{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Big Tech Stocks and Acquisitions\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The information technology industry have been growing extensively troughout the last decades and it has been a very important topic of discussion. Moreover, they have had many acquisitions over the last years. What is the relationship between their growth and their respective acquisitions? Is it possible to predict their stock prices including an acquisition variable? This project will try to analyze their relationship. \n",
    "\n",
    "For this project, I will utilize the stock data, taken from COMPUSTAT, and acquisition data found in Kaggle: https://www.kaggle.com/shivamb/company-acquisitions-7-top-companies/kernels\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "from plotly.offline import init_notebook_mode, iplot\n",
    "import plotly.graph_objs as go\n",
    "import matplotlib.pyplot as plt\n",
    "from plotly import tools\n",
    "from datetime import date\n",
    "import pandas as pd\n",
    "import numpy as np \n",
    "import seaborn as sns\n",
    "import qeds\n",
    "from sklearn import metrics\n",
    "from sklearn.linear_model import Lasso\n",
    "from sklearn.linear_model import LassoCV\n",
    "from sklearn import linear_model\n",
    "from sklearn.linear_model import Ridge\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "qeds.themes.mpl_style();\n",
    "plotly_template = qeds.themes.plotly_template()\n",
    "colors = qeds.themes.COLOR_CYCLE\n",
    "\n",
    "# Import data stock from COMPUSTAT and acquisition stock from Kaggle \n",
    "data = pd.read_csv(\"stock_data.csv\")\n",
    "acq  = pd.read_csv(\"acquisitions.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Acquisitions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we will do some cleaning for the acquisitions data. \n",
    "\n",
    "Unfortunately, data provided by Kaggle did not include Amazon Inc. acquisitions data. This is because Amazon is not normally considered part of the technology industry. As of 2019, Fortune lists Amazon in the retailing sector rather than the technology sector  : https://fortune.com/global500/2019/amazon-com/\n",
    "\n",
    "\n",
    "As we will focus on the dates of the acquisitions, we have to treat the missing values correctly.\n",
    "Moreover, I will focus on a specific range of dates since I want recent acquisition data.\n",
    "\n",
    "The project will be divided in three parts. First, I will explore its acquisition and provide some visualization, then I will merge both datasets and provide visualizations. Finally, I will use machine learning models to predict the stock prices from the merged data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "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>AcquisitionID</th>\n",
       "      <th>AcquisitionMonth</th>\n",
       "      <th>AcquisitionMonthDate</th>\n",
       "      <th>AcquisitionYear</th>\n",
       "      <th>Company</th>\n",
       "      <th>Business</th>\n",
       "      <th>Country</th>\n",
       "      <th>Value (USD)</th>\n",
       "      <th>Derived products</th>\n",
       "      <th>ParentCompany</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ACQ99</td>\n",
       "      <td>November</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2015</td>\n",
       "      <td>bebop</td>\n",
       "      <td>Cloud software</td>\n",
       "      <td>USA</td>\n",
       "      <td>380000000.0</td>\n",
       "      <td>Google Cloud Platform</td>\n",
       "      <td>Google</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACQ98</td>\n",
       "      <td>November</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2015</td>\n",
       "      <td>Fly Labs</td>\n",
       "      <td>Video editing</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Google Photos</td>\n",
       "      <td>Google</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ACQ97</td>\n",
       "      <td>December</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2015</td>\n",
       "      <td>Clearleap</td>\n",
       "      <td>Cloud-based video management</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IBM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ACQ96</td>\n",
       "      <td>December</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2015</td>\n",
       "      <td>Metanautix</td>\n",
       "      <td>Big Data Analytics</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Microsoft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ACQ95</td>\n",
       "      <td>December</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2015</td>\n",
       "      <td>Talko, Inc.</td>\n",
       "      <td>Mobile communications</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Microsoft</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  AcquisitionID AcquisitionMonth  AcquisitionMonthDate  AcquisitionYear  \\\n",
       "0         ACQ99         November                  11.0             2015   \n",
       "1         ACQ98         November                  11.0             2015   \n",
       "2         ACQ97         December                   8.0             2015   \n",
       "3         ACQ96         December                  18.0             2015   \n",
       "4         ACQ95         December                  21.0             2015   \n",
       "\n",
       "       Company                      Business Country  Value (USD)  \\\n",
       "0        bebop                Cloud software     USA  380000000.0   \n",
       "1     Fly Labs                 Video editing     USA          NaN   \n",
       "2    Clearleap  Cloud-based video management     USA          NaN   \n",
       "3   Metanautix            Big Data Analytics     USA          NaN   \n",
       "4  Talko, Inc.         Mobile communications     USA          NaN   \n",
       "\n",
       "        Derived products ParentCompany  \n",
       "0  Google Cloud Platform        Google  \n",
       "1          Google Photos        Google  \n",
       "2                    NaN           IBM  \n",
       "3                    NaN     Microsoft  \n",
       "4                    NaN     Microsoft  "
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acq.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 916 entries, 0 to 915\n",
      "Data columns (total 10 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   AcquisitionID         916 non-null    object \n",
      " 1   AcquisitionMonth      910 non-null    object \n",
      " 2   AcquisitionMonthDate  883 non-null    float64\n",
      " 3   AcquisitionYear       916 non-null    int64  \n",
      " 4   Company               916 non-null    object \n",
      " 5   Business              916 non-null    object \n",
      " 6   Country               870 non-null    object \n",
      " 7   Value (USD)           245 non-null    float64\n",
      " 8   Derived products      401 non-null    object \n",
      " 9   ParentCompany         916 non-null    object \n",
      "dtypes: float64(2), int64(1), object(7)\n",
      "memory usage: 71.7+ KB\n",
      "None\n",
      "AcquisitionID             0\n",
      "AcquisitionMonth          6\n",
      "AcquisitionMonthDate     33\n",
      "AcquisitionYear           0\n",
      "Company                   0\n",
      "Business                  0\n",
      "Country                  46\n",
      "Value (USD)             671\n",
      "Derived products        515\n",
      "ParentCompany             0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(acq.info())\n",
    "print(acq.isnull().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We will drop missing values in AcquisitionMonthDate\n",
    "acq = acq.dropna(subset = [\"AcquisitionMonthDate\"])\n",
    "acq = acq.dropna(subset = [\"AcquisitionMonth\"])\n",
    "\n",
    "#convert to numeric data and apply to data\n",
    "def convert_numeric(month):\n",
    "    return{'January' : 1,'February' : 2,'Feburary' : 2,'March' : 3,'April' : 4,'May' : 5,'June' : 6,\n",
    "           'July' : 7,'August' : 8,'September' : 9, 'October' : 10,'November' : 11,'December' : 12}[month]\n",
    "\n",
    "acq['AcquisitionMonth'] = acq['AcquisitionMonth'].apply(convert_numeric)\n",
    "\n",
    "#transform the three columns to one datetime-formatted column.\n",
    "acq = acq.rename(columns={'AcquisitionYear':'year','AcquisitionMonth':'month','AcquisitionMonthDate':'day'})\n",
    "acq['datadate'] = pd.to_datetime(acq[['year', 'month', 'day']])\n",
    "\n",
    "#Choose a range of dates.\n",
    "acq = acq[(acq[\"datadate\"] > \"2010\") & (acq[\"datadate\"] < \"2018\")]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since we want to analyze its relationship with stock data, let's custom some columns and values for making the merging a lot easier."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Create ticker column for future reference.\n",
    "acq['TICKER'] = acq[\"ParentCompany\"].replace({\"Facebook\" : \"FB\", 'Apple':'APPL','Google':'GOOGL', 'Microsoft' :'MSFT' , \"IBM\" : \"IBM\", \" Twitter\" : \"TWTR\" })\n",
    "\n",
    "# We won't we using it because it was sold.\n",
    "acq = acq[acq['TICKER'] != \"Yahoo\"] \n",
    "\n",
    "# Let's change the sorting of the columns for future reference and personalize it a little bit.\n",
    "acq = acq.rename(columns = {\"Company\": \"Company Acquired\"})\n",
    "acq = acq[[\"datadate\",\"year\",\"ParentCompany\", \"TICKER\", \"Company Acquired\",\"Value (USD)\", \"Country\"]]\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have cleaned data and changed the Dataframe into a tidier-looking format, we can proceed to the first visualization.\n",
    "\n",
    "Here, I want to analyze the number of acquisitions for each company, each year, and each country, all separetely."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fz7eqrn7jf9+2NuUGrX+tDt6hT72PDxnYN2PHT8ys2XNywF67btrO61HfJ3Wsj5vLlq94T/vs8w6vg627ds7A/ttlwqRpmf/yqzX/bbht3Zo5Rxyy73s6HgAbJkQAfISNGDkmSer8prNpkybZd4+dM2Lk6Nwz+uEcfdj+Sd5YwC3Z+N+qLl+xMi1bNE+TJnV/Y9ymrPT9TH2D9thlSH70na/l+lvuysj7x+X2e9441x7dOufETx1VZx2CzWH916fN225dWK9i3Zv29ePe6p0+oaRhw4ZZu/5d5Drf+fppuf6Wu3LvAw/nr9ffmiRp1LBhdt1xYE773Kc2KrbcOOKe/P7Kf6RVyxYZOrBfOravSJMmTVKSNy6Pn/3c3Kxe/eYVEZ844qCUl7XOrXfel5vvvC833n5vkqRv7145+fhj612U8J280/d+/fb1X5/KZctTXV2dpZXLc82683wnK1e9VidEvP0Wkg1ZWrk8SfLPW+9+13GrVr1W8/fL/jI8/xpxTyralGXHQf3TtqI8Tde93tevYfBWy1a8EQ02FA7e6p1fG2+Eq7eGj3fSts0bX4tXXl200cdN3vqarv971nbd17i+1/R7Ud+5rr+VZGPOsz7v9jo4+tD9M3nqjIwYOTqnHP+JLF22PGPGPZbOnTpk6FvWZQFg8xIiAD6ili5bnjEPP5Yk+cXvrqz5lIi3GzFydE2IaLXuyogFCzfuzUzLFs2zbPmKVK1eXefy9fW/XX67knVXBaxZs6bOY5v6G9GdBvfPToP757Wqqkyf9UwemTg1t951X350yR/zswu+WecTLN6v9W+iFq27DP7tFi5aXGvce9WkSeMc/8kjcvwnj8iChYsz5amZGTXm4YwdPzHPzX0hl/38gnpvoVhvzZo1ufq6W1JRXppLL/punasanpw5O3mu7vMO2GvXHLDXrlm+YmWenDE7Dz02KXfc80C+++P/ze8vPj9dO3fcqPm/0/d+/fb1X5/1/9uze5f84ecXbNS+3+rtH025IeuPd93/XZLSVi03OH7xkqW56fZ706Nb51zyP+fWiQv3jX2kznNatWiRJZXLsmLlqk2KEe/XDn3fuCpp8rTpWbN27UYvwPjma7r+79mCda/1t76mN+fP8Adtj50Hp11Fee4cNTYnDTs6I+97MFWrV+fwg/be5NcPABvPGhEAH1Ej73swq1e/nm16dMthB+xV75/2bdvkmTnzam4NaNasaXp275KllctrLjF/N9v27J7q6upMWbdQ3ltNnjaj3ue0Xrfq/SsL6saO6e/xHvGmTZpkYL/t88UTPpFTTzou1dXVtdYhqM/69RfWbMJvYbdZtyjm1OlPZ/Vb1ldYb+KUp5LUf/n5e9W2ojz77bFzLvzvM9N3u16Z+8JLmTNv/rs+Z0nlsixbviJ9t6t7a8XKVavqvS3hrVq2aJ6dBvfPmV88Pp848uBUrV6dRx9/YqPnPOuZOfWuazB52huvk/WLizZv1iw9unXO8/Pmb/KCmO/F+tuNnqjn9VqfF196NWurqzN0UP86UeGVBYvy4suvvOMxxk+c8j5nu2kG9O2dbl065dWFi3PHuquD3s36j+9c/72YNPWpesc9Xs9r+oP4Ga7P+p/R93qlRPLG1RYfO2ifLF5SmbHjJ2bEPWPSuHGjHPK2q8QA2LyECICPqBHr3ox89eTP5Btf+Vy9f4476pAkb94znSQf/9gBSZL/vfyvWbpseZ39vvqWqyXWL3p55d9uzGtVVTXbK5ctz99uuK3eea3/lI47732g1mKJS5ZW5k9XX7/R5zdh8rSseu21OtsXrvvNbuN6Fhh8q9JWLVNSUpJX6vkUg3fSvm2b7Diof15dsCjX3XRnrceeff6F3Hr3/WncuFEO2Pu930u/eGllrTUj1qtavTrLl79xeXx9iye+VXlp6zRt2iQzZz+XlaveDAKvv/56fn/FP7Kkclmd5zwycUqt78d666/+qO/2m3eyfMXKmltK1ntq5uyMHvfoGx8Ju/Ogmu2fPOqQvL5mTX7xu7/U+3pbsXLVRkWxjXH0YfuncaNG+eNV12XOvBfrPL5m7dpMmjq95t8dO7RNkkx9amatYLVy1ar86rKr6qy5kbz58/Onq6+vc9tGUv+b982hQYMG+dppJ6VRw4b5w5XDc9d9D6b6bbf8JG98tOr//PKymtdYv+23SfcuW2X6rGfrLLL6+BNPZez4iSlr3arW92xz/QxvyPpbcer7pJFNcfhBe6dRw4a57C/D8/y8+dl71x03eQFWADaNWzMAPoKmTJuR5+fNT7cunTKgb92FJNc7cJ/d8ue/3pDR4x7NV9ctWvmxA/fOtOlP5677HszJ/3Ve9th5cCralGXR4qWZ+tSs9N2uV751xslJkv333CX3P/hoHnp0Ur581vez+85DsnbNmox5aEJ6b7N15r34cp1jbr9tjwwe0CePT3kqZ377xxkyoG8qly3P+AlTMmSHPpn93NyNOsfLr74+819+NQP7b59O7dumcePGeWbO3Dw2aVpKW7fM4Qft/a7Pb9asafptv02mPjUr5//00vTu1T0NGzbMgL69M+BdFtr8f6eekG9+72f5yz9uyuNPPJU+vXtl4eIlGT3u0VRVrc7Xv3xSvZ+MsLEWLFycr3/3p+nauWN699o67dtWZNVrr+WxSVMz78WXs+cuQzZ4i0SDBg1yzMcOyD9uvCNfPuvC7L7z4Lz++uuZNHV6Kpctz6D+29d6w50kP/n1n9KoUaPs0GfbdOzQLiV547fbTzw5M1t1bJd9dt9po89hQN/euePeBzJ91jPpt/22WbBwce4f90hSXZ2vf/mkWgszHrLfHpk1e05uuuPenPxf52XHQf3SsX27LFu+Ii+9siBPPDkjQwf2y/fPOWOTvo716da5U846/Qv5xe+vzJfPujA7De6frlt1zNq1a/PKgkWZOn1WVq9+PTdc+eskb6w9sN8eO+e+Bx/J6Wf/IEMH9c+KFSszYfK0NGncONv06Jann32+1jGGDuyXkz51VK6+7pac+s0LsvtOg9OpQ9ssWbosM55+Ni1bNM/F3//W+z6X+gzo2zsXnH16LvrNn/OL312Za/95Wwb13z7lZa2zatVrefrZ5zNtxtNpUNIgn1n3CS4lJSX51hkn59wf/jIX//aKjB73aHp075IXX3olDzw8IY0aNczZZ55c66M7N9fP8IbsOKhfRo97NL+67OrsvduOad6saVq2bJ6PH3bAJu2norwse+wyJKPHPZokOdIilQAfOCEC4CNo/RUOHzvw3d+Mt27VMnvvNjT3jHk4I0c/VPN/8M86/QvZcVC/jBg5Jg8+8nhee60q5WWts902PXLQWz4GtKSkJN/95pfzjxvvyN33PZhb7hiVijZlOXi/3XPCcUfmqBPqf/N4/llfzf9de0MeHD8xt9wxKh3bt81xRx2cTx51SO57sO599/X5zLGH58FHHs/M2c9m0hNvXD7erm2bHHv4gTn2iIM2Kgacc+Yp+eNV12XKkzPyyMQpWVtdnROPO/JdQ0SnDu1y6UXn5W83jMjDj03O1KdmpVmzphnYb7t86uhDN2lRx/p0bN82nxt2dCZNnZ4p02ZkydJladmyeTp36pBPHX3oRl9S/vlPfzxlpa1zxz0PZMTdo9OyRfMMHdg3n//MMbl6+M11xp9y/CcyYfK0zH7u+Tw6aWoaNWyYDu0qcuJxR+bjHzsgrdZdjr8xOnVol/932on5819vyG1335/Vq1dnu2165MTjjszQgf3qjD/9lM9k56E75Na77s/kqTNSuWxiWrZskfZty3PkIfu9rytM3m7/vXZJrx5dc8OtIzNxypOZOPnJNGnSOBVtyrLz4B2y19sWOf3GVz+XTh3b5f4HH80td45KWWnr7L7joHzu00fnh7/4Q73HOPFTR6Xvdr1y4+33ZsLkqVmxYlXKSlun59ZdctgBe222c6nPLkMH5Irf/Ci33XV/Hnn8iTz4yMQsX7EyTZs0SdfOHTPs44flsAP2qrXg6fbb9silF303f/vnbZkw+ck8+vjUtGzZInvsPDif/cQR2aZHtzrH2Rw/wxtyyH575JVXF+aeMQ/nhlvvzutr1qRj+7abHCKS5ND993wjsnTrnP59tt0s8wPgnZWsWTi77nV5AFCAQ4edlo7t2+aq3/7kw54KBZg0dXrOufAXOXjf3WuumoEtwd9uGJEr/35jzvzi8Tnq0P0+7OkA/MezRgQAAB9ZK1etys13jkrLFs1z4D67fdjTAfhIcGsGAAAfOQ89OikzZj+XRyZOycJFS3LK8ccW+pGqAB9lQgQAAB85Dzw8IXffPy5tykoz7OOH5bijD/2wpwTwkbHBNSJuvmNURowcXfMRU1t37ZzPfvLw7Dp0YJKkuro611x3S0bcMybLlq1In949c8YXj0+Pbp1r9lG1enUuv/r63Dd2fF6rWp0hO/TJmV86Ie3btnnPE59b2TBJ0rX1mve8DwAAAKBYGwwRDz7yeBo3apjOW3VM9drq3H3/g7nu5jtz6U+/m15bd80/brwjf7vhtpx1+hfSrXOnXHP9rZk6fVb+/Ksf1lze9r+X/zXjHn083zrj5JS2apk/XnVdli1fkUsv+m4aNnhvy1SsDxGlpaXv6fkAAADAB6e0elG92zdYAfbYeXB2HjIgXTp1SNfOHXPyZ49N82bN8uSMp1NdXZ0bR4zMsGMOy9677Zge3bvk7DNPzsqVqzLqgYeTJMtXrMid9z6QU088LjsO7JfevbbO2WeekmfmzMvEyU9u3rMEAAAAtmibtEbEmrVrM2bco1m16rX0236bzH/51SxcvDQ7DuxfM6ZpkyYZ0Ld3pk2fnSMO3jczZ8/J62vWZOigNz8XvEO7inTr0inTZjydnQb3r3OcESNHZ8TIMe86l3PPO39Tpg4AAABsATYqRDwzZ26+ft5FqVq9Os2bNc35Z381Pbt3zdTpTydJ2pS3rjW+vKw0CxYtTpIsXLwkDRo0SFnrVrXGtCkrzaLFS+o93uEH7ZPDD9rnXec0t3JjZg4AAABsSTYqRHTt3Cm/u/h7Wb58RR54eEJ+/tsrcvEF33rLiJJa46vr2fZ21ane4BgAAADgP8tGrRTZuFGjdOnUIdtt0yOnHP+J9OrRLTfcNjIV5W8sFLlo8dJa45csWZo2ZW88VlFelrVr12ZJ5bJaYxYvqUybcgtNAgAAwEfJe/rIiuq11Vm9+vV06tAuFeWlmTB5Ws1jVVWr88RTs9Jv+15Jkt69uqdRw4a1xryyYFGenzc//bbb5n1OHwAAAPh3ssFbM/781xuyy9ABad+2TVauWpVRD4zP5Gkz8sNzz0xJSUmOOfyg/P1fI9KtS6d03apjrr3htjRr1jT777VrkqRlixY59IC98qer/5ny0tYpbd0ql101PD27d8mQgX0/8BMEAAAAthwlaxbOrn63AT//7RWZNHV6Fi1emhYtmqfn1l3yqaMOrfm0i+rq6lxz3S0ZMXJ0KpevSJ9te+bMLx6fHt271Oyjqmp1Lr/m+ox6YHyqqqoyeIe+OfNLx6dDu4r3PPG5lQ2TJKWlbu8AAACALU1p9aJ6t28wRGyphAgAAADYcr1TiHhPa0QAAAAAvBdCBAAAAFAYIQIAAAAojBABAAAAFEaIAAAAAAojRAAAAACFESIAAACAwggRAAAAQGGECAAAAKAwQgQAAABQGCECAAAAKEyjD3sCAACwqdpcuP9m29eiC0Zttn0BsGGuiAAAAAAKI0QAAAAAhREiAAAAgMIIEQAAAEBhhAgAAACgMEIEAAAAUBghAgAAACiMEAEAAAAURogAAAAACiNEAAAAAIURIgAAAIDCCBEAAABAYYQIAAAAoDBCBAAAAFAYIQIAAAAojBABAAAAFEaIAAAAAAojRAAAAACFESIAAACAwggRAAAAQGGECAAAAKAwQgQAAABQGCECAAAAKIwQAQAAABRGiAAAAAAKI0QAAAAAhREiAAAAgMIIEQAAAEBhhAgAAACgMEIEAAAAUBghAgAAACiMEAEAAAAURogAAAAACiNEAAAAAIURIgAAAIDCCBEAAABAYYQIAAAAoDBCBAAAAFAYIQIAAAAojBABAAAAFEaIAAAAAAojRAAAAACFEcjg/r4AACAASURBVCIAAACAwggRAAAAQGGECAAAAKAwQgQAAABQGCECAAAAKIwQAQAAABRGiAAAAAAK02hDA/7+r9szdvyEzH3hpTRu1Ch9evfKKccfmx7du9SM+flvr8jd94+r9bw+vXvm1z/6ds2/q1avzuVXX5/7xo7Pa1WrM2SHPjnzSyekfds2m/F0AAAAgC3ZBkPE5GnTc+Qh+2X7bXqkOtW56h8359wfXpI/XnJhSlu1rBk3ZEDfnPNfp7y540a1d/2HK4dn3KOP59yvnZrSVi3zx6uuy/k//U0uvei7adjAhRkAAADwUbDBAvDj876eQ/ffMz26d0nP7l1zzn+dkiVLKzPtqVm1xjVu3CgV5WU1f94aKZavWJE7730gp554XHYc2C+9e22ds888Jc/MmZeJk5/c/GcFAAAAbJE2eEXE261YuSprq6vTqlWLWtunPjUrw750Vlq1bJ4BfbfLyZ89JuVlpUmSmbPn5PU1azJ0UL+a8R3aVaRbl06ZNuPp7DS4//s8DQAAAODfwSaHiN9f8Y9s06Nb+m63Tc22nQb3z567DkmnDu3y0ssLcuU/bso5P/hlLv3peWnSuHEWLl6SBg0apKx1q1r7alNWmkWLl9Q5xoiRozNi5Jh3nce5552/qVMHAAAAPmSbFCIu+8vwTJ0+K7/8wTm11nXYb89dav7es3vX9O61dU4649yMnzAle+069B33V53qJCV1th9+0D45/KB93nUucys3ZeYAAADAlmCjV4n8w5X/yH1jx+ei87+ZrTq2f9exbSvK066iTea9+HKSpKK8LGvXrs2SymW1xi1eUpk25aXvYdoAAADAv6ONChG/v+LvGTV2fC46/6x077LVBscvWVqZBQsXp6JNWZKkd6/uadSwYSZMnlYz5pUFi/L8vPnp95ZbPAAAAID/bBu8NePSP12be8Y8lAvOPj2tWrXIwnVrOjRv1jTNmzXLylWrcvXwW7LXbkNTUV6Wl15ZkCuu/VfKy1pnz12GJElatmiRQw/YK3+6+p8pL22d0tatctlVw9Oze5cMGdj3gz1DAAAAYIuxwRBxy133JUn++we/rLX9xOOOzEnDjk6DBg3y7PPzMnL0Q1m+fEUq2pRlUP/t851vnJYWzZvVjP/K54elYcMG+fGvLk9VVVUG79A3Z59xSq21JgAAAID/bCVrFs6u/rAn8V7MrWyYJCkttcYEAMBHTZsL999s+1p0wajNti8A3lRavaje7S5HAAAAAAojRAAAAACFESIAAACAwggRAAAAQGGECAAAAKAwQgQAAABQGCECAAAAKIwQAQAAABRGiAAAAAAKI0QAAAAAhREiAAAAgMIIEQAAAEBhhAgAAACgMEIEAAAAUBghAgAAACiMEAEAAAAURogAAAAACiNEAAAAAIURIgAAAIDCCBEAAABAYYQIAAAAoDBCBAAAAFAYIQIAAAAojBABAAAAFEaIAAAAAAojRAAAAACFESIAAACAwggRAAAAQGGECAAAAKAwQgQAAABQGCECAAAAKIwQAQAAABRGiAAAAAAKI0QAAAAAhREiAAAAgMIIEQAAAEBhhAgAAACgMEIEAAAAUBghAgAAACiMEAEAAAAURogAAAAACiNEAAAAAIURIgAAAIDCCBEAAABAYYQIAAAAoDBCBAAAAFAYIQIAAAAojBABAAAAFEaIAAAAAAojRAAAAACFESIAAACAwggRAAAAQGGECAAAAKAwQgQAAABQGCECAAAAKIwQAQAAABRGiAAAAAAKI0QAAAAAhREiAAAAgMIIEQAAAEBhhAgAAACgMI02NODv/7o9Y8dPyNwXXkrjRo3Sp3evnHL8senRvUvNmOrq6lxz3S0Zcc+YLFu2In1698wZXzw+Pbp1rhlTtXp1Lr/6+tw3dnxeq1qdITv0yZlfOiHt27b5YM4MAAAA2OJs8IqIydOm58hD9sslP/zvXHTBN9OwYYOc+8NLsnTZ8poxw2+6M/+89e6cfvJn8puffCdlpa3z7f+5JCtWrqoZ84crh+eBhyfk3K+dml9ceHZWrFyV83/6m6xZu/aDOTMAAABgi7PBEPHj876eQ/ffMz26d0nP7l1zzn+dkiVLKzPtqVlJ3rga4sYRIzPsmMOy9247pkf3Ljn7zJOzcuWqjHrg4STJ8hUrcue9D+TUE4/LjgP7pXevrXP2mafkmTnzMnHykx/sGQIAAABbjE1eI2LFylVZW12dVq1aJEnmv/xqFi5emh0H9q8Z07RJkwzo2zvTps9OksycPSevr1mToYP61Yzp0K4i3bp0yrQZT7/fcwAAAAD+TWxwjYi3+/0V/8g2Pbql73bbJEkWLl6aJGlT3rrWuPKy0ixYtHjdmCVp0KBBylq3qjWmTVlpFi1eUucYI0aOzoiRY951Hueed/6mTh0AAAD4kG1SiLjsL8Mzdfqs/PIH56Rhg7dfTFFS61/V9Wx7u+pU1zvm8IP2yeEH7fOuz51bucHpAgAAAFuYjb414w9X/iP3jR2fi87/Zrbq2L5me0V5aZJk0borI9ZbsmRp2pSVrhtTlrVr12ZJ5bJaYxYvqUybdc8HAAAA/vNtVIj4/RV/z6ix43PR+Wele5etaj3WqUO7VJSXZsLkaTXbqqpW54mnZqXf9r2SJL17dU+jhg1rjXllwaI8P29++q27xQMAAAD4z7fBWzMu/dO1uWfMQ7ng7NPTqlWLLFy3pkPzZk3TvFmzlJSU5JjDD8rf/zUi3bp0StetOubaG25Ls2ZNs/9euyZJWrZokUMP2Ct/uvqfKS9tndLWrXLZVcPTs3uXDBnY94M9QwAAAGCLscEQcctd9yVJ/vsHv6y1/cTjjsxJw45Okgz7+KGpqqrKb/98bSqXr0ifbXvmJ+d9PS2aN6sZ/5XPD0vDhg3y419dnqqqqgzeoW/OPuOUetaaAAAAAP5TlaxZOLv6w57EezG3smGSpLTUGhMAAB81bS7cf7Pta9EFozbbvgB4U2n1onq3uxwBAAAAKIwQAQAAABRGiAAAAAAKI0QAAAAAhREiAAAAgMIIEQAAAEBhhAgAAACgMEIEAAAAUBghAgAAACiMEAEAAAAURogAAAAACiNEAAAAAIURIgAAAIDCCBEAAABAYYQIAAAAoDBCBAAAAFAYIQIAAAAojBABAAAAFEaIAAAAAAojRAAAAACFESIAAACAwggRAAAAQGGECAAAAKAwQgQAAABQGCECAAAAKIwQAQAAABRGiAAAAAAKI0QAAAAAhREiAAAAgMIIEQAAAEBhhAgAAACgMEIEAAAAUBghAgAAACiMEAEAAAAURogAAAAACiNEAAAAAIURIgAAAIDCCBEAAABAYYQIAAAAoDBCBAAAAFAYIQIAAAAojBABAAAAFEaIAAAAAAojRAAAAACFESIAAACAwggRAAAAQGGECAAAAKAwQgQAAABQGCECAAAAKIwQAQAAABRGiAAAAAAKI0QAAAAAhREiAAAAgMIIEQAAAEBhhAgAAACgMEIEAAAAUBghAgAAACiMEAEAAAAURogAAAAACiNEAAAAAIURIgAAAIDCNNqYQVOmzcj1t9yVmbPnZMGixTnr9C/kkP32qHn857+9InffP67Wc/r07plf/+jbNf+uWr06l199fe4bOz6vVa3OkB365MwvnZD2bdtsplMBAAAAtnQbFSJWrnotW3frkoP23T0XX/p/9Y4ZMqBvzvmvU97ccaPau/7DlcMz7tHHc+7XTk1pq5b541XX5fyf/iaXXvTdNGzgwgwAAAD4KNioArDL0AE55fhjs/duO6akpP6nNG7cKBXlZTV/Slu1rHls+YoVufPeB3Lqicdlx4H90rvX1jn7zFPyzJx5mTj5yc1zJgAAAMAWb6OuiNgYU5+alWFfOiutWjbPgL7b5eTPHpPystIkyczZc/L6mjUZOqhfzfgO7SrSrUunTJvxdHYa3H9zTQMAAADYgm2WELHT4P7Zc9ch6dShXV56eUGu/MdNOecHv8ylPz0vTRo3zsLFS9KgQYOUtW5V63ltykqzaPGSOvsbMXJ0Rowc867HPPe88zfH1AEAAIACbZYQsd+eu9T8vWf3runda+ucdMa5GT9hSvbadeg7Pq861UlK6mw//KB9cvhB+7zrMedWvufpAgAAAB+SD2SVyLYV5WlX0SbzXnw5SVJRXpa1a9dmSeWyWuMWL6lMm/LSD2IKAAAAwBboAwkRS5ZWZsHCxaloU5Yk6d2rexo1bJgJk6fVjHllwaI8P29++m23zQcxBQAAAGALtJEf37kqL8x/JUlSXb02L7+6ME8/+3xat2qR1q1a5urht2Sv3YamorwsL72yIFdc+6+Ul7XOnrsMSZK0bNEihx6wV/509T9TXto6pa1b5bKrhqdn9y4ZMrDvB3d2AAAAwBZlo0LEjKefyzkX/qLm31cPvzlXD785B++7e/7r1BPy7PPzMnL0Q1m+fEUq2pRlUP/t851vnJYWzZvVPOcrnx+Whg0b5Me/ujxVVVUZvEPfnH3GKWnY4AO5KAMAAADYApWsWTi7+sOexHsxt7JhkqS01BoTAAAfNW0u3H+z7WvRBaM2274AeFNp9aJ6t7scAQAAACiMEAEAAAAURogAAAAACiNEAAAAAIURIgAAAIDCCBEAAABAYYQIAAAAoDBCBAAAAFAYIQIAAAAojBABAAAAFEaIAAAAAAojRAAAAACFESIAAACAwggRAAAAQGGECAAAAKAwQgQAAABQGCECAAAAKIwQAQAAABRGiAAAAAAKI0QAAAAAhREiAAAAgMIIEQAAAEBhhAgAAACgMEIEAAAAUBghAgAAACiMEAEAAAAURogAAAAACiNEAAAAAIURIgAAAIDCCBEAAABAYYQIAAAAoDBCBAAAAFAYIQIAAAAojBABAAAAFEaIAAAAAAojRAAAAACFESIAAACAwggRAAAAQGGECAAAAKAwQgQAAABQGCECAAAAKIwQAQAAABRGiAAAAAAKI0QAAAAAhREiAAAAgMIIEQAAAEBhhAgAAACgMEIEAAAAUBghAgAAACiMEAEAAAAURogAAAAACiNEAAAAAIURIgAAAIDCCBEAAABAYYQIAAAAoDBCBAAAAFAYIQIAAAAojBABAAAAFEaIAAAAAAojRAAAAACFESIAAACAwjTamEFTps3I9bfclZmz52TBosU56/Qv5JD99qh5vLq6Otdcd0tG3DMmy5atSJ/ePXPGF49Pj26da8ZUrV6dy6++PveNHZ/XqlZnyA59cuaXTkj7tm02/1kBAAAAW6SNuiJi5arXsnW3LvnqyZ9O0yaN6zw+/KY7889b787pJ38mv/nJd1JW2jrf/p9LsmLlqpoxf7hyeB54eELO/dqp+cWFZ2fFylU5/6e/yZq1azff2QAAAABbtI0KEbsMHZBTjj82e++2Y0pKaj+luro6N44YmWHHHJa9d9sxPbp3ydlnnpyVK1dl1AMPJ0mWr1iRO+99IKeeeFx2HNgvvXttnbPPPCXPzJmXiZOf3PxnBQAAAGyR3vcaEfNffjULFy/NjgP712xr2qRJBvTtnWnTZydJZs6ek9fXrMnQQf1qxnRoV5FuXTpl2oyn3+8UAAAAgH8TG7VGxLtZuHhpkqRNeeta28vLSrNg0eJ1Y5akQYMGKWvdqtaYNmWlWbR4SZ19jhg5OiNGjnnX45573vnvZ9oAAADAh+B9h4g3ldT6V3U9296uOtX1jjn8oH1y+EH7vOtz51Zu2uwAAACAD9/7vjWjorw0SbJo3ZUR6y1ZsjRtykrXjSnL2rVrs6RyWa0xi5dUps265wMAAAD/+d53iOjUoV0qykszYfK0mm1VVavzxFOz0m/7XkmS3r26p1HDhrXGvLJgUZ6fNz/9ttvm/U4BAAAA+DexUbdmrFy1Ki/MfyVJUl29Ni+/ujBPP/t8WrdqkQ7t2uaYww/K3/81It26dErXrTrm2htuS7NmTbP/XrsmSVq2aJFDD9grf7r6nykvbZ3S1q1y2VXD07N7lwwZ2PeDOzsAAABgi1KyZuHs6g0NmjR1es658Bd1th+87+751hknp7q6Otdcd0tGjBydyuUr0mfbnjnzi8enR/cuNWOrqlbn8muuz6gHxqeqqiqDd+ibM790fDq0q3hPE59b2TBJUlrq1g4AgI+aNhfuv9n2teiCUZttXwC8qbR6Ub3bNypEbImECACAjy4hAmDL904h4n2vEQEAAACwsYQIAAAAoDBCBAAAAFAYIQIAAAAojBABAAAAFEaIAAAAAAojRAAAAACFESIAAACAwggRAAAAQGGECAAAAKAwQgQAAABQGCECAAAAKIwQAQAAABRGiAAAAAAKI0QAAAAAhREiAAAAgMIIEQAAAEBhhAgAAACgMEIEAAAAUBghAgAAACiMEAEAAAAURogAAAAACiNEAAAAAIURIgAAAIDCCBEAAABAYYQIAAAAoDBCBAAAAFAYIQIAAAAojBABAAAAFEaIAAAAAAojRAAAAACFESIAAACAwggRAAAAQGGECAAAAKAwQgQAAABQGCECAAAAKIwQAQAAABRGiAAAAAAKI0QAAAAAhREiAAAAgMIIEQAAAEBhhAgAAACgMEIEAAAAUBghAgAAACiMEAEAAAAURogAAAAACiNEAAAAAIURIgAAAIDCCBEAAABAYYQIAAAAoDBCBAAAAFAYIQIAAAAojBABAAAAFEaIAAAAAAojRAAAAACFESIAAACAwggRAAAAQGGECAAAAKAwQgQAAABQGCECAAAAKIwQAQAAABSm0ebYydXDb841199aa1ubstL8/fKfJ0mqq6tzzXW3ZMQ9Y7Js2Yr06d0zZ3zx+PTo1nlzHB4AAAD4N7FZQkSSdO3cMRd//1s1/27Q4M2LLYbfdGf+eevdOev0L6Rb50655vpb8+3/uSR//tUP06J5s801BQAAAGALt9luzWjYsGEqystq/pSXtk7yxtUQN44YmWHHHJa9d9sxPbp3ydlnnpyVK1dl1AMPb67DAwAAAP8GNtsVEfNfeiXHf/mcNGrUMH1698zJnz02W3Vsn/kvv5qFi5dmx4H9a8Y2bdIkA/r2zrTps3PEwfturikAAAAAW7jNEiL69O6Zs04/Od26dMriJUvztxtG5BvfvSh//OX3s3Dx0iRJm/LWtZ5TXlaaBYsW17u/ESNHZ8TIMe96zHPPO39zTB0AAAAo0GYJETsPGVDr332365XPn3le7r5/XPr07rVua0mtMdX1bFvv8IP2yeEH7fOux5xb+d7mCgAAAHx4PpCP72zerFm27rZV5r34cirKS5Mki9ZdGbHekiVL06as9IM4PAAAALCF+kBCRFXV6sydNz8VbcrSqUO7VJSXZsLkabUef+KpWem3fa932QsAAADwn2az3Jrxx6uuy247DUyHdm2zeMnS/PWft2XVa1U5eN/dU1JSkmMOPyh//9eIdOvSKV236phrb7gtzZo1zf577bo5Dg8AAAD8m9gsIeLVhYvyk1//KUuXLktZaev06d0zv/rRuenYvm2SZNjHD01VVVV+++drU7l8Rfps2zM/Oe/radG82eY4PAAAAPBvomTNwtnVH/Yk3ou5lQ2TJKWl1pkAAPioaXPh/pttX4suGLXZ9gXAm0qrF9W7/QNZIwIAAACgPkIEAAAAUBghAv5/e/cdFcXVhgH8WZauYkMQFEUloIBi7wU72DtGjT1iYknUaGLUGBNjYosmRo29995BBVTAgi2g2MWGCAhI77DfH8jGpZvgncnH8zsn52Rnhpn34DA79733vpeIiIiIiIiEYSKCiIiIiIiIiIRhIoKIiIiIiIiIhGEigoiIiIiIiIiEYSKCiIiIiIiIiIRhIoKIiIiIiIiIhGEigoiIiIiIiIiEYSKCiIiIiIiIiIRhIoKIiIiIiIiIhGEigoiIiIiIiIiEYSKCiIiIiIiIiIRhIoKIiIiIiIiIhGEigoiIiIiIiIiEYSKCiIiIiIiIiIRhIoKIiIiIiIiIhGEigoiIiIiIiIiEYSKCiIiIiIiIiIRhIoKIiIiIiIiIhGEigoiIiIiIiIiEYSKCiIiIiIiIiIRhIoKIiIiIiIiIhGEigoiIiIiIiIiEYSKCiIiIiIiIiIRhIoKIiIiIiIiIhGEigoiIiIiIiIiEYSKCiIiIiIiIiIRhIoKIiIiIiIiIhGEigoiIiIiIiIiEYSKCiIiIiIiIiIRhIoKIiIiIiIiIhNGWOgCSj7J32xfbuWLqeBXbuYiIiIiIiOj/B0dEEBEREREREZEwHBFBRET0f+balJBiO1fjZebFdi4iIno/Oousi+1caTMeFNu5iP4tjoggIiIiIiIiImGYiCAiIiIiIiIiYZiIICIiIiIiIiJhmIggIiIiIiIiImGYiCAiIiIiIiIiYZiIICIiIiIiIiJhmIggIiIiIiIiImGYiCAiIiIiIiIiYZiIICIiIiIiIiJhmIggIiIiIiIiImGYiCAiIiIiIiIiYZiIICIiIiIiIiJhmIggIiIiIiIiImGYiCAiIiIiIiIiYZiIICIiIiIiIiJhmIggIiIiIiIiImGYiCAiIiIiIiIiYbSlDoCIiIiIiIjo/433r7WK5Txtpj4ulvPICUdEEBEREREREZEwTEQQERERERERkTCcmkFEREREREKVvdu+WM4TU8erWM5DRGJxRAQRERERERERCcMRERJ5NGRSsZzHaueKYjkPERERyUP5BvOK5Txvbs4tlvMQEdH/j/Lzimc00pu5/240EhMRRERERET/p4qr8wtgBxgRFR9OzSAiIiIiIiIiYZiIICIiIiIiIiJhODWDiIiIPjidRdbFdq60GQ+K7VxEREQknvBExDH3c9h31B1R0TGoXtUc40e6oG6djz7oNW0muBXLee6vdCqW8xB9CKZnPy2W84R1Wlcs55Er719rFdu52kx9XGznIiIiIiIqKYROzTh38SpWb96NwX27YdXCObC1qYXZC35HeESkyDCIiIiIiIiISCKKjKgglaiLTf52AWpUq4op44ert42aPBttmjfE6CH93utcwXHK4g6PiIiIiIiIiIpR1TIZubYJm5qRlp6Oh0HPMaBnF43tjerZ4s59zeHNJ89ewMmz3gWe75tZ3xV7jERERERERET0YQlLRMTGxiMzMxPlyxppbC9Xzghvbt3V2NatU1t069S2kDPmzqr8GxO/+Ql//DKrWM/5bzGmopNjXIypaBhT0ckxLsZUNIyp6OQYF2MqGsZUdHKMizEVDWMqOjnGxZiKRkRM4pfvVCg0P6tUgCLvQ4mIiIiIiIjo/4uwRISRUWloaWnhTXSMxvbomLhcoySIiIiIiIiI6P+TsESEjrY2PqpZDTcCNKdh3Lh1B7Y2xbecHhERERERERHJl7AaEQDQr0dnLF6xETZWlrCzscKJM+cRGRWD7p3biQyDiIiIiIiIiCQiNBHh2LIJ4uISsOvgSUS9iUF1C3PMnzkJppUqigyDiIiIiIiIiCQiNBEBAD27OqJnV0fRlyUiIiIiIiIiGRC/agYRERERERERlVhMRBARERERERGRMMq5X3/xvdRByMVHNatLHUIujKno5BgXYyoaxlR0coyLMRUNYyo6OcbFmIqGMRWdHONiTEXDmIpOjnExpqL50DEpMqKCVB/0CkREREREREREb3FqBhEREREREREJw0QEEREREREREQnDRAQRERERERERCcNEBBEREREREREJw0QEEREV6Mz5S0hNS5M6DCIiIiL6P6EtdQAkTweOnynScf17dP7Akcjbdf9A1LevDaVSCQBITEqGoYG+en9qahq8fK6ga4fWwmIKj4hCYlIyLC3M1dv+un0POw+cQFJyClo3awCXPs7C4qH3s2rj7kKPUSiAz0YNFhBNll9XbUaT+nbQLasj7JpFde9hEC5d80dGRgYa1K2DRg52ksaTlp4OHe38v1ozMzMR9joSZqaVBEaVdV0trYL7HkJCw2Fe2URQREWTnJwCfX09YdeT43ffxp2HMKR/N+jrZf0e/G7cgoO9DfR0dQEACYlJWLlxF2ZMHP3BY5m78I/CD1IoMG/GhA8eyz91I+AOGtazlToM+gdyvmNJ7eWrMPzy+was+PlbqUPJJTwiCibGFaQOg95TRNQb7Nh/Al+MGyZ1KGqRb6Jx6MRZjB02oNjPXaITEbFx8QgNj4BCoYBppYowKlNaslgeBj0r0nGi1pg9csoz330KhQJvomOQlpYuSSJCTg2P2Qt+x661i1GurBEAYOj4GVi1aI66kZGQmITla7YJTUSs3boXZqYmGDO0HwAgPCIScxeuhKlJRZiZVsLWPUehr6eH3s4dhMVUFHJ8+AJASmoqDp/0EJa8efIiuMD99x8+QVpautBEhFzXePb1u4n5v66Bro4OlEotHDh2Bp8OH4h+3TtJFlOvoRM0nglT5yzEt1PGwbhCeQBATGw8Rk+ejVN71giNa9mfWzHt85H57n8V9hoz5i3F9tULxQVVgLsPgnDKwxvel6/j0JbfhV23oO++bAqFQuh3374jbujXvaM6EfHzb+s0vmdSU9Pg5X1FSCKiTAHvSWlp6bh09SbS0tI/eBzvKyLqDU57XYSbpw9eR0QJ//srzDlfPzi2air8uq/CXuPi1b/wKuw1FAoFzEyM0aJJfeGJ0sLcvvcQp876wOfKDRzZtkLqcNSSU1LxqIjv76JERcdg5/4TcPfyxbEdK4Vdd99Rdwzo2QUKhSLP/dExsfht7XbMnf65sJiSkpORlpau0b57HvwK+466Iyk5Ba2aNkD71uL/7p4Fh8D/9n1oayvRtkVjlC5liNj4BOzYfxwnz1xAZRNj4TEVJDomDgeOnWEiori8CAnF7+u24/adh39vVChQz84ak8YMRVVzU+ExTZq5AArk/cKv/pNWKHBq959C4tm68uc8t78Ke43Nuw7jwuXraNOikZBY3iW3hkfOfy+VSvom2/1HT9HbuaP6MD7zWQAAIABJREFUs6e3HyqUL4vVi+ZAqVRi39HTOH3OV5JEhFwfvjGxcbj36Am0lUrUr1sHSi0tpKen46j7Oew5fAqZmZnCEhGL536V5/bb9x5i/fYDAIABvboKiUVDPi8XUtp96CS6OLbE5E+HQqlUYueBE9h18ISkiYicT4CgZ8G5GmZSPCWuXA/A+u3783yRCA2PwIx5S2FRpbIEkf0tNi4eZ89fgpuXL0JehaOu7Uf49JOBQmPI77tPSnL6nvkqn2SWx4XL2LLnCEoZGmDogJ5ig8pHRmYmLl/zh5uHN64H3EGNalXRo0s7tG3RWHwsGRl4ERIGbaVS4x3zot9NbN17FMEhYcITEfuPncamnYeQmZmJcmXLQKXK+i7csOMgxgzth34Sj3iNjonFmfOX4Obpg7DXkahvXxufjxaXgJez+IRE/LFhJ27434FSWwmX3k7o7dwBO/Yfx94jbqhuYY6pn40QGtO+I+64dM0fMyaOzvUud+7iVazcsBNVzcV+x6xYtwOGhgaYOGYIgKz7e9rcRVAotFChfFksWrEBKqjQoXUzYTFdvh6A+Uv/RHpGBgBg39HTmDp+OOYvW4NqVc0wa6ormjeqJyweqZW4RER0bBy+mrsYpQ0N8eknA1CtqjlUUOHZixCcPHsBX81djDVL56KsURmhcW35Y0Ge2zMyMuDm6YPDJz3UPWxSiI2Lx44DJ3DizHnY2Vjht5++gXUtS+FxyLHhITfRMXEwrfT3cLyAO/fRskl99fSRFo0dsPvQSeFxyfXhG3j/Mb77ZQUSEpOgAGBtZYlpn4/ED0tWIz09A0P6d0fX9q2Ex5XtefArbNx5EH43b6FT2xaYNcUVlSqWFx7HD4tXQbuAKQcAsGjuNEHRZAkOCcPXk8aq7+0Bvbpg275jiImNE/4Mfx9SpHR+mDkJM39cBqMypTGot5N6e3hEJGbMW4rKpsaYN2OiBJFlTXE75eGNK9dvoaZlVbx4GYpl879GbasawmMJDY+QXW+UnF33D8TGnQcREvoa/Xt2wYAenYVOpcnLi5BQuHn44OyFS9DX00P71k1xPeAOZkwajepVzQs/QTF7FhyC7375A+GvIwEALZrUx+RPh2LB8nV49OQ5nDq0xg/fTBIaU+C9R9iw/QAG9XFC/55dYFS6FICsd739x05j3fYDsLGqAbvaVkLjUqlUuHrzNk55eOPqX7dhXbM6QkJf4/cFM4WNCP4v2LTrEG7dfYhO7Vrgmn8g1mzZixsBd5GckoL5305GPVsb4TGtWfo9lq/ZivFfzcOnnwxA987tEBsXj9/WboffjVsYNrAnBvbqIjSmOw+CMPnToerPHhcuQ1tbG+uXzUMpQ0Os334AR928hCYidh88ie6d22Lkx31w8qw31m3bj+Vrt2H2FFfUtbUWFodclLhExOGTHihf1gjLf/pGPcwRAJrUt0f3zm0xZfZCHD7piRGDewuNy7RSxVzbLvrdxMZdhxATG4fhLr0l6cFOSU3FgeNnsO+IO0xNjDH3q8/QpEFd4XFk+682PEQqXcoAsXEJMDHOuqfuP3oK545t1PsViqwEl2hyffhu3XMEjRxsMaRfd7h7+eLQSQ9898sfGDqgBzq1bZ7vMMMPLfJNNLbuOYoz5y+ikYMdVi36TqPuh2hVzStDT09XsuvnJSk5BaVLGag/6+roQE9XB4lJyXwe5FDbqgbmTBuPuQtXoqxRGXRt3wrhEVGYMW8pKhlXwPyZk6GrK7YGyPZ9x3D63EUAQMc2zTHq476oYmaKbh+Ph4FEjdmRk2bBxLgC6tvXhoOdDerb10bFCuUkiUXOHj15jnXb9yPw7iM4dWyNn2Z9iXIy+Jub+t0iPHsRgtbNGmLWlHHqBtneI26SxbRxx0FUNjHGZ6MGw8v7Cs5fuoZnwSFo37oZvp8xQZKaB8dOn0PHdi0w6uO+GtuNypTG6CH9EPUmBsdOnxOaiNiy+whOn78IXR0ddGzTDK4jBqGyiTG6fTxe+LNJ7vxu3MK0z0agYT1b9AxzxKjJs2FWuRI+G+kiWUzlyxlh3tcT4e7pgzVb9+Gc71W8eBkK44rlseKXWZK8v0RFx2jUPfIPvI/WzRqilKEhAKCzYwuc9vIVGtPzl6/w1YRRMNDXRx/nDli//QDGjxhUIpMQQAlMRFz3D8SgPk4aSYhsBvr6GNirKw6d9BCeiHhX4L1HWLd9P4KevkAvpw4Y3NcZpUsZCo0hMzMTbp6+2LbvKLSVSnw++mNJG2XZ5NjwCHoWjDJvexNUKuDZixDEJyQCyOpdEM3GqgYOnjiLaZ+NwIVL15GSkor69rXV+4NfhaFSRfEFjOT68A169gKLv58OSwtzjBjcG4dPemD0kL6SDN8Fsopx7Tl8CodPeqJGtSpYOGeq5L8jABg9pK+ko7Lyc+XGLZQy/PuZkKlS4Zp/IMq/E2vrZg2FxaMANKaxKBQKyZ+b2RrWs8X0iaOwaMVGpKal4eDxsyhfrizmz5ykLnwo0o4DJzC4jzM+GdSz0EKaovw06wvcuvMA/oH34XHhMjIzM2FuZgIHu9qob2+DenY2kjS4j5+5oE7OZGRkws3TRz3vOSkpWVgcoeER2Lz7MC5cuobWzRpi7a/fy6rA6d0HQejV1RHOHdvAsloVqcMBkNUZ8OPMSfioZnXY17bC+UvXMKBnF40OAtHuPQwqcOh+Z8eWWPbnFoERAbsPn8LgPs4YNqgnlDJ5HrhO+77A53dKqjSrSUW+iVaP7jEzrQRdHW1J76d3tWnRGBev+ePK9QDo6+nii3HDJOtE0dfVRXJKqvrz/UdP0a5lE/VnXR0dJKem5vWjH0xiUrK6HaNUKqGnq4MqZuJLAryrsCLpMR+wLVPiEhEhoa9hU8CUAhurGngV9lpcQO94HvwKG3YehN+NW+jUtrlkQ7ABwHXaPIRFRKKPcwf0duoAHV0dxL1tXL8rezifSHJreMz66TeNObzfL16lsV90E2S4S29888Ov6DlsAlSZKgzu202dKAGA875XUc9OfMNWjg9fAIiLT0Q5o6wXen09Pejp6aJWjWqSxTNy4rdITk1FH+cOaNM8qw5LXsVsRQ5TlUczOm/L/tyaa9vKDbvU/68AhBamUyHr3zD75TUpOQXjv5qn/ix1HZm2LRojPiERK9btgLWVJRbM+gIG+tJUoR/1cR+cPncRp8/5wrFVU3Rq1xw1qlWVJJZsjerZotHbFRWSk1Nw695D+N++j1t3H8DN0xuqTBWqV6uCPxd/JywmE+MKGr125csZwcvHT+OYSoKq44/98jtoKbXQv0cX2FhZIuhZMIKe5S6wK/I7+F1//DILp856Y9rcxTCtVBGd2jaHowTF6N4VHRunLlZbupQh9HR1UbeOtMnlqOhYVDbJvyClmWklRL2JERgRMHZYf7h7+cLN0xvtWjZBp3YtYCXhdzEA9Xew3KgyVVBqK9WftbS0oC+DEYt/3b6Hpas2o1QpQyyaOxVuHj6YOmcRhg3sgUG9nYQn5WtYVsVpL1+MGz4Q/oH3ERMbBwf7v6ethIS9RsXy4ke85ezAfB78CgmJSRrHiHzHK6xIOgDY2370Qa5d4hIRWUv/GOS7v5ShARIF9i5kW75mG86cyxqCvXqxtEOwgaw5lgCw94g79h1xz7VfBfEv+Nnk1PDIr7aHlGpWr4p1y+Yh8P5jVChnhNof1dTY365VE0nmyQLye/hmi0tIhJZSCahUUCgUSExMQmx8gsYxopJu2dfN/tvLr4Ct6Ma1HLnJrPI9AEwTXCCsqHL27Cm1lYiOicOU2ZqrZPy5ZK6wmAb1dsKg3k64dfch3D198OWshTCrXAkqFRAbK340WU76+npoUt8ejerZ4sHjp7h41R/H3L3w7PlLoXHIqYBmekYGkJGBfUdzvxdkk+rdAABqWVpg4tghGDd8IC5cvgZ3T1+s33EAqkwV/G7cQoVyZTUS8yIoACi0/v7b09JSQPudRqQUUlPToKuTfxNAR1tb+Oon/Xt0Rv8enXHnwWO4e/pi+vdLYFyxPFQq4E10rCTvLcMGyqPwak4qAItWbFAvFZ2aloZla7ZCP8fItnlfi6v7s2rjbpw8ewH9enTC8EG9oK2tjXq2NmjVrCF+X7cdl675Y/qEUUI7oIb2747ZC37HhUvXEBMbj86OLTUSDxf9bgqvgwIUrQNT5DM0vyLpIigyooLk+o75QTi7uGLXuiX5Dq18Ex2LIa7ThX+JOrm4QldHu9AhjqJeEgPu3C/ScVIUxKH/JicX13xXhskmxQtsdlzZspNsOT+LiivsbUGzwuRVV+ZDCbhzH3Y2VuraLPTfs23v0SL1Rkn54p2YlAxP7ytw9/LBo6DnsLayRJvmjTCgp9gCZyqVCo+ePMdft+8jIPAebt97BEMDfdS1tUbdOh+hnp0NLARWf2cBzX/nZWi4unhlXFwCHOxt8NO3Xwi7vpOLK/T1dDVGSb37OZvIZWqdXFwxZfxwjdGl70pISMTyNdskXeY0OTkFXr5+cPf0xb1HT2BVoxraNG8Elz5Ohf9wMbl19yFqf1RD3eDPK8b9x89g2IAewmICgCWrNhfpuPxWufkQxnwxB19NGIU61jVz7YuJjcNva7fjmn8gjm77Q1hMQFax2BsBd1G+nBHaNm+kMQ3w5NkLsLGqgVqWFsLikeM7XlHcfRCU57/tv1XiEhE5vxByUqlUSElJFf7w3b7vWJGOk1N2Nmt0iTRDev8rvC9fx7Z9x7B26ffCrpnfXK9Shgaoam6KNi0aQVdHfOEnuT58mXQrnFzvqfT0dDwIegZb61oAgD2HTyEt/e9CrFpaCgzq1bXQ1T5IfoKeBeOUhzfO+fph34Zlwq47d9FK3L77EAb6eqhbxxp1ba3hYGct6TQyJxdX2RXQTE1LQ2ZGpuQrZLyPjMxMXLkeAHcvX8ybMUHYdc+8LchamM6OLT9wJH9zcnEt9BgpR7bk9PRFCNw8vOHl64c965YKu66TiytsrCzx3Vef5TmEX6rOSzlKSU0ttNaQx4XL6Ni2uaCIgAuXrklW7+u/KCk5GVpaWhr/jo+ePMeW3Ydx7a/AD3Kfl7hEhBy/EP5rbt97iFNnfeBz5QaObFsh9NrhEVFITErWmLry1+172HngBJKSU9C6WQO49HEWGtPJs964ERAIpVIbfbt1QO2PaiLgzn38uXkvgkNC0bFtc3wx7hNh8UyftyTP7QkJSQgJDUe5smWwaO409aoaVLDEpGTcvvsQTRuKWS3mk8+/gYN9VmE8B7vaktWJeZdc76kz5y/h7IVLWDhnKgCgz/BJqFi+nHrYc0RUNEZ93Bc9urQTFtPwCTOLNPJA9LSuPsMn5RmX4dtk0sCeXdG4vp3QmGbMW4rvvvqswGLMaenp+fZGfgjZjf5O7Vqgnq01bG1qSZJke9f1gDvqApoPHj2VtIBmTGwclqzchOsBd6DKVMHmoxr4etIYmJnmX29ADsIjIpGUnIJqVcyEz1PPzMwstBhrSGi4rIp+ylV4RBRMBNVDAbKeB5YW5oiJi8fcrz7LNdVVbokIKe9zOeo5dALaNG+ICWOG5Dv6R7SNOw9hSP9u6kUT/G7cgoO9jbrxn5CYhJUbd2HGxNHCYnod+QYLlq/FvQdB0NLSQi+n9hj5cR+sWL8TXt5X0LyxA/r37Kzu9ClOJS4RQf9MdEwszpy/BDdPH4S9jkR9+9po07wRurZvJTSO+b/+CTNTE4wZ2g9A1kP30ynfw9SkIsxMK+HazdsYN3ygsKVO9x09jc27DqFG9ap4/vIVAGDYgB7Yf/Q0ejm1R8+ujrJaRjAhMQkLf98AAwN9zPxirCQxPHj8FF6+VxEcEgoFFKhiZoIObZrJdo3wx09fYOLX84W9aGzadQi37jzAg8fPkJGRAbPKleBgVxsO9jaob2cju5UrpLynvv7hVzh3agPHt1Ww+wyfhNWLv1M3ik55eMPjwmUsmTddWEz7j51W/79KBWzZcxj9uneGURnNeemipxucPncxz6Kj8YlJeBj0DBcuXsPsqa5o3thBWExOLq7YvXaxrO7piKg38L99H/6BWf9FvYmBjZUl6tnZyCIxkbOA5sOgZ0ILaC77cyuuXA9Ab+cO0NXVwYkz52FiXBG/zJnywa9dFOcuXkVcfAJ6dnFUb/t93Q6cOnsBAFC1SmX8PPtLdfFIEZau2oxpBQyRfxX2GtO/X4Ltqxfme0xJFxUdg537T8DdyxfHdqwUdl1nF1dsWfkzduw/Dk/vK5g4dojGe69UiQg53udzF+Y95SJr5GRldOvURviz/llwCJas3ISo6Fh89flINKhbR+j18+Ls4opd73zv9R0xGasWzVG/t0hxTy38fQOevHgJ546t4XPlBm7feQirmtVgaVEFQwf0+KBTA0vceNXr/oGob19bPdc55/SC1NQ0ePlcQdcOrYXGld8fcE4iC8+oVCpcvXkbpzy8cfWv27CuWR0hoa/x+4KZkjUa7z96it7OHdWfPb39UKF8WaxeNAdKpRL7jp7G6XO+whIR7l4+mPzpUHTt0Br+gffx9Q+/4nrAHWz8fb7wJVeLopShAYYM6I75S/+U5Pobdx7C3iNu0NfThZlpJaiQNTXi8EkPDOrjlGtN85Io+3eQnJKC23cfIeBOVoPotJcvMjMzYVHVDA3sa+OzUYMljjSLlPfUi5ehqFbFLN/9drWtsH77AYER5U4w7Nh/DM4dW0veY9ylkFF+VpYW2H3olNBEhBwZVyiPjm2bq4cPh4ZHIODOAwQE3sfSVZsRHROH2h/VwOLvpSnuJXUBzev+gZj62Qj1CLEmDezhOm0e0tPTZTEF6ugpT42h3zcC7uDk2QsY7tIL1aqYYfPuw9ix/wS+GDdMWExXrgdg/fb9GDtsQK59oeERmDFvKSyqiKs5AuS9ElNeRL7rxSck4o8NO3HD/w6U2kq49HZCb+cO2LH/OPYecUN1C/MClxz9EFQAdHW0MWX8cFjVqIYV63Yg6OkLuI4YJOmSw3K8z8u8XU44p4SERLh7+eLA8TNYOm+60GV1q1c1x/KfZmL3wZOY88sKdOvYFkP6d8sqTv4OkSsA5uz9l3olLQDwD7yPWVPGwa62Fdo0b4QhrjPQullDISPMpf/WEGz2gt81MlFDx8/QyEQlJCZh+ZptwhMR+f0BS2XL7iM4ff4idHV00LFNM7iOGITKJsbo9vF46OpK1xsUHRMH00p/D8sLuHMfLZvUVyeWWjR2wO5DJ4XFE/46Eg3qZWVYHexsoK1UYtTgPrJMQmQrW6Z0rpUqRPD0voKDJ87AdcQg9OjSTj3cOi09HcfcvLBx1yFUtzBHh9bNhMcmR/p6emhc3049XD4uPgEHj5/F4VMeOOrmJZtEBCDdPRUbHw+9d5Ys2/HnIo3EslJLCymC1wj/r2rasB52HDgh/LqvI98gNS2twGOknEZW2cQYWloK9TBnX7+buH33ofA4CiqgOXZYf9SzE1PDJvJNDGrV+LuwW7UqZtDRViLyTYwsiqsFh4RpDJ+/dM0fDevZYki/7gAAXR0drNy4K78f/yB+mDkJM39cBqMypTGo99+FFsMjIjFj3lJUNjXGvBniOpkAYNLMBfkWj1aPnFIocGq3uATzpl2HcOvuQ3Rq1wLX/AOxZste3Ai4i+SUFMz/drLkdZp6dnWEpYU55i9bg6fBIZg9pfA6Gx+KHO/zggpjZmZmYvmabdi48xB++Ebsva7U0sLQAT1Q27omZi/4HcfcvdT7pFwBUE7eRMfArHJWO7hCubLQ1dVBi8b1hVy7xCUi5JiJAoB+3TuhuoU5lBJmWN+1+/ApDO7jjGGDesomJgAoXcoAsXEJ6hfT+4+ewrljG/V+hQLIyMjI78eLXWpausYwXW1tpaymYuTl7oMgSSqwH3HzxAiX3ujbraPGdh1tbfTr0RnpGRk4esqLiYi3VCoVHgY9Uw8RD7z3CAb6+mjaoC7q2Um7Bn1OUt1TFcqVRXBIKKq8nVudcw7o85evUKFcWeFx/RelphW8nN+HMnlm/rUypHpJjIyKVv/d+QfeQ1h4JLS1tVHHuiYG9OyisQ69CDkLaLZo0gDjR7pIU0BTpcq1eo5SqZTNu1RScgrKlP67I+DO/cdo1/LvYnXVLczxJjpGaEy1rWpgzrTxmLtwJcoalUHX9q0QHhGFGfOWopJxBcyfOVl4B09+NWoyMjLg5umDwyc9hA+j97txC9M+G4GG9WzRM8wRoybPhlnlSvhspIvQOApS19YaK37+FvMWr8akmQsw6dOhksQhx/u8IFpaWujt3AGzfxa3Msy7fP1uYsW6HbCvY4Uh/bpDqZRPu0Yu3h3ho6VQCHsmlbhEhFxNmPGjxkiNOT//ji/HD8+zSq8IY4f1h7uXL9w8vdGuZRN0atcCVjWqSRLLu2ysauDgibOY9tkIXLh0HSkpqahvX1u9P/hVGCpVFFfICACOn7kAg7eVwzMyMuHm6QOjHCNc+vfoLCye/IZcJiQm4WHQc+w9cgqfDOwlLJ5sT5+HYMakMfnub9WsIXbsF98j63PlRoH7i7raR3E5ePwM/APv4/a9R9DX00VdW2u0bNIA40e4oKq5NJX75XpPNahbB7sOnkSzhvVy7cvMzMTuQ6dkMSf0v8DNwwc1BS5hlm3+t5NzPS+lNPqL2XgV+hpKpRLWVpZo37oZHOxsJK0NceV6gGwKaKoATJ+7RONFPjklFbMW/KZRVFTUUuM5GVcsj2cvQmBiXBEJiUl4+vwlPn9n9FhsXDz09cWv9tWwni2mTxyFRSs2IjUtDQePn0X5cmUxf+akQlca+BDyGr1y0e8mNu46hJjYOAx36S1simu2yDfRqF41qxC5mWkl6Opoa3Q0yYWJcUUs+/Fr/PrnFsz9RexSlNnkep8XRF9PFykpYkcoJiQm4o/1u+B79SZGuvRGP4Hv4gUpqN2QlJQsPJ6cz/WU1LRcz3TgwzzXmYiQiZx9CbfuPkRqasHDVT+k/j06o3+Pzrjz4DHcPX0x/fslMK5YHipVViGV7C8L0T4Z1Aszf1yGnsMmQJWpgktfZ5R5Z27Xed+rqGsrrrfYxLgCTnv5qj+XL2cELx8/jWMUCoXQRERBQy6NypTGgJ5d0LOro7B4sikUyKrelx+JetTm/1p4b6vI2tNrt+2HiXEFjBnaD53atpB0KlQ2ud5TH/frhs9n/IjJ3y7AgJ5d1D3EL0JCse+IO16FvcY3k8UW0Dxw/IzGZzkkJ4H8l2BNSEzCoyfP8Co8AksFFvXMVsvSQlbFKls3awgH+9qwr22l0UDMyMhAUnIyDCR4ud+++hd1Ac1lf26VtIDm0P7dc1Xjl9MgtjbNG2HVpj0Y/CYGV/8KRIXyZVHb+u8h7A+Dngmvx5CtbYvGiE9IxIp1O2BtZYkFs76Q5H7KKfDeI6zbvh9BT1+gl1MHDO7rLMn0UlWmCkrtv0fbaGlpQV9PfJLmXXVtP8qz9omurg6+mTwW+yzdcfz0eeFxyfk+z8+NgLvCR3GNm/o9ypU1woqfv5Ws3ZJTUdoNlQSuDAPkfq6LfKaXyERE0LNgdeNVpQKevQhBfEIigKwsIv3N1roWbK1r4bORLvDy9YO7py+++XEZrGpUQ5vmjeDSx6nwkxSjWpYWWLdsHgLvP0aFcka5llJq16qJ0IfN1pU/C7tWUeU35LKUoYH65eJGwB00rGcrMixYVquCi1f/wsBeXfPc7+t3EzWqiytilM1NZnMDv5owErfuPMTeI25YvWmPLCr2y/WeqmxijF/mTMHilZuwYPk6dcJIBcCiSmX8PHuK8CKRR055anyWQ3ISAJ68CM5zu6GBAZo0sEePLo6STK+Rm/r2tREXn6iRhNhz+BS27TuGjIxMNKhbB99++anQhpqcCmh+Mkj8yKf3MXRAd0REvcHabftRvpwRZkwaozG91MvXD00biFmKOZvrtO81XvKV2kpEx8RhymzNVTJEjyJ5HvwKG3YehN+NW+jUtjlmTXGVdLloFYBFKzaoe2FT09KwbM1W6OcYMSKyaPucaZ8hU6VCbHxCnvu7dmgtvKYcIM/7PL/RpQlvV2Y67eWLqQXUkfgQuji2kt0Uczm2G6R8rpe45TudXFzz7dnLJsWcVGcXV+xat0S9Fnif4ZPw55K5snwxfBYcAjcPH3j6XMGedUuFXvvL2b9g/szJ6pfAjTsPYkCvruqKtzGxcZjw9Xxhy2Alp6Tg8jV/OLZqCgBYsX6HxkgWpVKJ8SMGQf/tECwpRUS9wWmvi3Dz9MHriCjh97inzxUsW70VY4f1R48u7dTzjNPT03H89Hls2HEQU8YPR4c20nSvZc2Rz2rkR0S9wcmz3khNTUWzRg6oW+cjSWIKex2JgLdz1QPuPMCb6FjYWFnCwc5GFg0Cqe+pdz1++gLBIWEAshIUFlUqaxSuJPkZPmEm/lg4W2jF8sJ88+MyNGlgr04U3Xv0BF/O+gVd27dCtapm2H/UHR3aNMenn+ReAUGk8IhI+Ac+gP/te/D1u4nk5BQhf39FWeFLqVSiQrmyaOhgi5ZNxBQ8k7Nte4/mGkWSl2EDewqIJsvyNdtw5txFNHKww+ih/WBpIX1v8ZJVm4t0XEFFEYtbdpuhQIKLesqVk0vexTsN9PVQ1bwy+vfopH5XFkWOKxLKsd1QpN+TQoF5MyYU+7VL3IiI/Hr2pCa3TPDVm7ewYv1OrF48B6UMNXt+jCuUg8+VG5jiOlxILO+69/AJ0tPT1Z+PuZ+Dc8c26hfZzEwVIqOihcXj7uUL/9v31Q8UjwuXYWNVQ92bFvTsBY6YVhI+ciRbRmYmLl/zh5uHN64H3EGNalXRo0s7tG3RuPAfLmYdWjdD0NNgrN68B5t3H4aZaSUoFEBI6GskJ6egX4/OkiQhXoSE4oclqxH8MhQ1qlfF15PHYOaPy5GYlASFQoEDx89izlRXtGzaQHhsppUqorNjS3R2bIn+Lm9rAAAQYklEQVSw15Fw8/DB4VMeCLz3SLJEhJzuqZu37iI2LgHtWjZGLUsL1Hq7BOXilRsl670u6NmZkJiIz6b/iC/GDUMjBzthMcmVpUUVLF25qdDjRL4kPn3+EmOG9lN/9r50HbbWNTFlfNb3XaWK5bFl9xHhiQi5FNAsygpfqkwVQsLC4b7cF4N6dxX6rOozfFKejX5DQwNUNTfFwJ5d1SsRiSKHpHFObp4+0NXRRnhEJH75bV2+x4kcpSG3ou0AsGju1Hz3XfsrEIdPeuQq3iqClA3H/BQ2ujTsdSTm/7oGs6eKW23kyo1bMDGuIGxVoaKQY7tBypUbS1wiwkCmPWSd2rXQ+NyhTfN8jhTjqJsXBvTskutFGgBKGRpiUB8nnDhzXvI156Wu1H3e9yoG9Oyise1L10/Uw8G9fPxw6ORZ4YmIFyGhcPPwwdkLl6Cvp4f2rZviesAdzJg0WtJ5cmOH9Ueb5o3g6XMFL19l9V7b17FG+1ZNck2zEWXd1v2oUL4sxg7rj/O+VzHn5xVo5GCrbnis2rgbe464CU9ERES9Uc8L9w+8j/DXkdDR0UYd61pwkOBLVY731J7DbmjSwF79+d6jJ9i8+7BG7/WugyeFNhqPFPLsHNi7Kw6f9GAiAoCRkXyKVGaLT0zUWPko8P4jjSHO1rUsESEw2Q3Iq4Dm+/RGX7z6F1Zv2i20IT5h9Md5bo9/Ozz8+0UrMXuqq9B3FzkmR/Kq9SE1uRVtB5DnkqEPg55hw46DuH33Ibp1aoshA7oLj0vKhuM/FZ+QCN9CioMXtwE9O8PD+wpu332ALo6t0NmxpaTTjwB5thtEjjLKqcQlIgaNmSrLYVZS3gR5CXr+EuNGDMp3f3372th98KTAiOTpZWg4qryzkkGpUoYaS+BY16qOFy9DhcY09btFePYiBK2bNcSsKePUX6R7j7gJjSOn5JQUrN92ABev/oX0jAw0sK+Nz0cPlny503sPg/DznCmoZWmBunWs0W/kF+jZ1VH979jLuT2+nPWLsHh+W7sN/oH3sxoe2krYWNVAx7bNUd/eBnWsa+WqYiyCXO8pOfZeP3n+Eq58dhaJ3L73gKwlYV+FvYaJcQWkpqXh8ZMXGOHSW70/KTkZOoKXOZVjAc2isK9tBfO3S+uK0tmxZYH7rd6OmhKZiPh89Md5vndKmRyR4ygNuRVtzyk0PAKbdh2G9+VraNW0Idb++r3w+zubHJ+dcjR22ACMGtIPfjcC4O7pi10HT6KenTWcOrRGi8YOeRYi/dDk2G6QUolLRMh1mJXcxMTGQauAbLkCCsTG5V2850NSAG+XX3hnm4RZ/cTEZI3r78hRmyIjIxPp6RlCY7r7IAi9ujrCuWMbWFYTX/wxP9v2HsPp8xfRoXUz6OnqwMvHDyvW78DsqeMljSs2PgEVy5cFABga6ENfT1djJZYypUoJXU7pybOXaNO8ERzsbGCXo+EhFbneU3LsvZbrs5OKpkkDe6zffgBjhvbDpWv+0NfXhf07NWKePHsJ88piC6DKsYBmURiVKY2F3+X/ziWFpg3rYccBsctEd5FhckSOQ/vlKjYuHjv2H8eJMxdga1MLy+d/A+tallKHRUWk1NJCi8b10aJxfURFx+Ds+UvYvPswVqzfiS1//CQ8kSvHdoOUSlwiQq7DrOTGuEJ5BD0LznepnSfPg1GxgvjhcoXV0kh7p36ECJWMy+Pp85eoVsUsz/1Bz16gkrHYYWB//DILp856Y9rcxTCtVBGd2jaHY2uxBYLy4ut3A1PHD1fPi2vfphmmzlmIjMxM6eeEyii5ZVGlMlz6OMuq0KJc7yk59l7L9dlJRTN8UC/8sPRPfPPjMhjo6+GrCaM0RiG5e/kKXx1m7xH3XFOQNu2SdgrSf1VWUWJ5vfpKkRyR49B+uXU0AcCugyex76g7TCtVxNwZn6NJffvCf4hkKzk5BfEJSUhOToGBvh4UQhdnzyLHdoOU5PU0FkxOw6zkplnDuti65yi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      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Total number of acquisitions by each company, year, and country.\n",
    "background = tuple(np.array([253, 238, 222]) / 255)\n",
    "\n",
    "for col in (\"ParentCompany\", \"year\", \"Country\"):\n",
    "    fig, ax = plt.subplots(figsize = (18,8))\n",
    "    acq[col].value_counts(sort = False).plot(kind = \"bar\" , color = colors, grid = False) \n",
    "    plt.xlabel(str(col))\n",
    "    plt.title(\"Acquisitions as per each {}\".format(col))       \n",
    "    fig.set_facecolor(background)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, Google leads the number of acquisitions. Meanwhile, there have been quite a lot of acquisitions in the last ten years. Finally, most companies acquired by these technology companies were US-based.\n",
    "\n",
    "As previously mentioned, Google, is the company with highest number of acquisition in the last 10 years. We will further try to visualize Google's acquisition. More specifically, the next graph will try to visualize the Google's number of acquisitions for each year and the value of each acquisition."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We generate an interactive graph to understand a little more Google's acquisitions (year, amount and value)\n",
    "def generate_graph(df, name, color):\n",
    "    t = df[['Company Acquired', 'year']].groupby('year').agg({'Company Acquired' : lambda x : \"|\".join(x)})\n",
    "    x = []\n",
    "    y = []\n",
    "    z = []\n",
    "    s = []\n",
    "    for i, each in enumerate(t.index):\n",
    "        x1 = each\n",
    "        y1 = t.values[i][0].split(\"|\")\n",
    "        for j,comp in enumerate(y1):\n",
    "            x.append(x1)\n",
    "            y.append(j+3)\n",
    "            p = df[df['Company Acquired'] == comp]['Value (USD)'].iloc(0)[0]\n",
    "            if str(p).lower() == \"nan\":\n",
    "                z.append(\"Company Acquired: \" + comp)\n",
    "            else:\n",
    "                z.append(\"Company Acquired: \" + comp +\" <br> Amount: $\"+ str(int(p)))\n",
    "            if p > 1000000000:\n",
    "                s.append(23)\n",
    "            elif p > 50000000:\n",
    "                s.append(21)\n",
    "            elif p > 25000000:\n",
    "                s.append(19)\n",
    "            elif p > 12500000:\n",
    "                s.append(17)\n",
    "            elif p > 6500000:\n",
    "                s.append(15)\n",
    "            elif p > 25000:\n",
    "                s.append(13)\n",
    "            else:\n",
    "                s.append(10)\n",
