{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 準備\n",
    "\n",
    "必要なパッケージをインストールする。\n",
    "```bash\n",
    "$ conda install -c conda-forge cartopy metpy\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 標準大気\n",
    "高層観測データを扱う前に,国際(米国)標準大気の気温分布をプロットして,matploblibの簡単な使い方について学ぶ。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1049628d0>]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "T = [15.0, -56.5, -56.5, -44.5, -2.5, -2.5, -58.5, -86.2]\n",
    "h = [0., 11, 20., 32., 47, 51., 71, 84.852]\n",
    "ax.plot(T, h)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 高層気象観測データ\n",
    "ここでは,[Metpy Air Sounding Tutorial](https://unidata.github.io/MetPy/latest/tutorials/upperair_soundings.html)\n",
    "に基づいて高層気象観測の解析と描画を行う。\n",
    "\n",
    "* [ラジオゾンデによる高層気象観測](https://www.jma.go.jp/jma/kishou/know/upper/kaisetsu.html)\n",
    "\n",
    "## データの取得\n",
    "[気象庁](http://www.data.jma.go.jp/obd/stats/etrn/upper/index.php)からも,日本の高層気象観測データは取得できるが,扱いにくいので,この実習では[Wyoming大学](http://weather.uwyo.edu/upperair/sounding.html)\n",
    "にアーカイブされている観測データを取得する。手順は次の通り。\n",
    "\n",
    "1. [`urllib`](https://docs.python.org/3/library/urllib.request.html)でサーバからデータを取得する。\n",
    "2. [`Beautifulsoup4`](https://www.crummy.com/software/BeautifulSoup/)でHTMLを解析する。\n",
    "3. [`io`](https://docs.python.org/3/library/io.html)で文字列をテキストストリームに変換する。\n",
    "3. [`pandas`](https://pandas.pydata.org)でデータを読み取る。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from urllib.request import urlopen\n",
    "from bs4 import BeautifulSoup\n",
    "import io\n",
    "import pandas as pd\n",
    "url = \"http://weather.uwyo.edu/cgi-bin/sounding?region=seasia&TYPE=TEXT%3ALIST&YEAR=2018&MONTH=09&FROM=0400&TO=0400&STNM=47778\"\n",
    "response = urlopen(url)\n",
    "html = response.read().decode(\"utf8\")\n",
    "soup = BeautifulSoup(html, \"html.parser\")\n",
    "s = soup.pre.string\n",
    "f = io.StringIO(s)\n",
    "col_names = ['pressure', 'height', 'temperature', 'dewpoint', 'direction', 'speed']\n",
    "df = pd.read_fwf(f, skiprows=5, usecols=[0, 1, 2, 3, 6, 7], names=col_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pressure</th>\n",
       "      <th>height</th>\n",
       "      <th>temperature</th>\n",
       "      <th>dewpoint</th>\n",
       "      <th>direction</th>\n",
       "      <th>speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>990.0</td>\n",
       "      <td>75</td>\n",
       "      <td>27.4</td>\n",
       "      <td>24.7</td>\n",
       "      <td>120.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>972.0</td>\n",
       "      <td>236</td>\n",
       "      <td>26.1</td>\n",
       "      <td>23.8</td>\n",
       "      <td>125.0</td>\n",
       "      <td>47.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>925.0</td>\n",
       "      <td>671</td>\n",
       "      <td>22.6</td>\n",
       "      <td>21.4</td>\n",
       "      <td>145.0</td>\n",
       "      <td>54.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>850.0</td>\n",
       "      <td>1405</td>\n",
       "      <td>17.8</td>\n",
       "      <td>17.3</td>\n",
       "      <td>155.0</td>\n",
       "      <td>66.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>775.0</td>\n",
       "      <td>2192</td>\n",
       "      <td>13.2</td>\n",
       "      <td>12.4</td>\n",
       "      <td>163.0</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>754.0</td>\n",
       "      <td>2422</td>\n",
       "      <td>12.4</td>\n",
       "      <td>10.9</td>\n",
       "      <td>165.0</td>\n",
       "      <td>74.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>700.0</td>\n",
       "      <td>3046</td>\n",
       "      <td>10.4</td>\n",
       "      <td>6.9</td>\n",
       "      <td>165.0</td>\n",
       "      <td>74.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>696.0</td>\n",
       "      <td>3094</td>\n",
       "      <td>10.4</td>\n",
       "      <td>5.5</td>\n",
       "      <td>165.0</td>\n",
       "      <td>74.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>654.0</td>\n",
       "      <td>3608</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2.1</td>\n",
       "      <td>165.0</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>628.0</td>\n",
       "      <td>3939</td>\n",
       "      <td>4.3</td>\n",
       "      <td>2.8</td>\n",
       "      <td>165.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>619.0</td>\n",
       "      <td>4057</td>\n",
       "      <td>3.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>165.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>572.0</td>\n",
       "      <td>4696</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>163.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>514.0</td>\n",
       "      <td>5550</td>\n",
       "      <td>-2.6</td>\n",
       "      <td>-2.8</td>\n",
       "      <td>160.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>500.0</td>\n",
       "      <td>5770</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>-3.8</td>\n",
       "      <td>160.0</td>\n",
       "      <td>82.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>474.0</td>\n",
       "      <td>6190</td>\n",
       "      <td>-5.9</td>\n",
       "      <td>-6.5</td>\n",
       "      <td>160.0</td>\n",
       "      <td>79.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>473.0</td>\n",
       "      <td>6207</td>\n",
       "      <td>-6.1</td>\n",
       "      <td>-12.1</td>\n",
       "      <td>160.0</td>\n",
       "      <td>79.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>470.0</td>\n",
       "      <td>6257</td>\n",
       "      <td>-6.9</td>\n",
       "      <td>-14.9</td>\n",
       "      <td>160.0</td>\n",
       "      <td>79.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>429.0</td>\n",
       "      <td>6962</td>\n",
       "      <td>-11.9</td>\n",
       "      <td>-14.9</td>\n",
       "      <td>160.0</td>\n",
       "      <td>74.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>425.0</td>\n",
       "      <td>7034</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>-13.8</td>\n",
       "      <td>160.0</td>\n",
       "      <td>74.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>420.0</td>\n",
       "      <td>7124</td>\n",
       "      <td>-9.9</td>\n",
       "      <td>-12.5</td>\n",
       "      <td>164.0</td>\n",
       "      <td>74.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>400.0</td>\n",
       "      <td>7500</td>\n",
       "      <td>-10.9</td>\n",
       "      <td>-13.4</td>\n",
       "      <td>180.0</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>387.0</td>\n",
       "      <td>7751</td>\n",
       "      <td>-12.2</td>\n",
       "      <td>-14.8</td>\n",
       "      <td>180.0</td>\n",
       "      <td>74.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>369.0</td>\n",
       "      <td>8112</td>\n",
       "      <td>-14.1</td>\n",
       "      <td>-16.8</td>\n",
       "      <td>185.0</td>\n",
       "      <td>68.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>325.0</td>\n",
       "      <td>9077</td>\n",
       "      <td>-19.1</td>\n",
       "      <td>-22.2</td>\n",
       "      <td>194.0</td>\n",
       "      <td>63.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>300.0</td>\n",
       "      <td>9670</td>\n",
       "      <td>-22.7</td>\n",
       "      <td>-26.4</td>\n",
       "      <td>200.0</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>277.0</td>\n",
       "      <td>10250</td>\n",
       "      <td>-26.7</td>\n",
       "      <td>-32.7</td>\n",
       "      <td>200.0</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>250.0</td>\n",
       "      <td>10980</td>\n",
       "      <td>-32.7</td>\n",
       "      <td>-37.4</td>\n",
       "      <td>200.0</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>236.0</td>\n",
       "      <td>11384</td>\n",
       "      <td>-36.3</td>\n",
       "      <td>-40.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>222.0</td>\n",
       "      <td>11806</td>\n",
       "      <td>-40.1</td>\n",
       "      <td>-43.1</td>\n",
       "      <td>203.0</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>210.0</td>\n",
       "      <td>12181</td>\n",
       "      <td>-43.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>205.0</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>200.0</td>\n",
       "      <td>12510</td>\n",
       "      <td>-46.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>210.0</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>180.0</td>\n",
       "      <td>13197</td>\n",
       "      <td>-52.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>207.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>165.0</td>\n",
       "      <td>13742</td>\n",
       "      <td>-57.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>205.0</td>\n",
       "      <td>39.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>150.0</td>\n",
       "      <td>14340</td>\n",
       "      <td>-63.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>205.0</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>133.0</td>\n",
       "      <td>15063</td>\n",
       "      <td>-69.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>210.0</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>125.0</td>\n",
       "      <td>15436</td>\n",
       "      <td>-71.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>220.0</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>119.0</td>\n",
       "      <td>15725</td>\n",
       "      <td>-72.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>225.0</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>113.0</td>\n",
       "      <td>16028</td>\n",
       "      <td>-72.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>255.0</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>107.0</td>\n",
       "      <td>16348</td>\n",
       "      <td>-73.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>265.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>101.0</td>\n",
       "      <td>16686</td>\n",
       "      <td>-73.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    pressure  height  temperature  dewpoint  direction  speed\n",
       "0     1000.0       8          NaN       NaN        NaN    NaN\n",
       "1      990.0      75         27.4      24.7      120.0   24.0\n",
       "2      972.0     236         26.1      23.8      125.0   47.0\n",
       "3      925.0     671         22.6      21.4      145.0   54.0\n",
       "4      850.0    1405         17.8      17.3      155.0   66.0\n",
       "5      775.0    2192         13.2      12.4      163.0   72.0\n",
       "6      754.0    2422         12.4      10.9      165.0   74.0\n",
       "7      700.0    3046         10.4       6.9      165.0   74.0\n",
       "8      696.0    3094         10.4       5.5      165.0   74.0\n",
       "9      654.0    3608          6.2       2.1      165.0   78.0\n",
       "10     628.0    3939          4.3       2.8      165.0   80.0\n",
       "11     619.0    4057          3.6       3.1      165.0   80.0\n",
       "12     572.0    4696          1.4       1.3      163.0   80.0\n",
       "13     514.0    5550         -2.6      -2.8      160.0   80.0\n",
       "14     500.0    5770         -3.7      -3.8      160.0   82.0\n",
       "15     474.0    6190         -5.9      -6.5      160.0   79.0\n",
       "16     473.0    6207         -6.1     -12.1      160.0   79.0\n",
       "17     470.0    6257         -6.9     -14.9      160.0   79.0\n",
       "18     429.0    6962        -11.9     -14.9      160.0   74.0\n",
       "19     425.0    7034        -11.0     -13.8      160.0   74.0\n",
       "20     420.0    7124         -9.9     -12.5      164.0   74.0\n",
       "21     400.0    7500        -10.9     -13.4      180.0   76.0\n",
       "22     387.0    7751        -12.2     -14.8      180.0   74.0\n",
       "23     369.0    8112        -14.1     -16.8      185.0   68.0\n",
       "24     325.0    9077        -19.1     -22.2      194.0   63.0\n",
       "25     300.0    9670        -22.7     -26.4      200.0   60.0\n",
       "26     277.0   10250        -26.7     -32.7      200.0   53.0\n",
       "27     250.0   10980        -32.7     -37.4      200.0   43.0\n",
       "28     236.0   11384        -36.3     -40.0      202.0   40.0\n",
       "29     222.0   11806        -40.1     -43.1      203.0   36.0\n",
       "30     210.0   12181        -43.4       NaN      205.0   33.0\n",
       "31     200.0   12510        -46.3       NaN      210.0   31.0\n",
       "32     180.0   13197        -52.7       NaN      207.0   35.0\n",
       "33     165.0   13742        -57.9       NaN      205.0   39.0\n",
       "34     150.0   14340        -63.5       NaN      205.0   43.0\n",
       "35     133.0   15063        -69.0       NaN      210.0   43.0\n",
       "36     125.0   15436        -71.9       NaN      220.0   31.0\n",
       "37     119.0   15725        -72.4       NaN      225.0   19.0\n",
       "38     113.0   16028        -72.8       NaN      255.0   14.0\n",
       "39     107.0   16348        -73.4       NaN      265.0   10.0\n",
       "40     101.0   16686        -73.9       NaN        NaN    NaN"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## データの解析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n",
    "\n",
    "import numpy as np\n",
    "import metpy.calc as mpcalc\n",
    "from metpy.cbook import get_test_data\n",
    "from metpy.plots import Hodograph, SkewT\n",
    "from metpy.units import units"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['u_wind'], df['v_wind'] = mpcalc.wind_components(df['speed'], np.deg2rad(df['direction']))\n",
    "df = df.dropna(subset=('temperature', 'dewpoint', 'direction', 'speed',\n",
    "                       'u_wind', 'v_wind'), how='all').reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "p = df['pressure'].values * units.hPa\n",
    "T = df['temperature'].values * units.degC\n",
    "Td = df['dewpoint'].values * units.degC\n",
    "wind_speed = df['speed'].values * units.knots\n",
    "wind_dir = df['direction'].values * units.degrees\n",
    "u, v = mpcalc.wind_components(wind_speed, wind_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "27.4 degC"
      ],
      "text/latex": [
       "$27.4\\ \\mathrm{degC}$"
      ],
      "text/plain": [
       "<Quantity(27.4, 'degC')>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "T[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "990.0 hectopascal"
      ],
      "text/latex": [
       "$990.0\\ \\mathrm{hectopascal}$"
      ],
      "text/plain": [
       "<Quantity(990.0, 'hectopascal')>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "持ち上げ凝結高度の計算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "951.8403007544475 hectopascal 24.04446396516281 degC\n"
     ]
    }
   ],
   "source": [
    "lcl_pressure, lcl_temperature = mpcalc.lcl(p[0], T[0], Td[0])\n",
    "print(lcl_pressure, lcl_temperature)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上昇気塊の鉛直分布の計算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "parcel_prof = mpcalc.parcel_profile(p, T[0], Td[0]).to('degC')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## matplotlibでプロット"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x10bd46a90>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "ax.plot(T, p)\n",
    "ax.plot(Td, p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "y軸を対数にし,反転させて,目盛をつける。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ul9D5zqJM7FqTTNERtBq8iPdnrLcbWybdsWA1vudyQf0PoVo3WPQ5TO0BKVcOy9L545jydC1aVLmFfjM303LQIv60qQhNOmLBavxDBO7/D9R+wT2A4JunIPnKAwQyRIbx7sNl+bh5OVbvPEL9XnOYs3Gf/+o15iZYsBr/EYF7XoO7/wmrxsCE9pCcdNVDmlQowJRnapI9NpInhyzmox9+s1UKTMCzYDX+d0dPuO8/sO4b+OoJSLr6r/nFcmXim241eaRiAXr/tNG9SsEx6xowgUuu9sygiCwALt5BAFXVGr4s7EYlJCRoYmKi02UYbyweCNNedA+DbT4KImOuecjYxB28NmkNmaIj6PVYeWoUzeGHQo0BEVmqqgle7XuNYC14pW2quu0GavM5C9Z0ZvkXMOlpKFgTWo6BqEzXPGTDnmN0HbWUrftP0KPurTxdpxgul/ihWBPKridYr9oVoKrbzr+Ao/x99XrLTdZojFuFVvDIINi+AEY2gVOHr3lIiTyZmPz03wsYth66mAPHz/ihWGO841Ufq4h8AIwDFgLDgUd9WZQJMWWaQrPh8McKGPEQnDx4zUMyehYwfPfhMizaepD6veeweOu1jzPGH7y9eVVDVesCG4A6QE7flWRCUqmG0OJL2LcBhjVwL7N9DSJCiyrxTOxagwwRYbQYuJB+MzfZEjDGcd4Ga7iIxAPngBxASd+VZEJW8Xuh5Vg49DsMfQCO7PLqsNvzxTHlmVrUK52H92dsoP3wJTbXgHGUt8H6DFAc6A+sBab6rCIT2orcCa2+hmN/wtB6sPkXrw7LFB1BnxYV+Hej25m36QD1e9vqsMY5V30q4LIHiLhUNWAHb9tTAUFi11IY1wYOb4fi98G9/4Zc3v2itHrnETqPTOTIqST6tarEnbdaz5W5eWn2VECqD+wgIp08b1uLSM8brs4Yb+SvBN2WwL1vwfaF8FkNmPocHL/2sNYyBeKY2K0m8dkz0m7YEsYu2XHNY4xJS15dsYrIEqDq+StVEVmoqtV8XdyNsCvWIHRiv3uy7MQhEBEDtZ+Dal0hIsNVDzt2Oomuo5YxZ+N+ut9TnB51iyNiz7uaG5PmV6xASqpQDQPCbrQ4Y65bxhzQ4EPouhAK1XKvStCnMqwae9VZsjJFRzCkTWWaVipAr5828tL4VSTZFITGD7wN1m9EZIaIPAd8C3ztw5qMubyct7pHZ7WeAhmywtcdYdA9sG3+FQ+JCHPxQdOydL+nOOOW7qTdsCW27LbxOa9vXonI3UAFYLmq/uzTqm6CdQWEiJQUWPWV++r12B/ulWHvfQuyF73iIV8t2c7/TVxDidyZGNq2MrkzR/uxYJPe+eLmVUFgNtAPuE1ESt1EcS+JyHwRWSYiQ0QkUkTiPVfE80Vk5vk5CjzbBqfav+6N/lwTZFwuKN8CnlkKdV51P5bVtyrMeOWKI7eaV45nSJvKbDtwgof7zee3P4/5uWgTKrztCugPZAP+D/ecAUNv5IeJSA4gDqipqhWBGKARMBjo65kx632gj+eQnsBhT3tD4DMRibqRn22CVGQM3PkSPLvMHbSLPofeFWBBXzh36SCBO2/NyVedq5OUnMIjn81nweYDDhRtgp23wRoLHAFiVXUEcOpGfpiq7lfVV1VVRSQWd8iuA0qq6hTPPtOA0iISCTyIO9RR1V3AAqDWjfxsE+Qy5YGHPoUucyF/Rfju/+Cz6u4hshcpnT+Or7vWIHfmaFoPWcyMNXscKNgEM2+DdQkwDxgiIsWA327mh4rIKGAr8BNwGLj44cS9QHbPK/X/9buBXJf5vE4islFE9m3fvv1mSjPpXe7b4YmJ8Ph4OH0EBt0Lm366ZLcCWWOY0KUGpfNnptvoZXy7arcDxZpg5VWwqupzqpqgqqtVdRPQ7WZ+qKo+DhQEqgMNcAdoajmB/cCfXBikeTxtF3/eAFUtrqo54+Pjb6Y0EyyK3wsdf4a4AjDqUfek2heJi4lgRPuqVIzPwrNjljNphXdzExhzLd7evMotIs+JyGsi8jrw+Y38MBEpLyKtAVT1JO4r3xhgtYjU8+xTF1irqknAJKDD+RqAarivnI25tizx0P47d8hOexGm9bxkAcPYqHCGta1C5UJZee6rFXy9bKdDxZpg4m1XwBjcV5CNgZ3Ayhv8eRuAGiKSKCJzgELAANxXwC+LyDzcN8ie9uzfG8gvIouAKUA3VbUZjY33ojLBY6Oh+tOweACMbubuIkglY1Q4Q9tUoXrR7LwwbiVjE20IrLk53g5pna+qNURkpqreJSKTVLWRH+q7bvYcq7mipcPg2xcgezFoMQayFb5g8+mkZDqOSGTOxv28+3AZWlSxbiXzN18Mad0uIg8Au0WkO+4rTWPSl0pt3De2ju257Iit6IgwBj6ZQJ0SOXnl69WMXPC7E1WaIOBtsLYFlgEv4w7Vzr4qyBifKnyH+6ZWhqww/CFYMfqCzdERYXz+RCXqlsrNvyatZei8rQ4VatIzb58KOAXkBWoDI1R1oU+rMsaXsheFDj9CwerwzVPw4xsXTOYSFR5Gv8crUu/2PLw5ZR2D5mxxrlaTLnn7VMCrwGdAWeBTEXnZp1UZ42sZsrpXKqjUBuZ+DBM7Q0ryX5sjw1182rICDcrk5e1vf2WYXbma6xDu5X4P456P9ZyIuHCv1vqe78oyxg/CIuDBTyBzAfjlbQiPgoa93fMQ4J4Zq9dj5UlKTuHNqevImSmaBmXzOly0SQ+87WPdA5yfIViBbb4pxxg/E4E7e8IdPWH5SJjxMqR6UiY8zEXvFhWoGO9+znXhFptbwFybt8G6G5glIu8A3wMuEXnH896Y9K/Oq38/6/rDaxeEa3REGINbJ3BLtgx0HJHIhj02K5a5Om+DdQ7uyVA2AF8Akz3fXzrDhTHpkQjc9zZU7gDze8PMdy/YnCUmkuHtqpAhIow2Qxfzx+EbmofIhAiv+lhVdbiIZAVKARtU1X4fMsFHBB74AM6dhlnvQXg01H7+r80FssYwrG0VmvdfQJuhixnXpQZxGSIcLNgEKm+fCmiAe8q+HsBcEXnQp1UZ4xSXy30Dq3RT+OlNWPjZBZtvy5eZ/k9UYuv+E3QckcjppOQrfJAJZd52BbwCVFPVZrgnQnnFdyUZ4zBXGDT53L3cy4x/QOKF87rXKJaDDx8tx+KtB3l+7ApSUrxb3siEDm+DNVlVDwOo6hHg0qnZjQkmYRHQdCgUvw+mPgcrvrxgc6Py+Xm1fimmrd7DW1PX4e3acSY0ePsc6++eQQLTgLq4Z7gyJriFR0Kzke4ZsSZ1dT/nWvrhvzZ3vKMIe46eZvDcreSNi6bznVdeyNCEFm+vWDsDkcBbQCagk88qMiaQRERDiy/hlqru5bbXf3vB5lfrl6JB2by8O309E5fb9YZx8zZYm6nq66raUFVfAx7yZVHGBJTIjNByLOQtB+PawKYf/9rkcgkfNStHtSLZ6DluFXM2XrzKkAlFVw1WEYn1LEXdRURu8SxTXQx41T/lGRMgojNDqwmQswSMeRy2zvlrU1R4GP2fSKBYrli6jFzKml1HrvJBJhRc64q1MDAM9/Orwz2vAcA435ZlTADKkBWe+AayFoLRzWH7or82xWWIYFjbKsRliKDtsCXsOHjSuTqN464arJ7FA+sAbVX1blWt4/n6bz/VZ0xgyZgDnpwEmXLDqKbwx/K/NuWJi2Z4uyqcSUqm9ZDFHDxhD8+EKm/7WP8QkcYAIvKYiNzrw5qMCWyZ8kDrKRCdBUY+DHt//WtT8dyZGNymMrsOn6LtsCWcPHvuKh9kgpW3wdoLOP97zzTcTwcYE7riCkDrSRAWCSMawYHNf22qXCgbvVtUYPXOw3QdtYyk5JSrfJAJRt4G6zlV3Q2gqkcB+z/FmGxF3N0CyUnucD389+qu99+eh/80KcPMDft4efwqG50VYq5nMcFXRaSCiLwG/O7DmoxJP3KVdC9QePqIO1yP/fnXphZV4nn+3lv5evku3pux3sEijb95G6wdgCjcXQBhnvfGGIB85eHx8XBsN4xsDCcP/rXpmbuL8US1gvSfvcXWzgoh17OYYB/gXeBDwHrkjUktvqp7hNaBzTCyifsKFhAR3njodh4onYe3v/2VySv/cLhQ4w/eThv4BDAB6AcU8Xw1xqRW5C5oPhL+XAujHoUzxwEIcwkfNy9PlULZeHHsSuZv3u9omcb3vO0K6ALcBRxS1ZVACZ9VZEx6duv90HQw7FwCY1pAknulgeiIMAY+mUDB7DF0HrGUX3cfdbhQ40veBms47r5V9azSatOmG3MltzWCxp+7h71O/XsFgriYCIa3q0LGqHDaDrVnXIOZt8E6EEgEigHf4R7WGlBEpKGIDDhyxMZpmwBQrjlU6wqrvoKjf/er5suSgV6PlWfP0dOMXbLjKh9g0jNvb14Nwv0kwHPAeGDz1Y/wP1Wdoqqd4uLinC7FGLcqHUFTYOmwC5qrFslOpYJZGThnqw0eCFLe3ryaCPwHaAzUwh63MubashWG4ve6g/XchfMGdLmzKLsOn2La6t3O1GZ8ytuugGyqeq+qPuF5PenTqowJFpU7wvE/Yf2UC5rvKZmLYrli+XzWFlvWJQh5G6wrRaSATysxJhgVrQMZc8HiQRc0u1xC25qF+HX3UWb9ZpNjB5urrnklIgsABaKB1iKyFhBAVbWGH+ozJn06sguWfwHLRsCJve5pBj32HTvD4Llb+WLhNgAOnbTpBYPNtRYTfMwvVRgTDJKTYN0kWDEatvzivnFVpA7UewdK1Of3/SfoP3sLE5bt5FxyCvXL5OWpu4pyez674RpsrhqsqrrNX4UYk+7N/QR+eRsyF4DaL0D5lu4ZsDzaDpvH1v0neKB0Hl6qV5LCOTI6WKzxJW+XvzbGXMuZIxCeAXqsBtelty9eur8Ez49dyfLthzlyKsmBAo2/eHvzyhjjDZHLhirAA2XyMuGpGoSHCc36L2D8UlsuO1hZsBrjR7fly8yUp2tRuVBWXhy3kjcmr7VBAkHIgtUYP8uaMZLhbavQoVZhhs3/nScHL+bA8TNOl2XSkAWrMQ4ID3Pxzwdv4+Pm5Vi2/RAP9ZnHml02z0WwsGA1xkFNKhRgfJcapKjS9PP5TFqxy+mSTBqwYDXGYWUKxDH56VqUzZ+F7mNW8O70X0m2xQfTNQtWYwJAzkxRfNGhKk9WL0j/WVtoM3Qxh21EVrplwWpMgIgMd/FWo9L89+EyLNpykEZ957FhzzGnyzI3wAYIGJNWXOGQdBLeLwKZ8kKmPBCbx/01Ux6IyQ5hke79XOHgCoOwiAvfuyJ4rFA4pZvn4p+Tf6XjpzupcGshHqhUjLqlchMeZtdC6YEFqzFpJaG9e+TVsd1wbA8c3+NeWPD4n+55A65DaeAbgAg4vTWSnhs6MaZ4IwY8kUBkuIVroLNgNSatZLkF7nr50vaUZDixH04egJRzl38lX6E95RxRy0fz6Y4+/HfTfp4bE0bvlhUJc4n/z894TYJtkt2EhARNTEx0ugxj0k7SafjmKVj7NV+cu4d15f/Jfx6pgIiFqz+JyFJVTfBmX/udwphAFxENjwyGmj1oFf4T96x8nv9NXWYrDwQwvweriAwXkYUiMtPzekhE4kVkhojM97QV9OwbKSKDPe3LRKSuv+s1JiC4XHDvm2iDj6gTtpL7l7Rj2HcLna7KXIETfay3AHVU9dT5BhH5AeitqlNEpD7QB2gI9AQOq2oNEckPzBSR0qpqA6tNSJLK7dFM+bn1q9ZkXdCKyeEDeaju3U6XZS7iRFdAFuAzEZktIn1EJAYoqapTAFR1GlBaRCKBB4H+nvZdwALcq8QaE7JcJevhaj+d2PAUas55kp8WLHG6JHMRJ4I1EfiXqt4B7AP6er6mthfI7nntSdW+G8h18QeKSCcR2Sgi+7Zv3+6bqo0JIBEFKpKh4wyiXSnkn9GOhettsY9A4vdgVdVOqrrD83YcUAh3gKaWE9gP/MmFQZrH03bxZw5Q1eKqmjM+Pj7tizYmAEXlKQFNh1JcdnL8yw6s3XXI6ZKMh1+DVUQyiMi/Pb/mAzyA+wp2tYjU8+xTF1irqknAJKCDpz03UA2Y58+ajQlkGW+/n+N3vE5dWcyiwc+z6/Cpax9nznoGAAAS3klEQVRkfM6vN69U9ZSI7AcWi8gRYBfQGcgGDBORfwFngLaeQ3oDg0VkEe5lt7vZjStjLhRXpzuH966n3fov+aR/Pjr0eJPYKBv74yQbIGBMMEhO4uDAJmTePY/eed6he+cuNjorjdkAAWNCTVgE2dqM5mimYnTc8yaDx092uqKQZsFqTLCIzky2jt+gkbE0XNuDr2ctdrqikGXBakwwictPTJsJZHGdouRPHZi/bqvTFYUkC1Zjgkx4/nLoo8Mp4dpBytg2bNp90OmSQo4FqzFBKOa2+zl6z3vUYgXrBnXiwLHTTpcUUixYjQlSWWt3Yk/ZrjyU/APT+/+DM+eSnS4pZFiwGhPE8jT+D7sKNKDV8aF8NeQTm2rQTyxYjQlmLhf52wxlV+YKNN/1DuMnjne6opBgwWpMsAuPIl+XrzkclY+6K3vw81wbFe5rFqzGhACJyUaWjt/gCgsj1w9Ps23/cadLCmoWrMaEiKicRdG6b1FatjDxy/7W3+pDFqzGhJAsVVtxJKYQD+wbwqTlO659gLkhFqzGhJKwcDI98BolXDtZNGUwh06cdbqioGTBakyIcd3ehNPZStEpZQz//Xa10+UEJQtWY0KNy0X0fa9RWPaQsnIM8zfvd7qioBM0wSoiDUVkwJEjR5wuxZjAV+IBUvJW5IXIibzx9XJOJ9morLQUNMGqqlNUtVNcXJzTpRgT+ERw3fNP8ug+qhz+lr6/bHK6oqASNMFqjLlORe+G+Br0zDCZobN+Zf2eo05XFDQsWI0JVSJQ7B7izh2gaPQxWg1axJpd1pWWFixYjQlVyecgcSjE1+B/nZsQFR7GYwMWsmDzAacrS/csWI0JVZt+gKM7oXpXiuWKZfxT1ckTF02boYv5Zf1ep6tL1yxYjQlVy0ZAxlxwaz0A8sZlYGzn6tyaOxMdRyQyZeUfDheYflmwGhOKju6G376D8i0hLOKv5mwZIxnVsSoV47Py7JjljFm83cEi0y8LVmNC0crRoMlQ8clLNmWOjmB4uyrcUTwn//h6NQNmb7YJW66TBasxoeiP5eAKh90rLrs5Q2QYA59MoEGZvLwzbT1thy3hj8On/Fxk+mXBakwoavAR5E+A8e3gh9ch5dKRV5HhLj5tUYHXG97Goi0Hue/j2YxatI2UFLt6vRYLVmNCUWwuaD0FKrWFeZ/A6OZw6vAlu7lcQtuahfmuxx2UuyWOVyeuoeWghWw7cMKBotMPC1ZjQlV4JDT8BB78GLbMhIF3w971l901PnsMX7Svyn8fLsPaXUe5/5PZDJqzhWS7er0sC1ZjQl1CO/fV65mjMKgurP/2sruJCI9Vief75++gZtEcvP3trzT9fD6b9h7zc8GBz6/BKiJ3isjMVK/NIvKJiJQTkVkislBEpohIVs/+WURkgojMF5FFIlLen/UaEzIKVodOMyF7URjTEma+Bykpl901b1wGBrVO4JPm5fl9/wnq95pL3182kZR8+f1DkTj1GIWIuIBZwGPAj8BjqrpSRLoCpVT1GREZCKxS1U9FpCwwQlWvGq4JCQmamJjo8/qNCUpJp2BKD1g1Bko+CAltIXdpiM3tnlvgIvuPn+H1yWv5dtVubsubmX6PV6RQjowOFO57IrJUVRO82tfBYG0LxANjgKGqWsPTHgmsV9UiIrILKKaqpzzbZgNtVXXzlT7XgtWYm6QKC/vBD69Byjl3W0x2KNkA6r0HkTGXHDJjzR66fLGURyoW4H/Nyvm5YP+4nmB1pI9VRMKBZ4FeQHZgz/ltqnoWCPe8DT8fqh67gVyX+bxOIrJRRPZt324jRYy5KSJQvRv03ARtvnWHabF7YdlIGFoPjuy85JB6pfPQoGxevl39BzsPnXSg6MDi1M2rpsB8VT0M/EmqsBSRKOD8CmenPO/Py+PZ/wKqOkBVi6tqzvj4eB+WbUwIyZAVCtWCal3g4f7Q8is4sAUG1IHtiy7Z/dX6pXCJ8OaUdQ4UG1icCtbOwHAAz6/1sSJS2rPtCWC65/upQFsAESkFZFLVLX6u1RgDcOv90PEniIqF4Q+6r2BTyZclA93vKc4P6/7kx3WXXP+EFL8Hq4jkAkoCS1I1twEGisg84CHgNU/7v4D6IrIAGAy082OpxpiL5SwBHX6CgjVg8tMw4xX3vK4e7WoVpniuWN6YspZTZ0N3HS2/B6uq7lXVvJrqrpmqrlDV6qpaU1UfUtVDnvZDnvfVVbWGql5+YLMxxn9issHjE6BaV/dNrlFN4dQhACLCXLzduDQ7D52izy8bHS7UOTZAwBhz/cLCod678FAf+H2ue9TWvg0AVC2SnYcr5mfA7C1s2nvc4UKdYcFqjLlxFZ+ANlPhzDH3qK3fvgfglQdKkSEijNcmrQnJKQctWI0xNye+GnT8BbIWgtHNYO4n5IyNpGe9kszffIDJIbgSgQWrMebmZbkF2n0HtzeGH1+HCR1oWSEH5QrE8daUdRw4fsbpCv3KgtUYkzYiY6DpULjndVgzgbCh9/PR/dk5ejqJN0Ls2VYLVmNM2hGB2s9Dy7FwaDtFJzbgvxWPMmXlH0xbvdvp6vzGgtUYk/ZuvQ86/gwx2Xl4bTdezLGA7mOWM2nFLqcr84vwa+9ijDE3IEcx6PAjMr4dT2/6lMJxO3h2zDn2HDlNpzuKIJeZLStY2BWrMcZ3ouOgxVdQrSsNTn7DlGy96TN9GW9OWRfUqw9YsBpjfOv8YIKGvSh1ejm/ZPk3vyxYSLdRyzidFJzDXoMmWEWkoYgMOHLkiNOlGGMup1Ib5MlJ5JBjfJfxTY78+hOtBi3i0Imz1z42nQmaYFXVKaraKS4uzulSjDFXUqgWdPyZ6Kx5GRX1HqX+mMAjn89nx8HgmsM1aILVGJNOZCsM7b/HVbQO/w4bRPtjn/Fovzms2RU8v21asBpj/C86zj1xdvWneZwZ9Ep+hw79f2T2b/ucrixNODEf6/+JyGIRmSci40Qkk4i0FZH1qVZvfc2zb6SIDPas0rpMROr6u15jjI+4wuD+/8BDn1JF1jIu/F+8OWwy45deuvRLeuPX51hFpAzQCKiuqski8jHQBYgFnlXV7y86pCdwWFVriEh+YKaIlFbV0Bp4bEwwq/gkkq0o+b9qxSR9jU4T9rPnyMN0q1Ms3T7r6u8r1v3AGf4O9DBgBVAIeMxztTpRRAp7tj8I9AdQ1V3AAqCWXys2xvheoZq4Ov5MTPYCjIx8j40/DqH7mBWcOHPu2scGIL8Gq6ruBvoA/UTkFeAQ8COwDhihqnfhXrl1lOeQC1Zw5eqrtCaKSOK+fcHRR2NMyMlWGFeH73EVqk6vyH7kXDuYxn3nsXlf+pss26/BKiJ1gDtUtb2qvgusBd5U1fdUdSaA52shcf8OcMEKrlx9ldYEVU3ImTOnr0/DGOMr0XHI4xOgVEP+FT6SFseG0qjPXKanswlc/N0VUBJIvZx1JFBcRF4WkVsARCQB2OFZE2sS0MHTnhuoBszzb8nGGL+KiIZHh0OltrTTiXycYTBPj1rCO9N+5VxyitPVecXfk7CMAKqJyBrgCHAKd3AWASaIyBngLO4lsAF6A4NFZBEgQDe7cWVMCHCFwYMfQ2wu7p31HlNznaTx7A6s2nmYT1tUJGemqGt/hoMk2NajSUhI0MTERKfLMMaklcUDYVpP9merQP19XSE6K/0er0hCoWx+LUNElqpqgjf72gABY0xgq9IRmg4hx+HVzM75AQXCj/DYgIUMmbs1YBcqDJpgtUlYjAlipR+GVuOJPr6L8RGv07zIGd6auo5nA/SRrKAJVpuExZggV+QuaDMV17lTvH3wBT6ofo5vV/0RkI9kBU2wGmNCQL4K0P57JDIjj655isn1kzhw4iyN+sxj9KLtpATI5NkWrMaY9CV7UWj/A2QtROlfOvDjffspnT8z/zdxNY/2X8CGPcecrtCC1RiTDmXKA22nQYHKZJv+FF+WXcmHj5Zjy77jNOg9h/dnrHd0dQILVmNM+pQhCzzxNZSoj8x4maZHhvPT83fSuEJ++s3czH0fz2aWQ9MQWrAaY9KviAzQbARUaAWz3yfbLy/x4SOl+bJjNcJdQushi3n2y+XsPXbar2VZsBpj0rewcHioD9R6HpYOg3GtqR6fkek9atOjbnFmrNlD3f/NYtSibX67uWXBaoxJ/0Sg7utQ77/w6xT44hGiko7Ro+6tTO9Rm9vyZebViWv8dnPLJ8EqIk1FZKyIbE/VFi8iMzyrAcwUkYKe9iuuEiAiz4rIEhFZISIv+qJWY0wQqfYUPDIYdiyCofXh6G6K5ozly47V+F+qm1vvzVjPqbO+u7nlqyvWfUBX3LNXnTcY6KuqNYD3cc/LCqlWCQAaAp+JSJSI1ARaADWBKkBjz8xXxhhzZWWawuPj4PA2+O4VAESERyoV4KcX7qJJhfx8NnMzoxZt81kJPp2ERUT2qGoeEYkBNqjqLam2bQVKALOA1qr6m6d9BDAcqAtsVdUBnvZ2QGFV/dfVfqZNwmKMAWD3KogrADGXTtay5PeDlC0QR1R4mNcfF4iTsGTBfRWb2l7cKwRcaZUAr1YPAFtBwBhzGXnLXjZUASoXynZdoXq9/BWs+3EHZWo5Pe1XWiXAq9UDwFYQMMYEFr8Eq6qeBVaLSD0Azw2qtaqaxJVXCZgEPCkiESISBrQGJvujXmOMuRn+XEGgGzBMRP6Fe6XWtp72K60SkCgik4FFQDIwRlWt89QYE/BsBQFjjPFCIN68MsaYkGHBaowxacyC1Rhj0pgFqzHGpDELVmOMSWMWrMYYk8aC7nErEdkH+G52Bd/KgXs0Wnpn5xF4guVcnDyPgqrq1dDOoAvW9ExEEr19Ti6Q2XkEnmA5l/RyHtYVYIwxacyC1Rhj0pgFa2AZ4HQBacTOI/AEy7mki/OwPlZjjEljdsVqjDFpzII1AIjInZ4FFn8SkXEikt3TXkdEFojIYhEZKSKR1/osp4nbDyLyRqq2Zp5zWCoi/3OwPK+IyH88i1su8Uxzeb49XZ0HpM+az/PUvkBE5ngWJ40RkXIiMktEForIFBHJ6nSdl6Wq9nLwBWQGFgBZPO8LAdFALPA7kN/T/j7wgtP1enE+PYCRwBue9wWBDUAc7vl2vwIecbrOq9TfABjs+T4MWAiUTW/nkR7/7C+qPRuQCGTwvP8A6A78CpTztHUFPnW61su97IrVefWBpcBAEZkDNFHV07hXp52vqrs8+30ONHaoRq+IyG1APWBIquZ6wARVPaLuvw39CeDzUNVvcf+FPc8FnCadnYdHeqwZAFU9CNRS1VOepnDc/x0OqepKT9sg3P8QBhx/riAQ0kTkbuC1y2z6GXeI1gWOAZNE5Ffc/2J7tZiiP13lPJ4APgPa4L5SOs/rRSH96Srn8Ziq7hGR/LjvQA9Q1d9EpCkBeB7XEJB/9t5S1dMiEg28B0QBa0h1Pqp6VkQCMsMCsqhgpKo/4w7RC4hIJ2C6qh7wvJ8MVAbm4+Viiv50lfN4FxilqltFJHWw/gkUTvU+oM8DQETuAl4EnlfVDZ7mgDyPa0iPNf9FRAoAA4HeqjpdRIqS6u+EiEQBZ52q72qsK8B53wP3iUisiAhwD7Ac94KKVUUkr2e/9rgXWAxUdwP1ReQb4G3gMRF5CZgGNBGRTJ792hHA5yEiJYHngYdThSqks/PwSI81A+C5Uh0GdFLV6QCquhmIFZHSnt2eAKY7U+HV2RWrw1T1dxH5AHfAuoBfVHUqgIg8BUwVkTPAJuAt5yq9OlWtev57zxXfXar6vuf9O8BsETkLzFHVCc5U6ZUOQFHge/e/cwB8pKqT09l5oKq701vNqdQFSgEjU/13+Bl3V9NAEUkBDuBevTng2AABY4xJY9YVYIwxacyC1Rhj0pgFqzHGpDELVmOMSWMWrMYYk8YsWI0xJo1ZsJqgJiJviEiXGziuiWcWpZkiMk9E6vuiPhOcbICAMRcRkTq4Z+l6SFWPiEguYIyIzFbV4w6XZ9IBGyBggo5n3tFawE4gCZgJrAQ+BFKAFar6jIi4gKG4R1odxz213qPAKOAdVV3g/+pNMLArVhNUPL+yFwOq4e7qmuzZ9AVwv6puEpGPRaQxcAaIVtVaInI/7vkBjopIEWC9E/Wb4GDBaoLN7cAsz/yjySKyBMiBe1akQZ5x5zHALtwziGX0TH4T53kBbMMdzkv8XLsJEnbzygSbVcA9IuLyzJBUB/dkHVuB5qp6F9AE+Ab3LGKxwCzcs4edX4alF/CRiGQBEJG4gF4GxAQcu2I1QUVVv/PMrrUYOAisBRToDIzzXLEeB54CsgKRwDnc/auPAf/2fEZGYLKIJHu2vaOqh/x8OiadsptXJmSJSAugCvAS7m6A5UBlVd1z1QONuQa7YjWhbCXuK9fvcS/9MchC1aQFu2I1xpg0ZjevjDEmjVmwGmNMGrNgNcaYNGbBaowxacyC1Rhj0tj/A+YaR2k57kwxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.ticker import ScalarFormatter\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "ax.semilogy(T, p)\n",
    "ax.semilogy(Td, p)\n",
    "ax.set_yticks([1000, 850, 700, 500, 300, 200, 100])\n",
    "ax.get_yaxis().set_major_formatter(ScalarFormatter())\n",
    "ax.invert_yaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 簡単なSkew-T図"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.quiver.Barbs at 0x10beb5080>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(9, 9))\n",
    "skew = SkewT(fig)\n",
    "skew.plot(p, T, 'r', linewidth=2)\n",
    "skew.plot(p, Td, 'g', linewidth=2)\n",
    "skew.plot_barbs(p, u, v)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Skew-T図を完成させる"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.LineCollection at 0x10c2160f0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ATSuXoyQvq+sGNA03VTm0PpGCeqeD08/D80oVydWOGWPTPqyRnm68kRxq1y6gpsamw3FGb9KTlLC24d6YMUBUFPNaDhdmJWJ0PdmKvdLT+PHk/Cq0ultSUoLAwEDRSk+AZU0elUolVCoVIsWiTZpBozFdgjBr1izQNI2pv/yCi3fcgZvuuw8PPPAARo8eLcmgCHDQwIgpemtoIBkBrujuehIKPz/g738HersBnDdvHh577DHodVqsWLoEWs3V5hpyTRNoygVGN/vnutmDvTJaa2srKisrLR64KJcDd95JvuybN4uned216nrqzPHjwKpVZBSFGLBVehIbDQ0NaGtrs0t6CgoC4uOF7T+l1WpRWFgoaukJIIFRa6v558VecN0Zc4ERABxtbMTm2lqclckgF1mtly04ZGDEkJZGJnlz0SPFlOtJSPz9yYmqtpbUaZjik08+wYABA1BWkIMtqz4kD9JGuDZXQucjsH5hNCKaCYzuvNOmXdjScM/HhxyuoQE4dcqmw7IOM+vJk+uUJ8fYIz0lJJCM0Y8/8lMr2BuM9CS2hnvWwlyEhwwZYvdFWK0m59biYnbWZi3Z2dlITEwUtfQEkPNyb/cEZWVl8PHxgZ+fH3+LshGt1nRgpDca8VRODgDglZgY9Je4WxNw8MBowgRyd7N3L6DXs7df5gQzaNAgUUX5RiOwYQMZNGuqCZuXlxe+//57yOVy7Nu0Bumn/4BrSw30HoGg5cKeYIIzLsCrphKIjiaFU1Zij/QUGwssXtx7xo0v2traUFZWJopZT/Zgr/QUHg7cfDO58ArRfqMzYnU9WQub0pOLC6kzEuJmgpGeohjNVcTcfjtw332mn9PpdMjPz+el9x0b3H8/cSV2Z2VFBTLa2hDr5oYX+bKCc4zjBUadRs+7uABz5pCmj8ePs3eI6upquLq6IigoiL2dsoBMRgrPq6qA334zvc11112HpUuXAgBWv/M8Wq+UEieawMQc2kv+YYOMxob0FBtLfn/NzcSKLBSZmZlISUm5Zl1PnRk2jEx2//NP0rFcCNiQnsQA29KTiwtpiZKTQxo/8oWUpKe+yM3NRXx8vOClGJYSFdWzWWWNVos32pvCfZ6UBA+Jn7cYHC8w6laUkJAADBpEbNn19fbvnnE9ibX+IyWFnLD++AMoLTW9zcsvv4wJEyagobYaq1Z/A8FHh3WW0WxwoxUWFqJfv36sSE8//QT88AO/J3uGuro66HQ6hIeH839wFmFTerrpJuK2ZDPjaylsSk9Cw4X0NHo0aah77hxru+yT8vJyyUhPAGkku25dzwJslUqF+vr6jt4/YkejIS1hamsN2LVrV8fjLxcUoMloxEx/f8wTWaLAHhwvMDJhm7/pJvIlZkP6zM/PR1RUlKgb7s2aRQqyt283PVnDxcUFn376KTw9PXHq6AH8se8n/hfZCXtkNEZ6Yqvr7Zw5JOm4ZQu/M6GMRmPHRVjqZGVlsSY9ubiQFP7QoSwszEqk4HqyBKVSiaamJtalp4AAIDGRtEbh47ui0+mQl5cnGekJILVYhYVd79dFMXbJSpRKMoA7N7cZt956KzZt2gSapkE1N8ODovBlUpJk3oslOF5gRFHkysaMAgbg60uCBXsDI6bhnqWuJ6FQKIiFPynJtCplNBrR2tqKTz75BADwfx+/iZryEp5XeRV7ZDS2pafgYPK7KysD9u9nZZcW4Uiup9bWVlalJ+Yj8ddfwI4dJEvBNVJxPfUF11mvsWOJQ63T6ZYzcnNzERcXJxnpCbja96dzxqiyshIeHh4I6N50TsQwf9/QUD8MHz4cixYtgkqlwv2trSgZNw5JEjeKdMfxAiOaBlavJpNCu1FRQWQSW+eTZmRkSKbhXv/+JBg0lTlnpKfHHnsMCxYsQFtrM1YuXQKDAHoFpdch5tfd5H+sdKNxJT0NHEgK90+fBjIyWN21SRzN9cTVnXBzMyn4PXmS9V33QCqup74oLy+Ht7c3Z9JTYiIpMOb6ushIT7GxsdweiGW6B0Z6vV6Ssw+Za6ZCAZw9exYAsGLFCgwaNAjBHMxXMhqN2LBhAyIjIzs6avOJ+K/w1kJRwIABRPju1ovdYCDjM44etX63Ne0dAKXWcK+8HPjf/642y1Or1R3SE0VR+PrrrxEZGYm8tPP4ac1nvK8v6thBeNbWkLH348ZZ/DpGeuKq4d706cDkyeRumGvYlJ6EpKSkBAEBAfD19eVk/xMmkI/JwYPA5cucHAIAd9IT3zDSEx8NaKuqiNzCBWJ1AVsCEzAygVF+fj5iY2OhkMqwxnaYjJGbG9BkNCLh4EH86eraMfPsP//5D4baqXefPHkSU6ZMAUVRkMvluO+++1BRUYF7770XhTxP/Xa8wAgApk4lofrevV3y7tHRpDD5xAnrOh1LueGeTEaKsJn5UxkZGV2kp8DAQGzYsAEURWHn2q+QdZ6H2/FODPhpA/nHE09YJaMx0pO3NzdNKWUy4IYbiPyq13MnFXAhPQkBIz0lJydzdgyKAm69ldS2bN0KqFTsH8ORCq75kp5aW4H//pecV7mgsrIS7u7uZmcfihkPDzLT0tUVaGlpQXV1tWh631kDc/5TKIA3i4pQ4OKCXzw8MK79ZnbKlClIS0vD1q1bLd5nWVkZHnnkkY6M0Pjx43Hs2DGMHTsWR44c6ZiTtn79et7nRTpmYOTuDsycSdIl5893eWrGDPLH7RYz9Qqbrie+6dePxIlpacDx440mpaepU6fi1VdfBU3TWLn0OTQrG3lZm09JIcLPHgft6UkqbC2ET+mJpoH164lbje3aFkeyHvMlPbm7AwsXktR+djb7++daeuILlUqFuro6XqQnT0+Sybt4sUu3FFaQqvTEQFHAU08Bo0bZ1oBWLKSmknvXIlkzVlZUQA7gtzvuAADcf//9GD16NIYOHYq77roLejMlGW1tbVi+fHlHIBQdHY01a9YgMDAQ3377LXQ6HWiaxsmTJzF16lT+3pwJpPcXspQhQ0hzmtzcLg97ehKZ5PJlICvLzGs70Vl6kirXXw9ERNBYv74esbGmpae33noL48aNQ31NJf777xdB81Dhmrj9ewAAtWiRSTehObKyspCUlMSL9ERRpOYoJ4e0QGATrqUnvuBbegoNBZ5+mvQ4YhM+pScuESLgvu464sBKT2d3v/n5+YiJiZGc9NSd6upqyOVyBAcHC70Um3B3B8LCaDyTlwMjgCcjIjAxPBzLli3D+vXrUVpainPtfRtGjRoFgHwOf/rpJwwYMAAURcHT0xMvv/wyAOCll15CfX09aJpGXV0dHn74YVGVEjhuYERRwN13k59ujBxJnEeWZP27S09SRCYDRo0qgULhjYwM09KTq6srfvjhB/j6+uLs0f04vOMHTtckV6sRv7c97fr3v1v8OkZ6iuBxBPuYMSTOPnyYvfEyOp2Oc+mJD4SSnphYsrycvcyRFF1PpqiqquJdeoqJIQHrmTPs7ZORnviWUdhm3z4DVq++IslSDIaiIuDfp2pwXKVCkFyOd9r/Jq+99hoAICYmBi4uLnjttddw6dIlUBQFmUyGO+64A/n5+Zg/fz6ysrI65LEPPvhA1K48xw2MACLwUhSxs9TWdjxMUcDw4WSGTW/9Nxyp4V5TUyH++c9A3HCD+e3i4uKwevVqAMCGz95BWVGu+Y3tJObQHiialORWs/0Ooy+Ekp4oCrjlFlIrsG0bO0Wm2dnZSEhIcLqe7ICmgUOHyN/EmppBU/ApPXEJ04CW76wXRZFecbW17DVHlbL01Jn8/Gro9aHwkPAMsTMZeixX5gMAPkxMhH+n8xZTGE1RFN577z0ApHZ13759MBqNoGka27Ztk1T/KWl/4iyBpoG1a0mRSLdplOXlwOef9zCvtb+MtmvWk5hgpKfoaJeOsRfmLu6LFi3C4sWLodWo8dXrz0Cr4WbkfEfRtRXZIiGlJzc3UtsSEGB/HUVTUxOUSiWio6PZWZxA6PV6QaUniiJWcYUC2LzZ9gJ5R6r1ysvLQ0xMjCANaEeMAF544Wo2zx6kLj0xtLW1oa2tFu7u0n4fJdpWQG/EaC8vPNAtURAXF4c9e/bgiy++gEaj6ZDHZs2aJdnvk+MHRhQFTJlCop8LF7o8FRREYqW9e3tO8C4uLkZwcDBnrie+6C49GY3Evr9tm/mp5V9++SUSExNRWpCNjV+9z/qaAnLSEZxxAbS/P4k2LEAM0lNQEPDII6QJpK1IseutOXJycgSXnnx8SPurhgbbmz8KIT1xgdDSk6srCVJp2vy5xRIMBgOysrIkLT0xkFKMaOh0MtYL0/lEfrkNz55PwI9DhkBm4rw1d+5cPPPMM5KXoRkcPzACgMGDScfDX38l3tJ23N3JuJDy8q7zfjQaDYqLix2m623ni7BMRuLEkhIynNMUPj4+2LhxI1xdXXFg61qc/+MQq+tiskXUAw9Y3BlOLNITRRH7/s6dPeJsi2CkJ38ris3FiJikp9hY4jbNyrK++Fco6YkLxCA9aTTAqlXAqVO276OwsBCRkZGSlp4AoLa2FgaDAVFRpJam06VHUqjValRVNSA+MhyxIh6FxSbXRmBEUWQIlkbTY87D4MFkSOWhQ1e1cT5dT1xiTnoaMoQ4rY4cMT9JfvTo0R168TfL/omG2mpW1uTa3IT++3eQ/3niCYteIzbpSSYDGhtJptHc788UQktPbCFG6WncOOCOO8jAaGsQUnpik5qaGlFITwoFkZ0vXrTt9W1tbSgvLxf92KW+MBqNHaUYQUGkUaw9WTSh2Flbi4fOn4d7cDA8PK6NcAG4VgIjgFgmrr++R56XKaw1GMgspsbGRt5dT1zQm/TEvGdvb+DHH4nN1hQvvPACZsyYAVVjPVYtfQ5GFiZFxh7cDRd1GzBtmkW2QDFKTzIZkW+8vYFNmyxvNOhIrieFQiEq6YmiSMAvk5Euw5bUGwktPbGF2BrQDhoEVFcTedNaMjIykJqaKmkXMAAUFRUhLCwMXl5eiI0lbdpEbMIySZvBgGdycrBRq0XgHRrccosw6/j000+dI0E4Zdo0YP58cvbsRGAgSV5MnCi+i7Ct9CU9eXiQma29xX8ymQzr1q1DaGgoMs7+iZ3/t8LudcUe2En+8eCDFm0vVunJ0xNYtIhcgDdvJvJabzQ3N6O2tlYU0pM9GAwGUTfc02jIqMRfful7WzFIT2xQUFCAiIgI0UhPjPnI2jYKjPQUFhbG/qJ4RK1Wo7S0VPKzDz8oKUGpTofBHh54qn8/CFFu++mnn+L555/Hs88+y+txpX1GsBYm2Kmp6VFgExQElJWVQiYLBkVJu+GepdJTdDTJfLi7my9aDQ8P7xgZ8tO3nyLrgu3FA57VFQi7cAq0uztpJNUHYpeewsLI26itBa5cMb+dGLNetpKXl4fo6GjRSk8KBXFHXbgAZGaa304s0pO9MNJTQkKC0EvpICCAfDesCYw6S09ShynFYLJeTU3E/czHQGq2KGxrwwftAwlXJCXj96MyTucTmqJzUPT555/zeuxrKzBi+Osv4MAB0rWqHZ1Oh5ycQhw7loTdu9kf/8AXtlyEGxuJU62qyvTzM2bMwMsvvwyj0YgVbz4LVWO9TWuLPbALAEDNm0fsRH2Qm5uL/v37i1p6GjgQWLKEjF4xhxilJ1tobW2VhPQ0ZQoQGQns3m26p47YpCd7yMzMFKX0NHky6WtkKcXFxR3Sk5Spr6+HWq3uMvtQLieyIjNIVgo8l5cHLYBFISEY7+2Po0fJzE2+EDIoAq7VwGjqVKKf7dpFhi6BSE/JyfGYNk2O3Fzg0iVhl2grFRUVVktPrq7ki7t1q/najHfeeQcTJ05Ew5UqrH73BZtGhvRnZLR77ulzW0Z6ksLARQ8PEkifONGzM7bYpSdrSE9Px8CBA0UvPcnlRDHX601b+MUmPdlKbW0t9Hq9KKWnQYNIzZclMLMPpTx2CTBvSmCmmXA1iJptfqmrw+76enhRFD5OTOyoQeUrSSx0UARcq4GRqysZ093QABw+3EV6GjOGtLfft4+b6d1cotfrkZuba7X05OVFHD319eaH67q4uOCHH35AQEAALh4/jH0bv7XqGH6FuQjIywQdEADMnt3rtlKUnvR64sT58Ufye2TIz88XtfRkKTWXvSIbAAAgAElEQVQ1NZDJZAgJCRF6KRYRFEQ+ZgpF14acYpSebEEK0lNjo2VyWmZmJpKTkyXvAr58+TKCgoLg0y0b7uJCfsyZXMTGz9XEgfxmXBwiFIqOgI6PcXViCIqAazUwAkjzkzFjQJ88iZxDhzouwjIZiZn0emDPHmlJavZIT/37k0TapUvmrbYxMTFYu3YtAGDTig9QkGG5J5cpuqYWLCB+3l6QovTk6np1LN/GjeTusLW1FVVVVaKXnvpCqtLTiBHAXXd1/bg5iuupuLgYoaGhopaeTp4kNwrtSXmTmJKepIhWq0VRUZHZ3ncKhTQyRjRN4676euxJTMRz7UOhmYCO68BILEERcC0HRgBw442oHToUbjExXaSnoCDgxhtJa3up9J5gQ3qaNIn0dDp71nxAOG/ePCxZsgQGgx5fvv4UWlQWDA6jaYtlNKbhnhSlp4AAciGuqyMTaNLSpCE99YVUpSeKIj/19cD27UBlpWO4nhjpSeyup5QUcoOZn2/6+c5jl6SSGTZHdnY2BgwYYNYFnJJCOsaInbKyMvj6+mJuVBTc2s9bTEDHZdJbTEERcI0HRnq5HOkBAUgdMqRHBDR+PDB3LqlXEDtsNdxj+vM88MBVA58pli9fjlGjRuFKZRm+ff/lPuuNgtPPw7uilFTETprU67b5+fmSbrgXFwfMmgVcuNCM6mqFZKQncziC9NTQAFy8SGPdukpRS0+WIhXpKSaG1N+Zk9NKSkoQGBjYQ3qSGkqlEiqVCpGRkWa3ueUWYMwYHhdlA0sLC7E7P7/HsNf4eOCVV8jpmwvEFhQB13hg1CE9NTQAX31lcppsWRkxsIlZUquqqoKbmxsr0pOnJ5GFtFrzIy8UCgU2b94MHx8fnD78Mw4xA2HNELu/PVt09929RpqOIj2NGmXEuHF/YcYMaY+UAcTrerKGhAQgLq4KJSXhqKgQr/RkCQ0NDZKRnmQy0sM1N5c00O2MVqtFYWGhQ4xdklo9pCmONTbi7ZIS/FMmQ3O390FRREbj4hQgxqAIuIYDoy7Sk58fqdDcubPHN/jyZdLySKw9KLhyPZ07R34d5tx5CQkJ+OabbwAAGz5/F8W55n9B0b/tI/9ginDMIBXXU18UFhZg8OAQeHh4ID8fqKwUekW2IWbXkzVoNBpEReUgNTUQO3ZIyzbdGTGOYumLlBQixXRvBZKdnY3ExETBZx/aCyM9+fn59brdzp3At9b5VXhDbzTiyZwcAMBLMTEI7PY3KSwkyQFzTWyLiooQEhKCfHOaqRksDYrUajXeffddq/ZtL9K+AtkIc4IZNGgQOcG4uwM330z62P/+e5dtx48HoqKAn38GmpsFWnAvcOV6GjuW1Kfv2UNqZkxx991349FHH4VOq8EXrz6J1mYTTWMA6D3bW6ZmZZk9Xk1NDSiKcijpiSng37RJnJ+d3pCC68lSMjMzMXBgEu66Sw6NBvjtN6FXZBtSlJ4SE4F//rOrDMNIT1Htxb1SRafTId+E9GQKo1G854CVFRXIaGtDrJsbXoyJ6fE8M3Dc3P1qYGAgamtrMWDAALi7u6PKXEO8TliTKfLw8MCbb75p0Xthi2syMKquroabmxuCgoKuPpicTBpv/P47CZDaYVxqWq15K7tQcCk9yWTEwu/iQvobmbtb+PzzzzFs2DBUlxXjv/9+yWS9Ucb9T5J/vP12V+90O1J1PZmis/Tk4gIsXEimam/Z0lNOEDNScD1ZQmfpKTQU+NvfgJkzhV6V9UhVenJxIe1AGKSY9TJHbm4u4uPjLXIBu7uL05VWo9XijcJCAMAXSUnwMKGXaTTE2dk9MEpLS8M777wDX19f0DSNn3/+GRqNBv369UN8fDyUStPGHGuCIubG7DLPbbevucCoV9fT7NnkE3zuXJeHQ0KIlT0ry7zDQgi4lp58fcnIi6oq4NAh09t4eHhg69atHfVG+7es7bFN8azb0RQTT7ofrlvX4/mCggL069cPnp6eLL8Dfqmrq+shPfXrRwLrkhKSdRRTYG0Oqbie+sLURTgu7moNnZnztiiRsvRUW0u+9hUVRHry8fHpU3oSOyqVCvX19YgxkWExBWPXF9v3/+WCAjQZjZjp749bOicKOqFWm3akFRUV4a233oJMJsPy5csxe/Zs0DSN9evXo6ioCP7+/pgwYQLUnRo4WRMUvfjii8jIyMCBAwcs/j2zxTUXGOXn5yMqKsq09OTpCTz8sMkGhBMmAPPmkUJOMcCX9JSURNx5Y8ea32bAgAH47rvvAAA/fPke8tO7Vm3TLi5Ie3gJ+Z933+3S2ISRnqTe9dZoNHZchLszeDAx4507R/R6sZOVlSUJ11NfmJOeaBrYsIFInFLI4imVSjQ1NUlWevL0BIqLgbQ0vcXSk5ixpeBaoSBymomEuWDU6XTYVlMDVwBfJiWZfS8ajekeRvPmzYNarcaUKVPw8ssvg6Io/O9//8O9994Lmqbxn//8BydOnICHhwfmz5+Pjz/+2OKgaMeOHfjoo4/w3nvvYcaMGSy8W+u4pgIjRnqKj483v1FgICnDV6mIz7cdmQwYOZL8V+iUKN/S03XXAf7+5ILS1mZ6mwULFuDZZ5+FQa/DF68/hWZlY5fnS6bfgsa4AaSafc2ajsczMzORkpIiadcT0Lf0dMMNpMdRbx89MdDQ0IDW1lZJuJ56ozfpiaLIjU5lJXD4sACLswIm6zVkyBDJSk+enqRe8fffr1gsPYmZyspKeHh4ICAgwOLX9OtHrh9iyhi5a7VYS9P4PjUVSb1k6/V6880dFQoFfvvtNzQ1NSE5ORkPPfQQKIrC7t278fzzz8NoNOKll17C9u3b8a9//cuioCg3Nxe33347pkyZgldffdWet2gz11RgZLH0ZDQC331HuvR1629UWwt88YWwLrXCwkJERETwLj3t2AGsX2/+Lvujjz7CmDFjUFdVjtXvkC8FAy2XI+3Rf5D/WbYMaGtDXV0ddDodwsPDeVg9d1giPVEUGThLUaSYvVPMLRoc4SLM0Jf0lJICjBpFiko7zZIWHeXl5Q4hPUVHt6C8XAsvL34lEbbR6/U2uYDj44niwMdYDUtJT0/HpMGDcWcfrtN77gEeeqj3ffn4+CA7OxvV1dXw8/PDvHnzQFEUjh8/3lFasHjx4j6DopaWFiQnJwMAfhPQJXHNBEZWSU8yGSkqKi0Fzpzp8lRgIHH3//yzMLZftVqNsrIyQRrupaSQOoFffzX9vJubG7Zs2YKAgABcOH4Iezd83eX50qmz0TBgIFBRAePq1WalJ6lhjfRkMFyVcXoblSAEJSUlCAgIkJTryRSWSk833US+z9u3m8+EColOp0NeXp5DSE8GQwZCQ0ORkyPtgDs/Px+xsbFQ2BDh0LQ4MkYNOh3ey8oCLZMhODjYotdYWsYaGhqKxsZGFLbXDEyaNKlDPmPGSZmDpml4exMHs1bgk+M1ERjZJD0NHQoMGECigG6S2q23koK0ffs4WGwfZGRkCCY9paaSWqMTJ4D2thc9iI2Nxbr2AustX3+ErAunrj4pk+HSYy8AAIzvvYcwb++OL4JUsVZ6kstJZ4iaGnJBFsOJErgqPTF3a1LFmqyXmxtxXgYEiC9IBYikEBcX5xDSU3CwKyZM8ICvr9CrsZ2WlhZUV1fbNHaptBR45x1x1Bi+UViI16urscpCxWHvXiAtzbpjxMXFgaZp/PXXX9ixY4dFzRuZG5nKykrBTQbXRGBUWFhoveuJosgVTCYDdu3qcgULCwOmTAHS03ttzcM6YpCeZswgevmOHeZdPTfffDNeeuklGA0GfPXG01DW13Y8V379jagdOAwudXUYcPAgT6vmBlutxwkJxDKelQUcPcrhAq1Ayq6nzlgrPUVEkBE4YlOqGNdTbGys0Euxi87S0623ko4oUoXpfWeLC9jNjVxChK5P/au5GasqKyEH8IKFn62LF21vUjt06FDceuutfW73+OOPo6KiAn/88YcoSiscPjBipCebXE9+fuQK5uPTo5HPxIkkQMjLY2mhfdB54KKQuLiQeWqenqQ+3RzLli3DpEmT0Fhbg5VvLYGRKUyiKGT97T4AgOzjj3vfichhpCdfG26Dx40Dhg0jzQYLCthfmzVI3fXEYKv0RFGk19S2beKo/erRgFbCMLMPGelJrSZDfaVGdXU15HK5xdJTdxjlTcjAiKZpPJWTAyOAJyMiMNSCbL3BQJx0liqHV65cwdNPP40WK+pMvv/+e3zzzTf47LPPMHHiRItfxyUOHxjZLT2NHAnMn0+an3RCLgfuv58MB+SD4uJihISEiEJ6CgwEnnqKdAQ3h4uLCzZt2oSQkBCkn/kD27/7AgAg07XgyvDhqBk6GlRdHSCi+TjWoNPp7JKeKIp8dqZNI8M2hcKRCq7tkZ60WnKTY8JvwTtVVVVwd3dnZfahkDDSU+cGtGvWCFOCYA8GgwFZWVl2uYCZwKJTSx/e2VhTg+MqFYLkcrxjYVNgJpCzdLBCbW0tVqxYAW9vb1AUhdOnT/e6fVpaGu69917MmzcPS5YssewgPODQgREr0hNzsaipAQ4e7CKpeXiQp+vriQudKzQaDYqLi0XVcE8mIxeQI0fMN72MiIjADz/8AIqisP27z5F26hjcmsqh8YvCpcdJrRH98cfiuE23EjakJxcXIsm6upITZmsriwu0kPLycnh7e0ve9WSv9OTvT/p1lZb2mArEK0wD2tTUVOEWwRKmpKcBA0idjdCSkjUUFBQgMjISHh4eNu9D6IyRSq/H8+3yxoeJifC38LzFrNeSjBFN00hNTQVN09i6dSsAYOzYsaAoCm+99VYXlzIANDY2YujQoQCAnTt3WvhO+MFhAyPWpaeiIuD4cZNTVXfsIGMzuHK2iLXhnsFA6mS2bzeviE2fPh1vvfUWaJrGijefwZXGZtAuHqgZNQFVoyeAUiqBTz7hd+F2olQqoVQqWZOejEZg7Vr+x4Yw0pPUL8JsSU9DhhDPxdGjJEASgry8PMTExLA++5BvzElPKSnkM85XCYK9tLW1oaKiwm4XsExGemd1nhnHJ99WVKBar8doLy88YEWiQK8nZRN9xYQXL16ETCYDRVHYtGkTFixYAJqmUV5ejkGDBuGdd96BXC5HamoqysvLYTQaO/pA6c3Nm+q8fp4n8DpsYMS69DRmDNE8fvmlxzTAOXPI3T4XKWIxN9xzdSX1Rlotqc8wJ0G8/vrrmD59OlTKRnz077eh05LbkEuPPg8AoL/4AmhsNP1ikcHFrCeZjAwrLi4G9u9nZZcW4SiuJzalpzlzyCicAwf4dwyakp6kSG/SU1QUmZ2WnS3AwmwgIyODtbFLM2eSjJkQ3KzV4l1fX6xKTobMivNWSAjw4otklGhvDB8+HGfPnoVMJsOiRYtAURQWLFgAf39/pKenw2g0YunSpcjOzkZUVFRHaUttbW2fZS5vvPEGHn30UYvXzAYOGRhxIj1RFOnQpdORJkadCA8HJk8mySRzNnZbkMLAxZAQIkEUFwPHjpneRi6X44033kBkZCQKMi5i3advAwBqh11HskZNTaRrpgRgpCd/f39W9ztsGLmjPH0aOH+e1V2bRKVSoa6uTvKuJ7alJ3d34O67yQ/fXzl7XE9iorCw0Kz0JJORi2xenvjHsdTW1sJgMCA0NJSV/en1wkhparUa5WVleGXYMIxmuV9CQUEBKIrCG2+8gREjRsBgMKClpQV33XUXtm3bBi8vL1AUhbNnz3YoB8x1+ciRI10HuZtAo9Fg2bJl+Nvf/sbquvtC2t9AM2RlZSEpKYl96Sk4mDR+zMzsEQFNmkRs/Lt3syep2eN64pPhw8mF/Y8/TEtqSqUSMpkMO3bsgEKhwOHt3+O33ZsBAOkPPks2+uwzoKmJx1Vbj16v51R6mj4dSEwkfUNKSjg5BABpBNyWwoX0FB5OshpGIykt5AN7XU9igZl92NvYpYkTgUceIQYWsWI0Gll3Aa9dS0ou+OSEUolDGRlITk62yYBUWAhs3my+mXH//v0xdOhQLFu2DHK5HCkpKaivr8fmzZtB0zQ2bybn+TFjxoCiKAwaNAh5eXlYs2YNpk6d2ufxx4wZAwBYv3691Wu3B4cLjAwGA1pbWxEREcHNASZMIENmu2nOcjmZRD9wIDtfeHtdT3wzdy6Zv9u9aXLni/Do0aOxatUqAMDaj95AYdYl1Iwch5ph15EC7JUrBVi55eTk5HAqPclkwIIF5DNkxRgmq6mqqoJCoXBI1xOb/PIL8L//cR+vG41Gu11PYiEjIwOpqam9XoSDgkimWcwUFRUhLCzM7OxDW1Ao+HWltRkMWJiejjtUKpTZ+D5qa3vv1SeXy/HXX3/BaDTi7bffRk5ODqKjoztqje666y7QNI2ysjIAZDbmtGnT8FBfM0ZAMo+XLl3CunXroON5+q7DBUZtbW3c3gnLZKT9s4tLj95G/fqRGgU2rpvZ2dlISEiQTMM9Nzfy/gEiqzH1Gd2lpwcffBBPPPEEdFoNPnv5cTQ11iP9ofas0X/+I8ycFQtobm7mRXpydyfdmH18SMbCgrpEqzAYDDbNehIjXEtP48YRuYfrDuUFBQWIiIiwy/UkBhjpKayP2VsAKW7fs0c8nd87o1arUVpayroLWKHgV0r7oKQEpTodkjw8MMLGWltLXWkUReHNN98ETdM40z5Gq3OtEVNg7efnh8MWTm5mCt7vu+8+ZPHZSRkOGBjJZTJ+pKe6OuCrr0wWFVVUAOvW2S6pNTU1QalUIjo62s5F8k9JCUkZ//GHeenps88+w7hx41BXXYGv3ngG5SPHo3bgcHJ78vXXpncsIDRNIy0tjVfpiabJPLUdO9i9eOTl5SE6OtphXU9sEhhIksNFRWQMDhcw0pMQsw/ZxFrpqbEROHsWaE8kiArGBcz22CU+A6OitjZ80N5DZmVyMlxsvHlQq4kCYk1VyujRo0HTNFpaWnDnnXdi27ZtHWNUGixszbJt2zYAJMPU2NiI5m6GJ65xuMDIne1bbHP4+5NP+q5dJrMcxcW23REJcRFmk+hoYns+fBg4eLDQpPSkUCjw448/IjQ0FBlnj2PL1x9fzRp99JHoJnoKIT1RFDFBpqez11fnWnA9sc3w4cRifuQIN8ZJS6QnKWCt9JSYSD7jYpgd1pn6+nqo1WpOxlK4ufE3k++5vDxoASwKCcH1dhhFNBrLmzt2x9PTE1u2bAFN0zh+/Dja2tosuqbRNI0FCxYgLi4OKSkpggwbd7jAiGppsX2wizXI5UTz0GiAnTu7REAREcANNwAZGcBff1m324qKCk5cT3zBdHT29VVj504X+PmZlp4iIyOxdetWyOVy7NmwGju0GtQnDQKqqkh7XJEgpPQ0cSLpq3P4MDv25vT0dNasx0JSWFjIm/REUSRrFBrKfrxujfQkZjQaDUpKSqwau+ThQcwqxcXcrctauDYlJCURkw7X/FJXh1319fCiKHxsyyisTri5Ec+RvUyYMMHiLPWTTz4JgJyvysrK4Ovry3sDWmmfIU0hkxH9gQ8vaGgosRLl5gLnznV5asIEoH9/4uy3dDaQXq9Hbm6u5BvuubrSSE1NQ2hoOLZsocz+KSZPnoyPP/4YAPD1sn9iz5w7yBPLl4umNW5+fr5g0hPTISIykoyqqK62fV81NTWQy+UIEXvVax8IIT35+REXFZutxLhwPQlFZmamTQ1o+/cnUhpfSf6+uHz5MoKCguDT3UHCEgkJ5GaHS2iaxj/au2e+FReHCEuHnJlh5kzgwQfZWJllNDc3Y/Xq1ViyZAlcXV2Rn58vyPXQ8QIjPz8ibdXV8XO8sWPJJz4vr0vWSCYDbr+d/NfS+gRHargXGirHvfd6Yty43l16S5YswaJFi6BubcHLP63H5f6J5Gz5f//H34LN0NraiqqqKkGlJxcX0lMnONj2C4jRaERmZuY143riAooisfqRI+zIIcXFxay7noSAkZ5saUAbG0tMBmLo0qHValFUVISkpCQOj0HkWK5n8b2i0+HewEAsEfFQ6JaWFlAUBYqiMGLECGzYsAE6na7j9//ZZ58hJycH8fHxwhiQaJp2qJ9Ro0bRtEZD84paTdNGo8mnqqtp2mDoexcqlYo+evQobTSzH6mg1+vpw4cP021tbV0e7/a/XWhubqaHDBlCA6AnpQyhDQBN9+9P01otx6vtnVOnTtE1NTWCroGh88fC2o9Ibm4unZOTw+6CBODKlSv0yZMnBTt+aSlNv/UWTe/fb99+1Go1ffjwYVqn07GyLqEwGo30sWPH6KamJhtfz/KC7ODixYt0aWkpp8c4fZp8flQq7o5RUlJC//XXX6ztb9s2mj561PbXHzhwgF69ejXd2tra47nt27fTo0ePpgF0+dm9ezfd1NREHzt2rMv1EMBZmqc4wvEyRgARRo1G4MwZfiQ1hYLcUqpUPYqKQkNJ1qilhZTPmIJ2oIZ7+fn5PRruFRQAn35qfv6Ul5cXtm/fDn9/f/yenYal/oGk+OD77/lZtAlqampAUZRopCeKIgnJgwdJE1FLi/qvVdcTF0RFAaNGASdP2idr2io9iY2SkhIEBgbaLD0xpzqhLftKpRLNzc2I5HiQGfPn5ko6/LO+Hnn5+UhJSWFtn8XF9s34XrFiBZ544gl4enp2ZIgeeeQRZGZm4rbbbsOZM2c6ghGGuXPnCm5AcszACCDj7vfuNT+nggv++IPUN7XbJDuzeTOxX5tq8FVVVQU3NzfJN9wzJz1FRJBBhFu29Bgz10FCQgK+//57UBSFZY0N2A8A//63IHMDGOlJbPUfFEVkyfPnyegQS8jMzHQI15NYpKfp04lLx9YePA0NDTZLT2JCq9WisLDQbunp/Hng88+FGw9C8+gCZhQhLnoVHm1sxMRLl7Dcy4tV6Umt7ruHUW/s2LEDNE2jpKQE//rXvyCTybBmzZqOgc8URWHYsGG45ZZbAJA6r8rKSnh6enYMmRUCxw2M4uLInIrff+fHpQYQK1pAAOkI1y0CmjmTaOndxqw5XMM9U64nDw9g4ULyK9m61fxJcM6cOVi6dClo0FhEyVCUl0ciSp4Rc8O9adOIffyXX0gmrjdqa2uh1+sdwvV0+fJlq1xPXOHhQb7LpaXWz7RzpMxwdnY2EhMT7b4Iu7uTuhu+TtHd4dP1xFVgpDca8WS7bXVCSAhrny2jkdRF2eI7KSsrA0VRSExMxKpVqxAUFIQPP/wQBoMBNE1Dp9Nh06ZNuO6663Dp0iXs2bMHABAREYGcnBzBDUiOGxgBwKxZZOgRXy41hQKYP59EQPv2dXkqKgqYMoUMmr106erjQrqe2KQv6Sk8nNj4L18mcpA5Xn/9dcydezMaaCPmA2h9913uqxU7IXbpiaLIRyw0lASZ5jwGYpCe2EJs0tOwYcRd1N6zzmLslZ7EglKphEqlQhQLxb1MI3khbPs6nQ75LEtPvcFVYLSivByZajVi3dzwYkwMa/tljMG2XJrCw8Mxe/ZsFBQU4Mknn+wYJktRFB588EFkZ2dj4cKFOH36NObPnw+AZCHz8vIQGxsLhZ1uOntx7MDIwwO4+WZSEMCXpBYVBUyeTGqNMjO7PDVpEmnat3cv0W3F4HpiA0tdT0OHEhMfUy9jCplMhg0b1iMhIQEXATyRnQ36p5/YX7QZpCA9ubkBixaR/165Ynqb4uJihIaGCi492YsYpSeKAmbMIDO/LIUt6Ulo2M56eXmRuWlCBEa5ubmIj4/nzQUcHEzu1dlUiGq0WrxZVAQA+DwpCR4snrcMBtIqxNpkGk3TcHFxwc8//9xRP1RaWooXX3wRcrkca9euxZAhQzoCpZ9++gnLli2DVqtFTU1NR5dsIXHswAgAkpNJqobPE9LkyeSY3QIemYzc7SclkYuaozTcY6QnT0/PPredNQu46aarhZem8Pf3x/bt2+Hp6ob1AFY+9xwvFZpSkp78/YFnnyWyWncY6YntWU98I3bpqaWFKL2WXNTZkp6EpqysDD4+PqxKT/37k1FCPCaGoVKpUF9fjxgWMyx94etL5u+xObHqpYICNBmNmOnvj3nWROoW4O0NPPooYK2qJZPJOoKe+Ph4rFixAgEBAVi+fDn0en2HlLZly5aO17z22muczz60BuFXwAfTppHQF+DHAiGTkWN6eJCwu9Mx/f1Jw+yWlhoA4nE92Yq10hNzfSsvJzPVzHUTHjJkCNZ8+18AwHPl5Tj+4YcsrNY8UpSeGGXp0iXg11+vPi426clWxC49ubmR2pi9e3tX6pVKJZqamliRnoSEK+kpNZW4/fgaoM5nwXVnDAagpoa9Duqnm5qwtroargC+TEoSzc2D0WjEvn37MH36dBQVFeHpp5+Gt7d3R7C0ePFiZGZmdrgAjx49iurqari4uHA6+9Aaro3ACCC3I3v2AEeP8ndMtRr49tseHR6NRiPOnMnB+fNDRTlE0RoyMzORkpJitfRkNJIC1p9+Mh+r3n3//fjHlCnQA7jzjTdQWVFh/4LNIGXpqbycGCIvXCDSU1tbm6ikJ1uQgvTk6grMmUPkzD//NL0Nk/VipAMpw5X0FB9Pssh8lZVUVlbCw8ODd9dTczOwciXA1qD4/gDuA/BKTAySLMjWW0thIbB6teW9khsbG/H444/j5MmTmDVrFg4ePNghpZWVleHll1+Gq6sr1q1bh2HDhmFiexvwiRMnIisrS1QGpGsnMJLJSIn9sWPmGwqxjUJBUkSHDnU5ZmFhIWJiwqFWK7Btm2imX1hNbW0tdDqdTQMXo6OJrJaX13us+uGuXZjq6opKnQ53zpgBLQdTGKUuPd10E2m+vns3jUOH8hziIiwV6SkpiWQ8jh0z3e+lvLycdelJCLiWngwGoLaWk113Qa/XC+YCZrv4uigrC58MHoy34+PZ2WE3VCpy2bL0VFJTU4NvvvkGEyZM6MgOxcbG4osvvoCfnx/ef/99aLVa0DSN999/HwBpVb0ydKwAACAASURBVFNQUIDIyEhRuYCvncAIINMgPT35c6kxE1U9PEhqRKdDW1sbysrKMHBgPObPJ1bVbgY2ScBIT0OGDLF5H6NHk+nlv/1Gxs2ZwsXXF5tfegmRAI5nZuKfL7xg8/HMkZWVJWnpSSYDFiwAaLoBJ07EwGgUp/RkKVKTnmbPJl/1w4e7Pq7T6ZCXl8eb64krmKwX03uGC/btI8l1ruuMhHQ9sRUYKfV65FdUcC49MR1nLP1VJSUlgaZpGI1G7N+/HzNnzkRJSQmWLFkCHx+fjmDpvvvuwyuvvIK5c+fC19cXFRUVonMBX1uBkYcHCVSqqkh/Iz7w9ARuu42Iy4cOdZGeYmJInfbFi0B6Oj/LYQs2pCeKAubOJcM5uzUM70Loiy/iR19fuAH48quvsH79epuP2Z2Ghga0trZKXnqSy7UYNiwTgYEhaG9pIkmkKD35+pI+XbNnd33cUWYfVlZWwt3dndMGtDEx5EJsT0fxvmhpaRHU9cTcd9kbGL1WUICxubmoiIiwf1G9YKtdn6IozJw5E/v37++Q0srLy/Hqq69CoVBgw4YNAIBdu3aJ1oAkrtXwQXIy8Y2fPGm6DTUXJCYCY8eiOS0N+ra2LtLT5MnE4X/ihPCt8S2FTenJ1RW4915SkG4WHx+M++c/8WX7/z722GO4cOGC3ccWu+vJGrKzszFqVCyefVaOsWOFXo3tSFV6Skgg90BGIxn5wEhPsUyjHonCl/TExCpc2vaFdj1RFDnf2TMS5K/mZqyqrIQSQH+OTQlqNVkvGx0AIiIi8N5770GtVncES3V1daBpGqGhofYfgGWuvcAIIMUtjz9uW+cqGzHeeCPOjRyJwSNGdHlcLgfuugtYvNhyLVdo2JaevLyIHKRSkVoNkwHiM8/gER8fPAxArVbjjjvuQH19vV3HLSkpQUBAAHzZ9M8KQGfpiTlXlpf3qPkXPVKXnvR6YM0a4NdfuZee+CI/P58X6cnXl/T3MTFNiRXE4nq6+WbA1hiTpmk8lZMDI4AnIyIwxNub1bV1x9+fBPxcINaxSwzXZmDk6Um+hTTNbe62E8VlZQiNiICXiwsZdNXp6u/rS6y/Ol3fYx6EhkvpKT2d1GmcOmXiSX9/yJYswVcARnl4oKioCPfccw8MNtaKMa6n5ORku9YsNOakpwsXgP37gYwMARdnJVKXnlxcSIf3Q4dUaG72lvzsw5aWFlRXV/MmPfXvTwIjtjPnBoNBNK6nYcOudo6xlo01NTiuUiFILsc7PDQFHjMGuPtubvZdVFSEsLAwi3rfCcG1GRgxnDwJfP015y61LtLTpUtkYNrFiz22O3KEDJTn0JVuF1xLT+PGkYaFBw6YSak/9xwU3t74qa0NQR4e2L9/P15//XWbjiUV11NflJeXw9vbu4f0NGsWcf7t2CHcHCprcBTpado0A1SqK8jPT5GMNG4OvqWnsWNJrRbbiMn1VF1tvlt9b6j0ejyflwcA+CgxEf4SPm+p1WqUlpZaXIqhVCptcj7bw7UdGA0bxotLrYv0NHo06Yi9bx/QTQqaNIl0G922jXQWEBtcS08UBdx+O0nmbd1KRs51ISgI1NtvIwbAFoMBcpkMH3zwATZu3GjVcaTmejIHIz2ZGrjo4kIuMp6ewMaNpIeKWOHD9cQXZWV5uPlmN1RXu1o9ZFZMVFdXQy6X8yo9hYeTrBGbH4G2tjZRuZ62b+/ajNVS3ikuRrVej+u8vLCYpyDhhx+AnTvZ3y/TgNbS3nc33ngjqqu7Xwy45doOjDw9iehbVUU65HFAD+mJoohLTSYjFv5O/lQPDzIypL6eTE8XEzqdjhfpSaEg6Vudzsyw2X/8A1i4EDdotfikvaDmoYcewtmzZy3avxRdT+boS3ry9iYz1draSHJUrPDheuIDRnqaPTsS/fuTpLAUs0aM9NTX7EMuuHy5d4eqtWRkZIjK9eTqapsrbZBGg3i5HCuTkyHj6bxVX8/+DXp9fT00Go3FGSCtVotz587hH//4hN2F9IE4Pi0sYvUfMiUFGDKEdBlkWVIzKz35+ZGArKysR0DWvz+Z3H3+PHsdUtkgOzsbCQkJvEhPISHA3/5GrPw9oChS4TpkCJ5RKvFQcDDUajVuu+02VFnw9zMnPUkNlUqFurq6PqWn8HDg4YeBG27gaWFWwrieTGW9pAaT9ZLLZViwAHjgAekYKjpTWFgomPTE1MaxEVDW1tbCYDCIyvVkiytNrVYjtqYG2ePHYzSPRhG1mt1u5LaUYtx3330AgEWLHmdvIRbgcIFRY6MNEfns2UBoKHtDbNrpVXoaPJiM6B46tMdT06YBI0eSJYkBpVIJpVKJ6Oho3o4ZG0tMg3o9GTDZBS8vkpP298eq2lpMCA5GeXk55s+fD00vbcT1er1Z6UlKWHuCCQ+/6vq7dImHBVpBfn4+YmJi4M6jQ5QLuktP3t7EcarR8NPRmS2Y2YfxHHVT7ovYWKC11bY6nM6Idfahi4t116eW9uxdSkoKXHluQKvRsGvcvnz5MoKCgiyefUjTNLZs2YKHHnoIzc383mE4XGCk19swDs3Tk9j3Waz0t0h6mjiReCJpustthFwOzJsHBAWRp4RMxwvd6+fgQWDdOhMFxAkJoDZuhCtFYXttLaJ8fHDixAk88cQToM38wnJyciTtemKoqqqySXo6dozEk+a6jPMNIz3F8eCw4ZLepKcffgA2beKn0T4bMNKTtbMP2YKtfkaM60lssw+tkdJaDQYMOnUKb6tU8OZ52LjBQNbJVmCk1WpRVFRkVSnGq6++CgD45ptvetabcozDBUaenmSgo9VOHIoi9T6//86Khd9i1xNNk+rYvXt7PKXXA1u2CNuPhpGe/P39BTn+5MkkQbR5M7mT7MKsWaCWLUMogF1aLTxcXbF27Vp8/vnnPfZjqfQkdgwGA7Kzs23Kes2cSbJH27bZf0fOBkI33GOL3qSn668nGSNzQ2bFhBikJ39/UmlgTz8jtVqNkpISUc4+HD++Z4d0c3xQUoLLWi0KFQp48PwdMRiAQYOAsDB29peVlYUBAwZY1fvugw8+wNSpUyGXy52Bkb34+pILqU1fLLWaVKlu327XLV5TUxOUSqVlrieKIp++CxeAzMwuTzE3bYcOCWPhF4P05OVFGmCqVMCPP5qYpfTKK8D8+Rih0eB/7SnaF154AQcOHOjYROisF5vk5eXZLD25upLCdldXEouzrBxbhRCuJy7oS3oaMIA09Dt6lMj8YkUs0hNFETnNnhYTjPQkVNarN6KiLGuaWNjWhuXtF7EVyclw4TkwcnMD7ryTDIqwl8bGRjQ3NyPSigZO//3vfwEAe/bsAUCqTvjE4QIjmQx4+mnSE8dqPD2vzlLrPhHSQmiaRlpamnUX4alTSdevnTu7jOhmZtB6eRH7Ol8TTBjEIj1FRpJa9cJCE38WigLWrgVSU7Gwvh6vRETAaDRi4cKFyGvv+1FVVQWFQuEwrid7pCc/P2LjVyptsw2zgZCuJ7bJyMhAampqrxfhm24i/7Va4ucRMUlPc+cCzzxj22vr6+uhVqt573tjKXV1ljXxfS4vD1oAi0JCMEmgbD0b2HpT+thjjyE6Orrj88j3n9PhAiPgaiX95cs2ZFpSUoBRo0juu6jI6mPbJD3J5SQ8pygSAXWqN/L0JE8plSRu4qveSGzS04gR5K5h+HATT/r4ADt2gPb1xbKKCtwcGYnGxkbceuutqK+v52XWEx+wJT1FRxMbP993YQyFhYWIiIgQRcM9e2Ckp7A+9AY/P+C660hfLq6nx9uCRqMRlfSkUNjm5pNCZvjCBVJ31hv76uqwu74eXhSFjxMT+VlYN4qKgPffB0pL7dtPWVkZfH19rXIB/9Leq+b06dMAyOWQzRYOluCQgRFAlLDt20k9hdUutZtuAgIDSSRihaRml/Tk70/6GzU398i5R0cD06cTdxYfWqtYTzATJwLBwSQ47PF7SEoC9f33kAH4vrwcqcHByMrKwvz58xERESF511NNTQ2r0lNi4lXXn70nP2tgpCexNNyzFWulp+nTgfvuIxltsWFtwz2uoWlScnnmjHWvs9b1JARyObmkmLvB1RiNeKbdHfFWXBwiOJ5RZw61mrjS7OnOotPpkJ+fb/Z62NjYiPvvvx9fffUVsrOzO0wzs9uLsJisX1MTuZbziQi/puwglwO33kpSl1ZLBm5uwIIFJFVjxcnC7llPKSkkh2zi4jd+PPDkk+Tuk2vELj0dOUImuSiV3Z64+WZg6VL4AtjV0oIAT08cPXoU3333nRDLZA1m4CIX0tOBA2ZcfxxhifQkBYqLi62Snpi3q1SSc5JYYKQnLmYf2gpFkZvAnBzLX8O4npKSkrhbGAswnwNzmcNWgwEJWi2SFAosEbAzP1O2YU9clpOTg/j4eLMGpOrqaqxfvx7PPPMMUlNTIZPJOm7EMzoNeeS78Bpw4MAIIO77cePIUNLCQitf3K/f1Wl/FsxTaG5uRm1trf3Sk6sr+dYcOdKj3sjLizx14gR3hbOM60nM0tPQoSTTsXGjiYaeb7wB3HILEtvasN7bG3KZDMuXL8cPfeWvRUxBQQFn0tPkyaTj+qZNQEsL67vvgqXSk9hhZh8mWilzGI2kN+nPP3O0MCsRa2YYACIiSBmEpaUDjOtJ7LMPGVOWOSGiuaoKHwUE4Nx118FNwPQi0w7O1kR7U1MTGhoaEBMTg3PnzuHrr79GYbeLcHJyMmia7vjJz8/veK7z9Uelsm0N9uDQgREA3HgjScDs2GFj8fLp08CXX/aYa9YZmwque0OlItFct3ojgFh/f/2Vu3oje1xPfBEcTBJ61dXk79rl9yCTAevXQ5+QgLk1NfhPe6D68MMPWzw2RExwLT15exOnWksL+bhx1W9HLK4nNmCkJ2usxwD5aI4bR4pv7e3TwwZilp4iIkh7jh5ZYRMolUqrXU9CwWSMTHW/1mi1HdKTN8/NHLtjT8aoe8D91ltv4YknnkBCQgIoiuryM2bMGLz66qs4cuRIx+sPd3PYOAMjDnB1JfPHxo+3MS2YnEzSNd3mmnWGdenJz4/UG1VU9BgYFhpKimazs9mff9Xa2iqZhnsDBpDfQ2YmaVzYGaOPD86/8QZob288W1SEBxMTO8aGVEph1HwnMjMzOZeeIiKI+7G42GYzZp9YKz2JFXulp+uuIy1Ffv1V2MatYpeemF9vX19X1m9KOSYlBbj//p7XoqONjRh66hSu9OsniqxXeDiZd25L0qqyshKenp4ICAgAQCz3NE3DaDQiKysLX3zxBW655RZ4eHjgzJkzeP/993HDDTd0ZGCnTZvWZX8qlX21Trbg8IERQE7848df7eFoFZ3nmnW/AoNIT5y4nlJSruqA3YamjR0LpKaSmKmsjL1Dpqeni2rgYl+MHw+MGXNV8WQoKCiA//jxoNatAwVgVUEBxkdHWzQ2REzU1tZCr9fzIj0NG0YaQI4Ywf6+bZWexAZN0x1ZL1svwq6uwJQp5HsrZAfy7OxsUUtPYWGk839fc8VscT0JiZ8fEB/ftXRVbzTiyexs5BoMyBZJpj4lhVz2rKX77MNZs2bh+uuvx9KlS/Hnn38iISEBzzzzDHbt2oXW1tYOGU3Znhpcu3Ztj31efz2Z98gn0rgCskRBAbBypUUlQ10ZPJhcOY4e7WHhyc/PR3R0NDfS04wZ5Kq/d28Xax1FkcJyPz/iumND/qipqQFFUQjhufW8PVAUMGcOcVgB5FfURXq6/XbgtdegoGn8VFeHqIAAnDx5stexIWJBCOlpwoSrrj8209e2Sk9io6SkBIGBgXZLT8OHk98zCw32bUKpVEKlUolaenJ1JT6UIUPMb9OX60mMKJVARsbVGh4AWFFejky1Gv3d3PAij/Moe6M351xv5OXlITY2For2lFhTUxOOHz+Ot99+G9dffz3c3Ny6SGlRUVF44IEHOgLbxYsX99inl5ezjxGn+PoSJ/yuXTb80efMIWPfO5XIt7a2oqqqijvpielv9Le//T973x3X1P1+f24SCEtENgoIqIjioLhbtVVbRx1Vq621du+9bD/d69Nfv63dw+5ha91177o/WkfdKLKnIHuGFUhyf3883EAggeTm3psb7Hm9fFWb9Q7c8byf85xz2vUS3dzIEXruXJuEc2bBqZ6cef7j9Gng22+B06eTTamnd94Bpk1DcF0dNrq5wUOtthgbIidkZ2cjMDDQIdTT3r3Ajz/y2ECYgRxVT3zQ2NiIzMxMQagnpRJ49FEafJcach64thWpqakdqp7kiPx8muXjZqeKGxvxZrNf3hfR0XCTiVrzjz+A336z7TW1tbUoLi5GBBd4B+Do0aMmA9bl5eVYv369ceYoPz8fvzV/0AMW2kL//GNfRAwfXFWFUUAA+YmkppLRlk1Qq+lq1koyLQn15ONjkXAPCSGPI8BEwGYzxFQ9SYXgYKCgoBa7d3vD378V9aRUAitWAH36YHhBAX5sLmLbxobICRz15CjDvcGDSfW4dq193UghqCe5wOrsQyvBNc+uXJE2YDYvLw/dunVzCuopLQ345BPzUSoajQbl5eUIDw+XfmF2oO3w9X8yMlBtMGCKjw9m+vk5bmFt0NBg+1wPV3ArFAokJycbu0IRERF46KGHsHbtWuj1esydOxfffvst0tPTwbIs7rjjDgAtMSCtwbJkKSI17XxVFUYAzedERgK7dvEoJhQK+k2dO4eyw4elpZ4SE8m8p828EQAkJJBwLjfX9rftKoZ7ISEGREcnQa8Pw86dbR7s0YOcsT09sTA5GS8PGdIuNkROcDT1FBxMs/+5uWj/s7QBQlFPjgZHPVmVfWgDrlwBfviBxyaNJzjqKSYmRpoPtBMeHkTpth3AdraB69bgCiO9HjhRXY1lRUVwBfBVdLSsvotWa5tUv7CwECqVCn7NxV3fvn3x+OOPIzw8HDk5Ofjpp59w++23IyAgoJ0ybdWqVbjnnnvMfv/6eioipb6EXHWFEcPQRZ9hgIsXebwBy8Lwzz+oWr4cg6Tkg2NizOapASSc8/GhkFVbvWikUD1JgezsbIwe7YmJE11x6pQZ19xBg8A0Gz2+d+ECZvTvj8rKSsyaNQuVMkr3rKioQH19vcOpp9hYGno8dYr+2AohqSdHQkzqKSQECA+n0UWb3fl5gKOeHJ19aC2Cgmgv2jbWqaCgAO7u7kbVkzOhdWGUVV0NbwDPhYWhn4eHQ9fVFg0N1hdG5rzvVCoVli5dipycHBMqrampCUePHjXOHHH46aefzL63RkPn4J9//mrX97EVV11hBNDQ8mOPAePG8XixQoHs+Hh4e3nBfdcu6cKPlEoy7wHa+Rup1TRvVFdH1unWzk9JqXoSE62pp4kTqYY0S0/cdhvw0ktQsiz+yMvDwJAQJCcnY8GCBdB1Jn+RANxNePDgwbLYPU6cSLQanwxLoaknR0FM6olhyGdNo6E5CjHhjNSTSkX2JK0LI071JGcD2o7QujCKzM/HyZgYvNFqJkcOYFnbCqOMjAz06tXLOIqxYMECk46QWq3GjBkz8MUXXyA1NRWjR4/Gm2++icOHDwMAxo4da7E7rtEAu3fvxiefvCXId7MWV2VhBLRc7EtKyDTRWtTX1yO3pgY9Fi4k45ejR0VZn1n06EFytCtX2uWcBAcDU6cC6enAkSOdv1VXMtxLSkoyUk8KBaXHjx5Nj7UrEt9/H7j5ZnSvrcUWloV/t27YvXs3XnjhBcnX3RZyo54UCuDWW1tUf9buAcSinqSGFNRT797kyXXkCE8DWivgzNRTz55EpXHncVvVk7MhKAh48EFApSqCSqVCdHAwPGXWrWdZUqhaU6/V19fjypUrJqMYK1aswOHDh/Hmm29izJgxaGxsxPbt2/Hss88aQ7C5ogkAdnRgBU9ex8dx442j7P1aNuGqLYwAqtpXrLBN8m6knoYNAwYOpOgOa+xZhcKAAdTqMiO1HTaMfGisETI5UvUkJCoqKlBXV2dCPXHX/vR04NdfTaWxUCop3rp/f/QpLMS6nj3hqlLhyy+/xHfffSft4ltB7tTTiRPAL7907ivTFVVPYlNPEyfSzUgs71Fnpp6io6lrqdOZVz05G9Rq4IuGdLyXlYQ+Mp31UihIpGTN2Kk5AZJSqcTYsWPxzjvvtFOlsSyL7Oxs48zRsmXLOtwIHjr0JYBPsHnzcgG+mfVg5O7nYiuGDx/O2hL9kJxMOVHjx9MFqiOUlZUhPT0do0Y1V6/19eRr5MibGcu2VAJWPqTVanH06FGMGzfOqb1lWJbFkSNHEBcXZ/bkyswk2Wm/fhR7YfKzSE0FO2oUmMpK/DRsGB46fRpKpRJ//fUXJnZ2IIiAhIQE9OjRA2Ey8TFpC+48iYujpqWlmufy5cuoqKjAkCFDpF2gwNBoNDh37hzGjh0rSYHX2EjZ1UJDp9Ph8OHDuPbaa522y8LhxIkT6NOnD/zNhGw7C06W12D0+VNgGODc8OEY5OXl6CW1g15Px6Na3bHzdUlJCbKysjBy5EjR1sIwDKKjo5GSkgKGYU6zLDtctA9rhau6YwTQPEpcHHD4cMcu0gaDwbgTNsLdvaUokrJrxOHcOWDZMrPtroQEYM0a8/RHa+rJmZGbm4sePXpY3HFERRG9mJJiJuoiOhrMmjVgFQo8ePo0nh82HHq9HvPmzUOqxNrQqqoqVFdXy5p6iokBbriBDjlL8zDOpnqyBK7rFRsbK1nXy9WVNjJCmz6mp6c7NfUE0OUtM7MYKpXKqYsilmXxZFoKDAww37WnLIsigDqXH35IhsiWIIX33aZNmwAMxzffCJx9ZQW6XmHEsjSFbAOmTiXzx40bLatDOqSesrKAL7+kO7CUUKvJ+apNnhpArefkZCr4WsMc9eSM4Kin/v37d/i8ESOIYjx8GLhwoc2DkyeD+eQTAMCShPOYMXAgKioqMHPmTFTYYwxlA+Q2cN0Rrr+eCqTdu+mQbwtnUz1ZQkFBAdzc3ITLPrQShw+TfF8okWRtbS2KioqcmnoCgJ9+MuCnn8qcduCaw8riYvxTr4G7VoVHXOWbR8nNunU0fJ2VlYXg4GB4iKimmzNnDhSK4SgslJ4C7nqFUVmZbdIs0AEwezY1fyxRTx0a7oWFkXvk5s3C2AVbiwEDyJjp+HGqglrhmmsoxeTgwZabWFea/7BW9cTFhvTubcE99ZlngPvug7KpCSsKCjEoNBSpqamYP38+miTQUOfn58PLy8spDPcYhlJW/P3bCxacUfVkDo5UPcXF0c/40CFh3o/rejlL9qElGAwF0OkC4ObmvAa01Todnm/2TLspqw/c9fJVa3ZWGDU0NODy5cuiZh/+09yWfvHFdyX3MAK6YmHk7k6WqefP2/SyyEhgypQWR9rW6JR6UqlIvtPYCGzaJG1s9k03kXRj0yYTfyOGAaZPp5vY+vVUr3HUk7e3t3TrEwG2Uk9KJaWqTJ9u5kGGoSyRMWPgXVGOzS4uCOzeHfv27cPTTz8taqZaU1MT0tLSnCrrSa0GHnmEOnEcHEE9iYX09HSEh4c7hHry9qaf67lzpJa1B0VFRVAqlU5NPQGkelIoCuHu7ueQaQWh8G52Nop1Ogzz8ERcYbCkbue2ghOrWDoFOANaMb3vaI5XAXf3gH8LI0Hg6UntgZ07TXLNrEVeHimZ6uvp31ZTTwEBVFmlp4tvStIaKhXlqQHtSGFXV3pIqwUSEpqsop7kDr7Uk6sr1UClpdRQNFFXqdXAhg1AaCiisrKwLioKahcXfPfdd1i6dKnwX6IZqampiIyMdDrqibsepqUB27YBV644hnoSGhz1JFr2oRUYN46O1QMH+L+HXq9HUlISYlvFFzkrEhMTMXp0bzAM087o0VlgYFkcLSkBA+Crfv3BgJF1YdRRx6i8vBxarRbBIqa6ZjVTHH/9dRQsK73rNdAVCyOAZDMGA6+0WIWChGY7d/KgnoYPpyGMxkaeC+eJHj2Ap5+mz2+DwEDgyScBL6+kLmG4Zy/1VFJCzcRt29ocGsHBwObNYN3dMf7sWXw7ioyQnnnmGVEy1TjqqXfv3oK/t1QoLAT++ceADRsKnX7+A5AH9eThAYwZQ1ZlJjYTNqCt4Z6zoqSkBAaDAbGx/mYdsJ0FjVot/p9WiyNDh2K0jzcef5zmHuWK8HBgwoT2WWlSzUNyA92DBo2CQkGdVKnRNQsjX18yYqittdk1rWdPku4nJAB79hTYRj0xDLkL8rLUthPcEFxurpkhcKKeGCYUmZmSr0ww6HQ6u6mnAQNa1FXHjrV5MD4ezK9kPX/v0b/x4nXXwWAw4LbbbkOSmYw6vugq1NPYsYCvbwHS0yOQn++8qidAXtTTddfRZoYPm2fOcM8Z0Vr1pFIBM2aQbZwz4tKlS4jp3x/X9ugBhqHNqswSQEwQFkZCi7aXppycHPj5+cFLRDVdeXk56urqsGbNGoSEAK+/3mIwKyW6ZmEEACNHksUoj13TuHFASIgO69bVIzDQRuqJO5oyMsyqxUQFywL79tFQUfOQQstNeBB27WKwdi1QXi7tsoRCSkqKINTT9dfTRXbPHjM15O23A6++CsZgwPtnz2LWkKGoqqrCzJkzUVZWZtfncigsLOwS1FNdXS0GDcpAv34+WL+eXGqdEXKjnlxciCHX6WwW2CIxMbGd4Z4zIisrC0FBQUbVU3w8bVqdCXV6Pe48fx7p9fUm1NPJkxSaIFdoNO01RI2NjcjKyuI1isEZO1qDG264AQBw2223ASAGxxGHsnOfPR2BYWgYoqGBTGxsIHWVSmDQoBT4+vrh7Fme1FNODvD339R6kgoMQ0Pgrq7kxtfQYKSeevTwwa230lPWrJGe7bMXGo0GZWVlglBPnLoqJIQcnduds//9LzBzJlR1dVheUowh4eHIyMjArbfeikY7f3Bc4KIzDVxbwsWLFxEXNxC3365AYyN14ZwRmZmZsqOeDAZg6VLb9lalEvo3agAAIABJREFUpaXQ6/UIDAwUb2ESgFM9tVYBNzTQ+KYzXbc+yM3FyooKLGnDSe3d205ELCts3UqJEK2RlJSEfv368fK+69Wrl0kMCMMwGDRoEJ577jns2LEDtc3J51qtFhcuXMCSJUsA0K1z+3a7vw4vdN3CiENODvC//5Fu3UpUV1eDZSvw/PPdcdNNPD/3hhtoCHzbNtvC2OyFtzdNXFdUQP/nn0hLTTXehHv0oLqpuJgOfmcxPRfDZsDFhZRqCxeasWhQKMgyOzYW3gUF2NjNG0E+Pjh06BCefPJJu5RqaWlpCA8Ph5u1CY0yRWvqKSAAePRRotacDfX19cjPz0dUVJSjl2IChYIiGRISrHMA6UrZh+ZUT7m5dEoKbYApFjLr6/Fhsz/I59HRJtcthUK67HE+0GpNadzKykrU1NSgl5kYKmtw5coVkxgQX19fJCYm4vPPP8f06dPh5eUFhmGM18QXX3wRANnMOKqA7PqFUf/+ZOpz5IgFIxtTtA5cDApioFBQa9HmwT8ugVOlAtautewcKQZ69wamTEHZ0aOIbmw0oZ769qXokwsXgEuXpFuSPSgsLIRarRacevL0pF9PQwOZFpr8iry9aRjb1xdRiRexbvAQuLm64scff8QXX3zB6/PkoHoSAuaoJz+/FtWfM82xJSYmUvahzII8ARrCNhisE7ly1JOzZx9aUj0FBNB/i4sdsCgeeDYtDY0AFgYEYCyXWN4MuRdGDQ0tijR7N6Xbtm3D3r17ERgYiAceeACrV69GWVmZSXZaXV0ddu/eDQCYNWuW8bUajWMUacDVUBgBwLRp1C7ZuLHTYWyOevJpdTCvWwesWmU73w9vb2DuXDqbJeYZNAMGIGf0aPScPLndY2PHEpXkDGyOXq8X3XAvL488MjdvbtNF69MHzLp1YJVKjDv8P3w3YQIA4IUXXugwEdoS5KB6EgIdUU/bttE+QCLjcLvAUU9BQUGOXopZ+PnRvu7kyY73VeaoJ2dERzdhHx/q8trr7yQFdpaVYWt5OTwZBh+bmRx2psIoLy8P3bt3560CnjlzJm666SZ4eHiYUGl+fn5YsGABfvrpJxQXFxsLow0bNhhf+29hJDZcXalAqa4mgtcCLKmepk2joqjdjdMa9O0LPPCAWSm9WGBZFhcTE9FnxgwwCgXluLUxfxw6FMZuGA+7J8mQlpaGsLAwUamnvn2BSZOAixfNuA5PnAimuUN09/79eHniRBgMBixYsACJiYlWf4acVE/2oDPq6ZZb6L9r17bxipIZnIV6uvZa8lTrSBTJGdDKsetlCzjVk7nsQ4ahrpHcCyOtwYCnmrMW346MRIgZaaEzFEZqtTDZh1xXSKPRYPv27XjuuecwaNAglJeXY82aNXjooYcQERGBTz/9FNHR0SbH8L+FkRQIDaU2yfjxFp9iyXAvJIQMplNSaPdmM8LC6MyuqKDIEpFhQj0ZDMDy5TSM3WZy0WCgDFq53sSkpJ6uu44iGQ4epALJBI8/Djz8MJimJvz3zBnMiR8GjUaDmTNnosSKK7XBYJCV6skedEY99ehBp1lBAbBrl8SLswHOQj2FhZG4dvBg84+Xl5ejoaFBVMM9KWCN6ikgQP5U2rGqKuRotYhWq/G0BWf+Bx4gL2C5YsoUIDaWVMBRUVG8vO9KS0sxYMAALFq0CL/99huqqqpw880349NPP8WFCxdMqDTORPfs2bPG1xsM1M/gGlV6iR0xr57CCKCri7c3tX04a+tm1NTUoLS01KLqadQooF8/4K+/eA4AcgWKyPNGnOrJSD0pFJSSa2biWqGgTkleHhlayg0XL16UTHrMMOSV0ru3GREjwwBffQWMGwdVZSWWlZfhmshIZGVlYc6cOdB24sSXkZGBnj17ykr1xAfWUk/9+1OheeqUPNU3Wq0Wubm5TkE9MQzt6Rimfbe6K2UfWqN6GjuWBBNyRp+aGqzv3h1/xMbC1cJ1y9ubl4uMZIiPB3x8qlFRUcE7+1Cn0yE5ORkrVqzAvffei9DQUBMqjWEYjBs3Du+++y6eeOIJREVFmQTSKhTAs8+Sdc6pU6d4qeHswdVVGHFYu5Y6KM39zNYD15YuMAxDQbNxcTydOBUKSjMtKhJ1K21W9dR64vr4cZPnDxxIF5zTp4EzZ0Rbls0oLi6GUqlEADd1KQFUKrIxuu++ltgLI1xdyR8qMhLe2dnY4OODEF9f/P3333jooYcsKtU46qkrGO7ZQj1NmgRMnuwYc7bOIEXWk9A4cqS9hLoj6smZYK3qKSCADOrlCo56mjZoEEZ0cJM4fRqwgYWXFE1NQH4+i9OnE+0quIODg026Qnq9HmfPnsVHH32EyZMng2EYHDlyBG+99RYA4Fg7t90WjGgdzCgRrs7CKCamxWcI1quePD2pq+DuzpMj7tuXSuDTp0XxN6qrq7NMPY0dS9PWe/aQ9rUVJk4EoqLIM0IOtvuc660jqCcPD+K1DQbg6NE27GNAALB1K1hvb0ScPYv1Q+PgoVZj+fLl+OCDD8y+n5xVT7bAVupJoaD5GE71Jxf/GY566jT7UGZQqcjHJy+P/s1RT9HR0Y5dmJ2wpeul1wNnz7b8DOSEv6uq8FlCAiIjIzulnv75h/aockR5OfDppzUoL/dBjx49eL3Hm2++aewKTZw4Ef/3f/+HM2fOYPDgwVi8eDF2794Ng8Fgspls672VlUUbgd27aSN/sd18g7i4OgujIUOIRD1wAPrLl21WPdXUAD/9xFPuPmEChdFs2yb4vFGH1BPX8ho1CmhDhSgUwLx51A3jeS4ICjlQTwUFVEOuX9+mCI6NBbN2LViFAmMO7MfPEyeBYRi8+uqrWL9+vcl7yF31ZC046qkvj/aPTgf8+KM8fLNYljV2vZyNerrmGlIKHT1K/05OTka/fv2cPvswLy8P3t7eVqmeFApgxw4zM4AOhs5gwMNJSfiPRoO9VrjyK5XyHb6uqdE1zwfx9/W64447MKFZwXvgwAG8+uqrGDFiBFQqlQmV1rPZyjzZDN9eUkIh1VOn3ggAkm+Sr87CiBso8fJC6fffIywoyCbVk7s7vcWWLST4sglcFXLNNYKm4xUXF4NhmI6pJ7WaJutIcmAyce3hAcycSd9Np3PciSsX6qlXL1IjpqRQyooJpkwxKtVu3/MX3rmRTt677roLp06dAuA8qidrwFFPfHh+lYoUkBcu0MyRI5GbmwtfX1+npJ7UahK2JiUBOTlV0Gg0vA335AKOerLWBZ5TpsltAHtpfj4uNTSgt6sr7rRiEyRnVVpKSg58fHzQvTv/7MMBAwZg//79JlQay7IoKCjAihUrcN999yE0NBQFBQW44YYbzA7c19QAOTlZAGqR0i63SXxcnYURALi7o37qVGiqqhBpo3GgUknejSxrpqNgDby96a7r4iKIHKx14KJV0OmAn3+m7VcbNDUBv/7aoauBqLh06ZJsqKeRI4ERI4hxbSWYIDz5JPDEE2B0Orx67BgWjRqN+vp6zJo1C3l5ecjOznYK1VNnEIJ6GjeOhAu7djmOqm1sbERmZqZTU08jRwIAi3Xr8pyy69UWfFRPcpPsFzU24o2sLADAl9HRcLfiuiXXwqimpgZFRZXw8fGBGO4owcHBWLhwIX755RdcvnwZLMviwIEDZp+r0QDLln0FAA45Z6/ewgjAhZoadH/tNSh4UB2+vtR0ys2lxBFeqK4GvvvO7nkjm6knlYruVGfO0LxTK7i4ULfk6FHpW9alpaXQ6XSyop6mTaNohl272gkZgc8/ByZPhrKmBj/kXcZ1/fujoKAAM2bMQHJyMi/qSU4Qinrisum8vEj30O7nKAG6AvXk7Q0MH16EYcMY3oZ7coFGo+GlegoMpJtmJz69kuE/6enQGAyY4uODmX5+Vr1GroVRYmIiQkP7NsdzOHYtf/99HoAGmQ6y0b9qCyMj9RQcTB2U/fttjgcfPJjmcpKSbMqobYGXF3FYduSp8aaeJkygYfAdO9pNM06ZQmNQmzdL17aWK/WkUFD03D33mJHYcnEvAwfCPT8ff6pcEBUUhPPnz+PLL790eodrIaknDw/6OfbowfNcsQNVVV2HevLwSMJ11zl/wd2ZCtgSuEkBOXSNjldV4bfiYrgC+KpNHlpHuOMOymiUEwoLC6FSqRAf3x1z58LhhdFHH70NhaLEYfFJzn3l5ol21FNVFXDsGC9r65tvJgM2XswPN2+kUlHuCA9/I97UE5fl5u1NN/dWSZVKJd3E1GpyNZBid5adnY3AwEBZUk9ubkDznCASE9t0PLp3J6Wavz+CEy9iTb9+8PL0xO7du/HKK684ZL1CQAzqKTQUuPtu2g9Iha7k9ZOamoqoqChUVbli+3bpC0yhUFBQAA8PD16qp8hI4KWXyPjS0ViSnQ0AeD4sDP1aefB0BrWa3D/kgtbed35+pE1y5CTD5s2bAWxCdvZXDlvDVVkYtaOe/PzIdCU93brExlZwdSX6Saull9qsvPH2Jp6Bh7+R3dSTuzsZ93h7t5t16tYNuO02+m5iUx9arRY5OTmyN9yrrAQ2bKAa1uSmFBUFZuNGsK6uGH7kCP4YNw5KhQJLlizBL7/84rD12gOOChSaemIYitdZsQJovq+Iiry8PHTr1q1LUE/l5eUIDw9HVRU58MtV8t0RdDodUlJSrB64bgsXF+o+ygHP1tfj3eBgvGbBFNgSzp2jfbhckJGRYcw+LCoC8vMdu57Zs2ejW7duCHNg9XvVFUYWqafhw4HoaNJo8+CPLlwgVqrNyI516NePfIYKC63uGglGPQUHk0e9j0+7qi48HHj0UfEl/PaonqSEjw/NlWVmUg1r8uMaOxZlzV5Gs/76C582h/c+8sgjONQugE3e4KinUAuRBvZCqaR0nD//NGlUCg4hsp7kgLbUU58+NGtz7JjjLRBsRVpaGnr37g21mQwxa3H2rB1znQKhqKgIni4ueCMmBl42XreSkyXPFLeI+vp6XLlyxXg/PHyYNn+Owpo1awB0w2uvXUZamuPWcdUVRhapJ4YBZs2iPicPSm3YsJYhXV5zORMnAvffT1siKyAo9cQw5MC3bl27bSjDUK22aRPQnI0oKCoqKlBfX+80hnvXXENxFydPmjYXGxsbcSEuDvr//AeMwYCnDh3C4+PHQ6fTYe7cuUhPT3fcom2AFNSTWk3dSK2WiiOxBlE56qlt9qGzoaCgAO7u7kbqiWHIPLOoiIp0Z0FtbS2Ki4sRERFh1/tkZ/PMrBQIqwsLcSIpySbvu9aQ0/B1W++7hgbHzhctWLAA/v59UF/v2A7vVVUYlZWVdUw9eXnRcM0tt9DVxwZwyhu1mi72No8LKRS0la6vB3bv7vANRKGelEqgtpbMmQoL2z1cVEQ7CSE9Kbmb8ODBg51q/mPSJDJP372bnGKBFupJ+f77wK23gqmvx2dJSZg8eDDKy8sxY8YMVFRUOHbhVkAq6ikwkLpv2dmABcWuXWhNPTkzOOqp7U140CC6XHGGj84AruC2V5TAKdMcoW48X1ODO5OT8YBCAT1PmlkuhVFJSQlYljVxnZaqMFq5ciWOHz9u4n7922+/AQA2b94PQNpZxLa4agojq6mniAg68wCb+/xeXlQcFReTyI0XrlyhHnkH80ZJSUnCU0/cxLWbG7BmDQ2CNMPFhUaRGIYe6iQz1Wrk5uaiR48eTme4p1AAc+dS18PXl6in6upqop4UCuD334Fhw+BaUoJVDQ0YGBaGlJQUzJ8/H00iBgjbC6mpp6FDKbAyIUG4YwqwT/UkN1iinlQq8ocKCpLHTbYzFBUVQaVSwc9KSXtHcJQyjWVZPJ6SAgOAhSEhNlNoHORQGFnyvmtooM292LjzzjsxZswYKBQKoxP2vffei969e0Olos6oI28LV01hlJ2djYCAAOupp4MHgW+/tbk46tsXmD6dkjd4oU+fljy1dq6CRD3V1dWJQz15eVEFVF3dbsLYx4cEdCUlwMaN9s82cKonc66nzgBXV+oasSyL/ftTERXVquvl4UGdt1694JuWho0hIQjs3h379u3Dk08+aTFw1tFwBPU0bRrwyCPCXozbUk/Ois6op1GjSDMid1cIvV6PJDuop7bgCiOBE5U6xcriYhzVaOCvVOIdO+hAORRGWVlZCA4ONkm0B2iDIlTH6OzZs7jjjjuwfv161Ldp73Fu2ElJSXjnnXeM///MmTOoqaGfkSOH7GV+SgkDXtTTwIE0d8PD2nrEiJZZ5laNF+sxYYLZVFdJpMehoTRrVVREE7Kt0KcPeRxlZ9t/URJL9SQ1MjPzcehQKHbu7G4q7OvZk2T8Hh6I/ucfrB05EmoXF/zwww/4ojlORE5wFPXEqYz0ehpItbdmtEQ9OSMuXryI2NjYDqknlqU5Ixk3Ik1UT0Kge3e6eUtp8qjR6fBC8zTwR337wseO69asWcCzzwq1MtvR0NCAy5cvmzWgvfVWOzb1bZCUlITVq1dj3rx58PDwMHaG3NzccM8992DHjh2IiorCm2++CQAYOHAgfH194e1NOihHFvxXRWHEi3oKDCSToqwsGtXngS1bgGXLeM4bzZsHeHoCO3ca7xYc9eQtYMaaWQwdCjz9NODv3+6hUaOAJ54w+5DVMKGenBhNTU3IzU3Dfff54fJlMzP711wDZsUKsAyD6/fswXc33QQAeP7557Ft2zbHLNoMOOopNjbWYdRTYiIN+Nubp5aenm636kkOKCoqglKphH8nJ1pODjG3ZnI4ZYG2qichoFAA//kPMGaMYG/ZKd7NzkaRToeRnp64OzjYrvdSKGweYRUUnArYnPddRES7jHHeWLhwobEzVFZWhp9//hmTJ0+GVqvF77//junTp0OtVhuvOcePHwdAAvEFC4RZA190+cLILuopLo7crg4e5GW6MmgQUU/bt/PYCXt4kD1q83CP5NSTmxst+tAhICPD+L8ZhrhflqXBz4IC297WWQeuzSE1NRWRkZEYOtQVkyaRoK+djHj2bDDNMv579u7FK5MmgWVZ3HHHHUiwMwpGKHDUk6+NmYFCYvBgoqH/+ou3CTxqa2tRVFRkt+rJ0eCoJ2sSxXv3JjuNM2ckWBgPJCYmmqiehIKUl44rWi2+yMsDA2Bp//5Q2PnhFy7Qce4IlJeXQ6vVIthMcdfURBuUykr7P6dnz55gGAaTJk3CDz/8AJZlcf/992P37t0mwbJXmhkRPz8/Wc2adunCyG7qiWFoYKhnT17ToX36AOPHE0XAy7ciKIjmfgwGZP71l/TUE3emrFvXjjvTaoHjx8kZ25YxrPz8fHh5eXUZw73ezeZuY8dSo+3AATM19IsvAvfdB6axEf89fRq3Dh+OmpoazJw5E4VmFIBSQi7UE8OQGNTFhdhrPq7O1lBPzgBbqCeGIQuJrKwWhaRcUFJSAoPBYKJ6EgoXLgDLl0vj4+TLslgC4L8RERguQLc+N9cxPkadbUo1GrrUC2G8+sorr8DDwwP79+/HI488An9/fyOVxjAMZs2ahRUrVuDrr78GQGwIh6VLxVGq2gLJryAMw9zGMMwxhmEOMwyzlmEYD4ZhhjIMc4hhmOMMw2xlGKZH83N9GIZZzzDMUYZhTjAME2fLZwlCPanVlPnBs1Nz/fUt40J874E1+/fDY8MGhNqY5WY3XF0p2EehAFauNNHHurnRQ3V1lChizY2sqakJaWlpvF1v5QLuAtOaemIYYOZMqqPbGeEyDIUFjx8PZWUllhUXY3ifPsjNzcXs2bPbDSZKCTlRT9260fxFQYHtF0ZrqSe5gw/1FBdHh5gZrYbDYEn1JBTq6qiRXVsrytub4NKlS7i9f3+8JlAnkmEcY8yZk5MDf39/eFnQwXN7fyGGr5966inU1tYaO0N1dXXYsGEDFixYAIZhsHXrVixatAjvv/++yRC4wcC/YywkJC2MGIbxBfASgIksy44DkAPgIQCrATzNsuxoADsBvNv8ko8AHGRZ9trm5y2z9rOampqEo564I/n4cZuNQzhpd2AgzXLbCpZlcd7FBf5xcWA2bZL+qOnRg+i8ysp2bnwhIcDs2bQDsoYu5KinrmC45+bm1o56Uqlo8J5hSNhXVdXqQVdXMoLq0wdeubnY0K0bQv39ceLECdx///0OUarJkXqKiSGfKFvup7ZQT3IHH+rJ25vM81sx3g5HVlYWgoKC2qmehAKn+hezS1an12P35csWqSe+cIQqrbGxEVlZWR1mH3LD7PbskRISEkw6Q/Hx8fjwww9RWFiIOXPmYNWqVTAYDGBZFm+88QYAOlY41NbSfcSRHkaAxIURy7LlAMayLMttkVUAGgBUsCx7vvn//QRgevPfb27+N1iWTQBQzTCMVVspUVRPly8De/dSJWADvLyAhx6iiA1bkZ+fDy8fH3jcey/xDKtXC2v6Yg1696ZWSFYWkJdn8lBsLNGFZ8+SkM0SNBoNysrKjNSTs0Kv13ea9WQwUJt/xYo2vyo/P2DbNrA+Pgg7dw4bBw2Gl5sbVq9ejXfffdfi+4kFuVJP48ZRUg1g3Q1EaNWTo1BaWgq9Xs+Lepo1ixrbcgCnehIz+5Dbk4hZGH2Qm4upGRnY7ucn6DykIzpGSUlJ6NevX4cCJK4wsqdjNGTIEJw+fRqLFy9GWFgYzp49i5dffhlRUVEmBdO4cePw3//+F1OmTIFbqw/kxjKuqsIIAFiWbWAYxo1hmC8AuAO4CKCw1eONoIIJAFStiigAKADQ6VWjqqoKVVVVwqqeOK6ke3cagrBRh88wdJHfv9/6nFoT6snbm5RqZWWAIxRN8fHAk0+are4mTKDCz9KmqislnKelpSE8PNzkZG4LhYL8eUpLzURexMSAWbcOrFKJ4QcPYNnEiVAoFHj77bexevVq8b9AM+ROPbEsHebr13d8E+Gop6ioKOkWJwLszT708qLjTg4WWR2pnoSCjw99X7G8jDLr6/FhTg4AYKrAM1IqFf2RCpWVlaipqUGvXr06fJ5QVFp8fDw++ugj5ObmGqk0nU6HQ4cO4fHHH4efnx+OHDkCANiyZYvJa7lpkdZz2HV1dZg7d659i7IRjNQtfIZhQgH8COBLlmV3NneAfmNZdmzz42oAiSzL9mUYJhtAf5Zltc2PHQJwH8uymW3e82EALwLw8fHx8f/jjz/g5uYmyonpWlqKkB07UN+rF4onTrRJHsGywL59gbhyxR3TphUgIKBjbq2hoQEKhcKEevJKTUWjry8aHXhD88jJgUGtRoOZSigvzx3e3k3w9m4x9WlqaoJOp3P6Hb3BYEBdXZ1Fjr4tUlK64dgxPwwYUI1Ro0y3tj23bEH0Z59B7+KCF6dMwWfbtsHFxQWff/65JIPQNTU18PT0lHWhmpDQHWfO9MDYsaXo29f8hH9dXR1cXV1lH0DcGbRaLViW7bDg7gz5+W44dswf06cXwN2dx/S6ANDr9WhoaBAmw7ET/PVXEIKDGzBkSFXnT7YRr7EsjjIMbgLwquDvLi1qamrg4eHRaWe4oUGB6moX+Pk1Qql0TIVdUqLGpUvdMGJEBTw86Bi+cOECGhsbsXjx4tMsyw6XZCGtpXNi/wHgBmAvgLA2//8cgEHNf38QwFfNf/8awKPNfx8A4ExnnzF48GD23LlzrKg4fpxl336bZXNzbX5pXR3LfvYZ/amrs/y86upq9tChQ6zBYLD8pJoamz/fbuh0LPv11yz74YcsW15u8pBWy7JLltDDDQ3c03Xs/v372fr6eunXKjCOHz/OlpSU2PSaXbtY9q23WPb8eTMPPvooywKszseHvWfsOBYAGxQUxObk5AiyXktISUlhU1NTRf0MIaDXs+wvv7Ds//t/7Q41lmVZtqSkhD1+/Lj0CxMY9fX17IEDB1idTmfX+5SU0LF2+LAw67IVBoOBPXToEFtdXe2YBQiEHaWlLA4cYD0PHmSvcBcyJ0Vubi6bkJDg6GXwxqVLl1gA7IYNG1gAp1iJahWpqbQbmwuc5QzDHGz+8yaAewH8yDDM3wBmAXiz+flvALiZYZhjAH4GcH9nH6DVasVXPY0cCTz8MBAWZvNL3d0pkkyjsRytwVpDPR09SrrGKuF3Sx1CqST3LZYlpVqrIRpX1xa2jzMMt4Z6cgbwpZ5uugmYONGCqPGLL4Bx46CsrMS3hQUYP3AgioqKMGvWLNTYGEVjLZyJelIoKHtQoaC59daUpL3Uk5zAGdDa2+H296dxwLNnHad6kpsfja3QGgx4KjUVAPB2ZCRCRFBrXrpEx7PYsDX7MDeXbBAcibYzhVz33GLwu0iQevh6G8uyvViWvaHVn3dZlj3HsuwYlmWvY1l2FsuyFc3Pr2j+9xiWZa9lWbZT9weGUYuvemIYkmQBZPpgozd9r14UrZGRYV7CX1hYCLVa3bHhXnQ0aeTXrIFpFoUE8POjBNXWFVAzIiNpviY1Fdixox5FRUWIjIyUdn0Cwx7Vk0JBw+lqNdlCmaSsuLrSEFJYGNzT07G6Rw/0CQ7G+fPnsWjRIhhEkK5wqicx5z+EhI8Pzf0XF9MfDpzqSQrKRkyUl5ejoaFBMNVTfDydljbqQ+wGp3qSMvswORn4/HOb4yw7xBd5ecjQahGtVuNpkZz5i4ooOFns4jUlJQVRUVFWC5DOnXOc8SSHdeuAH3+kvy9fvhwA5aeJpW60BHnJUQRAba0rL1k8L2g0JD/assXmo3zECODxx1vqKw6c6qnTORN/f9pOX7kC7Nhh48IFQOsKKCXF5KHhw4Fhw4BNm8rg4zNYdqonW5GZmYmePXvaPSP1558U32DivRIYCGzaBNbdHSF//431Y8agu6cnNm/ejFdeecW+hbeBPaonR2LwYEqo4WoHKVRPUsCqzrCNGDiQinCpnbCtUT0JDaWSXESEVKZNNhhwq1qNr/v3h6tI1y0pLofV1dWoqKiwKfuwoUG4AFm+qKmh45dlWdx9990YPnw4KisrJfe+c+47lhl060aqdsk+bOKFt/+CAAAgAElEQVRE6o3aGPLEMC1eHElJLbuetLQ0hIWFWUc9xcSQtvnMGeD0aRsXLwBGjADuuw9oc9AyDDB8eDFuvLEKQ4Y4LmZCCNTX1yM/P1+QrKfx46mWbtfki48H88svAIAhmzdj+ew5UCoUWLJkCZYtW2b35wLOTz15etLe49w54Pz5ZERHRztN18sSxKCeXFyoGz10qGBv2SmsVT0JDaEl+01NTajIysKq4cNxk4jxOFwNLJaXEd+CW6u1z8NICGg0pLC88847AQC//vorIiIiJDeg7XKFkYcHHXiSsUvXXkvuart28bK21miIb16/HtBoam2nniZMoMLEUaaJnC9RYaHR48hgMCAl5RJuuSUKDEOydalNu4VCYmIiBgwYIMhNuFcvavLl5pppMi5YALz8MhiDAdO3bMbH8+cDAB5++GEc5hli3BpdgXoqLgZWr67DwYNu/LIPZQRrDPf4Ij6e3PalgBhdL2vBSfaFKIyy6+txMTnZJuqJL7gfk1hUWkFBATw8PNCjRw+bXufojhHLcg2CGqxatQrvvfceysvLHWJA2+UKI7AskpOBL78k92HRwTB0t/P0JILURh6vWzfg5pvJO3H58lzbAxcVCpr3GTyY/u2IqUuWpWj0VauAykpkZGQYqSedDvjtN8eMQtkLjnoScvAvNpaajAkJZkzU33sPuPlmKDQaPHnsGB65aTKampowZ84cZGZmmn0/a9DQ0IDc3Fynp54CA1kEB6ejsjISSUnytRmwBhz1JNZNuLwcOHZMlLc2QV5eHry9vR2SfahUUnFkb2GkMxgw/fx5zC4rg1YCGxRXV+qKiHGp5rIP+VBPDQ2O7Rg1NNA94s47ZwEAJk2aZBK7JCW6XmGk0SAggH7ImzZJVCd4eAC33krDNTwudNdcA0REVOL8eW9UVwfY/vncgXPuHCnFpPabZxiSo+n1aPz9d1zJzjZSTyoVjSLl5ZFhnxwM6KyBmNTTuHFEq7W7dimV9Pvr3x+q3Fx8WlmJG+PiUFZWhhkzZqCKpwJRKNWTo5GTk4OJE5WIilJj61aJNj4ioKqqSnTqKT0d2L2bcufEAqd6cmT24cCBlLVtD5bm5+NSQwMUrq4Il6BlMmoUsHixOCMfaWlpvLMP77oLmDxZ+DXZAn//FDQ0pGHXrl1wcXGBHzdvIjG6XmFUUwO/6ixMnQpkZkqzawJAlNKYMbx4PIPBgNDQ8xgwIADr15tktdqOtDSKLZEa/v7AvHkoTUzE0MxMKFt1vQYOBG64geq248elXxofZGdni0Y9MQx1jXx9qVA0qXe6dwc2bwbr7Q2Pk/9geUQE+oeGIikpCbfffjt0Nh5bnOqpq1BPAwZEY+5cEmRKtvERECzL4sKFC6JTT4MH06ZEzGBZW1VPYuDGG2mjwRdFjY14ozmr68voaLg58eahpqYGJSUlvKknHx+6/DgK7u7AU0/FwMWlCGq12kQFnNJG4CM2ul5h5OYGeHjgmmtoNnnfPnF3Te2Qk0P+NDZ8aEZGBsLDQ7BokSumTKEDhBfi4mgg+uhRhxhSlPr4oGLkSPgUFLSTxVx/PRVIf/1FDgdyhlarRU5ODvr27Sv6Z+3bR/JUk+Kof38wK1eCZRgEb9qEP6dOhV+3bti9ezdeeuklq9/bkfMfQiM5OdlIPfn5UTrPddfZZDwvC0hFPbm7U0cyIYGKSKHBR/UkFliWf4H8n/R0aAwGTPXxwQyJuhMpKTR1ILR62p7sQ70eOHKERM6OwieffAXAFUePHkNoaKhRgLRq1SqrvZiEQtcrjHx9gaAgMAwwayYLT0+JU6f9/elqvXatVa2f1qonf/8WNQlv38apU6l7tXkzkJ/P801sB0c9Rdx+O9GKcXEmjzMMMHs2FUgi2YMIBi7rSQrp8dCh5G/U7kI5fTqY998HAMT+8QeW33U3XFQqfPbZZ/j555+teu+uYLgHEPWk0WhMqKfBgwFOKOgsXSNbDffsxeDBNFIg9PVPTgV3RgaN5vHZ/J6orsZvxcVwBXWLpPoulZVUHAlZsBYWFtpFPTU0ENHQJiNcMuj1eixevBL9+/+GsrJaEwPahQsXSj7D1vUKI4COuM2b4XHxHzz+ODB2rISf7elJw9DV1SQ36+SqfenSpXaqpytXgK++4ulFolTS53t5UfdKImRnZyMwMBCeXl50RVYqybCn1RpcXYlSU6moZjTx85EJysvLUV9fLxn1FBBATuhFRWYOl//8B7j9djANDZi8YT0+uXMRAOCxxx7D//73vw7fV0zVk5TojHr63/+oqHSG4ig1NRVRUVHiG9A2o08fyp6urBT2ffmqnsSApydd7m39jnqWxWPJyQCA58PC0E9iA0FAuGNWr9cjOTnZroxFLsDAUcPX06ZNA+CFG24Yi7i4GGPXi7vOnT9/XtL1dM3CSKEA6uqAv/6CWwVtJfLyyG5IEoSGUucmLY2u3BZQWloKnU7XTvUUHEwh9tu382z6eHoCjz1GVgISgKOe2qmetm8HVqxoZ2PAsmR0uHq1vJRqLMsiMTERgwcPlnQn3LcvHS7JyUStGcEwwM8/A3FxUBYW4tGzZ/DYtGloamrCrbfeiqzm2QhzaE09OTM6o57UavIYTUiQeGE2QqPRoLy8XFLqSakEnn2WEoyEgj2qJzHg40P/tbUwYgDMbGpCnLs7XpdYDi60XD8jIwOhoaF2GdBy4Q1CzZ5nZ2eDYRjjn4cffhjJzYVoWxQWFmLPnj145JHFcHfXIyioxYD2+uuvBwD05mxhJELXLIwYBrjllhYJvVaLAwcom6y0VKI1DB8ODBlCZ6yZM6Aj1ZNCQSKvbt1I5s6rs8KV/pcvkzxFxC21Repp2jQ601asMJEQMQypsi5fJsZPLrv93Nxc+Pr6OoR6GjmSZmbaWVh5epIztr8/XBISsIRRYNLQOJSWlmLWrFnQmDGIMkc9OSOsoZ5GjKDIwl27hI2GEBJSDVybAzduItQGxB7Vkxhwc6M/thZGxUVFmOXmhjMjR8JT4oFrIQsjobIPhe4YRUREICsrC8899xwA4Mcff8SAAQOMhdI111yDFStWoKmpCSEhIVAqlfD1DUe/fi3ROFwhdcpG82Qh0DULI4Ak9HPnUjjV9u2YfQsLFxeqkyTpUnDF2axZZidEjdSTBdWThwdw++3U+Fq3zg4FflYWSfNEkudVVFRYpp66dQPuvJOGZ9oEzg4YAEyaRDPinbBCkqCxsRGZmZkOo54YhgJnubkZk/i93r3B/PknWJUKXju24/eRI9CvZ09cvHgRd955J/SthhUceRMWGtZQTwoFnWKNjcDOnRIuzgYUFBTA3d3dYdTTH3+Qgs9e1NbWori42CGGex2he3fbCqPShgYj9eSIc8TNjUZhhfjoixcv2u59Zwbc9UaIwmj9+vX47rvvEBgYiE8//dSYWN/Y2IgVK1YgPj4e586dw6JFi4zn9p49e+Dq6gtf35YFcF3JYcOG2b8oG9F1CyMAiIigad+UFHQzVGHOHJrl2L1bos9XKunoLykha+vmiswi9dQGISGkvrFr3GXcOHIV3LOHqD0BwQ1hdkg9BQXREE1xcbuEwrFjafj4wAGKRXEkkpOT0bdvX1lQT2fOAF9/3eZif/31YL74AgAQ8ttvWLPgDvh4emLr1q14/fXXjU9zpOGekLCFegoIoNM8OZkCVOUEjnqyZ/7DXvj4EN3Y1GTf+3AD13LLPoyPB6zNrj2n0SD8xAls7NbN7uxDvuCy/+x1AikpKQHLsoJkH0ZHAy+8QNGN9uLzzz/HY489Bk9PT2OH6MEHH0RaWhoWLlyI06dPG4slAPDx8QHDMJg+3d8oPipuTozeunWr/QviAXkd4WJg/HhKa/XxQb9+NHZz8iQ1UiRDWRm1Rpq3tLaonoYOpewjhYJn14jrXAUFUYppSQmPNzEPq6mnvn1pIHzixHZLmzmTaKSwMMGWZTM46ilUJnK58HCqods02Whu7MEHwTQ2YuiyZVj20ENQKhT44IMPsHz5cslVT2KBT9fruuuARx9tyR+UC+RAPcXGUkctNZX/exQWFkKlUjnMcK8jjBpFodWdgWVZPJ6SgnqWpal0J4bBYMClS5cEM6BVKqnBLwSrePjwYbAsi5ycHLzwwgsAgJ9//tnoYs0wDIYOHYr4+HgAwI4dO9C/f3+MGKE0mt6OHj0aADBjxgz7F8QDXb8wUiio18qyQEICJl2vw8yZLRFfkiAmhtojp0+j+tAhXqqnwkLgm2+o42UzXF2BO+4gOdjJkzzeoD1spp5iYlokJK06VyoVRaJ4eVHhJ7VSTY7Uk78/1ZGlpdRoNBbEDEOtpGuvhaK8DNN37sQHd90NAHjwwQexbt06SVVPYoEP9aRUUucIoOakHCAX6ql3bzq/EhP5vV4I1ZOY4DK2OpO/rygqwrGaGvgrlXjHgb+TtDSKSbLnWpeVlYXg4GB4CKSmy8gADh60b+7p/PnzYBgGffr0wTfffAN/f398/PHHJlTaqlWrMHz4cCQkJODs2bOYOXMmGIaBv38wSkqoq1lXV4esrCx88803gnw3Puj6hRGHK1eADRug3L8Hw4ZRvWTNySQYJk4EGxGB8uXLMSQgwOabsJcXdQ/WrOHpjN29O/DggyR/EgC8qaejR2kY28xVesMGYPly4Y3POoJcqaeoKJpdT01tY2SuVlO11KsXVCkpeCrvMu6/6SY0Njbiqaeekk1xxxf2Uk8XL9IGQtKOsMW18DfcExIKBZmrpqa26UBaiYyMDPTq1cth1FNnSE4GPv6444K4WqfDC+npAICP+vaFjwMpc42Gjk++s64NDQ24fPmyoAa06enA33/bN/cUExODG2+8EZmZmXjiiSdMqLT7778fKSkpWLBgAU6ePIkhQ4ZAoVBg8eLFGDRoEEpLGSxdSuu45ZZbAJAtiaNw9RRGvXoBo0cDJ04AKSmorQW+/ZbmWySBQoHLo0ZB3aMHvM6ds/nlXl7URaiqssoeyTx69KCrZHW1XdkcVVVVqK6u5kc9jRlDvNnGjSRLa4W4OOqImXRJRIScqCdzjvcjRtAh265mCw4GNm4Eq1ZDvW8fPgkNQ/zgwSgvL8fs2bNRK0eDKCuRnp5uF/XUvz8Ntm7ZYv9MjT0oKiqCSqWCvwShpNZg2DBg+vQWlZq14FRPXPahHMGdHx2Z4r6TnY1inQ4jPT1xd3Cw5SdKAHtVadwohpDZh1qt/VJ9tVqNPXv2GDtEubm5ePHFF6FQKPDrr78aZ1EZhkFCQgJWrFgBf39/eHl5GRWl7u567N2710jBOQpXT2EEULBOSAiwaRM8dVWIiSEbdCmcsRsbG5FRWAj/F14A5szh9R5hYS32SIcO2bGY06dJ38wjSMmqgeuOoFIRreftTc58raKx+/alLklKijRxb1Ib7pmDXk+Hw6BB5n22pk6lGQruuUaMGAHmxx8BAN1//w1fTZuGyKAgnD17Fvfee69xsNGZUFtbi6KiIruoJxcXUqlVVEi46WkDvV6PpKQkWVFPQUEUVm1ro0Qo1ZOY6MzLKKm2Fl/m5YEB8E1MDBQO7qra8/Hl5eVobGxEsMDFnVYrvLljWFgYlixZAr1eD5Zl0dTUhDVr1mDkyJG47bbbEBQUZBzF4Aqjd955EQDw0UcfGd+HZVksW7ZM2MV1Avke7WJApTKmwGPDBkydwiIwkDowYnugGKmn4OAW62cepP/w4dRZycuzo6ty/fWkC9+2DcjNteml+fn58PLyso968vAgGT9AA+GtbuIjR9Kfo0fFDcB0hOGeOSiVpATR6YAnnrC8i8zMJDf0VnUkcNddMDz3HBi9HqO//hqr77ob3dzd8eeff+L95jgRZ4JQ1FNEBJ0nx45JmopjhFypp7o6apibWEF0ACFVT2LC3Z3GKC0VRoamJsQBeDA4GMNkFI9j695FzCiWhgbxXa9VKhVuu+02nDhxAi+//DKCg4ONAiTu/rts2VeYPXu2yff7+OOPcd9994m7uDa4ugojgGQrs2cD48fDxZXBvHk008KbnrICZqmnw4epKGjmva0FwwAzZgALF9reFjeCc5D08aGhJSuD2ZqampCWliaM662fH3WObrml3RZq6lQq/toYggsG7gLDqSQcjfffpx/HwYPURDMHHx/a1a1caXpjS33gAdROmQJFXR2G//oLfrj3PjAMg9dffx1btmyRZP1CoKioCEqlUjDq6aabaBjbjP+lqJAz9VReTsJYCwbEJhBa9SQmGIbOD0uFkTYzE5ujo/GVTOJxPDyIDbf1+p2Tk2OknoSGEFSataisrMSxY8eMPlIMw2D8+Gl4551XAOiwevVqk+e/9NJLiGznfCsurr7CCKBJxOYLV6BPI6ZOpR2HGDMJFqmnCROoVbB+vc22rSoVnVQaDTlH8xpWdnenwkSnI48jK5CamorIyEjhqKewMKp+WJYmQ5srU4WCateePelpfAZGO0JBQQHc3Nzg6+sr7BvzhJ8f8OGH9PcXXjBfp/r6kuFneTnV06Tgq0VRaSnc168HRo+GoqwM83buwGtz5wIAFi1ahCRHG0RZAY56io2NFew91WpyN5B6fCwxMVG21FOvXlRAXLzY+XOFVj2JjbFjiSpsDZ3BgLKyMmi1WoSEhEAtk99JdDRZS9jSdBc7+/CBB4AFC4R/37aUPnc/XLRoEZqamnDixAm89957GD3aC8B2ADCZLzx9+jQA4ODBg8IvrgPI40hxFE6dApYuRXz/Wtx+OxVHQsMi9eTiQtPUBgOwdi0viUJpKXDunB2xGv7+wF13kZlQJ+CoJ1EyazIzqRWyf3+7hw4dAn74gacSzwzkYLhnDvfdR3PphYXAW2+Zf05EBHUL09PJpNRIPXl60rRx375QZWfjjbQ03DJyFDQaDW655RZUVFRI+l1shVjUE8PQeXHqlDQS/pKSEuj1etlSTwxDs2yZmUSrWYIYqiexMWRIe5PHd3NycNOFC3Dt21cWnWF7kJSUhH79+lnlfccHDGP7/Jk1UCgUJplpkydPxsGDB/HTTz8hKSkJI0aMwGuvvYbnnpsP4ALKTWYFgOHDhwOA5CMPV3dhFBoK1NaC2bwJDFhUVNghhzeDTqknPz+avL1yhdekaGQkzZMnJtJMDi+EhtL2uqnJov206NRTVBTZ1x4+3G6wKCKCGmpr1wpjrZCeno7w8HDZZD1xUChIZq5Q0CyRpTDp+HgqoIqLK6FQtKKeAgKAnTvB+vvDNSEBv7i7YVDv3ka3Wb1kvhS2QWzqqb6e6u0tW8RVOjoL9RQbSz+HjhqJYqiexEZjI11Guf1lZn09PszJwVkADTLz9crIoM2etURBZWUlampqRM0+3LHDPgNQS2hsbMSRI0fw1ltvYcKECZg+fTo++OADvPDCC0bJPsMwuP32xQC6m3iX1TQPHq1bt074hXWCq7swCg4GJk8mmdfx46irI0XUli3CzBtZRT3FxJCMZswYXp9x7bV0sdu7l3aCvPH331QVmpFGFRYWiks9MQxpifv0AbZuNZEJ9u5NDa2sLDp57fm9cKonqflqaxEXRwPYBgOZtVu6kU+apEd4+DkMGhRr+vPo2xfM1q1g3dzge+gQ1g0eDL9u3bBr1y68+uqrknwHWyE29eThQUrHvDzgn39E+QgARD0FBQVZzD6UC4KDqVFsKUy7vLwcWq1WcNWT2EhLo2KDi4R5JjUVjQDuDAjAdTLzKKuvpyLOmtENu1XAVkCvp3OjoEC499TpdFixYgUyMjJw7bXX4u2338aXX36JOXPmoKamxkTS/8ADDwC4Ez/8YMrx3nHHHQCAefPmCbcwK3F1F0YAmcUMGADs2YNehsu48UbaTZ04Yd/bajQalJWVWUc9xce3WD/bSHtwiR8BAbQz5l04jB1L3aONG+msbQbneivIwHVHUCqJWgwIoNTcVm27uDijcbhdWbhyMdzrCP/9L41dHT1K7rjmkJmZgdDQXqitdcfPP7c5ZEaPBrNyJViGQcy2bVg+cRKUCgWWLFmClStXSvIdrEVpaakk1NOgQUC/fnR+iDGM3dDQgNzc3E6zD+UAhgEeeYRihtpCipuwWGjtZbSzrAzbKirgxTD4yInoQHO4fPkyunfvDm8RI0y4GU4hm+jp6elYtGgRBgwYAIVCgfDwcGzduhWRkZEYOnQoFi9ejF27dsHPzw8//7wMgBoxMaa+eNu2bcM999wj3KJsgHzvEFKBqyx8fYGSEowZQ02cv/5q5z9oNXjLKrdtA375xeart6srqdQWLbLDI0Olouk7T0+a92meAE5LS0N4eDjcpJAsqNX0JebMoeHwVpg0ieYI+F4fhFY9iYXu3YFPPqG/v/RSG3k+WqinqKgoKBS0Q161qs2A+pw5xsDZqdu24oMbbwIAPPDAA8ZhRkfDYDAgMTFREuqJYahrpNdbrTOwCUlJSYiJiXEa6ombJWm7icrJyYGfn58oqiexwV0XSqsMeKqZE3orMhIhMqPMAeuv0U1NTcjIyBDdgFaMwigmJsbYFUpPT8fHH3+M7OxseHt7IyEhAZ988gmmTZvW3GH1woMPPmQSqvv9998DAH744QfhFmUD/i2MANIpPvooEB8PhiFFVPfu/E0UCwsLoVarbaeeRo0iLfaaNTYPY/v40NfQ6agtyqtz5OVFFVZTE7Bpk2Oop27dWqYoMzONgUIMA8ydS7t/wLYfjxiqJzGxcCFwww1Ed7z2muljHPWkVCrh6wvMn0/P27ixze/8qaeA558Ho9fj+f8dwl0jR6KhoQGzZ89GEa/APWEhNfXk60tdkiFDhH3f8vJyNDQ0OB31tHEjsGlTy7851VN/a2PqZQYvL7pG/KK5jAytFv3d3PCMTEKh+SIlJQVRUVG2xy7ZCK4wEmrvu337dowcORKvvvoq9u/fD5VKhejoaHz//feorKw0FkwtijUv9OrVC63r8UcffRS+vr4OM9/9tzDiwE37p6TA7cxR3HUXMTu2wq7AxaAgqsry8ngP1CQl0Ut5qxsDA0nGP3OmY6mn+noqEFesaOdHcOkSDShbO7yYmZkpS8M9S2AYYOlSOiS//55UVYB56ikqisbkkpPN/M4/+giYNw+KhgZ8n5aOEZFRyMvLw7x589AoZSBdG3CqJ6mpp5EjyV1dKIhpuCc2lEqap+Rm8sVWPYkNhYL2VFXldVAD+Do6Gi4ypcw9PGh2sqMfdXV1NSoqKiRRYzU10VqE6hiVlJTg5MmT+L//+z/cfPPN2LhxI8aPH29UpgUGBmLhwoXGkNilS2lmgNsjXWqecz1mz9yEnZDnkeNIJCUBe/bAtyIDrq50T7bFCsZu6ik2Fhg/HjhzBjh50uaXDxpEfh6HDvFP00ZEBIqamqBUKOBfUSGe82VHcHcHbr2V9OttJGkBAebNDs2hvr4e+fn5iIqKEnnBwmLgQOC55+hH//jjQFOTZepp1Ciaw8rKaqPcUygolfe66+BeUY71jVqE+PjgyJEjePrpp6X7Mm2QlJTkMNWTXk9ChTNn7H8vjnrqJiM3ZWsRHU3nTm6uNKonKTB5chNuY8uRMWIEbpSJR5k5REaSPUcrAZYJpC64w8KA11+ndQkBLpKIZVmcOXMGU6ZMwcqVK/HMM89g4MCBKCkpwapVq/DEE08AAO6+exIWLCBRAACMHj0aAETzbLIG/xZGbXHzzXTnXb8eqK7G4cN0X7YmT00w6mnCBEp95NEK5gReYWHUKuejNDAYDEhKSsIghqGOjb2T6HwRHU2StPR0E6lgQAB180pLW8wOLSExMREDBgxwmvmP1njzTToETp4EPvywzCL1xLmh3303dQJM4OZGRlf9+iEsPx9/BgRA7eKC77//Ht999500X6QVHE09KRTUkN271z5bDrEN98RGVBR1CZKTnbfr1R4pGDkyFL1krgzsDAUFBfDw8DCRrksBoX/9NTU1KC0tRUxMDGbMmIHPP/8ciYmJJlQay7Lw8qK5XrWauskajQa//PKLsIuxEf8WRm3h6kp3XZ0OWLcO467VG+ukzpIzBAtcZBgqCDjrZxstuVUqckl2d6fiyNaGT0ZGBnr27Am3+Hg6YnfvNh//LgWuuQaYOJGMfVq17qKiWswOLbGOHPUUJFa2iMjw8gI++4z+vmSJD/z9LVNPKlVLBN+mTW0M/Pz8yOMoIADXpqVhaR/ik5566ikcOXJExG9gCjlQT9wgNudvxBcc9ST2/IdYcHWlDsE//1TC27u7fdmHDkaTwYDrT5/GT/kVqKkNc/RyOkVGBvD11y3WAq3BGdCKrgJuhbQ0mjkTOmHAWu+7vLwWqxmS7sMkG41lWfz666/CLq4T/FsYmYO/P3kLXb4M1/RLxjrpzz8tmwwWFxdDqVQiICBA2LXs309KNRuLI26Oev5823YCHPXUp08f2l7PnQuEhFBlKKTRhS0YN46+TJuLRXw8yfjNjQ5JqXoSE7feCowYoYFG44Jvv+2861VRQZEP7Qwx+/QBs20bWHd3PJCchCf79oVOp8P8+fNRINHvVS7UU1AQuXScOkVMra2oqqrqEtTTkCFN8PHJQnS0xLkpAmNpfj7+p9FgjYsSq/5kBb/BCw2tlrrd5gQkaWlpiIiIkNSAtrCQ9p1CjmQVFhbCxcUFfn5+Zh83GAzGmaOwsPno0+cpMAyDlStXYvbs2SbP/eqrr3D//fcLtzgr8G9hZAmDBgH33w8MGgR/f1L0X75s3qCac70VRfUUFkZHLo/cD87MjWVpl2LNy9tRT66uNIzt5sZLLScIGIZoNYahbVarFMxJk+gPw5gWAs5iuNcZKirKcffduQCAL74wivQsomdPajZmZ1OjzwQjR4JZswasQoFP09NxXUgICgsLMX/+fNGHseVGPU2YQAV1u59RJ2BZFhcuXOgS1BPDpGD2bD+4uTln1wsAihob8WZWFgDg1e7RUBmUqK528KJ4oqamBiUlJYiIiJD0c7VaouCFmrvnBPGo+PYAACAASURBVEgd3Q8VCgUuXLiAb775BuPG3YywsJaZsD/++MPkuc8884zwDYdO8G9h1BHCw+mOW1KC2JByTJ0KNEe3mICjnkRRPfXrR3f+ixfJnZoHLl2iGVxO3WQJFqmnbt2AO++kO66jVSt795IBZPPFkLs3FRZSezo/H9BqtcjNzXWqrCdz4Kinu+8Ox6hRVBP++GPnrxs6lBzR//nHzJDxzJlgvvkGLgD+LCxEiJcX/v77byxevFiMr2CE3Kgnd3eyy5o2zbbX5eXlwdvb26mpJ6BF9RQcHM6dSk6Jl9LToTEYMNXHBzObuxNyL4ws1dOixi51AK2W5nuE+tj09HSEhobCzc0N+/btA8MwCA4OxvTp0/HGG29g48aNyM3NRWxsLB577DHMn38fPvnkHQCAUqk02cxmNR+ch/h65/DEv4VRZ9DrgT/+ANaswehhTfDxoc4LN8NhQj2Jheuuow7Wvn1ECNuIAQOo4bJzJyxeBDulnoKCKLIDICmLmMFTHWHWLJqZWb3ahAfx8qLfy6pVwIkTyejfv7/TSo85cNSTt3c3cIken3zSzr3ALG68kX5dR46YafI98gjw6qsIZlmsb2yEi1KJr776qt1OTSjIlXrq14/cKQDruqlNTU1IT0+XdP5DDLSe9Tp6lMHvv3ccKitXHK+qwu/FxXAF8GV0NLp3pzu73Asjc+iMehITXGEkBOrq6lBQUGBUAffq1QvBwcEoKirCjh078N5772Hu3Lno3bu3MSft6adfxm233QwAONVm9z558mQAkPyc+7cw6gxKJU35FhXRlC9IIPXbbzT2c+nSJfFVT5w7d2iodXfFNlAoaFbFz4+aLeZSR7Kzs62jngoLgV9/JWtwR8Ddndyx3dyoYG3+Ml5e1NSqrq7Dli3d4Osb4pj1CYS21NOMGeTkkJdHX7szKBTAvHnEBputD997D7jrLoxpbMRnzV2chx9+GOctpdfyhNypJ4OBZgf37ev8uVIZ7omN1qqn/v2pKOSx33Io9CyLx5sFIc+HhaGfhwe40TW5F0ZeXlSUc96F1lBPYkKlaolUsRdtsw9jYmJQUFDQTonGsiwKCgqwdetOTJhwMwAKjI2LizO+F+ea/c477wizOBvwb2FkDfr1I2+hs2eBs2cRGwsUFwOrV1dDp9NJo3pycaG7HHfy2DhvpFZT4ofBQKNCrRs+Wq0WOTk51lFPwcHklHf8OC+fJUHg7U3FkV5v4mro788iNjYRanUv/Pkn47CmlhD4/+xdd3gU5fo9s7sJ6QkpJEBIAkkgdAXpAoKKIOgFFClKsaCCBb3KD+/lKtgVbBeV4hURpYkUpUkNEKT3kt577213s7vf7493J6RssjO7s7PBe8/z7JNsmdlvd2fme7/3vOe8cXFxjagnhQJ46y167tNPWxYBNISz8+0WfGfONKnf5zjg+++BBx7AQrUac5ydUVtbi6lTp6JUZL++1tDWqSeFgiaGs2dNq4R4VFZWyma4Z0s0VT117EhMub1Ep5YiV6NBaW0tOjk44F/GmhyVCpg7l4SsbRldutAijlfjJycn11NP9sCjjwLz5lm/n8LCQjDG6g1op0+fXl9gzXEcevbsiaeeegpffvklTp48CRcXFzz88Hhs2DAMwHV8yUtwjfjkk08AAP/617+sH5xYmIrk7uTbwIEDmU2g1zP244+Mvf8+Y/n57OhRPZs7N5WdPl1jm/drDVevMvbLL4wZDKI3TU5mLCGh8WNXrlxh2dnZwnei1zO2eTNj777LWGKi6DFIhrw8xrTa+rtpaWns1q1b7PJlGl6Dp+4olJWVsT///JMZmvy+dXWMhYQwBjC2fbvw/aWnM7Z8OWM7dpg4ZMrLGevXj9UA7K527RgA9vDDDzO9Xm/159BqtSwyMpJpNBqr92VLVFYy9tFHjG3aZPqUMhgM7PTp06ykpET+wUmMmJgYlpyc3OixPXvo8+t0dhqUBcjNzWXnLl5kcdXV9h6KVaiurmbHjx+X5HyzJ/R6PTtx4gSrbvB7pKSksJdeeokNHTqUOTg4MACt3ppe7wCw4ODghvcvMZniiP9ljISC5yaGDQO8vREcnIaICEdERjpbJPm1ClotVVSbksiZQbdulAADiIUqLS2FWq1Gx44iqCf+u+jQgbg5e+Wu/f0pk6ZWo+7QIaQkJqJ79+4YMICEdA4O9iuFshSsFepJpaLGsgDw8cfCk4ZBQWQFdfMmZY4awcMDOHAAzl26YJdGA2+lEgcOHMD7779v9WdJSEhAt27d7NbvSCjc3Kg3XWIiYOw/2gi5ublwdnaW3XBPalRXV6OgoKCZ6ql7d6ozyciwz7jEgqee+vXujR4uLo2ey8wEbtyw08AEIikJ+OILYh2aUk/2wK5d1nv4pqSkICAgAC4Nfo+uXbvim2++wdmzZ6HVapsFHzqdDqdPxwEYgL59BzW63sUbU5jHhHDcNsD/AiMxcHUF7r8fGr0eWcmJWPCiH/z8LCr7sQ6DBpGJT1SUxX0/kpKAVasY9u1Lsaz+w9GRvIUefBCwd0uE5GSU/PYb+qamwsFYUMNxJG3//vtG6v42D3PU09NPUzx49aq4Mq9776X6/aNHTdSTdO4M/PEHQjw9sVWvBwfg3XffxQFjTZ0lqKysRElJyR1DPQ0eTI7qJ082Djh56smi3odtDHzBddNJuFs3YMECQGaVuEW4VlmJ6Zcvw7ljR5Mq4Bs3gIMH7TAwEdDpaC1ZUFDciHqyFxITW6eRzUGtViMrK6tRKUZDCo2/OTs7495778WiRYuwceNGxMTE4OzZHACPYO/eI432OWbMGACwraipFfwvMLIAcZcu4e7z5+EZcxHPP08rclnBcdS6xIq+HyEhgLNzCS5eDERVlYWBjYcH+RdwHC1/7NSYtDwwEAW9e8MnKws4cqR+ZnN0pKHt3Ank5NhlaKLAq54iIlo23HNyoh5qAGWNhIKv3w8IIEusZn6hvXuD+/13POjoiPdBmasnn3wSyUJ64TRBa1mvtgqlkpKgTz7ZWLacmJiI4OBgWQ33bIG8vDyoVCqTqicHBwq22/pPxYwF1ztrarCjBbGLuzsp7ET64coOxhgSEhLsbkDLmPWqtJiYGERERDQSIFVWVuLYsWNYsWIFZsyYgfDwcKjVapw+fRqrVq3CvHnz0K9fP7z55jtQKJTo1On2QtBgMCA3NxcrV6605qNZhf8FRiJRWlqKagAePXoAR46AS0sFY8RqnTol40D4vh8uLi1r8FuBwaBFnz7RCAryxdatQGWlFWNRq0mp1sxu2fZgRulx0FNPgRs8mLgiY5sLBwei1FxdqeFsWZmsQxMNodTTggWkIjl50gQ11gocHOiQefJJ+r8ZRo8G99NP+AeAR0HNRadOnYoakVruO5V68venY4UxWtW3RD3daeCpp9ayXsXFFDBLWHcvOTbn5+NsVRV8lcr6guum4JPXVVXyjcsSlJaWws/PrxH1ZA/odFRuYGlgVFxcDK1W20yA5ObmhrFjx2Lx4sXYunUrEhISTNby7N59BB988Haj69E777wDAHjjjTcs/VhW43+BkQjwk3Dffv3ATZ5MttK//gqUlaGkhLp3JCXJOCA3N5olhw8XvWlcXBz69u2Kp55SQq0mWyCLTa2dnMg4JykJ2LdPfHM2K5CVlQV3d3d4enlRFq1vX1LLqdUAbsv4dToKjowPtzmIoZ48PICXX6b/xWSNAMDLi5RIALljN/uppk+H4rPP8BOAcAA3btzACy+8ACbwN73TqSe9Hli/nhY6vOGePes/pEBycjI6d+7cqgEtY0TPWpAglAUVOh3eMF5cPwsPh2cLHmV3QmCk0WhQUVFhfbNxScZCfy0RxDHG6r3vLM0M63ROaOoQ8+GHH6Jnz56N9pmZmWnR/i3FnX3Gy4yMjAx4e3tTryde/67Xg9v+Cx4ZX4cOHYi2kXXVxR/RmZnA/v2CgpLy8nJUVFQgMDAQAQHUDq1XLxOd2cVg4EBg9Gi6usrkUtqMeuI4YPJkYP78Rme6nx9lShQK6RslSgFLqKdFi0iOv28ffeVikZQE/PgjuWM3w9//Ds9XX8UuAK4gi36h3a7vdOpJqSS/r2PHqqBWO8LX19feQ7IKtbW1yMnJMVur4eNDWci2Ghi9l5aGAp0Og11dMbsVexQ3N/prVQbcxsjNTcDw4Z5wdbWh951A6PV0feS/NzFIS0uDr68v3ARsnJqaiszMzGYLrOpqNAqMbhgr5w82KBQ7d+6c7LWK/wuMBEKr1SIlJaVxrycfH3JObNcOjlwdpk+nuGTbNjtw3JmZlClp4OtjCvVZr7596yfhiAgy1+Y46jpuMe67D7jrLhqDKXmPxDBJPSmVtGxkjKowjZXGXbsCzz9PF38SvNt8eIJhCfXk5we8+CL9/8EH4t8zNBTo0YN6hTVTI3Ec8MUX6PPAA1hjfOiVV17BrVu3Wt3nX4V6GjVKj4KCQhQU3JlZr4a4deuWINUTx1ERdmpq21NyxlZX499ZWeAArI6IgKKVxYOvL2VTeeVtW0NJSQm8vKoxf74X2gLT7OkJvPQSzQFioNVqkZaWJrj3Ybdu3RAUFFTvds3f5s1zwXPPecHBwQH9+/dH//79AaBRIPTwww+LG5wE+F9gJBBxcXEICwtr7nrbvTu5irm4wLs9w+OPE18vc+aPbATuvpuyNTdvtviy7Oxsop5MqJ7y86lRaSubtw6Oo35qDz10u32IjWCWeqqrA9LTqe4pPR0AZYz0esrqGcuQ7A5rqKfFiylxuWsXtdITA46jXmFeXvQVNVthK5XA1q2YHRyMeaDMw/Tp01utN/qrUE/FxckYMcIRMTHtUFRk79FYjqaGe+YQGkpUc1sTKuwvKIAOwPyAAAw0o4BVqSg4aovm5Pyi9E4SJbSE2NhYdO/eXXDbJb6mqKysDOfOncMPP/yAN998Ew8/PAZdu3pDp9PVZ4ve4p1sjduVlpbio48+ssnnaAl39hVMJjSknkyC40gKsWkTwhwzsGgRrb5kBcdR34jgYKqizMpq9pK6ujokJia2qHry9aUC1BY2FwalkoI0pZLypDYweeIvMK02XHR0JHdsT08qLjIq9xQKuh07Jj6YsAWsoZ46diTWELAsa+TkRBSjRkOlcs2yaL6+wK5d+LpdO0SA1CevvvqqyX3l5+dDpVL9ZainJ57oCEdHMni/E2EwGBATEyNK9dS1K+DtbWXW2AYYW1qKfUFB+FDgRfXqVbJ5a2vgqaecHDd8/DEtRO2N1FTghx/ElX+UlZWhqqoKnTp1MvtaxhhWrFiBNWvW4OTJk9BoNBg8eDCefvppfPrpSrz55n6cOpUCxhheN8ptGwZBPIX/f7yBm0z4X2BkBqaoJ5NQKEj2tH073BkZHsbEUIGrbFAqaaZzdzfRVp2op65du7aoemq4+bZtQHm5lePZtQv4+WfJi65yc3Ph5OQEb2/v1l/o6grMnn27r1pxMTiOLPCDg8npwJ6mdlJQT0uWUAy4fbtlfk3+/iTjHzKkBbn2gAFwW7cO2wE4AVi/fj02b97c6CV6vR6xsbF3bMF1Q/CGe+7uCsyeDYwfb+8RWYbU1NRmhnvm4OoKvPpq26KhSkpKoNFo8HDXrvAVaBR64YJldXe2REPqyWCgxUhboPPLy8VdAwXPh0ZotVosWbIECxcuxH333Qd/f/96Ok2pdMXYscsRGDgYHMfhyy+/RL9+/Rrt97nnngMA2/YiNYH/BUZmkJ2dDTc3N/O9nvjlt1YLbN8OvUaHyEg7GEO7uFBPtUmTGj3MU0/BwcFmN581i5ioLVusLFaeMIEKFjZtkqx9t2jqydMTmDOHcuwlJQDo3xkz6Klt2+oflh1SUE+BgWT6yBjw4YeW7aNPn9st+Ez+3nPnou9LL2GV8e6LL7yAhAY1ZEJUT3cCCgsLYTAY6qmnwEA6VnS6tjGJCYVarUZmZqaw3ocmwFjbqDNak52NjTdvCp6Eebi7tz1VmljqSS7w57vQhHVmZiY8PT3h4eEh6PXt2rVrJtEvKCjAiRMn8Omn32Lw4CEYOrRf/ev37NlT/7/aKCHet2+fsMFJiL9eYFRdLdmueOqJb7hoFh06kCoqKwvKIwcxfToFGL/8YoUU3hK4u1MGq6ICOHIETK83Tz01gJ8fMG0aUTVWBeq+vmQkVF5OUZYEFelJSUkICgoSRz35+ACvvHJ7KWwwwNmZZPzOzva5iObn50OpVEpCPb31Fk3gW7ZYZxcRFwd89RV5dTbDF1/guWHDMB1AVXU1pj/xBNRqtWDVU1tHS9RTURHw9dcy23BYiZiYGPTo0cOiVXZBAbBypf0/b3JtLV5LTMTfGUOWyHocN7e2pUoTQz3JDTGBUV1dHZKTk1s1oG2I/Px89OvXDxMnTsTixYvxww8/4OzZs3B0dMTo0aMxbdo8TJgwAVu3fl8fMDZcuPP02cSJE8V9KAnwlwuMWHmFZPyVOerJJHr1ov4LSUnwc63BlClAdjZgRXcFy5GYCJw+jZLt24VRTw0QFkYxHr9ithhBQaTcy84mV2orUF1djfz8fMv8P/iV2rVrZFSj0cDbmxQZfP22XFkBnnrqzadprERICCXFDAbAmhrFzp0pEP7lFxN+T46O4HbswLoOHRAK4Nr163jzzTfbRK8nKZCamgp/f/9m1FP79rdr0u6ErBFPPQUEBFi0vbc3Jb1TUiQemEgsSkiAFsCTfn6IaGp0Ywbu7rQ+bgtZL7HUk9zQaKhQXUgMHR8fj9DQ0OYCpBagVqtx8+ZNHDhwAJ999hmeffZZDB8+HF5eXuA4Dt269cW77y5H165+0Ol0+PHHHxtt//XXX9uNnr+zr2YmoFc4ADt2WJ0GqKysRHFxsVnqySTGjgVeeAFwcUHPnsDIkVTyYxRHyYeBA6EfMAAVBw+il4XOhpWVwNq1VnL2PXtSv4XRo63YiUSqJ1dXKsQ2ZrD4XZ06RSVRckx+tqCe/vlPurj99JNFRugAaEJ54gkqCfvtNxPfRadO8Ny1C9uUSjgA+Pbbb3HkyBG793qyFjz1FG6iuEappNM5L88KtaZMkGISVqlooWDPwOhAcTH2l5bCjeOw0gI60M2Njl0JyQOLYYp68vSkVpdtgXl2cxPW0qqiogJlZWXo0qWL4H0HBwebdLs2GAzIyMjAl1/+Bw89NB4A/VBz586t3zY7OxsAsGvXLlGfRyr85QIjlY8nLXd377Z4lrNaVqlQ0FGv1wORkRgzqApPPkkFv3IjMSwMLn37ot2RIxZl0lxd6UTet8/KRFzv3rQzvd4ijyPJqKfwcNKpZ2RQAZixhQnH0cR3/Lh1uzcHW1FPoaFUG6bXA598Yvl+goKAceOIVjNpaTBiBO7597/xmfHupx99hFRLI7E2AnPUU58+RCsfPy57xxtRSE9PF2y41xpCQ4lSswcdpTEY8Iqxs/qyrl3R0QK1Zv/+tFCwd2/rlqinjh1JAGKubFUODBtG+pTWYIkB7f79++u9inr27ImpU6di6dKl2Lx5M65duwYfHx8sWjQUu3cPBVCLkSNHNtp+1qxZAIAePXpY8rGsxl8uMGIqB/zhMR0FN/KA69ct2kdeXp5o6skkSkqAs2eh2PkrwrvpjfuWr6aluroa+YWF8Fu4kHLkx4+LDhYVCqo3at+eKBarC5XPnaNsjdGzQgikpp7Qty8wcSIFaMbUyIgRtIqLirKtosWW1NPSpRTgbdhgndpuyBCgX79WKNSFCzFv8mT8DUB5VRVmPP44tHZqIGwthFBPHAfcfz9l0tqiDBwg9U9qaqpgw73WwKvi7ZE1+jwzEylaLXo4OWFRS/YoZuDoSDd7Iz4+Ht26dRNMPbVV5OTkwNXVFV5eXoK3CQ8Prw8I4+LisHv3bnz00Ud46qmnMGDAALi6ukKh4ODiQoFW08xQVFQUZs6cKd2HEIm/XmDEgGhNGH5t9xS0Ef3Mb9AEfMNFwQXXrcHPj5YG6enA4cPQaonq2LFDnpVnPfXk4kKePjNnWtRC28mJshGABP3Ghgwhw5Tffxd85U1JSZFe9XTPPTTbGTNQHEexUmgosHevbSaFoqIi6PV6m1FPPXqgvuB/xQrL98ObP44ZY/p5tUaDqy+8gPV9+yIIwIUrV/DPf/zD8je0E8RkhkNDgXnzKHvUFhEbG4vw8HBJVE8BAVQmKTdDWmcwYI3RGfeb7t3hYOHiQasFDh+2nFKWAhUVFSgtLTVpQBsXB7z7rk0s3kRj505iA1qCTqdDQkKC6Pmwe/fuiI2NNUmlMcZQV1eHHTsy8Oyz6wAAfn5+jRyxAWDNmjWtvYVN8ZcLjBQKYOpjHIocOuLAQQVYZZUosjkxMRFBQUFwsqSrnin07Uv5yvPn4Rh7HePHEyVlZR2yWTSjnry8KMKpq6OCGpGRmbc3TbouLlYWY6tUtCNfX0pBmbk61NbWIjs7G91s4Zg5ciTVPXEcUFUFpZKyYx06kCWVlDAYDPUNF22Jf/2L/n7/vXUOxnyckJ5OwXDD3zw2Nhbd+/eHz5492OruDiWAz7/4Avv377f8De2A9PR0+Pj4UO9DM+A4KnLnuLZR1NsQvOqpc+fOkuyP46gnNN9sWDbo9VhdV4fvwsLwgBXZeoUCOHPGfh5l5gLuttSSqKCgdQYjISEBISEhkvc+VKlUKCnpgtGjn0dxcTGio6MRGRmJrVu31r/GrEWODfGXC4wASgWPGgVcu2LA1ff2UopGwNXMKtVTa3jwQcqSHDyIfj00GDqUGCVbUTatUk/JySSx2bdP9NkZEkKeOW5u9HVafHI7OZFW3smJ6nxa+W146smmBl8lJcC33wJRUXByIjfpAQPoKakuYLzqyVWkwkYsevemOneNhmTX1qK2lhjHo0fpfklJCdRqNVFPISEYvnMnPjRe/OfOnIksiy3T5QVPPYmtYbhxg9rmtJVmxLZSPen11NZIzgLm+Ph49OvWDfMtpNB4qFRU4mmv4uucnBy4uLiI6n1oL2g0LUv1q6qqUFRUJEnvw5iYGMyZMweLFy/GZ599hk2bNuHq1XgUF2dAr9cjIiICY8aMwfTp0wEAn1hTKCkB/pKBEUCJgNBwBY7WjYY2KQOIjDS7jc16PfGFOvPmAe3aYdw4Ct727bNNOjUlJQWdOnUyTT1FRNCXc/UqZY5EguNumz+ePWvFID08qOrv8ceBFr5vW1NP9fDyoqLsyEjg7Nl66Wp8PLBxo/X2S2q1GhkZGSZVT7YAnzVau9b64ysiAvWBfGysiZXwgw9i8YcfYjyA4spKzJoyBTpZTbssg6XUk68v2XJduGCjgYlEVlaWKMM9oSgrI1cLS9zUxaLOYMDKpCTktdb7UCRcXe0TGFlKPdkLrQVGYrzvzOHo0aP4+eef8dlnn2Hx4sWYPXs21qzZiNdfn48OHTpAqVSC47j6uXfx4sVWv6c1+MsGRgoFMHUq8My/OsFxyN0ksWnlLJfScM8kXFyo/wIARWw0pk2uw6hRVIYkJXjqqVXV0333kXQjMlJUETQPlYpOpiNHgNhYy8cKX9/b+fpr1xoVL8lFPQGgg2XyZPKgOnQIuHSp/qn0dJLxW0OfxMbGIiIiQjZb+/79qc2HWg18/rn1+3vgAaBTJ+DHH8vg4ODXjHpSvPUWfpo0CZ0AnLp0Ce8uXWr9m9oQ1lBPnTpRDH32LNWy2BN1dXVISkoSbLgnBt7elBmWw2Lk2+xs/F9WFj5wcZEs62WvwCgxMVEw9WRvWyPGWg6M8vLy4ODgAB8fH0ne69VXX21UY6TVMixb9hGiog6BMQaNRoPMBp3X7e2L9pcNjAA6OXx9AfbQeCQoe4Lt2g0UFzd7ncFgkFb11Bry84EdO+B8ZA9Gj2L1vVYlMIUGQNRTz549W5+E+YZhISEU3Yh8c46jOKJzZwoajJYTlqO4mCqet26tH4tc1FM9FAoyouzenVJ5SUno0QN46CEK/ngqSSwaUU8y4u236e/q1UBhoXX7UqmAv/1Ni5KSEpSXm8h6cRz8tmzBlqAgKAB8uGIFjtq6iM5CSNHhfNQo6nDTIH62C2ypeuI4shdJT7dtPUy+Vot3jFXSb0pA2fBwdZXumioUVVVVKCwsNEs9eXtTFlZEGzubwGAgI9+mi3NegCTVfLhnzx6EhIRg6NChmDx5Ml588UW8/fZHuHz5PM6fj8SZM2eQlZVVb67aJmoVW6oav1NvAwcOZE2RmMjYsiW17NQHJxirqWn2fEJCAouPj2/2uM0QFcXYsmWMRUUxjYaxL79kbOdOxgwG63ZbWFjIzp07J3yDmhrGioosfr+qKhr7ypWMlZZavBvCzZuMLV/O2JYtrLa6mkVGRjKdTmflTi1AXR1jJ07QX0a/yf799HNduCBuVwaDgZ08eZJVVFRIP04BePhhKvP8xz+s39e1a9fY9evZrR+jcXFsuaMjA8D83dxYbm6u9W8sMTIyMtj169et3s/GjXTc2+MQZYyx8vJyFhUVxQzWXjRawfnzdNxbfW63grnR0QzHj7PxV69Kul+9XtLdCcLZs2dZkRXX07aCuLg4lpiYKNn+1q9fzwAIvrUEAJeYTHHEXzpjxCM0FOg90AnHdKORmmc0XjQugwRRT1Lj3ntJ9xsZCcfUeNx9NzFa1tTsWEQ9OTtTHzHGqIhEpMGSq+vtfmNWSfgB+j4efhiIj0fOunXo0b277B2VAVB6ZPRo+ltbCy41BePHUyJJbOZFjOrJFuCzRt98Y53/VHl5OaqqqtC3b0dwHNWfmKRYevTAv7ZswRgA+VVVeGriROjbkCMiTz1JUf/x0EN07NvjEGUSZL2EgDektRWddq68HBsLCuAIYJUE/ksNITcTI4Z6MhiIhm0ryrSGqKmpQW5urqQq4GeeeUZQMAJAHtZGAP4rAiOeOfLxAXZsrUPlmk3A5csABFJPthjQ3/5G9TW7dmHUPTXo1YtYLUubN6alpVlOPZWWklKtAZUlnYeTcQAAIABJREFUFH5+wIIF5H0CWHmyDxqEigED4BAdjY5tYUI9fBjYvBmKlCRMnw5MmEAPC/mMUhruWYqhQ0kQWVlJSipLwEy43v7+OzktVFQ0f73yscew+dVX4Qfg2JUr+OSttyz/ABJDSurJ398OcnYjcnNzZVE9dehAKlRbzFV6xrDQ6HD9RpcuCJeYV8rIIDGyHHVGYqmn2FjqaWgtxW0t8vKoBrGhZ5vUBrSffPJJvTdR+/bt0bNnT9x3332YNOlVTJq0Hu+//xk2bNiAjRs3ArBfC5Cm+K8IjAAqMHviCUBrUGHHje5gB/5Ayc2b0Ov18DcWRcsKBwdgxgxgyhRwri6YPJkutjt2mCyDahUajQbp6ekIs6CvEAAivR97jIxvdu4UXWmsUFCwcPgwsH+/5cERYwzXPD3R/v/+D5xE6hSrMG4cRX7btkGZmQaOI9+PDRtMBwUNwaue7O16+8479Pff/yY1lVhkZWXBw8OjkafIpEnka9SSC0bHL77AzwMH0vt/9hlOWVqgJSEqKytbNNyzFHV11HnoyhXJdmkWOp0O8fHxsqie+DojCTwjm2FvURGu1tSgk4MDlkpYW8Sjuhq4dcv8eSoFkpKSEBgYKJ33nUxQq2nRxCcdCwsLwRiTVAUcERGBwMBAODg4oKysDHFxcTh58iT277+M/fsz8c47S/HMM89g3rx5AGDXhWRD/NcERgCtgCZP4TDipbvA3N1Qsm4d+tjCOFAoPDxIDw3AsSgHM6bpERoqvrkg3+vJKtfbiAhg/HhS7h0+LHpzjqMA6dIlyynB9PR0+Pj6wo0/OZKTLW7rIgmcnclSoH178ifIzITBQCutrVtbViXx1JNUhnvW4N57SYRYXg78/e/iEoItUU8+PhQcZWS00FtOqcRDhw/jLU9PGADMnDwZJVb3krEcprJeUkClokVMVJR8PdQSExMRHBwsueFeSygtJeGB1H3Thuh0+MTJCet69ICrDbL1fOLc1hkja6gne6vSeC+udu2oFCMmJkZyFfDkyZORmZkJrVbbiDY7dOg03n9/OQwGTT2NxvdHM4WdO3dKOi5z+K8KjABKC3fv74zMoUPRzuAI14MH7W9lW1ICfP89vM4dxLRppFbQ64UNq6SkBLW1tegoRV5/yBDiXy5coNSISNx/P32/lsj4m1FPfN3T77+ToZC94OoKzJlD2uUDBxDgzzBtGgVHpjImtpqErcGHH9Ik/sMPJL3Pzxe2XUJCQovUU79+ZIL5558ttF7w9sZ7R45gGMchu7oar7Ry0bM1bEU9cRwp1MrKLHK9EA2hqicpUVtLv7GUdUZ6vR7x8fFYdNddmGQjexS5AiNLqKe2UlvUMDBKSUlBQEBAvTJMCsyYMaNRmw+O46BSqRAYGIgFC97E5s3f4dlnn8FsYxfbllqAbNq0CY8//rhk4xKC/7rACCDq6WiMEpu411Cco7GfRSoPXr958SJw6RLq6shY0JwnJWMM0dHR0rrejhsHPPecRY2SrJHxx8XFNaaeOI7MHwMCyB3bXv7+ALXpnju3vtdceDjViSckkO1RQ5iinuyN4cOBkyepJiYqigIac1m9yspKlJgx3JswARgxgrx9TMFh0CD8NH8+XABsOXQIO7Zvt/xDWAhbU0/h4fS9njpl+/VVdHS0bQxoW0FAAE2cUgVGsdXVOBwXZ3Pqyc2N/try0m4L6klO8IERY2pkZWVZXorRAl577TXMnDkTY8aMQa9eveDj4wO9Xo/s7GykpOQiLu4SNmzYgE2bNiE0NLRFk1I+cJIT/5WBUUxMDIYP7wJFly7Y7vo06pzsoxpqhAceoKvsgQNwyE5Dhw60Urt5s+VNMjIy4O3tLa3qSaG4PdPFxYk2KeJLpzw9hde0lJeXo7Kysjn11K4dSX88PYnKEprqsAU8PYn6NBiAQ4cwqFsxhg2jzBFv9GxLwz1rMXw41cKMHEmlZKNHk8eRqdWr0KyXgwMdtu3aEUVnKjAI+/xzrDQGiS8+8wzyZO6caWvqic8alZRQTYutkJeXB5VKJZnhnlAoFECXLtTf0VowxvBMbCweKSzELRsvHBwd6XS1VXbGGurJz4/OP3v7GHl5UYY/JSXGJga0Q4cOxZYtWxAZGYno6GgUFRXVU2lbt27GL798V38/qQXVkdZYr/Drr79KOjZzaDUw4jjuLMdxZ5rcznIcd0auAUqN0tJS1NbWIiIiAI89zqGgWIn9v+vA9h8gQt1e4A0Gvb2B7dsx4d5KBAcTk2SqGahWq0VKSortitX0eqo12rJF9Pfi5kZKtV696H5rFyezk7CrK9X5ODjIw1eYQ2UljWPjRjx4Tylmz75dnMpTT46OjvYdYwsICCDx4WuvUSDz0kuUCKupafy63NxcODs7C6ae1GrgP/+hbFQzuLlhwerVeBBAcXU1nn/66fqaAlujuroaBQUFNqeeIiKAsWPJL9UW4FVPvfgTSmaEhJCCytrsy6b8fJyrqkJ7pRJjbKyo4ziqqRsxwjb7T01NtZh68vcHxoy5TffZC+HhwNixxTAYtLILkGbMIDGUObxt9Bxpa1TaDAAzm9z4x+448P4fPPUUFmZsNnuxDlcO5gPbt8tvl9oQTk5E1wwbBqWnG554gk6ebduaWwzFxcUhLCzMdqonpRKYNYvSAJs3U7GByM0BiiG2bWu5OFUQ9eTlBTz/PKUn7A1PT6o5qquD4ueNUFWXo7YW+P77WiQkVEmqerIFHByAL7+keNfFBfj5Z8om8ZJdnnoSMwk7ORGddPKk6XojbuZM/DBkCDwB7D14sF6aa2vwXj+2pp74rJHE7crqkZycjMDAQNO9D2VAcDD9xtbUz1fodHjTmBVYGRYGT1tI3WSCWq1GZmamxdSTTkfXc3uXtvKlGG2pHrIpVqxYIamnklC0esVgjKXzNwAVIGdKAOhi85HZAKaop9GjgfB+ztCMuB/IzbWo67yk8PEhvoPj4KqvwMzphmYGijz1FGhlF2qz8PWl0L601CKPI4AuAvHxwIEDzb9WUdSTuzvNQCUlNBaRgZqk8PenLFZtLbBxI3Ql5bhxIw+3bvVFZWXbvMA0xcyZVNseFkbCv3vuAf74w3LqaeJEOnR37zbx03AcAr/7DquMF99Fr7yCDBvXjOXn58tOPWVk0Hco5eWjtrYWOTk5dpkceAQGAkuWEKVmKd5NS0OBTofBrq6YI1N7nFOngD17pN9vTIx11FNsLPDZZ9YFmlLgP/8pwNGj4XDjC7JkglYL/PSTeU1NvrF04vfff5dhVI0haCnFcdxKAL8COAdgI4BpthyULdAS9aRQUGJk+Iwg0jVfv942WmdXVQFr1yLgxmG8+KKx5xsDDAaZVU/BwdSNNzPToiKKAQMozrt8GTh9uvFzFlFP5eXkgrl58+3qQXugUycKjurqUJMdj0cfrYJK5YItW+zfXFQo+valev9HHqHYd+JEhpUrnREUFCJ6X46OdJhUVbXgZdWvH2a/9BImA6ioqsLTTz8Ng42WzHq9HrGxsbJTT/n5wPnzdKpIhVu3bklquGcJOM46aXlsdTVWZWWBA7A6IgIKmbITRUXk+CElSkpKoNVaRz3x54Y9kzRarRaZmUV2KRyvrqYMdVMKvynmzJkDAPI0Em8CoWfbcMbYAwDiAYwBIHFPeNujNeqJP0CTA0djW8k46I9H2XfSBahQp18/4Nw5cJcuwmCgPqu7dhXKr3rq3ZuorLvusmjzsWNpEj569HZsJUT1ZBJduwLTplHh1bZttyuf7YHAQOgWLkRMdTVGjuyOxyfrkJ9vkUem3eDlBfz2G/DBB3R/w4YQTJ6ssKjcrlMnqp0oLjYdHHLvv4+1Pj7wAxAZGYlvv/3WqrG3hOTkZHTu3Fl26ql/f7K+sqa1T0O0JdVTdDSwbp1lp9sbiYnQAZgfEICBMrbHcXExP/mKgVytWORAbGwsfH07wtlZ/p42/G9irsbq8OHDmDx5su0HZAJCAyMVx3FBAHQAfAG0PdlNKygvL0dFRYVZ6qm6hkOcx2AcCX2RpDb2xrhx1KTrjz/AJSdBrdZh795qMGaHr79jR4og+WWxCPAdUIKDaRVntddPRAT5AqSmkpTfju1DEtPSiHqKjkb4sbWYMKoa+fmi287ZFQoF8Nxz+Vi1Kgne3pTxGTTIslr3ESPI7cHk6ePlBf8VK7DOeHfJkiVISEiwZujNwFNPsvY+NMLRkSjJuDjraRJbGe5ZCo6jSgNLRIUv6nSY6u6OD2WmA11dif2Xqmw0LS0Nvr6+klFP9oqtysrKUFVVBWfn9naZ5vgi/tbq1i9dugQAWL9+vQwjag6hgdErAMIBrAMQDWCfzUYkMZoWXLeGfv2AofeqcC7aHTeuM+DaNfsWY/NKNT8/cDt+Ra8O59Crlwf27XNEbq6dxnTpEhVSXL0qajOVimqW77uPVE9OTsJVTybRrx8VtlRX2+03aqR68vUFKiowOHoDFsyuslkhri3AU0/PPhuIS5eAu+8mCmLoUGIsxUChoML72loqxm6WOZs3D1MGD8ZsUBAzd+5c6CTM+knd60ksBg+m70Dk2qEZrFE92QJ8fVFWlrjtSkpK0EGnw44BA+Ars1qT/+qkyBpptVqkpaVJogK2Zwlrw/lQq+XsEhjxv0drh/YjjzwCAPD29pZhRM0h6OrBGLvAGDvGGNsBIIAx9o6NxyUZsrOz4ebmJph6evBBkqfu3VKJvE1H7V+M3a4dMGsWakJDUWbQYuFCb7i4UP2x1Db9gjB+PBAaSryeyNW+Ukmqpz//TMWFC32sN18bNAh45hmSzOj1sv9Ot27dum24FxREnksVFWi3bSP05VXYv9/ypsByoiH11LUr1YLNm0fBzVNPAYsWiY89k5OpXciZpsYeCgXwzTf4N4DOAM6dO4eVK1dK8jkKCwthMBjsSj25u1NAac313FrVky3g7k6CTDH1U1crK3HDji7wnp5kUSFF3B0bG4vu3btb13bJiI4daZ6xh8gwMzMTnp6e8PDwQO/eJL6QG0oleTm1RqXl5eVh+fLlso2pKYQWXz/HcdzzxrtzOY5bbMMxSYa6ujokJiaKcr1VKslw2dnfAzcCxlExtrXLPyvBPDxwvUsX9LrrLrg7ajHrCR0YE99sVhIolWRAwTtSi1xCJiUloXPnQBQVOVgqdGsMhYKufJs2US8SmYIjXvXk27ClQXAwVfKXlUH34yZkpOrx668WdVeRDaaoJ2dnah+yZg3J+1etotohMVnK3r3pFhlpYrtBg9D+uefwg/HusmXLcN3KnnhtiXp68EHqrmMp+N6HUhvuWYsuXYSf7sm1tRh6+TJeV6mgspPNQGgo8OKLpJa0Bjz11Kkli3eR6NCBKGe5v5a6ujokJyfXq4DHjKHssNzo25c81FrKVv38888AgKVLl8o4qsYQmm9+AcD3AMAY2wDgMZuNSEIkJCSga9euog333NyA+fOBB//el+pZDh9uoSGUPCDqyQneHh7Ahg3wP/c7Fr3KbGYoZxbGLBbc3ERVmlZXVyM/Px/DhnXBY4+RqfauXRLEMvwS5MyZFlwGpUWrqqeQEODJJ9FucH/Mmq2EgwN5Btm760xLaIl64jiaVKKiqMXL6dO3e6MJAcdRo1k3NypGbxYAf/QRHvTywgLQBXvOnDnQWCF4SE1Nhb+/f5uhnvR6EhqILX8rKSmBRqNBgEySdjEID6fYX0gGZlFCArQA+rRvD6c2FuCJgZhSDKHQaKgGTe7SyLi4OISGhsLBwQGM2Ve30hp4NZoU2TlLITQwMjDGDADAcZwSQJs/0nnVU3BwsEXbu7sDnIJD8agpuFARQVd3O+iwGxnuqVRAnz7AzZtQnT4JxiiZdfKk7MOiGW/ePNJoC0RD6qlnT+Chh8jT4/BhK8fCcdS4q39/4m/OnbNyh63DrOopJAQYNgyensDMsfmoLtPaXUBnCkKop6FDyWph9GgqvB0zhjJIQoJZZ2eqkS8qop+lEfz8wL3/PlYCCFUocOPGDbz33nsWfQ6eegoPD7doe1sgNZWaDEdHC9/GFpOwlOjfn053c/PVgeJi7C8thZtCgZV2KILnodUC339PpaKWoiH1JBViYugckrMUoqKiAuXl5ehiLBbTakmJ2ozqlgEHDpC/VFFREV555RUsX74ca9euxe7du3Hq1CkAwK5du+QfWAMIDcl+4zjuIIBDAB4CYPGoOY77PwCTATgBuAbgRQABAL4D4AFAC2AuYyyd4zhHAGsA9DS+/v8YY0fNvQd/gendu7fVF5iLN9rhnGIS3PsUoqcdWj0kJSUhKCjotuHeiBHEoZ04AXj7IDe3L65do3Sx7CwCX7dVU0Na/IceajE/mp+fD6VS2Yh6GjKE/HOKi2n1ZNXCkpe+abXAwYM0K/fvb8UOTYOnnkaNGmX+xXV16Bz5M6awLvgtawry8x3RtB2cvcBTT4MGDTL7Wn9/+nmXLAG++IJqjs6fB777zrzktls34NFHW6hlePFFuP7nP9h44wZGAvjkk0/wyCOPYOjQoaI+S1uknkJDKYl59ixRB0IuQ+np6ZKqnmwBxijj0VL/V43BgFeMzn3LQ0IQYEd1r4MDuXpYqhDkqad7771X2oEZIVfsa0oFzCdn7dG9KCeHpomLFy/im2++MfmaKVOmyDyqxhBafP0xgBXG168w3hcNjuN8AXgCGMEYGwDABcDfAKwH8C1jbLjxffhvazGAMuPjjwBYw3Gc2TOtnnqSoKL9gQeAwO4u2H0lGIWFoGWzjL2e8vPz0bVr19sP8hxFSAi433/DpP6ZCAoiLxqR/V6lQ34+Lct++cVkfpinnnr37t3ocY6jWGrGDAqKrP5aeRVf//5U4WgDiFI9OTgAU6agl0MiXmv/Ezp729GtuwnEUk8qFfD552Qd5epK9OCwYcKKywcMuN3Qs1HSVaUCvvkGIwC8oVDAYDBg7ty5qBEhI2qr1BPH0feTmyusM71Wq0Vqaqrteh9KhK1bW1cqfp6ZiRStFj2cnPCqrZ35zYDjaH1kKY0dHx9fTz1JCbm1PDk5OXB1dYWXl1f9Y/x5aC9VmosLMGHChPomsvwNQJsQHQgtvg4GEAVgNYBeHMcJr2ZuAMZYEWNsKWOMcRznBgqSYgBEMMb2Gl9zAEAfY7ZoEsgiAIyxbABnAZgN3+Pj40UVXLcGlYpqjR0cgG1rSqH+5nvZirEbqZ4agi+A7t4dKm8PTJ9OzNa2bUBFhSxDa4yuXSktkJJCEVqTM7816kmhoFtlJbBhg+mGuaKgUgFTplCFI2OS+u4XFhZCr9eLUz2FhgIzZsClIg/46SdcPKW2ey9ca6in6dPp8A8PB27eJGFgYqL57RijYKpZTdnIkcCsWXjfYEAvZ2ckJCTgn//8p6CxtHXqqW9fCiKFlOHFxsYiPDzcrnUVQuDrS8GeqfqYLLUaH6SlAQC+7dEDDnZ06+bh6mqZXL+iogJlZWX11NOdCp1Oh4SEhGbzIZ8xkiMwOn36NB599FE89dRTePnll7F792Hs3/8rvv32W2zcuBE7d+7EoUOHsH//fgDAb7/91mh7xhi+++472w+0ATghna6NNNockJ9RIoCFjDFx+e7G+9sMYByATwFsBbDXmEHinz8PottOAriHMVZhfPxTANcYY1ub7O95UHbJy9PT0/eXX34R3evJHPLy2uHQoQCMqIvC/Q4nkD9uHNQ2ykoAdEBrtVphK3rGUFbI4cDRIAweXIKwMPu4C3reuIH2V66gvHdvlBopGsYYqqurzdIDtbVK7N/fEXo9h4kTc+HmZn1BjkdMDNpfvoy8Bx+ERoKMQlVVFVxcXCzyyHHOyoLvsePYXPs40lwiMG5cHgIC7OOuXlNTAwcHB6tWwlVVSrz3Xm9cvOiN/v3L8MUX12Dua4mO9sDFi94YPrwI3bvfPkYdCwsx9Mknca2uDoMVChgYw+rVq8320NNqtTAYDHBqiddpA7h2zQtpaS6YNCkXKpXpa61er4darYarvdutC0BamgtOnOiAiRNz4efX+PjVMoatGg3y2rXDkjYSqB48GADGgAkTxDlTVldXw8nJySb0bEKCG86c8cW0aZlwdbVtBbZarYZCoWgmQMrJccLhwwEYPz4PAQHqFraWBlqtFgkJCdBoNNDrORw9OhTh4ZkIDc0Gx3H1ixq9MdoeOHBgo+2LiopQVFSEBQsWXGaM3WPTwfJomsoydQPwJ4B2AL403j8uZDsz+3QBsBPA8wDSmzyXAsABwCkAYQ0e3whgbGv77d69O9Pr9cwWSEpiTFupZuybbxj79FPGSkps8j46nY4dP36c1dTUmH+xwcDYr78ytnEjq67Q2WQ8gmEwMLZ/P2NffcVYbS1jjLGLFy+y/Px8QZsXFDD28cf09Qr56GZRVcXY118z9uGHjGVmWrWrpKQkFhsba914srJYTaWOrVpl08OnVRQXF7MzZ84wg8Fg9b6Kihjz82MMYGztWvOvNxgY27iRfo7S0iZPLljAGMBeDwxkANjdd9/N6urqWtyXRqNhkZGRrb6mLaCujj53SzAYDOzUqVOsvLxcvkFZgfJyxpYtY+zs2ebP3bx5k6Wlpck+ptZw9Chje/eK2yYrK4tdvXrVNgNidJ27cIExjcZmb8EYY6yyspKdPHnS5LleWMjY4cOMlZXZdgw8qqur2fTp05mzc3sGzGZATwZqSl9/c3d3Z9u2bWu2rYODA/viiy8YgEvMyrhD6E3o0vcigNMAfuA4LgyART7+HMfdxXHcXGNAVmPcjwuAmxzHjTe+5gEA0YyxOgC/A3jO+Lg/gKHGcbQIZ2dnm7nehoYCDm7toJ48A+kl7hZ3nDeHlJQU4b2eOI54jZQUuBzdAzCGlBQ7KdU4jgwg588HnJxQVFQkinry86N6o5ISKleyWsXl6kp2225u5HNkoV24Wq1GRkaG9aqnzp3h7KbErL9Vg924iS0/amVtycck7vXk4wPwtZOLF5v3uOHr4wFSpTRKVr/5JphCgfdyctDF2xtXr17FqlWrWtzXnUI9qVT0ubVa08ezLVRPtoSHByl2G1LedQYDUktKUFpaKr73oY1x//1UkikULVFPUsLPjyhoWxc+tyZA8vUlvy25Wm66uLhg27Zt+Pe/P4Wz8w4Asc1eo9Pp8OijjzZ6TK1WY8qUKbLXHQktvn6dMXYPY+wmYywJwEsWvl88gOEcx13iOO4UgBCQGu0lAEs4jjsN4J8AXja+fhWAzkZqbS+AlxhjrU4lclwoD5z3wWbddOQHDzavXRWJ2tpaZGdno5uYvkL9+5OO+vp14MQJxMeTPPryZUmHJgwKBeDiAoNOh7zvvkNfkd9PSAhJvKuryXnZanh4AHPnkoxm0yaLLBdiYmIQEREhWVrdx1CIJ/xPoiTyGhKvS9jl0gzS09Ph4+MDdwkbeU6bRuVllZXAggXmC0s9PakFYElJE7lyt27gZsyAm8GAVUaxwdtvv410E5XLvOFe57Yi8TODsjIqXG/qYdnUcO9OAd8Umsc32dnof+MG4jp3bpO1XmKQmJiIkJAQyUsxGqKmpuU6LamQl5cHBwcH+LTgbqnV0vVV7kLw+fPn4+zZs+jUqVOj75jjOEyZMqVZMuDtt9/GoEGDMHHiRFnHKbT42p/juNc5jnuH47hlANZa8maMsVrG2AvGIGskY2wmY6yGMZbOGBvDGBvBGBvLGEs3vl7LGJvNGBvCGBvMBEj15cCDDwLtOnpjW9I9qKnlJG3hHB0djZ49e4qfhEeNIhvTkyfxUIerCAujZqApKZINTRRSExPho9fD5Y8/RJtj9u1L5oLu7hKduJ6eFBw98ojoZZpNVE8hIej60sN4pX8U+lzcIEvHWV711KNHD0n3y3HA6tUUf+7bR5k+cxg4EFi4EM37yS1ZAgD4282bmDxwIGpqavDyyy/Xq1WAO7PDuacn4OVFbQYbHs/x8fHo1q2b5KonW+PuuylJDQD5Wi2WpaaiEkDHNpj1un6dLCbUAspoqqqqUFhYSL0PbYjoaGDdOokWfiag1+sRFxfXTAXcEBcuAJ9+Kr+3WlwccPJkf5w5E4OxY8fW19C6ubnh+eefb/Z6hUKBU6dOyd77UOi7bQNQBCqIzgJgnX//HQ53d1LnVFQAv35fBv1XX1vWirwJeOrJ399f/Ma8jL9PHyj8fDBtGqVLt28H2QzICLVajcz8fHR4/XVqGrVtm2i5GfVVI19NY6Nl69C+PbmYA9TjTUA/FZtOwt26weu5x4HycqR9vhM3ztrWGtuW1FPnzsBnn9H/r7xCho6tgeMoPtXpgCtXGgQLxsbAnFaLzzv4w93ZGfv27Wtk9paVlQVPT0/BvQ/bAjgOuOceyhLwlhoVFRVtknoSAr2ePkdFBfB/SUmoNBgw3ssLkxq2x2kjYIzGKSQIkcr7zt5ISkpCYGBgq6IErZaOS7mZ6IoKyhb7+npi//79eO+99+Dk5IR27dph5MiRjV4bExMDxphkvRTFQGhg1I4x9jOACsbYegAP2HBMdwQCAykBkVrkgZNl/aloQmzr6QYwGAyIjo62rtcT3+gtKIi6dkxVQ6UCrl61fJeWgG+4qHRzoy6kzs5EY5mbMZtAoaATeP9+0f1qW0ZdHTXA3biR3CVbgS2op0Ywtg85kxmI3/erBPndWAI5qKfnniM2t6gIeO01YdvcukWnTSNn4rfeAgCERJ3EssenAQBeeeUVlJeXo66uDklJSXcc9QRQzOfoyGeN7rysV0Oo1cB//gNsu1GOnwoK4AhgVRv1X+KZGXNJfXPUk5TgFwK2+OlramqQm5trthRDoyGpvtyHH/87ODsTffbGG2/gxIkT2LhxY6OskMFgwKlTp7Bhwwa7eHsJDYwyOI6bACCX47hFoNqg/3rcdRcwYaIC9/x9FKWRfvnFYiMh3nBPMsnu+fPw2rIa86dX4MEHpdmlEJSUlECtVqMjb2Xg4QHMnk1noUjKSKGSHnk9AAAgAElEQVSgOK9jR+pXa7XHEUCGVE8+SQHSxo1AebnJl8lmuBccjCmrxsLLvx1+2WZAaaa0tJpckzDHkRO2szMZAB44YH6b/v2p99ahQw1Om3vvBe69F4rqarxg0OOe8HDk5uZi6dKldyz1BNDh368fBYOpqblwcXFB+/bt7T0si+DqCnh4MXxcQw7XbwQFIbyN9KhrCn5YrWWMhFBPdwqEGtBqtfZxva6poWtEw+ENGTIEDz/8cKPXpaSk4OjRoxg3bpzMIyQIDYyeBnAFwBJQUPSCrQZ0p2HIEMAjwAWG6TNRWsYRbSRSqabRaJCRkSFt5X1ICKDRwHPfZnBaDUpKqK2DLYvtWpyEfXyAl19Gfddbg0HwPh0dqV+tqytNuGaSPMIQEEDBWm0tBUcmmhbx1JMck7CzC4dZswAWG4etr1+AJr9Msn1nZWXBw8NDFuopLAzg2529+KL5NQKvUtPrqT6p/tg0Zo1cDhzAV08/A5VSidWrV+P06dN3JPXEY8QIYM4cHdLTpTOgtRfiuuUizbEGnRwcsNTCfpRyQEjGSAj1JCVslTEqKCgAAEEqYD5jJDd41+vWoFarERcXh99//x1r1qyRZ2BNIFSVVgugI4CRAH5ijNm2S+cdiD8ud8B6zVOocOsk+ojnez1JWv/h70/u2IWFwPbtSIjV488/TTTzlBCtUk98MfnFi8APP0CMTt3NjZI8jo4S1il36kQ0X1VVM7mQPVRPPj7AEy/6oKjcAZc/PCiJYzdPPck5Cb/2GtXTZGYC//iH+dd7e5OkOiGhQZneww8DfftCUVqKu9JSsXDiJDDG8PXXX0PX1jrxikD79kB1dSKCg4NtqnqSA6EKHXxK2uHT4HC4tqEedU3h5gb07El/TUEo9SQlQkOpGa+UGRu+96HQrFffvtSyRm507AiY039ER0dj5cqVqKurs5uNhVBV2lJQM9d+AL7mOG6JTUd1B2LQIEDr1QHbqiahjqkEazGbUU9SIjSUCqGSkzGkcB8G3M0QFWVdt+mWIJh68vAgTkykUZGfHyWdeId+STJfXbpQamPEiPqH7Fn/0XWoP579tDuGdc4AfvxRUIF4a7AH9aRSAevX09/VqwFjs+xWMXgwnT/1pwDH1WeNnPbsxTOPTUWnDh0QHR2Nr776ynaDtzGqqqqQkVGMa9dCxAo12xT0ej26VOTg+Sv3YKjaz97DaRVOTiSUaSnuEdX7UCL4+hKtKuU6OCUlBR07dhTc+7BnT+phKDdGjCC7jpZQXFyMuro6REVFYcWKFfINrAmEHg1TAYxkjC0BMArAY7Yb0p2JDh2of2lODrB3WzXY6jWkTWwFjLH6gmubTcJ33w2MGQMuqAsmTuLQrRvVHhtbGkmGuLg4YdRTjx7En6SkUOMsEbQavzA9dYrUapIER97eNBEXFQFbtiA7KUk26skUOg/wBzdvLkorlIj94g9R309DVFZW2k311K/f7WzRc8+Zl0orFMDEiXQO1eOJJ4CuXaHMywV38yY+e+ZZAMCyZcuQJvXBKxNu3bqFu+7qiaQkBS5csPdoLEOtXo+kpCTcdZcv5j/rgKCgO694nEdhYSEYY+J6H0qAigpqLGzhqd0MarUaWVlZokoxSksldZmRBPx8GBMTAwB444037DYWoYFRHgD+DGAAbKSfsR7MILNjVQP06EHmZzcSnHA2uwtN/Pn5Lb4+IyMD3t7etlM98Rg9GhgwgHrPPqqGtzfw55/S7b68vByVlZXCqaf+/YGHHgJiYkhyJjLCUSioiPWolK5WZWXQJySgat069JQxrW4S/v441mUedqgnIT1T/EqWMYabN2/aVfW0dCmtShMSbtcdmYNWS6fMzZug5fTixQCA8J07Mb5/f0wdPhy1tbVYuHBhI2+jOwG86snf3wd33w3Ex9up4bMVYIzh/qtXsTA3Fz7dAtG1q30KeMXi+++B3bsbP8ZTT1apgC1EdDQ1zLbAa7aF/UWLNqDduJFED3KCMfJOiooy/XxaWhp8fX3x7LO0CJLbu6ghhL5zLoCTHMd9BOAwAAXHcR8Z77cpFOXV2aJLh2CMHAkMHqZE0Lz7qbpt61aycW4CrVaLlJQUeaWI6elwWvsVZt+biunTpdmlxZPwsGFkSunrK7oma/hwol5On6aSJUkQFobkAQMQYDDAYft26a5aFmLiLE+07+qFX34Byk5cazXAborcXPurntq1I0qN44AVK4RZRqhUVFr1xx90ylRPmwZt+/ZwTk2F6sYNfDhnLjxdXfHHH3/g119/tf2HkAhNVU8DB1K24MoVOw9MJDbl5+NsVRVuKpVwUqmQm0vnYFsHY81rE1NSUhAQECCYepJ6PIA0xdc89STW+05uVdqPP/4IhcIRb721HGPHjkZQUBAGDx6MRx99FPPnz8fy5ctx6dIlXDPWefzxxx/yDc4EhAZGpwCsA7X02ARgj/H/eBuNy2LUwRF798pvdc6D46h2NDDCDZg5E5pyNSnVmtTTxMXFISwsTF7psb8/4OEBj/1b4VCUC42Gsi7W1LNapXoaO/Z2BaCIqmqOAyZMALp3J1l4vARHYWVlJfLbt4fns8+SH9XmzXYNjpydgZkzAYNWh23fFkP7/U+33QFbgU6nQ3x821A9DRtGho96PfDss+aPM4WCWFaNBjh8GLiVnIy6l6k7kNPvv8HfywvLZs4CACxatAhlZdKp92yJ5OTkRqonb28q/7t2zX7XKbGo0OnwZlISAGBleDg8VSqkpgJHjrQ9SqYpnJ0by/UtoZ7aIqwpxZBblRYREYHQ0H5o184Jen0FMjMzcfHiRezduxfff/89CgoK8NVXX+HJJ58EAIwfP16+wZmAUFXaRlAwlAhgH2NsI3+z6egsgLs7cOPPClzYbX4SsTX+TOmEdZp5qNEoG02yPPUUGBgo74CcnG4bLm7ejIyb5fjzT0ozW3KBlsxwr6AA+PpriCm84D2OAgNNJuREoVHWq3dvKhazYxqXh48P8PgMFfLDhiMqOxT46SeYc4FMTGxbqqcPPySvoqtXqV+YOfj5UYHm6dNVyM93gesbb4B5eMAhJgbKxATMGTsWQ3r0QF5eHv4hRPZmZ9TU1CAnJ6eZ6mnwYDJit2d2WwzeTUtDgU6HIW5umG3MTvBdcvLy7DgwAXB2blznJnXvQ7GQKmPEU09uLUnuWoBeTzc5M0ZDhw5FVNQlvPXWW4iLu9qok31JSQmeeuop/Gms7+jbsBGfnSBUlTYRwFkArwH4k+M4Ef2K5YW7O9Cj8hIOrUlB+nX7riiDg4EKlwBsd54LfTsXwHgg2NX11sODgiO9HuFnNmLcaA2io4Fjx8TvKiEhAd26dYOjtWeYjw/QtSulf0RI5hwdgaefvq2usHT1nZubC2dn59vUU+/ewJw59AYajV0zR2FhwIx5zhj13gN0cG/aBCQnm3xtdXU1CgoKbN7rSQzc3Mj4EQCWLTMb1wEAhg/XQ6PJRWZmDzAPT3ALFwIAnPbuhUKhwBfPzYdKqcTatWtx/vx5G47eerSkeurRAxg//s6o0YmprsaqrCxwAFb36AGF8bp1JwVGfMaopKQEWq3WsrZLEkGKwEij0SAtLc2iUgzeKUWuY+/48eO47777MGvWs9i5cyc++GApli5dik8++QTffPMNjh07hpycHGzduhUAsHPnzmb7+PHHH+UZLI+GkVtLNwB/AvAy/u8J4LSQ7exxGzhwIKvNKWGrJx9k1/+5jTGNhtkT168ztmwZY3t2apnhp59Z7qFD7Pr163YdE2OMsYwMxg4eZAadnu3bR2O8eFH45hUVFSwqKooZDAZpxlNXx9jGjYwtX85YdLTozePjGVu7lrHqarFvW8ciIyOZWq1u/qTBwNiGDYz98IPdjyPGGNOUVLGsj39i7Px5k8+fO3eOFRUVyTwqYZg+nTGAsSVLzL82Pj6e/flnMquoMD6Qk8MMCgUzKJWsdP0PrGTbL+y1v/2NAWDDhw+X7hiUGAUFBex8C78VY3R4paQwZurQayswGAxszOXLDMePsxdiY5s9//nnjO3YYYeBicCtW4wdOECf5eTJk6yystKu4ykqYiw2ljG93vJ9XLt2jWVlZVm0rUZD1/q8PMvfXwyys7NZnz59GMd1ZMAkBrgzAEypVLJx48ax559/nnl4eDCQsKvZ9idOnOCfu8RkiiOE8gV6xliZMZAqB2DfylQzcOrYHi+sCEM/xzjgt9/sSuT360cF2ZevKXE61gM127Yhoi3Y53fpAjz0EDilAhNGViE81ICoKGGpfWYL1ZNKBcyYQdzYzp2C6mkawsmJvCy3bhVHT7RKPfHdPzMygC1b7F6Qve+4K37Sz0JRt8H0QIPijvz8fKhUKll6PVkCvn/a+vWty/dra2uRk5ODYcNC4O5Op666fUdw990HTq+Hg7Ha/rW/TYavhwfOnDmD3U0lR20AQlRPubmkDrp1S8aBiUQdY/CtrYWPUokPQ0ObPd+xo+gWiLKjd2+qSbSUepIaPj5Eo1rK1peVlaG6uhqdOnWyaHtHR7qsyZU069SpEy5fvoz58x+Bi0skAOo04OTkhAkTJmDTpk2oqKiAu7u7yWzRe0JlrRJC6E+TxnHcUo7j7uY4bjEAy7ulygRFeCjwwAO4daIIf6xJs+tYxo4F+vRToKBPKLyCg+G4a5dEvS0kgFoNxfr/YJrTXjz7DIOQWvBm1JNUcHQki+t7772dpxeIoCBgyhSqmxZaMyWIeurTh2xq09MpOLJjUcj99wMqRyW2bgXUqbnAv/8NXLsGvV6P2NhY9OrVy25jM4chQ8hSq6gI2LGj5dfdunWrEfW0bRt5gbInSEbpePYsAMDDxQVvGZvMLlmyBFo7B61NkZqaalb11LEj1VTZwnBVKlSVleHvSiWShw6Fj4mLw+TJwPz5dhiYSNTWapGSYhn1JDVKSsjGwpL1uhSLUo2GgnI5TxlHR0d8++06rF//A1xdXcFxHGbMmIE9e/agxrjAMxgMmDhxYrNtIyMjZe9jJzQwegGAI4D3ALgDeN5mI5ISw4cj/+7xOJ8fgsuX7TcMjgPGjauEX5cStH/pJRj0jCZZc853csDJCRgwAI7RV+F5ORKMASdPtthbtV71ZLNJ2MmJ2rQrlaRUy80VvGnv3uSqGhNDqiZzuHXrFnr37m3eL6Nv39vB0Z49gscjNTw9yfewtBTYGeUHQ6dA4LffkLV7Nzp37gxnvjFUGwTHAQsW0P8ttT8yZbgXFgakpgIxEVPBlEqobt0EZ+xtN3vsWIR36oSkpCSsXbvW1h9BMNRqNTIzM82qnjiOgsXMzLaZdTEYDPX1kJ4trJiaNgRti0hIAF5/vQReXhHStl2yELdu0eXfEoPHzMxMeHl5WdUqIysLWLdO1KVVEhw+DGRmTseVK1cwbNgwhIWF4cSJEwDIs+jxxx9vUTSyfPly+QYK4YHRE4yxZYyxRxhj7wB41JaDkgwchzHPdkNYOIcDuzXIvGmfYmzGGG7duonevXsjtsAXa3XPEQtionmpXTBqFOVWT51C2bHLOHOGTlxT7cxkVT399hspsYzNEYVg6FDKTtTVtb4i46knX19fYTvu25dkcPfdJ3gstkBwMNlBJKaqcKrLTGi7dgXbtw+hbb0CFtQM2MMDOHOmeZakJerpnnuIXT1wwReGMfcb6TRSLzqoVFg+i+S97733XpuR7/O9D4Wonvr1o8CirWWNkmtr0fPsWUS7u7dKPdXVUQNgMyb/doVGUw6tVgtPT3FZaFvB0uLruro6JCcnW60C5jNFcgtXa2po3RseHo5PPvkEGRkZ9Ys5FxcXPP9883zLKWNPoalTp8o61lYDI47j3DiOCwbwIsdxXTiOC+I4LgzAUnmGZz0UCuCxqQwe8RexfVk0qkrkT7nz1BO5XAPF8MF2nwXQe7eRPkO8+VJEBNqf3ofpg1P53rONWr7JrnqaOJFqj376SXDfMI4jtc/EifS/qVWZxdRT795UIMAYOUvaiVa75x7ggQeA/gNUuBERgfYjR0Jx7BgQG2uX8QiFqyswbx793zRr1BL1xHHApEmkKrrZk6fTbvewHj9wIEb07IXi4mJ8/PHHthy+IPCqpwCBVLCbGxAe3qLQ0G5YlJCAhLo6nDYjXVKpKANitDhqc2CMIS0tDv7+/lCr79z2JQB534WGhlrtfccHRnIrImtqABcXICcnBx4eHli9ejW++uqr/2fvveOjKtP28euZlknvPYEUEnpHegvSVBAULChF17KWVXct++66r7rN3Z/f3bVXVESlSlVBQYoo0hEJkIT0SnqdtMm08/vjnpNkkilnZs6Zyfp6fT6QZDJzzsmU89znvsoNtVqNgIAATLMy1fYvf/kLAM+nYDvaWzKAjQCGA/jY/G89gP+e2FkAvn4Mdz6dAG1LF7Le+d6jYuy+1FNiIoXYlZTJ8NU+E7gDBwGzbsKrkMkov2fqVKTMiOVnz1pM7BBMPYmF0FCyzZtMVBzZ4vf6gDH619BAg0zLyy1/X1hY6B71VFlJ0QLOKr1FxMyZgF5fByMY2Ip7qXpwNLZ6AOChh+jr5s09L6cj6ikmhrqAp2OWg1MooMi6Amaep8EYw19XrwYAvPbaa16do8a5GMWxdCnNlBso2N/QgP1NTQiQyfAvAXRgTMzAteyXl5cjMjIAPj4+A0K5ALjWMdJoNGhpaUEiP0XbDXjars+jsxNQqYzIy8vrDqB94IEHcPbsWWzZssXqZ+bIkSNeCau1u8JxHHeZ47gMAPdyHDeP47gM89e/eej4REP0lCQ8+owfpuh/8GiOfUFBAQYNGmRBPXU71S4wnDkvJ/JVjPhmd6FU0gwztRrjR+kxe5wGmZnk9qqpqYFcLhdOPYmFyEhgzRrSY331lVMPVaupptq6tafhxLueUq04bAQjPp5Up8XFXiuOeOrp2rUx+PAjGdqHT6LitrWVRGIDNFJ5+HCSkLW3A59+SrcJoZ4yMoD7ngkDW7gQzGSC8mxPftH41FTcNnMmurq68Kc/ea+ZXVpa6pLrKSCAJHUD4SXTGo14zHwu+nNSEmIF8C0xMTSxRqyhqGKBp57GjiXBde/06/8miO0C9iaV1txciaSkJIvsu9GjRyMjI8Pm4zytLwKEa4wqGWPLAYAxdidjbIGExyQZQhZNAUaNQtXeM8g6UO74AW6ivb0dNTU1SE5O7ve7efOAYcMZ2ibNJXvKrl2eV8PZw969yCh4Hw+takF4OFFPnnYGdCM2ljpHNzsnbfP3pyxLgDoU7e22A/ecxtix1PrzUnFUXFyM6OhoTJ2qRns7sGOHeWG6cgX49lvSZw20lcqM3iLshoZGdHV1OaSeVCqq240rbqef+3RZ//eOO+GjVGLLli04f/68JMdtDzqdDsXFxS67nvLzKfzd2+M1/lNejmKdDkPVajwuMJk/Jobe/gLZbo8hNzcXqamp8PVVYsYMup4ZCBg7lk5nQmucyspKBAQEICQkRJT9Dx1KDl5P69BHjuxAcHC1YCnGCXMDY+XKlRIelXUIXR1eA8Bfon0Fcqf994Ex4Oab8a18PnafikGFxKED9qgnxshhNH+xAli1Cpza15Jf8DZmzwYz6BH51ccounwZGk0yqqu96HqKj6dKx2ikmG6BffGwMBL9ajTA+vWt0OksXU9uYdw4Ko7Kyohe8xB46iktLQ1xcVQvlpTQ3DtMnUrtlcxMEom5MwhPIixfTotpdjaweXM5Ro8eLfhK+BvfZTDIVVBk54D1ElsnRkbi14tvAAA8/fTTfDCtx5CTk4P09HSXXU8BAWTj9qZMrFyrxYvmaPK3hg6FUuDFQ0wMsd7eLup6Q6PRoLm5uZt6WrAA6DOVxWsIDRV+LAaDwYJ6EgORkVSceXLwAsdxCAq6hCVLUgV/1r2lLwKEF0YGjuOqAIDjOA2AgXkpKgQqFZa/MBZBYUps32JEa500xLMQ6ol/vStbA/Eh7kNbl9IpB5akiI4G7r4b+sZG6Dd+ivKiWGzfPgAOr6qKbE2bNlm3zVlBQgJwyy0m1NRcw7BhIne9xo0DnniC7GKAR/iQvtTTmDE0e+vkSSArmwFz5lCi3dWrVGwLfJ48BaUS4A0oX32V5BT1NGVRCIqGLALjTFD1GQfyu+XLERYYiO+++w5ffvmlmIdsF83NzWhra3M5cA+g4iIiArh0ScQDcxKF7e3wM5mwIjwc1zuRURYTY/kR8Dasab10uoFDpdXUAFlZwu6bl5fXj3pyF7W1Tufnuo3Kyhro9WoEB4cJfsyhQ4e8NgxbaGFU1ivg8XkAJRIek+Tw8wNW3cmh68xP2PaHizDoxK3zeNeTM9RTTWcQtoY/Cn1SmqjH4hYSE3F1zBgM8lFgdch+KJW0zno1ZSAhAbjtNurQbN4sOKVMrS7GunVAWJif+AxTYCB9vXIF2LhR0nyqxkbr1NOiRaTf8fc33zBlCvXLOzstrYUDBOvW6SCTmXDkSJBTwt2wMEB3C7nTuO9PW/wu2N8fz9y6AgDw+9//HnoP0Jv8IuxM18saGKNEiNJS7zWNI6qqcDw5Ge/8F4j47aGyshJ+fn4W1NOmTdRAHQi4coWUE47Q1taG+vp60V3A338P7N4t6ibtwmg04syZQhw8OMqqlJbjODz55JOYMWMGEhMTwRjr/iw999xznjvQXhBaGN0PwAdEocnNP/9XIyqa4Za7/HCtUIszb54TddvOup7i4sgQVlmjoAkmP10EvvzS62rM+vp6dMTHI2DdOgQvmYW776Z11utNiGHD6AkrLxek7+Gpp/T0NHR10RiG06ftPsQ1yOV0TJ9+Ksnlqb1FWC4H7rgD4M+hHAfqlz/4IF0JGAwUmDlA0Nqag4ULu2AwMHzwgXOPTXtyKQwKH/gV5gANjRa/u3fBAqTExCA3NxcfOLthF1BeXo7g4GC3Avd48EPFvTEiRKPRoKmpCcMGD0akC92JEyeAjz6S4MCchC3qSa0eGHm6AH02HdXQ/Gd95MiRog8b7+ryrCOtoKAAoaHxUCgUsLUkvvLKKzh58iQq+uhbbr/9dg8cYX8IKow4jusE8CaAfwL4N4CBJ1xwAcNXjMDqNQzTWg4AP/0kyjZ511OKk4T2sGHEg2dlAUe/ZcCPP5K7yEswmUzIysqiwL0RI4CICMREc7h9QgFqazjvB7qNHEkdkaoqh6rP3tSTUkl1wsGDEug5hg+n6qS6muIFRBZdlJaWIjw83CH19N13dHXMcejha7/8kgaVDYBRNDz19OSTagCUwuuMFMonMghts28EAwd24qzF71QKBV646y4AwAsvvACN2dYvBcQK3OMRFkZuVYGaZ9HwZkUFHr14EUnDh7u8CBuN1O3yNmvLU099A2gHUmEEOC6MampqoFQqJZl9qNN5zpHW0dGBqqoqREYOAkDn3r5gjPUb4rpo0SIAEBSSKgUEFUaMsTUAdgF4G0CK+evPAkPunQVZajLadh1E+Rn3BbS868mVF3TaNGDCBKA6agxMY8YBx455LRKXdz35d3MzAPLzMeT0Jjw68hjGjhkA3uIxY0jcwNNKVjpsfaknmYyme8THUztbdAH+0KE0DLeujoojkQYS8a6noQJoDpWKij6LVIrJk2ll2LDBq0Kx3vqP669nSEuj12D/fue2E/wA0WkB5/tHbyy5bjKmDB2Kuro6vPTSS2IctlXk5uYiJSXF7cC93rj+es9qdWp0OjxbVIRNJhOuuNGZ4AeSelODaI96GkiFkSMiwGg04urVq5K5gHU6z3WM+K5XVxeVGl1dzTh37hx27dqFV155Bb/73e+wYsUKTJo0CVFRUd002sGDB0X9XDkLoVTaQwDmAmjiOC4TwH83Cd0bMhlw2234vGk2tnwVjMZGxw+xhfr6ehiNRpddT4xRYvOquxhky5aSdeGLL4CiItcPygVotVqUlZUhLa2P3iktDZg8GeFXvgNOnMC1ayT49Sr43uzJk7086wRbgXtKJbBqFY2n2LIFbr3mVpGWRjsYOhSCpvIKQE5ODtLS0gS5nqZOpdm3R470euvExwP33kvff/SRBBWhMFRUVCA4OBjBwcGQyXqs+287eanFltwEztcXirw8FF2xbFP0Dn18+eWXUd434VME8NTToEGDRN92fb3nPvK/LyhAq8mEG0JCcIMb3Qn+lOfNwsge9eTrS4XRQMiKckSlFRQUICEhAWq1WpL9e6owqq2tBWMMkZGR3c3zwYMjMXnyZKxcuRJPPvkkXn31VezevRs//vgj6urqoFKpuoNe169fL/1B2oDQwkgB0hZxjDEZAO+VclLA1xc3/n064OePrVs4dHU4L1a1oJ7cgFxOtVpbpxybjHeiwTfB4xaCnJwcDBs2rH/XizFyO40aBRw+jJ92FOCbb0RjId2DTEb+7z17uosjnnoK5MXRveDvD9x9NxASIpE2OTWVbPOM0WrhhmKdp57iBQaxmFMpEBlJk+y7xbxRUcCvfkWXzzt2eNzKr9frUVBQYEE9rVtHh/PNN06OlQgIAFuyBABQ/eUlNLZanumvS0vH8qnToNVqRRdwuppwLRRff+0ZieGplhZ8UlsLFYDX3Zw6HxJCi21NjTjH5iyqq6vtUk+pqSRVGAjRXlOm9Fyj9AVPPTkrxXAGS5cC06dLtnkAPQG0fNcrOZmef47T96PNev/r6urCp+bk1zVr1kh7kHYgtDB6H8B5AEMAHASNBflZITQUuG0lh4YTOdjzp3PgTM6dlaxST25ApwMq61TYolyHzkmzRNmmEDQ2NkKr1doO3GOMtD1DhuAGzXakxnXiyy8HwKykqVNpgNjly8AXX0DX1eWQegoPBx54gAoIjpOoQDIaSSC+cSOFKTkJVxdhlYrkTkCfujo0lIqjO+7weMKbNeopLIyaawDw7rtObtAszBxbfgBHM/u/X59ftQpKhQKffPIJfhKxeuddT6FOWNqdwejRJAWT8nrIyHF4xGwRenrQIE7i/6YAACAASURBVAyxJv5wAowRsx0m3I0tGoRQT4MGUTHgJcmKBYKDyXBjDVeuXBEngNYOkpJs718sFBUVITY2tnv2YUICcN11OpSWluLSpUs4fvw49u3bh82bN+Ptt9/GP//5TzzzzDO45557umemeUtfBAgXX38AcqL9DsBOAANs5KE4SEllWJShx9WftDj1bqbgx9mkntxAWBhJVZpb5di+HTCWVpDbSUJ1o+BFWC4Hbr8d8rV34/Z1voiKIrGv14O7Z86kLs3Fi6hYv14Q9cQYFUVffUWaI9Gv0uVyEjW1tRGF5aQXuzf15CzCw0mC1W9WbmBgz5nxhx8oDFJi2KOeHnmEvm7Y4KSZ78Ybwfn7I6HxChoKNCisshSlJ0VH44FFi8BxHJ555hlRQh+lCNzri2HDqGa9fFmyXeDDqipc7OhAvFKJZ0USNS1ZQtcnnoYQ6slgII+Gl0YbWqC83Lp0lKeeRAugtQKOo8a6lCnlWq0WFRUVFrMPGxuBF174D5KSknDddddh6dKluPvuu/HQQw/hqaeewv/+7//i3//+Nz7++GMAwB/+8AfpDlAAhIqv9wB4EcByADPxM7Dr28Lk+8dg8WIO46/tg1DrVU5OjsNZT65g0CDzwNkS4Mv9MnBFxUSBSJRLY4966geVCkhKgo8PcNfEXKi7WnBO3NQD1zB7NtomTECrn59T1FNYGJ0wvvlGgmNKTKR5b52dVBwJdIZZo56cBe8+ycqyUv+YTCRm2bMH6BOWKCYcFdyTJtG/piYns2b8/MCWLgUATKnbjyOZMTCaLLf/1C23ItjfH0eOHMGBAwfc+TMAAPn5+VZdT2JCrQbS08m2LxX1c8gcHvVKWhr8RTxvmUyepauEUk/l5TRyxUvSOgtkZRFd2ht9qSepYDDQZ0zKhPWsrKx+Uoy9e4H09P/Ba6+9BqVSiY6ODmg0GrS1tUGr1cLU600TEBCAu8zOUm9BaL8ujOO4BRzHrTH/WyvpUXkRTMYw9amZ8E2KhuGz3WjMtp8+x1NPsbGxkhzPmDHA3LlAhSkOnfOXEGe1b5/orQ2XZz0ZDAg6dRD3yTZgyWRvx2IDHICLYWFIWrmSFuGGBkHP1dSpxP2fOgVpCryEBBqQ1NVFbkMBEMv1xHGU/vDll300IDIZzUsZPpzO1EePSiJsqaqqckg98V0jZ0XYPF84uWY/YkI7oTNYntJCAwLw9K23AqBRIQY3dFVtbW2oq6sTPXDPGkaNordKXZ342zYajXhEo8GhESOwMjJStO1euwb84x80PtBTEDr7kPdoDARnmjXxdV/qSSrwJlmpxNcNDQ3Q6/X9pBidnYC/vwyPP/44CgoKsHTpUpt/K8dx3pvLaYbQwiiTMebhdA0vwmxb2ls+ERs3K23qZqUWYfKYM4e0MH4zJtAPP/0keHEVCt715PQirFAAa9YgOMAE2aZP0FraiH37vDeiq6KiAkFBQUQ9NTSQcOXgQYcLPmOUHj10KNFqeXkSHFxcHHDffcQ5OICYrifGiM1Tq+lq0YKNVSgoSXziRIrE/eort/fXGwaDAbm5uQ6ppzvuIPnT2bNUxAnG4sXgAgPhX1GI5YN/hK+qfzf1/oWLMDgqCtnZ2fjIjRRCqQL3rCE9HXjmmR4bvJgoKChAYkIC5pvt0WIhJIQ+91IUc9ZQZ96REOqJb/B5O2cJ6F8YWaOepIKUhRHHcTYNSJ2dPcVpTEwMdu3ahf3792PQoEH9CqTp06d7ZT5ab9jdO2PsFGPsJIg+y2KMnex1288bAQGY+deF6PQLx/btgEHff2F1inpyA4zRB9tgAD5vmYvShBl06S9Sz7qlpcUp11M/hIYSVWQyoeLdL3H+RBf27PG8NZannroX4bAwWvBPnyaOzMEByWQUqC1pjkxEBBXeXV00p8CKwlaKgjsgAFi5krj+fo4nmYyKtVmzAJE7n/n5+Rg8eLBD6snPD7jnHvr+nXec2IFaDbZsGQBAdeoUapt9kFVqqcfyUSrx/CpqzT/33HNocyEB3JHrSWwoFOKH8HEch0dycnBcIteTvz/984Rl31nqiZcfDYSOUV9Yo56kgpSFUUlJCSIjI/sF0HKcZWHEY+7cucjPz8ef/vQn+Pn5QaFQQK1WY4mAC0ep4agsuxPAKgC3ABhj/p6/7WePmFiGW28FKk6V4/M/nrZwqrlMPbkBvR4or2DYVn896ufdTguam9UHx3G4fPmy+4twVBSwejWGB1ViYVIesrIk0uvYQT/qiW8D8RzZoUMOny+Viizk/Msq2Zixzk7qaH3yCVBWZvErIdSTK0hKIm36lSuUUmwBxihdcMIE+rm01O1VxFnq6aGH6OuWLU4GdJvpNOXpUzh1NRIHLsShtdNSdL986lRMHDIENTU1+Pe//+3ExqUP3LOF+nrggw+svFYuYlNNDd6pqcFzCoVkowsiIz3TMSoqKkJMTIxg6okvMgdCYdS7Y2SLepIKUhVGXV1dKCkpsWpA0unoPGptHIhKpcKzzz6LnJwczJs3D1qtFhkZGeIenAuwWxhxHFdq65+nDtDbGD4cuH5iMy6f78LJNy9033716lXXqCc34OtL2TsyuQybt8rQXt1KYx7cCLCzoJ7cRVwc8PDDmPbAqO5a5NQp9zcrBDapJ8aAxYt7jZ93PNaaP2lduAC8/75EJ9OQEAozCQggt6E50U8o9eQqZs2i5p7dWqWzk6qTjRvdmq+WlZWFkSNHCm6Lp6dT1klnJ82zE4wFC8AFB0NRWor5ERdgMjGcyLbUzjDG8LfVlIvyr3/9C5WVwlPupQ7cs4XAQJouk53t/rY0BgOeMmdq/H9DhkAlEVXBF0ZSdotdoZ74pqgHr2NtYs4cYtTtUU9SgY8yc5UcsIWcnBykp6dbdQHLZJTwYs+0PWjQIBw8eBC5