh3Q5fpLOqamYDMN9346T6y9jXlnLvHgvg1ZlQewuU94Wh+wWPQbvAoOHQdzD07h88ynoFN/3SPVyyLs6Z3mOAZe6+HMDM7gBOAFITxgnAZeHze4DrzczC8jvcvQ5428yWhdd7PpZIr/58sBBfRn+EI/iDnktlfeDrU+CA7+c6EhEAXvZdqXppV/pwLIeULOCLjUs4s+69YFRVsr3ahkFJKZSUgZUErwtNpnOkthoM570abyzEmzCGAu+mvF4BfLGtY9y90cw+BLYNy+e1OHdoujcxs4nAxPDlRjN7o52YBgNrM/0H5EjMMX4EnB8+uqUnfJbQM+LsCTFCFuJ8HbgJ+PeuX6JIP8uVcH6XE2bGI1/iTBjpom/5FbutYzI5Nyh0nwZMyyggs1p3r87k2FzpCTGC4oxST4gRekacPSFG6DlxthRnI+AKYKeU1zsCK9s6xszKgP7AugzPFRGRLIozYcwHRpjZcDOrIOjEntXimFnAhPD5ScDj7u5h+bhwFNVwYATwYoyxiohIB2Jrkgr7JCYBc4BSYLq7LzKzKUCtu88CbgFuDTu11xEkFcLj7iLoIG8EzolohFRGTVc51hNiBMUZpZ4QI/SMOHtCjNBz4mzGXPffFRGRDGggs4iIZEQJQ0REMlJQCcPMBpnZXDN7M9wObOO4hJm9Ej5mpZQPD5coeTNcsqQiV3Ga2Wgze97MFpnZAjP7dsq+GWb2dsq/YXTE8eX9ki4ZxHiBmS0OP7vHzGznlH1pf/45ivMMM1uTEs/ZKfsmhL8jb5rZhJbnZjHGX6XEt9TMNqTsy8pnaWbTzWy1mb3Wxn4zs9+E/4YFZrZvyr6sfI4ZxnlKGN8CM3vOzEal7HvHzBaGn2VtnHF2mbsXzAO4GqgJn9cAV7Vx3MY2yu8CxoXPbwS+n6s4gV2BEeHzHYBVwIDw9QzgpJhiKwXeAnYBKoBXgZEtjvkBcGP4fBxwZ/h8ZHh8L2B4eJ3SHMV4GNA3fP79phjb+/nnKM4zgOvTnDsIWB5uB4bPB+YixhbH/wfBAJZsf5ZfAfYFXmtj/9HAwwRzuA4AXsjm59iJOA9qen/gqKY4w9fvAIOz8Xl29VFQNQyCJUX+ED7/A/CNTE80MwO+SrBESafP76QO43T3pe7+Zvh8JbAaqIwpnlRblnRx93qgaUmXVKnx3wN8Lfz8tizp4u5vA01LumQ9Rnd/wt2b1s6eRzCXJ9sy+SzbciQw193Xuft6YC4wNg9iHA/MjCGOdrn70wQjKdtyAvBHD8wDBpjZELL3OWYUp7s/F8YBufu97LJCSxjbu/sqgHC7XRvH9TazWjObZ2ZNf6y3BTa4e9PiNW0uR5LFOAEwszEE3/7eSim+MqzW/srMekUYW7olXVp+Ds2WdAFSl3Tp6NxsxZjqLIJvn03S/fzjkGmc3wp/lveYWdOE1bz7LMNmveHA4ynF2fosO9LWvyNbn2NXtPy9dOARM3vJgiWP8k6cS4PEwsweBT6XZtfkTlxmmLuvNLNdgMfNbCHBIkstdXnMcURxEn5LuhWY4O5NN0S+EHiPIIlMA34CTOlqrC3fMk1Z5Eu6dFPG72NmpwLVwCEpxa1+/u7+VrrzsxDng8BMd68zs+8R1Ny+muG5UejM+4wD7vHmc6Ky9Vl2JNe/k51iZocRJIwvpRQfHH6W2wFzzez1sMaSN3pcwnD3w9vaZ2bvm9kQd18V/qFd3cY1Vobb5Wb2JLAP8GeCamxZ+K25W8uRRBGnmW0DzAYuDqvZTddeFT6tM7P/Bf6zq3Gm0ZklXVZYbpZ0yeh9zOxwggR9iAcrHwNt/vzj+CPXYZzu/kHKy98TLPHfdO6hLc59MvIIO/czGweck1qQxc+yI239O7L1OWbMzPYGbgaOSv35p3yWq83sPoLmwrxKGDnvRInyAVxD887kq9McMxDoFT4fDLxJ2MkH3E3zTu8f5DDOCuAx4Pw0+4aEWwN+DUyNMLYygo7B4XzWCbpHi2POoXmn913h8z1o3um9nHg6vTOJsekP14hMf/45inNIyvNvAvPC54OAt8N4B4bPB+UixvC4LxB0ylouPsvwPapouzP5GJp3er+Yzc+xE3EOI+jbO6hF+VbA1inPnwPGxhlnl/5tuQ4g4h/UtuEf2TfD7aCwvBq4OXx+ELAw/I+xEDgr5fxdCNasWkaQPHrlMM5TgQbglZTH6HDf42HsrwG3Af0iju9oYGn4B3dyWDYFOD583jv8fJaFn9cuKedODs97g+AbVFw/645ifBR4P+Wzm9XRzz9Hcf4cWBTG8wSwW8q5/x5+xsuAM3MVY/j6Mlp8McnmZ0nQ0b4q/D+xgqA553vA98L9RnDDtrfCWKqz/TlmGOfNwPqU38vasHyX8HN8Nfx9mBxnnF19aGkQERHJSKGNkhIRkZgoYYiISEaUMEREJCNKGCIikhElDBERyYgShoiIZEQJQ0REMvL/0lgg+/vtrMAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1)\n",
    "de['solar'].plot.hist(bins=100, density=True)\n",
    "\n",
    "# 2)\n",
    "ax=de['solar'].plot.density()\n",
    "\n",
    "ax.set_ylim(ymax=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "scrolled": true
   },
   "source": [
    "Finally, let's look at the load profile:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f24bc816b38>"
      ]
     },
     "execution_count": 71,
     "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": [
    "# 1)\n",
    "de['load'].plot.hist(bins=100, density=True)\n",
    "\n",
    "# 2)\n",
    "de['load'].plot.density()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "**(f) Apply a [(Fast) Fourier Transform](https://en.wikipedia.org/wiki/Fast_Fourier_transform) to the the three time series $X \\in W(t), S(t), L(t)$:**\n",
    "\n",
    "$$\\tilde{X}(\\omega) = \\int_0^T X(t) \\;e^{i\\omega t} \\;\\mathrm{d}t.$$\n",
    "\n",
    "**For all three regions, plot the energy spectrum $\\|\\tilde{\\Delta}(\\omega)\\|^2$ as a function of $\\omega$. Discuss the relationship of these results with the findings obtained in (b)-(f).**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "fft = abs(pd.Series(np.fft.rfft(de['solar'] - de['solar'].mean()),   # subtract mean!\n",
    "                    index=np.fft.rfftfreq(len(de), d=1./8760))**2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Remark:** To determine the frequencies `rfffreq` is used, the argument `d` indicates the distance between two data points, `1h` hour, which we specify as $\\frac{1}{8760} a$, so that the frequencies come out in the unit $\\frac{1}{a}$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'1 / a')"
      ]
     },
     "execution_count": 89,
     "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": [
    "fft.plot()\n",
    "plt.xlim(0, 768)\n",
    "plt.xlabel('1 / a')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Load:**\n",
    "\n",
    "* The largest peak is 365 / a, i.e. once a day\n",
    "* The second largest at 52 / a, i.e. once a week.\n",
    "* There are also semi-diurnal patterns (e.g. morning and evening), cf. peak at 730 / a.\n",
    "* Furthermore there are a few smaller peaks between daily and weekly patterns.\n",
    "\n",
    "**Solar:**\n",
    "\n",
    "* The diurnal peak is very distinct.\n",
    "\n",
    "**Wind:**\n",
    "\n",
    "* Comparably more long-term patterns, cf interval < 100 / a."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "**(g) Normalize the time series to one, so that $\\langle{W}\\rangle = \\langle{S}\\rangle = \\langle{L}\\rangle = 1$.**\n",
    "\n",
    "**Now, for all three regions, plot the mismatch time series**\n",
    "  \n",
    "  $$\\Delta(t) = \\gamma \\alpha W(t) + \\gamma (1 - \\alpha) S(t) - L(t) $$\n",
    "  \n",
    "**for the same winter and summer months as in (c). Choose** \n",
    "1. $\\alpha \\in \\{0.0, 0.5, 0.75, 1.0\\}$ with $\\gamma = 1$, and \n",
    "2. $\\gamma \\in \\{0.5, 0.75, 1.0, 1.25, 1.5\\}$ with $\\alpha = 0.75$.\n",
    "\n",
    "**What is the interpretation of $\\gamma$ and $\\alpha$?**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Choose the country and alpha, gamma values and re-run:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* `d` could be `de`, `gb`, `eu`.\n",
    "* `gamma=1` means that on average generation equals load.\n",
    "* `gamma>1` means that more electricity is produced than consumed.\n",
    "* `gamma<1` means that less electricity is produced than consumed.\n",
    "* `alpha` defines the share between wind and solar."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = de\n",
    "gamma = 1.0\n",
    "alpha = 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Normalize the time series and calculate mismatch time series:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = d / d.mean()\n",
    "m = gamma * alpha * d['wind'] + gamma * (1-alpha) * d['solar'] - d['load']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the mismatch time series for the winter and summer months:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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