    "\n",
    "    trace1 = go.Scatter(x=x, y=y, mode='markers', text=z, marker=dict(size=s, color=color))\n",
    "    data = [trace1]\n",
    "    layout = go.Layout(title=\"All acquisitions By \" + name,  yaxis=dict(\n",
    "            autorange=True,\n",
    "            showgrid=False,\n",
    "            zeroline=False,\n",
    "            showline=False,\n",
    "            ticks='',\n",
    "            showticklabels=False\n",
    "        ), height=600)\n",
    "    fig = go.Figure(data=data, layout=layout)\n",
    "    iplot(fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
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          "Company Acquired: reMail",
          "Company Acquired: Picnik",
          "Company Acquired: DocVerse <br> Amount: $25000000",
          "Company Acquired: Episodic",
          "Company Acquired: PlinkArt",
          "Company Acquired: Agnilux",
          "Company Acquired: LabPixies",
          "Company Acquired: BumpTop <br> Amount: $30000000",
          "Company Acquired: Global IP Solutions <br> Amount: $68200000",
          "Company Acquired: Simplify Media",
          "Company Acquired: Ruba.com",
          "Company Acquired: Invite Media <br> Amount: $81000000",
          "Company Acquired: Metaweb",
          "Company Acquired: Instantiations",
          "Company Acquired: Slide.com <br> Amount: $228000000",
          "Company Acquired: Jambool <br> Amount: $70000000",
          "Company Acquired: Like.com <br> Amount: $100000000",
          "Company Acquired: SocialDeck, Inc.",
          "Company Acquired: Angstro",
          "Company Acquired: Quiksee <br> Amount: $10000000",
          "Company Acquired: Plannr",
          "Company Acquired: BlindType",
          "Company Acquired: Widevine Technologies",
          "Company Acquired: Phonetic Arts",
          "Company Acquired: eBook Technologies",
          "Company Acquired: SayNow",
          "Company Acquired: Zynamics",
          "Company Acquired: Next New Networks",
          "Company Acquired: BeatThatQuote.com <br> Amount: $65000000",
          "Company Acquired: Green Parrot Pictures",
          "Company Acquired: PushLife <br> Amount: $25000000",
          "Company Acquired: ITA Software <br> Amount: $676000000",
          "Company Acquired: TalkBin",
          "Company Acquired: Sparkbuy",
          "Company Acquired: PostRank",
          "Company Acquired: Admeld <br> Amount: $400000000",
          "Company Acquired: SageTV",
          "Company Acquired: Punchd",
          "Company Acquired: Fridge",
          "Company Acquired: PittPatt",
          "Company Acquired: Dealmap",
          "Company Acquired: Motorola Mobility <br> Amount: $12500000000",
          "Company Acquired: Zave Networks",
          "Company Acquired: Zagat <br> Amount: $151000000",
          "Company Acquired: DailyDeal <br> Amount: $114000000",
          "Company Acquired: SocialGrapple",
          "Company Acquired: Apture",
          "Company Acquired: Katango",
          "Company Acquired: RightsFlow",
          "Company Acquired: Clever Sense",
          "Company Acquired: Milk, Inc",
          "Company Acquired: TxVia",
          "Company Acquired: Meebo <br> Amount: $100000000",
          "Company Acquired: Quickoffice",
          "Company Acquired: Sparrow <br> Amount: $25000000",
          "Company Acquired: Wildfire Interactive <br> Amount: $450000000",
          "Company Acquired: VirusTotal.com",
          "Company Acquired: Nik Software, Inc.",
          "Company Acquired: Viewdle <br> Amount: $45000000",
          "Company Acquired: Incentive Targeting Inc.",
          "Company Acquired: BufferBox <br> Amount: $17000000",
          "Company Acquired: Channel Intelligence <br> Amount: $125000000",
          "Company Acquired: DNNresearch Inc.",
          "Company Acquired: Talaria Technologies",
          "Company Acquired: Behavio",
          "Company Acquired: Wavii <br> Amount: $30000000",
          "Company Acquired: Makani Power",
          "Company Acquired: Waze <br> Amount: $966000000",
          "Company Acquired: Bump",
          "Company Acquired: Flutter <br> Amount: $40000000",
          "Company Acquired: FlexyCore <br> Amount: $23000000",
          "Company Acquired: SCHAFT, Inc.",
          "Company Acquired: Industrial Perception",
          "Company Acquired: Redwood Robotics",
          "Company Acquired: Meka Robotics",
          "Company Acquired: Holomni",
          "Company Acquired: Bot & Dolly",
          "Company Acquired: Autofuss",
          "Company Acquired: Bitspin",
          "Company Acquired: Nest Labs <br> Amount: $3200000000",
          "Company Acquired: Impermium",
          "Company Acquired: DeepMind Technologies <br> Amount: $625000000",
          "Company Acquired: SlickLogin",
          "Company Acquired: spider.io",
          "Company Acquired: GreenThrottle",
          "Company Acquired: Titan Aerospace",
          "Company Acquired: Rangespan",
          "Company Acquired: Adometry",
          "Company Acquired: MyEnergy",
          "Company Acquired: Stackdriver",
          "Company Acquired: Appetas",
          "Company Acquired: Quest Visual",
          "Company Acquired: Divide",
          "Company Acquired: Skybox Imaging <br> Amount: $500000000",
          "Company Acquired: Alpental Technologies",
          "Company Acquired: mDialog",
          "Company Acquired: Dropcam <br> Amount: $555000000",
          "Company Acquired: Appurify",
          "Company Acquired: Songza",
          "Company Acquired: drawElements",
          "Company Acquired: Director",
          "Company Acquired: Emu",
          "Company Acquired: Jetpac",
          "Company Acquired: Gecko Design",
          "Company Acquired: Zync Render",
          "Company Acquired: Lift Labs",
          "Company Acquired: Polar",
          "Company Acquired: Firebase",
          "Company Acquired: Dark Blue Labs & Vision Factory",
          "Company Acquired: Revolv",
          "Company Acquired: RelativeWave",
          "Company Acquired: Vidmaker",
          "Company Acquired: bebop <br> Amount: $380000000",
          "Company Acquired: Fly Labs",
          "Company Acquired: Launchpad Toys",
          "Company Acquired: Odysee",
          "Company Acquired: Softcard",
          "Company Acquired: Red Hot Labs",
          "Company Acquired: Skillman & Hackett",
          "Company Acquired: Thrive Audio",
          "Company Acquired: Timeful",
          "Company Acquired: Pulse.io",
          "Company Acquired: Agawi",
          "Company Acquired: Pixate",
          "Company Acquired: Oyster",
          "Company Acquired: Jibe Mobile",
          "Company Acquired: Digisfera",
          "Company Acquired: BandPage",
          "Company Acquired: Pie",
          "Company Acquired: Synergyse",
          "Company Acquired: Webpass",
          "Company Acquired: Moodstocks",
          "Company Acquired: Anvato",
          "Company Acquired: Kifi",
          "Company Acquired: LaunchKit",
          "Company Acquired: Orbitera <br> Amount: $100000000",
          "Company Acquired: Apigee <br> Amount: $625000000",
          "Company Acquired: Urban Engines",
          "Company Acquired: API.AI",
          "Company Acquired: FameBit",
          "Company Acquired: Eyefluence",
          "Company Acquired: LeapDroid",
          "Company Acquired: Qwiklabs",
          "Company Acquired: Cronologics",
          "Company Acquired: Limes Audio",
          "Company Acquired: Fabric",
          "Company Acquired: Kaggle",
          "Company Acquired: AppBridge",
          "Company Acquired: Owlchemy Labs",
          "Company Acquired: Halli Labs",
          "Company Acquired: AIMatter",
          "Company Acquired: HTC (portions) <br> Amount: $1100000000",
          "Company Acquired: Bitium",
          "Company Acquired: Relay Media",
          "Company Acquired: 60db"
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iARIgARIgARIgARIgARKYPwKUn/ljzyuTAAmQAAmQAAmQAAmQAAnMIQHKzxzC5qVIgARIgARIgARIgARIgATmjwDlZ/7Y88okQAIkQAIkQAIkQAIkQAJzSIDyM4eweSkSIAESIAESIAESIAESIIH5I0D5mT/2vDIJkAAJkAAJkAAJkAAJkMAcEqD8zCFsXooESIAESIAESIAESIAESGD+CFB+5o89r0wCJEACJEACJEACJEACJDCHBCg/krAH9+Uka5if4ks749g/UUK5Ys/PB1gkV21NRmAaBsazpUVyR/NzGxHLQHdbHLtH8/PzARbRVXs74hjNlFAqs2/LpJV9W4beW2Ut08CSjjiGR9i3ZYkKjuOZEors21IoWxIRiL85Yxl9/26v7ElKMWj2wpQfyRZA+ZEEqHlxPiCpSSDlRw1HUQvlRw1L9m01HCk/ajiKWig/alhSftRw1LkWyo9k9ig/kgA1L84HJDUJpPyo4Uj5UceRfVsNS8qPGo6UH3UcKT/qWOpaE+VHMnOUH0mAmhfnA5KaBFJ+1HCk/KjjyL6thiXlRw1Hyo86jpQfdSx1rYnyI5k5yo8kQM2L8wFJTQIpP2o4Un7UcWTfVsOS8qOGI+VHHUfKjzqWutZE+ZHMHOVHEqDmxfmApCaBlB81HCk/6jiyb6thSflRw5Hyo44j5UcdS11rovxIZo7yIwlQ8+J8QFKTQMqPGo6UH3Uc2bfVsKT8qOFI+VHHkfKjjqWuNVF+JDNH+ZEEqHlxPiCpSSDlRw1Hyo86juzbalhSftRwpPyo40j5UcdS15ooP5KZo/xIAtS8OB+Q1CSQ8qOGI+VHHUf2bTUsKT9qOFJ+1HGk/KhjqWtNlB/JzFF+JAFqXpwPSGoSSPlRw5Hyo44j+7YalpQfNRwpP+o4Un7UsdS1JsqPZOYoP5IANS/OByQ1CaT8qOFI+VHHkX1bDUvKjxqOlB91HCk/6ljqWhPlRzJzlB9JgJoX5wOSmgRSftRwpPyo48i+rYYl5UcNR8qPOo6UH3Usda2J8iOZOcqPJEDNi/MBSU0CKT9qOFJ+1HFk31bDkvKjhiPlRx1Hyo86lrrWRPmRzBzlRxKg5sX5gKQmgZQfNRwpP+o4sm+rYUn5UcOR8qOOI+VHHUtda6L8SGaO8iMJUPPifEBSk0DKjxqOlB91HNm31bCk/KjhSPlRx5Hyo46lrjVRfiQzR/mRBKh5cT4gqUkg5UcNR8qPOo7s22pYUn7UcKT8qONI+VHHUteaKD+SmaP8SALUvDgfkNQkkPKjhiPlRx1H9m01LCk/ajhSftRxpPyoY6lrTZQfycxRfiQBal6cD0hqEkj5UcOR8qOOI/u2GpaUHzUcKT/qOFJ+1LHUtSbKj2TmKD+SADUvzgckNQmk/KjhSPlRx5F9Ww1Lyo8ajpQfdRwpP+pY6loT5Ucyc5QfSYCaF+cDkpoEUn7UcKT8qOPIvq2GJeVHDUfKjzqOlB91LHWtifIjmTnKjyRAzYvzAUlNAik/ajhSftRxZN9Ww5Lyo4Yj5UcdR8qPOpa61kT5kcwc5UcSoObF+YCkJoGUHzUcKT9qOJqGgdZUBOK/J7IlVGxHTcVNWAvlR13Sl3TEMZ4poVi21VXahDVRfpow6VW3TPmRbAOUH0mAmhen/KhJIOVHDUfKjxxH8aCeMGyI9mhkM5OVtbWjVCyjaFgo8aEzMGDKT2BkdQtQftSwpPyo4ahzLZQfyexRfiQBal6c8qMmgZQfNRwpP+E5mqaBFqeE4sAQ9vzwP+BkMjAAVCwLS88+HYlN65EzoyhXOAoUhDLlJwitxrGUHzUsKT9qOOpcC+VHMnuUH0mAmhen/KhJIOVHDUfKT3iObREg9+pr2P39R91KLDH6A0zLTs8ZJ6H1mCMxUTHDX6QJS1J+1CWd8qOGJeVHDUeda6H8SGaP8iMJUPPilB81CaT8qOFI+QnHUbS/RDaNnf9+83QF1fIj3lhz7RUotXdyzUUAzJSfALA8Qik/alhSftRw1LkWyo9k9ig/kgA1L075UZNAyo8ajpSfcByTMQvG8C70f/vuhvKz/OJzET1oEzKFcrgLNWEpyo+6pFN+1LCk/KjhqHMtlB/J7FF+JAFqXpzyoyaBlB81HCk/4TiKh6Hy69swdNdDDeWn99zTkTzyMKQL3G3LL2nKj19S3nGUH29GfiIoP34oLe4Yyo9kfik/kgA1L075UZNAyo8ajpSfcBxTcQvYtw/9N9zeUH5WXHI+Ips2IJPnyI9f0pQfv6S84yg/3oz8RFB+/FBa3DGUH8n8Un4kAWpenPKjJoGUHzUcKT/hObZHHOy6837k+4bcSqrX/FipJNb+6SeRsQ3u+BYAM+UnACyPUMqPGpaUHzUcda6F8iOZPcqPJEDNi1N+1CSQ8qOGI+UnPEfxQITxcQzecjcqE5lZ8mNELKy+6jIY3d1Ic9QnEGTKTyBcDYMpP2pYUn7UcNS5FsqPZPYoP5IANS9O+VGTQMqPGo6UHzmOYuODSDGPQt8A8q9tg2EYiK5ehZYtB6FkRpAtcq1PUMKUn6DE6sdTftSwpPyo4ahzLZQfyexRfiQBal6c8qMmgZQfNRwpP/IcoxETYglQwnAgDvop2AaE8xRKFJ8wdCk/YajVLkP5UcOS8qOGo861UH4ks0f5kQSoeXHKj5oEUn7UcKT8yHEU7TBp2DAqFdj79wO2DaO7C4hGUTAiKFKAAgOm/ARGVrcA5UcNS8qPGo4610L5kcwe5UcSoObFKT9qEkj5UcOR8hOeo3vQaSmP7CtbsfeRx2et+el+7wloOeYIFOMplMocAQpCmfIThFbjWMqPGpaUHzUcda6F8iOZPcqPJEDNi1N+1CSQ8qOGI+UnPMf2KDDx7AvY95Mn3Eqqd3vrOOFodL3vRIyXjfAXacKSlB91Saf8qGFJ+VHDUedaKD+S2aP8SALUvDjlR00CKT9qOFJ+wnGMWiYShQx2fOWm6Qqq5Ue8sfYzV6LY1s7pbwEwU34CwPIIpfyoYUn5UcNR51ooP5LZo/xIAtS8OOVHTQIpP2o4Un7CcUzELDg7d2Lojgcays+yC85C5NCDkStUwl2oCUtRftQlnfKjhiXlRw1HnWuh/Ehmj/IjCVDz4pQfNQmk/KjhSPkJxzEZt1B+bSuG7/1hQ/npPfs0JI46HBluee0bNOXHNyrPQMqPJyJfAZQfX5gWdRDlRzK9lB9JgJoXp/yoSSDlRw1Hyk84jmLkxxwdQf83bm0oPyuv/DCMlSs58hMAM+UnACyPUMqPGpaUHzUcda6F8iOZPcqPJEDNi1N+1CSQ8qOGI+UnPMeOuIE9D/0E6RdfdSupXvOTWLUMqz/1UYxmyrAdJ/yFmqwk5Uddwik/alhSftRw1LkWyo9k9ig/kgA1L075UZNAyo8ajpSf8BzF6E8kPYG9P/opsq/vnCU/sWVLsPTCs+F0dnLUJyBiyk9AYA3CKT9qWFJ+1HDUuRbKj2T2KD+SADUvTvlRk0DKjxqOlB85jvGoibhTRmnPPpQHhwDDgNnRjuTG9cg7JvJFbnQQlDDlJyix+vGUHzUsKT9qOOpcC+VHMnuUH0mAmhen/KhJIOVHDUfKjzxH0zCQSlhImA7E/87bBjL5Mio2p7qFoUv5CUOtdhnKjxqWlB81HHWuhfIjmT3KjyRAzYtTftQkkPKjhiPlR45jLGIiadooj0/AHt4Np1KBuWQJxLS3XNlAocSRn6CEKT9BiXHkRx2x2jVRft5uwgu/fsqPZI4oP5IANS9O+VGTQMqPGo6Un/AchfhE8xmM/+JpjD3zwqw1Py1bDkL3aX+Acms7CiU7/EWasCTlR13SOfKjhiXlRw1HnWuh/Ehmj/IjCVDz4pQfNQmk/KjhSPkJz7E96mDk8V9i7NfPuZVU7/bWcshGLLvoHIzlbXACnH/OlB//rLwiKT9ehPy9T/nxx2kxR1F+JLNL+ZEEqHlxyo+aBFJ+1HCk/ITjKEZ9YtkJ7PzqzdMVVMuPeGPVpy6FvWQpp78FwEz5CQDLI5Tyo4Yl5UcNR51rofxIZo/yIwlQ8+KUHzUJpPyo4Uj5CcdRbHNd2fo6hu99uKH89J59GuJHHY5skVPf/JKm/Pgl5R1H+fFm5CeC8uOH0uKOofxI5pfyIwlQ8+KUHzUJpPyo4Uj5CcdRyI+zbRuG7v5BY/k59wzEjtiCHOXHN2jKj29UnoGUH09EvgIoP74wLeogyo9keik/kgA1L075UZNAyo8ajpSfcByjERPxfAY7v3JTQ/lZffVlqHT3cNODAJgpPwFgeYRSftSwpPyo4ahzLZQfyexRfiQBal6c8qMmgZQfNRwpP+E5tseAsSd+jZFfPO1WUr3mp/XwQ9B7/pkYK3C7gyCUKT9BaDWOpfyoYUn5UcNR51ooP5LZo/xIAtS8OOVHTQIpP2o4Un7Cc5wc/cli4jfPYeRXz8ySn7Z3bEHnye9GuaWVoz4BEVN+AgJrEE75UcOS8qOGo861UH4ks0f5kQSoeXHKj5oEUn7UcKT8yHEUApQ0HdiZLMrDwzBsG8aSHkS7OpG3xSGn3OggKGHKT1Bi9eMpP2pYUn7UcNS5FsqPZPYoP5IANS9O+VGTQMqPGo6UH3mO4mE9GbeQsADDAPIVA7lCGeUKp7uFoUv5CUOtdhnKjxqWlB81HHWuhfIjmT3KjyRAzYtTftQkkPKjhiPlR45jPGohbhdRHNyF8tAwAANmdxeSm9ej6FjIFStyF2jC0pQfdUmn/KhhSflRw1HnWig/ktmj/EgC1Lw45UdNAik/ajhSfsJzFKM91sQ4dj/4Y+R3Ds1a8xPtasfySz8Ip7ML2QIFKAhlyk8QWo1jKT9qWFJ+1HDUuRbKj2T2KD+SADUvTvlRk0DKjxqOlJ/wHDsTJobv/xEyL291K6ne7S22bAnWXHM5xnJl2DanwPklTfnxS8o7jvLjzchPBOXHD6XFHUP5kcwv5UcSoObFKT9qEkj5UcOR8hOOozjk1BrZj77rb5uuoFp+xBsrrrgQ1urVHP0JgJnyEwCWRyjlRw1Lyo8ajjrXQvmRzB7lRxKg5sUpP2oSSPlRw5HyE45jKm6h/Nrr2HXvww3lp/fs05A46nBkitz1zS9pyo9fUt5xlB9vRn4iKD9+KC3uGMqPZH4pP5IANS9O+VGTQMqPGo6Un3AcxcgP+vsxeNt9DeVn2YUfQOTgzdz4IABmyk8AWBz5UQerQU2UnznBvKAvQvmRTA/lRxKg5sUpP2oSSPlRw5HyE45jxDKRyGew899uaig/az7zcZRaO1Asc+THL2nKj19S3nEc+fFm5CeC8uOH0uKOofxI5pfyIwlQ8+KUHzUJpPyo4Uj5Cc+xPQakn3sRex/5mVtJ9Zqfzve8Ex0nHY+Jihn+Ik1YkvKjLumUHzUsKT9qOOpcC+VHMnuUH0mAmhen/KhJIOVHDUfKT3iOog0mygXkXtuGPT/46Sz56Tn9JLQcuQWFWAIljvoEgkz5CYSrYTDlRw1Lyo8ajjrXQvmRzB7lRxKg5sUpP2oSSPlRw5HyI8fRFSDYMGHD3j8Cw3FgdHXCMS0UjAinu4XAS/kJAa1OEcqPGpaUHzUcda6F8iOZPcqPJEDNi1N+1CSQ8qOGI+VHnmMsYiJmOkhETRgACmUHRcdAvsjDTcPQpfyEoVa7DOVHDUvKjxqOOtdC+ZHMHuVHEqDmxSk/ahJI+VHDkfIjxzEZtxAp5FHY0Yfc71+DYRqIbliL1i2bUTQiyJV5uGlQwpSfoMTqx1N+1LCk/KjhqHMtlB/J7FF+JAFqXpzyoyaBlB81HCk/4Tm2JiIwJibQf/NdqExkZq35ERK06prLYXZ3I50vh79IE5ak/KhLOuVHDUvKjxqOOtdC+ZHMHuVHEqDmxSk/ahJI+VHDkfITjqNhAG1mBbtuuw/5od1uJdW7vZnxKNZ+7ipkHQvlCkeA/JKm/Pgl5R1H+fFm5CeC8uOH0uKOoeGF0D8AACAASURBVPxI5pfyIwlQ8+KUHzUJpPyo4Uj5CccxlYgAe/ei/4bbpyuolh/xxopLz0dk4wZkOPrjGzTlxzcqz0DKjyciXwGUH1+YFnUQ5UcyvZQfSYCaF6f8qEkg5UcNR8pPOI7iYaj8+hsYuuvBhvKz9LwzkDjiMKQL3PzAL2nKj19S3nGUH29GfiIoP34oLe4Yyo9kfik/kgA1L075UZNAyo8ajpSfcBzFRgfG8DD6b7qrofwsv/hcRDdv4shPAMyUnwCwPEIpP2pYUn7UcNS5FsqPZPYoP5IANS9O+VGTQMqPGo6Un3AcRfuLZyfQ9++3NJSf1X98BcodnTzvJwBmyk8AWJQfdbAa1ET5mRPMC/oilB/J9FB+JAFqXpzyoyaBlB81HCk/4Tm2RYH8K69h+PuPupVUr/npff8pSB55KNK2Ff4iTViS8qMu6Rz5UcOS8qOGo861UH4ks0f5kQSoeXHKj5oEUn7UcKT8hOdoGgZajApKu3Zhz49/Bnv/iHvIqZNMovesUxDfsBY5RLjTW0DElJ+AwBqEU37UsKT8qOGocy2UH8nsUX4kAWpenPKjJoGUHzUcKT9yHMWDetx0EBODO4UCDNsB2lpRzJdRNEyUyrbcBZqwNOVHXdIpP2pYUn7UcNS5FsqPZPYoP5IANS9O+VGTQMqPGo6UH3mO8aiJmFNBIhGFOP8nXyijBAu5Ind4C0OX8hOGWu0ylB81LCk/ajjqXAvlRzJ7lB9JgJoXp/yoSSDlRw1Hyo8cx9aoASOfQ3bbDoz/7FcwY1GkjjkSLYceBCeRQKZiyl2gCUtTftQlnfKjhiXlRw1HnWuh/Ehmj/IjCVDz4pQfNQmk/KjhSPkJz1H0ZXv3HvTfeIdbSfWGByuv/DAiK1cgXeDUtyCUKT9BaDWOpfyoYUn5UcNR51ooP5LZo/xIAtS8OOVHTQIpP2o4Un7CcTRNA6lyHgM33I5KNldTfsQ/rvvcp5CPp7j2JwBmyk8AWB6hlB81LCk/ajjqXAvlRzJ7lB9JgJoXp/yoSSDlRw1Hyk84juJhyNm3F/3X3z5dQfXIj3hj5eUXILJuLdK5crgLNWEpyo+6pFN+1LCk/KjhqHMtlB/J7FF+JAFqXpzyoyaBlB81HCk/4TiKflzpH8TALfc0lJ/lHzkX8YM2YiLPzQ/8kqb8+CXlHUf58WbkJ4Ly44fS4o6h/Ejml/IjCVDz4pQfNQmk/KjhSPkJxzEVj8DYvw9919/WUH5WfPSDiG5cz5GfAJgpPwFgeYRSftSwpPyo4ahzLZQfyexRfiQBal6c8qMmgZQfNRwpP+E4Ri0TsdwE+r/+HTiVyQ0Nak17W/PpK1Fub0ehxE0P/JKm/Pgl5R1H+fFm5CeC8uOH0uKOofxI5pfyIwlQ8+KUHzUJpPyo4Uj5Cc+xLWagsG07dt39g5rys/T8M5E4ZDPSFSP8RZqwJOVHXdIpP2pYUn7UcNS5FsqPZPYoP5IANS9O+VGTQMqPGo6Un/AcxYGmrRHAHhvD6K+eQfbFVyA0J37QBnS+552ILluKTMVAxXbCX6QJS1J+1CWd8qOGJeVHDUeda6H8SGaP8iMJUPPilB81CaT8qOFI+ZHjaBoG4jETMdiIWQYcByg7QNEGihUH5QrFJyhhyk9QYvXjKT9qWFJ+1HDUuRbKj2T2KD+SADUvTvlRk0DKjxqOlB85jmL0Jx61EHPKiMdjgOmgWCijBMtd58NRn+B8KT/BmdUrQflRw5Lyo4ajzrVQfiSzR/mRBKh5ccqPmgRSftRwpPzIcWyLAk46g7HfPIf0M8+7096Shx+K9ncehUhvDzK2CZvT3gJBpvwEwtUwmPKjhiXlRw1HnWuh/Ehmj/IjCVDz4pQfNQmk/KjhSPkJz7E1aqC4sx+77nzAraR6t7dlF5zlnvHDDQ+CMab8BOPVKJryo4Yl5UcNR51rofxIZo/yIwlQ8+KUHzUJpPyo4Uj5CcdRtL94LoP+G2+DUyjVlB/xj2s+cyXKbdzqOghlyk8QWo1jKT9qWFJ+1HDUuRbKj2T2KD+SADUvTvlRk0DKjxqOlJ9wHMXDkLFvH3Z6HHK68rIPIbJhHQ85DYCZ8hMAlkco5UcNS8qPGo4610L5kcwe5UcSoObFKT9qEkj5UcOR8hOOY1sygsrgEPq/ffd0BbUOOV1x6fmIb1yP8Xwl3IWasBTlR13SKT9qWFJ+1HDUuRbKj2T2KD+SADUvTvlRk0DKjxqOlJ9wHFsTEdh7dqP/xjsbys/KKy5EZO0ajvwEwEz5CQCLIz/qYDWoifIzJ5gX9EUoP5LpofxIAtS8OOVHTQIpP2o4Un7CcRQP6IliDgM33go7V3QrqTXys/ZPP4lisgXFsh3uQk1YivKjLukc+VHDkvKjhqPOtVB+JLNH+ZEEqHlxyo+aBFJ+1HCk/ITnKEZ/KkO7MPDtu2rKz4qPfQjR1auQntwPgS+fBCg/PkH5CKP8+IDkI4Ty4wPSIg+h/EgmmPIjCVDz4pQfNQmk/KjhSPmR49gaBZDLIfvqVoz//EmY8Rha3vkOtBxyENDSwm2uQ+Cl/ISAVqcI5UcNS8qPGo4610L5kcwe5UcSoObFKT9qEkj5UcOR8iPPMR61ELNLSKTiMAwDuWwBZSuCXIGbHIShS/kJQ612GcqPGpaUHzUcda6F8iOZPcqPJEDNi1N+1CSQ8qOGI+VHjqMp1v5YBmIWYJaKgOMAqRYU8gUUYaHEtT6BAVN+AiOrW4Dyo4Yl5UcNR51rofxIZo/yIwlQ8+KUHzUJpPyo4Uj5Cc/RNAy0WBWUd+/Fvv/4L5QGdsEAYHR1YckZJyO+ZhWyMFGuOOEv0oQlKT/qkk75UcOS8qOGo861UH4ks0f5kQSoeXHKj5oEUn7UcKT8hOco1vvkX30Nux941K2kere33g+cguThhyJtW+Ev0oQlKT/qkk75UcOS8qOGo861UH4ks0f5kQSoeXHKj5oEUn7UcKT8hOMo2l88M4G+r90yXUGtra7XXHsFSu2d3Oo6AGbKTwBYHqGUHzUsKT9qOOpcC+VHMnuUH0mAmhen/KhJIOVHDUfKTziOybgFY+8ez0NOl19yHqKbNiKTL4e7UBOWovyoSzrlRw1Lyo8ajjrXQvmRzB7lRxKg5sUpP2oSSPlRw5HyE46jeBgqb9+BoTseaDjys/SD70f8sIORKfCQU7+kKT9+SXnHUX68GfmJoPz4obS4Yyg/kvml/EgC1Lw45UdNAik/ajhSfsJxFA9D2LsXfTfc3lB+Vnz0g4huXI90jiM/fklTfvyS8o6j/Hgz8hNB+fFDaXHHUH4k80v5kQSoeXHKj5oEUn7UcKT8hONoGECrUcHQzXejuHe/W0n1mh/DMrH2uquRM2MoVzjy45c05ccvKe84yo83Iz8RlB8/lBZ3DOVHMr+UH0mAmhen/KhJIOVHDUfKT3iOoi9jbBwDt9yNykTmAPkRmx0YXZ1Ic8pbIMiUn0C4GgZTftSwpPyo4ahzLZQfyexRfiQBal6c8qMmgZQfNRwpP3IcU3ELVj6H/PY+ZJ5/EQZMJA7ZiJYtB6MciSFb5hk/QQlTfoISqx9P+VHDkvKjhqPOtVB+JLNH+ZEEqHFx8Ud9Wn5yJVR4+GHobFJ+QqM7oGBvRxyjmRJKZU7NCkM1FjERg41E1D3iFMWKjSIs5IuVMNU1fRnKj7omQPlRw5Lyo4ajzrVQfiSzR/mRBKhhcfGgnnAqsCImnJFR9w6Mrg5XfgpGhA+dIXJK+QkBrU4Ryk94luJBPWFUEDEAZ2IcsB0YHR0Qv2sUjQjP9wmBlvITAlqdIpQfNSwpP2o46lwL5Ucye5QfSYCaFReLoJOVIvJbt2P3g4/OWhfQe87pSB68EflIHGWOAgXKLOUnEK6GwZSfcCzFQ3rSLqKwbSeGH3wElmFAjP2Ivtz7gVOQPHQz8pEENzsIiJfyExBYg3DKjxqWlB81HHWuhfIjmT3KjyRAzYq3Rxykn38Je3/8M/eTV+8I1XPaiWh91zswUTY1u7P5/biUH3X8KT/hWLbHgMyLr2DPD35as293vfcEtJ9wLCYq7NtBCFN+gtBqHEv5UcOS8qOGo861UH4ks0f5kQSoUfGoZSKWHUffv98y/amr5Ue8sebTH0exrYPT3wLklvITAJZHKOUnOEvR/uK5DPq++u3GffvaK1Bq7+T0twCIKT8BYHmEUn7UsKT8qOGocy2UH8nsUX4kAWpUPBmz4PTtxODtjU+BX3HJ+bA2rke2wAXSftNL+fFLyjuO8uPNqDoiEbNgDA5i4Dv3NpSf5RedjcjBB7FvB0BM+QkAi/KjDlaDmig/c4J5QV+E8iOZHsqPJECNiqcSEZRefhXD9z/S8AFp6XlnInbEFj4gBcgt5ScALI78qIP1Zk1ii+vSa69j+N6HG/Ztsa4vcdRhyPCsH985oPz4RuUZyJEfT0S+Aig/vjAt6iDKj2R6KT+SADUqnoxbMHbvQf+37mz4gLTyyothrlxB+QmQW8pPAFiUH3Ww3qxJjOoaI/vQf/3tDfv2ikvOg7VxI7KFsvLPsFgrpPyoyyzlRw1Lyo8ajjrXQvmRzB7lRxKgRsXFzk8dCRODt9+H/I4B95NXr/mJLVuC1VddhvG8DdvhgYh+00v58UvKO47T3rwZ1YroTJjYdfdDyG7dXrNvR7s73fV8EwUbFZt92y9lyo9fUt5xlB9vRn4iKD9+KC3uGMqPZH4pP5IANSsupscY42PYdef3Udo/Okt+rLYWrLz8IjidXfxlOGBeKT8BgTUIp/yEYyn6tjkxgV13P4ji7n2z+3YyATGi63R3I5vnqE8QwpSfILQax1J+1LCk/KjhqHMtlB/J7FF+JAFqWFwsjo6Js36296M8MOieAm+tWIrUpg0oWhHkuNFB4KxSfgIjq1uA8hOepdu3y0UU+gdR6htwz/kxl/YidcgmFA2LfTsEWspPCGh1ilB+1LCk/KjhqHMtlB/J7OkmP4YBpOIRtCUjSOcryBfLPJAzRBuIWCYSMRNxVNwHpIIRQb5Y4fbWIViKIpSfkOBqFKP8yLEUbVFIkOjbpmGg4JjIlWz27ZBYKT8hwdUoRvlRw5Lyo4ajzrVQfiSzp5P8tCYjMPN5lNNpRAsFlGNxIBqF2dqCdBngEhV/jSEaMZEybFTyOdi797qFzJ4eWK0p5GyTZ4D4wzgrivITAlqdIpSf8CzFWV5J0waKBZR37wEqNswlPe53pJCgQskOX3mTlqT8qEs85UcNS8qPGo4610L5kcyeLvKTipkw02nsuuv7KO7Zj1jUdH/JFMKz7IKzkNy8EWnbhM2FvA1bhBCfWD6L9G9/h5Ennpq1LqDz3cei7bijUUq2UIAC9ivKT0BgDcIpP+FYCvGJF7NIP/8S9j/+5Ky+3XHc0Wg/4RiUUq3s2wHxUn4CAmsQTvlRw5Lyo4ajzrVQfiSzp4P8xCLij3oOA9+6E+WJjHvHM+VH/P/Vn7wE6F2KLH/ZbNgiOmIGRp94EiO/eNqNq97treO4o9B1+skYL0o2rCYrTvlRl3DKTziW7VFg7MlnMPKzJ2v27fajD0P3+0/BeElMdOXLLwHKj19S3nGUH29GfiIoP34oLe4Yyo9kfnWQnxbLQXHrtlmHc1bLT3L9aqy47AKM5jmto16TEKM+iUIGO75803RItfyIN9Z+5koUW9v5C3GAvkX5CQDLI5TyE5zlZN/OYceXv9mwb6+59gqUOzo5/S0AYspPAFgeoZQfNSwpP2o46lwL5UcyezrIT3vUwa477ke+b2j6bqvlR7yx/s+vQcaM8QyLOm1CHIRY2boVu+79YcMHpGUfej8iWw7hzlAB+hblJwAsyo86WG/WJDY4cN7YjqG7HmzYt5eefyaihx2KXJE/EvlNAuXHLynvOMqPNyM/EZQfP5QWdwzlRzK/2sjPnQ8gv1Nsyzz5qiU/6z5/DXKRGHd/qyc/cQvll1/F8AM/bviA1HveGYgdcRjlJ0DfovwEgEX5UQfrzZrEDxvlra9j+N6HG/fts09D/KjDkaX8+M4B5cc3Ks9Ayo8nIl8BlB9fmBZ1EOVHMr06yI+Y9pZ78ffY+6PH68pPbGk31lz7cYxly9z0oE6biEdNWGOj6P/GrQ0fkFZ96lI4vUvdra/58keA8uOPk58oTnvzQ2l2jPgxKDoxjr6v3dKwb6/8o48Ay5azbwdATPkJAMsjlPKjhiXlRw1HnWuh/EhmTwf5cQ/uK+Sw/V9urCs/Kz76QUTWrEaGh5c3bBEdcQN7H/4pJl542Y2rXvPTcshGLPvwuRjNUXyCdC3KTxBajWMpP+FYdsSAfY/+DOPPvlizb6c2rsXyj34IY/kKjwUIgJjyEwAW5UcdrAY1UX7mBPOCvgjlRzI9OsiPuMVUxAHGxtB/4+2APXvaW+/Zp6LliC3IweJBfh7tQYz+RDJpjPz0CaRf3jpLflKb16PnzPeh0t7BX4YD9ivKT0BgDcIpP+FYTvftn/0S6d+9Ortvb1yLnrNOZd8OgZbyEwJanSIc+VHDkvKjhqPOtVB+JLOni/yI22xNWDAKBRQHhhCplFA2I4h0dsJoa0HeiHCtj8+2IB6SEoaN0r4RVIZ3u6fDmr29iC/vRa5ioFDiqI9PlNNhlJ+gxOrHU37CsxTT35KooDQ6Bnt4L5xKGUZ3NxKrVyBfAX/UCIGW8hMCGuVHHbQaNVF+3la8WlRO+ZFMk07yI241Gbfc/8QNB0VbPKjbSOc51y1oMzAMoCURRcKyYThA3jGRzZe5U15QkG/GU35CgqtRjPIjx1Kc4tOSjCBuOTBhoGAbyLBvh4ZK+QmN7oCCHPlRw5Lyo4ajzrVQfiSzp5P8tMZNmMUCCv1DiJSLKMNCZEk3jNZW5E2O/PhtCtMjP3v2obJ7Dxwx8rOkB4kVy5CzTY78+AU5I47yEwJanSKUn/As3b7tVFAaGZ0c1bVtd+QnuWYlxDI+bmISnC3lJzizeiUoP2pYUn7UcNS5FsqPZPZ0kR+x45sj1vzccLt7xzO3uu496xS0HHUY8rB4MKdHexCbR1jpCez7yc+QfXUb1wVI9p+p4pQfRSABUH7CsYxHLUSyExh57MD1fIm1K9F77plc8xMCLeUnBLQ6RSg/alhSftRw1LkWyo9k9nSQH/HAHs1nseNf3zq9vPqcnxWXnI/IOrHbm5j0wVc9Ap1xE7sffBTpl151Q6p3exObHqz4yPkY4W5vgRoR5ScQrobBlJ9wLNtjwP5HHsf4cy/V7NvJ9aux8oqLMJotc7e3AIgpPwFgeYRSftSwpPyo4ahzLZQfyezpID+tESD7/IvY++OfTd9ttfxEl3Rh3WeudM/5qdiOJJXFWVz8MmyN7kf/9bdN32C1/Ig3Vn3yUjhLec5PkFZA+QlCq3Es5Sc4SzHdLTo+hp1f/07jvv2Jj8BZznN+ghCm/ASh1TiW8qOGJeVHDUeda6H8SGZPB/lpjzrYddeDyG/vrys/4o31n78a2Uicu77VaRNio4jyy69i+IEfN3xA6j33DMSPPAzZAnd989u9KD9+SXnHUX68GVVHuH37ta0YvveHjfv22achftThyBbt4Bdp0hKUH3WJp/yoYUn5UcNR51ooP5LZ00F+OqLA0J33I79zsLH8/MU1yBgxjvzUk5+Yhcrr27Drnh80fEBafuEHYB2yGTnKj+/eRfnxjcozkPLjieiAADE12Nm+HUPffbBh3176ofcjeujByFF+fEOm/PhG5RlI+fFE5CuA8uML06IOovxIplcH+RGbHZS2bceu7731q2b1tLekOL38kvMxVuCUt3pNIhoxEc9nsPMrNzV8QFr7J59AMdXGzSMC9C3KTwBYHqGUn+AsRd9OFLLY8eVvNezbaz59BUrtnSiWOPLjlzLlxy8p7zjKjzcjPxGUHz+UFncM5UcyvzrIT0w8tBdzGLj5bpRHx907rpaf1Vd9FOhZgiz/qDdsER0xYPQXv8HIE0+5cdVrfjpOOBrdp/4BxoqSDavJilN+1CWc8hOOZXsUGP/1s9j/+K9q9u32Y49Az5nvxViJm8IEIUz5CUKrcSzlRw1Lyo8ajjrXQvmRzJ4O8iNuMRW3YGbSGL7nIRSG9rwlP4aB5RedjfiGtchULNgOR34aNYnJ0Z8s0i+8hP2PPzlLfrpOOg6txxyJYrIFpTJ/GQ7StSg/QWg1jqX8hGMZtcSPRFlkXnwF+376i1l9u/M9x6LtuKNRSrRwRDcgXspPQGANwik/alhSftRw1LkWyo9k9nSRH3GbrckIzHwelWwWkWIBlWgUTiQKo6UVmbLD7Vt9tgUhQElU4JRK7iGnhuPAWLIEZjKOvMOzknxinBVG+QlDrXYZyk94lkKAEoYNQxwCvXsvDHHIaU8PzFRi8hw0jowHhkv5CYysbgHKjxqWlB81HHWuhfIjmT2d5EfcajJmIRk1ELNMd3Qi7wDZXBkc7wnWENw1AmIUyJokV7AN5Es2R3yCYZyOpvyEBFejGOVHjqU7AhQzkTAn+3bxzb5d5GhuKLCUn1DYahai/KhhSflRw1HnWig/ktnTRX7ELPXWmCFMB9mtbyBSyqNYrCC5eSPMtlaUYgkU+Kumr9YgBDJaKSK/vQ/FnX0wYCCycgVSmzegaEW5y5svirODKD8hoNUpQvkJz1Ls+hYrF5DvG0Rx+04YhoHI8mVIHbIJRTPCvh0CLeUnBLQ6RSg/alhSftRw1LkWyo9k9nSRn7aI407jEJseiNfMDQ+6Tz0RHSccgwIs5Is8m6ZRk0glIjDGRjF0230oj03MWhdgtSSx8uMXA11dyOTLki2ruYpTftTlm/ITjmUqHoExPoZddz6A0v7RWX3bTMSw6hOXAN3d7NsB8VJ+AgJrEE75UcOS8qOGo861UH4ks6eD/LgP7Pv3o+8bt07fbfVub73nnYHkloORLnMno3pNwjAAsSOUEJ98/5AbVr3bW7S3G2uuugzjJcC2OZnQb/ei/Pgl5R1H+fFmVCtC7OQ4fPdDyG7bWbNvRzrbsPYzn8BE0eFZaAEQU34CwPIIpfyoYUn5UcNR51ooP5LZ00F+2qJA+qlnse8/J7dwFa9q+bESMaz9s6uQhcV1K3XahNgxD7v3oP9bd05HVMuPeGPllR+GuXIlsjzk1Hfvovz4RuUZSPnxRHRAQFLshrl/H/quv71h315+yXmIbNqILEd2fUOm/PhG5RlI+fFE5CuA8uML06IOovxIplcH+emIAru//wgyr7xeV37EG+s+fxUK0SS3cq3TJsQXZvHlVzF8/yMNH5CWnncm4kduQSbPKYR+uxflxy8p7zjKjzej6ggx5a28dSt23fNww77de87pSBx1GDIFbmXvlzLlxy8p7zjKjzcjPxGUHz+UFncM5UcyvzrIj5iqtfuet6ZziFuuHvkR/7b+L65BxohxSkedNiF+HXb6+jF4230NH5BWXHo+rA3rOfIToG9RfgLA8gil/ARnKTY6MIaGMHDLPQ379vIPn43o5oOQ4aiub8iUH9+oPAMpP56IfAVQfnxhWtRBlB/J9OogPy0xA/bgLgx8597pu62Wn9YjDkHPB07DRMWUJLJ4i0fEGSDZcez891saPiCt+fTHUWzr4PTBAE2B8hMAFuVHHaw3axLtL5FLY+dXb27ct6+9AqX2To6OB8gA5ScALI9Qyo8alpQfNRx1roXyI5k9HeRH/PFJlHLY98OfIvvadveOq+VnzbWXw+7q5lauHu1B7JqX/d3vsedHj7uR1Wt+ek4/Ca3vPAoT3DgiUM+i/ATC1TCYIz/hWIq1kdnf/zf2PPSTmn27+5R3o+24Y/gDUUC8lJ+AwBqEU37UsKT8qOGocy2UH8ns6SA/4hbFYv1IqYB9jz2Bied+Py0/iTWr0H3GSYgs7XV3MeKrMQHxhzxll5B/Ywd2P/goTDgQ++OVKw56zz8TyYPWI2/F3f/Pl38ClB//rLwiKT9ehGq/7/Ztp4TC9p0YfugnMCuVt/r2OacjechG9u0QaCk/IaDVKUL5UcOS8qOGo861UH4ks6eL/IjbFB3eLBWBchnRSgll04ItHt+TSc5hD9AO3CkyqMCyTDhj4xBbYBsdHSiXKygYEU53C8ByKpTyEwJanSKUn/As3VFyo4KIaQDpNBzbhin6dsVB0bA43S0EWspPCGiUH3XQatRE+Xlb8WpROeVHMk06yY9pGO4IUBQVxCKm+5BecEzkSzY3OQjYDuJRE1HYEAulxatQrKBk8JDYgBinwyk/YckdWI7yI8dSTAmOOjbEBicGDORLZZR4AHRoqJSf0OgOKMiRHzUsKT9qOOpcC+VHMnu6yI94uExZDkq79yH9wksws1mUyg7ajz8akZ5uVFIprvfx2RZSUQORUhGZ17Yh8+zv3JGf1FGHoeWQzShHY8iWOeXNJ0rKT1BQPuIpPz4g1QlJxUxY+Rzy2/uQfuZ5GIaBxGGHoGXLQai4fZuHQAelS/kJSqx+POVHDUvKjxqOOtdC+ZHMng7yI0Z8WiMOigND09s0z9zwoOO4o9Dzh6egaIPbM3u0h9ZkBBgZQd8Nd8Aplw/Y8GD1tZfD6unBRK4s2bKaqzhHftTlm/ITjqXo287oKAZvuguVXP7Avn3Nx2At6cEEz+8KBJjyEwhXw2DKjxqWlB81HHWuhfIjmT0d5Kc1EUFl1y4M3HTX9N1W7/bWc+p70Hr8MZgo8ZfNek1C/BFvcUro+8atqGSyblj1bm9GLIK1f/JJ5KwYNz0I0LcoPwFgeYRSfoKzdH8gQgkD3/4uSvvHavdt08Da6652Nz0oVXjIqV/KlB+/pLzjKD/ejPxEUH78UFrcMZQfyfxqIT+WjbHHf4mx3zxfV37EG+s+fzUK0QQX9dZpE0Ii7d270f/NO6cjquVHvLHy8gsRWbcGaY7++O5dlB/fqDwDKT+eiA4IEA9Dzt696L/h9sZ9+7IPIrJh/2zB0gAAIABJREFUPft2AMSUnwCwPEIpP2pYUn7UcNS5FsqPZPZ0kJ82s4K9P/gJMq+83lB+1nz2SpRa2ik/9eQnGUFx6zbsuuuhyR3eDED8YReviu3AceD+Z/lFZyN2yGak85z65rd7UX78kvKOo/x4M6qOED9slHbsxNDt9zeUn2UXvB/xQw9GusCRH7+UKT9+SXnHUX68GfmJoPz4obS4Yyg/kvnVQn4sG3sfetRTftZ+7lPIx5KcrlWnTYgvTGN4Fwa/fRdg27DzeXfbcPFyIhFY8biYB4fll10Ac91a/jocoG9RfgLA8gil/ARnKXbBhBj5ufGOhvKz4pLzEdm0ARn+sOEbMuXHNyrPQMqPJyJfAZQfX5gWdRDlRzK9OshPS9xCpX8Ag7d+b/puq9f8dJxwNDpPOgETTkSSyOIsLra2bokaKO7ow7Z/+CrsYtG9UXcECID95gZvZjSKDV/4LBIb1yNddFAoVRYnEMV3RflRB5TyE5ylaH/xTBp9X7u5ofysufYKlDo6USxx5McvZcqPX1LecZQfb0Z+Iig/figt7hjKj2R+dZAfU5xcXs5j/NfPYOzJ37oP7FHLRNl2YIvpWoaBtZ/9BCqtbdzuukZ7EOd9RPM57Lr7IbQfvAGl3Xsx/NCjNeVn6TmnI7Z8GcZe2YplF5+HSqoFObGNHl8NCVB+1DUQyk84lq1RA4VXX8PwAz92K6hez9d79mlIHn4w0pXJs7348keA8uOPk58oyo8fSt4xlB9vRos9gvIjmWEd5EfcYlsqioRhY+yXT2P4B4/BqJThwED3KSei86TjgLY2jGbEv/E1k4A4xDSSHkffDbfBKZZhpZLofd/xsNNZ7Hv8F8jvHHBHfmIrV6Dn1BMR6WzH3l88g9LYBAzTwOprLofd1UWp9GhWlB91/Y7yE46l+FGo1XJQ2bsP+x7/lTvKK/q2tbQXPaediNjqlcjaJqcFB8RL+QkIrEE45UcNS8qPGo4610L5kcyeDvKTjBiIFPPIv/zf7op80zQBIT+mCccGSmPjiK1fi/i61cg6lrt4n6/J0bGWGLDjKzehMpGZRhLtbEfbQevQsmkd7GzOnfdmtqSQ3daH9LY+FPbsm441k3Gs/9xVyNgmSmWOANVrV5QfdT2O8hOepRglT1hAPGLCKJXEaj448TiKxTKKDvtwGLKUnzDUapeh/KhhSflRw1HnWig/ktlb6PKTippwdu/GgFik/+YruWoZohET+Yksim+eaSHe6jrxneg46XhMVEx317Jmf7WaFYw89nNMPPf7migM00S8s9U9Bb4wnoFdqr27W+vhB6P77NORrpjNjrTu/VN+1DUNyo8cSzHaG62UkEjF3b6dzxVRMi3kCxWOjIdAS/kJAa1OEcqPGpaUHzUcda6F8iOZvYUsP7GIiaRdxBv/dP0Bd1m94cFUQO/ZpyJ+xGHINvkuzWLUJ1HKYce/frNhC6l1zk+tAmv/5BMopNo4+lOHJuVH8otoRnHKT3iWLRHAKOSQefG/Mf5fT8KMRNDyrqPRcthmmK1tmKjwEOigdCk/QYnVj6f8qGFJ+VHDUedaKD+S2VvI8iNGLvY/8p9Iv/iqb/kRU7g2/fXnMJ6rNPX0t6TlIPvk0xh54ikl8tP57mPQetK73TUDfB1IgPKjrlVQfsKxbE1YqAwMYeCWe9wKqn/YWP7R8xFbuwZpMRuOL98EKD++UXkGUn48EfkKoPz4wrSogyg/kuldqPIj5q63J0xs+19fqXmH9UZ+RPCyiz4Aa/Nm5IvNu01zm2Vj+Pb7kB8cViI/0SXdWPXJSzFe5i/HtYBSfiS/iGYUp/wEZyke0JPFHPqvvxV2YXIb+1qjumv/9I9QTLVyq+sAiCk/AWB5hFJ+1LCk/KjhqHMtlB/J7C1U+RFreqIj+9F/4+2B5af96MPR/ofvQ7aJH9Q7kxbe+H//HU65sQD6nfYmkrDpbz6HkUyTzyes098oP5JfRJQfKYDiYQh7dqPvxjun66nVt1defiEi69bwAOMAtCk/AWBRftTBalAT5WdOMC/oi1B+JNOzUOVHjOwYAwMYuu2+wPKTOngDej54FjJNvEC/uzWGrX/3L7Vbh9jd7c3DTcV/i5fYIE/sEeFulFdns4hNf3sdRjMlbiZRgyrlR/KLiPIjBbAtGUFlcAj93767ofysuPR8xDatx0SueUfFg4Km/AQlVj+eIz9qWFJ+1HDUuRbKj2T2Fqr8iJGfyMg+DNx4R2D5aXvHFnT+4anINPHiXnfk50tfhVN5a3tqcQ6ICQemZaKSy09uc1158yHIsmAmk7BSCdgVGzaMAyRn099ch5EMFwzUapCUH8kvIsqPFEB35GffPvRdf1vjkZ+PfQiR9es48hOANuUnACyO/KiDxZGfOWGp60UoP5KZW6jyI/7gtMUMbPvivwWWn6Ufej8ihx7S1Gt+2i0bQ7fdi8LQHpefZU6O9pT2jqA0MiZO/3D/XQiRGPyZeTRStKsDsSXd7r9NuVO0pxOrrroM4yWu+aH8SH7peBTnmp/gfIV8x3MZDH7rDlRyhck+bxlu3y5X3hrKXfPZK1FubUehxDO7/FKm/Pgl5R3HkR9vRn4iOPLjh9LijqH8SOZ3ocqPuC2x29u+hx9D5uWtB9xlow0PNv2PP8N4wW7q3d5SloPML57CyC+fhiWegEpF5Ad2wZka6XmTaC35caVIbJW9cjkQi6HiGOg47h1oe9+J3O2tTn/jyI/kF9GM4pSfcCxb4ybKO/oxeMf9NeVHbAQT37QRaS7bCwSY8hMIV8Ngyo8alpQfNRx1roXyI5m9hSw/4pyfeLH2WTX15KfnzJORPPpIZJt4yptoEmLaYCKfQf9Xb4KTLyDfP1izpdSTn6ngxKoVMBIJrLz2CpTaOlEs8xfjWiApP5JfRJQfJQDbogCyGYw9/QImnvqtO/LT8o7D0XbM4bB6etx1kDZPgA7EmvITCBflRx2uujVRfuYA8gK/BOVHMkELWX7ErYlD+8qDQ7M2PhAP7EKMSmV71nStjncdha7TT0K6zD/wgl1nxMbIDx/D8IOP1m0lXvIjCvaedSp6Ljgbo5zyVpcj5Ufyi4jyowSg6M/xqIWYXUYsGYVpmCjkCygZEeRLNuyZ81uVXHHxV0L5UZdjjvyoYUn5UcNR51ooP5LZW+jyI24vJU4tT6ex7wc/QVGMYNg2TMOB7YgFK+KvfRzdZ74PqcM2u9OyZs5xl8SjdfHOGFAZ2uWum6oUJtcBVL+85MewLGz6wp8gun4tRgp1toHTmpKaD0/5UcPRle2OuLuroPhxg69gBMT5aPGoiThsd52f4QBlw0Sp4qBQEet/yDQYUbFe0oB4aB8eyQctyvgqApQfNU2C8qOGo861UH4ks6eD/IhbbE9FEXcqyPcNYOyp36I8Ng4jGkXbMUei/agtKDsORnI2t2F+sz2IkbFoegwTv/gNYp3t6P/2d0PJz6qPfxilTA6t7zoa5e4eHo5Yp79RfiS/iGYUp/yEYyl+yGiNAvboGEaeeAq5V15zp73F1q9F18nHI7p8qbsDZmXGBgjhrtRcpSg/6vJN+VHDkvKjhqPOtVB+JLOng/yIXzNT5QLSz72I7KuvI9bdgVgqgXKpjNJYGqXxCSy//EJUUq3IiZ83+ULKtDHxxJMY+/Vv0XXsEYj1dGD4ez9Ece/+WXTqjfxEuzqx/KKzURzPYOTpF9B+7BFoP+1kbnhA+XnbexflJxzi1piB4tY3sOveh90Kqnd7W3ruGUhsORjpJl8PGZQu5ScosfrxlB81LCk/ajjqXAvlRzJ7OshPS8JCZWc/BmcceFq94UHne45F+4nHIe1EJIksjuLtEQeDN9+F4u597g21HboJXcccjtEnn8Xor59FOZ1x/71afqxUEp0nHIuuk47H6LMvYvzNnfaiXe1Ydc3l3Oqa8vO2dxDKT3DEUctELDuOvq/dMn1Ica2trld/+gpU2ju51XUAxJSfALA8Qik/alhSftRw1LkWyo9k9nSQn1bTxv4fPob071+bvttau72t/bNPIh9v4bx2AF1JC9v+4d/gzFjgHGlrQevBG9C6cS1K+0dRGNiF8vjE5K/Eba1IrFqO2JIeZLbtxMRrb6A0Nvne1GvT316H0XTpzROCJBveIivOaW/qEkr5Cc4yFbdgiENOb7h9unAt+Vnx0fMR3biBh5wGQEz5CQCL8qMOVoOaKD9zgnlBX4TyI5keLeTHKE+e9/PK6w3lZ81nrkSptZ3bMQPobo1h69/9S83WIc7wiS9dgmhnO6KpuLsuoJQtuLKTH957wFlAs+QnU+K6qhpUKT+SX0QzilN+grNsTUZQ6RvA4K33To7mOg5MY/KQ04rY2tow3J0xl110DuKbN2GC04N9Q6b8+EblGciRH09EvgIoP74wLeogyo9kerWQH8vG6H/8F8af+V1D+Vl73VUoxpKUH7HNddLEG//4dTilxica1vp1uF6T2vTXn8NIlick1uJD+ZH8IqL8SAFsb4kCu3ej/4bbUUlnUMnlgfKbfdWyYCYTiLS2YOXlF8LasB5jmZLU9ZqpMOVHXbYpP2pYUn7UcNS5FsqPZPa0kJ9kBOWBIQzefHdd+el+7wloO+GdmOBiXpdRm2Vj+M4HkO8fathC/MpPbNkSrPj4xZiomJItbnEWp/yoyytHfoKxFEcBxJwKijv7sPMrN6GcyboV1NrMZOMXPovomtUomRZytslRXB+oKT8+IPkMofz4BOURRvlRw1HnWig/ktnTQX7EH3HxMF/YMYChux5073jmmp/Wo7Zg6dmnoWhYyHI6h8snGQFyTz2L/Y//Son8dP3BcUideBxylMuaPCk/kl9EM4pTfvyzbLFslPoGsOu7D2LJe4+HaZrov+nOmvKz+uMXw4lY2PP4r9F77hlIbdmMNAXIEzblxxOR7wDKj29UDQMpP2o46lwL5UcyezrIj7jFaMREynRQGBjC+LMvwMykIWZ0df7Bce75FXZLC7J5Tsmaag7iYTzllLD9n65XIj/rPncV8vEkD56sQ5PyI/lFRPkJDDBlOShv34Fd90xubS1ePe85FrHONuR2DmD057+GEY2g7dgjkNq0wR0R2vtfT0/HLvnAqUgefigyNkdzG8Gn/ARumnULUH7UsKT8qOGocy2UH8ns6SI/4jbFHyGxq5FVKiEWMdy1PSXDQsEWJ5c7kiQWX/EWo4Lxn/8KY795vvbNGYB4aHc3PBD86iBsP/pwdJ5xMtK2tfggKbojyo8ikAA48uPNMh41Ec2msfPfvn1AcMvGtUitWoZ4b7fbt4tjE8jt2ovxl/77gNhVn7oUTu9S5Is8H60edcqPd3v0G0H58UuqcRzlRw1HnWuh/EhmTyf5ER3eKpfglMuI2UWUnAhsy4STSCLDUZ8DWoJ4IG9PRrHjazejtHdk+n0xjdCEA3F4LMrioccBIhHYtgMbxqx1AJHONqz97B8hU3RQqtiSrW3xFqf8qMst5cebpTjHa/c9DyH7Rl/dYD/r+WK93Vh99ccwVrC5/qcOScqPd3v0G0H58UuK8qOG1OKthfIjmVtd5CcZt9xFvSOP/xKjT/52es1P6pBN6HrvCbC6uzFR5OhPdXNIxCxECzkMfPMOlCcy7iJoEzacXAHF3WJb67L767BjWu7212YqicqbAiQOPF191WUopVr4y7BHP6P8SH4RzShO+WnMMhYxERkbQf/1tzUM9CM/ooIVl30IWLMWhRJHf2oBpfyo69uUHzUsOfKjhqPOtVB+JLOng/yIPz7JUg77f/pfSL/4qnvH1Yecrvn0x2F3diLHDQ8OaBFCgOJOBcP3PYzi1jfcrXALw3vcuOodoWJLlyDS1orY+rVYdvG5KJpR5DglxrOXUX48EfkOoPw0RiXWPk78/JcYe+o5JfLTuuUgdJ19BjIOp7VSfnx301CBlJ9Q2A4oRPlRw1HnWig/ktnTQX5aYibsoSEM3HLv9N1Wy0/70Yeh64z3YoLrUmq2CPFrccq0UXpjBwZvv89dEF1LfpKrV2DFZRcgtnkTsraBYolT3fx0McqPH0r+Yig/jTm1R2wM3nIPisN7lciPlUxg3XVXYbTAkXPKj78+GjaK8hOW3OxylB81HHWuhfIjmT0d5KctYmPP/T9C9rXtdeVHvLHuuquRjcRREUeZ83UAATF1MDo+isK2HYi0pFDYtRv2xIS7z4HV2or48qXu4YjRtatQ6VqCbIG75/ltRpQfv6S84yg/jRl1JSxs+99fU3uA8d9eh9FMiet+aqDntDfvPus3gvLjl1TjOMqPGo4610L5kcyeDvIjfunc+9CjyL76OgzHcadqiT9Itg3YjuPO3RK+s+ZPP4liosXdBY6v2QQEs45UBMVXX8PgbffDtExYLSlYiZgbWCkUUUlnYVcqWHnpBxHfcgjG8vYkX748CVB+PBH5DqD8NEbVmbSw7Ytfqbs741Rpv2t+RPzGv/4zjOfY32uRp/z47rqegZQfT0S+Aig/vjAt6iDKj2R6F7r8mIaBjqiN9K+exp5HHkc5nYFdKMJwbDgwYESjsFIJxLo6sfbPr0EuEue6n6o2MXlGkg177z7kt21H3zcnD0EUr1qnwK+64iKkDj0Y1tIlyFYmtxTnqzEByo+6FkL5acyyIwbs/Oq33R8rGr2CyM8mMfKTLtXb7V5dcjWsifKjLmmUHzUsKT9qOOpcC+VHMnsLWX7ch3bLRmXXHuTf2Dl9crm4ZSFFjuNM/7HuPetUtL/rHYiuW40CLArQm+1CnAeSjBjYdfdDKPQNYtn7T8bQbfejsGdyvUC1/ETb27D6Ux/F7v/8FaJLurHskvNRcEzu9ubRzyg/kl9EM4pTfhqzbDEr2Pf9R2ZNA65Vwq/8xJYtwcorP4Lxstj3ka9qApQfdW2C8qOGJeVHDUeda6H8SGZvocqP2NBAbHQw9N3vI7+9H72nnQg7m8XALfe4dzxTfrpPPgGd73kXJl57AxOvvo4VV3wYRncXsiVJOJoXdzc5iAADN92Jwq5J2ek58VhEUkkM3vo9VHK5WfJjRqNY9YmPoJIvYu8vJk+Cjy7pwpqrLkPWMbn5QYP2QPlR11koP41ZJmMWii/9HnseeqxhoF/56Tr5eLS8+13uKC9fBxKg/KhrFZQfNSwpP2o46lwL5UcyewtRfsSDZFsy4opOfsfkrmRiR6Le9x3vLvLNbt0OO5Nx1/y0HXGwe0BnfmgPxl/eOk1jzbVXwO7satptmoUctseAXXc/iOzrO2e1ks53bEFqzQrk+gaRfXWSWeqgDUhuXIds/xBGn31pVnxi3Sqsuvwi9yBEcRAqXwcSoPyoaxWUn8YsxcN4W8LEtv/1FSXys/7Pr0HWiqPMQ4xr8qT8qOvblB81LCk/ajjqXAvlRzJ7C1F+2swKRh//JcaefmHW3RmWhc6jtyDa3opIIoZKqYLi6DjGfvequw5o5ivS3op1n7sKE/kyypXme2BPWg6KL/4ee370eM0Wklq3CvHebsS7OmAYBgpj4yjsHUGmSpSmCvecdiKS73wHshVTssUtzuKUH3V5pfx4s2yxHGSeeQ77/+OXNYPFdFbRJsVLfP/V27ek44Sj0X7yu5HhEQF1oVN+vNuj3wjKj19SjeMoP2o46lwL5UcyewtNfsR0t+jYKPq+cWvDO6s+56dWcNeJ70Lrie9quj/spmmgsyWK17/0VTiFxnP//E6NgQFs+h9/hvG8za3EazQ2yo/kF9GM4pQfb5aij3fEDHdacHbbWyO7QnpMdysYB05xsu+LTWHcHTHFf2bsXRJf3os1f3w5xrOlpvyByJvyZATlxy8p7zjKjzcjPxGUHz+UFncM5UcyvwtNfsRi3pFH/hPpF1+Vlh9RgdjFaCxbbqrpWomYhcrWrRi+94eercO3/ABYet4ZiB5+WNNOJWwEk/Lj2dR8B1B+/KESa/paYgYGvvM95HcOuOv3TMeGnc6gsHvvrPV8sZ4uWO1tsE3LHQWK9nZj9R9dgrwRQYEHGTcETvnx1x79RFF+/FDyjqH8eDNa7BGUH8kMLyT5EX+8u1pj2Po//8XzrvyM/IhKVnzsQmD1qqb6A+8K5MOPIT1jDVQ9oEHkJ3XQeiz50FlIc4rMATgpP55d1ncA5cc3Kojvwda4hT0/+k9knnke5bFxFPfscys4YCfHrg5Eu7uQPPIwLP3gHyJbdFAoVfxfrEkjKT/qEk/5UcOS8qOGo861UH4ks7eQ5CdimUjk0u4ZFl4vv/LT+Z5j0XLye5Are9W4eN4X54D0fe0WlMfTnjcVRH6sZBzrPn81RvPNt4bKCyTlx4uQ//cpP/5ZiUjR9lKowMykMXj7fe6ouV0qzZIfwzDRethmrPjYBTB6upG1IyhxgwNfoCk/vjD5CqL8+MLkGUT58US06AMoP5IpXkjyI6ZxmLuGMPidez3vyq/8tG45CF3nnImM3TwL9btaInj977/syVAEBJEfEX/Q//15jKSLdRdQ+7roIgyi/KhLKuUnOEsx1dXauwe5l19DcvVyVDJZVNIZsVQPRiqJaGc7cv3DiK9fDWflKk5dDYCY8hMAlkco5UcNS8qPGo4610L5kczegpKfqAljYABDt913wF1NLuSFu5DXMA2Ylumu43Fs230Qd6oW805V0HLoJnSf94fINNEuZV1is4O//1dfLSOw/Pzt5zGSofxUw6X8+GpuvoIoP74wzQpKxi2UX5tc52eYJqIdbYi2JFz5KeYKKI1NwClX0Hv2aUgcdTgyxRk7HwS/XFOVoPyoSzflRw1Lyo8ajjrXQvmRzN5Ckp9oxERsfPZOb2/tXgSUR8fcXzTFttbij7rjOO5ORlYqgUhHu/u/q3c06njXUWg79WRkm2hqe2fcwI5//SYqubxn6wgiP0bEwsb/87MYyTURTE+CkwGUH5+gfIRRfnxAqgpxR37GRtD39bd2yazVt1d+/MMwVq1ErsA+7Jcy5ccvKe84yo83Iz8RlB8/lBZ3DOVHMr8LSX7E9q3tcRPb/p/Jw/tMc3Kb0eLufSiNjs26U3GIp5CfmatPrGQSsWVLxFwuVJzJMy6WXnAWIoccjHyxef7Yi3OS9nzvYWTf6PNsHUHkJ7F6OZZ99AJMNNEomifANwMoP35JecdRfrwZ1YoQP3rsfvBRpF/6b/ft6r4dX7EUq6++rOl2vwxH861SlB9Zgm+Vp/yoYUn5UcNR51ooP5LZW0jyI26lzbKx++4HUegbgOk4yPcPHnCAqStGNeRnCkV85TKYyaQrQBv+8tNIOxYqTXTQaTJqIv/sc9j3kyc8W0cQ+el+37uRPP6d4MDPgVgpP55NzXcA5cc3qlmByZgFMz2OfQ8/huwb/bPkJ7qkG8suPhdOZydHfQLipfwEBNYgnPKjhiXlRw1HnWuh/Ehmb6HJj5i+gZ07sOeu7yO3vd/dtajWq5H8iPjE6hVoO/YodJx1WtNtzSwexFuMCt74x697to4g8rP+z69B1oqjzF2iDuBK+fFsar4DKD++UR0QGI9aiDtFFHfvR3lgEIZhwOjsQOqgDcjbRlONgIenOLsk5UcVSYDyo4Yl5UcNR51rofxIZm+hyY9Y49MTc7DjK9/CxO9eqXt3XvIj/uhv+be/Rz7eimyhifa5fpOYkJ/xn/8KY795vgHDyakx4lWxnVmnv1cXaj/6cHSecXLTiaTf7kX58Uuqfpx4yBQ/frQmI8gWKu6DeqnMhflByYrpw6m4hbjhuNtdFx0DmUKlqUa/gzJrFE/5kacp2qQYmRR9W6w3E//hVuvhuVJ+wrNbLCUpP5KZXGjyE4+aiE2MotQ3iL6vfweVYrHmHXrJz9JzzkBqy2ZYG9cj04SHcoqH8ba4ie1f/hYqE5lZDE2xc54BOOUynEIBYuGUEY/BjEUhZgfaVc+b4nyftdddjWzZ4B+sOv2N8iP3RSQeisxCAcXhPYgUC7DjcaClBWZbK7L25M6OfHkTEMcFJC3HPePLHh6GU7Fh9i5BbEm3O121UKJMelPkyE9QRo3iWxMRWOUiinv2w8xMwEkkYLS0wWxtQdYx3R/e+ApGgPITjNdijKb8SGZ1ocmPu1j/+z9GLJVAfEkXBm+7D5Vc7oC7bCQ/S858L5Ib1mL3409iw19+BhNFpym/YN01AKMj6PvGWztACekxKmWUR8ZQGhufdRBipL0N0e5OOJHILAFadfVlcHp6kOf2uHV7G+Un/BdRKmrAmJjA0K33ojyRwcwzvHrPOQ0thx2CLCyUm2jdXhiaQnyi+QzGn3wWY089N2vNT+vhh6DrlPeg3NpGAQoIlyM/AYHNCE/GTJjj49h15/0ojYy7fbtctiF8p/ec090fKHNGhH07IGLKT0BgizCc8iOZ1IUkP0JoOlLigM7JM2o6/n/2vgNKzuJK9/tT556ePKOJiigLEEnkHAQimGBMMtgYbNYBe3fPvn1nd997u2f3PG949jqBbUw0GGMwyeSco0gSIAnl0QRNDp37T+/c6gndPd093dPePRPuf44PVndVS/9Xdavqq3vvd9etgG9pK3qfeAGh7bsyvBeT1d608oCoYyE5neh/5yMhlFD/5fMhLVqEuD5/1N5SgfKoAIaG0PXbPwrpa1UG9D5SzxsRzSgshgLfxi7f1DIfnHU1ILgkh4qGay6FVFWFyPyLHCzKspj8FAXXeGPy9DqNOPb/5HZRh4aezALGC668CGpTI8I8B/OCHHBIGHz1LQy9/aFol5nPRwWfSf1yKMY37cXMViY/xaA10TZp2zrafn47rHgydzeV/NCf6y8/H1pLM8JmMvyan8IQYPJTGE5zuRWTnxJHdyaRH02R4QiP4MAtd4+/FVUrD6xZDisaw8iHWxHeuQdmJJqm9uZZ1AL/oStBt5sjW7/A8Kc7xvsHjjkM/pOPn9eHdyqA6ISJvqdeQvijrYjum5DAziQ/BJy7tQneQ1ej6tzTocsaIvNIJnxeWkIvAAAgAElEQVS65sTkZ3rIeVUgvu0L9Pzp+fEfyCQ/pFTW8q2rMRQ1RUFjfiYjQDXSnNEQ2n525/iX2cRMmq6/AmZ1NXt/iphETH6KACulqVeTkrb9+HNptj3m+aEP6bKt5btfx0iMvEFs3IUizeSnUKTmbjsmPyWO7UwiPxS2IXV2ouveP056K8/CJnga6+CqrxF1fEC5QIoC2elAvKcf0a4ehPccmFTYk247KzedhdA8v1miw5FPMmH29qLnTy8g/MUe6INDaZ4frSIA77JFqDn3DCgL6hC2FU44L9C+mPwUCFRGM79qoefBPyG6tz0n+aEvWm++HlGHm8NjcsBMQhHWrt04+NCTyRYSoIoYVyQxGz1XUqiRc+0qRDiEteAJy+SnYKjSGvoVG32PP4Pwjj05yQ990fKd6xBz+9i2i4CZyU8RYM3Rpkx+ShzY2UJ+qOCpZNsg1RgqZiprCmzThhmLwdQNEb8lUgIyLo+Y/ExMEMoBwoE2RHfthau2GqrfCysSFWFvktsNIxxBrLsP7sWtwMJWrgdShG0x+SkCrJSmRH56//AEIineyEzPT5L8fANRh4sPSHnIj717N3oeehISbEiKDMmyksuhJMO2LeE1qzrvDDjWMPkpZrYy+SkGrYm2TH6mh1shvZj8FILS3G7D5KfE8Z1J5Cdb2JtQJoMNW9dFnooZDicVjFKKnBIZUgN+4UInVajUMjQc9jYxQURCdGgYB265R3xIXjPN4xTkJxGJjxeTbbrxKpgVlRwaU4RtMfkpAqyUpl7FRmz7F+j90wtpt8MkcT0WBUNhb83fuhrDHPaWFWS6EPKqNtRoBLv/6cdCNMJKJNK8urKmicuORX/9LaC6BiEjKW/Pz9QIMPmZGqNsLQoNe2v97tcxzGFvRYHM5KcouOZkYyY/JQ7rTCI/mYIHyqi3J9HdAyMUSXvTbGpvsqrCUV8rZJtNOtLbmPeCB5nTI+CUMPD8axjevEV8lZkX4F+3AjWbzsRQjCVxizEtJj/FoDXRthDBg4YrL4Lc1Div8/ZyoUsXRh7FwsjmT+BwOzH87kcYeucD0Twzn8+3YhlqN52BcO8AKk7agIhuI8F1lKacuEx+poQoawNh22YCbT+7gwUPpgdhzl5Mfv7MgM7Cn2PyU+KgzSTyQ68yJnUd370XMAzE2jpgZxaeIa9FiucnEwJHTRVIttmAhMX/87vzVuo629Qg748jGsbwW+9j+IOtaeSHRCPKT9wA3etDguuBFGVZTH6KgiutsYfkcINBdNzzoKhJlS51fTq8qw5hqess8KqKLGp5dT/8FEKf74S7aQH8y1oR2roNQ+99nEZ+/KuXo3zDeoTbOhHa3QbPomYsuPpihOMWE6Appi6Tn+nbNkldKyMj6Lz/ERiZUtfnngbPqkNY6noa8DL5mQZoc6wLk58SB3SmkR+6LVL7etB1x/2I7mmDnUMBZqoip87aapSffCx8p54wL4uc5psWyUKIgDE8DKu7B7ZlQ6mrhVYZQMSUmPhMw6aY/EwDtJQu40VOD/ZC1bnI6VRoklfHr9roe+pFhLZOqFsSAao8cg3McBSJ3j7ANKFWVogip0NbtiO0c9/4T3sWt6D+iosQjFscApcHcCY/U83G/N9PFDnthxwKwXK7IHt94wWMOfyyeHyZ/BSP2VzrweSnxBGdaeSHNvUqzcKBX/1WeCZyPVORH0lRsOoX/4Ko4kQkPj9r/OSbGrShkwS2S0mGx8QMCZGEAZMLSU7Lopj8TAu2tE4kyOFxKtCImJs2orqNcIyL+2RD1q0CiW2UKzUhEZ7aztPSAGdlALIsIz4SQmjX/qwDVHnyBniPOowviJj8lG7AeX6B1AjJth1UZ860ETPYtksBnMlPKejNjb5Mfkocx5lGfmiRlLu7IIUjaPv1vdAHhrK+4VTkZ8HlF0CrrYZj5XKELKVElOZWd8LYaSdDCs3uXiGHK1dVwbW4GQmoiHFdn6IHnMlP0ZCldfA5JCimiciuvVAScRg24GhcIG6HE6qTQ7NS0CKBg3Kvhj0//MW4SEk29LPV+cnWbtHfflsUmRSS2PxMQoA9P6VNCp9TTtr2F7uh6HEhSKQ1N0D2+5FQHGzb04CXyc80QJtjXZj8lDigM438+BUL3X94HJrbBf/yRej63SOId/dNest85Kfu4vOg+Dzoe2MzFv3NTQjZCns0RhEkb488Mozex55DrL0rLefHUVeNukvOgxUIsMx1kXbF5KdIwFKak+KbPTiI9t/cLz5NzfmpOv14+I9Yh7ikIa6zB5fwocsL84ud6H746bygF0p+qk47Dq6j1gtPGz+TEWDyM/1ZQUWMhW3f9rtx2x4rclpx0jEIHH044oqDbbtIiJn8FAnYHGzO5KfEQZ1J5IduNMucEvb8y8/EW/mWLUTVMYeh99lXMfTuh2lvmo38uFubUb3xFOhDIQy897FoX/ulc6AuP4S9GaPolbsUHHzwcURGY/8zD0iulgY0fPVSlhUu0q6Y/BQJWAoZVyNh7P/J7eM/kFnnp/bCs+BevgxBjoBLrouyhf4nnkN4++4/C/lxNdah7qqLETTk6Q3iHO/F5Gd6A0wkXYtHsP/Hv0mz7THyQx/WbDodnlXLETSo4AI/hSLA5KdQpOZuOyY/JY7tTCI/GtWhGR5E+6/unVgsq8oRWH0IHOVlGPn4U4R37kP8YE+ygJ9tQ60oF8pFvnUroZWVYXjbToR3t433Dxy5Dv5TT0SEL43FjbHc3zd+C0cgZbsdbvzal4H6evb+FGFbTH6KACulqU+TEPl4K/qefTUn+VHcDrT+4JsI6ZQLxBLsZQ6g/Za7YYyE/izkh35kyT/cjMEws8tsgDL5mb5tR7d8it6nX8lJfiBLWPy330FYp1wgtu1CkWbyUyhSc7cdk58Sx3YmkR+68ZU6OtB178OT3spZUwVPUz0cNZXQAmXQ3E6YhgF9JAS9fxDRrl6E97VP6uddsQSV55+FsMm3mpRwqm/bge5Hnx3HKRv5qTn/DLjWruZk8yJsi8lPEWClNC3TgL7Hn0Vo266c5Ie+aLn5eiScHs4PAFDuVrD3//5MqDTmewoNexPk5++/h+GoBSuHuub0Rndu9GLyM71xJDXCgWdfRvCTbbnJD9n2d65DwuNn2y4CZiY/RYA1R5sy+SlxYGcU+VFlyAe70HnPQ1O+ldOtIRE3pjwA+FYtRcW5ZyJsMfkhNS1r3z50/f7xvOSn/rJNUJYuZs/PlLNwogGTnyLASiM/NnoefRqRHXvzkp+Ff3kjIoqDk/IBVLgV7PnXn8OeokBpUeTnH27GUMQAc5/J85jJz3RtG+h78gWEPp2QYqcLztSwt7GLjZjDzbZdBMxMfooAa442ZfJT4sDOJPJDB0hXLIy2n9055Vtl5gXk6lB+7Hp4TzwOUZKPmucPhRU6I0G0/fyuvOSn5dvXIuEt45u4IuYLk58iwEpp6tEA60AHOn/3aE7y417UjPrLzscw5wUIjMo0Gx233w+9bzAv6IWSH8mpYdFf34ShKMcGZwOUyc90bVuG1dGOznsfSbPtVPJD+WYLrrwYI5bMxLsImJn8FAHWHG3K5KfEgZ1J5IfqzVT4HNj1jz+e8q0KJT9UxRyNjYjrHE+cPDgBwc0fo//FNwXGmQekihOPQuDYozDCB80p52BqAyY/RcE13phwc+sxdD/0pFAfpCfTtptuuAKorEKE1cgEPh7ZwshLr2Pkw0//LOTHs2whqi84R6hi8jMZASY/05sV4jJTj6PnoSfSbDuV/DR9/XKgphoRfXp/x3ztxeRnvo78xHsz+SlxDswk8kOv4pNNDDzzcpqrPNsrFkR+JGDpP3xfhHNYU8THlwjjrOlOG5JTjyG6fRf6nnkljfxUnXECvKtXIO5wc/JpkSPK5KdIwFKak/y6Goui76kXEd6xZ5z8KD4vajadAUdzI0KGBPbdJkFzajLknh503PnAn4X81F2yEcqyZayImQNNJj8l2LZDgRqPov/ZVxD6fKewbSI/ktsNUnF0NDUgxF6fogFm8lM0ZHOuA5OfEod0ppEfWhy1kSEcuPW3ed+sEPJTcfyR8B17JFcvz0BSVWS4YIDuec3+fgA25IpK2LKMmKRCnyKXoMQpNye7M/kpbVhpM5f1OOx4AmoiBlNRYckqZJ8XobjFxCcD3oAD6Lz7QcS7enICX0jYm+L3YtEPbsBQ2GCxAyY/pRlxjt5J29Zhx2NQY0nbtjUNkseNkG5zuNs0UGfyMw3Q5lgXJj8lDuhMIz9j3p/hV9/C8Ptb0t9OAhSKjbMt0GGTlDFtif5r0/k97VEDPiy8+QaMRHVOpMwyR4g8OmQbLkUGQRozbCQscHjgNO2Jyc80gRvtRnOQBDmcCuBUZCRMC3FLEqIbrEA2GdtssvVjrWQJwqaFxIsEjC2PVpbI3/qvXAiltQVRDgueBLKYk04VqqGLuRlOmLBVjVUwp2HqpDTqVCQ4FAmGaSJmyWzb08BxrAuTnxLAmyNdmfyUOJAzkfzQQbLMraLjngcR3deRfEMJUIn3GDrMYFjU+aFDker3AZomvBapm3vzTdfADFRwKEeW+UFhRloihujuNsS+2CVOSs4lC+E5ZDF0ReNK79OwKSY/0wAthfj4NQnWSBDhbV9AjkaRMEz41qyAHAjAdHvYjrPA61UsRLd8nlYjSZGRXBujMZghqgMkQfa4QSGEyYuiiR+qOOEolG04EkFWwpyELpFLCteygiGEtnwOjQ7tmhPelUuhBAKI2DJMkwMxp7J6IpB+DTCDIUS274YcDkFP6PCuWwWlvByGy822PRWI2WzfpYoL4GEqkDRLn4Yq9yz9l8+MfzaTnxLHYSaSH3olhyrD51LQ+fvHENm5VxAfKxZHrL1TvLEsSaLIKW0/jsoKaFXl4oYTTicWXH0p7IoKVnjLsWhKI8Nov/1+WNF4Ws6PpKpovvFKoKICoSgXPCzGtJj8FIPWRFs6HPlUwOzpRfudfxBfpIa0lm84HJWnHo8EZETirEaWirLATrYQ+XSbKCRJYW7QdZFcbhuG8P5ISHp+JEhwtTYCDoc4tFecdAwCxx4h6p8Jzzk/4wgQ8XGrEobe+QD9L7whcKT9aEw0Z8EVF8DZ0oywORp1wNjlRMCn2jD7+tFxRzI/LVXqOnDEOlSeeSJ0SUUkzvtNMdOIPT/FoDU32zL5KXFcZyr5odciaWaPYiO69XP0P/0SwjsnaoGkkh+xqNZWo/KkDSg/+1TEkXSp85OOAGHmV0y03/EA9L4B8WVmXgDlADR/66sI2wofioqYQEx+igArpanHqUIaHMCBX07k+GXm85EQh/+IQzEyey85pwdOAb3oYO6RLCAUwtDTL2Lo7c0wY3HRM5X8iD/LMsqPPRIVG0+DXFWJiK2wEEwWjP0OCdFtO9HzWLIYdCb5oc8arvsy1MYFfEmUZ45SqJscHEbbz+8eb5VZ56fi5A2ChI8kCpjs3GQcASY/PBmY/JQ4B2Yy+aFXowN7QLWAaASDr7+HyM49iHf3wqYNXlGgVVXA3doM/9rlcB+yGFHVxcQnx5ygBdPq7kbH7b8fb5EtKbrhyougLGzl2PYibIvJTxFgpTSlkJjgO5sx8Oq7aQckEt1ILbi58K+/iZjs4NpTOWAu82hQIiGEPvoMoW07hYfcHA6K1rLfC1djPbwrliGwfg2ssnIMhfm0mQ1KWg+9to723/wOxlASv2zkp2z9alScfjKCJvnW+MmGgE+TEN780XhZBWqTrcjpwr/6JuKqg/NNi5hGTH6KAGuONmXyU+LAznTyQ69XplgYeO4V2NEYHNWV0Mp8UF0OWLoBPRRBYnAYsc4e1F15ERIuLx+Q8pCfxI6d6P7jU3nJD0mQulavQCjG3rNCzYvJT6FIpbcrUy30kbT9lu15yU/Ld7+GhMeHBCfmZwWaDkPG7j0YenMznHXVcJb7oXrdIu7NCMegDwcR6+mHd+0KuNeuRog941lxFHWnEjHs/8lvxr/PRn6oOGfdFV9C0OLaSLks36/aGHrpDQxvnhAuykZ+Wr7zNeheP+I67zeFrqJMfgpFau62Y/JT4tjOBvLjpwPSI8+khb1lk7pu/f43EFFdHK6VY05QGILd2YmOux/KS37I8yMvbEUkxnHYhZoXk59CkUpvRwek/idfQOizL/KSn4Vk25qLlRtzwEwiJlJ3twhpHXuyeXXrL9sEbdkS9urmwJEiDbx2Avt/9Ou85Me5oEbklo6YQlOPnywIUEFturQc+eizNNtOLXJKX9C+HWXbLmoOMfkpCq452ZjJT4nDOhvIj9chw+rqSju0Z5KfssNXo/L0EzHCN3E5ZwTV93GGR3DglokY7GwHpOabvoqEP8D1foqwLSY/RYCV0tTrJNs+iI67HsxJfnyrl6PqnFMQtNXp/SXzoJcoXhwJ4sAvprDtb10DvaycveN55gR5I4ff2ozBN94XrbLm/Fx5IZSmJoT5fignkuKyjfbtDNtOJT+eQxahetOZCEGbB1b653tFJj9/Pixn6y8x+Slx5GYD+aEK2249hoGX30Royzbxxpnkhw7sVnk55/tMMR9IfSf6+RfofeIF0TKT/NRsPAWeNSsR5BvNoiyLyU9RcI03lmUJHiOGoVffHr8hnmTb37wKdmUVq70VYNuxHbvQ89hzWW27+uyT4Fm7CiG+IMqLJKm9adEw9v/k9qzkx7NsEao2noa4082eyDxIkhfNY8Yw9Pq7GPlg6/i+nUp+mm+4EnZNDUcZFLl8MvkpErA52JzJT4mDOhvID70ihXU4YGLwlbcx9PaH4+THu3IZyk