ubkYzQ8N9CK8S+T9l2DmQ6MwY54P0suPAJcuoaWlBa2tra5TT24gNJRyX1pbga27VNC3ddEiVl/v9LbEcD31Q0gImIxh0fhajGg5iZ/OGSTXGzmknvhgyltvteJdt42QEKIFJDMCBgVRcRQWRq9hQYFg6slVMEZhdwCxsVaLPl9f0h01NJCH3oX5atXV1VAoFE5TT3wS9jvvOLG4+viA3XILACA88zjGpzYiszgU9RrL53DqsGFYMnkyOjo68PzzzwvatCcC92zBxwcYMoQcRO4WGn8pKUGdwYApAQFYI4VwyYxhwygvSEpnWnZ2tkvU06RJ0uf3CEFAAEVplJSUICIiwuHsQzHh40NuZ4HzzQWhqakJHR0diLPx5CqVNM9aSAqBJxkYe/ilMBIAJmNY8KfJiBwZBdOevcjc963kgmt7SEggLUxDmw8aFt9NJfmmTU6nK+fl5SElJQUqCQhnWVMDbg08jHv9P4N0jXuCIOqJT6CTySho8eRJh6tNSgqlxBYW0iwvSa6CAwJIXDNkCNp9fVFbW+sR11NHBzUbv/jCxt81ZAhxip2ddMdq++7M3uCppxFOFKE8li6lq9m8PDLJCYY57FF16iSmD6+Dj9KEY5f6FwAvrLoLCrkcGzZsQJaA7qFQ15NUGDGC3q7u2Myz29vxekUFGIC3hw6FTMLzVmoqMHu2dEGKDQ0N0Ol0iHahuKuv95ww3B6KioCTJ3UoKSnxeCHQ0ECxHSKNcBSkh+zoIFLDnQypDRs2uP5gF/BLYSQUcjlwxx34ojgZBw4OglwuAvXkBoYPN89PHRZC/FpHB7B5s2DbRWtrKxobGyWZ9cQfoOLWm+FbngfDZ7vxxV6TJKJMl6inCxdIACXAnj5+PJ3oL1zoM5RVTPj6AnfeiSsVFRg1ciRkHghb8fOjln52tp14goQE6rvL5cClS4K3XVhYiPj4ePi6cFmqUAAPPkjfOzUqaf58IDwc8ooKBNQUY8aIWkSFaPt1LlJjY3HP9fPBcRz++te/2t1kXV0dOI6TNHDPEdLT6el3lU7jOA6/yc2FAcCDMTGYILFRhOOA9naXQt4FbLuHenLlovSLL0Q3XbqErCxg5846m9STlCguptgysdx5ZWVlCA0NRVBQkN19fvihS41nACSTuO+++1w8QtfwS2HkBPQKBYw3DIZ6yBhyqnnJks5DraYT0YniOJwfYY6WEvCOF01w7QjjxgE33ID2S4XI25OFzZs40U+YLlFPc+aQW+34cUHFUUYGNZukRDf1VFRE9NX589LuEER5pKdTmoFNyU1kJGVFzJ9PPzu47Ovs7ERlZSVSeb7OBfzqV9TY27PHCYeTUkm2OwCqEz/gurRGzB5VC2uNnieWLYNKocCOHTuQbaPi4F1PntR/WINaTYHurrL2BZ2dOKXRIFQmw4tuvCbO4K23gO++E3+77lJPPj4DQ3zd2toGvV5vk3qSEmKKr/V6PYqKiuyOXQJ60uxdpe+EdHbFxi+FkRPIy8vDpKmDsXKlAuUXG/DlH0+CM3p3KiHHkWtlf2YC8jMeJN2KyWR3sa+qqoKvr69ks54sMGUKgm+cgdUTc9DZbsLmzeKdnNrb212jnhgjJSZfHH37rd3nix8PN3Mm/Sy2fsKCepowgaqVffskV64zBixfTmzejh12XpeAgB4K8q23qH1mA2LMekpIoJdHryf9t2CY03JVJ4gm5TigoDIARdWWC2l8eDjWzJsHjuPw97//3eqmiouLnXI9SYmMDAp8dAXhWi22+/hg28iRCPeAUYQxaZxpOp371JNa7f0cI47jUFJSitjYGK9IMfjCSIy3wtWrV5GamurQgORuYXRZytk4NvBLYSQQvamnESOAjNH1yDynw4lXznr1uGQyulCOiQF27JKhqsJII9Vt5Pbw1JMr+g+XMWsWYh5dgTvukqOuxojt2zhRxMw8t+3SIswXRxMmkKDFQfuPP4eVlQFvvinurCEL6kmhIPv5yJHUyjl2TFKLj58f6ayHDxdwslSrKYfpiy8oDLLPcYlJPfF02vvvO1GIzpwJJCRAXl8HuTmh8/sr0fjmQmy/USFP3LwMSoUC27Ztw9U+o3+0Wi3Ky8s9ErgnFG1tzg+V5fUf80aPxkIP5S8BVBjV1or7trXnehIKtdr7HaPy8nL4+wd43OHIQ6ejz7m7kjmNRoOWlhYkJiY6vG9nJ+3T1Zful8JogMIa9TT7gaGYmBGEqNJzks6ZEgKVii6WfX2BLdtkaJGFUrfBiihGateTVTAGyOVITdRhGfc5qk8VuV1YuOp66ndcS5eS+FmpJOuZg7N5QACdXLdscXLgqQ1YpZ7kclLXjxtHQ14bG93fkR0kJAALF9Ju7f75KhVZIseMIQryq6+6qxaxqafFi+m4CgqooScIMhlNXgagOnECjAGzR9WguV2FyyUhFndNiIjA3XPnWu0aZWdnSzL70B3s2UP/hKKwsxP/uHwZoeHhHnU9AVQYabWkNRIDzc3NaG9vd5t68vGhjpGng2d56PX67osgL/l2oNe73y1yVophLdzRGfxSGA1QWKOeGAOWPj8e6TOjgAMHoL+S68UjpMyTu+8GDEaGsvT5wOjRwOHDND7EDJepJ7GgVGLsBDkej9iKqHzXlczuuJ76gTG6lDQage3bHYZAhoXR2tvcTHd3t/Nlk3qSyWiC8AMPkLcXkPyMXlVFTJldGkQu7+EVz52jzhHEp57kcuB+86hqp0TYPJ12+hRgNCI1tg1x4R04mRMJg9HyJP67ZcuhVCiwdetW5Jk7TI2NjdDpdB4L3BOKoUPJVSU0leOJvDz8b2MjtnuhMxERQV9dSBDpBzFT4EePpusNb4Gnnm66SdH93vY0Zs/uSZh3FZWVlQgICEBISIjjO4PydW++2fX9/VIYDUDYpZ7MQ6guGkfhjddMkjgxnEFUFPD448DoMWbxSGoq0R5mqoCf9eS1OTTmDo3vhOHgvjmE4+9lu9Rsc8f1ZBMyGQUXnTzpcLbaoEFUs5SUWBmv4QQcUk+M9QzLuniRhEASKv4DA+nqbudOB7thjMTYt94KTJ0qGfV0330uiLDHjQOGDoVMo4HiymXqGo2shaZDicxiS01dYmQkVs2eA5PJhL///e8em33oCnh9a66A66/9DQ3Y39SEAJkMv0nw/IjL2Fg6/fAFkjsoLy9HcHCwXdeTUERHU/yBN17a3tSTry991ryBwEBheUK2YDAYkJeX55QLOCaG0j9cRWNjo8edob8URg5QUFBgn3pSKhH3wBJ0JQ/Dli3i5UO4Cr5WyC+S40v/O8GlpAL+/qipqYFCoUCEGGcrdyCT0Vlz+HBUHsrCgY1VTlmRxXA9WQUfAjl1Ks1W+/pruxXPmDHA3LlUQLgixnaaeurqIs/21q2SvckCAuilqamhxplDjBkDqNXIzszEmKIiyJ3M0XKEhATgppucFGEz1kuETV3JwVHtGDGo2eqA2d8tXw6FXI7Nmzfj2LFjHg/cE4rgYCo4+sih+kFrNOIxc/X0l+RkxHiSMjfDz4/qU3efRp56EiuAtqODqFlPC7D7Uk85Od5TX2RnU2Coq8jLy0NSUpJT2XeFhXROcQeeTsP+pTCyg/b2dtTU1DiknqISfXDb7Qw1xe3Y9dRJmDq87wmtrgZ+vKTE0bjVMMbFIScnByOSk719WAS5HOy2lbj1bl8kDA/C7t3C50GJ4XqyCX622vTpNOb98GG7d58zh1rzDrU5VuA09TRlClUtRUU0QkQMgZMVpKVRbXjmjLDuRGNjI0x1dQitqXE6CFIIXBJhr6JRjqpz5wCdDowBN0+5hhGDWvrddXBUFO6YNRsmkwkvvfTSgEnetYahQynosaPD9n3+U16OYp0Ow9RqPOaFZH4edXWUX+MOcnNzBbmehKKignJwxaD4nEFf6ik723uF0enTdGpzBW1tbaivr3daivH557Rfd+Dp2IxfCiM7cIZ6GjIEuGFaM3Kv6HHohR8knD4qDDNn9rjR9+6tQEp9PXxdHO8gCeRyKG9ZglX3+yMkmMPW9zQOLb4eCdxjjAZ2ZWSQM8zBXRkjvdH69cLTiV2mnsaNo4TnykpqobgTJWsH8+dT+9sRtc9TT8PmzgW77z56Mj76yP0VsRduuMEFEXZaGjBpElhnJ5S9ogUMRoafCkPRpbf8PD91yy2Qy2Q4fPgwyvoM9B1ImDQJ+O1vqSNjDeVaLV40X2G8NXQolN6izEHSs88/d/3xGo0Gzc3NglxPQsE3zzzZMbJFPXmLqdXpXMswcodmdld8DcDjn8tfCiMbqKmpgVwud4p6mrw8HlNXxMO/oQzcPqlmSAgDY0RDDB6sw759JnTEzaVi7dNP3RoMKjb8/IDV6WehunAaVSdtL6geDdxjjNpBvAsmN9duu0KpJBfO1q1UJDmCW66n4cOJKho1SpwwEitQKGjQrCOhamlpaQ/1FBVFoqDgYLosd8T5CERvEfa77zrxQL5rdOpk9021LWocvBCHCwVhFncNj4nB/NlzYDQa8a9//cvdQ5YMAQH09NrCq2Vl6OQ4rAgPxzxPZJTZQUQE0NLiWu0uVQAtXxh50rJvjXry4rLgsiuturoaKpUKYWFhju/cCwYD7dNdD8AesmR6rF75pTCyAqPRiJycHIx00DGwhkWPDsHM1UlgP12A8XupZkgIg0wGDBt2GSNHhqO4JYIW1NZWp0aHeAIhc8fhseXlGHNpE1BQYPXEUVxcjOjoaM8H7pWVUcWzd6/N4sjfnxyBRiPZ+O2deBsbG9HV1eWe6yk1FZg1i76vrJSEG/D3p/pQo6ERBn2h0+lQXFxsST0FB9NQ3PR08myLhPvvpwJp715yzgnCbbcBAJQ//dT9gsSFdSItToMzeRHQ6ujUxwEoVCrwP0uXgjGGjz76CNUi04FioqIC+Owz6wXHmq4u/Dk8HC/bG2PuIUREUAHgSiyHs64noeAXZ0+d+mxRTxz339UxMhqNLmff8edCVzpGHMfhsAM5g1T4pTCyAndcT4wByMhAWcxkvPGuAnU13kvGrqurg0xmwGOPBWHxYgCJiUTF1NQA27ZJOwLbGfj4QLnuLiAyErlvfIOtr9VauKJ46inNGyf8QYOAefNoVtiePTafs4gIemrr68k8Zo1J5dvRo0ePFudKmOPomD76yImKwTkcOwbs2tU/XDAnJwdpaWn9A/d8fSmgMjycji8ry+1L5Ph4svsaDCRjEoTERGD6dDCdDsoLP3bfPHNkHbQ6Oc7lUwRCrUyGQJMJ4+LjcdOkSejq6sKrr77q1vFKCZ2ONCqFhZa3azQatLW04PlRozDIS+GBveGqZd8V15NQeJJK4z/rI0eOHFAOR1cKo4KCAiQmJroUSulM6nV1dTWef/55BAUFgTEGmUyGBQsWOL1PMfBLYdQHvOspJSXF9Y0whqCVC6Efex22bJOJFnTmDHpTTz4+VLDV1wObz6ahc/EtFOrhRQ1CP/j6AmvXQusfjrz9+di7Q9+9nno9cG/2bBLeXL5MXnYb+rGUFArT7uiwfvItLS1FuJiBe4xRqJJCQZojoQp2J7BgAVl8d+3qMcM1Nzejra0N8Y7EvQUFVCXu2uV2zMDDD9PX9eudkO/dcQcAQNVrtEp0iBZDE1pwPj8cmi45KhRyDDbQBp9YthwA8Pbbb6NZCCfqBQweTJ2P3sL4rxsa8O2lSwMqZiAsrOec4wxccT0JhY8PsHo1sdFSo6amBiqVymoA7fLlFE/mDTz6KJ3OhKKjowPV1dVIdtG4wzeRrT38wIEDmD17NhhjYIwhNjYWf/vb39Da2orbbrsNJ06cwGeffebSft2F11ZGxthzjLFj5u/HMsa+Y4ydZox9yRgLNd8ewhjbxRg7yRg7wxgbJ/VxZWVlYcSIEW4vwiERCqxaLUdrkx7bnjoHfZVnrRA89eTv7999W3s7mZq2XhkN/egJdGNdnXdJ797w88PYZ2/C/AeScSVXiUOHRKKexMDMmeRYy8mxW4BMmEDUT1/Gj6eeHA1cdBrh4TR1NSiI9GNCrGROwNeX4oqamvh4Jye6XkOGUGV15YrbTrrrr6fNlZc7MSF9xQpwjEF58aKFlWvmiDqEBeqQZ1Ah3mgE3/OaOGQIZo8chdbWVrzzzjsuH6uUkMvpecjPp49tdVcXbs/Kwl0GA5q9YM23BaWSggSvu074Y1x1PQmFTEbPnT2dlhhwFECrVPZ0rzyNoCDb4n1rcNcFrFJRMd9rGQJAncEbbrgBx48fR1paGt566y20traC4zhwHIfPPvsM06ZNw4YNG1zar7vwSmHEGJsEINn8PQOwDcDjHMdNBfA1gL+a7/ovAMc4jpsO4AEAGx1u3I2Tb319PYxGo2iup4QE4NZFHSgv1GHvH8+Aa/WM6Fmr1aKsrKwf9TR4MC1yZWXA7t2Aqa4BeO89h4GGHkVAAGbcFofJk4ETu6ux+92LA+dKeNo04JFHqDUE2HzO5HLqGG3b1kN52KSexAB/WRYdTUGQIr+WgwdTgsGPPwLHj1cLD9xjDJgxg4b5VVQQD+ZiJ0YmAx56iL4XXLPEx4PNnAmm10PVi06LDO7CyvnFUIQaEN1nCPQTy5YBAF599VV0ShSJ4C7S0sg/UVUF/L6wEG0mE+aEhCBJzMBTEWBtQbQHT1BPBQVUXEuJgoICJCQk2KSeLl6UfD60Veh0RI0LZd1ra2vBGEOkG3rB+npSIfTVxCkUiu4iKC8vD4888ghaWlrw7LPPws/Pr5tKO3DggMv7dgceL4wYY74AXgXwB/NN6QCaOI7LNP/8AYCbzN/faP4ZHMddAqBhjNlP9mtudumdbzKZkJWVJbrracS0YCx4NB0yXSdMm6UL5+uN7OxsDBs2zGrXa+RImkOVkwMcPBcGbuIkCpn47jvJj0soGAMWzzcgsf44fM/kI6DFy5HivcGfJAoLHYrYm5qISSosbBFGPbkDPz9g3TqqfBkT/X2WkQFMm2ZAZ2ee84F7o0YBa9fSRYsbQ/LuuYeutA8ccII1NNNpylM9QSocgEKFAnFtHMprLS+f544ejXEpKaitrcVHH33k8rFKiSFDKE7hZEsLPq2thQrA6wMwf6m6moLkhdTp1dXVUCqV7s0+FIADB9zP1LEHnnqyJ8W4epWKI0+js1N4YcRLMVwxIPVGYSFdhPctjDiOw44dOzB9+vRuKi0hIQH//Oc/0dnZiVWrVuH06dPe0ZUCYJyHOwWMsTdBXaCdZirtWQBPcxx3a6/7lHEcN4gxVsNxXHSv27cDeJXjuFN9tvkggGcAhAz29Y04snYtKpcsgdEJLUdXVxc4jpNk6jHHAb7l5Yj+9ijaY+NRP3+eZPoeo9EIrVZrQaFZw9mzoaiv98HCBdWIOfMDAgoK0Dh5MjRizB8TARzHob2qFuknjkOh16FqwULoI72c2t0L/sXFiPj+e+giIlCzYAFMVjQRbW0K7NsXC5OpE8uX1zvVwnYHTKdD7NdfozMuDk2TJolmgdFqtZDJZJDLVZDJnN8s0+vBmb3C8rY2pz6fPH7964nIywvE669fwOjRjgvmwOxsTHz0UWiSk3HuP/8BABgAGBjDqeNxqK3zw61LCqBU9pwHvzt5En/7978RFxeHTz75ZEANk+VhBPAwxyGfMawGcJ+3D8gKsrMDcfZsOO64oxy+vvaFYW1tbfD395e8M7xvXyx8fExYsMDNKGYb6OjogEqlstsZPno0Cq2tCixbVinJMdhCS4sSe/bEY/bsOqSk2Be+dpkv+NwdNn7xYgguXgzB2rUlFkteY2Mjis15Z2q1GtHR0QgLC+tH2f34Y0+n9+mnn87kOE5yOQ0ASNDXtw3G2CIAoRzH7ex1cw2AqF738QHAX+52MsZ8OI7jL8tjzPe3AMdx6wGsB4BJ48ZxqYsXI3XhQsHye61Wi9OnT2PWrFmSngRbBo/C1280YtFtk5A63v3ZP33BcRyOHz+OyZMnI9DBMJ45c0jEqlAMAzdvNtjOHUjKyQFuvBHw1pDZXsjMzERaWhoSblyEuje34+CWQKz463BEjY52/GBPYO5cVhox2AAAIABJREFUiojeuRNDi4sp+MdK5RMZWYlPPw1Abe0orFlDNJvkMJnoEu3cOQqTuflmtwtxjUaDzMxMjBs3E1u2MEyZQnmTLqGwkHINbriBUgsFguN6grXvvHOCsEQAM3WnDg3FBJ0eRgAXVUqM79JhUEoNNpWmgOUGYkJ6TydrzPgJ+DgyEmWVlWhtbcXy5cud+OM8g/cqK5Gfl4d4hRLvTpsK/wFYvCUk0Iy7ESOSMHiw7fvl5uZCLpeLPmvPGsrK6KMxd674Cuza2lqUlpbiOgfCqqoq+ljOnevZLl9lJc0UnzEjCfakjmKuh1otdarmzUtyeN+WlhacPXsWJ06cwOHDh3Hx4kW0t7fjzjvvxLZt29w6DmfhaSptCYBIxthextheAKMAvAAggDHGc1hrQDojANgH4F4AYIwNBxDIcVyR3T0oFCT7V6mIThDQEcvJyUF6errkV4bqqePB5szGZweChA/FdAK868lRUQTQ1b5CQW/cTVtkKBq/ghaqQYPEPzAnYeF6CgmBcs2d6DCpsWl9h9cH9Vpg+HByhdXVkSusT4CRXq9HR0cu7r03DPX1LstrnIdMRgXu3LnUs9++3a2U7N6pt/7+DCoVjZJz+e9JTCSd1r59NHZFYNe6uppylcLCnBhQao4j58zBdGUKOWKNRigBJER0YnBUG87mhcNg7OlUKORyPHTDjQCAl19+WfCf5SlojUY8m0/itd+q0wZkUQSQLwCwz54KoZ7EhI+PNHZ9sagnKcGfAhwFPGZlZdmUYjgLW6nXRqMRly9fxvvvv49Vq1YhMTERkZGRWLlyJV588UWcOHEC7WY7t6eLIsDDhRHHcY9xHLeQ47jlHMctB3CF47i1AO4B8D5j7ASAmwE8b37IcwBuZIydAvAhgF8J3plWS2JPB3MEGhsbodVqERsb6/wf5CR8fIC71iqhUpqw+U/ZaD1xSbRtWw3cE4jWVmD7LgVqkqbQotrSIon1WwisRc+HDA7G3a9NQVdcMjZvBrQdAyR/CSAl7F13UZetT9s5NzcXKSkpmDhRicce61koPALGqDC68UYgL48qGRdRVVUFPz8/hIaGds8A5jgKXHSJiVepKJl60iTghx9IhCDAzs+HaQ8b5gSNZw5gMoWFoZMBzTIZYnsJrqcPr0dbpxKXSizDBO/OyECgry+OHz+Oc+fOCdyZZ6AE8A+TETMq45BUKl6QptgIDqYOqb3CiHcBSzL70AqkKoyKiooQGxsrKIDWWwGPvOzQHpHS0NAAvV4vmgtYq7Weev3WW29hzJgx+PWvf41t27ahoqICer0eGo0Ghl7nAsYYXn/9dVGOxRl4NciG47i55q8XOY6bxnHcDI7jbuY4rsl8e5P552kcx03nOE64ZM3Hh0Y6fP+9zaFP7sx/cRXBwcBdd3LobNZi60tl0OUUOn6QAPCuJ2cHLqrVlNrs40OTHFpaAOzfT8JiocO/RERFRQWCg4MR3MdTG5Okxh13AHVFrdj+66MwVDkYrOZJpKRQAcIYKa6bm6HRaNDU1IRB5g6cjw+dEI8cIau1xzB5MiVPzp3r0sMNBgNyc3MtAvdCQ6m5WFLihpBVJqOZNXw+lICR370LI8Ewv4dNYeEoVCiQojeg9yd9UGQ7EiI60KCxLGoDfX2x7vr5AIBXXnnFiR1Kj4KCAlyfmICn/dJRWMAGTE5rX8hk1N2zVRjVmYcjuuN6chazZ9N1jJjQarWoqKgQTAWuWuWdHKPUVOAPfwBs9QA4jhPdgHTTTWRK7Yvf/OY3OHToEBYsWAC1Wm1Ty+Tv74/FixeLdjxCMYAS/kQGY5S2N3gwTTPsG90L56gnMRGbIMfKF0aBBQZAv3232xPJBQfu2UBwMBVHOh0VR53zl5LPdvNmSML52YBer0dBQYFN11NKCrB8iQGcTg/DRi+MyXYEjgM++wzchg24euJEv4LbYCC78M6dHn1aifILCiLt0cGDTg0Szs/Px+DBg/uduMaNowLlyhU3AtQZo3yoBx4g5xpgd2PuFEbNERFQAAju0+JiDLhzdgkWjO//GXxw8WLIZTJ89tlnA2K4LMdxOFJTg6qqKqSkpCAtjagKK6e2AYO1a7uns1jAW9RTWBilWogJZ6knxryTrSuT0YWwrcMsKSlBZGSkeAG0oNOONdpbJpNh/vz5OHjwIAoKCvDUU08hJCSk31rc1tbmEgviLn6+hRFA74Dbb6fpi1u3mtshBHeoJzGQPkqF+9+eAP8gOUyfbALX5JpgQ6yuV3Q0yWWMRqBDHkhnNIUC+OQToLHR5e06A556stf1GjMnFOvevA5qpRHGDR8PrOKIMWDZMrQ2NiL+0CGE9tH1KJX0HCuV9HbslTnoGTQ3k+boww8FeXbb2tpQV1dnNXDP/Kfi3ntFOMnHx9MGa2uBt9+2udLzTSVXCqOyqEgk663TdQo5FUvNbUqLuiwhIgLLpk6F0WjEG2+84cROpcGmmhrMz8nBhpAQyGQypKbSc+/RDqSTCAy0vhAXFRUhJibG47MP6+qA8+fdDmLvhivU05kzxCB7GqWlwKFD1pM8urq6UFJSIro9/tw5x6qM+Ph4vPjii7h69SomT57c7/cbN24U9ZiE4OddGAHU+bjrLrpU6AVXqScxwYKDoL9zDbZmDsfpw66FP1ZUVCAoKKgf9eQKkpMpMj48HOBCQsGtWUtX8N984/a2HaEv9WQPLDICXXeuw8fnR+L0X5zrgEgNQ0QELk2ciOjoaJph1meRDw6m4kijsT1TTTKEhVFKtlxOYvEi+z4GPnDPlv7D15dq564ukRZnxugJ2bjRKrXmdMeI47qf/6CQUNgzHlfU++G9A2nIr7K8Yn30piUAgPXr16O1tVXgjsWHxmDAUwUFAID55kVYrSaqYoAkbFhFbS0llfd+6pylnsREaSlp/sXI7nSVesrPF8Qci45r14ATJ6zrAnkDktgBtN98Yz+Mv7i4GPPnzwdjDDExMThy5AiSk5PxySef4JFHHsHChQuxbt06UY9JCH7+hREAREXRpW1wMMBxaGlqkj5wTyAUsZFQ3rQI32QnIDsbTqlZeepJzIGLcjkdwldfAQd+jAS37h5S20oIV7peyrhI+C+YjoP1E5Bd7lkq1B7y8/MRN3YsFA8+SCvX0aP97pOQACxdStbhSs9GmVBA5X330Wdh82Ya8moFzgTuHT5MKd9u04ORkTRPJTqaRsj3Sgdsa6PcVqXS+twlq2hqAjo7YfDzQ4yD6I64sA4E+elxNtey7z8+NRXThg2DRqPx2ngCAPhzcTHqDAZMDQjA6l5c0MSJFPY4UNHRAZw9S50aHmK6npyFmINkS0pKEBER4TT15C3xtS1XWlNTEzo6OhAXFyfq/oxG2qe9aMCUlBQcOXIEGRkZuHr1KjiOQ1FREVavXo1p06bhyJEjXpl68H+jMALonWgygdu+HeUbNgyYMROMAbfcpkBCArD7rUqUv/WF4DaCEOrJ1WNSKKjleyI/it7Zej3FxkrA//R2PQmFTAbcek8QEuYPx+4vFCjN1XqdVrOgnkJDqTvDKw/7FLzjxgGPPUbOdY8jKIiOLTmZvu8DR7Oe+mLuXFpwPv/cDb0RD39/SvAeMYIuNy9dAsf1NC3T0ui9KQg//QQAMIWGOjzRyWTA5PQGXGvwQ0W9Jb3ziLlr9Oqrr1o4ZjyF7PZ2vHHtGhiAt4YOhazXectkog6E0DEPngbfqOfZeLFdT86CL4zcDYbnqSdvSTFcgU5Hn53eDWApDUh8eom9wogfC3L06FEkJyfj73//e/c4kDVr1sDo0ZZ6D/7vFEYAIJOhXqdDZEEBggcQMa9UklMhyM+ArZ/7oWHzAYedo9bWVsHUkytYuJD0sIcPA5mZoHbA+fOkzu6T1+MOrLmehIJ/3kJCgG1/zkHdG2K0LVxHVlaWJfUUGEh8k8FAgYZ9ujMhZof45cvUPfIo1GoaNc5XZkVF3e+5wsJCJCQkwFfg7C1/f6J0rl2jJo/bUCqhX7YShyNX4dH3RiMxEVixgn41erSDx9bUAK+/Tm68+eQqQ5Qwte3opGb4qow4k2fZJVs8cSKSo6NRUlKCzz//3Mk/xj1wHIff5ObCAODBmBhMsGIU2bWLujIDEYGBtBg3NkrjenIWfOPQ3Y6RO9STNztGfa+hy8rKEBoaKmz2oZMQUhg1Njbi/vvvB2MMPj4+eO655yx+Hx0djf379/M/CktsFgH/pwojvV6PK/HxCJ86lbiiQnGs8mLAzw9Y/cdBCBw9GLrMHPJ12wDHcbh8+bKkXS/GiEFLTqZOQEFnPAnZa2pokRdpFpct15NQ+PmRoy58ShqYXAZ8/DEdo4dRXV0NhUJhnXoyGulMvHNndxeDh8FA84u2b7fwBngWZWUkst+7F51tbaisrHQ6cG/ECDK/HTtmSZs4g7Y2eopWrwaiohkW/GYo3n5HhmvXgPiwDjxyfxdeesnKA9vbiRa84QZw8fHAE08A587B4OuLjrlz0bl2raD9qxQmTBjSgOLqALRre2geuUyGBxffAAAeF2Hvqa/HtxoNQmUyvJjaf0ykTEZuzcLCgTMHujcYo65RY6Pr1JOYEINKc5d6Uiic6HqKCIPBsjDS6/UoKirCUHsx2G6A13HZK4zCw8Px4YcfIjk5Gd9++y04jsMHH3yAzMxMlJSU4I9//GPvYkn6sEEzPD4rTWpMmjSJO3/+vNXfZWVlISAgAINjYoANG2gluu8+CJst4BlwJg7sq/3A+fMwLboBsmlT+t2nsrISNTU1GD9+vOTHo9XSmjNzJihGPjubVMPJySRqd+MT3t7ejvPnz2PWrFluB7xxHMAaG8Bt/BhGnRGKX60V35drA0ajEcePH8eUKVNsd1n0eqp+Cgpoiu/Uqd2/qqsDPvigRxvtcT8AxwHHjwNHj6JIJkPAr36FqIQEpzfT1kbXGwsX9nTDHKG0lGKz9u0jOVbvBWvECCrOb5leg4mZG8BUSnrPxcVRYX7wILB1K7jPPwczU7ycXA79uHGonj0HTRMnYpCT789OnRwGI0OgryVlpunowKhHHkabVovMzEyMGTPGqe26ipLaWjybm4uM1FQ8YGMh/vFH4MsvyTgxgE5l3di2DWhvNyAl5ThmzZolusDXGRgMZM4MChI8McoCHMfhhx9+wNixYyXpskgNk6mHSrt8+TKCg4MlYx2MRrpm8fUVdk7jL/h37tyJLVu2oLS0tB91zXGcR3pt/2cKo9bWVly8eBEzZ86kLktLC634S5d6SehhByYTDj//PRoU0bjt+eEWnLDBYMDx48cxffp0twf8CUXv1q/RCMivZJLo4957nZjN0B9nzpzBkCFDRJ2o/dX2VjR8/gPumnMN8gfv80jPOi8vDzKZzLHLxmCglOfsbGDRImDatF7bIAv/yJFEG3mj1d505Ajat29HwqRJ1IZzMIjYFRiNpF3bt4/+9c5eZYzqxeXL6Z+FfKO2lmjcrCyyOB0+bOFGNKSlQzdrJnRTp6ErKAiXVUqM1+ndaon3XkQA4H8+2oD3Dx7EAw88gPXr17uxZWHgZx9OmDDBbpeluRl49dV+9faAgckEXL6ciYiIiAFheHEHZWVl0Gg0XqUDxYBGo8GlS5cwY8YMr2ptjUYjTpw4ge3bt+Ozzz5Dc3OzIx2fguM4yYVH3ivdPQir1FNwMPDwwz0rkLeIX2uQyRBw0xz8cJDhm2+AxQuM3WEg7lJProB/WjIzqbFw771j4T90aE+P1IXnzi715AbihgbibOJcfOFvwnIwSP2KdnZ2orKyErNnz3Z8Z4WCxNgHDxL/0Qvp6cC8ecSgTpjQ79eSw2Qy4ZJCgcmPPkoVS1GRAEGPdbS2UhdowQLLMShtbdR5zMzsuS0ggGrEJUsoTdtmky8qip63XtERxsRE6KbPgG76dJh6PbBIqUCSwehyUWQ0MWz/fjDiwzswZ3SPZu2+hYvw/sGD2LRpE1566SWnzALOokanQ315uSDqKSSEnufy8oFZGGk0zWhvb/dYl80eOA44dYqis+wNtrUGvV6PwsJCzJw5061j+P57+irklCEmTpygQn/qVOmlGAC9H4uKgOnTbXeM1q5diy1btjiz2XsBfCDC4dnF/wmNUVVVFXx9ffufyPg3xbFjwJ49A4qknzqNYepU4PQ3Gpx+agdQVYX29nbU1tZaDdzzBMLC6Op0yxZAJzMXRd9+SyIkJ547Z11PzmDcOCDjRl9kFvjj6GETzQiT0LJz5coV52Y9yWQ9FQDHUQfEbOWaOZMMWZ4uigDKE4mJiYHv2LHA44/3FEUuaslKS/u/LV58kYqimBiSAR06REbCnTuBe+4RwHyah0qaQkPR8re/Q/Ovf0N7yy0WRVELYzAACHPDHieXcVCrjPipKAw6Q8/rmh4fjzmjR6OzsxObNm1yeftC8KucHMwrK0OTwBmO69ZZH73gbXAch5Mnr+Lq1XGorBwYF56HDxOj7SyuXr2K1NRUt13AhYUOI8QkQU4O/d3Xrl1DQEAAQoTy3S6itNThqNLuoig8PBx+fn4IDAx0dC71iMjvZ18Y8a4nu4uwXA5cukQF0gDCwoXA8NEKHLw6GFn//hpXT5ywG7gnNRITKd6/srJXOCFjlKa8f7/g4qiwsBDx8fGCXU/OYvZsync5/q0B5w81kSBbgrlvdXV14DgOUVFRrm2gtJSeyF27AIMBjPVk9FRVeSxwHFqtFuXl5T1UIO98qqggjsZJB2dgIHWByspI/wIQVfif/9D3e/fSZufP7zd31z7efhucSgVZUxPkGg1gMkFx5Up38caBukWpBqPbncLJ6fXQ6uS4UmoZnLru+usBAO+//z6kkiHsq6/HV01N6JDLkSowGTooaOA0vHujvLwcISFBKCvz84Ynoh8Yc22QrEajQUtLCxIHmuzCCej1gExmRH5+vqjZd7ag1dLSak9Sxtv16+vr0djYiHXr1sFk/6LGjpRbPPzsCyNB1NPMmcRffPddP9eQNyGTAbeu9kPS0tFoa2tH1MGDiPAghWYNQ4cS7ZGfD3zxBcDNngPMmkVW/gOOYwZ46inVisNGLDBG9vGR41UIumsJqf8+/VRUTzw/68ktrUFSElUQWVkkMDIv8AYD/bhtm2jmP7vIzs7G0KFD+wfuBQfTv61bgQsXnNrm2LFU5B06RCnfTzxBJ+Z77wWm9PcTCMOYMWD/+AcAwO+9dyErKYEi9yp8jh4Fa2tDlVyGEJMJviIULPHhnYgJ7cSP+eEWb+kbJ12HiKAgXL58GWfOnHF7P32hNRrxeF4eAOAvycmIEfh55zi6NhlItn2eepo4MQ0y2cAJqFepnPtcie0C9qZdv76+EsnJyVC5ojx3ElotqS3s/a0ajQaPP/44GGNQq9V48803AQBvv/02MjMz8ec//7nfmBLGmOSR6T/rwkgw9cSvpKmpZO/wRp/TBpRK4O5f+8K4IBYxQUEwfrxJnDx7NzBxIpCRYdaPMEbimGnTSFV7+LDdxzpNPbkImYy6W+mTgoB774VOHUTi3ZISUbbPU09uz3qaNo2GjhUVkWW+sxMKBd1UV+c0S+k0GhsbodPprAfuBQYSx5WSQlXwt98KPhh+hrPRCLz0EtXMwcHAP//p5gH/7ndARgZkGg18d+6AbuYsoKsLiqNH0NTQgEEGcXSZjAHXpTWgodUHxTU9Gh+VQoFVc+YAgCQC7P+Ul6NYp8MwtRqPOSFUZow6ub3F7N4GTz35+CgREuK5DqgjONsxqqys9Aj1JDXa2rrQ0dGCwc6Kq1wEXxjZQ3BwMN54443uvCK+g/Twww8jIiICUVFRiOhv8PlUqmPm8bMujBzNerKAXE4raXS05WCfAYCiokJEjh2L/Gn34a0L09Cq9d58Nx5z5hBlxRig7WLE+02dalco4jb15CIyi4PwRud9aPKNEyGa2Qr15C7Gj+/JiDJTfqmpRDVlZYkUmmgFglJvfXwoRXP8eOqoXrkiePvh4eQu47WVf/2rCAkKMsqq4kJCoLpwAYrLl6CbNw8Nal8MO/otlOXidQWHJWqwcEIl4sMt097XZMwDAGzfvh0tIoZPlWu1eNE8cfOtoUOhdPLiITmZQjbFGHfhLvpST6GhA6tjJPQ5MhgMyMvLE5V6Uqupie1JcByH2toqpKcP8pgLTUhhxBdC1dXVuPHGG3H16lW8+OKLGDFiBFJSUvD000/j1KlT/N35Pp/kFoOfbWFUU1MDuVxurdq0DbUaeOAB4gGAASHG7k09hY5OQNuQcdi8XYGuFq2HJ5BaR20tBQ1nZTPyC/POkz6Xh6JQTy4iPh4wyNXYrFiHzlizslmjcXl7NqkndzB8OPDb39LMCwDQ6zF9Otn3Dx+WRCKF0tJSYYF7cjlw882k7h050ql97NlDTbpRo+ijJQoSE8HefRcA4PfJJ+hoa0PZ/PlQR0eDCxBvbp5cxmFCahN8lJbF9JC4OMwaORIdHR3OOmrs4sn8fHRyHFaEh2OeC463lBSq+z2eot4H1qin2FgKYx0IWLUKuOMOYffNy8tDUlKSqNTTXXfRdZAnUV1djbVrG7Fiheeyl+66C3CUrWoymXDq1Ck8+eSTiI+Px8SJE/G3v/0NOTk56OrqQoflCKruF4ExJqmj/mdZGBmNRuTk5GCkkydxAD3BJTk5NB3dEyIPO8jKyuqmnmJj6QNVW23E9sdPwLhrr9eLt9BQijLavRsoLjbfWFkJvPUW+UPNEI16cgERETTRvrmFYetWwHApm6o5e2OfbaCxsRFdXV3SzHric4Py84E33gCrqcayZdQ5Enm+I3Q6HYqLi4XPemKMqhuZjIrKrVsddlZLSgCzJAgLF1LDSTTccQdw991gOh0C3nwDyRwH/YwZ4MwFhbykhMRaIuBySQhO51rGSqydRyLs9evXiybCnqnTIV2pxMt9NBVCkZhINay3lQDWqKf58ynRfCDA31+Y6L+trQ319fVecwGLBSldwPYgkzl+nh9++GFMnz4dr7zyCiorK9HR0YEu2+283kTxRyIdplX8LAsjUVxPcjkFMezaJQr94grq6upgMpksqKchQ4Cbl8tRJBuCL3bpwX3tWPAsJfh5ZWFhJBaurgb5sYcPJ+Xt6dPiU08uYPBg4JZb6Gp696Uh4KKiKYk6J0fwNnjqafTo0dK2o/kFZeNGqKrLMGMGnWTa2nomZLuLnJwcpKWluZZC3NhIVfCHH9qd//HUU9ROv/NO4PrrSYJ27ZobB90Xb74JQ3w8ggoLEb5rV/fNrLkZyvPnoDr2rShDj8vq/HAyOwpaXc/p8qbrrkNYYCAuXryIH3nrnRvQaDSY2NmJnGnTMMgR/2ADSiU19Fx8uCiQgnoSG7m5lMdmD1IOV/3mG88aoAsKChATMwhffql2KabAVRw+7Pj0+vLLL2P37t1YsWIF/Pz8EBQUZFX6Yr6ttzhK0jL7Z1cYmUwmcVxP6enAjTfSp0iA20ps2KOexo0DMtYNQuC4VFpt+MQwL8HXl64GfXwoTLylVUZVyIgRwIEDKNmxQ3zqyQWMHEkmsLgkFbBmDXFsO3YI1s0Ipp7cRWQkjarx9yc3XX4+dDrg/ffJG+DuW7G5uRltbW2upxAnJZEo22Cg0TpmXUxvHDpEXUR/f+Bf/6LCKCCAjl8sBljv74/LTz8NjjGo9+6B3NwB5EJCoJs+A7LWNvgcPQLmprhl4pBG6AwyXCrpobfUKhXuNCf0uSvCbtHru6knd00Jt95K+j9vwRb11NICvPeeS01a0VFUZNHMtoqamhqoVCqEhYWJvv/SUmmocWvo6OhAdXU14uOTkZVFOXSewpkz1FuwB39/f9xyyy3YuXMnWlpasHfvXtx///0IDw9HQEBAd2aU+XNhwQMyxiRbUH52hVFdnR7Dh4vkerruOortPHsWOH3a/e05geLiYkRHR9uknmbPYZj/h0lg48ZCf/g7yhLyIoKDqTgaMsTMCMnlwIoVaIuPh/+xY4gZCIpQkAls5kyA+arRdZt5uvyuXQ4nnzpNPbmL4GAanBYRAWzdClVjNSZOpLgtdyzZonW94uJ6irdPPrHgb3Q6yogEgOeeAxISqGi+8UbqKIrlcs/NzUX4rbeC/f73YCYT/N96s9uxaYqLQ1dGBsBk8Dn2LWTXXF+JYkK1SIxsx4WCMIvm8Zp5JMLesmULWl00bFR3dSHp1Cm8zRgCRJq9xXHidRadgT3qydeXsrlcHTAsJni7vq0LDG9RT1KAdwEbjbQeempMndFI70Fn0mUUCgUyMjLw3nvvoa6uDt9//z2efPJJAMCSJUsAiirrjY0iHW4//OwKI62WoaRERNfTggXU+fDg6HOeeuqb39AbjNF/9dNvxus1t+Oq0TVdgpiIiiKbuUJB61OXQYYLqakIX7cOzEMWUaGoqgJee9cHVyfeTZfZDqZvukU9uQp/f+rMLFoEREdj1izKkTp40PGVmC2Ul5cjODhYnAGYoaFUvI0dayGCev114OpV0pH/9rc9dx8+nI4/O9v9rpdGo0FzczO5nv76V2DcOMhra+H38cbu+3AhIei6/nqYgkMAk3s7HJ/aiOZ2lYV1f2h8AqYNG4b29nZs27bNpe3+vrAQzSYTmv39oRDhYo7jgDfeoI6dJ8EX3CNHjrRacKtU9HYeCM40lYrUEbY6lwUFBUhISIBaIk7SUzlGtbW1YIwhMjKyu1D21IBq/jrY1aeQMYbCwsLu0TvmkUsMQG9Xj2R02s+uMAoIUOLAAafDem2DMXLjLFpEP3uAUnPG9RQUKkfw5GHY+bU/ykpMJHz2MoxGYONG4J136hESEQ0/3tff2OiU3VtKRETQur7rSxWuhZnHX1y7ZrUz6Db15A58fCgRkTGwhnrcEv49goM47NjRPSFDMPjAvWHDhol3fH5+5FhTqwG9HpWfn8Nf/kKfkddf73/FuGwZhTy6szD003+oVMDmzeDUavgcOwbl2V4tKbUauow/UdMTAAAgAElEQVQMmMy2cVlNjUui7KHxrRgS2wqF3PLzv+76+QBco9NOtrTg09paqAC85qLgui8Yo/e1SHFdgsFTT/ZmH4aEDIzCiH9PWmti89RTijfm8ogIXorBG5A8XRhptfTVlcKos7MTAQEBuO222zB27FisW7cOmzdv5n9twW0yxiQZWPizK4zCwhhiYmj+kmgR9DIZnXFqa4F335W0H+ys60mlIltkcDCw9R/FqHtjWy97mHcglwPjx+vx009tyM8f1lNLfv890Va9p4h6CbxoPCCAcnaamkDpzgcOkDLSfNAeE1wLweXLUJ88ijtCDiI+1uR0cZGbm4uUlBS3Zz3Z2QH+53kV2toYli01YvHi/nfx86P3h1br+seosrISfn5+loF7I0aA/b//R/tYvx6sd1wE/0R1dkJ14geojh1zWpQtl3FYObMMg6Msq9GlU6Yg2N8f58+fx09OpOYbOQ6PmAU3Tw8ahCEiujWTkuhUJYLuXBCEUk+hoZ7VuNgCL3+yZjj2RABtUFDP1B2pUFRUhLi4OAspRlCQkyN43IBOR59zZwujuro6+P3/7H13eFTXmf57pqp3CfWCJBC9iyKKAAO2AYNLXIljx3ESO07zpq03yW+zye7Gu8k6xXbcbWxBAGNjOhiM6ZgmqnrvHbVRmXp+f3xzNSNp2p25MyKx3+fRgz2acjVz557vfG/5AgLQ19eHkydP4ujRo5gyZYq1wWHkdvCQBIc7Cv90hRFjtOBFRXmhuaNU0jY9L88rIZDuOiECAkjfI09LRl5ZNnrf+0hi+494+PsXYt26INy4IcexY+Yb166lFLpPPiGxzBgjKAh47DFqq2/ZAgysWEvK9uPHyVLBubTUk6fIzQVycxFb/QUewnYEKPUun+M9PT3o7OxEcnKy1w7vVOdU5F2fAbXCgJeytznMihJGnoht3jh0PX3ve8Dq1ZBpNAh87W+j3aT+/tAtWAhZby+Jst2IYu7XylHfblls/FUqPLSERNhvvvmmy8/zVlMTrvX3I0GpxAsS08yCxMeGJt4rcJV6Skkhv8NYx8NNm0bat5FRUdbUkzfx8MPUZPUWBgYGUF9fP8yAlJAAPP88fQa+QGws8MtfkodJDEJCQvCzn/0MRqMRixYtQl5eHn71q19Z3yVwxEOyPTxUm/inK4wAqoy/9S36cAAJ3fbh4dSeGRiglVRiQXFNTQ0iIyMR7MZ2IjwceOwJJRLvmQN1iJqKt9ZWSY/PVQjU0/33R9Ew11PmUVtCmyY1lZL/boP5BULGUWIioFTLiOuZNw84cwaGvXtRUV4uLfXkCRij4mjtWqC0FH1v/R3vvK536vTxpvVYgMEAPPcc/ffPv9uDNHkt8NZbdtu2S5YAHR2AJdTWNQiuJ5uzD2Uy4N13wSMioLx+HepPD4+6iyk+HtoVKwCZnETZItMQD12Ox8fnkmA0Wd7Hx1eSCDsvLw99LvCbHXo9/tXsm34pMxOBErs14+Ppq+YLOk0M9TRvHnD//WM/7FYupx9rjKSe/pFRWFiIrKysMXcBMyb+s1ar1XjxxRdx6dIlrF+/HhcvXrQnYRgqrxljkn9o/5SFEUAfCOfEjOzaJeEuJT6eRoe0tlqNmPccgutp4sSJbj9HXBzwtcf9ofrmJmihhmHrDp9nMFkvwjIZw9q1QE6OJdAZSiUVl6mpwMWLY799BO2iNm4k0bhWx8DvuhtYtAhNJSUYn5bmPerJXcybBzzwANR+DAaTDLt2OdZuNDU1ISAgAOFupCm7itdfpyZgSgrw8xcjSEgUEGDXBpORQWLskyddp1dcCtyLjwczd278t26FzIYvmoeGkig7IgKyXnEJ6DPHd6J/UIGSBsvmZXJSMuZlTkBvby+2b9/u9DkGDQZMM5mQGxKCB7zQnZDLyTPiwaXEZVgH0LqKsf7Kd3cDBw4Mr9krKysRFxfnkwDavXth6aJLjI6ODuj1+lFSjIoK2sv7atpVVRURA+6M9Tx8+DBWrVqF1atXo6ioCJcvX7ZVeFuXXN/14FBt4p+2MAKoOAoMpMaEpFE/mZk0IdNkkixdV0rXkzEkHJsVT2GX+mFw5tuPuL6+HqGhoQgNDQVAm/hVq4hTN5nMuhKhc/TYY5YK9jbAwABlBX1+nKFn/nxUZ2cjOTWVxBq3wfiVYZgyBYonNuHBR+SAXo8d72hsnooGgwElJSVeDdxra6O2OQC89JJ59ENsLPCd79DANM5t6t4EDdLh0Y0dm3DkehqG++4DnnwSTKdD4Mt/tf0dVauhW7oMhsm02WRdXS59l9PGaRAWqMOViuH5Nt9YSUnYrtBpmtpavJ2YiAMzZnitg5edTSNCvIlWc0faVeqpp4cyrcZaYjg4SJEX7e3C/w+ivr7eZwG0DQ0S6l+tYDKZhvSQI9HVRYYkX11qW1rcT5CZOXMm/vd//xc7duzAlStXoFAoUOk4zl1yYvKfujACKLNmxgwaDF5QIOETz55NIYFqtcddGaldT3I5MGVBMApaonD4MMCvXfeJElOv16PcAfV09CixK83NIAWkWk0qvbw8iT8c9+DnByQnAydOcHz0cTWmTp8OZjQCmzcDO3ZIVgRLBsYQHg7cF3wETYeu4cAHHaPuUlZWZp96kgj/9m904V29mjpv1scHgHYmmzcP6bYEhIbSIGK93nnuTnNzM5RKpUPX0zD8+c9AWhoU1dXw37HD9n0EU4XBANWpU1AdOwbmhApjDJiZfgt1bYFo67a8pxsXLkRIQAC++OILXLejnzNxDk1fH5qamjB+/Hj4e5Hq4JwW4I7Rp4QkcId6Cgyky9BYO9OEr4Igvi4oKPA59eSNeri6uhoxMTEIDBwpwxk7V5o7lx2VSoWmpqah4bEG59fdBMaYpDu/f/rCiDFg/Xpa8HbtkjhxlDE6A955B7h0ya2n8Jb+Y9EiGnb/xfFBnH05nxKUhbPVS3Dmepo/n74oeXkj6BO9ntxqY1wcMUbyncjILly4EIPOznCigubMocjerVvHfHaeLUz4+nwsmdCCmo8uYfCmJfNfo9Ggra3Nq7OeLl+mYhcAsrLoO/bFFzR6ZeitmjoVmDsXOH2a6GerKignhxqHji7YgutJlP4jOBj44ANwmQzqvXug+vxz+4WtQgH9vHlgA/1QfXYUMifavOmpXVDITahptSxAAWo1vrZ4MQD7XaO8lhbMv3wZ2rQ0r7qeAGpwvvuu25clp3CHepLLSf851oWR4ErTau1TT96EN7o2Wq0WNTU1drPvxiLHSKWyjB51FcJ6GC9uOKQcwDfFvZJj/NMXRgCtbQ8/TPO8NBqJn1ylIu5g/35KtROJ+vp6hISEDFFPUoExil6aOtcPR/zWk855yxavLeyuuJ6EdGyDgeq0/n7Q+/fYY5YE6jHOOeLcgIkTr2PSpCjs2GGm/rKzacRJVRWlPLtDnHsTkZFY/t+r8e07a+H38dahHrbL1JMHOHbMcqH/y19IXLtwIWmN1Gpg3Dhg1hwZ1v5tLZ7Ofwb/79VxeP3JL7Bn+wA++4xqpXPngM8+o6Lq+nUKgCwtpbe7rg44e7YK/v7JGBjwQ28vvf16vQsLTE4O2AsvgHGOwNdfQ+hz34Pfhx8SbTYCpthY6FasBFRqqE6dhLzC/lCpALURz9xdirmZw11tAp2Wl5eHwRGbkG6DAT8pK0OhyYQWH3imFQpyIonUlrsET6insDCfZuXahMWuz1FQUGBz7NI/GoqKijBx4kS7UgyDgdYEXzXFBgfdyzCqra1FeHg4HnroIfzpT38a+WtH3/hvMSadbsSHMb5ji4AA4LvftVSwkqWPymQkxt68mcKTHn+c2lMuQKCeFpt3mlKDMaI21OpIJEUvAw5vJ5/0Y49Jmg0vpusVE0Pa6/ffp+bB448DTK2mY9qyhYojxmiw2RigrKwMmZlJWLBAif37rb7cM2bQFXXnTmDfPvrMbyPIQoKgfvpx6Ld+iDNvliH9+Qhx1JObePZZKn5qaihb1PqnuZk8Cq2twNWrDMA48w+ALY6edSTsL8ByOZ3KI3+USuG//wOK2OcR0NWIF7t+iDs+2gm/A/uh+ZefwDBiQeTBwdCuWAHVhfOQtbTAOD7d7kUi0I80ZyaT5ZoyNSUV01NTcb26Gnv27MGDDz44dP/fVFWhzWjEgqAgbBo3Tswf7zZSUqjw1OksxYAU8IR6CgvzffjkSAjnR0NDM2bOjPb+7MMRiIqizplU6OzsRH9/P+Li4uzex8+Prr2+cgQK3UEx0Ov1qKysxOLFi6FUKvEjc2z+1KlTcZM2zI6OPhTAEgAn3Dvi4WD8NhG+SoW5c+fyS076x1evEmvz8MMSVtD9/USpaTQ0JiHG+ViSmzdvIjg4GCk+CpfgV6+he9tBhD2xkXgPidDY2IjW1lbMnDnT5ceUlJDmIDHR6kadDti9myzpXs4SsQWNRoP8/HwsXrx4GNVhMtGPQgFqY0RGSntlkxDVFUa887oWfmEVeP5H6ZQt42Xaxh6MRiqKRhZMjbUGNLYqMDgIGAYNMID+u6nJ0oA1GOinv18LQAGjUT50m/WPGCRGD6JowkYEnTkMQ+YE9P72t7bvaP2B9/fT+2dj+3vkSixu9arx0FJLYNBrBw7ghfc3Y/369dizZw8AoKCvDzMuXoQJwKU5czDb2+l+ZpSXE239+OPSCbE7OjpQVlaGBQsWuPX4mzfpHFi1amxt+4ODWpw7dxZLlizx7ZgficE5x+nTpzFjxozbI2vNA9y4cQNhYWE05geUx7Rp0ybs378fWufROAMApnLOHaq0XcU/7hnhIcrKiP1av16iL6iQsvjxxy5VWwL15MvcjKNtM3BFnYGnogMhVR9BcD0tWrRI1OOsrcRVVeTeZyqVpRPDOa2U4rhmjyBQT9ZFEecURKhU0mQYlpZGvzCZyE6VnU2F0m2C1HQ50qd04PKleJS9ewnToprIpTUGkQNyOUVIxMWRTMsC82WnooJ0W3fdBcydi8OHSZ/0ne+Qqa2trQ1VVVXIzrad4ca5xRiq148umoQfvZ6Kg0uX/PC7r+/Bf1+LhKKsFLKGepgSEkc/sUxGP5xD9cUXYAMD0C1aBD4i7iDIz4DL5ZHo1KgQHkQU9X2LFuFXeR/g4MGDaG9vR2RkJJ4rKYERwHdiY31WFAHETjNG3TwpCiPOiXqaPXu2288xdSr9jDWKi4swYcKEf+iiCLBQT//oRVF3dze6u7uH0Zr+/v546aWXUFpaKnSMHEEFIAmAJIXRl0JjNBIzZ5IbJj8fOHtWwicOC6P8FsGibEfP44vAPVuYPRtgQYH44ANAU1hLlaGHHcOysjKkpKS47XqqriYWclSux5Ur5J131/MpEvZcT4xR0VZQQDqYIXR30/b3nXfMNrvbA/39/UhKqsD0GeHYeyMVHfk1JOi63XRRALUL09OJmjx8GMuWmODvDxw8CBiN5HpypP8QNBNqNaWYh4URTREbS0+dmmrJS3r1Vbr/H/+iQvEaatGrjzvpujMG/axZ5vt+DlndcMHO1NQuMMZxrcoymiQmLAzLp0+HwWDAhx9+iI/a2nC8pwfhMhn+0yqJ2BdQq4GnniKBuxSorq5GVFSUx9STUKyOFTo7O3HqlALV1b7bdFnjww/JoOkpBOrJley7Y8dIpeAr7Nljc+ykTThaD3/84x+jvLwc/v7+1jdfA3AGNA5kO4A3APwRgGRZ71/KwggAli+nncuRIyT2lAzCB3vgAPWxbVwBfBG4ZwuRkSTl6e8H8t7RQnsun47TzeJICtdTSgqG0rHPW83+xLRptM3dvZuKJC/Cmetp4UKLqSo/33yjMFleoaCJue6Ou5cYJCadjAcflEExPhm7gx4Dr2+gAm6sVa8joVYTnz1/PnDuHPx2b8fKpXpERwNlZZWIjY2VLHBv3jzg6afNCd3V/wIOQHXqpNN8Kh4eTmGQYeFQfXEeihs3huI5gv0NyIjrxY3q8GFJ2II7LS8vDy09PQgE8N8ZGYgcg65dYqI0+iKtVovq6mpMEDvjYQS6uoDf/W7sPBbCIsx5OqqqxobLa22ledqeori4GOnp6S4F0ApaP1+hrMz112toaEBQUNDw2YdmfPTRRxgYGED/8LiZBZzzxZzzuzjnD3POv8M5/znnvFqKYwe+xIWRIExOTrYEfUmK1FRaLHfuHJZz5IvAPUeIjwcefBBoDc7ATsNG8AsXR+XLuApb1JNYCBb5rCxKKR9y7CuVtGiOH0/bj6GKRHpUVFQ4nPXEGHD33dR92LcPGMoai4yk4igwkNTkjkPIvI62tjZwzhETE4OQEPqcNzybAPb41yld7/33b7+gSpmMqLS77wZKSzHHvxB33DGI5mbpA/f+67/ImXrschh2xP0Isq4uKF3pSPr5QbdsGYzjx0Pe1Djs+zw9rQt9gwpUNFm6KHfPnYdAtRpnz55F5KVLuDFjBr7lQBjrTWg01C3wdFEsKpKGegoOpu/TWA2TraurQ3h4OEJD/cc0ecNToqCnpwfd3d1Dehxn0Ot9y6a76kozGAwoKytzdT0ULl4venBoLuFLWxgBtNn/xjeIVgMkzpeYMoUu+CUltJqan9xT6kkKZGQA997HkPOdqWDZNBcMx4+Leg7RgXsOIJORzTspiSzbQ40NISE7PZ1oPy9cTfv7+9HY2Oh01pNgPkxLGxFaFhpK9Gls7JjoeAQIgXvW1FNqqpnVTUlF531PUdT0GM9PsovsbOCZZ4Dp01FYWIggvwkoKJD2WCMjgd//nv77+b7/QC+CoDr+uWsPlsmgnz0b2uUr6MJhMID19iI9the501oQG26hKgP9/LB2Humizpw5g7TwcMjHSGnMOaX+l9tPH3CKrq4u9Pf3i82WsQnBrTQWhZFer0dFRQUmTpwItVryUZcuw9N1hnOOGzduiJJiGAySGpEdwmSiQsyVJa6kpARpaWlQudbWLDX/+wMPDs8lfKkLI8CyTtTVUSCapFKM7GyLmOnzz9HX14fW1lavBu65imnTgNQ0aoU0JC8E77jl8jdWoJ4mT54s2fEINdB991GtMQQhhOrrXycRicQQM+tJrabDEALKh5ovQUHUORJ2b2OgOaqqqrJLPR0/Dry+KwZd0ebwt/z8sZ/LYAsxMei4dQum5maU/fUy9r/bAhdmsorCU0/R17KxJxi/Yf8OZX4+WI+L89IYGyp+ldeuQf3ZUSiaG7Egqx0hAcMtco3PfBe4/34cPnoUY+n8DQ4m1tddptcbesjQ0LEpjKypJ5XqtsxqdQmOqCd78GXHSCg4nRVGvb296OjoEOPKHuLTGGNeHXjzpS+MBJhMFKG/fbvEkx+WL6cI6pQUq+Gqt8/bXl3D8GbNapyKupcu/C6oIisqKpCQkDBSEOcx/P0BodaqrbW6eCoU1P4AgKIiyRTz1tSTWBw7NoKZEhaN0lLgtdeoC+cjDA4Ooq6uzi71NHMm1bwffwyYjJz4yl27SNh1G8V1CK6nrNmzsWpeN/RXC3HilRuSHqNMBrzyCn1cf8YPUWicCNWpU6KfRz9pEkxBwVCdOQN5QSFK6oNQ1kiOs8MqFU7Hx4M9+STKWlrgLD7E20hKosLInbexrq4OYWFhkrqexiLkcST1FBjo3rgKKRAfTyYBdyCSehpCdLTvElCMRvr7HGn03Sy4rcm59z04RKfw+QrNGNvMGPuCMXbc/HMPYyyZMXaIMXbWfFuK+b4qxtjb5tvzGWN3eOu4hAnr1dUkaZHsWswYcOedaA4MhEKhQORtZg9NSQFmzGQ4dlyGy6f6aUz6hQt27z8wMIDGxkake9Fho9fTaLK8PBsj3oqLgU8/9XgqsC3qSQyio8kGbcWSEtLTqR135Aj9+KDwKCwsxMSJE+0G7oWH08zj2lrgxElGrbnp08lmt3+/x7P+pMKQ6yk2FlHPPYw5i9S4dLAd7Zv3S7pbmTuXwl4NXIHv4RUojx8X/zkFBECXmwtjSgqUhQW4eKAHp65FYoADvzBb8hecPw90diIvL0+yY3cHSUmkNRLbpbGmnqTE1KlkaPAVbFFPa9bQOTAWuO8+2i+7g9LSUjHU0xDuvZdmGfoCQUHAc885jmVobm6GWq1GRESE/TtZ4Y9//CMAWLtjJPJa2sZYtC6SACznnOeaf/YAeBvAK5zzRQD+B8DL5vv+FECX+fb1AP7GGHNc53twkZ82DVi5ksYSiJTcOMSQ60kup7kJpaXOH+QjMAbccw+QmQnsO+qHYm0aOdUuX7Z5/5s3b7pMPbkLpZL0PF1dFNQ9rIm1YQOlUB87RpOB3Sw8HFFPrmDaNMqhvHJlRANLLqcr3zyzdmvvXq8WHrdu3YJOp3M662naNOocnTwJ1DQo6Eq5ZAkN09q2bcyLI51ON9z1pFAg918XQjkhFUf3DdLcEAnxu98BUVEcJ5CLD+tyIHdHOG+esaafOQMzVYVo61Tif+QhqFHIMcFgwG8CaJba3//+d+jH0J+elETdEbEzysS4nsRgwgQyIvoKjY2Noqmn2xEajQbt7e0+CwT2FsRIMUwmE5KTk/GTn/xk1O8YY3d64/iAsSmMwkAFzknG2MuMsQAAWZzzvQDAOT8AYCpjTAVgHYDXzbc3ADgHwPH8jLY2j/q0ixdT3k9rq3RrhUA9+U2aRPMTPvzQO0OM3IRcToVIfKIMO/vuRFf8ZGqFjHDseEI9iUVKCgmy6+tHGPtkMiqOZs0CTpygrofI4sgZ9eQqli2jXdHRoyPG5Ak2tmXLSM9TVeXR69iD2Hb0XXfRImkwmI9x5UpqJSUljVk6tgBbrqfAIIblT6Yh6cGF4AvNAaISdeAiIoAXX6T37F/wRwx+Zr9L6hCMwZg5Aelfm4zeSBlejaBu///09GJOaioy4+PR1taGo1IE17iJceOAn/9cXMijWNeTGJhMZFf38kxrAEQ9lZaWjqKeSku9OjrSIfLyKBtWDNwRXFvjrbd8x+7X1pJe157bu6ysDMnJyXZdwALq6uogl8tRN1wgZ/1X7PT0WO1hLK6GlwD8inO+FEAbgFfM/1qjFUCk+cdaydoEwPGqzDmd8W5aDgT7+Ne+NhR+6xGGUU/CTLCQEEr89WWwhBMIs1zXb5Aj7Ml7yX61eze56uA59eQOJk2i+qKkZESUkUxGba65c92ynzujnlwFY1SjJSfbYHoYo375t79N9BogOa1WU1MjKnBPrSYD3TAWdO5c6hwBJETxSnaFY3R1dUGj0dh0PS1YAOQ8mACmkBOv+vrrknVcn3gCWDC9D82Iw99PZ3iUOugfKMOFld3Qy4GNZeVYcf0aGIAHze/tli2ihsNJCsbE1b2eLsLO0NHhu8Z5aWkpUlNTR1FPPT2UtTMWzrTOTqC3V9xjxFJPox9vQ5bgJfT0kMzA1uWuv78fLS0tSBMmCNjB5s2bbQ0k14AoNOGZA5mXEpLHdFYaY2wyqDAazzlPsbq9EsBEAMcAPMk5LzffvhnAZs75sRHP820Q7RYWHRISdf6++zAYF4eWlSs9sif39clx4kQ0FizoQESEexfN/v5+qFSqYTthhUaD2AMHAACNGzbANIbWfXvoaJYhtvASjAsnweTvPzSrZixiBurr/ZGQMDA6+0M4dxmDvK8PxoAApwEhRqMRg4ODCAwMlOz4rAcS2xtOrG5uRviVK2hdvhwmd8ZOj3pNDo1Gg2A3RkyYTMDNm6Hw8zNiwgTN0I0Ju3dDNjiI1hUroPXRoFOAKIKAgAC79CznQFVVIPyM/ZhTvAeqW7fQOWcOeqZM8TgQ5tChWLz4YhbWYw9++4tzaLczfsQZBgB83y8U9QoZth79AnOqr6AvMRHXUlLw9R/+EP7+/ti1a9eYxXTU1fnjypUw3HlnM1Qqx9d8vV4Pg8EgubnC8vwMW7akYPbsTkyf7j0VtslkQn9/v82NQ0VFIE6disa999YjNFRKt41zfPxxAiIjtVi2zPVNiEajQWBgoFuFKufA5s2pmDGjC7Nmed8OWFIShHPnovC1r9UhMHD4xtXWejgSpaWl6LVROdqi0wD8mnNuZ+ih+/CpEpgx5g/gBQC/5ZzrANwF6iD1Mcbu5JwfMgusCzjnesbYbgDfAvALxtg4AAsAfHvk83LO3wDFgmPu3Lk87Qc/AHbvxqT+fhqG5ia6u4kiqa4G7rhD/NxQh7OesrOBqipk+JJsdxEGA+3oGqOX4qllgIz34cr+/ci+/36PuyyeoLubmhqjmlZ9feQEy8igz9vuAstx6tQpzJ8/3ysTtW/cIMnOpk02rLGlpUB5ObLKy+kOHuodrl27hgkTJiBByA4QAc7JgVlbS3TlUBTVrFlAXh7Sy8roTfbBHL/a2lp0d3dj2rRpdu9jMtH3UKMHMv5zEeR7diGtsJBOiHXrPApoSU8HXnwROI5cZJ74A5JnznLrefoYw5u8G0oTx/RZaZAHGRB34zrSO7vwfykpuFJTg76+PqxZs8btY/UE5eU0mi4jY6JDSs1gMODUqVNYtmyZaIGvGFy5AqSlpSI31zvPzznH+fPnMXPmTJtdlthYupZkZ6fC19mbN26QM83Vv72kpAQKhcJtw4vBQKoD6+awN6FS0ZjLO+5IHeb8a21tRU1NDebNm+fw8cutlOmTJ09G4ejRFPtAMhsA+A8AkhdGPqXSOOcDANoBXGCMnQAwB/SHfQ/AzxljZ0CF03Pmh/wFQAJj7DyAvQC+xzl33vycNQtYsWL4pFI3EBpK9JJWK56dc0o9xcRYFIgtLb4h3F2EQkEDU7u76e+ueHcLpl66BLknKXES4PPPad6Pmd2zICCA5opcuUKedDv0mljqSSyUSmoh23Q1TphAIUgaDfD22x7RqI6oJ1cgpL4rFCPervBwCvqJjycd3OnTXnXVCa6nrKwsh/eTyUgOdesWcOWmWZmfm0sauCNHPDqGpCQgM1WPXoTg6kW49T3kACoUCkwwGDDdaIDBJIM2fSJ0S5YCeh3uM89b27Ztm0fH6gmE+j0PvRIAACAASURBVLmhwfH97FFPUiM0lCgXb6G5uRkqlcou9ST8ebd7llF/fz+am5udUk+OIDDEvswxYmz4KBp3pBgbNmywVRSVw1IUAQAYY5634EfA5xojzvmfOeczOefLOOePcs57Oec1nPPlnPMczvkKznmN+b46zvnXOefzOefZnHPXFYxLl9JiBIgndK0QG0ujFdraKOPIVUlLVVUVxo0b59z1pNNRIM5YKQHtIDmZ1p/Kyn7saFwC/7QM8tCXlY3ZMd19N01q37mTRNlDYIwWylWraAjThx+OEv3odDpUVVV5POvJEbKyaAG/cYNqilFISSGRD0Czyzo6RL+GILieNm2aR/qP4GBqrjU0jEg+CAigUfRTp9K2z4soKSlx2fWUmUnn5IkTgN5g/rwffliS2Po77qLXP2ZYCqXIzKEWmQxPhoagizEEc46efiVe3jcRN2vCYIqJgfbOu7DhjlUAgH1790LjzWrAAfz9KVtm2PdmBATXky8CaL2ZZWQ0GlFSUuLQ9eTvT53SsQgkT0mhdcUVSOUCzsigfY8vEBhIGw7r97aiogLx8fEu0bNz585FXFwcdu/ebevXthwzP3X3WO3h9kka9BZKSoA//9mjOVbp6aT17etzbUMpuJ4yMzOd31mlIrV3fT0VHrfRLKsJEzjS04ugRzouTX6culzbt3s2X8ADCALx4GDSro+qK3JyqHoqLh6VcyTVrCdnWLyYrPHHjo1wqgkYN466MnPmuHWlqqurQ2hoqCSBe5Mnk4X/zJkReweFgji2e82hnz09kqtUe3p60NXV5bLriTGis3t7rYYNZ2XRVdhopMgBN6dBr1xJ/36GlVCdFWfd+X9Bgdjj54e3/GnTGuyvR6DagMJac3y7QoHEqCjMT0/HwOAg9v7rv0ocr+86EhPpMmOrhvRGwrUjZGdTU98bKC8vR1JSkkPXU1wc8P3vU7Hta9xzD12qnKG1tRWMMUR7mMzo70/svcRxVHaRnU2DAAQMDAygoaHBZSrw4sWLGLRaaFfYPlFeBCDsMu5391jt4Z+/MEpJIW/u9u0e0RczZ5LBKDDQ+eZUtOtp8mTavpeXm+OJb4/AvZqaGixa5I8nn1Qhe4kfdRKiooBPPvHIweMJAgPpS84Y2eRHITubOgmLLakOnlJPYiDkQsXHO5gMEhZG3S2ZjLbNN2649NyuUk9icNdd1MQapeFmjAokk4mq0HfflYz7cNf1lJxMH++o1GCdjnYtO3ZQS0lk92j5ckAm4ziDHPRfrXLZvnNeqcAOf38oOcdvNDS7hDFgcnI3atsC0dNv6YTdu5jEHR9+/jnwxhtjMjYmI4PMpra+ui0tLQ6pJ6mRlkZ1rdSQgnq6HTAWLmBvobCwEJMmTRKlT+00h24tX74cx44dG/nr46B5acLucDpjTLpodnwZCiM/P2ozqFQUIOHBxV0ut6Qy2xv2fuvWLWi1WqeBe6MwezZFkxYUkIJ3jGFNPWVm0hrea/DHlenfoPdzDAemRkTQ8N+NG+3cISuLPm+tFnzfPhRcvuwx9SQGSiUVGy6JK0+fJuHUmTNOF/SSkhKMHz9e0sA9tdqiP7G5b5DJqIjr7ATefFOSBb2xsRGBgYFuBe7dfbeNBdXfn7z3M2aQEG3nTlGFe0QEsHgxgx4qHDKthvLmTaePMQL4qbma/H5fP9KsOr1Tksn5M9Q1ArDWbMA4VFWF/oEB0pm5WBBLhalTSTs4Uj7kjdmHzqDVkqlF6uaZq9STVgu89x4x777GO+9Qhq4jVFZWukw9OUNLC/DSSx6RJqKwZw/tnQGgvb0dBoMB40S6XH/+858DAD7/fNSQZyOAXADWbwwD8DW3DtYO/vkLI8Cioh4cpN2vB90OmYwevm/faLmNx/qPRYtI2DNnjtvHJxWKioqQmZk5jHo6dw7Y/ak/rjSbbRxnz9LVbQwQE0OLuk5HTQKbDGRTE7o//xypJ04gxMejWISXa2ggyZNdhvTOO2nFOnKERp3YKY56enrQ2dlpK9tDEpSUAK++akPYDhCX/M1vUjvknXc80pnZC9wTA52OxrxpNFY3KhRUKa9aRZTaRx+Jek6hyP4EG6G8YmfXY4X3/f1wU6lEvNGIH4+YdBsWpEdCZD8KakOHPs6EyEjMNtNpn6akUEtxjMa7j3xZV6gnqdHWRoWJu8NtbUEM9SSX06VLbBq4FNBoHEsyBgYGUF9fL9nYJZ2OGtO+SuZpa6P+g8lkQkFBgVtdr9///veYMWPG0P/bdHYPxwuiX8QBvhyFEWBRUU+d6pG9V0iJFgKsGxstv6upqUFkZKRnrqcpU+hF+vpGpBr6DgL1NNIKvnIlteP37AFKburJFbRlC1mxxgiVldQksOUE0yckoHjWLMTK5UQFeSDCdxe3blET8MABOxcmuZz0PPPnU+W5a9eoKsoX+o+MDPqK7N49ouAQMG4c8PTTpFj1YBSL4HryJM9Ho6FDGDUujzESbzzyCKWOi4BQGB3A3TBdKXT4991iDL81f8f/s1cDW4lYudNasGZ247Db1pptyrsOHaKWp7ABqqz02bm5Ywd5PQSMFfUUam6mSSXAFqinKS5GTMjltMm9jfwuQ3CHenIEoQ/gq6QVrZY2rdXV1YiJiXE7M+7atWsAgBdeeAE3LN1Ve39FGmNMsl3jl6cwAujqv3gxXUA9KKHVauDRR8nAs2UL7ToE6kmygYvnztEq5WCgqzfgqOsll1NtGR8PfPiJEjW53yC9TF7emHWOsrJII3LtGi2W1igpKUHckiWQf+Mb9Hm/847Pt4jTplF2yOXLDhhS86BhrFxJfNYIR11jYyMCAgIQ7kVbiTDiTaulubI2vxrBwcQRPvooHbNeL0oPJ5XrKSKCEjkuX7azsE6YgKFwmk8/dWmDkZYGzJjB0YsQHO+aBbmD8/mkSoUexrBYq8M9dro+SdH9SIwaHkq6dh7tevfu3Qu90Wh5Dz/+mBK9fbDBiIggNlQ4xXwx+9AWgoLonJOqMKqsrERcXJzLsw8ZI8r7diuMOjo63KKeHEH4rH1p15fJ9KipqXHNgGQHn3zyCZ599ln813/9Fwacc64MgGSCrC9XYSSgqwv4299Gr6QiEBxMImA/P9Jq2qKePMLy5bTqHzgwamaZN+HM9SQ4w8LCgKPnAsEfNxdHW7aMWXG0dCltvk+etBQfw6in1FQSjiuVvusnW2H5crKbHzzoYO1jjCqob32LKm+9Hujrk4R6chUxMeQUKipyIH9RqWhV45y0PNu3u7y63Lx5E1OmTJGk6yW49E+dcnAno5GqgN27gUOHnBZxGzfScTmj02YZDPiwqxv/19sLR39Ja5caJ27EDJ1yExISkBkfj87OTpwU2l1KJZ2bajWweTNtiLx4jsbH09vS0iKd68kdMEbXUCn0/IODg6ivrxc9+1ClGjMPiU2YTKahzrCUEAojX6kJdDqgubkWEydO9Gg93LBhAxITE8U8xLPhl1b4chZGoaFEWZ08CVy86PbTREUB3/seEBhI1FNcnPgUYruQy0kpOX48XdjdtCKLgauup4AAyip85BGABQcRLRAeTrzRGECYb5eZCRw/Dmi1NqinxETgmWdoy8y5TztHMhmxZeHh9kX7QxAuJHv2AG+9hcqLFz2mnsRg4UKSFDltBDFGdywtdcmx1tzcDKVSicihmG3PEBpKfoX8fNrn2IRcTruXhQuBL74APvjAoePs3nvp393YAFn+NZv3GQTQIZdhmU6HDCfRGi1d/jhXHI3GWxad6Dpz12jXrl2WO8bEkOV14kSaLjpsarK0ENjxujoTioqKXKaevIHQUGk6RgUFBcjKyhJNPSUk2HBj+gCZmZbPwRqeUk/2EBRExmcvTXgZhchIDQIDNYjzMFJ8cHAQL7zgUDpkAs1ZrQFQAJqiIQm+nIWRsJJOnEgdGZuBM64+FS3CXV0zsGMHk/Z6plCQ9TwxkVZ8L9v4xbieQkOpQDIYgE/PBqFv03dopQLGpD8tk5H266mngPZ2O9STUCSdOkUjRGprfXZ8fn5knNqwwcUHLFgAbU8PFJs3I9WHDkCZjGqJmTNduHN2NtFqHR00vtuOY01wPUm9CC9ZQvsGh7t+mQxYs4ZERLW1pPi18z2aPh1ITTGhBbG4VB4JNqLY26dW4b0Af6QaDC5dODPjeyCXcRTXW7qva7NJZ/TJJ59g2JxKtZp46lWrKJPCS9RWSAgtlPn5LYiNjXWZevIGVq0iBtkTdHR0QK/Xi3cBgy6tVtMnfIa77rIMPRCg1Wo9pp7sITmZTi0Jos+cgnOOiROv4IEH0jzqDOfn5w858g4fPoyWlhaACiAB7wOQcc5jOOepnPOpnPOznhy7Nb6chRFAF54HHqDSfedOt1N+6+vrERoaiujoIJSUOBDZuguBu3r8ca9dLAH3XU9tbSSD2rpdTvVQbS3wpz8BVVXeOVAHUKmA4GADSkpK0dEx2X4Da8YMWh0++IAGSPkIwcHm2INealY6PE8SEnAjOxvjkpPBNm/2aeI4Y3RsV68C1687uXNmJlWjjNmNhi8vL0diYqLkrqeQECriXGKCZs4kfdSKFXa/R4wBG++l3+3GBiivWbpGPYzh+ZAQvBAcjCsK1wpVP5UJ4+N6UVRncafNGp+O+IhINDQ04NJI0ZkgHr/rLvr/5mZS7ksIxoBFi7QIDq4VTT1JjcREeDSnjHPutuvpdkNRUZHH1NPtgNraWoSHh3sUQPvrX/8ac+bMgUKhgE6nw+rVq3H//fcDQAoAwXLxvwDAGHvc44O2gS9vYQQQv//oo8C8eS5eXYdDr9ejvLwcWVlZyM4mXfelS050D+7Az48WcqMR2LvX+cAjkfDE9RQXR52apibzuhgWSce6davvgjOsUFZWhujoNFy+rEJeHpn7RiE0lBbJiAg6zqIinx7jzZuUjH3unP37NDc3g0VFIfAHPyDOds8enwsirl4lIbZTumPcONJGPfgg0VecD1V9/f39aGpqwnhHk0s9RE8Pie+dIjHREoKUn09d2BHVqUCn7cK9UFjxni8GBqJdJsNcnQ7LRXREJyV1QzOgRH07dWYYY1g7by69hjWdZg3hO3jmDFlfDx+WNBFfrb6JVatSxnQgNGD53NxNLaiurkZ0dLTbLuBDh+jt9TX+9je6jAvo7OxEf3+/x9STPZw/T4OSvd3I1+l0uH69FgcPTvKEhMFvf/tb/OxnP4Ner0dPTw8YYzhNM5bqAJjVhRBUkJs9Omg7+HIXRgDxQWvWEG01MCDKNjuSelq5kpoRx455SS89MEDFRl6eRyneI9HU1OSR62niRArurqgAdn1qFmSHh/u8ONJoNGhra8PUqSl45BG68P7973bqiaAg4rbi4sgVZLOC8g4WLCCJ25EjtqerDKOehOPctMkiHveBgJwxov04J4mb05cMDrZs/48do9apOcfE266nc+coUE7U6LmGBiqMduwYtjIvWgREhRtQjkyUXtUBRiOK5HK8EeAPxjn+0KsRddHMiNMgJEA/LAV7rS2dkS1s3GiJcXj/fUks/R0dHdBq9eA81qtDXF1BUxOlU7S3i3+sVqtFdXW1R9RTby+J0H0Nnc5yTfJFFIdWS0uHt+vg4uJixMePR1+f3KNLFOccL774Ivbv348oc8z97373OwAYOT/oWQBgjEl+cfmqMBLAORUceXkuDUSzRT0J4yC8QBMTgoKIUlMo6ELpxhDSkTAYDCgpKfHY9TRrFs2yKi8HbmkDSZAtdGR8dPWxdj0lJRFT2tBAWX82ZSX+/vR+PvYY6Tp8BKHoiImhYxupAx9FPanV1JUByEm5f79PxsaEh1MYe2WlC6JxAZzTsV28iJ6//Q0YHERMTIxXjzMnh74Sojq169bRhqi4mPRRZt5VoQDWbyQ6Y8/AasjKyvDz4GAYGcM3BgYwfUSUgjOoFCY8c3cppqRY2m6LJk1CeFAQiouLUexoay2XE612//0UmPb66x595wXqKTNzKl5/3cUumxchsC3uFGhSzD68Hez6UlBPzmAw0DXHm4kM3d3d6OnpQVQUjV0ama4uFps2bcK6deswc+ZMpKen45e//CUACOXWG+Z/hXjQ73n2aqPxVWEkgDHSH7S3U5vBwQXQUZUvlxM7J4hXRV5HnSM8nIoOzsne66G7qqysDCkpKZK4nnJyyKUXGQkqNJ54gvhFLy+MgG3XU1YWrStlZcODOIdBpSI7P0CCGhv0ijegUpH4k3PqHAlwSD0JRcelS6Js8p5gzhx6ez791MXxDYwBq1bBtH49bl2+jBkXL3rdrRgURMd5/bqIrwNj5Fb7+tcpMfLNN4e6hkLY4y7ci32aXpxWqxBmMuGXGve6ioJmS2+ga4VCLsedsync0WnXCKAwrKefph2XG2NUBAjUU3R0ECIi3JZVSgYh5FFsYSRQT57OPhxru75er0dlZaV02Xd2YDBQwe+tiUjW2Xc6Hb2Ip8vJli1b8Pvf/x5Xr15FhUUHygB8F8C3zf+/2/zvEs9ebTS+KoyskZ5OV8WaGgdtBufUk3AClpUBf/2rJI2d4YiKsoixPWivC9STp4F7AoRsEs5p955fHEADw4RATS8JiB25nrKzgWefJXmJU1RXU2F06JBPiqPwcFqX77nHcptD6kkYMb92LdnkN2/2OgUodEHvv1+c3bcyNBTGxx6DSq8nO7+XV6CcHDpWkiKIwPjxZJVfsWKoa7hqFRCgNuIy5uKlDDqnfq3RIMLNc4Jz4J0j6Th+wxLad7eQgu1KYQTQ5mLDBksq/p49ogaNjaSe4uMllyqKhr8/LdhiLPtSUk8q1dh2jIqLi5GRkSHp7ENbMBq9m2HU0NCAoKAghIaGDr2fnnaM8vLy8Itf/GLkzW0AXgPQA0AHS/2yljEmqbPjq8JoJKZNIw9pUREN4RoBMdRTRARV63l5dsYseIJx44Dvf5+8mHRgop9CoJ6k1n9wTrXl3r1WSQhHjlAnzgtCZ2euJ6GJVFDgJA5q/XoSAJ0/T6IVH9BVCQmkrdfrgQsXOsA5d049zZsHPPQQ6czee09SYa4tRERQmDTgWn0jBO6l5uZSp+Puu70euxscDMwlTbP4mjY8nN5TAKithf/Bj3HnGvrsH/3hFfyuqQlfH3BOr9sDY0BEsBbF9aFDp9Ty6dPhr1Lh4sWLqK+vF/eEdXXEg73+uoNW6HCMpJ7i46kg8aG0bhQYIzpNTMdISuopOpq6oT74mg/DlClAVJQG3d3dYgMM3UJ8PEVReAMGgwFlZWVD62FQEDBpEkl33cXq1auxadOmoSHTDz/8sPCraABfAFAAsC69jADWuf+Ko/FVYWQLCxYQByNcaa0ghnqKjCRaTaOh4kjymZGCmu7CBeCNNxyG142E1IF71pDJLKNDdu40pz2vW0dVwIcfSmpBdtX1xDm9TR9/7CC+iDHSnaxYQQvPjh0+u2oeO2bCa6/1Ijh4mmsPyMoiSnXpUp8NQbp2DfjLX5wvpsMC9yIi6EoJkB3vyBGvdePuvJNqW48aCa2twI0b2BhOruD92nvwo2PH7A5ochUTE3vQN6hAQwetGAFqNVaah2R+IowidxVZWeSq5Bx4+22ajeLgPbVFPQn/6WJd5TU8/LDrWUZSU08zZlDH1sfTULByJYdcfs2rgmtrzJhhSYCQGiUlJUhLS4PK3CJKSaE9myfjQo8cOYLt27cjICAAr776KrZt2yb8ahDAdAAjy65gAM+4/4qj8VVhZA/z59M21GQaGnXR19eH1tZWUdRTQoJlc79tm5c299HRpOP44AOXhOMC9TR58mQvHAzBenTI3/8OtHT7kbMqMZFoSrszJ8TBVdcTY/Q5hIbS52CX3mSMio21a4m+8NFVMympGvHx/ti3z9/1HXRiInU4AWqFlZR47fgAWkz7+8lwZg9C4J7NWU/19WRB95I+Slhjmpo86NDOnQts2oT27DrIAgZxAsvQe9FzZ2VGnAYKuWl42KOr7jRbSEwEvvMdanns3UvJ3jZgnfVjvQjHx1NRIDK2THLExLi+iBYXFyM9Pd3r1JO3IVBPYR7oxcTAW6qA3t5edHR0ICUlRdLn5ZzjwQcfxLPPPotnn30WAIQOoRqjiyIBOYyxKKmO4avCyBnOnCEtR1HRELctlnrKyLC4kLyyzqalWaovF1pTFRUVSExMHEoW9RaE0SFqtTkUWa2m4ig5mS7kHnZj2traXKOerI7nscdoAbWbcSRg3jzqHAHkqvMi5zA4OIjW1lo891wU9HpqVIliRjkn+m/bNo9G3DhDdDQNrS8osM2I2luEh7BmDW1dS0pooK9UE0St0NtLOuqzHmTg7gsNxfOTU6F+6xKMMjk+vZnscSGnUpgwPlaDkoaQoYVqzezZUMjlOHHiBDrcESIKJ/Tq1dQWAEatgnV1dQgLCxtFPalUJKn00aQZu2hqIj2is8W7p6cH3d3dSEoa6dh2H6WlwEsveUED6gAGgwEvvtiPkhLvbUpHYvt2IhSkhD2t17FjwB//6PnzZ2Rk4Je//CVycnIAkB4WGBpN2A+gG4AgsNWDqLWFnr8y4avCyBkWLAASEtD73nsIaG11m3oS2pmMkWZS8io+M5OSFhsbySJvp+jo7+9HY2OjVwP3rBEaCjz3nNV1W2luJW3aRFWim2+EyWRCYWGh6NTbiAia8dbb6yKjZzDQ+/nuu15ZyAGgsLAQEydORGysHBs3UmPls89EPAFj9J5mZpKV34t0VU4OEBtLXaORzcnq6mpERUXZD9xjjDqxjz5K9jErJ5hUCA4Gpk4l454IZnkIg0YjflBaCgC405QImBg+Ma6HosjzWYXZEzqwalbT0EcTFhSEnMmTYTQasX//fveeVCaj8KWAAGpHb9lClCUssw/tUU/NzY5DRn2Bujo61x2dBpxz3LhxQ3LqiXP6SksucXCAkpISREREQuFieroUEOz6UqK5uRlqtRoRERHDbh8clMaJ3d3djdOnT+O5557DE088AZNlPXsGwEMAfgmalQYAJwBEAtjn+SsTviqMnEGphPGhh9A0OIisK1c89rj29FDyqSc7WrvIygLuu4/UfXZaU74I3BsJofMtGKl0XEmWFKHouHBB9HNWVVW5PespMZFiBbKzXbizQkGWLI2G9BxtbaJfzxFu3boFnU43NOtp8mTSXNiQtzmG4P+fN4+6nF4aRCqXk46nv3+IYQZAqbfV1dWYIKi0HSEzk5KyFyzwSn5UTg41eNxpnv2hrg5VOh2y/PzwhyXEMx3CndB/cR2qEyfAPHCBJkb1Y2JC77Cv5jqx7jRH0GrpD9+5E9i/H8U3bzqknqqqKFRbcmOICLiSZdTY2OgV6klwTvnKmabRaNDR0TGqmPA2BLu+VDAajSgpKbEpxdDppOlCtrW1IScnB4cOHcJ7770nFPeXAbwOYDKA/wFgDnzAYgAGzqXbDX5VGLmAiqYmyJ94AsqQEOI5PBAKBQeTQO3IES+lY0+dalnxm5uHle9iqSdvoLZ2xEgtuZzaDyIqxcHBQdTV1Xk060lIWmhqcsHinZxMYleTiSggsS4iO7DXjl6wgIT7nIvseshk5ABbvZpWHC8VvwkJwI9+ZJmuAbgRuBcdTRlXAH0Ix45JVsiNG0cuuvPnxS16tYOD+M8amlP5ysSJGJ8sw9ysXgwgACcvhYF1dUJ17DPIPFAsd2mUuFQWMdQ1umsuFUaHDx9GvzstLmsEBJAgPycH2tOn4b91K5IcFJ5CUPlY5hk5K4wMBgNKS0s9DqC1BaFe9EWWkbe6Xq5A6sKorKwMSUlJNl3AWq3nVn0Bcrkcmzdvxl//+lchCFUO4CCAXwOw1oEYANwvzasSviqMnGBgYACNjY1IEywMDzzgkQuIMYpKGj+eokjMXXvp0ddH9M/27YDB4Db1JCUmTKBMnIoKcsNzuYLovylTKEHw5EnnTwIL9STFrKfr14GjR4l6cYhx42hYqr+/ZPyDM+rp0CGqw0S1+mlKKOl5ANJHeSFgMTiY/q2pATo6utDX1+d+4F5xMX3227dLxmssWULFd3Oz6495vqwMg5zjgchIrDBXzhsfpcJid+9KGKZOBQ8MhOrMGSgKCtyiK6tagnD0ahzaumlbHR8RgTkZGRgYGMDhw4dFP98oyOXgd9yBgunTkRAQAPbRR3aP8x+hMCotLR3mepISvuwY2aOefAGjUTrjan9/P1paWpCWlmbz9zqddIXRvffei9LSUjz33HO4cuUKAEwBkAtgZLUfBInTr78qjJzg5s2bFuopMpK2ywCtqCIC1qwhl5NWOjaW3OtescwGBlLnoKwM2LkTVeXlblNPUmLmTMoovHGD2vhcJieqShgy52Suw0jqyVOsWkXMzoEDtueWDUN4OPDNb1qikT3oHLpCPU2aRMLQPXvclAxxTvkEb70lWZfLGs3NwDvvcGzbVuvZTjg3lzpdZWVEV3qY5g4ASUnA88+77rq6ptHgo44O+DOG/7Oa6bPxPrpE7sV6sMJS6HKXw5iaCkVhIeSl4l2AmQm9YIyjrNEihl7niTvNBhobGyGfPBn+P/4xnauMUdtgxPmqVtMlbSwLo8BAamzaKow0Gg3a29sldz0JCAig75gn1nJXMJJ6mjmTDDm+wtSpw7u7nmDYemgD6enSvdbOnTuRkZGB1157DQsXLgQAJciZZgvTGWOSKfO/KowcwC711NVFkzW3bHF7u6FWk1526lQSBHsFc+YAd98Nw82bGNyyBRk+Elw7Q04O0UVDLJ9MRhfwhQsdDprzxsBFmYyaVjExxJI67TAEBVEPXqulguP8ebde1xXqKTWVisiCAjdfhjEKlPLzoyBIh+mW4hEbC4wb14Hi4hjo9R4E7jFG9O9jj9EK+eabkliF1GqqDV3R0KSZTPiDTIY/Z2YiyYoimDwZ8Ffq0YEoDNZ1AAoF9HPnQp89D8bx6XQnEVVrkJ8BCZEDKG2wvF9CCvaBAwdg9DDPYxj1FBZmog6xGQAAIABJREFUGcdz8KBNA0FcnKTzqEWDMeDHP7YYQAX4YrhqUBBtUL1Udw2hvLx8GPW0dKn3AhdtIScHmD3b8+dpbW2FTCZDdHS03fssWmRhyKXAj3/8YzzzzDPQUifZBIsbrQ+A1nybCUSnSTZb5avCyA4cUk9hYZYJpR5ojgIDycYvJB9LMDx7NLKzUZGRgWSNBnJqR445hBzFtWvpv41GqxuFTlBp6agFx6nryU2oVGSU8vOzGwczGnI5We4OHqROl4jFsaurCxqNxiXqadEi2oF9+qmDYEpHiIwkCjAujtqT585J5ljT6/VISSnEuHHR2LdPgqdNT6ek7MmTLSIwD/HRRzRv2dGxCfqPp6ZPx9MjPhOTCRjQkxgleNA8Bp4xGFNSqUA2GKD6/HPI6lz/cDLje9DS5YcuDT1vRlwcUmJi0NHRgcuXL4v6+0aitLQUqampo6mn9HQyDrz22jD+fu1aMiKMJYKDR8vhmpuboVKpxoR6khL9/f1obm4eRj3p9V6YoekAOp3n8j1hPbQ1dmn4/Tx7nZF44IEHsHXrVuubVgFYABJgxwPw55zLOeeBnPOjUr3uV4WRHTh1PU2aRPac8nKiKzw8I3bsoAu4p/rLkbh16xZuTZyIoKefdsPq5D0wRj+3bgEvvzxCa1VZSW613buH3ldRric3EBJCLNn69S4+QKGgbszs2aSP2bfPpXPAeuCiKzthQZMWH++BSDQwkGbrTZpE56tEhVFxcTGmTUvFmjVyVFUNucQ9Q2QkpaTLZNTq+fxzjyjLCROoI2KPJm3WanGwstKu60noNgWjB/J+G60n8wqn+uI8FNeuunQOTEzogVzG0dxF+lHGGO4wT50+ePCgC3+VbQjUk80A2smTKRAyNJS+W0eOAEYj/P19n/w8EkVFNKJQgCPXk5TgHPjDH2xOfpIMtqin116jS5uv8Kc/0f7NE1RUVCA+Pt5p9t0f/+g4AFYsFi9ejEceeQQ//elPAUDGOb/IOS/knNdyzm9xzr2iEPuqMLIBl11Ps2eTSKWgYLh32Q3k5JC0YutW6cSAwxbhrCzL0NnPPvP9gCA7CAwkPfOHH1rJYNLSSHdy9Spt+Y1G8a4nNxAWRo0gjcZFk5RMRpXU0qU0luHTT52+Rl1dHUJDQ0XNevLzo6ZPerrLDxkNpZI4w4ceouPu6/NI6GwduDdnDpkJJE91F+YV5uW5vWOYMoWKXnumx59WVGBdbS1O2elQCdqXYPSC2Qrb8fODLjcXhowMKErLoDp5wmn6fFiQHj/cUIysRIuwZuUMzwojl6iniAiKSZg3j9wGPT0wmWghkyiI3i3U1NDnI9TrI6knb4Ex2my4MCzALbS2toIxZpN68sGM6iF4Kr4eGBhAQ0MD0l24AOl03hlY++tf/xoAwBibIf2zj8ZXhZENiHI95eTQdG4P9TupqaRBbmigIkGKRaampmY09VRcTAJntxW90kLQWgUHk2SrrQ10xcrNJfF4QQH63n0Xmq4u911PIlFaSk2go640ZhkjgcQ995BGygGEwL0sN9SJjNHHdfq0BxlYjBFvyDk5wNxMnx5pPZbJyLBpbnpIh3nzqF1WW0u6IzfEMHI5ZUpWVY0WGZ/t7kZeayuUjOEuO7oJgd4OQY/twggAZDIYZs2Cbv58yDo7oXIhQEmlGF51L5kyBSqFAhcuXEB7e7vTx49ES0uLa9STQmHhz8LDIWMcJRe6vOeOdQEhIbSgarW2qSdvQqn0jivtdnABC/DUrl9YWIhJkyY5XQ85p0LTGxNbrNaw16R/9tH4qjAagVu3bkGr1YpzPQkLdnW1R1buSZOIRSgrc6n54BA6nQ5VVVWjqad58yzdmNukOAoMtARh5+VZOVQWLQK/+260nzuH6aGhPsv/mD2btMBnz1IjyOUHhYbS+3n0qE2bTUlJiceznpqa6Ond0hsJYIxme3R1kYBcpC3JVuCeULhJkIE6HDNnUoaUXk/Has4ZEoM5c6gAz8+33GbkHM+aZ8v9NDkZ6XYoAuFjdFgYmWFKToZ2+QroZ80yv4jR7verb1COD46lobCWMuoC/fywcNIkcM7xqcgvv1uzD4WO5c2biL1xFE3Hirw0yNE5hOiH3l7nriepoVJ5pzBylXryNjj3rGPU3t4Og8Fge/bhCAhUvxeSFQR0g/RFXsdXhZEVxOo/RuHaNfKgOw3FsQ+zkcy1VGYHKCoqQmZmpm3qKTeXFsYrV2gA5W1QHEVEUHE0btzwL1ZdbCz6nnwSwUI7wkfHeuedlgkblWJmiHZ0UOTyiJTsnp4edHZ2ejTriTFqTIWFUbixR3q09HTi52Qy6hy5OIDWUeCeVktFmyRCbGskJlJXdsIEi8tKBPz8KPfQeor7G42NuNbfj0SlEi84sCUNK4z6+53yqzwsDDwoCOAcygsXoLxwwabSNkBtRHe/EqWNwUO3uasz8oh6mjQJcfMS0VHQDN0b71Gx7GMINVpVVbtd6slb8EZh5Ix68mW+o3C6ulMYmUymodmHrkB4H71YGNUCgJTDYu3B54URYyyJMbaHMfY5Y+wIY2w2YyyZMXaIMXaWMXacMZZivq+KMfa2+fZ8xtgd3jy2mpoaREZGuu96WreOLt7793ukRM3OtiQfu7FBHnI9JQiZS7aQm0vamPp63w4LcoC4OIs7zGAABgaIesqcP5/uUF5Oi7jUCnUbkMnIeBgdTYu9ywt9VBTwxBO0TXvnHaCuTlLrsVpNUqH+ftL8e1SAxMSQCyw6ekiM6wx2XU+gz23NGqKDrbszkiAkhD4QYZTM8eOi1Ojx8bQ4cA506PX4t4oKAMBLmZkIcLBqDGmMFINgnFNx5CJ4WBjkdbVQH/ts1CgRxoCMuF5UNgXDYKRzQiiMDh8+bD0byiE8pp4UCsRuXAA+ZSpaagZHudZ8AeoYmVBQUOXU9SQ1Jk0iSaOUcEY9zZtHr+srLFvmXiRBdXU1YmJiEOji2B65nFy0QnCoFyCUsC967RXMGIuO0RsAfsk5Xw4aBlcH4G0Ar3DOF4FmoLxsvu9PAXSZb18P4G+MMa/MgxaoJ3sDF12CXE6rVnIyrVplZR4d09WrFD0iZpFxuevFGLB8OYkx/fwctv19DZOJKLVXXmlCWpoV9cQ58TTvveelbIPhEPRPmzaJ3OXFxVlSst9/H62nTyMgIADhElnQ4+Ko+1FZKUFuY1AQUVWbNtH5azTa7Yo4dD2ZMW0a6eWOHvVi/VpdTaLst98W1eEoLQVefRX4VXkVOk0mLA8Jwf1OuhNDGiM1bR5cLowYg2HSJOgWLwEGB6H+7ChkDcM/rIy4XugMMtS20cIzIT4BSVHRaGtrc9m2LwX1FBcHhGZEY+D+TbQj8/HIivBw4NFHK5GTE+rzANplyyhTTSq4Qj3Nn0+mAF9ALqfLvNjCSKvVoqamBpkOcuVGwt+fZKGJiSIPUjy+6e0X8GlhxBiLBeAH4JuMsZMA/hMU1JTFOd8LAJzzAwCmMsZUANaBhsaBc94A4BxoYJxddHa61wBxSD2JgVJJbY/YWHLVeIDp04nx2LuXNNOuQJTrSRDjmkzEzUjOgbgHmQxITu5DYSFw82aS5ZAyM2kB7+qibowECcnOEBJCCbkGAwmfXc4fCQ8HnnoKxnHjUFFfL/mspzlzgGeeoYRnj6FUEj/HOZ1sW7fa/BLdvHkTU6ZMcVhwM0baXq2WzI9eQUYGfce6uoA33nDZERoYSOzmjAI57g0IwMsTJzrt4A1Raf60WWV94iaummJjob1jFUzBIVDm5w/rcqXE9EGpMKGiiTrUYm37jlxPYhAaSiGLE+aF0kZJWAyvXpUkaNMZBgcH0NhY75LryRuQ6pLnKvXU3+89J9zoYyKXrdjcJMGAJGY9NBrpe++NJaSLNkBzhP9njHlB4m0Bk3AgrfMXYywbwKcAlnPOrzDGfgUgCcBczvlsq/udB7ARwAnz73rMt78I4Crn/O8jnvfboO5SmJ9fWtTzz+/HihUtLvOqRqMRg4ODLrcMXYFMp4NJqbSoUt3chen1DJ9+Gotbt1RYtaoFsbH2v1Gcc2g0GgQFBYmjbDhHWH4+wm7cQO+ECehYuFCSXeOblW8iWh2NjQkbRT+2r68PBQXxKCwMx6xZnZgxw+KeUrW1YdzRo+ByOZrWrYPRi7vMW7pbeLn8Zdzh9wRKTy5FRkYvcnI6XH57BgcGIJPLoVKpoG5uhnbcOMl35B+XnEEt8vFs5negknlG8AeVlCDyiy+gDw1F6x13wGCmlQ0GA3Q6ncs7+hs3QhAWpkdS0uixOa9VvIakgCSsjVvr0bEqu7sRc+wYFD09aF+8GH0uLKz79o1DT48RDz/cPiy/p3mwGe9Uv4NHkh5BWqCFW3n//RS8+24a/mXcm/hDy7eR/+//jk43YouZ0Qhddyv+V7MNGyLuxDRFGkx+frh6MwohQTqMT6UK7OyFC/j173+PyZMn45VXXnH4nBqNBgEBAW51i3Y17EKPvgffSP2G7ePV6ZD48cdgBgM6Fi506b11FdvqtoGB4aGkhwAQHVhcHAOFQo7p08W7JAV067vxasWruDf+XmSFuOb8PH06Es3NfnjggQa3X1eATqeDyWRyqvXatSse4eF65Oa2ObyfFOjtVeCjjxKxeHE7MjJcK+rdXQ8bGvxw5Egs7rqrCePGSSfPaG9vR01NDX7yk58AwCQARQB+wjn/o2QvMgLeC4WxjS4AhZxzIYJ5J4BXAUSOuF80gHYALQBiAAgWn1jzbcPAOX8DRNFh8uS5XKmchL6+SVi/3vkaxDnHmTNnMHfuXISGhrr3VzlCVxd1Y9avJ2WxG8jJIUqttjYN995LFI8t3Lx5E+PHj3dvtlBuLoXpnTxJ/IErb54DdA50oqysDIsyFyE3O1fUYxsaGtDW1oa7756JXbuA69dTER5O49SGsGwZcP06Mlau9Grrf+uNreip7sGm+3NROT4Zx49Tky0nx/ljNRoN8vPzsWTJErC6OtLFBARYAgwlQE8P8NMT26AIkWPV8tWevxW5uZTNtWMHJhQVAQ8/DGN8PE6dOoXFixe7LPDNzbVzvNoeVJZVYmnGUuTOs3MnMVizBti/H2lLl5JWygGK+/ows6kC1/LTkZAwFdas+Y6CHbhVewurl6xGQohFm7d/P/0bHeUHtAATurqh17mXtHlO1oZbgw2YWVGDueVF0M+fj9kTzM9lVk9MyJqE3ykUKCoqwrRp0xAZOfLSSCgvL4fJZHI78PTVD19FbEQscs0f1JUrZKj97netTs3584GPPsL42lrSzt11lyTK2j9s/QOmj5uO3NxcdHR0oKysDNHRczE4aP+8cQWnak6ho6oD8+fNx6y4WS49RqOhxn5uruuUkS1otVqcPXsWS5YscdplKSigU9WTv9VVtLeTs3b+/FRMm+b8/pxznD59GtnZ2QgODnb+ACsUFZF6ZNmyVEgxynJgYABBQUEwmUxYt24dAFwGILhE/gDAa4WRrzVG5QD8GGNCOX8H6I+9wRi7EwDMAusCzrkewG4A3zLfPg5k1Tvj6AUCAkhTnJ/v2rD2+vp6hIaGeqcoAqhb1NMDfPCB223pgADKibn/fvtFkeB6SnZ1auZICJoj4c3zcNL30cqjMHET1mSsEfU4a9cTYzQyZdYsSyLCEGJiaJCYEJ/tkX/dPo5VHUNmZCaSQ5OxbBnNtjt61DUT1zDqKSmJirn8fGDbNumsMOoe9IXkI6I7VzrB8/jxRKmo1cC2bSgvKkJiYqJo15PRSLW2dXjghYYLMHETcpJcqCxdgZ8ffTGioy1BTzb0Z90GA5bk5+M38V0ISlKOGv1yoeEC4oPjhxVFgBWVZmamnVn2HeHqYCWUTIGsuJmAUgnVqZOQlxSjb0CGtm76Ygf5+WFhVpZD2/7g4CDq692nnnq0PajsrMTMWEvwFGMUE3XrltUdQ0PJSLB0KdFqb7/tsaW/o78DzZpmTI2ZCpPJNKSHDA72XDZY1F4ExhgmRrmuE5XKlVZUVCSaevIFhI/LVfaktrYW4eHhoosiwMISS5Fj9PHHHyMgIAAmkwnnz5/H3r17AcAfNBfN6/BpYcQ5NwF4AiSiPgUgF8BvAXwPwM8ZY2cAvADgOfND/gIgwUyt7QXwPc650x7d8uXUXSgpccyt6vV6lJeXuxW45zLCw2kcg8lEMz/cCNQD6MIsXAeLi4dfRCRzPQnF0cqVcGl74QCHyg9hfPh4ZESIGyNdVlaG1NRUqM0VoFxOxZGw7tmawo0DB6jwtDf3wU2097fjWss1rEilCZdCoRYfT3IsR+dWc3MzlEqlZccvvLdCUNXmzZQ+7SHO1p1FQKAJOUlLcPCghANBo6KAb30LAxs2oKm9HePT0kSLB2Qy+kgOH7ZIls7WnUWwOhhTY7wQfNfZSbuh118H6uqG/erfq6rQbjQiKjAAD6xUYtEiy+9M3IRLjZeQnTA6I2NIfB1Ol0qxGiNrXBuswiRVEpRhkdCuXAljQgKU12/g4/eNOHzBEkOwwkkKdkFBAbKyslwLoLWBG/+fve8Mj+q8tl7vNPXeUC+AhBoIIToSIEyxsY1bbNxbDO5ObuKb3Nw4seN7Yyex8/mLHbc4uBuDbcDgCgZE76j33nsfzYymne/HntG0M30k+/Pj9Tw8gHTmzKnvu9+91l67lyLVBVGGFKx+hW/RRFkgIAPTu+6ilkLuWCgDqOyvBABkRmSaVD0FBlL2xh1D/pqBGiQGJcJX7Di1LhbThO6OomR4eBgymQzRDpZj6dUVMwF9YORIvKZUKtHU1ORyAZInyvXVajXi4+Nx4403Ijc3FxqNBkuWLMHtt98OUH80AAgBAMbYla5/k23MeFUax3FlHMet5Tgun+O4GzmOG+U4rlX3s5UcxxVyHNeq21bJcdydHMct5ThuiaNN4vR+L/fcY/uBqK2tRUpKiluGew4hPJxSPpOTNCE60u7bCuRyYN8+qtqS6+QbXV1dnqt6YgzIzwf0pf719U6PVj3SHpT2lmLTnE32NzaCVCpFf3+/1aqnY8eomtjCGPj66+ka79xJeWoP4WjzUXAch3Up66Z+JhYDW7fS7bT2bOkN93hLj/PyqC1HXx+gKxl3B8dbjyPUJxSP3pwJLy9ibT3WoNLXFxWjo1T1dP48VVo6sXPGyJNLKqV7x3EcznScwdLYpRAK3JtgeaFveSEWU+WiLoVWOTGBlzs7wQC8mpaGzEwG42Kb6v5qSJVS3sBoKmMUSmOEqxmjcY0cDcou5PjoHPLFYqiWLoMqZwFSuVp0dQshm6Rrohdgf/PNNxZl+4ODg1Cr1c4Z0JqhtLcUAiZAZqTh+YyIoJjHIjDSIzmZ6swBKu/75BOXFMQVfRUQMAGSA5JNqp4CAmiYcWetUD1QjfRw54oc9JO4q30IPWnFMR3Qv66OxLM1NTWYM2eOy/OhPjByZzoVi8Xo6OjAwYMHcenSJbS2toIxpm8k28FxHAOgv1se7Mpmih+twaNQaEiTfvKJpRuv29STs4iONvS+cENf4uNDvUsHBqh4SC63brjnNtrbqU+HUTNXRyBgAtyadavTgZG9qqf582my/eADs9jSz48c/GJjKTJws0O5HglBCbgx/UYkB5sanQQEEJPHcUQTmccKDQ0NtqmnefOAxx6jEwLcyuXPj5qP27NvR2CAADfcQB5Ybi7qp9CnSz9FRkbS0rO8nAIOJwL72FiiQs+dAzr7FFiTuAYbZm/wzAHyITKSzCCTkoD9+8EdOoRHa2uhAbA9OhoLdRTB+LjBUoAxhoLEAuTFWDZZngqMwmkGFUy45kEg4yZR4JuFxd5GERlj0MxNRdy1GdD6+KGl1x9saAjzYmMRGxaG/v5+FBcXT23OcRwqKyvd9vqJ9IvE5rmb4S0yPJ9CIa0tei0UnDwYHSVByeuvW2Tm7CHcNxwbZ29EU32TCfUUFERZcVertZQaJbIisniDW1uIjbXbyccm9NSTM70Ply8300tOI4KDSTJoRao2hdHRUYyNjSHOjVr7+HjSTbmTMWpsbIRSqcT69evxq1/9Cim6Vlu6saiXMXYrANczCw5iRqvSZgJ5eXncRSPn6fFx6iSg0ZC1TEiIbuV65gzS09M95i3jMPQVahoNLVNcbJRYVUUBn49PJ66/fhJz57rXq80qjh0joUh2NmVmpsmqv6enB52dnVi0aJHN7To7aW7W+yiaaK5UKmD3bhpd77132tuGd3VRtfjChZShZIwqbM6fP4+CggLHqoU6Oyn43LIFcMdDywxarXunr9Vqcfz4cSxZssRQiVZdTVkjX1/g1lvhqMJSKgX+8Q+SLm3d6voxOQWtFjh8GJ9ERuLm4WGECASoX74cYbrlbG8v8Npr5LtiTKsZo6+POpJ0dwOX/udr5P7+KihzczHxn7/x+KG+8kUaUny6cNPIDmgSE/FocTHePXoEzz77LH7/+98DAJqbm6FQKKZnEQR61dVqYtLtoqODGjyPjtJsuGqVww/c8PAwqqursXz58h9klsVRqFQqnDx5EqtWrZp+1mEawXEcTp8+jaysrOnT2jqB3t7eqYzob37zGzz//PP45S9/iZdeekkDQAjgJIAtAAYBpHEc53FH0h9txkiPgACyvtFoDE26u7u7PWq45xT0BPOnn9KE6GK2ICMDKCyUoapKBZksybPHaIzVq0nkXF4+1eneFnqkPbjUdQlazvEMk03qyQyxseSh2dtLl9AkrtfzXLffToO0G+KBxqFG9Eit8QqEmBhDZxW9mLeystI5w72gIFrWffwxtRJxAvWD9ZCpLDMYdXXAK6+4xdiiqakJ0dHRpuX56enAfffRNX37bYcdHP39KXCcvajFqefCLQgEmCgsxC91F+E5iQRhRjxRVBSZ3p09r0Kf1LJpa0sLzfXd3RSvZt00D5xIBHFxMQQuCP2HNdZvhkAAJM+SokkWDVV6BoRtrdikixf0AuzJyUm0tLQ4ZbjHB4VaAbWWnw5dvdrBoAggF7/t22kgOnLEIbdspUYJjVYzLdSTtXOyB44jhYMr2iZXqafR0RnxpwVA5zY0ZJsB7+zshL+/v9tBkUzm3pijhz4oamlpwfPPP49vvvkGL730EkBB0WqO4/IB6B+eZ93/Rkv86AMjgPjzW2+lB/L99zWorJwm6slRMEY0Smcn8WEuEtxicRl+9asgLFgwzbdx1aqpTvf2zPT21ezDQ18+hCH5kM3tjGGXejJDaipNtIsX81TqC4UGJ++PPiKVtAuj3v8993+x/YvtsJdRXbOG4oWDB4Fz5wbBcRxRT47C359SX/rGbA72H+E4Dr/89pf4w9E/WPwuJIQooH37XIsL9VVPc+bwCOejo6mNyNVXU+bIQaSkyfDYsa144+Ibzh+Qi/BiDFvVahQGBODnFy9SqtGIZl2yBKgeKUbh25twodMQlFZW0iNfX08Zo2PHAElaMthDD4FxHHw//NCp45jQKvCz9j/j49FjVrdZmd6Pu69ohiYrE8pV+SgIDYWAMZw5cwbj4+Meq3raU70Hq99ZjVEFfxGIVuuEjExfEXjXXYZsp40Z/1DjISx/YzlU3ioL6onjSCLoapvJ3xz6DR7+8mGnP9fYCDz3HGV/ncHo6ChGR0ddop527qRhaSbQ2EjZWmsF0SqVCvX19R6ZDw8dogy6uxgdHQXHcYiPj0dWVhauvHJKY63lOO44Y+wqAPUAOJCdj8fx4wuM9N3Nzd7uhAR6hxsbBxASYqh6+t6Qnk7UVGsrsGuX04pZfdVTdjZlvXp7yYdk2rBiBVkt2ygR5jgO3zZ+i7yYPIT7OtbnTyaTobu7e4pLdhQ5ORQgATxibICW4fHxNBF+9plT13d8chznO8+jMKnQ7qqWMb32W4sdO0YxZ44L1VYSCWW68vKo3Ly01O5H6ofq0SPtQX5CvsXvIiLI3qehATh/3vnDsVv1FBBgqFpsaAD277d7fS92XYRKo4a0bomnJGB20d7aivsiIvBdbi6E999PAuIDB+iPWo1584BBrwuQTwinhMjFxVSd3tlJfxcVGdmP/eEP4AIDIS4tgai8zOHjKFe0QAsOqRLrvQtDA5QI8qMFknbWLPhctRmLIyOhVqvxxRdfOFX1ZAulPaUI8wlDkLdldkAupyDBqeCEMeJI9bYZL78MfP017/NQ1lMGhUKBlQssrRoYo2vubICiR/VANUJ9Qp3+nD7Z40zi/ocuuDaGvXL9uro6JCcn8/Y+dBYqlWdK9QMDA3HmzBkIhUJUVlZi3759WLVqFQAIGGPvA/gEVJnGACxjjLmmR7GBH19gNDlJk8vevRbL5fh4KTZurENuLgmuv3d5VXY2GSk2NDi1hOCjni5dorJoVyZCh6GfIZqbSctjNvhVD1SjfbQdG2c77l3kNPVkhpYW4J//5BnMGaMy440bKQWwc6fDo9+JthNQa9Um1Wi2IJEAy5e34PrrgdBQF124BQLqpfGznxlE2baOsfUEGGPIT7QMjACKsVJTaRXnkKBWh8HBQahUKsernnp7qfrrvfdslhSdbj8NP4kvgifn48iR6W+J0CGVoqWlBampqTR5+fhQG5H8fHpZ3n0XQqaFLPQ8En0y4S30RXExUUlDQ5QQ++YbYjqnEB4O9tvfAgB8du1yeAApVTRDBCEyvGwXejR2+6OoXLcA9vVFgc5FdM+ePZjv4wPmRF84PnAch9LeUsyP4n++fHzoWXbmeTFBYKBBaf/WWxYrltONp5E9KxteEv5FqateRkPyIfRN9DldkQYYhMLOBEZ66ik4ONjp7wO+n3J9vsBofHwcg4ODrhkC80Cp9Ij/JwBgxYoV8Pb2hlwux5YtW3Dy5En9r34GwHiQVYJsfzyKH19g5O1NMvzKShrZjJ7AiooK5ORkgDEBDh1yzABy2pGbS8GRvoO8A+CjnjZtomz211+bGupNC4aHSf29c6cJDfhtw7cQCURYm7zWod309/c7Tz2ZISGHuTmVAAAgAElEQVSBWmd9+aUV08Xly4HrrqOOq3v3OrTPw02HEekXiYyIDPsbg6insbE2rF9PA0xXl4t+LIxRd0mBgGaIDz6w2iT1WOsxZEZkWl0l6z2XvL0dM6MEDFVP9no9mWDlSgrmurqAf/2Ld1blOA6n208jLyYPmzeJIZPR2mW68MXAAOZevIgTkZGm1JNAQJHPLbcAGRkYV01gSFCNm1cuQWkp/Wp4mGjazz6jQMECjz8OREZC1NBAvc8cQImiEfO84uBtp11L95APztWGT5Xtr9Zl5UpKSuB/9Cj5MznaNJFv/9JuDMgGrAZGAK19XA6MRCJyx771VuJy33hjyjJhYHgAzSPNWJJsvWrM1cCoZoCuybxw5/3onM0YqdVqj1FPMwFrgdF0ZL08lTEC6Pjkcjk4jsMjjzxi/CvzqDoA1Izeo/jxBUYA0T7Ll9PK5cQJAJaGe1IpFVt5zC3YHSxaRNoNgGYxG8sJa9STQADcdBMJSvfuJX3EtCE3l2bdpiYTAfmFrgtYEb8CgV72S1e1Wi2qqqqcm4R5IBDQvBwTQ2LsTr6WRzk5RFWttR+wKTVKnO86j8LkQgiYY69HVVXVFPXU10eL5SNHnDwRc4yMUOXPW29Z8AsDsgFU9VdhdeJqm7vw8wMefpgoIUfQ0tKC8PBw+Ov6ozmMzEwSZWs05I5sJmhoG21D13gXVsavREwMJcTOnnXZ69QmFBoNHqurgwJAgLUS6vR0YPlyXO6+DK1CjsDzsSgs5KaCok8+sbHy9fMD/uu/AADen+y2GwFPaBWoV3Yhx9s+VZw8SwqOY2jppeufMzcV3l5eaGhoQM9VV5FP08cfU2rYBQfq0h6iaI0dr80RFUXVeO4YLSItzdDhuLsbHMfh6/NfQ+wtRnaUdeNYdwMjZxyv9XDWx6i2ttZt6umHkDHq6emBl5cXQkOdpx+twZOBEQBcvHgRaWlp2LFjh63NGIAtzMOcpvDpp5/25P6+d7z55ptPb9u+nbQwIyNAVRU08+fjclkZFi5cCLFYDMaIZujqogE6OprKv793tLRQlmB8nA6Q516XlJRg7ty5vJOXUEgWOQ0NtPJ1M+awjehoMsc4d46otawsbMm8AUvjlsJHzLfUNkVjYyP8/Pw8opsQCmksrqykzgU5OTwTW3g4TWocR6lCf39e8bBQIMR1865DdlQ2/CT2mygODQ2hr68PabpO7X5+dPvOnqWvdDkZFhRkOKnz56k0XhfU+4h8UJhciAWzFth1+dUPVN3dFIhYixUmJydRXl6O3Nxc12hNve7Iy4uO2+jZ9RX7ImdWDvJi8+Aj9kFMDJ2SXE7PqyfxfFsb9g4OIt3bG2+np0NoY7wM9AoEd8QLT/7+JoxOiLGmQIv9B5h9OiAnB3j7bQja26GJT4DWhgBXy2kRL45Ans9cBAttB5z+3mpcbgyDQMAhNXYcbRIxKqqr0dbTg9wVK5B9xx0kFTh7lhYl2dlOmVaJBCJE+EVgbdJaq0H/+Di5Msyf75S23hJeXrSTlBR0dndD3d2JlPBYrMm4yuozOzxMbGxOjnPtD1VaFaIDorEi3orvgg0IBPRdSUnW3w09xsfH0dTUhPnz57uVZfHxoZjRnreQJyAW0xgUF2dwU9BoNLh06RJyc3M92sJEIqHz8sRcqtVqsWzZMnR3d0Oj0ZgXwXBGf2sBeAP419NPP+2xWr8ft4+RRgPIZKjr7gZjzKLUVakkI+q+PiqsiI//Hg7YHEeO0MS9eDHZBhu9gP39/WhubsaSJbZNzGQyGpc8ZfRnE1VVFIk50XRWoVDg7NmzyM/Pd7mtAR8GB6lqeNkyG4cilZIxnVZLZf2x1gWx9sBxHE6cOIHc3FyTQFWjoeequ5u8s9xqqCiVUnVddzdRQC5EEhwHvPoqregeeoi/315paSnCw8MR68b1MMHgIHD6NHG8PMvI6moarF1oyWQVbQoF0s6dg4LjcGTBAqy1Y8dBmiIOw8MMWZG9eLSwGtv/OZ8yM/bw2mvAww9DExuLsb+94DHPrM/PxqF9wBf3XF2PRokIxz/bgz9++AHuvfdew8q5qopSo+vXe+Q7jTE4SFR8bq79QMERqNVqnDhxAvltbRC1tFD6cvXqafcY8zQ4jsPZs2eRlpbm0SzL94GamhqIxWKXe+19XzAKRnMAVIIYLwEAzpFWYc7g/6+n01kIhZCLROjq6MDs+nrKbBhBIiE9ZkjIzPlK2MXatUQFXrhANeC6wFWr1Tqs//D1paBIJiMZ0JDjlfPOIyMD6quvwp377sLBsr0OedsYU0+eRFgYMaiM0QDPmx739yfax8uLohejthyT6kn88ptf4nK3Y/yqNepJKCR3ch8fYj7cEhrry/mXLgWSkiBXyfHssWdRN+i4p5lebzQ6SrI7c4yMjGBiYgIxFp163UBLC3DpEibf/hdeP/kS2kdNHZLT0yko4jjP0Qq/rK+HguNwU1iY3aDo2JkxFKxRYniY4dprgX++pEJ3vwi9L35AqQt7uP9+IDERws5OSE5b72t9dKIMHSq+skl+pMySwluiQaXGC7NVaqzR6Yy+++47w6o5I8MQFHV3k8LeDrUmV8lxuv00r++VMcLCyILCE0ERYKh6qirMxERWGnkfvP22Ve2cs1CoFWgabnLLH2tiwtBeyRo8ST0NDrrcT9xpjI3RI6J/dCYmJtDb24vk5GTbH3QB/f2e8TFyAF9xHKfWtQxTeDooAn7sgRFIcJ0xZw4ELS00S5n1BvHzAx58kMYawE1u3RNgjAa9pUspZa7TlzQ3N1sa7tmBTEZN599/f3oDv3Md51DdXw3vI8fttowYGhqCUqlE1FQNtOchl5M0Z88eK/czNJSCo5AQysbo+qud7TiLE20noNTYV2Iqlcqpqic++PsbKvDddoaQSCjz4u2N821n8PnFDzAqdW5kjYujgqziYsrW6MFxHMrLyz1ferxoEbB1Ky73leGtoy+ivdEy2BwfpznSE71/Dw8PY8/gIHwYw9/tmCAWFwNXX+kN6ZgEazeN45NPgLwtcRAtXYSL/mvIcNMeJBLgj38EAHhbaVAn007if/t34Rup4/4EWYkjuHZTM0K91PDnOGQmJCAsIADt7e1o4LtQ9fXAqVN0IW2Itsr7yvH414+jrNe+zYBcTpOcu5BKpRgYGEBYdBju+/pB7EqRkRCyr48ybmYq78FBSuY68zyU9pTi5k9uxsUuFw2QQA4DR49a/71Go0FtbS0yMhwrxrCHffuoWGQmcOmSqbeQvu2Sq1XAtvDWW9NXVHHvvfca/9eDKzh+/KgDo6mqp4QEsr/29iYNj1m4rn9GKiupsMbe6mHawRhNhPffD8TGQqFQoL29nd9wzwbCw+m0JyZMm856Gt82fosArwAsu/pBWm1bGaRnyv/Dx4ey9dXVpFPlRUAAtQ2Jj5/iHA83H0aAVwBvzyxzVFdXIzU11SZHHxNDRoGMee7aHy/9HP7SSSw8WOZ0x83Vq0kaduCA4aPt7e0IDg52qteTw5g3D2eWREPCRFj0ZTFF6Ubw9aUY+tAh9xckfkol5gP478RExNswCi0poeoz6agEYQtP4at9fpBI6Fgy83xQLZ4PLadLOX76qe0bd+edwNy5EPb0QHLc0ryxcrIVWmgx39vx1bmWAe0iIRJVFGgJBAKs0tlyHD582PIDBQVUfdDfT1GFlRLE0p5SMMaQFWk/43zgAK0h3YFxwF09QJF4RkQGCR8feoiahUVE6DcGQLFmT49zySR3KtL0kEhsi6/r6+sRHx/vsAHtDwkajUFH1dfXB6FQiPBpENRynOfF1wBw4cIFMMbwzjvvAMBUVsPTYmtz/GgDI4uqp8BAGsgASqHou0MawceHFjMff+x6t2WPgTFa5gNo/PZbZI2MuEQ9xcZS5kLfdNaNfqW8UKgVKGopQmFSISRz0ugaS6UUHJlREi5XPbmAZcsMhYn6dh0W8Pam5rPz5kGlUeF4/XcoSMiHSGBbkDgyMgKpVOow9dTXR+6zZY57AvJCy2lxYqIaK+ZtgKhvgJZoTizthUIyo1y8mE5dpVKhsbER8zytgDbC6ZFyLJq/EV55SylSNDuedevo+rhzbTiOg6ahAUULFuA3dppCP/MMPZYhc6tx17MH4O1lGALXrQMefVS3UOrpocj6jTcsO1DrIRIBuuIV3/ffh7DelN4sUzRDAIYsL8d9YtpEQow0BOD1A2lQqWnsX51FdBpvYARQVeD27ZTp2rmTtyS1tLcUc0LnwF9i/92LjCT63Z0x0Jh6quyjjOyU/UVwMOknBQKK0HfsANrb4edHw54z2e2agRrEBMQ4VAlrDfpm43yQyWQep55muipNKDTMh+42ILYGrZb+eCowUqvVyMrKMtfTGmc07vTMN/HjRxsYNTc3Y9asWabUkz6FolLxTigpKcANN9DC9rPPfgC0Goh6EtbVIay4eMp6wFmkpFAGWy73fNboVNspyFQybJyjM3VMSKBgY3LSRNBij3qaDqxfT1qWb7+1kJcZoFt4XCz/FtLuVqzr9rF54/VZr+zsbIezXmFhNNkcOEDzrauo7KvEkHwIBYtuIN2RSkXl8a2tDu8jMpJkbEIhUF1dg9mzZ09bA8zu8W60jLRgeXIB+duIRCS4+vLLKeFVRgbFS0ePOm3+DgCY1GrR1dUFf39/hISEQGSHIrj5Zvp7tC0RSQJTH4PAQKOezpmZlFHUaukaG3W5N8HWrcAtt4DJ5Qj4859NgqMSRTPSJHHwFTjGpcoYw6hAgCSJErJJEdoHqCoyXzeZFRUVWW9RExpKGeaNGw3u9LrnWMtpUd5XjuxI66XyxoiMpImb11HeAZhTT1X9VYgPiucPXqTSKU5VcLwIfr5ap3QqNYM1bmWLANuBUUVFhVsGtHyYSbNsfWDU2NiImJgY+PCac7kPfRDtiaFk9+7dEIvFqKysxO7du42feeN05+/c/ybr+FEGRjapp+ho4IknDIOH2UCTmUksVk0NmVF/n0V7+kk4bvt2sAULgMOHSU/gAtLTKYMdFETn5KmgL8o/CtfNu86UfoqJoUlly5apHzlCPXkaAgEFuqtXO1BxGBqKRbMWYlmdjFq0WFkut7e3IygoyCnqSSgktsPbm3btanA6rBhGbGAslSXHxgI//zkZz/jZtxUwR2XlON591wfBwdNXitk80gwfsQ+Wxy03/LC9nYQPb70FDA6CMepRPDrqmqfYz2tqcGNdHXwcXNFv3Qqs3twD7aQv3vlDoUUw1tNDSaK+PhgapcbHA59/zt+qRSAgnvrmm02CIyWnRp2y02EajQPQJBIiRaVGQvgEhAIOzb10X1NmzUJ0SAgGBgZQVVVlfSciEaVJ9ZmY114DqqrQNNyECeWETf8iY+gtJvr6HNrcAg0NDSbUU2V/JTIjrGQqoqJI5JmVBRQVwb/sDMZ7HIuMpEop2kfb3Q6MxGL+172vrw+MMUToKT8PYqbmFcrkqNDZ2TmtVWieCIwUCgUYY7jllluwYMECqFQq5Obmmi9A9c0hnTetcgI/ysCoqqoKaWlp1qknvVFJcTEZFJqNjkuXEnXvlo+HBzBFPQUGkntzdjYJMlxsiiYU