EDA Copy.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "matplotlib.rcParams.update({'font.size': 16, 'font.family': 'sans'}) \n",
    "\n",
    "health = pd.read_csv('data/data.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country Name</th>\n",
       "      <th>Country Code</th>\n",
       "      <th>Indicator Name</th>\n",
       "      <th>Indicator Code</th>\n",
       "      <th>1960</th>\n",
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       "      <th>2015</th>\n",
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       "      <th>0</th>\n",
       "      <td>Arab World</td>\n",
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       "      <td>% of females ages 15-49 having comprehensive c...</td>\n",
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       "      <th>1</th>\n",
       "      <td>Arab World</td>\n",
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       "      <th>2</th>\n",
       "      <td>Arab World</td>\n",
       "      <td>ARB</td>\n",
       "      <td>Adolescent fertility rate (births per 1,000 wo...</td>\n",
       "      <td>SP.ADO.TFRT</td>\n",
       "      <td>133.555013</td>\n",
       "      <td>134.159119</td>\n",
       "      <td>134.857912</td>\n",
       "      <td>134.504576</td>\n",
       "      <td>134.105211</td>\n",
       "      <td>133.569626</td>\n",
       "      <td>...</td>\n",
       "      <td>49.999851</td>\n",
       "      <td>49.887046</td>\n",
       "      <td>49.781207</td>\n",
       "      <td>49.672975</td>\n",
       "      <td>49.536047</td>\n",
       "      <td>49.383745</td>\n",
       "      <td>48.796558</td>\n",
       "      <td>48.196418</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arab World</td>\n",
       "      <td>ARB</td>\n",
       "      <td>Adults (ages 15+) and children (0-14 years) li...</td>\n",
       "      <td>SH.HIV.TOTL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>4</th>\n",
       "      <td>Arab World</td>\n",
       "      <td>ARB</td>\n",
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       "      <td>SH.HIV.INCD.TL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>89005</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>Use of insecticide-treated bed nets (% of unde...</td>\n",
       "      <td>SH.MLR.NETS.ZS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.800000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>89006</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>Use of Intermittent Preventive Treatment of ma...</td>\n",
       "      <td>SH.MLR.SPF2.ZS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.900000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.300000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.900000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89007</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>Vitamin A supplementation coverage rate (% of ...</td>\n",
       "      <td>SN.ITK.VITA.ZS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>61.000000</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>89008</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>Wanted fertility rate (births per woman)</td>\n",
       "      <td>SP.DYN.WFRT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89009</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>Women's share of population ages 15+ living wi...</td>\n",
       "      <td>SH.DYN.AIDS.FE.ZS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>58.586086</td>\n",
       "      <td>58.760796</td>\n",
       "      <td>58.812421</td>\n",
       "      <td>58.825943</td>\n",
       "      <td>58.899308</td>\n",
       "      <td>58.939080</td>\n",
       "      <td>58.900126</td>\n",
       "      <td>58.822335</td>\n",
       "      <td>58.855551</td>\n",
       "      <td>NaN</td>\n",
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       "<p>89010 rows × 61 columns</p>\n",
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      "text/plain": [
       "      Country Name Country Code  \\\n",
       "0       Arab World          ARB   \n",
       "1       Arab World          ARB   \n",
       "2       Arab World          ARB   \n",
       "3       Arab World          ARB   \n",
       "4       Arab World          ARB   \n",
       "...            ...          ...   \n",
       "89005     Zimbabwe          ZWE   \n",
       "89006     Zimbabwe          ZWE   \n",
       "89007     Zimbabwe          ZWE   \n",
       "89008     Zimbabwe          ZWE   \n",
       "89009     Zimbabwe          ZWE   \n",
       "\n",
       "                                          Indicator Name     Indicator Code  \\\n",
       "0      % of females ages 15-49 having comprehensive c...  SH.HIV.KNOW.FE.ZS   \n",
       "1      % of males ages 15-49 having comprehensive cor...  SH.HIV.KNOW.MA.ZS   \n",
       "2      Adolescent fertility rate (births per 1,000 wo...        SP.ADO.TFRT   \n",
       "3      Adults (ages 15+) and children (0-14 years) li...        SH.HIV.TOTL   \n",
       "4      Adults (ages 15+) and children (ages 0-14) new...     SH.HIV.INCD.TL   \n",
       "...                                                  ...                ...   \n",
       "89005  Use of insecticide-treated bed nets (% of unde...     SH.MLR.NETS.ZS   \n",
       "89006  Use of Intermittent Preventive Treatment of ma...     SH.MLR.SPF2.ZS   \n",
       "89007  Vitamin A supplementation coverage rate (% of ...     SN.ITK.VITA.ZS   \n",
       "89008           Wanted fertility rate (births per woman)        SP.DYN.WFRT   \n",
       "89009  Women's share of population ages 15+ living wi...  SH.DYN.AIDS.FE.ZS   \n",
       "\n",
       "             1960        1961        1962        1963        1964        1965  \\\n",
       "0             NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "1             NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "2      133.555013  134.159119  134.857912  134.504576  134.105211  133.569626   \n",
       "3             NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "4             NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "...           ...         ...         ...         ...         ...         ...   \n",
       "89005         NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "89006         NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "89007         NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "89008         NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "89009         NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "\n",
       "       ...       2007       2008       2009       2010       2011       2012  \\\n",
       "0      ...        NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "1      ...        NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "2      ...  49.999851  49.887046  49.781207  49.672975  49.536047  49.383745   \n",
       "3      ...        NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "4      ...        NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "...    ...        ...        ...        ...        ...        ...        ...   \n",
       "89005  ...        NaN        NaN  17.300000        NaN   9.700000        NaN   \n",
       "89006  ...        NaN        NaN  13.900000        NaN   7.300000        NaN   \n",
       "89007  ...  83.000000   0.000000  77.000000  49.000000  47.000000  61.000000   \n",
       "89008  ...        NaN        NaN        NaN        NaN   3.500000        NaN   \n",
       "89009  ...  58.586086  58.760796  58.812421  58.825943  58.899308  58.939080   \n",
       "\n",
       "            2013       2014       2015  Unnamed: 60  \n",
       "0            NaN        NaN        NaN          NaN  \n",
       "1            NaN        NaN        NaN          NaN  \n",
       "2      48.796558  48.196418        NaN          NaN  \n",
       "3            NaN        NaN        NaN          NaN  \n",
       "4            NaN        NaN        NaN          NaN  \n",
       "...          ...        ...        ...          ...  \n",
       "89005        NaN  26.800000        NaN          NaN  \n",
       "89006        NaN  12.900000        NaN          NaN  \n",
       "89007  34.000000  32.000000        NaN          NaN  \n",
       "89008        NaN        NaN        NaN          NaN  \n",
       "89009  58.900126  58.822335  58.855551          NaN  \n",
       "\n",
       "[89010 rows x 61 columns]"
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     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# opening the file to understand the dataframe\n",
    "health"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 89010 entries, 0 to 89009\n",
      "Data columns (total 61 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   Country Name    89010 non-null  object \n",
      " 1   Country Code    89010 non-null  object \n",
      " 2   Indicator Name  89010 non-null  object \n",
      " 3   Indicator Code  89010 non-null  object \n",
      " 4   1960            35482 non-null  float64\n",
      " 5   1961            35325 non-null  float64\n",
      " 6   1962            35889 non-null  float64\n",
      " 7   1963            35452 non-null  float64\n",
      " 8   1964            35483 non-null  float64\n",
      " 9   1965            35603 non-null  float64\n",
      " 10  1966            35538 non-null  float64\n",
      " 11  1967            36022 non-null  float64\n",
      " 12  1968            35577 non-null  float64\n",
      " 13  1969            35630 non-null  float64\n",
      " 14  1970            36910 non-null  float64\n",
      " 15  1971            37578 non-null  float64\n",
      " 16  1972            38015 non-null  float64\n",
      " 17  1973            37542 non-null  float64\n",
      " 18  1974            37574 non-null  float64\n",
      " 19  1975            37760 non-null  float64\n",
      " 20  1976            37778 non-null  float64\n",
      " 21  1977            38204 non-null  float64\n",
      " 22  1978            37797 non-null  float64\n",
      " 23  1979            37848 non-null  float64\n",
      " 24  1980            38578 non-null  float64\n",
      " 25  1981            38829 non-null  float64\n",
      " 26  1982            39182 non-null  float64\n",
      " 27  1983            38772 non-null  float64\n",
      " 28  1984            38964 non-null  float64\n",
      " 29  1985            39020 non-null  float64\n",
      " 30  1986            39367 non-null  float64\n",
      " 31  1987            39832 non-null  float64\n",
      " 32  1988            39166 non-null  float64\n",
      " 33  1989            39282 non-null  float64\n",
      " 34  1990            47722 non-null  float64\n",
      " 35  1991            47231 non-null  float64\n",
      " 36  1992            47923 non-null  float64\n",
      " 37  1993            47398 non-null  float64\n",
      " 38  1994            47678 non-null  float64\n",
      " 39  1995            51326 non-null  float64\n",
      " 40  1996            51386 non-null  float64\n",
      " 41  1997            51560 non-null  float64\n",
      " 42  1998            51404 non-null  float64\n",
      " 43  1999            52442 non-null  float64\n",
      " 44  2000            56672 non-null  float64\n",
      " 45  2001            52924 non-null  float64\n",
      " 46  2002            53536 non-null  float64\n",
      " 47  2003            53013 non-null  float64\n",
      " 48  2004            53417 non-null  float64\n",
      " 49  2005            54304 non-null  float64\n",
      " 50  2006            54398 non-null  float64\n",
      " 51  2007            54255 non-null  float64\n",
      " 52  2008            53878 non-null  float64\n",
      " 53  2009            54437 non-null  float64\n",
      " 54  2010            57099 non-null  float64\n",
      " 55  2011            54922 non-null  float64\n",
      " 56  2012            54927 non-null  float64\n",
      " 57  2013            52924 non-null  float64\n",
      " 58  2014            52199 non-null  float64\n",
      " 59  2015            43068 non-null  float64\n",
      " 60  Unnamed: 60     0 non-null      float64\n",
      "dtypes: float64(57), object(4)\n",
      "memory usage: 41.4+ MB\n"
     ]
    }
   ],
   "source": [
    "health.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1960</th>\n",
       "      <th>1961</th>\n",
       "      <th>1962</th>\n",
       "      <th>1963</th>\n",
       "      <th>1964</th>\n",
       "      <th>1965</th>\n",
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       "      <th>1969</th>\n",
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       "      <th>2007</th>\n",
       "      <th>2008</th>\n",
       "      <th>2009</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>Unnamed: 60</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3.548200e+04</td>\n",
       "      <td>3.532500e+04</td>\n",
       "      <td>3.588900e+04</td>\n",
       "      <td>3.545200e+04</td>\n",
       "      <td>3.548300e+04</td>\n",
       "      <td>3.560300e+04</td>\n",
       "      <td>3.553800e+04</td>\n",
       "      <td>3.602200e+04</td>\n",
       "      <td>3.557700e+04</td>\n",
       "      <td>3.563000e+04</td>\n",
       "      <td>...</td>\n",
       "      <td>5.425500e+04</td>\n",
       "      <td>5.387800e+04</td>\n",
       "      <td>5.443700e+04</td>\n",
       "      <td>5.709900e+04</td>\n",
       "      <td>5.492200e+04</td>\n",
       "      <td>5.492700e+04</td>\n",
       "      <td>5.292400e+04</td>\n",
       "      <td>5.219900e+04</td>\n",
       "      <td>4.306800e+04</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4.398856e+06</td>\n",
       "      <td>4.477329e+06</td>\n",
       "      <td>4.483279e+06</td>\n",
       "      <td>4.634875e+06</td>\n",
       "      <td>4.727806e+06</td>\n",
       "      <td>4.810557e+06</td>\n",
       "      <td>4.923225e+06</td>\n",
       "      <td>4.958680e+06</td>\n",
       "      <td>5.126162e+06</td>\n",
       "      <td>5.229267e+06</td>\n",
       "      <td>...</td>\n",
       "      <td>1.066701e+08</td>\n",
       "      <td>1.178440e+08</td>\n",
       "      <td>1.194416e+08</td>\n",
       "      <td>1.202183e+08</td>\n",
       "      <td>1.354606e+08</td>\n",
       "      <td>1.381746e+08</td>\n",
       "      <td>1.470674e+08</td>\n",
       "      <td>1.534580e+08</td>\n",
       "      <td>9.105685e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.948245e+07</td>\n",
       "      <td>5.013205e+07</td>\n",
       "      <td>5.054473e+07</td>\n",
       "      <td>5.192122e+07</td>\n",
       "      <td>5.297849e+07</td>\n",
       "      <td>5.401988e+07</td>\n",
       "      <td>5.526006e+07</td>\n",
       "      <td>5.607026e+07</td>\n",
       "      <td>5.763263e+07</td>\n",
       "      <td>5.887277e+07</td>\n",
       "      <td>...</td>\n",
       "      <td>1.017662e+10</td>\n",
       "      <td>1.077350e+10</td>\n",
       "      <td>1.114136e+10</td>\n",
       "      <td>1.132855e+10</td>\n",
       "      <td>1.212198e+10</td>\n",
       "      <td>1.255757e+10</td>\n",
       "      <td>1.312843e+10</td>\n",
       "      <td>1.388442e+10</td>\n",
       "      <td>1.112609e+08</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-2.374024e+00</td>\n",
       "      <td>-2.498824e+00</td>\n",
       "      <td>-3.826648e+06</td>\n",
       "      <td>-3.206682e+00</td>\n",
       "      <td>-3.078607e+00</td>\n",
       "      <td>-2.978527e+00</td>\n",
       "      <td>-3.072258e+00</td>\n",
       "      <td>-4.094255e+06</td>\n",
       "      <td>-4.263603e+00</td>\n",
       "      <td>-4.645452e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.272986e+07</td>\n",
       "      <td>-7.720454e+00</td>\n",
       "      <td>-7.829848e+00</td>\n",
       "      <td>-9.816607e+00</td>\n",
       "      <td>-8.166639e+00</td>\n",
       "      <td>-1.578482e+07</td>\n",
       "      <td>-7.726345e+00</td>\n",
       "      <td>-7.709485e+00</td>\n",
       "      <td>-7.784170e+00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.907975e+01</td>\n",
       "      <td>2.130000e+01</td>\n",
       "      <td>1.790000e+01</td>\n",
       "      <td>2.228200e+01</td>\n",
       "      <td>2.236877e+01</td>\n",
       "      <td>2.013357e+01</td>\n",
       "      <td>2.196439e+01</td>\n",
       "      <td>1.779723e+01</td>\n",
       "      <td>2.226600e+01</td>\n",
       "      <td>2.237234e+01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.360000e+01</td>\n",
       "      <td>1.351170e+01</td>\n",
       "      <td>1.377504e+01</td>\n",
       "      <td>1.326888e+01</td>\n",
       "      <td>1.410000e+01</td>\n",
       "      <td>1.257937e+01</td>\n",
       "      <td>1.393631e+01</td>\n",
       "      <td>1.387011e+01</td>\n",
       "      <td>1.490000e+01</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.282000e+03</td>\n",
       "      <td>5.794000e+03</td>\n",
       "      <td>5.158000e+03</td>\n",
       "      <td>5.945000e+03</td>\n",
       "      <td>6.065000e+03</td>\n",
       "      <td>5.998000e+03</td>\n",
       "      <td>6.240000e+03</td>\n",
       "      <td>5.767000e+03</td>\n",
       "      <td>6.438000e+03</td>\n",
       "      <td>6.529500e+03</td>\n",
       "      <td>...</td>\n",
       "      <td>9.608101e+01</td>\n",
       "      <td>9.699493e+01</td>\n",
       "      <td>9.670839e+01</td>\n",
       "      <td>9.155791e+01</td>\n",
       "      <td>9.633862e+01</td>\n",
       "      <td>9.610010e+01</td>\n",
       "      <td>9.900000e+01</td>\n",
       "      <td>9.896778e+01</td>\n",
       "      <td>2.206000e+03</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>9.993525e+04</td>\n",
       "      <td>1.034000e+05</td>\n",
       "      <td>1.025840e+05</td>\n",
       "      <td>1.078488e+05</td>\n",
       "      <td>1.107500e+05</td>\n",
       "      <td>1.125765e+05</td>\n",
       "      <td>1.156312e+05</td>\n",
       "      <td>1.151888e+05</td>\n",
       "      <td>1.211970e+05</td>\n",
       "      <td>1.243615e+05</td>\n",
       "      <td>...</td>\n",
       "      <td>8.397350e+04</td>\n",
       "      <td>8.621775e+04</td>\n",
       "      <td>8.342100e+04</td>\n",
       "      <td>6.758400e+04</td>\n",
       "      <td>8.207750e+04</td>\n",
       "      <td>8.399800e+04</td>\n",
       "      <td>9.839350e+04</td>\n",
       "      <td>1.037375e+05</td>\n",
       "      <td>1.802958e+05</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3.035056e+09</td>\n",
       "      <td>3.076121e+09</td>\n",
       "      <td>3.129064e+09</td>\n",
       "      <td>3.193947e+09</td>\n",
       "      <td>3.259355e+09</td>\n",
       "      <td>3.326054e+09</td>\n",
       "      <td>3.395866e+09</td>\n",
       "      <td>3.465297e+09</td>\n",
       "      <td>3.535512e+09</td>\n",
       "      <td>3.609910e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>2.253595e+12</td>\n",
       "      <td>2.358301e+12</td>\n",
       "      <td>2.451062e+12</td>\n",
       "      <td>2.546451e+12</td>\n",
       "      <td>2.646913e+12</td>\n",
       "      <td>2.750543e+12</td>\n",
       "      <td>2.833419e+12</td>\n",
       "      <td>2.985748e+12</td>\n",
       "      <td>7.346633e+09</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               1960          1961          1962          1963          1964  \\\n",
       "count  3.548200e+04  3.532500e+04  3.588900e+04  3.545200e+04  3.548300e+04   \n",
       "mean   4.398856e+06  4.477329e+06  4.483279e+06  4.634875e+06  4.727806e+06   \n",
       "std    4.948245e+07  5.013205e+07  5.054473e+07  5.192122e+07  5.297849e+07   \n",
       "min   -2.374024e+00 -2.498824e+00 -3.826648e+06 -3.206682e+00 -3.078607e+00   \n",
       "25%    1.907975e+01  2.130000e+01  1.790000e+01  2.228200e+01  2.236877e+01   \n",
       "50%    5.282000e+03  5.794000e+03  5.158000e+03  5.945000e+03  6.065000e+03   \n",
       "75%    9.993525e+04  1.034000e+05  1.025840e+05  1.078488e+05  1.107500e+05   \n",
       "max    3.035056e+09  3.076121e+09  3.129064e+09  3.193947e+09  3.259355e+09   \n",
       "\n",
       "               1965          1966          1967          1968          1969  \\\n",
       "count  3.560300e+04  3.553800e+04  3.602200e+04  3.557700e+04  3.563000e+04   \n",
       "mean   4.810557e+06  4.923225e+06  4.958680e+06  5.126162e+06  5.229267e+06   \n",
       "std    5.401988e+07  5.526006e+07  5.607026e+07  5.763263e+07  5.887277e+07   \n",
       "min   -2.978527e+00 -3.072258e+00 -4.094255e+06 -4.263603e+00 -4.645452e+00   \n",
       "25%    2.013357e+01  2.196439e+01  1.779723e+01  2.226600e+01  2.237234e+01   \n",
       "50%    5.998000e+03  6.240000e+03  5.767000e+03  6.438000e+03  6.529500e+03   \n",
       "75%    1.125765e+05  1.156312e+05  1.151888e+05  1.211970e+05  1.243615e+05   \n",
       "max    3.326054e+09  3.395866e+09  3.465297e+09  3.535512e+09  3.609910e+09   \n",
       "\n",
       "       ...          2007          2008          2009          2010  \\\n",
       "count  ...  5.425500e+04  5.387800e+04  5.443700e+04  5.709900e+04   \n",
       "mean   ...  1.066701e+08  1.178440e+08  1.194416e+08  1.202183e+08   \n",
       "std    ...  1.017662e+10  1.077350e+10  1.114136e+10  1.132855e+10   \n",
       "min    ... -2.272986e+07 -7.720454e+00 -7.829848e+00 -9.816607e+00   \n",
       "25%    ...  1.360000e+01  1.351170e+01  1.377504e+01  1.326888e+01   \n",
       "50%    ...  9.608101e+01  9.699493e+01  9.670839e+01  9.155791e+01   \n",
       "75%    ...  8.397350e+04  8.621775e+04  8.342100e+04  6.758400e+04   \n",
       "max    ...  2.253595e+12  2.358301e+12  2.451062e+12  2.546451e+12   \n",
       "\n",
       "               2011          2012          2013          2014          2015  \\\n",
       "count  5.492200e+04  5.492700e+04  5.292400e+04  5.219900e+04  4.306800e+04   \n",
       "mean   1.354606e+08  1.381746e+08  1.470674e+08  1.534580e+08  9.105685e+06   \n",
       "std    1.212198e+10  1.255757e+10  1.312843e+10  1.388442e+10  1.112609e+08   \n",
       "min   -8.166639e+00 -1.578482e+07 -7.726345e+00 -7.709485e+00 -7.784170e+00   \n",
       "25%    1.410000e+01  1.257937e+01  1.393631e+01  1.387011e+01  1.490000e+01   \n",
       "50%    9.633862e+01  9.610010e+01  9.900000e+01  9.896778e+01  2.206000e+03   \n",
       "75%    8.207750e+04  8.399800e+04  9.839350e+04  1.037375e+05  1.802958e+05   \n",
       "max    2.646913e+12  2.750543e+12  2.833419e+12  2.985748e+12  7.346633e+09   \n",
       "\n",
       "       Unnamed: 60  \n",
       "count          0.0  \n",
       "mean           NaN  \n",
       "std            NaN  \n",
       "min            NaN  \n",
       "25%            NaN  \n",
       "50%            NaN  \n",
       "75%            NaN  \n",
       "max            NaN  \n",
       "\n",
       "[8 rows x 57 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "health.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "56\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([35482, 35325, 35889, 35452, 35483, 35603, 35538, 36022, 35577,\n",
       "       35630, 36910, 37578, 38015, 37542, 37574, 37760, 37778, 38204,\n",
       "       37797, 37848, 38578, 38829, 39182, 38772, 38964, 39020, 39367,\n",
       "       39832, 39166, 39282, 47722, 47231, 47923, 47398, 47678, 51326,\n",
       "       51386, 51560, 51404, 52442, 56672, 52924, 53536, 53013, 53417,\n",
       "       54304, 54398, 54255, 53878, 54437, 57099, 54922, 54927, 52924,\n",
       "       52199, 43068])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "health_columns = np.array(health.count(axis=0))[4:-1]\n",
    "print(len(health_columns))\n",
    "health_columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['1960', '1961', '1962', '1963', '1964', '1965', '1966', '1967',\n",
       "       '1968', '1969', '1970', '1971', '1972', '1973', '1974', '1975',\n",
       "       '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983',\n",
       "       '1984', '1985', '1986', '1987', '1988', '1989', '1990', '1991',\n",
       "       '1992', '1993', '1994', '1995', '1996', '1997', '1998', '1999',\n",
       "       '2000', '2001', '2002', '2003', '2004', '2005', '2006', '2007',\n",
       "       '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015',\n",
       "       'Unnamed: 60'], dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "health_column_names = np.array(health.columns.values) \n",
    "health_column_names[4:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Section 1\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Section 2. Analyzing Health Indicators"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "heath_groupby = health.groupby(by= ['Indicator Name'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>1960</th>\n",
       "      <th>1961</th>\n",
       "      <th>1962</th>\n",
       "      <th>1963</th>\n",
       "      <th>1964</th>\n",
       "      <th>1965</th>\n",
       "      <th>1966</th>\n",
       "      <th>1967</th>\n",
       "      <th>1968</th>\n",
       "      <th>1969</th>\n",
       "      <th>...</th>\n",
       "      <th>2007</th>\n",
       "      <th>2008</th>\n",
       "      <th>2009</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>Unnamed: 60</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Indicator Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Immunization, BCG (% of one-year-old children)</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>90.136837</td>\n",
       "      <td>90.845318</td>\n",
       "      <td>91.001485</td>\n",
       "      <td>91.399173</td>\n",
       "      <td>91.046875</td>\n",
       "      <td>91.526971</td>\n",
       "      <td>90.945773</td>\n",
       "      <td>90.412669</td>\n",
       "      <td>89.292456</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Immunization, DPT (% of children ages 12-23 months)</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>87.110242</td>\n",
       "      <td>87.460927</td>\n",
       "      <td>88.139183</td>\n",
       "      <td>88.242894</td>\n",
       "      <td>88.544174</td>\n",
       "      <td>88.710324</td>\n",
       "      <td>88.199013</td>\n",
       "      <td>87.660698</td>\n",
       "      <td>87.763424</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Immunization, HepB3 (% of one-year-old children)</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>84.935911</td>\n",
       "      <td>85.393716</td>\n",
       "      <td>86.531651</td>\n",
       "      <td>86.432333</td>\n",
       "      <td>86.500138</td>\n",
       "      <td>87.498910</td>\n",
       "      <td>87.181526</td>\n",
       "      <td>86.766865</td>\n",
       "      <td>86.647370</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Immunization, Hib3 (% of children ages 12-23 months)</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>88.930719</td>\n",
       "      <td>87.702597</td>\n",
       "      <td>86.673095</td>\n",
       "      <td>86.655466</td>\n",
       "      <td>87.178137</td>\n",
       "      <td>87.466801</td>\n",
       "      <td>85.693291</td>\n",
       "      <td>85.372806</td>\n",
       "      <td>85.932913</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Immunization, Pol3 (% of one-year-old children)</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>87.384053</td>\n",
       "      <td>88.064041</td>\n",
       "      <td>88.350767</td>\n",
       "      <td>88.428172</td>\n",
       "      <td>88.276748</td>\n",
       "      <td>88.701646</td>\n",
       "      <td>88.170289</td>\n",
       "      <td>87.696259</td>\n",
       "      <td>87.894345</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Immunization, measles (% of children ages 12-23 months)</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>85.837803</td>\n",
       "      <td>86.319520</td>\n",
       "      <td>86.960000</td>\n",
       "      <td>87.282822</td>\n",
       "      <td>87.614089</td>\n",
       "      <td>87.907895</td>\n",
       "      <td>87.665862</td>\n",
       "      <td>87.033604</td>\n",
       "      <td>86.908124</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    1960  1961  1962  1963  \\\n",
       "Indicator Name                                                               \n",
       "Immunization, BCG (% of one-year-old children)       NaN   NaN   NaN   NaN   \n",
       "Immunization, DPT (% of children ages 12-23 mon...   NaN   NaN   NaN   NaN   \n",
       "Immunization, HepB3 (% of one-year-old children)     NaN   NaN   NaN   NaN   \n",
       "Immunization, Hib3 (% of children ages 12-23 mo...   NaN   NaN   NaN   NaN   \n",
       "Immunization, Pol3 (% of one-year-old children)      NaN   NaN   NaN   NaN   \n",
       "Immunization, measles (% of children ages 12-23...   NaN   NaN   NaN   NaN   \n",
       "\n",
       "                                                    1964  1965  1966  1967  \\\n",
       "Indicator Name                                                               \n",
       "Immunization, BCG (% of one-year-old children)       NaN   NaN   NaN   NaN   \n",
       "Immunization, DPT (% of children ages 12-23 mon...   NaN   NaN   NaN   NaN   \n",
       "Immunization, HepB3 (% of one-year-old children)     NaN   NaN   NaN   NaN   \n",
       "Immunization, Hib3 (% of children ages 12-23 mo...   NaN   NaN   NaN   NaN   \n",
       "Immunization, Pol3 (% of one-year-old children)      NaN   NaN   NaN   NaN   \n",
       "Immunization, measles (% of children ages 12-23...   NaN   NaN   NaN   NaN   \n",
       "\n",
       "                                                    1968  1969  ...  \\\n",
       "Indicator Name                                                  ...   \n",
       "Immunization, BCG (% of one-year-old children)       NaN   NaN  ...   \n",
       "Immunization, DPT (% of children ages 12-23 mon...   NaN   NaN  ...   \n",
       "Immunization, HepB3 (% of one-year-old children)     NaN   NaN  ...   \n",
       "Immunization, Hib3 (% of children ages 12-23 mo...   NaN   NaN  ...   \n",
       "Immunization, Pol3 (% of one-year-old children)      NaN   NaN  ...   \n",
       "Immunization, measles (% of children ages 12-23...   NaN   NaN  ...   \n",
       "\n",
       "                                                         2007       2008  \\\n",
       "Indicator Name                                                             \n",
       "Immunization, BCG (% of one-year-old children)      90.136837  90.845318   \n",
       "Immunization, DPT (% of children ages 12-23 mon...  87.110242  87.460927   \n",
       "Immunization, HepB3 (% of one-year-old children)    84.935911  85.393716   \n",
       "Immunization, Hib3 (% of children ages 12-23 mo...  88.930719  87.702597   \n",
       "Immunization, Pol3 (% of one-year-old children)     87.384053  88.064041   \n",
       "Immunization, measles (% of children ages 12-23...  85.837803  86.319520   \n",
       "\n",
       "                                                         2009       2010  \\\n",
       "Indicator Name                                                             \n",
       "Immunization, BCG (% of one-year-old children)      91.001485  91.399173   \n",
       "Immunization, DPT (% of children ages 12-23 mon...  88.139183  88.242894   \n",
       "Immunization, HepB3 (% of one-year-old children)    86.531651  86.432333   \n",
       "Immunization, Hib3 (% of children ages 12-23 mo...  86.673095  86.655466   \n",
       "Immunization, Pol3 (% of one-year-old children)     88.350767  88.428172   \n",
       "Immunization, measles (% of children ages 12-23...  86.960000  87.282822   \n",
       "\n",
       "                                                         2011       2012  \\\n",
       "Indicator Name                                                             \n",
       "Immunization, BCG (% of one-year-old children)      91.046875  91.526971   \n",
       "Immunization, DPT (% of children ages 12-23 mon...  88.544174  88.710324   \n",
       "Immunization, HepB3 (% of one-year-old children)    86.500138  87.498910   \n",
       "Immunization, Hib3 (% of children ages 12-23 mo...  87.178137  87.466801   \n",
       "Immunization, Pol3 (% of one-year-old children)     88.276748  88.701646   \n",
       "Immunization, measles (% of children ages 12-23...  87.614089  87.907895   \n",
       "\n",
       "                                                         2013       2014  \\\n",
       "Indicator Name                                                             \n",
       "Immunization, BCG (% of one-year-old children)      90.945773  90.412669   \n",
       "Immunization, DPT (% of children ages 12-23 mon...  88.199013  87.660698   \n",
       "Immunization, HepB3 (% of one-year-old children)    87.181526  86.766865   \n",
       "Immunization, Hib3 (% of children ages 12-23 mo...  85.693291  85.372806   \n",
       "Immunization, Pol3 (% of one-year-old children)     88.170289  87.696259   \n",
       "Immunization, measles (% of children ages 12-23...  87.665862  87.033604   \n",
       "\n",
       "                                                         2015  Unnamed: 60  \n",
       "Indicator Name                                                              \n",
       "Immunization, BCG (% of one-year-old children)      89.292456          NaN  \n",
       "Immunization, DPT (% of children ages 12-23 mon...  87.763424          NaN  \n",
       "Immunization, HepB3 (% of one-year-old children)    86.647370          NaN  \n",
       "Immunization, Hib3 (% of children ages 12-23 mo...  85.932913          NaN  \n",
       "Immunization, Pol3 (% of one-year-old children)     87.894345          NaN  \n",
       "Immunization, measles (% of children ages 12-23...  86.908124          NaN  \n",
       "\n",
       "[6 rows x 57 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Data Grouped by Different Types of Immunizations\n",
    "immunization_groupby = health[health['Indicator Name'].str.contains(\"Immunization\")].groupby(by= ['Indicator Name'])\n",
    "immunization_groupby_mean = immunization_groupby.mean()\n",
    "immunization_groupby_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Experiment with ggplot style\n",
    "plt.style.use('ggplot') \n",
    "#set fonts and size\n",
    "matplotlib.rcParams.update({'font.size': 25, 'font.family': 'sans'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = immunization_groupby_mean.columns[:-1]\n",
    "y = np.array(immunization_groupby_mean.iloc[0])[:-1]\n",
    "y[np.isnan(y)] = 0\n",
    "y_mean = immunization_groupby_mean.mean(axis=0)[:-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = immunization_groupby_mean.index\n",
    "colors = ['blue','green','red','purple','orange','brown']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2880x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(40,15))\n",
    "\n",
    "fig.suptitle('What is the Immunization trend in the world?', fontsize=40, fontweight='bold')\n",
    "\n",
    "ax.plot(x, y, label='Immunization Mean', color='black', linewidth=5)\n",
    "    \n",
    "ax.set_title('Avg. World Immunization by Year')\n",
    "ax.set_ylabel('Immunization Percent(%)')\n",
    "ax.legend(loc=\"upper left\")\n",
    "ax.set_xticks(x[::10]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = immunization_groupby_mean.index\n",