84GkplBYIJlmydajrQYdMLA4n2TvQ+8wrsYFDI4doeD2rOORWu1iaEoXLo4FRAZnzP5KdIwFKaUwFJsu2hN94Tt+1j5MezfAkqTjwGSlUl23YB8Arbtg3oXQfR++wrsIaGk7btdKJm46lwLmpBVNL4wF4Aln6XAmtoCENvvI/Q1m3jUtckz1xx2nGi5g+HBU8NJBFJp21i6J3NGHz13XHBA9fSRag8eUPStlnFcWogM1ow+SkasjnXgclPiUM6W8gPvSYZvGwkAN2AZhkwIMNSFFguN29ERcwDESIDC5qmAOFw8nbT70ciriMBBXpqJcQifnc+N2XyU9roJ21bh2Qa0EwDuiTDkiRYLg/bdhHQkpfcKVtwKjLsSGTUtn1J25ZUDmUtAksPzcloBLJpQaULI1kFVAdsh4NzporB0alCsQxIxti+LcEk++Z9uwgU05sy+Zk2dHOmI5OfEodyNpEfocTjUMRC6lAkEbdOBIhEyQyutl3UTHBqChyWAadLhSRJiMUM6LLC1baLQnGiMZOfaQI32k2EtjoVcamhKRJ004ZuSYhZbNvFIuvUZGiWCbc7mUcRS9BFkYJogtW0isFSzElNEliSNzJu2DBVTZBxLgxbOJJjtq1aJpyqLBQbddtGzJJ43y4cxrSWTH6mCdwc6sbkp8TBnC3khwqeumUL8b0HENzyOaRQUByQKCxGq6+F5fXxDXGBc8GrAXI8jsgXezDy1nuQFBm+Iw6DZ+VS2E43J/EWiGNqMyY/0wBttAsJcXgVG/GOLox89Cmk4SHouoWKk4+FVl8D2+vjm/YC4fVqEuRYFNE9bRh+/W0omgPuw1aLGj9wuRDiujQFIUleHyUSEXNy+O3N0GTAcLpQdvgauBa2ICYpLLteAJK0LnpkC4mDPQh98jns/n7ouomKU4+HVlvNtl0AhtmaMPmZJnBzqBuTnxIHczaQH1Lb8SkW4vsO4OAfnhBvnJoU7VuzHDWbzoAuKZwUPcV88FGh054etP/mftEyU/Cg8euXQ66rRThulTiz5ld3Jj/TH2+Ssk/s70DXA49Psm3viiWoveAs6IoDkThLa+VD2ecm2+5D+233ZbXthusug1pXh5DOuZH5cKQ8FbcC9D33Cobf3zJJ7a32orPhIblwW2YP0BRm71csJNrSbXtM8MCzZCFqv3QOTIeTLzeKXD6Z/BQJ2BxszuSnxEGdDeRHbOqdXWi/8w/jb5upCFVx0tEoO/oIBC2uu5BrSlD4gceI48Ctd8OKJyu8Z5IfSZbR/N2vIebwwODcn4Kti8lPwVClNaRN3OruRsftv89p24ENhyNw4gaEWIEwJ8hC7MCMo/3X98IMR7PaNn1INVViDjfn/uSZrqSIGfnkM/Q9+6polU3qesGXN8FxyFIEI5ytnwtKsm309+PAr+5Ns+1UtbfA+jUInHYCKxAWuXwy+SkSsDnYnMlPiYM6K8iPbGGYKkV/mJTLpCdbkdOWm69HwunhGhY55gR5fUwqcppSdyFbnZ+Gay6B2tKEUJRv2gs1LyY/hSKV3s6n2Bh5/W0MvfNRftv+/jegO92I6+yRzIY0HYbsvj60/zrp9aEnq21fdRHUha1s2zmmK9mxS4/hwM/vgG0k51o28uNZvhjV55/Fh/YpSGSQVN5eey8n+aEviJDrLg/nmxaxhDL5KQKsOdqUyU+JAzsryI9kiCrw4R27IUsQ8q20SdHeZNs2bJv+CzTfdC10fxmTn1zkx63C2Lcfnfc9mveAtODyC6AtXcQHpCJsi8lPEWClNPXJFgaeexmhLdvzkp/mm0aLczL5yQo0ecfNAx3ouOehvLZdf9kmOJctRpBUYviZhECyWGwIB35x1/h32ciPq7EOdZdfiCAX58w5iyjkbejlNzG8eUte8tP0rWtgBioQ13lOFmqSTH4KRWrutmPyU+LYzgbyE1AtDDz5PCLbd8GMxmHFYpBsCzYkyA4HZI+L7ufQ/P0bEFHdLNWcY06I2+GDB9F+xwN5D0jk+VGamzgOuwjbYvJTBFip5IcOSM+/ipGPP89Lflq+93XEXV4O18oBs8epQhpIDzHK5vlZcMWF0BYv5IuNHDgmC2pH0TZa4JSaZSM/7pYG1Fx2PkK2Or2JPw96+RUbQ6++heH3Ps5LflpHbZvUW/kpDAEmP4XhNJdbMfkpcXRnMvmhTccj23BpMoIfbkHbLXePvy1VjxZen9FPqk87HlXnni7UY6JQmQBlmRekmOcIB9NuNbMdkJpuuhYGe9CKsiwmP0XBNd6YNnGzvROd9zyYk/wEjlyHwEnHIgQ+aOZCWVNkOCJBkc8HK7kqZrfta2CWlXP4YJ7pSh6L0Idb0f/iG6JVNvJT/+VNcC5ZhCALw+REUly2pYjrUEMKV0/N+fGvW4nK009EUErKsvNTGAJMfgrDaS63YvJT4ujOVPIjEnglE9HtO9H/0puo2nA4orv2ov/lt8Qbp5IfzefDgq9eimhXDyzbRt2XNiIUM1iKNMvc8KlAfNcedD/8dNYDUu2FZ8G1fClCBgUX8lMoAkx+CkUqvR3ZsduKI7J1G/pfSB42U/P5FKcDjTdeBcvnZyXHKSD2aUBizz4cfPDJ7LZ9wZlJ22bhiLxIktqbQ4+h896Hkejum0R+yjccjrINRyCquljtLQ+SRBq9lo7wp9vQ//zr47Y9Rn6oxELzN6+GVV7BZSqKXD6Z/BQJ2BxszuSnxEGdqeSHbt9G3v0Qg6+9K94wsG4FAmuWC9GDwdfegRWOCM9P1ekniBoWpmGg5/nk4cnV0oCm6y5HkAp3sis9bYbQYZPUjMyBQQy++T6iO3aJHCrn0kWoOOEoqNXVCJsSb+pF2hWTnyIBS2lOh02PQ8bwR58J25YjYWG3FSdvgP/QNYDXwzkqBcArSgKogD08jAGy7c+/ELbtWNyKiuOPgqOuVtT54QKdU4Pp92hAJCJq0wy89AYcVJxTVlB16nEoO+JQJCwwGZ8aRgjZcE1CaOt2DLz2LqTgiPD8BE44Gv71ayB5vOw9KwDHzCZMfqYB2hzrwuSnxAGdieTHowKJ3XvQ88ekd2LsKVu9DO7GerGhi5wfWYZtS4jsO4DgF3vT2vpWLkX1BWchaFB4XIkgzbHuFNdOlbYdkgVFsiFJEgxbEht6wrS56vY0xpvJzzRAyyBAGixAT8Ah2TAsCZaqICFpnAhdBLTkMXdqMhywoMq0TgIG2LaLgHC8qVNT4LB0QNfhkG0kLAlwOkU9uViCk/MLxZQIENm2ZOhiXuqWBFtVEGfbLhTCSe2Y/EwbujnTkclPiUM508gPHSIpfGPvD2+BbWVPgHRUlkNTJcTDMRijNS2ywVB36XlQly5GlE71/IwjQDfELk2BZhtwuh2QbAmxWBy6rCKesEToID/FIcDkpzi8MlvTgV2TANk04FQgFBstRUHcVli9sQhoybbFod024HBpIjw4HtOTB3bdgjWaD1TET87bpuTtcUp0aE/OSUrvsTUNcUvikOoiZgXh6FAAxTTgkAESdbNkGTHIjGMROKY2ZfIzTeDmUDcmPyUO5kwjPx7ZQvi9iXC3XK+Xrc5PZlutqhzNN16NoTgf5lOx8WuAHQphZPMnCG7+RHjSvIevhf/wNVAqKxAyktLh/BSOAJOfwrHKRnw8qoTQZzsw/P7HsHp6Rdhb9cbT4Fm6CPD7EOSaUwUBTLZN4VrDZNvvfZS07UNXw3/4ahHSSrl8fLkxNZQkHS5FIghv24n+516Fg0oruNyoPHkDfGtWIAEFUfb+TAkkXWq4FSCyYxeG3t8Cq6tLhL1VnX0K3IcshuTzi/B0fopDgMlPcXjNxdZMfkoc1ZlGfsqdEvb//E6YwXDeNyuE/NAPUA0Bvaycc39G0SSvmt7Wjq77HxOfZCpCUeVyKoIY5v2oKMti8lMUXOONRVK0bSC6/Qv0PvWy+DzVtrXqCjRcfQlMt4dzLKaA2OeUk7Z93yNZbbv+knPhWNKKkCFPb7DmSS8K03JaOg4+9CSie9omCR5UnXosfIevRUR2cP5UnjkhiLekI7ptZ5ptjwkeqAE/Gq65DFaZnwUPirQtJj9FAjYHmzP5KXFQZxL5oYM4qcPs+3+/mvKtCiU/laceC/cxR/EtHQAhdU0F/G65K68cbvO3r4Pu9SIhxRYAACAASURBVHO40ZSzcKIBk58iwEppSpu4dfAgOlJqT2XaduCoUalrrqmSE2RRnDMaRuftvxO10LJdbNBnzd++FoavjKWu80xXn2Ih/NHWcfXBrFLXl50Hx7IlCHGx2JxICqnr3l603/a78TaZUtdlh65E+eknIsTFYotaQJn8FAXXnGzM5KfEYZ1J5Idig5W+nrSDUK7XK5T8+NetQPnZpwkFs/n+ZKu7kK0WSMNXL4Xa3MiFEIuYMEx+igArpSkdNIdfegPDH2xNOyBR2Ftq6CUVOU24vEzIc8BMti3196PtV/eOt8hq21deBHVRK9t2DhzJjl2JqYucehY1o/pL53Ltqbwk0sbIG+9g6O0Pc5If+oJsW3d7mZAXsYQy+SkCrDnalMlPiQM7o8iPJkPq6EDXvQ9P+VaFkh/v8sWovOBshLm2BUi+1TjQIQpK0m0mKUHJQjoPIG0JW0rm+iy46mI4WpsxwnkWU87DsQZMfgqGKq2hXzbR/9wrCG3Znpf8NFP4aqCcE6RzwOx3qzA7u9B+5x/ykp8FX7kAjsULWTo8D/lxknf8F3eNt8jm+XE11qH2yxcgJDmmN/HnQS+fbGL4lbcwvHlLXvLT9M2rYZZXsqpjEXOCyU8RYM3Rpkx+ShzYmUR+KCxL7e9Fx+2/n/KtCiU/VEE6cPapiLDnB2UeDXZXFzrvegBmOAIzEgPM0eQeRYXicUHxeECeH7m5CcNhfcpx4AZJBJj8TG8mCM8PHZDe/yQv+Wm5+XroLg/fDueAmQ5D6O3FgZQQo6yen6svhtrazJ6fHDhqigxnPIK2n96el/x4li5E9QVns+cnj9lTPbngm+9h8M3NeclP0vPjY/JTxBLK5KcIsOZoUyY/JQ7sTCI/VH/GBwN7/+OXU75VoeSn6owT4DpqPaLx+V2XgQrNuVUgvnMv9vz7rbDNJB7CA4TxFCDx2eK//TacSxYJSdeIzrJvU05GJj+FQJS1jc+lwuw6iI47H8hJfgJHHYbASRsQspVp/z1zvSOtne5EFO2/+i2seEK8bjby0/LdryHh8bEHbYpDu8j5ef718TWSQrLj+kTJhPpLz4Nz+VJWIcyDowiz7utD+6/vy0l+yg5bhfLTT0DIJplCfgpFgMlPoUjN3XZMfkoc25lEfuhVSO2t7da7YQwF875ZoeSn5S+uRdxXNq/V3ryKBbO7F133P4qqY9cDiQQ6f5dUhMokPwsuvxCyx42+199D/VcuhNq4gEMGC7Ax9vwUAFKWJkS8fZKJ2O696H70WdEi1bZdzQtQ/+XzYThcrPY2BcQ+lwKjowuddz+YlfzUX3EBtOZmVnKcAkeh9gYTvX96DqHPdk5Se6s55xR4Vi9HRNJY7W2qOSmbiO9Kt+0xtTfnglrUX34BLI8XYZa7LmoBZfJTFFxzsjGTnxKHdaaRH49iI/L+Rxh45e2SyY+jrhqNX7scw8mL0Hn5EJ5GewcOjkpbEwi1p2yA7HQgvH0Xht54F5IsI7DhCHhXLIVlmuh5aQJ7KhTrWNTKghFTzB4mP9M3L7pVp1og0S92Y+SjT2GP1vmp2ngKnC1NgM/HYVoFwutVASkeRfjTL0Syuayq8B55GLyrlkH2+xE0WPilECjJIylFw4js3o/Bl9+EAzYMjwcVxx4Jz/KliFPRWK7zMyWUFMpOe1B01z4EP/4UVlc3dMNE1bmnwdnUAPj9bNtToji5AZOfaYA2x7ow+SlxQGca+aHwDb9Lxr5//+V4+EbmK1KSPi2qukkVy3MDsOCKCyG3ts5bmWu6QXfGItj/k4n49TG0ylYuhbupHs6aShH2Fu8fQrSjGyOf74SdAWrLt6+FzvK4eS2NyU9pCxHZMxVEVBJxaDJgWIApK4jZ8rz22k4HVfJcaKYOl8cJSZIRi8SgKypicRMcxFo4oqoiwy3bkA0dDsVGwpJgOZyIGTbPycJhhMijcshQ9AQcMqBbNgzIiENhHIvAMbUpk59pAjeHujH5KXEwZxr5odfxaBLMtgPjhTjHXlGRk/kpxHhk2LBoJ5cl2JIMM4MEkdBB1TmnYGQeF/TzKzZ6//gEInvacs6SbHkBmY1dLQ2ov/JLGJnHHrSpzIzJz1QI5f/e41SgWiZsXYfDNqFDgq0oMDTnvM/XKwZZWZbglAGnJkHWdSHfaLvdSMR0JMBEshgs3U5FkHGJyI9ki8O6pDlgqiqHYBYBJOFItg3DgBMWKI3UlhXomoNtuwgcmfxME6w52o3JT4kDOxPJD72ST7YQ2fIZ+p57TbwhER/y+OiDw0j0DUCWJNi2DbW8DGp5AJKqittiQZ6WtGLBVV9CMGrCyGRFJeI1W7pTKJE6PIj2lLof2f7thZAf6tf49cth1dSy2laOCcDkZ/qW4aYcCwUYfu8jkWQ+lvNTtn4tyo45HHIggGA8j4t3+n/1nOpJ+Xs+CnPt7cXAy28hcaBTXBbJ1VWoPv0EOJoaELZlmCb7f6YaeL9bgR0KYeS9jzH8zocYEzyoPOkYlB93JBKyigjnqUwFI8gL6VKAkQ+2oO+5V+FQJFDOj++w1SLUWg6UIZjg+TglkBkN2PNTLGJzrz2TnxLHdKaSHyI3HkqW3NOGnkeegmwaMAaHoQ8NizceIz9jy6a7tQnQNPjWr0P1xlMRjlvzuiCiR7YQfDVdQrgU8uMnVZ4zTkbYkkuccXOzO5Of6Y2rsHMzhuD7H49L4maKmTTfdA3s8gq+bZ8CYr8GxHbsGheOyLzYqDn3VLhXLUfIYtW8fFCKsMFYBO233QczHJ0keOBbtxKVpx6PmMMFg4lkTiiFbVtxBDd/gsHX3xPtyLbHBA/oz003XgVUVzORLHL5ZPJTJGBzsDmTnxIHdaaSn7HX8qgQydD9z7wkNvUxieZM8hM48lDUXXwu7PJyRCV13m9KZaqNjjt+D71vIO8MKdTzowb8aLrpqxz6xp6fElec9O60iVudnei4K6lQNnZA0g1LFNylR8jhnnYi11TJgzyRb2c4iAO33D3eKpttc7HYqaevX7EQ+nAL+l98UzTOVuR0weUXQF3YgjCXAsgJqIekrrs60XFnum2nkh/fqmWoPOdUhMBS11PPzIkWTH6KQWtutmXyU+K4znTyIw4/GhD/fAe0Mi/iHd2I9/TBjsWokAW0qgq4mhqER8i7fi1CNhMfwqzcrWDP//1ZegGfLHOlUPJDXZf+rx9gMJTgpOksOLLnZ3oLER00+599GaEt23OSH/qi9ebrEXW45/2lRi6UKa9C6utF+2335yU/JC2sLVnE0sI5gKScKa8Rw/7//M14i2zkx9VYj7qvXIQg157KafhU5HT4xdcx/MHWNNtOJT/0BRU5jbu8LH5QxBLK5KcIsOZoUyY/JQ7sbCA/ftlE3xPPI7qnDc7qSqh+LxxuBwzdhB6KIDEwDCMYQsu3r0PC65/X4W5j06HS58Cuf/rxlLOjGPKz5H99H0NhffxGfsofn0cNmPxMb7ALJT/No4qDiZRCk9P7G+dmLzoMGfv3o+u+R/OSn7qLzoZz5SEIcQ5V1olAduyKhdH2szunID91qL38IvZG5jEnij4YfOkNDG/ekp/8/MVXofvLEdfndyHyYlYmJj/FoDU32zL5KXFcZwP5oSTe4VfexPD7n+S/Hf7LGxFXnUx+yPPjkrH3//0SdlzPO0MKJj8SsOTvvofBCG9Q2QBl8jO9hciv2hh54z0MvrU5v23/4AbEHS4w+cmOMx2G7L4+tP/6vrzkh+T/tcULubZKjulKduw24mj/9b0i34eebJ4f3+plqNp4OoKcP5XT8MnzE3ovvWZfZs4PdW79wQ1IOFwsplPEEsrkpwiw5mhTJj8lDuxsID8iL6C7Bx23T4R0ZCZFV51+PHxHHMpF/EbnA92odz/wGGJtnX8W8kPVuBdcc8m8lg7PBiTVpiEZV1XICyuIxA2YkgIDEodxFLA2iUN7b59ILh97Mm274qRjULbhCLbtPHhSDqQXOjrvegB6/5BomXmxQcWM6aAZlR2iRho/2RHwO4DIlm3ofeqlnOSn4ZpLoLU0IRg1GMYcCHicKqShARy49bdptp0a9lZ+7HoETjwGwXlckmI6E4jJz3RQm1t9mPyUOJ6zgfzQxk63SInOg+j87R/FG6cekALHHIaqM05CwgIrQo3OB7cqIfbBR+NJu7mmSaGeHzqAejYcCd7rk0gKCVfJQryrB6Gt25Do7oViGjCdLriaFsC/fi0kpxMxSWUSlGeNEvLMKqB3daPznocm2XbZ+jWo2Xga4rbEilBTrPU+twoMD6PjzgeE1yLTtpu+eRXkyiqE4uy9zQclSa/T/wZeewcDr7w9yfNDYgeuRS0IGYApis3xkw0Bsm1SIEx0ptv2GPkh1byac0+DIaucg1bkFGLyUyRgc7A5k58SB3U2kJ+xW0yvbMPo60dwyzYosQgSho2yIw+FWlUB0+3hgmkpc4HCN7ySib3/dmveGVIo+Vn4lzciojjnbd2kVBA9ig0pHELPI88I8kMPbfSaKqeFZfnWLkftBWcjZgKxBB84cxJwSjJXqT7NAIKfbYccDol8Pv/Rh0OtKIfp8bJtF7jOexwylFgUsX0HEP5oKyDJcK9cCu+KZTA0ByLsqCgISVHgNBpN7jcffQpNBgyHE761K+GorULUVtl7VgCSQkCCak8NDCLy2RdAcBhG3ETZseuhlJNt875dAIyTmjD5mQ5qc6sPk58Sx3O2kB96TfIA0aak2TocsiTIjy6riOkW38BlmQdEfoJvvYehtz/MOkvowJ5KfsakhTMbB446FIGTj+X6IAC8KmB0dqHr3ofTYMpGfqiBVlGGpm9chZisckx7nrWK8KMwGc0yRcHThGlBl1RE2baLXuGpIKcDFlwalTiVBJYJKEzAi0SSDu5uhwzNNOBQCUcbhqIJL0WutbLIv2JeNB+zbYdtQpMlQRoTkoyYbvO+PY0ZQPPS51JBF5zBiDFrSXhDlXsab89dxhBg8lPiXJhN5IduOxQ9TrEGUPU4DFmBJcmw3R6EOZRj0kwgYlPmVtF+2+/GPRRjXgoZNiTalQwdQrta02DbNixIaRu7VlOJ1puuxUhUn/cyw5Tfo0XDaPvpHZOwzkV+qCHlSzV+/SsIxpmk51quhG0bCcA0oeoJGBLZtsS2XeT6rtCBXTKhSIAdDEKyAKkiIGw3ISksBlMEnhRGaIfCkC0Tmm1CVx2ivILtdCEUYxdaoVBSvR/V1AHDhJqgfVtO7jMuN9dJKhREyuGTJRFqrcACwmFIlgWUlYHq7CZkddaJwTD5KWLwszRl8lMafpgt5MdDHh89gb7nXhVhb2M5P87GBag640So9TUIJkoEYw52pwO7yzbQfscDouApHdJl24IViSJ+sEf8me6HKXTdWVcDxeuBSYTSBrTyMjRef4VQ0GMZUoCkW3sefAKRvW1FkR9qXHXmCXAfdihYLG+ykZE312Ek0P/i6xj58LMJ266vQ9VZJ0Gpq0HIoFnKTz4EBPExE0i0HRAFocUFB+jMaYvcCvfyJYipFLrKeSpTzSS/Q4bZ24f+l99EbG8byJsW1y14ly9B9cZTYXm8nKcyFYijuZEOM4HBV97C8PtbhG1Tzo9WW43qs0+BWl/LQiYF4Ei27bF0xA90oPuxZyGbhti7DcNG9dknw7vqEMRU16zyAjH5KWDg8zRh8lMafrOC/JAHw52Iou+JFxHZvU+8caYiVPO3roZVUcm5AVnmA6mQuTWIHJXY5ztgBkOiUOyYF2iM/AhcqY5SoAzO5UtRd/FGxCyZw2XIMabKcJLX52eTvT5jOGbm/KQOheJ1Y+H3b8BQ1OQisSnAiAO7HkXf0y8h8sXerLbddMOVQFU1Ipw3lXe1L3MA4U93oPeJF0S7zHy+ypOPgf/o9Qiacom7xtzuTmImWjiE/aO2nil17WqsQ+3F5yHm8nIOZJ6pIGzbiKH/6ZcQ3rFn3LZT1d4av3455NpahEmtiJ+cCJACYWz7LnGpMW7bo+SH/lxx3BEoO+6oWSW9zuSntAnP5Kc0/GYF+fGqEsyDXei8J6n0lo38+FYvR/W5p2GEN/asM4IO5h6YsHq6Rb5K6IvkZpTq+aE/e5cuxIIrL4bSuAARW2GlslE0yTsRe/8j9L/welZ884W9jXWgSuYxJx+YUgH0aDLsgwfRcfeDOW3bc8giIRwxwjVVcq72FP/vjIRw4Bd3jbfJJmbSctM1SPjLOfwtz75JHt6hV9/C0Lsfj6+RY56fsW4LvnIB1JYmhNkjmRNJitawu7rQcVe6baeSH/fCJtRdsgkjtlLiSWbudheXvxmFd4Vtp5Afevumb14No7xi1oS/Mfkpbc4y+SkNv1lBfgIa0P3gnxDZMxFulOn5IRgW/tWNCEsOTqLMMSfoAK8O9CG2ax+c9TWIH+yFGQpT9DVkr1eEvcV7+uFc3AKruoZlw1NwJMWioedeRvCTbdMmPwuuvAh2c/Os2ZxKXFoK6l7mkND72NMIb9udk/yM2XZEdnDIVg5UyVsh0UEzhURmIz/1l5wL9ZClbNs5cBRlFSQd+/7jV+MtshU51WqqQF6LEZ3DMXMZOnki+596SYSpjz3Zi5x+A1HVxbadz7bpguiuP6RfbGSQn9oLz4Jz5fJZ40Vj8lPQFpmzEZOf0vCbNeSn9/FnEN2xG5SMIlTKKGnStmFbtohsJ6d56/dvQExz8a1mjjlBSeWJbTvQ/cgzUFxOaAE/NK9LtNYjcejDQZjRGGrPPxPOtSsRJo1mfgQCJMU8+OQLCJFca5anEM9P/eXnQ1q4kFXfUvALEPl56gWEtmzPT36+/w3EnG4mjjnskW7ZjZ27cfChJ9MPSKM5P2Mf1px3OlzrViEc5zCjbFCSB43ypvb/6Nd5yQ+FvtVfRUWfmfzkJD8aMPjCawh+tBWS2LclkbQ/sW9DCB80f+fr0D1eXhfz2La5Zx+6Hng8L/mp2XgKXIeuZfIzT84sTH5KHOiZLnhAi2WZYiH0wSfoeewZGKEIrHgCsm3CggxZU6F43HDU1QjyE5U1vtXMMSfI8yP19KL99vvzHpAarr0UckMD45iCo0eTEHrtrbyy4flyfuinGm+4EkZFFYcSpuBKsezhD7ai7/nXcpMfRcLCv7oJMbBaWa7lnmxbHhjAgV/dm9e2iYCrSxZzwdgcQNJ+41NMccue6O4XrbJ5fijHInDiBozoJW7Ac7Q7yTFTxEbkk08FITdDIVixBCSLch4lSJoG2eMS+aVL/u57iEpJCXF+JiNABXflkSEcuOWevOSn/rJN0JYtmTU4suentNnO5Kc0/Ga054dc5B6qr7CvTVSAP/Cb342/LYUnkDTzmG5R3flnwbNqGbSWZhiqAxGdbzYzpwZt4nTT3nnfHxFr6xJfZ4bGUAG/pm9ciZG4LW7o+EkiQKp56OxE128n8s5SsSnE87P477+HkZgFi6vCj0NHHgs5OIL2W+4avR3O8OpKEqrOORXuNStZFWoKYww4JXQ/8Ph4eHCmbZN6Y/NfXItgguur5IPSr0mI79mHgw8+kZP8kAiHVFMzaw6a/53rOOVHUSHoRFs7zL4B7L/17pz7ds1ZJ8F3+FqojQ0wNSerYeYYqHKy7UeeQXj7rol9OyXsjQR1Wr//DYQS9qwJH2TyU5pVMvkpDb8ZS37osOmWbXTe9whiBzpRe+oG0nVE+2jcayr5qTr1eJStX4Pgjr0Y2bYTDddcCrmuFhGTQxIypwcVkpRGhnDwvkegD42kkR9aQBu+ehnsigq+Gc4AjuZbwKti77/dIm4wsxHLfJ4f3+pDULnxNC4UmwEcXXD4JRPxzi7s+9FtsKJRSKYpavzIDgdqzz0N1eeeLop0Dkf5Zjjfck9EUgqO4ODvH4PeN5hm27LbiYZrvwypspIP7FPsmWLvUYCRzZ+g77nXJnl+Gq66CFpjA0Jmek20ErfiOdGd7NnrkNF1/2OI7NqHmpOPETml7Xc+IN4vdd8u33AEyjesR3jvAQxv3YH6r1wIrakBYYvVCCfv2wqUUFAQcsrVTRU8kBwqmr52BVA1u2ybyU9pJs/kpzT8ZiT5URVZFOc8cNt948U5JVlG7enHQ1ZlRPe2w45FYVkW3ItaROG5yP4OhHZPCCI0Xv8VoKYWUZbHnTRDKDnaaSYQ3dcO/UC7+F5tWADP0oVIKBrLheewKbcK6Nt3oufx54omP3QrF3e4OR8tBTkK56AaIN1/fAr+Jc1QNA2RvQeAeBxGQod7cQskVUWk4yC861bD2dqEiK2yRzLPmi9kmo0EEgc6obe1w5YAtbYWnhVLRJHTKBeDLmjHFAWN9TisUBixXXtFnR9d1eBZtkgUOY2YyZxTfiYQoHwpUVT77gcR298x/kXdacdBcTsR2b0fdjwOUyfbboWsaQjvo317/3hbEoVRmpsQ0RnbzLklbFuPQe/qQXxfWzKHqroa3pVLEZ+Fts3kp7TVg8lPafjNSPLjVywMPPdKVmWtstWHwFldAc3jgqkbiPX0Y+TTL2BTteOUhxbb1h/ciJA+e9zAJQ5lUd01RQYtpg4YkCEhJimino9ucLhgLiAptM2v2Bh47lWMfPzZeDNROFaWoMoSDGs0pChl76790jlwLl2MMHsixzETG3ksgvZf3StENugpW7UMztoqODxOGIaJ2ME+jHy2E7aZFN6oPuskeA5djRDL2ee1dTqEigsOmJRdgQRkRHWLbbuoFTLZ2OdW4YAFTZFA92hxS0Ikzh7IbFD6ZBPDr76N4fc/mfS1f8USuBfUQHU5YBkWogd7MbJtF2wjXVRHkiUs/OtvIQKV52sWkMdt2zbFnhO3ZcR0a1ZeqjH5mcaClNKFyU9p+M048kM3bvJAPzpum8jvyfaK2aSuM9sFjjkM/hM2iHo1/EwgQOFZbslK3sL19gG2Bbm6GrLbhZjNSeX55gptPj4NGHiJ6oB8CIUiKw1DqBDKtgVLkiEpCmxFgWnaqLv0XDgXtfKBPfVigkRM3Crabr0Het/AJLjz2XbDVy+F1NDAHt0ck5QuNdyyBTsRh9XTB5tsu6paJJfHobCiVoEbAV1o+DQJVigkwjA1U0dC1sQaaXs8CHEIZhqS5BlzhEfQ9ouJ/J5c+3ZqnZ9sbfyHrkTFGScjxPt2GjxCiVCyIOkJkUsF04BUUQHF7xP7dlyfXeqsTH4KXIxyNGPyUxp+M4780O3RAEkKb0sm9uV6CiE/1JeTzNMRJOLjjEUQ/PhTDL72blpeACkY+Y44FLrbOytvkko0hYK7kyKURzKhBIPoffpFDLzy9qgEe1LGVfV7UbPxdFSccQJipsxJvBnIelQguvlj9L/0ZlbM89m2VhlA87e+iuG4RXyTnxQEiPg4ExGEP/kc/a+8nWbbdBFUdsx66C627akmjaj1o9mI7dmP7kefAXRDhL3FdQtquR8LvnIhUF6OcIIn4BiWXsnE0IuvIvhx9jpoY+2y1fnJNh6L/uYmkR9psjiMgEd4fBJxhD/bhv4X3kjL+QkcuQ5lxx4B3eObVaUAmPxMtRLl/57JT2n4zSjyQ7dtFT4Hdv3jj6d8q0LJz4IrLgRaWvjGcxTRcoeEwTfexeAb74tPMhWhAkcdisrTT8Dw5Jz+KcdkPjXwOBSokSAiW7fB3bgA+tAQbN2A5HJBdmiId/fBd/ThiMoOJpIZE6PcJWP/z+6AGQwXTX6oQ8N1X4ZVVzerNvr/Dtso04CRdz9MkvEstl12+GpUnnUyF+acYjBINlwZGhKeSXoypa4pD63l29ci7vLwHCR8AJR7VOz54c8nhbFlQl0o+am98GyoK5eLUGx+AL8GhD78BP3PvzFh2ylqb741y4UwzGyqO8Xkp7SZzeSnNPxmFPkhoQNXdARtP8/vOqdXLpT8lG84HL6TjkOEw7SR9PqE0fbTO8ZnTbYq8C3fvg4Jr58P7Xlsiw7w3X98EuEdewTZ0fxeaE4V8UhCFIslt0TdRWfDQXUXONdnHEm6wfSYcaHsluuZyrbZpicjR7btSkSx/z9/k9e2m791DYxAOV8G5bFtkgzvfeJ5hLbuyEp+6MO6i84atW1WJqM9xGvEse/HuW16DO5CyU/ZYasQOPMUXjuF10eGx4il4Zuq9jaGbdONV8GsqJw1ts3kp7TDO5Of0vCbUeSHQgukrty1VFJfdaoD0lhb38qlqNh0JsKcJA1S1zJ378LBB5/Ke0Cq+9I5UFccwspQOWxLFEKUTOz991vHW2Sr8+Ooq0bD1y7HCHvRxnEiG1d6e9AxKn2bDeKpbJsUt6ouPIclcVPAI4EDe98+dP0+owo8paSZE+FZdeJG/RBEEyxskm3uUcibX7Ow94e3pNn2WNjb2IdauR/NN12LoTiHvhHx1gYH0H7bfflPIxJE+KBhUq2z/E3di5pRc+kmzpUEhHiJfaANXfc9mr5vp3h+6IuaTafDsWolosbsmJNMfko7vDP5KQ2/mUV+NBlSRwe67n24oEWUlMmmivv3rliCyvPPYvIDgMI5jG070P3os3nJT+2mM6CtXcXkJ8csFN4LGNj377+cTH5ILW9073EuqMOCay9l8pOCoyA/Pd3oGK3XNQniAg5IJMle/aWNfDBKAU9cbOzajYMPPZnXtmvOPQ3OdasRYfKT1brFxYZiY++//iIv+RHFoK+/EkNxJpFEftTB7CJFQglThMbZkBRZ/H9aHqlAORV7tiXKkxz9MHU+L2xCzWXns42Pkh9r7z4cfCDjYiOT/JxzCpyHrkZEL/FQ+N/UnclPaUAz+SkNvxlFfihh1xEawoFbfzv5TJRjERULqG3T0ppcRDMeymHxn3ICJ50DICU9dWgQB351b94DUtP1V8CqqeF46xy2RbfD5V4VHXf8HomOLlFvgWRHKfadjkK2aYn5SPkVbpJmNrjY7hiUInE3HkXbT29PO1xmPSBZthCQEAeklDNm4Kh18J9yItt0yvwUdWmCI2i7ZSJkOFtIGnkIcgAAIABJREFUK+VLob6ebTuHbdNhPeBS0HX/o4juSdaNy8z5oc+qzjwRvsPXIsi2LZLx3YkY9v9kIuQySXpsSLYFY2gERigCK5EYL3IKWYbicUMN+MV/yTmZauO+tStQcc5pHPY2GuLvCIfQ9vM70/ftDPLTcM0lkBobZ40SJpOf0g7vTH5Kw29GkR86VAbcMnb/808n3koCFNhi0dQHh2CEwrDiKYuookD1eqBWBERBRKpskeoNqrvkXCjLlvJmP4poZjx75gHJc8gi1F92PoainGiay7SIpFMtqvj+A2j7+R0wwlEhd00kiA7rssMhFN+W/O+/hOXxIhhPHuL5SR4ky10K9vzHrbATepptm6EIzHh84oCkKFC8HmgZtl1/5UWQmptnTWz7f9e4BxxA/3OvYOTDZA2qTNumUKLGqy/BYESf0mP+3/Vvnol/j9chweo8iI57HspJflq+8zWYPv+sOWj+V+IshIq8Duz6p6RQkSwD5EFL9PRBHxpJ+6tpH09eVk48tF4662sATRP7N31ZvfFUOA9dy/iOwlSm2Rh8+S0Mv/fxhG2nkB9XYx0ar7tcqGDShfBseJj8lDZKTH5Kw29GkR96FZK67nv4KUT2UAVjQJFsGCMhsZCmPtkWUdXvE4to6i3Sor/9trh5Z8nMJHpOTYEaGsHAi68hvH1P2gHJs7gVVRtPgekPMFnMYVeEn8chYeiN9+D0eRDeuRe9T70ovD5j5Ie6Nl73ZdgUlun1oOyIdeIGMzX3okSzndXdPYqNyFvvYeTt92GOhBAvxLZ9XjgX1MJ2OtH61zdhOGwwocyYBcK2w0EMvvwmQp99kWbb7oWNqN54OsxAOdv2FNYj6qDJFsKfbkfvEy9O8vyQbSs11QixkMk4kiR1PfjUC4js2AXZthFr7xSXlJlPtn17rI2jthq0hxuQsPAHNyCiOHnNHAVHRG1Ewxh65W0Et2xLk7p2NdWj+vyzYM0y22byU9o2zuSnNPxmHPkRyX3t7ei672GoEqD39kMfTr89ErdLWW6QxOcODa7mRliSBO+alag4k4ulZU4RWkhdsgW9ZwBGb68ITZCqq+FaUIuoSfUs2OuTzawEbpKVDHfr6YezphJlaw6BZNswgyHANCE5HNCqK2FG4+h5OSk5TMpFVRtPQ0gHk/DRMA7yUuz8nz9E7GBPwQckWVPRevM3oK1YjpEYz9Fsc5TEItwwhZfc7O6lCQepqhKupgUgyFg6uLANU4RnwoQdDMEYHIJDsqHLCrTaGsDlRpBzptKAFIfzgT4cvON+RPe1w9KzJ57kIz/icq6uBv71a1Fx/tkIWlycPBVkypekOWmOBGEc7E5GG1RWwN3ahKhuzzrbZvJT2FqUqxWTn9Lwm3HkRxwWVRsDjzyJkc2fINE/mPUN8y2iitMJV2sjmr//TYRlDSSMwE86AuRV87pUuEaVWuO2hHBMn1KFZ77iSGEcZU4ZHXc/iFh7VxoM3iUtcDfUQXM5ocfiCO89gGj7wbQ2FccfCd+xRyLMGzq8sgW7owPxjq6swge5bLv86MNQceIxcK9bjeGIDjNFxWy+zstc7+1zk23bIs4wYZFtG0y8pzFJBI6aAk2yQcJusbiFSJzrJmSDskq10HnX7zH4zoc5kZ6K/FDHlT/6P0iUlYs5y89kBGhOuhWKNbBHbduEMZV83gwEkslPaYPC5Kc0/GYk+fE4Vbj1KHb8zT+LHJ9sz1SLaPM3roT3qMMxpHOyeSZ+Yx4MvX8geTtMeSo11XDU1SBmsecn23zzyBaiVGTupbeyzsdsUteZDZtvugZG2fyusUK3l454GG0/uQMVR62D5vOg++Gnhadi7Mlm21WnHgff2pXof/MDeFcug++4o1jqOstMnPD8DMPqIc+PCZDnp5E9P8VsleOen1AI5uCwID+6RJ6fatguF0KJ2ZFXUcw7l9JWCG6ERmD39qHtV/em2XPq7061b9dsPA2eQxbDseIQBLk8RdqQCM+PZMIcDsLs6RFFteXKSnHRS9L1s82ry+SnFIsDRZxwJnEpEHb2R0vp/l/Sl+KHE59vF2oxnfc+XFTYG/2Das87Qxzky07agKGIMWsSAP9LwMz40fG8gBdfR2jbrvScn2ULUXXWyZzzk4GZEOLwadjzLz/NWcG8EPJDsutVm85EaB57fyinb/CF1xD8+HOBctmqZSg/dCVGPv4UIx9/jlhH13hIq+LzwrdyGco3rEdiaARDH2+DEY6Ifkv+7nsYiVvszUiZqyL0KBLC4CtviQKdqYIHnsUtqDrnVJhlnM831TpLgiaUlxYSOT8vTMr5afra5ZCqq1iJLAVIkfPz9IuQLAv+Za3ovO8RJPoGJkGdj/xUn3Ei3Ita0fvau2j57tcRURyc8zOKoCCX0TAGX3sXwY8/S8/5aWlA9XlncM7PVIY9x75n8lPigM408iNkhH0adv3jj1G2cikCa1eg9+kXMfJJ8rCU73aY4oXp5siyLPS/8xHqLt0EqbWFVaFScAs4ZfQ9+TyCW7aLTzMVobzLFwvcWO1tAjTaeNCZv/huIeSHfnHx338PI7HZo8hT4vKS1l0ovXk17P6n/0z7XPV54F3cAveCWjiqKwHKF1AVGJEY4gd7ETnQiWhHd1qf+svOg7xkyay77fxz4pn5W5RHNfDcaxj+cGtW2yYCtODKi4Rt85Vh7pHwOGTYXQdFiCs92aSu6XBuen2sRjaKT7nXgd2jam/+5YtRccRa9D79EoY/2DLlvu2oqhD7NjQVA+9+AjMWR7WoR7WG8R1FT6i9vfI2ht/9aMK2U9Xemhag8drLWO3tv3KBnWG/zeSnxAGZaeSHbt2c4Yl6Fa76GpStXgZZUTDy0acI79wDfWBo/HZYdjnhXtQC/7qVcLc0YviznQhu3y1QCRxzGPwnH48Ihw4LPOgQrwwNon2KOj+N118Bm+v8jFuWR5MQfuMdDL65Oae1FUp+mm68Cnp55bzMQ0vW+Img7ad35MZRVeHyOqEnDBjReM52gSPWwn/6iYhwnRWBEYW7ObjOT4m7YZLoUJ2fg/c/KhRHc5EfqvPjPXwt1/AC3VNIcOsx7P/PiTo/zpoqBNYsg+JyJvftL/YIT9CY54fkrd0Lm0Qoq3fZIgx/9gVGPts5Pn6+dStQcdapHNpKtk2hwpGUOj8SoFJdOSI/JtU5TMLGdX5KNv9Z9QNMfkocrplGfmgTlzo60HXvw2lv5m6sg7uxHq66amiBMth6QhQUsBIG4n39iHX1ikRzS59gOhRmVHn+WQhz7LDA0u1UoG/bgZ5Hn01iS4uokizOqVPy+OgiWrPpDDjWrkI0zopaBBOFwAw9/SJCn+4omfzUf+XCeeuNpE1c6enOKnKQCiytASRSks874Vm2ENUXbkTIGlXsKHEdnO3d3Q4Fxq5d6H7oqfFXyVbktEbcqK9GhNXKsg45CZv4FAt7//WW8e+zeX60mkpQXukQqSDM84ekwdXBfnTc9rtJSJCCqLupHq7aKjgqArB1HbYkwzZNJHoHED04um9nyGITMaq59Hy2bwCkgIt9+9D9wGOimDati5KV3JsJS0mmItC2UBR1rl2DsD47BJ4456e0hYPJT2n4zTjBAzogSV35Q4xI8tbpdiChm0JSONfjW7kUlZvO4noMowDRAcnesxvdDz4hatII/jO6iEJWBBmiRbTmSxuhLD+Eyc8obl4iP8++NB4qmG2+Fer5WXDFhUDL/AzFFOSntwcddz6Qd9UqmPxctBEhvtgQWIoSAXv3oeuBx/OSn9oLzoK2arlIkOZnMgLkmaAQoz0//EV+8lPuR9NN14kwo/n+EPnRBgfQftt9eaGgIuQujwOGbkLPs2/Tj1BB3ppLN817+yZsfaqNxO69aLvlbhihiCCOtN/QDk71TGkvV3weNFx5MXxHHiq8ZfFZQICY/JS2cjD5KQ2/GUd+VEWGKxZC28/uLPmAVH7sevhOPA4Rg2/n6EbTq9pQwmHs+scfCRU9m+oEpC6iigLV78Xiv7sZCAS4MOcYadQkRN5+XySb5noKJT+k+Jbwl8/bsLfM8JhseBZCfgJHHQr/KScgws5JASEdklyJaFroUTbPT9O3rhGFTmfD4ajErW3a3SkvsvdPz417erN5fohEOpcv4aiC0bxRr5nAvh/9ekrMybYNwxKH9nyP/7BVCJx5CiLzuJAsXVY6LB3Dr78LZ2UA+382ES6cum+P4dj0ta/A0A341q+D5XbPeOyY/ExpLvkvE1jtrTQAZ1rYGxl1BSVP/vN/ws6zQhZyQFpwzSVAQ8O83+jpxp3yVgZfehPumgoMvfcRht5K5q9kLqKBIw9F5YlHI3SwD9Vnn4Jw3ERiFtwilWYF+XsLj0VfDzruyO2xKJT8LP3fP8BQSIc1DzPO6aay3KNiz7/9AnYidyJeQbY9jz1ouWZrQAOG3/kAA6++I5pkkh8qtlt59ikYYfn/vAZP4cHK4CDafvnb8TWS1oAxwigpMlq+83UkXO55v7eMAVnhUbDnh7eIC7V8T6Hkp/bCs6GuXD5vBU1ov7YHBtB1z0Ow4gks2Hgywtt3o+/F17Pu275Vy1F95onoeupl2KaFusvOg6O1ZUbnTDH5Ke3Uwp6f0vCbcZ4feh2vZGH45dcx8uGnOd9uqgOS7HRg0f/4CwyHjXl50BwDjjZtn0tF528fQmTvAVDuFKnxRHbsxsDr76aRH5IU9q1ZgdDOfYgc6IKrpQGNX70U4YSNxDwuFCtUytwq9v341zDD2aXhCyE/JMpRftbJ87rQqVc2MfLaOxh+7+Np2zYdPpf8/c0YClNRXvbqjgEpxGISEYQ++QwDr7yTRn4CRx+GsmMOh+72zWtbLmS7pNA3r2YjvnufqEFFlZ/HyI/q96H+qosglZeLdZGfJAIkdT384mtCrv7PQX5o76Z8vvlYyJg8PvLQIA6Mkm/C01lXjcDqZYjuaUP/S2+k7duB9WtRtn4tQnvbRd7z2FN/+flQW5pnrAeIyU9pqweTn9Lwm5Hkh0I43EY8rxt9KvJTfc4pcFLS/jx2m1NyZJkDOPjgE4js3Dc+U9wNdSg/fBVgmUj09IvAYbWmEqTAM7x1ByL7OybaLmxCw1UXz/uaKh5VQmLbdvT86YWsFlcI+Wm5+XoknJ55ffgUNVRgYO+/3zpt8lN1+glwr183Yzf1EpfkkroTvm7ZhB1PwKQip5YNuaoSss+DOBT2VBSILtmzVwPsUASSoUM1EkgoGhSPB7bHg1CUJURToRSKZKTS+ou7SyY/dElUcebJCNlKgaM1d5qRAJHfpWD/T26HMRJKezEiQJVHrBGCB2Z/v6g5p1SUQ/F6MLJtN0I7904CovX730Dc6Z6R0RtMfkqbt0x+SsNvRpIfeiVS2Ipt/Rx9z7yS9oaynEz0U2RxIScEysyMnFPP0oWo//ImjMRp75+/t3OUqB/5YIu4Kcr2EAlyVvhFwmRsKIRoe1fWdhUnHQPf0etntAu9RDOYsjvdBvs1Gz2PPI3wjj1p7Wku0pykuTk2FzPnJEnjeg5by4UR/z977xklV3VlAe8XK1d1zkERCRACJDIiZxDZiAwGg8E2TjPzTfpm5sfM8sw30WNsYxNMMMHknIQAkTMCFAAJlDrn7srhpW+dWx2qqquqq1XC00Xdu5bWkrreq9Y775x7777nnL3HYzux7WsMPPVS1tiWx+2YLbaJBarx8vMRiFs865PDaxmluCrBLlostqknnwgOiEGPj9lZwO2QYROTPVWU/Y4ZFiIx3miWzYokYOx//V34P/xs2sdZ120K8MzlWQDm/9UPEBHksvRXyqAF33ofY+N6PtnsTPIf9mofiEAiEYwgPE7Jnu1aYsWsO/9MBOagJAAHP7ObizKv5uCnOPvNWfBDJ29EORr84BNWwkGDNkWUrTDCEaYkTSUvdOoBWYZFtNcm4JjXjKYrv4Nw3CzrE3YiOPDYROz4xc15PSRbU3S2G+b/7Y/KngCBNkAeB5UQPsY0QNiCTk6n6zAiUYhCknqU+aQkgfFsWEDlqkPhO+pQxlxUzmB8wq9YbIsmghs2YuSVt6di2zBgRCIQLAumYU6LbXtrI5qvughhrbzLMPMFNIEeVY8j3tmLREcXK4+R6mrhXLoICUHiDI4FrpekiaZocZihMGJf72Rlb5qswLl4PiybHREey9MsybIWDplR2cc6eiY/T67bJoxQOBnb5vTYnriYRHillpayJCliNOuyhZ0pTIO53JWt2ykip/ncuvXGK6F5K+bcfoiDnwInoxyXcfBTnP3mLPihx6KyLRcMJLp7MPLsOugjo4h2JifVCbE02l+SKrxc4YPvqENQcfzRCCfKG/iQfahpN75xM4aee3WvgJ/qk1fBsfIgRLTyzaSRISfIIwJvvgf/Wx9A8weQGBxmmR86ZZ8AN46WRlaSUHXWKVDbWxC1JBi8P2XSFyl+nYIOrXcAo8+uhTZEsZ0st0yL7epKyJUV8B2xEhUnH8MJOPJEs9MmQQwG0PvgU8yeqQcbosOG5u+uASqrEI7xkq18kyIBH4ckwP/Rpxh+6Q22yUwlPGi84nyoTY1MQqGMCwuympDK0V2KiN4HnmAHRBITkUsg2jE9tpVKH5SqSliCwDLm1KOitLWULYMe9fokNm3B4HOvzLirmw348R26PCn2Psc00Tj4mfE1572Ag5/i7Denwc/Eo/lcMlRTZ/0W4c+/QqynDyadEMsKlLpquBbOQ+3qkyB4PAiYMt9kgk7WDQw9/vykSnneEyQklaLznii3NqLukvPKXneBbEQndF7RhBUOYvDZl1k/VWJwiDEdiQ4HbI31cO+3GESHq4sSRsN8s5nLt1hsGzpb8ENffIVYV+9UbNdWw7WoHbVnnAihwoeAJZdlA3ShU7zPJqD/4acR2d7BbsnM6soVXrT98GoEExafI/MY1a0ISOzYxXolaWSjum65/jIItbUcSGaxIzsgkoHgh59g9KXXEdmZ9MfMgw12mFRbDe/By1Bx5ikw7XZEyniqpDV7+JmXppVVZ3PV2YAfpaoCzddfNudYHjn4KXRmz34dBz/F2a8kwI9HBSIbNiHe2QMbU4r2QrbbYGg6tEAIieFRxAdHUHfpeYiiPGuFM92gwi4ydjJzBjG5QsveiGFrwd/dhFEurAIq73CJJvofeQaqzwNbTRUUrxuSIkOPxqGNBREbHIbSVA/3ygMR1IoM0m/x7R5VQGTj54jt2D2pAi85bDA1HXowjPjQKCK9/Wi6ag2iVrLvgo/pFqBMrzAyjK5bp4Qms8U2Y4BauAARnv3J6kas9Eg00X3Pw0j0D+UEPxVHrkTFsUcgwGM7qx2pasMnm0A4gqF1byDy1Q7EewdgRWOsJFiuqgD173n2Xwrf4QchKqplDyS9CtB96x/Z+jHTmA34oe8iiYXRUGJOZSo5+JnpLef/nIOf4uxXEuDHpwIDT77IeO4nRja2t/afX4e44uAbJACVbgXb//l/Z/SOQsEPm0D/6ecYDc+tCXTGB/wGLmCMWkY6G2E2tjfH/DbUX7R6TjabfgNm2aOvpAV/6IVXENr4JTthp0G9VURxSyWEE2VF835+HWLq3GQt2qMH38s3Ucmb/vV29D3y3OQ3Z4vt2rNOgn35fqwnko/pFqCDDWeGYGe2zI+9uR4Nl1/IYzuPE1FsB976AIbfz0rTFZ8HisMGQzfYwUZixI9Y3wBqzjsDmtNV9kyEdGC5879+l1cDbcLcswU/C/7+x0mSmDlUp8nBT3EzMAc/xdmvJMAPTaIDjzyTVsKVDfzM+8vvIyyovKSDwI9LxvZ/+dWM3jEr8DMHT49mfMBv4AI6HXZZCez67ylF82zgx97ciMYrLoCfnw7nfAtUqjX89IuIfP4Vo8wj8VPBMhkJlKDIECSJEZu0/eUNLLZnKs/8Bl53SXwlER0IvT3ovufRvOCn4cIzIe+zCJE4ZyzL9mKp38wt6Nj1X7+f/Dgb+FHrqtF0zcVzrpRoLjkrySwMP/8qghu/SDu01HWTGNgnBx1sRGR72cc2q9b4n1thxhIzvsbZgp+F/+9P4I+R3edOzy4HPzO+5rwXcPBTnP1KAvy4FAFGby96/vhY2iRK1K0Tsezefx/UnHkiAkb5aQNkcwGvYqH7tvuhjfqze4gwThlOrDHjPT9sWswxN0puJ9p+fA388SId7ltyu1e2MLLudQQ+2cKeKBv4abriAoiNDVyPJsc7pw27m8rePt+GXb+6gymZ00glPBBEEd6Vy9FyzcWIQkIMSTDER7oFKGNhi4TQ+du784Kfth9ciYRn7jE/zaX3SZv20fVvw/9+Uog3G/hpvOQcJiDJ2/lyvzmHKgJ9fei++5Gc4IdK3+ovXI1AGWr6ZFrOK5vovecRxMfLLfPFxGzAjyAKoMzPXCtZ5+CnuFmPg5/i7FcS4IcC3ZGIYui5VxD5OinWmZn5ab3xCpiVVZzKddwfXKS58PJ0xW1ayEVYjEnP1A1G08yGLEGUFUZDamI6ixGBy8ozTiprrZ/UUCNmHingR8ctSVG/TPDjaG9G7Xmns1Itnq2YPkmRBpUVCGD4pdfgXdiO0fXvIPRVUj8pFfzQv1uvuwzxsQBEnxe+w1eUPeV6rimfNu3hzVsZCQeNzKxu5XGHw3vYCgQN4h7mI5cFCJQr4SB2//qurOCHSt7qLjwLMZsLeqagFzfrpAUoQ+7QYxh54VWExrXRaN1Ozfy0XHcJUFOLSIKXYTqJ/n/9W/B/vGlGL5oN+LG3NaP+4nPmXNxz8DPja857AQc/xdmvJMAPPSLVtCt6AkNrX2dp9AnwY2tpRPXJx0Cuq+WN5Sm+QHStQn8/eu5+ePKnpEtDC5I2NAJtLADLNNmmnTI/dJhOVM1KhQ9KTSX7d+q6TsKSaGlFXOPlMhMGpWZ9vX8QI+vfQmx3d1IIUTPBspCnHQ+d9EB4edG0GYqAj97djd4HnmKf+ZYvhWt+C0ZeexeBTzZPgh9izaPYJga9/peTQr2k/l67+mTOWJZl3mebTTOB+K5ODDy1lh1yTGR1a888EY4lCxGTbRyMF7Bmem0i9IEhDK9/G7GdHZNU166lC1Fz+gkwna6yb9AvwIxMbJd0p0aZ+OlGtm4T+JHratgcqTTUITgHBTgLeba9fQ1bs/v60HPPVKYs1++YDfipOe042A5ajqg2twAmBz/FeRAHP8XZr2TADz2myy5D0hKAYUDW49AFCSYt8U4n0//gI90CRBTRc8+jiPf2Q6LDXl1nVMJEyTwxUsHP5M8kCfaWRkBWQAzYSm0VWq+/HP74VJkht3XSAqQAj1AIomVBtgzosgKL+lRUO98cZXES2gyJoyPouvW+tE+rjziYsTgKsgTE4rAkGSaJx0ZjGHr747RriR2q4pgjEZxjuhVzISYYABLMpL5KMAjLMiFWVLAMRUKQORnMLF4SxbYVCkO0TCimDk1WGVMZiZyGOFtewZZk67ahkZ4C5ESM0f+bggjLbkc4wUtYU9din01E5+/vhTYylte+swE/C/7+JgRp2zTHyoU5+Ck4hLJeyMFPcfYrKfBD5TBE6aoKJlRZQILETCEipplzLrCLfC175Xa20RwZRs8d90M0jDS9hXzgZ+Izx7xWWLKMxu9eDKuuHrEEB5iZL4bKB52kBk8+qRAVM6BBYMBnDvWW7hV/KvZLKH59dhEdt97Hso/Zhu+AJVBUGdHhMUS6+mBRaWaWQYKdVkMD98kstiGdFVWwYFdFlvmhbG2C+qV4/M7KhVlsqyIUy4CqSEgYFjSIPLZnZcVkSbDTJrM50iaJ0HQDCUtAVON6U5mmtCsizF270PfQM1mtLE706o5XrlJ1hiUAZo6kTtXxR8K58kBE5mBPFQc/swykjMs5+CnOfiUDfuikwyVabNMU2vg5pFgECc2C99ADIVdVwnA6eb9PFl8gzQpt61Z20m7EprMVZMv8THyNqKpoue5S2A7Yf87VCxfp9nvldgLiUjQCfWgEgQ0boUoiDJsd7gOWQqmtQcQSeYlRiqWpAVr7YisGnnopr/2zMTlO2yQQ1fAVF3K2rQzDOKkXLR5lpVqhTzaBmp3tSxfDvXQxdEUtaxHJ2QR9Mraj0IeGEPxkCxQRMFQb3Mv3hVJbjaglQ+P9PjOalAAklbkaI2MIb9kKBP3Q4gZ8R66AVFkBw8HX7UwjEvHB8NrXEPxsiiWPrqHqDcE0mHafPuZnqFJ0OSF7XLAEEQahoJRhb2tC05XfQTA+Nw+HOfiZMXzyXsDBT3H2Kwnww+hHZQuJnj703JtkfEvdIFEZTPXJx4J6JnmPRbpD0CJu849i5NW3MfD8K9O8JR/4oVrh6pOOQaKymgPLDMuRXe2ygJH172D0rQ+nER40XXYebK3NCBoCZycbtx0x5PXe9xjiPf1Fgx/6grabvou40wNifeRjvATT70f3XQ/BCEenER603HAFxKoqhHiJcF53ITIT+jPyxnusDy2T7a3x4nNgn9+KkC7wioM8liS7eWRA6xtA93gfSyrhAQHJujNPhCbKvEQ4xY7E3OhxyOh94MlJgic6/KWy9XhXDxOAzly3He0tgKJM9umyUvXvXcoO4KgPdS4ODn6Keysc/BRnv5IAP1QzbPX3o+sPD04+bebpcPVJR8FzyMFccTvDHyjzM/LcOtgqvJDdTgy//CYi25OMeTSygR8S56w5+RgYsQSig8OoOec0BE1OIZ5qWo8ChD/dhKG1b0zacYLwYOK6pu+ugdzciFB0qseqyHAt2dvpBJjYyHb8629mfIZCMj/0JdWnrIL9kBUcmI8z5Lmgoefuh6ANJ/sFMtneiDa8/efXIyqqPGuRxws9KhDZ+AUGn391MraplDCesolsuvICKG2tCPLYzmlJKnUD9ff9/t60dTuV7a3iyBXwHXM4gjpnIEw1JPmbyyZi8LlXENiwGbJgIt7VByOerN7Itm47F7bDgAjHonlouGg1ogb57NwGJQPoAAAgAElEQVQtVefgZ8alMO8FHPwUZ7+SAD9uyYT/tXfg//CznOCHPmj/i+8jLtt4U2+KT1TYBOz65W1MOM01vxWeJQsAy0T4y68Ro8k0GGTaPpLHDXtzA1z7LgJkmVGThrZ3sLKZ+X/3Y4xF5+4kWmQIzPp2RRJh1+Po+PUdsMazDtl0fjwH7YfKk49FiANHxoSnBsZYM+9Mo1Dw4z5gCSpPO5HTr4+TwVhDQ+i67f5J82YTMG689FwoC+ZxQJ7DCenU3aHHk2XCkWhO8OPefxGqzziZHwrlA5GKgOD7H2Hktfdygh/6YB6t24p9Tm/UZ5qzvonPmS/CgDk4iOEXXsXYu1PEL9nAj2e/fVC9+mTYFi5AlDI+czwjzsFPcV7DwU9x9isJ8OMRDQw9uw7hL7fnBT+tP7oamss754O+yFc2q9sr3Qq2//P/pt1jb6iFvb4Wis8D2WUDyZxqkRi0QBCxviHEegfSrl/4Tz/DWFjjDfzjViHwo0ZD6PzNXYwnnM4sBRGQRZGdqBPRAXEYOea1oe6CMxC05Fm9s2/jxXSSKQ30ozuFej3XcxYKfuiks+aCsxAy0mvdv432m+mZKDuu79rNSmUmRjbwU3/eabDtuw9C8blZCjPTc37Tn9OG0x4Lo2Nc44d+XzaRU9L6qb/kPB7b+cCPZGKMxGI/2pgX/LT+8GroHh8HPzlsWeFSIQT8CG36EpGvtiPWM5A8tKSMr9MJW0MtnIvnw7fiAFhuD8ZiRkms1Rz8FDebcfBTnP1KAvxQ6dbws2sR/jIpgkgj2wap7SffQ8zGRSVTXaLCIWHHv96c3I1nGdk2SJmXLfqnn2E0pOX6iiI9sPRuJzphtxFH5//exjJjRCRhxRMgJh6icBVtKvtja2tBDamXc1FJlvlRRobQdcefZnzhhYIf0lypOvtUhLl9GQumMDSIrtun7JstthsuPhvKwgW8xyKHF7IGfT2G3f97x+QV2cFPwzj44eXAuQLaI1sYe+XNNNHOTJFTurftJ9cibnfx3r0chqTYJtbWoWdfhq2uGorXA9lJh5aAHk1AC4YQHxqF95DlUPdZXDI9fRz8zLgU5r2Ag5/i7FcS4Mdlk2B0dU+SHWQDP75DD0TFsUfwk7gMf/DIJvruezxnk/lM4EepqULztZcgwIXomGWZjgoMKHoMQ8+/isEXX2M/p4WIRGLNcX5r+nvbD6+G++ADGKUrVQ2Ws6IF2c1ladj137fOOGMVCn4qj1oJ16ojEdHL2bJJc1LGwhYOovOWeybtmy22W2+8EpqvYs42Qc/oHH+GCzySidDHGzH86tvJ2BYwKXI68euJ9ECZ344QsezwkdUC1PNj9fag++4p0c5M8OPebzGqTj8eIajcijksQHFsp0oDiu1xrZ5sOj+tN1wBvaIyrTdtLhuVg5/i3g4HP8XZryTAD9tw6jH43/0I/vc/ZU+cuUEi5ifD4+XNzxn+4FAExD78ZHIhz3SXmcBP5bGHwXX4oYjwlh+WvXApAkZefhNmKARnaxO6bn8AppaYBn68Bx8AAuQjH21C1UlHw75gHsKmNAmOigzbkry9wi5i96/uYExk+Uah4Kfpqu/AbGzkG/lxYxIJR3Tr1xh4cm0SqEtU0ErakklwWHPmCXDutxQhLg6b1/9IH02NR9B52/3MVzPBD7GUVZ1wFGIqrzLIZ0hiaXUacQQ//gyjb34wuW6nEh60fv9yWDU1iHDR2Lw+6VYEJHbsRN8jz03FNiOAS8Z27enHw7H/UoTmoJ5Prgfj4Ke4ZZyDn+LsVxLghx6RUTaLgP+9jzH8ytuT4Md7yIHwrjiAUbgGOYXrNG9gtJmqiO2/uDmrp8wEfub/zQ9ZQ/nEBqpIdyvZ25kdbSL6HnkW4a3J8sv6U1axsrfgp1tYM+pE5qf6uCPhO2IFwts7MLphM7u26sSj4V65HKEyLtFyiibC73yA0XemGnezOUQh4IfKChf8zY9YL9pEtq1knWsv/cdpk04lwvrQMKO2T3T1MPAj1lSj5qRVUJobEYEEYxwM7aVf+638Gq9DYgccgQ8+hf+9DZOZn8pjD0fF0YdAE2S+YS/gzROQtEsWAh9txNC6N6BKAgj8uA/cH74jV0L0eRFM8MztTKZksS2ZTC+JMpKJ3Z1JxreKCtScdAxs7S0lpyvHwc9Mbz3/5xz8FGe/kgE/9JhOEp4zdMZ3r1o6U9u2RAm6auMZnzx+4JSBxFc7MPDEC9Ouygd+as84HrZl+yHCG8pBpTCjr7zJaEdTh+/AfWGvq2YLEUwDkBRYpon48CjGNmxJu7b+otWQ57ejXNlxZUmES9Cx8z9+l3fWKgT8VJ+8CvaDlyPKfTPNltSzYheTmXFRi48zbzgRi8ahCRLvq5jFesmEThNxCLTeCCYSkABFhSHLXE9ulnaUaW4kO8IEJSto3dYUla/bs7AjZdJIW04RLYi6xnpMLbsD8VgCGqSSI3ri4GcWLz/LpRz8FGe/kgI/VHZkp0WdJlHJgqZZMEQJMVPguhV5/GDiRDi4YSNGXknWsYsiIFoWRJKNZvt2E5ZAon3JL6ITTu8RK1imYryNpUhPK93b6fTS6u5G77jAbrYnsddWQXU7WBlCpLMn68MKsgTKpIUSVtlm0pyShdjmzzH0QrJXamKQj1J5K0wzSRxhWUy1nErcM/2PmLaar7kY/pjJBWSzeJpNkaCaGhwuG2tYiUcSSIgS32jOcgpiVMMSIBo6bKTzY1gwZQUxzeLrzSxsSYcetG7LhgZVFhgA1ywBcXAwPgszskttigjF1OFw2CAIFuIxHRrFdqI0GN5Sn5eDn9m+/fTrOfgpzn4lA37oJNMhAtFt25N6P/5RkH5X9cnJlK/lcnMGozy+wOqvRQN6/yBGnl8HbXAERjAEfWSMdevLFRWQPC4o1ZWoPOMkKE0NiEDmm0sAXtlC332PIdbTn9PC2XR+sl1cecxhcB1xSNlm08gP3TJl0d6apMAlsMMATzgCzR8AEgkGeJS6aoh2O9OdmijVIh9t/f4ViMtqyTT2FjlFz+p2N7Gqx6IIf/E1Am++C1GR4TrkILiWLobgdnNa8AKtSdThQiSE2M5OjL72DhSYMBwuVBy5Es4lC9nGPZbgjZAzmZP1SYoWE9YObPwcVl8fNM1AzRknQm1uBNwehHi/z0xmZJ9T3w+iEUS2bof/9XeSsX3wcjj32weS14OQLpQUqQ4HPwW99tx7Dssq93Pp4gzYM5y/+bi4b987d7PMhaAj+vWuyWbe1NIY56J5qD//dCRknkafyeKVLhliJIKx9zYgsn039NExdrQuVfrgWjiP1WFbTidGw/pMX1UWn5Omj43pftyZ93kLBT+S24n2n3wPY7HyZYmiE3UnCRe//RFrhJYFC0Y4gnhfUl+KABJN69QJIDnssDXVsyyQ0tiAxkvPY8CHbzynu6ObtH56etEzrqWUWdLacOm5UNtaENLKInT3+CFZnwoMDDz7MkKbt04jPKhlxBFL2OGQMc6+tce/7Ft+o1s0EN++C/1PvMieNJXtjWklrTkHpsPJDy5n8AO3Q4bR14/uPzzIrsxkeyP2Qbm9FaW0bHPwU1zw88xPcfYricwPBb7e2Y2ePz46+bSZfQGVqw6F94iVXHE7jz8wAb9EFJ2/vRvOlkao1RWQnfZJkdPEyBiiXX1oufFKxB1cd4FMSRuhxGebMPTC+r0CfuhL2n9+PaKyrWxL39jiTQyOggExGMDQM+sw8ub7k/ZNBT/sHTTWo+680+A85GBEdYtnfLJ4IrNnIoqu2+6FGUtMbZBS2N7oh20/vgYJh7vk+gOKXOZmdbtbthD+ZBOG173J7stGdd1w0Wqo+yxEqFwb+AqwKGXPrKEhdN12f9q6ncr25j14f1ScuAohLgSd06LUx0ex3fOHByaZMrNRXVNsa053ycyPHPwUEER5LuHgpzj7lQT4cQkG/NRs/ulUA3kukdOEw8mpb3P4BIFIs7cPXXc+NHlFNsKD5qsvgtTSxBd2ItmQLQRffhP+DZv2GvhhFM0NjXwDCqDCJsDo7kFiaASRr3ch3j8AKxqno00oVRVwtLfC3t4EtakRMcXOatv5mG4BttEcHJhR5LTpigsht7fw2M7hRCzTm4ig41d/mLwiG/ihaoOac0/jm/Y8wUggMkjsjm99lBP8MED+k2uhO908m5vDlqwEc2wUHbf8MX3dTqG6pg8aLz0XyoJ5JRPbHPwUt5Jx8FOc/UoC/LgFDcPPvYLwl9vTJlFqnEwtemz9wVXQPD6+qczhEx6nAr2jC933PgqiOaBFnXotaEw0llMxVtPl50Ntb0OAn2rCJVkYff5lhLZs22vgp/7isyHOm1cyJ3RFTjF5b6dy1pF1r0PrG4Sttgoy9Z3ZFBi6AT0SQ2LEj1jvABPa5eKcuU3pobKYnl503fVw3oONxkvOgbpwHoKkusvHNAswsdhIiGXHJ0Y28EMlW3VrzkVIULgVc1iASt78r70z2dtHl2WKnNLPWm64EgYT5+Q+mc2UrOSttw/dmYeWGeCn4TtnwbZ4AYLx0iip5uCnuKmDg5/i7Fca4Ec0MLJ2PUKbtuYFP3SCFLfzcq1cLuEhzuu+fvTc/RDMaBxGNMroR9mQJEhOB0SHHY2XXwCxtRWBCG8OIHaywMuvI/BJOm11po0L7fmh+3jmZ8p6LtFA4NW34P9kMwPihMWphIt6Kajnhw436E/bj69FwuHiBxs5gptOhzE8jM5b78sLfpouO4/RrfNyreyGZOAnEUHnr6Z6/LJmfua3oub8MxACBz+51hs3zZ1vvsf6SydGNvDT9pNroDlKp1yryC3XrG932mSIlPn5Xf7MT8Oas6EuWlAyBBIc/MzaFdJu4OCnOPuVBvihnp9du9Fz/5M5wU/lkSvgOeqwklI4LvLVzep2hyoxnaTY1q+x499+zRrKaTChtPHMT/LfAhOPtC1dhKhmlT09Ltkt/slnGFr7elZ7M/tl2bSzPugc2n3tP70OUdVe1j0/E8b0OmVY1KT/x0dgRKIwI7GkXpIgQFBVSC4nfIceCO/xR8NvSLPy+XK6mG3ao2H03HE/jDw9P60/uhq628uzjnmcwyNZCG3YiOFX3pqcI1WiutamTtTZKfs+CxGM8WxFLlMyQD44iM7bH8gJfjwH7ovKk47hIDKPPyb7+SKMyEQPhMbPKgW27pC0wsRo/eHVMLy+kikf5OCnuBWKg5/i7FcS4IfRNFsJRLZ8iaG1b7AnTu35Uetr0HT5BdBs9rLfrGdzB0r4YGwMfX96EpUrljHl8t5Hns0KfhouOAuSz4ORjzai4ZJzIVRVlS0tMxmIqFpt4QA6fntP+qkLlQzCYmCRmMqsWCyZohAliE4HJKedaScZBC1TQJDosGH+X9yAUV52xMgkHIqABNHgfvQZBl9MkkqkEh4olRVove5SqO0t0EQFUUicfj3HnO9WBWgdXeh9IHlIlNnPV3/BGbAtms8ocfnIbQHyS5uhoe+RZxDd1TWN8KDq+CPgOfgARCQbZ3vL40jkZS5oiHy+DUMvJnW9UjM/VOLadPUamF4vIpzuOm9Ium0i9K5u9Nz7eFbwQ4Qw9sULS4rKnoOf4mZhDn6Ks19JgB96REY/KgGhTV9g9N2PIYyNMbG0mtOOh3PpIsDlQpD3qEzzBtpcon8A3eP0t7SS15+8inI9CH6yGf4PP2WZH8+K5fAetD8EVcHA+vdgJpIlb41XXACpqRGRMma+9qlA910PItE/nNyci4AkAImBIWj+YBJEjmfNSJyT/VsQoNRUQfF5k4rm4wCogjKURx+OsJkUly3X4VBFiIEAeu99FPaGOlQevB9CX3yFsQ8+hdY3wDKTNaefAMf8NuaLA+vfRdXxR8J7+MFMeNfkFMNZXYeazIVIhPVZBD/8hPml84D94F25DFJ1NcJkO64OMWPYUQ8VaaqEt2zD8EuvgzI/us3OfNB9wL5IQOQHbTNaMSnKSUKxkS+/xthHnzHCHWJ7qzr1OKaXBNKe4tmzAiwJeFQBCIcR+HgTAu9/zEC5fb+lqFixDFJdLSKmWFJgnIOfgl57zos4+CnOfiUDfugxaSJVRUBIJKCKFhKGBagqYqbIewGy+AEt2A4jgV2/vB2WOVWyIdpUeJYsgLO1EYrXA5JGS4QjiHb2IbhtxySd5sRXzvv5dYipjrJl0aPSN2PXTvQ9+AwDPqJhINrZA2uiXyoL+Jmwnex2wtbUwErcaM85/29+iLApQTdKoym1yOkl6+02RYISDaHzN3fBGgcx7oVtcLa3QJAlSGKSgIOMHfxiO8K7uia/p+q4I+A+LAmA+JhuAdoQkX1VU4fNoUAQRMRjCWiCxMq2uC5N4V5D86dNMJPrjQQkTAGWqiJhCbxssHAzsmyPjdZtXYNNsJAwAUuSEYNYtmvKLMw3eelkbFsGVFVi4EfTTCQothNGycU2Bz974gVT93DwU5z9Sgr8UPZHoVIjLQGVTaIWLFlGQpD5YpTFDzySiaGn1yK8dUdOL5GpmVIQkYhrU+mJjKudC9tQd+FqBMq4XMarWBh5/hVEP9+KyM7ONOBD5srM/KSaUPa4odbVoOrsU6EuWVzWZYSkWeGziei84wEk+oem+SUBc9oskT+aOdifmq5ZA9Q3lExte5FT9Kxup5JBmypChQlZpL4AAbqZ3HDSYRGBcD4Ks0ASRGoQdD0N/GgQue8VZkJ2FVu3BROibkARLGiGycBPnK3bvGeqUFOyTA8dHMFgmUiqpzYskcU1KQCQXUtpcPBT3Nvi4Kc4+5UM+HHYqD9AhP/jTRh96wOIkTAre6s6aRXcBywFHE7efJriC7l6VTLdJZvOTzaXavn+5dArqso2w0b6H5VOCTv/6/cIbvpimonygR+6mBqkK089AWO5MWaRkVwat7Meny1fYvDZl3P+h7NpeKVebGusRdNVa+DnZIRpNqTNkUcBjDE/xt79GJHNXzJQTn0+FUethFJXy8reePZn5lghWQAqHwxu/Bwjr7yVLHuTFVQefyR8K5aD2IQjcb5xn8mSrFxdBsKbt2LkrQ8g+P2s7K3i2MPhOWgZLKcLIW7HmczIPvcqgBkMstgOb/w82Ys2vx2VRx4CtakeYUMoqcMNDn4Keu05L+Lgpzj7lQT4YYQHZhzhT7dgeP077IlTN0iy143may6G7nTxOuxxf3BKJkJvvp9GM5rNVQoFP74VB8Bz4ipWV1yOg9i0vLIFrbMb/U++iMDGdACUD/zUnHIs3Mv3g23JIvgT5Wi9qWcmG/ZQ/9TgyB6DH7qx9cYrkfBWsAMQPpIWcBOw3LkbfQ8/w/6dGdt155wC+z6LETI54UE+n6ENu6rF0Hv/E4j3DU4jPKC+Pd/hKxGROeFBPjvS5txlJhDe/CWG1705uW4T+KGyVkGW0fr9y2BWVHLCgxkmMbcqQtvdgd4/PTUV2ylsb7WrT4J96WJWUl0qg4Of4t4UBz/F2a8kwI/bLkHv6ETPfU9MPm3m6TAtSN6jDuWK2+MW8someu55JGtpUarLFAp+lEofmr9/OQJaeW6caEOkb/kC/g8+QeXB+0MbHcPYmx8g2tXDzJkN/HiWLUXlcUdA9wcxumELiGY4IqoldTpX5PSSdjtRtpLw4c7/+F3er50p80M3Vx13OBxHHIZoCv3w3vy/ltp3UWZSjQbR9bs/whovf8kW2y0/uBKGt4KXCed5wW7RRPiTTfmpri9aDZWY80pEUPL/wp8LorpePk51zcVic76iSRr7O/8Eg6QAJg42MqiuW268EoavdMRiOfgpLio5+CnOfqUBfkjk9IVXEdqyLSf4oQ+YyKnNVXK1r0W+wqy3Vzgk7Py336QRHWS7sFDwQ/cu/KefYSyk5ZKv+SYeY858JxM7feUNBDZsZv8nz9KFcC1ohShJiHV0IzE8AhgGBNUGW0MtHO2tiA0MIbx9NyKdveweJm7a2Fi2Tb5UiqmMjqDr9vuLBj/ufRehcvUprIyLD4CEEIWRAkROLz0X8oJ5XOQ0h9MQQLdrUXT+6g+TV2QTOXW0NaP2O6sRAukI8JHNAqSXNPbGO/C//2nauj2R+Zn4IYmcJuzusi2pnsl7SJ9PHBubWeT0otWwLSbtqdKgZuXgZ6Y3n/9zDn6Ks19pgB9Bx/BzLyP85fa84IdEvjS3l0+idDLuVvH1P/9yRu+YNfgJa5O0zTN++bfoApdkYfS5dQh9/lXaU6nVFVCrKqC4nJAUCVpcgx4MIz44Aj0UTru2fs3ZEOfPK9tTd+qbkAb6p2jXc/hHIZkfIuGoOf8shMq0DDPTdG6HDKOrh4nFMtFdy2J6STQYtbUgsFKj+u/QBmkB74/M4XvslD0SQudv784LfuzN9ahbcy5CPGORc5Ynwp2x9W8z2vWJkarzM/EzKmHVSyhj8ede1lhs9/ah+86HJn81W7czMj8NF54J2z6LECyRHioOforzJA5+irNfaYAf0cDYq29NnrrTI2fbILX99HtI2Jwc/ABgmZ//uAWWlv8UaFbg5x9/itFwaZwqFRkW024nodjg+jfh/3BqIU+9iBYiymwk8pRhNX13Dcy6+rL1T7KPGhhD5+/vzft6CgE/7mVLUHnGiTzzM25Jr0sBBgbRddt9MEJhGNEYYOhJgV1Zgmi3g0QlGy+/APL8efCHOVtENick8GPXYuj89Z2T5YPZMj+uJQtQvfoUXmadJ5JJcyr47kcYffODvOCn/afXQXM4OYNeDluy8sHRUXT+7o95wU/jZedCmV86WV0OforbpXDwU5z9SgP80MlHdw/rYRHpMNOyQOUJJHRoMZUawLfqMHgPX4kgPwlmHkGnbv1/egKxrr68HlIo+FHra9B41RoEjfLt+TG+3o7+R5/Las9CwM/8v/0RQrpQtmxbRHPtVYEd//qbosFP9SnHwn7IQZzghERMZUAVTGg7O7Dr5j/AiESZfVkGiGV+psy94K9/CGVeG3RBYpTrnPh6uivSpj3y2WYMrX1j0o6UtSSdpInRsGZ18pQ9wkFkrmCmTbs1NISu26bKXDMzP94Vy1BxwiqErNJp1C9yyzXr2xnhkxFnRDHUP0ojW+aHHf7anSVTVs3Bz6xdIe0GDn6Ks19JgB9FFuCBjviuTnTe+SDMSBSCacISBJAuSMURK1B3/hlISCoCfDFiHkGq2tEPPsbI6+/tFfBTedRKuI4+vGw1aghse20itv/i5j0CP455Lai76GwEy7xHhYg4+h58ErGOZB9UtlFI5qftp9cirvL+PpdoQuvqQd+DT6H22MOY9kf33Q9nBT/Nl1/ARKEHX38fdeecCvuShQibYlmWseabFInchObPoRfXM2mFzMxP3bmnwrHPQkQsqWwPMgrddrglE4mOLvQ9lGQgTAU/jgVtqD//dBg2B8Il0qdS6HPv7euo9I2AZOftD7DTjEzw03TlBVCamxBMlM5xBgc/xXkJBz/F2W/Ogx+bIoIa/gLvb4BqtyHe3YfAp1tg+P2gc7iqY4+AXFUByAqrZTftDkTKszIrzRNkSYTTTGDXf9+6V8AP22wSmUQZUwvTRjP03kcYfevDaTadKfPT/L1LYNbUlb2oH20srd27Jylb9wT8OBe1o/b8M8seSFLGR9/VMUltTbasPmolVK8b0Y5ujL72DkRFgWflAXAumgcjGsfgm1O+W3PGCXDsv5QBID7SLUBZCzEaQbyzG2PvfMxEOg27E94VB8A+vw1xQSrb3r3Z+AqVEbpEC/HefgQ/3cI28JpmoOrEVVDqa2C5PRz4FGhQlypAiEQR29UJ/2tvQ3Y6YN9/CVxLFwNOB0IldrDGwU+BLz7HZRz8FGe/OQ1+qNTAqQjoufshxLr7YauphI8ETUUBsiyxRl4jriGwZRviQ6PMEk1XXwSxvh4RvXROQIp8hTlvJ1ph/2vvpDWcpl0sUDuAwEpjNFJ+z2Eyz4H7ouqU4xAsIQ2Bb8KmLPtjl9B9z8OIjTO4TfweSSRbioxp0MyQnqGsmefow0pucfombEi+5lEsDDz+PCJf7Zr2K8RxOxqGiVyC5W0/vhYJp6tkyju+CTvSoZASDaPj5junfb17YTscLQ2w11axurfEaBCxvgH4N0+xZU7cRKDcqq3j/RZZXhKdrjskAZKhwSYJiJsWTNWOaFwvW7r6PfFlmjdJpFzWE1DZHGlBswTErNIS5dyTZ9/b91DmTDV12B0qawGIxTRoolyS5b8c/BTnHRz8FGe/OQt+qM6V+gP6HnoakR0d054yX2lM+8+uQ9zmKOvNERmMgI3HLqHjt/dAGxmbtCFlKURYoB4M6OMq5QQmaXGnHqoUEERN0u0/+R5CCYtTiI+XbbhkAT0PPIHozk5WfsAorq1k9xmVYlqCCIgiDMMC6U9VHHckwmXc65MZvOxQQ7bQeev90IaThxasjIOhRguiRX5IfxPoA2bHidHwnbMgz28v2/LLCTuQWOzAo89mnRsnAfn4wYaeYr9p76KuGi3XXQZ/3OTlbxnGcY5nfwTDhAodCVGBJSuwVJVnK2ax7yAadtnSAU2HYurQIcAQxGSVBi93K9iStCeySxYUwYKQiCfnS7cHCU2HBqnkiHQ4+Cn41We9kIOf4uw3Z8GPQxGhfbkNA0+tzfqE+cCPc0Eb6r6zGgG9PJvzUw1GZUZKLIKu2x+AEY6wk2AZFsxoDInBIVg6LUWAJcqw1VVDdNphEDSyANGuouX6y6G7PPxkOMWoyc07EP1sC0bWv4Xo7m4YwRAERidsQanwwXPgfqg85TiIVZWIQOa9ARlRTH5pFwzWCxDf1cF8UB8ZRWJkjFE0W0Rq4nZBqa6EoCgwIICowpXW5rJneCP/kwOj6Pr9fXln/0LJTBovOw9obSv7ksxUY3rsIsyxMYy99SFCm77EBOGBb8UBqDp5FTRZ5Rv3AvYeFOc2S8fYex9j9PX3J3t+7Ivmo/r4I9n8GOScETNakpEeCDr0vgEMrapZ5TgAACAASURBVH0Nxsgo60UzJBl1Z5wI+8L5iIoK9Fzp8hl/w5//Ag5+irM5Bz/F2W/Ogh+fCsYSk5qxSH3UmZqi2266BnGnu6x7VCbs5VAlqKbGmMriO3fDDIUR7x9kH2cyQtnqaiB63FDbWpgmiKbaSjKlXmRYzHg7lXHYEzHEd3cyBp7EwBBAQNJhh62pHrLbDbm5EUECPnlO3mf8Rd/iCxiIlCzExg85Il8ny+AmwA/lewRBRMN3zkTVqccjYgBR3s8Hp2gi+Oa7aeKR2dykUPBDgrFVZ52MUJmXtU7YkB0YRcPYPS50mkl44Fw8HzVnnoiY6uDlb3nmpwmWMv+b78P/cVIiIJPtreW6S4G6Og4kZ5jnvaqA2Ffb0ffYC+zKTMKD6pNXwXXQspKKYQ5+ilvcOfgpzn5zEvxQuZbT1PI2688EfqpPPAr2ww/hG/dx/6CNJgl1xr/azkq2Yl1Jtq1M8GNvqkfjpefDvu8+CBso+9LBXOHlEU2MvfEuAh9vhK22GorHBVmVkYjEoQWCSAyPoemKCyA1NyGs8f6zXHZ020VIgQDiHd2gZql43wCsaAyWKEKtqYKtqQF6OALbPgvh13ljPtmRaOx7//gIEv1DeWf/QsGP5LCj/efXYyyW0axW5NpSqrdTSaH/nQ8niU2y6fw0XXYeJMpC8qxFztdM5W5Wbw+6735k8ppM8MOA5NmnIASlVN3lG/9/U8+UPZouvJuN6rr1hiugVVSWzJrNwU9xrsPBT3H2m5PghzbqYn8f0/XJNWYCP+7990HlmScjXKa6NNnsRqx5csCP+I7dEB02JHoHoAdDTDeJsj32hlqYmg61tQlmVQ2va8/hfLQYke7C7l/ePnlFNrY3e3sz6tecU/asZPmmKK8CDD27DqEt26BWV0LxuqE6bdA1HXooivjwKMx4AtTHF1Xs/KSdBIztEnb+594VMF70Tz/DaFgr+74fyla4rAR2/89tabGdqfNja6xF4xXfQaDEGLaK3C7M6naK7ZGXXkPgky05wQ99wGM7v1kpEykMDqL7D3+avDAb+CHacHXpPgjHx/t4Z/W2/vwXc/BTnM05+CnOfnMT/CgihO5u9N73+B6DH1LgrjrntLLvD0g1ING3JrZuQ/9jL0DxeZJ/XHbWb8EyFv4gtLEASMfCvt9ShEpkEi0yBGZ9uyKJsMXDTAV+QnSXwA+BIipxozwPER/Y57Wh9kKiZOYCfrmM7JFNDL+4HqGNX6ZtkIhSPZV4o+3H1yDhdJfMqeasnWoWN1Q4JOz415tzsjNOfFWhmR+6fsE//ASBqMl61sp5UNWBIxHD7l/dkRf82JvrUX/p+WXPgJn3YEO2MPrqW2lso5mZH7qfStQ1l4f3nOUwJhFvGCQPcP+TecFP7ZknwHHgMoTipZHB5eCnuJmWg5/i7DcnwY8ii1ADY+j8/b17DH58hyyH58RjuOZPigWZ4nb/ALoyT5Co2TylL4WVdMxr55mfHN7HRBD1GLpuuYf1ThmRKKBpLING5VokvCu7XKg+6Wh4jzkCfj1Jy87HdAu4FTDtpJHX388Lfub91Q2IiWrJMRp9E+/cZwM6br4rSWCSZ8wG/LDMT0jLxXb/TTzGnPxOltWFju47HoA+FmD/x2xlb96Dl6HylGMR5KQ6Od+jWxEQ/uhTDL/yVlps6zqB7Knb5v3lDYjLKtdNygV+bBKEsVF0/m5qP5Qt89Nw0Wqo+yxEqEQaIzn4KW4K5OCnOPvNSfBDpQc+p4Tt//KrPQY/DWtWQ5i/gJ8mpViQ7OqRDHTd9RC0wRH2SeYGiaitW268CmGuXp7V94g8wi4B2q7dCGzYjIHnXk5ukNgmKcn2NjGav7sGjsXzITPdKfCNexaLUl+AMDqSdtCRWdJafdIqeA45EAHeX8Es6BZNDD35AiYIInJNkoWCH7W+Bk1Xr+HsmOOG9FBz+Rfb0P/USznBD+nJyS1NJbPRLHKbsEe3U5m1EPCj87f35AQ/lccdAe8RKznj2wwW9som+h9+GtFd3VPrNilVjOsZCqKAef/PDxAxpZKRpODgZ4/CavImDn6Ks9+cBD/JBd7AyAuvsl6AbGOmnp+F//hTBKIGpxjOMB5lfwT/GLrufBBmNJ4GfgRZRuv3LwMqK/minm2jrggQ/H703PsY3PNb4N1/H4y9twHD69+eBn6aLr8AcoUPg6+9x9jfGi89lxEfJLTSKEkoclop+HY6VXfLgD4wiO67Hmb3pcZ2xREHo/KEo6FBRISXYTL7EADXNm/BwLOv5LVzoeCnctWhcB15GGPT4wNgmV1FwNg7H7OsRWbmh2LZ1tbC+kmN1BQGN940C5BWnzYwhO47H5qM7YnMj3flAag+5VhogoxInNM45nMftm6Hgui9/3Fow2PT2N5abrgCYnUVQrHSCWIOfoqbMDj4Kc5+cxb8UIOpLR6ZpBvNfMx84IfKjRwHH4iIyXV+srkH0TQriRiiO3Yjtm07BEuAsmgeXPssgCYpiHJ2smlmow2RHPQzwdiJ4d1vMRwNtbAMHcFNX7L+H9HphHPRPAiqiuH3PmF9VDTsLY1o+d4lCEQ03rSfYd0JAGQGQ4h8sQ1iNIqEbsC9bClEnw+Gw8l1plJsRqVZHpuIHb+4ea+AH2J6i8n2kjkxLnLJK+h2Fu/xKMgnQxs/hyIJ0BUbiBacfDJiJUWM+chvAYptYhlFJIzwF19DDIehJXS4lu8LqcIH3c5ju1AfonVbjkUR7+5F9IttrNJAaW2Ba+ki6LKMSIllxjn4KfTNZ7+Og5/i7DdnwQ89FqNmJg2QZ5KlRRNDEgFZEqGbVvLkLWUNIqKD+gvPQiBhweSncjm9g8CjTbCgismSrZgFaKbA666zWIw2mz6Xgt2/vhPaiD/tCurvqVi+FIrXA0kRocc06JEoRj7cyHqAUof34P1RcfKxCHGGqGlWpk0SZTRsgglVEpAwLCQgMap63i813SlJHyn60ScYXv9u1hhnBBySkBSPJRKOHPt036EHwnfckSWlD1Lkklfw7WzjbpehmDoDPxpR/wsS74Us2IJTF1IJnE20oIhg63bc4rG9B2YE9UOTHW0S6aEBcUNAwhJK8nCIg5898YCpezj4Kc5+cxr8sMVHNBHb+jUGnl6XXMxNE5ZpQrRMWBAYq5YgSdBNwLN8KerOPY2xnRBbFB/ZLUDA0Q4dxEFmDA+TFSFUVTNbxgSZ2y7DbCQqGf5gA0bfmGrKz7RsNqrrbNZvvv4ymFXVHGRmGIc2mZIWZ7TWlJXUJRmmKEN0ORFKJBn0+JiygCgKIOHDvgefQmRHx+QH5IcimxkBS0uwgyFBJQ0VASb9STEk9fq03Xglz0bmcCyPXYIVCrO1RjZ1JCQFVBpsORy8LHgWwUixLeoJWLE4y1wYkgJTkSE4nawUmHPBFGZM2v84YEI0dVj+AGAagM8HKAoSglxyawoHP4W991xXcfBTnP3mNPihR6PF3ClaUC0dI+vewNBLrzOWowkVeEGR4T1kOWpOPQFCQz2ikKEbHPjkcguicrVpcUS/+ApDa19LOx2uPmUVXPvvi7jCS2Am7MfIN9wKdvzi17D03HXphYIfKpupOutkftKe4qCsDDMWxeDzryC8dcdkz4/kdqF29clQW5sR0gmi85FqASZcrArovucRxDp72VxJG3UzFEZ8YChNwFitroLkdcMUJbbZVGoq0XLtJeywI8770KY5lscmQOvqxeCL66EPjWBC58fe2sgO2CyPt2T0VP4vo4ayuXI8guG1ryP0+VcstqnnR3A4UHvOKSy2w6bIAdAML4mAj12PIf71LlYJk8r2Vnns4fCuOAAx1VFSB5cc/BQXmRz8FGe/OQ9+6PEoU0HCc9HPt0KtqkBicARWNMpO4eTqSujBMJxLFyFhdyGSKJ2GvyJf3R7dTsJzQUY/+ja7P7MpunLVYfAdfQgCGu+XIvvQYi3196P77mQzfs5TGAGsJKEQQoOF//gz+CM6L+disS3AocXQ/+hziHX1MvNm9vO1XH8pUFWNCO9Fm+Z+ZCu3TU4Cxw0bofsDSAwOs+sIDFEUT2R7lEoflKpK2JctRf25p4EYcWN8vpxmU9qwSyn9fZmEB3KFF81XX4SYzVlSm809WjCKuIli267FMJAR26lU1y3XXgzU1vLYnsHOHgWIbPoCg8+/OrVup7C9kbRHxQlHlZSmHAc/RQQXze+WxZOmxZiwZzhazO1/lnudMmB0dqH3T08xDRXqr7C5bNDiGrRgBHooDOr1qTv3dPi57kLOd8LqhSNBdPzm7slrsjFCtf3oaiRcXk7NTMxaiojIux/kLXmb2GgWCn5af3AlEp4KvnEC4FQEmJ1d6HlgSsAvE/w45rei4aKzeWzniGzaZDphQAwF0HPf4whu3sZIONLBjwD3fvug6bJzIdTUIGLJnOAghz19NgHDa19jVPYTsT2R+Zm4hTRVlHltjPGNj+wWoLnT6u5Cz31PTF6QKXJKYrENlyXFYvlOLrsdGYiMR9Bx853p63YK+KEPWm+8ErqvomQyuRz8FDdzcPBTnP1KIvPjY7XtTyK6qyttEs1UgZ/3VzciDJnTj+bwCTrRNHftQu+DT+cFP7SwS4sWsGbzch/UWO5fux7BjV/kNUWhZW/0JQ2Xnguhra1kFqlv0ge8ioWBJ15AZNvOvLFNjGRR2caZ8nK8DGInU4YHEd36NWhDSdlwIxRmPT+y28lo16PdfbC1t8JsbEKUZ3yyWpJpockmdv77LZOfZxM5Vaor0PL9K+CP82LMXPMDZSuGn3sZoc1bc4If+qD9Z9chqth5bOeJbfR0o+ePj+UFP3VURrjvUkRKpIyVg5/iVlYOfoqzX8mAn/7HnkXkq135wc9ffJ9tkDjZQXanIMYd7Yut6H9ybV7wU3v2KbAv25fXtFNmQrIw9sIraQt4NuvOCvxcfA6Eee0c/ACgMsyhp9ci9MXX+cHPT7+HuM3Js5FZnI9RX6sCtO07mX6XEY1Bdjkh2VVW92bENNYnKdhUNF1yLpwH7IeAnmSB4yPdAnTK7hIM7PyP3+UFPwQwG6+6iIOfPA7EYvvFVxH6bOrgKDPzQ7e33fRdJJweHtu5Di1tEowdu9D3UMahZUbmp/b042E/aBnCidKIaw5+ipt9Ofgpzn4lAX7oBCm0YSOG172Zc4Mk+9xo+9E1CGkWX9TznCCJw0Pouv2BvOCn6Zo1EBoaeOaHwI8sIPTG2xh775O9lvlp/t4l0KtrOUgnMWNFQOTTTRha+3rO2JYcKtp/fgNCGm3YOZlJqiPaFBFORWQZH2NwGJ13/ilt057a80MfNF52HmwtzXDuv4SJxvKen/SwZkBSAXr++Chi3X3sw2yZn+rjj4Tn8BUIlJi2SpHbhVndzmJ74xYMvbA+LbZTe36Ir3nB396EsAZehpnDujZFgkI9aLdMacylEh5M3Naw5mzIC+eXjBg0Bz+zCqdpF3PwU5z9SgL8EBuUFAqi49d35dwgNVx4BtSFCxDiQtF5PaLCLqLvkWcms2iZPT/2tiY0XfUd+KMGr8EGQAuPtXMH+h5+dq+BnwV/9yMENa4OTwZlwn2RcJqYcWbPT925p8K+ZBFjfONjygJU6mYzNfTe/wTbqDdfcBojPiBWrYlNeyr4sTXUofW6y9Dz1DoIdhWNl18Aw+nmJXAZTuVSBNZjOtGHlg38UH+FVVlZMhvN/4u4YaWYJFT+yztygp/as06CY78lCPHeqbyvyKcCQy+8iuB4Fi0T/ChVFWi/6Rr4I1rJlP1z8FNcVHLwU5z9SgL80CO6ZcAaGUHnHcmTzdQNUvWpx8J70DLEBImXEs3gD7TZFAN+DD61FrGuvjS2N9L9IIFY0+fjWZ9xO9JJsFu2sPP/++1eAT9ULlN/2QUIcqHTSXsyBXj/GDpvS2Yk02L7pFXwrFyOOKNk5j1oE0ajjI/d1NF5673QAyH2Y98BS2CvrcbQutcR3d2VQXVdibrzTkdiNICxTz9PgiNFRusNV0J3e3gGKCW6idzAIVkIfroZQy+8Ni3z03zlhZAa6vmGvYC9h4vW7dHRyWqD1LI3omj2HXYw4pLKY3umdZsYCMNBDD3/KiLbd6dRXcs+DxouPQ8oMTDOwU8BAZTnEg5+irNfyYAfBoBsAsSEhtjODkh6ApphQW1uhOB2QZNtvGa4QF9gJ8aWjnhnN/T+QUaHK1RXwbGgHXFIfCOUYUe3YGDkpfUIbZpq3M00daE9P/UXngF58WJ+2p5pY1WAZBiIfL0TUiIO3QKLbdHjRoLHdpq1SODUZxfRffcjk/TgExe4F8+Hd8kCaKOjiHcnqcOVqio45rchuHU7/Ju3pX2XUulF203XIBgzeLlwimUYM6ahwQyFkOjugyoL0CQZ9tZmWDYbK8HkozALuCm2TQORbTuYkDFVriotTRC9HiQkla/bhZkRdOBBmV5teBRaBx1uCBB8XjiXLETcFEruwJKDnwJffI7LOPgpzn4lBX7oUSlzQaxlKkwQqUnMBMIkWMHHrCxAGQ2ypU0g3XcgDpGVcBi8CXqaHWkj5NDj2PU/t2W1MQEfsif90U0Lppldtdze3ICmq6lJ2uQlhVksSaCcSDkUIdm3FzOAcIzHdqapSPQ5+vGnGF7/TlZ/lD0uOFubYKvysg1SIhhBpLMXieHRrNf7DjsI3mOPQNiUZjWHlMPFbocMVQRUSWDrTVQ3ESHH5GNWFrArEpx2CQpM6LRu89ielf0mLqaDD1q37YIFSaT9D63bekkeXHDws0cuMHkTBz/F2a+kwA8tREIsCn1wBLKRgKHYmFK04HYjYols08nHzBaYKOsw/EHoAwOgnbhcWwupsgJREwUJdc78W75dVxDrW2Lb1xh46qWpByPQQ1zChsH+CJYJCyIEVYElSWlAUhBFtP3kWiRsDl6amcU1KLbFeBz6yBjEaAiWzQHL4WCZn4jJYzt18+NzSNjxi1/DMvOTP2TT8MoVlfNJJkCQS3IT9U3MNLTJJJBphUKwIlEolo6EIEGurGB+GeIAqGCzu+0yRKrUGBqBSPZ0OACnE5LbhYgllUyPSsEP/A1dyA7hRBNmJAqjfwDQdAg11VBrqhAzhZKr2ODgpzhH4eCnOPuVDPhx0fFbwI+eex5ltK2pfQFEzezadxHCNJHyzEVejyDgo0RDCLy3Af4PP0vr+fEetD98qw6D5nJzAJRhRcqOuSQTkc1fMvYilu0RLBjBMOITpYOCANOyQEDH3toEyArIHam3ovnai2FVViGa4Gxl0zIZqggxGETP/Y9BHwumx/bqk+BcuhhRvjFnZqPsmLHtK/Q//sKMM/9swE/1CUfBfugKRKnesMwHZXCpDy2y9WsMPLk2redHtClouuoiCFWVjKGMj/wWcKoSxKAfvQ8+BW14jMX2BNtbLY/tgt2HlWHGIghu2IjRtz5M6/lx77cIlSesYr178RLR+KEH5+Cn4Nef9UIOfoqzX0mAH1brqsWx++Y7YenJMphMRqimqy6E2NCACK+SyesRpF4+8vKbDPjQyNwgeQ7cF7VnnYwxqifkI80CBHhcggl9aBgjz6yF1jeAaGcPu4b1TY2Dn4mbnAvaYd9nIWrPOZX1pEW4sOQ0j2KxrcfR8Zu7YMaTu8lpsX35eRCbmhDhjFBwiyZGnluXpouUK0xnA37sLY2ov/Q8TsRB9PaqBAwPouv2JLlONra39p9fh4Tq5I36edYIimM7i+27YcYTk7GdSnXdePE5kNtaEOaxnXe19comO7AceeP9qXU7RefHuXgeIysi6nWrRM4vOPgpboPFwU9x9isJ8OOSLcQ+34bBZ1+efNrMDRL1UzRfswZjEYMKkfjIYgGW9QkF0XnL3ZOfZtsgtd54BTRfJc/+5PAi6jnz2AQMvfQGxt75CJGdHWngR7LZ4Fy8AHSyaZ/fhpAl86beHLZ0ykDiy20YeHpdzthW66rQcv0V8Mc4/bpXsdBFDG9jwRnnuNmAH8pWLvj7mzAa4f0sJAfQ//jzCH+5PSf4qT3zBDj2X4oQZ23M6YdOBUiMZ88mLsoUOSWmMhI5DcQsljXnY7oFKOtjT0Sx+3+nKMOz6fw0X3MxzLr6kgHkHPwU5+0c/BRnv5IAP7Tg9933GGLd/Tk3SPTBvL/4PsKiymuI82za9W3b0P/4i3nBT905p0DZf9+SY48pMhQKvp3RXwsGhp9/GY7GOtjqamBEoxCo90dVWRoo3jeERDCMqtNPgD956MlHFgt4ZBMDjzyL6M7O5KcCQCCdxExTW1raf3Ydooq97HtSKp0Sdvzbb2AVIPY6G/BDpl/4Dz/BWJnre4mCAPLJnf9+y6S3TmZ+qFN/fH8ue91o/dF34Y/zDXuuic0jWRh6+kWEt+5IW7fTRE4BBn5iDnfZx3YuO1Kpq7lzF/oeejp93U7J/NAHtWeeCNuy/RApkdJVDn6K2xJw8FOc/UoI/Dw+qbidc4P08+sRkWwc/OQDP1u3of+J/OCHeqjUZRz85Aot1hMAHbv+6/fJ/bokQXbZoaoK4tEE9HCE/ZwaUZuvu5SDnzxzlEe2MPTYM4jt6ABtPCm2BcuCRX8RBbbJtwQBrT/+HiKqo+w3SBUOCTv//TewaCM+w+DgZyYLTf+ciA68kold/3kL80NRFFkdEbkmS0wIYMQ6coUPTTdexcFPvtguGPxcjZjDU/axnRf87NqFvgdnAD9nHA/b8mWIaKUByDn4mf38lHoHBz/F2a8kwA81nyY+/xJDz7+S5LZneySiE05ulmgxsjU1oPHaSzAW0Uum5rXIVzfr2+lEXQ350XHLH9NPkIC0hafl+sthVFWVVPPkrI1R5A20Ce29/3FEd3UlAZAAUHlCIqXhtOaME+Bcti8XQ8xha7KXR9QR/uxz9Nz3GPRQBJZhMBBkMQAESA4HnAvbMP+vf4hg3EA0PvOmv8hXO6dv/+bK3gTM//sfs7Lhch50yu5RgO57HoH/w09hhqOgdA/5pEEgSBIhuZxovPhceA45kJe05nEWlwLEv5he0pqa+SFa9raffg+BqMnL3vLMk7Z4GB2/ujN93c7I/DR9dw3Q0FAyrG8c/BQ303LwU5z95jz4YSVGCiDFY/jqH/4DeijMSA8mNkiEfiS3E+0/vhb2+e0ImiLvr8jjE4zw4KXX4f94E7sq83TYvWwJ6s45lRMezBBXTkWA1d/PhCZzgR8qw0yo9pJZjIqcSmZ1O/VN2QQDwQ8+geKwY/dv72bAh0Yq+KF/N116HgSHHXJrC5SGOkRMqWw3St8Y4UFzA+ovO79sCQ8YmYlowhgdQ+LrnexwrevOB5OxPe6TBH4mRvtN10CLxeE+eDk0ReUsjlmin5GZGBp233wHrMQUUVEq+GlYsxpKexsnPJhh9qRDD//bHzKmt8l1O5XwYEEb6i8+B8EESmZu5OBnVkvmtIs5+CnOfnMa/MiSCCI7GHv7Q6bvo3o96L7nYRjxRNoGqe6sk+GY14rI4DCqTlyFuKjwDWcOv2CkB5EQAu98CP+GzWngx718KSqPPQK6q7QoM4sMgT26XZZIB8RE5POvMPDMurTMj6DKaP7uxUBFBWcfzGJdAj5SOIjuux6CEYqgYuUy2Ct96L7/CRjhcHpsn3kSHO0tGNmwGfHBEVSfdDTcK5YjZIplmeGlzIT+5VZGwTzTmE3ZW9XxR8JxGFFdz/St387P3ZKJGDXnP70OanUFqo84GLGOLvQ/9VIa+BFlGU1XXABTNzH0zscQZAnN114CVFYhUkI0w3+ut+hQRUiBAHrufxy6P0ljP0l1feYJcO63D6KCynr8+MhtAbZux8IIfvApxt7bkEZ17VyyANUnHQPd4ysZsgN2qFXt4K+8CAtw8FOE8ejWnmFK68+9QRkfjypg4OmXENq8lf0Ha487HLLLCX3MDysWg2C3M0FJiCJGPtwEPRhiWaDW6y9nYpIxTi2c9cXSROqUAG1sDEZfUuRUrKtlPSpRA7zcrcBwIB8lAGQGQ7DCYUi6Bk1SINdUM/HdYKxMd5J57McEdqGj49d3wYjGJq+sPfYwKF4PEsOjsGIRiCRwqqqwRBGjH22CFghNXltz+vFwLNsXYVMs8E19ey4jn/PaJez415thzSDqPBvwU84ip8Q4qO3qQP/Dz0w6CpVjVa08gP3b0jUImgZLVtj6YsTiGHz9gzSnIgFjzeEuqc3nnysqSMBY0hKId/dBjMdg2e0QPR6I4+LkBhcnL+hVUJkwrTd0YKT39UMgv6ypgVpfg5jBRU4LMuK36CIOfop8mXMV/LhFA4G3PmCnHKlDrfTBu/9iyIoMLRJDpLsP0a6+tGuU6kq0E31mRONNlDn8gzZRDpsEu5QsM6IT30hc52QRexBPtLjbZRGyCJCGKYHuSLy8eydymZHKNwYefQ6R7bunXaL4PMnYVpOxHe3uZ3+yjbYfX4OEszzFeFnG8aNPMfLau9nNnOSKgJRsiWRCu7S/zMUk7Dv0QPiOOxIhU9oD7y/tW9iG0tKx8z9/l/VBnK1NcLQ2QHXYoMU1BLfuYBnIzGFrrGNCxpyyObs/UMbSaZOgiIBuWohpFsL8cGjWwUNrtdM+tW5TCyTZUS9BcXee+Zn160+7gYOf4uw3JzM/VCssjY2i69b7cj5dps5P5oUVR66E5+jDyvJ0eCaXoIXIZumI9/RD7+uDAAFiVSVs89uQgMQzZjMZcPxz2jipegJWOAStp58RHuiSDFtrM2CzIZgoDdadAh+36MvI76yuLvTe93je75optulm15IFqDn7VATLcMOezP6IrGwwlf6f7ELkZCKRRSQSMGPJzJqgKBCdTlBhUSp9OH0mV3jQftO1jEyiFDdQxTolHbKNvfomAhu25PyqbCKn2S6uO/dUKEuXIMrL39LM47aJkEwDkW3bISXiMCBCaWqE5HUjJqnQCmAuLPY9fxvuZz1UpgZ9ZAyJzu4kO6bXA+c+C0EgKFpiB24cX49N1QAAG/5JREFU/BTnlRz8FGe/OQl+aEEafnbdpMhctkcsZIO04B9+gmDM5NmMFANSv4UY9GPwmXWIdfSk9fzYGmpRd8GZMH2+kptIiwyDWd9OC5FdMBH8ZAuG1r42je2NBHfF2hqEdTp754MsQHE99MTziGzvKBr80BfM/8sbEBaVsty0TzSTd956L4xgmNlToipAXUdiYAhGJDrOipnM+lAJoa2pDpAVTLRXEHNZ6w+ugu72luWBB9Fa+2witv/i5rz+WCj4ofIjYtwKaDzmJwxKjG/W6Ci6bnuA/Si156fquCPgPfQgxCWVlwvOsETQwZEcDmLoxfWIfLUrredHqfCi4ZJzYVVWllTFAQc/xe0LOPgpzn5zDvzQaYbPKWH7v/yq6A0SMckI8xfwiTXFkqRe3vfos4hs25ncMEmU95miura3NaP5qgvLXuxwprCiRV3b1TkpPJeN6rrtpqtheDiQJFsWGtcTGyQ6DZ5J8L129UlQlu1flht3shNtiFQtht4HnkC8dzBZdtk/AH0cDI3LJjHww2LdZoO9vRmaYYE2TI2XXwDT7UWkTHsjCUCisxO9Dzy5V8APA+R//QNWPsj7WJL+qcSj2P3L2yftmwp+6IcUw459l3A5gBkWHJ8NGHphPYKffj61bqewvSk1lWj/4Xfhj2gl43sc/My0y8j/OQc/xdlvzoEfRSItmjF0/u7eosEP1bJ7T1iFMO87Z7akxUgcHkbX7fdP2jZbU3TTNWsg1DcgWqaboplCKknGAXTd8SckBobZ5dnAT/X/397dB8lRnHccf/Z2723vTqfTO5IAIfFm3rFDLIJsKAyJCCi4VFZIcOHCL0pi8mLHSVyYVPJHUqVQOHGFvGDHBofgVBIbk6pAECTIMmA7BidQBkJEIAgLkJB0Okmn073s3u5eque0q7nR7O709XNoe/d7VfpDp55R76end/o309NzzTrpMSuTcfdHzMqNXWNH5M2//rt6vMHV4SThZ94l58u8a6+UsWLrXmk3A3jzLMXwUz+UQ9u/L+O7pt87VT4mjUz4efKulctl/pWXy4JrPyhj+VLLBkfj092ekrEfPFtZPrjagZn0zo/Zfvmtm6S0ZBmvWzB3ejtSMv7Cf8vgY09WDT/m4bTVX/hNGc1PySQrvsUegp3taWk37+cLfXcG5+3Ie37Mxd7MmtXe3P0h/NQ9Fda+KDNl3obHz6wFGm3BAzPwSe3erfNcwLlrZMGGn5XRYuutChV3QJhB0uSO/5V9oWVy48LP4huuka4Lz5NRz+YQz7oTWG5oAnpWJuWNL35lxkAz+pLT7lUrZdkvf5i3wJvpLpk2Se8370X6Vl3tpOEne+YqWfTh64Jlr1v5J3gXWrok6VxOBrd+R0Zf3Rk8z1fKTQR3dc1Ut87lS6XnzDPErJQnfb3Byzlb8Rmf8HGSTU/JkSeelCPHrqZrhJ+lG6+TtrPOYraBSPCy2IOPbZeRF3dUDz8ictpv3Cr5bB+BscoBaBYmKr7+huwNrUYYF34WXXeVdF90gYxO+jEkJvy4nbW48+Pm13B3fswgqW3vO7LngW/X/GRJBki97zlTBm4w4ad1rwyHEc3zPsU3flKZqmX+LS78LNt0g6TPXM1zP1WOwGCw2VaUN+46vkJU3J0fswKUeQZgOOfHycjxq6R2fzXhZ3B/8JB+vZ8kfdvsI3v2GbLwF9azqMmxu7qpve/I0edeks7FA2JWxcxkzXs0pqQwkZfJQ8PBKmXmvSqp00/nrq45fjIiI9ueluHnp1/4rBF+lm26XlKrzVRr3lvTlxEZ2rqt8qoK4xud9mZ+d9pnPiETHdmWD+PVjj8zY0N275Y933ioUiQu/CzZcK10nHeOjBF+6p1imuLfCT+Ozdhod37MyyO7cmPy5l983Tn8DFzxU5Jdt1bGPfkycGzKupubOxOd40eDd6yUf+LCz2m/fqvke7gSVwu0v0Nk8JFtcvTl6XdQxYWfZTdtkPbTT2XRA3PzIZ2S7vyE7Lr73rrHadLwY6a19l21TsZYVXx6WmFudMb3ZqYzE6zkaJZoLv+cdtvHJN/bz1V2M+2tMy0Tzz4nQ9t/oBZ+Vmy+WQoDC1nB7Ni0wqm33pY9oWeqouGn65SlsuyWjTJSbM2XFtf9Mqx8d47Lrrvvqxl+Tv30LVKYN9+b4M2dnyStX+OiDNPe3AAbLfyYQeT87rTsvPMemSpUf1gnyQDJrLhVXLJU8lyFqxwk8zpSMvKj52Vo+38Ev4uGn4F1l0n/FZexYlGdbmUGTunDh+XNLz8QG37MA6jLP7pRJjqzDISOhcP52Yzs3PKXMlVnbn+Svm3Ql/3iBkmdcQZTjI4dq0Hffv5FGfr3p2P79vz3Xxo873OEZ9ACn2Aq5sEDsvvef1QLP2t+/7dkOFeSEi/uDC54dBVysv9bD1eWZI+GnxW3mudLF8vY8XzuNqB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\"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"All acquisitions By Google\"}, \"yaxis\": {\"autorange\": true, \"showgrid\": false, \"showline\": false, \"showticklabels\": false, \"ticks\": \"\", \"zeroline\": false}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('8983ceba-999f-4788-ab80-d014bf371b48');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
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       "    x.observe(notebookContainer, {childList: true});\n",
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       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
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       "\n",
       "                        })\n",
       "                };\n",
       "                });\n",
       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "color = colors[1]\n",
    "name = \"Google\"\n",
    "df = acq[acq['ParentCompany'] == name] \n",
    "generate_graph(df, name , color)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Google have had some large acquisitions in the last years. To mention some, we have Global IP Solutions, Motorola, Nest Labs, Deep Ming Technologies, Orbitera, and many others. It is easy to indentify them with the above interactive graph."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stock Prices\n",
    "\n",
    "\n",
    "First, we will perform some cleaning and explotory analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "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>gvkey</th>\n",
       "      <th>iid</th>\n",
       "      <th>datadate</th>\n",
       "      <th>tic</th>\n",
       "      <th>capgn</th>\n",
       "      <th>cheqv</th>\n",
       "      <th>divd</th>\n",
       "      <th>divsp</th>\n",
       "      <th>capgnpaydate</th>\n",
       "      <th>cheqvpaydate</th>\n",
       "      <th>divdpaydate</th>\n",
       "      <th>cshoc</th>\n",
       "      <th>eps</th>\n",
       "      <th>prccd</th>\n",
       "      <th>prchd</th>\n",
       "      <th>prcld</th>\n",
       "      <th>prcod</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1690</td>\n",
       "      <td>1</td>\n",
       "      <td>01/04/2010</td>\n",
       "      <td>AAPL</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>905349000.0</td>\n",
       "      <td>6.39</td>\n",
       "      <td>214.01</td>\n",
       "      <td>214.50</td>\n",
       "      <td>212.38</td>\n",
       "      <td>213.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1690</td>\n",
       "      <td>1</td>\n",
       "      <td>01/05/2010</td>\n",
       "      <td>AAPL</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>905349000.0</td>\n",
       "      <td>6.39</td>\n",
       "      <td>214.38</td>\n",
       "      <td>215.59</td>\n",
       "      <td>213.25</td>\n",
       "      <td>214.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1690</td>\n",
       "      <td>1</td>\n",
       "      <td>01/06/2010</td>\n",
       "      <td>AAPL</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>905349000.0</td>\n",
       "      <td>6.39</td>\n",
       "      <td>210.97</td>\n",
       "      <td>215.23</td>\n",
       "      <td>210.75</td>\n",
       "      <td>214.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1690</td>\n",
       "      <td>1</td>\n",
       "      <td>01/07/2010</td>\n",
       "      <td>AAPL</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>905349000.0</td>\n",
       "      <td>6.39</td>\n",
       "      <td>210.58</td>\n",
       "      <td>212.00</td>\n",
       "      <td>209.05</td>\n",
       "      <td>211.75</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   gvkey  iid    datadate   tic  capgn  cheqv  divd  divsp  capgnpaydate  \\\n",
       "0   1690    1  01/04/2010  AAPL    NaN    NaN   NaN    NaN           NaN   \n",
       "1   1690    1  01/05/2010  AAPL    NaN    NaN   NaN    NaN           NaN   \n",
       "2   1690    1  01/06/2010  AAPL    NaN    NaN   NaN    NaN           NaN   \n",
       "3   1690    1  01/07/2010  AAPL    NaN    NaN   NaN    NaN           NaN   \n",
       "\n",
       "  cheqvpaydate divdpaydate        cshoc   eps   prccd   prchd   prcld   prcod  \n",
       "0          NaN         NaN  905349000.0  6.39  214.01  214.50  212.38  213.43  \n",
       "1          NaN         NaN  905349000.0  6.39  214.38  215.59  213.25  214.60  \n",
       "2          NaN         NaN  905349000.0  6.39  210.97  215.23  210.75  214.38  \n",
       "3          NaN         NaN  905349000.0  6.39  210.58  212.00  209.05  211.75  "
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 11459 entries, 0 to 11458\n",
      "Data columns (total 17 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   gvkey         11459 non-null  int64  \n",
      " 1   iid           11459 non-null  int64  \n",
      " 2   datadate      11459 non-null  object \n",
      " 3   tic           11459 non-null  object \n",
      " 4   capgn         0 non-null      float64\n",
      " 5   cheqv         1 non-null      float64\n",
      " 6   divd          86 non-null     float64\n",
      " 7   divsp         0 non-null      float64\n",
      " 8   capgnpaydate  0 non-null      float64\n",
      " 9   cheqvpaydate  1 non-null      object \n",
      " 10  divdpaydate   86 non-null     object \n",
      " 11  cshoc         11454 non-null  float64\n",
      " 12  eps           10785 non-null  float64\n",
      " 13  prccd         11459 non-null  float64\n",
      " 14  prchd         11459 non-null  float64\n",
      " 15  prcld         11459 non-null  float64\n",
      " 16  prcod         11459 non-null  float64\n",
      "dtypes: float64(11), int64(2), object(4)\n",
      "memory usage: 1.5+ MB\n",
      "None\n",
      "gvkey               0\n",
      "iid                 0\n",
      "datadate            0\n",
      "tic                 0\n",
      "capgn           11459\n",
      "cheqv           11458\n",
      "divd            11373\n",
      "divsp           11459\n",
      "capgnpaydate    11459\n",
      "cheqvpaydate    11458\n",
      "divdpaydate     11373\n",
      "cshoc               5\n",
      "eps               674\n",
      "prccd               0\n",
      "prchd               0\n",
      "prcld               0\n",
      "prcod               0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(data.info())\n",
    "print(data.isnull().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Erase columns with plenty of missing values\n",
    "data = data.drop(columns={\"capgn\", \"eps\", \"cshoc\", \"cheqv\", \"divd\", \"divsp\", \"capgnpaydate\", \"cheqvpaydate\", \"divdpaydate\"})\n",
    "\n",
    "#change datadate from object to datetime.\n",
    "data['datadate'] =pd.to_datetime(data['datadate'])\n",
    "\n",
    "#Change date range, from 2014 to 2018, to concentrate on the last years.\n",
    "data = data[(data['datadate'] >= \"2014-07\") & (data[\"datadate\"] < \"2018\")]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will want to analyze the daily percentage change in stock price for each company."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create new function\n",
    "def daily_change(data):\n",
    "    data[\"daily_percentage_change\"] = (data[\"prccd\"] - data[\"prcod\"]) / data[\"prcod\"] * 100\n",
    "    stock_daily_change = data[[\"datadate\",\"daily_percentage_change\"]].copy()\n",
    "    stock_daily_change.sort_values(by =[\"datadate\"], inplace=True)\n",
    "    return stock_daily_change\n",
    "\n",
    "#Apply function and merge.\n",
    "stock_daily_change = data.groupby(by=\"tic\").apply(daily_change)\n",
    "stock_daily_change.reset_index()\n",
    "data1 = pd.merge(data, stock_daily_change, on = [\"tic\", \"datadate\"], how = \"left\")\n",
    "\n",
    "#Customize the merged stock dataset.\n",
    "data1 = data1.drop(columns = {\"iid\"}) \n",
    "data1= data1.rename(columns = {\"daily_percentage_change\": \"Daily_Percentage_Change\", \"prccd\" : \"Close\", \"prchd\": \"High\", \"prcld\": \"Low\", \"prcod\":\"Open\", \"tic\" : \"ticker\"})\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the  first visualization of this section, I want to analyze the evolution of stock prices changes for selected companies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We create subsets of our depending on the stock ticker.\n",
    "data_google = data1[data1['ticker'] == \"GOOGL\"]\n",
    "data_apple = data1[data1[\"ticker\"] == \"AAPL\"]\n",
    "data_fb = data1[data1['ticker'] == \"FB\"]\n",
    "data_microsoft = data1[data1[\"ticker\"] == \"MSFT\"]\n",
    "data_ibm = data1[data1[\"ticker\"] == \"IBM\"]\n",
    "data_twitter = data1[data1[\"ticker\"] == \"TWTR\"]\n",
    "\n",
    "#We plot all the lines in one graph.\n",
    "background = tuple(np.array([253, 238, 222]) / 255)\n",
    "fig, ax = plt.subplots(figsize = (18, 10))\n",
    "\n",
    "data_fb.plot( x = \"datadate\", y = \"Close\" , label = \"FB\", ax = ax, color = colors[1])\n",
    "data_microsoft.plot( x = \"datadate\", y = \"Close\"  , label = \"MSFT\", ax = ax, color = colors[3])\n",
    "data_twitter.plot( x = \"datadate\", y =\"Close\"  , label = \"TWTR\", ax = ax , color = colors[4]) \n",
    "data_ibm.plot( x = \"datadate\", y = \"Close\" , label = \"IBM\", ax = ax , color = colors[5])\n",
    "data_google.plot( x = \"datadate\", y = \"Close\" , label = \"GOOGL\", ax = ax , color = colors[6])\n",
    "data_apple.plot( x = \"datadate\", y = \"Close\" , label = \"AAPL\", ax = ax , color = colors[7])\n",
    "\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Price Close\")\n",
    "plt.title(\"Main Stocks Prices\")\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['top'].set_visible(False)\n",
    "fig.set_facecolor(background)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Google have had a growing stock price over the last 5 years. Moreover, as we saw in the acquisition dataset, this company had the largest number of acquisitions in the last years.\n",
    "\n",
    "Now, I will present a new visualization, this time looking at our new variable created (daily percentage change)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f537b562950>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bgcolor = (250/255, 250/255, 250/255)\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (20,10))\n",
    "\n",
    "data_google.plot( x = \"datadate\", y = \"Daily_Percentage_Change\", label = \"GOOGL\", ax= ax, color = colors[7])\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's movement looks consistent. Nevertheless, there were a couple of abrupt movements during 2015 and 2016, this is good for future prediction since it didn't have much volatile movement."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, I will merge the two datasets. The date range from the acquisition dataset must match the date range of the stocks dataset.\n",
    "Moreover, we will drop some variables that we will not further consider\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Choose more concentratad data range for acquisition so it muches with the stock data.\n",
    "acq = acq[(acq[\"datadate\"] >= \"2014-07\") & (acq['datadate'] < \"2018\")]\n",
    "# Create Acquisition column showing Yes for each acquisition.\n",
    "acq[\"Acquisition\"] = \"Yes\"\n",
    "\n",
    "# We will need to drop value, since there many missing values, this could hurt the merged dataset and the future prediction.\n",
    "acq = acq.drop(columns = {\"ParentCompany\", \"Value (USD)\", \"year\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "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>gvkey</th>\n",
       "      <th>datadate</th>\n",
       "      <th>ticker</th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Daily_Percentage_Change</th>\n",
       "      <th>TICKER</th>\n",
       "      <th>Company Acquired</th>\n",
       "      <th>Country</th>\n",
       "      <th>Acquisition</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>160329</td>\n",
       "      <td>2014-07-01</td>\n",
       "      <td>GOOGL</td>\n",
       "      <td>591.49</td>\n",
       "      <td>593.66</td>\n",
       "      <td>586.29</td>\n",
       "      <td>587.65</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>GOOGL</td>\n",
       "      <td>Songza</td>\n",
       "      <td>USA</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>160329</td>\n",
       "      <td>2014-07-02</td>\n",
       "      <td>GOOGL</td>\n",
       "      <td>590.78</td>\n",
       "      <td>594.15</td>\n",
       "      <td>589.11</td>\n",
       "      <td>592.26</td>\n",
       "      <td>-0.410164</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>160329</td>\n",
       "      <td>2014-07-03</td>\n",
       "      <td>GOOGL</td>\n",
       "      <td>593.08</td>\n",
       "      <td>594.25</td>\n",
       "      <td>589.00</td>\n",
       "      <td>591.70</td>\n",
       "      <td>0.384328</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    gvkey   datadate ticker   Close    High     Low    Open  \\\n",
       "0  160329 2014-07-01  GOOGL  591.49  593.66  586.29  587.65   \n",
       "1  160329 2014-07-02  GOOGL  590.78  594.15  589.11  592.26   \n",
       "2  160329 2014-07-03  GOOGL  593.08  594.25  589.00  591.70   \n",
       "\n",
       "   Daily_Percentage_Change TICKER Company Acquired Country Acquisition  \n",
       "0                 0.000000  GOOGL           Songza     USA         Yes  \n",
       "1                -0.410164    NaN             None    None          No  \n",
       "2                 0.384328    NaN             None    None          No  "
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acq_google = acq[acq['TICKER'] == \"GOOGL\"]\n",
    "acq_apple = acq[acq[\"TICKER\"] == \"AAPL\"]\n",
    "acq_fb = acq[acq['TICKER'] == \"FB\"]\n",
    "acq_microsoft = acq[acq[\"TICKER\"] == \"MSFT\"]\n",
    "acq_ibm = acq[acq[\"TICKER\"] == 'IBM']\n",
    "acq_twitter = acq[acq[\"TICKER\"] == \"TWTR\"]\n",
    "\n",
    "# First merge independently, then append the datasets.\n",
    "goog_merged = pd.merge(data_google, acq_google, on = \"datadate\", how = \"left\")\n",
    "fb_merged = pd.merge(data_fb, acq_fb, on =\"datadate\", how = \"left\")\n",
    "msft_merged = pd.merge(data_microsoft, acq_microsoft, on = \"datadate\", how = \"left\")\n",
    "ibm_merged = pd.merge(data_ibm, acq_ibm, on =\"datadate\", how = \"left\")\n",
    "twtr_merged = pd.merge(data_twitter, acq_twitter, on = \"datadate\", how = \"left\")\n",
    "apple_merged = pd.merge(data_apple, acq_apple, on = \"datadate\", how = \"left\")\n",
    "\n",
    "data_merged = goog_merged.append([fb_merged, msft_merged, ibm_merged, twtr_merged, apple_merged])\n",
    "\n",
    "# We clean our new dataframe and drop some unneccessary columns. \n",
    "data_merged[\"Acquisition\"] = data_merged[\"Acquisition\"].replace(np.nan, \"No\", regex = True)\n",
    "data_merged[\"Company Acquired\"]= data_merged[\"Company Acquired\"].replace(np.nan, \"None\", regex = True)\n",
    "data_merged[\"Country\"] = data_merged[\"Country\"].replace(np.nan, \"None\", regex = True)\n",
    "#Unfortunately, we will need to drop value (USD) of acquisition since there is not enough info.\n",
    "data_merged.head(3)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have our data merged, I will provide a visualization where I will analyze the relationship between acquisition data and stock price movement over the dat range selected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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THxCJRJg9dbzS/nsPHsee/UdhoK8H/1HDYNfXFuUVlUhJz8LxMxdYBUFqJBKkpGVh4ABnGBoaqJSfDJEl+nzsofntBkDa0vahLy4xBbl5BbC2ssC8GRPbPcbW2gpzpk2QBbOCQxUPTqER11BVXQNPdxeMGTGk3ePdXZ3gP2oYwiJjcPrcZcVL05kL4WhqbsbUCWPaDYC053t38W4dQhwTm6h2EOTXvw5BLBLDy8MNNtZWqK6R4EZ8Enbs3o/ktCysW/Mc43HHTl/AlWux8B81DH7enkhKy0RoRDQysnLw47YPlM79hOR0rPv4SzQ2NmH82OFwsLdDZnYu3v1wO4b6DupSG+XJXx9X45xo60NTk2wYdlxCChz72WH+rCloamrC5cjr+HrHHsTfSsPbr6jmXmlqasa6j79GjaQW40cPh6S2FhcuR+Hj7T9hy3trcOTUeWTezsXIobL8IxcuX8UPv+2DhbkZpgSMVrGXX1iMN97fCjfn/pg/cxKKS8sRGhGN97Z8g/VvrMLEcSMV+2bn5mP3viPw9fbA2JFDYGpigsKiEkRE38DV6/H48J3VjOemutc/VycH+Hl7Ii4hBdl37qoEObKy7yAhOR1+Pp5dGtlwIlgWAJ85JQD97fvCwb4vIqJuoLyiEpYW5ir7nz4Xhm9+3gsAGDN8CJwd+6GqugYZt3Nx4MhppSDIoePB2PHHAZgYG2H6pHEwNTFGTFwi3tiwFcY9OMqwpLQcr637BLV1dRg11BcTxg5HY1MziopLERYZg6kTxiiCIPdjamKMFUsX4HDQWdRIarGizXQ1u04C2mzOW3XvgcfOXMB3v/wFKwtzjB3pBwtzM1RWVSM7Nw8ngi92GgQJGD0Mdn1sVNpnct+9qrKqGq+/9xlMTYwxyX8UmpqbYWZqAkA2mu9/H3+FGkktxowYAjdnR9wtKMLlqzG4ci0WG996CaOHq57rKelZOHD0NIb5emHOtAlISsvE5avXkZVzBxvffhlrN3wOd1cnzJjsj+w7dxF1PR7rNn+N3d9tgZGh6oeKriCfZnL/dehGfDIAMOYkGuLlAQMDfSSmpKOhsVHpGtVVzoddBQDMnjoedwuKEH0jATWSWvTtY41RQ31URlq0hzrPG9U1EryxYSuyc+9iYGvgo0YiQWjENXy07Uc8vnSBynNVVxGJRK33wUalQEdeQREKi0vh6GDH+AFo9DBfxN9KRWx8cqf5vTrCoZ8d9HR1kZx+G6XlFUqBkKzsO7hbUISBbk5q60oQPQEFQQiC5wRfjEBDYyNmTPaHWCxGX1sbDPUdjOs3byEpNUNl7mZn5Ny5ix3bNyoemFY+uhhvbdyGiOhYnA+7iqkTxijtX1JWjoFuzvhsw1pFxH7FsgV4Zs0GHD4RgseWzFOaJ7tj+0aVocgNjY1475NvcPDYaSycPYXx63Zichp+/GKD4uH36ccexMfbfkREdCwOHQ/BIw/OBQA0t7Rg8/YdqJZI8PnGtfDzvvfiV1JWjtfWf4rvfv0bY0b4wcrSHLOmBKCgsBhxiSkIGDOc00RlGbdzMW/GRLzy3OOKh7clC2bgxbc+woGjp5WCINdiE7Bn/1HYWlti+0fvqDyAFBaXsvIlMSUDLVKp0teytrYLi0uhoyPGEC+PLttOSEoDAAz1GdRpgGHkUG/8ezwY8a3HtD1enSH8I4d6IywyBvHJqsezeSjrKvLkqjdvpap9zMf/e1Xl3G9pacEX3+3CubBILJ47TWV+NiA7N77f+j5cHO8FeD795hdcuHwV4VE3FAEAqVSKL3/8HfUNjXh/7QtKL/lHT53H97/9rbavhcWlKCgqgY6OGH4+XQueHDwWjLiEFIwc6o0P331FMYJs5SOL8MaGzxESGoGxI4dgkr9yUK+krByDPdzwxYdvKY4ZOdQHn337CzZ/uQOuTg7YsX2j4oVqxmR/rN2wFfsDTzEGQW7eSsXShbPw/BNLFdsemD0Fb2z4HN/s3ItRw3wUtpwd7fHXjs9VpoAVFJVgzfpPseOP/YxBkK5c/xbOnoK4xBQEBYfixZUPK9k50Tqab8HMKeqJDFlC1JT0LPh6eaB/63k1c4o/du87gtPnw/HwYuW8N7dz8/DNz3uhr6eHLza9pZJkuO01Jr+wGL/9dRgmxkb4fuv76GfXBwDQ0vIgPvn6Z1y6ck1tP7vKpSvXUF0jwQtPLsOSBTOVyhoaGzscyWVqYownlj+A4IsRqJHUMo5IaQ82562658Cps5egp6uLH77YoPIFvKKyqlMfA8YMR8CY4Z22LysnD9MnjcObLz2ldE2WSqX44rtdqJHU4q2XVypNjYyJS8T6Ld/gi+924Y8fPoWhgXKw/Or1eKXrilQqxXuffItrsQl44/2tWLFsIZbMn6HY/+sde3Dy7CWcOncZD86b3mnb2qO5uRkhF2Ur34y6bxRG7t18AED/fnYqx+no6MC+ry1u5+Qhv6CYMaGnOjQ1NSHjdg7MTE1wPuwq/th/FC0tLYpyQwMDvPzMIyofNZhQ53nj1z//RXbuXcyaEoC1Lz2lGEn02EML8Nq6Lfjr3xMYM2IIq7xvoRHRkNTWwctjgNLHnty8Vj3tVfUEgP79ZNeZ3LsF3a4bAMxNTfDM40uw848DWLV2EwJGD4OlhZkiJ4i7mxPeefVZVnUQBFv4NcGNIAgVTobIEqK2nUoya6rsxir/StgVHntoviIAAsiGu698RDaU/vT5y4zHvPT0w0pDFi0tzBEwehgktXXIzVO+WTLNxdbX08MDs6eiubkFN+KTGOtYPHe60tc/HbEYz654CCKRSMmvqJibyL1bgIWzpigFQADAxsoSyxbOQkNjY48+xMsxMNDHqieXKX29cnF0gO/ggci5k6+Um+LIyfMAgOefWMr4BaavrTUrX4paX3CsGOaQl5bL5pebm5oyfi2LiL6BPfuPKv3FxCWqHN/HpnMf5fuUlpV383hZgKy0tOLe8a3z422sLVX2LywuUfH9wNEzndbTGSbGxtDX00NRifrBKaZzXywWY8kC2YvDtTaatmXxvOlKARAAihE3KWlZim2JyenIzSuA9yB3pQAIACyYNblLeRDanhMG+vpqHwfcu06senK50hQ6E2NjPPOobKRXe0sMv/CU8jGTAkZBV0cHNZJaPP3og0pflH0GuaOfnS0ys++guc1Lyb36jFQS1w72GIBJ/qNQVV2DiKhYJd+YcuDY9bHBRP+RyM0rQGFxCaPP6l7/xo8ZDhsrSwRfjEB9Q4Nie119Pc6GXoGVhTnGjxnGWAcT8ut72xepGZP8IRaJcPLsJUilUqX9j5+5iObmFjy6ZB7jKkttrzHnwiLR2NSEhbOnKAIggOx8fW7FQz2a/0Aklr30GRionnf6enqsRxW0B5vzVt1zQCQSQ6wjZkygyXT+dRc9XV2semKpSlA6MTkd2XfuwtPdVSU31Ag/bwSMHoaKqmqER91Qsenn46l0XRGJRJg2UfZRxNzMVCXQMX3SOACyYB0bdu45iKycPIwZMURlxEeNpBYA2h2ZJM+LVi3pPFFne1RVS9Dc3IIaSS12/3MEjyyeiz0/fIYDv36JtS8+CZEI+OqnP3D95q1u1yGnqakJZy9FwsBAX/F8I6ePjRUeeXAepFIpTp0N63Ydd/IL8cNv+6CjI8aqp5STWcv1bC+fnFznGhZ6ylkyfwY2vf0yRCLZb++fwFO4cPkqzExNMHf6REVglyA0BY0EIQgeczNRNrTaz9tT6QVn/JjhMDE2wsWIaLy4cjlMjNWf1uHn7amybYiXJ0QiEdKzslXKTE2MlR6S5di2vqxW3ZclvLC4BPsDT+P6zVsoKilFfYNyLoGS0nIwweSXk4M9rCzMkJdfCEltHYyNDJGQnN5aTyn27D+qcsyd/EIAQE7rF4+exLGfHeMDu621TJvqGokin4l8jvUYNadWdJXKqhoAgBnTFJ/Wl6X2FpS4Eh2HU+eUH7qWL5qjGLkhf9fq0oIUbXaWdlI/8/H3/ilF6/FQNVBYXIq9B48rbbOyMMeyB2Z1oTJmzExNUFpegZaWFrVeCiurqnHg6BlEXb+JuwXFqKtXTi5bUlrGeBzTC6v899U2C39apuz3OcRL9bciFovhM3gg8lrP/07pTp8AkNTWIS+/EFYW5oxTk4YNGazka1tMTYxh10d5moOOWAxLCzMUl5ZjAENuAWtLC9wtKEZZeYXidyVnoJszY74gP28PXLh8FWmZ2Zg28V7+moSkNBwOOotbqRmoqKhCY1OT0nHFpeUq0zC6cv3T0dHBvBkTsefAMYSGRyteQi9ejkKNpBYLH5yi9uoSdXX1OB8WCUMDA0zyv/di2tfWGsP9vHAtNlElQeq9a0z7U87kpGXI+ofpumvf1xZ9bKxQUMQcFGKL/6ih+P3vQHz/29+IvpGAkUN94OU5AG7O/Xss+ML2vFX3HJg2cSx27N6PVW9sxOSAUfD18oD3IHfYWKkGcNlg18eGcTqU3P/2Rs0N9/PC5avXkZaRrZLbaaCrs8r+8tEsA1wcVXKfWFvJyopLmK9r6vDXoRMIDDoLFycHvPPKM10+XnFvYbg3qIt81EdLSwumTxqHpx65l19p9rQJqKtvwA+79uHA0dNdzjVyPzl5+aivb8BgDzfGZejl9pnOQ3UoLC7Fe1u+RkVVNV57/vEu5/JQ3OxZ6CnnwNHT+O2vw1g4awoWzZsGW2tL3C0oxl//HsdXP/2B1IzbePW5x1nXQxDdhYIgBMFjglrzONz/RcdAXx+TA0YjKCQUZ0Mj8cCcqWrbZHpw0tfXg7GRoeIrQVva+2IgH/3Qdtjo3YIivLb+E1RXS+Dr5YGRQ31gYmwEsViEgqISBF+MQON9CRYVflmq+iX3t7S8EpLaWhgbGaKyqhoAEBYZg7DImHbbWXvf6iY9Qbva6KhqUy2RBUSYXtq4QP6V8v4ElsC9h9WKqmrGudNvvPgk3njxSQD3kuQxHa/OlB35yIm2Q8Hl/1bv+DKlOuXH59zJZwwi+A72UErE2DZRIlvqGxqgp6ur1otZdY0Er677BPmFxRg00BUzJo+DmakJdMRiVEtqERh0Fo2NTYzHMp1HTL8v+e/Tqp3fihXDb7s9rFtfyiqqqtHQ0Kh2crrOfDA0MICJsVHXriWtX7MZdWgta2pSnSLRXnvl29v6cPnqdWze/hP09PUw0s8b9nZ9YGigD7FIhLjEFMQlpjD2T1eufwAwd8ZE/H0oCCeCQxXX7ePBoRCLRJg3YxKjLSbOX74KSW0dZk72Vwm0zpoSgGuxiQgKCVUKglTXyNp7f7CIiZpa2b5M9wMArctZ9kwQpK+tDb79dD32HjiO6BvxilEJVhbmeGDuVDy8eK5aeYu6Qo+ctwznwJL5M2BpYYbjpy/g6OkLCDx5DgDg5TEATz/2IIZ2cepZe7TXjs7aadN6LWZqJ9O9Sf77YyxrbX93E1HLc2S5Ojlg6wdrlUaoypFrL2HwF4BitCWblfJMTO4d6z9qqEp5wJjh+GHXPiS3GZXXXRT9087vTn7fY+qfzsgvLMa7H32JgqISrH7mUcyfOVllHxPFSI+e0xOQJYD/Ze+/8B81FC8/84hiu6uTA/732nO4c7cQx89cxMLZU9XK80UQPQEFQQiCp1RW1+BSpGxKx/1ZxtsSFBLapSBIeUWlytfOhoZGSGrrYGbKLlHov8eDUVlVgzdfXqkyF/Z82NUOl6krL6+Ek4M9o78AYGwkuynLb84b3nyx3WzzfMTU2BgVVdWKES1cI3+oko8IaUtfWxv0tbVGYXEpbt5KxcguLq/p27ocbWxCMpqbmzvMCyIfMuzbZglb38EDceZCOGLibuHpR5kT48qJiWs9ftC9430GD0RsQjKuxycpEt72NC0tsuHRTPlrmDh5Ngz5hcWMK2ckpqQjMOgsa5/k535ZeSVjeVkF83Ym+tpaw66PDQqKShCXmMKYeLA7PtTV16NGUgtzM9UXGq5pr73y7W0f5Hf/cwS6urr47tP3VHIHfLNzj2JFB7bYWFkiYMxwhEZEIz0rB1KpFCnpWRgz3FdlFExHBLXmEAm+GNHudTMiKhZl5ZWKF17T1pe5ktJyxhfKtpi0Xk/L29OQoX/FrSMBmKYmAcqjljrDycEe69Y8h5X/9g8AACAASURBVOaWFmRl38GN+CQcO30eu/cdgbRFqjLNiS29ed5OmzAW0yaMRY2kFrdSMnDlWixOnQ3D+598ix+/+ACODsz5GLrC/aMy5HTWzpLWaXBsX3LZ8ttfh/BP4Cm4uzrh0/dfb3eqkGM/e6Sk30ZuXoHKiLnm5mbkFxZDR0cMe7uur/Imx9DAAH1srFBUUsaYLF0+urLtFLfuouifdn538qmfXe2fO3cL8O5HX6K4tByvPb+i3QTmjq3PWHfayflx565sJKEjQw6WrhAZcxMAGEfOiMVi+Hl7Ii0zG+mZ2RQEITQG5QQhCJ4SciEcjY1NcHd1Uizfd/9fHxsrZGbfwa2UDLXtMj3s37yVAqlUCneG4bBdIS+/CADzUnidvWQwlefk5aOsogoO9n0VgQN5Ysn4LiSsFLfz1bY3kft99frNHrE/wNURgCzxLRNzp8seivYdCuqyDn7ennDsZ4fSsgqc7GCucklZuaJ8bpuv3hP9R8HUxBgp6VmIuhHf7vGZ2bkIj7oOXR0dzGqThG721PHQ0REj7EoMsnOZ28c1uXkFkEqljFM0mJBPQ5kwTvXcv8nRC/ZAN9nv8+YtVXstLS2KBLLqIj8n/vr3eLsvtnLkI4yMjQzhYN8XZRWVuJ2bp7KffDUHpik+XJOWma2Ud0dOXKLs2iDXC5D1j7NjP5UASEtLi1ISXy54oHXVrhPBoYrlKOfftzRtR6RlZiMl/TasLMzbvfYPGuiKpuZmnLlwL1+Sl4ds6Lv8BaQjBg6QacN03c0vLFaMyGqLaWuQvKhYtaxGImn3xaojdMRiuLs64aEFM7F53RoAQHjU9U6PE4s7DsjcjybOWxNjI4wa5oNXnn1Mscx0dAfXPy6Qn/OxCcy5t27clG3vjd9ne/z4+z/4J/AUBg10xdYP1naYK2VY64pX0TcSVMpu3kpFfX0DvD3dWa0MA9x7Wb+do3puZOXcAQDGXF5MdPS84eRgDwMDfWRm32FMlHs9XvYRwGOA+s9it3Pz8NambSgpq8Bbq1d2uIKbg10f9LW1Ru7dAuQXFquUy+/PXV1p7H6aWqcalreTDLi8QrZdT4++xROag4IgBMFTgloTtL309COK6Qr3/y1dKMt7IF95QB3++veE0he7+oYG/L7vCIB7CVe7i/xL5/0PYNE3ElRyTtxP4MmzSokJm1ta8OvefyGVSpVGlfiPGgoH+744ERyKiGjV5G6A7CVCPm0GAMzNZcuwsV2BhQ2L5k4DAPyy5yDjMPP7Xzry8guRfeeuSl6J9nBxdICVhTmSUjMZy5fMn4EBLo6IS0zB1m9/VdKnLUxfc8ViMV557jGIxWLs2L0fF8OjVfYpLC7BB599h+oaCeZMmwCfQffmIhsbGeLFp5YDALZ++ytiE5JVjs/KvoONW79Hc3MLHl+2QOmruX1fW6xYuhCNTU14/9NvFXlh1PG9u9xqza+g7vB1+76t5368ctvSMrOx7/BJTnzyHuQORwc7JCanqyT+PX7movr5QFpZsmAGBro5ISE5HVu//QVV1aqjiBoaGxEYdBY7dx9QbJszTRag2vnHAcXDLiAbYv3734db9+n5ETs1klr8eV8+mKTUDIRGRMPUxBj+o+8NbbfrY4O8/EIUt5lSJZVKsffgcc4Da0O8PeHq5IDzYZE4H3YVfW2tMWa4b+cHtiJPiLpw9pR2r/2vvyCbvtY2QeqCWZOhq6ODfYeDGJNVtr3GTJswFro6Ojh2+gLuFhQptre0tODXPw+1+wJnYmyE8KjrisS6gOyL/I+/71fJ/9QeSWmZSsfLKWvdpqfGC618ac2iLlzTe+O8jbp+U8m2HHnb1J121l28B7nDuX8/JKdl4WzoFaWyG/FJuHz1OizMTJV+G72FVCrFNzv3IjDoLHy9PPDZBuYpMG2ZMG4kLMxMcTE8CinpWYrtDQ2N+H1fIADZec+WB+ZMhVgkwr/Hg5VG0TQ0NGJXaz1Txo9p73AlOnre0NXVxfSJ41Bf34Df/jqslNy4pLQc/xw+BZFIpNZKNIBshbq3N21HZWU11q15DjMm+Xe4v0gkUkyT+WXvQaXfeXjUDcTfSoWzYz/GXEFdwXewbBW6oJBQlYTTqRm3ERYZAz1dXfh2Y7U6guAKCsERBA+5mZiCnDv5cOpv3+GSptMnjcOvfx5CaEQ0XlIzQapz/35YtXYTJo4bAbGODiKiruNuQTH8Rw3FVDVv8u2xcPYUBF8Ix5avdmLC2BGwtbZEVk4eom8kYJL/SMaXZzk+gwbipbc/xiT/UTAxNkL0jXhkZt+Bp7srHlp4bxlFXV1dbHzrJazb8jU2ff4DBnu4YaCbM4wMDVBUXIa0rGzk5hXgh883KB6Uh/t6QSwS4fCJEFRV1yimjiyaO7VLSWXZMMLPG08sW4g9B47h+bUb4T9qGOz72qCishop6VkwMTbCF5veUuz/v4+/QkFRCT7f+KbaL+ITxo7AsTMXkJ6VA/f7RjAYGhpgy3trsOWrnbgQHoWIa7EY6jMIjg720NPVRUVlFdIybyMtMweGBgYqX6KGD/HC+tefxxff78InX+/E/iOn4OvlAQN9PeTmFSD6RjzqGxoxc7I/XnnuMRXfZk4JgKS2Djv+2I93PtwOXy8PDHJ3hVgsRlbOHcTEJaK5uQUPL56LRx+cp3L8Yw/Nl720HjiGtRu2wmOACwYNdIWZqQlqJLUoKCxBzE3Z6ivtPVjFJ6Vh2/e7GMuc+tvj4cVzFf+/FpsAsUiEgNHqreYxY5I/Dhw9gx279yMuMQUO9n2Rl1+IyGtxGD92eIfnvrqIRCKsffEprNv8FT75aifGjx0OB3s7ZGbn4nrcLYwa5sP4xbQ9DPT1sXndGmz5agcuhkfjasxNjPDzhoN9HwAi5BcWIzYhCZVVNUqJZpcsmInoGwmIvpGAF976EGNH+KG5uRlhkTEoLi3HjEn+KsuM9gRDvDxw6lwYktMy4T1oIEpKy3ExIgqQSvH6C08o5dJYMn8Gvv35T6x+dzMmjB0BXR0dJCSnIzs3D+NG+uHKtThOfVswewq+++UvAMDyxXPUTvhZW1eHC5evQiwWY/a09l+EBrg4YrCHG5JSMxFz8xZG+nnD2bEfXnv+cXy9cy9eXbcFY0f4wal/P9RIJMi8nYvi0nL88f2nAGSBRfkSlqvf3YxJ/qNgZmqCa7EJqK6RwM3FEZm3c5Xq1NXVxdKFs7D7nyNY/c7HGD9GNuopNiEZUkgxwMURGfcdw8T5sKs4dvo8fAd7oH+/vjAzNUVhcQkiomIhFomw/IHZndoY6eeD5LQsfLTtR4we7gsDfX307WPd4Utgb5y3n37zC3R1deE7eCDs+tpCBCA5PQvxt1LRz862x38XIpEIb61+Gv/7+Et88f0uhEZEw9W5P+4WFCEsMga6ujp4+5WnVZbH7Q3+PHgcQSGh0NPVhZeHG/49prqKl11fW6WPHibGRnj9xSfx8faf8Pam7ZgyfjTMTI0RER2L3LwCTBw3ApMZls/e+ccBRaBfPtLr32PBuHg5CoBsiqV8JBwgGxnz+LKF2LP/KF5460P4jxoKA319RMfG487dQngPclfrvAQ6f9549vEliE9KxalzYUjPysHwIV6orpHg0pVrqKquweNLF2Cwh+pS6vdTVV2Ddz7cjqrqGvgMHojbOXnYk6OaLH7mlAClUSxLFszA1Zg4XLoSgzXvfYphvl4oLC7FpSvRMDDQx5svPaVyvYpPSlWsWCPPt3Y3v0jpfvr8E0sVo3omjhuB4UO8cP3mLTz/xiaMHzMM1laWyC8sQkRULJqam/HMY0tUlpEmiN6EgiAEwUPkIzva3qSZMDM1wcRxI3D2UiRCQq9g0Zxpndpe/8Yq/HnwOM6HXUVpWQVsrC3xxPIH8PDiOe3OM1aXAS6O2LrxTezeF4io6/Fobm7GABdHfPDmizAxMe7wRfCFp5bj8tXrOBlyCQVFJbAwN8WS+TPwxPIHVIa6ujr3x09ffIDDQWdxJTpWNmdeKoW1lQVcHB2wdOEspXnXjg52+N+a53Hg6GmcPhem+GI5beLYXguCAMCKZQvh5TkAgSfPISYuARJJHSzMzeDm0p+TL+cL50zBsTMXcOZCOF5a+bBKubWlBbZtegsRUTdw/nIUktMyERufhJYWKczMTODq5IBVTy7D9IljGRMmThw3Et6e7gg8eQ7RN+Jx5vxlNDY2wcLCDONGDcW8GZPaXZUAkI2GGTXMB4Enz+H6zVs4HnwR0hZZv02fOA4PzJna4TDtx5cuwJTxo3E8OBSx8Uk4H3YVtXX1MDYyRD+7Ppg/YxKmThyLwQPdGI+/W1Ck9NW7LX7enoogSI1EgoioWIwePkTtIdA21pbY/tHb+O3PQ4hPSkN0bAKcHOzxynOPYfgQL06CIIDs4X37R+9g19+BrQGPBAzycMPnm97EtdYXvK5gZWmOLza9hfCoGzh3KRLJaZmKKVu21pYYNdQX0yeNU8oZoqeriy3vrcHhE2dxPiwSx05fgEgsgquTA1YsW9gro0AA2Yv8a6tW4Nc/D+FE8EU0NjbC090VK5YuUEoYCgDzZ06Gnp4eDp8IQfDFCBjo68F3sAfefPkphF2J4TwIMmPSOPy06x8AXRtdcD4sCpLaOowb6ddpgtO50yciKTUTQcGhijw/s6dNgItzfxw8egbxt1JxNeYmzExN4NTfHo88OFfp+IcWzIS1pQUOHjuNkNAIGBsaYuRQHzy34iF89u0vjHU+umQeDAz0cSL4Ik6evQRzMxP4jx6OlY8uxsfbflSrjVPHj0ZTU1PriKYY1NXXw9rSAmNHDsGSBTPb/f225ZElc1EjqUV41HUcOHoazc0t8PP27DAI0hvn7TOPLUFMXCIybucgOjYBujo66GtrjRVLF2DR3GmMOSe4ZtBAV3y39X38/e8JxMTdQvSNBJiYGCNg9DA8umS+SoC8t5BPv2hsamp3GXM/b0+VfGIBo4dh+0dv469/TyAsMgYNDY1wsO+DF55chkXzpjM+t4RFxqiMuLx/idv7n69WLF0AVycHHA46i9CIaDQ2NaGfXR889cgiLF04S+0pN509b5iaGOPrze/in8DTuBwZg8MnQqCnp4uBbs5YNHea2rnOaiS1itF7CUlp7U6H9PMZpHQf09fTw6cb3lAsWXv4RAiMjQwRMHoYnlj+gMpy7YBsqvP9uYkqqqqVtq1YtlARBBGLxdi87lUcO3MRFy5fRUR0LOrqG2BmYozhfl5YOHsKxvbQSnkEoS6i5tIMaee7EQQhdJ5cvQ4FRSVKK2kQ/z02fPZ/SErNwO7vPu2xlWj+6xwOOouffv8HX2x6E37e3KzmQHBHbEIy3vlwO2ZO9sdbq5/WtDuMJCSnY+2GrZg4biTeX/uCpt3pMm9v2oa4xBTs/u4TtQOBBEEQBCEUKCcIQRDEf4jnn1iKGkktDp0I0bQrgqSuvh77A09i/JjhFAAhus0/rXlgFnVh5S6CIAiCIHoHmg5DEATxH8K5fz+8tfpplLezRCLRMfmFJZg3YxJmTmGXJJjQPjJu5yIi6gbSs3IQGROHkUO9MYRlgkGCIAiCILiHgiAEQRD/MaZNGKtpFwSLq5MDXJ0e0LQbhABJy8zGH/uPwtjIEBPGjsCrDAmCCYIgCILQPJQThCAIgiAIgiAIgiAIrYBygnSD3Cod5FbpaNoNgiAIgiAIgiAIgiC6AE2HYUGlqOPl64ie4ebNmxgyZEi3ywnu0XbNuWq/3A6TPS41ZmOLz32tjm89ra06sK2PT30gNO00WSef+q03uHlTttSyNrWZK7TtXOEaoeknNH+Bjn3m6h4nRF0I/mEuLWPcTiNBCMGRnp7OqpzgHm3XnKv2y+0w2eNSYza2+NzX6vjW09qqA9v6+NQHQtNOk3Xyqd96g/T0dK1rM1eQbuwQmn5C8xfo2Geu7nFC1IUQDhrNCXIzMQUHj51BakY2SsrK8ebLKzGrTUb+sMgYBIWEIi0jGxVV1fh845sY6qO8ZGFDYyN+3nMQFy5fRX1DI4b7DsYrzz2OPjb3RmlUVdfgx137EBEdCwDwHzUULz/zKExNjLvlt3wqjLm5ebeOJwiCIAiCIAiCIAii5+DlSJDaunq4OPXHS08/DAN9PZXyuvp6eHu6Y9VTy9q18dPv+xEWGYP/rXke2z98G5LaOnzw2f+huaVFsc9n3/6C1MxsbF6/BlveW4PUzGx8/n+/9UibiJ7n5MmTrMoJ7tF2zblqv9wOkz0uNWZji899rY5vPa2tOrCtj099IDTtNFknn/qtNzh58qTWtZkrSDd2CE0/ofkLdOwzV/c4IepCCAeNBkHGjBiCZx57EBPHjYRIpOrKjEn+WLFsIUYP82U8vkYiwelzYXh+xVKM9POGxwAXvP3KM8jMvoPrcbcAANm5dxF9IwGvr3oCPoPc4e3pjjWrViAyJg45efk92j6iZygvL2dVTnCPtmvOVfvldpjscakxG1t87mt1fOtpbdWBbX186gOhaafJOvnUb71BeXm51rWZK0g3dghNP6H5C3TsM1f3OCHqQggHQecESc3IRlNzM0YM9VZs62trDaf+9khMkc0ju5WSDiNDA3gPclfs4zNoIAwNDJCYTHPNCIIgCIIgCIIgCEJbEPTqMKXlFRCLxbAwM1XabmVhjrLyitZ9KmFhbgaRSKQoF4lEsLQwQ1l5pYrNoJBQBIVc6rDe/733AQfeE91lwYIFrMoJ7tF2zblqv9wOkz0uNWZji899rY5vPa2tOrCtj099IDTtNFknn/qtN9C29nIJaccOoeknNH+Bjn3m6h4nRF0I4SDokSDtIYUUQNugB8M+Uinj9nkzJuG7z97r8I/QLMnJyazKCe7Rds25ar/cDpM9LjVmY4vPfa2Obz2trTqwrY9PfSA07TRZJ5/6rTdITk7WujZzBenGDqHpJzR/gY595uoeJ0RdCOEg6CCItaUFWlpaUFFVrbS9vKIKVpbmrfuYo7yiClLpvUVwpFIpKiqrYWlBq7sIkdTUVFblBPdou+ZctV9uh8kelxqzscXnvlbHt57WVh3Y1senPhCadpqsk0/91hukpqZqXZu5gnRjh9D0E5q/QMc+c3WPE6IuhHAQdBDEY4AzdHV0EBOXqNhWVFKGnDv58PaU5QDx8nRHbV09ElMyFPskpmTIVp5pkyeEIAiCIAiCIAiCIIj/Njob312zSVOV19bVITv3LsrKK3Hq3CW4OjvCxNgITU1NMDE2RmV1DXLzClBYXIrgixHwGTwQYrEsbmNkaAh9PT2UlFXg6KnzcHPpjxpJLb79eS9MjIzw7IqHIBaJYGFuhqTUDJwPi8RAN2cUlZTi2517MGigGxbPndYtvysbZD4YGBhwpgWhPiYmJrCysup2OcE92q45V+2X22Gyx6XGbGzxua/V8a2ntVUHtvXxqQ+Epp0m6+RTv/UGJiYmcHR01Ko2c4W2nStcIzT9hOYv0LHPXN3jhKgLwT8MUMe4XaOJUVPSb+OdD7cr/r9n/1Hs2X8UMyf7463VT+NKdCy2//C7ovzrHXsAACuWLsATyx8AALz41HLo6Ijxydc/o6GhAcN8vfD26megI743yOXd157Dj7/tw/otXwMAxo0citXPPtoLLSR6Ah0dHVblBPdou+ZctV9uh8kelxqzscXnvlbHt57WVh3Y1senPhCadpqsk0/91htoW3u5hLRjh9D0E5q/QMc+c3WPE6IuhHDQaBBkqM8gnN6/s93yWVMCMGtKQIc29PX1sPqZR7H6mfaDGuamJnj3tWe77SfBL8LDw+Hi4tLtcoJ7tF1zrtovt8Nkj0uN2djic1+r41tPa6sObOvjUx8ITTtN1smnfusNwsPDAUCr2swV2naucI3Q9BOav0DHPnN1jxOiLoRwEHROEIIgCIIgCIIgCIIgCHXR6EgQgugObm5urMoJ7tF2zblqv9wOkz0uNWZji899rY5vPa2tOrCtj099IDTtNFknn/qtN9C29nIJaccOoeknNH+Bjn3m6h4nRF0I4SBqLs2Qdr4b0ZbcKtkcNXNzWmJXE0gkEhgbG3e7nOAebdecq/bL7TDZ41JjNrb43Nfq+NbT2qoD2/r41AdC006TdfKp33oDiUQCAFrVZq7QtnOFa4Smn9D8BTr2mat7nBB1IfiHubSMcTtNhyEEx5EjR1iVE9yj7Zpz1X65HSZ7XGrMxhaf+1od33paW3VgWx+f+kBo2mmyTj71W29w5MgRrWszV5Bu7BCafkLzF+jYZ67ucULUhRAOFAQhCIIgCIIgCIIgCEIroJwghOAwNTVlVU5wj7ZrzlX75XaY7HGpMRtbfO5rdXzraW3VgW19fOoDoWmnyTr51G+9gba1l0tIO3YITT+h+Qt07DNX9zgh6kIIB8oJ0g0oJwhBEARBEARBEARB8BfKCUL8Zzh27BircoJ7tF1zrtovt8Nkj0uN2djic1+r41tPa6sObOvjUx8ITTtN1smnfusNjh07pnVt5grSjR1C009o/gId+8zVPU6IuhDCgYIghOCorq5mVU5wj7ZrzlX75XaY7HGpMRtbfO5rdXzraW3VgW19fOoDoWmnyTr51G+9QXV1tda1mStIN3YITT+h+Qt07DNX9zgh6sJ3AiPv4LsTaZp2gxdQEIQgCIIgCIIgCIIg/sP8EpyJn4Mz0NjcomlXNA7lBOkGlBNEs3S2bjitK977aLvmXLVfbofJHpcas7HF575Wx7ee1lYd2NbHpz4QmnaarJNP/dYbSCQSANCqNnOFtp0rXCM0/YTmL9Cxz1zd44SoC58pqqjHhPXnAQCH/xcAbyfteI+lnCDEf4a4uDhW5QT3aLvmXLVfbofJHpcas7HF575Wx7ee1lYd2NbHpz4QmnaarJNP/dYbxMXFaV2buYJ0Y4fQ9BOav0DHPnN1jxOiLnzmSkqJ4t+xWeUa9IQfUBCEEByZmZmsygnu0XbNuWq/3A6TPS41ZmOLz32tjm89ra06sK2PT30gNO00WSef+q03yMzM1Lo2cwXpxg6h6Sc0f4GOfebqHidEXfhMeFIJLIz1YGWqh7isCk27o3F0Ne0AQRAEQRAEQRAEQRDcI5VKcSW5BGM9rdHY1EIjQQDobHx3zSZNOyE0KhtkA2gMDAw07Il2Ym5uDktLy26XE9yj7Zpz1X65HSZ7XGrMxhaf+1od33paW3VgWx+f+kBo2mmyTj71W29gbm4OJycnrWozV2jbucI1QtNPaP4CHfvM1T1OiLrwlewiCX44lYHHJ7vA0kQfJ2PysXKaCwz0dDTtWo9jgDrG7TQdhhAczc3NrMoJ7tF2zblqv9wOkz0uNWZji899rY5vPa2tOrCtj099IDTtNFknn/qtN2hubta6NnMF6cYOoeknNH+Bjn3m6h4nRF34SkSyLB+I/yBr+DjLEqIm36nSpEsah4IghOCIjIxkVU5wj7ZrzlX75XaY7HGpMRtbfO5rdXzraW3VgW19fOoDoWmnyTr51G+9QWRkpNa1mStIN3YITT+h+Qt07DNX9zgh6sJXIpJLYWdpALe+Jhjc3wwAcCuXgiAEQRAEQRAEQRAEQfyHaGmR4kpKCfwH2UAkEqGvhQGsTPWQpOUjQSgxKiE4PDw8WJUT3KPtmnPVfrkdJntcaszGFp/7Wh3felpbdWBbH5/6QGjaabJOPvVbb6Bt7eUS0o4dQtNPaP4CHfvM1T1OiLrwkeQ7VSivaYT/IBsAgEgkwiAHMyTlVmrYM81CiVG7ASVG1SxmZmYdat9ZOcE92q45V+2X22Gyx6XGbGzxua/V8a2ntVUHtvXxqQ+Epp0m6+RTv/UGZmZmsLW11ao2c4W2nStcIzT9hOYv0LHPXN3jhKgLHzkWlYfLSSX4YLk3TA1l4x+S7lTiYkIxnp/pBrFYpGEPexZKjEr8Zzh+/DircoJ7tF1zrtovt8Nkj0uN2djic1+r41tPa6sObOvjUx8ITTtN1smnfusNjh8/rnVt5grSjR1C009o/gId+8zVPU6IuvCR8OQSDLAzgZ2loWLb4P7mqG9swe0iiQY90ywUBCEIgiAIgiAIgiCI/xANTS2ITitTTIWR4+UoS456PaNcE27xAgqCEIKjszXDaU3x3kfbNeeq/XI7TPa41JiNLT73tTq+9bS26sC2Pj71gdC002SdfOq33sDS0lLr2swVpBs7hKaf0PwFOvaZq3ucEHXpLldTS1HfyP2SwHFZ5ahtaFYJgng6mMG1rzEOhOdwXqdQEDWXZkg17YTQyK3SAQCYm5tr2BOCIAiCIAiCIAhCiGQW1GDOR5fw0aM+eHiCE6e2d53NxGeHkhGxdRqsTfWVyv44n4UtB5Nw8B1/DHGx4LRePmEuLWPcTiNBCMERGBjIqpzgHm3XnKv2y+0w2eNSYza2+NzX6vjW09qqA9v6+NQHQtNOk3Xyqd96g8DAQK1rM1eQbuwQmn5C8xfo2Geu7nFC1KU7xGTIXtKzCms4t11a3QA9HRGsTPRUyh4c1x/G+jr4NSST83qFAAVBCMFRW1vLqpzgHm3XnKv2y+0w2eNSYza2+NzX6vjW09qqA9v6+NQHQtNOk3Xyqd96g9raWq1rM1eQbuwQmn5C8xfo2Geu7nFC1KU73MiU5eXIKea+vaXVjbAy1YdIpLoCjJmRHlZOd8XJmHxcS2ceLfFfhoIgBEEQBEEQBEEQBNHLyIMguSXcr9RSVt0Aq/umwbTl+ZlusLM0wPq9N5GUW8l5/XyGcoJ0A8oJolkaGhqgr9/+D7qzcoJ7tF1zrtovt8Nkj0uN2djic1+r41tPa6sObOvjUx8ITTtN1smnfusNGhoaAECr2swV2naucI3Q9BOav0DHPnN1jxOiLl2lurYJo94OgVgkgpG+DqK3TWcctdFdHt1+Bfq6YuxeM6bdfa6klGDtb7GoqGnEi3MG4IXZ7tDX/e+Mk6CcIMR/hqioKFblBPdou+ZctV9uhsi2BwAAIABJREFUh8kelxqzscXnvlbHt57WVh3Y1senPhCadpqsk0/91htERUVpXZu5gnRjh9D0E5q/QMc+c3WPE6IuXSXudjmkUiBgsA2q65pQIWnk1H5ZTWOHI0EAYJynDU68PwFzR9rju6B0PLQ1HPHZFZz6wUcoCEIIjuzsbFblBPdou+ZctV9uh8kelxqzscXnvlbHt57WVh3Y1senPhCadpqsk0/91htkZ2drXZu5gnRjh9D0E5q/QMc+c3WPE6IuXeV6ZjlEImD+yH4AuM8L0tl0GDlWpvrYtnIofnxxBMprGrH8iyv4OTiDU1/4BgVBCIIgCIIgCIIgCKIXic2sgLudKbycZCkWcoq5ywvS3CJFhaSRcWWY9pg2pC9OvD8BAYNt8M2xVDQ0tnDmD9/Q2fjumk2adkJoVDbIYkcGBgYa9kQ7sba27jAfS2flBPdou+ZctV9uh8kelxqzscXnvlbHt57WVh3Y1senPhCadpqsk0/91htYW1vDxcVFq9rMFdp2rnCN0PQTmr9Axz5zdY8Toi5dQSqVYsvBWwjwssX8kf2w80wGfJ0tMNLdihP75dWN+CUkE7OH22Ooq6Xaxxno6UBfV4wT1/Ix3a8v7CwNOfFHUxigjnE7jQQhBEdNTcfraHdWTnCPtmvOVfvldpjscakxG1t87mt1fOtpbdWBbX186gOhaafJOvnUb71BTU2N1rWZK0g3dghNP6H5C3TsM1f3OCHq0hUyC2tQXtOIYW6WMDXUhZWpHnI5HAlSViNLTm2txnSY+/FxlgWf/su5QSgIQgiOa9eusSonuEfbNeeq/XI7TPa41JiNLT73tTq+9bS26sC2Pj71gdC002SdfOq33uDatWta12auIN3YITT9hOYv0LHPXN3jhKhLV4jNlAUYhrlaAABszQxQWs1dYtSyalkQxMpU/ekwchxtjGBpoof47P/usrkUBCEIgiAIgiAIgiCIXuJ6ZjlMDXXhbm8KADA20EFtQxNn9staAypWJl0fCSISieDrbI4EGglCEPzBy8uLVTnBPdquOVftl9thsselxmxs8bmv1fGtp7VVB7b18akPhKadJuvkU7/1Bl5eXlrXZq4g3dghNP2E5i/Qsc9c3eOEqEtXiM0sx1BXC4jFIgCAkb4OJPXNnNmXT4dRZ3UYJnydLZCaV426Bu584hMUBCEEh4uLC6tygnu0XXOu2i+3w2SPS43Z2OJzX6vjW09rqw5s6+NTHwhNO03Wyad+6w1cXFy0rs1cQbqxQ2j6Cc1foGOfubrHCVEXdamua0JKXhWGud1LWGpkoINaDgMO8ukwll1YHaYtQ1ws0NQi/c/mBaEgCCE4Tp06xaqc4B5t15yr9svtMNnjUmM2tvjc1+r41tPaqgPb+vjUB0LTTpN18qnfeoNTp05pXZu5gnRjh9D0E5q/QMc+c3WP45MuOcUSTpeLvXm7Ai1SKAVBTAx0OR0JUlrdAGN9HRjq63Tr+NEe1hCLgPCkEs584hMUBCEIgiAIgiAIgiCI+6iqbcT8zWHYF5bNmc3YzHIAwNC2I0H0dSDhdCRIY7eSosqxMNaDr7MFBUEIgi/Y2NiwKie4R9s156r9cjtM9rjUmI0tPve1Or71tLbqwLY+PvWB0LTTZJ186rfewMbGRuvazBWkGzuEpp/Q/AU69pmrexxfdEnMqUR9YwuyCrlbvvZGZjkG2JnAwvhekMLIQAe1HI4EKSivg625ASsbAV42iLtdgapa7lat4Qui5tIMqaadEBq5VbJhRebm5hr2hCAIgiAIgiAIgugJdp3NxGeHkjHdry9+eGEEa3sVkkZM3XAB80b0w+bHfRXbvzqagp+DM5Hw7SyIRCJWdUilUox79xxmDrVTqqOrXE0txRNfX8V3zw/HzGF2rHzSFObSMsbtNBKEEBwHDx5kVU5wj7ZrzlX75XaY7HGpMRtbfO5rdXzraW3VgW19fOoDoWmnyTr51G+9wcGDB7WuzVxBurFDaPoJzV+gY5+5usfxRZfEnCoAspEVXLD7XBZq6prxxBTlxK/GBjpobpGioYl97pGC8nqU1zTCy9GMlZ1hbpawNtXHwYhc1j7xDQqCEIKjsbHjIVmdlRPco+2ac9V+uR0me1xqzMYWn/taHd96Wlt1YFsfn/pAaNppsk4+9Vtv0NjYqHVt5