0gu5bx/w1VeeeTmzIrPw+4LfW/qiREbSBVSrMfHee1A2N3u26slBiMVUZSMSUUBiTb+wPGEF3tj+BSRXXUM1/++/bxHBuEM9+ftTtf3YmOvZyILEAny+9XPDyjs4mDJH4eF0M6urHW5A29JSBR+fWHzxBZu2QXpF/AocuesIkoKTDD+cO5cyijIZCfoaGqYytQsXOrf/U6Oj+KCvD8WMQejgiMwYsPf9WYiO0aL4ojeee8709wEBFBBMBWl+fkQPb9pkqNAwv2AiEY0jRpkjn/omfBr3O9wcxN+yxRxDAgHEAAI5DmIRh7jwCbTqjB4ZY1ip++6ioiKH9ge1msa53buRcroaH215D6sSVjn00dBQGitcCYxkMhl6enqmqCeO4/DChhdw94K7rX/I25segBtvxGxxGyLbHYuQJUIJXtr0Eq5IucL5AzXCkiVELxvDUwa0fCgooEKImcDChcCcOdQ03dNVwMbw8qIpKinJ9X1c1r1058+fR3FxMTZv3jyV3DCiAA/p/8EYm570F36EgZFarcbk5KRjvZ4EAiqB4ClfWruWVrKMeV6X4wgsqCeBgAQimZmU43ZxNmOMBv+LF21XYjiCusE6tIy02NyGm5hA76VLyC4uBjMT384k9N2733/f0lFgSD6ECaVOjbxkCfGOnZ0WvVVqa2vdop7i4kha4WObreOFUqPkL0nWr6YaGigd9dlndsUhXV1diIvzxubNPqirc6hnrcsQC8WWlGNiIrBtGwV2H34IlJdj/nwKYh19rDUch4d17TGeTEjAbCcogpAQ4P33aOh75hlyxtDDz4+sokpLjdZLAgGJ1sRiooh37LAsnRKJKHO0dSsFR8/9GcGN7QixY+oIkENdq0iIZJVhgZYcNYG+UW9IFZRhXZlhoNMcQlAQVV6uWAHBxUtI3XscgVLHREMCATXcznEswWQCc+qJMYaMiAzMDbNdKQgAyM7G+r9fiSt+s4j+PzZm0+tCIpRgVcIqJATZ1pXZQ2Ym/THGdFJPs2fb7MXtUXh5DSAhQTqtVcAAxeA5Oe6ZO65YsQIcx0Emk0EgEODgwYMAgKamJpwwyEiMswIPu/5ttvGjC4wUCoXj+o8FC4iTr6oiAYjRqKz/+MAACWcrKqbpgK2Al3rSj1hXX+1WxLZuHVVTHz/ucvIJAPDK+Vfw+NePW9c9AGgfHYV861Z4R0TQxOGJ2mwXYEzZfPyxaZLw35f/jat3Xg2VRjdxZGYS76hfRmq1GBsbw8jICOLddAHNzaXFsUjkXGy7p3oPNn2wCaMKKyXZc+aQqKqigvyZrAg11Go16upoBblsGcUo33zDW4vgFkp6SnDrZ7eicaiRf4PgYJq48/KmlpmtrVRY5Uix3ZtdXSiTyxEnFuN3TjTBbBpuwi+++QWSc5vwi1+QBuPOO02D5dxcShYa2xpMQS6n9+7DD8mTx/gmikQUeeuCI58/PwuhA43q2oVCRGq0MDbcnhMzjuXzDDrIVUYZI4dNeYVCYMMGvL6Y4fJwlVMroYwMQ9GYo+Cjnk63n8Z3Td85vpPgYIND/WefER3Y0sK76YnWE1NtTtzBxISpnkoul08r9dTba13P70lotVqcPFmHsDDHtGXuQKEgltwdzza1Wo3o6GisWbMGAPDHP/6R+iyePo2nnnrKeNMi3d9/cf3bbONHFxiJRCLnqp6WLycRSnGxiaGiHkFBJJ7du9fEC3BaYbPqSV97OTZGdsbnzzu9f8aokXtmJgmTS0pcOEbFCM52nMWG2RusBqF66ik1L480R2FhlLZxoxGmO0hIoHRvWxuwf79Oa8VpcbTlKHJn5UIsNMoEhYfThRoYAPfyy6g9dMgjNgOMGQwo337bcfPN463HEeQdhCDvIP4NGKOGrjffTCPvW2/xciF1dXVISkqCRCKZMn7UaDzfM/B0+2k0DjUiyt/GSlUioQcxIADQauF37gj62hR2vVAGVSr8t+5lfCk1Fb5OUATnOs7hZNtJ+Ih88NxzFADU1gJPPmnYJiWF3nve9yI4mETO8+dToPHhh6ZRlUgE5Tv/xsElYRArlAh4/jmbwZECwKBQgBgzg8bwwEmszu6DvzdF8A7rjMwwLB/GW50HULE2k9KVAImd7SyqpFJKmDq69rJGPX1U/hF2FNvsdWWC8nLgr38FpBMM2LCBgrt33wW++87CxPIf5/+Bd0recXjf1nDsGOnr9aiqqppW6ungQZIyTDdaWlrQ1JSAgwenXxPS00PX0J3iktOnT09VM46OjuIXv/gFGGN45pln9BYD+qdR3zxy2rjBH11g5OWKm96aNSQs4kmbisXULDo8nJgK3ialHoTDVU9+ftRr4quvXAqO9MxcerprLreHmw5Dy2mxYfYGq9uYUE9+fqSHSUlxzEBvmpCVRRmzsjLKllX1V6Fvog+FyYX8HxCJMDo+jrgjRxDswWWeUEiFkTZ03lOQKqW43H0Z+QkOCBMyMug6a7UWaSC94V6SkRAgNBR44AFaG3gSp9tPY37UfIfKwwEAAwMIbzyHBV1f48KhEZsZrN81NmJYq0VhUBBucDJ3f6HrAuIC4xAdEA1vb4prxGJaY3z9NW3DGFHp2dYW2hIJRdhXX03ljmZufRVDNXjqnkT0XrtuilazFhw1iUVIVqt5B2KVmqG1zw8c56LOCGTsCADzk5aS5o/jqEvum2/anMU6OylhY+bBaBVNTU0W1BPHcajqr7IuvOaB3rFfKgUVGDz4IKXwTp6kYF8nEpSr5GgdaUV6hPtd7o3F1wMDA1Cr1dNOPU23+HpychKtra2IiIiekdZQ+uvnTm1NQUEBOI6DQqHA//7v/yIkJASMMTz44IN44oknAEA/+96m/wxjzINNhQz40QVGLq3o9YaKBQX0b7N8oLc3Vfn7+tJAOp0tNhyuetKXOs2b53JwJBKRIDhF1/jbGb/Abxu/RXJIMuaG8msHeKknb2/qT6bXf3V0OH3MnsCqVRQcZWcDR5qPQCgQIj+RP+hQ+/ujdNEihGdlAbt3mwpS3EBwMLGifX00r9oaKM+0n4Faq0ZBYoH1jYwRGws89hjRawDQ2zsVcGdmZlq8I5GR9NiPjjrtGcmLIfkQagZqnGvqGRkJPPAA1mT2g7tcjONv1fFeFI7jIJBK4csYXklNdep912g1uNR9CYtjDErbnBzg2Wfp3/fdZ6BUcnLsaGwYIxpQXyIP0OzAcbjcfRlakQA+H+0GbrsNTKHgDY6GBQwMQIiW/+ZXtAZj57EkDEuJZFuV6aTOCGTsKBKIkB6ebjjutWtJK/XWWzRu8FxnPRvmiE2WXC5HR0eHBfXUMdaBsckxg3+RA9D3zptigiUS6sO4dSsNWLqKmPqhemg5LdLC3C9OkkiIWlerHW+75A5mwsdIX4DEmHBG2tJ5qly/tbUVjDH89a9/BQAcOnQIGzZswAMPPAAAfCWeHl7SEX50gZHL0A+w/f0kKjJTpAYEUKPZuXOpwmg64HTVk3lw5IYQqqyMTrury/6245PjqOirwIYUfhrNoTYTVVU0MLvozeQOGKOqEH9/DkeajyIrdLFVg7i6ujokzJsH8c9/DqSmUhRjJsp2FXPmUKampMQ2lXWi7QSCvIMwP2q+4zvXj1AdHcDrr2P4o48gEYkQZqWlt1JJSQRPpPjPdpCj5rK4Zc59MDwcwY/fhdxFDJcPdGJk/3GLTeRyObZOTKBt2TKkO2lTUDNQgwnlBBbHmpYg/frX9Dz09FB1vn7SksnIWcDmJBYTQylXjqPAec8eXO64gDmhcxDoF0o0kElwRDSyFkCzSGQiuDZHUhRFqS19dJ6rMhzwMzJDWW8Z0sLT4CUyyqQnJ1MmJjmZbvju3RaLwZAQeoQcqUyz1vuwqp8ov8xIxzNG+rHVwuRx3jyKXHU21bUHdwJaLdLCPRMYAUB9fQsiIyPh54L9hTOY7sBoeHgYcrkc0dHR0Gpnpl+vXrPprhvL66+/DgDYsmULFAoFFAoFlixZgs8++8zaRza79438+CkwMkdICGU09u2zUF+GhhL9JJHQgsvTZom1tbVISUlxrupJHxzl5xsyBC4gOZmYxA8+sL9KDPAKwME7D+KWrFt4f9/V1QU/Pz8E26LM0tIoZXP4MOkHvifDqGu9XkRw7SO8ZnYm1JNYTOm1DRtc6nBvDQUFdNtKSqxfgi1pW/Afy/7D0hLBEcTEQLN4McYOHUJWeTk9uDyQSKjwqrKSYlZ3EOUXhatTr3bNX8bbGwVPrcYNd/ohaJHp86zPemVkZCDMBcpcqVFiftR8i5YvQiHw3nu0+Nmzh2IZgOoEDhxwwj8zPh5cRTkk1XVYHqzj4UQis+DoOQhra9AlFCJco4WtJhPBfkoE+qrQqguMkqOiEB0aioGBAVTq+vvZAsdxGFIMYUHUAstf+vlRB+2NG0nwZjZ7MkZZI3tjweDgIFQqFW8VcONwIyRCCVJCUuweqx76wIi3dkC/yOrsRE3zeQT3jyOq3YGGv3YgFpPwt6mpA3Pt9NnzBKbT4NFciqE3eJxueCpj9Nxzz4HjOHzyySf43e9+h7/+9a+Q255or3bvG/khfFpnaf9jwZtvvvn0tm3bXN+BQEDCm+ZmSjPHxVFEZASOo7GurIw0K5548MbGxtDS0uKUo7LJMaek0CCsUpEPj5MlJV5elBApKaGESEaGkQswDyRCiekqVAe1Wo3i4mLk5ubaNnMUCCjAmJignh0TE5SOm0FbWMYYkmaFoK4kAtXVFKcZv9iXL1/GvHnzDO7pjBl6qykUpKJMSHBrmcQYXffcXOvPUUxADFLDXHQMZwz1Wi28wsIQWl9PSuO5c3lvblwcdZOorCT/E1cHuZiAGKxJWuOyUN3LiyFyYSyYnk4+cQKjHIeltbXw1mqxyUkKTY/ogGhsmbcFPmJLLWFwMDGQ+/YBR44QczN7Ng0BajUNCTbBGJCYCJaQgE01aixt09JOo6LoWb/uOqChAay4GOKzZ9GRlYnE4BDYOgvGgP4xLzT3BGBp2gAYYyhrbkZVWxsyMjLM2yXwfJ7hlsxbsDh2MX9QrX+ec3MNQptLl8gElzG0tVHCcYUVRlSr1eLixYtYuHAhJBKJxe/zYvJwQ/oN8JM4noERConSjY+3MYQFB2N52hW4olWAoPOlpKVLSnL5PZRIAKm0Hrm50QgNtVLc4EGEhNBCdDqklm1tbRAKhYjTtZMKD6fvCprm0/LxoQrXWbPcz1Dt3bsXmzdvxsqVK/U90mx+9TPPPLPj6aef9mib9BnNGDHGVjPGioz+NDLGXmKMLWCMHWOMnWWMHWCMhei2D2aMfcYYO80YO8cYc8FZwwVIJKSFiYig2m4z0S1jNFh0dlIW2qxYwml4tDjadJkAACAASURBVLnqmTOk6LXaIMw6QkNJS6VU0gqaryKlfbQd935+71TzRnPoq54cEsELBFSVtGoVDcjt7U4fszt4+dzLaFEUY+tWGlt37TKkhHt6eiAWi61ST2hrIzOod95xrrkTD7y9Dd0yTp0yzRydbj89RUm4Ar3hXuyWLfRMj41ZbTQqFALXXksU0qFDvJvYxZB8CF3jDvCxDuDMGeCrz1VAcTGePnkSZQoFvnIxWtNoNVCobdcS33knWViNj9O/VSqq3KyudqI6KzmJ+LhZs+gi6j+oT0vdfjsECgVyn30WYgeqMxMjJiBXCtE7QoGsKwJse73/piLyigqi1t57Dxgbw5o1ZK5uDS0ttqknxhhCfUJ5f2cLW7bYD0Qls2IRv/0/KVNeXExlpi5CKBxGQsIgEhOjXd6HM4iLc88I0RqUSiWamppM2i7Fx9PabboREkKLaU80NvjLX/6Chx56CDt2UDVjRESErUW2GIDHG8DNaGDEcdwxjuPWcBy3BkAhqOzubwA+BvA4x3HLAHwN4E+6j/wNQBHHcSsAPADgnRk7WB8fGh0XLeJduqSnkyawoYFWme4wQV1dXfD19UVISIgbB6zDypV0cN9845JJ0axZlGFfssTAvRvjUNMhlPeWI8Tb8lj5qp7sQm8wtH274Q2eAVqtbbQN75a+i5qBGsTH02Dc2kqVSRqNBjU1NbYbLqamUrni4CDVqTrRzNUaqqosjc1fPPMi/nn+ny7v08Rwb/Zs4JFH6OYCvHxFdDQ5WHCca7fh85rPce3OazEsd5/ikEqBCyVinNx8O16OjYWA4/Bqby+YCyuR0t5SrHlnDS53WxdzMUY+StHRFKAGBlIZ/65dwO9+BxQV2e/8/uTBJ/HfF/5C7t733EMvkVZLaRChEIN//zv6N22CQKGA/wt/s7uqSomW4q51TYgMoqBOrzM6duwYtHZcQl88/SJeOP2C7QM2Rk4OZba6uoDXXkNIb43VTIO+6ska9dQ60orfH/m9XQNYa7B1WdpG2/D3M39Ht6yPqijuvRcoLNQfmFMrVY7jcPlyJUJD52Nycmay1V1dTrU3dBg1NTWYM2eOiRSjpcUx3ai7GBgAmprc349cLkdYWBgaGxsxNjaGW2+9FVKpFGrrjRRbOI476P43m+L71BjdDeA7AP4AhjmO06ud34JBUHWV7v/gOK4MwBhjbIY8Q0E8/KZNhn4SZkKU3Fya08vLadB0BcaGex6BUEjL3owMMik6fdrpXSQkkHsBQOJL43Lybxq+wYKoBbz+NNaqnhyCXqNQX09CJytaGE/haDOZ3a1NXguAaLRNmygObmhoQFxc3FSvJ6uYO5cmP7Wa3JDdrLJbuJBu23ffUUKqbbQNrSOtjlejmYG311NAAEUAQ0PAK6+QxsssArriCgoUXbmNZzrOIDUsFSE+7gf5K1YAQhGH7Q2t0DCGbVotci5coNJQJ6O2i10XoeW0mBNqW4cXFgZ8+il5vwLESpeVAS++SMVcISEk1uaDltPiYvdFoo6EQgMFf+wY8Npr4KqrUVlTg6Dl1DtOGxlpl4f3kWgQEyqfoieSo6Km/IyqeR0oDTjScgSDskGb25iAMQqOtm8HgoOh/mg3Tr1RwTuJV1dXIy0tzepKvrS3FN80fMP7O3v4/HPgnzbWAiU9Jfio/COotLqBKSGBbpz+w2+95fBCpa2tDRwXgY8/9p+xItkTJywcHtzG6OgoxsbGpig0Pb76ambqW4qLyaLOHVRXVyM0NBTr169HYmIi1Go1du/ebU9jFM0Y87i3wsx19DQCY0wE4HEAawFkAJgy1OA4Tqn7PQCIOI4zvirdACIBmFgtMsa2AXgSQHBwcLBTaWZHEXXoECRDQ+i+8kqojUrpOQ4ICwvExIQMRUXOtwdXKBQQCAQ4444FNR/CwhABwPu999A5NgatvUme99gE+OyzOMyapcCaNX3oUXaitK0UW+O3WlxjtVoNpVKJcjcrtvyamxF+/DiUJSXoveIKaKepG/SHNR8iFKGouViDGhgojZoaLWQyGYBgdDg4UorS0hB25gwGSkuhcdPZOzhYgP7+aDz/PIP/8ncxPj4OYacQRQNFTu9LKpXC19eX/33QaBCm0SDg/fcxcewYBvLzwZnRVIODEgwMSJCW5lhTT4VGgRP1J7A+ar3H3sHaWX6o8ppAgBa4UijE+aQkMI0GE8eOObWf/bX7EcwF4/IZx5wsX3oJmJwUoKnJDzU1AWhu9kd9Pf158UUBgoMrsGqV6UKpTdaGnsEeiAJFJucvkkoR0d8P0Z//DJ958zB04gRmAajfuBFdEvvU4OCQF5pag7BoQR8EAiAtIwPdp05hx44duOaaa3g/M6wcRkN3A3JFuS7dCzZnDgLHpHjnhBBzR0uxZIkhA6jRaKBQKDAyMoK6ujrezx9oOwCVTIWm4ia0sBanvru2NgR1dQEoKuJvIfRl25dQyVRouNyAJmaapvBVKBB2+TIE589jaNEijKenW43wOY6DVCqFUhmKlhYvnDzZh44OGe+2nkRVVQRGRsQoKvJcKmdiYgLe3t44ZvZe1NbGIjRUiaIi9zPatnDpUija2vxQVOS6HEKlUuHdd99FcHAw+vv78ac//Qkqo1X5r2lFMglAr9NQgai0XBDT5DF8L4ERgJsAnOY4boQx1gsKdgAAjDEvGBwu5YwxL47j9OmDWQAsLMc4jnsTwJsAkJeXx+ktxT2KzEzg7bcxu7GRykaNcsxr1+qPg1b6jnYokEqluHz5MvLz893XFvFh7VpgdBSzQ0Kgc4lzehdhYbS6GRvLwEjsqwgKDMIT1zxhoh3QaDQ4ceIEVq1aZT/LYg9r1pDmaNcupDU2Ep3pYeVgr7QXQ3VDeGzJY1iTs8bkdxcuXIBanYMLF0Jxzz0kyHUI+glKq6U0gxuVa/Pn06L32HAfchJzcNPGm5zeR0NDAzQaDdLSbJQzFxaSFu3gQcqD33qridvn55+Twd9115GG2B6Otx6HX6Mf7lp7l0XllyuY0Ghwm/AsoAFulaXi2qvNnOBLSymzuHixzWdbrpJjoGEAt2XfhjVL17h8PBoNZTKeeAJ4+eUsbN9uyrJ/VP4RAjoCcM/GexDpF2ny2cnCQtT+4x9YJJdDoBvsEycnMUtpv39Z9bAPLlUFI3rWEGLD5LhybiqKTp1Cf38/rI11h5sOI6AlALeuvdUpHyETrFuHvDcAP18Oa4b3UdVdbi5OnjqFxYsX2/Ra27F3B5aHLkfhWivGqTYgFpPObfnyFPBJFd/7/D0sDl5sfd833ADs34/kujoqc7v+eoNBkhHKysowZ84c+PnFo7wcWLgwaSpTOJ3o76f3as0aFwsqzNDR0YHBwUEs4Dn40lLSGU3HlGiM0VF9w27XCZ3x8XGUlJQgLCwMG3XeYI888gheeeUV4/nR+InYDUqIuOG3zY/vi0rbDuBdAOA4rhGAP2NM76p1JwzR3xcA7gUAxlg6gACO4zzAZLqAiAiapCcnqSSNR3B7/jxpcR1NmrhFPTkCgYBy/xxHpTZOrrIBmnMKC+kFG22ei9uz77AQVDpMPTmKuXPpWo+PE0Vlpe+Xq+ga70J0QPQUjaZHf38/OI7DypWh8PMj3b3TPcRKSuiDX3/tfKdYHWbNArbcMAmFXy0KEpyn0RQKBTo6OqY6U1sFYyQouu02otbMaNf160kYbtZG0CrOtJ+Bj9jHOb8lG2iRyyHQqJDGfPHbbDNhLMeRiPyrr0jkZ8M+vLS3FGqt2q1g7cgR8nl65BGaZPr6qJ2e8XW53H0ZMQExFkERAFTX1yP87rshuPlmw3PhIF2cEEF+Ru39JHJepgu6T9ronVLWWwaJUGLVgNVRhIcD/T0aege/+AIDr76KUG9vm0GRUqNE3WCdywGZvmSfz2xUy2lRP1Rv29jR35+C/GuuoeeaZ3w1pp70WsqZahbuSR8jlUqF+vp6q1KMmfQxcqdUX1+ApJ8TASqAeeWVV4wbyALAMxzHMQADAG7nOK6bc7h5oOOY8cCIMRYJYB4AYwvhewD8izF2CsC1AP6g+/lTAK5ijJ0B8G8A983goVoiOpoqe6RSmi3MsGgRZYv27iWpjC3YrXryNMbHqbfTkSNOv5X5+eRxo6xej3X+j5v8TiaTobu7Gyl6+2xPITGR9DtZWaT18iAWRi/E/q37TbpyG/d60lu8TE4Sb26vZYcJcnLoYp07RyWLTn3YgOwMLxy+5yDuyL7LruDXHJWVlbyGe1Yxdy71BbniCvq/bobw9SXbpo4OKhq0hwcWPYAXN7wIiZBHte8CfPv78UVkJL5dOh/JiWaTG2Pk37VmDUXtO3ZYVUYnBiXi0SWPYuGshS4fS1AQrfJ7e6nHnb8/tcz4+GPDNqsSVuGO+XdYfHZ4eBgymQzR0dH0POeTyzpTTELQ2Wk3gPbz1iA8cBJt/WQbkZGQAH8fHzQ3N6PTSo+iKP8oXDnnStP+fy4gIgIYnRBBefMdUBcWYvzyZcwrKrLa2BUABmWDSApOQlakaw7StryMBmQD8BH52PfIYowG5Mceox1qtTT+yWQWXj/6Cf3/x8Corq4OycnJvHYJwMwGRu5UpPX09MDb2xsLFy7EBx98AI7jEBISgqSkJBQUFBi3mklgjGUCmFYDAjYNwdb3iry8PO7ixYvT+yVtbWRCwbNqmpykrNHAACU9+Eol9dTTsmXLPJdlsQeOo2Du8mVDTwwnMlWlPWUYaU3AqrxgE73ohQsXkJiYiMhIy1WyRzE4SMGdm3WuSo0SIoHIwteFj3qqq6PAKD2d5mCnEntnz5L4PTaWVq8uBnf791Pl44MPTnVDsInBwUHU19dj2TInXaf1UCiAf/2LVOCFheDA8O675Ar96KPT5/pujsnJSZw+fRr5+fkQiUSQSqnAYeVKSoKaoK6OnBkFAkrpTINzsVwOvPACZVA3bSKq84EH6FgqK2nNxAeO43Dy5EksWLDAkGX5y1+A3/4WiiuuABcUDG1EOJRLltq8wQcvR6OiNRhPbKmBUMDhpuf+jCOlpdi1axduvvlmj5+vHtXV1Fpt+3agr68coZOTiD1zhga6J55w39GPB6OjtK5YtMigqTaHltM6Z3ja0UERrY8PepYsQW9Q0BT1xHF0D2fNogzZdKOvjy6fcbckVzA+Po7i4mKbUoz2diqwnu7z6u2lc3LFGkCj0eD48eNYvnz51Hz4zjvv4N577wUAfPHFF9i8ebPxOcoBeIMkN3M5jvO4z8tPzteuICGBgiKtliT/RilxLy/yAgoMtJ4w8Dj15AgYo9Ty4sXUkNEJoxotp8V/Hf4t9o88C6GQVnJ1dQbqadqDIoCCjPffBxzwfrGFr+q/wsYPNqJvwtDrwBr1lJpKxsA29JvWsWwZdbofGrJf420GjVaDB/Y/gCPNR5CXR5SCI5YQHMe53+tJLKbg88QJYNcuMOUkrr6aGDdbj+uptlPYVbELWs41+tAYXw4O4q5LlxAxe/ZU1RPHEUvJyx6lpgLbtpGNuFlQNKGcwNHmo5hQutcEzseHvqa8nF77++8HrrwSGB6mAKl9tIO3AqytrQ0hISGm1JM+umQMqiVLIBgegdd3hyCw0dQ1PmICYpEWYzIKRJbpAvhTp05ZbDupnvTIfQAomfjf/w34+IxhdHQUMYsWUZR0++30rOitCDyIoCDKVNpKpjvtAh8XB2zbBo23N+T//jcyGhunUkSMUSJvJoIigNoCuhsUOep9Fx8/M+cVFeW6X1J9fT0SEhKm5sPFixfj3nvvRX5+PjQaDTZv3mxeQOADgIHE11e4deBW8FNg5A66uig9+9FHJhGQnx/1VfvZzywXVNNGPTkCxoCrrqJZztoSlwclPSXom+jD+tnrAVA5+c6dWhw82DTtDRencP31dMy7dlFtqIs40nwEvmJfRPgaVLPWej0BFN/ou6wrbPsDWiI9nVbVegW3gxNIaW8pinvoHGNiaJKoq7Pv2dnS0oLw8HD4u5PWEQqpa/yVV5KGZ8cOhItGsHq17VT5Z9Wf4cPyD8Fsejnbh0KjwWO1tditVOKIEQcQEEB2BiUlVi5jaCjdLICyA59+CkxO4lL3JTx56EmrhqTOYMECClKbmuhV+te/KHH85ZfAg8+ew5177zTpYaZSqdDU1GQpgNcFb2xyEprEREyuWwd4e0Ny8gREVkrw02LH8OjVtQjxp8l8WZp1ndGnVZ9izTtrMDbprEDOEiIRIBCY9T6USAzjx5kzpEgvLZ2K3Lcd2OaW9xZAMQtflfb/HP8fvHrhVdd2GhWFmvx8+KxfD3F5OY0lOrS2UtZjJtDZ6fb6bop6Cg21baBZUUHZ3ulGYyMRKc5iYmICvb29SE429Id96qmnUF5ejuPHj2NkZAS33347rrrqKr6P+wO4ztVjtoWfAiN3EBdHFRBtbcS5GJlQBQUZqtMqKgwi3srKSoPh3vcBxigNop/tu7vtpiIONh6El8hryk9n0yZAIBjAxYspGBx0gN/xBHx8KNpMSaFyKZ6Vsj1IlVKc7zyPwqTCqVXW4OAglEolouyUXdXXUwm3FUmHdejLasrLgZdfdqjR7/HW4xALxVNNWJcsoSK3776zbtY2OTmJlpYWE9dbl8EYGVndcQdFIbrOso2NZIps7rWm0qhwsesilsctd7uQ4IX2djQrlUj39sZDMaZVaKtW0aNq15qrr4/cMt98ExfriiARSpAdle3WcQHU0+6KK2jFD1C8+8or9O9v/7kJswWFJufPZ7gHwBAYKSjTzAUGYrJwHTRJSdBaoQEFAtOsZe6cORAJhSgpKcG4WSFIWW8Zgr2DrTZGdhZ79/ajujqKv/dhVhYFSXv3Anv2QCEdQUlPCYQC9/okvfwyFUsag+M4FLUUYUDG09jQAYyPj2NwdBRRt99OppD6cmKVCns/1bgypLiES5fc8zHSG9A64n23b5/Hel7bxKFDLg3JU2Jr4/nw2muvRWZmJnbu3ImUlBR8+umntryM1jLmShNJ2/gpMHIXWVnkhtfcbNpTQgeZjKQ9778PtLbOIPXkCAYHSSyxb59VAahGq8F3Td9hdeJq+Ir1QZACeXm1SEwMw4cfztxKCxIJqaKzsmjJ5aQD8sm2k1Br1VPVaMbUk70JPSaGqKSPP3axA8js2bSTTz8lPshGMHq89TjyovOmrjdj9IjFxlrX6VZXVyM1NdV2fzpXjvnnPzdYEWg0aGqyDEzKessgU8mwIt5KUy0H0aZQ4H91boL/TEuD2GzxEBREWZtLl/grlqaQm0tBtEKBC2c+Q44kwSOCcJGIgjNjVuy224Arr5FBo/DDsf9719T9GRsj6snccA+AScbIeOeqvMXQ6vgIYUsLBGatiMpbgrHj4GxotYCvlxfmJyVDq9XirFkqsbyvHNmR7geCAPmTlZT0QypN4t8gKIhcvgsLgcpK1L7+P9BOKly3CNDB399SfN0v68eIYsSl5sQW1FNCAi1sAeDwYUjOn4Sqd8itY3YU7oqvzaknW+C4H25VWl9fH4RCIcJ5uL67774bt912GyZsvugAqHzfMw+7EX4KjDyBnByiH1pbLRxXfX2pIeXQkBYvvzyE1NQZop4cQVgYsHo1pcH37OENNCr7KzGiGMH6lPVTP6uqqsLChXNxzz0CiMXUfWTGIBQCN95I2Qyh0KkWAEeajyDcN3yqWsYZ6snPjzTUk5MUHFl3qLcCX1+arLOzKfVz4ADvcbeNtqFttA35ifkmP/fxoUUu3zw7MjICmUyGGLMMi0cQHk48llaL2ed3ImPyMo4XaU1kU2c7zkIoELrtXfTL+nooOA4/Cw/HWivtcVauJJ8nu04ISUkYufsW1ItGkdcot18m6iC0WhLq6mkDxoCtvz0OUcAQys9F4tVXaRI2oZ7Moc8KWeNmOQ7CxkZITp6EqLxs6mSFQi36Rr2n+qYtm0cUnTGd1ivtRd9En8csE+rq6jBvXhjGxkTWXzOBgPRd992HKkbZnPRw95z8+QIjPR1qs1TfCnp6euDl5cVPPc2ZA7F2EsrvjpHC393ml3bgTmDERz1ZA8fRqcxEYKRSOVeVpq8CttZ26YknnsCHH36I+++/H0r+csH9AI4AuAi4yd/z4KfAyFNYtAh4/HED92705CcnA0uWtEOpDMP+/b7OT6rTiYICErFUVFD5idnBzY+aj/237sfKhJUATKmn4GCDlmpGwRhRVFotRSkff+xQWfzWrK34j+X/AQETQKlUOk09RUWR1Kmzk6rFnB7cRCKiXgsKqDqwudliE5VGhbVJa7EqYZXF7xijge7gQUN63O4k7ElERmITvoWgrARf7zNkOwblg1gQtcCpLurmODw8jD2Dg/BhDH+34b8UHk6Nbnn8+ixQImsCwsORl38LZb8Aj9RJf/ONKW3QpDyL9Hv+AQD4z/8ETp7shb+/Pz/1BBhljKwERoxBuXo1NCkpENXUQlJUBMhkiA8nV+b2AZ2fEY/OqKy3DAA8Qh3qex9mZkZBq6U6ApuIi0P1wnhEhMQiwi+CSsvsfogffIFR3WAdGGOYG+acN5NGo0FtbS0yMqxksebMgWTDGqhmJVBg9O9/W7R/8iTcCYz4qCdr0H/HD7Fcv7GxETExMcZl+CZYtGgRbrvtNrzxxhvGPx4H8KHu399yHLeO47iVHMeVuHjYVvFTYORJ6DMPFy6Y0FMKhQJeXs24554QNDVZbW7+/WHFChJl19RQ9sgMMQExkAglvNRTRAQlQzQaskhyWqDsDgQCciRvaCDxi+2eOsiNzsWG2RsAuE49pacTa2DD3842GKMdPPggiVYAkxXq7NDZ+NuGvyEmgD/7wxhpi7/4guac9vZ2y6qn6YBAAGzYgMCtV2F1cClqPy5G6yWaPP6w+g94bfNrbu3+a51C9PdJSYhzgCLo6KBScltYnbgan/zsE2SsvZmOf2yMXBpdUYnqIBAQk9vQYHjcti3ahrd+cxXuuIN+9uCDPkhNtZEx4aPSzCESQbVoEZTLlkIwNgqv7w4hQDCBEH8l2geIYl2qE3WfO3duqnXC7NDZ2LZoG1LD3NOaGQfcERH0rjsSK2REZuK6tOtIQ1BURF15S0qcjgT8/YkuNf5YoFcgChIKjCh9x1BfX4/4+Hib1JPEXwJl9iKqJLVP37gFgcC1wKi3t9cq9cQHfVb1hxYYyeVydHZ2YvZsx12yjx49CgABAG7X/ehP1rd2Hz8FRtMBhYICDJ1lcFVVFdLS0pCbK8RDD9Fc/oPDkiXE1eTmTv3oVNsp/PrgrzEkp1WfLeqpu5tW0U4bIrqLvDwazLq6yOTPilX1wcaDqOqvAkDUk1QqdZl6KiggES5jLptbG5rmtrWRgrerC3KVHD1S2yUkAgElnRgDdu9Wo66u0XbbD09jwQIse2o9bsmuQsLpjw00jxtiW47jcP3QEL6aMwe/crCOuaiIgkNbzxpjDMkhyRAJdCP25KTBaOzsWZeX7dnZFMvqA7OYgBgsiV2Cf/wDiIxUoaoqCC+/bEPTpHt/bAZGOmjjEzC57gqoMzIBLy/ER0ygo98XHAdEBAVh9qxoTExMoFS3oEkJScG2RdsM5+wijKknPZvqyHu9NWsrtudtp9XSgw+Srm7fPspG21m4GCM1lRLZxu/XzZk348WNLzp1HjKZzCHqac0aUkMgI4My/+Hh9HwcO+Zy1ssali+nTLsz0Gq1qK6utko98UEoJBeLnBwnD9AF3H23oSjUHiorK5Genu6QAW1fXx/uu+8+rNUL5Q2YVmfknwKj6UB+Pr1pxcUY37kTyslJzNJNhPrip85OqvT/QflrJiYaOq/v3o0vqz9HcU8xAr0C7VJPcXFEM7W1kb7Y5YDBFaSnk5vm2BgNwGYXVaVR4bmTz+GTyk8sXG/dQVcX8OqrpGF3Gd7edLxvv40Tpz7C1R9dbbe0PDiY9NClpYMYGMiwrHqaZggT45D+1E1gP7sJ/3Piefzuu/9y60Hu6uqCv78/royLg5eDy9tVq2hhz5PgBEDuy88UPYOmYaMOQhERNFOkphIfpivpdxbR0eQOUFFB1NXe6r1QapQQi6X49a/p3j31lI0CRL3GyMHv5gICoNFlF1N92pA5dBKqEaLVlhrpjJQaJc53nodM5V4jVHPqSSIBfvUr0nbZwoRyAnKVUfATFEQRwBVXUJr8rbcc1u/Ex9NEq587tZwWrpgRV1RUOFQFHB1tpN/Tf+nYGNkRvPYa9Xvy0GAdHOyUWwoA+9QTHxijuNQR2tldxMTQednDwMAANBqN3SpgALh06RIiIyOxY8cO4x8/CmokC8bYtJ3ZT4HRdGH1anD5+Rg6dAgLOjst1GHV1bQYOX78ezk62+jvh7ymAscv7cG6uAKIBCKHqKesLGLkamsd76/lMSQlUcbrmmss3BgvdV/C+OQ41iavRXt7O4KCgjxCPfn6EmOwc6dL8yshMpIqvyIjceLYewieZEh1oL9VfPwY4uMH0dgYOd2Zf34EBqJ2NArvnzgGRV0rBaQu9FT4U1MT9tTVOVR6bIzERKrSO32aPwi/2HURB+oOQKE243a9vYFbbqHJuqqK+F8noTcEHBsDvqj9Cv/n7P+BkAlRUVGB+++PxbZtdCnuustKlmWqXN953jk1tB+bQ08h8Ni3ELS3meiMagZq8PCXD+Ncxzmn92uMhoYGu9QTH/bW7MXqd1ab+icJBBTF/vznRCELhQZVsA1oNETd6ZNMxd3FWPvuWlT02be70KOvrw8CgQARxp1+rW5LonoTBAUBDz9MD9tXXxFd72x/Hh50djpnxeYK9QQQvXXxIp3bdEKjoUpRe9+j1WodMqBVq9XIyclBXp6hmENHHzYCeAWGRrJPunHYNvFTYDRdYAwtycnAqlXwiYmxmKzXraMU59GjpFH8QSEtDSfWJEOhkmNjuRwjHR0OU0+LF1OyrLqaXIFnFLNmUaDBcaRQ1om5jjQfgY/YB7mRuWhs/32N1gAAIABJREFUbMS8ec6X+/IhONhgbr1njxuBoL8/NHfdiVO+g1g16AdBbZ3NzfX6j/vvj8EDD7Dp6IDhECa8GiDVDEI8WEA3/N//duqmnxodxR/b2vCkQABnrQgZowq1oSF+s7wLXRfgL/HnL+1mjCbre+4x8bJxBgUF1H2kpPcycmbloK+3DxKJBKGhoXjhBYrTi4uBZ5/l+bBEAgiFYBqN0+WN2uhoTK5bjxHvKEjOnsMq3XGfPHkSZT0kvHanIk0mk6Gnp8eCerp8meRZtp7xqv4qRPpF8vsnRUcbNARlZbQzGzPp8DAxzPpiwtrBWkiVUqvaO3PYq3oyR0UFJRAtzi8wkFy+r7mGIpp333U7HV5V5ZyPkTPUkzEmJ4luttHWziNQqWgh3GSnvXtLSwuioqLgZ2PAOnnyJMRi8RQ1DACff/45hojONI8Mn3L5oO3gp8BomqBUKtHS2orYu+8mcTNAqw3dm8cYVdfMm0eN2K1RAt8XDioqER4zGzljvhh84QVkJyY6TD2tXk2dx+2Ysk4fVCoaDXbtgvbyJRS1FGFF3Aq0NLZg9uzZHqWekpLIL7O2loJcV1E2VI2xIG/kr7qNHgob0FNPUVHBU2aD7R7vFmQfFaNnqD+n5gY0FdxjEDfbGyEBaDgOD+simifj4xFupQmmLcybR1kjPunKxa6LyI3Otd06IjGRMkhqNfXR+vprh6kekQgY/X/sfXd8VFX6/nOmT3pvJCGkkgQIBASkiKCgqKyFshaKDVdddHVxbeuqa9nV3dWvrgoKgoKgIEUQRVR6M/QACWmk95BeJ9PO7493bmYymZnMTGbC/nZ9Ph8+JHfunXtncu8573nf53ne7mYUNRVhVMioXqUnb2+iMTEGvPmmBcdyxnr6NDArnDhb+D4nAWs0S6BJGo6klmYEenigtrYWR84fQbh3OAI9nKdfWCs96XRUOrbl4ZVbn2ufTN/TkyRnq1ZZ5XqZN5LNq89DoEcgApT2DSqOlp5kMhuJLKEh7eOPk6GYSETBkVOGZo6Rrx0pPZljsMjXQmxvi3zd3d2N0tLSPm2XzGGqsJw5cybeeecd3H777dD3Dkavdf5q7cOvgZGb0Kf01NREteq9e3ueCpEImDeP5Px5ef9ZfKPU4FTcN34pam6cCVloKHwcMKVkjLLQABGyB9DBwznIZJQNGDYMFd9ugKqhFhNCJqC5uRlRA21SZAHjx1O7ipoa5xeTR8qOQCKSYOJ199EX2NJCrqBmqXutVot8s9KTkKwZDIdbU2RUZCAtKg6R/iH44dJQ6B9aSjPapk39Em0/qarCha4uREqleEGwiHcQIhFVaMaO7b29tr0WFa0V9vsqMUZB0okTFCDZ2brl25OZqKkBPFqC+5Sepk0DnnmG7oeFCy10ijdwDkVOlGbC/FVoU8nQEJsO9Q03YpwhkD5x7DhGBjvvk1ZXVwfGmMXSkyCEsqZMa+tuQ1lLGZKD7QiM4uMpyIiLI67Xhg19RBNyOU20wveW35hvt3+RM6UnYa1ksyTu52dsYp2RQa1QnFDc2SvasLf0ZP14+n+wAiNbCS1BgNSfCrjaYGq6f/9+/Pzzz1i+fLn5LreCPIw4ADDGLBueDRC/BkZugEXVk58fsRePHQP27et5mCQSMg6cN2/gjqiuxANjHsDdKXcjX6VC2DPPULDR3e2Qv4deT8mDXbuugkWBwSU7etRU/Nw0B7F7L7vN64cxUrTcfbfzg9DCUQvx7k3vGr2AWloodb96NWnTDcjPz0dMTAxkJhmWpCQiq37/vVVRnlswKWoSfjtiAW66iXxNi5oDKFK55x5ypAQszgANGg1eKiwEALyXmAgPB0sEphCeGZOvCHUddYj2jbY/MBKLKe03fz59kE8+IT1+P2hhxYBOivqcMIuqp9dfp0e+sBD44x/NXjSwb5kTgVFUEJHKKho8wAMCcE0CCSKqMosxsrjTIfWXAKH0ZG0SFhq6Wnv8BcGA3caOnp70wMyZQ4oNs143jBkl+2qdGkVNRXYHRpcuXXK49CQ8TnZXVIcPp7L9jh1EMnTgwRPu2f7GentKT7YgvL+77c36yxg1NTVBpVIh3A7G+fvvv4+XX34ZM2bM6LV9yZIlwo9bAQTDaOo4y4lL7he/BkYuhlXVk9DAVehubxIcyWQ0oba3k+LcdJC/GrhQewFqnRp5eXm9S0/ffUcXaK1hlxlEIuK5hocTN9fQ7WHwIBYDd96JtuQRkMcmWDfcc9GpRCKKZ7Ztc9zPKUAZ0LulRnQ0BRlyOdVlsrJ6DPdihFWrASIRKQL1ehqnByu4XjhqIeamzEVSEpVO4+NB1ysECefPkxLJLAPzYmEhmvR6TPfxwV0uaP194gSdRpi0R4aOxPbfbnfcyyc1lVRr3t7EUetnWf/E1AcwX7UGeo1l1ZNcTskQmYzi22+/NXmxJ2PkOBEvyKcbCpkOFQY/o2sSiawf3BiMmVUK8g5ysLbaX+nJ25s+hzUFZrRvNJZfuxypIQ54kQglqqeeMpaP8/N7Hh6h4qbWqbF41GJcG9V/BaW+vh5ardbh0pMQGNmtHwgIILHHzTeTUeuKFXZ3hhVuFVvPqb2lJ1v4Tyil9WnFYgfOnj3b8/OKFSuwatUqbN26VdhkfoM+4PAF24FfAyMXw6bqSQiOxo2j4MhMz8s5rZAGtf+YGVpULVi6ayk+OP5B39LT9Ok0gqxbZ3eUI5MRd9HPjxZWg/m58hvyMX/LAnznrUKs0J05L8+pFbW9aGkhdYsjZOzDpYfxdfbX0HOziTgoiIKjIUPAt2xB4Y4dSE1NtTjABARQ0qOoiJTF7kZRUxE61JS5YMxoQ9GrZKRQ0Ey6alXP/dKs0eDr2lpIAHyYlOSSDN7IkTQo//ILDcR9vkdHEBhI3/m999KMolZbNfyrq6vD8FiG5mZvqwmDkSOBv/+dfn74YZP737B6dqaUJhIBQwI7UWFwwB4TFw+xSIS84nIo73mIdvjsM5K82nET2lN6YowsfqyJOUO9QnHPyHuca1wrZEQ6O2kFtXIlUFyMadOIYO8l88Lvx/8e6eHpNt9mIKWnYcOApUsBK51oLIMx8hR49FF6ADzsM54cNw5Ytsx2Jsfe0pMt+PoCTzxBGWV3IiiIhAixsX1fKysrQ0BAALwd8AwoKChAcHAwzp8/j7Vr1+IPf/iDrZ5pU629MBD81wVGra1Xrxyl0Wj6Vz0xBtx6K6WQzSzqvb1J4iuVEr3Exb5idmFf8T7o9DpEdEX0jfIDAoAHH6QL3bCBagR2wMODbIbkcjKCHCzsL96P3JpcjI4bDblcThPc1q2U9bKTR+IooqMpQMnPJzsGe7ApaxO2XNpimShs+PKaRo2CPj4egYHWibXp6dRkdTB8S57f+zye2/tcr21ZWcB775m0C0xKotlGoaBg+tQpyNRqfM45NiYnI8VFcjpPT/rc588DhXXVmPnFTBwrG0CrdKnUaMryww9UWjPLwJyuPI3ff/t7jL2elMOXLll/u6eeojXFlSs0h3IOMn4BILbzGTLH+MQGXD+SzEC9FAoMGRIInU6H09XVwO9+R2OLnTpte0tPd9xBgYolHCs7hobOgRh6ge71+++nKHf9eiSW/ITYaC2q2qrs8mYqKSlBSEiIU6UnDw8i8julywgMpOs2NADGgQOkvLMyEXl6UjBhLTBypPRkC2IxXZqDrgsOQyIhizC5vPd2tVqNoqIih9ouAUBubi5eeOEFpKen4/Tp0+iyvZBVMsZiHLzkfvFfFxi1t/fuYzSY6FN6sgYhhSwW0wWbmIf5+VEQodeTbcZgckYAcogOlgVjePBwy6UnHx9KIQcGWm2Eagm+vrSqEFxYByN4/bngZ8QoYpCWlEYbPD0pfdXWRrWXGtsu085i/HiaqA8epADJFjo1nThbfRZTo60vfHSM4UJgIJJHjyYSxHffWcxiMEYlNWstoVyFuo46FDUVYcKQCb22DxtGg+SPP5psDAqi4Cg+Hvj+e+Tt349JqalY4ITKxhauvZZS+puPnEaLqgXh3gObVHowfjx9qM8+E1JSAIDvz3+PvK48pMSG4YYbjJxcSxCJqBrq7U2lzs2bAdxxB7hSCdmZM5Bk2+/NI2BoSAfiIyg9p+FadA2hGtDJkydpJpw7l24GxqjGaOVGbGhocKj0ZIkb09rdij/s+QN25e9y+HP0wZAhFNiNG4f2g6dR9NbXeGX/K1i2e5nNw4TSU0KCY33UBHR1kSWB0xYjQpSj01Fpbft2EiFYUK5VVdGtZGnodKb0ZA0dHeTzNSADWjvQ1ESfx/yj5ubmIj4+3ikVcHl5OaRSqT3fAQPgmo7JJvivC4yUSuLoDHbWqLW1FU1NTY6rnk6fJvMwExvs4GBSstjR9N2lqO+sx+mq0xguHW694SJAAcaSJcYO93ZCqOMXFNBE4bQpoh0oaynDpZpLuG3Ebb0fLsEIkjGa7OyQljsKgYwdHt5/NSOjIgNavdZi01gBly9fRmRkJKmeqqspNbJ6tdW6JOc0UJkoX12KjArSn0+M7N0DwNOT1FiXL5txlxUKtMyfjzdnzkRXaCipnlzcSTkoiAytfyk9jQBlAIb59d993C6EhxPvKCmJIr7Nm6FqbsapilMYFTEKHlIPTJ1q7PBiDdHRwL/+RT8vWwbUySLBXnwRAODx+edOdXSvqPdAWZ0HCtU1UETSw3VCMEVjzPhsHjkCfPklZb9MvndHS0+FhcBbb/W97RwmXvcHmQy49VbkjF2IdcVTkFOfT3wxGw9STk7OgEpPHR3EARswv1MspuzRrFn0ha1YQc+rybWXltKtZIno7UzpyRpaW4kq15PBdROuXKHPY7qIb2lpQWtrKyJ77MQdg1qtRlRUFCIiIhAYGGgeIOkAqAB0ANADcHlb9v+6wMhf1okFCwZX4TWgDufTplEN5PDhXsFRRATw0EOUoNHrnTIVdhhHSo9ApVLhjpF3UOnJFpRKYz+hH3+0YNZiHZxTZWLzZpfPjz3YcX4HGGO4fdTtfV8MDSXCh6+v25juUimJsxYtss0lOFJ6BD5yH6SFpll8XTDcixUK+NHRFNjpdKTRt5AJYIzip/373VO6zKjIQKBHIOID+hJDx4+niqs5d/nVkhK8pNHgQ2Hl8sEHLnee+81vOHRhpzE2fKxr1YcKBTl53nwzUF6Oi2dOoVZfi/QI4rxwTpNdf7S7pUvJ2LWhgYIjLF8OxMRAXF4O+d69Dl/W/guhOHIpBDnd5fCMouf1pCWC2Zw5xIU5cYICasNMWVJSguDgYLtLT56etJgxz0AIPQjtkuo7AM/kaLRHSdCm6kCS1pdWUxZSOk1NTejs7BxQ6clh8rUtiETkXffYY7TK3bWrV9Qg3Jrm85OzpSdruFqqNFe0Xfrwww+Rn5+PiooK1NfXY2/v56MbQDSAEYZ/Pzl98VYw6IERY+xFxthJxtgxxtgWxpg3YyyNMXaIMZbBGNsleBMwxvwYY9sYY8cZYycYY/23w/P06FF4ffqp+10/ATLc8/T0hL9DzD0DGKOBa+xYCo727+9lAglQ+n3jRvc3Z70x8kY8n/g8rht5nf0HcU5eO3v2EKnGjmg0MZHMLYuK3KOi0ul0EDeJ8eC4BxHmZWUp7+NDwdFUQwnLDeQ0Hx+qu2s0lKa39PYt3S2YHDXZahNWi4Z7ERE0ywYGEqM9M7PPcbNn00T2zTeuDT71XI8TlScwYcgEi4OeWEzdNhobjUFZdkcHPqishAjAszExFGhIpVQrPnHCZd97o64cVzrqMCZsnOsXRQaibcPChcjjteAijjFaWhgwRtXN/gw+GaMxydOTOMbbdiuBd98FACi+3gzmoGHgkMBOVDcqka0qQ3hYALyUSpSXl/d4wfRAIqGg7r77eowVu/PzHS49CYat5oFRzpUcRHhHOEe8tgEvL6AeedDrgUT5ECp9r1zZ62FyVe9DlwZGAgTu0UMP0SKMc6CoCCJG124uehxI6ckSBjswEhKUlZWV8Pb2hq9gZjdA6HQ6PP/886abPDjnVzjnJZzzHM75/98ZI8bYSAC3A7iWcz4ZQAWARwFsAvAk53wigB8AvGY45J8ADnLOJwFYCuBzu07U1gZx5hmo1TRvuJPwa8lwz2EItZexY8mtz+zpTEwkq4/Nm53KuNuN7OxszL5mtmMDjEhE/i9Cf5OffrJrohs9Gpg5kwi7e/a4Nia5fPkybkq9Cc9Mecb2jjKZ0Uxx5Uoqabqh+21mJqXpT5/u+9q7N72Lv07/q8XjbBnuwceHiPBjxhhJnyZQKin4rKsjrpOrwMCw6rZVuH/0/Vb3SU4G/vAHootwzvH7vDzoAPwuPByjvb2NvKOEBCrv7NjhkqhfKpLiNzELcXH3RLdYQ3DOkV1QgJhhMRglj8LofdnkzdDdjZQUyhj117cuJgZ4+236+fHHgfopdwA33ghRRwcUX2926HqGBHZBqxOhsKMFI5RDkR5LqjKLWSOAvu9HHwVGj0ZOS4vDpSeZjOZ3cy+jnPocpAS7ntjm6Qk0IB9cL0LcNbPoCxsyhB6mTZuA9naUlZXB399/wKUnIRZx+eJTJDJ2jC0sBNavB/txD6BS9RrzBlp6soTBkusLc5JEQgKkgoICl7Vd2rFjByQSCU6dOtVrO2O2LO0HjsHOGNWD0mDC0ygG0AqgiXMuNMX4FORuCQC3GH4H5/wCgFbGWP92pidPQrl3FxYNPwWFggRU7iKgCYZ7/Zae+oMQHD30EKUZ9PqeaGHECEoqXb5MnD53dK5f+8tabCjdAD9/J7x+RCKyyp8wgcgtdjYCmjSJSLOuHIw6OztxsvAkFMEOSDF8fCgoPXWKok8Xj47jxhkbuptW7gRZuSU1ml29nqRSin4CAuheOXKEJM8GJCTQxzp+3HUiPMYY4gLiEOtvQZvbsw8RjTkHPiu+gkOtrfAXi/GGqZ5XLieDv+nTScFj4l3iLMK9w/HC9KfgjSH45ZcBv10fCKWnKXFTsHbxdvjfcBt5M6xaheSgK+DcPiubxx6jCnpdHfDkHxjw/vvgYjHk+/ZB7ECKe0gg/a1/1/08ng9agLEGz5sTtpovenujadIkdGo0CA8IoPKUA+cMDOw7ln50y0d4dNyjdr+HvfDyAuIwE0tiXoFCoqCobPFiyn4VFkJz8SKKioqQ5AI9ulhM/9zJe0RcHDB7NkQ1VcCpU9CfOQdw7rKslzmuRsYoPz8fw4YN62VAOxDceeedSEpKgpqSBWUmL/3OJSewAsYHmaXMGFsA4CYAlwEoQPXB5Zzzu0z2KeOcRzPGajnnoSbbNwN4j3P+i9l7PgLqtOvn5+cX9M22bQg+dAiepaW4PHI6tuRPgVTKMXt2NTw9XZdy0ev16OzshJerWdJ6PYIPH4bW0xNN48b13NlZWT44fToAw4e3YuJE12r5X7v4GiQSCV5MftH5N+EcfufPQ+3vj0472zyYPrw6nUNcbovo7OzEx+Ufo1nbjNdSX+v/ABN45+Qg4ORJqAMDUXvDDdDb2WfJHnR3i7BrVzg4Z5gzpwoKhR5v5b6FBK8EzI2ca2F/GqHtDbiljY2I+P57aJVK1N1wAzSGsq5azdDUJENoqGtG/D01exDtEY0Un/4zBKcu+uDV2A50eurwRwBzrOwnr6tDd1AQIBKBaTTgTpQSOOco6ijCUI+huJAZhIsXfXHXXZXw9nZNlp1zjvb2dnh6eULHdZCK6BoVNTUIOnwYIlU3VnQ9DHmsH2bO7N+sq7JSgYcfvgYqlRivv34R92f+FZHbtqEpJQVnX3/d7tls+3dxCAzowrRJVTh24gReefttpKen45133rF6THt7Ozw8PCBra0Povn2QtLWhZcQINI8e3e8DmJ/vBZVKjFGj3GN3YQriIioREKCBl1fvv6OkrQ1tYjEkUim8Ghuh8feHfoCTcXOzFAqFDgqFG1aeJuANbfA+ehoBjWXojI1B9aRJ0Gq1dvd1sxc6HdDdLYZcrodY7L55XqNh6O4WQaHQQKVyw3wIykTNmtXL5LqCc+76/k4GDGpgxBibDmAu53yZ4fcFoPFyGOd8imGbHEA25zyeMVYCIIlz3m147RCABzjnVqVE48aN46dPn6a7YtMm4PJlVE1ZgN3FyViwwLpBmTPIyMhAQkKCTW8Zp8A5lRhOniTS5E039QyUR49SWydXtvw6dO4Qlh1dhmevexaL0ha57o0vX6YLtWNyb2oi76abb6bsijO4cuUKsgqy8Fz2c1icthjLxtuW+FpEbi6VR8aOpYtxIaqriS+dlARMu6UOt2y8BU9OeBKL0xb32k+lUiEjIwNTp051rKN2RQXd8xoNybXNvsiWFmMPO2fQqenEjHUzcO/Ie/HkhCf73f+f+RV4tuoyYjWeyL9xHMT9TfZtbWQGOWECGeY4sNQtaS7BvK/n4c9T/4wbhtyJ996jR6f3WOo8MjMzERISgnZ5O5bsWIJ3Zr1jdCrv6AC++QY/6W/EhbowPP20fQH++++Tx1FYGJB9vAX+4+PB6uvR/uQfoBEaT/eD9XUnUIEyvBA8D7XNzUh57FH4+PigqanJoht3aWkp2trajEo0tZrGmnPnqEw1d65D3Z+Plx9HVVsV5ibPdXm7nU5NJzIqMpAeng4/Re9MdktLCy5evIjJ11wD9v77VMe5/XbKyvz/AM6BM2egkclwtKEBk6+9FjK53P3pHTeBc46MjAwkJSUhwMXdwx955BGsXr3adFMXACXn3G1f1mCX0oYDMJ0lZaCymhdjTNCMLgLxjADgOxgsvxljyQC8bQVFvSAWk5Jk6FBEFBzCQw/oexRerqiU1NTUQCqVuj4oAujhmD2bRvaMDBq4DAHslCnGoMjOzhw20dnZie9zv4dcLsesOBe2nWlro0l6/fpe5R1r8PAgTu6WLc51ihdKT03eTdBzPWYMm9H/QZYwfDiVM2+8kX534cIhPBy46y5SJh0tIy29Jf+i7OxsDB8+3LGgCAAiI0laHhBA5DoTrkl2Nk3EAxHhna0+C61e20embw13SdR4oCYYMy4moeGKHWOYXE4knL17ga+/dqiucabqDABgXMQ4+PgQz+nsWdeQaU1VT5k1mdDoNIjxizHuYPDHum6BISg6c9Iui/cnnqD4r6YGePpVX7C//Q0A4LFhg909ZS7oL6JUWwPGGML8/REREIjW1lbkWWhOqNFo+paeZDIKKObPpxrZDz/0Oc4c3d3G73Vn7k6sP7/eLT0Ic+tz8dT3z+LnzN7umb1KT3I5kcplMlpZ7d7t9B/9wgWieLobtbXAwUMMnSnjkC8WU+np7FmyD3Eh56OxkWifbvKy7UFJCbB9ewPkcoVLg6Jz586BMYbVq1fjpZdeAoAzAFbC0BaEMeY2K9vBDozWA5AxxrIYY8cA3A/gBcP/qw3bfgPgZcP+fwFwC2PsFwBrADzo0NkEzfTixWBiETgnlc6mTQMjMet0OuTm5trmfwwUjFGm6NpraYL7+edeLxcU0OLaAZW8RWRnZyNfn49RoaMQ6uVC0z1vbxpsa2vpge/HqVIY37y9yXLFgV61AICioiKEhYXhWNUxhHiGDMxTJSyMVqAqFcmbs7Odfy8zpKRQ3HK49AiCFRG9J1iQ4Z5Go0FYf8Y41iCQskeMIKmwAfHx9N3u3Om8Si2jIgNyiRyjw/oXh3Z3d6OstBTv3ZKEOLUP7FKjy2QUOd58M7VuMZGW94fTVacR4hmCSB8ir153HfXpG6jAx9xwL7MmEyGeIQj3MpOGMwaFAhBruymtu3o1cOaMzcBaJCITdoWC1g/fhz4IpKdD1NgARa/Gapah53pkqyoga0xGSS1J7tPjrROwbaqeUlOJ/HTbbfR7Z6fF4Ky5mVqcCI9EbkOu6/yLzJBXn4f2dqDkTO/MZ2VlJby8vIyqJ8EUcuJEGis/+cTxZoUggaQLqG79QhBE1NW1o7GxEUOHDiVCVV0diUCOH3cJkbSxkYTC7jYJLijQYdeuNqSkuOY+0Ol0GDduHNLTyQ6jsbERr732OgD4AHjMZFfz1swuw6AGRpzzDs75Es75CM75ZM75jQbJXSbn/FrDtt9wzpsM+zcZfr+Wcz6Jc95Xl9wf5HJKR2i1YDu+QayiCoWFAyMx9zLccycYo1rAtGnGJosGxMXRJLtnD2XBnUFdXR00eg3GR4/HncPvdMEFmyEpiUwgW1uphtRPtOPpSbuLRLT4s1e9rFKpUFFRgehh0ThVdQrXx1zvmhWsXk8B0tatNFi5KHuk0qrw86UTEJVPRVub8To55073euoFqZRKIibNXOWadsyZQ3GGva1KzJFRkYGx4WMhE9vmcmS0tODnrCwkJSXBx0eCqVMpu9mrj5o1CP2nFi8mO+LDh/s9hHOOM9VnMC5iXM/fPTSUPv5AbwNB9eTj4wPOOc7VnMOYsDFW76/cYjk+Fv8emiEx5F+zfbvNzFdiIvDGG/TzI4+J0fzmRwAAxa5vIeqnpUeppg4q3g1NdRoKqmjxPM4KAbulpQUtLS22VU++vsZa686dNEmbyft8fCgZX19PjteVrZVuUaQBQEFjAXxlAUCnMSsvqJ76qIClUgqolyyhdKEwNjvwzMpkbiZfGyASCc96jrH34ahR1BogLo6UvWvWDNiZcbDI12VllQgI8HHJfHj8+HFIJBKcOXMGGzduBOcccrkc3t5+AJAAUrILeHXAJ7SC/zqDR6tQq4HKSow5/zlmja5DdjaJpxyd6zo7O1FdXW003HM3GCPljiDJvnwZ0OshEtHiOi6O1KuOJjWE0tPokaPx4tQXMSfJGjV2gIiJIS8PrdYuyU5AAAVHwcGWuzVbglB6UsqU2Hn3TptScocgNHlLTqbBykVyfq1ei0fGPYx4zMbWrca3LCkpQVBQkGvJi+3tdKOvWoV4z2qMGUMtcxy1sOhQd0CtU/dpA2IOlU6He7KzMbetDaUG48AJE4Ann3TQyT0mhrIAtxr/kMMQAAAgAElEQVQEqh0dVr/74uZiNHY1Ymz42F7bu7po4VBWZvGwfmFeeqpqq8KVjisYEz7G6jFSKVDTJEfxpPuAGTPIj2LNGpsp6qeeoliwqgpYvmUicN99YBoNlBu+sHl9Od3lYAwYIY9EZQM1ME2Po8DINGPkVJuJqVMpAvr8c/JWM1y/SETPaGOj0fF6eJBrpNnmyG/IR7RXAjo7Wc+fvl/V07BhxjJ4bS1l7uxs/SOTud8rDoDBZ68dMplZ6cnbm5Sa8+ZRas6JrJcpBiMw6ujoQENDM4KCnPDws4CzZ89i3LhxUKvVuPfee/H+++/D09MTHR0qAMgHVZjcjv+dwMjDg1YTXl6YlLsWU1MacOaM4x4v2dnZfQ33BguVleQ98M03gF4PiYTKBVFRtDB1pFG3UHoq7SiF2wn44eGUphc6UPYz+oSHU3CkVFI8Zav0I5SehF5P/kp/hHiGuOrKaaabP5+u/dSpPiVNZ+Al88IfrnsQD/9mBMrKaN7p7u5GSUmJy1xvjSfzMrZAWbsWsyIvwdfX8cWop8wTO+/eibtH3G1zv3+Wl6NErUa8QoFrDN4yEglNOnq9Y/cofHxo5a/Xk8Pp+vUW006RPpFYNWcVpg7tzdeSSKgbgy31ui2Yl56UUiWWjV+GayOvtXpMTAwlqXPzGNXz7r+fyuECX8zCsyYWU0lNLqf/f5z9HrinJ2QnT0Jy8YLVc0mYGCnyaKT6+6CuRQGNlmF0XBxEjOH8+fM9zTeF0pPF3ofWEBnZ43mEw4fpwgx/PEGyX9FaAcaYWwIjrV6LoqYixPkmgnMKctva2tDQ0EClJ3tABxHn4PDhfhc1UungdBjgXIf6+nrEx1sw12SMyuBPPWUkkx4/TmO/w+eh/905VWVlZSEyciikUtecZNmyZTh16lSPh9tTTz2F22+/HXV1zQAQB+ALUBsQAIBgBu1q/O8ERoCxfb1cjhnFazAppdkhEcOVK1fAOUdIiAsnXkcwZAithi5epPKOTgeZDLj3Xsoe2TvuCaUnHsCx6JtF+L7APt+hAcHLix76hgbg3/+23Y7cAGE+tOaObVp60uq1+OOPf8TJSivmdgMBY+RGeccdNMkNAJxzHCk9gk5NJ0aOJPHb0aPAnj2FSExMdLrXk02Eh5OhYlgYlLu+xrIRBzHKibaLjDGrDt0AUKZS4W+G0stHSUmQmI3ImzfT39PhpJtIRGmnykqLne5lYhnSw9MRoOxN/JRKyf8yJ8f+sqyA1tbWPqWnAGUA7h99P4b4DLF6nFhM/lF5eYbPOXQoXQRA9/yWLRYzAcnJwF8NPp9LXwhC23L6xWPdOqsrg1le6fgw/DFEBqqg1zPUNivhpVAgKTISWq0WmZmZ0Gq1lktP9kAgZi9YQNdgyNIIGaM7h9+FQ/cfgq/CNQ7HphAzMb6e/zVuj6dAvK3NiaxXTAyZQqam0urj009trghkssEJjEpLS+Dr6wuZzEbpSeCBdXdTZP/pp5S1diCl5e6MUW1tLcRiMby8fAdss2KK1157ree5KygowCOPPIKQkHCAfA9VMMYtGgDXu+7MRvxvBUYARQ9LloB5eWLWpPaeClV/YgCh9DRg/sdAMWUKkbKFQVarhUJBzz5AZYP+1GpC6WlfyT6ImAiToya7/7oFeHjQ32DLFiKn2oBIRKXCrCwaE8xhWno6U30Gh0sPQ6UdWPrZJkaPNjav++47u5RH5rjceBlP//g0fiqkD3TzzUBYWAfU6i5ERES4+oqN8PKijOmYMRB7e4BzKr/aQ3LXcz3mb5mPbZe22dzv6YICqDjH/KAgXG+hPU5aGs1L589bOLg/pKVRCxeplMj8J0/2mON9fPpj5DdY7h4/bhz9ufq51XrBWu/DExUn0NrdP5N1+HCq/PVRALa3Uzn5448tZgCWLweuuYbivj9V/gGIi4O4ogJyC1lKPdf3GIRGBHTCQ65Fu4qCalOjx7y8vIEb7qWkUPbIwwPQ6ZDccBQ3TVNBpwM8pB7Ov68NMMYQ6ROJa5JD8cgjgFpdA4XCCdWTUkl8u/nzKeN1wXoGbuZMSmy7Ex0dHZDLK/D2236wq7WbXE4XlZ5OmaOVK+025ExMBF54AXDHOl6n0yEnhzhSt9xC8aerUF5ejldffRVarRa33XYbbr31VgAtAMBB3ocCpLBujzYg/O8FRgAteR57jNLFALLPqfHhh7aTGELpycPDPQOBQ7j2WuCWW2hZWljYs1mvJ77nhg3WF0ampaefCn/ChCET4K90SzbSMpRKytrFx9PF9tN+fvJko6G2qZuxWq3uVXo6UHwAComiXw6MS9DaSt/92rW9vn97cKTsCABgSvQUAIBEwjFixDncdFOCWyTPvSCRkFP2NddApQK+W9+Ab7/q6Jdnl1ufi+KmYpuT4N7GRmxvaICSMbwb37e5LEBZkSFDqHztlDIuNJTsCBISqKyp1aK4uRifnv20h+9ijoAAutXOnLFfiVpVVdWn9NTU1YTf7/49duTu6Pf4hARg5EgLirjx46msyTnxjswI/RIJ3VJSKbBqjQT77ieOkWLL12Bm0qLzqmLcXvY6crsr4KnQ4Yk5eRgeSfsIPKPjx487VnqyBeHerKxE1OUDGH7iHSzfej/OVrtHxrWvaB+252yHhwcQGqpDUVHewNoupabS7D1tGv1eUdFnNaxUUuznTmRlZWHUqFQolSL7S1wKBbU+WLKE7peNG+2yQBGJKK5yRymtqKgIERERUCqVkEiMXHdXYPXq1Zg5cyYkEgny8vIMJrccACwNkLNdd2Yj/jcDI8B4t2RkIHH/x4gK7MS2bcRtNodQeoq3MuBfFYwfT8GdiSeJSETuBCIR0THMG1Gblp4uXbmEqrYqzIybOcgXDhr5776blBj791tsgipAcC1ISQF+/NFIMs/JyekpPem5HodKD2FS1CTIJQNszWIP/Pwoe+HnR4OUA+mIo2VHkRycjCCPIAC0OvLz84O3tw8OHaKvw61gDGAMSpkOs7Q/oGznOZzdZZu/cKKCSDoTIi0HnZxz/LGgAADwUkwMIq2MkoyRh1NLi2MZnF5QKOjeuf9+QCrF6bIMQKvtQ7w2xYQJFBzZUyax1vsws4buUXusCuRySlJYzAhERVH2JSmJ0qBFvW3ZRowAXjaYlTy8ZiLab7gdos5OKDdv6rVfTnc5OrgKERLKoJjG1OMSaJw6duyYY6UnexAdDf7wUmSoVTh8aS9URw+6tkuxAd/kfoNtOdug1wM7dpRBIokZuOrJy4uiT84p4/vxx72aGJeXA/v2ueXjADCWnsTiIPz0kxOWRcOGUXB3330UwZE1uNXdq6tpzLRLDeoAurq6UFlZiTgDD+XcuYHbxphi3rx5mDzZWMWgLgBWeSJBjLEY152d8L8bGAmIjoZU3YF7uz9DsLcKmzf3vdcuXbrknOGeuyHkSMvKKE3U3Y2AAErIaLUUHJlyK0xLT/uK90EikuD6mOuvyqVDLAbuvJNUR/2UJ0Ui2lWw5mlubkZHR0dP6Sm7Lhv1nfWD+1l8fckvKC7OmPnqB82qZlysu9hj6qjRaFBYWIikpKSeXrZHjjichHIOYjFGv3gLYsK78fMHuWjbf8pq5i6jIgOJgYl9ODymeE6jwcKAACzvx5J92DCifljwH7QfjJG3A4AzGdsRVq9CRLl1VndCAlFl7Om4YE31dK7mHGRimUNE44YGK01llUri7SxaZHRqNtnxueeIllRSwvB86GfgEglk+/dDXGwMoi51lyFSEggfMaU4ims8sXpPPFo7JRgeGQWlXI6qqiro3dFYMSwMq7UJ6BB7Izm7lpQfLkZ+Qz4SAxLR2dmB3buBjo6+jZKdBmMUXMTEkKHlunVAUxOqq+n5c4dk37T01NZGyUKHhAgCpFK6bgDIz6fM45YtFqOf+nrKsg9Q3NYH2dnZSE5O7pkPL12yWaF0GCdPnsTixYvxwAMPYM4coVLmDwBakDKtAoDwwIgADHPd2Y1v+r+NiAhg4UIouluwULcOPvLuXpnKhoYGqNXqHtXTfyTa22nluX490NWFkBBSdXV2GhU55qqnR8c9ilVzVsFH7sIeKY6CMSJVSKX09O7ebXVUkkpJxRoczHHxYhaGDTOuhDV6DcaEjekpTw0a5HJK0U2cCNhh33Cy8iQ45z3XmZubi7i4uB7V0+zZFPht3+76VZ4lsMAAzHl7CrT+wfhhZQkFeGYTaZemC+drz9ssUVZWVmKEtze+GDUK8n7y9owR3WPhwoFfP+ccZ6T1GOuVALZlCy2PbdTLqqpsm921t7ejvr7eYukpsyYTqcGp/Xo4CWhtBT74wEYylDFjUHTlCtmSHzwI6PU9NCqJBPjoS38cvut9MM7h8dlngF4Pzjly1OUYLjcGCzKpHg1tclQ1eoCJxYiPs270OFAwBrR55MHDYxj8Fy4laT9AqzEXKFwbuxrR2NWIhMAEZGdnISYmGF1dLp6qvL1JtXL77ZRaWbkSsnbqP+kOArZp6Ul4RAYcs8bHkyVEbi7w0Ud0s5l8/+4gX9fX10On0/WaD13R49IUZWVlWLduHdLT07Fr1y4AwKZN2wDgPICbAZj6L5Rwzg+47uyEXwMjgNLb990HL1U9FrENmD1LZ8hUGktPbud/DAQpKaTbr6mh1U9HB4YMoWrPDENnjNzc3F6qJ5lYhlGhTkiT3IXycuD06Z7rt75bOfLzI/DVVz49k1x6eDpW/2b11QnyRCJiUAvqpTNnrEY1M2NnYtO8TRgeNLxH9RRlkmERgj+1emAGpI4gMEKOWctHImX20J4ymylUWhXmp8zH9GHTLR5/rKkJ+Q6qnjw96Wvr7h7Y6vxK5xXoxSKMnf2QkYi2bp1FCVpHBwl7rKX8bXn9dGm6kFufa9O/yBw+PmSgbldmzNeXCFgHD9LiprUVaWnAn/9MLz956XfQhoRDkp8Pxc4dqNO1oEnXjmS58d4J9VNBLOKoalCiQizGGENgdOrUKbuv2RE0inIRoE+myVmoGf7wA13/AHtQFDRQWTaIBUEsFiM01Ms9CwXGKDX3+OPAhAmQhRoaL3e5rtE40Lf05LLASCwmS4hHH6UV1Y4d9M8Mrpq69Hq9RQNaVwdGAODl5YUnnngC8+bNA+ccd999HwDEALgIYAwAT8OuEYwxF5DoeuPXwEjA0KHAPffAb/oYpKXTX/n48XLI5SFu6RbsciQlUfaivp5M2To7ERxMD2FZWTP27JEhOJhKT+vPr8f68+uv7vWaIyGBuCNXrlB62JwgBWPpadasKHR3U+uQK62taFcPQnrFHrS2kqPgp5+Svb8ZGGOID4gHA7OoegKoOjp7NglPXNELzx6Mn8Aw4sHx1A6CMbp2g6TKX+mP5ZOWWwyij7W0YMr583jdw8Nymwkb6OqiJIkpod5RhHiGYO/ivZideCt9aXPnUn3CAknE05MekcxMyxySmpoayGQyi6onuUSOzfM2467kuxy6vqQkivf75cnKZFQrvvNO+qOvXAnk5eG552jNdiFLjA2LfgJnDIotW+CVU4B7fa9HusLoNSIRc4T6d6GsSYkGsQiTY6i6cMZpMpd16PQ6BHsGwV81pvfkHhlJaruVK8lSxMnsUWVbJRgY1DVqpKamwtPT5lpp4PD1BW64ATI5A7q7of54bb/tXByBeenJZYGRgOBgIvXfcouxQ4JeD65z7cqqpKQEoaGh8PT07LVdr3c9wTsiIgJnz57Fli1bUF1dDYlECQCBoIDINAzTA7jdtWf/NTDqjdhYkkUC6MgtxIbPu5CRkeDeh9KViI+nGkVUVI9MgHOOw4cL0dIyDFu2MGi0emy8uBFZdVlX+WItIDHR2ApizZo+jrVC6SkqSooFC2j+fuGLrZj5xSy7ZNRuh48PDVA6HV2/CZP/Yu1FvHboNVzpuGJR9WSKMWOoO4Ct7g3uwC8ZDAcOgEpSn30GZGYitz4XOn3fFbSOczxucDKfEhzscEZVqaS1yC+/0J/bWYiYCFKxISgbOZIstv390eNHYDK5jRtHQYq5AbtOp0NeXh5SUiy3thAxEYb5D0OYl2P96xIT6fSWBB0WkZZGbt9+fkBJCZRKwNBXFi9tGoGuZ14G0+sRsWINloomYqistw473L8LOS2eiFFrMWaY+wIjsUiM18d/gpF8YW+ezJgxxuzFtm30z4k/7l3Jd2Ht1LVIjE6EUqmEl5ebAyMDBFqZ2jvQKO8dYPbLUunJ5YERQAua8eMp8wgAv/wCvv0boL3dJRmj7u5ulJaWWhQguSNjlJ+fjzFjxuCrr75CUlISOLd6Ag8A97n27L8GRpahUqF15b/xWNABtDfr8cUXriewuQ0xMSTJFomA1lZUXriAtDQZ5s5VoKAAeOfLs2jobMDM2KugRrMHUVFEag4I6KWdNS89xcWRgvXUlQPw6Ey6ulwpU0REkJmivz+ltE6fBgAcKDmA3QW7IWMyi6onUzBG7sIATaqDde/V1xP5tGbyXGDoUNTt2IiFn83BVxc29tn3k6oqXOjqQqRUiheclINPn05lQ2eyRpxzPLjzQezK29X7BcEgMz+fSKlfftkzOcfGUsxhHitcvnwZUVFRVlVPGy5swJHSIw5fY0QECaHyLVssWUZgIPDQQz1tLe69vgrpo7SorAT+z/svwNSpEDU1QfnhB31m1sCIDsRGtUKpFiE2LAxeSiWqqqpQY2dLDEcQF0cJarPkAT23DzxA8sPCQqdu3q6uLjTUNvSUnm64gVwa3I3ISODPr8kRu/xOyp6WlwMrVjidPbJWegoOBl55xeg95xb4+2O0TxFe9XkXfmf2DbjXyaVLl5CUlGTRgHbpUroXXAnOOebOnYt7770XbW1t0OlsloTHMcZc6jL6a2BkAc0qFaonTMBIRS1+K/0GV6q1+PLLwemj4zJwDu3mzVCtXInhAQEYO5b60f5c9BM6WxWYEj21//e4WhBSwwYzRV5cbLH0FJ5Qg26fHMyMt8x/uWoQOtzHx/eY2RwpO4L08HRUllQiJibGLsO95maa153p6ecMbryRMjnf7feA/t6FODGclurjT1X1Wvk3aDR4ySCdey8xER5OLhdDQmhyyMiwy5alF4qbi3Gh9gI4rHwxiYmkeCwqIrfsykowRk7j1dXGj9PZ2YmamhoMExrumkGn1+GTM5/glwrHozfGaMIQ2r3ZDYmEluCcQ7T7O/xzLEn13/qHCJXvbUSTlwTyixeh2Lmz5xA9AESpsCS9HEqZDiKRCGluKqe9efhNvHTsSSQlkf6gD0QiImQ/9ZQxe3fmjF0DqEanwUNbHkK7f3tP6cnLy8E+e05CJKLHlYkYpRcff5yi27Iyp4g61kpPFqh8rkdKCrBsGZCWBnb0CJU3bUj7baGpqQkqlQrhVhwpGXN9KY1zjkmTJuHFF1/Ec889h2eeeQYABIODLwB8AOAjAB8bfnYpMezXwMgMAgkz/rbbwObPR7w2F3dJvkV5iRZuEHi4D4whPzERgUFBkG7cCFRVYcJEHZr99yOaXwemc6EjlzsgjBwnT6Ltgw8QUljYp/R0qOQQvLyAeyddD2BwlFx2QyajWTEtDVVtVSiuzcU4/zTU19cjRpDb9gM/P/Kju3jRtXJYa1AqyTOqogI4mynCiRANAkKGIl4ebqwzAHixsBBNej1m+PrirqCgAZ1z2jSaL3NyHDvudBVl4qz6FwmKxwcfpIl57Vrg3DmMHw/88Y9G6X5WVpbN3of5Dfno0nTZ5V9kCUOG2GcTYPUz3HMPZkzT4bbEPLS3M/zpfSX+8mAMADJ+lOSQK22lWIwgnR5yDnR2U0CRFuuewOhC3QUwMBQXA4YOMJYhRE0VFVSaWrWq3+7FZ4vP4lzDOUg9jZy1hgbipTva1sVRqNVEEewxlvbzo9L+bbfR77W1lAG2Y5Viq/TU1UU2Ss42N7YXpXVK7BLdjq4FS5yOxOxpQLxvn00rOqcgEomwfPlyvPnmm3jrrbewdOk/AaDE8PIizvmTnPNlnPPHOOdPcc5dOvr/GhiZoby8HL6+vvDx8aGoe+5cpPIs3J+WOdA2WYOK1tZWNIrF8Hv6aZrU1q1Dy+UsTBuehmfvmg2FYnCyEAOFdvRolHl7I7aggLgvJhd9oOQAYv1jEe0bjfx84L33+vjlXV0YBpKjBfuAhkYk7jyHkVFRDvFxpk4lLs7u3Rb56C7HyJHkNbR3L0dG+UmMH34DRIsWUwajsxPnMjOxuqYGEgAfJiYOWK0ZHEwL27HW/Rkt4kzVGYR5hSHCu582KkOGEG8nPh7w84NcTo8D50BtLTWqDA4Otnq4I8aO1nDy5AAMLb29gUWL8PZL7RAxPTZv8McB35Fo++MyML0env/+NzQtLbgiFiFSp8OOjEhsOhRD1zyMLCRcGRh1a7tR3FSM5OBk/PgjlV77RVQUeTapVNTt3kpDV71ej4MXDkKpVCIh0NhgtaWFAiOHDRGdQEaGmeiBMaOF+dmzFNF88UW/JkS2Sk8aDcVXjjZydhT19YZEXeQwIi0KCtgDB6jPkh0TQFlZGQICAuBtaAhtCRcu2N2lxGmYtNe5CQAYY27sn/RrYNQLgupp+HATE7fUVODBBzH0znSBtoMDB/6zg4pevZ4CA2nV7O2NgCOn8e6sf2FG3FRotcCmTa51LHUH8ouK4Ll4McSTJhEZZdu2HlnRc5Ofw3OTnwMAREcTvWHzZouCsKsKkUKJkVETMaxTCv9t2yw00bJxrMHckrHBkfAzRqWfa28rQHN3I/kXCcHP8eOI27YNj1ZU4LmoKCT3IZg4B4FPZa9/DOccZ2vOIj083b7AzMODsneGclnz/rP48G8t+PHHkn57H2bWZCLcOxwhns43nMrLG5j6DiIRUhaNxdL7OqHXi1G36xl4vfUuMGUKRE1NkK34CDFqDUQAgny6caVVDrVWhLRY1wdGBY0F0HM9kgKTEBhIzWTtQlxc74auW7b02aWkpAQt4hYopAoM9TXy1oTbzN0EbNO+rRZx881EbKysJO6RoV+fOforPbmFfG0BvXyMhJPqdERc3LqV6vQ2Ajy1Wo2ioqIe7ztrcAf52hyCkpRzLnTNdI8PhQG/BkYmMDfc60FkJN1YLS249PFhHNqvw549/7nBUR/Vk48PNIsXouq2afSUcA6RiD7Snj1k6f6fCMFwLyY2lgalmTNpljF0Ph3mPwxjIyjVoFCQma1MRl063J12dwR3Jt2JJbFPIPC552j0/fxzWrHZCT8/Go/HjBkEbgKAoCDg2uQYrLx1Ja4dYsJFmz4d1YGB+Of583jjyBGXzlTnzgH/93/2cY26tF2YFDnJOafz7m74nD2I5p8OoilTDGU/da76znqMCbPfv8gSEhPplrU7iLCCV//pBYmiC/WZk3DoZw1w773QBwTA7/x5RHzzDQBSpnHOUNukQJyBgF1ZWYlaJxoeW4LQky45OBkBATSv2tuDrqeh67x5xOEBKDrgvKf01CxuRqx/LMQi40wr8IvcHRgxRuOH1QBdIKk9/jhlX3bvpiySCewpPV2VwEiAWEzk/ptvpjroihW0OrZwMbm5uYiPj+/XisMdcn1zmFlsLAX5F7mNeTbogRFj7DHG2EnG2GnG2MuGbdGMsT2MseOMsYOCYRNjTMYYW2PYfpYxdqO7rsuS4V4fVFZiQucBXKs6gBPHdSRt/g+DtV5PJ5qz8Judd+NsxSng668hyrqAuXNpIfftt7Yb6F4NCANMamoqDTCMUUfZJ58EwsLw5cUv8UtR7zYcvr5kZtvVhf8YsnyHugP5BfmkeoqMJAnHkCEOmxSlppKThCGudTtkYhk6L1+DrRv8oNMBrVotCurq0Dp5MjwXLqSs16pVLkvPRUZSpcWezIqH1AN/nf5XzBg2w/ETyeXoXrIIkRF1aDrTgpYvv7d5o6y5fQ3+ct1fHD+PCRIMVSFDOzmnERYGPPIkycefeU4EbX0jaieQIznxjXIQFkAqsKpGJUQiEUYZ+GyuyhpFeEfgtsTbEOoZioAAmhQdVrSPGGF0/T5yBNi4EbmnTiEpKQnecu8+gahSSff9YHAIbQZGAnx9yRZl3jyyWAAoQtTr7So9DVZgZPMCJk6kAG/oUCIJmVnCt7S0oK2tDZF2eIYMRsbINPjmnH9q+HG3u843qIERYywJwIMApgKYAGA8Y2wGgDUAPuKcTwLwDwAfGg75E4Bmw/Y5AFYyxlzeJbRX6cnWkjwlBezOOzDL8xjS2w7h8AEdjh1z9dUMDPn5+RZVTz8V/gRvuTdGBqbQDLR9OyTnTuG3v6VJadu2QerRZSdqa2shlUoRKNRZBHh7Q6VV4aMD/8DRr//ZZ2IOD6eWE8nJRuX21cS/jv4LS/cuxdAYQ2nAw4MInQY5NurrHYrgsrNJZOWOfk4C1Do1Pjr5ETSeJaipoUb2LxcXY3xeHsqHDKHJ4MEHaYJwUTktOJgofSdP9m9909jVCD6A6PBSWRkmvTwHiBmG8z/XETHbxizV45PkJAICKAs30MAIAP7xchgiIoAzWQp8yO4l75rJkw18o/fhrW6Ej4cGNU2UCUsz8IzOmmU2nMWkqEl49fpXwRiD4IU5oEyYpye6cnPh9+WXCG9owNsz38bySct77SIS0WPjqHLRGcjldmbAGKMATyKhSOqzz6BdvRrl5871W3oSiw3qNzdnf0UiCvSsZnP8/Ggl+eij9DPnwNmz4N3d/Wa9TCGRGMuQg4i/AZjKGHPLKD/YGaNRAI5xzrs55zoA2wHMBjCcc74LADjnuwGMYIzJANwG4BPD9koAvwBweUOsqqoqeHp6WjXc64W0NLA778BtvkcwovkILmbq3NaN2VH0lJ7MVE9qnRoHSw5iesx0SJWeVHNKSgK+/x6yE0dw3320cHBaPeNi6HQ65ObmItWK0ccv5b+gW8xxvSiWJjUz5l9CAjnlMzY4xnDWwDnHj7k/Ii0qDRKxyfMrFtNopdFQC4XPP7e79kyLfR4AACAASURBVOflReKYH390zzUDxKv5LPMzyILKERcHfJXRjg8rK9EKIFZYCUdEkKWCpyfNJBkZDtRULOO66yjgE/r7WQLnHHdvvRv/OPYPp87R0NAArVaLpOQwxEwfhsyoOeDjrrE4e3xw4gO8dug1p85jjqQk+n8g2b7TVadxsu4A3niDfv/7B+HwfvoF4KWXgKgoiJqa4PnRh5iWUo2RMcQdGe1CZZpOr0NjlzEKCg+nOdVJGysAAB87FpkTJyI0JQVs2zbiHlmIgJ54wgnbAyewbBlwxx0OHiSVAjNm4EpODkYeOwbpiRO2A20ptXuZOHFg19ofxo4FXnyxlx1cX5iaplVXA99+i5a//x2BjY3w9bXPGuhPfyKvKXeip5esEcLS0PUdjAEM9pr6AoAXDWZMKgDzQA3hzPn5dSD770D0bhhXDaAPC5Ix9ggou+Tn5+eHgwcPOnRRbW1t8PLycug4z6ghSGn9DpXRGhw9KgXng8P/sIWOjg4oFAocOnSo1/bM5kzUNtYiMCDQ+BlDQhBUUACvNWvQdPYsotPSkJ9PZnQqlQgKxdXK85LUFQAyrDDDPy/5HHqtGJ3JM5C/dz+kr72G+qlT0WHmRdPSIsHu3eEYPboZycmDTzoqaSvBlY4riNBEWL23PIKCEHT4MPTnzqHuhhugNs+QWYCXlz+2b/dFc3MdoqNdv4zeXrkdHe0d6CzsgLfPUXwtFUMH8t1vPnMGB832V5aVIXT/fqi2b8eV66+HzuZIbBt6fQg2bZJDpyu3mJ6vUdWgtK4UGqXG4eccoMWDh4cHDh48CJlMAe9hYhxo6YDo4EF4lJRAWVWFxvHjwSUSbM3eihB5CA5yx89jDomEMrNmj6ZDWFG4AjWqGrwynCEmJh0lJT5Y/mwh7rlHAZ9nn8XIP/8Z0vPnET58HUoWLMBZJoXUkL04fvy4U9+XKco7y/FGzhv4XezvkO6fPqD3EqBWq6GXSJCRkoITZ7/AsVNf4GmuAQtxq+jI5dDpdNBMmYKoCxfQ9Omn6P7mG9TOnAm9FdPQ/1TIkpLgfegQvLZuRfbZs2gcPx66/5QVswGMsfUAFhl+ncMYY3wgKWRL4JwP6j+QffcxUH3w7wBeBlBqtk8RACmAIwDiTbavAzDD1vuPHTuWO4Ls7GxeVFTk0DE90Ok455xrujR80wYNz8lx7m1cgerqan769GmLr/1535/5jHUzuEan6f2CXs/5jz9yXlnZs+n4cc7/8Q/O6+vdebXW0dHRwQ8cOMB1hu/WHFqdlk//fDr/y/6/0IbOTs7XruX81Vc5r6vrta9Ox/mXX9JLeXnuvvLe0Ol0/NmvnuVjVo7hVzqu2N65uprzd9/l/I03OM/O7ve9tVrOP/6Y87ff5rytzUUXbIL7tt3HH975MOec8821tRwHDnDlj4d5SaPa+kEXL9L1/+tfnJeVOX3uhgbOGxutv741eysf+8lYXtbs+DkKCwv5pUuXrO9w6BDnr7zC+YoVvKniMh/7yVj+2bnPHD6PLWi1zh2n1+v5rC9m8b/s/wtvbGzk776bxQHOfXw4vyLcXrt3cw5wPWO89KbFvPijL3n9l19xL4WCA+B1Zs+Ho9iZu5OP/WQsL20u7dmWk8P5uXPOvV93dzffv38/V6vpvnrlwCt81uc3GHc4f55zlYpzznlWFuc//+z0pduNjAzO9+1z7Bi9Xs+PHj3Km5ubaUzNyuJ8yxb62Qq2b6dHxp3Iz6fL6O62/5isrCxecvky5wcPcv7aa5x/8IHNz6HT0TncPfcdPsw5gNMATgDgIAK21PDzx9zFccpgc4wUAM5xzicDuANAOoCNAC4yxm427HMjgGzOuQbATgAPG7aHApgICqpcAmulJ7shEgGcQ79lG9r2ncSWTbqrwtPpr/S0/Nrl+OfMf0IiMksQMkZ22BGG1dmlS0iIpXKIC5pkO4Xs7GybhnvV7dXwknlheozB7VqpJI+U+fOJqGICkYhEMOHhpE51Q2cEqygqKkKhuhApISkI8ujHBDEsjEjZoaEkz+pn8SMWA3fdRdQG875fA0WLqgV5DXmYEDkB7VotnjYQY/4WG4eh/jaIBCNGAA8/bFTdOelIGRBAZsmA5a/hTPUZBHsGI9LHsUZyguopQWBCG9DeDhw9auBsXXcdlZnb2nDhs7eAri6khaY59TksYd8+EgE5s7a90nkFDZ0NSAlOQVZWFh56KAo33USc2ddfN+w0ezbw7LNgnMN333co3nwekpoajHQRATu3PhceUo9e3/358/T9OfV+ZqqngsYCJAQbrFIaGoBvviHH5pISlJdjUAx2S0sdF6JUVlbC29ubSk+MkVJi3jz6ubWVyv2Vlb2Oyc52/3jU0EDiV3sr3G1tbWhsbER0bCw5rz72GNUvGaM3MaiBTaHT0TksvORSGPzpEgCMB3AL53w1gMcML//O1ecbbI6RGMBLjLFjAPYC+JRzXgjg9wCeM2x/EcAyw/7/BjCEMXYCwC4Av+ecu4x22kv15CwYg2zUcNwXcQDBxSexaaPW7Y6m5rh8+TIiIyOt9nryV/ojPbyf1HdVFfD11wjauwkLf6uBSkU+ZoPJ0akzEKlDQqx7xkT6RGLn3TsxLWaacaNEQsxdgOxkt27tITQLBtQKBSnVBkPGr1KpUFFRgaenPY1Hxz1q30FeXsD99xsH1I4Om6Ts4GDiXQiqZ1ehuLkYHlIPTBgyAW+WlqJKo8EYDw88ERcOzvuIV3ojNJQCvKQk6vfhJNRqslwwnwg55zhTfQbpYXb6F5kgJyfHouFeUxOwd6/JZJiQADz6KDK9OyBtakVqt+t68Pn40GTlDFlZaPocqA2Ev78/fHx88I9/0K2yYoUJsfuNN4DJk+GrbURC1neQHT2KMQa9uysCo8TARIiYcdoICKDv0FGFVUtLC1pbW3tUTzq9DsVNxUgIMASugYHEYROJgM8/h1dWBtRdOrcrTWUyx9SsGo0GBQUFvb3vTNHSQl/Qp58CP//c8+Yi0YApef3Colzf6r6873wYFNTj/YWTJ+lG29e775rwdx8kuX4VgGTO+Q+Msf8D8D6ADQDAGFtk/WjHMaiBEee8g3N+L+d8Muf8Os75FsP2Us75dMP2GZzzUsN2Ned8Eed8Aud8POd8r6uupaamxrLqyRmkpUG5YA4WRR6Ab/5pbFyvdVSN7TSEXk+xBjM3c6w5uwZ7Lu/p/40iIojhdvkywvd+gfvmqtDSQhPUYMhK9Xo9Ll26ZDXrBdDDq9PrwBjrNTj3wpUrtBxbt64nqvP2JvFFbCwFSO5GdnY2hg8fjslDJ2NKtANaAYmEZDGcA199RR3ubUQiAjeyqqpfI167MTpsNPYv3o/UkFSkdncjXizGiqQkiBnDvn2kiLPZF1SpBBYsoCwYABw75rBltyCZPnbMTKYLjmcnPYv5qfMder+mpiZ0dnZaNNyLjKQ5uFdLAx8fhM34DW4dcSdkMQZZuQtmZKE7xOXLjh+bV58HCZOAN3AkGZjco0ZR7KDVAs8/b9hRKgW++grd3oGIbMyGqLEB6R6kHBxIYKTnehQ0FiApMKnX9oAA+hvZDJjNIEzCI0eO7JmEy1rKoNapER9g0kIjOprY3ePHw7MgE8jMREe7e70q5HLHFJ/5+fmIjY213vswKopcp9PT6YY2ZMBEoqso17eA6upqKBQKBAhSQ3OkpdENd+QIBUiG0ojwGQZJrt/BOc9ljH0P4CkAz3DOFwHoALDelef7nzR47K/05BRGjYLn3XOwOOoAAksHzzHRVumpS9OFtZlrcb7mvH1vNnYsZSwqKxG9/3P89rYOTJjg/tUAQKWn8PBweNgg7ubW52LWhlk4V23j+x07libmmhpgzZqePgJhYaQ2kUpp4HOXF1BDQwM0Gg2yOrOQc8XBBmACGKNeIPX11ELBLA1vCrWaMns7drjuM4lFYmjUGgyprUX2xImYaIjAUlNJMGQ3h7etjQbSVascjgamTqXJ1rQiJ2Ii3BB7g0PtOSxNwqZgDBg9mkooppmcBSPvxkvz/k2/1NVRv5nzdj5HVuDvT0GYM7L9R8c9ir+n/R3Jicm9DPdee41UR9u3w2gdEhWF4ldpnpAdPow0Q/nw9KlT4Hb2+jKHTq/Ds5OexeyE2b22OyPZr6yshJeXVx/V001xNyE1xGxMlsmAW26B54JbgagotHcYjLzclG4RgnJ7vqKe0lN0tO0dFQpadC5ZQm+cmQmx2P0ZI3uh1WqRl5eHFCHrbgkeHjSALllCE8IXXwAHDvR8BnfPEbW1NI4zxooB3ALgt5zzdxhjaaBKFBhjljtBO4H/ycCov9KT0xg5Ej4Lf4Olf43soe3YXF0PEELpyVqvpyNlR9Ct7cbMuJn2v2lqKtWeGhsRLy3t8S+rqnLfgyyUniw1XDTFwZKDaOtuwzD/fu7/5GQqS6lUFByZjNoqFWW19+1zwYWbgXNOgWpqCv525G/YlLXJ+TdLSiLOjlhMmaOLFy3uJpMRTaykxLbM3R6Ut5Rj/pb5OF51rqf0JDOZhMPDaeF78qSdfZ68vYFHHqEa0saNJMmyc1KOi6PzHT1qXJUeLTuK/IZ8hz5TWVkZ/P39bRrupaVRgCTEPZ2aTmh0JhkihYLKCt98A+zcaX/vEgtISKC/laMJqNbWVkjV0j6Ge0OGAMsNtj/PPGP8ej3m3YKjk54F0+sxet3nCPbwQHlFBVa8/DKwYYPDNWWpWIo5SXMwIqR3CxWBD2ZvxlIoPZkb0A7zH4Y3b3gTMX4xFo/zHB4FSUQIZXMyMynYdgNJR6mkf/1lcyyWnvrDsGHE27n5Znh7A7L2RpIBuwlSKT2C/V3e5cuXER0dDbncDotA4TNMn96TAvX20EEmdW8m7+WX/wQAYwHEALiOc/41Y2wagKMAFAA0AP7sqvP9zwVGnZ2dqK6utlp6GjBSU8EiKGV/7LN8rPy3xi0kZntKTz8X/owgjyDHG2DGx5PDtGEF0VKvwdq1rs1KmEIoPYn7ycceLD2IMWFj4Keww28qMpICi1GjjKM3KFUeHU0Trqs7QpeUlCA4OBglnSVo7W79f+2deXhU1d34P9/sIQshhIQt7KvKoiJUBH+AiFUodWkVxaVV39al1j52s62++mpr37f6ttZiVYrg8rK4oLigqAXZZFUBCRC2kBBDWCJbQiBDkvP743tvGJKZzEwygUw8n+fJk5k7M/eec8+993zPdw3NjOaLzMxTmbKXLKmTF99l8GAtO/Hvfzeu0ObqotXsPFzIjXmlPHT0KEk+BO4xY/SB+/HHPnbgi/R0HYcBA7TI4Ny5Qf1MBEaM0P7k5upE9MSyJ5ixbkbQ/Tl58iR5eXk1pid/pKbqJe/6072x6Q1GvzyaY55jp75w223qnL1+vWrxGpjxe8AAPYehmFEKDhfwy3d/SVrXNJ+T8K9/re5dq1apex2oUNll5p+puuseYior+aeTNfNXCxeyae1aNYdsCV6jufnAZnYcrKv1a90afvMbLVcTDNu2baN79+51TE8159oPHTtq7p+ePVF/vGPHVDhasiSsK7bhw/V8BjINBTQ9+SMuDhISuOsuGBf7qTo+zp3bJM6cQ4ao0FyfvHPs2DH27dtH9+4hKFtiYtQ5Ozub5GT45bkLGPT5i03mTa7pW2ru++uMMctE5Bo0st0tCxILTBYR/xWhQ+BbJxgFinoKGyUl9Nj8PhWr1vHKiyfDns4+kOnpmOcYnxV+xmXdL/Pvj1MfboGiXbto/fIzjOq/j40btTxQOIUj1/TU3vVJ8UPhkUJ2Htx5utN1INLTtSaQiDpBrlmDYLjqKl34vPceYXOUr6ioID8/n969e7N893KiJIphnYc1fsdJSZop+9Zb9YFUWVnHCUJENfUxMSq8NtR3YU3RGo5lTWB3ZTW74uJI8jE7JCXpM7G4OIQSDbGxWgl3/HjV5gVJ//46fN27Q1FpEfuP7Q8cROBFsLWeQJWkEybo6/V715OVnEVSnFdW76golWhuuUVTczdQqu7USSffYBbnLgs3LWTlwZUkp/guDZWSAv/1X/r6wQdVoRUbC126RRH9zynw0EP8wBhuB054PNy0aBEVyclacXnFiqDaMGXNFB5d/Gid7SJqZQlGaVJaWso333xDVx8ZISfNncQfl/7R72/dqkCAqt3cgrSffqpa4TNYOToo01MwXH01jBqlnv/PPqt24zNcgNPVejVqPszOVj/CqVN1xdQIjWptjDG1LTtzReSnaDS7r8nvgXAc91slGO3fvx9jTL1RT2EjI4MOd1zF5B4rKV26jlemecKW0j4Y09OB8gP0zejLuJ7jGnewtDSIjWVE7jQu6VbE2rWErUaca3oKVOEc1IwGNKxwKMDnn6tU98EHREs111+vXZszJ2TfYJ9s2bKFPn36EBMTw/LdyxncfjCp8WGKaIqOVq0FwPz5agus5dSRkqJyh1uCKlSqTTXL9m0jL+ViAJ7t25cYPw/LoUM1Ii45lBKOInDRRTqZgRbfDCBcuCWdEhPhy2ItaeEWDQ6EW/swmFpP7rEAjp+oZsO+DQzO8qNl7dFDHYLdVL8HDoRcn+X48eAtKJWVlazYsYKM1Ay6tPbvy3LHHSpI5uWpMgjU/L10mWAee5yZkyfzifPdrzZt4pr339dJ2Z3c65mQjTHkluTSL8N35NXGjaqtrA/X9OSrzESZp4zi0mI6pXSqdx/z5+ttDKg0dt116k945EjYcosUFWncQ33PhJBMT3744ANYtiJax+CnP9VF3FtvNTjNhS+2bKm/ZuS+ffuIjo4mIyNAOpF6OHIEZuUMpGDifao2XLFChbwwrTg9Hg99+/bl1VfLAdy6Ns8BvrJOJgA/C0dx2W+NYOSanoKZhMNGv35k/+RKJnVfzcFF65k5oyIskQjBmJ66pXVjxvdnMKh9I/OwtGmjdbHatmXs7ulc0LaApUvDU/cpPz+fjIwMkoOYYS/seCH3XnQvHVMamBF3zBgtQrt2LcyZQ2K0h5tuUqfsxkZUuFFPHTt2pLSilMKjhVySfUnjduqPgQNVVfOvf9Uk93AZMECfsw1Z/G05sIXc1qOplGh+mJHBKC/zY23c4LmqKi1PEjLG6Cp53jxV2wWoqbNtG7y27AvSEtLonhZY5W+c2of+HK79sXw5PPK3fI6cOFr/fZOcTI337OzZGqoXQhjqunU6YQUTybV161ZKpIRzM8+tV/MbEwN/caqkPP64+vwUFsKiRfDiizP5ydtvU+j1/Q8XLODBDz88VSNrzhz1qvfxgNp/bD9HK47WiUhz+fpr9TurT9mxd+9ev6annQc1wum0iDQf7NxZp/qPCnb333+qUu/69Y1KqnP8OGzd6l8b2iDTkw8KCrxiKjIz9Rk7ceKphcPhw43WHh06pPeOr91UVVWxZcuWRgcgVVToMcoqHQfzO+7QVZrr09fIPsTHx5Obm0tBQTxAF7QUSO2b+gRwBChFtUgXNeqgfIsEo2CinpqEPn3oce+VXN/zCy7qUNRo7/1gTE8VlRUBbfYh4eTYkezOTCh5iauH7iGAn3RAXNNToIKLLue0O4cfn//jhh9QBC6/XO0lO3bA9Om0jSvl1ltVGVNd3TATVO2VcEp8CgtvXRhySHnQdO+ufkcpKepEu3p1nYfPjh3w+uuh9Wft8WoOpwwiQeCvQQ7u++9rVoSQAwxENH/CJZfAF19oArx6vHf37YMvv/6KvqnB5S/yF/UUiI4doaBiAycqCM4vLzpazSFVVWrOWbkyqInAPb2BksGWlpZSfKCY4oriOk7Pvhg/XgXjgwfhiSfUzwjgkUf+QLkPdfVTTz5JSXGxtj8+XgWj6dPrOKpt/WYrAH0zfAtG6elqPfGnEXejgGs7XLu4vku92/b2+blLUpIfVxzXX8njUdXV88+r5qIBN7T3rnwRFtMT1A3Xj4rSyAavorRMnx5klEPo5OXl0alTJxIbWe6jTh6j7GwVjtq00XvhjTfq5t1oAPPnLwDIQGUW9yb7DHge+C1wM1qYPtkY02ibxrdCMAo26qnJ6NWLPo/fwuBr1eG7qLC6QYVngzU9/Tvv31z+6uXsPhLGTJMJCXDzzURd9V0GX9kBEV2RNFRz5G16CkTO/hw27N3QqIrqNQwZopNyXFzNU7CqSt0tApkDfOFGPaWmnjKbxUXH0Sq2CQXw9HR9+PTpo3bNWsvb8nJVyAQbpXayupr/LtYZ5z+7dadzkNGaQ4fqCnvZspBar0RFqaA6aZJOxFOn6s58MGQITIqdxRDPrwLutrKy0mfUUzB06wY9kwZxadx9ZKdmB/cjN9dO795a2Xf27ICmtXbtVK6tTzByBe6sHll0bt05KMFIBJ56Sl8/84wKrCJQXOz7OVBlDHeefz7G49FU6j/4gWpbnn9eBVbnfsstyUVE/Gp0XOWiv5D97du306VLF79RwDsO7iApLomspKx6++f6XPslLk7Holcv9XWZMSPkaATXOuZLMAqH6cml3nB9pyhtzViE2cH8+PHjFBUVhSUAyWeCR3fxUlmpX/jkE9WqNtC8ZgwMGnQhwFY0Ks2dNC4xxtxtjHnGGPO+MWaLMcb3QyREvhWCUbBRT02KYy46uj6PGfes5c1XykO+1oM1PX2882Patmob/MM9WGJjYdgwXKno4//dyJzZ1ezaFdpuDh8+XGN6CoZpX07j4U8fbkCD/dCrl2bGi4+HkyeJLswnNVUXmaH41NaOevJUebj9ndtZkt+ISqHBEh8PN9ygEV8pKfr0cASLAQM02n/hwuDmhcOe43QqP0Kv+HgeyA7+munQQUPdV61qhJ9Wv37qYzF6tDoT+SAxEb4zJJHC3MyAriT+op6CISoKRg3qQYf9t3H8eAiZtRMTdSyuvFLHIYCzt4i6Ku3c6V+psXfvXuLj4xnQZQBzr5/LpV0vDaopF16oVU0qKtQhOyMD2rb17ZskwDv79jFt8GB1FjnvPHVqzs5W7ZEj4N1w7g28MOEFv8K+ax3zdQ0EY3oa2XUk9150b0BtoF+NkTfJyToW116rgkU9Arcv3MumtmwbLtOTS72CkYjeWD/7mZoKP/1UBYswRa5t2rSJ/v37h2U+rDfzdWysLnxuvFFP6PTpmu4ihPFwj5GVlQVQZozZY4ypBgYCiMhvG9UBP7R4wcg1PTkn9qyT2jaWcdlbyH39K+b9X1nQ2t5gTU9HK46yqmgVY7uPbVypk0Dk5jLRvEPbgnXMnlkVtIuF6//hywnTF+Uny1lTtIZR3UaFtz/uvpYsgZdf5rtt19Kjh7q8FBbW/1OX3NxcevbsWRP1tK54HV/t+6ppz7s3IjrzgUonzz0HRUWIqMUwJgbefTewdeezTZ+wd+MDvNg5mvgQTQRjxuhDsVF5odLT1TEb1Pli1qzT7DKvbniVXamasHDVKv+7KSsr8xv1FAylFaV4slZQUV3Opk0h/lhEFw033aQnxE1u6ecG79lT5wdfPlpVVVWNinr6059UbnZP41VX/amOC0GrVq2458YbAfjF9u1svfhijexKTdXIuzvuUC1xVRWtiw/WGw2YlqYChS+TajCmp+HZw7n+3OsD9istTZsUUHEsor5499yjfi+uwB2EYBEfr8epLTOEy/Tk0rr1KTccvyQlqYP5TTepndcdwyA15wkJmlDUm5KSEqqqqsI2H0ZH6zHq9UPv21ezf48YoX6RIT4fq6vr9sMYsxGYBvy3iNTvtd8AWrRg5G16OmOTVSCysxn6h8sZ230HG2dt5P1ZR4O6zoM1PS3OX0xVdVVoSR0bwsUXkzjhMm7J/IikLV/wfy9VBuXzWFhYSFpa2mmmp/pYWbgST5Wn4dFogbj0Uujdm+gF8/lh2ie0Tq1mzpzAQS5u1FO2l4bls8LPiIuO46KOjfb9C53u3XVCnjEDNmwgJQWuuELljPoKzXpOnuSTzZ+Q0iqFoR0GhnzY1FQNPy8pCUvVDD3xeXlqQvj6awDeyn2LbUfXM2LEqUojtXEF7sbUPvx8z+c8uvrnDBy1I5SsAqfjHnvjRpUWX37Z58XUt69G9vnqz/bt28nOziYhIYHb37md6eumh9SErl01DRmoH9iMGZOZOnUqXbt2RUTo2rUrU6dOZcqsWdxyzTWUA5O3bMEzYoSaO0RUOgBKVy1h+su/4Ou5M/w63sTEwO9+p6ZVb/bv3x/Q9FR+spzcklw8VYFDvEeM0HMW9PCmpKgWDNTx7umn1Q+sntVoq1bwi1+o1tUlnKYnl2uvVZknKPr0UV82tyjtP/+pHuIBuOACPV+uFqy6ujroKOBg6dBBjxEo+TdxcTB2rGrBHIGbd94JKvdRbKweozbGmP9wXn4dcsMD0KIFo1Cins4onTox4pGxXNq1gC9fySFnVf0JYUIxPX2y8xM6pXaif0ZDn+whcPHFpNw4gVuyFxP1xVoWzq/fC/fkyZPs3LnTf8FFHyzOX0xaQlpYq5yfRlycqnuHDSPxy8+4MWEeCTGV9S4u/Wm9lu9ezpCOQ0iMDc+qMiTat9cs09nZmqF5wQIGD6xm8mS1Vvli+eHDnLtqFevihPM7nE9CTMMywY8cqYcOIl1QYAYO1AgdJ+P3gWULKDxSyAUdLmDMGGoysdfGNT2FnHDPiw37NhAXHcc1I/uFlorAF8OH6+xXXKxCXq1kivHxugquPcmXl5fXmJ6OVhzlq31fNSgP2e9/r4q4pUtVOJo8eTL5+flUV1eTn5/P5MmTAZjy0kt079KFL4Artm+nYNiw09qam53IP5O3UJSzQvvhR51aux/BJKAF1bLe/NbNbD4QYkn7UMnK0sXDRx/p4iGEyLVwmp4ajes4Nnu2OjaHkCAvPz+frKwskpKSAn+5qXAfEt98o+FsL7wACxYE9MtznrO+Cpu2dz6fGc5mtljBKNSopzNO+/aM/uNl3HADnDfM/4UaqunpgYsf4A8j/3DmNGQDB5J+57XcNqqAq6+t/3Kq9pmx3wAAFBNJREFUbXoKhDGG9fvWM7LLSKKjmvChFBWl/iFXXkm70jzuvbWU+mTQPXv2kJycTFraqQzcXx/9mt1HdjddmH4wtGoFN9+sJp3Vq5E9RfTurc/RsrLTNfBVxnDv1q3sqKoiP6Y1F3VquJYrJkZP4YkTDQzfr03Hjipp9erFuoUz4cSJGlOOx6N+wd7+GY01Pbls2LeB/hn9iY2KY8MGyMlp1O5UyLvrLvVOfu01jdP3oqhIU9d4K2JycnJqEtC6tfbOaRd6v9LS4JFH9PXdd/t3xE9NTeX1uXPJbNeOxcCgvXuZOXSoprUAth7eCamp9LnxPtW0TJ9e85k369drxL/Lzp076dixY0DTkxuR1rNN4ARcJSXwyis1isTQSElRXxfX9+j55332A3SoVq50jxle05PL4sW6fgmZzEz1yRszRrVGU6ZoTjAf5OTASy+pJreiooKCgoKwByAVFekxQs6vmZmp2qMLL9SLc8oULf7tw3xSVgaDB/8doJuIfCMiNROIMWYfWlD2JhEJLslZELRYwSg3NzfoqKezhWS2o/8dw5Eo4dCuw6ydX/fqKiwsrBP1VB/d23RnaKehgb8YTnr1ot3PbiA+JQ5PmYeP5hyqswDwZXoKhIjw1vVvcf937g9zg/0wbBjcdx9Rbdtgqg0L55XWibiqrKxk27ZtdaKePFUeRncb3fgyII0lOlqFvLvvVu0RsC//OM88c3q5tRf27OGr48fJkCraH1zEdzp/p9GHnjlTF7FhqRqemAiTJvHFgLa0SknXHDqVleTnqx/YZi8Fw44dO2pMTw2lorKCLQe2MKj9IERU+AqhtJt/3AjC0aNPZf12dnr8uObzc4N19u/fT1RUVE3tw00H1NGpodrfu+9Wk92ePZpzzx9DhgxhY04OE8eP5whwc1kZNw4fzqF589haspXMpEza9BmoOzz/fC23U4vSUjXZejynTE89g8g2uv3gdrKSs0iJD+Rwo+TlNcLR39v3qGdPvwm/iopUwG8K05NLSUkDBTzQe/zSS3U82rf3G+119KjmfdK0YZvp27dv2OfD8nI9RoOSXScmqjPknXeq0/zSpT5vOI8Hvv/9n4NGpaUDHqdOGgDGmL87Lz8XaUiZh7o0iWAkIj8QkddFZLfXti4iskBEVojIYhHp6myPE5EXne1fishYr9/8XETWish6EQkcq+tw+PBhysrKgo56ag6seXYt8/+6lVVvF9dsc01PgWo9ucxYN4O1Rb5XQU2Oo6HaM3sJq6dt5LV/7KtJSRCq1sub2OjY4GqjhQvXi3DlSg6//jGLXi85LUvxtm3b6NatW52opx5tevDkuCfplBp2P8CG4WZ337mTdjOfJvNkEQsW6IOsxOPhD06s+F979+J/xjzmN6txKLi+RmGrQSeCZLXnkuxLiC4tg3/8g97lG8jIOJUyqLy8nL179zY64d6Wki1UVlfW5C8aMEBTyISl0kR0tNZRcX0rZsyAzz+naxdDdLRO9r5MTzn7c+jSukvQQkNtYmNPhe+/+Wb9EYqZmZnMe+89/vX88yTFxDCnspIB11zD/ufeOpXYMT5ekxC6CZI+/FC94Y2pCdk/dCg009POQzuD0haB+iJDGIKzUlLUfH6B41C+fv1p1Yrj43Uy3rVrV5OZnuqNSguWtm21ht/48fq+uNhnTcWDBw9y4sQJOrjjFkZcOaZRBopOnTQ32+TJp1TPS5bUOC16LbTKgDigBFgsIh+J4u2pF2rYhE+aSmN0ALgH7YTLi8CzxpjhwF+AKc72XwOHne3fA54TkXgRuQS4EbgEGApcLSJDgjl4Tk5OyFlvzzaXPzSM/l2OseAf2/nyHbXjh2J6OnT8EM99/hxr95wlwcih26Tv8P1he8mbn8tbfyugutq36SkQxhjumX8PH27/sAlb6x8ZOICJIw/SPn8Vc/9WQMkBQ1lZGSUlJXTr1u2073qqPOwta5oCio0mK4uo9pl8r3QWJzbt5KMPq/l9Xh6Hq6sZ07o1N3fowuU9L29YPb1a9OunyoRPPw2TIzbw4IgH+fPYP+tMkp6OzHubYRVL2VNYRWHh6aanxjAwayCzrpvFkI76iDnnHH1Ge2vZwoLHo35t779P7Nuv06W9h7w836an8zLPY0KfCY063Pjxmgfq+HF4OEDGCxHhzp/+lA2bN3Nx+/YUAVPf3EzmYp+hcyoFLVgAr7xCm2hN452Xdyho01NldSX5h/MDZrx2SUjQMQlL3Unv4msFBZrEbNo02L+fuDgoKzvJ7t27myz3XVgEI9A+uPPD1q2nQvsdLZIGIG1usgCkesP1QyEq6lTZI7cfzz4LW7dSVQWPPfYYQC+gyhjTDvgRMA6oBlxtwnign4hc28jWNI1gZIxZYoyp8W4TkVZAP2PMe87nHwDniUgcMAF4wdleBKwERjjbZxhjPMYYDzAd+H6gY5cfPU7r1q2DNj01F6LSUrnu6ZH06uLhvb/nsfq1TSGZnj7N/5RqU83YHmMDf7kpSUlh0MMTGTe8jM3zd/HeX3LYurWu6SkQuSW5rClaw8nqMM2woZKSQuydP+KGa08SvWMbsx/ayBdrvvL5gFn99WomzJrA+r3hUpWEESdredao/oxgOR9+sp5pxXuJAR7pnM6sjbM4eNxPZr4QcZOLl5YGn1yyPk5L6JmcrGHkI0cy6PASEnPW8vHcotNMT40hSqLo07ZPTa6epCTNNZSTE+a6nomJujIeNw62baPHhrf5OqeEHTuK65iebj//dm4///ZGHU4EHntMlTzDhwf3m569e7N0924eHz2aiZ068fNHnq/7peho9dmZOBGKikh/4wVMcTHrvtwVkunp6SueDlr4Ewkyl1GoTJwIP/yhZl9/4QXid+VSsKuoSUxPLmETjLwZNUqvrZMn1Rds+XKOfvMN6enppATMDdAwwiYYeTNokOaZi4uD2bOpevNtxo8ZA9AaqBKRu4wxL6NmNZengY+c13Md2aLBnCkfozRUi+TNftTLvC3gvdwuBjLr2V4vxw6eCCnqqTkR0zqJG565hC5dDIteyeXcc4IPPT5y4gjntDuH3un1p9U/IyQkMPy/rmDESOHLBflkpnQIOeHegfIDZCVnBZ3YrkmIjSXtR1dz/Y9aUbKliGP5J31GPR2tOErn1M4NcpI9I0RHw4QJXHrPeZjofSR7qvl5584kV37Dm1vepMwTjiW40rWrRheHwwS1YMcCfvfv350SkKKi4LLLiLt1Eue33UXxsi/p1y88CfeWFSyrcQR2GTBAtRRhn4hFVEq54w56ZB0jbtsKOnVsugS0o0bBgw+eShUVDDGxsTy0aBHzCgpISvSzyBRRc9Tdd5PQqS1pu5aTkZwYtOkpJiqGYZ2H0aNN8GHwnTufMqmFDRGtUXbvvdC/P623f0ZKxd4mMT25pKWdsnaHld691Ydq+HASd24gqWQDffo03ZyQkKBCd1giUr3p2lWdzMeNI+rrAoYkHgb4Ai0D8pyIGOBW59uvoQ7YlUC58/dEYw4vYSmz4G/nInuNMe0d6W27Maar12d5QF9gEfBjY8wOZ/vLwMvAaKDAGDPN2f5joLsx5j99HOcnwE+ct+cBjY0naS5koPbUSMf2o3lh+9H8aCl9sf1oXrSUfgD0NcakiEhnqKmJXAZ0An6Auuu4HAfGGWOWN+RAZ0Qwcl6/D0wxxixwHKzvN8Z8z3GqzjDGPCgiWcBSNN33AOCvwGWoHXEh8CtjzOcBjvm5MSYoX6TmTkvpi+1H88L2o/nRUvpi+9G8aCn9gLp9EZErgQ+ctyeB2nqr/UBvY8zRUI91JmPZ7wVeEpGHgQrALZX+DPCiiKxGy/fca4ypQEPv3gVWA1XAnEBCkcVisVgslpaPMeZDEUkAivCd/DETmAeMCXXfTSoYudoi53UBah6r/R0PcIuf3z8FPNVkDbRYLBaLxRKpPA/4rm6sjBaRL4AhJgTzWEtM8Dj1bDcgjLSUvth+NC9sP5ofLaUvth/Ni5bSD6jVFxG5Fbge8E6v7p1aeDfwEHABUC0iwSXMool9jCwWi8VisVjCiYgMAL4EDOqDbIAEoAfwBuCvPMi7xpiAaX9aosbIYrFYLBZLy+U6YA3wM6ArWkw23RizCxWK5uJbvpkoIkZE6s023KIEIyc9+Cci8qjXtutFZI2IfCEi/3sWmxcUIpIoIi+JyHIR2Sgi93t9NlpEVjr9ebWxSayaGhH5k1PqZa3jdO9uj5gxcbKw/1xElorI7FqfRdR4QGSde29CKTPU3HHGYKWILHP61EpEBonIEhFZJSLviUibs93OQIjIb7xKOU0XLe8UkWMCICIPi8hi53XEjQdouhunzYudv4mROCYiki0i74rIp86cfoF3P4BRwE3GmKnGmH3GmCPGmEMi0sXZxX1AsvN6io9DHBKvYrR1MMa0mD80ydOrwKPO+65o4bnWaMTba8B1Z7udAfowErjFeZ0I7ALaOYOcD3RyPvsL8Muz3d56+jEeeNF5HQ2sQtMwRNSYOG0fB1yJRka62yNqPJw2RtS5r9X2/4fmZNnrte0T4HvO66uA9852O4PoRzrwOZDovH8SuB/YAgxytt0D/ONstzVAPzKAP3HKHWMO8MNIHBOnrUPQ6gqLnXsjosbDqx+L3GvLa1vEjQnwITDQeZ3uzIEB+wG8r2KNAY14N2jUmvHxF+fv+C1GYyQi5wDfRS9ul+8Cc41KkwYtPXL12WhfsBhjlhljXnXetkczfh9Ga8atMFo2BdQbv9n2xRgzH32guEQBJ4iwMTHGVBljPkYThnkTUePhEFHn3hsTWpmhZosx5iAwwhjjXk8x6H1xyBizwdk2DV1YNFuMMSXGmD8YY4yIJKPC9mYicExEJBEtKfGgs6kPETYeXqShmaGXisiUSLxPRIvCJgC3i8hSVAA/RnD9GA+4SR3vA/YA/qrJV4iIz5pbESUYicgYLxWh91828BxwNyoJujSorMiZoJ6+tBeRdBFZgya7fMwYc5Jm2pf6+mGMqRCRTsC7wFRjzDYisB9+ftIs+xGASGyzP+orM9SsMcacEJEEEfk7qhXOwWtcjKYwOZM55hqMiMxEtdoL0QVcJI7Jk8DTxhi3kM1p90kkjQeqjXzYGHMpOhbPEnlj0gU4H3jZ6cceVHCttx9e5s7/8DKT3eb1/Z94vf4f57/PejSRMtgAGGMWoarC0xCRPwMzjTG7atlP9wHdvd63d7addfz1xYuhoqnP/y0iE9B2e09izaIv9fVDREYBvwIeMMZsdTY3yzEJYjxq0yzHIwDN8tw3kBLqPtzbEQHlD5z7+l/AM0aT1PXE61oSkXjAc7baFwrGmMmOVuJV4CgRNiYicgXQxhjzptfm0+7tCBsP78n/DVQwiqgxQQXszcaYdc77N4F/ErgfTwIYY3JF5Pde+3LZ7vX6U+C3qPKhDhGlMaqHMcBVIjIP+CMwSUR+g6YLv0ZE3NLCtwPvnKU2BoWI3Cgiw5y3e4BvUH+Wz4BhIuJWNryDZtwXEekHPABc6yUUQQSOiR8iajwcWsq5d1fxG0XkuwCiZYY2OdrVZotopt6XgJ8YYz4EMMbsBJJFxC1LfwvqY9FsEZHBInIbgDGmHNiGJtqLtDGZALQTkXnO/HEe8AgRNh5QE7jzuJd56UpUgxRpY7IDSHDmEICxaAHZQP3IAF53Xv8JDePPQStngM5HLj+DU85ItWlxeYwcLcUoY8yjzvvJqNbCAywzxvzq7LUuMCLSHZXy01HB9V1jzB+dz8aiKsAK9OK505kgmh0i8hR6Y3qrP/9qjHk30sYEaq6ru4wxk7y2Rcx4uETiufdGTq+/2BUVMuJwygwZzbDfbHG0vy9w+up1EWpufg59mH8D3GaMOXTmWxgcXn45F6L+d1+ji4N2RNiYeCMii40xo0RkMBE0Hi6iUcw/Bo6gTsc/ReeSl4igMRGRgcDfUavWfnQRl0YQ/RARQcdtsjFmlogY4GHgcecrM9BzVGyM8el/1OIEI4vFYrFYLN9eRCQX6I+WIVsIxHMqK3ZbVNj9lTHGZ8oSKxhZLBaLxWJpcYjIZlRAykQ1TwBZqB9ZmjHmiK/fRZTztcVisVgsFkuQ3Ipqiu5y3n+ARq/jTygCqzGyWCwWi8XSghGRw2iurW7ARiDFGCP+vt9SotIsFovFYrFYfBEH/MVx1k5Bs/77xWqMLBaLxWKxfCtwotSGGWPW+PuO1RhZLJZmi4g8KiJ3Bf5mnd9dI1oEdLGIfCYiVzVF+ywWS8TxP/UJRWCdry0WSwtDREajBaUnGmOOiEgmMEdElhpjys5y8ywWy1nEGPNgoO9YU5rFYmlWiMj/AiPQpIEn0YrnG4Cn0MRt640x94lIFJqsrSdQhlZF/yEwE3jCGLPyzLfeYrFEOlZjZLFYmg2OyasX8B2czO/OR/8HXGGM2SEifxORq9Ew3ARjzAin5tW1xpijItIDyD0b7bdYLJGPFYwsFktz4lxgiVPDqEpE1qI1kDKBaZrtn1ZouYMVQJJTAqC18wdQgApXa89w2y0WSwvAOl9bLJbmxFfAZSIS5RRcHY2m798F3GCMGQVcA8wD1qEFlpegdboedvbxd+CvIpIGICKtReQ9EWlzRntisVgiEqsxslgszQZjzEdOwd41wEFgE2DQYphvOBqjMjR7bRs0P0kl6l80CXjc2UcS8K6IVDmfPREJRUAtFsvZxzpfWyyWiEREbgSGAr9BzWjrgIuMMXvPasMsFktEYzVGFoslUtmAao4+RqtnT7NCkcViaSxWY2SxWCwWi8XiYJ2vLRaLxWKxWBysYGSxWCwWi8XiYAUji8VisVgsFgcrGFksFovFYrE4WMHIYrFYLBaLxcEKRhaLxWKxWCwO/x//zI3/O9gW+AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(9, 9))\n",
    "skew = SkewT(fig)\n",
    "skew.plot(p, T, 'r', linewidth=2)\n",
    "skew.plot(p, Td, 'b', linewidth=2)\n",
    "skew.plot_barbs(p, u, v)\n",
    "skew.ax.set_ylim(1000, 100)\n",
    "skew.ax.set_xlim(-40, 60)\n",
    "skew.plot(lcl_pressure, lcl_temperature, 'ko', markerfacecolor='black')\n",
    "skew.plot(p, parcel_prof, 'k', linewidth=2)\n",
    "skew.shade_cin(p, T, parcel_prof)\n",
    "skew.shade_cape(p, T, parcel_prof)\n",
    "skew.ax.axvline(0, color='c', linestyle='--', linewidth=2)\n",
    "skew.plot_dry_adiabats()\n",
    "skew.plot_moist_adiabats()\n",
