{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exponential smoothing\n",
    "\n",
    "Let us consider chapter 7 of the excellent treatise on the subject of Exponential Smoothing By Hyndman and Athanasopoulos [1].\n",
    "We will work through all the examples in the chapter as they unfold.\n",
    "\n",
    "[1] [Hyndman, Rob J., and George Athanasopoulos. Forecasting: principles and practice. OTexts, 2014.](https://www.otexts.org/fpp/7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading data\n",
    "\n",
    "First we load some data. We have included the R data in the notebook for expedience."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-07T12:39:15.020317Z",
     "start_time": "2017-12-07T12:39:14.263100Z"
    },
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from statsmodels.tsa.api import ExponentialSmoothing, Holt, SimpleExpSmoothing\n",
    "np.random.seed(1234) # for reproducibility\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "data = [\n",
    "    446.6565,\n",
    "    454.4733,\n",
    "    455.663,\n",
    "    423.6322,\n",
    "    456.2713,\n",
    "    440.5881,\n",
    "    425.3325,\n",
    "    485.1494,\n",
    "    506.0482,\n",
    "    526.792,\n",
    "    514.2689,\n",
    "    494.211,\n",
    "]\n",
    "index = pd.date_range(start=\"1996\", end=\"2008\", freq=\"YE\")\n",
    "oildata = pd.Series(data, index)\n",
    "\n",
    "data = [\n",
    "    17.5534,\n",
    "    21.86,\n",
    "    23.8866,\n",
    "    26.9293,\n",
    "    26.8885,\n",
    "    28.8314,\n",
    "    30.0751,\n",
    "    30.9535,\n",
    "    30.1857,\n",
    "    31.5797,\n",
    "    32.5776,\n",
    "    33.4774,\n",
    "    39.0216,\n",
    "    41.3864,\n",
    "    41.5966,\n",
    "]\n",
    "index = pd.date_range(start=\"1990\", end=\"2005\", freq=\"YE\")\n",
    "air = pd.Series(data, index)\n",
    "\n",
    "data = [\n",
    "    263.9177,\n",
    "    268.3072,\n",
    "    260.6626,\n",
    "    266.6394,\n",
    "    277.5158,\n",
    "    283.834,\n",
    "    290.309,\n",
    "    292.4742,\n",
    "    300.8307,\n",
    "    309.2867,\n",
    "    318.3311,\n",
    "    329.3724,\n",
    "    338.884,\n",
    "    339.2441,\n",
    "    328.6006,\n",
    "    314.2554,\n",
    "    314.4597,\n",
    "    321.4138,\n",
    "    329.7893,\n",
    "    346.3852,\n",
    "    352.2979,\n",
    "    348.3705,\n",
    "    417.5629,\n",
    "    417.1236,\n",
    "    417.7495,\n",
    "    412.2339,\n",
    "    411.9468,\n",
    "    394.6971,\n",
    "    401.4993,\n",
    "    408.2705,\n",
    "    414.2428,\n",
    "]\n",
    "index = pd.date_range(start=\"1970\", end=\"2001\", freq=\"YE\")\n",
    "livestock2 = pd.Series(data, index)\n",
    "\n",
    "data = [407.9979, 403.4608, 413.8249, 428.105, 445.3387, 452.9942, 455.7402]\n",
    "index = pd.date_range(start=\"2001\", end=\"2008\", freq=\"YE\")\n",
    "livestock3 = pd.Series(data, index)\n",
    "\n",
    "data = [\n",
    "    41.7275,\n",
    "    24.0418,\n",
    "    32.3281,\n",
    "    37.3287,\n",
    "    46.2132,\n",
    "    29.3463,\n",
    "    36.4829,\n",
    "    42.9777,\n",
    "    48.9015,\n",
    "    31.1802,\n",
    "    37.7179,\n",
    "    40.4202,\n",
    "    51.2069,\n",
    "    31.8872,\n",
    "    40.9783,\n",
    "    43.7725,\n",
    "    55.5586,\n",
    "    33.8509,\n",
    "    42.0764,\n",
    "    45.6423,\n",
    "    59.7668,\n",
    "    35.1919,\n",
    "    44.3197,\n",
    "    47.9137,\n",
    "]\n",
    "index = pd.date_range(start=\"2005\", end=\"2010-Q4\", freq=\"QS-OCT\")\n",
    "aust = pd.Series(data, index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simple Exponential Smoothing\n",
    "Lets use Simple Exponential Smoothing to forecast the below oil data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-07T12:39:15.189907Z",
     "start_time": "2017-12-07T12:39:15.022229Z"
    },
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 7.1: Oil production in Saudi Arabia from 1996 to 2007.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = oildata.plot()\n",
    "ax.set_xlabel(\"Year\")\n",
    "ax.set_ylabel(\"Oil (millions of tonnes)\")\n",
    "print(\"Figure 7.1: Oil production in Saudi Arabia from 1996 to 2007.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we run three variants of simple exponential smoothing:\n",
    "1. In ```fit1``` we do not use the auto optimization but instead choose to explicitly provide the model with the $\\alpha=0.2$ parameter\n",
    "2. In ```fit2``` as above we choose an $\\alpha=0.6$\n",
    "3. In ```fit3``` we allow statsmodels to automatically find an optimized $\\alpha$ value for us. This is the recommended approach."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-07T12:39:15.785068Z",
     "start_time": "2017-12-07T12:39:15.191930Z"
    },
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0xadde5de1e8ed>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fit1 = SimpleExpSmoothing(oildata, initialization_method=\"heuristic\").fit(\n",
    "    smoothing_level=0.2, optimized=False\n",
    ")\n",
    "fcast1 = fit1.forecast(3).rename(r\"$\\alpha=0.2$\")\n",
    "fit2 = SimpleExpSmoothing(oildata, initialization_method=\"heuristic\").fit(\n",
    "    smoothing_level=0.6, optimized=False\n",
    ")\n",
    "fcast2 = fit2.forecast(3).rename(r\"$\\alpha=0.6$\")\n",
    "fit3 = SimpleExpSmoothing(oildata, initialization_method=\"estimated\").fit()\n",
    "fcast3 = fit3.forecast(3).rename(r\"$\\alpha=%s$\" % fit3.model.params[\"smoothing_level\"])\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(oildata, marker=\"o\", color=\"black\")\n",
    "plt.plot(fit1.fittedvalues, marker=\"o\", color=\"blue\")\n",
    "(line1,) = plt.plot(fcast1, marker=\"o\", color=\"blue\")\n",
    "plt.plot(fit2.fittedvalues, marker=\"o\", color=\"red\")\n",
    "(line2,) = plt.plot(fcast2, marker=\"o\", color=\"red\")\n",
    "plt.plot(fit3.fittedvalues, marker=\"o\", color=\"green\")\n",
    "(line3,) = plt.plot(fcast3, marker=\"o\", color=\"green\")\n",
    "plt.legend([line1, line2, line3], [fcast1.name, fcast2.name, fcast3.name])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Holt's Method\n",
    "\n",
    "Lets take a look at another example.\n",
    "This time we use air pollution data and the Holt's Method.\n",
    "We will fit three examples again.\n",
    "1. In ```fit1``` we again choose not to use the optimizer and provide explicit values for $\\alpha=0.8$ and $\\beta=0.2$\n",
    "2. In ```fit2``` we do the same as in ```fit1``` but choose to use an exponential model rather than a Holt's additive model.\n",
    "3. In ```fit3``` we used a damped versions of the Holt's additive model but allow the dampening parameter $\\phi$ to be optimized while fixing the values for $\\alpha=0.8$ and $\\beta=0.2$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-07T12:39:16.114361Z",
     "start_time": "2017-12-07T12:39:15.786542Z"
    },
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0xadde5de1e8ed>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fit1 = Holt(air, initialization_method=\"estimated\").fit(\n",
    "    smoothing_level=0.8, smoothing_trend=0.2, optimized=False\n",
    ")\n",
    "fcast1 = fit1.forecast(5).rename(\"Holt's linear trend\")\n",
    "fit2 = Holt(air, exponential=True, initialization_method=\"estimated\").fit(\n",
    "    smoothing_level=0.8, smoothing_trend=0.2, optimized=False\n",
    ")\n",
    "fcast2 = fit2.forecast(5).rename(\"Exponential trend\")\n",
    "fit3 = Holt(air, damped_trend=True, initialization_method=\"estimated\").fit(\n",
    "    smoothing_level=0.8, smoothing_trend=0.2\n",
    ")\n",
    "fcast3 = fit3.forecast(5).rename(\"Additive damped trend\")\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(air, marker=\"o\", color=\"black\")\n",
    "plt.plot(fit1.fittedvalues, color=\"blue\")\n",
    "(line1,) = plt.plot(fcast1, marker=\"o\", color=\"blue\")\n",
    "plt.plot(fit2.fittedvalues, color=\"red\")\n",
    "(line2,) = plt.plot(fcast2, marker=\"o\", color=\"red\")\n",
    "plt.plot(fit3.fittedvalues, color=\"green\")\n",
    "(line3,) = plt.plot(fcast3, marker=\"o\", color=\"green\")\n",
    "plt.legend([line1, line2, line3], [fcast1.name, fcast2.name, fcast3.name])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Seasonally adjusted data\n",
    "Lets look at some seasonally adjusted livestock data. We fit five Holt's models.\n",
    "The below table allows us to compare results when we use exponential versus additive and damped versus non-damped.\n",
    " \n",
    "Note: ```fit4``` does not allow the parameter $\\phi$ to be optimized by providing a fixed value of $\\phi=0.98$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-07T12:39:16.605618Z",
     "start_time": "2017-12-07T12:39:16.116424Z"
    },
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SES</th>\n",
       "      <th>Holt's</th>\n",
       "      <th>Exponential</th>\n",
       "      <th>Additive</th>\n",
       "      <th>Multiplicative</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>$\\alpha$</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.974306</td>\n",
       "      <td>0.977633</td>\n",
       "      <td>0.978848</td>\n",
       "      <td>0.974911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\beta$</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\phi$</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.980000</td>\n",
       "      <td>0.981646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$l_0$</th>\n",
       "      <td>263.917689</td>\n",
       "      <td>258.882529</td>\n",
       "      <td>260.341478</td>\n",
       "      <td>257.357640</td>\n",
       "      <td>258.951824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$b_0$</th>\n",
       "      <td>NaN</td>\n",
       "      <td>5.010795</td>\n",
       "      <td>1.013780</td>\n",
       "      <td>6.644537</td>\n",
       "      <td>1.038144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSE</th>\n",
       "      <td>6761.350235</td>\n",
       "      <td>6004.138200</td>\n",
       "      <td>6104.194746</td>\n",
       "      <td>6036.555004</td>\n",
       "      <td>6081.995045</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  SES       Holt's  Exponential     Additive  Multiplicative\n",
       "$\\alpha$     1.000000     0.974306     0.977633     0.978848        0.974911\n",
       "$\\beta$           NaN     0.000000     0.000000     0.000000        0.000000\n",
       "$\\phi$            NaN          NaN          NaN     0.980000        0.981646\n",
       "$l_0$      263.917689   258.882529   260.341478   257.357640      258.951824\n",
       "$b_0$             NaN     5.010795     1.013780     6.644537        1.038144\n",
       "SSE       6761.350235  6004.138200  6104.194746  6036.555004     6081.995045"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fit1 = SimpleExpSmoothing(livestock2, initialization_method=\"estimated\").fit()\n",
    "fit2 = Holt(livestock2, initialization_method=\"estimated\").fit()\n",
    "fit3 = Holt(livestock2, exponential=True, initialization_method=\"estimated\").fit()\n",
    "fit4 = Holt(livestock2, damped_trend=True, initialization_method=\"estimated\").fit(\n",
    "    damping_trend=0.98\n",
    ")\n",
    "fit5 = Holt(\n",
    "    livestock2, exponential=True, damped_trend=True, initialization_method=\"estimated\"\n",
    ").fit()\n",
    "params = [\n",
    "    \"smoothing_level\",\n",
    "    \"smoothing_trend\",\n",
    "    \"damping_trend\",\n",
    "    \"initial_level\",\n",
    "    \"initial_trend\",\n",
    "]\n",
    "results = pd.DataFrame(\n",
    "    index=[r\"$\\alpha$\", r\"$\\beta$\", r\"$\\phi$\", r\"$l_0$\", \"$b_0$\", \"SSE\"],\n",
    "    columns=[\"SES\", \"Holt's\", \"Exponential\", \"Additive\", \"Multiplicative\"],\n",
    ")\n",
    "results[\"SES\"] = [fit1.params[p] for p in params] + [fit1.sse]\n",
    "results[\"Holt's\"] = [fit2.params[p] for p in params] + [fit2.sse]\n",
    "results[\"Exponential\"] = [fit3.params[p] for p in params] + [fit3.sse]\n",
    "results[\"Additive\"] = [fit4.params[p] for p in params] + [fit4.sse]\n",
    "results[\"Multiplicative\"] = [fit5.params[p] for p in params] + [fit5.sse]\n",
    "results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plots of Seasonally Adjusted Data\n",
    "The following plots allow us to evaluate the level and slope/trend components of the above table's fits."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-07T12:39:17.105928Z",
     "start_time": "2017-12-07T12:39:16.607306Z"
    },
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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//jgAQKVSYe7cuVi4cCG8vLzg6emJRYsWISIiAkOHDrXRx0K9L9JHN7EPiejCtVLoKqvgJJehUwDPAKyLv/Rvg+tlBqyMvwiJBBjQwQeP9wrC4I6+HC2xgs1X23nppZdQUVGBZ555BkVFRejduzf27t1ba8n1999/Hw4ODpg8eTIqKiowZMgQrFu37pZVU+tDLq8+J7y8vBxOTkymDWEwVA9D2uL/CxE1TTWjJ1EaFeT8Uq2zl0aEYUAHHwR6OPHspzqq12nG9nav05Ryc3NRXFwMX19fODs7c1JXPZjNZuTk5EAulyMoKIh9SNRCLfz6BLYdzcazg9ph0Ygwe5dDTVyjnmbcFNQsB5+fn2/nSpo2qVTKcELUwiXXrCDL+Sd0nzXLgCKRSBAQEABfX18YjQ1fcrilUigUkEo5pEvUUhWU6pFxvRwA0E3DgEL3V7MMKDVkMhnnTxAR1VPN/JMOfq7N+povJE7885iIiG6rJqB0D/a0cyXUEjGgEBHRbd0MKDy8Q/cfAwoREd2i0mhCSrYWANCDAYXsgAGFiIhuceqKFgaTGd6uCgR7cf0Ouv8YUIiI6BZJl3mBQLIvBhQiIroF55+QvTGgEBFRLYIg4CjP4CE7Y0AhIqJa0gvKcL3MAIWDFOGteYFAsg8GFCIiqsVygcBAFZQOXOyS7IMBhYiIaqkJKN04/4TsiAGFiIhqqTmDpwfnn5AdMaAQEZFFcbkBF/JLAfAMHrIvBhQiIrI4mlk9etLG2wWeLgo7V0MtGQMKERFZJGVw/RMSBwYUIiKysMw/CWFAIftiQCEiIgCA0WTGiaxiAFygjeyPAYWIiAAAqTk66KvMaOUsRxtvF3uXQy0cAwoREQEAkjIKAQDdgzwglfICgWRfDChERATg5hk83Tn/hESAAYWIiCAIws0zeIIYUMj+GFCIiAjZRRXIL9FDLpMgStPK3uUQMaAQEdHN6+90UavgKOcFAsn+GFCIiAhJl6snyPbgAm0kEgwoRETEFWRJdBhQiIhaOF2lEeeulgDgGTwkHgwoREQt3PHMYggCEOTpDF83R3uXQwSAAYWIqMWzXH+Hh3dIRBhQiIhauOQbE2S7MaCQiDCgEBG1YFUmM45nFgPgFYxJXBhQiIhasLN5JSgzmOCmdEAHXzd7l0NkwYBCRNSC1SzQ1jWYFwgkcWFAISJqwZI5QZZEigGFiKgFY0AhsWJAISJqoXK1FbhSXAGZlBcIJPGpU0BZuXIlIiMj4e7uDnd3d0RHR+OHH36wPP7kk09CIpHUuvXp06fWa+j1ejz33HPw9vaGi4sLxo0bh+zsbNt8GiIislrN8vadAtzgonSwczVEtdVpjwwMDMTy5cvRrl07AMD69esxfvx4HDt2DF26dAEAjBw5EmvXrrU8R6FQ1HqNmJgYfPfdd4iLi4OXlxcWLlyIMWPGIDk5GTIZr6BJRGSNS9dK8dWRTPx24TpCfVzQK8QTPUM8EebvBpmVk11vHt7xbMxSieqlTgFl7Nixte6/9dZbWLlyJQ4dOmQJKEqlEv7+/rd9vlarxZo1a/Dll19i6NChAICNGzdCo9Hgxx9/xIgRI+rzGYiIWgR9lQm7T+XhqyOZOHSp0LL9dK4Ou07mAgDcHB3QI9gDPUOrA0tkoApKh9v/8VcTUHiBQBKjeo/pmUwmbN26FWVlZYiOjrZsj4+Ph6+vL1q1aoUBAwbgrbfegq+vLwAgOTkZRqMRw4cPt7RXq9UIDw/HwYMH7xhQ9Ho99Hq95b5Op6tv2URETU7NaMk3ydkoKjcCAKQSYHBHX4yJVCOrsBxHMgpx9HIRSiqr8Mu5a/jl3DUAgMJBigcCW6FnqAd6hniiW7AH3B3lKNNX4XRu9e9SBhQSozoHlJSUFERHR6OyshKurq7YsWMHOnfuDAAYNWoUHnvsMQQHByM9PR3/+Mc/MHjwYCQnJ0OpVCIvLw8KhQIeHrX/Mfj5+SEvL++O7xkbG4vXX3+9rqUSETVZdxotCVA5YkpPDSb30EDdyqnWc6pMZpzJLUFiRqHlVlBqwJGMQhzJKARwEVIJ0NHfHcFezjCZBahVjre8DpEYSARBEOryBIPBgMzMTBQXF2Pbtm1YvXo1EhISLCHlj3JzcxEcHIy4uDhMnDgRmzdvxuzZs2uNhgDAsGHD0LZtW3z22We3fc/bjaBoNBpotVq4u7vXpXwiIlG7dK0UcYlZ+CY5G4VlBgDVoyWDwnzxeO8gDOjgAweZdec3CIKA9IIyJGYU4kh6ERIzCpFZWF6rzdgoNT6e1tXmn4PodnQ6HVQqlVXf33UeQVEoFJZJsj169EBiYiI+/PBD/Pvf/76lbUBAAIKDg5GWlgYA8Pf3h8FgQFFRUa1RlPz8fPTt2/eO76lUKqFUKutaKhFRk6CvMmFP6lVsPny51miJv3v1aMmUnreOllhDIpGgjY8r2vi4YkrPIADAVV1l9ehKeiEuF5Zj3kNtbPY5iGypweeVCYJwy4hIjevXryMrKwsBAQEAgO7du0Mul2Pfvn2YPHkygOpRllOnTuGdd95paClERE3O3tQ8/H17Sq3RkoFhvni8VxAGhlk/WmItP3dHjIlUY0yk2qavS2RrdQooL7/8MkaNGgWNRoOSkhLExcUhPj4eu3fvRmlpKZYuXYpJkyYhICAAGRkZePnll+Ht7Y0JEyYAAFQqFebOnYuFCxfCy8sLnp6eWLRoESIiIixn9RARtRTx5/Ixf/NRGE0C/N0dMfnGaElrzgkhqltAuXr1KmbMmIHc3FyoVCpERkZi9+7dGDZsGCoqKpCSkoINGzaguLgYAQEBGDRoELZs2QI3t5tXyHz//ffh4OCAyZMno6KiAkOGDMG6deu4BgoRtShH0gvx9MZkGE0CRkcE4MOpD9h8tISoKavzJFkxqMskGyIisTl1RYtpnx9Cib4KA8N88PmMHlA4MJxQ81eX72/+iyAiuo/SrpZgxprDKNFXoXeoJz57ojvDCdFt8F8FEdF9klVYjifWHEZRuRFRgSqsntUDjnIe3ia6HV4diqgFM5sFVFaZUGEwocJoQqXRjEpj9c8VBhNcHR3QVdMKEol113ahO7uqq8T01YdxVadHBz9XrJvdC26OcnuXRSRaDChEzVSVyYyNhy7jp7P5KDdUBw5L+LgRQPRV5nu+zuCOvoidGAE/d8f7UHXzVFhmwBOrDyOzsBxBns7YOLc3PFwU934iUQvGgELUDB3PKsYrO1KQmmP9dasUDlI4yWXVN4UMSgcpLl0rw89n8zHsvQQsHdcFE7q25mhKHZVUGjHriyNIyy+Fv7sjNv2lN3wZ9ojuiQGFqBnRVhjxzz3nsPHwZQgCoHKS49lB7RDk5QzHmvAhl8FJIb15XyGD0kEGmfTW4HEurwSLtp5AyhUtFnx9At+n5GHZxHD4uvEL1hoVBhPmrktCyhUtPF0U2PiX3tB4Otu7LKImgacZEzUDgiDgu5O5+L//nsa1kuqVnSd2a42XH+4Eb9eGXSbCaDLj3wkX8eFPaTCaBLRyluP1cV0wLkrN0ZS7MFSZ8dSGJCScvwY3pQO++p8+CG+tsndZRHZVl+9vBhSiJi6joAz/+M8p/JpWAABo4+OCNx8JR9+23jZ9nzO5Oiz8+gRO51YfNhrRxQ9vPhIBHzdeJ+vPTGYBz391DLtScuEkl+HLub3QI8TT3mUR2R0DClELoK8y4bP4S/g0/gIMVWYoHKR4dlA7zBvQBkqHxjl11Wgy41+/XMTHP6ehyizAw1mO/3sknNd1+QOzWcDft5/E10nZUMikWD2rBx7q4GPvsohEgQGFqJk7eKEA//vtKVwqKAMA9G/vjf8bH44Qb5f78v6pOVos/PoEzuaVAABGRwTgjfFd4NXAw0lNnSAIeOO/p7H2twxIJcC/pnfDyPAAe5dFJBoMKETNVEGpHm/tOoMdx64AAHzclHh1TGeMiQy47/NBDFVmfPJzGj6NvwiTWYCXiwJvPhKOUREt9wv5vX3n8dFPaQCAFY9FYVL3QDtXRCQuDChEzYzZLCAuMQvLfzgDXWUVJBJgRp9gLBweBpWTfRf7SsnWYtHWEzh3tXo0ZWyUGm+M69Li1vlY/eslvLnrDADgjfFdMDM6xL4FEYkQAwpRM3IurwRLtp/E0cxiAEAXtTuWTYhAlKaVXev6I32VCR/9lIaV8RdhFgBvVyXemhCOEV387V1ao9OWG/Fp/AV8vv8SAODFEWGYP6idnasiEicGFKJmwGwWsO5gBpbvPgtDlRkuChkWDg/DzOhgOMjEeRmtE1nFWLT1BNLySwEAzw9pj78Nbd8sT0euNJqw4fcMfPrLRWgrjACApwe0xeKRYc3y8xLZAgMKUROXr6vEom9OYv/5awCql5t/a0I4AlROdq7s3iqNJqzYew6rfk0HAMyMDsbSsV0gvc1CcE2RySxg+9FsvL/vPHK0lQCAMD83vDQyDIM7+jKcEN1FXb6/uZIskcjsO30Vi7edRGGZAUoHKf53TGc80TuoyXzxOcpleGV0ZwR5OuPVnanY8PtlFJcb8c/HoqBwEOfIjzUEQcDPZ/Px9u6zOH+1eoRIrXLEguFhmNC19W1X4iWi+mNAIRKJCoMJb+46jU2HMwEAnQLc8dHUB9Dez83OldXPjOgQuDvJsfDrE9h5IgfaCiNWPtENzoqm92vnaGYRlv9wFkfSCwFUX0Jg/qC2mBkdAkd546w5Q9TSNb3fFETN0KkrWrwQdwwXr1Wva/JU/1AsGhHWaAuu3S/jH2gNlZMcT29MRsL5a3hi9WF88WRPtHJuGmf4XLxWind3n8Pu1DwAgNJBitn9QvHXAW2hcrbv2VNEzR3noBDZkdksYPWBS3h3zzkYTQJ83ZRYMTkK/ds3r5VHky8XYvbaROgqqxDm54YNc3vBT8RX9M3XVeKDn9KwJTELJrMAqQR4rLsGMcPaN4l5QERixUmyRE1AnrYSC7cex28XrgMAhnX2w9uTIuHZTNcPOZunw8w1R5BfoofG0wlfzul931a+tZau0ojPEy5h9YFLqDSaAQBDO/nhpZFh6NBED7URiQkDCpHI7T6Vh79vP4niciOc5DK8OrYzpvbUNJmJsPWVVViOJ9YcxuXr5fB2VWLDnF7orLb/v+HCMgM2H76MNQfSUVRefcpw92AP/H1UR/TkRf6IbIYBhUikyvRV+L//nkZcYhYAILy1Oz6c2hVtfVztXNn9c61Ej5lfHMGZXB3cHB2wZlZP9Aq1Twg4l1eCtb+lY8exK9BXVY+YtPVxweKRHTGss1+zD4xE9xsDCpEIncgqRsyW40gvKINEAsx7qC0WDOvQpE+9rS9thRFPrU/CkYxCKB2k+Nf0bhjSye++vLfZLCDh/DV88Vs6fk0rsGyPDFRhTr9QjIkMEO1CeERNHQMKkYhUGk34LOEiPvn5AqrMAvzdHfHelCj0bett79LsqtJowvxNR/HT2XzIpBK8+2gkJnZrvIvrlRuqsO3oFaz9LR2XbpwtJZUAI8P9MadfKLoHe3DEhKiRcaE2IhEQBAF7Uq/izV2nkV1UAQB4OMIfyyZENJnTbBuTo1yGz2Z0x+JvTmL7sStY8PUJFJcbMefBUJu+T05xBdb/noGvDmdCV1kFAHBTOmBqLw1m9Q1BoIezTd+PiGyDAYWoEaRdLcHr353GgQvVhxD83R3x8uhOGBsZwL/S/0Auk+Kfj0WhlbMCX/yWjjf+exrF5Qb8bViHBvfT0cwifHEgHT+cyoPJXD1QHOLljNn9QjGpeyBclfz1RyRm/BdKZEPaCiM++PE8Nvx+GSazAIVMiv95qA2eGdS2Sa6gej9IpRL8Y0wneLrI8c+95/HRzxeQp6vEg+19IJNIIJMCUokEUokEMqkEUqkEMokEUkn1c2VSyY3HAZlUgvSCMqz9LQPHs4ot79G3rRfm9AvF4I6+zeaaQETNHeegENmAySxga1IW3tlzDoVlBgDV65r87+hOCPYS11ofYrbx0GX84z+nYIvfSgqZFOMfUGN2v1BRnMpMRJyDQnRfJV8uxNKdp5FyRQug+jTV18Z2wUMdmtdqsPfDE32C4e/uiI2HL0NvNMMkCDCbher/CtVn4JjMAszCzf+aheqAaDILEAQBjnIZxj2gxvTewfBxU9r7IxFRPTGgENXTVV0llv9wFjuOXQFQPfEyZlgHzIwOhpynqdbb0M5+GNr5/pxyTETixYBCVEf6KhO+OJCBj39OQ7nBBIkEmNxdgxdHhsHblX+xExHZAgMKkZUEQcDPZ/Pxf/89jYzr5QCArkGtsHRsF0RpWtm3OCKiZoYBhcgKZ3J1iP3hLPafvwYA8HFTYsmojnjkgdY8K4SIqBEwoBDdRU5xBd7bdx7bjmZDEAC5TIK5D7bBs4PbcR0NIqJGxN+wRLehqzRiZfxFfHEg3XIRudGRAXhxeBhCvHnaMBFRY2NAIfoDQ5UZGw9dxsc/p6Go3AgA6BXqiSWjOqJrkIedqyMiajkYUIhQPQH2vydz8e6ec8gsrJ4A287XFX8f2RFDOvlyeXoiovuMAYVavEOXriP2+zM4kV290JqPmxILhnXAY90D4cD1TIiI7KJOv31XrlyJyMhIuLu7w93dHdHR0fjhhx8sjwuCgKVLl0KtVsPJyQkDBw5EampqrdfQ6/V47rnn4O3tDRcXF4wbNw7Z2dm2+TREdZB2tQR/WZ+IqZ8fwolsLVwUMiwY1gEJLw7EtF5BDCdERHZUp9/AgYGBWL58OZKSkpCUlITBgwdj/PjxlhDyzjvv4L333sMnn3yCxMRE+Pv7Y9iwYSgpKbG8RkxMDHbs2IG4uDgcOHAApaWlGDNmDEwmk20/GdEdXNVVYsn2kxjxwX78eCYfMqkEM/oEI/7FQXh+SHte1I+ISAQafLFAT09PvPvuu5gzZw7UajViYmKwePFiANWjJX5+fnj77bcxb948aLVa+Pj44Msvv8SUKVMAADk5OdBoNPj+++8xYsQIq96TFwuk+tBVGrFq/yWs/jUdFcbqQDyyiz9eHBmGtj6udq6OiKj5uy8XCzSZTNi6dSvKysoQHR2N9PR05OXlYfjw4ZY2SqUSAwYMwMGDBzFv3jwkJyfDaDTWaqNWqxEeHo6DBw/eMaDo9Xro9fpaH5DIWpVGE778/TI+jb+A4htn5nQP9sDLD3dE92BPO1dHRES3U+eAkpKSgujoaFRWVsLV1RU7duxA586dcfDgQQCAn1/ti3z5+fnh8uXLAIC8vDwoFAp4eHjc0iYvL++O7xkbG4vXX3+9rqVSC1dlMmPb0Wx88GMacrWVAKrPzFk0PAwjuvjxzBwiIhGrc0AJCwvD8ePHUVxcjG3btmHWrFlISEiwPP7nX/qCINzzi+BebZYsWYIFCxZY7ut0Omg0mrqWTi2EIAjYfSoP7+49h0vXygAAapUjYoZ1wMSurTn5lYioCahzQFEoFGjXrh0AoEePHkhMTMSHH35omXeSl5eHgIAAS/v8/HzLqIq/vz8MBgOKiopqjaLk5+ejb9++d3xPpVIJpZJXiaV7++1CAd7ZfdZyyrCHsxzzB7XDE32C4SiX2bk6IiKyVoP/lBQEAXq9HqGhofD398e+ffssjxkMBiQkJFjCR/fu3SGXy2u1yc3NxalTp+4aUIju5URWMZ5YfRjTVx/GiWwtnBUyPD+kPfa/NAh/6d+G4YSIqImp0wjKyy+/jFGjRkGj0aCkpARxcXGIj4/H7t27IZFIEBMTg2XLlqF9+/Zo3749li1bBmdnZzz++OMAAJVKhblz52LhwoXw8vKCp6cnFi1ahIiICAwdOrRRPiA1bxfyS7Fi7zn8cKp6DpNcJsH03sF4dnA7eLty1I2IqKmqU0C5evUqZsyYgdzcXKhUKkRGRmL37t0YNmwYAOCll15CRUUFnnnmGRQVFaF3797Yu3cv3NzcLK/x/vvvw8HBAZMnT0ZFRQWGDBmCdevWQSbjX7hkvZziCnz4Yxq2JmfBLAASCTCha2v8bWgHaDyd7V0eERE1UIPXQbEHroPSsmgrjMgoKEN6QRkuFZTh4rVS7Dt9FYYbVxke2skPL44IQ5i/2z1eiYiI7Om+rINCZEuVRhMyrpch40YISb9WHUgyrpehoNRw2+f0CvHE4lFhXMuEiKgZYkCh+05fZcLuU3lIyihC+o2RkRxtBe42lufjpkSotwvaeLsg1NsFUZpW6B3qybVMiIiaKQYUum9yiiuw6fBlxB3JwvWyW0dF3Bwd0MbHFW28XRDi5YJQn+pAEuLtAlcld1UiopaEv/WpUQmCgIMXr2PD7xnYd/oqzDdGSfzdHTHuATXa+7oi9MaoiKeLgiMiREQEgAGFGklJpRHbkrPx5aHLuHhjNVcAiG7jhZnRwRjW2Y8ruhIR0R0xoJBNnb9agg2/Z2DH0SsoM1RfMdhFIcPEboGYER2MDn4804aIiO6NAYUazGgyY9/pq9jwewYOXSq0bG/r44JZfUMwoWtruDnK7VghERE1NQwoVG/5JZWIO5KFzYczkaervlqwVAIM7+yPmdHBiG7rxTklRERULwwoVCeCICAxowhfHrqM3adyYTRVz3r1dlVgas8gPN47COpWTnaukoiImjoGFLJKmb4K3x6/gi9/v4yzeSWW7d2CWmFW3xCMDPeH0oGXKyAiIttgQKG7upBfio2HLmNbcjZK9FUAAEe5FI880BpP9AlGeGuVnSskIqLmiAGFblFlMuPHM1ex4ffLOHjxumV7qLcLnugTjEe7BULlzEmvRETUeBhQyOJOk16HdPLDzOhg9GvrDamUk16JiKjxMaC0cHea9OrlosDUXhpM6xWEQA9nO1dJREQtDQNKC3YhvwSLtp7E8axiy7buwR6Y0ScYoyI46ZWIiOyHAaUFMpsFbPg9A7E/nIW+ysxJr0REJDoMKC1MnrYSL35zAr+mFQAAHurgg3cfjYSfu6OdKyMiIrqJAaUF+e5EDv7321PQVhjhKJfilYc74Yk+wVztlYiIRIcBpQXQlhvx6s5T+M/xHABAZKAK7095AG19XO1cGRER0e0xoDRzBy8UYOHWE8jVVkImlWD+oHZ4bnA7yGVSe5dGRER0RwwozVSl0YR395zDmgPpAIAQL2e8N+UBdAvysHNlRERE98aA0gyl5mjxty3Hcf5qKQBgeu8gvDK6E5wV/N9NRERNA7+xbKhUXwWFTAqFg30On5jMAj7ffwnv7TsHo0mAt6sS7zwagcEd/exSDxERUX0xoDSA2Szg5BUt4s/lI/7cNZzILoa7oxyz+oZgdt8QeLgo7lstWYXlWPD1cSRmFAEARnTxw7IJEfByVd63GoiIiGxFIgiCYO8i6kqn00GlUkGr1cLd3f2+vndhmQH7z19D/Ll87E8rQGGZ4bbtnBUyTOsVhKf6t4G/qvHWGCmpNGLHsSt4+4ezKDOY4Kp0wGtjO+PR7oE8fZiIiESlLt/fDCj3YDILOJldjPhz1xB//hpOZhfjjz3mqnTAg+28MTDMB/07+OBEVjE+/eUCUnN0AAC5TIJJ3QLx9IC2CPF2sUlNVSYzfr1QgB1Hr2Dv6TxUGs0AgF4hnlgxOQoaT147h4iIxIcBpYFqRkl+OZePX28zStLR3w0Dw3wxMMwH3YM9bjllVxAE7E8rwKe/XMCR9EIA1VcFHh2pxl8HtEVndd1rFgQBp3N12H70Cv5zPAcFpXrLY219XDCjTzBmRIdAxqsNExGRSDGg1NOpK1q88u2pW0ZJ3JQOeLB99SjJgA6+dTpkk5RRiH/FX8TPZ/Mt2wZ39MUzA9uiR4jnPZ+fp63Et8evYMfRKzh3tcSy3dNFgXFRakzs1hoRrVU8nENERKLHgFJPudoKRMf+DADoFOCOgWE+GNjBB91uM0pSV6dzdFiZcBG7TubAfKPHe4V6Yv6gdniovXetgFGmr8Ke1DxsP3oFv10ssIQlhYMUwzr5YULX1hgQ5sPF1oiIqElhQGmA71Ny0T3Yo9EunpdRUIZ/77+Ib5KzYTRVd30XtTvmD2oHN0cH7Dh6BbtT81BuMFme0yvEExO6tcbDEQFQOckbpS4iIqLGxoDSBORpK7H610vYdDgTFUbTLY+HeDljYrdATOjampNeiYioWWBAaUKKygxYdzAD63/PAACMjVRjQrfW6KppxXklRETUrDCgNEGCIEAQACnPwiEiomaqLt/fXElWJCQSCThgQkREVI2ngRAREZHoMKAQERGR6DCgEBERkegwoBAREZHoNMlJsjUnHul0OjtXQkRERNaq+d625gTiJhlQSkqqr0mj0WjsXAkRERHVVUlJCVQq1V3bNMl1UMxmM3JycuDm5mbzxcx0Oh00Gg2ysrKazRorjYV9ZT32lfXYV9ZjX9UN+8t6jdVXgiCgpKQEarUaUundZ5k0yREUqVSKwMDARn0Pd3d37sBWYl9Zj31lPfaV9dhXdcP+sl5j9NW9Rk5qcJIsERERiQ4DChEREYkOA8qfKJVKvPbaa1AqlfYuRfTYV9ZjX1mPfWU99lXdsL+sJ4a+apKTZImIiKh54wgKERERiQ4DChEREYkOAwoRERGJDgMKERERiQ4DChEREYkOAwoRERGJDgMKERERiQ4DChEREYkOAwoRERGJDgMKERERiQ4DChEREYkOAwoRERGJDgMKERERiQ4DChEREYkOAwoRERGJDgMKERERiQ4DChEREYkOAwoRERGJDgMKERERiQ4DChEREYkOAwoRERGJDgMKERERiQ4DChEREYkOAwoRERGJDgMKERERiY6DvQuoD7PZjJycHLi5uUEikdi7HCIiIrKCIAgoKSmBWq2GVHr3MZImGVBycnKg0WjsXQYRERHVQ1ZWFgIDA+/apkkGFDc3NwDVH9Dd3d3O1RAREZE1dDodNBqN5Xv8bppkQKk5rOPu7s6AQkRE1MRYMz2Dk2SJiIhIdBhQiIiISHQYUIiIiEh0muQcFCIiIlsxm80wGAz2LqPZUCgU9zyF2BoMKERE1GIZDAakp6fDbDbbu5RmQyqVIjQ0FAqFokGvw4BCREQtkiAIyM3NhUwmg0ajsclf/S1dzUKqubm5CAoKatBiqgwoRETUIlVVVaG8vBxqtRrOzs72LqfZ8PHxQU5ODqqqqiCXy+v9OoyLRETUIplMJgBo8KEIqq2mP2v6t74YUIiIqEXjNd1sy1b9yYBCREREosOAQkRE1Ew8+eSTeOSRR+xdhk0woBAREZHoMKAQERGR6DCgEBERNTHffPMNIiIi4OTkBC8vLwwdOhRlZWW3tNPr9Xj++efh6+sLR0dHPPjgg0hMTLQ8Hh8fD4lEgl27diEqKgqOjo7o3bs3UlJSar3OwYMH8dBDD8HJyQkajQbPP//8bd/PlhhQiIiIAEAQAEOZfW6CYHWZubm5mDZtGubMmYMzZ84gPj4eEydOhHCb13jppZewbds2rF+/HkePHkW7du0wYsQIFBYW1mr34osv4p///CcSExPh6+uLcePGwWg0AgBSUlIwYsQITJw4ESdPnsSWLVtw4MABPPvssw3r73vgQm1EREQAYCwHlqnt894v5wAKF6ua5ubmoqqqChMnTkRwcDAAICIi4pZ2ZWVlWLlyJdatW4dRo0YBAFatWoV9+/ZhzZo1ePHFFy1tX3vtNQwbNgwAsH79egQGBmLHjh2YPHky3n33XTz++OOIiYkBALRv3x4fffQRBgwYgJUrV8LR0bEhn/yOOIJCRETUhERFRWHIkCGIiIjAY489hlWrVqGoqOiWdhcvXoTRaES/fv0s2+RyOXr16oUzZ87UahsdHW352dPTE2FhYZY2ycnJWLduHVxdXS23ESNGwGw2Iz09vZE+JUdQiIiIqsmdq0cy7PXeVpLJZNi3bx8OHjyIvXv34uOPP8Yrr7yCw4cP12pXc8jnzwunCYJg1WJqNW3MZjPmzZuH559//pY2QUFBVtddVwwoREREACCRWH2Yxd4kEgn69euHfv364dVXX0VwcDB27NhRq027du2gUChw4MABPP744wAAo9GIpKQky+GaGocOHbKEjaKiIpw/fx4dO3YEAHTr1g2pqalo165d43+wP2jwIZ6lS5dCIpHUuvn7+9+x/fbt2zFs2DD4+PjA3d0d0dHR2LNnT0PLICIiahEOHz6MZcuWISkpCZmZmdi+fTuuXbuGTp061Wrn4uKCv/71r3jxxRexe/dunD59Gk899RTKy8sxd+7cWm3feOMN/PTTTzh16hSefPJJeHt7WxZ8W7x4MX7//XfMnz8fx48fR1paGnbu3InnnnuuUT+nTUZQunTpgh9//NFyXyaT3bHt/v37MWzYMCxbtgytWrXC2rVrMXbsWBw+fBhdu3a1RTlERETNlru7O/bv348PPvgAOp0OwcHBWLFiBUaNGoUtW7bUart8+XKYzWbMmDEDJSUl6NGjB/bs2QMPD49b2r3wwgtIS0tDVFQUdu7cabnoX2RkJBISEvDKK6+gf//+EAQBbdu2xZQpUxr1c0qE252XVAdLly7Ft99+i+PHj9f7Nbp06YIpU6bg1Vdftaq9TqeDSqWCVquFu7t7vd+XiIharsrKSqSnpyM0NLTRzkQRu/j4eAwaNAhFRUVo1aqVTV7zbv1al+9vm5zFk5aWBrVajdDQUEydOhWXLl2y+rlmsxklJSXw9PS0RSlERETUDDT4EE/v3r2xYcMGdOjQAVevXsWbb76Jvn37IjU1FV5eXvd8/ooVK1BWVobJkyffsY1er4der7fc1+l0DS2biIiIRKzBIyijRo3CpEmTEBERgaFDh2LXrl0Aqhd6uZevvvoKS5cuxZYtW+Dr63vHdrGxsVCpVJabRqNpaNlEREQt3sCBAyEIgs0O79iSzRdqc3FxQUREBNLS0u7absuWLZg7dy6+/vprDB069K5tlyxZAq1Wa7llZWXZsmQiIiISGZuvg6LX63HmzBn079//jm2++uorzJkzB1999RVGjx59z9dUKpVQKpW2LJOIiIhErMEjKIsWLUJCQgLS09Nx+PBhPProo9DpdJg1axaA6tGPmTNnWtp/9dVXmDlzJlasWIE+ffogLy8PeXl50Gq1DS2FiIiozhp4Miv9ia36s8EjKNnZ2Zg2bRoKCgrg4+ODPn364NChQ5YLGOXm5iIzM9PS/t///jeqqqowf/58zJ8/37J91qxZWLduXUPLISIisopcLodEIsG1a9fg4+Nj1fLvdHeCIODatWuQSCSQy+UNeq0Gr4NiD1wHhYiIbKG0tBTZ2dkcRbEhiUSCwMBAuLq63vJYXb6/eS0eIiJqsVxdXdG+fXsYjUZ7l9JsyOXyu64oby0GFCIiatFkMplNvlDJtmx+mjERERFRQzGgEBERkegwoBAREZHoMKAQERGR6DCgEBERkegwoBAREZHoMKAQERGR6DCgEBERkegwoBAREZHoMKAQERGR6DCgEBERkegwoBAREZHoMKAQERGR6DCgEBERkegwoBAREZHoMKAQERGR6DCgEBERkegwoBAREZHoNDigLF26FBKJpNbN39//ju1zc3Px+OOPIywsDFKpFDExMQ0tgYiIiJoZm4ygdOnSBbm5uZZbSkrKHdvq9Xr4+PjglVdeQVRUlC3enoiIiJoZB5u8iIPDXUdN/igkJAQffvghAOCLL76wxdsTERFRM2OTEZS0tDSo1WqEhoZi6tSpuHTpki1e1kKv10On09W6ERERUfPV4IDSu3dvbNiwAXv27MGqVauQl5eHvn374vr167aoDwAQGxsLlUpluWk0Gpu9NhEREYlPgwPKqFGjMGnSJERERGDo0KHYtWsXAGD9+vUNLq7GkiVLoNVqLbesrCybvTYRERGJj03moPyRi4sLIiIikJaWZrPXVCqVUCqVNns9IiIiEjebr4Oi1+tx5swZBAQE2PqliYiIqIVocEBZtGgREhISkJ6ejsOHD+PRRx+FTqfDrFmzAFQfnpk5c2at5xw/fhzHjx9HaWkprl27huPHj+P06dMNLYWIiIiaiQYf4snOzsa0adNQUFAAHx8f9OnTB4cOHUJwcDCA6oXZMjMzaz2na9eulp+Tk5OxefNmBAcHIyMjo6HlEBERUTMgEQRBsHcRdaXT6aBSqaDVauHu7m7vcoiIiMgKdfn+5rV4iIiISHQYUIiIiEh0GFCIiIhIdBhQiIiISHQYUIiIiEh0GFCIiIhIdBhQiIiISHQYUIiIiEh0GFCIiIhIdBhQiIiISHQYUIiIiEh0GFCIiIhIdBhQiIiISHQYUIiIiEh0GFCIiIhIdBhQiIiISHQYUIiIiEh0GFCIiIhIdBzsXYCoCAJgLLd3FUREROIgdwYkEru8dYMDytKlS/H666/X2ubn54e8vLw7PichIQELFixAamoq1Go1XnrpJTz99NMNLaXhjOXAMrW9qyAiIhKHl3MAhYtd3tomIyhdunTBjz/+aLkvk8nu2DY9PR0PP/wwnnrqKWzcuBG//fYbnnnmGfj4+GDSpEm2KIeIiIiaOJsEFAcHB/j7+1vV9rPPPkNQUBA++OADAECnTp2QlJSEf/7zn/YPKHLn6rRIRERE1d+LdmKTgJKWlga1Wg2lUonevXtj2bJlaNOmzW3b/v777xg+fHitbSNGjMCaNWtgNBohl8ttUVL9SCR2G8oiIiKimxp8Fk/v3r2xYcMG7NmzB6tWrUJeXh769u2L69ev37Z9Xl4e/Pz8am3z8/NDVVUVCgoKbvscvV4PnU5X60ZERETNV4MDyqhRozBp0iRERERg6NCh2LVrFwBg/fr1d3yO5E8zggVBuO32GrGxsVCpVJabRqNpaNlEREQkYjZfB8XFxQURERFIS0u77eP+/v63nOGTn58PBwcHeHl53fY5S5YsgVartdyysrJsXTYRERGJiM3XQdHr9Thz5gz69+9/28ejo6Px3Xff1dq2d+9e9OjR447zT5RKJZRKpa1LJSIiIpFq8AjKokWLkJCQgPT0dBw+fBiPPvoodDodZs2aBaB69GPmzJmW9k8//TQuX76MBQsW4MyZM/jiiy+wZs0aLFq0qKGlEBERUTPR4BGU7OxsTJs2DQUFBfDx8UGfPn1w6NAhBAcHAwByc3ORmZlpaR8aGorvv/8ef/vb3/Dpp59CrVbjo48+sv8pxkRERCQaEqFmhmoTotPpoFKpoNVq4e7ubu9yiIiIyAp1+f7mxQKJiIhIdBhQiIiISHQYUIiIiEh0GFCIiIhIdBhQiIiISHQYUIiIiEh0GFCIiIhIdBhQiIiISHQYUIiIiEh0GFCIiIhIdBhQiIiISHQYUIiIiEh0GFCIiIhIdBhQiIiISHQYUIiIiEh0GFCIiIhIdBhQiIiISHQYUIiIiEh0GFCIiIhIdBhQiIiISHRsGlBiY2MhkUgQExNz13affvopOnXqBCcnJ4SFhWHDhg22LIOIiIiaOAdbvVBiYiI+//xzREZG3rXdypUrsWTJEqxatQo9e/bEkSNH8NRTT8HDwwNjx461VTlERETUhNlkBKW0tBTTp0/HqlWr4OHhcde2X375JebNm4cpU6agTZs2mDp1KubOnYu3337bFqUQERFRM2CTgDJ//nyMHj0aQ4cOvWdbvV4PR0fHWtucnJxw5MgRGI3GOz5Hp9PVuhEREVHz1eCAEhcXh6NHjyI2Ntaq9iNGjMDq1auRnJwMQRCQlJSEL774AkajEQUFBbd9TmxsLFQqleWm0WgaWjYRERGJWIMCSlZWFl544QVs3LjxllGRO/nHP/6BUaNGoU+fPpDL5Rg/fjyefPJJAIBMJrvtc5YsWQKtVmu5ZWVlNaRsIiIiEjmJIAhCfZ/87bffYsKECbWChclkgkQigVQqhV6vv2PoMBqNuHr1KgICAvD5559j8eLFKC4uhlR678yk0+mgUqmg1Wrh7u5e3/KJiIjoPqrL93eDzuIZMmQIUlJSam2bPXs2OnbsiMWLF98xnACAXC5HYGAggOrDRGPGjLEqnBAREVHz16CA4ubmhvDw8FrbXFxc4OXlZdm+ZMkSXLlyxbLWyfnz53HkyBH07t0bRUVFeO+993Dq1CmsX7++IaUQERFRM2KzdVDuJDc3F5mZmZb7JpMJK1aswLlz5yCXyzFo0CAcPHgQISEhjV0KERERNRENmoNiL5yDQkRE1PTU5fubkz6IiIhIdBhQiIiISHQYUIiIiEh0GFCIiIhIdBhQiIiISHQYUIiIiEh0GFCIiIhIdBhQiIiISHQYUIiIiEh0GFCIiIhIdBhQiIiISHQYUIiIiEh0GFCIiIhIdBhQiIiISHQYUIiIiEh0GFCIiIhIdBhQiIiISHQYUIiIiEh0GFCIiIhIdGwaUGJjYyGRSBATE3PXdps2bUJUVBScnZ0REBCA2bNn4/r167YshYiIiJowmwWUxMREfP7554iMjLxruwMHDmDmzJmYO3cuUlNTsXXrViQmJuIvf/mLrUohIiKiJs4mAaW0tBTTp0/HqlWr4OHhcde2hw4dQkhICJ5//nmEhobiwQcfxLx585CUlGSLUoiIiKgZsElAmT9/PkaPHo2hQ4fes23fvn2RnZ2N77//HoIg4OrVq/jmm28wevRoW5RCREREzYBDQ18gLi4OR48eRWJiolXt+/bti02bNmHKlCmorKxEVVUVxo0bh48//viOz9Hr9dDr9Zb7Op2uoWUTERGRiDVoBCUrKwsvvPACNm7cCEdHR6uec/r0aTz//PN49dVXkZycjN27dyM9PR1PP/30HZ8TGxsLlUpluWk0moaUTURERCInEQRBqO+Tv/32W0yYMAEymcyyzWQyQSKRQCqVQq/X13oMAGbMmIHKykps3brVsu3AgQPo378/cnJyEBAQcMv73G4ERaPRQKvVwt3dvb7lExER0X2k0+mgUqms+v5u0CGeIUOGICUlpda22bNno2PHjli8ePEt4QQAysvL4eBQ+21r2t0pKymVSiiVyoaUSkRERE1IgwKKm5sbwsPDa21zcXGBl5eXZfuSJUtw5coVbNiwAQAwduxYPPXUU1i5ciVGjBiB3NxcxMTEoFevXlCr1Q0ph4iIiJqJBk+SvZfc3FxkZmZa7j/55JMoKSnBJ598goULF6JVq1YYPHgw3n777cYuhYiIiJqIBs1BsZe6HMMiIiIicajL9zevxUNERESiw4BCREREosOAQkRERKLDgEJERESiw4BCREREosOAQkRERKLDgEJERESiw4BCREREosOAQkRERKLDgEJERESiw4BCREREosOAQkRERKLT6Fczbgw11zfU6XR2roSIiIisVfO9bc11iptkQCkpKQEAaDQaO1dCREREdVVSUgKVSnXXNhLBmhgjMmazGTk5OXBzc4NEIrHpa+t0Omg0GmRlZd3zUtAtHfvKeuwr67GvrMe+qhv2l/Uaq68EQUBJSQnUajWk0rvPMmmSIyhSqRSBgYGN+h7u7u7cga3EvrIe+8p67Cvrsa/qhv1lvcboq3uNnNTgJFkiIiISHQYUIiIiEh0GlD9RKpV47bXXoFQq7V2K6LGvrMe+sh77ynrsq7phf1lPDH3VJCfJEhERUfPGERQiIiISHQYUIiIiEh0GFCIiIhIdBhQiIiISHQaUP/jXv/6F0NBQODo6onv37vj111/tXZIoLV26FBKJpNbN39/f3mWJwv79+zF27Fio1WpIJBJ8++23tR4XBAFLly6FWq2Gk5MTBg4ciNTUVPsUa2f36qsnn3zylv2sT58+9inWzmJjY9GzZ0+4ubnB19cXjzzyCM6dO1erDfetatb0FfetaitXrkRkZKRlMbbo6Gj88MMPlsftvU8xoNywZcsWxMTE4JVXXsGxY8fQv39/jBo1CpmZmfYuTZS6dOmC3Nxcyy0lJcXeJYlCWVkZoqKi8Mknn9z28XfeeQfvvfcePvnkEyQmJsLf3x/Dhg2zXF+qJblXXwHAyJEja+1n33///X2sUDwSEhIwf/58HDp0CPv27UNVVRWGDx+OsrIySxvuW9Ws6SuA+xYABAYGYvny5UhKSkJSUhIGDx6M8ePHW0KI3fcpgQRBEIRevXoJTz/9dK1tHTt2FP7+97/bqSLxeu2114SoqCh7lyF6AIQdO3ZY7pvNZsHf319Yvny5ZVtlZaWgUqmEzz77zA4Visef+0oQBGHWrFnC+PHj7VKP2OXn5wsAhISEBEEQuG/dzZ/7ShC4b92Nh4eHsHr1alHsUxxBAWAwGJCcnIzhw4fX2j58+HAcPHjQTlWJW1paGtRqNUJDQzF16lRcunTJ3iWJXnp6OvLy8mrtZ0qlEgMGDOB+dgfx8fHw9fVFhw4d8NRTTyE/P9/eJYmCVqsFAHh6egLgvnU3f+6rGty3ajOZTIiLi0NZWRmio6NFsU8xoAAoKCiAyWSCn59fre1+fn7Iy8uzU1Xi1bt3b2zYsAF79uzBqlWrkJeXh759++L69ev2Lk3UavYl7mfWGTVqFDZt2oSff/4ZK1asQGJiIgYPHgy9Xm/v0uxKEAQsWLAADz74IMLDwwFw37qT2/UVwH3rj1JSUuDq6gqlUomnn34aO3bsQOfOnUWxTzXJqxk3FolEUuu+IAi3bKPqf9w1IiIiEB0djbZt22L9+vVYsGCBHStrGrifWWfKlCmWn8PDw9GjRw8EBwdj165dmDhxoh0rs69nn30WJ0+exIEDB255jPtWbXfqK+5bN4WFheH48eMoLi7Gtm3bMGvWLCQkJFget+c+xREUAN7e3pDJZLekwvz8/FvSI93KxcUFERERSEtLs3cpolZzphP3s/oJCAhAcHBwi97PnnvuOezcuRO//PILAgMDLdu5b93qTn11Oy1531IoFGjXrh169OiB2NhYREVF4cMPPxTFPsWAgur/Qd27d8e+fftqbd+3bx/69u1rp6qaDr1ejzNnziAgIMDepYhaaGgo/P39a+1nBoMBCQkJ3M+scP36dWRlZbXI/UwQBDz77LPYvn07fv75Z4SGhtZ6nPvWTffqq9tpyfvWnwmCAL1eL4596r5MxW0C4uLiBLlcLqxZs0Y4ffq0EBMTI7i4uAgZGRn2Lk10Fi5cKMTHxwuXLl0SDh06JIwZM0Zwc3NjXwmCUFJSIhw7dkw4duyYAEB47733hGPHjgmXL18WBEEQli9fLqhUKmH79u1CSkqKMG3aNCEgIEDQ6XR2rvz+u1tflZSUCAsXLhQOHjwopKenC7/88osQHR0ttG7dukX21V//+ldBpVIJ8fHxQm5uruVWXl5uacN9q9q9+or71k1LliwR9u/fL6SnpwsnT54UXn75ZUEqlQp79+4VBMH++xQDyh98+umnQnBwsKBQKIRu3brVOi2NbpoyZYoQEBAgyOVyQa1WCxMnThRSU1PtXZYo/PLLLwKAW26zZs0SBKH6dNDXXntN8Pf3F5RKpfDQQw8JKSkp9i3aTu7WV+Xl5cLw4cMFHx8fQS6XC0FBQcKsWbOEzMxMe5dtF7frJwDC2rVrLW24b1W7V19x37ppzpw5lu88Hx8fYciQIZZwIgj236ckgiAI92eshoiIiMg6nINCREREosOAQkRERKLDgEJERESiw4BCREREosOAQkRERKLDgEJERESiw4BCREREosOAQkRERKLDgEJERESiw4BCREREosOAQkRERKLDgEJERESi8//+pmzhet+xyAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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v3MofPttO2cmOs8H+PlzXJ5abB8U32ORunqjeZy975JFHKCkp4d57762aqO27776rMaPpCy+8gI+PD1OnTq2aqG3evHn1OgfKhS7SJ9V0DkVke2YejgoXzQN9aRvRuCYCu9QeGtuR44VlzE9Op8zpomdsKNMHJnB1zxgC7Jrz63xshgd+C+Xn5xMaGkpeXt5pQ2adTid79uwhMjKyalp4uTB5eXlkZmaSlJSEr2/jHWsvImf35soDPP3VTkZ1iuSt2/pbXY7HcboMFm07THxYIN1j3X8F4UvtXN/fv+Q587/Xkre3N82bNyc7Oxsw5wNpDGsSNDSXy8XRo0cJDAysmj5fRJqeyvV3dHvnwnh72biqR/T5D5TTNMpvnqioKICqkCIXxsvLi/j4eAU8kSbKMIzqGWQ1/4k0sEYZUGw2G9HR0URGRlJeXm51OR7Lbrfj5aVe5SJNVUZOCdkFDny8bPSMa251OdLENMqAUsnb21uLD4qIXKDKBQK7tg7F31d/l0rD0j+PRUTkjCoDSj/NfyIWUEAREZEzWndQE7SJdRRQRETkNAWl5ew+bC7MqoAiVlBAERGR02xOz8NlQGyLAFo1wZV0xXoKKCIicpp1B08Aaj0R6yigiIjIadRBVqymgCIiIjU4XQYb03IB6KOAIhZRQBERkRr2HCmg0FFBkN2bjq202q5YQwFFRERqqBxe3Du+BT7e+poQa+jKExGRGjacDCi6vSNWUkAREZEa1EFW3IECioiIVMkuKCXtRDE2G/SKb251OdKEKaCIiEiVyts7HVsFE+Lva3E10pQpoIiISJV1qVp/R9yDAoqIiFRZn6aAIu5BAUVERAAoLXey7VAeAP0SwiyuRpo6BRQREQFg66E8yp0GEc38iAsLsLocaeIUUEREBKg5vNhms1lcjTR1CigiIgKog6y4FwUUERHBMAw2VHaQbaOAItZTQBEREVKOFXGiqAy7jxddY0KsLkdEAUVERKr7n/RoHYqfj7fF1YgooIiICOj2jrgdBRQREanuIBuvgCLuQQFFRKSJyysuZ292IaARPOI+FFBERJq4yts7iRFBhDfzs7gaEZMCiohIE1fZQVatJ+JOFFBERJq4dQdPAAoo4l4UUEREmrByp4vN6eYCgQoo4k4UUEREmrBdWQWUlDsJ8fchqWUzq8sRqaKAIiLShFXe3umT0AIvLy0QKO5DAUVEpAk7dQVjEXeigCIi0oRVBpQ+CijiZhRQRESaqMzcErLySvH2stErrrnV5YjUUKeA8uqrr9KjRw9CQkIICQlh8ODBfPPNN1X7b7vtNmw2W43HoEGDaryGw+Hg/vvvJyIigqCgICZNmkRGRkb9fBoREam1dSdbT7pEhxBo97G4GpGa6nRFxsbG8uyzz5KUlATAO++8w+TJk9m4cSNdu3YFYPz48bz99ttVv2O322u8xsyZM/niiy+YP38+4eHhzJ49m4kTJ7J+/Xq8vbWCpohIbezIzGd+chqr9h+nbUQQAxLDGJAYRpfoEHy8a/dvzw2aoE3cWJ0CytVXX13j+Z/+9CdeffVVVq9eXRVQ/Pz8iIqKOuPv5+Xl8dZbb/Huu+8yevRoAN577z3i4uJYsmQJ48aNu5DPICLSJBQ5KvhySyYfrE1nc3pu1fZ92YV8t+MIAEF2b/q2CWNAmxYMSAynR2wo/r5n/sefZpAVd3bBbXpOp5N///vfFBUVMXjw4Krty5YtIzIykubNmzN8+HD+9Kc/ERkZCcD69espLy9n7NixVcfHxMTQrVs3Vq1addaA4nA4cDgcVc/z8/MvtGwREY+z7VAeH6xN4/NNmRQ6KgDw9bYxtksUV/WIJu1EMckpJ0hOPUF+aQUr9hxlxZ6jANh9vOgV25wBiWH0Twyjb0ILmvn5UOSoYEeW+XepAoq4ozoHlK1btzJ48GBKS0tp1qwZCxcupEuXLgBMmDCB66+/noSEBFJSUvj973/PFVdcwfr16/Hz8+Pw4cPY7XZatKj5P0OrVq04fPjwWd9z7ty5zJkzp66lioh4rILScj7fnMmHa9PYdqj6H2VtwgO5cUA81/WNJeKUhf1+M7wdLpfB7iMFrE05YT5ST3C0wMHaVPPPLAVvLxtdY0KICwvE6TKICfUnpnmAFR9R5JxshmEYdfmFsrIy0tLSyM3NZcGCBbz55pssX768KqScKisri4SEBObPn8+UKVP44IMPuP3222u0hgCMGTOGdu3a8Y9//OOM73mmFpS4uDjy8vIICQmpS/kiIm7LMAy2ZOTx4do0Pt+cSXGZEwC7txfju0Vxw4A4BrcNx2ar3YRqhmGQetxsXVmTcoK1qcdJP1FS45iJPaJ5+aY+9f5ZRM4kPz+f0NDQWn1/17kFxW63V3WS7devH8nJybz00ku89tprpx0bHR1NQkICe/fuBSAqKoqysjJycnJqtKJkZ2czZMiQs76nn58ffn5aAlxEGqf80nI+23iID9amszOrurWkXcsgbhwQz5Q+sYQF2c/xCmdms9lIjAgiMSKIqf3jAMjKK2HtydtBqceK+fXlbevtc4jUp4seV2YYxmktIpWOHz9Oeno60dHRAPTt2xdfX18WL17M1KlTAbOVZdu2bTz33HMXW4qIiMdZsD6D//fpNkrKT7aW+HhxVfdobhwQT/82LWrdWlJb0aEBTO7Vmsm9Wtfr64rUtzoFlMcff5wJEyYQFxdHQUEB8+fPZ9myZSxatIjCwkKeeuoprrvuOqKjo0lNTeXxxx8nIiKCa6+9FoDQ0FDuvPNOZs+eTXh4OGFhYTz00EN07969alSPiEhT8dWWLB7+z2ZcBnRo1YwbB8Rzbe/WNA+se2uJSGNTp4By5MgRbrnlFrKysggNDaVHjx4sWrSIMWPGUFJSwtatW/nXv/5Fbm4u0dHRjBw5ko8++ojg4OCq13jhhRfw8fFh6tSplJSUMGrUKObNm6c5UESkSVm6O5uZH23EZcCNA+J55tpu9d5aIuLJ6txJ1h3UpZONiIi7WXPgODP+uRZHhYure8bw4rReeGslYWkC6vL9rbV4REQa0NaMPO58Zx2OChejOkXy/NSeCiciZ6CAIiLSQPYeKWDGP9dQ6KhgUNswXpneB99aTksv0tRodSiRJsrlMiitcFJa7qK03Hny4aKk3Imj3ElphZMQf1/6JtT/SJKmKP1EMTe/tYac4nJ6xoby5q39zzoFvYgooIg0WqXlTt5YcYAlu7IpKauoGUQqXJRVuGr1OiM7tmTulB5Ehfpf4oobryP5pUx/cw1H8h10bBXMvNsH0MxPf/2KnIv+DxFphH7ce4zff7aNlGNFtTre7u2Fn68X/r7e+Pt64e/jjb+vN7uPFLB091HGvrCcpyZ15drerdWaUkc5RWXc/OYa0k4UEx8WyLt3DqDFBUy6JtLUKKCINCJHCxw8/dUOPtuUCUBksB+zxnQgPiwQv8rw4WuGD38fLwLs3vj5eJ+1k+a+7AJmf7yZzRl5zPp4M99sO8yfru1GZLBaU2qjoLScW99ey97sQqJC/Hn/vwYSGaJzJ1IbGmYs0gi4XAYfrE3jz4t2UVBagZcNZgxuw6yxHQjx972o165wunhtxQFeXLKHcqdB80Bf/mdyN67uGVNP1TdOpeVOZvxzLWtTThAWZOfjuweRFBl8/l8UacTq8v2tgCLi4bZn5vHEwm1sSs8FoHvrUP50bTd6xDav1/fZdTif2R9vZnumuVbMVd2j+ePkroQ30zpZv1RW4eLud9exdPdRgv18+PDXg+jWOtTqskQsp4Ai0gQUOip4YfEe3v4pBZcBzfx8eHhcR24elHDJ5tUod7p4+Yd9vLJ0HxUug/AgO3+6thvju0VfkvfzRE6XwYPzN/Llliz8fb341x0DGZAYZnVZIm5BAUWkETMMg2+3H2HOF9vJyisF4Koe0fxhYhdaNVD/hm2H8pj98WZ2HykAYHKvGOZM6trk15AxDIPHPtnK/OR0fL1tvDGjHyM6RlpdlojbUEARaaTSTxTz1Ofb+X5XNgDxYYH8cXJXS74EHRVO/u/7vby6bD8uA1oG+/HslO6M6tyqwWtxB4Zh8MzXO3ljZQpeNnj5pj5c2V0tSyKnUkARaWTKnS7eXJnCS9/vobTcha+3jbsvb8dvr0iyfLKvTem5zP54E/uPmkOaf9U3lt9P7EJowMV1zvU0//f9Xp5fvAeA567rwdT+cRZXJOJ+FFBEGpH1B3N47JMt7DlSCMDAxDD+dG03txoRUlru5PnFe3hj5QEMA6JD/Xn2uh4M79DS6tIuuWOFDl5csof3VqcB8PuJXbjzskSLqxJxTwooIo1AhdPF//2wj5d/2IvLgLAgO09c2Zkpfdx3srR1qSd46N+bST1eDMAj4ztyz/B2blvvxShyVPDGygO8seIARWVOAP57dAceHN3e4spE3JcCioiHSztezIMfbWRjWi4A1/ZuzR8mdvGIGUiLyyqY+/Uu3l19EIBfX96WxyZ0ajQhpdzpYv7aNF76fi/HCssAc2j3YxM6MSQpwuLqRNxbXb6/NZOsiBsxDIOFGw/xh8+2U+ioINjfh6ev6cbkXq2tLq3WAu0+/M813YgLC+CZr3fx+ooD5BSVMXdKd3w8eOVewzD4euth/vLtrqoWooTwQB4e15Eru0XjdYmGdos0VQooIm4ir6Sc//fpNr7YbE5T379NC16Y1ovYFoEWV3Zhfn15O5oH2vndgi38e30GeSXl/N+NvS3v1HshVu0/xp+/2cXmjDwAIprZeWBUe27oH4/dx3NDl4g7U0ARcQNrDhxn1sebOZRbgreXjZmj2nPvyKRLNuFaQ5naL47QAF/u/3Aj3+04wu1vJ/P6jL4EX+T0+w1lR2Y+f160i+V7jgIQaPfm15e35b+GtdVqxCKXmPqgiFio3OnipSV7+fuyfbgMc16Tl27oRe/4FlaXVq9W7T/Gr/+1nkJHBd1bhzLv9v5uPUV++oliXli8h4WbDmEY4ONlY/rAeH57RXtaBrtv3SLuTp1kRTxA6rEiHvxoE5tPrqHzq76xPDWpa6P9l/nWjDxufXstJ4rKaNsyiHfvHEjr5gFWl1VDTlEZLy/dx7s/H6TM6QJgYo9oHhrbkTYRQRZXJ+L5FFBE3JhhGPx7fQZPfb6d4jInIf4+PDOlOxN7NP7VgfcfLeSWN9eQmVdKdKg/7945kKTIZlaXxZH8Ut79+SDvrEqlwFEBwJB24fxuQqd6X3RRpClTQBFxU7nFZTyxcBtfbc0CYEBiGC9M6+V2LQmXUmZuCbe8tYb9R4toEejLO3cMsCwEbDuUx1s/pvDllkzKneZfhV2iQ/jdhE4Max/RaIZGi7gLBRQRN/Tz/uPM+ngTWXml+HjZmDW2A3df3s7jO8JeiBNFZdz29lq2ZOQRZPfmjRn9GmwOEafLYPGOI/zzpxTWppyo2t6/TQvuvCyRsV2iNGRY5BJRQBFxIwWl5by4ZC///CkFw4DEiCBenNaLnnHNrS7NUoWOCn79r3Ws2n8cu7cX/3djb8Z3i7qk7/dxcjrzVqWSdsKcx8THy8ZVPaK587JE3coRaQAKKCJuwOUyWLAhgz8v2s2xQgcA0/rF8YeruxDUSDvC1lVpuZMH52/k2+1H8LLBs1Pqf5G99BPFvLMqlY+S06v6lzQP9OWmAfHMGNyGqFD/en0/ETk7zSQrYrFN6bk8+fn2qhE6iRFB/GFiF0Z2irS2MDfj7+vNKzf14YmF2/hoXTqPLNhCbkkZv7683UW9rmEYrD+Yw1s/pvDt9sO4Tv4zrG3LIO4Ymsh1fWIJsHvehHEiTYkCikg9yi4o5blFu/nP+gwAguzePDCqPbcPTdSMo2fh4+3Fs9d1p3mQL68tP8AzX+/icJ6DYR0isAFeNhteNhs2G9hs5nMb4OVlw+wqYv6sPCblWBH//DGlatZXgGHtI7jjskSGt2+p/iUiHkK3eETqQVmFi3dWpfLS93spPHkb4bo+sTw6viORIbqFUFv/WL6fZ7/ZVS+vZffx4tperbnjskQ6RgXXy2uKyMXRLR6RBrRsdzZ//HIHB44WAdAjNpSnJnWlTyObDbYh/GZ4O6JD/fnXzwcpq3BhYOBygcswMAzM54b5nJM/K58bhnlrx9/uzeSerZk+KJ4IN56tVkTOTQFF5AKlHivi6a92sGRnNmAuIPfIuE78qm+sbiNchMm9WnvU6s0icmkooIjUUZGjgpeX7uOtlSmUOV34eNm4bUgbHhjdnhAPWQRPRMTdKaCI1JJhGHy2KZO53+zkSL45bHhY+wievLoLSZHq4yAiUp8UUERqYV3qCZ75eicb0nIBc9Xh30/swujOkZoOXUTkElBAETmH/UcLeW7RLr7dfgSAAF9vfntFEndeloi/r+bREBG5VBRQRM7gaIGDl77fw4dr03G6DLxsMK1/PP89ur2GDYuINAAFFJFTFDkqeHNlCq+v2E9RmROA0Z0jeXR8J9q3Uj8TEZGGooAiAlQ4XXy8LoMXluzhaIHZAbZnbCiPXdmZQW3DLa5ORKTpUUCRJs0wDJbszObZb3ay/+REa/FhgTwyviNXdY9WB1gREYvUaXGQV199lR49ehASEkJISAiDBw/mm2++qdpvGAZPPfUUMTExBAQEMGLECLZv317jNRwOB/fffz8REREEBQUxadIkMjIy6ufTiNTBxrQcpr22mrv+tY79R4toEejLk1d3Ycms4UzsEaNwIiJioToFlNjYWJ599lnWrVvHunXruOKKK5g8eXJVCHnuued4/vnnefnll0lOTiYqKooxY8ZQUFBQ9RozZ85k4cKFzJ8/nx9//JHCwkImTpyI0+ms308mchYHjxdx3/sbuPbvq1ibegI/Hy/uHdGO5Y+M1KJ+IiJu4qIXCwwLC+Mvf/kLd9xxBzExMcycOZNHH30UMFtLWrVqxZ///Gfuvvtu8vLyaNmyJe+++y7Tpk0DIDMzk7i4OL7++mvGjRtXq/fUYoFyIY4VOnj5h328v+Yg5U4Dmw1+1SeWWWM7EB0aYHV5IiKNXoMsFuh0Ovn3v/9NUVERgwcPJiUlhcOHDzN27NiqY/z8/Bg+fDirVq3i7rvvZv369ZSXl9c4JiYmhm7durFq1aqzBhSHw4HD4ajxAUVqq6C0nDdWpvDmygMUnxyZM6JjSx4d34nO0Qq4IiLuqM4BZevWrQwePJjS0lKaNWvGwoUL6dKlC6tWrQKgVatWNY5v1aoVBw8eBODw4cPY7XZatGhx2jGHDx8+63vOnTuXOXPm1LVUaeIcFU7eW53GK0v3caKoDDBH5jwyvhNDkyIsrk5ERM6lzgGlY8eObNq0idzcXBYsWMCtt97K8uXLq/b/smOhYRjn7Wx4vmMee+wxZs2aVfU8Pz+fuLi4upYuTYTTZbBw4yFeWLyHQ7klALRtGcTDYzsyvluUOr+KiHiAOgcUu91OUlISAP369SM5OZmXXnqpqt/J4cOHiY6Orjo+Ozu7qlUlKiqKsrIycnJyarSiZGdnM2TIkLO+p5+fH35+fnUtVZoYwzBYvOMIf/l2N3uzCwGICvFn5uj2/KpvLD7e6vwqIuIpLvpvbMMwcDgcJCYmEhUVxeLFi6v2lZWVsXz58qrw0bdvX3x9fWsck5WVxbZt284ZUETOZ82B41z36ip+/e569mYXEhrgy2MTOrHs4RHcMCBe4URExMPUqQXl8ccfZ8KECcTFxVFQUMD8+fNZtmwZixYtwmazMXPmTJ555hnat29P+/bteeaZZwgMDOSmm24CIDQ0lDvvvJPZs2cTHh5OWFgYDz30EN27d2f06NGX5ANK47YjM5+/fLuLpbuPAuDv68WdlyXy68vbERrga3F1IiJyoeoUUI4cOcItt9xCVlYWoaGh9OjRg0WLFjFmzBgAHnnkEUpKSrj33nvJyclh4MCBfPfddwQHV69h8sILL+Dj48PUqVMpKSlh1KhRzJs3D29vrQwrtZd2vJjnF+/ms82ZGAb4eNm4YUAcD1yhxfxERBqDi54HxQqaB6XpMAyDowUODhwrIvVYESnHi9ifXcTyPdmUO81L9+qeMcwe04E2EUEWVysiIufSIPOgiNSnnKKy6hByMoiknnxeuarwL13eoSWPjOtIt9ahDVytiIhcagoo0uAKHRV8tukQ61JzqkJJXkn5WY/3skFsi0DaRATRNiKINuGB9IxrTu/4Fmf9HRER8WwKKNJg9mUX8O7PB1mw4RCFjorT9keH+pMYEUSbiCASw4Oq/hwfFqj1cUREmhgFFLmkKpwuluzM5l8/p7Jq//Gq7W0jgrimd2vaRzajTUQQbcKDCLCro7SIiJgUUOSSOFboYP7aND5Yk0ZmXilg3qoZ1bkVMwYnMLRdBF5emtFVRETOTAFF6o1hGGxIy+Xdn1P5amtW1SibsCA70/rHMX1gPLEtAi2uUkREPIECily0kjInX2zO5J2fU9meWb3SdM+45tw6OIEru0fj76vbNyIiUnsKKHLBDh4v4r3VB/l4XUbVKBy7jxeTesYwY3ACPWKbW1ugiIh4LAUUqROny2DZ7mzeXX2Q5XuOUjnNX2yLAG4elMDUfnGEBdmtLVJERDyeAorUyvFCBx+vy+D9NQfJyCmp2n55h5bMGJTAyE6ReKvTq4iI1BMFFDkrwzDYmJ7Luz8f5KstWZQ5XQCEBvgytV8s0wcmaHp5ERG5JBRQ5DQlZU4+23SId1cfrNHptXvrUG4ZnMCknjHq9CoiIpeUAopUOXC0kPdWp/Gf9enkl5ozvVZ2er1lUAI945pbW6CIiDQZCihNXIXTxfe7snlv9UFW7j1WtT0+LJCbB8Vzfd84WqjTq4iINDAFlCZsY1oOsz/ezIFjRQDYbDCqUyQ3D0rg8vYtNdOriIhYRgGlCSp3unj5h328vHQfTpdRNdPrTQPiiQvTTK8iImI9BZQmZv/RQmZ9tInNGXkATO4Vwx8ndSM00NfiykRERKopoDQRhmHw3po0/vTVDkrLXYT4+/D0td2Z1DPG6tJEREROo4DSBGTnl/LIgi0s230UgKFJ4fzv9T2JDg2wuDIREZEzU0Bp5BZty+KxT7aSU1yO3ceL343vxG1D2qgDrIiIuDUFlEaqoLScOV/s4D/rMwDoEh3CSzf0on2rYIsrExEROT8FlEZobcoJZn28iYycEmw2uGd4O2aO7oDdx8vq0kRERGpFAaUeZeeXEujnQzM/a05rWYWLF5bs4R/L92MY5grDL0zrRf82YZbUIyIicqEUUC5CWYWLdaknWLo7m2W7j7I3u5AAX29uGhjPXcPaEhXq32C17DlSwMz5m9iRZa6dc33fWP5wdReC/TV8WEREPI/NMAzD6iLqKj8/n9DQUPLy8ggJCWnQ987MLWHZ7qMs3Z3Nqn3HKCpznvE4u7cX1/WN5TfD25IQfulW/D1W6OCj5HRe+n4vZRUuWgT6MndKd8Z3i75k7ykiInIh6vL9rRaU8yh3uliXmsOyPdks23WU3UcKauyPaObHiI4tGdkxksuSItickcvLS/exNuUEH65N46PkNCb1jOGeEUl0jKqfDqql5U5+2JXNgvUZLNtzFKfLzJgjOrbkuV/1IDK44VpuRERELgW1oJzB4bxSlu/JZumuo/y07xgFjoqqfV426B3fghEdWjKyUyRdokPOOGQ3OfUEryzdVzX3CMDYLq24b2TSBa0KbBgGG9JyWbAhgy83Z1atNgzQM645twxK4Lo+rbHZNHxYRETcU12+vxVQTrE1I4+H/7OZXYdrtpKEB9kZ3qElIzpFcnn7CJoH1n51322H8vj7sn18s+0wlWd6WPsI7h2RxKC2YecNFOknivl04yE+2XiIlJOL+gFEh/pzbe/WTOnTmqRIDR0WERH3p4BygY7klzLwme+x2aBnbHNGdoxkRMeWdG8detETm+3LLuDvy/bz2abMqlsyfRNacN/IdozsGFkjqBSUlvPNtsMsWJ/BmpQTVdsD7d6M7xbFdX1iGdQ2HG9NtiYiIh5EAeUiLNlxhN7xzQlv5levr1sp/UQxr63Yz8frMiircAHQOTqE+0a2I8TflwUbMvh2+2FKy819NhsMaRfOlN6xjO8WRZBFQ5hFREQulgKKB8jOL+XNH1N4b/VBis8wEqhtyyCu6xPLNb1b07q51swRERHPp4DiQXKKypi3KpV3fk4FYFLPGKb0iaVnbKg6vIqISKOigOKBDMPAMNAifiIi0mhpHhQPZLPZUIOJiIiISavHiYiIiNtRQBERERG3o4AiIiIibkcBRURERNyOR3aSrRx4lJ+fb3ElIiIiUluV39u1GUDskQGloMBcKycuLs7iSkRERKSuCgoKCA0NPecxHjkPisvlIjMzk+Dg4HqfzCw/P5+4uDjS09MbzRwrl4rOVe3pXNWezlXt6VzVjc5X7V2qc2UYBgUFBcTExODlde5eJh7ZguLl5UVsbOwlfY+QkBBdwLWkc1V7Ole1p3NVezpXdaPzVXuX4lydr+WkkjrJioiIiNtRQBERERG3o4DyC35+fjz55JP4+flZXYrb07mqPZ2r2tO5qj2dq7rR+ao9dzhXHtlJVkRERBo3taCIiIiI21FAEREREbejgCIiIiJuRwFFRERE3I4CioiIiLgdBRQRERFxOwooIiIi4nYUUERERMTtKKCIiIiI21FAEREREbejgCIiIiJuRwFFRERE3I4CioiIiLgdBRQRERFxOwooIiIi4nYUUERERMTtKKCIiIiI21FAEREREbejgCIiIiJuRwFFRERE3I4CioiIiLgdBRQRERFxOwooIiIi4nYUUERERMTtKKCIiIiI2/GxuoAL4XK5yMzMJDg4GJvNZnU5IiIiUguGYVBQUEBMTAxeXuduI/HIgJKZmUlcXJzVZYiIiMgFSE9PJzY29pzHeGRACQ4OBswPGBISYnE1IiIiUhv5+fnExcVVfY+fi0cGlMrbOiEhIQooIiIiHqY23TPUSVZERETcjgKKiIiIuB0FFBEREXE7HtkH5ZJKWQGt+4E90OpKRESkAbhcLsrKyqwuo9Gw2+3nHUJcGwoopyo4Au9dB/Zm0P+/zEdwK6urEhGRS6SsrIyUlBRcLpfVpTQaXl5eJCYmYrfbL+p1FFBOlZMKwVGQmwYrnoOfXoQeU2HQfdCqi9XViYhIPTIMg6ysLLy9vYmLi6uXf/U3dZUTqWZlZREfH39Rk6kqoJwqfiDcvxF2fQk/vwwZybDxPfPRbhQMvg/aXQGavVZExONVVFRQXFxMTEwMgYG6rV9fWrZsSWZmJhUVFfj6+l7w6ygu/pK3D3S9Bv5rCdy5GLpMBpsX7P8e3psCrw4xA0uFw+pKRUTkIjidToCLvhUhNVWez8rze6EUUM4lbgBM/RfcvwEG3mP2TcneAZ/dBy90g+V/gaLjVlcpIiIXQWu61a/6Op8KKLURlggTnoX/3g5j/gghraEoG5Y+DS90hS//G47ttbpKERGRRkMBpS4CmsPQB+HBzTDlTYjuCRUlsO6f8HI/+OAGSFkJhmF1pSIi0gTddtttXHPNNVaXUS8UUC6Ety/0uB5+vRxu+wo6XgnYYM838M5EeG0YbPpA/VREREQukALKxbDZoM1lcOOH8Nt10O9O8A2Ew1vh03vM2z/LnoXCbKsrFRER8SgKKPUlIgkmPm/2Uxk952Q/laOwbK4ZVD691wwuIiIiF+k///kP3bt3JyAggPDwcEaPHk1RUdFpxzkcDh544AEiIyPx9/fnsssuIzk5uWr/smXLsNlsfPXVV/Ts2RN/f38GDhzI1q01v69WrVrF5ZdfTkBAAHFxcTzwwANnfL/6pIBS3wLD4LKZZj+VX70Nsf3BWQab3od/XAbzJsKur8F1ccOvRESknhkGlBVZ86hD38WsrCxuvPFG7rjjDnbu3MmyZcuYMmUKxhle45FHHmHBggW88847bNiwgaSkJMaNG8eJEydqHPfwww/zv//7vyQnJxMZGcmkSZMoLy8HYOvWrYwbN44pU6awZcsWPvroI3788Ud++9vfXtz5Pg+bcaZP5Oby8/MJDQ0lLy+PkJAQq8s5v/RkWPMqbP8UjJPBpEUiDPwN9J4OfsGWlici0hSVlpaSkpJCYmIi/v7+ZlB4JsaaYh7PBHtQrQ7dsGEDffv2JTU1lYSEhBr7brvtNnJzc/n0008pKiqiRYsWzJs3j5tuugmA8vJy2rRpw8yZM3n44YdZtmwZI0eOZP78+UybNg2AEydOEBsby7x585g6dSozZswgICCA1157rep9fvzxR4YPH05RUZF57k5x2nk9RV2+v9WC0hDi+sOv/gkzt8DQmeDfHHJSYNGj8HwXWPS4Oc2+iIjIefTs2ZNRo0bRvXt3rr/+et544w1ycnJOO27//v2Ul5czdOjQqm2+vr4MGDCAnTt31jh28ODBVX8OCwujY8eOVcesX7+eefPm0axZs6rHuHHjcLlcpKSkXKJPqanuG1ZoLIyZA8Mfgc3zYc0/4NgeWP2K2cLS8UqzVaXNZZpOX0SkofkGmi0ZVr13LXl7e7N48WJWrVrFd999x9/+9jeeeOIJ1qxZU+O4yhskv5w4zTCMWk2mVnmMy+Xi7rvv5oEHHjjtmPj4+FrXXVcKKFawB0H/O6Hv7bD/B1j9d3Mq/V1fmo/IrjDwbuh+Pdi1PoSISIOw2Wp9m8VqNpuNoUOHMnToUP7whz+QkJDAwoULaxyTlJSE3W7nxx9/rHGLZ926dcycObPGsatXr64KGzk5OezZs4dOnToB0KdPH7Zv305SUtKl/2CnUECxkpcXtB9tPrJ3wdrXYfOHkL0dvngAljwJfW6F/v8FzeOsrlZERNzAmjVr+P777xk7diyRkZGsWbOGo0eP0rlzZ7Zs2VJ1XFBQEPfccw8PP/wwYWFhxMfH89xzz1FcXMydd95Z4zX/+Mc/Eh4eTqtWrXjiiSeIiIiomvDt0UcfZdCgQdx3333cddddBAUFsXPnThYvXszf/va3S/Y5FVDcRWQnc5jyqN/DxvfNsJJ7EH56EVb9H3SaaN7+SRii2z8iIk1YSEgIK1as4MUXXyQ/P5+EhAT++te/MmHCBD766KMaxz777LO4XC5uueUWCgoK6NevH99++y0tWrQ47bgHH3yQvXv30rNnTz7//POqRf969OjB8uXLeeKJJxg2bBiGYdCuXbuqTrWXikbxuCuXE/Z8a/ZTSVlevb1Vt+rbP74B1tUnIuLhzjXapKmoHMWTk5ND8+bN6+U1NYqnsfPyhk5Xwq2fwz0/m/1VfALgyDb4/H54vjMseQryMqyuVEREpN4poHiCVl3g6hdh1g4Y8z8QGg8lOfDjC/BiD/h4BqT+pEUKRUSk0VBA8SSBYTD0AXhwE0x7H9oMMyd+2/EZzLsSXh0K6942JxsSERE5jxEjRmAYRr3d3qlPCiieyMsbOk+E276Ee1aZI318AszRP1/OhL92Nid/O77f6kpFREQuiAKKp2vVFSb9H8zeCeOeMafQd+SZk7/9rQ+8d53Z2VZr/4iIiAexLKAcOnSIm2++mfDwcAIDA+nVqxfr16+3qhzPF9ACBt8H92+A6f+B9uMAG+xbAh9MNcPKT/8HxSfO+1IiIk2JBw5mdWv1dT4tmQclJyeHoUOHMnLkSL755hsiIyPZv3+/W94D8zheXtB+jPk4cQCS34KN75pr/Sz+PSz9kzlEecBdEN3T6mpFRCzj6+uLzWbj6NGjtGzZslbTv8u5GYbB0aNHsdls+Pr6XtRrWTIPyu9+9zt++uknVq5ceUG/3yTmQalPZcWw7T+w5nU4srV6e9xAGPBr6DwJfOzW1SciYpHCwkIyMjLUilKPbDYbsbGxNGvW7LR9dfn+tiSgdOnShXHjxpGRkcHy5ctp3bo19957L3fdddcZj3c4HDgcjqrn+fn5xMXFKaDUlWFA+hpzltodn4GrwtweFAl9ZkDf2zSlvog0OU6nk/LycqvLaDR8fX3x9vY+4z63DyiVM8vNmjWL66+/nrVr1zJz5kxee+01ZsyYcdrxTz31FHPmzDltuwLKRSg4DOvfgfVvQ0GWuc3mBR3GmwsZtr3CvF0kIiJST9w+oNjtdvr168eqVauqtj3wwAMkJyfz888/n3a8WlAuIWc57P4akt+ElBXV21skQr87oPfN5vwrIiIiF8ntp7qPjo6mS5cuNbZ17tyZtLS0Mx7v5+dHSEhIjYfUE29f6DIZbv0C7kuGgfeAXyjkpJidav/aCRb+BjLWaaZaERFpMJYElKFDh7J79+4a2/bs2UNCQoIV5Uillh1gwrPmnCqT/gZRPcDpgM0fwpuj4LXLzdtCmqlWREQuMUtu8SQnJzNkyBDmzJnD1KlTWbt2LXfddRevv/4606dPP+/vaxRPAzEMOLTeHKq8bYEZVsBsYel1I/S70ww1IiIiteD2fVAAvvzySx577DH27t1LYmIis2bNOusonl9SQLFA8QnY+B6s+6d5+6dSm2HQ73bodLWGKouIyDl5REC5GAooFnK54MAPkPxP2PMNGC5ze1BL6DXdHKoclmhpiSIi4p4UUKRh5KbDhn+Zj8LD1dvbXQF9b4eOE8xOuCIiIiigSENzlsOeRbDubdj/ffX2ZlHQ5xZztWVNACci0uQpoIh1TqTAhndgw7tQfMzcZvOCpDHmvCrtx4DXmWcYFBGRxk0BRaxXUQa7vjQ71aaesuZSSCz0vRV63wIh0dbVJyIiDU4BRdzLsX3mlPqb3oeSHHObzdvso9L3NrPPilpVREQaPQUUcU/lpeYihevfhrRTljQIjTNbVHrfDKGtratPREQuKQUUcX/ZO81ZaTd/CKW55jabF7Qfa3aqbT8WvH0sLVFEROqXAop4jvIS2PkFrJ8HB3+q3h4cbbao9L4FWmgJBBGRxkABRTzTsb3mCKBNH0Dx8ZMbbSfnVbkVOl6peVVERDyYAop4tgoH7PrKDCsHllVvD4qEXjdBnxkQ3s6y8kRE5MIooEjjceKAOafKpveh8Ej19sTLofcM6Hw1+PpbV5+IiNSaAoo0PpWz1a5/B/YtAU5etv7NocdUs1UlqruVFYqIyHkooEjjlptm9lPZ+B7kpVdvj+5lTq3f7VcQ0Nyq6kRE5CwUUKRpcDnNPiob/mX2WXGVm9t9AqDLZDOsJAwFm83SMkVExKSAIk1P0XHY8pEZVo7urN4e1s4crtzrJgiOsq4+ERFRQJEmzDDg0HozqGxbAGWF5nabN3QYZ86rokngREQsoYAiAuAohB2fmmElfU319matoOcN0OtmaNnBsvJERJoaBRSRXzq62wwqm+dD8bHq7bEDoPd06DoF/HUtiYhcSgooImdTUQZ7v4WN78Pe78BwmtsrO9b2ng4Jl4GXl7V1iog0QgooIrVRcAS2zDfDyrHd1dubJ0Cv6dDrRmgeb119IiKNjAKKSF0YBmSsg03vwbZPwJF/cocN2g43+6p0ngi+AZaWKSLi6RRQRC5UWbG5uvKm9yBlRfV2v1Dofp0ZVlr30dwqIiIXQAFFpD7kpMKmD81Za/PSqrdHdDRv//SYBiExlpUnIuJpFFBE6pPLBakrzL4qO7+AihJzu80L2o40J4HrdJVuAYmInIcCisilUppvzq2y6QNI+7l6u18odLsWet4EcQN0C0hE5AwUUEQawvH95rwqm+fXvAUU1u7kLaAboHmcdfWJiLgZBRSRhuRywcEfzf4qOz6D8qKTO2yQeLl5C6jz1WAPsrRMERGrKaCIWMVRCDs/N28Bpa6s3m5vBl2uMafYTxiqieBEpElSQBFxBzkHzRWWN30AOSnV20PjoMdU8xaQ1gISkSZEAUXEnRgGpK2GzR/C9k/BkVe9L6aP2arS7ToIirCsRBGRhqCAIuKuykthzzdmx9p9S8BVYW738oGkMWZY6TAefP2trVNE5BJQQBHxBIVHYdsCcz2gzI3V2yuHLPe4AeIHaciyiDQaCiginubobrNVZcvHkJ9Rvb1FG3PG2h7TILydZeWJiNQHBRQRT1U5ZHnzfHPIcllh9b7Y/tB9KnSbov4qIuKRFFBEGoOyYtj1lXkLaP8PYLjM7TZvSBptjgTqeCXYA62tU0SklhRQRBqbgiOw/RNz2PKp/VXszcxJ4LpfD4nDwdvHuhpFRM5DAUWkMTu21+yrsuUjyD1Yvb1ZK+j2K+hxPUT3UudaEXE7CigiTYFhQEayGVS2fQIlJ6r3RXQwbwF1v97saCsi4gYUUESamooys5/Klo9g99dQUVq9L26gGVS6XqvOtSJiKQUUkaasNB92fWmGlZQVNTvXthtphpVOV4FfsLV1ikiTo4AiIqb8LLNz7dZ/1+xc6+MPHSeYYSVpNPj4WVejiDQZdfn+tmRJ1aeeegqbzVbjERUVZUUpIo1bSDQMvg9+vQzu3wAjHofwJPMW0PaFMP8m+N/28Nlv4cBycDmtrlhEBADLxiR27dqVJUuWVD339va2qhSRpiG8HYx4FIY/AlmbzVaVbZ9AQSZsfNd8NIsyFy7sfp25kKFGAomIRSwLKD4+Pmo1EbGCzQYxvczHmP+BtFVmWNn+KRQehtWvmI+wtuYtoG7XQcuOFhctIk2NJbd4APbu3UtMTAyJiYnccMMNHDhw4KzHOhwO8vPzazxEpB54eUGby+Dql+ChvXDjfDOQ+ATAiQOw/M/wygB4dSis/CucSLG6YhFpIizpJPvNN99QXFxMhw4dOHLkCE8//TS7du1i+/bthIeHn3b8U089xZw5c07brk6yIpeIo9AcrrxtAexbAq6K6n2t+5khpus1EBJjWYki4nk8bhRPUVER7dq145FHHmHWrFmn7Xc4HDgcjqrn+fn5xMXFKaCINITiE7DzCzOspK6sHraMDRKGmosXdpmsOVZE5Lw8LqAAjBkzhqSkJF599dXzHqthxiIWKThirrK8bQGkr67ebvOGtiPMlpVOV0FAc6sqFBE3Vpfvb7dYWczhcLBz506GDRtmdSkici7BrWDgr81Hbro5VHnbAsjaBPu/Nx9f2iFpjNmy0mE8+DWzumoR8UCWtKA89NBDXH311cTHx5Odnc3TTz/N8uXL2bp1KwkJCef9fbWgiLiZ4/vNIcvb/gNHd1Vv9wmADmPNafbbjwV7kHU1iojl3L4FJSMjgxtvvJFjx47RsmVLBg0axOrVq2sVTkTEDYW3g+EPm48jO8ygsu0TyEkxbwnt+Ax8A80Wla7XQvsx4BtgddUi4sbcpg9KXagFRcQDGIY5Idz2heYj92D1PnszM6x0mwLtRoGvv3V1ikiD8chOsnWhgCLiYQwDMjecDCufQl569T57MHS6ErpOMRcz1LpAIo2WAoqIuC/DgEPrq1tW8g9V7/MLNUcBdb3WHBXkY7esTBGpfwooIuIZXC7ISDaDyo5PoSCrep9/KHS8ypxjRS0rIo2CAoqIeB6Xy5xbZftCs1Nt4ZHqfX4h0HECdLkG2l2hPisiHkoBRUQ8m8sJ6WvM/io7P6/ZsmIPho7jzZaVpNEaDSTiQRRQRKTxcLkgY231cOVT+6z4BkGHcea6QEljwB5oWZkicn4KKCLSOLlcZgfbHZ+aYeXU0UC+geZkcF0mmz81g62I21FAEZHGzzDg0AbYcbLPSm5a9T4ff3N+lS6TzPlWtDaQiFtQQBGRpsUwzPWAtn9qhpWclOp9Xr7Qdjh0nmQOYdaqyyKWUUARkabLMODINtjxudnB9tS1gWxekDDUDCudJ0JIjHV1ijRBCigiIpWO7jGDys7Pzan3TxU7wLwN1PlqaNHGkvJEmhIFFBGRM8lJhZ1fmK0rGWtr7ovuaQaVzpOgZUdLyhNp7BRQRETOJz8Tdn5ptqwc/AkMV/W+8PYnw8pEiOkDNpt1dYo0IgooIiJ1UXQMdn1ltq4cWAau8up9Ia3NzrWdJpr9V7x9LCtTxNMpoIiIXKjSPNi72AwrexdDeVH1voAwc8r9ThPN9YE0i61InSigiIjUh/JSs0Vl1xew+xsoPl69zzcIkkaZfVY6jDUXNxSRc1JAERGpb84KSPsZdn1p9l3Jz6je5+ULiZebt4I6Xgkh0dbVKeLGFFBERC6lyonhdn5pBpZT51oBaN33ZFi5yhwRpE62IoACiohIwzq2z7wNtOvr04cvh7WDTlea/VZi+4OXtzU1irgBBRQREasUHDb7q+z+2uy/4iyr3hcYcbKT7VXQdoQ62UqTo4AiIuIOHAWw73tzCPOeb8GRV73PN9DsZNvxKugwDgLDrKtTpIEooIiIuBtnuTkh3K6vzFtBp3aytXlD/GCzdaXjBAhvZ12dIpeQAoqIiDszDHNdoF1fmbeCjmyruT+i48mwciXE9lO/FWk0FFBERDxJTirsXmSGlYM/gauiel9gBHQYbwaWdiPBHmRZmSIXSwFFRMRTleTCviVmR9u9i2v2W/H2MzvXdpxghhbNtyIeRgFFRKQxcJbDwVXVo4JyD9bcH9PHvA3UcTy06qb5VsTtKaCIiDQ2hmFOCLf7azOwZKwDTvnrOyTWHA3UYbw5q62vv2WlipyNAoqISGNXcAT2fmuGlf1LoaKkep9voHkrqMM4aD9Ot4LEbSigiIg0JeUlkLIS9iwy51s5dQgzQHSvk/1Wxpl/1q0gsYgCiohIU2UY5rDlPYvMkUGH1lPjVlBwNLQfa94KajsC7IFWVSpNkAKKiIiYCrNh73dmYNm/FMoKq/f5+EObYSdvBY2BFm0sK1OaBgUUERE5XYUDUn80bwPt+QZy02ruj+gIHcaa/VbiB4G3rzV1SqOlgCIiIudWOSpoz7dmC0vaajCc1fv9Qs2J4TqMg6Qx0KyldbVKo6GAIiIidVOSA/t/MCeH27sYio+dstMGrfuYLSvtx5gdbb28rKpUPJgCioiIXDiXEzI3nmxd+dZcN+hUzVqZrSrtx5itLP6h1tQpHkcBRURE6k9+FuxbbAaWA8tqdrT18oG4gWZYSRoDrbpqGLOclQKKiIhcGhUOSPsZ9nxnhpZje2ruD46B9qPNsNJ2BPjr72ippoAiIiINIye1ut9KyoqaM9p6+UD8YEgabc69EtlZrStNnAKKiIg0vPJSOPiTGVb2LYbj+2ruD2ldHVYSL1frShOkgCIiItY7cQD2LjGHMaeuhIrS6n1ePhA3CJJGmaElqrtaV5oAjwooc+fO5fHHH+fBBx/kxRdfrNXvKKCIiHiY8hJI/ckMK/sWm+HlVM1aQbtRZmBpdwUEhllTp1xSdfn+9mmgms4oOTmZ119/nR49elhZhoiIXGq+AWbn2fajzefH95vzruz73uy7UngENn9gPrBB677VrSut+4KXt6XlS8OzLKAUFhYyffp03njjDZ5++mmryhARESuEtzMfA+46OTJoNexbYgaW7O1waJ35WP5n8G9uzreSNNpsZQmJtrp6aQCW3eK59dZbCQsL44UXXmDEiBH06tVLt3hERATyM82gsm8JHFgKpXk190d2PRlYRpmjhHwDrKlT6sztb/HMnz+fDRs2kJycXKvjHQ4HDoej6nl+fv6lKk1ERKwWEgN9bjEfzgrI3HCydWUJHNpgtrBkb4efXzZXZE4YavZbSRoFLTups20j0eABJT09nQcffJDvvvsOf3//Wv3O3LlzmTNnziWuTERE3I63D8QNMB8jH4ei42aryv6lsP97KMgyf+7/Hr57wpwort0VZgtL25EQFG71J5AL1OC3eD799FOuvfZavL2rOzw5nU5sNhteXl44HI4a++DMLShxcXG6xSMi0pRVrsi873uzw+3Bn2oOZcYGMb1OBpZRENsffOxWVSu4+TDjgoICDh48WGPb7bffTqdOnXj00Ufp1q3beV9DfVBEROQ05SXmNPz7vjdbWLK319xvbwZthlW3rkS01+2gBubWfVCCg4NPCyFBQUGEh4fXKpyIiIickW/AydaSK8zn+Vnm7aB935s/i4/Dnm/MB5gz27YdeTKwjICgCMtKl9NZOg+KiIjIJRMSDb1uMh8uFxzebLasHFhqDmvOPwSb3jMfYM5m2+4KM7TEDwbf2vWTlEvD8plkL4Ru8YiIyEUpK4a0VScDyzI4sq3mfh9/M6RU3g5q1Q28vCwptTFx6z4o9UEBRURE6lVhthlUKltYCrJq7g9qCYnDoe1w83ZQ83grqvR4CigiIiIXyjDg6O7q4cypP0J5Uc1jwtqeDCwjzJWZtXZQrSigiIiI1JeKMshIhpTlZitLxjownKccYIPoHmZYaTtCs9uegwKKiIjIpVKab865cuBkYDm6s+Z+bz9zYrm2I8z+KzG9tNjhSQooIiIiDaXgsLki84Fl5iP/UM39fqHQ5jLzVlDb4U16On4FFBERESsYBhzfVx1WUlaC4xeLHQZFmmGl8hGWaEWlllBAERERcQcuJ2RuMvuvpKww51+pKKl5TPP4k2FluPkzOMqSUhuCAoqIiIg7qnCc7HC7wuzDcmgduCpqHhPRsfp2UMLQRjVCSAFFRETEEzgKzVaVlGVmaMnaApz6tXxyhFCbYWZoiR8M/p77vaeAIiIi4omKT5jzrqSsMG8LHdtTc7/N2xwV1GYYJA6DuEHg18ySUi+EAoqIiEhjkJ9lBpbUFWaH25yUmvu9fKB131MCy0C3noNFAUVERKQxyk0/GVhWmoElL63mfm87xPavDiyx/cHHz5paz0ABRUREpCnISTWDSmVgKcisud/H/2Rgucx8tO5n6SrNCigiIiJNjWHAiQNm/5XKwFKUXfMYb7+agSW2f4MGFgUUERGRpq5y0rjUlSdvC/0IhUdqHuPtB7H9fhFYLl0fFgUUERERqckw4Pj+XwSWwzWP8babt4EqA0ubYeDlVW8lKKCIiIjIuVXeEkpdCak/mYHl1D4sQZHw0J56XTeoLt/fPvX2riIiIuI5bDYIb2c++t5WHVgOngwr/s0tXdRQAUVERERqBpY+M6yuhvq7sSQiIiJSTxRQRERExO0ooIiIiIjbUUARERERt+ORnWQrR0bn5+dbXImIiIjUVuX3dm1mOPHIgFJQUABAXFycxZWIiIhIXRUUFBAaGnrOYzxyojaXy0VmZibBwcHY6nmMdn5+PnFxcaSnp2sSuPPQuao9nava07mqPZ2rutH5qr1Lda4Mw6CgoICYmBi8zjNDrUe2oHh5eREbG3tJ3yMkJEQXcC3pXNWezlXt6VzVns5V3eh81d6lOFfnazmppE6yIiIi4nYUUERERMTtKKD8gp+fH08++SR+fn5Wl+L2dK5qT+eq9nSuak/nqm50vmrPHc6VR3aSFRERkcZNLSgiIiLidhRQRERExO0ooIiIiIjbUUARERERt6OAcoq///3vJCYm4u/vT9++fVm5cqXVJbmlp556CpvNVuMRFRVldVluYcWKFVx99dXExMRgs9n49NNPa+w3DIOnnnqKmJgYAgICGDFiBNu3b7emWIud71zddtttp11ngwYNsqZYi82dO5f+/fsTHBxMZGQk11xzDbt3765xjK4tU23Ola4t06uvvkqPHj2qJmMbPHgw33zzTdV+q68pBZSTPvroI2bOnMkTTzzBxo0bGTZsGBMmTCAtLc3q0txS165dycrKqnps3brV6pLcQlFRET179uTll18+4/7nnnuO559/npdffpnk5GSioqIYM2ZM1fpSTcn5zhXA+PHja1xnX3/9dQNW6D6WL1/Offfdx+rVq1m8eDEVFRWMHTuWoqKiqmN0bZlqc65A1xZAbGwszz77LOvWrWPdunVcccUVTJ48uSqEWH5NGWIYhmEMGDDA+M1vflNjW6dOnYzf/e53FlXkvp588kmjZ8+eVpfh9gBj4cKFVc9dLpcRFRVlPPvss1XbSktLjdDQUOMf//iHBRW6j1+eK8MwjFtvvdWYPHmyJfW4u+zsbAMwli9fbhiGrq1z+eW5MgxdW+fSokUL480333SLa0otKEBZWRnr169n7NixNbaPHTuWVatWWVSVe9u7dy8xMTEkJiZyww03cODAAatLcnspKSkcPny4xnXm5+fH8OHDdZ2dxbJly4iMjKRDhw7cddddZGdnW12SW8jLywMgLCwM0LV1Lr88V5V0bdXkdDqZP38+RUVFDB482C2uKQUU4NixYzidTlq1alVje6tWrTh8+LBFVbmvgQMH8q9//Ytvv/2WN954g8OHDzNkyBCOHz9udWlurfJa0nVWOxMmTOD999/nhx9+4K9//SvJyclcccUVOBwOq0uzlGEYzJo1i8suu4xu3boBurbO5kznCnRtnWrr1q00a9YMPz8/fvOb37Bw4UK6dOniFteUR65mfKnYbLYazw3DOG2bmP9zV+revTuDBw+mXbt2vPPOO8yaNcvCyjyDrrPamTZtWtWfu3XrRr9+/UhISOCrr75iypQpFlZmrd/+9rds2bKFH3/88bR9urZqOtu50rVVrWPHjmzatInc3FwWLFjArbfeyvLly6v2W3lNqQUFiIiIwNvb+7RUmJ2dfVp6lNMFBQXRvXt39u7da3Upbq1ypJOuswsTHR1NQkJCk77O7r//fj7//HOWLl1KbGxs1XZdW6c727k6k6Z8bdntdpKSkujXrx9z586lZ8+evPTSS25xTSmgYP4H6tu3L4sXL66xffHixQwZMsSiqjyHw+Fg586dREdHW12KW0tMTCQqKqrGdVZWVsby5ct1ndXC8ePHSU9Pb5LXmWEY/Pa3v+WTTz7hhx9+IDExscZ+XVvVzneuzqQpX1u/ZBgGDofDPa6pBumK6wHmz59v+Pr6Gm+99ZaxY8cOY+bMmUZQUJCRmppqdWluZ/bs2cayZcuMAwcOGKtXrzYmTpxoBAcH61wZhlFQUGBs3LjR2LhxowEYzz//vLFx40bj4MGDhmEYxrPPPmuEhoYan3zyibF161bjxhtvNKKjo438/HyLK2945zpXBQUFxuzZs41Vq1YZKSkpxtKlS43BgwcbrVu3bpLn6p577jFCQ0ONZcuWGVlZWVWP4uLiqmN0bZnOd650bVV77LHHjBUrVhgpKSnGli1bjMcff9zw8vIyvvvuO8MwrL+mFFBO8corrxgJCQmG3W43+vTpU2NYmlSbNm2aER0dbfj6+hoxMTHGlClTjO3bt1tdlltYunSpAZz2uPXWWw3DMIeDPvnkk0ZUVJTh5+dnXH755cbWrVutLdoi5zpXxcXFxtixY42WLVsavr6+Rnx8vHHrrbcaaWlpVpdtiTOdJ8B4++23q47RtWU637nStVXtjjvuqPrOa9mypTFq1KiqcGIY1l9TNsMwjIZpqxERERGpHfVBEREREbejgCIiIiJuRwFFRERE3I4CioiIiLgdBRQRERFxOwooIiIi4nYUUERERMTtKKCIiIiI21FAEREREbejgCIiIiJuRwFFRERE3I4CioiIiLid/w+coNz5ETxcwQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 7.4: Level and slope components for Holt’s linear trend method and the additive damped trend method.\n"
     ]
    }
   ],
   "source": [
    "for fit in [fit2, fit4]:\n",
    "    pd.DataFrame(np.c_[fit.level, fit.trend]).rename(\n",
    "        columns={0: \"level\", 1: \"slope\"}\n",
    "    ).plot(subplots=True)\n",
    "plt.show()\n",
    "print(\n",
    "    \"Figure 7.4: Level and slope components for Holt’s linear trend method and the additive damped trend method.\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparison\n",
    "Here we plot a comparison Simple Exponential Smoothing and Holt's Methods for various additive, exponential and damped combinations. All of the models parameters will be optimized by statsmodels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-07T12:39:18.038995Z",
     "start_time": "2017-12-07T12:39:17.108323Z"
    },
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 7.5: Forecasting livestock, sheep in Asia: comparing forecasting performance of non-seasonal methods.\n"
     ]
    }
   ],
   "source": [
    "fit1 = SimpleExpSmoothing(livestock2, initialization_method=\"estimated\").fit()\n",
    "fcast1 = fit1.forecast(9).rename(\"SES\")\n",
    "fit2 = Holt(livestock2, initialization_method=\"estimated\").fit()\n",
    "fcast2 = fit2.forecast(9).rename(\"Holt's\")\n",
    "fit3 = Holt(livestock2, exponential=True, initialization_method=\"estimated\").fit()\n",
    "fcast3 = fit3.forecast(9).rename(\"Exponential\")\n",
    "fit4 = Holt(livestock2, damped_trend=True, initialization_method=\"estimated\").fit(\n",
    "    damping_trend=0.98\n",
    ")\n",
    "fcast4 = fit4.forecast(9).rename(\"Additive Damped\")\n",
    "fit5 = Holt(\n",
    "    livestock2, exponential=True, damped_trend=True, initialization_method=\"estimated\"\n",
    ").fit()\n",
    "fcast5 = fit5.forecast(9).rename(\"Multiplicative Damped\")\n",
    "\n",
    "ax = livestock2.plot(color=\"black\", marker=\"o\", figsize=(12, 8))\n",
    "livestock3.plot(ax=ax, color=\"black\", marker=\"o\", legend=False)\n",
    "fcast1.plot(ax=ax, color=\"red\", legend=True)\n",
    "fcast2.plot(ax=ax, color=\"green\", legend=True)\n",
    "fcast3.plot(ax=ax, color=\"blue\", legend=True)\n",
    "fcast4.plot(ax=ax, color=\"cyan\", legend=True)\n",
    "fcast5.plot(ax=ax, color=\"magenta\", legend=True)\n",
    "ax.set_ylabel(\"Livestock, sheep in Asia (millions)\")\n",
    "plt.show()\n",
    "print(\n",
    "    \"Figure 7.5: Forecasting livestock, sheep in Asia: comparing forecasting performance of non-seasonal methods.\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-05T09:40:15.958575Z",
     "start_time": "2017-10-05T09:40:15.615Z"
    }
   },
   "source": [
    "## Holt's Winters Seasonal\n",
    "Finally we are able to run full Holt's Winters Seasonal Exponential Smoothing  including a trend component and a seasonal component.\n",
    "statsmodels allows for all the combinations including as shown in the examples below:\n",
    "1. ```fit1``` additive trend, additive seasonal of period ```season_length=4``` and the use of a Box-Cox transformation.\n",
    "1. ```fit2``` additive trend, multiplicative seasonal of period ```season_length=4``` and the use of a Box-Cox transformation..\n",
    "1. ```fit3``` additive damped trend, additive seasonal of period ```season_length=4``` and the use of a Box-Cox transformation.\n",
    "1. ```fit4``` additive damped trend, multiplicative seasonal of period ```season_length=4``` and the use of a Box-Cox transformation.\n",
    "\n",
    "The plot shows the results and forecast for ```fit1``` and ```fit2```.\n",
    "The table allows us to compare the results and parameterizations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-07T12:39:28.375871Z",
     "start_time": "2017-12-07T12:39:18.040674Z"
    },
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 7.6: Forecasting international visitor nights in Australia using Holt-Winters method with both additive and multiplicative seasonality.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Additive</th>\n",
       "      <th>Multiplicative</th>\n",
       "      <th>Additive Dam</th>\n",
       "      <th>Multiplica Dam</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>$\\alpha$</th>\n",
       "      <td>1.490116e-08</td>\n",
       "      <td>1.490116e-08</td>\n",
       "      <td>1.490116e-08</td>\n",
       "      <td>1.490116e-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\beta$</th>\n",
       "      <td>1.479706e-08</td>\n",
       "      <td>1.480632e-08</td>\n",
       "      <td>6.360113e-09</td>\n",
       "      <td>4.920061e-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\phi$</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.430334e-01</td>\n",
       "      <td>9.536081e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\gamma$</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$l_0$</th>\n",
       "      <td>1.119347e+01</td>\n",
       "      <td>1.140986e+01</td>\n",
       "      <td>1.084019e+01</td>\n",
       "      <td>1.142927e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$b_0$</th>\n",
       "      <td>1.205403e-01</td>\n",
       "      <td>1.236509e-01</td>\n",
       "      <td>2.456962e-01</td>\n",
       "      <td>2.280612e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSE</th>\n",
       "      <td>4.402742e+01</td>\n",
       "      <td>3.611258e+01</td>\n",
       "      <td>3.527673e+01</td>\n",
       "      <td>3.062012e+01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Additive  Multiplicative  Additive Dam  Multiplica Dam\n",
       "$\\alpha$  1.490116e-08    1.490116e-08  1.490116e-08    1.490116e-08\n",
       "$\\beta$   1.479706e-08    1.480632e-08  6.360113e-09    4.920061e-09\n",
       "$\\phi$             NaN             NaN  9.430334e-01    9.536081e-01\n",
       "$\\gamma$  0.000000e+00    0.000000e+00  0.000000e+00    0.000000e+00\n",
       "$l_0$     1.119347e+01    1.140986e+01  1.084019e+01    1.142927e+01\n",
       "$b_0$     1.205403e-01    1.236509e-01  2.456962e-01    2.280612e-01\n",
       "SSE       4.402742e+01    3.611258e+01  3.527673e+01    3.062012e+01"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fit1 = ExponentialSmoothing(\n",
    "    aust,\n",
    "    seasonal_periods=4,\n",
    "    trend=\"add\",\n",
    "    seasonal=\"add\",\n",
    "    use_boxcox=True,\n",
    "    initialization_method=\"estimated\",\n",
    ").fit()\n",
    "fit2 = ExponentialSmoothing(\n",
    "    aust,\n",
    "    seasonal_periods=4,\n",
    "    trend=\"add\",\n",
    "    seasonal=\"mul\",\n",
    "    use_boxcox=True,\n",
    "    initialization_method=\"estimated\",\n",
    ").fit()\n",
    "fit3 = ExponentialSmoothing(\n",
    "    aust,\n",
    "    seasonal_periods=4,\n",
    "    trend=\"add\",\n",
    "    seasonal=\"add\",\n",
    "    damped_trend=True,\n",
    "    use_boxcox=True,\n",
    "    initialization_method=\"estimated\",\n",
    ").fit()\n",
    "fit4 = ExponentialSmoothing(\n",
    "    aust,\n",
    "    seasonal_periods=4,\n",
    "    trend=\"add\",\n",
    "    seasonal=\"mul\",\n",
    "    damped_trend=True,\n",
    "    use_boxcox=True,\n",
    "    initialization_method=\"estimated\",\n",
    ").fit()\n",
    "results = pd.DataFrame(\n",
    "    index=[r\"$\\alpha$\", r\"$\\beta$\", r\"$\\phi$\", r\"$\\gamma$\", r\"$l_0$\", \"$b_0$\", \"SSE\"]\n",
    ")\n",
    "params = [\n",
    "    \"smoothing_level\",\n",
    "    \"smoothing_trend\",\n",
    "    \"damping_trend\",\n",
    "    \"smoothing_seasonal\",\n",
    "    \"initial_level\",\n",
    "    \"initial_trend\",\n",
    "]\n",
    "results[\"Additive\"] = [fit1.params[p] for p in params] + [fit1.sse]\n",
    "results[\"Multiplicative\"] = [fit2.params[p] for p in params] + [fit2.sse]\n",
    "results[\"Additive Dam\"] = [fit3.params[p] for p in params] + [fit3.sse]\n",
    "results[\"Multiplica Dam\"] = [fit4.params[p] for p in params] + [fit4.sse]\n",
    "\n",
    "ax = aust.plot(\n",
    "    figsize=(10, 6),\n",
    "    marker=\"o\",\n",
    "    color=\"black\",\n",
    "    title=\"Forecasts from Holt-Winters' multiplicative method\",\n",
    ")\n",
    "ax.set_ylabel(\"International visitor night in Australia (millions)\")\n",
    "ax.set_xlabel(\"Year\")\n",
    "fit1.fittedvalues.plot(ax=ax, style=\"--\", color=\"red\")\n",
    "fit2.fittedvalues.plot(ax=ax, style=\"--\", color=\"green\")\n",
    "\n",
    "fit1.forecast(8).rename(\"Holt-Winters (add-add-seasonal)\").plot(\n",
    "    ax=ax, style=\"--\", marker=\"o\", color=\"red\", legend=True\n",
    ")\n",
    "fit2.forecast(8).rename(\"Holt-Winters (add-mul-seasonal)\").plot(\n",
    "    ax=ax, style=\"--\", marker=\"o\", color=\"green\", legend=True\n",
    ")\n",
    "\n",
    "plt.show()\n",
    "print(\n",
    "    \"Figure 7.6: Forecasting international visitor nights in Australia using Holt-Winters method with both additive and multiplicative seasonality.\"\n",
    ")\n",
    "\n",
    "results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Internals\n",
    "It is possible to get at the internals of the Exponential Smoothing models. \n",
    "\n",
    "Here we show some tables that allow you to view side by side the original values $y_t$, the level $l_t$, the trend $b_t$, the season $s_t$ and the fitted values $\\hat{y}_t$. Note that these values only have meaningful values in the space of your original data if the fit is performed without a Box-Cox transformation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "fit1 = ExponentialSmoothing(\n",
    "    aust,\n",
    "    seasonal_periods=4,\n",
    "    trend=\"add\",\n",
    "    seasonal=\"add\",\n",
    "    initialization_method=\"estimated\",\n",
    ").fit()\n",
    "fit2 = ExponentialSmoothing(\n",
    "    aust,\n",
    "    seasonal_periods=4,\n",
    "    trend=\"add\",\n",
    "    seasonal=\"mul\",\n",
    "    initialization_method=\"estimated\",\n",
    ").fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-07T12:39:28.399765Z",
     "start_time": "2017-12-07T12:39:28.377215Z"
    },
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame(\n",
    "    np.c_[aust, fit1.level, fit1.trend, fit1.season, fit1.fittedvalues],\n",
    "    columns=[r\"$y_t$\", r\"$l_t$\", r\"$b_t$\", r\"$s_t$\", r\"$\\hat{y}_t$\"],\n",
    "    index=aust.index,\n",
    ")\n",
    "forecasts = fit1.forecast(8).rename(r\"$\\hat{y}_t$\").to_frame()\n",
    "df = pd.concat([df, forecasts], axis=0, sort=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-07T12:39:28.574783Z",
     "start_time": "2017-12-07T12:39:28.401234Z"
    },
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame(\n",
    "    np.c_[aust, fit2.level, fit2.trend, fit2.season, fit2.fittedvalues],\n",
    "    columns=[r\"$y_t$\", r\"$l_t$\", r\"$b_t$\", r\"$s_t$\", r\"$\\hat{y}_t$\"],\n",
    "    index=aust.index,\n",
    ")\n",
    "forecasts = fit2.forecast(8).rename(r\"$\\hat{y}_t$\").to_frame()\n",
    "df = pd.concat([df, forecasts], axis=0, sort=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally lets look at the levels, slopes/trends and seasonal components of the models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-07T12:39:29.636548Z",
     "start_time": "2017-12-07T12:39:28.576279Z"
    },