    "colors = ['blue','green','red','purple','orange','brown']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SLWuKaxNqnD17VvgbzsLCokICwoiIiKjysgARERHVKEpTgh08eFDrvfz8fERHR2u936VLF3Tr1k3r/aJpJ9TUraZPSlJSUtC7d29s27ZNVf4HDx7giSeewIMHDwxqT62MjAy88MILWLFiRYW2YyzJycno2bMnTpw4oSr/lStX0LdvX1y5csXgNtPS0tCzZ0+89957yMvLM6j8c889hylTpkCSJJ35f//9dwQFBSEmJkbvtgoLC/Hhhx8iIiICmZmZwnw3btxA3759kZiYqHcb1cWiRYswffp05OTkqMq/dOlSbNiwQWe+e/fuoVu3bli+fDkKCgr07ldMTAw6duyI/fv3613WnKKiovDkk08iLS1NZ96TJ0/iiSeegCRJ+PzzzxEZGYn8/Hyd5e7fv4/HH38cqampBvfzgw8+wNtvv61qW1y3bh3mz58PAJgwYQLWrl2rqo3Y2Fg8++yzBvfRHGJjY9GzZ09cunRJVf5Tp05h4sSJFdupSurq1avo16+f7PlGZWTqY5jImjVrMHr0aNXb77p16/DBBx8Y3J6hkpKS0LdvX8Upa0u6du0aIiIicPXqVYPbjI+Px4ABA5CUlKRXuQULFmDIkCGy57K6pKen4+mnn8arr76qd1l93bt3DyNGjMCWLVuMXndkZKTwHNbCwgIrV67EzJkzZdO3bt2KJ598UvF8qaR169Zh3LhxWlMi62PPnj3o0KEDDh8+bFD52NhYBAUFCX9PWFpaIjw8XDbt9OnTwt8VonOOvLw8HDp0SDZt3759wn726tVLmCYnJycHw4cPV32czcnJwdixY8u13VUGVXnbr6jz6JUrV2LatGmqzgslScIHH3wg3MYro/z8fIwaNQozZszAw4cP9S6fk5ODuXPnYujQoaqWfUXvcwyVkZGBAQMGCPcvzs7O2LVrFyIiIkq9n56ejt69e+Py5ctG7U91d/v2bURERODixYuy6Y0bN8b+/fsREBCglWaKaxNqZGVlYcKECcJz0bCwMHh6eparDSIiIqpizBm1RERERKZ34cIFxScM79+/Xyr/P//8o5XP0tJSSktLk/Lz8yUHBwet9I0bN5aqo7CwUHJ2dha2e+DAAWF/lZ78UjO6hdzrzTffVFxG5R1xqORyOnPmjFb9lW3EoVGjRhnUBzs7O4P6V1BQIA0cONAoyxiANG/ePMXPFx0dLZy+Rd/XkCFDhKM1PPfcc0Zpo6qOOCSa9kDXq0GDBoojYGRnZ0tdu3Y1yudxdnZWNYqFvipqxCFD9nFTpkyRbGxs9C6nNOWMJCmvT/r209raWnrhhRcM+g537Ngh7GNlG3HI0GPUtm3bhO1V1xGHil6NGjUqHpGqSGUbccjUxzClsoasY/b29lJKSopim4ZQWs+UzheUXl26dJEKCgoMWjZhYWE66y87YsaKFSuM9r0uXbpUcXmVd8ShopeDg4N07949YTv6juIRGRkpzG9lZSX98MMPwrZu3bqleL6v9FJaR5RGHLpw4YLk5ORktGV58uRJ2XY++eQTYTm587a0tDTFERJF271ovahfv75sfqXzD0OPQU899ZRweevLHCMOVeZt3xzn0SdPnjRoZDxAebusTCMOTZkyxWjf3/jx4xXbMtU+R5L0G3EoPT1d8feSh4eHsK1FixYZ5fPUpBGHbt++rXgc9/X1la5fvy7bjqmuTeiSnZ2t83xW6XcXERERVU9WICIiohqlZcuWcHV1lX0KU5IkHD58GAMHDix+LyoqSitfQEAA6tSpAwAICQnB7t27S6VHRUXh8ccfL/773LlzSElJke2PjY0NgoKCDPosUoknoxwdHdGtWzfUqlULR44cwY0bN4Tlvv32WyxZsgQWFuoGX3RycoKvry/c3d3h4OAAS0tLpKenIz4+HmfPnhWOgFJQUIB3330XP/zwg34fzIS2bduGn3/+WTGPu7s7QkNDYWtri7Nnz+Ls2bMAgOzsbIPa/PDDD/Hnn38q5vH390ebNm2Qn5+PY8eO4ebNm8K8ixYtQq9evdCjRw+ttKysLDz++OPIysoSlvfy8oK/vz/c3Nxw/fp1nDhxQpj/t99+w9dff40pU6ZopW3evFnYhru7Ozp06ABXV1fk5eUhLS0N8fHxuHz5skGjVVRGJUcLsLCwQEhICLy9vXHt2jUcOXJE+CRjQkICtm/fXmq/U9KcOXNk90NF7OzsEBgYiMaNGyM1NRVnz55FQkKCbN6UlBRMnDjR4CeETa1omWk0GnTu3Bk+Pj64evUqjh49KizzxRdflPq7Y8eOaNGiBW7cuKG4HL/55hssWrRI9X5Rrp92dnbo0aMHnJ2dER0dLRy1IC8vD6tWrSr+29raGmFhYXBzc8Px48eFT+4CwNdff40+ffro3UdzKLnOe3t7IygoCHl5edizZw/S09OF5VavXo1+/fqZoosVxtPTE76+vnB2doaDgwMKCwuRkpKCixcvKo5mcePGDaxduxaTJk0yYW/1Y8pjmC4l17H27dvD19cXiYmJ2L9/v/DcJCsrCz/++COmTp2qd3uGKnm+4O3tjY4dO0Kj0SAmJgbx8fHCcocOHcJXX30le8zVRd8R5k6cOIHp06cr5mnZsiWaNWsGe3t7XLlyBSdPnhQe2+bMmYPBgwejVatWqtp3dXWFr68vXFxcis+x09LScOXKFVy4cEHYTkZGBpYtW4bFixerakfJjBkzsHz5ctk0W1tbbNiwAcOGDVMsLzrfL9K+fXu0bNkSGRkZiIqKKs5vyDllYWEhRo4cqTiSqI2NDbp06QIvLy8kJiYiKipK2FZGRgaeeOIJnDt3DlZWpS+XKo32s3//fgwePLjUe1FRUYojJMqNLHT37l38+++/svn1HW0IKL1/sLe3R/fu3eHs7IzY2FjF4+ymTZtw//591KtXT+82K4Oqtu0Xqajz6Oeff17xt0ZRWz4+Prh//z4OHjxYPIqJob/1TOl///uf1rlvWT4+Pmjfvj0sLS1x4sQJxZF11q5di549e2LChAlaaabc5+ijaKQh0Xl+o0aNsHv3brRo0UI2Xek3rJOTEzp27AgPDw9IkoTU1FQkJCTg33//rRLrR0W4c+cOIiIihPvrtm3bYufOnXB3d9dKM+W1CSUPHz7EY489hp07dwrzvPjii1XmNxcREREZkVnClYiIiMishg4dKnyqqOyoE3Kj0bz00kvF6fPnz9dKDwkJKVXHF198IWyvc+fOin1VevKr6PXCCy9IDx8+LC6Tl5cnTZ06VbHM2bNnhW32799fioiIkFatWiVduXJFsX/37t1TfDq7Vq1aUm5ubqkyN27ckOLi4qS4uDjp/fffF5YdMWJEcb6yL2PNNd+nTx/F5fT2229LeXl5pcps27ZNqlu3rmI50dN8aWlpkouLi7BcvXr1tJ5sKywslD777DPFJ7e7d+8u294HH3wgLOPo6Cj99NNPWk/p3b59Wxo7dqywnJeXV6n1TZIkKSUlRZj/jTfeED4JmJeXJx09elR67733pLCwMEmj0RhtxKGS64vSOhoZGSlcz8qOYqBm5A9/f3+tkbZ2796t+NTyzJkzZT/DzZs3FctNnTpVunv3bqky+fn50tdffy3VqlVLWO7XX381yjIuUlEjDgGPnhCOjo4uVUZpv1H0cnBwkHbt2lWq3OrVqw3eL+pqr0uXLqX2S3l5edJjjz2ms1yrVq1K7WcLCgqkiRMnCvO7u7sL+1jZRhwCHo3Q8dVXX0mFhYXFZZKSkqTQ0FBhGTc3N2F7hjxFfe/ePeE2XvJ19OhRycvLS1h/o0aNhOuyo6OjNHbsWGnDhg1SUlKS4rK+cOGC1KtXL2E7ffr0KZU/Ly+vVD9HjBghLPv+++8LP1/ZUXYMWZamPoZJku5tr379+tLBgwdLlTl58qTk5uYmLDNy5EjF78gQuka2srKyklavXq1V7uuvv5asrKyE5fz8/AxeNkUvX19fadKkSdLs2bOlyZMnSz169JAsLS1LjZgxePBgYfmAgAApKipKq/3Y2FgpKChIWO6xxx4T9r1169bS0KFDpe+++05KSEhQXLbXr1+XnnrqKWE7LVq0EJZVO4rHjBkzhPlq164t7dy5U2cfldZxT09PrWWYnZ0tvfLKKzq/P9GIQ+vWrVMs17dvX63z5Xv37il+1wBk11NJkoT7x7K/eyRJkt58803FNmxtbaXs7OxSZTZs2CDMv2bNGtk+6Tr/ACANHz5cSk5OLlXunXfeUSzzxx9/yLanr4r6zVNVt31Tn0dHRUXpbKvsud+DBw9UjUZbGUYcKigokPz9/YXl7OzspHXr1mmV++WXXxR/JzRt2lTr968kmX6fo2bEofT0dKl79+7CfC1atJCuXbumuOwdHR1ly44ZM0ZrP1Vy2Z88eVJatmyZ1L9/f8nKyqpGjDh0584dxXWuc+fOWiN4l2SqaxNKsrKypIiICJ3rctlrWERERFQzMHCIiIioBlq6dKnqiykNGzbUylPyAtz27du10q2traWsrKziPOPHjxe299prryn2VVfg0IgRI2TL5efnSw0aNBCWk7uIWETpYo9I3759hW0dOXJEWE6fIciN7caNG4rTGEydOlVYdsuWLYrfi+ii3KpVqxTLKV2EfvfddxXLxsbGapVp1KiRbF6NRiN7I6BIYWGh4nDvZYN7bt26Jcyrz/p08+ZNowWFlVSegIqSdN3wqFu3rnTjxg3ZsrNmzRKWKxsoUGTu3LnCMs8//7xiX7/88ku99xuGqsjAIbmbtTk5OVLt2rUVy4lutCpd7FbaLyq15eTkJDtVjq4bVtbW1tLFixe1yt2+fVtx3yS6yV4ZA4c++eQT2XLnz59XLCf6jIbeDNElKSlJatOmjbDu+vXrS5cuXRKW1/e4mZGRIZzSyMHBQXHaBaUAFaUpjcoyZFma+hgmScrbnqWlpXT8+HHZcitXrhSWUwo0MZSuwKGPPvpIWFbpvBSA8HitVKZoXdqwYYNs2bt37xYHU1y6dElYR4MGDaTExERh3+/duye86WppaSmcFk7fbaagoEDy8/MT9vPOnTuy5dTcjH/11VeFeZycnBTPl4osXrxYWIdGo1E8F3788ccVv0fRdt25c2dhGT8/v1K/RUrKycmR2rZtKywbGBgoW05049bKykrKyMgolbdLly461899+/aVKqP00INoyhtd5x8hISHCm78hISHCckuWLJEtUx7G/M1TVbd9U59HT5o0SVimVq1awvPTvLw8KTg4WLGvlSFwaNu2bYp9FAXcSZIk/fTTT4plN2/erFXG1PscXdtMRkaGYtBQQECA8NhQkmiKY9H5hZykpCTF3zuGUvqORCoqcEhX0FDPnj2l9PR0xc9jqmsTSvUoBeADkPr3769XIBIRERFVL/qPQ09ERERVXteuXYVp0dHRxcOZX79+XXZ6jZLlQ0NDYWlpWSo9Ly8Px44dK/5baXqcLl26qO53WRqNBkuXLpVNs7S0VKxbbqq2Is7Oznr3JTg4WJimNB2AOR04cEA47L2FhQXmzZsnLDt06FC0b99e7zZ37NghTOvTpw/Cw8OF6a+++qritAm7du0q9fe5c+eEU9aFhYUprh8ajQYjR44Upm/fvr3U366urlrbQZGffvpJWE9ZDRo0gKenp+r8lU1kZCQaNmwomxYWFiYsJ9oeyy7nIhqNBrNmzVLsy6hRo4Rpu3btUpxCpLIIDg5G7969td63sbFB69atheXq16+P8ePHy6aFhoYKyyntF5VMnjwZrq6uWu/r2keMGDFCdtoET09PNGnSRFjO0H6amo+PD1566SXZND8/P7i5uQnLmvIzpqSkoE+fPjhz5oxsuru7O3bv3o3mzZsL69D3uFm7dm3hNC4ZGRm4deuWXvWZiimPYWqMGTNGuJ0Zss+tKG5ubnj55ZeF6dOnT4eTk5Mw/cCBA3q3qdFosHnzZuGxwN3dvfj7UPpeJ02apLiturq6IiIiQjatoKBAazrfIvpuMxYWFujYsaMw3dBzzddffx0fffSRbJqbmxv27Nmj6lxdaXqoAQMGICQkRJj+1ltv6e5oGampqaV+a5Q1b9482NnZyabZ2NgonuOeOnUK9+7d03pfNF1Yfn5+qSlQs7Ky8M8//5TKM2TIEK1yZacrk5u+DBjHNqIAACAASURBVAB8fX3RqFEjYX+VvPPOO7C2tpZNq0z7CGOq7Nu+EmOfRyttlxMnToSPj49smpWVFebOnSvuaCWh9P21aNFCeC4MAE899ZTiuXTZY7I59jlKMjMzMXDgQOHxsVOnTti3bx88PDx01iXKs2HDBuG1grJcXFyE61N1kJiYiJ49e+L8+fOy6UOGDMEff/wBBwcHYR2mvDYh8vnnn2Pjxo3C9JEjR2Lr1q2wt7dXVR8RERFVPwwcIiIiqoGCgoJga2srm5aVlYXY2FgA8gE/DRo0gLe3d/HfderUQUBAgFa+orJ3797FlStXhH0pT+BQ+/bt0axZM2G6l5eXMC0tLU1n/bm5udi5cydmzpyJQYMGoWXLlnBzc0OtWrWg0WhKvZYsWSKsJyUlRWdb5qB08TMoKEhnAMvgwYP1bvPgwYPCtKFDhyqWtbGxQf/+/VXXrXSxfN++fVrfYdnX9OnTheUvXLhQ6m9ra2vhTbGXXnoJ/v7+ePbZZ/HOO+9g48aNOHPmDHJycoT1V1VKFzT13R4zMzMRExMjm1+SJDRr1kzx+1O6CZ2amoo7d+4ofJLKYcCAAcI0pe2zT58+sLCQ/6mndANBzX5Rjqif9vb2qFu3rrBcv379hGkV0U9Te/zxx4XfA1D+Y5QxpKWloV+/fsXH/bJcXFywe/du+Pn5qarvwYMHWL9+PV588UX07NkTPj4+cHFxgZ2dndY2qhRUXFmPm6Y8hqlhzH1uRerXr58weAF4tGz69OkjTI+Ojta7zeHDh8sGXspROl9YuHChzvOFX3/9VVi+7PlCWQ8fPsTWrVsRGRmJfv36oVmzZnB1dYW9vb1WO+vWrRPWY8g2c+3aNXz44YeyaQ0bNsT+/fvRrl07VXUpnVPqOl9s27at3oExhw4dEgYAazQanW0OGjQIVlZWsmmSJMnun0SBQ0DpdejIkSPIzc0tlT5u3Ditm+olA4WSkpJw7tw52bqV2lWiFNgCVK59hDFVlW1fjjH36ampqYoBhbq2EV377cpA1zFZo9Eolh82bJjqus2xz1Hyyy+/CNff8PBw7N69W3WAavfu3WXfX7p0KZo0aYJx48Zh4cKFWL9+PWJjY/Hw4UO9+lodrFy5UriPfuqpp7Bp0yZh4FgRU16bkFNYWIh3331XmN6vXz+sW7eu0m/3REREVLHkz1iJiIioWrO1tUVQUJDwAlVUVBQ6deokmy43WlG3bt1w4sQJrTpK/iunWbNm5RpdRddoFrVr1xam5efnK6atWLEC7777rt5P/8lJTU0tdx0V4fbt28I00UgQJSk9pSmnoKBAcXm2adNGZx1Kecp+noocsSIxMVHrvcjISBw6dEg2/4ULF7Qu6FlYWMDf3x9hYWEYNGgQ+vfvLxy1qCqwsbFRXG/03R7v3r2LwsJCo/RNTmJiIho0aFBh9RuDocvT399fmGZjYyNMU9ovKtHVT9ENSFP309Qq6hhlLBkZGRgwYIDwhr+zszN27typat+clJSEhQsX4ssvv9S6YW6IynjcNPUxTA2ldUxp/TL1iGtqzhdat26N//3vf7JphgR6jh07VnVeU58vAI+CY5cuXYply5YhPT293O0Yc5tp1qwZdu3apXr0iJycHMXAJbXnlKKRGOQobS+NGzdWDFoFHgW2Nm3aVBhYIVd/48aN0bx5c1y+fFkrreQNYbmbw2FhYejRowfi4+OL3zt8+DDy8vJgbW2N/fv3C0f2MDRwKDAwUDFwwtzHoIpS2bd9EWOfR+vab+raLm1tbdGsWTODAqBMRWk/YOxjsjn2OYYYNGgQfvnlF51BLCW98sor+PHHH2XTrl27hmvXrpV6T6PRoFmzZujevTv69++PYcOGCR9Kq+4mT56MVatWKT4oUMTc+5vjx48jISFBNs3BwQE//PADg4aIiIiIIw4RERHVVErTlSkF/ciNECRX16FDh3Q+PVee0YYAyE6NU5LoqT4lmZmZGDx4MF599VWjBA0Bpr9Bp5bSTR41TyjqO81GcnKy4nDnSlO4qMlTdpj+ipxmQS4QYtSoUcJpieQUFhbi7NmzWLlyJQYPHozGjRsLL9pWBc7OzoqBT/pujxU9TUZVeJpeaRtTCqwxZLrF8qgq/TQ1Xccoc16cf/jwIQYNGiQMdqxbty62b9+uakrKS5cuoVOnTvj000+NEjQEVM7jpqmPYWoorWOV6eaPmmWjtD+4f/++3m0GBQWpzmvq84XExET06NEDixYtMkrQEGDcbaZJkyaKo5uUpWu0o4o4p1T6ztSsb7ryieoXBfEcPXq0eP9XdsqxFi1awNPTU2uqqYcPHxZPaSaapszCwkJxCkQllfkYVJEq87avRNd5tL7flzm2S1Mr735AKU/ZY7659jn66tChg15BQwAQEhIinP5djiRJuHz5Mr799ls8+eST8PLywieffKJ6WrPqpHPnzqqChgDz72/KBoCVFBERofOYQURERDUDA4eIiIhqKF2BQxkZGTh9+rSqct26ddN67/79+/j3338VA4eU+qCGrotiai/ilDRr1izVc8RXZ7qGdgeg98XB6nQxUfRZPv30U2zYsEHVU65l3bp1C2PHjhVOG1LZVcT2WJGqwvqoFHRTEeUMVRX6qWv0quzsbKO3qWubULOfrQjZ2dkYOnSocMoEBwcH/PXXXwgODtZZV35+PkaNGoW4uDhjd7PSqYz7DKV1zFzrl6GUlq8hn8Xd3b083TEauc/13HPPCafirAx27dqFkSNHIi8vzyj1VadzSlHgUHZ2NqKjo5GXl4ejR4+WSisKGCobOAT8f8CQKHAoMDAQLi4uBvW1sh6DKlpl3vaVmPr7qojtsjqrKsti0aJFeO+99/Qu98Ybb2DXrl3o3Lmz3mVTUlIQGRmJV155Re+yVd3kyZMrxYM/atbPzMxMWFpayr7c3NxM0EsiIiKqCirX1XsiIiIyma5duwovGN65cwfr1q3Tenq5Vq1aaNeunVb+hg0bonHjxlrv79q1C8ePH1fsQ2Vy69YtrFy5Upjep08f/PHHH7hz5w7y8vIgSVLx66233jJhT42jvE/363qStSxXV1fFi9Rq2lTKU/bGitJTc5GRkaW+P31fJaeaKGvUqFE4ffo0jh8/jqVLl2L48OHw8/NT/aTwnDlzFJ8IrCmUvj9HR8dyfX+SJBn8BD9VTbpGwqnoEa4qi9zcXAwfPhy7d++WTa9VqxZ+//131SMC/vLLL1pTlRbRaDSYOnUqDh06hJSUFBQUFJTaBnv06GHw5zAHUx/DqpPynlMYMuqFPiMuKB1vNm/eXK5jzZo1a0rVd+TIEfz+++/C9p566in8/fffSEpKQn5+fqm6JkyYoPozqaE0uslvv/2G0aNHqxrJSNf3U1HnlOVpT1c+0fbYs2dP4X5g//79OHbsGB4+fFjq/aKAoebNm2tNkbp//36kpKTIPqwBGD5NWU1WWbd9UzPHdmlqSsfN8h6T69WrV2pbN9c+R0Rp/z179mwsW7ZMr/qAR/ubw4cP48KFC1i+fDmefPJJBAQEqN6mPv30Uxw+fFjvdqsC0fIuLCzE+PHj8csvv+isw1zXJoqMHz8e+fn5sq/Vq1frLE9EREQ1AwOHiIiIaigXFxe0bNlSmC436klISIhwuiG5UYc++eQT4dPKjo6OaNWqlcremsZvv/0mHJWib9++2L59OwYOHAgPDw+t5ZCcnGyKLhqVp6enMO3s2bM6y587d06v9nQ9zSa6aVLSmTNnhGllp9VQmmaj7NPgFaF9+/Z44403sGnTJpw/fx7Z2dm4du0adu/ejXfffRdNmjSRLZebm4uff/65wvtX2Xl4eAhHKUpNTcW///5r4h5RZad0EyUjI0Ox7MmTJ43dnUonLy8PI0eOxLZt22TT7ezssGXLFr0CerZs2SJMW7x4MT777DOEhobCyclJa3uuasdNUx/DqpPynlMona8YgynPF5S2mcmTJ+Onn35CREQEXFxctPZpxt5mGjZsqBj4vnHjRowfP17niG22trZwcnISplfEOWX9+vWFadevX9c5bUtWVhauXLkiTBetEy4uLrIPUQCPgoDkRnIrOdJQ9+7dS6UdPHgQe/bsES5jBg5VLHP/VqhIuvaburbLnJwcXL161ZhdMjql/YCxj8nm2ueIjBo1Cn379hWmz5gxA6tWrdKrziItW7bEK6+8gvXr1+PUqVN4+PAhEhISsH//fnz88cdo27atsOwPP/xgUJuV3csvv4zAwEDZtIKCAowZMwa//fabYh3VeX9DRERE1QcDh4iIiGowpRF/Ll26pPWe0ggEcnXJ1VEkNDS00k1ddPnyZWHaY489JnzCWJIk7Nq1y6A2lW505+TkGFSnWp06dRKmxcTE4M6dO4rllZ6YF1Fa57Zu3apYNjc3V3jDG9AOXit7c6ako0eP4vz584rtiRw8eNCgchYWFmjcuDF69uyJN998E4cOHRIG4hl7ChNzrmeGql27Ntq3by9M//bbbw2qNy4uDgkJCYZ2iyqxOnXqCNNu3LghTIuPj6/U0wYZQ35+PkaPHi3cz9rY2GDTpk3o3bu3XvUqHTeHDx8uTLt165begQJFzLk/M+UxrDrZvn078vPzhek5OTnYuXOnMF3pfMUYlM4XfvzxR4PWq5ycHBw7dkzrfUO3maysLMXpfw21YMECxellfvzxR0yaNEnnNChK35Gu88VTp04p7qPlhIaGCvcFkiTpvIH7xx9/CEdT0mg0itu6KJjn0KFD+Pvvv0u916hRI/j4+BT/XTYwMz09HcuXL5etz9raWnHdrGoq47moKbd9U3N0dISvr68wXdd2uX37dqNNV1hRlLZTXfsAQDmQs+wx2Zz7HDlF522hoaHCPFOnTjX491JJGo0G9evXR/fu3TF9+nQcOnRIOCVgdT2fdnJywvbt29GiRQvZ9KLgfKUp7yvbtQkiIiIiOZXrbh0RERGZlL4XqJTyG7Muc0lNTRWmKQ3/vHLlSly4cMGgNh0cHIRpFT2iSvfu3YXBUIWFhXj77beFZbdu3YrY2Fi921R6MnLXrl3Yu3evMP2jjz5SHOK9T58+pf5u06aN1pQQRSRJwuTJk1XfECgKDgsNDcW4ceNk82zbtg3p6emq6gMejagjCnQw9tQA5lzPyqNfv37CtOXLl+Off/5RXdeNGzfw0ksvoWXLlopBjVR1KU0BcPjwYeENsNmzZ+u8KV6VFU2jsHHjRtl0a2tr/PzzzxgwYIDedRt63JwxY4bOUUxEzLk/M+UxrDq5d+8ePv30U2H68uXL8eDBA2F6RQdPKB1rrl+/jv/85z+q68rJycHq1avh6+uLzz77TCvd0G3mrbfeqrBpg5YtW4ann35amP7tt99i6tSpinWUHFWnrG3btimOprBgwQKdfSzLyckJQUFBwvTFixcjOztbNi03NxeLFi0Slm3btq3wpjggDhxKT0/XepCgbKCQ3HKSG6UIADp37ozatWsL+1HVVMZzUVNu++agtF2uWbNGuM8pKCjA4sWLK6hXxqN0TL506RK+++47Yfr69esVR10qe0w25z5HpHbt2vjjjz8QEBAgmy5JEiZNmoQff/xRsZ49e/boNWVv7dq1haPnVPbp7crDw8MDO3fuFF5fyMnJwfDhw7Fnzx7ZdFNfmyhrzZo10Gg0sq+JEyeqqoOIiIiqPwYOERER1WD6BO9oNBrFJ9oCAgLg6Oiouj6l0YvMxcXFRZj22Wef4cCBA6Xey8vLw/vvv4/IyEiD2/Tw8BCmxcbG4s0330RMTAzi4uIQHx9f/DLGE6ANGzZUHF1i5cqVWLRokdbTkdu3b8f48eMNanPMmDGoV6+eMP2JJ57QGnVAkiSsXLkSc+fOFZbr2rWr7NQR06ZNE5aJiopCWFgYoqOjZdMLCgpw4sQJLFmyBC1atECfPn1w5MgRYX1z586Fl5cXxo0bh++//15xVJu8vDzMmzdPeHFVacoPQyitZ1u2bMGHH36IkydPllrH4uPjzR5MMWXKFNja2sqmZWdno1evXvjiiy+EF1kTEhKwbt069O/fHz4+Pvj8888r/dPTZDjR9DHAo8CFV155pdT+LDs7G5GRkVi/fr0pumcWhYWFeOaZZ/DTTz8J87zzzjsIDAzU2v7lXmWDO5SOmzNnztQaRSQ5ORnjxo0r13SMSvuzL7/8El9//TXOnDlTqt/6jmYiYupjWHXyxhtvyI58sHr1asWb835+fhV+ztiiRQv0799fmP7hhx9iwoQJuH79umz6w4cPsXfvXrz88svw8vLCpEmThHmVtplFixZp3cjOzMzE66+/jvfff1/FJzGMRqPBN998g6FDhwrzrFq1CjNmzBCmjx8/XnE0juHDh+PQoUOl3s/JyUFkZCQ2b95sUL9ffvllYdqFCxcwbNgwrdEzk5KSMGLECJw6dcqgeoFHgWzW1tayaWXPm8oGbrRq1UpxysOSqts0Zeb8zSNiym3fHJ555hlhWlZWFgYOHKg1+l9qairGjBlTKUZN0qVPnz6KU6+/8MILsuc/mzZtwnPPPScs5+Pjg0GDBmm9b659jhJnZ2fs2LEDzZo1k03XFTwOPLrO0aBBAzz++OP46quvFKeoKywsxKpVq4RT/Br7N2xl4+3tjZ07dwqP5VlZWRgyZIhwhEBTXpsgIiIiMoT83AhERERUI/j6+sLd3R2JiYk687Zu3VrxQpCFhQU6d+6sODxzEUtLS4SEhOjVV1MIDg4WpmVmZiIsLAwdOnRA8+bNkZ2djcOHD+PevXvlajMwMBAWFhbCkReWLl2KpUuXar1//vx5+Pn5latt4NGoD0rTg8yfPx+fffYZQkNDYWNjg7Nnzyo+nalL3bp1MXPmTMyePVs2PTk5GX379kWrVq3Qpk0b5OfnIzo6Gjdv3lSsVzQ60rRp0/DJJ5/g1q1bsunR0dEICQmBj48P2rZtizp16iA1NRVJSUk4c+YMMjIy9Pp8mZmZWLduHdatWwfg0cXTli1bws3NDXXq1IGFhQUSExMRExOjOPJE69at9WpXF6UpvwoLC/H666/LpmVlZcHOzs6ofdFH48aN8cILLwin8UhLS8MLL7yAmTNnIigoCJ6ensjLy0NSUhLi4uJw7do1E/eYzMnf31/xmLZq1Sr89ddfCAkJQVZWFg4ePFitn4wGHo2YsHbtWsU8M2fOxMyZM1XV99Zbb5UaHSQ4OFh40+Ls2bNo3rw5QkNDUb9+fdy7dw9RUVHIyspS3X85SvuzzMxMTJ48Wet9Dw8PndNvqmHqY1h1kpeXh2effRZvv/02goKCIEkSYmJiFEfZAYDp06ebpH9LlizBjh07hOdja9euxQ8//ICAgAA0b94ctra2SE5Oxt27d3H27FnVwQ3BwcHCYMXbt2+jbdu2CAkJgbe3N1JTUxEVFYW0tDSDP5daVlZW2LBhAwYMGCAcOWvZsmWws7PDu+++q5XWqFEjjBgxQhgUePv2bXTt2hXt27dHy5YtkZmZWe598JgxY/Duu+8Kpz3csWMHvL290bVrV3h5eSExMREHDx4UjgoCAM2aNcOECRMU261duzY6d+6s9UCBHLkRX7p3745NmzbpLFvdAofM/ZtHxFTbvjl06dIFISEhwhG/zp8/j4CAgOLfQikpKThw4AAyMzNN3FPDWFpaYsGCBRg9erRsenZ2NsaMGYP//Oc/6NChAywsLHDixAmdI4/Onz9fNjjQXPscXTw9PbFz50507doVt2/f1kovKCjA6NGjsXHjRgwZMkS2jtzcXGzevLk4kNPBwQEtW7aEh4cH6tatCysrK9y/fx/Hjx9XPJ8y9m/Yysjf3x9//fUXevXqJTvacGZmJgYOHIidO3dqTeNp6msTRERERPpi4BAREVEN16VLF/z666+q8unSrVs3VYFD7dq1q5RD7/fr109nINXx48dx/Phxrff9/f0Nmpe+du3a6N27N3bs2KF3WWMYMGAARo0apTj6w927d2XXERsbG+Tm5urd5syZM7F3717FdeXcuXPCi7JlzZ49Gz179pRNq1WrFjZu3IiePXsq3qwueqrZ2B48eKA4PYccS0tL4QVwQ/n7+6Nly5aVeloykffeew/R0dE4fPiwME96erpwWHiqOSwtLfHMM8/I3ngscu3aNdmAMo1GY/YRtqqip59+GitWrBCm5+bmYt++fVrv29vbw93d3aDgvvDwcDg5OSlObVWRTHkMqy5sbW2LR4bT53jbpUsX2UCwitChQwd89NFHioFKhYWFOHnypHCkBTVGjRqFOXPmCEfKKywsxOHDh7WOeRqNBr6+vhV6HLezs8PWrVsRERGBmJgY2TzvvfcebG1tZacX+/jjj7Fjxw7FbTM2NlZ2qltDziktLCzw888/o0uXLsLgqtzcXNXnB7Vq1cL//vc/4WhCJfXq1Utn4JCHh4fsaChhYWE6A4dq165dKR+yKA9z/+YRMdW2by5ffvklgoKChAFOon0OYPhvPVN66qmnsGvXLqxevVqYJy4uDnFxcarqGz16tHCkJnPuc3Rp0qQJduzYgR49esg+nJKXl4eRI0diy5YtilP0FcnIyBAeB5SonTarqgsODsaWLVswYMAA2eN5Wloa+vfvj927d5cKeDf3tQkiIiIiXThVGRERUQ2ndroyNfnU1lUZpykDHl3QNmQqiAkTJmDUqFEGtztv3jzh9A6m8Pnnn8Pf31+vMnXr1sUHH3xgUHuWlpbYsGGDXlPliTzzzDNYsmSJYp7OnTtjw4YNqFOnTrnbM4U5c+agRYsWRq/3rbfeMnqdplB0I1NpRDCiIrNmzYKXl5deZdq2bYupU6dWUI+qt+DgYMWpUEQ+++wz+Pj4GNSmvb093njjDYPKGoOpj2HVwdtvv633cc3Lywvff/89LCxMd9kqMjIS8+fPh0ajqbA2GjZsiDlz5uhdbv78+ejcuXMF9Ki0OnXqYNu2bYojvCxcuBDvvfee1vv169fHd999Bysr/Z5R7NOnD0aOHKl3X4FHo1ts2rRJr+mS5Tg4OGDDhg2KI5qVpGY0oO7du8u+36NHD51lw8LCjBJMUNmY+zePiCm2fXNp27Ytli1bpne5Z555RnGa8spk5cqVGD58eLnr6d+/P7755hvFPOba56jRpk0b/Pnnn8IHtHJycjB8+PAKe9ji6aefrvaB0CVFRERgw4YNwn1aSkoK+vbtqzVac1W7NkFEREQ1CwOHiIiIajhjBg6FhISoullgjJttFWX8+PFYtGiR6gvHTz75JL766qtytdmtWzd8/fXXZpsSysXFBX///TcCAwNV5ff09MSuXbsQEBBgcJuOjo7Yu3cvXn/9db1vMAGPLrauWrUK33zzjarvasiQITh+/Hi5L4DXr18fzz77bLnqELGyssKCBQsqbMqa0aNHY8mSJSa9CWssrq6uiIqKwsyZM8t1I83GxgbDhw9Hs2bNjNg7qkycnZ2xadMmxak1S4qIiMDff/8NV1fXCu5Z9bVy5UoMHjxYVV4LCwt8/PHHBgUblTRr1iyzBnuZ+hhW1bm7u2PHjh2qzzO8vb3x999/o2nTphXcM20LFy7Etm3b0KBBg3LV07ZtW+GUMPPmzcPzzz+vuq5XX31VdoSfiuLq6oqdO3eicePGwjyzZ8+WDUYYOnQo1q9fj1q1aqlqa8iQIfj1118N2o6K9OrVC8ePHzd4hJ7AwEAcO3ZM9X4MePSbx8HBQTGP3DRlwKN1Q9cxqrpNU1bE3L95lJhi2zeXqVOn4pNPPlG9nT3//PPl/n1rStbW1ti0aRPef/992Nvb613exsYGCxcuxB9//KFq3TTHPketkJAQ/Prrr7CxsZFNz8rKwpAhQxAVFWXUdqdMmaIz6Ko6GjZsGFavXi08l0tKSkKvXr20RgusCtcmiIiIqGaqencNiIiIyKg6duyo8wKZu7u7qhvttWrVUvXUXGUdcajI3LlzsW3bNnTs2FGYp02bNli9ejXWr19vlCeCJ06ciEuXLmHhwoXo2bMnPD09TXpR3dPTE8eOHcPixYvh5uYmm8fR0REvvvgiTp06ZZTRX6ysrPD+++/j8uXLiIyMRMOGDXWWadmyJRYvXozr169jypQperXXvHlzHDp0CHv27MGIESNUPSmq0WgQGBiIV199FTt37sSNGzcwf/582bx//vkn1q1bh2eeeQatWrVSHaDj5eWFKVOm4Ny5cxU+KtCcOXNw/vx5zJo1C127doWbm5vwwnJlY21tjf/+97+Ii4vD7NmzVQf/eHh4YPTo0fjmm29w+/ZtbNq0CY0aNarg3pI5de7cGdHR0Rg2bJjwQn7z5s3xxRdfYPfu3XBxcTFxD6sXW1tbbN26FStWrBDecNVoNOjVqxf27t2rOB2MWhYWFvjss88QExODadOmITg4GK6uribdn5n6GFbV+fj4IDo6GvPmzYO7u7tsnrp162L69Ok4c+aM4og3Fa1v376Ii4vD999/j+7du6tar2xtbREeHo5FixYVT2k0YsQI2bwajQZffPEFfvzxR/j6+grrLLoB/OGHHxr8WQzVsGFD7Ny5U/hdAcCMGTOwatUqrfdHjBiBM2fOYPjw4cJABX9/f3z11VfYsmWL6iAjJU2bNsWRI0ewbds2DBw4UGedtra26NWrF3799VfExsbqvb5ZW1sLRxQqIgocsrCwQLdu3RTLVudRO8z9m0dJRW/75jRt2jT8888/6Nmzp/DcKCgoCJs2bcIXX3xRKUeG0uX111/HtWvXMG/ePDRv3lxn/saNG2PmzJmIi4vD/Pnz9Xq4wtT7HH307t0bP/30k/A7zMzMxMCBAxEdHQ0AWL16NTZu3IgXX3wR7dq1U31to169ehg3bhz++ecfrFq1qlwBoFXZhAkT8PHHHwvT7969i169euHKlSul3q/oaxNEREREhtBIkiSZuxNEREREldXFixdx+PBh3L17F5aWlmjQoAH8/f1VPzVfFRUUMUjMvAAAIABJREFUFODAgQO4ePEikpOT4eLiAm9vb/To0aPCL+xfvXoVsbGxSEpKQkpKCiwsLFCvXj24u7sjJCQEHh4eRmursLAQZ8+exfnz53H//n2kpKRAo9GgTp06cHFxga+vL/z8/Ay+oZWZmYmLFy8iPj4et2/fRkZGBnJycmBvbw8HBwc0bNgQfn5+aNasWY0YcaIiJCYm4tixY0hMTERKSgoePnwIBwcHODo6wsfHB/7+/vD09DR3N8mMEhMTsXfvXiQkJCA3NxdeXl5o3bq1YmAoGa6goAAxMTGIjY3F/fv34eDggAYNGiA4OLhGBOyZ8hhWlRUUFODgwYO4cuUK7t69CycnJzRp0gTh4eGVJoCgpJycHMTExCAuLg4pKSlITU2FjY0N6tatCw8PD/j7+6NZs2YG3TSVJAmnT5/GsWPHcO/ePdjZ2aFBgwYIDAxUDCqqKpKTk7F3717cvHkTubm5qF+/Plq3bo127dpVaLt5eXmIiYnB5cuXcf/+faSnp8PBwQH16tWDj48POnXqBFtb2wrtA1V9Fbntm1NCQgIOHDiAhIQEAECDBg3QoUOHarHPKenWrVvFvxPu378P4NHIlK6urggKClIcVU1f1Wmfk5OTg0uXLiEuLg4JCQnIyMhAVlYWbG1t4eDgAC8vL/j5+cHX17dKBphVVhV9bYKIiIhIDQYOERERERERERERERERERERERHVQJyqjIiIiIiIiIiIiIiIiIiIiIioBmLgEBERERERERERERERERERERFRDcTAISIiIiIiIiIiIiIiIiIiIiKiGoiBQ0RERERERERERERERERERERENRADh4iIiIiIiIiIiIiIiIiIiIiIaiAGDhERERERERERERERERERERER1UAMHCIiIiIiIiIiIiIiIiIiIiIiqoEYOEREREREREREREREREREREREVAMxcIiIiIiIiIiIiIiIiIiIiIiIqAZi4BARERERERERERERERERERERUQ3EwCEiIiIiIiIiIiIiIiIiIiIiohqIgUNERERERERERERERERERERERDUQA4eIiIiIiIiIiIiIiIiIiIiIiGogBg4REREREREREREREREREREREdVADBwiIiIiIiIiIiIiIiIiIiIiIqqBGDhERERERERERERERERERERERFQDMXCIiIiIiIiIiIiIiIiIiIiIiKgGYuAQEREREREREREREREREREREVENxMAhIiIiIiIiIiIiIiIiIiIiIqIaiIFDREREREREREREREREREREREQ1EAOHiIiIiIiIiIiIiIiIiIiIiIhqIAYOERERERERERERERERERERERHVQAwcIiIiIiIiIiIiIiIiIiIiIiKqgRg4RERERERERERERERERERERERUAzFwiIiIiIiIiIiIiIiIiIiIiIioBmLgEBERERERERERERERERERERFRDcTAISIiIiIiIiIiIiIiIiIiIiKiGoiBQ0RERERERERERERERERERERENRADh4iIiIiIiIiIiIiIiIiIiIiIaiAGDhERERERERERERERERERERER1UAMHCIiIiIiIiIiIiIiIiIiIiIiqoEYOEREREREREREREREREREREREVAMxcIiIiIiIiIiIiIiIiIiIiIiIqAZi4BARERERERERERERERERERERUQ3EwCEiIiIiIiIiIiIiIiIiIiIiohqIgUNERERERERERERERERERERERDUQA4eIiIiIiIiIiIiIiIiIiIiIiGogBg4REREREREREREREREREREREdVADBwiIiIiIiIiIiIiIiIiIiIiIqqBGDhERERERERERERERERERERERFQDMXCIiIiIiIiIiExm4sSJ0Gg00Gg0mDhxYpWpm2qWvXv3Fq9LGo3G3N0xizVr1hR/fh8fH3N3x2y4LhAREREREVF1x8AhIiIiIiIiAgAUFhaicePGpW6Qzp0719zdqlJSU1NhZWVVvPxmz56tuuygQYNKLfuZM2eqLjts2LDicu7u7pAkyZDuk4z4+PhS38uaNWvM3SUionIpuU8z5mvv3r3m/mhERERERERkAAYOEREREREREQBgx44duHHjRqn31qxZg4KCAjP1qOpxdHRE+/bti//es2ePqnIFBQU4ePBgqffUli0sLMSBAweK/w4PD+eoGERUbMGCBcWBHeHh4ebuDhERERERERFVMlbm7gARERERERFVDqtXr9Z6LyEhATt27MCAAQPM0KOqKTw8HP/88w8AICYmBhkZGXBwcFAsc/z4caSlpZV678SJE0hNTYWjo6Ni2ZMnTyIlJaX474iICAN7TkRENUG/fv105omOji4+ttjZ2aFHjx46y9SrV6/cfSMiIiIiIiLTY+AQERERERERITk5GVu3bi3+u3///ti2bRuARwFFDBxSLyIiAh988AEAID8/HwcPHkT//v0Vy5Sc3sXFxQXJyckoKCjAgQMHMHjwYNVli9onovIJDw+v8VP+TZw4ERMnTjR3N6gCFB3flYSHh2Pfvn0AAA8PD1VliIiIiIiIqGriVGVERERERESE77//Hrm5uQCAjh074r///W9x2m+//YakpCRzda3K6d69O6ys/v85nbKBPXJK5nnttdcMLuvp6Qk/Pz813SQiIiIiIiIiIiJi4BAREREREREB33zzTfH/J0yYgICAALRv3x4AkJubi++//95cXaty6tSpgw4dOhT/vWfPHsX8BQUFOHjwIADA2dkZL774IiwtLVWVLSwsxIEDB4r/5mhDREREREREREREpA8GDhEREREREdVwx44dw+nTpwEA1tbWGDNmDACUmqKmZGBRWQcOHIBGoyl+nTp1SnXbkiShadOmxWVff/11xfy7d+/G+PHj0bRpU9SqVQuurq5o164d3nzzTVy6dKk4n4+PT3Gda9asUd0fYykZwHP8+HGkp6cL8x4/fhxpaWkAHo1W5OTkhHbt2gEATpw4gdTUVGHZkydPIiUlRbbdsgoKCvDzzz9j3Lhx8PX1haOjI+zt7eHt7Y3+/ftj+fLlePDggarPN3HixOLlW3I9OXDgAF588UW0adMGLi4u0Gg08PHxUVWnkvj4eMyZMweBgYFwcnJCnTp14Ofnh4kTJ2L//v3lrt9Y5Na7goIC/PLLLxg2bBiaNm0KOzs7ODk5oXv37vjqq69QUFCgVU96ejo+/PBDdOvWDc7OzrCxsUH9+vUxYsQI7N69u0r1JT4+vtT+IT4+3uD+q607KysL3377LXr37o1GjRrB1tYW7u7uCA8Px/Lly5Gdna2z/b1795aqW054eHipPPq8RFOAFQUDLly4EIMGDUKzZs1Qp04dWFtbw83NDYGBgXjhhRdULfuiZbhw4cLi9/bt2yfsU9nlvGbNmuI0fbbjv/76C5MnT4a/vz+cnZ1hZ2eHhg0bIjw8HO+99x5u376tqp4FCxYUtx8eHl78/tWrVzFnzhy0a9cO9erVg729PXx8fDB27FidwZbGlJCQgMWLFyM4OBgeHh6wt7dHkyZNMGbMGGzfvl2x7C+//FL82Sz/j737DoviXNsAfi9LbyKKilhQrNh7wa7RGDWWxN6NPdF4LLFFTaIxaqIptlgIsSIRo0bsRo9gwwoCIk0URREEUXrb+f7g2zk7sLvsIk29f9e115l35513npmdnfVkHp5XLkdUVJTO+01OToaVlZW4/a+//vqmh1Iot27dklw/ly9f1nlbQRDg5OQkbvuf//wnXx/VsZWV9VJTU7Fz50707NkT1atXh6mpKRwcHNC7d2+4uroiKytL7+PIzs6Gh4cHxo0bhwYNGsDW1hYmJiZwcHBAz5498eOPPyIhIUHvcYmIiIiIiN4qAhEREREREb3Xpk2bJgAQAAiDBw8W34+LixOMjIzEdb6+vmq3VygUQu3atcV+8+bN03nf3t7e4nYAhLt376rtl5ycLAwdOlTSN+/LxMRE2LRpkyAIglCzZk3xfTc3N91PRhE5efKkJLYTJ05o7Ltu3Tqx34YNGwRBEIS5c+eK7/3zzz8at92wYYNkP2FhYWr7Xb9+XWjcuLHW8wdAqFChgvDHH38UeHzjx48Xtxk/fryQnJwsTJgwQe2YNWvW1LptQbZu3SqYm5trjXvy5MlCWlqa3mPrIjIyUrIvbddT3usuOjpa6Nq1q9bYe/bsKaSmpopjXLx4UbC3t9e6zdy5cwuMu6zEkvf8RUZGFhi7uvh1Hdvf319o2LCh1pjr1KkjREREaN3/hQsXJNuoU9D51PZSd33euHFDqFKlis5jdOrUSXjy5IlO51CXV97z7ObmpvF7rE5YWJjg4uJS4H4sLCyENWvWFDjeihUrxG26du0qCIIg/Pbbb4KJiYnW8adMmSJkZ2cXOL6u1F0Lnp6egrW1tdY4hgwZIrx+/VrtmFlZWULVqlXFvsuWLdM5nm3btonbmZmZCQkJCUVynHmpXt+aPv82bdqIfcaOHavz2KdPn5acq+Dg4Hx9VNdfuHBBCAgIEOrXr6/1nDdt2lTtWJqcOnVKqFu3boHXrI2NjeDq6qrzuERERERERG8bQxAREREREdF7Ky0tDQcOHBDbqlUwKlasiH79+uHIkSMAcqsOtW3bNt8YMpkMY8eOFata7N+/H2vXrhWn29Jm9+7d4nLz5s3RpEmTfH3S09PRr18/XLx4UfJ+3bp14eDggFevXiEwMBAZGRn44osvYGRkVOB+i1unTp1gaGiI7OxsALnVS/r27au2r7KSAgB07dpV/N8NGzaI6wcMGFDgttWqVUOdOnXy9Tl37hwGDRqElJQU8T0LCws4OzvD1NQU4eHhYgWQ+Ph4TJo0CU+ePMGyZct0OlZBEDB69GgcPXoUAGBpaYmGDRvC3NwcUVFREARBp3HU+eWXX/JVoqhcuTLq1auHzMxMBAUFITk5GTt37kRqamqZ+OyVkpOT0bt3bwQFBQEAatWqhZo1ayI1NRV+fn7IzMwEkFtFa+zYsfD09ISPjw/69OmD9PR0yGQyNGrUCJUqVUJsbCwCAwPFsTds2IDatWvj888/f+tiKU4hISEYMWKEWDlLeY9ITU2Fv78/MjIyAADh4eHo3bs37t69C3Nz80Lvr23btjA1NdWpb1paWoHVsWJiYhATEyO2zc3NUbduXdjY2MDAwADPnz9HSEiIWBnq0qVLaN++PW7fvg07O7t843Xt2hXPnz9HeHg4IiIiAOROh6juPg4ADg4OOh2LOv7+/ujduzdiY2PF94yNjdG4cWNYWVnh4cOHePToEQAgJSVFrBK3c+dOnfexZs0aLF68GABgYmKCxo0bw9raGk+ePJFUnNuxYwcqVqyI1atXF/p4tDl9+jSGDh0KQRAgk8ng7OyMSpUqISYmBsHBwWK/v//+G3FxcTh9+jTMzMwkYxgaGmLKlCni76arqyuWL18OQ8OC/1Pttm3bxOVhw4ahfPnyRXRk+ps5cyYmTpwIADh48CB+/fVXneJRPYauXbuiQYMGWvs/ffoUw4YNQ1xcHACgZs2acHR0RHJyMgICAsR72N27d9G9e3d4e3ujbt26WsfcunUrZs2aJam0Vr58edSvXx9mZmZ4+vQpQkJCAACJiYn47LPP8OzZMyxdurTA4yMiIiIiInrrlHLiEhEREREREZWi3bt3i39Rb2dnJ2RmZkrWHz58WFxvbW0tqUaiKiIiQvLX+SdPnixw32lpaUK5cuXEbX7++We1/b766ivJ2D179sxXUSAhIUGs0mNqaipYWloWWK2kuHXo0EGMoU2bNmr7ZGdni1UrypUrJ+Tk5AiCkHs8MplMACC0aNFC7bY5OTlC+fLltVZ7iI6OFmxtbcU+pqamwvr164WUlBSxj0KhEE6cOJGvOsmxY8c0HptqZR8rKysByK1W5ObmJmRkZEj65q2CpGtVIF9fX8HAwEDsW7VqVeHw4cPiORIEQUhNTRXWr18vViCxs7PTaWx9FLbiUIUKFQQAQseOHYXbt29L+r148UIYOHCgZNxTp06J1X0mTZokPH36VLJNQECAUK9ePcn3MSkpqczHUpIVhypWrCgAED755JN8111iYqIwadIkSf9Vq1Zp3L8uFYd0pVAohE8++UQcSy6Xq61CduzYMaFu3brC6tWrhbt370qudaWEhARh3bp1goWFhTieaqU4ddRV7tGFrhWHkpKSBCcnJ7GvgYGBsHjxYuHly5eSfleuXBGaNGkiOa8bN27UKW5bW1vBwMBAMDMzE37++WfJPUwQBOHWrVuSyjGGhobCw4cPdT5WbfJeC8r7zMCBA/PtIzw8XOjbt6+k/5w5c9SOGx0dLRgaGor9Dh8+XGAsN27ckIx99erVIjlGdXSpOJSWlib5jdH0O67q2bNnkuN2d3dX20/dOW/UqJFw6dIlSb+XL18KCxYsEH8zAQitW7fWWnXqxIkTkv5t2rQRzp07JygUCkm/8PBwyf1RJpMJp0+fLvAYiYiIiIiI3jZMHCIiIiIiInqPqT4YVPdwMzMzU3wYD0DYvXu3xrFUp6gZOXJkgfs+cOCA5CHv8+fP8/WJjIwU5HK52K9Pnz5CVlaWxjFXr14tedhYmolDixcvliQKqJuy5vr162Kf/v37S9Y1bdpUfAif9wG8IAjC7du3JcepboqxkSNHSh7ma5syLSoqSnBwcJAk6uRNJFNSTf4BcqceCggIKOiU5NtWW3KP6hQ4tra2QmhoqMa+hw8fljwELguJQ8okjfT0dLV9MzIyJFP8GRsbCwCEhQsXahz/3r17ku/Drl27ynwsJZk4BECYMWOG1nF79eol9q1Vq5bGfkWZOJQ3+XHz5s1q+6WkpORLXNDEx8dHPP8ymUwICQnR2Le4E4dU73UAhN9//11j38TEREnykJmZmRAXF1dg3AAEIyMjwcfHR+PYYWFhkmnMvvvuO52PVZu81wIAYdiwYRo/q+zsbKF///6Se29QUJDavqoJZR9++GGBsUyePFns37Rp0zc6roLokjgkCIIwb948sV/Dhg0LHHfVqlWShKC8yaZKec95/fr1hfj4eI3jrl27VqfrMCkpSZJkOnDgQI2/dYKQm/g3btw4sX+jRo10/p4SERERERG9LQxARERERERE76WIiAjJ1Dnjx4/P18fIyAijRo0S266urhrHU93+yJEjSEpK0rp/1WnKPvzwQ1SqVClfn+3bt4vTiJiammLHjh1ap3JZuHAhWrRooXW/JaV79+7ick5ODnx8fPL1UTdNWd62QqFQO8WR6rZ59wcAz549g6enp9ieNm2axunSAKB69er47bffxPbTp0/x119/aeyvatmyZWjcuLFOfXVx48YN3LhxQ2x///33WqedGTRokOQ6LQvkcjnc3NxgYmKidr2xsTE+++wzsZ2ZmYl69eph1apVGsds2LCh5HO+dOnSWxdLcXJ0dMQvv/yitc+CBQvE5cjISDx9+rRYY3J1dcW6devE9pw5czBz5ky1fc3NzSGTyXQat1OnThg+fDgAQBAEHD58+M2DLYT09HRs375dbPft2xfTpk3T2L9cuXJwc3MTjzMtLU0ybZU2CxYsQKdOnTSur1OnDoYMGSK21d1zi0L58uWxdetWjZ+VXC7Hjh07YGlpCSD3Hv7777+r7at6LZw5cwYPHz7UuN+kpCTJ1KLTp08vRPRFb8aMGeK5CA4O1joln0KhkExPN3HiRBgbG+u0n99//x22trYa1y9YsABt2rQR25s3b1bbb+fOneKUZ1WqVMGePXu0TnMpk8mwadMmcQq2oKAgXLhwQaeYiYiIiIiI3hZMHCIiIiIiInpP/fHHHxAEAQDQtGlTNG/eXG0/1YQgb29vREREqO03bNgwmJqaAsh9GHzw4EGN+46NjcWZM2fU7kOVl5eXuNy/f39Ur15d45gAYGBgoPGhfElzcXGRPIzMm+iT971u3bpJ1qkmEhW0bc2aNeHo6ChZf+zYMWRlZYntuXPnFhjzkCFDULt2bbGtSzKCXC7H5MmTC+ynj7///ltctrKywoQJEwrcZvbs2UUaw5v64IMPUKtWLa192rdvL2lPmjRJa2Jc3m3u3bv31sVSnKZMmVJgEkKnTp1gYPC//xwWFBRUbPH8+++/mDFjhtj++OOPsX79+iIbv0OHDuLy9evXi2xcfXh7eyM+Pl5sz5s3r8BtWrVqJbnf6Zr0pMu9XfW+WVyf7ejRo7UmsAC5CSlDhw4V26pJnKp69OiBhg0bAshNqtmxY4fGMfft24fk5GQAgIWFBcaMGaNv6MXCyckJvXv3FtvaEsFUk6NkMhmmTp2q0z4aN26c7zcyL5lMhi+++EJsBwQEICwsLF+/P//8U1yeOnUqrKysCty/lZUVBg8eLLbPnTtXcNBERERERERvESYOERERERERvYdycnKwa9cusa0tMaNly5Zo0qQJgNzKFm5ubmr7lStXDgMHDhTbqhWF8tq3bx+ys7MB5FZvGDBgQL4+ycnJkge/PXv21Dieqh49eujUr7iZm5ujbdu2Yjtv8k9OTo5YpcXa2jpfpaQuXbpo3FahUEiqaeStNgQAV69eFZcbNmyIOnXq6BT3xx9/rHYMTZydnVGhQgWdxtaVr6+vuNytWzcxIU2btm3bomLFikUax5tQTerQpEqVKnpvY29vLy6/fPnyrYulOLm4uBTYx9zcXJL0kZiYWCyx3L9/H59++qmYvNeyZUvs379fkrSkzevXr3Ho0CEsW7YM48aNw+DBg9G3b198+OGH4ks1QePJkyfFchwFUb1HWFpaqr0XqaP6W+Hv74/U1FSt/R0dHeHg4FDguNWqVROXi+uz1Va5TVW/fv3E5WfPnmn8jFQrB/3xxx+ShE9VqpWdRo0apVPCS0lRTeo6dOiQJJlMleo126tXLzg5Oek0fmHOOSD9LQFyr4mAgABJDLpq2rSpuHzz5k2dtyMiIiIiInobaP/TMSIiIiIiInonnT59GtHR0QAAQ0NDjB49Wmv/8ePHY/78+QBy/1r/22+/hVwuz9dv3Lhx8PDwAJBbieLRo0eoWbNmvn6qSUXDhw9XO4XSkydPoFAoxLayKkNBateuDVNTU6Snp+vUvzh1794dly9fBgDcvn0br1+/hrW1taQN5FZByXs+7ezs0LBhQwQHB8Pf3x8vX74Up0pRtlX3k1d4eLi43KxZM51jVn04+vTpU6SlpcHMzExjf9UKRUUlNDRUXFYmremiSZMmZWYKmbyJOOqYm5u/0TYFJVuUxViKky4xA7nVWl68eAGgeOKOi4tDv379xMSV6tWrw8vLCxYWFgVuGx8fjyVLlmD37t163cOKK0mmIKr3mcaNG+ucGKV6n8nOzsajR4+03uP1+WyViuua1PWelLdfaGioJLFJafz48ViyZAlSUlIQExODf/75B5988omkz/Xr13Hnzh2xXVamKVPq378/atasiUePHiEjIwN//vlnvupTz549k1QR1OcYdD3nFSpUgL29PZ49ewZA+lsC5FYhUv13xddff631902V8t9MAMSpzoiIiIiIiN4VrDhERERERET0HnJ1dRWX+/bti0qVKmntP2bMGHHaoujoaMk0Y6r69OkjPuAVBAF79uzJ1ycwMBB+fn5iW9M0ZXkfhNvY2GiNsbB9i5Pq1Co5OTmSKkGqVYRUp9dRpXxfoVDA29tb7baA+sQh1cQiOzs7nWPO27egSjLKRKiipLpPfaoZFXXlozdR0JRZRbGNcqrBtymW4qQuAbEgRR13RkYGBg0ahAcPHgDIneLIy8tLUp1JkwcPHqBly5bYvn273omPGRkZhYr3TZXUfaYwn21x0fU+k7efpmMsV64cRo0aJbbVTfWlWm2oTZs2aNmypU4xlBQDAwPJtGOq8Sq5urqKlQbt7e0l1e0KUtjfgbznPG8lJG9vb5w+fVqnV2BgoLjdq1evdI6HiIiIiIjobcDEISIiIiIiovdMXFwcjh07Jrb//fdfVKxYUeurUaNGkr/SV008UiWXyyUPQNUlDqlOkVa3bl20b99ep7hlMplO/YCykcQAAB07dpQ88FZN+FFdVk0wUqWaUKRpWycnJ1SvXj3ftqqJBPokgeR9QF9QAoOuFUb0kZmZKS6/SexEJUkQBEyYMAFXrlwBkHs/9PDwkFTX0UShUGDYsGGIiooCkHu/GzhwIP7880/4+fnhxYsXSEtLgyAI4kvTtJElqaTuM2WJrseZ9xi1JXd9/vnn4vK5c+cQEREhtl+/fo0DBw6I7WnTpukaaomaPHmyeG5CQ0Ml1d8UCgV27twptj/77DMxGVkXhb228p7zlJQUncfRRvXfQ0RERERERO8CJg4RERERERG9Z/bs2YOsrCyxnZqaivj4+AJfqg/Kjh07Jk71k5dqBaHQ0FD4+vqKbYVCgf3796vtm1feqkEFVaRQVVaqAZiZmaFdu3ZiW5nwk5OTg0uXLgEALC0tNVaPUJc4pFAoJJWL1FUbAqTnLykpSeeYldOnqRunpKhWMXqT2OntlZOTU9oh6G358uWSBI+NGzeib9++Om174sQJ3Lp1S2zv3bsXR44cwfjx49GsWTNUqFABpqamkm30+W4Ul7f5PlNYuh5n3mMsV66cxr7NmjVDhw4dAOQmoO3YsUNct3fvXjHhpVy5chg5cqS+IZeISpUqSaZYU62cdOrUKTx69AhAbrLplClT9Bq7sNdW3nOe9zpLSEiQJOPp+nr48KFe8RMREREREZV1TBwiIiIiIiJ6z/zxxx9vPEZmZqbaakIA0LRpUzRr1kxs7969W1w+d+4cnj59CiC3osbYsWM17qNatWqSajbBwcE6xfbgwYMyVb1CtZrQnTt38OrVK9y+fVt8uNmpUyeNlRfs7e1Rp04dAIC/vz8SEhLg7+8vSaLSlDikOv2cavWKgqj2NTY2LpUH+pUrVxaXIyMjdd5OOT0UlR15K4WoJi1qo0+iYFmwZ88erFq1SmzPnTsXM2bM0Hk+cfS7AAAgAElEQVT7U6dOictdunSRVG7T5PHjx/oFWQyK4j6Td5yyTtd7Ut77kep9TZ2ZM2eKy25ubuJ3RXXar7Fjx8Lc3FzXUEuc6jEcPnwYcXFxAKRJRB999BFq1Kih17i6nvPs7GzJ9yLvOVdOpaoUFhamVxxERERERETvKiYOERERERERvUd8fX0RFBQktv/73//q9Vf2qg8FtSUgjRs3Tlw+cOCAOPWUahJRt27dtD48tLS0RKNGjcT2v//+q9Mxnj9/Xqd+JUU1sScnJwc+Pj6SqcZUqwqpo1wvCAK8vb0l2wKapzlr1aqVuHzz5k2dEzaU0ywBQIsWLYplKrKCqMauWrFKm1evXiEkJKS4QqJCUq0eBeRW+ChIZGRkkU0pVBK8vb0xefJksT1o0CD8+OOPeo2hrMYCAG3bttVpG2XVsoKofoeLehpH1e/qgwcP8Pz5c522U73PVK5cGdWqVSvSuIqTrvck1X5GRkZo0qSJ1v5Dhw6FnZ0dACA2NhaHDx+Gr68v/P39xT5ldZoypU6dOolT82VmZsLNzQ3R0dE4fvy42Kcwx6DrOff395ckDqten0BuYrOlpaXYPnPmjN6xEBERERERvYuYOERERERERPQecXV1FZft7e3RuXNnvbYfMWKEuBwYGIjr16+r7Td69GjI5XIAuYkCx48fR3JyMg4fPiz20TZNmVL//v3FZS8vLzx58kRrf4VCgS1bthQ4bknq0KGDZIqh//73v5LkH02JP0p5pytT3bZ+/fqoWrVqgdu9evUK//zzT4GxxsXF4eTJk2rHKEmq+717964k2U0TDw8PZGdnF2dYVAiWlpawtbUV23fv3i1wm7///rs4QypSYWFhGDJkiJgc2apVK+zbt0/vhDtdE/uU7t27h6tXr+rU18LCQlxOS0vTaz8FUf2uCoKAvXv3FrhNRkaGZEq30rrPFJa7u7tO/VSn5Wzfvj1MTEy09jcxMcGkSZPE9rZt2ySVelxcXNC4cWM9oy15qpW2tm/fjp07d4pTD9aoUQMfffSR3mMeP35cp6ko9+3bJy6bmZmhTZs2kvVGRkbo2bOnJL6MjAy94yEiIiIiInrXMHGIiIiIiIjoPZGamgoPDw+xPXToUL0fbnfq1ElSGUJT1aHKlSujT58+Ynv37t3w9PREamoqgNwH2Z988kmB+5s6daqYgJSeno4pU6ZoTQ5Zt24d7ty5o9OxlBQTExO0b99ebP/7779ipRALC4t8FRHyUn2ofv78efj4+IhtTdOUAUCPHj3g5OQktpcuXVrgFG6LFi0SEyBkMpmkikpJGjZsmCTZYdGiRVr7JycnS6aJorKldevW4rLqPUidFy9e4KeffirukIpEQkIC+vXrh/j4eABA9erVcezYsUJNJaWaAOjt7a21r0KhwOeff67z2Pb29uJyREREkVYdcnJyktyHfvjhB7x48ULrNuvWrZNUJpo6dWqRxVMSfHx84OXlpbWPh4cHbt++LbY/++wzncaePn26+Lt84cIFSfLR9OnTCxFtyRszZoxYaSwiIgJr164V102ZMqVQVexSUlKwcuVKrX0iIyPx+++/i+3hw4dLqgspLViwQFx+/PgxFi5cqHc8RERERERE7xomDhEREREREb0nDh48KPmLfdXqQbqSyWQYOnSo2HZ3d9dYwUJ1urITJ05g06ZNYnvIkCFqH+jl5ejoiHnz5ontU6dOoW/fvrh//76k38uXLzF//nwsXrwYpqamOo0NAN988w1kMpn4yjsNWFFRfbDu5+cnfg4uLi4wMjLSum2NGjVQs2ZNAEBAQABevnypdty8ZDIZli9fLrZDQkIwdOhQJCcn5+srCAJWr14tSQQbPXo06tatW8CRFQ9ra2vMmjVLbHt5eeGrr76CQqHI1/f169cYPHgwHj9+XJIhkh4+/fRTcfnff//Fnj171PaLjY1F//79ERMTU1KhFVpWVhaGDBmCsLAwALnX7PHjxyVJOvro0aOHuHz9+nVs3bpVbb/U1FSMGTNGr3uVanJiQkIC3NzcChWjJsuXL4dMJgMAxMfHo1+/foiNjVXbd/fu3fjmm2/EdufOnSUVYN4WY8eO1Vhxz8fHR5J0WadOHQwfPlyncR0dHdG3b18AufdlZTUcW1tbyfeoLLO0tMTYsWPFtvLfCIaGhjonUKmzfv16bN++Xe266Oho9O/fX9yXsbGxJEFIlYuLi+TfP7/++itmzZolJjZrkp2dDS8vL/To0UMytSAREREREdG7wLC0AyAiIiIiIqKSoTpNWY0aNSRVcPQxfPhw/PzzzwBykzY8PT0lDwmVBg4cCBsbGyQmJiIzMxO3bt0S16kmFRXk22+/xbVr18QqHOfOnUPDhg3FabpevXqFgIAAcaqfX3/9FatXrxYTZAqaHqYkaJqOTNcperp27Yrdu3frPK7SuHHjcOzYMXh6egLITcBp1KgRpkyZgtatW8PExAShoaHYtWuXZNojR0dHbNy4UafYisuKFStw9OhRBAcHAwB+/PFHnD9/HpMmTUKDBg2QlZWFGzduYNu2bXjy5AkqVqyI5s2b49y5c6UaN+U3atQorFq1ClFRUQBypyk8c+YMBg8eDDs7O8THx8PHxweurq549eoVevXqhfv37xc4NWFpio6OxsWLF8W2jY2NxkQFdT744ANJUuTQoUOxZMkSMQFu5syZOHPmDIYNG4Zq1aohKSkJ169fxx9//IHHjx/DyMgI48aNk9zXNalfvz5at26NmzdvAsitfvPDDz+gbt26MDY2FvvNnj1bksCkq27dumHu3LlYv349gNzEJ2dnZ0yZMgUuLi6wsrLCw4cPceDAAZw6dUrczsbGRu19rawbOXIk3N3d4eLigrFjx6Jfv36ws7PD8+fP4eXlhX379olTcxkaGsLV1VUyXWVBZs6ciePHj0vemzBhgl5jlLaZM2di8+bNkvc+/vjjQifWKc/5tGnT4OnpiVGjRqFWrVpISkqCj48Ptm/fjsTERLH/ihUr4OzsrHE8V1dXhIaGilWhNm3ahAMHDmDkyJHo2LEjKleuDAMDAyQmJiI8PBy3bt3CqVOnxMTdoqzaRUREREREVBYwcYiIiIiIiOg9EBYWJpniavjw4WKFCH21a9cOtWrVQmRkJIDcB3DqEodMTU0xdOhQ7NixQ/J+tWrV9Ho4bWpqihMnTmDChAliAgyQW0EnJCREbBsbG2P9+vWYOnWqpNJOuXLldN5XcWnfvj3MzMzyVWcqKPFHSV3iUKNGjVCpUqUCt927dy9kMhkOHjwIAIiKisKyZcs09m/QoAFOnz4NGxsbnWIrLqampjh79iy6du2KiIgIAMCtW7ckCWhKFhYWcHd3x969e0s6TNKBhYUF9uzZg759+yI1NRWCIGDv3r1qP6+WLVvir7/+QosWLUoh0sKLiooSE6N0UaVKFUnbxMQEf/31F3r27ClWPjly5AiOHDmSb1tDQ0Ns3boVcrlcp8QhANixYwd69eolTqsWHh6O8PBwSZ9BgwbpHH9eP/74I3JycvDLL78AyK08tGbNGo397e3tcerUKTg6OhZ6n6Vl27ZtCA0Nxa1bt+Dm5qaxgpNcLsfevXvRpUsXvcb/8MMPUbt2bTx48EB8b9q0aW8Uc0lzdnZG165dJcl1bzLV2tSpU2FlZYXt27fj7NmzOHv2rMa+X3zxBZYsWaJ1PHNzc1y8eBETJkzAoUOHAOROk7hx48ZST5olIiIiIiIqDZyqjIiIiIiI6D2gOgUVAJ2nTdFk2LBh4rK3t7eY2JHX+PHj8703ZswYGBjo939HLSwscPDgQZw7dw5jxoyBo6MjTE1NYWtri6ZNm+Krr75CYGAgvvjiC2RnZyMhIUHc1s7OTq99FQdjY2N07NhR8p65uTnatGmj0/bqKhPpmnRkYmICDw8PHDhwAA0bNtTYr0KFCvj2229x69Yt1KhRQ6exi5uDgwNu3bqF6dOna6wc1blzZ1y/fh29evUq4ehIH126dMHFixc1XvNWVlaYN28erly5gvLly5dwdGVD+/btce3atXz3irx9Ll++rPeUT82bN0dQUBC+/fZbdO7cGXZ2dpJqQ29KJpPh559/xpkzZ7Te1ywtLTFnzhwEBgaiadOmRbb/kmRlZYXLly/jyy+/1DgtZtu2beHr61uo31oDAwPJuenevTvq1atX6HhLi2ryn5OT0xvfo7dt24Zt27ahatWqatdXr14d+/bt0znxx9LSEp6enjh58iS6desGuVyutb+joyNmzJiBS5cuvZUJb0RERERERNrIBNZWJSIiIiIionfI9evX0a5dOwC5lTlev34NMzOzUo6q7AgNDcX169cRGxuLzMxM2NnZwdnZGe3atdM7oaskvXr1Cv/++y8ePXqEnJwcVK1aFe3atYOTk1Nph0Z6CgwMxLVr1xAXFwcrKyvUrFkTPXr0gIWFRWmHVmYEBwfjypUriI2NhZmZGezt7dG2bVvUqlWrtEPTyePHj3H58mXExMQgLS0NFSpUQN26deHi4lKkCUulLSUlBefPn0dUVBSSkpJQuXJldOzYEfXr1y/0mC9evICDgwMyMzMBAB4eHpJk3bdBVlYWqlevjufPnwMA1q5di6+++kqvMVSrIl64cEFMllUoFPDx8UFYWBji4uJga2uLRo0awcXFpdCVFIHc35jLly/jyZMniI+Ph0wmQ7ly5eDo6AhnZ2fUrFmz0GMTERERERGVdUwcIiIiIiIionfKlClTsHPnTgC506pdu3atlCMiIiLSzdq1a7Fo0SIAuVPaRUVFwcjIqJSj0o+HhwdGjBgBILfq3ePHj/Wu/qcpcYiIiIiIiIiKXtn9U0IiIiIiIiKi/6fr37x4eXlJpmXTdzofIiKi0pKSkoJff/1VbE+bNu2tSxpSKBRYs2aN2B4xYkSZmDKUiIiIiIiINGPiEBEREREREZV5ffr0wfLly+Hv7682iejJkydYtGgRBg0aBIVCAQCoV68exowZU9KhEhER6S0tLQ0zZszAs2fPAABWVlaYNWtWKUeln+zsbCxduhR+fn4AALlcjoULF5ZyVERERERERFQQw9IOgIiIiIiIiKggT58+xcqVK7Fy5UpYWVmhXr16sLGxQUZGBqKjoxEZGSnpX65cObi7u8PMzKyUIiYiItLu66+/RmBgIFJSUuDv74+4uDhx3bJly1ChQoVSjE43v/32G86fP4/09HQEBgYiOjpaXDdt2jQ0bNiwFKMjIiIiIiIiXTBxiIiIiIiIiMo8A4P/FcxNSkrCrVu3NPZt0aIF9u3bx4eVRERUpl26dAkXL17M936/fv0wd+7cUohIf7dv38bRo0fzvd+6dWusXbu2FCIiIiIiIiIifTFxiIiIiIiIiMo8b29veHl5wdvbG/7+/nj06BESExORk5MDGxsb2Nvbo2PHjhgwYAD69etX2uESERHpxcLCAg0bNsS4ceMwc+ZMyOXy0g5Jb6ampqhTpw6GDRuG+fPns+ofERERERHRW0ImCIJQ2kG8zZ4+fVraIZCKihUr4sWLF6UdBhERFQLv4UREby/ew4mI3l68hxMRvb14DycienvxHk5EJa1q1aoa1xloXENERERERERERERERERERERERO8sJg4REREREREREREREREREREREb2HmDhERERERERERERERERERERERPQeYuIQEREREREREREREREREREREdF7iIlDRERERERERERERERERERERETvISYOERERERERERERERERERERERG9h5g4RERERERERERERERERERERET0HmLiEBERERERERERERERERERERHRe4iJQ0RERERERERERERERERERERE7yEmDhERERERERERERERERERERERvYeYOERERERERERERERERERERERE9B4yLO0A3kcKhQIZGRlQKBQAAJlMVsoRvTueP3+OjIyM0g6DiIgKgfdwIqKySxAEAICBgQFMTExgYMC/QSEiIiIiIiIiIiJ6FzBxqIRlZWUhMzMTpqamkMvlpR3OO8fQ0JDnlYjoLcV7OBFR2ZeTk4O0tDQYGxvDyMiotMMhIiIiIiIiIiIiojfEPxMtQQqFApmZmTA3N+eDUSIiIiIieuvI5XKYm5sjMzNTrKBKRERERERERERERG8vJg6VoIyMDJiamnJqMiIiIiIiemvJZDKYmppyekkiIiIiIiIiIiKidwATh0qQQqFgpSEiIiIiInrryeVyVhwiIiIiIiIiIiIiegcwcYiIiIiIiIiIiIiIiIiIiIiI6D3ExKESxCnKiIiIiIjoXcH/f0NERERERERERET09mPiEBERERERERERERERERERERHRe4iJQ0RERERERERERERERERERERE7yEmDhERERERERERERERERERERERvYeYOERERERERERERERERERERERE9B5i4hARScyZMwcODg6YM2dOaYeiMw8PDzg4OKBdu3alHQoVscGDB8PBwQG3b98u7VCKXHBwMKZNm4YWLVqgRo0acHBwwAcffFDaYdFbrl27dnBwcICHh0epbK+vN71/a9u+OMd+Gxw9ehQODg6YPXt2aYdCRERERERERERERERlmGFpB0Ckr/Xr12PDhg0AgOjo6FKOhorT48eP8ddffwEA5s2bV8rRlLzHjx+jffv2atcZGRnBxsYGDRo0QL9+/TBixAgYGRkVOOb58+dx6tQp3LhxA7GxsUhOToalpSUcHR3RqlUrDBo0CC1bttQ6RnR0NP766y9cuXIFDx48QGJiIgDAxsYGderUQatWrfDRRx+hcePG+h+0iuPHj+P69evo0aOH2pj8/f3x008/4caNG8jKykKDBg0wffp0DBgwQOOYly9fxrBhw9CrVy/s2rXrjeJ7E1FRURg0aBCSk5MB5J47IyMj2NrallpMRPRuGTBgAH755Rf8/fffmDJlCpo0aVLaIRERERERERERERERURnExCEikqhcuTKcnJxQuXLl0g4Fjx8/FpPEtCUOWVtbw8nJCVWqVCmp0EqclZUVTE1NxXZSUhLi4uIQFxcHHx8f7Nu3D+7u7ihfvrza7SMiIjBr1iz4+/uL78nlclhZWSEpKQl+fn7w8/ODq6srOnbsiG3btuVLYsnMzMT333+PXbt2ISsrS3zfzMwMxsbGeP78OWJiYnDp0iX8+uuvaNeuHX777TdUq1ZN7+PNysrC6tWrAaj/7G/fvo2hQ4ciPT0dcrkcRkZG8PPzw/Tp0xEfH48JEybk2yYjIwOLFi2ChYWFOHZp2bt3L5KTk+Ho6IiDBw+iatWqpRoP0dvqfbj/F5aBgQHmzJmDmTNn4rvvvsPBgwdLOyQiIiIiIiIiIiIiIiqDOFUZEUksXrwY3t7eWLx4cWmHorO+ffvC29tbrE70Lvr222/F5B4/Pz9ERETg5s2bmDx5MgAgICAAP/zwg9pt/fz8MGDAAPj7+8Pc3BxffPEFzp49i0ePHiEoKAgPHz7EhQsXsHDhQtjZ2eHKlSt4+vSpZIyMjAyMHDkSO3fuRFZWFrp27Qo3NzcEBwcjPDwc9+7dw8OHD3HixAksWLAA9vb28PX1RVhYWKGO98SJE3j48CGaNWuG5s2b51u/atUqpKenY8iQIbh//z5CQ0OxYsUKAMAPP/wgVvJR9dtvv+HBgwdYsGABHBwcChVXUQkODgYA9OnTh0lDRG/gfbj/v4l+/fqhQoUKuHLliiRxlIiIiIiIiIiIiIiISImJQ0REbyl7e3t8++236NSpEwDg9OnT+fokJCRg8uTJePXqFapUqQIvLy8sXrwYzs7OkMlkAHKrUtSrVw+zZ8/G1atXMXr0aHGd0tKlS3Ht2jUAuUk7+/fvR+/evWFtbS32MTQ0RLNmzTBnzhxcu3YNS5YskVRJ0seePXsAAEOGDMm3Li0tDTdu3IBcLsfq1athbm4OuVyOqVOnonHjxkhOTsatW7ck24SFhWHLli1o2rQpJk2aVKiYilJaWhoAwMLCopQjIaJ3maGhoTh94969e0s5GiIiIiIiIiIiIiIiKouYOETvlMuXL8PBwUGsJnLv3j3MnDkTLVu2hJOTE7p27Yrff/8d2dnZ4jY3btzApEmT0KJFC9SuXRs9evTAn3/+CUEQ1O6jXbt2cHBwgIeHB9LS0rB+/Xp07doVTk5OaNmyJWbNmoWoqCixf0JCAr7//nt06tQJTk5OaN68OebPn4+4uDi148+ZMwcODg6YM2eOxuP08PCAg4MD2rVrV+D2Xl5e+PTTT9GoUSM4OTnhgw8+wM6dO6FQKPTa//r168VzW9Dr8ePH4nZZWVnw9vbGsmXL0LdvX7Ro0QKOjo5o2rQpRo0ahSNHjqg91+3atcPQoUPFdt59qMan7XwoPXz4EIsWLYKLiwucnJxQv3599OnTBz///DOSkpLUbnPlyhXJ9RQZGYm5c+eidevWqFWrFlq1aoUFCxbg2bNnGvdbEho1agQASElJybdu69atYnybN29G/fr1tY5lZmaGdevWoWHDhuJ7wcHBOHDgAABg3LhxmDhxYoExGRoa4vPPP0eHDh10Pg6lBw8e4OrVq5DJZBg4cGC+9YmJiVAoFLC1tYWVlZVkXa1atQAA8fHx4nuCIGDhwoXIycnBunXrIJfL9Y5JE32vK+X94+rVqwCADRs2SK7rK1eu6LX/2NhYrFy5Et27d0fdunVRp04ddO/eHatWrdJ4j3n8+LHkuxoXF4fly5ejffv2qF27Npo1a4YZM2YgPDy8wP2fOnUKkyZNQsuWLeHo6AhnZ2cMGTIEu3fvlkxnp6tdu3bBwcEBjRo1Qnp6usZ+CoVCPJfr16/Ptz4nJwceHh4YNWoUmjVrBkdHRzRp0gSjRo3C0aNHNd7fX7x4gQMHDmDy5Mno2rUrGjRoACcnJ7i4uGD+/PkICQnRGJPqvVMQBOzfvx+DBg1Co0aNxN8Mfbx+/Ro///wz+vTpg/r164txLFq0CI8ePdJrLFVpaWn45Zdf0K1bNzg5OaFp06YYO3YsfHx8Cj1mXhcvXsSMGTPQtm1bODk5oVGjRujVqxe+/vpr3Lx5U+u2d+/exbRp09CiRQvUqlULHTp0wDfffIPExES1/XW5/2tz69YtTJo0CY0bN4aTkxM6d+6MNWvWqL2fqtL3846NjcXq1avRq1cvNGjQALVr10aHDh0wf/58hIaGqt1HUf0GDRo0CABw5MiRAo+LiIiIiIiIiIiIiIjeP4alHQBRcTl//jymTJmC9PR0WFtbIyMjA+Hh4Vi5ciXu3r2LLVu2YP/+/Vi0aBEUCgWsrKyQkZGBkJAQLF26FE+fPsWSJUs0jp+UlIQBAwYgODhYrKry/Plz/P3337h8+TKOHj0KhUKBESNGICoqCmZmZlAoFIiLi4O7uzuuXbuGkydP5kt8KEpLly7Fn3/+CQMDA1hZWSE9PR337t3DihUrEBAQgF9//VXnsSwsLGBnZ6dxfVpamtrpoW7cuIGRI0eKbRMTExgbGyM+Ph4XL17ExYsXcfLkSWzduhUGBv/LZaxQoQKSk5PFh8V5961a6aYg//zzD+bMmYOMjAwAgKWlJbKyshAYGIjAwEDs378f+/fvR926dTWOcfnyZUycOBEpKSmwtLSEQqFATEwM9u/fj/Pnz8PLywv29vY6x1SU7t27BwBwcnKSvJ+dnS1WmOjUqRPat2+v85iqn8WuXbsgCAIMDQ0xe/bsIohYu//+978AgNq1a6u95mxsbGBgYICEhAQkJSVJvkPKhIoKFSqI7+3fvx++vr6YOnUqmjRpUmRxFua6qlChAjIyMpCYmIisrCyYm5tLqg4ZGRnpvP+rV6/is88+w6tXrwDkJn3JZDKEhoYiNDQU7u7ucHNzQ9u2bTWOERISgnnz5uHFixcwMzMDkJs8888//+DChQs4dOiQmJimKiUlBTNnzsS5c+fE96ysrPD69Wv4+vrC19cXnp6e2L17N2xsbHQ+pk8//RTfffcdEhMTcfz4cXzyySdq+128eBFPnjyBXC7HiBEjJOvi4uIwceJE3LlzR3zP2toaCQkJ4j3nyJEj2LZtG4yNjSXbrlq1CgcPHpQcU3Z2Nh4+fIiHDx/i77//xsaNG9GvXz+NxyAIAqZNm4bjx4/DwMAA1tbWku+TLkJCQjB69GgxIcTU1BSGhoZiHH/99VeBcajz8uVLjBgxAoGBgQByE/yys7Nx/vx5XLhwAd9//71e4+WVlpaGOXPmwMvLS3zP0tISaWlpCA4ORnBwMHx9fXH27Fm12x8+fBj/+c9/kJWVBWtra2RnZyMqKgo7duyAt7c3jh07VqRVug4cOIAFCxaIibTW1tZ48uQJNm7ciJMnT2L06NEFjqHL53327Fl8/vnnYtKOkZERjIyMEBUVhaioKBw6dAjr1q2TJMvm9Sa/Qc2bN4epqSlSU1Ph6+uLHj166HqKiIiIiIiIiIiIiIjoPcCKQ2WIg0PVd/ZVGr744gv07t0b169fR3BwMO7fv48vvvgCAHD06FFs2rQJS5Yswfjx4+Hn54fg4GAEBQVh2LBhAHIrtURERGgcf8OGDUhOToa7uzvCwsLEB/W2trZ4/vw5vv/+e3z++eewsrLCP//8g/DwcISGhmLr1q0wMzNDZGQktmzZUmzHf/bsWezfvx8rVqzAvXv3cO/ePQQEBGDUqFEAAE9PT1y6dEnn8aZPnw4/Pz+1L29vb/GBZZMmTVCpUiVxO1NTUwwePBi7d++Gn58fIiIiEBoaisDAQHz33XewsrKCl5cX3NzcJPs7ceIEduzYIbbz7vO7777TKe6AgADMnj0bGRkZaNOmDc6ePYuQkBCEh4fDzc0NlStXxtOnTzFhwgStlRimTp0KFxcXXLx4ESEhIQgLC8PWrVthaWmJmJgY/PDDDzqfy6Ly/PlzfPfdd2KlkBkzZkjW+/v74/Xr1wCAvn37Fno/yuukSZMmJZIcpTTTw1wAACAASURBVJwSrXnz5mrXm5mZoXXr1sjJycHSpUuRlpaGnJwcuLq64u7du7CwsEDLli0B5CaRrF69Gg4ODliwYEGRxVjY6+rEiRPw8/ND69atAeT/XrVp00an/UdHR4tJQ/Xq1cORI0cQHh6OsLAw/P3333ByckJiYiImTpyotRrJl19+iVq1auHEiRPiPcrd3R2VK1dGUlISli1bpna72bNn49y5c3B0dMTmzZsREhKC+/fvi8dfs2ZN3Lp1C/PmzdPjrOYmKA4ePBhAbsKXJsp13bt3F6uxAEBmZiYmTJiAO3fuoEmTJti9ezfCw8MRHByMsLAw/PLLL6hYsSLOnDmjNkmmRo0a+PLLL3H69GmEhYXh/v37iIyMxPnz5zFkyBBkZGRgzpw5iImJ0RjbyZMncfr0aSxbtgz37t1DUFAQ7t+/j27duul0DpKTkzFhwgQ8e/YMVapUwe7duxEWFoaQkBCcOXMGLVu2REZGBmbNmoWgoCCdxlRasGABAgMDYWJigjVr1iAkJAT37t2Dr68vPvzwQ6xYsUJSrUtf//nPf+Dl5QUDAwN8/vnnuHHjBkJCQhAREYGbN29i06ZNaNWqldpt4+PjMW/ePAwdOlT83Q4NDcX3338PIyMjhISEFOlvZkBAABYuXAiFQoEOHTrg4sWL4j63bNmCuLg4/PLLLwWOU9DnfefOHUydOhUpKSkYM2YMLl68iIiICISFheH69esYP348MjMzMX/+fPj7+2vcz5v8BhkZGaFx48YA/nd/JSIiIiIiIiIiIiIiUmLiEL2zmjVrhi1btogPlS0tLbF48WJxOpMffvgBQ4cOxcqVK1GxYkUAuZVMfvrpJ1SvXh0KhQLHjh3TOH5GRgbc3d3RpUsXGBgYQC6Xo0uXLli6dCkA4NixY3jy5AkOHDggPig1MjLCxx9/jGnTpgHIrVhSXBITE7FmzRpMnTpVrMhia2uLH3/8EU2bNgWQm0D1prKzszFlyhSEhYWhSpUqcHNzg4mJibi+ZcuW2LRpE3r27Ak7OzvIZDIAQPny5fHZZ5/hp59+AgD88ccfbxyLOmvXrkVWVhYcHR3h7u4OZ2dnALkVdXr37o3du3eLlTz27NmjcRxnZ2e4urqiTp06AABjY2N8/PHHWLhwIQDg+PHjkinwitqKFSvQvHlz8VWnTh20bNkS27ZtQ7t27bBjxw5xOhol1elv1FWN0UV2djYiIyMBQDx3xU1ZKUbb/pYuXQoTExMcOnQI9evXR7169bB8+XIAwFdffSVe8ytWrEBiYiJWr14Nc3PzIouxqK6rwtq4cSNevXoFGxsbeHh4SBKO2rVrhwMHDsDKygqJiYnYtGmTxnEqVqwId3d3NGvWDEBuBZouXbpgzZo1AABfX188ffpUss25c+dw6tQpVKpUCZ6enhg0aBAsLS0B5CYK9u7dG56enjA3N8epU6fE6ja6GjduHIDcBAd106XFxcWJFWvyVoTZv38//Pz8UL9+fXh6eqJnz55iJSVzc3MMHToUe/bsgUwmw+7du/HixQvJ9nPnzsVXX32Fxo0bi9eLgYEB6tevj40bN6Jnz55ITU0Vp+5TJyUlBStWrMD06dPF69DCwgKVK1fW6fh37dqFqKgoGBkZYd++fejZs6dYwaZRo0Zwd3dH9erVkZGRgbVr1+o0JpD7vTp58iQAYPXq1Rg7dqxYLa9atWrYtm0bWrRogbS0NJ3HVOXj4yP+Zq5atQpLlixB1aq5icMymQz29vYYPHiweG3llZaWho8//hg//vij+LttZmaGCRMmiNMjHjlypFCxqbNu3TpkZ2ejdu3a2LNnj3hvNzIywsCBA7Flyxaxmpc2BX3eX3/9NTIzMzFnzhysXbsWderUEadLdHBwwOrVq/HZZ58hOztbaxXAN/0NUiYO3bp1q8BjIiIiIiIiIiIiIiKi9wsTh+idNXPmTDFJRVXXrl3FZWUFIlVyuRydO3cGAAQHB2sc/6OPPkKtWrW0jj969GjY2trm66OsRPDw4UOkpqZqPog3ULVqVY3TnvTu3RuA9uPT1eLFi3Hp0iWYm5vjzz//1LsiTc+ePQHknovnz5+/cTyqXr16JU57NWPGDDGBQFXjxo3FajzaHkrPmjVL7XRDffr0AQCkp6eLCTbFISkpCXFxceJL9eF+fHw8YmJiIAiCZJuXL1+Ky+XLly/UfnUdY+HChZLEJuVr8uTJeu1PEATExsYCkE43llfr1q1x6NAhdO3aVfxcmzZtii1btoj7vHDhAo4ePYr+/fujV69eAHIT1Lp164ZatWqhVatWWL58udop9rQpyuuqMARBEBM0xowZI6nwpVS1alWMHTsWgPYEwWnTpqmNv0ePHuI0Xvfv35esc3d3BwB88sknGr/vVatWRceOHQHkTiumD2dnZzHZct++ffnWe3h4ICsrC/b29uL9Q0lZiWjcuHFiMlNeTZs2Rf369ZGZmYnLly/rFZtyfzdu3NDYx8bGBmPGjNFrXFXKhNJ+/fqhQYMG+dZbWlqK1cUuXLggVhUriPI6qFq1KoYPH55vvVwux5w5cwobNjw8PAAA9evXx/jx4ws1xpdffqn2feV99uHDh4VObFKly3e4W7duGqsjqdL2eQcFBcHPzw9GRkZiwrA6n376KYDc5KucnBy1fd70N0j5bxFt1bKIiIiIiIiIiIiIiOj9ZFjaARAVlxYtWqh9387ODkDuw76aNWuq7aOsQKSt2kBB4wMQq3hoGl+5j6KshKLUvHlztQ8ZAYiVEFSTQgpj8+bN2L9/PwwMDLBx40Y0adJEbb/k5GTs2bMH586dQ1hYGF6/fo2srKx8/WJiYnSuyqGLgIAAMZlGmQymTpcuXXDs2DEEBwcjKysLRkZG+foop77KSzXexMTEN4xYsw0bNkge9ufk5CA2Nhbnzp3DmjVrsGzZMty8eRObN28WE+byJhIVp9evXyMuLi7f+/qek1evXolVM2xsbLT2bdGihcbprNLS0rBkyRJYW1uL09qtXLkSv//+O6pUqYKBAwciKCgIrq6u8Pf3x6FDh2BoqNtPYlFeV4URFRUlnldt++/cuTO2bNmCly9fIioqCjVq1MjXR9N9zNDQELa2toiJicn3GV6/fh1AblKPp6enxv0nJSUBAJ48eaL9gNQYO3Ysbt26BU9PTyxevFhMYhIEQUxcGjlypFi5Bci9zyiTIX/88Uet00wpjyk6OjrfuqCgIOzduxc3btzA48ePkZKSku+7pG36t2bNmonx6iszM1M8hoKuLQBQKBQICAiAi4tLgWPfvXsXANChQwe1SbVAbrUqQ0PDQlVPu3nzJgDggw8+0HtbIPf7ri4ZF8h/n1WX6KOPgIAAKBQKANB67lxcXAqs0KPt81YmmCkUCvEzU0eZLJSamoqXL19K/o2g9Ka/Qcr7aUJCgsY+RERERERERERERGVJdjYglwMa/pM2ERUhJg7RO0tTtQnlg2ZN6wGICQTaHp5aWFho3VbbPlT7FNf0VpriA/53Dt5k38ePH8cPP/wAIHfaqA8//FBtv4iICAwfPlzyoN3MzAzW1tZiYpMy4aSoqy/Fx8eLy1WqVNHYT1k1JTs7G4mJiZLkLyVdPkt1yVDFRS6Xw97eHmPHjkXlypUxceJEHD16FN27dxcrTalWuypskphqlSFtY2zduhVbt24V23PmzMHBgwf13l9GRoa4rDrlnb42bNiAqKgorFmzBpUrV0Z4eDi2bdsGOzs7nD59GhUrVkRWVhZGjhyJq1evwsPDI9+0V5oU5XVVGKrTa2nbv3KaKOU26hKHdLkPql7XWVlZYuKBrpVuVCvETJ48WUwwyRvriRMnxPaAAQPwzTffICEhASdPnsTAgQMBAJcuXcLDhw8hl8sxYsQIyRixsbFiMoiuCWt5q9e4ublh+fLl4jgymQzW1tZiYkh6ejqSkpK03qs0Vcr66KOP8k37BuRWz9q5c6cYtzKJRJdrC0C+6dY0UfbTVhXO1NQU5cuXV5sEWBDlNsppxvSly7UIFM1vpr7fYW20VUZTVvfJycnR+Zxqqqj0pr9BymnpVO+xRERERERERERERKVBEICXL2WIiZGrvAwQEyPHs2f/ayckyGFiIqBatWzUqJGDatVy/v9/c9s1auSgfHkFE4uIigATh8qQ6Oj8DxSJyqI7d+5g9uzZEAQBo0aNwvTp0zX2nTt3Lp49e4bq1avj66+/houLiyQZJScnR0xoKMkKOZpoqsRRlvXu3RsVK1bEixcvcOTIETFxqF69emKfoKAgtGnTRu+xDQ0NUatWLURGRuLevXtFFrMmqtdGYSs43bt3D9u3b0fr1q3FKYTOnDkDQRAwZMgQsZqHkZERpkyZgqtXr+LUqVM6Jw4VRnFdV7qOW1T7V51GacuWLWJCj64SExPVJlDkTRIzNTXFsGHDsH37duzdu1fcj7LCVPfu3fMlqCiTfQDg2LFjGiu0aBIWFoYVK1ZAoVCgf//+mDFjBpydnSXVZNzd3TF//nyt9yrVKkiq4uPj9arKpe0zU11X1u5ZZS2e4qbp8wb+d03WqVNH7yn7ipryOivstJVERERERERERESkXXY2kJBggBcvDPDihRwvXhggLs4A8fG57f8tGyA+Xg6FArC1rYzy5RUoX14BW9vcl+py3vfMzYUynySTmQk8fy7//yQgg3yJQTExcjx/Lkd6um4HkpEhQ0SEESIi1M/qYGGhQPXqOf//ykb16tLkImvr0n/2SPQ2YOIQURmjrB6grSqAcgqg0vDkyRNMnDgR6enp6NixI1avXq2xb3R0tFhdZPPmzWjVqlW+PrGxscUWq2oliGfPnsHR0VFtP2U1JENDQ5QrV67Y4ilO1apVw4sXLxAVFSW+16xZM1hbW+P169c4efIkJkyYUKixO3XqhMjISAQEBODZs2c6VeEoLGNjY1hZWSEpKalQiUMKhQJfffUVZDIZ1q1bJyYxPHr0CADyTU+onBpJ9bwVpLSvK9VpjJ4+fQonJye1/VSr22iriqIPU1NT8Zq6f/++3olD2qY2y2vs2LHYsWMHrl69isjISJQrVw6nTp0CADEhTJXqebl//77eiUNeXl7IyclB3bp1sXXrVrVTPb7J/crX17fAPjY2NpDL5cjJyVFbnUipMJ9txYoVERERoXWatYyMjEJXJ6tUqRKioqIKNTVdSVM9ZzExMRqnLVVWDCosZZWxqKgopKamFsu0pLpS3k9VK9ERERERERERERGRZoIApKbKVBKAtCcDvXxpAEHQL6tHmUijKxMTIV+ikaaEI2XbzKxoko0EAUhMzF8l6H8VgnLb8fG6H09RSEkxwP37Brh/X31ikY2NIk/FomyVRKMcmJszsYgIYOIQUZmjTDDQ9tD4zp07JRWORFJSEsaPH4+4uDjUrl0bO3bsgJGR+h9iQHoMjRs3VtvHx8dH4/aqD+4FQdC7kkWTJk1gYGAAhUKBS5cuaUzwUMbg7Oys9XjKMmUygOqDaUNDQ4wePRpbt27FpUuXcO3aNbRv316n8RQKhXj+x48fj7179yI7Oxu//fabOEVdcalbty5u376tVzKP0q5du8SKWPXr18+3Pj09XW1bn2urtK+rGjVqwMbGBomJibh06RI6d+6stt+lS5cA5FYYUTdNWWG1bt0a58+fh5eXFxYsWKA2waYo1K5dGy4uLrh06RL279+PihUrIjMzE/b29ujRo0e+/jY2NqhXrx5CQ0Nx9OhRjBo1Sq/9/R979x0eVZn2cfw7fSa9QgolEEB6R5oUxUVRhLUCUsTCwmLjBUFRWRY7q6hLZxVxQQFBlLKAgqDUBGnSewjpIb1Ppr5/TDIkpJCEhBC8P9c115yZOXPOM8nMM5Oc39x34WuodevWZT6m8uar6qDVamnVqhUnT55k7969jBgxotxxKJVK2rVrV6Ftt2/fngMHDhAeHl7mfHrgwIEqtwLr2rUrUVFRbN++nenTp1dpG7dK0dfw/v37ywwO7du376b2U1jlzWQysXXrVh5//PGb2t7NKJxPmzdvXmtjEEIIIYQQQgghhBCitlmtkJbmCP8UVv65tqwkKUnlDAIlJSkxGmvm/99VlZ+vqHTYSK+3O0NEZYWLCpeNRkptH1Z4qmiVoNtJerqS9HQtJ0+Wfruf37UQUaNGFmc7tIYNLQQHW7muYYIQdywJDglxm2ndujUAx44dIzY2tkQ7ngsXLrB169ZbPi6LxcKECRM4e/Ys3t7eLF++HC8vr3Lv4+Hh4Vw+ffo0nTp1KnZ7dnY2//73v8u8v5ubm3M5IyPjhvu7nqenJ/3792fnzp0sWrSIxx9/HIPBUGydU6dOsWXLFoBKV0+5Xezfv5/ExETAUWWoqIkTJ/Ljjz+SkJDAiy++yMqVK0sN1BTKy8vjnXfeYdSoUbRp0waAVq1aMXz4cFatWsXy5ctp0aIFzz77bI09nh49enDkyBH++OOPSt0vPj6e2bNnExISwquvvlrstsLgzPXbPHLkCAANGzas8H5q+3mlUCgYMmQIy5cv55tvvuH555+nXr16xdZJSEjgm2++AeCvf/1rte5/1KhR7Ny5k4iICBYtWsSLL75Y5rq5ubmo1epi7b4qY/To0ezdu5c1a9Y4Q5UjRowosz3UyJEjmTlzJnv37mXDhg3l/uzT0tKKtW1yd3cHHNWKSgvW7Ny5k7CwsCo9jsoYOnQoJ0+eZPPmzbz88su0bNmy2O05OTksWrQIgPvuu6/YPFueIUOG8MUXXxAbG8uaNWsYNmxYsdttNlu58/GNDB8+nB9++IFz587x3//+l2eeeabK26ppnp6e9OvXj19//ZXFixfz6KOPotfri62ze/duZ8W8qurQoQNt27bl5MmTzJ49m/79+5dbIer652R1KgwcVzQ8KoQQQgghhBBCCCHErWa1OoIxRqOCvDwwGh3LhdeVvEyx60tfx7FeVpYjCJSaWvmqQHWd0aggPl5FfPytrQRUVzjayqkorWaDQmGnfn1bsRZoDRs6wkXBwVYCA61c969lIeosCQ4JcZv5y1/+gqurKzk5OUyYMIHPPvuMZs2aYTab2blzJ2+++SYGg6HcVmY14R//+Ae//fYbWq2WL774wtniqTwtWrQgODiY2NhYpkyZwueff0779u0BOHToEG+//TYZGRll3j80NBStVovJZGLVqlVMmDCh0lWHXn/9dfbs2UNkZCRPP/00H3zwAa1atcJms/Hrr78ybdo0LBYLISEhjB49ulLbrognnniCsLAwGjRoUKFWRZWRn5/Pb7/9xptvvgk4Kgw999xzxdbx8fHhP//5DyNHjiQhIYHBgwfz3HPP8eijj3LXXXehUCiw2+1cunSJbdu28eWXX5KYmMjIkSOLbee9997j8uXLhIeH8/bbb7N9+3bGjh1Ljx49nMEFm83G5cuX2bZtGzt37qzy4+rZsycLFy7k2LFjWK3WMkMi15sxYwZZWVl88cUXJUIAAwcO5IMPPmDr1q1s2bKFQYMGcf78eebNmwfAAw88UKkx1vbz6uWXX2bDhg2kp6czfPhwZs+e7axucvDgQaZOneoM25UX7KmKBx54gEGDBrF161Y++OADoqOjGTdunLNlmslk4uTJk2zdupVVq1axbds2goKCqrSvBx98kPr165OYmEhycjIqlYrhw4eXuf7o0aNZv369s+rU2bNnGTVqlDOAmZeXx9GjR9m8eTM//vgjp0+fdt63f//+LF68mHPnzvHmm28ybdo0vL29yc3NZd26dcyaNQtvb+8qt/KqqDFjxrBixQqioqIYNWoU//rXv+jfvz9KpZIzZ87wxhtvEBUVhVarZdq0aRXebufOnRk4cCDbtm3jzTffxGKx8MQTT6DT6YiNjWXWrFkcPnwYg8FAXl5epcfdu3dvhg4dyoYNG3j77beJi4vjmWeeISgoCLvdTmJiIjt37uTw4cPMmTOn0tuvblOnTmX37t1cvHiRMWPG8MEHH9CsWTMsFgtbtmxh+vTpeHp6lvsedSMKhYKPPvqIxx9/nNjYWAYPHsxbb73FgAEDnGHD+Ph49u/fz9q1a2nYsCEff/xxdT1Ep6SkJGJjYwHH/CqEEEIIIYQQQgghRHWy2SAuTsWlS2ouXlSTmKi8QZin9FCQ2fznCvT82en1NgICbAQGWgkIsBIQYCs4d5wCA23Uq2clO1tBdLSa6GgV0dEqoqKuLUdHq2q0KpTdfq3C08GDpa/j7+8IEQUFOc6vP/n62qqlVZwQNU2CQ0LcZjw8PJg1axavvfYaR44coV+/fri5uWEymTCZTHTu3JnHH3+ct95665aOa8eOHYCjZdjf//73ctfdvHkzwcHBKBQK3n//fV544QXOnTvHoEGDnAdL8/LyMBgMLFu2rMwggMFg4PHHH2fVqlW89957zJkzBx8fHxQKBQ8//DD/+Mc/bjjutm3b8u9//5tJkybx+++/c//99+Pu7o7ZbHa2qQoKCuLrr7/G1dW1Mj+SW2rmzJnFWoTZbDYyMjKcbYUMBgNz5swpUZ0EoEuXLmzatImXX36ZEydOMH/+fObPn49arcbNzY3s7Oxi7Yn69+9fIuih1+udv4fly5eza9cudu3aBTjao+n1erKzszGZTM77dO/enRkzZlT6sd5zzz34+vqSkpLCvn376Nu37w3v8/PPP7N161aeeOKJUlt3NW/enOeff56lS5cybtw49Hq98/ffqVOnEtVXbqS2n1dBQUEsXbqU5557jnPnzvHXv/7V2aYuNzcXcFRV+eqrrwgMDKz2/c+bN48pU6awYcMGVqxYwYoVK3BxcUGr1ZKZmYnNZnOuW9mwX1FqtZrhw4c7K+Hce++9JaqwFaXT6Vi+fDkTJkxg3759zJ07l