    "skew.plot_mixing_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ホドグラフの追加"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.LineCollection at 0x10c4c5da0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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x4+jXr59NPxTNnj2bnTt3sm3bNh566CG7Vxp6ht+rBaIopWdbGmtIT5mZ8OGHHRdfW7VqFRMnTmTL1m00aHSd/su+kYOziysubh5d2t/k/xo0iDNngr9/t6pa6qWnAQMGNG0TBHjwQfDxkX539sCtBffsmcTERIYMGXKbuz0mRjJUd+2C0lIrTc4Arl69SlBQkMWNEp1Ox4kTJ9BqtTzwwAM2bRRdu3aN7du3o1arCQkJYfXq1SxZsoSIiAgEQcDBYRxyudS/RxQrqK8/ctsYPo7jmn7OrvqKw9l3cjJvEcmlfyW/5mCbRpFMcMDbcSzhnqsYF7COmf1PM6nflwzxfZlA15lNRhFI8T8KWXN2Z3HdCS4X/z9EUXvbuJZEEARCQ0N59tlnCQgIYOfOnRQUFKDRaJqaX9sacrmchQsX4ubmRk5OjtHjFBUV8cMPP/Duu++ycuVKYmNjcXV1tXj2W4/zGLm6wsWLUguC0FDLnNNa0pO7u9QTbN8+qVlhWw8Uo0ePBmD1mjWUuoXh6x/Y/oA6LU5ladT7DCI13viLuzv4XT7PrNxc6Y/XwqgxhI68Xo6OsGqV8WXtLU1L6cmeKSoqagpEvRWFAhYvhvXrYft2WLnSfDJxd6mrqyM3N9fisV46nY7du3dTVVVls02cQSqyeODAAcrLy5k6dSoymQx/f//b9hMEGc4uC6mukoKe62q/wtl5LlpdHcV1Jymo+b4xPkhCK9bo47NboRDc8HYajbeTJI15Og5DLnT94nFWBCLSbAjl1xxALjgz3O81BMG6fgMXFxcmTpzY5O2Pj48nPj6e6dOnEx4ebnMeJJlMxoMPPghID0EREREG3bfi4+Pb7RIxefJkfvzxR5PMsyv0OI+Ru7vUDmL/fklmMjfWlJ769JHiZtLSJGOwLZ588knmzp1Lzc1KPvrLb1tVfb0VZU0hGpc+ILOevRz6w7fSD4sWGR2Vq+/11J70pDeK8vLAgt81g9FLT9bMejIFeumpowcHLy+p3UBxMXz7rQUnZyDJyclER0dbtGaOKIrs3LmT2tpali5dapNZiaWlpdTV1aHT6YiKiuLpp59m5MiRHf6eXJwXAqAVIb/mOPEFT/N99hQuFP2GvJr9VKvT0Yqt7wEOcl/6usxiiM//Y1LQV8zsf4pxfdcS4bUKH6cxBhlFTfNQBNPfY2nT65zqXaSU/Z/NeGcEQUAQBMaOHcuUKVM4cOAAmzdvbqq2bWuIokh2djabN2+mvr6+y8eNGDECnU7XqgK5/t+JEyfMOOPb6XGGkSDA7Nng4SG1HzA3eXl5Vi24d8cdUhr/gQNQXn77+4IgsHHjRvr06UNS3CkObt/Y5jiCph55QxUaZ18zz7gDdLpmw2jxYqOG0Gq1pKamdkl6SkyUGvQmJBh1KrPTnvRkb3RVegoPhzlzJGnNFikpKUGj0Rjd+9BYBEFg9OjRLFmyxOZiN6qqqvjmm2/YsGED+fn5BAQEMG7cuC4ZjgplOErlaNTIuK51prDuOFqxrtU+WlGgXqegj8v9TA3ez/SQY4wJ+BcDPJfh4RiFIJjGQB3i8zL93B5sep1183PSK/5tkrFNhSAIREdH89RTTzFlyhTkcjmXLl2iuLizOCvLIggCc+bMITg4mC+++KJVpfiOUCqVNuMFs+87bjtERcHSpWDugH6NRkNaWhrR0dHmPVEH6ONmBKH9BT4gIICPP/4YgG0f/p3s9JTWO4giDlW5NLj3s2rutF/iBVyKCyQZbfx4o8YwRHqaPl061d69UFRk1OnMRkfSkz2hl57Cu5hyNn48TQUf6+o63teS6HQ6kpKSLCqXi6LI3r17uXLlCuHh4TaX7aNSqfjoo49wcHDgmWeeYeDAgQaP4eq6HB+3R3FV9Gva5qwIRSuEU6FxpkrnjLfzLGL838RV2d/kC+f8+fOZP38+giBjuN+f6esyq+m9jIp1ZFZ+YtLzmQKZTNYUO1lfX8+mTZuaqp7bCoIgMHv2bIYOHWrtqRhFjzSMBEH6V14u9WUyF7dmPVkLT0948knoKOzh/vvvZ/Xq1WjUDfz7z8/ToGp2p8lVNxEFBTqH7vd16w7dldFqa2vJz8/v8g1aLpdqGjk6SrEtlvAwdgW99GSvN5WWGCs9nToFa9dCdbWZJmYgWVlZ+Pv7G91A01BEUWT//v2UlpbanJSamprKkSNHcHR05Nlnn2XWrFlGp5W7uC7Gy+tvhHmuYpDXM9wZ9DU/143n+3IX6mVT8HQIZ0LAH8zmSfD09MTT0xMAmaBglP/f6ePcfCNNKv0XJ4o+QSdaIC7DCGJjY3n22Wdxc3Pj/Pnz1p5OKwRBIDY2Fq1WyzfffINGo7H2lLpMjzSM9CQkwKFD5qkS3VbWkzXx8pJsiZISKU6jLf71r38xaNAgcq5e4cu1/ydtFHUoq/NRu1u5rLtOR4jeMPqv/zJqCGMK7rm7S6crL4dz54w6rcnJzMwkKCjI5muYdEZ3pKfwcMlj9NVXlokV7AiVSsX169cZNGiQxc559uxZCgoKbCqmqLa2lp07d3L48GEiIiIAcDRRFkOoxyIGea/heEk8mTVS+4yfb+YzxOcVnOTmC1NITEwkMTGx6bVMUDLG/218nGIAgUphBj8U7WZz1p+oVNtG5/dbcXJyYvr06cyYMYPi4mI2b95MeVtxFVbCycmJ+vp6vvzyS5uNi7qVHm0YTZwIvr5SILYpjVV9wb2hQ4fajCYK0gLy+efw9ddS09lbcXV15YsvvkAul/Pdtg0k/nQSZU0RGmcfRLl1Yxf8ki7iWpQPISFS4JSBdEd66t8fli/v2ONmKerq6sjJyemy9GSrdFd66tsX7r1XKmRqjfIbLUlOTmbw4MEWk7J0Oh2jR4/mkUceMZnhYQri4+NxcXFhzZo19DdDEbDEyniOFO1rej0vcDER7uYtUxEXF0dcXFyrbXKZEzEB/6aP+4tk1Eh1Pa7V/MzajOdJqjxl1vl0F19fX8LDw/nPf/7DTz/9ZBMB5DKZjPnz5yOTydi/f7+1p9Mlep5h1FhmHaQ04LlzpaKPp0x4PRcWFqJUKvH1tWKgchvIZFLgeUEBNBZQvY1x48bx5z//GYB1f3mR2uIbUiaalQk90viFMUJGM4X01L+/9PurrobcXKOH6TbJyclERUVZNOvJHJhCeho5EsaNk+Tw5GQTTs4AysvLqaurIzCwgzIXJiQjI4MtW7Y0Vga3fokGvZcoOzubSZMmMXv2bLMEgJeqivni+tqm19Eeo5gecL/Jz9NVFDJXxvg+ypQ+ixEal8l6bTU7bvwfu3PeQ6WttdrcOkImkzFx4kR+9atfkZWVRUNDg00YR3K5nAULFthNN4WeZxjdEpQQHg5Dh0pp2WVl3R9en/Vkq/EfUVFSDaeTJ+HGjbb3efnll5k4cSLlJYWsXbe+rfIglqWljGZENlpmZiaBgYEmkZ527oQtW+DmzW4PZTClpaWo1Wr69u1r+ZObEFNKT/fcI2VdWiM8Qe8ZHj58uEU8wyUlJezatYspU6aY/VxdITU1lXXr1uHi4kJgYKDZfgcanYZPs96lVlsDgJfSl0f7P4XMynWE5IKCuwOWsSLsTTyVzbWYLlUcYd3V33Cj9ooVZ9cxfn5+LF68GEdHR7Zu3WoT3iMHBwcGDhzIuXPnuGruLujdpOcZRm2kzd9zj5QCbIpCsRkZGQQHB9vE01x7zJ4tBWTv2tV27ziFQsHbb7+Ni4sL544f4uR3Oy0/yRZ0R0bTS0/6mIfuMneu5HT88su25UhzodPpmhZheyclJcVk0pNCAY89BiNGmGBiBpKdnY2Pj49Fqu7qdDq2b9/O9OnTCbVUZdoO0Gq1XLhwgYULF5rNS6Rnb94XXK+VFkoZclaEPYerwrKVjjuiv+sQnox4h+GeU5u2lTcUsDHzZY4VbUNr5UrZnTFr1iwSEhLYvHkzNTU11p4OAQEB7Nq1i1IbLnPf8wwjQZBWtha1Ezw8JGOhu4aRvuCeMWmplsTRUUrhj4xsW5XS6XTU1tbyr3/9C4BP33qVotxsC8+yme7IaKaWnvz8pN9dTg4cPGiSIbuEpbOezEV5eTm1tbUmlZ70l8Tly7B7t9T2x9w0NDSQmZlJZGSk+U+GJIEsXryYMWPGWOR87VFVVcXu3bvR6XQsXbrULLFELblUcY7jxQeaXt/fbylhrpb5nRuCk9yVhSEvsiD4RRxlkmdaRMexoq1suvYHyhsKrTzD9vHz8+Pxxx+nX79+3WrXYSoGDBjAtGnT2LZtm0EFIC1JzzOMRBHWrZM6hd5CXp4kk7TlRekKSUlJdlNwb8AAyRhs60FPLz2tXr2aRYsWUVdbzYd/fh6tFfQKQaMm9PvGgEsDs9HMJT0NGSIF7v/0EyQlmXToNrFG1pM50EtP5qoCX10Nly7B2bMmH/o2UlNTiYiIsEhBxcOHD5OYmGj1mlW5ubn85z//wdfX1yKB5sWqArZe/6jp9XDPGKb1mWP287Zk8eLFLDZAvh/hNZU1Ee8Q6tIcFH6jNpW1Gc9zueKY1eWq9pDJZEyfPp3Bgwdz/vx5kq0VtNdITEwMEydObHct1el0fP75503Ncy2d5GT7K7yhCAIMGgTx8ZIl1AKtVmqfcfy44cMWNVYAtPbNy1Byc+GTT5qL5dXX1zdJT4Ig8NFHH9GvXz/SEy6wc8M7Fp9f8InDuJQUQXQ0GNADSi89mSuYb8YMmDIFLOEcNKX0ZE2ys7Px9vbGw+P2TummYOJE6TI5fBiuXzfLKQCorKzk5s2bBOsrTd7CjRs3uP/++7nrrruYOXMmFy5cIDs7m9mzZzNx4kSmTZvG9S5O8PLly6SkpFg9C7G6upqtW7cyb948Jk+ebPaFSK1r4JNr71Cvk25Mvg7+LA1dY/EF0MXFxeDYRG+HAFaEvcHd/suaArMbdHXsynmbQwW7adCpOxnBuvTr14+DBw9y7Jh1DbnRo0dTU1PD2cYnnZqaGqZOnYogCMjlch599FHy8vJ45JFHyLRw1++eZxgBTJsmdZPdv7+V3z0kRApMPnPGsErH9lxwTyaTgrD1/aeSkpJaSU8+Pj58/vnnCILAnk0fkHLBAo/jLRi083PphzVrDJLR9NKTm5t5ilLKZHD33ZL8qtG0UmZNijmkJ2ugl54GDx5stnMIAjzwAHh7w44dUFVl+nN0JeB69erVvPHGGxw9epTt27cTEhLCE088wdNPP83p06f5/e9/zzPPPNPpudRqNYcOHWLJkiWdtksxFzqdjmvXruHm5sbTTz9t1r9fS3bmfEZunWQ8ygUFK8Kew0VheRn50qVLXLp0yeDjZIKcKf6LeWLg3/FxkL67rvIwtmQf46/J71Gjsc2sNYCgoCBWrVrF1atXOW3OCshdwNHRkXPnzpGQkEBqaionTpzgjjvu4OjRo0190jZv3mzxIqc90zBycoJZsyR3yYULrd6aOVOKwbnFZuoQU2Y9WZrAQMlOTEiAU6cq2pSepk2bxh/+8AdEUeTDP79AdWWFRebmnp1J37hTiC4uUoRtF7Gk9CSKsHmzlK1m6ocrc0tPlsRS0pOTEzz0kCSHp6aafvzc3Fzc3NyaqiHfSkFBAfX19WzcuJEpU6bwP//zP7i6upKamsp9990HwNy5c0lMTKShE81eoVDw8MMPt9l93hLU19ezdetWfvzxR3Q6ncWMs1pNDRnVzW2J5vd7lFAX83rMVCoV2dnZJCcnc/78eQoKCgA4fvw4x48f59SpU03yUm5uLllZWZSWlnb6Nwx2ieTX4W8zzHMGqdUy6nUqUqrS+VPiW5SpbKfI4q24ubmxfPlyYmJiqKiooKLCMvf8W3FxcWHJkiUcOHCAMWPGIIoiZ8+eZdq0aVaZj56eaRgBDB8uFadJS2u12cVFkkmuX4eUlHaObUFL6clemTQJgoJENm8uo3//tqWnP/3pT8TGxlJWlM9//vp7i7hYI3Z9AYDw8MNtZhO2R0pKCpGRkRaRngRBijm6ckUqgWBKzC09WYrOpCdT4+8Pzzwj1TgyJWq1mvT09A57H2ZnZ3Px4kWWL1/OiRMnCAoK4oUXXrhNYvf3928z62b9+vXExMQQExNDcXGxxX5nt1JZWcnHH3+Mt7c3y5Yts2jc5JuXj3J+MGMJAAAgAElEQVTyRiiCNoSBLqOY5Dez22PqdLqmas+JiYls3ryZDz/8kL///e+UlJRQWlrK4cOHSUhIoLCwsCnoVxRFdDodNTU1TRlb165d4+jRo3zxxRe89dZbaLVaUlJS2LRpE/v27SMuLo7qFmVhHOXOLAx+hgeCZjdtu1GXxyuJ/0dObX63P5u5UCgUODo6kp2dzYYNG6wWmB0QEMD9999vUw+H9h3U0BGCAEuWSI+YtzBmjNQnqyte41ulJ3tEJoOxY7NJSnIjKcmNtlQbpVLJli1bGDVqFHHHD/LD7i1Mn7/MbHOS19czcP8O6cWTT3b5OL30FBRkuRYm48dLWWo//ABBQVJtrO6iVqvJzMxk0qRJ3R/Mili61o8evS2ZmytJalFR3R8zLS2NsLCwDltweHl5MWTIEEaPHg3AokWLeOqpp24zgoqLi/Hz87vt+NWrV7N69WpACkC1Fs7OzkybNs0qBfcSyvK4WnWTq1VubJq80KjrRq1Wo1QqOX36NKmpqRQUFODj48Ovf/1r/Pz8mDBhAh4eHri5ueHs7IwgCDzxxBO3jePV+EA2a1Zz89hJkyY1fS9FUUQQBEJDQ3F0dKSkpITc3FxCQkKor69n586dBAYGEhgYyOTwcXhFeLDu6mdoRR2lDeX8KektXop6mkh3281kHjFiBE5OTmzdupXFixebPROxLSwl4XaVnusxAilARBCkdJaS5j43ggCjRknGUUe1anpSwb2bNzP57//24e67298vLCyMdevWAfD5O38h51pa+zt3k9Aj3+B4s1J67B87tkvHWEt6EgS47z7o00dqt2KKJtapqamEh4dbJOvJnHQmPZkTUYQjR6S/iSExg21RVVVFaWlpp4tCREQE9fX1pDbqeN9//z1jx45l+PDhHDhwoGnb0KFDbfJvW1JSwubNm5HL5VYxilRaDRk39c0cBYb7dN1jlp+fz7Fjx/joo4/Yvn07IHnm7rrrLl588UXWrJGCt/v27UtERAT+/v64uLh0616hP9bV1ZWBAwcyfvx4HnjgAQICAvDy8mLu3LkEBASQm5tLXl4ek3zHM7NuIg6C9Lev1tTwevLbxJf9bPQcLEFkZCQLFy5ErbbtwHFL0XM9RnpEETZtAgcHWLlScp80kpsrdVVfskTyBLQ+TCQpKcnqdUVMgV566tdP+nNXV0sGYVtr2cMPP8zBgwf59NNP+eCVZ/nLxj04OJq+mGVT0LUB3iJrSk8ODlJsy86drbrOGMXNmzeprKy0m/L47aHRaEhPT+fOO++0yvkFAebPh48+kr7Hq1dL8YOGYojBLZPJ2LRpE08++SQajQZ/f382btxIRUUFK1as4PXXX8fR0ZFPPvnEyE9lPgoLC/n888+ZPn261TzgVyqL0DR2qu/v5oO7sv17i06nIzMzE7VaTXR0NKdPn8bd3Z3Zs2cTEhICYNUQB4VCQXBwcCs5tKGhgTAhmJHpxVwMTUet1NGgU/Nx5haGe0bhILeNhsBtoa/Pd/r0afr06WP35UO6Q883jAQBpk6VHisvXmzlnfD1lRqv7t8PTzzRymYiKysLPz8/s2U9WYpbpSedTkrfd3WFFStaf2Y977//PqdOnSIjI5WtH/yN5b99zaRz8r6SiF/SRUQvL4SHHurSMbYgPfn6SrZ1d5xVoiiSkJDQIwKur1y50qn0ZG7c3aXyV59+KhV/XLzY8L9PQUEBTk5O+Pj4dGn/ESNGcPTo0VbbPD09b9tmS6jVarZs2cKsWbOsWl09qbw55maoV/ue+B9//JHz58/j6enJ2MZ79sKFC00+n2XLTBsu4ODgwLRp05jGNDKKM3klbR1lDRo8sx3YV/IdU2PubFNitSVCQkLYtm0bCxYssHoZCWvRs6U0PcOGSRUPv/8eapvTKJ2cpHYhublS2SM9KpWKrKwsi1W9NRdtPQnLZJKdmJ0tNedsC3d3d7Zu3YpSqeTQjk1cOHnEpPPSe4uEFSukaPguYCvSkyBI6ft79kh2tqHopScvA4LNbZGuSk+WoH9/Kds0JQUSEw07Vt/7sKOAa3tHpVKhVCpZuXKl1VvOJFW0MIy8m4MdRVEkKyuL+MYbsYuLC8uWLeOJJ55g1KhRZpuPUqk02z0los9AXBX+qHUC6X1qyFSWsWnTJs6dOwdgs8UgQ0JCeOihh9i5cyd5t9QC/KXwyzCMBEFqgqVS3dbnYdgwqUnlkSPNjUMtmfVkTtqTnoYPlzKtjh5tv5N8TEwMb775JgDr3/hvyktMU/JeWX2TAQd3Sy/WrOnSMXrpSe8+tzYyGVRUSJ7G9n5/baGXnux9EbbFMgOxsbBwodQw2hDS09MJDQ216d6H3aGiooK1a9dSWFhokZ5vndHaYyQZRhcvXuTDDz/k22+/bbqexo4dS0BAgNnnc/78ec6fP2+WsbNqCsiskT6vUqZgzZSHeOGFFxgxYgRVVVW8++67HD9+3CbbYoSGhvLII4/g7+9vswacOfllGEYg5fhOmiTFHOl0TZv1gbVardSLqaKiwuJZT+ZALz21Fe2v/8xubvDVV9De9/K3v/0tM2fOpKqijLV/fgGdCbqq9j+8D0V9Hdx1V5fSAm1RepLJJPnGzQ22bet6ocGuZD3ZAwUFBTg6OnZZerIEgiAZ/DIZ1NR0rSBnTU0NhYWFFi8eZylqamr47LPPmDhxokWMjM5o0GlJq2yOkvesaW5BNG/ePJ588kmLx3QmJSWRZKa+P4cLmmWIib5DcFe6oFAocHZ2xt3dnYcffpjy8nI++OCDLldKtySBgYEIgsCGDRsoLLReL7i33367tyWIWbnrLliw4LbAGh8fyXlx5522twgbS2fSk7Oz1LO1I/tPJpPx2Wef4e/vT1LcafZ8+u9uz6v/oT3SD48/3qX9bVV6cnGBhx+WFuDt2yV5rSOqq6spKSmxCempO2i1Wq5cucKQIUM639kKqFRSq8QDBzrfNzExkaFDh9pF70NjOHHiBEOHDmX8+PHWngoA6ZVFqBsDrz21Ms4ePYFGo2H06NEMGDDA7u+5LdGJOr4vaC4uPLPv7Zm3AQEBPPjggzz22GP4+/tTUFDAxYsX0bV4cLc2crmcO+64g23btlFba/lq3m+//TYvvvgizz33nEXP2zPvCO2h/+IVFd0WYOPrCzk5N5DJ/BAE+y6411XpKSRE8nw4ObVf1blv375NLUN2fvw2KRfPGT0vl8I8Ai6eQ3RyklrYd4KtS08BAdLHKCmB4uL297NFr5expKenExISYrPSk6Oj1Pbn4kXoqE9mUVERcrnc5gNhjUEURVQqFTNnzuTujupzWJikioKmn4d6B/GrX/3K7sMV2uNyRSZFKqmatIfShfG+7Rfa8vf3b6o6funSJdatW0dqaqrNSFjDhw9n6NCh7Ny506LnbWkUvfvuuxY99y/LMNJz+TIcOgTXrjVtUqvVXLmSyYkTkezbZ/r2D5bCmEW4okLKVCsoaPv9mTNn8vLLL6PT6fj3q89RVVFm1Nz6H9oLgHD//VI6USekpaUxYMAAm5aehgyB55+nzaKZemxRejKG2tpau5Cepk6Ffv1g377muMGW2HPvw64QFxfH119/jUKhsAlDXKVSsW/fPs5mN9dFmxAaaRNzMxeHCuKafr7bfzRKWecGYN++fVmxYgUzZswgPj4etVptM8bR3XffzcyZ3a9Q3lWsaRTBL9UwmjZN0s/27pWaLiFJT4MHD+Suu+SkpcHPtl2Pq13y8vIMlp6USigvlxpztheb8Ze//IU777yT8uIC1r3+W6O+sAP0MtrSpZ3uq5eeBgwYYPB5LI2zs2RInzkDV6+2fs/WpSdDSExMZMiQITYvPcnlkmKu0Ugp/LdeqlevXiUoKMhqjVvNybVr1zh+/DizZ8/ufGcLcPXqVdauXQtAlrrZSu0oVd/eqdc0cKKoeQGZFdj1CueCIBAZGcmyZcuauhFcvHjR6gaSTCYjICCA06dPExcX1/kB3cDaRhH8Ug0jpVJq011eDj/80Ep6Gj8eQkPhu+/M073bnGg0GtLS0gyWnlxdpYyesrL2m+sqFAq2bNmCt7c3l079wHdbPzboHJ6ZaXinJyN6e8OcOR3ua4/Sk0YDly5JwexlLRxqGRkZNi09dZWioiJkMtltPcFsFV9f6TJzdGxdkLOuro7c3NweWZ9Fo9GwZ88eFi5caBPeSZ1Ox5kzZ7jvvvuYPW8uaTeb9eYh3h24WC3IihUrWLFihUnHPJybjq62P2EO0QxyCyXK3bhsWkEQmD59Oj/99BNbtmzhZlvuTwsTFRXFsWPHyMrKMsv4tmAUwS/VMAKp+Mn48Yhnz3LlyJGmRVgmk2wmjQa++ca+JLXuSE8DBkiOtJ9/lhb4tggNDWXTpk0AbPv3/3I1qZ0d20AfdC0sWiSVke4Ae5SelEqpgjrA1q2S5622tpaCggKbl546w16lp9GjpYKPLS+3pKQkoqOj7br3YVvodDoUCgWrVq2y+vV29epVPv9cqlX2yCOPEB4eTsbNYhp0UlZrkIsnPo5dq19mj+zKSiStspTjOUWMcBnbrYe7vn37snLlSoKDg8nPz0cURat6j3x8fJg/fz5fffUVlabojdSCwsJCmzCK4JdsGAFMn07JiBE4hIa2kp58fWH6dKlRpQ0lCHSIKaSnyZOlmk5xce0bhPfffz/PP/88Wq2G9195mpqqLnw5RLHLMpq+4J49Sk/e3tJCXFoqtQ5JSLAP6akz7FV6EgTpX1kZ7NoF+fklaLVam0hdNyWiKLJjxw6SkpJwdXW16jyOHj3K3r17mTBhQqvrPrll4LUNyWinT5/mdHuVbo2gpL6akwWZTa8fHND9tj9yuZypU6cyePBgLl26xK5du6za0yw8PJyFCxeavCtETk6OTRhF8As3jDRyOYne3kQPH36bBTRhAsybJ8Ur2DqmKrinr8+zYkXHbRX+/ve/M3bsWIrzc/j4by93+gTjl3gBt7wbUkTs5Mkd7puRkWHXBffCwmD2bLh4sZrCQke7kZ7aoydIT+XlcOmSyGef5dt9f7q2OH/+PFVVVURFtZ/5ZAny8/O5fv06q1atuu16SWxR2HGYjchoIHnZ09JM1yx73/VktI33w3F9Qgh2M22ZkWHDhiGKIps2bbKqtBYWFkZpaSknTpww2Zj+/v42YRTBL9wwapKeysvhgw+gjfLnOTlSApstS2oFBQU4ODiYRHpycZFkoYaG9lteODo6sn37dtzd3fnph285om8I2w79DzZ6i5Ys6dDS7CnS09ixOmJjLzNzpn23lAFITk62e+kpPBzCwgrIzu5LXp71PCrmoKKigmPHjvHggw9a7W9UXl5OfHw8QUFBLF++vE1PQsuK10O8bMcwMjW7spp70pjCW3QrSqWSBQsWEB0dbVKjxBg8PDyIj4/nWovs7u5gK50N4BdsGLWSnjw9pQjNPXukEtgtuH5dKnlkpuKo3cZcWU/x8dKvo73svPDwcNavXw/A5+++TlZa+7+gkGPfST/og3DawV6ynjojM/Mqw4b1wdnZmYwMyM/v/BhbpKSkBI1GY/fSk0qlIjj4CtHRPuzeLVXG7im4u7uzZMkSq9VjysrKYsOGDWgb75tteaw1Oh2plc2Vk23JY2RK0iuLSSqXJEMHmZy5IeapvyYIApMmTWLevHmUlpbys5VSqJ2cnLj33nvZu3cvDY3Z3eagvr6e119/3Wzjt4V9r0BGopeehg4dKn2RnZzg3nuhsBB+/LHVvhMmQHAwfPstVFdbacIdYK6spzvukOLTv/lGiplpiyVLlrBq1SrUDSre+8NT1Fa37drVuDQ+QaaktHu+oqIiBEHoUdKTPoB/2zbbvHY6QqfTkZSU1COkp+TkZIYMiWTxYjkqFRw7Zu0ZmYaEhAQKCgoIDQ21yvkzMjL46quvWLBgQYfVtS+X5FKvlUrD93X2wNepZ3nt9Oxu4S2a3m8QHg7mDQcQBAGdTsexY8c4dOiQVYKyBw0axMiRI6kyYwq3s7Mzr776qtnGb4tfpGFUWFiIg4MDvr6+zRsHD5aaLf34o2QgNaLPUmtoaD+V3VqYU3qSyaQUfoVCqm/UXsuLd999l5EjR1KYk8V//vpSm1/OpMeekn547bXWudON2GvWU1u0lJ4UCnjoIaithS+/vM0ZadNkZWXh7+9v1WBeU1BeXk59fT2BgYH4+8OyZTBrlrVn1X3Ky8v57rvvcHR0tMr5VSoVAwYMYOXKlQwcOLDDfb/PyEJR4cYE90EsDet6TR9LoFQq222bZAg6UWxlGM0fMLzbY3aFPn36sGrVKm7cuMHBWxqkW4pp06bh6elJSUmJycfWP5hZupfcL84w6jDrac4cyXsUH99qc58+Uip7SgpkZFhmnl3B3NKTh4fU8qKgAI4caXsfZ2dnduzY0RRvdPDLTbftkzV7PjdDB0rVDz/77Lb3r169SmBgIC4u9p3CW1paepv0FBgoGdbZ2ZLX0ZYM6/ZQqVRcv36dQYMGWXsq3aKtpISwsOYYOhNnG1sMURTZu3cvkyZNsoqEduLECXbs2IFCoei0kGy9Rs325J+pq9dxIj2XMEd/C82yayxbtoxly5Z1e5yzRdcpqJO8Jj6OzkwJ7NhYNCXOzs48+uijjBgxAlEUrdJrLTs7my+++AJVV7o3d5Hf//73JCUlcejQIYt7RX9xhlFGRgbBwcFtS08uLvDEE20WIJw4Ee6/XwrktAUsJT1FRkrZeXfc0f4+gwYNYuPGjQBsef9NMhJbR22LCgUJTzwvvXj99aZq49AsPUVERJh87pZEp9M1LcK3MmyYlIwXHw+ZmW0cbGOkpKQwePBgu+9jlZ2djY+PD+63tJ8RRfj8c0ni7I4X7/XXX2fatGkAXL58malTpxIbG8t9991HeXl5N2beMdXV1Xh4eBAbG2u2c7TH8ePHSUhI4IEHHujS/ruvpFBeXw9AsLsHM8Js5AZqYlp6i+aFDkEps2wgvIODA0FBQVy4cIFdu3ZZ3DgaOHAgAwYM4PvvvzfJeLt37+Yf//gHb775pkVbkej5RRlGeumpQ9evj4+Uq15VJeX5NiKTwZgx0v8mNIqNwtLS07hx4OUlLSh1dW3vs2jRIp577jm0GjXvvfI01ZUVrd7PnnEfFWGDpGj2DRuaticnJxMVFWXXWU/QufR0991SjaNOVAerU15eTm1tLYEdNX+zAxoaGsjMzCQy8vbMQEGQHnTy8+GHH4wbPy4urikbRxRFlixZwnvvvcfZs2eZM2eO2WIiqqurcXZ2Zv78+RZPUigvLyclJYXly5ffZmy2hSiKfHK5ucP88hGjkdtYYsXx48c5fvx4t8ao06g5cCO16bWlZLS2GDFiBDU1Nezbt8/iMUf33HMPaWlplLYXlNpF0tLSmD9/PlOnTuUPf/iDiWZnGLZ1lZqZLktPOh1s3ChV6bvF8i4pgffes26WWmZmJkFBQRaXnnbvhs2b23/K/sc//sH48eMpLchl3V9ebPXUIsrlJKz6jfTijTegro7S0lLUajV9+9pOwTdj6Ir0JAhSw1lBkILZzehQMBq99DR8+HC7acXSHqmpqURERLQbPxIVBWPHShmnhmYb19XV8cILL/C///u/gHQj9/b2ZuTIkQCsXLmS/fv3d2v+7fHdd99x4cKFznc0MXl5eXh7e7N69eouF/Y7nZNNWpm0SLoqlSweYj2DoT2uXbvW7XTzwroqBnn4gQ5Cnb0Z4WO9hwqlUsmSJUsoKyvjYnv1VsyEk5MTTz75ZOvYXQOpqalh8ODBAByzYpbEL8YwMkh6ksmkoKIbN+D8+VZv+fhI2f3ffmudtN/6+npycnKsUnAvKkoq9dSet9TBwYEvv/wSb29vLp46wv7PP2r1/o1pcygfNATy8tCtW9eu9GRvGCI9abXNMo4ZM1yNIjs7G29v7y55A2yZyspKbt68SXBwcIf73XOP9H3etat9T2hb/O53v+OFF17A31+KlyktLW1l3Ds4OKBpJ1th/fr1xMTEEBMTQ3FxcZv7tEdubi43btxg9OjRBh3XXa5cucK2bduoq6szyEu1sYW3aGHUUDysECienZ3N2bNn+e677/ih0T146NAh3nzzTV577TWuX7/eFHf6xhtv8Pbbb/Pxxx+TkZGBKIqcPHmSq1evUltb2+45fs4uIvXSTWTXnRmoDmh6qCipqeG7lDR0FvbcODg4sGzZMkaNGmXWNPq2cHJy4sKFCyQkJBh1vN7otvS8b+UXYRgZJT2NGAGDBklWwC2S2gMPQH291GjW0iQlJVlNeoqOlmKNzpyBK1fa3qd///581hhg/eVH/yDl4rnmN2Uyfl79WwB0b75JgJubycvKWxpDpSe5XKoMUVQkLci2Eoytl570T2v2iiFeLwcHKfPS27vrRurBgwcpLy9n0aJFTdsCAgIoKipqeq1SqdrtV7h69Wri4uKIi4szOD7wyJEjTJ061SRZVF2luLiYvXv3snjxYoNawlyrKOeHrOaAuhUjx5hjeq2orq7mwoUL7Ny5kzNnzgCS5FlaWoq3t3eToTx58mR+97vf8eqrr9K/f3/kcjmDBw/mpZde4vHHH+eee+4hICAArVZLTU0NP/74I++99x4HDhwAJG9kyxgyF6WShkY3ukwn48L1XH7/5Xf87fAJntu9nwc/+YKjGZkWlbYcHBwQBIGNGzeSnp5usfMC+Pn5ceTIkXYfDtpDX48pPz/fotd4W/wiDKPMzEzDs54EQVrBZDLYu7fVChYQAFOnQmJih6V5TI4tSE8zZ0qZVrt3t5/Vc++99/LSSy+h02r54I/PUFnWnMaZO2k6JUNGoigtZdDhwxaatXkwthVLeLiUMp6SAt0MbzAZnUlP9kJubi7u7u54enp2af+gIKkFThd355tvvqG4uJgHH3yQBx98kMTERF577TWqq6tJTJQCcDdv3sycNhI4usv06dMt7i366aefmDlzZqfet1v59OdmGefu/gMJ8/I29dQAyXDT3xfXrVtHZmYmAwYMaIotW7BgAfPmzSM2NrZpm7Ozc5PhoEcQBJRKJV5eXoSEhODu7o5CoeCee+5hxYoVvPTSS9x1112AJL9t2LCBDz/8kLNnz+Lj0mwwltXW8fHx8+y7nMreZCnuKKWwmNU79vDY1q8t6j0SBIF58+axe/dus6TSt0doaCgBAQGcv0Vt6Qy1Ws3JkydtIrTCvtNOuoBeeprcSY+uNvH0lFaw69elQj4tFo0775QWtvR0yZNibkRRJCkpiTFjzP/k1REKhdRP7YsvpPj09haUN954g9OnT/Pjjz/y4Z+e56V3PkMml4MgkLLsUSb/z2Vkb70FTz8Ndird6KUnDw8Pg4+NjZXKIBw7BiEh1s121EtPw4fbXgyIIajVatLT07nzzjsNOk4QpFpT330nBcl7d7CGv//++61eT5s2jc8++4xLly6xatUqZDIZvr6+fPrpp8Z8hDYRRZHz588zduxYiwVc63Q6qqurmTt3rsHxZjdVKr5Kac7SenyUae9ZWq2W5ORkzp8/T0VFBTNnzsTX15cXX3zR4N9PVx+WBUFoqhk1Z84cZs+eTW5uLrW1tQgOjqADBCirqiUlX6p+LVOD0lmOqtGbFOThhlank+6DFiIkJIQZM2awa9cuVq5cabHYwenTpxtckTskJMTg76656PGGUbelpzFjpCjNW5DL4bHHpLJHliArK4s+ffrYhPTk4yPZMx3dgxQKBdu2bWPUqFEknj/Jro3vsXDVb5CpaygeNYqiETH4/xwH774Lr7xiucmbCLVaTWZmJpMmTTLqeEGA++6TfpdWKlwM9KyA67S0NMLCwtqVsTqioUF6yKmogMcf7/jabok+QHTUqFFN8o2pSUpK4vLly4wbN84s47fFwYMHqaurY8GCBQYfuyMlkZrGQq6RPr7cGWyaC7yqqora2lp8fX1JSUlhwoQJDB48uMkYMsZoXLx4sVFzEQShyYv207UbKOrBSS5QV1gByBCAe8IjeOXBu3jj8HG+S01jZ0IKyYUl7HviEaPOaSyjR49uSgzR6XQWMa79/f2ZMWMGKpWqy0VI9TF7tkCPltJMIj3pF4uiIjh8uJWk5uwsvV1WJjmVzIVKpSIrK8umCu7JZFLC3tGj7Re9DAoKYsuWLQiCwK6N75Jw7gQON3NReQbz86+lWCPxrbdsM0WrE0whPSkUkiSrVEoxax3Ed5qN3Nxc3Nzcuiw92SpVVVWUlZXRv39/o4738pLqdd24cVtXIKui1Wo5evQo06dPt5jhevnyZa5evcrcuXMNPlar07GpRdD1ipFjuj3v+vp6jhw5wtq1a7l+/ToKhYLFixcTHR1tE30VL9+QmiHWq0VwbJbVRrkJOGq1zI1uLhkR6GGdB1s3NzfOnDnTFIBuCerr63n//feptrd+SPRgw0gvPZks6+naNTh1qs2uqrt3S20zDMlsMQRbLbin1Upy4q5dkqzWFjNmzOBPf/oToijy71efpbiiGlHhTNHYiRTETESorIR//cuyE+8mlZWVVFZWGhx30R46HWzaZPm2IXrpKdoSWrAZua33oZEMHy7lXBw/LhlItoBeru2s7Yap0Gq1HD9+nEWLFhnVf/FI1lVyqqSeiV6OTjwY2f1ra9u2bVRXV/PrX/+6w55sxvD99993uyjhhew8AGQaEMs1DHTzYky/QPq7O/PRRx9x7Hxc075BRsjupmLkyJFcunSJGxa6uJ2cnBg2bBgnTpzo9lgff/yxCWbUdXqsYWRy6Wn8eEnzOHDgto6gc+c2xyiYGlsuuKdUSvFGDQ3w9de3lXxq4pVXXmHGjBlUVVbwj7++hrpBqpD586oXARDfe0/SMOwAYwOuO0Imk5oVZ2WBJdsddUd6siUKCgpwcnLCx8en22PNnSu1wjl0yDYyBsPCwli6dKlFziWKIjKZjDVr1hjtZd94qdlbtHTYCJyN9KhmZ2ezdetWtFotj7cuL10AACAASURBVDzyCA888IBZvJo5OTnk5OQYfbxOJ3Kx0TASdKBq0JKTV8Fw/wCmT5/Ok08+SUldfdP+gR7Wi6d0dXVlzpw57NmzB3UbPSvNweTJk0lMTOTmzbYbjHeFP/7xj6xatcqEs+qcHmkYmUV6EgSpJ4haLRUxakHfvjBliuRMai+N3RjMsQibmj59JAkiKwvaezCQy+X88Y9/pF+/flxNusRnb78GQMnIcZLX6OZNqWqmHaCXnjrrEWUoI0dK1Zh/+gksUb+vqqqK0tJSo6UnW0Ffg8ZUXi8nJ1iyRPpn7a9camoq586ds5hcdPnyZY4cOWK0oZxcXMS5PMnIkAsCjwwfZfAYarWaAwcOsGPHDkaPHt3YjNm2POUtKa6qJtq/Dx6OjjgKzXGsIX2k+4O7uztOLfrZ3UhJpsYaBfAaGTp0KDNnzrRYuRdXV1fmz59vdMiBSqXijTfeMEk/O0PokYZRSkoKkZGRpv9C+flJhR+Tk2+zgCZPltL49+0znaTWnawnSzJqlLSwnzzZtqRWWVmJTCZj9+7dODo68sOuLzi2bzsAiY8/J+30zjvQjacKS6DRaMwqPc2YARERsH+/1HTWXNiDwd1V0tPTCQ0NNUr2aY++fcHVVfKAtihPZHHOnj1rsWKbN2/e5PDhw90KPWjZ/mNuRCSBbobPPT8/n9raWp588kmioqKMnoulyC2p5EJiDvUlKhx1zctpaJ/mB6f8m803xWAvT9auXUuKJeu83MLgwYO5evVqtzxlhjBo0CDKy8vRGhEnoJdON2/ebOppdUiPM4y0Wi21tbUEBQWZ5wQTJ0pNZm/Jr5bLpU70Q4ZIP3cXfdaTvRTcmzdP6r9763285SIcExPD2rVrAdj0jz+SmfIzRWNiKRo5TgrA/vBDK8y861y5csWs0pNMBosWSddQRynj3aWgoABHR0eTSE/WpKamhsLCQsLCwswy/oED8Mkn1rHXi4qKKC0ttcj3XxRFvvnmG8aNG2e0hFZSW8vetOZ+YY8bWNDx4sWLnDx5ktDQUBYsWGDxdkfGUtfQXMRQrWmOJQj1b/4C57UwjB6YMZ0lS5aQnZ1t8V5mLWloaGD37t0Wk9QOHTpEampq5zu2IDMzk59//pnPPvvMYvPU0+MMo7q6OvM+CctkUvlnhUKqbdSCwEApRsEU62Zqairh4eF2U3DPwUH6/CDJavrv/K3S0+OPP86aNWtQN6h45+Vfc7OijMRfNXqN/vlP6/RZ6QLV1dUWkZ6cnKRqzO7uksfCwOKxnaLVarly5QpDhgwx7cBWQB9wbS6pKTZWCoa3RoXyoqIiYmNjLSZ5DBkyxLhab41sSbxMg07yCIwKCGR03649mOp0Og4cOMDJkyet4iHy8PDolkdepW78gooizvUCQ/38GBkUQF9vKbZVpdFQUiOlm8oEgT5urgQHB3PPPfdQXl7Orl27UFmhK/nQoUMJCAgwSWB0Vxg3bhxxcXGd79gCfdurRx991OIeth5nGMllMstIT6Wl8MEHbQYV5eXBZ58ZL6ndvHmTyspKQkJCujlJy5OdLWVYnTzZvvT0zjvvEBsbS2lhHh/88Vlyx0ygZMgoqUPvRx+1PbAVEUWRhIQEi0pPoij1U9u927SLcnp6OiEhISaVnqxBYWEhcrkcvxbxG6bGx0dyDl+7JrXBsSTDhg2zSLE7/Xd01KhRRhthKq2GzYmXml4/PrLr1bnPnj1LSUkJK1euNOvfsj0WLFhgVK0mPc6OSgb364OfkwuqWjUZmcUU5lbi0BjGUVDVnKgT4O6GooUR7+npiUKhYMOGDa1ajFiKe+65h/z8fIt4rqKioigpKWnVOqcjvv76awCSk5OpqKiweMp/jzOMnEz9iN0eXl7g6Ci1C2nDy5GVBd98Y/iiZo1F2JSEhEhpzz/8AIcPZ7YpPTk6OvLVV1/h7+9PUtwpvvzorWav0T/+Yb66B0ZiDelJEKQkyMRE09XVMbf0ZCm0Wi0pKSmG9T40klGjpObJR49aLnEyPj6eU6dOWeRccXFxxMfHd2uM/elplDQW4QpwdWNOeGQnR0BtbS2lpaWMHz+epUuXGtSHzZYY0T8QXZWWipLmImQ+ns0yYMv4oqBbMtLkcjn33nsvY8eOZfv27RaX1jw8PHjkkUcscl65XM7DDz/cpaQVURRZtGgRYWFhREVFWaXZeI8zjISaGsjPN/+J5HJJ81CpYM+eVhZQUJDUWiApCS5fNmzYvLw8s2Q9WQp9RWcPj3r27FHg6dm29NSvXz927NiBXC7nm8/XsbtBRVnkUKlPxoYNFp51+1hTerrzTqmuzg8/gIHyfJskJiYyZMgQmyiK1x0yMzMJCgqyyGIqCJLXyN/fMva6KIr89NNP5ouRbIFKpeLkyZPcfffdRo8hiiKfXG42rB4bPgplJ56n2tpaPv30U5KTk1EoFFa9Hg8cONDUHNYYXJ0cCPX3ouUjrI+Ha9PPeZXNAWptpeoLgsAdd9zB8uXLAbqV1m4Moiiyfv16i/RSCwoKIjs7u1Pp8KmnngKk+1VOTg4eHh4WL0Br33fItpDJJP3BEpXy/P2lVKK0NLjlqWviRBgwQMrsLyvr2nAajYa0tDS7L7inVIpERyfg79+XL78U2v1TTJkyhbfeeguAj974b76Zu1B64+9/lwxOGyAjI8Nq0pO+QkS/frBzJxQWGj9WUVERcrnc4I7utkZdXR25ublN8QeWwNMTVq5sjqEzBbp2in5lZ2ej1WoZMGCA6U7WDpcuXSIiIoKAgACjx0gsLiKxWJJHlIKMh4eO6HD/uro6Nm/eTGRkpNHtdExJQUEBBQUF3Rpj9f0ToIXTRalsNgzzOvAYtcTZ2ZkbN27w8ccfU9bVBcMECILAsGHDLFYROz4+noSEhHbfr66uZt26dTz//PMolUoyMjKssh72PMPI01OStkpLLXO+O+6QMtTS01t5jWQymD9f+r+r8Qk9qeCev7+cRx5xITa24yy9559/nocffpj62hpe3rmZ6wMiICcHTNiE01hqa2spKCiwqvSkUEg1dfz8jA/E1ul0JCcnW0R6MjdJSUlER0dbLChZjyBItvrRo1JB0+6SlZXV5vaamhqmTJliERl9/PjxzJkzp1tjDPcPYN3UeXgVgPNVNScOJXe4f1lZGYMGDeLuu++2y1CBtogK9ScmOgR3T2fGDAlm6phmo721lNZx7GtoaGhTU2JLxtTccccd5OTkkJuba/ZzxcTEcPHixTbfE0WRyEhJhn3nnXe4cuUKAwcOtEoCku1WzjIWJyd47jnTpIZ1BUGAxYul893yRff0/P/snXdYVGf2x793hjp0kC6oFAUBUUDRqCB2jNhbElM0xRSTbDbJ/rIpm+wmm81ms8mmbRJNoqtLoliwxoqKxgqKUekdQYr0OjDl/f3xMkObgZlh3juD7ud5fIS5M/e9wMy9557vOecLrF9PL2oD0dzcjOrq6kF1hhgDioF7U6ZM6WGwKxarNtzlOA6bN2/GrVu3cPPmTTwaEIIzAAR/+xt18zRgV56xSE82NsDTT3e9vQjRbvhgfn4+b9ITS6qrqyGTyQaV4RgMd+9SuxCJBJg7V/f9tLe3o1iNuSJfku25c+cwatQovdjanNyWBserHSAAvrh+HLdLavDc87MhFHZ9bgghyMrKQkBAADw9PQe9prHx9+fjYG1pBmGvc0X3wEiTqddhYWGor6/H9evXecuomZqaIi4ujpcAZOTIkaitrUVTU1OfGV3XOifbHjx4EE1NTairqzPYzdy9lzECaJAilwMpKfxIaubm9ErV1NSnqMjFhWaNWlpo+Ywq7qWBe3l5eX0G7uXnA599pt5/ysrKComJibC3t8e5rJt4z96RVq/Hx/Nz0CqoqqoCx3FGIz1xHA2ITpygQ0Q1rZc0hPTEArlcrl/vQx0YPhwIDwcuXRqcrJmRkaFyPlFJSQn27t07iCPUjLa2Nly4cEFvdYxvvBGHMWPclHU2iYlX8dZbu9Dc3GWFcfnyZSQnJ0PKV3MMz9hZWfQJioBeUpqdZgMvY2JiMHXqVDQ2NvJWkO3v7w8bGxs0qTO91BNCoRDr1q3rd07Vgw8+aPAGpHszMAKo3f3hw+p9Kljw66+0vknF3eDOnbT9Wizu+7KKigqYmZkN+YF76qQnDw9AJKImqeoyxL6+voiPjwfHcfigvg7HAODDD/l1Ve1EIT0Z8iKsCo6jsuS1a9Q6RBMyMjIMIj3pm6KiIri6usLKymrgJzNk9mya+dSl4xSg3odisVil92F2djYvTRfXr1+Hv7+/3nwknZys8elnaxEV1TWHKOVKAV5+aTvKy+uRn5+P8+fPY82aNUY3l83JyQlOTk5M9i2TyVFR0aD8vr8ao+4ogoFdu3bhiqYfdD2QmpqK06dPM1/H3t5erZRcXFyM8vJyiEQiOLCccjsA925gNGoU9ak4d46fLjWAtqI5ONCJcL0ioLlz6QTdXjZr99zAPVXSk6UlsHo1/ZXs2qU+1lmwYAHee+89EBA8xAlQmJtLI0qeMWbpKSaGto8fPUozcf1RXV0NqVRqMOlJXyikJz8/P0MfCiwt6Wf59m3tPe0Gygzn5OTwMum6qqoKERERet2nhYUp3vnTEqxd+4DysaKiamx84T9IPnMdy5cvN8pO27i4OMTFxTHZd+KZGzDPk2KGiQdenDwJNubmGr+W4zgsW7YMZ8+eHXRxuKZMmDABmZmZEKu6e9cjcrkcCQkJ6FBRrOfh4YHs7GyDNyDdu4ERAMyfT02P+OpSMzcHli2jEdCRIz02DR8OREdTo9kbN7oeN2TXkz4ZSHpyc6Nt/MXFVA5Sx9tvv40HH1yIOiLHMgCt779PZVGeMHbpiePoW8zFhQaZ6noMjEF60hcK6clYzERDQ+koBW0bx0pKSuDo6KjS/6y9vR1OTk68tOkvXrwY3t7eet+vQMBh3fpovPHGQmVnVn19KxIS8pGfb5wT7VlRXd+Mb3bRWVQ3bpbBulGotSzk4OCAOXPm4Pjx4ywOsQ/W1tbw8/PD9evXB37yILCwsICnpycKCgp6PB4WFobc3FyMGDEC5loEkSy4twMjS0tg4UJaEMCXpDZ8OBAVRWuNMnp2aEyfTof2HT5MrcGMoetJH2ja9TRuHG3iU9TLqEIgEOC//90OX19fXAfwbFYWCA91FwqGgvRkZgY89BD9/+5d1c8pKiqCi4uLwaWnwdKf9GQodu1KwJ/+NAVLlkzHqlWr0Nrait9++w3R0dGYPHky4uLi+kwy7ujoQEFBgbLrpjfm5uZYs2YN85qKQ4cOMe8+mjM3BP/45CFYWdMGGIlEhg//egBbt541qD+YKg4ePIiDBw/qfb+f/vcMmlvpyBEvV3s8Eqtbhi40NBQrV67U56H1y4wZM+Dv7898nTFjxiC7l2sEIQRVVVW8jKoYiHs7MAKAMWNoqkbNCYkJUVF0zV4Bj0BA7/ZHj6YXNWPpehosCulJE+PH+fOBefP676qyt7dHYmIiRKZm2A7g37/7HS9mVUNJerK3p82XquylFNITHyc4lhhjU0JtbS0+/vhjnDp1CkePnkNb2wj8/e+bsWbNGnzxxRe4dOkSYmNj8ac//anH67KysuDn56e2xiYxMRF31UW5eqKxsRHp6em8NBT4+DgiIkIOD4+uwXzbt53HBx/sR3s7v4ag/VFTU4MaPY92+TWtAElXcpTfv7FuNszNdMt2chwHS0tL7NmzhxdJzcnJCUKhkPnAx+DgYEyePLnHY21tbUy9D7XB8EfABzExdEoewI8bpEBA17S0pBJetzXt7enA7JaWKgDG0/WkK9pKT4rrW1kZ9VRTN004JCQEP3y/GQDwu7IynP/4Yz0crXqGovSkUJZu3ABOnux63NikJ13pT3oyFI6Ojvj1119haWkJMzOgsVGKnBwL2Ns7IDQ0FADw1FNP4fDhw8rXNDQ0oLGxUW1rfGtrK7KyspjX4Fy7dg0hISG8zElLTk5GZOQ4fPPtekREdN0gnjmdiVd//xNqa/n1vlIgFotRWFiovPDX1dWhrq4Op06dUkpIg+mcaxV34B/bkpTfPzhtLCLGDl629PHxwS+//MJLxi03N5d5EbaVlRXMzc17TPrmOM4gfnmquD8CI4DWqRw6RAeR8IVYDHz/fZ8Jj3K5HCkp2bh2bRxKS/k7HBZkZGQgICBAa+lJLqcFrHv3qo9V1zz2GF6JjoYUwMp33kH5nTuDP2A1DGXpqayMNkSmpdETfVtbm1FJT7owkPRkSCwsLCAWi/Haay/D3b0NlpbBMDV1U243MzNTXlwVWa+QkBBwHIdNmzYhIiICERERygxRQUEBRo4cybxjSyqVYty4/idT64sZM2YgOjoa1tYW+PBvq7BocZhyW2bmHbzw/H+Qn6+ZoehgkEgkkEqlqK6uxpdffolPP/0Up0+fVmaJhEIhBAIBhMKuGqC9e/fi008/xY4dO3Dx4kW1U8pVsWnPBVTU0JZ3extLvPRQtF5+jtDQULS3tyMnJ2fgJw+SsWPHIj8/n/lohdTUVKSmpiq/N6Y62/snMBII6Mjas2fVDxTSN+bmNEWUlNRjzYKCAnh7u0EsNseePUbjfqE11dXVkEgkcHNzG/jJvfDyorJabm7/serHBw5ghqkpyiUSrJwzR2Unw2AZ6tLTvHl0+PrBgwRJSbnKi/BQZiDpyZCUlpZi6dKlmD9/Pnbs+BahoW4oLq6Coqyovb1dmZUpKyuDjY2N0uvpmWeeUV4QFNnitrY2Xor9Z8+erZeBjgNx/vx5yGQy5YVOKBTg5ZfnYePGORAI6PuyqqoRL7+0HZcu5TE5hurqahw9ehSfffYZCgsLYW9vj9WrV+ONN97A+vXrld1/Ch+u6OhoZcZv5cqVWLduHUJCQiAWiyEQCJCdnY3S0tJ+MzaZhZXYebxrqvPLD0fD3kY/na0CgQDz5s3TKkjTFSsrK7i6uqKwsJDpOl5eXrjT7WbXGCQ0BcZzJHwQG0sH6vDVpaZwVLW0pKkRiQRtbW0oLS3F2LE+WLaMOnb3amAbEiikp5CQEJ33ERFB3cvPnKF2c6owsbXFzv/7P3gCOJ+RgddefVXn9dSRmZk5pKUngQBYsQIgpA4XL3pDLjce6UkXBpKeDIlYLMYTTzyBTZs2Ke001q3zRUdHM7ZuvQUA2L59O2JjYyGRSJCbm4sAVYVg3Zg4cSImTZrE9LjT0tKQkpLCdA2ABoKXL19Wefe/dFkEPvjrSohENGhsa+vAO2/vxp7dV/QqEdXU1GDr1q0wNTXFM888A39/f5iYmMDFxaXPxdfNza3PjR3HcXBwcEBQUBBiYmIAUKuWPXv2YPPmzSgpKemzplQmx9+2nIC88+eYONYbsQ/ot+Xcx8cHAQEBaGhoGPjJgyQ2NpZ5h6SHhwfKy8uNriAfuN8CI0tLGqhUVND5RnwgEgFLlgBVVUBSUg/pydub1mlfvw7cusXP4egLfUhPHAc8+CA15+w1MLwHLn/4A3bb2sIMwJdffYXt27frvGZv6urq0NraOuSlJ6GwA6GhGXB0dEZWlqGPRnd6S0/GxsmTJ5GZmYlHH30UM2bMwIwZM/Cvf/0FmzZtxY4dT2Pq1Kk4cOAA/vKXv2jkfUgIwf79+5lnAm7duqW3gY79kZycjKioKLWZvshIX3zx5WNwc6MZNLmc4N//TsK//nUMUqnuN6tyuRwXL17E2bNn4eTkhFdeeQWzZs0asG5r/vz5mD9//oD7DwsLw0svvYSpU6cqTVC7X9B3nUhDdhGVBs1Nhfi/dbOYvH/v3LmDrVu3Mn+/uLq6ora2lmnQYmNjg9mzZxtlYDQ0b5EHw5gxtG/80iVg8mTVBl76xs8PiIxE882bkE6Z0uMOJSqKDuq7eBEICtLOA8tQKKQnffi6mZoCa9fSmFUtNjaY/Npr+PJPf8IGUDkiODgYEyZMGNTaiotwaGioUV6EtSErKwvh4SMwa5YQRlSrrDW9pSdjY+HChWrb3ePiLkIup/VzbW1NqK2tHXBwa01NDYqKipjKCGKxGKWlpVi9ejWzNQBaF9bQ0KCUpNQxapQzvvr6cfzpnT3IyKC/y0MH03DnTh3efXcprK21OyfX1NRg//79EAgEWLRoEQAwGbfBcRyCgoIQFBSElpYWxMfHY/78+TAV2ePb3eeVz1u/eDK8XNlMbfb09IRIJEJ+fj5z6X/fvn1YsWIF05vG0NBQSKVSozNOv78yRgrmzwc2bOAnKOpEPmsWroaFIbjXxVwopB60jz8+NIIiQP/Sk5UVlYOammgJmMobiBdfxFM2NngS9ES/fPly1NbWDmrdkpISODg4wHYA12tjp7v0pAiKysr61PwbPZpKT8aKVAr88ANw8iQNuIOCggYMuO/cucNcsqitrUVgYCDzi4+ZmRmeffZZjerCHBys8M9PH8asWV2B47WrRXhx4zaUlWn3ub527RqCgoLw+OOPa22rtHfvXp386aysrDB9+nQkJOzC21/shbiDFir7eDrhkQX6nSrem4iICOayKMdxKmcN6ZuzZ8/iHF/qjRbcn4GRSEStOwgZnBukFhSVlsLFwwNWJibU6Krb1d/Wls41kkgGtnkwNCylp1u3gFOngMuXVWy0t4fg5ZfxFYBwS0sUFhbi4YcfhkzHWjFF1xMfFgwsUSc9paUBx44B6ekGPDgt0UR6MmZMTOiE96SkJjQ3W2t0ka6qqmIu43p4eGDJkiVM15BKpfj555+1knjMzEzwxzcX4fEnujLPJSU1eOGF/+DGb33reHqTlZWFO3fuYM6cOYiMjNQp69vY2NijZVwbAgMD4R8Wg1tFNJDjOODN9XNgasJ2OGxwcDDCw8OZrgEAo0ePRl4em+J4Be7u7ijny7JLC+7PwEjBpUvAd98x71Lr0fV04wY1TFMxdv30aWooz7ArfVCwHrg3eTIdWHj8OKDSY/B3v4O5tTX2trXBydISx44dw9tvv63TWsbc9aQNZWVlsLa27iM9zZ9PO//27ePPKnAwNDVR6WnEiBGGPpRBERMjQ1PTXeTlBWg0Mm3WrFl9Bt3pm8OHD6NZnXuznkhPT4dcLtdawuI4Do89Ng1vv7MYZp1DEJsaxXj99Z9x9OgNta/Lzc3FoUOHDC6B21rbwMHGEpATzAwbgRB/9pYupqam8PX1ZR5QeHp6YurUqUzXUARG/dUZNTQ06NT5PBju78AoNJSXLrUe0lNEBJ2IfeQI0EsKmj4dsLYG9uyhkwWMDdbSE8cBS5fSZN6uXdRyrgdOTuD+/Gd4A0iQySAUCPDRRx/h559/1modY+560gaF9KTKcNHEhBr3ikTAzz8DjK+Lg0IRcGsiPRk7paW5WLjQDJWVphqZzKakpDC1n+no6MD169eZz4jJyMgY1IykmJix+PSzh+HgQJs5pFI5/vHxYZw40bcrpbS0FPv27cOaNWsM3jTxybPbgXNlcLhRB5v2ImVhNmuqq6uRkJDAtHBZEYCxGJGiwMbGBiEhIf3OTJo1axYqK3XL6unK/R0YiUTUS62igk7IY0Af6YnjaJeaQEBb+Lulni0tqWVIbS11TzcmJBIJL9KTuTmwZg2VFVWazb7yCrB6NWZ2dODTzoKa9evX9xgU1h/G3vWkDQNJT9bW1FOtrY0mR42V8vJyWFhYaF0fYmy0tLSgsrISsbGeGDmSJoX7u25JpVJcvHiR6fuwsrISzs7OTEdREEIgFovh5+c3qP0EBnri668fxygfOt/J19cF06b1HfBpYmKCpUuXGsWNjaDb327tmjU4evQoL+30rq6uIIQwt5E5fPgwbjFsmeY4jhawq8ncd3R04OrVq3jllU+ZHYMq7rnASOvgNiAACAmhUwb1LKmplZ7s7GhAVlraJyAbOZI6d1+7BmRm6vVwBkVWVhZ8fX15kZ6cnYFHHqGt/H3gOFrhGhKCFxsasH7YMIjFYixZskQjLyF10tNQo6mpCTU1NQNKT25uwJNPAjNn8nRgWiKVSpGdna0y6zXUUGS9hEIBVqwAnnii/4YKmUwGJycnpsdUXV3NvLib4zisW7cOlv22lmqGq5sdvvjiUcyfPw4f/HUlLC17Bv1ZWVlwdHQcdBCmYPjw4YMKsDhB1x/Y2dkZkZGRzOtyAPo7Hz16NPNJ2B4eHj2GMLLgwoULam9sH330UQDAQw9tYHoMvbnnAqP6eppt0IrYWMDFRb1xl470Kz0FBwNz5tDRAb2IiQHCwughGQMNDQ1oaGiAl5cXb2uOGEGbBqVSoM88NSsrIDERsLfHN9XVeGDYMJSVlWHZsmVo72eMuFQqVSs9DSW0rfVyc+vq+ruhvmzDIOTl5cHb29uo7AB0obKyEkKhUOn1ZG1NO07b2wF1fpwymYy5D9yECROwYMECpmucPXsWt2/f1tv+RCJzvP6HB+Hi0vO8WVJSgsOHD+vVqmL27NmYPXu2zq/vPmaBEILp06cjPDy83/OQvpg0aRLziel8FUerMvIlhCAhIQHr169HczO/2f17LjCSSnWwQxOJaPv+qFEDP1dDNJKepk6lliGE0APvRCgEFi0CnJzoJkPOvzK0w/mJE8C2bSoKiH19wf38M0w5DonV1RhuY4OLFy/i2WefVau7Z2dnD+muJwUVFRU6SU9nz9J4kge7JY1QSE+j9Pi5MwQymQyZmZkICgrqs+2nn4AdO1SXMFpYWGDatGlMj+3y5cuQaH2nqB2pqanMPQZlMhkOHDiABQsWQCQSMV1LGwTdMkZyOQHHcWhtbcVXX32FpqYmpmsPGzYMVlZWTP++bm5uzIMvGxsblc0Bb775JgBg06ZNfetNGXPPBUYiEXDhgg6dOBxH633OndNLC7/GXU+E0OrYbm7cCqRSICHBsPNoFNITa+dvdURF0QTRzp1Aa2uvjfPng/vgA7gAONDRAUtTU2zduhWff/55n/1oKj0ZOzKZDFlZWTplvebOpdmjPXsAD/R2GgAAIABJREFUxqUJGqGQnozJI0kXCgoK4OnpqVJKmjaNZowuXOj7OkII02nUUqkUJ0+eZFrc3dTUBKlUCgcHNgMNFdy5cwe2trZ6z/YmJCQgISFB59dzvQIjABCJRAgICMDVq1cHfXwDsXfvXr1m63pjZmaGmYx1eHt7e5U1cB999BFmzJgBoVD4v8BosNja0gtpcbEOLxaLaZVqYuKgutQaGxvR0NCgmXbNcYCrKx08k5HRY5PifJaUZJgWfmOQnqys6ADMpiZg9+4eteqUP/4RWLYME9rbsaVTlnj11Vdx/Phx5VMMnfXSJ7m5uTpLT6amtLDd1JTG4npWjrWit/Q0VGlra0NZWRl8fHxUbvf3B8aOpVns+vqe2xoaGlBQUMDs2JqbmyESiZgWXtfU1MDLy4v558rLywtr167V+35bW1vR2ueOS3O6Z4yIvCtTPXHiRFy7dk3nOWua4u7uzrwGaP/+/chnOGDPy8sLixcv7vHY5s2bAQCHDh0CQKtO+OSeC4wEAmDjRjoTR2tEoi4vtVOndFqfEIKbN29qdxGeMQPw9AT274fSohtdHrRWVrR9XSzW6ZB0xlikJ09PWqteUKDiz8JxwNatQGAgVtfW4o8eHpDL5Vi9ejVyc3MBUOnJ3Nz8nul6Goz0ZGdH2/gbGoCTJ/V4cFrQn/Q01EhPT0dgYGC/WZl58+j/vSV+uVzOtMaoqamJeQ3TyJEjsWbNGqZr3L17F0lJSUaZWewtpSlwcXFBTEwML4ERHzVALDvt5HI5jvZqw37mmWfg5eWllGh5HmN07wVGAG35BmjWSOtgOiAACA+nue/CQq3X1kl6EgqBlSvpRX7Xrh71RiIR3dTQQOMmvuqNjE16mjCB3jWMH69io40NsG8fiK0tPrhzBws9PVFfX4/FixejtrYW2dnZA3pWDQX0JT15edE2fr7vwhQUFBTAw8NDL11MhqS6uhoymQyurq79Ps/ODpg4kc7l6p7xlMlkTKU0V1dX5hOvU1NTmbenp6SkGGVQBKDHzW/vqd8TJkxgXmc0YsQItdlKfWFtbc305+A4Dte6Df1SBElXrlwBQC+H/ZmMs8A43216QCajitiePTp0qc2bBzg60khEi4h/UNKTvT2db9Tc3Cfn7uUFzJ5Nu7P40FqNVXqaOhUYNowGh31+D6NHg4uPhwBAfFkZAocNQ2ZmJpYtWwYPD48h3/VUVVWlV+nJz6+r649hiUIfFNIT64JO1sjlcqSnpyM4OFij58+eDTz6KM1oKxCJREwDI7FYDHPFXSIjLly4oNcusd4QQpCRkYHxKu+IDI9A2K0rTd7zrlUmk2Hz5s1oaWlhtr6dnR1zexBnZ2emY1o4juuR2YyNjQUA5bTrxkZ6LeeTezYwEgqBxYuBmhodJAMzM2DFCpqq0aJwcdBeTwEBwIsv0qt/L6ZMAZ5/nt59ssbYpafTp6mTS58b1YULgffegy2AAy0tcBCJkJycjB9//NEQh6k35HI5MjIymEhPx4+r6fpjhCbS01CgqKgIrq6uGndjKX7chgZ6TgJoNw7L+p+UlBSkpaUx2z8hhLlc19bWBisrK2bNH6NGjRqUNM11C4bkvQIjoVDIi9T13Xffob53AZseGTduHB544AFm+wdoVurq1avKG/H0biaPfBdeA/dwYATQ7vvJk6kpqdY1ju7utLgF0MhPobm5GdXV1YOXnkxNab799Ok+9UZWVnTTxYvsCmcVXU/GLD2NG0czHT//rGKg5zvvAHFx8Gtrw3ZrawgFAvz973/HTz/9ZJBj1Qf5+fnMpKeoKDpxfccOgOGNLQDNpSdjR+F9qO2QQbmczib95Rf6varZLfqkubmZaUaqvb0dAoGAaVZKJBLhueeeY5a5jo6ORnR0tE6vvXLyFupybkMok8HM3ETlmBA+AiOhUMhU6mpoaMCZM2eY7R8AVq5c2SP72v36w1iNVMk9HRgBwKxZNAGzb5+OxctXrgBfftnH16w7OhVc90dTE43metUbAbT19+RJdvVGg+l64othw2hCr7KS/l17/B4EAmD7dkh9ffFgVRX+2RmoPvnkkxrbhhgTrKUna2vaqdbSQt9urGpFtZWejJmMjIwu70MtEAjojVp+PjVJ1saJXhdYZ3PMzMzw9NNPM9s/QDMHJX0mvBoWmUyObX8/iHcf+RpEKoc1keKHfS/Bxb1vVisoKIj55HEbGxumgREhhGnmEUCPOUanenXY/C8wYoCpKfUfmzKlqyhbK8aMoemaXr5m3dG79GRnR+uN7tzpYxjm4kKLZrOy9O9/1draOmQG7vn7099DRgYdXNgduY0Nrr3zDoi1NV4qLMQ6Pz+lbQgfHRz6JCMjg7n05OFBux+LinRuxhwQbaUnY6W2thZisVileWlCQgImTZqE8PBwvPrqqypfP3EiHSly8iSY1++FhITA2dmZ2f7b2tqYB3fXr18fVDv9QMTHxyM+Pl7j5zfUNOOdh77Cz5/+onzMzNwUDTWqVQVPT0/m9XSenp5Mzw+mpqbMh4RevnxZ6ckWExPTY1tTE72O88k9HxgB9MQ/ZUrXDEet6O5r1vsKDCo9Mel6Cgjo0gF7maZFRgKBgTRmKi3V35K3bt3C2LFjjbYDpDdTpgCTJnUpngry8/NhP2UKuG3bwAH4Jj8fU7y8NLINMSaqq6shlUp5kZ5CQ+kAyAkT9L9vXaUnY4MQosx69Q5qiouL8c477+DEiRNITU1FaWkp9uzZ02cfpqZAdDT93LKsLwKA0NBQpoNZb9++3efuXt80NTUx/RkkEolWF/2rp9ORltx1Pp4QFYAvT/wRfuO8VT5fLpfjb3/726CPsz+mTZvG1NxbKBQyD4AV15ytW7f22TZtGvV75BNOnX3CUCUiIoKok0zy84EjR6i5o9bSe2IiNZpav562iXWSnZ0NExMTNncFMhnw44+0YvPll3uEzWIxLUAG6Nymwd4wVFVVobi4GBMnThzcjgyIRAJIpW24fPkypk+fTu+i3n4b+OtfUSESYaK5OUrr6vDEE0/gxx9/NKqOu97I5XKcO3cOERERvGdZCKFldfpSYdLS0uDq6spcUmBNcXExmpubVRbBf/fddyguLsaHH34IgMoBW7Zswfbt2/s8VyYDvvkG+Oc/R+Hdd9/tsS0oKAgTJ06ERCJRmckYP348xo8fj9bWVpUTmyMiIhAcHIyGhgZ8++23cHBw6NEMMmXKFIwZMwbV1dXK4XndiYqKgo+PDyoqKvrMlgGAWbNmwcvLC7dv38bBgwfR0tLSIys1f/58uLm5oaCgAGdV3EguXLgQw4YNQ3Z2Ni6qGOm/dOlS2NnZ4datW0hNTUVZWRlcXFyUXVGrVq2CSCTC9evXcf369T6vf+SRR2BqaoqUlJQeBbwKnnjiCQC0my4nJ0dpPO3m5gZTU1M88sgjAIDk5GQU9hrXIhKJsGrVKvzrle3IKLgB33A3uHg5KY2CbW1tsWzZMgC05Vyx7+LiYowYMQJOTk6Ii4sDABw8eLBPjZmbmxvmz58PgE60buxVdTx8+HClr1tCQoIyk6b4PygoSFkvFR8f3yfgGz16tLKIWlUA0t97TyaTITw8XOP3XqKKNrL+3ns1NTV47bXX1No5AQDHcVcJIRFqn6BHhkZqQE/Y2tJO+AMHdKjPWbCA2r53e7O2traioqKCnfSkmG/0yCN9cokWFnQi9LJlgw+KFF1PQ7n+4+pVerG5ejWrp/T05z8DsbFwa21FooUFRObmam1DjImioiK4uLgYRHo6eRLYvFmjnoMB6U96Gkp0dHSgoKAAo0ePVrm9pqZG2V4M0KLbqqqqPs/btGkTIiMjsGVLBPPMJeu7fD5uqt3c3Jhn1rTluQ9XY8bSiXD17gqKBoLl76qjowMdfbpQ9Avr96q1tbXaUSRXrujoZDEYCCH31L/w8HDSHxcvEvLuu4Rcvdrv01Qjk/X49vLly6SqqkqHHenInTtqN9XW6r7bnJwckp2drfsOjIDSUkLeeKOZvP12HpFKe22srSXE15cQgMQHBBAARCAQkGPHjhnkWAdCLBaTU6dOEYlEYpD1y8sJ+eADQn74gfT9XWqBXC4nZ8+eJY2Njfo7OAPx22+/kZKSErXbv//+e/LWW28pvz916hR59NFH+93nyJEj9XZ8qti8eTO5ffs2s/3fvXuXZGVlMds/IYQUFxcTsVjMbP9btmwhW7ZsYbZ/QgjZtm0bkfW6duiTpKQkcubMGWb7F4vF5MMPP2S2fwWqrt1yOSHvv0/I8eOEAEglPMUR91XGCKD1OaNGAUeP9uiG1wyBgKaarl9Hzblz4DiOaXFjD9LTqXbWq94IoArfl1/SAZDacq8M3HN3l2P06EzIZF44cqTXRgcHOhnbygoPZ2XhjXHj+tiGGBO6dj3pCzc3WvtfUoK+v0stKCkpgaOjI3NbCtY0NDSgqampX+/DBQsWIDExUdkd9OOPP/bxf+oNYZxxcXV1ZTqYb9iwYUxrWwDgyJEjTMcajB49Wm0WUF88+uijTOs25XL5kN4/QKVFVbS10cZsvk8h911gxHH0pM9xQGcRvHYQAvmVK2jYvh3B3WqNmBMQoNJPDaCNc/b21GRV21k0fHQ98UFRUREmT7bCzJlmSE0FUlJ6PSE4GFznoMcPbt7EwjFjUF9fj0WLFjEdjqYtdXV1aGtrM7j0FBREix5TU+k/bRlIehoqEA2nwLu7u+PNN99EVFQUIiMj4erqiuXLl/N4pH2Ji4tjWrhfVlaG//znP8z2DwAODg5MA6MHHniA6fDC6upqnOjVWaxvYmJiMFknc1DN4CMwUif7NjXRz+Du3VuYrt+b+y4wAmij2XPPAdOn6/BigQBFYWGwtbaG5dGjOrS56YhQSIf3AH3mG5mb03qj1lZaI67pjSifXU8sUXQ9+fv7Y+ZMGkOqnMezahXwhz9ASAj+W1qKse7uyMrKwpo1a5jaGmiK4iIcEhJiFIXhM2cCISE06NaWrKws+Pn5Mc1Y8EFpaSlsbGxgp8HI+UceeQRpaWm4fPkyPvnkkwGfz3qy/JUrV1Cqz7bVXlhaWjK/qeDLJJUVt2/fZu6XVlRUxLTGyMzMTFkUzor+AqNjx47hn/98V+V2VtyXgRHQdbK/e5cOTdSUtrY2lDQ3w+Hhh+nglwsXmByfShwcqM/JnTt9fE7c3ID584G8PODXXwfe1b00cC8zM1MpPQkE1D1ecQPVJ0j88ENgwQLYtbTgACEYZmODY8eOqZ07wyfGJj0JBMDy5dRXDdD8HkAT6WkoIJFIkJeXh4CAAGb7Z0llZaWyM4oF1tbWaG5uZioJjh07ltnvH6DdWao6tPRFeXk58+xvUlISUyNfgUDAxI6oOy4uLiofp7OOL2H27Eim6/fmvg2MAJpViI+nRrOaTvxVSk/h4cDYsdS6g7G7dA8CA2mqq/fwHgDh4XQOjSaNTIbsetIndXV1aG1t7XHyUSRb8vKALVuAHg0VQiHw00/AmDHwrajALg8PmJmY4IsvvsC3337L78F3w9ilp8uX6eSIgRJrmkpPQ4GcnBz4+Pjo7n04AHVaFzlqB2tXdDMzM4waNYppttXJyQnOzs68dMCxoKamhvmYiqamJqbWL1lZWdi9ezez/QPA1KlTVT6enPwFgH9i//6+Yy9Ycl8HRkIhzbKUlwPJyQM/v6ampkt64jg6Lnj1an6cXbszaxbVOIAeKRGOowmlsLA+m3rQXXoaygwkPQkEdJDe3r29fhd2dsCBAyD29piRnY2vQ0MBABs3bmQ+sE4dxi492dnR3+WhQ/1LtdpIT8ZMU1MTamtr4e2tenCfPiCEMJVAWFtFAMDDDz/M/D27efNmppkvlqxdu5bpe0gmk6G1tZVpYMTaWgYA9u3bp/LxV155GaNHe0Ak4tei6r4OjABajzJ+PHDuXP9TpOVyufJOWImlJaC4w+cza6Tg+nVg61aV6a4bN4CdO1XLH92lp6FMSUkJHBwc1H5ofXxo4JudrcLqYvRocDt3gggEeOrqVfw+PAIymQwrVqxATk4O+4PvRkNDAxobG41aegoIAGbMoG+5K1dUP4e19MQXioA7KCiIadZLKBT28IjSN6GhoViwYAGz/QNASkoK88/LuHHjcO3aNaZrsCAzMxNFRUVM30OEEKxatYppcTTrjJTi89YbGixF4N//1rP3lQbce4ERIbQKWQvmz6fDHxMT6fRkVfQrPRUWAl98Qa/AfGJuTidfqeh6kEqpn9q5cz0fVyU9DUUU0tNA7cITJ1KJ8dw54ObNXhvnzgX3z38CAD6+8RsWjh2Luro6xMXFMZc5FBhbwXV/REfTAOnYMfqW7w1r6YkvysvLYWFhwbw42tbWFpaWlsz2L5fLkZ+fz2z/QNfnkCVhYWG4devWkLHyAejn+vTp08zXaW9vh4+PD9M1HB0dmcqBbW1tKrOOS5cuhUAQgYoKB2Zrq+PeC4xqarRrzQKdIr1kCU3+qLo2DSg9eXnRqdj79+tnXLCmBAbSwUyXLtEoqBsTJlD/qzNnui5i91L9h6bSE8fRoeUjRqiZnvryy8C6dRBKJIgvr0Dw8OHIycnBypUrmRfHArTl2draekhITxwHLF0KDBvWt2GBD+mJD6RSKRvvQxVYWFgwDSLb29tV2n7oEz66xmxtbREbG8tkkndQUBCTwuLi4mIQQjBy5Ei977s7p0+fZp5NCw8PZzrnrqWlBba2tj0eu9KZln799b/wPsMIuBcDI0tLIDcX+O03rV42ahQwbx6gSl0aUHoyMaHtOx0dwL59OviNDII5c6hL7r59PeYbcRzw4IP0IrZnD43XFNJT7zfhUENb6UkopK4qDz6oYiPHUS+RKVNgW1eL/aamcLGzQ1JSEl566SWmRZ8SiQS5ubkIDAxktoa+MTcHNmygmTgFfElPfJCXlwdvb2+Ym5szX6uhoQEpfQZu6Q9ra2uIxWKmdUzu7u6oq6tjXhw9btw4tLS06D04mjhxIhN/yLy8PERERDD/PPDR9bZz506mkq+zszOeffbZHo9FRkYCEMDS0vl/gZFesLKi6YEjR3r4mmlKaSntZGpro99rLD05O9PIKi9PfREGC0xMqJ8aQF1yu2FmRje1twM3bkg0kp6MHV2lJzMzGgNVV9OEYo9GGnNzWqE9fDh8Cguxy8cH5qam+Pbbb/H111/r/4foJCcnB6NGjRpy0pNiFmhuLi3GvnOHH+mJNS0tLaisrGTnfdgLoVDItDhaIBDAxcWFaeGypaUlXnnlFeYBACEEhw4dwuXLl/W6X4lEovfMMCEEs2fPZm7I3d7ejurq6h4effqmtbUVBQUFTLuXKyoqUNwtna8w7z1+/AII4X/qNXAvBkYAbc2Sy3VyixUIgNu3aVyltfQUEUGLMBgb+vXBwQF46SW6fi9cXICNGwFr60yj7nrSlMFKT3fv0mRin+4qNzdg/34QS0tEpaXhm0g6COnll1/G8ePH9XDkPVFITyNGjND7vvmiogK4ckWOvXsreJGeWKPIerGe8quAdfE1QN3unZycmK5x584dlU72+oTjOCxatAjnzp3T6yTs+Pj4Pk7yg0EsFmPTpk1obW1l/j6SSCSYOXMm0xur8vJyuLm5MQ18c3Nze1gzKRqcgoMjIRDQ+l++uTcDI0dHYPZs6o8hFmv1Ug8PICqKdnWdOFGunfTEcbR9X6eR2oNEJKL/l5SoKAKn0hPHDQfjOkmmSKXSQUtPgYFd3VUXL/baGBYGbgsdPf/EhfN4fepUyOVyrFq1CpkqPOp05V6RnqZNAxwdy5GXNxJlZeylJ5ZUVlZCKBSqdfhmgYmJidrBdvrCw8OD+VR3iUSC8+fPM10DoEXA0dHRvBQ168rx48fh4eEBkeJ8zBALC4tOyYkdTU1N8GJsfdW96622thatra3YuXMn3N2Bt9/uGjDLJ/dmYAQAkyYBTz1Fa460ZPp0wN1dil272uDioqX0pLjQ5eer7BZjCiFAUhItKrp7t/MhxUU4GEePckhIAGpr+T0sfZGdna0X6Sk6ms7mPHFCRQy5ejXw5pvg5HJ8mJaGReNC0dDQgLi4OL3dqVZUVNwT0lNrawuCg/Ph72+PPXvolNqhiEwmQ2ZmJvPpvr0xNTVVO9hOX1RVVek1I6IKLy8v1NfXo1GH0gVtmTRpEuLi4pgUYg+W3NxcFBQUYO7cuczXksvl+Pzzz9GirTmmlowfPx6zZ89musbdu3eVNyQzZswAAKxatQoAVXB4SuD24N4NjDiOFkOIxXSIjaajrUFfFhycDUdHJ6Sl6Sg9FRcD58/T1BNfcBwtAjczA3bsAMRipfTk4GCP5cvpU3bu5F/tGyxNTU2oqanRi/Sk6K5yd6cTnfuore+/D8TFwaS1FdvvVmGctzfy8/OxfPnyQReyymQyZGVlDamCa3XcunUL48ePxerVAnR00CzcUKSgoACenp5MW+fVsWPHDqYBhYuLC+rr65kWYAuFQvj5+TFv2weopGZubo5du3bhZp/5G4Zl2LBhWLFiBS+F+7dv34a1tTVz54KkpCTmYxLmzp0Lb29vEEJw8+ZNfPzxxwDopfPwYaZLq+XeDYwUFBcDZ8/SvnUNaWxsBCF1+P3v7TBnjo7rzphBi8APHdLOjG2w2NrSiuu6Osh270ZuTo7yIuzgQOOmqirg4EF+m+cGA4sxA6amtFPt4YdVjGgQCID//hcICoJteTkSbWzham+P5ORkbNy4cVAdOLm5ufD29oaFBb+TXPVNd+nJ2Rl49lkqrQ012traUFZWxnwWjDpkMhnu3LnDbP9CoRDOzs7MJ0cvWLAAoZ0T5PkgJiYGx44dQ0ZGBm9rqqOsrAz79++Hvb09b0Na09LSmPtctrW14cqVK0xrmMRiMczMzGBubq4cO/D6668DoGNmek2h4Y17PzAaM4YO9fn1VzWDbHqiiFqDg4Ph6spBIKASgdbnLoUDp4kJkJCgfnIkC0aMAObNQ82FCxjd0dHjje3nR13Tb94EjOCcohEVFRUwNzfXu/RkZUX/PGIxHVrY409ka0uLsR0d4ZN+C7tCxsHCzAybN2/G559/rtN6fHc9sUKV9OTk1NX1N5Tq2NLT06n3oaLVjmf4mAMUGRnJPBtmYWGBmzdv8mbd4eLigrVr1+Lo0aOoHURtwPjx4zF+/HidX19YWIiffvoJgYGBvNYLOjk5YcKECUzXKCkpgYeHB9OfKy8vDye7GaIvWrRI+XVTk2E60oD7ITACgNhYmi5JTBywGFshPdnb2ysf27UL+PlnrQdq04vrsmU0RcOzztAUGIjiyZPhoULvnjaNSklDQc2RyWTMB+6VltIZmfv398qi+fqC27ULRCjE9HNn8W1MDADg1VdfxS+//KL1Onx3PbGiP+np0CF6H8DT4PBBUV1dDZlMRr0PDYSnpyfaFLNBGDFu3Dg4OLCfHtzY2Kj3dvr+cHNzwwsvvABHR0fk5ORArGWjDTC4wKiyshK7d+/GypUreTV/bmtrw/Tp05kXeOfn5zP/uXrPYdq7d6/y6/8FRqwxM6MBSmMj0C067Y26rqfYWBoU9blwaoKfH/Dkkypb6VlBCMGt9HT4LlwITiCgPm69hj+GhkKZDeOhZlJncnNz4eXlxVR68vOjvry3bqkwE545E1xnhuixU6fwxsyZkMvlWLNmjVYtyoboemLBQNLT4sX0/4SEXrOijAy5XI709HTmcsRAjBkzhrmfGV+FuhMmTEBmZibzQK87inqe/Px8fPPNN8jLy9Pq9a2trWjV8o63oqIC2dnZcHFxwfPPP898unV3CCHYvHkzKisrma81b948RDC+bnUPjMzNzXtkbv8XGPHB8OE0TRIVpfYp6gbuubvTAdPZ2YBOg2q9vGg0UldHLUsY00N6ksuB7dtpMXavAky5nHrQGutFjE/paepUaiZ85gwNkHrw/PPAM8+Ak0jw/rVrWBoWjqamJsTFxeFuZ/dff8jlcoN0PbFgIOnJwYF+zMrLgaNHeT44LSgsLISrqyvz4lVNOHPmDPNBj97e3szNXq2srBAYGNhjJg1fxMbGYvHixTh06BDS0tI0fl1CQgISEhI0em5LSwuSkpKwfft2SCQScBzH+/snIyMDlpaWzMc8VFdXIy8vj/ncu3HjxinrsrqrAnI5zWcoxtXJtGie0gf3T2AEACEhVN4ipGu0dSfNzc2orq5W2/UUGQn4+wPHjwM6BeuKAIVxvZGi60n5JhMIqEuuioprgYBmSkpL6UBLY+PWrVsYO3YsL9ITxwELF9LyrD5NjBwHfPklMH06TOrrsbW2BhNGjUJhYSGWLl06YNdGfn4+PDw8DNL1pE80lZ7GjKGBZmqq4Yon+6O9vR0lJSXqvQ8H4K233sIDDzyAiRMn4v3331c+npCQgEmTJiE8PByvvvqqxvsrLS1FWVmZTseiKaNHj2YeGAHAwoULMW7cOObrqMLHxwfPPfccAgMDlWMKcnJyBtXaTwhBfX09AODYsWNobm7Ghg0bDJJplMlkOHXqFGbOnMm8nunGjRu4ffs20zVkMhlCQ0OV58Xu53mBAPjd7+jonNTUVPV2XIy4vwIjBQkJNIPS+YHpXnCt7g3HcdRodvx4HSdxCgTUzbSykumttMqup+4V15cu9Xj+2LG05ujqVYCxF6FWVFVVKTtq+MLEhI4xWreuy/ZCiZkZnQ81ahRsi4qw194e7o6OOH/+PJ5++mm1nWoK6YmlCSMfaCs9zZoFzJ1rmOFsA5GRkYExY8boVHB9+PBhVFRU4MKFC7h06RIOHz6MGzduoLi4GO+88w5OnDiB1NRUlJaWYs+ePRrt08PDg3kBtr+/Py8yrlAoRF5eHk6dOsV8LVWYm5vDwsICDg4OCAoKQnJyMr744gtUVFRAKpWiurpao67SwsJCJCUl4bvvvkNCQgIIIVi6dCkWL15sUK/JWbNm8dJBmZOTw9w+KjMzU6PPCGtrFVWYNT6sAAAgAElEQVTcn4FRQEDXnCFo3vVkZUWzCpaWyphKO/z8aAh89SqT+Uatra3qpadp02i19YkTdDp2N2bOBHx86MwIhp3DGiOXy5GRkWEQ6Ukkorq2XA5cuNBLfXR2Bg4eBLG1xci0NOwJHQ+RuTm2b9+Ojz76SOX+DN31pC+0lZ4EAuCBB7q6/oxlblZtbS3EYrHOxpsPPvgg/v3vfyu/l8vlsLCwwNGjR7F8+XLY2dmB4zhs2LAB+/bt02ifw4cPR2lpqU7HoykikQizZs1ibvYK0KLo1NRUZabFEJiammL8+PF4+umnsWrVKtja2qK+vh7x8fH46KOPsGXLFmWrf01NDXbu3Ilt27YpZTXFjdm8efPw9NNPg+M4g06pl0io1+XYsWOZH0d9fT2amprg6enJdJ2SkhK1n8PCQiA+Hjh2jN7I3+pT38CW+zMwGjcOCAoCTp+G7PZtrbuempuB77/Xsd09Jgbw9qbtO3quN+pXelKkvCIjgV5SiEAArFhBs2E8NK8MiDFIT+XlNIbcs6dXEBwUBC4hAUQgwJTTp/DDzFngOA5vvvlmn7sfY+h60gcK6clPh/SPVAps3mwcc7MIIcqs10AXl1OnTmHGjBl9/iluosrKyrBo0SI888wzGD16NGpqanqYebq7u6OqqqrPfjdt2oSIiAhEREQo69N8fX2xZs0a/f6wKkhPT0diYiLzdaytrTFp0iSc4HvyvxoUFh3Dhg3Dyy+/jJdffhkzZsxQ/r0sLCwQEhKCBx54ALGxsQDoiIMZM2Zg1KhRRmHbc/78ea1qpwaDnZ0dNmzYwLSEgRCCnJwctV1vd+9Sk+r58+nUbb5vku/PwEhRUGJtjervvoOXq6tWXU+WlnQXBw7Qhi+tUEQhEybo1R2vqqoKHMf1Lz2ZmwPz5tH/JZIeFdciERAXR382qVTHjJgeMBbpydOTdiNmZ1OXlR7Mm6fsVFt94jj+3Dky/9FHH0VqaioA4+l60gcK6UkXnd/EhHZA3rxJa44MSUlJCRwdHWGjQavLzJkzcebMmT7/3NzccObMGWzYsAGffvopnnrqKQCAq6trj0CooqJCZUD8zDPPIDU1FampqcrPqlAoRHl5OfOaDl9fX+Tm5jI3rgWAqVOnwtbWlrlPmy6IRCKMGjUKjo6OiIiIQHR0NMaOHQs/Pz+N3ht8U1FRgZSUFMyfP5/5WnK5HJcvX2b+e5BIJAgMDFQr7zY3A8XFhQBakN3Ht4k992dgBACWlmibPx9NDQ0YpeXgQKGQzm4kREVGQRNsbelV19RUL+1gCulJ44uwVAr88AOgYhaPRAJs2dLvVAOmZGRkGI30NGkSMHEiVVz73Kxt3Ai88AI4qRRvXryItZGT0dbWhkWLFqG0tBRFRUVG0/U0GAYrPQFUPfb3p6V1hpJqOzo6UFBQMOi5LFlZWfj000+xd+/eHjUYCxYsQGJiorK77Mcff8RixewCDaiurmY+A8jCwgKBgYG8ZB5MTU0xb948NDU1MR8TMBiCg4ON/ubl8uXLmDNnDi+1TTk5OUhPT2eeJVO8P9St09QEbN36JQDwOiNKwf0bGAG42dwMu7fegkAHqcPRkSadSkqo44hONDYC33476HojraUnExN6pbp2jdY7dcPUlGZLLlxQ0bbOmOrqakilUqOSnmJjAV9felHvM57lX/8C5s6FsLkZm0pvY+qYMSgvL8fChQuRlZWlk/RkTGgjPfWHwpvO2pr2PfA45kZJVlYW/P39B91+/P333yM/Px9z585VymsHDhyAu7s73nzzTURFRSEyMhKurq5Yvny5xvv19/dHfn4+87bkyMhIXoP1q1ev4ogxtrx20tDQgAat0/78IZfLERcXx5vdSkpKCi/Fzlu3bu13FtP5878BaOLFf08V921gpJSe3NxoBuXUKa3twUNCaF1OZqZWHrVdWFtTDWsQfmo6S08xMbQY/JdfaL9+N+bNo2VQ+/fTLn8+MFbpSSCg1nOPP05lxh4o7F7GjoVlWRl2m5jCx9UVv/32G7744oshP+FaG+lpIEQi+nt0cNDxszIIGhoa9FZM+sknnyA9Pb2HvKawMXjkkUeQlpaGy5cv45NPPtFqvzY2NnByckKxBrZFg8HV1RUTJkxgbgyqIDo6GhUVFbhupA7DiYmJvNRd6UJJSQl++OEH3gq/m5qaUFlZydRlQLFOVVVVv12S//jHexAI7hrMPmlon7l1pI/01NAAXLyo02jrBQuAp55S0d6tCYp6IxMT6juiw3wjnaUnhZebrS29uHerOxAK6UXM3JxONdBh0r7WFBUVwcXFxSilJwsLwMODfp2e3ivjYWdHO9WGDYNb+i3s9PeHtZUVjh07hj/+8Y8GOV59oC/pqTvDhwOPPUbvB/iChQExK1avXs3LFOWsrCzs2rWL+ToAlUxWr16NX3/9FRI+/SKHOA0NDdi1axdmzJjB2/vWxsYGL774IvOZQTk5OfDz81N7zdq/fz+AfSgq+pLpcfTHfRkY9ZGenJzo0JW8PODKFa32ZWZG5af2dvpSrTtvbG2pzqDDfKNBS0+WlnRwj61tn1onGxtg1Sr6s7GWPtrb21FcXKzzwD2+qK8H9u6lMWyPrIePD7jERBAzM0T8+iv+O306hAIBPv74Y/z4448GO97BoJAC9T35luOovU58PFBUpNddq6S0tBQ2NjawU4zQNWKsrKxw48YN5i31/v7+KC8vR7WOWWptcXZ2xnPPPQcTExNe7UKGKoQQ7N69G1OmTOHtnNje3o6TJ0/2cX1gAcdx/Q4BXbJkCWxsbODl5cX8WNRx3wVGaqWniAhg9Gjao62DfnTzJlWlepXsaIa/P50zVFGhcdZIb9KTmxv1crO37xPVeXsDzz7LvoV/MF1PfGJvT+vKCgpoDNvj1zVtGmo6ZxktOn4cn3aa927YsAHJfQzYjBuF9KQY1a9vhELqjrN7d49Epd6RSCTIy8tDQEAAu0X0CMdxSE5O1shmZjCYmJhg8uTJOHPmDNN1uiMUCpGZmam00/gfqlEExUuWLMGUKVN4W/fixYtobGzkJTsVFhamNuDbuXMnABu89dZtGMBZRsl9FxiplZ44Dli0iOpHOkhq4eFdRbo61eXMnAmsX09TNBqgV+mJ4+gEvl27aITXa5NEAuzbB7BwFKirq0NbW9ugup74ZMIEaneRktIzudjR0YGb48dD9n//B04ux4vJyXg+KgpSqRTLli3T2tzSUPAhPZmb02xkezsNjliNhsjJyYGPjw8vd8H6gOM4jBkzhpdhdpGRkcwnG/cmMDAQzs7O2LVrl1G28RsaQgiOHTuGlJQUODk58SahtbS04MqVK4iJiWG+Vnp6Oo4dO6Z2+5o1azBsmC/a2gyb4b2vAqOampr+pSdra1pcs3gxjQi0QNF5Y25OT/Za3xQJBPRWuq0NOHas3x0wkZ6EQqClhQ5nqqjos7mykspI+pxJqbgIh4SEGH39R3dmzaLD048dA2pr6WMK6Un44YfA8uXg2trwWWYm5oaEoLa2FgsXLkRdXZ1hD1wD+JKeXFxo9q2oCDh9Wv/7b2pqQm1tLby9vfW/c4aEhYUhLS1tUP5emmBmZobg4GBeA3aO47Bo0SIIhUKjKcaeMmUKr5kZdRBCcPLkSZSUlPDuNXf79m2MHz8eDjxM901JSVGbia7pvLjs30/tZPisRezNfRMYaSw9jRxJz9qA1nl+a2saHFVV0SY3nbhzhxaC91NvlJmZqX/pSVFxbWEB7NxJC0E6MTWlpUgcRzfpq6GlpKQEDg4ORjlUrT8EAmDZMpr1cHSk0lNjYyP9wAsEwLZtQHg4zO7exc9iMcZ6eSE7OxsrV640ahmBb+kpNBQIC6PTKvTZJKWJ96Gx4uLigvXr1/PS0SiXy3HkyBFeW6KFQiFWrFiB8PBw3L171+CZozFjxvCeOVPFjRs3UFBQgLVr12o1bHiwEEIQEBCAuZ3SP0uqqqpQU1Oj9vxSVFSEESNGwMSEBmiGvCzcN4FRUVERnJ2dNZeezpwBvvlG6+DIzw948EHqvKETvr5dfmoqBrHV1dWhtbWVjfRkbU0joMbGPhXG9va0ge7uXSAxcfD2DoquJ2M4KemCmRnNGhFCcOpUDnx8umW9RCKaefP0hGNuLhLd3eFiZ4ekpCRs3LiRF78qXTCE9BQbC2zYQDOt+qK8vByWlpa83AGzwMrKCld1KlbUDqFQiJiYGCQlJfH6nhQKheA4DhcvXsRPP/1k0ILs6upq3orQVSGTyVBXV4fg4GA8/vjjEIlEvK5/4MABpWcca1pbWxEdHd1vB/W1a9fQ3EzvL3n+VfTgvgiMdJKexo6ldTc6jLaeOLGrlrlb4kVzYmJUurry0no8fDittaqspBWy3fD1pTOOiooGL6mx6nrim4KCMiQnD8eRI3Y9G/s8PGgbv0iE0VeuIGHSJJibmmLTpk34vNNOxJgwlPRkakpPgDIZcP364ANuqVSqtfehsSEUCnHmzBmVXmv6JigoCIQQgwzSW7hwIVxdXfH9998bLDg5dOgQDh06ZJC1W1pasG3bNly4cAFCoZDXTBEAVFZWIjc3lxf7JblcjhEjRiAiIkLtcywsLODo6AhbW9oHZcgxcPdFYKST9OTiQocUFRYC587ptO6BA8DWrTrWG61YAVhZAUeOKK8WCumJ+Wj40FDgpZcAFQO4IiOBF15QuUljekhPQxiJRIKSklysW+eE27dV1OxPmAAuPh6E4xB94gS+nTMHAPD73//eYCdjVSikp6CgIINJT+nptMB/sH5qeXl5GDFiBMz1mYLiGaFQiLCwMKXvHks4jsPatWvh4+PDfK3eCAQCzJs3D9OnTwchxGgzqSyoqKjA5s2bMWLECCxYsID39eVyOQ4dOoTo6GhePiuaTEAPDAwEQBvEefBU7pd7PjAalPQ0fjwwbhyV1XQYuhIcTKWnw4d1uBMWiYCHH1YW9/AuPVlY0INOTgby85UPcxzVfgmhtiHl5drtdqgWXKsiJycHo0aNQmioGWbNog19fexhliwB19nG//jJk/jjrFkghOChhx7CjUFawegLhfTkqKVnoD4JCaEy9PHjOg+BR0tLCyorK3kZksia8PBwZGRkMLcIAaipamlpKY5qOUdNX4wfPx7Ozs44evQoTp8+zcvPbCgIIZDJZJBIJJgzZw5mzpxpkPMgIQShoaH9ZnD0uVZqaqoy8FGHMTkFGM+RMGDQ0hPH0YIhDw+dqkN9fYGoKCoR6NSE4epK637kchQcP86/9CSR0Fv5Xbv6aGft7cClS3QytjZlWGVlZbC2th4SA/f6QyE9jRgxAgAdQxUaSjus+sTQr78OrFsHrqMD71+9iuUREWhubkZcXBwqVHQA8omxSE8cR5tBTU2peq3LtfHWrVsICgoyqhOsrtja2mLjxo28mSm7uroiOzsbuQYcHjNt2jSUl5dj8+bNBv9csKChoQHx8fG4cuUKvLy8EBQUZJDjqKmpQVlZGSIiIngJykpKSiCTyTS+Yfn6azadqtrA+xmE47hVHMdd5DjuHMdxCRzHiTiOC+U4LpnjuEscxx3kOM6h87n2HMft4TjuAsdxlzmOG6/NWnqRnszNqeeHjpma6OiuciFdP+vNp05BtHcvhmvp5TZozMyAhx6i0t5PP/UYgW1hQTe1tlJHEU0uZBKJBLm5uQPeORg7ioC7u/TEcUBcHI2jO2OlLjiOmgVHRUFYX4+tVVWI8PVFSUkJlixZYtDiU2OSnmxsaHlbebn2J8bKykoIhcJ+/ZeGGgKBAKdPn+ZFYjIzM8OiRYtw6NAhiPnwAFKBjY0NHnroIUyePBmFhYUAcM/Ia2lpadi0aRO8vb0xadIkgx2HXC7Hvn37eA08BQIBZs2apVEQJpfrnjHWJ7wGRhzHOQL4A4CZhJDpAIoBPA1gB4CXCCGTARwB8JfOl/wDwBlCyAOdz9uq6VoSiUR/0hPHUe3o0iWqH2mBorXbxYXWcmsLIQS/mZpi2Pjx4Pbt4/9d4+BA5bz6+j7T+NzdgSVLgJISzeRChfQ0VAbuqaO8vFxZKNgdExNaeM9xtLGvh2m3mRkdBOXrC+uSEuy1scHwYcNw+fJlrF+/3iAXAGOUngIC6JwobQa6y2QyZGZmGuwOnBWmpqbIzMzkLYszatQoTJ061aAjJTiOw/jx4zFlyhSUl5fj66+/Rnp6OrPPR1RUFKKiopjsGwBqOwedicViPPbYY4iKiuItC6iKS5cuwcTEBBMnTuRlPUUZi6Y3wy0t9DpiyBlGAM+BESGkFsA0QojiFtkEgBhAHSHkt87HvgfwYOfXCzq/ByHkBoBGjuM0KqFn0vV0+zZw8iSNBLTA2hp4+mlqsaEtZWVlsLa3h+iJJ6jOsGOHfoe+aMKIETQVUlgIlJb22BQUROXCtDTayKaOpqYm1NTUKKWnoYpMJkN2dna/H3S5HNi+nfqB9fhTOTkBhw6B2NvD6/p1JAaHwNrCAjt27MBf/vIXtftjhbFKT9OnU6caQLOG0Pz8fHh6enZ5H94jcByHmTNn8tpOP2nSJAgEApSVlfGyXn+4u7tjwYIFuHDhAjZv3oz6+nq9r+Hj48Ok8LyiogLx8fH46aefIJVKMWXKFN09LfWEXC5HZmYmFi1axFtd0y+//KJVE4GiLOO+CowAgBAi5jjOguO4zwFYArgFoKLb9g7QgAkATLoFUQBQDsBloDUaGhrQ0NCg364nhVZiZ0eLILTsw+c4epI/dUpzn9oe0pOtLe1Uq6kBDNHRFBYGbNyoMrqLiaGBn+Ji1puh5HA+ELm5ufD29u63tVYgoPN5qqtVWF4EBIDbtQtEKETEmdPYOnMmBAIB3nvvPezYsYP9D9CJsUtPhNC3+Z49/Wci29racOfOHYN0VfHBmDFjYGNjw9w/rTvV1dX4+eefldkOQ+Lj44OnnnoKUVFRsLGxQWFhIdLT0/VWoF1RUaE3WUkRvN68eRPx8fHw9/dXmucamvb2dshkMqxfv563+V537txBSUkJwsLCNH6Nolqk+3DH1tZWLFu2TM9H1z8c3yl8juOGA9gM4AtCyJHODNB/CCHTOrebA0gnhPhxHFcEYAwhpL1zWzKAdYSQgl77fAbA6wDs7e3th/33v/+FhYUFk5SlWXU13H/5BW2enqiaOVMr6xBCgKQkF9y5Y4nY2HI4O/evrYnFYggEgh7Sk3VODjocHdFhwAuaqLgYcnNziFVEQqWllrC1lcDWtmuoj0QigVQqHfJ39HK5HK2trbDW8HYmO9sGFy86ITCwEZGRPS8yHgcOYPRnn0FmaorX583DZ4cOwdTUFP/61794KYRubm6GlZWVUQeqN27Y4do1B0ybVg0/P9UV/q2trTAzMzOKi4+2vPbaaxrdTRNCwHGc8n8+SElJQUpKCp588kmjqD9TUFhYiOTkZNTU1CAsLAzTp08f1N9+69atAIAnnnhC5320tbXht99+Q2pqKlavXg0bG5s+521DIpfLsWPHDnh7e2PatGm8rbt9+3YEBgZq3Pk2ZswYfPDBVmRk2GDixDqIRDT4vXnzJjo6OvDaa69dJYSwb6MDoJwfwcc/ABYATgLw6vX4dQDBnV8/BeDLzq+/AvBs59eBAK4NtEZISAi5fv06YcqlS4S89x4hJSVav7S1lZDPPqP/WlvVP6+xsZEkJycTuVyu/knNzVqvP2ikUkK++oqQv/+dkNraHpva2wn5+GO6WSxWPF1KTp06Rdra2vg/Vj1z6dIlcvfuXa1ec/QoIe++S8hvv6nY+OyzhABEam9PHp82nQAgrq6upLi4WC/Hq47s7GySk5PDdA19IJMR8uOPhPz1r33eaoQQQu7evUsuXbrE/4ERQuRyOZk9ezZ59913lY/t3LmTTJw4kYSFhZHf//73A+4jPDxc4/WSk5N5/Vnlcjn55ZdfSF5eHm9rakNlZSU5ffo0kcvl5ObNm+TXX3/V+rNJCCFbtmwhW7Zs0fp1DQ0NRCqVkry8PPK3v/2N7NmzhxQXF/d/vjYQJ06cIFu3biVSqZTXdW/fvq3Vmqo+DxkZGQQA2bt3LwGQSniKVfiW0mZ3BjjbOY470/nvTwCeALCZ47jzABYB+FPn898BsIDjuIsAfgCwfqAF2tvb2Xc9TZoEPPMM4OWl9UstLaklWVOTemsNoon0dOEC7WvsUeHLA0Ihnb5FCO1U61ZEY2bWpfYpBoZrIj0NBXSVnubMAWbOVNPU+PnnwPTpENbX45uKckSNHYvKykosWrQIzVpa0WjKUJKeBALqPSgQ0Lr17pKkxt6HjPj888/h1i1jWlxcjHfeeQcnTpxAamoqSktLsWfPHr2tN3r0aJw7dw7tPNUXchyH2NhY+Pr6olzbYWU84OLighkzZoDjONjZ2aGurg7btm3DV199hY6ODjQ0NKCqqkovZryk8yRdUVGBEydOYNOmTfjmm29QW1sLLy8v/O53v8OyZcvg7e1tdBnYqqoqZGRkYOXKlbwVfRNCkJKSAnf3/2fvvMOiurP//74zlKErRUAQUEFU7CBW7LFEE7AkmqAmMdYkJtnNJpu2m03ZfJOom1/imsQSNTbUgAV7w44NK116L9LrwDDz+f1xmJGhTr2Drq/n4RGHmXs/0+4997zPeR9ntffZ/O2SZ8/5rs/iNf/MGDsKwKWNP7cYccwYKwUFSirDcab6T2FyHLVkAWRa4+RE/esq4uJCozVOnaIW/ubek/n5+TA1NW3fcK9PHzJf3LcPWLKEWqL4ws6OJqju3EkR0IIFCv/2nj2pvubYMeD48VpYWRUgICCAv7XpAXnX0wgNBuAJBFScDpAtVFUVNfoBoEgyNBTw84NZcjL2jhmDACcn3L9/HwsXLsSBAwd0XhgdGxuL/v37G7QzRh26dKG6/6NHaTizPBZJS0uDo6Oj6rMPdUhcXBxOnjyJv//977h48SIA4OTJk5g7d67Cn2vFihXYtm0b5s6dq5N9Ojk5oVevXrh27RomTJigk22qQn19Pfbv349JkyZh4MCBvO1XHXr06IEePXqAMYZHjx7BxMQEycnJOHfuHCorK+Hk5ITAwECYmpoiNjYWVlZWsLS0VNTaSCQS5OXlKQba9ujRA9HR0UhLS0NZWRny8/Px/vvvo76+HiYmJpg6dSp69OjR6b9DEokE3bp1w8qVK3mV9eLj43H37l2NzCP//JM6epctIykOoPlpfAecT54w3wHV1Saor6dzjt6prKTgwNub0kBqvHnDh5MBpJ2d8u3yrqeRI0e2vwF7e7qc3rsXOH6cDGD4pGkElJgINMnS+flRwHfoUDFWrx7Y6bqe1CU1NRXdu3fXukYqNJRO7kuX0rQXAOTjcOgQ2NixcL56FWGzZ2P86dM4fPgwPvnkE3z//ffaP4FGioqKIJVK0a1bh/0LnYqBA8kLTP6aicViZGVl6TXgjoiIaLVTcOfOnVi1ahW2b9+OjIwMxe3FxcVKGSRnZ+dWZ51t2rQJmzZtAgC1C6onTpzI+0wzExMTLFiwADt27ICNjQ3vs/TUgeM4xWe7f//+6N+/P8RiMfLy8mBhYQGxWIzi4mKkp6ejqqoKQ4cOBUDvXXh4OIRCIVxdXdGjRw+IRCK4uLigf//+cHZ2homJCdzc3Dr1829KaWkp/vjjD7z22mu8DlOWyWSIiIjAjBkzNApmqqrIOpAxhsWLF8PPzw9lZWUYPXq0HlbbNk9dYGRlRV3tvO1s0iTgzBka8qSGNwTHPQ6K4uNJlbO0JOlJ/sXskL59qbf58mVKQ/n6avhENGT4cDqxN2vB5zjAz68Q1dXlGDToyZ6HVltbi5ycHJ2chMeNA7ZtoyTf4sVNknzDhoHbuhV45RUMOnwYO195FbND9uCHH35Av379tCoMlSOXnvgYAaAPLCxIvb1/H6irS0CfPn30esU+adIkTJo0qcXtn3zyCYKDg9GzZ0+lwMjR0VFhSghQ1re19P/y5cuxfPlyAFD7vejatSt8fX2Rn5+vFITpG0dHR8yZMwc3b958YgIDOSKRCD179lT83nwumYODAwDKEjVFrYHjnYzy8nLs2LEDo0eP5jUoAoCsrCzY2NhoLNVXVlLjc3BwMABg27ZtsLCw4L0B4Mm+lG8Fc3M6MStNOtcno0cDXl7AyZMaWVtXVlL9RFgYUFlJhnvyL7JKTJxI2RpDdUDIg6L8fIXHkUwmQ2JiHAIDe4HjqG2db9NuXREbG4t+/frp5CTs4kJJvsxMGjCsVF+2YAHw8cfgZDLMDD+MtS+9BIBOpJc1HGLcFENKT7qisBDYu7cGFy6INJt9qAMiIiJw/PhxBAUF4fPPP8fevXvxww8/4Pnnn8fBgwdR2fhB37p1KwIDA9vcTr0mbq+Nj9uzZw/SNZjdqA29e/fG3LlzUVlZiYL2DMueMOQy3NPEqVOn4O/vz7vDNmMM7u7uePXVVzWWvqi0sgohISH45ptvUFJSYhAD2qcuMAJjSEgAfv6ZtEq9w3F0trOwIIFUzQOelRXw/PPknbhzZyb69++vnvQkEFC9j1z/N4SFPmM0Gj0kBCgrQ0pKikJ6amgA/viDsiS8Bas6Qi496bLwz8eHkowPHrRiov7NN8Dzz0NQWYl3rl3DiuemQiKRYPbs2VpJKGKxGJmZmU/0VTAAdOvG4OSUjLKynoiPN0yR640bN3Do0CEcOnQI33zzDRYsWICPPvoIzs7O+PTTTzFu3DiMGDECjo6O7dYXxcfHa7R/ExMTzJo1C+Hh4RoHV5rCcRzy8vKwc+dO5Obm8rpvfZGVlYWsrCxDL0MnVFRUQCwWY86cORg1qkXJrl5hjGH37t3IzMzU+CJSJqNzRHAwlYVMnjxZaewSnzx9gVFlJRwcALGYztW8xAnm5sDcuVRco4GON3Qo4OFRhvv3rVFR4aD+/uUfnHv3qFNMB50Yau9/3jxAKkX9jh3ITU9H795kUG5kRKVI2dlUQPaFKXIAACAASURBVPukjD7SZ9dTQADJai2aJ4VCev+8vWGUmYn/lJVhypAhKC4uxqxZs1CuYQdifHw8vL29O32xaEdkZGRg0iQhevUyxZEjPF34tMOECRPwr3/9S/H/4OBg3L17Fzdu3MDatWvbfFx5eblWXYd9+vSBm5ubWo7CuqJPnz6YOXMmdu/ejexmLvhPIufOncO5c+cMvQytKSsrw/bt2/Hw4UODeHpFRUVBLBZrbapsb58IsTgJJ0+ehLGxMeyaF+HyxNMXGFVVwa4iDdOnA6mpwLVrPO3X3R0YNUojHU8mk8HV9T769XNAWJjSrFb1SUqisSV8Y28PzJuHothYDE5NhbBJ1qt/f2DCBIrbrl/nf2makJ6erjfpieMoa2RrS4GiUrxjYwMcPgxmbQ3zWzex08MD3q6uiI+Px/z58xWdM6pSUlICsVhsMOlJV9TX1yMtLQ39+vXBnDk0tJi3Cx8dwhhDdHS01gH3888/j5EjRxpkxl6/fv0QFBSE6upq3vf9jJYUFhZi+/btGDFiBAYNGsT7/svKynDhwgUEBgZq1WgjEACrV/eFsXEBTE1NlWYfJiYm6mKpqq+F173xgUgEmJtj6FCqTT53jqZ180ZGBvnTqLHTlJQUuLk5Y+FCE0ybRl5HGjFkCBVER0YC0dEabkRzirp0Qam/P7rk5QF37ij9bfx4CpBOnyaHg85MXV0dMjIy4Onpqfd9nTsHbN7cLDjy9ga3Zw8Yx8Hp0CGETp8OOysrnDp1Ch999JHK21bJD+sJISEhAV5eXo1XkTSdZ8wYtRpBOwXZ2dmwtrZWtPVriomJCcRiMbZv3867pAZQcbK3tzdu3ryJGzduGCRAewaRl5eHiRMnamQnogtEIhFmz56tKGTXlIKCQgAmiIy8BldXV0UDUkhICPr27auDlarO0xcY2doCjo7gOODFFxgsLICUFB73b29PR+v9+1VK/ci7nnr37g17e2DwYLpdY9/G6dMpe3X4MMDjIEi59OQxfz7JikOGKP2d44CgIAqQdDnCTh/ExcXB29ubl5T04MHkbxQS0qw8beZMcN9+CwDw2bULOxcthrGREX788Uf8/vvvKm07IyMDdnZ2sGo6eOgJpLy8HJWVlXBxeWyBNnAg2V0AT07WSCKRIDk5WWcHeXNzc3Tt2hVnDZEhbsTLywt37tzBkSNH1M5mPkNzGGO4fPkyoqOjMXjwYAyWnzh4Jj4+HlVVVTq5iMzOLoG39x8oLq5W6mp79dVXtb6QUJenLzACKM9++DDMY27irbcAHsfDUBH2yy9TAcSBAx0etePi4lp0PeXmAuvXt0i6qIZQSPu3tKTsFU+kp6ejW7dusLC0pLOWUAhUVyutwcSEJDUjI4oZO2MmvqSkBLW1tbxJTw4OZIFVUNDKx+XvfwfmzwcnFmPqgTCsC14IAFi1ahUuXbrU7nbl0lOfPn30uHr901R6ai3rdekSBZVPQnD08OFD9OrVS6dme9OmTUNCQgLvXWpyunbtijfffBO1tbUdfiafoRskEgnCwsKQkJAA92ZWKXxSWlqKI0eO6DBbKMCECWMxZEhfhSQn/0zdv39fR/tQdSVPIwIBUFMDnD4NUSlJWtnZQFwcT/t3daXMTVISHbnboKioCA0NDS26npycyMvh2DENkz4WFsCqVWQlwANy6alF19OxY8Du3S1sDBgDduwgb8rOdJHJGENsbCwGDhzIq/Tk6Ukfl4QEktYUcBzw++/AkCEQ5udj5d07WDVjBiQSCebOnavkm9OcptLTk0xH0pOpKfDwIXX5dWYqKytRUlKicx8gMzMzzJkzx6ADmk1MTPDyyy8jICAAJSUlnXKESFtMnz4d06dPN/Qy1OL06dMQCoV4/fXXYW1tbZA1SKVSHDp0CGPGjNFaQpNjb+8EMzMpHB0fG9COHz8eAHgPAJ/OwIjjgMDAxy30dXU4f55mkxUV8bQGPz9g0CCgrKzVy9n2up4EAmrysrKiNneNMityQ6ysLJo9osdL6jalpxkzqOZr926lFiKOo66srCxS/DrL1X5mZiZsbW0NIj35+1PNTAsLKwsLcsa2t4fxgwf4gRNg8uAhKCoqwosvvqjwzWlKa9LTk4gq0tPw4WSOevKk3AOl89FR1ktbPDw8YGdnhytXrkAqlep8+6rAcRyMjY1RXFyMnTt34urVqzqZU6ZvnJyceDXL1BR5vWBlZSWee+45BAUFGfSip6SkBF27dtWpLYCRkQm8vB6/FwkJCQBgkO7LpzMwAqiFfs4coLQUOHYMQYEMxsYUJ/GSpZAHZy++2GqFqEJ6aqPrydwcmD+fEl9//qlFB35aGrXm6ak9r7S0tG3pycoKCA6m4plmA2f79QMmT6Ya8c6Qga+vr0dqaqrBpCeOo4Gz8roZsbjJH93dwYWGghkZwfL4MezwHw6v7t0RExOD4OBgpZOhvk/CfKKK9CQQ0Fesvh44cYLHxalBXl4ezMzM9OpCLBAIkJGRgdOnT+ttH6rg5eWFZcuWITk5Gfv27TPoWlQhNTWV9zEr6lJVVYX9+/fj0qVLEIvFMDExMeh3Ozs7G/b29ggKCtLpuCeOE8LW9rHDtXwYvC/fEx3wNAdGAODhQdW+iYmwkpVj9myq5Th1iqf9C4V0xnv0iKytGyOyNqWnZjg7U/eNVuUuAQHkKnjmDEl7OkR+FdOu9OToSEU0hYXUktaEsWOp+Pj8eRqLYkgSEhLg6enZKaSnO3eA//6Xko0Kxo8H99NPAADnP/7AvgWvoIuFBY4cOYLPP/9ccTdddT0ZGnWkJwcH+ponJADFxTwsTg0aGhqQmJiomBKuLwQCAebOnYuUlBTcvn1br/vqiK5du2Lx4sWYNm0aGGN48OBBp80eXbp0qVPXRkmlUmzduhX29vZYvny5zmQrTUlPT8fevXtRoQcTMRsbY0XzkXzO4JEjR3S+H1V4ugMjgDSbt94CunSBlxeV3dy6RYkU3iguptRI4yWtOl1PgwcD06bRlbFGxxZ55srRkaaYqjm4sj1Ulp48PakgvNnsKY6jwM/fn+QQQyGXnrQ1J9MVbm4UQzdLslHd2NKl4OrrMXj7dmxftgxCgQDfffcddu7cqfOuJ0OhSdZrzBhg5cqWQ5kNTVJSEtzd3XmZ9SQSibBgwQKIldKNhoHjONja2qKurg53797Ftm3bUMRbHcOTT1VVFa5fvw6hUIhly5Zh8uTJBjFubEppaSlCQ0MxZ84cvVx4WVg8Nr2VD1GfNWuWzvejCk9/YCQQkGkeY8CDB5g8vgEvvNBi7ql+6duX0iO3b6Pi4kWNup7y84FffqGMl9qYmACvvELtYLduabCBlqgtPfXtS598qVQpc2VkRCNRLC0p8OO7U60zSk/29hRHFhVRolEREHMcpZJGj4agpBgzT5zAd4sWAwCWLl2KP//8U+ddT4ZAE+lJKKTMEUDJyc5AdXU1CgsLeZ31ZG9vjzFjxiA1NRVlSilHwyASibB48WIMGjQIW7dufarmrOmD+vp6XLp0Cb/88guqqqrAGDNoYX1THjx4gICAAI0HxHZEQwNZl9TU1CAtLQ2//PKLXvajCk9/YCQnNxc4cADCiDPw9aV4qaqKztO8MGkSmIcHSnbuxCAHB7VPwpaWlD3Yt09DZ2wbG2DpUmp/0gEaS0+RkVSMHRvb4k8HDgA7d6o9bk4rOqv01KsX1a4/fNjMyNzUlKIlFxcYJSZidXYWljz3HOrr67F69epOE9xpirbSU0wMXUDwmhFucy0x8PHx0WkdhqoUFBRg3759BjF/bA7HcRg+fDjeeecddOvWDffu3cP58+dRp5QO/d9GKpWCMYb79++jsLAQb775JqZMmdIpvs+MMZSWlmLcuHF6HUxbWAgkJ0MxfHnVqlV621dH/O8ERi4uwMiRwI0bQGIiqquBX3+l+hZeEAiQNWIETLt2heW9e2o/3NKSsgjl5SrZI7VO164UEVZUaDWbo7y8HBUVFZpJT6NGkW528CC1pTVhyBDKiCllSfRIZ5KeWnO8Hz6cPrItYjYnJ+DgQTBTU5ieO4d1rj0wbOBAlJSUPPGjGpKTk7WSnry9yeM1PJyuPg1FQUEBjIyMYG9vb5D9jxw5Eo6Ojjh8+HCncaU2NzcHx3Hw8PBAWVkZ1q9fj+vXr3ea9RkCecZ6w4YNyMnJgZ+fH+bNm2ewGWGtceHCBRw7dgwcx+k9UDMzk+Ls2bP44IMP9LqfjvjfCYwAYMoUqmQ+dAgWDeXo2xe4coUfZ+z6+nqk5OfD/oMPgNmzNdpGjx6P7ZEuXtRiMbdvU3/z3btqP1Slguv2MDIiWc/ampz5SkoUf/L0pCxJYiI/4970YbinLlIpfRwGDGjdZ2v6dEDu9K+U3Rw+HNzmzQAAmx1/YP2MGejp6Ii7d+/i9ddffyJPNtXV1SgoKNBKejI2pi610lIeL3qaIZVKER8fr/eC6/bgOA6zZs2CsbExampqDLaO1ujSpQtmz56NRYsWQSwWg+M4ZGVlGaQ2atasWQarY6moqMCmTZtw/fp1vPDCC3B1de0UGaKmXL9+HdHR0QgKCuJlf19++SEAYM2aNYrbGGPYvn07L/uX878VGBkZKabA48ABTJ/G0K0bZWD07YGikJ6cnB5bP7ciJ3WEnx9lVrKztciqjB9PfeFHjwKZmWo9NCcnB5aWltpJT+bm1MYPUEF4k5O4vz/9REZqFLepjL4M99RFKAS6dSN9/e23284EpqaSG3qTOBJYtAiyv/wFnFSKkf/9L/YuWgwrMzOEhobi28ZxIk8SupKePDzoe3LtGq9TcRSkpKTAxcXF4LUhRkZGCAoKgomJCaKiojpdsOzo6IgJEyYAoPf+p59+Qnh4OK8Gkfb29rxm9UpLS3HmzBnExcXB0tISkyZNwtKlS9GzhYGZ4RGLxYiJicHixYthaWnJyz63b1+PoKAgpQBx7dq1eOONN3jZv5z/rcAIoLaVoCBg3DgYm3CYN49qWjSWp1SgVenp8mUKCpKT1doWxwGzZgGvvkqqmEbIHSS7dKGiJRUHs0kkEiQlJSn8JbTCzo4yR4GBLXyepk+n4K+ZIbjOkGe9fHx8OsUV2rff0stx4QIl0VqjSxeqMduzR9nj6OGbb6J62jQIamrgt20rNr3+BjiOw+eff47w8HBe1q8LCgoKIBQKdXaSeu45KsZuxf9Sr9TW1iI3Nxe95YZUnQCpVIrbt2/j3LlznS44kjNjxgy8/fbb6Nq1Kx402phnZWXpff5aYmIiL5Pb6+rqsHv3bmzevBmMMTg7O0MgEMDLy6tTHIOak5GRARMTE7z55pvo0qULL/vMy8sB0IC9e/cq3f7RRx/xHjj+7wVGAI15bzxwdetSj+nTqXFLHzUJbUpPEydSqiAsrJlhTccYGVFsU1lJztEa1VeamVFg0tBAHkcq8PDhQ/Ts2VN30lOPHhT9MEZVxo0HbYGAYtfu3eluuq7RzMvLg0gkgq2trW43rCF2dsD339PvH3zQepxqa0uGnyUlFE9TB181CoqKYBYWBowcCUFxMeadOI7P5swBACxcuBDxhjaIUgG59OTj46OzbZqakrsB3+VjsbGx6N+/v0EKrttCJBJh0aJFSEpKwnlD6YsqYGlpiYCAAIX/UWRkJNatW4cDBw4gSccebHKuXbuGa3owv5VIJHj48CGOHj2KqKgomJiYYOjQofjLX/6CqVOn6tXsU1vu37+P0NBQVFRU8By00YGvaX2h3JPrwoULPK7jfzUwkhMVBWzYgGHe1Zg/n4IjXdOm9GRsTNXUMhmwf79GdtxFRcC9e1qM1bC3BxYtIjOhDpBLT3qZWZOaSqmQiIgWf7p4Edi0ScNOvFbgy3BPXd54g+rS8/OBL75o/T4eHpQtTE4mk1KF9GRhQdXGnp4wSk/HP5KSEOg/ApWVlQgMDERpaSmvz0Vd9CU9cRx9L6KidNvCf/HiRUyYMAGTJ0/GSy+9hOJGV8mDBw/ijTfewKxZs7Bo0aJO0REmx9zcHIsXL+bt6l9bOI7D/PnzsWrVKri5uaG88Wrh1KlTuHHjRqewImhOdXU1KisrUVdXh3Xr1iEyMhK2trbo3bs3OI5D//79O4WBbHvIM4uG+azUokSpVgDw8/MDAN5LHv63AyNXV6C6GtzhQ+DAUFqqRTt8K3QoPdnZUeVtbq5GlaI9e1I9eWws1eRohKsrXV5LJG3aT+tdeurVCxg2jOTFZoVFHh6UUNu/XzfWCsnJyXBzc+PFcE8dBAJqMxcIqJaorWHSw4ZRAFVYWAaBoIn05OAAnDgBZm8PkwcPsNVMhAHu7khKSsKrr75qsBlaHaFv6am2luLt8HDddDpWVFTg448/xqFDh3Du3DmsWbMGFhYWqKiowKpVq3DgwAHcvHkTzs7OWL9+vfY71CEWFhYYNmwY0tPTcfLkyU4rqzXF2toafn5+ihOkh4cH8vPzsXnzZvz5558AgLS0NGRkZPDa/t/Q0ICGhgZUVlYiPDwcGzduxPr165GamgpTU1O8//77eP311zF69OhOnR1qTmVlJV577TUDOWwLlV6rqsbCX/n7zCf/24GRkxMwdSq1eV2/jpoa6ogKD9dNvZFK0lPfvtRGo+EwvtGjaeLH2bOUeNGYq1cpKmylNSo/P1+/0hPHATNnkrx55IhSm6C7OyW00tKA48e1e1/kXU+dsdARoLqqt9+mE/hbb7V9Ip88WQo3t3sYMMBH+fXw9AR35AiYSATbixfx58CBsLOywsmTJ/Hpp5/y8hzURd/Sk7k5dTpmZwM3b2q/vePHj8PX1xfLli1DQEAADh48CJFIhLCwMPj5+SnG/KxcuRKHDh1qd1uGCkycnJyQm5uL8PDwThswt4W3tzcCAwPxwQcfYHqjJ1teXh7OnDmDdevW4bfffgNjDLm5ubh//z5SU1Px6NEjjWqV6uvrUVxcjPT0dDDGUFBQoAiCvv/+e2RmZsLExATOzs6YOXMm/va3v2Fw40wLkUik0+etT+SyZXZ2NiZMmGAQqwDGGNzdlbP4r7zyCgBg3rx5vK/HsB7jnYHhw+mse+YMXN5wxZQpPXD6NNkdNbqSa0RlZSWKi4tVk2yGDaN/ZTIqMFHjCkM+8ePRI7oy7tmz1Zm1HTN2LGk0Bw9SpW9jgY9UKkVCQoJOpyi3ilBI0uLWrTQ19733qA4KFDAUFZG1gp0dBYOaYEjDPVX5+mvKjkVGAn/8QRJbc1JTU+Dq6oLqajPs3g3MndvkIzNyJLg9e8DmzkXfo0exMzAILxwJxw8//IDBgwfj1Vdf5fX5tEdRURGkUim6deum1/0MGAA8eEDfDx8fmm3cEREREfjqq69a3D5p0iRcvXoVZ8+ehZWVFQIDA9G7d2+kpKTA09NTcT9nZ2fFvKe2KFex6UHXiEQiLFy4EKGhoThx4oTB2tW1QSAQKEYRjR49GqNHj4ZUKkVZWRk4jkNVVRVSUlJQWVmJyspKvPzyy5BKpdi/fz8sLS0hFAoxrPG4++jRI+zcuRNSqRT29vaYNWsWwsPDER0dDSsrK1hZWSm+N87Ozhg2bBgcHR0Vstjw4cMN8yLogIaGBhw9ehT5+fkYMGCAwdYRGRkJkUg5gXD06FG89tprhlkQY+yp+vH19WVqU1vL2Pr1jN2+zWQyxkJCGPvyS8YyM9XfFGOMyWQyFhkZyYqLi9V74OHDjK1dy1hFhdr7LC2lp6EVlZWM/fgjY2vWMFZWxhhjLD4+niUnJ2u5YTWoqGAsIaHFzTIZY2FhjEVHa7bZ/Px8duvWLS0Xxw+7djEGMGZvz1jzj1BNTQ07f/48a2hoYMXFjH33HWMbNjAmFjfbyM8/MwYwmVDI1kydxgAwkUjEoqKieHse7SGVStmFCxdYVVUVL/srLmbsq6/oM6QNGzduZJ988oni/7/88gtbtWoV27dvHwsODlbcnpqaygICAlp9vK+vL/P19WUuLi7aLUZLpFIpq6qqYmKxmBUWFhp0LXxA35