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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hYG9n4ZFaVptOuu3s7NC1a1dotVpkZ2dbejg2zdXVFcHBwbCza98/METUtIt5xdiYpMGW5ExcKymX2ofd54VZqmBMDPNrV0vKyLwY601HJpMhKCgI9vb8+SSixl0vKce2lCzEqzNwPre2LktXqS5LIHzceevBGm066QaqPwEPDg5GZWUlqqqqLD0cm2Rvbw8HBwdeOSCiBpWWV2LHCS3i1Rok/XZDau/sLsfMwUGIjlCiSyc3C46Q2jLGetNwdHRkwk1EDTIYBH69dBVx6vrrssREKDGkqxdzhnq0+aQbgLRUisuliIhMRwiBE5mFiLu1pKxYXwkAsLeTYUxPH8SolBjTk0vKqHUw1hMRmUd2wU1sTq6uy5J5w7guS4wqGFP7B0Dhwt+9jWkXSTcREZlOQWk5vk3JQpxag7M5RVJ7iLcroiOUeGxwEHw9uKSMiIjIVpVXGrD37K26LOfzYbhVl8W9pi5LhBJhgazL0lxMuomIqEkGg8Dhy9cQp9Zg56kclFdWLymTO9hhUpgfYlTBGNrVC3Z2XFJGRERkq2rqsmw9lomrxazLYipMuomIqEE5hWXYnKzBxqRMZFwvldp7+3vg8SFKTOsfCIUrl5QRERHZqpq6LBuTNFBfYV0Wc2DSTURERiqqDNh7Ng8b1RrsO5dXu6RM7oCpAwIQo1KiX6CChVKIiIhslBACaVnVdVm2p95Zl6UzoiOUeLCXD+uymAiTbiIiAgCkXy1BvFqDzcmZuFqsl9qHdPFCjEqJh/r5w8WJS8qIiIhsFeuyWAaTbiKiduxmeRV+PKlFnFqDo+nXpfZOHZzw6K0lZd06d7DgCImIiKglGqrL4uRgh4fC/BCtUmJYV2/WZTGjVku6Y2NjsWTJEixcuBArV64EAMybNw/r16836jd06FAcPny4tYZFRNQuncwqRLxag29Ts1BUVr2kzE4GjO7pg+gIJcb29oEjl5QRERHZrMbqssxSKfHIANZlaS2tknSr1Wp88cUXCA8Pr/PaxIkTsXbtWum5k5NTawyJiKjdKbxZge2p1UvKTmXrpPagji6IiVDisYgg+CtcLDhCIiIiaomKKgP2nc1DfAN1WWapghEW6MG6LK3M7El3cXExZs+ejS+//BLvvPNOndflcjn8/PzMPQwionZJCIEj6dcRr9bghzQt9DVLyuztMCHMD7NUSkTexyVlREREtqymLsuWY5nILzKuyxKtUuKhfn5wdeI3iy3F7DM/f/58TJ48GePGjas36d6/fz98fHzg6emJUaNGYfny5fDx8Wlwe3q9Hnp97Ymk0+ka7EtE1F7lFZVhS3IWNiZpkH61RGrv6euOGJUS0wcGoqMbVxYRERHZqpq6LPFqDY7cWZdlUBBmRijR3Yd1WayBWZPuuLg4HDt2DGq1ut7XJ02ahJkzZyIkJATp6el444038OCDDyI5ORlyubze98TGxmLZsmXmHDYRkU2qrDJg/7l8xCdpsPdsHqpurSlzc7LH1AEBiI5QYoDSk0vKiIiIbFhDdVlG9eiMGJUSY3v7si6LlTFb0q3RaLBw4ULs3r0bzs71l52PiYmR/jssLAwREREICQnBjh07MGPGjHrfs3jxYixatEh6rtPpoFQqTTt4IiIb8tu1EmxM0mBTUibybltSNjikI2JUSkzu5w83OZeUERER2SrWZbFtZvsrLDk5GXl5eRg8eLDUVlVVhcTERHz22WfQ6/Wwtze+36u/vz9CQkJw4cKFBrcrl8sbvApORNRelFVUYdepHMQd1eDQ5WtSu5ebEx4dFIgYlRLdfdwtOEIiIiJqicbqskT19cUsVTCGd2NdFltgtqR77NixSEtLM2p76qmn0KtXL7z22mt1Em4AuHbtGjQaDfz9/c01LCIim3Y6W4eNSRpsS8lC4c0KAIBMBjwQ2hmzVEqM6+0LJwcuKSMiIrJVrMvS9pgt6XZ3d0dYWJhRm5ubG7y9vREWFobi4mIsXboUjz76KPz9/XHlyhUsWbIEnTp1wvTp0801LCIim6Mrq8D3x7MRr9bgRGah1B7o6YKZEdWFUgI9uaSMiIjIVlVWGZBwPh9xatZlaYss9iU/e3t7pKWl4auvvkJBQQH8/f0xZswYxMfHw92dSyKJqH0TQiDptxuIO6rBjrRslFVULylztJchqo8folVK3N+9E+y5pIyIiMhm1dRl2ZyciVxdbV2WQcGemKUKxuRw1mVpC1r1X3D//v3Sf7u4uGDXrl2tuXsiIqt3tViPrccyEafW4HJ+7ZKy7j4dMOvWkjLvDqxrQUREZKtq6rLEqzU4eMm4LsuMgdV1WUJ9eRGyLeHHJkREFlZlEEi8kI/4oxr8dCYXlbeWlLk42uPhcH/MGhKMQcFcUkZERGTLzmh1iFfXX5clJkKJcX18IHeoW/eKbB+TbiIiC9FcL8WmJA02JWdCW1gmtQ9QeiJGpcTD4f5wd3a04AiJiIioJYrKKvD9cS3i1Rk4fltdlgCFM2ZGKDEzIghBHV0tOEJqDUy6iYhakb6yCntO5yJercGBi1chqi9qw9PVEdNvLSnr5edh2UESERHRPRNCIPm3G4hTa7DjhBY3K6oAVNdlGd/HFzGqYNZlaWeYdBMRtYLzuUWIO6rBtpRM3CitkNrv794JMSolxvfxhbMjl5QRERHZqqvFemw7loU4dQYu3VaXpVtnN8xSBWP6oEB0Yl2WdolJNxGRmZToK/HfE9mIU2uQklEgtft5OFff6muwEsHeXFJGRERkq6oMAr9cyEe8urouS0XVnXVZlBgU3JF1Wdo5Jt1ERCYkhECKpgDxRzX474lslJRXLylzsJNhbG8fzFIFY2SPzlxSRkREZMMyb5RiU1ImNiVpkH1bXZb+Sk/ERCgxpT/rslAtJt1ERCZwvaQc21KyEK/OwPncYqn9vk5uiFYpMWNQIHzcnS04QiIiImoJfWUVfjqdhzh1hlFdFoVLbV2W3v6sy0J1MekmIrpHBoPAr5euIk6twZ5TuSivMgAAnB3t8FBY9a2+VF24pIyIiMiWnc8tkm71db2kXGof3s0bMSolJvT1Y10WahSTbiKiu5RdcBObkjKxMUmDrIKbUnu/QAViVEpMHRAADy4pIyIislkl+krsOKFFnDoDx26ry+LrIcfMwUpER7AuCzUfk24iomYorzTg5zO5iE/SIOF8vrSkzMPZAY8MDER0hBJhgQrLDpKIiIjuWU1dlo1qDb4/XluXxd5OhrG9fDBriBIjQzvDwd7OwiMlW8Okm4ioERfzirExSYMtyZm4dtuSsmH3eWGWKhgTw7ikjOh2sbGxWLJkCRYuXIiVK1cCAObNm4f169cb9Rs6dCgOHz5sgRESERlrqC5L105uiGFdFjIBJt1ERHcoLa9eUhav1iDptxtSe2d3OWYODkJ0hBJdOrlZcIRE1kmtVuOLL75AeHh4ndcmTpyItWvXSs+dnJxac2hEREYaqssid7DD5H7+iFEpMaSrF+uykEkw6SYiQvWSshOZhYhP0mB7ajaK9ZUAqpeUjenZGTGqYIzpySVlRA0pLi7G7Nmz8eWXX+Kdd96p87pcLoefn58FRkZEVEtbWFuXJfNGbV2WsEAPxKiCMbV/ABQurMtCpsWkm4jatYLScnybkoU4tQZnc4qk9hBvV0RHKPHY4CD4enBJGVFT5s+fj8mTJ2PcuHH1Jt379++Hj48PPD09MWrUKCxfvhw+Pj71bkuv10Ov10vPdTqd2cZNRG1feaUBe8/mIk6tQeL5fBhu1WVxd3bAdNZloVbApJuI2h2DQeDw5WuIU2uw81QOyiurl5Q5OdhhUpgfYlRKDOvqDTs7Likjao64uDgcO3YMarW63tcnTZqEmTNnIiQkBOnp6XjjjTfw4IMPIjk5GXK5vE7/2NhYLFu2zNzDJqI2rqYuy9ZjmbhaXFuXZWhXL8waosSkMH/WZaFWwaSbiNqNnMIybE7WYGNSJjKul0rtvf09MEulxCMDAqFw5ZIyoruh0WiwcOFC7N69G87O9a8KiYmJkf47LCwMERERCAkJwY4dOzBjxow6/RcvXoxFixZJz3U6HZRKpekHT0RtTml5JX5Iy0G8OgPqK8Z1WR67VZelK+uyUCtj0k1EbVpFlQH7zuYhXq3BvnN5tUvK5A6YOiAAs1TBCAv0YKEUonuUnJyMvLw8DB48WGqrqqpCYmIiPvvsM+j1etjbG19J8vf3R0hICC5cuFDvNuVyeb1XwImI6iOEQFpWIeLUxnVZ7GTAg718EKMKxuieneHIuixkIUy6iahNSr9agni1BpuTM3G1uPa7oUO6eCFGpcRD/fzh4sQlZUQtNXbsWKSlpRm1PfXUU+jVqxdee+21Ogk3AFy7dg0ajQb+/v6tNUwiaoNq6rLEJ2XijLa29kOwlytiVEo8OigIfgrWZSHLY9JNRG3GzfIq/HhSizi1BkfTr0vtnTo44dFBQYhWKdGtcwcLjpCo7XF3d0dYWJhRm5ubG7y9vREWFobi4mIsXboUjz76KPz9/XHlyhUsWbIEnTp1wvTp0y00aiKyVTV1WeKTNPjxJOuykG1g0k1ENu9kViHi1Rp8m5qForLaJWWjelTf6mtsbx8uKSOyEHt7e6SlpeGrr75CQUEB/P39MWbMGMTHx8Pd3d3SwyMiG5GrK8Pm5EzEqzX11mWZNiAAnq5OFhwhUcOYdBORTSq8WYHtqdW3+jqVXbukLKijC2IilHgsIgj+ChcLjpCo/dq/f7/03y4uLti1a5flBkNENot1WaitYNJNRDZDCIEj6dcRr9bghzQt9DVLyuztENXXF7NUwRjejUvKiIiIbFn61RJsTKquy5JfVFuXRdWlI2JUwXionx9cnZjGkO3g2UpEVi+vqAxbkrOwMUmD9KslUntPX3fEqJSYPjAQHd24pIyIiMhWlVXcqstyVIMj9dRlmRmhRHcf1mUh28Skm4isUmWVAQnn8xGn1mDv2TxU3VpT5uZkj6kDAhAdocQApSeXlBEREdkw1mWh9oBJNxFZld+u1S4py9XVLikbHNIRMSolJvfzh5ucv7qIiIhsVeHNCmw/no14dQZOZhnXZYmOUOKxwUEI8GRdFmo7+JcrEVlcWUUVdp3KQbxag4OXrkntXm5OmDEwEDEqJUJ9WeWYiIjIVgkhcPRWXZYdrMtC7QyTbiKymDNaHeLVGmxLyULhzQoAgEwGPBDaGbNUSozr7QsnBy4pIyIislWsy0LEpJuIWllRWfWSso1qDY5nFkrtgZ4umBkRhMcGByGoo6sFR0hEREQtUVllQOKFfMQd1eBn1mUhYtJNROYnhEDybzcQp9ZgxwktblZUAQAc7WWI6uOHaJUS93fvBHsuKSMiIrJZGddKsTFJg03JGqO6LIOCPTFLFYzJ4azLQu0Tz3oiMpurxXpsPZaJOLUGl/Nrl5R19+mAWbeWlHl3kFtwhERERNQSNXVZNiZp8OtF1mUhqg+TbiIyqSqDwC8X8hGv1mDP6VxU3lpS5uJojyn9/RGjCsagYC4pIyIismVnc3SIO1q3Lsv93TthlioY4/r4QO5gb+FRElkHJt1EZBKa66XYlJyJzUkaZBeWSe39lZ6YpVLi4XB/uDs7WnCERERE1BJFZRX4/rgW8UkaHNcUSO0BCmfMjFBiZgTrshDVh0k3Ed0zfWUV9pzORbxagwMXr0JUX9SGp6sjpt9aUtbLz8OygyQiIqJ7JoTAsYwbiDuqwX/vqMsyvo8voiOUeCC0M+uyEDWCSTcR3bXzuUWIV2uw9VgmbpRWSO33d++EaJUSUX184ezIJWVERES26lqxHluPZSFOnYFLt9Vl6dbZDbNUwZg+KBCdWJeFqFmYdBNRs5ToK/HfE9mIV2twLKNAavf1kCM6QomZg5UI9uaSMiIiIltVZRA4cPEq4tUZ2HM6FxVVtXVZHg73x6whSgwK7si6LER3iUk3ETVICIEUTQE2qjX4/ng2Ssqrl5Q52MnwYC8fzBqixMjQznCwt7PwSImIiOheZd4oxaakTGy6sy5LkAIxqmBM6c+6LEQtwaSbiOq4XlKObSlZiFdn4HxusdTetZMbYlRKzBgUCB93ZwuOkIiIiFpCX1mFn07nIU6dYVSXReFSW5eltz/rshCZApNuIgIAGAwCv166iji1BntO5aK8ygAAcHa0w0P9/BETocSQrl5cUkZERGTDauqybEvJwvWScql9eDdvxKiUmNDXj3VZiEyMSTdRO5ddcBObkzOxMUmDzBs3pfawQA/EqIIxtX8AFC5cUkZERGSrSvSV2HFCizh1Rp26LDMHKxEdwbosRObEpJuoHSqvNGDv2VzEqTVIPJ8Pw60lZe7ODpg+MBDREUqEBSosO0giIiK6Z0IIpGoKEH9HXRZ7OxnG9vJBjEqJUT1Yl4WoNTDpJmpHLuYVY2NS9a2+rhbXLikbdp8XZqmCMTGMS8qIiIhsWU1dlo1qDc7lFkntrMtCZDlMuonauNLy6iVlG5M0UF+5IbV3dpdj5uAgREco0aWTmwVHSERERC1hMAgcvHQNceoM7L6tLovcwQ6T+/kjRsW6LESWxKSbqA0SQiAtqxBxag22p2ajWF8JoHpJ2ZienRGjCsaYnlxSRkREZMtYl4XINjDpJmpDCkrL8W1KFuLUGpzNqV1SFuLtiugIJR4bHARfDy4pIyIislWN1WV5ZED1rb5Yl4XIujDpJrJxBoPA4cvXEJ+kwY8nc1BeWb2kzMnBDg+F+SFapcSwrt6ws+OSMiIiIlvVUF2WoV29MGuIEpPC/FmXhchKMekmslE5hWXYciwT8WoNMq6XSu29/T0wS6XEIwMCoXDlkjIiIiJbVVpeiR/SchCvzqhTl+WxW3VZurIuC5HVY9JNZEMqqgzYdzYP8WoN9p3Lq11SJnfA1AEBmKUKRligBwulEBER2aiG6rLYyYAHe/kgOkKJMb184Mi6LEQ2g0k3kQ1Iv1qCeLUGm5MzcbVYL7UP6eKFaJUSD/Xzg6sTf5yJiIhsVU1dlvikTJzR6qT2YC9XxKiUeHRQEPwUrMtCZIv4VzqRlbpZXoUfT2oRr9bgSPp1qb1TByc8OigIMyOU6O7TwYIjJCIiopYwGAQOp19DvLpuXZZJYX6IYV0Wojah1ZLu2NhYLFmyBAsXLsTKlSsBVC+fWbZsGb744gvcuHEDQ4cOxd///nf07du3tYZFZHVOZhUiXq3Bt6lZKCqrXVI2qkf1rb7G9uaSMiIiIluWqyvD5uS6dVl6+bnj8SHBmDYgAJ6uThYcIRGZUqsk3Wq1Gl988QXCw8ON2t9//3189NFHWLduHXr06IF33nkH48ePx7lz5+Du7t4aQyOyCoU3K7A9tfpWX6eya5eUBXV0QXSEEjMjguCvcLHgCImIiKglauqybEzSYO/Z2rosHeQOmNI/AI8PUaJfoIJ1WYjaILMn3cXFxZg9eza+/PJLvPPOO1K7EAIrV67E66+/jhkzZgAA1q9fD19fX2zYsAHPPvusuYdGZFFCCBxJv454tQY/pGmhr1lSZm+HqL6+mKUKxvBuXFJGRERky9KvlmBjUnVdlvyi2rosqi4dEaMKZl0WonbA7D/h8+fPx+TJkzFu3DijpDs9PR05OTmIioqS2uRyOUaNGoWDBw82mHTr9Xro9bW/sHQ6Xb39iKxVXlEZtiRnYWOSBulXS6T2nr7uiFEpMX1gIDq6cUkZERGRrSqrqK7LEnfUuC6Lt5sTHhvMuixE7Y1Zk+64uDgcO3YMarW6zms5OTkAAF9fX6N2X19f/Pbbbw1uMzY2FsuWLTPtQInMrLLKgITz+YhTVy8pq7q1pszNyR5TBwQgOkKJAUpPLikjIiKyYQ3VZRnZozNmqZR4sJcvnBxYl4WovTFb0q3RaLBw4ULs3r0bzs4N397gziRDCNFo4rF48WIsWrRIeq7T6aBUKls+YCIz+O1a7ZKyXF3tCo1BwZ6YpQrG5HB/uMm5pIyIiMhWFd6swPbj2YhXZ+BkVu0KzEBPF8SolHhscBACPFmXhag9M9tf+8nJycjLy8PgwYOltqqqKiQmJuKzzz7DuXPnAFRf8fb395f65OXl1bn6fTu5XA65XG6uYRO1WFlFFXadykG8WoODl65J7V5uTpgxMBAxKiVCfVkokIiIyFYJIXD0Vl2WHfXUZYlRKTGiWyfWZSEiAGZMuseOHYu0tDSjtqeeegq9evXCa6+9hvvuuw9+fn7Ys2cPBg4cCAAoLy9HQkIC3nvvPXMNi8hszmh1iFdrsC0lC4U3KwAAMhnwQGhnxEQoMa6PD+QO9hYeJREREd2rhuqy9PDtgBhVMKYPDIQX67IQ0R3MlnS7u7sjLCzMqM3NzQ3e3t5S+8svv4wVK1YgNDQUoaGhWLFiBVxdXfHEE0+Ya1hEJlVUVoHvj2sRr87A8cxCqT1A4YyZt271FdTR1YIjJCIiopaorDIg8UI+4o5q8PNtdVlcnewxJTwAs4awLgsRNc6iXyZ99dVXcfPmTbzwwgu4ceMGhg4dit27d/Me3WTVhBBI/u0G4tQa7Dihxc2KKgCAo70M4/v4IkYVjPu7d4I9l5QRERHZrIxrpVJdlhxdmdQ+KNgTMSolJocHoAPrshBRM8iEEMLSg2gJnU4HhUKBwsJCeHh4WHo41IZdLdZj67FMxKs1uJRfu6Ssu08HxEQoMX1QIDp1YL0BImJsMjXOJ7WWsooq7D6di3h1Bn69WFuXpaOrI2YMCkKMSokerMtCRLi72MSP54gaUWUQ+OVCPuLVGuw5nYvKW0vKXBzt8XC4P2YNUWJQcEcuKSMiIrJhZ3N0iDtaty7L/d07YZYqmHVZiKhFmHQT1SPzRik2JmVic5IG2YW1S8r6Kz0xS6XEw+H+cHd2tOAIiYiIqCWK9ZX4/ng24tQaHNcUSO3+NXVZBgdB6cW6LETUcky6iW7RV1bhp9N5iFNn4MDFq6j54oXCxRHTb93qq7c/lzUSERHZKiEEjmXcQNzR6lt9lZZX12VxsKupy6LEA6GdWZeFiEyKSTe1e+dzi6RbfV0vKZfaR3T3RowqGFF9fOHsyCVlREREtupasR7bUrIQp9bgYl6x1N6tsxtiVErMGBTEuixEZDZMuqldKtFXYscJLeLUGTiWUSC1+3rIMXOwEtERSgR7c0kZERGRraoyCBy4eBXx6gzsOZ2LiqrqJWzOjnZ4ODwAs1RKDA5hXRYiMj8m3dRuCCGQqilAvFqD749no+TWkjJ7OxnG9vLBrCFKjAztDAd7OwuPlIiIiO5V5o1SbErKxObkTGQV3JTa+wcpEKMKxpT+rMtCRK2LSTe1eddLyrEtJQvx6gycz61dUta1U82SskD4uDtbcIRERETUEjV1WeKTNPjlQn6duizREUr0CWBdFiKyDCbd1CYZDAK/XrqKOLUGe07lorzKAACQO9hhcj9/xKiUGNLVi0vKiIhMLDY2FkuWLMHChQuxcuVKANUrjZYtW4YvvvgCN27cwNChQ/H3v/8dffv2texgyeZduFWXZesddVmGd/NGjEqJCX39WJeFiCyOSTe1KdkFN7E5ORMbkzTIvFG7pCws0AMxqmBM7R8AhQuXlBERmYNarcYXX3yB8PBwo/b3338fH330EdatW4cePXrgnXfewfjx43Hu3Dm4u7tbaLRkq5qqyzIzIggh3m6WGyAR0R2YdJPNK680YO/ZXMSpNUg8nw/DrSVl7s4O0pKysECFZQdJRNTGFRcXY/bs2fjyyy/xzjvvSO1CCKxcuRKvv/46ZsyYAQBYv349fH19sWHDBjz77LOWGjLZkKbqssSolBjVg3VZiMg6Mekmm3Upvxgb1RpsOZaJq8W1S8qGdvXCrCFKTArz55IyIqJWMn/+fEyePBnjxo0zSrrT09ORk5ODqKgoqU0ul2PUqFE4ePBgvUm3Xq+HXq+Xnut0OvMOnqzWDakuiwbncouk9i7erohRBePRwazLQkTWj0k32ZTS8kr8kJaDeHUG1FduSO2d3eV4bHAQoiOU6NqJS8qIiFpTXFwcjh07BrVaXee1nJwcAICvr69Ru6+vL3777bd6txcbG4tly5aZfqBkEwwGgYOXriFOnYHdrMtCRG0Ak26yekIIpGUVIk6twfbUbBTrKwEAdjLgwV4+iI5QYkwvHzhySRkRUavTaDRYuHAhdu/eDWfnhq843pkgCSEaTJoWL16MRYsWSc91Oh2USqVpBkxWS1t4E5uSGqjLEqHE1AGBrMtCRDaJSTdZrYLScnybkoX4pEyc0dYuLQz2ckWMSolHBwXBT8ElZURElpScnIy8vDwMHjxYaquqqkJiYiI+++wznDt3DkD1FW9/f3+pT15eXp2r3zXkcjnkcrl5B05WoaLKgJ/P5CFenYEE1mUhojaKSTdZFYNB4HD6NcSrNfjxZA7KK6uXlDk52GFSmB9iVEoM6+oNOzsuKSMisgZjx45FWlqaUdtTTz2FXr164bXXXsN9990HPz8/7NmzBwMHDgQAlJeXIyEhAe+9954lhkxWgHVZiKg9YdJNViFXV4bNyZmIV2uQcb1Uau/l547HhwRj2oAAeLo6WXCERERUH3d3d4SFhRm1ubm5wdvbW2p/+eWXsWLFCoSGhiI0NBQrVqyAq6srnnjiCUsMmSykpi7LRrUGR69cl9pZl4WI2jom3WQxFVUG7Dubh3i1BvvO5UlLyjrIHTB1QABmqZToF6hgoRQiIhv36quv4ubNm3jhhRdw48YNDB06FLt37+Y9utuBmros8bfqshSxLgsRtUMyIYSw9CBaQqfTQaFQoLCwEB4eHpYeDjVD+tUSbEzSYHNyJvKLam8Jo+rSETGqYDzUzw+uTvw8iIhsF2OTaXE+bU9haQW+Tc1CnFrDuixE1CbdTWxiZkOtoqyiCj+e1CLuqAZH0muXlHm7OeGxwUGYGaFEd58OFhwhERERtQTrshAR1Y9JN5nVyVtLyr5NzUJRWe2SspE9OiMmQomxvX3h5MAlZURERLaqpi7LxiQNfrtmXJdllkqJRwYGsi4LEbVrTLrJ5ApvVmD78WzEqzNwMqt2SVmgpwtiVEo8NjgIAZ4uFhwhERERtURllQH7zuUjXp2BfefyUXWrMAvrshAR1cWkm0xCCIGj6dcRr9ZgR5oW+polZfZ2iOrri1mqYAzvxiVlREREtuzK1RLEJ2mwJTkTeazLQkTULPytSC2SV1SGLclZ2JikQfrVEqm9h28HzFIFY/rAQHR045IyIiIiW1VWUYWdJ3MQp87A4cusy0JEdLeYdNNdq6wyIPFCPuKOavDz2TxpSZmbkz2m9A9AjEqJAUpPLikjIiKyYaeyb9VlScmC7o66LLNUSjzYi3VZiIiag0k3NVvGtVJsTNJgU7IGubraJWWDgj0xSxWMyeH+cJPzlCIiIrJVurIKfJeajY1qDdKyCqV21mUhIrp3zJCoUWUVVdh1KgcbkzT49eI1qd3LzQkzBgYiRqVEqK+7BUdIRERELSGEgPrKDcSpM/BDmhZlFcZ1WWJUSozo1ol1WYiI7hGTbqrXGa0O8WoNtqVkofBmBQBAJgMeCK2+1de4Pj6QO9hbeJRERER0r/KL9NhyLBMb1RpcvqMuS3SEEjMGBcGLdVmIiFqMSTdJisoq8P1xLeLVGTieWbukLEDhjJkRSsyMCEJQR1cLjpCIiIhaoqYuS7xag5/P5KHyVl0WVyd7TGVdFiIis2DS3c4JIXAs4wbijmrw3xNa3KyoAgA42sswvo8vYlTBuL97J9hzSRkREZHN0ly/VZclKRM5ujKpfWCwJ2aplJgcHoAOrMtCRGQW/O3aTl0r1mPrsSzEqTNwKb92SVm3zm7Vt/oaFIhOHeQWHCERERG1RFlFFXafzkW8OsOoLktHV0fMGBSEGJUSPViXhYjI7Jh0tyNVBoFfLuRjY5IGe07noqKqekmZi6M9Hg73x6whSgwK7sglZURERDbsbE5tXZaC0tq6LPd374QYlRLj+/iyLgsRUSti0t0OZN4oxaakTGxK0iC7sHZJWX+lJ2IilJjS3x/uzo4WHCERERG1RLG+Et8fz0acWoPjmgKp3b+mLsvgICi9WJeFiMgSmHS3UfrKKvx0Og9x6gwcuHgVovqiNhQujph+61Zfvf09LDtIIiIiume312XZkaZFaXl1XRYHu+q6LNEqJUaGdmZdFiIiC2PS3cZcyC1CvFqDrSlZuF5SLrUP7+aNGJUSE/r6wdmRS8qIiIhs1bViPbalZCFOrcHFvGKp/b7Oboi5dauvzu6sy0JEZC2YdLcBJfpK7DihRZw6A8cyCqR2Xw85Zg5WIjpCiWBvLikjIiKyVVUGgQMXryJenWFUl8XZ0Q4Ph1ff6isihHVZiIisEZNuGyWEQKqmAPFqDb4/no2SW0vK7O1kGNvLBzEqJUb16AwHezsLj5SIiIjuVU1dls3JmcgquCm1hwcpEKNSYkr/AHiwLgsRkVVj0m1jrpeUY1tKFjaqNTiXWyS1d+3khugIJR4dHAgfd2cLjpCIiIhaorzSgJ/O5CJOrcEvF/Lr1GWJjlCiTwDrshAR2Qom3TbAYBA4eOka4tQZ2H0qF+VVBgCA3MEOk/v5I0alxJCuXlxSRkREZMNYl4WIqG1i0m3FtIU3sSkpExuTNMi8UbukLCzQAzGqYEztHwCFC5eUERER2aqauizxSRok/3ZDaq+pyzIzIggh3m4WHCEREbUUk24rU15pwN6z1UvKEs/nw3BrSZm7s4O0pCwsUGHZQRIREdE9a6wuy4O9fDCLdVmIiNoUJt1W4mJeMTYmabD1WCauFtcuKRvS1QuPD1FiUpg/l5QRERHZsBu36rLE31GXpYu3K2JUwXh0UCB8PFiXhYiorWHSbUGl5ZX4IS0H8eoMqK/ULinr7C7HY4ODEB2hRNdOXFJGRERkq5qqyxKtUmIo67IQEbVpTLpbmRACaVmFiFNrsD01G8X6SgCAnQx4sJcPoiOUGNPLB45cUkZERGSzGqrL0jfAA7NUSkwdEMi6LERE7QST7lZSUFqOb1OyEJ+UiTNandQe7OWKGJUSjw4Kgp+CS8qIiIhsVUWVAT+fyUO8OgMJd9RleWRAIGJUrMtCRNQeMek2I4NB4HD6NcSrNfjxZA7KK6uXlDk52GFSmB9iVEoM6+oNOzsuKSMiIrJVl/KLsVGtwZZ66rLMUlXXZXFxYl0WIqL2ikm3GeTqyrA5ORPxag0yrpdK7b383DFLpcQjAwPh6epkwRESERFRS9wsr8IPaVrEqzU4euW61N6pQ01dliDc17mDBUdIRETWgkm3iVRUGbDvbB42Jmmw92yetKSsg9wBUwcEYJZKiX6BChZKISIislFCCJzM0iFOnYHtqdkouq0uy5iePohRsS4LERHVxaS7hdKvlmBjkgabkzORX6SX2iNCOmLWkGA81M8Prk6cZiIiIltVWFqBb1OzEKfWGNVlUXq5YJYqmHVZiIioUcwG70FZRRV+PKlF3FENjqTXLinzdnPCY4ODMDNCie4+XFJGRERkq2rqsmxUa/DDHXVZJvb1wyyVEsPuY10WIiJqmlmT7tWrV2P16tW4cuUKAKBv37548803MWnSJADAvHnzsH79eqP3DB06FIcPHzbnsO7ZyaxCxKs1+DY1C0VltUvKRvbojFkqJR7s5QsnBy4pIyIislU1dVk2Jmnw2zXWZSEiopYza9IdFBSEd999F927dwcArF+/HtOmTUNKSgr69u0LAJg4cSLWrl0rvcfJyboCWeHNCmw/no14dQZOZtUuKQv0dEGMSonHBgchwNPFgiMkIiKilqisMmDfuXzEqzOw71w+qm4VZqmpyxIToUR4EOuyEBHRvTFr0j1lyhSj58uXL8fq1atx+PBhKemWy+Xw8/Mz5zDumhACR9OvI16twY40LfQ1S8rs7RDV1xcxKiVGdOvEJWVEREQ27MrVEsQnabAlORN5d9RliVEpMTncn3VZiIioxVotklRVVWHTpk0oKSlBZGSk1L5//374+PjA09MTo0aNwvLly+Hj49PgdvR6PfT62sCo0+ka7Hu38orKsCU5CxuTNEi/WiK19/DtgBhVMKYPDISXm3VdiSciIqLmK6uows6TOYhTZ+DwZeO6LI8ODkI067IQEZGJmT3pTktLQ2RkJMrKytChQwds27YNffr0AQBMmjQJM2fOREhICNLT0/HGG2/gwQcfRHJyMuRyeb3bi42NxbJly0w2vsoqAxIv5CPuqAY/n82TlpS5Otljav8AxKiUGKD05JIyIiIiG3Yq+1ZdlpQs6G7VZZHJgFE9OiMmQomxvVmXhYiIzEMmhBDm3EF5eTkyMjJQUFCALVu24F//+hcSEhKkxPt2Wq0WISEhiIuLw4wZM+rdXn1XupVKJQoLC+Hh4dHscWVcK8XGJA02JWuQq6vd3qBgz1tLygLQQc4lZUREdPd0Oh0UCsVdxyaq373Op66sAt+lZmOjWoO0rEKpPdDTBdERSjwWEYRA1mUhIqJ7cDexyexZpZOTk1RILSIiAmq1GqtWrcLnn39ep6+/vz9CQkJw4cKFBrcnl8sbvArelLKKKuw+nYt4dQZ+vXhNau/o6ogZg4IQo1Kih6/7PW2biIiILE8IAfWVG4hTZ+CHNC3KKqrrsjjayxB161ZfrMtCREStqdUv5QohjK5U3+7atWvQaDTw9/c36T7P5ugQd1SDbSlZKLxZAaB6Sdn93TthlioY4/r4QO5gb9J9EhERUevJL9Jjy7FMbFRrcJl1WYiIyIqYNelesmQJJk2aBKVSiaKiIsTFxWH//v3YuXMniouLsXTpUjz66KPw9/fHlStXsGTJEnTq1AnTp09v8b6Lyirw/XEt4pM0OK4pkNoDFM54LEKJmYODoPRybfF+iIiIyDKqDAKJ5/MRp87Az2fyUHlHXZZolRIDWZeFiIgszKxJd25uLubMmQOtVguFQoHw8HDs3LkT48ePx82bN5GWloavvvoKBQUF8Pf3x5gxYxAfHw9393tb4i2EwLGMG4g7qsF/T2hxs6IKAOBgJ8P4PtW3+nogtDPsuaSMiIjIZmmu36rLkpSJHF2Z1D4w2BOzWJeFiIisjFkj0po1axp8zcXFBbt27TLZvtYfTMd3pwtwMa9YauvW2Q2zVMGYPigQnTrc2/fAiYiIyDr8kKbFf8+cwYGLV6U21mUhIiJr12Y+Bv5g13nYyV3h4miPyeH+mKVSYnBIRy4pIyIiaiNe3XwCdnJXqS5LjEqJ8X18WZeFiIisWptJusMCPPC7kb0xpb8/3J0dLT0cIiIiMjFfDzkevz+UdVmIiMimtJmkO+7ZSN4LlYiIqA3b/cdR6OipsPQwiIiI7oqdpQdARERE1BwshEpERLaISTcRERHds9WrVyM8PBweHh7w8PBAZGQkfvzxR+n1efPmQSaTGT2GDRtmwRETERG1rjazvJyIiIhaX1BQEN599110794dALB+/XpMmzYNKSkp6Nu3LwBg4sSJWLt2rfQeJycni4yViIjIEph0ExER0T2bMmWK0fPly5dj9erVOHz4sJR0y+Vy+Pn5NXuber0eer1eeq7T6UwzWCIiIgvg8nIiIiIyiaqqKsTFxaGkpASRkZFS+/79++Hj44MePXrgD3/4A/Ly8hrdTmxsLBQKhfRQKpXmHjoREZHZyIQQwtKDaInCwkJ4enpCo9GwejkREVkFnU4HpVKJgoICKBRtv9p2WloaIiMjUVZWhg4dOmDDhg146KGHAADx8fHo0KEDQkJCkJ6ejjfeeAOVlZVITk6GXC6vd3t3XukuLCxEcHAwYz0REVmNu4n1Np90X758Gd26dbP0MIiIiOrQaDQICgqy9DDMrry8HBkZGSgoKMCWLVvwr3/9CwkJCejTp0+dvlqtFiEhIYiLi8OMGTOatX3GeiIislbNifU2/51uLy8vAEBGRkaLryaoVCqo1WpTDMtk2zLVdmo+iTHFVQJrOzZTbcuUc2SqMVnjdnguNY3nUvO05XNJCIHBgwcjICCgxduyBU5OTlIhtYiICKjVaqxatQqff/55nb7+/v4ICQnBhQsXmr19U8Z6wPrOF1Ntyxp/pky5LWubI1ONyZTbMdW2eC41jedS87Tlc+luYr3NJ912dtVfS1coFC3+h7S3tzfZsjVTbcuUYwIg3dKlJazx2Ey5LVPMEWB988RzqfW3xXOpedrqueTk5CTFqPZGCGG0PPx2165dg0ajgb+/f7O3Z8pYD1jn+WJtv3us8disbY4A6zw2a5snazw2a5sjwDqPzdrmyRqPrbmx3uaTblOaP3++1W3LlGMyFWs8Ns5T623HlKzx2DhPrbcdU7LGY7PGeTKHJUuWYNKkSVAqlSgqKkJcXBz279+PnTt3ori4GEuXLsWjjz4Kf39/XLlyBUuWLEGnTp0wffp0i42Z50vTrPHYrG2OAOs8NmubJ2s8NmubI8A6j83a5skaj62527H573TrdDooFAoUFhayuEojOE9N4xw1D+epaZyj5uE8tQ1PP/00fv75Z2i1WigUCoSHh+O1117D+PHjcfPmTTzyyCNISUlBQUEB/P39MWbMGLz99tt3VZGc50rzcJ6axjlqHs5T0zhHzcN5qmbzV7rlcjneeuutBiugUjXOU9M4R83DeWoa56h5OE9tw5o1axp8zcXFBbt27WrxPniuNA/nqWmco+bhPDWNc9Q8nKdqNn+lm4iIiIiIiMhatc8KL0REREREREStgEk3ERERERERkZkw6SYiIiIiIiIyEybdRERERERERGbCpJuIiIiIiIjITCyedMfGxkKlUsHd3R0+Pj545JFHcO7cOaM+QggsXboUAQEBcHFxwejRo3Hq1CmjPnq9Hi+++CI6deoENzc3TJ06FZmZmUZ9unTpAplMZvT4y1/+YvZjNIXWnCcA2LFjB4YOHQoXFxd06tQJM2bMMOvxmUJrzdH+/fvrnEc1D7Va3SrH2hKteS6dP38e06ZNQ6dOneDh4YERI0Zg3759Zj/GlmrNOTp27BjGjx8PT09PeHt745lnnkFxcbHZj9EUTDVPX3zxBUaPHg0PDw/IZDIUFBTU2deNGzcwZ84cKBQKKBQKzJkzp95+ZL0Y75vGWN88jPdNY6xvHsb7pjHWm4iwsAkTJoi1a9eKkydPitTUVDF58mQRHBwsiouLpT7vvvuucHd3F1u2bBFpaWkiJiZG+Pv7C51OJ/V57rnnRGBgoNizZ484duyYGDNmjOjfv7+orKyU+oSEhIi//vWvQqvVSo+ioqJWPd571ZrztHnzZtGxY0exevVqce7cOXH27FmxadOmVj3ee9Fac6TX643OIa1WK37/+9+LLl26CIPB0OrHfbda81zq3r27eOihh8Tx48fF+fPnxQsvvCBcXV2FVqtt1WO+W601R1lZWaJjx47iueeeE2fPnhVHjx4Vw4cPF48++mirH/O9MNU8ffzxxyI2NlbExsYKAOLGjRt19jVx4kQRFhYmDh48KA4ePCjCwsLEww8/3BqHSSbCeN80xvrmYbxvGmN98zDeN42x3jQsnnTfKS8vTwAQCQkJQgghDAaD8PPzE++++67Up6ysTCgUCvHPf/5TCCFEQUGBcHR0FHFxcVKfrKwsYWdnJ3bu3Cm1hYSEiI8//rh1DsTMzDVPFRUVIjAwUPzrX/9qxaMxD3OeS7crLy8XPj4+4q9//asZj8Z8zDVP+fn5AoBITEyU+uh0OgFA/PTTT61xaCZjrjn6/PPPhY+Pj6iqqpL6pKSkCADiwoULrXFoJnUv83S7ffv21RuIT58+LQCIw4cPS22HDh0SAMTZs2fNczBkdoz3TWOsbx7G+6Yx1jcP433TGOvvjcWXl9+psLAQAODl5QUASE9PR05ODqKioqQ+crkco0aNwsGDBwEAycnJqKioMOoTEBCAsLAwqU+N9957D97e3hgwYACWL1+O8vJycx+SWZhrno4dO4asrCzY2dlh4MCB8Pf3x6RJk+osEbEF5j6Xamzfvh1Xr17FvHnzzHQk5mWuefL29kbv3r3x1VdfoaSkBJWVlfj888/h6+uLwYMHt9bhmYS55kiv18PJyQl2drW/il1cXAAABw4cMO9BmcG9zFNzHDp0CAqFAkOHDpXahg0bBoVCcVfbIevCeN80xvrmYbxvGmN98zDeN42x/t5YVdIthMCiRYtw//33IywsDACQk5MDAPD19TXq6+vrK72Wk5MDJycndOzYscE+ALBw4ULExcVh3759WLBgAVauXIkXXnjBnIdkFuacp8uXLwMAli5div/93//Ff//7X3Ts2BGjRo3C9evXzXpcpmTuc+l2a9aswYQJE6BUKk19GGZnznmSyWTYs2cPUlJS4O7uDmdnZ3z88cfYuXMnPD09zXxkpmPOOXrwwQeRk5ODDz74AOXl5bhx4waWLFkCANBqtWY9LlO713lqjpycHPj4+NRp9/HxuavtkPVgvG8aY33zMN43jbG+eRjvm8ZYf+8cLD2A2y1YsAAnTpyo9xMfmUxm9FwIUaftTnf2+eMf/yj9d3h4ODp27IjHHntM+jTcVphzngwGAwDg9ddfx6OPPgoAWLt2LYKCgrBp0yY8++yzpjgEszP3uVQjMzMTu3btwsaNG1s2YAsx5zwJIfDCCy/Ax8cHv/zyC1xcXPCvf/0LDz/8MNRqNfz9/U13IGZkzjnq27cv1q9fj0WLFmHx4sWwt7fHSy+9BF9fX9jb25vuIFqBqeepqW3c63bIOjDeN42xvnkY75vGWN88jPdNY6y/d1ZzpfvFF1/E9u3bsW/fPgQFBUntfn5+AFDnE468vDzpExU/Pz/pU6OG+tRn2LBhAICLFy+a5Bhag7nnqeaXY58+faTX5XI57rvvPmRkZJj+gMygNc+ltWvXwtvbG1OnTjX1YZiduedp7969+O9//4u4uDiMGDECgwYNwj/+8Q+4uLhg/fr15jw0k2mNc+mJJ55ATk4OsrKycO3aNSxduhT5+fno2rWruQ7L5FoyT83h5+eH3NzcOu35+fl3tR2yDoz3TWOsbx7G+6Yx1jcP433TGOtbyJxfGG8Og8Eg5s+fLwICAsT58+frfd3Pz0+89957Upter6+3gEF8fLzUJzs7u9FiGEII8f333wsA4rfffjPhEZlHa81TYWGhkMvlRsVVagqHfP755+Y6PJNo7XPJYDCIrl27ij/96U9mOiLzaK152r59u7Czs6tTMbhHjx5i+fLl5jg0k7Hk76U1a9YIV1fXeqt6WhtTzNPtmiqucuTIEant8OHDbaa4SnvBeN80xvrmYbxvGmN98zDeN42x3jQsnnQ///zzQqFQiP379xvdkqG0tFTq8+677wqFQiG2bt0q0tLSxOOPP15vqf6goCDx008/iWPHjokHH3zQqFT/wYMHxUcffSRSUlLE5cuXRXx8vAgICBBTp05t9WO+F601T0IIsXDhQhEYGCh27dolzp49K55++mnh4+Mjrl+/3qrHfLdac46EEOKnn34SAMTp06db7RhNobXmKT8/X3h7e4sZM2aI1NRUce7cOfHnP/9ZODo6itTU1FY/7rvRmufSp59+KpKTk8W5c+fEZ599JlxcXMSqVata9XjvlanmSavVipSUFPHll19KVXBTUlLEtWvXpD4TJ04U4eHh4tChQ+LQoUOiX79+beY2Iu0F433TGOubh/G+aYz1zcN43zTGetOweNINoN7H2rVrpT4Gg0G89dZbws/PT8jlcjFy5EiRlpZmtJ2bN2+KBQsWCC8vL+Hi4iIefvhhkZGRIb2enJwshg4dKhQKhXB2dhY9e/YUb731ligpKWmtQ22R1ponIao/7f7Tn/4kfHx8hLu7uxg3bpw4efJkaxxmi7TmHAkhxOOPPy6GDx9u7sMyudacJ7VaLaKiooSXl5dwd3cXw4YNEz/88ENrHGaLtOYczZkzR3h5eQknJycRHh4uvvrqq9Y4RJMw1Ty99dZbTW7n2rVrYvbs2cLd3V24u7uL2bNnW/3VATLGeN80xvrmYbxvGmN98zDeN42x3jRkQgjRnGXoRERERERERHR3rKaQmikkJiZiypQpCAgIgEwmw7fffmvR/VVUVOC1115Dv3794ObmhoCAAMydOxfZ2dkt2q9MJqvz+Oc//9noey5duoTp06ejc+fO8PDwQHR0tFGxgv3799e7XZlMBrVaLfVTq9UYO3YsPD090bFjR0RFRSE1NdVoO9OmTYO/vz/c3NwwYMAAfP3113XGk5CQgMGDB8PZ2Rn33XdfnfFv3boVERER8PT0lLbzf//3f3W2k5WVhd/97nfw9vaGq6srBgwYgOTkZADNn/8vvvgCo0ePhoeHB2QyGQoKChqdS1OwxD6JiNqC9hLrAWDdunUIDw+Hs7Mz/Pz8sGDBgkb7P/vss+jWrRtcXFzQuXNnTJs2DWfPnjXqc+PGDcyZMwcKhQIKhQJz5swxikHXrl3DxIkTERAQALlcDqVSiQULFkCn0xltZ+PGjRgwYABcXV0REhKCDz74wOj1hv6uuH08poj19c2BTCbDypUr73puTI2xnohqtKmku6SkBP3798dnn31mFfsrLS3FsWPH8MYbb+DYsWPYunUrzp8/32TlS5lMhitXrjTaZ+3atdBqtdLjySefbHScUVFRkMlk2Lt3L3799VeUl5djypQp0m1Dhg8fbrQ9rVaL3//+9+jSpQsiIiIAAEVFRZgwYQKCg4Nx5MgRHDhwAB4eHpgwYQIqKioAAAcPHkR4eDi2bNmCEydO4H/+538wd+5cfP/999J40tPT8dBDD+GBBx5ASkoKlixZgpdeeglbtmyR+nh5eeH111/HoUOHcOLECTz11FN46qmnsGvXLqnPjRs3MGLECDg6OuLHH3/E6dOn8eGHH0r3hWzu/JeWlmLixInS/RJbgyX2SUTUFrSXWP/RRx/h9ddfx1/+8hecOnUKP//8MyZMmNDoNgcPHoy1a9fizJkz2LVrF4QQiIqKQlVVldTniSeeQGpqKnbu3ImdO3ciNTUVc+bMkV63s7PDtGnTsH37dpw/fx7r1q3DTz/9hOeee07q8+OPP2L27Nl47rnncPLkSfzjH//ARx99VO8cnTt3zuhvi9DQUOk1U8T623377bc4cuQIAgIC7mluTI2xnogkll3dbj4AxLZt24za9Hq9eOWVV0RAQIBwdXUVQ4YMEfv27TPb/upz9OjRJiuoAhDp6ekt3leNXbt2CTs7O1FYWCi1Xb9+XQAQe/bsqfc9NVVM//rXv0ptarVaADD6jsqJEycEAHHx4sUG9//QQw+Jp556Snr+6quvil69ehn1efbZZ8WwYcMaPY6BAweK//3f/5Wev/baa+L+++9v9D13amz+G6qmKIQQmZmZIjo6Wnh6egovLy8xderURv+NmquxfRIRUePaaqy/fv26cHFxET/99NM9jrTa8ePHjWJ0TXXgw4cPS30OHTrUZHXgVatWiaCgIOn5448/Lh577DGjPh9//LEICgoSBoNBCHHv8e1eY31mZqYIDAwUJ0+eFCEhIeLjjz9utP+dc1OzDcZ6IjKHNnWluylPPfUUfv31V8TFxeHEiROYOXMmJk6ciAsXLrTaGAoLCyGTyer9hPZuLFiwAJ06dYJKpcI///lP6Yp1ffR6PWQyGeRyudTm7OwMOzu7em9uDwDbt2/H1atXMW/ePKmtZ8+e6NSpE9asWYPy8nLcvHkTa9asQd++fRESEtLg/gsLC+Hl5SU9P3ToEKKiooz6TJgwAUlJSdIV89sJIfDzzz/j3LlzGDlypNEYIyIiMHPmTPj4+GDgwIH48ssvGxxHzVjudv5LS0sxZswYdOjQAYmJiThw4AA6dOiAiRMnory8vNnbISIi82sLsX7Pnj0wGAzIyspC7969ERQUhOjoaGg0mmZvo6SkBGvXrkXXrl2hVCoBVMdfhUKBoUOHSv2GDRsGhUKBgwcP1rud7OxsbN26FaNGjZLa9Ho9nJ2djfq5uLggMzMTv/32m1H7wIED4e/vj7Fjx2Lfvn0Njrclsd5gMGDOnDl45ZVX0Ldv3yZmpv65YawnIrOydNZvLrjj0+iLFy8KmUwmsrKyjPqNHTtWLF682OT7q8/NmzfF4MGDxezZs5vcVmOfrL799tvi4MGDIiUlRfztb38Trq6u4u23326wf15envDw8BALFy4UJSUlori4WMyfP18AEM8880y975k0aZKYNGlSnfaTJ0+Kbt26CTs7O2FnZyd69erV6Cf5mzZtEk5OTkYVUUNDQ+vcu/HXX38VAER2drbUVlBQINzc3ISDg4OQy+VizZo1Ru+Ry+VCLpeLxYsXi2PHjol//vOfwtnZWaxfv77esTQ1/w19Er1mzRrRs2dP6dN7IaqvpLi4uIhdu3Y1eOzNwU+/iYjuXVuN9bGxscLR0VH07NlT7Ny5Uxw6dEiMHTtW9OzZU+j1+ka3+/e//124ubkJAKJXr15GV3KXL18uQkND67wnNDRUrFixwqht1qxZwsXFRQAQU6ZMETdv3pRe+/zzz4Wrq6v46aefRFVVlTh37pzo1auXACAOHjwohBDi7Nmz4osvvhDJycni4MGD4vnnnxcymUwkJCQY7ccUsX7FihVi/PjxUpxu6Ep3Y3PDWE9E5tRuku6NGzcKAMLNzc3o4eDgIKKjo4UQQqSnpzdYFr/mMX/+/Gbt707l5eVi2rRpYuDAgUbLvIWovifd7WMCIFxdXY3aGvO3v/1NeHh4NNpn165d4r777hMymUzY29uL3/3ud2LQoEHi+eefr9NXo9EIOzs7sXnzZqP20tJSMWTIEDF37lxx9OhRcejQIfHoo4+Kvn37Gt2rr8a+ffuEm5tbnSS4vuB+4MABAUBotVqpraqqSly4cEH6cEGhUBgtEXR0dBSRkZFG23nxxRfrXabe2PzfPt76guILL7wg7O3t65w7MplM/OMf/xBCCLF27domz51NmzY1e59ERNS0thrrly9fLgAYJXt5eXnCzs5O7Ny5s9E5KSgoEOfPnxcJCQliypQpYtCgQVLCvHz5ctGjR4867+nevbuIjY01atNqteLMmTPi22+/FX369DH6e8FgMIhXX31VODs7C3t7e9GxY0exdOlSAUAcOXKkwbE9/PDDYsqUKUZtLY31SUlJwtfX1+iDloaS7sbmhrGeiMzJwSSXy22AwWCAvb09kpOTYW9vb/Rahw4dAACBgYE4c+ZMo9vp2LHjXe+7oqIC0dHRSE9Px969e+Hh4WH0+r/+9S/cvHlTeh4aGooffvgBgYGBzdr+sGHDoNPpkJubC19f33r7REVF4dKlS7h69SocHBzg6ekJPz8/dO3atU7ftWvXwtvbu04RmA0bNuDKlSs4dOgQ7OzspLaOHTviu+++w6xZs6S+CQkJmDJlCj766CPMnTvXaDt+fn7IyckxasvLy4ODgwO8vb2lNjs7O3Tv3h0AMGDAAJw5cwaxsbEYPXo0AMDf3x99+vQx2k7v3r2NCrIBTc9/UwwGAwYPHlxvFfbOnTsDAKZPn45hw4Y1up3m/nsSEdG9aSux3t/fHwCMYlznzp3RqVMnZGRkNDqOmqrkoaGhGDZsGDp27Iht27bh8ccfh5+fn9GdS2rk5+fX+fvBz88Pfn5+6NWrF7y9vfHAAw/gjTfegL+/P2QyGd577z2sWLECOTk56Ny5M37++WcAQJcuXRoc27Bhw/Cf//zHqK2lsf6XX35BXl4egoODpderqqrwpz/9CStXrjQqVtfY3DDWE5E5tZuke+DAgaiqqkJeXh4eeOCBevs4OjqiV69eJt1vTRC+cOEC9u3bZ5RU1qjvF3RISEijget2KSkpcHZ2btZ3xzp16gQA2Lt3L/Ly8uok1kIIrF27FnPnzoWjo6PRa6WlpbCzs4NMJpPaap7f/p3y/fv34+GHH8Z7772HZ555ps4YIiMjjaqZA8Du3bsRERFRZ593jk2v10vPR4wYgXPnzhn1OX/+vNH3y5sz/00ZNGgQ4uPj4ePj02DCXhPIiYjIctpKrB8xYgSA6srfQUFBAIDr16/j6tWrjdZQqc/tsTMyMhKFhYU4evQohgwZAgA4cuQICgsLMXz48Ea3AcAoBgOAvb29dFzffPMNIiMj4ePj0+B2UlJSpA8UmjNeoOlYP2fOHIwbN87o9QkTJmDOnDl46qmnmr0vxnoiMitLXmY3taKiIpGSkiJSUlIEAPHRRx+JlJQU6TvHs2fPFl26dBFbtmwRly9fFkePHhXvvvuu2LFjh1n2V1FRIaZOnSqCgoJEamqq0Gq10qOx72Shke95bd++XXzxxRciLS1NXLx4UXz55ZfCw8NDvPTSS1KfzMxM0bNnT6MlXv/+97/FoUOHxMWLF8X//d//CS8vL7Fo0aI62//pp58EAHH69Ok6r505c0bI5XLx/PPPi9OnT4uTJ0+K3/3ud0KhUEjfxd63b59wdXUVixcvNjrea9euSdu5fPmycHV1FX/84x/F6dOnxZo1a4Sjo6PRcvYVK1aI3bt3i0uXLokzZ86IDz/8UDg4OIgvv/xS6nP06FHh4OAgli9fLi5cuCC+/vpr4erqKv7zn//c1fxrtVqRkpIivvzySwFAJCYmipSUFGnMJSUlIjQ0VIwePVokJiaKy5cvi/3794uXXnpJaDSaBv8dG9PUPomIqH7tIdYLIcS0adNE3759xa+//irS0tLEww8/LPr06SPKy8uFEHVj/aVLl8SKFStEUlKS+O2338TBgwfFtGnThJeXl8jNzZW2O3HiRBEeHi4OHTokDh06JPr16ycefvhh6fUdO3aIf//73yItLU2kp6eLHTt2iL59+4oRI0ZIffLz88Xq1avFmTNnREpKinjppZeEs7Oz0d8dH3/8sdi2bZs4f/68OHnypPjLX/4iAIgtW7ZIfUwR6+tz5/Ly5swNYz0RmVObSrprvjNz5+PJJ58UQlR/1+rNN98UXbp0EY6OjsLPz09Mnz5dnDhxwiz7a+x7Y43dvqSxQPzjjz+KAQMGiA4dOghXV1cRFhYmVq5cKSoqKqQ+Nfu9fR+vvfaa8PX1FY6OjiI0NFR8+OGHRsVCajz++ONi+PDhDY5t9+7dYsSIEUKhUIiOHTuKBx98UBw6dEh6/cknn6z3eEeNGmW0nf3794uBAwcKJycn0aVLF7F69Wqj119//XXRvXt34ezsLDp27CgiIyNFXFxcnfF8//33IiwsTMjlctGrVy/xxRdf1JmHpub/rbfeqrfP2rVrpT5arVbMnTtXdOrUScjlcnHfffeJP/zhDw1+P7wpzdknERHV1R5ivRBCFBYWiv/5n/+Rbl81ffp0o1t23hnrs7KyxKRJk4SPj49wdHQUQUFB4oknnqhzK7Br166J2bNnC3d3d+Hu7i5mz55t9F3jvXv3isjISKFQKISzs7MIDQ0Vr732mlGf/Px8MWzYMOHm5iZcXV3F2LFjjW5DJoQQ7733nujWrZsUx++///46H3yYItbX586ku7lzw1hPROYiE+LWmiEiIiIiIiIiMql2dZ9uIiIiIiIiotbEpJuIiIiIiIjITExWvXz16tVYvXq1dGuGvn374s0338SkSZMafM/XX3+N999/HxcuXIBCocDEiRPxt7/97a4qTBsMBmRnZ8Pd3d2oqjYREZGlCCFQVFSEgIAA6RaLdO8Y64mIyNrcTaw32Xe6v//+e9jb20v3Wly/fj0++OADpKSkoG/fvnX6HzhwAKNGjcLHH3+MKVOmICsrC8899xxCQ0Oxbdu2Zu83MzMTSqXSFIdARERkUhqNRrrlE907xnoiIrJWzYn1Zi2k5uXlhQ8++ABPP/10ndf+9re/YfXq1bh06ZLU9umnn+L999+HRqNp9j4KCwvh6ekJjUbT4H0ViYiIWpNOp4NSqURBQQHv62sCjPVERGRt7ibWm2x5+e2qqqqwadMmlJSUIDIyst4+w4cPx+uvv44ffvgBkyZNQl5eHjZv3ozJkyc3um29Xg+9Xi89LyoqAgB4eHgwEBMRkVXhUmjTqJlHxnoiIrI2zYn1Jv2iWVpaGjp06AC5XI7nnnsO27ZtQ58+fertO3z4cHz99deIiYmBk5MT/Pz84OnpiU8//bTRfcTGxkKhUEgPLjcjIiIyjdjYWKhUKri7u8PHxwePPPIIzp071+h75s2bB5lMVudx+1fL1q1bV2+fsrIycx8SERGRxZk06e7ZsydSU1Nx+PBhPP/883jyySdx+vTpevuePn0aL730Et58800kJydj586dSE9Px3PPPdfoPhYvXozCwkLpcTdL0YmIiKhhCQkJmD9/Pg4fPow9e/agsrISUVFRKCkpafA9q1atglarlR4ajQZeXl6YOXOmUT8PDw+jflqtFs7OzuY+JCIiIosz63e6x40bh27duuHzzz+v89qcOXNQVlaGTZs2SW0HDhzAAw88gOzsbPj7+zdrHzqdDgqFAoWFhVxyRkREVqGtxKb8/Hz4+PggISEBI0eObNZ7vv32W8yYMQPp6ekICQkBUH2l++WXX0ZBQcE9jaOtzCcREbUddxObzPKd7hpCCKPvX9+utLQUDg7Gu7e3t5feR0REpiOEQGVlJaqqqiw9lDbB3t4eDg4Obf4724WFhQCqC6M215o1azBu3Dgp4a5RXFyMkJAQVFVVYcCAAXj77bcxcODAerdxZ/0WnU53D6MnImpfGOtNy5Sx3mRJ95IlSzBp0iQolUoUFRUhLi4O+/fvx86dOwFULwvPysrCV199BQCYMmUK/vCHP2D16tWYMGECtFotXn75ZQwZMgQBAQGmGhYRUbtXXl4OrVaL0tJSSw+lTXF1dYW/vz+cnJwsPRSzEEJg0aJFuP/++xEWFtas92i1Wvz444/YsGGDUXuvXr2wbt069OvXDzqdDqtWrcKIESNw/PhxhIaG1tlObGwsli1bZpLjICJqDxjrzcNUsd5kSXdubi7mzJkDrVYLhUKB8PBw7Ny5E+PHjwdQHYgzMjKk/vPmzUNRURE+++wz/OlPf4KnpycefPBBvPfee6YaEhFRu2cwGJCeng57e3sEBATAycmpzV+dNTchBMrLy5Gfn4/09HSEhobCzs6kJVKswoIFC3DixAkcOHCg2e9Zt24dPD098cgjjxi1Dxs2DMOGDZOejxgxAoMGDcKnn36KTz75pM52Fi9ejEWLFknPa27LQkREdTHWm56pY73Jku41a9Y0+vq6devqtL344ot48cUXTTUEIiK6Q3l5OQwGA5RKJVxdXS09nDbDxcUFjo6O+O2331BeXt7mCoK9+OKL2L59OxITExEUFNSs9wgh8O9//xtz5sxp8oqAnZ0dVCoVLly4UO/rcrkccrn8rsdNRNQeMdabhyljfdv7aJ6IiOpoi1diLa0tzqkQAgsWLMDWrVuxd+9edO3atdnvTUhIwMWLF/H00083az+pqanNLppKRERNa4txydJMNadmLaRGREREtmP+/PnYsGEDvvvuO7i7uyMnJwcAoFAo4OLiAqBujZYaa9aswdChQ+v9/veyZcswbNgwhIaGQqfT4ZNPPkFqair+/ve/m/+giIiILIxJNxEREQEAVq9eDQAYPXq0UfvatWsxb948AHVrtADVVc63bNmCVatW1bvdgoICPPPMM8jJyYFCocDAgQORmJiIIUOGmPwYiIiIrA2TbiIisinz5s1DQUEBvv32W0sPpc1pzi0766vRolAoGq2Y+/HHH+Pjjz9uydCIiKgdaWuxngv/iYiIiIiIiMyESTcRERERERGRmTDpJiJqZ4QQKC2vbPVHc5Yu327z5s3o168fXFxc4O3tjXHjxqGkpKROP71ej5deegk+Pj5wdnbG/fffD7VaLb2+f/9+yGQy7NixA/3794ezszOGDh2KtLQ0o+0cPHgQI0eOhIuLC5RKJV566aV690dERGTtLBXr7zbet5dYz+90ExG1MzcrqtDnzV2tvt/Tf50AV6fmhR2tVovHH38c77//PqZPn46ioiL88ssv9QbyV199FVu2bMH69esREhKC999/HxMmTMDFixfh5eUl9XvllVewatUq+Pn5YcmSJZg6dSrOnz8PR0dHpKWlYcKECXj77bexZs0a5OfnY8GCBViwYAHWrl1rsjkgIiJqDZaK9UDz4317ivW80k1ERFZHq9WisrISM2bMQJcuXdCvXz+88MIL6NChg1G/kpISrF69Gh988AEmTZqEPn364Msvv4SLiwvWrFlj1Pett97C+PHj0a9fP6xfvx65ubnYtm0bAOCDDz7AE088gZdffhmhoaEYPnw4PvnkE3z11VcoKytrteMmIiJqL9pTrOeVbiKidsbF0R6n/zrBIvttrv79+2Ps2LHo168fJkyYgKioKDz22GPo2LGjUb9Lly6hoqICI0aMkNocHR0xZMgQnDlzxqhvZGSk9N9eXl7o2bOn1Cc5ORkXL17E119/LfURQsBgMCA9PR29e/e+q2MlIiKyJEvF+pp9N0d7ivVMuomI2hmZTNbsZd6WYm9vjz179uDgwYPYvXs3Pv30U7z++us4cuSIUb+aJWgymaxO+51t9anpYzAY8Oyzz+Kll16q0yc4OPheD4OIiMgiGOtrWUOs5/JyIiKySjKZDCNGjMCyZcuQkpICJycnaYlYje7du8PJyQkHDhyQ2ioqKpCUlFTnE+vDhw9L/33jxg2cP38evXr1AgAMGjQIp06dQvfu3es8nJyczHiURERE7Vd7ifXW/fEHERG1S0eOHMHPP/+MqKgo+Pj44MiRI8jPz0fv3r1x4sQJqZ+bmxuef/55vPLKK/Dy8kJwcDDef/99lJaW4umnnzba5l//+ld4e3vD19cXr7/+Ojp16oRHHnkEAPDaa69h2LBhmD9/Pv7whz/Azc0NZ86cwZ49e/Dpp5+25qETERG1C+0p1jPpJiIiq+Ph4YHExESsXLkSOp0OISEh+PDDDzFp0iTEx8cb9X333XdhMBgwZ84cFBUVISIiArt27arznbB3330XCxcuxIULF9C/f39s375d+mQ7PDwcCQkJeP311/HAAw9ACIFu3bohJiam1Y6ZiIioPWlPsV4m7vbGqVZGp9NBoVCgsLAQHh4elh4OEZFVKSsrQ3p6Orp27QpnZ2dLD8ci9u/fjzFjxuDGjRvw9PQ02XYbm1vGJtPifBIRNYyx3vpjPb/TTURERERERGQmTLqJiIiIiIiIzITf6SYiojZt9OjRsPFvUhEREVEjrD3W80o3ERERERERkZmYLOlevXo1wsPD4eHhAQ8PD0RGRuLHH39s9D16vR6vv/46QkJCIJfL0a1bN/z73/821ZCIiOgWa/7011ZxTomIyJowLpmeqebUZMvLg4KC8O6776J79+4AgPXr12PatGlISUlB3759631PdHQ0cnNzsWbNGnTv3h15eXmorKw01ZCIiNo9R0dHAEBpaSlcXFwsPJq2pbS0FEDtHBMREVkCY735mCrWmyzpnjJlitHz5cuXY/Xq1Th8+HC9SffOnTuRkJCAy5cvw8vLCwDQpUsXUw2HiIgA2Nvbw9PTE3l5eQAAV1dXyGQyC4/KtgkhUFpairy8PHh6esLe3t7SQyIionaMsd70TB3rzVJIraqqCps2bUJJSQkiIyPr7bN9+3ZERETg/fffx//93//Bzc0NU6dOxdtvv93oJzR6vR56vV56rtPpTD5+IqK2xM/PDwCkYEym4enpKc0tERGRJTHWm4epYr1Jk+60tDRERkairKwMHTp0wLZt29CnT596+16+fBkHDhyAs7Mztm3bhqtXr+KFF17A9evXG/1ed2xsLJYtW2bKYRMRtWkymQz+/v7w8fFBRUWFpYfTJjg6OvIKNxERWQ3GetMzZayXCRN+4768vBwZGRkoKCjAli1b8K9//QsJCQn1Jt5RUVH45ZdfkJOTA4VCAQDYunUrHnvsMZSUlDR4tbu+K91KpRKFhYXw8PAw1aEQERHdM51OB4VCwdhkIpxPIiKyNncTm0x6pdvJyUkqpBYREQG1Wo1Vq1bh888/r9PX398fgYGBUsINAL1794YQApmZmQgNDa13H3K5HHK53JTDJiIiIiIiIjILs96nWwhhdFX6diNGjEB2djaKi4ultvPnz8POzg5BQUHmHBYRERERERFRqzBZ0r1kyRL88ssvuHLlCtLS0vD6669j//79mD17NgBg8eLFmDt3rtT/iSeegLe3N5566imcPn0aiYmJeOWVV/A///M/LHVPREREREREbYLJlpfn5uZizpw50Gq1UCgUCA8Px86dOzF+/HgAgFarRUZGhtS/Q4cO2LNnD1588UVERETA29sb0dHReOedd0w1JCIiIiIiIiKLMmkhNUtgcRUiIrI2thqbYmNjsXXrVpw9exYuLi4YPnw43nvvPfTs2bPB9+zfvx9jxoyp037mzBn06tVLer5lyxa88cYbuHTpErp164bly5dj+vTpzRqXrc4nERG1XXcTm8z6nW4iIiKyHQkJCZg/fz4OHz6MPXv2oLKyElFRUSgpKWnyvefOnYNWq5UetxdEPXToEGJiYjBnzhwcP34cc+bMQXR0NI4cOWLOwyEiIrIKvNJNRERkYm0lNuXn58PHxwcJCQkYOXJkvX1qrnTfuHEDnp6e9faJiYmBTqfDjz/+KLVNnDgRHTt2xDfffNPkONrKfBIRUdvBK91ERETUYoWFhQAALy+vJvsOHDgQ/v7+GDt2LPbt22f02qFDhxAVFWXUNmHCBBw8eLDeben1euh0OqMHERGRrWLSTURERHUIIbBo0SLcf//9CAsLa7Cfv78/vvjiC2zZsgVbt25Fz549MXbsWCQmJkp9cnJy4Ovra/Q+X19f5OTk1LvN2NhYKBQK6aFUKk1zUERERBZgsurlRERE1HYsWLAAJ06cwIEDBxrt17NnT6NCa5GRkdBoNPjb3/5mtCRdJpMZvU8IUaetxuLFi7Fo0SLpuU6nY+JNREQ2i1e6iYiIyMiLL76I7du3Y9++fQgKCrrr9w8bNgwXLlyQnvv5+dW5qp2Xl1fn6ncNuVwODw8PowcREZGtYtJNREREAKqvPi9YsABbt27F3r170bVr13vaTkpKCvz9/aXnkZGR2LNnj1Gf3bt3Y/jw4S0aLxERkS3g8nIiIiICAMyfPx8bNmzAd999B3d3d+nqtEKhgIuLC4Dqpd9ZWVn46quvAAArV65Ely5d0LdvX5SXl+M///kPtmzZgi1btkjbXbhwIUaOHIn33nsP06ZNw3fffYeffvqpyaXrREREbQGTbiIiIgIArF69GgAwevRoo/a1a9di3rx5AACtVouMjAzptfLycvz5z39GVlYWXFxc0LdvX+zYsQMPPfSQ1Gf48OGIi4vD//7v/+KNN95At27dEB8fj6FDh5r9mIiIiCyN9+kmIiIyMcYm0+J8EhGRteF9uomIiIiIiIisAJNuIiIiIiIiIjNh0k1ERERERERkJky6iYiIiIiIiMyESTcRERERERGRmTDpJiIiIiIiIjITJt1EREREREREZsKkm4iIiIiIiMhMmHQTERERERERmYnJku7Vq1cjPDwcHh4e8PDwQGRkJH788cdmvffXX3+Fg4MDBgwYYKrhEBEREREREVmcyZLuoKAgvPvuu0hKSkJSUhIefPBBTJs2DadOnWr0fYWFhZg7dy7Gjh1rqqEQERERERERWQWTJd1TpkzBQw89hB49eqBHjx5Yvnw5OnTogMOHDzf6vmeffRZPPPEEIiMjTTUUIiIiIiIiIqtglu90V1VVIS4uDiUlJY0m02vXrsWlS5fw1ltvNXvber0eOp3O6EFERERERERkjRxMubG0tDRERkairKwMHTp0wLZt29CnT596+164cAF/+ctf8Msvv8DBofnDiI2NxbJly0w1ZCIiIiIiIiKzMemV7p49eyI1NRWHDx/G888/jyeffBKnT5+u06+qqgpPPPEEli1bhh49etzVPhYvXozCwkLpodFoTDV8IiIiIiIiIpOSCSGEuTY+btw4dOvWDZ9//rlRe0FBATp27Ah7e3upzWAwQAgBe3t77N69Gw8++GCz9qHT6aBQKFBYWAgPDw+Tjp+IiOheMDaZFueTiIiszd3EJpMuL7+TEAJ6vb5Ou4eHB9LS0oza/vGPf2Dv3r3YvHkzunbtas5hEREREREREbUKkyXdS5YswaRJk6BUKlFUVIS4uDjs378fO3fuBFC9LDwrKwtfffUV7OzsEBYWZvR+Hx8fODs712knIiIiIiIislUmS7pzc3MxZ84caLVaKBQKhIeHY+fOnRg/fjwAQKvVIiMjw1S7IyIiIiIiIrJ6Zv1Od2vg97yIiMjaMDaZFueTiIiszd3EJrPcp5uIiIiIiIiImHQTERERERERmQ2TbiIiIiIiIiIzYdJNREREREREZCZMuomIiIiIiIjMhEk3ERERAQBiY2OhUqng7u4OHx8fPPLIIzh37lyj79m6dSvGjx+Pzp07w8PDA5GRkdi1a5dRn3Xr1kEmk9V5lJWVmfNwiIiIrAKTbiIiIgIAJCQkYP78+Th8+DD27NmDyspKREVFoaSkpMH3JCYmYvz48fjhhx+QnJyMMWPGYMqUKUhJSTHq5+HhAa1Wa/RwdnY29yERERFZnIOlB0BERETWYefOnUbP165dCx8fHyQnJ2PkyJH1vmflypVGz1esWIHvvvsO33//PQYOHCi1y2Qy+Pn5mXzMRERE1o5XuomIiKhehYWFAAAvL69mv8dgMKCoqKjOe4qLixESEoKgoCA8/PDDda6E306v10On0xk9iIiIbBWTbiIiIqpDCIFFixbh/vvvR1hYWLPf9+GHH6KkpATR0dFSW69evbBu3Tps374d33zzDZydnTFixAhcuHCh3m3ExsZCoVBID6VS2eLjISIishSZEEJYehAtodPpoFAoUFhYCA8PD0sPh4iIqE3Epvnz52PHjh04cOAAgoKCmvWeb775Br///e/x3XffYdy4cQ32MxgMGDRoEEaOHIlPPvmkzut6vR56vV56rtPpoFQqbXo+iYiobbmbWM/vdBMREZGRF198Edu3b0diYmKzE+74+Hg8/fTT2LRpU6MJNwDY2dlBpVI1eKVbLpdDLpff9biJiIisEZeXExEREYDqJeULFizA1q1bsXfvXnTt2rVZ7/vmm28wb948bNiwAZMnT27WflJTU+Hv79/SIRMREVk9XukmIiIiANVLyjds2IDvvvsO7u7uyMnJAQAoFAq4uLgAABYvXoysrCx89dVXAKoT7rlz52LVqlUYNmyY9B4XFxcoFAoAwLJlyzBs2DCEhoZCp9Phk08+QWpqKv7+979b4CiJiIhaF690ExEREQBg9erVKCwsxOjRo+Hv7y894uPjpT5arRYZGRnS888//xyVlZWYP3++0XsWLlwo9SkoKMAzzzyD3r17IyoqCllZWUhMTMSQIUNa9fiIiIgsgYXUiIiITIyxybQ4n0REZG3uJjbxSjcRERERERGRmTDpJiIiIiIiIjITJt1EREREREREZtJmqpf/YX0SHF3cIJMZt8tua5BJbcbPb+93x9uN+t/W0mSf+rbTUrXjltVtq+c13HGcQvofQEBACFQ/av4b1c+lHlKbkF67vQDAneUAbn8qbvWsaWvotZrtG8Rt/1+zTwEYbvt/wPi5NKYGyhLI7vhHqfffpL5GUft/Ndu+fW5q5qvOcQmB+kdiGjLUc0wy43/7289to3P6jnOhvvP9znOo7nl/dz8n9b6/iZ+M+mbwzn/eu6lCca9juvPfuGaXt59r9Z4PqP98tJb5vr2P7I7G+sdmPI7b22p+Bg23fjgMt36XGAz1/Azf6o87ntdMlUxmPA8152/NuXv7OGS39a/9/Vf/PNU/p43PUX3Hf3vjnXHEuK22T8XNkro7pxZ77J8H4eTiJv37V58jt58Xdc8TyAC7286Z28+3W2830vjPq3GfO9X3839nizkr6bQ0Rt/+O7jO796mdnjHtm/fTr1/S9zxu+D2frXvE3Xa71Tfv0VzfhfU7OPOQ7k97t95jPXFguaMqbl/f1hbjG5o3u5W3XOp6VjfUFt97jXWm+r4zKn+c6fp86s5cbxO7lDf3wh3qPNP0ozfAQ2p92/COjG6ni53Eceb+757jQPlN4vrGWH9TJZ0r169GqtXr8aVK1cAAH379sWbb76JSZMm1dt/69atWL16NVJTU6HX69G3b18sXboUEyZMuKf9H7p8DXbym/c6fCIiIpMx6EstPYQ26ay2CHbyKksPg4iI6K5ivcmS7qCgILz77rvo3r07AGD9+vWYNm0aUlJS0Ldv3zr9ExMTMX78eKxYsQKenp5Yu3YtpkyZgiNHjmDgwIF3vf93Z/SDS4cOABq6ulrTdscnmLc9adZVtnr23ZxP8Frq9itpdzaKO/pU/3fd126/CgDUPje+SnDn1dLaKwVGV59uaexKe3NWHdjJqvdnJ6vddm1bzRUK4/aaMUnvkaHOZ1zNubLQ0BWJeudIOp762mVGfZq6mnsv7ryaWjN+43974xUE0n83cJ6Iej6+r/dcuvOKSH3ju/OKSv0HUU+TqDtfTX/w2eBVppaOyWg8zfg3NvrU87afgduHdzfzXd9VJlPNd73brmcfDZ0vt/es/n1S+zNoV/NzWc/PsPR7Q2b8847b5qn+FTZ1z3GB6hfFbc8bmqfmXHFs7BN649+nxt2NVjzUmafq/ygpKsJjK+tun1pm9e8GwbWD+63zoO4VUsOt34WinvNEutra2O+3ZvxM4I73m+t32L1qaYyu7/21227mFaV6+9TG69tXI9TE+jvbjVcz1P3dCjQQ2+v+8qunz21jNLq6V8/vdtzx90vdi4KN7u5u/v64vb81xQxTuJefE6Dpn5WW/P1h7Zpz9b+xf++m4nhDfW7/vXivKyKa+g1X/7jv7FPPz8ldHH+j+zdRHCgp1uF/Vja5OwAw7y3DvLy88MEHH+Dpp59uVv++ffsiJiYGb775ZoN99Ho99Hq99Fyn00GpVPI2IkREZDV4iyvT4nwSEZG1sfgtw6qqqhAXF4eSkhJERkY26z0GgwFFRUXw8vJqtF9sbCwUCoX0UCqVphgyERERERERkcmZNOlOS0tDhw4dIJfL8dxzz2Hbtm3o06dPs9774YcfoqSkBNHR0Y32W7x4MQoLC6WHRqMxxdCJiIiIiIiITM6k1ct79uyJ1NRUFBQUYMuWLXjyySeRkJDQZOL9zTffYOnSpfjuu+/g4+PTaF+5XA65XG7KYRMRERERERGZhUmTbicnJ6mQWkREBNRqNVatWoXPP/+8wffEx8fj6aefxqZNmzBu3DhTDoeIiIiIiIjIoszyne4aQgijomd3+uabbzBv3jxs2LABkydPNudQiIiIiIiIiFqdya50L1myBJMmTYJSqURRURHi4uKwf/9+7Ny5E0D1d7GzsrLw1VdfAahOuOfOnYtVq1Zh2LBhyMnJAQC4uLhAoVCYalhEREREREREFmOyK925ubmYM2cOevbsibFjx+LIkSPYuXMnxo8fDwDQarXIyMiQ+n/++eeorKzE/Pnz4e/vLz0WLlxoqiERERERERERWZRZ79PdGnjvTiIisjaMTabF+SQiImtj8ft0ExERERERERGTbiIiIiIiIiKzYdJNREREREREZCZMuomIiIiIiIjMhEk3ERERERERkZkw6SYiIiIiIiIyEybdRERERERERGbCpJuIiIiIiIjITJh0ExEREREREZkJk24iIiIiIiIiM2HSTURERACA2NhYqFQquLu7w8fHB4888gjOnTvX5PsSEhIwePBgODs747777sM///nPOn22bNmCPn36QC6Xo0+fPti2bZs5DoGIiMjqMOkmIiIiANXJ8/z583H48GHs2bMHlZWViIqKQklJSYPvSU9Px0MPPYQHHngAKSkpWLJkCV566SVs2bJF6nPo0CHExMRgzpw5OH78OObMmYPo6GgcOXKkNQ6LiIjIomRCCGHpQbSETqeDQqFAYWEhPDw8LD0cIiKiNhOb8vPz4ePjg4SEBIwcObLePq+99hq2b9+OM2fOSG3PPfccjh8/jkOHDgEAYmJioNPp8OOPP0p9Jk6ciI4dO+Kbb75pchxtZT6JiKjtuJvYxCvdREREVK/CwkIAgJeXV4N9Dh06hKioKKO2CRMmICkpCRUVFY32OXjwYL3b1Ov10Ol0Rg8iIiJbxaSbiIiI6hBCYNGiRbj//vsRFhbWYL+cnBz4+voatfn6+qKyshJXr15ttE9OTk6924yNjYVCoZAeSqWyhUdDRERkOUy6iYiIqI4FCxbgxIkTzVr+LZPJjJ7XfHPt9vb6+tzZVmPx4sUoLCyUHhqN5m6HT0REZDUcLD0AIiIisi4vvvgitm/fjsTERAQFBTXa18/Pr84V67y8PDg4OMDb27vRPnde/a4hl8shl8tbcARERETWg1e6iYiICED11ecFCxZg69at2Lt3L7p27drkeyIjI7Fnzx6jtt27dyMiIgKOjo6N9hk+fLjpBk9ERGSlmHQTERERAGD+/Pn4z3/+gw0bNsDd3R05OTnIycnBzZs3pT6LFy/G3LlzpefPPfccfvvtNyxatAhnzpzBv//9b6xZswZ//vOfpT4LFy7E7t278d577+Hs2bN477338NNPP+Hll19uzcMjIiKyCJMl3atXr0Z4eDg8PDzg4eGByMhIo1uD1CchIQGDBw+Gs7Mz7rvvPvzzn/801XCIiIjoLq1evRqFhYUYPXo0/P39pUd8fLzUR6vVIiMjQ3retWtX/PDDD9i/fz8GDBiAt99+G5988gkeffRRqc/w4cMRFxeHtWvXIjw8HOvWrUN8fDyGDh3aqsdHRERkCSa7T/f3338Pe3t7dO/eHQCwfv16fPDBB0hJSUHfvn3r9E9PT0dYWBj+8Ic/4Nlnn8Wvv/6KF154Ad98841RoG4K791JRETWhrHJtDifRERkbe4mNpks6a6Pl5cXPvjgAzz99NN1Xnvttdewfft2nDlzRmp77rnncPz4cRw6dKjZ+2AgJiIia8PYZFqcTyIisjZ3E5vM8p3uqqoqxMXFoaSkBJGRkfX2OXToEKKioozaJkyYgKSkJFRUVDS4bb1eD51OZ/QgIiIiIiIiskYmTbrT0tLQoUMHyOVyPPfcc9i2bRv69OlTb9+cnJw6twrx9fVFZWUlrl692uA+YmNjoVAopIdSqTTlIRARERERERGZjEmT7p49eyI1NRWHDx/G888/jyeffBKnT59usL9MJjN6XrPS/c722y1evBiFhYXSQ6PRmGbwRERERERERCbmYMqNOTk5SYXUIiIioFarsWrVKnz++ed1+vr5+SEnJ8eoLS8vDw4ODvD29m5wH3K5HHK53JTDJiIiIiIiIjILs96nWwgBvV5f72uRkZHYs2ePUdvu3bsREREBR0dHcw6LiIiIiIiIqFWYLOlesmQJfvnlF1y5cgVpaWl4/fXXsX//fsyePRtA9bLwuXPnSv2fe+45/Pbbb1i0aBHOnDmDf//731izZg3+/Oc/m2pIRERERERERBZlsuXlubm5mDNnDrRaLRQKBcLDw7Fz506MHz8eAKDVapGRkSH179q1K3744Qf88Y9/xN///ncEBATgk08+uat7dBMRERERERFZM7Pep7s18N6dRERkbRibTIvzSURE1sbi9+kmIiIiIiIiIibdRERERERERGbDpJuIiIiIiIjITJh0ExEREREREZkJk24iIiIiIiIiM2HSTURERERERGQmTLqJiIiIiIiIzIRJNxEREREREZGZMOkmIiIiIiIiMhMm3URERERERERmwqSbiIiIiIiIyEyYdBMRERERERGZCZNuIiIiIiIiIjNh0k1ERERERERkJky6iYiIiIiIiMyESTcRERERERGRmTDpJiIiIgBAYmIipkyZgoCAAMhkMnz77beN9p83bx5kMlmdR9++faU+69atq7dPWVmZmY+GiIjIOjDpJiIiIgBASUkJ+vfvj88++6xZ/VetWgWtVis9NBoNvLy8MHPmTKN+Hh4eRv20Wi2cnZ3NcQhERERWx8HSAyAiIiLrMGnSJEyaNKnZ/RUKBRQKhfT822+/xY0bN/DUU08Z9ZPJZPDz8zPZOImIiGyJya50x8bGQqVSwd3dHT4+PnjkkUdw7ty5Jt/39ddfo3///nB1dYW/vz+eeuopXLt2zVTDIiIiolayZs0ajBs3DiEhIUbtxcXFCAkJQVBQEB5++GGkpKQ0uh29Xg+dTmf0ICIislUmS7oTEhIwf/58HD58GHv27EFlZSWioqJQUlLS4HsOHDiAuXPn4umnn8apU6ewadMmqNVq/P73vzfVsIiIiKgVaLVa/Pjjj3VieK9evbBu3Tps374d33zzDZydnTFixAhcuHChwW3FxsZKV9EVCgWUSqW5h09ERGQ2MiGEMMeG8/Pz4ePjg4SEBIwcObLePn/729+wevVqXLp0SWr79NNP8f7770Oj0TRrPzqdDgqFAoWFhfDw8DDJ2ImIiFqiLcQmmUyGbdu24ZFHHmlW/9jYWHz44YfIzs6Gk5NTg/0MBgMGDRqEkSNH4pNPPqm3j16vh16vl57rdDoolUqbnk8iImpb7ibWm62QWmFhIQDAy8urwT7Dhw9HZmYmfvjhBwghkJubi82bN2Py5MkNvodLzoiIiKyLEAL//ve/MWfOnEYTbgCws7ODSqVq9Eq3XC6Hh4eH0YOIiMhWmSXpFkJg0aJFuP/++xEWFtZgv+HDh+Prr79GTEwMnJyc4OfnB09PT3z66acNvodLzoiIiKxLQkICLl68iKeffrrJvkIIpKamwt/fvxVGRkREZHlmSboXLFiAEydO4Jtvvmm03+nTp/HSSy/hzTffRHJyMnbu3In09HQ899xzDb5n8eLFKCwslB7NXYZOREREjSsuLkZqaipSU1MBAOnp6UhNTUVGRgaA6hg8d+7cOu9bs2YNhg4dWu8H7cuWLcOuXbtw+fJlpKam4umnn0ZqamqjsZ6IiKgtMfktw1588UVs374diYmJCAoKarRvbGwsRowYgVdeeQUAEB4eDjc3NzzwwAN455136v0UXC6XQy6Xm3rYRERE7V5SUhLGjBkjPV+0aBEA4Mknn8S6deug1WqlBLxGYWEhtmzZglWrVtW7zYKCAjzzzDPIycmBQqHAwIEDkZiYiCFDhpjvQIiIiKyIyZJuIQRefPFFbNu2Dfv370fXrl2bfE9paSkcHIyHYG9vL22PiIiIWs/o0aMbjb/r1q2r06ZQKFBaWtrgez7++GN8/PHHphgeERGRTTLZ8vL58+fjP//5DzZs2AB3d3fk5OQgJycHN2/elPrcuSxtypQp2Lp1K1avXo3Lly/j119/xUsvvYQhQ4YgICDAVEMjIiIiIiIisgiTXelevXo1gOpPyW+3du1azJs3DwDqLEubN28eioqK8Nlnn+FPf/oTPD098eCDD+K9994z1bCIiIiIiIiILMZs9+luLW3hXqhERNS2MDaZFueTiIisjVXcp5uIiIiIiIiovWPSTURERERERGQmTLqJiIiIiIiIzIRJNxEREREREZGZMOkmIiIiIiIiMhMm3URERERERERmwqSbiIiIiIiIyEyYdBMRERERERGZCZNuIiIiIiIiIjNh0k1ERERERERkJky6iYiIiIiIiMyESTcRERERERGRmTDpJiIiIiIiIjITJt1EREREREREZsKkm4iIiIiIiMhMmHQTERERERERmQmTbiIiIiIiIiIzYdJNREREREREZCZMuomIiIiIiIjMxMHSA2gpIQQAQKfTWXgkRERE1WpiUk2MopZhrCciImtzN7He5pPua9euAQCUSqWFR0JERGSsqKgICoXC0sOweYz1RERkrZoT620+6fby8gIAZGRktPgPG5VKBbVabYphmWxbptqOTqeDUqmERqOBh4eHVYzJ2ubblHNkqjFZ43Z4LjWN51LztOVzSQiBwYMHIyAgoMXbItPGesD6zhdTbcsaf6ZMuS1rmyNTjcmU2zHVtnguNY3nUvO05XPpbmK9zSfddnbVX0tXKBQt/oe0t7c3yQ+NKbdlyjEBgIeHh9XMkzXON2CaOQKsb554LrX+tnguNU9bPZecnJykGEUtY8pYD1jn+WJtv3us8disbY4A6zw2a5snazw2a5sjwDqPzdrmyRqPrbmxnn8N3Gb+/PlWty1TjslUrPHYOE+ttx1TssZj4zy13nZMyRqPzRrniarxfGmaNR6btc0RYJ3HZm3zZI3HZm1zBFjnsVnbPFnjsTV3OzJh41VedDodFAoFCgsLTXrlpa3hPDWNc9Q8nKemcY6ah/NEzcVzpXk4T03jHDUP56lpnKPm4TxVs/kr3XK5HG+99Rbkcrmlh2LVOE9N4xw1D+epaZyj5uE8UXPxXGkezlPTOEfNw3lqGueoeThP1Wz+SjcRERERERGRtbL5K91ERERERERE1opJNxEREREREZGZMOkmIiIiIiIiMhMm3URERERERERmYvGkOzY2FiqVCu7u7vDx8cEjjzyCc+fOGfURQmDp0qUICAiAi4sLRo8ejVOnThn10ev1ePHFF9GpUye4ublh6tSpyMzMNOrTpUsXyGQyo8df/vIXsx+jKbTmPAHAjh07MHToULi4uKBTp06YMWOGWY/PFFprjvbv31/nPKp5qNXqVjnWlmjNc+n8+fOYNm0aOnXqBA8PD4wYMQL79u0z+zG2VGvO0bFjxzB+/Hh4enrC29sbzzzzDIqLi81+