7lz5+Lu7o5SqSQzMxO73e7cdlF9+vRxBl+WL1/O8uXL8fT0JDs7G6vVSvv27Xnqqad4++23q/x4KsLNzY1ly5YxcuRI4uPjGT16NHq9Ho1GQ1ZWlvNxzp0711kVrKLmzJnDsGHDOH36NNOmTeOtt97CxcWFjIwMFAoF7733HosWLSImJqZKY58zZw5ms5ktW7Y45xl3d3dMJpMz7FpYVa+2dejQgQ8++IA33niDffv20a9fPzw8PMjPzyc/P59mzZoxcuRIZs2adVP76dSpE19//TUTJ04kKiqK8ePHo1Kp8PDwwGg0FgtpVba9XkX9/PPPALRp00ZalQkhhBBCCCGEEEKIKsvLU3DpkiMgVBgSunhRw6VLNRveqEu8vGz4+Vnx87MVOZV+uV49Xy5eTCM1VVnslJamLPM6k6luJFD8/EqGgRwBoWuXPT3tFQrUeHvb8fY20769ucRtdjskJyuJilKVGi6KjVXVeCAtKUlFUpKKsppo6HT2UkJFFoKCbAQFWQgOtmEw2Gt0jEJUhASHhLgNjRgxgvr167N48WKOHz+O2WymadOmPPbYY4wbN44ff/yx1sZmNptJSkoqd52ioYG//OUvrFu3jrlz53Lo0CHy8vLw9/fnnnvuYeLEiTRr1qzcbb3//vsEBQWxefNmrly54qyakJqaWuExDx06lPbt27N48WL27t1LfHw8arWaNm3aMGjQIF544QVnm6LqFh8fDziqfdyMrKwsZ2gAHGEMNzc3mjRpwj333MOYMWPKbbfVvHlzfvrpJ3755Rd++uknDh48SFJSEtnZ2bi5uRESEkK3bt14/PHHadeuXanb0Gq1vPPOO4wfP541a9awf/9+IiIiSEtLIzc3F29vb0JDQ+ncuTNDhw6tckBAq9UybNgwFi5cyA8//HDD4FBOTg5vv/023t7ezJw5s8z1Zs2aRYMGDfjmm2+IioqiXr16PPzww0ybNg2NRlPpcdbm8woclUN27drF4sWL2blzJ9HR0SgUCpo3b86AAQMYP358iRZm1cVgMLBw4UJGjRrF6tWrOXToEImJieTk5ODn50fz5s259957efDBB286uDR48GBncGjUqFE3XN/Hx4fvvvuO7du38/3333P06FFSUlIACAgIoFWrVgwYMKDUKlPz58+nc+fOrF69moiICKxWKy1btmTIkCGMGzeO9evX39RjqaiWLVvy66+/8uWXX/LTTz8RGRmJyWQiJCSEPn36MGHCBEJCQiq9XR8fHzZu3MjixYtZv3490dHRqFQq7r33XsaPH0+fPn2cbdCqwmAw8MUXX/DLL7+wevVqjh49SmpqKq6urjRt2pRevXrx6KOPVnn71W3UqFG0bNmS+fPnc/DgQYxGI8HBwTz00EO8/PLLbN68uVr207dvX/bt28eKFSvYsWMH58+fJzMzE71eT4sWLejSpQsDBw6sUEiyKgo/M1Tk9SOEEEIIIYQQQggh/tzsdrh6VVkQClIXCwnFxPz5DitrtXZ8fR1hH39/W8Hy9WEgx7KPjw2ttuLbdnXFGSSpCLsdcnMVNwwXXb9cncEZvd5erCpQWVWCKvNzuBkKBfj72/D3t9GlS8lgkdUKCQlKYmLUBeGiawGjqChH+zabrWaDRfn5Ci5fVnP5ctmvHx+f4sGi64NG/v42lJLNEzVMYS/86r2okri4uAqvm5ub66wIIWqGWq0uVjlFiNoUFxdHt27dUKlU7Ny584YhKXHNlStX6NOnDwaDgaNHj8rc+SdR2hy+ePFi3n33XQIDAzlw4ECFW9cJISA6OpqePXvi5ubGoUOHcHNzq+0hiTtM0b9v/Pz8SE5OruURCSGEqAqZw4UQou6SOVwIUVX5+XDlitoZECoaEsrKurMTCp6ejgCQv7/VGQQqvmzD19cRBvLwqFhVnKq4FXO43Q45OYoKVTNKS1OiUlFmhaCAACteXjX386gNZrOjzV5UlKrUcFFi4u1xPEKjcVQtKqsdWlCQFVdXiXyIG7u+40xRf75oqBBC3CL79u0D4Mknn5TQUCU1btyY4cOH8+233zrb/Ig/H6vVyooVKwAYOXKkhIaEqKQFCxZgX/1zAQAAIABJREFUt9t56aWXJDQkhBBCCCGEEEII8SeUmqp0hoKKhoSiomq+0kpV6PU29HpHZZvrTzpd0ctcd/naOgZDyXVcXe34+jrCQTpdbT/KW0ehADc3O25uVho1qlhloz8TjQYaN7bSuLEVMJW4PS8PYmMdQSJHuMjRBi0uTkVcnIrERCV2e82/jsxmBVeuqLlypexoR+PGFrp3N9GjRz49e5po2NB6R4W8RM2TikM3SSoO3V6k4pC4nfzf//0fGzZsYM+ePQQHB9f2cOqcpKQkevfujV6vJzw8XObPP4Gic7jNZuPjjz9m7ty5uLi4EB4ejq+vby2PUIi6IzY2lnvuuQd/f392796NXq+v7SGJO5BUHBJCiDuDzOFCCFF3yRwuhACwWCAqSlWitdjFi2rS0m7NlzHd3W00a2YhNNRCSIgFV9fSwjyUEgC6to5Ox58q6CBzeN1nMkFCgorY2OKnuDjHeUyMitzc2qngFRRkoUcPEz17OsJETZpIkEiUX3FIgkM3SYJDtxcJDglxZ/npp584deoUgwcP5q677qrt4YgaplarWb9+Pe+++y7p6elkZ2cDMGPGDCZMmFDLoxOibvn999/Zs2cPvXr1omfPnrU9HHGHkuCQEELcGWQOF0KIukvmcCHubGazo2JQUpKSlBQVSUlKkpOVJCerCq5TEhur4vJlNWZzzScCFAo7DRpYCQ11BISaNbt28ve3SSihkmQOv/PZ7ZCRoSgRKHKc1MTGOqoW3YrqX/XrW+nRI5/u3R1houbNLfKa/ROS4FANkuDQ7UWCQ0IIUXep1Wq+/fZbJk+ejEajoXHjxjz77LOMHTu2tocmhBCiFBIcEkKIO4PM4UIIUXfJHC5E3ZOXpyApSekM/iQlqQrCQNcCQYWXb1W1oOsZDLZi4aDC86ZNrRgMcli5usgcLsAREExMvD5UVDxolJlZ/VWLfH2tzhBRjx75tGxpQVk7xZHELSTBoRokwaHbiwSHhBCi7pI5XAgh6hYJDgkhxJ1B5nAhhKi7ZA4XovbZ7ZCeriA52REAKi0QlJSkKrhOWWtti0oTEFB69aDAQKsECG4BmcNFRWVmKkoEi4pejotT3XTVIi8vG9275zvbm7VubUZVO9lFUYPKCw6pb+E4hBBCCCGEEEIIIYQQQgghhBCiTrDbISJCxaFDWi5c0BSrCFQYFrJYbt9+P1qtnSZNLCUCQqGhFtzdpbaEEHWBh4cdDw8LLVuW/sXrrCwFBw9qCQ/XEham4/hxTaXnpfR0JT//bODnnw0F+7TRrZuJnj0dYaJ27cyoJVlyR5NfrxBCCCGEEEIIIYQQQgghhBDiT89ohBMntBw8qOXQIQ2HDmlJSbn9y274+FiLhYIKQ0ING1rlYL8Qdzh3dzv33ZfPffflA1nk5io4dEhLWJiWAwe0HD2qxWSqXJAoM1PJjh16duzQA+Dq6ggS9ejhaG3WoYMZrbYGHoyoNfJWIYQQQgghhBBCCCGEEEIIIYT400lOVnLokCModPCglhMnNJU+wF6TvLxs+Ptb8fOz4efnWPb1teHvbyu4zkqTJlZ8fGy1PVQhxG3CxcVO37759O2bD0BeHhw9eq0i0ZEjWozGys1zOTlKfvtNz2+/OYJEer2NLl3MzopEnTqZ0Our/aGIW0iCQ0IIIYQQQgghhBBCCCGEEEKIO5rNBhcuqAuqCTmCQpGRt/ZQqVptdwZ+CsNAhYGga5cdy76+NjSaWzo8IcQdyGCAXr1M9OplArLJz4djxxwVicLDHXNhXp6yUts0GpXs26dj3z4dADqdnU6drlUk6trVjMEg7RDrEgkOCSGEEEIIIYQQQgghhBBCCCHuKLm5Co4edbQbO3RIy+HDWjIyKndwvCJcXW0lQj/Xh4H8/W34+lrx8rKjuH0KGgkh/oR0Orj7bhN3323i1VfBbIbjxzWEh+sID9fy++9asrMrN1fm5ysK7q8D3NFo7HToYKZHj3weeyyPu+6y1MyDEdVGgkNCCCGEEEIIIYQQQgghhBBCiDotPl7prCZ06JCWkyc1WK03n9LR6+106GCia1cTISFWZziosF2YVNUQQtRlGg106WKmSxczL74IFgucOqUpqEik4/ffKx+6NJsVzrm4XTuzBIfqAAkOCSGEEEIIIYQQQgghhBBCCCHqDIsFzp5VO1uOHTyoJTa2eg57+vtb6dbNERTq1s1E27ZmtNpq2bQQQtz21Gro0MFMhw5mJkzIwWqFM2fUzopE4eFa0tJUFd5ejx6mGhytqC4SHBJCCCGEEEIIIYQQQgghhBBC3LayshQcOaJ1VhQ6ckRDTs7Ntx1TKOy0bGmha9drQaFGjay3bTsxu91O6ulUIjZGELktkvy0fFyDXGnQpwHBfYOp37U+Kl3FD+gLIcSNqFTQtq2Ftm0tvPBCDjYbnD+vLggROcJESUmlzzvNm5vx87Pd4hGLqpDgkBBCCCGEEEIIIYQQQgghhBB/QlkxWSQeSsSjkQf+nfxR3AaJGbsdoqNVxaoJnT2rxm6/+bG5uNjo3NnsDAl17mzCw+P2bzWWdiGNiI0RRGyMIP1ierHb8pLySD6WzB/z/0BtUBPQI4AGfR1BIu+7vG+L36kQ5bHb7RitRowWI3mWPIxWI+b8NGymRAxaH3w9W+Gu86ztYYoCSiW0bGmhZUsLY8fmYrfDpUsqZ4goLExHQoIjSCTVhuoOCQ4JIYQQQgghhBBCCCGEEEII8SeSeDCR4/85TuTWSCjIzfh38qfr1K4E9w2+ZWGT1FQF585pOHdOXew8Pf3mqwkBBAVZ6NbNVNB6zEyrVmbUdeToaGZkJpc2XiJiYwSpZ1IrdB9LnoWYX2OI+TUGAJf6LgTdE+QIEvUJxqW+S00OWdxBLDYLRouxRKAnz5LnvL5wOc+aV/o6RW4zWoyYrTm42XLwsOXiQS7e5OOtMOOntBCgggA1znO3IlNAvg1irQqu2g2kKz3IU/ti0QejcglB794CD482BHg0w0Ujz+/aoFBAs2ZWmjXLZdQoR5DoyhUV4eFamje31PbwRAUp7Hb77R+jvY3FxcVVeN3c3FxcXGTCqklqtRqLRSYgIYSoi2QOF0KIuqXo3zd+fn4kJyfX8oiEEEJUhczhQghRd8kcLirLZrURuTWSE0tOcPXI1TLXC+geQNepXQnsGVht+87OVpQIB507p+bq1eprq6VS2WnTxuxsO9a1q4ng4LrVIic7NpuITRFc2nCJ5OPV//r2bulNcJ9gGvRtQECPADQummrfh6iYmpzDbXYbmaZMMvIzyMjPIN2UTkZ+RvHr8tPJMGU4L2eYMsg1516r+GMzV2hfSsBXRYngT+F5/SK3+dZgF70UK8RaVSRjIFPpiVFTD5u+ASrXJri4tcTbqzWBbg0wqA01NwghbnNBQUFl3ibBoZskwaHbixx0vnmTJk1i7dq1PPnkk3z++ee1PZwK+e6775g8eTINGjTgwIEDtT0ccRP27NnD8OHDue+++1ixYkVtD6daWa1WvvzyS9atW0dERAR5eXkALF26lAcffLBG9hkdHU2PHj0ACA8Pp2HDhtV2/5rYtszhQojyzJkzh08//ZSePXvy/fff35J9zp8/nw8//JBJkyYxderUW7LPukSCQ0IIcWeQOVwIIeoumcNFRZlzzJz77hwnvzhJVlRWhe8X3CeYLlO7UL9L/QrfJy8PLl26Fgw6e9ZxHhNT/WV+PDxsdOlyLSTUqZMZV9e6d9gzJyGHy/+7zKWNl7h6uOxAV3VTapXU71Kf4L6OIJFvO1+Uquqp9FSrbPkozRkoLZkoLAXntlywW1DYrWAzO87tFhR2C9gtYLeisJuvO7cUW/fa+tetU3Q7ttLWcZwXXU9ht6JQKLEpdNiVOuxKveNcpYeCyzaFlnxU5Nshz64gz2Yjx2Yj22ol22Yh02Im02Ii3ZJPutlIqjmPVFMuyaYckk3Z5Nkgzw5Gu+M8v5IvDU+lI/BTv5QwUECRMJC/CtR1oBuexQ4xFoi3qklRuJKt8iZfWx+7oSFa12a4erTC36MZga6B6FS62h6uEDWivOBQHSnGJ8Q1hQeNAGJjY2t5NKImRUdHs2bNGgCmTJlSy6O59YoGK4rS6XS4ubnh4+NDq1at6NixI0OGDCEwsPxvfzzxxBOEhYWVuN7FxYX69evTtWtXRo8eTZcuXcrdf0WtXbuWXr16VXh9m83GO++8A8DkyZNL3G42m5k3bx7r1q0jLi4OLy8v7r//fl5//XX8/PzK3O4TTzzBgQMH2LRpEx07dqz8A6kmM2fOZNmyZQBotVr8/f0Bx+9TiD+DEydOcOTIEU6ePMnx48c5f/48JpOpQqHP/Px8du3axa5duzhy5AiRkZHk5ubi4eHBXXfdxUMPPcSIESMwGKr+bZGb3UdERARbtmzh2LFjXLx4kZSUFDIyMnBxcSEkJIS+ffvyzDPPlPvB/M/qdn6/f/bZZ1myZAlLlixh1KhRN3yvFUIIIYQQQgghbic5CTmcWnaKMyvOYMowVfr+sXtiid0TS8MBDek6tSt+7a79H9ZshshINWfPFg8JRUaqsNlqJkUQEmKhSxeTs/VYixYWlHU055KXnMflzZeJ2BRBfHi8s11cRdW/uz6hQ0IJ7BHI1T+uErvb8bvKT8uv8DZsJhvxYfHEh8VzaPYhdF46gnoHEdw3mOC+wXg08qjko6omNlOx0E/pyxkoCi4XX85EYTPWzrir4EYFeCpUjkJVcNLfeNU827UgkdFe8rKb4lowSF9HX1tlUSsgRAMhGguQ4TjZIiHnAOQAVyHTClEWuGTTkKZ0J1vli1kXiNLQCK1bMzw8WhHo3pgA1wA0SqnWJe4sEhwSQhRTv359QkNDqV+/4t8gqCnR0dHOkFh5BxI9PDwIDQ0lICDgVg3tlnN3d0evd3zqs1qtZGZmkpKSwoULF9i4cSPvv/8+Q4YM4Z133sHHx6fcbWk0Gry8vJyXU1NTuXz5MpcvX+b7779n8uTJTJ48GaVS6Qy3XC8rKwuj0YhSqcTX17fM/VTG2rVrOX36NAMGDKBTp04lbv/73//O1q1bAUfY6erVq6xcuZL9+/ezdetWPDxK/hHz3XffERYWxvPPP1+roaHs7Gy++eYbAN5++20mTJhwy3qE3wy1Wk1oaKhzWYib8cILLxATE1Ol+z7zzDPs2bPHeVmtVuPi4kJqaiphYWGEhYWxdOlSvvnmG5o0aVIr+9i2bRsffvih87JWq8XV1ZWMjAyOHz/O8ePH+eqrr5g3b16NVRmrqyr6fl8bXF1dGT9+PB9++CEff/yxc5xCCCGEEEIIIcTtLOV0Cif+c4JL6y9hM9+4VZdKr8JqtJZ5e/SOaKJ3RGNt0YwLwfdwLCGIS5fUmEw19z9Ovd5O69ZmunW7VlGoXr261XbsesY0I5E/RRKxMYK4fXHYrZVLC/l38qfpI01pOrgpbsFuzut9WvnQckRL7DY7KadSiNkdQ+zuWBIPJmLNL/v3er389Hwub77M5c2XAfAI8SC4jyNEFNQ7CJ1nBb8EazOjtGRdq/bjDP0UBnwKr79+OROFJR1lHQr+1DUGJRgA79oeSAWY7JBm1+CCBXflrakk5qGCtipoixlIdZysFyAbyAZbPMRbHZWLUuw6spUeGDV+2HWBaFwaY3BrhqdnawI9WuCh86wTx4GEKCRHAYUQxUyfPp3p06fX9jAqZdCgQQwaNKi2h1GjZs2axbBhw4pdl5iYyOHDh1m1ahU7d+7kxx9/JCwsjPXr15fbNqpr167FWryYTCbCw8OZPn06kZGRzJkzh/bt23P//ffzxx9/lLqNwpZ2QUFB1dYebuHChQCMGTOmxG179+5l69atuLu789///pfu3bsTFRXF2LFjOXfuHF988UWJg80pKSm8++67BAYGMm3atGoZY1VdvHgRs9nRD3jMmDF15sNiYGAgu3fvru1hiDuERqOhTZs2tGvXjnbt2nHkyBHWrVtXoftaLBYaNGjAU089xQMPPEDr1q1RKpWkp6ezcuVKPv30UyIjIxk1ahQ7duxwBi0r42b30axZM6ZNm0a3bt1o1aoV3t6OP7+NRiO//vor7733HpGRkbz44ov8+uuvNGrUqNJjFLXj6aef5uOPP2bdunW8/vrrt0W4WgghhBBCCCGEuJ7dbidmVwwnlpwgdnfFujX4tvGl3fh2NB3clCu/RPH7R4fJikgrc33V+Yvcdf4iZtpylX6kUHYl+IpSq+2Ehlq46y4LLVqYadnSwl13mWnc2IrqRuVY6gBTlokrP1/h0oZLxO6JrVCQqyjfNr40HdqUpo80vWEFIIVSgV87P/za+dHxxY5Y8iwk/J5A7O5YYnbHkHo6tVL7zozMJDMykzMrzqBQKvDv4O+sRlSvoyc6awzq3AjUeRGoci+hzotAnRuByiwtFEXp7CgwqT0xq32xav2waeuBrj7oAkFXH6vWH5u2HlatP3a1FygUZAGZ5nSyMk6RnXmG/OwL2POuoDEl4GZJxduehb/ChOYWHHZRKiBY7ThBPpDkOJnPOIsYEQvZNoi3Kki168lSeWBU+2HXB6A2NMbFrTlenq3x9myNWl2hmlJC3BISHBJCiDqqfv36PPTQQzz00ENs3LiRV155hYSEBMaMGcP27dsrXCFGq9XSt29fli1bxgMPPIDJZOLrr7/m/vvvr+FHcM3+/fu5ePEivr6+9O/fv8TthVVARo4cSffu3QFo1KgRb7zxBs8++yy7du0qERz65z//SVpaGkuXLsXNza3ENm+lvLw857Krq2stjkSI2rNr1y5URf7bk5KSUuH7Tp06lS5dupSY17y8vJg4cSLBwcFMnDiRyMhINm/ezOOPP17p8d3sPu6///5S5029Xs+gQYNo0aIFffv2xWg08uOPP/Lqq69Weoyidvj4+NCvXz927NjB6tWr5XcnhBBCCCGEEOK2Ys23cmn9JU58cYLUMxULhrh3boS9ZxcidY3ZvUdD5AoV588Hk5nRk7acoj+/4Uvp21IA7ThJG05xnPbsoh9pFahfolDYadzYyl13mbnrLgstWzrOmza1oNVW5hHf/sy5ZqK2R3Fp4yVifo2pVNUfAO+7vB2VhYY0xSvU68Z3KIPaoKZBvwY06NeA7nQnNymXuD1xjopEe2LJTcgtfwMKGx4+mfgFpuAbmIJvQAo+uhT8opLxzM1AeYuqwIjbn03l4Qz92LT+xQJAjsuO620aX+x2BZbcXCzZ2Y5TVhaWhBzMWVlYcuKxZJ2/dltODgqlEpWLC2oXF1QuLqhc2qNx6YHKYMDi6kqqiwsZBh1qVS5GaxR5lkislkhUpli0pkTcrWn42nPwUlbudXgz3JTQXGkH8hwneyLknXJcLDK1JlmVpKInS+leULkoAJWhkTNcpHcNxabxhtr8MrrdisKai8KaU3Cei9KW51x23mbLRWF1XK+05hZczsGu1JHeal7tjV9UmASHxB1l3759PPbYYwDExsZy+vRp5s+fT3h4OBkZGTRo0IARI0bwwgsvOA8MHjx4kEWLFnH06FEyMjIICQlhzJgxPPPMM6VWBenevTsxMTF8+umnDBkyhIULF7Jx40ZiYmLw9PSkd+/eTJ061VlJIDU1lUWLFrF161bi4+Nxd3fn/vvv5/XXXy+1DVRhJZcnn3ySzz//vNTH+d133zF58mQaNGhQotrL9ff/3//+x9dff82ZM2cwGo00bdqUYcOG8dxzz6EspflvWfufM2dOhdtzhIeHOyvemM1mwsLC2L59O4cOHSIhIYG0tDQ8PDxo27YtTz31FEOHDi3xsy78ORcKDg4udnvR8ZX38ygUGRnJ4sWL2bNnDwkJCajVakJCQnjwwQd54YUXcHd3L3Gf/fv38+STTwKO59Ply5eZN28eu3fvJiUlBR8fH+677z4mT55MYGBghX42NWXIkCHExcXx7rvvcv78edauXcuIESMqtY0WLVrQrl07Dh8+XGaloZqycuVKAAYPHlxq4Ck11fFJqnHjxsWuL2wXdH0AYffu3fzwww8MGjSoWlsCWa1W1q5dy7p16zhz5gw5OTn4+PjQpUsXxo4dS69evYqtX/jcLKroc7lnz57Fqj9VxIULF1i2bBn79+8nLi4Ou91OQEAAbdu2ZfDgwQwaNKjU1zZAUlIS8+bNY9u2bVy9ehV3d3d69erFlClTaNasWYn1o6Oj6dGjB1D8dV1R8fHxfPbZZ+zcudP5munbty+vvPJKucG261/T+/btY+nSpRw9epTk5GQef/zxYvOT0Wjk22+/ZcuWLZw7d47s7Gy8vLzo3Lkzo0eP5t577y11P4W/i7Vr19K+fXsWLFjA5s2biY2NRa/X06VLFyZNmkTnzp0r9bgLXbx4ke3bt/Pbb78RHR1NYmIiarWaxo0bM2DAAMaNG1dua0Gz2cyyZctYu3Ytly9fRqfT0apVK8aOHcvgwYN54oknCAsLY/LkyWW2dzp58iRfffUV4eHhJCYmolQqady4MX/5y1/K3f+RI0f46quvOHToEFevXkWpVOLj40PDhg255557GDZsGEFBQZX6eahu4itihYHBsjzyyCNMmzaN7Oxsjh07VqXgUE3vIzQ0FC8vL9LT04mPj6/0+Ir+vidNmsTSpUv5/vvvuXz5MgaDga5duzJlyhTatGkDOAKLS5YsYePGjURFRaHT6ejTpw9vvPEGISEhZe7n6tWrLFmyhJ07dxITE4Pdbqdhw4YMGDCA8ePHl/rZ5fq5Qq/XV3iuqcz7/fX27NnDf/7zH/744w9ycnJo2LAhQ4cOZeLEiWVWnfrtt9/45ptvOHr0KCkpKeh0Onx8fAgJCaFfv34MGzbMWS2qqEcffZQdO3awcuVKCQ4JIYQQQgghhLgtGNOMnFlxhlPLTpF3Ne+G61tRcULZnn22niQd8Ycjpa93gnacog3tOU4/duFNeqnrKbHTkWO04wRH6chu+pKJJwBBQY4KQo6To4pQ8+YWDIY7N2hiybMQ/Ws0ERsjiPolCkuepVL392jiQeiQUJoOaYpPy7L/Z3gzXPxdaPZYM5o91gy73U76hXRid8eSdOAs5qhTeHlfxTcgBd+gZEdIKCAVjbZyj+N2YLFDug3SrY7zNJujAozZDhYKziuyXLCtMpdvdHsp6xZdVgJ6JRgUoFcUOVdeu+yt0eOt0eOp1uGl1uGh1uKuUuOqUuOmVGJQKnFRgk4BOmxoFTY0dgtquxmFLb/gZHSc202V+jnalfoSwR+rth5WjR8WhQ/GfFdMJgOmfA2WPIsj+FMY+HGezmDJPoglOxtzwXXW3Fyw1/xcoNTrUbs0ROVyV0HoSI9Ka8euzseuygFVNipVFnp1Nq7aHHy0+Rh0VtRaKxqdzXHS2lBrbTWW2/FX2fAnF8gFSyJYTkEOUKRol8muIAUdWUoPjGpfR7jIpTEurqG4ud+FXR/kqNyErViQp0S4x1Y86IM1B7slB6zZUCQYpCwIBiltRlQ2Iyq7+aYeYy5akOBQnSDBIXHH2rlzJ+PGjcNoNOLh4UF+fj4XL17k3Xff5fjx4yxcuJCVK1fyxhtvYLPZcHd3Jz8/n3PnzvHWW28RFxfHm2++Web2s7KyeOSRRzhz5ozz4FRiYiI//PAD+/btY8OGDdhsNoYPH05UVBQGgwGbzUZSUhKrVq0iPDzc2Xqpprz11lt8/fXXKJVK3N3dMRqNnD59mpkzZ3LixAn+/e9/V3hbrq6upR4sLJSXl0d2dnaJ6w8ePFgswKLT6dBqtaSkpLBr1y527drF1q1bWbRoUbGwg6+vL9nZ2aSnO/4ouX7fHh7ll+QsauPGjUyaNIn8/HwA3NzcMJvNnDx5kpMnT7Jy5UpWrlxJ8+bNy9zGvn37ePbZZ8nJycHNzQ2bzUZCQgIrV65k586d/O9//6v18NDYsWNZsGABqampVQoOAc7HUNrvsqbY7XZ+++03oOwD94UHca9cuVLs+suXHb2WfX19ndcZjUamT5+Om5sb7777brWNMzMzk+eee46wsDDAEYJwc3MjMTGRzZs3s3nzZiZMmMCMGTOc99Hr9fj7+2M2m0t9Lnt5Ve7bIgsWLOCjjz7CZrM5t69Wq4mIiCAiIoKNGzdy+vRpPD09S9z33LlzTJkyheTkZAwGAwDJycls3LiRX3/9lXXr1jkDB9XhxIkTDB8+3Pm49Xo9WVlZrFmzhq1bt/Kvf/2rQttZunQpM2fOxG634+HhUSJ8EhERwZgxY5zPBYVCgbu7O0lJSfz888/8/PPPjBkzhg8//LDMfVy9epUHHniAyMhI9Ho9CoWC9PR0duzYwe7du/n6669LrYR1IyNHjnQGIhQKBR4eHmRmZnLq1ClOnTrFmjVr+O6770oNbeXm5jJ69GjCw8MBx/NNp9MRHh5OWFgYL7300g33/8knn/D5559jL/gjzGAwYLFYOHPmDGfOnOG7775j+fLltG3bttj91qxZw+TJk5330+l0qNVqYmNjiY2NJTw8nKCgoBLtE2uTUql0htGs1pr55sjN7uPcuXPO10N5wZ0bMZvNjBw5kj179qDValGr1aSkpPDzzz+zd+9e1q5dS8OGDRkxYgQnT550fkZJT09n06ZNhIWFsWXLlhIBHYCwsDCef/55MjIyAMdzRqFQcP78ec6fP8+qVatYtmwZd999d7mPszJzTVXf7xctWsT777/vXMdkMnHx4kXmzJlDWFgYq1evLjFffPbZZ3zyySfOywaDAbvdTlRUFFFRUezevZv27duXCIHCtfenmJgYLly4UO5nBiGEEEIIIYQQoiYlncvk4LyTxG05hz3/xqGOXAwcpCsHuZtsW8Uqs9tQ8gcdOUE7OnKUfuzGg6xS11VhoytH6Ko6ht+Drek5rQMBzQyVekx1ldVkJWZXDBEbI7iy7Qrm7ModYHdr4EbTIU0JHRqKbxvfUr/MXm2seajzIlEXaSnmnxdBy5YRqJq6WCrFAAAgAElEQVSV3Z6uNljtkGErCP0UhH+KBoGuDwVdf31ODWZSVAoVGqUGrUqLRqlBoyqyXHBZo9SgVWoxFCwXnoqup1Vp8Xb3RmvV4qnzxFPriZfOy7FccNlD64FKWfEvY5oKTmWyW1HYTGDLQ2HLx5abiSUzDUtGKpasDMyZGZhzLZjyVJiNCsw5+VhycpwhIHP2VSzZEViys7Gbby5McivYjEZMRiOk3qgSm0vBqSx2VFo7ap0Nnc6KRmvD4GbGzduMu7cJdx8Tbt4mXDzMlPGd7puiVdgJxEig3Qjmq462aLfuEN5N01QysCZqjwSHxB3rpZdeYuDAgbz99tsEBweTnZ3NvHnzmD9/Phs2bKB169Z88sknPPPMM7z66qv4+fmRnp7OrFmzWLNmDYsWLWLYsGGEhoaWuv1PP/0UDw8PVq1axT333IPdbmffvn28+OKLJCYm8v777xMTE4O7uzsbN26kS5cumM1mtm7dyuTJk7l8+TILFy7k9ddfr5HHv337dnJzc5k5cyYjRozA3d2d1NRUPvzwQ1auXMn333/Pk08+yT333FOh7U2YMIEJEyaUeltmZiZDhgzhwoULtGvXjnr16jlv0+v1PProozz66KO0b98ePz8/FAoFaWlp/PDDD3z88cf873//4+677+b555933m/Lli3FKv5UtQLOiRMneOWVVzCbzXTr1o0PPviA1q1bY7PZ+OWXX3jjjTeIi4tj7NixbNu2rcw2Un/729/o3bs3b731Fs2aNcNkMvHTTz8xdepUEhIS+PDDD5k7d26Vxlhd9Ho9vXv3ZtOmTRw9ehSj0VhmxYWyFIYcKhtouRnnz58nLc3xh0nHjh1LXadPnz4sWLCAb7/9lgceeIC7776bmJgYZ/ikb9++znU/++wzIiMjee+996o1zDVlyhTCwsLQarXMmDGDESNGYDAYuHr1KrNnz2b16tUsXryYxo0bM2bMGACGDh3K0KFDq+W5/N///pcPPvgAgIEDBzJlyhRn4CMtLY0TJ06watWqMqsNvfrqqzRv3pzly5fToUMHLBYL+/fvZ9KkSSQmJjJjxgx++OGHKo3tetnZ2Tz//POkp6cTHBzMJ598Qp8+fVAoFBw+fJipU6fyxhtv3HA7ycnJzJo1iyeffJLXXnuN4OBgrFYr0dHRAGRkZPD0008THR1N7969mTJlCh07dkSn05GZmcnq1av55JNPWL58OaGhobzwwgul7uett96iXr16rFmzhp49e6JQKDh27BivvPIKly5d4vXXXycsLKzMn21ZOnfuzIQJE7j33nsJCgpCq9ViMpk4cOAAs2fP5ujRo7z00kv89NNPJe47a9YswsPDUSqVTJ8+nWeeeQZXV1dSU1P5/PPPmT9/fqkBsUJffPEFn332GW5ubrz88ss89dRT1KtXD6vVyqlTp3jvvffYt28fY8eOZdeuXc65Ly8vjxkzZmC323nssceYMmWKM+SSm5vLxYsX2bhxI35+N9+/vjqdOXPGGTxp2bLlbbMPi8XC1atX2bt3rzOw4uXlxVNPPVXlcSxfvhylUsmSJUt44IEHUKvVHDt2jIkTJ3LlyhX+8Y9/4O/vT0ZGBitXrqRPnz4Azs8oycnJfPTRR8ybV/xbHrGxsc7QUIsWLfjXv/5Ft27dADhw4ABTp07l0qVLPPvss/zyyy9lzq+VnWuq8n5/+vRpDhw4wIsvvsj48ePx8fEhKyuLJUuW8Nlnn7F//37Wrl3L8OHDnfcprBYJjvf08ePHExAQADg+x5w9e5b169eX2doyKCiIgIAAEhISCAsLk+CQEEIIIYQQQogaY7NBQoKSqCg1UVEqoqPVXLmiIut0PAERh2iSf5aKxEtS8CGMHhyjI2Y0VRqLFRWH6colt/bc732Qlkn7URvLaG9ltZK8+QRbdpymzdg2tJ/YHoPvnRcgsllsxO2L49KGS0T+FIkpo3IHxV0DXGnySBNCh4Ti38m/esNCdisqYwzq3AhnOEiddwlVbgTq/Njq208FGHN0GHP15OUYMObqyTVqSFFYSVDnE2fIIdo1i2SFtWTwp6A60M1mf/QqPU08m9DEswlNPZvSwK0BOpUOrVJbLNyjVqqLh4CUpYeACpeViupLhvj5+ZGcnHzjFW/AZrFgycrCnJnpqPqTmVl8ueA2y3XntoIv24sbUWA1KbCalORnFUYrSs5tCqUdvacZD598PL3NuHmbcPd2hIrcvMyo1HduxbXyaBSAzQTKO6wn5R1IgkO3keAvSn7z+04RO+7WfiAB6NChAwsXLnR+6HJzc2P69OkcPHiQAwcO8OGHH/L0008Xq0ji5eXFJ598QlhYGNHR0WzatIlJkyaVuv38/HxWrVrlbJUEjvDCW2+9xZQpU9i0aRP+/v7s3LnT2QpGo9EwZMgQzp07x+eff87GjRtrLDiUnp7Op59+WqwihI+PDx9//DEnT57k+PHjbNiwocLBobJYLBbGjRvHhQsXCAgIYNmyZeh0OuftnTt3LrXNj7e3N88//zz169dn/PjxfPXVV8WCQ9Vl9uzZmM1mQkJCWLVqlbP6gVKpZODAgQQFBfHwww8TGRnJihUrygxHtW7dmqVLlzqDA1qtliFDhpCcnMyMGTPYvHkzn376abntl26F1q1bs2nTJkwmE/Hx8cWenzdy9OhRjh8/DlDl1kxVcfToUcDxGr2+FVmhPn368Je//IXt27fz6KOP4urqSk5ODuBoX1YYCDl79ixLliyhU6dOPPPMM9U6xi1btgDw7rvvMmrUKOdt9erVY86cOWRmZrJlyxY+/vhjnnrqqUqHtsqTnp7uDA0NHTqUBQsWFPuD0tvbm759+xYLUF3Pz8+v2GtArVbTt29fPvroI5599lkOHDhAXFxcpdtPlWb58uXExsai1Wr59ttvix1g79KlC6tXry6zfVhRRqORhx56iM8++8x5nUqlcgZZ5s6d6wwNrVy5stjrz8PDg7/97W80bNiQF154gX//+9+MHTu21NeoSqVi7dq1xcIwHTt2ZMmSJdx///3ExMRw+PBhZ4iiohYtWlTiOq1WS58+fejcuTO9e/fmxIkT/P7778UquMTGxjrb902ZMoWJEyc6b/Px8eGdd94hMzOTtWvXlrrf1NRUZs+ejUKh4Msvv3QGRwofa/v27Vm5ciWPPPIIx48fZ+XKlYwbNw5wvIays7NxcXHhs88+K/bzcnFxoX379rRv375SP4dbofD14enpyeDBg2t9H3379uXSpUslrm/RogULFiwot0XdjWRkZPDjjz8We8507NiRf/3rXwwbNoxDhw6h1+v55Zdfir0H9OnThzfffJMpU6awZcsWPv30UzSaa/80nDdvHhkZGXh5efHdd98VCwF3796d1atXc99995Gens78+fOd1X6udyvmmoyMjBIt+tzd3Xnttdc4d+4cW7ZsYf369cWCQ0eOHMFms9G0aVNmzpxZbHseHh7cfffd5VZSAmjTpg0JCQkcPnzYGRAVQgghhBBCCCEqy26H9HQF0dGOYNC1gJCKK1fUxMaqMJkc//tTYKMlZ+lFGO2IucGWHa7QiDB6co4W2KlcyEGvt9GihaPFWMuW5oJlM0FBNhSKJljyGnLq61McW3CM/LTSQwdWo5Xji49zZsUZ2jzfhvbj26Pz0pW6bl1hTDVy9ehVrmy7QuSWSIypxkrd3+BnoMngJjQd0pSAbgEolDcZFrIaUedeRJNzGnXOhSIhochKt6O6GZmp7qQk+JIa70tKgi/J8b6kxPuSnuSNzVp+pRw3hY2c+okkN4wmvWE0MQ1iSPNOo0KpuAJKhZKGbg1p6tn02smrKaGeoQS6BlZryOdWsNtsjso+RcI9pQaBCpcL1rHmlhHmE7eU3aYgL01LXpqWxOtvVIDKw47Gy4yrlxFv7zwCfK8FizTaOztUZLdko9DWTAtGUX0kOCTuWBMnTiw1qd2vXz8OHDgAUGqrF5VKRZ8+fVi5ciVnzpwpc/sPPfRQqaGMfv36OZdHjhxZ6sHB/v378/nnnxMZGUlubi4uLuWVwKuaoKAg57f3rzdw4ECOHz9e7uOrqOnTp7N3715cXFz4+uuvK13hZcCAAQBERkaSmJhI/fr1b3pMhTIyMpwtsP7+9787D2IW1bZtWwYNGsSmTZtYv359mcGhl19+udRqIw888AAzZszAaDRy+fLlWq9AULRSUGFljBtJSEhg7969vP/++9hsNhQKRZmVWWpCQkICwA0PpP/nP/9h7ty5/PDDD8TFxeHv78+AAQN4/fXX8fLywm63M23aNOx2O7Nnz0apVHL58mU++OAD9u3bR35+Pm3atGHKlCnFXqcVsWHDBsDRyu3pp58udZ1p06axZcsWUlNT2b17NwMHDqzUPsqzefNmsrOz0Wg0zJw5s0rfQhk/fnypr4H77rvPWQnn7Nmz1RIcKvx5DR48uNTXRL169Rg1ahTz58+/4bbKasllt9tZvXo14HhsZYX2HnzwQWfFtePHj5caihs5cmSpFXRatWpFo0aNiIqK4vTp05UODpXH1dWVHj16sGnTphLBoc2bN2Oz2TAYDPztb38r9f6TJk0qMzj0ww8/kJeXR8eOHYuFhopSq9UMHTqU48ePs2vXLmdwqLAtlNlsJi0trdwWlbeLhQsXsnPnTgDefPNNZ2vD2tyHr68vmZmZGI1GsrIcZbxbtWrFP//5T1q3bn1TYykr4NKzZ090Oh35+fk8/PDD5X5GKXzPatGiBeB4PW3atAmAUaNGFQsNFQoKCmL06NEsXLiQDRs2lBkcuhVzjU6nK/P9euDAgWzZsqXEZ5zCCl05OTlV/uxV+D6VmFjiT38hhBBCCCGEEKJUeXlw/ryG06c1nDql5vRpDWfPasjIKD/QoMVER47SgwP4cOM2UjYUnKY1YfQklvK/pO7ubqNRIyuNGllo2NBx3qiRlSZNLDRubEVVTt5DbVDT4e8daDW6FSe/PMmJJScwZZYeVDHnmPlj7h+c/vo07f7WjrYvtEXrfvtXnLCarKSeTiXxSCJJR5O4euQqmZGZld6OzktHk4eb0PSRpgT2DESprkKIxW5HmR+PJucMmuwzqHNOO85zL6HAWvntVUGGFc6Z4bwJzhecX8iHrOgAAs43p2lEUxpFNUJlq3hLLQClXUlgQiCBCYHcfdDxv65s12yiG0Y7T/GB8Vg0FvwN/oR6hhYPCHk2pZFHI3Sq2y+UZrfZHC2+srJKr/pTEPpRGI3kpqQ4gkCZmViysx3Jwj8Bq1WDzarBZtMWLGux2TRYrVps1oJzm+N6FHaUSjNKpRmDMpsAVRy+yqsolWYsSiVmlQqzUulYLjhZypvIaoMdrBkKrBlajFe0pODBxSI3K9zU4A0qLxMajzxcvbLx88olxM+Et6uVmuxieCM2u6P9X46t4GQveZ59/W3X3T5Xoeb2e6WK60lwSNyxOnXqVOr1hQdBvby8yqxuUngAOSMjo8rbB0fVo/K2X7iPmggOdezYscy2OoXhnML2UFW1YMECVq5ciVKpZN68ebRr167U9bKzs1mxYgW//PILFy5cIDMzE3Mp/U8TEhKqNTh04sQJ7AUfsso6eA6OyhCbNm3izJkzmM3mYhUYCpVVgafoeCsa1KlJ9gp8qAwLCyM4uPQ/HguDKb169aruoZUptaC/7I3ao2m1Wl577TVee+21Um9fvnw5hw8f5sUXX6RNmzbExMQwZMgQUlNT6d+/P56enmzbto3Ro0fz5ZdfVirYU1iJqVevXmW+rpo3b+5sY3P8+PFqDQ4dOnQIgHbt2lX5NVLWnKVWq/Hx8SEhIaFansOFoQCA3r17l7le7969bxgc0uv1Zc4r58+fd473//7v/8ptI1ZYnSomJqbU13JZPxtwvMajoqKq/LPZvn0769at49ixYyQlJZGXl1dinfj4+GKXT5w4ATjeQ8p6fwgJCSEoKIi4uLgSt/3++++Ao3pQWe3/wBEegWstCgu326xZMy5evMjgwYMZM2YM/fr1o1WrVqhutz+2gI0bN/Lhhx8C8MQTTxSrBlab+/jxxx+dy2lpafz88898/PHHDBs2jOHDhzN79uwqV6gr63eqUqnw9vYmISGhzHWKfkYp+hmn6HO8vPfLPn36sHDhQtLS0oiKiqJRo0Yl1rkVc02LFi3KbC1aOEdev4+OHTvi4+NDYmIigwcPZvTo0fTp04fQ0NAKhzEL36dSUlJuYvRCCCGEEEIIIe5USUlKTp1yhIROn1Zz6pSGS5fUWK0VP+LrThZ3c4CuHMbAjavamNBwhM6E0510HF900mjsNGhwLRDUqJGVhg0doaCGDS14edlv+iC01k1L50mdaTO2DSf+c4KTX57EnFPyf/4ApkwThz85zMkvT9LhxQ60HtsajUvVWqdVN7vdTlZ0ljMgdPXIVVJOpWDNr1ooR+OuIeTBEEKHhhJ8TzBKTcXDQgprLuqccwUBIUdQSJNzBqWl5o87mOxwsSAYdK5IQOi8Ga6W9aMISOBCQAJ7/p+9Ow+Pqjz/P/6ePZNM9p0sZIWwS0BBxA1RASug4IJVWxXr8q0txapttWptS21ditaF1g2tihaqiII/RLAKAmJYZQskkJB9Xyezn/P7YzKTmWSykckCPK/rmuvMnDnnzMNkcobM85n7vmQrGquG4YXDSc9PJ+1EGrGVp/cZtsFoYNTRUYw6OgoAhUZBxNgIhp0/jNjJscSOjCUw1v/zaZ2RHQ7sRqNX4Kd9+MczGORengMBIFlWugM/jtYAUPvAj/v+1vvattVAL6uhuTQA5Tg/f0zlBBPZwyiOosbutZ0EODyCRK5wkTtg5HG703Wttx1dzD34i9xsh2awFymxE4SJIKqBo4AiUIccGYgjHKQQMwQ3oQlpICikgdhgMwlqiFGBFd+hnQ6hntalSVZgRoVZVmNRqLGiwarQYEWDXanDptBiV+qQlDrUni37VBq0mnZt/tq19wtWaolQta1Xqs6+tpVnIxEcEs5aBoPB53rXxGdn9wPuyTy73d7pNp1NWHlOBHb2GJ7bdPUYfdHZ+KDtOejLY69fv949kfroo48ya9Ysn9vl5+dz0003eU2M6/V6QkJC3BP9VVVVALT4uZyi58ReXFxcp9u5qiTZ7Xbq6+t9Vtjoyc/SVxhqoHlOBHdWEUOj0bgnPxUKBQEBAcTGxjJ58mQWLVpEenr6gIzVxRVe0GpP/9smlZWVPP300yQnJ/OrX/0KgKeffpra2loefPBBli5dCsA333zDokWLeOyxx7jiiit6HIRw9RnurqJWfHw85eXlfulL7Mn1O5KYmHjax+jJOc8fr+H6+nr3uaWr37ueVBsJDw/vNBDkWfGjp5P4vkI70Pf3A18kSeKBBx5g7dq1XscKCwtzhxObmpowm80dzn2uMF13IbG4uDifwSHXc2M2m92/X13xfF5UKhWvvPIKixcv5tSpUyxbtoxly5ah1+uZPHkys2fP5sYbb/RZUWagff755zzwwANIksScOXN47rnnfG73+OOPs27dOp/37du3zy+P0ZXw8HBuvvlmpk+fzowZM/jggw8YO3Ysd9xxR6+PBT17vfbk/yiev++e56ye/t5WV1f7DA4NxLnmdH5nQ0NDefnll/n5z39Obm4ujz32GOCssjVlyhSuvfZa5s6d6zM87OJqQWkR/d8FQRAEQRAEQRDOaXY7nDih9qoidOiQhqqq0//SVSwVXMgOxvEDKqRut29WBlOcMAnHeeMYlaHh6mQ7ycnVJCXZiYuTuqwa5E+6MB2TH57M2MVj2f/Kfg69dQiH2XfSxFJvYdefd/HDP39gws+dVYvUAQM7TWlttFK1r4rKvZVU7q2kam8Vpmrfnxn2lDpQzfCrh5M+N53ESxNR6bp58mUJlbkYjfEI6ubD7mpCKtNJFPRv2KTQ5h0KyrU6r5+y06f6RTatjbzMPPIynTVUAkwBJBYnklSURFJREgklCeisva83IttkavbWULO3hh/+5fyypSHJ4AwRTY4ldlIsEaMiuq3mJDsc3kGf9m3A2t/Xut7e3Nz7J+MMIssKHA4tDoeuNdSjbRf4aa0E5BEOct0nyyp61VeuH5wkjZOkEYCJ8Rwgmz3EtjYJUwJKSUIjdX8+7Y4EXsEiq0pFs0ZDs1ZLk1ZLs1ZLs0aD5TS/KNoducUCLRZUReA8u6iBSIxEUqDTciomCntUMIrAAFRaLUqNFpVWi0qjRaXVodfqCNbpUGsDUGt1aLQBaHR61LoAFBoNSo+L122t1n1boVKdVicM4cwigkOCIPTa3r17+cUvfoEsy9xyyy2dtgsBWLp0KWVlZSQlJfHYY49x0UUXeQVaHA6He+KxJ9Vy+tuZ/sZ3+PBhwNnGpbPJ38mTJ7NmzZqBHFaXXK+Hrip8def3v/89jY2NvPrqq+j1eiRJ4osvvkChULhbMIGzutSYMWM4dOgQP/zwQ5fVWPqiv15HZ9rrs6/j7SrY5XC0/Sm7b9++IddSa9WqVaxduxaVSsUvfvELFixYwPDhw72CUA888AAfffRRh3Of63Z3z19n50zXc3Pbbbfx9NNP93rsY8aM4euvv+bLL7/kf//7H7t37yY3N5etW7eydetWXnrpJd555x1GjRrV62P7y//7f/+P++67D7vdzuzZs3n11Vc7reDT2NjoDt/112P0RGJiIrNnz2bNmjW89957px0c6m89/b09085H4HwP2LlzJxs2bGDbtm3k5ORw8uRJNm3axKZNm3j55Zd57733Og2JuqoY9Uc7PEEQBEEQBEEQBGFoampScOSId0AoN1eD2eyPv4tl0slnGjtI50SP9jBkRDLh3nGMXJCGSqsCzK2XwRUQEcCUx6Yw7mfj2PfSPo78+wiS1feEvanaxM4nd/LDih847xfnMXLRyNZ/i39Jdom63DpnSGiPMyhUf7wef2RzVAEqkq9IJm1uGslXJKPW+/7MSGFvQmM86hUQUhuPonT0XyClxtGxatAxK+TZwDQAUzB6tZ7I6EjiM+JJDk0mLTSNVEMqMZUxKA4rqNpdRcXuCpoKm07r+M1FzTQXNZP/cT7gDG5FnxdNTHYUkZkqgiKt2BuqMJWWui/msjLkfvoS/1AgA7Ksw2HXYre5KvvoPIJA3uEg53odkqRmsMM/nZMJwIKsVmGxd12hzIyeXUxhF1MYRgkT2cM4DqLDP1/+UwJaSULrEUKK8bGdVal0h4maWsNErmCRqYsvK/aFZLEiFZVCkfN10G+vcoXCZ7DIa1372x5hpPR77kHVh+IBwsAQwaEhpOTuksEegjAEuCYlu/o2e1PT6f2Hyh+Ki4u54447MJvNTJs2jWXLlnW6bUlJibvF0ssvv8ykSZM6bFNZWdlvY42MjHRfLysrIyUlxed2rmpIarWa0NDQfhtPfzObzXz77beAs7WaqzLCUOf6OZ1u65ovv/ySzz77jOuuu47LLrsMcFbCMBqNREVFERwc7LV9amoqhw4dorCwsMfBoaioKPLz831Wd/Hkei15vvb8ISbG+d/QoqIivx63P4SFhaFSqXA4HB1acHnq6r6e8AwKHTlyZMgFhz755BMAFi1a1Gl7vc7CLK7Xj2dVJV86u9/1enG1jDsdWq2WOXPmMGfOHMBZBWn9+vU8/fTTlJaWsmTJEjZu3Hjax++Lzz//nPvuuw+bzcasWbO6DfQsX76c5cuX9+tj9JQr0FlQUNDnY/mTZwvV0tLSTivPeZ4D/X2eGyiBgYEsXLiQhQsXAs5z0ccff8xzzz1Hbm4uv//973n99dd97ut6nzpT/+2CIAiCIAiCIAhC52QZSkpUra3G1O6WY4WF/p9GU2HnPNUPTFftJNzas8/Hk2YkMe5n4xg2fdiQ/jJPYEwg056axvh7xrP3xb3kfpCLbPedVjGWG/n2d9+y/9X9ZC/JJnNhZreVY7piLDN6VRKq2leF3eSnaXQFhI8IJ3piNAnTE0i+MhmtwWMSXHagMhW424upXUvzKf88vg/FNjhghR8scNgjIFTb9wIrbnq1noiACMJ14UQERHS8HhBOeEDrbZ3ztl7dSaXyFOAC4KfOmy2VLVTsrqAyp5KKnAqqf6jutkWcQuFArTGi1Taj8bxUNmPcbKRly+B/Ob2vlLoAFNpAUOmRJB12mxabWY2lSYG1WeUV/Gm7fvqtv/qTFgsBmN0XPSYCMKNz3267T6ewoEmNRzlhJMrzx8GF2UgZ6UgSFP+vmKOrjnLqy1Odnk9cSkmglAQ2qq9hZGITE2KLSaIIVUM9yvp6FPX1KHtQpf+0/r2SRITZTISP49sVirYKRR6BoiatlhaNBnkIn9cBkGUkqxWs1tOqTpb+s5/5fUiC/4ngkCAMMa7gSlcBhb179w7UcLw0NTXxk5/8hKqqKtLS0njttde6bOnh+W8YO3asz222bt3a6f6elTlkWe71H0Tjxo1DqVQiSRLbtm3rNDjkGsPo0aO7/PcMdStXrnS3OLrhhhsGeTQ9N2LECMDZbspoNHbZZq+9lpYWHn30UcLCwnjyySc73O+rTZNrXW9eT+PHj+e7775j+/btSJLks31WXl4e5eXlAEyYMKHHx+6JyZMn8+GHH3LgwAEqKiq6bWE1mLRaLaNGjeLgwYN8++233HzzzT63c4XcTldWVhbBwcE0NTWxbt06Lrnkkj4dz99c57/Ozn1Go7HTc/m4ceP46KOP2L9/Py0tLQQGduzbXVhY2On7xPnnn8/GjRvZs2cPxcXFfWpx5xIREcFtt92GSqXioYce4uDBg9TW1hIREdHnY/fGhg0buP/++92BnhUrVvj9vN2fj3HqlPPDot6c5wZCcnIyYWFh1NfXs23bNi6++GKf223btg1wVtzx1absdPX1/b4v4uPjuf/++2lqauLFF1/km2++6XRbV3gzMzNzoIYnCIIgCIIgCIIg9AOzGY4fb6si5Lo0NPTPxHt8vIMxY2yMja8gsfYQ1qiMFYIAACAASURBVJ2HsNa0dNsbSqlVkrkgk7F3jyVi5MB+BtNXhgQDF//1Yib83wT2Lt/L8dXHkSXfE/7NRc188+A37HtpH5OWTiJtXhpKVdc/C7vJTtWBKir3VFK1x9l6zFhm9Nv49VF6oidGE5MdQ8zEGKLPi0Yb7AwKKWx1aIy70RS3tRpTG4+ilPonjNAiwUErHLC0XlrDQr0NCOnV+g6hnwhdhM8QkGu7TkNAfhAYE0jq7FRSZ6cC4LA4qD5YTfnOIqp2Haf+6ElkUw1aTVtASK1pYajnK9yUWlDpQa0HlR5F6xJ1AAp1IGj04NDTVGnDWCVjrHRgt2pwNaMaCtQ6JTqdjA4zgdZGAsx16DsJ/jgvJo/rFpRdtF10REVhnTQJW/blWLOzsU2YgNz6mannXkolJM9MJnlmMi2VLRxfc5yj7x+l8WRjl2O325UcKgjlUEEooenTGLloJJkLMwmMDgSTCWVDA8p6Z5hI2dDgDBTV1bWtq69H4blNfT3Kxq4fs8vnUpYJs1gI81E0wgEYfQSKXC3QJB/zUWcapR9axgn9TwSHBGGIGT16NAD79++npKSEhIQEr/uPHz/O559/PuDjstvt3HvvvRw9epTw8HDeeecdwsLCutwnJCTEff3w4cNMnDjR6/7m5mZeeOGFTvc3GAzu6w0NDd0+XnuhoaFcdtllbNmyhVdffZUFCxag13v/R/fQoUNs2LABgHnz5vXq+EPJp59+6m5JlJWVxYIFCwZ5RD03efJkd4Wa/fv3M23atB7v+8wzz1BcXMyzzz7rVTEjMjKSoKAgmpubycvLIyMjAwCbzcbBgwcBejXpPW/ePF577TXKy8t5//33ufXWW32OBZwBi84m3U/Xj370I5566imampp48skneeWVV4b0N4vmzp3LwYMHWb9+Pb/85S/dz79LdXU1//73v/v0GGq1mptuuonXX3+d1atXc+ONN3LBBRd0un1dXd2Athdynf9c7QPbW758Oc2d9MieM2cOf/zjH2lpaeH111/nF7/4RYdtXnzxxU4fe8GCBTz77LOYzWZ+97vf8dZbb3Xa9k2SJJqamtyhVYvFgk7Xeb9xz0pmXbWS6w+ff/65O9Djah3m79BQXx7Dbrd3WZXo2LFjfPHFFwBceOGFfhmvvygUCubOncs777zDu+++y1133eWuXOVSXl7Ou+++C8D8+fP9+vh9fb/viZ6+tjt7XVssFvfv89SpU/0+PkEQBEEQBEEQBE8tLQoqK5VUVSmpqlK1XldRVaWkstK1VGKxqJCkWJRKUCg6XsB1XfZ5v+c2SmX323R1LNc2KpWMWg0ajXOpVruWbdc1GhmVynvZ2bZqtYxG4zyu59Lz/vbH9jyGUgkFBWqvKkLHj6txOPz/2ZpGI5OZaWf0aBtjxtgYPdpGanQDtV/nkfdxHtVfVtOTBlW6MB2jfzKa0T8dTWBMxy+UnUlCkkO49PlLmfB/E9jz9z3kr83vtFVY48lGvnrgK/b+Yy+THpxE6pxUFEoFsiRTn1/vDghV7qmk9mgtssM/1WVUOhWRYyOJmRhDTHYMcecFEhLZgNpSispyCJX5C1TFpagsJahNBagsfauk3pWTNmc4aH9rQOiABfJtdBq/0Cg1jIsaR1JwkjsE5A7/tAaDXLf7MwTUW/aWFq9WYqaSEvd1a3U1aiAqBAjp7kj9z+HQtGvx1f56+xZgWhyOngaAZNqm6gfuS+3aQCWGKA3BkWoM4SqCI1QYwpUEGyRCqwsIPnYAw6HdaJvr8Ue3L1mjwTZ2LNbs7NawUDaOxER6mwILjAlkwv0TGH/feMp3lZP7fi4nPjuBw9x1CrMhv4Fdf9rF909/z/CrhpO1KIuESxNQtlaH7zG7HWVjI4raWlQ1NSirqlBWVaGqqkJZXd12vaoKVXU1ih5WNlIBIVYrIVYrGL0DkBJgUqu9wkSeVYvsA/wZ/elQyPKQbYgneBPBIUEYYq688kqCgoIwGo3ce++9/P3vfycjIwObzcaWLVv43e9+h16v77KVWX94/PHH+d///odWq+W1114jNTW1231GjBhBQkICJSUlPPjggyxfvpzx48cDkJOTw2OPPUZDQ0On+6enp6PVarFaraxatYp7772312GJRx55hK1bt1JQUMAtt9zCsmXLGDVqFJIk8dVXX/Hwww9jt9tJSUnhtttu69Wxe2LhwoXs2LGDxMREvvvuO78eu7KykpycHFatWsWWLVsAZxuct99+2y8tdQaKwWBg/Pjx7N27l7179/Y4OHTw4EHeeOMNpk6d2qGqjUql4oorrmDdunU8+uijrFixgqCgIP72t79RXl5OfHw848aN6/EYJ06cyJw5c9iwYQO///3vsdls3Hzzzej1eiorK3nmmWf47LPPAHjooYf83iYuJCSERx99lN/85jesW7cOi8XC0qVL3dVs6uvrycnJ4b333uPFF1/s0J5toN1+++289dZblJWVceutt/LMM88wffp0FAoFe/fu5aGHHkKW+/6H/ZIlS/jyyy8pKCjgxz/+Mb/+9a9ZuHChu41QY2Mju3fvZu3atRw4cICvvvqqz4/ZU5dddhn79+/n/fffZ8yYMdx4441otVoqKyt5+eWXef311wkPD6eurq7DvomJiSxatIj33nuPZ599Fq1Wy2233UZQUBC1tbW8+OKLfPDBB4SGhvo8h8bExPC73/2Oxx9/nM2bN3PzzTfz8MMPk52djUqlQpZl8vPz2bx5M6tWreKBBx5whw0/+eQT3nvvPRYuXMgll1zC8OHDAXA4HGzdutXdnnLSpEm9bu1oMpkwmUxet8EZXnJVS3NpX8lo48aN7tZhc+bM8VvrMH8+xiWXXMJPfvITrrjiCtLS0txVdKqrq1m/fr07zKXT6ViyZIlfx+4PDzzwAJ988gn19fXcfPPN/PWvf+X8888H4Pvvv+ehhx5yh3r+7//+z6+P7Y/3++688sor7N69m/nz5zNt2jSGDRsGOANBGzduZMWKFQDMmDHD5/4HDx7EarWiVqvdz4sgCIIgCIIgCEJvWK1QXd0WAGoLBHmGgZxLo7E31QWG/qTh2SgsTPIKCI0ZYyMz045WC9ZGKwWfF5D3Uh6ff1vaaaWd9kJSQhh39zgyb8xEE3jmVsb3JSw9jBkvzeC8n5/Hnuf2cHLDyU63rT9Wz+Z7NhMxOgJ9lJ6qfVVYG61+GYdSZWfYeJnk8yFulI2o5BaCQ+tR20pRWcpQmUtQnmyEzofnF02SdwWhAxZnVaHGbopyBKgCmBQ7ialxU5kSP4XsmOwhFQjyZGtq6hAKMpWUYCorw+bjM9H+5nBoOgn5+A4DDeUWYF1RYSeUBkJobF02ENruuq7FAqdwXvqBPSEBW3a2MyiUnY1t7Fjw45yJQqEgfko88VPimfbHaeStzSN3VS7VB6q73E+2yxRsKKBgQwFB8UGMuGkEI24aQUhyDxNqajVSRAREROBo92Xpjg8mo2hqcoeIlJWVKKur24JF7cJGik7mfJVAkN1OkN1ObEuL90MAFpWKJq0Wo0aDQ6lEUihwKBTey87WKxRI3dznut2XVmoqWYYuvtApDB1nzsyyIJwjQkJC+MMf/sCvf/1r9uzZw6WXXorBYMBqtWK1WsnOzmbBggU8+uijAzquzZs3A84WIvfdd1+X265fv56EhAQUCgV//vOfWbx4Mbm5ucyePdtd8cdkMqHX63nrrbc6bWWk1+tZsGABq1at4k9/+hPPPfccERERKBQKrrnmGh5//PFuxz127FheeOEFlixZwq5du5g5cybBwcHYbDZ3y6phw4axcuXKIdc6xtMTTzzBX/7yF6CtQojV2vbHkkqlYv78+fzhD38Y0Koq/jJv3jz27t3LF1980aMJaYfDwcMPP4xKpeKvf/2rzwnmRx55hG+++YZt27Yxfvx4NBoNFosFpVLJn/70p15XS3nuueeoq6tjx44dPPbYYzz55JMYDAYaGhrcIZh7772X22+/vVfH7anbbruN+vp6/va3v7Fx40Y2btxIQEAAarXaq3KNNARKPgYHB/PGG2+waNEiioqK3CErpVKJ0WjEYDDwzDPPdHsu6U54eDirVq3irrvu4vDhwzz11FM89dRThIaGun9PXDprVdhf7rnnHtavX09eXh6PPPIIv/3tbwkODqaxsRFZlrn11luxWCysXr3a5/5PPPEEx48fZ9euXfzxj39k2bJlBAcHu19vv/zlL/nuu+/YuXOnzyoqd911F1arlb/85S9s376d+fPno9Vq3ZW4bDabe1vP3x9ZlsnJySEnJwcAnU5HYGAgDQ0N7tdWXFwczz//fK+fk1deecXnfqWlpR2CfCUlJV63n3zySfeYd+7cyeTJkzt9nMmTJ/P666/3enx9fYzCwkL3a1CtVrvfazx/PyMjI/nHP/5BVlZWr8fX34YNG8Ybb7zBnXfeSW5uLvPnz3e3yWtp/aM0NDSUN998k/j4eL8+tj/e77vjCgy7AoQBAQEEBAR4ncMzMzN54oknfO7vqhY1c+ZMrwpJgiAIgiAIgiCc2yQJ6uqUXhWBfAWBKiuV1NWJgM+ZKiXF7hUQGj3axrBhklexDIfFQdGWIvI+yuPUl6dwWLrpQ+Yh9oJYxt8znuQrk7tt0XWmi8iKYOZrM6k+WM3uZ3Zz6svOkwu1h2s7vc83maAQIyGRDYRGNhAa2Uj4sGZi0kyExTQRFFSLRlGDwrPkkbn10k8kGfJs3hWEDlig0N5p4SUvBo2BC+IuYErcFKbET2FC1AS0Km3/DbgHZFnGbjRira7G4rrU1LTdrqnBXF6O3eOz2YEi2bVYrCHYrAasVgM2j4skDe7z5g8KJIJp6hAKci6d1wMxDmh1FykgANuECe5KQtaJE5F6W8mnD7QhWkbfPprRt4+m5mANRz84St5HeVgbug4bGsuM7F2+l73L95JwcQIjF40kZVYKKp2f3qsVCuSQEBwhITjS07ve1jNk1BosUlZXo/IMG7WGj1TV1e6QkQIIcDgIMJmI9vjCbn+QwGegqLOgkWspKRTIKpWz55ww5IngkCAMQYsWLSI2NpYVK1Zw4MABbDYbaWlpXH/99dx99918/PHHgzY2m81GVVVVl9t4BheuvPJK/vvf//Liiy+Sk5ODyWQiOjqa6dOnc//993doYdTen//8Z4YNG8b69espLCx0Tya3r07RlXnz5jF+/HhWrFjBtm3bKCsrQ61WM2bMGGbPns3ixYv7rUJLWZmzbGl2dnafjtPU1OQOQWi1WgwGA5GRkYwaNYqJEycyd+5c4gbwP2P+dsMNN/D000+Tk5PDqVOnum0j9uabb7J//36WLl3a6WsoJSWFTz75xB2ccAXvli5dyuWXX97rMYaEhPDhhx+yevVq1qxZw5EjRzAajcTExDBp0iTuuOOOXrVZOx0PPPAAV155JW+++Sbffvst5eXlyLJMeno648aN40c/+tGgVxtymTBhAps2bWL58uVs2bKF2tpaQkNDmTNnDr/85S/9Vi0mOTmZzz//nLVr1/Lpp5/yww8/UFtbi0qlIjk5mTFjxnDllVdy5ZVX+uXxeio0NJRPPvmEv//972zcuJHy8nJUKhUXXnght956K/Pmzeuy6kxQUBAffvghb775JmvWrOHkyZPIsszUqVO56667mD17NjNnzgS820J6uu+++5g1axZvv/0227Zto7i4mMbGRoKDg0lJSWHatGlcffXVTJo0yb3PVVddxQsvvMD27dv54YcfqKyspL6+HoPBQHp6OjNnzuSOO+7odbWhvvJ8X+nu/F9fXz8oj7Fy5Uq2b99OTk4O5eXl1NbWIssycXFxjBw5khkzZnDDDTcM+HPXGxdeeCFff/01K1asYMuWLRQVFaFQKMjMzOSKK67gnnvu6dDCzF/88X7flR//+MfExcWxfft2jh49SkVFhbtN38iRI5kzZw633nqrz4pxsiyzdu1aAJ+tKgVBEARBEARBOHsZjQpyc9UcOaKhqMg7DOQKCvVHyythcAQESIwa5d1qbNQoOwaD74iHLMmUf1dO3sd5nFx/Ekt9z7sEKJQKUuakMP6e8cRk98/f2kNZ1Ngorn77aip2V7D72d2UfFPS7T7aAItXKCg0ssHjdgMhEU2otfYBGL1vtQ7vCkIHLHDICi29KLwergtnavxUpsRNYWr8VEZHjEalHLjQoeRwYK2t9QoBWaqrnbdbr1uqq5F62IKpP+hCQjCoVAQ3NxNaXk5wSwvBVisGmw2NJGFCTzGJFJFEEXpKMCBxZoSG9LS0BoB8Vwwy0ISq08Z1A8OemtpWSWjSJGxZWaAZGhXSIsdGctGfLmLKo1Mo+LyAo6uOUra9+9aCJVtLKNlagi5MR+aCTEYuGknEqIhu9/Ob0wkZtYaI3GGjmhpnoMhqRdF6Oe3rjo7BVyWglGXUsuxMTfeCpNdT3qs9hMGikP3RK+QcVlpa2uNtW1pa3N/cFvqHWq3Gbh+8/xgKgqfS0lLOP/98VCoVW7Zs6TYkda5bunQpH374Ib/+9a/51a9+NdjDEQaBOIf3nNFoZOzYsVitVj766COmTJky2EMShLPWzp07WbBgASkpKWzdutXdhk7w/vsmKiqK6uquS0ILgiAIQ5M4hwuCIDjnwAoLVRw5ouHIEQ1Hj6o5fFhDYaEKWRbBoLNRXJyD0aNt7suYMTZSUx30pEh5zeEa8j7OI39tPsZSY68eN3JsJBnXZZA+L52g+KFbAX+gle0sI+dvOZR/V45KYyNrUi7DswoJjaonJKKR0KgG9EGDF1bx5JAVHLer2GO2e7UbKzmNjzXjAuOYEj+FqXFTmRo/lYywDJSK/vncwd7S4h0CqqrqUC3IWl/f61CA3ykU6GJi0A8bhj42lmBJIqSqirDjxwk/cABNL0NLEkoqicaIobXKk2LILNXYPCoGNaKhrUr8UCAZDNgmTmwLCmVnO1t1nUEaTjZw7INjHFt9jJaKlu53aBU9MZqsRVmkzUtDazgzgmd+43B4BYq6DBtZLChsNt/btN4nK5Q0//rBwf5XCa2GDRvW6X2i4pAgCEI/+fbbbwFnNR0RGurer371K9auXctbb73FPffcI4KWgtCFf/3rX1itVsLCwpgwYcJgD0cQzmovvfQSAA8//LAIDQmCIAiCIAjCWaC+XsHRoxqOHHFWEjp8WENurpqWlqHz/321WiYqSiImxkF0dMel8+IgNTW8teItuIoAuK67LqDosM7XxbWdr2O4vn4uy90dS4Ekgc0GDocCmw3sdgV2u+ey7brNpsDhcC69t1F4HaOzbdofo/3S9XihoTKjRtk82o3ZiYzsXTiiuaSZvI/zyPs4j7qjdb3aNzg5mPT56WRcn0F4Zniv9j1XxE+J47qVych7NhFm3oAuoH/b7nTFJisolzQU2eGk1c5Jm0SRDU7ZocgOeTYZi3x6X34cHjzcHRSaEj+F4cHDUSj6Fk6UHQ6sdXXe1YF8VAtytPQ8NNHvlEoC4uKc4aBhw9AnJDiXkZGElpWh//57tDt2oF2zxt2W6XTJMVGEXDgV/fjxACicJw5nuMFudwYdfKzDbm8LRLRbR+s+na4bILJaDWq1sxWUa9l68bqv3Tr3daXSe51KhRQZ6Q4L2TMy6FGacggLTQ3l/N+ez6SHJlG0pYjcVbmc2nwK2dF1XZWqvVVU7a1ix5M7SJubRtbNWcRMjunz7+sZQaUCvR5Zr+9RS0WH1YGx1EhTURPNJc00VzS7rzcVNRGWGcbsfh+04A8iOCQIgtBPtm/fjk6nY+nSpYM9lDNCUlISd9xxBytWrGDlypXcf//9gz0kQRg0zc3NPPTQQ9x4441kZ2e721sVFxfz1ltv8c9//hOAxYsX+2ytJAiCf+zZs4evvvrK3RZUEARBEIRzT2NhI0f+fQSlRsnon4wmKE5UhzgTOBxw4ICzcgxAYKBMYKCEXi+3Xve+6PUyIiN+9rHZ4MQJtbt6kLOakJrS0sGZFlEoZCIiJGJinKEfzwCQa51rGRbWs9dkVBQoFINcHeQsZq4zc/Kzk+R9nEf5d71rtBIQEUDa3DQyrssgZtI5Mtl8GpTWWvSVHxFY9gEa4xHnyn7+qKusNQB0yta6bL24wkGVDhkZ/4Q/RoSNcAeFLoi7gGGGzis9dEWWJCzV1bQUF2MqKnIuS0poKS7GXFEx+FWCfFCo1QTEx7eFgzwCQgGxsSjVajCZ0O7Zg27HDrTvvYd2z54+B28cMTFYLrwQ64UXYrnwQmfrp4H8/ZNlcDi8wkReS2eiEoXVSlhICPVGozv4g1qNrFR6hYE813mtF/9x6RWlWsnwq4Yz/KrhtFS0cGz1MXJX5dJY0NjlfvYWu7Ni0QfHCMsMY+SikWQuzEQfqR+gkQ8+u8nuDAEVN9Fc3ExzUTNNJU00FzXTXNyMscJIVwkjpVq8Vs8UolVZH4lWZUOLaHMjCGe2hoYG3njjDSIiIvjpT3862MMRBpg4h7dpaGhg9OjR7tsGgwFwBopc5syZw6uvvopaLXLggtBfNm3axIEDB5g1axZjxowZ7OEMOaJVmSAIwtlBnMM711LZwupLV2NtdE5g6aP0XLv2WkJTQwd5ZEJ7sgz5+Wq2bdOydauOHTt0NDT0bpIiIEDyGSjyXid1st5zn47HEX+29b+qKmVr9SC1u93Y8eNqrNb+nywODpZ8VgVqXx0oMlJCo/HvY4tzuP/ZTXYKNxWS/3E+RV8VIdl6HshQ69UMnzWcjOsySLwkEaVGTJb6JDvQ1X5NYPkHBFR/gUL2X3umRkdbZaBT7cJBRXYotoO1n2ZFFSgYEzmmraJQ3BQi9ZG9OoatsZGW4mJaioowFRfTUlKCqTUkJA1gJZvuKDQadJGR6KKi0EZFua+7b0dFERAdjaJ9tRrPoNCOHWdHUKgPxDl8cMmyTNmOMnJX5XJyw0kcZkeP9lNqlMRMikEfoUcXrkMX1vklIDwAVYBqSIdHbUabMxTUGgRyBYRcS1NV3yrAKbVK7sy/E4Vy6D4H55KuWpWJ4FAfieDQ0CImnQVBEM5c4hzexm638+677/LNN9+Qm5tLTU0NZrOZiIgIxo8fz8KFC7nmmmuG9B8cgiCc/URwSBAE4ewgzuGd27VsF/tf3u+1LnJMJHPXzUUdIJIgg628XMm2bTq2btWxbZuO8vKh20pDq20LIgUFScTGSiQmOkhMtLcunZf4eIffgyVnG7MZ8vI8Kwg5qwhVV/ffz3/4cDujRtkYMcJOfLx3daCoKAf6QSw6IM7h/iHZJUq3l5L3UR4Fnxdga+55kEWhUpB4aSIZ12Uw/OrhaILEL3FnVC0nCSz/kMDy1aisvavgBGCTneEfz7Zh7cNBjQNYeEetUDMhegJT450hocmxkwnVdR8udpjNmEpL26oHtYaDWoqLsTc1DcDIu6YOCXGGgDyDQe1ua0JCeva5pAgKdUmcw4cOS4OF/I/zOfr+UWoO1fj12CqdqstwkTtkFBbgFUTSGDR++fzf0mDxDgS5WooVOddZ6vrWDrAnbtl9i6jcOkSI4FA/EsGhoUVMOguCIJy5xDlcEAThzCKCQ4IgCGcHcQ7v3H9n/pfaI7Ud1o+6fRTT/zJ9EEZ0bmtsVLBjh46tW7Vs26bj+PGzb3JeqZSJi3N4hYnaLnYSEhycK92qZRlKS1VeFYSOHlWTn6/G4eifCeKQEIlRo2yMGmUnK8vGqFE2srLsGAxDdwpFnMNPnyzLVO+vJu+jPPLX5fe6okJMdgwZ12eQdm0a+qhzp2VNbykcLQRUfUZg2YfoGnb2eD+jBKubYYMRCluDQRUOGIyGXAGqAKL10UQHRhOtj2ZUxCimxk9lUswkAjW+5/wkhwNLRYWzelBxsTsYZCouxlJVNcD/AieFWo02MrJjdSDP25GRqHS63h/cbkdZXY2qogJlRQXaAwdEUKgHxDl8aKr+oZrcVbnkfZznrjw6GBRqhTNM1FnYyDNkFKTBVGlyh4KaitqqBtma/FfV7XTNXTeX2Emxgz0Mga6DQ+KrMYIgCIIgCIIgCIIgCIIgCB6aS5t9hoYAjrxzhPip8aTPSx/gUZ1bzGbYvVvrrii0f78GSTo7Jgo7I0kKSkvVlJaq2bXL9zbR0R0DRZ63h2LIRZahqUlBfb2ShgYldXUKGhqU1Ncr3evq6xWt9znXlZaqet1urqeUSpn0dDujRtlbg0I2Ro+2M2yY42yZixa60HCygbyP88j/OJ+GEw292jc0PZSM6zLIuC6DkJSQfhrhWUCW0TTuJrD8Q/SV61A6mnu863YTvNkI/2mGpn5MCenVemL0MUTpo4jWRzuXrcEg18V1X5AmyGfVD1mWsdTWeoWCXEtTWRnyAH5BUm0wdFodyHVbExqKQtnL86rD4QwEVVaiLC9HVVHhDgd5LaurUUj++YGdzUEh4cwQNS6KqHFRTPn9FE6uP8nRVUcp39n7Kml9JdtlTNUmTNV9axU2EPQxeoITgzEkGghOCsaQ0LpMNGBINKAJPPsC/2cjERwSBEEQBEEQBEEQBEEQBEHwUPx1cZf3b31oK5FjIwlLDxugEZ39HA44dEjTGhTSsmuXDrP59CcKg4Ikpk61EhUl0dKi6PRiMin79DgDrapKRVWVir17fd8fFia5w0QJCQ6SkrxDRmFh8mnPv1oseAV+6usV7cI/ShoaFB73O7dpbFT2W5Wg7kREOBg92jsglJFhG9T2YsLAa6lq4cS6E+R9nEfV3t5VewmMDSRtbhoZ12cQNS5KtI3vgtJSib7ivwSWf4CmJa/H+5Xb4Z1GeKsRjvahMEaQJsgr8NM+ABQV2LY+SNPzljmyLGOurKQpNxdjQQEtRUXOgFBJCY6WltMfcC+pAgMJTEpCn5hIYEKC+7p+2DDUve12Ikkoa2qcwZ/WQJCysrLtekWFMyxUWem3QFBnHDExWKZNawsKpaWJoJAwJKj1ajIXZpK5MJP6/HqOz/nNEwAAIABJREFUfXiMY/851usKdWc8BQTFBWFIMrSFgxKDMSQZMCQ4L6KN89lB/BQFQRAEQRAEQRAEQRAEQRA8FG/pOjhkM9rYfM9m5n06D7VefMR6OmQZTp5UuSsKbd+uo77+9CvMaDQykyZZmT7dwvTpVs47z4qmh19udjjAZOo8WOR7vedtZSfrnbdleeAmQJ1hHS0HD/q+PyhI6hAqiolx0NLiGQJSeIWB6uqc60ym/qkA5A9arUxmZltAyFVNKDpaEvPP5yhLg4XCjYXkf5JPydYSZEfPq3FpDBpS56SScV0G8RfFo1QN3df+oJNsBNRuQV/2AQE1m1Hg6NFudhk+MzqrC31uhM5q8xg0hrYgUKCPMJA+ihh9DNGB0ejVfU8EyrKMtaaGpmPH2i7Hj2Orr+/zsXtCodGgHzaMwMRE9B7hoMCEBDRhYd0H1yQJZW1tW3Ugj0pByspK57rycpRVVSgcPftZ+ZsICglnorD0MC743QVMfngydcfqMFWbsNRZsNR3vJjrzW236yxItsFosthzCpWCoGFB3hWDEttCQkHxQai0qsEepjAAxF+1giAIgiAIgiAIgiAIgiAIrSSbRPHWroNDALVHatnxxA4u/tvFAzCqs0NlpZJt25xBoa1btZSW9u3j6TFjbEyfbuHiiy1MmWIlMPD02nSpVGAwyP3S5kuWwWxuCxI1NCgoLVVRXKymuFjldamp6f9JGaNRSW6uktzcM7dlRHy8o7V6UFtAKC3N3uOgmHD2sjZZKfyikBOfnqD462Ika88na5UaJUlXJJFxXQbJVySLUGg31MZjzlZk5WtQ2ap7vN9hC7zRCO82QWUnuZVxUeOYnTKb2SmzyQzL7NcqT9a6Ou+Q0LFjWGt9tyr1p4DgYIJCQwkKCcEQHExQUBCGoCD0Wi1KSQK7HZqbURw4AHv3orDbwW53L3E42ta1tKBqrRakrKpyrh9CHLGx3q3HRFBIOIMp1UoiR0f2eHtZlrGb7D5DRl4Bo9aQkWtprjfjMPsn3KfUKjEM824d5qoYFJwYTGBsIEq1CMgKIjgkCIIgCIIgCIIgCIIgCILgVrGnAluTd68UTbAGfaSexoJGr/VH3ztK/IXxZFyXMZBDPGM0NSnYsUPrDgv1NawyfLi9taKQhYsushIZObS/wQ3OuVG9Xkavl4mMhKQkGDvWDlg6bGsyKSgpUVFUpGoXKnKGjCoqlANavWiw6fUSWVl2rwpCWVk2wsP9H/ASzlw2o43CTa1hoa+KcVh6N9HqOoenXpOKLkzXT6M8OyjsTegr1xFY/gHaxj093q/RAR80O6sLfWf2cVwUTImbwqyUWcxKmUVScJIfR93G2tBAs0cVoaZjx7BU9a51XW/o7HaCrVZCrFaCLRbn0mrFYLWils++85gUFoYjLg5HbCxSXBzW7GwRFBLOeQqFAk2gBk2gBkOCoVf72k12LA2+qxq5wkWu29YmKwERARgSOlYMCowJRKEUv4NC90RwSBAEQRAEQRAEQRAEQRAEoZWvNmUJFycw8ZcTWTd3XYdJ6a0PbyVqXBRhGWEDNcQhy2KBPXu0rRWFdOzbp8HhOP2JishIBxddZOXii51hoeTkwWmrMlD0epmMDDsZGb6rRVittFYrUrUGjNqqFpWUqCgtVWG3D82JocBAidBQmbAwqd1FJjS07XZoqER4uEx4uER8vAOV6Iwh+GBrsVG0uYgT605wasupXldliBgVQcb1GaTPS+/1RO45R5bRNuwksOwDAqo+Qyn5SP504n8tzrDQf5uhpV1ORqPUcHHCxcxOmc1Vw68iSh/l12Hbmprc4SDXxVJR4dfHAFBJkjMcZLG0hYRag0I6aeiHW3tCCgtzhoFiYnDExuKIi0OKjcXReluKi8MRHQ0BAYM9VEE4q6j1atR6NUFxQYM9FOEcIYJDgiAIgiAIgiAIgiAIgiAIrYq+KuqwLunyJKLGRjH1yal8+9tvve6zt9j58p4vmf/Z/HOutU1Li4J9+zTk5Gj57jvnxWQ6/VYHgYESU6da3e3HsrLsKEXnBDetFlJSHKSk+A5JOBxQXq6kpETtrlpUUuJcFhWpKS1VYTaffrBIqZRbwz3OZXi45BH68Q4AhYXJ7iBQaKiEThRyEfrIbrJT9FVrWOjLU9hNvWvHZEgwkH5dOhnXZRCRFdFPozx7KM2lBFasJrDsP6jNBT3er8gGbzfBykbI9y7eR6A6kBlJM5idMpsZyTMI0Yb4Zax2o5GmvDyvkJC5tNQvx3ZRShLhZjMRZjNhFou7gpDebmdoxjW7J4WG4oiJcYaAXIEgzzBQTAyOmBjQ6wd7qIIgCMIAOLf+khUEQRAEQRAEQRAEQRAEQehES0ULNYdqOqxPvCwRgFG3jaJ8Zzn5n+R73V93tI7tv9/OJc9eMiDjHAyy7Kx2k5PjDArl5Gg5dKhvFYXUapnsbCvTpzurCp13nhWt1o+DPseoVJCQIJGQYOWCCzreL8tQXa1sDRK5QkVqamqUGAydV/9xXTcYZBHkEgaU3Wyn+OtiTnx6glNfnMJmtHW/kwd9jJ60H6WRdm0asZNjRauW7kgWAqq/ILD8Q3S1X6OgZxVzLBKsNTqrC33ZgtdeYbowrhp+FbNTZnNxwsXo1X0LodhNJprbhYRMxR0rBfaFUpYJM5uJMJmIMJuJNJkItVg4U05/UnCwM/zTGghyB4ParZNFIEgQBEHwIIJDgiAIgiAIgiAIgiAIgiAIQPH/Ok4+hmeFYxjmbGWjUCiY/rfpVP9QTcOJBq/tclflEj81nsyFmQMy1v5ms8GhQxq+/17rDgqVl/e9b9SoUTZ3RaEpU6wYDHL3Owl+oVBAdLREdLTExIm9C2AIwkBxWB3usFDhF4XYmnoZForSk3pNqjMsdEEsStWZEvcYILKMwtGC0lbTeqlFaatB0/QDgRUfobTX9/hQ+yzwRgO83wS1HmmhuKA4Zg+fzayUWUyNn4paeXpTkQ6zmeYTJ7xCQi2nTjlTkP6iVBIcEUFUdTVRpaVEms2EWiyoungMKSQEWa0GtRpUKvd191Klct7nWtd+m9b7269zH9PjGF3u57qt0bRVCoqNRQ4M9N/zIwiCIJwzRHBIEARBEARBEARBEARBEASBztuUedIatFzxzyv45NpPcJi9W0Zt+802osZHET4ivF/H2R9qa5Xk5GjYvdsZEtq3T4PZ3PcJ98REOxdf7AwKXXSRlaionlWwEATh3CHZJEq2lXBi3QkKNhZgbbD2an9duI7UOamkzU0jfmo8SvU5FBaSJZS2encAyCsQZHUFg5z3qWw1KG11KCTzaT9crQPea3JWF9pnaVufGpLKnNQ5zEqZxXnR56FU9O5nIDscGE+dovHIEZpyc2k8ehRjQQFIfnzPUCoJSk4meMQIgpOTic7PJ/6jj9AdPNj9+DQaTPPm0fyzn2EfM8Z/YxIEQRCEIUIEhwRBEARBEARBEARBEARBOOdJdomSrSUd1rvalHmKHB3JtKemsfXhrV7r7SY7X97zJfPXz0cTqOm3sfaVJMHx42p3JaGcHC0nTvjno+LwcAfTp1uZPt3C9OkWhg93oBDdgQRBaEeyS5RuL+XEpyco2FCApd7S/U4edGE6UmankHZtGsOmDUOpOUvCQpLFHfpReYR+lLaaDkEg57Kuxy3FTntIMmxqcYaFPjGCpbUYz9jIscxKmcWclDmMCB+Boocne1mWsVRVeYWEmo4fRzKffqCpA4WCwMREZ0io9WJIT0dbU0PQ668T+PjjKJubuz2MFBqK8bbbMP70p0jx8f4bnyAIgiAMMSI4JAiCIAiCIAiCIAiCIAjCOa9qb1WHiWtNkIa4C+J8bj/ylpGU7Swj76M8r/X1x+rZ/uh2Lv37pf021t4yGhXs3ashJ0fL7t3OS0ODfybZExPtTJ5sZfJkK+efb2X0aDvKs2T+XhAE/5IcEmU7ytxhIXNt74Ii2hAtKbNaw0LTh6HS9r194kBR2JtQmQpRmwtRmYpQ2ap9h4Ec3YdZBspJmzMs9HYjFNlBgYLzY89ndupsZg2fRXJIco+OY2tqcgaEcnNpOnqUxtxcbHV1fh2rPiHBOySUkYHao2WXZv9+gh58EP1nn6FwOLo4kpM9ORnj4sW03HwzclCQX8cqCIIgCEORCA4JguBlyZIlrF69mhtuuIHly5cP9nB65MMPP2Tp0qUkJiby3XffDfZwhLPAddddx65du/j000/Jzs4e7OH41ZEjR1i+fDm7du2ipqYGh8PB6NGj2bRp02APTTiDTZkyheLiYp5//nluuummAd+/t/r6vtHV/v157DPBJ598wv3338+CBQt48cUXB3s4giAIgiAIvVL0v45tyrqamFYoFEx/ejrVB6qpz6v3uu/Yf44RPzWeETeN6JexdkWWoaRExfffu6oJaTh8WIMk9b3sj1otM26czR0UmjTJSny8aD0mCELnJIdExa4KTnx6gpPrT2KqNvVqf41Bw/CrhpM2N43ESxJR6YZoWEh2oLKUozIVojKfQm0qaF2eQmUqQGX3b1Cmv5gkWNPsDAx9bQK1UsP0YdP5ecosrh5+NdGB0V3uL1mtNOfne4WETMXFfh1jQFycd0goMxONweBjMBK6L7/E8M9/otu5s0fHtk6cSPO992KeNQvUYgpVEARBOHeIdz3hjPPcc8/x/PPPA1BS0rF8tHD2KCoq4j//+Q8ADz744CCPZuAVFRUxdepUgB5Npi9cuJAdO3Zw4YUXsmbNmoEYYo+5QgHtKZVKgoODSU1N5fLLL+fOO+8kIiLC5zF27NjB119/zYEDBygsLKSurg6j0UhoaCgjRoxg9uzZ3HLLLej1+j6Ndf369ezatYsZM2b4DA3t37+fZ599lu+//x6bzUZWVhb33nsv1157bafH/Pbbb7nxxhuZOXMmb7/9dp/G1xenTp1i/vz5NLeW4Q0LC0Oj0XT6nAuCIPTWtddey/Lly/noo4+4++67GTdu3GAPSRAEQRCEThiNCj74IBCrVUV6uo6LL7ai18uDPaxBVfRVx+CQrzZlnjRBGq745xWsvWYtDrN3BYNtv9tG1IQoIrL6928uqxUOHtS4W47t3q2lvNw/E+sREY7WkJAzLDR+vJU+/tktCGcch8VBwf8rwFhuJGlGEuGZ4YM9pCFPlmQqdldwYp0zLNRS0dKr/dWB6raw0KWJqAOGxlSWwm50hoHMzjCQ2nTKIyRUjEK2DvYQe8QiQZXD+1LtgH1W+LgZrEo9lyddzj9S5jAjaQahulCfx5ElCVNJCY1HjzrbjeXm0pyfj2y3+22suuhor5BQ8IgRaEJCut7JZCJwzRqCXnsNTX5+t48hKxSYZ83CeM89WCdPRvTXFARBEM5FQ+N/W4IgDBmxsbGkp6cTGxs72EOhqKjIHRLrKjgUEhJCeno6cXG+S4cLQ0dAQADBwcHu2xaLhYaGBvbt28e+fftYuXIl77//PuPHj++w76uvvsrmzZvdtwMDA9FqtdTU1LBjxw527NjB66+/zrvvvkt6evppjc9ms7Fs2TLA92tuz5493HDDDZjNZlQqFRqNhn379nHvvfdSU1PDT3/60w77WCwWfvOb3xAUFOQ+9mB59913aW5uJiUlhdWrVzNs2LBBHY8gnKnE+07nlEolS5Ys4f777+epp55i9erVgz0kQRAEQRB8yMtTcfvtkRQWuj4ajCQgQOKSSyxcfbWZK66wEB19blWRMVWbqN5f3WF90oykbveNyIrgoj9fxDcPfuO13mF2sPmezczfMB9NkMY/4zRBUZGa/Hw1e/Y4w0IHDmgxm/0zyTlyZFs1ocmTraSmOsT8qXBOkxwSmxZvomiLM1j43R+/I+P6DCY/PJngxOBu9j63yLJM1d4q8tflc/KzkxjLjL3aX61XkzwzmbRr00iakYRaPwjTV7KE0lrZGghqDQa524udQmWrGvgx9UBDuwCQr+uet5t95IRTQ1KZHDuZv0+ZzSWJl6BXd0yJWmprnVWEWkNCjbm5OIy9+zl3RW0wEDxiBCGjRhE8ciTBI0ei68UXHpXV1QS9/TaBK1eiqq3tdnspIADTTTfRfPfdOFJT+zJ0QRAEQTjjieCQIAhefvvb3/Lb3/52sIfRK7Nnz2b27NmDPQyhB1yVKDw1Nzezdu1annjiCerq6vj5z3/O119/jaLdJ5MXX3wxl112GRdccAEpKSkYWsvP1tbWsnbtWv785z9z6tQpFi9ezObNm1Eqlb0e34YNGygoKGDChAmcd955He7/05/+hNls5vrrr+evf/0rOp2ON954gz/84Q/85S9/YeHChe5xubz44oucOHGCJ598koSEhF6PyZ+OHDkCwNVXXy1CQ4LQB+J9p2vXXHMNkZGRbN++nf379zNhwoTBHpIgCIIgCB527tRy110R1Nd7/81kNiv54gs9X3yhR6GQyc62cfXVZq66ykxGhv2sD48Uf92xSm5YZliPgwEjbhpB2Y4yjq857rW+Pq+ebb/ZxmUvXtbh71xfZBnq6pQUFKgoLFRTWOi99FclIYDAQIns7Lag0MSJVsLCzu2qU4LQ3pF3jrhDQwDIkPffPE5+dpIxd47hvJ+fhy5MN3gDHAJkWab4f8XsfnY3Vft6F6xRBahInpFM6rWpJM9MRhPon5Bllxwm1OZiZ8Ugs3cwSG0+hUIy9/8YuiCjpEWpp05SU2azc8rSQqVd9hkAqnJAjQTWXp66hwcPZ3z0eCZETWBc1DjGRY3rUFXIbjLRfOyYs5pQa9sxS5X/glMKjQZDejohWVkEjxxJSFYW+mHDUJzGZ7rqvDyC/vUvAtesQWGxdLu9Izoa4x13YLztNmRRiV0QBEEQABEcEgRBEAaZwWDg1ltvpbq6