grSjR1C009o/gId+8zVPY4vuiTmVAKQBRbYUiFpxO7ztzFrmB0G9VcOUBi1JjDlIjnqrVyZz4Md2c1a0NcV4/FJzrgQX4T0/GrWfvEJCoIQBEEQBEEQBEEQRBtqG5qRUVANAz0xiqvq0djMbpTGH+ezUF3XhNVz3VXKjAx0FXWy5VaubPTK/YGW7vDYJGfo64rx+7ks1rb4hEZzgtxMTMHBY2eQmpGNkrJyvPnySsyaEqAol0ql2HvgGILOXkJ1tQSDPdyw+tnH4OrkoNjn7U3bEJeYomR3csAorH99leL/VdU1+HHXPkRExwIA/EcNxcvPPApTE+Nu+U05QTRLS0sLxOL243edlRPco+2ac9V+uR0me1xqzMYWn/taHd96Wlt1YFsfn/pAaNppsk4+9Vtv0NIie1nQpjZzhbadK1wjNP2E5i/Qsc9c3eP4oEtsZjmWb7uCKb59cCG+COc/ngwHa6Nu2aqUNGLaBxcx1tMa369SzS0SdO0u3vgtFifen4CB/Uy7bL+mrgkFFXUYYGeK136+jqQ7VTizaVK3fL2fb4+nwsZMH49Pdul8Z57By5wgtXX1cHHqj5eefhgG+qpL+Ow/chr/Hg/Gy08/gv/7dD0szM2wbvNXkNQqz8maNSUAf+/8QvG3ZtUKpfLPvv0FqZnZ2Lx+Dba8twapmdn4/P9+69G2ET3HpUuXWJUT3KPtmnPVfrkdJntcaszGFp/7Wh3felpbdWBbH5/6QGjaabJOPvVbb3Dp0iWtazNXkG7sEJp+QvMX6Nhnru5xfNAls7AGABAwWLZSTT6LvCDfHE9FVW0TVs8dyFiumA7TjZEgt3Iq8eBn4Xhgy2UUlNchMbcSXiynwrTltQUeggyAdIRGgyBjRgzBM489iInjRkIkUnZFKpUiMCgEyxfPwcRxI+Hq3B9vv/I0amvrcD4sUmlfAwN9WFtaKP5MjO+N8MjOvYvoGwl4fdUT8BnkDm9Pd6xZtQKRMXHIycvvlXYS3JKXl8eqnOAebdecq/bL7TDZ41JjNrb43Nfq+NbT2qoD2/r41AdC006TdfKp33qDvLw8rWszV5Bu7BCafkLzF+jYZ67ucZrQpe6+AMTdMlnQY7ibJQAgv6x7QZDQhCLsvZiNJ6e6wNuJOThhZCALgtTWN6ltVyqV4p+wHCzfdgU1dU1obJZi66Ek5BTXYoyHVbd81RZ4O/Yqv7AYpeWVGOnno9hmoK+PIV4eSEzOUNr3YngUlj37Bp5fuxE7/zigNFLkVko6jAwN4D3o3twrn0EDYWhggMTk9J5vCEEQBEEQBEEQBMFbIpJKMOrtECS1JhUFgLultbAx04dzH9kH9sKK7iVHPRCeCztLA7y1yLPdfYxbR4KomxOksbkFb++Owwd/J2CMhxWOvTcBQ1wscOJaPkwMdbBoTP9u+aot6GragfYoLZedgFaWygldLC3MUVJWrvj/1Alj0NfWBjbWFridk4ff/jqMjNu5+GzDGwo7FuZmSusti0QiWFqYoay8EvcTFBKKoJCOh1/9770Put0ugj1Tp05lVU5wj7ZrzlX75XaY7HGpMRtbfO5rdXzraW3VgW19fOoDoWmnyTr51G+9gba1l0tIO3YITT+h+Qt07DNX97je1iUmswyNTVLsPJOBL58ZBgDIK6tDPytDWBjrwVBP3OlIkKuppXDra4I+FgZK20urGuDSxxgGejrtHmvcmhhV3dVhzt8sxLGou3hpjjtemz8QYrEIC0f3w83bFVjq7whTI96+5vMCAagjUvqf9L5t82bcS/ji5uwIe7s+WLP+U6Rm3IbHANncJZGyCZkdqZRx+7wZk5RsMtGacJfQEKWlpbC3t+92OcE92q45V+2X22Gyx6XGbGzxua/V8a2ntVUHtvXxqQ+Epp0m6+RTv/UGpaWlAKBVbeYKbTtXuEZo+v0/e28eH1V9/f+/Zl+STPaF7GEJ+74jolLR1tbqx5+1dW1F7aZfpbVWP1praWu1flxQ61K1VqUqWndRFBQVUUAEQXYChITs60wmsy/398dkAiE3k5u83zNzL/c8Hw8fDzPvO+d9zuvcYWbOvN/nrTR/gdg+83qPS7QuhxsjR8Cu2d6EZee7UZprRWOHFyMLUqDRaFCQaY7ZEyQcFnDtY1/j8kWluPWicX3GHO4AKvJTYs4/1CNytx7qhNmgxa+/NwpabeRL7YVzi7C/zolrzq6QZEPNyHY7TFZGZL/Uyas1HI4uZKYP3OilcmQZtFot6ptaeu3YHU4IwvFDcARBgKOrGxkx7BDyZefOnUzjBH/Urjmv+KN2xOzx1JjFlpxzLcW3eGsrBdb55JQDpWmXzDnllLdEsHPnTtXFzAvSjQ2l6ac0f4HYPvN6j0u0LoebXJhYYoNOp8G/PqqGIAho6PBgRKYZADAyPxU7q+19vlOeiN0dgC8QFt0yY3cFkG7tfwjIifT2BJG4HWbb4U5MKc+AUX/863y61YB7rpyM/AyzJBtqRrZFkIK8HGRl2LD92729j/n9AezefwgTxo4c8HnVtfUIh8PIzkgHAIyvHAWP14e9B4/3Edl78Ai8Pl+fPiEEQRAEQRAEQRCEugiFBRxpdmFuZRYumluENzbX43CTC25/qPdI3LOn5qGh04s9x/q3UwCAtq5I8aO1q28RRBAE2F1+ZKTELoKkDKEI0u0NYt+xLswaTc1Ph0tSt8N4vF40NLUCAAQhjJa2Dhw+egxpqVbk5WTjwvPOxqo330dJUQGKR+TjpTfeg9lswlkL5wIAGppasH7jV5gzfRJsaamorWvEUyv/i9EVJZgwLnL8UGnxCMyaNhGPPLUSy35xFQQIeOSplZg7YwpKCpW19IyIMGnSJKZxgj9q15xX/FE7YvZ4asxiS865luJbvLWVAut8csqB0rRL5pxyylsiUFu8PCHt2FCafkrzF4jtM6/3uETqUt/ugT8YxqiCVMwenYn/flmHe17fDwC9K0HOmpwHnVaDdTuaMak0vZ+N1p4VIO1d/j6Pu30hBEICMlKMMX0w6rXQagCXhNNhdlTbERaAWaOoCDJckloEOXi4Br9f/kDv3ytffQcrX30HS86Yj99dfzUuueBc+P1+PPavl+B0uTFudAXuuWMZrJbIzajX67Fj1z689f7H8Hp9yMnOxNwZk3H5j86HTnt8kcutN16LJ55dhdvvXgEAmDdzKq6/5tLEBktwY8SIEUzjBH/Urjmv+KN2xOzx1JjFlpxzLcW3eGsrBdb55JQDpWmXzDnllLdEoLZ4eULasaE0/ZTmLxDbZ17vcYnU5VBTpB/I6BGpKMtLwbnTC7Bme1PEj56VIFmpRswenYn3tzXhF+eO7G1kGiW6AqTN2XcliN0VAIBBV4JoNBpYTDp4JPQE2VFth0YDTO05upcYOkndDjN14lh8+OpT/f773fVXA4jcDFde8kO8/NT9WP3i47h/+S0oLz1+3E9eThbuX34LXnv2Iax+6XE89+jd+NXVP4EttW/jGVtqCm698Rq8+fwjePP5R3DrjdcgNcWa0FgJfqxbt45pnOCP2jXnFX/Ujpg9nhqz2JJzrqX4Fm9tpcA6n5xyoDTtkjmnnPKWCNatW6e6mHlBurGhNP2U5i8Q22de73GJ0kUQBOw4Ejl5dFRB5DvkdUuONxYtzDzeX+PKM8tQ1+7GFSu+Qoujb5PUtp4VIHZXAIFQuPdxuyvy+GBFEACwGvWStsM0dXqRnWpEqlkBZ5zIFNn2BCEIgiAIgiAIgiCIePHLJ7fjn2uPoDzPijRLpFAxsTQdC8dnw2LUISv1+DaWs6fm4/FfzEB1kwuX/N9mHKg/fmRo2wm9QDqcx7fESF0JAgBWk07S6TCtXb5+x/ASQ4PKR4TiyM/PZxon+KN2zXnFH7UjZo+nxiy25JxrKb7FW1spsM4npxwoTbtkzimnvCUCtcXLE9KODaXppzR/gdg+83qPS4QugiDgq6oOnDstH3+9vG8Pkr9dMRk1re7e42ejnDU5Dy/+di5+8cQ2XPrgZswZk4VuTxA5tuNFibYuX+8JLQ53tAgSuycIEDkmV3IRxEZFEBY0oY4j4uf8EANS54x077XZ6IhdgiAIgiAIgiAIpeFwBzDnlo9x20VjcfV3KgZ/wgk0dXrx/57+BgcanPAFwshMNcDlDcEfDOOpX8/EGRNzAQAvbqjFn1/Ziy/uOatPoUSMnzywGWaDDs/dODvmdaff/gkWjs/BPVdOHpLPasQmdIo+TtthCMWxatUqpnGCP2rXnFf8UTti9nhqzGJLzrmW4lu8tZUC63xyyoHStEvmnHLKWyJYtWqV6mLmBenGhtL0U5q/QGyfeb3HJUKXhnYPAGBEpmXIzy3INOO/v5+P1XcsBAB0dgcwZkQqgL5bY6I9QWzWwbfDpJh08Phjnw4TCgtod/qRR9thmKAiCKE4BCH24qXBxgn+qF1zXvFH7YjZ46kxiy0551qKb/HWVgqs88kpB0rTLplzyilviUAQBNXFzAvSjQ2l6ac0f4HYPvN6j0uELg2dkeamhdlDL4JEKcmx9PYNGVuUBgBoP6EniMMVQIpZB6N+8K/dFqN+0O0wnd1+hMICbYdhhIoghOLQaDRM4wR/1K45r/ijdsTs8dSYxZaccy3Ft3hrKwXW+eSUA6Vpl8w55ZS3RKDRaFQXMy9INzaUpp/S/AVi+8zrPS4RujR0RFaCFGWZB7lyYDQaDaZWpAMASnOtsJp0J60ECUjqBwJI6wkStT3Y1hoiNtQTZBhQTxCCIAiCIAiCIAjl8vc39uPFDbXY+dASpqLLEx8cxop3q/DXyyfhqQ+PYHKZDQ8unQYA+Pnj29Dm9OGNWxcMauee1/fhxQ21WHnTHEwfmSl6zYY9rbju8W146bdzMXOU+DXEcagnCHHKsH79eqZxgj9q15xX/FE7YvZ4asxiS865luJbvLWVAut8csqB0rRL5pxyylsiWL9+vepi5gXpxobS9FOav0Bsn3m9xyVCl4YOL0ZkmplXnczqKUYUZZmRbTOiqrEb9T39RuwuPzIk9AMBgGvPHonCTAt+/vi23l4iJ9PasxKEeoKwQUUQQnE0NzczjRP8UbvmvOKP2hGzx1NjFltyzrUU3+KtrRRY55NTDpSmXTLnlFPeEkFzc7PqYuYF6caG0vRTmr9AbJ95vcclQpeGDg+KsobfDyTKrNGZePnmuZg/NhvzKrNxsKEbi//4Ga54aAtqWt3ISJFWBMlNN+EPPxqPLk8QVQ3dotfQdhg+UBGEIAiCIAiCIAiCOGVxuAPwBfr222jo8GAEhyKIRqPBjJGZ0Gg0WHb+GHy0fBGWnT8GbU4/7K7AkOYo7Lm2xeETHW91+JBq1sNi1DH7rWaoJ8gwoJ4gyaWtrQ05OTnDHif4o3bNecUftSNmj6fGLLbknGspvsVbWymwzienHChNu2TOKae8JYK2tjYAUFXMvFDbvcIbpemnNH+B2D7zeo/j+rmny4cz7vgUwbCAggwzSnMtKMmx4vVN9bjxB6Nx/fdGc5nnZARBwJFmFwoyzEgx6yU9p8sdwOxbPsZtF43F1d+p6Dd+4zPf4GBDNz744+m83T0loZ4gxClDY2Mj0zjBH7Vrziv+qB0xezw1ZrEl51xL8S3e2kqBdT455UBp2iVzTjnlLRE0NjaqLmZekG5sKE0/pfkLxPaZ13scT13anX4EwwLOnZaPeWOzEAwJ+Gx3K7QaYFJpOrd5Tkaj0WBUQarkAggApFn0MBu0aLaLrwRp6/Ij1ybttBliYKgIQiiO3bt3M40T/FG75rzij9oRs8dTYxZbcs61FN/ira0UWOeTUw6Upl0y55RT3hLB7t27VRczL0g3NpSmn9L8BWL7zOs9jqcu/mAYAHDhvCL8/aopePnmefji3sXY9fA5OGNiLrd5eKDRaJCfYUaLwys63u70UT8QDlARhCAIgiAIgiAIgjgliRZBjPq+X331Onl+Fc5LNw24EqTd6Ud2Kq0EYUV31603/SnZTiiNLn/kBWMyURUuGeh0OuTmDly1HWyc4I/aNecVf9SOmD2eGrPYknOupfgWb22lwDqfnHKgNO2SOaec8pYIdDodCgoKVBUzL9R2r/BGafopzV8gts+83uN46lLT6sZbWxrwowXFKMpmb4Qabzbua0N1sxtXnVXW53FfIISHVx/CWZPzMHtMVpK8UxYmiK+okWf5iyBikJUV+0U/2DjBH7Vrziv+qB0xezw1ZrEl51xL8S3e2kqBdT455UBp2iVzTjnlLRFkZWWpLmZekG5sKE0/pfkLxPaZ13scT10GWgkiV6LbYQSh7/klHd1+AEAO9QRhRhl3AkGcwCeffMI0TvBH7Zrzij9qR8weT41ZbMk511J8i7e2UmCdT045UJp2yZxTTnlLBJ988onqYuYF6caG0vRTmr9AbJ95vcfx1CWgsCJIXroJ3kAYXZ5gn8fbnZEiSBZth2FGGXcCQRAEQRAEQRAEQQwRpa0EyUs3AwBa7H23ckSLINlpVARhRfp5PQQhEwoLC5nGCf6oXXNe8UftiNnjqTGLLTnnWopv8dZWCqzzySkHStMumXPKKW+JQG3x8oS0Y0Np+inNXyC2z7ze43jqorQiSH5GpO9ki8OHMYVpvY+3d0WapWanUV9KVjShjiPC4JcRJ1Ln1AEAbDZbkj1RJ+FwGFrtwP+IDTZO8EftmvOKP2pHzB5PjVlsyTnXUnyLt7ZSYJ1PTjlQmnbJnFNOeUsE4XDkS4eaYuaF2u4V3ihNP6X5C8T2mdd7HE9dXv3iGO58aQ8+++uZKMg0c7EZT2pb3Vjypw2454pJuGh+ce/jT687gvvfOojtD5yNFDOtZZCCTegUfVxZrziCAPDKK68wjRP8UbvmvOKP2hGzx1NjFltyzrUU3+KtrRRY55NTDpSmXTLnlFPeEsErr7yiuph5QbqxoTT9lOYvENtnXu9xPHXxB5S1EqQg0wyzQYt99c4+j3c4/TAbtLCadEny7NRBGXcCQRAEQRAEQRAEQQyRQEhZRRCjXouZozKx+UB7n8fbuvzITjNCo9EkybNTB2XcCQRxAgaDgWmc4I/aNecVf9SOmD2eGrPYknOupfgWb22lwDqfnHKgNO2SOaec8pYIDAaD6mLmBenGhtL0U5q/QGyfeb3H8dRFaT1BAGDe2GwcbOhGW08fEADo6PZRPxBOUE+QYUA9QQiCIAiCIAiCIOTPo+9V4R/vH8a+R8+FVquMVRTf1jjwo/s24cGrp+L7s0YAAC685wsUZJjx5K9mJtk75UA9QYhThrVr1zKNE/xRu+a84o/aEbPHU2MWW3LOtRTf4q2tFFjnk1MOlKZdMueUU94Swdq1a1UXMy9INzaUpp/S/AVi+8zrPY6nLv5gGAadRjEFEACYWGJDmkWPzQePb4lpc/qRRcfjcoHayhKKo729nWmc4I/aNecVf9SOmD2eGrPYknOupfgWb22lwDqfnHKgNO2SOaec8pYI1BYvT0g7NpSmn9L8BWL7zOs9jqcu/mAYBgVthQEAnVaDOWOysKmnL0g4LKDT6UcObYfhgrLuBoIgCIIgCIIgCIKQiD8oKKofSJR5lVk41uZBXbsbbU4fgmEBeelUBOGB7q5bb/pTsp1QGl3+yIvIZKKbMBkUFxfDYrEMe5zgj9o15xV/1I6YPZ4as9iSc66l+BZvbaXAOp+ccqA07ZI5p5zylgiKi4sxevRoVcXMC7XdK7xRmn5K8xeI7TOv9zieuqzb2Yy6dg+WfqeCi71EYTXp8NLnxzC2MA0CgDc31+Oni8tRmmtNtmuKwQSv6OPKK4kRqqempoZpnOCP2jXnFX/Ujpg9nhqz2JJzrqX4Fm9tpcA6n5xyoDTtkjmnnPKWCGpqalQXMy9INzaUpp/S/AVi+8zrPY6nLv5AWJErQUaPSEV2mhGbD7bjaIsLAFCeRwUQHijvbiBUz759+5jGCf6oXXNe8UftiNnjqTGLLTnnWopv8dZWCqzzySkHStMumXPKKW+JYN++faqLmRekGxtK009p/gKxfeb1HsdTF39QmUUQjUaDeZVZ2HygA9XNLhj1WozIVNaqIbmivLuBIAiCIAiCIAiCICSg1CIIAMwfm43WLh/W72pBWa4VOgWdcCNnqCfIMKCeIMnFZDIhOzt72OMEf9SuOa/4o3bE7PHUmMWWnHMtxbd4aysF1vnklAOlaZfMOeWUt0RgMplQWFioqph5obZ7hTdK009p/gKxfeb1HsdTlzc31yMYEnDJaSVc7CUSm9WAFz6tgd0VwMxRmThv5ohku6QoqCcIccqQkpLCNE7wR+2a84o/akfMHk+NWWzJOddSfIu3tlJgnU9OOVCadsmcU055SwQpKSmqi5kXpBsbStNPaf4CsX3m9R4nxU4wFJZkU8krQUpyrCjKjmyBoX4g/FDm3UComg0bNjCNE/xRu+a84o/aEbPHU2MWW3LOtRTf4q2tFFjnk1MOlKZdMueUU94SwYYNG1QXMy9INzaUpp/S/AVi+8zrPW4wO/947xDOvPMzSYWQQDAMo0G5X3vnVWYBAMrylFcwkyvKvRsIgiAIgiAIgiAIVbGz2o7H1hxCq8OHdqd/0Ov9IeWuBAGA08blAABGF1ARhBf6ZDtAEEOltLSUaZzgj9o15xV/1I6YPZ4as9iSc66l+BZvbaXAOp+ccqA07ZI5p5zylgjUFi9PSDs2lKaf0vwFYvvM6z1uIDtefwi3rdzV+3ez3Yv8DHNMmwEFb4cBgO/NKEBmqgHTKjKS7copgybUcURIthNKo86pAwDYbLa/ksqSAAAgAElEQVQke6JO/H4/jEbjsMcJ/qhdc17xR+2I2eOpMYstOedaim/x1lYKrPPJKQdK0y6Zc8opb4nA74/8OqummHmhtnuFN0rTT2n+ArF95vUeJ2YnFBZwz+v7sfLTGvzuwkrc/9ZB/OO66VgyLT+mzXOXb8Ck0nQ8cPXUYftFKBOb0Cn6uHJLYoRqef3115nGCf6oXXNe8UftiNnjqTGLLTnnWopv8dZWCqzzySkHStMumXPKKW+J4PXXX1ddzLwg3dhQmn5K8xeI7TOv97gT7Tg9ATy3/ijOXb4BKz+twWWLSvE/c4sARFaCDIY/oOyVIAR/aDsMQRAEQRAEQRAEITueW38UD79bBbc/hJmjMnHzBWNxzrR8aAAYdBo0OyQUQYJhGHSa+DtLKAYqghCKw2KxMI0T/FG75rzij9oRs8dTYxZbcs61FN/ira0UWOeTUw6Upl0y55RT3hKB2uLlCWnHhtL0U5q/QGyfWeMx6w2oW74CgtaLr+58DPfZR2FeZTZuvqASE0vT+1ybazOh2e4b1KaSj8gl4gP1BBkG1BOEIAiCIAiCIAiCL3XLV8BdVY39mnS8YRmJbYY8fPy3xchL79/89Mf3b4LFqMdzN86OaXPqsrW4bFEpbr1oXLzcJmQK9QQhThnWrFnDNE7wR+2a84o/akfMHk+NWWzJOddSfIu3tlJgnU9OOVCadsmcU055SwRr1qxRXcy8IN3YUJp+SvMXiO0zazybBA92ajOxtrIcmwwFOD9QK1oAAYD8dDOa7V688MlR7K/rGtCmPxiG0UBfe4nj0N1AKA673c40TvBH7Zrzij9qR8weT41ZbMk511J8i7e2UmCdT045UJp2yZxTTnlLBHa7XXUx8yLZunn8IVQ1OHv/fmXjMaz6vDaJHg2NZOs3VJTmLxDbZ9Z43GkWdOgsSDf6cbtrO64rHLjnR16GGbWtbtz92n688GmN6DXBUBhhAbQdhugD3Q0EQRAEQRAEQQAA7v7vPlx83yb4A2E4PQH88eU9uGvV3mS7RagEQ34OvHkFAIDZZako+c3SAa/NzzAhGI50djjY0C16jT8YBkBFEKIvSe0JsmvvQbz27lpUHalFe6cdN//6ZzjnzAW944Ig4D//fRfvf/w5urvdGDemAtdfcxnKSwp7r/EHAnh65Wv49Iuv4PMHMH3SONxw7eXIzc7svcbZ7cIT/16FTV/vBADMnzUVv156KVJTrMPym3qCJBen04m0tLRhjxP8UbvmvOKP2hGzx1NjFltyzrUU3+KtrRRY55NTDpSmXTLnlFPeEoHTGVlJoKaYeZHMe6Xd6cOZf/gM/mAY795xGr7c3457Xt8PADjw2HeT4tNQUdprTWn+ArF95vEe9/yGZvx77T589dAPoNMOfKrLO1814JbnvwUAWIw6bH/gbGhPut7u8mPu79fj9ovH4adnlQ/bL0KZyLIniMfrQ1lJEX519Y9hMhr6jb/69od4ffU6/Prqn+DRe25Hui0N//vXh+D2HF8W9eRzr2Ljlu247abr8MDyW+D2ePHHex9FKBzuvebeR55BVXUt/nr7Tbj7jptQVV2L+x59NiExEvw5cOAA0zjBH7Vrziv+qB0xezw1ZrEl51xL8S3e2kqBdT455UBp2iVzTjnlLREcOHBAdTHzIpm6vbzhWO8v54ebXHi5ZxtMed7wfjhMBkq775TmLxDbZx7vcV2eACZmumIWQACgMCtyEs30igx4/CEca3P3u4ZWghBiJPVumDNjMpZe9j84fd5MaDR9XREEAW+9/xEuufC7OH3eTJSXFuGWG66Gx+PFJxu3AABcbjc+XL8R111xMWZOmYAxI8twyw1LUV1bj2++3QcAqK1rxNc79mDZz6/ExLGjMKFyFG76+RXYsv1bHGtoSnjMBDtVVVVM4wR/1K45r/ijdsTs8dSYxZaccy3Ft3hrKwXW+eSUA6Vpl8w55ZS3RFBVVaW6mHmRLN18gRBe+rwWc8ZkAQA+292Coy2RL5VefzjWU2WF0u47pfkLxPaZx3tclzuAkakDNzqNMmNkBh69bhp+f9HYyHMb+2+JoSIIIYZs74amljZ02Lswc8rE3sdMRiMmjx+DvQeOAACqjtQiGAphxtQJvdfk5WShpKgAew8eBgDsO3gYFrMJE8aO6r1m4tjRMJtM2HvgcIKiIQiCIAiCIAj5svrrRrQ7/fjVd0eiKMuMNdsjPxbOHp0JbyCUZO8INdHlCQ66CgQAtFoNzplWgLGFke03B05o6BslEIx0fqAiCHEi+mQ7MBAd9kj1LzOj756yjHQb2jvtPdc4oNVqkZ6W2ueazHQbOu2OXjvptjRoNMdfSBqNBhnpaei0968wvv/RBrz/0ecxfbvtjj8OPSCCG3PnzmUaJ/ijds15xR+1I2aPp8YstuScaym+xVtbKbDOJ6ccKE27ZM4pp7wlArXFy5NkaCcIAp5bfxSVhamYPzYbFfmpqO9og82ix4QSG/bUDv6rvFwYrn4ubxB6nQYmg46zR7FR4mslls883uPee7sVWm2x5OekmPUoybHgYD2tBCGkIdsiyHH6VgEFkcdORoDQ5xqNyOWCIIg+ft7Zi3De2Yti2q/rX2QkEohOF/vNabBxgj9q15xX/FE7YvZ4asxiS865luJbvLWVAut8csqB0rRL5pxyylsiUFu8PEmGdpsPdOBgQzfuvnwSNBoNRhWkYOO+NswYlQmLSQdvINTz2XnwX+eTzXD0s7v8uPi+TZhekYn/+9mUOHg1MEp8rcTymcd7XJcniIIM45CeV1mYhoMiK0GoCEKIIdu7ISsjcvLKyas1HI4uZKbbeq5JRzgchsPZt+pndziRmWHrtWN3OCEIxw/BEQQBjq5uZKTT6S5K5Msvv2QaJ/ijds15xR+1I2aPp8YstuScaym+xVtbKbDOJ6ccKE27ZM4pp7wlgi+//FJ1MfMiGbo998lRZKcZcf7sEQCAUQWRVdYzRmbApNchLKD3KFK5M1T9wmEBt72wC8faPGhxeAd/AmeU+DqJ5TOP97gudwAF4ZohPa+yMA01rW74Ttq6RUUQQgzZ3g0FeTnIyrBh+7fHzyX3+wPYvf8QJowdCQAYM7IUep2uzzWt7Z04Vt+ECZWRHiDjK0fB4/Vh78EjvdfsPXgEXp+vT58QgiAIgiAIgjjV2VFtxy+f3IbdtZGt4zUtLny6uxWXnl7SuxVkWkUGDDoNTp+QC7Mh8nXBp6DmqEPh6XVH8MnuVpgNWup9IhO6PIF+R90ORmVhKkJhAYebXH0epyIIIUZSt8N4vF40NLUCAAQhjJa2Dhw+egxpqVbk5WTjwvPOxqo330dJUQGKR+TjpTfeg9lswlkLI3vNUqxWnLt4IZ5Z+ToybGmwpaXiny+8iorSIkyfMh4AUFo8ArOmTcQjT63Esl9cBQECHnlqJebOmIKSwoKkxU4Mn4qKCqZxgj9q15xX/FE7YvZ4asxiS865luJbvLWVAut8csqB0rRL5pxyylsiUFu8PImXdt2eIB569yBe3FALQQDGFdkwqTQd249Eeu19f9aI3mvHFqVh+wNLYDRo8U11ZNwXDCFVATvph6Lf5oPtWPFuFb4/swDeQBh17Z44eiaOEl8rsXxmjaesvByujQ7o0/KH9LyxRZE+kgcbnJhQcny1PxVBCDGS+i/ZwcM1+P3yB3r/XvnqO1j56jtYcsZ8/O76q3HJBefC7/fjsX+9BKfLjXGjK3DPHctgtZh7n/PLn14CnU6Lv614Gn6/H9Mmjcct1y+FTnv8Rr/1xmvxxLOrcPvdKwAA82ZOxfXXXJq4QAmuTJkSe6/mYOMEf9SuOa/4o3bE7PHUmMWWnHMtxbd4aysF1vnklAOlaZfMOeWUt0Sgtnh5Eg/tPtrZjD+/uhctDh+uOKMMH37ThPqeL/xHW13QaTUoybH2eY6xZwWIqefLo1KOyZWqX7Pdi98+uxPleSn4y2WT8MeX98DrT/xKECW+VmL5zBpPxegJADbBVjC0FftluVYY9VocqO/bFyTQUwQxUBGEOIGk3g1TJ47Fh68+1e+/311/NYDIKS5XXvJDvPzU/Vj94uO4f/ktKC8t6mPDaDTg+qWX4rVnH8I7/3kMf77tBuTlZPW5xpaagltvvAZvPv8I3nz+Edx64zVITen7Dz2hHN5++22mcYI/atecV/xRO2L2eGrMYkvOuZbiW7y1lQLrfHLKgdK0S+accspbInj77bdVFzMveOrmC4Rw0zM7cP1T3yDdasArN8/DH340HuV5VtS1uwEAR5vdKM62wKAT/1pgNvZshwkqY6uIFP3CYQG3vrALbl8Ij143HSlmPSxGHTxJKIIo8XUSy+ehxPP0uiNYcNt6/PW/+7BnfyPqlq/A6meeBgC4qzcNySe9TotRBSk42NC3VyStBCHEkP+aNoIgCIIgCIIghoQgCLjr5T344Jsm3PSDMbjunIreQkdxthVf7G8DANS0ulCelzKgHZM+0ifkVOgJ4nAHcM6fNiAr1YgjzS785bKJGD0i0gTWbNQlZSWImvnqYAc8vhBWbazFyk9rMCZYgLPLmyKDXUM/jrOyMA2bDrT3eYyKIIQYdDcQiiM1NZVpnOCP2jXnFX/Ujpg9nhqz2JJzrqX4Fm9tpcA6n5xyoDTtkjmnnPKWCFJTU1UXMy946fb53ja8uaUBN5w3Cr/+3qg+Kz2KsixocfjgD4RR0+JGWd7AK6RNPdtilNI0NJZ+u2scsLsCaOr04pxp+fjRguLeMYtRC08SYlTi6ySWz0OJp7bNjdMn5uDzu8/Cz/0H0K4142go8ny92zdkvyoL09Di8MHu8gMANuxpxSsbjwGgIgjRF02o44gyzruSEXXOSEXcZqMjdgmCIAiCIAj58fwnR/G31/Zj898XIzPV2Gfszc31uG3lLvxn2RxcseIr/PHHE3D5olJRO1sOtuOqh7fi+ZtmY15ldiJcjxtPrT2CB94+iC33LYbNYuhzAsljaw7hkdWHsOeRc6AfYGsQwY9QWMDU36zFT88qxy0XjkXd8hV4ulaPVebRAIBnso7g9L/8ekg2N+xpxXWPb8PKZXMwa1QmlvxpA9qdflTkp+CVm+f19rkh1INN6BR9nO4EQnG8++67TOMEf9SuOa/4o3bE7PHUmMWWnHMtxbd4aysF1vnklAOlaZfMOeWUt0Tw7rvvqi5mXvDSrbM7AK0GSLca+o0VZVsAABt7tsSU5w68EsRsUNZ2mFj67antQnG2BRkpxn5HsFp64vQGEhunEl8nsXyWGk+z3YtAUEBpT0PegmVLMavAiO8W1gMAGicP7XQY4IQTYuqd2FLVgbp2D/5y2US8edsCKoAQfaC7gVAc3d3dTOMEf9SuOa/4o3bE7PHUmMWWnHMtxbd4aysF1vnklAOlaZfMOeWUt0TQ3d2tuph5wUu3jm6/6Jd9ILIdBgC+3BfpnxBzO4yxpwiikMaosfTbc8yBiaXiK7nNPXEmui+IEl8nsXyWGk9tW6Qxb7QIok+3Ycld1yDNEAQABAJD3w6Tl25CutWAgw1OvPZlHWwWPZZMHXoxhTj1oSIIQRAEQRAEQZxi2Lv9yDppG0yU/AwTdFoNdtU6YDHqMCLTMqAdpR2ROxAOdwDH2jyYWCJeBLH0FEGScUKMGjnWFjmiuTjn+L1nNupgNeqg12pEi3eDodFoUFmYim2H7Vi7oxk/mF3YW9wiiBOhniDDgHqCJBe32w2rdeBfLAYbJ/ijds15xR+1I2aPp8YstuScaym+xVtbKbDOJ6ccKE27ZM4pp7wlArc78iuvmmLmBa975YqHtgAA/vObuaLji//4Gep7tgtcclrJgHYaOz048w+f4a+XT+rTSFSuDKTf5oPt+OnDW/HM9TNx+oTcfuNrtjdh2b92YPUdp2FMYVoiXAWgzH8bYvksNZ4H3z6If31UjZ0rlvTpwfLmF9XYcMCBu39SOSxd/vzKXry4oRYA8Mat8zGxNH3INohTB+oJQpwyfPvtt0zjBH/Urjmv+KN2xOzx1JjFlpxzLcW3eGsrBdb55JQDpWmXzDnllLdE8O2336ouZl7w0q0jxkoQAPjluSNxzxWTYhZAgBOPyGVfIfHihlp8tLOZ2U4sBtLvaLMLAHqPxD0ZizHytciT4J4gSnydxPJZajzH2t0oyrb0a0I7QteMh5ZOG7YulYWR/I4vTqMCCDEgVAQhFEd1dTXTOMEftWvOK/6oHTF7PDVmsSXnXEvxLd7aSoF1PjnlQGnaJXNOOeUtEVRXV6suZl7w0q2zO4CMGEWQS04rwUXzB1/ZcfyIXPbiwBNrDuPxDw4z24nFQPq1OHzQaoBcm0l0PFk9QZT4Oonls9R4alvdKMnpvw0r1mchKYwvjqzUv1jCvU2oF32yHSAIgiAIgiAIgh/hsAC7K/ZKEKlEiyCsjVF9gRBau3xod/rg9ASQZul/ak08aXb4kG0zDXj8bfR0GOoJkhjauvyojMO2oynl6Xj61zOxYJyyj3Mm4gsVQQjFsWDBAqZxgj9q15xX/FE7YvZ4asxiS865luJbvLWVAut8csqB0rRL5pxyylsiUFu8POGhncMdQFgAMlPZCw16nRZ6rYb5iNzGTi8AICwA24/YccbE/n05eDCQfs12L/LSxVeBAMlbCaLE10osn6XG0+UJiB7fHOuzkBQ0Gg0WxeneIk4daDsMoThCodhvToONE/xRu+a84o/aEbPHU2MWW3LOtRTf4q2tFFjnk1MOlKZdMueUU94SQSgUUl3MvOChW0e3HwC4rAQBAJNRy7wSpKHD0/v/W6s6WF0akIH0a3H4kJ9uHvB5yTodRomvk1g+S4knGArD7Qshzdr/9/hYn4UIghdUBCEUx5YtW5jGCf6oXXNe8UftiNnjqTGLLTnnWopv8dZWCqzzySkHStMumXPKKW+JYMuWLaqLmRc8dOvsDgAAMnkVQfQ65iNy6zsiK0EKMszYeih+RZCB9Bt8JUj0KODEfvlW4uskls9S4nF6ggCANHP/Ikisz0IEwQsqghAEQRAEQRDEKUQn55UgZoMW/iBbEaShwwOtBjhvZgF213TB7Qty8U0KvkAIdlcA+RmDrwTh0QCWiE20CGIT2Q5DEImAiiCE4hgzZgzTOMEftWvOK/6oHTF7PDVmsSXnXEvxLd7aSoF1PjnlQGnaJXNOOeUtEYwZM0Z1MfOCh26drkgRhEdPEAAwGrTwBti3w+SlmzF/bDaCYQE7qu1cfDsZMf1aHD4AQH7G4D1BEr0dRomvk1g+S4mnyxNZqSTWHDfWZyGC4AU1RiUUx9ixY5nGCf6oXXNe8UftiNnjqTGLLTnnWopv8dZWCqzzySkHStMumXPKKW+JQG3x8oSHdh3OniJICq+VIDr4hrlCwu0L4rM9bahv92BElhkzRmVCp9Xgq6pOLBiXw8W/ExHTr9keKYLE2g5j6GkAm+jtMEp8rcTyWUo8TnfPShBL/6+isT4LEQQvaCUIoThWr17NNE7wR+2a84o/akfMHk+NWWzJOddSfIu3tlJgnU9OOVCadsmcU055SwSrV69WXcy84KFbR7cfVqOud3UDK2ajFr5hrgRZs70Jy/61A18f7kRRlgWpZj0mlNji1hxVTL8WR6QfSaztMEBkNUiiV4Io8XUSy2cp8fSuBBHZDhPrsxBB8IKKIARBEARBEARxCtHi8CHbxmcVCAAYGRqj1rVHToURBKAwK1KEmD06Eztr7MMurAxGi8OLB98+iI92NqPbEzxhO0zsIojFqEv4ShA10uUZeCUIQSQCuvMIxZGRkcE0TvBH7Zrzij9qR8weT41ZbMk511J8i7e2UmCdT045UJp2yZxTTnlLBGqLlyc8tDvc1I1RBakcvIlgNmjR6QoM67mNHR5YjDr4g2GMHpEGAJg9JgvPfnwUO486MGdMFjc/gYh+q7c24p9rjwAAdFoNbFY9TAbtoF+6zUYtPIyn4AwVJb5WYvksJZ7unpUgNpGeILE+CxEELzShjiNCsp1QGnXOyNJCm82WZE8IgiAIgiAI4jiBUBjTf7MOP1tcjt9dyKevwg1PfYOaVhfevWOh5Oc8tfYIxoxIxbMfH0UwFMaKa6Yhx2aCTqtBlzuAOb//GDecNxo3nDeai48nctfLe7BmexP+8fPp2Li3DRv3taE4x4JHrp0e83nn370R5XkpePS62NcRbDy8ugpPfnAYex45F1qtJtnuEKcwNqFT9HHaDkMojrfeeotpnOCP2jXnFX/Ujpg9nhqz2JJzrqX4Fm9tpcA6n5xyoDTtkjmnnPKWCN566y3VxcwLVt1qWtwIhASMHsFvJYjJoB1SY1R/MIxH3qvCyk9r0NjpQWGWBfkZZuh6vvDarAaMK0rD14fEv6Cw8NZbb6Gm1Y2yXCvmjMnCby+oxBu3LRi0AAJEGsAmuieIEl8nsXw+cSwYEr9nnO4A0iwG0QJIrM9CBMELKoIQisPj8TCNE/xRu+a84o/aEbPHU2MWW3LOtRTf4q2tFFjnk1MOlKZdMueUU94SgcfjUV3MvGDVraqxGwAwhmMRxGzUDemI3AP1TgSCAvbVOdHU6e3tBXIis0Zn4ZsjnfAH+W4/8Xg8qG11oTTXOuTnmpPQE0SJr5NYPkfH1u5owrxb1+NYm7vfNV2eINIG2JoU67MQQfCCiiAEQRAEQRAEcYpwqNEJjQYYybEniEk/tJUgu2sdACKn1ARCAkZkWvpdM2dMJryBcO+1vBAEoKHTi/K8oRdBLEk4HeZUZVeNA05PECverep9LBwWcLipG12ewIBFEIJIBNQTZBhQT5Dk4vf7YTQO3PF8sHGCP2rXnFf8UTti9nhqzGJLzrmW4lu8tZUC63xyyoHStEvmnHLKWyLw+/0AoKqYecF6r9z4zDfYd8yJdcsXcfPp72/sx8ufH8OOh5ZIuv72/+zC65vqe/9+6lczccak3D7XtDp8WHj7J7j94nH46Vnl3Hw9cKwTP7x3C+776RRcMKdwSM+98ZlvcLjRhffulN77hBUl/tsQy+fo2G+e3YH3tzUBAF77/XxMLkvHa1/W4c6XdiMv3YzSXCtWLpsz4POVqAshP6gnCHHKsHXrVqZxgj9q15xX/FE7YvZ4asxiS865luJbvLWVAut8csqB0rRL5pxyylsi2Lp1q+pi5gWrbocauzGmkN8qEAAwGXTwBUIQhOO/nbY6fPjvF8f6PBZlV40DU8vTe/8eIbIdJjM1cjKIs+e4VF5s2xbRr3wY22EsRh08cTq2dyCU+DqJ5XN0rK7Ng6nl6chKNeK+Nw9AEAR8sb8NYQFosnths4qvBIn1WYggeEFFEEJx1NbWMo0T/FG75rzij9oRs8dTYxZbcs61FN/ira0UWOeTUw6Upl0y55RT3hJBbW2t6mLmBYtu/kAYNS1urv1AAMBq0iEsoM8xua9vqsMfXtqDTQfa+1zr9gVxqLEbp43PQUFGpPhRKLIdRq/TwmTQwu3jW3Rob24AgOH1BDEkvieIEl8nsXyOjtW1ezC2KA03nDcKX1V14NPdrdhadfxXebHjcU98vhJ1IZQDFUEIgiAIgiAI4hSgusWFYJjvyTAAsGhiZCvL21uOb3E51h5pXPnc+po+1+495kRYACaXpWNccRpsFj1SB+j/YDXp4PbxWQkSdHShbvkKuDudSNWEkBocemNNi1EHlzeIcJi6BbDg8gbR0e1HcbYFlywsQXmeFXe+vAetXT5oeg6EoZ4gRDKhIgihOBYtir3HdbBxgj9q15xX/FE7YvZ4asxiS865luJbvLWVAut8csqB0rRL5pxyylsiWLRokepi5gWLboficDIMAIwrSsOMkRl4+fNjvQWC6Kkfn+1pxeGm7t5ro41OJ5em4xfnjsQdPxo/oF2rSc9tJUjTimfx9tEA1rQVYb6vEc0P/3vINsYWpcEbCGPPsS4uPklBia+TWD4vWrQI9R2RAlRxthUGnRY3X1CJVocPALBkaj6AgVeCxPosRBC8oCIIoThcLhfTOMEftWvOK/6oHTF7PDVmsSXnXEvxLd7aSoF1PjnlQGnaJXNOOeUtEbhcLtXFzAsW3aoau6HTalCRn8LRowiXLSpFTau7d/tLXZsbM0ZmAAC2VnX0XrerxoGCDDNy002YMTITF84tGtBmiknHrQjiq6nDC+ZKjIUd17u+ha+mbsg2zpiUC60G+PjbFi4+SUGJr5NYPrtcLtS3R4sgkW1QS6bmY/rIDIzINPc2q00boCdIrM9CBMELKoIQimPbtm1M4wR/1K45r/ijdsTs8dSYxZaccy3Ft3hrKwXW+eSUA6Vpl8w55ZS3RLBt2zbVxcwLFt0ONXajNNcKk0HH0aMI504rQFaqES99XotAKIzGTi/mVGbBZNDiaIu797pdNQ5MKpN2gmKKSQ8Xp+0w+tJi2LUmVGY7YdBqYCorHrKNrFQjZo7KxPpdiSuCKPF1Esvnbdu2oS5aBMmJFEE0Gg2e+MUMrFw2BzNGZSIz1TDgaqVYn4UIghdUBCEIgiAIgiCIU4CqRif3rTBRjAYtLl5QhPXftmD74U6EBaA0x4qyXCuOtkZ+tXe4A6hpdWNyafog1iLw7AliuvYKAIBOI8A8pgIFy5YOy853puThQL2zdzUDMXTq2t2wGHXISj1+xG1mqhElOVZkpRqx6d7FWDAuJ4keEmqHiiCE4hg/fuC9pVLGCf6oXXNe8UftiNnjqTGLLTnnWopv8dZWCqzzySkHStMumXPKKW+JYPz48aqLmRexdPvLq3vx22d3iI75AiHUtrq5N0U9kR8vLIEA4MF3DgIASnKsqMhL6V0JsifaD6RMahGEX0+QLq0JAJA3cTqK71oGfbq01SgnM6U8ssWnuiUx2zGU+DqJ5fP48eNxtMWNkhwLNNEuqCcx0OMn2laiLoRyoCIIoTjKysqYxgn+qF1zXvFH7YjZ46kxiy0551qKb/HWVgqs88kpB0rTLgm8sdgAACAASURBVJlzyilviaCsrEx1MfMilm4ff9uCvXVO0bFtPaszJpYM78u/FIqzrThjYi52VEeKHSU5FpTlWXGs1Y1gKIxdNZHHJ0kugujg4lQE6ez2AwBGFJUy2clJi6xeaOvyMfskBSW+TmL5XFpahh3V9t5i0nBtK1EXQjlQEYRQHB988AHTOMEftWvOK/6oHTF7PDVmsSXnXEvxLd7aSoF1PjnlQGnaJXNOOeUtEXzwwQeqi5kXA+nW4vCisdMLl1d8+8jbXzUg1azHwvHx3WZw2emRIoNBr0FeuhnleSkIhgU0dHixq6YLZblWpFvFT/44GZ7bYTq6AwCAo7u/YLKTnRZZUdLu9DP7JAUlvk5i+fzO6vdhdwV6m+YO17YSdSGUAx3QTBAEQRAEQRAy59ujkVUWYo1E3b4g1n7TjPNmjYDZyL8p6oksnJCDomwLDDoNdFoNyvMiJ9FUt7iwq8aBWaMzJdviuR2mo2cliF7L9htvilkHk0GbsJUgpxrR+3PmKOn3AUEkGiqCEIojOzubaZzgj9o15xV/1I6YPZ4as9iSc66l+BZvbaXAOp+ccqA07ZI5p5zylgjUFi9PBtIuWgRx+0IQBKFPX4WPdrbA7Q/hwp7jR+OJTqvBAz+bAo8/Urwoz7MCAL4+1IEmu1dyPxAgUnDwBcJ4bv1R/PeLOrx358Jh+xXdDpOby3bvaTQa5KQZE7YSRImvlVg+dwXNyE4zoizXymRbiboQykET6jgiJNsJpVHnjFTYbbb47bkkCIIgCIIgiCg/e2QrNh1oBwBsf+BspJiP/5Z5zT++RnVzNz5afga02oGbTsYDQRAw79b10Gk1aHf68eJv5kpeDfLc+qO45/X9OHtqHj7a2YJ9j547bP//8upevPNVA7bef/awnn8iP7pvE2xWPf51w2xmW2pjyV0bMLYoDf/4+fRku0IQsAmdoo9TTxBCcbz22mtM4wR/1K45r/ijdsTs8dSYxZaccy3Ft3hrKwXW+eSUA6Vpl8w55ZS3RPDaa6+pLmYWNh9sx9aqDgDi98rRFhd2VNthNkQ+up+4JabF4cWX+9tw/pzChBdAgMjKiRvOG412px9aDTChJE3yc62myA+Lx9oix9FGV5cMh45uP7LSjFzuu2ybEW1dfgRCYQRCYWZ7sVDi6ySWzzMtB1CWN7xVICfaVqIuhHKgIgihOAKBANM4wR+1a84r/qgdMXs8NWaxJedcS/Et3tpKgXU+OeVAadolc0455S0RBAIB1cU8XPyBMJb9awd+/c/t6HD6++nmcAfwiye2wWTQ4hfnjgIAuLzHiwXvfd2IsABckICtMANxxRml+O70AswanQWrSfpu+94iSGvkiF2xfidS6XD6kZlq5HLfZaeZ0O7046ZndmDZv8SPJOaFEl8nA/kcDIWh04SQMoR7YCDbStSFUA7UE4QgCIIgCIIgksSHO5rQ2XOyyYPvHMTEE36iDITCuOmZHahv9+C5G2fD4Y4UCU4sFry1pQFTytIxMj81oX6fiEajwYprpg75edGCibtnBYjLGwKktxTpQ6crgKIsy/CefBI5aUZ0dPux5WAH/MEwvP5Q3BvOngpEjztOMZNWhLyhniDDgHqCJJdwOAxtjM7fg40T/FG75rzij9oRs8dTYxZbcs61FN/ira0UWOeTUw6Upl0y55RT3hJBOBzZQqCmmIfLZQ9uQVuXD2dUpmPlFw14wLsVrvxCzL7uh3hucytWbTyGe6+cjP+ZV4TNB9vx04e34oWbZmNuZTYO1Dvxw799gTt/NB5XnFmW7FCGTDSeKG/cOh8TS4dXBVl4+yc4Y2Iu/nLpBOb77oVPjuLu1/b3/v3sDbNwWpyOHlbivw0D+dzQ4cHiOz/FXy+fjIsXFDPZVqIuhPygniDEKcPnn3/ONE7wR+2a84o/akfMHk+NWWzJOddSfIu3tlJgnU9OOVCadsmcU055SwSff/656mKWii8Qgj8YKRIdbHBi2+FO/GRhCS4+8Bkywj68U1yCOx3F+MH927Bq4zFct6QC/zOvCAB6txl092yHefurBui1Gpw3a0RygmHk5G0TrmEelysIAuzdfmSlGrjcdzk2U5+/v9jfzmxzIHi9Tv7x/qHexrnxZiCfXd4gFuS29mnaO1zb9O8HEU9oOwyhOBoaGpjGCf6oXXNe8UftiNnjqTGLLTnnWopv8dZWCqzzySkHStMumXPKKW+JQG3xDoVrH9uG/AwT7v/ZVKz6/BiMei0unFeEzpdqcW3IhWprJs7z1aBLZ0b+6TPw2x9W9j43us3A5Q1CEAS893UjTp+Yg6xUY7LCYSLaEySKe5g9QZyeIAIhAVmpRi73XnZaRE+DToNJpelxLS7w8DcUFvD4msOYUp6O+WPjf7TsQD67fCGMsLiRYhr+dphYn4UIghdUBCEIgiAIgiCIBBAIhfFNdSfMBh26PUG89VU9vju9AFmpRrjLinFmVTUQ0uMMbx0sYypQfMXkPs+Prpxw+YI42NCNJrsX/+/7o5MRChf6rQTxDm8lSGuXDwCQmWqEp4XZLWSnRVaCVBamYdHEXDy8uipy+oxMi02d3X6EwgK+OWLHsTY3SnKGfzoLC93eSBGLZSUIQSQC2d+hbo8Xz7/yNr786hvYHU6MqijBr372E4wdXQ4AuP+xf2PdZ5v6PGfcmAo8fPf/9v7tDwTw9MrX8OkXX8HnD2D6pHG44drLkZst7QxzQl6cddZZTOMEf9SuOa/4o3bE7PHUmMWWnHMtxbd4aysF1vnklAOlaZfMOeWUt0SgtnilUt3sQiAoIBAM4r63DsDlDeHSRSUAgIJlS9G04llMq2+BZUwFCpYt7ff86JdLlzeEL/a1AQAWxqlXRSI4eSXIcE+HeXdrIzQaYFpFBsxl7PdedCXIxFIbThuXjYdXV2HzgXacN5P/tiMer5VWh6/3/9/f1th7ilC8GMhnlzeIDS35uJKhCBLrsxBB8EL2PUEeevIFbNu5B7+7/mo8+cBdmDllAm77y4No6zje5GT65PF4+an/6/3vL/97Yx8bTz73KjZu2Y7bbroODyy/BW6PF3+891GEwvE995uIDx0dHUzjBH/Urjmv+KN2xOzx1JjFlpxzLcW3eGsrBdb55JQDpWmXzDnllLdE0NHRobqYpXCg3tn7/69sPIbKwlRMr8gAAOjTbSi+axms11+B4ruWQZ/evwG/teeEEpcviI372jC6IBUFmebEOB8H+m+HGfpKEI8/hJc/r8XiyXkoz0vhct9lpBjw49OKceHcIkwstSHNoseXceoLwsPflp6VMGkWPd7c0gBBiO+5FwP57PIGkWn0M22HifVZiCB4IesiiM/vx8Yt27H0soswdeJYFBXk4cpLfojCgjysXvtZ73UGgx5ZGem9/9lSU3rHXG43Ply/EdddcTFmTpmAMSPLcMsNS1FdW49vvt2XjLAIRnbu3Mk0TvBH7Zrzij9qR8weT41ZbMk511J8i7e2UmCdT045UJp2yZxTTnlLBDt37lRdzFLYX++EQa9BeV5ku8JPTi+FRqPpc00s3bRaDawmHdqdfmw91ImFE+Lf/yGe6HVamAxaRCWIbqcYCqu3NsDuCmDpd8oB8HmtaTQa/PmySZg5KhN6nRbzKrPx5f62uBQXePgbXQlyzdkVqG52DauRa7Pdi68PiZ+kcTID+ezyhTA5o5NpO0ysz0IEwQtZF0FCoTDC4TCMBkOfx01GA/bsP9T79579h3DJtTdj6U1/wENPvgC7o6t3rOpILYKhEGZMndD7WF5OFkqKCrD34OH4B0EQBEEQBEEQAPbXOTG6IBWLJ+chzaLHBbMLh2wjxazH9sOd8AfDmD06Kw5eJharSYfMFCPMBi1cwymCfN2IkfkpmDkqftvc54/LRn2HF7Wt7rjNwUJLTxHkyjPKkGsz4fn1R/td4/WHcP1T21HV4Ow3BgB/f2M/fv7E10yFnmj+Uk2y77hAqBxZ36FWixnjK0fipTfeQ3lpITIz0vHpxq+w7+ARFBbkAQBmTZuI0+ZOR0FeDppb2vHcK2/j939+EP+49w4YDQZ02B3QarVIT0vtYzsz3YZOu6PfnO9/tAHvfxT7SKbb7vgjvyCJITNp0iSmcYI/atecV/xRO2L2eGrMYkvOuZbiW7y1lQLrfHLKgdK0S+accspbIlBbvFI5UO/EaeOzcdMPxuBni8uRaun/UXww7VJMOhxpdgEAKvJTYl6rBKwmPVJMOrR1DX07TFuXD19VdeBX3x3Vu6ImHvfeaeMiK26+PNCOsjy+mvPwt7XLh3SrAakWPS5dVIJHVh/CkeZujMw//v3nQL0TH+1swbSKDIwpTOvz/EAojA172+DyhuBwB5CRErsB7EA+u3xBHOjKhNEw/N/ZY30WIgheyLoIAgC/v2EpHnzieVz+y1uh1WoxuqIUZ542B4eqawEAZ542p/faitJijBlZhiuvvw1fbd+FhXNnDGhXgABA0+/x885ehPPOXhTTpzrxAiqRIEaMiN2UarBxgj9q15xX/FE7YvZ4asxiS865luJbvLWVAut8csqB0rRL5pxyylsiUFu8UrC7/Gjt8qGyMA1mow5mo3jfhMG0SzHrEQoL0GiAkuzknALCkxSTDlmpRnj8oSE3Rv1wRzPCAvC9GQW9j8Xj3ivLtaIw04wv97fj0tNL0e0J4lBTN6b19HNhgYe/rQ4f8tIjJ9r8ZGEJnvjgMFZ+Wou7fnx8JXx1S6RwdkxkNcvXhzrh9ES0b7L7BiyCtDW2Y8s/XoPe3ojMvI9RsGxpn941Lm8IXUKq6HOlEuuzEEHwQtbbYQCgsCAP9y+/BW+/8Cj+88S9ePSe2xEMhVCQJ74HMjsrAzlZmahvjJyPlZWRjnA4DIezu891docTmRn9G04R8mfdunVM4wR/1K45r/ijdsTs8dSYxZaccy3Ft3hrKwXW+eSUA6Vpl8w55ZS3RLBu3TrVxTwYzfbIloURgzQyHUy36LGyBRlmpl/c5cKvvjsK15xdAatJP+SVIB9sb8TogtQ+Kxvicd9pNBrMH5eNzQfa0Wz34tIHN+OyB7egyx1gts3D39YuL3J7iiDZaSacP6sQb22u7+NfTU/x41i7p9/z1+86fq5wU2f/8SjL7vsEv7WX4fPSAnRUHUPTimf7jLt8QZyWVc8US6zPQgTBC8X8y2k2m5CdmQFntwvbdu7B/NnTRK9zdDnR3mFHVmY6AGDMyFLodTps/3Zv7zWt7Z04Vt+ECZXxPT6KIAiCIAiCIACgxeEFAOSls53mkmKOrCApyVH+KhAAOG/mCCyamIsUk25IPUFaHF5sPdTZZxVIPDltXA66PEFceM+XONjQjVBYwJFmFw42OPHxty34dHcLNuxpxfYjnXE/neVkWh0+5NpMvX9fdWYZ3P4QXvuyrvexmp6VICf3NREEAR9/24JxRZFCUlOnd8B56rxaZIc9EADs0mXAV1PXZ9zlDUGr7b/SniDkhuy3w3y9Yw8EIYySohGob2rBMytfQ3FhPs45cwE8Xi9WvvouFs6bgayMdDS3tuPfL72JjPQ0nDZnOgAgxWrFuYsX4pmVryPDlgZbWir++cKrqCgtwvQp45McHTEc8vPzmcYJ/qhdc17xR+2I2eOpMYstOedaim/x1lYKrPPJKQdK0y6Zc8opb4lAbfFKIXqCR36GKeZ1g2kXXQlSmntqFEGipJj1sLukr6xY+00zBAH47klFkHjde/PHRlahB0Nh/P2qybj1hV2oanDi3jcO9DvV5ufnVODmC8bGtBd0dKFpxbOwBF2oW76i39YSqQiCgJYuX+9KEAAYX2LDnDGZ+M9nNbjqrDLodVoc7Sl+NHZ6EQiFYdBFfgvfVeNAfbsHf718Eu56eQ8a7eJFEEEQ0K4141xfLdq9Juww5OKMkr69RVy+INxg2w4T67MQQfBC9kUQl9uDf7/8Btra7UhLteK0uTNw9aUXQq/XIxQO4+ixeny0YTNcLjeyMtMxdeJY3P6bn8NqOV5l/+VPL4FOp8XfVjwNv9+PaZPG45brl0KnVcxCGOIEFi9ezDRO8EftmvOKP2pHzB5PjVlsyTnXUnyLt7ZSYJ1PTjlQmnbJnFNOeUsEaotXCtETPE78xV6MwbSLHj9ammPh45hMsJp0aOgYeCvGyazZ3oTKwlSMHtH3S3e87r2sNCOe+OUMVOSloCTHgj+8uBtrdzSj2xvEzRdUYl5lFkJhAas2HsPT66qxYGwO5o8b+AjjphXP4sOjXmSG/PCGW9C04lkU37VsyH7ZXQEEgkK/++qqM8txw9PfYP2uFiyZmo+aFjfSLHo4PUE0dnh7i2jvb2uCQa/BudPy8Y/3DqF5gJUgdlcAfmhRkm3BlkYdjlizULDsrD7XuLxBtFhGDzmGE4n1WYggeCH7KsAZC2bhuUf/htUvPY6Xn7ofN1xzGVKskRetyWjE3+5YhlefeQDvvfwEVj5+L353/dXIy+l7XJjRaMD1Sy/Fa88+hHf+8xj+fNsN/a4hlMOqVauYxgn+qF1zXvFH7YjZ46kxiy0551qKb/HWVgqs88kpB0rTLplzyilviWDVqlWqi3kwWhw+2Cz6ARuiRhlMtxRT5Pmluco/GeZEUkx6uLzSeoI0273YdqSz3yoQIL6vtcWT81CRnwK9TovSXCu+2N8OAFgyNR9TyjMwfWQm/vSTiSjIMOPfIsfUnoi3pg7/NI/HvvG5QDjcb2uJVFq7IsW1vPS+RZDFU/JQlG3BC5/UoN3pR7c32Lua5VhbZFVIh9OPNdubsHB8DmxWAwoyTWjq6V1zMs09RbyxPz4X82eEUBMyoV3o20DV5Q2hUtg1rDiixPosRBC8kH0RhCBOZrB9loneh0mQ5rzij9oRs8dTYxZbcs61FN/ira0UWOeTUw6Upl0y55RT3hKBIAiqi3kwWhw+Sf1ABtPtVF0JkmLWwy3xdJgPvmmKbIWZ3r8Ikqj7bmR+KkJhATaLHmUnbE2yGHX4zpQ8fFXVAX8gPODzu4vL4dCaIGg0gFYLU1lxv2uCoTBu/88ufH2oc0A70R4fxdl97wedVoMrzyjF1kOdWLO9CQCwcHwOAKCqsRv//PAwlvxpA1q7fLj09FIAQEGGBY0DNEaNrhApyDQjtacvzdodzX2ucfmC0DG2BIn1WYggeEFFEEJxRM+BH+44wR+1a84r/qgdMXs8NWaxJedcS/Et3tpKgXU+OeVAadolc0455S0RaDQa1cU8GC0OL/IG6QcCDH6vlORYkWLWoSzvVFsJooPLF5L05XfN9iaMLUrDqIL+/ScSdd+NzI/oP6ksvV8z0IXjc+Dxh7Dt8MDFi84fnA8ACEID85gKFCxb2u+aN7c04PVN9Xhry8AnrkRPfRG7H/6/+cWwGnW4780D0GiABeOyYdRrcc/r+/HgO1WYMyYL795xGs6YmAsAKMg0odnuE81Bc09j3/wMEyxGPSaW2PDG5r5+ubxB5saosT4LEQQvNKGOI1RmGyJ1zkj102ajI3YJgiAIgiCIwTnrD59iTmUW/n7VFCY74bCAbm8QNquBk2fy4Km1R/DA2wex86ElMbcMNdu9WHTHp1h2/hj86rvJO+nxrS31uPWFXfjFOSPx2wsq+4y5vEHM/f3HuPLMMtx60TjR50fjzbWZsPGes/qN+wIhnLv8czR2ejG+OA1v/e9ponbufGk3PtrZgk1/F++h8fiaw/jo22Zct2QkvjejAL98chvs3QHcfEElZo/p2x7g3x9X4943DmDLfYuRkdJ3q8uj71XhsTWHsevhc2DQafHiZzX486v78OZtCzChxAZBEDDxxrW4bkkFfvPDvnoQRLKwCeKFSFoJQiiO9evXM40T/FG75rzij9oRs8dTYxZbcs61FN/ira0UWOeTUw6Upl0y55RT3hLB+vXrVRdzLMJhAa1dvn59G8QYTDetVnPKFUAAwNpT+HD7YvcFOdIUOep1xsgM0fFE3XcTSiI/hs4ek9lvLMWsx4xRmdh8sGPA5++v6wIATLTWiq68+PpQJxo7vRhXlIaqhm74AuK6HG1xoTxv4JOCfv29UXjj1gW9Rwk/+cuZWPW7ef0KIABQkBnZUlPf3n9LTJPdhxybCQadFuvXr8f3Z42AUa/FG5sivUx8gTBCYQGGzr0D+iKFWJ+FCIIXVAQhFEdzczPTOMEftWvOK/6oHTF7PDVmsSXnXEvxLd7aSoF1PjnlQGnaJXNOOeUtETQ3N6su5ljYXQEEQv1P8BBDrbpFe524BukL0t4dadCZM4CWidKvsjANHy1fhNMn5IqOl+eloFnkuNnaVjd+99xObDtsBwDkGD3w+PsXOBzuyHHB504vQDAs4EC9U3Se6hY3yjltjZrYU9jZedTRb6zZ7kV+TxGvubkZGSlGLJmah3e/boQ/EO7Nm8bX/7lDIdZnIYLgBRVBCIIgCIIgCCKOtPT0U5DSGFWtpPQ023R5BymCOP0AgKxUY8zrEkFJzsArMNKtejhcgX6rPJ5ZdwTvbm1Ek93buzKoy90/Zqcn8ti8sZEVG7tru/pd4/IG0erwxVwJMhRKcizITTeJ9jJptntRkNn3/r1ofjHsrgA+3tUCR2uk+BHq6ETd8hUIOvr7SxBygYoghOJYsmQJ0zjBH7Vrziv+qB0xezw1ZrEl51xL8S3e2kqBdT455UBp2iVzTjnlLREsWbJEdTHHInq8qJTGqGrVLb1ni09Htz/mde1dfui1mt7rT0Yu+qVbjQiGBbhO2N7j9gWxelsjFk/Ow1VnleHqxeVY3zQC9p5VHycSLYKMLUxDZqoBe471LypEm6LyWgmi0Wgwa1TmAEUQH/J7inhRjeePzcaITDNe31SHqmffBACkVbvhrapG04pnh+VDrM9CBMELKoIQiqOxsZFpnOCP2jXnFX/Ujpg9nhqz2JJzrqX4Fm9tpcA6n5xyoDTtkjmnnPKWCBobG1UXcyz21HZBo5H2ZVWtupXlRrSJHvk6EO3dfmSmGQc8hUQu+qWnRIo0XScUOD7Y3gSXN4Rrzi7HHRePx4RSGwosHjhc/Qs/Tm8AOq0GVpMOE0ts2CtSBDnaEumPwqsIAgAzR2WisdOLho7jfUG6PUE43AGMyIoUQaIa67Qa/M+8Imzc14b/tpqgF8LIs3iBcBi+mrphzR/rsxBB8IKKIITi2L17N9M4wR+1a84r/qgdMXs8NWaxJedcS/Et3tpKgXU+OeVAadolc0455S0R7N69W3Uxx+LL/W2YUGyTtIVDrbrlpZtg1Gt7VzcMRLvTh+wYOspFv4yelSoO1/EiyGub6lGeZ8XMUZFmqukWAyak20W3w3R7gkg166HRaFBZmIZDjd0IhsJ9rqnuKYKU5vLZDgMAs3p823JCU9fDTd0AgJH5kSOJT9T4onlFEATgc30BZgdb0JqbAmi1MJUVD2v+WJ+FCIIXVAQhCIIgCIIgiDjh8gaxo9qO+eOyk+2KrNFqNSjNsaK2bZAiSJcfObbk9wMZDJs10ug1utXlSHM3th3uxMULiqHRRFaxRFeLDLQdJtUSsTG2KA3+YLhfgaimxY0RmWZYYhwpPFQqi9JQnmfF42sOw9vTsDVaBBlV0H/FSUmOFXN6Tpo5JzsEaLUwj6lAwbKl3HwiCN7ok+0AQQyVqVOnMo0T/FG75rzij9oRs8dTYxZbcs61FN/ira0UWOeTUw6Upl0y55RT3hKB2uKNxdeHOvH/s3fe4VFVWxt/ZyaTSe89IRB6CaH3jiAW7IpX5HpFROUTy8UClovo1SvXq1hAVEQUAZGmVEF6r9JLIJQQSG+kl0lm5vsjTCBkMjnJ2Wdmb876PY+PzOwza73rXTNzhs0++1SYLOgncRJEzd5FB3tIuhzG3uUfvPjn61k1UWO9HGb53hTotBo82DPyxjEeepzM80fzOiZBvK/fMadtpDcA4FxKIVqEeVUfU3V7XHaXwgBVl7hMe7wDnp55CN9tvIRXRrbCxYxi6F00iAqsuoXurR4/P6I5XHQaPPLCcFw8fw5R7ds3Or+930IEwQpaCUIIR0BA7fuaN2ScYI/aPWdVvzWOrXgsPZYTi+deS9GmtLdSkJuPpx6I5p0zc/LUN0cQEBCguprrYueZLLi6aNG1ub+k49XsW9PrkyBms6XWWFJmMS6mFyG30IhA77pXgvDiX/XlMCUVqDCZsfJACgbHBiPY98bmuB4GHQoqDDUumbFSVFYB7+srQZqHesFFq6lxm1yLxYLEjGI0ZXgpjJU+bQNxX49wfL/xEi6mF+FiWhFiQjzhoqv6q+OtHvdvF4QfX+oBg17H7BzHSx+J2xOaBCGEY9u2bbLGCfao3XNW9Vvj2IrH0mM5sXjutRRtSnsrBbn5eOqBaN45MydPfXME27ZtU13Ntig1mrD6YCruiAuBm8RLFtTsW3SwB8oqzMgqKK819s6iUxg/+zBKjSYE2rkchhf/qi91Ka7AjlNZyCk04rG+NffJ0Gg0GBSaWe/lMK56LWJCPWtMglwrrkBBaSViQtmuBLEy5eG2cHfVYdqvZ3AhvajGChR7HrM6x/HSR+L2hCZBCIIgCIIgCEIB1v2VhoLSSjw5MNrZUoTAuqrh1r0vLBYLziQXICWn6o4l9jZG5QU3vRZ6Fw0KSiqwbG8ygn0NGNA+qNZxOq2mxh1krFRdDnPjNsBtIr0Rn1wI0/VVMknVd4ZhvxIEAIJ8DHjtgdY4eD4XV7NLbe4HQhCiQpMghHBERETIGifYo3bPWdVvjWMrHkuP5cTiuddStCntrRTk5uOpB6J558ycPPXNEURERKiuZlv8susKWoV7oXtLaZfCAOp7r9xMdB2TICm5pSguM1U/DvQ2oC548U+j0cDPwxWJmcXYeToLD/eKrL6c5GaKNT7ItzEJUlRWWX05DAD0bhOI9LwyPPXFQVzNLsHlzCqPWO8JcjOj+jVB5xhfAKixEsSex6zOcbz0kbg90ZhyOUbnvwAAIABJREFUL9W+6I6wS3Jh1XJGHx8fJytRJ2azGVpt3fN39Y0T7FG756zqt8axFY+lx3Ji8dxrKdqU9lYKcvPx1APRvHNmTp765gjM5qpbeaqp5ls5kZSPxz7Zh6mPt2/QShC1vVduxmS2oNebWzAsLgTTn4qrfn7ryUxM+PZI9eMVk/sgNtrXZgye/Lv337uRkV+GwtJKzH+lB3q3rr057vOz/0JWgRG/Telb/ZzFYkGHlzdi/PAY/PP+1tXPrTqYin8vjYfZYkGbCG+cSMrH8S+GQ29jcoUVCamFmPbrGXwxrhNCfN0A2PeY1TmOpz4S4uJjuWbzeXpnEcKxZMkSWeMEe9TuOav6rXFsxWPpsZxYPPdaijalvZWC3Hw89UA075yZk6e+OYIlS5aoruZbWbzzCjxcdXigR8P+RVvNvum0GtwRF4LNJzJhrDRXP2/dC6Nbi6oVNfY2RuXJP19PPQpLKwEArSO8bR7T0nyi1kqQUqMJJrMFnm43VoJoNBo82CsSq9/uh9hoXxxNzEOTIHdFJ0Csun+Z1Kt6AgSw7zGrcxxPfSRuP2gShCAIgiAIgiAYcq3IiHWH03B/z4jqzS0JadzdNQyFpZXYeza7+rlzKYWICnTH/T3C4eepR6BX3ZfD8ISPR1Xvg30MCKhjHxO9ToO0a2U4lphX/Zx14sTbxnsnMtAd81/ugQ+e6IBJ11eJEATRMGgShBAOvV4va5xgj9o9Z1W/NY6teCw9lhOL515L0aa0t1KQm4+nHojmnTNz8tQ3R6DX61VX8838vj8F5RVmPNGIDVHV7BsA9G0bBG93F6w/kl79XEJqIdpEeuPx/k2w/cPBcNXX/VcYnvyz3ia3dYRXnceEBXghzN8Nr8w9hrxiI4Cq/UAA25MgAKDVavB4/yYY0SWMsWJp2POY1TmOpz4Stx+0J0gjoD1BCIIgCIIgCFuYzRbc9cEuBPkY8MukXs6WIyRvLTiJjccysG/6UFhgQed/bsILd7XAKyNbOVtag/h4RTx+2pqEsUObYcojbes87tSVfDz+v/24r0c4pj8Vh2OJeXj80/2YM6EbBsUGO1AxQdxe0J4gxG3Dxo0bZY0T7FG756zqt8axFY+lx3Ji8dxrKdqU9lYKcvPx1APRvHNmTp765gg2btyoupqtHDifi6SsEjwxoEmjXq9W327mrq5hKCqrxJ6z2biQVgSzpe49NW6FJ/98PaougbG3EmTjxo2IjfbFs3fG4PcDqdgdn43C0qo9Qni9lMqex6zOcTz1kbj9oEkQQjhycnJkjRPsUbvnrOq3xrEVj6XHcmLx3Gsp2pT2Vgpy8/HUA9G8c2ZOnvrmCHJyclRXs5Wr2VW3Lm3IbXFvRq2+3UyfNoHw9dBj/ZF0JKQWAQDaRNY9kXAzPPnn63n9cpjIuidwrHr/764WiAn1xNTFp5GZXw6g7sthnI09j1md43jqI3H70aBPlslsxo49h3Ds1Fnk5Rfi6SceRPOmUSgqLsHh42cQ264lAv39lNJKEARBEARBEFxTZjQBAAx6nZOViIurixbDOoXgz6MZ8HRzgUGvRdNgT2fLajDD4kKQXVCOdlH1X0Jv0Ovw4ehYPPn5AXy59jwAfidBCEJ0dO9NfmWalAOLS0rwxrRPsfrP7UhNz8SV5FQM6N0NYSFB0Lno8O5/voSxohJdOrZTWLLzKTBWLaAxGMTYmfp2IyoqCu7u7o0eJ9ijds9Z1W+NYyseS4/lxOK511K0Ke2tFOTm46kHonnnzJw89c0RREVFoWXLlqqq2crBC7nYezYHE+9pAb1Lwxddq+29UheuLlos35eCi2lFaBHuhScGSNtklif/vNxc0Lt1ILQaTZ3H3Kw3IsAduUVG7D+XCwB46Z5WdjeBdRb2PGZ1juOpj4S4GFBm83nJn6ofFv2OpKtp+PdbL+GnmR/h5t1UdVot+vfqir+OnZKrkyDqJSkpSdY4wR61e86qfmscW/FYeiwnFs+9lqJNaW+lIDcfTz0QzTtn5uSpb44gKSlJdTVbKTeaAQBujVwJolbfbqV3m0D4eepRYjShjcT9QADx/LtV72v3t0a4vxs0GsDDwOdqInseszrHidZHQiwkT4LsO3QUD9w9BD06x0JjYzYzIjwEGVl07RahPPHx8bLGCfao3XNW9Vvj2IrH0mM5sXjutRRtSnsrBbn5eOqBaN45MydPfXME8fHxqqvZSlmFCXoXDbTauv/13x5q9e1W9DothncKBQC0sbOnxq2I5t+ter3cXfDluM5448E2jX4PKY09j1md40TrIyEWkidBCotLEB5q5xZNFqCispKFJoIgCIIgCIIQkrIKMwwufP4Lvmjc3zMCANA5Rl17DnaK8cO4YTHOlkEQty2S9wTZsms/PDzc0aNzLMqNRixbvRHDBvVBWEgQAGDZ6j+h02pw7/BBSurlAtoTxLkYDAYEBgY2epxgj9o9Z1W/NY6teCw9lhOL515L0aa0t1KQm4+nHojmnTNz8tQ3R2AwGBAREaGqmq1sOp6Bq9kljf5LrNreK/aIDHTH4/2j0CJM2p1hAPH8E00vYF8zq3OciL4Q/CF7T5Ch/Xth/ZZdOHkmodbYqvVbsffgUQwf1LfxCglCIp6e9ncHr2+cYI/aPWdVvzWOrXgsPZYTi+deS9GmtLdSkJuPpx6I5p0zc/LUN0fg6empupqtlBnNMLg2fiWIWn2rixBftwYdL5p/oukF7GtmdY4T0RdCHCRPgjz+4F3o1L413vxgBl6b+j9oAHzz46944vk38M1PS9CnR2c8cPdQBaUSRBU7d+6UNU6wR+2es6rfGsdWPJYey4nFc6+laFPaWynIzcdTD0Tzzpk5eeqbI9i5c6fqarZSXmmCm4w7eqjVN1aI5p9oegH7mlmd40T0hRAHyTefdnFxwb/fehlbdx/Arn2HAQ1gMpvRMiYag/v2wNABvWxumEoQBEEQBEEQaqG8wtzoO8MQBEEQyiN5EsTK0P69MLR/LyW0EIQkoqPt3ye+vnGCPWr3nFX91ji24rH0WE4snnstRZvS3kpBbj6eeiCad87MyVPfHIHa6r2ZMqMJBhkrQdTsHQtE8080vYB9zazOcSL6QoiDxpR7ydLYFxsrKrDnwFEUFZegV7c4hAQFsNTGLcmFVbP7Pj4+TlaiToxGI1xdXRs9TrBH7Z6zqt8ax1Y8lh7LicVzr6VoU9pbKcjNx1MPRPPOmTl56psjMBqNAKCqmq387dP9cHPV4aeXezTq9Wp7r7BGNP9E0wvY18zqHCeiLwR/+Fiu2Xxe8jT1rLm/YMIbH1Q/NplMmPSvT/DJzB/w9bzFeP61aUi8kixfKUHUw4oVK2SNE+xRu+es6rfGsRWPpcdyYvHcaynalPZWCnLz8dQD0bxzZk6e+uYIVqxYobqarZRVyNsTRK2+sUI0/0TTC9jXzOocJ6IvhDhI/oY+eioePbt2rH68Y99fuJB4BS+OG40vPpwMXx8vLFq+ThGRBEEQBEEQBCECZRVmGGhPEIIgCG6RvCdITm4ewkODqx/vO3QczZtGYeSdgwAA9w4fhJV/bGGvkCBuwd3dXdY4wR61e86qfmscW/FYeiwnFs+9lqJNaW+lIDcfTz0QzTtn5uSpb45AbfXejLHCBDfXxq8EUbN3LBDNP9H0AvY1szrHiegLIQ6S9wR5ZOyreGrU/Xjg7qGwWCx4/NnXMGJof4x78mEAwPotuzB73q9Ys+hrRQXzAO0JQhAEQRAEQdii75StGNYpFB880cHZUgiCIFSN7D1BYqIjsWXXfhQWFWPjtj0oLCpGjy43vtwzsnLg6+MlXylB1MP69etljRPsUbvnrOq3xrEVj6XHcmLx3Gsp2pT2Vgpy8/HUA9G8c2ZOnvrmCNavX6+6mq3I3RNErb6xQjT/RNML2NfM6hwnoi+EOEi+HObJR0di6vRZGDVuEgCgXZsWiGvfpnr84JGTaNMyhr1CgriFvLw8WeMEe9TuOav6rXFsxWPpsZxYPPdaijalvZWC3Hw89UA075yZk6e+OQK11Xsz5UazrFvkqtk7Fojmn2h6AfuaWZ3jRPSFEAfJkyBdOrbD1/99F0dOnIGHhzsG971x26+ComLEtW+Nvj07KyKSIAiCIAiCIHin0mRGpdlCG6MSBEFwjOQ9QYgb0J4gzqWwsBDe3t6NHifYo3bPWdVvjWMrHkuP5cTiuddStCntrRTk5uOpB6J558ycPPXNERQWFgKAqmoGgKKySnR7bTPeeLANnh3euBXSanuvsEY0/0TTC9jXzOocJ6IvBH/I3hPESmp6Jlat34rvfl6G735ehlXrtyI1PVO2QIKQyrlz52SNE+xRu+es6rfGsRWPpcdyYvHcaynalPZWCnLz8dQD0bxzZk6e+uYIzp07p7qaAaC8wgQAsvYEUaNvLBHNP9H0AvY1szrHiegLIQ4N+ob+7udlGPfqVHzz0xL8vm4zfl+3Gd/8tATjXp2K735eppRGgqjB+fPnZY0T7FG756zqt8axFY+lx3Ji8dxrKdqU9lYKcvPx1APRvHNmTp765gjOnz+vupoBoLzCDAAwuDb+chg1+sYS0fwTTS9gXzOrc5yIvhDiIHlPkN/WbsLv6zajb4/OeOz+EYiOCgcAXElOw/I1G7Fy3WYEB/rj4XuHKSaWIAiCIAiCIHiljMFKEIIgCEJZdO9NfmWalANnfPMz2rRshvfffBHBgf5w1evhqtcjONAfg/p2x7kLiTh6Mh733zWEqcCS0jLMXbQCX81ZiB9/+R0Hj55ETHQUggL8AAAWiwULl63B9K/mYv6vq3D0ZDxat2gGP98b15AZKyrw7fyl+N+seVi4fC3Onr+E2Hat4Onh3ihNBcaqE5vBYJBfINFgPD094e/v3+hxgj1q95xV/dY4tuKx9FhOLJ57LUWb0t5KQW4+nnogmnfOzMlT3xyBp6cnoqKiVFUzAKRfK8Ovu6/ivh7haBHm1agYanuvsEY0/0TTC9jXzOocJ6IvBH8YUGbzecnT1GmZWejZtWOd4z27xiE9M7vhyurh829/xuHjp/H6i2Px7WfvoVtce0z59wxk51ZtcrJ01Z9YsXYT/m/s3zDz47fh6+ONtz78HCWlNwr+9qel2H3gCKa8Mh6fvf8GSkrLMHX6TJjMZuZ6CeXR6ewvMa1vnGCP2j1nVb81jq14LD2WE4vnXkvRprS3UpCbj6ceiOadM3Py1DdHoNPpVFczcGMliJy7w6jRN5aI5p9oegH7mlmd40T0hRAHyZMg3l6eSE7NqHM8OS0D3l6eTERZKTcasfvAETwz+mF06tAGkWEh+Puo+xERFoK1G3fAYrFg5R+bMerBuzCgdzc0i47EGxPHorS0DNt2HwAAFJeU4M+tuzF+zKPoFtcerZo3xRsTn0HilRQcPRHPVC/hGPbu3StrnGCP2j1nVb81jq14LD2WE4vnXkvRprS3UpCbj6ceiOadM3Py1DdHsHfvXtXVDABl1/cEkXM5jBp9Y4lo/ommF7CvmdU5TkRfCHGQ/A3dp3tnrP1zOzZu3wuL5cZddS0WCzZt34t1G3egb4/OTMWZTGaYzWa46vU1nje46nH67AWkZ2YjN68A3eI63DTmio7tWuHMuUsAgPOXrqDSZELXTu2rjwkJCkCTyDCcSbjIVC9BEARBEAShXm7cHYb+FZsgCIJXJG+MOvaJBxGfcBGffzMfPyxagciwEABAanoW8goK0bxpFJ7+24NMxXm4u6Fd6+b45bd1aBYdAX8/X2zffRDxCZcQERaC3LwCAIC/X817SPv5+iDnWh4AIDcvH1qtFr7eNa/L9Pf1wbW8/Fo5/9i8E39s3mVX15R3psopi5BJTEyMrHGCPWr3nFX91ji24rH0WE4snnstRZvS3kpBbj6eeiCad87MyVPfHIHa6rXC4u4wavWOFaL5J5pewL5mVuc4EX0hxEHyJIi3lye++vht/LF5Jw4eOYmMrBwAQIuYJujVNQ533dG/1ooNFrw58RnM+GY+nnxhMrRaLVrGRGNwv564kHjlpqM0NV5jsfHcrVhgsXnMPcMG4p5hA+2+NrlQknRCIeLi4mSNE+xRu+es6rfGsRWPpcdyYvHcaynalPZWCnLz8dQD0bxzZk6e+uYI1FavFRaXw6jVO1aI5p9oegH7mlmd40T0hRCHBn1D611c8MBdQ/HR269g7ucfYO7nH+Cjt1/B/XcNUWQCBAAiwkLw6ftvYNXPM7Hwm+mY+fHbqDSZEBYSiAA/HwDAtesrQqzk5xfA37dqLMDPF2azGfmFRTWOycsvhP/11xNisWrVKlnjBHvU7jmr+q1xbMVj6bGcWDz3Woo2pb2Vgtx8PPVANO+cmZOnvjmCVatWqa5mgM3lMGr0jSWi+SeaXsC+ZlbnOBF9IcRBmJuYu7kZEOjvh8KiYhw+fhp9enRGWEgQAvx8cOTEmerjjMYKnDp7Ae3bNAcAtGoeDRedrsYxWTnXcDUlHe1bt3B4HQRBEARBEMTtSZmxahLEVcZKEIIgCEJZ6rwc5rPZPzU4mEajwaQJ/5CjpxZ/HTsNi8WMJpHhSEnPxNwFyxEVEYo7B/eFRqPBg/cMw6+//4EmkWGICg/FL7+tg5ubAUP69wIAeHp4YMTQ/pi7YAX8fLzh4+2F735eipjoSHSJa8dUK+EYvLy8ZI0T7FG756zqt8axFY+lx3Ji8dxrKdqU9lYKcvPx1APRvHNmTp765gjUVq8VFpfDqNU7Vojmn2h6AfuaWZ3jRPSFEAeNKfeSxdbAUy++1fBgGg3mz/qPbFE3s2PvX/hx8W/IzsmDt5cH+vXqirFPPAhPDw8AVXenWbhsDf7YvBOFxSVo2zIGE8eNRrPoyOoYRmMFvl+4HNt2H4TRaETn2HaY+OxohAQFNEpTcmHVEkcfH7qchiAIgiAIgqhi5rrzmPXHRcTPHAGt1v7+dARBEISy+Fiu2Xy+zkkQom5oEsS5rFmzBvfdd1+jxwn2qN1zVvVb49iKx9JjObF47rUUbUp7KwW5+XjqgWjeOTMnT31zBGvWrAEAVdUMAP9beQ7zt13GqS9HNDqG2t4rrBHNP9H0AvY1szrHiegLwR91TYJIvjsMQfBCUVGRrHGCPWr3nFX91ji24rH0WE4snnstRZvS3kpBbj6eeiCad87MyVPfHIHa6rVSXmGWtSkqoF7vWCGaf6LpBexrZnWOE9EXQhzsXrBorKjAl3MWYuUfW+wG+f2PLfjq+0WorKxkKo4gCIIgCIIgRKG8wiR7EoQgCIJQFruXw6xavxXfL1iO72ZMQ2RYSJ1BUtIy8Pxr7+OFpx/HyDsHKSKUJ+hyGOdSUlICj+t7wjRmnGCP2j1nVb81jq14LD2WE4vnXkvRprS3UpCbj6ceiOadM3Py1DdHUFJSAgCqqtliseDh/+6D2WzBqrf7NTqO2t4rrBHNP9H0AvY1szrHiegLwR91XQ5jdyXIzv2H0bdnZ7sTIAAQGR6Kfr26Yvueg41XSBASOXHihKxxgj1q95xV/dY4tuKx9FhOLJ57LUWb0t5KQW4+nnogmnfOzMlT3xzBiRMnVFfztlNZOHO1AE8NaSorjtp8Y41o/ommF7CvmdU5TkRfCHGwOwmSmJSM2LatJAXq0KYFEq+kMBFFEPZITEyUNU6wR+2es6rfGsdWPJYey4nFc6+laFPaWynIzcdTD0Tzzpk5eeqbI0hMTFRNzSazBZ+tOoepi0+jSZA77u8ZISueWnxTCtH8E00vYF8zq3OciL4Q4lDvniAGV72kQAZXPYzGCiaiCIIgCIIgCEIEElIKMWdjIiL83fDfp+Kg19n9eU0QBEE4Gd17k1+ZVtfghq274e/ni65x7esNtH3PIWRm5+Che4ex1MclBcaqk5vBYHCyEnXi4+MDPz+/Ro8T7FG756zqt8axFY+lx3Ji8dxrKdqU9lYKcvPx1APRvHNmTp765gh8fHzQpEkTVdR8Iikf6w6nYdb4LujS3F92PLW9V1gjmn+i6QXsa2Z1jhPRF4I/DCiz+bzdqeq49q2xZdd+lJbZfrGVktIybNm1H3Ed2jReIUFIxGQyyRon2KN2z1nVb41jKx5Lj+XE4rnXUrQp7a0U5ObjqQeieefMnDz1zRGYTCbV1Jx+rRQAEO7vziSeWnxTCtH8E00vYF8zq3OciL4Q4mB3EuTR++5EQUER3vnPV8jMzrV5TGZ2LqZOn4mCgiI8OnK4IiIJ4mYOHDgga5xgj9o9Z1W/NY6teCw9lhOL515L0aa0t1KQm4+nHojmnTNz8tQ3R3DgwAHV1Jx6rQx6nQaB3q5M4qnFN6UQzT/R9AL2NbM6x4noCyEOLvYGm0VH4uXxT+LL7xdi7EvvILZ9KzSPjoK7uxtKS8uQeCUFJ88kwAILXhk/Bs2iIx2lmyAIgiAIgiCcTlpuKcL83aDVapwthSAIgpCA3UkQABgxtD+ioyKwcPkaHD91DsdPnbvxYp0OXeLa4clHRqJd6+aKCiUIK61a2b9jUX3jBHvU7jmr+q1xbMVj6bGcWDz3Woo2pb2Vgtx8PPVANO+cmZOnvjkCNdWbdq0M4f5uzOKpyTslEM0/0fQC9jWzOseJ6AshDhpT7iWL1IPLjUakpmeipKQMHh5uiAgLgcGVzdI/kUgu1AGo2riHcDyFhYXw9vZu9DjBHrV7zqp+axxb8Vh6LCcWz72Wok1pb6UgNx9PPRDNO2fm5KlvjqCwsBAAVFHz4He3o2erAHzyjzgm8dT2XmGNaP6Jphewr5nVOU5EXwj+8LFcs/l8g+7hZXB1RUx0FDq0bYmY6ChVToAQzmft2rWyxgn2qN1zVvVb49iKx9JjObF47rUUbUp7KwW5+XjqgWjeOTMnT31zBGvXrlVFzZUmMzLzy5muBFGDb0oimn+i6QXsa2Z1jhPRF0Ic6EbmBEEQBEEQBNEIsgrKYTJbmE6CEARBEMpS754gBMEb9d0znO4p7njU7jmr+q1xbMVj6bGcWDz3Woo2pb2Vgtx8PPVANO+cmZOnvjkCtdSbdq0MABAewOb2uIB6vFMK0fwTTS9gXzOrc5yIvhDi0KA9QYgqaE8QgiAIgiAIYt1faZj043GseacfWkfQ/gUEQRA8wWRPEILggZUrV8oaJ9ijds9Z1W+NYyseS4/lxOK511K0Ke2tFOTm46kHonnnzJw89c0RrFy5UhU1J2WVAAAiGa4EUYNvSiKaf6LpBexrZnWOE9EXQhzochhCOEpLS2WNE+xRu+es6rfGsRWPpcdyYvHcaynalPZWCnLz8dQD0bxzZk6e+uYI1FLv+bRCRAW6w9ON3U9qtXinFKL5J5pewL5mVuc4EX0hxKHB39iZ2Tk4cSYBefmFGNinO0KCAmAymVBYVAxvL0/odDoldBIEQRAEQRAEV5xPLUKrCC9nyyAIgiAaQIP2BPlu/lKs2rAVZrMFGgAf/+uf6BzbFsUlpRgzYTL+/th9eHjkcAXl8gHtCeJcjEYjXO3cnrm+cYI9avecVf3WOLbisfRYTiyeey1Fm9LeSkFuPp56IJp3zszJU98cgdFoBIDbumZjpRld/rkJ44bFYNIDrdnFVdl7hTWi+SeaXsC+ZlbnOBF9IfhD9p4gy1b/id//2IKH7x2Oj999FTfPnHh6uKNvjy7Yc+iYXJ0EUS+HDh2SNU6wR+2es6rfGsdWPJYey4nFc6+laFPaWynIzcdTD0Tzzpk5eeqbIzh06NBtX/PlzGJUmi3MV4Lc7r4pjWj+iaYXsK+Z1TlORF8IcZA8CbJ+yy4MHdALz455BC2aNak13iw6EimpGUzFEYQtrly5ImucYI/aPWdVvzWOrXgsPZYTi+deS9GmtLdSkJuPpx6I5p0zc/LUN0dw5cqV277m86lFAIBW4WwnQW5335RGNP9E0wvY18zqHCeiL4Q4SJ4EyczORWzbVnWOe3q4oaikhIkogiAIgiAI4vbHZLZg15ksVJjMzpbSYBLSCqHTahAT6ulsKQRBEEQD0L03+ZVpUg5cu3EHoiLDENe+NcqNRixbvRHDBvVBWEgQAGDj9r3Iyy/Ag/fcoaReLigwVs0dGQwGJytRJwEBAXb3Y6lvnGCP2j1nVb81jq14LD2WE4vnXkvRprS3UpCbj6ceiOadM3Py1DdHEBAQgKZNm9Zb86IdV/D6TydQUl6JAe2DHaSODQu2J8FiAf4xtBnTuGp7r7BGNP9E0wvY18zqHCeiLwR/GFBm83nJK0F6du2I9Zt3Ir+gsNbYhcQr+HPrbvTp0aXxCglCIsXFxbLGCfao3XNW9Vvj2IrH0mM5sXjutRRtSnsrBbn5eOqBaN45MydPfXMExcXF9dZsrDRj7qZEGPRa/LQ1CRuOpDtIHRuUujOM2t4rrBHNP9H0AvY1szrHiegLIQ6SJ0Geevx+aLVavPD6+/hh0W/QAPhz6x7854s5ePWd6QgK9Mfoh+9RUCpBVHH48GFZ4wR71O45q/qtcWzFY+mxnFg891qKNqW9lYLcfDz1QDTvnJmTp745gsOHD9db87K9yUjPK8MX4zqjUzNfvL3oJBIzxPiLT0l5Ja7mlKB1uDfz2Gp7r7BGNP9E0wvY18zqHCeiL4Q4SJ4ECfDzxczp76BXt07Yc/AoLAC27TmIv46dxh0De+Pzf0+GtxddE0kQBEEQBEHYJymzGJ+uPIeerQIwJDYYX4zrDL1Oi5fnHkVJeaWz5dXLxfRiWCxQZCUIQRAEoSyS9wQBADeDAb27d8KoB+7CyBGD8cjI4Xhq1P3o26Mz3FS0PwbtCeJcTCYTwsLCGj1OsEftnrOq3xrHVjyWHsuJxXOvpWhT2lspyM3HUw9E886ZOXnqmyMwmUwIDg6us+aX5x5DbqER817qDm93Pbzd9WgX5YOftl5GRl4ZhnUKdbDihrEnPhtbTmTi5ZEt4e/lyjS22t4rrBHNP9H0AvY1szrHiegLwR917QnSoEkOb0pFAAAgAElEQVSQm3EzGODuZoBGo5GjS0hoEsS5GAwGuLu7N3qcYI/aPWdVvzWOrXgsPZYTi+deS9GmtLdSkJuPpx6I5p0zc/LUN0dgMBjg5+dns+ZjiXn4Ys15THqgdY3NUKODPXCtyIile5IxfngMXHSSFyw7nNWHUnH6agEmP9QGWi3b38Jqe6+wRjT/RNML2NfM6hwnoi8Ef8jeGPXbn5Zg7Mvv1jn+zCvv4vsFyxuujCAayIYNG2SNE+xRu+es6rfGsRWPpcdyYvHcaynalPZWCnLz8dQD0bxzZk6e+uYINmzYUGfNczclwtdDj8f6RtUaaxFWdXlJQWmFovrkcj6tCC3CPBWZqFHbe4U1ovknml7AvmZW5zgRfSHEQfI398GjJzGob/c6xwf16YH9h48zEUUQBEEQBEHcfmw4ko5NxzMwemA0PN1cao37eugBAIWlfO8Lcj61CK0U2BSVIAiCUJ7aZ586yMq+htDgwDrHQ4IDkJVzjYkogrBHYGDd70Mp4wR71O45q/qtcWzFY+mxnFg891qKNqW9lYLcfDz1QDTvnJmTp745Alv17k/IwZs/n0CX5n6YcFdzm6/zdq/6aZpfwu9KkIKSCqTnlSm2Kara3iusEc0/0fQC9jWzOseJ6AshDhpT7iWLlAMfH/8aRgzpj2dGP2RzfN4vv2H9ll1Y9sPnTAXySHKhDgDg4+PjZCUEQRAEQRD8s/l4Bl6ddwxNgzyx4NWeCPC2vZno8cQ8jPp0P+ZM6IZBscE2j3E2hy9ew+gZB/DdhK4YHBvibDkEQRBEHfhYbC/SkHw5TOcObbFu0w6kZWTVGkvLyMK6TTvRqUPbxiskCIksX25/75n6xgn2qN1zVvVb49iKx9JjObF47rUUbUp7KwW5+XjqgWjeOTMnT31zBMuXL6+uecW+ZLz0/VG0j/LBokl1T4AAgLcH/ytBzqcWAoBil8Oo7b3CGtH8E00vYF8zq3OciL4Q4iD5cpinHr8fh46dwguvf4A7h/RFsyYR0Gg0SLySgk3b90Kn0+Eff3tASa0EAQCoqLD/