jKZgqnn64osvMHr0aHh4eEAmk6GgoKDOvm7cuIE5c+ZAoVBAoVBgzpw59fYj68V43zTG+uZhvG8aY33zMN43jbHeRISFTZgwQaxdu1acPHlSpKamismTJ4vg4GBRXFws9Xn33XeFu7u72LJli0j7//bOO76t6u7/Hw1LXrK8YktOHDt7LwIkhBFmIMyW0TB+8NAH+kDDDqMNUAhQCKNA+pQHSst+nrYJs2UVSCBhJWTa2XvZcbyHZMvWPr8/rs7VlS1bw/dKd5z36+XXC5Rr6d7jo3POd32+27eTBQsWELvdTpxOJ3/NrbfeSoYOHUpWrlxJtmzZQs466ywybdo04vf7+WsqKirI448/Turr6/mfzs7OlD5vsqRynN5//31SUFBAXnnlFbJ3716yZ88e8t5776X0eZMhVWPk8Xgi5lB9fT25+eabSWVlJQkGgyl/7kRJ5VwaPXo0ufDCC8nWrVvJvn37yMKFC0l2djapr69P6TMnSqrGqK6ujhQUFJBbb72V7Nmzh2zYsIHMmTOHXHHFFSl/5mQQa5xefPFFsnTpUrJ06VICgLS3t/f5rAsuuIBMnjyZrF27lqxdu5ZMnjyZXHzxxal4TIZIsP0+Nmyvjw+238eG7fXxwfb72LC9XhzSbnT3pqmpiQAg3377LSGEkGAwSGw2G3n66af5a9xuN7FareTPf/4zIYSQjo4OkpGRQZYvX85fU1dXR/R6Pfniiy/41yoqKsiLL76YmgeRGKnGyefzkaFDh5LXXnsthU8jDVLOJSFer5eUlJSQxx9/XMKnkQ6pxqm5uZkAIN999x1/jdPpJADIqlWrUvFooiHVGL366qukpKSEBAIB/pqqqioCgOzfvz8VjyYqyYyTkNWrV0fdiHft2kUAkJ9++ol/bd26dQQA2bNnjzQPw5Actt/Hhu318cH2+9iwvT4+2H4fG7bXJ0fa08t743A4AACFhYUAgMOHD6OhoQHz5s3jrzGbzZg7dy7Wrl0LANi8eTN8Pl/ENWVlZZg8eTJ/DeWZZ55BUVERpk+fjieffBJer1fqR5IEqcZpy5YtqKurg16vx4wZM2C32zF//vw+KSJKQOq5RPn444/R0tKCG2+8UaInkRapxqmoqAgTJkzAO++8A5fLBb/fj1dffRWlpaWYOXNmqh5PFKQaI4/HA5PJBL0+vBRnZWUBAH744QdpH0oCkhmneFi3bh2sVitmzZrFvzZ79mxYrdaE3ochL9h+Hxu218cH2+9jw/b6+GD7fWzYXp8csjK6CSFYtGgRTjvtNEyePBkA0NDQAAAoLS2NuLa0tJT/t4aGBphMJhQUFPR7DQDcddddWL58OVavXo3bb78dy5Ytw8KFC6V8JEmQcpwOHToEAFiyZAkefvhhfPrppygoKMDcuXPR1tYm6XOJidRzScjrr7+O888/H+Xl5WI/huRIOU46nQ4rV65EVVUVLBYLMjMz8eKLL+KLL75Afn6+xE8mHlKO0dlnn42GhgY899xz8Hq9aG9vx4MPPggAqK+vl/S5xCbZcYqHhoYGlJSU9Hm9pKQkofdhyAe238eG7fXxwfb72LC9Pj7Yfh8bttcnjzHdNyDk9ttvx7Zt26J6fHQ6XcT/E0L6vNab3tfcc889/H9PnToVBQUFuPLKK3lvuFKQcpyCwSAA4KGHHsIVV1wBAHjzzTcxbNgwvPfee7jlllvEeATJkXouUY4dO4Yvv/wS77777uBuOE1IOU6EECxcuBAlJSX4/vvvkZWVhddeew0XX3wxNm7cCLvdLt6DSIiUYzRp0iS8/fbbWLRoERYvXgyDwYA777wTpaWlMBgM4j1EChB7nGK9R7Lvw5AHbL+PDdvr44Pt97Fhe318sP0+NmyvTx7ZRLrvuOMOfPzxx1i9ejWGDRvGv26z2QCgj4ejqamJ96jYbDbea9TfNdGYPXs2AODAgQOiPEMqkHqc6OI4ceJE/t/NZjNGjhyJmpoa8R9IAlI5l958800UFRXh0ksvFfsxJEfqcfrmm2/w6aefYvny5Tj11FNxwgkn4OWXX0ZWVhbefvttKR9NNFIxl6699lo0NDSgrq4Ora2tWLJkCZqbmzFixAipHkt0BjNO8WCz2dDY2Njn9ebm5oTehyEP2H4fG7bXxwfb72PD9vr4YPt9bNheP0ikLBiPh2AwSG677TZSVlZG9u3bF/XfbTYbeeaZZ/jXPB5PVAGDFStW8NccP358QDEMQgj55JNPCABy9OhREZ9IGlI1Tg6Hg5jN5ghxFSoc8uqrr0r1eKKQ6rkUDAbJiBEjyL333ivRE0lDqsbp448/Jnq9vo9i8NixY8mTTz4pxaOJRjrXpddff51kZ2dHVfWUG2KMk5BY4irr16/nX/vpp59UI66iFdh+Hxu218cH2+9jw/b6+GD7fWzYXi8OaTe6f/3rXxOr1UrWrFkT0ZKhu7ubv+bpp58mVquVfPjhh2T79u3kmmuuiSrVP2zYMLJq1SqyZcsWcvbZZ0dI9a9du5a88MILpKqqihw6dIisWLGClJWVkUsvvTTlz5wMqRonQgi56667yNChQ8mXX35J9uzZQ2666SZSUlJC2traUvrMiZLKMSKEkFWrVhEAZNeuXSl7RjFI1Tg1NzeToqIicvnll5Pq6mqyd+9ect9995GMjAxSXV2d8udOhFTOpT/96U9k8+bNZO/eveSll14iWVlZ5I9//GNKnzdZxBqn+vp6UlVVRf7617/yKrhVVVWktbWVv+aCCy4gU6dOJevWrSPr1q0jU6ZMUU0bEa3A9vvYsL0+Pth+Hxu218cH2+9jw/Z6cUi70Q0g6s+bb77JXxMMBsmjjz5KbDYbMZvN5IwzziDbt2+PeJ+enh5y++23k8LCQpKVlUUuvvhiUlNTw//75s2byaxZs4jVaiWZmZlk3Lhx5NFHHyUulytVjzooUjVOhHDe7nvvvZeUlJQQi8VCzj33XLJjx45UPOagSOUYEULINddcQ+bMmSP1Y4lOKsdp48aNZN68eaSwsJBYLBYye/Zs8vnnn6fiMQdFKsfo+uuvJ4WFhcRkMpGpU6eSd955JxWPKApijdOjjz4a831aW1vJddddRywWC7FYLOS6666TfXSAEQnb72PD9vr4YPt9bNheHx9sv48N2+vFQUcIIfGkoTMYDAaDwWAwGAwGg8FIDNkIqTEYDAaDwWAwGAwGg6E2mNHNYDAYDAaDwWAwGAyGRDCjm8FgMBgMBoPBYDAYDIlgRjeDwWAwGAwGg8FgMBgSwYxuBoPBYDAYDAaDwWAwJIIZ3QwGg8FgMBgMBoPBYEgEM7oZDAaDwWAwGAwGg8GQCGZ0MxgMBoPBYDAYDAaDIRHM6GYwGAwGg8FgMBgMBkMimNHNYDAYDAaDwWAwGAyGRDCjm8FgMBgMBoPBYDAYDIlgRjeDwWAwGAwGg8FgMBgSwYxuBoPBYDAYDAaDwWAwJMKY7hsYLMFgEMePH4fFYoFOp0v37TAYDAaDAUIIOjs7UVZWBr2e+bcHC9vrGQwGgyE3EtnrFW90Hz9+HOXl5em+DQaDwWAw+lBbW4thw4al+zYUD9vrGQwGgyFX4tnrFW90WywWANzD5uXlpfluGAwGg8EAnE4nysvL+T2KMTjYXs9gMBgMuZHIXq94o5ummeXl5bGNmMFgMBiygqVCiwPb6xkMBoMhV+LZ61mhGYPBYDAYDAaDwWAwGBLBjG4Gg8FgMBgMBoPBYDAkghndDAaDwWAwGAwGg8FgSITia7oZDAZDLQQCAfh8vnTfBiMOMjIyYDAY0n0bDAaDwVAYbK9XDmLu9ZIa3d999x2ee+45bN68GfX19fjoo4/ws5/9jP93Qggee+wx/OUvf0F7eztmzZqF//mf/8GkSZMS/qwujx9MWiU6jh4fnv9qL64+aTgmlrFR6o/PttXjYHMX7jh7NBM/6ocujx9/+HIvLj9hKKYOy0/37ciWL3c2YGedA/ecNzauuUQIQUNDAzo6OqS/OZlACIGjx49skwEmozKTrvLz82Gz2dh6kULWHmzBBTPYPhYNQgj+Z/UBVBTl4JJpZem+Hdmyr7ETb689gvvPH4f8bFO6b0eWEELw6neHUGIx4/ITWMvD/jjU3IXXfjiMReeNRXGuOeb1WtzrAaDT7YdeB+SYlRnrFWuvl/TpXS4Xpk2bhl/+8pe44oor+vz7s88+ixdeeAFvvfUWxo4di9///vc477zzsHfv3oTbrDQ6e1A2RKw7Vxdv/ngY76w7ipYuD16+bma6b0eWeP1B3PfeVvT4AjhnQgkmlVnTfUuy5P9+Ooq31h7B0VYX3vzlyem+HVkSCBLc/95WON1+zB1XgpkVBTF/h27CJSUlyM7O1oQR1+7ywtfpRrbJgPLCnHTfTkIQQtDd3Y2mpiYAgN1uT/MdpZZYDvXefPjhh3jllVdQXV0Nj8eDSZMmYcmSJTj//PMT/uyDTV2DuHN1U1XbgT98tQ8WsxEXT7VrYh1Jhqf/vQff7GlCeWE2bp07Kt23I0t213fi6X/vgcmox2XTh8KgZ3MpGn/4ai8+396AEosZd587Nub1Wtzrvb4ADre6oIMOFSW50CtoLom910tqdM+fPx/z58+P+m+EECxbtgwPPfQQLr/8cgDA22+/jdLSUvz973/HLbfcktBnNTg8g75ftbL+UBsAoK69J813Il+21znQ4wsA4MaJGd3RWX+oFQBQ18HmUn/saXDC6fYD4MYpltEdCAT4TbioqCgVtygLvK4AdEYTAno9MjMz0307CZOVlQUAaGpqQklJiaZSzWM51Hvz3Xff4bzzzsNTTz2F/Px8vPnmm7jkkkuwfv16zJgxI6HPbnC6k71t1bPxMLfXd3r8cLr9sGZlpPmO5EcwSLDxCDsTxYKOkdcfRGuXByV5ylujpYYQgg2H2wHEN5e0utd3BzzQGbmMEoPJBLNRWXulmHt92uL8hw8fRkNDA+bNm8e/ZjabMXfuXKxdu7Zfo9vj8cDjCRvYTqcTANDoYBtxNLz+IKpquUXhOBujfqEbDADUs3GKSiBIsOkoN5fqO9gY9Qc9+AJAfRzOCVrXlZ2dLdk9yQ1CCFwezsnlCxAQQhTp8ad/M5/PpymjeyCHejSWLVsW8f9PPfUU/vWvf+GTTz5J2Ohme33/bDzSzv93vaOHGd1R2NfUic6QU7TewYzu/hCeiY473MzojsLR1m60dHH2SDznRi3u9QD4vR7g9nslZpiLtdenrZCuoaEBAFBaWhrxemlpKf9v0Vi6dCmsViv/U15ezr0f835HZXudA25fEADQ0uWB1x9M8x3Jkw2HmdEdiz0NTv6w0unxo9PNRECisSFJB44Sjc5k8fiD8Ae5tYgQAn+QpPmOkkNLfzMxCQaD6OzsRGFhYb/XeDweOJ3OiB8AaHCyrLZoBIMEm4+yfSwWkY4JNkbRIIREGN0NzDkRlchgTfxjpLV9o9vr5//bF1CmDSLW3yzt6jW9HyRWxGPx4sVwOBz8T21tLQCggS2eUREak4QAjcw50YdAkCS9eGoJ4VwC2HcuGly6GZtLsXAJNmFAuRsxIzmef/55uFwu/OIXv+j3mn4d7Ow7FZVDLV1o7w47Qlk2UnQ2say2mBxr70GjwLl1nM2lqGzq5cAhRJnOYynxBYLwCIJ9Wt/r02Z022w2AOgT1W5qauoT/RZiNpuRl5cX8QMADZ1sUYjGhsOtEf/PNpm+CCO4ADus9Edvo5uVK/TlUIsLLV1e/v/Z9y063YJ0M4BLOZMjS5YswfTp09N9G6riH//4B5YsWYIVK1agpKSk3+v6c7A3d3kRUGhmhJQII7gAc/j1h9BQanN54fYFBrham2w6GrnXs7kUnY2Ccer2BuDs8Q9wtTbp9vRysPvluXanaq9Pm9E9YsQI2Gw2rFy5kn/N6/Xi22+/xZw5cxJ+P1bn1ZdAkPAbTH42V9vFFs++UGOSHyMnG6PeCCO4dJxYxKkvfeYSW5ei4gptxFQRV+veb62wYsUK3HTTTXj33Xdx7rnnDnhtfw72QJCguZOlmPeGZmvlmLh6Q7b29KWuowd1HT0w6HV8m0KWsdUX6sBhc6l/Wrs8ONTsAgBkZYTGiZ0d++Dyck4tvY7t9YDERndXVxeqq6tRXV0NgBNPq66uRk1NDXQ6He6++2489dRT+Oijj7Bjxw7ceOONyM7OxrXXXpvwZ7G06b7srnei0+NHrtmIM8Zw/dTY4tkXaihdNIVrBdDgcCPIIikRHGx2odXlhcmoxznjuUwUlnLWl95zieko9MXrD8AbCEIHHayZnHNC6xuxFvjHP/6BG2+8EX//+99x0UUXDeq9mPO4L9TBft5Ebn1mY9QXmlo+qSwPw/I5ReLjbJz6QMcpPJfYXt8bKio7tjQXlcVcy0uWJdkXWkqWl8X2ekBio3vTpk2YMWMGr066aNEizJgxA4888ggA4IEHHsDdd9+NhQsX4sQTT0RdXR2++uqrhHt0A0CXJ8CEnXpBDYCZFQUYVsBtMMyrG4kwgnvx1DLodFyqa6vLG+M3tQUdoxnl+ago4lQc2VzqCx2nCybbYDLqVa+j8P7772PKlCnIyspCUVERzj33XLhcnPf/zTffxIQJE5CZmYnx48fj5ZdfBhBWMv3TM0sw9+RpmDWmDLOmTcTvfvc7Xt0VALZu3YqzzjoLFosFeXl5mDlzJjZt2sT/+wcffIBJkybBbDajsrISzz//fMS9VVZW4qmnnsJ//ud/wmKxYPjw4fjLX/4Scc1vfvMbjB07FtnZ2Rg5cmSfe2BEZyCHOsClht9www389f/4xz9www034Pnnn8fs2bPR0NCAhoYGOByOpD6fGQGRNDrdqGnrhl4HXDS1DAAbo2hQx8SJFYWw53Nq3Gwfi6Sj24t9jV0AgEumcXOJjVFfqGPixMpClFm5uaTm71wye30gSOD2BvHiU4/i7FncXn/2yVM0vddLKtx+5plnDigsoNPpsGTJEixZskSUz2twuGHJZC0yKNQAOHlEIe9lOs76K0dAI7hmox4nVOSjxGJGo9ODekcPhljM6b492UC1AWaNKIQ9tMGwCEEkx9q7UdfRA6Neh5kVBbBbM3G0tRv1DjfKC+NvEUII4XvGp5qsDEPcKp319fW45ppr8Oyzz+LnP/85Ojs78f3334MQgr/+9a949NFH8dJLL2HGjBmoqqrCr371K+Tk5OCcS68CABRY8/DyX15DMKsAtQf24JH774TFYsEDDzwAALjuuuswY8YMvPLKKzAYDKiurkZGBreObd68Gb/4xS+wZMkSLFiwAGvXrsXChQtRVFSEG2+8kb/H559/Hk888QQefPBBvP/++/j1r3+NM844A+PHjwcAWCwWvPXWWygrK8P27dvxq1/9KuIeGNHZtGkTzjrrLP7/Fy1aBAD4j//4D7z11luor6/nDXAAePXVV+H3+3Hbbbfhtttu41+n1yeKmg+3yUCNyfG2PIwpyQXARd2U2opPKmgK/kmVBXD0cAduNpci2RyK4I4ckoNJZVYAXHegQJDw5UCMcAr+SZUF/PcvmeySdO33qdjrr1hwLQgI8ix5eOONN+Ey5mH/np14avE9mt3rFdgtrX+OO9wYU5p4lFyNCFs+zBpRiI6QqilrrRYJHaMZw/NhNhpgs2aFjG43pg5L883JCLrBnDyiiH+Neb8joXNp8lArsk1G2PKo0Z3YRtzjC2DiI19KcYsx2fX4+cg2xbct1NfXw+/34/LLL0dFRQUAYMqUKQCAJ554As8//zwuv/xyAJyGx65du/Dqq69i9vncaw899DAMeh0ONndhxIhK3HvvvVixYgW/CdbU1OD+++/nN80xY8bwn/3CCy/gnHPOwe9+9zsAwNixY7Fr1y4899xzERvxhRdeiIULFwLgPN0vvvgi1qxZw7/nww8/zF9bWdn3HhjRieVQ721Ir1mzRtTPr2fO4wiExqQt5BTt8XHCTtZsFogAAEePD3sbOwEAMysLsKuea0HH0vAj4Y3JikIMsZhh0OsQCBK0dHlQynp1AwB6vAHsqOOydE6sKORL7ZJx4KRrv0/FXn/BzxcAAO79zWKUF2Rh53EnhpYPh6upBu+++64m93pVGd1sIw4jjOBOGWbFgSYuXYjV4UYSzgbgjMkyaya21rK5JEQYwT2hIp/fWFiEIBI6l2aN4HoPl4VqBtU6TtOmTcM555yDKVOm4Pzzz8e8efNw5ZVXwu/3o7a2FjfddBN+9atf8df7/X5YrVZ4/JxX/9+ffIT//uN/Y+/+/eh2uRAM+HmxLICLnt5888343//9X5x77rm46qqrMGrUKADA7t27cdlll0Xcz6mnnoply5YhEAjAYOCEbaZOncr/u06ng81mQ1NTE//a+++/j2XLluHAgQPo6uqC3x95Dwx5otbvVLJQtekTKwuRmWFAYY4JbS4vjjt6mNEdYktNOwgBKouyUWLJ5J0TrA43knDadAEMeh1KLWYcd7hxvKOHGd0hqms74A8S2PIyMawgC7Y8ml6uznNjsns9FUz9+vN/4fU//w/27tsPl8b3enUZ3Wwj5uFrcEMRXLuVMwBaujzw+AMwGw3pvD3Z0NtQsmmgNidR6BjRCC5NL+/y+OF0+5DHSjoAAOsF5RyAYC4l6MDJyjBg1+Pni3tzCXx2vBgMBqxcuRJr167FV199hT/96U946KGH8MknnwAA/vrXv2LWrFkRv0OVTPds24zrrr0WS5Yswe0PPoHcvDxs/uYzLHvxBf7aJUuW4Nprr8Vnn32Gf//733j00UexfPly/PznP4+aNhst8kpT1Cg6nQ7BICfk8tNPP+Hqq6/GY489hvPPPx9WqxXLly/vUy/GkB9qPdwmQ5fHj13HuajtiZUFAAC7NRNtLi/qHT2YYGdOJCCyBhcAyqxUSI3t9RS3L4Btx7gI7kmhcbLnZ+G4w416hxsz0nlzMkLomNDpdLw+QDIOnHTt91Lv9Xq9Ht3eALZt2Yhf3Xg9HnvsMdz36FMwZOZg3Vef4OU/LeOv1dJerzKjm23EFFqDSyO4BdkZMBv18PiDaHJ6EqoxVSvCCO6M4fkAwhsxM7rD9HZMZJuMsGZlwNHjQ4PDzYxuAM2dXPsQnY5LNwOQtLiKTqeLO+0r3eh0Opx66qk49dRT8cgjj6CiogI//vgjhg4dikOHDuG6666LuP54Rw9aujzYsWUjKioq8PDDD2N3vRO+QBAfHD3S5/3Hjh2LsWPH4p577sE111yDN998Ez//+c8xceJE/PDDDxHXrl27FmPHjuU937H48ccfUVFRgYceeoh/7ejRo4kPAiPlsPU5TFVNO4IEGFaQxTvX7dZM7DzuZOMkQFiDC4Sdoqz1ZZjtdQ54A0EU55p5wVQWiOjLxqN0LoUcE4JzY6I6CkrZ7xPd67u9fhxo6sLWTev5fba2rRvt3V4sj7LPamWvl/9fOgHYosBBCOGjbtRQ0ul0sFszcaS1G8c7epjRjbAxOWWYlV/0whsM24gpG3pFcAHuUOfo8eF4Rw/GMh0FvqZyvC2PT+e0qdyBs379enz99deYN28eSkpKsH79ejQ3N2PChAlYsmQJ7rzzTuTl5WH+/PnweDzYtGkT9tU04Jqbfo3xY0ejpqYGy5cvx5CRE/HVF//Gx//6F//ePT09uP/++3HllVdixIgROHbsGDZu3IgrrrgCAHDvvffipJNOwhNPPIEFCxZg3bp1eOmll3jV1HgYPTp8DyeddBI+++wzfPTRR6KPE0N8mjo98AeCMBokbcCiCMLGpHB9Dq09LHUaAODxB7C1tgNA30h3e7cPPd4Askws+0+oDUANx7IkM7bUSiBIsCVkdAszSwCuPtvR40N+tilt9ycFyez1xxqacdn1/4UxY8bw+2zl+Kn46ONP8PmnH/PvrbW9nhndKuRYew/qHe6ICC7AbcRHWruZmFoI3pgUHFbK8plXV0hTpxuHWiIjuAC3yexp6GRiaiHCc6mAf82u8ghBXl4evvvuOyxbtgxOpxMVFRV4/vnnMX/+fABAdnY2nnvuOTzwwAPIycnB5MlT8PPrubqvq664HNWb7sHtt98Ot9uD084+D4seWIw/LP09AC6drbW1FTfccAMaGxtRXFyMyy+/HI899hgA4IQTTsC7776LRx55BE888QTsdjsef/zxCGGVWFx22WW45x7uHjweDy666CL87ne/E62bBkMajCFhp+YuD29capmNh6mhJFif2T4WwY46Jzz+IIpyTBgZ6qmcl2VEtsmAbm8ADU43RoRe1zJR5xJ14LBzIwBgT4MTXR4/LGYjxtu40g2hjkK9w606ozvRvX7KlCm49qZbAQA/+9llOLA9tNd7PDjtrPNwx6Lf4L//8BQA7e31qjK6mQHA0bsGl0I3YiamxhE9gsttMI1ON4JBAr3GW2RsPMx5dMeVWiIEeez5rB5OyPpegnxAWEhNrToKEyZMwBdffNHvv1977bW49tpr+f939vhwpNUFs9GADIMezz77LJ599lk+5XyIxYyHf3MfAMBkMuEf//jHgJ9/xRVX8N7waBw5cqTPa7SvNIXeg5C7776b/28xW1oyxGGIxYxGN2dQat3o9gWCqKqNTJsGhA4/Fp0E+tbgAiGxJWsmDjW7UN/Ro3mjOxgk2HQ0WtYEi3QLoe3BTqgoiGihZstTr45Cons9IQS76zvhDwaRYzLy+yw9A2RlGPD4w5xquNb2elXlZlFhJ63TuwaXYmc1TDz9RXBLLGbodYAvQNDi8qTxDuWBsD+3EHsem0sUR48Pexo4IaOTRoQPvlRHAQCanGwuubyckmlOrzTOjFCKsM/ffwsqBoPCKwUz5zF2HnfC7QsiPzsDo4bk8q9TZwQLRHBES8EHmIaLkH1Nneh0+5FtMmCCPVwyRh3sbC5xCFPwhbAsyTBefxD+YBA6nS5CsC0jdB7yBbS716vG6LZmcRFdthGHF4WT+xjdLDpJod5KYQ0uABgNepRY2KGOsiFKf24gvBGzDQbYfLQNhAAji3P4uQOEdRQATkBM67g8nHJ5jjkywSrDwEULfIFgyu+JoTxK88wAWBQXEERwKwoisrL4dcfRM2A/dS0QDBJsPhqpXE5hGi5hqGPihOEFEVoJdC41dnoQCGp7LhFC+PN1v3OJnRv5LiXZGYaIdSkj9N/+YBBBjc4l1RjdpSrvkxcv/UVwAWGkmy0K/WUDAEytk+Lojh7BBdRfr5wIvVuFCeEVcjVeDxcIEvR4qdHdT6SbGd2MOLAxhx9PfwYAPQ+5fUE4erSd/XewuQvt3T5kZugxqSwy7TfZDhNqRJiCL6Q41xzWUejUdsbWsfYeNDo9yDDoMG1YfsS/2VnWBE93qD93dq+93qDXQa/TtpNdNUY3M5Q4aA1u7wguIFwUtO2YAAY2lMJpQtoep039RHCByDovrUdSomkDUPhesBr3fvd4/SAgyDDoeSObwhvdQaL5ucSIjY1FugFwUbdNR/rWcwOcsFNRDifmpPW1h0ZwZ5QX9Fl71N5hIhE29ZOCb9DreCfOcY1/56iTa/JQax+1e6ajEIZGunN6tULT6XSad7KrxugOR7q1vXj2V4MLhBeFli4vPP5ASu9LTkREcCujRCfz2EYMDGxMUgeOyxuA0+1P6X3JiW6vH9uPOQAMHOmOZyNWs8HZ5Q2nlvfuYZph0EEH7vn9Cks5U/PfTK6wvZ7jcIsLrS4vTEY9Jg+19vl3O3MeAwhHcHs7JgChuKy2x6iuowd1HT0w6HWYXp7f59/tLHUaQP/aAEBikW417xv+QJC3L7KjtOELl5MpawzE+pupxugOi6toe/EcKIKbn52BzAzuT97o0G6aEB/BHZKDIRZzn39nghgcA82lLJMB+aFMCi2XK1TVdMAfJBian4VhBdl9/j2e2veMDG4cu7u7pblJGeDyRBdRAzjvt1Gh3m/6N6N/Q4b0MCE1DhqZnD4sP2pnBOY85tjYTz03EM5E0nr5D3VMTCrL66O5AbDad4pQQ6E3wgzJ/gw0Tez1IQd7ZoYhQhuAotRIt1h7vWpahlHvt5YXz45uL/Y2dgKI7onT6XQos2bhUIsLxx09GF7U10jQAtH6cwvhPZYaduC4PH7sqOMiuNHmEsCNU0e3D8cdPRhns0S9Ru2sP9x/FAUQ1gz2P5cMBgPy8/PR1NQEgOt52TsarGSChMDVzR1EjCQDbnffA4k+6APxB+Dq7oY+KP8ep4QQdHd3o6mpCfn5+TAY1NUOTs5Qo7up0w1/IBj1YKcFNvZTg0thZVKcQ7i2rQd6HTBjeH6ff6fGZEe3Dz3eQJ+UYa1AHTi9dYAoZUxHAe0uL/Y3dQEAZkYxuoU6Ch3dPhTk9N3H1L7XA4Cj0w3i98KUkQG3O8p8CfhA/F709BC45b/Vi77Xq8bopi2MtJwmtOlIO1+DGy2CC3CbzKEWl6ajkwNFcAGmDwCEI7hl1kwMK4jeC9duzcTueqem5xIt5+it7k6xxSleaLPZAIDfjNWExx9Ec6cHBh1g6ok+l1pdXvR4A/B2ZCA3SqRFruTn5/N/O0ZqKAoJO/mDBE2dHt4g0BrReioLYcJOXFYbAEyw58GS2TdClZdpRI7JAJc3gHpHD0YK2q5pif7aYFGYCC+wOfR9GzUkB0W5fc/XVEeh1eVFvcMd1egG1L3XA0BTp4drGZaTgZ62vnu5y+NHe7cPnRl6dEcZR7ki1l6vnNNNDEoFKcGEENV5j+Khv1ZhQsJtw7TpnOj2hiO4/Y0TjRA0Ot0IBAkMeu3NpQ2CudTfd0kopqZFvP4gqmo6AAwwl0LfN6qjEC0NFAi1F7PbUVJSAp9PXWrDf99wFK9/X4vTRg/BYzNGRL3m36sP4IMt9fjFieW4ZW70a+RGRkYGi3CnAX1I2Kmuowf1jh5NGt3NnR4cDnUpOWH4wIaSltPw+xMHo+h0OtismTjY7EK9w61Jo9vR4+MzJGfGMLq1em4EwmUK/c0lgHOyc0Z3Dyb2UsqnqHmvd3sDuOV/fkAgSPB/N83iy+uErD/ciiWfbcfIIbn46w3j03CXiSPmXq8eozukrtwdEnayZmmvxi5WBBdgHstYNbgAMCTXDL0O8AcJWrs8KMnLjHqdmokVwQVY27DtdR3w+IMoyjFh1JCcqNfkZ2fAbNTD4w+i0eGJWdJhMBhUZ8h9d9CBus4Axg0tRGZm9O9SXm426joDONDm7fcaBoNSlk+Nbm2uPbTv9LhSS58uJRQ7a1cYMwUf4FKnqdGtRbbUcBmSlUXZfbqUUGiwRqvnRkCQgj+A0W23ZmHncWdcc0mNe31VXStqHH7Y8jJRWZofNWBjK8hDXWcArkC3Jvd61RRDZZkMKAhtPlqsYRLW4A5odPNqndpcPONxTBgNekGLDO2Nk8cfiBnBBVj6onAu9ZcNoNPp+EicFqMEgWC4rVFcc0mjWROMxAjPF22uPRt5A6B/Y5LPatNoW8dOtw+767kuJf3VKgNMhHdTP73ehVAHTqOT01HQGm5fANuOdQDoPwUfYG3DhL3e+zsT9dZR0BqqMboBbfdcjCeCC7BFIRzB7X+DAQR13RrciLcfc8SM4AIs5WyglmpC+EOdBsdpd70TXR4/LGYjJtijp9sBTEeBkRhaz7IJt8Hqf+0ptXL1kh5/EO3d6kpjjYeqmg4ECVBemMWvL9Gw805Rbc6ljf30ehdSHNJRCBKuZldrbDvmgC9AMMRixvDCAc7XtMxVq87AGDoTQFhHAdDmmUhVRneZhmuY4jUmtZwmFG8EFwjX4mrxUBdPBBcIH1YaQjoKWiLeCC4g7Jer3bl0YmXBgNoIvXUUGIyB0LLzuNvrx47joQjuAIdbs9GA4lxOzEmL48Q7JgaIcgPhc2ODBsfI4w9ga20HgIHnEtVRALS5jwmF5gY6E2n53BgIEmw5GjsDR6fTRZwdtYaqjG6bhhfPeNKmgfCi0Orywu3TVmoHjeAW55owsrj/CC6g7UNdvBFcOkbd3gCcPX7J70tO8BHcTCPG2/qP4AKCjVjTzsD+tQEAoMSSCUNIkbqlS3uRFEZiaDmrrbqmA4FQZ4mhMUTktJyGvzGOGlxA21k2O+qc8PiDKMyJfSbScgu6cH/ueOeS9sZoTwN3Jso1xz4ThbMktfedU5XRXabRNCGPP4CqkLdyoLQOAMjLMiIrg0vtaNSYwEq4p/LAEVxAuxuxPxDkW2PEmkuZGQIdBae2Nhk+glsxcAQX0O5cIoQIHDj9e74BwKDXoSTU5lBr48RIHC0bAPEak4DAeayxvd4XCKKqNnbaNKDtHtRhY3LgCC6g3SzJYJDEbM9HEUa6tZb9RzP/TojjTGTXcIBUVUa3VqOT24454I2jBhegqR3aFFOLN4ILaHcj3l3fGVcNLkWrkZR4I7iAdg2EA01daO/2wWzUY8rQ/JjXa70FHSN+qCOrqdMDn8aEnTYdHbinshCtfqd2HnfC7QsiPzsDo2K0AaNzydHjQ7dXWxlbG2O0VBPCRyc1ttfva+pEp9uPbJMBE+yWAa/Vso4Cn4JfEXtdslm1GSAFVGZ0azWitCHOGlxKuJWIdjbiQJDwEdx4jO5wqYLG5tKR+GpwKVoUNCKE8IeVuOZSnjYjBHQunTC8ACZj7K1G62r4jPgpzjEjw6AD0Ziwkz8QFNRNxmEoabR2UhjB1cfYx/IyM5Br5rrnamnt4SK4sVuqUbR4bgTCjokThhfAaBh4H9OqjgJ3Joqtgk8p06gzEFCZ0S2sndRSakciEVxA2EpEOxtMIjW4QHguNWhM2CmRCC4gFAnTzuJ5sLkLbS4vMjP0mDLUGvN6GunWmo5C4uuS9uaSUvnuu+9wySWXoKysDDqdDv/85z8HvL6+vh7XXnstxo0bB71ej7vvvntQn6/X6zTZYWJ3fSdc3gAsmUaMLR046gZot8NEIgYAIOxWop0z0cHmLnR0+5CZocekstj7mE2D50Ygsg1WPGhxLh1r70Gj04MMgw7Ty/NjXq/VACmgMqOb/iF7fNoRdhLW4LLDbf8I67njieAOsZhh0OsQCBI0aySSElmDyxw4/UHnUrwRXGtWBjIzuOu0EnEihGD9IW6cZsU5l2waFldRGi6XC9OmTcNLL70U1/UejwdDhgzBQw89hGnTpolyD/Y87WVGbDwSv5YEoM3sEULCnSXiSZsGtOmcoBHcGeXx7WNaLZPiu5TEPZfod04740TXpclDrcgKtQMbCK2WbwKAMd03ICaZGQYU5pjQ5vLiuKMH1pDIk5rha3DjjOAC2hTEiLelGsWg16HUYsZxhxv1jp4B+3yqBVqDG28EF9BmylmijgmdTocyaxYOtbhQ73CjMoZKrBo41t6DBqcbRr0OM4bHFyEo02gqrBKZP38+5s+fH/f1lZWV+OMf/wgAeOONN0S5By1m2YTTgRN1sHPZf/GUnymdwy0utLq8MBv1mDw0vjNRmQbPRJuOxK8NAPTVUciIkWqtBuo6elDX0QODXofpw/Pj+p0yDUZxE9EGAMLrEtVRyDapyhQdENV9a2x52qrFXR8yJuON4ALaE8RIJoILaC8FJtEILqC9VCphBDe5uaQNA4HOpanD4vN8A9BkujCjfzweD5xOZ8SPEK2tz0ItiXgPt7S3stcfRJvLK9m9yQkamZxWng+zMcG1RyPrMwBsTNCBo0UdBeqYmFyWF7dhqMV2hkINhXiwaFRHAVCh0U1TYLSSJpSMMUkjBA0aaSNCI7hZGQZMjqN2iWLXWApMMnNJay0yaAQ3w6DDjPL4NhhAe2meiWoDAOG51Njp0ZSOAiM6S5cuhdVq5X/Ky8sj/r1MY50Tatq60dzpgcmgx9Rh8e1jJqMexbnaasW3McEILiBMndbGGDU43Kht64FeB8yIM4Kr1+t4J45WWj1tSqA9H0VrafjtLi/2N3UBAGbGaXQDwrZh2vjOUVRndGspdToYJIINJgGjOzRGbRoRdqJRtxnD8+OO4ALaUliMyAZIYC4JdRQcPepvkUHn0pQ4a5coWtuI4+3PLUSLOgqM/lm8eDEcDgf/U1tbG/HvfHRSI85jGuWeMsyKzIxk1h5tjNOmBNTdKTaNOXBomcIEex4smfGXYZZpTMMlGQcOzbbVyveNakqNGpKDopCDLx54DRcNnK+FpN3oXrJkCXQ6XcSPzWZL+v1sGkqdPtCceA0uAORlGpEdMhi04JxIJoILCDZiDRzqatsSr8EFwjoKgDY2mWQiuIC2WtA1Od040toNnQ6YWRH/d47qKADacU4w+sdsNiMvLy/iR0g40q2NuZKoijIlHFFS/zg1d3pwuMUFnY4rk4qXMo2llycqNEfhsyQ1sI85enzY29gJILF9TCgSpoXsP1qmkOhcKtNY9h8l7UY3AEyaNAn19fX8z/bt25N+Ly1FlDYkUYMLcMJOWlHrTLaeG9BWpJv2VE6kBpeiJTV8Gm2KV5GboqUIAZ1LE2x5sGYlJmaptZIORvJQA6C5ywOvP5jmu5EePuqWgAEACDpMaOA7tTlkAIwrtSS09lCnqNPth8uj/s43G5N04Ng0cm4EgC017SAEGFGcgyGW+CO4JXnctVrRUUgmBR/QniYHRRaScUajMe7otsfjgccTTj3sI66Sp5308mSNSYDbiA82u1SfTpVsDS6grUUh2QguwBndO487VW9QNjndfBRlZpKHFS04JgazLmk15UxpdHV14cCBA/z/Hz58GNXV1SgsLMTw4cOxePFi1NXV4Z133uGvqa6u5n+3ubkZ1dXVMJlMmDhxYlL3UJhtgsmghzcQRFOnG8MKsgf1THKmtcuDg80uAInVTQICp6gGvlMbDicXwbVkZsBiNqLT40e9owejS2L3QFcqnW4fdtdz5+YTE3TgaElHYePhxMTBKGajAcW5ZrR0eVDvcCeUcq003L4Ath3rAJBYCj6grQCpEFlEuvfv34+ysjKMGDECV199NQ4dOtTvtTHFVQRCampO7RhMBBcQtnpS9+IZVlHOTziCS9OEmjo98AfUHUmhcynRCC6gHR0FGsGdaM9DXgJ1cED4sNLe7VO9jsJg5lKZhtLwlcymTZswY8YMzJgxAwCwaNEizJgxA4888ggAoL6+HjU1NRG/Q6/fvHkz/v73v2PGjBm48MILk74HvV6nGccorZscU5KLglA5T7xoZYwAYUu1xAwAQNiCTt3jVFXTgSAByguzEm6FqiUdhWRT8AHt6ChsO+aAL0AwxGLG8MLEnJ5aOTf2Ju1G96xZs/DOO+/gyy+/xF//+lc0NDRgzpw5aG1tjXp9LHEVqq7o9gVVLexEa3CTieACwrZh6vYyJdqfW0hxrhlGKuzUpV5hp0ZhDW4ShxWtpJwNxsmVl2VEVkj8SM0bcUe3F3sauDq4k5KKdLP0ciVw5plnghDS5+ett94CALz11ltYs2ZNxO9Eu/7IkSODug+tGJTJiINRyjRSsuHy+LHzOBfBTcZQ0oqY2qYkyxQA7egoePwBVIciuMk4cMJiauoeJ6HQnE4XX8tiilZskN6k3eieP38+rrjiCkyZMgXnnnsuPvvsMwDA22+/HfX6WOIqmRkGFIU8wWpOd6X9uZOJ4ALh2km1e5kGYygZBC0y1HxgoWOUTAQXCHt1tTKXkong6nQ6QSRFvZsMrXkfNSSHb1WUCFoTNGIMDq3obiSjokyx5YXXZzVn/1XXdiAQJBian8U7GhKhTCMOnI1J1uACYSdXc5cHPhVn/+2oc8DrD6Iox4QRxTkJ/75WHF3h/txJZEiGxkgrOgqUtBvdvcnJycGUKVOwf//+pN8j3IdavRvxYIxJQOBlUvGiQCO4el3idXCUcD2cesdp8HNJ/RtMRAQ3icMKoI16uMFoAwBMSI2RGFrIjOjxBrCjzgEg2QhuJnQ6wBsIolXFwk7JioNRtKC74QsEUVVL06YTH6eiHE5HgRDufKVWwo6JxCO4gGAuqdgZGAwSPgMnmXUp12yExczJiql5/e6N7Ixuj8eD3bt3w263J/0eVExNzZFuWl+aSE9lIeF6CvUuCtSYnJBkBBfQxkacTH9uIUL1crVGUoQR3GSFUWwa0FFIpj+3EDqXtKCjwBg8WhDj2XqsA74AQWmeGcMKEo/gZhj0GBJas9ScjZSsijJFCy2Mdh53wu0LIj87A6OG5Cb8+0IdBXXPpeTaYFHsGsia2NfUiU63H9kmAybYkxMe1EL2X2/SbnTfd999+Pbbb3H48GGsX78eV155JZxOJ/7jP/4j6fdU+0bc6HTj6CBqcIHwZG/v9qHHq05hp8FGcAH1pwm1u7x8L8pkanCBSB2Fjm516igMNoILhNMX1VrD5PL4sSNUU5nsOGlFR4EhDlrIsgn35y5MKuoGqL9+0h8IYktN8hFcQBsO9nA6cAH0+uTmkk3lWZLCCG6yDhwtrEs0EHHC8AIYDcmZklrIVOpN2o3uY8eO4ZprrsG4ceNw+eWXw2Qy4aeffkJFRUXS76l2cZXB1uACgMVsRE6oFlytkTeabpZMDS5FWA+nRujmkmwNLhCpo6Da71yS/bmF2FSu1rmlpp2vqRyaRE0loB0dBYY4aCGiRA+3JyVZIgUIMttUutfvru9EtzcAS6YRY5Ns96UFxemNAgdOsoQ7TKjTOXGwuQsd3T5kZugxqSwv9i9EwS7IBlBr9t+mQZZzAEJNDvV+53qT9j7dy5cvF/091V47KUYElxN2ysKBpi7Ud/QkJRYhZ8SowQUiW9CpETEiuACXOdHq8qLe0YOJSW5UcsXl8fM1lYP5ztnz1R0hGIzQnBC7NRN1HT3c+j1cjDtjqBV6uG3p8sDrD8JkTHscQVQCQYItg4y6AYLopErPRBtFieBy58ZOtx9dHj9yzWk/HosKIUTQBit5Q4mOk3rnEjdGM8oLkJFkBLc0L1JHIdmAhpyhfcwHc74OOwPVeb6Ohrp2qBBqr50U83ALqNMIoAvn6JLcpGtwAfW3ERFrLvE6CiqcSzSCO6wgOVVcil3l6YvrRXAGAtpI82SIQ2GOCSajeoWd9jQ40RkyAMfbkovgAuovuQv3505+7ck1G2HJDAk7qTAN/1CLC60uL0xGPSYPtSb9PqqfS4PoFEAxGfW8oa3Gs2NdRw+OO9ww6HWYXp6f9PvYVe4MjIYqje4y3hOnPmGniBrcQWwwgDAFRn2L52D6cwsp44Wd3KoTduqKqMEd5Djlq3kuiWNMUq9uhwp1FNy+AKprOwCIMZe0V+fFSA6dTqfqFHMamZwxPD/puklA3bWThJBwCv4gz0RqFlOjxuT0YfkwGxNvM0tRe8ndRhEcOIC621/SuTSpLA85g8gIYUJqKqHUynmYPH71CTvRNKrBRnCBsBGgxuikWBFcKuwUJJyisprYclScCC4gEA5RocdyvUhzKS8zrKOgtk1m2zGur2lxrnnQpSpqzwhgiIstT73zZeMgVZQpajYAatq60dzpgcmgx9RhyUdwAXVn2QjbYA0GelZQ47mxweFGbVsP9DrO0TUY1KwttXEQ/bmFqNlh2h+qNLrNRgOKczlhJ7XV4m4QoY6CYldp6wdhBHew46RXsbDTYFuFCVHr4imM4A52Lul06m23Es4sSa6vqRC1ziWGNKg1M4KL4A5erAgIGwCNDg+CQXVl/1FjcsowKzIzko/gAuoWUxtsGyyKrZeOgpqgZQoT7HmwJClSTFGzgrkY2gBAXx0FLaBKoxtQb+RtgwiK3BR7fjgNX02IGcEF1FvDJFbaNKDe6KSYEVxAvVGC9aI6cNS5djOkgV97VLaPHWvvQaPTA6Nehxnlgzvc9hZ2UhNiGZNAWJtEbWtPU6cbR0JtZk8YhAo+ABSpWEdhk0hlCoB6z0SObh9f4jrYFHyhjoIaSxOjoVqjm0/tUNGi0OXxY6dINbiAINKtojECwqkvYowRoM5WT25fANXHOgCINZfCXl016SgI284NNoILCOvh1LPB+ANBXmF5sCr4QHhdUqOOAkN81JoZQaNuk4dakWUaXAQ3w6BHiYUrR1PTPgYIU/AHZ0wCghpTlZ2JNoeMyXGlFlizBhfBFeooqPXsKIrRrdIMnC017SAEGFGcgyGWwauyl6lcDb83qjW6y1To/RY7gksXTrUJO4lVg0spU6HCotgRXKGOQruKdBTEUuSm2FUY6d5V74TLG0BephHjBqGwTFGzjgJDfNSaxrlRpBROCt/qSUUOv9YuDw42uwAAMwcZwQWE7WbVM0YARBOao1DnsZqyJDvdPuyu54Jagy3nANSroyBszycGdl6EV13rd3+o1uhWY3RSzHRgALBkZvC9KNWyEUeqKA8+6gaoU1yF1uCKFcGN0FFQyUbsDwSxWeSsCTWmwgp1JgxJ9sgVEqmjoJ5xYkiDWgWLNh0RR0WZosZAxOZQhs3Y0lzkZ5sG/X6qnUtHxdEGoKhRR6GqpgNBAgwvzOb3n8Eg1G9Rk46CmCn4gLB1sXrWpYFQrdFN63DV9IcUS5FbiNrE1GgEd4jFjMqibFHeU42RFLEjuEB4nNQylyIiuKWDj+AC6kyFlWIuqVnQiCEu1ABo6fLA41dHxlZHtxf7GrsAiBdRUmPJ3aajVJFbXAOgy+NHp1sdGVsuQVmiaJFulZ0bAaGTS5zvG9VR8AWIanQUPP5wWaJY46Q1DRfVGt1q6yUoRQQXUJ+YmrA/txgRXEB9Qmr+QJCPEIhrdKtrnISZJXoRIriA+iIEwSARXUMB0N5GzEieguwMmI3cUabJqY5yBLo+jxySM+jWoJQyFX6nxKznBoAcsxF5IWEntazR1bUdCAQJhuaLU5YICEvu1LHXA+Kn4GcY9BgS+u6q5Uy0o44LahXlmEQpSwTU6QwcCNUa3cLDrRqEnbbWdsAbEDeCCwB2lTknxK7nBsKLQlOnBz4VCDvtPO5Et8gRXEB9UVwpIrh0Ljl6fOj2Kr9Fxv6mLnR0+5CVYcDkoYPrkStEbXOJIR1CYSe1GAG8ATDIPrhC1Bad7PEGsKPOAWDw/YKFqM0xKlbbOSF8+aZKDCVfIIiqWnE1FAD1iakJe72LFtRSqY5Cf6jW6KY1GR5/EG0qSO0Q9lQWa7IDYREDNQg7CSO4YnkrAaA4x4wMgw5EJcJOwhpcsSK4gLo2GGEEV8y5lCfQUVDDONHMkhMq8pFhEG87UVvWBENa1FaLK3aqK6C+krutxzrgCxDY8jIxrECcCC4gmEsqMQI2HRE3BR8Q1OGqJGti53En3L4gCrIzMGpIrmjvS4Na6plL4p+J1OYMjIVqjW6TUY9iPrVD+X/MDRKkcALCmm7lLwpSRXCFwk5qGCcpIriAugwlqSK4gLo2mXB/bvFKXoBwJEUNazdDespUNF/cvgC2HeMiuGIebmnJRqNTHcJOQseEqIEIFc0lfyCILTXiR3CFOgpev/Kz/+hcmlkhTVBLDanTwSARXUMBCJ8bO1WkozAQqjW6AfWI8UhVgwuoa4MR1paKGcEF1NNLkFs4pTK61TOXNvCbcIGoEVwAqkmFJUSaem5AfToKDGmxq2i+bK9zwBvg2jlWiFhKVmIxQx8SdmpxKT9jS+waXIqanMe76zvR7Q3AkmnE2BLxAhFCHYVGFRiUYmsDUMLdSpQ/RgebuUBEZoYek8ryRHtfoY6CGgIRsVC10W1TSXRSqgguoB4DAJAugguop22YlBFcYR2u0nUUxG7PJ0Qt9co1bd1odHqQYdBhxvB8Ud9bbToKDGlRU2aE0AAQM+pmNOhRYlGHERAIEmw5Gq4vFRO1rM9AZE9lMQMRatJRIIRIkoIPCAMRyh4jIOzkmlEufiCCZk6oocw1Fqo2utXyh5RCRZlC63Cdbj9cHuUKO0WqKIub6goIIylKn0tcDa4UEVyagu9VuI4CISRCBV9s1JIRQJ1c04blIzPDIOp7q01HgSEtZSpxigLS1OBS1FL7vqfBiU6PH7lmI8bbxIu6AeoSUgv355ZuLildTO1QiwutLi/MRj0mDxV7Lqnj+wYI67nFdXIBwowA5a/fsVC10a2W2kkpI7i5ZiMsKhB2ohHcbJNB1NQXSlgQQ7ljBEg7l9Sio0AjuCaDHtPL80V/f7WkL0qZDSDUUdDCRswYHGrZ64NBIunhVi1lG9QxcUJFAQwiByKEQmpKztjiyn+kScEH1FNyR79v08rzYTaK6zy2qUhHYaOkDhz1OLpioWqjWw3pL1JHcIFwFFfJBxYpI7iAQJlbwV5dLoIrnaEEqMOzy0dwy62iR3CB8FxS8vcNkNboBtQljqU2vvvuO1xyySUoKyuDTqfDP//5z5i/8+2332LmzJnIzMzEyJEj8ec//1m0+6FzpaXLC48/INr7ppp9TZ1wuv3INhkw0S6+89iWp461h0/Br5Au6ubyBtCp4Oy/o63daO7knMdTh4lbSgYIHV3KPV8DQm0A8eeSWnQUGhxu1Lb1QK+D6KVkgLoylWKhaqNbDWlC+5o64eiRLoILhNNdldxKZL2gpZoUqKGX4NHWbjR1ShfBBdQRxZXemFS+M7De0YOatm7odZyjSwrUJI6lNlwuF6ZNm4aXXnoprusPHz6MCy+8EKeffjqqqqrw4IMP4s4778QHH3wgyv3kC4SdlGxQ8nWTw/NhlMB5XKaCFqFCAUcpom7ZJiOsWRkAlJ3ZRsdoyjBpncdKnkuAUAVf/LmUYdBjiCWU/aeCuTTBngdLZobo76+Wspd4MKb7BqQkLKTGCTuJKUqSKqgBcMJwaSK4gLBtmDInvDCCe5JEhhJdFJq7OGEnqf4WUkLHaKpEmzCgjnplYR9zKaBzieoo5JiVtwzTMZpYJs0mDGhrI1Ya8+fPx/z58+O+/s9//jOGDx+OZcuWAQAmTJiATZs24Q9/+AOuuOKKQd+PTqdDWX4WDre4UO9wo6IoZ9DvmQ54A6BCmrWHrs9Kjk4ea+9Bo9MDo14nqfPY0eNDvaMH42ziitemirA2gDRO0TKFnxsBoKnTjSOt3dDpuDO2FNitWWh0elDvcGNauSQfITlS9OcWooYAabwoz3JIgNK8TOh0gDcQRKtChZ2krMGlKF1hMRUR3KIcE0wGPQhRbouM1MwlZdfhNjjckkdwLZkZitdR2CBRf24h4ewSZY4RI8y6deswb968iNfOP/98bNq0CT5f9N6sHo8HTqcz4mcg1JBls0nCGlwg7MhSch0uFQebPNSKLJNUzmPlO/xoDe5JEjlw1NDRZXPo+zau1MJnN4iNGtaljRI7cNSiyREPqja6hcJOSvxjEkKwMYWGklI34g1HpK3BBULCTlZli4RJ1VNZCH+oU+gY0bk0qcwqWQQXUP6BJZVzSaljxAjT0NCA0tLSiNdKS0vh9/vR0tIS9XeWLl0Kq9XK/5SXDxwmUnpmRF1HD+o6emDQ6zBdgrpJIJxe3uh0I6BQYScpa3ApvIaLQp3HrV0eHGp2AZDOeawGHQUpheYoSs/+c7p92NPAOTylysChc6nL44fTHd0JqxZUbXQDyq6fTEUEF1C+kJrUNbgUJS+eqajBBcJpQsqdS9K1ChNiV3A6VZvLi32NXQCkPfgyITV10bu8iypD91f2tXjxYjgcDv6ntrZ2wPdXemYETeGcaM9DrkQlJ0NyOWEnf5CgtUuZwk5S1uBSyhTuwNkU6mE+piQXBTkmST5DqKPQ6FDoXOIVuaU8Eyl7LlXVdCBIgPLCLN6xKTZZJgPys5WvoxAPqje6ldxLcIPEKsoUPtKt0IhS2OiWLtUVUHbqNB0jySO4Ah0FJbbISJkDR8Et6GiUe0xJLopCmURSINRR8PqDkn2OVChx/kuFzWZDQ0NDxGtNTU0wGo0oKoq+bpvNZuTl5UX8DPgZSjeUJE7hBACjQc+34lNiNlJHd9jhd6KEzmOltzBKhWOC6igAyjw7ujx+7DzORXCljHTbFHxuBAT13BJFuSn07Kj2zDbVG912BfcSTEUNLhAeo063H10Ka5GRihpcipIj3akyJm3WsI5CW7eydBQiI7hSR7qpM1B5G0yq5pJQR6GpU1nfOY8/gP/3+vp034ZsOOWUU7By5cqI17766iuceOKJyMgQxwmo9B7UfMmGxGuPkls9bQ5FcEcNyZHU4af0FkY0bfrkEdKeiYROdqVRXduBQJBgaH4W7zyQAiWfGwFBez6J93utiKmp3uhW6kZ8tNWFz7YfBwCcMrJY0s/KMRuRl8mlsyltI35lzQEAwJRh+ZKl5FGUOpfqOnrwr2o6l6TNBsgw6DEkV5ktMl799iAAYLzNgkKJUvIoZQp1BjY53Xh/8zEAwCmjpJ1Ler1OsdHL/1l9ENuOOdJ9G5LR1dWF6upqVFdXA+BaglVXV6OmpgYAlxp+ww038NffeuutOHr0KBYtWoTdu3fjjTfewOuvv4777rtPtHuiPaiVNlcAwNHjw97GTgDATAkj3YBy1x4gNTW4QGTWBC2DUAo93gB21HFrj1Q1uBQ734JOWWciQGBMSvx9oxmSStRR8PqDqK7tACD9OCl1r08U1RvdSkwTCgYJHnh/G9y+IE4ZWYQ5Eh9uAWV649YfasXb644CAO6bN1byz1OiV5cQgsUfbkeXx48ThufjrPElkn+mEtU6q2ra8dfvDwEA7p03TvLPU6JaJyEED/9zBxw9PkwemofzJ9kk/0wlbsQ7jzvw8uoD6b4NSdm0aRNmzJiBGTNmAAAWLVqEGTNm4JFHHgEA1NfX8wY4AIwYMQKff/451qxZg+nTp+OJJ57Af//3f4vSLoxCnaJtLi/cPmUJO22paQchQGVRNkos0tRNUpRccpeKtGkgfB7q9gbgdCsr+6+6tgP+IIEtLxPDCqSL4ALKbjcbLueQdi6VWJSro7DzuANuXxAF2RkYNSRX0s8qU3Aa/spdjXFfq7wGsQmixDShv22owfrDbcjKMOCZK6ZCr5e+v7g9PxN7GzsVE53s8Qbwmw+2AQAWnFiO08cMkfwzw/VLyhgjAHh/8zF8t68ZJqMez145DYZUzCVrFrYecyjGUPL4A3jg/W0IEuCy6WU4b2Jp7F8aJGUKjBB8uq0eX+1qhFGvw7NXTEtJr3qlbcS+QBD3v7cN/iDBuRNK8Ga6b0gizjzzzAEjgG+99Vaf1+bOnYstW7ZIdk/WrAxkZRjQ4wugweFGZbFyenV/tKUOADBT4sgkIOxWoozvFOVAUxe2HusAIG09NxAWduro5np1S9VOSgo+quIykWZWFvQrUigWSi3frGnt5iPdUmooAJyOQoklEw1ON4473CjJk9apJiYfVdF1Sfq5RAOkSnMGHu/owSP/2h739RqIdIdSOxweRQjbHGvvxtOf7wYAPHDBOAwvyk7J5yqtL+XzX+3FkdZu2PIy8dDFE1LymXQutShE2KnR6cYTn+4CANxz7liMLpHWU0lRWnTyT18fwP6mLhTnmrDkkkkp+UybwnQUWrs8ePTjnQCA284ajYllA4taiYXSMpX+vOYgdtU7kZ+dgYcvmpju29EUOp1OcfsYAHyy9Tg+3noceh3w/2YPl/zzlNhhwusP4u4VVfAFCE4fU4yKFJyLlJj9t3JXI97ddAw6HXD97ArJP69Mgdok/kAQ97xbDY8/iJNHFGJcqUXyzwx3CFLOOH23rxnvhDJJrz+lUvLPU2KnqWCQ4L73tqLTHX9mlSyM7pdffhkjRoxAZmYmZs6cie+//1609y7NCws7tbrkLexEU4Fd3gBOqizAf6RgolPCG4z8J/zmo+14/cfDAICll09BnoRq3EKEwk6NMvfGEULw0Efb4XT7MW2YFb86fUTKPltJte876hx4JVTL/cRlkyVrr9KbXLMRFgXpKDzy8U60ubwYb7PgtrNGp+xzlTSX9jV24r+/2Q8AWHLJJBRbpBN6YkTHrqD5AnD3+dBHXJTk9rNGY8ZwaaNugPKcogDwx6/3YUcd58z6w1XTJI+6AcIsG2WMU3OnB78NZf/96vSRmC2xfgsg0FFQyBgBwCtrDmLz0XZYzEY8n7K5pKyMgHaXF/e9txUA57yZO1b6TFJhG1Wl6Ci88eNhrD3YisyM+E3ptBvdK1aswN13342HHnoIVVVVOP300zF//vyIerDBIBR2krtn991Ntfh+fwvMRn3K0sopNr5tmLzHyO0L4IH3t4IQ4PIThqakRpmi0ylH2OnjrcexancTMgw6PHvlNBhTkApMsSmkX67XH8R9721FIEhw0RQ75k+xp/Tzw2me8h6nL3bU47Nt9TDodXjuymkwGVM4l/KU8X3zB4K4/72t8AUIzhlfgsuml6X7ljSJksTUaJSEOkbvOGdMSj63TJDGqQRhp41H2vDKGs4x+tTPp/Atz6TGpqDSREIIfvPBNrSGHKP3pkDjBgg7RVsVoqOwtbYDf/yac4w+/rNJKC9MTSap0ubSgx9tR1OnByOH5ODBC1OUSRr6XitFR2F3vRPPfrEXAPDABePj/r20G90vvPACbrrpJtx8882YMGECli1bhvLycrzyyiuifYZdAb0E6x09+P2nXFr5vfPGYqTEogW94TdiGY8RAPzx6/042OzCEIsZj1yc+vRNJYiENXeGU4HvOHsMxtmkT58SwkcIZJ5y9sqag9jT0ImC7Aw8dllq0sqF2K3yT/Nsd3nx8D+5uXTLGSMxZZg1pZ+vlDYir/1wGFuPOWDJNOLJn09JSfSE0RclZUa88eNh/HigFVkZBry4YHpKNBIAYIjFDINeh0CQoEXmwk6dbh/uWVGNIAGuOGEYLkyhY1Qpaw8A/G19Db7Z0wSTUY8/Xj0DZqMhJZ9rzcrgo3xyz/7r9vpxz4pq+IMEF02142fTh6bss5VU9vLBljr8e0cDjHod/rhgBrJMqZlLWSYDCrK5rFW5r99uXwB3L6+GNxDEuRNKcNXMYXH/blqNbq/Xi82bN2PevHkRr8+bNw9r166N+jsejwdOpzPiJxZyF+MhhODBD7ej0+PH9PJ83HTayJTfA5+WJ+Oo27ZjHfjLd5zC9O9/Nhn52alJBRaihI34kX/tQEe3DxPtefj1maNS/vl2Qc2gXHUU9jQ48dLqUCrwpZNQLGHP1/5Qgpja45/uQkuXB6NLcnFniiJxQuwK0FE40NSFF1buAwD87uKJfFSDkXpsCkkJ3tMQjpI8fPGElDrZDXodSkOlD3Kvn1zy8S4ca+/BsIIsLLk0tU72cJaNvMfoYHMXfv8Zp93ymwvGp9TJrtPpFJM6/eRnu3GoxQVbXiae/NnklDpGlaIPUNvWjSWhgM09541NuZNdKRouf/hyL/Y2dqI414Snr5ia0FxKq9Hd0tKCQCCA0tJIteDS0lI0NDRE/Z2lS5fCarXyP+Xl5TE/h9+IZeqJ+6iqDqv3NsNk0OO5K6emRGG6N/Rw2+nxo9PtS/nnx8LjD+D+97YhECS4ZFpZStoVRUPurZ4+317Peymfu2pqyqInQkosZuh0gC9AZKmj4A8pTPsCBOdNLMWl09KTCkxTYeU6l77e3YiPquqg1wHPXTkVmRmp8XgLKcwxwWSUr45CIEjwwPtb4fUHccbYIQl5vBniU6aAQ5swSnLO+BJce7L04mm9kfs+BnB72QdbjkGvA15cMB2WFGm3UML6APIdI18giHtWVMPtC+K00cX45ZzKlN9DuAWdfJ0T3+xpxN/WcyWrz/9iWsoDNmEhNfnOpUCQ4J4V1ejy+HFiRQFunZv6gI0SdBR+PNCC137gNKWevXJqwgGbtKeXA+jjJSCE9Os5WLx4MRwOB/9TW1sb8/3LZFxj2uR047FPOC/lXeeOwZgUKClGI9tk5NtiyHFh+J9vDmBvYyeKckx47NLUpwJT5Kyw2Oby4nf/3AEAWHjmKEwqS62XkpJh0KMkFEmRY5Tg1e8OYXudA3mZxpR7vIXY+Ui3/L5vjh4fHgwJPN18+siUCDxFQ+6K1G+tPYItNR3INRux9HKWVp5ulCCk9vxXe7GngdvLEo2SiIVd5u0vGxxufv1ZeOZonCRxL+Vo2AXnRrkKO/331/ux7ZgD1ixOYC6VOkAUubcNa+ny4IH3OYG5m08bgVNHF6f8Hvh+5jLWUfjztwex6Wg7cs1GvLhgelqCf2FnoDzX745uL+59lxOYu27WcJw9PvH2smk1uouLi2EwGPpEtZuamvpEvylmsxl5eXkRP7GQq1eXEIKH/7kDjh4fJg/Nw3+dkfq0ciFyPdzuPO7AyyEhlccum4TCFClMR0POvQSXfLwTrS4vxpbm4razU6cwHQ25pgkdaOrEH1dxaeWPXDIprT0z7TLeYJ78bBcanR6MKM7BovNSI8rTH3JN8zzS4sJzX+4BACy+cDyGhgwZRvqwh7JH2rt9shR2WnugBX/9nouSPHPFVAxJk8J9mYzXnmCQ4P73t6Kj24cpQ62469zUl7UA4fW5xxeAs0d+wk6bj7bhf1YfAMAJzKWrrKVMxlFcQgh++8E2tHRxAnP3nT8uLfdRYsmUtY7CtmMdeDFUIrXk0tQJzPWmTMbOQEIIHvrnDjQ43RhZnIOHLkpOYC6tRrfJZMLMmTOxcuXKiNdXrlyJOXPmiPY5cq2d/GRbPb7a1YgMA6cKnI5UYCFyFAnzhVKB/UGCCybZcFGKFaZ7I1fF6a92NvC9Xp+7clrKhFT6Q446CoEgwf3vb4M3EMSZ44bgihNSJ6QSDbtMM3C+3dfM93p9Nk1p5ULkqKMQDHJqwW5fEHNGFaUlRZjRl7wsI7JDwj9ymi8A4Oj24d5QG55rZw3HuRMTj5KIBXWKyvFw+9baI/h+fwsyM/QpFZjrTWaGgXfwy+3s2OXx4+6QwNzlJwzFRVPTdy6SszL3PzbUYtXuJpgM3FxK114mZx2FHm8Ad4cE5i6cYkvruUiONgjln9V1+GxbPYx6HZZdPR3ZJmNS75P29PJFixbhtddewxtvvIHdu3fjnnvuQU1NDW699VbRPoNuMI1O+Qg7tXZ5eMGC284ajQn22BF7qbHJME3oz2sOYlc915/ziTSmAlOEwk4evzwiKY5uHx4KpZX/1xmjMK08P703BHn2gn3jh8OoqumARSapwHLUUeh0+7A41Ov1P06pTEtaZ29sMnTg/G39Uaw/3IasDAOevjw9KcKMvkS2dZTPfOGiJNtR73BjRHEOHk4ySiIWcnSKAlyv+6e/4LJHHrpoIkaXpLaLS2/kmmXz2Mc7UdvWg6H5WViSxnI7QL49qA+3uPDEp1zp5gMXjEv7GVuOZyIAeOrz3TjU7EJpnhlP/iy95yK5jlFtWzceCXVxueucMZg6LD/p90rOVBeRBQsWoLW1FY8//jjq6+sxefJkfP7556ioqBDtM0osZuhDwk4tLg9KLOlXl33k451oC/VUXHhmelOBKWUyS8Pf29CJ//4mpDB9yaS0peIJKcwxwWzUw+MPosnpSVsajpDHP92F5lBPxbvTlIrXG7kJGh1q7sIfvuLUgh+6aAIfZU4nOWYj8jKNcLr9aHC4Uy4UFI2n/70Hxx1ulBdm4YEL0pOK15symW3EtW3dWPpvzjD4zQXjMLwo/WsAI0yZNQuHml2yyiD5V/VxfBrqdf/iguSjJGIhx5I7jz+Au5ZXw+sP4qxxQ/D/ZqU/e6QsPxO76p2yWXsA4Isd9XhvM5eJ9OKC6chL875hE9QrywVfIIi7V1SjxxfAnFFF+M9TR6T7ljgdhZoOWc2l1Xua8L8/HQUA/OGqaShIY+kmEKm/NZC2VyoJBAnufXcrOj1+zKwoGHRHoLRHugFg4cKFOHLkCDweDzZv3owzzjhD1PfPMOh5g00OG/EXO+rxWWgD/sNV02AyyuLPIKt+5v5AEA+8vxW+AME540tw2fT0KEz3RijsJIc0odV7m/DBFm4DTpfCdDTkJGhEU4E9fk7hdcFJsTsepAo51TCtPdDCK7w+c8XUtBsGFDm1WyGEYPGH29HtDeDkykLccEplum+J0Qu5RbqPtXfjd//iMpHuOmcMpssgE4muO42dHtkIO73w1T7srneiMMeEZ66UR/aI3FrQNTrd+O2HnMDcr+eOwskj0p+JRA2lNpdXNjoKf/rmALbWdiAv05g2gbne2PPklV3S2uXB/SGBuV+eWonTxwxJ8x2Fv29y0lH4y3eHsOFIG3JMBrz4i+kwDrLcRR7WXgqQy8Gt3eXFw6E0hVvnjsTkoelRmI6GXUbe79d+OIytxxywZBrx5M/TnwosRC6eXafbhwdDG/B/njoCMyvSvwFT5CTK9866I9h4pB3ZJoMs0sqFyEWts9vrx28+5Dbg62YNx5xRqVd47Q85pZyt2FiLHw60wGzU45krp8riMMeIRE6ZEXyUxO3HjOH5WDjIKIlYFOeaYQwJOzV3pl/Yad3BVvzl+0MAgKcvnyKLbERAPudGgHMe3/ceJzA3eWge7j43vQKXlLwsI7JCzn45nB03H23nBeae/PkU3sGUbmhQSw6tiwkh+O2H29HS5cHY0lz85oLx6b4lAPLTUdhR58ALK7kMySWXThIlq00zRneZTCJvj3+6Cy1dHowpycWd58gjFZgiF0PpQFMXXggpKf7u4olpU+XsD7nUMC39fDfqHW5UFmXjvnnySAWm2GWio1DT2o1nvuAWzcXzx8uiHECIXNqtPPvFXr5GcPGF6a037Q09NKVbR6He0YMnP9sNALhv3jiMKM5J270w+scuI+G9v35/COsPtyHbZMCyBYOPkoiFQa9DaZ48BGYdPT7c+241CAGuObkc8ybZ0no/QuQk7PTOOk5gzmzUY9mC6bLJkNTpdIL2l+kdpy6PH4verUYgSPDzGUNxyTR5ZEgCgrkkg0j3io21WLmrESaDHssWzJBNhiQQ1lFItwOnxxvAXcur4AtwIs5XzhwmyvvK41ubAmyhViLp/EN+vbsRH1XVQR9SBU63wnRvqAHQlUZhp0CQ4IH3t8LrD+KMsUNwlUgTXUzkEJ38YX8L/rGB61H/zBVTkWWS11zqraOQDgjh0sp7fAHMGlGI62aJpxMhFnLILtl4pA1vrzsCAFh6+RTkmuWRVk4pyM6AOXTAbHKmby4t/nA7Oj1cxPI/T0t/jSAjOnLJjNh53IHnQzoSSy6ZhIoieTlp5FLX/ci/duB4yHn88EUT03ovvaFnonSP0f7GTl5H4qGLJmB0iSWt99MbOexjAPDEJ7twtLUbQ/Oz8Nhl6RWY641cxuhIiwuPhwTm7p03FhPL0i/iLEQu3aae/vduHGx2ocRixlMiZkhqxugO/yHTM+EdPT48+BGXCnzz6SMxY3hBWu5jILJMBuRnc6Ic6TqwvLX2CLbUdCBXJgrT0bCnuQ63y+PHb0IK0zecUoFZI4vSch8DYTTo+RTBdNXD/X1DDdYdakVmhh7PXCHPVGBeHyBNG0yPN4AH3t8GQoBfnDgMZ4xNf11Xb+Sgo/Dhljqs2dsMk0GP566cCoMM5xKDIyzimL5Dm9sXwN3Lq+ELEMybWIqrTpSf8zjd3ykA+Fd1Hf5VfRwGvQ4vLJiOHJk5/IQGACHpydjy+oO4a3k1PP4g5o4dgutny9F5nP7ski93NmDFplrodMDzv5iWdoG53shBR8EfEpjr9gYwe2Qhbj59ZFruYyDk0Ep1zd4mvL2OE5h77qppfMq7GGjG6E53dPLJz3ah0enByOIcLDpPHrU40aCpHenYiI+0uPDcl5w3d/GF4zFUJrU4vbGnuY3Is1/sQV1HD4YVZMmmFica6RQ0quvowdLPubl0//njUSnTVOB0H1ZeXLUPh1u4diEPySzKJCSd0csmpxuPfRJqF3LuGNlFmRiR0LnS0e1Djzc95QhP/3sP9jd1YYjFjKevkIcoWG/K0pyGX9fRg4dDrS7vOHs0TpBhIIKm4Lt9QXR0pyf774WV+7Cr3omC7Aw8JxOBud6UpdmB0+R047ehQMQtZ4zCbBkGIoQ6Ck2d6fnOvbT6AKprO2DJNOL5X0yXpfM43ZlKbS4vLzB345xKzBU5EKEZozudtZPf7mvGu5s4helnZaQwHQ26Eac6BSYYJHjgg21w+4KYM6oI156c/nYh/UHrl9KRJvTToVa8E/LAPXPFVNlFBoSEdRRSO06EEPz2g23oCrV4uHFOZUo/PxHSOZeqatrxWki8aOnlU2DNkldkQEi6WtBx/ZV3wOn2Y8pQK245Q36RAUYkeZlG5ITKbdLh8PtuXzPeWnsEANdRQswoiZiks3YyGCS4991qdLr9mF6ej9vPkkfb1N5kZhhQFPr7pcMIWH+oFa9+dxAAsPTyqSjJk5e+DcWWxjR8Qgjuf38b2rt9mGjPk21QS6ijkI65VFXTjj99wwnM/f5nk2Ub1Eqn/hY9OzZ3ejC6JBe/nS9+UEtDRjf3h2x0ulOa2tHp9mHxB2GvyYmV8lGYjoaNT3dN7aLwt/VHseFwG7IyDHhGppEBCnXgtHR5Uyrs1OMN8Gnl15w8HKeOlo/CdDSojkKqN5j3Nh/D9/tbYDLq8azMU4HputTl8cOZQh0Fty+A+9/fhiABLp8xFGePL03ZZydDurImPt56HCt3NSLDoMNzV02VjRAWo390Ol3aoiXtLi/ue28rAK7058xxJSn9/ERIZ+3kaz8cwk+HOIG5F2UkMBeNdK09TrcPi97dypf+XDBZPgJzvbGnsXzzf386im/3NcNs1OOPV8tHYC4a6WpB5/L4cc8KTmDu0mlluGz60JR+fiKkU3/rvU3H8FVov1+2YLokAVL5zk6RocJO/iBBa1fqxHie/vceHHe4MbwwG/efLy+F6WiUpSENv7atmxcJ+c0F42SnMN0bobBToyN1c+kPX+3F0dZu2K2ZWHyhfNPKKemIdDc43HgiJBKy6LyxGDUkN2WfnQzZJiMfYU7lJvOnb/bjQFMXinPNeOQS+aaVU9KhSN3S5cGSj7m08tvPGoPxNnkJzjD6Jx2p04QQPPjRdjR1ejBqSA4Wz5dXF4DepCs6ueu4E3/4kutO8sjFE2XfBSBdJUCP/msn6jp6MLwwG49cIi9RsN7Y01S+eaCpk+8osXj+eIwplXfpT7rU8H//2S4cae1GmTUTT1w2OaWfnSjp0lE42uriy8junTdOsnbOmjG6jQa9oEVGahbPtQda8Lf1NQC4VOBsk3xTgSmp3mCoKnC3N4CTKwtxwymVKfncwaDT6fhDXaqiBJuPtuGNHw8D4FKB5SYSEo2wIEZqxogQgoc+2o5Otx/Thllxs0IUplMtaLT9mAN//pZLK//9zyYjP1ue6a9CytJwWHn0XzvR3u3DeJsFv5ZJf2VGfKSjPc8HW+rw7x0NMOp1+OPVM2TXUaI3ZYLsP38gmJLPdPsCuHtFFbyBIM6bWIoFJ5Wn5HMHQzoMpU+2Huc73by4YLrsOkr0hu717SnUUfD6OVEwT6jTjRLOjuloy7tyVyP+sYETmPvDL6bBmi3vs6NQR8HRk5rsP38giHtWVMPlDeDkEYX4lYQCc5oxuoHUiqm5PH785kMuFfj/zR6OU0bJT9ghGqleFJZvrMUPB7jek89cKU+F6Wiksh6OpgITAlw5c5isUxaFpDrF85/Vdfh6TxOnMH3VNFmnLApJZSsRrz+I+9/fikCQ4OKpdlmnLApJdXujf2+vx2fb62HQ6/CHq6bJOmWR0Rcaxa13pma+1LR249F/caJg95w3VrIoiZgUhYSdggRoTlH237Nf7MW+Ri7D5mmZdifpjT3FGVv1jh48FOp0c/tZozGzQn4Cc73JyzQiO+RkakjRd27Zqn3YUedEfkhgTglnx1S3oGvqdPMlib86fSTmjJJ3SSIQqaOQKg2ul9ccxJaaDljMRrzwi2mSliRq6iRRlkIxtee+3Ivath4Mzc/Cb2WeZiaET+PskD6143hHD58adP/542SfZibEnsJ6uGWr9uNQqF/g72SsMN0bmiaUCh2Fpk43lnzMpZXfec5ojJV5mpmQVLage3nNAexp6ERhjgmPXSrvlEUhZSnUUWh3efG7kAH167mjFGFAMSIpS2GkOxAkWPQuFyU5qbIAt85VRlaEUNgpFWei7/c389laz105FUW5Zsk/UwzKUtjCiBOY2wpnKFvrjnPGSP6ZYiBs65iK79yGw2145VtOYO7py6fw81jupFJHgRCC37y/DW0uL8bbLLh3njwF5qJhT6GYWnVtB/749X4AwBM/m4xhBdKWt2rK6OajJRJ74jYeacPb644A4FKB5Z4aJIRGcF3eAJxuv2SfQ+vfujx+zBiej1+eqoxUYIo9RYIYW2s78JeQeumTP58i+9QgIUNywzoKLRJGUggheOSfO+Ho8WFSWR5uUcihl8K3oJP4sLK73omXQuqlj106STGHXgDIF+goSB0leOyTnWjp8mJMSS7uOEeeqsqMgUllls2fvz2ITUfbkWs24gWZtuHpj1QpBXd0hwXmrp9dgbPGKyNbC0itkNobPx7G2oOtyMrgBOYyFJKtBUBQciftd87p9uGeFdUgBLhq5jBcMNku6eeJiS2FDpy/ra/B6r3NMBn1+OPVM2A2yrvcRUiqRHi7vWGBuUumleGy6WWSfh6gMaM7FbWTHn8AD4RSgRecWI4zRO7xJjVZJgMKsqUXdvpndR3WhBaE52SuMB2NVNS++wNcKnCQAJdNL8N5E+WtMN0boY6ClOP0xY4GfLGTq6V87sppijqoAOFIt5TOwGCQ4IH3t8EfJDh/UikunqqcgwoQqaMg5VxavacJ/6w+Dr0OeO6qaYo6qKSal19+GSNGjEBmZiZmzpyJ77//fsDr/+d//gcTJkxAVlYWxo0bh3feeUeye0uVkNq2Yx14cSUnCvbYpZNkLwLam1SIqVEHe6PTg5FDcvDghcrJ/AMi2xVKmf23p8GJZ7/YCwB4+OIJGClzEdDehEvupHVOLPmYE5grL8zCowrK1gLCGThNndLqKBxs7sLvP+My/35zwXiMsykn8w9InTPw95/txuEWF+zWTPz+sskpKXdR1ul0kKTCUPpuXwsOt7hQnGvGQxcra3Oh0I1YyhSYt348AgC446zRGF2irAUBSI24yrpDrdjX2IX87Aw8KnP10v6wpSDljPbEvWXuSEwsU57CdCqcgZtr2rG9zgGL2YgnfpaazUVsbHnSf+foXPrlqSMwvTxfss9ROitWrMDdd9+Nhx56CFVVVTj99NMxf/581NTURL3+lVdeweLFi7FkyRLs3LkTjz32GG677TZ88sknktwfXXccPT50e6XL2PrtB9vhDxJcNMWOy0+Qbxue/ijj1x4JHVl7m/D5ds4pumzBdNkLzPWm1MplBHn8QbR3Syfs9OCH2+ENBHHO+BJce/JwyT5HKlJRJrX2QAs+3BISmPuF/AXmeiPUUWjqlC7773f/3AG3L4jTRhfjl3MqJfscqUhFptLmo+34e0jo+vmrUicwpy2jO196MZ6vdzcCAC6ealeEwnQ0yiQWLWpyurH1mAMAFKFeGo1UCGJ8vbsJAHDBJBsKc+SvMB2NMokdXR3dXmw62g4AuPok5R1UgEjxQqkiKatC69I5E0pQYlFG/VtvpBY0cnn8WHewFQBwzcnKXJdSxQsvvICbbroJN998MyZMmIBly5ahvLwcr7zyStTr//d//xe33HILFixYgJEjR+Lqq6/GTTfdhGeeeabfz/B4PHA6nRE/8ZKXmcEfyKWaLwebu7Cr3okMg065jiy+5E46R9anW+sBAP9vdgWmDsuX7HOkwmw0oDiX23+lcvgda+/GlpoO6HXAUwoRmOtNKgRBP9nGzaUFJ5XjxMpCyT5HKoQ6ClKtS02dbqw7xO1jSy+fogiBud6kQkfh023HAQA/nzEUc0anTmBOU0Y3/UM2SCTsFAwSrAoZSudMUE7NUm/4w61Ekbev93BjNG2YFSUKEcDoDU1/aXV54faJL+xECMHKXdRQUlZauRCpMwLW7G1GIEgwrtSiuNROCnXgdEuoo7BKBXNJ6o34+/3N8AaCqCjKln1/93Ti9XqxefNmzJs3L+L1efPmYe3atVF/x+PxIDMzcq3PysrChg0b4PNFjx4uXboUVquV/ykvT8wRIrXuBv1OzR5ZpFinqF1icVl/IIhv9nL7/YVTlFXSIsQm8VyiDvYTKwoVIwrWG6kztrjzNfedm6+gOu7eSH0mWr2nCYQAU4dZFXsmklp/ixDhXEptBxdNGd1DLGYY9DoEJBJ22lbnQEuXB7lmI2aNUEaLsGhInYZPswHOVbABYM3KQGYG9/VplGBh2NvYibqOHpiNepyWQi+c2EidJkQXznMnKtfJlWUyIF9CHYXDLS4cbHbBqNdh7jhlaUwIkX4ucQffcyeUKjLSlCpaWloQCARQWhq5fpeWlqKhoSHq75x//vl47bXXsHnzZhBCsGnTJrzxxhvw+XxoaWmJ+juLFy+Gw+Hgf2praxO6T6kFsKhTdJ7CtDaESB2d3HS0HR3dPhRkZyii9VV/2CVuQUfnktJ0W4TYBUEtKdhW50BzJ3e+nj1SwefrfGmzJPm5pODzdbjTlDRdlPY2dqK2jTtfnz4mtWciTRndBr0OpRauPkcKbxz1fM8dO0TRfV2l7NXd4w3g+/3cIUvJUTedTidpCzo6l04bXay4GjghUgoaef1BfLu3GYCy5xIgiDhJYCBQJ9eskYWKLXkBpBVXCQQJvtmj/CylVNLbMUEI6ddZ8bvf/Q7z58/H7NmzkZGRgcsuuww33ngjAMBgiL6+mc1m5OXlRfwkgpSlLa1dHmyu4cpalLz20Kw2qYSd6D529vhSxYmlCpGyBZ3T7cNPoXTgc5VsdIfmUke3Dz1e8bP/+PP1OGWfr6XUURCer5U8l6TWUaBz6fQxqT9fK3fmJolNQs+uGqJuQHiMpDAAfjzQAo8/iKH5WZhgV56AmhApIyl81E3BCycgrZDaxiNt6PT4UZxrwnQF1goKkTIVdpUKMksAaduIVNe2o83lRV6mEScpsFYwlRQXF8NgMPSJajc1NfWJflOysrLwxhtvoLu7G0eOHEFNTQ0qKythsVhQXCxNJo+UmRHfhFI4J5Xl8Y5FJVKcY0aGQRphJ0IIVu6mEVyln4mki05+u7cZ/iDBqCE5GFGcI/r7pwqL2YickAEjzZlI+RFcQFodhR8E5+vxClMsFyK1jsJKQVZbqtGc0S2VwuKx9m7saeiEXgecOVbZG0yZYIMRO7Xj6z1hQSelp3BKlYbf1OnG1mMdAIBzFNTPNBp0LjV2ekTXUaCb8NnjSxQpFiIknOYp7gbj6PZh4xEuIqd0o5tGutsk0FGgTq4zx5UoruVcqjGZTJg5cyZWrlwZ8frKlSsxZ86cAX83IyMDw4YNg8FgwPLly3HxxRdDr5dmvKXMjFCLI0sfIewk7jgdbO7C0dZumAypT+EUGzqXpAhEhIM1yp5LOp2OP1+LfSaqbePO1wa9DmcquEQKkFZHYZWgTEE152uRx6nJ6cbW2g4AwNlpyGrT3OnCnidN5I0XwqgsRIFCRVUo1BPX7Q3A2SOesJNQaE7phxVAOkEMKoShZKE5ilBHoVnESIpQCENNc0lsZ+CafU2KF5qjCHUUxI440cOK0g++qWLRokV47bXX8MYbb2D37t245557UFNTg1tvvRUAV499ww038Nfv27cP//d//4f9+/djw4YNuPrqq7Fjxw489dRTkt2jTaJDm9sXwHf7uBROJdfgUqQqk/oq9J2aM7oIOQpr7dQbm0SK075AEKtDZS1Kj+AC0omp0TrlkyoLkJ+t7PO1VOfGYJDwQS01nIn4TCWRNQKokPP08vy0dHJR9kqYBLwnTuQ/ZNgAUHZkEgAyMwwozDGhzeVFvbNHtP5120NCGDkmA2aNVH4Kp1Qt6MIK+MpfOKmOwnGHG/WOHn4hHSz7m7pQ29YDk1GP08YoV2iOIlULOjV0U6BQHYVDLS7UO9yoFCkV82irC/ubujihubHKjqKkigULFqC1tRWPP/446uvrMXnyZHz++eeoqKgAANTX10f07A4EAnj++eexd+9eZGRk4KyzzsLatWtRWVkp2T2WSXS4XXuwBT2+AOzWTEwqS6zOXI5IVXK3SgXiYBShNslA2gWJsvFwG5xuP4pyTJgxXLlCcxSphPn41PKJqVWaloKwjoIHvkBQtMyqqtoOtHR5Yck0quJ8LZWOQrpFCzVndEvxh+wUCGGowVACuMWzzeVFfYcb423iHCzownnG2CEwG5UrDkaRIkLg9gXw/X4qDqZ8QwngHF2c0e3GDJHeky6cp44qQrZJ+cuYXYL0RV8giDV71ePAAbhx4oxu8caJOiZOqiyENUu5QnOpZuHChVi4cGHUf3vrrbci/n/ChAmoqqpKwV2Focak0+2Hy+MXLdq6cpe6VO6lWHuaOz2oCqVwnjNe+WtPSR4n7OT1B9Hm8qIo1yzK+64UlEgpWWiOEhYEFe9M5Oj2Yf3hNgDqCGpRHQVfgKCp04OhImlC0PO1WkqkpNBR6Pb68cOB9GYpKf8vkyBSeHW/398CX4BgZHGOavq7SqFgrqbUckCaXoJrD7bA7QuizJqJiXblR1EAaQSNvlZJHRzFLoGOwsbDbeh0h4TmyvNFec90I4WYmtrmEoPDkpkBS8jQFmu+BINEdfOFltyJeSYS9goWK7spnXDCTpyhLdZciiiRUstckkCbhJZIjS3NRUWRcoXmKEIdBTHHiS+RUoFjApBGR+H7/S3w+oMYXpiNMSXpsdU0Z3TTNCExhZ3oZFdLZBIQioSJM+GPtXdjd70Teh1wlsLFwSg00i2msBONopyjkigKIH52SUuXuqIoQPiwIqaOAo2inDVOHVEUQHxxLEePDxtUFEVhRGIXeb5sr3OgKVQiNVsFKZyANOKyK1Wkt0EJrz3ijNO+xnCJ1OkqKJECIImQmtqCNYD4WZJHWsIlUkoXcqZIIVQcdkyk73ytOaO7ONcMo4jCToEgweq96lsUxI5O0h64MysKUKhwoTlKXpYRWRlcmrwYUQJCCL7Zoy7PNyAQNBIpI4C265kyVB1RFIDTUSgIaSfUi9BKhBDCizuqay6JG5X7dh/XrmdMiTqiKIxIbCIf3Ghkcu44dZRIAeJHJ7lewVyJlKrORCJHJ+lcOm10sSpKpADxMyS9/iDW7GH7WCzoXDp5RKFoGkzpRjiXxMj+CwQJb4eks62z5oxugyC1Q4y0hS017Wjv9sGalYGZFcoXwqCIHVFSkzgYhWuRId5c2lHnRKNTXVEUQPxIN03vVFNmCSBui4wDTV2oaetWVRQFED9CEJ5L6lmXGGHCa4848yXdIjxSQNcdKuw0WH48wJVIDc3PwgS7cnsF96ZM5IyAr1Q5l7jvm6PHh27v4DO2NhxuQ6fHj+JcM6YPyx/0+8kFsXUU1LguUTuN6igMlqqadrS6vMjLNOKkyvSdrzVndAPieplousJZ44bAqALxAgpfOynCYaXL48dPBzmhObWlcNpFPNTRlLzTx6gnigKImzUhbNejpigKIGwbNviNmM6lOSoRmqPYRFSkFrbrUdu6xOAI624Mfr4IewWfNU4986UoxwSTQQ9CgEYRspHCStPqKZECBGuPCM5jYa/gc1RSbgdE6iiI4RgVdgXSq6REChC2Lh78GLW7vNh0tB2Aus5EJqNeVB0FoWhhOoXm1GMlJoCYvQTVJoRBEdYvDTa14/t9zfAGgqgsylaN0ByFF8AS4bCiNoEeCo0QNHV64B9kJGXdoVb0+AKw5amjXY8QMVvQfa3COjggHOlu7/YNWkdh05F2ON1+FKqkXQ+jL2JmRtC9/sQK5fcKFqLX61Bq5Q63g117gkGiyhpcQNzUadoreFp5Pkry1FEiRRErqEUI4SO4qptLIrYupkJz420WlBdmD/r95ISYOgp8PXeaz9eaNLrLRBJ7ONziwsFmF4x6Hc5QWX9XmtrR4wvA0eMb1HutFKRwqsnzDYTTFwfrwDne0YOdx53Q6bisCTURoaPQNTgdBaFoodrmkl0kA6Gly4MtNZznW20p+HlZRmSbuCyQwa7fq1QoNMeIRMzMCGEEV22I1eqp+lgHWro8sJiNOHmEekqkAHGFnfge5ipbnwGhMN/gvnO76ztR19GDzAw9Th2tnhIpQJghKcK6tEudTi5APB2FQ81dONjsQoYh/bZaWo3uyspK6HS6iJ/f/va3kn+uTaQWGTQyOXtkEfIy1SFeQMnMMKAoJHg2mE0mECSCFE4VLgoi9RKknu+ZwwtE6wEqF4Q6CoOZS2oVB6PYRUqFpe16Jg/N4w+KakGn04liSAnb9ZyXRlEVhrSIFSlx9Piw/hBVuVfx2jPIwy01JueOGwKTUV0xHbsggjuY7D9hr2BV7mMina/DQnNDkGVST7kdEHbgNHcNTkfB4w/g230h0UIVziWxdBTouVEOtlraV8XHH38c9fX1/M/DDz8s+WeK1f9tpQpbhQkRo90KFZrLyzTixEr1pXCGBTEGucHsCmcDqBExat93HneiwelGtsmAU0YWiXVrskEsITV6WFFLO7XelIkwTgebu3C0tRsmgx6nj1FXZgkjDHWKdrr96PIkL+y0Zm8Tr3JfWaw+lXuxsmzUnA1QmpcJnQ7wBoJoHYSw0/f7W+DxB1FemIVxpeoRmqOI1aZPzU5RsXQUfjrUhi6PHyUWM6YOtYp4h/JArIwAOZUppN3otlgssNls/E9urvQ1v2JEJx3dPlWKFwjhxdQGMU58CmeaxQukQowIgcvjx7qQ0JwaNxhAnDTPVbzQXDEyM9Tl+QbEaZHh9gXw/X4uiqLGgy8gFMcazLrEeb5PGVWEHLN6hOYYkeSajbBkcn/fwazRq1ScYQNERnGT5WirC/sa1dUrWIhQ2Gkw4ySHXsFSIkbte4PDjW3HHNDpgLNV6DwWS0dBGKxRk9AcRQwR3jaXF5uOhrKUZLB+p90KeuaZZ1BUVITp06fjySefhNc7sAfR4/HA6XRG/CQKrcNtdLqTFnai4gXjStUnXkDhU/MG4f3+WoWtwoTYBcJOPd7khJ2+398CbyCIChUKzVHE0FFQ+1yiG8xgdBR+OtSKbq86heYoYugofC1QxWWom8GKqXn9QazZq94SKUBoKA3eMaGmXsG9GezaI+wVfJ5q59LgM5G+3sOtzzPK8zHEoq5yO8pgdRS0UCIlxrlx9Z4mBAkw0Z6HofnpL7dLq9F91113Yfny5Vi9ejVuv/12LFu2DAsXLhzwd5YuXQqr1cr/lJeXJ/y5RSFhpyBB0sJOak8tB8JGQLJp+EdaXDjQxHm+56pMaI6SlykUdkpunITpwGr0fANhHYVkx6jB4cb2Our5Vud3LjPDgMKQjkKyBgKdS2erUGiOYhukoFGby4vNoSyls1V68GWEGaya8sYjbeh0+1Gca8L08nwR70w+iCGktnJXAwD1OiaAwUfeqmu5XsGWTCNOUpnQHEWM1pcrZaI0LSWDTZ3eedyJeocbWRkGzBmlLqE5ilB/K9nsP7l1mBLd6F6yZEkfcbTeP5s2bQIA3HPPPZg7dy6mTp2Km2++GX/+85/x+uuvo7W1td/3X7x4MRwOB/9TW1ub8D0KhZ2SOdx6/UFVixdQygaZhk8n+8kjCmHNUqfnW6fTDSo1L0JoTqXeSmDwgkZCz3exyoTmhAxGTE0oNKfWKAogrBlMbi7JzfPNkJbBarhQA+Ds8epVuaffqZYuD7z+xLP/Orq92HiEc2SptawFGLyC+cqQ0vRZ49RZbgeE1cuT1VFwefxYeyBUbqfmfWyQc0nt5XbA4HUU3L6w0Jxc5pLoxWy33347rr766gGvqaysjPr67NmzAQAHDhxAUVF0oSSz2QyzefCHbrs1E3UdPaHIW2ICXxGe72H5g74XuTJYr+4qQaswNWO3ZuFgsyupKEGE57tSnZ5vQBCdTDaCq3KhOYrdmomdx51JOQOFnu9TRqlPaI4y2FTYVSy1XFPw2iRJfKeEvYLPm2gT9b7kBBV28gaCaHS6Ey6ZW7O3WbW9goUMdu2h2QBqdkxQHYVOtx8Njh6MLklMLO77/c18ud3oEnWW2wFizCX1ihZSqI5Cc6cH9R3uhAMu60LldqV5ZkweKo9yO9GN7uLiYhQXJ5fqUFVVBQCw2+1i3lJU7PlZwNH2pKKTfArn+BJVihdQeJVgRw8IIQmlqzq6fbznW+2H28GIqdE6ODV7voFwLVxTJ6ejYEyo1AcAACqsSURBVEzgWbu9fvzIC82pd4MBwt7vZNYlGuVWs+cbCI9RR0hHIZF2Mh5/AN9pIEuJEYbPjEhCeG9PA9cr2GzU4zSV9QoWQlvx1bR1oyEJo3sl78hS93fKPogaU9or2KjXYe44dZbbUezWTHS6u1DvcCdsdK8U9J1Wa4kUMDjxwuMdPdh53KnqcjtKmTWTM7odPZgyLDGFdjmKFqbtlL9u3Tq8+OKLqK6uxuHDh/Huu+/illtuwaWXXorhw4dL/vlhQYzEJrxQvEDtUTeqruj2BdHRnZiwExWaG1OSi4oi9bVYEWIfRC/Br/m5pO6Fs1igo9DUmZiOwg/7W+ANtVgZo2LPNyBsQZe4A4em4Kv94JuXaUROkjoK6w+1weUNoMRixuQy9bVYYfQl3GIuCafornAKp9p6BffGnqRImNcfxLd7teHIKhtEdFJOvYKlJlkxNU5oTv0RXGBwPajpuXHm8AIUqbjcDkg+DT9SaE4+cyltRrfZbMaKFStw5plnYuLEiXjkkUfwq1/9Cv/4xz9S8vm2JGsn9zd1obatByajHqePUa/nGwDMRgOKczlhp0QnvNpbrAhJ1mNZ09qt6hYrQvQCHYXE55L8vJVSkexcanSGW6ycpXLPN43KAYmPk9BhquYsJUaYwQiprdJIBBdIfu356VArujx+DFFpr2AhdC41OjwIBhMTdlqpobKWZNuGbT7ajvZuH6xZGTixIrGyT6VB51IyOgorNXS+TrbMdUedE41OD3JM8iq3S1uD0hNOOAE//fRTuj4+rNaZoCeObsKnjipCtkn9/V3t1iy0dHlR7+jBxDhbEPkCwhYr2tlgEo0Q0Ll0UqV6W6wIKctPXEchKGixoo2Db3JeXRpFma7iFitCyvIT11EQCs1pYV1icND1udPjR6fbB0ucUcZGpxtbaa9gDcyXZFOnhRoJandk9RZ2inetbXd5semIfHoFS41dUJqYCMLSzURK0JRIsjoKnW4f1h1sAaCNM1FYhDexuUSdXGeMHQKzUT5ZSuqe1QOQrFdXK4JOlHDbsPjHaeNhTmiuMMeE6eXq9lYCyRtKqzSSWk5JRkyt+lgHWrq8sJjVLTRHETpwEmmRoaWIHCBoQZeAo2t3PVefm5mhx6kqrs9lRJJjNiIvk3OQJ7Lf0+/U9PJ8lFgyJbk3OZGM85gQwp+J5JTCKRUZBj2GhNJ5EzECvgl1TJhgz8OwAvUKzVHsSZwbgcgaXLUjzNhK5Oz43b4W+AIEI4tzVC00R0m2RehKmc4l7Rrd+ZHCTvHQ0uVBVW0HAO0YSmVJiITR1HI1t1gRQueSo8eHbm98LTIcPT5sOMx5vrVwWAGE9XDxL560dmnuuCEwGdW/XNEUfI8/fh2Fbq8fPx7QjucbEETlEhDHonPptNFDVC00x+hLMvWTWjIAAIGIYwLfqV31ThxXea/g3iSTEcDXlmrk3EjPRImcGw82d+FQiwsZBh3OGKuRuZSERoDc+k5LTTI6Csfau7G73gm9DMvt1H+K7YfiHDMyDJywU2Ocwk7f7GkCIcDkoXn8BqV2Eo1OCsULtJLCaTELhZ3iG6dv9zXDHyQYrQGhOYotmQ1ml3ZSywEgM8OAohxORyFeMbUf9rfA4w9iWEEWxpaq3/MNCA4rCUTltLYuMcLYEpwvLo92OiZQ7EmIy64UCM1pxZFlTzDLRtgrWCuGUjJCanQunTKqOO4SEKWTaO27PxDUVLkdEKnJEa+OAi0jO7GyEIWh85Rc0KzRLRR2itcb97XGUjgBYT1FfIvCgaYu1LR1w2TQ4/Qx6m6LQdHpdLz3O970RS3OpUTT8GvburG3sRMGvQ5nqrzFipBwlCDeuaSNFitCEj2sNIXqcwFt1OcyIkl07fk+1DFheGG26jsmUOxJCDtpLeoGJN6C7idhr2CNdEzoraMQD3yZgobW50TPjZuOtsPR40NBdgZOGJ4v4Z3JB6qj4AsQtLq8cf1OOLNEfuuSZo1uINxKJB7PrtsXwPf7tZXCCSQuiEFTy08ZVYQcs/qF5iiJ1MP5AkGs3qM9QadEBTGoY+LEigLkZ8vLWyklvMhjHBtxMEjwtcY830A4XTheI4pGB6ZppD6XEUmiKYpa6phAKcwx8SU8jXEYlPWOHuyo00avYCFlCUZxtdgxIVEdhdYuDzbXtAPQjl4SIGxdHOe6FHJMnKUBoTlKhkGPEkv8OgpOtw8/HeKylOToDNTGX60fEmklsi7krbTlZWJSnCreakAYUYpH2EmrKZyJCPNtOtIOZ0hobsZw9QvNUej3ranTA18cOgqrdmvPmASEcyn2BrP1WAdaujywmI04eYT6heYodC7Fq6PAr0saMg6k5uWXX8aIESOQmZmJmTNn4vvvvx/w+r/97W+YNm0asrOzYbfb8ctf/hKtra0puddEBIsCgo4JWkktB0IZWwmME12fZw4vQLHKewULSeTcyAnNaW8uAYlll9DSzUllebxDVQvYEtBRIITwitzzNDaXEhFT+3ZvM3wBglFDcjCiWH6lm5o2ummaUDy1k18LlKa14vkGIoWd2mMIO7V2ebBFg95KILHoJJ1LZ43ThtAcheooEMIZ3gPhdPuw/rB8vZVSkkg9HE0tP0MjQnOUvMwM5IYyaWJtxD3eAH6gQnMam0tSsWLFCtx999146KGHUFVVhdNPPx3z589HTU1N1Ot/+OEH3HDDDbjpppuwc+dOvPfee9i4cSNuvvnmlNxvIpkRW2ra0ebycr2CK7XjFAUSE3biheY09p0qS+DcuKPOiQanG9kmA04ZKZ9ewanAnkBmm9a6b1AS0VE40NSFo63aKt2klCWgySH3khftnNKiYM+Lz2MZ2d9Vnn9IqTAZ9bwXO1YKDPVWTrRry1sJxH9Y0aLQHEWooxBr8fxuH+etHClTb6WUhNutJHJY0dZcAoTiWAOv3z8eaIHbF8TQ/CyMt1lScWuq54UXXsBNN92Em2++GRMmTMCyZctQXl6OV155Jer1P/30EyorK3HnnXdixIgROO2003DLLbdg06ZNKbnfRKKTfArnuCHI0EgKJ8UeZ8ldl8ePdSGhOa2diWjUrdEZW9iJ7xU8RnsdE+I1KN2+AL7bxzlFtZcNENZR8PgDA15L59Kc0doq3QQEe32MjABh6aZcswG0taP0wh5nG5Gdx52oD7XFOGWUtryVQNizG+vAwjsmZDrZpSReQYyDzS4cod7KsdryVgKCerg455IchTCkJt5Shdq2buxp4ITmzhqnPaM7XkfX13vCjgktZSlJhdfrxebNmzFv3ryI1+fNm4e1a9dG/Z05c+bg2LFj+Pzzz0EIQWNjI95//31cdNFF/X6Ox+OB0+mM+EkWOle6PH44Ywg7rZR5pERK4i1t+W5fM7yBIEYU52DUEG05RUssZuhDwk4troEztrSaDQAIWtDF2MfWHmxBjy8Au1VbpZtApI5CkzPOuaTBM1G8Ogobj7TB6fajKMeE6eXyzFLSttEdZ8oCjSZpqS2GEFte7MOt2xfAd/tDbTE0GHWLV0iNzqXZo4r49FgtEU/bMGFbDK2VKQCRtXAD6SjQMoWZGhOao8RTfxoMEr72VItzSQpaWloQCARQWho5nqWlpWhoaIj6O3PmzMHf/vY3LFiwACaTCTabDfn5+fjTn/7U7+csXboUVquV/ykvL0/6nrNNRlizuDZEAx3cDjZ34VAz1yt4rgadovEGIsIGgPYcWRkGPYZQYacB5lJdRw92hXoFa0lojhJvxtbKXdrrvkER6igMdHZs7vSgqrYDgDaN7njbzVL9hLPHy7d0U+NGN7fBNHcNLOyk5QguEF89nBbbYgihC6fT7YfL07+w09d8KwPtbcKAsM6r/7m0WYNtMYSUWrkDXSwdBaparsVsACA+oZ7tdQ40d3qQazZi1kjtCM2lgt4HZEJIv4fmXbt24c4778QjjzyCzZs344svvsDhw4dx66239vv+ixcvhsPh4H9qa2sHdb/xZEZQY3L2yCLN9AoWEk/JnT8QxDd7qTiYLSX3JTfiWXvoXDqxQn69glNBPJHuYJCE26dq9HzNZ5cMkDr9zZ5GEAJMHWblDVAtEU/rYk5ojnP6ynkuadroLsoxwWTQg5D+W2Q0ONzYXufQXFsMIfFElKhj4uzx2mmLIcSSmQFLDGGnNpcXm49yQnNna9RQiidNiBqTZ43TTlsMIWajIaaOQqegLcY5GnXgxNOCjh7ozhhbDLNRe1lKUlBcXAyDwdAnqt3U1NQn+k1ZunQpTj31VNx///2YOnUqzj//fLz88st44403UF9fH/V3zGYz8vLyIn4GQzzOY76/q4wPbVISj/jV5qPt6OjWrlMUiG/tCQs6aXN9jsfBvr3OgaZOD3JMBszWqFM0ntbFwmwALWKPQ0dhX2MXatt6YDLqcfqY4lTeXkJo70QrQK/X8VGl/rxxtB5wenm+ptpiCImV2sEJzWlX0IkSS6xn9Z4mBAkwwZ6HoRoTmqPEI4hBIwRaTgeOVdf93b4WTmiuOAcjh+Sm8tZkgy2OSMpKmlo+XrtzSWxMJhNmzpyJlStXRry+cuVKzJkzJ+rvdHd3Q6+PPG4YDJwTJJ5WlGIQq21Ya5eHd4pqde2hh9uWLm+/wk4rNdgruDe2vIHXnohewZqdS2Edhc5+dBToXJo7bohmnaK2GDoKXPcNWrqpzbkUj44CdXKdNroY2Sb5lm5qc8UUEKvVk1ZVy4XEihDsqnfiuMONzAw9Th0tXw+T1ITr4aIvntSBo9XUckAY6Y4+Rgebu3CohaupPGOshudSDEeX1lPygHAbkf6yAeo6erA7VFN5lkazlKRi0aJFeO211/DGG29g9+7duOeee1BTU8Oniy9evBg33HADf/0ll1yCDz/8EK+88goOHTqEH3/8EXfeeSdOPvlklJWVpeSeY7WdWb23GcFQ9w2tOkULsjNgDgk7NTr6Hm6FvYK1WtYCCNuG9ecUDXff0KpTNEJHoZ9x0npmCRBbR0HYfWOCXZvdN4wGPUosA3croQ4cuc8l+boDUsRAap3dXn+4v6uGN5iwkJo7at0eFS84bbT22mIIGagezuMP4Nu9nLdSq1EUIOzVpToKvVvyUGNSqzWVlIFKOoQ1ledo2Ji09dJR6N1GRSg0p8WaSilZsGABWltb8fjjj6O+vh6TJ0/G559/joqKCgBAfX19RM/uG2+8EZ2dnXjppZdw7733Ij8/H2effTaeeeaZlN0znxnRT5aNlpWmKVTY6UhrN+odPRhelB3x7webBb2CNSg0R4kVnaRzScuOCYDbxxw9PtQ73BhbGmkwar37BiWWjoKwLajWhOaE2KyZaHC6Ue9wY1ovTc2mTjeqQ0Jzcj8TMaN7gHqKH/a3wOsPorwwC2NLtemtBIDSvEzodIDXH0Sby4uiXmn2fARXo7VLlIHq4dYfaoPLG0CJxYwpQ7UnNEehOgreQBCNTjeGFUQe6laxzBIAYe93NKN7S00HOrp9yM/OwMwKebbFSAVUR6HT40e9w43RJZFrNJtL0rJw4UIsXLgw6r+99dZbfV674447cMcdd0h8V/0zUGaEsPuGXPu7pgq7NStkdPdde2ht6ZzR2uy+QRno3OgTdN+Qe9RNauzWTOxp6IyaXUKNyRM12n2DMtC5Udh9Q6uihZSy/ExU10YfJ5qRPK08HyV58haaY+nlA6Rx0kXhnPHaa2UgxGTU8/XsvTfiRqcb2445ALAUznDrh74bMT+XJpRoUmiOItRR6D2X2l1ebDrSBkC74mCUgdqI0LmkVaE5If3pTXR5/PjpIBWa0/bBl8EhrOnuXUe+7iDXfcOWp71ewb0ZqNXTyl0hdWCNf6foGDU63Qj0EnaivYILc0yYMVy7TlEgnF0SLXVaKenAUjOQjkL1sQ60dHlgMRtx8ghtCs1RqI5CNGdgOLNE/udGbZ/Y0L9gUTBI8M0ezvOt9UUBENTD9Ron6mGaXp7P11xolf5aZHBCcyzqRumv3cqafZzQ3HibpU8EXGvYB0iFDaebsbnUX0bA9/ua4Q0EMaI4B6OG5KTj1hgyg36nur0BON2RbR1XCpSmtexgB8KRt977mLBXsNadolTYyR8kaO2KrH1XQq/gVFHWTxq+o9uH9Yc5B7vW97GBdBRWCYTmTEZtm2v9tQ2LKANWgK2m7b8iwiJhvT1xWwUeppMqte1hAoSGUuTiyVTLw4TFVSLHaE9DJ+o6ejQvNEfpT9CIpQOHsfcTlTvU3IVDzUxojhKeS5Hr96rd4Zp3rRtRDI4skwEF2VTYKbz2RPQKZmtPv6nTq/c0gRBgylArf41WEQo7Cc+OEb2C2Vzq1ym6Zl8TAkGCMSW5qCzWtlOU6igAfc+OTGgujK2fc+MP+1vgCZUBjyuVv9Cc5o1u+ods6fLA6w/yr9PJfgbzMAGI3m6Fa2XAeZhYCmc4larT7UeXJxxJod7K00YXa1pojmKLEun2+oMCoTnmwOmto0ChGROzRmhbaI7CCxo5wxtxIEiwmgrNsXWJISDa2rPjuAONTq5X8CmjitJ1a7LBHuU7BQiyAdh3CoAwIyA8TvublNErOFX0JwjKO9iZMQkgepbk0VYX9jV2waDX4cyx7EzUX4akMPNPCQ52zVuTVNiJEK4+h0IPt1pXn6TwqR0CL9MPBzgP09D8LIy3yd/DJDW5ZiMsmZy4jHAjXrWHRXCFlEURDtlwuA1dHj+Kc82YNiw/TXcmH/rTUVjFMksiKIsSlauqaUebywtrVgZOrNR2TSUjkmiZEaxXcCT84VYwRm5fAN/vZ+V2QqKtPSsFDvbe3RS0iF0QnaQZW15/EGv2sjOREHuULEk6l2aNKIQ1mznY6blRqKMQCBLF2WqaN7p1Op0gWsItnsJWBmeO025bDCHRIgR8ixWNtzIQ0tuz2+R0Y2uoDu5sjQvNUWxRWmSERQu1LTQnpPdc6uj2YtPRdgAsgkuxRdHkoBG5M8cN6dOSjqFtorV6WrmLRXCF0HWn1eWF28cJO/2wn/UK7k3vcyPA5lJvqAPH5Q2gM5T9t+FwGzrdfhTnmjC9PD+NdycfomlLMe2WSIbk9tVRqK5tR6vLC0umEScpRGiOnUjQVyn4a9bKoA+9hdSCQYKv97AUod70jhLQ1iFKaGWQKnrrKBBCwhsMm0s8vTsrrNnbjECQYLzNgvJCbQvNUaLpKDDRQkZ/9F57qINdr4OmewULyc/OQGZGSNgpZFCyXsF96X1ujOgVzDKRAHA6CvlUR6Ejci4xobkwvXUUOrq92HiEc7CzfYzDaNCjNC9SR4G2MDxrXIliHOzKuEuJ6R1R+pqlA/dBGFEKBgm21TnQ0uVBrtmIWSNYHRyltyAGX7vEotw8vXUU9jV24Vh7D8xGPU5jQnM8vTdiYds5BkdvHYUjLS4caOqCUa/DXJalxOgFzbKhjizewV5ZiIIc5mAHqLBTeO0R9gpmTtEwvWtMv6G9godZeeOAEf7OHXdwKeYsG6Av/TnYx5VaMLyIOdgpvcXUlBisYUY3wgqLDQ43Ot0+/HSI6++qpD+k1PDCToEg2rq94VYGY5nQnBChIIbbF8APB7g6ODaXwhTlmGAyhnUU6MJ52uhiZJlYTSXFLkiFFQrNscNKmN46CnQuzRpZiDwmNMfohb1X2xlqTM5j63MEQjE1YScX5mAP07u1GlOajk6Z4HxNO7mYjXqcPoY5RSm9hdRWsrkUlTKBo+uwwMGupDJgZi0hMk3ou30t8AUIRg7JwQiNtzIQkmHQo8QSEnbqcLOoWz+EBTHc+PFAuA6OCc2FEbbIqHcI5xLbYITYBamwG4+0oZMJzUVFKGj0Nd8qjM0lRl+E5T+OnrCDna09kQgj3XR9Zr2CI7ELarq7PH58v185vYJTiVBMjQZrTh/DHOxChDoKnW5f2MHO5lIENkFGAJ1Ls0cWKcrBzlZQCLxMgqgbiyb1haZybjraxurg+kEYnRQ6JlgdXCQ05Wx7nYPVwfWDUFyFpuSdPX4IE5rrBd2I9zZ0YsORNgBs/WZEh36nenwBfLz1OPxBgtEluczB3otoaw+LukVSYsmEQa9DIEjwUVUdPP4ghhUoo1dwKhE62FnbuegIdRT+WX0cXR4/hljMmDrUmuY7kxfR55Kyzo3M6Eb4D3msvYfv78oWhb5QMbX/++koAODEClYH1xt7lKgbm0t9oSlnf19/FIQAU1kdXB+EB9+v97DDSn9QMbXlG2sQCBKMLc1ldXCMqGRmGFAY2rP+d90RAOw7FQ2asbX+cCvrFdwPBr0OpaHsP+FcYg72SOiZqLq2A9uOOQAAZyvMUJIanU7HZ2yF5xLr5NIbem7cXe/EppCDXWlZSszoRvhw2+byoqPbh/zsDJwwPD+9NyVDaETpYLMLAItMRoPOpS6PH02dHuSYDJg1UhmtDFJJn7nE0oH7INRRqG3rgcmox2ljmNBcb2x53EYcXpfYXGL0D82y2dfYBQA4byLbx3pD9zE6RidXsl7B0bBZe88ltvb0hs6l/U3cGE0vz0eJhTnYe9N7LjFnYF+E58YggSI7uTCjG0BhSNiJcva4EhgVIj+fSqgnjsLqTfqSYzYiLyTsBHB1cGYjq13qDc2aoJzLDr59yDDoMSTXzP//aaOLkW0yDvAb2oRG5SjssMIYiDLBfOF6BRek8W7kib3XXs+MyehQ3Q0AsGQacbJCegWnEuEYAWwu9YfwO5eVYcCprJNLH3rbIEoUwJTUsnzyyScxZ84cZGdnIz8/P+o1NTU1uOSSS5CTk4Pi4mLceeed8Hq9Ut5WH4TCTgCLlPSHTTBGI4pzMGpIbhrvRr4IF08WwY2OTTBGZdZMTLTnpfFu5EvkusQcE9EQjlFRjgnTy/PTdzMM2SPcx1iv4OjYeztF2ZkoKnZBSZSSegWnEluvsjFmdEdH+J07fUwxMjNYsKY3QyzmiPVaiYE/SVcIr9eLq666Cr/+9a+j/nsgEMBFF10El8uFH374AcuXL8cHH3yAe++9V8rbigqd8BkGHc4YyzxM0RBGCM5hfaf7hUbe9DrgLDZOURFuMGczobl+YQ6c2AjH6CxmRDFiIJwvzJiMjjUrA1mhQz/rFdw/wiiuEg2AVJBlMqAgVJowvDAbY0pYsCYawowtNpeiI9RRKM0zY3KZ8oTmJM1VfOyxxwAAb731VtR//+qrr7Br1y7U1tairKwMAPD888/jxhtvxJNPPom8vL7RL4/HA4/Hw/+/0+kU5V7pRjx7ZBEsCpKfTyXC6CRbFPqHGpQzKwp40R5GJEKjmx18+4dG5aYMtUZE6Bhh2FxiJAKdL2amkdAvNPvvUIuLlf4MAJ1LRr0Oc8cqp1dwqrFZs9De7WNCcwNA55JOx2XgMKJjs2biuMONcyaUKlJoLq25MOvWrcPkyZN5gxsAzj//fHg8HmzevDnq7yxduhRWq5X/KS8vF+Vezp1QCpNRj/84pVKU91MjtrxMTCvPx9RhVpxYwerg+uOc8aUwGfS4cc6IdN+KbCnMMeHkykKMt1lwyqiidN+ObDlnQglMBj1+eWplum9FtuSYjTh9TDFGl+SyLCVGTGaPLEJ+dgauOXk400gYgHmTbMjPzsAVJwxL963IlpMqC1GUY8JVJw6DNYsFa/rj/EmlsGQaseAkcc7ramRGeQFK88z42fShKBZouTAimTfJhlyzEdeePDzdt5IUOkIIkfpD3nrrLdx9993o6OiIeP2//uu/cOTIEXz11VcRr5vNZrz11lu45ppr+rxXtEh3eXk5HA5H1Mh4IhBCmBcuDtg4xYaNUXywcYoNG6P4kNs4OZ1OWK1WUfYmhrjjSY89cpovckRu3ym5wsYpNmyM4oONU2zkNkaJ7E0JR7qXLFkCnU434M+mTZvifr9oAzfQgJrNZuTl5UX8iIWc/ohyho1TbNgYxQcbp9iwMYoPNk6MeKFnFcbAsDGKDzZOsWFjFB9snGKj5DFKOLfq9ttvx9VXXz3gNZWVlXG9l81mw/r16yNea29vh8/nQ2kpq81jMBgMBoPBYDAYDIaySdjoLi4uRnGxOHVzp5xyCp588knU19fDbrcD4MTVzGYzZs6cKcpnMBgMBoPBYDAYDAaDkS4kVRGpqalBW1sbampqEAgEUF1dDQAYPXo0cnNzMW/ePEycOBHXX389nnvuObS1teG+++7Dr371K1YDx2AwGAwGg8FgMBgMxSOp0f3II4/g7bff5v9/xowZAIDVq1fjzDPPhMFgwGeffYaFCxfi1FNPRVZWFq699lr84Q9/kPK2GAwGg8FgMBgMBoPBSAkpUS+XEofDgfz8fNTW1rLoOIPBYDBkAe2s0dHRAavVmu7bUTxsr2cwGAyG3Ehkr1d8k8rW1lYAEK1fN4PBYDAYYtHZ2cmMbhFgez2DwWAw5Eo8e73ije7CwkIAXP34YA82J510EjZu3CjGbYn2XmK9D/XEiBElkNuzifVeYo6RWPckx/dhcyk2bC7Fh5rnEiEEM2fORFlZ2aDfiyHuXg/Ib76I9V5y/E6J+V5yGyOx7knM9xHrvdhcig2bS/Gh5rmUyF6veKNbr+dajVut1kH/IQ0Gg2hpa2K9l5j3BECU3uZyfDYx30us/u9yGyc2l1L/XmwuxYda55LJZOL3KMbgEHOvB+Q5X+S29sjx2eQ2RoA8n01u4yTHZ5PbGAHyfDa5jZMcny3evZ6dBgTcdtttsnsvMe9JLOT4bGycUvc+YiLHZ2PjlLr3ERM5Ppscx4nBweZLbOT4bHIbI0Cezya3cZLjs8ltjAB5PpvcxkmOzxbv+yheSM3pdMJqtcLhcDBxlQFg4xQbNkbxwcYpNmyM4oONEyNe2FyJDzZOsWFjFB9snGLDxig+2DhxKD7SbTab8eijj8JsNqf7VmQNG6fYsDGKDzZOsWFjFB9snBjxwuZKfLBxig0bo/hg4xQbNkbxwcaJQ/GRbgaDwWAwGAwGg8FgMOSK4iPdDAaDwWAwGAwGg8FgyBVmdDMYDAaDwWAwGAwGgyERzOhmMBgMBoPBYDAYDAZDIpjRzWAwGAwGg8FgMBgMhkQwo5vBYDAYDAaDwWAwGAyJSLvRvXTpUpx00kmwWCwoKSnBz372M+zduzfiGkIIlixZgrKyMmRlZeHMM8/Ezp07I67xeDy44447UFxcjJycHFx66aU4duxYxDWVlZXQ6XQRP7/97W8lf0YxSOU4AcBnn32GWbNmISsrC8XFxbj88sslfT4xSNUYrVmzps88oj8bN25MybMOhlTOpX379uGyyy5DcXEx8vLycOqpp2L16tWSP+NgSeUYbdmyBeeddx7y8/NRVFSE//qv/0JXV5fkzygGYo3TX/7yF5x55pnIy8uDTqdDR0dHn89qb2/H9ddfD6vVCqvViuuvvz7qdQz5wvb72LC9Pj7Yfh8bttfHB9vvY8P2epEgaeb8888nb775JtmxYweprq4mF110ERk+fDjp6urir3n66aeJxWIhH3zwAdm+fTtZsGABsdvtxOl08tfceuutZOjQoWTlypVky5Yt5KyzziLTpk0jfr+fv6aiooI8/vjjpL6+nv/p7OxM6fMmSyrH6f333ycFBQXklVdeIXv37iV79uwh7733XkqfNxlSNUYejydiDtXX15Obb76ZVFZWkmAwmPLnTpRUzqXRo0eTCy+8kGzdupXs27ePLFy4kGRnZ5P6+vqUPnOipGqM6urqSEFBAbn11lvJnj17yIYNG8icOXPIFVdckfJnTgaxxunFF18kS5cuJUuXLiUASHt7e5/PuuCCC8jkyZPJ2rVrydq1a8nkyZPJxRdfnIrHZIgE2+9jw/b6+GD7fWzYXh8fbL+PDdvrxSHtRndvmpqaCADy7bffEkIICQaDxGazkaeffpq/xu12E6vVSv785z8TQgjp6OggGRkZZPny5fw1dXV1RK/Xky+++IJ/raKigrz44oupeRCJkWqcfD4fGTp0KHnttddS+DTSIOVcEuL1eklJSQl5/PHHJXwa6ZBqnJqbmwkA8t133/HXOJ1OAoCsWrUqFY8mGlKN0auvvkpKSkpIIBDgr6mqqiIAyP79+1PxaKKSzDgJWb16ddSNeNeuXQQA+emnn/jX1q1bRwCQPXv2SPMwDMlh+31s2F4fH2y/jw3b6+OD7fexYXt9cqQ9vbw3DocDAFBYWAgAOHz4MBoaGjBv3jz+GrPZjLlz52Lt2rUAgM2bN8Pn80VcU1ZWhsmTJ/PXUJ555hkUFRVh+vTpePLJJ+H1eqV+JEmQapy2bNmCuro66PV6zJgxA3a7HfPnz++TIqIEpJ5LlI8//hgtLS248cYbJXoSaZFqnIqKijBhwgS88847cLlc8Pv9ePXVV1FaWoqZM2em6vFEQaox8ng8MJlM0OvDS3FWVhYA4IcffpD2oSQgmXGKh3Xr1sFqtWLWrFn8a7Nnz4bVak3ofRjygu33sWF7fXyw/T42bK+PD7bfx4bt9ckhK6ObEIJFixbhtNNOw+TJkwEADQ0NAIDS0tKIa0tLS/l/a2hogMlkQkFBQb/XAMBdd92F5cuXY/Xq1bj99tuxbNkyLFy4UMpHkgQpx+nQoUMAgCVLluDhhx/Gp59+ioKCAsydOxdtbW2SPpeYSD2XhLz++us4//zzUV5eLvZjSI6U46TT6bBy5UpUVVXBYrEgMzMTL774Ir744gvk5+dL/GTiIeUYnX322WhoaMBzzz0Hr9eL9vZ2PPjggwCA+vp6SZ9LbJIdp3hoaGhASUlJn9dLSkoSeh+GfGD7fWzYXh8fbL+PDdvr44Pt97Fhe33yGNN9A0Juv/12bNu2LarHR6fTRfw/IaTPa73pfc0999zD//fUqVNRUFCAK6+8kveGKwUpxykYDAIAHnroIVxxxRUAgDfffBPDhg3De++9h1tuuUWMR5AcqecS5dixY/jyyy/x7rvvDu6G04SU40QIwcKFC1FSUoLvv/8eWVlZeO2113DxxRdj48aNsNvt4j2IhEg5RpMmTcLbb7+NRYsWYfHixTAYDLjzzjtRWloKg8Eg3kOkALHHKdZ7JPs+DHnA9vvYsL0+Pth+Hxu218cH2+9jw/b65JFNpPuOO+7Axx9/jNWrV2PYsGH86zabDQD6eDiampp4j4rNZuO9Rv1dE43Zs2cDAA4cOCDKM6QCqceJLo4TJ07k/91sNmPkyJGoqakR/4EkIJVz6c0330RRUREuvfRSsR9DcqQep2+++Qaffvopli9fjlNPPRUnnHACXn75ZWRlZeHtt9+W8tFEIxVz6dprr0VDQwPq6urQ2tqKJUuWoLm5GSNGjJDqsURnMOMUDzabDY2NjX1eb25uTuh9GPKA7fexYXt9fLD9PjZsr48Ptt/Hhu31g0TKgvF4CAaD5LbbbiNlZWVk3759Uf/dZrORZ555hn/N4/FEFTBYsWIFf83x48cHFMMghJBPPvmEACBHjx4V8YmkIVXj5HA4iNlsjhBXocIhr776qlSPJwqpnkvBYJCMGDGC3HvvvRI9kTSkapw+/vhjotfr+ygGjx07ljz55JNSPJpopHNdev3110l2dnZUVU+5IcY4CYklrrJ+/Xr+tZ9++kk14ipage33sWF7fXyw/T42bK+PD7bfx4bt9eKQdqP717/+NbFarWTNmjURLRm6u7v5a55++mlitVrJhx9+SLZv306uueaaqFL9w4YNI6tWrSJbtmwhZ599doRU/9q1a8kLL7xAqqqqyKFDh8iKFStIWVkZufTSS1P+zMmQqnEihJC77rqLDB06lHz55Zdkz5495KabbiIlJSWkra0tpc+cKKkcI0IIWbVqFQFAdu3albJnFINUjVNzczMpKioil19+OamuriZ79+4l9913H8nIyCDV1dUpf+5ESOVc+tOf/kQ2b95M9u7dS1566SWSlZVF/vjHP6b0eZNFrHGqr68nVVVV5K9//SuvgltVVUVaW1v5ay644AIydepUsm7dOrJu3ToyZcoU1bQR0Qpsv48N2+vjg+33sWF7fXyw/T42bK8Xh7Qb3QCi/rz55pv8NcFgkDz66KPEZrMRs9lMzjjjDLJ9+/aI9+np6SG33347KSwsJFlZWeTiiy8mNTU1/L9v3ryZzJo1i1itVpKZmUnGjRtHHn30UeJyuVL1qIMiVeNECOftvvfee0lJSQmxWCzk3HPPJTt27EjFYw6KVI4RIYRcc801ZM6cOVI/luikcpw2btxI5s2bRwoLC4nFYiGzZ88mn3/+eSoec1Ckcoyuv/56UlhYSEwmE5k6dSp55513UvGIoiDWOD366KMx36e1tZVcd911xGKxEIvFQq677jrZRwcYkbD9PjZsr48Ptt/Hhu318cH2+9iwvV4cdIQQEk8aOoPBYDAYDAaDwWAwGIzEkI2QGoPBYDAYDAaDwWAwGGqDGd0MBoPBYDAYDAaDwWBIBDO6GQwGg8FgMBgMBoPBkAhmdDMYDAaDwWAwGAwGgyERzOhmMBgMBoPBYDAYDAZDIpjRzWAwGAwGg8FgMBgMhkQwo5vBYDAYDAaDwWAwGAyJYEY3g8FgMBgMBoPBYDAYEsGMbgaDwWAwGAwGg8FgMCSCGd0MBoPBYDAYDAaDwWBIBDO6GQwGg8FgMBgMBoPBkIj/D4+ZmkU6oav+AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "states1 = pd.DataFrame(\n",
    "    np.c_[fit1.level, fit1.trend, fit1.season],\n",
    "    columns=[\"level\", \"slope\", \"seasonal\"],\n",
    "    index=aust.index,\n",
    ")\n",
    "states2 = pd.DataFrame(\n",
    "    np.c_[fit2.level, fit2.trend, fit2.season],\n",
    "    columns=[\"level\", \"slope\", \"seasonal\"],\n",
    "    index=aust.index,\n",
    ")\n",
    "fig, [[ax1, ax4], [ax2, ax5], [ax3, ax6]] = plt.subplots(3, 2, figsize=(12, 8))\n",
    "states1[[\"level\"]].plot(ax=ax1)\n",
    "states1[[\"slope\"]].plot(ax=ax2)\n",
    "states1[[\"seasonal\"]].plot(ax=ax3)\n",
    "states2[[\"level\"]].plot(ax=ax4)\n",
    "states2[[\"slope\"]].plot(ax=ax5)\n",
    "states2[[\"seasonal\"]].plot(ax=ax6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simulations and Confidence Intervals\n",
    "\n",
    "By using a state space formulation, we can perform simulations of future values. The mathematical details are described in Hyndman and Athanasopoulos [2] and in the documentation of `HoltWintersResults.simulate`.\n",
    "\n",
    "Similar to the example in [2], we use the model with additive trend, multiplicative seasonality, and multiplicative error. We simulate up to 8 steps into the future, and perform 1000 simulations. As can be seen in the below figure, the simulations match the forecast values quite well.\n",
    "\n",
    "[2] [Hyndman, Rob J., and George Athanasopoulos. Forecasting: principles and practice, 2nd edition. OTexts, 2018.](https://otexts.com/fpp2/ets.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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vN10/+Ldo5cqVVY63RYsWelxcnL5t2zbjNvXznZWVpZeUlBi3q3P+6aefGredcMIJevfu3XWfzxe23+HDh+tZWVnG3/9Dvd91PfLfm/fcc0+l29144426pmn6mjVrdF3X9RdffFEH9P/85z9h21133XWH/Zshjl5SeifqpbfffpsFCxaEfdlsNtasWcOOHTu46qqrwj4NS0xM5MILL+SXX36htLQ0bF/lP6n9/PPP0TSNK6+8Er/fb3xlZmbStWtX49PQ+fPnU1hYyE033VTlJ5jFxcXcfffdtGnTBpvNhs1mIzExkZKSkrCynl69evHll19yzz33MGfOHNxud8THQ5V0XXzxxXzwwQds37494scuXryY8847jwYNGmC1WrHb7YwaNYpAIMDatWvDts3MzKRXr15ht3Xp0iWsjHD27NmceOKJdO3aNWy7yy+/PKLx9OrVizfffJNHHnmEX375pUIJYFUGDx5MQkKC8X2HDh0AGDZsWNg5UreXL3+sLr/fz5QpU+jYsSMOhwObzYbD4WDdunWHLd06FFV+Vb50qFevXnTo0KFCSU8k56ZXr14sXbqUm266ia+//prCwsJqja288j9D0Y49KyuLk046yfg+PT2dRo0a0a1bt7DMUbTnbdy4cRV+TyxYsIBx48aFbffzzz/jdrsrjLdZs2acdtppEZVPVUZlvtWXymQNHDgQi8Vi/C6ZM2cOPXv2JDExkaSkJHr06GEcwzlz5mCz2SpkwivTrVs3mjdvbnzvcrlo165dRMdr/vz5HDhwgNGjR1cY81lnncWCBQvCSrqg4nlPT0+ndevWPPnkkzz99NMsXry40uxdNGL1M10dI0aMwOVyGd8nJSVx7rnn8uOPPxIIBCLez5dffgnAzTffXOV2Gzdu5PLLLyczM9P43T1w4ECAav/eGTZsGJmZmWEZoa+//podO3aElXJ//vnnDB48mCZNmoS9X9Qcxrlz5x72ubp160bTpk2N79U5HDRoUNh8t/Lndv369fzxxx9Gdsv8/GeffTY7d+5kzZo1Eb3eSH5v/vDDD3Ts2LHCdmPGjEHXdSN7N3v2bJKSkjjvvPPCtov0b584OkmgJOqlDh060LNnz7AvwCjPqqysoEmTJgSDQfLy8sJuL7/t7t270XWdxo0bY7fbw75++eUX9u3bB4TS8VB16RSEfkk+//zzXHvttXz99df89ttvLFiwgIyMjLBg6Nlnn+Xuu+/mk08+YfDgwaSnp3PBBRewbt26wx6PAQMG8Mknn+D3+xk1ahTZ2dl06tTJmN90KFu2bKF///5s376d6dOnM2/ePBYsWGDUtJcP1ho0aFBhH06nM2y7/fv3k5mZWWG7ym6rzPvvv8/o0aN57bXX6NOnD+np6YwaNSqiOu/09PSw7x0OR5W3l5WVRTSmw7n99tt54IEHuOCCC/jss8/49ddfWbBgAV27do0q4DU73Hu5fCliJOdm4sSJ/OMf/+CXX35h2LBhNGjQgCFDhlRa/x+N8mOMduzlzw+EztGRnrfs7OwKvyd69uxZ4Wc22vFGqnXr1mG/Px5++GEAUlNT6datmxEMzZ4927jAhVAgpYKo2bNn07NnT5KSkg77fJG8Bw5l9+7dAIwcObLC770nnngCXdc5cOBA2GPKHy9N0/j+++8ZOnQoU6dOpUePHmRkZHDrrbdGPEexvFj9TFfHoX7veb3eCi3fq7J3716sVmuVvzOLi4vp378/v/76K4888ghz5sxhwYIFzJw5E6j4uztSNpuNq666ilmzZhnlkm+++SZZWVkMHTrU2G737t189tlnFd4rJ554IoDxd7Iq1T236r165513Vnj+m266KeLnh8j/ph3qd4O6X/2ryvLNIv3bJ45OMkdJHFXUL72dO3dWuG/Hjh1YLBbS0tLCbi+fDWrYsCGapjFv3rxK5xqo2zIyMgAqTE43Kygo4PPPP+ehhx7innvuMW73eDwVLjoSEhKYPHkykydPZvfu3UZ26dxzz+WPP/6o6mUDcP7553P++efj8Xj45ZdfeOyxx7j88svJyck5ZH38J598QklJCTNnzqRFixbG7dWZeK00aNCg0qAm0gmtDRs2ZNq0aUybNo0tW7bw6aefcs8997Bnz55ancjvcrnweDwVbt+3b1/YfJrKqLkdU6ZMqfDY1NTUao3H/F4uf2G/Y8eOw46pMjabjdtvv53bb7+d/Px8vvvuO+69916GDh3K1q1bq921rPzPUG2MvTYd7vdGdcf72Wefhb2nzNmxwYMH89RTT7Fs2TJWrlzJ1KlTjfsGDhzI008/zbJly8jNzeWyyy6r1vNHQ73G5557jlNOOaXSbcpfBFaWSW/RogWvv/46AGvXruWDDz5g0qRJeL1eXnrppRoeddWO5Ge6Og71e8/hcJCYmBjxfjIyMggEAuzatavSC3QIZTl27NjBnDlzwoLsquYbRmrs2LE8+eSTxpyfTz/9lPHjx2O1Wo1tGjZsSJcuXXj00Ucr3UckcwirS527iRMnMmLEiEq3ad++fY09X4MGDQ75u8E8ngYNGvDbb79V2E6aORzbJKMkjirt27enadOmzJgxA13XjdtLSkr4+OOPjU54VRk+fDi6rrN9+/ZKP43u3LkzAH379iUlJYWXXnop7LnMNE1D1/UKAddrr71WZSlG48aNGTNmDJdddhlr1qwxygXVfqr6tNDpdDJw4ECeeOIJIFRadyjqQsc8Pl3XefXVVw/5mMMZPHgwK1euZOnSpWG3z5gxI+p9NW/enFtuuYUzzjiDRYsWVXtMkcjJyWHZsmVht61duzaiEg5N0yqc4//+978VSiAjOX/KaaedBoSCMLMFCxawevXqChPro5WamsrIkSO5+eabOXDgQI2uM1LbY69pffr0IS4ursJ4t23bxg8//HDY8R4qa9O5c+ew3x3lAyXAmDRvLq1T/1dr36hta8Kh3oP9+vUjNTWVVatWVfp7r2fPnsYn+5Fq164d999/P507d671n9/KHMnPdDQ/q8rMmTPDMlpFRUV89tln9O/fPyzIOBxVvvbiiy8ecpvKfncDvPzyyxW2jfa1dOjQgd69e/PGG28wY8YMPB4PY8eODdtm+PDhrFixgtatW1f6XqnNQKl9+/a0bduWpUuXHvK9qjKw1TmP5Q0ZMoRVq1ZVeA+//fbbaJpm/HwOHjyYoqKisM6EUL2/feLoIRklcVSxWCxMnTqVK664guHDh3P99dfj8Xh48sknyc/P5/HHHz/sPvr168df//pXxo4dy8KFCxkwYAAJCQns3LmTn376ic6dO3PjjTeSmJjIU089xbXXXsvpp5/OddddR+PGjVm/fj1Lly7l+eefJzk5mQEDBvDkk0/SsGFDcnJymDt3Lq+//nqFTEPv3r0ZPnw4Xbp0IS0tjdWrV/POO++EBXcqSHviiScYNmwYVquVLl268Mgjj7Bt2zaGDBlCdnY2+fn5TJ8+PaxmvTJnnHEGDoeDyy67jAkTJlBWVsaLL75YoTwxGuPHj+df//oX55xzDo888ojR9S6SrFhBQQGDBw/m8ssv54QTTiApKYkFCxbw1VdfHfKTw5py1VVXceWVV3LTTTdx4YUXsnnzZqZOnWpkDqsyfPhw3nzzTU444QS6dOnC77//zpNPPlkhm9K6dWvi4uL4v//7Pzp06EBiYiJNmjSp9KKiffv2/PWvf+W5557DYrEwbNgwo3Ncs2bNuO2226J+jeeee66xBllGRgabN29m2rRptGjR4pBd3aqjNsZem1JTU3nggQe49957GTVqFJdddhn79+9n8uTJuFwuHnrooSof37lzZ9577z3ef/99WrVqhcvlMn5WD2XAgAFYrVZmzZpVobQuNTWVrl27MmvWLOx2O/369auR1wmhNegAXnnlFZKSknC5XLRs2ZIGDRrw3HPPMXr0aA4cOMDIkSNp1KgRe/fuZenSpezdu7fKC3eAZcuWccstt3DRRRfRtm1bHA4HP/zwA8uWLQvLqNeVI/mZVudv+vTpjB49GrvdTvv27assgbRarZxxxhncfvvtBINBnnjiCQoLC6NeJLx///5cddVVPPLII+zevZvhw4fjdDpZvHgx8fHx/O1vf6Nv376kpaVxww038NBDD2G32/m///u/Ch9QmV9L+b8bVQW+V199Nddffz07duygb9++FTI0Dz/8MN9++y19+/bl1ltvpX379pSVlZGbm8sXX3zBSy+9VKtrfb388ssMGzaMoUOHMmbMGJo2bcqBAwdYvXo1ixYt4sMPPwSqfr9H6rbbbuPtt9/mnHPO4eGHH6ZFixb897//5YUXXuDGG2+kXbt2AIwaNYpnnnmGUaNG8eijj9K2bVu++OILvv7665o/AKL+iF0fCSEqUh2DFixYUOV2n3zyid67d2/d5XLpCQkJ+pAhQ/T//e9/Yduozk179+6tdB//+te/9N69e+sJCQl6XFyc3rp1a33UqFFh3bl0Xde/+OILfeDAgXpCQoIeHx+vd+zYUX/iiSeM+7dt26ZfeOGFelpamp6UlKSfddZZ+ooVKyp0G7rnnnv0nj176mlpabrT6dRbtWql33bbbfq+ffuMbTwej37ttdfqGRkZuqZpRvekzz//XB82bJjetGlT3eFw6I0aNdLPPvtsfd68eYc9pp999pnetWtX3eVy6U2bNtXvuusu/csvv6zQKWjgwIH6iSeeWOHxlXWgW7VqlX7GGWfoLpdLT09P16+55hr9P//5z2G73pWVlek33HCD3qVLFz05OVmPi4vT27dvrz/00ENhXZAO1fWufFc21Y3qySefDLt99uzZOqB/+OGHxm3BYFCfOnWq3qpVK93lcuk9e/bUf/jhh4g6ZOXl5enXXHON3qhRIz0+Pl4/9dRT9Xnz5lV4rK7r+rvvvqufcMIJut1u1wH9oYce0nW98k5mgUBAf+KJJ/R27drpdrtdb9iwoX7llVfqW7duDdsu0nPz1FNP6X379tUbNmyoOxwOvXnz5vo111yj5+bmVnhseZUd36p+Ho907C1atNDPOeeciMZR3qHOu3Kojmavvfaa3qVLF93hcOgpKSn6+eefX6F7V2XnKTc3Vz/zzDP1pKQkHajw3jyUXr166YB+5513Vrhv/PjxOqD369evwn2H6npX2fGq7D04bdo0vWXLlrrVaq3wXp47d65+zjnn6Onp6brdbtebNm2qn3POOWE/K4f63bl79259zJgx+gknnKAnJCToiYmJepcuXfRnnnlG9/v9kRySMLH8mdZ1XZ84caLepEkT3WKxhP3uOtTjn3jiCX3y5Ml6dna27nA49O7du+tff/112D4j6Xqn66Gfn2eeeUbv1KmT8X7s06eP/tlnnxnbzJ8/X+/Tp48eHx+vZ2Rk6Ndee62+aNGiCq/lUH83dP3QnQELCgr0uLg4HdBfffXVCvfruq7v3btXv/XWW/WWLVvqdrtdT09P10866ST9vvvuC+tUWJlofr4Pdc6XLl2qX3zxxXqjRo10u92uZ2Zm6qeddpr+0ksvhW13qPd7NH/TNm/erF9++eV6gwYNdLvdrrdv315/8sknw7rr6vrBv/eJiYl6UlKSfuGFF+rz58+XrnfHME3XD1FTJIQQQghxnMvNzaVly5Y8+eST3HnnnbEejhCiDskcJSGEEEIIIYQoRwIlIYQQQgghhChHSu+EEEIIIYQQohzJKAkhhBBCCCFEORIoCSGEEEIIIUQ5EigJIYQQQgghRDnH/IKzwWCQHTt2kJSUZKx0LYQQQgghhDj+6LpOUVERTZo0wWKpOmd0zAdKO3bsoFmzZrEehhBCCCGEEKKe2Lp1K9nZ2VVuc8wHSklJSUDoYCQnJ8d4NEIIIYQQQohYKSwspFmzZkaMUJVjPlBS5XbJyckSKAkhhBBCCCEimpIjzRyEEEIIIYQQohwJlIQQQgghhBCiHAmUhBBCCCGEEKKcY36OUiR0Xcfv9xMIBGI9FCHEUcRqtWKz2WTpASGEEOIYdNwHSl6vl507d1JaWhrroQghjkLx8fFkZWXhcDhiPRQhhBBC1KDjOlAKBoNs2rQJq9VKkyZNcDgc8smwECIiuq7j9XrZu3cvmzZtom3btodduE4IIYQQR4/jOlDyer0Eg0GaNWtGfHx8rIcjhDjKxMXFYbfb2bx5M16vF5fLFeshCSGEEKKGyMefIJ8CCyGqTX5/CCGEEMcm+QsvhBBCCCGEEOVIoCSEEEIIIYQQ5UigVAMCwQBzcufw7vJ3mZM7h0Dw6GkznpOTw7Rp0+rkucaMGcMFF1xQJ89VU/bv30+jRo3Izc09ov1E8toHDRrE+PHjj+h5qiuWz12flD8OJ598MjNnzozdgIQQQggRMxIoHaGZq2eSMz2HwW8N5vKZlzP4rcHkTM9h5urau7g61EX3nDlz0DSN/Pz8au9b0zQ++eSTKrc55ZRTuPHGG8Nue/HFF9E0jddffz3s9muuuYa+ffsCMH36dN58880aH09teuyxxzj33HPJycmJ2RhE7DzwwAPcc889BIPBWA9FCCGEEHVMAqUjMHP1TEZ+MJJthdvCbt9euJ2RH4ys1WAplgYPHszs2bPDbpszZw7NmjWr9PbBgwcDkJKSQmpqal0NM4zP54v6MW63m9dff51rr722FkYkjgbnnHMOBQUFfP3117EeihBCCCHqmARKh1DiLTnkV5m/jEAwwLivxqGjV3isum3cl+Mo9hQfdr+16eOPP+bEE0/E6XSSk5PDU089dchtVdbkL3/5C5qmHTKLMnjwYNasWcPOnTuN2+bOncvEiROZM2eOcdvWrVvZuHGjESiVz4QNGjSIW2+9lQkTJpCenk5mZiaTJk2KaDyfffYZJ510Ei6Xi1atWjF58mT8fr9xv6ZpvPTSS5x//vkkJCTwyCOPkJeXxxVXXEFGRgZxcXG0bduWN95445DH48svv8Rms9GnTx/jtkAgwDXXXEPLli2Ji4ujffv2TJ8+PexxgUCA22+/ndTUVBo0aMCECRPQ9fD3SUlJCaNGjSIxMZGsrKwqz4uZpmm8/PLLDB8+nPj4eDp06MDPP//M+vXrGTRoEAkJCfTp04cNGzYYj6ksAzl+/HgGDRoU0XMqkyZNonnz5jidTpo0acKtt95q3Of1epkwYQJNmzYlISGB3r17h70X9u/fz2WXXUZ2djbx8fF07tyZd999N2z/H330EZ07dyYuLo4GDRpw+umnU1IS+vkIBoM8/PDDZGdn43Q66datG1999ZXx2NzcXDRNY+bMmQwePJj4+Hi6du3Kzz//HNUYyrNarZx99tmH3U4IIYQQx56YBko5OTlomlbh6+abbwZCCzpOmjSJJk2aEBcXx6BBg1i5cmWdjC3xscRDfl34wYXM2zKvQibJTEdnW9E2Tn3j1LDbc6bnVNhfbfn999+5+OKLufTSS1m+fDmTJk3igQceOGT524IFCwB444032Llzp/F9ef369cNutxsXwqtWrcLtdnP11VdTWFjIunXrAJg9ezYOh8MovavMW2+9RUJCAr/++itTp07l4Ycf5ttvv61yPF9//TVXXnklt956K6tWreLll1/mzTff5NFHHw3b90MPPcT555/P8uXLufrqq3nggQdYtWoVX375JatXr+bFF1+kYcOGhxzbjz/+SM+ePcNuCwaDZGdn88EHH7Bq1SoefPBB7r33Xj744ANjm6eeeop//etfvP766/z0008cOHCAWbNmhe3nrrvuYvbs2cyaNYtvvvmGOXPm8Pvvvx9yLGZ///vfGTVqFEuWLOGEE07g8ssv5/rrr2fixIksXLgQgFtuuSWifUXqo48+4plnnuHll19m3bp1fPLJJ3Tu3Nm4f+zYsfzvf//jvffeY9myZVx00UWcddZZxnuhrKyMk046ic8//5wVK1bw17/+lauuuopff/0VgJ07d3LZZZdx9dVXs3r1aubMmcOIESOMAHP69Ok89dRT/OMf/2DZsmUMHTqU8847z9i/ct9993HnnXeyZMkS2rVrx2WXXWYE0Icbw6H06tWLefPm1dixFEIIIcRRQo+hPXv26Dt37jS+vv32Wx3QZ8+ereu6rj/++ON6UlKS/vHHH+vLly/XL7nkEj0rK0svLCyM+DkKCgp0QC8oKKhwn9vt1letWqW73e4K9zGJQ36d/X9n6zOWzahyG/XV4fkOYfttOLVhhW2iNXr0aN1qteoJCQlhXy6XSwf0vLw8Xdd1/fLLL9fPOOOMsMfeddddeseOHY3vW7RooT/zzDMHXzfos2bNOuwY+vbtq//1r3/VdV3X//nPf+pnn322ruu6ftZZZ+mvvPKKruu6PnbsWL1///5h4z7//PON7wcOHKifeuqpYfs9+eST9bvvvrvK8fTv31+fMmVK2G3vvPOOnpWVFfa48ePHh21z7rnn6mPHjj3sa1POP/98/eqrrz7sdjfddJN+4YUXGt9nZWXpjz/+uPG9z+fTs7OzjddeVFSkOxwO/b333jO22b9/vx4XF6ePGzeuyucC9Pvvv9/4/ueff9YB/fXXXzdue/fdd3WXy2V8X/6467qujxs3Th84cKDx/cCBA6t87qeeekpv166d7vV6K9y3fv16XdM0ffv27WG3DxkyRJ84ceIh93n22Wfrd9xxh67ruv7777/rgJ6bm1vptk2aNNEfffTRsNtOPvlk/aabbtJ1Xdc3bdqkA/prr71m3L9y5Uod0FevXh3RGHS98uPwn//8R7dYLHogEKh0H1X9HhFCCCFE/VJVbFBeTDNKGRkZZGZmGl+ff/45rVu3ZuDAgei6zrRp07jvvvsYMWIEnTp14q233qK0tJQZM2bU+tiKJxYf8uvjiz8mKykrov08M/SZsO9zx+VW2F91DB48mCVLloR9vfbaa2HbrF69mn79+oXd1q9fP9atW0cgEFlnvi1btpCYmGh8TZkyxXh+lVGaM2eOUcY1cODAsNtPO+20KvffpUuXsO+zsrLYs2dPlY/5/fffefjhh8PGdd1117Fz505KS0uN7cpng2688Ubee+89unXrxoQJE5g/f36Vz+N2u3G5XBVuf+mll+jZsycZGRkkJiby6quvsmXLFgAKCgrYuXNnWLmezWYLG8uGDRvwer1h26Snp9O+fXvj+ylTpoS9PrV/CD9mjRs3BgjL7jRu3JiysjIKCwurfH2HUtlzX3TRRbjdblq1asV1113HrFmzjEzNokWL0HWddu3ahT1u7ty5RglgIBDg0UcfpUuXLjRo0IDExES++eYb43V17dqVIUOG0LlzZy666CJeffVV8vLyACgsLGTHjh2VvpdXr14ddpv52GRlhX5G1fvpcGM4lLi4OILBIB6Pp1rHUwghhKhtuq5XKPMXR84W6wEoXq+Xf//739x+++1omsbGjRvZtWsXZ555prGN0+lk4MCBzJ8/n+uvv77S/Xg8nrALmupeLCY4Eqq8v3/z/mQnZ7O9cHul85Q0NLKTszm91elR7Tfi8SUk0KZNm7Dbtm0LLwXUdR1N0yrcFo0mTZqwZMkS4/v09HQgFCg9+uijbN++nblz53LnnXcCoUDpueeeY8uWLWzatMmYn3Qodrs97HtN0w7bYSwYDDJ58mRGjBhR4T5zYJOQEH6shw0bxubNm/nvf//Ld999x5AhQ7j55pv5xz/+UenzNGzY0LhYVz744ANuu+02nnrqKfr06UNSUhJPPvnkYcu3zCI5BzfccAMXX3yx8X2TJk2M/5uPmTq/ld2mjqPFYqnwnFU1t6jsuW02G2vWrOHbb7/lu+++46abbuLJJ59k7ty5BINBrFYrv//+O1arNWxfiYmh0tKnnnqKZ555hmnTptG5c2cSEhIYP348Xq8XCM0F+vbbb5k/fz7ffPMNzz33HPfddx+//vorDRo0CHtdSmXv76qOw+HGcCgHDhwgPj6euLi4KrcTQgghYkX9XXc4HDEeybGl3jRz+OSTT8jPz2fMmDEA7Nq1Czj4ibnSuHFj477KPPbYY6SkpBhfzZo1q5XxWi1Wpp8VmsSvEX6xpr6fdtY0rBZrhcfWlY4dO/LTTz+F3TZ//nzatWtX4YJWsdvtYdkmm81GmzZtjC8VKPXt2xen08kLL7yA2+3mpJNOAkJZnIKCAl5++WVcLhennHLKEb2G8uMB6NGjB2vWrAkbl/qyWKp+S2dkZDBmzBj+/e9/M23aNF555ZVDbtu9e3dWrVoVdtu8efPo27cvN910E927d6dNmzZhjRNSUlLIysril19+MW7z+/1h84/atGmD3W4P2yYvL4+1a9ca36enp4e9Lput+p9pZGRkhDXeAMKC3/IO9dxxcXGcd955PPvss8yZM4eff/6Z5cuX0717dwKBAHv27KlwPjIzM4HQcTv//PO58sor6dq1K61ataowv0jTNPr168fkyZNZvHgxDoeDWbNmkZycTJMmTSp9L3fo0CHi4xDJGCqzYsUKevToEfHzCCGEEHVJZZMkq1Tz6k2g9PrrrzNs2LCwT84hsk+RzSZOnEhBQYHxtXXr1loZL8CIDiP46OKPaJrcNOz27ORsPrr4I0Z0qJjxqEt33HEH33//PX//+99Zu3Ytb731Fs8//7yR/alMTk4O33//Pbt27aqQTTGLi4ujd+/ePPfcc/Tr188IvOx2O3369OG5554zgqkjUdl4HnzwQd5++20mTZrEypUrWb16Ne+//z73339/lft68MEH+c9//sP69etZuXIln3/+eZUX2kOHDmXlypVhx6FNmzYsXLiQr7/+mrVr1/LAAw9UaHoxbtw4Hn/8cWbNmsUff/zBTTfdFLa2VWJiItdccw133XUX33//PStWrGDMmDGHDfKq67TTTmPhwoW8/fbbrFu3joceeogVK1ZEtY8333yT119/nRUrVrBx40beeecd4uLiaNGiBe3ateOKK65g1KhRzJw5k02bNrFgwQKeeOIJvvjiCyB03FTGaPXq1Vx//fVhH3j8+uuvTJkyhYULF7JlyxZmzpzJ3r17jfNz11138cQTT/D++++zZs0a7rnnHpYsWcK4ceMifg2HG8OhzJs3LyyzLYQQQtQnEijVnnoRKG3evJnvvvsubL0a9Ul0+QuZPXv2VMgymTmdTpKTk8O+atOIDiPIHZfL7NGzmTFiBrNHz2bTuE0xD5IglHn54IMPeO+99+jUqRMPPvggDz/8sJG1q8xTTz3Ft99+S7NmzejevXuV+x88eDBFRUUV2kwPHDiQoqKiw5bdRaKy8QwdOpTPP/+cb7/9lpNPPplTTjmFp59+mhYtWlS5L4fDwcSJE+nSpQsDBgzAarXy3nvvHXL7zp0707Nnz7COdjfccAMjRozgkksuoXfv3uzfv5+bbrop7HF33HEHo0aNYsyYMUZ53l/+8pewbZ588kkGDBjAeeedx+mnn86pp55qZOVq2tChQ3nggQeYMGECJ598MkVFRYwaNSqqfaSmpvLqq6/Sr18/unTpwvfff89nn31mlMW98cYbjBo1ijvuuIP27dtz3nnn8euvvxoZ3QceeIAePXowdOhQBg0aRGZmZljL8uTkZH788UfOPvts2rVrx/33389TTz3FsGHDALj11lu54447uOOOO+jcuTNfffUVn376KW3bto34NRxuDJXZvn078+fPZ+zYsVEdLyGEEKKuBINBfD5ftdaMFFXT9HoQek6aNImXX36ZrVu3GmU+uq7TpEkTbrvtNiZMmACE5jE1atSIJ5544pBzlMorLCwkJSWFgoKCCkFTWVkZmzZtomXLlpVO2hfiiy++4M4772TFihW1lvER9dddd91FQUFBlSWa8ntECCFELHm9XsrKygCIj48/onL940FVsUF5MT+SwWCQN954g9GjR4edWE3TGD9+PFOmTKFt27a0bduWKVOmEB8fz+WXXx7DEYvjydlnn826devYvn17rc13E/VXo0aNqixVFUIIIWLN3ATrcA2xRHRiHih99913bNmyhauvvrrCfRMmTMDtdnPTTTeRl5dH7969+eabb0hKSorBSMXxKpp5MOLYctddd8V6CEIIIUSVJDiqPfWi9K42SemdEKI2ye8RIYQQsaLrOqWlpUaHYIfDIX+LDiOa0juZdCGEEEIIIcRRqHynu2M8/1HnJFBC3lRCiOqT3x9CCCFiJRgMGn+HpD14zTuuAyW73Q5AaWlpjEcihDhaqd8f6veJEEIIUVdUoBQMBvH7/TJfqYbFvJlDLFmtVlJTU9mzZw8QaqlY1WK2QgihqLrwPXv2kJqaaiy6LIQQQtQVySjVruM6UIKDC9uqYEkIIaKRmppq/B4RQggh6pI5UAoGg8b38sF/zTjuAyVN08jKyqJRo0ayorEQIip2u10ySUIIIWLCnEFSpXcOh0MCpRp03AdKitVqlQseIYQQQghxVDBnkzRNQ9M0Kb+rYcd1MwchhBBCCCGORiooCgaDRqBkDp7EkZNASQghhBBCiKOMCpR0XScQCOD3+43bRc2Q0jshhBBCCCGOMubW4G63G4/HY8xREjVDMkpCCCGEEEIcZcyBUvn/i5ohgZIQQgghhBBHkfId7yDU0MHv90tGqQZJoCSEEEIIIcRRpPz6SerfQCAggVINkkBJCCGEEEKIo4i5452U3tUeCZSEEEIIIURUAoEAgUAg1sM4bpk73gWDQSyW0CW9tAevWRIoCSGEEEKIqPj9fpkPE0MqcxQIBMLWUVLfy3mpGRIoCSGEEEKIqGiaFushHLdUFsmcVfL7/fh8Pim7q2GyjpIQQgghhKgWXdclaKpj5TveqaBJlUKq26xWayyHeUyQjJIQQgghhIiKCo6kxKvulQ+UdF3HYrGgaVpYpkkcOQmUhBBCCCFEVCSLFDvmJg7qe8CYMyZzlGqOBEpCCCGEEKJa5IK87pWfmxQIBIzAVdZSqlkSKAkhhBBCiKhIRil2VNYoEAjg8/mMoMj8rwRKNUMCJSGEEEIIUS1yQV63yne8U23BLRYLVquVYDAo3e9qkARKQgghhBAiYrquU1ZWRmlpqQRKdax8IwdVdme1WrFYLLKOUg2TQEkIIYQQQkRM0zRjboxkLuqWOVAyLzZrs9mwWq3GorMSKNUMCZSEEEIIIURULJbQJaQESnXL3PFOfangyNz1Ts5LzZBASQghhBBCREUFStI4oG6ZAyU1F0nTNGPBWXMAJeflyEmgJIQQQgghoqKaCEigVLfU8TaX3VmtVqP0DkLrKYmaIYGSEEIIIYSIigqUpMSr7pjL6sxd7yA0XwkIyyjJuTlyEigJIYQQQoioqAt0ySjVnfKNHFTHO9VcQ81RkmYONUcCJSGEEEIIERWLxSKld3VMHWtz6Z3Vag373rwYrWSUjpwESkIIIYQQIirmOUqibhyq4x1AWVkZPp8vrPOdnJsjJ4GSEEIIIYSIipTe1T1zoKQCIgg1bygoKKC0tBSLxSLldzVIAiUhhBBCCBEVFShJ5qLuqEBJLfarzoHf78ftduPxePB6vbKWUg2yxXoAQgghhBDi6GHObKjvRe0yBz9q/pHdbkfTNEpLS9F1HZ/Ph9VqNRafFUdOMkpCCCGEECJimqZVaB4gapc5GFXBkpon5na7jTlK5duEiyMjgZIQQgghhIiKukgHmadUF8p3vAOM+UhlZWV4vV48Hg9+v1+63tUgCZSEEEIIIUTEVJmXKu+SeUq1z1zuqIKgYDCIz+fD6/Xi8/mM/5dflFZUnwRKQgghhBAiKuriXC7G64Y5SFJldxaLBbfbHdbhzu/3o2macW7EkZFmDkIIIYQQImKaphktqu12uwRLdUAdY9XVzmKxGE0bSt2lrPGsYWfpThr4G5DlzzJK8NSitKJ6JFASQgghhBARCwQCFBUVUVpaisPhkLkwtaz8/CS/34/VakXXdb7b/h1PrX+KA/4Dxvav7nuVe7rdw5jmY2I36GNE1IFSbm4u8+bNIzc3l9LSUjIyMujevTt9+vTB5XLVxhiFEEIIIUQ9YbVajWYOqrGAZJRqT2XzkywWC1/mfsl9y+6rsP1e717u+O0O0tLSuPKkKyWjdAQiDpRmzJjBs88+y2+//UajRo1o2rQpcXFxHDhwgA0bNuByubjiiiu4++67adGiRW2OWQghhBBCxJDNZqvQJlzUDnNGyfhC54llT1T5uPt/up/Lul+GHXsdjfTYE1Ezhx49evD0009z5ZVXkpuby65du/j999/56aefWLVqFYWFhfznP/8hGAzSs2dPPvzww9oetxBCCCGEiBHVmloCpNqnjrPf7zcaOfy2+zf2lO2p8nE7Snbw4+Yf62iUx6aIMkp///vfOeeccw55v9PpZNCgQQwaNIhHHnmETZs21dgAhRBCCCFE/WEuAzM3DRC1wxwoqezd7tLdET12Z9HOWh7dsS2iQKmqIKm8hg0b0rBhw2oPSAghhBBC1F+apmGzhS4hZb2e2qcCU5VRslgspNvTI3psZmJmLY/u2Bb1OkqLFi1i+fLlxvf/+c9/uOCCC7j33nvxer01OjghhBBCCFG/BAIBiouLKS4uNjJJMk+pdpi73aljbLFY6JTciYaOqhMTWfFZ9GnSp45GemyKOlC6/vrrWbt2LQAbN27k0ksvJT4+ng8//JAJEybU+ACFEEIIIUT9YbVaKSsrw+Px4PP5AOl6V1sq63gXDAbRdI3rm19f5WMndp+IRYv6Ul+YRH301q5dS7du3QD48MMPGTBgADNmzODNN9/k448/runxCSGEEEKIekRdtHu9XmMBVCm/qx3lAyWVXdJ1nd7Jvbmz+Z0VHpNuTeeRzo8wpMkQmTt2hKJeR0mdLIDvvvuO4cOHA9CsWTP27dtXs6MTQgghhBD1isViQdO0sOBISu9qh3l+krr+9vv9xn2nJJ/Cqx1f5YcDP2B1W7H5bQzMGEjLBi3DyvU0TYvlyzhqRZ1R6tmzJ4888gjvvPMOc+fONRo9bNq0icaNG9f4AIUQQgghRP2hLt59Pp/RYEDUDnWszU0zfD6f8X0wGKShvSFZtiz+XfBv5pTNQQ/qYedFskrVF3WgNG3aNBYtWsQtt9zCfffdR5s2bQD46KOP6Nu3b40PUAghhBBC1B+BQAC3243b7TaCJcko1Q5VaqeOsd/vR9f1sAZqmqaRakkFID+YH5ZJkiD2yERdetelS5ewrnfKk08+idVqrZFBCSGEEEKI+slqtRrZjbKysrCMh6g55rlf5uDHPE/p9Z2vk2ZPo0tcFwAK9UJ8/oOZPvU4uUavnqgDJcXr9bJnz54K6bzmzZsf8aCEEEIIIUT9VFkXNlHzVOBpDnjUbX6/nzK9jG/yvkFHZ0DrAWhoBAlSGCgMK80T1Rd1oLR27VquueYa5s+fH3a7migmKT4hhBBCiGObxWLB7/cbpXfS9a7mmTNJ5i8IzTtaV7IOHZ2GtoZkuDJIsaSQH8wnL5CH1+uVQLYGRB0ojR07FpvNxueff05WVpZ00RBCCCGEOI5omhY2Z6Z8tkPUjPJtwdUx1zSNYDDIH8V/ANDK2YpgMEiqJZX8YD4H/AeM9a3M3fJE9KIOlJYsWcLvv//OCSecUBvjEUIIIYQQ9ZzD4QDA5/OFdVeTVtQ1R2WUVDMHc4ZI13XWla4DoLWzNVarlTRrGrn+XPICeWHleqL6og6UOnbsKOslCSGEEEIcpzRNw263G5kln88npXe14FBzwdQ6Suvd6wFo7WpNMBikg70DLr+LTEumcU5UK3FRPVG3B3/iiSeYMGECc+bMYf/+/RQWFoZ9CSGEEEKIY1cgEMDr9RrZpPIZJXHkzPOTKssO7fXuJc+fhwULzWzNsFgs9HH24QLHBbS1t62w3pKonqgzSqeffjoAQ4YMCbtdmjkIIYQQQhz7LBYLNlvoElJllAC5IK9B5tbg6hhbLKH8hs/nY4d7Bw7NQZY9C5fVhd1ux2KxhM0fM5fsieqJOlCaPXt2bYxDCCGEEEIcBYLBIGVlZQQCASwWS1jDAQmWaoZ5fpIKeDRNM24/MeFE3u7wNjsKdgAYDR5K9VJKA6Uk+hIrrL8kc8eiF3WgNHDgwNoYhxBCCCGEOApYLBYcDgcWi4VAIIDb7Q5bDFUcOfP8JBWEqo53RgDlC5BmSzOCpP3B/UxyT8KGjWnx04wAS+1PAqXoVWvB2fz8fF5//XVWr16Npml07NiRq6++mpSUlJoenxBCCCGEqEc0TTPKwFSLcLWWkqgZqnmDeZ0qwMgsKX6/H7vdDkCinhi6DT+llBoBlvpXRC/qZg4LFy6kdevWPPPMMxw4cIB9+/bx9NNP07p1axYtWlQbYxRCCCGEEPWEynSo/5u/5IK8ZpiDHPMcI13X2ViykfHrxvPm7jeN261WKy6biwQSADjgO4DH4zGyfNL5rnqizijddtttnHfeebz66qthE/muvfZaxo8fz48//ljjgxRCCCGEEPWLKgXzer1G1kMCpSOnAiTAyNaZ5yetKV7Ddu92krQktORQds/lcmGz2UjWkinRS8gP5huPlWYO1Rd1oLRw4cKwIAnAZrMxYcIEevbsWaODE0IIIYQQ9Y/qrKYuxiVQqjnlu935fD7jujsQCPBH8R8A5NhysFqt2O12XC4XFouFVC2VnfpO8gJ5eL1e4xxJRql6oi69S05OZsuWLRVu37p1K0lJSTUyKCGEEEIIUT8Fg0G8Xm/YBb10vas5qoRRBToWi8U4toFAgLWlawHIsecA4HQ60XUdm81GiiXULyA/mF+hGYSIXtSB0iWXXMI111zD+++/z9atW9m2bRvvvfce1157LZdddlltjFEIIYQQQtQTOjpL8pfwW+lvrPGswecPZT3UXBi5KD8y5ecnqeMZCAQo9hWzzbMNOJhRcjgcRoOHFEKBUl4gz2gGIQFs9UVdevePf/wDTdMYNWqU0XLQbrdz44038vjjj9f4AIUQQgghRP0wc/VMxn01jm2F24zb3t30Lncn3c3YpmONi3JpRV19qjFGIBAwFvNVC8muK16Hjk66NZ1UW6oRKFksFiwWC80tzTnFcgptrG2MQEtlpkT0og6UHA4H06dP57HHHmPDhg3ouk6bNm2Ij4+vjfEJIYQQQoh6YObqmYz8YCQ64dmJvEAe9yy+h0aNGnFRp4tiNLpjh1r/yNyIQQWfa4rXAKGyO4vFgs1mC1vXqo21Da0trbHZbPh8Pim9O0JRl94p8fHxdO7cmS5dukiQJIQQQghxDAsEA4z7alyFIMns/p/uxx+Q9ZSOhMomqUBJURklm26jib0JLawtcDgcRoDkdDpxOp1YLBYje2Se12Tel4hcRBmlESNG8Oabb5KcnMyIESOq3HbmzJk1MjAhhBBCCFE/zNsyL6zcrjI7Snbw09afGNZhWB2N6thjnp+kGmZYrVYjM3Rm6pn0s/ejpKSEYDCI3W5H0zRcLpcxV8lj8bDbu5sW9hYVOhJKSWR0IgqUUlJSDk4SS0mp1QEJIYQQQoj6ZWfRzoi221WySzJKR8C8cK/6v91uN8rovF4vgUAAi8WCpmnY7XZsNptRoqdpGk+UPUEZZUx0TSTHnxPWkVACpehEFCi98cYblf5fCCGEEEIc+7KSsiLarnF8YwmUjoDKHKnASJXRBQIBCj2FBAl1slPrJ6lASR1zi8VCipZCmV5GfjDfyErJPKXqqfYcJSGEEEIIcXzo37w/2cnZaBw6I5EZn8kpWafU4aiOLeaW4F6vF03TwtZQen/H+1y38Tq+KfkGTdOMOUk2my2sq12K9udaSoF8/H6/0fVOAqXoRZRR6t69e8SpukWLFh3RgIQQQgghRP1itViZftZ0Rn4wEg2t0qYOd3e9Gw1NWlFXkwqUVGtwXdeN5gyBQIA1JWvw6l7iiAtrC66u0VWWyQiU/lx0VgVJEihFL6JA6YILLqjlYQghhBBCiPpsRIcRfHTxR4z7chzbig42dkjVUhmbNZbBjQfLBfkRMJfaqdI7TQsFnr6Aj43ujUBooVnVElxRAZOmaSSTDEC+nh/WalwC2OhFFCg99NBDtT0OIYQQQghRz43oMILz25/PVe9cxbu579KMZoxLHEcjV6OwpgHSOCB6KphR/waDQWw2G16vl01FmyjTy3BqTjKtmUb2SB1jFVTZbLYKpXcq6JIANnoyR0kIIYQQQkRMQ+OUjNBcJJ/mIxg4uPYPIJmLatB13WjjreYnqcAmEAgYC802tzbH6XAarcCtVqsRLKmsUoolFCgV6AX4fL6wUj4RnYgySmlpaRF/KnDgwIEjGpAQQgghhKi/dF0ny5lFR3tHGgYbGhf5Pp/PuBiXjFJ01PwkwCiVU/OT/H4/q4tWA6FACTAaOFitVpxOp7Heks1mI8uWRR9/HxpZG4XK9nw+I2AS0YkoUJo2bVqtDWD79u3cfffdfPnll7jdbtq1a8frr7/OSSedBITeOJMnT+aVV14hLy+P3r17889//pMTTzyx1sYkhBBCCCEqp2kaLZJacFPKTRQVFQGhi/uysjJjno1kL6Kjut2Zj53qeBcIBFhbshYIBUqq7E79q9ZRslhChWKppHKu7VxjfhMcXJ9JRCeiQGn06NG18uR5eXn069ePwYMH8+WXX9KoUSM2bNhAamqqsc3UqVN5+umnefPNN2nXrh2PPPIIZ5xxBmvWrCEpKalWxiWEEEKI+iMQCDBv3jx27txJVlYW/fv3x2q1xnpYxy1zpsi8MKp5jpKIjnmRWTVHyVyO1yuhF0l6Ejn2HGw2GxaLBYvFgtPpNMr0VDtx9aWySGVlZfj9fiNjJSIXUaBUWFhIcnKy8f+qqO0i8cQTT9CsWbOwRWxzcnKM/+u6zrRp07jvvvsYMWIEAG+99RaNGzdmxowZXH/99RE/lxBCCCGOPjNnzmTcuHFs23awy1p2djbTp083rg1E3VMX5e6gG6tmNdb+UeV3EixFTtd1fD4fEJ5ZMgc7wxKHcap+qjEPyeFwGF+qjTgcPC+lein72Y8W0PD5fEbAJSWRGMc6EhE1c0hLS2PPnj0ApKamkpaWVuFL3R6NTz/9lJ49e3LRRRfRqFEjunfvzquvvmrcv2nTJnbt2sWZZ55p3OZ0Ohk4cCDz58+vdJ8ej4fCwsKwLyGEEEIcfWbOnMnIkSPDgiQIle2PHDmSmTNnxmhkwul08lrha/zd/3eWBpcaGSVzNkRERpXXqUYOfr8/rJud+gKMtuBqHSVVXme1Wo05ShaLhX97/80/A/9ktX81wWAQr9crDR04mAGNVEQZpR9++IH09HQAZs+eXb2RVWLjxo28+OKL3H777dx777389ttv3HrrrTidTkaNGsWuXbsAaNy4cdjjGjduzObNmyvd52OPPcbkyZNrbIxCCCGEqHuBQIBx48ZVemGnPhUfP348559/vpTh1TF1sZloSQRC3dVUmZjqfCciZ872mN/vKuhckbcCi9eCMxDqdqfmJdntduNnwWazGesqWa3WUItw/eCis5Xt/3hk7s4YiYgCpYEDB1b6/yMVDAbp2bMnU6ZMAaB79+6sXLmSF198kVGjRhnblU8RVpU2nDhxIrfffrvxfWFhIc2aNauxMQshhBCi9s2bN69CJslM13W2bt3KvHnzGDRoUN0NTBjlXQ3sDQAooMDIWkhGKXrmuV3q+KmyO7/fz9Pbnma/fz83x99MN1u3sIwSHMwyWSwWI7Ok1lIqCBYYjTbkvGBkPiMVUaBUXllZGcuWLWPPnj0V0lfnnXdexPvJysqiY8eOYbd16NCBjz/+GIDMzEwAdu3aRVZWlrHNnj17KmSZFKfTidPpjHgMQgghhKh/du7cWaPbiZqjSsXSraFqo3w937jQ93q9krmIgjk4UqWLmqYZzRf2efax378fDY3mjuY4nU4jUFJd8axWq7EPlV1VgVJeMA84WMJ3vJ+XaBtaRB0offXVV4waNYp9+/ZVuE/TtKgG0K9fP9asWRN229q1a2nRogUALVu2JDMzk2+//Zbu3bsD4PV6mTt3Lk888US0QxdCCCHEUcL8AWlNbCdqjspgNLQ3BEKld+rCXnXAU9mL471xwOGo4EUFSioBoYLR1QWh9ZMyLZnEW+Ox2+1h3e6AsEyS+n+qJRUInRtpshGijmk078mImjmY3XLLLVx00UXs3Lkz7Ich2lQWwG233cYvv/zClClTWL9+PTNmzOCVV17h5ptvBjDqj6dMmcKsWbNYsWIFY8aMIT4+nssvvzzaoQshhBDiKNG/f3+ys7MPeVGjaRrNmjWjf//+dTwyoQKgDGcGECq9U/OTVEZJREbNT1L/V9fSKmD6o/gPILR+kt1uBzDWUIKDQZKmaWiaZgRLRqAULMDn8xEIBI77RWfNAXykos4o7dmzh9tvv/2QpW/ROPnkk5k1axYTJ07k4YcfpmXLlkybNo0rrrjC2GbChAm43W5uuukmY8HZb775RtZQEkIIIY5hVquV6dOnM3LkyAr3qeBp2rRp0sghRux2O41cjQDw4aNUL8Xv9xuZC8koRcZcDmdek0rXdTweD+tK1wHQwtYCq9WK0+k0mjmoJg6A8X8VNKVYQqV3xRTjD4Zn+45X5uxdpKIOlEaOHMmcOXNo3bp1tA+t1PDhwxk+fPgh79c0jUmTJjFp0qQaeT4hhBBCHB1GjBjBRx99xEUXXRR2cZOdnc20adNkHaUYURflLpuL7rbu2II2dC00P0naUEeufDWWeX6Sruu4y9xsLNsIHAyU1GKy5TNIqrmDuj9RS6SPpQ+JeiJ+PRTAer3e4zZQUmV3qlFGpKIOlJ5//nkuuugi5s2bR+fOnY00oHLrrbdGu0shhBBCiEqdeuqpYRd3/fv3Z/bs2ZJJijGXyxVaziVhFKWlpcb8F9WQ4HifDxMJ1aY6GAwagYxq7uDxeNjq3opbd+PAQVN7UyOjZLVasdvtRrCkvtT8JavVitVi5Tz7efh8PqxBq1EaebyeE3O2LprfHVEHSjNmzODrr78mLi6OOXPmhKVUNU2TQEkIIYQQNWbx4sVh33s8HgmSYkwFQapNuBIIBIyLfWlFfXgqm6SCI3WbCjZTramMSRpDgb8Am8VmrKGk3v/meUo2m63Cl9frNTrjqUAs2n4CxwqVvSv/nj2cqAOl+++/n4cffph77rknqicSQgghhIiWCpTatGnD+vXr2bp1a4xHJBQ1T6Y0UEpQC5JIYliLcHFoKvsGhHW7Uw0ddF3HhYuTHCcRtAVxOBxhWSMVHKnyO7vdbmSZIJS88OBhH/tI8ifRMNgQj8dz3JbeqeBTBY6RijrS8Xq9XHLJJRIkCSGEEKLWLVq0CIDzzz8fCK2t6PP5Yjkk8SdN05jrmcujwUf5b/C/BINBysrKwhZQFZUrn3FTpXEq6xEIBIxFYgFjDlL5pg0qQ6LmKqngCeAH/w8873+en3w/GZmq47GhQ/n5SV6vN+LHRh3tjB49mvfffz/ahwkhhBBCRE0FSmeeeSYOhwNd19mxY0eMRyUgVPKV7ggtOlugFxif2qs21BIoHZrqDggHgyS1aKyu65T6Svk873PW+9YDoeydSlKopg3mIMk8/0YFUslaMnDw3Byv5yUYDIZlk6IpP4y69C4QCDB16lS+/vprunTpUqGZw9NPPx3tLoUQQgghKigoKGDDhg0A9OjRg+zsbDZu3Mi2bduMxelFbKjMh7HoLAXGBagsblo1c4tqc3Cpjpmu66wrXsfHhR+TrCUzpcEUNE0zWoM7HA6sViu6rhsBlMViMdqGqyAqRQu1CC8IFlQIxI4nKlBS/49G1IHS8uXL6d69OwArVqwIu0965QshhBCipixZsgSA5s2b07BhQyNQknlKsaXKv+x2O2mWNAAKKcQfCHVrMzd0EBWp7I/FYsHn8xkBjPlrVcEqINQWXGWIzNkiOHge1PW3mqektlVrKRXooUVnj9eMkiq7Uxm4aOKVqAOl2bNnR/sQIYQQQoioqUYO3bt3xxvw0iS7CQDbtm2L5bCOe+a5SJkJmViwECRIEUVk6pnGfBhAFp2thHkxXo/HY7TtNq+htKEslElV6yepRg3mjnfmDm7qceb5S+YgNqgHjfNyPAVKwWDQmJOkShRrteudEEIIIURdUPOTunXvRq9Xe7GlzRawIhmlGDN3VtODOslaMvl6PvnB/LCMkrmNuAhRc2RUsKKyPFar1SgP83q9bPCEAqWWjpZGJslms5GQkIDNZkPXdaP8TgVYKpBSjR2SLcloaAQJUhgoxOv1Gg0jjheq9bqu61gsFgKBQFSBUkRb3nDDDRH/Unr//ff5v//7v4gHIIQQQghRGZVRSjshjaW7l5JnyYM0ySjFmrn0zmq1kmpJBcKbBhxvmYtIqdI6TdPwer1hpXDqmO0t3cv+wH40NFo5W4U1bXA6nUAoAFBZJhU0mUvzLBYLVs1KEkkA5AXyjHWUjqeSSBWIKuo4RSqijFJGRgadOnWib9++nHfeefTs2ZMmTZrgcrnIy8tj1apV/PTTT7z33ns0bdqUV155JfpXIoQQQgjxJ7fbzerVqwEoSis6eEeyZJTqA7Wej81mo4ujCxllGSSTbHyCf7w2DjgcFSipJg7mTIc6Zmp+UmNLY+Kt8UaDBpfLZQRNKjgy/1/dZw5i+1r64g/6iQ/GH3drXKmFdgOBgNExUwWckYooUPr73//O3/72N15//XVeeumlCk0ckpKSOP3003nttdc488wzo3sVQgghhBDlLF++nEAgQEZGBisKQ9cdmXGZ7Nq3i21uySjFmtPpNLqvDXENochXZJTamYOk4+WiPBKqwYUKkMxZN6/Xi8/nQ9M01rtDLcFb2FtUyCaptZNsttAlvMoomYMkVZJntVoZaB9IIBDAjh2fz3dcLTqrAtJgMIjNZjNed600c2jUqBETJ05k4sSJ5Ofns3nzZtxuNw0bNqR169ZSfyqEEEKIGqPmJ3Xv0Z15W+YB8MIZLzDi7hHsKtqF1+vF4XDEcojHNZW1UBfn5vKxQCBwXGUuIqUu3FVrdXXtrAInXdcpKyvjrISzaBNsQ5w9LixIUoFpMBg0Fp8FjDk35qBKBVLqdvX8qvzueKA6/anOgOo4RPO+rFYzh9TUVFJTU6vzUCGEEEKIw1KBUsfuHcl15GK32Dmj4xk4HA68Xi87d+6UtZRiRGVG1Cf1VqsVDx5K9BIcfodxMS4ZpXAqgFTlcnDwWKrgyefzoQU0cuw5OJ1Oo521y+UySvBUBqn8/CRzkKSCJy9e9gT3YA1YSfOnHTcZJZXZVGV3KsCE6DJKkbd9EEIIIYSoI6qRQ98efVlzyxrW37qeBTsWkN4rHZB5SrGmshIWi4VtgW08EniEV4OvGs0c1NwQEWKeH6SCGtXMQWV6gsGgEciUD4gcDofRyEE93nzBr+Yo2Ww2HA6HsQjt6uBq/hn4J5/5PgubO3asB0vqfaiaXqjANJqOdyCBkhBCCCHqGZ/Px7JlywDo0aMHAFsLtnLa26eR1y8PkM53sWRuQ221WmlgawBAMcX49dCn+B6PB+CYvyCPlLn7mspumDvQqTlLCwsXMqNoBiu9K42ASGWTzO3AFRUwmcvuINRsw2azHVxLSS80zsvxcE5UUKiOm8pwWiwWow17JCRQEkIIIUS9snr1arxeL8nJyTRv0RyAFqmhMjuvywuaZJRiyZzpsFqtpNhTsP05m6OQQqPkSbrehaiMkVoQVmV01AW76njn8XhYUrKE/5X9jzW+NUZmyel0GvNsgLCASGWO1P/V3DF1fpJJBqCAgrDOesdysGSei2UOMNX7tqSkJOJ9SaAkhBBCiHpFzU/qdHIn0p9M54x3zqBhfENsFhu6pkOSZJRiSdM0Y5FUddGeqqUCkBfMw+fzGcGSzFM62KxBlcapttXlF531+Xxs9G4EoJWjlREcmcvuzBmkQzVzUOV3VquVVGtqaAz4KQmWGM97rAdKKgg1N7VQ90Xz2iVQEkIIIUS9ouYnNezekGJvMdsKt+GyuWiW3Cy0QYpklGLN3DTAYrEYJV75wXxjfohklA52uoODF+0q46H+r75KvaVs84U+AGjpaGkESTabzWgNXj6DpG5T36tASd1n02wkkADAgcABY/7YsXpe1Fwwv9+P1WrF4XAYAbvVao36tVer691HH33EBx98wJYtW4wTrahPgYQQQgghqkNdSwSaBqAATm12KhAqv9uUvwlSJaMUa+oi1Gq1YrfbSbWkQuBgiZf5grz8vJrjicremFt0QyiLBBhNHbxeL5vKNhEkSKKWSANraN6Xw+EwvlSXu/LzkhRzoKQaOqjyuxJKOOA/gN/vP6YbbajMHBxcFFk1ynA4HJSWlka1v6gzSs8++yxjx46lUaNGLF68mF69etGgQQM2btzIsGHDot2dEEIIIYQhGAyyZMkSALbbtgNwavNQoNQ8JTRfSTJKsadK7tS/adY/M0p6vtGYQBadPZgxUoGNWkfJ7/cbne1UULmudB0AOfYc49g6nU5cLldYuZ3qcAfhXdzM96vH2+12UrQUAPICeQQCAdxud90fiDqiSj41TcNut4e9B81rWEUq6kDphRde4JVXXuH555/H4XAwYcIEvv32W2699VYKCgqi3Z0QQgghhGH9+vUUFxfjTHSyMm8lcDBQapHy57pJqbB79+4KVS2i7qiLcTWPpo29DT3pSUtaGt3V1Nyc45kq+zIHSh6Px7h4Vxker9fLhrINALS0tww7vk6ns0J768oySup+m81mNHXQdZ3u1u6cqZ1JM5oZ3eCOxYySyiYFAgEjgFcZPYvFUq3XHHWgtGXLFvr27QtAXFwcRUVFAFx11VW8++67UQ9ACCGEEEJRZXet+rXCF/SRmZhJq7RWAJzf/nxeHv4ytqWhCfE7d+6M5VCPa+pCVF3Md4rrxAW2CziRE43SOxUoHa/BkspiwMEGGABlZWVGQFNWVmZk3wqDhQC0cobe73a73ShtVNknlU2qLEiC8EBJbdfV1pX+lv5kapn4/X5KSkqOyWYOKlOnskkqMFXdBs2dByMVdaCUmZnJ/v37AWjRogW//PILAJs2bTpufxCEEEIIUTNUI4ekTklAKJukSmVOanISfz3przS3h0rwpPwuNsxd28zNA9R1oMqUqFbUx+v1oSq7UwGN6sbm8/mM9t4ej8eYU3Nb+m1MzZhKO2c7IDQ/Sa2HpI5v+Tbh5ZnPh3qsOk/msr9j7ZyYF/RVQbwKTs3rJwWDQex2e8T7jTpQOu200/jss88AuOaaa7jttts444wzuOSSS/jLX/4S7e6EEEIIIQwqo9S1eVeGth7K0NZDK2zTrFmo+500dIgN81wYtU6NzWYjYAuwm914A16jDOpYzFxEyhwkquyGudGA3+/H6/Ua5WLBYJAkSxJ2LXQhrxpmqODI3MRB7bM81dBBZaE0TSOoBdmh72ATm4z5UNEsuno0UEGgyrqpwFJl9MyBfTSvPequd6+88orxpr/hhhtIT0/np59+4txzz+WGG26IdndCCCGEEEDoU2GVUfpr37/Ss2fPCtvMyZ2Dt4MXfpaMUiwZ7adNF/GPeR7Dg4dxwXE08TYxuo0dr8GSuiBX2SNzgKKybm632wgq1cW9ygpZrVYSEhKMRWrN5XTq+Jen7lMBlsViIU/P45/+f+LESTe6hZX7VZaVOhqZs0nqGKn3nmoLbv5/pKIOlMz92wEuvvhiLr744mh3I4QQQggRZuvWrezfvz8056VTp0q3ufSjS9mduRsaSEYp1iqspaSlsUvfRb6ej9/vN5oWHI8qm5+kAiXzorOqHOzl/S9TEixheMJwTnCcgN1ux263G+sn+f1+nE5n2JpJlTEvOquySmrRWQ8eSvwlUQUKR4Py2SR1DFSgbrPZjEBJvV8jFVGgtGzZMjp16oTFYmHZsmVVbtulS5eIn1wIIYQQQlHZpNY9W5PnyyPLlVVhmxapLdhdsltahMeYuQubKvVKtaSyK7CLvGAeHo/HmJOjStCOp7WUzHNjVKCjsjg2m80IJL1eL4FAgNWe1ZToJYxIHmGUjpUvuzvc/CTAKIm02+04HA4AnJoTFy7KKCM/kG+MRXWHO9qpsjpzpk1l7MzzwwDjnEQqokCpW7du7Nq1i0aNGtGtWzdjAOWp+kshhBBCiGip+UneU700eboJT5/5NLf1uS1smxYpLfht+2+y6GwMqYtQ9Qm+6s6WZk2DABRSaEyuP16vC1WGQ5XTmdcuUqVh6rYdnh2U6CXYsJHtyDZKGp1OJw6Hg0AgYARPwCHL7pTyDR0AkkmmjDIOBA4cU3OUzAvMOhyOsIydWr/KPFfuUN0CDyWiQGnTpk1kZGQY/xdCCCGOZYFAgHnz5rFz506ysrLo37+/Mc9A1B4VKOUl5YEOXTO7VtjGWEspBbYulYxSrKgGBOZ5SmmW0KKzBRSEdXhTLcKPp4ySCkQsFotxLNT3KnhUc4U2uEPrJzWzNcNhdVRYC8nn8+FwOA6bTVLMrdtVxi9FS2GPvsdYdFY9dzQd4OojFbCbm1yYO9ypsrtAIGAEj9H8Lo8oUGrRokWl/xdCCCGONTNnzmTcuHFh2Yrs7GymT5/OiBEjYjiyY9/ixYshBfL1fKyald5Ne1fYpnlKqDU4KQcXnVUlRqJuqPIu9a/6SrMeDJRU1kmVmx1Pys9PMi8wqwInr9drLMq70bsRgJaOlmHHND4+3siAqOMNkQVKKiOlHpdMMgD5wXyj296xkO1Ti05brdaw5hTmjJn6v7mEMVIRbfnpp59GvMPzzjsv4m2FEEKI+mTmzJmMHDmyQnn59u3bGTlyJB999JEES7Vkz549bN++HTqHvu+R1YMER0KF7Vqkhj6w1dJC0wB27NhBTk5OHY5UwMGLdXOglG5NB0KBks/nw+v1hnV5O16UXzuqrKysQjbN7XYbx2aTN1StpQIlNT/J6XQaF/8qC3K4sju1TfnW7amWVAhAQbDAmB91tFMldSr48Xq9YW3BVVBqXnQ2kuNnFlGgdMEFF0S0M5mjJIQQ4mgVCAQYN25cpRd0qrRj/PjxnH/++VKGVwtUI4eUzikUUMCpzU+tdDtVeqelaejobNu2TQKlGFClTqr0zm6308TZhF5aL1L11LAub8fborPly+7UXBnzBXxZWVkosxP0ssW7BYBWjlZhc4ucTid+v99o6qD2eTjlM326rtNWa4vNYiMrmGW0JT/ar9lVNknNSTIvrKtagatsngpA7XZ76AOZCEU0m0md5MN9He0HXAghxPFr3rx5VTYH0HWdrVu3Mm/evDoc1fFDzU/iz8q6QwVKrdNb8+q5r3LiHycC0vkuFlRZnXmdIIvFQgN7Ay6wX0Bf+hqT6dX6NscTc9mdmqNlvh0Ozk/K9+TTztmODEsGjeyNjOyIeR0k8wcz0QRK5n20tLdkgHUAOeQYpXdHM9W1TwXq5veYudRTlX+qhiNut5uSkpKInyfqdZSEEEKIY9HOnTtrdDsRncWLF4MLCl2FAPRr1q/S7RIdiVzb41rmJs5lOcul810MqAtxxeE42IBAlTUFg0FjDo4qfToeqMYNKruhOrKpkjAIXeSXlJQQCARIt6dze8btuN1uo1TOYrEQFxcX1lUQCGtYcDjlAyU4WP6ozs3RnOBQgZ46Nub5Sep1qaymKrvTdZ2SkpKo5sxVK1AqKSlh7ty5bNmypUJEeuutt1Znl0IIIURMZWVVXLPnSLYT0Vm0aBEE4O62d2PNtNI4sXGV22dnZwOSUYoVNdfD3GzAZrPhs/jYzW6S9WRjLszxFigpav0k9a8KnoqLi41siNVqpayszAg8zesgmb+HyLJJigqUXC6XUfa3PbidfPLp6u96VLcIV8GoyiapyjbV0EEdW1X2aW6E4Xa7o2r+EnWgtHjxYs4++2xKS0spKSkhPT2dffv2ER8fT6NGjSRQEkIIcVTq378/2dnZbN++/ZBrBWZnZ9O/f/8YjO7YVlBQwIYNoRbJdw69kwYNGlS5/bLdy9iesR2yZC2lWFA/H+a5Hyqb9L73fVayknOC59DM38wIko6XQMk8P0kFR3BwGovFYsHtdhuJhnxPPpZAaO6M3W5H0zQcDofx//LrJ0XKHLza7XZ0Xee14Gv48NEs0MxYENiciTlamLNEVqs1bM0q85wkFaSr11daWhr16436yNx2222ce+65HDhwgLi4OH755Rc2b97MSSedxD/+8Y9odyeEEELUC1arlenTpx+8wQE0ApwYn0ZOmzZNGjnUgiVLlgDQvHnzwwZJAC8tfIl3it6BDpJRihVzAKS6tFmt1rC1lAKBgNGG+nhpEa6OS/n5SXAwwCwuLsbv91PkL+LW7bfy0IGHCFqCRtCpFpo1z0+KdqFUc6CkAi7VIrxALzDmKR1tAax5gVm73R7WLEP931ziqOYn6bqOx+OpMJ/pcKIOlJYsWcIdd9xhdNLweDw0a9aMqVOncu+990a7OyGEEKLeGDFiBFOnToU04AbgJqB5qMxLWoPXnkWLFoEVEocm8vPWnw97IWMsOpsqGaVYMJfbqXk0amHTVEsqcDBQ8vl8xoXt0XZRHi3V1U4dE/NcGRUoqrbpABs9ofWTLFhw2Vxhc71UaWM03e7MzN0I1b7Maymp83K0BbDmcjpVdmfudqfeY+o4q+NpPjfRvOaoAyWVCgRo3LgxW7aEWhqmpKQY/xdCCCGOVi6XC84BQkvCkN46nU2bNkmQVIsWL14MTWBV01Vc8P4Fh91eraVkXnRW1C0VGKn/qzkxDWyhjKAKlFR3vOOh/M4858d8Ya4uzlWCQb1f17nXAZBjzwlbwFdl58yNGKoTKKm5Tk6nE03TSNFSADjgP2AESkfTOSmfTTJnkVQrdvV6SktL8fl8Rrc7FRQGg0Hy8/Mjfs6o5yh1796dhQsX0q5dOwYPHsyDDz7Ivn37eOedd+jcuXO0uxNCCCHqlXn/mwctD35fZCs66mr4jzaLFi0Kawt+uM5e5oySLDobG+ZACTDmi6jSu0IKjQtbdXF7rDOX3ZUPmtTtbrfbCFBURqmVs1VY5sjcrU5lg6rzO0i1GTcWndVSQYd8Pf+oXEvJvD6SyiYBYcGoCsx9Pp9RxggH5zUVFxdH1R486qM+ZcoUo+PP3//+dxo0aMCNN97Inj17eOWVV6LdnRBCCFGvzFkzB5wHv/fF+zhw4EDMxnOsKy0tZfXq1QcDpWaVr59kZmSUkgCLzFOKBXUBrwIAFShlODOAUKDk84fKn9Sn+UdT9iJaam0p1WTA3GBAXdCb52xZrVYjUGrtbG3MRXK5XEa5XHWzSYrNZjO+dF03yiKLKMLv91NWVnbUnJPyx9e8mK8qu4PQMVZt6VU2Sd3m8XgoLS2N6nmjyijpuk5GRgYnnhha5C0jI4MvvvgiqicUQggh6qstW7awJ34PAFbNSkAPQBps2rQpoiYDInrLly8nqAfRWmjo6IdcaNYsMzETh9WBFy8kyTylWFBZDtUiXJWOpdnS0NAIEqSYYuPT/WM9UFKvzxwUmdtUq45sKlDa5dlFcbAYGzaaO5uHNV1QpYxHGiipjIoKutQcpUIKjfljR8scJXU8zQ0uzI0c1PtMZZQ0TTPK80pLS41AKRgMRtUePKojr+s6bdu2lV9IQgghjkn/+9//4M9kxZhuY0L/SYXc3NwYjejYt3jxYmgIuksn3h5Pt8xuh32MRbPQLLlZ6JtUySjFgjlQ0nXd+PTebrXT39KfIQzBqluPyrkw1WG+aDeX2qmLdovFgtfrxePxAAfnJzW1NiXRlWg8xmazGcGNueNddag5SnFxcVgsFhrTmKGWoQxgAMFgkNLS0qOi9E5lk1TZnWoiUv44e71eYx0ltQ5VIBCgrKzMyGzqms4a95qInzuqQMlisdC2bVv2798f3SsUQgghjgI//vSjUQI2uuvo0H/iYPWm1bEb1DHOPD/plOxTsFvtET1u2lnTuMR7CeyWjFIslF/jBzDW/xnuGk5/+uMIOMI+6T+WgyXzhbz5tZpbcPt8PjweD1arlXQtnQFxA+gZ3xO73W6ULjocDiNQMgej1aE6vqkgNs2SxqnaqZzACUZAcTScE3M2SWXezBlKlaVTQZ+5FM/r9VJWVkYgEGDO7jlc/tvl3L7w9oifO+pc3tSpU7nrrrtYsWJFtA8VQggh6rXvV34PLoi3xNO3WV96+nvCd0hX11q0ePFi+DM51L955Iv5Dm83nAFNB0CZZJRixTyPRn3Srz7th4OZABVEHKtU0KECJXXRrgIRh8MRdrGv6zqtHK24JPESzko+CyBs7o3D4TBKGo+kkYyaO6aaQ6jnAYw5SvU9o6S6B5qzSep29aWCURUgqW6LVquVsrIyPB4Pc3bP4cGVD7LXszeq54+6692VV15JaWkpXbt2xeFwEBcXF3a/THgVQghxNCooKGDdwnVQDHc8cgdWi5Xrml3Hwp8WsiN5R6yHd0zy+XwsW7YMFsMHd3/ASe1Piurx2dnZgGSUYqV8oKSaEPg1P7vZjQUL6cF0PB5P1OvXHE0qK7sr38q6pKTEyHyYy8TMwaW5S92Rzk9SzO3BrVYr27zbyCOPnEAOPp+PsrKyI379tUkFSeUzmOYOdyqYMrdfj4uLM5o4BPQAz/zxTLWeP+pA6Zlnnql2ClAIIYSor3755RcogVZ5rXj4rIcBaNky1Cdc5ijVjlWrVuH1eklOTubCXhdGdVG4s2gnS/Ql0EUySrGiAiX1ab4q8VqoL2QWs+hAB1r5WhmBwdFQ5lUd5sYNKhg0L4QaDAbxer3G+kn7yvax07+TLC0Lu91uZJzsdjsul8vIJB1J2Z1iLr0D+C//ZTObucR/CR28HYxsX31cAkEFnCoIUmNUgZEKRNVxcrvdxjF2OBzG+25p3tKoM0lK1IHSmDFjqvVEQgghRH32v//9D4B+/foZtzXObgwZsLFoozFpWNScxYsXA6E1GqO9UFu9bzUPLXkIBsDu50OLzkbTzUocOXNpmAqUbDYbadrBtZRUMwfz4qvH0s+RuTTM4XAYneTUvKz4+Hjj9auL/kXuRby9/21OdJzI/Q3uN/ZjtVqNdX/Kr1NVXSpQUsFSspYMOhToBfj9fiPbVx+pTJ0KOFWwp+a9VbaQrzoPuq4bne52Fe+q9hiiPgNWq5U9e/ZUuH3//v3GCxBCCCGONt8u/BZOhjantDFum5s/F26GslPL2LdvXwxHd2xatGgR9IP8vvn8vuP3qB5rLDqbEvpn+/btNTw6cTjlF0NVZWQN7KFW+gUUGPOU6vMF+ZFQwQ8QVnKnjo0KnlSgFAwGWVca6njXytnK6M4GoaAmPj6+RuYnKaokUmVkUrVU4OCis6ocsD5SmTo1dpWxUwGRKsdzu90AeDweYzuv10tpaSl+v58Ua0q1xxD1GTjUm9zj8cgnOUIIIY5KPp+P34t/h3PgW8u3xu1tGv4ZNKWG1lISNWvx4sXQGZY6l7IpP7rjm50cmp+EHYiXeUqxoC7oVYZIdW1Ls4QySsUU4w2ESs78fj9w6OvIo5UKlMxlYeb5Ryr7oTIgPp+Pjd4/F5p1tTb2Yy6RU2tS1UTmTQVK6ho9iSTg4KKz9TWANWcgzfO4VNAJGC3XVcCnXo+maXg8HiO7d2LSiTR0NKzWOCIuvXv22WeB0A/Fa6+9RmJiYtiL+fHHHznhhBOqNQghhBAilpYsWYKvSaje/ZwTzzFub5kWmqOkAqVevXrFYHTHpmAwyOJVi2FI6Pt+zfpV/YBynDYnWYlZ7CzeKWspxZC6qIeDpXhpjjRs2PDjp0grCsuo1MeL8iNhnkNTfgFUm81GUVGRcWEfDAYp8BSwO7AbgDZxbXA4HASDQWO9I3UMa6pKS3XRU4FSyp8pWFUWqRZhrW/MXQJV0KgCH9Xdzu/3GwGV2+02FvZVwWpxcXGo7NBq5+QGJ/Plzi+jHkfEgdIzz4S6Rei6zksvvRR2Ah0OBzk5Obz00ktRD0AIIYSItXk/zTMWmh3UcpBxu1He5YRVuavqfFzHsvXr11OSXgIatE5rTVZSVtT7aJHaIhQopUhGKVbUXBrVjEBlRVK0FPbr+8kPhkq83G53vbwgPxKq85rKeqh5Muo+j8cTdrHv8/nY5AllThtaGtIwvqFRTqa605UvZ6wJDocDl8uFxWIJzVEiFCgFAgEj+1WfmLNJqmW6edFiddxVps7j8VBSUkIgECAxMZFgMGiU42maBlb4bf9vACRaEymmOOKxRBwoqZKDwYMHM3PmTNLS0iJ+EiGEEKI++/L3L6EtOHBwUtbBFtVx9jgS9ARKtBJWbl8ZwxEee8wLzZ7a/NRq7aNFSgt+2faLBEoxpLIfPp8Pq9VqlJClkMJ+9rM/sN+Yt3OsZZTUBbvKYqgshwqS1CKyKtvk9XpZX7YeCM1PUsGQpmlGxzt1PGuy4YXat81mI5lQoFREET6/r16upaQCJdVu3Tw+n89ndBBUGaX8/Hxj3SSn02nMTYqLiwsFnn6NZ7s8y6ztsxjVbBRrS9ZyJ3dGNJaou97Nnj27wotZvnw5LVq0kOBJCCHEUUfXdX7d/Su0hS5pXbBb7WH3Zzoz2eDdwIb9G2I0wmPT4sWLayRQAqT0LobMk+zVBb/FYuEk20nk+HLIJBOv1xvW+e5YYZ6fpIKmYDBIWVmZcaEfFxdnBCM+n4+Nnj/nJzlbG40czB0Da6rbnZnNZjsYKFmSOSNwBskk4w+EFp2tTxklFUyr91MgEMBmsxnHz9wCXK2TpB4THx8f1iVPzWHy+XykW9O5Luc6bDYbvRIjL6GO+kyMHz+e119/3RjggAED6NGjB82aNWPOnDnR7k4IIYSIqU2bNlGUXgTA8E7DK9zfPCV0Nb+9RLqq1aSFixdC09D/qxsoje42mkltJsF8ySjFinkOicViwWazYbPZONl+MgMYQGMaGwFEfctcHAnVzU/NmfF6vUbpnc/nMzJr6mLf7Xaj6zrDEobxl4S/0Dm+c1hGyeVyGZmk2giUHA5HKFulWTlVO5XOdEbTNSNDU1+Yy+5U1qikpITS0lKj8YR6PYBxXJ1OJy6Xy2jioNqDr81fC2A8Li4uLqrmc1GfiQ8//JCuXbsC8Nlnn5Gbm8sff/zB+PHjue+++6LdnRBCCBFT8+bNg2ah/5/e5vQK91/c8WL4HgqWFhxTn4bHkq7r/L7+dyiGVEcq7Ru0r9Z+OmZ05LyO50GhZJRixbwoqsoomRcHBYxuZCqwOBaowE9l08rKyowLeXMJorktuN/vJ8eew1nJZ9Eq+WDpneoW6HA4Khy7mqDGo/avqDlKZWVlNfp81aXK7DweD6WlpUZwZO5yl5CQgNPpNAIhr9drtGEvKysz3mvBYJB5u+dxw7IbeHrj0zidTjRNIyEhgbi4uIjHFPWZ2L9/P5mZmQB88cUXXHTRRbRr145rrrmG5cuXR7s7IYQQIqbmz58Pz8GF7gs5uenJFe6/uu/VaD9peHO9la4jKKK3detWCjYVYPunjT9u+uOI5mM0axaKcnfv3l2vPhk/XqgMiLq4V00JsMJudrOZzcbiq8dS6Z05UCorKzPWI9I0zZibpI6NCqLMXfFsNpvR4EFl4Wqy252ZedFZTdPI1/JZwxp2BHbUqxbhuq5TWlpKYWEhXq83bBHepKQkkpOTjcC8sLCQgoKCsNbsfr/f+PL4Pby29TUAUu2pRkZJzRmLVNSBUuPGjVm1ahWBQICvvvqK008PffpWWloqC84KIYQ46vzvf/8DL1x5ypU4rBVLMhwOB02bhmrEZC2lmrFo0SIATjzxRBqnNK72fnRd57/b/ovtNBvYZdHZWDFnQVT2Yp++jxd5kXd512huoEqi6sNF+ZFQZXeqhbXb7cbj8YStgwQVu7P9XvI7v7l/o0QrMY6XxWIxysFqK1BSc6DU/LFf9F94l3dZxjKj9K4+nBO/328ESZqmkZycTGJiIgkJCdjtdqObXX5+Pvn5+WFd8dS5UE1DPt35Kdvc20i1p3Jx5sX4fD5cLhdOp9NY0ysSUQdKY8eO5eKLL6ZTp05omsYZZ5wBwK+//irrKAkhhDiqHDhwgJUrQ93s+vbtW+k2QT1Io06NoK0ESjVl0eJFoEH37t2PaD+apjH+6/H4B/ghVeYpxYo5UFJZlAa2BgCUUYZXD801qS8lXkdKlYipAEhd2DudzgrbqmYJXq+Xr4u+5q3it1jhXhFWXqdK72qj7E5RQYKmaSTqobVQCyk05lTVh5JI1ayhrKzMCDpttlDfOY/Hg9vtpqioiIKCAuDg3C7VwMHj8VBWVkZxsJh/b/03AKOzR+PQHcTFxZGUlGQEpJGKuuvdpEmT6NSpE1u3buWiiy4y3hRWq5V77rkn2t0JIYQQMTN//ny4AtJ8adiT7JVu4w/6WdR7EZwCK3JX1PEIj00/rvoR7obFSYuN7mDV1SKlBfll+ZAi85RipXzpncPhINGeiBMnHjzk6/nGej3qorYm21/XtUAgENbJTtd1o2udKrFzOBz4fAfbb3v8Hrb4tgBwQtIJxvFSGZFoL+Cj5XA4jEApRUsBvf4tOqtKGNXcLjXnSK2jpNp+q1bggBHomYO9t7e+TXGgmFYJrTgj4wxcDhfp6emkpaXh9XprN1ACGDlyZIXbRo8eXZ1dCSGEEDHz6fxPoS0U6oXE2Suf4OuwOkgmmUIKWbVDFp2tCUvzloILLAmWI75gbp7SnKW7l0pGKYbMgZK5xXUKKexhD/v9+42GB/VtLSW1YKwa8+Hej7qu43a7jdI7NefI4XAYJXkqM+R2u421lbb7tuPDR5wWR7P4ZlitVgKBgBHAqECrtpjXaVJrKRVSiK7rYYu5xlJJSYkRKKmW4Or4qpI8tbCs+RirINxqtbIzsJPPd34OwM2tbibOGUdKSgopKSlGkBXNa436jDz88MNV3v/ggw9Gu0shhBAiJmZvmg0nQBtXG1w21yG3y3RlUugpZMMBWUvpSO3evZv85HwATm9fsctgtIy1lCSjFDPmAMNiseB0OrHZbEagVECBUXpXHy7IFfNipioboQKmyoImtXCuKrdTmQ6bzYbT6TRKwlQHNtUkQdd1NpSFfne0crbCarEaz6+2j7bJQLTsdjtxcXHYbDZSLakQCAVKHo/H6EhYWelgXVGBtN/vNwI61exCZbzUWNU6S6pjn2r4YLFY2Fe4jzRHGh2TO3JSg5NwOp3Ex8djs9mM0s9azSjNmjUr7Hufz8emTZuw2Wy0bt1aAiUhhKim9QfWEwgGaN+weq2SRXQ8Hg8bA6HFHytrC26Wk5LD2j1r2Vm6sy6GdkwzLzQ7pM2QI95fi9SDi85KRqluqRI681pK6pN944I8iBEoqfbg9SVYUuMwj119QXjQpLJFqoOfaiCgXqvKzGiahq7rlJSUGMfH5/Ox3r0e+DNQ+jMbojJRKrCszXJEq9VqzPtJ0pMACBCgRA+tUeTz+WrtuSPh9/txu91G2aLVajWONWAER+YFfouKiggEAkZXPLfbTa8GvXin1zv4OBjAOp1OI5upaVpUAWnUgdLixYsr3FZYWMiYMWP4y1/+Eu3uhBBCAKW+Uto+1xaAoolFJDoSYzyiY9/vv/9OsFnogmhEjxFVbntC5gl8s+cbDugHjAUmRfXMWTQH0kDTNfo063PE+wvLKC2VjFJdMJdrqSyECiiCwSBxcXFYLBbSLGkQPDgXRpWr1RfmgEgFO+Zgyfylxu3xeACM71WgpC7E7XZ72JwZu92O3+9nozf0oUzb+LZGWZkKXhwOB3Z75XMka4rFYsHlcoUCM5uTBG8CJZRwwH/AWNg1ltT8JKvVaqxzpAJZtbaSOmaaphlBksvlIjEx0cg22Ww2UuJSjDW91OKyPp/PWKvK7XZHPK4a+U2fnJzMww8/zAMPPFATuxNCiOPO/K3zjf+v278uhiM5fnz606eQDJag5bAX7F2adwEgmBxk9+7ddTG8Y9acDXMAyLJkkexMPuL9GRmlFMko1RVz5kNdzKq5SeqDBIfDQVtrW4YwhM50NsrVop0jUpvUOMwd+8zBizlTpBZnVQ0aLBYLXq/XyAR5PB7juKgSMpvNhsfn4be839jpD2Wj28a3NS721cV8bc9PUq9RvSar1cqZnMmFXEhSMMk4N7Gk5nOpwAYOnh/V8U61MVfvIafTSXJyMrqu80nuJ3yz6xu8vtDr0DTNCNhVpk+9/miCwho7K/n5+UZtphBCiOh8v/F74/8b8zbSPevI2iaLw/t6zdfQHJrbmh+ykYPSpkGb0H9SQy3Cs7Kyan+Ax6g/Sv8A4OTMiov7VkfHjI68f+77XHLmJezevxuPxxPTuRbHC1VipsrLzBf/6qK8tbM1GZ4MACObVF8CJZU9AioteVO3qWBGXVyrtZFUOV75AFAt4KppGt9t/46nVz/NXs9eY7/3b76f67mevml9w7IetZ2lVnPHHA4HwWCQblq30HnQQ53jVKYsFlSpoirLVMdRZecgdB5UMKcydXFxccTFxbF572Ze3PgixYFikuKSOD3xdKxWK6WlpbhcLqxWK8nJyWGBb6SiDpSeffbZCi9u586dvPPOO5x11lnR7k4IIQTQI6uH8f+NeRtjOJLjg67rrM9dDw1gUOdBh92+Y0ZHcjbmkPt7Lrmn5B5yzSVRtYKCAgrWFYADLjz7whrZZ6IjkYu6X8ToktGUUcaOHTto2bJljexbHJoKJMxZGRUsqeySeS6IOSNTXwIlODg/qTwV2KkLd9XuWy3eqjJGqjObCo5UMDh3z1zuW3Zfhf3u9+9nyoYp3Nv6XgZkDDDKweqCzWYzsirmwEg1RYhV23Zzu3XVGjw+Pt4IliwWi7FgsXodquSxtLSU1ze8TnGgmDaJbRjSdAh2m90IulTJHWBkA2u1690zzzwT9r3FYiEjI4PRo0czceLEaHcnhBACGHHCCK5qfhXvbHmHeSvncfspt9dqB6Tj3bp16yj+oRjH/xxM2z/tsNtnJGQwUBtI7spccnNza318x6olS5bA79B8b3OueuuqGtuvpmlkZ2ezfv16tm7dKoFSHagsUCpfTmaxWIyud60DrY0L8vowT8kcKJVXPkhSAaAqwVPfq7lL5iYVbrcbX8DHtDXTqnz+V7a8wqCsQUYzh7rgcDiIj48PzfGhiO1sx4GDxv7GMS29U2skAUamrqysDE3TKC0tpayszJjz5XQ6jUxgMBhkTd4a/rP9PwDc3vF24pxx6LpuLAKsgiqV6VPBV6SiDpRkVXIhhKhZM2fOZNy4cWzzbIM0+GzPZ+T8PYfp06czYkTVTQZE9fz0008A9Dq5FykJKRE9JicnB0ACpSOwaNEiAHr06HGYLaPz3cbv8Pfzg0fmKdWV8oGSOTOjSu+sVitv8RYllHCTfpORVVKPi+Wis+ZGDmblgyRzm3Dz4rJer9fowKbK8lTr6qV5S8PK7Sqzz7ePVcWraG1rXWcfiqnslc1mYwMb+IRPaEUrevp6hq1FVNfU/CTzQr0qW1RaWkpBQYHR3c7lchllem63m+l/TCdIkAEZAzg542QjWFWlhomJiTgcDuN8uVyuqDJKNVIQGQwG+eyzz7jgggtqYndCCHHcmDlzJheOu5BtxdtgL7AWyIft27czcuRIZs6cGeMRHpvmzJ8DwKmnnhrxYxKzE6EtrNi1opZGdeybs2IOxEP37jU7B++9Fe+R2zIXWslaSnVFBQ/meT7mYEkFSmpx03w932ivXR9ahFeWUVIZo/JBkipVU+V2mqYZ6yR5PB4j+FPlhgXByObs5wfyjfV/6oKa11N+0dlAIGAEK3VNBTYqUwcHs0qBQICioiKj5NFisRiZJq/Xy487f+T3/N+xa3bGdxyPw+Ewglan00lKSgoul8vIILlcLhISEqLK4B3RmVm3bh0TJ04kOzubiy+++Eh2JYQQx51AIMC4cePgPGA80O7gfeqP+Pjx4+tFmcqx5j++/8Ad4O8Qefej2YHZcAWssa2pxZEd275zfQcToCinqEb3a24RLhmlulG+851q6KCCBdXJLVVLBUKBkiq9U8FVrKhACAhryqACOPPaUGrOjLpA13WdoqIi44Lc7/eHBYler5cUS2RZ6iZJTXA4HHWWWVOd4KxWq3FezK3bYxG8qiBNlTgGAgFjLlFhYaERJAFGV0VN0wgS5KVNLwEwMnskrdJaGe8r1eRBzU1SpZFOp5OEhARcrkMvLl5e1IGS2+3mrbfeYsCAAZx44olMnTqVe+65h7179/LJJ59EuzshhDhuzZs3j23526ARoANbgROAU4GE0B/zrVu3Mm/evJiO81izd+9eCtMKIQl6d+4d8eM6ZHUAII+8mF/oHY3yi/IpTQvNQzi7x9k1uu/mKX+uYJsiGaW6VL78TgVKqiuZ+YK8gAIj4DAHKrFgLrtTHdbUBXj5bndqDR81tyoYDBplauoxqgW1mkvTPq49De0NqxxDhiODXpm9orpoP1JqLSWr1WoEc168lPhLwjJjdSkQCFBaWmoEqGVlZZSVlVFaWmqsi6TWmVILyNrtdpx2J7e2vJWeKT0Z03qMkeEDSEhIwG63G4Gt6oSpSg+j+fAx4kDpt99+469//SuZmZk8//zzXHjhhWzduhWLxcLpp59OYqIsjiiEENHYuXMnqDnnuwA3MAQ4HWhcbjtRYz6Z8wmkAUEY2nFoxI9Taynpybqck2r4eP7HYAetTGNAxwE1um9jLaVUySjVpUPNU1JBhs1mI4XQBXkhhUbWItald+bxmoMk8+2qo526aFe3m7NnVqvVeC1qPk0wGETTNS7IuqDKMdzc+mZcDleddbwDjI59drudeFs8LkJB2n7ffmPB17qmAjRV6uj1eo3MowqK1PFWQZN6D/Vq3IunT3qaOEucUTZZvhOhuSGHy+XC6/Ua5zMSETdz6Nu3L3/729/47bffaN++fbUOhhBCiIOysrIOBkqqI3gekEHoQt68nagxsxbNAhdk+DNIciZF/LjW6a1D/0kNNTZq2rRp7QzwGPXFii8AyCjNwGqp2Qnj5tK7LVu31Oi+xaFVllFSWSWbzRYKlLRQoFRAAT6fL6zNc6yY51WVzy6oC3a1PpJaN0ldoJeVlRnbqX2VlJRQUlJidMOzO+z8UvALAE6rE0/gYCvuDEcG1zW7jkGNBxnHqK5omobL5cLpdKJpGskkU0YZRVpRTDJKqjudWhBWdRb0er24XC6jDM/v9+NyubBYLAQCAfJL84m3xWOz2YiPjw8LkqxWa9haTKrluDqPKpiNVMRn57TTTuP1119nz549XHXVVQwdOjSm3UqEEOJo179/f6yfWwkQANVQ9MCf/6YdbHncv3//WA3xmLRw30LIhpMzolvwtGXan1FtCmzYtCGqRhACft/7O8TBickn1vi+myY3RUNDt+nsLd0ri87WEXXhWr5FuK7rRplUhiMD3AczSrGcDwPh85PMwY4KmlTpoDmYU80AVBme2s7j8RiZJHVbfHw8KwtWsrJgJfG2eGacOoPNBZvZXbqbFEsKJyadCMFQs4G6bOQAob8pKksDkEwye9hDfvDg/LG6FAgEKCkpCQts/H4/SUlJWCwWSktLjfdKfHw8Xq+XVXtXccPCG7go+yJu6HCDcZ/azmq14vV6jWDdfM48Hk/UXf0iDpS++eYbtm7dyhtvvMGNN96I2+3mkksuASrvQS+EEKJqmws3E0gKQABQH4Ln/flveuifadOmyXpKNcjtdrM3PtS2d0SP6FqvZyZmYtEtBC1BluUuq43hHbN0XWe7ZTsAQ9oOqfH9O6wOmiQ1YXvRdkgJdY1s1apVjT+PCHeotZTURarVaqWxtTFDGEIqqUaGQJVExUL5bnfmNt9q7SeVVVKZJVWipwI9c5BUVlaG2+3Gbrcb839OanwSMwbNYH3eehraGpLRMMPIlHi9Xmw2Gy6Xq04bOSg2m81o6HAKp9CNbmSTbYyvLvn9ftxuN8FgMCzoVpk5r9eL3+8nISEBCJ2rZ9c+S2mglI2lG3HYHUZWzhwkqQYRKSkpRsCrMlYqUxWpqMLYZs2a8eCDD7Jp0ybeeecd9uzZg81m4/zzz+fee+811kcQQghxeN9v/B6ANnFtQP19+jNQsjey89FHH8k6SjXsi5++CAWhQRjZa2RUj7VoFtK0UE3kH7v+qIXRHbtW7l6J3+kHH/zllL/UynN8fPHHNP+0OeySeUp1xRwoqbk76ks1DkhxpNCf/nSms9FdzuPxxKwhirmRg2o/rZoJKOqCXa37pErwSkpKjDkuxcXFRpCkAiu73W4EVs3tzRnYYKDRiEDNZ1LHxm631+n8JEUFShaLhTa0oROdSCUVv99vNNqoK+q9oAIjc6ZRvUfUmlxer5c52+ewMG8hds3O39r/zXic2ocKmFRQ63a7sVqtxMXFkZCQQIMGDUhLS6ub9uBnnHEG7777Ljt27OBvf/sbX375JSefHF0ZgxBCHM9GdhzJRxd9xAUNLwD+vOj4M1CKaxrHX/5SOxeUx7OFCxfCfGhe0JwUV2QtfM0uyrgIPoaCDZGtkyJC8rbmwSfg/NVJh7YdauU5emf3pnVKawhI57u6ZA6WVBCgyslsNltYaZmaJ6IaKMSCOaPk9XqNTmkQXlqnxlpWVmZcdJeUlBhzrFSXO3OzgNziXHKLc41W4+oiXV3Am8sSYxUoWa1W4uPjK5T8qZLIuqKOr8oAQShj5HQ68fv9eDweLBYLiYmJBINB8gvzeW7tcwCMbDaSliktjWOqGmqoc2W1WnE6nUaTCHW81RpYdbrgbFpaGn/7299YvHgxCxYsONLdCSHEcSMtLo0LO15I/m/5AJx99tlGoFToKeSA+8ChHyyqZfn/lsM3ML7F+Go9/vLOl8Ny2LlOut5FY8PKDbAETvGdUqulRtnZ2YBklOrSoVqEa5qGwxEqjTrAAdayln2BfcZcmFi1CDcHaKoJABzMMKkyPNVkQWWW3G63UXanAiX1GJWheWrtU/x18V/5bs93uFwukpKSjBJEta250YWaK1SXVKDkcDgoo4w/+IPlLMfn80Xd6OBIqI6CKjhTgZOmaRQWFhpZPtU+/P1N77OtbBuptlRG5YzCZrMZj1FzkdS+4uLijDJKVU6ogvZo33M1OoOsR48eNbk7IYQ4LsyePRuAq6++Gi2gwf/B7ItmVyvjIQ4tGAwyf/58gGo3YsjJyQFgy5YtshBwFFRpfm1eJ6zZt4bNLTZDL8ko1aXKAiX1qb1qHPADPzCDGaxmtTFPKRYZJXO3OwhlMFRAp+aCmteCUtkOtUaPakttXphWzTOae2AuywuXY7PY6JfdD5fLZQRQqixMPb96vljMP1UNHaxWKyXWEt7jPb7gCyO7U1dZJRV8mr+32+0UFhYaZXeqlPFA2QH+vfXfAIzNGUtGcoaRuVTnxBycx8XFER8fb/yrglO1jlI0mby6a7VRiUmTJoXVs2qaRmZmpnG/rutMmjSJJk2aEBcXx6BBg1i5cmUMRyyEEDXj41UfM3nOZL5d+i0bNmzAarVy+umn07x5c1gH9jw7NkvdtY09Hvyy7Bfy0vKIS4mjW7du1dpHQnoClvYW/G397Nixo2YHeIzaW7KXz/d9Dlm1GyhtyNvAj7YfoYdklOrSoQIltZaSxWIxFp0tpDCmi86ay+5UZzvzmknm/xcVFbF//34KCwuNTId5/ovKBmmahlfz8tLGlwC47oTryIzLNFpdq4t3VW5osVjC1geqa2p+lLl1uxs3pb7SOguU1HFUZY8q+ASM+WCqZNFqtfJH8R94gh5axbfiLzl/wW63GyV1qrsiYLQLj4+PByA+Pp6kpCTi4uKMRhzq3Ecq5n+FTzzxRL777jvje3N0PXXqVJ5++mnefPNN2rVrxyOPPMIZZ5zBmjVrSEqKfO0LIYSob95a+hafrf2MS9JC3UNPOukkkpOTadu2LZs3b2b9+vX069cvxqM8trwx9w0YBbbC6pe8rMtbR/CyIBSG1lJq1qxZDY/y2DN702w2td8EKdC9e/daex7zWkpbf5OMUl2pqvOdw+HAYrGELsj10FpKKqNkbiteV8yNHFSXN5XxUZkJj8dDWVkZxcXFRkZJvUbzv06nE7fbjaZpzNgxg/3e/TRLaMY1Ha4hGAgaWQsVNKpGDiqjEctASZWmuXBhx44PH/nBfDweDx6Px+gyV1tUoGTOKPl8PqMphupO5/F4sNlsDMwayDuudygNlOJyuIzHqzlHap/qcWr+ldVqJTk52Wj4UFZWFvVcrJhmlCAU/WVmZhpfGRkZQOgFT5s2jfvuu48RI0bQqVMn3nrrLUpLS5kxY8Yh9+fxeCgsLAz7EkKI+sQf9DN381wASlaWADB48GAA2rRpAxnw9oa3eXvp2zEb47Hoxy0/AtAhsfrNBIy1lJJg3aZ1NTGsY95/l/8XAOt2a60uWN8i9c9AKQ627JZFZ+tKZZ3vVPChJtWbM0rmhVzrmjkwU6V0ah6MymqoYAEwghp1oa2yQlarlbKyMjRNY4t7Cx9v/xiAe7reg1U/WFKngkX1HKoET/0bCyrIU+V3ySQDUBAsMBpU1DZz0wz1pY6RKmlW58DpdBIMBkm3pNM2uS0ul8t475i3VZm6+Ph4PB6PEZSq16rK+MrKyqJqgx7zQGndunU0adKEli1bcumll7JxY2h5+k2bNrFr1y7OPPNMY1un08nAgQONGvPKPPbYY6SkpBhf8mmfEKK+WbhjIYWeQtJcaSz7JrQeT1iglAk/WH/gX4v/FcthHnM2BUOr+g5tP7Ta+8iIz8AWtIGGrKUUoXmb5wHQ0tqyVi8OEx2JpDlD7dv3+faFdTMTtUdlTODgp/rmtZScTicN7Q2B8IxSXbeiLl/qp4I1dYGuyu7M813U61JNA1S5nt/vNy7SX9v2GgE9wMDMgQxqOsh4vDoWqi24eg4VJMWi452iuvGFBUp6QdRBRHWpsjtzJ0B1uzmQXl64nGX7lxmL0qpKAHWMy8rKKCkpCZv7VVJSYqzNZLfb8Xg8FBcXG+WTai5WpKIOlHbv3s1VV11FkyZNjKjY/BWN3r178/bbb/P111/z6quvsmvXLvr27cv+/fvZtWsXAI0bNw57TOPGjY37KjNx4kQKCgqML5nQKYSob9T6Sb0a9WJL7hZsNptRZtemTRuj893GvI2xGuIxZ/nG5fhSQwsPjj1tbLX3o2kaaZY/11LaLWspHU6Rp4jcslwA+jTtU+vP1yLtz6xSamjRWVE3KmsRrm5zOp2k20IraBdTjMfvMQKNugyUzGV3aj0n85hVC2+n02mMv7S01Cibs1gslJSUGI8DsNqtnJJxCqmOVO7uerfR1U7tUx0bVdanAiSr1RqTjneKCmA1TTsYKFFQJ4vOmksczY09NE0z1q2yWq0E9ABTVkzhqh+v4vvd3xsL+prfW2o+nJpzpUoqrVarcZzN2cu4uLioF5yN+qOdMWPGsGXLFh544AGysrKOqL5y2LBhxv87d+5Mnz59aN26NW+99RannHIKQIX9m998lVEpNiGEqK9+yP0BgIyiUKnxySefTGJiIhAeKG0r3IbH78Fpk99pR+rNOW8C4Cpw0TKz5RHtq2l8U/aW7iU3P/fIB3aM+3X7r+iaDnnQv2v/Wn++FiktWLJrCaSEGjq0atWq1p9TVJynZJ474nK5SLYmY8VKgEDYXJi6ziipsarMUDAYxOl0GnNjVPmdxWKhuLgYi8ViLIKqyrtUMKUuwEe1GcWV7a8k3h5vZDFUKZ+6cFfZDHNGKVald3CwRbg5o1RIYViDhdqisnPmQBX+LMfzelhRvAJ/wM/mPZvZXLyZNEcapzQ4hZSUFOLi4sIWl1VBqCqPNGcyExISjCSOmrOkzl00cULUZ+mnn35i3rx51e4YVJWEhAQ6d+7MunXruOCCCwDYtWsXWVlZxjZ79uypkGUSQoijhdvn5n9b/gdA4dLQHEpVdgfQunVrKAU8oDt1cvNzad+w9uZ1HC++X/89OKGtve0R76tVeiuWlC5ht2d3DYzs2KbK7tgCPa6q/SVEjIYOqdIivC5V1vlO3a4+2R/KUJw4idPjKiw0WhfMzSbM841UkKQyXKosUF1ca5pGUVGRUToXFxcHENZBTdM1/JrfWLdHZY/UhbpakFZlP1Q3wFhRc8dsNhsd6UhjGtOIRmElkbXVaEJljVRApoLIn/b/xEubX+KAP3z9wIEZA0mNSzU6B3q9XuLi4sLmwqkg1+12G9k6lTGrrNmI6ooXiajPUrNmzWrtEwCPx8Pq1avJysqiZcuWZGZm8u233xr3e71e5s6dS9++fWvl+YUQoratO7AOp81Jk6Qm/P7N70B4oORyuWiW3czIKm3I2xCLYR5z1nrWAnBaq9OOeF8nNjkRgEJLYZ2uZH80mr0+tEaYZbuFTp061frz3dbnNs7beh7MkRbhdelQne9USZvVaqUXvehKV2wBm5G5qKuGDqrcS1HZDJXhsVqt+Hw+Y0zmRgJFRUXG3B0V6Gwv284ty29haeHSsLlO5u52LpfLyFap46AW4I1lNgkOBgtWq5UssuhEJxrRyAhgajOAVYGSKr/UNI0f9/7IlA1TKgRJAJ9s/4T5eaHeBCoQMq97pY6xrut4vd6wuUzq9vLnIJqyx6gDpWnTpnHPPfeQm5sb7UMruPPOO5k7dy6bNm3i119/ZeTIkRQWFjJ69Gg0TWP8+PFMmTKFWbNmsWLFCsaMGUN8fDyXX375ET+3EMe7QCDAnDlzePfdd5kzZ44snllHujTuwv4J+/n3af9m+7bt2O32Ch/+yDylmlVSUoL3PS98AWMGjTni/V3S4xKs/7Giz9NlHsxh3NzgZngDTuCEOimLz0nNoVPjTuCTjFJdKt/5zvxJf2UXpuZAqS7K78xld+qCWv3N0zTNaAeuSgLLysqMBWfVxbfKEmmaxjOrn2FD6QY+2vmRcfFtbkygtvP7/UYzB3PJXSwWmjUzr+VkHou5G11tUE0tzNkkj8/Di7kvVvm4aWum4fV7jQBPnQ9VcqfahZvbgptL8ex2uxFcRZspizqkveSSSygtLaV169bEx8dXePMfOFAxGjyUbdu2cdlll7Fv3z4yMjI45ZRT+OWXX2jRIpQ6nzBhAm63m5tuuom8vDx69+7NN998I2soCXGEZs6cybhx48I+cc3Ozmb69OmMGDEihiM7PtgsNtYvWA/AKaecUqEMoE2bNszeHPokXgKlI/fbb78R2BGgqdaUru26HvH+Tmx8Ii2LWrJ+93o2bdpk/M0SFa1cshI2Q+/TetfZc6put5JRqjvqotTcWU5la1QWpUQrYbu+HSdOMoIZxro5deFQ85PUZH/1vc1mM0rPVDmeWq9Hlcz9tPcnfsv7DZtmY0LnCcbip8FgkKKiogrzZdS8JXPjs/qQUXK5XKFxaPAHf1BIIX19fY2GDrXxwYbqMGgOVFcWrWSfd1+Vj9vt3s2ifYvo3bh3WLMM1eVOlU2qbn4qYKqJEseoz9S0adOO6AnN3nvvvSrv1zSNSZMmMWnSpBp7TiGOdzNnzmTkyJGhPxxNASuwJdQhauTIkXz00UcSLNUSc9337NmhQMhcdqe0bdsWPoRhTYbx8MSH63SMx6L//S80J+zUU0+tsbr7li1bsn79+hqprjiWLV68GKjdhWbNvAEvP1l/gnNh8/bNdfKcIsQcKJnnj6hP89ewhk/5lHa0o6uvK//P3nnHV1Wff/x998heQCAhISSMsEVwEdng1iJuLVqrrRNs1VpbR/vTtm7c4mjddZU2DBWUJRtlyM6AACEkIXvefc/vj8P3cBMCJOGu3Nz368WLm5tzz3lyTnLv9znP83w+FotFEUrwtfGqp+KdaPsClJkkIQAgthNiADU1NYo4Q1RUFE6Vkxd3vwjA1b2vJlmf3CJ+kRg5HA5MJpOipOdZYQu04p1AeEQBfMmXuHCR7c7usCFrR/A0GxYJWY2zpl2vrbJXKW12IskVKoRClCMiIoLo6OgWrXdnSocTpVmzZp3xQcOECRMYXC4Xs2fPlt88DMAdx77xD5CsktLyeuWVVwa8NSAUWZi/kDnfzuGW4becMlHKzMyEWqjcVUmkPtLPUYYe/zz4TzgLzjrPe2ICugE6qIGdB3Z6bZ+hxiPfP8IKwwpIhLPO8r2QA4BOreM/5f+B0XDo4+5pOlvaUMoL61/g8fGPE22I9ttxPdvv1Gq1cidfSFHHqmPBJctQC+UzkSj5Gs9jiOO6XC60Wi2NjY2KUanw3zGbzUp7oN1uR6/Xo1ar+ajwI0qtpSTqErm+9/XKPJJoKROJkGfHlUikxCI/GCpKYl7HaDSi1WiJckZRSy31Uj1Wq9VnyndC7U4oArrdbuK0ce16bU9zzxYS4gaDQalKRUZGKuddtOaJaqBI2jtLu15ZX1/f4vGp/oUJEyZ4Wb169fF2FE+F5GO+d5IkUVxczOrVq/0eW3dgedFyimqLyCvJo6ysDIPBoFgheJKZmQlAYWGhv0MMOSoaKyjqUwRXwKix3qtqbEnaApfBtvJtXttnKCFJEu9teY+mYU1ghhEjzrzlsT2oVCpSolIAqHZVd0vT2TlL5vDC+he45b+3+PW4rb2UPGWZ9Xo98RrZS6meep/PwnjiWeVSqVQtfHs8F+4iQRCxC2EDUWU6YjnC+/veB+BXKb/CrDW3KeIQERFBREQEWq1WmXESbXueLXiBRiSwWq1WkQivdlVjtVppbm72+vGE9LrNZsPhcCjnPTsymwRdwilf29PUk9FJo7FarTgcDiVJMhqNSuVOVC5FdVCcY3GcztKuRCkuLo6jR48CEBsbS1xc3An/xPNhwoQJXkpLS49/0f/Y/xuB+lNsF8ZrLCuSjWajKuQ5y/PPPx+j0XjCdv37yxenZmANt/3nNiqbT92/HebkfLrmU1CBqkrFxDEnVu86S5+IPgAcrAu3d7VFYXUhlZZKcEJWRJbiE+YPMuKPeSfFdD/T2W8Lv+WLXV+gUWn4y4S/+PXYbSnfia9NJhOJukQALFiwuqzKgtnXyndi/63nk4SIAxyvMomkprGxkbq6Oux2uyJ8sKh4EXa3neGRw5nYY6Iise10OmlqakKv12M0GpUkSVQyTCaTIpwgKk7BgJjnae2lJKp93kYkSmImTEleJRW39rz1lK/9ffbvcdhkpUJxDiMiIpRZK1Gp0+l0yu+hMKCFM0uW2lX7W758OfHx8p0A0S4SJkyYroenJxmZx/5vQ326xXZhvEJ5Yzk7j8ptWkc3yTee2mq7AzCbzfTp04eSc0p4f+f7/HrMr0nsm+i3WEOJBdsXANDb3tur7S6ZCZlsbtpMuT3spdQWaw6tkR+UwOgRo/167LTYll5K3cV0ttnRzN2L7wZg9jmzGdlrpF+P35aXkqegQ6QuEgMGbNioclaR5kzDbrf7PC5PIQfRjiUW6aKiFBERobTiORwOGhoaaGhoaPFz3ZB8A700vUg1pCpJkqhQiXZDkXiIBbrRaFQSMiHqEOi2O4FoVVOr1S0SJeGl5G1EMioSJtEW53a7GWUcxXXx1/F59ectXtPT2JM5g+YwsZecmBqNRiXRFGqCouXRUzJcoNPplCTJ6XS2SKTaS7uu1vjx49t8HCZMmK5FTk4OKSkpHLYchjjABRwAdIDjWNtKSgo5OTkBjTMUWV60HICRvUay/vX1AEyYMOGk22dmZlJSUwJxspfSBX0v8EeYIcfWmq1ghHOTT2xxPBOG9BkCh6BB04DD4QiK4exgQkmUDsFZ0/0znyRQTGdjupfy3VM/PEVRbRGp0an8ZaJ/q0lwovKdZ/udwWBQFuQVVFDrrlXa7/xVUfIUcmitagfHFdKsVquyqBdJTV1dHSqVigsTLmwxeyX8mIQEumj9Et8XflLi/SFYhByA4zNKHq139dQr7YJijsgbCAEGYfTrafYrroFbkq9TdlQ2v+jzC3pH9WZYzDDMRrNSkRMKg+J3TafTKfNKJ1O402q1yvE6814dOFvgMGHC+B2NRsPLL78M4garBvgdMOv4XbO5c+cGTWtAKCHa7kZEjaCiogKTycTYsWNPun3YS+nMqbXWUqOXT+LMs2d6dd/DUofJD2K712K8vawpPp4o+UvxTtA3pq/8IKb7eCntOrqL59Y9B8CrF78aMBGY1nNKIlEQiVIMMQDUSrVKq5sv55Q85coBRdFN+O6IhbtoxRPPg1wNUqvVbKzcSJ2tTvmZRMugeJ1oA9NoNEp1Q7xWfF8IOASDkINA+At5JkoNNLQw3vUWIlFyuVyKlLe47kJYY6dV7riYmDCRiYkTGZ0wGqPeqKjzeZr3isqQp6KgkGVvjRCuENt3VJY+OK5WmDBh/MbkyZPRvaTD0eCAImA4kCD7KM2dOzcsDe4jREXJVGYC4IILLjilT0VmZibkyY/31bTRHxnmtPxvy//k24FVcOmFl3p138ocTCwUFRXRr1+/U27fnTjadJT8qnyQgGL/J0qerXfdJYlNi03j/rH3c7DuIJdlXcbKlSspLS0lOTmZnJwcv938EgtVUY0Q/3Q6HQaDgXM4h+EMJ1VKVQb6fZ0oibjEfIznfJKIU5IkxWy2sbFReb6suYy/5v8Vo9rIqyNeJcoahd1uVxTyxPyRSJQMBkML81mxeBcLdfE4GBDCEzqdjnRNOjNdM4knXpHt9qyonSmt55NENUkkTBanhQJrAQDDI4Yr1ThRqRO/vy6XS/lavFac51P9jovkSiRJohLYHsIVpTBhuhnz5s3DscbBoK8H8dQFT8lPmmDz7s3hJMlH2F12Ls68mCFJQyhZLw+Xn2w+SZCZmQnH/LvDFaXOsWzbMpAgoTHB60bl6bHp8gMz7Nm/x6v77uocrD1IkiEJjkJazzQSEk6taOVtzu59No8nPA5vdp+KUqQ+khemv8D1mutJT09n4sSJ3HjjjUycOJH09HTmz5/vlzjaqiiJdjOdTkcWWQxnOHHE4Xa7aW5u9plnD7RsuxOLdbFA9/RSEt/3VL1Tq9XMOzAPm9tGiimFWClWWWhrtVq0Wi0ulwuz2YxGoyE2NlZ5nxELcZEoelY+gilRUlTvVNEMZSi96Y0kSS28pryBqBqJJElU3kQ7XIGjAKfkpJehF730vQBazCIJPNXsPCtKni2Pp/p5PStR7SWcKIUJ042w2WyKafQfHv4Dt994u6J4t+doeLHnK/QaPa9f+jrbf7udtctl89PTJUpZWVlK692+6nBFqTPE7omFZ+GK6Cu8vu9oQzSTaybDP+HIoSNe339XZkyfMfzR8Ef4p/+rSQBmnZkx6WPAEfoVpSZ7kzLbMX/+fK695toTfmZhJu6PZKmtREksYEX7nUD44YjkxRe0FnIQiY6oKthsNsUUVrSHiYX0+rL1rKlZgxo1d6XdpbSMRUVFYTabMZlMREVFodPpcLvdWCyWFi1lnm1/nslVsCCqW62rMS6Xy6teSuK8iuRLJE3ieafTyS7bLgBGRo9sYcwrfmfE9ROJjvg9EslPe+eOPJOl9tLhRGnSpEnU1tae8Hx9fT2TJk3q6O7ChAnjRz755BNK60vp3ac3N954Iz179kRTJ79Brt27NsDRhT47duygurqaiIgIzj777FNu279/fyVRKm8qp8ne5IcIQ4u1a9eCBS46/yKf7H9KrylwCIoPdI+qRUfYsmUL2PxnNNua1NRUIPQrSnctvosL/3UhO8t3HjcTb4V4bs6cOT73LTqZRLhY/DpUDvLJZwc7FMU5X5rOelaUWquuORwOJV6n00l9vaz4ptFocLgcvHHgDQAuTryYrKgsxZRWJEkmk4mIiAhFmlqlUikVMlGNEe1r4ucLpkQJUFoiNRoNhRSykY3UuGuw2+1YLBavHMNT5U4IN4jzI67/butuAEZGjmwh+a3X65XkVfwuicQJ5N+zk4k4nC6m9tLhRGnlypVtyjlardawSWWYMEGM2+3mueeeg5ug/s56NpZuRKVSES/J0v9bDmwJcIShiSRJrDm0BrvLrtgr5OTknPYOWGRkJL1ie8GbsGLaCiL0Ef4IN2RoaGjg559/BuR5MF+Qnp4OyDNKYWTcklwd2Lp1KxCYihLA2sa1cAVUmCt8InUcDCwvWs5H2z9iXfE6Vm9cfcrqmb/MxMUcjjimqCgJzx6LxsKnfMoCFigmr75qvfP0TxIVJDHTIhbtYhFvsVhwuVxoNBqcTidfHPqCw7bDxGhj+M2A32A2m5W2L5EkCZNTg8FAZGQkOp1OEagQog+iOiNa8YItURKS2yqVipWs5Bu+4ZDzkDJL5A1Eq52n4iDI10VUFB9Ne5Q5mXMYGjFUSYREkiS+FsmTSIzEtWxdqTwVIo6OVJTafcW2b9+uPN69ezdlZWUtDvztt9/Sp0+fdh84TJgw/mXRokXsPbQXkqFRaiQzXjZSSo1IpYIK8ivzAxxhaLKrYhc5/8ohyZzEuWtkierTtd0JMjMzKVtTRtnBMjjPl1GGHnd/cTfuWW6S9iX57LNJlaSCs2GPO9y2Klh5YCXXfnktVf2qYFfgKkrrytfBWUCV3HomTJxDBavTym8X/RaAu8fcTWxdbLte5w8zcU+JcM/WO7PZTLw2HuzgwEGjqxGr1aokLN6Soha0brtr3e4lbvoLmXKQZb4rrZV8fPhjAH6d/mtSElOUapPRKKuwiZY1g8GAyWRCr9fjcDgwmUzKz+0pECGStmBLlHQ6nTJjJZTv6qQ6JcHzBuLci+qRaH8U1SWVSkXf6L701/XHZrMpiZFWq8Xtdisti+K8CmEOl8ulyIKfDjGT5llhbC/tvmIjR45U7hS01WJnMpl49dVX233gMGHC+Jdnn31WlgVXwfCew0mOkk1lR/QYwZa9W9DFBoe3Q6ixbL8sCz6y10h+WPUD0P5EKSsrizVr1lBYWOiz+EKVlcUrIQ0yDZmn27TT7Gc/XAZVe6uw2+3o9XqfHaursObQGqosVWCAHj16BMy8urWXUqglSv9Y8w8KqgtIjkzm6UlPs3XD1na9zh/X42SCDiaTCaPWiBkzzTRT7axWEhZfeCl5LorFIl0kZTabTYnParWi1WoxmUxyS57NwbjYcZTYS7h2wLUASrJjMpkUSW2dTofRaMRkMuF0OhUZcFGhEap+Vqs1aFvvREVGo9EQhSxEIbyURNwdNWj1xFMSXAg5iOsipOGFwIWoLIpqnUBU8pxOpxKrqEydTu0OaOGVJYQ6OuKl1O4rVlRUhCRJZGRksGnTJpKSkpTv6fV6evToEfZeCRMmSFm7di1r165FPUONGzfTMqYp37t08KX867F/oR4T1nbxBcsPyLLgg/SD+K7uO6KiotrdjpSZmQl94aPqj4j/MZ67x9zty1BDhkZ7IyVSCajgkiGX+Ow4w1OHyw9i5VmYUFuMd4YWRrNnnXVGi6wzwVMiPNTmlPIq8/j7mr8DMPeiucQYY8jJyaFPnz6UlJS0+Rp/mom3br3zXJwKz55mmqlx1yiLWF/MKLWuKInjeD4WyZNnFSxWH8sD/R9Ab9aj0+pobGxUqkVmsxmj0YhGoyEyMlJJiMSckmeFQ4g8mM1mmpubg0rxTuAZs6fprEjyhA9UZxHn1FPIQSRfDocDm93GR40fMUo7ivHR4zGo5URIJFOe50wk3aKNUsR+sveYtqpIQqa9I7T7iqWlyW86vnZQDhMmjPd59tlnATAOMdJMM9MzpyvfGzRoEAB79+4947tHYVridDtZeWAlAOqDciJ64YUXtvvDMjMzExIhPyafhfkLw4lSO1l9YDWSWoJauHLGlT47TkZcSy+l7p4oOd1O1h9eL39xCEZNCcx8EpxYUQoVJEni7q/vxu6yc1HmRVyTfQ0gLyizs7PbTJT8bSZ+soqSaFmLIYYyyhTTWTEf5E1aG816LtJF+5ent494TxZVIY1Gg1FrxOVy0dDQgEqlUjyTRCXJ5XIp7WFCea31e7toPYyJifHqz+ctRAVMXBc4XlESlb4z+Z3xrCZ5tj6K5KnYUcy6xnVss2xjwpAJSiKj0+mU5FNUkES7o0h+TqV259lqKRL1zv4cnUpt8/PzWblyJUePHj0hcXr88cc7FUiYMGF8w549e1iwYAH0hGZNMyatiXF9xynfz8zMRK1W0+BsYF/xPjL7+q5Vqbux+chm6m31xBpjKfhBNtNrb9sdHEuUjinfhb2U2s+XP34JgO6IjiFDhvjsOErVwgi79u9iClN8dqyuwPby7TTaG9E4NLiOugI2nwQe1yYmtCpKVZYqqi3VmLQm3rjkDSUp+eSTT/juu+8ASExMpLKyUnmNv83EPU1n4bhKmUgkxIK8jjplPsjbgg6ex/asLIhWMKF4Z7VZ2dW4C4vVQnFlMcVNxdyVfhe9Tb1Rq9U0NTUhSRImk4nIyEilmiR+JpEIifawrnajUYgk6PV64jRx4JITJafTic1mw263d6hNzRNRvfNMlET1TVSY9tjl+c5hUcPQqXXKeRRzSZ7JjUi4RUug8IBqfUxvVJE86XCi9M4773DXXXeRmJhIr169WhxcpVKFE6UwYYKM559/HoChVw5lJzsZnz4eo9aofN9gMGC8zUhzajPvrXuPv/f9e6BCDTmWFcnzSRPSJrDsaflxhxOlY6azRTVFuNwuNOpwi/PpWFm0EoCBhoFeHxD3xKwzY3LJSl7bD20//QtCHNF25z7oBilwQg4AfWP6yg+MUJQXOqqEieZEfrzjR7aWbqVfXD9AFti68847AXjsscd44oknWL16NaWlpSQnJ5OTk+PX0YjWi1JP41CDwaC0eNVKtYpogLcTJc+2O7FwFlUmIdywtnotbxe/TbWzusVrYzWxPDjwQSRJUuaXIiMjiYiIUBIvzyqFZ3thV0PMKKlUKmJUxytKotJmt9uJiOic4qqoHgkpdnH+PZOZ3TZZFnx4xHBcLtcJM0d6vV5pjRSPhVmtXq9v8bvmWUUCTki0OkuHE6WnnnqKp59+mj/84Q9nfPAwYcL4liNHjvDRRx8B8ODVD7JHvYeRvUaesF2CIYFmmtl+OLzY8ybLi+T5pExNJv9r+B+xsbGMGDGi3a+Pjo4myZhEhasCBw5KGkqOLwDDtEmzo5mDzoOggqkDpvr8eInaRIqlYgoqCnx+rGBHJErSAYmYmBj69esXsFjMOjMx2hjqnHUUVYVOogSgVWsZ02cMAE1NTVxzzTU0NzczadIknnjiCTQaDRMmTAhojK2V7zyltAcwgGii6UEPn0mEe1YUhGiAp/La6srV/KPoH22+9tuKbzm/x/lMSp6kxG42mwGUSoZoWXM6nUqlo6silO/itfHMdM4kmmgcTscZS4SL5NThcLS4BiCLYzQ7mim0y0JFZ0XLN1VElUhU64SInKfgg2cbHvimiuRJhxOlmpoarrnmGq8cPEyYML7l5ZdfxuFwkJOTw6xps066XXp0OsUUs69mnx+jC32enfosS/ctpWa13D83fvz4Dn+gZvXPoqK2AhLk9rtwonRqqpqr0B/UYzVZufyay31+vNSoVIrriyluDJ32rs4yts9Yft73M/kH8xk1alTA25A+nfgpl064lKrYqoDG4Q3WHFrD9/u/55FxjygdAZIk8dvf/pbdu3eTnJzMp59+GjQL9taJklj4Go1GkjXJ9HD1AFDasMSi2hu/M57zSW0JOVhsFt45/M4p9/Fa4WuMSxqHSqUiIiICrVbbwt/Hs9LRVatJApHE6jQ6hjIUAMktX5fm5uZO71ckRqLNTlxj8bjAUYALFz0NPemh7aFUiMS59EyEROIjrqMQB/FVFcmTDvckXHPNNSxdutSrQYQJE8b71NXV8dZbbwHw8MMPn3LbIcnyHEep3fceG92Js5LP4pFxj/DzKtn4tCNtdwLP9rt91eFE9nS4alxY37eieUfDOeec4/Pj3TXsLvgnWNZ7x8W+K/Pg+Q8y/ch0KA6c0awn5w46FxxQUdG1TWftLju/WfQb/rLqL/x11V+V59955x0+/vhjNBoNn332GT179gxglC3xFHSA46IGrVurxCyMaM3yBp5JUmvxBqfTyY66HVQ5Tp08H7Ud5eean1uIHQhBB5E0iRawYFOy6yhCGt0T0XrXWZEN0XYnEiXPtjtRYRJtd6OiRuF0OtHr9co8lBD/EP5aQjTD4XCgVqsxGAwtBDra+t3yFu26uq+88oryODMzk8cee4wNGzYwbNiwE4a87r//fu9GGCZMmE4xb9486uvryc7Oxp5h5+uCr5mQPgGzznzCtudknsNbP75Fo74xrHznZRwOB2vWyC1JnU6UNsiPD9eHjnqXrxDnevRZo5V2GV8yfcR0OATllGOz2TAYDD4/ZjCzZcsWILDzSYK4uDhMJhMWi6VLm86+sO4FdlfsJsmcxIPnPwjA1q1blfXW008/zYUXXhjIEE9AJBKeprNqtVoxNy2ggFpqGesa20KBzhszhZ7JmWdLllhoV9naV2GssFZg6GEgIiKihcS5+NmEKaov5yD9gU6nw2QyodFoKKaYIxyhj7sPaa60Fn5THUFcT3HOAUXQQXhS2VV2NCoNwyOHt1BFFGqCQu1OnHNPKXe1Wt3CxNeXFb12JUovvfRSi68jIyNZtWoVq1atavG8SqUKJ0phwgQBNpuNuXPnAnI16fGVj7OrYhdfzPyCa4ac2Do7YcQE+BHcejeHqw+TmpDq34BDkKd/eJp+cf1IqkmiqamJhIQEhg4d2uH9ZGVlwT/gPMt5PPHEEz6INHSwu+x8s+EbAC644AK/HDMxMVHxSTl06JB8vbohO4/upHdkb7Zt2wYER0XpxyM/ortah+Wgpcv6XO2v2c9ff5CrSC9Me4F4Uzx1dXVcc8012Gw2LrvsMh566KEAR3kibUmEi0qATqdjoWUh9dST5kwjzZGmGMF6A7EflUrVQulOVJZitbHt2k+CPoGYmBilJUz8DKKdLxh9kTqDaL3TarX8zM/8xE9cyIWc5zyv06azoqLkKTPuWVWSJInfJv+WOTFzsDXblJZGMQMmbjiJc+7pfyVENISSoq9v7LbrChcVhdYgZJjA4HK5AqrE05345JNPKC0tpU+fPuRcmsOtr9+KWqVmcsbkNrdP652GqkGFFCWxascqbp5ws58jDi3qbfU8sfIJXJKLBzXyHeDx48d36s5jZmYmNEPRnvD78OlYV7yOT5M+hdth3Lhxp3+BF7A6rcRMiqG5uZmioqJumyhd8+U15FXmIfWQMJWZGDhwYKBDoqS+hPrMejB2TS8lSZK45+t7sDqtTOo3iZuH34wkSdx2223s27ePtLQ0Pvjgg6CsaLTVeucpER5NNPXUK6azVqvVa4lSa8U7z7Y7p9PJAOMA4rXxJ6jdeZJkSOLc3ucSGRmp7E+0dok4/bFI9wdCIlyj0bQwnRUtkZ2p9InZIc99iERHCHfo9XqMKiNulVtJoIU/ktFoxG63K0IZLpeL5uZmJElSZsT8laQG319XmJBk/vz5pKenM3HiRG688UYmTpxIeno68+fPD3RoIYfb7ea5554D4IEHHmBl8UoAxvQeQ7wpvs3XqFQqelX0gk1QcbjCT5GGLqsOrMIluciMz2Tbqm1A59ruAOUueFlZGY2Njd4KMSRZsneJ/KDWfxUltUpN6ehSuBC27+ueqpEL8hawt3IvKlRQBiNGjAiKO+2Kl1Js10yUvtz9Jd8Wfoteo1c8k+bOnct///tfdDodX3zxBfHxbb+nBwOt7WPEHIlOp1O8lGrdsunsmczDeCKqFeLYYsEuEia73Q5u+GXSL0+5n/sy7yMhLkGpJok2O1GlEklfKODppeRpOutwOLDZbB2+Lp6y4Ha7XZkVE9fBbrfjVDkxGAzKbJqn0l1rTyox1yQSNiGu4S86fKTf/e53bT4vTnRmZiZXXnllUP/xhvEv8+fPZ+bMmScMapaUlDBz5ky++uorvxnhdQcWLVrE3r17iYmJ4Y477uDOpbK/xvT+00/5ummqaXzw9Qc0ndfkjzBDGiELPr7veD5d+ynQ+UQpLi6O+IR4qsdWc9FHF7H4tsXEGIPT5T3QfL37awCSmpP8Nthu0BqIcEfQpGli5+GdfjlmMFFrreWuxXcBcLb9bDZZNgVF2x1AWsyxRCkSioq7VkXW5Xbxx2V/BOCP4/7IwMSBrF+/XhHmefHFFxk7dmwgQzwtrZXvPI1EPb2UhKCDNyTCW7fdiTkpsUgX/482j+Y3sb/hy8YvW1SWkgxJzB4wm4vTLyYqKkpZ8HvOJkHoVJPg+Ppdp9ORoEsAh5woiYqQ3W7v0Oyl53ySaKkUj202Gy63i0crHqVnXU8e6PMAPQw9MBplJUetVovRaFSum6dprVqtVuap/EmHE6WtW7eyZcsWXC4XAwcORJIkCgoK0Gg0DBo0iDfeeIPf//73rFmzhuzsbF/EHKYL4XK5mD17dptqNuKuz5w5c7jyyivDbXhe4plnngHgrrvuIiIygu/2y27t0/pPO+XrRKvM3r17fRtgN0AYzaY6UrFYLPTo0eOM3g8HZA1gw5ANrD26ln01+zgrOfCD8sGGzWljd/1uUMH5fc7367F76HpQ5C6ioLL7eSk9/N3DHGk4QlZ8FuaFsnhGMAg5AMSb4jGoDNgkG4UVhYEOp0No1Bq+u+U7nlnzDI+Me4TKykquvfZanE4n1157Lffcc0+gQzwtnhUBT9U7o9GoVC7qqEOSJCwWi9cqSuLYYpEukiMxbwOysECdVMe02Gmkx6TjcDpIjkrm7B5nY9AZMJvNSuueWKCLxE/M04QK4ufRarVESVGAfF1ENclut3dofyIxEkmWqAgJH6tiRzH17nocVgfR6mhl5gjAbDZjMBiwWCxIktSiaieug79bTTt8tCuvvJIpU6Zw5MgRNm/ezJYtWygpKWHq1KnccMMNlJSUcOGFF/LAAw/4It4wXYzVq1efsuVBkiSKi4tZvXq1H6MKXdauXcu6devQ6/Xcf//9bC7dTLWlmhhDDOeknFoqedCgQWCAbSXb/BNsiHK06Sg7ju4AoHmX7EExYcKEM7r7mJmZCbIVU1gi/CRsKtmEU+WERrhkzCV+PXZKVAoAhxu7XnvXmbC8aDnvbJH9aN65/B22b5ZbD4OloqRSqehhkP16DtYdDHA0HScjLoN5l89Dr9Zz8803c/jwYbKysnjnnXe6RDWjtaCDRqNRFrueiZKoNHizouSpeOdZSRLJk8Ph4LvG7/is8jN06JiYNJGxPcai1+oVA1YRd2ufpFBQumuNSGDjtXI3mAMHVsmKzWbDYumY9YFn9cjznIsq0R77HgCGRQ5Dp9ah0+kU1Tsh6CCSZlGFFNdBtEL6kw5f6eeee47/+7//Izo6WnkuOjqaJ598kmeffRaz2czjjz/O5s2bvRpomK5JaWn7fHnau12YU/Pss88CMGvWLJKTk1l9UE5AJ2dMRqs+dQFZk6yBP8Kuc3d5bai2OyLa7kb0HMGmlZuAzrfdCTy9lPbX7D+jfYUqy/fL552DkJOT49djD+whV2MrHN1nvq/J3sQdC+8A4Lejf0vphlKqq6tRq9UMHjw4wNEdRxg0l1vLAxxJ+3C6nWwq2dTiub/97W8sWbIEo9HIV1991WL9Fcy0pXyn1WoxGAwnVJSsVusZV5Q8jWYBpYIh/heP3W43JfYSqlxVaFVahkUOa2EoazQaW7R/eSZGoTSb5IlWq5WTJY0RI3IbXLWrWjlv7fW48kyIROIrEh+xr712uWtlqHloC+U6Mb9ms9mU6qNWq1VmnoRqor/pcKJUV1fH0aNHT3i+oqKC+vp6AGJjYztcqgsTmiQnJ3t1uzAnZ8+ePSxYsACVSsXvf/97AH533u/Yc88enhz/5Glff+HQYz4cRthVtMuHkYY2O4/Kcyrj+45n/fr1gJcSJVFRqglXlNpi8a7FAJgrzH5XXBuWOgwAi8HS4buvXRWdRsetI26ll74XC+5fwA033ADIC6WBAwcGjVBPVpKsQtgoNXYJ09lXN77KOe+ew0NLZcnv5cuXK7YAb7zxBsOHDw9keB3iZMp3ZrOZXtpezGAG13CN0qYlqg+dpbXRrGgB8xSLEAalu+2y2enQyKFoJa2irKbVahWlOxGvqCZJktSiTSyUEEpzKpWKq7ma27mdaFe0Mj/WXoQMuDjnra+BxWWh0C63wYpEyVPFTqfTKddBCDYI76RAnftOtd796le/4r///S+HDx+mpKSE//73v9x+++1cddVVAGzatIkBAwZ4O9YwXZCcnBxSUlLkN8xEIK7l91UqFampqX6/AxyKPP/88wBcddVVykJRpVIxKHEQw3oOO+3rYyNj0TbJb0wrd6z0VZghz1OTnqLkdyVcoL4Am81GcnLyGb8fZmVlKYlSuKLUNsObh8NGGJsw1u9tMUP7HPPHioVDhw759diBQq/RM6RqCGWPl3Gk6EiL7wmhnmBIlp6/+HlML5lgtRxXMHOo7hCPrXgMgAEJAygtLeXGG2/E7XZz2223cdtttwU4wo4h2qU8v9ZoNJjNZsxaM8MZThppijqaqER0lrba7sSi3XMGyul0sssm3ww8K/qsFgmRyWTCZDIpJqki6RIqbKINLNQQlT6tVksWWaSSig6donzX3uvi6Z/keQ2EIEO+NR8nTpJ0SfTU9FRa6YRsvFAUFOdbvNbtdqPX6wPS8tjhI86bN4/Jkydz/fXXk5aWRt++fbn++uuZPHkyb731FiDPOrz77rteDzZM10Oj0fDyyy/LX0wAZgNPAsOO322aO3duSN6h8SdHjhzho48+AlBUkTpDjEtuh/hp/09eiau70juqNzvXyZWliRMnnvEHq2dFqbC6aw2l+4uajTXwDVw05iK/H/vsPmfTb2U/+BAOHDjg9+P7E7vLjsPlUIR6aGOsRCyq5syZ45UB/TMhwZxAak/ZQLu4uDigsZyO+7+5nyZHExekXsCs4bO4/vrrKS8vZ9iwYbz22muBDq9TnEwi3FMMweFwtJgj6iyeFSXRAibECETiA9Bga6DALguvjI4erbTsGQwGTCYTGo1GWfCLNjuRJIXqWkWj0WAwGE74+cS5a8/fsWdCJFopPf2r7HY7ea48AIZHDlfOqfCnEt5JYpbNU4o9UPNJ0IlEKTIyknfeeYeqqipFAa+qqoq3336biIgIAEaOHMnIkSO9HWuYLsqMGTO4+Zc3Q6bHk8mQkpISlgb3EnPnzsXhcJCTk8O5554LwKPLHuW6r65jffH6du+nj7EPAHuO7vFJnN2JFStWAGfedgcQHx9PjPuYv4WlHpc7sIvPYEOSJNasWQP4zz/Jk2hDNEOjhkJ96Bu0P/3D05z9ztm89/V7XUaoJzVVTpSC2Uspd28uuXm5aNVa5l02jycef4IffviByMhIvvzyS8xmc6BD7BStle9EtUCr1XKYw/zIjxxxH1Ha784ksfasKHmam4pETJif5tnzcOKkh64HvbS9WsxOmUwmRelOLNBFsiSU+0IRlUqFyWRCq9VSQQUb2chuditzRe2ZW/ZsdxRzTeI5sY8B+gGcH30+oyNGKwmpwWBQzreYCfOcAxMJa6CS1E47NkVGRnapXtkwgeXnmp+h3/GvVUkqChcWhpTEZqCoq6tTqrme1aTPd33O/pr93DL8lnbva0DiALbXb6e4KbjvvAYrdy68k0N1h3hw7INs3LgRkBXvvEFWchY//eMn3vv0PTTq0Lyr2Vle/P5FjpqOojPpOPvsswMSQ3p6OhDaFaXt5dv525q/4XQ72aVu3xxjoIV6Gu2NHBp5CJLh4KHgVL5rtDdy3zf3AfDgeQ9y4McD/OMf/wDgvffe8/vMnTdpS9BBtFltYhPb2c5U11Sy7dntXpC3had/kqhsCFlqT6EISZKodlajV+kZHTNaiU+tVmMymTAYDDQ1NbVYuIvETjwXigihBL1eTzHFfMM3ZJHF+bbzsVqtOJ3O0wopiDY7T+EM0foorsHZkWczMWoiTqcTvV6PyWRSqkVOp7PFbJJn4iXaAgNBu446Y8YM3n//faKjo0979z8YepLDBBeVlZVst8qysb3MvShrLkOKlzh8+DAZGRkBjq7rM2/ePBoaGhgyZAiXXCLLIhdWF7K/Zj86tY4J6RPava9RaaP4asdXVFN9+o3DtECSJBbmL6SssYyppqk4HA5SUlLo37+/V/aflZnFTz/+RGFhuPXOE6fbyZ/X/xlug+x12Ypxob9pTmmGyfBj+Y8BOb6vcbqd3L7gdpxuJ1cNuoqrelzFK7xy2tcFWqjHpDWxL3IfREF+aX5AYzkZT6x4guL6YvrF9mNWv1mcP0b2Abv33nu59tprAxzdmdG6oiQqN55eSrXuWlwuF83NzZ2uKLX2T/KsZIhKlXhuUtQkLup5ERqTfMNJrVZjNBoxmUxKQicQAgIiyQtVRLKi0WhamM6KpMezdfFkiKTGYrEo516lUrVIgD2TINFiJ6TBPVszPV8T6Nmwdl31mJgYJcCYmJhT/gsTpjWLFy9W2u4eGicr+RAH23dtD1xQIYLNZmPu3LkAPPTQQ8ob+dJ9SwG4oO8FROoj272/6SOmw49g32CnubnZ6/GGMrsrdlPWWIZJa+LoFlkZ1BvzSYKsLFm9K5wotWRL6RaskhUsMHXE1IDFsd+4H3Ig3x6ci/Ez5eUNL/PTkZ+IMcTw+iWvc+GFF54yCQoWoR6NWkOcVlYR2lcZnIqRZyWfRaI5kbnT5jLrxlnU1NQwZswYRaCnK9Na+U6j0aDT6U6QCAcUAYDO0FbbncvlwmKxKIt8sXhXq9VEGCKI0kThcrnQ6XREREQoVQ3RMiZa7cTnaignSoBStRHXpZ76FhWhUyGSUOGf5HK5lGtht9ux2+3ssu+i1FmqqNp5tvuJc9u6y0i04olkNRC0q6L0r3/9q83HYcK0h0+//hSyQSWpuHXkrfzhmz/g1DhZs3sNV11+VaDD69J88sknlJaW0qdPH0WeF2DJviUATMuY1qH9nZVxFnHr4qipqaGgoIARI0Z4Nd5QRvgnjes7jtVvynMZ3phPEmRmZsJg+I/hPwxYN4Dfn/97r+27K7PqwCr5wUHIuSFwi/KBPQayomYFlc7KgMXgKwqrC/nzij8D8OL0F+kd1Ru73U5UVFSbrXXBJtSTbE6mqqEqaA2Bbxp+E1cOupJHH3yUTZs2ERcXxxdffBEQzxhvI+Z8PCXChXBANLIflDCdFZWI1lWd9tC6ouRpLCtkql0uFw7JgUFjUGISM0hGoxGNRqPM1njOUolkKVTb7gSi9S5WEwsOsGCh2dGsCDGc6rqIapI49yLhFf5JdoedDxs+pLGukSdSn2BYzDAlaRZJk6gseaofCrW7QL6PhHZ6HCbgWK1WVpTIQ+2jEkYRb4qnh0Z2St96aGsgQ+vyuN1unnvuOQAeeOAB5U6Mw+VQFu3TM6d3aJ8qlYpBgwYBkJeX58VoQ59lRcsAuKD3Bfz4o9x+5fVEKQqqEqpYW7zWa/vt6iwtkKunHIDzzz8/YHGM6CvfVLAarSFVjXVLbn694NdYnVamZEzhtpGyRPUf/vAH8vPzZU+cXr1avCbYhHrSY9OB4DMEdkvH53G+yf2GV199FYAPP/xQmXkLBdryUzIYDMQSC8iVC7fbjdVqbVeLV2taG82KRbvNZsNqtSpfS5LEGzVv8Ocjfybflo/b7VbU1oTBrGfMYhEvYg51RKUvQhOBDllModZd26GKkqfMuyRJimreIfshGt2NGFVGMk2ZyiySSJolSVLa71rPm3l6WQWCDl/58vJybrnlFnr37q38kJ7/woTxZNmyZTh+dJDwXQJPXfQUAP1j+kMtHCrpHn4jvmLhwoXs3buXmJgY7rjjDuX59YfX02hvJMmcxMheIzu834xBGdAL1u9pv1ped8fpdrLywEoAYmticTqdpKene3WxE5YIPxGX28W64nUApKvSSUxMDFgs2b2z5QexcPBgcIoGdIY6ax1uyY1ZZ+bty95GpVLx1VdfKS2///73vzl8+DArVqzg008/ZcWKFRQVFQVNkgQwsJcshtCsaw4a09nShlKGvDGEL3Z9QV5eHrfffjsgJ6CXXXZZgKPzLq0lwrVaLUajkQRtAiBXLqxuawuD0o7g2XYnqhqSJGG1WpU2MJfLhdVlpcBeQImjhGhtNC6XC71eT0REBAaDQdlOVL08xQO6Q6Kk1Woxm82o1Wql2lfjqmlRUToZIhG1WCxKNUmtViuiDnlO+cbrkIghaFVapXrkOaek0+latF663W7le4HMLzosIXHrrbdy6NAhHnvsMZKTk0O+FBnmzMjNzQU7XDfiOi7OuhiA16e8zvBhwzkafbRTJfYwMs8++ywAd911F9HR0crzDpeDsX3GMiBhAGpVx9/cCzMK4bfwXdV3Xos11NlSuoU6Wx0xhhgO/yi393izmgSQmJhIpCOSRhrZV70v/LcDbCvbRrO7GawwMdu757ujZMQfE6aJgX1F+xg8eHBA4/EWcaY4Vt66kl1Hd9Evrh/5+fn86le/AmSVzSuuuALwnrqjLxjY85hqXIwsEZ6ZmXnqF/iBB5Y8wN7KvTy75lnsb9hpaGggJyeHp556KtCheR3P9ymx8DUajZg1ZvROPXbsVDurSbGnKFLeHVkYt267E949zc3NygLf6XSy17YXJ04StYn00ffB5XIpkuDi/VQkT0KOWggMdIf3WpGsaDQaoommiirqqae5uVmpzLWVMHrOJ4nrJxJeq1VOgPc69gIwLGKYIgvueZ5FUiqOIV4fDN5VHU6U1qxZw+rVq8M+SWFOi9vtZuHChQBceeWVyvMDBwxEo9FQX1/PkSNH6NOnT6BC7LKsXbuWdevWodfrZdNHDyZnTGZjxsYWbR0dYXCPwWws3UiJNbhd7IMJt+RmasZUEs2JrHpGnpnxdqKkUqnISspiq7SVZmczlc2VJEUkefUYXY0fDv4gPzgEOVMCKxqQHJmMyq1C0khs27eNywidqoBapWZYz2E0Nzdz9dVX09DQwIUXXsjTTz8d6NDahWi9wxD4RMnlcvFC7gt8vutz1KjpvaU3C7cvpEePHnz22WcBk0D2Ja2V74REuE6n42rb1RgwEC1FK21bZ1JRElUpT7U7wfZmWUBqVOQoJTEymUyYTKYW1SShACeSpu5QTQI5URKGu1OYghs3iSS2MJ1t6/dTJDVCtEFcb/F1o62R/Y79AAw3D1fa7jwTJY1Gg9PpVNrsRIVKKCUGkg5f/dTU1FOW38KEEWzatImy/mXoL9KTMjxFeV6v1ysfVHv2hI1NO4OoJs2aNeuE+QBBZ6pJAGP6jwGgXlMf/ltvJ+emnMvSW5byxuQ32Lx5M+CbO+wDMgZAvfx4f81+r++/q3HHiDvQ/ksLK2HcuHEBjUWj1hAtyZXdXSXt8xgKZv6949/M/mY2jfZGQF7k3nXXXezcuZOePXt2qUX9+PTxTFg7Af4JxcWB84ibP38+aelp/GHlHwBwr3ez8G35ZuKnn35K7969AxabL2ntpSQMRbVaLQMZSDrp6NB1ynS2rfkk4Z3UupVvl13+uzwr+iycTqcyk6PT6RT/H7Ew95Sj7i6JkpDm1mq19KEPqaRiwqQoCJ7sunjOhAnVQLVarVzLfa59OHGSoE2gp7ankogaDIYWbXXidwNaGhQH+vx3+Ohz587lkUceCWlTvTDeIXdBLowF+7l2DjQcUJ53uV1UXVYFD8KmnZsCF2AXZc+ePSxYsACVSsXvf99S+aykvoR6W/0Z7f+CwRcA4I5zB7WTfTCyZs0a3G43/fv3JzU11ev795xT2lcTnFLH/uTnrT/jPOgkyZEUFO1Ud8bcCS+Bc3/nJI6DhYqmCu775j5e2fQK72x+B4B3332XDz/8ELVazWeffRZwf6SOoNfoSeudBhCw97T58+czc+ZMSqQSSACswIrj36+rqwtIXP5AKN8JxIJcp9Mpz4mKhViUtxfPtrvWLWCebWCl9lIqXZVo0TI8ajgqlQqDwYDZbFb2I7x9DAYDbre7W7XdgXwOjUZji+sCtDifbSHOu5hPEtdEVAh3W3cDcjXJ00tLPBbn17OSJ4Q2Aj2fBJ1IlK677jpWrlxJ//79iYqKIj4+vsW/MGEEX6z8AmJAp2ppeqpRa7BH2iESNu0PJ0odRSjdXXXVVSc4tv95xZ+Jfyae1za91un9D+wxECTAABt3bjyTULsF5Y3llDWWAbBihbzy8XbbnSArKwtqQOPUKHf6uzNr18rqf+PGjQuKxcz5/c+HOjh4oGuLOdz/7f1UWaoY3nM49469ly1btnDfffcB8PTTTwf1PNLJEDcuAlFRcrlczJ49W15AirfsQsAuP1SpVMyZM6fTZqtdgdaCDjqdDrPZTBVV/MiP7HDtwOl0YrFYOpUoec61iPkkUdFwOp1st8htdwNNAzGqZSlws9msLMxF251oCfNMlLoLIlHSarVYdVY2spENbFBa7+x2+wmvEYmppzKeSqXCarUqYhqXR1zOnMQ5TI2bqiRhnu13Yi5Jp9O1UCgMlvPf4bq5ULoJE+ZUFBYWsl8jtwZNSJuAWWdu8f2+5r7stOxkz9Fw611HKCkp4eOPPwbkQWpPJEli6b6luCQXgxIHdfoYRq0Rk92ExWBhXd46Zl4884xiDnVe2/QaT61+igfPe5CVK1cCvkuUMjMzYRH02daHO//vTp8co6vw8faPea34NegHF1xwQaDDAaBfv34AFBUVBTiSzrMgbwGf7fwMtUrNP6/4J431jcycOVNe8Fx++QnvO12FnbE74WbYWud/W4rVq1cfr2QNOPakhy+xJEkUFxezevXqLpmEtofWc0qiqnCIQyxmMRlkcCEXdthLyVNKWlQ9XC4XVqtVUb9Tq9Wk6dLIicxhkHmQorQm2v+E2INer1dsNjznqboTwnS2SdXEN3xDJJFMck9SEqHW18VT7U4kl0IW3Ol04nA4MOvMDNMPw2w0t2i91Ov1ShVPXA/PZMuzFS+QdDiCWbNm+SKOMCFGbm4uZMmPr8q+6oTvD+k5hJ0HdlJsCVy/eFfk5ZdfxuFwkJOTw7nnntvie7sqdnGk4QgmrYlxfc9sXiNJm8QhDrGjZMcZ7ac7IPyT+pr7snWrvAjzaaLkguJDxdhstpAwpOwMLpeLeT/MozixGHpzwt9CoHDHuGEyVDoraWxsJDIyMtAhdYhaay13Lb4LgAfPe5BRvUbxi1/8gqKiItLT0/nggw+67MKxQlcBmVC83f+fOS1MeZciV5XaUPhvy7w3VGiromQ0GokhBjjupSTa5dqbKHm23nkazNpsNsU8VpIk+uv6Mzx2uKK4JkQc1Gq1Uk0S7YCioiVU77oTYnYoVh0LQCONWB1WRRyj9XURbXdCFU+r1SrVPJHEOhwOpdXOUx5eXAvPypI49+IYgW67g7DhbBgf8dXir+DYiMalWZee8P2x/ccCYDFbqKwMPSd7X1BXV8dbb70FyF4brVlSuASQB5eNWuMZHWt60nRYCk35TWe0n1Cn3lbPphK5fdRYakSSJAYOHOiz+Y0ePXoQGRmJJEldumpxJsyfP5++mX1Zc3iN/MRBuSV8/vz5gQ0MsGltkAOc1TW9lB7+7mGONBwhKz6LJyc8yfPPP8+CBQvQ6/V89dVXxMXFBTrETtM/oT8AVe4qvx+7xfvBfuAboA1P4q4099VRWidKonIhEqU66nC5XFgsFiXBOR0iCRJVDM8WMKfTqcw7iUqH2+1WWr+EiINo9RIVDaG4JmTMuxsiUYpURaJB/vnrpfoWiZJAJElOp1NJjDyNZ51OJwubFrLAuoAadU0LsQjxP6Ccd+GhJCpMwVLRC3wEYUKOyspKNlZuBDUMiB1AWmzaCdsM7z1cfpAYVr5rL/PmzaOhoYEhQ4Zw8cUXn/D9JfvkRGl6/+lnfKxZZ82CdVCyLSwRfipWH1yNS3LRP64/u9bKikq+qiaBvMDIGJABN8C03GlYncFhnukvxED8kSFHwATUAkfgyJEjzJw5M+DJkiJDHQUF+wsCGktHqWiq4MvdXwLw7hXvsmndJh599FEAXn31VUaPHh3I8M6Y7D6yIbBVb8Visfj12Dk5OaSkpJy0OqFSqUhNTSUnJ7AS976kLYlwo9FIvEaebXfgoNHdqPgetUci3LPtTlST3G43zc3NLZKt7c3bKXYVgwplgS4SJc9qkmjD665td4BS7dFqtUQRBcims2JOyfO6eIo4OBwO5RqL2TCrzco62zq+b/6eBqlBmTkymUxKa524DoAiD+4ZSzDQ/X4LwvicxYsXIxkkNHZNm213AAMTjk20xsGOXeH2rtNhs9mU+cCHHnrohDdwi8OieMp4I1ESIhGHDh2iqSlcVToZou1uUr9JPhdyEAzoPwDSoNhaTFFN96kqKQPxGRKMOfZkLuA+3n4T6IH4nhE9UbvVoIat+/0/C3MmJEUksevuXbx7+bsMMAzg+uuvx+Vyccstt3DHHXcEOrwzZmCv46azJSX+vQGk0Wh45qVnkKZKkN7ye2JhOHfu3JCuYHgq33m2X5l0JszIM8xVjqoWnj2no7XRrJiJsdlsSisYwGf1n/HU0afYbtmOWq1W2sA8hSD0er3SCgbB0fIVCDQajeIdFY1sd1Av1SviDJ6JkqeprKjWCe8kh8PBIdshGqVGDCoDA8wDlNY7k8mkJKVCIlwkyJ7JUbBcg3CiFMbr5Obmwk/wR+0f+fOFf25zmz7RfYhzx8Eh2Ja3zb8BdkE+/vhjSktL6dOnDzfccMMJ3//h4A/YXDZSolPOSMhBEBcfR8yAGBgM+fn5p39BN0UkSmMSx7B9u6yq5Oth7KzMrG4pEb569WoOVx4G4V29EfDIEz0H4gOFSqUiVooFYPeR3QGLo7P0jurNrOGzuP766ykrK2PIkCG8+eabITGnoVT7YgOjfBcxNALO5/jv7zFSUlL46quvmDFjht9j8jet2+/EUL9ov6t117YQZDgdrYUcWrfeud1uSm2lVLgq0KBhRMwIZT5KzB+Jr0WrnWj/CpZqhr8RFR+tVqskSnXUtZBaF3ga+4oqnJgPc7vd7LLKXRaDjYPRqXWKmaxGo1GqeiIZEtUkMTMGXTRRcjqdaLVadu7c6at4wnRxLBYLS5bILWC/uPIXRBmi2txOrVLzXN/n4AM4sOuAHyPserjdbkUS/IEHHlBUeTwZ0WsEb1zyBn8c90evLGqcbid1N9TBdbBxV1givC2ONh1le7mcHGkOyW/oQ4YMoUePHj49rqeXUncynS0tLYWzgGigCvj+FNsFkJ6GngDsr+4a1+bHkh9ZlL9I+fqxxx5j1apVREZG8p///IeIiIgARuc90mKOtYBHwL5D/r/BsDBfNpYlD2bMmMGnn37KihUrKCoq6hZJErRMlERlR6/XKwvyalc1LpdLMYo9Fa2NZsU8UmsRh51Web060DiQSH3kCW12ooLS2ug0WBbp/sbzfCgVJeqVmSMhEe45iyTa7kSSKxKovY69AIyMGqmcV6E0KI6j0WiU6yUeA0ryGgx0KGXWarWkpaWFtNZ/mDNj+fLlNNNMSmoKo0aNOuW22dlyz3h4RunULFy4kLy8PGJiYk7aAtMrshd3jbnLa8c0aA1EuiJp1Dayad8mfstvvbbvUMGsM/PxLz5mb+VetszfAvi+mgTHEqXP5Mf7qrtPRSk5ORnWIXvPlAFtex8GfCA+PTadPZV7ONJ8JKBxtAeb08atubeyu2I3b176Jn1K+/CPf/wDgPfee+8En7auTKwxFp1bh8PqIO9wnl+P7ZbcLC5YLH+RD3fNu4spU6b4NYZgoHWipNPp0Ol0XMiFnMd59HT3VMQBTmZuKmjddidMUS0Wi1JRAthpkxOlkZEjFXNT0QImZMpFYhRslYxA4Cm0MZrRDGYwccQp51ckSkKhTswjifY5keQ2WBvY75RvFo2KGaW01Yn5J5GMqdVq5VqL5EvEECx0OF3785//zB//+Eeqq6t9EU+YLk5ubi78EmpvrVXUwE7G4MGDATh85DD19fX+CK9L8uyzzwJw9913Ex0d7bfj9tL3AmBX6S6/HbMrEamP5KbhN/F/k/7Pb/NJcNx0FqCwug2N4RBl3Lhxstz2T8DhE78fLAPxg3rJra/V7uD/jPz7mr+zu2I3PSJ6MCZiDL/85S8BuP/++7n22msDHJ13UalU/M79O3gWmkr8O3e5+chm2ZTaBpFVkVx44YV+PX6w0DpR0uv1GI1G+tCHdNIxSSZFHEAoqJ0MUXESC21R3bDb7Yp/ks1tI98ut46PjByptHyJJE0kSkJlrbvPJwmMRiM6nY6e2p6kkkokkUoyKryUxPm22WwALcQ07HY7hfZCnDhJ0CTQS9tLOd9ms1lpudPpdEo7n0h4AWWGLFjocBPmK6+8QmFhIb179yYtLe2EsvyWLVu8FlyYroXb7eZ/y/8Ht0ATTWTEZZxy+y01W1A/qMZd5Wbv3r2MHTvWP4F2AVwuF6tXr2blypWsW7cOnU7H/fff3+a2y4uWk1eZxyVZl7SpMNhZsuKzKKws5GBD15M59ifl5eXs3i3Po4wfP97nx+vVqxeGJgM2bOQd9e+d8UAgSRJv/vQmeV/m0djY2OY2wTQQf+8F9/LS7S9hb7BTP6/erzc3OsKO8h08vfppAF6c8iJ33nwntbW1nHvuuUqrb6iRkSp/Jvl7RklpbdwHF029qM326e6Ap/Kdp5eSJ2Lm5XSmsyKpkSRJmU+SJImmpiZFGjzfno8DB/GaeNJMaS0SJDguSy0qTWLB3l3nkwTCT8rz3IuWSNEm51n5E+fOYrEoz9U56ohSRTHUPLSFiIcw9RXn3jPREjNMQgUvWOjwb8NVV13lgzDChAKbNm2iIrYCgLG9x5IUkXTK7WONsbgj3aCC3bt3hxOlY8yfP5/Zs2cfd3JHfuNat25dm73sb29+m893fc7jFz7OXyb+xWtxjEgdwTeV31DprlR8JcLIHGk4wkc/f8TU/lMpXC1XdYYPH05iYqLPj61SqUiPTSfPlofWpW23MWNX5ePtH3PP1/eAFdDAHb+6g2+++abF30dKSgpz584NilmPjF4ZxGviqXZXc/DgQYYNGxbokE7A6XbyqwW/wul2ctWgq/jhrR/YsmULCQkJfPHFFyG7kE9JSQFo8bvjDzznky7/3eV+PXYw0ZbprFarxYKFnezEho0ruKJF4nMyREVJJFRCbMBqteJyuVCpVOyxy239IyJGKItvkQi1TpbEYr87msy2xmg0yq1vGtjo2Eg99VziukRptRPVI08BDVHZE4nSWNNYxhjHYIwxKvNJYr+i5VIktCJJEi13wXb+O5woPfHEE76II0wIkJubC1ny48sGXnba7QckDJAfRMDWPVu5lVt9F1wXQfjEtP6AaG5uZubMmSeoI7ncLr7b/x0A0/pP82osYzPHwlZwxbgoKSkhNTXVq/vvyiwpXMIjyx7hf3n/Y+RPIwH/tN0JspOzyft7Hne/fHfQfah4k8P1h7nzf3fKX/wML7/4Mvfff79ScS0tLSU5OZmcnJyAV5I8SU9Pp7q6mgMHDgRlovTyhpf56chPxBhimNg8kdnzZqNSqfjkk09C+u/8kP4Q3Ax5df6rxDbYGiitLwUJKKRND7zuhDCH9awuONVOFrsXo0bNJa5LlKqQmH1pjafandhOtIVZrVZljuYXkb/gLPNZJEUmKeINYh5JJEgiWROvCSdKx01n1aj5lm+RkMiRcrDZbEpVydNkFlASJE+xB4PBQJQ+SpkHi4yMVFodtVqtopYnrov4XrDR6VvEmzdv5uOPP+aTTz5h69au5RcRxjf8b9H/4Fi33aVZl552+0h9JLHqWAA2H9zsu8C6CIpPTBt30U7mE7OldAvVlmqiDdGck3KOV+MZ3EOeISMhLLjRGiELPrnfZL/OJwkGZMk3GQoLQ3dGSZIkJs2dhBUrlMAzlz+jtJ9qNBomTJjADTfcwIQJE4Luw9U21gYz4KfCnwIdygmUN5bz2IrHAPjdkN/xyD2PAPD4448zffqZe7AFM9ooLWSCJdHiN9PZKEMUj0U8Bq/D+SPOJynp1J0WoY5nEqLRaDAYDMRqYlGhwo2bOmedkvicTPnOs+1OVDecTicNDQ3K56NKpUKn0THYPJi+xr7KHJJIkIAWaneerV/dHVH90ev0iulsrbtWmf8SlSCRpKpUKqWFzm630+xqRkJSkmJx3sXsk6fBrKcsuF6vD8oktcOJ0tGjR5k0aRJjxozh/vvv595772X06NFMnjyZiooKX8ToFUobAisZG+oUFhay17IX9JAckczIXiPb9bp+0f0AyK8Oe/WsXr36lC0hbfnELNknS7FP7jcZrdq7fdUZcRlkl2TDf2Fv3l6v7rsrI0mSkiiNiB5BXl4eKpXKrwPamZmZABQUFPjtmP5m5j9mUiAVgAMeSH+Ahx98ONAhtZvypHIYDjtKg89Mu2dkTz6f+Tk3ZN/Axw9+jMViYdq0aTz22GOBDs3nZCfLSqv+Np1dvHgxVMLll3fftjuB50JYqKAZdAZlQV7lrFIkvk+WKInnRcudJElK213rtj1RSYKWM0lCnlyo3YkFfTAu1P2NOE+eprMiUWpqalKSU5HQAsq5B/i45mP+VP0nNls3K62OYi5JJKee16l1AhtsdDhRuu+++6ivr2fXrl1UV1dTU1PDzp07qa+vP+mweTCwpyJ8R9yX5ObmwrFOuksHXNruN5vhvYcDUCFV+O0OX7DSXv8Xz+1EojS9v/fvBOs1ei6Luwz2QH5eOJEV7K3cS1ljGUatkaa9snrWqFGjiIuL81sMmZmZMAaWD1rO31b/zW/H9RePvfgY8xvnAzBdN50XH30xwBF1jF5GWTGyqKboNFsGhssGXIbzSycF+QWkpKTw8ccfB+0ixZukx6XLD6LhwKEDPj+e0+2kvqGeZcvkGyuXXXb6lvRQR8wGeXoYaTQaZUFeI9W0qFa0hagkiYW6SJSampqUCscndZ/wae2nVLorlZk7zyRJLN7FbJKYww3P4srnyWQytbgudVJdi+si2uzENRDfk5DYa99Lg9RAjCZGqRaJ+SS9Xo9arVaSYc9WyGClw78R3377LW+++aYi7QyyH87rr7/ON99849XgvEleVeirQwWS3Nxc2AXjDeO5fuj17X7dqNRjXksJkJ/fvRfj7fV/EdvV2+pZX7we8P58kmDQIFnqOC8v/PcjENWkC1IvYO2qtYB/2+7gWKKkB3usnR3lwVe1OBPeeOMNntr0FOihr9SXrx//OtAhdZh+cXKl/IgleLyUShtKlc6KV199lS+//BKtVssXX3zRbdrBekX2QuVWgRp2HPT93823hd/S95W+2MbZSE9PZ8iQIT4/ZrDTWtBBVBpiiAGgxlmD2+3GZrPJC+9WrehipkW0ygk5aotFbqd0uVw4JAcbLBtY2bwSl8qlzB2JNjuVSqW0gYlEy9Nfqbsjqm2tTWdFFUh4J4kZI89k6ZDtEA1SAwaVgUGRg5TzbjKZFCEHoZgHKAlrMCeoHY7M7Xa3mfmJHz5Y2VsZbh3yFZWVlaxduxYOwQc3fMDkjMntfu3IXiOJromGMhSJ5e5KTk6OosrUFq19YraWyrOBWfFZysLM28SnxcMg+LnmZ5/svysS6PkkgN69e6NrlN+H95aHznvbO++8wz333AOLINuZzYr7V6BWBe8H6MkY3Eu+kVgj1QQ4EhlJkrhj4R1kv5HN8wue5/e//z0Azz//POedd16Ao/MfapWaSFckAHtKfN9lsjBvIXXOOjDIbXfhRfiJiZLBYMBoNCoL8mp3NU6nUzEubZ0oiedE2x3IkuKNjY3Kgn2fax8OHMRp4kg1pCpJkGdLmbC2EYmSSKbC1+h4IqnXH59RqqdeSXCam5uVGTK1Wq1cK4fDwbaGbQBk6bLQa/SKHLuoJmk0mhbKhMHccifo8CfQpEmTmD17NkeOHL9TVlJSwgMPPMDkye1fIPubvVWhs5gINhYvXozb7WbkyJGkpXXMx2d8+niua74OVoUFAzQaDS+//HKb32vLJ2Z8+niqHq7iq2u/8llMO6QdcD1UZFSc1MOmOyFJkmKkPDRiKPv27UOtVjNu3Di/xqFWq+kb1ReAotrgbO/qKO+//z6/+c1vAHjgzgfY+dedZMSf2ostWBmZPhIAR4SD2tragMbicrl4/MvHWVywmEZbI889+hxOp5NrrrkmqNvlfUWCNgGA/dX7fXocSZJYVHDMPyk/PJ/kiUhIREXJaDQqFSWxIBdtXa1pXU0CWRSgtrZWWbjvtO4EZFlwMQMj2ux0Oh1ms1lW2ztW1QhXk07EaDSiVquJVcUC8nURiajL5VKUCYXyoN1uR61Ws9sm3/AeahqqJKUGg0FJiCVJUhIrUdUL5moSdCJReu2112hoaCA9PZ3+/fuTmZlJv379aGho4NVXX/VFjF5hb8XeU2ryh+k8ubm5cDYMu2IYDpejw68XbZzdvaIEMGDAgDafT0lJOUEaHCDGGMPwnsN9Fs/I1JHyg3BrJCB/oO6/fz8rZ62kckclAKNHjyYmJsbvsQzqIbdF1jnraLA1+P343uSTTz7htttvQ+ovce+99/LCCy906UXL4ORjremxcPBg4Ayb58+fT1pGGk/9+BQAzmVOju46SnJyMu+++26XPsedJdmcDM1QUeNb8amtZVs50nAE7BBREeFXsZdgp7Wgg1arZTCDuY3buIiLlBmYtpTvxGySqCqJFjCLxaJsu8u2C4CRkSOVuSOj0agkUpGRkUrCBSg3H4N9we5PhER4pjqT27mdq7lamQUDlLY7jUajeCo12ZsotB/zFYwYrnSfGQwGTCYTarVaaY8ULXnBXk2CTiRKqampbNmyhcWLFzNnzhzuv/9+vv76azZv3nzKtqFAU2utpbypPNBhhBwWi4VvV3wLF8NH6o84WNfxRUF2djZoYVfBLh9E2LV4/fXXAZgxYwYrVqzg008/ZcWKFRQVFQXETDMr/pgxVjzs3RuuygIYtAbGp49n9SpZfdDfbXeCwRmDoVl+3JWrSl988QW//OUvYRxwMzimO7r8Ar5f7LFWWBPk7Q/MfJ/wZCvRlUAk0AjII3WUlZXx/fffBySuQPPo0EfhWVBv8+2ieFH+sWrSPrhoykWygWcY4HiiJBbLOp2OOHUcaaQRTTQul0tZUHve4BaJkfhfVDMaGhoU49IqdxXlrnI0aBhqGtrCXFar1SqLdrHg12g0yjG6+vuON1Fmx3QxpJJKNNFK653FYsFmsykVI5EoFdoLceIkTh1HijFFkVs3m80YjUYApVJoNpvRarVd4px3+J3iww8/xGazMXXqVO677z7uv/9+pkyZgt1u58MPP/RFjF4hVhdLcW1xoMMIOZYtW4altwU0soFsZnxmh/fxce3H8CfIj8xXeo67I7W1tcrf0H333XdKn5i3fnqLc949h/e3ve/TmPrF9UMlqUAPP+UFnydMIAnUfJIgMzMTjo3A7KveF5AYzpT58+dz44034u7hRjVR/sC8MK3r33mPMcZwSf4l8BQcOeh/QYcWnmyDjj25F/DoZGrtydZdSEuV28OLi327HlASpXDb3Ql4Lo51Op0iHCAQYg6e8tNwPFESj8WcUl1dnSImsNshd6ZkGbOI1EWi0Wha+CaJapIQcBBeP63j6u6IVjnPc+JyubDb7UobvsFgUK6T2+0mXhPPNPM0ckzHDcA9Wx2tVitut1sRcOgK1SToRKJ02223UVdXd8LzDQ0N3HbbbV4JyhfU/l8tM86bwfz58wMdSkiRm5sLx4oO7TGZbYu0pDRQgTvezb59XXPB5w0++OADmpubGTJkCOPHjz/ltt8UfsOmkk0+9wfTa/TEqWXZ622Htvn0WMGOzWlj9Nujue/r+9hdsJsDBw6g1Wr9Pp8kyMrKgnIw1Bi65Af8woULue6663DhIva2WCSVxMzsmdww9IZAh+YVhvQZAm44cOCA34+teLKpaJkoHaMtT7buQmpqKgBVVVU+s6QobSjlxyM/yl8UwMUXX+yT43RVWrfeGQzye9gWtvA931PnrDvBpwdQFuRi7kiSJJqampTqk1qtRiWpSNQkMjJyJJIkKa19kiSh1+sxm83KPoWHknjcFd9HfYWn59EWtrCUpVS6KrHb7co8kk6no7m5maYm2Sajl7YXV0VexRVxVygzXwaDQTnn4p+QHu8q57vDiZLIwltz+PDhgPTpd4SSkhJmzpwZTpa8hNvtZsHCBWecKA1KPPZJnth955TcbjdvvPEGAPfee+8p30DsLjvLi5YDvpMF9yQtUr4DW1Aduuam7WHD4Q1sKd3Cl7u/ZMPqDQCMGTOGyMjIgMSTmZkJC8D9hpvLMruWP8s333zDzJkzcTqdDL57MLWGWnpE9OCNS97oMh+epyM9PR0ITKKkeK0lIbfd2YA2ujPb690WSjh0DjSzNPAb31WVVCoV083T4Wc4b9h59OjRwyfH6aq0pXyn0WhYzWrWsIZyZ7ky8O+ZKHnKhYvqUn19vWJOq1KpyDHl8Hzq80yPnq7MJwlltcjISKXVTlSSxOOuUt3wF57n7Ud+ZB3rqKBCSUhFVai5uVnxQxLodDpFpCEyMlIRznC5XF2umgSgPf0mMqNGjVLKlJMnT25RJnW5XBQVFXHRRRf5JEhvIf4g5syZw5VXXtmlLlQwsmnTJo5qjkIkROmjyEnL6dR+BiYMlB8kdF/lu++//578/Hyio6O5+eabT7nthsMbaLQ3kmROYlTyKJ/Hlt0rm60NWymzlSnDsN0RIQs+qd8kVuauBALXdgeywIdofSguLqZfP99IxHub7777jl/84hfY7XYm3DKBHxJ/AAneufwdkiJCx8+nMq4SZsBPkv9bVhVPtqPA80APWrTdnbBdNyLKEIWrn3wydhXtOqmAzpnQK7IX2lVaWAyX/y3cdtcaT9U7UVESXko11FDlrGrRfieSI1FR0mq1uFwurFYrdXV1LQQfxEySSMDEY71ej8lkUval0WhaePmEyg0ab6HRaJTzF000pZRS665FkiTFE8lqtWK1WlGpVBxwHKCquYr+2v5KAqrRaIiIiFBmySRJIiIiosutvdu94rnqqqu48sorkSSJ6dOnc+WVVyr/rr/+eubNm8fHH3/sy1jPjGuBO7t3y4G38Wy7m9p/KnqNvlP7GZh4LFGKgm17t3knuC7Ga6+9BsCtt9562grFksIlgHzO/eExc8+4e9D8R4Nzk9Pnff3BjKjiTeo3KeDzSSDf8cvIkOWzCwq6RrVvxYoVXHHFFdhsNi6/8nIOjzmMW3Iza8Qsrhh4RaDD8yr2CDsMh3Jzud8VV4Unm0qlgiZOqCa19mTrThi1RvR2+bNq+6HtPjlGc3Mzy5bJN1Yuu6xrVXv9hUiUROVCr9cfN51115zgpeSpgOfZdmez2ZTZ5kpnJZJKXqDrdDol+XG73S0W6Gq1usW+uuvNv1Oh0WiUFjnhcVXrrgWO+yzV1NRgt9sBWFK7hJerXubrxq+VuTC9Xo9er8ftdisJblfwTWpNuytKTzzxBCC3E1x33XWKgkWXIQMwAmaguXu2HHib3NxcOFbQuCTzkk7vJ9oQTZw2jhpnDdtLfPPBFcwUFRWxaJE8+Hv33Xefdvul+5cCMC3D9213AOf1PY8BzgHsqdlDXl5eh72yQoFNJZvYcFhut+uv7s/hw4fR6XScf/75AY0rbVAaeybs4RcbfkH9lHo06uD9AFq9ejWXXXYZVquVSy+9lC8//5KVxSv5y6q/MPeiuYEOz+uM6jcKtoIzUvZ4iYuL89uxhSfb1VdffcL32vJk625ES9FUUkl+ufctD3aU7+CLpV9gdVlJS0tj6NChXj9GKOCpfGcymdDpdMcX5FItDodDUUgTog2io0F8LdruRLXitdrXqK+u5+HeD5Mdna1UkoQ8uOiEUqlULSSqw7SNuC6eprNOp1NJNBsbG2UvJbWKnc2yd9XwiOFKEiySU6fTqSSven3nbqgHkg6n0bNmzep6SRJA7bH/j3V2dMeWA29SUFDAnj170HyhYdUNq5gx+MykqwfEy+0PRfVF3U6J6c0330SSJKZNm8bAgQNPuW1lcyWbj2wG/DOfJBBxdUeJ8AZbAzf+50ZckovrhlxH4Y+yT8Q555yD2WwOaGyD+g2CBGiWmimuD95q3/r167nkkktobm5m+vTpfPXVVxgMBqZnTmftr9YSa4wNdIheZ1DPY7OXsYGZUyrsWUjs7Fho1Vl2Mk+27kQPnTwzVFTjfVn9N396k6f2PwXTZLW7cEtX24jzolarlTYvUVGqo04xnYXjLXciUXK73TgcDkUWHKDaXU25qxybZCNZl6xUNbRaLUajEaPRqMhZe/onha9P24jWRa1Wq1yXBhqUc2ez2bDb7UiSRKmrlDpXHXr09Df0V1oZTSaTYgys0WgUE9uuRrtS6fj4ePLz80lMTCQuLu6Uv1jV1dVeC86rVAG9gCRIdXfPlgNvsmDBAgAmjJ/AhQPOXM53xrAZ/PjSjzgqHRw8eFBpKQp1LBYL7733HiCLOJyOels9M7NncrTpKMlR/kv2ddk6KIef83/22zGDhWfXPsu+mn2kRqfy5qVvcs/t9wCBbbsTDMgcALuBRNhfs5/02PRAh4TL5WL16tWUlpaSnJyMwWDgoosuorGxkcmTJ/P+Z+9z1HaUvsa+QOhK8qbFHqu8mmDXvl2MGuX7eUJPvtz1JbVxtRAlV4969OhBcnIyOTk53baSJEiJSmF3027KLGVe3a8kSS1kwS+7L9x2dzI8/+4Vz55jC3JRuRACAOKfaNVzOBw0NTVhtVpxOGTftR3WHYAsCx5jiFGSIs8Fv6hGCdW87v53cDoMBgMGg4FYdSy45QRWCF/U19djs9nQ6XTsrJOrSQMMAzBqjUriazAYcLvdinqeMKDtarQrUXrppZeIiopSHnfJD7bKY/8nwdw/dt+WA2+Rm5sLwJVXXumV/T087mE+vvtjdhzcwZ49e7pNovTZZ59RXV1NWloal1xy+vbFjLgMvrjmCz9E1pKV5pUwHbb+vNXvxw40j+Y8Sr2tnquzrybWGBsU80mCzMxM2UQ0UfZSmtRvUkDjmT9/PrNnz5alqY8h1KXGjx/PggULuOe7e5i/Zz7/vOKfXJ19YmtYqBCpj8TgNGDT2thatJWbObVIizc5XH+Yn0p/AgmSqpO49957w595HvRP7A9NUOWq8up+t5dvlyu7DoioiGDChAle3X8o4bmOVKvV6PV64jXx4JIX5MJ0VrTVifYtSZKUti+r1apUlHbZZMP6EREjlLkjUTEymUzo9XqlugGEW+7agZBWj9fGg12+LpIkYbPZaGxsVOTXtzVuA2CIYUiL5FRcLzHv1BWrSdDORGnWrFnK41tvvdVXsfiWY4nSsEnDunXLgTeorKxkzfo1cB+sjFvJLdZbvNI6k52dzY4dO9i9ezeXXto5qfGuhCRJvPrqq4A8mxTMC5mMmAwqqiooqvN+q0qwY9KZePnilwHIy8ujrKwMg8HAeeedF+DIjnkpHTOdDbR8+/z585k5c+YJwgXi6zvuuIPvi7/n/W3vo0JFz8iegQjTr8Sr4ymllL1l/m1Zzd0r38iiGK695Nqgfm8JBIN7D4Y9YG2wenW/SjVpP0yfNB2DweDV/YcSnsp3YvA/UZ3Iba7biCYat9utVJSEWINom7NarTQ1NcnzMSoVNpeNPHseACPMI5RWLyEcIOSoxXtRWOWufYiqUIImgV/za6KIwuFwYLPZsFgscuKjg73N8vvbsIhhLdrsAOXcd8XZJEGH07stW7awY8cO5evc3FyuuuoqHn30UaWfNBgxNskXrVJVeZotw5yORYsWIaVIkACrS1cTbYj2yn6zBmdBEuzas8sr+wt2NmzYwNatWzEajdx+++2n3f5o01H2VOzxu4IWwLA+wwCoVdfS0NDg9+P7G5fbxb+2/guXu+W8nKgmnXfeeUExq5mamoq6Tn4b330kcB5kLpeL2bNnn/R3U6VS8fCTD3PnwjsBePD8BxnXNzBGvf6kt6k3uOFwzeHTb+xF5u855hW4F6655hq/HrsrcPOYm+FZsP/bTnNzs9f2uzB/ofwgT55PCnNqRKIkhvyNWiNppBFHHJIkKUaywqdHvL9YLBaampqUeeYCewF27MRoYsgwZ6DT6RSDWTGj5OmfFL5x0D5EkmPQGkghhRhicLvdNDQ0KH5Kec15OCQHceo4eml6KZU8UcHTarXKrFJXpcOJ0m9+8xvy82WlmP3793PddddhNpv58ssvefjhh70eoLewFluJMcSQHpuOzWkLdDhdmgULFigDwhdnXewViWq35OY51XNwD2wr2nbG++sKvP766wDccMMNJCQknHb7j37+iOw3svnl/37p69BOYGjyMeWmeJS//1Dm72v+zq8W/IorP7uyxeI/mNruQB5GTjbIs2r5FYG7LqtXr27RbtcaSZI4MuoI5U3lZCdl89eJf/VjdIHjkaGPwFMg/eS/mxs1lhpWHVwFQEJFAuPGhX5C2lFiY2OJiIgAZCN6b1DeWM6mkk3yFwW0q5W6uyMWz6IC4bmYFtUk0Von2racTifNzc0tDGmVtjvzCKUdTKvVKp4/InGCcMtdRxAtc57nTIhsiPbGoeahPN37aW6JvkVRGBQzYVqtVplX6sp0eIWbn5/PyJEjAfjyyy8ZP348n376Ke+//z7/+c9/vB2f93DAgvMXsO72dRi0XfuiBRKLxcKSJUsU/6RLs7zTIqdWqUmNSgXkFqJAVE38SXl5OV98Ic8a3XPPPe16zZJ9sn/S6OTRPovrZGQlHLvg8aGvfLfh8AaeXPkkANcNuU6Rkl2xYgXffvstABdeeOYCJt6if1x/OArxrviAxXBau4WhwBDQoOHDqz7EqA18Nc4fDMsaBm7ZAsBf72mLCxbjklxQDtdNvS5897wNhI8U4DVvuBUHViAhwRE4d8i59OjRwyv7DWU8vZTEsH8++XzP9xQ4CpT5JK1WqyjeWa1WmpubcTgcipDDeabzuCzyMs6PPF+ZkRE+SmazWUmyhMBDmPYhkh2VSsVe9rKUpex371eqRlqtFqfTSS9NL4ZFDEOSJAwGg5L0impSVz/nHY5eDNIBfP/998pdk9TUVCorg7utrTvcCfc1y5Yto9nQDEmgVWu9KlE9tJdctWg2NXPkyBGv7TcYeeedd3A4HJx77rmMHn36xMfisPDDwR8A/8qCCzLjM+UH8bA3L3QTpXpbPTfNvwmX5OKGoTdw8/CbmT9/Punp6UyaNIn6+noAbr5Zfj4YGJUyCt6AnMrAKXme0m4hEjh2P+WWtFsY3dv/iX6g6NtXVvZrbGz0myJsgiEB7QEt7IJrr73WL8fsijRe2Aj3wJKCJV7Z33VDrmPCjgnwTbjtrr2ICpJOp1OG//eylzWsYZ9rHy6XS6kcCex2O01NTdjtduUmVh9tH2bEz2BkzEgl+RL7FYp64Za7jqNSqYiMjEStVpNPPutYxz7nPkUUQ6fTKRLhgPKcSKJEotTV6XCidPbZZ/PUU0/x0UcfsWrVKmXovqioiJ49g3s4V9wJD/VqhS/Jzc1Vqknj+o7zqv/J4B6D5QeJsGfPHq/tN9hwOp289dZbQPskwQF+OPgDNpeNlOgUBicO9mV4bdIvth9q1KCHbYXb/H58f3Hv1/eyv2Y/aTFpvHnpm/z3v/9l5syZJ7SVHTlyhJkzZwZFspSVJf9BFhYWBiyGnJwcUlJS2u5DtwJbQV+h580b3/R7bIHEggXjjUb4pfwZ6Rf2g/N9Jz3zeobb7k6BKlYFSbD3qHdu/FgsFjYs3gDFcNllYVnw9uDppWQ0GluYzgrlO5vNpggEOJ1ORUhAtOZ5GtcCymyMTqdTEjBR3ejKczKBQKjXeV6Xame1cj3W1azjldJX2NK0RWnFE3NNWq22RTWvK9Phn2Du3Lls2bKFe++9lz/96U+yPC3w1VdfBdyl/nSsKV3DgFcHcNm/w29incHtdrNw4UJlPslbbXeCgQnHzFYTYffuwA2m+5rc3FxKSkro0aMHM2fObNdrlu5bCsD0/tMD8mav0+j4U+afYB4c2H3A78f3B//e8W8+2v4RapWaT2Z8QqQu8qQCBeK5OXPmBNwgWbwH5xfk43A5AhKDRqPh5ZdfbvN7KpcK1XcqPpzwIUZ992i5E5h1ZqwDrJABO/btOP0LvMCXX34JwNVXXx2+g34KehrlG7veMmpetmwZVquVvn37MmzYMK/sM9TxrP6I2RZPLyXhkyQqQp7zSUJMYHnjcrbatuJQOZTWOmE2azablbmZUFiw+xuVSnViAivJCaxGo2Ft9Vo2NW2i0FaoVJBEG6VWq1XmALs6Hf7NGT58ODt27KCuro4nnnhCef65557jgw8+8Gpw3ubw/sMUVBewo9w/H1ihxqZNmygvL8dw1MDQpKHeT5QSjyVKCaFdUXrttdcAuPPOO9s95CjmkwLRdieYde4sKIXCvMIWrRChgNVp5YElDwDw2IWPcUHfC9olUFBcXMzq1av9FWabZGZmwiTYfcVunl/3fMDimDFjBrfccsvxJ0yAGlJSUvjqq6+4buZ1AYstUBi1RkxOufXk54O+N2v+Nv9b5i+Tq5xhtbtTIwyBy23lZ7yvR5c9yuy1syFVbrsLVy7aj0iWtFoter2eWGIBuaIkhAOEQaxQuxMCDzaXjf81/o+3a9+m0l2p3MASiZGnqECYziEUA2PVsQDUS/WKN9K2+m0ADDUOVa6hqCZFRESEzHn3Wootss7O8ve//x2VSsWcOXOU5yRJ4sknn6R3796YTCYmTJjArl2dl44u3SEPHBfXF1Nvq+/0frorwmT2qrir2HH3DgYnebcFTKkoRcP2vO1e3XewsHPnTlauXIlGo+E3v/lNu15zuP4wuyp2oVapmZIxxccRnpz09HT0ej1Wq5VDhw4FLA5fYNQa+f6X33P7qNv584V/BtohUHCM9m7nK9LS0lBLajDAjsOBvQl04MABAO69716yn8wm+7lsvt/8fbf2rotXyyIbvvZScrqdXPflddT9qo74YfHk5ARuZq0rkJUkt6zWUntG+5EkiX/v/DdFpiIwh9vuOsoJidKxBblovRMzSm63G4vFQnNzMzabDZVKRYGtAJtkI0YdQ5ohDbVajcvlUmaThOJdOHHtPDqdDqPRSIJWVuatlWqJiIjgoPUgda469Co9mcZM3G63klQZDAYiIiJC5ry3K1GKj49XhBri4uKIj48/6b/O8OOPP/L2228zfPjwFs8/++yzvPjii7z22mv8+OOP9OrVi6lTp3bKxyUyMhJ3k5skYxIAeytDdyDdV4hE6corr/TJ/uNMcczoOwOWQ15+nk+OEWiEJPhVV11FSkpKu16TaE5k0Q2LeGbKM8SbAqdsdqj+EPEXx8NZoal8N7THUN694l20avku2CkFCjxo73a+QqvVkqQ79r7mpXmLzlBdXc3atWsBiL84nt2W3RywHuj27V99zH0AOFh/0KfHWXtoLfXOemiGa8Zd0+3P++kY1lduj7Pqz8x0dlfFLg7UHgAHmMvMTJgw4cyD60Z4JkpGo5EEnbwgd+Cg3lGPy+XCYDBgsViwWq1KhUmSJHZY5BtDw83DlXkYjUaDSqXCZDIpPkphOo8QZ4jVxALy3KXFaWFTlSyFP1A/ELPerJxncR1DQcRB0K7foJdeeomoqCjlsTezxMbGRm666SbeeecdnnrqKeV5SZKYO3cuf/rTn5S7kR988AE9e/bk008/bffdeEFWVhZbt26ll6YXFVSwu2I3Y/uM9drPEeoUFBSwZ88e1APUjJ8y3mfH+fDaD5n/q/lUUUVlZSWJiYk+O5a/qaur46OPPgLaL+IAcrXj0gGXcukA77Y6dpS9lXspG1UGvSEvL4+LLroooPF4g00lm5AkiXNSzjnhe3369EGj0Zx0BkmlUpGSkhIUd+77xfSjnHIONQSu0vfNN9/gcrkYPHIwL2x9AYDnpz5P//j+AYspGOif0J9NJZu80uJ1KubvPiYskg/X3d/92hw7yuj+o2EFuCPc1DXUERMV06n9LMpfJD8ogumTpgeFEXVXQiRKGo1Grl5ojJgwYcFCtbMap9OJw+GgublZmU8SLXa77Mf8kyJGKAIDQoDAYDBgNpsD+aOFBMq5VJvRocOBg0pbJVvqtgCQbcxWzrsQzzCZTCF1o6ZdidKsWbOUx7feeqtXA7jnnnu49NJLmTJlSotEqaioiLKyMqZNOz6TYTAYGD9+POvWrTtpomSz2bDZjhvKCjlfkShFWiIB2F0RumIBviA3Nxd6gvtGN8P/NZyyB8uUO+/eJCIigrS0NA4ePMiePXuCYhHqLT744AOampoYMmQI48f7Ltn0FZ4S4Xv2dv0ZsjprHdd9dR3FdcXMv24+Vwy8Qvnevn37mDx5spIkqVSqFqIO4mbR3Llzg+IDITs5mw1soNpZjd1lR6/R+z2GhQsXAjDg0gHscewhMz6T3579W7/HEWwM6TMESqBeLff2+6IdRZIkPt/+OQAxpTFB5fMVrGQmZ6JqVCE1SOwu2s15w8/r1H4W5su/9+TDZXeF2+46SmuJcLVazS3cggkTiSRitVppbGzEZrO1SJQqHBWUOktRoWJk9EhF3EH4MZnN5qB4b+7qaDQapTL3K35FojGRKFUUe5rlNcBQ81BlW1HJC7UEtcMzShMnTuS9996jrq7ujA/+2WefsWXLFv7+97+f8L2ysjKAEyTHe/bsqXyvLf7+978TExOj/BOmcgMGyFJt7nJ5CD2cKHWMBQsWKGp356ee75MkCeQ++7RRaZAcWsp3brdbabu755572r1Y2nl0J498/whrD631ZXjtIj02XZYI18H2oq4/Q3bP1/dwoPYAfWP6MiF9gvJ8QUEB48ePp7i4mEGDBvHuu+/Sp0+fFq8VAgXBMnszPGM42EFSSRys9c/r6PYAAGveSURBVG2LV1s4HA7FjLeuj/zZcE32NSHTo34mnJVxFrjBhctnXoM/l/8sV6wcMHPUzPACsR1o1BoGLhoI88BSaenUPiqbK1lfvF7+ogDFLiVM+/FsvROtc73pTRxxuJ1uxTfJZrMp80oajYbtzfJnUH9Df+KMcYqqnV6vx2g0how0daARiadGoyGZZGLUMdQ560jRpRCviSfNlKZUk8RcWHtFqroKHf4tGjZsGH/+85/p1asXV199Nf/73/+w2+0dPnBxcTGzZ8/m448/PmWpuvUH7enuyP3xj3+krq5O+Sdct4XXSENhA6OTRwfEi6arUllZKc8eHPNPuiTrEp8d69vCb/lh5A9wZWgp333//ffk5+cTHR3dUhnsNPxv7/94Zu0zvLD+BR9G1z50Gh29zb0ByKvo2jNkH2//mE92fIJGpeGTGZ8QbZClT/Py8pgwYQIlJSVkZ2ezYsUKbr/9dg4cOMCKFSv49NNPWbFiBUVFRUGTJMGxG0E18uN9Nfv8fvzVq1dTV1dHYu9ENlRvAOREKQxMzZpK8nvJ8OFxsQtv859d/5EfFMKN19zok2OEIuJGqlgndJSvC75GQoJSOGfQOUHvJRmsqFQqxUvJc6ZIkiTsdjsOh0NJlFwuFy6Xi2K7fM1Gmke22Ifw7wmLOHgH4Y0kkk63202UM4pHkx7lH33+gVqtVlQJRaKk1/u/o8GXdLgs8MorrzB37ly+//57Pv30U2bNmoVGo2HmzJncdNNN7W4p2rx5M0ePHmX06OMu7S6Xix9++IHXXnuNvDx5IVZWVtZiWPro0aOnfDMS/ZStERWlkg0l1HxTE/4D6gCLFi3CbXCD/Jni00RJUb5LgF2bOq9wGGwISfBbb72VyMjIdr9OyIJP7z/dJ3F1lEFJgzh88DDVVFNfX090dHSgQ+ow+2v2c/fiuwF4fPzjnJcqt9zs3buXiRMnUlZWxpAhQ1i+fDk9evQA5PaDYB7SzszMhAOgadAQofO/d4Vouxty1RBWOVfRP64/I3uN9HscwYhWraVfWj9KS0o5cOAAY8aM8foxvtj6BQBRR6LCbXcdQAjqnMoG4FRE6aOIbYylNq82rHZ3BoiKklC+K6WUXewihhh6O3tjt9ux2Ww4HA5l7XZjzI1MNU8lIVoWfxCVJpPJpKjdhTlzVCoVkZGRaDQaDnCAzfbNxJfFM8Y4huyIbEA+9zqdjsjISEwmU8itrztVl1Sr1UybNo3333+f8vJy5s2bx6ZNm5g0aVK79zF58mR27NjBtm3blH9nn302N910E9u2bSMjI4NevXrx3XffKa+x2+2sWrWqU8a2GRkZqFQq6urqKC/37VBtqJGbmwuZgAqG9RhG35i+PjtWv7h+aFVa0MHOQzt9dhx/cuDAARYtkgd+77777na/rt5Wr7R1BNI/yZPBPY9VYhNQbmZ0JZxuJzfPv5kGewMXpF7AozmPAnKb54QJEygrK2PYsGGsWLFCSZK6AmlpaWiWanB97KK/zr/iCZIkKYnS3ZPuZsnNS3h26rMh92F5JvTr1w/wXUXpnLxz4Eu4eujVYZWvDlCbWgv3wGd1n3Xq9RelX4TtdRuslP2TwnQOIeYgZmEqqWQNa9jJTux2u5IoOZ1ORfFOkiR6GnoSo43B6XQqJrMRERHodLpw250XMRqNbHdu5zM+Y4d7B6saV/F85fM8WPIgPzb+qHhWhWqCeka/SWVlZbz11ls888wzbN++nbPPPrvdr42KimLo0KEt/kVERJCQkMDQoUMVT6W//e1v/Pe//2Xnzp3ceuutmM1mbryx460FRqNR+bDKy8vD6XbSaG/s8H66GxaLhaVLlyrzSd42mW2NVq2lX6x8ncocZYoYR1fmzTffRJIkpk2bxsCBA9v9uuVFy3FJLrLis+gX18+HEbafrPhj/ZfxXTNR+veOf7P+8HqiDdF8PONjtGotO3fuZOLEiZSXlzNixAiWL19OUlJSoEPtEHq9nrQ02UCzsLDQr8feu3cv+/btQ6/Xc8n0S5jWfxozBgdPW2IwUJJRAr+C5UeWe33fDoeDxfMXwy64ZWb723rDQEx8DCRBmfPkc8+nYtmyZVgsFlJTU0+wNwnTfsScklqtRqfTEauKBWQvJaF6Z7PZcLvdqFQq3G63Ynoq5pq0Wi0GgwG9Xo9erw/fqPESKpWKFWUreLPqTay0lNKvdlbzctnLbG7ejMlkUpLUUKPDiVJ9fT3/+te/mDp1Kqmpqbz55ptcfvnl5Ofns3HjRq8G9/DDDzNnzhzuvvtuzj77bEpKSli6dKkiVd5RBg0aBMALP72A+Wkzf1v9N2+GG5IsW7aMZksz6gHyr4o/JKqze8jlXBK7vl+PxWLh3XffBWQRh46wdN9SIHiqSQBXZ1/NLyp/Abld89rcPPxmXrv4Nd6+7G3SY9PZsWMHEydO5OjRo4waNYply5Z1WUn6zExZlXB7vn+FNkQ1aeLEiR1qK+1O2KJs0Bf2N+z3+r5XrFhBdXU1SUlJ4ba7DjKol7wmaFB33Jtxa+lWvlr0FSBXk8IL887jKehgMBiI08QBUE89TpcTp9PZwnj2qbKneKP2DSrdlUqyBPINcZEshStK3sHldvHXH/96ym0+qvwIjU6uCIZiotThGn3Pnj2Ji4vj2muv5W9/+5tX+61XrlzZ4muVSsWTTz7Jk08+6ZX9Dxw4kK+//prGikYcJkdY+a4d5ObmggTXN13P2CvGcm7KuT4/pjKnlCi3RI0d23X9rj777DOqq6tJS0vrkCKSy+3i64KvgeCZTwLoHdWbnIwc/mv9b5esKKlUKu4ZKyesP//8M5MnT6aqqorRo0ezdOnSTptmBwM9B/aEs+B3h3/HPVL7lRXPFJEo2SfaeXDpg9wz5p6gqYAGC5kJmaxvXs9R+1Gv7reiqYKbV90MOfCL7F+E2+46yPC04bAXbCZbh6TbJUli5pcz2d9zP6QRnk86Q8R5NxgM6HQ64jRxqJwq3Lipc9a1SJKqXFUUOYpQoSJSE4larVZa94xGo6LQFsY7rD60mtKm0lNuU+WoIt+azxD9kJBMUDv8E+Xm5nL48GHmzp3rk6FUXyIqSk0HmoCwRPjpcLvdyiLo1stuZfa5s30mC+7JoET5OpHQtZXvJElSRBzuvvvuDr15VzZXEmuMJUof1UK6OhgQf0ddpaIkSRJv/fQW9bbjbZxbt25l0qRJVFVVMWbMGL777rsunSQBDO83HAzgUDk42uTdBfnJqKqqYt26daCDDc4NvLD+BSqbfSOB3ZUZljIMgHpNfQs/rjPlv7v/S4W+AgbDtddc67X9dhfOHnA2SIAWDlQeaPfr9lbuZX/NfnCDuc7MxIkTfRZjd0FUlHQ6HQadgUjk6nSdVIfD4cDpdAKwvUmumGfoM4g1xLbwYTKbzej1+nCi5EVKG06dJAnqXHUhWU2CTiRK06ZN67IZo5gPKdsh9yPvq9mH1Wk91Uu6NRs3bqS8vJzo6Gi/GqSen3o+F5svho1d20tp48aNbNmyBaPRyO23396h1/aM7Mn629ez5OYlRBk612rqK/L0eXAR5NXlKYaswcxH2z/irsV3MfadsdicNjZv3szkyZOprq7mnHPOYenSpcTFxQU6zDNmUNYgOJYL7q/xfotXW3z99de43W7SJqdhcVpIj03n7N7tn1XtLozKGAWAO8rN0aPeS2L/uf6fAJgPmbukiXWgSYxLRNUoL7Q3F25u9+sW5cviPByAaROmndLiJEz78PTiUavVxBADQI27pkWi9HPzzwAMMw5TBByEWp5ItMJtkN4jOSr59BsBfWL6hBOlUEDcCT+05xBxxjjckpu8yq7XPuQvFixYANEQ/etoPt/zud+OOzBxIA+d/RDkd+2KkqgmXX/99SQkJLTrNS738cTDpDMp0tXBxJLSJXAuOHo4OHjQ/+amHWFf9T7u+Vputbt5+M1s37qdKVOmUFNTw3nnnceSJUuIjY0NbJBeIjMzE6rlx/7yUhIV54ixsiT5zMEzw4uUNhiQdEwNJxb2FXnn2jTaG/mp+icALsm4JNx21wlUKhVGm5zk7Di0o92vW5gv/96TH2678xaifU60zkUjW0/UuGsU/yS3ys1uq3zzdLh5uCLaIBTzRDWpq97MD0Zy+ubQJ6rPKbfpYezBuNRxIXveQ/OnOgk9evQgJiYGJEiPSAfC7XenIjc3FwbA4ejDvLX5Lb8eOztbFnTYv38/FkvnXNMDSXl5OV98IXub3Hvvve16jdPtZOpHU/nLyr+0SJiCjQEJxxZ9Qa5853A5uGn+TTTaG8npm8Mk/SSmTp1KbW0tF1xwAUuWLJHfD0KEfv36Qa38eHux7wUd7HY73377LWihSFcEwMzsmT4/blekT1QfVG4VaGBb4Tav7HNx3mJcKhdUw51X3emVfXZHEhwJUAo1VTXt2r7aUs3a4rXyF3l0aPY0zMkRindarRaNRsNUpjKb2YxlrNK5sLd5LzbJRpQ6iv7m/i3MTg0Gg5JohfEeGrWGudPnnnKbPwz/AyajKWRbHrtVoqRSqZSqUoJbvsMfTpTapqCggD179qAaIN8d9rUseGscRgeRIyOR4iXy8/P9emxv8M477+BwODj33HNbmCqfiidWPMGKAyt4fv3zFNd3zineH2QlHJcID+Y5pb+s+gsbSzYSa4zlgbQHuHj6xdTV1ZGTk8M333zTafXMYMVgMBDrjgVgR0n77453lh9++IGGhgZizo7B4rLQN6YvY/t0XeEVX6JRa4h0RkId5Bd75/3sndXvAGA6YArPyJwB0xzTYB70rDm5kb0n3xR8g1tyQzmMHTiWXr16+TjC7oGnPLhOpyNeFU8ccWjVWkUWfLtFvgE0xDAEo+F4u6MwOxXJUhjvMmPwDJ456xli1bEtno/XxvOnzD9xeeblaLXakO0m6Ha1+kGDBrFx40Zia2O5dsi1DOs5LNAhBSW5ubmgBVV/FRKS3xOlx1c+TuNVjbBCnlMaMWKEX49/JjidTt56S67Atbea9G3ht/xtjSxX/+7l75Iem+6r8M6YzHhZhjqYTWd/OPiDIv//QNYD/PLKX9LY2Mj48eNZtGhRyMpYp0SkUEst+6p933on2u4SchKooy7cdnca7tfcz9MvPY31N2c+F+twOVhdvhrUMLXv1HDb3RmQkpICQHFx+25OLSo4Np8UbrvzKiJR0mq1aLVa1Gq13G53TO1OrVbTR9uHLF0WI00jlfkkSZKUSlR4Psk3qFQqLs24lLjyOHbU70AXryPCHcFg82CSEpNC1mhW0K5311deeaXdO7z//vs7HYw/EIIOxgIjHz3+UYCjCV5yc3MhHdwaNynRKQzv6V8zPUX5LrHrzSnl5uZSUlJCUlISM2eevhXpcP1hbp5/MwB3nX0X1w29ztchnhGK6Wwc7FkTfNdGkiQe+u4hJCQu7nUxz/7yWZqampg4cSILFy4kIiIi0CH6jOzEbHbm76RXf9/e5ZYkSUmURqSPoNnSHG67Ow0Z6RkAHDhw4Iz3VdFYAfuAeLj7irvPeH/dmdTUVAAOHz7cru3/Ou6v/OeF/+AodHD585f7MrRuh06nw2AwoNVqaaaZ1azG4XJwn+Y+JEniPPN5nKU5S1mYC9NZz/mkcKLkG4xGI3qdnixdFikxKVitVvQ6PSaTKeR9q9qVKL300kvt2plKpQr6RKmrSRsHgoqKClny9yL560syL/H7m4/ipZTQ9ZTvhIjDnXfeicFgOOW2DpeD67+6nipLFaN6jeLF6S/6I8QzIi02DY1Kg0vnYs/h4EuUVCoVC29YyB2f3sH3D39Pc1MzU6ZMITc3F7PZHOjwfMo5/c7hi9e+oPd1vX16nN27d1NUVITBYOCjWR9hNBlRq0L3g9IbpKenA95JlHb/uBv7J3YSEhOY/OLkM95fd0afpId7YGnE0nZtn/9TPo71DlJSUrpUp0NXwFMiXK1Vs8a1BpWkwua0oVPrcDgcijIeyDdsxPZC/S6cKHkflUqF2WxWhDLEuVar1YrJbyhXtdv1kxUVFfk6Dr8hKkp5eXm43C4O1R0iwZxAtCE6wJEFD4sXL8btdqMfoseOnUsH+H9YdWCiR6K0puskSjt37mTlypVoNBp+85vfnHb7Py//M2uL1xJtiObLa77EqA1+mVmtWkt6TDr7avdR4aqgrq4u6EQRdm3axfdzvqe5uZlp06bxv//9D5PJFOiwfE5mptwWWVBQ4NPjiGrSpEmTQrpC502qI6rhNihoKuiQuWlbfPnllwDM+MWMkF6g+IOBfQdCEjhw0GBrOK0dw6JFcuvdZZddFl6UexmRKOn1eiJVkWjQ4MJFvVTPUctRElwJxOtkvzsxiySMZg0GQ0hXNQKNmB3T6XS4XC6l5TEiIiLkE9Ru91vVv39/NBoNDQ0N5LybQ8YrGSwpXBLosIKK3NxcMEKSOQmT1sTkfv6/Y5kRl4FGpQED5Jfm43A4/B5DZ3jjjTcAuOqqq5SWjlORlZCFUWvkn1f8k/7x/X0dntdYeONCenzQAw4Efk7J5XKxcuVKXvrgJR7/4nGWLl3KpZdeSnNzMxdddBG5ubndIkkCj0TpcAG1llqfHWfhwoWghcHTBwe1QmMw0aNHD0gDd283ZWVlnd5PUXURX6yQFTWvueYab4XXbRmUMQiOCavuLTt1p8ntC27ns32fgR4uvzzcdudtVCqV0kKn0+oUifByezkvlb3EQ0cf4ojjSItODb1ej9FoVGaWwvgGz7ZIT+ENUWkKZTp1K+rw4cMsWLCAQ4cOYbfbW3zvxReDu3XIYDCQkZFBQUEBMW75LnhY+e44FouFpUuXghUWXrmQ/tn9idD7/46xXqOnf3x/8qvyccW62Ldvn9I2GazU1dXx4YcfAu0Xcfj1Wb/mkqxL6B3l21YpbzM4aTBD0odwtOgoe/fuZezYwKidzZ8/n9mzZ3P4yGG4HegDLAUscMkll/Cf//ynW5lBZmRkwC+gYUQDr699nT9N+ZPXj1FRUcH69eshC16sfZHV761m0x2bvH6cUCMz8ZgISjQU7i8kObl9Ro6tefS/j1J7Uy3Gn41htTsvEB0djbpejdvkZuv+rYxJG9PmdvlV+fxz6z/hXDD9aGLSpEl+jjT0EYmSSJaiiaaGGjY2bcQqWYlWR9Nb31uZTxLbhueTfI9er1dEMwCl7c5oNIZ8Ja/DidKyZcu44oor6NevH3l5eQwdOpQDBw4gSRJnnXWWL2L0OgMHDqSgoABzkzyvsLsynCgJli1bRnNzM6mpqYwcOTKgbzwDEwaSX5UPifJMRLAnSh988AFNTU0MGTKE8ePHn3Q7h8tBo72ROFMcQJdLkgQDBw5kxYoVAasozZ8/n5kzZyJJEkxGTpIswE75+7/85S+7VZIE8sBtFFE00MC24m0+OcbXX3+NJEnEjYujhhrOTz3fJ8cJNXpF9kLlUiFpJLbs20LOBTmd2s+3B2TvqvNSzgu33XkBlUqF2WGmkUZ2luw86XYL846ZzB6AaeOndbv3Fn8gWu/E/EsM8s3sFfUrABhqGopOq1O8k4RKnl6vD/n2r0AjjH3FnJLL5cJsNivnPpTpcBr4xz/+kd///vfs3LkTo9HIf/7zH4qLixk/fnyXaQMQC25nqRMIV5TgePvSiy++CFqYevnUgL/p3D3mbs4vPx8Kgl/5zu128/rrrwNwzz33nPLcPfL9I4yaN4pNJV33Lvzh+sPsSdsDlwZGGMXlcjF79mw5SYoALjj2jQVAvfym/tBDDylGhd2J3iY58S6o9M2c0sKFC0EDzanNAFyT3TXe9wONWqUmyiXPv+wo7pzP1c6yndRqa8EF9110nxej697EqeWbVvsqTi6rH5YF9z2eM0pqtVppvRMMNQ5VFuqAongnTGrD+A6tVqu0PLpcLjQaDREREd2iktfhRGnPnj3MmjULkE+cxWIhMjKSv/71rzzzzDNeD9AXCEGH2vxaAPIq83C6nQGMKLDMnz+f9PR0Jk6cyIoVK2Ag/DPhn0x+JbBqShdlXsTlfS+H2uBXvlu2bBn5+flER0dzyy23nHS73L25vLjhRQ7WHeRIwxE/Ruhd7C47q2yrYBTszfN/orR69erjcr5DkN/JSoBj+bQkSRQXF7N69Wq/xxZoxKzb4ab2yR13BJvNxpIlS6A/2FQ2ekf15rzU87x+nFAlSZcEQEFF55LYl5e8DIDusI7LpoYX696il0mW0y9uaNtLqcZSw+qDx95L8uHSS/0vcNRdEInPTtdOfuKnFt/7ovYLNjdvVmTBxYyMUGIL4ztEq51KpcLlcqHX6zGbzd2iktfhRCkiIgKbzQZA79692bfv+B2YyspK70XmQ0RF6cD2A0ToInC4HX4xaAxGRPtSCw+JLEADyxcvZ/78+QGLDWDw4MFA8FeUhCT4rbfeelIz06KaIm7NvRWAB859gKsGXeWn6LxP35i+aFVa0EJBeYHfKzelpaXHvxh67P82btK32K6bMDxF9jyrkWpwS26v7nvVqlU0NjZiHC23HV09+OqwLHgHSI2SBV6KG9tnbtqaBfkLABgbPTakDR79Tf+Y/lAKmoa2F9tL9i3BJbngKIzJHNPp+bIwp0elUrG2ei3zaudhpaU5c62rlhcOv8CGug1KoiSqSaG+WA8GRFIqZskMBkO3SFA7/Al37rnnsnbtWkC+q/L73/+ep59+ml/96lece+65Xg/QF4iK0qGDhxS/nu7YfteifUmgQk6UAApgzpw5AWtfkiSJmvgaGAN7Cvfgdnt30ectDhw4oMgl33132+aPdped6766jlprLef0OYd/TPmHP0P0Olq1low42UDTEeXwijdMR1AWKrFAX0ACdp1iu27E6KzR4AK32u31qqVou3NnyX+L4ba7jjGoxyCog7rqug6/9mD1QY7qj4IE905pn1hMmPYxOXUyzIPeu9ueF12Yf2w+Kdx253NUahUv7Tm1d+fbxW+j0hxfrHeHqkagUalUirmsXi8bzYYTpZPw4osvcs455wDw5JNPMnXqVD7//HPS0tJ47733vB6gL0hMTCQ+Xtbin5I0hUfHPUpmfGaAo/I/LdqXBL2RZz6swEEC3r70u3W/g0vBarZy8ODBgMVxKt58800kSWLq1KlKEt6ah797mB+P/EicMY7PZ36OXqP3c5TeJyvhWEYd7/85pZycHFJSUsAEFANFQMPx76tUKlJTU8nJ6dzAfFdm0AB5MQ54tVIuSZKcKKWDXW0nOTKZC/pecNrXhTnOIxc+Ai9B4+LGDt/4eelrefGoLdNy9fSrfRFetyUlJQXgxM/DY1jsFnAB+WFZcF+z/sh6yq3lp9ym0l7JroZdLcxmw/gWUUUyGo1Ky6NOpwt5xTvoRKKUkZHB8OFya4fZbOaNN95g+/btzJ8/n7S0NK8H6AtUKpXSfneW4yyenvw0w3oOC3BU/qfNtiRRTdoHuE+xnR9QqVQtjWeDcE7JYrHw7rvvAieXBF+Yt5CXN8qzBR9c9QFpsV3j7+R0ZMUf+2VJ8L+Xkkaj4eWXX4ZS4D3g0+PfE3cW586d2y0/QDMyMmTlv42gtXtPjWjnzp0cPHgQQ4mBFTet4LVLXgu33XWQPn36oNFosNvtHX5fbVrbBJ/AZO3kcNudlxGed4eKD7XZrvrr6F/Ds9Db3ZuRI0f6ObruRVlT+zzGap21SitYqKuuBQtCDtxgMHSb+SQ4A8NZu93O4cOHOXToUIt/XQVx5z/QZpmBpM22pAHH/i84zXZ+QrRGkhicc0qff/451dXVpKWlnXTA94K+F3D5gMt58LwHuXxg6NyNVKqwAagoAYwaNer4Fx5aLCkpKXz11VfMmDHD7zEFA2azmT55feAb0NZ4bwEh2kunTJ7ChMwJzBjcPc/vmaDVapVFeUfaVV0uFwvmL4ACeODyB3wUXfclJSUFboTau2r5Zu83J3x/0aJFYIPLL728WywMA0l77TKSTElh/yQ/YzAYiI2NJS4ujoiIiG5RTYJO+Cjl5+dz++23s27duhbPS5KkqGF0BURFac/ePRxpOMLuit1MTJ+IRt197kCL9iWl3SASufUOoEC+M5+SkhLQ9iXPRCnYKkqSJPHqq68CcNddd520ehFviif3+lx5GDiEUFrvoiFvr/9vODw570kwwpRxU/jTn/5EaWkpycnJ5OTkdMtKkieZmZmUlJRQWFiotEqfKSJRCrcenRn1l9eDFjbkb+CCC9rXuvjDDz9w9OhR4uPjw0anPiAmJgaNXoNL72L7ge1cOvj4Ta+jjUflRInw774/yOmbQ3JEMqVNJ6+49jD0YEzPMUrbXThR8g9arZaoKNnioDu1PHY4UbrtttvQarUsWrSI5OTkLvsL6llR6v9Kf6xOK4X3FSrSut0BjUbDM888w0033SQ/4QAWAQmgag6O9iXP1rs9O4KjouRyuVi9ejU//PADW7ZsQa/Xc/vtt5+w3bridZyXch4qlUr2h1CFVntATt8clkxdwvQLprO3h38rSs3NzXxs/xgegokDJzJhwgS/Hj/YycrKYtXGVawvXM9N3HTG+zt69CgbN26EqbAqZhXjjo5jSI8hXoi0++GOcoMedhxuv5fSA988AFNgcr9w252viHJFUUste8uOv5cVVheS9WoWTAXjZ8ZwkuoHNGoNf8v5G7d9e9tJt7kv6z5MBhMajSbcdudHhBEwyNWl7lJR6vBPuW3bNubNm8fFF1/MyJEjGTFiRIt/XQVRUcrbm8egBPlxd1S+E/LuGo0GbMBPwJLgaV/yrCjt2r2rpUJfAPD0nHriiScA+c3jhx9+aLHdF7u+4IJ/XsCtubd6XaI5WDDpTJw3TPbQOXr0KDU1NX479t8/+jvuGDcqt4r7rg4bb7YmIiMCHoF3ne96ZX+LFy9GUkloxmj4d96/Odp01Cv77Y700PcAoLCysF3bN9ma2K7fDuPggmlh8QxfkahLBGB/1X7luUX5x0xmXTB18lRMJlMgQut2XDXwKp7MfpJYdWyL55P0Sfwl+y9M7DURo9HYYuEexvdotVpMJhMmk6nbzCdBJypK2dnZXcYv6VRkZGSg1Wppbm4mPSKdbWxjd8XukJohOR3l5eU8++yzAPzrw3+R2js16NqXMuMzUavUuA1uGtwNlJaW0rt3+3qYvY3wnGqdrDU3NzNz5kwlsSyoKuDXC34NQO/I3iE98B4VFUWfPn0oKSkhLy/PbxYBb69/G/rBCMMIooxRfjlmV2J0/9GwB2xaG/W2eqIN0ad/0SlYuHAh9AOX3kWSOYkL0y70UqTdj77Rfcmvz2+3IfAri15B0kmoGlTcdcVdPo6u+5IckUwhhRxpOi6pryRKeXD5r7rP2iDQaLVaJvacSFJlEnua9yBFSiQZkxidNJqoiCilkqTRaIJindJdEBLhQLdKlDq8gnvmmWd4+OGHWblyJVVVVdTX17f411XQ6XT07y+32cU6YwHYXdm9Kkp//etfaWxs5Kxzz+KlhpfYqN3I9ddfz4QJE4LmzcegNfDpjE9JXZoKlsDNKbXpOdWKOXPm0GRr4tqvrqXB3kBO3xz+b9L/+TFK//Ovrf/C9gsbZPtPGGXdhnUcTZIrGg9d9JBfjtnVGD5wODTJj/fX7D/1xqfBarWydOlSyJa/njF4Rrea5fQ2A5JkxZwqZ1W7tv/ox48AGMQg9PqubysQrGTEy75wlU75RnCdtY5VB1fJ3wz7J/kVnU4n+/Xo9Aw0DOTciHMZFTcKjUqeR9LpdGH/pAAgFAZFktpd6HCiNGXKFDZs2MDkyZPp0aMHcXFxxMXFKUoYXQnRfqetlgtr3an1Li8vj3nz5gEQ+8tYtpZt5cUNL1LZHHzVwuuGXsdZSWeBK3DKd216TnkgSRLFxcXc8MENbCvbRpI5iX9f/W+06tDun95evp3KxEpI8Z/y3RPvPwGRYHAZuOassOFpW/Tv3x+OdUJuL95+RvtauXIlTZYm1EPkj4uwyeyZMSJNblFv0jedVvzI7rCzF/nv6pYxt/g8tu7MoF7yeqBR3YhbcrN031KcbidUwtkZZ3dL8+pAoVKplAW5wWDAaDS2mEcSX3enxXowILyUuot/kqDDq7gVK1b4Io6AIAQdLMUWiIM9FXtwS+6QbpUSPProo7hcLrJvz2b50eVo1Vq+uuYrkiKSAh1am2RnZ5ObmxuwilK7PE+GwsLShahQ8fGMj+kT3cf3gQUYRfnOT15KlZWVLD+6HJLh4rSL0WnCg+1tERkZidFixIqVzfs388sxv+z0voTJrNvoJtGcyPj08d4LtBsyqp8say/FSBw5ckSRC2+LeV/PQzJJqKwqZl85218hdkuGpQ2DrRBJJE32JhbmyyqP4WqS/9FoNErFyO12K5VUnU6n/OtuVY1gQghUdRc6nCiNHx86H5KiolS6qxTdhTqaHE0U1xWHjCHoyVi3bh3z589HlaFib6p8t/Kl6S+RkxY4GfBTcaThCGV9yuCswFWUTns30Qgc+yz9U86fmNZ/ms9jCgYU09l42Lvc9xWlt999G3eWLI4xZ/Icnx+vK5OkTaKYYnaV7ur0PiRJkhOlYzo9MwbNCPkqqa/JTMhE06TBVeWicH/hKROl99a9B2bIcGZgNpr9GGX3I71vOrwNmjgN5jfNfF3wtfyNPLj87+H5JH+j1WrR6XQ4HA70ej2SJCmS1J7/wvgPzwSpO1WUOvWT1tbW8sILL/DrX/+aO+64g5deeom6ujpvx+ZzREWpIK+ApyY9xXtXvHfGQ8/BjiRJPPTQQxADhpsMuHEza8Qs7hlzT6BDOyn5Vfn8q/JfMC5wM0rCc+pkd1FUNhVJy5O4NvtanpzwpH+DCyCK6Wwc/H97dx4fVXX/f/w1mexkgQSyQAIJW1gCiKCIGo0gguyGWKoUVMSKW3Hpt1ZbxaXuVaG1LqhFsD9FgdgSFxRZFEUEIQgYICwBQkhYAwkBsszc3x/jDEkAzTJLJnk/H488yNx7597PzcmE+cw553O279xOZWXlLz+hASwWC7NenwX/gkkRkxptYt9YdAi1feCz+/juep9j48aN5OXl4VviS6eWnUjvke6k6JqvVkGtuHLdlTAb9u09/3Bei8XCjuwdUAo3XHCDGyNsnuwJa1FREcUnirk59mb4EWIrY6svbi0uZzabHb1GPj4+mM1mfHx8MAwDHx8fx77m1KvRWPj7+ze7uZJ1TpR++OEHOnXqxMsvv8zRo0c5fPgwL730Ep06dWL9+vWuiNFl7IlSXl4ed/a5k8l9J9MqyLvmWdXVf//7X1Z9vwrTDSZOm0/TL7Yfr414rVH/wXGUCG8Jh44e8kjVRbPZzMyZM89ZzMH+s3v9wdf54PoPmtVE9/bh7fE3+4MvVAZXkpub67Jrffrpp+zZs4eIgAhen/J6sxgi2xB9Y/rCGog+GF3vc9gXmR0ePpztf9jO1R2vdlZ4zVpiYiIAu3fvPu8x33zzDaUflxL+VjgPjXvITZE1X2FhYY7FNPft28ep1afgIxg1YlSj/v+xqQoKCsLf3x+TyYTFYnHMiwkMDMTf31+9SeI2dX6ncd999zF69Gh2795NRkYGH330Ebm5uYwcOZJ7773XBSG6TmRkJG3a2Obk5OTkeDga16uoqODPf/4zWGBYm2G0DW1LxvgMgvwa99oQMSExtp4+HyDCc8PvrrvuOtq3b199Y1eI7hHdKNac8gSzj5mOrWzVoohw7Tylf/3rXwBMnjxZ65nUQkrXFPgU2FD/c9gTpVGjRjW7cemulJCQAMCu3PNXJJw/fz4A1425TsPu3CR4cDA8DH9Z+Zdqv/vifjWH2dkTpeZYdU08q149Sg8++GC11ZB9fX3505/+xA8//ODU4NzB3qu0cctGvt7zNRlbMjwckeu89dZb5OTk0KZNG+b9cR7b79lO+/D2v/5EDzOZTNUWnvVUorRu3Tr27t1LQEAAmZmZPD/7eQJ/F0jphFK6Xt7VIzE1Bp0jOmO2miHYdZXvtm/fzuf7P4eboOOIji65RlPTubNtWOT27dvr9fzCwkLWrF0DXeDqYepJcqacVjlwHywzLTvnfovFwrwV88AE11+vKoPuEhEaAf6QWZhJ3qk8goKCGDx4sKfDapbsc5SqVlmrOiRPiZK4S50TpbCwMPbu3XvW9ry8PEe3tTexF3T4Pud7rnznSm753y2/uFaOtyopKeEvr/wFgmD69OmEhYUR7Oc9n1ImtT6TKHlqntK///1vAMaNG8dV11zFOyff4bT1NAPiBtC9dXePxNQYvD/ufR7mYdjsuh6l1157DXoDiXDIdMgl12hqOnXqBAFwyHyI7fvrnix98skn0AGYAIMWDmqSfxc9JSIiAsLhsPXcw4gXfLmAI9cfwXSfictTL3dzdM1X+7AqHxyOhMGDB6v32kPs1e2Cg4MJDg52lAy3lwlvTsUExLPq/Js2fvx4br31Vj744APy8vLYt28f8+bNY8qUKdxwg/dNOLX3KB3edhizyUxxWTH5Jfkejsr5Hv37oxQNL8LvTj8GX+99n5A5epQiPdOjdOrUKd577z0Abr31Vu757B6yD2UTExLDf677T7Oal1RTiH8I3bvZEkVX9CiVlpby9ry3wbY+NDcke9/fGU8ICwvD/wZ/mApzvp9T5+dnZmY6Fpm9KuEqDbtzIvtaSif9T56zAMorX74CQJR/FGHBTbvAUGOSGJF45kEOjBgxwnPBNHNVh9vZP6Qxm82anyRuV+dE6e9//ztpaWlMmjSJhIQEOnTowM0330x6ejrPPfecK2J0KXuP0vat2x1rwjS1hWdz83L5R+E/IATatWlH+1aNf7hdTd1a29rJUz1KGRkZHD9+nISEBOJ6xzF7w2xMmHh/3PtEh9R/snxTYf/AwRU9Su+99x7FccXgA/1i+51Zu0l+VaRPJACb8jfV6XmnT5/miy+/cCRK1/fU8C9nujDxQts3LSE/v/oHc1arlTXFawAY02WMmyNrvjIyMpj3+rwzG3bAE088QUZG0x2O35j5+Pg4ijkYhoHJZHIMu6s69UPE1eqcKPn7+zNz5kyKiorYsGEDWVlZHD16lJdffpmAgABXxOhS9kQpJyfHMXyqKSVKhmFw7T+vxdrWim+5L0tvW+pVQ+7sUhNSyUzLhPdtFYmKi4vden37sLtbbrmF/2z6DwBDOg0hNSHVrXE0RsdPH+fxrY/D7+HQ4UMcPXrUaec2DMNWxCHZ9vjGXjc67dzNQVyLOAB2Ht1Zp+ctW7aMU61PQQi0DGzJoMRBrgiv2eoY8fM8u2D4aUf1da4+Wf4J5THlADww8gF3h9YsZWRkkJ6ezrFDx+Aj4GPgoG2eXnp6upIlD7CXAQfbnD17gmTvZRJxl3r/tgUHB9OrVy969+5NcLD3vfG2S0hIwM/Pj1OnThEfYFtHoSklSo99/BjbWmwDKzx/8fNn/oP2Mq2DWzOy10hiQmMA1xUNOJfc3FyWLVuGyWRi4qSJvLvxXQBu6nOT22JozEL8Q1i8azG0BcKd26u0atUqftz9I3QAEybG9xzvtHM3B13b2IqMFJwuqNPzqg67G9ttrK0EvDhNaEAofhW2N4Hrd1VfVmPm4pngAxFlEXSNar5FYtzFYrEwbdq0M3PwfgR+rktl33bvvfdisVg8E2AzZTabCQgIOOcisxp6J+5Uq0QpLS3N8Ql+WlraL355G19fX7p0sQ3lCS61JXxNJVFalbeKJ394EoCehT25b8x9Ho6o4Xr0sL17c+c8pXfeeQeAq6++mti4WG7uczMXxFzA2G5j3RZDY2b2MdOp1c8TiCKcm8RW7U26MuFK2oW1c9q5m4ML2l8AwHHz8VoXYzAMg8yPzyRK1/fQsDtXCDfCAfhp/5keJavVyjeHvwHg2sRrPRJXc7Ny5Ur27Tv/wr+GYZCXl8fKlSvdGJUA1RIje2+SkiRxt1olSuHh4Y6JvGFhYYSHh5/3yxvZ51dYD1gBW6Lk7RWeDMPg9wt+j+FjYMo2Mf/e+Z4OqcGW7FxCUf8i6Oi+eUoWi4XZs2cDtvV7An0DmZ46nazbs7xyCKOrdI6wlaIm0nk9SgcOHGDBggVwCAa0HsDvev3OKedtTi7pdgkAFl8LR0/Vbkjkhg0byDfyIRTCA8K1yKyLdAzsCHvhcOGZyndLvlpCWVwZAPdfe7+nQmtWCgpq19ta2+PEOaqWAjeZTNV6mETcqVYz4uxvFOHMp+tNiX2eUtGOIl6b/Bo92vTAwMCEd1d58l/oDy1hcvvJdO/u/eWrP875mKzgLOjsvh6lZcuWkZeXR8uWLRk7dqxbrumNukT8XGDBiT1Kb775JhUVFVwScQnf3fWdU87Z3CQnJcOHQJitoENql9RffU5mZibkw6Atg7h7+t0aduci0zpNY8KjE6i4ssKxLfOjTPgf9Bnbh77t+nowuuYjNjbWqceJ8wQEBNCiRQsCAgIwm834+PhofpK4XZ1/4wYNGsSxY8fO2l5cXMygQd454dfeo7Rz206m9p/KFR2uwMfk3S/GBQsWkPVtFi1WtOBvj/7N0+E4haPyXaT7epTsRRwmTJjA6sLVLMxeSFllmVuu7U0cleginNOjVFlZyRtvvAHAXXfd1eDzNVctW7YkeFMwfAGnD5+u1XMyMzMBmHDNBK7rfp0rw2vWEhISANi9ezdgG3b30cKPYC/8bcjfVI7dTVJSUoiLizvvz9tkMhEfH09KSoqbIxN7L1LVYXeqeCfuVudsYMWKFZSXl5+1/fTp0147htfeo+TOAgGuMjtrNm+sfYOHHnoIgP/7v/8jJibGw1E5R9VFZ3Nzczl16pRLr3f06FE++ugjwDbs7qmVT5E+P50XVr3g0ut6o6pD73bs2EFFRcUvP+FXLFq0iH379hGSGsKlwy51QoTNV++S3rAKTuSf+NVj9+/fzw8//IDJZNIaMi6WmGhbsycvP4/KykpWrVrF/v37CQsLY8iQIR6Orvkwm83MnDkT4Kxkyf54xowZmhvjAfZhdlar1TEUT8Tdap2ab9y40fF9dnY2hYWFjscWi4XFixfTrp13TrS29yjt37+fzfs2s/bQWsIDw0nr7l3FKb7f9z1TP5lKuaUcfCA6OpoHHmg65WUdi862AqvJSk5ODn369HHZ9d5//33Kysro06cPrTu2ZmnmUkAlqs+lS0QXAn0DKbOUUVlZSW5uLl271r9i17/+9S9oBydST3DBmxdw6P8OEeDrfcsPNAadO3dm9erV7Nix41eP/eSTT2AQtOrSij2Ve4hGa4S5SllgGdwHVn8re/fuZeZHM2EEDGw30CuX2vBmaWlpLFiwgGnTplUr7BAXF8eMGTO8slBVU2Cfn2S1WrXQrHhMrROlCy64AJPJhMlkOucQu6CgIP75z386NTh3admyJdHR0Rw4cICMHzKY/uN0ruxwpVclSgdOHGDch+Mot5Tjv9Of8h3lPP7a44SEhHg6NKdpG9qWEP8QTpSfgFa2eUquTJTefvttwNab9P82/T8MDFLap9CxlXeWWHel9uHtKX24lP79+pNFFlu3bq13orRlyxaWLVsGw2yPR3YdqSSpARI6J0A0rMxbyZ/58y8euyhzEfSBo+FHKTxR+IvHSsNEh0TDz/WPfsz5kU/zPoWLwGjt3YWEvFVaWhpjxoxh5cqVFBQUEBsbS0pKit6ce5DZbCYoKAjAMfxOxN1qnSjl5uZiGAYdO3ZkzZo1tGnTxrHP39+fqKgor/6D0q1bNw4cOIDPEdtoRG8qEV5hqeD6+deTX5JPpBHJkQ+PkNQ1iVtvvdXToTmVyWQiKTKJdQXroLVr5yllZWWRlZWFv78/N954I5fPuxzQ2knnYzKZMGEiKSmJrKysBs1TevXVV8EEAf0CKKNMPXgN5BvnC3fA0tNLf/G4U6dO8UX2F9APWvi24JpO17gpwuYpyC8I/3J/yv3LmfO/OZyMPwnAHal3eDiy5stsNpOamurpMORnPj4+BAYGAjiKOYi4W60TpQ4dOgC2saJNUVJSEl999RUndp/A5Gvi0MlDHCo9RJsWbX79yR72wBcPsHLvSkL8Qij5VwmUwXPPPdckJz0mtf45UYp0beU7e6XHsWPHsvP0TrYd2UaQbxDX99SaMr+kofP9SkpKmDNnDiRAmV8ZrQJb6Q17Aw3oOgD2QVlAGWWVZeftnVu6dCnlnW3zT8d0G0Ogb6A7w2yWWtKSgxxk0c5FcBn4Wn0ZljTM02GJNApVizcoURJPqfdvXXZ2NosXL2bRokXVvryV/Q3ezq07SWiZAMCWw+5b1LS+5v44l3+usQ15HLB/AOX7y7n88ssZPXq0hyNzjb9d9TfmXjAXVrmuR+n06dP85z//AWzD7ub8OAeA67pfR1hAmEuu2RTM/XEuswNmw6D6V7579913KSkpIewy28/5+h7Xqzx1A13U4yIoB0yQXXD+18yizEVnFpnVBwIul5GRQdGuIgCMAbbhdj47ffh00aeeDEuk0ahaXKMpfvAr3qHOidKuXbvo06cPycnJjBgxgrFjxzJ27Fiuu+46rrvOe0vJ2hOlbdu20aON7d2CNwy/KygpwISJ27vdzvLXlgPwwgsvNNnSsomtErmy75VgwPbt2xtcXe1cFi1aRFFREXFxcVx99dXsKtoFaNjdrzlZcZI9ZXsgpn49SoZh2Io4mHH0bNzQ6wZnh9nsREZGYj5uGxb93dZzr0dlGAYfff8RhEOQTxBDOw11Z4jNTkZGBunp6VQc+vnv18/vAcs3lpOenk5GRobnghNpJKr2IGl+knhKnROladOmkZiYyIEDBwgODuann37i66+/pn///qxYscIFIbqHvfJdTk6OY70eb0iUHrz8Qb6d/C175+7FarWSnp7OJZdc4umwXCo+Pp4WLVpQUVHBzp07nX5++9pJN998M2azmcW/W0z2ndkMThzs9Gs1JVUXnT1y5AiHDx+u0/O/+uorsrOzCegQgGE2aBfajpT2WrvEGcIsth669bnrz7l//fr1HI62tdeobqMI8gtyW2zNjcViYdq0aRiGAceq7gBybN/ee++9WCwWD0Qn0nj4+Pjg6+ur9ZPEo+qcKH333Xc88cQTtGnTxrFK8uWXX84zzzzDH/7wB1fE6BYdOnQgICCAsrIyokxRQONNlCqtlZysOOl4fGr7KT779DN8fX15+umnPRiZ6xmGwaPLH8X/d/4Q5Px5Snl5eXzxxReALVGy696mO2Yf7y1W4g6ORWdbAT51H373r3/9C4Cbrr6JA388wH9/+1/9zJ0k2t9W5nvbwXO3SWZmJhyGlidbMj55vDtDa3ZWrlx5pgT1oSo7coEy29+4vLw8r12XUMRZTCYTLVq0oEWLFpqfJB5T5988i8XiKDndunVr9u/fD9gSjYZUuvI0s9lMly62N3rtTrbji999wdzr5no4qnN7cMmDXPbvy8gtysVqtfKnP/0JgKlTpzruoakymUzM3TiXotgil1S+mzNnDoZhkJqaSlRcFMdOH3Pq+ZuyuLA4AswBYAbC65Yo5efnOxb3veuuuwgPDKd/2/4uirT5SWz58+KmJ/LOuT8zMxPWw8vdX+a6bt47hNobFBQUnHmwF3js568Fv3CcSDPl5+eHv7/mqYrn1DlRSk5Odiw+O2DAAJ5//nm+/fZbnnjiCTp29O71ZezzlA7uOsiQTkNoG9rWwxGd7b1N7/HS6pfYULiBDYUb+OCDD1i3bh2hoaE88sgjng7PLRwLz7Z2bo+S1Wp1VLubPHkyb2e9TczfY5i+fLrTrtGU+Zh86BTRyfYgom7zlGbNmoXFYuHSKy+ld+/eLoqw+UppnwJLoGVOy7P25efns379ekwmE8OHD2+y8xsbi9jY2HPvOF3L40RExG3qnCj99a9/dZQI/9vf/saePXtISUnh008/5R//+IfTA3Qn+zylxtoztqFwA1MWTQHg4csfZnjH4Tz88MMAPPjgg0RFRXkyPLdxJEqRzu1R+vrrr9m1axehoaGMGzeOOT/OocxSRlSL5vFzdYaq85Rq+zoqLy9n1qxZAJwceZJ+s/qxKm+Vq0Jslq7qeRV8C0fWHjlrX2ZmJnSH/pf1bzZ/QzwpJSWFuLi48yakJpOJ+Ph4UlI0P09ExNPqPDtu6NAz1ZA6duxIdnY2R48epVWrVl7/SWTVNWCW5y7ny11fkpqQypBOQzwcGRw5eYS0D9I4VXmKoZ2G8sRVT/CPmf9g9+7dtG3blvvuu8/TIbpNUuszPUpbv92K1Wp1yvhlexGHG264gR0lO9hQuAE/Hz9+m/zbBp+7uejZpidZe7PYa9lb6x6ljz76iMLCQqISoth0chOWUguRQZEujrR56dy5MwD79u3j1KlTjtXuAf7fsv8H42Ezm6mwVOBnVnUpVzKbzcycOZP09HRMJpOtqMPP7P+Hzpgxw6sXcBcRaSqcMjsuIiLC65MkqF4iPDMnk6e/eZrPdnzm4ahsk3snfjSR3GO5dGzVkffGvUfx8WKefPJJAJ544gmCg4M9HKX7VB16d+rUKfbs2dPgcx4/fpwFC2yTBCZPnszcH23z00YljSIyWG/aa+upwU/x7Y3fwnrbUgK1Kd9uL+LQf1J/LIaFC2MvPJMMi1NERkYSkhAC3WDV5jO9dSdPnuS7YlvJ8JR2KUqS3CQtLY0FCxbQrl27atvj4uJYsGABaWlpHopMRESqqnOPUmlpKc8++yxLly7l4MGDjmF4drt27XJacO7WtWtXAAoLC0lokQA0jsp3P+z/gc92fIa/2Z+Pxn9ERFAEDz72IEVFRfTs2ZObbmpe6/vY30SbIkwYPgZbtmwhMTGxQeecN28ep06domfPnlzY/0LGvDwG0NpJ9dGuXTtatGhBaWkpO3fudHwAcS6bNm1i5cqVmM1mjrQ9AoVwY/KNboy2eTCZTJhGmKANZG7OZPBFtlL3S5YswZJkK0N968BbPRlis5OWlsaYMWNYuXIlBQUFxMbGkpKSop4kEZFGpM6J0pQpU/jqq6+YOHEisbGxTaInyS4sLIy2bduyf/9+gk7YhqY0hkTJx+TDsM7DaBPcht7Rvdm7dy8zZ84E4Lnnnmt26wvEhcUR5BtEWXkZRqhBdnY2w4cPb9A57cPuJk+ezJJdSzhQeoA2wW24tvO1zgi5WTGZTCR1S2L9uvVs27btFxMle2/S0N8M5dPCTzFhUnlqF2nj14YSSsguOPM37Z3P34Fo8DV8GdFlhOeCa6bMZjOpqameDkNERM6jzu+wP/vsMz755BMuu+wyV8TjcUlJSezfv5/KgkoA8orzKC4rJiwgzGMx9Wvbj88mfIbFavvk95FHHqGsrIzU1NQGJwjeyMfkw/Z7tjPr5Vk8cfyJBle+27x5M2vWrMHX15ff/e53/OFr23pgN/a6UUOR6iFldgqbhm+CXbb5fmPGjDnncceOHePdd98FIP7aeNgFV3S4griwOHeG22x0CO3ALnax+/huwFblcUn+EoiGSyIvoYV/C88GKCIi0sjUeY5Sq1atiIiIcEUsjYL90++87XnEhtjKs2455NxFTevL7GNmw4YNjjeXzz//fJPq0auLdmHt6Nm9J9Dwynf2kuCjRo0iKiqKl4e+zAtDXuC2C29rcJzNUdGpIirMFb9a+W7OnDmcPHmSnj178v3J7wFbciqu0T2mOwAHKw4C8MMPP1DaoRSAqSlTPRaXiIhIY1XnROnJJ5/k0Ucf5eTJk66Ix+OqFnTo0aYH4Nnhd2/88Aa7j+5mxYoVvP/++9x2220YhsFvf/tbLrroIo/F1Rj06GFrny1btlSrHFUX5eXljsRz8uTJAMSGxvLHS/9Iz6iezgm0mekS+XOJ8Mjzr6VktVp59dVXAbjjjjt45IpHSO+Rzrju49wVZrNzYeKFAJzwOwHAnI/nQCT4WH0Y0+PcvX4iIiLNWZ2H3r344ovs3LmT6OhoEhIS8POrPjRp/fr1TgvOE+xrKW3dupXBUwazNHcpWw/XfuFMZ9p4YCNTP5kKlcALQNmZfVdccYVHYmosNh3YxJPZT8JoOL7oOAUFBbRtW/cFgj/55BMOHTpETEwMw4YNc0GkzU/nVrZS1ETA1u+3YhjGWT2fS5cuJScnh9DQUCZNmkRoaChp3VXpy5VSklNgDViCLRwtOcqqzFWwC+559h5C/EM8HZ6IiEijU+dEaezYsS4Io/Gw9yjt2LGDzIszue+S++jQsoNHYvnz/D/bvtlGtSQJ4K677iI6OrrZlpEtt5Qzf8t8zD3MWBZZ2LJlS70SJXsRh5tuuoldx3dx5yd3MrnvZA0Ba4CqPUpFRUUcPnyYNm3aVDvGXsTBniSJ63WJ6wKngCBYsHQBGzZswMfHh79e/1dPhyYiItIo1SlRqqy0FTiYPHky8fHxLgnI0+Lj4wkKCuLUqVNYi6yOhRrd7cTpEyzevxgCgPN00t17772MGTOmWZaT7RppK+VuCbRAoG2e0uDBg+t0jv379/Ppp58CcMsttzD3x7kszV1KgG+AEqUG6BJhS5R8o3yppJJt27ZVS5T27t1LZmYmAIMnDOaxFY9xY68bHW0qrmEymWi/tT17t+9l/g/zARg4cCCtW7f2cGQiIiKNU53mKPn6+vL3v/8di8Xiqng8zsfHx7Ge0vnmV7jD0/97GiPAgCLgHEtTGYZBXl4eK1eudHtsjUFoQCjtQn9erLE19ap89+6772K1Wrnsssvo0rUL7260zVXS2kkN0znC9uGCJdQCPme/jl5//XWsViuDBg3i6+Nf8/hXjzN9xXRPhNrsXOx3MWTDl8VfwgRIulYL+4qIiJxPnYs5DB48mBUrVrgglMbDPk9p27ZtzFg9g98u+C0/HfzJrTF8tOcj2zdZwC/UKSgoKHBLPI2RfeFZIute+c4wjGprJ63YvYK9x/cSHhDO6KTRzg61WWkX1o5eUb3oYOkAAdUr35WVlfHWW28BMPXOqXzw0wcA3JB8g0dibU4yMjL4/PPPbQ96A11gweIFZGRkeDQuERGRxqrOc5SuvfZaHnroITZv3ky/fv1o0aL62hujR3v/m0z7PKWtW7eyPXI7X+35ihFdRritCtrWw1vZemorWLElSr8gNjbWLTE1RkmRSSzLXWbrUdpUtx6lb7/9lpycHFq0aMH111/P3UvvBmB8z/EE+ga6Itxmw8fkw8Y7NvLaa69x56k7q/UozZ8/n0OHDhEXF0fLPi0p2FxAq8BWDOusQhqulJGRQXp6OkagASlAa6ASitcWk56ezoIFC5rtfEcREZHzqXOidMcddwDw0ksvnbXPZDI1iWF5VUuEJ49N5qs9X7m1RPjGAxsJ9gvGutNK2YkyjHN0KZlMJuLi4khJSXFbXI1NUuTPPUqt4eDBgxw5coTIyMhaPdfemzR+/HhMASYWZi8E4KYLNOzOWaq+juzsRRxuv/12Psz+EID0Hun4m/3dH2AzYbFYmDZtmq2Efgxgn8q3A1uRGFPznu8oIiJyPnUeeme1Ws/71RSSJKheIrxnm58XNT3svkTpNz1/Q8EDBbw85OVzrg9kL7U8Y8aMZv3Gplvrbvj6+BLUIgio/TylkpISPvzQ9iZ98uTJLMxeSGlFKV0iujAwbqDL4m1ukpKSwAy7du2ivLyc9evXs3r1avz8/Jg0eRILtiwANOzO1VauXMm+fftsD45W2fHzy6W5z3cUERE5nzonSlWdPn3aWXE0KvZiDocOHSIuMA5w/6KzYQFhTP3tVK699tqz9sXFxWmoDDAocRAnHz7JlfuvBGo/T2n+/PmUlpbStWtXLr30UmJDY0lNSOXmC24+a70fqZ//bv0vye8mY55gxmKxsHPnTkdvUnp6OhtKNnDs9DHahrblig7Ne00wV6s2j7EYW4GY09iWHTjfcSIiIlL3RMlisfDkk0/Srl07QkJC2LXLVpLtkUce4e2333Z6gJ4QEhJCXJwtQfI9ahuduKtoF6cqTrn82jlHchy9SFarlR9//BGAp59+mvfee4/ly5eTm5vb7JMkAD+zH35mP3r06AHUvkepahEHk8nENZ2uYflNy3no8odcFmtz0zKwJUWni/CNsr1+ZsyYwbvv2qoK3nXXXRSUFBAWEMb4nuMx+zTfXlF3qDaP0QBmAf/Eliyd7zgRERGpe6L01FNP8c477/D888/j739mXkGvXr0c1ayaAvv8igO7DhARFIHVsJJzJMel18wtyiXplST6v9mf05Wn+e6779i/fz9hYWHcf//93HDDDaSmpjbr4Xbn0r17d6B2PUrbtm3j22+/xWw2M2nSpGr71JvkPPYS4WXBZeADs2bNoqKiAj8/PwoLC7m9/+0c+OMB/nqFFjt1tZSUFOLi4s78fp8CSs/sN5lMxMfHN+v5jiIiIudS50Rp7ty5zJo1iwkTJlR7w967d2+PrjvkbPZEKScnhx5teuDn40decZ5Lr/l2lq1HLjIokkDfQBYssM3hGD16NAEBAS69trd6Zc0rvFTyEvSvXY/S7NmzAVv1xpiYGGatm8WBEwdcHWazs3rJaqjA9hem5ZntFRUVXH/99WRkZBDoG0hEUISHImw+zGYzM2fOBM7+MEDzHUVERM6vzolSfn4+nTt3Pmu71WqloqLCKUE1BlULOiz8zUJKHy5lZNeRLrtepbWS2Rtsb+Jvu/A2rFarI1FKT0932XW9XeGJQrYUb4EYyMvLo6Sk5LzHVlZWMmfOHMA27G71vtXc/vHtJL2SRFllmbtCbvIsFgv33XvfmcIBNXIho5XBtHunNZniL94gLS2NBQsW0K5du2rbNd9RRETk/OqcKPXs2fOc1ZHmz59P3759nRJUY1C1tHFUiyj8zH4uvd6n2z9lf8l+2gS3YUy3MaxZs4Z9+/YREhLC0KFDXXptb9atta2d/Nra2ueXejUXL15MYWEhbdq0YcSIEcz50ZY0jU4aTYCveuycxVFlzZ4oVa3YHgTcBfvG7OOz5Z95ILrmKy0tjd27d7N8+XLNdxQREamFOq+jNH36dCZOnEh+fj5Wq5WMjAy2bdvG3Llz+fjjj10Ro0fYe5R27NjhmFvhSm+ufxOAm/rchL/Z39GbNGrUKAIDtQDq+djXUjJF2oYQZWdnc9FFF53zWHuxkYkTJ2L1sfLBTx8Atp+5OI+jetqRnzdU7VHqAZiBCig5dP7eP3ENs9lMamqqp8MQERHxCnXuURo1ahQffPABn376KSaTiUcffZQtW7aQmZnJkCFDXBGjR7Rr144WLVpQWVnJTzk/MemjSVz85sWUW8qdfq19xfv4dPunAEy5cAqGYTgSpeuvv97p12tKklrbEqXygHIIOP88pQMHDjgS+VtuuYXMbZkcO32M+LB4rkq8ym3xNgeO6mn7sS1qeqjKzl4//7tJVdZERESkcatzjxLA0KFDm/xwMB8fH7p27UpWVhZ7duzhf9v+R3FZMduPbKdnVE+nXuv9Te9jNaxc0eEKklonsXbtWvbs2UOLFi0YNmyYU6/V1IQFhBETEkPhiUJoff7Kd//5z3+orKzk4osvJjk5mT+/92cAJvaeiI+pQcuJSQ32Kmv5W/IxsqssmBwGdLB9G3s0VlXWREREpFGr8zvEjh07cuTIkbO2Hzt2jI4dOzolqMai6jylHm1sa/W4YuHZ+wbeR+YNmTye+jhgm+8FMHLkSIKCgpx+vabGPk+JyHP3KBmG4Vg76dZbb+XAiQMs3rEYgEl9Jp11vDTMeausJQMmYA+88tQrqrImIiIijVqdE6Xdu3efs1pVWVkZ+fn5TgmqsaiWKLV2XaLk6+PLyK4jSU1IrTbsTtXuaqdH6x4khCWACXbt2sXp09VX0lyzZg3Z2dkEBQUxfvx41uSvwexjZkC7AY6he+Jc1aqsBWDru0627fv9wN+rgICIiIg0erUeerdo0SLH959//jnh4eGOxxaLhaVLl5KQkODU4DytaonwtFttb+yyDzs3UTIMo9qn7uvXryc3N5fg4GCGDx/u1Gs1Va8MfwWGQ+STkRRZi8jJyaF3796O/fbepPT0dMLDwxkVPoqCBwooKCnwVMjNQlpaGjOOz2Df3n1MbDORdw+9i6+PL09NeMrToYmIiIj8qlonSmPHjgVsQ2luuql6lTA/Pz8SEhJ48cUXnRqcp7l66N2BEwcY8NYAJvSawONXPY6vj6+jN2n48OEEBwc77VpNmT3R7N69O6tWrSI7O9uRKJ08eZL3338fsK2dZBcRFKHFTt2gTYs2AFzQ9wImRU9i88HNtA5u7eGoRERERH5drYfeWa1WrFYr7du35+DBg47HVquVsrIytm3bxsiRdVuQ9bXXXqN3796EhYURFhbGwIED+eyzM2urGIbBY489Rtu2bQkKCiI1NZWffvqpTtdoiC5dugBw5MgRYswxAGw7vI1Ka6VTzj/nxznsOb6HpblL8fXxxTAMx/wkVburu+49ugPV5yktXLiQkpISOnbsyBVXXEHRqSJPhdcsdYmwvYZyi3K5uuPV3HvJvZ4NSERERKSW6jxHKTc3l9atnfOJcFxcHM8++yw//PADP/zwA4MGDWLMmDGOZOj555/npZde4pVXXmHt2rXExMQwZMgQSkrcs/5KcHAwHTrYynSV5JcQFhBGQssEDpYebPC5DcNwrJ1024W3AfDjjz+yc+dOAgMDNeyuDgzDYNCcQbwf9z60rF75zj7s7pZbbsFiWOj2r25c8tYl5B3P81C0zYs9Udp+dLuHIxERERGpm3qVB1+6dClLly519CxVZX9jWhujRo2q9vipp57itddeY/Xq1fTo0YMZM2bwl7/8xTHxe86cOURHR/Pee+9x++231yf0OktKSmLPnj1sz9nO4f87jJ/ZOQvPrti9gh1HdxDiH8L45PHAmWp3w4cPJyQkxCnXaQ5MJhMHSw9ykpPQ+kyP0s6dO1mxYoVjuOjiHYsdSW5MSIwnQ242Okd0BuDznZ+TcySHrpFdPRyRiIiISO3UuUfp8ccf55prrmHp0qUcPnyYoqKial/1ZbFYmDdvHqWlpQwcOJDc3FwKCwu55pprHMcEBARw5ZVXsmrVqvOep6ysjOLi4mpfDWGfp7R161anJUmAozfpxuQbCfEPqTbsTtXu6s5RvS4ScnJyqKysZPbs2QBcc801xMfHM+fHOQBM6DXBqW0p59clsovj+80HN3swEhEREZG6qXOP0uuvv84777zDxIkTnRLApk2bGDhwIKdPnyYkJISPPvqIHj16OJKh6OjoasdHR0ezZ8+e857vmWee4fHHH3dKbFC9oIOzHDl5hIVbFgJwWz/bsLtNmzaxfft2AgIC6jzXSyAp0pYo+cb4UlFRQU5ODu+88w5gK+Jw9NRRMnMyAbipz03nO404WWxILIMTB1NcVsyILiM8HY6IiIhIrdW5R6m8vJxLL73UaQEkJSWxYcMGVq9ezR133MFNN91UbY5JtQUrObucdk0PPfQQx48fd3zl5TVsLkrVEuEbD2zksn9fxlVzrmrQOd/d+C7llnIuiLmAfrH9ABzV7oYNG0ZoaGiDzt8c2ROloDjbAr333HMP+fn5tGrVijFjxjBv8zzKLeX0ie5Dn5g+ngy1WTGZTHw56UvW3LaGAN8AT4cjIiIiUmt17lGaMmUK7733Ho888ohTAvD396dzZ9s8hv79+7N27VpmzpzJgw8+CEBhYSGxsbGO4w8ePHhWL1NVAQEBBAQ47w2ZvUdp165d+OHHqrxVBPoGYrFaMPuY63XOwYmDmdpvKgPiBmAymVTtzgnsQ+9OBJ4AYNmyZQBUVFTwySefMOeobdidepNEREREpDbqnCidPn2aWbNm8eWXX9K7d2/8/KrP9XjppZcaFJBhGJSVlZGYmEhMTAxLliyhb9++gK0366uvvuK5555r0DXqIjY2lpCQEE6cOIHlsIVA30BOV54m91iuY6J6XfWK7sVrI19zPM7Ozmbr1q34+/tr2F095XyXA4ARaoA/UG7bXlpayrjbx8HdYDaZubHXjZ4LUkRERES8Rp0TpY0bN3LBBRcAsHlz9cnZvzQk7lwefvhhrr32WuLj4ykpKWHevHmsWLGCxYsXYzKZuPfee3n66afp0qULXbp04emnnyY4OJgbb3Tfm12TyUS3bt344Ycf2J6znW6tu7GhcAPZh7LrnSjVZO9NGjp0KOHh4U45Z3NisVj4y/1/geHASSAQR6JkGAYcg8ilkdzzxD1Eh5y/N1JERERExK7OidLy5cuddvEDBw4wceJECgoKCA8Pp3fv3ixevJghQ4YA8Kc//YlTp05x5513UlRUxIABA/jiiy/cPofHniht27aNHl17OBKl0Umj63Se46eP88cv/sgtfW9hYNxAR2Jpn5+kanf1s3LlSvbt2wezznNAJRxZeYQrudKtcYmIiIiI96rXOkrO8vbbb//ifpPJxGOPPcZjjz3mnoDOo2pBhx6X9gAg+1D2Lz3lnN7b9B5vZb3Fqn2r2HyHrTduy5Yt/PTTT/j5+TF6dN0SL7EpKChw6nEiIiIiIrVOlOyLvv6ajIyMegfTWFUtET42aixQv0TJvnbSbRfedlZv0pAhQ2jZsmXDg22Gqhb7AMAMWH7+fjBQAaw/x3EiIiIiIudR60SpOc+dqdqj1L11d9qHtyehZUKdzrFu/zqyCrPwN/szsfeZNahU7a7hUlJSiIuLY5/PPvgNUAK8AQQAlwB+EHUiipSUFI/GKSIiIiLeo9aJ0uzZs10ZR6PWpUsXTCYTx44do6WlJXvuPf+Ct+dj700a130ckcGRgK2HatOmTfj6+mrYXQOYzWZmzpzJuN+PgxBsVe9MQA/ADzgMrz78KmZz/cq5i4iIiEjzU+cFZ5ujwMBAEhISAFtyU1cnyk/w3qb3AJhy4RTHdvuwu6uvvpqIiIiGB9qMpaWl8cEbH4AVW6IUBvy8ruyEnhMYN26cB6MTEREREW+jRKmW7POUtm7d6thWYamo1XM//OlDSspL6NSqE6kJqY7tqnbnXL8Z9xu6tbG105RnpkACmDDx7I3PejYwEREREfE6SpRqqWpBh3c2vEP036O5/ePba/VcPx8/OoR3YMqFU/Ax2X7kO3bsYMOGDZjNZsaOHeuqsJudpNa2+WSLShcBMLjjYOLC4jwZkoiIiIh4IY+WB/cmVQs6DPQfyMHSg7WufDexz0Qm9J5AuaXcsc3emzRo0CAiIyOdH3AzlRRpa6eDpQcBmNR7kifDEREREREvpR6lWqrao9SjzZm1lAzDqNXzfUw+BPoGOh6r2p1r2HuUAGJCYkjrXruy9iIiIiIiVSlRqiV7j1Jubi5xwXH4+vhSUl5Cfkn+eZ9zuvI0C7MXVutJAti1axfr16/XsDsX6BPdh0GJg3jkikfIuy+PFv4tPB2SiIiIiHghJUq1FB0dTXh4OFarlb25e+kS0QX45YVnM7ZkkD4/ncv+fVm17fZhd6mpqbRp08Z1QTdD/dr2Y+mkpTxx1RP4+mhkqYiIiIjUjxKlWjKZTOcdfnc+9rWTRnYZWW27qt2JiIiIiDRuSpTqoGpBh19LlLYf2c6K3SvwMfkwue9kx/Y9e/awdu1afHx8uO6661wftIiIiIiI1JkSpTqo2qN0UduLGJQ4yJEw1fTW+rcAGNZ5GPHh8Y7t9t6kK664gujoaBdHLCIiIiIi9aFJHHVQtUdpVNIoRiWNOudx5ZZy3vnxHQBuu/C2avs07E5EREREpPFTj1IdVO1R+qWy4JnbMjlYepCYkBhGdBnh2J6Xl8fq1asxmUykpalstYiIiIhIY6VEqQ46deqEj48PxcXFFBYWAlBcVkxJWUm1477N+xaAWy64BT+zn2P7woULAbj88suJjY11U9QiIiIiIlJXSpTqICAggI4dOwK24XeT/zeZ8GfDmfPjnGrHvTT0JTZO3cjdF99dbbsWmRURERER8Q5KlOqo6vC7mJAY4NyV73pF96JtaFvH4/z8fFatWgWgYXciIiIiIo2cEqU6+qUS4RarhaOnjp7zefZhd5dddhnt2rVzQ6QiIiIiIlJfSpTq6JcWnf1sx2e0fbEt0z6bdtbzVO1ORERERMR7KFGqo6o9St1ad8OEiUMnD3Go9BBvrn+TMksZvj7Vq64XFBTwzTffADBu3Di3xywiIiIiInWjRKmO7D1Ke/bswVRpIqFlAgBf7vqST3I+AWDKhVOqPScjIwPDMLjkkkuIj49HREREREQaNyVKddS6dWsiIiIwDIPt27c7ht/935L/w2JYuLz95XRv073ac1TtTkRERETEuyhRqiOTyVRt+N3IriO5te+t5JfkA3DbhbdVO/7AgQN8/fXXgIbdiYiIiIh4CyVK9VC1oMPU/lMZ33M8AOEB4aT3qF6swT7s7uKLL6ZDhw5uj1VEREREROpOiVI9VO1RAng7620Aftf7dwT7BVc7VtXuRERERES8j++vHyI1Ve1RApg5bCZ9Y/oyouuIascdPHiQFStWAEqURERERES8iRKleqjao2QYBtEh0Tx4+YNnHfff//4Xq9VKv379SExMdHeYIiIiIiJSTxp6Vw+dOnXC19eX0tJS8vPzz3ucqt2JiIiIiHgnJUr14OfnR6dOnYAzw+9qOnz4MMuXLwc07E5ERERExNsoUaqnmgUdavrvf/+LxWKhb9++jqRKRERERES8gxKleqpZ0KEmVbsTEREREfFeSpTq6Zd6lI4ePcrSpUsBJUoiIiIiIt5IiVI9/VKP0v/+9z8qKyvp3bs3Xbt2dXdoIiIiIiLSQEqU6sneo7R3715KS0ur7VO1OxERERER76ZEqZ4iIyNp3bo1ADk5OY7tRUVFfPnll4CG3YmIiIiIeCslSg1wruF3ixYtoqKiguTkZMd+ERERERHxLkqUGuBcBR1U7U5ERERExPspUWqAmj1Kx48f54svvgA0P0lERERExJspUWqAmj1KmZmZlJeX0717d3r06OHJ0EREREREpAGUKDWAvUcpJycHq9XqGHan3iQREREREe+mRKkBEhMT8fPz4+TJk2RnZ7N48WJA85NERERERLydEqUG8PX1pXPnzgC8+OKLlJWVkZSURHJysocjExERERGRhlCi1ED2eUpz584FIC0tDZPJ5MmQRERERESkgZQoNUBGRgZLly4FwGq1AvDvf/+bjIwMT4YlIiIiIiINpESpnjIyMkhPT6ekpKTa9oMHD5Kenq5kSURERETEiylRqgeLxcK0adMwDOOsffZt9957LxaLxd2hiYiIiIiIEyhRqoeVK1eyb9++8+43DIO8vDxWrlzpxqhERERERMRZlCjVQ0FBgVOPExERERGRxkWJUj3ExsY69TgREREREWlclCjVQ0pKCnFxcectA24ymYiPjyclJcXNkYmIiIiIiDMoUaoHs9nMzJkzAc5KluyPZ8yYgdlsdntsIiIiIiLScEqU6iktLY0FCxbQrl27atvj4uJYsGABaWlpHopMREREREQaymScq8Z1E1JcXEx4eDjHjx8nLCzM6ee3WCysXLmSgoICYmNjSUlJUU+SiIiIiEgjVJfcwNdNMTVZZrOZ1NRUT4chIiIiIiJOpKF3IiIiIiIiNShREhERERERqUGJkoiIiIiISA1KlERERERERGpQoiQiIiIiIlKDEiUREREREZEalCiJiIiIiIjUoERJRERERESkBiVKIiIiIiIiNShREhERERERqUGJkoiIiIiISA1KlERERERERGpQoiQiIiIiIlKDr6cDcDXDMAAoLi72cCQiIiIiIuJJ9pzAniP8kiafKB05cgSA+Ph4D0ciIiIiIiKNQUlJCeHh4b94TJNPlCIiIgDYu3fvr/4wGuKiiy5i7dq1Ljt/U7lGcXEx8fHx5OXlERYW5rLrNIWflTuuofZoXNdQezSua6g9Gtc11B6N6xpqj8Z1DbVH7RmGQb9+/Wjbtu2vHtvkEyUfH9s0rPDwcJf+4pjNZpeevyldAyAsLEzt0UiuAWqPxnQNUHs0pmuA2qMxXQPUHo3pGqD2aEzXALVHbfn7+ztyhF+iYg5Octddd+kajUhT+VmpPZrfNdyhqfys1B7N7xru0FR+VmqP5ncNd2gqP6vaXsNk1GYmkxcrLi4mPDyc48ePuyWTl1+m9mhc1B6Ni9qjcVF7NC5qj8ZF7dG4qD1co8n3KAUEBDB9+nQCAgI8HYqg9mhs1B6Ni9qjcVF7NC5qj8ZF7dG4qD1co8n3KImIiIiIiNRVk+9REhERERERqSslSiIiIiIiIjUoURIREREREalBiZKIiIiIiEgNjT5ReuaZZ7jooosIDQ0lKiqKsWPHsm3btmrHGIbBY489Rtu2bQkKCiI1NZWffvqp2jFlZWXcc889tG7dmhYtWjB69Gj27dtX7ZiEhARMJlO1rz//+c8uv0dv4s72APjkk08YMGAAQUFBtG7dmrS0NJfen7dxV3usWLHirNeG/cvVK3R7E3e+PnJychgzZgytW7cmLCyMyy67jOXLl7v8Hr2JO9tj/fr1DBkyhJYtWxIZGcnvf/97Tpw44fJ79CbOao9Zs2aRmppKWFgYJpOJY8eOnXWtoqIiJk6cSHh4OOHh4UycOPGcxzVn7myPp556iksvvZTg4GBatmzpwrvyXu5qj927d3PrrbeSmJhIUFAQnTp1Yvr06ZSXl7v6Fr2T0cgNHTrUmD17trF582Zjw4YNxogRI4z27dsbJ06ccBzz7LPPGqGhocbChQuNTZs2GePHjzdiY2ON4uJixzFTp0412rVrZyxZssRYv369cdVVVxl9+vQxKisrHcd06NDBeOKJJ4yCggLHV0lJiVvvt7FzZ3ssWLDAaNWqlfHaa68Z27ZtM7Zu3WrMnz/frffb2LmrPcrKyqq9LgoKCowpU6YYCQkJhtVqdft9N1bufH107tzZGD58uPHjjz8aOTk5xp133mkEBwcbBQUFbr3nxsxd7ZGfn2+0atXKmDp1qrF161ZjzZo1xqWXXmqMGzfO7ffcmDmrPV5++WXjmWeeMZ555hkDMIqKis661rBhw4zk5GRj1apVxqpVq4zk5GRj5MiR7rhNr+HO9nj00UeNl156ybj//vuN8PBwN9yd93FXe3z22WfGzTffbHz++efGzp07jf/9739GVFSU8cADD7jrVr1Ko0+Uajp48KABGF999ZVhGIZhtVqNmJgY49lnn3Ucc/r0aSM8PNx4/fXXDcMwjGPHjhl+fn7GvHnzHMfk5+cbPj4+xuLFix3bOnToYLz88svuuZEmwlXtUVFRYbRr185466233Hg33s+Vr4+qysvLjaioKOOJJ55w4d14P1e1x6FDhwzA+Prrrx3HFBcXG4Dx5ZdfuuPWvJKr2uONN94woqKiDIvF4jgmKyvLAIzt27e749a8Un3ao6rly5ef841gdna2ARirV692bPvuu+8MwNi6datrbqYJcFV7VDV79mwlSrXkjvawe/75543ExESnxd6UNPqhdzUdP34cgIiICAByc3MpLCzkmmuucRwTEBDAlVdeyapVqwBYt24dFRUV1Y5p27YtycnJjmPsnnvuOSIjI7ngggt46qmn1BX5K1zVHuvXryc/Px8fHx/69u1LbGws11577VldzFKdq18fdosWLeLw4cPcfPPNLrqTpsFV7REZGUn37t2ZO3cupaWlVFZW8sYbbxAdHU2/fv3cdXtex1XtUVZWhr+/Pz4+Z/5LDQoKAuCbb75x7U15sfq0R2189913hIeHM2DAAMe2Sy65hPDw8Dqdp7lxVXtI/bizPY4fP+64jlTnVYmSYRjcf//9XH755SQnJwNQWFgIQHR0dLVjo6OjHfsKCwvx9/enVatW5z0GYNq0acybN4/ly5dz9913M2PGDO68805X3pJXc2V77Nq1C4DHHnuMv/71r3z88ce0atWKK6+8kqNHj7r0vryVq18fVb399tsMHTqU+Ph4Z99Gk+HK9jCZTCxZsoSsrCxCQ0MJDAzk5ZdfZvHixRr/fx6ubI9BgwZRWFjICy+8QHl5OUVFRTz88MMAFBQUuPS+vFV926M2CgsLiYqKOmt7VFRUnc7TnLiyPaTu3NkeO3fu5J///CdTp06tf8BNmK+nA6iLu+++m40bN57zEzqTyVTtsWEYZ22rqeYx9913n+P73r1706pVK9LT0x29TFKdK9vDarUC8Je//IVx48YBMHv2bOLi4pg/fz633367M26hSXH168Nu3759fP7553z44YcNC7iJc2V7GIbBnXfeSVRUFCtXriQoKIi33nqLkSNHsnbtWmJjY513I02EK9ujZ8+ezJkzh/vvv5+HHnoIs9nMH/7wB6KjozGbzc67iSbE2e3xa+eo73maC1e3h9SNu9pj//79DBs2jOuvv54pU6bU6xxNndf0KN1zzz0sWrSI5cuXExcX59geExMDcFY2ffDgQUfWHRMT4/iU73zHnMsll1wCwI4dO5xyD02Jq9vD/kavR48ejv0BAQF07NiRvXv3Ov+GvJw7Xx+zZ88mMjKS0aNHO/s2mgxXt8eyZcv4+OOPmTdvHpdddhkXXnghr776KkFBQcyZM8eVt+aV3PH6uPHGGyksLCQ/P58jR47w2GOPcejQIRITE111W16rIe1RGzExMRw4cOCs7YcOHarTeZoLV7eH1I272mP//v1cddVVDBw4kFmzZjUs6Cas0SdKhmFw9913k5GRwbJly876TycxMZGYmBiWLFni2FZeXs5XX33FpZdeCkC/fv3w8/OrdkxBQQGbN292HHMuWVlZAPp0tgp3tUe/fv0ICAioVhqzoqKC3bt306FDB1feoldx9+vDMAxmz57NpEmT8PPzc+GdeSd3tcfJkycBqs2JsT+298aKZ/7/iI6OJiQkhA8++IDAwECGDBniorvzPs5oj9oYOHAgx48fZ82aNY5t33//PcePH6/TeZo6d7WH1I472yM/P5/U1FQuvPBCZs+efdb/JVKF6+tFNMwdd9xhhIeHGytWrKhWmvjkyZOOY5599lkjPDzcyMjIMDZt2mTccMMN5yzvGhcXZ3z55ZfG+vXrjUGDBlUr77pq1SrjpZdeMrKysoxdu3YZH3zwgdG2bVtj9OjRbr/nxsxd7WEYhjFt2jSjXbt2xueff25s3brVuPXWW42oqCjj6NGjbr3nxsyd7WEYhvHll18agJGdne22e/Qm7mqPQ4cOGZGRkUZaWpqxYcMGY9u2bcYf//hHw8/Pz9iwYYPb77uxcufr45///Kexbt06Y9u2bcYrr7xiBAUFGTNnznTr/TZ2zmqPgoICIysry3jzzTcd1R+zsrKMI0eOOI4ZNmyY0bt3b+O7774zvvvuO6NXr14qD16DO9tjz549RlZWlvH4448bISEhRlZWlpGVlaUlWKpwV3vk5+cbnTt3NgYNGmTs27ev2rXkbI0+UQLO+TV79mzHMVar1Zg+fboRExNjBAQEGFdccYWxadOmauc5deqUcffddxsRERFGUFCQMXLkSGPv3r2O/evWrTMGDBhghIeHG4GBgUZSUpIxffp0o7S01F236hXc1R6GYStB/cADDxhRUVFGaGiocfXVVxubN292x216DXe2h2EYxg033GBceumlrr4tr+XO9li7dq1xzTXXGBEREUZoaKhxySWXGJ9++qk7btNruLM9Jk6caERERBj+/v5G7969jblz57rjFr2Ks9pj+vTpv3qeI0eOGBMmTDBCQ0ON0NBQY8KECbUqk9ycuLM9brrppnMes3z5cvfcrBdwV3vMnj37vNeSs5kMwzDq0xMlIiIiIiLSVGlQooiIiIiISA1KlERERERERGpQoiQiIiIiIlKDEiUREREREZEalCiJiIiIiIjUoERJRERERESkBiVKIiIiIiIiNShREhERERERqUGJkoiIiIiISA1KlERExKsYhsHVV1/N0KFDz9r36quvEh4ezt69ez0QmYiINCVKlERExKuYTCZmz57N999/zxtvvOHYnpuby4MPPsjMmTNp3769U69ZUVHh1POJiEjjp0RJRES8Tnx8PDNnzuSPf/wjubm5GIbBrbfeyuDBg7n44osZPnw4ISEhREdHM3HiRA4fPux47uLFi7n88stp2bIlkZGRjBw5kp07dzr27969G5PJxIcffkhqaiqBgYH85z//8cRtioiIB5kMwzA8HYSIiEh9jB07lmPHjjFu3DiefPJJ1q5dS//+/bntttuYNGkSp06d4sEHH6SyspJly5YBsHDhQkwmE7169aK0tJRHH32U3bt3s2HDBnx8fNi9ezeJiYkkJCTw4osv0rdvXwICAmjbtq2H71ZERNxJiZKIiHitgwcPkpyczJEjR1iwYAFZWVl8//33fP75545j9u3bR3x8PNu2baNr165nnePQoUNERUWxadMmkpOTHYnSjBkzmDZtmjtvR0REGhENvRMREa8VFRXF73//e7p37851113HunXrWL58OSEhIY6vbt26ATiG1+3cuZMbb7yRjh07EhYWRmJiIsBZBSD69+/v3psREZFGxdfTAYiIiDSEr68vvr62/86sViujRo3iueeeO+u42NhYAEaNGkV8fDxvvvkmbdu2xWq1kpycTHl5ebXjW7Ro4frgRUSk0VKiJCIiTcaFF17IwoULSUhIcCRPVR05coQtW7bwxhtvkJKSAsA333zj7jBFRMQLaOidiIg0GXfddRdHjx7lhhtuYM2aNezatYsvvviCyZMnY7FYaNWqFZGRkcyaNYsdO3awbNky7r//fk+HLSIijZASJRERaTLatm3Lt99+i8ViYejQoSQnJzNt2jTCw8Px8fHBx8eHefPmsW7dOpKTk7nvvvt44YUXPB22iIg0Qqp6JyIiIiIiUoN6lERERERERGpQoiQiIiIiIlKDEiUREREREZEalCiJiIiIiIjUoERJRERERESkBiVKIiIiIiIiNShREhERERERqUGJkoiIiIiISA1KlERERERERGpQoiQiIiIiIlKDEiUREREREZEa/j/EE6X4ozZA8QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fit = ExponentialSmoothing(\n",
    "    aust,\n",
    "    seasonal_periods=4,\n",
    "    trend=\"add\",\n",
    "    seasonal=\"mul\",\n",
    "    initialization_method=\"estimated\",\n",
    ").fit()\n",
    "simulations = fit.simulate(8, repetitions=100, error=\"mul\")\n",
    "\n",
    "ax = aust.plot(\n",
    "    figsize=(10, 6),\n",
    "    marker=\"o\",\n",
    "    color=\"black\",\n",
    "    title=\"Forecasts and simulations from Holt-Winters' multiplicative method\",\n",
    ")\n",
    "ax.set_ylabel(\"International visitor night in Australia (millions)\")\n",
    "ax.set_xlabel(\"Year\")\n",
    "fit.fittedvalues.plot(ax=ax, style=\"--\", color=\"green\")\n",
    "simulations.plot(ax=ax, style=\"-\", alpha=0.05, color=\"grey\", legend=False)\n",
    "fit.forecast(8).rename(\"Holt-Winters (add-mul-seasonal)\").plot(\n",
    "    ax=ax, style=\"--\", marker=\"o\", color=\"green\", legend=True\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Simulations can also be started at different points in time, and there are multiple options for choosing the random noise."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fit = ExponentialSmoothing(\n",
    "    aust,\n",
    "    seasonal_periods=4,\n",
    "    trend=\"add\",\n",
    "    seasonal=\"mul\",\n",
    "    initialization_method=\"estimated\",\n",
    ").fit()\n",
    "simulations = fit.simulate(\n",
    "    16, anchor=\"2009-01-01\", repetitions=100, error=\"mul\", random_errors=\"bootstrap\"\n",
    ")\n",
    "\n",
    "ax = aust.plot(\n",
    "    figsize=(10, 6),\n",
    "    marker=\"o\",\n",
    "    color=\"black\",\n",
    "    title=\"Forecasts and simulations from Holt-Winters' multiplicative method\",\n",
    ")\n",
    "ax.set_ylabel(\"International visitor night in Australia (millions)\")\n",
    "ax.set_xlabel(\"Year\")\n",
    "fit.fittedvalues.plot(ax=ax, style=\"--\", color=\"green\")\n",
    "simulations.plot(ax=ax, style=\"-\", alpha=0.05, color=\"grey\", legend=False)\n",
    "fit.forecast(8).rename(\"Holt-Winters (add-mul-seasonal)\").plot(\n",
    "    ax=ax, style=\"--\", marker=\"o\", color=\"green\", legend=True\n",
    ")\n",
    "plt.show()"
   ]
  }
 ],
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