mmeeeYb8/Hzy8vLIzMz02u7uu+/2uX9ERAR33nknWq2WRx55hGPHjrF7927OP//8Xo/l3//+NwDXX399h/tMJhPff/89KpWKZcuWERgYCMDPfvYz/vvf/3Lw4EF2797NpZde6t7n+PHjvPLKK4wfP54777yz1+PxN5PJ2UM+KChokEciCMLZTK1Wc+2117Jy5UreffddERwSBEEQhCHk44/1LF0ahtXadYBFlhXs3u1sebVsWQipqXauusoZIpo82Yr6LPxE8XTalHlSKBRc9JeLqDpQRf2xeq/78j7KI35aPFmLsgCw26G0VOUOB506paKgQO2+3tTU+0nTnkhKsntVE8rKsp+VP0tB8JeWqhZy/pbj8z6HxcGBVw+QuyqX8x44j9E/HT1k2mkNpJJtJex+ZjcVORU93kepVZJ0eRJpc9NInpmM1qD1/8AcZtSmk6hb8pwXU2FrS7FCVNZy/z9eD8gKNY6AROwBw3Hok7FqYymz2ThurOeHpnJ21xWysyafCrsNGf9V8UkyJDE+ejzjo8YzPno84yLHER7g3W5PslppystzVhNqDQkZT50CyX/VB/VJSYRkZREyciTBWVkYUlNRavvws5dltDt2YPjnPwn48sse7WIbMYLme+7BdN11oDu3A3+CIAiC0N659z9Z4az27bffuif8S0pKOHz4MC+99BI7d+6koaGBxMREFi1axOLFi1G3fjLy/fff8+qrr7J3714aGhpISUnh9ttv5yc/+YnPb4JNmTKF4uJinn/+eebOncsrr7zCunXrKC4uJjQ0lIsuuoiHHnqI5ORkwFkN5dVXX+Xzzz+nrKyM4OBgZs6cySOPPEJ0dHSH4y9ZsoTVq1dzww03dKjM4vLhhx+ydOlSEhMT+e6777rc/7PPPmPlypUcOXIEs9lMWloaN910E3feeafPiiydPf5zzz3nbhvWnZ07d5KU5CzlbbPZ2LFjB5s2bSInJ4fy8nLq6uoICQlh7Nix3HjjjcybN6/Dc+16nl3aV2rxHF9Xz4dLQUEBK1asYOvWrZSXl6NWq0lJSWHWrFksXrzYq32Wy/bt27nhhhsA5+vp5MmT/OMf/+Cbb76hpqaGiIgIZsyYwdKlS4mPj+/RczPYzGYz7733Hhs2bCA3N5fm5mbCwsLIzs7mtttu4/LLL/e5n+v5X716NRkZGbzwwgts3ryZyspKQkJCmD59OkuWLCEjI+O0xzZmzBj3deNplLjNzs52Xy8tLe31/idOnGDHjh0oFArmzZvX4f7/z955h0dRLWz8ty3ZTQcChCRACFUgIFV6byIXBEVAqkq1cuWCInjRS1HE8iGKIIIIGoqA9GYAQRACBEIIvaUSSK+7ydbvj02WLNkNSdgQ0PN7nn12d+bMmTM7M2d2Zt553/T0dIxGI1WrVi2yvdSpU4fIyEhSUlIsw0wmE++99x4Gg4HPPvsMmcxxT4WWdnu+f3/68ssvrfbnX3/9lQ4dOpR4/omJiSxfvpyDBw8SFxeHyWSiZs2a9OzZk0mTJtns22JjY2nXrh1g7iOUSiVLlixh//79JCYm4u7uTseOHXn33XcfuB3t3buXjRs3Eh4eTmpqKi4uLjRq1Ijnn3+eESNGoFCU7um0NWvWMHPmTLy8vAgLC0OpVNosZzQaad++PXFxcbz77rtF4uwMBgObNm1i27ZtXLhwgYyMDNzd3QkKCmLYsGEMHDjQ5nElOTmZkJAQQkJCuHbtGnfv3kWn0+Hj40P79u2ZMGECDRs2tNmmwn32V199xbp169i4cSPXrl0jPT2dL7/8kmHDhpX4t8jMzGTlypXs3buXqKgo9Ho9Pj4+dO7cmSlTplC7du0S11UYjUbD8uXL2bp1K7Gxsbi6utK8eXMmTpxI586dy1Tn/Rw+fJj169cTFhZGSkoKSqWSGjVq0K5dO55//nlat25td9qIiAi+/fZbTp48SXp6Oj4+PvTt25epU6fi5eVVpHxJjjvFERYWZpmfRqPB19eX5557jrfeeqvY6Uq7vhMTE/nhhx8s+6pWq6V69ep07NiRiRMn0qBBgyLzcNSx7/nnn2f16tVs3bqVjz76SAgWBQKBQCCoYEwmWLLEjYULPco0/a1bcpYvd2P5cjcqVTLQs6c50qxr1zxcXZ98hxqjwUjcH0Udh0oSU1YYhYuCXst7sbX/VvQavdW4w+8d54t19biY4ktcnAy9vnwtnBQKE0FB99yEWrXS4uPzz4qfEwgelpPzT6LN1BZbJi89j9C5oVz48QJt3mtD3efrIpH+zS3agITQBMIWhZFwPKFE5aUKKf5d/QkcGEjt3rVx8nCMWEiqTb0nDir0kuXGIOHRH5+Mci/0yloYVLXQqwIwKGuhV9VG6+zPtVwNZ5PPE5EUQXhUOBdTNpJneLA7Tmnwc/MzC4S8m9G8qtlNqLLynqOOUa9HExdHYnQEOVFR5ERHo46KQh0f71CRkFPlyrgXEgm5N2iA4j6X9jKj06HauRPX5ctxOn++RJPkdepE9uTJ5HXrxt/eQlEgEAgEgjIihEOCvy0HDx5kwoQJ5Obm4uHhQV5eHtevX2fu3LlERESwdOlSgoODef/99zEajbi7u5OXl8eVK1eYNWsWt2/f5oMPPrBbf1ZWFv/617+4dOmS5Sbz3bt32bJlC8eOHWPbtm0YjUaGDx9OTEwMKpUKo9FIUlIS69at48SJE+zZs8emYMVRzJo1i9WrVyOVSnF3dyc3N5eLFy8yZ84czp8/z+LFi0tcl6urq00xQAEajYbs7Owiw0+dOsWIESMs352dnXFyciIlJYXDhw9z+PBh9uzZw3fffWclZKpSpQrZ2dmkp5uf0rt/3h4eJb/YuX37dqZOnUpevk2pm5sbOp2OyMhIIiMjCQ4OJjg4uIjDTWGOHTvGK6+8Qk5ODm5ubhiNRu7cuUNwcDAHDx5k586dj7146ObNm4wZM4Zbt24B5qch3d3dSUpKYt++fezbt48xY8bwySef2K0jNjaWN954g8TERJRKJXK5nKSkJH777Tf27NnDDz/8YFd89CAuXrwIgEwmK5M44eTJk5bPAQEBpZ7+jz/+ACAwMNDmtu7l5YVUKiU1NZWsrCyrfTc6Ohowb7cFBAcHExoaysSJEwkKCip1e+xRlu25SpUq5OXlkZ6ejk6nw8XFxeomfmmENsePH+e1114jIyMDAJVKhUQi4erVq1y9epV169bx448/0rZtW7t1XLlyhWnTppGcnIxKZc5LT05OZtu2bRw8eJDNmzdbCckKyMnJ4fXXXyek0FNE7u7uZGZmEhoaSmhoKJs2bWLNmjU2xR72eOGFF5g/fz7p6ens2rWLF154wWa5w4cPExcXh0wmY/jw4VbjkpKSeOWVVzh79qxlmIeHB6mpqZa+buvWrSxfvhyn+56mmjdvHr/++qvVMun1eqKiooiKimLLli0sWbKE5557zu4ymEwmJk2axK5du5BKpXh4eJQ6ru/KlSuMHDmShATzRb+CfbygHRs3bnxgO2yRlpbG8OHDiYyMBMxuNHq9noMHD3Lo0CHmz59fqvruR6PRMHXqVHbu3GkZ5ubmhkaj4dKlS1y6dInQ0FB+//13m9P/9ttv/Pvf/0an0+Hh4YFerycmJoYVK1Zw5MgRduzY4VDRy/r165k+fTrG/AtyHh4exMXFsWTJEvbs2cPIkSMfWEdJ1vfvv//OG2+8YRFiKhQKFAoFMTExxMTEsHnzZj777DOLSMgWD3Pse/rpp1EqlajVakJDQ+nRo0dJfyKBQCAQCAQORqeDmTM9WbfO9n8aPz8TGo2R1NSSPeyQliZj0yYXNm1ywcnJRKdOefTpk0vv3rlPrDAlOSKZvDTrm7dylRyftj52pzGZIClJahUjZnYQ8kYlf5Ze7LAqLzXoCQzbTggT0JfDJdkqVQz5IiGzWCgoSEv+6ZZAICgDd07e4dqv1x5cMJ/suGwOvXWIiOURPDPrGfy6VGxcfXmReCaR04tOE38k/oFlJXIJ/l38CRwQSO1+tXH2LKPDi8mALDcOufpavjDoxj2BkC61bHWWERNSDEq/fEHQPWGQQVUbvbIWJoUXJpN9QOTvAAAgAElEQVSJ2KxYwpPCORd7jnNJvxGRHEGOznEuQgA+rj40925ucRJq5t0Mb5U3AEaDAU18POpTF4jKFwjlREejiYvDpNc/oObSIVUqzQKh/Lgx94YNca5atUTxnKVBkpmJS3AwritXIi/BQ6MmuRzNoEFkT5yIvmlTh7ZFIBAIBIK/I0I49Bjh6/f3PJkAuB3/4BMJR/Pmm2/Sp08fZs+ejZ+fH9nZ2SxZsoRvvvmGbdu20bhxYz7//HPGjh3LO++8g7e3N+np6Xz88cds3LiR7777jmHDhlG3bl2b9X/55Zd4eHiwbt06OnXqhMlk4tixY7zxxhvcvXuX+fPnExcXh7u7O9u3b6dVq1bodDr27NnDu+++y61bt1i6dCnvvfdeuSz/77//jlqtZs6cOYwYMQJ3d3dSU1P55JNPCA4OZtOmTQwdOpROnTqVqL7JkyczefJkm+MyMzMZOHAg165dIygoiGrVqlnGKZVKBg8ezODBg2nWrBne3t5IJBLS0tLYsmULixYtYufOnbRt25bXXnvNMt3u3butXA/Cw8PL9DucP3+et99+G51OR5s2bViwYAGNGzfGaDQSEhLC+++/z+3btxk3bhz79++3e3N44sSJdOzYkVmzZlGvXj20Wi179+5l+vTp3Llzh08++YSvv/66TG18FGRkZPDyyy8TGxtLx44dmTZtGk8//TTOzs5kZmayfv16Pv/8c9asWUPdunUZP368zXo++ugj3N3dWbduHZ07d0YikXD27FmmT5/OpUuXmDJlCgcPHsTX17fEbcvJyWH79u2W32/48OFUqlTpAVOZ0Wg0JCQksHPnTosDVbt27coUi3PixAnAfLPbFiqVitatW3Py5ElmzZrFwoULcXJyYvXq1URERODq6mpxPUpKSmLBggX4+fkxffr0UrfFHmXdnnfv3g3Aiy++yPHjx5k8eXIRt5ySEB8fbxENNWjQgM8++8wSCRcaGsr06dO5ceMGr7zyCiEhIXYFBe+88w7169dnzZo1NG/eHL1ez19//cXUqVO5e/cuH374IVu2bCky3dtvv01ISAgBAQFMnz6dXr164ebmRm5uLkeOHOGjjz4iLCyMadOmsXLlyhIvl6urK4MHD2bt2rUEBwfbFQ4FBwcD0L17dysXNK1Wy7hx4wgPDycoKIjp06fToUMHVCoVarWaXbt2MW/ePPbv38/8+fP5+OOPreqtVasW77zzDv379ycwMBAXFxeMRiPXrl3jm2++YcuWLUydOpVWrVrh42P7xsWePXvIy8vjww8/ZOTIkbi7u5OTk2NT0GmL7Oxsxo0bR0JCAj4+Pnz22Wd0794dqVTKhQsXeP/99zlz5gxvvfUWAQEBNoVd9pg+fTqRkZE4Ozvz8ccfM3ToUJRKJXFxcXz00UfMmTPH4gJYFv7973+zc+dOpFIpU6ZMYdy4cfj6+mIymbhz5w4nTpyw6wqUkpLCtGnTGDp0KFOnTsXPzw+NRsOGDRv46KOPuHLlCkuXLnXYfnz+/Hnee+89i3vVp59+Sr169dDpdOzevZuZM2fadRsszIPW99mzZ5k4cSJarZZRo0YxYcIE6tSpg0wmIz4+nm+//ZaffvqJ//znPzRo0MBun/kwxz6FQkHTpk05ffo0J06cEMIhgUAgEAgqiMxMCZMmVeLIEduumq1aadm2DYzGZM6ccWLfPiX79ztz40bJHi7QaiUcPKjk4EEl778PTz+tpXdvc6TZU0/pn5iH+m3FlNXoUAOTTM7NmzJiYuSWWLHoaPP36GgZarU9sX5LqhBLC6yvZXiTwr/YyWaGAGX7cSQSEz4+RgIC9NStey96LCDA8MT83gLB445Rb+TYB8eKDHf2cqbh8IZcWH0BQ67B5rQpkSnsHrEb/27+tP2gLVWaVLFZ7kkj+XwypxedJvZA0f7yfqo0rULjcY0J6BuAsrLt448tJAY1MvVNFOrr94mEbiIxOdaZpziMMlcMytpmYZCqVn60mFkYZFD6g9T6GJmoTjSLhJL2cS7pHOeSz5Ga61hBUzVVNZpXtRYJVXOphslgQHPnjtk96Mg+EvMFQurYWEw6nUPbAIBUiltgoJVIyLVWLSQOdFq/H1l8PK4//IBLcDDSElznMnp4kDN6NDmvvILxMX/QVyAQCASCxwkhHBL8bWnevDlLly61KNvd3NyYOXMmp06dIjQ0lE8++YSXX36ZuXPnWqbx8vLi888/5/jx48TGxrJjxw6mTp1qs/68vDzWrVtHnTp1LMO6dOnCrFmzmDZtGjt27KBq1aocPHiQypXNdqAKhYKBAwdy5coV/u///o/t27eXm3DIVmRJ5cqVWbRoEZGRkURERLBt27YSC4fsodfrmTBhAteuXcPHx4cff/wR50L5wC1btrSKkCqgUqVKvPbaa1SvXp1JkyaxatUqK+GQo1i4cCE6nY6AgADWrVtncTeRSqX06dPHEg8TFRXF2rVr7YqjGjduzMqVKy2ODk5OTgwcOJDk5GQ+/PBDdu3axZdffvlQN7+LY86cOcU6AQEWdyZbfP311xbRUHBwsFU7PTw8mDhxIjVr1mT8+PEsXryYcePG2VyW3Nxctm/fbuVm06JFC9avX0/Xrl1JT0/nm2++YcGCBTbbsWPHDouzD5gFFwXONXXr1mXo0KG8/vrrxS5nYmIiLVq0sDmud+/efPXVV8VOb48Cp5jGjRvbLTNr1ixeeuklNm/ezNatW1EoFOTm5gIwY8YMiwvRnDlzSE9PZ/Hixbi4uJSpPbZw1PZcVpYsWUJGRgZeXl5s2LDBSiT4zDPPsH79enr06GHZDuw5yXh7e1u1Xy6X06VLFxYtWsSYMWMIDQ3l9u3bVgK0kJAQ9u7dS7Vq1di0aZOVKEmpVNKnTx+aNm1K165d2bt3L5GRkTQtxdNEY8aMYe3atZw4cYLr168XiUtLSkqyONbc7wgTHBxMeHg4DRs2ZNOmTbgVsl52cXFh6NChNGzYkP79+7NmzRreeustvL29LWXefffdIu2RSqU0bNjQ8psfOHCA9evX2z0m5eTkMHfuXF599VXLMFdX1xI75fz000/ExMSgUCj45ZdfaNSokWVckyZNWLduHb169SI2NpaFCxeyZs2aEtV79uxZ9uzZA8CCBQusnJr8/f1Zvnw5L774opVjWGn4888/2bHD/CT3vHnzGDt2rGWcRCKhRo0aFvGqLTQaDUOHDmXRokWWYSqVinHjxhEdHc3333/P1q1bHSYc+uyzz9Dr9QQGBrJ27VrLPqBQKBg0aBCenp4lchx60PqePXs2Wq2WqVOnFmm7n58fCxYsQC6Xs3LlShYvXsyqVatszudhj30FwqGwsLAH/zgCgUAgEAgcTny8lLFjq3Dpkm0R0HPPaVi8OI2qVb1JToY2bbS0aaNl9my4fl3G778r2b9fyalTTphMJVOkhIc7ER7uxKJFHtSsqbc4EbVrp6WUicKPjKwsCVd3FY0p2xDWmAmBNTAay6bG2U1/fLlNdRKthgcRSRQBhNHK7rTOziZq1dJTu7aB2rXvvQcEGPD312MnXVkgEDiIi6svknqpqPCj9XutaTymMU1ea0LYF2Fc3XAVe2lYcX/EEXc4jvov1Kf1jNa4+TkopukRk3oplbAvwojaE/XAspUaVaLVf1oR0C/AvtuMyYRUm2QzXkye92gePjYhwejsg15ZIAyqhUEVgF5VC4MyAKOikt04q/S8dHPUWFK4RSSUkFOyuLaS4q3ytkSNFcSOVVdVI/fuXbNA6K9oUqJWERMdjTomBqO2+Di9h0Hp42MWCOXHjrnVq4fsERyEJBkZOIWHo9q4EdWOHUgMtoV6hdHXrEnO+PGohw/H5KhYNIFAIBAI/kEI4ZDgb8vrr79u8wSla9euFueBN998s8h4mUxG586dCQ4O5tKlS3br79+/v5VoqHD9BYwcOdIiGipMt27d+L//+z+ioqJQq9UOFRYU4Ovrazd+pE+fPkRERBS7fCVl5syZHD16FBcXF1avXl3quK6ePXsCEBUVxd27d6levfpDt6mAjIwMi0hlypQplhu0hWnatCnPPvssO3bsYOvWrXaFFm+99ZbN2J++ffvy4Ycfkpuby61bt4qNO3sYsrKyyMrKKtO0JpOJ9evXAzBp0iS7N3j79etncaaKiIiwKfgaMGCAzWX09vZm9OjRLFmyhO3bt9sVDuXm5lqENveTnp5OSkoKGo3GSnhxPzKZzBIllpWVZalvwIABTJ8+vcRuRYUxmUwkJpov5haOG7uf1q1bs3nzZhYtWkRYWBh6vZ5mzZoxefJkBg0aBMChQ4fYtm0bAwYMoFevXgCsWrWKNWvWEB0dTeXKlXnuueeYMWNGsct5P47cnsuCyWSyCDRGjRplJRoqwNfXl9GjR7N06VK2bdtmVzg0adIkm+3v2bMnTk5OaLVaLl++bCUcWrduHWCOFbPXz/j6+tKhQwdCQkI4fPhwqYRDjRs3plWrVoSFhfHLL78wZ84cq/EbNmxAp9NRo0YNS79VQIET0ZgxY+yu02bNmtGwYUMuX77MsWPHLNtLSejZsycHDhzg1KlTdst4eXkxatSoEtd5P9u3bwfgueeesxINFeDm5saUKVP44IMPOHToEJmZmSWKjNy2bRtgXjeFhawFyGQypk6dyssvv1ymdm/YsAGAhg0bWomGSsM777xjc3jfvn35/vvviYqKQqPR2NxmS0NJ9uFu3bpZtsPiKG59X7hwgfDwcBQKBZMmTbJbx4svvsjKlSv5888/MRgMyGw8Hfiwx76C/0B37twpdnkEAoFAIBA4nshIOWPGVOHuXdsOAFOmZPPBB5nYS7etV89AvXo5TJmSQ0qKlJAQZ/bvV3L4sDMaTckicWNj5axc6cbKlW54eBjp0cPsRNS9ex4eHnbutJcDJhPcvWsdKRYdLSMqyvyuSc1jBolF/H9OpTfEWEZXIAAdCn5lKBP5HiesXR+eZQ+Z7j641atqJQwqeK9e3Wh33QgEgvJFfVfN6c9PFxnu3dybRiPN58tuvm50/aIrQeODOLngJLEH7bjwmODapmvc3HGTJq814ek3ny57XNcjJu1aGme+OMPNHTcfWNarnhct321J4L8CkUjz+02jDlluNIpCsWIFDkJSfUY5t96MwbkGepd66FzqYVAFolfVNseKOfuD7MHiF7VOTWRKpEUkFJ4UTlRmlEPbWFlZ2Rw3lu8iFFQliMo5MtTR0eTciCbnQDjx0du4GhOD0c41VUfhVLkybnXrWkRC7g0b4uTlVa7zBECrRXHpEoqzZ3E6exZFeDiK69dLPnmLFmRPmkTus89COT3UKxAIBALBPwFxFBX8bbHnSFIgOPDy8qJ27do2yxQ4QRQ4oZSlfsBu9Edhp4mMjIxyEQ49/fTTNm/2ARZxTlpa2kPN49tvvyU4OBipVMqSJUsICgqyWS47O5u1a9cSEhLCtWvXyMzMRGfDKvXOnTsOFQ6dP38ek8l8MbJz5852y3Xp0oUdO3Zw6dIldDodChuPQdoS0QBW7S3O8edhud89yhYFMVT3c/XqVUvb/v3vf9vdLsDsYgEQFxdnc5k7duxod9qOHTuyZMkS0tLSiImJoVatWkXKDB061CqGx2QykZ6ezqlTp/j0009ZsWIFR48eZcOGDXYFPFWqVLFE15lMJhISEli7di3ff/89+/btY968eaUWUGRkZKDPz/f2esAJcYsWLSxCkfvRaDR88MEHeHh48L///Q+AuXPnsmzZMnx8fBg0aBAXLlxg5cqVnDt3js2bN5fYpcqR23NZiImJsWxHxc2/c+fOLF26tNjtwF7/KZfLqVy5Mnfu3CmyPxU40vzyyy9s2rTJ7vwLBHZxcUWfGH4Qo0ePJiwsjE2bNjFz5kycnJwA83ZWIFwaMWKElcAiOzvbIsJctGhRsTFTBcsUbyO+88KFC/z888+cOnWK2NhYcnJyLOu7gIQE+0+wNW/e3NLe0qLVai3L8KBtC8BoNHL+/Pli+4MCIiIiAGjfvr3dpw2feeYZ5HK5ZR8sDadPmy/m9u7du9TTgnl/tyUChqL9+8MKh86fP4/RaAQe3Jc+SDhU3PouEJgZjUbLOrOFIf9pPbVaTVpamtV/kwIe9thX0J+mpjrWol0gEAgEAkHxHDjgzOTJlWzGaEmlJubNy2DsWHWJ66tSxciwYRqGDdOg0cCxY2YR0e+/K0lMLFk0SWamlK1bXdi61QW53ET79lr69tXQu3ce/v4PdhF4EFotxMaaRUExMfdEQQUiodxc++fBTblRRB6UQmXSKP1DKYWRSk2o/Ly4qupL06s7rcbJMTClykYGrxuMk3vZ/scLBILyIXReKLqs+65bSqDTgk5IZdZ9SeWnKtNvbT9uH7tN6LxQkiOSbdZpyDMQsTSCK8FXePrtp2kyrgky5/KLdnoYMm5lcObLM9zYegOTsXiRp0eABy3/3ZJ6A2vgrI7EKW4fisyz5pgxTRQSUzlEZd2HSaJArwpE71IXvUu9Qq+6mOQlf2BPa9ByOfWylZPQlbQrGE1Gh7XVXeFOs6rNeLrq0zT3bkYTSS3ck/PMIqGL0eRE7eJmzHdcU5f8GF0WFF5euAYEmF+1a+OS/67Id1IvV0wmZNHRZoFQgVDowgUkeaWLojNJJOT27UvOpElo27Sx6xAlEAgEAoGg5AjhkOBviz3Xh4IbvsU5fRTcyC/uJqa9+JfCIgB78yhcpiw3SktCcfE0Bb/Bw8x7165dluisWbNm0a9fP5vlbty4wbBhw6xueKtUKjw8PCwClqSkJMB889KRpKSkWD77+PjYLVfgXqLX60lPT7cSfxVQknVpSwz1OHD37l3L58K/SXFoNBqbw0vyOwIkJyfbFIzcj0QioVKlSpaYqR49enDp0iXmz5/Pl19+WaLpfX19ee+99wgKCmLChAnMnDmTFi1a0KRJkwdOX0BeoZPTwlF7peXLL78kJiaGTz/9lOrVq3P9+nWWL19O1apV2bdvH97e3uh0OkaMGMHx48fZsGFDiWKJwLHbc1lITr538au4+Rd2CbK3HZSk/y28P+l0OovwIDMzs0TtLbwNjx8/3iIwub+tu3fvtnz/17/+xUcffURqaip79uyxuAIdPXqUqKgoZDKZVdQWmKPzCsQgJRUP3r9//fjjj/z3v/+11CORSPDw8LAIQ3Jzc8nKyiq2j7QntOvfvz+3b98uMrx169b88MMPlnYXiEhKs4+XhIJyxbnRKZVKKlWqZDkWlIaCafz8/Eo9LZRsWwTHHKtLuw8XR3HOaAXuPgaDocS/qb0+/2GPfcp8+/K8Ul4AFAgEAoFAUHZ++smF2bM9bcZrubgYWbYsjZ49y35sVqmgV688evXKw2jMIDxcYRERXb5csocW9HoJf/7pzJ9/OjN7NjRpoqNPH7MbUVCQzu69v8xMCdHRcqKiigqEbt+WlTlSrD5FXQ2uUc9GyaK4uBiLuAUVvPv7G/Lj2WpwZHpDrgRfsV6eqEz+nPEnPZb2sB/pIxAIHikJxxO4vqVon9Do5UZUfdr+9RXfjr48v+t5bu64yalPT5EVY9s1PC89j9D/hXLhxwu0ea8NdQfVvefQU8FkxWZx5v/OcO3Xa5gMxQiGJEZqNs+l3QSo1egGTtmrUPx1CQkPLwItDqPcM989qL5FGKR3qYdBWQukpbvNZTAauJ5+nfDkfJFQ0jkuplxEa3Rc5JdSpqRJlSZmkZBHY57SeOOZmEvOzVvkHLhFzq2VRGVnO2x+tpB7eOBau3YRkZCTp2e5zrcw0tRUFOHh95yEzp5F9hAPMxuVSjQvvUT2hAkYAgMd2FKBQCAQCARCOPQYcduGA4FA8Dhy9uxZ3n77bUwmEy+//HKxcUjvvvsuCQkJ1KxZk9mzZ9OxY0erKCmDwWARFtzvrlER/B0v1hkKZUCHh4c/lJCkPH8fX19funXrxo4dO9ixYwefffZZid14wCyQ8Pf3Jy4ujvXr1zN37twST1t4myyrc9TFixf5/vvvad26tcXxaP/+/ZhMJoYMGWJx81AoFEyYMIHjx4+zd+/eEguHykJ5ra+S1uuo+RfehpcuXVqqmC8wr1NbAor7RWJKpZKXXnqJ77//np9//tkynwKHqe7duxcRqBSIfQB27Nhh16HFHteuXWPOnDkYjUYGDBjAlClTaNy4sZWbzLp16/jPf/5TbB9pK2YKzGIVW8tubzsvbp0VHve49ZWPW3vKG3vrG+5tk/Xq1ePw4cOPqkk2KdjOyhIhKRAIBAKBoHQYjTB/vgfLltkW/lavbmDNmhSaNnXcw0tSKbRsqaNlSx3vv59FVJSM339Xsn+/ktBQJwyGkv1Hu3BBwYULCr76yh0fHwN9+uTStKmO+HiZxTUoKkpGWprj3TkkmKjLjSLDr3MvirVqVYNFDBQQoKdWrYLPBry9jSUyOejwvw4knU0i9ZK1E+PN7Tep0a4Gjcc2fuhlEQgED4dRZ+TYrGNFhjt7OdPm/TYPnF4ilVB3UF0C+gVwcc1Fzv7fWfLSbQs1s2OzOfTmIc4vP0/bWW3x61y2h2EcQXZ8Nme/PsuV9Vcw6Yted1C6aPCrG49//ThqN07Av8FtFLJ8YZSDU6lNSDAo/QsJg+pbHISMiiqldpUxGA1kaDNIzU3lQsoFi0jofMp5cnQ5Dmu3XCKnUeVGNPduRkt5Pepne1IpUYsmIprsmzfRxJ8g0WQi0WFzvG/+bm64BgTgUiASyn9XeHk92uslubkoIiNxyhcIOYWHI4+KckjVBm9vcsaNQz12LMb8WHSBQCAQCASORQiHBILHjAKhRHFP5xdE8VQEcXFxvPLKK+Tm5tKhQwcWLFhgt2x8fLzF5ePbb7+lVatWRcokJpbXKZO1I0NCQgIBAQE2yxW4Icnlcjwf4RMXj4rCQqFLly49lHCouKikwuNsRd6UBH9/f8DsPpWSklLq6Lrq1asTFxdHVClPSp2cnHB3dycrK6tMwiGj0ciMGTOQSCR89tlnlpPy6OhogCKxiAXRSDExMSWeR0Vvz4XX6e3bt6lbt67NcoXdbYpzRSkNSqUSDw8PMjMzuXz5cqmFQ8VFm93P6NGjWbFiBcePH+fWrVt4enqyd+9eAJsReIV/l8uXL5daOLRz504MBgP169fnu+++sxkl+DD9ZGho6APLeHl5IZPJMBgMNt2JCijLuvX29ubGjRvF9h15eXlljs6sVq0aMTExZYqme9QU/s3u3LljNy61wDGorBT08TExMajV6nKJQy0pBf1pZXFRTyAQCASCckWjgXfeqcSuXbajVRs10rFmTQp+fo6LW7FFQICBCRNymDAhh7Q0CYcOKdm3T8mhQ87k5NiPCivMnTsy1qyx76DsaHxIwA3rm8cmuYz3lngQUC+R2rUNuLo+/ENOcpWcnst6srX/VnQ51o6Nxz86TrWW1fAOKtt5tEAgcAyRqyJJu1L03LTtB21RVlaWuB6Zs4ygCUE0eKkB55aeI/KHSAy5tt14ks8ns3v4bvy7+9P2g7ZUaeyY6yglQX1XTfg34Vz6+RJGbb4DstRAtZqJ+NeLs7y8fUvmXl4aTFJlfrxYvXwXoXroXethUAViklkfy/RGPRl5GaSrb5KhzSAjL4NMbSbpeelk5GVYhmXkZZiHFfqepXP8NXQJEup61aWlZxCt9bUJzHTDKzGP3Isx5Ny6jj47nCygPK7ey1xcisSLudaujVOVKo/+gSqjEfnNmyjOnLEIhRQXLyJxYLqCPjAQ7dNPk9elC5p//QuUJd8PBQKBQCAQlB4hHBIIHjMKbvQXd/P27Nmzj6o5VmRlZTF27FiSkpIIDAxkxYoVKBT2rcgLL0PTpk1tlvnzzz/tTl/4BrrJZCr1CVBQUBBSqRSj0cjRo0ftCi0K2tC4ceNil+dJpVGjRhZRzPbt2+nSpUuZ6zp27FiRqKYC/vrrL8AsQihJTJktCosLSnuz22QyERsbCxQf1WeP+vXrc+bMmVKJeQr46aefLE5cDRs2LDI+NzfX5vfSbNMVvT3XqlULLy8v0tPTOXr0KJ07d7ZZ7ujRo4DZYaSs24EtWrduzcGDB9m5cyfTp0+3KbBxBIGBgXTs2JGjR48SHByMt7c3Wq2WGjVq0KNHjyLlvby8aNCgAVevXmXbtm28/PLLpZpfwTbfuHFju8tUXD/pCJycnHjqqaeIjIzk6NGjjBgxoth2SKVSgoKCSlR3s2bNCA0N5cSJE3b78dDQ0DJHgbVu3ZqYmBh+//13Zs6cWaY6HhWF9+G//vrLrnDo2LGiT7iWhjZtzE/CarVa9uzZwwsvvPBQ9T0MBf1p/fr1H1BSIBAIBAJBWUlJkfLKK5UJC3OyOb5Ll1yWL0/Dw+PROvxWqmRiyBANQ4ZoyMuD48ed2b/f7EaUkOB456AH4epqjhQLCCgcKabHcCic699bl63ZuQbPDnR8rLxXPS86fdaJQ28cshpu1BoJmRTCkL1DcPKwvR4FAkH5kpOQw5kvzhQZXrVFVRqOKHqdpyQ4ezrTdmZbGo9pTNgXYVzdeBXsdMVxh+KI+yOOBkMb0Oo/rXDzsx+r/bBokjWcW3qOiz9dRKVMp0Ezs0DIr24cvoG3cVLaj6MuLQZFFfQu9dGq6pDl5EeKvCp3JZW4Y3ImQ5tlFvukpZNxN5yMvMMWIVBhUZAjnYHKgr+rP+2VTWiZ50dAhgueibnkHo9FE38NjFfIA+46eJ5SpfKec1AhkZBz1aoV5rgsTUw0R44VCIXOnUOamemw+g1VqqBr0QLt00+ja9kSbbNmmIR7sUAgEAgEjxQhHBIIHjMaNzbbU587d474+PgisTjXrl1jz549j7xder2eyZMnc/nyZSpVqsSaNWvw8vIqdhoPDw/L54sXL9KiRQur8dnZ2SxevNju9G5u906SMzIyHji/+/H09KRbt24cPHiQ7777jhdeeAGVyvqplQsXLrB7926AUruYPCnI5XeIHbEAACAASURBVHKGDRvGDz/8wK+//spLL71E27Zt7ZZPS0uzGyuza9cu3nnnHerVq2c1PDU1lZ9//hmAgQMHlqmdqampHDlyBDA78ri7u1vG6fX6B8aWbdiwweLM0r59+1LPv127dpw5c4bw8PBSTZeQkMDChQsJCAjgnXfesRpXIJy5v84zZ8wXo2rWrFni+VT09iyRSBg4cCBr1qzh559/5rXXXqNatWpWZe7cuWPZDp5//nmHzn/UqFEcPHiQmzdv8t133/HGG2/YLatWq5HL5VZxX6Vh9OjRHD16lI0bN1rEnCNGjLAbDzVy5EjmzJnD0aNH2bZtW7G//f37V8F2fvnyZZvCmoMHD3L8+PEyLUdpGDRoEJGRkezatYu33nqLRo0aWY3Pycnhu+++A6BHjx5W/XtxDBw4kBUrVhAfH8/GjRsZNmyY1Xij0VjsceBBDB8+nC1btnDlyhV++uknxo4dW+a6yhtPT0+6du3KoUOHWLZsGYMHD0Z539NyR44csTj1lZXmzZvTtGlTIiMjWbhwId26dSvWIaq4Pv9hKRA6t2vXrlzqFwgEAoHgn86NGzLGjKlCVJTtc6Xhw3P49NMMKvr5GGdn6NYtj27d8pg/P4PISAX795vdiC5ccFzjqlUrEARZC4QCAgxUrmw7Umz7l0UfHKnZveTnaaWl3vP1SDiewOWfL1sNz4rO4sh/jtBzec9/XAyvQPA4EDo3tIgbGBLouKAjEunD7ZNufm50/bIrTcc35dQnp4g9GGu7oAmubrzKje03aPpaU5q/0RxnT2fbZctAXnIGseu2kXfpCA1qxdBjYRxe3hkOqz9H7s0NSVVO5Uk5mWsiIldHdG42GXkRqPUnHDaf8sRXUZXOkqdorqlBzXQn3O+qyYuOQ58VC8RiBMrml2wbqbMzLrVqWcWLudSujbJaNSTl9MBcSZCo1SgiIsxxY2fPoggPRx4f77D6TUol2qAgK6GQwd+/1FF0AoFAIBAIHEvF/fsQCAQ26d27N66uruh0OiZPnsz169cB0Ol07Nu3j+HDhxcRCzwK/vvf//LHH3/g5OTEihUrLFFLxdGgQQOL8GnatGlERERYxp0+fZoXX3yRjAz7J6h169a13Phft24dJlPpn5B87733UCgUREVF8fLLL3Pp0iXAfLP6wIEDjBkzBr1eT0BAAKNHjy51/Q/ixRdfxM/Pj2eeecbhdZeGqVOnEhAQgF6vZ+TIkSxfvpyUlHtWw5mZmRw6dIh33nmHIUOG2K3H2dmZUaNGceTIEcv6CA8PZ9iwYaSmpuLm5sabb75ZqrYZjUbCw8N59dVXSU1NBWDixIlWZU6ePMmQIUPYtGlTETeumzdvsmDBAt577z0AAgICeOmll0rVBrgnNjp37hwGg20LaVt8+OGHZGVl8emnnxYRAfTp0weAPXv2sHv3bkwmE1euXGHJkiUA9O3bt1RtrOjt+a233sLT05P09HSGDx/OqVOnLONOnTrF8OHDLSK/4oQ9ZaFv3748++yzACxYsID333+fGzduWMZrtVrOnDnD/Pnzadu2LcnJyWWeV79+/ahevTrJycncuHEDmUxm12kLzEKjAmHk22+/zcKFC4kvdEFFo9Hw119/MWvWLDp27Gg1bbdu3QC4cuUKH3zwgSWyS61Ws3btWiZOnFhuoo7CjBkzhlq1aqHT6SwiLaPRbFV+6dIlXn75ZWJiYnBycmLGjBklrrdly5aW/eCDDz7gl19+sURxxsfHM3nyZMLCwsp8XOvYsaNFqDV79mw++eQTSx9hMpm4c+cOwcHBTJs2rUz1O5rp06cjk8m4fv06Y8aMsRzj9Xo927dvZ8qUKQ8dMSiRSPj0009xdnYmPj6eAQMGsHPnTjQajaVMQkICmzdvZvjw4cVGjj4MSUlJlv2gLGJOgUAgEAgExXPypBMDB1a1KxqaMSOTzz+veNHQ/UgkEBSkY9q0LPbvT+LkybvMn59Oly65KBTFn/PL5SYCAvR065bL2LE5/Pe/GaxalcqBA4lcu5bA2bN32bo1hcWL0/n3v7MZMkRDq1Y6qlSxLRrKS88jMaxoLLB/N39HLa5N2n/cnipNigq7b+26xcXVF8t13gKBLRLPJnLp50ukXk6t6KZUCPFH47mx7UaR4U+Nfoqqzao6bD5VGleh39p+9N/Qv9hoQkOugXPfnmNDhw2c//48hrySX6OyYDIh00Shuvsbrhc+QLWrG7XCg+gSNJPeL+2habsLDyUa0kucuSWvzWZjPSamV6XGTXC7lEzzi5cYf+MC38df5ETKNRJyElDr1WWeT7lhgtq6Sryc15ZP0gbw083n2XisJ4vWVWfgz8nU3nwe6YEwciIvoc9yTOiYc/XqVGnfntojR9L4ww9p++OPdN62jdZLl/LUjBnUGjaMKs88g8rH59GLhgwGnH//Hc8ZM6jaqxc+DRvi/cILeM6bh2rXrocSDZkkEnQNG6IeNoz0Tz8lcd8+Ei5fJmXrVjLnzCF30CAMNWsK0ZBAIBAIBI8BwnFIIHjM8PDw4OOPP+Y///kPZ86coWvXrri5uaHVatFqtbRs2ZIXXniBWbNmPdJ2HThwADDfiJ0yZUqxZXft2oWfnx8SiYT58+czfvx4rly5wrPPPmu5OazRaFCpVPz44492b8irVCpeeOEF1q1bx7x58/jiiy+oXLkyEomE5557jv/+978PbHfTpk1ZvHgxU6dO5eTJk/Tq1Qt3d3d0Op0lLsrX15fVq1eXKd7qSaFSpUqsW7eO1157jYsXL/K///2P//3vf3h6emI0GskqdBJsLwILYM6cOSxcuJARI0agUqmQSqXk5Jgtg52dnfn222+LuGQVZseOHfzxxx+W7yaTiezsbKsor4kTJzJmzJgi04aGhhIaGgqAUqnExcUFtVptNW3jxo1ZtWpVmUQInTp1okqVKqSkpHDs2LESRbrt27ePPXv28OKLL9qM7qpfvz6vvfYaK1euZMKECSiVSkt7W7RoUcR95UFU9Pbs6+vLypUrefXVV7ly5QrPP/+8JVJOrTZfCPL09GTVqlXUqFHD4fNfsmQJ06ZNY9u2baxdu5a1a9fi4uKCk5MTmZmZFqELlC4G7n7kcjnDhw+3OOF079692O3a2dmZNWvWMHnyZI4dO8bXX3/N119/jbu7O1KplMzMTIvQ7n7nrM6dOzNo0CC2bdvGmjVrWLNmDZ6enmRnZ2MwGGjWrBkvvfQSs2fPLvPylAQ3Nzd+/PFHRo4cSUJCAqNHj0apVKJQKCz9g7OzM19//TVNmjQpVd1ffPEFw4YN4+LFi8yYMYNZs2bh4uJCRkYGEomEefPm8d133xEXF1emtn/xxRfodDp2797NN998wzfffIO7uztardYiUipw86tomjdvbhG+HTt2jK5du+Lh4UFeXh55eXnUq1ePkSNH8vHHHz/UfFq0aMHq1at5/fXXiYmJYdKkSchkMjw8PMjNzbUSEZU2Xq+k7Nu3D4AmTZqIqDKBQCAQCBzMtm1Kpk6thFZb9D+vk5OJL79MZ/BgjY0pHz/8/AyMG6dm3Dg1mZkSDh1y5tgxZ7KzJfj5Gaxcg2rUMPAAI9pSEXckDpPRWqzkXtsdz8CHE3I/CLlSTs9lPfnt2d/QZVs7nJz4+ATVWlajanPHiRUEguKIWBZB6FzztRaJXEKXRV1o8FKDCm7Vo8OgNfDXrL+KDFdWVtLmvTblMk+/Tn48v/t5bmy/walPT5Edm22zXF56Hic+PkHkqkjavN+GugPr2nU/kuizUGSF45R5BqfMMygyzyDTFRKCPeQloiSZN+f1LhzKUrMjLZlIbR4Goh+u0vLGBCqdlBomT3wMHtTXVOKpnMr4pEpxjk/HmKMGsvNf4KiANqmzM6516uAWGIhbYCCu+e/yx/C6syQjA5f163FdvRp5TFEHvrJg8PFB26IFuqefNr83a4apkKu8QCAQCASCxxchHBIIHkNGjBhB9erVWbZsGREREeh0OgIDAxkyZAgTJkzgt99+q7C26XQ6kpKSii1T+OZ979692bx5M19//TWnT59Go9FQtWpVOnXqxOuvv14k8up+5s+fj6+vL7t27SI6OtriXlDgTFMSBg0aRLNmzVi2bBlHjx4lISEBuVxOkyZNePbZZxk/frxVLJYjSUhIAMyuGxVNrVq12LNnD1u3bmXHjh2cP3+e1NRUZDIZtWrVokmTJvTu3ZvevXsXW8e+fftYvHgxISEhJCYm4u3tTadOnZg6deoDbw7n5uZaCX3ALBALDAykbdu2jBgxgtatWxeZrlmzZixevJjjx48TERFBUlISaWlpODk5ERAQQNOmTenfvz8DBgywGyf1IJycnBg2bBhLly5ly5YtDxQO5eTkMHv2bCpVqsScOXPslvv444/x9/fn559/JiYmhmrVqvHcc88xY8YMFGV4/Lcit2cwO4ccPnyYZcuWcfDgQWJjY5FIJNSvX5+ePXsyadKkIhFmjkKlUrF06VJGjRrF+vXrOX36NHfv3iUnJwdvb2/q169P9+7d6dev30MLlwYMGGARDo0aNeqB5StXrsyGDRv4/fff2bRpE2fPnrW4evn4+PDUU0/Rs2dPmy5T33zzDS1btmT9+vXcvHkTg8FAo0aNGDhwIBMmTGDr1q0PtSwlpVGjRhw6dIgffviBvXv3EhUVhVarJSAggM6dOzN58uRihYX2qFy5Mtu3b2fZsmVs3bqV2NhYZDIZ3bt3Z9KkSXTu3NkSg1YWVCoVK1asICQkhPXr13P27FlSU1NxdXUlMDCQDh06MHjw4DLX72hGjRpFo0aN+Oabbzh16hS5ubn4+fnRv39/3nrrLXbt2uWQ+XTp0oVjx46xdu1aDhw4wNWrV8nMzESpVNKgQQNatWpFnz59SiSSLAsF/1VKsv8IBAKBQCAoGSYTfPutG598Yjs21svLyMqVqbRrp33ELXMMHh4mBg3KZdCg3AcXdgBxfxQVrtfsXvORRIV5BnrSeVFnDk45aDXcqDNyYPIBBu8d7NCIIoHAFuk30jm54KTlu0lv4s8Zf+JRxwOfNj4V2LJHR+QPkaRfTy8yvO3stjh7ld8+KJFKqPd8Peo8W4dLP53nwvKTGHOzcHLWoVBqze/O994zN//BrTMKAnpVw9NPjsSoRmpQIzHkIM+7iU/mJSSU3qndFhqJistGD/5U69idnkpoLqQby+7q/LBIkOAp98BH4kl1owfeBleqGFyopHPGXSvHLU+GKteEs8aIQqNHmp0HORqMWTlg5SiuBe4AYLQ5p9LjXL06bnXq4Fa3rkUgpKpRA0kZr00+KuRXr+K6ahWqTZuQasouNDa6uqJr3twsEMqPHTOWw4OEAoFAIBAIHg0SU1myfwQW7o/MKQ61Wm1xZhCUD3K5HL1eX9HNEAgAc//Qpk0bZDIZBw8efKBI6nGmwG3l119/pUOHDhXcmvIjOjqazp07o1KpOHv2rOizHzGPUx++bNky5s6dS40aNQgNDS2zIE0g+CcSGxtL+/btcXNz4/Tp07i5uVV0kwTlROHzG29v74eKiRQIBAJB8eh0MGuWJ7/8YtuxoFYtPWvXplCvXukjbf6JfbjJZCK4VTDqu9YROn1W96F279qPrB3HPjjGxZ+KxpMFPBtArxW9HomISfDPJWRiCLd23SoyXFVNxeA9g3H1efwcUhxJdnw2v3b7Fb3a+jpEtVbVGLh1oLW7j8mExJCNVJ+JxKA2v4zqe58NaiRGTb6Yx/z5/nGFv0uNaiSG/GGmihN7GpESjQcnNLAvM4O/NCauOcp6pxBSiRQPJw+8nL2oJPOgmilfAKRT4ql3xkMrxzVXiirPhJPGiCJHh1SdB9lqDJnZ6LOzzerZCsLiIlSnjkUg5BoYiOJJOtc1GHA+cAC3Vatw/vPPUk9uksnQN2qEtkULi1BIX68eiOtlAsFD8U/8Hy4QCCoWX19fu+OE45BAIBCUE8eOHQNg6NChT7Ro6J9E7dq1GT58OL/88osl5kfwz8NgMLB27VoARo4cKURDAkEp+fbbbzGZTLz55ptCNCQQCAQCgQPIypIweXIl/vhDaXN8ixZaVq9OxdvbUR4Kf39SL6QWEQ1JnaT4drR/EbU8aDenHYlnEkk+b33DKGpPFBdWXqDp+KaPtD2Cfw6JZxJtioYANIkaQiaEMGDTAGTOf8PzYWMeUl0alxfvwa/2NVzcNKjcNKjc1Li4a2g0pBqqC9uQ6tOQ6vJf+nQkpsfjQaeHISvNjctpldjplMwhk4awPCNqU1HHpdIiQUJ9j7p0NDUgKNsbH60rzhoTcrUWaU4exqwc9JmZ6DIzMajVQGr+yzbloF0qMc7VqllFjLkFBqLy9X3sXYTsUdY4Mn3Nmvfixlq0QBcUhEmlKseWCgQCgUAgqGiEcEggEAjKib/++gtnZ2fefffdim6KoBRMnz6drVu3smzZMsaNGydch/5hGI1GPv/8c6KionBxcWHMmDEV3SSB4IkiPj6eDRs24Ofnx/jx4yu6OQKBQCAQPPHcvi1lzJgqXLpkO+b42Wc1LFmSjkolDMVLQ+wfsUWG1WhXA4VL6eOkHwaZs4yey3qypd8WdFnWt8pD54VSrVU1qrUonyhowT8Xk8lE6PzQYssknknkrw//ovNnnR9Rq8qAyYBUl4HESuCThlSXXuhz/nd9GpKCMkZzNNPA/kB/G/Xm5b+ecPRaGbdv+RJ/w5+Y637sU6azpcVJMrxioezpVAAEutWhk7QRzbK88UuRoYpNQ30zCpMuCojCBDya0MmyI3V2xjUgwEok5FqnDgp394pumkOQX72K648/ovr11xLHkeX26IF6xAi0bdpgrFq1nFsoEAgEAoHgcUMIhwQCgaCc+Oqrr/jqq68quhmCUlK1alW+/vprLly4QGxsLA0bNqzoJgkeATt37mTu3Lmkp6eTnZ0NwLRp06hSpUoFt0wgeLKIj4/nzTffpEOHDiiVtl0RBAKBQCAQlIzISDljx1bhzh3bLgcTJ2Yze3amSAkpA7GHigqH/Lv5V0BLwCPAg65fdCVkYojVcKPOyIHJBxi8dzDKSuJ/lcBxxB6I5c6JOw8sd/mXy3gHefPU6KfKt0EmExJDVr7Axyz6keSLfewLgtKR6DOQIESTBaTeqUTcdX/L625MdfRGKRHNIjjc9QBpldPKVG+AW206yBvRPLs6NZNluMRloLkZhTE3GojGCOQ4dEkchwxwNhhw1mpRGY24V62KS/PmKPv0waldOyTyv9ntsTLEkRldXVEPG0bOuHEY6tYt5wYKBAKBQCB4nPmb/TMSCAQCgeDh6devH/369avoZggeITk5OcTFxaFQKKhXrx6vvPIK48aNq+hmCQRPHG3btqVt27YV3QyBQCAQCJ54Dh50ZvLkSuTkSIuMk0pNzJ2bwbhxahtTCh6ENlPL3VN3iwyv2aNmBbTGTJ3n6tDk1SZcWHXBanh2XDZH3j1C71W9kUgkFdQ6gcMxmaCC1qfRYOTkJyeLDHet4YomWYNRZx15+NeHf1G5UWWqt6n+4MpNJiSGnHvRXkUEP+kW9x+z8Cfd4ggkweCoRXziMCHBJHPBJHUxv8tcMMlU+d9VGKUuZMTpuX0qA3UK6PKc0OYpLO+aLBcSomqgznItVKeJyKaRHO56mOSqycXM3Rp/V3/aOz1FyxwfaqU44Rafieb6LQzqWCAWExUnEpKpVDipVDjJ5TiZTDjrdDhrNCgzM1Glp5u/Gww46/U4Gww4GQzITfcJy6Kj4fRpWLkSvZ8fed26mV+dOmHy8KiYBXMAkowMXDZsMMeRRUeXaBp9nTrkvPoq6qFDMf1NXJYEAoFAIBA8HBKT6f5/T4LScPv27RKXVavVIvKmnJHL5ej1T37etEAgEPwTEX24QCAQPFkUPr/x9vYmObnkNyUEAoFAYJ+ff3bhgw88MRiKCgtUKiPffZdG796Oy9H5p/Xht3bfImSCtbuPm78bw08Mr1BxjiHPwI4hO0gKTyoy7pn/PkOzSc0qoFWCMmEyItXeRa6JQZYbnf8eg0wTgzw3Bpn2LiZkmGRKTFJnTFIlSJWYpMpCw1Tm79L877JCZQoNM903DNl901nqVIJEwdWN1zj87uEiTe69sjfqRDXHZh4DTCictbi4a1C5avD0N9J1XhNUrhqLI5C1M9C9YRLT3/ec3ihVYpJ7WYQ9RptCn3uve+NVNoRB5u9GmQqkyiJCMpPJRGxWLKcTT3PqzilO3z3NtaRrtDrZiq6Hu6LKVdlt58WnLvJHtz9IrJ5Y7PLUcKlBe2UTWubUICDVGffb2eRev4U+K8shv5ddJBLkbm4oPDxQeHqi8PBA7u6Ok6srTgYDznl5KHNyUKal4ZKcjOrOHZQxMSjU5SeWNclkaFu1Iq9rV/K6d0cXFATSosLdxw35tWu4rlqFatMmpCX8fXK7dyfn1VfJ69btiVhGgeDvzj/tf7hAIKh4fH197Y4TwqGHRAiHHi/ETWeBQCB4chF9uEAgEDxZCOGQQCAQOBajET791J1vv7X95H+1agZ++imVZs10Dp3vP60PPzL9CFeCr1gNazSqEZ0Xdq6gFt0jMyaT3/r+hjZTazVcIpfwry3/onqrEri+CB4JEn0Ostx8IZAm2vzZ8h6LxOQ4cZ+jMCFFr5Why5Oj0yrQa83vEicVXg29keoz0afexUmehUxufHCFTyhGgwRNtgp1tguabBWaHBeqdmiEk7cPRkUl80vude9z/ndk9sU6D4vWoCUyJdIsEko8TdjdMO6qizqjASg1Sjod7US7E+2QG+4FSlxpcIVD3Q9xp0bRGLpqqmo849KU1ho/AlOVeNzOIe9GNLq0ssWX2UPh6Yl7gwa41qmDwssLhbv7PYGQqyvOOTkoU1JQxMUhi4lBFhODPCYGWWwsssfoOGSoXNksIsp/GatVq+gm3SM/jsz1xx9RHjlSoklEHJlA8PjyT/sfLhAIKp6/nXAoIiKCkJAQrl+/TkZGBgCVKlWiQYMG9OrVi8aNG9udNj09ne3btxMWFkZycjJOTk7UrFmTrl270qNHj1I/WSSEQ48X4qazQCAQPLmIPlwgEAieLIRwSCAQCBxHbi5MnVqJHTts35hu2FDHmjWp+Ps7Ps7nn9SHm0wm1rVeR84d67Cd3qt6E9A3oGIadR+39twiZHxIkeGuvq4M2TcEZWVlBbTqH4jJiDQvIV8YFIM8N9rqXab7Z+wzjztGmUe+uMcLo/ye0MdkQ/gTfzqXvRNPkadxBu7dA2g6vintP27/SNudokkhLDGM03fNjkIRyRHkGnJLVYdnuidNI5vipHXiSsMr3PYz36eooqxCW7cg2mj8qZvmgleCBt3NGPKSirqZPQxyNzfcGzSwejlXrozT5cvIbt5EHh2NLDbW8i6Lj0dieDIj6XRNmpDbvTt5Xbuibd0anJweeRtEHJlA8Pfkn/Q/XCAQPB78bYRDJpOJFStWEBJy7+RZoVAgkUjQau89ifPcc88xduzYItPfvHmT+fPnk5Vvt6lUKtHpdBjy/7A2b96cGTNmoFAoStwmIRx6vBA3nQUCgeDJRfThAoFA8GQhhEMCgUDgGFJTpbz6aiVOnXK2Ob5jxzxWrEjF07N8LuH9k/rw1MupbO652WqYVCFldORonNwe/Y1gexyfc5zIHyKLDK/ZsyZ9V/dFIq24SLW/ExJ9dqEosXuRYmbnoDgkJu2DKxE4BKNUVUjw41XU9SdfFGSyfPYyuwBJ5Q+uHNDn6tncczOZUZlWw1XVVLx0+CWcPMpv/zeajFz/f/bOO7yp6v/jr6RJmnRPuoCyZCngYCND9vAnoCBDEFERUFEEURBcKCKofEWFqqCIbMTFkA0tq2XJKNCWWegGOulI2ozfH2liQ5LSSVs4r+fJk+Tce8a9uffk3nve5/3JuMjRFGPIsWMpx7iceblCynaRu/C4Txseyw7kgXQXPJPVaC/HoU62dh0qDw4qFS4PPGAhElIFBiLR6ZCfOYMiPBzHQ4dQHDmCNDu7QusuKTovL3TBwejq1EFbty66unXR1qljTAsIQB4Tg+PevTiGhaE4dgxJGZ8/6Z2d0XTqhKZbNzTduqELDq7gLbFEduECzsuWofrtNxGOTCC4B7mfrsMFAkH1oDjhUMmurKsJoaGhZtFQ+/btGTFiBAEBAYBRwLNy5UqOHTvGli1baNasGW3btjXnzc3N5fPPP+fWrVsEBQXx+uuv07BhQ7RaLbt27WL58uWcOnWK5cuX8/LLL1fJ9gkEAoFAIBAIBAKBQCAQCO4fLl92YPRob2JjbT+ie/bZXObNy6gKc4N7kri9cVZpfm38qpVoCKDtzLakHE/hxglLh5C43XGc/uE0rSa2qqKW1TAMBhw0iTjkxd4WUswoFHIoSKvqFt5z6KXKQnGPh6ULUKEIyGBO8/hPGCRzB4fKddI6HXLaSjQE0P6D9hUuGsotyOXEjRNmkdDxlONk5meWrhADqLRS3NWywpcD7moZdQ3e1McXP60rbnkOONzKQ3M9BTCGNasIyY7U0RGXhg0tREJOtWsjcXAAk1Bo06b/hEKFk7QrG71Sic4kCCp8N3+uUweDi0ux+QtatKCgRQuy33gDya1bOB48aBQShYYii48vcTukOTmoduxAtWMHYHT1UReKiPI7dsRQERPH9XpjOLKffy59OLIxY9A1alT+NggEAoFAILjvqFHCoX2FF0n+/v68+eabODg4mJcFBgYyZcoU3nrrLVJSUjh06JCFcGjjxo1kZGSgUCiYMWMGtQrj0spkMvr27UteXh5r1qxh165d9O/fv1i1lUAgEAgEAoFAIBAIBAKBQFAejh5VMHasJ+npDjaXv/12FpMnZyMR5jIVRtwea+FQne51qqAlxeOgcKBHSA/+6PMH+ZmWrjdH5x7Fr7Uf/m38q6h11RyDHnnWCVQ3tqC8sQWZpuSCgIpE7+CCThWMVhmMTlUXI1Zk3QAAIABJREFUrbJu4fe66JS1AQkSvdr40qmR6DWgVyPR5xWmawrTi76MaRT9rs+7bT0NEr0adP99R5cH+Xk4yPQlbr9B4oimwIXMRAfyslXk5ajIy3YiL1uFVuJG05c7Iff2KyIKKnQAcrAdbrEqybqWxcnvTlqlB3QIoOGghuUuPyE7wSwSOpZyjLOpZ9EZbITkKhQDuRUKgTwKRUFuGpn5s0kg5K6RodDZc4rJBDLRAuX1bJbI5bg0aGApEgoORmoad9HpkJ89i2LrVhzDw1EcPlxpQiGDVIouMNDoGFToHKQLDja7Bul9fKioP0SDqyvqvn1R9+1rFBheuoQyLAzH0FAUhw4hVZc8bJzsyhVcrlzBZdkyDAoF+W3bmoVE2qZNS9Vmcziy5cuRxcaWKI+2fn1yxo4l99lnRTgygUAgEAgE5aJGCYfS09MBCA4OthANmZDJZAQHB5OSkoL6tos7k+ioY8eOZtFQUfr168eff/6JWq3mwIEDPPvss5WwBQKBQCAQCAQCgUAgEAgEgvudjRuVTJ7siUZjPaAolxv46qsMnnkmrwpadu+Sn51PytEUq/Q63aqfcAjAtY4r3b7uxo6xOyzSDToDeybs4emdT6P0qlyXlhqDQY8i6zjK65tQ3fwHB01S5VeJFJ0yCJ2yLlpVcOF7XXTKYLSquhhknncUDBikcgxU/kB/2FthnF9/HolUh1yhRSbX4uiq56kNvXDykhjFRoYC9DI39DIPDHJPDA4qDAYD+6ftJ2ZNjFWZ58578eRvfXBwtC18LC06vY6U3BQSshOIz44nPjuedHU6MqnM+JIY3+VSuc3329McpA7m77EzYtGpLYU8EgcJzd5vRoYmw6IMB4kDkmJ+twJ9AedSz5lFQkeTj5KemWIU/GiM4p8n1G6WTkEamfm7o10x0F1AKsWlfn0LkZBz/fpI5fL/1tHpkEVFGd14TEKhLGunprKi8/KycgoyuwcFBUHRttwtJBJ0jRqR06gROS+9BGo1jkeO4BgaimNoKPIY6+PfblH5+TgeOIDjgQPw6afo/P3RdO2KumtXNJ07Y/DysplPhCMTCAQCgUBQHahRwiE/Pz8SExO5evUqOp3OSjyk1Wq5evUqAA0b/jdbIDEx0Rwj8pFHHrFZtlKppFmzZpw4cYJTp04J4ZBAIBAIBAKBQCAQCAQCgaBCMRggJMSFOXPcbC53d9ezdGkaHTvm21wuKDuJBxPRF1g6rjj7O+PZ1LOKWnRngnsH02J8CyJ/iLRIz0nOIfTNUPos74NEep9aUhl0KDKPoLyxBdWNf3DItxaFlRe9zL3QKaiu2TnIJAzSOQaBtApEDqUkLSqN87+dB8CgdyBf7UC+2pHGYx5GEdyiWMcaiURCx087khadZhU27/rx6xz64BCd53UuUTs0Og2J2YnEZ8f/Jw66ZRQIJd5KIDf1Oh63JPjmyKmVo8AnR46bxjh0YcCATgI6QA0gAUNh+n+fb0sv/O6a5Ub9K/XxCzSeJ4bCFVNqpfDrou8xFOYBg/mzVCJFIpEikUqRSCRIJVJzWoEmD+c88FDLeEItY6DaHaWuGvYhUilOdevi+sADuDZujFuTJjg3aICDo6Pleno9sjNnjGHHwsNxPHwYaWYpw6rdht7VlfzHHkPboIGla1DduncMJ1YtUCrRdOmCpksX+OADpImJZjcix/37S7V/HJKTcVq3Dqd16zBIJBQ8/DCaJ55A3bUrBa1a4RgaivOyZSjDwkpUnghHJhAIBAKBoDKpUcKhXr16ceLECZKTk1m4cCEjR47E399oy5uYmMiqVatISUnBz8+PAQMGmPNdu3bN/LlOHfuziOrUqcOJEyeIL0VMW4FAIBAIBAKBQCAQCAQCgeBOaLUwc6Y7K1c621xep46WFSvSeOCB8gafEdjCVpiy2t1rF+suUh1oO6MtKUdTuP7vdYv0uD1xnFp8iodff7iKWlYF6LUoMsMLw5BtxaHgZrmKM0hk6BxrFzoFFQklpgpGq6yDQe5RQQ2vOo7MPWJSxphx9HCk5astS5RfppTRa0kv/uz3J3k3LF3QoldG49vSl6bPNSU7P9vsFBSfHU/CrQSLz7kZqfjkyMzCIN8cOfVzFLTNkeOT44RC36CiNtkaj6tWSe4F0PhKWQQ/1VMspqpd+z8noSZNcGnYEJnKRtg4vd7oKFRUKJSRUa669a6u5Ldti6ZjR/I7dqTgwQfBRrSImoo+MJDcESPIHTECtFrkJ0+iNLkRnTyJxGC4cyGAxGBAceIEihMncF2wAINcjqSgoER5tfXqkfPiiyIcmUAgEAgEgkqlRgmHWrduzZgxY1i1ahURERFERESgUCgAyM/Px9nZmd69ezN8+HCcnJzM+UwhzgC87NhBFl2Wl5eHWq1GqRR2vwKBQCAQCAQCgUAgEAgEgvKRnS1hwgRP9u61/azp4Yfz+eWXNHx99TaXC8qHwWAgPtR6omB1DVNWFKlcSo/ve/BH7z/QZGgslh2bfwy/Nn4EtAuootbdBfQFOGYcQnljC8qbW3EoSCtVdp1BwgW9EwkGFYkGFcl6FUmoSDKouIkSQ54D0kwpEsl1JNxAKvkXCRIkEgkSJIVOM/99hkJHmsJ1pPznSgNY5DEtu708qUSKUqZE5aBCJbPxkhe+37bc0cGxVEK3pPAk4nZbC+YeefMRHN0dbeSwjZO/E22/a8u+5/Zh0FqKJMJmhPH65deJ9Y7BN0de+DIKgxrlKOiQI8c3xwOV1rvE9QmMSORyFF5eKDw9UXh4/PfZ0xN54bvC05PAxo3JsBfeSq9HFh1tDDt26BCOERHlFwq5uBiFQp06kd+hg1EoJKtRw0xlRyajoHVrClq35tbbbyNJS8Nx/36jkCgsDIeUkjuflUQ0JMKRCQQCgUAguJvUuCu6AQMGEBAQQEhICJmZmeTn/2fdXFBQQF5eHrm5ubgUsb3My/tvNoTj7XacRTCJkEx5bAmHdu3axa5duwD4/PPP8fHxKXHbU1JSkN0vF9FViNjHAoFAUHMRfbhAIBDUHBwdHc33QzKZrFT3RgKBQHA/ER0Nw4fLiIqyPej3f/+n59dfwcnJ/mS3yuR+6MNvRt0kOz7bIk0qk9JiUAuU7tV/4qCPjw9PLXuK3wb/ZpFu0BkImxTGK6dfQeGisJO7BqLPR5KyG2nCn0gTNiIpSL9zniIUGGB3LmzIhr9zDNzU5QA5ldPWu4gECU5yJ5zlzqjkKpzkTjjJnHCSO1l+Vzjh5OCEx0wPpFj2O/JAOZqnNUTnReMk+y+fBAnxt+K5lnmNa5nXuJp11fz5WtY1CvLyeKLbo/SMaI1cnoNcnoNMYXyfvleBzKFpFe2VmoVULkfp7Y2jtzfKwpfFZy8vlD4+KL28kLm4lEgoJpPJ8DFNotbrkZw7hyQsDGlYGJL9+5GklU5sdzsGFxcMnTqh79oVQ9euGB5+GKlMhgqw4Wl0f+HjA40bw0svoTMY0J85g2THDqQ7diA5eLDEjkJFMbi4oB89Gt3EiUibNMEVEB5DAsG9y/1wHS4QCGoONWp0TqPRsHjxYsLDw2nYsCGTJk2ifv36GAwGYmNjWbNmDfv37+fkyZN88MEHBAcHV3gbevbsSc+ePc3fb94suSWuRqPB4R6y6ayOyGQytFph6S0QCAQ1EdGHCwQCQc1Co9GY74d8fHxKdW8kEAgE9wubNimZOtWDnBzboqGXXsrmww+zyM0Fe4YRlc390Ief/uO0VVqt1rXILsgm+2a2jRzVD4+2HrR8tSWnF1tuy62EW0T8GEHz55tXUcsqCJ0ax/R9qG5sRnlzJ1JdVqmy5xtgRy5suAUbcyC9Gpt3KbQSpAajIMRgiiNWqA8x+fmYfX1uS1frclCrc0BS/LrNzzbn2Zhnrepe124dM/+caZXuoAfvXKNbUK1sOT65ch7IUdAxR45PThCeajmQB3X3l2WT72kkMplNJ6Db3YLknp7InJ3vKAbSYLzORqMpdj0A9Hp8b9wg959/zOHHHNJLJ7SzKtLZmfy2bcnv2BFNhw4UtGhh6ShUTseie5qAABgzBsaMQZKTY3R5CgtDuXcvstjYYrPaDEd2j/83CwSC++M6XCAQVC8CAwPtLqtRwqEVK1YQHh5OQEAAH3/8sYVDUMuWLWnatCnTpk0jKSmJn376idmzZwOgKhLPV6PRWIQxK0pR9yKVrRjAAsF9wOTJk/ntt98YOnQoX3/9dVU3p0SsW7eOKVOmULt2bQ4fPlzVzamWFLePvvrqKxYsWECHDh3YsGFDFbWwZMybN49vvvmGmTNn8uqrr1Z1cyqU9PR0FixYwO7du0lKSjL/J507dw53d/dKqbO8505x+SuzbIFAILDFkCFDCA8PZ8qUKUydOvWu1Pncc88RGhrKunXrePzxx+9KnQKBQCCoGRQUwJw5bixZ4mJzuURi4OOPs3jppZrvglITqKlhym6nzTttSDmaQspRy3A4MatjaqZwSJeHMi3UGIYsdSdSXelEXGo9bCt0FtqcA5nVSCwk10rwz1YQcEuB/y1HAsyfFbjm36VH8s3XW3w1GGBajAHONzN+N6UDUgNIKXkYtIpGqlKhCghA6e+P0s8Plb8/jr6+xvBMBoPxhTHsoOkzBoPl98K0G6dvcGZJZJHSDUiAOj1qU7+/cRKyaV1zGeby9Gj1WvR6HTqD3viu16LT69DpdcjlCnxqBVuEDSupM1BFo/z7b9w/+QSHpCQ8ylGO3snJWigkl1dYO+9XDM7OaHr1QtOrF1mAQ2wsjoUhzRwPHEBaqBYW4cgEAoFAIBBUF2qMcCgvL4/du3cD0LdvXwvRkAmFQkHfvn1ZtmwZ0dHRZGZm4u7ujqenp3mdtLQ0u8KhtELbTpVKZTNMmaB6YBI5ACQkJFRxawSVSVxcHOvXGx9y3K0BwOpEXFwc7du3B2DBggUMGzas2PVNA6Z3WwB0+fJl/vnnH06dOsXFixdJTU0lMzMTJycn6tWrR5cuXRgzZkyxKtaSkJiYyI8//oi3tzcvvPCC1fLr168zb948du/eTUZGBrVr12bIkCG8/vrrdsNfpaWl0aVLFxwdHQkNDcXVtWrMf3U6HcOGDePs2bMAODs7m8VCUvHQQHAfoNVqCQ8P58yZM5w+fZrIyEhiY2MxGAwlErKmpaWxc+dODhw4QGRkJPHx8eh0Ory8vGjVqhVDhw6lX79+5WpjeesIDw8nLCyM06dPc/XqVdLT08nJycHd3Z3GjRvTr18/Ro4cKcTrNjh06BDh4eHUrl37jv+Fd5spU6YQGhrKJ598wtatW0WfLRAIBAIAkpOlTJzoyZEjjjaXq1R6Fi3KoE8f9V1u2f1JQW4BSRFJVul1nqh5wiGpXEqnOZ34o/cfFuk3I29yM/ImPi2qf6gLiS4Xx9TdqG5swTF1N1J96ay28vTwT6Gz0OYcyDbcOU9lIdGDT64c/2wFgVmOZqFQwC0FXrnyKhXi2EIiMYY7owr2mUShQOXnZxQGFXmpCt9lrq4VIr7R5mnZ895vZGfWs0h3DnCmzedDkTvfG4IYhytX8Jw0CYlOV+q8epXKUijUsqUQCt0FdPXqkfvCC+S+8ALk5yO7cAG9jw96P7+qbppAIBAIBAIBUIOEQ0lJSegKL4T9irmYCggIMH++fv067u7u1K1b15wWFxdH7dq1beaNi4sDsLtcILgf8PPzo2HDhsWeZ3eLuLg4s0isOOGQm5sbDRs2xN/f/241rcZRmftox44dzJ071/xdoVDg7OxMZmYmp0+f5vTp0/z88898++239O3bt8z1zJs3D7VazbRp06wEoBkZGQwaNIirV68C4OTkxJUrV/jiiy84d+4cP/74o80yP/74Y9LT01m6dGmViYYA9u3bx9mzZ5HL5axfv562bdtWWVtKgzj3BBVFUlISw4cPL3P+Rx55xCLMnVKpRCaTkZycTHJyMtu3b6d79+78+OOPZRbmlLeOkJAQswgejP2UQqEgNTWV8PBwwsPDWbp0KStXrqRhw4ZlauO9Snh4uNkZr7oJhx577DG6detGaGgov//+O0OHDq3qJgkEAoGgigkPVzBxoic3btgOVV+/vpYlS9Jo1kyE6L1bJB5MRJ9vaUWjqqXC60GvKmpR+fB+0Bvfh325cfKGRXr0qmge/7x6OiBKtNmFYqHNOKbtQaovnWguR28UCW3Ihq05kFMC4YtcKqdTYCd6BfeigXsDMBjDgukNegwYXWZMnwHjZ4MBPcZ307oYDJCdhyQlDWlKhvklu56Jw40sJNrSCzfuRQwGCQUFTmi1LgR2bYbnQ/UtBEIKT8+74spz8tuTZMdbO1e1/6j9PSMaAnCMiCixaEivUpHfps1/QqFWrYRQqKpRKNA++GBVt0IgEAgEAoHAghojHCp6Y1FcvMeMIjF2TYM2gYGB5jiRJ0+epEOHDlb51Go1UVFRALRq1aqimi0Q1DhmzJjBjBkzqroZpaJfv37ldpK416nMfdSoUSPeeecd2rRpQ7Nmzcwub2q1mr179/Lpp58SGxvLa6+9xt69ey3EnCUlKSmJP//8E4VCYXPQeMmSJVy9epXmzZvzyy+/EBQUxMGDBxk7dixbtmzh0KFDdOzY0SLPgQMH2LBhA3369Kny4yc6OhqAZs2a1RjREIhzT1CxuLi40Lx5c1q0aEGLFi1YsmSJ2YXrTmi1Wh555BGGDh1Kt27dCA4OBowC1IULF7JmzRr27NnDO++8w7ffflum9pW3js6dO9OtWzfatm1LvXr1cHExhi1JS0vjr7/+Ys6cOVy7do2XX36Z3bt3C+eaGsTo0aMJDQ0lJCRECIcEAoHgPsZggO+/d2buXDd0OtuD4/3757FgQQaurlVokXIb0vybcCsNDJ5GO5J7EHthyqoitFBF0XRkUyvh0MU/L9Lug3bInaqHIECizUJ5c6cxDFlaKBKDplT5s3SwqVAstD0X8kpw2ng4etCzbk96B/ema1BXXBS2QwXaQqdWk5eYSG5cHHnx8eQmJBg/JySgvXWrVG2/J5FIcPTxsRADpV3UEbUmkYJ8Z7RaFWC8h0nPc2Lwm4Nw8rPt+l9ZZF7O5FTIKav0oK5B1B9Q/662pbKRpqfbXaZXKilo0wZNUaGQjegNAoFAIBAIBAJBUWqMcCgoKAiFQkF+fj67d++mR48eODhYzt7S6/XmmdzOzs4WYXG6dOnCH3/8waFDh3jmmWeoVauWRd7t27ejVquRSqU8/nj1nJ0jEAgE1ZGePXvSs2dPq3SlUkm/fv1o3LgxXbp0Qa1W8+eff/Lmm2+Wuo7Vq1ej0+no1auXRfhJE/v27QPg3XffJSgoCIBOnToxcuRIlixZQlhYmIVwSK1WM336dJydnfn0009L3Z6KJi8vDzD+dwkE9yNBQUFER0dbDN6sW7euxPnXr19Pp06drNLr1KnDl19+iYODAytXruSPP/5g+vTp5n6iNJS3jnHjxtks18vLixdffBGFQsG7777L+fPnOX78OG3atCl1GwVVQ/fu3fHw8CAmJoajR4+K304gEAjuQ7KyJEyZ4sHWrbadDR0cDLz3Xhbjx+dUH22OQYfr5c9xifseCXp8nZqQ1XAWGq8n7ikBkcFgIG5vnFV67Sdqttt4g4ENCP8oHG3uf85VBdkFXNl0hcbDGldZuyQFGShvbjeGIUvfj8SQX6r8GTrYmAO/ZcPOXNCUQCxU360+fer1oXfd3jzm9xgyqf3H3QadDvX16+TGx5MXF2d8LxQIaW7csJuvopE4OCBVKDAYbttA0/fC91Itv21ZWZB7ehpDh5lCigUEGN/9/FDWqoX0NpeaegYD2dn7OL/uvEV6bkouu8bvYsD6ATgobLuvVTQGg4GDsw5auYtJ5VI6ftKxRgsFbSGxIWZT9+hB9qRJ5AuhkEAgEAgEAoGgDNQY4ZBCoaB79+5s27aNK1euMG/ePEaNGmUOKxYXF8fKlSuJiYkBYMCAARYztZ966in27NlDRkYGn3/+Oa+//joNGjRAq9WyZ88e8+BUz549LQRHgprFwYMHefrppwFISEjg3LlzfPfdd0RERJCZmUnt2rUZMWIEL7/8MjKZ8fA/evQoISEhnDhxgszMTOrVq8fzzz/PmDFjbN5UtmvXjvj4eBYsWMBTTz3F4sWL2bhxI/Hx8bi7u9OpUyemTZtmdlVJS0sjJCSErVu3kpSUhKurKz179uTdd9/F19fXqvzJkyfz22+/MXToUL7++mub27lu3TqmTJlC7dq1OXz4cLH5N2/ezC+//EJUVBRqtZoGDRowbNgwXnzxRZtuBvbq/+qrr8xhw+5EREQEderUAaCgoIDw8HB27tzJsWPHSE5OJj09HTc3Nx566CGeffZZBg4caLWvTfvZxO0DsEXbV9z+MBEbG8v333/P/v37SU5ORiaTUa9ePfr27cvLL79sM0zVoUOHzM4BCQkJXLlyhW+//ZZ9+/aRmpqKl5cX3bt3Z8qUKRZhEqsjJdlHJjZu3Mjy5cuJjo5Go9HQqFEjhg0bxvPPP28l2CwJDRs2xMPDg4yMDJKSkkqd32AwsGbNGgAGDRpkc520tDQA6tWrZ5Fev359i+UmFi5cyJUrV5g9e3aF9vlZWVn89NNPbNu2jdjYWLRaLf7+/nTu3JmJEyeaHUpMmM43E+Hh4RbH+pQpU4oN02eLsLAw1q5dy/Hjx0lNTUWpVBIQEED79u0ZNGgQrVu3tpv39OnTLFq0iCNHjpCRkYG/vz99+vRh8uTJeHh4WK1fmuPKFsePHzfXl5eXR1BQEP3792fSpEnF5ivaT/3vf/9jzZo1rF+/ngsXLpCRkcGCBQssnKmuX7/O0qVL2bNnD/Hx8eTn5+Pn50enTp145ZVXaNzY+sF6ZZ//er2e48ePs3PnTg4dOkRSUhKpqak4OzvTtGlTBg4cyIgRI5AXYx+elpbGwoUL2bFjBykpKbi7u9OmTRsmTZpEixYtzMfSb7/9ZuW4ZWLbtm2sX7+ekydPkpaWhpOTE02bNmXQoEHF1r9x40bWr19PZGQkGRkZODk54eXlxQMPPEC3bt0YPnw4SqWyxPujvO46tgQ9RRkxYgQrV64EjMd5WYRDlV3Ho48+av6cmJhY6vYV/b2bNm3KN998Yz42vL296dWrF1OmTMHb2xuA+Ph4vvvuO0JDQ7l+/Tre3t48+eSTTJ061eyGZIszZ87w448/EhERwc2bN1EqlTRq1Ij/+7//4/nnn8fR0dEqz+19RUn7mri4ONq3b2/+fnsfCVid7yYMBgOrV69mzZo1XLhwAYPBQJMmTXjhhRd45plnbG6bVqtl7dq1/PXXX0RHR3Pr1i1cXFzw8vLiwQcfNB/bt6NQKBgwYACrVq1i5cqVQjgkEAgE9xlRUTLGjfPiyhXbj9h8fXWEhKTToUPpBBSVik6NZ/QbqG5sMSfJc2PwjhyN2rMrWQ3fR+vSrAobWHFkXs7k1lXLAXaJVELtLjVbOKRwUdBwUENiVsdYpEevjr67wiGDHnn2WRzTwnBMD0WReRSJoXRh+NJ08Fe20Vlodx7k30H3IpVIaePXhl51e9EruBeNPBrZaZqejJMnST9xglyTSCgxEUNBQanaVx4ca9XCqXZtVLVrW7wra9VCUobnK3fi4KyDnFt2ziJNKpcwZO9Q3IILn3uZREemFUxCI4kEaSnbJJFI6PRZJ9Jj0q0csFKOphD+QfhdC58XuzWWhLAEq/SWE1ri0dD6eUZNx5ZwSNO5M/niXkQgEAgEAoFAUEZqjHAIYNSoUSQnJ3Py5EnzyzSgVVDkpq9Tp05m8YgJJycnpk+fzpw5c4iPj2f69OmoVCry8/PRFcYDbtWqFWPGjLl7GySoVPbs2cO4ceNQq9W4ubmh0Wi4ePEin3zyCadPn2bx4sWsXr2a6dOno9frcXV1RaPREBMTw8yZM0lMTOS9996zW/6tW7f4v//7P6KiosyDoykpKfzxxx8cPHiQv//+G71ez/Dhw7l27RoqlQq9Xs+NGzdYs2YNERERbN261aZgpaKYOXMmv/zyC1KpFFdXV9RqNefOnePDDz8kMjKShQsXlrgsZ2dnm0InE3l5eWRnW8cQP3r0KCNGjDB/d3R0RKFQkJqaSlhYGGFhYWzdupWQkBCLgWNvb2+ys7PN4Qdvr9vNza3Ebd+4cSOTJ09GozHaYru4uFBQUMCZM2c4c+YMq1evZvXq1TzwwAN2yzCFvcrJycHFxQW9Xk9ycjKrV69mz549bN68udqLh0rCnDlzWLx4MRKJBHd3dzQaDZGRkURGRrJr1y5+/vlnm4PCxRETE2P+HW8X9pSE6Ohos+CoXbt2Ntfx9PQkNjaW2NhYGjX676FhbGwsYHT0MHH+/HlCQkJo1aoVY8eOLXV77BETE8Nzzz1nbqtSqUQmk5nbtX79er799lsGDBhgzuPm5oavry85OTnk5uYil8stBs1L40CUl5fH5MmT2bx5sznNxcWFvLw8oqKiiIqK4vDhw+zcudNm/j///JO33nqLgoIC3Nzc0Gq1XLt2jSVLlrBv3z42bdpUoY5Ia9euZdq0aej1xtmAbm5uxMXF8e2337J161aee+65O5ZhMBgYP348W7ZsQSqV4ubmZiVA2blzJ6+99ho5OTkAyOVy5HI5165d49q1a/z+++/Mnz+/2PBClXH+JyQkWAjhZDIZKpWKjIwMIiIiiIiI4K+//mLVqlXm0KtFuXTpEs8++yzJycmAsW/Ny8tjy5Yt7Ny5kx9++KHY+nNycnj11VfZtWuXOc3V1ZWsrCwOHz7M4cOH2bBhA7/++quVaGzq1KmsXbvW/N3Z2ZmCggLzsb5z50569OhhFpBWB4r2W6brvupWx5EjR8yfy9JXmkhISOCNN94gKSkJJycn9Ho9CQkJ/PLLL+brkytXrjB69GjS0tJwdXVFp9ORmJjIjz/+yIkTJ/j9999tCkWXLFnCxx9/bJ7Z7OZmO9tVAAAgAElEQVTmRm5uLsePH+f48eOsW7eOVatW4efnZ7d9pelrpFJpsX0kYFOgptPpeOmll9i+fbv53MrOzubff//l33//5cqVK7z99ttWeUaPHm12sDNtX15eHpcvX+by5cts2rTJpnAIjP9Pq1atIjQ01O62CwQCgeDe4/ffVbzzjjtqtW0RdNu2Gr7/Ph0/P73N5VWBRJuF15kXccwIt7lcmR6G47H95AaM4Fb9aegV9p8D1ARshSmr9WgtHD1Kd19bHWk6sqmVcCjlWAppMWl4NfGyk6v8SDUpOKbvKxQL7cOhILXUZdzQwp+FYcj25sKdpEZOMie61elG77q96VG3B15K+9unvn6d5O3bSd6xA3Xh/VJlInN1/U8UFBSEqk4d4/fAQBxKMZmivGReySRqRZRVerPRzXGv726VXlH+OzKljJ5LevJXv7/Iu5lnsSxqRRQ+LX1oOrJpBdVmm4LcAsI/tO7TXIJceOTNRyq17qpCmpVllaYvxbNSgUAgEAgEAoHgdso3vfsuo1AomDFjBlOmTKF169Z4e3ubBy68vb1p164d06dP580337Q5c71BgwZ89dVXDBgwgICAALRaLUqlkqZNmzJ+/HhmzJhR7Mx+Qc3i9ddfp3fv3hw5coSoqCiio6N5/fXXAfj777/57rvveO+99xgzZgwnT54kKiqKs2fP8uyzzwIQEhLCpUuX7Ja/YMECsrOzzTPZz58/z5o1a/Dy8iIlJYU5c+bw2muv4erqysaNG7l48aJZsKBSqbhy5QqLFy+utO3fuXMnq1ev5sMPP+TcuXOcO3eOyMhIRo4cCcCGDRs4cOBAicubMGGChWiv6Gvfvn3mQfMWLVpYhAJUKpUMHjyYX3/9lZMnT3Lp0iXOnz/PmTNnmD17Nq6urmzevJlly5ZZ1PfPP/+wZMkS8/fb65w9e3aJ2h0ZGckbb7yBRqOhTZs27Ny5k5iYGC5evMiyZcvw8/MjMTGRF154wSwssMUrr7xCp06dCAsLIyYmhgsXLhASEoKLiwvJycnMnTu3xPuyunL27FkWL17M2LFjOXXqFGfPnuXcuXNMmzYNiURCaGhoibdTq9WSmJjI+vXrGT16NAAeHh7m86s0mJxsAgMDrcJMmujSpQsA8+fPJyHBOMMsIiKC1atXWyw3GAy888476PV65s+fX26XExPZ2dm88MILJCUl4e/vz6+//sqFCxeIiYlhx44dPProo2g0GiZNmsTZs2fN+WbPns3JkyeZMGECAK1bt7Y4zk3pJeGtt95i8+bNSKVSXnvtNY4ePUpMTAyXLl3i2LFjfPfddzz22GM286ampjJ16lSGDh1q7jPPnz/PnDlzkMvlxMTEVGh/FRkZybvvvoter6dDhw6EhYURFRXF5cuXWbx4MTdu3LDruFaUrVu3sn37dt5//33OnTvH2bNniY6Oplu3bgCcOHGCV155hZycHEaNGkVYWBiXLl3iwoULHDlyhDFjxpCfn8/bb7/NqVOn7NZTGee/g4MDffr0ISQkhOPHj3PlyhWio6M5f/48CxYswN/fn8OHDzNv3jyrvAUFBYwfP57k5GS8vLxYunQpFy5cIDo6mrCwMNq0acNbb71VbP1vvPEGu3btol69eixatIiYmBiio6PNfWNwcDDHjx+3crw6cuQIa9euRSqVMnPmTM6cOcP58+e5ePEikZGRrF69mqFDh1a766nw8P8eIjdtWjkPrctSh0mU8s0335j/19q3b0+rVq3K3I4PP/wQLy8vNm3aZL4+Wbx4MSqVigsXLvDFF18wfvx4mjVrxp49e4iOjiYmJoZPP/0UBwcHjh49ajNM3M6dO/noo48wGAz06dOH8PBwc1+xcOFCXFxciIqK4pVXXrErnCptXxMUFFRsH3ny5EkGDhxoVc/y5csJDw/nf//7H9HR0URHR3P06FF69eoFGF3nLl++bJHnr7/+Yt++fSiVSr788kvOnz9PVFQUly5d4tSpUyxdupT+/fvb3e+PPGIckLh58yYXL168w68kEAgEgpqORgPvvefOG2942hUNjR+fzfr1qdVKNCTVJONz4mm7oiETEvQ4J62i1uFOuFz9FnR5xa5fnbkXw5SZ8H3YF69m1gKa28VE5UanRpG2D7dLn+B7tCf+4Y/iGT0Zp+t/lko0lKyFxRnQPR4CrsD468ZwZPZEQ/7O/jzf7HlW9l1J5OhIlvRcwtDGQ22KhvT5+VwPC+PUjBlEjBpF7K+/VqhoSCKX41SvHj6PP07d4cNpMnUqj3z9NR03bKDT77/z6Dff0Oyddwh+7jlqdemCS4MGd1U0BHBs3jEMWku7Jrmz/K4IZ1wCXejxQw8kMms50sGZB0k5nlKp9Z9YeIKcROtneh1md0CmqlHzpkuMxMbkTUMxzrECgUAgEAgEAsGdqHFXzhKJhPbt21uELSgNHh4ejBkzplo6Cy0JWnLnlWoo4xLG3fU6W7VqZXZOAaPzxowZMzh69CiHDx9m7ty5jBw5kk8++cScx8PDgy+//JLw8HDi4uLYtGkTkydPtlm+RqNhzZo15lBIYBQnzJw5k6lTp7Jp0yZ8fX3Zs2eP2e1ELpfz1FNPERMTw9dff83GjRt59913K2X7bYXr8fLy4osvvuDMmTOcPn2av//+m8cfL59lsFarZdy4cVy4cAF/f3+WLVtm4brw6KOPWoRfMeHp6clLL72En58f48eP5+eff+all14qV1tsMW/ePAoKCqhXrx5r1qwxO3dIpVJ69+5NYGAgAwYMIDY2lhUrVtgVajRv3pyffvrJLDRRKBQ89dRT3Lx5k/fff58tW7awYMECcwi8iubDDz+8ozjB5OpTVrKysnjmmWf49NNPzWmurq5MnjyZ/Px8Fi5cyLJly5gwYQL+/v42y+jSpYtNwV3jxo1ZtGiRhfNPSfn3338B429gj3HjxvH7779z9uxZ2rZti5OTE7m5uQD069fPHGJo5cqVHD16lAkTJvDQQw+Vui32WL58OdeuXUMul7Nq1SoL0cCDDz7ImjVr6NmzJ3FxccybN49ff/21wuoG2L9/P5s2bQLg008/tfiPk0gkBAQEMHjwYAYPHmwzf15eHkOHDuWLL74wp6lUKl544QWuXr3Kjz/+yF9//cW0adMqpL3z589Hq9XSoEEDVqxYYT4v5XI5AwcOxN3dvUSOQzk5OXzyySe8+OKL5jRnZ2ezW8msWbPIz89n8uTJVm0PCgris88+QyaT8dNPP7Fw4UJ+/vlnm/VUxvkfGBhosz5nZ2eGDRtG06ZN6d+/P6tWrWL69OkWriobN24kKioKiUTC0qVLLZy4GjVqxK+//kqfPn3s9gm7du1i27Zt1KpViw0bNli4JSmVSnr37s1DDz1E165d2bZtG2fOnDGfL8eOHQOgc+fOvPrqqxblenl50bVrV7p27Vri/XA3yMzM5LvvvgOMrjBFXcmqoo7r16+bRSa306tXL/73v/+Vqy0KhYK1a9daXHsMHDiQ8+fP8/XXX7Ns2TKaNGnCihUrzP/XSqWSsWPHmt2G/v77b7PQ2MRnn30GQNu2bVmyZInZkUihUDBkyBDc3NwYO3Ysx44dY+vWrTz55JNWbbtbfU1GRgbr16+3CC8XGBjIDz/8QMeOHUlOTmbTpk28+eab5uWmY/uZZ56xcEqUSCT4+PjQr18/+vXrZ7fOBg0a4OzsTE5ODsePH6+U40wgEAgE1YOEBAfGj/fkxAmFzeXOznoWLMjgySfVd7llxeOQexHvU88h01g78NhDqsvB7crnOCWu4FaD98irNRBshHSvrmjztCSFW4fLrtO9+jhjlgeJREKTkU0If99SCHZhwwXazGiDTFnG5xMGA7Lc80ZHobQwHDMjkOjLdjwnauH3wjBkB/LgTjK6Fj4t6F23N72De/Og94NWYe1vJ/vKFZK3bSN51y60NhxYSoVEYgwtFhSEU506Fg5CSl/fSgktVlHcOHmDy5suW6W3nNgSlY+1g21lENA+gA4fdeDQrEMW6fp8Pbte2cXgrYNxquVU4fVmXMwg8odIq/Q63esQ3CfYRo57A5uOQ5Xoai8QCAQCgUAguPepUY5DAkFpePXVV20+YCg6oGlyICqKg4MDnTt3BiAqytri10T//v0tREO2yn/uuedsCiVMbhixsbFmcUNFExgYaDf0Tu/evYHit6+kzJgxgwMHDuDk5MQvv/xS6nA9PXr0AIz7IiWlYmcgZWZmmkOGTJw40Wa4n4ceesg8EPjXX3/ZLWvSpEk23Wn69OkDgFqt5sqVKxXQatvcunWLGzduFPsqGrKxrNhzKZk4cSJKpRKtVss///xjN7+3tze+vr4WIfiaNWvGJ598UqzwpzhMx4W3t7fddTw9Pfn7778ZOnQoPj4+ZrHY1KlTCQkJAYyD9XPnzqVOnTrmEDX79u1j0KBBNGzYkGbNmjFu3DgrF4qSsHHjRgAGDBhg02nExcWFiRMnArB3716yyvtA8zZM7iBNmjQpszC26AB6UUzHeGxsLHl55Z9pXJLzslu3bnbdkYri4eHBqFGjbC47e/asOaTp+PHj7ZYxZMgQwCi+sueSUhXnf6tWrfDx8SE3N9fCpQowh6Nr3769zfB9SqXSfLzZYs2aNYBRIGGvzw4MDKRjx44AhIWFmdNNYSJTU1MrLeRXRaLX63njjTdISUnB0dHRQixcVXU4ODjg6+uLr6+vhSDsySefZNasWXh6eparPSNHjiz22gOMLlq2wk6a1rn9+uDcuXOcP38egMmTJ9sMY9a7d2+zIOrvv/+227670de0adPGQjRkwtHR0Xyddvs2mo7tGzdulLle02+XfBdCYggEAoGgati3z5E+fXzsioYaNy7gn39uVDvRkDzrX3z+