lilpmZydLS0lhpaSkrKytjDx48YMnJySw1NZXl5OQo7iuTyQy8Yv2zf/9+tn//flZXV2ewNTx8+JCtXbuW9ev3+Nz922+/MQBK6wIQxXiKIwweyOj6R6PAiDHGJBLFr7W1jP2//8fYzp2abSo3N5fdvn1b/Qfm5zP2zTeMbd6stB51kEgYu3GDAgmNKChg7NtvGdu+nVVVVbELFy4wqVSq4ca0JCWFsTZOnOq8PA0NDez8+fOspqZGRwvTLzIZYxMm0Ldz5Urlv926dYsVFBQo/p+SQkF8SEgr7/lf/8oYwKQiEVvk788AMFdXV5afn6//J9EBycnJLD4+ntd93rjBWFKSdttIS0tjvr6+rLKykslkMvbCCy+wNWvWsJqaGubp6clyc3MZY4x99tlnbO3ate1uy9fXl125coUlabsoLUlNTWU//PAD7+/HMwxHfn4+a2hoYBUVFQYPAB88eMAyMzOZj8/jczcAZmtrq3Q/PgOjzqsp8I18cnFiIkR3IrFoESk76iKXnjTqenJ0pD717GyNC2ri4+mhGnc3dutGbfwvvGBY6am2lmqedu9u4UcQF0cFyqo2pqSmpnYKwz1V4Thgwwb6SG7cSF1VQOvSU69eVCaXkNDKe75mDTBvHgRiMTYmJWN4z17Izs7GvHnzDNoxJRaLkZWVpajH4Qt/f3JX1wYPDw98+OGHmDp1KkaNGgVra2usWLECZmZm+PXXXzFr1iyMHj0amZmZWL16dYfbc3V1xaFDhxSdbYagZ8+eePXVV3HixAlcvnzZYOswBDExMYiJiTH0MnglOjoaO3bsQEFBAaysrAzmo1RbW4vo6GgMHDgQPXr0gFBIt8c11rnqw0ZBVZ4FRs2JjwfOnIFtaQpMTOicrI4VTFJSEtzc3DQvvvPxAcaNA+7cAW7dUvvhAwYAQ4dSm7sGxtqEhwcKJBIIBQLYl5bqz/myPczMqHgmP79FS5qDQ+tmh61RW1uLnJwcvU2E1hf9+wN/+Qu99G+9BUgkMsTGxrZaBzBiBNVhpaU169wTCGgq75gxMCstQVh9HZy7dMGVK1fw7rvv8vdkmhEfHw9vb28I5UdCHpFKqVHhzh3NtzF//nxERkZi7969+OSTTxS1LlOmTMHt27cRGRmJHTt2qOT35e7ujokTJyIkJMQgIzHkuLi4YOnSpYoWbRkfwwo7AVFRUYiSX3k85TDGcPbsWURERGDx4sXoLjeKMwAymQyhoaHIaWJNL89NjGws7u3Tp48hlgbgWWDUkuefpzNvWBhQUYHLl+m8rMo8NZ11PU2cCPj6Uiu9msgbvHr0AA4dAjRx15fJZIiPj8cAjqOMzY0b6m9EF/TpQy1pyclKrYIODpTNKyp6bHbYFrGxsejXr59BTsLa8s9/0kfg1i3g+++L4ejoCAsLixb3k7uhL14MtHiaIhEZXXl5oUdODkIdHGBqbIyNGzfit99+4+eJNKGkpARisRhOTk687xugWDE7m4IjbWw56uvrkZaWppODt6+vL8aNGwcjI8P2wlhZWWHgwIHIzc3Fli1bOr3/1TNURyqVguM4dO3aFcuWLYOjvsYKqMiZRlPhqVOnKm7jOMomV1ZWYuvWrYZaGoBngVFLTEzorNvQAPz5JwJGSxVxUkdNJDExMbppPeY4CgjkEb2altxGRuSSbGZGwZG6CZ+UlBR0794domHDyE7g1KnWx7/zwdChwKRJZOzTJHXXq9djs8O2VEe59GTog4CmWFoCP/5Iv//wQxfY27ctPRkZPR7Bd+gQoDQ31M6OPI4cHDA6KQkbepOetHr1aly5ckWPz0AZxsgPa8CAAQZL33Mcte/L/Y00JT4+Hl5eXjoz7Bs0aBDKyspw9epVnWxPG5ydnTFo0CBs3rwZt27domLUZzyxJCYmYv369aioqICvry/Mzc0Nuh6pVAqxWIx58+a1OFe++eabAKA0G40xhm3btvG6xmeBUWvY25O3UFYWTJLjFHFSaGjbJoOFhYUQCoW6N8aKiKAWdjWDI0tLmqf20kvqte/LpafevXvT5fWcOYCzM0WGPA53VCIggJ5MM6PMYcPIZaC10iGZrG3p6Uli7lxg+PBKVFYa49dfO856lZYCMTGtGGL27g3u6FEwMzO8mRCPdzw90dDQgJdeeom3oZ0ZGRmws7NTSE+GwtGRXDqiokipVZfy8nJUVVXBxcVFp+syNzfH7du3cb8td0+e4DgOI0eOxJIlS5CbmwuZTPY/I609TYjFYhw8eBCnTp3C7NmzYW1tbeglITc3F9XV1QgMDGxR83n79m3s2bMHQUFBSrevX78eS5Ys4XOZzwKjNhkwAFiyBBgwAPb25BWUldW6QbVMJkNcXJxOZz0p6NGDjt4azP1wcqIYjzGSAlV5eAvpycSEirFFIiqG1vNQx1bhOJLVOA4oLqZK40YmT6YfjlMOBNLS0tqUnp4kSktLsHhxJgDgp5+A6ur279+9OyUb09Mp0aeEvz+4ffvABAL8JzkZY5ydkZ+fj5deeknvxdi6lJ50wcSJFFC3eI06gDGG6OhovWS9zM3NsWDBApw+fVqp9sJQ2NvbIzAwEAKBAFu3bn2WPXqCqK+vB8dxsLGxwcqVK/UzyklNysvLERIS0qG/165du5T+/9577/HuxP0sMGoPNzc64z56BB/nEkyfDjQ60yshl5700vXk5UVn/pgYcqfWgLg4qsHtqMawTenJygoIDqYzroHrIHD2LBlApqUBeJwNy88H/vtfICeHJllnZmYqGe49icilp8WL3TBiBMWEmzd3/LjBg8kE8+bNVoqMX3gB3C+/wBhAaH4+nC0tcfXqVfztb3/Tx1NQoGvpSVvMzGgaz4wZ6j0uOzsb1tbWLWcf6ohu3bohKCioU2VoOI5DYGAg7t+/jx07djxVtUcvv/wyXtak/biTUltbi4MHD+Lw4cMwNTXFpEmTdDf0W8t1hYSEYMSIEe0eIXns1gAAIABJREFUl4VCodLFbFrjcf7ixYt6X2NTngVGHSGVArt2Afv2YaSvBF26UOZFXsOhJD3pizFjKIN17hyNL1GTfv0o4XLihCKeaEGH0pOjI43sAIDMTN0MntKEF1+kmpm9e5V0EEtLel9CQoAbNxLg7e1t8GJWbZFLT9bWVpBP9Fi3roV7QatMmUJv15UrrST5VqwAPv0UTowhrL4exkIh1q9f3+JKTVfoS3rSFi8vcqcAVMumSiQSJCcntz37UGfr8kKPHj1w4cKFThOEODg4YMmSJfD09ERVVRWkUulTkT0yNzc3eM2NrkhOTsavv/4KkUiEwMBAQy9Hifz8fHh6emLMmDHt3q95h6C8OFvf37nmPAuMOkIopCrfggKq8gU1SP3xB5X9xMXF6b/rST73w9VVtbNiMwQCqlWxs6NkS2vH2vT0dNWkp/x8YNs24PRptdehE8zMgIULSdrbtUvxZCwtKalVUVGD8HAr2No6G2Z9OqK59DRrFjk5ZGfT0+4IgQCYN4/U4Fbjw2++ARYtwqj6evzYmMVZvny5zutb9Ck96QKZjGoHz53r+L6JiYno1asXb1kvc3Nz7Nixw2CjQ5ojEAgwZswY9OjRA1FRUdi8eTNStRrQaHju3buHe/fuGXoZWlFQUACZTAaO4zBnzhzMmDGjU2SJADqO3b9/Hz179sSUKVM6PAYMGTJE8TtjDMnJyfjyyy/1vcwWPAuMVMHLi7yF7t4F7t6Fjw9QWAjs3VuBhoYGfrqejI3pLCevY1Lzas3UFFiwgE4E+/YpJ3zq6uqQkZGhmvTk5EROedeva+SzpBOsrSk4kkqVXA3t7Rl8fGJhauqC0FDOYEktXZCQkKAkPQkEwMcf09++/77tJoCmmJlRwCiT0ew1pfp9jgO2bAGmTMFbYjEWm5mhtrYWc+bM0WmWQt/Sk7YIBBQ4XrtGUmVbVFZWorS0FG5ubrytzd/fH8OHD8eOHTtQo9RmaHj8/f0xZswYHDt2DLt27epU0p86PMmBUUlJCcLCwrBr1y4UFxejd+/e8PDwMPSyFEgkEoSEhCAjI0Ol7KJrM3ua7777DgDw+eef62V97fEsMFKVCRNoQuuxY/C0LsTYsTKcO1cCqXQQf2uQR9v37lHqR83gyM6OnAgmT6YTgpy4uDj1pKdp0x5rc8nJaq1BZzg4AK+/TqmURjIzMzFggDnmzjWFQKBa8NAZKS8vR2VlZQvpacECwMMDePgQOHBA9e1lZwNnzihZQREmJkBYGLhBg/BbbS2GmJoiNTUVCxcu1MmJTi499e3bV+tt6ZMpUyg4Onmy9a+UIbNeo0ePxtSpUyESiTqVdMVxHHx8fPDWW29hzJgxEAgEuHfvHoqKigy9tP8JioqKsGXLFtjb22P16tW8Fyd3hEQiwb59+2BlZYVZs2ap9L1pnmD49NNP4e7ubpDJC88CI1WRaxOjRgG2tnB3T0ffviaIiDDTqOVXK+rrqaK6tRa5DujVixJgAKlQpaWlEIvFcHZWQ3qSvxbdulGAVlGh9jp0gqMjZdLEYkhOnUJqUhL69OmDYcOokc7Y2HClUJrS3knYyAj46CP6/f/+T/W42M2NrKCioylzpIS1NXD8OMx69MCBujrYCoU4fvw4vv76a62fy8OHD9GrV69Ok9ZvC0tLuu5JSqKgszl5eXkwMzND165deV8bAHh7e0MsFmP79u2oMNR3rQ2EQqHC0La2thbbtm3DkSNHOt06nwbq6upw/vx53Lp1C3Z2dli9ejXGjx/fab9fHh4eCAoK0iiwSWz0zTunisatB54FRupgYQFMnow6qRTZKUlYtdIBDg4alf1ox/DhZOJz6ZLGcz+Sk4Gff2Y4ejRVsythExPyFnruOepaMyQpKSg5dAgD09Jg3Jj14jhqbd+yRam7v9PTkfT0xhsUD969q16Z19ixVL9/9mwr9fsuLsCJE/CwsUGIVAoOwJdffonjjTV1mlBZWYmSkhJepSdt8PenJOTFi8oBZ0NDAxITEzWbfahDzM3N4eXlhe3bt6NM1SGBPDNq1Ci88847EIlEuNUos1dVVRl4VU8+jDFcvXoV69evR3l5Oby8vMBxXKec/VhXV4eDBw+ivr4eY8eO1TjbM3HiRADQb1NTOzwLjDQgISoKQ2/cgE3cLSxfTlfkvMJxNLpEi7kfHh6AmVkJbt1yRVWVhoGNtTX5F3AcFV0ZaDBpuasrCn18YCfXjBrPbCYmtLSwMCA31yBLUwtVpCeRiGaoAZQ1UhV5/b6TE1litfAL9fEBd/gwnjMxwdegg3FwcDBSVJmF04zOXnDdGkIhJUGDg5UNUZOSkuDu7g5TU1PDLa6RsWPHwt/fH/v27etUslpTzMzM8Nxzz2Hy5MkQi8X49ddfsWfPHjx8+PCJrUMyBIwxZGVl4cGDB+A4DgKBAIsXL0ZQUJBinl1nQywWY+fOnTA2Ntaq008mkyEvLw9r1qzR4erU41lgpCalpaWoBmDt7Q2cOQMuPQ2MkarF62Bq+dwPc/O2e/DbQSarx4ABsXBzs0dICFBZqcVaxGLqVGtht6x/5F4/bgsXgvP3J62occyFsTFJahYWNHC2k15oK1BVelq1CrCxoexGC2msHYyN6SMTHEy/t2D8eHA7duATAC8CKCsrw5w5c9Qu/DW09KQpjo70WWGMLA6qq6tRWFjYqQpaR44ciYULFwJAp5erRCIR3n//ffTv3x8XL15UGETWajOkTscEBwcjODjY0MtQ4v79+9i0aRMOHTqkMF4dNWoUusm9JTohjDHs3r0brq6umDlzplYXRP/85z8BAB988IGulqc2zwIjNZCfhAcOGgQuKIhspf/8EygrQ0kJTe/gtRbZ0pLOkqNHq/3QhIQEDBzYEwsXCiEWky2QxqbWIhFVsCYnA0ePqj+cTQuys7NhZWUFmy5dKIs2cCB1yzVOKpe38Tc0UHBkwAHm7aKO9GRtDbzzDv2uTtYIALp0oQkvALljt3ir5s+HYO1a7ADgBeDBgwdYsWKFyhmKziI9aYpUCvz+O13oxMTEwMfHxyDFn+1hYWGB3NxcbNy4EUka+JrxibGxMYYMGYJly5Zh+PDhKCsrw08//YSDBw8iKyvL4JkvY2PjTmE6WlRUpOiOq6urw5QpU/DOO+/ArzVH4U5GRUUFOI7Diy++iGnTpmmdJf73v/+Nfv36KW0nKytL22WqRef6xndyMjMzYWtrS7Oe5P3vUim4/fvwwnQJunUj2YZXTzaRiP7NygKOHVMpKCkvL0dFRQVcXV3h5ETj0Pr3b2Uyuzr4+gLjx1PxC08upS2kJ44DgoKAZcsevy6g2pH586lmvK6Ol6WphSbS03vvUTv+0aP0kqtLcjKwfTu5Y7fgr3+Fzbvv4gAAC5BFv6rTrjuT9KQJQiF1b547VwWx2AT29vaGXlKruLi4YP78+QgPD0dkZKTBAwxVEAgE6Nq1K9599104Ojri4MGDSEhIQENDA7Kysgwitd26dUtRD2UIbt++jS1btijVjvn7+6N3795PhAwdHx+PjRs3oqSkBA4ODlqv+cGDBwCAkydPKm67fv0677WKzwIjFamvr0dqaqryrCc7O3JONDWFCSfB/PkUl+zdq/bMV+3JyqJMSRNfn9ZQZL0GDlR8iPv2JXNtjqOp4xozYQIwZAitobX2Hh3TqvQkFFIxOGPUf914Rd2zJ7B8OUlQjPGa1OoQTaQnBwdg5Ur6/Ztv1N9n796AtzfNCsvMbPZHjgP+8x8MmDIFvzbetHr1asTExLS7zc4oPWnCuHFSFBY+QmFh5856ubm5YenSpXqfc6drzM3NMXr0aKxevRp9+vRBRUUFjh49inXr1uHw4cO8DTUGaDZkrIYNLOoilUqRmpqKEydOICwsDAC9FpMmTcJf/vIXTJgwgZd16ALGGC5cuICTJ08iODgYtra2Wm8zLi4OgwcPBgClQOj555/Xetvq8iwwUpGEhAR4enq2TLv26QO89hpgbg7brgzz5pFRHM+ZP7IRGDqUsjXR0W3eLScnh6SnVrqeCgpoUGk7D28fjqN5atOmPR4foic6lJ4kEiAjg+qeMjIAQOFtFBamKEMyONpITx9+SInLAwdolJ46cBzNCuvShV6iFjVmQiEQEoJF7u54HdSKPX/+/HbrjTqr9KQuxcUpGDPGBHFxpujstjw2NjaYMGECysvLsWPHDlRqVSzILxzHQSgUwtbWFqtWrcKyZcvg5OQEqVQKsViMPXv2ICoqCmVlZU9ERqw1qqurkd/o57Jr1y5ERETA0tISAQEBAGjURa9evfQ7OUEPMMYgkUiwbNkydO/eXSfblNeefSx3sm3cT2lpKb799lud7ENVnuwjGE80lZ5aheNoeNquXfA0ycR775FfEK9wHJkdurtT21F2dou7SCQSJCUltdn1ZG9PBahtPFw1hEIK0oRC6pfXg8mTPOvl4+PTdurWxITcsW1sqLio8SpUIKCfc+fUDyb0gTbSk7MzqYaAZlkjkYgkxrq6NvxC7e2BAwew3tQUfUFXdO+++26r2yooKICRkVGnlZ5Upba2Frm5uXj5ZWeYmJDBe1NqamoQHByMMWPGwM/PD1988YXib/v374e/vz98fX15Lxy1sbGBh4cHtmzZgpycHF73rSu6dOmCESNGwNXVFUKhEIMHD0ZmZia2bNmCK41XMlevXkV8fDzKy8s7XbBUXV2tKIg/cOAAfvzxR6xfvx53G7Xu4OBgLF26FAEBAZ26kLo9ysrKsGvXLojFYjz33HOwtLTU2bblr0nTIEgu4X8kN3DjCa6zfbi0xc/PjzUfRKcNjDFERkZiwIAB7Y81EItp9HldHWk21taIi6OmMV6VhZoaWkfPnjRwtQmxsbGwsLBoV+qQP1wioZOuVpMcdu6kwGjpUkCHHUq5ubkoKCjA0KFDO75zeTmwdStVXy9ZAtjZoaGBlpaTAyxebAC7hUaqq6sRFRWFgIAAjbMs2dmUnKO5fSSLqktMDMXV8mkzLfjjD0S//jr8AYhBV75NO3mkUikuX76MESNGdEpvFXWIioqCm5sbunXrhuxssjdoagi/fv16pKenY926dWhoaMDo0aOxYcMGdOvWDVOnTsXNmzdhbW2NBQsW4OWXX8bcuXPb3Jefn1+LoZnakpCQgIiICKxYseKJy0K0BWMMMpkMAoEAFy5cQF5eHnJzc+Hh4YF58+YhJiYGQqEQXbp0gZWVlVon6+3btwMAXn/9dZXXUlNTg6qqKqo1BXDkyBHk5uairq4O48ePx6hRo5CSkoKuXbuia9euT0StkCpkZGQgNDQUY8aMwYgRI3T+vDiOw6BBg5TmNcr3wRgDx3G3GWO8VKM/2ePHeSAnJweWlpYdz3qSX35v2QLs3w/potcREWGE2loaZm5tzc96YW5OAUCzYbBy6akjycbcnHwbt2yhRMuSJSTXaMSMGdTis2sX8OabtHEtkUtPo1XtxLOxoehnxw6gpASws4OREdXNb9lC9WBLlwI6kMjVRhfSk6srmT5u3Aj8+98U8KnLgAGPf6+ra+X9fu01DLx1Cz9v2IDlAFauWIHhw4cr6u1SUlLg4uLyxAdFjx49gkwmU1y5yhPEDQ2UAOU4cvONj48HQAFhly5d4OHhgQMHDmDu3LmK48SKFSuwbdu2dgMjfdC3b1+FAeCdO3cwZMiQJ17alEtuwGPjP7mUA1AWLyUlBRUVFZDJZFi1ahVu3LiB+/fvKwKlcePGwcTEBGlpaRAKhRAIBLCzswNAXWApKSmQyWQwNTWFm5sbUlNTkZ2djcrKSlRVVWHOnDlITk5GWFgYTExMYGVlhWnTpsHd3R0+Pj547rnnlIIgQxkT6ou6ujocPnwYQUFBen1u4eHhit/FjS3ER48e1dv+2uLpyxj168eiGg9c2iKRSHDlyhWMGTNGddv1uDgq2vDzw6MRs7B5MxXKvvFGG1PO9UlFBXDjBtikSbh+8ya8vb1VLpJLTqZMwqxZWq47M5OCEicnqsXSsjU2ISEBxsbG6n85GxoePxGZDBAIUFIC7N5Nxod8Z40KCgqQlZWlk3bc9HQa8yKTAYmJgCqzgFsjIYFk1DfeoGkvStTXg02YgFeuXcM+AEMGD8a169fBGMONGzcwbty4J/oELJPJcPnyZQwfPhzm5uaIiIjAV199BYmEau/s7KgLcO/evVi3bh3s7e2RkpKCGTNmYPbs2fj2229haWmpkBrj4+Px/vvv49SpU0r72bRpEzZt2gSAPsv6mCNXU1OjcRt6QcEjMOaALl2UGjt5p04mQ2x1NRgAHwsLiNT4bJWVUYCv6mzvR48e6XXWmFQqRW1trSKTJRbTNZqDg9aHQ42RP+eqKjpNqFImxBhDVVUVLC0tVcoWyUs3jI2NYWZmBpFIpPhXKBSiro7qce3tgejo24p9yHn33Xexfv16xW18ZozAGHuqfoY5d2csLY3pgpiYGJamybbOnGHsxx8Zq65mcXGMffEFY4cP62RJ6hEVxdgXX7CiPXvYnTt3NN6MRKLlOuLiGPvXvxg7dkyrzVRVVbELFy4wqVSq+Ubu3mVs0ybGxGLGGGNNNyWTabU8lWloaGDnz59nNTU1OtvmkiXUa/fGG5pvo6KCsTVrGPv5Z8Zqa1u5Q04OK+vWjfUGGAD29ttvs1u3brGCggLNd9pJSE5OZvHx8S1ub2hg7P/9P8Z+/ZU+H1999RULCQlR/P3tt99mZ86cYVu2bGGfffaZ4vaIiAi2aNEiXtbelOLiYhYZGclkGn6Yhw3zZV9/zdiJEzpemJrMvHeP4fx5FhwTo/ZjIyLocKPqYcLX11ftfaiKTCZjly9fZuXl5Yrb4uPpnJCXp7fddoj8OZ8+zdg336j2mOjoaJaRkaHyPtLT0xkajxWt/wxgwBcMsGcA2Pbt25UeD4D179+/6f+jGE9xxJN7idcGUoExEBoKaDmjp7KyEsXFxXB3d1f/wZMmkX5mbo5+/YCAAODOHUVzFH/4+kI6bBgqTp5Efw2dDSsrgd9+08wrR0G/fjRvYfx4LTaio64nCwsqxN6zB5BIIN/U5cvU3cVHAlUf0tOnn5Lcs2OHRkboAMjl4OWXyYfr0KFWXovu3WFz4AD2CoUwBrBhwwacOXPmiS0klSMWi5GVlQUv+XTlJgiF9HXOz6duzZiYGEibuLvLZZjnn38eBw8eVHSFbd26FYGBgbw9B6B1Kw514TjKnqam6nhxanC8uBjHSkthyXFYo0H609KSPrvV1XpYnJpkZWXBxsYG1k1qKWxsaNRlZ1CeLS1Vy5ZXVFSgrKwMPXr0UHnb7u7urQYdMpkMmZmZ+PHHzZg2bToAeqNee+01xWPlDQQHDhxQ6/noiqcuMDKys6Fc5cGDGp/l5AcYjWc9CQT0qZdKgYgITBxeheBgahjjmyRPT5gPHAjTM2dIc1ETCwv6Ih89qtHDH+PjQxuTSjXyOCooKIBQKNS+68nLi/rUMzOpFavxJMdxdOI7f167zXeEvOtJ1zp9795UGyaVAt99p/l23NyAqVNJVmvV0mDMGPj99BPWNv73+2+/RZqmkVgnIS4uDt7e3m0WKw8YQB2A588DX331b2zZsgV+fn7w8/MDYwyLFy+Gs7MzPv30U4wbNw4jRoyAo6Mj7/VFGRkZsLe317pTqHdvGn1oiM7/OpkMqxsnq3/RsyecNShwHDyYLhQMPdtaIpEgJSWlhVzq7Ex9MVo1tuiIUaOARYvavw/TwID22LFj4DgOHMehX79+mDNnDj777DPs3r0b9+7dg52dHd57byQOHhwJoFZhXyDn1VdfBQB4e3tr8rS0h6/UFF8/w4b5suM/PWQFf/uBZBMNyM3N1Up6UlBYSHnKrVspJ88ofVpZqf2mVUEhPVVXM7Z+Pa1DgxR7bS09/LvvGCsu1nJRV65QHvn+fZUfog/pid26ResIDWVMJmMyGcmdX3zBmC7e+rZ3qz/pKSGBMY5jzNiYMTUy3i2QyRgLCyNJoq07lAcFscDGlLj/sGGsrq5O8x0aEFWlp6Qk+mw8eMDPutSlrq6ORUREMImWuvfGjRtZbi4913v3dLM2dfh3ejrD+fPM+9o1Vq+NZK4GGzdu1Mt2o6OjWXp6ul62rS3qPOfs7Gx2V81zaWJiIuvbt28HUtrjn0ePHik9HgB75ZVXmt/2TErTFMaA2DpP/Gm6EPV9B6n9eKlUioSEBPTr10/7xTg40KVBRgZw+jTq60nqCA3lZ9aqQnoyNydPn1deUR4driIiEWUjAB3MGxsxgqwEDh9WOV+fmpqq+64nPz9g8mSq/AO9LDNn0tXykSP6kRKKiooglUr1Jj15e1NjpEQC/PCD5tuRmz82NgC1QFxXh7srVuD3gQPhBuDmnTv49JNPNN+hgWBqZIZ79wZef125g68zER8fDy8vLxhp2eGxfPlyODkBY8e2UoCvZyQyGX5tdMb9b58+MNZQMq+vB06fVl1SXr58uUb7aY+KigqUlpa2akCbkAB8+aVeLN5URv6cw8JIDWiLhoYGPHz4UO3zYZ8+fRAfH99m4CGRSBAamok339wIAIpxIvIfAPj111/b24VeeeoCI4EAmDOXQ5GxM46fFIBVVqklNiclJcHNzQ0iXbVkDBxI+cobN2ASfx/Tp5MkdeaMbjbfFi2kJ3mbiURCBTVqRma2tnTSNTfXYtgsQJ1h8+dTQLJvX4dHh9raWuTk5KCXPhwzAwKo7onjgKoqCIXASy/RCaFxbJHOkMlkiI2NxQA9n1k//5z+3bIFyM3VfDvyOCEjg4Lhpu95fHw8+gweDLvwcIRYWUEIYN1//oNjx45pvkMDkJGRATs7O4UfTXtQqz79a4CRXu1SVlaGqqoquLi46GR7HEczoeXDhnlDKsUvEgk2eXpiihb+GQIBEBnZyqgbnugo4GadaCRRYWH75bgPHz6Eh4eHzmcfGhkZoaSkB8aPX47i4mLExsYiIiICISEhivt0aJGjR566wAgg1+lx44B7d2S4+9URStGocDSrrq5GQUEBevbsqdsFPfccZUlOnsQg7zqMHEmOuloVNLeDVCpFfHw8fFpz7EtJIdvno0fV/nZ6eFArt6UlvZwaf7lFIhp5LxJRnU87701sbCz69++vX7O6khJgwwbg0iWIRGRsOWwY/UlXB7C0tDQ4OjrCopm/lK7x8aE697o6YM0a7bdXW0slYWfP0v9LSkogFovh5OQEeHhgdFgY/t148H/tlVeQrbFlOr/U19cjLS1N7RqGBw9obE5nGUYsPwlrU3ANUC3HhAkTFD9paZnIygKOHz+PUaNGwd/fH4sWLdLrXLbExEQM6tULy9qaMKAiRkZU4tnR9bC+nMpzc3Nhbm6u1uxDffPaa69h5MiRivc3PDwcmZmZ+Pnn6fjXv0ZjwoQJyGjWHVRVVYWioiKdzD6Mi4vD4sWL8eGHH2Lt2rXYtWsX7t5NRHFxJqRSKfr27YuJEydi/vz5AIDvtCmU1AV8aXZ8/cjbEKVSxnbsYOz793JY3edfUQt9B1y/fr2F1qkzqqsZy89XrO2PPxj76iv9tGw+fPiQJSYmtn2HiAgqIrh4UaPt19cztnMnY1evarY+BY8eMZab286fH7Hr169ruRMVkEqpqOaLLxiLjFTcnJDA2LZt9Hy1oba2lkVERLCGxjozfXPvHl2TikS6+XydOEEvTVycjF28eJFVVFQo/V367bdsemOtQICfn9Z1Lnxw7949lpWVpfbjcnLotbh0Sfdr0oTMzEz2QMvCJ4lEwgICApRuKypi7JNPKpmzszvLzs5mjDH24YcfsrVr12q1r9aol0rZD0lJ7MzFixrbDDRn/XrG9u9v++/p6emsT58+rKysjMlkMvbyyy+z0NBQrfcrkUhYREQEEzfagbSG3MKFz3b9iRMntqjRnDJlClu8OJwdO8bYsWPH2KxZs5T+fu3aNVZUVKST/f/000+t1BZ9woCprdYctWbJgmc1RtojEABz5gBLPu8OkxFDqcUmIaHN++us66ktzM0VjmOC+Fi8FCTBuHFUhqRL5NJTu11PEyZQ60ZEBF0Cq4mREbkjnzkDaOWlaW//OF9/755S8RJf0hMA+rAEBQH9+9O4+SZjGjIyqI1fG/kkPj4effv25W1Ew+DBZFopFgPr1mm/vSlTyABu+/YyGBs7tJCeBB9/jB2zZqE7gMtRUfjys8+036ke0UZ66t6dGhuvXaNaFkMikUiQnJystUlkVlYWxGIxAgMDERAQgJ9++gm2tsCjR1fRu/doxeu0cuVKHDp0SBdLV2JDTg4+ys7GN+bmOhszYWHRfsbo5MmTCqdyjuOwYsUKnTy3pKQklaUnPieFlJWVYdWqVRg3bhzeeecd1NTUICEhAb17vwBTU5pgHxMTo8gI5ufnw9jYWOEOri3vvvuuUuBRX8/wxRff4tKlU2CMoa6uDllNJq8b2iz2qQ2MAPpy2NsDbNp0PBT2AztwkKw2myGTydqWnnRNQQEQGgqzM+EYP44pZq02uttrTWxsLPr169f+SZjjqCjcw4OiGzV3znEUR7i4UNCg9czK4mKqeA4JUayFL+lJgUAAzJ0L9OlDMmNyMry9gWnTKPiTS0nqoiQ98cg//kH//vIL8OiRdtsyMgICA+tRUlKC8vKWXj/gODjs2YM9bm4QAPj3Dz/grL6L6DSEqVFw3RbjxtFMQR2POVObxMRE9OrVS2WH64iICCW5TP6Tm5uL8ePHY9++fTh79ixOnjyJ06dPwdy8GEKhk0JOdnZ2RmFhoU6fQ0F9Pf7ZWCX9Nx0OlbSwaP+wVlxcrPSd1MVzq6qqwqNHjzqUnmxtgZEjdTIhSWX8/Pzw9ddf49KlS3BwcMDbb78NBwcHeHo+vjjv1q0biouLFQ1IujofhoeHw8PDAyNHjkRQUBBWrlyJf/zjW9y+fQM3bkQgMjIS2dnZMG98QTpFrSJfqSm+flpzMU1KYuysnsWJAAAgAElEQVSLv9eyy99cYKyVlu8OpSddc+mSIh9fV0cm2WFh2jsvqy091dRQzlxDqqpo7WvWMFZaqvFmiOhosqvds4fVVlfzKj0pIZEwduGCwu5bJiPD7i++YOzmTfU2JZO1Lj3xxfPPk6T2ySfab+vevXvs/v2c9j+jCQnsXyYmDABztLRkeYa09m2DzMxMdl8Nq4i2+OMP+twb4iPKGGPl5eXs0qVLOpOemrJhwwb21Vdfsf/+9ywbODBY8d1OTU1tIblpy2uxsQznz7PpGlqrtEVHnf76cCrXpfSkT2JjY9mECROYm5ub0u09e/Zk9fX1LCEhgSUlJelsf7///rvKbfsUkrQOnklpuqV3b8DHV4RzDeORlt9ovNh4GaSS9KRrxo6lvt+ICJikJWLoUFK0rl3TfJMaSU9mZjQEijGqBlfTLdzCgmqozcy0bOEH6PV4/nkgMRG5GzfCu08fw0wHNzKiTjUjI6C2FlxaKqZPp0SSupkXdbqe9IE8a/Tf/1J9uaaUl5ejqqoKAwc6g+OoY69VF3dvb3y+Zw8mAiioqsLCmTOVXKINjVx60oUVx7Rp9Nk3xEeU6SDr1ZSEhARs2LABAB1HTp8+jWHDhmHWrDHIybmBqKg8AMDvv/+uUzfv6+Xl+KOwECYAfm4cSKwrOlJidO1Uro70JJORDCvPxOmb2tpa/OMf/1DIZCdOnICfnx8GDhyIkydPAgDOnj0LHx8fSCQS5OXl6bQLeMmSJSoFIwD4UW1UgO+xpgZBrhwVFAChIRKstN4Dq5E+gJ+fatKTPhYUGEhnqwMHMO7d91BQYI4zZ6hVXJMhoOnp6ZpLT6Wl1KkWHU1mLWpMNnRwAFatenwgYkwL7Xz4cFTk5cE4PBzOneGEevo08OABBK+8gvnzPdV6jvKup7Fjx+p/nW0wciQ1RJ45Q51UX36p/jYYI9fbpl1Phw/Td2nlSqDJpAMAgHDuXOx+910M/vlnnLtzB999/DE+00V7nA5QV3pqD1UHlOqDvLw8nXY99ezZE/fv34evry9MTU0xY8YMzJw5E4wBP//8Kz76aBZEIlN4enrin//8p072KWUMbzU6XH/Qowe8dKwrZWYCN28CM2bQBVxzmjqVm5iYICAgQGOncrn0NHLkSJXuHx9PzbhvvcWPV5SZmRns7e3h7+8PGxsbuLi4YOPGjUhIKMErr7wOG5uvYWNjim3btim6gHVV4/Pdd9/hk0aPsy5dusDJyQmOjo6wtBwEYDBGjCiFq6udYn+GGgHSAr5SU3z9tDcQsKCAsW++lrGtyyKZ7MuvWPGDB/x0PbVFeTlNFGSM1dXRoMr/+z/11S2xWKy96218PElZISGqT19sgkzG2KlTjB05orkkKJPJ2MULF1gln7Jme9TU0Jvy9deKwcQFBYz9/ju9de2hadeTrrl8meQ0GxvGysrUf3xr0lNREWP//je9Dq1+VBoa2ElfXwaACQB2SYWOUH1TUVGhc+mpvp6xAwcYu31bZ5vsEFW6np4EDhYWMpw/z7pfucKq9KBHyju/2ml61RnqSk8xMbQ2Q89eTkujdaSm0v8LCwvZjRs3dLqPgwcPMldXV2ZsbNxMMhvdOEDWRCUZjbFnUpre6NYNCJrNYczbQ8CsLFGycSMG6MM4UFWsrYHGjhKTolwseEmK3r3VHy4on/Wklett377A9OnUuXf6tNoP5zjKGkVFaS4JZmRkwM7eHpbytHpKCnD/vmYb0wVmZjRIqGtXcjnMyoJMRp6UISFtdyXJpSddGe5pw9ix1IRYXg789a/q1dm3JT3Z2QGzZtFVeauz5YRCTDt9Gh/b2EAG4JWgIJRoo+VpCWPqz3pSBSMj6hu4dIkfJ3uAup7c3d11brjXFqWl1Hig67lpIxoa8J1IhI3e3rDQQ7ZeniXS9yDZmpoajaUnPrvSWkPuxWVqShJqXFyczruAg4KCkJWVhfr6eqXA4/+zd97hUZVp//+cyaSH9JAAoSahF0V6U1ARF1BQlKKIDdeyrrqu677r6+K66xbdoq5iLyhVRFSKwNoAKUqHdEISSEgIKaSXSWae3x/PHEiZZM7MnJkJ72+/1zVX2syZJzNzzrnP/S339u17+OMfn8NiabhIo6nz0Wxhw4YNuq7LHv6/KoxABuD1HxFI3rhx+Fv8CN62zftRtmVl8O67hO/fxm23SbeC2axtWWVlZdTV1dFNj5jasWMl//LTTzIS1UFce618fZ2x8avUU3+1KFJ1T198AdaWu1cQHAx33SVTLbduJS5WcNttsjiylRvqrpOwK3jhBXkSf/99ab0vKtL2uMzMzHapp+HDZQjmDz+0M3ohMpLn//MfxisKZ2tqeLSDg567oTf1pEJRpEOtvNyp1AuHodX1pCfq6uR7bFNT5iTMZjMZGRk8dsUVzHJTPIqnCiNnqCdPaYvsoXlhlJ2dTVxc3EVnmB5YsGBBizEfiqJgNBqJj4/noYd+zapVb3Pfffey2DrFtr0RICtXrmTevHm6rUsL/r8rjAAaGhr4OtWHlcrjlBY0uH/vsQfVv3ngABw8SGMjrFghY4Y6ghCClJQUl1NvW2D6dLj/fqfIb1ds/Onp6SQlJV06CSuKjHCOi5OEvLfy/UGO6V6y5OKsuaQkqRPPzJSxR82Rn59PaGioV+PsW2PCBNi5U0ZG7dolCxp7Xb2qqirKyspsznpSceONMHGizPaxBd/Ro/lo6VKCgNXbt/PpJ584/084iaamJjIyMvSZfWgDSUnydd292/3XVykpKXL2oQczXuLi5IlTr8IoraaGHenpxMfH6zd2yQZCQuRXdx7ai4uLEUK4bfahu6EWRkLUk5+fT6Iz4tYO8Pjjj7Nw4UKmTp3K4MGDiYqKwmw2c/bsWbKzC0lPP8gHH3zAypUrSUhIILS1YNEKtXDyJP6/LIxSU1OZMKEnhp49+ST4HhoDvOMaaoHrrpNH2a1b8T2bS9eu8krtxIn2H3LmzBkiIyP1dT0ZDJfOdOnpDocU+frCggUQFibpGy2oqKigqqqqLfXk7y+tP2FhksrS2upwB8LCJPVpscD27YzuV8r48bJzpM4R0ytwzx2YMAEOH5bj4QoKpPFu+XLbV69au16+vvJj6+8vKTpbhUHiP/7BS9Yi8cF77+Wchydnupt6UrtGZWWQnOyWpwCk68loNOoWuKcVBgP07CnnO7oKIQT3pqUxu7iYZDdfOPj5yd3VXd0ZV6inmBi5/3kyx8gWwsNlhz87O9UtAbTjxo1j9erVfPvtt6SkpFBSUnKRSluzZhXr1r198eesrCyb21CddOvXr9d1bfbQYWGkKMo+RVH2trrtUxRlr6cWqDcuXLhAXV0dAwfGces8hfOlPmz5ogmxZask1L0FNWAwMhI++YQbJ1XRu7dkkmwNAzWZTGRnZ1+invSG2Sy1RqtXO/y6hIRIp9rgwfLnjg5Odk/CwcFS5+Pr6xm+wh6qquQ6Vqzg+lEXWLxY0lRwiXry8/Pz7hrbQVycNB8+/rgsZB55RDbCamtb3q+wsJDAwEDN1FN9PbzzjuxGtUFICA8tX871QGlNDQ/cc89FTYG7UVNTw/nz591OPQ0cCNOmybxUd0B1PQ1WdygPo08fGVXhavdlZVER+6urifDxYaqb54gpitTUTZzonu3n5OQ4TT3FxsLUqbbdcp5EUhJMm1aKxWIi1sM2ywUL4Pbb7d/vWWvmSGej0hYAC1vd1N9ddhCi5cDFxETrsNkDjRzeVgSffKJfBLUzCAiQdM348fiEhXD77XLnWbu2bcRQeno6iYmJuliPbcLHBxYtkm2AVauk2MDBh4OsIdaubV+cqol6Cg+HBx6Q7QlvIyxMao4aGzF8vAJjTQV1dfDuu3VkZlZ3SD11Bvj6wr/+JevdoCD4+GPZTcrOln9XqSdHTsIBAZJO2rnTtt5IWbiQ98eOJQzYtG0bK1as0OefsQM168fd1JPaNWqHCXAZp06dIj4+nkBHXRk6oXdv+R67op+vbGri19auwEuJiYS5YhTxMurr68nLy3Oaempqksdzb0tbVSlGZ9JDtsaLL76oa6aSVnR4xBBCnFZvQCXSUgfQ0+0rcwNsUU9XXw1JwwNpmHgtFBY6NXVeV0RFSb5DUQg2V7JwvqVNgKJKPcW7OIXaLqKjZWl/4UKLcR2OoKlJaqe3bm37sjpEPXXpIs9AZWVyLQ4WaroiNlZ2serqYMUKmsoqOH78HMnJw6iq6pwHmNZYuFBq2xMTpfFv1Cj46ivnqaeZM+VHd+NGG2+NohD/9tu8aj34Pvboo5xxs2asqKjI49TTmTPyNdTz8FFXV0dBQYFXTg4q4uPh6aclpeYs/pCby/mmJsYEB3OXh8bj7N4NX36p/3ZTU12jntLS4O9/d63Q1APvvHOer79OIkQVZHkIJhN89JF9T02RVTrxxRdfeGBVLaHpUkpRlJeA9cB+YAVwmzsX5Q60Rz0ZDLIxMmFBL+lrPnZMurK8jepqePNN4o7v4MEHrTPfBFgsHnY99e4tp/Hm5Tklohg5UtZ5hw7Bnj0t/+YU9VRRAVlZsoulqge9ge7dZXHU2Ejt2QxuuqkaozGI1au9P1xUK4YNk3r/2bNl7TtzpuCllwLp1auPw9vy85Mfk+pq2LLFRnEwfDiLH3mEOUBldTX33HMPFjddMpvNZtLS0jxOPRUVwY8/yl1FLyQnJ+sauOcMFMU1a3laTQ2v5uejAMsHDsTgoe5ESYlM/NATZWVlmEyuUU/qvuHNJo3JZCIvr8QrwvGaGtmhbk3ht8Zdd90F4JlB4q2gdW+bIIS4DsgApgI6z4R3PzqintQP6Kn4q1lbNh3zd7u8e9IFKdQZPhz270c5eACLRc5Z/eyzYs+7noYMkVTWFVc49fBp0+RJ+OuvL9VWWlxPNtG3L9x2mxRerV17SfnsDcTH0/Tww6TW1DB5cn/mzWmiqAg2bPB+m1wrwsPh88/hT3+SP3/wQR/mzDE4Jbfr3l1qJ0pLbReHyh//yJtRUcQgB5qqYyj0xqlTp+jRo4fHqacRI2T0lSujfZqjM7meUlLgrbec292ePHmSJmBpXBxXeXA8TlCQ/ZOvI1ClGJ2ZetKKtLQ0oqO7ERjo+Zk26ntiT2O1Y8cO5syZ4/4F2YDWwsioKEovoAmIBjqf7aYDVFRUUFlZaZd6qqlVSA8dw38SHpRWG29j+nQ5pOurr1BOZVFf38SmTTUI4YWXv1s3WUGql8UOQJ2A0ru3vIpzOetn4ECZC5CTI638XhwfcjI3V1JPKSkkffMmN06poajI4bFzXoXBAPffX8Srr2YRGSk7PqNHO6d1nzhRpj3Y3H3Cw4l98UXesv749NNPk5mZ6crS20Clnjw6+9AKPz9JSaanu06TuCtwz1koilQaOGMqfLCpiVu6dOEFD9OBwcGS/ddLNpqbm0t0dLRu1JO3aqvy8nKqq6sJDIzwymlOFfF3pFs/ePAgIOfzeQNaC6NHgSTgLSAF2Oy2FemM1oLrjjB8OIybZGR/SheOHxNw9Kh3xdiqUy0mBuXT9Qzuup/Bg0PZvNmPwkIvrengQSmkOHLEoYcZjVKzfM010vUUEKDd9WQTw4dLYUtNjdfeoxaup+hoqKxkTMoHPLS42m1CXHdApZ7uuy+egwfhyislBTFunGQsHYHBIIX3dXVSjN2mc3b33cwdM4bFyCJmyZIlNOnY9dN71pOjGDNGvgYOXju0gSuuJ3dA1Rfl5zv2uLKyMro2NfHpyJFEe9itqb50enSNTCYTubm5uriAvSlhbX4+NJkUrxRG6vvR0Ud79uzZAERGRnpgRW2h6eghhPhJCPGNEOJTIE4Ioc8kQQ/g7NmzhISEaKaerr9e2lM3ra7i3MqvvS/G9veHRYuoTUig3GLi4YcjCQqS+mO9Y/o1YcYMSEiQvJ6DV/s+PtL19MMPOfz001DXw9dGj4Z775WWGbPZ4+9TcnLypcC9Xr1k5lJlJf5rV2CuqGbLFimH6uxoTj317Su1YHffLYubO++Exx5zvPY8dUqOC9nbOtjDYIDXXuMVoAewf/9+XtJpyGxxcTEWi8Wr1FOXLrKgdOV47qrryR3o0kUaMh3RTx2pquK4F1Pgw8JkRIUedXdaWhr9+/d3beySFd26yfOMN0yGeXl5hIWFERoaypAhzg0sdxU+PjLLqSMq7dy5czz33HMeW1NraBVf368oygPWH5coivKUG9ekGxobGzl58qRDqbc+PjJwOTA2lONx06UY29XLPxchQkM51rMng6+4gi5+Jhbd3oQQUsvhcfj4yAAKNZHawUvIrKwsevSIp6TE11mjW0sYDPLIt3KlnEXioeJIdT1FNx9p0Lu3VPKXl9P04UrO5JhZv96p6Soegy3qKTBQjg954w1p73/1VakdcqRLOWSIvH37rY3HjR5NxP338771x2XLlnHMxZl4nYl6uv56OV3HWaizD/UO3HMVPXtq391P1dUx7tAhnjAaMXopZiAhAR58ULolXYFKPXVvL+LdQXTtKilnT78sjY2NnDp16qILeOpU2R32NIYNkxlq7XWrPv74YwCeeeYZD66qJbT2m38OvAsghPgAuNVtK9IRmZmZ9O3b1+HAvZAQWLoUrv/VMKln2bGjnYFQnoGkngKIDA2FDz4gdv8XPPZL4bZAObuwdrEICXFIaVpTU0NRURHjx/fk1ltlqPZnn+lQy6iXIHv3tpMyqC86dD316QN33IH/mBEsWuyDr6/MDPL21Jn20B71pCjypLJrlxzxsmfPpdloWqAoctBsSIgUo7cpgP/8Z64PD+ch5AH7rrvuosEFw0NOTg6xsbGdhnoym6XRwFH5W1lZGQ0NDcR5yNLuCJKSZO2vpQPzWGYmJmBoRAQBnazAcwSOSDG0oqFBatA8LY1MT08nISEBX19fhPCub6UjqG40PbpzzkJrYWQRQlgAFEXxATr9J111PfXu3dupx3fpAopBoXTKXH6qHCiP7l7wYbcI3DMaYehQOHEC456dCCGbWTt3enxZ8ox3993So60RzamnQYPghhtkpseOHS6uRVHk4K4RIyR/s3+/ixvsGHZdT336wPjxhIXBwmlF1JSbvG6gswUt1NO4cTJq4eqrpfB26lTZQdJSzAYGSo18SYl8W1ogJgblj3/kJSDBYOD48eM8//zzTv0fKvWUlJTk1OPdgZwcOWQ4JUX7Y9xxEtYTI0bI3d3e+WpraSlbLlwgxGDgJS+I4FWYTPDuu1Iq6iyaU096ITVV7kOelEJUVlZSUVFBT6tYzGSSTtQ2VLcHsHWrzJcqKSnh0Ucf5bnnnuPNN99k48aN7N69G4DPPvvM8wtrBq0l2eeKomwDtgM3AE6vWlGU3wBzgADgKPAgEAe8DYQCJmCJEOK0oih+wBvAIOv9fyOE+Nrec6gHmCFDhrh8gDlw3J/9hll0GVrMIC+MesjKyqJXr16XAvcmTpQc2vffQ2QUhYXDOHpUtos9ziKouq3aWunFv+GGdvujRUVF+Pj4tKCexo6V+TmlpfLqyaULS9X6ZjLBtm3yrDxihAsbtA2VepoyZYr9Ozc20uPbj5krevJ5/lyKivxoPQ7OW1Cpp9GjR9u9b2ysfHuffhr++U+pOfrxR3j7bfuW23794Kab2tEyPPggwe+8w4rjx5kM/PWvf2X27NmMGzfOof+lM1JPCQmyiblvn6QOtByGTp8+ravryR0QQnY82pv/2mCx8Kg1ue+5Pn2I86K719dXpno46xBUqadJkybpuzArPFX72nIBq81Zb0wvKiiQp4kDBw7w2muv2bzP3LlzPbyqltAqvv4L8KL1/i9af3YYiqJEA2HARCHESCAIuBl4D3hdCDHB+jzqq/UUUG79/WzgDUVR7O5pF6knHRTt110H8f2D2Hi4N8XFyMtmD856Kioqom/fvpd+qXIUffqgfPE5s0bk0auXzKJxcN6rfigqkpdl69bZ7A+r1NOQIUNa/F5RZC21YIEsilx+WVUX34gRUuHoBjjkevL1hblzGex7kscjPqJHpBfTulvBUerJaIR//ENGRwUHS3pw/Hht4vKRIy8N9GzRdDUa4bXXmAg8aTBgsVhYsmQJtQ7YiDor9aQo8vUpLNQ2md5kMpGTk+O+2Yc6Yc2ajp2K/8jLI9tkYkBAAL90dzK/HSiKvD5ylsbOyMi4SD3pCU97eQoKCggODiY8PPzi79T90FuutKAguPHGGy8OkVVvQKcwHWgVX/cGdgHLgcGKomhXMzeDEKJECPGMEEIoihKCLJJSgYFCiE3W+2wFhlq7RbOQEQEIIc4C+wC75XtGRoZDguuOYDRKrbGvL6x94wL1r73rMTF2C9dTc6gC6P79MUaGMn++ZLbWroXKSo8srSX69pVtgexsWaG12vM7op4MBnmrqoIPPrA9MNchGI0wd65UOAqha+5+cXExZrPZMddTQgIsWEBQ5Tn46CMO7K73+ixcV6in+fPlxz8pCU6ckMbAkyftP04IWUy10ZRNngyLFvFHi4XBgYFkZmbyu9/9TtNaOjv1NGyYLCK1yPDS0tJISkryqq5CC6KjZbFnSx+TX1/Pn3JzAXh9wAB8vZjWrSI42Dm7fmVlJeXl5Repp8sVTU1NZGZmtjkfqh0jTxRGe/bs4aabbuLOO+/kF7/4BRs37mDLlvW8/vrrrFixgg0bNrB9+3a2bNkCwOeff97i8UII3n77bfcvtBkULZOurTTaXcg8o5PAw0IIx/rdLbe3CpgO/A1YA2yydpDUv/+IpNt2AqOEEJXW3/8NOCqEWNNqew8gu0vhYWFh0evWrXN41pM9nDvnz/btcUxs3MW1vt9TNH069W7qSoD8QJtMJm1X9EJQXqyw9etejBlTRmKid9IFw44fJ+LwYSqGDOGClaIRQlBTU2OXHqir82HLlm6YzQozZxYSEuK6ICc0NZWIQ4c4d/31NOjQUaiuriYoKMipjJzA/Hyiv/mOVXXzyA0ayPTp54iL8066em1tLb6+vi5dCVdX+/D880M4cCCSESPK+ec/j2LvZUlJCeXAgUgmTCihf/9Ln1G/4mLG3XEHRxsbGWMwYBGC5cuX252hZzKZsFgsBLTH63QCHD0aTm5uELNmFWI02j7Wms1m6uvrCfb2uHUNyM0N4vvvuzJzZiExMS0/vyYhWNPQwDl/f57uJIXqtm1xCAE33uhYMmVNTQ0BAQFuoWczM0PYuzea227LIzjYvQrs+vp6DAZDGwNSQUEAO3bEMWPGOeLi6tt5tD4wmUxkZmbS0NCA2azw9dfjSErKIyHhLIqiXLyoMVur7auuuqrF40tKSigpKeGhhx46JIQY5dbFqmjdyrJ1A34A/IF/WX/+Tsvj7GwzCNgAPACcbvW3bMAX2A0kNvv9CmBaR9vt37+/MJvNwh3IyhLCVFUvxGuvCfG3vwlRVuaW52lqahLfffedqK2ttX9ni0WI9euFWLFC1FQ2uWU9mmGxCLFlixAvvyxEXZ0QQogDBw6IoqIiTQ8/f16Iv/xFvrxa/nW7qK4W4t//FuKFF4TIy3NpU1lZWSItLc219eTni9qqJvHqq279+HSI0tJSsXfvXmGxWFzeVkmJEDExQoAQb75p//4WixArVsi348KFVn986CEhQDwRHy8AceWVV4rGxsZ2t9XQ0CC+/fbbDu/TGdDYKP/v9mCxWMTu3btFRUWF5xblAioqhFi2TIh9+9r+7cSJEyI3N9fja+oIX38txKZNjj0mPz9fHDlyxD0LEvI499NPQjQ0uO0phBBCVFVViZ07d9rc14uLhdixQ4jycveuQUVNTY2YP3++CAyMELBYwCCBHEp/8dalSxexdu3aNo/19fUV//znPwVwULhYd2i9ab30PQDsAd5XFCURcCrHX1GUKxRFWWItyGqt2wkCTiiKMsN6n+uAFCFEI/AFcL/197HAOOs62kVgYKDbUm8TEsA3xJ/6OQs4XdbF6Ynz9pCdna191pOiSF4jO5ugr78EIcjO9pJTTVFkAOTSpRAQQElJiUPUU0yM1BuVlUm5kssuruBgGbcdEiJzjpyMC6+vr+fMmTOuu5569CAwxIdFN9cgjp9g9Ycmj47kEzrPeoqKAlU7+dRT9jNuVH08SFdKi2b1r3+NMBh4vqCAnpGRHDlyhFdffbXdbV0u1JPRKP9vk8n259kdrid3IjRUOnabU96NFgs5ZWVcuHDB8dmHbsa110pJpla0Rz3piZgYSUG7W/jckQEpOlrmbXlq5GZQUBBr167llVf+RmDgp0Bam/s0NTVx0003tfhdfX09c+fO9bjuSKv4+gkhxCghxAkhRBbwiJPPlwFMUBTloKIou4E+SDfaI8DTiqLsAX4H/MJ6/1eBHlZqbRPwiBCiw1OJJw6UW3+MYlXTfIp6j7HvXXUQdXV1nD17ln6OzBUaMUL6qI8dg++/JyND2qMPHdJ1adpgMEBQEJamJs69/TbDHHx9+vSRFu+aGpm87DJCQ2HJEmmjWbnSqciF1NRUBg4cqFtbPcpSzO2xOyn79ignj+k45dIOTp8+TVRUFF10HOR5221SXlZVBQ89ZF9YGhYmRwCWlbWyK/frh7JgASEWC69azQbPPvssp20ol9XAvR6dxeJnB+XlUrjeOsOydeDe5QJ1KLSK186eZcTx46T36NEptV6O4OTJk/Tp00d3KUZz1Na2r9PSC+fOncPX15eodtItTSZ5fPW0EHzp0qXs27eP7t27t3iNFUVh7ty5bZoBzz77LKNHj2bmzJkeXadW8XWsoihPKIrye0VRlgFvOvNkQog6IcTPrUXWZCHEQiFErRDitBBiqhBiohBimhDitPX+JiHEYiHEWCHEGKHBqu8JXH89+HeLZG3WKGrrFF1HOKekpDBo0CDHT8JTpsgY0507uaHrERIT5TDQ7GzdluYQck6eJMpsJuirrxwOxxw2TIYLdumi044bFiaLo9mzHb5Mc4vrqU8f+j7yMzr8lkEAACAASURBVB4dsYuhBz7wyMRZ1fU0YMAAXberKLB8uaw/N2+WnT57uOoqePhh2s6Te/ppAG4+cYI5V11FbW0tv/jFLy66VeDynHAeFgbh4XLMYPPPc0ZGBv369dPd9eRuXHmlbFIDFJlMLMvJoQro1gm7XseOyYiJeg0ymurqaoqLi+XsQzciJQXeekunCz8bMJvNpKent3EBN8dPP8Hf/ub5bLX0dNi5cwR796Yybdq0ixrakJAQHnjggTb3NxgM7N692+OzD7U+21qgBCmIzgdcy++/zNGli3TnVFbC+nfLMb/8b+dGkbeCSj3FxsY6/mDVxj90KIaYKG67TbZLP/kEGTPgQdTX15NXVETXJ56QQ6PWrnXYbibnqslcTeugZdcQESFTzEHOeNMwT8WtJ+F+/Qi/fx5UVJD7jw0c3+feaGx3Uk89esDf/y6/f/RRGejYERRF1qdNTXD4cLNiwToYWDGZ+EfXWLoEBrJ58+YWYW/5+fmEhYVpnn3YGaAoMGqU7BKokRqVlZWdknrSArNZ/h+VlfCbrCyqLBZmhIczq/l4nE4CIeQ6tRQhemXfeRtZWVnEx8d3aEowmeTn0tNMdGWl7BZHR4exZcsWnn/+eQICAvD392fy5Mkt7puamooQQrdZio5Aa2HkL4T4GKgUQrwHXOfGNV0WiI+XDYicklB2lo+QoglHR083g8ViISUlxbVZT+qgt1695NSOW+oxGuHIEec36QzUgYs+ISFyCmlgoKSx7J0xW8FgkDvwli0Oz6ttH42NcgDuihUyXbIDuIN6agHr+JC9efF8scWoKe/GGXiCerr/fsnmlpTA449re0xystxtWiQT//a3APTZtZNl824D4NFHH6WiooLGxkaysrIuO+oJZM3n56d2jS6/rldz1NfDO+/A2uMVfHT+PH7Aq500f0llZuw19e1RT3pCvRBwx1tfW1tLYWGhXSlGQ4O06nv646e+D4GBkj578skn+f7771mxYkWLrpDFYmH37t188MEHXsn20loYnVEU5UagUFGUx5DaoP/vccUVcONMA6N+NUW2kdatczpISA3c082y++OPhK9eztL5lVx/vT6b1IKysjLq6+vppkYZhIbC4sVyL3SQMjIYZJ3XrZucV+tyxhHIQKo77pAF0ooVUFFh824eC9zr3Zu5r04jPNafdWstXMjTl1bz1ElYUWQSdmCgDADcutX+Y0aMkLO3tm9vtttMmgSTJmGoqeHnFjOjkpIoLCzkmWeeuWypJ5Af/+HDZTGYk1NIUFAQERER3l6WUwgOhtBwwV9qZcL1k716kdRJZtS1hrqsjjpGWqinywVaA2hNJu+kXtfWymNE8+WNHTuWn/3sZy3ul52dzddff8306dM9vEIJrYXRPcBh4GlkUfRzdy3ocsPYsRAaF4Rl/kIulCuSNnLQqdbQ0MCZM2f0Vd736QMNDYRtXoViaqCsTI51cKfYrt2TcFQU/OIXXJx6a7Fo3qafn5xXGxwsT7h2mjzaEBcni7W6Olkc2RhapFJPnjgJBwYpLFoEIi2dNU/8RENRuW7bzs/PJzQ01CPUU2IiqOPOHnzQ/jWC6lIzm6U+6eJn09o1Ctq6lZfvuRejjw/Lly9nz549lyX1pGLiRLjrriZOn9YvgNZbSO9XSK5fLd19fXnGyXmUnoCWjpEW6klPuKtjdP78eQBNLmC1Y+RpqKnXHaG+vp709HS++OIL3njjDc8srBW0utLqgG7AZOAjIYR7p3RehvjqUFfea7iTypDuDn/i1VlPuuo/YmNlOnZxMXzyCZlpZn74wcYwTx3RIfWkiskPHID338cRn3pIiGzy+PnpqFPu3l3SfNXVbexC3nA9RUXB7Q9GUVLhy6EXtumS2K1ST548CT/+uNTT5OXB//yP/ftHRkpLdWZmM5nez34Gw4ZhuHCBK3JzeHjmLIQQ/Pvf/6aps03idQAREVBTc5LevXu71fXkCSQYmogq8+dvvZMI7kQz6lojJAQGDZJfbUEr9aQnEhLkMF49Ozbq7EOtXa9hw+TIGk+jWzew5/9ISUnhpZdeorGx0WsxFlpdac8gh7kOB/6tKMrTbl3VZYjRo8EU3pW11bNoFEbNXsw21JOeSEiQQqhTpxhbvJmRVwp27XJt2nR70Ew9hYZKTszBoKKYGNl0UhP6del89ewpWxsTJ178lTf1H33HxXLf3/ozvscZ+PBDTQLxjuAN6slohPfek1+XLwfrsOwOMWaM3H8u7gKKcrFrFPDlJu699Ra6d+1KSkoKL7/8svsW72ZUV1dz5kwpR4/2cdSo2algNpvpWVnAA4dHMa4+xtvL6RABAdIo017d49DsQ50QHS1pVT2vg7Ozs+nWrZvm2YeDBskZhp7GxIkyrqM9lJaW0tjYyK5du3jxxRc9t7BW0PppuAWYLIR4GpgC3Oq+JV2e6NpVzi8tKIBNa2sQy9+Q3sQOIIS4KLh220n4yith6lSUXj2ZOUuhXz+pPbaONNIN6enp2qinAQMkf5KdLQdnOUCrqRemu3dLt5ouxVFkpDwRl5TA6tWczcryGPVkCz1GxqLcvYQLlT6k/fMrh16f5qiqqvKa62n48Evdovvvt2+VNhhg5ky5D13E7bdD3774nCtEOXGCv997HwDLli0jV+8Pr4eQnJzMFVcMIivLwE8/eXs1zqHObCYrK4srrohm6X2+9Op1+YnHVRQXFyOEcGz2oQ6orJSDhZ3ctdugvr6e/Px8h6QYFy7omjKjC9TzYWpqKgBPPvmk19aitTA6B6h7gADc5J9xHcLi4cSqZhgwQIafHc8MYN/ZnvLEX1TU7v3PnDlDZGSk+1xPKq6+GkaOlLNnb6onMhJ++EG/zVdUVFBVVaWdehoxAm64AVJTpeXMwQrHYJAi1q/1TLUqL8ecmUn1W28xyINtdZuIjeWbnnfzaf0sTuc5fiUrhODEiRNedT0984y8Ks3MvKQ7sgeTSe4yJ04gL6efegqApA0bmDFiBLdMmEBdXR0PP/xwi2yjywGq6yk2Noorr4SMDC8NfHYBQgiuPXKEhwsLieoXT9++3hHwOop334WNG1v+TqWeXHIBO4mUFDkw24ms2Xa2l+JwAO2KFdL04EkIIbOTdu2y/ffc3Fyio6O57z55EeTp7KLm0PrMhcBORVH+DOwADIqi/Nn6c6dCyblGd0zp0IzJk2HMeB963X2tVLetWSNjnFvBZDKRnZ3tWSvi6dMEvPkyiyflMH++Ppt0+iQ8frwMpYyOdliTNWGCpF727JGSJV2QmMipkSOJs1jw/eQT/Y5aTmLmojAi+oazbh2Uf3+0wwK7NQoLve968veXlJqiwIsvaouMMBqltOqrr+QuU3PbbZgiIgjMycF4/Dgv3LWEsOBgvvrqK9avX+/+f0IntHY9XXWV7BYcPuzlhTmIlUVF7Kuu5oSPDwFGI4WFch/s7BCirTYxOzubuLg4zdST3usBfcTXKvXkaPadp11pH374IQaDH7/97XNMm3Y1vXr1YsyYMdx0000sXbqU5557joMHD3LUqvP46quvPLc4G9BaGO0G3kKO9FgJfGn9PsNN63IajfixaZPno85VKIrUjsYPDIGFC2moqJdOtVZ6mvT0dBITEz1rPY6NhdBQQreswbekkIYG2XVxRc/qkutp2rRLCkAHVNWKAjfeCP37S1t4hg6fwqqqKooiIgi77z6ZR7VqlVeLo8BAWLgQLKYm1r5eiundjy6lA3aApqYmMjI6h+tp/HgZ+Gg2w3332f+cGQySZW1ogB07IPnUKRp/IacDBXzxObHh4SxbuAiAxx57jPJy/dx77sSpU6dauJ4iI6X87+hR7x2nHEVlUxO/zsoC4KWkJMKMRnJy4D//6XyUTGsEBra06ztDPXVGuCLF8LQrbeDAgSQkDMffPwCzuZK8vDwOHDjApk2bePfddzl//jwvv/wyd9xxBwAzZszw3OJsQKsrbQWyGDoJbBZCrFBvbl2dE+jSBY7/UMlPG+2fRNyNH7K781bD3dQ2+LQ4yarUU3x8vGcXFBBwKXBx1SrOnKjghx9km9mZA7RugXvnz8O//40jwgs14yg+3mZDziG06HoNGSLFYl5s46qIioJ5C4wUJU5g19kE+Ogj7KVAnjzZuVxPL7wgs4qOHJHzwuwhJkYKNPfsqaaoKIjgJ59EhIbim5qKz8lM7po2jbEDBnDu3Dn+R4vtzcuora2loKCgjetpzBgZxO7N7rYj+ENuLuebmhgbEsJia3dCnZJz7pwXF6YBgYEtdW56zz50FHp1jFTqKaQ9y107MJvlzZMdo3HjxrFr10F++9vfkp5+pMUk+7KyMu68805+sOo7hjUfxOclaHWlzQT2AY8DPyiK4sC8Ys+iSxcYUHWQ7W9kc/qYd68oe/eGyqA4Pglcgtk/CKwfBK+m3oaGyuLIbCZp7wqmX91ASgp8843jm8rMzKRfv374ubqHRUVB376y/eOAZc7PD+6555K7wtmr78LCQgIDAy9RT0OGwF13ySdoaPBq5ygxERbcHciU56+TH+6VK+HUKZv3ramp4fz5826f9eQIQkJk8CPAsmV26zoAJkww09BQSF7eAERoGMrDDwMQsGkTBoOBf96/FKOPD2+++SY//vijG1fvOtpzPQ0YADNmXB4andSaGl7Nz0cBlg8YgMF63LqcCiO1Y1RWVobJZHJu7JJO0KMwamhoIDc31ykphpqU4qnP3nfffcc111zDokX3sWHDBv70p2d45pln+Otf/8prr73GN998Q0FBAWvWrAFgw4YNbbbx4YcfemaxKppXbu3dgB+AcOv3YcAeLY/zxu2qq64SdQVlYvmcbeLY79YK0dAgvIljx4RYtkyILzeYhOWjj0Xh9u3i2LFjXl2TEEKIM2eE2LZNWJrMYvNmucYDB7Q/vLKyUuzatUtYLBZ91tPYKMSKFUI895wQKSkOPzwjQ4g33xSipsbRp20U3377raivr2/7R4tFiA8+EOL9973+ORJCiIayapH/l4+E+PFHm3/fv3+/KCkp8fCqtGH+fCFAiKeftn/fjIwM8cMPp0RlpfUXBQXCYjAIi4+PuPDe+6Js7Trx+M03C0BMmDBBv8+gzjh//rz4sZ33Sgj58crOFsLWR6+zwGKxiKmHDgm++078PC2tzd//8Q8hPv3UCwtzAMnJQmzdKv+XnTt3iqqqKq+up6REiLQ0Icxm57dx9OhRkZ+f79RjGxrksf7cOeef3xGcPXtWDB06VChKNwGzBHQRgPDx8RHTp08XDzzwgAgNDRVIY1ebx3///ffq3w4KD9URWvkCsxCi3FpIVQDeVabaQUC3CH7+YiLD/dLh88+9SuQPHy4F2YeO+rAnLZTatWsZ2Bni83v2hBtuQPExcOPkapISLOzapa21L9zhejIaYcECyY1t2KBJT9McAQEyy3LNGsfoiQ6pJ3X655kzsHq11wXZm78L5iPzIkr6jZG/aCbuKCoqwmg0emTWkzNQ56e9917H9v26ujoKCgoYP74PXbrIXbc+ohvKNdegmM34WtX2j988h+jQUPbu3cvG1pajTgAtrqfCQukOSk724MIcRKMQRNfVEeXjwwsJCW3+3q2bwyMQPY4hQ6Qm0VnqSW9ERUka1Vm2vry8nJqaGrp37+7U4/385GHNU02z7t27c+jQIZYunU1Q0LeAnDQQEBDAjTfeyMqVK6msrKRLly42u0XPa7W16gitb02uoijPKIpypaIoTwHOT0v1EAxJCXDddSR/X8JXb+R6dS3TpsHQ4QbOD00gvHdv/D77TKfZFjqgvh7De+9wW8Am7rtXoEUL3oZ60gt+fjLietKkS316jejVC+bOlbpprZopTdTT0KEypvb0aVkceVEUcu21YPTzYc0aqM8phFdegaNHMZvNpKWlMXjwYK+tzR7GjpWRWiUl8Omn7d8vOTm5BfW0dq3MAhW3Sxul3759AIQGBfFb65DZp59+GpOXi9bWyMnJset66tZNaqrcEbiqF6rLy/mVjw+nxo0jysbBYc4cWLrUCwtzEHV1JrKznaOe9EZZmYyxcOZ6XY+L0oYGWZR7cpfx8/Pj9dff4r333ic4OBhFUViwYAFffvkltdYLPIvFwsyZM9s89ttvv/X4HDuthdHPAT/geaAL8IDbVqQnJkyg6MoZ/FjUh0OHvLcMRYHp06uI6VlGxCOPYDELeZK1l3znCQQEwMiR+KUcIezQtwgBO3e2O1v1ouvJbSfhgAA5pt3HRzrVCgs1P3TIEJmqmpoqXU32kJyczJAhQ+znZQwbdqk4+vJLzevRG2FhMvfwwgXYsCsGS/d4+Pxz8jdupEePHgSqg6E6IRQFHnpIft/e+CNbgXuJiZCTA6kDb0H4+GBMPoFinW23eNo0krp3JysrizfffNPd/4Jm1NfXk5eXZ9f1pCiyWMzL65xdF4vFclEPGdbOFVPrgaCdEZmZ8MQTZYSHD9R37JKTSE6Wh39nAh7z8vIIDw93aVRGfj689ZZDh1ZdsGMH5OXN5/Dhw4wfP57ExES+//57QGYWzZs3r13TyHPPPee5haK9MLpdCLFMCDFbCPF74CZ3Lko3KApT7+tHYpLC1o0N5J3wjhhbCEFy8gmGDBlC2vlo3my6X7IgNoaXegVTpsje6u7dlH9ziL175Y5ra5yZR11Pn38unVjW4YhaMG6c7E40NnZ8RaZST9HR0do2PGyYtMFdc43mtbgDvXvLOIiTOUZ291yIqW9fxObNJHR2BSxyGHBoKOzd27ZL0h71NGqUZFe3/hSNZeq1VjpNuhd9jUaeWyTtvc8//3ynse+rsw+1uJ6GD5eFRWfrGp2qq2PQvn2kdOnSIfXU2CgHANsJ+fcqGhoqMJlMhIU51oV2F5wVXzc2NnLq1CmXXcBqp8jTxtXaWnndm5SUxF//+lfOnDlz8WIuKCiIBx5o22/ZbZ0pdMstt3h0rR0WRoqihCiK0ht4UFGUnoqi9FIUJRF4xjPLcx0GA9x6iyA04wCfLEuhuszzLXeVepIp11BKFJ9EPYQ5spPMGVLDlwYOJGLPZuaPyVFnz7YY+eZx19PMmVJ79NFHmueGKYp0+8ycKb+3dVXmNPU0ZIgUCAghkyW9RKuNGgXXXQcjRho5PnAgEZMnY/jmG0hL88p6tCI4GO6+W37fumvUHvWkKDBrlnQVnRik0mmXZljPuOoqJg4aTGlpKX/5y1/cuXxNUF1PcRqp4JAQSEpq12joNTyWmUlmYyN77FiXjEbZAbFGHHU6CCHIzU0nNjaW+vrLd3wJyOy7hIQEl7Pv1MLI047I2loICoKCggJCQ0NZvnw5L7/8MgEBAYSEhDDexlTbP/zhD4DnU7DtPVtf4ENgELDCensbuHxiZ4HAIIUFv46nvqKBlDd2eVSM3Zp66tlThtjlnjGwdbMFsW07WHUTXoXBIPN7xo2j38Ru6uzZFhM7NFNPeiEiQtrmLRZZHLXH77WCoshbaakcZJqX1/Lvp06dco16KiiQ0QKOKr11xKRJ0NhYjBkF5dZ7ZPVgb2x1J8CDD8qvq1ZdejvtUU9xcbILuD9uDsJoxJiSjGKdp6EoCs/feScAr7zyilfnqAknozhmz5Yz5ToLtpSWsuXCBUIMBl7SQAfGxXVey35eXh4xMSH4+/t3CuUCONcxqqyspKKigp7qFG0X4Gm7voq6OvDzM5OZmXkxgHbp0qX89NNPrF692uY+880333glrLbDM5wQ4oQQYipwjxBimhBiqvXrHz20Pt0QO7YPjzwVxNjGHzyaY5+VlUWvXr1aUE8XnWqHFX486CPJVz3im12Fr6+cYRYQwJVDG5lyRSXHjkm3V1FRET4+PtqpJ70QEwOLF0s91tatDj00IEDWVGvWXGo4qa6nBBsOG83o0UOqTnNyvFYcqdTT2bPDee8DAzWDRsnitqpKisQ6aaTyoEFSQlZTAx9/LH+nhXqaOhXueyoSZfp0FIsF358u5RddmZDAbZMm0dDQwDPPeK+Zffr0aadcTyEhUlLXGd6yerOZR63Houf69KGbBr4lLk5OrNFrKKpeUKmnESOk4Lp5+vXlBL1dwN6k0srLC+jTp0+L7Lthw4YxderUdh/naX0RaNcYFSiKMgdAUZQFiqJc78Y1uQ3hN4yFoUMp/PxHUrbl2X+Ai6ipqaGoqIi+ffu2+du0aTBwkEL1qGukPWXDBs+r4TrC558zNesdHlxYQVSUpJ487Qy4iG7dZOfoJsekbcHBMssSZIeipqb9wD2HMWKEbP15qTjKyckhNjaWceMCqKmB9eutJ6bkZPjuO6nP6mxnKiuai7BLS8toaGiwSz35+cm63Xzr7fLnVl3W/52/AH9fX1avXs3Bgwfdsu6OYDKZyMnJcdr1dPKkDH/39niNf+TlkWMyMSAggF9qTOaPi5Mff41st8eQkZFBQkICgYG+TJwor2c6A0aMkIczrTVOQUEBISEhhIeH6/L8AwZIB6+ndehDhtQSFnZOsxRjj7WBMW/ePDeuyja0nh1eAdRLtK1Id9rlB0WBm27iO5/r+GxfHPluDh3oiHpSFOkwum6GERYuRAQEtuQXvI0pU1CaGonZuoLsEyeorOzLuXNedD316CErHbNZxnRr7ItHRkrRb2UlvP12FSZTS9eTS7jiClkcnTkj6TUPQaWekpKS6N5d1ou5uXLuHePGyfbKsWNSJObKIDw3Yc4ceTJNTYVVq/IYNmyY5ivhHYE30+TjhzE1DaWZ2LpnTAw/n3EjAL/+9a/VYFqPIS0tjf79+zvtegoJkTZub8rE8urrecEaTf76gAH4arx4iIuTrLe3i7rmqKyspLy8/CL1dP310Goqi9cQEaF9LU1NTS2oJz0QEyOLM08OXhBCEBp6nFmzEjTv697SF4H2wqhJCFEIIISoBDrnpagW+PkxZ9kIQiN9WbfaTFWxe4hnLdST+n4XVHXhPe6jusHXIQeWWxEbC3fcQWNZGY0ffkxedjfWresEyysslLamlStt2+ZsID4e5s61UFR0loEDde56XXEFPPaYtIuBR/iQ1tTT8OFy9tbevZCSqsDVV8tEu/R0WWxrfJ08BV9fUA0oW7f2cYh6GntDONmJN6AIC36txoE8MWcOkV26sHPnTjZt2qTnkjtEeXk51dXVTgfugSwuoqPh+HEdF+YgTtXUEGSxcGtUFNc6kFEWF9dyF/A2bGm9TKbOQ6UVFUFKirb7ZmZmtqGeXMX58w7n57qMgoIiGhsDCAuL1PyY//znP14bhq21MDrTLODx90CuG9fkdgQFwcIFgoYfj7D2t0dpMulb56muJ0eop6K6UNZEPUJjnyRd1+ISevYkffhwevkbuTN8C76+8jzr1ZSB+Hi47TbZoVm1SnNKWUBADkuWQGRkkP4MU5cu8mtyMnz4oVvzqcrKbFNPN9wg9TvBwdZfjB0r++V1dS2thZ0ES5aYMBgsfPNNqEPC3chIMM2V7jSxa3+Lv4UFB/PULbcC8Jvf/IZGD9Cb6knYka6XLSiKTIQ4fdp7TePowkJ29+3LG5eBiL8jFBQUEBQU1IJ6WrlSNlA7A5KTpXLCHqqrqykpKdHdBbxrF3z2ma6b7BBms5kffzzF9u1DbUpphRD86le/YuLEifTs2RNFUS7uS88++6znFtoMWguj+wF/JIXmY/35skbXWIW5i4I4e6qeH187oOu2HXU9de8uDWEFRUY5weTIUdi0yetqzJKSEmp79CBkyRLCZk3mjjvkedbrTYiBA+ULlpenSd+jUk/9+yfR0CDHMOzf3+FDnIOPj1zTxx+75fK0o5Owjw/Mnw/qMVQIZL/8gQfklUBTkwzM7CSoqkpj+vQGmpoU3n3Xsccm/Wo2TUZ/gk6lQWlZi7/dc/319IuLIyMjg3cd3bATyMvLIywszKXAPRXqUHFvjAiprKzkwoULDOzdmxgnuhN79sAHH7hhYQ6iPeopIKBz5OmC3Dft1dDqvj5kyBDdh403NHjWkZaVlUVERA+MRiPtnRL/9a9/sXfvXvJb6Vtuv/12D6ywLTQVRkKIOuA14C/A34HOJ1xwAoNuHcydixXGV2yDI0d02abqeurnIKE9cKDkwVNS4NvvFDh0SLqLvASLxUJKSooM3Bs8GKKjiYsV3D4yi/NFwvuBbkOGyI5IYaFd1Wdz6snXV9YJ27e7Qc8xaJCsTs6dk/ECOosuTp8+TVRUlF3qaedOeXUsBJf42k2b5KCyTjCKRqWefvWrAECm8DoihfKPCaV6ys9QECh7fmrxNz+jkWWLFgGwbNkyKq22fndAr8A9FZGR0q2qUfOsG17Lz+eRo0fpM2iQ0ydhs1l2u7zN2qrUU+sA2s5UGIH9wqioqAhfX1+3zD40mTznSKutraWwsJCYmF6APPa2hqIobYa43nDDDQCaQlLdAU2FkaIoi4ENwHKgn/Xr/wkk3jMZQ0JfqjdsJ+9H1wW0quvJmTd0/HgYORLOdR2OZfgV8P33XovEVV1PwRe5GeDkSRL3r+SRId8zYngn8BYPHy7FDSqtZKPD1pp6MhjkdI8ePWQ7W3cB/oABchhucbEsjnQaSKS6ngZooDn8/GTR1yKVYswYeWZ4/32vCsWa6z+uvVYhKUm+B1u2OLadsKWSTgs52DZ6Y9boMYwdMIDi4mL+9re/6bFsm8jIyKBfv34uB+41x7XXelarU2Qy8bvsbFZaLCS70JlQB5J6U4PYEfXUmQoje0SA2WwmPT3dbS5gk8lzHSO169XQIEuNhoZyDhw4wIYNG/jXv/7FE088wa233sqoUaPo2rXrRRpt+/btuu5XjkIrlfYgcA1wQQhxDLi8SejmMBjgttv44sIUVm8No6zM/kPaQ0lJCWaz2WnXk6LIxOaFixQMN8+W1oUvv4TsbOcX5QTq6+s5c+YMSUmt9E5JSTBmDFHJO2HPHs6elYJfr0Ltze7d28yzLtFe4J6vLyxcKMdTrF6NS++5LZaVxAAAIABJREFUTSQlyScYMABNU3k1IC0tjaSkJE2up3Hj5Ozbb75p9tHp0QPuuUd+/8EHbqgItSE/P5+wsDDCwsIwGC5Z95c7eKmlzJqJCAzEmJlJdnLLNkXz0Md//vOf5LVO+NQBKvXUq1cv3bddUuK5Xf43WVlUWSzcGB7OjS50J9RDnjcLo46op8BAWRh1hqwoe1RaVlYW8fHxBAQEuOX5PVUYnT9/HkVRiImJudg87907hjFjxjBv3jx+9atf8fLLL/PZZ59x6NAhiouL8fPzuxj0+vbbb7t/ke1Aa2FkRGqLhKIoBsB7pZw7EBjIz/40AYKCWbNa0FDruFi1BfXkAnx8ZK1WXefDSvMCSgPjPW4hSEtLY+DAgW27Xooi3U5Dh8LXX3NkfRY7dujGQroGg0H6vzduvFgcqdRTF1Uc3QzBwXDHHRAe7iZtckKCtM0rijxbuKBYV6mnHhqDWKypFMTEyEn2F8W8XbvCvffKy+f16z1u5W9sbCQrK6sF9bRkiVzOjh0OjpUICUGZNQuAc5uOU1bV8kg/Oqk/c8aNp76+XncBp7MJ11rx1VeekRjuq6jgo/Pn8QNedXHqfHi4PNkWFemzNkdx7ty5DqmnhAQpVegM0V5jx166RmkNlXpyVIrhCGbPhgkT3LZ54FIArdr16ttXvv5CNLahzZrfGhoa+Nia/Lp48WL3LrIDaC2M3gEOAonAduRYkP9TiIiA2+YJSveksfGZAwiLY0clm9STCzCZoKDYj9W+S6gbNVmXbWpBWVkZ9fX17QfuKYrU9iQmcmPlOhK617FpUyeYlTRunBwgduIEfPklpoYGu9RTVBQsXSoLCCHcVCCZzVIg/uGHMkzJQTh7Evbzk3InaFVXR0TI4mj+fI8nvNminiIjZXMN4M03HdygVZg5Im8b3x5r+3n9/cKF+BqNfPTRRxzRsXpXXU8RDljaHcGwYVIK5s7rIbMQPGy1CP26Vy8SbYk/HICiSGY7UrsbWzdooZ569ZLFgJckKy0QFiYNN7aQnJysTwBtB+jTp/3n1wvZ2dl069bt4uzD+HgYPdrE6dOnOX78OLt372bz5s2sWrWK5cuX85e//IWnnnqKu+++++LMNG/pi0C7+PpdpBPtCeBToJONPNQH/RIUbpjaSPqReva9eUzz49qlnlxAZKSUqpRX+bBuHZhP50u3kxvVjZpPwj4+cPvt+Nx1B7cvCaRrVyn29Xpw96RJsktz9Cj5b7+tiXpSFFkUbd0qNUe6X6X7+EhRU3W1pLAc9GI3p54cRVSUlGC1mZXbpculI+MPP8gwSDejI+rp4Yfl1/ffd9DM97OfIYKDiS9LpjSrklOFLUXpfWJjWXrDDQgheOqpp3QJfXRH4F5rDBwoa9YTJ9z2FLxXWMjR2lp6+PryO51ETbNmyesTT0ML9dTUJD0aXhpt2AJ5ebaloyr1pFsArQ0IIRvr7kwpr6+vJz8/v8Xsw7IyWLbsH/Tp04fRo0cze/Zs7rjjDh588EGefPJJ/vd//5e///3vrFixAoDf/va37lugBmgVX28EXgDmAJP4P2DXbw9j7h/OjBmCK89uRqv1Ki0tze6sJ2fQq5d14GwubNpiQGTnSArETbk0HVFPbeDnB3364O8Pi67KIKChggP6ph44hylTqB45kqqgIIeop8hIecDYscMNa+rZU857q6uTxZFGZ5gt6slRqO6TlBQb9Y/FIsUsGzdCq7BEPWGv4B41St4uXHAwayYoCGX2bADGFm/hm2NxmC0tt//k3FsICw7mm2++Ydu2ba78GwCcPHnSputJTwQEQP/+0rbvLurnP9bwqH8lJRGs43HLYvEsXaWVesrLkyNXvCSta4GUFEmXNkdr6sldaGqS+5g7E9ZTUlLaSDE+/xz693+aV155BV9fX2pra6msrKS6upr6+noszT40ISEhLLI6S70Frf26SCHE9UKIxdbbXW5dlRehGBTGPTmJwD6xNH3yGWWpHafPqdRTt27d3LKe4cPhmmsg39KduutmSc5q82bdWxtOz3pqaiJ033buM7zPrDHejsUGARyNjKTPvHnyJFxaqum1GjdOcv/79uGeAi8+Xg5IamiQbkMN0Mv1JIRMf9i0qZUGxGCQ81IGDZJH6m+/dYuwpbCw0C71pHaNHBVhq3zhmKItxEXUYWpqeUiLCAnh17fcAshRIU0u6Kqqq6spLi7WPXDPFoYOlR+V4mL9t202m3m4spL/DB7MvJgY3bZ79iz8+c9yfKCnoHX2oerR6AzONFvi69bUk7ugmmTdJb4uLS2lsbGxjRSjrg6Cgw388pe/JCsri9mzZ7f7vwohvDeX0wqthdExRVE8nK7hRVhtS5/nXcWHq3zb1c26W4Sp4uqrpRYmaOJI+cORI5pPrlqhup4cPgkbjbB4MWEhFgwrP6LqdBmbN3tvRFd+fj6hoaGSeiotlcKV7dvtnvAVRaZHDxggabXMTDcsrnt3uO8+yTnYgZ6uJ0WRbF5AgLxabMHGGo0ySfyqq2Qk7tatLj9fczQ1NZGRkWGXepo/X8qffvpJFnGaMWMGoksXgvNPMaf3IQL92nZT759+A727diU1NZUPXEghdFfgni307w9PPXXJBq8nsrKy6Bkfz3VWe7ReCA+X+707ijlbKLY+kRbqSW3weTtnCdoWRraoJ3fBnYWREKJdA1Jd3aXiNC4ujg0bNrBlyxZ69erVpkCaMGGCV+ajNUeHz64oyj5FUfYi6bMURVH2Nvvd/22EhDDp+enUBUWxbh00NbY9sTpEPbkARZE7dlMTfFFxDafjJ8pLf5161hUVFQ65ntogIkJSRRYL+W9u4uCeBjZu9Lw1VqWeLp6EIyPlCX//fsmR2VmQwSADtd2aIxMdLQvvhgY5p8CGwtYdBXdICMybJ7n+No4ng0EWa5Mng86dz5MnT9K7d2+71FNQENx9t/z+jTcceIKAAJSbbwbAb98+zpf7k3K6pR7L39eX3y+Urflnn32WaicSwO25nvSG0ah/CJ8QgofT0tjtJtdTcLC8ecKy7yj1pMqPOkPHqDVsUU/ugjsLo9zcXGJiYtoE0ArRsjBScc0113Dy5EmeeeYZgoKCMBqNBAQEMEvDhaO7Ya8sWwAsBOYCw63fq7/7P4+4bgq33AL5+/L44n/2t3CqOU09uYDGRsjLV1hbci0l026XJzQXqw8hBCdOnHD9JNy1K9x5J4NCC5jeJ5OUFDfpdTpAG+pJbQOpHNl//mP39fLzkxZy9W1125ixujrZ0froIzhzpsWftFBPzqBPH6lNT06WKcUtoCgyXXDkSPnz6dMun0UcpZ4efFB+Xb3awYBuK53mu38f+9Jj2Ha4O1V1LUX3c8aN46rERIqKivj73//uwMbdH7jXHkpK4N13bbxXTmJlURFvFBXxrNHottEFMTGe6RhlZ2cTFxenmXpSi8zOUBg17xi1Rz25C+4qjBoaGsjNzbVpQDKZ5HHU1jgQPz8/fve735GWlsa0adOor69n6tSp+i7OCXRYGAkhTrd389QCvY1Bg+Daq8o5cbCBva8dvvj79PR056gnFxAYKLN3DD4GVq0xUHOuSo55cCHArgX15Cq6d4eHHmL80qEXa5F9+1zfrBa0Sz0pCsyY0Wz8vP2x1upB6/BheOcdNx1Mw8NlmElIiHQbWhP9tFJPzmLyZNnc67BWqauT1cmHH7o0Xy0lJYUhQ4Zobov37y+zTurq5Dw7zbj+ekRYGMbTp7ku+jAWi8Ke1JbaGUVR+OOdMhflpZdeoqBAe8q9uwP32kOXLnK6TGqq69uqbGriSWumxl8TE/FzE1WhFkbu7BY7Qz2pTVEPXse2i6uvlox6R9STu6BGmTlLDrSHtLQ0+vfvb9MFbDDIhJeOTNu9evVi+/btZGRkMEwdGuhFeJfIu0ww6cGhTJzmT/+8b+D4cSoqKqiqqnKeenIBEREy96WqCtZs8KOxukGexEpKHN6WHq6nNggPRzEo3HDleQZX7OXIgSa3643sUk9qMOUtt9jwrreP8HBJC7jNCBgaKoujyEj5HmZlaaaenIWiyLA7kGyszaIvMFDqjkpLpYfeiflq586dw2g0Okw9qUnYb7zhwMnV3x9l7lwAoo7t5sqEMo7lRFBS2fI1HDdwILPGjKG2tpbf//73mjbticC99uDvD4mJ0kHkaqHxh9xcipuaGBsSwmJ3CJesGDhQ5gW505mWmprqFPU0apT783u0ICRERmnk5uYSHR1td/ahnvD3l25njfPNNeHChQvU1tbSvZ0X19dXzrPWkkLgSQamI/y3MNIAxaBw/TNjiBnSFcvGzzm2+Tu3C647Qny81MKUVvtTOuMOWZKvXOlwunJmZib9+vXDzw2Es+FCKbd0+Zp7gj/BfY17CU3Uk5pAZzDIoMW9e+2ebfr1kymxp07JWV5uuQoOCZHimsREagIDOX/+vEdcT7W1stn45Zft/F+JiZJTrKuTdzzXsTuzOVTqabADRaiK2bPl1WxmpjTJaYY17NFv314mDCrG39fC98fbFgDLFi7C6OPD+++/T4qG7qFW15O7MHiw/Li6YjNPranh1fx8FGD5gAEY3HjcSkiAKVPcF6RYWlqKyWQi1onirqTEc8LwjpCdDXv3msjNzfV4IVBaKmM7dBrhqEkPWVsrSQ1XMqTef/995x/sBP5bGGmFjw/Mn8+XOX3Ztr0XPj46UE8uYNAg6/zUgeGSX6uthVWrNNsuqqqqKCsrc8usJ3WBxltuIjAvk6ZPPuPLzy1uEWU6RT0dPiwFUBrs6VdeKQ/0hw+3GsqqJwIDYcECkvPzGTpkCAYPhK0EBcmWfmpqB/EE8fGy7+7jA8ePa972qVOn6NGjB4FOXJYajfDAA/J7h0YlXXcdREXhk59PSFEOEwefp2t4fZvORUK3btx97XUIIXj++ec73GRxcTFCCLcG7tlD//7y5XeWThNC8IuMDJqAB+LiGOlmo4gQUFPjVMi7hm1fop6cuSj98kvdTZdOISUFPv20uF3qyZ3IyZGxZXq5886cOUNERAShoaEdPud77znVeAakTOK+++5zcoXO4b+FkQNoNBox39ibgMTh0qnmJUu6ioAAeSDak9Odg4Ot0VIaPvG6Ca7t4Yor4MYbqTl+isyNKaxaKXQ/YDpFPV19tXSr7d6tqTiaOlU2m9yJi9RTdrakrw4edO8TIimP/v1lmkG7kpuYGJkVcd118mc7l311dXUUFBSQoPJ1TuDee2Vjb+NGBxxOvr7Sdgf47fmB0UllTBl6HluNnsduvhk/o5H169eT2k7FobqePKn/sIWAABno7ixrn1VXx77KSiIMBl5w4T1xBK+/Djt36r9dV6knf//OIb6uqqqmsbGxXerJndBTfN3Y2Eh2dnaHY5fgUpq9s/Sdls6u3vhvYeQAMjMzGTWuN/PmGck7Wsqm/9mLMHt3KqEQ0rWy5Vg8J6c+IHUrFkuHJ/vCwkICAwPdNuupBcaOJexnE7nzqjTqaiysWqXfwammpsY56klRpBJTLY6++67D10sdDzdpkvxZb/1EC+pp5EhZrWze7HbluqLAnDmSzVu/voP3JSTkEgX5+uuyfdYO9Jj1FB8v357GRqn/1gxrWq7fHkmTCgFZBSFkn2t5Iu0RFcXiadMQQvCnP/3J5qZycnIccj25E1OnysBHZxBVX886f3/WDhlClAeMIoriHmeayeQ69RQQ4P0cIyEEubmn6dYtzitSDLUw0uOjkJ6eTkJCgl0DkquF0Ql3zsZpB/8tjDSiOfU0eDBMHVbCsQMm9vzrJ6+uy2CQF8pxcbB+g4HCfLMcqd5Obo9KPTmj/3AakycT98itzF/kQ3GRmXVrhS5iZpXbduokrBZHI0dKQYud9p96DDtzBl57Td9ZQy2oJ6NR2s+HDJGtnO+/d6vFJyhI6qwHDdJwsAwIkDlMX34pwyBbrUtP6kml0955x4FCdNIkiI/Hp6QYH2tC567kWHYc7tZmVMhjN92Mr9HI2rVrSW81+qe+vp68vDyPBO5pRXW140NlVf3HtGHDmO6h/CWQhdH58/p+bDtyPWlFQID3O0Z5eXkEB4d43OGowmSS+7mrkrnKykoqKiro2bOn3fvW1cnndPat+29h1Elhi3qasnQAV00NpevpA26dM6UFfn7yYjkwEFavNVBhiJDdBhuiGHe7nmxCUcDHh4SeJm4WX3BuX7bLhYWzrqc265o9W4qffX2l9czO0TwkRB5cV692cOBpO7BJPfn4SHX9FVfIIa9lZa4/UQeIj4fp0+XTdvjv+/lJS+Tw4ZKC3Lr1YtWiN/U0Y4ZcV1aWbOhpgsEgJy8Dfnv2oCgwZWgR5TV+nMgNb3HX+Oho7rjmGptdo9TUVLfMPnQFGzfKm1acqqvjzydOEBEV5VHXE8jCqL5eao30QHl5OTU1NS5TT/7+smPk6eBZFY2NjRcvgrzk26Gx0fVukaNSDFvhjo7gv4VRJ4Ut6klRYPbvr6T/pK6wbRuNyRleXKHMPLnjDmgyK5zpfx0MGwZffy3Hh1jhNPWkF3x9GTHSh19Gr6HrSeeVzK64ntpAUeSlpNkM69bZDYGMjJTn3vJyeXdXO1/tUk8Gg5wgvHSp9PaC24/ohYWSKeuQBvHxucQrHjggO0foTz35+MD91lHVDomwVTpt/z4wm0noVk33qFr2psXQZG55EH/i5jn4Go2sWbOGTGuHqaysDJPJ5LHAPa0YMEC6qrSmcjyWmcn/lpWxzgudieho+dWJBJE20DMFftgweb3hLajU08yZxoufbU9jypRLCfPOoqCggJCQEMLDw+3fGZmve9NNzj/ffwujTogOqSfrEKqj5qH8+xWLW5wYjqBrV/jlL2HYcKt4JCFB0h5WqkCd9eS1OTTWDk3gyP/H3nfHt1WebV+Ppvde8R6xsxNn70kSQiAQEkaAkEBZZbYFvg7ej75tgfbL25dCWSXsgLMXAQIJmcRkT8exHe8Z723ZlrWe749bsmVbW0eSC71+P4EjS0fHR9J57nNf4x4F/v0hZG7MdajZ5ozrySxEIgouOnXK6my1+HiqWcrKTIzXsANWqSfG+oZlXblCQiAXKv79/enqbtcuKy/DGImxV60CZsxwGfX0yCMOiLDT04ERIyBqb4fkWjZ1jcbUo71LiqzS/pq6uPBw3DdvPnQ6HV599VW3zT50BAZ9a74N11/7m5qwv6UFfiIRnol1/4jLYcPo9GMokJxBZWUlAgMDLbqebEVkJMUfeOKtNaaevL3pu+YJ+PvblidkDhqNBgUFBXa5gKOiKP3DUTQ3N7vdGfqfwsgKioqKLFNPUimiH7sNPUkjsWWLcPkQjsJQKxSWiPG17xrw5BTA1xd1dXWQSCQIE+Js5QxEIjprjhqF6kM5OPBZjV1WZCFcTyZhCIGcMYNmq333ncWKZ/x4YMECKiAcEWPbTT319JBne+tWl33I/Pzoramro8aZVYwfD3h5ITcrC+NLSiC2M0fLGmJjgVtvtVOEzZiRCJu6kgkRnRgd32pywOxvVq6ERCzG5s2bcfz4cbcH7tmKwEAqOAbIoQZBqdXiWX319OekJES5kzLXw8eH6lNnD6OBehIqgLari6hZdwuwB1JPeXmeU1/k5lJgqKMoKChAYmKiXdl3xcV0TnEG7k7D/k9hZAGdnZ2oq6uzSj1FxMlx9z0MdaWd2P3CKei6PO8Jra0FLl6V4mj0Wmijo5GXl4fRSUme3i2CWAx2911Y9YA3YkcFYM8e2+dBCeF6MgvDbLVZs2jM++HDFh8+fz615q1qc0zAbupp+nSqWkpKaISIEAInE0hNpdrw7FnbuhPNzc3QNTQguK7O7iBIW+CQCPs+GuUoO38eUKnAGHD79BsYHd826KEJERG4d+486HQ6bNiwYcgk75rCiBEU9NjVZf4xr1dWolSlwkgvLzzrgWR+AxoaKL/GGeTn59vkerIVVVWUgysExWcPBlJPubmeK4zOnKFTmyNQKBRobGy0W4qxbx+9rjNwd2zGfwojC7CHeho+HLhlZivyr6lx6L9/dOH0UdswZ06fG/3LL6uQ3NgIbwfHO7gEYjGkd96G+x71RVAgx9aN7VYtvm4J3GOMBnYtXEjOMCsPZYz0Rh98YHs6scPUU3o6JTxXV1MLxZkoWQtYvJja39aofQP1NHLBArBHHqGD8emnzq+IRrjlFgdE2KmpwJQpYN3dkBpFC2i0DJeLg9Gj7v99fuHOOyEWiXD48GFUDBjoO5QwZQrw619TR8YUKpVKvKa/wnh3xAhIPUWZg6Rn+/Y5/vz29na0trba5HqyFYbmmTs7RuaoJ08xtSqVYxlGztDMzoqvAbj9e/mfwsgM6urqIBaL7aKepq2MwYzVMfBtqgD/xlUzJGwDY0RDJCSo8M03OnRFL6Bi7YsvnBoMKjR8fIC1aecgu3QGNafML6huDdxjjNpBBhdMfr7FdoVUSi6crVupSLIGp1xPo0YRVTR2rDBhJCYgkdCgWWtC1fLy8j7qKSKCREGBgXRZbo3zsRHGIuz337fjiYau0elTvXfVt3nh4KVoXCoK6ffQ0KgoLJ43H1qtFn//+9+d3WWXwc+PDq85vFlRgW7OsTo0FIvckVFmAWFhQFubY7W7qwJoDYWROy37pqgnDy4LDrvSamtrIZPJEBISYv3BRtBo6DWd9QDsJUum2+qV/xRGJqDVapGXl4cxVjoGpnDz08MxZ20i2OVL0J5w1QwJ2yASASNHZmPMmFCUtoXRgtrRYdfoEHcgaEE6nl1ZifFXM4CiIpMnjtLSUkRGRro/cK+igiqeL780Wxz5+pIjUKslG7+lE29zczN6enqccz2lpABz59LP1dUu4QZ8fak+bG+nEQYDoVKpUFpa2p96CgykobhpaeTZFgiPPkoF0pdfknPOJtx9NwBAevly7xsSHdKN1Oh2nC0Ig1JFpz4OoFgqwe9WrABjDJ9++ilqBaYDhURVFbBjh+mC48GeHvwpNBT/sDTG3E0IC6MCwJFYDntdT7bCsDi769Rnjnri/N+rY6TVah3OvjOcCx3pGHHOcdiKnMFV+E9hZALOuJ4YA7BwISqipuHt9yVoqPNcMnZDQwNEIg2efTYAy5YBiIsjKqauDti2zbUjsO2BXA7p+vuB8HDkv/09tv6zvp8rykA9pXrihB8fDyxaRLPC9u41e8zCwujQNjaSecwUk2poR48bN06YK2HOaZ8+/dSOisE+HD8O7N49OFwwLy8PqampgwP3vL0poDI0lPYvJ8fpS+SYGLL7ajQkY7IJcXHArFlgKhWkly723j1nTAOUKjHOF1IEQr1IBH+dDukxMbh1yhT09PTgzTffdGp/XQmVijQqxcX9729vb4eirQ1/HDsW8R4KDzSGo5Z9R1xPtsKdVJrhuz5mzJgh5XB0pDAqKipCXFycQ6GU9qRe19bW4o9//CMCAgLAGINIJMKSJUvsfk0h8J/CaAAMrqfk5GTHN8IYAu5aCvWEqdiyTSRY0Jk9MKae5HIq2Bobgc3nUtG97E4K9fCgBmEQvL2Bdeug9A1Fwf5CfLlT3bueejxwb948Et5kZ5OX3Yx+LDmZwrS7ukyffMvLyxEqZOAeYxSqJJGQ5shWBbsdWLKELL67d/eZ4VpbW6FQKBBjTdxbVERV4u7dTscMPPkk/f+DD+yQ7917LwBAZjRaJTJIiRGxbbhQGIr2HjGqJGIkaGiDv7pjJQDgvffeQ6stnKgHkJBAnQ9jYfx3TU04dvXqkIoZCAnpO+fYA0dcT7ZCLgfWriU22tWoq6uDTCYzGUC7ciXFk3kCTz9NpzNb0dXVhdraWiQ5aNwxNJFNPf3AgQOYN28eGGNgjGHYsGF45ZVX0NHRgbvvvhsnT57Ejh07HHpdZ+GxlZEx9jJj7Lj+5wmMsR8YY2cYY18zxoL19wcxxnYzxk4xxs4yxtJdvV85OTkYPXq004twUJgE960Vo6NFjW0vnIe6xr1WCAP15Ovr23tfZyeZmrZeGwf1uEl0Z0ODZ0lvY/j4YMJLt2LxY0m4li/FoUMCUU9CYM4ccqzl5VksQCZNIupnIONnoJ6sDVy0G6GhNHU1IID0Y7ZYyeyAtzfFFbW0GOKd7Oh6DR9OldW1a0476W66iTZXWWnHhPTVq8EZg/TKlX5WrjmjGxDir0KBRoYYrRaGntfk4cMxb8xYdHR04F//+pfD++pKiMV0HAoL6Wtb29ODe3JycL9Gg1YPWPPNQSqlIMGpU21/jqOuJ1shEtGxs6TTEgLWAmil0r7ulbsREGBevG8KzrqAZTIq5o2WIQDUGbzllluQmZmJ1NRUvPvuu+jo6ADnHJxz7NixAzNnzsQnn3zi0Os6C48URoyxKQCS9D8zANsAPMc5nwHgOwB/0T/07wCOc85nAXgMwGdWN+7EybexsRFarVYw11NsLLDq5i5UFqvw5R/Ogne4R/SsVCpRUVExiHpKSKBFrqIC2LMH0DU0ARs3Wg00dCv8/DD77mhMmwac3FOLPe9fGTpXwjNnAk89Ra0hwOwxE4upY7RtWx/lYZZ6EgKGy7LISAqCFPi9TEigBIOLF4HMzFrbA/cYA2bPpmF+VVXEgznYiRGJgF/+kn62uWaJiQGbMwdMrYbMiE4LD+zBXYtLIQnWIHLAEOhf3XEHAODNN99Et4siEZxFair5J2pqgN8WF0Oh02F+UBAShQw8FQCmFkRLcAf1VFRExbUrUVRUhNjYWLPU05UrLp8PbRIqFVHjtrLu9fX1YIwh3Am9YGMjqRAGauIkEklvEVRQUICnnnoKbW1teOmll+Dj49NLpR04cMDh13YGbi+MGGPeAN4E8Hv9XWkAWjjnWfp/fwTgVv3Py/X/Buf8KoB2xpjlZL/WVoc++TqdDjk5OYK7nkbPDMSSp9MgUnVDt9l14XzGyM3NxciRI012vcaMoTlUeXnAwfMh4JOnUMjEDz+4fL9sBWPAssUaxDU2rU2RAAAgAElEQVRmwvtsIfzaPBwpbgzDSaK42KqIvaWFmKTi4jbbqCdn4OMDrF9PlS9jgn/OFi4EZs7UoLu7wP7AvbFjgXXr6KLFiSF5Dz1EV9oHDtjBGurpNOnpviAVDqBYIkG0gqOyvv/l84Jx45CenIz6+np8+umnDu+rKzF8OMUpnGprwxf19ZABeGsI5i/V1lKQvC11em1tLaRSqXOzD23AgQPOZ+pYgoF6siTFuH6diiN3o7vb9sLIIMVwxIBkjOJiuggfWBhxzrFz507MmjWrl0qLjY3F3/72N3R3d+O+++7DmTNnPKMrBcC4mzsFjLF3QF2gXXoq7SUAL3LOVxk9poJzHs8Yq+OcRxrdvx3Am5zz0wO2+TiA/wMgKMHbO+zIunWovu02aO3QcvT09IBz7pKpx5wD3pWViDx2FJ3DYtC4eJHL9D1arRZKpbIfhWYK584Fo7FRjqVLahF19kf4FRWhedo0tAsxf0wAcM7RWVOPtJOZkKhVqFmyFOpwD6d2G8G3tBRhJ05AFRaGuiVLoDOhiVAoJPjmm2HQ6bqxcmWjXS1sZ8BUKgz77jt0R0ejZcoUwSwwSqUSIpEIYrEMIpH9m2VqNbjeKyxWKOz6fhrwxBOTUVDgj7feuoRx46wXzP65uZj89NNoT0rC+ddfBwBoAGgYw+nMaNQ3+GDVbUWQSvvOgz+cOoVX/vd/ER0djc8//3xIDZM1QAvgSc5RyBjWAnjE0ztkArm5/jh3LhT33lsJb2/LwjCFQgFfX1+Xd4a/+WYY5HIdlixxMorZDLq6uiCTySx2ho8ejUBHhwR33FHtkn0wh7Y2KfbujcG8eQ1ITrYsfO3RX/A5O2z8ypUgXLkShHXryvotec3NzSjV5515eXkhMjISISEhgyi7ixf7Or0vvvhiFufc5XIaAHBBX988GGM3AwjmnO8yursOQITRY+QADJe73YwxOefccFkepX98P3DOPwDwAQBMSU/nKcuWIWXpUpvl90qlEmfOnMHcuXNdehJsSxiL795uxs13T0HKROdn/wwE5xyZmZmYNm0a/K0M45k/n0SsEslI8EXzwHbtRGJeHrB8OeCpIbNGyMrKQmpqKmKX34yGd7bj4BZ/rP7LKESMi7T+ZHdgwQKKiN61CyNKSyn4x0TlEx5ejS++8EN9/Vg8+CDRbC6HTkeXaOfPU5jM7bc7XYi3t7cjKysL6elzsGULw/TplDfpEIqLKdfgllsotdBGcN4XrL1mzSTbEgH01J1XcDAmqdTQArgik2JijwrxyXXIKE8Gy/fHpLS+Ttb4iZOwKTwcFdXV6OjowMqVK+3449yDjdXVKCwoQIxEivdnzoDvECzeYmNpxt3o0YlISDD/uPz8fIjFYsFn7ZlCRQV9NRYsEF6BXV9fj/Lycky1IqyqqaGv5YIF7u3yVVfTTPHZsxNhSeoo5HqoVFKnatGiRKuPbWtrw7lz53Dy5EkcPnwYV65cQWdnJ9asWYNt27Y5tR/2wt1U2m0AwhljXzLGvgQwFsB/A/BjjBk4rAdBOiMA+AbAwwDAGBsFwJ9zXmLxFSQSkv3LZEQn2NARy8vLQ1pamsuvDL1mTASbPw87DgTYPhTTDhhcT9aKIoCu9iUS+uBmbBGhZOJqWqji44XfMTvRz/UUFATpg2vQpfNCxgddHh/U2w+jRpErrKGBXGEDAozUajW6uvLx8MMhaGx0WF5jP0QiKnAXLKCe/fbtTqVkG6fe+voyyGQ0Ss7hvycujnRa33xDY1ds7FrX1lKuUkiIHQNK9XHkXB9MVyERY5hWCymA2LBuJEQocK4gFBptX6dCIhbjl7csBwD84x//sPnPcheUWi1eKiTx2q+9UodkUQSQLwCwzJ7aQj0JCbncNXZ9oagnV8JwCrAW8JiTk2NWimEvzKVea7VaZGdn48MPP8R9992HuLg4hIeH46677sJrr72GkydPolNv53Z3UQS4uTDinD/LOV/KOV/JOV8J4BrnfB2AhwB8yBg7CeB2AH/UP+VlAMsZY6cBfAzgFza/mFJJYk8rcwSam5uhVCoxbNgw+/8gOyGXA/evk0Im1WHzf+Wi4+RVwbZtMnDPRnR0ANt3S1CXOJ0W1bY2l1i/bYGp6PmghEA88M/p6IlOwubNgLJriOQvAaSEvf9+6rINaDvn5+cjOTkZkydL8eyzfQuFW8AYFUbLlwMFBVTJOIiamhr4+PggODi4dwYw5xS46BATL5NRMvWUKcCPP5IIwQY7vyFMe+RIO2g8fQCTLiQE3QxoFYkwzEhwPWtUIxTdUlwt6x8m+MDChfD39kZmZibOnz9v44u5B1IAf9VpMbs6GonlwgVpCo3AQOqQWiqMDC5gl8w+NAFXFUYlJSUYNmyYTQG0ngp4NMgOLREpTU1NUKvVgrmAlUrTqdfvvvsuxo8fjyeeeALbtm1DVVUV1Go12tvboTE6FzDG8NZbbwmyL/bAo0E2nPMF+v9f4ZzP5JzP5pzfzjlv0d/fov/3TM75LM657ZI1uZxGOpw4YXbokzPzXxxFYCBw/xqO7lYltm6ogCqv2PqTbIDB9WTvwEUvL0ptlstpkkNbG4D9+0lYbOvwLwFRVVWFwMBABA7w1EYleuHee4GGkg5sf+IoNDVWBqu5E8nJVIAwRorr1la0t7ejpaUF8foOnFxOJ8QjR8hq7TZMm0bJkwsWOPR0jUaD/Pz8foF7wcHUXCwrc0LIKhLRzBpDPpQNI7+NCyObof8M60JCUSyRIFmtgfE3PT68E7FhXWhq71/U+nt7Y/1NiwEAb7zxhh0v6HoUFRXhprhYvOiThuIiNmRyWgdCJKLunrnCqEE/HNEZ15O9mDePrmOEhFKpRFVVlc1U4H33eSbHKCUF+P3vAXM9AM654AakW28lU+pAPPPMMzh06BCWLFkCLy8vs1omX19fLFu2TLD9sRVDKOFPYDBGaXsJCTTNcGB0L+yjnoTEsFgx7vrvsWD+flBv3+P0RHKbA/fMIDCQiiOVioqj7sUryGe7eTNcwvmZgVqtRlFRkVnXU3IysPI2DbhKDc1nHhiTbQ2cAzt2gH/yCa6fPDmo4NZoyC68a5dbDytRfgEBpD06eNCuQcKFhYVISEgYdOJKT6cC5do1JwLUGaN8qMceI+caYHFjzhRGrWFhkAAIHNDiYgxYM68MSyYO/g4+vmwZxCIRduzYMSSGy3LOcaSuDjU1NUhOTkZqKlEVJk5tQwbr1vVOZ+kHT1FPISGUaiEk7KWeGPNMtq5IRBfC5nazrKwM4eHhwgXQgk47pmhvkUiExYsX4+DBgygqKsILL7yAoKCgQWuxQqFwiAVxFj/dwgigT8A999D0xa1b9e0QgjPUkxBIGyvDo+9Ngm+AGLrPM8BbHBNsCNX1iowkuYxWC3SJ/emMJpEAn38ONDc7vF17YKCeLHW9xs8Pxvp3psJLqoX2k01DqzhiDLjjDnQ0NyPm0CEED9D1SKV0jKVS+jgaZQ66B62tpDn6+GObPLsKhQINDQ0mA/f0fyoefliAk3xMDG2wvh547z2zK72hqeRIYVQREY4ktWm6TiKmYqlVIe1Xl8WGheGOGTOg1Wrx9ttv2/GirkFGXR0W5+Xhk6AgiEQipKTQsXdrB9JO+PubXohLSkoQFRXl9tmHDQ3AhQtOB7H3whHq6exZYpDdjfJy4NAh00kePT09KCsrE9wef/68dVVGTEwMXnvtNVy/fh3Tpk0b9PvPPvtM0H2yBT/twgigzsf999OlghEcpZ6EBAsMgHrNg9iaNQpnDjsW/lhVVYWAgIBB1JMjSEqiyPjQUIAHBYM/uI6u4L//3ultW8NA6skSWHgYetasx6YLY3Dmz/Z1QFwNTVgYrk6ejMjISJphNmCRDwyk4qi93fxMNZchJIRSssViEouXWPYxGAL3zOk/vL2pdu7pEWhxZowOyGefmaTW7O4Ycd57/AOCgmHJeFzV6IONB1JRWNP/ivXpW28DAHzwwQfo6Oiw8YWFR7tGgxeKigAAi/WLsJcXURVDJGHDJOrrKanc+NDZSz0JifJy0vwLkd3pKPVUWGgTcyw4btwATp40rQs0GJCEDqD9/nvLYfylpaVYvHgxGGOIiorCkSNHkJSUhM8//xxPPfUUli5divXr1wu6T7bgp18YAUBEBF3aBgYCnKOtpcX1gXs2QjIsHNJbb8b3ubHIzYVdalYD9STkwEWxmHbh22+BAxfDwdc/RGpbF8KRrpc0Ohy+S2bhYOMk5Fa6lwq1hMLCQkRPmADJ44/TynX06KDHxMYCK1aQdbjavVEmFFD5yCP0Xdi8mYa8moA9gXuHD1PKt9P0YHg4zVOJjKQR8kbpgAoF5bZKpabnLplESwvQ3Q2Njw+irER3RId0IcBHjXP5/fv+E1NSMHPkSLS3t3tsPAEA/Km0FA0aDWb4+WGtERc0eTKFPQ5VdHUB585Rp8YAIV1P9kLIQbJlZWUICwuzm3rylPjanCutpaUFXV1diI6OFvT1tFp6TUvRgMnJyThy5AgWLlyI69evg3OOkpISrF27FjNnzsSRI0c8MvXg51EYAfRJ1OnAt29H5SefDJkxE4wBd94tQWwssOfdalS++5XNbQRbqCdH90kioZbvycII+mSr1RQb6wL+x9j1ZCtEImDVQwGIXTwKe76SoDxf6XFarR/1FBxM3RmD8nBAwZueDjz7LDnX3Y6AANq3pCT6eQCszXoaiAULaMHZt88JvZEBvr6U4D16NF1uXr0Kzvualqmp9Nm0CZcvAwB0wcFWT3QiETAtrQk3mnxQ1dif3nlK3zV68803+zlm3IXczk68feMGGIB3R4yAyOi8pdNRB8LWMQ/uhqFRb2DjhXY92QtDYeRsMLyBevKUFMMRqFT03TFuALvSgGRIL7FUGBnGghw9ehRJSUl49dVXe8eBPPjgg9C6taXeh59PYQQAIhEaVSqEFxUhcAgR81IpORUCfDTYus8HTZsPWO0cdXR02Ew9OYKlS0kPe/gwkJUFagdcuEDq7AF5Pc7AlOvJVhiOW1AQsO1PeWh4W4i2hePIycnpTz35+xPfpNFQoOGA7kyQ3iGenU3dI7fCy4tGjRsqs5KS3s9ccXExYmNj4W3j7C1fX6J0btygJo/TkEqhvuMuHA6/D09vHIe4OGD1avrVuHFWnltXB7z1FrnxFpOrDBG2qW3HJbbCW6bF2YL+XbJlkycjKTISZWVl2Ldvn51/jHPgnOOZ/HxoADweFYVJJowiu3dTV2Yowt+fFuPmZte4nuyFoXHobMfIGerJkx2jgdfQFRUVCA4Otm32oZ2wpTBqbm7Go48+CsYY5HI5Xn755X6/j4yMxP79+w3/tC2xWQD8rAojtVqNazExCJ0xg7iiYmGs8kLAxwdY+4d4+I9LgCorj3zdZsA5R3Z2tku7XowRg5aURJ2Aou4YErLX1dEiL9AsLnOuJ1vh40OOutDpqWBiEbBpE+2jm1FbWwuJRGKaetJq6Uy8a1dvF8MAjYbmF23f3s8b4F5UVJDI/ssv0a1QoLq62u7AvdGjyfx2/Hh/2sQeKBR0iNauBSIiGZY8MwLv/UuEGzeAmJAuPPVoDzZsMPHEzk6iBW+5BTwmBvjVr4Dz56Hx9kbXggXoXrfOpteXSXSYNLwJpbV+6FT20TxikQiPL7sFANwuwt7b2Ihj7e0IFonwWsrgMZEiEbk1i4uHzhxoYzBGXaPmZsepJyEhBJXmLPUkkdjR9RQQGk3/wkitVqOkpAQjLMVgOwGDjstSYRQaGoqPP/4YSUlJOHbsGDjn+Oijj5CVlYWysjL84Q9/MC6WXB82qIfbZ6W5GlOmTOEXLlww+bucnBz4+fkhISoK+OQTWokeeQS2zRZwD7iOg327H7hwAbqbb4Fo5vRBj6murkZdXR0mTpzo8v1RKmnNmTMHFCOfm0uq4aQkErU78Q3v7OzEhQsXMHfuXKcD3jgHWHMT+GeboFVpIfnFOuF9uWag1WqRmZmJ6dOnm++yqNVU/RQV0RTfGTN6f9XQAHz0UZ822u1+AM6BzEzg6FGUiETw+8UvEBEba/dmFAq63li6tK8bZg3l5RSb9c03JMcyXrBGj6bi/M5ZdZic9QmYTEqfuehoKswPHgS2bgXftw9MT/FysRjq9HTUzpuPlsmTEW/n57NbJYZGy+Dv3Z8ya+/qwtinnoRCqURWVhbGjx9v13YdRVl9PV7Kz8fClBQ8ZmYhvngR+PprMk4MoVNZL7ZtAzo7NUhOzsTcuXMFF/jaA42GzJkBATZPjOoHzjl+/PFHTJgwwSVdFldDp+uj0rKzsxEYGOgy1kGrpWsWb2/bzmmGC/5du3Zhy5YtKC8vH0Rdc87d0mv72RRGHR0duHLlCubMmUNdlrY2WvFXrPCQ0MMCdDoc/uMJNEkicfcfR/XjhDUaDTIzMzFr1iynB/zZCuPWr1YLiK9lkejj4YftmM0wGGfPnsXw4cMFnaj97fYONO37EffPvwHx44+4pWddUFAAkUhk3WWj0VDKc24ucPPNwMyZRtsgC/+YMUQbeaLV3nLkCDq3b0fslCnUhrMyiNgRaLWkXfvmG7oZZ68yRvXiypV06yffqK8nGjcnhyxOhw/3cyNqUtOgmjsHqhkz0RMQgGyZFBNVaqda4saLCAD87tNP8OHBg3jsscfwwQcfOLFl22CYfThp0iSLXZbWVuDNNwfV20MGOh2QnZ2FsLCwIWF4cQYVFRVob2/3KB0oBNrb23H16lXMnj3bo1pbrVaLkydPYvv27dixYwdaW1ut6fgknHOXC488V7q7ESapp8BA4Mkn+1YgTxG/piASwe/W+fjxIMP33wPLlmh7w0CcpZ4cgeGwZGVRY+HhhyfAd8SIvh6pA8fOIvXkBKJH+ONc3AJ85avDSjC4+h3t7u5GdXU15s2bZ/3BEgmJsQ8eJP7DCGlpwKJFxKBOmjTo1y6HTqfDVYkE055+miqWkhIbBD2m0dFBXaAlS/qPQVEoqPOYldV3n58f1Yi33UZp2mabfBERdNyMoiO0cXFQzZoN1axZ0Bk9sUQqQaJG63BRpNUxbD+RgJjQLswf16dZe2Tpzfjw4EFkZGRgw4YNdpkF7EWdSoXGykqbqKegIDrOlZVDszBqb29FZ2en27pslsA5cPo0RWdZGmxrCmq1GsXFxZgzZ45T+3DiBP3fllOGkDh5kgr9GTNcL8UA6PNYUgLMmmW+Y7Ru3Tps2bLFns0+DOAjAXbPIn4WGqOamhp4e3sPPpEZPhTHjwN79w4pkn7GTIYZM4Az37fjzAs7gZoadHZ2or6+3mTgnjsQEkJXp1u2ACqRvig6doxESHYcO3tdT/YgPR1YuNwbWUW+OHpYRzPCXGjZuXbtmn2znkSivgqAc+qA6K1cc+aQIcvdRRFAeSJRUVHwnjABeO65vqLIQS1Zefngj8Vrr1FRFBVFMqBDh8hIuGsX8NBDNjCf+qGSuuBgtL3yKtr//r9Q3nlnv6KojTFoAIQ4YY8Tizi8ZFpcLgmBStP3vqbFxGD+uHHo7u5GRkaGw9u3Bb/Iy8Oiigq02DjDcf1606MXPA3OOU6duo7r19NRXT00LjwPHyZG215cv34dKSkpTruAi4utRoi5BHl59HffuHEDfn5+CLKV73YQ5eVWR5X2FkWhoaHw8fGBv7+/tXOpW0R+P/nCyOB6srgIi8XA1atUIA0hLF0KjBonwcHrCcj53+9w/eRJi4F7rkZcHMX7V1cbhRMyRmnK+/fbXBwVFxcjJibGZteTvZg3j/JdMo9pcOFQCwmyXTD3raGhAZxzREREOLaB8nI6kLt3AxoNGOvL6KmpcVvgOJRKJSorK/uoQIPzqaqKOBo7HZz+/tQFqqgg/QtAVOHrr9PPX35Jm128eNDcXct47z1wmQyilhaI29sBnQ6Sa9d6izcO6halaLROdwqnpTVCqRLjWnn/4NT1N90EAPjwww/hKhnCN42N+LalBV1iMVJsTIYOCBg6DW9jVFZWIigoABUVPp7wRAwCY44Nkm1vb0dbWxvihprswg6o1YBIpEVhYaGg2XfmoFTS0mpJUmaw6zc2NqK5uRnr16+HzvJFjQUpt3D4yRdGNlFPc+YQf/HDD4NcQ56ESASsWuuDxBXjoFB0IuLgQYS5kUIzhREjiPYoLAS++grg8+YDc+eSlf+A9ZgBA/WUYsJhIxQYI/v4mIkyBNx/G6n/vvhCUE+8YdaTU1qDxESqIHJySGCkX+A1Gvrntm2Cmf8sIjc3FyNGjBgcuBcYSLetW4FLl+za5oQJVOQdOkQp37/6FZ2YH34YmD7YT2Abxo8H++tfAQA+G9+HqKwMkvzrkB89CqZQoEYsQpBOB28BCpaY0G5EBXfjYmFov4/08ilTERYQgOzsbJw9e9bp1xkIpVaL5woKAAB/TkpClI3fd87p2mQo2fYN1NPkyakQiYZOQL1MZt/3SmgXsCft+o2N1UhKSoLMEeW5nVAqSW1h6W9tb2/Hc889B8YYvLy88M477wAA3nvvPWRlZeFPf/rToDEljDGXR6b/pAsjm6knw0qakkL2Dk/0Oc1AKgUeeMIb2iXDEBUQAO2mDGHy7J3A5MnAwoV6/QhjJI6ZOZNUtYcPW3yu3dSTgxCJqLuVNiUAePhhqLwCSLxbVibI9g3Uk9OznmbOpKFjJSVkme/uhkRCdzU02M1S2o3m5maoVCrTgXv+/sRxJSdTFXzsmM07Y5jhrNUCGzZQzRwYCPztb07u8G9+AyxcCFF7O7x37YRqzlygpweSo0fQ0tSEeI0wukzGgKmpTWjqkKO0rk/jI5NIcN/8+QDgEgH265WVKFWpMNLLC8/aIVRmjDq5xmJ2T8NAPcnlUgQFua8Dag32doyqq6vdQj25GgpFD7q62pBgr7jKQRgKI0sIDAzE22+/3ZtXZOggPfnkkwgLC0NERATCBht8vnDVPhvwky6MrM166gexmFbSyMj+g32GAEpKihE+YQIKZz6Cdy/NRIfSc/PdDJg/nygrxgBlDyPeb8YMi0IRp6knB5FVGoC3ux9Bi3e0ANHMJqgnZzFxYl9GlJ7yS0khqiknR6DQRBOwKfVWLqcUzYkTqaN67ZrN2w8NJXeZQVv5l78IkKAgoqwqHhQE2aVLkGRfhWrRIjR5eWPk0WOQVgrXFRwZ146lk6oRE9o/7f3BhYsAANu3b0ebgOFTlUolXtNP3Hx3xAhI7bx4SEqikE0hxl04i4HUU3Dw0OoY2XqMNBoNCgoKBKWevLyoie1OcM5RX1+DtLR4t7nQbCmMDIVQbW0tli9fjuvXr+O1117D6NGjkZycjBdffBGnT582PNzQ53O5xeAnWxjV1dVBLBabqjbNw8sLeOwx4gGAISHGNqaegsfFQjE8HZu3S9DTpnTzBFLTqK+noOGcXEZ+YYPzZMDloSDUk4OIiQE0Yi9slqxH9zC9srm93eHtmaWenMGoUcCvf00zLwBArcasWWTfP3zYJRIplJeX2xa4JxYDt99O6t4xY+x6jb17qUk3dix9tQRBXBzY++8DAHw+/xxdCgUqFi+GV2QkuJ9wc/PEIo5JKS2QS/sX08OjozF3zBh0dXXZ66ixiOcLC9HNOVaHhmKRA4635GSq+92eoj4ApqinYcMojHUo4L77gHvvte2xBQUFSExMFJR6uv9+ug5yJ2pra7FuXTNWr3Zf9tL99wPWslV1Oh1Onz6N559/HjExMZg8eTJeeeUV5OXloaenB139R1D1vgmMMZc66n+ShZFWq0VeXh7G2HkSB9AXXJKXR9PR3SHysICcnJxe6mnYMPpC1ddqsf25k9Du/tLjxVtwMEUZ7dkDlJbq76yuBt59l/yheghGPTmAsDCaaN/axrB1K6C5mkvVnKWxz2bQ3NyMnp4e18x6MuQGFRYCb78NVleLO+6gzpHA8x2hUqlQWlpq+6wnxqi6EYmoqNy61WpntawM0EuCsHQpNZwEw733Ag88AKZSwe+dt5HEOdSzZ4PrCwpxWRmJtQRAdlkQzuT3j5VYt4hE2B988IFgIuw5KhXSpFL8Y4CmwlbExVEN62klgCnqafFiSjQfCvD1tU30r1Ao0NjY6DEXsFBwpQvYEkQi68f5ySefxKxZs/DGG2+guroaXV1d6DHfzjMmij8VaDdN4idZGAniehKLKYhh925B6BdH0NDQAJ1O1496Gj4cuH2lGCWi4fhqtxr8O+uCZ1fCMK8sJITEwrW1ID/2qFGkvD1zRnjqyQEkJAB33klX03uuDgePiKQk6rw8m7dhoJ7GjRvn2na0YUH57DPIaiswezadZBSKvgnZziIvLw+pqamOpRA3N1MV/PHHFud/vPACtdPXrAFuuokkaDduOLHTA/HOO9DExCCguBihu3f33s1aWyG9cB6y48cEGXpc0eCDU7kRUKr6Tpe3Tp2KEH9/XLlyBRcN1jsn0N7ejsnd3cibORPx1vgHM5BKqaHn4NMFgSuoJ6GRn095bJbgyuGq33/vXgN0UVERoqLi8fXXXg7FFDiKw4etn17/8Y9/YM+ePVi9ejV8fHwQEBBgUvqiv89YHOXSMvsnVxjpdDphXE9pacDy5fQtssFtJTQsUU/p6cDC9fHwT0+h1caQGOYheHvT1aBcTmHibR0iqkJGjwYOHEDZzp3CU08OYMwYMoFFJ8qABx8kjm3nTpt1MzZTT84iPJxG1fj6kpuusBAqFfDhh+QNcPaj2NraCoVC4XgKcWIiibI1Ghqto9fFGOPQIeoi+voCf/87FUZ+frT/QjHAal9fZL/4Ijhj8PpyL8T6DiAPCoJq1myIOhSQHz0C5qS4ZfLwZqg0Ilwt66O3vGQyrNEn9Dkrwm5Tq3upJ2dNCatWkf7PUzBHPbW1ARs3OtSkFRwlJf2a2SZRV1cHmUyGkJAQwV+/vNw11LgpdHV1oba2FjExScjJoRw6d+HsWeotWIKvry/uvPNO7Nq1C/+KeMQAACAASURBVG1tbfjyyy/x6KOPIjQ0FH5+fr2ZUfrvRT8ekDHmsgXlJ1cYNTSoMWqUQK6nqVMptvPcOeDMGee3ZwdKS0sRGRlplnqaN59h8e+ngKVPgPrwD5Ql5EEEBlJxNHy4nhESi4HVq6GIiYHv8eOIGgqKUJAJbM4cgHl7oedu/XT53butTj61m3pyFoGBNDgtLAzYuhWy5lpMnkxxW85YsgXrekVH9xVvn3/ej79RqSgjEgBefhmIjaWiefly6igK5XLPz89H6KpVYL/9LZhOB9933+l1bOqio9GzcCHARJAfPwbRDcdXoqhgJeLCO3GpKKRf8/jBRSTC3rJlCzocNGzU9vQg8fRpvMcY/ASavcW5cJ1Fe2CJevL2pmwuRwcMCwmDXd/cBYanqCdXwOAC1mppPXTXmDqtlj6D9qTLSCQSLFy4EBs3bkRDQwNOnDiB559/HgBw2223ARRVZozPBNrdQfjJFUZKJUNZmYCupyVLqPPhxtHnBuppYH6DMRij/zTOuh1v1d2D61rHdAlCIiKCbOYSCa1PPRoRLqWkIHT9ejA3WURtRU0N8M/35bg++QG6zLYyfdMp6slR+PpSZ+bmm4HISMydSzlSBw9avxIzh8rKSgQGBgozADM4mIq3CRP6iaDeegu4fp105L/+dd/DR42i/c/Ndb7r1d7ejtbWVnI9/eUvQHo6xPX18Nn0We9jeFAQem66CbrAIEDn3AtOTGlGa6esn3V/REwsZo4cic7OTmzbts2h7f62uBitOh1afX0hEeBijnPg7bepY+dOGAruMWPGmCy4ZTL6OA8FZ5pMRuoIc53LoqIixMbGwstFnKS7cozq6+vBGEN4eHhvoeyuAdWG62BHDyFjDMXFxb2jd/QjlxgAY1ePy+i0n1xh5OcnxYEDdof1mgdj5Ma5+Wb6txsoNXtcTwHBYgROG4ld3/miokxHwmcPQ6sFPvsM+Ne/GhEUFgkfg6+/udkuu7crERZG6/rur2W4EaIff3HjhsnOoNPUkzOQyykRkTGwpkbcGXoCgQEcO3f2TsiwGYbAvZEjRwq3fz4+5Fjz8gLUalTvO48//5m+I2+9NfiK8Y47KOTRmYVhkP5DJgM2bwb38oL8+HFIzxm1pLy8oFq4EDq9bVxUV+eQKHtETAeGD+uARNz/+7/+psUAHKPTTrW14Yv6esgA/NNBwfVAMEafa4HiumyGgXqyNPswKGhoFEaGz6SpJraBekr2xFweAWGQYhgMSO4ujJRK+r8jhVF3dzf8/Pxw9913Y8KECVi/fj02b95s+HU/bpMx5pKBhT+5wigkhCEqiuYvCRZBLxLRGae+Hnj/fZf2g+11PclkZIsMDAS2/rUUDW9vM7KHeQZiMTBxohqXLytQWDiyr5Y8cYJoK+Mpoh6CQTTu50c5Oy0toHTnAwdIGanfabcJrm1Bdja8Th3FvUEHETNMZ3dxkZ+fj+TkZKdnPVl4AfzujzIoFAx3rNBi2bLBD/Hxoc+HUun416i6uho+Pj79A/dGjwb7n/+h1/jgAzDjuAjDgeruhuzkj5AdP263KFss4rhrTgUSIvpXoyumT0egry8uXLiAy3ak5ms5x1N6wc2L8fEYLqBbMzGRTlUC6M5tgq3UU3CwezUu5mCQP5kyHLsjgDYgoG/qjqtQUlKC6OjoflKMgAA7R/A4AZWKvuf2FkYNDQ3w8fFBZ2cnTpw4gcOHD2PMmDHGBoeBl4MHBNjdQfjJFUaM0YIXFuaC5o5USpfpGRkuCYF01Anh40P6HnFSPDIKp6Hjs90C23/sh7d3Lm67zQ/Z2WIcPaq/89ZbKYXuyy9JLONh+PkBDzxAbfXNm4HuRbeSsv34cbJUcC4s9eQsFiwAFixAVNkZ3Ivt8JGqbf6Mt7e3o6WlBfHx8S7bvcyWsci4OgFyiQZvTNtmMSvKMPLE3uaNRdfT008DS5dCpFDA9/1/DXaTentDNWMmRB0dJMp2IIq5q0eMqsa+xcZbJsO9c0mE/eGHH9q8nY9qapDV1YUYqRQvCUwzGyQ+JjTxLoGt1FNCAvkdPB0PN24cad8GRkUZU0+uxJo11GR1Fbq7u1FVVdXPgBQTAzz/PL0H7kBUFPB//y95mOxBQEAAfvvb30Kr1WLWrFnIyMjAyy+/bPwQ3wFPmebkrprET64wAqgyfvRRenMAAd32wcHUnunuppVUYEFxeXk5QkND4e/A5URwMPDAQ1LE3j4Z8gA5FW/19YLun60wUE+rV4fRMNdM/agtQ5smMZGS/4bA/AJDxlFsLCCVi4jrmToVOHkSmq+/RnFRkbDUkzNgjIqjW28FCgrQ+dFWfLJRbdXp40rrsQEaDfDMM/Tz737ZjiRxBfDRR2bbtnPnAk1NQF+orW0wuJ5Mzj4UiYBPPwUPCYH06lXIvz846CG66Gj0LFoEiMQkyrYzDfHAxWjsOR0Hra7vOK67iUTYGRkZ6LSB32xSq/EHvW/6jdRU+Ars1oyOpq+aO+g0e6inqVOB1as9P+xWLKabMQZST//OyM3NxciRIz3uAmbM/vdaLpdjw4YNuHDhAlasWIHz58+bkzD0lteMMcHftJ9kYQTQG8I5MSN79wp4lRIdTaND6uuNRsw7D4PracSIEQ5vY9gw4O513pD9Yi16IIdmyw63ZzAZL8IiEcOttwKzZ/cFOkMqpeIyMRE4f97zl4+gq6iVK0k03qNi4LcsB2bNQk1+PpKTklxHPTmKqVOBu+6C3ItBoxNh717L2o2amhr4+Pgg2IE0ZVuxcSM1ARMSgN9tCCEhkY+PWRvM8OEkxj5xwnZ6xabAvehoMH3nxnvLFohM+KJ5YCCJskNCIOqwLwE9PbkFXUoJ8m/0XbyMjovH1NQ0dHR0YPv27Va3odRoME6nw4KAANzlgu6EWEyeESdOJTbDOIDWVnj6K9/WBnz7bf+avaSkBMOGDXNLAO3XX6Oviy4wmpqaoFarB0kxiovpWt5d065KS4kYcGSs58GDB7FkyRIsXboUeXl5uHjxoqnC27jk+qUTu2oSP9nCCKDiyNeXGhOCRv2kptKETJ1OsHRdIV1P2oBgbJI8gr3yNeDMvW9xVVUVAgMDERgYCIAu4pcsIU5dp9PrSgydowce6KtghwC6uykr6Nhxhvbp01E2bRriExNJrDEExq/0w5gxkDy0FvfcJwbUauz4RGHyo6jRaJCfn+/SwL2GBmqbA8Abb+hHP0RFAU88QQPTODepezNokA4ObuyYhCXXUz+sWgU8/DCYSgXfd942/R2Vy6GaNx+a0XSxyVpbbfouJ0UqEOSrwuXi/vk262+iJGxb6DRFRQU+jo3FtxMmuKyDN20ajQhxJer1HWlbqaf2dsq08rTEUKmkyIvGRsO/laiqqnJbAO2NGwLqX42g0+l69ZAD0dpKhiR3nWrr6hxPkElPT8ff//537NixA5cvX4ZEIkGJ5Th3wYnJn3RhBFBmzYQJNBg8J0fADU+aRCGBcrnTXRmhXU9iMTBmhj9y6sJw8CDAs666RYmpVqtRZIF6OnyY2JXaWpACUi4nlV5GhsBvjmPw8gLi44EffuDYvacMY8ePB9NqgU2bgB07BCuCBQNjCA4GVvkfQs2BLHz7RdOghxQWFpqnngTCf/0XnXiXLqXOm/H+AaArk02benVbBgQG0iBitdp67k5tbS2kUqlF11M//POfQFISJGVl8N6xw/RjDKYKjQayzEzIjh4Fs0KFMQakpzSjssEXDW19x3TlzJkI8PHBmTNncNWMfk7HORSdnaipqUFycjK8XUh1cE4LcNPgj4QgcIR68vWl05CnnWmGr4JBfJ2Tk+N26skV9XBZWRkiIiLg6ztQhuM5V5ojpx2ZTIaampre4bEa6+fdGMaYoFd+P/nCiDFgxQpa8PbuFThxlDH6BHzyCXDhgkObcJX+Y9YsGnZ/5rgSp965RAnKhk+ri2DN9TR9On1RMjIG0CdqNbnVPFwcMUbyndDQVpw7F4GWlmCigiZPpsjeLVs8PjvPFNIenI65aXUo330Bymt9mf8KhQINDQ0unfV08SIVuwAwciR9x86codErvYdq7FhgyhTgxx+JfjaqgmbPpsahpRO2wfVkl/7D3x/44gtwkQjyr7+C7Ngx84WtRAL11Klg3V2QHTkMkRVt3vjEVkjEOpTX9y1APnI57p4zB4D5rlFGXR2mX7yInqQkl7qeAGpwfvqpw6clq3CEehKLSf/p6cLI4Err6TFPPbkSruja9PT0oLy83Gz2nSdyjGSyvtGjtsKwHkbbNxxSDOAX9r2SZfzkCyOA1rY1a2iel0Ih8MZlMuIO9u+nVDs7UVVVhYCAgF7qSSgwRtFLY6d44ZDXCtI5b97ssoXdFteTIR1bo6E6rasLdPweeKAvgdrDOUecazBixFWMGhWGHTv01N+0aTTipLSUUp4dIc5didBQLPzbUjy+rAJee7b09rBtpp6cwNGjfSf6t94ice3MmaQ1ksuByEhg4mQRbv3XrXjs0pP47/cisfHhM/hqezeOHKFa6fRp4MgRKqquXqUAyIICOtyVlcCpU6Xw9o5Hd7cXOjro8KvVNiwws2eDvfQSGOfw3fg+Ap95Gl47dxJtNgC6qCioFt0EyOSQZZ6AuNj8UCkfuRZPLi/AlNT+rjYDnZaRkQHlgIuQNo0GLxYWIlenQ50bPNMSCTmR7NSW2wRnqKegILdm5ZpEn12fIycnx+TYpX835OXlYcSIEWalGBoNrQnuaooplY5lGFVUVCA4OBj33nsv3nzzzYG/tvSNf5Qx4XQjbozx9Sx8fIBf/rKvghUsfVQkIjH2pk0UnrRuHbWnbICBepqjv9IUGowRtSGXhyIufD5wcDv5pB94QNBseHu6XhERpL3+/HNqHqxbBzC5nPZp82YqjhijwWYeQGFhIVJT4zBjhhT79xt9uSdMoDPqrl3AN9/Qez6EIArwg/yxdVBv2YmTHxYi5fkQ+6gnB/HUU1T8lJdTtqjxrbaWPAr19cCVKwxApP4GYLOlrQ6E+QVYLKaP8sCbVGr4+S+QRD0Pn9ZqbGj9FRbv3gWvb/dD8cKL0AxYELm/P3oWLYLs3FmI6uqgTU4xe5Lw9SLNmU7Xd04Zm5CI8YmJuFpWhq+++gr33HNP7+P/XFqKBq0WM/z8sDYy0p4/3mEkJFDhqVL1FQNCwBnqKSjI/eGTA2H4fNy4UYv09HDXzz4cgLAw6pwJhZaWFnR1dWHYsGFmH+PlRededzkCDd1Be6BWq1FSUoI5c+ZAKpXi1/rY/LFjx+IaXTBb2vtAAHMB/ODYHvcH40NE+CoUpkyZwi9Y6R9fuUKszZo1AlbQXV1EqSkUNCYhwvpYkmvXrsHf3x8JbgqX4Fey0LbtOwQ9tJJ4D4FQXV2N+vp6pKen2/yc/HzSHMTGGt2pUgH79pEl3cVZIqagUChw6dIlzJkzpx/VodPRTSIBtTFCQ4U9swmIsmItPtnYA6+gYjz/6xTKlnExbWMOWi0VRQMLpuoKDarrJVAqAY1SAw3o55qavgasRkO3rq4eABJoteLe+4xv9iA2XIm8tJXwO3kQmtQ0dLzyiukHGr/hXV10/Exc/h66HIXmDjnundcXGPT+t9/ipc83YcWKFfjqq68AADmdnZhw/jx0AC5MnoxJrk7306OoiGjrdeuEE2I3NTWhsLAQM2bMcOj5167RZ2DJEs/a9pXKHpw+fQpz585175gfgcE5x48//ogJEyYMjaw1J5CdnY2goCAa8wPKY1q7di3279+PHuvRON0AxnLOLaq0bcW/7yfCSRQWEvu1YoVAX1BDyuKePTZVWwbqyZ25GYcbJuCyfDgeCfeFUH0Eg+tp1qxZdj3P2EpcWkrufSaT9XViOKeV0j6u2SkYqCfjoohzCiKUSmkyDEtKol/odGSnmjaNCqUhgsQUMVLGNOHihWgUfnoB48JqyKXlgcgBsZgiJIYNI5lWH/SnneJi0m3dcgswZQoOHiR90hNPkKmtoaEBpaWlmDbNdIYb533GULV6cNFkuKnVVBxcuOCFVx/8Cn/LCoWksACiG1XQxcQO3rBIRDfOITtzBqy7G6pZs8AHxB34eWlwsSgULQoZgv2Iol41axZezvgC3333HRobGxEaGopn8vOhBfBEVJTbiiKA2GnGqJsnRGHEOVFPkyZNcngbY8fSzdO4fj0PaWlp/9ZFEdBHPf27F0VtbW1oa2vrR2t6e3vjjTfeQEFBgaFjZAkyAHEABCmMfhYao4FITyc3zKVLwKlTAm44KIjyWwwWZTN6HncE7pnCpEkA8/PFF18AitwKqgyd7BgWFhYiISHBYddTWRmxkINyPS5fJu+8o55PO2HO9cQYFW05OaSD6UVbG13+fvKJ3mY3NNDV1YW4uGKMnxCMr7MT0XSpnARdQ00XBVC7MCWFqMmDBzF/rg7e3sB33wFaLbmeLOk/DJoJuZxSzIOCiKaIiqJNJyb25SW99x49/vW3ZLh+M7Xo5cetdN0Zg3riRP1jj0FU2V+wMzaxFYxxZJX2jSaJCArCwvHjodFosHPnTuxuaMDx9nYEi0R4zSiJ2B2Qy4FHHiGBuxAoKytDWFiY09SToVj1FFpaWpCZKUFZmfsuuoyxcycZNJ2FgXqyJfvu6FFSKbgLX31lcuykSVhaD3/zm9+gqKgI3t7exndnATgJGgeyHcAHAF4HIFjW+8+yMAKAhQvpyuXQIRJ7CgbDG/vtt9THNnEGcEfgnimEhpKUp6sLyPikBz2nL9F+OlgcCeF6SkhAbzr2WaPZnxg3ji5z9+2jIsmFsOZ6mjmzz1R16ZL+TsNkeYmEJuY6Ou5eYJCYdDTuuUcESXI89vk9AF51gwo4T6teB0IuJz57+nTg9Gl47duOm+apER4OFBaWICoqSrDAvalTgcce0yd0l70ADkCWecJqPhUPDqYwyKBgyM6chSQ7uzeew99bg+HDOpBdFtwvCdvgTsvIyEBdezt8Afxt+HCEeqBrFxsrjL6op6cHZWVlSLN3xsMAtLYCr77qOY+FYRHmPAWlpZ7h8urraZ62s7h+/TpSUlJsCqA1aP3chcJC21/vxo0b8PPz6z/7UI/du3eju7sbXf3jZmZwzudwzm/hnK/hnD/BOf8d57xMiH0HfsaFkUGYHB/fF/QlKBITabHctatfzpE7AvcsIToauOceoN5/OHZpVoKfOz8oX8ZWmKKe7IXBIj9yJKWU9zr2pVJaNJOT6fKjtyIRHsXFxRZnPTEGLF9O3YdvvgF6s8ZCQ6k48vUlNbnlEDKXo6GhAZxzREREICCA3uc7nooBW/cgpet9/vnQC6oUiYhKW74cKCjAZO9cLF6sRG2t8IF7f/0rOVOPXgzCjmG/hqi1FVJbOpJeXlDNnw9tcjLENdX9vs/jk1rRqZSguKavi7J8ylT4yuU4deoUQi9cQPaECXjUgjDWlVAoqFvg7KKYlycM9eTvT98nTw2TraysRHBwMAIDvT2avOEsUdDe3o62trZePY41qNXuZdNtdaVpNBoUFhbauh4aTl4bnNg1m/CzLYwAuthfv55oNUDgfIkxY+iEn59Pq6l+485ST0Jg+HDgzlUMs58YCzaN5oLh+HG7tmF34J4FiERk846LI8t2b2PDkJCdkkK0nwvOpl1dXaiurrY668lgPkxKGhBaFhhI9GlUlEd0PAYYAveMqafERD2rm5CIllWPUNS0h+cnmcW0acCTTwLjxyM3Nxd+XmnIyRF2X0NDgf/3/+jn5zv/gg74QXb8mG1PFomgnjQJPQsX0YlDowHr6EBKVAcWjKtDVHAfVenr5YVbp5Iu6uTJk0gKDobYQ0pjzin1v8h8+oBVtLa2oqury95sGZMwuJU8URip1WoUFxdjxIgRkMsFH3VpM5xdZzjnyM7OtkuKodEIakS2CJ2OCjFblrj8/HwkJSVBZltbs0D//+ec2D2b8LMujIC+daKykgLRBJViTJvWJ2Y6dgydnZ2or693aeCerRg3DkhMolbIjfiZ4E3NNn9jDdTT6NGjBdsfQw20ahXVGr0whFA9+CCJSASGPbOe5HLaDUNAeW/zxc+POkeGqzcPaI5KS0vNUk/HjwMb90agNVwf/nbpkufnMphCRASampuhq61F4dsXsf/TOtgwk9UuPPIIfS2r2/3xZ/YnSC9dAmu3cV4aY73FrzQrC/IjhyGprcaMkY0I8Olvkat+8pfA6tU4ePgwPOn89fcn1tdRptcVesjAQM8URsbUk0w2JLNabYIl6skc3NkxMhSc1gqjjo4ONDU12ePK7uXTGGMuHXjzsy+MDNDpKEJ/+3aBJz8sXEgR1AkJRsNVh85hLytn+LB8KTLD7qQTvw2qyOLiYsTExAwUxDkNb2/AUGtVVBidPCUSan8AQF6eYIp5Y+rJXhw9OoCZMiwaBQXA++9TF85NUCqVqKysNEs9padTzbtnD6DTcuIr9+4lYdcQiuswuJ5GTpqEJVPboL6Six/ezRZ0H0Ui4N136e36J36FXO0IyDIz7d6OetQo6Pz8ITt5EuKcXORX+aGwmhxnB2Uy/BgdDfbwwyisq4O1+BBXIy6OCiNHDmNlZSWCgoIEdT15IuRxIPXk6+vYuAohEB1NJgFHYCf11IvwcPcloGi19PdZ0ug7WHAbk3OfO7GLVuH2FZoxtokxdoYxdlx/u50xFs8YO8AYO6W/L0H/WBlj7GP9/ZcYY4tdtV+GCetlZSRpEexczBiwbBlqfX0hkUgQOsTsoQkJwIR0hqPHRbiY2UVj0s+dM/v47u5uVFdXI8WFDhu1mkaTZWSYGPF2/Trw/fdOTwU2RT3Zg/BwskEbsaSElBRqxx06RDc3FB65ubkYMWKE2cC94GCaeVxRAfxwglFrbvx4stnt3+/0rD+h0Ot6iopC2DNrMHmWHBe+a0Tjpv2CXq1MmUJhrxouwdN4F9Ljx+1/n3x8oFqwANqEBEhzc3D+23ZkZoWimwO/11vyZ5w9C7S0ICMjQ7B9dwRxcaQ1srdLY0w9CYmxY8nQ4C6Yop5uvpk+A57AqlV0vewICgoK7KGeenHnnTTL0B3w8wOeecZyLENtbS3kcjlCQkLMP8gIr7/+OgAYu2ME8lqahidaF3EAFnLOF+hvXwH4GMC7nPNZAP4HwDv6x/4fAK36+1cA+BdjzHKd78RJftw44KabaCyBnZIbi+h1PYnFNDehoMD6k9wExoDbbwdSU4FvDnvhek8SOdUuXjT5+GvXrtlMPTkKqZT0PK2tFNTdr4l1xx2UQn30KE0GdrDwsEQ92YJx4yiH8vLlAQ0ssZjOfFP12q2vv3Zp4dHc3AyVSmV11tO4cdQ5OnECKL8hoTPl3Lk0TGvbNo8XRyqVqr/rSSLBgj/MhDQtEYe/UdLcEAHx6qtAWBjHD1iAnZWzIXZEOK+fsaZOn4B0WS4aWqT4H3EAyiVipGk0+LMPzVLbunUr1B70p8fFUXfE3hll9rie7EFaGhkR3YXq6mq7qaehCIVCgcbGRrcFArsK9kgxdDod4uPj8eKLLw76HWNsmSv2D/BMYRQEKnBOMMbeYYz5ABjJOf8aADjn3wIYyxiTAbgNwEb9/TcAnAZgeX5GQ4NTfdo5cyjvp75euLXCQD15jRpF8xN27nTNECMHIRZTIRIdK8KuzmVojR5NrZABjh1nqCd7kZBAguyqqgHGPpGIiqOJE4EffqCuh53FkTXqyVbMn09XRYcPDxiTZ7CxzZ9Pep7SUqdexxzsbUffcgstkhqNfh9vuolaSXFxHkvHNsCU68nXj2Hhw0mIu2cm+Ex9gKhAHbiQEGDDBjpmL+B1KI+Y75JaBGPQpqYh5e7R6AgV4b0Q6vb/T3sHJicmIjU6Gg0NDTgsRHCNg4iMBH73O/tCHu11PdkDnY7s6i6eaQ2AqKeCgoJB1FNBgUtHR1pERgZlw9oDRwTXxvjoI/ex+xUVpNc15/YuLCxEfHy8WRewAZWVlRCLxajsL5Az/it2Obuv5uCJs+EFAC9zzucBaADwrv7/xqgHEKq/GStZawBYXpU5p0+8g5YDg3387rt7w2+dQj/qyTATLCCAEn/dGSxhBYZZrivuECPo4TvJfrVvH7nq4Dz15AhGjaL6Ij9/QJSRSERtrilTHLKfW6OebAVjVKPFx5tgehijfvnjjxO9BghOq5WXl9sVuCeXk4GuHws6ZQp1jgASorgku8IyWltboVAoTLqeZswAZt8TAyYRE6+6caNgHdeHHgJmjO9ELYZh64/DnUod9PYV4dxNbVCLgZWFRVh0NQsMwD36Y7t5s13D4QQFY/bVvc4uwtbQ1OS+xnlBQQESExMHUU/t7ZS14wlnWksL0NFh33PspZ4GP9+ELMFFaG8nmYGp011XVxfq6uqQZJggYAabNm0yNZBcAaLQDFv2ZS5KSPborDTG2GhQYZTMOU8wur8EwAgARwE8zDkv0t+/CcAmzvnRAdt5HES7BYUHBISdXbUKymHDUHfTTU7Zkzs7xfjhh3DMmNGEkBDHTppdXV2QyWT9roQlCgWivv0WAFB9xx3QedC6bw5NtSJE5V6AduYo6Ly9e2fVeCJmoKrKGzEx3YOzPwyfXcYg7uyE1sfHakCIVquFUqmEr6+vYPtnPJDY3HBieW0tgi9fRv3ChdA5MnZ60GtyKBQK+DswYkKnA65dC4SXlxZpaYreO2P27YNIqUT9okXocdOgU4AoAh8fH7P0LOdAaakvvLRdmHz9K8iam9EyeTLax4xxOhDmwIEobNgwEivwFV75/Wk0mhk/Yg3dAJ71CkSVRIQth89gctlldMbGIishAQ/+6lfw9vbG3r17PRbTUVnpjcuXg7BsWS1kMsvnfLVaDY1GI7i5om/7DJs3J2DSpBaMH+86FbZOp0NXV5fJC4fiYl9kZobjzjurEBgopNvGOvbsiUFoaA/mz7f9IkShUMDX19ehQpVzYNOmREyY0IqJE11vB8zPQlnO8wAAIABJREFU98Pp02G4++5K+Pr2v3A1tR4OREFBATpMVI6m6DQAf+Scmxl66DjcqgRmjHkDeAnAK5xzFYBbQB2kTsbYMs75Ab3AOodzrmaM7QPwKIDfM8YiAcwA8PjA7XLOPwDFgmPKlCk86bnngH37MKqri4ahOYi2NqJIysqAxYvtnxtqcdbTtGlAaSmGu5NstxEaDV3RVYfPwyPzARHvxOX9+zFt9WqnuyzOoK2NmhqDmladneQEGz6c3m+zCyxHZmYmpk+f7pKJ2tnZJNlZu9aENbagACgqwsiiInqAk3qHrKwspKWlIcaQHWAHOCcHZkUF0ZW9UVQTJwIZGUgpLKSD7IY5fhUVFWhra8O4cePMPkano++hQg0Mf20WxF/tRVJuLn0gbrvNqYCWlBRgwwbgOBYg9Yf/RXz6RIe208kYPuRtkOo4xk9MgthPg2HZV5HS0op/JCTgcnk5Ojs7cfPNNzu8r86gqIhG0w0fPsIipabRaJCZmYn58+fbLfC1B5cvA0lJiViwwDXb55zj7NmzSE9PN9lliYqic8m0aYlwd/ZmdjY502z92/Pz8yGRSBw2vGg0pDowbg67EjIZjblcvDixn/Ovvr4e5eXlmDp1qsXnLzRSpo8ePRq5g0dTfAOS2QDAXwAIXhi5lUrjnHcDaARwjjH2A4DJoD/saQC/Y4ydBBVOz+if8haAGMbYWQBfA3iac269+TlxIrBoUf9JpQ4gMJDopZ4e+9k5q9RTRESfArGuzj2Eu42QSGhgalsb/d3Fn27G2AsXIHYmJU4AHDtG83707F4ffHxorsjly+RJN0Ov2Us92QuplFrIJl2NaWkUgqRQAB9/7BSNaol6sgWG1HeJZMDhCg6moJ/oaNLB/fijS111BtfTyJEjLT5OJCI5VHMzcPmaXpm/YAFp4A4d+v/svXd4XOWZNn6/09R7r7ZkySqWm2zLRS6yjbExBpvAgikhkLIEQrJLdrPs5uNjsxfZLPltsiGbhB6qAWOKDbZxxb3gXtW7ZPUujaTRtPf3xzNHM5KmnDPnjMxHuK8rl4M05ejMmfM+73OXR9YxpKQAmVNNGEAoLp+DV99DDqBao8F0sxmzLGaYrSqMTMuCcdlywGTEd2zz1rZu3SrrWOVAqJ+bmtw/zhX1pDTCwohy8RVaW1uh0+lcUk/Cn/d1zzIaGhpCa2urR+rJHQSGeDJzjBgbO4rGGynGxo0bnRVFVbAXRQAAxpj8Fvw4TLrGiHP+R875HM75Cs75A5zzAc55Ped8Jee8kHO+inNeb3uskXP+Xc75Qs55AedcvIJx+XJajADphK4D4uNptEJHB2UciZW01NbWIi4uzrPryWikQJybpQR0gdRUWn9qaoawrXkZAtIyyENfWXnTjmn9eprU/vHHJMoeBWO0UK5ZQ0OYPvpogujHaDSitrZW9qwnd8jOpgX82jWqKSZgyhQS+QA0u6yrS/J7CILrmTNnytJ/hIRQc62paVzyQWAgjaLPy6Ntnw9RXl4u2vWUmUnX5NGjgMls+7w3b1Yktv6W2+j9D5mXQysxc6hNpcKjYaHoZQwhnKN/SIs/78rC9fpwWGNjMbLuNmy8ZQ0AYNfOndD7shpwg4AAypYZ870ZB8H1NBkBtL7MMrJYLCgvL3fregoIoE7pzQgknzKF1hUxUMoFnJFB+57JQFAQbTgcz211dTUSExNF0bPz589HQkICPvvsM2e/duaY+YW3x+oKX5+kQV+hvBz44x9lzbGaNo20voOD4jaUguspMzPT84N1OlJ737hBhcfXaJbV9Okc06aVwoRpOJ/7MHW5PvxQ3nwBGRAE4iEhpF2fUFcUFlL1VFY2IedIqVlPnrB0KVnjDx0a51QTEBdHXZl587y6UzU2NiIsLEyRwL3cXLLwnzw5bu+g0RDHdpct9LO/X3GVan9/P3p7e0W7nhgjOntgwGHYcHY23YUtFooc8HIa9OrV9O+XWA3dKWnWnX8PDsLn/v54PYA2rSEBJgT5mVHSYItv12iQHB2NhdOmYdhgwM5/+zeF4/XFIzmZbjPOakhfJFy7Q0EBNfV9gaqqKqSkpLh1PSUkAD/9KRXbk40776RblSe0t7eDMYYYmcmMAQHE3iscR+USBQU0CEDA8PAwmpqaRFOB586dg8FhoV3l/EL5LQBhl3G3t8fqCt/8wmjKFPLmfvihLPpizhwyGAUFed6cSnY95ebS9r2qyhZP/PUI3Kuvr8eSJQF49FEdCpb5UychOhrYsUOWg0cOgoLoS84Y2eQnoKCAOglL7akOcqknKRByoRIT3UwGCQ+n7pZKRdvma9dEvbZY6kkKbruNmlgTNNyMUYFktVIV+uabinEf3rqeUlPp452QGmw00q5l2zZqKUnsHq1cCahUHCdRiKHLtaLtO2e0GmwLCICWc/yHnmaXMAbkpvahoSMI/UP2TthdS0nc8dHhw8Crr96UsTEZGWQ2dfbVbWtrc0s9KY20NKprlYYS1NPXATfDBewrlJSUICcnR5I+tccWurVy5UocOnRo/K+PgOalCbvDWYwx5aLZ8bdQGPn7U5tBp6MACRk3d7Xansrsath7d3c3RkZGPAbuTUB+PkWTFheTgvcmw5F6ysykNXzAHIBLs75H5/MmDkyNjKThv5s2uXhAdjZ93iMj4Lt2ofjCBdnUkxRotVRsiBJXnjhBwqmTJz0u6OXl5UhPT1c0cM/Pz64/cbpvUKmoiOvpAV57TZEFvbm5GUFBQV4F7q1f72RBDQgg7/3s2SRE+/hjSYV7ZCSwdCmDCTrstd4K7fXrHp9jAfALWzX508EhpDl0emekkvNntGsE4HabAWNvbS2GhodJZyayIFYKeXmkHRwvH/LF7ENPGBkhU4vSzTOx1NPICPDWW8S8TzbeeIMydN2hpqZGNPXkCW1twB/+IIs0kYTPP6e9MwB0dnbCbDYjTqLL9emnnwYAHD48YcizBUARAMcTwwD8nVcH6wLf/MIIsKuoDQba/crodqhU9PRduybKbWTrP5YsIWHPvHleH59SKC0tRWZm5hjq6fRp4LP9AbjUarNxnDpFd7ebgNhYWtSNRmoSOGUgW1rQd/gwph49itBJHsUivF1TE0meXDKk69bRinXgAI06cVEc9ff3o6enx1m2hyIoLwdefNGJsB0gLvn736d2yBtvyNKZuQrckwKjkca86fUOP9RoqFJes4YotU8+kfSaQpG9A5ugveRi1+OAdwL8cV2rRaLFgqfGTboNDzYhKWoIxQ1hox9nUlQU8m102v4pU6ileJPGu49/WzHUk9Lo6KDCxNvhts4ghXpSq+nWJTUNXAno9e4lGcPDw7hx44ZiY5eMRmpMT1YyT0cH9R+sViuKi4u96no9//zzmD179uh/O3V2j8UvJb+JG/xtFEaAXUWdlyfL3iukRAsB1s3N9t/V19cjKipKnutpxgx6k8HBcamGkweBehpvBV+9mtrxn38OlF83kSvovffIinWTUFNDTQJnTjBTUhLK5s5FvFpNVJAMEb636O6mJuAXX7i4ManVpOdZuJAqz+3bJ1RRk6H/yMigr8hnn40rOATExQE/+hEpVmWMYhFcT3LyfPR6OoQJ4/IYI/HG/fdT6rgECIXRF1gP66USt39fN2N4zvYd/88BPZwlYhXNbMPa/OYxP7vdZlPevncvtTyFDVBNzaRdm9u2kddDwM2insJszTSlBNgC9TRDZMSEWk2b3K+R32UU3lBP7iD0ASYraWVkhDatdXV1iI2N9Toz7sqVKwCAX/7yl7hm7666+ivSGGOK7Rr/dgojgO7+S5fSDVRGCe3nBzzwABl43nuPdh0C9aTYwMXTp2mVcjPQ1Rdw1/VSq6m2TEwEPtqhRX3R90gvs2XLTescZWeTRuTKFVosHVFeXo6EZcug/t736PN+441J3yLOnEnZIRcuuGFIbYOGsXo18VnjHHXNzc0IDAxEhA9tJcKIt5ERmivr9KsREkIc4QMP0DGbTJL0cEq5niIjKZHjwgUXC+v06RgNp9m/X9QGIy0NmD2bYwChONI7F2o31/MxnQ79jGHpiBF3uuj6pMQMITl6bCjp7Qto17tz506YLBb7Ofz0U0r0noQNRmQksaHCJTYZsw+dITiYrjmlCqOamhokJCSInn3IGFHeX7fCqKuryyvqyR2Ez3oy7foqlQn19fXiDEgusGPHDjzxxBP4zW9+g2HPnCsDoJgg62+rMBLQ2wu89NLElVQCQkJIBOzvT1pNZ9STLKxcSav+F19MmFnmS3hyPQnOsPBw4ODpIPCHbcXRe+/dtOJo+XLafB87Zi8+xlBPU6eScFyrnbx+sgNWriS7+Z49btY+xqiC+uEPqfI2mYDBQUWoJ7GIjSWnUGmpG/mLTkerGuek5fnwQ9Gry/Xr1zFjxgxFul6CS//4cTcPslioCvjsM2DvXo9F3KZNdFye6LS5ZjM+6u3D/wwMwN1f0t7rh6PXYkcvuelJSchMTERPTw+OCe0urZauTT8/4O23aUPkw2s0MZFOS1ubcq4nb8AY3UOV0PMbDAbcuHFD8uxDne6meUicwmq1jnaGlYRQGE2WmsBoBFpbG5CVlSVrPdy4cSOSk5OlPEXe8EsH/G0WRmFhRFkdOwacO+f1y0RHAz/5CRAURNRTQoL0FGKXUKtJKZmeTjd2L63IUiDW9RQYSFmF998PsJBgogUiIog3ugkQ5ttlZgJHjgAjI06op+Rk4PHHacvM+aR2jlQqYssiIlyL9kch3Eg+/xx4/XXUnDsnm3qSgsWLSVLksRHEGD2wokKUY621tRVarRZRozHb8hAWRn6Fixdpn+MUajXtXhYvBr76Cnj3XbeOs7vuon8/w0aoLl5x+hgDgC61CiuMRmR4iNZo6w3A6bIYNHfbdaIbbF2j7du32x8YG0uW16wsmi46ZmqyshDY8cZGK0pLS0VTT75AWJgyHaPi4mJkZ2dLpp6Skpy4MScBmZn2z8ERcqknVwgOJuOzjya8TEBUlB5BQXokyIwUNxgM+OUv3UqHrKA5q/UAikFTNBTB32ZhJKykWVnUkXEaOCP2pWgR7u2djW3bmLL3M42GrOfJybTi+9jGL8X1FBZGBZLZDOw/FYzBhx6jlQq4Kf1plYq0Xz/4AdDZ6YJ6Eoqk48dphEhDw6Qdn78/Gac2bhT5hEWLMNLfD83bb2PqJDoAVSqqJebMEfHgggKi1bq6aHy3C8ea4HpSehFetoz2DW53/SoVsHYtiYgaGkjx6+J7NGsWMHWKFW2Ix/mqKLBxxd4uPx3eCgzAVLNZ1I0zM7EfahVH2Q179/X2AtIZ7dixA2PmVPr5EU+9Zg1lUviI2goNpYXy4sU2xMfHi6aefIE1a4hBloOuri6YTCbpLmDQrdVh+sSk4bbb7EMPBIyMjMimnlwhNZUuLQWizzyCc46srEu45540WZ3hixcvjjry9u3bh7a2NoAKIAHvAFBxzmM551M553mc81Nyjt0Rf5uFEUA3nnvuodL944+9Tvm9ceMGwsLCEBMTjPJyNyJbbyFwVw8/7LObJeC966mjg2RQ73+opnqooQF44QWgttY3B+oGOh0QEmJGeXkFurpyXTewZs+m1eHdd2mA1CQhJMQWezBAzUq310lSEq4VFCAuNRXs7bcnNXGcMTq2y5eBq1c9PDgzk6pRxlxGw1dVVSE5OVlx11NoKBVxopigOXNIH7VqlcvvEWPAprvod59hI7RX7F2jfsbw89BQ/DIkBJc04gpVf50V6QkDKG20u9Pmpk9DYmQUmpqacH686EwQj992G/13aysp9xUEY8CSJSMICWmQTD0pjeRkyJpTxjn32vX0dUNpaals6unrgIaGBkRERMgKoH322Wcxb948aDQaGI1G3Hrrrbj77rsBYAoAwXLx3wDAGHtY9kE7wd9uYQQQv//AA8CCBSLvrmNhMplQVVWF7OxsFBSQrvv8eQ+6B2/g708LucUC7NzpeeCRRMhxPSUkUKempcW2LoZH0bG+//7kBWc4oLKyEjExabhwQYctW8jcNwFhYbRIRkbScZaWTuoxXr9OydinT7t+TGtrK1h0NIJ+9jPibD//fNIFEZcvkxDbI90RF0faqHvvJfqK89Gqb2hoCC0tLUh3N7lUJvr7SXzvEcnJ9hCkixepCzuuOhXotO24CxoH3vO3QUHoVKkw32jESgkd0ZyUPuiHtbjRSZ0ZxhhuXzCf3sORTnOE8B08eZKsr/v2KZqI7+d3HWvWTLmpA6EB++fmbWpBXV0dYmJivHYB791Lp3ey8dJLdBsX0NPTg6GhIdnUkyucOUODkn3dyDcajbh6tQF79uTIIWHw3HPP4V/+5V9gMpnQ398PxhhO0IylRgA2dSEEFeTbsg7aBf62CyOA+KC1a4m2Gh6WZJsdTz2tXk3NiEOHfKSXHh6mYmPLFlkp3uPR0tIiy/WUlUXB3dXVwPb9NkF2RMSkF0d6vR4dHR3Iy5uC+++nG+8HH7ioJ4KDidtKSCBXkNMKyjdYtIgkbgcOOJ+uMoZ6Eo7zoYfs4vFJEJAzRrQf5yRx8/iWISH27f+hQ9Q6teWY+Nr1dPo0BcpJGj3X1ESF0bZtY1bmJUuA6AgzqpCJistGwGJBqVqNVwMDwDjH7wb0km6aGQl6hAaaxqRg3+5MZ+QMmzbZYxzeeUcRS39XVxdGRkzgPN6nQ1zFoKWF0ik6O6U/d2RkBHV1dbKop4EBEqFPNoxG+z1pMqI4RkZo6fB1HVxWVobExHQMDqpl3aI45/jtb3+L3bt3I9oWc//rX/8aAMbPD3oCABhjit9cvi2MBHBOBceWLaIGojmjnoRxED6giQnBwUSpaTR0o/RiCOl4mM1mlJeXy3Y9zZ1Ls6yqqoDukSASZAsdmUm6+zi6nlJSiCltaqKsP6eykoAAOp8PPki6jkmCUHTExtKxjdeBT6Ce/PyoKwOQk3L37kkZGxMRQWHsNTUiROMCOKdjO3cO/S+9BBgMiI2N9elxFhbSV0JSp3bDBtoQlZWRPsrGu2o0wB2biM74fPhWqCor8XRICCyM4XvDw5g1LkrBE3QaKx5fX4EZU+xttyU5OYgIDkZZWRnK3G2t1Wqi1e6+mwLTXnlF1ndeoJ4yM/Pwyisiu2w+hMC2eFOgKTH78Otg11eCevIEs5nuOb5MZOjr60N/fz+io2ns0vh0dal46KGHsGHDBsyZMwfTpk3DM888AwBCufWq7V8hHvQn8t5tIr4tjAQwRvqDzk5qM7i5Abqr8tVqYucE8arE+6hnRERQ0cE52XtluqsqKysxZcoURVxPhYXk0ouKAhUajzxC/KKPF0bAuespO5vWlcrKsUGcY6DTkZ0fIEGNE3rFF9DpSPzJOXWOBLilnoSi4/x5STZ5OZg3j07P/v0ixzcwBqxZA+sdd6D7wgXMPnfO527F4GA6zqtXJXwdGCO32ne/S4mRr7022jUUwh634y7s0g/ghJ8O4VYrntF711UUNFsmM90rNGo11uVTuKPHrhFAYVg/+hHtuLwYoyJAoJ5iYoIRGem1rFIxCCGPUgsjgXqSO/vwZtv1TSYTampqlMu+cwGzmQp+X01Ecsy+MxrpTeQuJ++99x6ef/55XL58GdV2HSgD8GMAf2/7789s/y6T924T8W1h5Ihp0+iuWF/vps3gmXoSLsDKSuBPf1KksTMW0dF2MbaM9rpAPckN3BMgZJNwTrv3i2WBNDBMCNT0kYDYneupoAB44gmSl3hEXR0VRnv3TkpxFBFB6/Kdd9p/5pZ6EkbM33472eTfftvnFKDQBb37bml235qwMFgefBA6k4ns/D5egQoL6VhJiiAB6elklV+1arRruGYNEOhnwQXMxx8y6Jp6Vq9HpJfXBOfAGwem4cg1e2jfeiEFW0xhBNDmYuNGeyr+559LGjQ2nnpKTFRcqigZAQG0YEux7CtJPel0N7djVFZWhoyMDEVnHzqDxeLbDKOmpiYEBwcjLCxs9HzK7Rht2bIF//qv/zr+xx0AXgbQD8AIe/1yO2NMUWfHt4XReMycSR7S0lIawjUOUqinyEiq1rdscTFmQQ7i4oCf/pS8mHRgkl9CoJ6U1n9wTrXlzp0OSQgHDlAnzgdCZ0+uJ6GJVFzsIQ7qjjtIAHTmDIlWJoGuSkoibb3JBJw92wXOuWfqacEC4L77SGf21luKCnOdITKSwqQBcfWNELg3taiIOh3r1/s8djckBJhPmmbpNW1EBJ1TAGhoQMCeT7FuLX32D/zDJfy6pQXfHfZMr7sCY0BkyAjKboSNXlIrZ81CgE6Hc+fO4caNG9JesLGReLBXXnHTCh2L8dRTYiIVJJMorZsAxohOk9IxUpJ6iomhbugkfM3HYMYMIDpaj76+PqkBhl4hMZGiKHwBs9mMysrK0fUwOBjIySHprre49dZb8dBDD40Omd68ebPwqxgAXwHQAHAsvSwANnj/jhPxbWHkDIsWEQcj3GkdIIV6iooiWk2vp+JI8ZmRgpru7Fng1VfdhteNh9KBe45QqeyjQz7+2Jb2vGEDVQEffaSoBVms64lzOk2ffuomvogx0p2sWkULz7Ztk3bXPHTIipdfHkBIyExxT8jOJkp1+fJJG4J05Qrwv//reTEdE7gXGUl3SoDseAcO+Kwbt24d1bayGgnt7cC1a9gUQa7g3SN34h8PHXI5oEksspL7MWjQoKmLVoxAPz+stg3J3CGMIheL7GxyVXIO/PWvNBvFzTl1Rj0J/1dkXeUzbN4sPstIaepp9mzq2E7yNBSsXs2hVl/xqeDaEbNn2xMglEZ5eTnS0tKgs7WIpkyhPZuccaEHDhzAhx9+iMDAQLz44ovYunWr8CsDgFkAxpddIQAe9/4dJ+LbwsgVFi6kbajVOjrqYnBwEO3t7ZKop6Qk++Z+61Yfbe5jYkjH8e67ooTjAvWUm5vrg4MhOI4O+eADoK3Pn5xVyclEU7qcOSENYl1PjNHnEBZGn4NLepMxKjZuv53oi0m6a6ak1CExMQC7dgWI30EnJ1OHE6BWWHm5z44PoMV0aIgMZ64gBO45nfV04wZZ0H2kjxLWmJYWGR3a+fOBhx5CZ0EjVIEGHMUKDJyT76zMSNBDo7aODXsU605zhuRk4LHHqOWxcyclezuBY9aP4yKcmEhFgcTYMsURGyt+ES0rK8O0adN8Tj35GgL1FC5DLyYFvlIFDAwMoKurC1OmTFH0dTnnuPfee/HEE0/giSeeAAChQ+iHiUWRgELGWLRSx/BtYeQJJ0+SlqO0dJTblko9ZWTYXUg+WWfT0uzVl4jWVHV1NZKTk0eTRX0FYXSIn58tFNnPj4qj1FS6kcvsxnR0dIijnhyO58EHaQF1mXEkYMEC6hwB5KrzIedgMBjQ3t6AJ5+MhslEjSpJzCjnRP9t3SprxI0nxMTQ0PriYueMqKtFeBRr19LWtbycBvoqNUHUAQMDpKM+JSMDd1dYGH6eOxV+r5+HRaXG/uupsgs5ncaK9Hg9yptCRxeqtfn50KjVOHr0KLq8ESIKF/Stt1JbAJiwCjY2NiI8PHwC9aTTkaRykibNuERLC+kRPS3e/f396OvrQ0rKeMe296ioAP7wBx9oQN3AbDbjt78dQnm57zal4/Hhh0QoKAlXWq9Dh4Df/17+62dkZOCZZ55BYWEhANLDAqOjCYcA9AEQBLYmELW2WP47E74tjDxh0SIgKQkDb72FwPZ2r6knoZ3JGGkmFa/iMzMpabG5mSzyLoqOoaEhNDc3+zRwzxFhYcCTTzrct7W2VtJDD1GV6OWJsFqtKCkpkZx6GxlJM94GBkQyemYznc833/TJQg4AJSUlyMrKQny8Gps2UWPlyy8lvABjdE4zM8nK70O6qrAQiI+nrtH45mRdXR2io6NdB+4xRp3YBx4g+5iDE0wphIQAeXlk3JPALI/CYLHgZxUVAIB11mTAyrDDcgc0pfJnFRZM78KauS2jH014cDAKc3NhsViwe/du715UpaLwpcBAake/9x5RlrDPPnRFPbW2ug8ZnQw0NtK17u4y4Jzj2rVrilNPnNNXWnGJgxuUl5cjMjIKGpHp6UpAsOsridbWVvj5+SEyMnLMzw0GZZzYfX19OHHiBJ588kk88sgjsNrXs8cB3AfgGdCsNAA4CiAKwC7570z4tjDyBK0WlvvuQ4vBgOxLl2R7XPv7KflUzo7WJbKzge98h9R9LlpTkxG4Nx5C51swUhm5liwpQtFx9qzk16ytrfV61lNyMsUKFBSIeLBGQ5YsvZ70HB0dkt/PHbq7u2E0GkdnPeXmkubCibzNPQT//4IF1OX00SBStZp0PENDowwzAEq9raurw3RBpe0OmZmUlL1okU/yowoLqcHjTfPsd42NqDUake3vj98tI55pL9bB9NVV6I4eBZPhAk2OHkJW0sCYr+YGqe40dxgZoT/844+B3btRdv26W+qptpZCtRU3hkiAmCyj5uZmn1BPgnNqspxper0eXV1dE4oJX0Ow6ysFi8WC8vJyp1IMo1GZLmRHRwcKCwuxd+9evPXWW0JxfwHAKwByAfx/AGyBD1gKwMy5crvBbwsjEahuaYH6kUegDQ0lnkOGUCgkhARqBw74KB07L8++4re2jinfpVJPvkBDw7iRWmo1tR8kVIoGgwGNjY2yZj0JSQstLSIs3qmpJHa1WokCkuoicgFX7ehFi0i4z7nErodKRQ6wW2+lFcdHxW9SEvCP/2ifrgF4EbgXE0MZVwB9CIcOKVbIxcWRi+7MGWmLXoPBgP+spzmVf8nKQnqqCvOzBzCMQBw7Hw7W2wPdoS+hkqFY7tVrcb4ycrRrdNt8Koz27duHIW9aXI4IDCRBfmEhRk6cQMD77yPFTeEpBJXfzDwjT4WR2WxGRUWF7ABaZxDqxcnIMvJV10sMlC6MKisrkZKS4tQFPDIi36ovQK1W4+2338af/vQnIQhVDWAPgGcBOOpAzAA3KtV5AAAgAElEQVTuVuZdCd8WRh4wPDyM5uZmpAkWhnvukeUCYoyiktLTKYrE1rVXHoODRP98+CFgNntNPSmJ6dMpE6e6mtzwXK0h+m/GDEoQPHbM84vATj0pMevp6lXg4EGiXtwiLo6GpQYEKMY/eKKe9u6lOkxSq5+mhJKeByB9lA8CFkNC6N/6eqCrqxeDg4PeB+6VldFn/+GHivEay5ZR8d3aKv45P6+shIFz3BMVhVW2ynnTA1RYfDawGua8PPCgIOhOnoSmuNgrurK2LRgHLyego4+21YmRkZiXkYHh4WHs27dP8utNgFoNfsstKJ41C0mBgWCffOLyOP9fKIwqKirGuJ6UxGR2jFxRT5MBi0U54+rQ0BDa2tqQlpbm9PdGo3KF0V133YWKigo8+eSTuHTpEgDMAFAEYHy1HwyF06+/LYw84Pr163bqKSqKtssAragSAtYcoVaTVjo+ntzrPrHMBgVR56CyEvj4Y9RWVXlNPSmJOXMoo/DaNWrjc5WaqCphyJyHuQ7jqSe5WLOGmJ0vvnA+t2wMIiKA73/fHo0so3MohnrKySFh6OefeykZ4pzyCV5/XbEulyNaW4E33uDYurVB3k64qIg6XZWVRFfKTHMHgJQU4Oc/F++6uqLX45OuLgQwhv9xmOmz6Tt0i9yJO8BKKmAsWgnL1KnQlJRAXSHdBZiZNADGOCqb7WLoDXLcaU7Q3NwMdW4uAp56iq5VxqhtMO569fOjW9rNLIyCgqix6aww0uv16OzsVNz1JCAwkL5jcqzlYjCeepozhww5k4W8vLHdXTkYsx46wbRpyr3Xxx9/jIyMDLz88stYvHgxAGhBzjRnmMUYU0yZ/21h5AYuqafeXpqs+d57Xm83/PxIL5uXR4Jgn2DePGD9epivX4fhvfeQMUmCa08oLCS6aJTlU6noBr54sdtBc74YuKhSUdMqNpZYUo8dhuBg6sGPjFDBceaMV+8rhnqaOpWKyOJiL9+GMQqU8venIEi36ZbSER8PxMV1oawsFiaTjMA9xoj+ffBBWiFfe00Rq5CfH9WGYjQ0aVYrfqdS4Y+ZmUhxoAhyc4EArQldiIahsQvQaGCaPx+mggWwpE+jB0moWoP9zUiKGkZFk/18CSnYX3zxBSwy8zzGUE/h4fZxPHv2ODUQJCQoOo9aMhgDnnrKbgAVMBnDVYODaYPqo7prFFVVVWOop+XLfRe46AyFhUB+vvzXaW9vh0qlQkxMjMvHLFliZ8iVwFNPPYXHH38cI9RJtsLuRhsEMGL7mRVEpyk2W+XbwsgF3FJP4eH2CaUyNEdBQWTjF5KPFRiePREFBajOyECqXg81tSNvOoQcxdtvp/9vsTj8UOgEVVRMWHA8up68hE5HRil/f5dxMBOhVpPlbs8e6nRJWBx7e3uh1+tFUU9LltAObP9+N8GU7hAVRRRgQgK1J0+fVsyxZjKZMGVKCeLiYrBrlwIvO20aJWXn5tpFYDLxySc0b9ndsQn6jx/MmoUfjftMrFZg2ERilBCDbQw8Y7BMmUoFstkM3eHDUDWK/3AyE/vR1uuPXj29bkZCAqbExqKrqwsXLlyQ9PeNR0VFBaZOnTqRepo2jYwDL788hr+//XYyItxMhIRMlMO1trZCp9PdFOpJSQwNDaG1tXUM9WQy+WCGphsYjfLle8J66Gzs0tjHyXuf8bjnnnvw/vvvO/5oDYBFIAF2IoAAzrmacx7EOT+o1Pt+Wxi5gEfXU04O2XOqqoiukHlFbNtGN3C5+svx6O7uRndWFoJ/9CMvrE6+A2P0v+5u4M9/Hqe1qqkht9pnn42eV0muJy8QGkos2R13iHyCRkPdmPx80sfs2iXqGnAcuChmJyxo0hITZYhEg4Jotl5ODl2vChVGZWVlmDlzKtauVaO2dtQlLg9RUZSSrlJRq+fwYVmU5fTp1BFxRZO2joxgT02NS9eT0G0KQT/UQ05aT7YVTvfVGWiuXBZ1DWQl9UOt4mjtJf0oYwy32KZO79mzR8Rf5RwC9eQ0gDY3lwIhw8Lou3XgAGCxICBg8pOfx6O0lEYUCnDnelISnAO/+53TyU+KwRn19PLLdGubLLzwAu3f5KC6uhqJiYkes+9+/3v3AbBSsXTpUtx///34xS9+AQAqzvk5znkJ57yBc97NOfeJQuzbwsgJRLue8vNJpFJcPNa77AUKC0la8f77yokBxyzC2dn2obNffjn5A4JcICiI9MwffeQgg0lLI93J5cu05bdYpLuevEB4ODWC9HqRJimViiqp5ctpLMP+/R7fo7GxEWFhYZJmPfn7U9Nn2jTRT5kIrZY4w/vuo+MeHJQldHYM3Js3j8wEiqe6C/MKt2zxescwYwYVva5Mj7+orsaGhgYcd9GhErQvIRgAcxa24+8PY1ERzBkZ0FRUQnfsqMf0+fBgE/5hYxmyk+3CmtWz5RVGoqinyEiKSViwgNwG/f2wWmkhUyiI3ivU19PnI9Tr46knX4Ex2myIGBbgFdrb28EYc0o9TcKM6lHIFV8PDw+jqakJ00TcgIxG3wysffbZZwEAjLHZyr/6RHxbGDmBJNdTYSFN55ap35k6lTTITU1UJCixyNTX10+knsrKSODstaJXWQhaq5AQkmx1dIDuWEVFJB4vLsbgm29C39vrvetJIioqqAl0UExjljESSNx5J2mk3EAI3Mv2Qp3IGH1cJ07IyMBijHhDzskB5mX69HjrsUpFhk1b00M5LFhA7bKGBtIdeSGGUaspU7K2dqLI+FRfH7a0t0PLGG5zoZsQ6O1Q9DsvjABApYJ57lwYFy6EqqcHOhEBSjrN2Kp72YwZ0Gk0OHv2LDo7Oz0+fzza2trEUU8ajZ0/i4iAinGUn+31nTtWBEJDaUEdGXFOPfkSWq1vXGlfBxewALl2/ZKSEuTk5HhcDzmnQtMXE1sc1rCXlX/1ifi2MBqH7u5ujIyMSHM9CQt2XZ0sK3dODrEIlZWimg9uYTQaUVtbO5F6WrDA3o35mhRHQUH2IOwtWxwcKkuWgK9fj87TpzErLGzS8j/y80kLfOoUNYJEPyksjM7nwYNObTbl5eWyZz21tNDLe6U3EsAYzfbo7SUBuURbkrPAPaFwUyADdSzmzKEMKZOJjtWWMyQF8+ZRAX7xov1nFs7xhG223C9SUzHNBUUgfIxuCyMbrKmpGFm5Cqa5c21vYnH5/Ro0qPHuoTSUNFBGXZC/Pxbn5IBzjv0Sv/xezT4UOpbXryP+2kG0HCr10SBHzxCiHwYGPLuelIZO55vCSCz15GtwLq9j1NnZCbPZ7Hz24TgIVL8PkhUE9IH0RT7Ht4WRA6TqPybgyhXyoHsMxXENm5FMXCqzG5SWliIzM9M59VRURAvjpUs0gPJrUBxFRlJxFBc39ovVGB+PwUcfRYjQjpikY123zj5ho0bKDNGuLopcHpeS3d/fj56eHlmznhijxlR4OIUby9KjTZtG/JxKRZ0jkQNo3QXujYxQ0aaIENsRycnUlZ0+3e6ykgB/f8o9dJzi/mpzM64MDSFZq8Uv3diSxhRGQ0Me+VUeHg4eHAxwDu3Zs9CePetUaRvoZ0HfkBYVzSGjP/NWZySLesrJQcKCZHQVt8L46ltULE8yhBqttrbTJfXkK/iiMPJEPU1mvqNwuXpTGFmt1tHZh2IgnEcfFkYNAKDksFhXmPTCiDGWwhj7nDF2mDF2gDGWzxhLZYztZYydYowdYYxNsT1Wxxj7q+3nFxljt/jy2Orr6xEVFeW962nDBrp5794tS4laUGBPPvZigzzqekoSMpecoaiItDE3bkzusCA3SEiwu8PMZmB4mKinzIUL6QFVVbSIK61QdwKVioyHMTG02Ite6KOjgUceoW3aG28AjY2KWo/9/EgqNDREmn9ZBUhsLLnAYmJGxbie4NL1BPrc1q4lOtixO6MIQkPpAxFGyRw5IkmNnphIiwPnQJfJhP9TXQ0A+ENmJgLdrBqjGiONAYxzKo5EgoeHQ93YAL9DX04YJcIYkJEwgJqWEJgtdE0IhdG+ffscZ0O5hWzqSaNB/KZF4DPy0FZvmOBamwxQx8iK4uJaj64npZGTQ5JGJeGJelqwgN53srBihXeRBHV1dYiNjUWQyLE9ajW5aIXgUB9AKGF/67N3sOFmdIxeBfAM53wlaBhcI4C/AvgL53wJaAbKn22P/QWAXtvP7wDwEmPMJ/OgBerJ1cBFUVCradVKTaVVq7JS1jFdvkzRI1IWGdFdL8aAlStJjOnv77btP9mwWolS+8tfWpCW5kA9cU48zVtv+SjbYCwE/dNDD0nc5SUk2FOy33kH7SdOIDAwEBEKWdATEqj7UVOjQG5jcDBRVQ89RNevxeKyK+LW9WTDzJmklzt40If1a10dibL/+ldJHY6KCuDFF4H/W1WLHqsVK0NDcbeH7sSoxsiPNg+iCyPGYM7JgXHpMsBggN+XB6FqGvthZSQMwGhWoaGDFp7piUlIiY5BR0eHaNu+EtRTQgIQlhGD4bsfoh3ZJI+siIgAHnigBoWFYZMeQLtiBWWqKQUx1NPChWQKmAyo1XSbl1oYjYyMoL6+HplucuXGIyCAZKHJyRIPUjq+7+s3mNTCiDEWD8AfwPcZY8cA/CcoqCmbc74TADjnXwDIY4zpAGwADY0D57wJwGnQwDiX6OnxrgHilnqSAq2W2h7x8eSqkYFZs4jx2LmTNNNiIMn1JIhxrVbiZhTnQLyDSgWkpg6ipAS4fj3FfkiZmbSA9/ZSN0aBhGRPCA2lhFyzmYTPovNHIiKAH/wAlrg4VN+4ofisp3nzgMcfp4Rn2dBqiZ/jnC629993+iW6fv06ZsyY4bbgZoy0vSMjZH70CTIy6DvW2wu8+qpoR2hQELGbs4vVuCswEH/OyvLYwRul0gJos8oGpU1ctcbHY+SWNbCGhEJ78eKYLteU2EFoNVZUt1CHWqpt353rSQrCwihkcfqCMNooCYvh5cuKBG16gsEwjObmG6JcT76AUrc8sdTT0JDvnHATj4lctlJzkwQDkpT10GKh770vlpBe2gDNE/6bMeYDibcdTMGBtJ7fjLECAPsBrOScX2KM/V8AKQDmc87zHR53BsAmAEdtv+u3/fy3AC5zzj8Y97p/D+ouhfv7p0X//Oe7sWpVm2he1WKxwGAwiG4ZioHKaIRVq7WrUr3chZlMDPv3x6O7W4c1a9oQH+/6G8U5h16vR3BwsDTKhnOEX7yI8GvXMDB9OroWL1Zk1/hazWuI8YvBpqRNkp87ODiI4uJElJREYO7cHsyebXdP6To6EHfwILhajZYNG2Dx4S6z29iNP1f9Gbf4P4KKY8uRkTGAwsIu0afHMDwMlVoNnU4Hv9ZWjMTFKb4j/7T8JBpwEU9kPgadSh7BH1xejqivvoIpLAztt9wCs41WNpvNMBqNonf0166FIjzchJSUiWNzXq5+GSmBKbg94XZZx6rt60PsoUPQ9Pejc+lSDIpYWHftikN/vwWbN3eOye9pNbTijbo3cH/K/UgLsnMr77wzBW++mYZ/insNv2v7e1z81a/Q40VsMbNYYOxrx3/rt2Jj5DrM1KTB6u+Py9ejERpsRPpUqsBOnT2LZ59/Hrm5ufjLX/7i9jX1ej0CAwO96hZtb9qOflM/vjf1e86P12hE8qefgpnN6Fq8WNS5FYutjVvBwHBfyn0AiA4sK4uFRqPGrFnSXZIC+kx9eLH6RdyVeBeyQ8U5P0+ciEJrqz/uuafJ6/cVYDQaYbVaPWq9tm9PRESECUVFHW4fpwQGBjT45JNkLF3aiYwMcUW9t+thU5M/DhyIx223tSAuTjl5RmdnJ+rr6/HP//zPAJADoBTAP3POf6/Ym4yD70JhnKMXQAnnXIhg/hjAiwCixj0uBkAngDYAsQAEi0+87WdjwDl/FUTRITd3PtdqczA4mIM77vC8BnHOcfLkScyfPx9hYWHe/VXu0NtL3Zg77iBlsRcoLCRKraEhDXfdRRSPM1y/fh3p6enezRYqKqIwvWPHiD8Qc/LcoGe4B5WVlViSuQRFBUWSntvU1ISOjg6sXz8H27cDV69ORUQEjVMbxYoVwNWryFi92qet//evvY/+un48dHcRatJTceQINdkKCz0/V6/X4+LFi1i2bBlYYyPpYgID7QGGCqC/H/jF0a3QhKqxZuWt8k9FURFlc23bhumlpcDmzbAkJuL48eNYunSpaIFvUZGL4x3pR01lDZZnLEfRAhcPkoK1a4Hdu5G2fDlppdygbHAQc1qqceXiNCQl5cGRNd9WvA3dDd24ddmtSAq1a/N276Z/Y6L9gTZgem8fTEbvkjZPqzrQbWjCnOp6zK8qhWnhQuRPt72WTT0xPTsHv9ZoUFpaipkzZyIqavytkVBVVQWr1ep14OmLH72I+Mh4FNk+qEuXyFD74x87XJoLFwKffIL0hgbSzt12myLK2t+9/zvMipuFoqIidHV1obKyEjEx82EwuL5uxOB4/XF01XZh4YKFmJswV9Rz9Hpq7BcViaeMnGFkZASnTp3CsmXLPHZZiovpUpXzt4pFZyc5axcunIqZMz0/nnOOEydOoKCgACEhIZ6f4IDSUlKPrFgxFUqMshweHkZwcDCsVis2bNgAABcACC6R3wHwWWE02RqjKgD+jDGhnL8F9MdeY4ytAwCbwLqYc24C8BmAH9p+Hgey6p109waBgaQpvnhR3LD2GzduICwszDdFEUDdov5+4N13vW5LBwZSTszdd7suigTXU6rYqZnjIWiOhJMnc9L3wZqDsHIr1maslfQ8R9cTYzQyZe5ceyLCKGJjaZCYEJ8ty7/uGodqDyEzKhOpYalYsYJm2x08KM7ENYZ6SkmhYu7iRWDrVuWsMH79GAy9iMi+IuUEz+npRKn4+QFbt6KqtBTJycmSXU8WC9XajuGBZ5vOwsqtKEwRUVmKgb8/fTFiYuxBT070Z31mM5ZdvIj/SOxFcIp2wuiXs01nkRiSOKYoAhyoNBsz7cmy7w6XDTXQMg2yE+YAWi10x49BXV6GwWEVOvroix3s74/F2dlubfsGgwE3bnhPPfWP9KOmpwZz4u3BU4xRTFR3t8MDw8LISLB8OdFqf/2rbEt/11AXWvWtyIvNg9VqHdVDhoTIlw2WdpaCMYasaPE6UaVcaaWlpZKpp8mA8HGJZU8aGhoQEREhuSgC7CyxEjlGn376KQIDA2G1WnHmzBns3LkTAAJAc9F8jkktjDjnVgCPgETUxwEUAXgOwE8APM0YOwnglwCetD3lfwEk2ai1nQB+wjn32KNbuZK6C+Xl7rlVk8mEqqoqrwL3RCMigsYxWK0088OLQD2AbszCfbCsbOxNRDHXk1AcrV4NUdsLN9hbtRfpEenIiJQ2RrqyshJTp06Fn60CVKupOBLWPWdTuPHFF1R4upr74CU6hzpxpe0KVk2lCZdCoZaYSHIsd9dWa2srtFqtfccvnFshqOrttyl9WiZONZ5CYJAVhSnLsGePggNBo6OBH/4Qwxs3oqWzE+lpaZLFAyoVfST79tklS6caTyHELwR5sT4Ivuvpod3QK68AjY1jfvWr2lp0WiyIDgrEPau1WLLE/jsrt+J883kUJE3MyBgVX0fQrVKqxsgRVwy1yNGlQBsehZHVq2FJSoL26jV8+o4F+87aYwhWeUjBLi4uRnZ2trgAWie41kaV6uw4ewtW2OFPGKKsUlGA6cMP00ghORHKAIo7igEAM2JmjHE9hYZS90ZOIH9ZZxmmhE1BoFY8ta7V0oIuR1HS09ODoaEhJIi0YwnqismAUBiJqdeMRiNqamq8NiApYdc3m81ISUnB3Xffjfz8fFgsFhQUFODBBx8EaD4aAEQAAGPsNu/fyT0m3ZXGOb/KOV/JOV/GOb+bc97HOa+3/ayQc76Kc15ve6yRc/5dzvlCznmB2CFxQt7LI4+4vyDKy8uRnp4uK3BPFKKjqeUzMkILophx3y4wPAzs2EGurWGbfKO5uVk51xNjwLJlgGD1r6yUfLdq1bfiStsVrMtY5/nBDtDr9ejo6HDpejp6lNzEE4KB77qLzvEHH1CfWiEcrj0MzjlWp68e/ZlWC2zeTB+nq2tLCNxzaj2eP5/GcrS3AzbLuBwcqz+GyIBIPHnvDPj5EWur2IDKwEBc7+sj19PZs+S0lPDijFEml15Pnx3nHKdvnMbCpIVQq+QtsE4hjLzQasm5aGuhFQ8O4k9NTWAAXszKwowZDI5mm9KOUuiNeqeF0WjHKJLuEd52jAYsw6gyNmNOgC0hX6uFaeEimObMxnRejuYWNYZG6JwIAuy9e/dOsO13dXXBbDZLC6AdhyttV6BiKsyItV+fMTFU80wojASkpZHPHCB730cfeaUgvt5+HSqmQlpI2hjXU0gI3Wbk7BVKO0uREy3N5CAs4t7OIVQyisMXEL6uYurZsrIyZGRkeL0eCoWRnOVUq9Xixo0b2L9/Py5cuID6+nowxoRBsjc45wyA8GkpOJVtLL6xAY9qtb1N+tFHE9N4ZVNPUpGQYJ99IUNfEhBAs0s7O8k8NDzsOnBPNhobaU6HwzBXMVAxFe7Pu19yYeTJ9TRrFi22W7aMqy2DgijBLymJKgOZE8oFpIal4u6cu5EWPjboJCSEmDzOiSYaXytUVVW5p56ys4Gf/pT+IEBWL39W3Cw8OPNBhIao8J3vUAaWzE39KNpt7afY2Fjael67RgWHhMI+KYmo0DNngKZ2A4qmFOHWabcqc4DOEBtLYZBTpwKffw5+4ACeLC+HBcBjCQmYa6MIBgbskQKMMSyfshzzEycOWR4tjKJpBVUNepdBMMRHsDwwDwv8HSoyxmDJnI7kO3NhDQhCXVswWHc3spOSkBQVhY6ODly6dGn04ZxzFBcXy876iQ2Kxe2Zt8NfY78+1WraW7RNUHA6QV8fCUpefnlCZ84TogOjsXbaWtRU1oyhnsLCqCvurVvLaDEiLybPaXHrDklJHif5uIVAPUmZfbh48Ti9pA8RHk6SQRdStVH09fWhv78fyTK89ikppJuS0zGqrq6G0WjEmjVr8E//9E9It43ast2L2hhj9wPwvrMgEpPqSpsMzJ8/n593SJ4eGKBJAhYLRctERNh2rqdPIycnR7FsGdEQHGoWC21TvByUWFJCBV9AQBPuumsEmZnyZrW5xNGjJBSZOZM6Mz6K6m9tbUVTUxPmzZvn9nFNTbQ2CzmKYzRXJhOwbRvdXR991Odjw5ubyS0+dy51KBkjh83Zs2exfPlycW6hpiYqPjduBORkaI2D1Srvz7darTh27BgKCgrsTrTSUuoaBQYC998PsQpLvR743/8l6dLmzd4fkyRYrcCXX+Kj2Fjc29ODCJUKlYsXI8q2nW1rA156iXJXHGk1R7S300SSlhbgwq/3IP+Z9TDm52PwX55W/FD/vCsL6QHNuKf3DVimTMGTly7h7cOH8Nxzz+GZZ54BANTW1sJgMPhmEwT6qpvNxKR7xI0bNOC5r49Ww6VLRV9wPT09KC0txeLFi7+WXRaxMJlMOHHiBJYuXep71sGH4Jzj1KlTyMvL853WVgLa2tpGO6JPP/00nn/+eTz11FN44YUXLADUAE4A2AigC0AW51zxRNJvbMdIQEgIRd9YLPYh3S0tLYoG7kmCQDB//DEtiF52C3JzgVWrhlBSYsLQ0FRlj9ERK1aQyPnatdFJ9+7Qqm/FheYLsHLxHSa31NM4JCVRhmZbG53CMXW9wHM9+CDdpGWIB6q7q9Gqd8UrEBIT7ZNVBDFvcXGxtMC9sDDa1m3dSqNEJKCyqxJDpokdjIoK4M9/lsXYoqamBgkJCWPt+Tk5wPe/T+f0zTdFJzgGB1PhOG1enaTrQhZUKgyuWoWnbCfhv3Q6RDnwRHFxFHr31VkT2vUTh7bW1dFa39JC9WrePdngGg20ly5B5YXQv8fi+sNQqYC0eD1qhhJgysmFuqEe62z1giDAHhkZQV1dnaTAPWcwmA0wW53ToStWiCyKAErxe+wxuhEdOiQqLdtoMcJitfiEenL1N3kC56Rw8Ebb5C311Nc3Kfm0AOhv6+52z4A3NTUhODhYdlE0NCTvniNAKIrq6urw/PPPY+/evXjhhRcAKopWcM6XARAunufkv+NEfOMLI4D48/vvpwvy3XctKC72EfUkFowRjdLURHyYlwS3VnsV//RPYZg928cf49Klo5PuPYXp7Sjbgcd3P47u4W63j3OER+ppHKZPp4V2wQInTn212p7k/f77pJL24q73xzN/xGO7HoOnjmpREdUL+/cDZ850gXNO1JNYBAdT60sYzCZy/gjnHE/tewrPHn52wu8iIogC2rHDu7pQcD1lZDgRzick0BiRDRuocyQS6VlD+OnRzXjl/CvSD8hL+DGGzWYzVoWE4Ifnz1Or0YFmLSgASnsvYdWb63CuyV6UFhfTJV9ZSR2jo0cBXVYa2OOPg3GOwPfek3Qcg1YD/q7xN9jad9TlYwpzOvC9W2phyZsB49JlWB4ZCRVjOH36NAYGBhRzPX1a+ilWvLUCfQbnJhCrVYKMTHAEPvywvdvpZsU/UH0Ai19ZDJO/aQL1xDlJBL0dM/n0gafxxO4nJD+vuhr4r/+i7q8U9PX1oa+vzyvq6YMP6LY0Gaiupm6tK0O0yWRCZWWlIuvhgQPUQZeLvr4+cM6RkpKCvLw83HbbqMbayjk/xhhbD6ASAAfF+SiOb15hJEw3H/ftTk2l73B1dSciIuyup5uGnByipurrgQ8/lKyYFVxPM2dS16utjXJIfIYlSyhq2Y1FmHOOfdX7MD9xPqIDxc35GxoaQktLyyiXLBZz5lCBBDgRYwO0DU9JoYXwk08knd+BkQGcbTqLVVNXedzVMiZov614440+ZGR44bbS6ajTNX8+2c2vXPH4lMruSrTqW7EsddmE38XEULxPVRVw9qz0w/HoegoJsbsWq6qAzz/3eH7PN5+HyWKGvqJAKQmYRzTW1+sozokAACAASURBVOP7MTE4mJ8P9Q9+QALinTvpf2YzsrOBLr9zGB5UjwqRL10id3pTE/175IhD/Nizz4KHhkJ75TI0166KPo5rhjpYwTFd53p2YWSIEWFBtEGyxscjYP3tWBAbC7PZjF27dklyPbnDldYriAqIQpj/xO7A8DAVCZKKE8aIIxViM/70J2DPHqfXw9XWqzAYDCicPTGqgTE651ILFAGlnaWIDIiU/Dyh2SOlcf91F1w7wpNdv6KiAmlpaU5nH0qFyaSMVT80NBSnT5+GWq1GcXExduzYgaVLlwKAijH2LoCPQM40BmARY8w7PYobfPMKo5ERWly2b5+wXU5J0WPt2grk55Pg+qbLq2bOpCDFqipJWwhn1NOFC2SL9mYhFA1hhaitJS3PuJtfaWcpGvsasXaa+OwiydTTONTVAX/5i5ObOWNkM167lloAH3wg+u53vOE4zFbzGDeaO+h0wOLFdbjrLiAy0ssUbpWKZmn83d/ZRdnujrH+OBhjWDZlYmEEUI01fTrt4kQJam3o6uqCyWQS73pqayP31zvvuLUUnWo8hSBdIMJHZuHQId+PRLih16Ourg7Tp0+nxSsggMaILFtGX5a334aaWTEUeRZTAmbAXx2IS5eISurupobY3r3EdI4iOhrsX/8VABDw4YeibyBXDLXQQI1cP/dGj+qWYBy5ZtsABwZiuS1F9NNPP8WsgAAwCXPhnIFzjittVzArzvn1FRBA17KU62UMQkPtSvvXX5+wYzlVfQoz42fCT+d8U+ptllH3cDfaB9slO9IAu1BYSmEkUE/h4eGS3w+4OXZ9Z4XRwMAAurq6vAsEdgKjUZH8TwDAkiVL4O/vj+HhYWzcuBEnTpwQfvV3ABxvskZQ7I+i+OYVRv7+JMMvLqY7m8MVeP36dcyZkwvGVDhwQFwApM+Rn0/FkTBBXgScUU/r1lE3e8+esYF6PkFPD6m/P/hgDA24r2ofNCoNVqatFPUyHR0d0qmncUhNpdFZu3e7CF1cvBjYtIkmrm7fLuo1v6z5ErFBsciNyfX8YBD11N/fgDVr6AbT3OxlHgtjNF1SpaIVYssWl0NSj9YfxYyYGS53yULmkr+/uDBKwO568jTraQwKC6mYa24GXnvN6arKOcepxlOYnzgft6/TYmiI9i6+wq7OTmSeP4/jsbFjqSeViiqf++4DcnMxYBpEt6oU9xYW4MoV+lVPD9G0n3xChcIE/OxnQGwsNFVVNPtMBC4bqpHtlwx/D+NaWroDcKY8etS2v8LWlbt8+TKCDx+mfCaxQxOdvb6+BZ1DnS4LI4D2Pl4XRhoNpWPffz9xua+8MhqZ0NnTidreWhSkuXaNeVsYlXXSOcmOlp5HJ7VjZDabFaOeJgOuCiNfdL2U6hgBdHzDw8PgnOMnP/mJ46/GV9UhoGH0iuKbVxgBRPssXkw7l+PHAUwM3NPryWylWFqwHMybR9oNgFYxN9sJV9STSgXccw8JSrdvJ32Ez5CfT6tuTc0YAfm55nNYkrIEoX6eratWqxUlJSXSFmEnUKloXU5MJDF2k7ORR3PmEFW10nPBZrQYcbb5LFalrYKKift6lJSUjFJP7e20WT50SOIfMh69veT8ef31CfxC51AnSjpKsGLKCrcvERQEPPEEUUJiUFdXh+joaATb5qOJxowZJMq2WCgdeZygoaGvAc0DzShMKURiIjXEvvrK66xTtzBYLPhpRQUMAEJcWahzcoDFi3Gx5SKshmGEnk3CqlV8tCj66CM3O9+gIODf/g0A4P/RNo8V8KDVgEpjM+b4e6aK0+L14Jyhro3O/5zM6fD380NVVRVa16+nnKatW6k17EUC9ZVWomgdE6/HIy6O3HhyghaRlWWfcNzSAs459pzdA62/FjPjXAfHyi2MpCReC5CaY1ReXi6bevo6dIxaW1vh5+eHyEjp9KMrKFkYAcD58+eRlZWFN954w93DGICNTGFOU/2rX/1Kyde76Xj11Vd/9fePPUZamN5eoKQEllmzcPHqVcydOxdarRaMEc3Q3Ew36IQEsn/fdNTVUZdgYIAO0MlnffnyZWRmZjpdvNRqisipqqKdr8yawz0SEigc48wZotby8rBxxnewMHkhArTOttpjUV1djaCgIEV0E2o13YuLi2lywZw5Tha26Gha1DinVmFwsFPxsFqlxqbsTZgZNxNBOs9DFLu7u9He3o4s26T2oCD6+L76it7S62ZYWJj9jzp7lqzxtqI+QBOAVWmrMDt+tseUX+FG1dJChYirWmFkZATXrl1Dfn6+d7SmoDvy86Pjdrh2A7WBmBM/B/OT5iNAG4DERPqThofpelUSzzc0YHtXF3L8/fFmTg7Ubu6XoX6h4If88Itn7kHfoBZFy634fCfzTAfMmQO8+SZUjY2wpKTC6kaAa+VWpGhjMD8gE+Fq9wVnsL8ZF6ujoFJxTE8aQINOi+ulpWhobUX+kiWY+dBDJBX46ivalMycKSm0SqPSICYoBiunrnRZ9A8MUCrDrFmStPUT4edHL5KejqaWFphbmpAenYSi3PUur9meHmJj58yRNv7QZDUhISQBS1Jc5C64gUpF7zV1quvvhoCBgQHU1NRg1qxZsrosAQFUM3rKFlICWi3dg5KT7WkKFosFFy5cQH5+vqIjTHQ6+ruUWEutVisWLVqElpYWWCyW8SYY7vCvFYA/gNd+9atfKeb1+2bnGFkswNAQKlpawBibYHU1GimIur2djBUpKTfhgMfj0CFauBcsoNhghy9gR0cHamtrUVDgPsRsaIjuS0oF/blFSQlVYhKGzhoMBnz11VdYtmyZ12MNnKGri1zDixa5ORS9noLprFay9Se5FsR6Auccx48fR35+/phC1WKh66qlhbKzZA1U1OvJXdfSQhSQF5UE58CLL9KO7vHHnc/bu3LlCqKjo5Ek43yMQVcXcOoUcbxOtpGlpXSz9mIkk0s0GAzIOnMGBs5xaPZsrPQQx0GaIo6eHoa82DY8uaoUj/1lFnVmPOGll4AnnoAlKQn9//07xTKzPvsqGY2dgXhkQyWqdRoc++RT/Pt7W/Doo4/ad84lJdQaXbNGkfd0RFcXUfH5+Z4LBTEwm804fvw4ljU0QFNXR+3LFSt8njGmNDjn+Oqrr5CVlaVol+VmoKysDFqt1utZezcLDsXoHADFIMZLBYCLGRUmBf9vXZ1SoVZjWKNB840bmFZZSZ0NB+h0pMeMiJi8XAmPWLmSqMBz58gDbitcrVaraP1HYCAVRUNDJAPqFu+cl47cXJg3rMd3dzyM/Ve3i8q2caSelERUFDGojNEN3ml7PDiYaB8/P6peHMZyjJhH8NTep3CxRRy/6op6UqspnTwggJgPWUJjwc6/cCEwdSqGTcN47uhzqOgSn2km6I36+kh2Nx69vb0YHBxE4oRJvTJQVwdcuICRN1/DyydeQGPf2ITknBwqijhXjlZ4qrISBs5xT1SUx6Lo6Ol+LC8yoqeH4c47gb+8YEJLhwZtv99CrQtP+MEPgClToG5qgu6U67nWhwev4obJmW3SOdLj9fDXWVBs8cM0kxlFNp3RwYMH7bvm3Fx7UdTSQgp7D9TasGkYpxpPOc29ckRUFEVQKFEUAXbXU8mqGRjMy6LsgzffdKmdkwqD2YCanhpZ+ViDg/bxSq6gJPXU1eX1PHHJ6O+nS0S4dAYHB9HW1oa0tDT3T/QCHR3K5BiJwBecc7NtZJhB6aII+KYXRiDBdW5GBlR1dbRKjZsNEhQE/PjHdK8BZHLrSoAxuuktXEgtc5u+pLa2dmLgngcMDdHQ+Xff9W3hd+bGGZR2lML/0DGPIyO6u7thNBoRN+qBVh7DwyTN+fRTF59nZCQVRxER1I2xzVf76sZXON5wHEaLZyWm0WgcdT05Q3Cw3YEvOxlCp6POi78/zjacxmfnt6BPL+3OmpxMhqxLl6hbI4BzjmvXrilvPZ43D9i8GRfbr+L1w79HY/XEYnNggNZIJWb/ftnTg0+7uhDAGP7HQwjipUvAhtv8oe/XYeW6AXz0ETB/YzI0C+fhfHARBW56gk4H/Pu/AwD8XQyoG7KO4D87PsRevfh8grwpvbhzXS0i/cwI5hwzUlMRFRKCxsZGVDk7UZWVwMmTdCLdiLautV/Dz/b8DFfbPMcMDA/TIicXer0enZ2diEqIwvf3/Bgfpg+RELK9nTpu41TeXV3UzJVyPVxpvYJ7P7oX55u9DEACJQwcPuz69xaLBeXl5cjNFWfG8IQdO8gsMhm4cGFstpAwdslbF7A7vP6670wVjz76qON/KriDc45vdGE06npKTaX4a39/0vCMK9eFa6S4mIw1nnYPPgdjtBD+4AdAUhIMBgMaGxudB+65QXQ0/dmDg2OHziqNfdX7EOIXgkUbfky7bRc36cnK/wgIoG59aSnpVJ0iJITGhqSkjHKOX9Z+iRC/EKczs8ajtLQU06dPd8vRJyZSUCBjyp37Y1c+Q7B+BHP3X5U8cXPFCpKG7dxpf2pjYyPCw8MlzXoSjexsnC5IgI5pMG/3JarSHRAYSDX0gQPyNyRBRiNmAfg/U6YgxU1Q6OXL5D7T9+kQNfckvtgRBJ2OjmXG/ACUamfBym0tx48/dv/Bffe7QGYm1K2t0B2bGN5YPFIPK6yY5S9+d25lQKNGjSkmKrRUKhWW2mI5vvzyy4lPWL6c3AcdHVRVuLAgXmm9AsYY8mI9d5x37qQ9pBw4FtylnVSJ58bkkvDx8cdpWFhMjPBgAFRrtrZKaybJcaQJ0Onci68rKyuRkpIiOoD26wSLxa6jam9vh1qtRrQPBLWcKy++BoBz586BMYa33noLAEa7GkqLrcfjG1sYTXA9hYbSjQygFoowHdIBAQG0mdm61ftpy4qBMdrmA6jetw95vb1eUU9JSdS5EIbOyphX6hQGswFH6o5g1dRV0GVk0TnW66k4GkdJeO168gKLFtmNicK4jgnw96fhs9nZMFlMOFZ5EMtTl0Gjci9I7O3thV6vF009tbdT+uxV8ZmATmHlVhwfLMWS7Fuhae+kLZqErb1aTWGUCxbQn24ymVBdXY1spRXQDjjVew3zZq2F3/yFVCmOO57Vq+n8yDk3nHNYqqpwZPZsPO1hKPR//AddlhGZpXj4uZ3w97PfAlevBp580rZRam2lyvqVVyZOoBag0QA280rgu+9CXTmW3rxqqIUKDHl+4nNiGjRq9FaF4OWdWTCZ6d6/Io/oNKeFEUCuwMceo07XBx84taReabuCjMgMBOs8f/diY4l+l3MPdKSeitupIzsafxEeTvpJlYoq9DfeABobERREtz0p3e2yzjIkhiSKcsK6gjBs3BmGhoYUp54m25WmVtvXQ7kDiF3BaqX/KVUYmc1m5OXljdfTOnY0vqvMOznHN7Ywqq2tRXx8/FjqSWihmExOF5T0dOA736GN7SeffA1oNRD1pK6oQNSlS6PRA1KRnk4d7OFh5btGJxtOYsg0hLUZtlDH1FQqNkZGxghaPFFPvsCaNaRl2bdvgrzMDtvG4/y1fdC31GN1S4DbD17oes2cOVN01ysqihabnTtpvfUWxe3F6B7uxvJ53yHdkclE9vj6etGvERtLMja1GigtLcO0adN8NgCzZaAFdb11WJy2nPJtNBoSXO3ePSq8ys2leunwYcnh7wCAEasVzc3NCA4ORkREBDQeKIJ776V/+xqmYKpqbI5BaKjDTOcZM6ijaLXSOXaYcj8GmzcD990HNjyMkN/8ZkxxdNlQiyxdMgJV4rjUIcbQp1Jhqs6IoRENGjvJFbnMtpgdOXLE9YiayEjqMK9da0+nt13HVm7FtfZrmBnr2irviNhYWridJsqLwHjqqaSjBClhKc6LF71+lFNVHTuCoECrJJ1KWVeZrG4R4L4wun79uqwAWmeYzLBsoTCqrq5GYmIiApyGc8mHUEQrcSvZtm0btFotiouLsW3bNsdr3rHd+Uv57+Qa38jCyC31lJAA/MM/2G8e4240M2YQi1VWRmHUN9O0JyzCyY89BjZ7NvDll6Qn8AI5OdTBDgujv0mpoi8uOA6bsjeNpZ8SE2lR2bhx9EdiqCeloVJRobtihQjHYWQk5sXPxaKKIRrR4mK73NjYiLCwMEnUk1pNbIe/P720t8Vpj6EHSaFJZEtOSgJ++EMKngnyHCswHsXFA3j77QCEh/vOilnbW4sAbQAWJy+2/7CxkYQPr78OdHWBMZpR3NfnXabYD8vKcHdFBQJE7ug3bwZW3N4K60gg3np21YRirLWVmkTt7bAPSk1JAT77zPmoFpWKeOp77x1THBm5GRXGJtE0GgdQo1Ej3WRGavQg1CqO2jb6XNPj45EQEYHOzk6UlJS4fhGNhtqkQifmpZeAkhLU9NRg0DjoNr/IEULERHu7qIdPQFVV1RjqqbijGDNiXHQq4uJI5JmXBxw5guCrpzHQKq4y0hv1aOxrlF0YabXOv+7t7e1gjCFGoPwUxGStK9TJMaGpqcmnLjQlCiODwQDGGO677z7Mnj0bJpMJ+fn54zegwnBI6aFVEvCNLIxKSkqQlZXlmnoSgkouXaKAwnF3x4ULibqXleOhAEapp9BQSm+eOZMEGV4ORVOr6Qu5YwfwxRfKfDnzYvPwzPJnJuaixMbSCTSbMfjOOzDW1irrehIJrZZcNhoNFSSu9AuLU5fglcd2Qbf+DvL8v/vuhApGDvUUHExu+/5+77uRy6csx2ebP7PvvMPDqXMUHU0fZmmp6AG0dXUlCAhIwq5dzGc36SUpS3Do4UOYGj7V/sPMTOooDg2RoK+qarRTO3eutNc/2deHLe3tuMQY1CLvyIwB29+NR0KiFZfO++O//mvs70NCqCAYLdKCgogeXrfO7tAYf8I0GrqPOHSOAipr8HHyL3FvmPORLePRrVJBCyCUc2g1HMnRg6i3BT0yxlBoe+8jR46Iej2YzXSf27YN6adK8f7Gd7A0damop0ZG0r3Cm8Lo/2fvu8OjKtP273dmMum9h5BOAqEnoUpvgohdxAZYQKz4rbrr+q27q+6u6676c1dXd1GxooA0wQqIdAIkISG9kk56z2RKZt7fH8+cTMn0mcT9vLyvy8swc86ZM2fOed/nfe77uR+ZTIampqYh6olzjldXvIoNUzeY38nDg26AW29Folstwupsi5ClYineWPkGliUss/9E9TBzJtHL+nCVAa0pLFhAhRCjgenTgaQkapru6ipgfbi70xQVF+f4MXK0D92FCxdw6dIlrF69eii5oUcBHhH+YIyNTPoLP8PAaHBwEAqFwrZeTyIRlUCYKF9avJhWsoy5XpdjC4ZRTyIRCUQmTqQct4OzGWM0+GdlWa7EsAVl7WWo7qq2uA3v70dzdjYmX7oEZiS+HU0I3bs/+WS4o0DHQAf6lVo18syZxDs2NAzrrVJaWuoU9RQdTdIKT8tsnUko1UrTJcnCaqqigtJRe/daFYc0NjYiOtoDq1d7oqzMpp61DsNN7DaccoyNBTZvpsBuxw4gPx9TplAQa+ttreYcj2jbYzwTE4NEOyiCwEDgk49p6HvhBXLGEODtTVZReXl66yWRiERrbm5EEW/fPrx0SiKhzNG6dRQcvfwXBFTWIdCKqSNADnU1EjHiVboFWnx4P1q6PdAnpwzrNak6Os0m+PtT5eXcuRBlZSN5/0n49dkmGhKJqOH2NNsSTAYwpp4YY0gNTcW4YMuVggCAyZOx/PVVWPabdPp3T49FrwupWIp5MfMQ429ZV2YNEyfSf/oYSeopMdFiL26Xwt29DTExfSNaBQxQDD5tmnPmjnPnzgXnHDKZDCKRCIcPHwYAVFVV4ZRORqKfFXjE8U+zjJ9dYCSXy23Xf0ydSpx8UREJQPRGZWH3tjYSzhYUjNAJm4FJ6kkYsa6/3qmIbelSqqY+edLh5BMA4K0Lb+GJb58wr3sAUNfdjYF16+ARGkoThytqsx2APmWzc6dhkvD9nPdx/efXQ6XWThwTJxLvKCwjNRr09PSgq6sLY510AU1Lo8WxRGJfbLuveB9WfroS3XIzJdlJSSSqKiggfyYzQo3BwUGUldEKcvZsilG++85kLYJTyG3KxZ1770RlR6XpDQICaOLOyBhaZtbUUGGVLcV22xobcXlgANFubnjOjiaYVZ1VePK7JxGfVoUnnyQNxr33GgbLaWmULNS3NRjCwAA9dzt2kCeP/o8okVDkrQ2OPP/yEsQ2NKqrE4sRptZA33A7KaoXc8brdJDz9DJGNpvyisXAihX49wyGnM4iu1ZCqam6ojFbYYp6Olt3Fkerjtp+kIAAnUP93r1EB1ZXm9z0VM2poTYnzqC/31BPNTAwMKLUU3OzeT2/K6HRaHD6dBmCg23TljkDuZxYcmc82wYHBxEZGYlFixYBAP7whz9Qn8WzZ/H888/rb3pc+/9XHP80y/jZBUYSicS+qqc5c0iEcumSgaGiAH9/Es/u32/gBTiisFj1JNRe9vSQnfGFC3YfnzFq5D5xIgmTc3MdOEd5FzLrM7EicYXZIFSgnpIzMkhzFBxMaRsnGmE6g5gYSvfW1gIHD2q1VlyDH6t/RFpEGtzEepmgkBC6UG1t4G++idIjR1xiM8CYzoDygw9sN988WXMS/h7+8PfwN70BY9TQde1aGnnfe88kF1JWVoa4uDhIpdIh40e12vU9A8/WnUVlRyXCfSysVKVSuhF9fQGNBt7nj6GlVm7VC6VdpcL/ah/GN5KT4WUHRXC+/jxO156Gp8QTL79MAUBpKfDMM7ptEhLouTf5XAQEkMh5yhQKNHbsMIyqJBIoP3wfh2cGw02uhO9fX7YYHMkBtItFiDIyaAzxU2Dh5Bb4eFAEb7POyAidA514r+EQChZPpHQlQGJnK4uqvj5KmNq69jJHPX2W/xm2X7LY68oA+fnA3/4G9PUzYMUKCu4++gg4enSYieU/L/wTH+Z+aPOxzeHECdLXCygqKhpR6unwYZIyjDSqq6tRVRWDw4dHXhPS1ETX0JnikrNnzw5VM3Z3d+PJJ58EYwwvvPCCYDEg3I1C88gR4wZ/doGRuyNueosWkbDIRNrUzY2aRYeEEFNhskmpC2Fz1ZO3N/Wa+OYbh4IjgZmbMMExl9sfqn6AhmuwInGF2W0MqCdvb9LDJCTYZqA3Qpg0iTJmly9TtqyotQgt/S1YEr/E9A4SCbp7exF97BgCXLjME4upMNKCznsIfco+5FzNwfwYG4QJqal0nTWaYWkgwXAvTk8IEBQEbNpEawNX4mzdWUwJn2JTeTgAoK0NIZXnMbXxW1w80mUxg/VcZSU6NRos8ffHLXbm7i82XkS0XzQifSPh4UFxjZsbrTG+/Za2YYyo9MnmFtpSKUXY119P5Y5Gbn0FHSV4fmMsmm9YOkSrmQuOqtwkiB8cNDkQqwYZalq8wbmDOiOQsSMATImbRZo/zqlL7rZtFmexhgZK2Bh5MJpFVVXVMOqJc46i1iLzwmsTEBz7+/pABQZbtlAK7/RpCva1IsEB1QBqumowIdT5Lvf64uu2tjYMDg6OOPU00uJrhUKBmpoahIZGjkprKOH6OVNbs2DBAnDOIZfL8ec//xmBgYFgjGHLli3YunUrAAiz713CPowxFzYV0uFnFxg5tKIXDBUXLKC/jfKBHh5U5e/lRQPpSLbYsLnqSSh1Gj/e4eBIIiFBcIK28bc9foHfV36P+MB4jAsyrR0wST15eFB/MkH/VV9v9zm7AvPmUXA0eTJw7MoxiEVizI81HXQM+vggLz0dIZMmAbt3GwpSnEBAALGiLS00r1oaKM/VncOgZhALYheY30gfY8YAjz9O9BoANDcPBdwTJ04c9oyEhdFt391tt2ekSXQMdKCkrcS+pp5hYcCmTVg0sRU85xJOvldm8qJwziHq64MXY3grOdmu512tUSP7ajZmROmUttOmAS+9RH/ff7+OUpk2zYrGhjGiAYUSeYBmB86RczUHGokInp/tBu66C0wuNxkcdYoYGIBAjekfv6AmAJ+fiENnH5Fs8ybaqTMCGTtKRBJMCJmgO+/Fi0kr9d57NG6YuM4CG2aLTdbAwADq6+uHUU/1PfXoUfTo/ItsgNA7b4gJlkqpD+O6dTRgaStiyjvKoeEapAQ7X5wklRK1Pjhoe9slZzAaPkZCARJj4lFpS+eqcv2amhowxvC3v/0NAHDkyBGsWLECmzZtAgBTJZ4uXtIRfnaBkcMQBtjWVhIVGSlSfX2p0ey4cVRhNBKwu+rJODhyQgh1+TJ97cZG69v2KnpR0FKAFQmmaTSb2kwUFdHA7KA3kzNgjKpCfHw4jl35EZOCZpg1iCsrK0PM+PFwe/BBIDmZohgjUbajSEqiTE1urmUq61TtKfh7+GNK+BTbDy6MUPX1wL//jc7PPoNUIkGwmZbeSiUlEVyR4s+sJ0fN2dGz7dsxJAQBT6xHWjpDzqEGdB08OWyTgYEBrOvvR+3s2Zhgp01BSVsJ+pX9mDHGsATp6afpfmhqoup8YdKSychZwOIkFhVFKVfOKXDetw859ReRFJQEP+8gooEMgiOikTUArkgkBoJrY8SFU5Ra3ULfc16qDX5GRrjcfBkpISlwl+hl0uPjKRMTH08/+O7dwxaDgYF0C9lSmWau92FRK1F+E8NszxgJY+swk8fx4yly1dpUlx7+HNBokBLimsAIAMrLqxEWFgZvB+wv7MFIB0adnZ0YGBhAZGQkNJrR6dcraDaddWP597//DQC48cYbIZfLIZfLMXPmTOzdu9fcLqud+0TT+CUwMkZgIGU0DhwYpr4MCiL6SSqlBZerzRJLS0uRkJBgX9WTEBzNn6/LEDiA+HhiEj/91Poq0dfdF4fvPYw7Jt1h8v3GxkZ4e3sjwBJllpJCKZsffiD9wE9kGHWD+2sIKH3UpJmdAfXk5kbptRUrHOpwbw4LFtDPlptr/hLcmHIjfjX7V8MtEWxBVBTUM2ag58gRTMrPpxvXBKRS4AbZ3gAAIABJREFUKrwqLKSY1RmEe4fj+uTrHfOX8fDAgucX4pZ7veGfbng/C1mv1NRUBDtAmSvVSkwJnzKs5YtYDHz8MS1+9u2jWAagOoFDh+zwzxw7FrwgH9LiMswJ0PJwEolRcPQyxKUlaBSLEaLWwFKTiQBvJfy8VKjRBkbx4eGIDApCW1sbCrX9/SyBc44OeQemhk8d/qa3N3XQvvZaErwZzZ6MUdbI2ljQ3t4OlUplsgq4srMSUrEUCYEJVs9VgBAYmawdEBZZDQ0ouXIBAa29CK+zoeGvFbi5kfC3qqoe46z02XMFRtLg0ViKIRg8jjRclTF6+eWXwTnHF198geeeew5/+9vfMGB5or3euU80DfEftZb2Pxds27btj5s3b3b8ACIRCW+uXKE0c3Q0RUR64JzGusuXSbPiihuvp6cH1dXVdjkqG5xzQgINwioV+fDYWVLi7k4JkdxcSoikpuq5AJuAVCw1XIVqMTg4iEuXLiEtLc2ymaNIRAFGfz/17Ojvp3TcKNrCMsYQFxGIstxQFBdTnKb/YOfk5GD8+PE693TGdL3V5HJSUcbEOLVMYoyue1qa+fsoyjcKycEOOoYzhnKNBu7BwQgqLyel8bhxJn/c6GjqJlFYSP4njg5yUb5RWBS3yGGhurs7Q9j0MWACnXzqFLo5x6zSUnhoNFhpJ4UmINI3EjeOvxGebsO1hAEBxEAeOAAcO0bMTWIiDQGDgzQkWARjQGwsWEwMVpYMYlathg4aHk73+k03ARUVYJcuwS0zE/WTJiI2IBCWvgVjQGuPO640+WJWShsYY7h85QqKamuRmppq3C7BxP4Md0y8AzPGzDAdVAv3c1qaTmiTnU0muIyhtpYSjnPNMKIajQZZWVmYPn06pFLpsPczojJwy4Rb4C21PQMjFhOlO3ashSEsIABzUpZhWY0I/hfySEsXF+fwcyiVAn195UhLi0RQkJniBhciMJAWoiMhtaytrYVYLEa0tp1USAh9lv8Ify1PT6pwjYhwPkO1f/9+rF69Gtdcc43QI83iR7/wwgvb//jHP7q0TfqoZowYYwsZY8f1/qtkjL3BGJvKGDvBGMtkjB1ijAVqtw9gjO1ljJ1ljJ1njDngrOEApFLSwoSGUm23keiWMRosGhooC21ULGE3XNpc9dw5UvSabRBmHkFBpKVSKmkFbaoipa67Dvd9ed9Q80ZjCFVPNongRSKqSpo3jwbkujq7z9kZvHn+TVTLL2HdOhpbd+3SpYSbmprg5uZmlnpCbS2ZQX34oX3NnUzAw0PXLePMGcPM0dm6s0OUhCMQDPfG3Hgj3dM9PWYbjYrFwA03EIV05IjJTayiY6ADjb028LE24Nw54JsvVcClS/jj6dO4LJfjGwejNbVGDfmg5Vrie+8lC6veXvpbpaLKzeJiO6qz4uOIj4uIoIso7Cikpe6+GyK5HGkvvQQ3G6ozY0P7MaAUo7mLAllHBNjWev8NReQFBUStffwx0NODRYvIXN0cqqstU0+MMQR5Bpl8zxJuvNF6ICqNGIOxD/2aMuWXLlGZqYMQizsRE9OO2NhIh49hD6KjnTNCNAelUomqqiqDtktjx9LabaQRGEiLaVc0NnjllVfw8MMPY/t2qmYMDQ21tMh2A+DyBnCjGhhxzk9wzhdxzhcBWAIqu/s7gJ0AnuCczwbwLYAXtbv8HcBxzvlcAJsAfDhqJ+vpSaNjerrJpcuECaQJrKigVaYzTFBjYyO8vLwQGBjoxAlrcc01dHLffeeQSVFEBGXYZ87Uce/6OFJ1BPnN+Qj0GH6upqqerEIwGHroId0TPAq0Wm13LT7K+wglbSUYO5YG45oaqkxSq9UoKSmx3HAxOZnKFdvbqU7Vjmau5lBUNNzY/LVzr+FfF/7l8DENDPcSE4FHH6UfFzDJV0RGkoMF5479DF+WfIkbPr8BnQPOUxx9fcDFXDecXn033hwzBiLO8XZzM5gDK5G85jws+nARcq6aF3MxRj5KkZEUoPr5URn/rl3Ac88Bx49b7/z+zOFn8L8XXyF3740b6SHSaCgNIhaj/fXX0bpyJURyOXxe/bvVVVVCZB/WL61CmD8FdYLO6MSJE9BYcQl97exrePXsq5ZPWB/TplFmq7EReOcdBDaXmM00CFVP5qinmq4a/O7Y76wawJqDpctS212L18+9jquyFqqiuO8+YMkS4cTsWqlyzpGTU4igoClQKEYnW93YaFd7Q5tRUlKCpKQkAylGdbVtulFn0dYGVFU5f5yBgQEEBwejsrISPT09uPPOO9HX14dB840Uqznnh53/ZEP8lBqjDQCOAvAB0Mk5F9TO70EnqLpO+29wzi8D6GGMjZJnKIiHX7lS10/CSIiSlkZzen4+DZqOQN9wzyUQi2nZm5pKJkVnz9p9iJgYci8ASHypX07+XcV3mBo+1aQ/jbmqJ5sgaBTKy0noZEYL4yr8eIXM7hbHLwZANNrKlRQHV1RUIDo6eqjXk1mMG0eT3+AguSE7WWU3fTr9bEePUkKqtrsWNV01tlejGcFkrydfX4oAOjqAt94ijZdRBLRsGQWKjvyM5+rPITk4GYGezgf5c+cCYgnHQxU1UDOGzRoNpl28SKWhdkZtWY1Z0HANkoIs6/CCg4E9e8j7FSBW+vJl4LXXqJgrMJDE2qag4RpkXc0i6kgs1lHwJ04A77wDXlyMwpIS+M+h3nGasDCrPLynVI2ooIEheiI+PHzIz6jYpAOlDseqj6Fd1m5xGwMwRsHRQw8BAQEY/Gw3zvynwOQkXlxcjJSUFLMr+bzmPHxX8Z3J96zhyy+Bf1lYC+Q25eKz/M+g0mgHppgY+uGEnd97z+aFSm1tLTgPxc6dPqNWJHvq1DCHB6fR3d2Nnp6eIQpNwDffjE59y6VLZFHnDIqLixEUFITly5cjNjYWg4OD2L17tzWNUSRjzOXeCqPX0VMPjDEJgCcALAaQCmDIUINzrtS+DwASzrn+VbkKIAyAgdUiY2wzgGcABAQEBNiVZrYV4UeOQNrRgaurVmFQr5SecyA42A/9/TIcP25/e3C5XA6RSIRzzlhQm0JwMEIBeHz8MRp6eqCxNsmbPDcR9u6NRkSEHIsWtaBJ2YC82jysG7tu2DUeHByEUqlEvpMVW95XriDk5Ekoc3PRvGwZNCPUDXpHyQ4EIQglWSUogY7SKCnRQCaTAQhAvY0jpSQlBcHnzqEtLw9qJ529AwJEaG2NxF//yuAz5yP09vZC3CDG8bbjdh+rr68PXl5epp8HtRrBajV8P/kE/SdOoG3+fHAjmqq9XYq2NilSUmxr6ilXy3Gq/BSWhy932TNYGuGNIvd++GqAVWIxLsTFganV6D9xwq7jHCw9iAAegJxztjlZvvEGoFCIUFXljZISX1y54oPycvrvtddECAgowLx5hgulWlktmtqbIPGTGHx/SV8fQltbIfnLX+A5fjw6Tp1CBIDya69Fo9Q6Ndje4Y6qGn+kT22BSASkpKbi6pkz2L59O9asWWNyn05lJyquViBNkubQb8GSkuDX04cPT4kxrjsPM2fqMoBqtRpyuRxdXV0oKyszuf+h2kNQyVSoulSFalZt12eXlgairMwXx4+bbiH0de3XUMlUqMipQBUzTFN4yeUIzsmB6MIFdKSno3fCBLMRPuccfX19UCqDUF3tjtOnW1BfLzO5rStRVBSKri43HD/uulROf38/PDw8cMLouSgtHYOgICWOH3c+o20J2dlBqK31xvHjjsshVCoVPvroIwQEBKC1tRUvvvgiVHqr8qdpRaIAIOg0VCAqLQ3ENLkMP0lgBOA2AGc5512MsWZQsAMAYIy5Q+dwOcAYc+ecC+mDCADDLMc459sAbAOAjIwMLliKuxQTJwIffIDEykoqG9XLMS9eLJwHrfRt7VDQ19eHnJwczJ8/33ltkSksXgx0dyMxMBBalzi7DxEcTKubnp5UdI15G/5+/ti6ZquBdkCtVuPUqVOYN2+e9SyLNSxaRJqjXbuQUllJdKaLlYPNfc3oKOvA4zMfx6Jpiwzeu3jxIgYHp+HixSBs3EiCXJsgTFAaDaUZnKhcmzKFFr0nOlswLXYabrv2NruPUVFRAbVajZQUC+XMS5aQFu3wYcqD33mngdvnl1+Swd9NN5GG2BpO1pyEd6U31i9eP6zyyxH0q9W4S5wJqIE7Zcm44XojJ/i8PMoszphh8d4eUA2graINd02+C4tmLXL4fNRqymRs3Qq8+eYkPPSQIcv+Wf5n8K33xcZrNyLMO8xgX8WSJSj95z+RPjAAkXawj1UoEKG03r+suNMT2UUBiIzowJjgAawal4zjZ86gtbUV5sa6H6p+gG+1L+5cfKddPkIGWLoUGf8BvL04FnUeoKq7tDScPnMGM2bMsOi1tn3/dswJmoMli80Yp1qAmxvp3ObMSYApqeLHX36MGQEzzB/7lluAgwcRX1ZGZW4336wzSNLD5cuXkZSUBG/vscjPB6ZPjxvKFI4kWlvpuVq0yMGCCiPU19ejvb0dU02cfF4e6YxGYkrUR3e30LDbcUKnt7cXubm5CA4OxrVab7BHH30Ub731lv78qH9H7AYlRJzw2zaNn4pKewjARwDAOa8E4MMYE1y17oUu+vsKwH0AwBibAMCXc+4CJtMBhIbSJK1QUEmaCcHthQukxbU1aeIU9WQLRCLK/XNOpTZ2rrIBmnOWLKEHrPvKONw9+Z5hgkqbqSdbMW4cXeveXqKozPT9chSNvY2I9I0cotEEtLa2gnOOa64Jgrc36e7t7iGWm0s7fvut/Z1itYiIAG68RQG5dykWxNhPo8nlctTX1w91pjYLxkhQdNddRK0Z0a7Ll5Mw3KiNoFmcqzsHTzdP+/yWLKB6YAAitQopzAvPTjYSxnJOIvJvviGRnwX78LzmPAxqBp0K1o4dI5+nRx+lSaalhdrp6V+XnKs5iPKNGhYUAUBxeTlCNmyAaO1a3X1hI10cE0p+RnWtJHKerQ26T1vonXK5+TKkYqlZA1ZbERICtDap6Rn86iu0vf02gjw8LAZFSrUSZe1lDgdkQsm+KbNRDdegvKPcsrGjjw8F+WvW0H1tYnzVp54ELeVoNQt3pY+RSqVCeXm5WSnGaPoYOVOqLxQgCXMiQAUwb731ln4DWQB4gXPOALQBuJtzfpXb3DzQdox6YMQYCwMwHoC+hfBGAO8yxs4AuAHA77WvPw/gOsbYOQDvA7h/FE91OCIjqbKnr49mCyOkp1O2aP9+kspYgtWqJ1ejt5d6Ox07ZvdTOX8+edwoi5djqc8TBu/JZDJcvXoVCYJ9tqsQG0v6nUmTSOvlQkyPnI6D6w4adOXW7/UkWLwoFMSbW2vZYYBp0+hinT9PJYt27azD5FR3/LDxMO6ZvN6q4NcYhYWFJg33zGLcOOoLsmwZ/Vs7Q3h5kW1TfT0VDVrDpvRNeG3Fa5CKTaj2HYBXayu+CgvD97OmID7WaHJjjPy7Fi2iqH37drPK6Fj/WDw28zFMj5ju8Ln4+9Mqv7mZetz5+FDLjJ07ddvMi5mHe6bcM2zfzs5OyGQyREZG0v08n1zWmVwBUUOD1QDa20ONED8FalvJNiI1JgY+np64cuUKGsz0KAr3CceqpFWG/f8cQGgo0N0vgXLtPRhcsgS9OTkYf/y42cauANAua0dcQBwmhTnmIG3Jy6hN1gZPiad1jyzGaEB+/HE6oEZD459MNszrR5jQ/y8GRmVlZYiPjzdplwCMbmDkTEVaU1MTPDw8MH36dHz66afgnCMwMBBxcXFYsGCBfquZGMbYRAAjakDARiDY+kmRkZHBs7KyRvZDamvJhMLEqkmhoKxRWxslPUyVSgrU0+zZs12XZbEGzimYy8nR9cSwI1OV13QZXTUxmJcRYKAXvXjxImJjYxEWNnyV7FK0t1Nw52Sdq1KthEQkGebrYop6KiujwGjCBJqD7UrsZWaS+H3MGFq9OhjcHTxIlY9btgx1Q7CI9vZ2lJeXY/ZsO12nBcjlwLvvkgp8yRJwMHz0EblCP/bYyLm+G0OhUODs2bOYP38+JBIJ+vqowOGaaygJaoCyMnJmFIkopTMCzsUDA8Crr1IGdeVKojo3baJzKSykNZMpcM5x+vRpTJ06VZdleeUV4NlnIV+2DNw/AJrQEChnzrL4Ax/OiURBTQC23lgCsYjjtpf/gmN5edi1axfWrl3r8u8roLiYWqs99BDQ0pKPIIUCY86do4Fu61bnHf1MoLub1hXp6TpNtTE0XGOf4Wl9PUW0np5omjkTzf7+Q9QT5/QbRkRQhmyk0dJCl0+/W5Ij6O3txaVLlyxKMerqqMB6pL9XczN9J0esAdRqNU6ePIk5c+YMzYcffvgh7rvvPgDAV199hdWrV+t/xwEAHiDJzTjOuct9Xn5xvnYEMTEUFGk0JPnXS4m7u5MXkJ+f+YSBy6knW8AYpZZnzKCGjHYY1Wi4Br/94Vkc7HoJYjGt5MrKdNTTiAdFAAUZn3wC2OD9YgnflH+Daz+9Fi39ul4H5qin5GQyBrag3zSP2bOp031Hh/UabyOoNWpsOrgJx64cQ0YGUQq2WEJwzp3v9eTmRsHnqVPArl1gSgWuv54YN0u365naM9hVsAsa7hh9qI+v29uxPjsboYmJQ1VPnBNLaZI9Sk4GNm8mG3GjoKhf2Y8fr/yIfqVzTeA8Pelj8vPpsX/gAWDVKqCzkwKkuu56kxVgtbW1CAwMNKSehOiSMahmzoSoswvuR49AZKGp69jQfrhJNOiRUSAyWxvAnzlzZti2ikGFS34HgJKJ//u/gKdnD7q7uxGVnk5R0t13070iWBG4EP7+lKm0lEy32wU+OhrYvBlqDw8MvP8+Uisrh1JEjFEibzSCIoDaAjobFNnqfTd27Oh8r/Bwx/2SysvLERMTMzQfzpgxA/fddx/mz58PtVqN1atXGxcQeAJgIPH1MqdO3Ax+CYycQWMjpWc/+8wgAvL2pr5qt98+fEE1YtSTLWAMuO46muXMLXFNILcpFy39LVieuBwAlZN//rkGhw9XjXjDxSHcfDOd865dVBvqII5dOQYvNy+EeulUs+Z6PQEU3whd1uWW/QGHY8IEWlULCm4bJ5C85jxcaqLvGBVFk0RZmXXPzurqaoSEhMDHmbSOWExd41etIg3P9u0IkXRh4ULLqfK9xXuxI38HmEUvZ+uQq9V4vLQUu5VKHNPjAHx9yc4gN9fMZQwKoh8LoOzAnj2AQoHsq9l45sgzZg1J7cHUqRSkVlXRo/Tuu5Q4/vprYMtL53Hv/nsNepipVCpUVVUNF8BrgzemUEAdGwvF0qWAhwekp09BYqYEP2VMDx67vhSBPjSZz04xrzPaU7QHiz5chB6FvQK54ZBIAJHIqPehVKobP86dI0V6Xt5Q5L750GanvLcAillMVWn/6eSf8PbFtx07aHg4SubPh+fy5XDLz6exRIuaGsp6jAYaGpxe3w1RT0FBlg00Cwoo2zvSqKwkIsVe9Pf3o7m5GfHxuv6wzz//PPLz83Hy5El0dXXh7rvvxnXXXWdqdx8ANzl6zpbwS2DkDKKjqQKitpY4Fz0TKn9/XXVaQYFOxFtYWKgz3PspwBilQYTZ/upVq6mIw5WH4S5xH/LTWbkSEInakJWVgPZ2G/gdV8DTk6LNhAQqlzKxUraGPmUfLjRcwJK4JUOrrPb2diiVSoRbKbsqL6cSbjOSDvMQymry84E337Sp0e/JmpNwE7sNNWGdOZOK3I4eNW/WplAoUF1dbeB66zAYIyOre+6hKETbWbaykkyRjb3WVGoVshqzMCd6jtOFBK/W1eGKUokJHh54OMqwCm3ePLpVrVpztbSQW+a2bcgqOw6pWIrJ4ZOdOi+AetotW0YrfoDi3bfeor+//9dKJIqWGHx/U4Z7AHSBkZwyzdzPD4olS6GOi4PGDA0oEhlmLdOSkiARi5Gbm4teo0KQy82XEeARYLYxsr3Yv78VxcXhpnsfTppEQdL+/cC+fZD3dSG3KRdikXN9kt58k4ol9cE5x/Hq42iTmWhsaAN6e3vR3t2N8LvvJlNIoZxYpcL+PWpHhhSHkJ3tnI+RYEBri/fdgQMu63ltEUeOODQkD4mt9efDG264ARMnTsTnn3+OhIQE7Nmzx5KX0WLGHGkiaRm/BEbOYtIkcsO7csWwp4QWMhlJez75BKipGUXqyRa0t5NY4sABswJQtUaNo1VHsTB2IbzchCBIjoyMUsTGBmPHjtFbaUEqJVX0pEm05LLTAfl07WkMagaHqtH0qSdrE3pUFFFJO3c62AEkMZEOsmcP8UEWgtGTNSeREZkxdL0Zo1tszBjzOt3i4mIkJydb7k/nyDk/+KDOikCtRlXV8MDkcvNlyFQyzB1rpqmWjaiVy/FnrZvgv1JS4Ga0ePD3p6xNdrbpiqUhpKVREC2X4+K5vZgmjXGJIFwioeBMnxW76y5g1RoZ1HJvnPjH+qHfp6eHqCdjwz0ABhkj/YOrMmZAo+UjxNXVEBm1IsqvDsD2w4nQaAAvd3dMiYuHRqNBplEqMb8lH5PDnA8EAfIny81tRV9fnOkN/P3J5XvJEqCwEKX//hM0CrnjFgFa+PgMF1+3ylrRJe9yqDnxMOopJoYWtgDwww+QXjgNVXOHU+dsK5wVXxtTT5bA+X9vVVpLSwvEYjFCTHB9GzZswF133YV+iw86ACrfd83NrodfAiNXYNo0oh9qaoY5rnp5UUPKjg4N3nyzA8nJo0Q92YLgYGDhQkqD79tnMtAobC1El7wLyxOWD71WVFSE6dPHYeNGEdzcqPvIqEEsBm69lbIZYrFdLQCOXTmGEK+QoWoZe6gnb2/SUCsUFByZd6g3Ay8vmqwnT6bUz6FDJs+7trsWtd21mB873+B1T09a5JqaZ7u6uiCTyRBllGFxCUJCiMfSaJB44XOkKnJw8rjGQDaVWZ8JsUjstHfR/5SXQ845bg8JwWIz7XGuuYZ8nqw6IcTFoWvDHSiXdCOjcsB6maiN0GhIqCvQBowB6549CYlvB/LPh+Htt2kSNqCejCFkhcxxs5xDXFkJ6enTkORfHvqyYrEGLd0eQ33TZo8nik6fTmvua0ZLf4vLLBPKysowfnwwenok5h8zkYj0XfffjyJG2ZwJIc45+ZsKjAQ61GKpvhk0NTXB3d3dNPWUlAQ3jQLKoydI4e9s80srcCYwMkU9mQPn9FVGIzBSqeyrShOqgM21Xdq6dSt27NiBBx54AErT5YIHARwDkAU4yd+bwC+BkauQng488YSOe9e78+PjgZkz66BUBuPgQS/7J9WRxIIFJGIpKKDyE6OTmxI+BQfvPIhrYq4BYEg9BQTotFSjCsaIotJoKErZudOmsvh1k9bhV3N+BRETQalU2k09hYeT1KmhgarF7B7cJBKiXhcsoOrAK1eGbaJSq7A4bjHmxcwb9h5jNNAdPqxLj1udhF2JsDCsxPcQXc7Ftwd02Y72gXZMDZ9qVxd1Y/zQ2Yl97e3wZAyvW/BfCgmhRrcm/PqGIVdWBYSEIGP+HZT9AlxSJ/3dd4a0QZUyExM2/hMA8OtfA6dPN8PHx8c09QToZYzMBEaMQblwIdQJCZCUlEJ6/Dggk2FsCLky17Vp/YxM6IwuN18GAJdQh0Lvw4kTw6HRUB2BRURHo3j6WIQGjkGodyiVllndyTRMBUZl7WVgjGFcsH3eTGq1GqWlpUhNNZPFSkqCdMUiqCJiKDB6//1h7Z9cCWcCI1PUkzkIn/HfWK5fWVmJqKgo/TJ8A6Snp+Ouu+7Cf/7zH/2XewHs0P79Ped8Kef8Gs55roOnbRa/BEauhJB5uHjRgJ6Sy+Vwd7+CjRsDUVVltrn5T4e5c0mUXVJC2SMjRPlGQSqWmqSeQkMpGaJWk0WS3QJlZyASkSN5RQWJXyz31EFaZBpWJK4A4Dj1NGECsQYW/O0sgzE6wJYtJFoBDFaoiUGJ+PuKvyPK13T2hzHSFn/1Fc05dXV1w6ueRgIiEbBiBfzWXYeFAXko3XkJNdk0efx+4e/xzup3nDr8t1qF6O/i4hBtA0VQX0+l5JawMHYhvrj9C6QuXkvn39NDLo2OqES1EImIya2o0N1um9M3473fXId77qHXtmzxRHKyhYyJKSrNGBIJVOnpUM6eBVFPN9yPHoGvqB+BPkrUtRHFOksr6j5//vxQ64TEoERsTt+M5GDntGb6AXdoKD3rtsQKqWETcVPKTaQhOH6cuvLm5todCfj4EF2qv5ufux8WxCzQo/RtQ3l5OcaOHWuRepL6SKGcnE6VpNbpG6cgEjkWGDU3N5ulnkxByKr+twVGAwMDaGhoQGKi7S7ZP/74IwD4Arhb+9KL5rd2Hr8ERiMBuZwCDK1lcFFREVJSUpCWJsbDD9Nc/l+HmTOJq0lLG3rpTO0ZPH34aXQM0KrPEvV09Sqtou02RHQWGRk0mDU2ksmfGavqw5WHUdRaBICop76+PoeppwULSITLmMPm1rqmubW1pOBtbMSAagBNfZZLSEQiSjoxBuzePYiyskrLbT9cjalTMfv55bhjchFizu7U0TxOiG0557i5owPfJCXhKRvrmI8fp+DQ0r3GGEN8YDwkIu2IrVDojMYyMx1etk+eTLGsEJhF+UZh5piZ+Oc/gbAwFYqK/PHmmxY0Tdrnx2JgpIVmbAwUS5dhMHUi4O6OsaH9qG/1AudAqL8/EiMi0d/fjzztgiYhMAGb0zfrvrOD0KeeBDbVlud63aR1eCjjIVotbdlCuroDBygbbWXhoo/kZEpk6z9fayeuxWvXvmbX95DJZDZRT4sWkRoCqamU+Q8JofvjxAmHs17mMGcOZdrtgUajQXFxsVnqyRTEYnKxmDbNzhN0ABs26IpCraGwsBATJkywyYC2paUF999/PxYLQnkdRtQZ+ZfAaCQwfz49aZcuoffzz6FUKBChnQiF4qeGBqr0/6/y14yN1XVe370bXxd/iUuCZiMfAAAgAElEQVRNl+Dn7meVeoqOJpqptpb0xQ4HDI5gwgRy0+zpoQHY6KKq1Cq8fPplfFH4xTDXW2fQ2Ai8/TZp2B2Ghwed7wcf4NSZz3D9Z9dbLS0PCCA9dF5eO9raUodXPY0wxLHRmPD8bWC334Y/nfornjv6W6du5MbGRvj4+GBVdDTcbVzezptHC3sTCU4A5L78wvEXUNWp10EoNJRmiuRk4sO0Jf32IjKS3AEKCoi62l+8H0q1Em5ufXj6afrtnn/eQgGioDGy8bO5ry/U2uxismctJnachqqLaLVZejojpVqJCw0XIFM51wjVmHqSSoGnniJtlyX0K/sxoNILfvz9KQJYtozS5O+9Z7N+Z+xYmmiFuVPDNXDEjLigoMCmKuDISD39nvChPT1kR/DOO9TvyUWDdUCAXW4pAKxTT6bAGMWlttDOziIqir6XNbS1tUGtVlutAgaA7OxshIWFYfv27fovPwZqJAvG2Ih9s18Co5HCwoXg8+ej48gRTG1oGKYOKy6mxcjJkz/J2VlGaysGSgpwMnsflkYvgEQksYl6mjSJGLnSUtv7a7kMcXGU8VqzZpgbY/bVbPQqerE4fjHq6urg7+/vEurJy4sYg88/d2h+JYSFUeVXWBhOnfgYAQqGZBv6W40d24OxY9tRWRk20pl/0/DzQ2l3OD45dQLyshoKSB3oqfBiVRX2lZXZVHqsj9hYqtI7e9Z0EJ7VmIVDZYcgHzTidj08gDvuoMm6qIj4XzshGAL29ABflX6D/5f5/yBmYhQUFOCBB8Zg82a6FOvXm8myDJXr2887Jwe1YnXQGfid+B6iuloDnVFJWwke+foRnK8/b/dx9VFRUWGVejKF/SX7sfDDhYb+SSIRRbEPPkgUslisUwVbgFpN1J2QZLp09RIWf7QYBS3W7S4EtLS0QCQSIVS/06/ZbUlUbwB/f+CRR+hm++Ybouvt7c9jAg0N9lmxOUI9AURvZWXRdxtJqNVUKWrtczQajU0GtIODg5g2bRoyMnTFHFr6sBLAW9A1kn3GidO2iF8Co5ECY6iOjwfmzYNnVNSwyXrpUkpx/vgjaRT/q5CSglOL4iFXDeDa/AF01dfbTD3NmEHJsuJicgUeVUREUKDBOSmUtWKuY1eOwdPNE2lhaaisrMT48faX+5pCQIDO3HrfPicCQR8fqNffizNe7ZjX7g1RaZnFzQX9xwMPRGHTJjYSHTBsQr97BfrU7XBrX0A/+Pvv2/Wjn+nuxh9qa/GMSAR7rQgZowq1jg7TZnkXGy/CR+pjurSbMZqsN2408LKxBwsWUPeR3OYcTIuYhpbmFkilUgQFBeHVVylOv3QJeOklEztLpYBYDKZW213eqImMhGLpcnR5hEOaeR7ztOd9+vRpXG4i4bUzFWkymQxNTU3DqKecHJJnWbrHi1qLEOYdZto/KTJSpyG4fJkOZmEm7ewkhlkoJixtL0Wfss+s9s4Y1qqejFFQQAnEYd/Pz49cvtesoYjmo4+cTocXFdnnY2QP9aQPhYLoZgtt7VwClYoWwlVW2rtXV1cjPDwc3hYGrNOnT8PNzW2IGgaAL7/8Eh1EZxpHhs87fNJW8EtgNEJQKpWorqnBmA0bSNwM0GpD++QxRtU148dTI3ZzlMBPhcPyQoREJWJajxfaX30Vk2NjbaaeFi6kzuNWTFlHDioVjQa7dkGTk43j1ccxN3ouqiurkZiY6FLqKS6O/DJLSynIdRSXO4rR4++B+fPuopvCAgTqKTw8YMhssM7l3YKso6D7HPXnVN+CqgUbdeJmayMkADXneEQb0TwzdixCzDTBtITx4ylrZEq6ktWYhbTINMutI2JjKYM0OEh9tL791maqRyIBuhVdqOqswpSwKQbUk68vyZgYA/78ZxOO5YwN9WlgZjRxlvB18Ti8r9oAVcp4pHR3IdjLC83NzTiVdwqRvpEI9nJcfmGOelKriTq25OFV0lZiW5m+tzeVnG3bZlbrZdxItrStFMFewQjytG1QsZd6kkotJLKEhrSPPEKGYiIRBUcOGZrZJ762h3oyxmiJr4XY3pL4WqFQoKamZljbJWPoV1guX74cr732Gm688UZoDIPROY6frW34JTAaIQyjnjo7ias+enToqRCJgNtuo3L+0tL/Lr3RxNCJuHvmJjQtWw5peDj87DClZIyy0AAJsp3o4OEYpFLKBsTHo/7gp5C3N2NW2Cx0dXVhrLNNikxg5kxqV9HU5Phi8lTtKUhEEsxecDddwO5ucgU1St0PDg6izIh6EpI1o+Fwq4/M+kxMHZuI6MAwfFsUC80Dm2hG27nTqtD2P42NuDwwgGg3N/xWsIi3EyIRMTTp6YavN/c1o76n3nZfJcYoSDp/ngIkG1u3HLyQi6YmwKs7dBj1tHAh8PTTdD/cc4+JTvFazaHIAWomIlCOXrkU7QlpUC5dhgxtIH3+zFlMDnXcJ62lpQWMMZPUk1AIZa4yrVfRi9ruWkwItSEwSkqiICMxkbRen346rGjC3Z0mWuG6lXWU2exf5Aj1JKyVLFLiAQG6JtaZmdQKxYGKO1uLNmylnszvT/8frcDIUkJLKECyVgV8VWtqeuzYMRw5cgRPPfWU8SarQR5GHAAYY6YNz5zEL4HRCMBk1VNAAKkXz5wBfvhh6GGSSMg48LbbnHdEdSXum34f1qWuQ5lcjoinn6ZgQ6Gwy99Do6HkwaFDP4FFgdYlO2bKfBzpXIOEoxUj5vXDGFW0rFvn+CB0z5R78Pq1r+u8gLq7KXX/7rtUm65FWVkZ4uLiINXLsKSkkFj166/NFuWNCOaOnYs7Jq3FtdeSr2lVVxBFKnfeSY6UgMkZoF2lwu8qKwEAbyQnw8tOikAfwjOjd4nQ0t+CGP8Y2wMjsZjSfrffTl/kP/+henwr6GZXALUb2oojTFY9vfQSPfKVlcCvfmX0plZ9yxwIjMaGkKisvt0LPCgIM8ZRQURj7hVMviKzq/pLgEA9mZuEhYau5h5/oWDAZmNHb296YNasoYoNo143jOlK9pVqJao6q2wOjIqKiuymnoTHyWZGdfx4ou0PHCCRoR0PnnDPWhvrbaGeLEE4/kjbm1nLGHV2dkIulyPSBsX5P/7xD/z+97/HkiVLDF7fsGGD8OceAKHQmTqucOCUreKXwMjFMFv1JDRwFbrb6wVHUilNqH19VHGuP8j/FLjcfBlKtRKlpaWG1NNXX9EJmmvYZQSRiHSukZGkzdV2exg9iMXAzTejd8IkuCeMM2+456KPEokontm7134/pyDPIMOWGjExFGS4uxMvU1AwZLgXJ6xatRCJqCJQo6FxerSC63um3INbU29FSgpRp0lJoPMVgoS8PKpEMsrAPFdZiU6NBov9/HCLC1p/nz9PHyNM2pPDJ2PfHfvs9/KZOJGq1nx9SaNmZVn/+Pz7cLv8fWhUpque3N0pGSKVUnx78KDem0MZI/uFeCF+CnhI1ajX+hnNSCaxfmhHKJY3epB3kJ3cqjXqydeXvoe5CswY/xg8NecpTAyzw4tEoKiefFJHH5eVDT08AuOmVCuxfsp6zBlrnUFpa2vD4OCg3dSTEBjZXD8QFETFHitXklHr22/b3BlWuFUsPae2Uk+W8N9ApQ1rxWIDcnJyhv5+++23sW3bNuzZs0d4yfgGvc/uE7YBvwRGLobFqichOMrIoODIqJ6Xc1ohjWr/MSN0y7ux6dAmvHn2zeHU0+LFNIJ89JHNUY5UStrFgABaWI3m9yprL8PtX6zFV75yJAjdmUtLHVpR24rubqpusUeMfbLmJHYX7oaGG03EISEUHI0ZA/7FF6g8cAATJ040OcAEBVHSo6qKKotHGlWdVehXUuaCMZ0NhQFl5OFBM+m2bUP3S5dKhd3NzZAAeCslxSUZvMmTaVA+d44G4mHX0R4EB9M1v+sumlGUSrOGfy0tLRifwNDV5Ws2YTB5MvDyy/T3gw/q3f/a1bMjVJpIBIwJlqFe64A9PTEJYpEIpVfq4HnnA7TBBx9QyasNN6Et1BNjZPFjrpgz3Cccd06+07HGtUJGRCajFdQ77wBXrmDhQhLY+0h98OjMR5EWmWbxMM5QT/HxwKZNgJlONKbBGHkKbNlCD4CXbcaTGRnAY49ZzuTYSj1Zgr8/8PjjlFEeSYSEUCFCQsLw92praxEUFARfOzwDysvLERoairy8PGzfvh1bt2611DNtvrk3nMHPLjDq6fnp6CiVSmW96okxYPVqSiEbWdT7+lKJr5sbyUtc7CtmE3648gPUGjWiBqKGR/lBQcD999OJfvopcQQ2wMuLbIbc3ckIcrRw7MoxlDSVYFriNLi7u9MEt2cPZb1s1JHYi5gYClDKysiOwRbsLNiJL4q+MC0U1l68zilToElKQnCweWFtWho1WR0N35Jnjz6L3xz9jcFrBQXAG2/otQtMSaHZxsODgumLFyFVKvEh59gxYQJSXVRO5+1N3zsvD6hsuYrlnyzHmVonWqW7uelMWb79lqg1owxMVkMWHj34KNIXUeVwUZH5wz35JK0pWltpDuUcZPwCQGzjM2SMmcntWDSZzEB9PDwwZkww1Go1sq5eBR56iMYWG+u0baWebrqJAhVTOFN7Bu0yZwy9QPf6xo0U5X78MZKrDyMhZhCNvY02eTNVV1cjLCzMIerJy4uE/A7VZQQH03lrGwDjxx+p8s7MROTtTcGEucDIHurJEsRiOjU7XRfshkRCFmHu7oavK5VKVFVV2dV2CQBKSkrw29/+FmlpacjKysKA5YWsJ2Mszs5TtoqfXWDU12fYx2g0MYx6MgchhSwW0wnrmYcFBFAQodGQbcZoakYAcogOlYZifOh409STnx+lkIODzTZCNQV/f1pVCC6soxG8Hik/gjiPOExNmUoveHtT+qq3l7iXJssu045i5kyaqI8fpwDJEmQqGXKu5mB+jPmFj5oxXA4OxoRp00gE8dVXJrMYjBGlZq4llKvQ0t+Cqs4qzBozy+D1+HgaJL//Xu/FkBAKjpKSgK+/RumxY5g7cSLWOlBlYwlz5lBKf9epLHTLuxHp69ykMoSZM+lLffCBkJICAHyd9zVKB0qRmhCBpUt1mlxTEImIDfX1Japz1y4AN90E7ukJaXY2JIW2e/MIiA3rR1IUpedUfBADY4gDunDhAs2Et95KNwNjxDGauRHb29vtop5MaWN6FD3Y+t1WHCo7ZPf3GIYxYyiwy8hA3/EsVP11N/5w7A947JvHLO4mUE/jxtnXR03AwABZEjhsMSJEOWo1UWv79lERgonKtcZGupVMDZ2OUE/m0N9PPl9OGdDagM5O+j7GX7WkpARJSUkOVQHX1dXBzc3NlmvAALimY7IefnaBkacnaXRGO2vU09ODzs5O+6uesrLIPEzPBjs0lCpZbGj67lK0ydqQ1ZiF8W7jzTdcBCjA2LBB1+HeRgg8fnk5TRQOmyLagNruWhQ1FeH6SdcbPlyCESRjNNnZUFpuLwQxdmSkdTYjsz4Tg5pBk01jBVRUVCA6Opqqnq5epdTIu++a5SU5p4FKr/LVpcisp/rz2dGGPQC8vakaq6LCSLvs4YHu22/Hn5cvx0B4OFU9ubiTckgIGVqfq8lCkGcQ4gOsdx+3CZGRpDtKSaGIb9cuyLu6cLH+IqZETYGXmxfmz9d1eDGHmBjg1Vfp78ceA1qk0WDPPQcA8PrwQ4c6ute3eaG2xQuVyiZ4RNPDdV4wRWNM92yeOgV89hllv/Suu73UU2Ul8Ne/Dr/t7BZeW4NUCqxejeL0e/DRlXkobisjvZiFB6m4uNgp6qm/nzRgTus7xWLKHq1YQRfs7bfpedU795oaupVMCb0doZ7MoaeHpHJDGdwRQmsrfR/9RXx3dzd6enoQPWQnbh+USiXGjh2LqKgoBAcHGwdIagByAP0ANABc3pb9ZxcYBUplWLt2dCu8nOpwvnAhcSAnTxoER1FRwAMPUIJGo3HIVNhunKo5Bblcjpsm30TUkyV4eur6CX3/vQmzFvPgnJiJXbtcPj8O4UDeATDGcOOUG4e/GR5Ogg9//xFTuru5UXHWvfda1hKcqjkFP3c/TA2favJ9wXAvQSDwY2IosFOrqUbfRCaAMYqfjh0bGeoysz4TwV7BSAoaLgydOZMYV2Pt8h+rq/E7lQpvCSuXN990ufPcDTdwqCOykB6Z7trqQw8PcvJcuRKoq0N+9kU0a5qRFkWaF85psrMmu9u0iYxd29spOMJTTwFxcRDX1cH96FG7T+vY5XCcKgpDsaIO3mPpeb1gSmC2Zg1pYc6fp4BaO1NWV1cjNDTUZurJ25sWM8YZCKEHoU2l+nbAe0IM+sZK0CvvR8qgP62mTKR0Ojs7IZPJnKKe7BZfW4JIRN51Dz9Mq9xDhwyiBuHWNJ6fHKWezOGnqkpzRdult956C2VlZaivr0dbWxuOGj4fCgAxACZp/zvs8MmbwagHRoyx5xhjFxhjZxhjXzDGfBljUxljJxhjmYyxQ4I3AWMsgDG2lzF2ljF2njFmvR2et9dQhdd774286ydAhnve3t4ItEu5pwVjNHClp1NwdOyYgQkkQOn3HTtGvjnrsuhleDb5WSyYvMD2nTgnr53vviNRjQ3RaHIymVtWVY1MFZVarYa4U4z7M+5HhI+ZpbyfHwVH87UU1giI0/z8iHdXqShNb+rw3YpuXDP2GrNNWE0a7kVF0SwbHEyK9tzcYfutWkUT2f79rg0+NVyD8w3nMWvMLJODnlhM3TY6OnRBWWF/P95saIAIwK/j4ijQcHMjrvj8eZdd9w51HVr7WzA9IsP1iyKt0Lb9nntQypvBRRzTB2lhwBixm9YMPhmjMcnbmzTGe7/xBF5/HQDgsXsXmJ2GgWOCZbja4YlCeS0iI4Lg4+mJurq6IS+YIUgkFNTdffeQsaKirMxu6kkwbDUOjIpbixHlG+WY8NoCfHyANpRCowGS3ccQ9f3OOwYPk6t6H7o0MBIgaI8eeIAWYZwDVVUQMTp346JHZ6gnUxjtwEhIUDY0NMDX1xf+gpmdk1Cr1Xj22Wf1X/LinLdyzqs558Wc8//bGSPG2GQANwKYwzm/BkA9gC0AdgJ4gnM+G8C3AF7U7vJ3AMc553MBbALwoU0f1NsLcW42lEqaN0ZS8GvKcM9uCNxLejq59Rk9ncnJZPWxa5dDGXebUVhYiFUzVtk3wIhE5P8i9Dc5fNimiW7aNGD5chLsfveda2OSiooKXDvxWjw972nLG0qlOjPFd94hSnMEut/m5lKaPitr+HuvX/s6Xlj8gsn9LBnuwc+PhPDTp+tEn3rw9KTgs6WFtE6uAgPDtuu3YeO0jWa3mTAB2LqV5CKcczxaWgo1gIciIzHN11enOxo3juidAwdcEvW7idxwQ9w9yP9m9ohYQ3DOUVhejrj4OExxH4tpPxSSN4NCgdRUyhhZ61sXFwe88gr9/cgjQNu8m4BlyyDq74fH7l12nc+Y4AEMqkWo7O/GJM9YpCVQVZnJrBFA13vLFmDaNBR3d9tNPUmlNL8bexkVtxUjNdT1wjZvb6AdZeAaERJnrKALNmYMPUw7dwJ9faitrUVgYKDT1JMQi7h88SkS6TrGVlYCH38M9v13gFxuMOY5Sz2ZwmiV6wtzkkRCBUjl5eUua7t04MABSCQSXLx40eB1xixZ2juP0c4YtYHSYMLTKAbQA6CTcy40xXgP5G4JANdp/w3O+WUAPYwx63amFy7A8+gh3Dv+Ijw8qIBqpARoguGeVerJGoTg6IEHKM2g0QxFC5MmUVKpooI0fSPRuX77ue34tOZTBAQ64PUjEpFV/qxZJG6xsRHQ3LkkmnXlYCSTyXCh8gI8Qu0oxfDzo6D04kWKPl08OmZk6Bq66zN3Qlm5qWo0m3o9ublR9BMURPfKqVNU8qzFuHH0tc6edV0RHmMMiUGJSAg0UZs7tA0JjTkHPrjSihM9PQgUi/En/Xped3cy+Fu8mCp49LxLHEWkbyR+u/hJ+GIMzp1z+nDDIFBP8xLnYfv6fQhcej15M2zbhgkhreDcNiubhx8mBr2lBXhiKwP+8Q9wsRjuP/wAsR0p7jHB9Fs/pHgWz4asRbrW8+a8peaLvr7onDsXMpUKkUFBRE/Z8ZnBwcPH0n9d9y9sydhi8zFshY8PkIjl2BD3B3hIPCgqW7+esl+VlVDl56OqqgopLqhHF4vpv5HUPSIxEVi1CqKmRuDiRWiyLwGcuyzrZYyfImNUVlaG+Ph4AwNaZ3DzzTcjJSUFSkoW1Oq99ZBLPsAMGB9llTJjbC2AawFUAPAA8YNPcc5v0dumlnMewxhr5pyH672+C8AbnPNzRsfcDOq0GxAQEBCyf+9ehJ44Ae+aGlRMXowvyubBzY1j1aqr8PZ2XcpFo9FAJpPBx9UqaY0GoSdPYtDbG50ZGUN3dkGBH7KygjB+fA9mz3ZtLf+L+S9CIpHguQnPOX4QzhGQlwdlYCBkNrZ50H941Wq7tNwmIZPJ8O+6f6NrsAsvTnzR+g568C0uRtCFC1AGB6N56VJobOyzZAsUChEOHYoE5wxr1jTCw0ODv5b8FeN8xuHW6FtNbE8jtK0Bt1tHB6K+/hqDnp5oWboUKi2tq1QydHZKER7umhH/u6bvEOMVg1Q/6xmCi/l++GNCP2TeavwKwBoz27m3tEAREgKIRGAqFbgDVALnHFX9VYj1isXl3BDk5/vjllsa4Ovrmiw75xx9fX3w9vGGmqvhJqJz9GhqQsjJkxDJFXh74EG4JwRg+XLrZl0NDR548MEZkMvFeOmlfGzMfQHRe/eiMzUVOS+9ZPNstu+rRAQHDWDh3EacOX8ef3jlFaSlpeG1114zu09fXx+8vLwg7e1F+A8/QNLbi+5Jk9A1bZrVB7CszAdyuRhTpoyM3YU+SIvoiaAgFXx8DH9HSW8vesViSNzc4NPRAVVgIDROTsZdXW7w8FDDw2MEVp564O298D2dhaCOWsgS4nB17lwMDg7a3NfNVqjVgEIhhru7BmLxyM3zKhWDQiGCh4cKcvkIzIegTNSKFQYm1/Wcc9f3d9JiVAMjxthiALdyzh/T/nstaLyM55zP077mDqCQc57EGKsGkMI5V2jfOwHgPs652VKijIwMnpWVRXfFzp1ARQUa563FN1cmYO1a8wZljiAzMxPjxo2z6C3jEDgniuHCBRJNXnvt0EB5+jS1dXJly68Tl07gsdOP4dcLfo17p97rugNXVNCJ2jC5d3aSd9PKlZRdcQStra0oKC/Abwp/g/VT1+OxmZZLfE2ipITokfR0OhkX4upV0kunpAALr2vBdTuuwxOznsD6qesNtpPL5cjMzMT8+fPt66hdX0/3vEpF5dpGF7K7W9fDzhHIVDIs+WgJ7pp8F56Y9YTV7f9eVo9fN1YgQeWNsmUZEFub7Ht7yQxy1iwyzLFjqVvdVY3bdt+G/53/v1g65ma88QY9OoZjqePIzc1FWFgY+tz7sOHABry24jWdU3l/P7B/Pw5rluFySwT+539sC/D/8Q/yOIqIAArPdiNwZhJYWxv6ntgKldB42go+bjmPetTit6G3obmrC6kPb4Gfnx86OztNunHX1NSgt7dXV4mmVNJYc+kS0VS33mpX9+ezdWfR2NuIWyfc6vJ2OzKVDJn1mUiLTEOAh2Emu7u7G/n5+bhmxgywf/yDeJwbb6SszP8FcA5kZ0MlleJ0ezuumTMHUnf3kU/vjBA458jMzERKSgqCXNw9fPPmzXj33Xf1XxoA4Mk5H7GLNdpU2ngA+rOkFESr+TDGhJrRe0E6IwD4ClrLb8bYBAC+loIiA4jFVEkSG4uo8hN44D7NUIWXK5iSpqYmuLm5uT4oAujhWLWKRvbMTBq4tAHsvHm6oMjGzhwWIZPJ8HXJ13B3d8eKRBe2nentpUn6448N6B1z8PIiTe4XXzjWKV6gnjp9O6HhGiyJX2J9J1MYP57ozGXL6N8uXDhERgK33EKVSadrqZbelH9RYWEhxo8fb19QBADR0VRaHhRE4jo9rUlhIU3EzhTh5VzNwaBmcFiZvjncIlHivqZQLMlPQXurDWOYuzuJcI4eBXbvtovXyG7MBgBkRGXAz490Tjk5rhHT6lc95TblQqVWIS4gTreB1h9rwVptUJR9wSaL98cfp/ivqQn4nz/6g/3lLwAAr08/tbmnzGVNPmoGm8AYQ0RgIKKCgtHT04NSE80JVSrVcOpJKqWA4vbbiSP79tth+xlDodBd1y9LvsTHeR+PSA/CkrYSPPn1r3Ek19A904B6cncnUblUSiurb75x+Ee/fJkkniON5mbg+AkGWWoGysRiop5ycsg+xIWaj44Okn2OkJftEKqrgX372uHu7uHSoOjSpUtgjOHdd9/F7373OwDIBvAOtG1BGGMjZmU72oHRxwCkjLECxtgZABsB/Fb7/3e1r90A4Pfa7Z8HcB1j7ByA9wHcb9enCTXT69eDiUXgnKp0du50TsSsVqtRUlJiWf/hLBijTNGcOTTBHTli8HZ5OS2u7aiSN4nCwkKUacowJXwKwn1caLrn60uDbXMzPfBWnCqF8c3XlyxX7OhVCwCoqqpCREQEzjSeQZh3mHOeKhERtAKVy6m8ubDQ8WMZITWV4paTNacQ6hFlOMGCDPdUKhUirBnjmIMgyp40iUqFtUhKomv75ZeOV6ll1mfCXeKOaRHWi0MVCgVqa2rwxnUpSFT6waZqdKmUIseVK6l1i15puTVkNWYhzDsM0X4kXl2wgPr0OVvgY2y4l9uUizDvMET6GJWGMwYPD0A8qKC07rvvAtnZFgNrkYhM2D08aP3wdfj9QFoaRB3t8DBorGYaGq5Bobwe0o4JqG6mkvu0JPMCbItVTxMnkvjp+uvp3zKZyeCsq4tanAiPREl7iev8i4xQ2laKvj6gOtsw89nQ0AAfHx9d1ZNgCjl7No2V//mP/c0KQQWSLpC6WYVQENHS0oeOjg7ExsaSoKqlhYpAzoiKgkQAACAASURBVJ51iZC0o4MKhUfaJLi8XI1Dh3qRmuqa+0CtViMjIwNpaWSH0dHRgRdffAkA/AA8rLepcWtml2FUAyPOeT/nfAPnfBLn/BrO+TJtyV0u53yO9rUbOOed2u07tf+ewzmfyzkfXpdsDe7ulI4YHAQ7sB8JHo2orHROxGxguDeSYIy4gIULdU0WtUhMpEn2u+8oC+4IWlpaoNKoMDNmJm4ef7MLTtgIKSlkAtnTQxySlWjH25s2F4lo8Wdr9bJcLkd9fT1i4mNwsfEiFsUtcs0KVqOhAGnPHhqsXJQ9kg/KcaToPER189HbqztPzrnDvZ4M4OZGlIheM1d3VR/WrKE4w9ZWJcbIrM9EemQ6pGLLWo7M7m4cKShASkoK/PwkmD+fspsGfdTMQeg/tX492RGfPGl1F845sq9mIyMqY+h3Dw+nr+/sbSBUPfn5+YFzjktNlzA9YrrZ+6vkijv+LX4UqjFx5F+zb5/FzFdyMvCnP9Hfmx8Wo+vP/wIAeBw6CJGVlh41qhbIuQKqq1NR3kiL5wwzAuzu7m50d3dbrnry99dxrV9+SZO0UXmfnx8l49vayPG6oadhRCrSAKC8oxz+0iBApsvKC1VPw6qA3dwooN6wgdKFwthsxzMrlY6w+FoLkUh41ot1vQ+nTKHWAImJVNn7/vtOOzOOlvi6trYBQUF+LpkPz549C4lEguzsbOzYsQOcc7i7u8PXNwAAxoEq2QX80ekPNIOfncGjWSiVQEMDpud9iBXTWlBYSMVT9s51MpkMV69e1RnujTQYo8odoSS7ogLQaCAS0eI6MZGqV+1NagjU07TJ0/Dc/OewJsWcNNZJxMWRl8fgoE0lO0FBFByFhpru1mwKAvXkKfXEl+u+tFhKbheEJm8TJtBg5aJy/kHNIDZnPIgkrMKePbpDVldXIyQkxLXixb4+utG3bUOS91VMn04tc+y1sOhX9kOpVg5rA2IMuVqNOwsLcWtvL2q0xoGzZgFPPGGnk3tcHGUBVmsLVPv7zV77K11X0DHQgfTIdIPXBwZo4VBba3I3qzCmnhp7G9Ha34rpkdPN7uPmBjR1/n/2zjs8yjJ7/59nJr03EghJCDX00ASlqKDgqti72Na21l133dXdta7b3f1tsVcQlaII6tqw0Iv0GkgBQgppkIT0MsnM8/vjzKTOZEpm0K9yXxcXyeSdt8y87/Oc59z3uU8gR6fOg1mzxI/izTd7TFE/9JDEgsXF8PCyM2HePFRLC8HvvtPj+WU2F6IUjA5MoqhCGphOGCyBUceMkUdtJmbMkAjorbfEW816/gaDPKOVle2O18PjvFOa3RU5FTmkhA2loUG1ffVOq54GDmynwcvKJHPnYuufgADfe8UBVp+9OgICulBP4eFSqXn11ZKa8yDr1RGnIjCqr6+noqKKuDgPPPzsYNeuXUyaNAmTycSNN97If//7X0JDQ6mvbwLIQRgmn+PHExiFhMhqIiyMqVnzmTGygp073fd4OXDgQHfDvVOFoiLxHvjwQ7BY8PMTuiA5WRam7jTqtlFP+fX5+FyA36+fpOltHSidjD79+klwFBws8VRP1I+NerL1eooOjiY+NN5bZy4z3TXXyLlv396N0vQEYQFh/OLs27nz0tEUFMi809zcTF5entdcb9sPFtbeAmX+fOYkHSQy0v3FaGhAKB9f/zHXj76+x+3+UVhInsnEkKAgzrB6y/j5yaRjsbh3jxIRISt/i0UcTt9+227aKSkiidcueY0ZAzrrtfz8pBtDT9XrPaEr9RTsH8wDkx/grKSzHL4nNVWS1FnZSvi8224TOtymF7PzrBmNQqkFBsr/X174H3RoKAHbtuG3f5/DY/kpIyMDUxgVHcHx6iBaWhXjBg/GoBR79+5ta75po57s9j50hKSkNs8j1q+XE7N+ebaS/WM1x1BK+SQwarW0knsyl8GRw9Bagtza2loqKiqEenIF8ibRHKxf73RR4+9/ajoMaG2mvLycIUPsmGsqJTT4Qw+1i0k3b5ax3+3jyP++nKoyMjJIShqAv793DvLAAw+wffv2Ng+3hx56iMsuu4zjx6sABgPvIG1AALCZQXsbP57ACNrb1wcGMuvom0wdWeVWEcOJEyfQWhMf78WJ1x307y+rof37hd4xmwkIgBtvlOyRq+OejXrSMZqbP7yZzw655jvUK4SFyUNfUQHPPddzO3IrbPOhI3fsjtRTq6WVX335K7YVOTC36w2UEjfKyy+XSa4X0FqzIX8DDS0NjBkjxW8bN8LKlUcYNmyYx72eekS/fmKo2LcvwZ+8zwOj1zLWg7aLSimHDt0ABU1N/MVKvbyYloZflxH5vffk+3Q76WYwSNqpqMhup/sAYwAT+k0gJriz8NPfX/wvMzNdp2VtqKmp6UY9xQTHcNu42+gf0d/h+4xG8Y/KzrZe54ABchIg9/yyZXYzASNGwB+sPp93/S6O2ofll5CFCx2uDOaETeCFfveSFNuExaIoqwomLCiItKQkWltb2bNnD62trfapJ1dgE2Zfe62cgzVLY8sYXTH8Stbdto7IIO84HHeEURl5/5r3uWyIBOK1tR5kvVJTxRRy1ChZfbzxRo8rgoCAUxMY5efnERkZSUBAD9STTQfW3CyR/RtvSNbajZSWrzNGZWVlGI1GwsIie22z0hHPPPNM23N36NAh7r77buLj+4H4HjbRHre0AOd678jt+HEFRiDRw623osJCmTO1ro2hclYMYKOeeq3/6C2mTxdRtm2QbW0lKEiefRDawFm1mo16WpW3CoMyMC15mu/P24aQEPkOli0TcWoPMBiEKszIkDGhKzpSTztLdrI+fz1Nrb1LP/eIcePam9d9+qlLlUddcbjyML/88pd8dUQu6Cc/gb596zGZGklMTPT2GbcjLEwypuPHYwwPQWuhX10RuVu0hWuWXcPyg8t73O6Xhw7RpDXXxMVxrp32OOnpMi/t3Wvnzc6Qni4tXPz9Rcy/bVubOd4rO14hp8J+9/hJk+TrcnKrdYKj3odbj22lptm5knX4cGH+ulUA1tUJnfzKK3YzAA8/DGecIXHfb4p+AYMHYzx2jEA7WUqLtrQZhCbGNBAS2EpdkwTVHY0es7Oze2+4N3KkZI9CQsBsZkTFRi44pwmzGUL8Qzzfbw9QSpEUkcQZIxK4+24wmUoJCvKg6ik4WPR211wjGa99jjNws2dLYtuXqK+vJzDwGH//exQutXYLDJSTmjBBMkcvv+yyIeewYfC734Ev1vFms5nMTNFIXXSRxJ/eQmFhIU8//TStra3MnTuXiy++GKgG0Ij3oQ3+OLZH6xV+fIERyJLn3nslXQwc2G3ihRd6TmLYqKeQEN8MBG7hrLPgootkWXrkSNvLFovoPd991/HCqCP19NWRr5jSfwrRwT7JRtpHcLBk7YYMkZN10n5+2rR2Q+2ObsYmk6kT9bTm6BqC/IKcamC8gpoa+eznz+/0+buCDQUbAJieMh0APz/N6NG7ueCCoT4pee4EPz9xyj7jDJqa4NO3K/jfknqnOrus8iyOnjza4yT4TWUlKyoqCFaKfw3p3lwWJCvSv7/Q1x5VxiUkiB3B0KFCa7a2crTqKG/seqNN79IVMTFyq+3c6XolanFxcTfq6WTjSe7//H4+yvrI6fuHDoUxY+xUxE2eLLSm1qI76iLo9/OTW8rfH157049Vt4nGKGjZ+6gupUV7m45yWcEfyWo+RmiQmQcvyWZ4kmxj0xlt3rzZPeqpJ9juzaIikg+vYfjW/8fDH9zGrhLflHGtyl3FiswVhIRAQoKZ3Nzs3rVdGjVKZu9zzpHfjx3rthoODpbYz5fIyMhg7NhRBAcbXKe4goKk9cGtt8r9smiRSxYoBoPEVb6g0nJzc0lMTCQ4OBg/v3atuzfw+uuvM3v2bPz8/MjOzraa3GoAewPkhd47cjt+nIERtN8tW7YwbPUrJMc2sHy5aJu7wkY9DXEw4H8nmDxZgrsOniQGg7gTGAwix+jaiLoj9XTwxEGKa4uZPXj2KT5xZOS//nqpxFi92m4TVBtsrgUjR8KXX7aLzDMzM9uoJ4u2sC5/HVOTpxLo18vWLK4gKkqyF1FRMki5kY7YWLCREX1GEBcSB8jqKCoqivDwCNatk4/Dp1AKlCI4wMyc1i8o+Hg3uz7pWb+w9ZiIdKYk2Q86tdb86tAhAB5PTSXJwSiplHg4VVe7l8HphKAguXduuw38/dlRsAVaW7sJrztiyhQJjlyhSRz1PtxTKveoK1YFgYGSpLCbEUhOluxLWpqkQXM727KNHg1PWs1K7nzzTOrOuwxDQwPB7y3ttF1mcyH1uolEP8mgdIypJw2VcWrTpk3uUU+uICUFfeddbDE1sf7gNzRtXOvdLsVWfJj1Icszl2OxwEcfFeDnl9r7qqewMIk+tZaM7yuvdGpiXFgIq1b55HKAdurJaIzjq688sCwaOFCCu3nzJIITa3CHm5eUyJjpUjWoG2hsbKSoqIjBVh3K7t29t43piKuvvppp09pZDOkC4FAnEqeUSvXe0QU/3sDIhpQU/E313Ni8gD7hTbz3Xvd77eDBg54Z7vkathxpQYGkiZqbiYmRhExrqwRHHbUVHamnVUdX4Wfw49zUc7+TU8dohCuukKojJ/SkwSCb2qx5qqqqqK+vb6OeDhw/QHlD+am9lshI8QsaPLg98+UEVU1V7D++v83UsaWlhSNHjpCWltbWy3bDBreTUJ7BaGTc7y8itV8zXz+fRe3q7Q4zd1uObWFY7LBuGp6OeLSlhZtiYnjYiSX7wIEi/bDjP+g6lBJvB2DnlhX0LW8isdCxqnvoUJHKuNJxwVHV0+7S3QQYA9wSGldUOGgqGxwsup2bb253au6w4aOPiiwpL0/x24QFaD8/Alavxni0PYg62FxAkl8sEUZJcRwtDeX1lUOoafBjeFIywYGBFBcXY/FFY8W+fXm9dSj1xnBGHCiTyg8vI6cih2Exw2hoqOfzz6G+vnujZI+hlAQXqaliaLlwIZw8SUmJPH++KNnvSD3V1kqy0K1CBBv8/eW8AXJyJPO4bJnd6Ke8XLLsvSxu64YDBw4wYsSItvnw4MEeGUq3sW3bNm655RZ++tOfcsklNqYsGqAVqUw7BtgeGAMw0HtHb9/pjxuJiXDTTQQ1V3OTeSERgc2dMpUVFRWYTKa2qqfvJerqZOX59tvQ2Eh8vFR1NTS0V+R0rXq6Z9I9vHbJa0QEerFHirtQSkQV/v7y9H7+ucNRyd9fqlj79NHs35/BwIHtK+EWSwvj+45vo6dOGQIDJUV35pnggn3DtqJtaK3bzjMrK4vBgwe3VT1deKEEfitWeH+VZw8qNoZL/j6d1ug+fPFyngR4XSbSxpZG9pbt7ZGiLCoqYnR4OO+MHUugk7y9UiL3uOmm3p+/1pqd/uVMDBuKWrZMlsc98GXFxT2b3dXV1VFeXm6XetpTuodRfUY59XCyoaYGnn++h2SoUu1B0YkTYku+di1YLG0yKj8/eHFxNOuv/C9Ka0IWLACLBa01maZChge2BwsB/hYqagMprgxBGY0MGezY6LG3UApqQ7IJCRlI9E13SWk/yGrMCxWulY2VVDZWMjR2KAcOZJCa2ofGRi9PVeHhUrVy2WWSWnn5ZQLqpP+kLwTYHakn2yPS65h1yBCxhMjKghdflJutw+fvC/F1eXk5ZrO503zojR6XHVFQUMDChQuZMGECn3zyCQBLly4H2Av8BOjov5CntV7jvaMLTgdGIOntefMIayrnZvUuF84xWzOV7dSTz/UfvcHIkVK3X1oqq5/6evr3F7ZnlrUzRlZWVqeqpwBjAGMTPChN8hUKC2HHjrbzd7xZITk5iSxZEtE2yU3oN4HXL339uwnyDAZRUNuql3budBjVzB40m6VXL2V43PC2qqfkDhkWW/BnMvXOgNQdxCYGMufhMYy8cEAbzdYRTa1NXDPyGmYOnGn3/ZtOniTHzaqn0FD52Jqbe7c6P9FwAovRwMQL72gXoi1caLcErb5eCnscpfx78vppbGkkqzyrR/+iroiIEAN1lzJjkZEiwFq7VhY3NTWkp8Njj8mff37wZ7TG98MvJ4egjz/iuLmak+Y6RgS23zsJUU0YDZriimCOGY2MtwZG27dvd/mc3UGlIYsYywiZnG2c4RdfyPn3sgfFoQqhZeNUHEajkYSEMN8sFJSS1Nx998GUKQQkWBsvN3qv0Th0p568FhgZjWIJcc89sqL66CP51wXemrosFotdA1pvB0YAYWFhPPjgg1x99dVorbn++nkAqcB+YDwQat00USnlBRFdZ5wOjGwYMABuuIGomeNJnyDf8ubNhQQGxvukW7DXkZYm2YvycjFla2igTx95CAsKqli5MoA+fYR6envv27y99+3v9ny7YuhQ0Y6cOCHp4a4CKdqppzlzkmlultYhJ2pqqDOdgvSKK6ipEUfBN94Qe/8uUEoxJGYICmW36gmEHb3wQik88UYvPFcweYpi9O2TpR2EUnLu1pKq6OBoHp76sN0gelN1NdP37uWPISH220z0gMZGSZJ0FNS7i/jQeL655RsuHHaxfGhXXSX8hB2RSGioPCJ79tjXkJSWlhIQEGC36inQL5D3rn6PK0dc6db5paVJvO9UJxsQIFzxFVfIl/7yy5CdzaOPypptX4aRd2/+Cq0UQcuWEZZ5iBsjz2VCULvXiJ9RkxDdSMHJYCqMBqalCruw02Mxl2OYLWb6hMYR3TS+8+SelCTVdi+/LJYiHmaPimqLUChMpSZGjRpFaGiPa6XeIzISzjuPgEAFzc2YXpnvtJ2LO+hKPXktMLKhTx8R9V90UXuHBIsFbfbuyiovL4+EhARCQ0M7vW6xeF/gnZiYyK5du1i2bBklJSX4+QUDxCIBUccwzAJc5t2jnw6MOmPQICmLBOqzjvDuW41s2TLUtw+lNzFkiHAUycltZQJaa9avP0J19UCWLVO0tFpYtH8RGcczvuOTtYNhw9pbQbz5ZjfHWhv1lJzsz7XXyvz9u3c+YPY7c1wqo/Y5IiJkgDKb5fw7KPn3l+3nmXXPcKL+hN2qp44YP166A/TUvcEX+HaLYs0ahJJasAD27CGrPAuzpfsK2qw191mdzKf36eN2RjU4WNYi334rX7enMCgD/kZrUDZmjFhsR0fT5kfQYXKbNEmClK4G7GazmezsbEaOtN/awqAMDIweSN8w9/rXDRsmh7dX0GEX6eni9h0VBXl5BAeDta8sjy8dTeOvn0RZLCS+9CZ3Gc5kQEDnOux+0Y1kVoeSampl/EDfBUZGg5E/Tn6VMfqmzjqZ8ePbsxfLl8s/D77cK0dcyfwZ8xmWMozg4GDCwnwcGFlhk5WZwmPby3t7mf2yRz15PTACWdBMniyZR4Bvv0Wv+BDq6rySMWpubiY/P99uAZIvMkY5OTmMHz+eJUuWkJaWhtYODxACzPPu0U8HRvbR1ETNy89xb9wa6qosvPOO9wVsPkNqqpRkGwxQU0PRvn2kpwdw1VVBHDoE/2/xLioaKpg96DuoRnMFyckiao6J6VQ725V6GjxYKli3n1hDSEPad6uV6ojERDFTjI6WlNaOHQCsyVvD54c+J0AF2K166gilxF0YZFI9VfdeebmIT0unXQUDBnD8o0XctOASluxb1G3bV4uL2dfYSJK/P7/zsBx85kyhDT3JGmmtuf3j2/kk+5POf7AZZObkiCh18eK2yXnQIIk5usYKhw8fJjk52WHV07v73mVD/ga3zzExUQqhcuxbLNlHbCzccUdbW4sbzy1mwthWiorg3+FPwIwZGE6eJPiF57vNrLGJ9QxKriHYZGBQ376EBQdTXFxMqYstMdzB4MGSoO6SPJDn9qc/lfLDI0c8unkbGxupKKtoo57OO09cGnyNpCR47JlABj18hWRPCwvhpZc8zh45op769IGnnmr3nvMJoqMZF5HL0xH/Imrnql73Ojl48CBpaWl2DWjvukvuBW9Ca81VV13FjTfeSG1tLWZzj5TwJKWUV11GTwdGdlDV1ETJlCmMCSrjOv8POVHSyuLFp6aPjtegNa3vvUfTyy8zPCaGiROlH+3XuV/RUBPE9JQZzvfxXcGWGraaKeqjR+1ST/2GltIckcnsIfb1L98ZbB3uhwxpM7PZULCBCf0mUJRXRGpqqkuGe1VVMq970tPPE5x/vmRyPl0dguXGm9g6XJbqk7cXd1r5V7S08Li1dO4/w4YR4uFyMT5eJoctW1yyZemEo1VH2Ve2D42DD2bYMKl4zM0Vt+yiIpQSp/GSkvbLaWhooLS0lIG2hrtdYLaYeXXnq3x7zP3oTSmZMGzt3lyGn58swbXG8Pmn/GOilOr/7VkDRf9ZxMkwPwL37yfo44/b3mIBSG7i1gmFBAeYMRgMpPuITvvz+j/z+Kafk5Ym9QfdYDCIIPuhh9qzdzt3ujSAtphbuGPZHdRF17VRT2FhbvbZ8xAGgzyuyqAkvXjffRLdFhR4JNRxRD3ZkfJ5HyNHwgMPQHo6auMGoTd7KO3vCSdPnqSpqYl+DhwplfI+laa1ZurUqfz+97/n0Ucf5de//jWAzeDgHeB54EXgFevPXhWGnQ6MusAmwhwydy7qmmsY0prFlX7/ozCvFR8UePgOSpEzbBixcXH4L1oExcVMOdNMVfRqUvTZKLMXHbl8AdvIsW0btc8/T/yRI92op3V56wgLgxunngucmkoulxEQILNiejrFtcUcLctiUnQ65eXlpNrKbZ0gKkr86Pbv9245rCMEB4tn1LFjsGuPga3xLcTED2BIYL92ngH4/ZEjnLRYmBUZyZVxcb065jnnyHyZmene+3YUSybOoX+RreLx9ttlYp4/H3bvZvJk+NWv2kv3MzIyeux9mFORQ2NLo0v+RfbQv79rNgEOr+GGG5h1jpm5w7Kpq1P85r/BPHF7KiDGj36Z4kpbZDQSZ7YQqKGhWQKK9EG+CYz2Hd+HQnH0KFg7wNiHLWo6dkyoqddec9q9eNfRXeyu2I1/aLtmraJCdOnutnVxFyaTSATbjKWjooTanztXfi8rkwywC6uUnqinxkaxUfK0ubGryD8ezCeGy2i89laPIzFXGhCvWtWjFZ1HMBgMPPzww/z5z3/mb3/7G3fd9Q+APOufb9Za/1xr/YDW+l6t9UNaa6+O/qcDoy4oLCwkMjKSiIgIibqvuopROoPb0vf0tk3WKUVNTQ2VRiNRv/ylTGoLF1J9OINzhqfzyJUXEhR0arIQvUXruHEUhIcz6NAh0b50OOk1eWsYFD2IlMgUcnLgP//p5pf33cI6kGw8tAoqKhn28W7GJCe7pceZMUO0OJ9/bleP7nWMGSNeQ998o9lSuI3Jw8/DcPMtksFoaGD3nj28XlqKH/DCsGG9rtbs00cWthMd+zPaxc7infQN60tiuJM2Kv37i25nyBCIiiIwUB4HraGsTBpV9unTx+Hb3TF2dIRt23phaBkeDjffzN8fr8OgLLz3bjRrIsdQ+6sHUBYLoc89R0t1NSeMBpLMZj7aksTSdalyzgPFQsKbgVFzazNHTx5lRJ8RfPmlUK9OkZwsnk1NTdLt3kFDV4vFwtp9awkODmZobHuD1epqCYzcNkT0AFu2dCl6UKrdwnzXLolo3nnHqQlRT9RTS4vEV+42cnYX5eXWRF3SQBEt2ipg16yRPksuTAAFBQXExMQQbm0IbQ/79rncpcRjdGivcwGAUsqH/ZNOB0adYKt6Gj68g4nbqFFw++0MuGKCTbbDmjXf76CiU6+n2FhZNYeHE7NhB/+a809mDZ5BayssXepdx1JfICc3l9BbbsE4daqIUZYvbysrenTaozw67VEAUlJE3vDee3YLwr5TGIKCGZN8JgMb/IlevtxOE60e3ms1t1Tq1JTwKyXUz1lzD1HVXCn+RbbgZ/NmBi9fzj3HjvFocjIjuglMPINNT+Wqf4zWml2lu5jQb4JrgVlIiGTvrHRZ1epdvPCXar78Ms9p78M9pXvoF96P+FDPG05lZ/eu+g6DgZE3T+SueQ1YLEaOf/Jrwv72L5g+HcPJkwS89CKpphYMQFxEMydqAjG1Gkgf5P3A6FDlISzaQlpsGrGx0kzWJQwe3Lmh67Jl3TbJy8uj2lhNkH8QAyLbdWu228zXAuyOfVvt4ic/EWFjUZFoj6z9+rrCGfXkE/G1HXTyMbId1GwW4eIHHwhP30OAZzKZyM3NbfO+cwRfiK+7wlZJqrW2dc30jQ+FFacDow7oarjXhqQkubGqqzn4ynrWrTazcuX3NzjqVvUUEUHLLTdRPPcceUq0xmCQS1q5Uizdv4+wGe6lDhokg9Ls2TLLWDufDoweyMRESTUEBYmZbUCAdOnwddrdHVyRdgW3DnqQ2EcfldH3rbdkxeYioqJkPB4//hRoE4C4ODhrRCovX/wyZ/XvoEWbOZOS2Fj+sXcvf9qwwasz1e7d8O9/u6Y1amxtZGrSVM+czpubidi1lqqv1nJyj5FgJzxXeUM54/u67l9kD8OGyS3rchDhAE//Iwy/oEbK90xl3dctcOONWGJiiNq7l8QPPwSkMk1rRdnJIAZbBdhFRUWUedDw2B5sPelG9BlBTIzMq672oGtr6Hr11aLhAYkOtG6jnqqMVQyKHoTR0D7T2vRFvg6MlJLxw2GAbhOp3XefZF8+/1yySB3gCvX0nQRGNhiNIu7/yU+EB33pJVkd2zmZrKwshgwZ4tSKwxfl+l3RxWLjLsS/yGfKs1MeGCml7lVKbVNK7VBKPWl9LUUptVIptVkptdZm2KSUClBKvWl9fZdS6nxfnZc9w71uKCpiSsMazmpaw9bNZilt/p7BUa+nrVUZXPrx9ew6th3efx9Dxj6uukoWcv/7X88NdL8L2AaYUaNGyQCjlHSU/fnPoW9fFu9fzLe5ndtwREaKmW1jI98bsXy9qZ6cQzlS9ZSUJCUc/fu7bVI0apQ4SVjjWp8jCvdqzAAAIABJREFUwBhAw+Ez+ODdKMxmqGlt5dDx49RMm0boTTdJ1uu117yWnktKEqbFlcxKiH8If5j5B2YNnOX+gQIDab71ZpISj3NyZzXViz/r8UZ587I3eeLsJ9w/TgcMtbJC1nZyHqNvX7j751I+/utHDbSWV1I2RRzJRW+USd8YqQIrrgzGYDAw1qpn81bWKDE8kbnD5pIQmkBMjEyKble0jx7d7vq9YQMsWkTW9u2kpaURHhjeLRANDpb7/lRoCHsMjGyIjBRblKuvFosFkAjRYnGJejpVgVGPJ3DmmRLgDRggIqEulvDV1dXU1taS5IJnyKnIGHUMvrXWb1h//NxXxzulgZFSKg24HZgBTAEmK6VmAW8CL2qtpwLPAi9Y3/IboMr6+iXAy0opr3cJ7UQ99bQkHzkSdcXlzAndxITadaxfY2bTJm+fTe+Qk5Njt+rpqyNfER4YzpjYkTIDrViB3+7tXHedTErLl5+iHl0uoqysDH9/f2JtPIsN4eE0tTbx4ppn2fj+P7pNzP36ScuJESPaK7e/S/xz4z+565u7GJBqpQZCQkTQaS3HprzcrQjuwAEpsvJFPycbTGYTL257kZbQPEpLpZH9k0ePMjk7m8L+/WUyuP12mSC8RKf16SOSvm3bnFvfVDZWonsRHR4sKGDqk5dA6kD2fn1chNk9zFJtPkkeIiZGsnC9DYwAnn2yL4mJsDMjiBfUjeJdM22aVW/0X8JNlUSEtFB6UjJh6Vad0a4umQ1PMTV5Kk+f+zRKKWxemL3KhIWG0piVRdTixfSrqODvs//Ow1Mf7rSJwSCPjbuVi54gMNDFDJhSEuD5+UkktWABra+/TuHu3U6pJ6PRWv3m4+yvwSCBnsNsTlSUrCTvuUd+1hp27UI3NzvNenWEn187DXkK8RdghlLKJ6P8qc4YjQU2aa2btdZmYAVwITBca/0JgNb6c2C0UioAmAu8an29CPgW8HpDrOLiYkJDQx0a7nVCejrqisuZG7mB0VUb2L/H7LNuzO6ijXrqUvVkMptYm7eWmakz8Q8OFc4pLQ0++4yArRuYN08WDh5Xz3gZZrOZrKwsRjkw+vi28FuajZpzDYNkUuui/Bs6VJzylTo1xnCOoLXmy6wvSU9Ox8/Y4fk1GmW0ammRFgpvveUy9xcWJsUxX37pm3MG0dUs2LOAgLhCBg+GJVvqeKGoiBpgkG0lnJgolgqhoTKTbNniBqdiH2efLQGfrb+fPWituf6D63l207MeHaOiooLW1lbSRvQldeZA9iRfgp50ht3Z4/mtz/PMumc8Ok5XpKXJ/73J9u0o3sG242v405/k978+34/wX/4OHn8ckpMxnDxJ6IsvcM7IEsakinZknBcr08wWM5WN7VFQv34yp3poYwWAnjiRPWeeScLIkajly0V7ZCcCevBBD2wPPMADD8Dll7v5Jn9/mDWLE5mZjNm0Cf+tW3sOtP2l3cuZZ/buXJ1h4kT4/e872cF1R0fTtJIS+N//qP7rX4mtrCQy0jVroN/8RrymfIm2XrLtsC0Nvd/BGDjVa+p9wO+tZkxNwNVIQ7iu+vzjiP13LJ0bxpUA3VSQSqm7kexSVFRUFGvXrnXrpGprawkLC3PrfaHJ/RlZ8ylFKS1s3OiP1qdG/9ET6uvrCQoKYt26dZ1e31O1h7LKMmJjYtuvMT6euEOHCHvzTU7u2kVKejo5OWJG19RkICjou8rzSqkrwBYHyvC38t7C0mqkYcQscr5Zjf8zz1A+Ywb1Xbxoqqv9+PzzfowbV8WIEadedJRXm8eJ+hMktiQ6vLdC4uKIW78ey+7dHD/vPExdM2R2EBYWzYoVkVRVHSclxfvL6BVFK6ivq6fhSD3hERt539+IGfHdr9q5k7Vdtg8uKCBh9WqaVqzgxLnnYu5xJO4ZFks8S5cGYjYX2k3PlzaVkn88n5bgFrefc5DFQ0hICGvXriUgIIjwgUbWVNdjWLuWkLw8gouLqZw8Ge3nxwcHPiA+MJ612v3jdIWfn2RmuzyabuGlIy9R2lTKU8MVqakTyMuL4OFHjnDDDUFEPPIIYx57DP+9e+k3fCF5117LLuWPvzV7sXnzZo8+r44obCjkT5l/4meDfsaE6Am92pcNJpMJi58fW0aOZOuud9i0/R1+qVtQ8T4tOvI6zGYzLdOnk7xvHyffeIPmDz+kbPZsLA5MQ7+vCEhLI3zdOsI++IADu3ZROXky5u/LitkKpdTbwM3WXy9RSindmxSyPWitT+k/xL57E8IP/hV4Esjvsk0u4A9sAIZ0eH0hMKun/U+cOFG7gwMHDujc3Fy33tMGs1lrrXVLY4te+m6Lzsz0bDfeQElJid6xY4fdvz226jE9a+Es3WJu6fwHi0XrL7/Uuqio7aXNm7V+9lmty8t9ebaOUV9fr9esWaPN1s+2K1rNrXrmWzP1E6ufkBcaGrSeP1/rp5/W+vjxTtuazVovXix/ys729Zl3htls1o8seUSPf3m8PlF/oueNS0q0/te/tP7Tn7Q+cMDpvltbtX7lFa3//neta2u9dMIdMG/5PH3nx3dqrbV+r6xMs2aNDv5yvc6rNDl+0/79cv7//KfWBQUeH7uiQuvKSsd//+DAB3riqxN1QZX7xzhy5Ig+ePCg4w3WrdP6qae0fuklffLYYT3x1Yl6we4Fbh+nJ7S2evY+i8Wi57wzRz+x+gldWVmp//WvDA1aR0RofcJ2e33+udagLUrp/Atu0UdfXKzLFy/RYUFBGtDHuzwf7uLjrI/1xFcn6vyq/LbXMjO13r3bs/01Nzfr1atXa5NJ7qun1jyl57x1XvsGe/dq3dSktdY6I0Prr7/2+NRdxpYtWq9a5d57LBaL3rhxo66qqpIxNSND62XL5GcHWLFCHhlfIidHTqO52fX3ZGRk6LzDh7Veu1brZ57R+vnne7wOs1mO4eu5b/16rYEdwFZAIwJsf+vPr2gvxymnWmMUBOzWWk8DLgcmAIuA/Uqpn1i3OR84oLVuAT4G7rS+ngCciQRVXoEj6sllGAygNZZly6ldtY1lS83fiU7HGfX08FkP84/Z/8DP0CVBqJTYYSdaV2cHDzJ0kNAhXmiS7REOHDjQo+FeSV0JYQFhzEy1ul0HB4tHyjXXiFClAwwGKYLp10+qU33QGcEhcnNzOWI6wsj4kcSFODFB7NtXRNkJCVKe5WTxYzTClVeKtKFr36/eorqpmuyKbKYkTaGutZVfWoUxfxk0mAHRPQgJRo+GO+9sr7rz0JEyJkbMksH+x7CzZCd9QvuQFOFeIzlb1dNQmxLairo62LjRqtk6+2yhmWtr2bfgb9DYSHpCukfXYQ+rVkkRkCdr2xMNJ6hoqGBkn5FkZGRwxx3JXHCBaGb/+EfrRhdeCI88gtKayFWfcvS9vfiVljLGSwLsrPIsQvxDOn32e/fK5+fR/rpUPR2qPMTQPlarlIoK+PBDcWzOy6OwkFNisJuf734hSlFREeHh4UI9KSWVEldfLT/X1AjdX1TU6T0HDvh+PKqokOJXVxnu2tpaKisrSRk0SJxX771X+EulZCfWauCOMJvlGHb+5FVY/emGApOBi7TWrwP3Wv/8M28f71RrjIzA40qpTcA3wBta6yPA/cCj1td/Dzxg3f45oL9SaivwCXC/1tprstNOVU+eQikCxg5nXuIa+hzdxtJFrT53NO2Kw4cPk5SU5LDXU3RwNBP6OUl9FxfD++8T981SbrquhaYm8TE7lRqd41YhdXy8Y8+YpIgkPr7+Y85JPaf9RT8/Ue6C2Ml+8EGboNlmQB0UJJVqp6KMv6mpiWPHjvHLc37JPZPuce1NYWFw223tA2p9fY+i7D59RHdhq3r2Fo5WHSXEP4Qp/afw5/x8iltaGB8SwoOD+6F1t+KVzkhIkAAvLU36fXgIk0ksF7pOhFprdpbsZEJfF/2LOiAzM9Ou4d7Jk/DNNx0mw6FD4Z572BNej//JGkY1e68HX0SETFaeiJVtTZ9jW2OJjo4mIiKCZ5+VW+WllzoIu//0J5g2jcjWSoZmfErAxo2Mt9a7eyMwGhY7DINqnzZiYuQzdLfCqrq6mpqamraqJ7PFzNGTRxkaYw1cY2NFw2YwwFtvEZaxBVOj2eeVpgEB7lWztrS0cOjQoc7edx1RXS0f0BtvwNdft+3cYOi1JM8p7JbrO9xWd58P4+LavL/Ytk1utFWd+67ZvvdTVK5fDIzQWn+hlPo38F/gXQCl1M2O3+0+TmlgpLWu11rfqLWeprU+W2u9zPp6vtZ6pvX1WVrrfOvrJq31zVrrKVrryVrrb7x1LqWlpfarnjxBejrB117CzUlriMzZwaK3W92txvYYtl5Pg6xmbl3x5q43WXl4pfMdJSaKwu3wYfp98w7zrmqiulomqFNRVmqxWDh48KDDrBfIw2u2mFFKdRqcO+HECVmOLVzYFtWFh0vxxaBBEiD5GgcOHGD48OFMGzCN6Slu1Ar4+UlZjNawZIl0uO8hErFpI4uLnRrxuoxxfcex+pbVjIofxajmZoYYjbyUloZRKVatkoq4HvuCBgfDtddKFgxg0ya3LbttJdObNnUp00XzyNRHuGbUNW7t7+TJkzQ0NNg13EtKkjm4U0uDiAj6zrqUi0dfQUCqtazcCzOyrTvE4cPuvze7PBs/5Yeu0KRZldxjx0rs0NoKv/2tdUN/f1iyhObwWJIqD2CorGBCiFQO9iYwsmgLhyoPkRab1un1mBj5jnoMmLvANgmPGTOmbRIuqC7AZDYxJKZDC42UFFF3T55M6KE9sGcP9XW+9aoIDHSv4jMnJ4dBgwY57n2YnCyu0xMmyA1tzYAZDN9hub4dlJSUEBQURIyt1LAr0tPlhtuwQQIkKzViu4ZTVK5fr7XOUkp9BjwE/FprfTNQD7ztzeP9KA0enVFPHmHsWEKvv4RbktcQm3/qHBN7op4aWxqZv2c+e0v3uraziRMlY1FURMrqt7hubj1Tpvh+NQBCPfXr14+QHoS7WeVZzHl3DrtLevh8J06Uibm0FN58s62PQN++Um3i7y8Dn6+8gCoqKmhpaSGjIYPME242ALNBKekFUl4uLRS6pOE7wmSSzN5HH3nvmowGIy2mFvqXlXHgzDM50xqBjRolBUMua3hra2Ugfe01t6OBGTNksu3IyBmUgfMGnedWew57k3BHKAXjxgmF0jGTc+2Y63n86ufkl+PHpd/MXhefIweIjpYgzJOy/Xsm3cNf0//KiGEjOhnuPfOMVB2tWEG7dUhyMkeflnkiYP160q304Y7t29Eu9vrqCrPFzCNTH+HCoRd2et2Tkv2ioiLCwsK6VT1dMPgCRsV3GZMDAuCiiwi99mJITqau3mrk5aN0iy0od+UjaqOeUlJ63jAoSBadt94qO96zB6PR9xkjV9Ha2kp2djYjbVl3ewgJkQH01ltlQnjnHVizpu0afD1HlJXJOK6UOgpcBFyntf5/Sql0hIlCKWW/E7QH+FEGRs6oJ48xZgwRN13KXX9IapPt9Li67iVs1JOjXk8bCjbQ3NrM7MGzXd/pqFHCPVVWMsQ/v82/rLjYdw+yjXqy13CxI9bmraW2uZaB0U7u/xEjhJZqapLgqMOo3dQkWe1Vq7xw4l2gtZZAddRI/rLhLyzNWOr5ztLSRLNjNErmaP9+u5sFBIhMLC+v5zJ3V1BYXcg1y65hc/HuNuopoMMk3K+fLHy3bXOxz1N4ONx9t3BIixZJSZaLk/LgwXK8jRvbV6UbCzaSU5Hj1jUVFBQQHR3do+FeeroESLa4p6GlgRZzhwxRUJDQCh9+CB9/7HrvEjsYOlS+K3cTUDU1Nfib/LsZ7vXvDw9bbX9+/ev2jzfk6ovYOPURlMXCuIVv0SckhMJjx3jpySfh3Xfd5pT9jf5cknYJo+M7t1Cx6cFczVjaqKeuBrQDowfy5/P+TGpUqt33hQ5Pxi8xXrI5e/ZIsO0DkU5wsPxzls2xSz05w8CBotv5yU8ID4eAukopA/YR/P3lEXR2eocPHyYlJYXAQBcsAm3XMHNmWwo0PMRMgL9vM3lPPvkbgIlAKnC21vp9pdQ5wEYgCGgBHvPW8X50gVFDQwMlJSUOqadeY9QoVKKk7DctyOHl51p8ImJ2hXr6+sjXxIXEud8Ac8gQcZi2riCqy1uYP9+7WYmOsFFPRif52LX5axnfdzxRQS74TSUlSWAxdmz76I2kylNSZML1dkfovLw8+vTpQ15DHjXNNe7RaPYQH9/ulL1uXTdffBvGjZO2E99807tGm1uLtnKkqpAbcmt5vKaGUDsB96xZMuB+9ZWdHdhDTIx8D2PGSJPB5ctdeptSMH26XE9WlkxEf9nwFxbsXuDy9bS0tJCbm9tGPTlCRITc8jY93bIDy5i5cCb1pvr2DW69VcTZe/ZIFs9Dx+8xY+QzdIdGya/K5+H/PUzUgCi7k/BvfiPyri1bRF4HElSmLPor5nvuw6+1lZesrpm/XrWKA9u3Cx2S6XpG8+CJgxyu7J71i4yERx6RdjWuICcnh4EDB3ajnto+awdITBTvn8GDET1efb0ER+vWeXXFNnWqfJ7OqCGn1JMjBARAUBD33ANz/NeI8HH5cp+IOSdNkqC5p3invr6esrIyBg50I9ni5yfi7ORkwsLg4VErSd/xps/U5GLf0vbcX6W13qCUugKpbLe1BfEH5imlHHeEdgM/usDIWdWT11BezqCDn9K8ZTdvv9nidTt7Z9RTvameTYWbOG/geY71OD3B1qDo6FEiFz7HuSPK2L9f2gN5MziyUU99bZoUByisLuRI5ZHOomtniImRnkBKiQhy2zYUmosukoXPJ5/gNaF8c3MzeXl5DB06lI0FGzEoA1OSpvR+x6Gh4pR9yy0yILW2dhNBKCWZej8/CV491S5sK9pGfcJcClotHA0IINTO7BAaKmNiSYkbLRr8/aUT7sUXSzbPRYwYIV/fwIFQVFvE8frjzosIOsDVXk8gSdK5c+XnPaV7SAhLIDSgg6u3wSARzc03izW3h1F1//4y+bqyOLdh1YFVfFv5LWHh9ltDhYfDH/4gP//2t5LQ8veHlFQDxpdegMcf52qtuR1oMpm4cfVqmsPCpOPy5s0uncML217g6bVPd3tdKWFZXEma1NbWUlFRwQA7jpDXL7+eP63/k8P32roCAZJ2szWkXbNGssKnsHO0S9STK7j8cjj3XFH+v/ii8ManuAGnLevVq/kwOVl0hK+9JiumXmRUu0Jr3ZXZWa6U+hlSzW5v8vuVN477owqMjh8/jta6x6onryEujn53XMS8Qd9Su343b79h8pqlvSvU04mGE6TFpTFn8JzeHSwqCvz9mZ71BtNSi9i+Ha/1iLNRT846nIPQaIBnjUMBduyQqO7zzzEqC9deK5e2dKnb2mC7yMzMZNiwYfj5+bGxYCPj+o4jItBLFU1Go2QtAD77TLjALqKO8HCJO2wtqNyFRVvYUJZDbvhZALyYloafg8Fy8mSpiAtzp4WjUnDGGTKZgTTfdBJc2Fo6BQfDrhJpaWFrGuwMtt6HrvR6sh0LoLHJwt6yvYxLcJBlHTRIBME2q98TJ9zuz9LY6DqD0trayubDm4mLiCMl0rGW5Y47JJDMzZVkEAj9vX6DQj/zRxbNm8fX1m33HTjAFZ9+KpOybXLvYULWWpNVnsXwOPuVV/v3S7ayJ9ioJ3ttJupMdZTUltA/vH+P+/jsM3mMAYnGrrpK9ITV1V7zFikqkrqHnsYEt6gnB/j8c9iw2Sjfwc9+Jou4FSs8trmwh8zMnntGlpWVYTQaiYtzYifSA6qrYXHGWPIvfVDShps3S5DnpRWnyWQiLS2Nd95pALD1tXkZsOc6GQQ84I3msj+awMhGPbkyCXsNw4eTfPeFXD9wK5Wr97BoQbNXKhFcoZ5So1JZcNkC0vv20oclOlr6YsXGcn7BfCbE5rN+vXf6PuXl5REXF0eYCzPsxMSJ3H/G/SSGe+iIO2uWNKHdvh2WLiXYaOLGG0WU3duKClvVU2JiIrXNtRTWFDIteVrvduoIY8dKqub119vMPWwYM0bGWU8Wf5knMsmKnEmrMnJNXBzndqAfu8JWPGc2S3sSt6G1rJI/+kjSdk566uTkwHsbdhIVFMXAKOcpf23tfehIcO0IGzfCU//Oo7qppufnJiyMNvXskiVSqudGGeru3TJhuVLJlZ2dTbkqZ1T8qB4zv35+8Ky1S8of/yian8JCWL0a3nxzEXd/+CGFHbb/YuVKfvvFF+09spYuFVW9nQHqeP1xapprulWk2XDsmOjOekp2lJaWOqSejlRKhVOnijQ7OHKkW/cfCex+8Yv2Tr179vTKVKexEbKzHWdDPaKe7CA/v0NNRXy8jLGXXtq+cKiq6nX26ORJeXbs7cZsNpOZmdnrAqTmZjlGXatVYH7HHbJKs2n6enkNgYGBZGVlkZ8fCJCCtALp+lA3AdVALZJFOqNXB+VHFBi5UvXkEwwbxqD7L+TawTs5o19Rr9X7rlBPza3NTjl7t2D12FHJScwtf4vLJxfjRCftFDbqyVnDRRtG9hnJT8f/1PMDKgWzZwtfcvgwzJ9PbEAtt9wiyRiLxTMKqutKODwwnFW3rHK7pNxlDBwouqPwcBHRbt3abfA5fBjef9+969neaKEqPJ0gBf9y8cv99FNxRXC7wEAp8U+YNg127hQDvB7Uu2VlsOvYPtIiXPMvclT15AyJiZDfvJemZlzT5RmNQoeYzULnfPutSxOB7eN1ZgZbW1tLyYkSSppLuome7eHiiyUwrqyEv/xFdEYATz31GA120tX//Mc/KC8pkfMPDJTAaP78bkK17IpsANLi7AdGMTHCnjjKiNuqgLsKrm2waZeGxg61+3cbQkMdSHFseiWTSVJXr7wimQsPHuiOu7IHr1BP0L1c32CQyoYOTWmZP9/FKgf3kZubS//+/QnuZbuPbj5GyckSHEVHy7OwbFl33w0P8NlnKwHikJjF9pBtAl4BHgVuQhrTh2mte81p/CgCI1ernnyGIUMY9sebGXelCL6LCi0eNZ51lXr6JvcbZr8zm4JqLzpNBgXBTTdhuOgnjLuwH0rJisTTzFFH6skZMo5nsLd0b686qrdh0iSZlAMC2kZBs1nkFs7oAHuwVT1FRLTTZgHGAEL8fRiAx8TI4DNsmPCaXZa3DQ2SkHG1Sq3FYuFvJTLjPJk6kCQXqzUnT5YV9oYNbp29wGCQQPX662Uifu012ZkdTJoE1/svZpLp105329raarfqyRWkpsLg0HTODniQ5Ihk195k89oZOlQ6+y5Z4pRa69NH4tqeAiNbwJ0wKIGkyCSXAiOl4J//lJ+fe04CVqWgpMT+OGDWmjvHj0ebTGKlfvXVkm155RUJWK3PW1Z5FkophxkdW3LRUcn+oUOHSElJcVgFfLjyMKEBoSSEJvR4fTbNtUMEBMh3MWSIaF0WLHC7GsHGjtkLjLxBPdnQY7m+tSlt23fhZYF5Y2MjRUVFXilAsmvwaFu8tLbKBl9/LVlVD+k1rSE9fSJANlKVZps0pmmt79VaP6e1/lRrnam1tj+IuIkfRWDkatWTT2Gli2r25LLgvu188HaD2/e6q9TTV0e+IjYk1vXB3VX4+8OUKdiioq/+336WLrFw9Kh7u6mqqmqjnlzBG7ve4Ik1T3hwwg4wZIg44wUGQksLxsI8IiJkkemOprZr1ZPJbOL2j29nXV4vOoW6isBAuO46qfgKD5fRwxpYjBkj1f6rVrk2L1SZGunfUM2QwEB+lez6PdOvn5S6b9nSC53W8OGisZg5U8REdhAcDGdOCqYwK96plMRR1ZMrMBjg3PRB9Dt+K42NbjhrBwfLd3HhhfI9OBF7KyVSpSNHHCc1SktLCQwMZEzKGJZfu5yzB5zt0qlMnChdTZqbRZAdFwexsfa1SQr4uKyMN8aNE7HI6NEiak5OluyRNcC7btR1vDr3VYfBvo0ds3cPuEI9zRgwg/vPuN9pNtBhxqgjwsLku7jySgksegi47cF223SNbb1FPdnQY2CklDxYDzwgVOGaNRJYeKly7cCBA4wYMcIr82GPztf+/rLwueEG+UDnzxe7Cze+D9sxEhISAOq01sVaawswFkAp9WivLsABfvCBkY16sn6w3zkiYv2Zk5xJ1vv7+OjdOpezva5STzXNNWwp2sL5A8/vXasTZ8jK4lL9MbH5u1myyOyyxMKm/7AnwrSHhpYGthVt49zUc717PbZ9rVsHCxfyk9jtDBokkpfCwp7fakNWVhaDBw9uq3raXbKbfWX7fPu5d4RSMvOBRCcvvwxFRSgljKGfH/zvf87ZnU0HvqZ0/694M8lIoJsUwaxZMij2yhcqJkaE2SDii8WLO/Ey7+x9h6MRYli4ZYvj3dTV1TmsenIFtc21mBI202xp4MABN9+slCwabrxRPhCbuaWDB3zwYJkf7Gm0zGZzr6qe/vxniZttH+NFF/25m4QgJCSE+264AYCHDh0i+6yzpLIrIkIq7+64Q7LEZjORJZU9VgNGRUlAYY9SdYV6mpo8lWtHXev0uqKi5JScJo6VEi3effeJ7sUWcLsQWAQGynG6xgzeop5siIxsl+E4RGioCMxvvFF4Xtt36GLmPChIDEU7ory8HLPZ7LX50GiUY/SoQ09LE/fv6dNFF+nm+GixdL8OrfV+4A3gb0qpnlX7HuAHHRh1pJ5O2WTlDMnJTH5sNucPPMz+xfv5dHGNS/e5q9TT2ry1mC1m90wdPcFZZxE89zxujv+S0MydvPtWq0uax8LCQqKiojpRTz3h28JvMZlNnlejOcPZZ8PQoRhXfsY1UV8TGWFh6VLnRS62qqfkDhmWTYWbCDAGcEZir7V/7mPgQJmQFyyAvXsJD4cLLpA4o6dGs6aWFr4++DXhIeFM7jfW7cNGREj5eXm5V7pmyAefmysUwrFjAKzIWkFOzR6mT2/vNNIVtoC7N70PdxTv4OmMNGz/AAAW+UlEQVStP2fsuYfdcRXoDNux9++XaHHhQrs3U1qaVPbZu55Dhw6RnJxMUFAQt398O/N3z3frFAYMEBsyEB3YggXzeO211xgwYABKKQYMGMBrr73GC4sXc/MVV9AAzMvMxDR9utAdSkl0ANRuWcf8hQ9xbPkCh8IbPz/43e+EWu2I48ePO6WeGloayCrPwmR2XuI9fbp8Zi5/veHhkgUDEd795z+iA+thNRoSAg89JFlXG7xJPdlw5ZUS87iEYcNEy2ZrSvvSS6IQd4IJE+TzsmXBLBaLy1XArqJfPzmGM/NvAgLg/PMlC2YNuPn4Y5e8j/z95RhdobW+y/rjMbdP3Al+0IGRO1VPpxT9+zP9qfM5e0A+u97OIGNLz4Yw7lBPXx/5mv4R/RkR5+nI7gbOOovwG+Zyc/JaDDu3s+qznlW4LS0tHDlyxHHDRTtYm7eWqKAor3Y574SAAEn3TplC8K5N3BD0EUF+rT0uLh1lvTYWbGRS4iSC/b2zqnQLffuKy3Rysjg0r1zJuLEW5s0TtsoeNlZVMWrLFnYHKMb3G0+Qn2dO8DNmyKFdsAtyjrFjpULH6vh9YsNKCqsLmdBvArNm0ebE3hU26sltw70O2Fu2lwBjAFfMGO6eFYE9TJ0qs19JiQR5XcwUAwNlFdx1km9oaGijnmqaa9hXts8jH7Lf/14ScevXS3A0b9488vLysFgs5OXlMW/ePABeeOstBqaksBO44NAh8qdM6XSuWcnBvBSWSVHGZrkOB+nUrtfhigEtSJb1phU3cfCEmy3t3UVCgiwevvxSFg9uVK55k3rqNWzCsSVLRNjshkFeXl4eCQkJhIaGOt/YV7ANEhUVUs726quwcqVTXZ51nLXX2LSv9e+LvHmaP9jAyN2qp1OOvn2Z+afzuO46GD3F8Y3qLvX0q7N+xWMzHjt1GbKxY4m580puPTefy6/s+XbqSj05g9aaPWV7mJEyA6PBh4OSwSD6kAsvpE9tLvffUktPMWhxcTFhYWFERbU7cB+rOUZBdYHvyvRdQUgI3HSTUDpbt6KKixg6VMbRurrOGXiz1tyfnc1hs5k8v0jO6O95lsvPTz7CpiYPy/e7IjFRIq0hQ9i9ahE0NbVROSaT6II76jN6Sz3ZsLdsLyPiRuBvCGDvXsjI6NXuJMi75x5RJ7/3ntTpd0BRkVjXdEzEZGRktBnQ2nrtjezj/nVFRcFTT8nP997rWIgfERHB+8uXE9+nD2uB9NJSFk2eLLYWQHbVEYiIYNgND0qmZf78tr91xJ49UvFvw5EjR0hMTHRKPdkq0gZHOzfgKi+Ht99uSyS6h/Bw0brYtEevvGL3OkC+qm+/tR3Tu9STDWvXyvrFbcTHiyZv1izJGr3wgniC2UFGBrz1lmRym5ubyc/P93oBUlGRHMNtf834eMkeTZwoN+cLL0jzbzv0SV0djBv3X4BUpVSFUqptAtFalyENZW9USrlmcuYCfrCBUVZWlstVT98VVHwfRtwxFWVQnDxaxfbPut9dhYWF3aqeesLA6IFM7j/Z+YbexJAh9HngOgLDAzDVmfhy6cluCwB71JMzKKVYce0KfnHmL7x8wg4wZQo8+CCG2Gi0RbPqo9puFVetra3k5OR0q3oymU3MTJ3Z+zYgvYXRKEHevfdK9ggoy2vkuec6t1t7tbiYfY2NxCkzfStXc2bSmb0+9KJFsoj1Stfw4GC4/np2joklJDxGPHRaW8nLEx3YwQ4JhsOHD7dRT56iubWZzBOZpPdNRykJvtxo7eYYtgrCmTPbXb+tO21sFD8/W7HO8ePHMRgMbb0PD5wQoZOn2d977xXKrrhYPPccYdKkSezPyODSiy+mGripro4bpk7l5EcfkV2eTXxoPNHDxsoOx4+XdjtdUFsrlK3J1E49DXbBbfRQ5SESwhIID3QmuBHk5vZC6N9RezR4sEPDr6IiCfB9QT3ZUF7uYYAH8oyffbZ8H337Oqz2qqkR3yexDTtIWlqa1+fDhgY5hkdm18HBIoa8804Rza9fb/eBM5ngsst+DlKVFgOYrH3SANBa/9f64w6lPGnz0B0+CYyUUlcrpd5XShV0eC1FKbVSKbVZKbVWKTXA+nqAUupN6+u7lFLnd3jPz5VS25VSe5RSzmt1raiqqqKurs7lqqfvA7a9uJ3P/pXNlg9L2l6zUU/Oej3ZsGD3ArYX2V8F+RzWDFXxknVsfWM/7z1f1mZJ4G7WqyP8jf6u9UbzFmwqwm+/per9r1j9fnknl+KcnBxSU1O7VT0Nih7EP+b8g/4RXtcBegabu/uRI/RZ9B/iW4pYuVIGsnKTicesteL/GjqEv896xqGrsTuwaY281oNOKVRCX6YlT8NYWwfPP8/Qhr3ExbVbBjU0NFBaWtprw73M8kxaLa1t/kVjxoiFjFc6TRiN0kfFpq1YsAB27GBAisZolMneHvWUcTyDlMgUl4OGrvD3by/f/+CDnisU4+Pj+eiTT3j9lVcI9fNjaWsrY664guMvr2g3dgwMFBNCm0HSF1+IGl7rtpL9kyfdo56OnDziUrYIRIsMXijOCg8X+nyCVVC+Z0+nbsWBgTIZHz161GfUU49Vaa4iNlZ6+F18sfxeUmK3p2JlZSVNTU30s31vXoQtjukVQdG/v3izzZvXnnpet65NtNhhoVUHBADlwFql1JdK0FGp527ZhF34KmN0ArgPuQgb3gRe1FpPBZ4FXrC+/hugyvr6JcDLSqlApdQ04AZgGjAZuFwpNcmVg2dkZLjtevtdY/bjUxiRUs/K5w+x62Ph8d2hnk42nuTlHS+zvfg7CoysSL3+TC6bUkruZ1ms+Hc+Fot96skZtNbc99l9fHHoCx+erWOosWO4dEYlffO2sPzf+ZSf0NTV1VFeXk5qamqnbU1mE6V1vmmg2GskJGDoG88ltYtpOnCEL7+w8PvcXKosFmZFRnJTvxRmD57tWT+9Lhg+XJIJa9Z4SYgN/Hb6b/nr+X+VmSQmBvXRh0xpXk9xoZnCws7UU28wNmEsi69azKREGWJGjpQxumOWzSswmUTX9umn+H/4Pil9TeTm2qeeRsePZu6wub063MUXiw9UYyM84cTxQinFnT/7GXsPHuSsvn0pAl774CDxa+2WzkkUtHIlvP020Uax8c7NPeky9dRqaSWvKs+p47UNQUHynXil72TH5mv5+WJi9sYbcPw4AQFQV9dCQUGBz7zvvBIYgVyDbX7Izm4v7bdmkaQA6aDPCpB6LNd3BwZDe9sj23W8+CJkZ2M2wzPPPAMwBDBrrfsAtwFzAAtgyyZcDAxXSl3Zy7PxTWCktV6ntW5TtymlQoDhWutPrH//HBitlAoA5gKvWl8vAr4FpltfX6C1NmmtTcB84DJnx26oaSQyMtJl6un7AkNUBFf9ZwZDUkx88t9ctr53wC3qaU3eGizawvmDzne+sS8RHk76E5cyZ2odBz87yifPZpCd3Z16coas8iy2FW2jxeKlGdZdhIfjf+dtXHdlC8bDOSx5fD87t+2zO8BsPbaVuYvnsqfUW6kSL8LqWp5w7gims5Evvt7DGyWl+AFPJcWweP9iKhsdOPO5CZu5eG2t6+aSPaGToWdYmJSRz5hBetU6gjO289Xyok7UU29gUAaGxQ5r8+oJDRWvoYwML/f1DA6WlfGcOZCTw6C9H3Iso5zDh0u6UU+3j7+d28ff3qvDKQXPPCNJnqlTXXvP4KFDWV9QwB9nzuTS/v35+VOvdN/IaBTNzqWXQlERMcteRZeUsHvXUbeop/9c8B+Xgz+lXPQycheXXgrXXCPu66++SuDRLPKPFvmEerLBa4FRR5x7rtxbLS2iBdu4kZqKCmJiYgh36g3gGbwWGHVEerr4zAUEwJIlmD/4kItnzQKIBMxKqXu01gsRWs2G/wBfWn9ebo0tPMap0hhFIVmkjjiOqMxjgY7L7RIgvofXe0R9ZZNbVU/fJ/hFhnLdc9NISdGsfjuLUSNdLz2ubqpmZJ+RDI3p2Vb/lCAoiKl/uIDpMxS7VuYRH97PbcO9Ew0nSAhLcNnYzifw9yfqtsu59rYQyjOLqM9rsVv1VNNcQ1JEkkci2VMCoxHmzuXs+0ajjWWEmSz8PCmJsNYKPsj8gDqTN5bgggEDpLrYGxTUysMr+d03v2sPkAwGOO88Am65nvGxRynZsIvhw71juLchf0ObENiGMWMkS+H1iVgpiVLuuINBCfUE5Gymf6LvDGjPPRd++9t2qyhX4Ofvz+OrV/NRfj6hwQ4WmUoJHXXvvQT1jyXq6EbiwoJdpp78DH5MSZrCoGjXy+CTktopNa9BKelRdv/9MGIEkYc2Ed5c6hPqyYaoqHa226sYOlQ0VFOnEnxkL6Hlexk2zHdzQlCQBN1eqUjtiAEDRGQ+Zw6GY/lMCq4C2Im0AXlZKaWBW6xbv4cIsFuBBuu/v/Tm8MorbRYc7VypUq11X2v0dkhrPaDD33KBNGA18FOt9WHr6wuBhcBMIF9r/Yb19Z8CA7XWT9o5zt3A3dZfRwO9rSf5viAO4VP/r+P0dXy/cPo6vn/4oVzL6ev4fuGHch0AaVrrcKVUErT1RK4D+gNXI3IdGxqBOVrrjZ4c6JQERtafPwVe0FqvtAqsf6G1vsQqqo7TWv9WKZUArEfsvscA/wLOQ3jEVcCvtdY7nBxzh9baJS3S9x0/lGs5fR3fL5y+ju8ffijXcvo6vl/4oVwHdL8WpdSFwOfWX1uArnmr48BQrXWNu8c6lbXs9wNvKaWeAJoBW6v054A3lVJbkfY992utm5HSu/8BWwEzsNRZUHQap3Eap3Eap3EaP3xorb9QSgUBRdg3f4wHPgJmubtvnwZGtmyR9ed8hB7ruo0JuNnB+/8J/NNnJ3gap3Eap3Eap3Ea/1fxCmC/u7FgplJqJzBJu0GP/RANHl/7rk/Ai/ihXMvp6/h+4fR1fP/wQ7mW09fx/cIP5Tqgy7UopW4BrgU62qt3tBYuAB4HJgAWpZRrhln4WGN0GqdxGqdxGqdxGqfhTSilxgC7AI1okDUQBAwClgGO2oP8T2vt1Pbnh5gxOo3TOI3TOI3TOI0fLq4CtgEPAAOQZrIxWuujSFC0HPvxzaVKKa2U6tFt+AcVGFntwb9WSj3d4bVrlVLblFI7lVL/7zs8PZeglApWSr2llNqolNqvlPpFh7/NVEp9a72ed3prYuVrKKX+bG31st0qure9/n/mO7G6sP9cKbVeKbWky9/+T30f8H/rs+8Id9oMfd9h/Q6+VUptsF5TiFL/v727j5GrKuM4/v1VU1op6Yu0NiGAiCG+BfCN+kfVBYmUgoRiiMUGG1GxGhsTbCrRNDYWMFBEqygRq0JqDQomdasSUcq2BCTFpFagVsRUE1PBAKWkGgo2P/94ztC77e7OUuPOPcvzSSa9c3d2es48M3vPnHvu8+g0SZslPSBpo6TpvW5nN5KWN0o5fV9R3qnKmABIWiFpoGxXFw+IdDelzQPldkGNMZF0vKR+SfeUY/rbmv0A+oAP277Z9hO299reI+mE8hRLgSll+8Yh/os9ahSjPYztcXMjkjytA1aW+ycSheemEle8/Rj4YK/b2aUP7wYuLduTgV3AzBLkvwLHlZ9dB3yu1+0doR/nAd8r268AHiDSMFQVk9L29wPnEldGdvZXFY/Sxqpe+0Pa/l4iJ8vjjX2/Bj5QtucDG3vdzlH0YwbwO2Byub8a+CzwR+C0su/TwDd73dYu/TgWuJqDyzFuAy6uMSalre8gqisMlM9GVfFo9GNT573V2FddTIA7gVPL9oxyDOzaD+DnMawxxBXvJq5a8xC3icP9/+NmxkjSm4B5xJu7Yx7wU8do0kTpkQt70b7Rsn2v7XXl7mwi4/czRM24+x1lUyBW47e2L7Z/QfxB6ZgAPEdlMbF9wPZdRMKwpqriUVT12jf5pZUZai3bTwNzbXfeT68kPhd7bG8v+9YSXyxay/aTtr9o25KmEIPtHVQYE0mTiZISV5Zdp1BZPBqmEZmht0i6scbPiaIo7CTgMklbiAH4vxhdP84DOkkdlwK7geGqye+XNGTNraoGRpLOakwRNm/HAzcBnyJGgh1HVFZkLIzQl9mSZkjaSiS7/LLtF2hpX0bqh+39ko4D+oGbbT9Khf0Y5lda2Y8uamzzcEYqM9Rqtp+TNEnSGmJW+GEacXGkMBnLHHNHTNJ6Ylb7buILXI0xWQ183XankM2gz0lN8SBmI1fYfg8Ri29RX0xOAN4K3Fr6sZsYuI7Yj8bpzk80TpMtbjz+8sb2teXfIevR1BJsAGxvIqYKB5H0FWC97V2HnD99AjipcX922ddzw/Wl4QxF6vPfSDqfaHfzINaKvozUD0l9wDLgCtt/KrtbGZNRxONQrYxHF6187Y/Qkxz+x30mFZQ/KJ/r7wLfcCSpO5nGe0nSUcDzvWrfS2F7UZmVWAc8S2UxkXQOMN32HY3dgz7blcWjefC/nRgYVRUTYoC9w/a2cv8O4Nt078dqANs7JX2h8Vwdf25s3wN8nph8OExVM0YjOAuYL2kDcBWwUNJyIl34Akmd0sKXAT/rURtHRdIlkuaUu7uBp4j1LPcBcyR1Kht+jBb3RdIbgCuAixqDIqgwJsOoKh7FeHntO9/iH5I0D0BRZuiRMrvaWopMvbcAl9u+E8D2X4Apkjpl6S8l1li0lqTTJS0GsP1v4FEi0V5tMTkfmClpQzl+vAX4EpXFA168cGdV4/TSucQMUm0xeQyYVI4hAGcTBWS79eNY4Cdl+2riMv6HicoZEMejjs/AwcVIhxp3eYzKLEWf7ZXl/iJi1uJ54F7by3rXuu4knUSM8mcQA9d+21eVn51NTAHuJ948Hy8HiNaRdD3xwWxOf95gu7+2mMCL76slthc29lUTj44aX/smDa6/eCIxyJhIKTPkyLDfWmX29zsM/va6iTjdfBPxx/wpYLHtPWPfwtFprMt5O7H+7u/El4OZVBaTJkkDtvsknU5F8ehQXMX8UWAvsej4k8Sx5BYqiomkU4E1xFmtfxJf4qYxin5IEhG3RbZ/JMnACmBVecgPiNfoH7aHXH807gZGKaWUUnr5krQTeCNRhuxu4CgOZsV+NTHYXWZ7yJQlOTBKKaWU0rgjaQcxQJpFzDwBvIZYRzbN9t6hfq+qxdcppZRSSqP0EWKmaEm5/0vi6nWGGxRBzhillFJKaRyT9AyRa+u1wEPAMbY13OPHy1VpKaWUUkpDmQhcVxZrH0Nk/R9WzhillFJK6WWhXKU2x/bW4R6TM0YppdaStFLSku6PPOz3FiiKgA5Iuk/S/P9H+1JK1bl2pEER5OLrlNI4I+lMoqD0Bbb3SpoF3CZpi+19PW5eSqmHbF/Z7TF5Ki2l1CqSvgrMJZIGvkBUPN8OXE8kbvu97aWSJhDJ2k4G9hFV0S8G1gPX2P7t2Lc+pVS7nDFKKbVGOeX1euBdlMzv5Uc/BM6x/Zikr0m6kLgMd5LtuaXm1UW2n5X0OmBnL9qfUqpfDoxSSm3yZmBzqWF0QNKDRA2kWcDayPbPq4hyB/cDR5cSAFPLDeBvxODqwTFue0ppHMjF1ymlNvkD8D5JE0rB1TOJ9P27gA/Z7gMWABuAbUSB5c1Ena4V5TnWADdImgYgaaqkjZKmj2lPUkpVyhmjlFJr2P5VKdi7FXgaeAQwUQzz9jJjtI/IXjudyE/yH2J90UJgVXmOo4F+SQfKz66poQhoSqn3cvF1SqlKki4BzgCWE6fRtgHvtP14TxuWUqpazhillGq1nZg5uouonr02B0Uppf9VzhillFJKKRW5+DqllFJKqciBUUoppZRSkQOjlFJKKaUiB0YppZRSSkUOjFJKKaWUihwYpZRSSikV/wUDHamZQXMymgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 648x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(9, 9))\n",
    "skew = SkewT(fig)\n",
    "skew.plot(p, T, 'r', linewidth=2)\n",
    "skew.plot(p, Td, 'b', linewidth=2)\n",
    "skew.plot_barbs(p, u, v)\n",
    "skew.ax.set_ylim(1000, 100)\n",
    "skew.ax.set_xlim(-40, 60)\n",
    "skew.plot(lcl_pressure, lcl_temperature, 'ko', markerfacecolor='black')\n",
    "skew.plot(p, parcel_prof, 'k', linewidth=2)\n",
    "skew.shade_cin(p, T, parcel_prof)\n",
    "skew.shade_cape(p, T, parcel_prof)\n",
    "skew.ax.axvline(0, color='c', linestyle='--', linewidth=2)\n",
    "skew.plot_dry_adiabats()\n",
    "skew.plot_moist_adiabats()\n",
    "skew.plot_mixing_lines()\n",
    "\n",
    "ax_hod = inset_axes(skew.ax, '40%', '40%', loc=1)\n",
    "h = Hodograph(ax_hod, component_range=80)\n",
    "h.add_grid(increment=20)\n",
    "h.plot_colormapped(u, v, wind_speed)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 関数にまとめる"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from urllib.request import urlopen\n",
    "from bs4 import BeautifulSoup\n",
    "import io\n",
    "import pandas as pd\n",
    "def get_sounding(yyyy, mm, dd, hh, stnm):\n",
    "    url = \"http://weather.uwyo.edu/cgi-bin/sounding?TYPE=TEXT%3ALIST&YEAR={0}&MONTH={1:0=2}&FROM={2:0=2}{3:0=2}&TO={2:0=2}{3:0=2}&STNM={4}\"\n",
    "    response = urlopen(url.format(yyyy,mm,dd,hh,stnm))\n",
    "    html = response.read().decode(\"utf8\")\n",
    "    soup = BeautifulSoup(html, \"html.parser\")\n",
    "    s = soup.pre.string\n",
    "    f = io.StringIO(s)\n",
    "    col_names = ['pressure', 'height', 'temperature', 'dewpoint', 'direction', 'speed']\n",
    "    df = pd.read_fwf(f, skiprows=5, usecols=[0, 1, 2, 3, 6, 7], names=col_names)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = get_sounding(2018, 8, 3, 0, 47778)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\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>pressure</th>\n",
       "      <th>height</th>\n",
       "      <th>temperature</th>\n",
       "      <th>dewpoint</th>\n",
       "      <th>direction</th>\n",
       "      <th>speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1001.0</td>\n",
       "      <td>75</td>\n",
       "      <td>28.2</td>\n",
       "      <td>25.8</td>\n",
       "      <td>260</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000.0</td>\n",
       "      <td>76</td>\n",
       "      <td>27.6</td>\n",
       "      <td>25.3</td>\n",
       "      <td>265</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>997.0</td>\n",
       "      <td>103</td>\n",
       "      <td>27.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>269</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>949.0</td>\n",
       "      <td>540</td>\n",
       "      <td>27.6</td>\n",
       "      <td>19.6</td>\n",
       "      <td>332</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>932.0</td>\n",
       "      <td>700</td>\n",
       "      <td>27.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>355</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>925.0</td>\n",
       "      <td>767</td>\n",
       "      <td>26.8</td>\n",
       "      <td>18.8</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>886.0</td>\n",
       "      <td>1147</td>\n",
       "      <td>24.1</td>\n",
       "      <td>16.1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>881.0</td>\n",
       "      <td>1197</td>\n",
       "      <td>23.8</td>\n",
       "      <td>15.8</td>\n",
       "      <td>358</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>854.0</td>\n",
       "      <td>1469</td>\n",
       "      <td>21.7</td>\n",
       "      <td>15.4</td>\n",
       "      <td>320</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>850.0</td>\n",
       "      <td>1510</td>\n",
       "      <td>21.4</td>\n",
       "      <td>15.4</td>\n",
       "      <td>325</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>782.0</td>\n",
       "      <td>2227</td>\n",
       "      <td>17.4</td>\n",
       "      <td>7.5</td>\n",
       "      <td>330</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>765.0</td>\n",
       "      <td>2415</td>\n",
       "      <td>16.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>330</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>721.0</td>\n",
       "      <td>2915</td>\n",
       "      <td>13.1</td>\n",
       "      <td>3.4</td>\n",
       "      <td>330</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>700.0</td>\n",
       "      <td>3164</td>\n",
       "      <td>11.4</td>\n",
       "      <td>2.4</td>\n",
       "      <td>305</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>695.0</td>\n",
       "      <td>3224</td>\n",
       "      <td>11.1</td>\n",
       "      <td>1.7</td>\n",
       "      <td>305</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>675.0</td>\n",
       "      <td>3467</td>\n",
       "      <td>9.8</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>328</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>641.0</td>\n",
       "      <td>3893</td>\n",
       "      <td>8.0</td>\n",
       "      <td>-6.9</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>631.0</td>\n",
       "      <td>4023</td>\n",
       "      <td>7.4</td>\n",
       "      <td>-8.6</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>628.0</td>\n",
       "      <td>4062</td>\n",
       "      <td>7.2</td>\n",
       "      <td>-2.8</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>617.0</td>\n",
       "      <td>4207</td>\n",
       "      <td>6.2</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>355</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>588.0</td>\n",
       "      <td>4600</td>\n",
       "      <td>3.4</td>\n",
       "      <td>-3.6</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>586.0</td>\n",
       "      <td>4627</td>\n",
       "      <td>3.6</td>\n",
       "      <td>-13.4</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>576.0</td>\n",
       "      <td>4767</td>\n",
       "      <td>3.6</td>\n",
       "      <td>-20.4</td>\n",
       "      <td>15</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>569.0</td>\n",
       "      <td>4865</td>\n",
       "      <td>2.4</td>\n",
       "      <td>-8.6</td>\n",
       "      <td>19</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>564.0</td>\n",
       "      <td>4937</td>\n",
       "      <td>2.4</td>\n",
       "      <td>-13.6</td>\n",
       "      <td>22</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>554.0</td>\n",
       "      <td>5081</td>\n",
       "      <td>1.6</td>\n",
       "      <td>-3.1</td>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>539.0</td>\n",
       "      <td>5301</td>\n",
       "      <td>0.4</td>\n",
       "      <td>-6.8</td>\n",
       "      <td>35</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>517.0</td>\n",
       "      <td>5634</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>-12.5</td>\n",
       "      <td>18</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>514.0</td>\n",
       "      <td>5680</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>-8.5</td>\n",
       "      <td>16</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>510.0</td>\n",
       "      <td>5743</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>-11.3</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>431.0</td>\n",
       "      <td>7064</td>\n",
       "      <td>-8.9</td>\n",
       "      <td>-16.3</td>\n",
       "      <td>45</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>415.0</td>\n",
       "      <td>7358</td>\n",
       "      <td>-10.9</td>\n",
       "      <td>-19.9</td>\n",
       "      <td>48</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>413.0</td>\n",
       "      <td>7395</td>\n",
       "      <td>-10.9</td>\n",
       "      <td>-25.9</td>\n",
       "      <td>48</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>400.0</td>\n",
       "      <td>7640</td>\n",
       "      <td>-12.5</td>\n",
       "      <td>-19.5</td>\n",
       "      <td>50</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>399.0</td>\n",
       "      <td>7659</td>\n",
       "      <td>-12.7</td>\n",
       "      <td>-19.7</td>\n",
       "      <td>50</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>368.0</td>\n",
       "      <td>8271</td>\n",
       "      <td>-16.3</td>\n",
       "      <td>-27.3</td>\n",
       "      <td>56</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>343.0</td>\n",
       "      <td>8795</td>\n",
       "      <td>-20.3</td>\n",
       "      <td>-27.3</td>\n",
       "      <td>61</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>324.0</td>\n",
       "      <td>9213</td>\n",
       "      <td>-23.3</td>\n",
       "      <td>-41.3</td>\n",
       "      <td>65</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>319.0</td>\n",
       "      <td>9327</td>\n",
       "      <td>-24.1</td>\n",
       "      <td>-45.1</td>\n",
       "      <td>68</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>300.0</td>\n",
       "      <td>9770</td>\n",
       "      <td>-27.9</td>\n",
       "      <td>-45.9</td>\n",
       "      <td>80</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>278.0</td>\n",
       "      <td>10305</td>\n",
       "      <td>-32.5</td>\n",
       "      <td>-48.8</td>\n",
       "      <td>75</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>263.0</td>\n",
       "      <td>10694</td>\n",
       "      <td>-35.8</td>\n",
       "      <td>-51.0</td>\n",
       "      <td>75</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>250.0</td>\n",
       "      <td>11050</td>\n",
       "      <td>-38.9</td>\n",
       "      <td>-52.9</td>\n",
       "      <td>65</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>245.0</td>\n",
       "      <td>11188</td>\n",
       "      <td>-40.1</td>\n",
       "      <td>-53.1</td>\n",
       "      <td>61</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>200.0</td>\n",
       "      <td>12540</td>\n",
       "      <td>-50.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>194.0</td>\n",
       "      <td>12734</td>\n",
       "      <td>-52.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>170.0</td>\n",
       "      <td>13574</td>\n",
       "      <td>-57.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>150.0</td>\n",
       "      <td>14370</td>\n",
       "      <td>-63.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>149.0</td>\n",
       "      <td>14411</td>\n",
       "      <td>-63.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>145.0</td>\n",
       "      <td>14577</td>\n",
       "      <td>-64.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>130.0</td>\n",
       "      <td>15228</td>\n",
       "      <td>-67.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>121.0</td>\n",
       "      <td>15656</td>\n",
       "      <td>-69.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>114.0</td>\n",
       "      <td>16011</td>\n",
       "      <td>-70.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>106.0</td>\n",
       "      <td>16444</td>\n",
       "      <td>-72.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>101.0</td>\n",
       "      <td>16732</td>\n",
       "      <td>-74.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>100.0</td>\n",
       "      <td>16790</td>\n",
       "      <td>-73.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>93.0</td>\n",
       "      <td>17216</td>\n",
       "      <td>-72.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>89.8</td>\n",
       "      <td>17421</td>\n",
       "      <td>-71.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>86.0</td>\n",
       "      <td>17676</td>\n",
       "      <td>-72.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>83.2</td>\n",
       "      <td>17870</td>\n",
       "      <td>-72.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>71</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>68 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    pressure  height  temperature  dewpoint  direction  speed\n",
       "0     1001.0      75         28.2      25.8        260     12\n",
       "1     1000.0      76         27.6      25.3        265     12\n",
       "2      997.0     103         27.0      25.0        269     12\n",
       "3      949.0     540         27.6      19.6        332     12\n",
       "4      932.0     700         27.0      19.0        355     12\n",
       "5      925.0     767         26.8      18.8          5     12\n",
       "6      886.0    1147         24.1      16.1          5      4\n",
       "7      881.0    1197         23.8      15.8        358      5\n",
       "8      854.0    1469         21.7      15.4        320     10\n",
       "9      850.0    1510         21.4      15.4        325     10\n",
       "10     782.0    2227         17.4       7.5        330     12\n",
       "11     765.0    2415         16.4       5.4        330     10\n",
       "12     721.0    2915         13.1       3.4        330      6\n",
       "13     700.0    3164         11.4       2.4        305      8\n",
       "14     695.0    3224         11.1       1.7        305      8\n",
       "15     675.0    3467          9.8      -1.2        328      7\n",
       "16     641.0    3893          8.0      -6.9         10      6\n",
       "17     631.0    4023          7.4      -8.6          4      7\n",
       "18     628.0    4062          7.2      -2.8          2      7\n",
       "19     617.0    4207          6.2      -3.0        355      8\n",
       "20     588.0    4600          3.4      -3.6          9      9\n",
       "21     586.0    4627          3.6     -13.4         10      9\n",
       "22     576.0    4767          3.6     -20.4         15      9\n",
       "23     569.0    4865          2.4      -8.6         19      9\n",
       "24     564.0    4937          2.4     -13.6         22      9\n",
       "25     554.0    5081          1.6      -3.1         27     10\n",
       "26     539.0    5301          0.4      -6.8         35     10\n",
       "27     517.0    5634         -1.5     -12.5         18     10\n",
       "28     514.0    5680         -1.5      -8.5         16     10\n",
       "29     510.0    5743         -1.3     -11.3         13     10\n",
       "..       ...     ...          ...       ...        ...    ...\n",
       "38     431.0    7064         -8.9     -16.3         45     10\n",
       "39     415.0    7358        -10.9     -19.9         48     11\n",
       "40     413.0    7395        -10.9     -25.9         48     11\n",
       "41     400.0    7640        -12.5     -19.5         50     12\n",
       "42     399.0    7659        -12.7     -19.7         50     12\n",
       "43     368.0    8271        -16.3     -27.3         56     16\n",
       "44     343.0    8795        -20.3     -27.3         61     20\n",
       "45     324.0    9213        -23.3     -41.3         65     23\n",
       "46     319.0    9327        -24.1     -45.1         68     24\n",
       "47     300.0    9770        -27.9     -45.9         80     29\n",
       "48     278.0   10305        -32.5     -48.8         75     31\n",
       "49     263.0   10694        -35.8     -51.0         75     25\n",
       "50     250.0   11050        -38.9     -52.9         65     27\n",
       "51     245.0   11188        -40.1     -53.1         61     27\n",
       "52     200.0   12540        -50.7       NaN         25     31\n",
       "53     194.0   12734        -52.0       NaN         30     31\n",
       "54     170.0   13574        -57.7       NaN         55     35\n",
       "55     150.0   14370        -63.1       NaN         45     27\n",
       "56     149.0   14411        -63.3       NaN         45     29\n",
       "57     145.0   14577        -64.3       NaN         47     33\n",
       "58     130.0   15228        -67.3       NaN         55     49\n",
       "59     121.0   15656        -69.2       NaN         55     47\n",
       "60     114.0   16011        -70.8       NaN         80     47\n",
       "61     106.0   16444        -72.8       NaN         90     31\n",
       "62     101.0   16732        -74.1       NaN         70     25\n",
       "63     100.0   16790        -73.7       NaN         65     27\n",
       "64      93.0   17216        -72.3       NaN         60     41\n",
       "65      89.8   17421        -71.7       NaN         73     37\n",
       "66      86.0   17676        -72.3       NaN         90     31\n",
       "67      83.2   17870        -72.7       NaN         71     25\n",
       "\n",
       "[68 rows x 6 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n",
    "\n",
    "import numpy as np\n",
    "import metpy.calc as mpcalc\n",
    "from metpy.cbook import get_test_data\n",
    "from metpy.plots import Hodograph, SkewT\n",
    "from metpy.units import units\n",
    "\n",
    "def plot_sounding(df):\n",
    "    df['u_wind'], df['v_wind'] = mpcalc.wind_components(df['speed'], np.deg2rad(df['direction']))\n",
    "    df = df.dropna(subset=('temperature', 'dewpoint', 'direction', 'speed',\n",
    "                       'u_wind', 'v_wind'), how='all').reset_index(drop=True)\n",
    "    p = df['pressure'].values * units.hPa\n",
    "    T = df['temperature'].values * units.degC\n",
    "    Td = df['dewpoint'].values * units.degC\n",
    "    wind_speed = df['speed'].values * units.knots\n",
    "    wind_dir = df['direction'].values * units.degrees\n",
    "    u, v = mpcalc.wind_components(wind_speed, wind_dir)\n",
    "    lcl_pressure, lcl_temperature = mpcalc.lcl(p[0], T[0], Td[0])\n",
    "    \n",
    "    parcel_prof = mpcalc.parcel_profile(p, T[0], Td[0]).to('degC')\n",
    "    fig = plt.figure(figsize=(9, 9))\n",
    "    skew = SkewT(fig)\n",
    "    skew.plot(p, T, 'r', linewidth=2)\n",
    "    skew.plot(p, Td, 'b', linewidth=2)\n",
    "    skew.plot_barbs(p, u, v)\n",
    "    skew.ax.set_ylim(1000, 100)\n",
    "    skew.ax.set_xlim(-40, 60)\n",
    "    skew.plot(lcl_pressure, lcl_temperature, 'ko', markerfacecolor='black')\n",
    "    skew.plot(p, parcel_prof, 'k', linewidth=2)\n",
    "    skew.shade_cin(p, T, parcel_prof)\n",
    "    skew.shade_cape(p, T, parcel_prof)\n",
    "    skew.ax.axvline(0, color='c', linestyle='--', linewidth=2)\n",
    "    skew.plot_dry_adiabats()\n",
    "    skew.plot_moist_adiabats()\n",
    "    skew.plot_mixing_lines()\n",
    "\n",
    "    ax_hod = inset_axes(skew.ax, '40%', '40%', loc=1)\n",
    "    h = Hodograph(ax_hod, component_range=80)\n",
    "    h.add_grid(increment=20)\n",
    "    h.plot_colormapped(u, v, wind_speed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_sounding(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": "block",
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}