w6i+cYI9avecVf3WOLbisfRYTiyeey1Fm9LeSkFuPp56IJp3zszJU98cgbXen7ZexscrzqJf20DMHN/F5j4gN3NjTxB+/TqfVgQPgw4RAW6KxFfbe4U1ovknml7AvmZW5zgRfSHEQfIkSGR4KGb8ezK+/uEXrPlze42xju1b4cWxT6BJBN3LmSAIgiAIggDKK834eMVZ3Nk5FJ893Qmu+voXIHu7V02C5JfwuzFqQmoRWoV7QaNhe2tcgiAIwjFI3hPkZvILCpGWmQ1YLIgIC4GPtzIbQ/EK7QniXMxmM7Taun9I1TdOsEftnrOq3xrHVjyWHsuJxXOvpWhT2lspyM3HUw9E886ZOXnqmyMwm834ftMlzFh9Ads/HIRwf3fJr+38z014YkATTH6Yr8usD53PxTcbLuJkUj7u7BKGj56MVSSP2t4rrBHNP9H0AvY1szrHiegLwR+y9wS5GV8fb7RtGYO2rZqrbgKEcD67du2SNU6wR+2es6rfGsdWPJYey4nFc6+laFPaWynIzcdTD0Tzzpk57cWpNJmZ5OCFyvwCrP/fV0jYuw1tXEoRrG3YsnZvdxcUcHiL3PnbkrDnbA4KSivRKly53788fcZFRDT/RNML2NfM6hwnoi+EONR5OczJMwkAgI7tW9d4XB/W4wlCKVJTU2WNE+xRu+es6rfGsRWPpcdyYvHcaynalPZWCnLz8dQD0bxzZs664izdcxVfrDmPX1/rjehgDya5nE36F/OQqq+Am4cJvZOvIP2LeYh671XJr/f10KOAs41RS8orsetMFvq3C0RRWSX6twtSLBdPn3EREc0/0fQC9jWzOseJ6AshDnVOgrzx/mfQAFi96GvoXVyqH9eFBYAGwPol37HWSBAEQRAEcVty/HI+cgqNeOn7o1j6Rm8Y9DpnS7KL2WxBXnGF3Tu8lCclo6RVJACgd3k6ypMasRJE5iRIfkkFXF20cHdl4+fu+GyUVZgx/s7m6N06kElMgiAIwjnUOQnyyXuTAAB6l6pD/jt1Emj/J4IHhgwZImucYI/aPWdVvzWOrXgsPZYTi+deS9GmtLdSkJuPpx6I5p0zc9YVJzm7BHoXDc6mFOJAQi4Gdghmkk8p1h1Ow7uLTmHbh4MR4GV7IsTQNArn0r2QrPHE0yiBoWlMg3L4euiRkV/eaI0mswWPfbIPXZr74b9PxTU6zs2sP5IOP089urfwZxLPHjx9xkVENP9E0wvY18zqHCeiL4Q41LknSFz7Nohr36b6cacObaqfs/cfQShNbm6urHGCPWr3nFX91ji24rH0WE4snnstRZvS3kpBbj6eeiCad87MWVeclNxSxDbxBQBkyviLv6O4mF6MsgozElIL6zwm6KWxyPLwREfXPLi3ikHYq880KIe3u7zLYfafy0FSVgm2n8qCydzg/f+rsVgs2HUmC0mZxdh4NAP394yAi075jRp5+oyLiGj+iaYXsK+Z1TlORF8IcZD0TV5uNOLux5/HL7+tU1oPQdTL8ePHZY0T7FG756zqt8axFY+lx3Ji8dxrKdqU9lYKcvPx1APRvHNmTltxTGYL0nLL0DnGDwCQXcD/JEjWdY0X04psjlfmF2DHjF/R2i8fESGVCHv1Gbj4Nuxuer4eLiiUsTHqin3JAIC84gqcvlrQ6DhbT2bh2a8P45FP9sEC4B9DmjY6VkPg6TMuIqL5J5pewL5mVuc4EX0hxEHSJIjB1RV+vt7w9JB+ezOCIAiCIAiibtKvlaHSbEHzME/4uLtUTzDwTNb11Srn65gESf9iHvalGQEAbsYypH8xr8E5vD30KCitgLkRqzjyio3YdDwTI7uHAwD2xGc3OIaVLScy4OqiRVFZJe7qEoqowNtj41qCIAi1U+eeILcysG8P7Nx3GPfdOdhh92w2mc1YuHQNtuzaj9y8fAT4+WLogF74+2P3Qaer2ujq069/xKYd+2q8rm2rGHz50VvVj40VFfh+wXJs33MQ5cYKdIlti4nPPongQOWv6yTYExsbK2ucYI/aPWdVvzWOrXgsPZYTi+deS9GmtLdSkJuPpx6I5p0zc9qKk5xTAgCICnRHkI9BiEkQ62qVi+m2J0GKklKw0dAP3XKzEVOWh/LChtfk4+4CiwUoLq+Et7u+Qa9d91cajJVmjB8eg8SMYuw+k40Jd7VosAaT2YJtJ7MwvFMInhvRAk0CHfcPgTx9xkVENP9E0wvY18zqHCeiL4Q4SJ4E6dujM46djMekqZ/g7jsGIDw0CK6utTfEatuyYZtf2WPpyg1Y/ec2vPHiWDSLjkTilWR8+vVP0Lu44MlHR1Yf16VjO7z50o3rTV1capb17U9Lse+vY5jyynj4eHlizs/LMHX6TMz677vQOWhCh2BHeHi4rHGCPWr3nFX91ji24rH0WE4snnstRZvS3kpBbj6eeiCad87MaStOck4pACAq0APBvobqVRbO5GxyAZqFeMKtjruqZF6fBLmQVmxzfHdIe+QUuqHXtTT4WcphaBrVYA0+HlUTH/klFQ2eBFmxLwUdmvigbZQP+rcLwtzNicgvqYCvR8PinLich9wiI+6IC0XbSO8GvVYuPH3GRUQ0/0TTC9jXzOocJ6IvhDhIngGY/MEMJCWn4ez5RHz+7c+Y/P4M/POd6dX/vXr9/yw5k3ARvbt1Qu/unRAWEoQ+3Tujd7dOOHshscZxer0LAvx8q//z8fKsHisuKcGfW3dj/JhH0S2uPVo1b4o3Jj6DxCspOHoinqlewjFs2rRJ1jjBHrV7zqp+axxb8Vh6LCcWz72Wok1pb6UgNx9PPRDNO2fmtBUnJacUGg0Q5u+GYB8DsguMTHI1lj8Op+GBj/ei9+St2HQso9a4yWxBTkE5vNxckFtkRG5hbb2rvVqguUsZKmPccLJtVIM3RQUAn+sTH4UlDdsXJP5qAU5fLcAjfapuzzs0LgQmswU7T2c1WMOWE5lw0WowoH1Qg18rF54+4yIimn+i6QXsa2Z1jhPRF0IcJK8EmTThH3D0HXJj27bEmj+340pKGqIjw5GUnIpjp8/ibw/eXeO402cvYNSzr8HL0x0d27XG2CcehN/1TbjOX7qCSpMJXTu1rz4+JCgATSLDcCbhIrp37uDQmgiCIAiCIICqlSBhfm5wddEi+PrlMBaLBRqNo39xAcYKMz5blYCWYV6oNJvx7Z8XMbxzKICqu6TsP5cLf29XmC1Az1YB2HoyE8cu52Fox5Cb6inBubQSTHm4EwyZVatcGropKgD4elZNgny2OgFvPdIWLcK8bB5nMlvw9R8X0CzEEyO6hGLFvmS4umhx7/X9QOKa+iLI2xVbT2bivh4RDdKw9WQmerQKqF6VQhAEQdw+SJ4EuXNwXyV12GTUA3ehpLQMz02aBq1WA5PJjCcevgf3jRhcfUz3zh3Qr1cXhIUEISMzBz8tWYU3P5iBWdPfgatej9y8fGi1Wvh61zyB+vv64Fpefq2cf2zeiT8277Kra8o7U5nURzSO0NBQWeMEe9TuOav6rXFsxWPpsZxYPPdaijalvZWC3Hw89UA075yZ01acpKxiNAmq2msiyMeAUqMJxeUmeLlJ/nnGhKz8cny0PB7JOaX4YWJ3XEgrwscrzuJiehGyC8rxv5UJOJmUj/ZNqiY07ogLwcmkfLw89yjGDYvBs8Ni4O2ux45TVSsuBseGIPF0433r2NQXf+vfBCv2JeOXnVfwr1HtbR535moBvl5/EQCw8kAgTl8twPBOIfDzrLpcW6vVYEjHEKw/kg5jpRmuLtIWQF/OLMbF9GL8rX+TRtcgB54+4yIimn+i6QXsa2Z1jhPRF0IcNKbcS3a33jZWVGDfoeNIz8yCt5cXenXriEB/P4eI277nIL5fuALjxzyCpk0icPHyVXzz4xKM//ujuGtof5uvycnNw99fnIK3X30O/Xt1xdbdB/C/WT/ij8Xf1PiXlTfe/xRR4WF45bkxDdaVXFh1nayPT8P/dYMgCIIgCKLCZEbXSZvx5MBoTHmkLVYdTMWb809gw9QBiAn1rD8AIw2LdlzBV+vOw1hpxgsjWmDiPS2RmV+GQe9sR4ivG9LzyhDm5wYvNxdcuL4Z6q+v9ULTYE98tDwea/9Kg5+nHs/d2Ry7zmQjNbcUG6cNZKJv5Ie7ER3sgdnPd7U5vuFIOl754Rge7RuF5Xurbos7b2J39Gt34xKWrSczMeHbI7Wet8e8zYn47+/nsOWDgXRHGIIgCIHxsVyz+bzdKfHcvHy88Pr7mP7l9/hx8Up89f1CPPPyv3DyTIIiIm/l+4Ur8Oh9d2Jwv56IiY7CsIF98MjI4fj19/V1viYwwA9BAf5IScsEAAT4+cJsNiO/sOYu5nn5hfD3o0kMEfn1119ljRPsUbvnrOq3xrEVj6XHcmLx3Gsp2pT2Vgpy8/HUA9G8c2bOW+OcSymEsdKMuGa+AIBgn6rVC9kOukPM/oQcPPTxXny84iy6NffH2nf6Y+I9LQEAIb5uGNIxBCXllXj9wdb4870BeKzfjQ1Og3wMCPB2xWdjO2HF5D6IjfbFJ7+fw75zORgcGwygql653oX6VU3C1EVKbtUlN28+1AYD2gehabAHercJrHFMnzaBcNNrsfVkpuS8W09mok2kt9MmQHj6jIuIaP6Jphewr5nVOU5EXwhxsLvecv6vq5CWkY2H7h2GzrFtkZqeiV9WrMPXP/6Kb/+n/CUh5eVGaLU1r4vVarWwWOpevJJfUIic3DwE+Ff9qGjVPBouOh2OnDiDof17AQCycq7hako62rdu+C3TCOdjr/9Sxgn2qN1zVvVb49iKx9JjObF47rUUbUp7KwW5+XjqgWjeOTPnrXGOX666JPfGJIgBABxym9zle5PxzqJTiAx0x+znu2Jox+Ba+5B88UxnmC2W6rvEdG/pXz0W4muo/nNstC9+mNgdB8/nYsnuq3hiQDQANr6F+7shPrmgzvHU3FJ4u7vA10OP2c93hbHCDN0tvxvdXXXo2zYIW05k4t3H2tW738q1IiMOX7yG50c47zciT59xERHNP9H0AvY1szrHiegLIQ52J0H+On4awwf1wXNPPVb9nJ+fD/775Vxk5VxDcKC/nVfLp3e3OCxduQFhIUFoGlV1OcxvazfhjkF9AAClZWVYsHQN+vfuigA/X2Rk5eDHX36Hn683+vXsAgDw9PDAiKH9MXfBCvj5eMPH2wvf/bwUMdGR6BLXTlH9hDLU9wPGGRvKqR21e86qfmscW/FYeiwnFs+9lqJNaW+lIDcfTz0QzTtn5rw1zonLeQj0dkVkwI09QQAg0wG3yV19KBUtwjzx2+S+dd4K11Vfc7Fw20hveLrpoNNoYNDXfk3PVgHo2Sqg+jEL38L83ZBTaISxwlxLD1B1dx2rf64u2jr3/LgjLgRbT2bibHIh2jWxvwp4x+ksmC1Vd5ZxFjx9xkVENP9E0wvY18zqHCeiL4Q42N0T5J4nXsAr48dgxE37b2TnXsOYCVPw2QdvokMbZWfJS0rLMH/JKuw9eBR5+YUI8PfFoL49MObRkXB11aPcaMT7/5uNC4lXUVxcggB/X3Tq0AZPPf4AQoJunIiNxgp8v3A5tu0+CKPRiM6x7TDx2dE1jmkItCcIQRAEQRByuOuDXWgW4oFvX+gGoOpfPeNe3YQxg6Ix+eG2iuUtM5rQ440t1XuRNIQXvj2MjLxy/D7FMZvlr9iXjLcXnsKmaQMRHVz70pT7PtqNqEAPfPOC7T1DrGQXlGPA29swfnhzTHqgtd1jX/7+KI4m5mHHh4NrrUYmCIIgxKJRe4KYzRboXWveGsxVX/W4oqKCkbS68XB3w4SnH8eC2dOxZtHXmD/rP3hm9ENwva7J4OqK/7zzKpbO/QzrFn+DBbOn4/UXx9aa3HB11ePFZ57A8nmfY/XCr/HBlImNngAhnM/WrVtljRPsUbvnrOq3xrEVj6XHcmLx3Gsp2pT2Vgpy8/HUA9G8c2bOm+MUlFQgMaMYnZrd2Gheo9GgWYgHLmUUM8lXF0cuXYOx0ow+t+ydIYWPnozFzPGdJR27detW2d6F+7sBANKuldYas1gsSMktRWSge71xgnwMGNA+GCsPpsBkrnuJfXmFCbvOZGNIxxCnToDw9BkXEdH8E00vYF8zq3OciL6IwNKlSzFp0iRJx2ZmZuKxxx7DxYsX7R43a9YsfPzxxyzkOYx678GWnpGNsxcSqx8Xl1SdiK6mpMPNzVDr+LYtYxjKI4jaZGRkyBon2KN2z1nVb41jKx5Lj+XE4rnXUrQp7a0U5ObjqQeieefMnDfHOZl0fT+Qpr41jmkZ7lU9phT7zuXARatBt5YNv6Q50Lv27766YOFbWPUkSO3NUfNLKlBcZkKUhEkQAHikTyRenpuFPfHZGNgh2OYxBxJyUWI04Y6OzrsUBuDrMy4iovknml7AvmZW5zgRfZFCYmIiJk+ejNatW+PDDz90eP777rsPd999t6RjAwMDMWfOnOqrH06fPo1p06bhhx9+qHFFxNixYxXRqiT1ToIsWLoaC5aurvX87HmLazy2ANAAWL/kO1baCIIgCIIgbjusm6J2vGUSpEWoF9YfSUeZ0VTnXh1yOZCQi47NfOHlVu9PQKcT5lc1CZJh4w4xKTlV/ygXEeAmKdaQjiHw89Tj+W8OI9TPDeH+bogMdMeEu1ogxNeApKwSbDmRCQ9XHXq3odXCBEEow+bNmzFixAjs2LEDycnJiIqKqv9FDHF3lzZxDAA6nQ7+/vVPmHt6Oua27iyxewZ8bcI/HKWDICQzfPhwWeMEe9TuOav6rXFsxWPpsZxYPPdaijalvZWC3Hw89UA075yZ8+Y4Jy7noXmoJ3w8al5y3DzMExYLkJhRXO8Gno2hpLwSp68UYNww5VftsvDNw1B15xdbK0FSc6ues26MWh+uLlp8/VxX7I7PRtq1UqTmlmHryUycTy2Cl5sL/rp4DR4GHfq3D7K58asj4ekzLiKi+SeaXsC+ZlbnOBF9qY/y8nLs3r0bH3zwAcrLy7F161Y89dRT1eO5ublYsGABjh07BqPRiPDwcDz99NOIjY0FAKxatQpr1qxBWVkZevXqhdDQUGzfvh2zZ88GUHVZSmFhId56663qmEuXLsX+/fsxY8YMm4+TkpLw008/4eLFi7BYLAgNDa3OmZmZiRdffBHTp0+Ht7c3pk2bBgAYN24cAGDQoEGYOHFirbwVFRVYuHAh9uzZg5KSEjRr1gx///vf0a5d1U1JrCtKpk6dil9++QVXrlxBVFQUnn/+eTRv3lzBDtzA7iTI8MGO2fiKIBpCWloagoKCGj1OsEftnrOq3xrHVjyWHsuJxXOvpWhT2lspyM3HUw9E886ZOa1xLBYLjl/Ox6AOtWO2DPcCAFzMKGI6CXIsMQ8LtidheKdQVJot6NZC2bv7AVX1ApDtXZi/G9JtTIJsPZkJvYvG5oapddG9pX+NW/1uOpaBid8fBQBEBbojOacUQ518KQzA12dcRETzTzS9gH3NrM5xIvpSH/v370dwcDCaNm2KQYMGYcaMGRg9ejRcXFxQVlaG9957D76+vnjjjTcQEBCApKSk6tfu3bsXixcvxrhx49ChQwfs27cPq1atgpeXlyxNX375JZo1a4aPP/4YWq0WV65cgV6vr3VcYGAgXn/9dXz66aeYMWMGvLy84OrqajPmggULsG/fPkyYMAGhoaFYu3YtPvroI8ycObPGypJFixZhzJgx8Pf3x48//oivvvoKn3/+uUPuDGR3Y1SC4JFTp07JGifYo3bPWdVvjWMrHkuP5cTiuddStCntrRTk5uOpB6J558yc1jjJOaXILTIi7qZNUa00C/aEVgNcSGO3OeqBhByM/eoQ1v6Vhg+XxUOjAbo0r52bNadOnWLiXVSgOxIza/pxPrUQKw+kYMzApvB2r/1jXSrDO4dizKBojBsWg9+m9MXUUe1wb7dwuZJlw9NnXERE8080vYB9zazOcSL6Uh9btmzBwIEDAQDt27eHwWDAX3/9BQDYvXs38vLy8Oabb6J9+/YICwtDr169qleBrFu3DoMHD8bw4cMRERGBRx55BC1btpStKTs7G3FxcYiMjER4eDh69eqFNm3a1DpOp9NVT7j4+vrC39/f5mUwZWVl2LhxI8aMGYNu3bohKioK48ePh5+fHzZs2FDj2L/97W+IjY1FZGQkHn30UaSkpCA3N1d2TVKgSRCCIAiCIAgHUb0pajPfWmOuei2igz1wKb2ISa5LGUV4cc5RRAS4o0uMH7IKytE6wrvWZTg8062FPy5nllTvC1JQUoG3Fp6Ch8EFz4+Qv2z6X6Pa482H2sDXQ48nBzWFq55+GhMEwZ60tDScO3cO/fv3B1B1R7D+/ftjy5YtAKo2TG3atGmNDUdvJiUlBa1b17zF962PG8PIkSPx7bffYtq0aVixYgVSUlJkxcvIyIDJZKoxkaLT6dC6dWskJyfXOLZp06bVf7auEMnPV3ZzcCv874pFELfQqVMnWeMEe9TuOav6rXFsxWPpsZxYPPdaijalvZWC3Hw89UA075yZ0xrn+OU8GPRatIn0tnlcizAvXGAwCZJXbMSEb49Ar9Piu//rinMpRfi/74445FIYgJ1vvVpXbVJ68HwuBnYIxjMzD+FcSiG+GNcZ/l62l2KLDk+fcRERzT/R9AL2NbM6x4noiz22bNkCs9mMCRMmVD9nsVTdsjs7O7v6z3LQarW14lRWVtp9zahRozBgwAAcPXoUx44dw7Jly/Dcc89h6NChjdJgzW/rkpZbn9PpdLXGWPggBZoEIYQjIMD+ru31jRPsUbvnrOq3xrEVj6XHcmLx3Gsp2pT2VgqNzVeZX4D0L+ahJDMTySEhCHv1Gbj4st88syGI4h0POa1xjl/OR/smPtDrbK84aBHmiR2nslBhMtd5TH1UmMx4Ze4xpOSWYv7LPREV6IFwf3f8Y0hTPNw7stE1NARWvrWL8oGPuws2HcvAvC2XcT6tEDPHd8EQDvbuUAqev2dFQDT/RNML2Ncstx57v4VExWQyYceOHRg9ejS6detWY2zmzJnYtm0bmjdvjl27dqGgoMDmapDIyEgkJCTUmJxISEiocYyPjw8uX75c47lbH9siPDwc4eHhuOeeezBnzhxs2bLF5iSIi0vV1IHZbK4zVlhYGFxcXHD27FmEhoYCqKo/ISGhehUMD9CaP0I4tm3bJmucYI/aPWdVvzWOrXgsPZYTi+deS9GmtLdSaGy+9C/m4bsremxoEomy84lI/2IeY2UNRxTveMi5bds2VJjMOHO1AJ1sXApjpUWYFyrNFlzJKmlUHovFgg+XxmN/Qi7+/URs9coPnVaDtx9th7ZRjpk427ZtGxPvdFoNurcMwJ/HMnAhrQizn+t6W0+AAHx/z4qAaP6Jphewr1luPfZ+C4nKkSNHUFhYiGHDhiE6OrrGf/369cO2bdvQv39/+Pr64pNPPkF8fDwyMjJw6NCh6r1R7rnnHuzYsQObN29GWloafv/9d1y4cKFGntjYWCQmJmLr1q1IS0vDqlWrcO7cuTp1lZeXY+7cuTh9+jQyMzNx/vx5nD17ts7b9gYFBUGj0eDIkSPIz89HaWlprWPc3Nxw5513YtGiRThy5AiSk5Px/fffIy8vDyNGjJDhIltoJQhBEARBCEBZUjK2GvphsCYDRjOgSUqu/0UEV5xLKUR5hRmdbGyKaqVF2PU7xKQXVf+5Iew8k41fd1/Fs8Nj8JCDVn0ozYguoThwPgczn+2Cfu1ur7tFEARx+7NlyxZ06NAB3t61L4Ps06cPFi1ahHPnzuH999/H/PnzMX36dFRWViIiIgJPP/00AKBfv37IzMzE4sWLUV5eju7du2PkyJHYvn17dazOnTvjscceqz5mwIABGDFiRPXmq7ei1cilZFkAACAASURBVGpRVFSEWbNmIS8vD97e3ujatWuN2/beTGBgIEaNGoXFixfj22+/xcCBAzFx4sRax40ZMwYAMHv2bBQXFyMmJgbvvPNOjTvDOBuaBCGEIyIiQtY4wR61e86qfmscW/FYeiwnFs+9lqJNaW+l0Nh8KREtkH3NHWmlHkh18ULbpsGMlTUcUbzjIWdERAROXK7a8K1j07pXgjQPrdpt/2J64+4Qszs+Gwa9Fq+MbNWo17OCZa8e7BWJe7uHN/ryINHg+XtWBETzTzS9gH3Ncuux91tIVKZMmVLnWGhoKJYtW1b9eNKkSXUe+9BDD+Ghhx6qfrx69epax4waNQqjRo2q8dzo0aNtjuv1erz66qt15gsJCamhDQAeffRRPProozWeu3UiRK/XY+zYsRg7dqzNuB06dKgV11YuJdGYci85ZveR24jkwqpNXOravZdQFrPZDK227h9C9Y0T7FG756zqt8axFY+lx3Ji8dxrKdqU9lYKjc03e9UZfLnxCjSw4F2fVPxtymNO3xNEFO94yGk2m/H2wlPYcTobe6cPsblpnJUh725H1xb++GxswzcGfHj6Xni6uWDBqz3lyJWN9ZpxXr8veIbn71kREM0/0fQC9jXLrcfebyGiJqtXr8aGDRswe/ZsZ0vhFh/LNZvP0zuLEI4lS5bIGifYo3bPWdVvjWMrHkuP5cTiuddStCntrRQam2/nhQK0CvfCI9FJyBswyOkTIIA43vGQc8mSJTh+OR+dmvnanQABgOZhXriU0fCVIEWllYhPLkD3ls5fcrxkyRKuvy94hnyTh2j+iaYXsK9Zbj32fgsRBCtoEoQgCIIgOCe3yIhjiXkY0SUUri5aXGJwC1WCHSsPpGDqL6dQUFJR5zEmswWXMooRZ2c/ECstwz1xKb0IZnPDFuseTbwGswXo7qDb4BIEQRDO4/7776dVII2E9gQhhEOv18saJ9ijds9Z1W+NYyseS4/lxOK511K0Ke2tFBqTb9eZbFgswKDYEKy9oG/0fhGsEcE7pXKazBb8sDkRAPDFmvMwmS3Yey4HXz3bBe2b1F6lU26qWv1h784wVlqEeaGswoyU3FI0CfKo9/hSowmLdlzBmkOp0Gk16BxT/0SL0vD8XcE75J08RPNPNL2Afc1y67H3W4ggWEF7gjQC2hOEIAiCcCST5h3DgYRc7PrPEPz397NYvOsqjs0YDq3W/mUVhHLsT8jBP748BABoGeaFKY+0wTuLTuFaUQXefawdRvWLQkZeOeZvu4xXRrbCvC2X8eXa8zj0vzvg42H/x/3hi9cwesYBzJnQDYNi7W+AW1JeiQc/3oukrBK0jvDC8E6heNnJm6ISBEEQBA/QniDEbcPGjRtljRPsUbvnrOq3xrEVj6XHcmLx3Gsp2pT2VgoNzVdpMmPXmWwM7BAMrVaDwNKzKL++SsDZ8O6dkjm3ncyE3kWDXyb1woJ/9sSA9sFYOaUferbyx9TFp/Hm/JP457xjmLflMnbHZyPrwkHEhHrWOwECAC3Cqu4Qc0HCZU9nUwqRlFWCD5+MxZp3+nMzAbJx40auvy94hnyTh2j+iaYXsK9Zbj32fgsRBCvochhCOHJycmSNE+xRu+es6rfGsRWPpcdyYvHcaynalPZWClLybTuZiWYhnogJ9cSxxDwUlFZiUIeqFQG6ymIA7khILZJ0qYSS8OidkjlNZgtWHUhBqdGE7aey0Lt1ILrdtP9GgLcr5vxfd3z750XMXHcBFgug0QB7z+agsrRA8l4dfp6uCPR2xUUJkyCJ1zdQ7cnBZqg3w/N3Be+Qd/IQzT/R9AL2Ncutx95vIQKYNWsWduzYAQDQ6XTw9PREkyZN0Lt3bwwbNgwuLtL/en/69GlMmzYNP/zwg+qucKBJEIIgCILgCGOlGS/PPYbhnUIw45nO2H4qCy5aDfq3CwIAuOmrFnGeSynEHXEhzpSqKg6dz8VHy+MRn1xY/dxTg5vWOk6n1eDFu1uiZ8sAXM4qweqDqVixLxkjwy0Y2lF6v1qEeeGShL1fLmcWQ6/TIDLQXXJsgiAIQlw6duyIl156CWazGQUFBTh16hSWLl2KnTt3YurUqXBzc3O2RO7RvTf5lWnOFiEaBcaqH6AGg8HJStRJVFQU3N3r/rFX3zjBHrV7zqp+axxb8Vh6LCcWz72Wok1pb6VQX76zyQX4ZddVlFWY8NSQZvjP8rNoGe6Fx/s3AQA0aRKFDcdz4aLT4K6uYQ5SbRvevFMC/+Aw/OvX8/hk5TnodVp88EQH+HnqcSmjGO8+1g7e7rYvb4kMdEeHJj64mnIN+y7mI7PYgKcv74FPl/bQutX/++HE5TzsT8jF+OExdm+p+8vOqzCZLXhqSLNGVqgMUVFRaNmyJbffFzzD8/esCIjmn2h6Afua5dZj77cQARw8eBCVlZUYPnw4PDw84O/vjzZt2qBLly5YunQpNBoNYmNjAQA7d+7EN998g/nz52PdunW4cOEC2rRpAw8PD2RmZuLNN98EAKxevRrLli1DZmYmevbsCYvFgtWrV2PWrFlYuHAh9uzZA3d3dzRtemPif9myZZg1axYWLVqEDRs2ICkpCb169XKKJ/YwoMzm87QnCCEcSUlJssYJ9qjdc1b1W+PYisfSYzmxeO61FG1KeyuF+vKdulIAALiaXYpTV/JxPq0Ig2/aHDMpKQltIr2RkFpYVwiHwZt3SvDHrhPYcDQdE+9pgfVTB+De7uH4YHQsdn88BBEB9f9Ab35kLwCgl1sWcOES0r+YJylvyzAvFJZWIqug3O5xlzOL0SzEU1JMR5KUlMT19wXPkG/yEM0/0fQC9jXLrcfebyGibqKjo9G5c2ccOHCg+rnKykqMGjUKn376KaZMmYLCwkJ8+eWXAIDAwEC8/vrrAIAZM2Zgzpw5GDt2LABg8eLF2LJlC8aNG4fPP/8cDz30EObMmYPDhw8DAPbv3481a9bg2WefxVdffYW33noLLVu2dHDF8qBJEEI44uPjZY0T7FG756zqt8axFY+lx3Ji8dxrKdqU9lYK9eU7mZRf/edPVyYAQI07hMTHx6N1hDcuZ5agvMKkjEiJ8OadEhRnX4GrixYT72kJd1dd9fNebtKuKG6RdgHNKgvQ3LcIMJtRnpQs7XVhXgCAhNS69wUxmS1IyipBTCh/kyDx8fFcf1/wDPkmD9H8E00vYF+z3Hrs/RYi7BMVFYWMjIzqx0OHDkXXrl0RGhqKVq1aYfz48YiPj0dOTg50Oh28vKrOM76+vvD394enpyfKysqwdu1aTJgwAV26dEFoaCgGDBiAO+64A3/++ScAICsrC35+fujUqROCg4PRokUL3H333U6pubHQniAEQRAEwRGnruSjc4wvjl/Ox75zOejdOgDNQ71qHNM6wgsmswUX04vRvom6NjNzNJUmC4J9XO1ekmIPn6YR+Pr8Huy2RABaLQxNoyS9rmNTX+hdNNh9Jrt6P5hbSc0thbHSjJgQ526QSxAEQfDBzeeqS5cuYdmyZbh8+TKKiopgsVgAANnZ2QgMDLT5+uTkZFRUVOCjjz6q8bzJZEJwcNU/yPTp0wd//PEHXnzxRXTq1AldunRB9+7dodfXf/czXqBJEEI4unXrJmucYI/aPWdVvzWOrXgsPZYTi+deS9GmtLdSsJevzGjC+dQiPDs8BoWllbiYXozn7mxe6/U6H28AVfuHOHMShCfvlCLNHI6g/2fvvOPbKq///5ZkyZb3ikdsJ3b2Is5OSEggQCBQApTVBkqBFPi1JbQp31JoaVmldNESCnRAG0ahhJ0FJCQkJIFMshNn2Bnee8mSbUmW9PtDlhPHsizpXlm60fN+vfJH9Nx7nnM+V1dXPjrPeeL97wGWsWQRVUuXMbS+nqjheWQsWeTVebH6CC4ekcKGg9U8ctNIt0mYfaeaAEKyEiSUPytCHaGdNJSmn9L8Bc8+S43H03chgWfKyspIS3M24G5vb+eZZ55h/PjxPPjggyQkJGAwGHj88cfp6Ojo1YYrUfLII4+Qmto9Ae/aeSY1NZUXXniBQ4cOcejQId544w3ef/99nn32WcU0ZRVJEIHiiInx/GWvr3GB/IS75nLF77Ljzp6cGkuxFcrX2hvfAq2tN3ia73S1iQ67g5FZcahUKg4VNzFzVPdfa2JiYshMiyFeH8HeU03cdLF3lQWBIJS0CxS1JhiQ4n8SJCIhnuwnlqAqLycrK8unc+dNSOc3/zvCiQojI7OciS+b3cHGgzW8sekMu4saSYnTdY2FEqH8WRHqCO2koTT9lOYvePZZajyevgsJeqekpIT9+/dz8803A1BeXk5LSwsLFy4kPT0dcCZJzsWV1LDb7V2vZWdno9Vqqaur46KLLup1Pp1Ox+TJk5k8eTI33ngj9913H8ePHyc/P1/u0AKC6AkiUBxbtmyRNC6Qn3DXXK74XXbc2ZNTYym2Qvlae+NboLX1Bk/zNRgtAKQlRLJkwXD+s3hqjwqALVu2oFarmDw0iW9ONtJusVHXR/PMQBFK2gWKIRGlpMZJ3w3OH98vvygNlQo2HHSu8a5uaufa325l8av7qGho45Fvj2Tt47N73aEmmGzZsiWkPy9CGaGbNJSmn9L8Bc8+S43H03chgROr1UpjYyMNDQ2cOXOG1atX8+STTzJkyBAWLFgAOKs1tFota9eupbq6mj179rB8+fJudlJTU1GpVOzdu5fm5mba2trQ6/UsWLCAN998k40bN1JZWcnp06f5/PPPWb9+PQCbNm3iiy++oLi4mOrqajZt2oRGoyEjI7g71vmCqAQRCAQCgSBEaDQ5kyBJsbo+j50yLJlNh2v50b/2cry8hS9/exk6rfhtQ06sNjsddjuZEpbDSCE1PpLR2fHsLmyEa+APHx2jsrGdF34wgSvz04jQiOstEAgE4cahQ4e4//77UavVxMTEkJOTw6233sqVV17Z1ZcjISGBBx54gHfeeYd169YxaNAg7rrrrm69PlJSUrjtttt45513+Oc//8mcOXNYvHgx3/3ud0lMTGTVqlW8+uqr6PV6cnNzueGGGwBnlc6KFSt48803sdlsZGdn8/DDD3dVnCgBkQQRKI5BgwZJGhfIT7hrLlf8Ljvu7MmpsRRboXytvfEt0Np6g6f5Go1WAJJiek+CuM6fMiwJgG3H6gHYUlDLlfn9+wWkv7UbmJXNtmN1zBzlvlGo3DS0WChrjeGi+L6TUn3hr1aThiTy0fZyvj5ax6d7qvjJdcOYPyn0f20L5c+KUEdoJw2l6ac0f8Gzz1Lj8fRdSACLFy9m8eLFXh07a9YsZs2a1e21999/v9v/b7nlFm655ZZur6lUKq655pped3yZNm0a06ZN88Hr0ENlazjlCLYTSqOsxblFXny86MgfDCwWCzpd719I+xoXyE+4ay5X/C477uzJqbEUW6F8rb3xLdDaeoOn+f62ppC/rz3J4Reu6vVX/q73SYedaQ9/gVajQqNRMX14Ci/cOyGQrvfqS3/x148L+NeGEpYtnsKsXnZMkZMjJc3c9qeveeG+yZITTP5q9ck3lTz02gFy06Jpaetg028vJVKr6fvEIGOxOKuaQvXzIpQJ5c9ZJaA0/ZTmL3j2WWo8nr4LCQS+Eu9odPu6qKMUKI4PP/xQ0rhAfsJdc7nid9lxZ09OjaXYCuVr7Y1vfWlb2dhGq7n3ruly4MnPJpOVhGitx2UOrvN1EWqWLBjO07eP49pJmWw6XIOxLbC+9+ZLoOloNlD45As0ntgMwNKVx7o62AeSOoOFG3NKGCDDchh/tZo0NBGAMzWtXD91oCISIOCMN5Q/L0IZoZs0lKaf0vwFzz5LjcfTdyGBQC5EEkQgEAgEgk5u+/MObv7jdkrrWoMyf6PJQmKM900u7748l2smZbBgaiZmq53P91cF0LvgUbV0GZ+UdGBHxTxLGQdLjWw/Xt/juMMlzRTXmGSbt6az4ayULXKlkpmkJzPJueXgTRf7truMQCAQCPoPq9XK0aNHaWhoCLYrgj4QSRCB4tDr9ZLGBfIT7prLFb/Ljjt7cmosxVYoX2tvfPOkbbvFRk2zmVPVJha/sk92/05UtPTqg4tGo7XPpqjuzp+Ql0hOqp4131RKc9JH+uv9YC4uY3fEAOiAH5kOoXbY2VXYvcS11dzBPX/bzcNvHJRt3jqDmXabhlQZeoJI0WrehHRmjUphxMDQ2wq3N/R6fUh/XoQyQjdpKE0/pfkLnn2WGo+n70KhSm1tLZs2beI///kPhYWFPXZ1E4QeoieIH4ieIAKBQHDhUVxj4qqntjIqK45j5S1s+u2lDEyW50vYtmN13PPiN7zx06nMGJHS63E3PPs1A5P1/OOHk3yeY+nqQv617iRbfjeXAQnBq1wIBGVPLeWOykGMsDXxSNsBFifPJWdkNq8+MKXrmPe+LuU3/zsCwCe/voRhmbGS5uxoNvDYbz9hQ2ssK9NPkrFkEREJ4rkvEAgEAmfVx4kTJzh8+DBGo5GxY8cyduxY4uKUk6wOB0RPEMEFw2effSZpXCA/4a65XPG77LizJ6fGUmyF8rX2xjdP2tY0O5c+3DIzG4CvjtbJ5tvWAqetbUfrPfrZaLKQFOt5OUxv5y+YmondAZ/s6b9qkP56PyQ9cDfVGj0jcoxEDc9jfH4OR0oNXX1BbHYH//2ymNy0aCLUKj7cXiZ5zqqly6gxmLkio5L2wtNULV0myV4o3zuB4LPPPgu7mOVC6CYNpemnNH/Bs89S4/H0XSgUOLfq4+TJk0ydOpV77rmHGTNmiASIghBJEIHiaGpqkjQukJ9w11yu+F123NmTU2MptkL5Wnvjmydtq5vbAbh4ZAoZiVF8VSBfEmTnCef64F2FDZRU1LJuX8/eHQ6Hw6vlML3FOTQjljE58azeXeGVT6+uP8VLnxR5dayvvshNuUWDAxVxAxPJfmIJFw1Npb7FQk2zmfoWM4te3M2JCiM/vmYYcy9KY8XOCsxWm6Q5zcVlnFTHk6Qzg92OuVhaYiWU751A0NTUFHYxy4XQTRpK009p/oJnn6XG4+m7ULCwWq0cOXKEd999l1WrVqHX67njjju4/vrrGTJkCGq1+JNaaUQE2wGBQCAQCEKB6iZnJUh6YiSXjEll3b4qOmx2IjRqTlebOFHRwpX56WjUvq31bW61UlBmIDpSw6HiZobb21i1poirJ2Z0O67VbMPSYScpxv/+EwumZPLHj49zutpEXnqMx2PX7K6k0WRh8beG+T1ff3G62tnsVKd1ftEck+NclvLO1lI+2lFGk8nK7783jhumDSQtIZL1B6pZtauCW2fl+D2nKWcw1XXRRDlsoFYTOThbeiACgUAgUAy1tbUcPnyY48ePM3DgQKZOnUpubq5IelwAaJ545KdPBtsJpWGwON/4kZEX1pprpZCbm+tR+77GBfIT7prLFb/Ljjt7cmosxVYoX2tvfPOk7dq9VRRWGHnwW8OwdjhYuauCS0anMjBZz5PLC3jx0yK2Havn+qkD0Wi8T4R8VVDHJ3uquGd2FrtPGyg2xVBvsPKDmWlE6KO6jqtpbufNTcVcNyWz6498X+McmKzn9U1nSIjWMt1D7xFw9hCpb7HwvUsHodf5t+1qIN8PDoejq7nc+gPV7DjRwO/vn0tstJ7EGC2vfH6K3UWNJMXoeG3xVOaMHQBAdoqejYdq2V3UyO2zB3VrUFda18obG8+QlhDVZ8XNAX06nx2s4+amMwwenE7GkkWoo/yPNZTvnUCQm5vLiBEjwipmuQi394rcKE0/pfkLnn2WGo+n70L9gdVq5dixY2zatIlDhw4xcOBArrjiCsaPH09SUpJoeqowIml3+7pIYwkUx/HjxyWNC+Qn3DWXK36XHXf25NRYiq1Qvtbe+OZJ2+omM2mJkahUKi4elYJadbYvSHGtCV2Emn2nmygoM/jk187CBiK1auYf3kikw8a42EasqDn4/Fvdjms0WgH6/OPcU5zpiVFMGZrEpsO1Hm20mjtoMjnnc+1a4w+Bej/89r0CZjyykRfWFFJnMHO62kRGYhSlZ04CEB0ZwZXj07l6QjofPTqT0eckjVQqFT+4MpdT1SZWdS4NOlpq4KFl+7nqyS28/NlJ3tpc3KcPh6stRKhVDLz7arKfWCK5KWoo3zuB4Pjx42EXs1wI3aShNP2U5i949llqPJ6+CwUSV6+PZcuWiV4fYYBIgggUR2FhoaRxgfyEu+Zyxe+y486enBpLsVVYWMi2Y3Vc8stNXPP0VpZvLZHNL19xOBz8b0sJL39WxNFSg1dxedK2urmd9ERnZUZCtJb83ES2FtThcDgormllxohkAE5VGX3yc+eJBiYNSSKqtIS/GbYyLcaZoDhd0dztuEajBYCkGM+NUfuK8+JRKRwtM3TZc0dl49lfRo6X+58ECdS9f6ysBbPVzj/WnmTubzaz8VANeekx3eZ76f6J/O2+iSRE99Tr2kmZ5Ocm8KePj/ODl77hxj9s48sjtdxzRR7jBsVz4Exzj3NcdNjsvL25mC+P1DIqO47Tp6T1TXERbp+ThYWFYRezXAjdpKE0/ZTmL3j2WWo8nr4LyY27Xh8LFy4UvT7CAHFlBQKBQOCWDpudQ8XN2O1nd1I3mW3c9/IeEqK1JERreWJ5AS9+UkiDhz+4A8XuokaeereAv60p4ncfHJVsr6apnfSEs8tTLhmdyuGSZgorjbRabMwanYpWo+J0jclrmw0tFo6XtzB9RDKRg7PJpo1I7ABUp2R1O7bR5F0lSF/MGJGCwwG7ixp6Pabq3CRIhW9Jnf6gwWhhzthUPvvNbG6akYWlw86EvESvz1erVTz53bE0mawcKzPwfzeM4MvfXsYvvj2SGSNTOFZmwGK1uz33y8O1PP3eUY6XtzBlWJJcIQkEAoEgRKirq+uq+igqKupW9REfL7ZCDwdEY1SB4pg+fbqkcYH8hLvmcsXvsuPOnpwae2vr0z1VPPzGQYZnxvL/Lh3I+C9WscOYSBIW3rp/KrGpiTz8+kFe+vQkf//sJFOGJXPVhHSunzbQ7a/zcvPO1hLi9RFcPTGD1bsreHzB1D7P6U1bh8NBTbNzOYyL2WNSefHTIpZvLQVgSHoMOanRnK5u9drHXYXORMSMEclkXLyIqqXLGF1TR7TKRsO4/K7jCkoN/GfDabQaFalxntdA93X9LhqcQLROw47jDVw1IcPtMa5KkOwUPSckVIIE6t5vNFlIitGRlx7DUwvH8tgto4nQqDhzxvveJWNy4vn8ydkMiI8kUnv2vPzcBKw2B0fLDOS7SaxsPlJLTJSG138yjaHpMVRXyLMmPdw+J8MtXjkR2klDafopzV/w7LPUeDx9F5KC1WrlxIkTHD58GKPRyJgxY1i4cKFIeoQpIgkiUBwajecvwX2NC+Qn3DWXK36XHXf25NTYW1una0yoVeBwwM+XnyDNPojIWAe3mY5j+udJkp5YwvOL8rl3Xh7rD1SzYX8Nz7x/lK+P1vHnu8fzz3Wn+OHVQ4jTy58QqTOYWb+/mtvnDCI/N5H3t5VR1WhhRB/n9aZto9GK1eYgPeHsH7zjBieQGKPl453lAOSmxTAkI4ZT1d5XTuwsbCBap2Hc4AQiNGqyn1iCrbiYvOXllDRbMVtt/P2zk7y6/jTJsTpeuHcisXrPj+a+rp8uQs2UYUlsP17f6zGVjW2oVM5Ez8c7yrHbHah93PXGG1/8wWZ30GSykhx3tiLGtSuMr/Nlp0T3eG38YGfi48CZph5JEIfDwZeHa7lkVCrjByf4NWdvhNvnZLjFKydCO2koTT+l+QuefZYaj6fvQu6w2+2YTKZe+3bU1dV17fCSkZEhdngRAGI5jECBbNu2TdK4QH7CXXO54nfZcWdPTo29tVXZ0EZ6YhSrH5vFo5aD6B0dzE6pZl57CebiMsDZhHLcoAR+tmAEn/zmEhbOzmHHiQZW7arg3+tP805nFYXcfLCtDKvNwXdn55Cf5/xj9dC+3X2e15u2ZQ1tAGQknV0Oo1GruHhkCq1mm7NBZnIUeWkxlNS2YmzvwHbOMqHe2HminsnDktBqzj5ut23bRl5aDIdLDNz4+238c90pbpg2kE9+cwlXjE/zK4bzGZ0dT3FtKw6Hex8rG9tJjY9kUGo07VY7rWZbnzb99cVXmlutOBzue6PIMV9GUhRpCZHsPdXUY+xoWQs1zWYuGzdA1jnltKMUtm3bFnYxy4XQTRpK009p/oJnn6XG4+m70Pk4HA42bNjArl27ur1utVopKCjg3XffZeXKlURGRrJw4UJuuOEG0etDAIgkiEAgEAh6obyhncykKNRqFfOydfzd+DWDbC1o1SoiB2e7PWf6iBTaLDaWfXEGgLc3l9Bhc997wV9sdgfvfV3K9BHJDEmPJV1jJVndQUuDgbKnltLR7NvuLQCHip2NMs/fmvaS0akAZKXoidCoGZIeg9Xm4IrHN3P7X3dgau9wa89ud1DbbOZklYnpnQ1Vz2V4ZixNJisO4N8PTOb3d14k6xKihBgtNrsDU7v75EZVYzuZiVFERzp/aWu1uI8jGLgaup5bCSI38/LTWbeviv2nuydCvuzcVce13a5AIBAIQpcdO3bQ0NDAnDlzAGfVx5dffsmyZcsoLCzs6vVx8cUXi2Uvgm6E9HIYm93OW++t5outO2hoaiY5MYHLZ0/nzlsXdJVIORwO3np/NZ9+sRWjsZVRw/N44Ae3k5szsMuOxWrl1f9+wJdf78JssTJx3CgW33sHA1JEwzMlkpeXJ2lcID/hrrlc8bvsuLMnp8be2qpsbCM/17lcIGOJs59FhtFA1PA8MpYscnvOlKHOz9Wy+jayUvSU17ex4UAN8ye5703hD1sLailvaOfhb48CoPqF1xhpTuSMMZb2M/upWrqM7CeWuD23N20/Ot5EapyOrGR9t7HZY5xJkMEDnMsq8tJjAGiz2DhUbOCBV/bxyo8mo9OqeX3jGeL13grCGwAAIABJREFUESTH6fjVW4e5cbqz8en0ESk95hs/cTDTRySTn5vo8zIUb65ffGdCpbnV6nZ5TUVjOyMGxqKPdI75WwkSiHv/7C45PZMgcs330PUj2HSohl+9dYhPfn0JKpXzGmw+UsNFgxNIjT+7LEru+ztcCLd45URoJw2l6ac0f8Gzz1Lj8fRd6FwOHTrE8ePH+fa3v01hYSGHDx/GYDAwduxY0etD0CchnQR5b8VaVq3bxMMP3EPuoCxOl5Tx3Muvo42I4I5brnMes3IdH65Zz//9+G5yBmbw1gdr+OUzz/Ofpb8lWu8sa/7n6++x/Zv9PPrT+4iPjeGVN9/n8T+8yEt//DUaUQ6lOMaPHy9pXCA/4a65XPG77LizJ6fG3tiy2x1UNbYzf6LzczQiIZ7sJ5aQ3NpKdHTPPgsuBiREkpsWzZmaVn563XCeX3WCD7eXyZoEeWdrKQPiI7ky37l0xFxcRg4RrGkehN1u71qqcy4dzQaqli4jvqyCsnU7yFiyiIgE5xek8ePH88S6b8jPS+z6Y9hFemIUC6ZmMnWYs5pjZFYcYwfFc/+8IbRbbTzy5iEeeu0AP7t+OH/86BjgrMJoNFr5z4bTxOkjGJPdfZ3y+PHjiY6MYOIQ/xLx3ly/hGjn493QaiUrpXtix+FwXttLx6YS46oE8TMJEoh737XTULKbXXLkmi9WH8Gdlw3mjx8fp7nVSmKMjoYWCwfONLP4mmEBmTPcPifDLV45EdpJQ2n6Kc1f8Oyz1Hg8fRdycerUKbZt20Zubi7Lly8nIyODyZMnk5eXJ5a6CLwipN8lBSdOMmNyPjOm5JORlsrFUyYwY3I+x4pOA84vcis+3cBtN85n9ozJ5A7K4uHF99DW1s6mr3YCYGptZd3Gr7jve7cwefwYhg8ZzMOLF3G6pJx9B6VvqSjof1auXClpXCA/4a65XPG77LizJ6fG7mydqjbyxDtHqOjsjVHXYsZqczDwvMoIb/yY0pkwuGR0CjdMG8hXR+uobTbL4DmU1bey+Ugtt8zM7uqzETk4mwSsXJtdgUmtc7tUp2rpMv5SGs2qoTm0F56maumyrrGPPl7BmZpW8nMT3M753N35fOeSHACiIyP46JGZzJ+UwY3Ts3jsllGsP1DNHc/vJEKjJitFT6PRytyLBnRqkUSEpvujVuq19Ob8rkqQNmuPsZpmM20WG4MHxKDXSUuCBOLebzT2vlWwnPO53ttVTc735paCWhwOuHRc96Uwct/f4cLKlSvDLma5ELpJQ2n6Kc1f8OyzXM+43uwUFxezevVqrFYrZrOZWbNmMW3aNFJSUrDb5V1+K7hwCekkyLhRwzhw5Bgl5ZUAFJdVsP/IMaZNvAiAqpo6GpoMTB4/tuucSJ2Oi0YPp+D4KQAKT5XQYbMxKX9M1zFpqcnkZGVQcOJkP0YjEAgEocsr606x/KtSbnj2a3YXNlDZ4NxCdWByVB9n9uRH84fwwg8mkBIXyfXTBmJ3wOrdFbL4+d5XZaiA71xyNtGRsWQRKenOBEZ73hC3S3XMxWUciUiiRaWl0RHRrVrElQBwt11qX3x/bi4PXjuMRqOVm2Zk8cZPpvHqjyfzhzsvIi0hkqt72aI20CR2JkEMrT2TIEWVzt1thmXGnu0JYg6dniCuSpCk2MBus+xqglvduV3wl4drGRAfydgcUUItEAgEoUpsbCxjxowhPz+fqKgoTp48yebNm/n4449Zv359sN0TKISQXg5z2w3zaW1r5/6HnkStVmGz2Vl407UsuPoyABqanM3vkhK7lxonJsRT39jUeUwzarWahLjYbsckJcTT2NTcY85PN2zh0w1bPfr16GOP+xuSQAZiY2MljQvkJ9w1lyt+lx139uTU+HxbbRYb6/ZXc9m4AZTWtXL/P/awcPYgADKT9B7PdUd2SnTX1qRDM2KZmJfIi58WkZMazbwJ6X77bemw88H2Mi4bl9bNr4iEeIZ+bwH7V6wi8p7vdC1zMbRaOVPbyvjBCUQOzqauOgpjh5atkVncNvjsbwCttgg0aucuN/7wwLVDmTAkkUlDEomOjOhafrLld5f1WF4D0q+lN+d3VYKY3CRBqjqTIBmx1BqcVRBtFv8qQQJx7zcaLURHaojU9tweUc75MhKdSZCqpnasNjtfHa3jqgnpPXq0yH1/hwvhFq+cCO2koTT9lOYvePZZrmdcb3ZSUlKYN2+epDkEgpBOgmzetpsNW3bw6E9+wOCcgZw8U8o/XnuXjLRU5l9+yTlHdv/C4nDz2vk4cLg95tor53DtlXM8nlvW4pX7ggCxYMECSeMC+Ql3zeWK32XHnT05NT7f1qZDNbSabdxzRS55aTEs/OtO/rPBuezw/EoQf/xY+oMJPPjqPha/uo/7r8pjyYIRaHxsBgqwfn819S0WFs7O6TGWHKdjbUUWC1osXa89t/IEK3aWs/cvVxL/47swPbmTtRVZjIpL5sGfXt513PbmXC4aDLFR/j0SVSpV1y4y57/uDqnX0pvzzzZG7VnhcbLSSFKsluQ4HabOChB/l8ME4t5vMFrc9gORe77UeB1qlTMJsu9UEy1tHd22xpV7znD7nAy3eOVEaCcNpemnNH/Bs89yPeOUqItAOYT0cphX3/qQWxZcxWWzppE3KJsr51zMzdfNY/nHnwGQnOj8ta+xqft2iM3NBpI6fwlMTkzAbrfT3GLsdkxTcwtJiaLkVYmsXr1a0rhAfsJdc7nid9lxZ09Ojc+3tWpXBemJkUwblkx6YhTP3T0etcqZFIjTaz2e6w0ZSVG8/bPpfGdWNq98fpp7X/6G0rpWn+28s7WEnFS924RDUoyO+QPLaeysfOiw2fl8fxVmq51ag5l6u/OP6u8MreZYh54HlxfRZLJgbOsg01zAjJEpPWwGCqnX0pvzYyI1aNQq98thqkwMTXf+wnZ2i1z/kiCBuPcbjVa3/UDkni9Co2ZAQiRVje1sOlSDVqNi5qie7y257+9wYfXq1WEXs1wI3aShNP2U5i949lmuZ5wSdREoh5BOgpjNlh5lqWq1GofDWeuRkZZKcmI8ew8WdI1bLFYOHytizMghAAwfMogIjabbMbX1jZSWVzFmxNB+iEIgN0ajUdK4QH7CXXO54nfZcWdPTo3PtdVgtLC1oI7rpgzs+rydNCSJh28cyQ3TBno81xd0WjVP3z6OZ24fy+6iBq58YguP/+9wr8e7PuddVDS0sbuokdtm5bjdUjY5TkdshLVre9VdhQ1dDTYrG9upbnb2fchJUvPYLaP4qqCOG5/9ihceX05MhJVhO76ko9nQw24gkHotvTlfpVIRHx1B83lJEIfDQVGlkaGZziTI2cao/vUECcS93+ihEkTu+TISo6huamfzkVqmDk92Ww0k9/0dLhiNxrCLWS6EbtJQmn5K8xc8+yzXM06JugiUQ0gnQWZMHs97K9ayc+9Bqmrq+HrXPj5as56Z0yYCzi95N157Je+tXMtXO/dypqSc5/7+GlFRkcy9ZDoAMdHRXH35Jfz7vx+y92ABRadL+NNL/yFvUBYTx48OZngCgUAQdD7bW0WH3cH1UzO7vb7oyjwe/86YXs7yn1tn5bD28dlcNyWT97aVUdnY1m3c4XDw1pfFTP75BrYfq+96ff9pZ5+ni3up2NDrNKhVqq4kyNq9VV1jVY3tVHfuAKLVqPn+3Fz+99B0HAYjb7amogKGFh/ttmPMhUBCtBbDebvD1LdYaG61MiwjBoAorQaVCtr8XA4TCJxJkMA2RXWRkRjFoeJmTlaZuHRsz6UwAoFAIBAILjxCuifIjxct5I13V/LSv/9HU3MLyUkJzL9iNt+75bquY2674WosFgsv/+d/tJhaGTUsj98/toRo/dl17D+86zY0GjXPLn0Vi8XChHGjefiBRWjEPtKK5IYbbpA0LpCfcNdcrvhddtzZk1Pjc22t3l3BiIGxjMyK83CGvH5kp0SzZMFw1nxTyYqdFfxovrMqz9jWwWNvH2btPmcCY9XuCi4e5Ux6HCpuRhuh8ujnrpahTDRanEthDlQzZ0wqWwrqqGxsx2Z3VpZct+B6AMbnJvKCaRv/VA+j46QNnb2j244xgUSqht6eH6/X9miM2tUUtbMSRK1Woddp/O4JIve9b2rvoNZgJi3B/a5Ecs+XnhSFoc1ZBeOuH4icc4bb52S4xSsnQjtpKE0/pfkLnn2W6xmnRF0EyiGkswDR+ih+dPd3+O/f/8Dqt1/mjZeeZdHt30anO/sLkUql4s7bruedV55jzdt/57mnHiZ3UFY3OzqdlgcWLeSDZc+z6q2XefrRxaSlJvd3OAKZOHjwoKRxgfyEu+Zyxe+y486enBq7bJXWtbLvVBMLpg7stYlnoPzISY1m+ohkPtxeht3u4FiZgZv+uI31B6r5+Y0juHZyBpuP1GLvTF4cKm5mdFY8uojeH1tjEhppNFnZXdhIo9HKLTOziYnSOJfDNLUTGxVB0fEjXcenDs7g5+2HmJNQDWo1kYOze7UtJ1I19Pb8hBhtj+UwJzu3xx2acbbrfrRO4/dyGLnv/a+O1mG1OZg12n3Fj9zzuXaIyU2LJjctJqBzhtvn5MGDB8MuZrkQuklDafopzV/w7LNczzgl6iJQDiGdBBEI3HH69GlJ4wL5CXfN5YrfZcedPTk1dtlavbsSgOumZHo6PGB+fGdWDqV1bSz/qpQ7l+6izWLjzZ9O4755Q7hsXBr1LRYOlxqw2R0cKTEwPtfzFrZp2mYaWix8tq8KvU7DnLEDyEzUdy2HyUiM6uZ/xpJFRA3PoyY5jqjheWQsWSRbbJ6QqqG35ydEazGctztMUZWJOH0EaQmRXa9FR0b43RhV7nv/i4M1JMZomTw0qV/mcyVBeqsCkXPOcPucPH36dNjFLBdCN2koTT+l+QuefZbrGadEXQTKQSRBBAKBIAxxOBys3l3B1GFJDEzWB8WH+ZMyyE2L5ql3C2iz2Hj9J1OZMsz5x+/sMamoVLDxYA2nqoy0WmxcNNhzEiRCo6LOYGb9/mouGzcAvU5DRlIUlY1tVDe1k54Y2f34hHiyn1hCZG422U8sISLhwtoxLN5NT5CiSiPDMmK7Vf7oI/1fDiMnHTY7m4/Uctm4AURo+ufryfCBsWjUKq6emNEv8wkEAoFAIAg+Id0TRCBwx8yZMyWNC+Qn3DWXK36XHXf25NR45syZnK4xcaraxPfnDvb5XLnQqFX8+Jph/OKNg9x9eW63JRrJsTouHTuAtzcXdzU7zc9N9GjPljiCiqMmAOZ3/lGbmRTFsTIDGo2KYZmpAdfWG6TO5+358dERGFqt2O2Orh11TlYZmXtRWrfjoiM1tPlZCSKndsfKW2gyWT02KJX7Wo0YGMeuP1/hdlcYuecMt8/JcItXToR20lCafkrzFzz7LNczTom6CJSDSIIIFIfN5vnLel/jAvkJd83lit9lx509OTW22Ww0tDgrBAYPiPb5XDm5fmomA+J1TBnWs0/TQ9eP4Mbff83yr0q5+eIs8tLd92xwERflrB7Q6zRc2rm8ISMxiroWC2qVMyESaG29Qep83p6foNdid4DJ3EGcXkuD0UJ9i6VrZxgXMZEajO3+9QSRU7t6gzPZ5akyKRDXylMCRM45w+1zMtzilROhnTSUpp/S/AXPPsv1jFOiLgLlIJbDCBTHzp07JY0L5CfcNZcrfpcdd/bk1Hjnzp1djTD1Oo3P58qJSqVi5qhUtw1PR2bFcc8VeUzMS+TXt3qxpXljEQCXjh3QFVdGkrPngz5Sw62zsgOurTdInc/b8+OjnU3Emzp3iDlV1bMpKoBeF+H3chhvfDlc0sz0X3xBeX2bx+MaTc4kSGJM79vjBuOzRu77O1zYuXNn2MUsF0I3aShNP6X5C559lusZp0RdBMpBVIIIBGGKze5ABV1l8oLwwrX8IToytB8Dv/j2SBwOh1e710R0vpfnTzrb38FVPfLoTaPITApO75Ng4UomNLdaycHZDwTObo/rIjrAPUFW7KygyWSlqMpIVkrv18CVrPGUBBEIBAKBQCCQSmh/+xUI3DB8+HBJ4wInv377MGX1bfx3yTTJtsJdc7nid9lxZ09OjYcPH06p2ZUE8a0SJBjX2tvte/PHjebJEenMyz/b82LSkEQ+e/wShqQ7//APtLbeIHU+b8/PTnUudTpTY2LcoASKqkxER2rI7KyOcaHX+Z8E6csXh8PBFweqAWhosXg8tslkRa2CeH3vSZBgvP/kvr/DhXCLV06EdtJQmn5K8xc8+yzXM06JugiUg1gOI1AcI0eOlDQugLL6VlbsLOd4eYss9sJdc7nid9lxZ09OjUeOHNm1Jaqvy2FC+VqPHTOKhbMHddtZRKVSdSVAIPDaeoPU+bw9f0h6DFqNimNlzvv8ZJWRoeftDAPeNUZts9jYWlDrsy8FpQYqGtsBaDD2lQSxkBCj9VidFoz3n9z3d7gwcuTIsItZLoRu0lCafkrzFzz7LNczTom6CJSDSIIIFMeaNWskjQvgrS9LsDucZfLtfu4KcS7hrrlc8bvsuLMnp8Zr1qzp6gniayVIKF9rb3wLtLbeIHU+b8/XRagZkhHLsc5kp3N73J7NZWMiI2iz2LDbHb3aeu/rUu59eQ8VDc6+Hh3NBsqeWsoHL/2TQ0+8iLWp2e15K3dVoFY5lyrVe1EJkhij83hMMN5/ct/f4cKaNWvCLma5ELpJQ2n6Kc1f8OyzXM84JeoiUA4iCSIQhBktbVbe21batSNCrcEcZI8EwaCtc/lDlNa3JIhAWYzKiuNYeQuGVis1zWaGntcPBJxNYwGP1SAFpQaAruamVUuXsf9UA6dUsdxSN5x3/vhBj3NOVLTw9uYSbpyexYCESBpaPH/WNBotoh+IQCAQCASCgCOSIALFkZiYKGk83PlgWxmmdhv3zcsDoKZZehIk3DWXK36XHXf25NQ4MTGRNouNaJ3G58a4oXytvfEt0Np6g9T5fDl/VFYctc1mdhc1AjAso2cSxFUN5KkviGtJTVWTc2mLubiMD3V5GK0R6B0d7G+wdzvebnfw5PICYvURPHzjSJLjdDQYrR59dVaCeE6CBOP9J/f9HS4kJiaGXcxyIXSThtL0U5q/4NlnuZ5xStRFoBxUtoZTvde/CtxS1uL8whgfHx9kTwQC3+iw2Zn3xBayU/X8+tYxXP/s1yz9wQSuOWc3DUF48Pg7R9hwoJptf7g82K4IAsi2Y3Xc8+I3XDclkzXfVLL+yTkMGhDd7ZgVO8t55M1DbscALB12Jj20HqvNwf/dMIL7rxrCoSde5Du1Q7nefIbCiERsUXpWvPDtrnM+3F7Gr946zDN3jOPWmdnc+/I3NBotfPjIzF59vfSxL5k5KoXf33mRfAIIBAKBQCAIW+IdjW5fF5UgAsWxYsUKSePhzOf7q6lobOfuy/MYkBAJQE1zu2S74a65XPG77LizJ6fGK1asoM1s87kfiNx+yI03vgVaW2+QOp8v54/KcibrNxyoJlKrdrtFbUznNsmuPjHnc6rahNXm/L2kqrPJ6Y6pV2JTqRmeZ2JEHJxRxWDr7CnSYLTwp4+PM2lIIjfPyAIgJU5HoxeNUfuqBAnG+0/u+ztcWLFiRdjFLBdCN2koTT+l+QuefZbrGadEXQTKQSRBBEGjzmDmpU+KPDbjc0dbW5uk8XDF4XDw2hdnyE2LZu64ASTFaNFqVNTKsBwm3DWXK36XHXf25NS4ra2NVkuHzzvDyO2H3HjjW6C19Qap8/lyfnKcjh/OH0K71c6Q9Bg0bpY/uXqCtPbSE+RYmbMfSLROQ1VTOw6Hg4/21jFxSCLRQ7OZdsultFntnKkxAfDciuMY2zp48rtju5ZbJcfqqG+x4HC4/7xvt9hot9r7TIIE4/0n9/0dLrS1tYVdzHIhdJOG0vRTmr/g2We5nnFK1EWgHEQSRBA01u6t4sVPiyipaw22K2HB3lNNHCxu5q65uajVKlQqFWkJkV09QT7eUc7eU+5LxgQXHm1mW1cFgODCZsl1w3nyu2P40fyhbsddFUGmdveVIMfKWojSqpk0NJGqxnb2nmriVLWJW2dmAzA6Ow6APScbeemTIj7cXs7dV+QyMiuuy0ZynI52q73XviNNJme/kKRYz7vDCAQCgUAgEEhF9ATxA9ETRB7+vOI4/15/mpW/msWoc74s94XFYkGn6/2Lcl/j4cofPjzG/7aWsOOPlxPd+cfvd57bTnRkBP/60WQu+unnABx/eb7PtsNdc7nid9lxZ09OjS0WC9//2170kRpee3CqXz6GIt74FmhtvUHqfHL7W1bfyhWPb+nq33E+t/91Jza7nZED41h/oIbLxg1g7b4qvnp2Llq1HZUmgokPrcfa4fw6cfXEdP5w50VdnzNwtkfIhqfmkJPas+/I0VIDN/5hGy/eN4GrJvTeoygY7z+57+9wwWJxLn8Kp5jlItzeK3KjNP2U5i949lmuZ5wSdRGEHqIniCDkcK0tN3vYltEdu3fvljQeruwqbCA/N7HbHyZpCVHUNJm7yt1Vvm0U0kW4ay5X/C477uzJqfHu3btptfjXEySUr7U3vgVaW2+QOp/c/mYkRhGhVlHmpirPbLVxsLiJSUOSSE+KosFo4bO9VXxrciYxURHs3r0brUbN/IkZXDwyhXd/PoO/3Tux2+cMOHuCADS09OwL8tneKpZ9cQaAxBjPX3iD8f6T+/4OF3bv3h12McuF0E0aStNPaf6CZ5/lesYpUReBchBJEEHQqOxMgrRZfUuClJSUSBoPRwytVgrKDEwfntztdedymHb2nW4CYEyOf9VN4a65XPG77LizJ6fGJSUltJr96wkSytfaG98Cra03SJ1Pbn8jNM6Gqe6WJh4qbsba4WDKsGQyE6MAaLPYuipGXL48d3c+r/9kKhPy3G9pmNy5zKXBTXPU51edYNXuCoA+e4IE4/0n9/0dLpSUlIRdzHIhdJOG0vRTmr/g2We5nnFK1EWgHEQSRBA0qhqdDY/MFnuQPbnw2XOyEYcDpg5P6vb6gPhIDG0dbD9eD5z9Q0Vw4ePcHUb0BBE4yUnVU1rXswndN0XOMtJJQxLJTHLuLDM8M5bxuQk+2U/urASpP68SpKqxneLas8mXvpIgAoFAIBAIBFIRSRBBULDZHVQ3ORtytvtYCTJnzhxJ4+HIrsIGdBHqHr/Sju6s/Nh0qBYAS4d/Calw11yu+F123NmTU+M5c+bQarYR7UclSChfa298C7S23iB1vkD4m50STambSpBvTjYyLCOWpFgdgwY4e3ncNisbVefaOW99cSVY61u670a1q7ABgJmjUojUqvtsjBqM95/c93e4MGfOnLCLWS6EbtJQmn5K8xc8+yzXM06JugiUg/gZUBAU6gxmOjq3xm23+vaHt8lkkjQejmw+UsukIYlEarv/0Xvp2AF8f+5g3txUDPifBAl3zeWK32XHnT05NW5pMdJm9a8nSChfa298C7S23iB1vkD4m5MaTZPJSkublTj92WqMglIDl40bAEBWip4Vj87stuuLt75ER0YQE6Wh1tC9EmR3UQNx+gj+/cAUALdb+J5LMN5/ct/f4UK4xSsnQjtpKE0/pfkLnn2W6xmnRF0EykFUggiCgqspKkC7j41R9+zZI2k83CiqNHKyysRVE93vuPDoTaP4813jmTI0ye8kSLhrLlf8Ljvu7Mmp8Z69e3A4QO9HEiSUr7U3vgVaW2+QOl8g/B00wLnU5fwlMYY2a7dlcqNz4lGfk6jwxZcB8ZHUNvesBJkyLAmNWtVnAsTX+eRC7vs7XNizZ0/YxSwXQjdpKE0/pfkLnn2W6xmnRF0EykEkQQRBoarpnCSIj8thBL6xdl8VKhXMy09zO65Rq7h+2kCSYnVY/UyCCJSFvfMyi54gAhc5Kc6lLucuibFY7Vg7HMREyfM+SUuIoqb57Gd/dVM7Z2paezRsFggEAoFAIAgkIgkiCAqV51SCmH1cDjN69GhJ4+HGun1VTBqSRFpClMfjdBEqvytBwl1zueJ32XFnT06Ns3OHAfjVEySUr7U3vgVaW2+QOl8g/M1O7VkJYjR3ABDjoWLIF1/SEiKpNZytBHH1A5nmQxIkGO8/ue/vcGH06NFhF7NcCN2koTT9lOYvePZZrmecEnURKAeRBBEEharGdqK0zrefr8thBg8eLGk8nGg1d3CiwsjMUSl9HquLUGPxMSHlItw1lyt+lx139uTUOCF1IIBfW+SG8rX2xrdAa+sNUucLhL9xei0pcTpOVhm7XjO1O5MgsR4qQXzxxbUcxuFw9oPaVejsBzIq2/utuYPx/pP7/g4XBg8eHHYxy4XQTRpK009p/oJnn+V6xilRF4FyEEkQQVA4WNxMbloMkVo1bT4mQdauXStpXIkU15josPmeoCiucZa2D0mP6fNYXYTa70qQC1FzX5Arfpcdd/bk1Hjfji8B/GqMGsrX2hvfAq2tN0idL1D+jsqK43h5S9f/XUkQT8thfPElLSGSdqudljan3V2FDUwZmuRVLxB/5pMLue/vcGHt2rVhF7NcCN2koTT9lOYvePZZrmecEnURKAeRBBH0O6V1rew52cg1kzKI0mp8Xg4TbjQaLXzrma/49duHfT73dI2zs3agkyACZWHv/CXenySI4MJlZFYchZXGroSrsd2ZoPZUCeILAxIiAag1mLv6gfiyFEYgEAgEAoFADkQSRNDvrNpdAcD10wYSpVP73Bg1JcXz0o6+xpXCun1V/OHDY5yoaMFqc/Dxzgo+3F7W7ZiDxc0UlBp6teFKggwaEN3nfFoJSZALRXN/kSt+lx139uTUWKd3Lj/wpzFqKF9rb3wLtLbeIHW+QPk7OjseS4ed09Wd2xOa+64E8cUXVxKkptnM7qLOfiAjfEuCBOP9J/f9HS6kpKSEXcxyIXSThtL0U5q/4NlnuZ5xStRFoBxUtoZTjmA7oTTKWpy/nsbHe7+OWeDE4XCZvraRAAAgAElEQVQw/+mtpCVE8d8l07jqyS1cNDiBv9yTH2zXQgpLh50rn9hMTbOZh64fwV9WnmBsTjwnq4y8/4uLGTEwDoCb/riNyAg17/zfDLd2Hn79ILuLGvjymcv6nPP51Sd4Zd0pjr40X85QBCHIql0VPPzGQdY+Pps8L6qEBOHBiYoWFvzua/5813iunzaQT/dU8rNlB1jz2CyGd37mSOFUtZFrnv6KP901nj1FDXyyp4pdf77Cp+UwAoFAIBAIBN4S72h0+7qoBBH0KwfPNHOmppUbpjkbM/rTE+SDDz6QNK4EVu+uoLrJjMMBH+8oJ04fwb9+NJnYqAh++u/9XWv1y+vbOFPT2qud0zUmctO8+yNXq1Fjd4DN7nte9ELQXApyxe+y486enBqXHdoE+LccJpSvtTe+BVpbb5A6X6D8zUuPQRuh4lhnX5Cuxqj63itBfPElLd65Q1Vts5mdhQ1MHeZbPxBf55MLue/vcOGDDz4Iu5jlQugmDaXppzR/wbPPcj3jlKiLQDmIJIigX1mxq4JIrZr5EzMAOnuC+JYEsVqtksaVwDtbS8lNcy5hOVVtYlhmLAMSIvnLonzO1Jh4cnkBpvYOmkxWGowWWtp6xuxwODhTY/L6l35dhPPjwJ8lMReC5lKQK36XHXf25NS4o8NpK8aP5TChfK298S3Q2nqD1PkC5a9Wo2ZEZhzHypxL7Exm52ezp/eJL77ERGmI1mkoKG32ux9IMN5/ct/f4YLVag27mOVC6CYNpemnNH/Bs89yPeOUqItAOYgkiKDfsHTY+XRPJVeMT+v6ZTFKp6HdIppxnk9pXSszR6UyKNWZCBmRGQvAjBEp/PiaoazaXcHn+6u7jndXDVLfYqGlraMrmdIXUpIgAmVhane+Lzz9wi8IT0ZmxXG0rAWHw4GxsxJErga6KpWKAQmRbDxUC/jeD0QgEAgEAoFADkRPED8QPUH8Y8OBah54ZR+v/Ggyl44bAMB9L39DvdHCR4/M9NqO3W5Hre49f9fXeKhjtdkZ95PPefBbwzhdbWLNN5U8dssovj83F3AmSK58Ygvz8tNZf8CZCPnLPeO5bsrAbnZ2FTZw59JdvPrjycwZO6DPef+3pYSn3i3gq2fndjUw9Balay4VueJ32XFnT645TO0dzHhkA7fPGcwvbx7tt4+hiDe+BVJbb5E6XyD9fWPTGZ794Bhbn72M1744wztbS9n//DzZfPnxv/byxcEactOi+fQ3s31eDhOM95/c93e4YLc7E+rhFLNchNt7RW6Upp/S/AXPPsv1jFOiLoLQQ/QEEQSdVbsqSInTMWv02W7PUToNZh8rQbZu3SppPNRpaLEAkBqn46LBCQAMzzzblDArWU+0TsPXx+q6XnNXCVJYaXSeOzDWq3mlVIIoXXOpyBW/y447e3LM0dFsYM3TrzM1qYZxe7fS0dz7zkJ9+RiKeONboLT1BanzBdLf0dnO5P6xshZM7R3E9FEF4qsvL9w7ge1/vJy1j/ueAPFnPjmQ+/4OF7Zu3Rp2McuF0E0aStNPaf6CZ5/lesYpUReBchBJkDCjzWKjprm93+dtbrWy8XAN35qSSYTm7NsuSqvxeYvciooKSePBosNm57vP7eAfa096PK7OYAYgNT6Saydn8N1Lcpg4JLFrXK1WMXxgLK1mG1qNivTESEpqeyZBiiqNxEZFkJEY5ZV/UpIgoap5fyFX/C477uzJMUfV0mV8XWsnS29iWHEBVUuX+e1jKOKNb4HS1hekzhdIf0dmOROux8pbMJltHrfH9ccXrUZNcqwOlcq/HWGC8f6T+/4OFyoqKsIuZrkQuklDafopzV/w7LNczzgl6iJQDiIJEkY4HA7u//s3XP/s1xjbOvp17k2HarB2OLh+avclG1E6NWZrePSgWLmrgn2nm/j7ZyepbGzr9bg6Q2clSHwkaQlRPLVwLFG67r/GurbITU+MIi8thuJaUw87RZUtDMuM8fqPDdET5MKnvbiMvZpUoh02tHYb5uKyYLskCDESorVkJUdxrMyAqb2D2D6SIAKBQCAQCARKQyRBwoiNh2rZVdhIo9HK6xvP9Ovc5Q3OP/pdvzK6iNRqfN4id+7cuZLGg4HVZuflz04yNCMGBw7+tqao12PrWpyVIClxul6PGdG5xGVgsp7BaTGcrDJxurp7IqSw0siwzDh3p7tFp/U/CRKKmvcncsXvsuPOnhxz1GflUauJJrqkHdRqIgdn++1jKOKNb4HS1hekzhdof0dmxXOsvAVjewcxUZ6XwyhNu2DOGcr3TiCYO3du2MUsF0I3aShNP6X5C559lusZp0RdBMpBJEHChA6bnedWHCcvPYbLL0pj2cbTmNr7rxqkocVCQrS2q9rARZRW7fMWuQ0NDZLGg8HHO8opr2/jkZtGsXD2IFbtqqC6yf2ypPqWs5UgvTG8sxIkKzmK66ZkYnc4uO6Zr/jdB0dpMlmobzHTaLQyPNO7fiAgrRIkFDXvT+SK32XHnT1f5nA4HPzyv4d4YU0hhtazW8wVzXY2uBwUbSZqeB4ZSxb57WMo4o1vUrWVA6nzBdrfUdlxnK42Ud9i6XMbZaVpF8w5Q/neCQQNDQ1hF7NcCN2koTT9lOYvePZZrmecEnURKAeRBAkTHMDC2Tn88uZRfGtKBqZ2G1W9/BEeCOoMFpLdVDZE6TRYbQ5sdu83KTpw4ICk8f6guqmdO5fuZOWuCixWO//47CQT8hKYMyaV7182GLvDwdubS9yeW2cwEx2pQa/r/RfYka4kSIqeacOT+fyJOdw8M5u3vizmqie38peVJwD6LQkSCpoHE7nid9lxZ8+XOU5Vm/hoRzl//+wkVzy+mX+sPYmxvYOdxSYyk6JonzyE7CeWEJHg+w5XoXytvfFNqrZyIHW+QPs7OjsOu8P5PuqrJ4jStAvmnKF87wSCAwcOhF3MciF0k4bS9FOav+DZZ7mecUrURaAcxGLfMEGrUXdtsbrlSC1At1+IA02D0UyquySI1vmHfrul7wZ8SsHY1sGdS3dRXNtKrcGCsb2DisZ2nrljHCqVipzUaK7MT+fdr0v50TVDeyQ76lsspMZ53qI2OU7H3//fJCbkOXePSY2P5OmFY/nepYP440fH+HB7OQDD+ikJIggNGo0WSmpbOV7RAsALP5jAyl0VLF1dyL/WncJstXHj9CygMriOCkKaUVlnk2MXyueyQCAQCAQCgQvx7SYMiY/WAmDox+aodQaL261aozr7ULRbvU+CjBs3TtJ4oNlZ2EBxbSvzJ2awdl8Vz604zuShScwcdXZr4LvmDubz/dWs3FnOd2cP6nZ+ncFMSnzv/UBcXDE+rcdrIwbG8e8HprCloI7iGhNpCZ6TKefiSoJY/UiCBFvzYCNX/C477ux5M8fzq07wwfZypg5LIiVOx9UT05k/KYODZ5r4aEc5cfoIbpuVQ5OEHEgoX2tvfPNXWzmROl+g/c1O0RMdqaHVbOuzMarStAvmnKF87wSCcItXToR20lCafkrzFzz7LNczTom6CJSDSIKEIXF652VvaevPShALKW6qG1y7nrRbvP/DOzMzU9J4oCmqdP4K/8ubR/Hl4RpazTZ+ct2wbru0TB6axNiceN7YVMxts3JQq8+O1RksDMmI8Xt+lUrFpWMHwNgBPp2n1Th98KcSJNiaBxu54nfZcWevrzlsdgcbDtZgszvYcaKBqyakd73nxucmMj737DbLevz3N5SvtTe++aOt3EidL9D+qtUqRmXFsfdUU5+NUZWmXTDnDOV7JxCEW7xyIrSThtL0U5q/4NlnuZ5xStRFoBxET5AwJF7fWQnS2j+VIFabnSaT1e1uJ1G6s5Ug3rJ+/XpJ44GmsNJIRmIUGUlR3D5nEPMnZjBjREq3Y1QqFd+fO5hT1SZ++p/9bDhQ3dUgtq7F7HFnmEAhZTlMsDUPNnLF77Ljzl5fcxw400R9i4XEGOf9PXloUp/zSPExFPHGN3+0lRup8/WHv6OynUti+mqMqjTtgjlnKN87gWD9+vVhF7NcCN2koTT9lOYvePZZrmecEnURKAdRCRKGxEf3byVIQ+duJ26TIOf0BLlQKKo0dvXieOSmUb0e960pmRSUGli5q4LP91cTGxXBFePTaDJZ++wJEghcW+T6sxxGEFyaW618uL0crUbFn+4az5J/72f2mNRguyVQMKM6tzPvazmMQCAQCAQCgdII6W8333/gl1TX1vd4fdrEcfz2lz/huZdfY/3m7d3GRg3P44Xf/bLr/xarlVf/+wFffr0Ls8XKxHGjWHzvHQxI6f1X0gudSK0GXYS633qCuJIg7v6wj+zqCeL9H97p6emSxgOJze7gVLWJi0em9HmsVqPmV7eM5uFvj2TH8Xo+3VPF+gPVgHPXl/5GSiVIMDUPBeSK32XHnb3e5mg1d3D5bzZjbO9g7rgBXDp2AHv/emW35Vdy+hvK19ob33zRNlBIna8//B03yFkJkhTruSpNadoFc85QvncCQbjFKydCO2koTT+l+QuefZbrGadEXQTKQWVrOOX93qT9TJOhBbv97B9kDY3NLH70d/zfj+5i3mUzee7l16hraOIXDy7qOiYiIoL42LP9FP726tts/2Y/P3/gHuJjY3jlzfcxmlp56Y+/RqP2bzVQWYuzeiE+3vftJUOFWY9u5IrxaTx9e+CbDm0tqOXel/fwv4em9yjR/6aogTue38VrD05h5ijl/3J9psbE1U9t5dnvjePmi7N9Pt9itVNQZmBMTnxXUqK/aGmzMuXnX/DoTSO554q8fp1b4D97TzWy8C87efSmkXznkhyi+1i+IBB4y67CBiYNSSRCI1bOCgQCgUAgUB7xjka3r4f0N5vE+DiSExO6/u3ad4hofRSzL57cdYxWG9HtmHMTIKbWVtZt/Ir7vncLk8ePYfiQwTy8eBGnS8rZd/BoMEIKGeKitf1WCVLfVQnS8xfFSNdyGB8qQZYvXy5pPJAUVhgBGO7D1rTnotOqmZCX2O8JEJBWCRJMzUMBueJ32XFnr7c5CkoMAFw7OdPrBIgUf0P5Wnvjmy/aBgqp8/WXv9OGJ/eZAFGadsGcM5TvnUCwfPnysItZLoRu0lCafkrzFzz7LNczTom6CJSDYn4ydDgcrNv4NZfPnk5U5NllFUeOFXHbvf9HbIyei0aP4J6FN5KY4KzQKDxVQofNxqT8MV3Hp6Umk5OVQcGJk0yZMLbf4wgV4vUR/dYTpL6rJ4ib3WFcy2F86AnicHguXuprPFA8v+oE//niNBFqFUMy/EuCBBOtxv8kSLA0DxXkit9lx5293uY4UmogJU7n03bIUvwN5WvtjW++aBsopM4XStdAadoFc85Qum79QbjFKydCO2koTT+l+QuefZbrGadEXQTKQTFJkL0HC6iqqeOaK2Z3vTZlwlhmTZ9IRloq1TX1vP7uSn7x9F956Q+PodNqaWhqRq1WkxDX/Q/SpIR4Gpua3c7z6YYtfLphq0dfHn3scekBBZk4vRZDa/8lQSK1ardbLZ7dItf7JIinXgfejAeC7cfq+ee6U1w9IZ1FV+YpspmgWq1Cq1H5lQQJhua9UVLbSq3BTH5uQr+V8csVv8uOO3u9zVFQ6lw+5YsPUvwNpWt9Pt745ou2gULqfKF0DZSmXTDnDKXr1h+EW7xyIrSThtL0U5q/4NlnuZ5xStRFoBxCuifIuTzz139SXdvAi7//Va/H1Dc0cecDj/KrJfdzyfRJbPxqJ39+6TU+fecf3W6kh596juzMDH56//f88uVC6Anys2X7KSg1sO6JOQGf69E3D7LzRAObnrmsx1hDi4WLH93Ir28dzZ2XDQ64L4Gg3WJjwe++RqWCVb+a1ZXYUSITH1rPbbOy+eXNo4Ptite0tFnZcbyBr47W8fWxOkrr2gBIT4zknYdmBKXJbH9httqY9NAG7p2Xx8+uHxFsdwQCgUAgEAgEgpBBkT1BXDQ1G9i++0C3KhB3pCQnkpqcRHllDQDJiQnY7XaaW4zn2WshKVG5CQw5iNNrMfZTTxBDWwdx0Vq3Y7F613a93vuyceNGSeNy89KnRZTUtfL07WMVnQABZ18QS4fvedH+1tzFip3lTP/FRha/uo9VuysYlhnL47eN5rm7x1PdZOazvVX94odc8bvsuLPn7rUTFUY67A7G5Pj2eSbF32Bda2/wxjdvtQ0kUucLpWugNO2COWcoXbf+YOPGjWEXs1wI3aShNP2U5i949lmuZ5wSdREoB0XU7H/+5Ta02ggumzXV43HNhhbqG5pITkoAYPiQQURoNOw9WMDll0wHoLa+kdLyKsaMGBpwv0OZeH1EvzVGbbfYiO4lOaCLUBOlVfvUn6S6ulrSuJwUlBpY9sUZbr44ixkj+t4WN9RxJkF8Xw7Tn5qfy84TDcTpI3jpvonkn9dQ9pXPT/H1sTrunRf4nW7kit9lx509d68VlDqbovqaBJHib7CutTd445u32gYSqfOF0jVQmnbBnDOUrlt/EG7xyonQThpK009p/oJnn+V6xilRF4FyCPkkiMPhYO3Gr7h05lSi9VFdr7e1t/Pf91ZzyYxJJCcmUF1bz2v/+5jEhDhmTZsIQEx0NFdffgn//u+HJMbHER8Xy7/efI+8QVlMHK+ccv9AEB+txdJhx2y1de3Q4qKg1EB0pIbctJhezu6O1Wbn9Y1nuGPOILe7U7RZbERqey86itNrfaoECRU6bHZ+/b/DJMVo+cW3RwbbHVnQRaix+pEECRY1ze3kpEYzdXhyj7FZo1J5e0sJbRYbeoVX6PTGkVID8foIsi/gJT8CgUAgEAgEAoGchHwS5MCR45RX1vCLB3/Q7XW1Ws2Z0nI2bNmBydRKclIC+WNH8quf3d8tWfLDu25Do1Hz7NJXsVgsTBg3mocfWIRGrYiVQAEjrnMZiqG1gwEJ3f9A/MUbBxmSHsPf7pvola39p5p4bsUJ4vVavnNJTo9xs9VOQi/LYcC5JMaXJMi8efMkjcvFxzvKOVJi4PlF+STG9Nz+V4n4WwnSX5qfT1Wjmbx098m6WaNTeG3jGb4pamD2mAEB9UOu+F123Nlz95o/TVF7s9Uf5wYab3zzVttAInW+ULoGStMumHOG0nXrD8ItXjkR2klDafopzV/w7LNczzgl6iJQDiGfBJkwbhTr3nulx+uROh3PPrakz/N1Oi0PLFrIA4sWBsI9xRKvdyYlDG1WBpy3tWZVUzup8d5vt9ncucvM5iO1bpMgzkqQ3n+Jj4uKwNju/XKYyspKUlNT/R6Xi4KyFuL1EVwzKSPgc/UXWj+TIP2l+flUN7czY2TPKhCAKcOS0WpUfFPUGPAkiFzxu+y4s3f+a1abnePlLXzv0kH96m+wrrU3eOObN9oGGqnzhdI1UJp2wZwzlK5bf1BZWQkQVjHLRbi9V+RGafopzV/w7LNczzgl6iJQDuFdDhHGxPXSkNRstdHS1kGbxfvKDJeN7cfqsVh7/gFtttrQ6zwth/GtEuTw4cOSxuWi3mAmNT7ygtrCy99KkP7S/FxM7R20tHWQnhjldlyv05CVoudMTavb8aOlBn74zz28vaXEr5jPRa74XXbc2Tv/tZNVJiwddsYO8r3JsxR/g3GtvcUb37zRNtBInS+UroHStAvmnKF03fqDw4cPh13MciF0k4bS9FOav+DZZ7mecUrURaAcRBIkTInvXJ5iaO1egVFnsADQarZ5bcvV1LTVYuObkw09xtssdo+VIL4uhwkEbRYb1zy9lfX7vW/CVNdiITX+wlgG4+LcJEi7xcYdf93Ji58UBtkr91Q3twP0mgQByEmNprTOfRJk0+FaNh2q5el3C9hwQHnNtwpKmgHfm6IKBAKBQCAQCAThjEiChCm9VYLUGcyAb0kQ1y4zugg1Xx6u7THebvXcmDJOr6Wl3fskSH5+vqRxd1Q3tXOq2sTiV/d5fU59i5mUOO+XDSmBc5MgT71bwDcnGzlwprnP8/zRXCrVTc73akZi79dgUGo0JXWtOBw9t/2tNZjRRjireEpq3SdKvEWu+F123Nk7/7WuBsYDvGtg7MlWf50baLzxzRttA43U+ULpGihNu2DOGUrXrT/Iz88Pu5jlQugmDaXppzR/wbPPcj3jlKiLQDmIJEiYkhTrrGCoazF3e722MwnSZvE+CWJs6yBap2H6iGQ2H+meBHE4/n97dx4fRXn/Afyz95Xd3PfBGa5wI4cKIl6goFJFK1r7U7S2FVutV63Wq9pWbSm29bb1ricqAoIoKoIioCAgCQmBQA6SkHOzSTbJbnb398dml00ymUwys7vzZL7v18sXsjP7PN/n+x0c8/DMMz60uzww8DwOYzNp0TKAlSAJCdx7QAg9zqUtZNKn8ESzoO/UOVxIsg7NlSDv7ajABztPQKtW9VotxGUwORfrpF3IShATmts6g/vWhKpzdCAnyYz4GB0qG9pExSLV+APtcLXX87P8cgfGZ9mgVg/8cSwx8Uaj1kIJiU1IbsNNbH9yqgFruYtmn3KqWyQkJCQobsxSobyJw1r+WIsX4I9Zqnsci3kh7KBJEIWKt+hg0KlR3dje7fPBrQRxw2rWYn5eMo7XOFFa0xo85vb44PUBpn4eh2lzeeD2CNuX4csvvxR1nEtryHjf/bq83/M73B60tHcicQAbyLJAr1XjRH0b/vROAc4cl4hzp6RwTiD0JCTnd796AJt/qJYiTABCJ0HMAICyut6THLVNHUi2GZCZYMKJhvZexwdiMNccXztc7YV+5vH6UFjRPOhHYcTEK9VYw0FIbP3lNhLE9ienGrCWu2j2Kae6RcKXX36puDFLhfImDmv5Yy1egD9mqe5xLOaFsIMmQRRKpVIhPd6Iql6TIP49QdpcHni9vR8h4NLc1gmrUYezJvh3cN5WUBc81t61osTI9ziM0f9ozkBWg0gtsBGsTqvCoQpHv+cH8jT0VoKoYG91IyFGj79fNwXxFr2gSZD+dLg9+Gh3JT6TaO+Nbfm1yC93INas433UKifZPwlSzvG4S42jA8mxgUkQcStBIu14TSucLg/yaD8QQgghhBBCBoQmQRQsLc7YayVI4HEYwL+XhxDNbZ2wmrUYlmLB8BRzt0diAm0YdXxvh/Fv0toicF+QjIwMUce5BFa+jM+0oVTA/hD1XY8RDbWVIBajFjqNCv+8cSoSrHrEmnVwODs599QI1V/OA/t3VNSLn2yoqHfiF8/sweYfTiKVZz8QAMhKNAEAynpsjurz+VDn8K8EyUgwoaqhrd8x8hnMNcfXDld7oZ8VlPsn6ga7EkRMvFKNNRyExNZfbiNBbH9yqgFruYtmn3KqWyRkZGQobsxSobyJw1r+WIsX4I9Zqnsci3kh7KBJEAXjXAkSskeI0EdiHG1u2LomMubnJWPX4YbgniLtLv8jLrwrQbo2aRWy9wQAzJs3T9RxLsFJkGwb6ptdwTfe9KWueWiuBFl54Wi8eftsTB0RBwCItejg8frQ2s5/LfSX8+quR1ekmAT5ocQOANBpVMhKNPOeazZokWwz9Nr4tLmtEx1ur/9xmEQT2t1eNLS4Bh3TYK45vna42gv9rKDcAYNOjVFpA98Uta/2I/HdcBMSW3+5jQSx/cmpBqzlLpp9yqlukTBv3jzFjVkqlDdxWMsfa/EC/DFLdY9jMS+EHTQJomBp8SbUNLWjM2QvjrqQlSBCN0dtaesMTmTMz0uGq9OLXYfrAYSuBOHfEwSA4DfEvPPOO6KOc3F2+PuekGUFAByv4V8NUt+Vp6H2dpi0eCMmD48L/j7wKuX+HonpL+eBybbapo7gI1KD9UOJHWaDBuvvm4uHrprQ7/k5yWYcqnB0W+kRWPGUHOtfCQIAJ0RM0AzmmuNrh6u9d955B20uDy79yzd4a3s5xmZYodUM7j/hYuKVaqzhICS2vnIbSWL7k1MNWMtdNPuUU90i4Z133lHcmKVCeROHtfyxFi/AH7NU9zgW80LYQZMgCpYeb4TX1/0RmDqHC4auR1cGshIkMAkyc3QCzHoNvsr37wtyak8QvrfDdD0OE8U9QZxdcY7P8j9eUFrbynf6qZUgtqG1EqSnuK5JEKGrdPoS2MQUgOj9N/Yds2PysFiMSLXwbooacOmsDByqaMbGPac2ZQ2dBMnsemRG7OaokVB0ohmFJ5oxJiMG1549LNrhEEIIIYQQwhyaBFGwtHj/D5CBv6UP7JOQ3fWIQWB1BB+fz9dtJYhep8bp4xKxcU8VfvfSPpR3vZVDyOMwzQInQXQ6najjXJwdHqhUwJhM4StBYoxaGHhWuAwFNrO/NvZ+JkH6y3noY1cVHG9qEaq1vROFJ5oxbWS84O8sOyMLedk2PP5hIVq7VhvVNnVNgtgMyEzw/zno+ZrcDrfwzYEHc83xtRPaXmeTAxUPP4nOkjJ8+/xaAMDqFVNxyazBPysrJl6pxhoOQmLjOifSYxLbn5xqwFruotmnnOoWCTqdTnFjlgrlTRzW8sdavAB/zFLd41jMC2EHTYIoWHrXJEh1Yzt8Ph827a1Gu9sbfKOGkMdh2t1euD2+4OamALB0dga8Xh827qnGtgL/Jqm8j8MYA5MgwlYbLFu2TNRxLs6OTpgNGpj0GqTFGVHazyRIXbNryK8CAYBYgStB+st5dWM7EmL8+aqo73/j2b4cLGuCx+vDtBFx/Z/cRaNW4Y9XjsdJewee23wUQPdJEKtJh1izDq99WYrnPjmK6sZ2nLS3Y9HD27H8Hzthb+1/r5DBXHN87YS2V/3kS6gtLsfwQw0oruuAReVBRkL/K2CE9BPp74abkNi4zon0mMT2J6casJa7aPYpp7pFwrJlyxQ3ZqlQ3sRhLX+sxQvwxyzVPY7FvBB20CSIggUmQfaW2PHr5/bidy/tx4RsG346NwuAsMdhAj8c27pWcwDABVPTsOkB/2ZGgbeC8K0EGeieIJ9++mmvzwpPNGP1+sPw+Xycx/vj7PDArPfHMerPYgIAACAASURBVCzF3P/jMI6OIbcfCJdYi7BJkP5yXm1vx8QcGww6tajNUQMrSoan8G+I2tP0kfFYOjsDL39+HMdrWlHr6IBBpw6uQnr855OQk2zG6vXFWHD/VvzksR1obHUjv9yBW174od/2B3PN8bUT2l5HaQX+axyHd8eMQZEmFsM7HVCpVJL0E+nvhpuQ2LjOifSYxPYnpxqwlrto9imnukXCp59+qrgxS4XyJg5r+WMtXoA/ZqnucSzmhbCDJkEUzGrSwWLU4PWtpdh5uAG//8lYvHfXHAxL9r9xYs/RRky7/bNer9ENFXitbehKEODUhpqBt4LwvSJXp1HDpNcI3hOkvr6+12eb9lThuU9K0Nru4TzeH2eHB2aDf6JmTIYVBRUOHDhu7/P84zVODEse2A/iLArs19Lf4zD95byqsQ3pCSZkJphETYLYW/1xBCZnBuLOS8dCr1Pjz+8dQsnJViTbDMHJhAWTUvD6bbPw2UNn4ZcLRyHJZsDqFVNw3YLh2Ftihztk82Aug7nm+NoJbc8wLAv52gTYDG4c0cZhdIx0/UT6u+EmJDaucyI9JrH9yakGrOUumn3KqW6RUF9fr7gxS4XyJg5r+WMtXoA/ZqnucSzmhbCDJkEU7vwpqThvSgo2/PFMrDhvBLQadXAy4PsjjXB2eFBW1/fjC4EVAtaQlSAAoNeqYTFqcLJrAsXEsxIE8K8GEbonCJfA600bBTy6wCV0EuTmRaOQEmvEzc//wPmIjr3VhVpHB0anS/DTqMyZDRpo1SpRG6N2uD1obHEjLc6IYV1vaum518a3RfW49snd/b45xt7qhlp1anJmIJJjDbjlwtHYVlCHrQdrccHU1F7n5CSbcdvFuVh375lYMCkFI1Mt8Hh9ovYxEct407Wo1Jx6Fe7UhTOiFgshhBBCCCGso0kQhXv855Px9E3TkZV4alVDYMIiMPnRwvOYSmDiouckCOB/s4gz+HaYfiZBjFrefkItWrSo12eNLf4f0huaXd2Od3q8eP/biuD+JnWODry+tbTXD+HOjs7guBOsejyyPA+1jg7sPdp7NciRqhYAUMQkiEqlQqxFh6ZW/kkQrpoEVHa9dSU93ojFp6WjvK4NW/Nrg8edHZ249/Ufsbu4Acdr+B9DanK6YTProFYP7nGQaxcMw4JJybjlolG4+ydj+z1/WIp/8qGsln8fE77xD0SgndD2Chr8q1CqdOMAABNGp0jWT6S/G25CYuM6J9JjEtufnGrAWu6i2aec6hYJixYtUtyYpUJ5E4e1/LEWL8Afs1T3OBbzQthBkyCkF1PXiojAowetAiZBAo+/hIq1nNo4lO9xGAAw6zWCNmIFgNLS0l6fha4ECT3+wc4TuPeNg/jyxxoAwNpdlXj0vUM4WO7o9n3/SpBTEzlTujbezO9xHgAcrvRPgozJGPqTIIC/tk1O/gkqrpoAgNvjxSPvFkCrVmFijg2LpqchM8GI/3x2LHjOvz8+gsquFUNVPI9eAf5VOHGDeBQmQKdR47lfzcBvFucK2lcjsPfI8X72iOlr/AMVaCe0vQPHm6BSAdfNseCBn07A5GGxkvUT6e+Gm5DYuM6J9JjE9ienGrCWu2j2Kae6RUJpaanixiwVyps4rOWPtXgB/pilusexmBfCDpoEIb3oNGrotKd+QORfCcL9OAxw6s0iKpX/8Rg+Jr1G0EasAHDo0KFenzUGJkFa3MHjbo8Xz20uAQDUdL0NpKzrh9kdh+q6fb/N5YHFcGq1SoxRi+EpZuSXN/Xq60hVC2KMWqTFiXtDBytizVo4+nlzD1dNfD4fHnq7AN8U1uPh5XnIzbBCp1Hj5wuGY8/RRhSdaEZBuQOvflmKBROTAfQ/CdLU6hY1CTJQCTF6xBi1/b4tiGv8gxFoJ7S9fcftyE2PwYnSI7jmrJxBr4Lh6ifS3w03IbFxnRPpMYntT041YC130exTTnWLhEOHDiluzFKhvInDWv5Yixfgj1mqexyLeSHsoEkQwskSsiqCbxLE0ca9MSpwahLEqNP0+7fuZoPwlSBcAnuBBFaEAMBHuypxomsTzsAkSGnXYw07irpvthR4RW6oiTmxKCjrvRKkuKoFo9Mtot/QwYpYs77fx2G4PL+5BGt2VODXi0Zh2RlZwc8vnpkOjVqFdd9V4v43DyLeosNfr50ErVrFuwkv4F+dFGuO3KuJVSqVoLcFhYuzo9O/QfHI+Kj0TwghhBBCyFBDkyCEU+hGpnyTIFWN7bCZtJyPuwTe4GHU93+ZmQwaODuE7QkyY0b3jSE9Xl/w0Z3GFhdmzJiBTo8Xz20+irwcGzLijagNrgTxT4LsLWnsNunS2uGBydB9NcuEbBsqG9u7TawAQHFVM3LTrYJiHQpsZi2a+tkYtWdN1n9XidXri3HxzHTcumR0t2OJVgPOHJeIlz8/joNlDty7bDziY/RIjTP0/ziMM7IrQQBgeLI5OHnWl57jH6xAO4Fft+yvgbPDgyWnpUvWR2j7kf5uuAmJjeucSI9JbH9yqgFruYtmn3KqWyTMmDFDcWOWCuVNHNbyx1q8AH/MUt3jWMwLYQdNghBOoZMgrTxvbSmrbUVOsplzVURcyEqQ/pj1GrQJfBzGYrF0+32T0w1f1z6nja1uWCwWrP+uCuV1bVh54WikxBlQ6+iAy+1Flb0dU0fEwt3pw67Dp1aDhL4dJmBCtg0AUBCyL4jD6UZjixsjUrvHMJSlxhlxsqmdd5IqtCYerw8PvJWPGaPi8ZdrJnFeG0tmZsDj9WHu+CRcNCMNAJAWb0K1nf8tLPZW16BejyvGsBQLTtS3wdXZ92tye16TgxVoJ/DrR7srkRFvxGmj4iXrI7T9SH833ITExnVOpMcktj851YC13EWzTznVLRIsFovixiwVyps4rOWPtXgB/pilusexmBfCDpoEIZxCJwT4VoKU1joxLNnMeezUSpD+J0FMBm3wTTL92bZtW7ffN4as1GhoduGrr7bhuc1HMT7LinMmJSPZZkSdowPl9U74fMCyM7KRaNXjzW3lAPxvkHF1entNguRxTILUOvwrSlJiDYJiHQrOHJfYNWnU0Oc5oTWpb+4Irl7Q97Eh7sKpqbj+nOF49Jq84CRJeryRdyWI2+NFa7sn4itBcpLM8PqAqoa+J2h6XpODFWhn27ZtqGlqx47COlwyKwNqtUqyPkL7ifR3w01IbFznRHpMYvuTUw1Yy100+5RT3SJh27ZtihuzVChv4rCWP9biBfhjluoex2JeCDtoEoRw6j4Jwj054er04kR9G3KSuWdqT+0JIuBxmAG8HaanwCSIRq1CY6sLTU43jtc4sfLC0VCpVEiy6VHr6EB51yt/R6dZcM38HHyVX4uj1S3Bfs09JmtsZh2yk0w4WHZqc9TAJEiygiZBThuVALNeg60Ha/s/GUC13Z+jtPi+N4416jW45/JxSI83BT9Lizei2t7e6/XFAYF9SeIskdsTxN+f/zpu4lkRFQ4ff18Frw+4ZFZGRPslhBBCCCFkKKNJEMLJpPfvj6FS9b0SpLKhDV4f+lwJEjeAlSBmvQYdbi88ffwAHConJ6fb7wN7duQkm9HY4kJhgwFjMmJw7uQUAP4JC3urG8VV/lfbDku2YPm8HBh0arz8+fHgW2nMht5vuMnLju2+EqRrb5Fkm3ImQfQ6Nc4Yn4iv8mvh83HXJ7QmJ7tWcwz07TnpcUa4O31Y910ljla3oN3lwZc/1gQnRQL7ksRxvI45nAJvPmrheUNOz2tysALt5OTk4KPdlZg0LBaj0mIk7UNsW1LGITUhsXGdE+kxie1PTjVgLXfR7FNOdYuEnJwcxY1ZKpQ3cVjLH2vxAvwxS3WPYzEvhB00CUI4BVaCZCaY+pwECWwWmdPX4zAD2BPE1NWfkNUgM2fO7Pb7xhb/D6ej0iwor2vDljIrrpqbHXyVaErXhMXeo3ZYjBrEx+iQEKPH0tmZ+Gh3ZXCFSM/HYQAgL8eG8rq24A/gdQ7lTYIAwPy8ZFQ1tuN4H6+KDa1JtX1wkyCBlSO/f+1HPLm+GOu/r8KvntuL/2w5BuBUnSP9OEyMsWsShOexsJ7X5GAF2onPHo9DFc24NGQViFR9iG1LyjikJiQ2rnMiPSax/cmpBqzlLpp9yqlukTBz5kzFjVkqlDdxWMsfa/EC/DFLdY9jMS+EHTQJQjgFNkYdkWrpexKkxv/a0P73BOn/MgtMQAh5Q8z777/f7feBx2FGplrg8fqwNLsMs8ckBo8HHl3ZWVSPMenW4B4U150zDK5OL/7z2bGuGHqvBOm5OWpNUwcMOnVwdYBSZCf6axyYBOoptCbV9nbotCrExwxssiI95PGZohPNKKzw53z1usPYdbge9q7XIEd6Y9SYrlo38zwO0/OaHKxAO5s//ghatQqLZ6RL3ofYtqSMQ2pCYuM6J9JjEtufnGrAWu6i2aec6hYJ77//vuLGLBXKmzis5Y+1eAH+mKW6x7GYF8IOmgQhnGLNOpgNGqTFGTknQdZ/V4ltBXUwGzRItHLv0TCglSBdky5C3xATqqHFBYtRg9RY/w/RWrUao9JO7VMSWLXhdHmwYFJy8PORqTFYMCkZX3btddFzTxCg9yRIraMDSTYD5xtPhrLAxEN/r8oFgOrGdqTFGQeco9x0KxbPSMMFU1NRVufED8fsGJdpxbAUC25/aT+OdD3OFOmVIFaTvz++SRApebw+NLW6MS8vCQl9/NkihBBCCCGEDA5NghBO1587HC/ePANWk7bXK3K/K27Ana8cwPaCOgzr4/W4wKlJEJOQPUEG8DiMyWTq9vvGFjfiLXrY1P7v6lxunPjTP9HZ5J+4CN3E9Lwpqd2+u+LcEb1iCJUQo0dGvBH5XZuj1jlcwcdrlMRm9q+GsLdyT4KE1uSkvX3Aj8IA/r1H/rFiKi6ZmQGfD8gvc2DKiDj8+8apaO3w4KmNRwBEfmNUS9d1wfc4TM9rcrCMWh0+vv9FNLtUmFe6L3gNS9mH2LakjENqQmLjOifSYxLbn5xqwFruotmnnOoWCSaTSXFjlgrlTRzW8sdavAB/zFLd41jMC2EHTYIQTqlxRpw2OgEWo//VtYENS30+H1Z9dBgpsQY8cnUe7rl8XJ9tGPUaGHVqGAS+HQaAoNfkLl26tNvva5raER+jBzZvAQDEHGlDe/ExVD/5EgAg0WqAWuV/XCawyWTAzNHxyMvxr/bgmgQBgLycWOQHVoI0dSjqzTABcWb/xENfK0FCa1Jtb0fqICZBAsZknKrR2EwrcjOs+NPyPLg9PmjVquCkRKRoNWqY9Rq08KwE6XlNDtbMggp8cRL4oiIN08oPBq9hKfsQ25aUcUhNSGxc50R6TGL7k1MNWMtdNPuUU90iYenSpYobs1Qob+Kwlj/W4gX4Y5bqHsdiXgg7aBKE8ApsCtna9bfgnx+owQ/H7PjN4tG48sxszAnZe4PLfVeMxxVnZPXbT+BtNEIeh9m0aVPw36sa2/DdkUbMyk3AyKqjWNhRhuRsF+D1oqO0AoD/1bnzJiTjmrN67zKtUqlwy0WjkRCj7/MH9wnZNhyvcaKlrTP4OIzSWIwaaNQqOPqYBAnUxOfzodrezvt63P5kJ5mDk2JjM6wA/K+JXXHucEweHhuVR5EsJi2aeVaChF6TYnzra0Ol2owL005A7+0MXsNS9iG2LSnjkJqQ2LjOifSYxPYnpxqwlrto9imnukXCpk2bFDdmqVDexGEtf6zFC/DHLNU9jsW8EHYoa3dHMmChb8awGLVYva4Yw1PMuGxOpqDvX3lmtqDzBvI4jN1uD/7729vL4fP5cPVZ2cCBdPy2OB9fGzIAtRqGYacmX164eUaf7Z0zKQU7HlvQ5w/XeV37guw/bkeT0624N8MA/smiWLOu1+MwnU0OVD/5Ek7q3ajYXQT9jdfC3ekb1OMwAWq1CrnpMThQ2tRtVcjvLxvX5yt6w81q1PKuBAm9JsVwWk2oUxsxTd/Y6xqWqg+xbUkZh9SExMZ1TqTHJLY/OdWAtdxFs0851S0SlDZeKVHuxGEtf6zFC/DHLNU9jsW8EHbQShDCK3QSZN3uShypbsHvLh4DrUbaSyf4OMwANkbtcHvwzjflWDApBVmJZqTdtgLG3BGAWg1j7gik3bZCcFt8qwsCj8t8le/fQFWJj8MA/s1Rez4OU/3kS9hX0gCv14f24mPIf/ZdAAN/PW5Pp42Ox9hMK2zm7pugRmtDWqtJi5b2vjeFbWp14/aX9onuR5eahHqtGVr4BnwNE0IIIYQQQvpHK0EIr8DrQeubXfjXhmLk5diwcFpqP98auIG8InfJkiUAgI17qtHY4sa184cBALSxNmQ9eBsub26G1WqVLLYkmwEpsYZTkyA2Zb6xI87cexKkoKwJd8ScgWvKigCvF3tOugF99309BuOOS8fg1iXRWfXBJcao5d0Y9cUf49HSWY1V1/tETdScfcFFePjb3UiYch6yLpzQ7VjgupeCmLakjENqQmLjOifSYxLbn5xqwFruotmnnOoWCUobr5Qod+Kwlj/W4gX4Y5bqHsdiXgg7aCUI4RVYCfKfz46hsrEdd146Jix/Gz+Qx2GKiorg8/nw+lelGJVmwZyxCb2OSy0vx78viEat6rW5qlLEWnRo6vE4zBu2PACAI8EIqNXYbs7GhGwbhqVYuJoQTKtRwyjgrUKREmPS9vmKXFenF6OtjuC/i3Hg4CEAgMF1stcxKa9rMW2F48+XVITExnVOpMcktj851YC13EWzTznVLRKKiooUN2apUN7EYS1/rMUL8Mcs1T2OxbwQdtAkCOEVmAT5+lAdzhiXiDPGJYWln4G8Haa4uBj7jzchv8yBa+YP6zUpU1xcLHl8S05Lx2mj4vHG72YhO8ksefsssJm6rwT5/kgjdrliYIQXljgvGkeOQWGnCRfNSItilOFhNen6nAQ5cNyO0dZmAMIm8fiUHS8BAHQ0nuh1TMrrWkxb4fjzJRUhsXGdE+kxie1PTjVgLXfR7FNOdYuE4uJixY1ZKpQ3cVjLH2vxAvwxS3WPYzEvhB00CUJ4BSZBAOB3l4wJWz9ajRo6rUrQ22EA4PWtpYgxarF0VkbYYgq15LQM/O/22Zg+Mj4i/clR6J4gPp8Pq9cdRrLNgF8uGYtOqPDZ5HMAABdOH3qTIDFGDefjMJ1NDmx+fmPw9y31TaL66fT4V5LoNNHZ+4QQQgghhJChjiZBCC+rSQuVClg4LRWTh8WGtS+zXivob9LHTZyOzT9U47LTM2Ex9t7WZvbs2eEIT/HizP7VEJ0eL7YX1OH7o4349YWjMH1UHL6vT8L/virDrNx4ZCUOvZUyVqMOzg4PPN7u+5RUrH4JXzUb8H29f4VUxYvv8raz75gdd7y8v9ebZjqbHKh4+EnYCx1QwYeZkyb1+q6U17WYtuT850tIbFznRHpMYvuTUw1Yy100+5RT3SJh9uzZihuzVChv4rCWP9biBfhjluoex2JeCDtoEoTwshi1ePqm6Xj4qryw92XSawS9Hebrwga4PT5cc1YO53GNRj57SQwlsRb/m1qanG6sXl+MrEQTrjgjC+OzbPD4VOj0+nD56Vn9tMKmwAbBPVeD/LfSgFKNFXmuegBAc2Utbzsb91Rhw/dVuO2lfcFVH4D/LTs7Sxyo9+gQ63XB+fEXvb4r5XUtpi05//kSEhvXOZEek9j+5FQD1nIXzT7lVLdI0Gg0ihuzVChv4rCWP9biBfhjluoex2JeCDtoEoT069zJKYiPCf8bUUyG/idBXJ1e1JX+iLMmJGF4H5tv7tixIxzhKV5s1+tq3/2mAgXlDvxm8WjotWrEmnWYl1YPq0mLhdOG3qMwQMirokNWcJTXObFGNxznu8oxKqUFAOBN5x9/cVULzAYNthfU4c9rCuHz+VeW7C9z4L6YWTCmA0neNvyo7v06XimvazFtyfnPl5DYuM6J9JjE9ienGrCWu2j2Kae6RcKOHTsUN2apUN7EYS1/rMUL8Mcs1T2OxbwQdtAkCJENs17D+zhMZ5MDb9//Mjo9Xiw68QM6mxwRjI4EVoI8v7kEuekxuHjmqf1Ykm0G3Hv5uOAGt0ONtWslSHPISpC3tpdDpVbhhvQOqLs257X85CLedoqrWrBwaipuOG8E3txWhte2lgIAfkgYGTwnydcBlV4n9RAIIYQQQgghAHpvqEBIlJj0GrS5em8+mV/WhJ//8ztM9jbiYHsyZmjqMalsH6qfbEXWg7f1On/EiBGRCFdxAitB2lweXHfOcGjUpzbvnD5pLObMGZqPwgChK0H8KzTaXR68/20Fzpucimm/WITyzV8BFW1w6Y19tmFvdaG2qQO5GVZcf85wlNc58df3C5GdZMa+hOEY7aqDo1mHSXEq5J42rdf3pbyuxbQl5z9fQmLjOifSYxLbn5xqwFruotmnnOoWCUobr5Qod+Kwlj/W4gX4Y5bqHsdiXgg7aBKEyIbZoEFDi6vX598U1qOlvRMFPj1Ge+y45MQRqL1edJRWcLYzefLkcIeqSIFJEKtJ2+s1uEM958GVIG2d+Cq/Fn9fWwR7qxvXzPfvSzNqzAQAe9DOs5LpSJX/kZnR6TFQq1V44v8m42erd+GOl/ajze3BLRdOxPVnp8NiscDpdPb6vpQ5FtOWnGstJDaucyI9JrH9yakGrOUumn3KqW6RoLTxSolyJw5r+WMtXoA/ZqnucSzmhbCDHochsmEydH8cxuX2wufzIb/MgaxEE95PPYZHnHtQM9oGqNUwDONeefDRRx9FKmRFiY/xT4JcOisDZkP3+dOhnvPAxqgPvV2Am57Zg3aXF/+6cSpmj0kEAHz/9acAwPs41+FK/yTImIwYAP6VT8/+ajpiLTr4fMC8CUlYt24dAO58SpljMW3JudZCYgt3boUQ25+casBa7qLZp5zqFgkfffSR4sYsFcqbOKzlj7V4Af6YpbrHsZgXwg5aCUJkw6zXoKK+Dcue+BZVDW2oa3bhJ7MzUFDuQF62DWlXrkD1ky8BajeMuSOQdtuKaIesKHEWPZ7/9XTMGBUf7VAiLt6ih0atQrvbgz9eMR4/nZsNvfbUHHJgT5B2t7evJlBc1YIYoxZpcacemUmJNeK/t5yGrw7WYtKwWBTsDN8YCCGEEEIIITKfBPn5yj/gZG19r89nTZuIR/7wW/h8Przx3nps/Hw7WlqcGJc7AitvuBrDs09t2Ohyu/Hi62uw9Zvd6HC5MW3iONxy4zVITlTeD3Jyd/q4JOSXOxBr1mF8lhXHa1qxYU8V3J0+XH56JrSxNmQ9eBsS169H1sUX99lOTExMBKNWlrMnpnB+PtRzHh+jx/t3n46sJBOspt6blsZY/ePnexzmaHULRqVZoFKpun0+Ki0Go9L83w/kkSufUuZYTFtyrrWQ2MKdWyHE9ienGrCWu2j2Kae6RYLSxislyp04rOWPtXgB/pilusexmBfCDpWnocQX7SD6Ync0w+s99TerDY1NuOWeP+OOX/8fzj/7DLyz9hO89cHHuOPm65CdkYY31mxAftER/PfJR2A2+f+29V8v/g/ffr8Pd668HrYYC1547T20tDrx1ON/hEY9uKeBKpr9b8Cw2WziB0n6dKC0CVc88S0A4D8rZ2DehOQoR0QIt06PF3m//RS/WTwat1w0mvOcBX/citNGJ+Bv19EzroQQQgghhISbzdfI+bms9wSJs1mREBcb/Gf3Dz/CbDJi3ukz4PP5sHbjFly5dBHmzZmB4TmZuOuW69HW1o4vv94FAGh1OrH5i6/xi58tw4zJE5A7chjuumUFjpWdwA8HDkV5dKQ/k3JsGJFqAQBMyD414bR+/Xre7/V3nEhP6TnftPFj6LSqPleCuNxeVNnbkZNs4m0nkEeufEqZYzFtybnWQmILd26FENufnGrAWu6i2aec6hYJ69evV9yYpUJ5E4e1/LEWL8Afs1T3OBbzQtgh60mQUD6fD5u/+AbnzJsNo8GA6po6NNgdmDE5L3iOQa/HpPG5KCgqAQAUl5Sh0+PB9CkTguekJCUgOzMNBYePRnwMZGBUKhV+tXAkFk5LRaLVEPy8paWF93v9HSfSU3rOW1paYNJp+pwEKa93wucDspPM/bYT+ivXMSmIaUvOtRYSW7hzK4TY/uRUA9ZyF80+5VS3SGhpaVHcmKVCeROHtfyxFi/AH7NU9zgW80LYIes9QULtPVCA6po6XHjuPABAg90BAIiPs3Y7Ly7WhvpGe9c5TVCr1Yi1dn+mLD7WhkZ7E2c/G7dsw8Yt23ljuee+BwY1BjJwS2dnYunszGiHQUi/jHoN2vrYGLW8zv/K25xk/kkQQgghhBBCSHjJek+QUI/+4zmcrG3Av/96LwAgv+gobr//cbz+zGNISUoInvf3Z15BQ2MT/nLfrfji613421MvY+Nbz3bbjPCuh/+OrPQ03HrTzwYVC+0JEl1OpxNmc98/TPZ3nEhP6Tl3Op1Y+sT3mDQsFquun9Lr+GtfHsef1xTim78uQJLNwNHCqXbMZjNnPqXMsZi25FxrIbGFO7dCiO1PTjVgLXfR7FNOdYsEp9M/+aukMUtFadeK1FjLH2vxAvwxS3WPYzEvRH6Y3BMkwN7kwLff7Q+uAgGAhDj/BERj14qQgKYmB+JjbV3nxMLr9aKpuftyKntTM+LjaAKDVQcOHBB1nEhP6Tk/cOCAfyVIH4/DlNW1wazXINGq77ed0F+5jklBTFtyrrWQ2MKdWyHE9ienGrCWu2j2Kae6RcKBAwcUN2apUN7EYS1/rMUL8Mcs1T2OxbwQdjAxCfLp1h3Q6bQ4+8yZwc/SUpKQEGfD3gMFwc9cLjcOFh7BhLEjAQC5I3Og1Wi6nVNb34jyE9WYMGZU5AZAJHXs2DFRx4n0lJ7zY8eOwahTo8Pdx54gdU5kJ5t7vR6Xq53QX7mOSUFMW3KutZDYwp1bIcT2J6casJa7aPYpp7pFwrFjxxQ3YkstWgAAIABJREFUZqlQ3sRhLX+sxQvwxyzVPY7FvBB2yH5PEJ/Ph0+++Brzz5gZfO0t4N80c+lF5+HtDzciOzMNWempePODj2E0GrBg7mwAgMVsxsJz5uI/r7+POJsVNmsMnn/tXYzIycS0yeOjNSRCyBDkXwnCvSdIWa0To9LoffeEEEIIIYREm+bB39/6ULSD4LM/vwgffLwFv/nFNUhKiO92LG/sKLjdnXjz/Q1Yu+kLWMwm3HvrL5AcskfItEnjUdvQiNffXY+NW7YhOyMdv//tDbBaBv+MmcPlX0BjMPT9bD8JH5vNhri4uEEfJ9JTes5tNht2lrTD4XTjp3Ozux1rd3nw94+KcFZeMs4cn9RvO3FxcZz5lDLHYtqSc62FxBbu3Aohtj851YC13EWzTznVLRJsNhuys7MVNWapKO1akRpr+WMtXoA/ZqnucSzmhciPAe2cn8t+JcjUieOw+d0XOI+pVCpce+UluPbKS/r8vl6vw8oVy7FyxfJwhUgizOPhfuRA6HEiPaXn3OPxwKjj3hNkd3ED3J0+zB6TwPHN3u2E/sp1TApi2pJzrYXEFu7cCiG2PznVgLXcRbNPOdUtEpQ2XilR7sRhLX+sxQvwxyzVPY7FvBB2MLEnCCGhdu3aJeo4kZ7Sc75r1y6Y9Gq0c0yCbMuvhVGnxuzc/idBAnnkyqeUORbTlpxrLSS2cOdWCLH9yakGrOUumn3KqW6RsGvXLsWNWSqUN3FYyx9r8QL8MUt1j2MxL4QdNAlCCCESMOo1aOuxMarP58PW/FrMGZsIo14TpcgIIYQQQgghATQJQpiTm5sr6jiRntJznpubC6NOg/YeG6Mer3GivK4N8/OSBbcT+ivXMSmIaUvOtRYSW7hzK4TY/uRUA9ZyF80+5VS3SMjNzVXcmKVCeROHtfyxFi/AH7NU9zgW80LYIfuNUeWINkaNLqvVypv7/o4T6Sk951arFT+WO7HzcD1WXjgq+CrcPUcbsXFPNX6zeDRS44z9tHIqj1z5lDLHYtqSc62FxBbu3Aohtj851YC13EWzTznVLRKsViuSkpIUNWapKO1akRpr+WMtXoA/ZqnucSzmhcgPsxujEtLThg0bsHx53xvd9necSE/pOd+wYQNMCbPg8wGuTi8MOv+jL1WN/v/wpsf3PwESaGf58uWc+ZQyx2LaknOthcQW7twKIbY/OdWAtdxFs0851S0SNmzYAACKGrNUlHatSI21/LEWL8Afs1T3OLnmxel0oqmpiTZulQGNRoPY2FiYzQN/6ytNghBCiAQCe360uTzdJkF0WhUSYvTRDI0QQgghhIjkdDpht9uRmJgIvV4fXPlLIs/n88HlcqG+vh4ABjwRQnuCEOb0985weqd45Ck953FxcTB1TYKE7gty0t6OtDgj1GphN8lAHrnyKWWOxbQl51oLiS3cuRVCbH9yqgFruYtmn3KqWyTExcUpbsxSobyJw1r+WIsX4I9ZqnucHPPS1NSExMREGAwGmgCJMpVKBYPBgMTERDQ1NQ38+56GEl8Y4hrSKpr9P+zYbLYoR0IIkYt1uytx16sH8MkD8zAi1QIAuPofu6BRA6/fNjvK0RFCCCGEEDEqKiqQmZlJEyAy4vP5cOLECWRlZXEet/kaOT+nlSCEOWvXrhV1nEhP6Tlfu3ZtyEqQU8+IVje2IS3ONKB2Qn/lOiYFMW3JudZCYgt3boUQ25+casBa7qLZp5zqFglr165V3JilQnkTh7X8sRYvwB+zVPc4ueaFJkDkZbD1oEkQwpy2tjZRx4n0lJ7ztrY22Mz+LZZ2H2kAAHi8Ppy0dwjeFDXQTuivXMekIKYtOddaSGzhzq0QYvuTUw1Yy100+5RT3SKhra1NcWOWCuVNHNbyx1q8AH/MUt3jWMwLYQdtjEoIIRI4bXQC5ucl4/EPipCbHoNRaTHo9PqQNoBJEEIIIYQQQkh40Z4gg0B7gkSXy+WCXt/32zb6O06kp/ScB8bf0taJ5f/YiarGdty3bDzuef1HPPer6VgwKWVA7XDlU8oci2lLzrUWElu4cyuE2P7kVAPWchfNPuVUt0hwuVwAoKgxS0Vp14rUWMsfa/EC/DFLdY+TY14qKir63HuCBXa7HWvXrsWePXtQX18Pk8mEtLQ0zJ07F2effTZMJv8j3MXFxXj//fdRWFiIjo4OpKSkYO7cubj00kt71WQg5x47dgwfffQRCgoK0NzcjNjYWOTk5ODcc8/FzJkzoVarUVNTg5UrV+Kxxx7DqFGjBI2Lry60JwgZMr777jtRx4n0lJ7zwPhjTFo8+6vp0GvVuP/NgwAwoMdhAu1w5VPKHItpS861FhJbuHMrhNj+5FQD1nIXzT7lVLdI+O677xQ3ZqlQ3sRhLX+sxQvwxyzVPY7FvMhZTU0N7r77buzbtw9XXXUVHn/8cTz44IO45JJL8OOPP+L7778H4M/7/fffD6vVigceeAD/+te/cMUVV+Czzz7Do48+CrfbHWxzIOfu2bMH9957L5xOJ26++WasXr0ad955J+bMmYMPPvgAjY3ckxXhQpMghDllZWWijhPpKT3noePPSjTj6ZumBTdqGsjjMIF2uPIpZY7FtCXnWguJLdy5FUJsf3KqAWu5i2afcqpbJJSVlSluzFKhvInDWv5Yixfgj1mqexyLeZGzF198EWq1Go899hjOPPNMZGdnIycnB7Nnz8bdd9+NuXPnoqOjA88++yymT5+OlStXYuTIkUhOTsbcuXNxzz33oLCwEBs3bgSAAZ3b3t6Op59+GtOnT8e9996LqVOnIi0tDaNHj8Y555yDxx9/HAkJCRHNB02CEEKIxKaNjMc/rp+CpbMzEGvWRTscQgghhBCiUM3Nzdi/fz8WLlwIo5H7L+dUKhX27duH5uZmXHrppb2Ojxw5EhMnTsTXX38NAAM6d//+/X2eG9p/JNHGqIQ5Z511lqjjRHpKzznX+M+fmorzp6YOqh2u9qTMsZi25FxrIbGFO7dCiO1PTjVgLXfR7FNOdYsEpY1XSpQ7cVjLH2vxAvwxS3WPYyUvf15zCIUVjoj2OS7LhvuWjRd8fnV1NXw+HzIyMrp9/stf/hKtra0A/PlOSfHvYZeZmcnZTlZWFj7//HMAQFVV1YDPDe2/tLQU9913X7dY5s2bJ3hMYtEkCGFO4A/rYI8T6Sk951KNP9AOV3tS5lhMW3KutZDYwp1bIcT2J6casJa7aPYpp7pFgtLGKyXKnTis5Y+1eAH+mKW6x7GYF9b86U9/gtfrxfPPPx/czLo/A1mxwXduRkYG/va3vwEA7rrrLnR2dgpuVwo0CUKYs2fPHowZM2bQx4n0lJ5zqcYfaIerPSlzLKYtOddaSGzhzq0QYvuTUw1Yy100+5RT3SJhz549AKCoMUtFadeK1FjLH2vxAvwxS3WPYyUvA1mRES1paWlQqVSorKzs9nlqqn/FssFgAACkp6cD8L9tZdy4cb3aqaioQFpa2qDPPXHiBMaOHQsA0Ol0wc+jgfYEIYQQQgghhBBChiCr1YrJkydj06ZNaGtr6/O8KVOmwGq1Yt26db2OlZSU4ODBg8FHVgZz7ocffijRiMTTPPj7Wx+KdhCscbj8c0eBWTMSWR6PJzizOJjjRHpKz7lU4w+0w9WelDkW05acay0ktnDnVgix/cmpBqzlLpp9yqlukeDxeJCcnKyoMUtFadeK1FjLH2vxAvwxS3WPk2NeHA4HbDZbtMMYlLFjx+KLL77A1q1bYbVaoVKp0Nraiv3792P79u1IS0vD6aefjrS0NHz44YeoqalBUlISOjs7sW/fPjzzzDMYPnw4brzxRmg0Gmi12gGdm5GRgQ8//BCFhYXB/uvr67F9+3bs27cPs2bNwvDhw9Ha2oqNGzdiwoQJ8Hq9sNvtwX8sFgs0Gk2vsfHVxYB2zs9VnoYSn6QZVoCKZn/yWf1DwLrGxkbEx8cP+jiRntJzLtX4A+1wtSdljsW0JedaC4kt3LkVQmx/cqoBa7mLZp9yqlskNDY2AoCixiwVpV0rUmMtf6zFC/DHLNU9To55qaioQFZWVrTDGLTGxkZ8+OGH2Lt3L+rr66HRaJCVlYXZs2dj0aJFMJlMAICioiJ88MEHKCoqQkdHR/DVt0uXLoVer+/W5kDOLSkpwdq1a3Ho0CE0NzfDZDJhxIgRmD9/PubNmwe1Wo2amhqsXLmSM/5Vq1YhJyen1+d8dbH5Gjk/p0mQQaBJkOh66623sHz58kEfJ9JTes6lGn+gHa72pMyxmLbkXGshsYU7t0KI7U9ONWAtd9HsU051i4S33noLABQ1Zqko7VqRGmv5Yy1egD9mqe5xcswL65MgQ9VgJkFoTxBCCCGEEEIIIYQoAr0dhjAnMTFR1HEiPaXnXKrxB9rhak/KHItpS861FhJbuHMrhNj+5FQD1nIXzT7lVLdIUNp4pUS5E4e1/LEWL8Afs1T3OBbzQthBj8MMAj0OQwghhBBCCCHKQY/DyBM9DkMUYc2aNaKOE+kpPedSjT/QDld7UuZYTFtyrrWQ2MKdWyHE9ienGrCWu2j2Kae6RcKaNWsUN2apUN7EYS1/rMUL8Mcs1T2OxbwQdtDjMIQ5brdb1HEiPaXnXKrxB9rhak/KHItpS861FhJbuHMrhNj+5FQD1nIXzT7lVLdIUNp4pUS5E4e1/LEWL8Afs1T3OBbzQthBK0EIIYQQQgghhJB++Hy0k4ScDLYetCfIINCeINHl9XqhVvc9f9ffcSI9pedcqvEH2uFqT8oci2lLzrUWElu4cyuE2P7kVAPWchfNPuVUt0jwer0AoKgxS0Vp14rUWMsfa/EC/DFLdY+TY15qa2uhUqkQFxcHjUYDlUoV7ZAUy+fzwePxwG63w+fzITk5mfO8vvYEocdhCHO2b9+O+fPnD/o4kZ7Scy7V+APtcLUnZY7FtCXnWguJLdy5FUJsf3KqAWu5i2afcqpbJGzfvh0AFDVmqSjtWpEaa/ljLV6AP2ap7nFyzEtSUhIcDgdqamqCE70ketRqNSwWy6AWJtAkCGFOZWWlqONEekrPuVTjD7TD1Z6UORbTlpxrLSS2cOdWCLH9yakGrOUumn3KqW6RoLTxSolyJw5r+WMtXoA/ZqnucXLMi0qlQmxsLGJjY6MdChFJXmuMCCGEEEIIIYQQQsJE8+Dvb30o2kGwxuHyzx0ZDIYoR6JMycnJiImJGfRxIj2l51yq8Qfa4WpPyhyLaUvOtRYSW7hzK4TY/uRUA9ZyF80+5VS3SEhOTsaIESMUNWapKO1akRpr+WMtXoA/ZqnucSzmhciPAe2cn9NKEMKchoYGUceJ9JSec6nGH2iHqz0pcyymLTnXWkhs4c6tEGL7k1MNWMtdNPuUU90ioaGhQXFjlgrlTRzW8sdavAB/zFLd41jMC2EHTYIQ5uzfv1/UcSI9pedcqvEH2uFqT8oci2lLzrUWElu4cyuE2P7kVAPWchfNPuVUt0jYv3+/4sYsFcqbOKzlj7V4Af6YpbrHsZgXwg56Re4gBF6RSwghhBBCCCGEEHnKsnp6fUYrQQghhBBCCCGEEKII9IrcQeCaTZKrW+75M5567L5oh0EkQLUcGqiOQwvVc2iherKPajh0UC2HFqrn0MJ6PWklCCGEEEIIIYQQQhSBJkEIIYQQQgghhBCiCDQJQgghhBBCCCGEEEWgSRBCCCGEEEIIIYQoAk2CEEIIIYQQQgghRBFoEoQQQgghhBBCCCGKQJMghBBCCCGEEEIIUQSaBCGEEEIIIYQQQogiaB78/a0PRTsIEl65I4dFOwQiEarl0EB1HFqonkML1ZN9VMOhg2o5tFA9hxaW66nyNJT4oh0EIYQQQgghhBBCSLjR4zCEEEIIIYQQQghRBJoEIYQQQgghhBBCiCLQJAghhBBCCCGEEEIUQRvtAKLp7Q834Zvde1FReRI6rRbjckdixdU/wfCczOA5Pp8Pb7y3Hhs/346WFifG5Y7AyhuuxvDsjOA5G7dsw5ff7MbRY+Vodbbh1af+grSUpF79fb8vH2+8tx4lpeXQarXIHTkMjz9wO2+Mx8oq8PR/30LRkeOwxlhw0fln4ZrLF0OlUgEA6hvteOG1NThyrBSVVTU496w5uHPl9RJliB1DoZahDhYW466HViE7Mw0vrHpo8IlhzFCo49+ffhmfffVtr+8ZDHqse/2pwaaGSXKvp8vlxr9efANHjpWh7EQV8saOxt8eurPXeQcKivD8q++htKISifFxuOKShVhywXyR2WFPpOq5P78Idz+8ijOG+353E846/bQ+Y6R7Jr+hUMNQSr1XAkOjlnS/PEXu9aT75cBE8v9/KipP4j9vrEF+0RG43Z0Ylp2Bn11xMWZOncgbo9Lvl4qeBDlQUIQlF5yNsaOGwwcfXntnHe55ZDVeWP0wbDEWAMC7H23G+xs+wx03X4fsjDS8sWYD/vDoavz3yUdgNhkBAO0dLsyYnIfTT5uK5199l7OvHbt/wKpnX8V1Vy3FHZOug8/rw5FjZbzxtTrb8IdHnsTE8bn491/vRXllNVY98wqMBj2WXXwBAMDt7kSsNQY/XXohNm7ZJmF22DIUahnQ3NKKvz31MqZNGoe6BrsE2WHHUKjjr6//KVZcc1m3791+/+OYOH6M2PQwR+719Hq90Ol0uGTRAuze+yNanW29zqmuqcMf//pvLFxwJn7/mxtwsPAInvrv/xBri8G8OTNEZogtkarnhLGj8NYLf+v22dqNX2DdJ19g5rS+/6eO7pn9Gwo1DFDyvRIYGrWk++Upcq8n3S8HJpL///PA4/9GWkoyHrv/dhiNBnz86Vd4+Iln8MI/HkJGWgrnd+h+qfBJkL/cd1u339/9mxW47P9uRUHhEcw5bQp8Ph/WbtyCK5cuCv7hveuW6/HTG+/Al1/vwuLz/TObly0+DwBw+Ohxzn48Xi+eeflt3HDN5bjovHnBz3Oy0nnj++LrXehwuXDXLdfDoNdjeE4myk9U44MNW3D5kvOhUqmQlpKEm1dcBQDYvnPPoPIwFAyFWgasfu41nD//dPh8PmzftXfAuWDZUKijxWyGxXzqO/mFR1B1sg533XLDQNPBPLnX02g04NabfgYAKCmt4Pyfug2ffoXE+DisXLE82GbRkWN4f/1nivufukjVU6fVIiEutttn3+zai7PPnAWT0dhnfHTP7N9QqGGAku+VwNCoJd0vT5F7Pel+OTCRqmeToxknqmrw21/8DKOGZwMAbrjmMnz48RYcPV7e5yQI3S9pT5BunG3t8Pp8iInx/xe5uqYODXYHZkzOC55j0OsxaXwuCopKBLdbXFKK2vpG6HRarPz9I7jqF3fiD4+u7vdvKQ8dLsHEcaNh0OuDn82Ykof6RjtO1tYPcHTKwmot12/eigZ7E5ZfvlhwTEMZq3UMtenz7RiWnYG8saMExzdUya2eQhwqLsGMyRO6fTZjygQcLjmOzs5O0e2zLFz17Gl/fhEqqk52m+DiQvfMgWO1hnSv7I3VWoai++UpcqunEHS/7Fu46mmzxiAnMx2fb9uJtvZ2eLxebNyyHSaTERN4/hzR/ZImQbp59uV3MGp4NsaP8V80DXYHACA+ztrtvLhYGxqbmgS3W32yFgDw2jsf4aqfXIRH/vAbJCXE466H/o56niWcjfYmxMXaun0WiKXBLrx/JWKxlsfKKvDGmvW457c3QqOmP5oAm3UM1ep0YtvOPbjwXPH/czEUyK2eQjTamxAX16PmsTZ4PF40NbeIapt14apnTxu3bMfIYVkYM2o473l0zxw4FmtI90puLNYyFN0vu5NbPYWg+2XfwlVPlUqFv95/G46XV+In/3crllx9M15/bz0evfe3SIyP6/N7dL9U+OMwoZ5/9V3kFx3BP/50N8dNtftmXD6Oz/h4ff5vLL/souCSp9t+eS1++PEQtmzbiZ8uXYRf3P4gamobAAATx4/Gn++91d9Lj43AupqCagD9Kw2LtXS53fjLky/iF9cu49zwUYlYrGNPn2/bBa/Xi3PPmiM4tqFKrvUUomckvkCEHBs1KkU46xnK0dKKb3bvxS9/fmW3z+meKR6LNaR7JTcWa9kT3S9PkWs9haD7ZW/hrKfP58O///MmbFYLVj18F/R6HT754ms8suo5/Puv9yIpIZ7ul32gSRAAz73yDr7a8R0ef/AOpKcmBz9P6JrNbLQ7kJKUEPy8qcmB+B6zZ3wCz96FPp+u0WiQmZ6K2jr/RfnoH36LTo8HAGDQ6wAA8XGxaOwxG2dvau46Jrx/JWG1lg2NTSirqMKqZ17FqmdeBeD/D5vP58OFV/0Kj/7hN5gxJQ9KwWode9r0+XbMnT09uAmWUsm1nkL4a+7o9pm9qRkajVqxdQ13PUNt2boDapUK58yb1e1zumeKw2oN6V7ZG6u17Inul35yracQdL/sLdz13HewELv2HMCal1YjpmuDndyRw7D3wCF8+uUOXH35Yrpf9kHx6wifffltfPnNbjz+wB3Iyey+iV5aShIS4mzYe6Ag+JnL5cbBwiOYMHak4D5yRw6DTqdFReXJ4GderxdVJ2uRkuy/8FOTE5GZloLMtBQkJcQDAMaPGYmDhUfgcrmD39t7oACJ8XFITU4c1HiHMpZrmZQQh+f//iCefeL+4D+Lzz8LGWkpePaJ+3mf6xtqWK5jqMIjx1BSWqH4pb1yrqcQ43NH4ocfD3X7bO+BQxgzcji0WuX9PUIk6hlq0xdf46zTT4PFbO72Od0zB4/lGtK9sjuWaxmK7pd+cq6nEHS/7C4S9ezocAHovapDrVIFV8nS/ZKb8q7IEE/95018vn0nHrzrZsTEmIPPQJmMBpiMRqhUKiy96Dy8/eFGZGemISs9FW9+8DGMRgMWzJ0dbKfB3oRGuwMVVf7/AS+rqEKrsw3JSQmwxVhgMZuw+Pz5eP3ddUhKiEdqSiLWffIlmltace68vpf9nTN3Fv733gb8/ZmXcfVli1FRdRLvfvQJrlm2pNvFfvR4OQD/pjtqlQpHj5dDq9VgWFZGX00POazXUqvVdnt3OADE2azQ6Xp/PpSxXsdQm7ZsR2Z6CiZPUN6r/gLkXk8AKK2oRGenB47mFrS1dwT/exrYZX3JBfOxbvOXePaVd7D4vLOQX3QEn23dgXtuvTEcKZO1SNUz4GBhMcoqqnDbTdcKio/umf1jvYZ0rzyF9VqGovul/OsJ0P1yICJVz/FjRsIaY8aqZ17BNcuWwKDXY9Pn21FVU4vZ0yf1GR/dLwGVp6HEF+0gomXhlTdxfv6zZUtw7ZWXAPAvs3zjvfXYuGUbmludGDd6BG654epuN9vX312HN9Zs6NXOHTdfhwvOPgMA0NnZiVfeXostX+1Eh8uF0SNycNPPr0DuyGG8MR4rq8BT/30LRUeOwWoxY/H583tdoFzjSE1OxGtP/7X/JAwRQ6WWoV5/dx2279qLF1Y9JCQFQ8JQqaOzrR3Lb7oL1yxbjCsvXTTgPAwVLNTz5yv/wLkT+uZ3Xwj++4GCIjz/6rsoLa9CQnwsrrx0EZZcML//BAwxkawnAPztqZdx+OhxvLj6YcEx0j2T31CpYSgl3iuBoVNLul/6sVBPul8KF8l6Hj56HK+8vRaHj5bC4/EgOzMN1yxbgtnTJ/PGqPT7paInQQghhBBCCCGEEKIcit8ThBBCCCGEEEIIIcpAkyCEEEIIIYQQQghRBJoEIYQQQgghhBBCiCLQJAghhBBCCCGEEEIUgSZBCCGEEEIIIYQQogg0CUIIIYQQQgghhBBFoEkQQgghhBBCCCGEKII22gEQQgghhAj16dYdWPXMK8Hf63RaWGMsGJGTiVnTJuGCBWfCbDIOuN3jZSewfecenH/2GUhLSZIwYkIIIYTICU2CEEIIIYQ5115xMdJTk9Hp8aDR7sCBgiI89+q7+ODjLXjo7pUYOSxrQO0dLz+BN9ZswOS8sTQJQgghhAxhNAlCCCGEEObMmJKH8WNGBn9/1U8uxL6DhXjgsX/joSeexourH4ZBr49ihIQQQgiRI5oEIYQQQsiQMHXiOFx9+RK8/NaH+HzbLlx03jyUlFbggw2f4WBhMeoa7DAbjZg2aTxu+NnlSElKAND9EZu7H14VbO+Om6/DBWefAQA4fPQ4Xn9vPfILj8Dt7sTwnExcs2wJ5syYHDzf4/HgnbWfYMu2b1Fb1wijUY/M9FRcvuR8zJszI3KJIIQQQkifaGNUQgghhAwZ5541BwCw90B+168FKK+sxjnz5uDm65fjggVnYvcPP+Luh1ehw+UCAEwan4uLF54NwL+i5O5bVuDuW1Zg0vhcAMCBgiLc/sATsDc5sPyyxbjxZ5dDp9XgoSeexte79gb7fuO9DXjt3XWYNH4Mfn39VVh+2WJkpqWisPhYBDNACCGEED60EoQQQgghQ0ZyYjwsZhOqTtYCAJZcMB/LLr6g2zlzTpuMOx74G77Z9QPOmTcb6anJmDhuNNZv3orpkydgSt7Y4Lk+nw//fOENTBgzCo/d/zuo1f6/P7p44dm4/f4n8J831mDu7OkAgF17D2DmtIn43a9+HqHREkIIIWSgaCUIIYQQQoYUk9EAZ1sHAMBoMAQ/b2tvh6O5BdkZaYixmFFcUtpvWyWlFaioPIlz581Gc0srmhzNaHI0o7mlFadNm4iqk3U4WVsPADCbjCgtr0RF5cnwDIwQQgghotFKEEIIIYQMKW3tHYiLtQIAmlta8dKbH2D7zr1obmntdl5Lq7PftgITGv947rU+z7E3NSM1ORHXXnkJ/vT3Z3HDbfcjJysdp03Jw9lnzsLY0cMHPxhCCCGESIomQQghhBAyZNTWN6LV2Yb01BQAwF//+SJ+LCjGsosvwKgR2TCZjFB1fe7z+fptz+fzAgBWXH0ZckfmcJ6TlZEKAJiSNxav/PvP2LnnAPbuL8CWbd/iw42f47qrluKqn1wozQAJIYQQIgpNghBCCCFkyPhAeqjYAAACmUlEQVR8204AwIwpE9DS6sSe/QW49oqL8bMrLg6e43K50dLSYxWISsXZXmAyxWwyYvrkCf32b42x4Pz5p+P8+aejw+XCH//yL7yxZj2uuHQhNGp6CpkQQgiJNrobE0IIIWRI2HewEG++vwFpKUk4d94cqLomNnqu+Pjg4y3w9vgssHdIz0dkckfmIDM9BWvWf4pWZ+/HZ+yO5uC/O5pbuh0z6PXIzkyH292Jjg7X4AdGCCGEEMnQShBCCCGEMGfP/nxUVtfA4/Wi0e7A/vxC7D1wCClJCXj47pXQ63XQ63WYnDcG763bDHenB6nJCcgvPIIDBYdhs1q6tZc7IgdqlQpvf7gJLa1OGPQ6jMsdibSUJNz+6//DvX/+J37xu4ewcMGZSElOQENjEw4Vl+BkbT1e/MfDAIAbf/cgJo3PxZhRwxFri0HJ8Qp88sV2zJo+CWaTMRppIoQQQkgPKk9DSf8PxBJCCCGEyMCnW3dg1TOvBH+v02phjTFjeE4mZk+fjAsWnNltwqG+0Y5nX34H+w4WwuPxYOL4XPzqup/iD4+sxuQJY3DnyuuD537yxdd4Z+0nqK6pg9frxR03X4cLzj4DAHC8vBL/W7MB+/OL4HS2ITbWilHDsnH+2adj3pwZAIC3PtiInXv2o6LyJFwuN5KT4jH/9Jm4culCmIw0CUIIIYTIAU2CEEIIIYQQQgghRBFoTxBCCCGEEEIIIYQoAk2CEEIIIYQQQgghRBFoEoQQQgghhBBCCCGKQJMghBBCCCGEEEIIUQSaBCGEEEIIIYQQQogi0CQIIYQQQgghhBBCFIEmQQghhBBCCCGEEKIINAlCCCGEEEIIIYQQRaBJEEIIIYQQQgghhCgCTYIQQgghhBBCCCFEEf4fi87P2cI05wUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Change data range for a better visualization\n",
    "data_google1 = data_merged[(data_merged['ticker'] == \"GOOGL\")]\n",
    "data_google1 = data_google1[(data_google1[\"datadate\"] > \"2016-01\")]\n",
    "# Create a variable with only acquisition dates\n",
    "acqs = data_google1[(data_google1[\"Acquisition\"] == \"Yes\") ]\n",
    "\n",
    "# plot google stock data.\n",
    "background = tuple(np.array([253, 238, 222]) / 255)\n",
    "fig, ax = plt.subplots(figsize = (18, 10))\n",
    "\n",
    "data_google1.plot( x = \"datadate\", y = \"Close\" , label = \"GOOGL\", ax = ax , color = colors[0])\n",
    "acqs.plot( kind = \"scatter\", marker = \".\", s = 60, x= \"datadate\", y = \"Close\" , ax = ax, color =  colors[1], grid = False)\n",
    "\n",
    "plt.xlabel(\"Dates\")\n",
    "plt.ylabel(\"Price Close\")\n",
    "plt.title(\"Alphabet Inc. (GOOGL) and Company Acquisitions from 2016 to 2018\")\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['top'].set_visible(False)\n",
    "fig.set_facecolor(background)\n",
    "\n",
    "# Plot gray lines  for each acquisition over those years to compare to the stock price data.\n",
    "for i in acqs.datadate.values:\n",
    "    ax.axvline(x = i , color = 'gray', linestyle = \"--\", linewidth= 0.8)\n",
    "\n",
    "ax.annotate(s = \"Acquisition\" + \"\\n\" + \"    Dates\", xy = (\"2017-10-14\", 800), xytext=[\"2017-11-20\", 820],\n",
    "            arrowprops = dict(arrowstyle = '->',color = \"gray\", lw = 1 ))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visually, we can see that stock prices reacted mostly positively with each acquisition (represented by the gray lines). Now that we saw some relationship between the stocks and acquisitions dataset, we will start the prediction model taking into account the findings showed before."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction models\n",
    "\n",
    "As we have seen throughout the notebook, Alphabet Inc (or GOOGL as we have seen it) have showed more than interesting results in the acquisition and stock data exploratory analysis and visualizations. For the prediction model this time I will utilize Alphabet Inc merged data to create a prediction model based on the stock and acquisition data in our Dataframe.\n",
    "\n",
    "First, we will change the acquisition, an independent variable, to a categorical value. Since this is an important variable that we have seen throughout the project, we will include it in our model as a dummy variable ( 0 = No Acquisition, 1 = Yes )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_merged['Acquisition'] = data_merged['Acquisition'].astype('category')\n",
    "data_merged[\"Country\"] = data_merged[\"Country\"].astype(\"category\")\n",
    "data_merged['Acquisition'] = data_merged['Acquisition'].cat.codes\n",
    "data_merged['Country'] = data_merged['Country'].cat.codes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will use Alphabet Inc. this time, since it is the company that we have been focusing on. Of course, we can always use other companies for prediction, but we will stick to google this time since this is the company we have been focusing on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "google = data_merged[data_merged[\"ticker\"] == \"GOOGL\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, I will present a visualization of the relationship between the daily percentage change of the stock price and the acquisition dummy variables we previously computed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1, ax = plt.subplots(figsize = (8, 8))\n",
    "violin = sns.violinplot(x=google[\"Acquisition\"], y=google[\"Daily_Percentage_Change\"], data=google)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The violin plot provides interesting results for Acquisition = 1. The shape of the graph says that it is relatively normally distributed compared to No Acquisition. It has less extreme values, and it is slightly moving towards positive percentage change. Since it shows some interesting results, we will use the dummy variable on the prediction variables.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I will divide our data in subsets : train and validation poritons and use a 0.75 cutoff for the train model, the rest of the data will be usedd for validation sets. Later, I will include Open, High, Low, daily change and Acquisition in the subset matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Divide train and validation sets from GOOGL data.\n",
    "train = google[0:664]\n",
    "valid = google[664:]\n",
    "\n",
    "# 3 correspond to Close Price, while 4,5,6,7 and 11 correspond to High, Low, Open and Acquisition.\n",
    "x_train = train.iloc[:,[4,5,6,7,11]]\n",
    "y_train = train.iloc[:,3]\n",
    "date_train=train.iloc[:,1]\n",
    "x_valid = valid.iloc[:,[4,5,6,7,11]]\n",
    "y_valid = valid.iloc[:,3]\n",
    "date_valid=valid.iloc[:,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Provide a preview of the train and valid sets plotted against the dates\n",
    "plt.rcParams.update({'font.size': 12})\n",
    "fig, ax = plt.subplots(figsize = (8,3))\n",
    "ax.plot(date_train, y_train, color = 'red', marker='', linewidth='0.75')\n",
    "ax.plot(date_valid, y_valid, color = 'blue', marker='', linewidth='0.75')\n",
    "plt.setp(ax.get_xticklabels(), rotation=45)\n",
    "plt.legend(['Training Data', 'Testing Data'], loc='upper left')\n",
    "ax.set(xlabel=\"Date\",\n",
    "       ylabel=\"Close Price\",\n",
    "       title=\"Stock Prices\");\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For prediction, I will choose between four common types depending on their results : Linear Regression, Lasso Regression, Random Forest and Ridge Regression. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# Simple linear regression\n",
    "lr= linear_model.LinearRegression()\n",
    "lr.fit(x_train, y_train)\n",
    "\n",
    "train[\"close_pred_lr\"] = lr.predict(x_train)\n",
    "valid[\"close_pred_lr\"] = lr.predict(x_valid)\n",
    "\n",
    "# Lasso regression with alpha = 0.5\n",
    "lasso = Lasso(alpha=0.5)\n",
    "lasso.fit(x_train,y_train)\n",
    "\n",
    "train[\"close_pred_ls\"] = lasso.predict(x_train)\n",
    "valid[\"close_pred_ls\"]= lasso.predict(x_valid)\n",
    "\n",
    "# Random forest with 5 decision trees and 42 random states.\n",
    "rf = RandomForestRegressor(n_estimators = 50, random_state = 42)\n",
    "rf.fit(x_train,y_train)\n",
    "\n",
    "train[\"close_pred_rf\"] = rf.predict(x_train)\n",
    "valid[\"close_pred_rf\"] = rf.predict(x_valid)\n",
    "\n",
    "#Ridge regression with alpha = 0.5\n",
    "ridge = Ridge(alpha = 0.5)\n",
    "ridge.fit(x_train,y_train)\n",
    "\n",
    "train[\"close_pred_rdg\"] = ridge.predict(x_train)\n",
    "valid[\"close_pred_rdg\"] = ridge.predict(x_valid)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x1080 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = ['red', 'blue']\n",
    "fig, axs = plt.subplots(2 ,2 ,figsize=(20, 15))\n",
    "\n",
    "train.plot(y = \"Close\", x = \"datadate\", c = colors[0], ax = axs[0,0])\n",
    "valid.plot(y = \"Close\", x = \"datadate\", c = colors[0], ax= axs[0,0])\n",
    "train.plot(y = \"close_pred_lr\", x = \"datadate\" , c = colors[1], ax = axs[0,0])\n",
    "valid.plot(y = \"close_pred_lr\", x = \"datadate\", c = colors[1], ax = axs[0,0])\n",
    "\n",
    "train.plot(y = \"Close\", x = \"datadate\", c = colors[0], ax = axs[0,1])\n",
    "valid.plot(y = \"Close\", x = \"datadate\", c = colors[0], ax= axs[0,1] )\n",
    "train.plot(y = \"close_pred_ls\", x = \"datadate\" , c = colors[1], ax = axs[0,1])\n",
    "valid.plot(y = \"close_pred_ls\", x = \"datadate\", c = colors[1], ax = axs[0,1])\n",
    "\n",
    "train.plot(y = \"Close\", x = \"datadate\", c = colors[0], ax = axs[1,0])\n",
    "valid.plot(y = \"Close\", x = \"datadate\", c = colors[0], ax= axs[1,0] )\n",
    "train.plot(y = \"close_pred_rf\", x = \"datadate\" , c = colors[1], ax = axs[1,0])\n",
    "valid.plot(y = \"close_pred_rf\", x = \"datadate\", c = colors[1], ax = axs[1,0])\n",
    "\n",
    "train.plot(y = \"Close\", x = \"datadate\", c = colors[0], ax = axs[1,1])\n",
    "valid.plot(y = \"Close\", x = \"datadate\", c = colors[0], ax= axs[1,1] )\n",
    "train.plot(y = \"close_pred_rdg\", x = \"datadate\" , c = colors[1], ax = axs[1,1])\n",
    "valid.plot(y = \"close_pred_rdg\", x = \"datadate\", c = colors[1], ax = axs[1,1] )\n",
    "\n",
    "for ax in axs.flat:\n",
    "    ax.set_xlabel('Dates')\n",
    "    ax.set_ylabel('Close Price')\n",
    "    ax.axvline(x = \"2017-02-13\", color = 'gray', linestyle = \"--\")\n",
    "    ax.legend(['Real Price', 'Predicted Price']) \n",
    "    leg = ax.get_legend()\n",
    "    leg.legendHandles[0].set_color(colors[0])\n",
    "    leg.legendHandles[1].set_color(colors[1])\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    \n",
    "axs[0,0].set_title('Linear Regression Prediction', size=16)\n",
    "axs[0,1].set_title('Lasso Regression Prediction', size=16)\n",
    "axs[1,0].set_title('Random Forest Prediction', size=16)\n",
    "axs[1,1].set_title('Ridge Regression Prediction', size=16)\n",
    "\n",
    "axs[0,0].annotate('Training Set', xy = (\"2016-07-01\", 610))\n",
    "axs[0,0].annotate('Validation Set', xy = (\"2017-05-01\", 610))\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visually, Linear Regression, Lasso and Ridge Regression provided really accurate predictions for train and validation sets. Random forest's prediction was not accurate, probably because they don’t fit very well for increasing or decreasing trends which are usually encountered when dealing with time-series analysis.One way to improve the Random forest would be to drop the time-series variables from our model, but the current dataset only has these kind of variables, so we will drop this model for this time.\n",
    "\n",
    "The visualization of the three accurate models will be further analyzed through more exact metrics to see which one predicts better."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "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>linreg</th>\n",
       "      <th>lasso</th>\n",
       "      <th>rf</th>\n",
       "      <th>rdge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>mae_train</th>\n",
       "      <td>2.322442</td>\n",
       "      <td>2.370285</td>\n",
       "      <td>1.160872</td>\n",
       "      <td>2.322498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mae_valid</th>\n",
       "      <td>2.529607</td>\n",
       "      <td>2.485438</td>\n",
       "      <td>101.674580</td>\n",
       "      <td>2.529548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rmse_train</th>\n",
       "      <td>3.112688</td>\n",
       "      <td>3.156373</td>\n",
       "      <td>1.617240</td>\n",
       "      <td>3.112688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rmse_valid</th>\n",
       "      <td>3.518383</td>\n",
       "      <td>3.486794</td>\n",
       "      <td>120.714061</td>\n",
       "      <td>3.518293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>r2_train</th>\n",
       "      <td>0.999114</td>\n",
       "      <td>0.999089</td>\n",
       "      <td>0.999761</td>\n",
       "      <td>0.999114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>r2_valid</th>\n",
       "      <td>0.997289</td>\n",
       "      <td>0.997338</td>\n",
       "      <td>-2.190787</td>\n",
       "      <td>0.997290</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              linreg     lasso          rf      rdge\n",
       "mae_train   2.322442  2.370285    1.160872  2.322498\n",
       "mae_valid   2.529607  2.485438  101.674580  2.529548\n",
       "rmse_train  3.112688  3.156373    1.617240  3.112688\n",
       "rmse_valid  3.518383  3.486794  120.714061  3.518293\n",
       "r2_train    0.999114  0.999089    0.999761  0.999114\n",
       "r2_valid    0.997289  0.997338   -2.190787  0.997290"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "\n",
    "def report_metrics(mod, x_train, x_valid, y_train, y_valid):\n",
    "    mod.fit(x_train, y_train)\n",
    "    return dict(\n",
    "        mae_train=metrics.mean_absolute_error(y_train, mod.predict(x_train)),\n",
    "        mae_valid=metrics.mean_absolute_error(y_valid, mod.predict(x_valid)),\n",
    "        rmse_train=metrics.mean_squared_error(y_train, mod.predict(x_train), squared = False),\n",
    "        rmse_valid=metrics.mean_squared_error(y_valid, mod.predict(x_valid), squared= False),\n",
    "        r2_train=metrics.r2_score(y_train, mod.predict(x_train)),\n",
    "        r2_valid=metrics.r2_score(y_valid, mod.predict(x_valid))\n",
    "    )\n",
    "\n",
    "lr_metric = report_metrics(lr, x_train, x_valid, y_train, y_valid)\n",
    "ls_metric = report_metrics(lasso, x_train, x_valid, y_train, y_valid)\n",
    "rf_metric = report_metrics(rf, x_train, x_valid, y_train, y_valid)\n",
    "ridge_metric = report_metrics(ridge, x_train, x_valid, y_train, y_valid)\n",
    "\n",
    "metrics = pd.DataFrame(dict(linreg = lr_metric, lasso =  ls_metric, rf = rf_metric, rdge = ridge_metric))\n",
    "metrics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, Lasso appearently shows lower Mean Absolute Error and Root Mean Square for the validation sets, as well as higher R2 squared. So we will choose Lasso for our best prediction model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have chosen a machine learning prediction model, let's try to further improve its accuracy with better regularization parameters. For Lasso, the most obvious regularization instrument would be cross validation regularization. We will choose a default cross validation fold of 5, and apply its results to a new improved lasso regression model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Lasso(alpha=1.0406190357548812, copy_X=True, fit_intercept=True, max_iter=1000,\n",
       "      normalize=False, positive=False, precompute=False, random_state=None,\n",
       "      selection='cyclic', tol=0.0001, warm_start=False)"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "# Use cross validation to get the minimizer alpha \n",
    "lassoCV = linear_model.LassoCV(cv=5).fit(x_train,y_train)\n",
    "lasso_improved = Lasso(alpha = np.log10(lassoCV.alpha_))\n",
    "lasso_improved.fit(x_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before we numerically analyze the scores, let's try to infere the difference with an error visualization. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_train_lasso = lasso.predict(x_train)\n",
    "y_valid_lasso = lasso.predict(x_valid)\n",
    "y_train_impro = lasso_improved.predict(x_train)\n",
    "y_valid_impro = lasso_improved.predict(x_valid)\n",
    "\n",
    "fig, ax = plt.subplots(2, 2, figsize=(12, 8), sharey=\"all\")\n",
    "\n",
    "ax[0,0].hist(y_train_lasso - y_train, density=True)\n",
    "ax[0,0].set_title(\"Lasso Training Data\")\n",
    "ax[0,1].hist(y_valid_lasso - y_valid, density=True)\n",
    "ax[0,1].set_title(\"Lasso Valid Data\")\n",
    "ax[1,0].hist(y_train_impro - y_train, density = True)\n",
    "ax[1,0].set_title(\"Lasso Improved Training Data\")\n",
    "ax[1,1].hist(y_valid_impro - y_valid, density = True)\n",
    "ax[1,1].set_title(\"Lasso Improved Valid Data\")\n",
    "\n",
    "for ax in ax.flat:\n",
    "    ax.grid(False)\n",
    "\n",
    "fig.tight_layout()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, the prediction errors of the Improved Lasso model seems to be a little better distributed. Let's check what the metrics show."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "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>lasso</th>\n",
       "      <th>lasso_improved</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>mae_train</th>\n",
       "      <td>2.370285</td>\n",
       "      <td>2.448617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mae_valid</th>\n",
       "      <td>2.485438</td>\n",
       "      <td>2.498369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rmse_train</th>\n",
       "      <td>3.156373</td>\n",
       "      <td>3.231778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rmse_valid</th>\n",
       "      <td>3.486794</td>\n",
       "      <td>3.443609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>r2_train</th>\n",
       "      <td>0.999089</td>\n",
       "      <td>0.999045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>r2_valid</th>\n",
       "      <td>0.997338</td>\n",
       "      <td>0.997403</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               lasso  lasso_improved\n",
       "mae_train   2.370285        2.448617\n",
       "mae_valid   2.485438        2.498369\n",
       "rmse_train  3.156373        3.231778\n",
       "rmse_valid  3.486794        3.443609\n",
       "r2_train    0.999089        0.999045\n",
       "r2_valid    0.997338        0.997403"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Compare new metrics with previous lasso prediction.\n",
    "lasso_improved_metrics = report_metrics(lasso_improved , x_train, x_valid, y_train, y_valid)\n",
    "metrics_v2 = pd.DataFrame(dict(lasso =  ls_metric, lasso_improved = lasso_improved_metrics))\n",
    "metrics_v2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lasso Improved has a slightly lower Root Mean Square and a higher R2 squared for the validation sets of our data\n",