HWRTNGSQyNA1mYZWWddufpkmAc+o1/D59/+QZx6tzKZWKEkRSejUltesKh8VPg/5VFGLKp4Hnn4AB6XltZkmQ0PstthSlSMpSEN5/W88oqfgF96aWke7437pY5TpoaUWDV0rgP+lQ6c4qH0F3rgB++yIhhRSBU/UfoLPOn3GkRFH2DZ4G1Mem8JDPg/ZFQ1pc3JI3LKF45MmceyVV4j/449SiYZkrq64NW+OX69e1H/xRR784ANa//gjnTdtosPKlbSaN48HXn+d2oMG4dWmDSp//2otGjIYDByec9gqXeWrosUrLe5qW5q/0JzGzza2Ss9NzmXXK7vQ5VfsPaTBYODQrEPoCyyPLgdHBzrM7nBH4VlNRnLrllWaQYQqEwgEAoFAIBCUgxrnOCQQlBR7s/l9fX0B44BzcLDtmSc+PsaHSJmZmWUuH7AbasRUvqkOJ6eKn3Hz8MMP2w3D5OfnB0B6enq56li0aBGrV69GKpXy7bff0qKF7QcS2dnZrFixgl27dnHhwgWysrJsilySk5PNbasIIiMjzeEMTWIwW3Tp0oVNmzYRFRVFQUGBzRA7tlyTAIv2ltfxpzhud4+yxZAhQyxC5ZSWwMBAm2I4MDoPtWzZkiNHjhQb0unPP/80f05PT2f79u188cUXDBs2jOHDhzNv3rxSuzKlphqtzz08PIpdz9/fv9jwVh988IHZFUSlUrFjxw5efvllFAoFffr0ITMzk3/++YeIiAi2bdtGUFBQidqXn59vHoC+03EGRpFBZGSkzUHtsmJyyjCF4SktHh4edn/7249xW0Kf0hAZGYleb3yoV9w+6NSpE8ePHy+2rFatWqFQ2B60OXrUOKCh1+vN+94WJvFLbm4u6enpFv2zico6//Pz81m7di1bt24lJiaGjIwMNBqN1XpJSZazpCMjjbMpi3Nf7NChg91lR44cAWDVqlVs2LDB7nq3Ch9Exsf/N8DUuXNnlEolZ86cYfDgwYwYMYJOnTpRt679gaaq5IMPPmDXrl2A0THnwQcfrPI6vL29OXnyJGB80J2UlMSKFSv48ccf2b59O59++qldQVxJePjhh22mFz2273R9cvv1z+nTpwGQyWTFHnedO3fmxIkTdv8n7lZfY+8arWg9t5+zPXr0YNGiRezYsYNRo0YxZMgQ2rdvb9dhzxYeHh7Ex8eb/7cEAoFAcO+g18M337jw5ZeuGAy2B6IHDcpl/vxMnJ0NNpdXFY6pu/E8Ox6p3lqYq5c6scFtGJdyPHko+Cu6FJzC9epCpDrrAWkAxa0T+J4YRJ7v/5HV4D10qup5DWjCVpiyoK5BSKT3jpjA0cOR+v3rc/EPy1CpMatjaDSoGAdEfQGKrH9xTAvFMX0f8lunkFC2YzdXD2F5sCMXtudCVH7x63s6etKzbk96B/emS1AXXBR3Dq9kMBjIPHOGpK1bubF/P3p1CcVMUilejz2Gb+fOOAUH41S7NvJ7TFwRHxpP0iFrZ61HpzyK3PnuhpCWSCR0mtuJtJg0bp66abEs5WgK4R+G8/jc8jmfF+Xypssk7E+wSm/1aivc67tXWD3VEamNUGV6EapMIBAIBAKBQFAOhHBIcM/iYudmyTRL3t5ywCxs0GrtRVrHHArHXt7i6ii6TnF1lAd77YP/9kF56t6yZYs5dNbMmTPp27evzfUuXbrEsGHDLAa+VSoVbm5uZmGTaXZ/RbsvFR24K27gz+S4odVqycjIsBB/mSjJb1kRjj9VyZ0GR03LSzog6unpyfDhw3n88cfp3r07a9eu5aGHHmLs2LGlapdJSGFPIFIS9uzZw6ZNmxg4cCDdu3dHp9Mxa9YsdDodK1asMIss5s2bxzfffMPcuXPNYYfuREZGhll8UpLjDODmzZt21ysLpnOopGKn2ylJfwgV01+V9rwsjuJcqEyOHzqdrsQOIvZcTirj/L958ybDhw+3cD1RKpV4eXmZ++jU1FT0er1V35iWlgZQrNDS3r4tKCgw5y+p81XR/RIcHMwXX3zB9OnTOX78uFnc5e3tTceOHRk8eDC9e/euFjM7Z8+ezbJlywD46KOPGD58uM31+vfvT2JiolV669atWbp0aYXUYQ+JREJgYCDvvvsuLVq0YNy4ccyYMYNHHnmkzCKnkhyvd1rn9nPd1Gd5eXnZdCoyYTpv7f1P3K2+pizXeG3btmXmzJnMnz+fvXv3snfvXsC4TZ07d2bIkCF3FHyaHKRsCQAFAoFAUHNJT5fwxhue7NmjtLlcLjfw4YeZvPBCbrWL4qVKWodHzDQkWLt8FMg8GZqi4u+YZea0R2s9yuQHP2KQ/jQuiStt5gNQ3diE8uZ2smu/THbwJAyy6inEiNtjLRy6V8KUFaXpc02thEOJBxPJis3Crd5/v41DXqxRKJS2D8eMg0h11sKDknJKA9tzjGKhA2rQ3EFz1NC9Ib2DjSHIHqv1GA7Skjn4aNLSSNmxg6Tt28mLL3mYPaW/P/59++LfuzdKG8947hX0Oj1H5hyxSndv4E7TEdZuyHcDmVJGryW9+Kv/X+TdtLzHjvo1Cp+WPhXStvzsfCI+jrBKd6njQqvXbE+UuJeQ2LifF45DAoFAIBAIBILyIIRDAoGg1Jw4cYI33ngDg8HAyJEjmTBhgt11p0yZQlJSEnXq1GHWrFl06tTJIgyLTqczO1WY3IGqkuow2F1VVNa2165dm379+rFhwwZWrVpVauGQ6XgpzgGsOPLy8njvvfdwd3fn448/BozuGQkJCbRs2dLCmWXChAl8++237Ny5E71eb9e1yx7F7cOiyyprX99vx6+tcEkmTK5GjRo1sgi1VV346KOPiIqKwtPTk/fff58nnniCWrVqWazTunVrkpKS7PaNZfm9i4YXW7x4MQMHDix1GU8//TRPPPEEmzdv5tChQxw7dozExEQ2bdrEpk2baNeuHcuXL7cIWXi3+fTTT/nhhx8AeP/99xk3bpzddVNTU22Ky+7kIlWaOkpC//79qV27NvHx8axdu7ZSwqqVl3u9j5k4cSKDBw9m06ZNREREcOzYMZKSkli/fj3r169nwIABLFq0yKYzIfx3zJQ33JxAIBAIqg+RkXLGjfMkLs724zN/fx0//JBG69bVbBKJwYDLtUW4XZlrc3Gu3J8ecQVE3LIUT/97/V+ev/4v9dzqMb3Z64wynMY5fa/NMiSGfFzjFuOUvJZb9d4mN+A5kFafx4xZsVlkXbltYF0CtbvUrpoGVSL+7fxxb+BO5mXLe+aL64/TcawGx/QwHNPCkKmvlrmOVL0DW7N17MiFnbmQfIeIU1KJlLZ+bekV3ItedXvR0KNhievS63SkHT5M0rZtpB4+bLT8KgESuRzfzp0J6NsXj1atkJTyfr4mcunPS6RFpVmlt5neBqm86rbfJciFHj/0YMuwLRi0lvezB987iFcTL2o9WstO7pJx4usT5CZbT0DsOLsjMlX16YsqBYMBqY1QZfoqvAcXCAQCgUAgENR87vGr6JrFuITyDTgJ7g1MM+GLm61+y8bN4d0iPj6esWPHolar6dixI5999pnddRMSEswhlBYtWsRjjz1mtc7169crra1F3UiSkpKoV6+ezfVMbkgymQx393vbyrg4bg+HdDsmB5fiXF7sYXI/iY2NLXVeU31lDQX35ZdfEhcXx/z5881uUteuXQOwClfo7u6Ol5cXqamppKam2nSfuh0PDw8cHBzQ6XQ2XUtMFF1Wln1YHLVq1eLatWsWIaWqK0W3PTk52W7ISNPxVlaK/ta5ubmVEhKyrBQUFLB161YA5syZY1O8o9Pp7IaT9PLyIikpiZSUFLt12Nt/SqUSNzc3srKyiI6OLpNwCIzCiNGjRzN69GjAeG6vWbOGRYsWcfjwYb766is++uijMpVdXj755BO+//57AGbNmlWsuBXg8OHDlV5HSfHz8yM+Pr5MfWVlYgphlpqaikajses6ZPofqeg+7m7i7+/PuHHjzEKwqKgofv75Z1avXs2WLVto164dL730ks28pv+pmrz9AoFAIPiPNWucmDnTHY3GtnD28cc1LF6cjrd3yUQNdw2DHreLH+GS8JPNxRmO9Wlz8QYX1fbdZmKzYplweCEzHD2Z03gwL0jOoMq7YHNdh4I0PC68h3PCMrIavo/GqzvVwXopLtTabajWw7VQetl2jqrJSCQSmoxswtE5EQTUT6RRy0s0aHGJOg/EIz1btuNThwNn9O6sT8/gnxw9pzS6EgUy6xDQgaEPDKVXcC+8lF6lqjM3Pp6kbdtI2bmT/DRrMYw9XBo1IqBvX2p17478PhJOaNVajs0/ZpVe65Fa1Otf7+436DYC2gfQ4aMOHJp1yCJdn69n57idDN46GKdaZbtPT4tJI3JJpFV63V51Ce5t+xnDPYVGg+Q212ODXA7Ke69/EwgEAoFAIBDcPe79qRcCQQ3DJFwpToBw4sSJu9UcC27dusWYMWO4ceMGDRo0YMmSJXZn3YPlNjz00EM219m/f7/d/EXdXsriRtSiRQtzGQcOHLC7nqkNzZs3L3Z77nUSExPtDlZnZ2dz+vRpAFq1Kr3ls0moU1wIPXs0btzYoozScObMGZYuXUrbtm0ZOXKk1XK1Wm03raTOGgqFgmbNmgElO86kUiktWrQoUdklpXXr1gDs3LmzQsutDIqel4cOHbK73sGDB8tVT5s2bQDIz883i3SqC6mpqebjzF44qiNHjtg8PgHz8RMeHm63juKWmY6XzZs3m52Zyku9evWYMWMGgwcPBorv2yuT2bNnWwh6Jk6cWGPqMBgMxMUZB7jK0ldWJi1btgSM4b0iIqzDAZgw/e5l+Z8oDlOfURXOhM2aNeOLL74w9yn79u2zuV52drY5DOADDzxw19onEAgEgoonLw+mTnXn7bc97IqGJk26xerVqdVPNKTX4HnuVbuioURlMxpHJxYrGipKuiadVyP/xPvsVZZK2pEvsy8EkedewDvyebxOj0SWHWV3vbuFrTBltbvfe25DUnUCTklr6NzuO97+/gvGfbKUJ4buJbjpNaQOpTs+cx3rsNfhIUbedMP9oo6HL6XxWZqekxqKFQ0FuQTx1qNvcWjYITY8uYFhTYaVWDSky8sjeccOTkyZwpGxY4lbt65EoiGZiwuBTz3FYyEhtA4JIWjgwPtKNARwbvk5shOsz+W2s9pWG6fQ5i8054Gh1tfGucm57Bq/C13+HayrbGAwGDg085CVk5GD0oEOszvYyXVvYdNtyMWlWog2BQKBQCAQCAQ1FyEcEgiqGc2bNwfg1KlTJCQkWC2/cOFClQyCa7VaJkyYQHR0NJ6envz66694eHgUm8etSGztc+fOWS3Pzs5m4cKFdvO7uLiYP5clTJW7uzvdunUDICQkhLy8PKt1zp49yz///ANQZueNe4mvv/7aZvoPP/yAWq1GJpPRr18/i2VarbbYMs+fP8+OHTsALMKClZR27doBxmOoOCeu29Hr9bz77rtIpVLmzZtn8eCsTp06AERGRlq0PyYmhpycHFxcXPDyKvnsSNOxs2XLFqKjo62W5+TkEBISAkD37t0tzo2KYPjw4YCx/cuXL6/Qsisad3d3unbtCsD3339vUxyzb98+s1tZWWnVqpVZsDhv3jxSU1OLXd+eu09l4Orqaj4ebfWNWq2WefPm2c0/YMAAACIiIjh69KjVco1GYxa22GLUqFEAXL582Xxc2iM3N5f8/HyLsotDWTjDsbRh/iqC2bNnW4QOqyzRUFnquFM/CbBu3TqzC19Z+srKpHnz5mYR58KFCy1C3pnYvXu3Wdg8aNCgCq3fdD1Q1pCVJaGkx7a9EImnTp1Cr9cjk8nMIiOBQCAQ1DyuXnVg0CAf1q61LeJ1c9OzbFkq06ffopiouVWCRJuF9+lRqG5ssrk8Rvkwjc7EcENr/Z8nlxY/gSZPl8+484fxjk5jta4+OonC7rrK9H34HuuNe8w7SDWV5zBcHFq1lqRD1o66dbrVqYLWlAGDAYn2Fg65V5BnHkV5cztOiatwuboQtwsf4HHuNbxPDqPW4cfxj2iLR8zbuGT9g5OL9TOP4tA7uJHl1ZutroMZkPkgzpp90v4AACAASURBVGfi6B59hjXpWeTcQa+tdFDydKOnWdt/LRHDI3j7sbcJdiuZ04vBYCArJoaYr7/m0PDhRH/xBZmR1u4xtvB4+GGazZhBh7VraTxpEq6NGpUo372GJlPDyW9OWqXX7VmXgPYBVdAi20gkEh7//HF8WvlYLUs5kkLER/YnJdjj0t+XSAq3Pr8ffv1h3OpW7LOW6ookK8sqzVDBz5kEAoFAIBAIBPcfQjgkEFQzevXqhbOzMwUFBUyYMIGLFy8CxtA227dvZ/jw4ahUqrverg8++IDQ0FAUCgVLliyhfv36d8zTuHFjgoKCAJg6darZsQbg2LFjDBkypNhBwIYNG6JQGB9IrlmzpkxOA++++y5yuZzY2FhGjhxJVJRx5qNer2f37t08//zzaLVa6tWrZw65U5EMGTKEoKAgs/ilOuPm5sZvv/3GBx98YHZNyM7O5ptvvjELisaMGUNAgOVDqC5duvDDDz9w8eJFC/eSmzdvsnz5cp555hnUajWOjo5Mnjy51O1q06YNMpmM/Px8zp49W+J8y5Yt4+TJk7z66qvmAW8TLVu2xN/fn+TkZObPn09+fj4ZGRnMmjULgJ49e5ZK+PD8889Tt25dCgoKGDVqFHv27DHvi6ioKEaOHMm1a9dQKBS88847JS63pHTq1MksXpo1axZz5841O34ZDAaSk5NZvXo1U6dOrfC6y8K0adNwcHDg4sWLPP/88+Z+Tqv9f/buO6yp8/3j+DsDwgiRqQhaEVQQFcW9t1ZbVx21rdqf1m2H1FG1Vq171NG6atXW1aK2ztbZWv1a9xYcgFtQQbasQEKS3x9oKiYoyNQ+r+vyusJz1hMIwZzzOfedye+//87w4cPz3TZQIpEwZ84cFAoF9+/fp1OnTuzatStbgDAyMpKtW7fy3nvvPbftYkGztbU1BgumTp3K0aNHja+X0NBQ+vXrR3BwcI7t1bp06YK3tzcGg4FBgwaxf/9+Y5Djxo0bxspwOXnzzTeNAcBZs2Yxfvx4bt68aVyu0Wg4f/48M2fOpH79+sTGxhqXffXVVwwdOpTdu3dnG09NTWX9+vVs2bIFyArI5VVSUhLx8fHGf9rHpdc1Gk228SQzJ0lnzpxpDPRMmTKlwFqHFdQxTp8+Tffu3dmyZYtJRcFbt24xa9Ysxo0bB2RVb3r33XcLbuIF5MsvvwSyWrsNGTLEWAVOq9Wybds2Pv74YyCrolWHDh0K9Nje3t5AVhDVXFiuIAwcOJBRo0Zx8ODBbP83SUhI4NtvvzVWlMvptf0kNFWjRo0SVzFKEARByJ2//lLQsaMLly+bD8VUq6Zl794Y2rfP/c0MRUWa8RDnCz1QJJqv6HlcUY+qly6iNphWoPEq5cWVYVfY9NYmWpVr9dzjpBigz63bVLylYY/GIcf1JOixjfyF0qebory7BHR5C7TkV9TpKDLV2YPbCgeF2fBCUZHo1MjS72GRdBFF3AGsIzejDF+O6sY07EM+wzG4L85nO1DmRF3K/uNF2aM+lDndFJcL3XC8/BH2175AdXseyvs/YhO9A0XiUeTq23magwEpGlUdHlX4nL/cp9JL25IyZ//hrfPb2ROdu8/atUvXZm7TuVzoe4ElrZbQzL0ZUknuPjtrk5K4t20bZ4cO5fwnnxC5eze6tLQXbmfp7EyFPn1osH49tb75hjKtWyPLoXXuf0XQsiAyErO/F0mkEupNKHkBdrmVnHar2mHlZNpG6+q6q4RtCsv1vjTJGk5NM201rfJQ4TfcL1/zfJVIU0wrTen/YxW3BEEQBEEQhIInL+4JCIKQnUqlYurUqYwZM4bz58/TokULlEolGo0GjUZD7dq16dGjBxMnTizSef39999AVgjhRRUWdu/ejbu7OxKJhJkzZzJo0CDCwsLo2LGjMfSkVquxtrZmzZo1xmopz7K2tqZHjx5s3LiRGTNmsGDBAhwdHZFIJLz99ttMnjz5hfOuXr063333HQEBAZw+fZq2bdtiZ2eHVqs1Vjpxc3Nj7dq1//kLfdWqVcPf35/ly5ezZs0aVCoVycnJxkBCs2bNjBeOn3b37l2mTZvGtGnTkMvlxu9vylMnMpycnFiyZAk+Pj55npednR1t2rRh//79/Pnnn9SuXfuF2zx48IB58+bh6enJZ599ZrJcLpczbdo0hg4dyrJly1i9ejVarRa9Xo+9vT3jx4/P0xyVSiVr1qyhT58+REZG0q9fP6ysrLCwsCD5cQlphULB4sWLc2xNlV8LFixAq9WyZ88eli5dytKlS7Gzs0Oj0RgraTypaFbcatasaQysHDt2jBYtWqBSqcjIyCAjI4NKlSrRp08fpk6dmq/j+Pv7s3btWkaMGEF4eDhDhw5FJpOhUqlIT0/PFiIy18quME2dOpUePXoQFRVF7969USgUWFhYkJKSglwuZ8GCBXzzzTekmTmRbmlpycqVK+nVqxfR0dF89NFHKBQKFAoFSUlJKBQKfvjhB/r37w9kvfaetWTJEkaPHs3OnTvZsGEDGzZswMbGBktLS5KSkrKFAJ+u1qXVatm1axe7du0CskJQcrk8W9Cifv36jBw5Ms/fk48++shsi7WdO3eyc+dO49eNGjUyBpQA7t+/z/Lly4GsSkfLly83fm3OsGHD8hwsKohjnDp1ilOnsk5yW1lZYWNjQ1paWraqW76+vvz000/FEhB+kXbt2jFlyhSmTZvGvn372LdvH6VKlUKtVhurUlWtWpUffvghx6o8L6tx48Z4eXlx8+ZNunXrhr29vbEK0aRJk+jUqVO+j5Gens7mzZvZvHkzkPW3BzC+h0NWta+c3iueVNYr6GpLgiAIQuHT6WD+fDsWL875omvv3mnMnJlICfwTjSztJk7BfZCnm7bmAtgmb0CPy6YX2gFqudRiQ4cNVChVAVt3W5q5NyMkPoSVl1ay/cZ2tHqt2e0iMuHtuwnUVcAyVwX1Lc2HqaS6VFS352DzYAPJnhNQl+4KuQyZ5Me9Q/dMxsq1LIdUVoDH1muQauOQauKQaeOQamKRamORauORamKRaWORauIerxOLVP/igExhSIwpxSMaYteyB9dlb7Dx1l5+O7GZB6kPXrzxY6WtS9Ozck/erfIulR3y1pLVoNeTcP48kfv2EXv8OAat+dfUsyRyOU6NGlG2Qwcc69RBUtJKfBWjlAcpXP7xssl45V6VcfTJfeXkoqR0V9L2h7bsfm+3SYuxoxOO4uDtQGn/0i/cz7kF50h7aPq71Hh6Y+RW/53LHGYrDongkCAIgiAIgpBP/53/UQvCK+T999+nTJkyrFixguDgYLRaLZ6ennTv3p3Bgwezffv2YpubVqt9biULINsF53bt2rF161YWL17M2bNnUavVuLi40LRpU0aMGEGlF5SVnjlzJm5ubuzevZu7d+8a27fF56Ln/RNdu3bFz8+PFStWcPToUSIjI5HL5VSrVo2OHTsyaNAg4wXCghYZmVU+OTdhl5Jg4sSJVK9enXXr1hEaGoqFhQU+Pj707t2b/v37m70YvHbtWo4fP87Zs2eJiooiPj4eg8GAq6sr3t7etG7dml69euWrgkzfvn3Zv38/O3bsYNy4cdmCDOZ89dVXpKSk8NNPP5kNTUDWBeD169fz7bffcuXKFWxtbWnSpAkTJkwwtjLLCx8fHw4dOsTq1avZt28fd+7cQaPR4OHhQbNmzRg2bBgeHh553m9uWVtbs2rVKg4cOMCmTZu4cOEC8fHx2Nra4unpSePGjXnnnXcK7fh51bdvX3x8fFi6dClnzpwhPT2dcuXK0bFjRz799FN2795dIMdp3rw5x44dY8OGDfz9999cu3aNpKQkrKysqFKlCnXq1KF9+/Y0b968QI6XW35+fuzevZuFCxdy7NgxkpOTUSqVtGrVimHDhlGrVi2++eabHLevVKkSBw4c4LvvvuPPP//k4cOHKBQKOnfuzCeffEK5cuWM65r73bO2tmb58uX07duXTZs2cfbsWR4+fEhqairOzs5UrlyZVq1a0aFDh2xVxgICAvDz8+P48eNcv36dmJgY4za+vr5069aNnj17Fnhw5Hme/puj1+tf+DcqNTW1yI/h5+fHd999x4kTJwgODiYmJoaEhAQsLS3x8PCgevXqvPXWW3Tq1KlIv3d5NWTIEBo1asTKlSs5efIksbGxWFlZUb16dTp37syHH35obOlVkORyOZs3b2bhwoUcOXKEhw8fkpiYCLzcz9Oc6dOnc+jQIU6cOMHt27eJiYkhIyMDV1dX/Pz86NWrF2+99ZbZbcPDwzl37hxWVlb07NmzQOYjCIIgFI24OCkff+zAkSPmPzMoFAZmzHjE+++n8YKPIMXCIukijpf6IdOafj42IGMptfksxHxoqLl7c1a3W42tRfYbaKo6VmVRi0V8UfcL1lxZw4aQDSRpTC9SA5zNgAZ3M+iuhPnOUipamFY0ApBn3Mch5BNs7/1IUqUpaEoVblWUiEOmIao8tynTa5GrbyNPDcMi9RrytGtIMx5mBYK08UgzC6+Fan5k6qy4GfQGN4O9uHnJi/goJySlpey1/ImT0blvC2UhtaBdhXb0rtKbluVaIpfm7RRy+sOHRO7fT9T+/WRE575lnU2FCpTt0IEybdtiaW+fp2P+V5xbcA5devbWwTIrGXVG1ymmGeVO2UZlaTilIScmZb9ZRK/Rc2DQAbrt7YZNafNVdwHiQ+K58pNpZawKHSpQvvUr0oawgEifurnhCVFxSBAEQRAEQcgvieFlev8IRs+2m3ietLS0HNuOCAVDLpeTmZn54hUFoQg8ePCAevXqIZPJOHjw4AtDUkLO9Ho9zZo1486dO2zdupWGDRsW95SEQiDewwvOP//8w/vvv49CoSAsLAwLC4vinpIgvLYWLVrE/Pnz6d27NwsXLizu6RSppz/fODs7Z2thKAiCUNKdP2/BkCGOREaaD+2WL5/JypUJ+PnlrkJKUVPEHcLhymCketM2YHqpNRPTqzDnbpDZbbt4duG7lt9hKctqy/a89/AUTQqBYYGsvrya+yn3c5yPpQQ+KQWTHMH+BTlotUsnkjy/RGdd4fkrvoTke8lsarDJZLxvUF+snc2UjDLokKnvZIWDUsOwSA1DnnYNedpNJIaS+bN/lkZZgwzHFmQ4tCA+zYdNDbdh0Gc/3ftzn5+5UfnGC/dVzakavav05p1K7+BolbfqNTq1mrhTp4jcu5eECxcgl6ecZdbWlG7ZEtcOHVBVrfrCG4X+y+LD4tnW1vTn6zfCjwYTGxTTrHLPYDBwOOAw17dcN1lWpn4Z3t78NjJL0zcQg8HArh67iDoVlW1cZiWj1+Fe2JX7b4VmrDdvxmHUqGxjaT16kLh4cTHNSBAEQXhZ4lyKIAhFzc3NLcdlouKQIAhCITl27BgAvXr1EqGhfJJKpYwdO5aPP/6YZcuWieCQIDyHwWBg2bJlADRp0kSEhgShEKWlpRmr24165uS9IAiCUDIZDLBunQ1ff10KrdZ8QKF163QWL07AwaFk3mtnHfUb9mFjkBhMQ/eZcgcGJpZhfaT50NAA3wFMazwNaS5bhiktlQypMYQB1Qaw+9Zuvg/+nstxpm2SNAZYmAjrkmCKEwwvBfIc8h/WMbuwiv2T1HIDSa7wGQa5KldzyQ1zbcqc/ZyxdlIgU9/9NxyUeg2LtDDkqTeQGMy3WitOBqkVOgsn9JbO6C2csv5ZOqOzcEZv+e/XmVblMVg4AHA/5T6/PVxPvE885a9mr8BS51ydHINDDgoHulfqzrve71LdqXqu56hTq3l09SqJQUEkBgWRHBaGQad78YaPqXx9KduxIy4tWiAviX0AS6Azs8+YhIYU9gpqfVyrmGaUNxKJhKZzmpJwLYHY4OwXSR+efsjJqSdpMrOJyXY3tt0wCQ0B+I/0/8+FhsB8xSHRqkwQBEEQBEHILxEcEgRBKCTHjx8XFxILUNeuXVm9ejUHDx7k/Pnzr0z7N0EoDMeOHWP//v306NGDKlWqYG1tjcFg4NKlS8yfP5+jR48ikUgYMWJEcU9VEF5ra9asIT4+nuHDh2drESgIgiCUTGlpEsaNK8W2bearQUskBkaPTmbkyBSkucvVFC2DAWXE96huzTS7OMPSja5RCvbHhZpdPqbOGAL8A16qoouF1IJulbrR1asrxyOPsyJ4BQcjDpqsF6eHz2JgeSLMc4bOSvP7kxg0KCO+xzpqM8keo0kr2xfy2A7LnIhD4ZRyTsTFPZrS5WJwKReNR50UVEfGmq3OVFQMEjl6C2f0Fo7oLJ2zHls+HQj697HewhmDzIbc9MdTZ6rZf2MHm69t5sj9Ixgw4O3nzftX38+2XpVrVVAmK0mxSwFAJpHRqnwr3q3yLu3eaGesPvU8+Q0KAVjY2+Parh2ub76JbYWCrzj1Oos8FUn4X+Em47U+rYXC3ny7xZJIbi2n3ep2bO+4nfS49GzLrq69irOfM969vY1jGY8yODXdtOWiqqIKv6F+hT7fkkgiWpUJgiAIgiAIhUAEhwRBEArJokWLWLRoUXFP47UhkUiYM2cO+/fvJz4+vrinIwjFKjk5mR9//JEff/wRAHt7e9LT00lPzzrxKpFImDRpEo0aNSrOaQrCa8/GxobRo0czaNCg4p6KIAiC8AI3b8oYPNiRsDDz1RgdHHQsW5ZIixYlr/oMAAY9qptTUd5bbXZxilUlmt9N4ULSbZNlEiTMbjqbflX75XsaEomEJm5NaOLWhND4UFZeWsm2G9vQ6rO39QrVQpdIaGMNC1ygZg65Bpk2HvvrE7G9v5Ykr0lkOLbOVWAGgwGpJupxi7FQ5KnXkKeE8f67V1B8qDFdX5/35/rcwyNBKyuFRp71L11WigyZinSZinSZHWqpHWkyJWqJkjSpErVEgR4DOoMOnV6H3qDPepyhQ5+uR2eIQaeP+nfc8HgdvS77108e6/XEpcex985ekjRJ2eZ2vfJ1kuySUCX/W8lJppdRM6gm0Z2i6V2lN90rd6eMTZnnPsdMtZqkK1eygkLBwS8VFAJAKsWxXj3KduiAU8OGSOXidHReGQwGTs84bTJu62aLb3/fYphR/ijdlbRZ0YY97+3BoMteQeno+KM4VHGgtH9pAM4tOIc6xjT013hGY2SKF/RFfE2ZrTikKrjKbYIgCIIgCMJ/k8RgyGXDacGsBw8e5HrdtLQ0bGzM39UmFAy5XE5mpmmpbkEQBKHkE+/huRcdHU1gYCBHjx4lPDycuLg4AMqUKUP9+vUZMGAANWvWLOZZCoLwunv6842zszOxsbEv2EIQBKF47Nljxeef25OSYr6MUK1aGn74IYFy5V4iFFEU9BnYh36OTfROs4tjbf2oGxbOXXWiyTJLqSVLWy/l7Ypv57j7/L6HR6VGsebKGtaHrDcJsQBIgf4qmOkEri/IjKQ7NCfJazKZyqpZAwYDUk0M8rSwxyGhf1uNSXWmxypI8QYLwrQyLqq1BGXouKaBhzqI1kG8rsCzSAWq9d+taX6kebYxRXkFfY/3RZpDOa0CCwo9ZuXmRtk338S1fXsUzs4vvZ/8MhgML1VlqyS5vfc2BwYdMBlvsagFVd6tUgwzKhiXf7zMicknTMZtXW3ptq8b6mg12ztsN2nPVvGtirRd1baoplnilBo7FtvAwGxjibNnk/bhh8U0I0EQBOFliXMpgiAUNTc3txyXieBQPongUMkiLjoLgiC8usR7uCAIwqtFBIcEQSjpMjNh9mwVK1bk0C8L+PDDVL7++hGKEtrpR5KZjOPlQSgSj5pdHq5sSM1LQSRmmlbkUFoo+an9TzRxa/LcYxTUe3iKJoVN1zax6tIq7qXcM52PBL5wgDEOYP2cVnAGpKQ7tUOa+Qh5ahiyzIR8z+154nRwRQNXMuCy5vFjDcSW0BxZbjjEOzBy8UiT8bd/fRu3Jlknigs6KASgcHHBwd+fMu3bY1+jBpJi7PmXqc7k8KjDRByMwMHbAf+R/rzR5o1im8/L0mfq2dJ6C49uPso27ljVkXf2v4NUVhL7KuaOwWDgcMBhrm+5brLMtYErBp2Bh2cfZhuXW8vpdbgXSvec39dfdw5Dh2K9a1e2sYRly1B361ZMMxIEQRBeljiXIghCUXtecEjUhhUEQRAEQRAEQRAEQRBeK9HRUoYPd+DkSfOJICsrPXPnPqJnT9PATUkhzYjG8VI/LFMum11+SdmSukFH0ehNw/dOVk780vEXajjXKOxpGiktlQyqPoj+vv3ZfXs33wd/z6XYS8blKQaYHA8rk2CWE/TLobOOBD3WcfsLfH6PdNmDQU+CQg9f4YDQsyrYVaBXlV68W+Vdgi4Ecf/IfeMyiURL6Ko9pIdKCjQoZF+zpvGflatrianuc3jUYW79fguA6HPR7P9wP1V6V6HhlIYoSpXQpKAZYRvDTEJDAPUm1HulQ0OQ1fqw6ZymJFxLIDY4+0XTqFNRZrfx/9z/Px0aApCYaVWmt7MrhpkIgiAIgiAIrxMRHBIEQRAEQRAEQRAEQRBeG+fPWzBwoCPR0TKzyz08Mlm1Kh5f35Jb7VKWdgun4D7I08PNLj9k2542F/7EXBnx8sryBL4ViGcpz8KdZA7kUjldvbrSxbMLJyJP8H3w9xyMOGhcfi8TPnwIixNhoQs0sy7Y42eoLYm570LMPRd+rXSV8xINVzRwv+T+uPPFWm5Np4qd6O3dmwauDZBKssIkaT0TSTh/DmvbaKxtYrCyjkdy30D4ppc/VkkOCj0t6kyUMTT0tGubr3H/8H2azW9G+Vbli2FmeaNN03Ju4TmT8bKNylK+dcmff27IreW0W92O7R22kx6f/tx17SvZU2Nw0YUhSyqpmeCQQQSHBEEQBEEQhHwSwSFBEARBEARBEARBEAThtXDqlCX9+jmSmmq+EkeHDmoWLUpEpTIXuSkZLJKCcLzUD5k2zmSZARmbrNrwwcU/zW5b1bEqv3T8hTI2ZQp7mi8kkUho7NaYxm6NCYsPY+WllWy7sQ2NXgPA2Qxofg+6K2GeE3hZ5m3/aXoI0WRVDUq85YbLXy2JvufCo7hSYJAS6RrJD8MuFshzsZZb46BwQCaRIZPKkEqkWY8ljx9LZcgl8n/Hc1jH+PhF49Ksx3KJ3Pj42XVkUhnllOVoWa4lSkslmWo1iWfPkRgcTGJQEMnXruFe4fWtKJQTg8HAqemnclyeGpXKvr778H7fm4aTG2KpyuMLrwhdWnkJdbRpVbT6E+uX+J9DXijdlbT5oQ173tuDQZfze3PjGY2RWZoPhP6XiIpDgiAIgiAIQmEQwSFBEARBEARBEARBEAThlXf0qCX9+zuiVpuGhqRSA19+mcSwYamU5OvtivjDOFwehFSfZrJML7VmEY0Yc8l8aKiBawPWtF9DKUWpwp5mnnk7erOgxQK+qPcFP135iQ1XN/BIk9V+aVsK7EqFT0rBJEewfyYXkKGHEG1Wa7Ermn/bjd3Rgv7xOu/uaopvSJVs292odCNXc5NKpJSxKYO70h13pTtutm7ZHrsp3XBQOJS4oEamWk3S5ctEH9rMtaAgksLCQK9/8YbPoXBxwb5WLez9/F6ZoNCz7uy5Q/S56BeuF7YxjHuH79F8QXPKNS9XBDPLG3WcmuDvg03GK3aqSGn/0sUwo8Ll1tiNhpMbcmLKCbPLPbt44t7MvYhnVTKZrTikyqH3oyAIgiAIgiDkkggOCYIgCIIgCIIgCIIgCK+0//1PwcCBjqSnm4YcnJ11fP99Ao0ba4phZrln/XAb9qGfIzGY9tTSyR0Ym16VRbcPmtkS2ldoz/LWy7GWF3DfrwJWxqYME+pN4LNan7EpbBOrLq0iIiUCjQEWJsLaJHjPDlRSCHscELqphefVzZHqpHjeMm3L9iQ4ZK+wNwaA3JXuuNu6//tY6U4ZmzLIpSX7FKlepyPt7l2SQkNJDgsjKTSU1Dt3RFDoGTqNjtOzTud6/dQHqex9fy8+fXxoMLkBlsqSU33owncX0KZos41J5BLqjatXTDMqfNUGViMmKIYb27KH/uQ2chpOblhMsyp5zFYcUiqLYSaCIAiCIAjC66RkfyoWBEEQBEEQBEEQBEEQhOf46y8FQ4Y4otGYBh6qVtWyYUMcZcvmL2BR2GwjVlDq5nSzy7QKdz5MKM2m+8fNLu9dpTfzms17qfCLQadDn2kaVCpstha2DKw+kP/z/T/23N7DiuAVBMUGEa+H5Y9yvx9LqSX+Mf5YZVhlG5faSvlp5E+Usy+H0vLVuqBuMBhIj4oyBoSSw8JIvnEDfXp6vvet1dqgTnVBVa0GDWa/+8oHhZ4V8nMISXeSTMabzm3K7V23uX/kvtntQn8Jzao+NL95iahqk3Q3iZD1ISbjVftUpZRnyasoVlAkEgnN5jXj0e1HxFyIMY43nNwQ27K2xTizEkSnQ5qaajJsEMEhQRAEQRAEIZ9EcEgQBEEQBEEQBEEQBEF4Je3da8Xw4Q5otabhh+rVNWzcGIejo6EYZpZLBj2qm9NR3ltpdrHapgqdHkg5GHPB7PKPa37MhHoT8hz+MOj13N+xg7uBgWgfPcKmfHlU1apRqlo1VL6+2JQvXySBErlUThevLnT27MzJqJOsCF7BwYiD6A1ZQa/S1qVxV7pTVlkWd9vH7cOeqhzkZO3E2TlnCSIo234rtKiAT2mfQp9/QdAkJmaFhMLCSA4NJSksjMwk0/DLy1CULo20VEXu/E9PWpoLmVpbQEJcgpzGSqfXKjSkSdJwfuF5k3G3pm749PHBp48PoT+Hcmr6KbSpWpP1Uu6lsOe9PVT9sCoNvmqAha1FUUzbrLPzzqLXZg87ym3k+H/uX0wzKjpyazmdfuvEpZWXSLqTxBvt36Bix4rFPa0Sw1y1IYOdHchkZtYWBEEQBEEQhNwTwSFBEARBEARBEARBEAThlfP771Z88okDOp1p+MHfX8PPP8dhb1+CQ0N6Dfaho7CJ3m528SNlbZrdOO7GrwAAIABJREFUiuXSo3Czyyc3mMxQv6F5PqwmIYHQb74h/swZ41haRARpERFE7dsHgFylopSvb1aYyNcXO29vZApFno+VWxKJhEZlG9GobCPSM9OJVcfiYuOCQvbiY947dM9krFyrcoUxzXzTqdUk37hhDAglh4WRHhVVYPtXlC6Nfc2axn/Wrq5kqjMJrf0Lmdp/W/VlqjO5ueMmVftVLbBjF7eLyy6SkZCRfVACDSY1MAakqvarSrmW5fhn9D88OPbA7H5C1ocQcSiCFgta4NbErbCnbSL2Uiw3d9w0Gfcb5oeNi02Rz6c4yK3l+I98/UNSL0OakmI6qFIV/UQEQRAEQRCE144IDgmCIAiCIAiCIAiCIAivlK1brQkIsEevNw0N1a2bFRqysyu5oSFJZgoOVwZjlfCP2eUPSzWn/tVQwtOiTZbJJDIWtlhIz8o983zc+HPnCJk7F21CwnPXy0xKIu7kSeJOnsyar0yGsnJlSj1VlUjh5JTn4+eGldyKcna5C/6kPUwj7kqcyXi5lsUfHNJnZpJ65062lmOpd++CvuDa5inKlMHezy9bUOhZcms5lbpX4uraq9nGQwNDX5vgUMr9FC6vvmwyXql7JZyrO2cbsytvx1ub3iJkfQinZp4iM820VV9KRAq7392N7wBf6n9ZHwuboqs+dHrmaZMxa2dragytUWRzEEouiZlqZAYRHBIEQRAEQRAKgAgOCYIgCIIgCIIgCIIgCK+MzZutGT3aHoPBNDTUsGEG69fHY2tbckNDUk0MjsEfYpkSbHb5LfuO1A06RoLG9AKxlcyKlW1X0uaNNnk6pj4zk9tr1hDx668vNWeDTkdyaCjJoaHc27o1ay6ursb2ZqV8fbH18EBSxO1yIv4XYTLmWNURpZuySOdhMBhIj4w0BoSSQkNJuXEDvUbz4o1zSW5nh523Nypvb+we/1M4OuZqW5/3fUyCQ7HBscRejjUJ1ryKzn5zFl26LtuYTCGj7hd1za4vkUrw7e9LuVZZ1YciT0SaXe/qmqtEHIygxcIWlG1YtsDn/ax7h+9x/8h9k3H/z/2xVFoW+vGFkk9qplUZpUoV/UQEQRAEQRCE144IDgmCIAiCIAiCIAiCIAivhA0bbBg/3t7ssqZNM1izJh4bm5IbGpKp7+AU1Ad5+h2zy8859KDpuV2k6zJMltkr7Fn35jrqljEfhsiJOjKSq7NmkRwa+jJTzlF6VBTpUVFE//03ADIbG1Q+PpSqXh2Vry8qHx/ktrYFesxnmW1TVgTVhjQJCVmtxp5qOZZp7oL+S5JaWqKsVAmVj48xJGTt5mZsuZVXTtWdcK7pTGxQbLbx0F9CaTq7aUFMudjEXYnj+pbrJuPVBlbDrpzdc7dVVVDx9q9vc3XdVU7PPE2m2rT6UPLdZHb12EW1gdWoN75eoVUfMugNZqsNqTxUVO3zelSGEvJPYu59RlQcEgRBEARBEAqACA4JgiAIgiAIgiAIgiAIJd5PP9kyaZL5ygqtWqWzalU81tZFPKk8sEgOxjG4HzJtrMkyAzL+su/JW2e2oDPoTJa72roS2CEQb0fvPB3z4cGDXPvuO3RpaebnZG9P3UmTSFGreXT1KklXrpAUGoo+wzS49CK6tDQSzp8n4fz5rAGpFFsPj2ztzaxcXV86/PIsfaaee/+YBofKtyqf730bDAZ06elkJiWhTU5Gm5hIyq1bxqBQRrRpC7mXJpViW6HCv9WEfHyw9fBAKi/Y07Y+H/hwNOhotrEb22/QYFKDIm3FVdBOzTgFz2QFFQ4Kan1SK1fbS6QSqg2oRvlW5Tk86jBRp6LMrnflxytE/B1Bi0UtcK1v2hIuv27uuGm27V7dcXWRWkgL/HjCq8lcxSHRqkwQBEEQBEEoCCI4JAhCNgEBAfz222/06tWLb7/9trinkyubN29m1KhRlCtXjlOnThX3dF55PXv25MSJE4waNYrRo0cX2zzeeecdTp8+zR9//EHt2rWLbR6FISQkhG+//ZbTp08TFxeHTqfD19eXv/76q7inJrzCGjRowL1791i4cCG9e/cu8u3zKr/v3c/bvjD3/SrYuXMnI0aMoEePHixevLi4pyMIgiAIBWLFClumTzcfGmrXLp0ffohHoSjiSeWBIv4wDlcGI9WlmizTS634xborH57ZbHZbr1JebHxrI+5K91wfL1Ot5sayZUTt35/jOvb+/lQdNw53b29iY2NxatAgaz6ZmaTcvEnSlSs8unqVR1euoIk1DTu9kF5P6q1bpN66xYM//gDA0tExK0T0OEyk9PJCavFyoZXoC9FoHmVvBWZha0GZemWMXxsDQMnJaJOSjEGgJ18//TgzOTkrJPT4sSHTtPpMQbBydTVWEVJ5e6OsXBl5ESTevLp5cXLqSTLT/n1e2mQtt3fdpsq7VQr9+IUh4n8R3P/HtLVX7YDaKErl7Q1B5aGi05ZOXPnpCqdnnzZpfQaQdCeJP7r/QfVB1ak3rh5y64I5ta7L0HFm3hmTcZdaLnh29iyQYwivB0mSaQtLUXFIEARBEARBKAgiOCS8chYsWMDChQsBuH/f9OSA8PqIiIjg119/BSjWAEtxiYiIoGHDhibjUqkUlUqFp6cnrVu35v/+7/9wdHQskjmdOHGCw4cPExwczN27d0lISCA1NZVSpUpRpUoVOnbsyAcffIB1Pk967t69m9OnT9O6dWuzoaGgoCDmz5/PmTNn0Gq1+Pj4MGzYMDp37pzjPo8dO8a7775L27ZtWbduXb7mlx/h4eF069aNlJQUAOzt7bGwsCiyn6EgCK+/zp078+2337Jt2zYGDx5MjRo1intKgiAIgpAvixcrmTvX/IXRt95Ss2xZApaWRTypPLB58Aulrk1AgmkQQSe3Z4G0JeMumg8N1XKpxYYOG3C0yv3nheQbN7g6axbqiAjzK0ilVBwwgDfefReJ1LSSiVQuR/U41FKue3cMBgMZMTE8unyZpMdBopRbt0Cvz/WcntDExxNz5AgxR45kHcvSEjtv73/DRL6+WJi5CG4wGNCnp2cL+tzZdBGV/U1kMg0ymQapLAM7NznB44OzBYEMWm2e51lQ5CpVVhUhb++stmNVqmDp4FAsc7FUWuLV1YuwjWHZxkMDQ1/J4JBep+f0jBxae334cq29JFIJ1QdVp3zrrOpDD888NF3JAJdXXSb8QDgtF7XMFlR7WVfXXyUlIsVkvP7E+gVWoUt4PUhTTF8nlDIfqhUEQRAEQRCEvBDBIUEQsilTpgxeXl6UKZP/Ex/5FRERYQyJPS84pFKp8PLywtW14EtFlxR2dnZYWVkBoNVqSUxM5Pz585w/f561a9eyfv16atasWejz+P777/n777+NX9vY2GBpaUlcXBwnTpzgxIkTrF69mp9//hkvL6+XOoZWq2XWrFmA+Z/7+fPn6dWrF+np6chkMiwsLLh48SLDhg0jLi6O/v37m2yTkZHB+PHjsbW1Ne67uPz888+kpKTg4eHBb7/9hpubW7HORxBeVf+F9/6XJZVKCQgIYMSIEUybNo3ffvutuKckCIIgCC/FYICFC+1YuNDO7PKuXdNYvDiRAu7oVHAMelS3ZqKMWGF2cabCnbEZ1fn2+g6zy5u7N2d1u9XYWtjm7nAGA/d37ODmqlU5hmWsXF2pOmECpXx9c/ccAIlEglXp0li1bk2Z1q2z5q5WkxwSYqxIlHT1ao7t0J5Hr9Hw6NIlHl26ZByzKV8ea3d3MlNTs4JCjysDmXtOZZ79OKWGR5dMVisSUoUCu8qV/60m5ONToK3ZCoLPBz4mwaGHZx6ScC0BhyrFE2h6Wde3XCc+JN5kvN74esgsZfnadynPUnTa2onLqy9zdt5Z89WHbifx+zu/4zfUjzpj6rx09SFNkoYL310wGS/fujxujcX5AiE7cxWHRKsyQRAEQRAEoSCU1FMrgiAUkwkTJjBhwoTinkaedOzYkY4dOxb3NArV1KlTs7UOSkxMZN26dSxatIjY2FgGDRrEkSNHjOGiwtKsWTNatmxJ/fr18fDwQKlUAhAfH8+OHTuYOXMm4eHhDBo0iL///hupmbtXX2TPnj3cuXOHmjVrUqtWLZPlM2bMID09ne7duzN37lwUCgU//vgjU6dOZfbs2fTs2dM4rycWL17MrVu3+Prrr3F3z315/8IQEhICwJtvvilCQ4KQD/+F9/78ePvtt3FycuL48eMEBQUVSbhUEARBEAqSwQBz5tixdKn50FCPHmksWpSILH/5gEIj0amxD/kU69i9Zpdn2FThw3gXfo0w30qsi2cXvmv5HZay3JVS0iQmEjp/PvHPabPq0rIl3gEByG1zF0R6Hrm1NQ61a+PwuEKsQacjNTw8W1Wi9MjIl9p3WkQEaTlVSyoppFJsPTyyqgn5+KDy9sbGwwNpSX1BPubi74KDjwMJoQnZxkMDQ2n0daNimlXeZaozOTfvnMl4af/SVOxUsUCOIZVJ8Rvqxxtt3uDw54eJPh9tupIBglcEc/evu7RY1IIydfJ+E17Q8iAyEjKyD0qg3oR6Lzlz4XUmTU42HRTBIUEQBEEQBKEAiOCQIAjCK8je3p6RI0eSkZHBd999x4MHD9i/fz9du3Yt1OMOHjzY7LijoyMfffQRlpaWjBs3jmvXrnHu3Dnq1cv7ia4NGzYA0L17d5NlarWaM2fOIJPJmDVrFjY2NgAMGTKErVu3cvnyZc6dO0eLFi2M21y/fp3ly5fj5+fHRx99lOf5FDS1Wg2AbQGcrBcEQciJXC6nc+fOrF27lp9//lkEhwRBEIRXisEA06apWLlSaXb5+++nMnfuoxIbGpJmPMTx8gAsk4PMLk9V1aPTPS3/e3jM7PIBvgOY1ngaUknubsRIuHiRkNmz0cSbVl8BkFpZUfnjj3F9881Cq34jkclQVqyIsmJF3B+3kM6IjyfpyhUeXb1K0pUrJF+/jiEzs1COXxgkFhZYqFRY2NkhV6lQODlhV6UKdj4+2Hl5Ictni+7iIJFI8PnAhxOTT2Qbv77lOvUn1EemKKG/VM+4tOoSqVGpJuMNJjco8Ne4fSV7Ou/ozOVVj6sPZZhWH3p08xF/dPuDGsNqUGd0HeRWuTvlnhqVyqVVpiWyKveojJOvU77nLrx+JOaCQ6JVmSAIgiAIglAA8l4KQhBKsGPHjuHu7m6sKHL16lVGjBhB7dq18fLyokWLFqxYsYLMp05UnTlzho8++gh/f388PT1p3bo1a9euxWAwmD1GgwYNcHd3Z/PmzajVahYsWECLFi3w8vKidu3afPrpp4SHhxvXj4+PZ+bMmTRt2hQvLy9q1arFmDFjiImJMbv/gIAA3N3dCQgIyPF5bt68GXd3dxo0aPDC7Xft2kXPnj2pVq0aXl5etGvXjtWrV6PX6/N0/AULFhi/ty/6F/HUnYFarZZ//vmHSZMm0bFjR/z9/fHw8MDPz48PPviAHTt2mP1eN2jQgF69ehm/fvYYT8/ved+PJ+7cucP48eNp0qQJXl5eeHt78+abb7Jo0SKSzX3oBo4fP57t9XT79m1GjRpF3bp1qVixInXq1GHs2LFEvuRdlAWhR48exsdBQdlPSqenp7Nq1Sq6dOmCr68vnp6e1K9fn88++4zLly8XynxqP77bFODBgwd53v7WrVucOHECiURiNgSVmJiIXq/H0dERO7vsdx5XrJh1V2FcXJxxzGAwMG7cOHQ6HfPmzUNWgFcW8vqaevLeceJE1gnahQsXZntNHz9+PE/Hj46OZvr06bRq1YrKlStTqVIlWrVqxYwZM3J8f4mIiMj2exoTE8PkyZNp2LAhnp6e1KxZk+HDh3Pjxo0XHn/fvn189NFH1K5dGw8PD3x9fenevTvr169Hm0NbhOdZv349ZcqUoVq1aqSnp+e4nl6vN34vFyxYYLJcp9OxefNmPvjgA2rWrImHhwc1atTggw8+YOfOnTm+t8fGxrJp0yYGDRpEixYt8PHxwcvLiyZNmjBmzBjCwsLMbgfZ3zcNBgOBgYF069aNatWqGf9e5EVSUhKLFi3izTffxNvb2ziP8ePHc/fu3Tzt62lqtZpvv/2Wli1b4uXlhZ+fH/369ePIkSMvvc9nHT58mOHDh1O/fn28vLyoVq0abdu25auvvuLs2bPP3TY4OJihQ4fi7+9PxYoVadSoEV9//TWJiYlm18/Ne//znDt3jo8++ojq1avj5eVFs2bNmDNnDqmpphcgnpbXn3d0dDSzZs2ibdu2+Pj44OnpSaNGjRgzZgzXrl0ze4yC+vvTrVs3AHbs2PHC5yUIgiAIJYVeD5Mm5Rwa+vDDVObNK7mhIXlKCM7nO+UYGop17kzDW4/438OLZpePqTOG6Y2n5yo0pM/M5NaaNQR98UWOoSFbT0/qLF1K2Q4dirxllsLREZdmzag0dCi1Fy+m6c6d1Fq0CM+BA3Fq1AiLIrrYLbGwwNLRERsPD0rVqIFzkya4duhA+XffpeLAgVQJCKDa5MnU/OYb6q5YQcPAQJr98QfNd++m8aZN1Fu1Cv8FC/D98kvK9+yJffXqr2Ro6IlK3SuZBIQyEjK4s+9O8Uwoj9SxaoKWmf5+VehQAdf6hdPGWCqT4jfMj3f2v4OLv4vZdQx6A8HLg9neYTvRF8xUJzLj/MLzJm3QZAoZdb+om+85C68ncxWHRKsyQRAEQRAEoSCIikPCa+vgwYMMHjyY9PR0VCoVGRkZ3Lhxg+nTpxMcHMzy5csJDAxk/Pjx6PV67OzsyMjIICwsjIkTJ/LgwQO+/PLLHPefnJxM586dCQkJMbaHevjwIdu2bePYsWPs3LkTvV7Pe++9R3h4ONbW1uj1emJiYti4cSMnT55k7969JuGHgjRx4kTWrl2LVCrFzs6O9PR0rl69ypQpU7h06RLfffddrvdla2uLi4v5kyOQdUE6JSXFZPzMmTO8//77xq8VCgWWlpbExcVx+PBhDh8+zN69e/n++++ztbVycnIiJSXFeMH42WOr8vCh+PfffycgIICMjKzSz0qlEq1Wy+XLl7l8+TKBgYEEBgZSuXLlHPdx7NgxBgwYQGpqKkqlEr1eT1RUFIGBgRw8eJBdu3ZRtmzZXM+poDzd6urp739kZCR9+/YlNDQUAAsLC6ytrbl//z5bt25l+/btTJ06tcAr8Jw+fdr42MPDI8/b/+9//wPA09PT7OvN3t4eqVRKfHw8ycnJ2X5/ngQqnJz+vSsvMDCQU6dOMWTIEGrUqJHn+eTkZV5TTk5OZGRkkJiYiFarxcbGJlvVIQsLi1wf/8SJEwwcOJBHjx4BYG1tjUQi4dq1a1y7do2NGzeyZs0a6tevn+M+wsLCGD16NLGxsVg/PukdGxvL77//zqFDh9i6dSvVqlUz2S41NZURI0Zw4MAB45idnR1JSUmcOnWKU6dOsWXLFtavX4+9vX2un1OPHj2YOXMmiYmJ7N69O1so7mmHDx/m3r17yGQy3nvvvWzLYmJiGDBgABcuXDCOqVQq4uPjje83O3bs4IcffsDSMnvLhxkzZvDbb79le06ZmZncuXOHO3fusG3bNpYsWcLbb7+d43MwGAwMHTqU3bt3I5VKUalUeW7XFxYWRp8+fYyBECsrK+RyuXEev/766wvnYU5CQgLvvfeeMTQol8vJzMzk4MGDHDp0iJkzZ+Zpf89Sq9UEBASwa9cu45hSqUStVhMSEkJISAinTp3ir7/+Mrv99u3b+fzzz9FqtahUKjIzMwkPD2fVqlX8888//PHHHwVapWvTpk2MHTvWGKJVqVTcu3ePJUuWsHfvXvr06fPCfeTm5/3XX3/x8ccfG0M7FhYWWFhYEB4eTnh4OFu3bmXevHnZgrLPys/fn1q1amFlZUVaWhqnTp2idevWuf0WCYIgCEKx0Oth/PhS/PKL+b/7AwemMHVqEkWcf8k1RdwhHK4OQ6oz/WwMcLvsYJqd3839FNObLCRImN10Nv2q9svVsdRRUYTMnk3S1as5ruPerRuegwcjs8xdu7PCJrO0xL56deyrVwey/j+lvn8/W3uztKduxHqWRC7HQqVCrlQSfz2dzAw5Op0lep0Cnc4S3wG1ca7zBhZ2dlnr2dlhYWeH1MqqyENTJZmVgxUV367IjW3ZbxgJDQzFq6tXMc0q984vOo82JfvNKhKZhPoTcv78W1AcKjvQZUcXgn8I5tz8c+g1pjflJV5P5Pcuv+M3wo86o+rkWMUp4XoCYRtNb1Dx7e+L0t18cFIQzFYcEsEhQRAEQRAEoQCI4FAJ4vY/9+KeQqF50PJ+kR/zk08+oX379nz11Ve4u7uTkpLCkiVLWLp0KTt37sTX15f58+fzf//3f4wcORJnZ2cSExOZOnUqv/76K99//z29e/fGy8v8SZOFCxeiUqnYuHEjTZs2xWAwcOzYMT7++GMePnzIzJkzuXfvHnZ2dvz+++/UqVMHrVbL3r17GTVqFLdv32b58uWMGzeuUJ7/X3/9RVpaGlOmTOH999/Hzs6O+Ph4Zs+eTWBgIFu2bKFXr140bdo0V/sbNmwYw4YNM7ssKSmJLl26cP36dWrUqEHp0qWNy6ysrHjnnXd455138PPzw9nZGYlEQkJCAtu2beObb75h165d1K9fn4EDBxq327NnD8ePHzdeTL140fzdmC9y6dIlPvvsM7RaLfXq1WPWrFn4+vqi1+s5cOAA48eP58GDB/Tv358///wzxwvTQ4YMoUmTJkycOJFKlSqh0WjYt28fY8eOJSoqitmzZ7N48eKXmmN+PF3d6UlIQ6fTMXjwYEJDQ1GpVMycOZNOnTphaWnJ3bt3mTx5MgcOHGDSpEl4eHjk+0KyWq0mMjKSXbt28e233wLQsGHDl2qLc/LkSSDrYrc51tbW1K1bl9OnTzNx4kTmzp2LpaUla9euJTg4GFtbW2PVo5iYGGbNmoW7uztjx459yWdn6mVfU3v27AGgZ8+enDhxgmHDhjF69Og8H//+/fvG0FCVKlWYN2+esSXcqVOnGDt2LDdv3mTAgAEcOHAgx0DByJEjqVy5MuvXr6dmzZpkZmZy/PhxAgICePjwIZMmTWLbtm0m23322WccOHAADw8Pxo4dS9u2bVEqlaSnp/PPP//w9ddfc+7cOUaPHs2PP/6Y6+dla2tLjx49WLduHYGBgTkGhwIDAwFo1aqVsRoLgEajoX///ly8eJEaNWowduxYGjdujLW1NWlpaezevZsZM2bw559/MnPmTKZOnZptv2+88QYjR47krbfewtPTExsbG/R6PdevX2fp0qVs27aNgIAA6tSpg6ur+btY9+7dS0ZGBpMmTaJPnz7Y2dmRmppqNlRpTkpKCv379ycyMhJXV1fmzZtHq1atkEqlXLlyhfHjx3P+/Hk+/fRTPDw8zAa7cjJ27FguX76MQqFg6tSp9OrVCysrK+7du8fXX3/NlClTkMtf/r+Fn3/+Obt27UIqlTJ8+HD69++Pm5sbBoOBqKgoTp48yalTp8xuGxcXx+jRo+nVq5exmo9arWbz5s18/fXXhIWFsXz58gL7Pb506RLjxo1Dr9fTqFEj5syZQ6VKldBqtezZs4cJEyYY38ue50U/7wsXLjBkyBA0Gg19+/Zl8ODBVKxYEZlMxv3791m2bBnr1q1jzJgxVKlSJcf3zPz8/bGwsKB69eqcPXuWkydPiuCQIAiCUKLpdDBmjD2//mpjdvmIEcl8+WVyiQ0N2dxfR6nrXyHBNEhgkCi46P45bU+sJD7dtDKQpdSSpa2X8nbF3IXDow8fJmzRInQ5VBSUq1T4jBmDc6NGeXsSRUwikWBTrhw25cpRtkMHALRJSSSHhZGZlmZsEfYkBCR7HACKPh9NUOed2fYlt5bjPeL9V6bVVnHz+cDHJDj04OgDku4kofIouSGExJuJhPwcYjJetW9V7Cvl/saV/JDKpdT6uBZvtH2Dw58fJjYo1mQdg95A0NIgwv8Kp8WiFrjUNL0x6sycMxj02SviWqosqfWp+fMhggDmKw6JVmWCIAiCIAhCQRCtyoTXVs2aNVm+fLnxwrJSqWTChAnGliazZ8+mV69eTJ8+HWdnZyAreDF//nzKly+PXq/njz/+yHH/GRkZbNy4kebNmyOVSpHJZDRv3pyJEycC8Mcff3Dv3j02bdpEnTp1gKwLeF26dGHo0KFAVtWSwpKYmMicOXMYMmSIsSqLo6Mj33zzDX5+fgDs3LnzebvIlczMTAYPHsz169dxdXVlzZo1KBQK4/LatWuzdOlS2rRpg4uLi/EuPwcHBwYOHMj8+fMB+Omnn/I9F3Pmzp2LVqvFw8ODjRs34uvrC4BUKqV9+/asX7/eWM1jw4YNOe7H19eXH3/8kUqVKgFgaWlJly5djMGv3bt3Z2uBV1TWrVtnfPwkMLNr1y5jxZXvv/+e7t27G6urVKhQgR9//BF/f3+Al64yEh0dbWyjU6lSJZo1a8bcuXPJyMgwtsN7GU/m/eTnZM7EiRNRKBRs3boVb29vqlSpwuTJkwH44osvjK/3KVOmkJiYyKxZs7CxMX/x4WUU1GvqZS1ZsoRHjx5hb2/P5s2bjaEhyGqHtmnTJuzs7EhMTGTp0qU57sfZ2ZmNGzcawwpyuZzmzZszZ84cICuE9Gy7uQMHDrBv3z5Kly7Nli1b6NatG0pl1p2QVlZWtG/fni1btmBjY8O+ffvy3BLv//7v/4CsAJm5dmkxMTHGijXPVoQJDAzk4sWLeHt7s2XLFtq0aWOspGRjY0OvXr3YsGEDEomE9evXExub/eTuqFGj+OKLL6hevbrx9SKVSvH29mbJkiW0adOGtLQ0Nm3alOP8U1NTmTJlCsOGDTO+Dm1tbSlTpkyunv+6desIDw/HwsKCX375hTZt2hgr2FSrVo2NGzdSvnx5MjIymDt3bq72CVm/V3v37gVg1qxZ9OvXz1gpr1y5cvzwww/4+/ujVqtzvc+nHTlyxPj3csaMGXz55ZfGamhnEa8WAAAgAElEQVQSiYSyZcvyzjvvGF9bz1Kr1XTp0oVvvvnG+Dfb2tqa/v37M2DAACCr1VZBmTdvHpmZmXh6erJhwwbj+7qFhQVdu3Zl+fLlxmpez/Oin/dXX32FRqMhICCAuXPnUqlSJWO7RHd3d2bNmsXAgQPJzMx8bgXA/P79qf74jv5z58698DkJgiAIQnHJzISRI3MODQUElODQkEGH6sbX2F//0mxoSGfhxMFyk2h2dInZ0JDSQsnPHX/OVWhIl55O2KJFXJ0xI8fQUCk/P+r98EOJDw3lxEKlwrFePUq3aIFD7drYVaqEVenSyB9XWQWIOBRhsp1bEzcRGsoD14auqCqaBoTMVcApSc7MPoMhM3vYxkJpQe1RtXPYovA4ejvS9feu1B1XF6mF+VPsCWEJ7Oy8kzNzz6DL+LclWdSZKO7uM21DXfOTmlg5WBXanIVXn7mKQ4ZCrGYvCIIgCIIg/HeI4JDw2hoxYoTZUtQtWrQwPv7kk09MlstkMpo1awZASIjpXUxPvPXWW1SsWPG5++/Tpw+Ojo4m67Rs2RKAO3fukJaWlvOTyAc3N7ccW5+0b98eeP7zy60JEyZw9OhRbGxsWLt2bZ7bdbVp0wbI+l48fPgw3/N52qNHj4ytr4YPH24METytevXqdOzYEXj+helPP/3UbMuhN998E4D09HRu375dALN+MY1Gw/Xr15k0aRLr168HoGLFirRt2xbAeAG/Tp06xtfa0+RyOaNGjQIgNDT0pV4HMpkMFxcXXFxcjAEEgE6dOvHVV1/h4OCQ530aDAaio6OB7O3GnlW3bl22bt1KixYtjD9TPz8/li9fzqBBgwA4dOgQO3fupFOnTsbvy08//UTLli2pWLEiderUYfLkybmuBPNEQb6mXobBYDD+fPv27ZututcTbm5u9OuX1d7geeHAoUOHmp1/69atjUGzJ63unti4cSOQ1VYsp991Nzc3GjduDGS1FcuLatWqGYOWv/zyi8nyzZs3o9VqKVu2rPG944knlYg+/PBDY5jpWX5+fnh7e6PRaDh27Fie5vbkeGfOnMlxHXt7e/r27Zun/T7tSZj07bffxsfHx2S5Uqlk+PDhQNZrPCkpKVf7ffI6cHNzo3fv3ibLZTIZAQEBLzttNm/eDIC3t7cx/JVXI0eONDv+5D32zp07Lx1selpufodbtmxpfB0+z/N+3leuXOHixYtYWFgYw8Lm9OzZE8gKX+l0OrPr5Pfvz5P/h0RFReW4jiAIgiAUJ60WPv7Yge3bzYeGxoxJYuzYkhkakmSm4nB5EMp7q8wu19pUZmvpsbx9eDqpWtOgj5OVE1s6baGJW5MXHivl1i3OffwxkY8rmZqQSvHo359a8+aheHxz1OvKXHCofKvyxTCTV5dEIsHnA9PPHGG/hqHXmgbgSoKoM1Hc2XvHZLzmiJpYO5v+v74oSOVS/D/z55297+Bcw/zvnUFn4OLii2x/azuxl2IxGAycnnnaZD3bsrZU/6h6YU9ZeMVJzZ0HEBWHBEEQBEEQhAIgWpUJr60nFVWe5eKSVR7Y3t6eChUqmF3nSQWi51UceNH+gRzbjjg/dRLv0aNHBVoN5YlatWqZvdAIGKshJCQk5OsYy5YtIzAwEKlUypIlS6hRo4bZ9VJSUtiwYQMHDhzg+vXrJCUlodVqTdaLiorKdWWO3Lh06RIGQ9adaE/CYOY0b96cP/74g5CQELRaLRYWFibrPKnm86yn55uYmJjPGeds1KhRxrDPs9544w3Wrl1rbDMUFBQEPP85N27cGJlMhk6nIzg4mKpVq+ZpPk5OTsb2cQaDgcjISDZs2MDKlSvZv38/M2bMyHOA4tGjR8aqGU/aruXE39/fGBR5llqt5ssvv0SlUjFt2jQApk+fzooVK3B1daVr1/9n777Dori+PoB/dxeW3lWahVAUARtGTSTW2DWaRFTA3hIsSVSMBrHErjFKYsEWo7GAvQMx+YVELNgLHQEhNJEO0svO+wfvTlhndqW6qOfzPHkec+/M3Du7s7PDzplzxiAiIgIHDhzA48ePcebMmVqXaGrMY6o+kpKS2ONM0fh9+vSBj48PcnNzkZSUhLZt23KWkXcOU1FRgaGhIdLT0znH9J071T9uHjt2DKdPn5Y7/ov/fwIuJSVF8Q7xmDx5Mu7fv4/Tp0/D09OTDWJiGIYNXHJ1dWUztwDV5xhpANyWLVsUlpmS7lNqKreEZkREBI4ePYq7d+8iOTkZRUVF7Pst9ezZM7nb7tKlCzvfuiovL2f34VXHFgBIJBKEhYXByenVN5lCQ0MBAB9++CFvQC1Qna1KRUWlXpnT7t27BwAYPHhwndcFqj/vfIG4APccyxfoUxdhYWGQSKpvhCh67ZycnF6ZoUfR+y0NMJNIJOx7xkcaLFRcXIzc3FyZ6wOphn7/SM+nOTncDAeEEEKIspWVAXPmGODKFf7veC+vAsydW7dg/9dFWJYOw7CpEBfyZ9ks0/8IB9SH46uryyBhuIEYbbTbwHeELyz1LBWOwzAM0i5eRNzevWB4/o4GALVWrWDn6Qk9h7c/6KA0pxSZjzI57a0HtFbCbN5sNuNscHezbAafkowSJP2VBIthFsqbGA+GYXB7Lbf0saaJJjp9wf9b1Otk2NEQYy6NwaNdj/Dwp4e8wVe50bk4P/I8LIZb4Pld7oNz3b/tDhUN+qmeKMAwvBmHoKcH8LUTQgghhBBSB/TXCHlrycs4Ib3ZLK8fABtEoOgGqpaWlsJ1FY1Rc5mmKm8lb37Af69BQ8b29/fHxo0bAVSXjho2bBjvcvHx8ZgwYYLMzXYNDQ3o6uqygU2ZmdU/+jV29qXs7Gz23yYmJnKXk2ZOqaysRF5enkzwl1Rt3ku+YKjGoqOjw2b2EYlE0NbWhqWlJfr3749x48bJBJ9J91vRPqurq8PQ0BCZmZmckk11JRAIYGZmhqVLl6JTp06YPXs2PD090a1bN9jb29d6O2VlZey/a5a7q6tt27YhKSkJmzZtgrGxMeLi4rB37160bNkSV65cQYsWLVBRUQFXV1eEhITgxIkTnLJX8jTmMVUfNd8rReNLy0RJ1+ELHKrNObDmMV1RUcEGHtQ2003NDDGzZs1iA0xenmtAjaemP/nkE3z//ffIyclBYGAgxowZAwC4fv06EhMTIRKJ4OLiIrONjIwMNhiktgF8L2evOXjwIFauXMluRyAQQFdXlw0MKS0txYsXLxSep+RlyhoxYgSn7BtQnT1LWtYvLy+PDSKpzbEFoNafXelyijLCqaurw8DAgD0f14V0HWmZsbqqzbEINM73ZV0/w4ooyowmze5TVVVV69dUXkalhn7/SL87ap5jCSGEkOagtBSYPdsQQUH8ZXm+/z4fs2fzl+NSNpUX4TAKmwpROX9GvyJTN2wts8Sqa168/R0NO+LY8GMw1lT84ExFQQFitm1DloJsmS369EGHhQuh+o6Uqkm5mgLIxvZDz1IPuu24ZbeIYpotNWExxAIJAbLZK6N9o5td4FCCfwIy7mdw2t//9v1mE2wjVBXCcYEj2g1ph6sLriI7IpuzDFPFIOEyN1uoQQcD2DjbvI5pkjeYoLQUgpcy1TJiMaCmRoFDhBBCCCGkwZrHX1YEAJDWn5v9gJDm6OHDh/j666/BMAzc3Nzg7u4ud9lFixbh2bNnaNOmDZYvXw4nJyeZMlZVVVVsUMPLmT2UQV42DmVbvXo1b4khRWq7L425zyNGjEDr1q2RkpKC48ePY+3atbVet+ZxUd/sTZGRkdi3bx/ef/99NuPRH3/8AYZh8Pnnn7PZPFRVVTF79myEhITg999/r3XgUH001TH1ut/fmmWUfHx82ICe2srLy+MNoHg5SExdXR3jx4/Hvn37cPToUXYcaYapAQMGcAJUpME+QHWpPnkZWuSJjY3FqlWrIJFIMGrUKMyZMwd2dnYy2WT8/PywePFiheepmlmQasrOzubdd3nHuaL3rGZfcztfNbf5NDV57zfw3zFpbW1d55J9jU16nNWnhCQhhBDSVEpKBJgxwwDBwfxBQ+vX52HatKYp691Qatn/g0HEHAgl/PPLt/TCyvQCbH+8jre/e6vuODzsMPTVFGdZzQsNRdSmTSiTE4QsFIthPXcuTEeMeKeuw5KDqExZY+owsQMncCjl7xQUphVC20x+gP/rVFVehbsbuSWjDTsawmZc8wu2MbIzwqf+n+Lhjod4+PNDmYxO8vTw7AGhiD9rOCFSAp6HuCTvSNAoIYQQQghpevQXCSHNjDSDgKLMAC+U+BRJSkoKpk+fjtLSUvTu3RsbNmyQu2xqaiqbYWTXrl0YNWoU58ZlRgb3ibHGUjMbhKLyQtI+FRUV6L0FdcGl+82X4USqtLSULVWnKGtGfUjL5yQmJtZpPbFYDJ3//8GjPoFDEokES5YsgUAgwA8//MD+eP7vv/8CAKc0obQ0UlJSUq3HUPYxVbOMkaL3t2ZfY72/6urq0NWtfoo3Ojq6zuufPn0aqampnP9u3+amm588eTIEAgFCQkKQkJCAnJwc/P777wDAWwKv5utSn7ldvnwZVVVVsLGxwe7du9G1a1dOCaqGnKtu377Nu+81y73p6+uzgSiN/d5KXx9Fx2xZWVm9y1e2atUKQP1K071uNV8zaVYgPor6akOaZSwpKanRs+nVlfR8amhoqNR5EEIIIVJFRQJMnmzIGzQkEDDYsqX5Bg1ppfwKw7DpvEFDjFAd2XZ78XVSMrY/3sG7fv/W/XF8xHGFQUOSqiokHD6MR99+KzdoSMvCAt137YLZyJHvVNAQI2GqMw69hMqU1Z95H3Nom8sGCDESBk9OPFHSjLiijkShIJEbMNHTq2ezDbYRqgrRfVF3fOb/GQw7Kr4ON+llgraDuFmCCXmZkOf3YIYChwghhBBCSCNpnn9dEfIOkwYZKLpx/PDhw9c1HRkvXrzA1KlTkZmZCUtLS+zfvx+qqqpyl6+5Dw4ODrzLXLt2Te760lJmQP2yEXXq1IndxvXr1+UuJ52DnZ2dwv15U3Tp0gWA4n0OCQlhy/5Il28MDMMgObn6CVBF5fLksbGpflqwLsE8Ur/99hsePnyIOXPmoEOHDpz+0tJS3v+vyw/tyj6m2rZtC319/VeOL+0zMDDgLVNWX++//z6A6kCbmll+GpulpSWcnJzAMAx8fX1x6tQplJeXw9TUFAMHDuQsr6+vj/bt2wMALly4UOfxpAE1dnZ2MuedmhSdqxqDWCxGx44dAdTu2BIKhejUqVOttt25c2cAwK1bt+SeS2/fvl3vUmDS4+LPP/+s1/qvU83P8M2bN+Uud0NBOZDa6NGjBwCgvLwcgYGBDdpWQ0nPp9LzKyGEEKJML14IMGmSIUJCuKWJhUIG3t55cHNrhkFDTBV0Y1dAL24FBOBeB1eptsSzzn6YGR6Aw1GHeTcx2nI0Dg45CE1VTd5+ACjNyMDjb7/Fv0eOAHKut80++QSOO3dCy8KiXrvyJssKy0JptuzfdSJ1EUw/eHWZWcJPKBKigyv37+cYvxhIqprub77aKssvwwPvB5x28z7maN2/+QeMGTkY4dOAT+G40BECEf9vDz29er5TAYCk/gQ8gUOUcYgQQgghhDQWChwipJmxs7MDADx+/BipqdzydbGxsUq5CVlZWQl3d3dER0fDwMAAhw8fZgMY5JFmJwGqS0i9rLCwED///LPc9bW1/3vqLT8/v85z1tPTQ//+/QEAu3fvRklJCWeZiIgIBAQEAECdSy81V6NHjwYA3L9/n7dETmVlJby9vQEAtra2sLW1rdV2axNUcOLECTYzy4cffljbKbM++OADAMCjR4/qtN6zZ8+wefNmWFhY4JtvvpHpkwbOvLzNBw+qf3xs06b2ae2VfUwJBAL2/T169ChvFpz09HQcPXoUAPDpp5826vjSbD9Pnz7F7t27FS5bXFyM8vLyeo81efJkAMDJkydx7NgxAICrq6vc8lDScnPXr19/ZfDQy5l1pJmuoqOjeQNrgoKCEBISUrcdqAfp8eLv78+bOamoqIh93QcOHChzjlVEesykpqbi5MmTnH6JRKLwXPwqLi4uAICYmBj89ttv9d7O66Cnp4d+/foBAPbs2cMJKASA4OBgNltefXXp0oUNmN28eTOys7MVLl/fbE+1IQ02lp5fCSGEEGXJzxfA1dUId+5wg4ZEIgY7duRh3Dju9bWyCSoLYRg2Hdqpv/L2V2jZIqXLaUy+tQMX4vmvQyfZTsLOATshFol5+wEg8/p13HN3R35YGG+/irY27FeuRPuvv4ZIjfsavgv4ypSZfmgKFQ0VJczm7dF+QnsIhLKBK4WphUgN5v4m9bo99nmMstyXMnILgF7Le70xwTYisQjdF3fHp/6fcrIP2U6yhXF3YyXNjLxpKOMQIYQQQghpShQ4REgzM3jwYGhpaaGiogLu7u6Ii4sDAFRUVODKlStwcXGBhobGa5/XypUr8c8//0AsFmP//v1smSdF2rdvD3NzcwCAh4cHQkND2b579+7B2dlZYUCQlZUVWy7Iz8+vXlmHli5dClVVVSQmJsLNzQ1RUVEAqm+U//XXX5gyZQoqKythYWHBBio0JmdnZ5ibm6NXr16Nvm15Ro4ciW7dugEA3N3dce7cOVRUVACozjwxe/Zs3L9/HwDg5eVV6+3euXMHn3/+OU6fPs3JiPX06VNs2LABS5cuBQBYWFhg/PjxdZ67NNjo8ePHqKqqqvV6K1aswIsXL7Bp0yaoq8uWPBgyZAgAIDAwEAEBAWAYBjExMdixo7p8wNChQ+s0R2UfU1999RX09PSQl5cHFxcX3L17l+27e/cuXFxckJ+fD319fcybN69Rxx46dCiGDx8OANiwYQO+++47xMfHs/3l5eV48OAB1q9fj549eyIrK6veYw0bNgzGxsbIyspCfHw8RCIRG6DCZ/Lkyexx//XXX2Pz5s0ywZclJSW4efMmvLy84OTkJLOuNBgsJiYGy5YtY4M4iouLceTIEXzxxRecMotNYcqUKWjbti0qKiowadIkBAUFsZmdoqKi4ObmhqSkJIjFYixZsqTW23V0dGQ/B8uWLcOxY8fYcpipqalwd3fH/fv36/3d4uTkxAY9LV++HBs3bmTPEQzDID09Hb6+vvDw8KjX9hvbt99+C5FIhLi4OEyZMoX9nq2srMTFixcxZ86cBpcYFAgE2LRpE9TU1JCamopRo0bh8uXLMsGGz549w5kzZ+Di4qKw7GdDZGZmsp+D+gRzEkIIIY0lN1cAFxcjPHzIDZxRUWGwe3cuPv20+QUNCUvT0OLhZ1DP+Yu3v9SgP57a/YZxQYsRlBzEu8z8rvOx6aNNEAn5A+CrysrwZPt2RKxejUo5Zcn1HBzw/t69aNmnT/125C2R8g+3TFmbAbV/EITw0zbT5i33Fu1b9zLQjakwtRDhv4Rz2m3G2sDIoXFLrr8OLTq1wKf+n6LPlj6wcbZB73W94bTB6dUrEvL/BAXckn2SWj5QRAghhBBCyKvQIzmENDO6urpYvXo1Fi9ejAcPHqBfv37Q1tZGeXk5ysvL4ejoiLFjx9Yp4KMx/PVX9Q+lDMNgzpw5Cpf19/eHubk5BAIB1q9fj1mzZiEmJgbDhw9nb0yXlJRAQ0MDBw8elBsMoKGhgbFjx8LPzw/r1q3D1q1bYWhoCIFAgJEjR2LlypWvnLeDgwN+/vlnLFiwAHfu3MGgQYOgo6ODiooKNtOEmZkZDh06VK/SWs2RSCTC/v37MXHiRMTExGD+/PlYtGgRNDQ02EAtoVCI77//nrfskyK3b9/G7du3AQDq6urQ1NREcXGxTNYOOzs7/Prrr/UKQvjoo49gZGSE7Oxs3LhxA3379n3lOleuXEFgYCCcnZ3Rh+eHdBsbG8ycORMHDhzA7Nmzoa6uzs63W7dumDBhQp3mqOxjyszMDAcOHMCMGTMQExODTz/9FJqa1eUOiouryzro6enh119/halp46fs37FjBzw8PHDhwgUcOXIER44cgaamJsRiMQoKCmRKmDXkCVAVFRW4uLiwmXAGDBjABiLyUVNTw+HDh+Hu7o4bN25g+/bt2L59O3R0dCAUClFQUMAGH6qoyF7+9OnTB2PGjMGFCxdw+PBhHD58GHp6eigsLERVVRU6d+6M8ePHY/ny5fXen9rQ1tbGwYMHMXHiRDx79gyTJ0+Guro6VFVV8eL/byKpqalh+/btsLe3r9O2t27digkTJiAyMhJLliyBl5cXNDU1kZ+fD4FAgHXr1mH37t1ISeHejKnt9isqKhAQEICdO3di586d0NHRQXl5ORukJM2op2xdunRhA99u3LiBfv36QVdXF2VlZSgrK4O1tTUmTpyI1atXN2icbt264dChQ5g7dy6SkpLw5ZdfQiQSQVdXF6WlpTJBRG5ubg3dLV5XrlwBANjb21OpMkIIIUqTnS2Ei4sRIiO5JXzFYgZ79+ZgyJAynjWVS/VFGAzDpkFUns7bX2Q2GbHmX2Pi71MRmcPNsAsAK3qtgHtnd7ljFCUmInL9ehQlJvIvIBSi3cSJaDdxIoRyMm++K0pzS5HxgJtxlQKHGoftRFsk/yWb0enfP/5FcWYxNFvKL6/XlO79cA9VpbIPFInURHh/yftKmU9jEKmJYOtmC1u32mV+JqQmQWEhp42pka2dEEIIIYSQhqCMQ4Q0Q66urjhy5AicnJygo6ODyspKWFpaYtmyZThz5oxSMg5JVVRUIDMzU+F/NQMHBg8ejDNnzuDjjz+Gnp4eqqqqYGhoiAkTJuD333/nDfSoaf369fDw8GDLaaWmpiIlJQU5OTm1nvOYMWMQFBSESZMmwcLCAuXl5RCJRLC3t8fixYsRFBTUZDdUnz17BqA648frZGpqioCAAKxatQqOjo5QV1dHSUkJzMzMMHbsWAQGBmLmzJl12mbnzp3x888/w8XFBXZ2dtDR0UFBQQGEQiEsLCwwatQo+Pj44Pfff69T+a+axGIxG8hz9uzZVy5fVFSE5cuXw8DAAKtWrZK73OrVq7Fq1SpYWVmhqqoKrVq1wvTp0+Hr6wtVVe4NjFdR5jEFVGcOuXr1Kr788kvY2NhAIpGAYRjY2NjA3d0d//zzT5NludLQ0ICPjw9OnTqFsWPHol27dpBIJCgqKkKLFi3g5OSE5cuX4/r16w0OXBo1ahT7b2mZNEUMDQ1x4sQJHDx4ECNHjoSZmRnKy8tRWloKExMTDBw4EOvXr8etW7c46+7cuROrV69Gx44doaamhqqqKtja2sLT0xPnz59ng7Oamq2tLf7++294eHjA3t4eIpEI5eXlbAaroKAgmdeltgwNDXHx4kUsXrwY1tbWEAqFEIlEGDBgAPz8/DBt2rQGzVtDQwP79+/Hb7/9huHDh8PExARlZWXQ1NREx44dMXPmTPzwww8NGqMxTZo0CefPn8fgwYOhr6+P8vJymJubY/78+fD3929wxiGpvn374saNG/D09ETPnj1lzpvt27eHq6srDh48iLVr1zbKeC87d+4cgNp9fgghhJCmkJEhxLhx/EFDamoMDhxonkFDall/wOjhZ7xBQwwEyLdaiTDjOfjs8jjeoCGhQIgf+/woN2iIYRik+fvj/vz5coOGxC1aoOsPP+C9KVPe+aAhAEgNTgUjkc1CrNNOB7rvUbaNxtD247bQNJb9m4epZBB7KlYp88kOz0bsGe7YDrMcoG1OgRLk3SSkjEOEEEIIIaQJCZj61P4hrJfL9ShSXFz82m48vqtUVFRQWVmp7GkQAqD6/NCjRw+IRCIEBQXB2tpa2VN6I/z777/o06cPNDQ08PDhQzpvvkNePofv2bMHa9euhampKW7fvg0R3TAhpNaSk5Px4YcfQltbG/fu3YM2PYlKmkDNv29atGjRoBKVhJC3z7NnQkyYYIT4eG7QkLq6BAcP5qBv33IlzEwBhoFWyn7oxq+BANyfyyRCDeR13InHovfgFuiG9GJuYJFYKMaugbsw4r0RvENUvHiBJ97eyLx2Te40jHr3hq2HB1Rf0w3hN+EcfnXhVTw5+USmzW6aHZzWU6mnxnJ341082vlIpk33PV2Mvza+Qdlk64phGAS6BiL1WqpMu5qBGlxuukCsyy15SMi7QGfrVuhs2ybT9uKbb6D2ww/N/hxOCCGE35twHU4IebuYmZnJ7aOMQ4QQ0kRu3LgBABg3bhwFDdVBu3bt4OLigsLCQhw6dEjZ0yFKUlVVhSNHjgAAJk6cSEFDhNTRrl27wDAM5s+fT0FDhBBCXrvUVBGcnVvwBg1pakpw9GgzDBqSVEIvdhn04lfzBg1ViY2R3e0sbjKt8Pnlz3mDhjRVNPHbsN/kBg3lh4fjnru73KAhgaoqbObPh8P337+2oKE3ASNhkPxPMqedypQ1rg6uHThtBQkFeBby7LXOI+WfFE7QEAA4LnSkoCHyThP8fwnzmijjECGEEEIIaSwUOEQIIU3k5s2bUFNTw6JFi5Q9lTfOt99+Cy0tLezZswfFxcXKng55zSQSCX788UckJiZCU1MTU6ZMUfaUCHmjpKam4sSJEzA3N8esWbOUPR1CCCHvmKQkEcaONUJiogqnT1tbAl/fHHz4YfMKGhJUvoBh+DRopR3m7a/Q6ohMx0v4qyAPE/wnIK8sj7OMvpo+Tow8gb7mfXm3kXrpEh56eKAsI4O3X7NtW3TfuRPmY8a81uwub4LsyGyUZJTItAnFQpj2blhpZCJL10IXZh9xnz6N9o1+bXOQVElwZ/0dTruuhS46Tu742uZBSHPEFzjE0EMihBBCCCGkkXB/xSGEENIovL294e3trexpvJFatmyJ7du3IyIiAsnJyejQgfvkI3n7XLp0Cd9//z3y8vJQWFgIAPDw8ICRkZGSZ0bImyU1NRXz589H7969oa6uruzpEEIIeYckJIgwfrwR0tK4Pzfp6kpw7Fg2HB0rlDAz+USlqTAMmwrVoije/l5MOboAACAASURBVFLDgci1243LyVcxP2g+yiXcoCcTTRP4DvdFB0P+v1syrl5F7PbtcudgOmIErN3dIdLQqN9OvOVS/k7htJl+YApVTW5GK9Iwtm62SLueJtOWGJCI0txSqBs0/XVl7OlY5ETlcNp7ePaASExZaMm7TVhQwGmT6OgoYSaEEEIIIeRtRIFDhBBCmqVhw4Zh2LBhyp4GeY2KioqQkpICVVVVWFtbY/r06Zg2bZqyp0XIG6dnz57o2bOnsqdBCCHkHRMXp4Lx443w/Dn35r6+vgTHj2ejU6fmFTSkWvAYhuHTICrnzwJUaD4dBVbfw+/JKSy5vgQSRsJZxkLXAsdHHEcbHf6yWXnh4YjavJm3T6SlhQ4LF6JVv37134l3QPLfVKbsdbEYZgE1AzWU5ZaxbVVlVYg7GweHmQ5NOnZlSSXu/XCP097KsRXeG/lek45NyJtA8P8PWNXEUKkyQgghhBDSSChwiBBCCCHNgouLC5ydnZU9DUIIIYQQUkfR0SpwcTFCZiY3aMjQsAonTmTDzq5SCTOTTz0zEPpR8yGUlHL6GAhRYP09ilrPxO7Hu7HuzjrebdgZ2sF3uC9aarbk7S9OTkb4ypVgKrgBU7p2dujo6QkNE5MG7cfbriy/DM/vPee0tx7QWgmzefuJ1ESwcbZB+P5wmfZo32jYz7Bv0jJ6YfvCUJzOLVXea2UvKt9HCAAhT6kyCZUqI4QQQgghjUSo7AkQQgghhBBCCCGEkDdTRIQKxo3jDxpq2bIKp083s6AhhoFW0h4YRMzmDRqSCDWR4/ArCs1nYOOdjXKDhnoY98DpUaflBg2V5+YidNkyVPLc6G3h5ISuW7dS0FAtpF1PA1PFyLRpt9aGvrW+kmb09rOdaMtpy43ORcYD/sxcjaEkqwSPfR5z2i2GW8CkB31OCAEAAU+pMso4RAghhBBCGgsFDhFCCCGEEEIIIYSQOpNmGsrJ4QYNmZhU4fTpLHTo0IyChiQV0HuyFHpP10IAhtNdJTZBVrdzKDYciKXXl2Ln4528mxnYZiD8RvhBT02Pt7+qtBRhK1eiND2d06dja4uO330HoQolAa8NeWXKKANN0zGwMYBxD2NOe7RvdJON+WDbA1QUymbmEqgI0MOzR5ONScibRshTqkyio6OEmRBCCCGEkLcRBQ4RQgghhBBCCCGEkDqJjVXBhAn8QUPm5pU4cyYL1tZVSpgZP0FlAQzDpkDr2THe/nJtB2R2v4xizfaYGzQXx6L5l/vU6lMcGHwAGioavP1MVRUiN27Ei2hukIW6qSk6rVkDkbp6/XfkHcIwDFL+TuG0U5mypmfrxs069PTCU5S/KG/0sfLi8hB1NIrT3nFSR+hbUWYpQqR4Mw5R4BAhhBBCCGkkFDhECCGEEEIIIYQQQmotLk6E8eONkJXFDRpq27YSZ85kw8Ki+QQNiUqS0eLBGKjnBvP2lxoNRnbXsygU6mHalWm4nHCZd7mpdlOxY8AOiEVi3n6GYRC3ezeyb97k9Kno6KDzhg0QGxjUf0feMbnRuShKL5JpE6oKYeZkpqQZvTssP7GEqo6qTFtlSSXiL8Q3+lh3N93llKNT1VaF4yLHRh+LkDdWRQWEJSUyTYxAAEZLS0kTIoQQQgghbxsKHCKEEEIIIYQQQgghtZKQIMKECS2QkcEfNHT6dBbatGk+QUOqBQ/Q4sEoqBY/4e0vNJ+JHIcDyKksh0uAC66mXuVd7ptu32B97/UQCuT/lJZy5gxSL1zgtAtUVdFpzRpotqZMOXXBV6bMpKcJxNr8gVuk8ahoqMD6M2tOe2OXK0u/k47EwEROe5d5XaBhxJ/Vi5B3kYCnTBmjowMI6fYOIYQQQghpHHRlSQghhBBCCCGEEEJeKSmpOtNQejp/ebKTJ7Nhbi5Rwsz4qWdcRotH4yCqyOL0MRAiz2Y9CmzW4HlJFpwvO+N+xn3e7Xz/wfdY8v4SCAQCuWNlBAcjft8+3r6OS5dCz8GhfjvxDksO4gYOUZmy18d2IrdcWdbjLGSHZzfK9hmGwe21tzntWiZa6DS7U6OMQcjbQvjiBadNoq2thJkQQgghhJC3FQUOEUIIIYQQQgghhBCFUlOrg4bS0lQ4faamVTh1Krv5ZBpiGGj/uxOGkV9CICnldEtEWsjp9BuKzachsSARn178FNG53EwqIoEI3v28MbvTbIXD5UdEIGrTJoBhOH1WX3yBVv361X9f3lHlheVIv5vOaW8zoI0SZvNuauHQAi06t+C0N1bWoYTLCch4kMFp776kO1Q0uOcZQt5lgoICThujq6uEmRBCCCGEkLcVBQ4RQgghhBBCCCGEELnS0oQYN84Iycncm/nGxlU4eTIL7do1l6AhCfRivaCbsJG3u1LNDFndzqPMaCCicqLw2cXPkPQiibOcmkgN+wftx/j24xUOV5ySgrCVK8FUVHD6zMeMQWtn5/rtxzsu7XoamErZQCwtUy0YdDBQ0ozeTbZu3KxDcefiUFlS2aDtVpVX4e6mu5x2w46GsHG2adC2CXkb8WYc0tFRwkwIIYQQQsjbigKHCCGEEEIIIYQQQgiv9HQhxo9vgX//5QYNtWxZHTRkadmMgoaeLIVW2m+83eXanZHleBmV2na4+/wuxl4ai4wSbsYTLVUtHBl2BEMthiocrjwvD6FeXqjkyQRh9OGHsJ4zR2F5MyJf8t/8Zcro9Xy9rD614mT/KS8ox9PLTxu03ajDUShI5H5uei7vCaGIfq4m5GUCnsAhhgKHCCGEEEJII6K/xAghhBBCCCGEEEIIR2amEBMmGCEhgRs0ZGRUhZMns2Ft3VyChqqgH+MBrWe+vN0lLYYhu9sZSNSM8U/yP3ANcEV+eT5nOQM1A5waeQpOZk4Kh6sqLUXYihUoTUvj9Ol06AA7T08IRKL67cs7jmEYpPydwmmnMmWvn1hHDMsxlpz2hpQrK8svw4OfHnDazfuao01/eo8J4UMZhwghhBBCSFOjwCFCCCGEEEIIIYQQIiM7W4jx440QF6fK6TMwqMKJE9lo375h5YoajaQS+lELoJl+kre7sPUXyLXfB0akiYvxFzHtj2koqSzhLGeqZYpzn5xDl5ZdFA7HVFUhatMmvIjmBk+om5ig09q1EGlo1G9fCPJi81CYWijTJlARwPwjcyXN6N1m68otV/b8znPkxubWa3uPdz1GWW6ZbKMA6LW8V722R8i7gDIOEUIIIYSQpkaBQ4QQGQsWLIC5uTkWLFig7KnU2okTJ2Bubo5evehHpredubk5zM3NcfPmTWVPpU6uXbsGc3NzTJ48WdlTaXRVVVXYu3cvhgwZAmtra/Y9+v3335tszOTkZHac5GRuCYOGrN+U2yaEED5bt26Fubk5nJ2dX9uYO3fuhLm5ObZs2fLaxiSEvFlycgSYMMEIT55wg4b09SU4fjwbHTs2l6ChChhEfQXNjLO83QXvLUWB9SpAIMLRqKOYGzQXFZIKznKWepa4MPoCbAxsXjlk/L59yLpxg9OuoqODzhs2QGxgUPf9ICy+MmXG7xtDrCtWwmxIq+6tYNCBe0zH+MbUeVuFqYUI/yWc027jbAMje6N6zY+QdwFfxiEKHCKEEEIIIY2Jm2uakGZu69at2LZtGwAgNTVVybMhTSk5ORknT1Y/Merh4aHk2RBSPxKJBGvWrAEALFq0iNNfUVGBHTt24MyZM0hLS4O+vj4GDRqEpUuXokWLFnK36+zsjNu3b+PSpUvo2rVrk83/VVatWoWDBw8CAMRiMVq2bAkAUFNTU9qcCHmdwsLC8ODBA4SHhyM0NBRPnjxBeXk5Wrdujdu3bytct6ysDFevXsXVq1fx4MEDJCYmori4GLq6uujQoQNGjBgBV1dXaDQgY0FDx3j69CkCAgLw+PFjxMXFITs7G/n5+dDU1ISFhQX69u2LqVOnwszMrN5zfFs15+uY6dOnY+/evdi7dy8mTZoEU1NTZU+JENKM5OUJ4OpqhKgobtCQrq4Efn7ZcHBoLkFD5TCInAeNrADe7nzL5ShqOwcMw2DX413YeHcj73IORg44NvwYWmjIv/6WSj57FilnuUFKAlVVOKxeDc02VGqpoahMWfMiEAhg62aLkFUhMu1PTj1Bj+96QKRW+5J8dzffRVWZbHlDkboI73/7fqPMlZC3FV/GISpVRgghhBBCGhMFDhFCZBgbG8PKygrGxsbKngqSk5PZIDFFN9x0dXVhZWUFExOT1zU1Qmrt1KlTiIyMxMcff4xu3bpx+ufMmYPAwEAAgKamJjIyMuDr64ubN28iMDAQurq6nHVOnDiBkJAQzJw5U6lBQ4WFhTh69CgAYPny5XB3d4dAIFDafGpLRUUFVlZW7L8JaYhZs2YhJYV7c6s2pk6dimvXrrH/r6KiAk1NTeTk5CAkJAQhISE4cOAAjh49ivfee08pY/zxxx/YuPG/m6xisRhaWlrIz89HaGgoQkND8euvv2LHjh0YNmxYveb4tqrtdYwyaGlp4csvv8TGjRuxZcsWdp6EEJKfL4CbmxHCw7mZXbS1JTh2LBudO3Oz9SiFpAwGEe7QyP6Dtzvf6nsUtZkNhmGw7s467Andw7vcByYf4ODQg9AVc6+7X5Z57Rri9/Bvp+OSJdDv1Kn28ye8Kooq8Oz2M047BQ4pl/VYa9zZcEcm6KcstwyJvyfCaoxVrbaRFZ6FuLNxnHaHWQ7QNtdutLkS8jYSFhRw2iQ8vxcRQgghhBBSX1SqjBAiw9PTE8HBwfD09FT2VGpt+PDhCA4OZp/qJ6Q58fHxAQBMmTKF03f9+nUEBgZCR0cHZ8+eRWxsLEJCQtChQwckJiZi//79nHWys7Oxdu1amJqaYsmSJU0+f0Xi4uJQUVF942jKlClvRNAQAJiamiI4OBjBwcGUZYM0mKqqKuzt7eHi4oL169dj7NixtV63srISrVu3xqJFi3DlyhUkJCQgKioKERER8PLygoaGBhITEzFp0iSUlpbWa34NHcPa2hpLlizBqVOnEB4ejoSEBERGRiI+Ph6//PILLCwsUFxcjHnz5iEpKalecyTK4ebmBhUVFZw5cwbPnz9X9nQIIc3AixcCTJxohMePuUFDWloSHD2aDUfHZhI0VFUKw/BZcoOG8mzWo6jNbFRKKrE4eLHcoKFBbQfh6PCjtQoayo+MRNSmTQDDcPosZ89Gq/7967QLhF/azTRIyiUybZrGmjC0M1TSjAgAqBuow2KEBac9xq925coYhsHttbeBlz4+6obq6DpPeQ/DEPKmEBQWctoYbQq4I4QQQgghjYcChwghhJAmcvPmTcTFxcHIyAj9eW4kSLOATJw4Eb169QIAtG3bFt999x0A4OrVq5x1vv/+e+Tm5mLdunXQVvKPRCUlJey/tbS0lDgTQpTn6tWr+OOPP7B161ZMmzYN7dq1q/W63377LW7cuAEPDw84ODhAKKy+NNfX18fcuXOxdetWAEBiYiL8/f3rNb+GjjFo0CB888036N27NwwMDNh2dXV1DB8+HIcPHwYAlJaW4ty5c/WaI1EOQ0ND9OvXD5WVlTh+/Liyp0MIUbKiIgEmTzbEw4fcoCENDQmOHMlBjx7NJWioBIbhM6CeE8Tbndd+M4rNp6Gsqgxz/pqD40/4z3GfW3+OXwb/Ag2VV5cELU5NRfjKlZCUl3P6zD75BG3GjavbPhC5+MqUte7f+o15SOFtZutqy2lLvZaKgn+5mVBelvJPCtKup3Hauy3sBrEu97xDCJHFl3GIoYxDhBBCCCGkEVHgEHmr3LhxA+bm5jA3NwcAREZGYu7cuXB0dISVlRX69euHPXv2oLKykl3n7t27mDFjBrp16wZLS0sMHDgQhw4dAsPzFCEA9OrVC+bm5jhx4gRKSkqwdetW9OvXD1ZWVnB0dMRXX30l88R9Tk4O1q9fj48++ghWVlbo2rUrFi9ejMzMTN7tL1iwAObm5liwYIHc/Txx4gTMzc3ZQANF61++fBnOzs6wt7eHlZUVBg8ejF9++QUSiYSzrqLxt27dyr62r/ovOTmZXa+iogLBwcFYsWIFhg8fjm7dusHCwgKdO3eGm5sbzp8/z/ta9+rVC+Nq/Pj68hg156fo9ZBKTEzEd999BycnJ1hZWaFDhw4YOnQovL298YKnTjhQHfRR83hKSEjAokWL8P777+O9995D9+7d8e233+LZM24a9cbw8n7dvn0bU6dORefOnWFtbY0hQ4bAz89PZp3//e9/cHFxQadOnWBlZYURI0bgwoULrxwrPDwcixYtQu/evWFlZQUbGxsMGjQImzdvRk5ODu869X1vpdLS0rBq1SoMGDAA1tbWeO+99+Do6Ihhw4Zh1apVePToUR1erf/cvHkTc+fORY8ePWBpaQlbW1uMHDkSPj4+KC4ulrveP//8g1mzZqF79+6wsLBAhw4d8OGHH8LV1RV79uxBbm5unefi6+sLABg1ahRvSSzpa/tyoIG0XFB2drZMe3BwMM6ePYvhw4c3akmgqqoqHD9+HOPGjYODgwN7fH/xxRe4efMmZ3npsens7My21fx81myvrdjYWHz33Xfo378/2rdvDxsbG/Tp0wdz5syBv7+/3HMWAGRmZmLlypX44IMPYGlpiS5dumDOnDmIi+OmwQeqywfxna9q69mzZ1iyZInMuWDhwoVISEhQuN7Ln+kbN26w3z9t2rThnHdLS0tx4MABjB07Fg4ODrCwsEDXrl0xY8YM/P3333LHke7bzZs3UVhYiM2bN6Nv376wsrKCvb09pkyZggcPHtR5v6Xi4uKwe/duTJgwgT1ndOjQAUOGDFF4zpCqqKjAvn37MHjwYFhbW8Pe3h7Ozs64fPkyAMDZ2Rnm5uZsQAuf+pyzAODBgweYP38+e6xYW1ujZ8+eGDt2LLy9vZGWxr2Z8SoikajO60j16tVLYbm8Tz75hA0QfPz4cbMcw8rKCvr6+gBQr+/Dmu93VVUV9u3bhyFDhsDGxgadO3fGjBkzEBERwS5fUlKCn376CQMHDmSPH3d3dyQmJiocJyMjA2vXrsWAAQNgY2MDa2trDBgwAOvWrZN7TfbyuaIu55q6XMe87Nq1a5g8eTI6deoES0tL9OvXD9u2bVOYdaq+32GfffYZgP++rwgh76biYgGmTDHE3btqnD51dQl++y0HvXpxA2aUQVBVDKOwqVDP5QbYMxAgt8M2FJtNQlFFEab8PgUBiQG825lhPwM/9/8ZqkLVV45Znp+PsGXLUJGfz+kz+uADWM+bR0EtjYRhGCT/zb0+pzJlzYNpb1PoWnADFV6VdUhSJcHtdbc57boWuug4qWOjzY+Qt5mA57dLiY6OEmZCCCGEEELeVvLvIhDyhgsKCsLs2bNRWloKXV1dlJWVIS4uDmvXrkVoaCh8fHzg6+uL7777DhKJBDo6OigrK0NMTAy8vLyQlpaGZcuWyd3+ixcv8MknnyAqKgrq6uoAgOfPn+Ps2bO4ceMGLly4AIlEAhcXFyQlJUFDQwMSiQSZmZnw8/PDrVu32BJFTcXLywuHDh2CUCiEjo4OSktLERkZiVWrViEsLAw///xzrbelpaWFli1byu0vKSlBIU/a3Lt378LV1ZX9fzU1NYjFYmRnZ+Pq1au4evUqAgMDsXv3bjYLAgAYGRmhsLAQeXl5AMAZW7cOT9VcvHgRCxYsQFlZGQBAW1sbFRUVCA8PR3h4OHx9feHr6wsbGxu527hx4wamT5+OoqIiaGtrQyKRID09Hb6+vggKCsLly5ebtOSRr68vli5dCoZhoKOjg5KSEkRERGDx4sVITEyEp6cnfvzxR3h7e0MoFEJbWxulpaV4/Pgx5s6di/z8fN5SWQDw448/4qeffmKDfDQ0NFBZWYmoqChERUXhxIkTOHz4MBwcHGTWq+97CwAREREYP348+/6KRCLo6OggIyMDz58/R1hYGPLz8/HTTz/V+jWqrKyEp6enzM1PLS0tFBcX49GjR3j06BGOHz8OX19ftG7dWmZdb29v/Pjjj+z/a2hogGEYJCUlISkpCcHBwejcuTN69+5d6/kwDIN//vkHAOQGtUmzd/z7778y7dIAFCMjI7attLQUnp6e0NbWxtq1a2s9j1cpKCjAjBkzEBISAqD6vdDW1sbz58/h7+8Pf39/uLu7Y8WKFew66urqaNmyJSoqKng/o9IggtratWsXNm3axAYHqaurQ0VFBU+fPsXTp09x8eJFREZGQk9Pj7NuTEwMPDw8kJWVBQ2N6qfFs7KycPHiRfz99984c+YM7O3t6/aiKBAWFgYXFxd2v9XV1fHixQucPHkSgYGB+OGHH2q1nQMHDmDVqlVgGAa6urqc4JOnT59iypQp7LEgEAigo6ODzMxMXLlyBVeuXMGUKVOwceNGuWNkZGRg6NChSExMhLq6OgQCAfLy8vDXX38hODgYhw4d4s2E9SoTJ05ESkoKOy9dXV0UFBQgIiICEREROHnyJE6cOAFra2vOusXFxZg8eTJu3boFoPp4U1NTw61btxASEoL58+e/cvz6nrNOnjyJRYsWseupqalBRUUFqampSE1Nxa1bt2BmZoYJEybU+TVpKkKhkA36qaqqapZjxMTEsJ8HCwuLes+joqICEydOxLVr1yAWi6GiooLs7GxcuXIF169fx6lTp9CmTRu4uroiPDycvfbKy8vDpUuXEBISgoCAADbYt6aQkBDMnDkT+f9/w1dDQwMCgQBPnjzBkydP4Ofnh4MHD6Jnz54K97Mu55r6Xsfs3r0b69evZ5cpLy9HXFwctm7dipCQEBw/fpxzvmjId5j0+yklJQWxsbEKr4UIIW+nkhJg2jRD3LrFDRpSU2Nw8GAOnJyaSdBQZREMw6ZALf8Wp4+BEHm23igxcUZeWR4m/z4ZDzL4A6U9HD2w0HFhrYJ9qsrKEL5yJUp4gou1bWxgt2wZhA0IIiay8p/m40WS7M1xgVAA8z7c73fy+gkEAnRw64C7G+7KtD85+QTdF3eHUIX/+dTYU7HIjeYGMfdc1hMiMX1+CKkNIV/gEGUcIoQQQgghjYgyDpG31vz58zFkyBDcuXMHUVFRiI6OZm9IXrhwATt37sSyZcswdepUPHr0CFFRUWwwA1B94yY+Pl7u9rdt24bCwkL4+fkhNjaWvfFkaGiI58+fY/369Zg3bx50dHRw8eJFxMXF4cmTJ9i9ezc0NDSQkJAAHx+fJtv/P//8E76+vli1ahUiIyMRGRmJsLAwuLm5AQBOnz6N69ev13p77u7ubPDFy/8FBwezQTOdOnVCq1at2PXU1dXx2Wef4fDhw3j06BHi4+Px5MkThIeHY82aNdDR0cHly5dx8OBBmfECAgKwf/9+9v9fHnPNmjW1mndYWBi+/vprlJWVoUePHvjzzz8RExODuLg4HDx4EMbGxkhLS8O0adNQVFQkdztffPEFnJyccPXqVcTExCA2Nha7d++GtrY20tPTFd68b6js7Gx4eXlh+vTpePz4MaKiohAeHs5mMvDx8YGPjw+2b9+OJUuWICIiAlFRUXjw4AEGDBgAAFi7di0KeNIa79+/H97e3tDS0oKnpycePnyIuLg4xMXFITAwEE5OTnj+/Dnv61Pf9xYA1qxZg7y8PHTq1AkXL17Ev//+i4iICDx9+hTXrl3DihUr0KFDhzq9TmvWrIGvry9atmyJDRs2IDw8HE+ePEF8fDxOnToFBwcHxMfHY9asWTLZa1JSUrBt2zYA1e/z/fv32c9rVFQUzp07h6lTp9a5LNiTJ0/YDA9du3blXaZPnz4AgGPHjuHOnTvsfKTBJ3379mWX9fb2ZjNnNWaQmoeHB0JCQiAWi7F27VrExMQgMjISDx48gIuLCwBgz549bDkiABgzZgwePXok9zP6yy+/1Hr83377DRs2bIBEIsHQoUNx5coVxMfHIyYmBuHh4fDz88Po0aM5wWdS33zzDd577z0EBASw75ufnx+MjY3x4sULmYCnhiosLMTMmTORl5cHc3Nz+Pn5sWNevHgRZmZmbJk5RbKysrB69WqMGzeO/Y6Kj49nM5Dk5+fDzc0NCQkJcHJywtmzZxEfH88GxqxatQpaWlo4fPiwwtfay8sLYrEYJ0+eRGxsLGJjY+Hv7w8rKytUVFRg6dKlCjM5yePo6Ih169bhxo0bePr0KSIjI/H06VMcP34c3bp1Q3p6utwAoNWrV+PWrVsQCoXw8vJiv3tDQ0Mxc+ZM7Ny5E5GRkXLHru85q6SkBCtWrADDMPj888/ZuUdHRyM2NhaBgYGYM2cOWrRoUefXoylFRUWxgSe2ttzSEMoao7KyEmlpaTh58iQmT54MoDpgUHoNVR+HDx9GeHg49u7dywb0+Pv7o127digqKsLKlSuxZMkS5Ofnw9fXlz2mjx8/DiMjI2RlZWHTpk2c7aamprJBQ+3bt8f58+cRFxeH2NhYnD17FlZWVsjLy8P06dMVZkyq67mmPtcxkZGR2LBhA+bNm4fQ0FBERkYiKioKCxcuBFCdUe/UqVMy6zT0O8zMzAwmJiYAwAaQEkLeHaWlwMyZhrhxgxs0JBYzOHAgB337NpegoRcwDJ0oJ2hIhLyOO1Bi4ozM4kw4X3aWGzS09sO1WNR9Ua2ChhiJBFGbN6OA59pEzdgYndatg0jj1WXOSO2l30nntLXq3gpq+txjlChH+/HtIVCR/fwUPy9G0l9JvMtXFFfg3pZ7nPZW3VvBYoRFU0yRkLcSX8YhRsnl6wkhhBBCyNuFMg41I/8MHqzsKTSZ/n/++drH7NKlC3x8fNgfBLW1teHp6Ym7d+/i9u3b2LhxI9zc3GQyd+jr6+PHH39ESEgIkpOTcenSJbmlJMrKyuDn58eWFAKqb/J7eXnBw8MDly5dQsuWLREUFARDQ0MAgKqqKkaPHo2YmBj89NNPuHjxIpYuXdok+5+Xl4dt27bJZE4wNDTEli1bEB4ejtDQUFy4cAEfffRRg8ap6HyHdgAAIABJREFUrKzE7NmzERsbCxMTExw8eBBqav/9qOfo6AhHR0fOegYGBpg5cyaMjY3x5Zdf4tdff8XMmTMbNBc+mzdvRkVFBSwsLODn58dmCRAKhRgyZAjMzMwwcuRIJCYm4siRI3B3d+fdjp2dHQ4cOMAGL4jFYowePRpZWVlYsWIF/P39sW3bNoXlYOqrpKQEbm5uMjcZDQwMsHXrVty+fRtJSUlYv349lixZgm+++YZdxtjYGLt374ajoyOKi4vx559/YuzYsWx/Tk4ONm/eDIFAgF9++YUNYgGqs4B07twZvr6++OSTTxAaGgpfX1/Mnj2bXaYh7+29e9U/HK5btw7du3dn28ViMSwtLeW+D/JER0fj119/hYaGBvz8/NCx43/pzlVVVdG7d2+cOXMG/fv3R1hYGP744w+21NeDBw8gkUhgaWmJVatWyWxXV1cXPXv2VJiFQp6HDx8CqD73vFyKTKpPnz4YPHgw/vzzT3z22WfQ0tJigx3atWuHWbNmsfu3d+9edOvWDVOnTq3zXBTNMSCgunzD2rVrMWnSJLavVatW2Lp1KwoKChAQEIAtW7Zg/PjxbJaPxpCXl4cNGzYAqA5G2rt3r0zGEwMDA/Tt21cmgOplLVq0kPlsq6iooG/fvti0aROmT5+O27dvIy0tDWZmZg2e7+HDh5GamgqxWIxjx47JZObo3r07jh8/zgbrKVJaWooRI0bA29ubbROJRGy2lu3btyM5ORlOTk7w9fWVOa/o6uriiy++QJs2bTBr1iz8/PPPmDZtGu+5RyQS4dSpUzLBMF27dsXevXsxaNAgpKSk4P79++jRo0edXofdu3dz2sRiMfr06QNHR0c4OTkhLCwMd+7ckfnspKamshnBPDw8MHfuXLbP0NAQa9asQUFBAScwQqoh56zo6GgUFhZCU1MT3t7eMq+XpqYmOnfujM6dO9fpdXgdpJ8PPT09jBo1Sulj9O3blzeoun379ti1axd7vVMf+fn5OHfunMwx07VrV/zwww+YMGEC7t27B3V1dfzvf/+Tufbq06cPli1bBg8PDwQEBGDbtm1QVf2v7MyOHTuQn58PfX19nDhxQia4uVevXjh+/DgGDhyIvLw87Ny5k83287LXca7Jz8/HokWL4OHhwbbp6Ohg8eLFiImJQUBAAM6fP88GdQKN8x1mb2+P9PR03L9/X252QkLI26esDJg92xBXr3Kv7VRVGezdm4MBA8qUMDMuQUU+jEInQvziIaePEaggt+MulLYahdTCVLgEuOBp/lPOciKBCN79vDHWZiynT574ffuQde0ap11FWxud16+HWgO+9wi/kowSTptxd2MlzITIo9lSE+2GtENiQKJMe4xvDCyGWnCWD9sXhuJ0bsnwD1Z8QCX+CKkDvoxDDGUcIoQQQgghjYgyDpG31ty5c3l/hOjXrx/7b76MCCKRiL0ZGRUVJXf7I0aMkLlxxbf9iRMn8t5Ek5aGSUxMRHEx9weUxmBmZsZmpHnZkCFDACjev9ry9PTE9evXoampiUOHDtU5E8rHH38MoPq1eP78eYPnU1N+fj5bKmrOnDnszb6aHBwcMHz4cADA+fPn5W7rq6++4s14MnToUADVgQDSkkJNYd68eZw2kUjEBn6pq6vLBPVI6ejosIE5L7/fZ8+eRUlJCbp06SJzA74mFRUVjBkzBgBw9erVOs1Z0XsrLTmVkZFRp23K4+fnB4Zh8PHHH8sEDdWkra3NBgtJj4uacykqKmrUz2N6evXTsq+6kb5v3z4sXLgQ7dq1Q3l5OVq2bAkXFxecP38e+vr6YBgGS5YsAcMw2Lx5M4RCIRISEjB79mzY2dnBysoKo0ePrvP7A1RnXwMAU1NTNhvZy5YsWQKgOmgjODi4zmMo4u/vj8LCQqiqqmLVqlX1+uH4yy+/5P1sDxw4EGKxGEB10EhjkL5eo0aN4i3n06pVK5ngK0XkZeRhGAbHjx8HUL1v8oIRhw0bBh0dHeTk5CA0NJR3mYkTJ/Jm0OnYsSPatm0LAAqz+9SHlpYWPvjgAwBgs2hJ+fv7QyKRQENDA1988QXv+vKCdYGGnbOkZaEqKirYTGDNnY+PD4KCggAAy5YtY0sbKnMMIyMjtGzZUqbMaseOHbF27VrY2dk1aC7yAlw+/PBDNiB55MiRCq+9Xv4uZhgGly5dAgBMmjRJJmhIyszMjM2aJP2M83kd5xo1NTW5gbPyrt0a4ztM+j3V2NdhhJDmq7wccHc3QFAQN2hIJGKwe3cuhgxpLkFDuTAKdZUTNKSKXLu9KG01Cgn5Cfj80ue8QUNqIjX8MviXOgUNpZw/j5QzZ7jzUVWFw+rV0JLzYABpmPICboYrNQPKNtTc2Lpys1QmByWjME22fH1xZjFCfbh/q1iMsIBxDwoII6TWGIY345CEMg4RQgghhJBGRBmHyFurW7duvO0tW7YEUJ1dSF4WEOmN1vz8/HpvH6jOeqRo+9IxNDU15Y5TX127dpVb2sfYuPoHmobePN21axd8fX0hFAqxY8cOdOrUiXe5wsJCHDlyBP/73/8QGxuLgoICVFRUcJZLT09n59YYwsLCwDAMAMi9yQxUZ1C4dOkSoqKiUFFRIZOpQIovsw4AmflKS700Nn19fTYTycukx5KNjY3c40h6TL58PEtv6kdHR8stpQVU34gFqsuhvKy+7+2gQYNw7NgxLFiwAHfv3sWQIUPQtWtX3puytXH37l0AwN9//61wX6TZfFJTU9m2rl27siUGR40ahcmTJ6NPnz6wsrJq0BOQOTk5AKrfP0XEYjEWL16MxYsX8/YfPnwY9+/fx7x582Bvb4+UlBSMHj0aOTk56N+/P/T09PDHH39g8uTJ+OWXX9iby7UhDTjp3bu33POFjY0NTExMkJ6ejtDQ0Dpt/1Wkmac6depU78++vHOxiooKDA0NkZ6e3iifzfLycjYowMnJSe5yTk5O2Llzp8Jtqauryz1fPnnyhJ3vwoUL5b4vwH/Hc0pKCu85St5rA1Sfu5KSkur92vz55584c+YMHj9+jMzMTJSUcJ8Of7nsU1hYGIDq70Z55ysLCwuYmZkhLS2N09eQc5aFhQWsra0RFxeHUaNGYcqUKejXrx86duwIkUj0ir19/S5evMiWwHR2dq51QFpTj3Hu3Dn237m5ubhy5Qq2bNmCCRMmwMXFBZs3b6535j1576lIJIKBgQHS09PlLlPz2qvmd13NY1zRdUCfPn3g4+OD3NxcJCUlsYF1Nb2Oc0379u2hpaXF2yc9R748RmN8h0m/p7Kzsxswe0LIm6KiApg3zwB//MG97haJGOzalYvhw0uVMDMuYXkOjEJdoFoYweljBGLk2O9DWYvBiM6JhmuAKzJKuA8laKpo4tDQQ3Ayk3/99rKsmzcRJ6esuO3ixdBvhlkK3xZl+dyANTU9Chxqbsz7mUPbXBuFqf8FCjESBk9OPIHjwv/+Lnno/RAVRbK/DwhUBOjpWfeMvoS8ywTFxRC8VGacUVcH/v8BBkIIIYQQQhoDBQ6Rt5a2nKcupDcI5fUDYG96VVZWyl1G3o2dmjfM5I1RcxlFYzSEvPkB/70GDRnb39+fveHo5eXFZnJ5WXx8PCZMmCBzA1lDQwO6urrsDfHMzEwAaPTsSzVvgJmYmMhdTpolqbKyEnl5eTI3IKVq817yBcw0htocq4qWkb7fL89PmlmgtLSUvdGuyMuBAQ15b728vJCQkICbN29i37592LdvH0QiEezt7fHxxx9j4sSJdcpeJd2XoqIiNpiitvuip6eHXbt2Yf78+YiJicHy5csBVGco6dWrFz755BOMHj2aN6BMEelrKm7ADzkZGRnYtGkT2rZti4ULFwIANm3ahJycHHh4eGDRokUAgODgYLi6umL58uX4+OOPax0IkZWVBQCvfK1NTU2Rnp7OLt9YpMdH69at672N2nw+GuOzmZeXx54zFZ1PalOmyMDAQG5AUM2MH7W9ic8XtAM0/HuOj0QiwVdffSWToU1FRQX6+vrsZ+TFixcoLS3lfO6lwXSvChIzMTHhDRxqyDlLJBLBx8cHs2bNQlJSEjZs2IANGzZAQ0MD77//PoYPH47x48fXO3ixMQUGBuKrr76CRCLBiBEjsHXrVt7lVq5ciYsX/4+9+w5vqm7fAH5nNB1p00mhZdWyCpQiMtSCwIuiUAVRQJAlSJm+bAGRLUOmgCBDQPYSZCkqQ0QoiAyhhUJZsgoU6EjTlX1+f/C2P+o5LR1JWuD+XJfXhed7cs6TtknanDvPs1ty7ezZszY5R368vb3RuXNnNGnSBC1atMDmzZsRGhqKXr16FfpYQMF+Xgvyu9fjj/fHn7MK+rhNTEyUDA454rmmKI9ZW7yGZY+gNBhKR3cRIrIfsxkYNMgbP/8sfr2TywV8/bUWbdqUltBQInyjO8MpQ9wlV5A5Izl0JQy+/0H0w2h0+aULtAZxeNNT5Yl1rdahftn6orW86C5exIXp04H/fQDlcS/07o2yLVoU7o5QoUgFh1QaXhgvbeQKOap3ro6/5/6da/ulzZdQb0g9yOQyaK9qcXG9+PFbs3tNeAZ7OqpUomeCTKcTbbM+1gWWiIiIiMgWGBwiokI7c+YMBg8eDEEQ0KVLlzzHagDA8OHDce/ePVSsWBHjxo1D48aNc41CsVgsORfoBIk3Zx2tOB1mnjYWiwUA0L17d8yYMaPQty/O99bT0xNbt27FiRMnsH//fpw8eRIxMTE5/y1ZsgRz585Fu3btCnVfPv/8c8mxbk/StGlTHD9+HD///DOioqJw6tQpXL9+Hfv378f+/fvxzTffYMOGDYUKM2V/LfLrXPYk48ePh06nw5IlS+Dq6gqr1Yp9+/ZBJpPlGk3XtGlT1K5dG7GxsTh37ly+3ViKw16Pj6ftcVfcevMLdmX/LAOPwh9SQcaStGnTJuzcuRMKhQKDBw9G+/btUbly5VxBqEGDBmH79u2ix332/z/p65fXa0Fxn7Nq166NP/74AwcOHMChQ4dw+vRpXLp0CUeOHMGRI0ewaNEirF27Ns9xh47w66+/YsCAATCbzWjdujWWLFmSZwcfnU6XE76z1zkKokKFCmjdujW2bduGDRs2FDk4ZG8Ffdw+bc9HQPFfw7K7GNljHB4RlR4WCzB0qBd+/FEcGpLJBMybp0W7dtJhZEeTGx7AN7oTnDIvi9aschckh66C0acp/rr3F3rs7YF0U7poP18XX2yK2ITavrULfN6su3dxbsIEWCWClAFvv41KnToV7o5QoRm0Eh2HvNhxqDSq0akGzsw7A8H6/7+7p8enI/5wPCo2r4gTX56AYMn9e72Th1OujkREVDDydPHrnMDgEBERERHZGINDpUjz/ftLugQqBbIv3uX3qe80ibnWjhIfH49evXpBr9cjPDwc06dPz3PfO3fu5Iwi+uabb1C/vviTng8eiNvJ24qvr2/Ov+/du5fnuK/sjjlKpRKens/PJ9/8/f0BIGf8UmHY6nvbqFEjNGr0qE25Xq/H4cOHMWvWLFy8eBEjRoxA48aNCxScKFOmDB4+fFik+5LNzc0NHTp0QIcOHQA8+rnYsWMH5s6di0uXLmH8+PFYsWJFgY+X/fNX1NE1Bw4cwE8//YT33nsPzZs3B/CoE0ZGRgb8/Pzg8a83iV544QXExsbi5s2bBQ4O+fn54dq1a5LdXR6X/Rh5/DFlC9k/g7dv37bpce3By8sLCoUCFotFNILrcfmtFcTjP+8XL14sdcGhXbt2AQA+/PDDPMfr5RVmyf75ebyrkpS81ovznJVNpVIhIiICERERAB51QdqzZw9mzJiBu3fvYujQodi7d2+Rj18cv/zyCwYMGACTyYRWrVo9MdAzf/58zJ8/367nKKjsbj43btwo9rFs6fHRsHfv3kWVKlUk93v8OdDWz3OOUpzXsOzXqaf1vhPRk1mtwIgRXtixQ3pU6Jw5WnToUFpCQwnwPfsBnLKuidascjck11kDo3c4Dt0+hN77e0NvEXdIClAHYHPEZlT1qlrg85p0OsSMHQuTxO/uPo0aodqgQU9luPRpY9QZRds4qqx0ci/vjgrNK+D2wdx/y13acAlKVyVu/npTdJsXP3kRrr4l3+GT6GnDjkNERERE5AjSczKIqMRkB1fyu5B/5swZR5WTS1paGj766CM8fPgQwcHBWL58eb6jLx6/D6GhoZL7HDlyJM/bP97BoijdiOrUqZNzjKioqDz3y66hVq1ahR5H9TRr2LAhAODvv/9GfHx8oW5b3O+tFBcXF7z55ptYvnw5gEdBohMnThTottn35bfffivQqLKCCAgIwMCBA9G3b18Aj8aBFUb16tUBPBo3VdiaMjMzMXbsWHh5eWHSpEmidakxTdnbCnNBIywsDABw7NgxWK1WyX2uXr2KhIQEAEDdunULfOyCaNCgAQAgJibmiWGSkqZSqXI60Rw9ejTP/fJbK4iQkJCcUFheY6hKUvZjP6/HfUZGRp6vUXXq1AEAREdH5zma8ubNm3m+/hXnOSsvPj4+6N69O8aOHQsAOH/+fM5INUf6+eefcwV6li5davPXI3ue49atWwDyH5NaEipVqgQvLy8A+f8ekL3m7e0tOaasqIr7e0xxFOY1LDu8Wa1aNYfURkSOZbUCo0Z5YutW6dDQzJladO5cSkJD+jvwO9teOjSkUCM5bAOM3uH4+frP6Lmvp2RoKEgThB1tdhQqNGQxGnFuwgRkSfx+4V6tGmqNGwd5AUcBU/FwVNnTJaRriGjbjX03cGzsMdF2dYAaoZHSf0MQUf7kEh8gZcchIiIiIrI1BoeISplatWoBeHRh9c6dO6L1K1eu4JdffnF0WTCbzejfvz/i4uLg7e2NtWvX5lyMy4tGo8n594ULF0Tr6enpWLBgQZ63d3d3z/l3UcY9eXp65nRqWbJkCbKyxG+Ix8bG4ueffwYAvPvuu4U+x9Osffv2cHFxgcViweeff55rRNK/Wa3WXN+D4nxvzWZzniEV4FGAKFt+I50e16VLF8hkMqSmpmLKlCn57msymXIFefLr7vV4PQWtJVuDBg2gUChgtVoRHR1dqNvOnj0b8fHxGDduXK6OGb6+vlCr1UhPT8fVq1dztptMJpw/fx4ACnXRO/tnPiEhARs3bsyzFuBRwOK1114r1P14knfeeQceHh4wm82YNGlSqRhXmJ+2bdsCAPbs2ZPr658tMTER69atK9Y5lEolOv1vDEb2OL/8pKSkFOt8hZX92Jd63AOPuuCkS7RRB4CIiAjI5XJkZmbm2fnk66+/zvPcxXnOKujjHCj8Y724fvnlFwwcOBAmkwmtW7e2S2ioOOcwm835rl++fBn79u0DALz66qvFrtWWZDJZzuN2/fr1kp3wEhISsH79egAo8HjMgiru7zEFUdzXMIPBkPN4fuWVV2xbHBGVOEEAPv/cE5s2SQc7p03Tols36TCvoymybsPvbAcos26I1qwKDySFbYTRqxG2XdmG/r/1h8lqEu1Xw7sGtrfZjooeFQt8XsFqRdzMmdDFxorWnP39UWfKFChd2SHFUYypEh2HOKqs1Kr0eiW4lsn9+BDMApIvioP4DUY2gNKVje+JikImERyyPva+HBERERGRLRQ5OCQIAm7duoWoqCjs2LED69evx3fffYf169dj586diIqKwu3bt0v9RUCi0qZly5ZQq9UwmUzo379/zsVpk8mEvXv3onPnznAtgTcuJ0yYgEOHDkGlUmH58uV44YUXnnib6tWro3z58gCAESNGICYmJmft1KlT6NChQ74X0qpUqQKV6tGnCzdt2lSk55PRo0fDyckJN27cQJcuXXDx4kUAjy4q//bbb+jRowfMZjOCgoLQvXv3Qh//STp06IDy5cvj5Zdftvmxi8vf3x+ff/45gEedejp37oyTJ0/mXIwXBAFXr17FsmXL0KJFCxw4cCDntsX53t67dw9NmjTB/Pnzcf78+VwXpS9cuIBBgwYBeDR2paBft9DQUERGRgIA1q1bh759++L8+fM5PzMWiwWxsbGYN28ewsPDEfvYhYHFixejW7du2LZtW65OJwaDAbt378bSpUsBAC1atChQLdnc3d1zOvoUpkvY+fPnsXLlSrzyyivo3LlzrjWFQoHXX38dADB27FikpKTAaDRi5syZSEhIQEBAQE5Xl4KoV69ezsim8ePHY9WqVTkBuwcPHmDkyJH46aefAAAjR47MFa6wBY1Gk9PpZffu3ejZs2dOAAp4ND7nwIED6NWrV4mOaMzWo0cPBAQEwGAwoFu3bjhy5EjOz9iZM2fQuXNnm/zeM3ToUAQFBcFsNqNr165YtmwZkpKSctZ1Oh1+//13DBkyBO+//36xz1cY2WHMjRs3Yv369TAaH13cefDgASZOnIjFixfD29tb8rYVKlTAhx9+CACYM2cOli5dmhPiS05OxqRJk7B58+Y8R0YW5zlr165dePfdd7Fu3TrcvPn/YxMsFgsOHTqUM3azfv36hR5ZmZWVheTk5Jz/sh9DVqs113apTkZ79+7N6QIUERFhl9BQcc/RtGlTLFu2DFevXs0V+kxMTMSaNWvQvn176PV6ODs7Y+jQoTat3RYGDRoET09PaLXanJ+ZbCdPnkTnzp2RmpoKLy8vfPLJJzY9ty1+j3mS4r6GnT9/HkajEUqlMqerFxE9GwQBGD9eg3XrpENDkyenomfP0hIaugnfs+2h1N8SrVmVnkiquxkmzwZYfWE1hhwaAosgDg+H+YVh2zvbUNatbKHO/c/KlXgo0ZVNoVYjbPp0OHOMo8MIVgHGNHFwiB2HSi+5kxzVO1V/4n4+NX1QtUPBu4ARUW6SHYce+5ACEREREZEtFOqjHnq9HsePH8epU6dw7tw5yVEp/+bq6orQ0FA0atQIjRo1svlFR6JnjUajweTJk/Hpp5/i77//RrNmzeDu7g6j0Qij0YiXXnoJ7du3z7nY7ii//fYbgEcXZgcMGJDvvnv27EH58uUhk8kwbdo0REZG4tKlS2jdunVO6CkrKwuurq5YtWqVKByRzdXVFe3bt8emTZswdepUzJ07Fz4+PpDJZHj77bcxYcKEJ9YdGhqKBQsWYOjQoThx4gTeeOMNeHh4wGQy5TyHBQYGYvXq1aVuxIoj9O7dG0ajEV9++SWOHTuGdu3aQaVS5XS1MZn+/5O8j4/AKu739ubNm5g9ezZmz54NhUIBDw8PZGZm5oQQVCoV5s2bl2cAQcr48eMhCAJWrFiBPXv2YM+ePXBxcYGrqyvS0tJyBZQevy9WqxW///47fv/9dwCPujO4uLggNTU15yJvtWrVMHHixALXku3dd9/FmTNnsG/fvgJdkLZYLBg1ahQUCgVmzpwpOXZs9OjROHz4MKKiohAWFgYnJycYDAbI5XJMnTq10N1S5s6di5SUFPz5558YN24cJk2aBHd391z3v3///ujRo0ehjltQ3bt3h1arxaxZs/Drr7/i119/hYuLC5RKZa7ONfl1qXIUDw8PrFy5Eh9++CFu376dE+SUy+XIyMiAu7s7Zs+e/cTnyCfx9vbGpk2b0Lt3b1y4cAFffPEFvvjiC3h6esJqteYKUQUFBRXzXhVOv379cjoujR49GmPGjIGHhwd0Oh0EQUC3bt1gMBiwdetWydtPnDgRV65cwYkTJzBlyhRMnz4dHh4eOT9vQ4YMwV9//YXjx4/D2Vn86fKiPmcJgoBTp07h1KlTAABnZ2e4ubkhNTU152erXLly+Oqrrwr9NVm8eLHk7e7evSsK8v27k+CkSZNyaj5+/HjO+D4pDRo0yLNTU36Ke46bN2/m/Awqlcqc19DHH5++vr5YuHAhQkLE4ypKWmBgIFauXImPP/4Yly5dQrt27eDm9mhcT/bIPE9PT3z33XcICAiw6blt8XvMkxT3NSy7W9Qbb7yRq0MSET3dBAGYPFmDVaukH9fjx6ciMtI2432LS5H5D/yiP4DCcE+0ZlV6PQoNedTB4ujFmHZimuQxXi73Mta8tQYeqsKNbbmzaxduf/+9aLtMqUTo5MlQV65cqONR8Rh1RuBfGVsndyfIlWyWXpqFfBiC6EX5d9h9efzLkCv4fSQqKplOJ9pm5agyIiIiIrKxAgWH7ty5gz179uDIkSM5F3ULKisrCydPnsTJkyexfPlyNG3aFBERETmdKohI7MMPP0TZsmWxdOlSxMTEwGQyITg4GO+//z769OmDHTt2lFhtJpMJDx8+zHefxy/wt2zZEj/88AO+/vprnDp1CllZWShTpgyaNGmCgQMHomrV/D91Nm3aNAQGBmLPnj24efNmzkVXqc4NeXn33XcRFhaGpUuXIioqCvfu3YNSqUTt2rXRunVrREZGwsNOf3Dfu/foDfCXXnrJLse3hQEDBqBVq1ZYs2YNoqKiEB8fD51OBw8PDwQFBSE8PBxvvfUW6tevn+t2Rf3elitXDqtWrcKxY8dw+vRp3Lt3D0lJSVAoFKhevTrCw8PRu3dvBAcHF+p+KBQKTJ48GR07dsTatWtx/Phx3Lt3D2lpafD09ERwcDCaNm2Kt956C7Vr1865XdeuXVGuXDkcO3YMcXFxuH//fs5tatSogYiICHTr1q1IwdeOHTtixowZOHXqFG7duvXEMWLfffcdoqOjMXz48Dy/fkFBQdi1a1dOcCI7UDh8+HD85z//KXSNGo0GW7ZswdatW7Ft2zZcvHgRGRkZ8Pf3R/369dGrVy+Eh4cX+riFMWjQILRs2RKrVq1CVFQUEhISIAgCqlSpgjp16uSMNCsN6tati/3792P+/Pk4ePAgkpOT4enpiYiICAwZMgRKpW3a71eqVAm//PILdu7ciR9//BHnzp1DcnIyFAoFKlWqhNq1a6Nly5Zo2bKlTc5XUJ6enti1axfmzZuHvXv3IiEhAQqFAq+++iq6deuGd999N9+uM2q1Glu2bMF3332Hbdu24fr16xAEAa+88gp69+48gUaoAAAgAElEQVSN1q1b44033gCQeyTi44rynPXmm29iwYIFOHbsGM6dO4cHDx5Aq9XC3d0dVapUwRtvvIFevXoVuttQcT3+evmk1zWtVlsi51i9ejWOHTuGU6dOISEhAcnJyRAEAeXKlUONGjXQokULdOzY0eFfu8J49dVX8ccff2Dp0qU4ePAgbt++DZlMhmrVquH1119Hv3794O/vb5dz2+L3mPwU5zVMEATs3LkTANCtWzeb1ENEJU8QgOnTPbB8uXRo6LPPdOjfv3SEhpQZV+Eb/QEUxvuiNYuTz6PQkLoWZp2cia/PSo8zbVa+GVa+uRKuysJ15U08dgxXFi+WXAv59FN4161bqONR8RlSxeM32W2o9NMEaRDYOBB3j96VXC/frDwqNKvg4KqIni2SHYc4qoyIiIiIbEwm5NMz//79+9iyZQuOHTsmaq1fvnx5VK1aFRUqVIBarYaHhwdcXV2RmZmJ9PR0pKen486dO7hy5UqutvnAo0+Ah4eHo1OnTihbtnBtpEubf9+3/GRmZuZ8wpnsQ6lU5uoqQlSS7t69i4YNG0KhUODgwYNPDEnRs2n48OHYsmULPv30UwwbNqykyynV+BxOGRkZCA0NhdFoxPbt20vlmEeiZ8Xx48fRvn17BAUF4ciRI5DLC98J4PG/b/z8/JCYmGjrMomokGbN8sCCBdKB608/1WHYsHTJNUdTZlyC79lOUJjEH0qxOPkhqe4WGNXVMenPSVgZu1LyGBFBEVjUYhGcFeIuhfnRXbqEsyNGwGoQB1Ve6NULlbt0KdTxngWl4Tn8YcxD7Gy9M9c2n5o+aH+gfQlVRAV1bdc1HBx4ULwgA97f9z58a3HkH1FxaCZMgPvK3K+FqePHI6N/fwCl4zmciIiKhs/hRORogYGBea7l+bH4TZs24aeffsq5gOfk5IT69evjtddeQ61atQoVgMnMzMSFCxcQFRWF06dPw2g04ujRo/jrr7/Qpk2bPEfZEBE9zY4ePQrgUdcZhoaeX8OGDcPOnTuxatUq9OvXjwFSonx8++23MBqN8PLyQl1+0p/IrhYtWgQAGDVqVJFCQ0RU+syb555naGjIkLTSExpKvwDf6M5QmJJEaxaVP5Lqfg+DazBGHv4UWy5vkTxG+6rt8VWzr6CUF67bY9a9ezg3bpxkaCggIgKVPvywUMcj2zGmijucO3sVLhRGJaPyW5Xh7OUMgzb346p6x+oMDRHZADsOEREREZEj5PkO8c6dO2E2mxEQEIB+/fph+fLlGDZsGBo0aFDoi55ubm5o0KABhg4diuXLl6Nfv34IDAyE2Wwu0ZFLRET2dOzYMTg7O2P48OElXQqVoIoVK6JXr15ISkrC6tWrS7ocohKVnp6OAQMG4Pfff0dqamrO9vj4eEyZMgVz584FAERGRhZpPCARFczff/+N33//HfXq1UPbtm1LuhwisoGFC90xZ470RcRPPknDyJHii44lQZl2Hn5nO+YRGiqHxBe3IdOlMgYeHJhnaKhHzR6Y33x+oUNDJp0OMWPHwiQxmtOnYUNUGzwYMpmsUMck2+GosqeX0kWJ2h/XzrXNSe2E+iPr53ELIioMmURwyFpKxrkTERER0bMjz3dZAgIC0L59ezRu3Nimn0B1cXFBixYt0Lx5c0RFRTE4RETPrHnz5mHevHklXQaVAoMHD4ZarWa3IXruWSwW7N69G7t37wYAuLu7A3gUKMoWERGBQYMGlUh9RM+LpKQkDB8+HK1ateJFcqJnwNKlasyYIR0a6ts3HWPGpKE0PNSddGfhG9MFcnOqaM3sXB5JL36PdKey6Lu/Nw7elhh7BOCTup9gTMMxhX7ushiNOD9pErJu3xatuVepglrjxkGuUBTqmGRbkh2HPNlx6GlRb0g9ZN7PxLWd1+BewR1NZjSBe6B7SZdF9EyQ7DjE4BARERER2ViewaGvvvrKri3r5XI5mjZtiiZNmtjtHERERKWBp6cnO08RAVCr1Zg2bRoOHz6MS5cuISkpCXq9HmXLlkVYWBg6dOiAt99+m0EGIjtr2bIlWrZsWdJlEJENLF+uxpQpnpJrH3+cjgkTdKUjNJR6Gr4xXSG3iC9+ml0qIqnuVqQqvNHz1+74896fkscY3WA0BtcbXOhzC1YrLs2ejdRz50RrzmXKoM7UqVAy4F/iDDqJjkOe7Dj0tJAr5Xht1mtoMrMJf5cnsjF2HCIiIiIiR8gzOGTP0FBJnIeIiIiISpZSqUTPnj3Rs2fPki6FiIjoqbd6tRsmTZIODXXvnoEvvigdoSFV6kn4xHSD3JIuWjO7BCHpxe+RCDd0/7kzzjw8I3mML179Ar1Dexfp/P989x0eHDok2q5QqxE2fTqc/fyKdFyyLaOWHYeeBQwNEdmeXKcTbRM00p0GiYiIiIiKqnAD4YmIiIiIiIiIqEStX++GsWO9JNe6dMnA9OmppSM0pP0TPjE9ILdmitbMrsFIfPF73Lco8eEvHXEx+aJoH7lMjjmvzUGnGp2KdP47P/6I21u2iLbLlEqETpwIdVBQkY5LtmdIZcchIiIpsnRx8JYdh4iIiIjI1hgcIiIiIiIiIiJ6Smze7IrRo6VDQx07ZmLmzFSUhubOqpQj8DnXE3KrXrRmcquGpLpbcNtkRqc97+G67rpoH6VMiUUtFqFNcJsinT/x+HFcWbRIcq3G8OHwrlevSMcl+5AKDrHjEBERIJcYVSYwOERERERENmbT4FBKSgoOHjyIixcvIjk5GQDg7e2NmjVrokWLFvDx8bHl6YiIiIiIiIiInhvr1rlhzBjp8WTvv5+JuXO1pSI05Jx8CD7ne0MmFRpShyCp7mZcy0pHp5874U76HdE+LgoXfPvGt3i90utFOn/a5cu4MG0aYLWK1oJ69kS5li2LdFyyH6OOo8qIiESMRsj0uV9LBYUCgptbCRVERERERM8qmwWHjh49im+//Rb6f/0ie+fOHZw/fx67d+9G37590aRJE1ud8qkjCEJJl0BERERERGQT/PuGyHEEAZgzxwPz50t3GGjbNgvz5mmhUDi4MAnOSQfgc74PZII4CGJS10JS3S24kP4AH/78IR5kPRDto3ZSY/WbqxEeGF6k8+vv30fMuHGw6sWhpXKtWqFyly5FOi7ZF0eVERGJySXGlAkeHigV80iJiIiI6Jlik+BQXFwcFi5cCEEQoFar8eKLL8LX1xd6vR7x8fG4cOECDAYDvvnmG/j5+SEkJMQWpyUiIiIiIiIieqaZTMDo0V7YskW6u0BERBa+/joFylIwjN4lcS+8Y/tBJphEa0b3MCTV3Ygz2pvo+ktXaA1a0T5ezl5Y12odXvJ/qUjnN6WnI2bcOJhSUkRr3vXro/qQIZDxYmupZNByVBkR0b/JdDrRNqu7ewlUQkRERETPOpu8rbRjxw4IgoBmzZohMjISKlXuTwTdvHkT06dPh1arxY4dOzBmzBhbnPapI5fLYbFYoCgNHwEkIiIiIiIqIovFAnlpmIdE9IzLyJChf39vHDzoIrn+5ptZ+OabFDg5ObgwCS4P98D7wkDIBLNozehRD0lhG/Bn4kV8tPcjpJvEHRT8XP2wqfUm1PKtVaTzW00mxE6ejMwbN0Rr6uBg1B4/HvLSkK4iScZUjiojIvo3eVqaaJvgId19kIiIiIioOPJ9pzczM7NAB7l8+TKcnJwkQ0MAULlyZbRr1y5n3+eVs7Mz9Ho9W/oTEREREdFTSxAE6PV6ODvzgi6RPSUmytGxo2+eoaGOHTPx7bcpkHgbxuFcHuyCd+wA6dCQpj6S6m7EwYS/0fWXrpKhoUB1ILa/s73IoSFBEHB5/nxoz54Vran8/BA2bRqUanWRjk32JwgCDDqOKiMi+jeZRHDIqtGUQCVERERE9KzLNzg0bNgw/Pnnn088iMlkgkqlkgwNZfP4XxLeZBK3q35eyOVyqFQqZGZmwmKxlHQ5REREREREhWKxWJCZmQmVSsWOQ0R2dP26Au++64foaOn3WQYNSsO8edqS7zQkCFDHr4T3hf9CBvH7HAbPl5EUthE/3T6CXvt6QW/Ri/YJ0gRhR5sdqOJVpchl3NywAQn79om2K9zcEDZtGpz9/Ip8bLI/c6YZgjn3h+wUzgooXdghioieb5IdhziqjIiIiIjsIN+/wLVaLebPn49Dhw6hd+/e8Pf3l9wvICAAt27dwqlTp9CgQQPJff7444+cfZ9nTk5OUCgUMBgMsFqtAACZTFbCVT07nJ2dYTCIP6VGRESlH5/DiYhKr+yuqXK5HK6urgwNEdnR2bNO6NHDB0lJ4jHnMpmAqVNT0bNnwTpE25PMnAavS5/C9eFPkusGr3Ak11mDLdd+wojDI2AVrKJ9QrxDsDFiI8q6lS1yHQkHDuDGmjXiBbkctceNg3twcJGPTY5h0LLbEBGRFJlOJ9rGjkNEREREZA/5Boc++eQTrFu3DmfPnsWIESPQsWNHvPPOO6I3iZs1a4Z169Zh3rx5aNGiBRo1agRfX1/o9XrEx8dj7969uHr1KgCgadOm9rs3T4nsN9vJ9vz8/JCYmFjSZRARURHwOZyIiIiedwcPOqNvX29kZYnDeS4uAhYtSkHr1uKuPY6mTI+FT2xfKLNuSK7rvZsiJfQ7rIrbgrHHxkruU9evLta3Xg8fF58i15ESHY1Lc+dKrlUfMgQ+DRsW+djkOEadUbTN2ZPjMImIZOni8Z7C/yY7EBERERHZUr7BoaZNm6J+/fpYt24dfv/9d2zYsAFHjhxB3759Ua1atZz9WrdujfPnz+PMmTPYt28f9km0hwaAsLAwRERE2PYeEBERERERERE95bZsccXIkV6wWMRdib28rFi9OhkNG4oDFg4lCHBL2AzPK+Mgs0oHmPQ+/0Fy7RVYdG4Fvjz5peQ+r5R7BavfWg0PVdEvfmbcvInYSZMgmM2itUqdOyOQ7z89NQyp4o5DDA4REQFyqY5DDA4RERERkR08sb+8Wq1G//79MXnyZFSoUAG3bt3C+PHjsWLFCmRmPmqNrVAoMGrUKHTv3h1lypQRHcPPzw9du3bFmDFjoFCIW20TERERERERET2PBAGYP98dw4d7S4aGypc3Y+fOxBIPDcksWfCKGwavS5/mGRpKL98LSbVX4su/5+UZGvpPhf9gfev1xQoNGVNScG7cOJglOjGUad4cL/TqVeRjk+NJBYdUGo4qIyKSp6WJtrHjEBERERHZQ74dhx4XEhKCWbNmYdeuXdixYwf279+PkydP4qOPPkJ4eDjkcjneeecdvPPOO0hKSkJycjIEQYCPjw/8/PzseR+IiIiIiIiIiJ46Fgswdqwn1q1TS67XrGnC+vVJKFfO6uDKclNmXIX3hX5wyoiTXLcq1NDWmI3MMm0w4dgErLqwSnK/iBcisOg/i+CsKHo3GYtej3MTJkCfkCBa09SujZCRIyGTP/FzclSKGLUSo8q82HGIiEgmERxixyEiIiIisocCB4eAR52F3n//fTRp0gTLly9HTEwMFixYgD/++AO9e/eGv78/AMDX1xe+vr52KZiIiIiIiIiI6GmXlSXDJ594Ye9eV8n1xo0NWLEiGRqN4ODKcnO5vwtel0dCbsmQXDepayK59jIYXCpj5OER+P7y95L7dazWEXOazoFSXqi3onIRLBZcnDEDaXHiAJNrYCBCJ0+GQsVONU8bg06i45Anv49ERFLBIXYcIiIiIiJ7KNJHsPz9/TF27FgMGjQIGo0GZ8+exYgRI7Bz505YrSX7KTgiIiIiIiIiotIsOVmGTp188wwNtWuXifXrk0o2NGQ1wPPy5/C5ODDP0FBmuU5IfOlHZDlXxMCDA/MMDfWs1RNfNfuqWKEhALi2fDkSjx4VbVdqNKgzbRpUnp7FOj6VDGOqRMchDTsOERFJjSpjxyEiIiIisodi9W5u0qQJFixYgNdffx1GoxGbNm3C6NGjcfnyZVvVR0RERERERET0zLh9W4F27fxw+rR0R5X+/dOxcKEWJdk4R5F1C35n3oP67hrJdUHugpQaX0Eb8hUyBaD3/t7Yc32P5L7/rftfTA2fCrmseOPD4nfuRPwPP4i2y5ycUGfyZLhVqFCs41PJMaSy4xARkRTJjkMaTQlUQkRERETPumIPfXdzc0Pfvn0xZcoUVKxYEbdu3cKECROwfPlyZGZm2qJGIiIiIiIiIqKn3vnzSrRt64dr15xEazKZgEmTUjF+vA7yYr9bU3TOiftQ5nQrqNKiJdfNrsF4+NKPyArohOup19FmVxscvH1Qct/PGn6GMY3GQCaTFaumxD//xNUlSyTXao4eDc/Q0GIdn0qWVHDI2Ysdh4iIJDsOubuXQCVERERE9KwrUI/o9PR0HDlyBFeuXEFaWhqcnZ1RoUIFvPrqq6hcuTIAoHr16pg1axZ2796NH374AQcOHMCpU6fQo0cPNG7c2K53goiIiIiIiIioNDtyRIXISB+kp4tTQSqVgAULUtC2rb4EKvsfqwma6zPhfls6oAMAWWXaQFtjNgSlB/bd3Ichh4ZAZ9RJ7js1fCp61e5V7LLSLl/GhenTAatVtBYcGQn/Zs2KfQ4qWZKjyjwZHCIikunEr7HsOERERERE9vDE4NDJkyexePFiUfegkydPYseOHWjVqhV69Xr0RpBcLke7du3QuHFjrFixAmfPnsXXX3+NQ4cOoU+fPvD397fPvSAiIiIiIiIiKqW2b3fF8OFeMJnEnXc0GitWrkxGeLg4POEocsM9eF8YCOfUE5LrgswJqVUmIrN8T5gFC2af/BKLzi6SPpZMjjlN56BT9U7Frkt//z7OjR8Pq14cqAp4+21U/OCDYp+DSp7kqDINR5UREUl2HPLwKIFKiIiIiOhZl2/z63/++Qfz5s3LCQ0FBwfj1VdfRWhoKFxcXAAAv/76K7Zt25brdmXKlMGYMWMwZMgQeHl5ISYmBiNGjMDOnTthlfiEGBERERERERHRs0YQgCVL1Bg0yFsyNFSunAXbtyeWaGhIlXwYZU69lWdoyOxcAYn1diCzQi8k6pPQ5ZcueYaGXBQuWNJiiU1CQ6b0dMSMGwdjcrJozadhQ1QbNKjYI9CodJAcVcaOQ0T0vLNaIUtPF20WOKqMiIiIiOwg345D27dvh8VigaurK8aMGYMaNWrkrOl0OsydOxdxcXHYtWsX2rZtC5Uq96eBwsPD8eKLL2Ljxo04cOAANm3ahCNHjmDu3Ln2uTdERERERERERKWA1QpMmqTBypXSF/iqVzdh/foklC9fQh+wEixwv7kAHje+ggyC5C563zeQEjIfgpM3Tt8/jb6/9UVCRoLkvpU9KuPblt8i1De02KVZTSbEfvEFMm/cEK2pg4NRa9w4yBWKYp+HSgejTmJUmReDQ0T0fJNlZEAm5H59trq6Ak5OJVQRERERET3L8u04FBcXBwBo06ZNrtAQAGg0GkRGRgIAjEYjrl+/LnkMNzc3REZGYsqUKahUqRLi4+NtUTcRERERERERUamk1wMDBnjnGRp6+WUDduxILLHQkNyYBJ+YbtDcmCsZGhKggC74cySHroJV6YVVsavQ/qf2eYaG3qj0Bn5+72ebhIYEQcDlBQugPXNGtKby80OdqVOhdHMr9nmo9DBoOaqMiOjfZDqdaJug0ZRAJURERET0PMi341BWVhaAR6PHpPj5+Yn2zUu1atUwc+ZM7Nmzp7A1EhERERERERE9FbRaGXr39sHx49IdUyIisrBwYQr+NwHe4VTaE/C+MAAKo3QIyKIqi5Rai2H0egWZpkyMOjIKO67tkNxXLpNjZP2R+O+L/4Vclu9n0wrs5saNSNi7V7Rd4eqKsKlT4ZLHe1T0dLIYLLDoLbm2yRQyOLmzowYRPd/kEmPKrB4eJVAJERERET0P8n1Xx9fXFwAQExMjuX7u3Lmcf/v4+Dz5ZHI52rRpU5j6iIiIiIiIiIieCnfuyPH++355hoZ69UrH0qUlFBoSBKhvLYXv2Q55hoYMXo3xsMFeGL1ewVXtVbyz6508Q0M+Lj7Y0HoDBtcbbLPQUMKBA7ixerV4QS5HrfHj4V6lik3OQ6WHQSfdbUgmk5VANUREpYdkxyEGh4iIiIjITvLtONSoUSP8+OOPOHLkCNzc3NCqVSv4+/sjLS0Nf//9NzZu3AgAKFeuHCpVquSQgomIiIiIiIiISpu4OCW6dvVFQoJCcn3sWB0GDEhHSeQhZCYtvOKGwzVJ3MkHAATIkF55CNKChgMyBfZc34PhfwxHuknc7QAA6pWph2VvLEN59/I2q1EbHY1Lc+dKrlUfPBi+DRva7FxUehhTjaJtzp7SwTsioueJPC1NtI0dh4iIiIjIXvINDr333ns4efIkEhISsHfvXuyVaBUtl8vRp08fuxVIRERERERERFSa/fmnCh9/7AOdTtx5R6kUMHeuFh065D/i3V6c0mLgHdsPSv0tyXWL0hvaWotg8GkOs9WM6X99gWXnluV5vI9qfYSJr0yEs8J24Y6MmzdxftIkCGazaK1ip04IfPttm52LSheDVqLjkKeqBCohIipdZBLBIXYcIiIiIiJ7yTc4pFarMWXKFHz33Xf466+/YLVac61XrlwZH3/8MUJCQuxaJBERERERERFRafTjjy4YPNgbRqO4lZBabcWKFSlo2lQcjrA7QYDb3bXwvDoJMkHc1QUAjJoGSK61GFaX8niQ+QADfhuA4wnHJfd1Ubhg1muz0L5ae5uWaUxJwblx42BOF3c3KtOsGYI//tim56PSxZAqfmyw4xARETsOEREREZFj5RscAgCNRoOhQ4ciLS0N165dQ3p6OlQqFSpWrIiAgABH1EhEREREREREVOqsXKnGxIkaCII4NFSmjAXr1ychNFTcRcfeZOYMeF4eBbcHO/PcJ71CX+iCPwfkTvjr3l/o/1t/PMh6ILlvkCYIK1quQE2fmjat06LX49yECdAnJIjWNLVqIWTUKMjk4i5O9Oww6jiqjIhICjsOEREREZEjPTE4lM3DwwMvvviiPWshIiIiIiIiIir1rFZg+nQNlixxl1wPDjZjw4YkVKpkcXBlgDI9Dt4X+sEp86rkulWhgTbkK+jLtIYgCFh+7ltM/WsqLIJ0ra0qt8K85vOgUWlsWqdgseDijBlIi4sTrbkGBiL0iy+gUHFk1bNOquOQSsPvOxGRZMchjW1fi4mIiIiIshU4OERERERERERE9LwzGoERI7ywfbub5PpLLxmxZk0yfHyskuv25JqwFZ6XP4PcqpdcN7qHIqX2Mlhcg5BuTMeIwyPw0/WfJPeVy+T4vOHn6B/WHzKZuKNScV1bvhyJR4+Ktis1GtSZNg0qT0+bn5NKH4NWYlSZFzsOERFJdhxylw4sExEREREVF4NDREREREREREQFkJYmQ2SkD6KipIMNb76ZhcWLtXB1FRxbmCULnlcnQH1vY567ZAR0Q2rVyYDCBZdTLqPPgT64qpXuSuTn6oclLZYgPDDcLuXG79yJ+B9+EG2XOTmhzuTJcKtQwS7npdJHalSZypMdh4iI5DqdaBs7DhERERGRveQ5KP7EiRMOKcBR5yEiIiIiIiIiKqr79+V4/32/PENDXbtmYPnyFIeHhhSZ/6DM323zDA1Z5a5IqbkQqTVmAgoX7Lq2C2/vfDvP0FDDsg2x9729dgsNJf75J64uWSK5VnPUKHiGhtrlvFQ6SY0qc/ZkxyEiIll6umib4OFRApUQERER0fMgz45Dc+fORVBQEDp27IgGDRrY/MQnTpzAtm3bcOvWLWzevNnmxyciIiIiIiIisoWrV5Xo2tUH8fHSb6N8+qkOQ4emww4TvfLl8nAPvOKGQ24RX1wEAJNbdaTUXgazujqMFiOm/jUVK2NX5nm8yNBIjHt5HJzkTnapN+3yZVyYPh2wise4vdC7N/ybN7fLean0MqZKdBzSsOMQEZFUxyEGh4iIiIjIXvIMDqlUKty4cQOzZ89GhQoV0LRpUzRp0gS+vr5FPlliYiKioqJw+PBh3LlzBwDg4uJS5OMREREREREREdnTyZNO6NnTF1qtuGmzQiFg1iwtOnfOcmxRViM016bC/U7eIaDMsu8jtfpMCAo33Mu4h/6/9cep+6ck93VTumFO0zl4t8q79qoY+gcPcG78eFj1etFaQEQEKnXqZLdzU+ll0Ep0HPJixyEiIllammiblcEhIiIiIrKTPINDCxYswNq1a/Hnn38iPj4eGzduxKZNmxASEoLatWujatWqqFq1Kjzy+WVVp9Ph6tWruHr1Ki5cuIC4uDgIwv+37A4PD0f37t1te4+IiIiIiIiIiGxg714XDBzoDb1e3ErI1dWKZctS8Prr4uCDPSn0d+Ad2w+qtDOS64LMGanVvkBmQFdAJsPRu0cx8OBAJGYlSu5f1asqlr+xHNW9q9utZnNGBmLGjoUxOVm05t2gAaoNGgSZo9s1Ualg1Ik7DnFUGRERIGdwiIiIiIgcKM/gkI+PD4YOHYq2bdvi+++/x5kzZyAIAi5evIiLFy/m7Ofu7p7zn6urK7KyspCenp7zn5T69evjgw8+QFBQkM3vEBERERERERFRce3e7YJPPvGG1SoOtPj4WLB2bTLq1TM5tCZV6kn4nOsJuVkruW52CUJy7WUwe4RCEAQsPvsNZpyaAasgHg0GAO+88A7mNp0Ld5W73Wq2mkw4P3kyMm/cEK2pg4NRe9w4yJV5vj1FzzhDqjh4x1FlRETSHYc4qoyIiIiI7OWJ78wEBwfjs88+w927d7Fv3z4cPXoUusfm6+YXEHqcp6cnGjdujDfffBMBAQHFq5qIiIiIiIiIyE4OHXLG4MHSoaHKlc3YsCEJL7xgcWhNzsl/wPv8x5BbxaO+ACDLrzW0IV9BUGqgM+ow7NAw/HrzV8l9lTIlxr08DpGhkXbt9CMIAi4vWADtGXF3JJWvL+pMnQqlWm2381PpJxUcYschIiLpjkOCRlMClRARERHR86DAH/SzwpoAACAASURBVOkKDAxEz5490aNHD1y+fBkxMTG4cuUKbt++jZSUlFz7ymQyeHt7o2LFiqhatSrCwsJQvXp1yOVym98BIiIiIiIiIiJbOX3aCZGR3jCZxIGaunWNWLMmGWXKSHfwsReXhz/D+8InkAnisU6CTAld8FhkVOgDyGS4kHQBfQ70wQ3dDcljlXUri6WvL0Wjco3sXDVwc+NGJOzdK9qucHVFnalT4VKmjN1roNLLarHClCbu2qXyZMchInrOGQyQGXO/5gtKJQQXlxIqiIiIiIiedYXuBS2XyxESEoKQkJCcbWazGZmZmTCZTHBycoJarYZCobBpoURERERERERE9nTpkhI9evgiK0v8wadmzfRYvjwFarXg0JpcE7bCK244ZBCHlSzOAUiutRQmzwYAgB+u/IBRR0ZBb5HuSvRqwKtY3GIx/N387VozANz/7TfcWL1avCCXo9a4cfCoWtXuNVDpZtSJg3BOHk6QK/jBQyJ6vkl2G3J3B+zYJZCIiIiInm82GSKvVCqhYZtMIiIiIiIiInpK3b6tQJcuvtBqxaGFV14xYOXKZLi6OrYmtzur4XVlrOSa0b0OksM2wKryhcFiwKQ/J2HtxbV5Hqt/WH+MaTgGSrlN3grKlzY6GnFz50quVR80CL6N7N/tiEo/Y6o4OOSs4ZgyIiKZTifaZuX1FyIiIiKyI/u/W0REREREREREVIo9fChH586+SEgQd0+uXduEVascHxpyv7kQmuszJNcMno2QXGcNBKUGd9LvoN+Bfjjz8Iz0cZzcMa/ZPES8EGHPcnNk3LqF85MnQzCJR1BV/OADBL7zjkPqoNLPkGoQbeOYMiKiPDoOeXiUQCVERERE9LwodHBo27ZtAIDw8HAEBgYW+HYJCQmIiooCAHTo0KGwpyUiIiIiIiIisjmdToauXX1x44b4LZKgIDM2bEiCRuPA8WSCAI9/voTH7W8kl/XezZESugKCwhV/xP+BTw5+ghRDiuS+Nbxr4Ns3vkVVL8eMBTOmpODc2LEwS1zwLNO0KYJ793ZIHfR0kOw45MmOQ0REMonXUSuDQ0RERERkR4UODm3duhUAEBQUVOjgUPZtGRwiIiIiIiIiopKWlQX06uWD2Fgn0Vq5chZs3pyEMmWsjitIsMLzylio70qPHMvyi0BKrUWwypzw9d/zMef0HAiQDjW9V+U9zHptFtyc3OxZcQ6LXo9zEyZAn5AgWtPUqoWQUaMgk4vHwNHzS6rjkLMXg0NEROw4RERERESOxlFlRERERERERPTcMZmAAQN8cPy4OKjg5WXFxo1JqFjR4riCrGZ4XRoOt/s/SC5nlu0IbY050JrSMfj3Pvjt9m+S+znJnTDxlYnoWasnZDKZPSvOIVituDhzJtLi4kRrLoGBCJ08GQpnBkIoN8lRZRqOKiMikul0om3sOERERERE9uSw4JDV+ugTenJ+uoyIiIiIiIiISpDVCowY4YX9+11Ea66uVqxdm4QaNcwOLMgA7wsD4Zr4q+RyevmPoas6Gdd1N9Hlly64lXZLcr9y6nJY9voyNCjbwJ7VilxbvhyJ/xtP/zilhwfCpk2DysvLofXQ00Gy4xBHlRERQZ6eLtomaDQlUAkRERERPS8cFhxKTEwEALi5OaZFNhERERERERHRvwkCMHmyBj/8IH5/wslJwMqVKahf3+SwemSWTHif7w2XlMOS62mVBiPthVFI0iej26/d8gwNNQlsgsUtFsPX1dee5Yrc2roV8du2ibbLnJwQ+sUXcKtQwaH10NPDqDOKtqk82XGIiEiy45C7ewlUQkRERETPC7sHhwwGA65fv449e/YAAAIDA+19SiIiIiIiIiIiSQsXumPFCvHFN5lMwNdfp6BZM3EXFHuRmVLhe64HVLpTkuu64LFIrzQQWeYs9NrXCzd0NyT3G/TiIIysPxIKucKO1eYmCAJurF2Lm+vXS66HfPopvEJDHVYPPX0MWnYcIiKSIk9LE21jxyEiIiIisqd8g0Nbt27FNolPjQHA7Nmzi3TChg0bFul2RERERERERETFsXatG2bOlL7wNn16Ktq21TusFrkxEb4xXeCUHitaEyBDarXpyCzfA1bBiiGHhuD0g9Oi/TQqDRY0X4A3K7/piJL/vz5BwLWlSxG/fbvk+gsff4yyLVo4tCZ6+hhTxR2HGBwiIgJkEqPKrB4eJVAJERERET0vHDaqDABCQkIQERHhyFMSEREREREREWH3bhd8/rmn5NqoUTr06JHpsFrk+rvwje4Mp6xrojUBCmhrzkdW2fcBAF+e+BJ7ru8R7efl7IWdbXaimnc1u9ebqz6LBZfmz0fCr79KrgdERKBS584OrYmeTgaduOMQR5UREQFyiVFlAoNDRERERGRH+QaHypQpg1q1auXaduHCBQBAhQoVoHlCe0yZTAYXFxf4+/sjNDQUL730EuRyeTFLJiIiIiIiIiIquD/+cMbgwd4QBJloLTIyHYMHiz/Zby+KrBvwPdsJSkO8aE2QqZBSeyn0fm8BANZdXIfFMYtF+6nkKqxsudLhoSGryYSLM2bg4eHDkusBERGoPngwZDLx15no39hxiIhImkxiVBk7DhERERGRPeUbHGrevDmaN2+ea1unTp0AAB9++CEaNGhgt8KIiIiIiIiIiIrr9Gkn9O7tDZNJHGbp0CETEyfq4KicizI9Dr4xXaAw3hetWeWuSA79DkafpgCAg7cPYuzRsZLH+arZV3gl4BW71vpvFr0esV98geSTJyXXK3bsiOA+fRgaogIzaNlxiIhIilwiOCQ84UPcRERERETFUehRZTVr1oRMJoMHE+5EREREREREVIpduqREjx6+yMoSdz9u2VKPOXO0cFRjZCfdWfjGdIXcrBWtWRUaJIWthcmzIQAgNikW/X/rD4tgEe07qsEovFf1PbvX+zhzRgbOjR+P1HPnJNeDevZE5S5dGBqiQjGkioND7DhERJRHxyF39xKohIiIiIieF4UODk2aNMkOZRARERERERER2c7t2wp06eILrVacDHr5ZQOWLEmGk5NjalFpj8Pn3EeQW8Qj0SxOvkgK2wizRygA4G76XfTY2wMZpgzRvp2rd8bgFwfbvd7HmXQ6xIwZg7TLlyXXqw4YgArvv+/QmujpJwgCjDrxqDKVhh2HiIjkOp1oGzsOEREREZE9FTo4RERERERERERUmj18KEfnzr5ISFCI1mrXNmH16mS4ujqmFuekg/CJ7QOZVS9aszgHIClsM8zqqgCAdGM6Ptr7ERIyEkT7vlb+Ncx4bYZDu/oYkpIQ/dlnyLxxQ7wol6PGsGEIaNXKYfXQs8OUYYJgEXJtU7gooHThW5VERLJ0cdDYygkQRERERGRHT+1f45mZmdi3bx9OnTqFe/fuISsrCxqNBgEBAahZsybefvttqNVq0e20Wi12796N06dPIzExESqVChUrVkSzZs3QokULttUmIiIiIiIieorpdDJ07eqLGzfEb3kEBZmxYUMSNBpB4pa25/LgR3hfHASZYBKtmV2CkPTiFlhcKjz6f6sZ/X/rjwvJF0T71vCugW/f+BZOcge1SAKQde8eokePhv7ePdGaTKlEzc8+g3+zZg6rh54txlRxtyGOKSMiAmCxQC4RHBI4qoyIiIiI7KjIwaH09HQcPHgQ0dHRiI+PR0ZGBkwm8Rth/yaTybB58+ainhYAcP78eSxYsACpqakAAIVCARcXFyQnJyM5ORmxsbFo1KiRKDj0zz//YNq0aUj734xgFxcX6PV6xMXFIS4uDsePH8eoUaPg5Khe5URERERERERkM1lZQK9ePoiNFf9dX66cBZs3J6FMGatDanG9txlel0ZCBvH5TOoQJIVthNW5LIBHY5s+P/o5fo//XbSvv6s/1r61FhqV40aUZNy6hejRo2FMTBStyVUq1J44Eb6NGjmsHnr2GFINom0qT44pIyKS7DakVgMKcRdFIiIiIiJbKVJw6OzZs1i4cCHSJX6JfRJBKN6n+uLi4jBjxgwYjUbUqVMHHTt2RPXq1SGXy2E0GhEfH48TJ07Azc0t1+0yMzMxY8YMpKWloXz58vjvf/+LKlWqwGw248CBA1izZg2io6OxZs0aREZGFqtGIiIiIiIiInIssxkYMMAHx4+Lu5Z4eVmxYUMSKla0OKQWdfwKeF6dKLlm9HgRSWHrIDj55GxbErMEG+I2iPZ1VbpizVtrUMGjgt1q/be0q1cR89lnMP3vw1qPU7i5oc6UKfAKC3NYPfRsYschIiJpkt2GOKaMiIiIiOys0MGhu3fvYvbs2TCbzTnbfH194ePjY/dOPQaDAd988w2MRiNefvllDBs2DHK5PGddpVIhODgYwcHBotvu3r0bWq0WKpUKY8aMgb+/PwBAqVSiVatWyMrKwqZNm3DgwAFEREQgMDDQrveFiIiIiIiIiGzDagVGjPDC/v0uojVXVyvWrk1CSIhZ4pY2JghwvzkfmhtzJJcNnq8iuc5qCMr/Hzfy4z8/YtqJaaJ95TI5FrdYjLAyjgvppJ4/j5hx42DJyBCtKTUahE2fDk2NGg6rh55dkh2HNOw4REQk0+lE26wMDhERERGRnRU6OLRz586c0FDDhg3RrVs3lCtXzuaFSTl8+DDu378PlUqFPn365AoNFeS2ABAeHp4TGnpc69atsWPHDuj1ekRFReGDDz6wWd1EREREREREZB+CAEyerMG2bW6iNScnAStWpKB+/SePVrdFIZp/psL99lLJZb1PCyTX/hZQuOZsO3n/JIYcGiK5/+RXJuPNym/apVQpyadP4/ykSbDq9aI1lY8P6s6cCXVQkMPqoWebVHCIHYeIiAB5WppoGzsOEREREZG9FTx58z+xsbEAgBo1auDTTz91WGgI+P/wT4MGDaDRaAp8u7t37yIxMREAUK9ePcl9XFxcULNmTQBAdHR0MSslIiIiIiIiIkdYuNAdK1a4i7bLZAIWLEhB8+bigILNCRZ4Xh6dZ2goq0wbJIeuzBUaup56HR/v+xgGi7i+yNBIfBz6sd3K/beHUVE4N368ZGjIpVw51Js/n6EhsinJUWVeDA4REckkgkPWQlwLISIiIiIqikJ3HNJqtQCAJk2a2LyY/JhMJly7dg0AUKtWLdy/fx/bt29HdHQ0dDod1Go1qlWrhpYtW4rCQbdu3cr5d8WKFfM8R8WKFXHmzBnEx8fb504QERH9H3v3HRhFnb4B/Jntu0k2ySaQ0HtvgqIoCkg59U4BC+hZsGFDD0VBijSRjgXEXlAPKzbQs5zBCCLgKSAhCEiHEAgku9lstpeZ3x8RfsSZDdmwJSHP5y+Y73dmXgLG7Oyz70tEREREUbN8uQkLFii/mTZ3bhmGDZMHYaJODCBt1yMwnVipuOzK/ifKOiwABPWpYzavDbd9extsXpts/5UtrsT0i6bHrNy/KsrJwa6nn66Y9/YXpubN0WPBAugzM+NWD9UPHFVGRKRMseNQsjwgTUREREQUTREHh5KSklBWVhZRx59oKC4uPjUizWazYfz48fD5fNBoNNDr9SgrK8OmTZuwadMmDBkyBPfcc8+pc0tLS0/92mKxhL3HyTWPxwOv1wuDwRCjPw0RERERERERnY0vvjBg8uRUxbXHH3dg1Ch37IsIeWHZcT8M1hzFZWfT0XC0mQkIwqlj3qAXd393Nw44Dsj2n9fgPLww8AWoVWrZWiwUfvEF9ixdqriW3LYtus+bB11aWlxqofqFo8qIiJQJDofsGDsOEREREVGsRRwcat68OfLz80+N/ooXp9N56teff/45TCYT7r//flx00UXQaDQoKSnBu+++iw0bNiAnJwdNmjTB3//+dwAVQaCT9PrwDyF0uv//ZJPH41EMDq1evRqrV68GAMyfPx+Z/NRdraLRaPh3QkRUR/F7OBFR3cXv4RRvOTkCxo7VQJIE2dq//hXCrFkGCEKMPwwUdEKz/haorGsUl0OdpkLXeSoyTwsNiZKIO764A78c/0W2v0VqC3zxzy+QlZQVq4or2fXmm9jzwguKaxk9e+LSJUugTUmJSy2UWIn4Hi745P/tZjTN4P9LiKjeUyl0ADQ0bAhtmO+P/DmciKju4vdwIqpNIg4ODRw4EPn5+diwYQOuvvrqWNSkSJKkSr++5557cMkll5w6lpmZibFjx+LYsWM4cOAAPv30U1xxxRVQq6P7Kb3Bgwdj8ODBp34f7wAVVS0zM5N/J0REdRS/hxMR1V38Hk7xtHmzFjfemIFAQB48uP56Nx5/3A6rNbY1CAE7MvJvg8qxRXG9rM10uLLuw18LWfDrAny04yPZfrPOjLeHvA21R40ST2z/W5IkCfvffBMFH8nrAID0889H55kzUebzAT55Vxg69yTie7jjuLyjhl/t5/9LiKjeSykqwl9juy6NBs4w3x/5czgRUd3F7+FEFG+NGzcOu6aK9GKXXHIJLrjgAuzbtw8rVqw4q8IiYTQaT/06IyOjUmjoJJVKdSrMVF5ejv3798vO9VXx0Mvv9yvej4iIiIiIiIgS748/NBg1KgMej/xxxpAhXjzzjB2qiJ90REblL0bm1hugUwgNSRBgb78Qrmb3ydY+2PUBnt/6vOy4VqXF64NfR/v09jGpt1J9oog9S5eGDQ1lXnopus2aBTVHt1OM+cv8smN6M0eVERGpystlxyR2ACQiIiKiGKvR47RHHnkEffv2xaefforZs2dj8+bNcCjM3o0mi8Vy6tdNmjQJu+/0teLiYgBAenr6qWM2my3suSfXjEaj4pgyIiIiIiIiIkqMggI1br45A3a7/FHGRRf58PLLNmi1sa1B7S1E5m/XQuvaKVuTBA1KO70Id+NbZGs/HvkRE3+aqHjNhZctxKVNLo16rX8lhkLYtXAhjn75peJ61pAh6Dx1KlSnjXEnihVfmfyDfbpU/tsjIhIU3mcRGRwiIiIiohiLeFTZjTfeWOn3+fn5yM/Pr/b5giDgww8/jPS2SE5OhsVigc1mgyDI25GHuxcANG/e/NSxgoICNG3aVHF/QUEBAIRdJyIiIiIiIqL4Ky5W4aabMlBUJB9H3rlzAG+/bUOsGwer3fuRkXcjNL6jsjVJ0MPW9TX4MgbL1nbaduLe1fciJIVka4/2ehQj24+MSb2nE/1+7Jg7FyXr1yuuNxk2DG3HjIEQ63ZNRH/yOxQ6DqWy4xARkeB0yo5JZnMCKiEiIiKi+iTuT4QkSarxud27dwcAHDlyJOx1jhw5curXDRs2BFAxqy0zMxMAsHXrVsXzvF4vdu6s+MRgjx49alwjEREREREREUWPwyHg1lstOHhQ/tmnli2DeP99K8zmmj9rqA6Ncwcyf7tOMTQkqpNg7b5cMTRU5CrCqG9HoTwgHztyfdvr8WivR2NS7+lCHg/yp00LGxpqfvPNaPvggwwNUVyx4xARkTKlUWVicnICKiEiIiKi+iTijkOdOnWqdsefaLv88suxZs0aWK1WbNiwAX379q20LooivvrqKwAVo81atWp1aq1fv3747LPPsGHDBlx//fWnQkUn/fe//4XX64VKpcKll8a+RTgRERERERERVc3jAe6804Lt2+WBguzsED74wIoGDcSY1qB1bEHGtluhCpbJ1kRNGqzdlyNg7iVbcwVcuOO7O3DUJQ8bXdzoYjzd7+mYP18JOJ3If+IJOHbsUFxvPXo0mv+lszRRrAW9QYS8lTtwCWoB2qQYzxokIqoDVAqjythxiIiIiIhiLeLg0MyZM2NQRvV06tQJffr0wc8//4w33ngDgiDgwgsvhEajQUlJCd59910cOHAAAHDTTTdBddqn5YYOHYrc3FzY7XbMnz8fDz30EFq3bo1gMIjc3Fx89NFHAIDBgwejcePGCfnzEREREREREVGFYBB44AELfv5ZPr4oLU3Ee+9Z0by5fPxXNOlK18OSfwdUolu2FtI2gLXHBwgmd5KviSGMyR2D/BL5aPe2aW3xxpA3oFPHtruKv7QU2yZPhnPfPvmiIKDdv/6FJtdcE9MaiJSEG1OWqA8qEhHVJkqjysSUlARUQkRERET1ScTBoUQbM2YMysrKsHPnTixevBharRY6nQ4ul+vUnhtuuAEDBgyodJ7JZMKkSZMwZ84cHDlyBJMmTYLRaITf70coVPGgsUePHrj99tvj+cchIiIiIiIior8QRWD8+DTk5Bhka0ajiHfesaJjx2AMC/Aj+fCLSDn0PARJHnII6pvA2uNDhEytZWuSJGH6xulYfXi1bC3TmInlVyxHmj4tJmWf5D1xAnmTJsFTUCBfVKnQaeJEZA0cGNMaiMLhmDIiovAEpY5DDA4RERERUYzVueCQwWDAjBkz8MMPP+DHH39EQUEBPB4PLBYLOnbsiKuuugodOnRQPLd169Z45plnsGrVKmzZsgUlJSUwGAxo1qwZ+vfvj8svv7xSlyIiIiIiIiIiii9JAmbNMuPjj02yNa1WwhtvlOKCCwIxu7/O/gtSdz8OrXuP4nrQ2LoiNGRoorj++vbX8faOt2XHDWoD3v7b22hubh7NcmXchYXImzgRvuPHZWuCVosuU6ci85JLYloDUVX8duWOQ0RE9Z4kQVVeLjvMjkNEREREFGt1LjgEACqVCoMGDcKgQYMiPjctLQ233347OwsRERERERER1UJLlybj9deTZccFQcKSJaUYMEDerSQahEAZzPvnIunYu2H3BJI6w9rjfYi6Borr3xz4BrN+niW/NgS8cPkL6NmwZ9TqVeI8cADbJk2C32aTrakMBnR78kmk9+oV0xqIzoQdh4iIwvB6IQQrd1SUdDrAIO/ASEREREQUTWcVHBJFERs3bkReXh4KCwvhcrkQCoWwdOnSSvsOHz4Mj8cDk8mEZs2anVXBRERERERERHRuWr7chAULzIprc+aUYdgwb/RvKkkwFP8HqXunQ+0/EXab39wL1m7LIWmVx4xtObEFD/3wECRIsrXpfabjqlZXRa1kJY5du7BtyhQEFToVaJKT0W3OHKR27hzTGoiqw+9gxyEiIiWK3YaS5WFqIiIiIqJoq3Fw6Pfff8eLL74Iq9V6xr2bNm3CRx99BKPRiNdeew06HT9FREREREREREQVRBH45BMjJk9OVVyfMMGB2293R/2+au8RpO6eAoPt+7B7JKjhbHY/yluOA9RGxT2HHYdxx3/vgDckDzbd0fkO3NP1nqjVrKQ0Lw/bp01DyOORrWnT0tBj/nwkt2kT0xqIqkup4xCDQ0REgOBwyI5JZuVANRERERFRNNUoOLRp0yY888wzEEURQMXoMIPBALdb+SHe4MGD8fHHH8Pj8WDLli3o06dPzSsmIiIiIiIiojpPkoBt27RYudKIL74woqhIrbjv7rudePhhZ5RvHkLSkWVIObAQKjF8IMmf0hP2DgsQTO4Sdo/dZ8dt/70NVq/8g1WDmw/Gkxc/CUEQolK2Euv//offZ82C6Ffo4tKgAXosXAhT06Yxuz9RpHx2jiojIlKicsp/3hFTUhJQCRERERHVNxEHhxwOB5YuXQpRFGEymTBq1Chccskl2LZtG55++mnFc8xmMzp27IgdO3Zg27ZtDA4RERERERER1VO7d2uwcqURq1YZcfBg1Y8lrr/ejZkzHYhm7kZTvh1pf0yAzrkt7B5RnYTyVpPganI7ICgHmgDAH/JjdM5o7LXvla11zeiKlwa+BI3qrKbEV+nEmjXYOX8+pFBItmZs3Bg9Fi2CoWHDmN2fqCY4qoyISJlixyGOKiMiIiKiOIj46dW3334Lr9cLjUaDadOmoXXr1tU6r127dtixYwcOHjwY6S2JiIiIiIiIqA4rKFBj1SojVq40YudObbXOGTzYi2eesUOlik4NQsiNlANPI+nI6xAght3nybgCZe2egmhoUuX1JEnC+B/HY+OxjbK1xkmN8c4V7yBJm3TWdYdz9OuvsXvx4orWTX+R1KoVus+fD73FErP7E9UUR5URESlTlZfLjokcVUZEREREcRBxcOi3334DAFx88cXVDg0BQKNGjQAAx48fj/SWRERERERERFTHnDihwn/+UxEW2rw5sjFEAwZ48corNmirlzE6I701F6m7J0PjOxJ2T0iXjbJ2s+FtcFW1rvnslmfx6d5PZceTtcn495X/RnZSdo3rPZOCTz/FvldeUVxL6dgR3efMgZZvNFItpRQc0pk5qoyISFAYVSZxVBkRERERxUHEwaGTwZ+uXbtGdJ7RaAQAeDyeSG9JRERERERERHWA3S7gm28qwkIbNuggitWfMabRSOjf34frr3fjmmu8Uek0pPIXw7x3BkwnVoXdI0GAu/EoOFpPgqSpXthmxe4VeHbLs7LjGkGD1we/jk6WTjWuuSqSJOHg8uU4tHy54nraeeeh65NPQmMyxeT+RNHgL+OoMiIiJSqFUWUig0NEREREFAcRB4d8vopPBRkMhojO8/srHgpoo/VxQSIiIiIiIiJKOLdbwHffGbBqlQE//GBAIFD9sJAgSOjTx4/hwz34+989sFjkY7dqRBJhOvYhzPtnQxUsC7stkNQR9vYLEEi9oNqXXn90PR5f97ji2vxL56Nf034Rl1sdkihi78svo3DlSsX1jD590HnaNKh17NxCtZtix6E0/rslIhIURpWx4xARERERxUPEwaHk5GTY7XbY7faIzjtypKIduJmtsomIiIiIiM4JhYVqPPWUGTabBldfbcItt7ihVie6KooHnw9Yu1aPlSuN+O47AzyeyNoD9ezpx9ChHlxzjQeNGolRrU3j2ovU3ROhL/s57B5J0KO85Tg4m90HqKofWNhduhujc0YjIAZka/8671/4Z8d/1qjmMxH9fuxctAjFa9YorjccMAAdJ06EShPxYx6iuGPHISIiZSqF4JDI91OIiIiIKA4ifqLUrFkz2O12bN++HVdeeWW1zpEkCf/73/8AAG3atIn0lkRERERERFTLiCIwYkQGDh2qeFm5fn0ahHUPVwAAIABJREFUduzQYt68MgjVbzhDdUgoBKxfr8OqVUZ8840RZWWRhYU6dAhg2DAPhg3zoGXLUPQLFH1IOfQCkg+/AEGSBxNO8qVdCnv7+QiZWkV0+RPuE7jt29vg8MvHiAxvMxyPX6DchehsBd1u/P7kkyjdskVxvdHf/472Y8dCYGqP6gjFjkNmdhwiIlLsOJScnIBKiIiIiKi+iTg41KtXL+Tn52Pz5s3Yv38/WrdufcZzvvrqKxQVFQEALrig+u2/iYiIiIiIqHbaulV7KjR00vLlScjODuGRR5wJqoqiTZKAzZu1WLXKiC+/NKK4OLJwSvPmwVNhoU6dgjGqEtDZf0bq7onQuveG3RPSpMPRdgY8WTcg0nSbJ+jBnd/diSPOI7K1C7MuxLP9n4VKiCxIVR3+0lLkT52K8t27FdebjRiB1vfcA4FpPaojxKCIgFPesYvBISIiQOWQh5PZcYiIiIiI4iHi4NDAgQPx+eefw+FwYMGCBXj00UfRoUMHxb1+vx+fffYZVq5cCQDIysrCJZdccnYVExERERERUcIdO6YcIFm0yIzs7BBuuskT54ooWiQJ2LFDgy++MGLVKiMKCiJ7dNCwYQjXXOPB8OEe9OwZiGkHKiFgh3n/HCQde7/Kfe6sG+BoMwOizhLxPUJiCA/lPoStxVtla63MrfDm396EXh39MUueY8ewbfJkeAoLFddb33MPmo8cGfX7EsWS3yHvBqYz66BSRz94R0RU1yh2HEpJSUAlRERERFTfRBwcMhgMGDNmDBYuXAi73Y7p06ejbdu2SD6tZeYnn3yCI0eOIC8vD263u+JGGg3Gjh0LlYoPAoiIiIiIiOo6qzX8a7vHH09DZqaIwYPl42io9jpwQI2VKyvCQnv2aCM6Ny1NxD/+UdFZqE8fP2I+NUuSYCj+Aql7ZkAdKA67LWhoCXv7efBb+tX4VrP+NwvfHvpWdtxisGD5lcthMUQeRjoT57592DZlCvw2m3xRpUKHRx9FoyuuiPp9iWKNY8qIiMJTMThERERERAkScXAIAHr27ImHH34Yr7zyCjweD/burdwK/OOPP670e5PJhEceeQRt27ateaVERERERERUa9hs4YNDoZCA++5Lx8cfW9Grl3wkDdUeR4+q8MUXRnzxhRF5eZG9eW8yibjiCi+GDfOgf38fdHF671/tKUDqnikw2HLD7pEEDZzN7kd5i0cAtbHG91q2fRne2P6G7Lherceyvy1Dq9RWNb52OPa8PORPn47Qnx/EOp1Kr0fnqVOR2adP1O9LFA/+MnnHIX1q9Dt2ERHVRUodh0QGh4iIiIgoDmoUHAKAPn36oF27dli1ahXWr18Pp9Mp22M0GnHppZfiuuuug8US/U/gERERERERUWJUFRwCAK9XhVGjLFi1qgRt2oTiVBWdiSQB+/apkZtrwH//a8D//qeDJFV/lphOJ2HgwIqw0JAhPhiNUgyr/QsxiKTCN5By4GmoxPCj8PzmXrC3X4hgcqca3yokhvBi3otYtHmR4vqSAUvQO6t3ja8fTvFPP2HH3LmQAvLAnSYlBd2eegqpXbpE/b5E8eJzKHQcSmXHISIiQLnjEINDRERERBQPNQ4OAUBGRgbuuusu3HXXXSgoKEBxcTHcbjcMBgMsFgtatmzJ0WRERERERETnoDMFhwCgtFSNW27JwKpVJcjKEuNQFSnxeoGNG/XIzdXj++8NOHQoskcBKpWEyy7zYdgwD6680ovU1DiGhf6kLd+G1D8mQOfcHnaPqE6Go/VkuBvfBgg1n5VW5CrC2DVjsf7oesX1Jy58Ate0vqbG1w/n6NdfY/eSJYAo/29Fl5mJHvPmIally6jflyiefHZ5cEifxo5DRESAcschyWxOQCVEREREVN+cVXDodM2aNUOzZs2idTkiIiIiIiKqxZSCQykpIsrLKx8vKNDgttsy8OmnJUhJiX/gpL46ckSN77/XIzfXgJ9+0sHrjfxDPb17+zB8uAdXX+1FZmZigl9C0IWUg4uQdORNCAhfgyfzKpS1ewqivtFZ3S/nUA7GrR2HUl+p4vqtHW/FA90fOKt7/JUkSTj0/vs4+PbbiuumZs3Qff58GBo2jOp9iRJBaVSZzsyOQ0RECAah+suYUkkQICUlJaggIiIiIqpPohYcIiIiIiIiovpDKTi0ZIkdM2eacfhw5Zeav/+uxejRFixfboWO7w/HRCAAbNqkw/ffG5Cbq8cff2hrdJ0uXQIYPtyDoUM9aNo0sSPm9NbVSN09BRpfYdg9IV02ytrNgbfBlWd1L1/Ihzm/zMGb298Mu2dQs0GY03cOBKH6o93ORAqFsOell3D0iy8U11M6dkT3OXOgZbcBOkf4yhQ6DqWy4xARkWK3oeRkgBMdiIiIiCgOahQcKikpAQCYTCaYTKYz7ne73XC73RAEARkZGTW5JREREREREdUiVqv8TYwOHQJ47z0rhg3LhM1WeVTUTz/pMW5cGpYutfP9jyg5cUKFH36o6Cr04496OBw1+8K2bh3E8OEeDBvmQdu2wShXGTmV7wRS906HsfjLsHskCHA1uRPlrR6HpEk5q/vtte/FmNwx+N36u+K6AAEPnvcgxp8/HhpV9D5/Jfr92LlwIYrXrlVct/TujS7TpkFtNEbtnkSJ5nfIOw4xOEREBKicTtkxMeXsfsYhIiIiIqquiJ947d27F0888QQEQcC0adPQpUuXM55z8OBBPPnkkxAEAQsWLECLFi1qVCwRERERERHVDkodhywWEWazhH//24YRIzLg8VTes3KlCVlZIqZPd8SrzHOKKAJ5edpTXYXy8mrWvkmlknD++X4MGuTDwIFedO4cRBSb6NScJMJ07H2Y982BKhT+30ggqRPsHRYiYO51dreTJKzYvQJPbHgCnqBHcU9DY0M8f/nzuKzJZWd1r78KulzYPnMm7Fu3Kq5nDR6MDo89BpWGjaLp3OKzyzsO6VLZio6ISHDIf/aRGBwiIiIiojiJ+AnUhg0bAACNGjWqVmgIADp37ozGjRvj6NGjWL9+PYNDREREREREdZjHI8DrrRwK0molpKRIAICePQN49dVS3HmnBaFQ5UTKq68mIysrhPvuc8Wt3rrMbhewdq0e339vwJo1elit6jOfpMBiCWHAAB8GD/aiXz8f0tOlKFdacyp/CYzHP4Op6CNoXbvC7pNUBpS3fBTOpvcCqpqNYjvJ4Xdg8k+TsXLfyrB7BjYbiMX9FyPDGN3Oyf7SUmx74gk49+xRXG82YgRajx4Nga256BzEUWVERMpUSqPKGBwiIiIiojiJODj0xx9/AAB69uwZ0Xm9evXC0aNHsXPnzkhvSURERERERLWI0pgyi0Ws1LVm0CAfFi2y49FH02V7Z81KRVaWiOHDlbu81GeSBOzcqUFurgHff6/H5s06Wfiqurp392PgQB8GDfKiR48A1DXLHMWG6IfBmgtj0Ucw2HIhSFWPSPOm90NZ+3kIGVue9a23nNiCB3MfxOHyw4rrWpUWT1z4BEZ3HQ0hyq2YPMeOYdukSfAcPaq43vree9F8xIio3pOoNuGoMiIiZYJCcEg0mxNQCRERERHVRxEHh44dOwYAaNasWUTnndx/8nwiIiIiIiKqm8KNKfurG2/0oKhIjYUL5W96PPJIGjIyQrjsMvmbyPWNyyXgp5/0+P57PXJzDTh2rGYJn5QUEf36VQSFBgzwIStL/neSaBrn7zAVrYDx+GdQB2xn3B/SWuBoMxOerOtwtvPUREnEy3kvY+GmhQiGCSq1MrfCy4NeRrfMbmd1LyXle/ci/4kn4Lcp/LlVKnQcPx7ZQ4ZE/b5EtYlSxyGOKiMiCtNxKDk5AZUQERERUX0UcXDI46n4RKjRaIzoPIPBAABwu92R3pKIiIiIiIhqkeoGhwBg7Fgnjh9X4513kiodDwQEjB5twaeflqBr16q7zZyL9u9Xn+oq9PPPevj9NQvFtG8fONVVqHdvP7RnN8ErJlR+G4wnPq8YReb8vdrnubNHoqzNNEhay1nXcNx9HA+veRjrCteF3TOi3QjM6TsHSdqksHtqqjQvD9unT0dI4ZmISq9Hl2nTkHHRRVG/L1Ft4y9jxyEiIiWCwyE7JnJUGRERERHFScTBIZPJBKfTCZfLFdF5TqcTAKDT8VNEREREREREdVm4UWVKBAF46qkyFBer8PXXlT+A4nSqcNttGVi1qgTNm4diUmtt4fMBP/9c0VXo++8NOHgw4pfjAACDQUTfvn4MHOjFoEE+NGtWS79uYgB62w8wFX0MgzUHghSo9ql+8wVwtJoAf/qlUSkltyAXj6x5BFavVXE9WZuMeZfOw3Vtr4vK/f6qeN067Jg3D1JA/jXQpKSg2+zZSO3cOSb3JqptfHZ2HCIiUqL68/2T00kcVUZEREREcRLxk0qLxQKn04k//vgDgwYNqvZ5u3fvBgCkp6dHeksiIiIiIiKqRSLpOAQAajXw/POlKClR4ZdfKneWOHFCjVtuqQgPVXWNusrnA5YuTcHrryfB6ZR/3aqjefMgBg3yYuBAHy6+2IcIGwDHlca567RRZMXVPi+ky4Y7+wa4s0cgZGoblVp8IR/m/zofr+W/FnbPeQ3Ow4sDX0RLc8uo3POvjv7nP9j9/POAJMnW9A0aoPu8eUhq0SIm9yaqbSRJgt+h0HHIzI5DRESCwqgykaPKiIiIiChOIg4Ode7cGYcPH8bGjRtx0003wWI5c8vwkpISbNiw4dT5REREREREVHcpBYcyMqoO/RiNwFtv2XDttZnYvbvyPK39+zUYNcqCFSusMJnkAYu66rfftHjssTT88Udk88M0GgkXXeTHoEEVXYXatAlCqNkks7gQAqUwnlgFU9EK6Mrzqn2eJOjhzbwC7kY3wpd+GSCoo1bT/rL9GJM7Bvkl+WH3jOk+BhMumACdOvrdTiRJwqF338XBf/9bcd3UvDm6z5sHQ8OGUb83UW0VcAYgiZW/x6sNaqj10ftvn4iorlIpjCpjxyEiIiIiipeIg0P9+/fHt99+C7/fjwULFmDKlClITU0Nu99ut2PRokUI/NmSu3///jWvloiIiIiIiBJOeVTZmUdmpaVJePddK4YObYCiospvFP/2mw4PPJCON9+0QVOzKV61hscDPPOMGa++mgRRrF7iJysrhIEDK7oKXXaZDykptTxAJQahL10LU9EKGEq+gyDJu4iE40/pCXf2SHgaDoWkTYt6aR/v/hhT1k+BO+hWXG9gbIAlA5agf9PYPJ+QQiHsefFFHP3yS8V1c+fO6PbUU9DyzUCqZ3xl8jFl+jR2GyIiAgBBYVSZmJKSgEqIiIiIqD6K+HFs69at0bdvX6xfvx4HDx7EY489hquuugrnn38+mjZtCo1Gg2AwiCNHjmDTpk349ttvUf5nm80+ffqgffv2Uf9DEBERERERUfyUlkY2qux0TZqIeO89K667LhNlZZWvs3q1AZMmpWLRorJa3WGnKr/+WtFlaN++qrsMCYKEXr0Cf3YV8qJLl9rdVegkjWsPjEUrYDr+KdT+49U+L6RrCHfWDfBkj0AwKTbPBZx+Jyavn4zP9n4Wds+ApgOwuP9iNDA1iEkNot+PnfPno3jdOsV1y0UXocvUqVAbDDG5P1Ft5i9TGFOWyuAQEREQpuMQg0NEREREFCc1+hznfffdh2PHjmH//v0oLy/HihUrsGLFCgCASqWCKMofGLdt2xZjxow5u2qJiIiIiIgo4ZRGlVU3OAQAHTsGsWyZDTffnAGfr3Ja5oMPkpCVJWLChPKzrjOePB4BCxak4I03kiBJygkgjUbC1Vd7MGiQDwMG+CL6miWSECg7bRTZb9U+TxJ08GYOgTv7RvjS+wOq2LWSyivOw5jcMTjoOKi4rlVpMan3JNzb7V6oBPm/32gIulzYPnMm7Fu3Kq5nDRmCDo8+ClVdb6lFVENKHYd0qdEfFUhEVBcJ5fKffdlxiIiIiIjipUZPq/R6PWbNmoV33nkH33//faWg0F9DQ2q1GoMGDcKoUaOg1Vb9iUsiIiIiIiKq/ZRHlUUWgunTx4+lS0tx333psqDN4sUpyM4O4bbblEdN1TY//6zDY4+l4eDB8C+xu3Xz49ln7ejcORjHys6CFIK+9CcYiz6CsfhbCJL8Df9w/Mnd4W5045+jyCwxLBIQJRGv5b+Geb/MQ1BS/tq2NLfESwNfQo8GPWJWh7+0FNumTIFz717F9WYjR6L16NEQ6kJbKaIYURxVZmbHISIiAFApBIckjjUlIiIiojip8cfctFotRo8ejeHDh2PDhg3YtWsXbDYbPB4PjEYjLBYLOnXqhEsuuQQZGRnRrJmIiIiIiIgS6Gw7Dp30j394MXt2GZ54Ik22NmVKKho0EHHlld4a1RgPLpeAefNS8NZbyWH36HQSxo0rxwMPOFEXPkujdu+DqWgFTEWfQO0vqvZ5IW0mPFnXw509AsHkTjGs8P8Vu4vxyNpHsObImrB7rmt7Heb1nYdkXfi/o7PlOXoUeZMnw3v0qOJ6m3vvRbMRI2J2f6K6QmlUGTsOERFVUOw4lBy7n1+IiIiIiE531v2xMzMzMXToUAwdOjQa9RAREREREVEtJopAaWl0gkMAcMcdbhw7psYLL1QexSCKAh58MB0ffmhF797yN5sTbd06HSZMSENBQfiX1eedV9FlqEOH2t1lSAiWw3jiS5iKPoLOsana50mCBt6MIXBnj4TPcjmgil8yau2RtRi7ZixKPCWK60naJMztOxc3tLshpnWU792LbVOmIFBaKlsT1Gp0GD8e2YMHx7QGorpCseNQGjsOEREB7DhERERERIkVcXDoxhtvBAD0798fY8aMiXpBREREREREVHvZ7QJEsfK4pZQUCfqzeO930qRyHD+uxscfmyod93oF3HGHBZ9/XoL27WtH+Ka8XMBTT5nx3ntJYffo9RImTHDgnntc0Jz1x3ViRBKhs6+H6dgKGEq+hkqsfmenQHIXuLNvhKfhcIi6+HYY9of8WLhpIV7e9nLYPd0zu+PFgS+idWrrmNZSunUrts+YgZBbPlJPZTCgy7RpyLjwwpjWQFSXKHUc0qcyOEREBElixyEiIiIiSqiIH2Gq1WqEQiF07tw5FvUQERERERFRLaY0piwz8+yuKQjAokV2WK0q5OYaKq3Z7SrccosFX3xRgkaNatbVKFrWrNFjwoRUHD0a/qX0BRf48cwzpWjbNhTHyqpPCJbDVLQCSYVvQeM5UO3zQloLPA2vhTt7JIIpXWNYYXgHHQfxYO6D2Fq8Neye+7rdh0m9J0Gnju34oxM//oid8+dDCgRka5qUFHSbPRupfG5CVIlSxyGdmaPKiIgEjwdCqPLPjpJej7NK5hMRERERRSDi4FBaWhqsVit0Or6wJyIiIiIiqm9sNrXsWGamdNbX1WqBV14pxYgRGcjLq/x68+hRDW69NQOffVaC1NSzv1ekysoEzJplxocfhu8yZDCImDSpHHfd5YJa/iVKOLV7H5IK34ap6COoQq5qnSNBDW/GIHiyb4Q3YyCgStxzgM/2fobJP02GM+BUXM8wZGDxgMUY2GxgzGsp/PJL7Fm6FJDk/xb1DRqg+7x5SGrRIuZ1ENU1fgc7DhERKREcDtkxMSVFYScRERERUWxEHBxq2bIlrFYrjh49Got6iIiIiIiIqBZT6jiUEaVpVUlJEv79bxuGDcvEwYOVX67u2qXF3Xdb8O67VhgMYS4QAzk5ekyalIaiovBpoD59fHj6aTtataplXYYkEXrbWiQVLoPBllvt0wJJHeHOHglP1nUQdQ1iWOCZuQIuTFk/BZ/s+STsnn5N+mHJgCVoaGoY01okScLB5ctxaPlyxXVTixboPm8eDA0S+zUjqq18dnnHIX0ag0NERCqFMWUSg0NEREREFEcRB4f69++PzZs3Y926dbj22muhro0fpSQiIiIiIqKYUAoONWgQvS5AmZki3n/fiqFDM1FSUvn15saNeowdm46XXy6NeVef0lIB06en4rPPTGH3mEwipkxx4Pbb3VDJvywJIwSdMBZ9jOTCZdB49lfrHFGTBnfWtfBkj0QguVvF/LgEyy/JxwPfP4ADDuWRahpBg4m9J+L+7vdDJcT2L0AKhbDnhRdw9D//UVw3d+6Mbk89Ba3ZHNM6iOoyjiojIlImKASHRP5MQURERERxFPGTtYsuugi9e/dGUVERli5dCr9f3maYiIiIiIiIzk1Wa+w6Dp3UokUIy5fbkJQkyta++sqImTPNSlOioubbbw24/PKGVYaG+vb14fvvi3HnnbUnNKR2H4B5z3RkbTwfaXunVis05E3vB1vnV1F0yRY42s1GIKV7wkNDkiThtfzXcM2qa8KGhlqktMDKoSsxpseYmIeGQn4/fp89O2xoKKNPH/RYsIChIaIz8JdxVBkRkRLFjkPJyQmohIiIiIjqq4g7DpWUlODmm29GIBDAxo0bsXv3blx++eXo1KkTLBYLdLozf1IoMzOzRsUSERERERFRYil1HMrMjH6Kp3v3AF5/vRSjRlkQDFYOsixblozsbBEPPuiM6j1tNhWmTjVj1arwgaHkZBFTpzpw663uROdrKkgS9KU/IunIm9DbciHgzH8XosoET/YIuJrciWBSuzgUWX0lnhKMWzsOuQXhR6sNbzMc8y+djxRd7Ed4BF0ubJ8xA/a8PMX17L/9De3HjYNKE/HjFaJ6x+dQ6DiUyo5DRESCwyE7xo5DRERERBRPET/ZevDBByv93mq14pNPPqn2+YIg4MMPP4z0tkRERERERFQLKAeHYnOv/v19ePZZO8aOTZetzZ1rRsOGIYwY4YnKvb780oAnnkiF1Rp+Blr//l4sWlSGJk1CUbnn2RCCLhiPf4ykwregde+t1jlBQwu4mtwBd/aNkLSpMa4wcj8U/IBH1z6KE54TiusmjQmz+87GyHYjIcQhteUvLUXepElw7Vfu3NTsxhvR+u6741IL0blAseNQGjsOERGpnPIwvJQS+4A0EREREdFJcf9InBTLfvJEREREREQUU0rBoYyM2L3Ou/56D44fV2POHPmnrsePT0NmpojLL5d3saiu4mIVpkxJxddfG8PuMZtFzJhRhhtv9CS8y5DacxBJhW/DdOxDqELysRZKfOmXwdnkLvgyBgFC+GBUomwv2Y65v8zF2sK1Yfd0zeiKFwe+iLZpbeNSU8DhQN7EiXAdUB6V1ub++9Hs+uvjUgvRuSDoCSLkqxy6FDQCNEZ26yIiUuw4xOAQEREREcVRxK/O+/fvH4s6iIiIiIiIqA6IZ8ehkx54wImiIhXefDO50vFgUMC996bjk0+s6NEjENE1JQn4/HMjpk1Lhd0u/zOdNGiQFwsW2NGokVij2qNCkqArXYfkwmXQW1dXcxyZEZ7sG+BqcheCSe3jUGTkDpQdwKLNi7Bq36oq943uOhpTLpwCvTo+nUkCTmdFpyGF0JCgVqPjhAnIGjQoLrUQnSv8DoVuQ6l6duwiIgKgKpeHwdlxiIiIiIjiKeLg0JgxY2JRBxEREREREdUBysGh2HaWFQRg5kwHTpxQ48svK3cGcrtVuO02C1atKkGrVtUbIXb8uAqTJqXiu+/CdxlKSxPx5JNluP76xHUZEkJuGIs+QVLhMmjde6p1TtDQ7M9xZDdB0qbFuMKaOeE+gcW/LcZ7O99DUAqG3WcxWPBc/+cwuPnguNUWdLmwbfJkOPfIv94qgwFdpk9HRu/ecauH6FzhK5N3htOnckwZEREACArBIXYcIiIiIqJ4Yj9gIiIiIiIiqjarVbnjkBjjhjwqFbBkSSlKSlTYuLHym81Wqxq33pqBVatKkJkZvhBJAj7+2IiZM1NRVha+y9CVV3owd24ZsrIS02VI7Tl02jgy+egKJb60vnA1vRvejMG1chwZADj8Dryy7RW8lv8aPEFPlXv7Nu6L5wc8j+yk7DhVBwQ9HuRPnYryXbtka2qjEd3nzUNqly5xq4foXKIUHNKl6hJQCRFR7cOOQ0RERESUaAwOERERERERUbV4vYDLVTlwo1ZLSEsDbLbY31+vB5Yts+G66zKxc6e20trBgxqMGmXBxx9bkZQk74B09KgKEyemITfXEPb66ekhzJlThqFDvfHvMiRJ0Nl/QtKRZTBYc6o5jswAT9YNcDW5E8HkjnEosma8QS/e2fEOlm5dilJfaZV7W6S0wOMXPI6hbYZCJYQPd0VbyOfD9unTUbZ9u2xNpdej2+zZDA0RnQWfnR2HiIjCYcchIiIiIko0BoeIiIiIiIioWkpL5UGO9HQRqvjlO2A2S1i+3IphwzJRWFj5JW1eng733puOt9+2QftnrkiSgPffN+Gpp8woLw9f6NVXezBnTlmVHYtiQQi5YTz+KZKOvAWt+49qnRPUN4GryZ1wN7oJkjY9xhXWXEgM4ZO9n+CZzc+g0FlY5d5MYybG9RyHmzveDJ06vl1IQn4/ts+cCfvWrbI1QatF11mzkNa9e1xrIjrX+B1+2TEGh4iIKih2HDKbE1AJEREREdVXZxUccjqdWL16NfLy8lBYWAiXy4VQKIQPP/yw0r7t27fDbrcjJSUFPXr0OKuCiYiIiIiIKDGUxpRZLPEf59WokYj33rNh+PBM2O2Va1qzxoDx49OweLEdhYVqTJiQih9/DN9lKDMzhLlzy/CPf3hjXXYlak8Bko6+A9OxD6AK2qt1ji/tYria3A1vxhBAVXs/ByRJEnIO52D+r/PxR2nVYahkbTIe6P4A7ul2D5K0SXGq8P+JgQB2PPUUSjdtkq0JWi26zpwJS69eca+L6FzDUWVEROEpdhxKTk5AJURERERUX9X4SePatWuxbNkyeL1nfrhaUFCAt99+GzqdDq+++ipMJlNNb0tEREREREQJYrOFCw7Fe64X0K5dEG+/bcVNN2XC6618/08+MaGsTIUNG3Sy0Wqnu/ZaN2bNcsQv/CRJ0Nk3IKnwLRib5xIkAAAgAElEQVRK/gsBZ76vpDLAnXXdn+PIOsehyLPzS9EvmPvLXPx6/Ncq9+lUOtze+XaM7TkWFoMlTtVVJoZC2DF3Lqw//yxbE9RqdJk6FRkXXpiAyojOPf4yhY5DZnYcIiICAJXDITvGjkNEREREFE81Cg6tXr0ar7/++qnfp6enw2Aw4NixY4r7BwwYgHfffRd+vx+bNm1Cv379alYtERERERERJYzSqLKK0I06/sUA6N07gJdeKsXo0ekQxcrhoZyc8F2GGjYMYcECO/72N3kHjJgQAzAVrUBS4TJoXbuqdUpQ3xjuJnfA1eifkLSJCdZEYqdtJ+b/Oh+rD6+ucp8AATe0uwHjzx+PpilN41SdnBQKYdf8+Sj56Sf5okqFTlOmIPOSS+JfGNE5ymdX6DiUxo5DREQAIDidsmNiSkoCKiEiIiKi+iri4FBxcTHeeustAEBmZiYeeOABdO3aFb/++iuefvppxXOMRiO6du2KrVu3Yvv27QwOERERERER1UFWqzwglMjgEABccYUX8+aVYeLEtGrtHzHCjZkzy5CWJsW4sgpCwI6MbbdCV/5btfb7Ui+Gq+ld8Gb8rVaPIzupoLwAizYtwmd7P4OEqr+mQ5oPwaTek9DR0jFO1SmTRBG7nnkGJ9askS8KAjpNnIiGfG5BFFV+h0LHoVR2HCIiAgBBqeMQg0NEREREFEcRP4X85ptvEAwGodfrMX36dGRlZVXrvDZt2mDr1q04dOhQxEUSERERERFR4oUfVZZYt97qRlGRGs89F/4NluzsEBYutGPQoDh1GQIghDzIyL/9jKEhSdDDnXUtXE3vQjC5S5yqOztWjxVLti7B8h3L4RflgYDT9c7qjSkXTsGF2Ykf+yWJInYvWYLjOTmK6x0efRRZAwfGuSqic5+vTKHjkJkdh4iIEAhA5fVWOiSpVJCSkhJUEBERERHVRxEHh/Lz8wEA/fr1q3ZoCAAaNmwIoKJjEREREREREdU9Vqs8OJSRkfjgEAA89lg5jh9X4f335W+y3HyzC9OmOWA2x6fLEABADCD993uhc2wKuyWkbwRX49vhbnQLRF3tH0cGAK6AC6/lv4ZXtr0CZ0A+VuN0HdI7YFLvSRjSfAgEQahybzxIkoS9L72EY19/rbje/uGH0ejKK+NcFVH9oBQcYschIiJAKC+XHZNSUoBa8LMTEREREdUfEQeHSkpKAADt27eP6Dyj0QgA8Hg8kd6SiIiIiIiIaoHa2nEIqHhvZd68MgSDAlasMAEAmjYNYtGiMvTrF78uQwAASUTaH4/CYMtVXPalXghXk7vgzbwSUGnjW1sN+UN+vLfrPSz+bTFKPCVV7m2S3ATjzx+P69teD7UqcWPsTidJEva99hoKV61SXG87ZgwaX311nKsiqj/8ZQqjytIYHCIiUikEh8Tk5ARUQkRERET1WcTBIb+/4oW+ThdZO+GTgSGDwRDpLYmIiIiIiKgWUAoO1ZaOQwCg0QDPPWfHffc5UVamwvnn+6GJ+FXvWZIkmPc9CdPxz+RLgg62rsvgy7g8zkXVnCiJWLVvFRZtWoRD5VWPHk/Xp+Phng9jVOdR0KtrTyBAkiQceOstHPnkE8X11vfcg6bXXhvnqojqF8VRZakcVUZEpNhxyGxOQCVEREREVJ9F/AjVbDbDZrOd6jxUXYcOVTxgTEtLi/SWREREREREVAvU5o5Dp+vYMZiweycfXorkI2/IjktQobTzC3UmNCRJEn448gPm/TIPO2w7qtxr0phwb7d7cX/3+5GiS4lThdV36L33cPiDDxTXWt5xB5qPHBnniojqH8WOQ+baEzAkIkoUlcMhOyam1L6fp4iIiIjo3BZxcKhVq1aw2WzYunUrrq5mG+9gMIiNGzcCANq1axfpLYmIiIiIiKgWqCvBoUQxHX0X5gMLFNfK2s+Ht8E/4lxRzWw+vhnzfp2Hjcc2VrlPI2hwa6db8UjPR9DA1CBO1UXm8Ecf4eA77yiutbjlFrS85ZY4V0RU/4gBEQFXoPJBAdCZ2XGIiEhwOmXHJI4qIyIiIqI4izg4dMEFF2Dz5s3Iz89HXl4eevToccZz3n//fZSWlgIALrroosirJCIiIiIiooSSJAaHqmIo/gqpuycrrjlaTYS7ce0PqOy178X8X+fjm4PfnHHv8DbDMeGCCWhpbhn7wmqo4LPPsP8NefcnAGg2ciRa3n57nCsiqp/85fJuQzqzDoJKSEA1RES1i2LHIY4qIyIiIqI4kz/1PYN+/fqhQYOKTxI+++yz+Omnn8LutdlseOGFF/DVV18BqOhWdP7559ewVCIiIiIiIkoUh0NAMFj5TV6jUYTRKCWootpDV/oT0nc8BAHyEJWz6Wg4m/8rAVVV31HnUYz/cTwu/+TyM4aGBjQdgP9e+1+8OPDFWh0aKvzyS+x7+WXFtSbDh6P16NEQBIYWiOLBZ/fJjrHbEBFRBaG8XHZM4qgyIiIiIoqziDsOaTQajBs3DjNnzoTX68XSpUvx7rvvIj09/dSel19+GUeOHMH+/fshihUPTk0mEx5++OHoVU5ERERERERxw25DyrTl22DZfhcESd5Rw511HRxtZgC1NKBS6i3Fi3kv4q3f34I35K1yb88GPTH5wsno27hvnKqruWPffos9zz+vuNboH/9A2zFjGBoiiiNfmTw4pE/VJ6ASIqLaR6UQHGLHISIiIiKKt4iDQwDQpk0bTJs2Dc899xxsNhtKS0tPjSIDgDVr1lTan5mZiQkTJqBRo0ZnVSwRERERERElhlJwKCOjfgeH1O59sGy7FaqQS7bmtQyEvcOzgBBxo9+Y8oV82Hh0I747/B0+3/s5HH75eIzTtUltg0m9J+GqllfVibBN0erV+OPZZxXXsq+4Au3Hjq0Tfw6ic4nfIQ9WMjhERFRBseNQcnICKiEiIiKi+qxGwSEAaN++PZ577jmsXr0a69atw6FDhyBJlVvUN23aFP3798cVV1wBvZ4PBIiIiIiIiOoqq5Udh06n8h1DRt4/oQ5YZWt+8wUo7fIaoNImoDI5q8eK1QWrsfrQaqwtXAtXQB50+qvspGw81usxjGw/EhpVjR8dxNWJtWuxa9EiQJKPz2s4cCA6jBsHQVW7glxE9YHSqDIGh4iIKqgc8hA3Ow4RERERUbyd1dM/g8GAq6++GldffTXcbjesVivcbjcMBgMsFgtSOIuXiIiIiIjonFBayuDQSUKgFBl5N0PjK5StBZI6wtrtHUhqYwIqqyBJEnaX7sZ3h79DzqEcbDmxBRLkYRolqbpUPHTeQ7izy50wahL3Z4hU8fr12DF3LiDK/002uOwydHz8cQhqdQIqIyKlUWW6VF0CKiEiqn0Ep1N2TOL7KkREREQUZxEFh4LBII4fPw6XywWTyYTs7GxoNBWXMJlMMJlMMSmSiIiIiIiIEktpVFl9DA4JITcy8m+H1r1bthbUN4W1+3uQtGlxr8sf8uPnop+x+tBq5BzOweHywxGdb1AbcHfXuzGmxxik6eNf/9mw/u9/2DF7tmJoKOPii9FpyhSoGBoiShh/GUeVERGFo9hxiMEhIiIiIoqzagWHjh8/jg8++ACbN2+G3///L/Z1Oh3OP/98jBw5Eo0bN45ZkURERERERJRYVqs8eFHvgkNiAOm/3wedY7NsKaTNgLXHBxD12XErx+a1IbcgFzmHcrD2yFqUB8ojvoZWpcXI9iMxrtc4NEpqFIMqY8u2eTO2P/kkpGBQtmbp3Rtdpk6FSlM3Rq0Rnat8DnYcIiIKRyiX//zGjkNEREREFG9nfHq2Z88ezJs3Dy6XS7bm9/uxceNGbN26FZMnT0aHDh1iUiQRERERERElVr3vOCSJSNs1DgZbrmxJVCfD1v09hEytY1uCJGFf2T7kHMpBzuEc/Hr8V4hS5H8HqbpUDGw2EENaDMGApgOQqk+NQbWxZ8/Lw/YZMyAFArK1tJ490WXGDKh0DCcQJRo7DhERhadSGFXGjkNEREREFG9VBof8fj8WL15cKTSk0+mQlJQEl8t1qvuQx+PBkiVL8Oyzz8JgMMS2YiIiIiIiIoo7peBQRkY9CQ5JEsx7Z8J04nP5kqCDresyBFK6xeTWATGAX4t+Rc7hHHx36DscdBys0XVamVthSIshGNJ8CHpn94ZWpY1uoXFW9vvv2DZ1KkSfvJNJardu6Pbkk1DrGUwgqg18dnYcIiIKR1AYVcaOQ0REREQUb1UGh9atW4eSkhIAQHZ2Nu6++2507doVKpUKoihi+/btWLZsGY4dOwar1Yp169ZhyJAhcSmciIiIiIiI4sdqrb8dh5IPLUFy4Zuy4xJUKO38EvzpfaN6P7vPjjUFa5BzOAc/FPyAMn9ZxNdQCSpcmHUhhrQYgsHNB6NtWtuo1phIjj/+wLYpUyB6vbI1c+fO6DZ7NtRGYwIqIyIlfgc7DhERhaNSGFXGjkNEREREFG9VBoc2b94MAEhKSsLMmTORnp5+ak2lUqF79+6YMWMGHnvsMbhcLmzZsoXBISIiIiIionNQfR1VZir8N8wHFymulbVfAG+Dq6JynwNlB051Ffql6BeEpFDE10jRpmBAswEY0nwILm92OSwGS1Rqq03K9+7FtkmTEHK7ZWsp7duj+9y50JhMCaiMiMLxlck7DjE4REQEQJIgKASH2HGIiIiIiOKtyuDQoUOHAAD9+vWrFBo6XXp6Ovr374+vv/761H4iIiIiIiI6t5SW1r9RZYYT/0HqnimKa45Wk+BufHONrx0Ug9h8fDNyDucg53AO9tr31ug6zVOanxpBdlH2RdCpz93xP84DB5A3cSKCTqdsLal1a3SfNw+apKQEVEZEVVEKDunM5+73KiKi6hJcLgiSVOmYaDAA2ro9UpaIiIiI6p4qg0OOP+frtmnTpsqLtG7dGgBQrpCOJyIiIiIiorotEADKyioHhwRBQmrquRsc0pWuQ/rOf0GAJFtzNr0HzuYPRXzNcn851hxZg5xDOcgtyEWprzTiawgQcH7W+RjSvCIs1D69PQRBiPg6dY3r8GHkPf44gn8+pzidqWVL9FiwAFqzOQGVEdGZ+MsURpWlseMQEZGg8HONxJ9niIiIiCgBqgwO+f0VL+yNRmOVFzEYDJX2ExERERER0blDqdtQaqoETZWvKOsurSMPlu13Q5Dkr3HdWdfD0WY6UM2wjiRJ+OHID3gj/w1sOLYBATEQcT1J2iT0b9IfQ1oMwaBmg5BhzIj4GnWZu7AQeRMmIGC3y9aMTZuix4IF0KWlJaAyIjoTSZTgdygEhziqjIgIKoUuiiLHlBERERFRApyjj3mJiIiIiIgoWmw2pTFloQRUEnsa115Y8m+FKuSSrXktg2Dv8AwgyL8eSrYVb8PsX2Zj/dH1EdfRJLnJqa5CFze+GHp1/XyT3VNUhLwJE+C32WRrhsaNcd6iRdBbLAmojIiqI+AMQBIrd27TmDRQaav3fZSI6Fym2HGIwSEiIiIiSgAGh4iIiIiIiKhKVqv8DV6LRYTGuQvmfbOgDR5HaspFcDa9GyFT1aOuazOV9ygs2/4JdUAeUvGlXojSLq8CKu0Zr1NQXoAFvy7A5/s+j+j+PRv0xODmgzGkxRB0tnSuFyPIquI9cQJ5EybAV1wsW9NnZVWEhjIzE1AZEVWXr8wnO6Y3188gJBHRX6nKy2XHGBwiIiIiokSoVnCorKwMJSUlVa6fVNW+kzL5YI+IiIiIiKjOUOo41DDTh4xt/4TafwIAkFS+C6aj/4Y3429wNbsf/tTe1R7nVRsIARsytt0Mje+obC2Q1Am2rm9BUlc9xrvUW4qlW5fird/fgl888yhvo8aIfk36YUjzIRjUfBAamhrWuP5zjc9qRd7jj8NbVCRb02Vm4rxFi2BoyK8XUW3nL5N/L9Sl6RJQCRFR7SMoBIc4qozo/9i79/A46zr//6/7nsnMJJlTc25LCy3lUKS0QAWx0AJiEVzES68F+ekKKyhyWt0VkYMHQIQqsrpfVhS++mXxWJTlq+iqrUgXRL6wSKUUCpVSSk8kaY4zk8NMZub+/ZEmzeS+Z5JJ55Tm+biuvZp87ntm3sXrynaSV15vAABQDpMKDj3wwAOTfsJrrrkm53XDMLR27dpJPx8AAAAAoLycGofeufC50dDQCEOWqjvXqbpznRLBkxSb92kNNrxPMlylGnVKjFS/6jdfqqr+123Xkr556jzhx7KqwlkfP5gc1H9s+Q/9r7/+L/UmerPeJ0ktNS2jrUIr5qxQtTt3GGkmSnR3a9MNN2hgzx7bNU9dnZbdfbeqZ88uw2QA8uXYOBSicQgAJBqHAAAAUDlKvqrMsqyJbwIAAAAAVIzubntwaH7D7pyP8UQ2qu6VTynpO1yxeZ/SQMtFslw1xRpx6tIJzXr5k/JENtoupaoa1HnCz5T2tjg/1Err/277v/r6X76uPTF7yGWsBcEFuvmUm3XeEefN+BVkuQxFItr0hS+of+dO27WqcFhLv/EN1Rx2WBkmAzAVTsEhT5DGIQCQaBwCAABA5cgZHGKlGAAAAADAaVVZS6htUo91D76l8Ou3KPjm3eqbe6n65v6j0p7GQo84NVZa4df+Wb7u/7ZdSrsC6jzhJ0rVLHB86J/2/El3PHeHXu58OedL1Pvq9S8n/Ys+uvijqjKrCjH1IWsoFtOmL3xBfW++abvmDgS09OtfV+3hh5dhMgBTReMQAGTn2DgUDJZhEgAAAMx0OYND3/nOd0o1BwAAAACgQjmtKmsITC44NMJM9ijw1r/Jv/N76m/5sPoO+5SStUcVasT8WZaC276smvZf2i8ZXnUteVDJwPG2a1s6t+jO/7lTG3ZvyPn0PpdPV55wpa464SoFPPzmeC5DkYjaN2zQnl/9Sv27dtmuu2prtXTNGvkXLizDdAAORqI3YTsjOAQAwxwbh/z+MkwCAACAma7kq8oAAAAAANNLV5fLdjbLZw8ODTReIPfAdlXFXsn6XIYVV+3bP1Xt2z/VYP05is37tBKhd0klXt/lf+vb8u950HZuyVT3cfcpET4t43xvbK/ufuFu/eJvv5Cl7Cu4TcPUR47+iD538ufUUuu84gySlUqp64UX1LpunTr+3/+TNTTkeJ+rulon3HmnAkcfXeIJARSC46qyMKvKAECSzEjEdkbjEAAAAMqB4BAAAAAAICenVWVBT7uUzDwbaPqgBhvOlafnz/Lvul++ridyPq+v83H5Oh9XIrBUsXlXarDh/ZJZ/LepNXseUnDHNx2v9R7zDQ02vm/080giou9s+o6+v/n7GkwN5nzec+afo5vfebOOqTumoPMeSvp37VLr+vVq/cMflOjszHmv6fNpyZ13KnTccSWaDkChOTYOBWkcAgApS+NQgKZKAAAAlB7BIQAAAABATk6rymrNdttZytMoGYYSs05X16zT5Y69Jv/uB1Td9qgMy7lRRpI80U2q23K1kr556jvsk+pv+Ygsd21B/w4jfO2PKfT6LY7XIgtvVv/sSyRJiVRCP3r1R/rWxm+pO96d8zlPaDhBXzz1i1oxZ0XB5z0UJPv61P7kk2pdt06RLVsm9RjT49GS229X+Hj7ujgA00c84tA4FKJxCAAkyXQIDtE4BAAAgHIgOAQAAAAAyMqypO5ue3DIa9mDQ2lPU8bnSf+x6jn2XxVZcINq9zyo2r0/kpnszfpa7sFdCm37sgI77lHfnH9Q39xPKO1tPvi/xMjMXU9p1qv/JMNh1VjssCsVm3e1LMvSr7f/WmueX6O3om/lfL75gfm68Z036oKFF8g07P+NZjIrnVbPiy/q7fXr1fH000rH7eGBbALHHKOjrr1WwWOPLeKEAErBsXEoROMQAEhZGof8/jJMAgAAgJmO4BAAAAAAIKv+fkPxuJFx5vOl5BrqsN2b8jQ4Pkfa26LowpsUm3+dalrXqnbX/5Y7vjvra5rJXgV2/rv8u+7XQPOHFJt3pZK1B7f+qyryV816+XLH5qP+5r9X5Mgv6dnW53THc3for/v+mvO5wt6wPnPiZ3TpcZfK6+IH4GMNvP326CqyeFvbpB9XFQ6r+T3vUcu558q/YEERJwRQSvEeGocAIBszErGd0TgEAACAciA4BAAAAADIymlN2ZFz98lQKuMs7QpIruqcz2W5/eo77Ar1zblMvo7fyr/re/JEN2W937CGVNP6sGpaH9Zg3dmKzbtSifAKyTCyPsaJu2+b6l76B5npftu1wfpz9HzzlbrzD5/Q+rfW53wer8ury99xua5Zdo3C3nBeMxzKkgMD6vjTn/T2unXqfemlST/OcLlUd+qpmn3uuao75RSZbr5FARxq4r324BCNQwAwzIjFbGfpQKAMkwAAAGCm47tyAAAAAICsurrswaFFh+21naU9jZN/UtOtwaYPaLDxAnl6n5V/1/fk63w850N8XU/I1/WEEv7j1Tfv0xpo/DvJrJr4pQb3qO6lS+RKdtuuxfzLdF13vX743GqlrXTW5zBk6MNHfVg3LL9Bc/1zJ/77zQCWZan35ZfVum6d9j31lFIDA5N+bO2CBWo591w1n322PLNmFXFKAOWWiLCqDACyMR1WlVkEhwAAAFAGBIcAAAAAAFk5BYcWzG61naXyCQ6NMAwlwqepK3ya3H2vq3b3A6ppfUSGZf9B8whP7GV5Xr1Wge13qe+wK9Q/+/+T5fY7P/1Ql+pf+qjccXvQaa/ZoOWvbNXbiRdzjrhy7krdcuotOr7++Pz+boeowfZ2tf7hD2pdv16De+3/XbNxBwJqPvtstaxeLf9RR8nIszUKwPRjWZZz41CY4BAAKB6XEc/8Gmm5XLKqczd4AgAAAMVAcAgAAAAAkJXTqrL5jW/bzvJqHHKQrD1KvcfcregRn1ft3v9Q7Z6HZCZ7st7vju9R6I3bFNjxLfXN+Zj6DvuE0t7Zo9eNZJ/qX/q4qvpftz12R9LUaTs71JqyXRq1uG6xvnTql7TqsFUH9fc6FKTicXX8+c9qXbdO3X/9q2RZk3ugaapu+XK1rF6thtNOk+nxFHdQABUlNZhSOpHZ5mZWmXL5XGWaCAAqh+mwpswKBPJeyQsAAAAUAsEhAAAAAEBWTo1Dc+qcGoeaCvJ6aW+TogtuUGz+tapu/bn8ux6Qe/CtrPebqYgCu+6Tf/cDGmj6oGLzrlSyZpFmvfJJeaJ/td3fmpTeszudNTQ0p3aOblh+gz606ENymTP3h9uWZSn62mt6e906tf/3fyvV1zfpx1bPm6fZq1er+Zxz5G1oKOKUACpZvMehbSjkpXEMACQZkYjtLM2aMgAAAJQJwSEAAAAAQFZOwaHmUJvtLO0pbEDEctWof+5l6p/zD/J1/F7+nd91DAKNMKykatoeUU3bI0r65sk9uMt2T29Ket8eafuQ/fGBqoCuW3adPnH8J1TtnrkrIuKdnWp7/HG1rl+v/p07J/04V02Nms46Sy2rVyu4eDHBAACKR+zBIU+I5jEAkCQzGrWdWQSHAAAAUCYEhwAAAAAAWTkFh+pr7cGhQVdYiVRCbtMt07A/ZsoMlwYb36/BhvPl6X1etbu+J1/nehnKvi7LKTQ0mJY+8La0KZF5XmVW6dLjLtVnTvyM6nx1hZt7GkknEup49lm1rlunrr/8RUqnJ36QJBmGZp14olrOPVcN7363XD5fcQcFMK0kehO2M2/QW4ZJAKDyGA7BoXQwWIZJAAAAAIJDAAAAAIAcnIJDs3z24NA/Pnmzftt/8+jnLsM1GiJyGa7h/zNdto9Hro+9d6LHHW6s0Idcb+k95h55jYlDLilLurhVemog8/zCIy/UF5Z/QYcHD8//P8whILptm1rXrVPbH/+opMMPr7LxzZ6tltWr1bJ6tXxNhVlRB+DQ47SqzBOmcQgApCyNQ35/GSYBAAAAChQcSiaT6uvr09CQQ9+7g4aGwlbYAwAAAACKwyk45Hfvs521pTI/T1kppVIp232F8gNJjS7p6pB0TUhqzPHu9op26bG+A5+/q+Vd+uKpX9SJTScWbb5KlorHtfWee9S+YcOkH2P6fGpauVIt556r0JIlrCIDMKFExKFxKETjEABIkhGJ2M5oHAIAAEC5TDk4tHfvXv3ud7/Tpk2b1N7eLsvKXhM/lmEYWrt27VRfFgAAAABQQp2d9uBQjdGm8ZvCWouXEcpqX0q6rUv6Rrf08aD0ubB01Lgyi8/vk/5j/89ljgofpVtOuUXnzD9nxgZf0qmUttxxhzqffXZS94eWLFHLueeqceVKuaurizwdgENJvNfeOERwCACGmbGY7cwKBMowCQAAADDF4NCGDRv0/e9/X8lkMu/HTjZgBAAAAAAov/GNQy4zqSqry3Zfe/5vDwtmwJLu75X+d690Qa30D0EpbEr/JyL9NCo1VTfp+uXX6+KjL5bbnLkbuy3L0t++9a0JQ0Pepia1vPe9alm9WtVz5pRoOgCHGqfgkCfIqjIAkLI0DhEcAgAAQJnk/R3Tbdu26f777x8NAHk8Hi1cuFB1dXWqqqoq+IAAAAAAgPJIpaSenszgUGNwn4xxdUOdKWlyi6uLKy3pV33D/ydJtVW1uv7kq3TlkitVU1VT1tkqwfYf/ECt69Y5XjM9HjWccYZaVq/WrGXLZJj2pikAyEeix2FVWZjGIQCQJDMatZ3ROAQAAIByyTs49Nhjj42Ghs477zx95CMfkc/nK/hgAAAAAIDy6ukxZVmZK70Wzdlru691f9vQje+8Udctu05pK61kOqmUlVLaSitlpZRMJ0c/TqVTw3+O/9hKKZ1OK2klRz9OWSklreTox06PSaXtr1NfXa/T55yuWb5ZpfhPVfF2PfKIdj38sP2CYejIT35Ss88/X+7a2tIPBuCQFY84NA6FaBwCAEkyHIJDNA4BAACgXPIODm3dulWSdOKJJ+qyyy4r9DwAAAAAgAoxfk2ZJB152Nu2s9bU8J9NNU2SJNMw5XHxw+FK0fqHP+iN++93vHbUNddo7r4kExUAACAASURBVIUXlngiADNBotehcShE4xAASDQOAQAAoLLk3T0ei8UkSaecckrBhwEAAAAAVI7OTvtbxiOaW21nbSPBoeqmYo+EPHX+z/9o6z33OF47/GMfIzQEoGjivQ6NQ0FCpQAg0TgEAACAypJ3cCgYDEqSqqurCz4MAAAAAKByODUOHdbg0Di0f1XZSOMQKkPvli165fbbZaVStmuz3/9+HfHxj5dhKgAzRSLi0DgUpnEIAKQsjUP7f/YCAAAAlFrewaEFCxZIklpb7b9lCgAAAAA4dDgFh+bMsr8XHFlV1lzTXOyRMEl9b72lzV/8otJxe+NHwxln6OjrrpNhGGWYDMBMEe+xf/1hVRkADKNxCAAAAJUk7+DQ6tWrJUlPPfWU0ul0wQcCAAAAAFQGp1VljcF221lbUnIbbtX56koxFiYw2N6ul266SUmHH0iFly3T4htvlOFylWEyADMJq8oAIDszErGdWQSHAAAAUCZ5B4eWLVum9773vdq7d6++973vKeVQeQ4AAAAAmP6cGofqa9psZ60pqaGmQaaR91tMFNhQJKKXbrxR8X37bNf8ixbp+FtvlcvDD+4BFFd6KK1kfzLz0JA8Ab7+AIBE4xAAAAAqizvfB3R0dOgDH/iA+vv79eSTT2rbtm1avXq1jjrqKAUCAZnmxN8obmhomNKwAAAAAIDScQoOhbwOq8qSUlOwqRQjIYfUwIBeuuUW9e/aZbvmmzNHJ9x5p9y1tWWYDMBME484rykzTFYkAoDSaZmxmO2YxiEAAACUS97BoWuuuSbj8z179ujBBx+c9OMNw9DatWvzfVkAAAAAQIk5BYf8LnuTTVtKWlJDcKic0smkXvnqVxV97TXbNU9dnZauWSPPrFllmAzATBTvcVhTFqJtCAAkyXAIDaVraiRWyQIAAKBMSt4jb1lWqV8SAAAAADAF44NDHndcXqMn4yxlSftSUnNNcylHwxhWOq3XvvlNdT3/vO2aq6ZGJ9x5p6pnzy7DZABmqkRvwnbmDXrLMAkAVB7TYU2ZFQyWYRIAAABgWN6NQ6tWrSrGHAAAAACACjM+ONQcarPdsy8lpSU10ThUFpZl6Y3771f7H/9ou2ZUVWnJ7bfLf+SRZZgMwEzmtKqMxiEAGGY4BIfSrCkDAABAGeUdHLr66quLMQcAAAAAoMJ0dk4cHGpLDf/ZWN1YipEwzs6HH9buRx+1XzBNHXfLLQovXVr6oQDMeI6NQyEahwBAytI45PeXYRIAAABgWMlXlQEAAAAAKt/AgKGBgcy3jHPr3rbd15oc/pNVZaX39u9+pzd/8APHa0d/5jNqXLGixBMBwLB4D41DAJCNEYnYztKsKgMAAEAZERwCAAAAANh0dRm2syPnOASH9jcOsaqstDqeeUZbv/1tx2sL/vEfNef880s8EQAcEO+1B4doHAKAYUYsZjuzWFUGAACAMiI4BAAAAACw6epy2c7mN7XaztpoHCq5ns2bteVrX5PSadu1uR/8oOZfckkZpgKAAxIRVpUBQDamU+MQwSEAAACUkftgn+Dll1/Wc889p23btqm7u1sDAwOqrq7WrFmztGjRIp166qk6/vjjCzErAAAAAKBEurrsv2cyt94eHBppHGqobij2SJAU275dm7/0JaUT9h/KN511lhZddZUMw94WBQCl5NQ4xKoyABhmRqO2MxqHAAAAUE5TDg7t3btX//7v/6433njDdm1wcFDd3d3avn271q9fr0WLFunaa6/V7NmzD2pYAAAAAEBpOAWHWsJttrPWlFTnq5PXRZNEsQ28/bZeuukmpfr6bNdmnXyyjv3852WYFAsDKL9ED41DAJCN4RAcSgeDZZgEAAAAGDal7yju2LFDN998sy00VFNTo7q6OtXU1GScb9u2TTfddJN27Ngx5UEBAAAAAKXT2Wl/u9gYcF5V1uJvKcVIM1qiu1sv3XijEl1dtmuBY4/VO77yFZlVVWWYDADs4hEahwAgG6fgkOX3l2ESAAAAYFjejUNDQ0O6++67NTAwIEk6/PDDdcEFF2jp0qUKjknFRyIRbdq0Sb/5zW+0Y8cODQwM6Jvf/Ka+9a1vqYpvZgIAAABARXNqHKqrdm4cIjhUXMm+Pr10yy0a2LvXdq163jwtueMOuauryzAZADhL9NI4BADZmJGI7YzGIQAAAJRT3o1Df/zjH9XR0SFJes973qM1a9bojDPOyAgNSVIwGNQZZ5yhu+66S+ecc44kad++ffrjH/9YgLEBAAAAAMXkFBwKevbZzlqT0mw/a6mLJZ1I6OVbb1Xs9ddt1zwNDVq6Zo08oVAZJgOA7OK9Do1DQRqHAECSjFjMdmYFAmWYBAAAABiWd3Do+eeflyTNnz9fV1xxhUwz91OYpqnLL79c8+fPz3g8AAAAAKByjV9VVuPtk9fMXKswZEndaam5trmUo80YViqlV7/+dfW8+KLtmjsQ0NK77pKvqakMkwFAbk7BIW+YxiEAkLI0DrGqDAAAAGWUd3Bo9+7dkqSVK1dOGBoafRHT1MqVKyVJu3btyvclAQAAAAAl1t2d+X6vOWhfU9aWlCyxqqwYLMvS69/5jvY99ZTtmun1aslXv6raI44o/WAAMAErbSkRcVhVFiQ4BACSZESjtjOLVWUAAAAoo7yDQ9H9/6htbGzM63ENDQ2SpL6+vnxfEgAAAABQYuMbh5pD9uBQa2r4T1aVFd5bP/6x9v761/YLpql3fOlLCr3jHaUfCgAmIRFNDKdKx6iqrZJZlfe3IQHgkGQ6rCpLs6oMAAAAZZT3O/aamhpJUk9PT16Pi+yv36yurs73JQEAAAAAJdbVlfl2sSXcarunbX9wiMahwtrz619rxw9/6Hjt2OuvV/2pp5Z4IgCYPKc1ZZ6gpwyTAEBlMhxWlVkEhwAAAFBGeQeHWlqGvyH83HPP5fW4Z599NuPxAAAAAIDKlE7bV5W1hOzBodbk8J/Ntc2lGGtGaH/qKb1+772O14781KfU8t73lngiAMiP45qyMGvKAECSZFkyHVaV0TgEAACAcso7OLRs2TJJ0pYtW/Rf//Vfk3rM73//e23ZskWSdNJJJ+X7kgAAAACAEurtNZRKGRln8xqzNw6xqqwwuv/6V726Zo1kWbZr8y66SPP+/u/LMBUA5Cfe49A4FKJxCAAkSfG4jKGhjCOrqkry+co0EAAAADCF4ND73ve+0XVlP/zhD/Vv//Zv2rFjh+O9b731lu699149+OCDkobXnK1evXrq0wIAAAAAim78mjJJmt/4tu2sNSlVu6sV8PAb0gcr+vrrevkrX5E17gdJktSyerUWXnFFGaYCgPwleh0ah4I0DgGApOxtQ4bhcDcAAABQGu58H+D3+3X11VfrX//1X5VOp/XMM8/omWeeUTAYVEtLi3w+nwYHB9Xa2qrImF29pmnqmmuukd/vL+hfAAAAAABQWE7Bobn1DqvKUlJzTbMMftBxUPp379ZLN9+s1MCA7Vr9u96lo//lX/hvDGDaiPfSOAQA2RhjfmYywmJNGQAAAMos7+CQJL3zne/U5z//eX33u98dDQdFIpGMoNBYwWBQV199tU488cSpTwoAAAAAKImuLpftrDnUZjtrS0mNtY2lGOmQFe/s1Es33aShnh7bteA73qHjbrlFpsv+vwcAVKpExKFxKETjEABIORqHAAAAgDKaUnBIkk466STde++9euKJJ/T8889r27ZtSiQOfGPA4/Fo0aJFOvXUU3XmmWfKx45eAAAAAJgWnBqH6mvtwaHWpHRUTVMpRjokDcVieunmmzXYam9zqj3iCC356lfl4r00gGkm3mNvHPKGCQ4BgCQZDsEhGocAAABQblMODkmSz+fT+eefr/PPP1+S1N/fr8HBQfl8PtXU1BRkQAAAAABAadmDQ5Zm+RyCQynp9Jrm0gx1iEnF43r5y19W3/bttmve5madcNddquKHSACmIcdVZUFWlQGAROMQAAAAKtNBBYfGq6mpITAEAAAAANNcZ2dmcChQHZXHNZhxNpiWImmpicahvKVTKW258071bt5su1YVCmnpXXfJ29BQhskA4OAlellVBgDZ0DgEAACASlTQ4BAAAAAAYPob3zjUErKv0mpNSdVDphZs2KVn//AFJU1Tbr9fVYGA3IGA88e1tTJcrlL9NSqSZVn627e/rc5nnrFdM30+Lfna11Qzb14ZJgOAwohHHBqHQjQOAYCUpXEoGCzDJAAAAMABBIcAAAAAABlswaGwPTj09pB045Pz5e/6q3ZP9okNQ+7aWrn9frkDgeEw0SQ/dtXUyDCMg//LldmbDz6o1t//3nZuuN06/tZbFTzmmDJMBQCFk+hxaBwK0zgEAFKWxiG/vwyTAAAAAAdkDQ49+eSTox+vWrXK8Xyqxj4fAAAAAKCyjA8ONQfbbPe83ebVoq48V1VblpKxmJKxmNRqDyPlZJq5w0XjW45qa+Xy+WR6vcN/+nwyy9x2tPvRR7XzZz+zXzAMHXvDDao7+eTSDwUABRbvdWgcCtI4BACSZEYitjOLxiEAAACUWdbg0H333SdJMgwjI+gzcj5V458PAAAAAFBZJtM41N3pVXWpBpKkdFpDvb0a6u2d8lMYbvdokMjl9cp0+nPk4zGBo7Gfj4aRxtw/9jmzrWJre+IJbfvudx2vLbr6ajWfddaU/14AUEkSEYfGoRCNQwAgSUYsZjtLBwJlmAQAAAA4YMJVZZZlFfQFC/18AAAAAIDCsgWHQvbgUCziLm1wqACsZFKpZFKpvr6ivYZRVZUZRtofKopu3ep4/+Ef/agO++AHizYPAJSSZVmOjUMEhwBgmGPjEMEhAAAAlFnW4NBVV12V1zkAAAAAYPqLx6VodOLGoUSsynY2a/ly+Y88UsloVMloVEPRqJKx2PCf0ahS/f1Fm7tSWENDSg4NSQ6/TT7e7Pe/X0dcemkJpgKA0kgOJJUeSmecmR5TLl95V0UCQKUwolHbGY1DAAAAKLeswaEzzzwzr3MAAAAAwPTX3W3azuY12IND6Zj97WTzWWepZfXqrM+dTqWUjMUOBIsm8/H+8FE6bm+wmM4aTj9dR193nQzDKPcoAFAw8R7ntiG+1gHAMNMhOGQFg2WYBAAAADhgwlVlAAAAAICZY/yaMkmaXWcPDrkcGoc8DQ05n9t0ueQJheQJhfKeK5VIDIeJxjQYZXw8LnCU7O9XOh5XanBw9E9VyOrs8NKlWnzTTTJcNHAAOLQkIgnbGWvKAOAAx8Yhv78MkwAAAAAHEBwCAAAAAIzq7LQHh5oCbbaz6n7720nvBMGhg+HyeOSqr5e3vn5Kj7csS+mhIaUHB5WKxzP/HPl4JGg07vPR8NGY+0c/H3fPROGk8LJlOv7WW+XyeKb09wCAShbvtTcOeUJ8vQOAETQOAQAAoBLlHRy6+OKLZRiGrr/+ei1fvnzSj3vxxRd11113yTAMrV27Nt+XBQAAAACUwPjGIcNIq66mPePMsqTAgL1xqJjBoYNlGMZw+MjjkX3ywrAsS+lEwtZ0lIrHlR4YUNWsWfIvXCjDtIezAOBQkOilcQgAcnFsHAoEyjAJAAAAcMCUGoesg6h3P5jHAgAAAACKa3xwaFZtt6pcQxlnnTGX3Gkj48xVUyN3TU3R56tkhmHI5fXK5fWqit8cBzAD0TgEADmkUjL7+mzHVm1tGYYBAAAADuDXHAEAAAAAo7q6XBmfN4fsa8r29EyvtiEAQGnQOAQA2Tm2Dfn9ksvlcDcAAABQOiULDg0ODkqSPB5+ywgAAAAAKtX4xqGWUKvtnrZee3ktwSEAgGPjUJDvBQKAJJmxmO3MYk0ZAAAAKkDJgkObN2+WJIXD4VK9JAAAAAAgT52d44JDYXtwqLuXxiEAgJ1TcIjGIQAYZkQitrM0wSEAAABUAPuviY6xZcsWbdmyxfHan//8Z+3YsSPnk1uWpXg8rjfffFMvv/yyJOnoo4+e2qQAAAAAgKIb3zjUHLSvKotF3aoed+YhOAQAM57jqrIwwSEAkCTTYVUZjUMAAACoBDmDQ6+88ooeeeQRx2vPPPNM3i9mmqbOO++8vB+Xyy9/+Uv99Kc/Hf385z//edZ7e3p69Nhjj+mFF15QR0eHPB6P5s2bp1WrVunss8+WYRgFnQ0AAAAAphvbqjKHxqF4tMoWHKJxCADguKosxKoyAJAkwyE4lA4GyzAJAAAAkClncKiQjjjiCF1yySVatGhRwZ5z7969+sUvfjGpe7dv366vfe1riu7/x7nP59Pg4KBee+01vfbaa3r22Wd1ww03qKrKXrkPAAAAADOFLTgUsgeH0jH7W0mCQwAAx1VlQRqHAECicQgAAACVK2dw6Mwzz9Q73vGO0c8ty9Ltt98uSbr44ot17LHH5nxywzDk8/nU1NSk2traAox7QDqd1ne/+10NDQ3p6KOP1t/+9res9/b392vNmjWKRqOaO3eurr32Wh155JFKJpN6/PHH9dBDD2nTpk166KGHdMUVVxR0TgAAAACYLizLYVVZyL6qzNVn/4ULb2Nj0eYCAEwPiYjDqrIQwSEAkCQjErGdpQkOAQAAoALkDA41NjaqMcs3f+fPn6/jjjuuKENNxu9//3tt3bpVp59+ulpaWnIGhx577DH19PTI4/HopptuUlNTkyTJ7Xbrfe97nwYGBvSzn/1Mjz/+uM4//3zNmTOnVH8NAAAAAKgYsZihoaHMFc6zZ9kbh3z9Do1D9fVFmwsAMD0keuzBIU+YVWUAINE4BAAAgMplTnxLpq985Sv6yle+omOOOaYY80xKe3u7fvaznykQCOiyyy6b8P6nnnpKkvTud797NDQ01nnnnSefz6d0Oq2nn3660OMCAAAAwLTQ2Wl/izg+ODQUN+UdcmWcmVVVqgqFijobAKDysaoMALIzHIJDNA4BAACgEuQdHDruuON03HHHKVDGf9Def//9isfj+vjHP65gMJjz3r1796qjo0OSdOKJJzre4/P5tHjxYknSpk2bCjssAAAAAEwT49eUmUZK9bX7Ms76o/a2IV9jowwz77eXAIBDSCqRUnIgmXFmmIaq/Pb1lgAwE9E4BAAAgEo17b6z+/jjj2vz5s1asmSJVq1aNeH9O3fuHP143rx5We8bubZ79+6DHxIAAAAApqHxwaGGQIdcZjrjrL3X/gPg6ubmos4FAKh8iYjDmrKgR4ZpONwNADMPjUMAAACoVPZfFZ2CWCymrq4u9ff3K51OT3j/cccdN6XX6erq0o9//GN5PB596lOfmtRjuru7Rz+uq6vLet/ItYGBAQ0ODsrn801pRgAAAACYrsavKmsJt9ruaeu1v42sbmws2kwAgOkh3uOwpizMmjIAGOHYODTBRgUAAACgFKYcHOrv79dvf/tb/elPf1Jrq/2bydkYhqG1a9dO6TUfeOAB9ff366Mf/aiaJ/kbrQMDA6Mfe73Zv1nh8XgyHpMtOPT444/r8ccflyStWbNGDQ0Nk5oDpeF2u/nfBACmKb6GA0D5xeOZwaHmUJvtnm6HxqHalha+hgPANFWof4fH37AHh2rqavj/DwCwn3tw0HYWmDtX/oP4Osn3UgBg+uJrOIBKMqXg0J49e3TXXXdp3759eT/WsqypvKSeeuopbdy4UUcccYT+7u/+bkrPUQjnnHOOzjnnnNHPOzo6yjYL7BoaGvjfBACmKb6GA0D57d4dkHRgXUJLyP5LItGo/W2kt7GRr+EAME0V6t/h7TvbbWeuWhf//wEA9mvs7JQ57qzHsjR0EF8n+V4KAExffA0HUGpz5szJei3v4NDQ0JC+/vWvj4aGFi9erKOPPlq/+tWvJEmnnXaaGhoatG/fPm3ZskWRSESSdOqpp2revHlTmV+9vb166KGHZJqmrrzySrlcrkk/trq6evTjeDyumpoax/sSiQN72Mc+BgAAAABmismsKotHqzS+y7W6qamIUwEApoN4r71xyBPyONwJADOTEYvZztKBgMOdAAAAQGnlHRzasGGD2tqG6+o/9rGP6YILLpCk0eDQ6aefruXLl0uSksmk1q9fr5/+9Kd68cUXdfbZZ2vZsmV5D/mTn/xE0WhUq1ev1ty5czU4rtIzmUyOfjxyze12y+12a9asWaPXurq6sgaHurq6JA2HhrKtKQMAAACAQ1lX18SrytIx+9tIgkMAgERPwnbmDY2PmgLAzGXu/yXrsSyCQwAAAKgAeQeH/vKXv0garjEaCQ1lfXK3W+eff76ampp09913695779U3vvEN1dfX5/Wa7e3DVcfr16/X+vXrc9778Y9/XJJ0/vnn67LLLtP8+fNHr+3atUuHHXaY4+N27dolSVmvAwAAAMChrqsrs93VaVWZGauynVU3NWmgaFMBAKYDGocAIAfLkhGN2o5pHAIAAEAlGL9Sd0JvvfWWpOGVZE7S6bTtbPny5TrppJMUi8UmDP4U2pw5c9TQ0CBJevHFFx3vGRwc1KuvvipJWrp0aclmAwAAAIBKYltVNi44lEoa8g6O+/0Tw1B1Y2OxRwMAVLhEhMYhAMjGGByUkUplnFler+Tl6yQAAADKL+/Godj+PbyN474xbJqm0um0Egn7Nwkk6aSTTtLGjRu1ceNGXXLJJXm95q233prz+s9//nM98sgjox+Pt3LlSj366KN65pln9OEPf1hN42r0161bp8HBQZmmqdNPPz2v2QAAAADgUNHdnXtV2YDDmrKqcFhmlb2FCAAwszg1DhEcAoBhhsOasrTfX4ZJAAAAALu8G4dMc/gh1dXVGec+n0+S1N3d7fi42tpaSVJHR0e+L3nQPvCBDygcDisej2vNmjXavn27JCmZTGr9+vV6+OGHJUnnnHOO5syZU/L5AAAAAKDckkmpp2dc41A4s3FoIGoPDnn3N7wCAGY2x1VlQVaVAYAkmQ5ryizWlAEAAKBC5N04FA6H1d7err6+vozzhoYG7dy5Uzt27HB8XFvb8G+qZmskKqaamhrdeOON+trXvqbdu3frxhtvVHV1tRKJhFL760GXLl2qSy+9tOSzAQAAAEAlGN825HYNqSHQmXHWF7E3CxEcAgBIUqLXYVVZmMYhAJAkwyE4lA4GyzAJAAAAYJd3cGjevHlqb2/X3r17M86PPPJI7dy5Uy+88IJisZj8Y2o2k8mknnjiCUnDAaNyWLhwoe655x796le/0saNG9XR0SGfz6d58+Zp1apVOuuss0bblAAAAABgpunqynw/1BRst93T0UvjEADAGavKACA7x8YhVpUBAACgQuQdHDr22GP1wgsv6LXXXss4X7FihTZs2KCBgQF99atf1SWXXKKmpia1tbXpkUceUXv78Dedly1bVpjJx7jooot00UUXTXhfOBzWpZdeSrMQAAAAAIzT2TluTVmo1X4PjUMAgCwcV5WFWFUGAJJkRCK2MxqHAAAAUCnyDg4tX75cP/nJT/TGG29o3759amxslCQtWbJEJ5xwgl566SXt2LFDd911l+2xfr9fF1544cFPDQAAAAAoqPGNQy1he3AoFnVoHNr/nhAAMLM5riqjcQgAJElGLGY7swKBMkwCAAAA2OW9m2vOnDm65pprdPnllysez/xNon/+53/W8ccf7/i4uro63Xjjjaqrq5vapAAAAACAohkfHGoOtdnuGYw6NA7V1xdtJgDA9GClLSWi9uCQJ0jjEABIkunUOERwCAAAABUi78YhSVq5cqXjeU1Njb70pS/p1Vdf1ebNm9XT0yOv16sjjzxSp5xyijwevlkAAAAAAJVoMqvKUjG37U2kh1VlADDjJSIJyco8q/JXyXTn/TuLAHBIMqNR2xmNQwAAAKgUUwoOTWTx4sVavHhxMZ4aAAAAAFAE3d25V5VZluSKOTQOERwCgBkv3hu3ndE2BAAHGA7BoXQwWIZJAAAAADt+7QcAAAAAMOGqssE+lwzLyDhz1dTIXVNT9NkAAJXNKTjkDXnLMAkAVCan4BCNQwAAAKgUeTcOPfnkk5Kk2tpaLV++fNKP6+jo0CuvvCJJWrVqVb4vCwAAAAAooolWlQ1EHdqGGhuLOhMAYHpI9CZsZ94wwSEAGGFGIraztN9fhkkAAAAAu7yDQ/fdd9/oxytXrtSVV14pt3vip3nzzTd13333yTAMgkMAAAAAUGHGNw6NDw71R+3v+7z19UWdCQAwPTiuKguxqgwARphOjUOsKgMAAECFOKhVZU899ZRuv/12RRzS8tlYlnUwLwkAAAAAKIKJVpX1R2gcAgA4c2wcCtI4BAAjjFjMdpZmVRkAAAAqxJSDQ/79NZpbt27VzTffrF27dhVsKAAAAABA6ViW1NXlGv3cVzWgcG1vxj19To1DDQ1Fnw0AUPniERqHACAXw+GXry2CQwAAAKgQUw4OXX755TrjjDMkSfv27dMXv/hFbdy4sWCDAQAAAABKY2DA0OCgMfr5+LYhSepyahwiOAQAkJTocWgcCtE4BAAjnFaV0TgEAACASjHl4JDH49G1116riy++WJI0ODiou+++W7/5zW8KNhwAAAAAoPgmWlMmSdGIvXHIQ3AIACAp3kvjEADkYjgEh6xgsAyTAAAAAHZTDg6N+NCHPqTPfe5z8nq9SqfT+tGPfqTvfe97SqVShZgPAAAAAFBknZ2Zbw1bwq22ewajNA4BAJw5BYdoHAKA/YaGZA4MZBxZhiGrpqZMAwEAAACZDjo4JEmnnHKKbrvtNtXV1UmSNmzYoDvuuEOxWKwQTw8AAAAAKKLxjUMtIXtwKBWzNw4RHAIASFIiwqoyAMjGsW0oEJDMgvx4BgAAADhoBfuX6YIFC3TnnXdq4cKFkqQtW7bo5ptv1t69ewv1EgAAAACAIphoVdlQ3JQx5Mo4M6qqVBUKFX02AEDlo3EIALIzHX7BOh0IlGESAAAAwFlBI+2zZs3SbbfdptNOO02S1NbWpltuuUWbNm0q5MsAAAAAAArItqpsXONQf8Shbai+XoZhEWtxRgAAIABJREFUFHUuAMD0EO+xB4c8IU8ZJgGAymNEIrYzi+AQAAAAKkjBuzA9Ho8++9nP6sMf/rAkqb+/X2vWrNETTzxR6JcCAAAAABSAbVVZeFxwKFplewxrygAAI1hVBgDZmQ6rymgcAgAAQCUp2hLdiy66SP/0T/+kqqoqpdNpbdy4sVgvBQAAAAA4CBOtKuuPOjQOERwCAEiyLMtxVRmNQwAwzHAIDtE4BAAAgEpStOCQJK1YsUK33nqrwuFwMV8GAAAAAHAQbI1D41aVDTg0DnkIDgEAJCX7k7KSVsaZy+uS22cPnQLATETjEAAAACpd3u/gr7rqKknSggULJnX/okWLdOedd+oHP/iBBgYG8n05AAAAAECRTRQc6o84NA41NhZ1JgDA9BDvoW0IAHKhcQgAAACVLu/g0Jlnnpn3i9TX1+uGG27I+3EAAAAAgOLr7DwQHKr1xlTr68+4HnNoHPLW1xd9LgBA5UtEErYzb8hbhkkAoDI5Ng4Fg2WYBAAAAHBW1FVlAAAAAIDKN7ZxqCXcarsepXEIAJBFvNfeOERwCAAOcGwc8vvLMAkAAADgjOAQAAAAAMxgqZTU0zMmOBSyB4cGnRqHGhqKOhcAYHpwCg55gqwqA4ARZiRiO6NxCAAAAJUk66qyjo6O0Y8bxnxDeOz5VDXwDWYAAAAAqAi9vabSaWP08+ZQW8b1VNJQamDcW0fDkKeurhTjAQAqXKLXYVVZmMYhABhhxGK2MysQKMMkAAAAgLOswaFrrrlGkmQYhtauXWs7n6rxzwcAAAAAKJ+xa8ok+6qygZj9baNn1iyZ7qxvJwEAM4hj41CIxiEAGOHUOERwCAAAAJVkwlVllmUV9AUL/XwAAAAAgKkbHxxqDmY2DvVH7QEh1pQBAEY4Ng4FaRwCgBFGNGo7SxMcAgAAQAXJ+iuiq1atyuscAAAAADD9dHbmbhzqj1TZHuMhOAQA2I/GIQDIzXQKDgWDZZgEAAAAcJY1OHT11VfndQ4AAAAAmH5sq8pC41aV0TgEAMjBKTjkDdM4BAAjnBqHWFUGAACASjLhqjIAAAAAwKHLtqosNH5Vmb1xiOAQAGCE46qyEMEhABjh1DhEcAgAAACVhOAQAAAAAMxgE60qo3EIAJCL46qyIKvKAECSZFmOjUNpgkMAAACoIASHAAAAAGAGy2wcsmyryvojNA4BALJLRGgcAoBsjP5+Gel0xlna55Oq7P/GBgAAAMqF4BAAAAAAzGDd3QfeFoZqeuWtyvwBcB+NQwCAHJwah7xhgkMAIElGJGI7Y00ZAAAAKo39O8CTFIvF9MQTT2jTpk3avXu3+vr6NDQ0NOHjDMPQ2rVrp/qyAAAAAIACGruqbHzbkGVJgzH7b0N7CA4BAPaL9zisKguxqgwAJMl0WFNGcAgAAACVZkrBoRdffFH33nuvYrFY3o+1LGsqLwkAAAAAKIKxq8pawpnBocE+l6y0kXHmqq2Vu7q6JLMBACpbKp5SajCVcWa4DFXVsoIHACTJcAgOpYPBMkwCAAAAZJd3cGjv3r26++67lUwmR8/q6+tVV1enKvbyAgAAAMC0MjY41Bxqy7g2ELW/x/M2NhZ9JgDA9BCPOLQNBT0yDMPhbgCYeRwbh/z+MkwCAAAAZJd3cOiXv/zlaGjone98pz72sY+ppaWl4IMBAAAAAIprcFDq68u+qqw/Yn/L6K2vL/pcAIDpIdGbsJ15Q94yTAIAlcmIRGxnNA4BAACg0uQdHHrllVckScccc4yuv/76gg8EAAAAACiNsW1Dkn1VWT+NQwCAHOI9Do1DIU8ZJgGAymTGYrYzKxAowyQAAABAdubEt2Tq6emRJJ1++ukFHwYAAAAAUDrjg0PNwcxVZY7BIRqHAAD7JSI0DgFALo6NQ6wqAwAAQIXJOzhUW1srSQpSpwkAAAAA01pXlyvj8/GNQwNRh1VlNA4BAPaL99obhwgOAcABZjRqO7P42QoAAAAqTN7Bofnz50uSOjo6Cj4MAAAAAKB0bKvKQpNYVdbQUNSZAADTh1NwiFVlAHCA4RAcSrOqDAAAABUm7+DQ2WefLUl65plnCj4MAAAAAKB0bKvKQpmryhwbhwgOAQD2i/fQOAQAuTg2DhEcAgAAQIXJOzj07ne/W8uXL9cbb7yhn//858WYCQAAAABQAp2dB94SGkY6IzhkWVJ/xN445CE4BADYLxFJ2M5oHAKAA2gcAgAAwHSQd3BIkj772c9qxYoV+s///E/dcccdeuGFFxSJRAo9GwAAAACgiMY2DtX7O+V2pUY/H4qbSg5lvmU0qqpUFQyWbD4AQGVzWlVG4xAAHODYOMS/pwEAAFBh7L3zE7j44oszPt+8ebM2b9486ccbhqG1a9fm+7IAAAAAgAIb2zg0fk1Zf9TeNuRtaJBhGEWfCwAwPSR6HRqHgjQOAcAIx8Yhv78MkwAAAADZTalx6GBYllXqlwQAAAAAOBjbONQSas24NhC1/56JlzVlAIAx4j0OjUNhGocAYITpsKmBxiEAAABUmrwbhxYvXsxvmAIAAADAIaC7e0xwKJwZHOqPODcOAQAwIhGxNw6xqgwADjBiMdtZOhAowyQAAABAdnkHh2699dYijAEAAAAAKLXcq8poHAIA5BbvdWgcIjgEAKNMh1VlFsEhAAAAVJiSryoDAAAAAJSfZbGqDABwcJyCQ56gpwyTAEAFSiRkDA5mHFkul6yamjINBAAAADgjOAQAAAAAM1AkYiiVOrCG2raqLGpfVeYhOAQA2C+dSmsoOmQ794QIDgGAJJkOa8qsQEAyDIe7AQAAgPIhOAQAAAAAM9DYNWWSfVUZjUMAgFwSkYTtrCpQJdPFtxsBQJKMSMR2lmZNGQAAACoQ7+QBAAAAYAYau6ZMsq8qc2ocIjgEABiR6LUHh7xBbxkmAYDKZEajtjPL7y/DJAAAAEBu9l8hncBtt912UC9oGIa+/OUvH9RzAAAAAAAOTq7gUCppKN4/7u2iacpTV1eK0QAA00C8N247Y00ZABxgOASH0sFgGSYBAAAAcss7OLRly5ZizAEAAAAAKKGxwSGXmVRDoGP0c6c1ZZ5wWKY777eQAIBDlGPjUIjGIQAY4dg4xKoyAAAAVCBWlQEAAADADNTV5Rr9uDG4T6ZpjX7uuKassbEkcwEApgenxiFvmOAQAIwwIhHbWZrgEAAAACpQ3r8u+vDDD094j2VZikajev311/Xb3/5WL7/8slasWKFPf/rT8nioLAYAAACAchvbODR2TZkk9Ts0DnkbGoo+EwBg+nBcVRbk+34AMILGIQAAAEwXRemZNwxDwWBQJ598sk4++WQ9/PDDevTRRzU4OKgbbrihGC8JAAAAAMhDZ+eB4FBzqC3j2oBD45Cnvr7oMwEApo9EhFVlAJCL4RAcSgeDZZgEAAAAyK0kq8ouvvhiLVy4UC+88IKefvrpUrwkAAAAACCHjMah8LjGoYhD4xCrygAAYzg2DoVoHAKAEY6NQ35/GSYBAAAAcitJcEiSVqxYIUnasGFDqV4SAAAAAJBF7lVl9sYhL41DAIAx4j324BCNQwBwgBGJ2M7SrCoDAABABSpZcKihoUGStHPnzlK9JAAAAAAgi7HBofGryvqjNA4BAHJL9LKqDAByMWIx25nFqjIAAABUoJIFhyL70/X9/f2lekkAAAAAQBa5GocGnBqH9v8yCAAAkhSPsKoMAHJxWlWWZlUZAAAAKlDJgkNPP/20JCkcDpfqJQEAAAAADoaGpEhkTHAofCA4lE5LAzGHxiFWlQEAxqBxCAByMx1WldE4BAAAgEpk/25wgbW3t+snP/mJtm7dKklasmRJsV8SAAAAAJDD2LYhKXNVWbzPLSttZFx3+/1yVVeXZDYAwPQQ76FxCABycVpVlg4EyjAJAAAAkFvewaHbbrttUvclk0l1d3dr3759o2cej0cXXnhhvi8JAAAAACig8cGhsavK+qMObUOsKQMAjJOI0DgEALkYTo1DBIcAAABQgfIODm3ZsmVKL+T3+3Xddddp9uzZU3o8AAAAAKAwOjsPBIc87rjq/N2jn/dHq2z3ewgOAQDGsCxL8V574xDBIQA4wIxGbWc0DgEAAKASFW1VmdvtVk1NjQ477DAtW7ZMZ511loLs7wUAAACAshvbONQUbM+4NkDjEABgAkN9Q7JSVsaZy+eSy+sq00QAUGHSacdVZTQOAQAAoBLlHRx6+OGHizEHAAAAAKBExgaHWsKtGdecGocIDgEAxkr0sqYMAHIx+vpkWJkBy3R1teQu2u9yAwAAAFNmTnwLAAAAAOBQkhEcCo0PDjk0DjU2Fn0mAMD04bSmzBPylGESAKhMRiRiO7PYyAAAAIAKRXAIAAAAAGaYscGh5lBbxrWBiEPjUH190WcCAEwfNA4BQG6mw5qyNGvKAAAAUKEIDgEAAADADJN7VZlD4xCrygAAYzg2DgVpHAKAEY6NQwSHAAAAUKEIDgEAAADADNPZ6Rr9eOyqMsuS+qMOjUOsKgMAjEHjEADkZkajtjMahwAAAFCp7L9KOknRaFQbNmzQpk2btHv3bvX19WloaGjCxxmGobVr1071ZQEAAAAABynbqrKhuKnUUObvlxhVVXLzQw4AwBhOjUPeMMEhABhhOASHaBwCAABApZpScOgvf/mL7rvvPvX19eX9WMuypvKSAAAAAIACyVhVNqZxqD/i3DZkGEZJ5gIATA+OwSEahwBglGPjUDBYhkkAAACAieUdHNq+fbvuuecepdPp0bOmpiaFQiFVVdm/yQwAAAAAqByWNS44FB4THIra3yJ66+tLMhcAYPpwCg55gp4yTAIAlcmxccjvL8MkAAAAwMTyDg49+uijo6Ghs846SxdddJHq6uoKPhgAAAAAoPD6+gwlEgcahMauKhuIOjcOAQAwVqI3YTujcQgADqBxCAAAANNJ3sGhrVu3SpJOPPFEffrTny74QAAAAACA4hnbNlTj7VOw+sAPNRwbhxoaSjIXAGD6cGwcCtM4BAAjHBuHAoEyTAIAAABMzJz4lkwDAwOSpHe9610FHwYAAAAAUFydnQfeBjYH2zKuOTYOERwCAIzj2DgUpHEIAEaYkYjtLE1wCAAAABUq7+BQfX29JMnj4beIAAAAAGC6Gds4NHZNmST1R2gcAgBMLB5xaBwK8b1CABhB4xAAAACmk7yDQ8cee6wkaefOnQUfBgAAAABQXGODQy3h1oxr/TQOAQAmwbFxKETjEACMMB2CQzQOAQAAoFLlHRx6//vfL9M0tWHDhtG1ZQAAAACA6WHsqrKWUGZwaCBqbxzyEBwCAIwT77U3DnnDBIf+f/buP7bShK4f/ed52p7Tmek5pzNtZ8rALgKrgsqPlVxNgLiIG3ThC4bEQPxGJcSff4AxmnAh6irxYpZEcv8gUdGrkR8GUKKymFwhcwkqCnwvv9YV3YvsLrIL7M5MT9tzOue0p+0594/Zdtp5npm2M22fPmder7+6n3M689ndpDPn9N33B2CDxiEAAMpkz8Gh22+/Pd70pjfFwsJC/P7v/340m82D2AsAAIADMD+ff6psfS2Jle5VwaE0jcqpU4e1GgAlsLa8FuvL69tmyUgSo8ez4VOAW5XGIQAAyuSGXtG/8pWvjHq9Hn/6p38av/qrvxovfvGL44477oharRZJkuz4+XfdddeN/LYAAADcpGudKuvktQ2dPBnpyMih7AVAOfRa+WfKdvOeIMCtIrdxqF4vYBMAANjZDf8o0PLychw7diyWlpbic5/7XHzuc5/b1eclSSI4BAAAUJBrnSrrtscyz606UwbAVfLOlFUalQI2ATi68hqHnCoDAOCo2nNwaDAYxB//8R/Hpz/96Rv6DQeDwQ19HgAAADdva+PQ1lNlnVb25aHgEABX6y3kNw4B8JTl5Uh6279WDkZHYzA+XtBCAABwfXsODv3Lv/zLttDQC17wgvje7/3emJycjNFRt8wBAACOsm2nyhpbT5VpHAJgZxqHAK4vXVrKzPq1WoSTjgAAHFF7Tvp84hOfiIiI8fHxePvb3x7Pfe5z930pAAAADsbc3MhTHw1idnJrcEjjEAA767U0DgFcT9JqZWbOlAEAcJSlOz9lu29961sREfHjP/7jQkMAAAAlsrYWsbh4+Seda8facayyvPlYN6dxqCI4BMBV8hqHBIcArkjb7cxMcAgAgKNsz8Ghfr8fERHPetaz9n0ZAAAADs7CQhqDweXg0NYzZRHXaByamTmUvQAoj5UFp8oArifJCQ716/UCNgEAgN3Zc3Do9OnTERGxvLy8wzMBAAA4SprNKy8Bt54pi4jotrKNQ9WpqQPfCYBycaoM4PpyG4cmJgrYBAAAdmfPwaEf/uEfjoiIBx98cN+XAQAA4OBsDQ6dqT+5+XG/H9FdymkccqoMgKs4VQZwfUmrlZn1nSoDAOAI23Nw6J577omZmZn47Gc/G//+7/9+EDsBAABwAObm8huHli+Nbp4w2zBaq8XI+Pih7QZAOeQFhyp1p8oANqRLS5nZwKkyAACOsD0Hh44fPx5ve9vb4vTp0/Gud70r7r///uh0OgexGwAAAPto26myxpXgULetbQiA3ektOlUGcD25jUNOlQEAcIRl3x3ewTve8Y6IiBgfH49erxd/+Zd/GR/60Ifi7NmzUavVIkmS635+kiRx77333ti2AAAA3LBtp8oaV06VdVpjmecKDgGQJ7dxaFLjEMCGtN3OzDQOAQBwlO05OPQf//EfmVm/34/HH398XxYCAADgYFzrVFlH4xAAu6RxCOD6kpxTZf1arYBNAABgd/Z8qgwAAIBymp+/1qmybONQRXAIgBy5jUN1jUMAG9KcU2UahwAAOMr23Dj0kY985CD2AAAA4IBd81SZxiEAdqG/1o/VpdXMXHAI4Iok51RZf2KigE0AAGB3NA4BAADcIjZOlSVJ/6rgULZxSHAIgKv1WtkzZZV6JdIRbzECbEhzgkMahwAAOMq8qgcAALhFbDQOnTwxH5XRK40RXY1DAOxC7pmyhrYhgK1yG4dqtQI2AQCA3REcAgAAuEVsBIe2tg0NBhqHANid3mK2caharxawCcDRlbZamdlAcAgAgCNMcAgAAOAW0O0m0e1efgk423hic766nMb66vaXhmmlEqO+uQHAVVZaGocAdqJxCACAssn20e/Bww8/HA888EA8/vjjcenSpej1sj91dLUkSeLee++9md8WAACAPdpoG4rY3jh0rbahJEkOZS8AymNlIRscqk5qHALYtL4e6aVLmfFgYqKAZQAAYHduKDj05JNPxh/+4R/GQw89tN/7AAAAcAC2Boe2Ng512tmXhRVnygDIkXeqrFLXOASwIVlaysz6J05EjIwUsA0AAOzOnoNDCwsLce+998bCwsJB7AMAAMABmJvbEhyavBIc6uY1Ds3MHMpOAJRL3qmyakPjEMCGNOdM2cCZMgAAjrg9B4c++tGPboaGbr/99vjJn/zJeO5znxuTk5MxOnpTl88AAAA4INc8VdbKvo6rTk0dyk4AlEte45DgEMAVSU5wqF+vF7AJAADs3p6TPl/+8pcj4nJo6J3vfGdUKuqIAQAAjrprnyrTOATA7qwsaBwCuJ7cxqGJiQI2AQCA3Ut3fsp2G21DP/ZjPyY0BAAAUBLXOlXWaWscAmB3VhazwaFKw/uDABuSVisz0zgEAMBRt+fgUP2pv+ROTk7u+zIAAAAcjGudKutqHAJgl3otp8oAriddWsrMBrVaAZsAAMDu7Tk49MxnPjMiIi5cuLDvywAAAHAwNoJDabIep+vnN+e5jUPT04e2FwDloXEI4PpyG4cEhwAAOOL2HBx65StfGRERn/nMZ/Z9GQAAAA7GRnBounYxRtJ+RESsrSbR614VHErTGDt58rDXA6AEeosahwCuJ223MzONQwAAHHV7Dg794A/+YNx1113xjW98I/78z/88+v3+QewFAADAPtoIDm0/U5ZtG6qcOhXpyMih7QVAeWgcAri+JCc4pHEIAICjLvsu8S788i//coyPj8cnPvGJeOihh+Luu++OO+64IyYmJiJNd84iTau9BwAAOFRzc5dfq81OPrE567THMs9zpgyAPIPBIHotjUMA16NxCACAMrqh4NDIyEi86lWviq997Wvx6KOPxp/92Z/t+nOTJIkPf/jDN/LbAgAAcAP6/Yj5+aeCQ40rwaG8xiHBIQDyrC6txmB9sG02emw0Ripa6gA2JK1WZqZxCACAo+6GgkOf/vSn473vfe8NnSkbDAY7PwkAAIB9s7iYRL+fRMT2U2UahwDYLWfKAHaWLC1lZoN6vYBNAABg9/YcHPra174Wf/RHf7T5z+Pj4/Gc5zwnGo1GjI1l33QGAACgWBtnyiKuPlWmcQiA3ektOlMGsJO8U2X9iYkCNgEAgN3bc3Dob//2byPi8smxN7zhDfGa17wmRkdvqLgIAACAQzA/f+WMzLZTZS2NQwDsjsYhgJ2lOafKNA4BAHDU7Tnx88gjj0RExEtf+tJ43etet+8LAQAAsL+azSuNQ9tPlWkcAmB38oJD1brGIYCt8k6V9Wu1AjYBAIDdS3d+ynadTiciIl70ohft+zIAAADsv22nyhpbT5VlG4cqgkMA5Mg7VaZxCGC7ROMQAAAltOfg0KlTpyLi8qkyAAAAjr6tjUOzk9+JiIh+P2J5SeMQALuT2zg0qXEIYNNgEGm7nRn3JyYKWAYAAHZvz8Gh5z//+RFx5WQZAAAAR9tGcGh0ZDWma82IuBwaGgy2/0DIaK0WI1XfBAYgK69xqNrwZwbApuXlSNbWto0GlUrE+HhBCwEAwO7sOTj06le/OiqVSnzqU5+KZrN5EDsBAACwjzZOlZ2un9+cddo5bUMzM4e2EwDlktc4VKk7VQawIbdtqFYrYBMAANibPQeHnva0p8Wb3/zmWF1djXe84x3x9a9//SD2AgAAYJ9sNA7NNp7YnHXbY5nnVaemDm0nAMql19I4BHA9SauVmQ0EhwAAKIHsj5ju4KMf/WhERLzwhS+ML37xi/Gbv/mb8exnPzu++7u/OyYmJiJNd84i/dRP/dTeNwUAAOCGzM9ffp12pvHk5iy3cWh6+tB2AqBcVhayjUPVScEhgA0ahwAAKKs9B4f++q//OjN75JFH4pFHHtn1ryE4BAAAcHg2TpXNTl5pHOrkNQ45VQbANThVBnB9SU5wSOMQAABlsOdTZQAAAJRL/qmy7M+RVJwqA+AaeotOlQFcj8YhAADKas+NQ7/zO79zEHsAAABwAFZWIpaW8k6VaRwCYPdWWjmNQw2NQwAbNA4BAFBWew4Ofd/3fd9B7AEAAMAB2GgbirjqVFkr+3KwOj19KDsBUD65jUOTGocANuQ2DtXrBWwCAAB741QZAADAENsWHHrqVNlgENHNaxwSHAIgx1p3LdZX1rfNktEkRo/t+WcSAYZWbuPQxEQBmwAAwN4IDgEAAAyxrcGhM08Fh3rLaayvbX85mFarMeobGwDk6LVy2oYa1UiSpIBtAI6mtNXKzDQOAQBQBoJDAAAAQ2z7qbLvRMS124Z8AxiAPCuLK5lZteFMGcBWydJSZjao1QrYBAAA9kZwCAAAYIhtBIeqY8sxefzy+YROy5kyAHZPcAhgZ7mNQ4JDAACUwHUPkb/hDW/Y998wSZL48Ic/vO+/LgAAAFlzcyMREXGm8eTmrNPOvhQUHALgWlYWssGhSqNSwCYAR1fSbmdmGocAACiDQ28cGgwGh/1bAgAA3LI2GodmG09szjo5p8oqgkMAXEOv1cvMNA4BbJfmBIc0DgEAUAZOlQEAAAyxzeDQ5JXgUFfjEAB7kHeqTOMQwHYahwAAKKvrnir7yEc+clh7AAAAcADm5i4Hh87Ut5wqa2UbhwSHALiW3mJO41Bd4xDAVhqHAAAoK41DAAAAQ2x+PqdxaEnjEAC7l9s4NKlxCGCr3Maher2ATQAAYG8EhwAAAIbY5qmyxpXgkMYhAPYit3GooXEIYNPaWqSdzrbRIElicOJEQQsBAMDuCQ4BAAAMqcHgSnDoTOPyqbK11SR6yyPbn5imUTl58rDXA6Ak8hqHBIcArshtG5qYiEh9CwYAgKPP31oBAACGVLudxOpqEhERs5PfiYiIbjvnTNnUVCQjI5k5AERc41RZ3akygA3p0lJm1q/VCtgEAAD2TnAIAABgSG20DUVEzJ78dkREdNrZM2WVqalD2wmA8sk9VTapcQhgQ9JqZWaDer2ATQAAYO8EhwAAAIbU3NyVl3xn6ucjIqKT1zg0M3NoOwFQPrmNQw2NQwAb0mudKgMAgBIQHAIAABhSG41DJ6pLMVHtRkREt5VtHKpqHALgOnIbh+oahwA2JDnBob7GIQAASkJwCAAAYEhtBIdmJ5/YnGkcAmAv+mv9WL20un2YRFTqGocANuQ1DvVrtQI2AQCAvRMcAgAAGFIbwaEzjSc3Z512TuPQ9PSh7QRAufRa2bahSr0SSZoUsA3A0ZS0WpmZU2UAAJSF4BAAAMCQ2mwcalxpHOoKDgGwBysLK5lZteFMGcBWeY1DA6fKAAAoCcEhAACAIZV7qqyVc6pMcAiAa1hZzAaHnCkD2C5ZWsrMnCoDAKAssu8YH2Htdju+8IUvxIMPPhiPPvpoXLx4MdbX16Ner8ezn/3sePnLXx4/9EM/dN1fY2FhIe6///744he/GBcvXoxKpRK33XZb3HXXXfGKV7wikkTNMgAAMBzm5kYiIuJM/fKpsn4/YvlS9mVgZWrqUPcCoDzyTpVpHALYLs07VSY4BABASZQqOPRLv/RLsb6+vvnPY2NjMTIyEs1mM5rNZnzhC1+IO++8M3791389qtXsGxiPPPJIvPOd74z2U7Wh4+Pjsby8HA899FA89NBD8bnPfS7e+ta3xthYtrofAACgbK5uHFpeGo3BYPsPS4zW6zGS8/oJACKcKgPYjSTFcTgjAAAgAElEQVTnVJnGIQAAyqJUwaH19fW444474uUvf3m88IUvjDNnzkRExPnz5+Nv/uZv4lOf+lR8+ctfjj/5kz+Jt7zlLds+t9PpxH333Rftdjue/vSnx5vf/OZ4znOeE2tra3Hu3Ll43/veFw888EC8733vi1/4hV8o4l8PAABgX20GhxqXg0OddvaHJJwpA+B6ck+VNZwqA9gqzQkODer1AjYBAIC9K1Vw6N57740f+IEfyMxPnz4dv/IrvxJpmsa5c+fin//5n+Onf/qnY3rLG+D3339/LCwsRKVSibe//e1x+vTpiIgYHR2Nn/iJn4hutxsf+tCH4ty5c/GqV70qzp49e2j/XgAAAAdhIzh05uS3IiKi286+BBQcAuB6nCoD2Flu49DERAGbAADA3qVFL7AXeaGhrV7xildsfvzII49se+yf/umfIiLiJS95yWZoaKt77rknxsfHo9/vx2c+85l92BYAAKA4q6sRi4sbp8q+ExEahwDYO41DADtLW63MTOMQAABlUarg0E4qlStvWvT7/c2Pv/3tb8fFixcjIuLOO+/M/dzx8fF43vOeFxERDzzwwAFuCQAAcPAWFjZe7g1itn759VBH4xAAe9Rb1DgEsJNkaSkz69dqBWwCAAB7N1TBoa9+9aubH99+++2bH3/zm9/c/Pi222675udvPPb4448fwHYAAACHZ27u8su9xvHFqI6uRkREp6VxCIC9WVnQOASwkzTnVNlAcAgAgJIYmuDQpUuX4u/+7u8iIuJ5z3tenD17dvOx+fn5zY9PnTp1zV9j47FutxvLy8sHtCkAAMDBazafOlPWeGJz1tU4BMAe9VoahwCuazCIJCc4pHEIAICyyL5rXEL9fj/e8573xPz8fIyNjcWb3vSmbY93u93Nj6vVa7+xsfXUWbfbjfHx8cxzzp07F+fOnYuIiPvuuy+mvcl+pIyOjvp/AlBSvoYD7K/V1SQiImYnrwSHOu1s49CZ7/7uaNzk119fwwHKa6ev4euX1jOz08887es+wIZLlyJZ3/61cjA+HtNbfrj5oPh7OEB5+RoOHCVDERz6i7/4i/jSl74UERE///M/H9/1Xd91YL/X3XffHXfffffmP1+8ePHAfi/2bnp62v8TgJLyNRxgf33jG8cjYjLONJ6MiIjBIL9xqDM6Gqs3+fXX13CA8trpa/iluUuZWbff9XUf4CnpE0/E7FWz/sTEoXyd9PdwgPLyNRw4bGevE2wv/amy97///fEP//APERHxxje+MV7xildknnPs2LHNj1dWsnfZN/R6V6qXt34OAABA2Vx9qqzXHYn1te0vAdPx8Rg9ceLQdwOgPHqLOafKJp0qA9iQ5pwpGzhTBgBAiZQ6OPTBD34w/v7v/z4iIn7mZ34mXv3qV+c+7+TJk5sfN5vNa/56G48dO3Ys90wZAABAWWwGh546VdbJaRuqTk9HkiSHuhcA5THoD6LXygkONQSHADYkOcGhfr1ewCYAAHBjShsc+sAHPhD3339/RFwODb32ta+95nNvv/32zY8fe+yxaz5v47FnPOMZ+7QlAABAMTaCQ2fql0+VddpjmedUp6cPdScAymV1aTUG/cG22ejx0UjHSvuWIsC+0zgEAEDZlfJV/vvf//74+Mc/HhE7h4YiLt9qm37qDfGvfOUruc9ZXl6O//zP/4yIiBe+8IX7uC0AAMDh22wcOvmtiIjo5jUOTU0d6k4AlMvK4kpmVq1rGwLYKmm1MrO+4BAAACVSuuDQ+9///s3zZD/7sz+7Y2how4/8yI9ERMS//uu/xvnz5zOPf+ITn4jl5eVI0zRe9rKX7d/CAAAABZibG4mIiNlTl4NDnVZO49DMzKHuBEC59BazZ8oqk5UCNgE4utKlpcxM4xAAAGVSquDQBz/4wc3Q0M/93M/Fa17zml1/7mtf+9qYnJyMlZWVuO++++KRRx6JiIi1tbX45Cc/GR/5yEciIuLuu++Os2fP7v/yAAAAh+jqU2V5jUMVjUMAXEdu41BD4xDAVhqHAAAou+w7x0fUxYsX4/7774+IiCRJ4mMf+1h87GMfu+bzX/Oa12xrIzp+/Hi87W1vi3e+853x+OOPx9ve9rY4duxY9Hq9WF9fj4jLJ8re+MY3Huy/CAAAwAEbDCLm59NIkn6cqTUjIqLT1jgEwN4IDgHsLG23MzONQwAAlElpgkP9fn/z48FgEIuLi9d9/vLycmb27Gc/O9797nfHxz72sfjSl74UFy9ejPHx8bjtttvirrvuih/90R+NNC1VCRMAAEBGp5PE8nIS07WLMZpefi3VyWkcqk5PH/ZqAJRIXnCoUneqDGCrJCc4pHEIAIAyKU1w6PTp0/FXf/VXN/3rTE5Oxhvf+EbNQgAAwNDaPFPWeHJz1s1rHBIcAuA6eou9zEzjEMB2uY1D9XoBmwAAwI1RrwMAADBkNoJDs40nIiJibTWJ3vLI9ielaVQmJw97NQBKJLdxaFLjEMBWuY1DExMFbAIAADdGcAgAAGDIzM09FRyavBwc6uS1DU1NRTIykpkDwIbcxqG6xiGArdJWKzPTOAQAQJkIDgEAAAyZq0+VdVvZK9XOlAGwk5VWTuNQQ+MQwFbJ0lJm1q/VCtgEAABujOAQAADAkLn6VFlu45DgEAA7yG0camgcAtgqt3FIcAgAgBIRHAIAABgyV06VfTsiIjrtbONQRXAIgB2sLGQbh6qTgkMAWyXtdmamcQgAgDIRHAIAABgy8/NPnSo79XhERHTzGodmZg51JwDKZ2Ux51RZ3akygK3ygkODer2ATQAA4MYIDgEAAAyZzVNlG41DrWzjUHVq6lB3AqB8ei2nygCua3U10uXlbaNBmsbg+PGCFgIAgL0THAIAABgym6fKGhciIqKT1zjkVBkA1zEYDHIbh5wqA7gizWsbqtUikqSAbQAA4MYIDgEAAAyZZjONkXQtpo+3IiKi285pHHKqDIDrWF9ej36vv22WjqUxMj5S0EYAR0/embJ+rVbAJgAAcOMEhwAAAIbM3FwaM/ULkSaD6Pcjli9lg0MVp8oAuI7ctqFGNRItGgCb8oJDA8EhAABKRnAIAABgiKyvRywspHGm8WRERCwvjcZgsP2bvGONRoxUKkWsB0BJ5AWHKg1/dgBslbZamZnGIQAAykZwCAAAYIgsLqYxGCQx23giIiI67bHMc7QNAbCT3mIvM6s2qgVsAnB0JUtLmZnGIQAAykZwCAAAYIjMzV1+mTc7uREcyp4pq87MHOpOAJTPyoLGIYCdaBwCAGAYCA4BAAAMkWbz8su8M/XLp8o6rWzjUHV6+lB3AqB8ei2NQwA7SdrtzEzjEAAAZSM4BAAAMEQ2gkOzk9+JiIhuXuOQ4BAAO1hZzDYOCQ4BbJfmBIf69XoBmwAAwI0THAIAABgim6fKTj0WERGdtsYhAPYuLzhUqTtVBrCVxiEAAIaB4BAAAMAQ2TxVdvLxiNA4BMCN6S3mnCqb1DgEsFXaamVmfcEhAABKRnAIAABgiFw5VfZERER0WhqHANi73MahhsYhgK2SpaXMTOMQAABlIzgEAAAwRDZPldXmYjCI6OQ1Ds3MHPZaAJRMbuNQQ+MQwFYahwAAGAaCQwAAAENkfj6NyuhKnDp2KVa6I9Ff3/6yLx0fj5HjxwvaDoCyyG0cqmscAtgqabczM41DAACUjeAQAADAEGk20zhdPx8REd28tqHp6UiS5LDXAqBkeq2cxqFJjUMAW6U5p8o0DgEAUDaCQwAAAENkbi6N2cknIiKi0xrLPF6dnj7slQAooZWFbOOQU2UA2yU5p8oG9XoBmwAAwI0THAIAABgizWYaZxpPRsS1G4cAYCdOlQHsLM05VdafmChgEwAAuHGCQwAAAEOi243odNKYbTzVONTWOATA3vVX+7HWWds+TCIqNcEhgE2DQSQ5waGBU2UAAJSM4BAAAMCQaDYvv8TbPFWmcQiAG7DSyj9TlqRJAdsAHE3JpUuRDAbbZv1jxyLGsuF9AAA4ygSHAAAAhsT8/OWXeGcmvxUREd28xqGZmUPdCYDyWVnIOVPW0DYEsFXSamVm2oYAACgjwSEAAIAh0WyORETE7NR/R0R+41BlaupQdwKgfHqLvcysWq8WsAnA0ZXmnCnrCw4BAFBCgkMAAABDYm7uqVNlJy83DnU0DgFwA/JOlWkcAtguyQkODer1AjYBAICbIzgEAAAwJJrNp06V1S/EWi+J1eWRbY8nIyNRmZwsYjUASiS3caihcQhgq7zGocHERAGbAADAzREcAgAAGBIbwaHZifnctqHK1FQkqZeBAFzfykK2cag6KTgEsFXSamVmTpUBAFBG3jEGAAAYEnNzaRyrdKJeXY5OezTzeHV6uoCtACiblcWcU2V1p8oAtkqXljKzvlNlAACUkOAQAADAkGg20zjTeDIiIro5jUOCQwDsRq/lVBnAThKnygAAGBKCQwAAAEOi2UxjtvFERER0WhqHALgxuY1DDY1DAFulOafKBhqHAAAoIcEhAACAIdFspjE7+VRwKKdxqCI4BMAu9BY0DgHsJMk7VVarFbAJAADcHMEhAACAIbH9VJnGIQBuzEpL4xDATnIbhwSHAAAoIcEhAACAIdDvbzQOfTsi8huHBIcA2I3eosYhgJ0k7XZmpnEIAIAyEhwCAAAYAq1WEuvrScxOfSMiNA4BcONWFrONQ4JDANulOcGhQb1ewCYAAHBzBIcAAACGQLN5+eXdmVOPRX89oruUExyamjrstQAoobzgkFNlANtpHAIAYFgIDgEAAAyBubnLL+9mJ78T3UujEZFse3xscjLSim/6AnB9g/4geq2cU2V1jUMAW6WtVmY2EBwCAKCEBIcAAACGwPz8U8Gh+sXotMYyj2sbAmA3eu1exGD7bOzEWKRj3kYE2CpZWsrMNA4BAFBGXvEDAAAMgcunygZx5ngruu2cM2UzM4e/FAClk3umrK6xDuBqac6pskG9XsAmAABwcwSHAAAAhsDc3EjUjrXj+NhqdNrZxqGKxiEAdiH3TNmkM2UA26ysRLKyPWg5GBmJwfh4QQsBAMCNExwCAAAYAs1mGrONJyIiNA4BcMNWFnIahxoahwC2SnPOlA1qtYgkKWAbAAC4OYJDAAAAQ6DZTONM48mIiOi0so1DVY1DAOxCbzGncaihcQhgq6TVysz6zpQBAFBSgkMAAABDYG7uSuNQR+MQADdoZTGncaiucQhgq7TdzswGExMFbAIAADdPcAgAAGAINJtpzE5+JyIiOu2cxqHp6cNeCYAS6rU0DgHsJMkJDmkcAgCgrASHAAAAhsD8fBpnpr4Zg0FEN69xSHAIgF1YWcg2DlUnBYcAtsptHKrVCtgEAABunuAQAADAEJibS2N26hux0h2J/vr2l3ojx47FyPHjBW0GQJk4VQaws6TVysz6gkMAAJSU4BAAAEDJ9XoR7XYasycfj24r2zZUmZ6OJEkK2AyAsnGqDGBnGocAABgmgkMAAAAlNz9/+aXdmcb56LTHMo87UwbAbuU2DjU0DgFsleQEhzQOAQBQVoJDAAAAJTc3d/ml3exEMzrtbOOQ4BAAu9VbyGkcmtQ4BLCVxiEAAIaJ4BAAAEDJNZtpRAzizPF2dDUOAXATchuH6hqHALbSOAQAwDARHAIAACi5ubk0Tp6Yj8pIPzotjUMA3LheK6dxqKFxCGCr3Maher2ATQAA4OYJDgEAAJTc/Hwas5NPREREZ0njEAA3ZjAY5DYOCQ4BbJfbODQxUcAmAABw8wSHAAAASq7ZTGO2cTk41NU4BMANWuuuRX+1v22WVtIYGR8paCOAoylttTIzjUMAAJSV4BAAAEDJzc2NxJnGkxER0WnnNA7NzBz2SgCUUG8x/0xZkiQFbANwdCVLS5lZv1YrYBMAALh5gkMAAAAl12ymMXvqsVjtJbG6sr0VIhkdjbFGo6DNACgTZ8oAdie3cUhwCACAkhIcAgAAKLlmM43Z6Yejm9M2VJmaiiT10g+AneUFhyqNSgGbABxtSbudmWkcAgCgrLx7DAAAUHJzc2mcmXosOq2cM2VTUwVsBEAZXetUGQBb9PuR5pwq0zgEAEBZCQ4BAACU3Px8GrOT34lOezTzWHV6uoCNACgjjUMAO0tyQkP9EyciRkZyng0AAEef4BAAAECJDQZPnSqrX4huXnBoZqaArQAoI41DADtLc86UaRsCAKDMBIcAAABKbGkpiV4viTMnFqLTdqoMgBuX1zgkOASwXZITHOoLDgEAUGKCQwAAACXWbKaRJutxeryjcQiAm5LXOFSpO1UGsJXGIQAAho3gEAAAQIk1m2lM1y7GSDqITivbOFSZni5gKwDKKLdxaFLjEMBWSauVmWkcAgCgzASHAAAASmxuLo0zjScjIqKT1zgkOATALuUFhyoNjUMAWyVLS5mZxiEAAMpMcAgAAKDEms00ZiefiP56xPKlnODQ1FQBWwFQRrmNQ3WNQwBbpXmNQ/V6AZsAAMD+EBwCAAAoscvBoW9Hd2k0IpJtj41NTkY6lj1fBgB5eq1eZlZtCA4BbJW225nZYGKigE0AAGB/CA4BAACUWLOZxpmZh6PTzgaEnCkDYC96C9ngUGXSqTKArZKc4JDGIQAAykxwCAAAoMSazTRmpx+NbjvnTJngEAB7kHuqTOMQwDZ5waFBrVbAJgAAsD8EhwAAAEqs2Uxj9uTj0WlpHALgxq331mOtu7ZtlqRJjJ1w8hJgq7TVysz6gkMAAJSY4BAAAECJzc2NxJnGeafKALgpvVbOmbJ6JZI0KWAbgKNL4xAAAMNGcAgAAKDEms00Zmtz0ck5VVYRHAJgl1YWcs6UTTpTBnC1NCc4pHEIAIAyExwCAAAosWYzjdnjrehqHALgJqwsZoNDlXqlgE0AjjaNQwAADBvBIQAAgJJaW4tYaq/H9PhybuOQ4BAAu5V3qqza0DgEcDWNQwAADBvBIQAAgJJaWEjjdP18DAYRXcEhAG5CbuNQQ+MQwNVyG4fq9QI2AQCA/SE4BAAAUFJzc2nMNp6Ilc5I9Ne3v7xLjo3H6IkTBW0GQNn0FjQOAexoMMhvHJqYKGAZAADYH4JDAAAAJdVspnGm8UR02mOZxypTUwVsBEBZaRwC2IXl5UhWV7eNBmNjEePjBS0EAAA3T3AIAACgpJrNNGZnHsk9U3Zs5nQBGwFQVr2WxiGAnaRLS5lZv1aLSJICtgEAgP0hOAQAAFBSc3NpzM48HJ1WtnGoOj1dwEYAlFVe45DgEMB2SauVmQ1qtQI2AQCA/SM4BAAAUFLNZhpnTn0zOjmNQ9WZmQI2AqCsck+V1Z0qA9gqbbczs77gEAAAJSc4BAAAUFLNZhqzJ78d3bbGIQBuTm8x51TZpMYhgK2SnOCQxiEAAMpOcAgAAKCkms00ztQv5DcOCQ4BsAdOlQHsLLdxqF4vYBMAANg/gkMAAAAl1WymMTsxHx2NQwDcpNxTZQ2nygC2ym0cmpgoYBMAANg/gkMAAAAl1WymMXtsKboahwC4SbmnyjQOAWyjcQgAgGEkOAQAAFBSS4u9ODFYj9WVkW3zwUgaY41GQVsBUDaD/iB67WxwqFLXOASwVW7jUK1WwCYAALB/BIcAAABKamz9QnRy2oZGTjYiSb3cA2B3eq1exGD7bGxiLNJRf5YAbJW2WpmZ4BAAAGXn1T8AAEAJdbtJTI6fj257LPPY+MxMARsBUFYriyuZmbYhgKxkaSkz6wsOAQBQcoJDAAAAJTQ3l8aZU9/MbRw6cXq2gI0AKKteK3umrNqoFrAJwNGW1zjUr9cL2AQAAPaP4BAAAEAJNZtpzJ7+r9zGoeq0xiEAdm9lIds4VJ0UHAK4WtJuZ2aDiYkCNgEAgP0jOAQAAFBCzWYaszOPRKeVbRyqTk8XsBEAZZV7qqzhVBnA1dK84JDGIQAASk5wCAAAoITm5tI4c/Lx6OQ1Ds1oHAJg93qLOafK6hqHAK6W1zjUr9UK2AQAAPaP4BAAAEAJNZtpzE4+EZ12TuPQ1FQBGwFQVistjUMAu5HbOCQ4BABAyQkOAQAAlFCzmcZsbS66GocAuEm9hZzGoYbGIYCrJa1WZqZxCACAshMcAgAAKKG5uTRmqouxfCnbOFQ5daqAjQAoq5XFbONQdVJwCGCb9fVIO53MeDAxUcAyAACwfwSHAAAASmh+Po3J9WxDxKB+LNKxbAsRAFxLr5X986RSd6oMYKsk50xZf2IiIvVtFgAAys3faAEAAEqo0+pE0sm+pBs5dbKAbQAos9zGIafKALZJc4JDA2fKAAAYAoJDAAAAJZT2LkSnnW0WGp8+XcA2AJSZ4BDAznIbh+r1AjYBAID9JTgEAABQQpXBE9Ftj2bmtTNPK2AbAMpsZSEbHKo0nCoD2Cq3cWhiooBNAABgfwkOAQAAlEy/H3Hi+H/lNg4dnzlTwEYAlFmv1cvMNA4BbJe0WpmZxiEAAIaB4BAAAEDJLCwkcXr64ejkNA5VZ2YK2AiAshoMBrmnyjQOAWyXLi1lZoNarYBNAABgfwkOAQAAlEyzmcbs1H9Ht5VtHKpMTxewEQBltXppNQZrg22zkfGRGB3PhlMBbmW5jUOCQwAADAHBIQAAgJJpNkdidvLb+Y1DgkMA7MHywnJmVqlrGwK4WtpuZ2YahwAAGAaCQwAAACXTbKZxun4+uu1s45DgEAB7kRccqjaqBWwCcLQlOcEhjUMAAAwDwSEAAICSaTbTmBmdj34/2TYfVEdi9PjxgrYCoIyW5wWHAHYjt3GoXi9gEwAA2F+CQwAAACUzN5fG5Fr2G70xKTQEwN7kBYecKgPIym0cmpgoYBMAANhfo0UvAAAAwN40m0kcH+tn5iPTUwVsA0CZLS/mNA5NahwCuJrGIQAAhpXGIQAAgJJZbrdj7VL250DGZ2YL2AaAMsttHGpoHAK4Wm7jUK1WwCYAALC/BIcAAADKZvl8dNrZ4FB99hkFLANAmS0v5DQONTQOAVwtbbUys4HgEAAAQ0BwCAAAoGTSwaPRaY9l5rXTZwvYBoAyy20cqmscArhasrSUmWkcAgBgGAgOAQAAlEx17OvRzWkcqk5PF7ANAGW2sriSmVUnNQ4BXC23caheL2ATAADYX4JDAAAAJTNxLL9xqDozU8A2AJRZXuOQU2UAVxkMImm3M+P+xEQBywAAwP4SHAIAACiR5eWIU7XHo9PKaRyamipgIwDKbHnBqTKAnSTLy5Gsr2+bDarViKqgJQAA5Sc4BAAAUCLz82nMTnwn1noj2+aDkYixRqOgrQAoq7zgkMYhgO2SnDNl/VqtgE0AAGD/CQ4BAACUyNxcGjNpM/tAfSyS1Es8APYmNzg0KTgEsFWac6Zs4EwZAABDwrvKAAAAJdJsptHoX8rMk8kTBWwDQNktz+ecKms4VQawVW7jUL1ewCYAALD/BIcAAABKZH4+jRO9tcx8ZOpkAdsAUGbrK+ux1t3+Z0oyksTYibGCNgI4mtKlpcxs4FQZAABDQnAIAACgRObmkhhbTjLzyplnFLANAGW20lrJzCr1SiRJ9s8ZgFtZbuOQ4BAAAENCcAgAAKBEVlqLsdwezczrZ55ZwDYAlFlvsZeZVRvVAjYBONrSdjsz0zgEAMCwEBwCAAAokV7nsei2sydkTj7t9gK2AaDMVhZyGocalQI2ATjakpzgUL9eL2ATAADYf4JDAAAAJdJf/1p0WtnGoWMzpwvYBoAy67U0DgHsRm7j0MREAZsAAMD+ExwCAAAokZHkkeguZRuHqjMzBWwDQJmtLGYbhwSHALKSVisz0zgEAMCwEBwCAAAokeOj34jlS1c3Dg2icupUIfsAUF55wSGnygCykqWlzGxQqxWwCQAA7D/BIQAAgBI5GY9nZoMTSaSj2fNlAHA9KwsahwB2I81rHHKqDACAISE4BAAAUBKDQURjMJd9oJ49XQYAO+m1epmZxiGArLTdzswGTpUBADAkBIcAAABKotVK4uQgeyYhPXm8gG0AKLu8U2UahwCy8k6V9Z0qAwBgSAgOAQAAlESzmcaJ1Ww7xMjUVAHbAFB2vcXsnymCQwBZSc6pMo1DAAAMC8EhAACAkmg20xjrZueV02cPfxkASi+vccipMoCsvFNl/YmJAjYBAID9JzgEAABQEs25fkQn+zKu9rQ7CtgGgLLTOASwO0lOcEjjEAAAw0JwCAAAoCS6Cxei2x7LzE+dFRwCYO/yGocEhwCusroaaXd77ecgSWJw4kRBCwEAwP4SHAIAACiJ9tLXo9sezcxrs06VAbB3uafK6k6VAWyV2zZUq0UkSQHbAADA/hMcAgAAKIne8tejk9M4VJmeLmAbAMqsv96P1fZqZl5pCA4BbJUuLWVm/VqtgE0AAOBgCA4BAACUxMjy12LQv+onmyv9GD12rJiFACitXquXmY3VxiId8XYhwFZJq5WZDer1AjYBAICD4Z0AAACAkji+8lh2OHH4ewBQfr3FbHCo2qgWsAnA0ZbmnCrrT/hLOAAAw0NwCAAAoCROrF7IzPo1J2UA2LuV1kpmVqn7MwXgaklOcGjgVBkAAENEcAgAAKAkJnrZb1pE4/jhLwJA6fUWNA4B7EZu45BTZQAADBHBIQAAgJIY72XbIUamThawCQBlt7KY/TOlOik4BHC13MYhp8oAABgigkMAAAAlsLoaUVnuZ+bHn3a2gG0AKLu84JBTZQBZaauVmWkcAgBgmAgOAQAAlMD8fBppJ/sSbuLscwrYBoCy67WcKgPYjWRpKTMb1GoFbAIAAAdDcAgAAKAE5i70YnVpNDM/efvzC9gGgLLLbRxqaBwCuFpu45DgEAAAQyT7rjMAAABHztzF/45o5wSHZp9VwDYAlN3KQjY4VJ3UOARwtaTdzsw0DgEAMEw0DgEAAJTAwoUHY603sm2WjAyiMjlZ0EYAlFnuqbK64BDA1dKc4FC/Xi9gEwAAOBiCQwAAACrAcYUAAB2/SURBVCXQu/D/ZWbpifVIkqSAbQAoO6fKAHYnt3FoYqKATQAA4GAIDgEAAJRA2v7vzGxwooBFABgKvcWcxqGGxiGAq2kcAgBg2I0WvUARut1ufPzjH4/Pf/7zcf78+UjTNM6ePRsveclL4p577onR0VvyPwsAAHCEVS+dz8zWTowVsAkAw2BlQeMQwG7kNg7VagVsAgAAB+OWS8hcuHAhfvd3fzcuXLgQERHVajXW1tbi4Ycfjocffjg+85nPxG//9m/HhKpRAADgCKl0s9+wWJ84XsAmAAyDXkvjEMBu5DYOCQ4BADBEbqlTZf1+P971rnfFhQsX4uTJk/Fbv/Vb8YEPfCA+8IEPxK/92q/FsWPH4tFHH433vOc9Ra8KAACwTXV5OTMb1E8WsAkAZTcYDGJlMds4JDgEcJXBQOMQAABD75YKDn3605+Ob37zmxER8Ru/8Rvxghe8ICIi0jSNl7zkJfGLv/iLERHx5S9/OR588MHC9gQAALjaWHc9MxuZPlvAJgCU3eql1RisD7bNRsZHYqQ6UtBGAEdT0ulE0u9vm/XHxyPGnAwGAGB43FLBoX/8x3+MiIjv//7vj+/5nu/JPP7Sl740Tp8+ve25AAAAR0HSSTKziac9q4BNACi73qIzZQC7kbRamdmgXi9gEwAAODijRS9wWFZWVuKhhx6KiIg777wz9zlJksSLXvSi+OQnPxn/9m//dpjrcRMe/n8+HYv/1+8WvQYAAByo5flKZtb+P74e//f//q4CttkuSZMY9Ac7PxGAI2G1PxIRjW2z460nY+p1rytmIYAjKsk7FzwxUcAmAABwcG6Z4NC3vvWtGAwuv5F92223XfN5G48tLCzE0tJSTHgRcOStXlqK1kXVsAAA3GoG8egTz4wY3DIv6wA4QMe681H9X/+r6DUAjry+xiEAAIbMLXOqrNlsbn586tSpaz5v62NbPwcAAOAoqR7vCw0BsG/GI9uqAUDWoFYregUAANhXt8y7zMtbKkWr1WvfbN/62HJODem5c+fi3LlzERFx3333xfT09D5uyY04cfx40SsAAMChG58YKXoFAIbIbfFY0SsAlMLoy152ZL4vMDo6emR2AWBvfA0HjpJbJji0X+6+++64++67N//54sWLBW5DRMSlTqfoFQAA4FAdm1iLb3ztZUWvAcCQuC2+Gf9b/L9FrwFw5PVe9KJo/s//Gf0j8n2B6elp36MAKClfw4HDdvbs2Ws+dssEh8bHxzc/XllZuebztj629XM4us68+MWx+OIfiIiIkdHRWF9bK3gjAG6Er+EAuzMyNhFPv+0l8ZyxazepHrYTJ07EpUuXil4DgBtw+hm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      "text/plain": [
       "<Figure size 2880x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(40,15))\n",
    "\n",
    "fig.suptitle('What does the Immunization breakdown trend looks like?', fontsize=40, fontweight='bold')\n",
    "for i in range(immunization_groupby_mean.shape[0]):\n",
    "    y = np.array(immunization_groupby_mean.iloc[i])[:-1]\n",
    "    y[np.isnan(y)] = 0\n",
    "\n",
    "    ax.plot(x, y, label=labels[i], color=colors[i], linewidth=5)\n",
    "    \n",
    "ax.set_title('Avg. World Immunization by Type')\n",
    "ax.set_ylabel('Immunization Percent(%)')\n",
    "ax.legend(loc=\"upper left\")\n",
    "ax.set_xticks(x[::10]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>Country Name</th>\n",
       "      <th>Country Code</th>\n",
       "      <th>Indicator Name</th>\n",
       "      <th>Indicator Code</th>\n",
       "      <th>1960</th>\n",
       "      <th>1961</th>\n",
       "      <th>1962</th>\n",
       "      <th>1963</th>\n",
       "      <th>1964</th>\n",
       "      <th>1965</th>\n",
       "      <th>...</th>\n",
       "      <th>2007</th>\n",
       "      <th>2008</th>\n",
       "      <th>2009</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>Unnamed: 60</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>85344</th>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>Immunization, BCG (% of one-year-old children)</td>\n",
       "      <td>SH.IMM.IBCG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85345</th>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>Immunization, DPT (% of children ages 12-23 mo...</td>\n",
       "      <td>SH.IMM.IDPT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>96.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85346</th>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>Immunization, HepB3 (% of one-year-old children)</td>\n",
       "      <td>SH.IMM.HEPB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>93.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85347</th>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>Immunization, Hib3 (% of children ages 12-23 m...</td>\n",
       "      <td>SH.IMM.HIB3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>93.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85348</th>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>Immunization, measles (% of children ages 12-2...</td>\n",
       "      <td>SH.IMM.MEAS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>92.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85349</th>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>Immunization, Pol3 (% of one-year-old children)</td>\n",
       "      <td>SH.IMM.POL3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>93.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 61 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Country Name Country Code  \\\n",
       "85344  United States          USA   \n",
       "85345  United States          USA   \n",
       "85346  United States          USA   \n",
       "85347  United States          USA   \n",
       "85348  United States          USA   \n",
       "85349  United States          USA   \n",
       "\n",
       "                                          Indicator Name Indicator Code  1960  \\\n",
       "85344     Immunization, BCG (% of one-year-old children)    SH.IMM.IBCG   NaN   \n",
       "85345  Immunization, DPT (% of children ages 12-23 mo...    SH.IMM.IDPT   NaN   \n",
       "85346   Immunization, HepB3 (% of one-year-old children)    SH.IMM.HEPB   NaN   \n",
       "85347  Immunization, Hib3 (% of children ages 12-23 m...    SH.IMM.HIB3   NaN   \n",
       "85348  Immunization, measles (% of children ages 12-2...    SH.IMM.MEAS   NaN   \n",
       "85349    Immunization, Pol3 (% of one-year-old children)    SH.IMM.POL3   NaN   \n",
       "\n",
       "       1961  1962  1963  1964  1965  ...  2007  2008  2009  2010  2011  2012  \\\n",
       "85344   NaN   NaN   NaN   NaN   NaN  ...   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "85345   NaN   NaN   NaN   NaN   NaN  ...  96.0  96.0  95.0  95.0  96.0  94.0   \n",
       "85346   NaN   NaN   NaN   NaN   NaN  ...  93.0  94.0  92.0  92.0  91.0  90.0   \n",
       "85347   NaN   NaN   NaN   NaN   NaN  ...  93.0  91.0  84.0  90.0  94.0  93.0   \n",
       "85348   NaN   NaN   NaN   NaN   NaN  ...  92.0  92.0  90.0  92.0  92.0  91.0   \n",
       "85349   NaN   NaN   NaN   NaN   NaN  ...  93.0  94.0  93.0  93.0  94.0  93.0   \n",
       "\n",
       "       2013  2014  2015  Unnamed: 60  \n",
       "85344   NaN   NaN   NaN          NaN  \n",
       "85345  94.0  95.0  95.0          NaN  \n",
       "85346  91.0  92.0  92.0          NaN  \n",
       "85347  93.0  93.0  93.0          NaN  \n",
       "85348  92.0  92.0  92.0          NaN  \n",
       "85349  93.0  93.0  93.0          NaN  \n",
       "\n",
       "[6 rows x 61 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "united_states_health = health[health['Country Code'] == 'USA']\n",
    "united_states_immunization = united_states_health[united_states_health['Indicator Name'].str.contains(\"Immunization\")]\n",
    "united_states_immunization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nHJ4+fcrNq27dulrNS1vrAeW5desWmzdvHuvevTuzt7eXnY6dnR0bN24cO3funEH0Ls+VK1fYqFGjmIODgzAdS0tL1qdPH/bvv/+q9fwLCwvZ+vXrWYcOHbhjMKm2aNCgQWzFihXs3r17auUnxYgRI7h5rVu3rsLpEwRBVGbIcIggiFeed999lztYHD9+vKRM165dleLOnTuXLVu2TOn3hg0bSqaxaNEibr59+/bl6qtqUp2WlsZ69eola+Bdq1YtdurUKZXPqGfPnhWalFhbW7PVq1dz0zdGw6GnT5+yli1bysq7UaNG7NKlSxWeVBcWFrLPP/+cuyguumrWrKn25ObWrVtcowbRZWJiwv7zn/+wgoIClXmcPn2auygh95JayNWEipYxQDPDoWXLlsn+CDpt2jTZ95OXl8fCwsJULixJXW3atJFtIKMJujQc2rVrF6tZs6bKe/Tz82Px8fEv012+fLksAw5Vi9kliNJgjLHZs2dzF4BLX8OHD2d5eXmMsRcGNSNHjpT1Dlu1asUSExOFOhqj4dClS5dkfbwCXiyUJyQkCPU0VsMhdQwfpK6GDRuy48ePS6ZtrIZD+urDVNW9rVu3MltbW1n5Dh8+nBUWFsrKV11UGX48ePCAtW7dWpae7u7u7ObNmxV+NmfPnhUuAPM+fO/du5e5uLio/V5tbGzYr7/+Kut5yTUu5l2Ojo5sx44dKvPR9GP8pEmThPn/73//48pu27ZN5Uf00mUyLy+vwoZDsbGxwg/loqtVq1bCD2+FhYXcOubn58eVmzJliqSMmZkZy87OlpTZtGkTV8/vv/9eKb4qw4K8vDzZ/ayFhQXbuXOnymetDoYyHDLWum/IcfR3330na1yoUCjYp59+yoqLiyud4dC3336r1qaf0mV/wYIFahnX6rLNKUETw6GMjAzWvn17rpy1tbXkB8/bt2+zxo0bV6iufvfdd7Kfn1xU1XUp9Gk49PjxY6HRkIuLC7t8+bKkrD7WJjRFF8+9uLiYTZs2TdZHc4VCwVauXKmz+zN2wyFdrHHKfaf6MBzSxzibMcOscapDQkKCUKfFixdrLS9dGeAsXry4QukpFAr20UcfsZycHL3qXUJGRgYbNmyYrHWs8lePHj1Urk8x9qIcioz35Vz/+c9/5L9sCRITE5m1tTU3/aioqAqlTxAEUdkxAUEQxCuO6EiwkydPKv1WWFiIqKgopd/bt2+Pjh07Kv1ecuyEnLTl6CQiLS0N3bt3x/79+2XFf/bsGd588008e/ZMo/zkkpWVhQkTJuC7777TaT7aIiUlBSEhIbh48aKs+Hfv3kWPHj1w9+5djfPMyMhASEgIvvzySxQUFGgk//7772P8+PFgjKmMv3fvXvj7++P8+fNq51VcXIyvv/4aXbt2RXZ2Njfeo0eP0KNHDyQmJqqdR1Vh/vz5mDx5MvLy8mTFX7JkCbZu3aoyXlJSEjp27Ijly5ejqKhIbb3Onz+PNm3acF3zGisRERF46623kJGRoTLupUuX8Oabb4Ixhh9++AFhYWEoLCxUKZeamoqBAwciPT1dYz2/+uorfPHFF7Lq4qZNmzB79mwAwKhRo7Bx40ZZeURHR+O9997TWEdDEB0djZCQENy5c0dW/MuXL2P06NG6VcpIuXfvHnr27Ck53jBG9N2H8diwYQOGDh0qu/5u2rQJX331lcb5aUpycjJ69OghPLK2NA8ePEDXrl257vvlcP/+ffTu3RvJyclqyc2dOxd9+/aVHMuqIjMzE++88w4++eQTtWXVJSkpCYMGDcKuXbu0nnZYWBh3DGtiYoJVq1Zh6tSpkuG7d+/GW2+9JRwvlWbTpk0YMWKE0pHI6nDkyBG0bt0akZGRGslHR0fD39+fO58wNTVFly5dJMOuXLnCnVfwxhwFBQU4deqUZNixY8e4enbr1o0bJkVeXh4GDBggu5/Ny8vD8OHDK1TvjIHKXPd1NY5etWoVJk2aJGtcyBjDV199xa3jxkhhYSGGDBmCKVOm4Pnz52rL5+XlYebMmejXr5+sZ6/rNkdTsrKy0Lt3b277Ymdnh0OHDqFr165lfs/MzET37t0RExOjVX2qOk+ePEHXrl1x+/ZtyfD69evj+PHj8PHxUQrTx9qEMcEYw7hx47BkyRJZ/T1jDJMmTdK4jlVmjHWNU1voq681xBqnutSuXVt4lPT06dPh7++PZcuW4erVqxUaKxsrjDF8//33GDFiRIXmxJoQExODNm3aYPPmzRrlffDgQbRs2RI3btzgxikqKsLrr7+Os2fPVkTVClFcXIz3338fWVlZkuENGjRAQECAnrUiCIIwMgxlsUQQBGEs3Lx5U2jtn5qaWib+uXPnlOKZmpqyjIwMVlhYKGm1vm3btjJpFBcXMzs7O26+J06c4Oor2o2jya4AAOzzzz8XPqOKehwq/ZyuXr2qlL6xeRwaMmSIRjpYWlpqpF9RURHr06ePVp4xADZr1izh/UVFRXGPb1H36tu3L9dbw/vvv6+VPCqrxyG5LnfLX25ubkIPGLm5uaxDhw5auR87OztZXizURVcehzRp48aPH8/Mzc3VlhMdOcOYuDypq6eZmRmbMGGCRu9Q5Lre2DwOadpH7d+/n5tfVfU4VHLVq1fvpUeqEozN45C++zCRrCZlrHr16iwtLU2YpyaIyplovCC62rdvz4qKijR6Np07d1aZfnmPGd99953W3uuSJUuEz6uiHodKLmtra5aUlMTNR10vHmFhYdz41apVY7/99hs3r8ePHwvH+6JLVEZEHodu3rzJatWqpbVneenSJcl8VqxYwZWTGrdlZGQIPSTy6j2vXNSpU0cyvmj8oWkf9Pbbb3Oft7oYwuOQMdd9Q4yjL126pJFnPEBcL43J49D48eO19v5GjhwpzEtfbQ5j6nkcyszMFM6XnJ2duXnNnz9fK/fzKnkcevLkibAf9/T0ZA8fPpTMR19rExVB289d0/6oXbt2Wr83xozb45Cu1jjlvlNdehzS5zhb32ucmuLv7y9bNxsbGxYcHMz+85//sB07diit3YswVo9Dpa9Vq1bpTe/U1FShtzh1rgYNGnC9Rv/6669ayUNTj0PFxcVs7NixwrR//PFHjdImCIKoSlQDQRDEK07Tpk3h4OAguQuTMYbIyEj06dPn5W8RERFK8Xx8fGBjYwMACAwMxOHDh8uER0REYODAgS//v379OtLS0iT1MTc3h7+/v0b3wkrtCrC1tUXHjh1Ro0YNnD59Go8ePeLKrV+/HgsXLoSJiTxHdLVq1YKnpyecnJxgbW0NU1NTZGZm4v79+7h27RrXA0pRUREWL16M3377Tb0b0yP79+/HH3/8IYzj5OSEoKAgWFhY4Nq1a7h27RoAIDc3V6M8v/76a/z999/CON7e3mjRogUKCwtx9uxZxMXFcePOnz8f3bp1Q3BwsFJYTk4OBg4ciJycHK68q6srvL294ejoiIcPH+LixYvc+Hv27MFPP/2E8ePHK4Xt2LGDm4eTkxNat24NBwcHFBQUICMjA/fv30dMTIxG3iqMkdI7oExMTBAYGAh3d3c8ePAAp0+f5u7iiY+Px4EDB8q0O6WZMWOGZDtUgqWlJfz8/FC/fn2kp6fj2rVriI+Pl4yblpaG0aNHV5rdiyXPTKFQoF27dvDw8MC9e/dw5swZrsyaNWvK/N+mTRs0adIEjx49Ej7Hn3/+GfPnz5fdLkrpaWlpieDgYNjZ2SEqKorrtaCgoACrV69++b+ZmRk6d+4MR0dHXLhwgbtzFwB++uknhIaGqq2jIShd5t3d3eHv74+CggIcOXIEmZmZXLl169ahZ8+e+lBRZ7i4uMDT0xN2dnawtrZGcXEx0tLScPv2baE3i0ePHmHjxo0YM2aMHrVVD332YaooXcZatWoFT09PJCYm4vjx49yxSU5ODjZv3oyJEyeqnZ+mlB4vuLu7o02bNlAoFDh//jzu37/PlTt16hTWrl0r2eeqQl0PcxcvXsTkyZOFcZo2bYpGjRqhevXquHv3Li5dusTt22bMmIHXX38dzZo1k5W/g4MDPD09YW9v/3KMnZGRgbt37+LmzZvcfLKysrBs2TIsWLBAVj4ipkyZguXLl0uGWVhYYOvWrXjjjTeE8rzxfgmtWrVC06ZNkZWVhYiIiJfxNRlTFhcXY/DgwcJd9ubm5mjfvj1cXV2RmJiIiIgIbl5ZWVl48803cf36dVSrVnbpSOTt5/jx43j99dfL/BYRESH0kCjlWSghIQG3bt2SjK+utyGgbPtQvXp1dOrUCXZ2doiOjhb2s9u3b0dqaipq166tdp7GQGWr+yXoahw9btw44VyjJC8PDw+kpqbi5MmTL72YaDrX0yd//vmn0ti3PB4eHmjVqhVMTU1x8eJFoWedjRs3IiQkBKNGjVIK02ebow4lnoZ44/x69erh8OHDaNKkiWS4aA5bq1YttGnTBs7OzmCMIT09HfHx8bh161alKB+64OnTp+jatSu3vfb19UV4eDicnJyUwvS5NmFMlG6/zMzM0KFDB7i4uODmzZtCjzCnT5/GtWvX0Lx5c32oaRToa41T3+izrzXEGqemDBw4EOfOnZMVNzMzE8eOHcOxY8fw9ddfw8TEBEFBQRg1ahSGDRsGKysrHWurGktLSzRu3Bj16tWDtbU1LCwskJOTg8ePH+PSpUtCr4BLlizBmDFjKtQfymXMmDHCsbCNjQ18fX3h5uaG5ORkXLlyBUlJSZJxY2NjERYWhi1btiiFifrXGjVqwN/fH25ubjAxMUF6ejqePn2Kmzdvcr0DqUNRURHee+89oefRPn36GPW6C0EQhN7Qv60SQRCE8dGvXz+utXl5rxNSOzU+/PDDl+GzZ89WCg8MDCyTxpo1a7j5qdpFJNqNU3JNmDCBPX/+/KVMQUEBmzhxolDm2rVr3Dx79erFunbtylavXs3u3r0r1C8pKUm4O7tGjRosPz+/jMyjR49YbGwsi42NZUuXLuXKDho06GW88teTJ0+EesklNDRU+Jy++OILVlBQUEZm//79rGbNmkI53m6cjIwMZm9vz5WrXbu2kkeR4uJitnLlSuHO7U6dOknm99VXX3FlbG1t2ZYtW5R26T158oQNHz6cK+fq6lqmvDHGWFpaGjf+Z599xt0JWFBQwM6cOcO+/PJL1rlzZ6ZQKLTmcah0eRGV0bCwMG45K+/FQM4ONG9vbyVPW4cPHxbu3po6darkPcTFxQnlJk6cqLS7p7CwkP3000+sRo0aXLmdO3dq5RmXoCuPQ8CLHcLlzxwXtRsll7W1NTt06FAZuXXr1mncLqrKr3379mXapYKCAta/f3+Vcs2aNSvTzhYVFbHRo0dz4zs5OXF1NDaPQ8ALDx1r165lxcXFL2WSk5NZUFAQV8bR0ZGbnya7qJOSkrh1vPR15swZ5urqyk2/Xr163LJsa2vLhg8fzrZu3cqSk5OFz/rmzZusW7du3HxCQ0PLxC8oKCij56BBg7iyS5cu5d5feS87mjxLffdhjKmue3Xq1GEnT54sI3Pp0iXm6OjIlRk8eLDwHWmCqh2h1apVY+vWrVOS++mnn1i1atW4cl5eXho/m5LL09OTjRkzhk2fPp2NHTuWBQcHM1NT0zIeM15//XWuvI+PD4uIiFDKPzo6WrhTuH///lzdmzdvzvr168d++eUXFh8fL3y2Dx8+ZG+//TY3nyZNmnBl5XrxmDJlCjeelZUVCw8PV6mjqIy7uLgoPcPc3Fz28ccfq3x/PI9DmzZtEsr16NFDabyclJQkfNcAJMspY4zbPpaf9zDG2Oeffy7Mw8LCguXm5paR2bp1Kzf+hg0bJHVSNf4AwAYMGMBSUlLKyC1atEgos2/fPsn81EVXc57KWvf1PY6OiIhQmVf5sd+zZ89keWowBo9DRUVFzNvbmytnaWnJNm3apCT3119/CecJDRs2VJr/Mqb/NkeOx6HMzEzWqVMnbrwmTZqwBw8eCJ+9ra2tpOywYcOU2qnSz/7SpUts2bJlrFevXqxatWqvhMehp0+fCstcu3bthF5A9LU2UVG0/dxLro4dOyp5Yvrtt9+EXnZWrlyp1XtjzLg9DpVc2l7jlPtOdTXv0mdfq+81zoqQlpYmnLPJvZydndnatWu5+S/uIDEAACAASURBVJReDzhx4gQ3HTc3N+F6QXkWL17MvLy82KJFi9i5c+eEnmJzc3PZmjVrhB7XypcDXegtdapCyaVQKNi8efNYenp6GZmcnBz25Zdfcuc6CoWCXbhwQeme/fz8JOOHhISwZ8+ecZ/V7du32erVq9nAgQNZ9erV1fY4VFRUJOw3ALCWLVsKdSAIgniVIMMhgiAIxtiSJUtkT4bq1q2rFKf0AtyBAweUws3MzFhOTs7LOCNHjuTmp2oArGpSPWjQIEm5wsJC5ubmxpWTWkQsQR2XryX06NGDm9fp06e5cuq4INc2jx49Ei7STJw4kSu7a9cujSbVq1evFsqJFqFVucGNjo5WkqlXrx53Yie1OFFCcXGx0N17eeOex48fc+OqU57i4uK0ZhRWmooYVJRG1QePmjVrskePHknKTps2jStX3lCghJkzZ3Jlxo0bJ9T1xx9/VLvd0BRdGg5JfazNy8tjVlZWQjneh1bRYreoXRTlVatWLcmjclR9sDIzM2O3b99Wknvy5ImwbeJ9ZDdGw6EVK1ZIyt24cUMox7tHTT+GqCI5OZm1aNGCm3adOnXYnTt3uPLq9ptZWVncI42sra2Fxy6IFvtFRxqVR5Nnqe8+jDFx3TM1NZVcpGSMsVWrVnHlRIYmmqLKcOibb77hyorGpYDyInIJIpmSsrR161ZJ2YSEhJfGFHfu3OGm4ebmxhITE7m6JyUlcT+6mpqaco+FU7fOFBUVMS8vL66eT58+lZST8zH+k08+4capVauWcLxUwoIFC7hpKBQK4Vh44MCBwvfIq9ft2rXjynh5eZWZi5QmLy+P+fr6cmX9/Pwk5XgL8NWqVWNZWVll4rZv315l+Tx27FgZGdEHQd6RN6rGH4GBgUobGEoIDAzkyi1cuFBSpiJoc85TWeu+vsfRY8aM4crUqFGDOz4tKChgAQEBQl2NwXBo//79Qh15BneMMbZlyxah7I4dO5Rk9N3mqKozWVlZQqMhHx8fbt9QGt4Rx7zxhRTJycnC+Y6miN4RD10ZDqkyGgoJCWGZmZnC+9HX2kRF0fZzB8A8PDxYRkaGpOxbb73FlRs7dqxW740x4zcc0sUapybvlDHtzLv02dcaYo2zohw8eFDjI0XLXyNHjhQa7zBWsaNBy6PJ8dci4/Uvv/xS53qPGDGCm86iRYuEsjNmzODKSn3b4B2Htn37dtn6ZmRksJs3b8qOz5h4QwgA1qZNG+FR1wRBEK8axumvkSAIQs906NCBGxYVFfXSnfnDhw8lj9coLR8UFARTU9My4QUFBTh79uzL/0XH47Rv31623uVRKBRYsmSJZJipqakwbamj2kqws7NTW5eAgABumMgFqiE5ceIE1/WviYkJZs2axZXt168fWrVqpXaeBw8e5IaFhoaiS5cu3PBPPvlEeGzCoUOHyvx//fp1rjvnzp07C8uHQqHA4MGDueEHDhwo87+Dg4NSPShBymUtDzc3N7i4uMiOb2yEhYWhbt26kmGdO3fmyvHqY/nnXIJCocC0adOEugwZMoQbdujQIeERIsZCQEAAunfvrvS7ubm50GV7nTp1MHLkSMmwoKAgrpyoXRQxduxYODg4KP2uqo0YNGiQ5LEJLi4uaNCgAVdOUz31jYeHBz788EPJMC8vLzg6OnJl9XmPaWlpCA0NxdWrVyXDnZyccPjwYTRu3Jibhrr9ppWVFfcYl6ysLDx+/Fit9PSFPvswOQwbNoxbzzRpc3WFo6MjPvroI2745MmTUatWLW74iRMn1M5ToVBgx44d3L7Aycnp5fsQvdcxY8YI66qDgwO6du0qGVZUVKR0nG8J6tYZExMTtGnThhuu6Vjz008/xTfffCMZ5ujoiCNHjsgaq4uOh+rduzcCAwO54XPmzFGtaDnS09PLzDXKM2vWLFhaWkqGmZubC8e4ly9fljyOgHdcWGFhYZkjUHNycpSOnejbt6+SXPnjyqSOLwMAT09P1KtXj6uviEWLFsHMzEwyzJjaCG1i7HVfhLbH0aJ6OXr0aHh4eEiGVatWDTNnzuQraiSI3l+TJk24Y2EAePvtt4Vj6fJ9siHaHBHZ2dno06cPt39s27Ytjh07BmdnZ5Vp8eJs3bqVu1ZQHnt7e255qgokJiYiJCQEN27ckAzv27cv9u3bB2tra24a+lybMEZmzZr18ijW8lTV/kgTdLXGaUj02dcaYo2zooSGhuLgwYOy2mtVbNy4EXPnzq24UjIRzd94GHLtnDHGLY9WVlaYNGmSUF60xijVDvPe6V9//YXCwkJhXiXY2NigadOmsuICwL59+/Dtt99ywzt16oQjR45Irt8RBEG8qpDhEEEQBAB/f39YWFhIhuXk5CA6OhqAtMGPm5sb3N3dX/5vY2MDHx8fpXglsgkJCbh79y5Xl4oYDrVq1QqNGjXihru6unLDMjIyVKafn5+P8PBwTJ06Fa+99hqaNm0KR0dH1KhRAwqFosy1cOFCbjppaWkq8zIEosVPf39/lQYsr7/+utp5njx5khvWr18/oay5uTl69eolO23RYvmxY8eU3mH5S3QG+82bN8v8b2Zmxv0o9uGHH8Lb2xvvvfceFi1ahG3btuHq1avIy8vjpl9ZES1oqlsfs7Ozcf78ecn4jDE0atRI+P5Eixgl54cbO7179+aGiepnaGgoTEykh72iBSk57aIUPD2rV6+OmjVrcuV69uzJDdOFnvpm4MCB3PcAVLyP0gYZGRno2bPny36/PPb29jh8+DC8vLxkpffs2TP8/vvv+OCDDxASEgIPDw/Y29vD0tJSqY6KjIqNtd/UZx8mB222ubqkZ8+eXOMF4MWzCQ0N5YZHRUWpneeAAQMkDS+lEI0X5s2bp3K8sHPnTq58+fFCeZ4/f47du3cjLCwMPXv2RKNGjeDg4IDq1asr5bNp0yZuOprUmQcPHuDrr7+WDKtbty6OHz+Oli1bykpLNKZUNV709fVV2zDm1KlTXANghUKhMs/XXnsN1apVkwxjjEm2TzzDIaBsGTp9+jTy8/PLhI8YMULpo3ppQ6Hk5GRcv35dMm1RviJEH9sA42ojtEllqftSaLNNT09PF36AU1VHVLXbxoCqPlmhUAjl33jjDdlpG6LNEfHXX39xy2+XLl1w+PBh2QaqnTp1kvx9yZIlaNCgAUaMGIF58+bh999/R3R0NJ4/f66WrlWBVatWcdvot99+G9u3b+cajpWgz7UJY0OhUGDQoEHc8KraH2mCrtc4DYE++1pDrHFqgy5duuD27dv4/PPPYW9vX6G0lixZYpBNOBcuXMCCBQswePBg+Pn5wcXFBTY2NjA1NS3zPkVzPl2vAdy6dQuJiYmSYdnZ2bCxsRGWRdG86NatW0q/8frXzZs3o27duhgyZAhmzZqFX3/9FVFRUUhPT9fsxkqxYMECbljLli2xb98+rhEnQRDEq4r0LI0gCOIVw8LCAv7+/twFqoiICLRt21YyXMpbUceOHXHx4kWlNEr/laJRo0YV8q6iajeIlZUVN0xk3V9YWIjvvvsOixcvVnv3nxTaGPzrgidPnnDDeJ4gSiPapSlFUVGR8Hm2aNFCZRqiOOXvR5eTZanJZlhYGE6dOiUZ/+bNm0qLGiYmJvD29kbnzp3x2muvoVevXlyvRZUBc3NzYblRtz4mJCSguLhYK7pJkZiYCDc3N52lrw00fZ7e3t7cMHNzc26Y3F1P5VGlJ28RU9966htd9VHaIisrC7179+YusNrZ2SE8PFxW25ycnIx58+bhxx9/VPpgrgnG2G/quw+Tg6iMicqXvj2uyRkvNG/eHH/++adkmCaGnsOHD5cdV9/jBeDF4vSSJUuwbNkyZGZmVjgfbdaZRo0a4dChQ7K9R+Tl5QkX+uWOKXmeGKQQ1Zf69esLjVaBF4atDRs25BpWSKVfv359NG7cGDExMUphpT+KSX0g69y5M4KDg3H//v2Xv0VGRqKgoABmZmY4fvw4d4e8poZDfn5+QsMJQ/dBusLY6z4PbY+jVbWbquqlhYUFGjVqZNQGCaJ2QNt9siHaHE147bXX8Ndff6k0YinNxx9/jM2bN0uGPXjwAA8ePCjzm0KhQKNGjdCpUyf06tULb7zxBndTWlVn7NixWL16tXCjQAnG1N7om4YNG8LW1pYbru/+SJVRoSHzMPb5oybos+zre41Tm9SsWROLFy/GnDlz8Pfff2P//v04fPgw7t27p1Y6+fn52LhxIz7//HMdaVqWPXv2YMaMGVzvxeqg6zUAXZbFgoICpKWllTHaHT9+PL755hvk5uYqxU9ISJCc+9arVw8dO3ZEaGgo3nzzTbWMfJKSknD69GnJMIVCgc2bN5PREEEQhATkcYggCOL/IzquTGT0I+UhSCqtU6dOqdw9VxFvQwBUutbk7eoTkZ2djddffx2ffPKJVoyGAP1/oJOL6COPnB2K6h6zkZKSInR3LjrCRU6c8q6ZdemqWcoQYsiQIdxjiaQoLi7GtWvXsGrVKrz++uuoX78+d9G2MmBnZyc0fFK3Pura1bax7sgrjaiOiQxrNDlusSJUFj31jao+ypA7+Z8/f47XXnuNa+xYs2ZNHDhwQJa79jt37qBt27b4/vvvtWI0BBhnv6nvPkwOojJmTJ4i5DwbUXuQmpqqdp7+/v6y4+p7vJCYmIjg4GDMnz9fK0ZDgHbrTIMGDYQ72sujanewLsaUoncmp7ypisdLn2fEc+bMmZftX/kjx5o0aQIXFxelo1ieP3/+8kgz3jFlJiYmwiMQRRhzH6RLjLnui1A1jlb3fRmiXuqbirYDojjl+3xDtTnq0rp1a7WMhgAgMDCQezSSFIwxxMTEYP369Xjrrbfg6uqKFStWyD7WrCrRrl07WUZDgHG1N/rG2PojUR2Ru3FJVbzq1aurpVMJxvastIE+y76+1zh1gaWlJQYOHIgff/wRd+/exePHj7F161Z89NFHso+s0uSYZ02YNWsW+vXrpxWjIUD3awD6XmOsX78+fv75Z7U2iD569AhbtmzBe++9BxcXF8yePVu2t/qHDx9yw1q0aCHcuEcQBPEqQ4ZDBEEQ/x9VhkNZWVm4cuWKLLmOHTsq/Zaamopbt24JDYdEOshB1aKY3EWc0kybNq1SnBGva+TskFJ3cbAqLSby7uX777/H1q1bZe1yLc/jx48xfPhw7rEhxo4u6qMuqQzlUWR0ows5TakMeqpa3JXaBVZRVNUJfex2lSI3Nxf9+vXjuo23trbGP//8g4CAAJVpFRYWYsiQIYiNjdW2mkaHMbYZojJmqPKlKaLnq8m9ODk5VUQdrSF1X++//z73KE5j4NChQxg8eDAKCgq0kl5VGlPyDIdyc3MRFRWFgoICnDlzpkxYicFQecMh4P8MhniGQ35+fhofWWGsfZCuMea6L0Lf70sX9bIqU1mexfz58/Hll1+qLffZZ5/h0KFDaNeundqyaWlpCAsLw8cff6y2bGVn7NixRrHxx9jLp7H1R6IjzeUexZednS0M19QAxdielbGjTtmvrP2eq6srhgwZgu+++w43b97EhQsXhEe+A1DyFKcL/vrrL+GxWK8iUuVn6NChiIqKQo8ePdSuv8+fP8f8+fMxZMgQWWUzKysLpqamkpejo6NaeRMEQbxKGNcXK4IgCAPSoUMH7qD16dOn2LRpk5K1f40aNSTP9K1bty7q16+v9PuhQ4dw4cIFoQ7GxOPHj7Fq1SpueGhoKPbt24enT5+ioKAAjLGX15w5c/SoqXao6O5+dc+fdnBwEE6U5OQpilP+w4pot1ZYWFiZ96fuVfqoifIMGTIEV65cwYULF7BkyRIMGDAAXl5esneHzZgxQy8TfWNH9P5sbW0r9P4YYxrv4CcqJ6o84eh695mxkJ+fjwEDBuDw4cOS4TVq1MDevXtlewT866+/lI4qLUGhUGDixIk4deoU0tLSUFRUVKYOBgcHa3wfhkDffVhVoqJjCk0+vqjjcUHU3+zYsaNCfc2GDRvKpHf69Gns3buXm9/bb7+Nf//9F8nJySgsLCyT1qhRo2TfkxxEu1/37NmDoUOHytr5q+r96GpMWZH8VMXj1ceQkBBuO3D8+HGcPXtW6aNjicFQ48aNlY5IPX78ONLS0iQ3awCaH1P2KmOsdV/fGKJe6htRv1nRPrl27dpl6rqh2hweovZ7+vTpWLZsmVrpAS/am8jISNy8eRPLly/HW2+9BR8fH9l16vvvv0dkZKTa+VYGeM+7uLgYI0eOxF9//aUyDUOtTRDKiNrHZ8+eyTKcVuWd3Bg81xgL+uxr9b3GaQhatWqFPXv2SK7Nl6APL2SzZs3ihnl6emLDhg2IjY1FXl5emXd25MgRnevGQ1QW/fz8KrzGyDvmuXXr1jhw4ADu37+PNWvW4J133kHr1q1hbW0tS+/du3fj999/VxkvODgYhYWFkhdv/YcgCIIgwyGCIIiX2NvbC92cSnk9CQwM5B43JOV1aMWKFdxJt62trawzpvXJnj17uF4pevTogQMHDqBPnz5wdnZWeg4pKSn6UFGruLi4cMOuXbumUv769etq5adqlwPvo0lpRC5wyx+rITpmo/xucF3QqlUrfPbZZ9i+fTtu3LiB3NxcPHjwAIcPH8bixYvRoEEDSbn8/Hz88ccfOtfP2HF2duZ6KUpPT8etW7f0rBFh7Ig+omRlZQllL126pG11jI6CggIMHjwY+/fvlwy3tLTErl271DLo2bVrFzdswYIFWLlyJYKCglCrVi2l+lzZ+k1992FViYqOKUTjFW2gz/GCqM6MHTsWW7ZsQdeuXWFvb6/Upmm7ztStW1do+L5t2zaMHDlSpcc2CwsL4e59XYwp69Spww17+PChyg8mOTk5uHv3LjecVybs7e25H2qOHz8u6cmttKehTp06lQk7efIkjhw5wn3GZDikWww9V9AlqtpNVfUyLy8P9+7d06ZKWkfUDmi7TzZUm8NjyJAh6NGjBzd8ypQpWL16tVppltC0aVN8/PHH+P3333H58mU8f/4c8fHxOH78OL799lv4+vpyZX/77TeN8jR2PvroI/j5+UmGFRUVYdiwYdizZ48wjarc3lQ2RMf1FBUV4fbt2yrTUDVuoSOB/g99ln19r3EaCjMzMwwePJgbbmNjo9P8b926hZs3b0qGOTk54fTp0xg1ahQ8PDyUvEwbcg1AVBZv3Lihc4Or+vXrY9y4cdi4cSPOnz+PzMxMJCQkIDIyEqtWrZL8rlJCVe1fCYIgjAEyHCIIgiiFyOPPnTt3lH4TeSCQSksqjRKCgoKM7uiimJgYblj//v25O4wZYzh06JBGeYo+dMs9x1hT2rZtyw07f/48nj59KpQX7ZjnISpzu3fvFsrm5+dzP3gDysZr5T/OlObMmTO4ceOGMD8eJ0+e1EjOxMQE9evXR0hICD7//HOcOnWKa4in7SNMDFnONMXKygqtWrXihq9fv16jdGNjYxEfH6+pWoQRI1oge/ToETfs/v37Rn1skDYoLCzE0KFDue2subk5tm/fju7du6uVrqjfHDBgADfs8ePHGi/MGrI902cfVpU4cOAACgsLueF5eXkIDw/nhovGK9pANF7YvHmzRuUqLy8PZ8+eVfpd0zqTk5MjPP5XU+bOnSs8Xmbz5s0YM2aMSvf4onekarx4+fJlYRstRVBQELctYIyp/IC7b98+rjclhUIhrOs8Y55Tp07h33//LfNbvXr1yuw+Lm+YmZmZieXLl0umZ2ZmJiyblQ1jHIvqs+7rG1tbW3h6enLDVdXLAwcOaO24Ql0hqqeq2gBAbMhZvk82ZJsjRcm4LSgoiBtn4sSJGs+XSqNQKFCnTh106tQJkydPxqlTp7hHAlbV8XStWrVw4MABNGnSRDK8xDhfdOS9sa1NvMqo8qz6zz//qExDNKavVauW0W2S1BRt9N367GsNscZZEaZPny5cNxchWvsQedbRxjsVzWe6dOki9PwkmvOJ0IbeXl5e3I1A+fn5Gh89efnyZY2NjpycnNCuXTtMmDABR48e5RqpVtX+lSAIwhgwri/UBEEQBkbdBSpRfG2mZSjS09O5YSL3z6tWreLutlCFyDWprj2qdOrUiWsMVVxcjC+++IIru3v3bkRHR6udp2hn5KFDh3D06FFu+DfffCN0LxwaGlrm/xYtWigdCVECYwxjx46VPcEsMQ4LCgrCiBEjJOPs378fmZmZstIDXnjU4U32te0i2ZDlrCKIzm5fvnw5zp07JzutR48e4cMPP0TTpk01XpwhjBvRAllkZCT3A9j06dNlnRlfWSk5RmHbtm2S4WZmZvjjjz/Qu3dvtdPWtN+cMmWKSi8mPAzZnumzD6tKJCUl4fvvv+eGL1++HM+ePeOG69p4QtTXPHz4EP/9739lp5WXl4d169bB09MTK1euVArXtM7MmTNHZ8cnLFu2DO+88w43fP369Zg4caIwjdJedcqzf/9+4Y7yuXPnqtSxPLVq1YK/vz83fMGCBcjNzZUMy8/Px/z587myvr6+3I/iAN9wKDMzU2kjQXlDIannJOWlCADatWsHKysrrh6VDWMci+qz7hsCUb3csGEDt80pKirCggULdKSV9hD1yXfu3MEvv/zCDf/999+F3ifK98mGbHN4WFlZYd++ffDx8ZEMZ4xhzJgxKj+EHjlyRK0je62srLheGyrDMT+a4uzsjPDwcO76Ql5eHgYMGMA9hkffaxMEH3t7e+7HeeDFuFTkrTYuLk54HGWXLl2ExxtXJrTRd+uzrzXEGmdF2LJlC7y9vTF69Gi1DEMYY8IjEkXlW/ROExMThXOyEjSdz0RHR2ts0KoNvRUKhXDOPXv2bMTGxsrW6caNGxg+fDhatmwpOc+PjIxUa3OEqakp97gzOf3r0aNHoVAoJK8uXbrI1oMgCOJVgwyHCIIgSqGO8Y5CoRDuaPPx8YGtra3s9FTt8jEE9vb23LCVK1fixIkTZX4rKCjA0qVLERYWpnGezs7O3LDo6Gh8/vnnOH/+PGJjY3H//v2XlzZ2gNatW1foXWLVqlWYP3++0u7IAwcOYOTIkRrlOWzYMNSuXZsb/uabbyrtQGGMYdWqVZg5cyZXrkOHDpJHR0yaNIkrExERgc6dOyMqKkoyvKioCBcvXsTChQvRpEkThIaG4vTp09z0Zs6cCVdXV4wYMQK//vqr0KtNQUEBZs2axZ38iY780ARROdu1axe+/vprXLp0qUwZu3//vsGNKcaPHw8LCwvJsNzcXHTr1g1r1qzhLrLGx8dj06ZN6NWrFzw8PPDDDz8Y/e5pQnN4x8cALwwXPv744zLtWW5uLsLCwmSdF19ZKS4uxrvvvostW7Zw4yxatAh+fn5K9V/qKr8gJ+o3p06dqrRQlpKSghEjRlToOEZRe/bjjz/ip59+wtWrV8vora43Ex767sOqEp999pnkQvG6deuEHwy8vLx0PmZs0qQJevXqxQ3/+uuvMWrUKDx8+FAy/Pnz5zh69Cg++ugjuLq6YsyYMdy4ojozf/58pQ/Z2dnZ+PTTT7F06VIZd6IZCoUCP//8M/r168eNs3r1akyZMoUbPnLkSKE3jgEDBuDUqVNlfs/Ly0NYWBh27Nihkd4fffQRN+zmzZt44403lHaWJycnY9CgQbh8+bJG6QIvPkqZmZlJhpUfN5U33GjWrJnwyMPSVLVjygw55+Ghz7pvCN59911uWE5ODvr06aPk/S89PR3Dhg0zCq9JqggNDRUevT5hwgTJ8c/27dvx/vvvc+U8PDzw2muvKf1uqDZHhJ2dHQ4ePIhGjRpJhqsyHgderHO4ublh4MCBWLt2rfCIuuLiYqxevZp7xK+257DGhru7O8LDw7l9eU5ODvr27cv1EKjPtQlCzIcffsgNi4uLQ58+fSQNCC5evIgePXogOzubKy96z5UNbcy79NnXGmKNs6IUFRXhl19+gb+/P3x9fbF06VKcP3+e66UuPj4ew4cP5xqeA+IxpK2tLSwtLSXDSvqMY8eO4e7du2Xea+lNkqL5TFRUFJYvX660SWjv3r3o0aMH8vPzubIitKE3AKGn1aSkJHTo0AF//vkn9/nfu3cPa9euRYcOHdCsWTNs3ryZu266bds2eHh4oFevXlixYgWuX78u3Dy1c+dOrsezqt6/EgRBGBLp80AIgiBeUTw9PeHk5ITExESVcZs3by4cqJqYmKBdu3ZC98wlmJqaIjAwUC1d9UFAQAA3LDs7G507d0br1q3RuHFj5ObmIjIyEklJSRXK08/PDyYmJtzJw5IlS7BkyRKl32/cuAEvL68K5Q288PogchU7e/ZsrFy5EkFBQTA3N8e1a9dknQ3Oo2bNmpg6dSqmT58uGZ6SkoIePXqgWbNmaNGiBQoLCxEVFYW4uDhhurydQ5MmTcKKFSvw+PFjyfCoqCgEBgbCw8MDvr6+sLGxQXp6OpKTk3H16lXhTjMpsrOzsWnTJmzatAnAi8ld06ZN4ejoCBsbG5iYmCAxMRHnz58Xep5o3ry5WvmqQnTkV3FxMT799FPJsJycHO7kXB/Ur18fEyZM4B7jkZGRgQkTJmDq1Knw9/eHi4sLCgoKkJycjNjYWDx48EDPGhOGxNvbW9inrV69Gv/88w8CAwORk5ODkydPVumd0cCLXZwbN24Uxpk6dSqmTp0qK705c+aU8Q4SEBDA/Whx7do1NG7cGEFBQahTpw6SkpIQERGBnJwc2fpLIWrPsrOzMXbsWKXfnZ2dVbqml4O++7CqREFBAd577z188cUX8Pf3B2MM58+fF+5KBYDJkyfrRb+FCxfi4MGD3PHYxo0b8dtvv8HHxweNGzeGhYUFUlJSkJCQgGvXrsk2bggICOAaKz558gS+vr4IDAyEu7s70tPTERERobHre3WoVq0atm7dit69e3M9Zy1btgyWlpZYvHixUli9evUwaNAgrlHgkydP0KFDB7Rq1QpNmzZFdnZ2hdvgYcOGYfHixdxjDw8erCA94QAAIABJREFUPAh3d3d06NABrq6uSExMxMmTJ7leQQCgUaNGGDVqlDBfKysrtGvXTmlDgRRSHl86deqE7du3q5StaoZDhp7z8NBX3TcE7du3R2BgINfj140bN+Dj4/NyLpSWloYTJ04IP4gbE6amppg7dy6GDh0qGZ6bm4thw4bhv//9L1q3bg0TExNcvHhRpefR2bNnSxoHGqrNUYWLiwvCw8PRoUMHPHnyRCm8qKgIQ4cOxbZt29C3b1/JNPLz87Fjx46XhpzW1tZo2rQpnJ2dUbNmTVSrVg2pqam4cOGCcDyl7TmsMeLt7Y1//vkH3bp1k/Q2nJ2djT59+iA8PFzp2CR9r00QfN555x3MmzePu9nrxIkTaNy4Mfz9/dGgQQMUFRXh1q1buHLlijDdtm3bIiQkRBcqGwRtzbv02dfqe41Tm1y5cgWfffYZgBftsLe3NxwdHWFnZ4e8vDzExMTg8uXLQuMTd3d3oSdhExMT+Pr6co0U9+zZI3n85qpVqzBhwgQAQJs2bYRjusmTJ2P58uXw9fWFubm5rL5XFdrQGwACAwPxxhtvcI8rffLkCYYMGYLatWvD398fDg4OyMnJQXJyMu7cuaP2mkJxcTEOHDjw8luJpaUlPD094ebmBhsbG1hYWCA9PR2XLl0Srl++Cv0rQRCEoSDDIYIgiHK0b98eO3fulBVPFR07dpRlONSyZUujdL3fs2dPlYZUFy5cwIULF5R+9/b21uhceisrK3Tv3h0HDx5UW1Yb9O7dG0OGDBF6f0hISJAsI+bm5hrtFpk6dSqOHj0qLCvXr1/nLsqWZ/r06dzFmRo1amDbtm0ICQkRfqwu2Y2ibZ49eyY8nkMKU1NT7gK4pnh7e6Np06ZGfSwZjy+//BJRUVGIjIzkxsnMzOS6hSdeHUxNTfHuu+9Kfngs4cGDB5ILMgqFwuAetioj77zzDr777jtueH5+Po4dO6b0e/Xq1eHk5KSRcV+XLl1Qq1YtWe7IdYE++7CqgoWFxUvPcOr0t+3bt5f8IKELWrdujW+++UZoqFRcXIxLly5xPS3IYciQIZgxYwbXU15xcTEiIyOV+jyFQgFPT0+d9uOWlpbYvXs3unbtyj0u4csvv4SFhYXk8WLffvstDh48KKyb0dHRksdAaDKmNDExwR9//IH27dtzjavy8/Nljw9q1KiBP//8k+tNqDTdunVTaTjk7Ows6Q2lc+fOKg2HrKysjHKTRUUw9JyHh77qvqH48ccf4e/vz/3oymtzAM3nevrk7bffxqFDh7Bu3TpunNjYWNlHjwwdOpTrqcmQbY4qGjRogIMHDyI4OFhyc0pBQQEGDx6MXbt2CY8NKiErK0utY3NKeFWOzQoICMCuXbvQu3dvyf48IyMDvXr1wuHDh8sYXhh6bYL4PywtLbFlyxaEhISgsLBQMk5xcTGioqK4hgrlsbW1fbmBrKqgrXmXPvtaQ6xx6oKsrCyNvP8tXLgQ5ubmwjj9+/eXXa6lcHBwQO/evbFv3z5uHF7fq+naOVBxvUv46aefcO3aNcTExHDjpKam6mTMmpubi8uXLws9EUrxqvSvBEEQhoCOKiMIgiiH3OPK5MSTm5YxHlMGvFjQ1uQoiFGjRmHIkCEa5ztr1izu8Q764IcffoC3t7daMjVr1sRXX32lUX6mpqbYunWrWkfl8Xj33XexcOFCYZx27dph69atsLGxqXB++mDGjBlo0qSJ1tOdM2eO1tPUByUfMkUewQiihGnTpsHV1VUtGV9fX0ycOFFHGlVtAgIChEeh8Fi5ciU8PDw0yrN69eovd2IaAn33YVWBL774Qu1+zdXVFb/++itMTPQ3hQ8LC8Ps2bOhUCh0lkfdunUxY8YMteVmz56Ndu3a6UCjstjY2GD//v1CDy/z5s3Dl19+qfR7nTp18Msvv6BaNfX2a4WGhmLw4MFq6wq82H27fft2tY5LlsLa2hpbt24V7qwvjRxvQJ06dZL8PTg4WKVs586dtWJMYGwYes7DQx9131D4+vpi2bJlasu9++67wmPKjYlVq1ZhwIABFU6nV69e+Pnnn4VxDNXmyKFFixb4+++/uRu08vLyMGDAAJ1ttnjnnXeqvCF0abp27YqtW7dy27S0tDT06NFDyZNJZVubqMp06tQJa9euVWlkIQdbW1v8+eefaNy4sRY0Mx60Oe/SZ1+r7zVOY+Gzzz7D8OHDVcYbN26c2msm5fnf//6n9obgFi1aCDd5qUIbegMvDJ/++eefSlNfg4ODMXr0aEOrQRAEUWUhwyGCIIhyaNNwKDAwUNbHAm18bNMVI0eOxPz582VPZt966y2sXbu2Qnl27NgRP/30k8GOhLK3t8e///4LPz8/WfFdXFxw6NAh+Pj4aJynra0tjh49ik8//VTtD0zAi8XW1atX4+eff5b1rvr27YsLFy5UeAG8Tp06eO+99yqUBo9q1aph7ty5OjuyZujQoVi4cKFeP8JqCwcHB0RERGDq1KkV+pBmbm6OAQMGoFGjRlrUjjAm7OzssH37dtlnwHft2hX//vsvHBwcdKxZ1WXVqlV4/fXXZcU1MTHBt99+q5GxUWmmTZtmUGMvffdhlR0nJyccPHhQ9jjD3d0d//77Lxo2bKhjzZSZN28e9u/fDzc3twql4+vryz0SZtasWRg3bpzstD755BNJDz+6wsHBAeHh4ahfvz43zvTp0yWNEfr164fff/8dNWrUkJVX3759sXPnTo3qUQndunXDhQsXNPbQ4+fnh7Nnz8pux4AXcx5ra2thHKljyoAXZUNVH1XVjikrwdBzHhH6qPuGYuLEiVixYoXsejZu3LgKz2/1iZmZGbZv346lS5eievXqasubm5tj3rx52Ldvn6yyaYg2Ry6BgYHYuXMn1xAiJycHffv2RUREhFbzHT9+vEqjq6rIG2+8gXXr1nHHcsnJyejWrZu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\n",
      "text/plain": [
       "<Figure size 2880x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(40,15))\n",
    "\n",
    "fig.suptitle('What does the Immunization breakdown trend looks like in United States?', fontsize=40, fontweight='bold')\n",
    "for i in range(united_states_immunization.shape[0]):\n",
    "    y = np.array(united_states_immunization.iloc[i,4:])[:-1]\n",
    "\n",
    "    ax.plot(x, y, label=labels[i], color=colors[i], linewidth=5)\n",
    "    \n",
    "ax.set_title('Avg. US Immunization by Type')\n",
    "ax.set_ylabel('Immunization Percent(%)')\n",
    "ax.legend(loc=\"upper left\")\n",
    "ax.set_xticks(x[::10]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Section 3. United States Immunization Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# health.loc[health['Indicator Name'] == some_value]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'health' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-22d071893500>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mcondom_groupby\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhealth\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mhealth\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Indicator Name'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Condom\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mby\u001b[0m\u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m'Indicator Name'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mcondom_use\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcondom_groupby\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maggregate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mcondom_use\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mcondom_use\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'health' is not defined"
     ]
    }
   ],
   "source": [
    "condom_groupby = health[health['Indicator Name'].str.contains(\"Condom\")].groupby(by= ['Indicator Name']) \n",
    "condom_use = condom_groupby.aggregate(np.mean)\n",
    "condom_use.mean(axis=0)[:-1]\n",
    "condom_use.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'health' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-2-eb76d52e85de>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mHIV_groupby\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhealth\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mhealth\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Indicator Name'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Condom\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mby\u001b[0m\u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m'Indicator Name'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'health' is not defined"
     ]
    }
   ],
   "source": [
    "HIV_groupby = health[health['Indicator Name'].str.contains(\"Condom\")].groupby(by= ['Indicator Name']) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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