    ". This means that the original alpha paramenter was very close to the most accurate one. Even though the prediction accuracy improved only little, regularization techniques have provided us with the (appearently) lowest root mean squared error for our valid tests. Finally, let's see the visualization comparison of Lasso models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NpKenExYW5uxwREREREREREQqrFYkBAsKCkol/Ly9vcnPz8dms5Gfn4+3t3ep/l5eXqSnp5e5z7Jly1i+fPk5nzVhwgQAzGZzmbb8/HwaN26MwWCotRWCYE8KysXz8vIiMzOz3LkipZ1KoIpUB803cQbNO6lumnPiDDVt3p3695qaFJNUnZo236R+qGvzzsPD46xttSIh6OHhQX5+vuNzXl4enp6eGAwGPD09ycvLK9U/Pz+/VALxlP79+9O/f/9zPis1NRUAX1/fMm1ZWVm1fnmoKgSrltFoLHeuSGlms1nfk1QbzTdxBs07qW6ac+IMNW3enfr3mpoUk1SdmjbfpH6oT/OuWg8VuVAREREkJiY6PicmJjpOkoqIiCA5OblUUvDMdhEREREREal7+vTpQ58+fZwdhohIrVStCUGLxUJRURFWqxWr1UpRUZGjzLu4uJiioqJSP9tsNgBuuOEGFi9eTHp6Ounp6SxatMjxF3+TJk1o0aIFc+bMoaioiPXr13Pw4EHHASZSNV555RViYmKq5F5r1qxh4sSJVXIvERERERGpnwIDAwkMDHR2GCIitVK1rn/9+uuvmTNnjuPz6tWrueuuuxgxYgSjR492LNd95ZVXAPjkk08ICwujf//+JCcnM3bsWABuvPHGUkt/n3/+eaZOncpdd91FSEgI48ePx9/fvxrfrGYYM2YMmZmZGI1GPDw86NSpEw8++CCenp6X9Lnz5s1j4cKFmEwmXFxcaNq0KSNHjiQqKqrc/j169KBHjx6XNCYREREREanbDhw4AECLFi2cHImISO1TrQnBESNGMGLEiHLbZsyYcdZxBoOBUaNGMWrUqHLbw8LCmDx5cpXEWNuNHz+eDh06kJGRwaRJk1i0aNFZv/Oq1K1bN5588klKSkqYM2cOU6ZM4eOPPy5zErP2MBQRERERkaqwZcsWQAlBEZELUbtPyJCzCgwMpGPHjhw8eNBxrbi4mNmzZ7NhwwZKSkq4+uqrue+++3B3dycnJ4fp06eTkJCA1WolKiqKRx55hKCgoEo912Qycf3117NkyRLMZjOxsbHExMTQqlUrVq9ezU033UTDhg2JiYnhn//8JwCHDx/ms88+48CBA5hMJm6++WZuv/12rFYr3377LTExMeTm5tK+fXsefvjherPBp4iIiIiIiIjIpaCE4EXwnDABlx07LukzLO3bk38B1Y/p6els3bqVdu3aOa7NmjWLlJQU3nnnHUwmE9OmTWP+/Pncfffd2Gw2evfuzbPPPovVauWDDz5gxowZjBs3rlLPLS4u5ueffyYoKAg/Pz8AEhIS6N69OzNmzKCkpIR169Y5+ufn5/P6668zePBgxo8fj8Vi4ciRIwD8+OOPbN68mddeew0/Pz8+/fRTZsyYwdNPP13p70NERERERERE6g/XOXOwNW5MSa9ezg6lRlJCsI55++23MRgMFBQU0K5dO/72t78BYLPZiImJ4a233nJU2N12221MmzaNu+++G19fX6699lrHfW6//XZee+21Cj933bp1xMbGYjKZCA8P5/nnn3e0BQYGMmDAAIAyy4VjY2MJCAjglltucVxr3bo1ACtXruTBBx90VCkOHz6cxx57TMuORUREREREROSsDFlZeD39NJbLLydn9Wpnh1MjKSF4ES6kcu9SGzduHB06dCA+Pp5p06aRnZ2Nt7c32dnZFBYW8sILLzj62mw2rFYrAIWFhXz++efExcWRm5sL2Kv3Kpp8O7WHYHmCg4PPOi49PZ2wsLBy29LS0njnnXdK7UNoNBrJzMys9FJmEREREREREakfXJcswVBUhGnbNgzJydgaNnR2SDWOEoJ1VHR0NNdffz1ffvkl48aNw9fXFzc3N6ZMmUJISEiZ/t999x3Hjh3jjTfeIDAwkMTExEovF74QQUFBrF279qxtY8aMoU2bNpc8DhERERERqV1uuukmZ4cgIjWUad43DHNdSLviOJ5fuZKie+91dkg1jtHZAcilM3DgQLZv305iYiJGo5E+ffrwxRdfkJWVBdir8+Li4gB7NaCbmxve3t6YzWa++eabaonxiiuuIDMzk++//57i4mLy8/NJSEgA4MYbb2TOnDmkpaUBkJWVxebNm6slLhERERERqdl8fX114KCIlGE4doxNa63ML76Ntw3/wLzyd2eHVCMpIViH+fv707NnTxYsWADAPffcQ1hYGC+88AIjR45k4sSJHDt2DLAnD4uKinjggQd48cUX6dy5c7XE6Onpycsvv8zvv//Oww8/zBNPPMHOnTsBuPnmm7nyyiuZOHEi9957Ly+++KIjWSgiIiIiIvXb3r172bt3r7PDEJEaxm3BAqbwHN6eFvJsXny5ujnYbM4Oq8Yx5Ofn61s5Q2pqKoDjhNwzHTlyhKZNm1Z3SFVKB3JUrbowJ6qD2WzWf72VaqP5Js6geSfVTXNOnKGmzbv58+cDMHToUCdHIpdCTZtvUnscu/pe2iV8y3PPF/Hz15mUJB3nl80WrK1anXdsXZt3Hh4eZ21ThaCIiIiIiIiIiNQILnFxGI4fv6Cxxt27eT9hIG4mKw89VMgdw4qJozPNrotm3z6lwM6kb0NERERERERERJyvoACfW27Bc+LECxqesXQTn3M/d95mJjTUxm0P+xHslkVmoSevPq8FsmdSQlBERERERERERJzOtGYNhpwcXHbsuKDx835tQiEejPm7Pd0VFmZj3+ZDTHJ/je9X+7Pk/QurPKyLlBAUERERERERERGnc122jCM0ofCPQ1BcXOnxGw405jLTYSKjTlcD2iIieOzzdlxj3MwTrzQm5dZncPldJw8rISgiIiIiIiK1zsCBAxk4cKCzwxCRqmKzYf5xI+3YyS0lizAk7Kv0LTadaMnVgXvKXDf078PHvzTC4O7Gvb+Nxb3fzbh99llVRF1rKSEoIiIiIiIitY6npyeenp7ODkNEqojLzp1MPX4nWQTwE31Y/pW5UuOPHjVwpCiMa5ocLrc9op0P0/9nZbPlCv4R9D/c5s6tirBrLSUERUREREREpNbZtWsXu3btcnYYIlJFshb+wvs8yaA+WQBs3+5SqfHb4uwpri6RWWftc8stxTz0UCFT0+/DddNGli8suvCAazklBEVERERERKTWUUJQpG75YE5DcvBhwusGvMkh21y5lNWhXQUAtGhz7kTixIn5DO6WDMCMqUoIipxTamoqw4YNw2KxADBp0iRWr159yZ87b9483n///Sq5V1paGvfcc4/jHURERERERESk6uQeSOW1zjHkJqZValzG7lT+nTKc29vG07atFX+jmeycylUIHt5TiDc5NGgVeM5+Hh4w81sTE7z+RcyORiQnGyr1nLrC5OwApOqMGTOGzMxMjEYjHh4edO7cmQceeOCS7Kvx4osvVjim0aNH06FDhyqPIT4+ntdeew03NzcMBgOBgYHcdttt9O7du9z+ISEhzJo1q8rjEBERERERERH46JHdTD14B2EvrGT0nJAKj3vn+WxyaMVz40sA8HfJJTvPtcLj9+41sme3geYkYosIP/8Ak4m7B2fw9lwbU/5pYMq/becfU8eoQrCOGT9+PLNmzeKtt95i//79LFiwoEwfm82G1Wp1QnRVLzAwkFmzZvHFF19wzz338OGHH3L4cNkNRFUVKCIiIiIiInJhCgrgxInzV9IlJ9vTTMbiii/F3bg0gw9/68LosAW0GXQZAH5ueWQXuFVofFqagR49fPlpVxOauxzGEh1doXHhj9/IY/yXz77y4Y8/6l96TBWCdVRQUBCdOnVyJMdeeeUVoqKiiI+PJzExkXfffRc/Pz9mzpzJ1q1bMRgM9O7dm+HDh+Pi4oLFYmH27NmsXr0aT09PbrnlllL3f+WVV+jZsyd9+vQBYNWqVSxdupT09HSCgoJ48sknWbp0KSdOnODNN9/EaDQybNgwbr31Vvbu3cvMmTM5cuQIISEhjBo1iug//8CmpKTwn//8h8TERFq3bk3jxo0r9L4Gg4Grr74ab29vjhw5gru7O48//jijR4/mm2++ITQ0lLFjx/L4448zd+5cXFxcMJvNfPHFF2zbto2ioiLatm3LuHHjAIiNjWXOnDmkpaXRtGlTHnnkEZo1a1ZVvx4RERERERGRWmPaNHc++8yd+PhsXM62ktdiISPVXuGXl5xTofsW5Nt44lETEYbDvPRNKzDYk47+bgWcLPSu0D2+/SiDoiJ/ACKaFIGpYqkua7t2vHDnHNp+PZbIkpFAmwqNqyuUELwIEyZ4smNH5da0V1b79hYmT86v9LgTJ06wdetWrrnmGse1X3/9lfHjxxMeHo7NZuO9997D39+f6dOnU1hYyOTJkwkODqZfv37ExMQQGxvL22+/jbu7O+++++5Zn7V+/XrmzZvHuHHjaNmyJcnJyZhMJp588kn++OOPUkuG09PTmTx5Mk888QSdOnVix44dTJkyhalTp+Lv78+0adOIjIzk5ZdfJiEhgcmTJ3PVVVed932tViubN28mLy+PiIgIx/Vdu3YxdepUDAYDWVmlTxqaPn06Hh4evPfee3h4eLBnzx4ADhw4wAcffMD48eNp0aIFa9as4a233mLatGm4ula8ZFlERERERC6dW2+91dkhiNQbyclGUlKM7N5tpF27M1YcFhRgyMrCFhaGMSGBg8VN7f1TK1Zx98OoH0jIu5sF93+DV/t+jut+nkUczDn7kuO9e42884qFE7FH2J52upAoPzTirGPK4zXp79zXeT5FbVpValxdUP9qIuu4t99+m/vuu4+XX36Ztm3bcttttznarr/+esLDw3FxcSEnJ4etW7dy//334+Hhgb+/P4MGDeK3334DYN26dQwcOJDg4GB8fX1L3eevYmJiuPXWW2nVqhUGg4FGjRoRElL+H9w1a9bQuXNnunTpgtFopGPHjrRs2ZKtW7eSlpbG/v37ufPOO3F1daVt27ZcccUV53zfjIwM7rvvPh544AG++eYbnnjiCZo0aeJoHz58OB4eHri7u5cZFxcXxyOPPIKPjw8mk8lRpbhq1Sr69etH69atcXFx4frrr8dkMrF3795zf/kiIiIiIlJtXF1d9R/sRapJ0Z8rgDduLF1X5vHWW/hdeSXGpCSMe/byx59VdikZHmArvS+frbCIrGWbHJ8NJ08ye3lDmnun0PvdvqX6+nkVk2U5e4XgRy+n8+0yb0rSs+kRHM88hjHAZQWPvHruA0X+ytagAUWPPFLhqsK6pP69cRW6kMq9S23cuHFnPcAjODjY8XNaWhoWi4VHHnnEcc1msxEUFATYE2anfv7r2L86ceIEDRs2rFB8aWlpbNiwgdjYWMc1i8VCdHQ0GRkZeHt74+Hh4WgLCQkhPT39rPcLDAzko48+Omv7me/w15h9fHzw8fEpt+2XX37hxx9/dFwrKSkhIyPjnO8mIiIiIiLVZ9u2bQB07NjRyZGI1H0FBfalvBs3mnjwwdP7A5rWrsWQk0PymHf4R/o/yMEXgJSSIAzHjmE7o2Bn1rO7efKrG9myOJ7mvZqQ9UcyP9GH8X23YTCW3qLLz8dCptUPKCgTi80GK371YaD7Kj7fchm2gAB8bj/MwJH7KOp+9SV4+7pJCcF6xGA4vQFocHAwJpOJTz/9FJdyNgAIDAwslYg7ceLEWe8bHBxMcnJyhWIIDg6mZ8+ejB49ukxbWloaubm5FBQUOJKCJ06cKBV3ZZ1tbHBwMDk5OeTm5uLtXfq/OgQFBXH77bdzxx13XPBzRURERETk0kpISACUEBSpDqcqBDdtOiN/UFhI4bYEXvKdzr9+exiTwcJrflPYds0DbFnZiD3/+o7/GR5lwQJX/vGPAn5eFwpA/BozzXtB0s48ANp3KHvoqZ+fjUI8KMwx4+5TuhI4/vdCjhSE8WLPE9gadwMgZ9myS/DWdZuWDNdTgYGBdOzYkZkzZ5KXl4fVaiU5OZn4+HgAunbtyg8//EB6ejo5OTksXrz4rPfq06cP3333Hfv378dms3H8+HHS0tIACAgIICUlxdG3R48e/P7778TFxWGxWCgqKiI+Pp709HRCQkJo2bIl8+bNo7i4mN27d5eqJKzq9+/UqRP/+9//yMnJoaSkhF27dgHQt29fVq5cSUJCAjabjYKCAspI9zgAACAASURBVGJjY8nPr3kVoSIiIiIiIiKXWmGhvdjm0CEXkpPtP5t++YU3ip/nLfNYhjVYxV5bayZctYzGUV4cpDnXzHiSL2eaKCgwsG6dCe/iTAAS/ygG4PBee5YxPLrs0mD/APs/zcdyy7TtXHgQgGvubFKmTSpOFYL12NixY5k9ezbPPPMM+fn5hIWFMWTIEMCeFDt+/DjPPfccnp6eDB48mJ07d5Z7n65du2I2m5k2bRonT54kNDSUJ554gpCQEG677TZmzJjBrFmzuOOOOxg8eDD/+Mc/+PLLL5k6dSpGo5FWrVrx8MMPA/DUU0/x73//m1GjRhEZGUnPnj3Jy8u7JO//xBNPMHPmTJ5++mlKSkqIjo6mbdu2tGzZkkcffZQZM2Zw/Phx3NzcaNOmDW3btr0kcYiIiIiIiIjUZEVF4OVlIy/PwMaNJqIt2xnyYDc86MIVHfL54IMAfK9PpbDtHbi72cf09t7AN7kDuSdgGYfWNyI4y54I3HPAviIw6ZC9X3hH/zLP8wu016+Zj+cRHBlQqi0poQQDVpr2alZmnFScIT8/33b+bvVHamoqAH5+fmXajhw5QtOmTas7pCplsVjKXSIsF6YuzInqYDab8fX1dXYYUk9ovokzaN5JddOcE2eoafNu/vz5AAwdOtTJkcilUNPmW33Xv78PRiNs3erCqFGFND/6G+OW9AHgvvsKmTo1H+OuXVibNGHrgQa8/LInn36USfiCD3ju9VBmWe4ijBQSiOSKgH2sSgzmhe6xzN51FQdPWvnrbl/LJ27jzvd6sfrDWDr+rWWptsev2cOahMZsT/ehzMCLVNfm3ZlnNPyVKgRFREREREREROSsioogKMhGly4WNm40kZnl5WiLjrYAYP1zVV3nzhaWLs0BTBQ++SRNrJD9mj/Z2CsBd2aFs2hRCQdP+HGZ+zEMhrKHlPoH2/cNNKcVlWk7dMKHyzySwdC6ql+zXtEegiIiIiIiIlLrDB06VNWBItWksNCAh4eNa64pYft2F9YduczR1q6d5ZxjL4s8XYv2HO/QzmU3DzzgzfLULkT4pJc7plFbXwxYGf9mQ3IyS0q1HTQHc1lAxoW/jABKCIqIiIiIiIiIyDkUFdpwLzJzbftsSkoMHCpsxPUN42nfvoQOHc6dEGze/PQpwj1uD2BDyZVM5Sm8yOPKRkfKHdOsVzjTb15CfG5zts5NdFwvLIRjxSE0a6hDPy+WEoIiIiIiIiJS68TGxhIbG+vsMETqhcI0Mz4rvqPvA20c194d+iu//pqDd9lDgktp1crKHXcU8dJL+Vz38VDy1v7CI280JHngSJ5+6exnHPR5vDkA+7edTv4lxediw0izy3QcxsXSHoKVZLPZMFTxppVSO9ls+gtIRERERMRZEhPtVUNXXHGFkyMRqfuKioy4udrwfOXvLNzwIa2N+wl/+F4q8m/Frq7wySd5f34yYI2OpjA6Gh577Jzjwq5ohBe57E84nYPZtzELaELraB2WerGUEKwEd3d30tPTCQgIwMXFRYnBesxms2E2m3F1dXV2KCIiIiIiIiKXVKHFBQ8PKHz8cXo/br92qUtkDO5uRLoeZN/R0weY7ImzHzLS6qq6cxKwsyghWAnBwcFkZ2eTmpqK1Wo9/4AayGq1YjRqpXhVcHV1JSgoyNlhiIiIiIiIiFxSBRZX3FyrPw/SKjCVuIyWjs97E0w05TA+lze55AnJuk4JwUowGAz4+/vj7+/v7FAumNlsxtdXmXQREREREREROT+bDQqtrri7VX8KrlWjHBalNiYrKwd/f9hzxJe2xj+wBV9Z7bHUNSoVExERERERkVrHZDJhMqnGReRSKykBG0Y83M59mvClMKjnSSyY+PI9M1Yr7DkZShv/Y6At3C6a/vYUERERERGRWmfIkCHODkGkXigstP/Tza36n91u9FX0nv4T//30CvreZSDX4knbhunVH0gdpApBEREREREREREpV2GhvRrPzb36n21r3Jhnon/kWI4///d/ngB0ijRXfyB1kBKCIiIiIiIiUuts3LiRjRs3OjsMkTrvVIWguxMSggA3PBJBO3awcqUrrhTRpqMWu1YFJQRFRERERESk1jl8+DCHDx92dhgidV5Rkb1C0N3TOfv2ldw6mOdc/gVAe3bgckV7p8RR1yghKCIiIiIiIiIi5XJUCHo4JyFo8/fnjpsyaMk+rmc1lo4dnRJHXaOEoIiIiIiIiIhIPZKVBfv3n04Jbf7+JLz21uns3xkcewh6Oi+FZBg+hO10YHLzD7H5+zstjrpECUERERERERERkXrk6ae96N7dl9hYF2J/yuXGe1rQfeo92NZtLtO3MN8KgLuX81JIxTfdhKefK1zZ2Wkx1DXaiVFERERERERqHQ8PD2eHIFIrZWfDjz+6Ulho4N47DAw2rgX+xi6i2Rizm2t7l+5fZC4CwN3LpfqDPcXDA/OPP2ILCnJeDHWMKgRFRERERESk1hk0aBCDBg1ydhgitc4PP9iTgf81PEZWloGPMv5GWEA+AHvjrWX6F5qLAecuGQawtm2LLSzMqTHUJUoIioiIiIiIiIjUA4bjx1k5MY7GHGXUoGP897UkAO5+wICvMYfNO71JWra31JjCUxWC3lpkWpdU629z6dKlxMTEcPDgQXr27MkzzzzjaNu2bRv//e9/SUtLIyoqiqeffprQ0FAAbDYbM2fOZMWKFQD069eP+++/H4PBvrFlSkoK06ZNY8+ePYSEhDB69Gg6depUna8mIiIiIiIi1ei3334DoHv37k6OpH4q2rKLHe/+SpfPHsTnnrsp6d6dwqeecnZYch62n9aw6tjfGBbyE/n//YDB3t6s6GomKsrCmhnJzDoxkB/vOsHuYyW4etpTRkW5f1YI+ighWJdUa4VggwYNGD58OP369St1PSsrizfeeIN77rmHOXPm0KpVK95++21H+7Jly9iwYQPvv/8+06dPZ/PmzSxbtszR/s4779CiRQu++uor7r33Xt58802ysrKq7b1ERERERESkeh0/fpzjx487O4z6yWLhhWHH6PvDeP5963pY+TOer77q7KjO6uRJg7NDqDE2xbqTjT83TL4OvL0BuOoqC35+EGDKASCdYDbPPewYU5RrAcDdx7X6A5ZLploTgt26daNr1674+vqWur5+/XoiIiK47rrrcHNzY8SIESQmJnL4sH0C/vTTTwwZMoTg4GCCgoIYMmQIMTExABw9epT9+/czYsQI3N3d6d69O82aNWPdunXV+WoiIiIiIiIi9cKxdxfy+ckhAPzfhsFczm42d7jPyVGVb9UqE61a+fHHH9oxDWDfQTcAOlxdNrnXvpc9V+NCCSsWFjquF+aUAODm61YNEUp1qRH1nklJSTRv3tzx2cPDg4YNG5KUlER4eHiZ9ubNm5OUlOQY27BhQ7y8vMptP9OyZctYvnz5OWOZMGECAGaz+aLeqaay2Wx19t2k5tK8k+qk+SbOoHkn1U1zTpyhps07i8VetVSTYqoPjCdO8NYUL0wGCwdsLdhCFx7gU948NIKpVfi7qKr5NvUtP2w2Awk7s2jSpAoCq+WOpdirJT29zPz16x39pheDxh7nzZv38OPWlvz9zw45mfYDR0pcSur8n7ea9vfcxTrXaew1IiFYUFCAn59fqWve3t7k5+c72s9M+J1qs9ls5Ofn4/1nmespXl5epKenl3lO//796d+//zljSU1NBShTxVhXmM3mOvtuUnNp3kl10nwTZ9C8k+qmOSfOUNPmnYuLC1B3/92tJslcvYOsEyU0G9qZg2OmM6t4MmNGpBLx1WEiOMxkz8NkF3tV6e+iKubbrhXJ/PZ7uP1DQgq+Q1tVQWS1U24uPPGEF/uTriTYlEFQUNnv1tcXQkJgQPRBnom9ntSULFq2snEyMwsXSmhymR+GOv7nrab9PXcp1YiaWQ8PD/Ly8kpdy8vLw9PT09F+Kjl4ZpvBYMDT07PM2Pz8/FIJRBEREREREalbfHx88PHxcXYYdZfNhsuqGOZd9SFdboumz8PtsWZkMXHptXi7FvH0617kLFhAwWOP4eXnQl6xu7MjLsW4dy8z7t+CASsA5owSJ0fkRDYbEyd6smiRG9tzWtHQI+Oc3W8cZK8iXDk7E4DDKR404Sgu3jXrdywXp0YkBCMiIjh48KDjc0FBAcePHyciIsLRnpiY6GhPTEws1ZacnFwqKXhmu4iIiIiIiNQ9FVkBJhfGcOwYR3s8xC3Dgnh033jc3e0HTfzx4XoWMYQH+x8kKMhGyQ03UPDGG/h4lJBrOfvSxOqU8ksCW5+eR/6gUczOv53brrZvJ5aTaXFyZM7hMWkScU3u4qOPTifzGvrmnHNM00HRRLOT5d/bE4OH07xoxiH4s2hL6oZqTQhaLBaKioqwWq1YrVaKioqwWCx07dqVQ4cO8dtvv1FUVMTcuXNp3rw54eH20t4bbriBxYsXk56eTnp6OosWLaJPnz4ANGnShBYtWjBnzhyKiopYv349Bw8epFu3btX5aiIiIiIiIiJ1wuJBc7kifjbbva7l/feymfuv/QDM+xJsGLl6QOkllV4eFnKsNSNZdPd9/tww8xEmmp+mEA+efdF+Pddsc25gTlKwcj0PFH1EK1MiN/M9AA0DCs45xtqyJQM9f2LtvsbkxCZweH8xzTiE7Rz70UntU617CH799dfMmTPH8Xn16tXcddddjBgxggkTJvDhhx/y3nvvERkZyfPPP+/o179/f5KTkxk7diwAN954Y6n/EvT8888zdepU7rrrLkJCQhg/fjz+/v7V92IiIiIiIiJSrX755RcAevXq5eRI6hibjRcTHyU6NIU5awIIDbVReLIxJoqZdbwvANHd/eDPpbgAXp42cvGGoiJwc+JJtCUlxGZFAvCfgofp06eY6CvdcKeAnGznheU0Fgtvxw/moCWc73/I4ddRyfyQAkENrOceZzBwU5fjvP2biZ+fjeEoz9GkUwNsoaHVE7dUi2pNCI4YMYIRI0aU29apUyc+/PDDctsMBgOjRo1i1KhR5baHhYUxefLkKotTREREREREara0tDRnh1AnWdMzOU4E90RvIDTUXmjj3sCbtobdbLd1wNclj/Dw0gklby97QtCQdxKbExOCKat2Az0AaNPGwrRpeeDpiS9mzDk1Yse0amXcv5+fS3rQrVUyXbt6saNtKKRAQZHhvGOvHBCA72/ZzN3eHgsmGo/qDYaiaohaqkv9+xMhIiIiIiIiIuVKj0/FigthTV1KXR/aeS8AVjd3DH/JJ3l5Qy7e2Mzn3puu1JjHHsP1668vOt4zbVpsTxLHfJPEunVmmjSxgcGAryEXc57LeUbXQdvj2UZHOna2L5du/XBXAJrf1OK8Qw09unING/mBgQBlksBS+ykhKCIiIiIiIiIApP6RBUBY89L7xY1Z3oeRIwt5483CMmO8fcCKC0UZeWXaymU2M2uuJ9vf+vmi4z1T7E5vPMinfS+/UklLP1MuOfn1LyG4b2Mm+XjRvqf9NO7eA0wsW2bm4WdczzvWEh3NNU2SHJ87d66fh7LUZdW6ZFhEREREREREaq6U/fakXkikX6nrLiYD06bllzvGy9dea5R3soiKLBjO336AR/gY/8Qsfvr5EM16N7uomE+JOxJKB+99uLqGl7ruY8onp8CJexs6ybYE++EvHboYAHuV4DXXVDCx5+JCuyl/g7sgKspCQED9PJSlLlOFoIiIiIiIiNQ6gYGBBAYGOjuMOic1qRiAsMsDKjzGy89efZd3smz1YHl+X56NBRNZ+HP3o2HkVHyl8VlZrbA1uyWdGh4r0+brVoi5qP4lBHcfC8BEMZGRF7bct0ePEm69tYiZM3OrODKpCZQQFBERERERkVqnT58+9OnTx9lh1DkpyfZKsNDGFU8XePnbFx/mZZz/0AnX779n8/StGLHwVcsX2Z0WwuOPe2G7yAK0xD0lZNv86NS6bHbRx72YnCKPckbVbUkZ/kR4pGK6wLWh3t7w+ed5REVp/8C6SAlBEREREREREQEgJdWFQJcsPCqRP3MkBDOLz9pn0yYXrr3Wl7mjN/I/HqYTcQx6KJCXmciSJW7s339h6QmP114j4ZaXuXOABRdK6Nq1bAy+HsWYLZ4XdP/a7GBOMM18Tjg7DKmhlBAUERERERGRWicmJoaYmBhnh1G3lJSQkmoizLdyS0S9GtiX4+ZllZy1z+fv5bFnjwsP5byPH9lMeSCO4sGD6cp6AE6cMJx17NnYior5ZLqV69ZOIS+rhBj60KJ3kzL9fLwsZFu8K33/2qSoCMzZpcssDxU2olmDbCdFJDWdEoIiIiIiIiJS62RkZJCRkeHsMOoUl/h4tlmiaXXZ+Zf+nsm7gTsAeeazH1iRtTvF8fN/H/iNzu/ega1xY3yj7Qm8zMzKJwRff6aAJyzTuKF9Cr9usdJ50xSs7duX6efjbSHH5oO1Dq98fanfLq5rlU/mUfuhMPmpZpJtDWkWVv5BMCJKCIqIiIiIiIgIR5ftZj+tuO6myh3A4flnQjA368+MW34+hiNHSvXZfjSEa1nPTEZydd/Ty3d9b7wKgKwDlU/ufrfSl5tYxtz/JRPU3Bdr69bl9vPxsf8z11x3M4Jb9/mRVNyYFwftx7hzJ1lR/QAIb3L2ZdxSvykhKCIiIiIiIiKsXWlf8ttjsE+lxnkHuAKQl2pfamz+x7vsaD8a48GDAGRsSeKIpRF3sICRfIm1TRvHWN82YQBkHcur1DNzcuBAmh9dXX/H1qrlOfsGBdorF4/tr9gpyLWOxcL+vMb4G7L46mAPVo74hniiAYhoXvnKS6kflBAUEREREREREX7Z1ZAQtywuv7xylXRef27PV7hxB4akJP6+uA89WEviMx8DsOvrPwCI7uoFgDUiwjHWv4l9cFba2Zcblyfhq23YMBIdWQAuLufse+2VBQCsX5heqWfUFplxh8mgAX8fuIMu3n8w9PA0hrKAphymXSclBKV8SgiKiIiIiIhIrRMSEkJISIizw6g7Dh/h5/xr6dXmGIZK5pC8ve2HWeTig+fEieQW2U8dnrzmBrBYiP8lC4DWM58lMz29VALPJcgfX7LJPGkre+Nz+GOePcnYeuoD5+0bcV93mhqOsHZx3TxgI3FNMgBR1/jywRxXvI15XO+9kfV0xfuyICdHJzWVEoIiIiIiIiJS6/Tq1YtevXo5O4xayWX8yxj73Vrq2sFvd3GUpvToW/k0gYcHGI02Mq/ohdv8+RgK7Utz11i64rJrFzv2+dDE6yTBIYCx9P1t/v404CSZmZV75q5jDfA25hHepcF5+xp8vOnZIom1R1tQF08WSdxk33/xsh4NieoRxN7DRSw81Br/X77CGhnp5OikplJCUERERERERKQeuemjuwj5fcXpCzYb8z607+HXfXjlqy4NBoiMtLLe5TqsoaGcIBiA4zTC8MH/iLO0o11U+afd2gICCCSDjCxTpZ55OMuPZj4n/ppfPKsWLayk0JCSo6mVek5tsG1TCSZDCc3a2A938fICg4sRS4cOTo5MajIlBEVERERERKTWWbZsGcuWLXN2GDVacTkHzGbHHWQ93SjCHVuRvcO3kw8w+ej9/K1zPC2jLixNcPPNxazb6M7RcW9ywhgKgA0jR+du5A/a0O463/IHengQaMgkOyEN327dKvYwm42j+UE0CcitcHwNmnoAkLU7pcJjaoPivYf4Kr0/Ay/fh7u7s6OR2kQJQREREREREal1cnJyyMnJcXYYNdakxzOIbubCwb0ljmu2Egv/GnPU8TnnaDbr17vw6JR29HDdwLRFF77f3MCBxVgsBr73Hk6q92VERtoPCVlGf0pwpf0VZzn4w2AgwC2XDAJx2b27Qs8ypKdzxNaExqFFFY4v8DL7ycnZs5fjEhdX4XE13U+fHuMEIdz3qLMjkdpGCUERERERERGROuSnFTDlq+ak5fvy1K1pkJcHmVlMviaGqbsH4oH91N1je/IYeZcbzWwH+Wr8Btz9PS74mZ06WWjUyMrixW6YzUbat7cnBL8NfRCAdu3OfopwoHs+GQTaP1Rgjz9L0nFSCKNx04rHF9jKfv+1S8wkPzy54gNruIOH7Eutu/T2dnIkUtsoISgiIiIiIiJSB/znsQMs/uAEYx4y0ZZ4JjT7gl+TL+fBphsZ2nwf7xwYzkPXxjF7wmYAVsW4cSLLnTf8J+Pz2N8u6tlGIwwYUMzKlfYEVYcO9gTgz6kd8Pa20bz52RN9AZ4FpxOCZvN5n5USfxIbRhq3cKtwfA3CPQF4kuncuu9f2OJ2VHjsxdrz37UsvHU+2Cp3knJFpKabcKMQvyY+VX5vqduUEBQRERERERGp5XLT8nhpbhdGvdiKTLOJLzq/wy2zBwOw0HYbMfRhTP89vP3DZYRG2BNp3y33AuDKR9qBp+dFxzBwYDFWqwGAZs2s+PnZE2DR0ZZzHv4R7nqMAjzZTwuMWVnnfU7yTvupug0jK14VFxR0Ohm3m7Ysmby/wmMv1riXA3jw14eY91pild87NcONUOMJDEZDld9b6jYlBEVERERERKTWadSoEY0aNXJ2GDXGHwsSHD9P4yki37ufNm1Ptx89msmkOWEYDBAUYU/+bTwcTmv2EvDIkCqJ4brrSvD1tSfegoJstGxprxLs1Onsy4UBBhu/B2ABd2DIzDxn38LULKbODAOgUTv/CsfWoEHp6rw3Y7pzcL+NV1/1wHLu8C5akZs9cTnu3605mX7uviXFNhK3V/ywlDSzB2GuJy8mPKmnlBAUERERERGRWqd79+50797d2WHUGDtW2jNNSYQzalgGlk6dMBjg55/N/PqrGS+v032Dmp9eXtqtyUFswcFVEoObG/TrZz+5OCjIyuef5/Lll7mMH19wznGXFezhKjaxkNvPmxD86NE9LCkcAEDTSuwh6HHG9ogPXL+HPyyt6XxlINOmebB3b+nUSGysC4MHe1MlZ9bYbBwrCKKTIQ6zxYupjx12NLkuWYLnU0+V6j7/yU1c0yuE1L3ZFbp9aq4voR7nr6oU+SslBEVERERERERqubidboSYThIw6y3y337bcb1TJ4vjgI9T3EJPV9b16ppXpXHcd18RkZEWwsOtRETYGDSomMDAc++dZ/P0pCvr2c3l50wI5mcU8J9fOhPplcSKFWb8/S9sT77H32hAB+PpPQTTZ8WUau/b15c1a1zZtq3sycg2W4XOPXEoScvkiK0JN/Ywc1+Db/loZSSHduUD4PbVV7h/8QVkZWGxwA/fGYn9/iTFuLFjWUqp+xhSU/F47TUKP5zNiROnlwenFvoT6qXTtqXylBAUERERERGRWmfp0qUsXbrU2WHUGHHpl9Ep9AiWgTdjCwg4d2eX04muXoMu/GTh8vTsWcLGjWZ8KnHGRe68eYRdE042/uQmnz25Nff5XaTaQpj20mGuuurC1/mGt3Ll5V4/OT6nf7AYty++wPzERJ7rut1xfd++sgnBN97wICgooMLLjJN/P44VF8Ij3fjH9CBcsPDGA8cAcNm2zd5pezyPP+7F3SP9+MR8FwC7YwtL3Wf39DXcMbUvURPu5uor7UuQbTZILQ4k1D+/wu8ucooSgiIiIiIiIlLrFBQUUFBw7qWo9UVBmpl4SxQdm597uW15gq5rfQkiqhxrZCTBd/cC4Pjh8svvigutTPs2kq7ecVzzaNty+1SUqyvc9HIH9ri1A+AoTZj11E7azfo/Zv7RlbFMx4US9u4qG8uUKfYEalpqxZ51ZJv9d9I02puwmzvyVPRy5u25gm2f7+RgsidzuJMxr0bw9dduuBqKHePi97iXus+P6xrwAwPJIoCMLBNHjhjIzDRQjBshAcWIVJYSgiIiIiIiIiK12B+rT1CCK506llR4zD5aso+W2IKCLmFkFdf4MvvJx8ePl39a7pJXd3OopCnPPJB2wSfqzpuXw3//az+ww9K5M6HHfiHA38JkJvAoH9Pl8hx+25jPmzP9ac8O9q0rfVjHmUuFk/eVrspbP20bD7eLx1JUunTwcLz9eeFX2PdpHDOzHSGGNF59pphxvM0I5jBnSzteC/s3A2w/OMbFHyv9e8lIsd/3jmB7ZeOvPxlITbYvmQ4JvsSnokidpISgiIiIiIiISC22fZ19eWmH67zO0/O0Jo8PoOn9PS9VSJXWqLE9uXUs1bXc9g++bEA71z/o81LnC35Gv34l3HnnGdV0Li40agw5+HIFv/PNokIiI60UDxpElFcSCftMpcbv+eN0IjJ5j9nxsyElhZtf7cX8o93Zs+RAqTEJu22YKKZppL2y0LdlCOMHbWU1vVnAUAA+4UFeDP6QwKubA+BpLGS3OZzcMw4bPnrSkyjfI3z6n5OEkMqamYdJOWBPSoY2vOCvROoxJQRFREREREREarFtO1wJIIPwro0qPKbgn/8k/1//uoRRVU6jRvbyu+PpnmXaSoptbM9txYD2hzC6mcq0XwyTyZ6IvLVdAqawBvaLRiMt27lzsKAhRbn2BKIhJYWvb1nsGJeSeHq5euqiTY6fNy1OK3X/uCOhRAccwf2MFcB3TLvK8fP4x1P5f/buOzyqauvj+HcymfSQhCSQEBIIvQdBqgoKUpSqggoqigX12sBXxHbt7dpQbGC5WBBREVCRooAUKdJ7h1TSE9Jn0mbePwaDuQkhQJJJwu/zPD4mp+yz9nAY5qzZe68bV08ge906Hv20Gb17F/HukJ8pwsTWVadGIVosxJsb0qShBeuggVzlv4s1O/2J22tPSoaGnV9xFbm4KSEoIiIiIiIidU5oaCihoaGODqNW2BXlRzfn3eDrc/aDaykPD/A1ZhF/suwoxxN7MynCRHj4OZT3raQjR+yFQy57b3ip7U2aO2PDiZSDJwE49sQcPki/hTv5HCeKSYg5PU13/Y4GJT//tfUfmb/EJLYXdKJrq8xSbfv4GTAY7Em8iMs9KI6IAIOBsDAbS5fmxbrbngAAIABJREFUMPzBIIwUsWHuCQCcIiOJoylNmljBYODycY1JsAax+ssEDFgJCa/aJKlcHJQQFBERERERkTqnV69e9OrVy9FhOFxhvpU9aSF0DUlydCgXrIlXFrtSQrCYS494i95uT6g1a1v+dOIL8cILZry9bURElF6Hr1GoPcmWdCgbw/FIpiwahI+rhX//dgmNSSIx8fT04YREe2rl6pC9rEiKICnOvpZj/IrDpBFAlx5lE3a33FIAUOa6AB59OtHdtIel63wpLrLB7n0kEExQK/u04yvuag7Azwm9CDYkYrysR5k2RM5GCUERERERERGROurIvD0U4ErnwQGODuWC3dT3GOuLevPs//1jJKDNRvTuHACad/Wu8mtOmlRATEwmRmPp7UGt7CMVE4+ZWXT/WtbSj2efysa3e3NCDPEkpJweCZiUasKdPF68L4o83Bl5rRt79zqxfpl9WnHXawPLXPftt82sXZtFcHA5030NBu6/Lpo9ua14f8xW0tYdphhngjvbpzQ3b26lWZCZfNwIDSrA5udXRa+GXEyUEBQREREREZE6Z9GiRSxatOjsB9Zj6ekGfpxuHxnY6baODo7mwk15xMJNzOPHXzwpPFX7w33KFOK++hMX8gnqWjaxVl0at7UnH4/9mcITm2+ke+Nobn3AHZycCHZNIz7Ts+TYxEx3mphS6DC+A78wgsx0GwMHevPCiqto53KMSy5zLdO+iwt07nzmKdCjPu7PjWHreWXNlfy0wJ6tDA45vf+Kq+3pnJDeqigi50cJQREREREREalzioqKKCoqcnQYDlFYCCNHetKqVQPeib6RVv5ptOhYNulU1xR37MhNfEd6jhsbN9r7s//LXbzBNJoThVNAzY2E82/bECNFPLv5OpJozJuzTCWjCDv7xLA/I4QTJ+zThhOzvQhyz8DWsCH9up5kl/ESrg4/won8AP7V6Q8MhgoudAYGJwP/+a01wS5pTDG/hpfJQs+ep6cX9+tnv/dDwy64q3KRUkJQREREREREpA5JTDSwbp2JG72XsD74OjbtLsKpPjzde3kxqFsy3oYcFv/sjiElhSnYKyGPZhHnlVk7T0YPV/wN6QCMbbGZS/qfLnZyW5sNWDEyZ44LAIkWP4K87BV/8z7+mIY9mrP4UFu2cwl33ZBStvFK8m3swkefF2E0FDP1zgQCAk5PL77yyiI8PW107lx2DUKRylApGhEREREREZE6xGy2J8ZGZc0hYsZoCj3q/ujAvxkeuItRdy1k8eKxxPfew1pG82zghzw5PgFLDceSbGsEwHXX5JTa3qxfCCPW/cw7b15Lnz7FxBcGcrXPMQCs7dqRO38+xk2b6PDdd1iuv+6CYrh8uBeHjuTQsGHp0ZGBgTb278/Eu+qXVZSLhBKCIiIiIiIiInWIOcs+XdS1dVMKR450cDRVq3DkSG4IeJw5qbcxeXpbbDgxbOHNWDoaz35yNel/Z9NSv+c/+iizDj/F4B/CGT+2Lbk2FxoHFJY6prh3b8y9e1fJ9f39yyk8AjRoUCXNy0WqPgwqFhERERERkYtMeHg44eHhjg7DIcxx9qmsLoP61ug02hrh7Ez/KR3xIYPfYjvSxfMIbRyUDFzdYRJzGYd7i/8p3OHkhPtHL7O436sEFpwAoHHjMxcIEamNlBAUERERERGROqd79+50797d0WE4hDmjAAB3XxcHR1I9DBNuYpRpCQA3XHrcYXFErHiBa6JeL3+nszM+37zJ0vaPMIzF9L0kp/zjRGopJQRFRERERERE6hBLpn16qruPycGRVBMvL8aPTCKEOMZOcNxUYdzdwcfnzPu9vAhe9BY/3j6f0Osiai4ukSqgNQRFRERERESkzpk/fz4AY8aMcXAkNc98KiHoVk9HCAJ0fPkaDg/4mYLRNzs6lArZGjXC/O67jg5D5JwpISgiIiIiIiJSh+RlFwPg4Vd/qgv/L5unJwXjxzs6DJF6S1OGRUREREREROqQvCx7QtCtoZuDIxGRukoJQREREREREZE6xJxjr2jr7u/u4EhEpK5SQlBERERERESkDjHn2jBgxcXPw9GhiEgdpTUERUREREREpM5p3bq1o0NwGHMeeJKLwcvT0aGISB2lhKCIiIiIiIjUOREREY4OwWHMZvAgD4z1t6iIiFSvWpUQjI2NZebMmRw9ehQfHx8mTpxInz59ANi1axcff/wxKSkptG3blsmTJ9OoUSMAbDYbX375Jb/99hsAgwYN4o477sBgMDisLyIiIiIiIlJ9CgsLATCZTA6OpOblmZ3wcLIASgiKyPmpNWsIFhcX8/LLL9OjRw/mzp3LAw88wNtvv82JEyfIzMzk1Vdf5dZbb+Xbb7+lVatWvPHGGyXnLlu2jE2bNjFjxgzef/99tmzZwrJlyxzYGxEREREREalOP/30Ez/99JOjw3AIc74RD2O+o8MQkTqs1iQE4+LiSE9PZ9SoURiNRiIiImjfvj1//PEHGzduJCwsjMsvvxwXFxfGjx9PZGQksbGxAKxatYrRo0cTEBCAv78/o0ePZuXKlQ7ukYiIiIiIiEjVy8s34mEscHQYIlKH1Zopwzabrdzt0dHR5OXlER4eXrLNzc2NoKAgYmJiCA0NJSYmptT+8PBwYmJiyrS1bNkyli9fXmEcTz75JADZ2dnn041az2az1du+Se2l+05qku43cQTdd1LTdM+JI9S2+664uBiov89uFcnNd8bNOb9e97223W9ycahv952bm9sZ99WahGDTpk3x8fFhwYIFjBo1it27d7N37146d+6MxWKhQYMGpY739PTEbDYDYLFY8PDwKLPPZrOVWkdw6NChDB06tMI4kpOTAfD29q6qrtUq2dnZ9bZvUnvpvpOapPtNHEH3ndQ03XPiCLXtvjMajUD9fXariLk4C3/XnHrd99p2v8nF4WK672pNQtDZ2Zmnn36aWbNm8eOPP9KqVSsuv/xyTCYTbm5u5OXllTo+Ly8Pd3d3wJ7x/Ds5+M99KioiIiIiIiIi9Y25yAV372JHhyEidVitSQiCfarv66+/XvL71KlTGTBgAAaDgVWrVpVst1gsJCQkEBYWBkBYWBiRkZG0adMGgMjIyJJ9IiIiIiIiUv906NDB0SE4TF6RKx6uSgiKyPmrNUVFwJ7IKygowGKxsGDBAtLT07n66qvp06cP0dHRrF+/noKCAubNm0d4eDihoaEADBgwgEWLFpGWlkZaWhoLFy5k4MCBDu6NiIiIiIiIVJcOHTpctEnBPKsrHm5KCIrI+atVIwT/+OMPfvvtN4qLi+nQoQMvvfQSJpMJHx8fnnzySWbOnMk777xDmzZtmDp1asl5Q4cOJTExkQcffBCAwYMHn3WtQBEREREREam7/l426u+lpC4KxcXkzl1Chm0sXoGujo5GROowg9lsLr+870Xq76Ii/1vEpL64mBbIlNpD953UJN1v4gi676Sm6Z4TR6ht9938+fMBGDNmjIMjqTmbxn3K5GUjOEwb1qw4SefuRkeHVG1q2/0mF4f6dt9VVGW4Vk0ZFhEREREREZHyvfNnXw7Rjgfvya7XyUARqX5KCIqIiIiIiIjUdlYr0bmBXN9yOy++oYl+InJhlBAUERERERERqe1i4oi2hRHWzOroSESkHlBCUERERERERKSWS90SQz5uhLY985pgIiKVVauqDIuIiIiIiIhURpcuXRwdQo2K254OQGi3hg6ORETqAyUERUREREREpM5p06aNo0OoUbE7MwAI7eQFaNqwiFwYTRkWERERERGROic7O5vs7GxHh1Fjog9aAAgNVTJQRC6cEoIiIiIiIiJS5yxfvpzly5c7OowaYUhIYENGJ1r6p+Pp6ehoRKQ+UEJQREREREREpALGPXvwvvRSTPPnO+T6ljXbWMlAhl6Z45Dri0j9o4SgiIiIiIiIyBkUZORxy7AiBh37hN/u+RXT13NqPIY1C3MowJUhtzSo8WuLSP2khKCIiIiIiIhIeaxWtlw3g1+yr+IPBnA9C7np4ebEv/VjjYaxZEsQPsZsel9eo5cVkXpMCUERERERERGR/3HsmBPbX/idX3eG4elSQGxsBi8/n80ap6sY958+NRZHcUY2S072ZUibo5hMNXZZEannnB0dgIiIiIiIiMi56tatW7W1HRsL11xp5GTO9XgaLQwYDF5e8MAjxWQt2cTbm6+iqDAbZ5Oh2mL42855x0mhP0OHRFX7tUTk4qGEoIiIiIiIiNQ5LVq0qJZ28w6f4LaBLuTnNKKlZxrFjYN55t/mkv3NQgopxpmEQzmEdvKulhj+FhnpxE8/OmGkiKvuDK7Wa4nIxUUJQREREREREalzTp48CYCfn1/VNXr0OI9cFsOeohHMv/snLnv5KozOuRiNpw8Ja2YDIGZP9SYE8/KgW7cGwBVc5rEd39DqSYCKyMVJawiKiIiIiIhIjTPExEBh4Xmfv3LlSlauXFmFEcE7k2KYXzSaFx+J56o3B+DiaiiVDAQIa+sCQMyhgiq99v/a8Ht+yc/DOh2r1muJyMVHCUERERERERGpUYbUVHwiIvDu2RMslhq9ttPBg5CdXWb7oW25vLRjNLeEr+Nfz5155F+Tdp4YsBITaavU9Qzp6TgdOnTOca79NApXLKyhH5Oert6pySJy8al0QjArK4uff/6ZWbNmkZWVBcDBgwdJTk6utuBERERERESkHtq1l8lMZ1FUN0xVPMqvQsXFvNJnDdsHvVxm1+znU3Ehn5feAkMFtUJMIYE0JY7ouMqV/F068itevGIT5ORU6nhDUhIrXtzGlxva099nB11O/oyxX+9KnSsiUlmVSghGR0dz//33s3jxYpYuXUpeXh4AW7ZsYc6cOdUaoIiIiIiIiNQvB1an8R6TGcOPzFvoVWPXzTmcwBtMY+ChWaW2Z2fD3A2tuLHBUvyu6lRhG7aGDYlgF0v3hRMbW3GV4fRfNnPfvsm8XfgII6408OuvZ08iOt03mYemd6CZLYo33z3/KdUiIhWpVELw888/p3///syaNQsXF5eS7d26dWPfvn3VFpyIiIiIiIjUPzu32qfbNjIk83+/DCIzs+LE2rnKy4OX7z/JvoXHS22P2ZxW8nNW0unKwfP/fZhsqyd33ZJV8fBAAKORt/1ewlLkzIcfup35OJuNZ6cUkYcHAH8eC2HyZPcKmzbExPDt6lASCea1u/cTNrpLxbGIiJynSiUEjxw5wvDhwzH8zxtjYGAgGRkZ1RKYiIiIiIiI1E87j/rgbczly+b/JrPAg23bjGc/6X/07NmTnj17ltmenm7gugHFvD0vnJl37sNl7lyw2TBu2EDMrwdLjlvyTpT9B6uVb7515xK3/UQ8f02lrt0yKIeWxUc4cSivzD7npUtxmTOHv/6zkW/SruWRgTtZMPEHIthJaqoTiYlnTjgWf/oNL/Isl3bOpe8bQysVi4jI+XCuzEE2m42ioqIy21NSUvDw8KjyoERERERERKSeMpvZkdacrsEn6NImFyJh3z4jAwaUfeasSFhYWJlt8Uv2csN9zYjMDqS982H+YBCuL3TFdfp01h0N4VumANDCKZJXPwlh7K6bKOrWje0Fr/DE8B0YXCq3LmDBqFE0PpBI2h5noPHpHTYb9463cZzuJBJEmDGOyZ+F42ULpPk3N9Ot4C9WrjRxyy3lVCjOz2fWf704QVNmvZZ91oGKIiIXolIjBCMiIliyZEmpbYWFhXz//fd07dq1WgITERERERGR+se2ZgO7bJ2J6GajYWs/mhDPvr2VrndZIiUlhZSUFAAMKSlE9fsXg29pTkK2N7+Mnsk9TzfgRFEQC5Mv59qUr7iK1fzMKDzI5cNvXYk3hNBr2yd8/rEBG070vj280tfOnzaNwEY2knNKD5CxHD3BPG4iytSaVAJ456GDePqasPn50WF0OL6cZOsma7ltZn2zjP/kPcQ1lyZw2WXF5/x6iIici0q9695xxx1s2LCBqVOnUlhYyMyZM7n33nuJjo5mwoQJ1R2jiIiIiIiI1BPHfthLPm50HtoIa7NmRLCTvTtt59zOmjVrWLNmDQCx03/hqj0fYm3gw6+/Wegx+w76j/TA2dnGWOaz2dCLuydkA5CHJ70He7B4SR7mRqE8zas4G61c2vfckpKBgTaS8n3Bdjr2I6sSsGLkjcdiiE3IZeBzl5bsK7jrTrqyk31rswD44gsXnnzy9JqC77xhIhtvnn2v4nUGRUSqQqWmDAcHBzNjxgyWLl2Kl5cXNpuNAQMGMHz4cHx9fas7RhEREREREakPbDZ2rckBoGsPI8WpHejCblYcG0JBgYV/1LA8J59+F0CuwYvVa800a2Yv9NGihZWVK3PYudPIiBGF+Pra+HNZKoMuTQGC6d27mLVrs/m//3PH09PGua6GFdDUhZx93pijD+PevBEAB/6yrynYfmAjcCtdcKS4Rw86N17G57G9+PzVZB57szkAEybkYzxyhI+TbuC27nto16H5+b0IIiLnoFIJQQBfX1/GjRtXnbGIiIiIiIhIPeZ05Ag70prh5VpAq1ZWipt2pYvhGwqLjRw+7ESnTuVPpy1PQQE42YrJX7mRuenXMLzzMZo1Cyp1TJcuxXTpcnr67cZDzkBwye/+/ja++KJsYZDKCGzhCUDqtjhCTyUE9+93xg0z4V29yp5gMNDhpnbkzfDgsTeb04k97KUzffs2ALoDMO0D//OKRUTkXFVqTPSKFStYt25dme3r1q1j1apVVR6UiIiIiIiI1D+m339nE73p3LEAJyfAw4OObSyAvbBIZeXlwYE9NrZudabXmPak4c+d/1ezU20DOtiTd2m7EgEwxMSw46gv7RvEYTxDVzqNbQlA/7Yn+H3a4lL7nuvyA8HtvKsvYBGRf6hUQvDHH3/E27vsG1ODBg2YP39+lQclIiIiIiIi9U/8zzvZxqUMGn46Y9aqrz8u5LN3T+XW8LPZ4JFhSeRYTDQwZNOOg/zgdzeXj/KprrDLFXgqIZi+7hDG9etJHTSJtcWXMXRcOaMDT+nUycoPP+Qwd5Unbk/cj6ebvbJyym9rmbykb43ELSIClUwIJicnExwcXGZ7UFAQSUlJVR6UiIiIiIhIbVZcUMwLV27h0OJIR4dSd2RlsWhrcwBGjy48vb1Xdzqyj/1bLGdvw2bjveEbmL+zLS0P5nH3XT1Y3Ot5hk7vXz0xVyCwkb2YSNKuFGKGP84D2f/BycnG+AcrXozw6quLStYr3Lg5l23bsnDu0QU8Pas7ZBGREpVaQ9DDw4OkpCQaN25cantiYiLu7qqAJCIiIiIiF5e/3t/Fu7sGUfCfVbwyPNzR4dQaNhtkZYFPOYP1TGvWMN96PREtMwkPP12Zt7hHDyLYxdKDbYHCsif+w47pG3lhw7XcHL6BB36+EYPJmZxly6q4F5UTFGQjLMjC44n/IQdvPLDy7LMWmjatfMXk0FAbcO4VlkVELlSlRgh2796d2bNnk56eXrItLS2NL774gu7du1dbcCIiIiIiIrXRwi/so9k2HCs7k+pitnChiVatfFiypOzYk4SFW9lEH0beXHqBPWt4OJ09jpGU5UlKiqHC9hd/m4+JAt5Y1ZaElGTi4+OrNP5z4ewMc+cX0KarK48/bmH3nmweeSTfYfGIiJyLSo0QnDhxIk888QT33HMPYWFhAMTExNCoUSMmTpxYrQGKiIiIiIjUJkVRJ1gQ1wsjRew2tyErMYkGQRVPE633bDZM8+ez+d1WFBVdxZ0TXPl+Th79hrqU7P/5d/uwwdHX/08lYYOBTh0KYau9sMiVVxaVaT7xcA6r39zNZ0cH0DfoGN6+wSxfsQGAMWPGVGvXKtKxo5WVf5xflWIREUeq1AhBHx8f3nvvPe69917atGlDmzZtuO+++3j33Xfx9fWt7hhFREREREQcymqFgwftj09/vrqZdPyZdNkurBjZ8X2Mg6NzPOd16/CcNIld+92IcD9Iq+JDjB/nya5H5pIeMZIJfRJ4PedBujRNoUULa5nz219hTxbu3VpQbvvDr7By//xrycKHq4ZValyLiIhUoNLvpC4uLgwePLg6YxEREREREamVPn8umcc/aMPqhTEsWOyFj3MOk6c34uOesHdNBvtNrqxfb2TOnItntJghM5OC2T/w9gcNSE1z4lLuZRN9uG+ChSkDtnLNhAyu++pm3BhNAk0AuHdsarlt+fXvSJPpJ9i/vggeK70AoSU2lWMFrZjYdTPufbowfkojtO6eiMiFOWNC8MCBA7Rp0waj0ciBAwcqbKR9+/ZVHpiIiIiIiEhtUFwMH37REIA5Uw6wyDyE0Vck0qh1AKHO8ezbb+JYjonNm52JjLQQHl52BFx9Y9y+nW3D3uBOy0dE0RxfMvicuwGI6FpMo8GdWLDJwIjBJmJTGtKMKKJpznW3ugBlX5+ibt3owm727o8osy/u96NAKy672sQNT1eiErGIiJzVGROC06ZN46uvvsLX15dp06ZhMBiw2cp+C2MwGPjpp5+qNUgRERERERFH2bbNSHSOLwGk8FnUEABGP2hPanVqnMzOhBCis+yFMpYsMfHAA7WvsITNBoaK63Wck3WzjjHMsozwJmYWf5pL3w7ZrNlh5PPZ7lx9tX0NwGbNbWzbV8CxXw9w6X39iPrvLwS06FZ+g97edPKPZ2XK1RQW5nLsmBOvv+7Giy+aidqYbG/viiZV1wERkYvcGROCn332GT6nasV/9tlnNRaQiIiIiIhIbRK3Ix3w5n0eYhzz8HYroN8A+76OHYtZeqIdnJopXBsTghYLdO/egLvvzmfKlKqJbd3eAIwUsWZTPt7eAD70v8pG/6tKT5k2maDd6JbkDI8mwLniFas69vOhcKGJo8ujmfZJB9atM3FoQyZjLWkAhHd0459Thfv3718lfRERuRidsahIo0aNMBgMFBUV8euvv5ZsK+8/ERERERGR+ip+bwYA/d8YQMyT7/DnJjN/57YuGRVUctzI1nvZtMlIWloVDsWrAlFRTsTHO/Hii+4sXmyqmjaTPQh1TT6VDKyEsyQDAdre0wuA2a9msG6diQl8yfGUBryS/TAN3Atp2LD0jLXAwEACAwPPNXQREaESVYadnZ1ZsmRJudOFRURERERE6rv4GBveZOExpDfej99JWLPTz0bXjPPk3w3fZwArefrInVitBpYvr5qkW1WJjrY/9gW7pnHfJDeSki48YRmVGUBzn5MX3M4/tbrUGxenQj490J8GZDLjqh/4+PVErBhp1spQZspzTEwMMTGq8Cwicj7OmhAE6NSp01kLi4iIiIiIiDhS4g+bWDPmvxB3okrbPZHoTCix2IKCyuwzGGDaGx781u5BuvseJdQtmSVLzj4arib9nRD8NH8CuWYj6/44vc9p3z7IP8dpxAUFRBaG0LxxbhVGaZ9efN+AfQCMZhH89wOuv9eHTz7JZdq0sjFu3ryZzZs3V2kMIiIXi0olBPv378+XX37J999/z44dOzhw4ECp/0RERERERBztheddGb3yUV4ZsNleReNcWCxsG/0OJ1YcLrPrRJoHIaZkcHEp99TCG24ge+NGCv51PyMt37NqhZG8vHIPdYjY/Xm4YWZAjwy8yGbzwhQAzH/uZPTl+awb/9U5tWc+Ek8SQTRrXvWzyJ6f6cNcxvHqA8ex+foCMHZsIcOGFVb5tURELmaV+urqnXfeAWDOnDll9qnKsIiIiIjIxaW4GJKSDDRpUruWFUrLcgVgespt3LF8CyFD21f63MP/3czVa16ENfDcDduZ/Gl4SVneE9k+dPE6+/TYgkmTGDn9YT40P8jq1c5ce21R6QOsVvLe/RLPu67HdqqAY02I2ZdLc1Io/vcT9Bn1F6s3d2bZB7GseCuFPxhL7iovfj9yBGvr1ths9sIob7zhyrRplrJ9AOI2JgBdCWtXfoL0Qhj8/bgm5g3w8qrytkVE5LRKJQRVZVhERERERP725Zcu/N//eTBjRh4DBhQSElILEoM2G4l5DejqG8nejKbMeiWHiZ6J3HWzjdmT1tDsuZsrPP2nL80A9GMNL/zYn1FjtxE+pCVZWZBU4EfT0LNPj7X5+ND7nja4zMhn05Jsrr3WvdT+hEXbiXjpAX5Y/Tb9f77//PtaGcXFGLKysPr6ER1tJNwQRVGPHvRv/jO/R17NuH83BjoDEG1ohtu08ex7awHTnvDg99/tayAu+s7GtdeWbXrNgmwAWg9qWj2xV7pSiYiInK9KTRn28/OjQYMGqjIsIiIiIiIsXWpPGD38sAfDBxixWODDD13p18+LuLgqqLBbVITpl19w+nN9pU8xpKYSZ21Cz3bp3BS2gf/u7cOXb2SwI689t73bF+uBI2c815aZxYIjEVzpsYk3eByAY38kkpUFY8d64YSVK9vEVioO20P30s5wiMNr08rs2725kEJc2Li/YaX7db5Mn33O1hZ3MyI0kl0pTbkkMBbc3HhgUg4bnK9g/c1vsmnFCd57L48kW2Ou+eMp+vTwYOOqQt52eozh/MKONWXnPeet2sJbG/vR328XnXvUruIpIiJSeRUmBLOzs3nxxRcZO3YsN910E48//jhJSUk1FZuIiIiIiNQSrm+9hfuUKTht2MjujfkM5xcmOX1CVLIX3ZsV8swz7uzZ48z69RdeUMPttdd4c8Ixuo9oQ/bR5Eqdk78/kpM0JLi5iYemFJGLFx/92Q2APXRh8LhmHDlS/uPPkc82ctDWjhETGxC05F0Atm6ycf31Xmzf5sR33ESfbpVbFNAWEECHJic5cMIHikpPtz2y1/773sxmYLVWqr3zNW+xL1ezkqiCJnzAAzx+/X77jnsn0j5uPh0+voe23T0ZNKiQxo2tJHu35E7rp+xv1J9/PVhIr6axHM1sTGbG6TaN8fG8dMNRkmnECxMPVWv8lTFw4EAGDhzo6DBEROqkChOCX3/9NYcPH2b8+PFMnDiRjIwMPvroo2oLJikpieeff56bb75l43trAAAgAElEQVSZ2267jZkzZ1JcXAzArl27uO+++7jhhht46qmnSE4+/cHAZrPxxRdfMH78eMaPH8/s2bOxnesiwiIiIiIiUj6bjd/fPsy/v2jPY8NiSc714prOUbwaPYJ2/kk4WYuYx004U8jxGSvY2vdpfp5/fp/HDXFxLHk/jhd4nqO05vvX4yt1XtIO+/NBcDtv2t7WlaGuqyjEhVsCl/Gd621EJbozcrgHmZmGv7vE8eNOZGQY+OWbfAxYGfZgE3z6tCfQdJL/7BrO7u025hdfx3UBaym85ppK96FtH29irKHkrdxSavuRaDcAdhd1wOnImUcsVoWNkU3xN55ka4wrtx58GNvzT9p3GAzg6lpyXHCwjYMHs1h31IPX/4zAe99vWF54gYhrAgHY9vPpASFxH61iJvfzr0H7iXjK8Yk4Pz8//Pz8HB2GiEidVGFCcNu2bTz88MPceOONjB49mmeeeYadO3dSVFR2Ydmq8PHHH+Pj48NXX33FjBkz2Lt3L7/++iuZmZm8+uqr3HrrrXz77be0atWKN954o+S8ZcuWsWnTJmbMmMH777/Pli1bWLZsWbXEKCIiIiJysSj5jj3uBBMtHzPd6f/4wf12Wngn0f/DERi93Fmxy5VtJ9wZevRVWhuOsWO/O4MOfMjt9/j97wC5Sil67i0eKnyHzm3NdDftZvby5pU6L2FDDADBnf3AaOTR0fYRbJd3TuOGVjtYnn8lyckGnr/nJNY8C5OHJ9C9ewN6dDDyfWQvLg85RuMge1vBvvbRgHe7f8Og/1xG1q5dWDt2rHQf2l5hnxJ8eFNWqe2HUgMAiCWMzONnL1JyIWIyfGjulYKbG9gaNy6VBCyXi4u9j6cKqXS7uyP+pPLxv09CQQEUFfHRD+G4O1mY/FEoGI3VGn9lHD9+nOPHjzs6DBGROqnChGBaWhotW7Ys+T0sLAxnZ2fS09OrJZikpCSuuOIKXFxc8PPzo1u3bsTExLBx40bCwsK4/PLLcXFxYfz48URGRhIba1/HY9WqVYwePZqAgAD8/f0ZPXo0K1eurJYYRUREREQuBt98YaBdcxcObs4l7s840vHnrfv3ExlvZluMKyGdfQHw9AQXF7D5+9Mu+CS/M7ikjS0rKzfN9m/GnTt5aUFXEgjmnQ+KGNg2koM5TSksLH2cYcs2jLO/Kvk9Md7G8N8fAyA41P6I0+vJvvzlegU3T3KjYOxYurnuY4rfbL74vTlPdf2Trza0pwu7SDV7cZi2jBp7eu3DZIM9Mzjiu9EUTJoEHh7n1I82l3oCcOTY6enTtvwCDlmaE+pqH8l4vHoHCBJjDiTML+vsB56BZ5smPHbdQVZk9ebgvP0kzlvPXPP13D4wioCA2jEba/v27Wzfvt3RYYiI1EkVJgStVivOzqXXADEajVirab2LkSNHsnbtWiwWC2lpaWzbto3u3bsTExNDeHh4yXFubm4EBQURE2P/FvB/94eHh5fsExERERGRc7NkiTMPP+pNcpYHnw3/nT0f/QVA14E+FZ4X0C0YgCu6pOFMIT89vQdbVnblLmqzcWDK17zPQ0y8NZdLLy0mvFkxxThz4rg9I+i0fz9Yrbx83SF6PzoQw/4DAMx+PZNCXGjoaaZpU/uzirVZM9rELoAhA8l/6CEy4+N59K9raOkZz6yUMbR0jWVDz4fwc8rAgJXh9waUhPL+h2bGjCmgV99zetlKNG1pwoCV6LjTRTeOLT5KBn7075AAQGZK4ZlOv2C23DxirE0JDcq/oHaunmgvILl7Uz4z3yrGihP3vx5YFSGKiIiDnXXF39dff71UUrCgoIDp06fj4uJSsu2ll16qkmA6derE8uXLuemmm7BarQwYMIDevXuzZcsWGjRoUOpYT09PzGYzABaLBY9/fGv39z6bzYbBcPqbvmXLlrF8+fIKY3jySfvaGtnZlfzgUsfYbLZ62zepvXTfSU3S/SaOoPtOalp13nObN7tw550N6Oa0g1YuMXxjuZmle9MwUUBIp4o/Jw+7252dSfm8O9PC6zcfZ9aRIaS0/oURN9mYF38l09/Pwsur/NFlpmW/8+DOe/H3NDNlWibZ2TZCwuxJs4Mbkmh8bB+bbplHlxnX8XneeE7iy757byd4xr18t6g1VxtWMHt9I4qK/CgVosVy+mc3ePVzF8aNszHxSVfS7/yGO98uJi42Cw/P7JLzevWy/5ebe/6vY4jRzPFkz5LXa8UP9uocg2+wMmcHpCaYq+3PMGN7HGaaEBRceEHX8O/gigv5bPgT5scO5oY22/ELDKa2vN39vd683n/rJ/3bKo5Q3+47Nze3M+6rMCE4YMCAMtuuvPLKCw6oPFarlWeffZahQ4fy5ptvYjabmTFjBl988QVubm7k5ZWebpCXl4e7uztg7+DfycF/7vtnMhBg6NChDB06tMI4/i5W4u3tXRXdqnWys7Prbd+k9tJ9JzVJ95vUhMJCGDLEi8ces3DttUW676TGVec998wz3oR4ZrAkfSgZ/53Pvped2LMvhL6++wgIDKnw3P79oX9/M+DJxxtb0+mJo7z8+VAWfG0fKbfmh5N0HezHtm3OWCITMW3fxoi3e+EX3oCvX0pmCz355K0smjb1AqDNJfZBAfFHYNqbvnzNQkZ8sI+TNvt05cn7HiJyQDNSCeSViC14Nbv/rP0bPAQOHc4iIMAFcOGZ5//eU7WvZ3PPKGKy/Ev+nNbubEQr50i6j2oOz4A5x7na/gyPH7Mv3hje3uOCr9HONYqvYgdhw4lJT5tq1Xud8dQ6hrUpJqk6+rdVHOFiuu8qTAhOnjy5puIgOzub1NRUhg8fjslkwmQyMXDgQObMmcOIESNYtWpVybEWi4WEhATCwsIA+9qGkZGRtGnTBoDIyMiSfSIiIiJVLSHewI4dztxyixcnT2Y4OhyRKpWcZOBm80J8r+yEaWgEKwfmsX9PHk2bBp9TO0YjPPxmAFfdmsdnL51kzspQfvwog9c+aULMCRPQAmjBK1dks2FFMh/EXkff0CjG3ORb0kbjTg1xxcKrs8NJs3QC4JfDHfEmi24tT7IhujsjmmxhUuxtXPbEHVS2hklNrIHX3Ockf8S3B+w1OdYmt+fW5mvx8esDQGbm+bf9/PNudOlSzPXXlz/tOG5rKgBNu1Q8xbsyOgQmsjuuLdf6b6TNVU0vuD0REakdKlxDsCb5+PjQuHFjlixZQnFxMTk5OaxatYrw8HD69OlDdHQ069evp6CggHnz5hEeHk5oaChgH8m4aNEi0tLSSEtLY+HChQwcONDBPRIREZH6Km1/SsnPthpeW3/aNHfWrDnrqi8i5y0324q3JQXLY/YiHSYTRHQD/0bn9+jQOcLGe/N9mdpjJSuSIog5YeJ9p4eJun0ayzs8RHKuN5+/mM5h2nLtsGJKTfIJCSacSNIsnkx1fptL3O1rBvZgC/Oe286hw1l8vqsNveK/oOgsM4FqWrPAHOKLG5GfD1uWZpBr82TA5Xl4eICRIjKzz+/1PHjQiffec+OuuzxZu7ac9wKbjaPLowEIv7zxhXQBgA7NcwCYcv8FZDCryZAhQxgyZIijwxARqZNqTUIQ4KmnnmL79u3ccsstTJo0CaPRyN13342Pjw9PPvkkX3/9NePGjePQoUNMnTq15LyhQ4fSs2dPHnzwQR588EF69Ohx1qnBIiIiIucr/VB6yc9HN6ZXcGTVKi6GTz5xZfRorxq7plxcioogv8gZ9xA/ii+7rErbvm92p5Kfr190PT7vPkmfp/rQloO8trQHAL2vDyh9UoMG3Oc6m+d5jhdvP0jnMPvftx5swaNTc/z8TmXkK1gjyVGahRRgw4mYI4Wsnp+FkSL63uCPwQC+xmwyc84vsf/TT6cLlWzebCyz37hrFwfSg2jun4mn53mHX+L2pxqycOB0Ln24+4U3VsW8vb0vmql9IiJVrVZ9vdyiRQtee+21cvd17dqVmTNnlrvPYDAwceJEJk6cWJ3hiYiIiACQdiyr5OfdC2II6tyyRq6blWU4+0EXg+Jie+bK1dXRkdQ7fxfR8Aj1q/K2fUM8+OnzKFJiCvC4oisAxddewy1dfuPZ3e0AiLik7JDbB5v/jNPhw2T/aysdk07CIbjUYx/WsHuqPMaq1LFdAfwCu9ebWbXZh96GzXj16QCAj3MemXkuZ2kBzGZ49FEPpkyx0KaNvXryokUuXNYth8Pb80j4Mx0eCyp1jlNsLPuJoG2bIqBswvBcNejTnivn26c+lyrQUgscPnwYoGTpKBERqbxalRAUERERqQvSYk4XMzt2pOaum5mphCCAxwMPYNy9m+wNGxwdSr2Tm21PyHk2qJ6JRP2u9y29wWDgXysGETw3BRc/D5zLeTopHDwYQ//+WFu0YMikE6ze9Bc9FzxuX6SwFuvQ2xMPcvn9Vxs7kkN5tulv4HIqIeiaR5alnIR2URFOx49jPZXgWrTIxLx5LthsMHNmHgcPOnHwoJHp/ZfyFS1JKOf9pzgukUPcyICOF1AiuY7YvXs3oISgiMj5UEJQRERE6q3ISCfCw61V3m5qYjGu5BPslMix2JobpZaRYU8IGo01vHBhLeK8Zg2m777DhsE+fMrd3dEh1Su5yXmAH54+NZdsM5qcGHO7E1B+gQzLiy+W/NzsihDm1mAS/oL06k4PtvLduv4AXNUnu2SXj5uFjEyPMqesufUbHlh+A2s3pNCwfSC/f5YItMStKBsw8tNPJgwGGzfueIZVvElUXkSZNiIPFVOAK227FkKly6yIiMjFptJf/WVlZfHzzz8za9YssrLs02QOHjxIcnJytQUnIiIicj4MmZnMa/I83bo1YMuWqk9spKYZCXTNpLVnPMdSq35q5Zn8nRB0OftMw/opPx+3x6ZyO1/Si79wiolxdET1Tl5KHgAevqazHCln5elJr6BIAPxIp+uw0wU+fDwKySwsuxbo67/14gRN+c/Lztw92syi7eEAnNhmrxq86Ecjl7ttJciQRIhrCidyfMu0sfFAQwAu6V71X4aIiEj9UamEYHR0NPfffz+LFy9m6dKl5OXZPyhs2bKFOXPmVGuAIiIiIufK6eBBPjPfCkBsbBVPfSwsJDXTRIBnHi0DTnI0t0mNVRr+OyFocr44H/RdP/yQt45ez9dMYCs9yNob5+iQ6p28FPt0eI+GF2vWuWrdPyqKd3mE1VwJvS8t2e7jVUSm1Qus//i7XFxMis1eVOWTJeEsX+fDNI/3udZrNZEJHhzcDwePuHCj5SvyvvySkJaupBf5cOrRrMQfUa0INqXQtu3F+T4hIiKVU6lPyJ9//jn9+/dn1qxZuPzjK+lu3bqxb9++agtORERE5HzYsnLYhX0qXcqRLJzXrKmytp1//53UIj8CmrrSsqmZTGsD0lKqrPkKZabbH/DdzBk1c8FaxJCUxKr/7OEpXqV1eAEABzbm4nnddVX653uxy03LB8BTCcEq4ff4BP41cB/tL/fB1vgfIwQbWMnAF0PW6QJFySsPcIxWTOBLXm08nUhrGP9+Lp9OHQqJzg/iveGbMGDlmmc7UdS/P02a2N8PEuJPry1qs8HqtC5cGbgXg5YcFRGRClQqIXjkyBGGDx+O4X/+VQkMDCQj4+L7QCoiIiIOZLFg3LOHzD1xTLzVxPr1ZacEHz1QTBH2KY/vv2ti3GgnrMv/qJLLu8ydS4pTEA3b+tGhQzEA+9fnneWsqpEZlQmAa1HNXK82+WJaFOMLvqBTGzPzfrCPYtu/OBbT6tW4Pf+8Y4OrR/LS7QlBjwCtzVgVbA0bkjt/Prm//FJqu3eQBzl4Yz1wekHET9+2J7qnBHzFk0mP4hfmScEddxDWN5giTMw7OZQnh2zGf/JNAASH29/j4g/mnLqYjb3X/4fk4gCubn28BnrneMOGDWPYsGGODkNEpE6qVELQZrNRVFR2QdqUlBQ8PMouhisiIiJSXdxefBH6XctN/XJY9Ksny98+WuaYqKjTH3FOWAJYzAhm3bkXQ0IChtRUypvj63T8OD7+/hj37DnjtQ0pKexflkCktRmt29joNqIRRorY/svJquncWWRGnxpNZKyeCrA1JT7eUGaaY0ViYgxM/mkIHT2O8838IsJb2AgwprMtKZSneIXd4SOqL9iLTF6G/TO/R2NPB0dSvzVs6w9A6qYo+/9TDUzf3I/bG/1Khyt8ALA8+SS4uNB2WDMApj5m5rFv25W0EdDCvgZh2hH7FwXG3buZvzoIVywMb3eoprriUO7u7rirsJCIyHmp1KfJiIgIlixZUmpbYWEh33//PV27dq2WwERERETKU3AkjhGuv7HVqSfehmziDprLHBMb5wxAC46VbHsx7zFODHqQD1rPJv2r38qc47xqFQarFdcPPzzjtV1++IF/Fz+Pj3cRd99dgFvfCLq57GXLVrcq6NnZZcbb+5pnqLvJGpsNBgzw5u23K/+abVpgL6jw7q0bCA21YTBAn3apfM0EXuMpZh/uV13hXnRyTyUEPRvpS//q1KmfNwC71lsASNiZQjHODLnaQuHo0RRcdx2FY8cCcOmlxezbl8lTT+eXmgbs386eVEyLtI8QzJ+3mHnczDVB23C7dWQN9sZx9u/fz/79+x0dhohInVSphOAdd9zBhg0bmDp1KoWFhcycOZN7772X6OhoJkyYUN0xioiIiJR4Zc91rM3vxcxZZnoGHic21Z64cIqKwmnDRgBiktxxxUJrlygA7rlkE86uRrqfWMwzvMLHXzcs2/CpJ23D8cjyL2yzsfXTfSxmBA9PLsTX1wYGA73bp7Mloy2FydW/jEpWSiEAedaaSUBWh6wsA0lJThw5UvlRjpvmxuHLSVo/Orhk23u/NGbcQHtREZM1v8rjvFjlZtnXpfMIKlsBV6pOlwgrRorYdsCeGMyNs4/+9W7uR+HIkeT9979gPL0cQpMmZUc1+3QOwYCVtFgL2GxMnxtKMo25/8suWDt1qpmOOJgSgiIi569Sn8SCg4OZMWMG3bp1KxkROGDAAN59910CAwOrNUARERGRf9qREc4lflGMGVNIaDOILmxC4VfzubfHUXoPa0bsxgSi07xpZoonw9W+iP+gvpk880IRFk5NLTOXHVWYEplHF3YRtHUp6Wllr+u0cxf/jrqHRt653Hvv6QRUr+sCseDO3k+2VUt//ynj1Mxks9WtVHHSuiQuzp54jY93gtzcs59QXMyGY8H0aRKJofHpz51+fjY+mu9FoFMaORbn6gr3opObbcNIES5eKipSndzdobN/PFsTw6CwkKwk+0hB78aVT/Yb/X3wM2SQllhE3JL9vJ01iRsvPUzPnsXVFbaIiNQjlf705Ovry7hx46ozFhEREZGK2WxE5jclIjQDaEhoF29StjRiwCO92EdHvMhh2NgCTMU+tHSPxj/QwF/Z0KqHNwOGFxAd7cTHH7uRkFo22bFgSzh76AI22PFbJAPH+dl3ZGXhMn8+qxYXsIYneOOxdDw9T3+n2uPmUHge/vopjUueqb6uO+3bx8ms03GbzeBZB2cOx8fbX7sTxwvxad6c/MmTsTz1FBgMGOLisPn6gtfp0WnW/Yc5au3BiC67y23Py5hHbr6pRmK/GOTlgZchVxVqa0D3znn8sLo7bN9Cdor9scw7+Nz+Uge6ZJKW7sRzz7ljpJjn3tdUbxERqZxKjRCMjIwkOjq65PetW7fy+uuvM3fuXIqL9Q2UiIiI1AzrySyiCSM82D7CL6SHfQTgXjrz9axUfh/zPnm5cNzShGbeabzz0AEWu48h/MoQjEZ49VULff0PciKzQZm2V0a1oiH2oYF7/zo1ArCwkIWXzSL3/17j+T+upplHErffV/rjU6PG0MoniY3HgjCcrL7iIidemMMOLsHTaO+72Vw3MzYJG+3TfJNOurK1qCtL3jrGF9etYO0aI96DBuH+0kuljk9ceZhinAnr5lduex7O+eQWKiFYVXLznPAylh1BK1Wvx7W+ZOHD4YWHyUqzr93o3dT7nNoI8DLzU/JlLDjWjcdaLaBJO031FhGRyqlUQvDDDz8sSQimpqby2muvYTabWb58OV9//XW1BigiIiIXl4NrUhnZPpH0+LLrwiXsy6AQF8LC7F9IhoTY19Xy9bUy7EYX2r08hlWu1xBGNL1DonGfMJrLDk0HH5+SNpr4mzmRHwD/+FKzsBDWpHZmrNcSmhHFnn320TrHFx3gzrhXaEQK27iUJ++MxaWcmZQ9euaz3tYX4+IlZXdWAacDB3j79+44G21M7WYviHIuVXprk8QfNwNgw4mebOEGFjBlzVjuuNHA64kTWbOqdKIzZmMiAGGX+pfbnpezhdwCTW+tKrk5BjydtSZjTeg92D6a76/VRWRn2N+PzjUh6O9XRBEmfMjgwUcKqjxGERGpvyqVEIyLi6NFixYAbNiwgdatW/PCCy/w6KOPsm7dumoNUEREROqvI0ec+Oyz0smc2S+nsy6xHbNfLVukI3qvPQvWvLV9sf2uXYu45ppCli61V9m0NW5Mm3t6E0Vzbu22114oxLv0A3ZwEytxNIX4hJJtMVvTyLF60rPtSS5hBzuP+WKzwY7FySXHdGiSzpjnWpbbj+6DPUkjgONzq2cdweQXZvMVE5gwPo/wRtkAmGtRQtBshokTPTh06PRHy+tGezJlinuZY08kl/7zXrkii7c7f8bJAi+e5lWGHJ1JkbmwZH/sXvs6g83Cy7+2l6mAnMK6W2SlNjHEx5OXZsGzgfHsB8sFCwuz0sTjJJuONiY73YoL+bh5n9toV/8g+5cXvfkL08hB1RFmrTZq1ChGjRrl6DBEROqkSiUEi4qKcDn1dfjevXvp3r07AE2aNCEjo/or6omIiEj9dOdED6ZO9eDIU9+WbLMmpQLw+7qyU9+ij9hH0YS1dwXsS83NnZtLu3anK2zkP/IINn9/ilu3LveaTVq4YsaD7OX2kWpkZZF97V32fc2MDPT6i2MnA7j7bg82bLEntFxcbLz8gQtG5/Kn6fboaR+Zs2mTM+5Tp+K0d2+lX4OzcTp0iOnLI8DJiYemgoeXPYa8k7VnNND27UYWLXLhl19MYLORfMdzrF5j4vvvXErXDTGbibME4uNyOpvZrbuVobf5lGrvh/fTsdlg85oCvo/vh5PBSkhI+VVUPFwKySt2rY5uXXTMXy5iMz0I0rTTGmEwQK+OmfxZ3JvsyHR8nLLPuQ3XDs0B6Hx3V2hQdimE+s5kMmEyackAEZHzUamEYEhICOvXryc5OZmdO3eWVBo+efIkXl76wCAiIiLnJznKXlnz24/NmH75BWw2jiTak0N/xYSUKgbsdOwYa2bH4ctJQjr5lNccALaAALL27aNg4sRy9wdd1gyAj5/LBIsFl0WLiKcJAME+udzb6jdebfUJCxea+G/CMPoGHSU+PpOrrio64zWbNy8i0K+A1VzJoM9uo+2Vbdjzl+WcXoszSV24ic+5i3HXZxMaasO9gX1EkDm9atqvCrt322Pat8+I6bvvWPqTfXue2cCyZacf1g0xseylEwM6JxDU2Mpnn9pHdoaM6EwY0bTkKL3YxDNvBdO1gxtDRjdiBVdjtTlxpmd+L9cCcorLjkSUM0tMNLBnjxPGrVsxbtkCNhvYbMz4xIcUApn6vEYI1pReQzyJoRn7ssPwca5E1e3/ERdv/7vXsvvF+Uy2a9cudu3a5egwRETqpEolBMeNG8dXX33FPffcQ/v27Wl96hv3HTt2lEwlFhERETkXJ08aSM61P8R+YHiIH/61CeNff3G48PTc0NTU0yPy0pZuZwHXM6H5apyDAypu3NWVM5VJ7XaplRaNsngtbwp7fo7DZc4cYv06A+A/aRi2sFCeiHmIn20j8DbmctUtARjPkh8xGKD3ZfCjYQzr6EdicSP2fHesEq/C2f26oRH5uPHAY/aPbe6+9lkblpO1Z523vUviATiwIYe9//cdLxhfIsIviqbE8s2s09N/Y7alk0xj+vU2c+BgFjeMsSdZbUFBfMbd/Jc7ee+m1RgLLXRI/INPvR4BoFe3Myc/PVyLyLUqIXguHn3ElZHDPXEbdQPegwfj3asX7ndM5NuMa/+fvfsOqLre/zj+PItzgHPYAqIgiCLuvXKQM83tzbJ+lem9ZpmV3Zbd1h0Nm5YNszKzNC0rLcvM3LkVy71QFJW95+HM3x9fAxERUPSAvB//wPnO9/dwDnx5nc9gUKszdOwokwZeLz0GKt3dt3ITJrfqh/wPP1xMSIiDwYMr/sDiRnb8+HGOHz/u6jKEEKJO0lZlox49evDZZ5+RlZVFeHh4yfL27dvTs2fPa1WbEEIIIW5gO3/JAbz5+o7FfHhiKBN3f8CfI98niSH09D3MtqyWpKdCaKiy/bptXlhx47bPYioM+6oiLMzJb58fp9mtnVg9P50+u3Zxtud7GPc7MUY3whEejspiYdCkIOL+V4RGX6XbJXr0tLPip9JgKjWxZkKVpCQVauxENlMmUPHwVprKFWXXki7DBQXs26I05Tye6s1AfiSgsRsLFqr5ccgXvLDrWb5aVMBNvezs2apcQ5d+5cf867FmBk43Nxxt23J8Zja6JXvRf/YLI70OU/jt0gpP7+luJ9/hAdTPQKS68vJg3Ro1xQ4NixhDXt9b2HPYyM8/dieNQB6fmOnqEuuV1q3tGHVm8q0GvA3Vf09362bn4MHca1CZEEKIG13V7nABX19ffH19sViUP1Rubm5ER0dfs8KEEEIIcWM7sDIJFY3pPakJ/TrCk0P+4N090wDo1T6bbRsg43QhdFZCtiOn3NFhIbpNlTo4XJZf5zB6sIMfd4TwosaNsz6tCA5WxqgrfuQRbP37Y+vbF7dqBI89eiiBVKNGdvLP5ZGaVjPdLlMy3Qh0y0Zzvpmiu6/SQrCglgSCRZv3ctg5mGjvcxzJaURosIXvVjto2NCLu58J4KMXz/HQtEYAaFSDMZJHyz6+5Y5jPz9GNYDTxwfLA1RynPoAACAASURBVA9geeAB3AA3nBWe32iwU4ARhyMb9dW/NG546xZnUezwAWAin8Mm8PNzgC94WpwMHaOByzzfomZptdA1Kov1Bxvi5WGtfAchhBCihlQ5EFyzZg3ffPMNKSkpAAQFBXH77bczcODAa1acEEIIIW5c+/eqaaaOx6NrS1DBrF/DGPnUt+S37U674iTe3ADpJ/MBJRA8lupHM8NZdDq/qz+5mxsTg37i/pSXGddgPaeT3WnYUAkEnf7+2GJiqn3Idu3sGI1OunWzc+iHNFIz3SrfqQpS8jwIMuUDyriJHucDwcIc13frtNlgy3cZ2NHyv3e0HDmcyp336/H3VwIl34du41DRbI78cJI/jhjZ7exMS/8UNG4P1VgNHp7KuYpyrXj6yOQCl6PduJGvn9bRED3dwpM5VhTKFz/piYx0YLdDbq4KPz8JA6+37gP0rD8IXl6XnjhHCCGEuBaqFAj++OOPLFiwgKFDh9KmTRucTicHDhxgzpw5FBUVMWLEiGtdpxBCCCFuMPuTA+kYlAAqfwBUWg3931Y+aCxa6wlA+plicDrRff01xzL70SIwBaiBQBCY0G0/hSseZXryu5AM48ZdXYs7rRaWLs0nJMTBtFXZpOR6XH2RBQWkWv0I9C2tzStY6W6bk+X64GbSODsrNtwDQK9b9AwcDWVal2k0OJ9+jBZPQ4u8PO7evh1nUBQ1GWV6eijnK8godmkguH+/msxMNTExtbfr8tnF21nFyzz1fyd58t2mqNWgUikhlFaLhIEu0qO/G8wGz06Rri5FCCFEPVKlQPCnn35i8uTJDBkypGRZz549ady4McuWLZNAUAghhBDVkh97nJO2rtzTOv6S6z2aBOBOIemJNjTbtuH24MPEUciIhpfe/krYBgzgocQv8Zicx9RpRiIirr51To8eStQV5JnLvvzAau/vcFCm26v67FmSaUiLoNLplvV+HrhRTE72lY+jWBP2rzjLig1tAGhoysW9snk9TCZsgwbVeB2e51sIFma5oLul04nq1Gnmvl7Mc98oXZ53fb2PJgNr56R736wJxImau2c0QKOR8K+26NzZhru7k6BwA1B7JguqC2677TZXlyCEEHVWlUZaSUtLo3379uWWt2/fnrS0tBovSgghhBA3LlVqKnGjXgSg9YjQS27jDAokkFTS01QYPviAXxiKDR1RoQU1VodlwgTy16xh3B12YmPzmD69+jN8ViTIq4hkS/VaMv78s46oKC9Oniy9PVMlJpFMMIEhF4xH6OuDL1lkZ9dUtdWnSk3lgwdOYFLl8ekrp/n6Z9eFk54m5fkqzLrOYyoWF2Pr0I/7OsXz9JLuDHKuRuco5u2J8eCsfWGb6uxZvsvoT8+wMzRuXPvqq8+MRti4MY/775cwUAghxPVTpUAwICCA/fv3l1u+f/9+AgICarwoIYQQQtxgUlKxb9gKgP6TT9hc0AmALiMquI8wGmmgziD1rI23V7ZhHEtpz58M73zmmpQXFuaovIVbNQT5Wch1mCj6q2Gf04nhlVdQHzxY4T5HNqSTkaHm4YcMOM43VsxOLsaKG4ENLwjcTCZ8ySY7x0UzaJjNpIx9gqWFw5k0LpO/PehN27auG8/Q06Q8NwXXuYWg7chJeics4SfVSF55MI6FiZ0Z2fUsv+b3Qr19x3WtpSril+5jH+0ZNVomrqiNmjd34Onp6irqntjYWGJjY11dhhBC1ElVupMcOnQoH3/8MQsWLGD37t3s3r2bzz//nE8++YRbb731WtcohBBCiDru1fFxBIy5FWtiOm7z5rEpYAwtW9rx9a2gpZJKRQN9Dr9ldGYGr3HLIAsr3j+MYcqd17fwK9QgULmu1HNKUKZKS2PLG7EU3/Fghftk708EYOt2N+bNUyYOSUlSjhPY6IIWgioVvrp8cvKrPDdcjdKuW8c7B4eg1cKUf/u4pIYLeXidbyGYYyMnR0Ve3vU578EN2RwlmveePMaDrwSgMujpMroBKQST+MWmMtuqT58m+bud5GS4bnzBH75TnqcRk8vP8CxEXRUfH098fM0NJSGEEPVJle4kx44di16v59tvv+W7774DwN/fn0mTJkkgKIQQQohKzd7bH4A9DyykRZYX29zbc8eoy4cjrbzPsbkol1m9ljD269tRqYZej1JrRGio0sTv1L4CmjTzoujoWQazmhcL3uGRCvbJylYTxmmifVP4z3+6MniwjbQUZV2DxmUny/DWF5Fa6HVNaveYNAlHaCjm//znkuvTD6Uzn8ncMSafhg1d3/XU01u5nb37xTbkP6Ul0nCO3UnXvqlV7A7l2nuPNpUs69ZHqWXnTg0jL9g2b8rztNzxI7eG7WPR3rBrXls5TiffH23LTf6HCWnc8PqfXwghhBC1TpU/Wh42bBjDhg2jsLAQAA+PGpg5TwghhBA3PrudMBI4RhRP/T6Go6pnUKNh3Liiy+72ny7LeOmnyVje2ojDtfNnVFurtsrXQ7EWYsZCxqF0HGg4p6k4DMrK1eJPBp9k3UZrj3hee83ACKsSOvk01JfZ1sejmGM51+ZezG3ZMgAsd92Fo0WLcus37TRixp2JD1gpM6OwizRvZmM8i3HX6ThT5M0a8yCKizLRu1etS7X69GkoKMDRqlW1zht71ItgdQqNoo0ly1q1cmDSFfF7QlNGXjBDzP/2jgVgZUI74PoP/nji11Pss3Xk9Zs3ARIICiGEEKKKXYYv5OHhIWGgEEIIIapMdew4iU4lhNhHe0Z3P8uuXbl07375ceecE+7C+eKMS4ZStZ1/x0YEksLhvco1ph9TQqBkgivcJ6tQj5++gFD1OW5ueJjYWA25OUoS6t2g7Ge4PkYr2dZr0Arugskw3L766pKbHD9lQIWDlq2uflbmmmDw1rOYu/gsdxzjwpRxKpOP5FZ5f/enn8ZzwoRqnXPX/9az5mRzunodQXVBWK3RwC1tz7DMNgLb8dMAOArNfG8u7VGTm3P9Q9QfP1P6UQ9/oMF1P7cQQgghaqcKWwg+//zzVT7I//73vxopRgghhBA3noz1h8inBzOCPmW87juarPgStJWHIraBA7ENHHgdKqx5jqZNacd+Dp5QwsyM00oPi1RLxWPuZZo9CfHJwNZ+IJ23/sLPBa1JNCkznXh7l93Wx9tBtsMLhyPvr0ZoNSM/n6Gs5DjN+XjTe3S6xCbH0vyIcE/GYKgdHxA7GjfG0agR5sceIzCxHbwNyYdzadKxauMbfrSrK+cyb2ZGQQFVmtXBauWht1ujwc709muA9mVWj/ubmW/3BPDzgoOMegWObkgjjbbc7vcb32QO4uu5RTh9fLBaVUydWlwmULwWnHv2sXRNA24y7KZhl2bX9mRCXGdarWvGUhVCiBtBhb9B/f39r2cdQgghhLhBnf56DzCJTm+MJrzvIJz14R84g4HWXqf4OK0PFksR6eeU8RJTzBVP6JBpNeFnslI8YQIdV3+NkyfZfLoJauwYjWW39fZT4UBDXqYV7wDdpQ94BewZOaxCGavx//Y+w5YM8LvolvBoXiOiGqYBTWrsvFfD6edH7oEDAAQv2gdA8sniqu1sNvN+5t2cIpzpf2zF0Ltjpbtk/rKH49zCq92+ofOHd5brNN3vnkDaPH+IqR91I2BAAQd+VX72j/7tBN98MoinXg0p2TYgwEFMjI3g4GvXavCD23dz2PlPvuzzKSCBoLixjB492tUlCCFEnVXhHfn06dOvZx1CCCGEuAGpDx5k+b7mAES1c8PpXQ/CwPMGR8bx7h96vn1iG9mnlBaCKTY/wFJuW6fDSabDB18fO7bBg2kfOAtSYVN6a7zV5VsBevsrsw7nnM7FO6DyD3HVR47giIgAvf6y2yXGmQF4IGQ5HyWOZsmcRKY+V9oS0JGbz1F7M2Ia/1HpOV0hOFqZ4CPptLVK26fHnuUYXQDY+lM+/XtXvs+uxUpX4E7P9sMZUj6M1ZkM/PDhMUY84OT2OyLx8WxGO/bS5r52/PDJSGwNG9Py1sZ0XzCdBx7wpGOzHNbtquIFVoPj4FESP/6N1zMeYWSTPQxfNKrmTyKEEEKIOuuynUwcDgfx8fEUF5f/lNVsNhMfH4/DUTvGjxFCCCFE7WLNymfR8BXM5lH+Pj6LJk3q1z1Dvx55dGY3b3/ZmERDUwAKnR5ofRujOnOmzLa5SQXY0eLrpwKtFt/V8zCShw0dPrqCcsf2CXJT9kuofKw8VU4Opr59cVu4sNJtE44rrdlGDsyhFQdZszinzLiCiVvOYMad5tGun0zkUryb+WOgiKTEqvXD3fFr6XP72+bS2YJVGRlotm+/9D6HfNGrimnfveKWmX533MzP01cQbj9BYq6Jt9yewdGyJQNf78PIsD1Ez3+e2bapAPwR513hca7Ge+P20PaL58jDi+lP2UFXcy1JhagtduzYwY4dO1xdhhBC1EmXDQQ3bNjArFmzLjk2g06nY9asWfz+++/XrDghhBBC1D1z57rRooUXQZGNmJo9kwEdU5n5Xh2bJrgG2P42lqe7/cYJmrGIu0qWJxOMduvWMtvmnFKCPZ9A5Z7L2SSMRvoMALwvEQh6BxsAyD1XWGkdqoQEVFYr6pMnS5ZNGZjM02PPQUEB7g8/jOrsWQBOxSs/p9AhUQxpm8DmxEgK1pY2X4v7TQkyI/uFUBupvEw0UiWSmOZWpe2/W+mFkTxG+WxgyaEOrFhczOLP7Czu8yVbR7wHl/hQfH9mI9qYTlXW2BKfF6awduirbKQvvae1BJUKy+TJ5K9aRe6JE4zZ+0/+F7MSgLyUyn+O1WK383VKPwDuYhEdb4+o2eMLUUucOXOGMxd9wCKEEKJqLhsI/vbbb4wePRqNRlNunUajYcyYMfz666/XrDghhBBC1D1r1+pwOuHZoE/4pOFzLPhRR30YNvBi9s6dGfDLg0RH28nOLr3lSiEI3MoGVtmnlVlgfYNLW3GFGJWZiX30ReWO7R2spFHZqZV3jVUnJpb5Gvv5Eb6JjWblZn9069djW/g9C8au5fhxNafO6NBiJSRST79nO2HFja0Lz5UcK253PgDNb/Kr/AlwBZWKELc0krIqmfDE4WDX/YtYdqIj/2y2nIde8SXb6cO9U4OY+rg/Dyb9m1ttP5K842y5XY8WhtEiIL1KtRgWzKLDrrcxXzRZn9PHB2dYGKFtvQBI3HiqqldYJSmr9nPYEc3L3b/n489t1Ms3oBBCCCEu67KB4NmzZ2nZsmWF66Ojo+UTGSGEEEKUYTZDs4Z5/C95Cnc9asLTWP9aB/5FrYbHH1fG5YvwVwK+E0Siys4us112/PkWgmGl3VaDvZVWY97u5VupeTdUWgjmZFahG/a5JJ5mJkdPuEFhIW89qwSMZ63BZP+ZwHwm8ujxR+nWzYsP17ahCafR+HvT9WY9nupC1m0tndHk+Akdfm55+PvXzi7DAE2MGZzOu8y4ik4n+r/fz5NLexHqmc6UNUPoMr4J/2q7jE/5OydoyqZb/4sDDd8sUv+1CwD52TbOOBrTolFe1YrR6XA0q3gij9CbGgJwZlty1Y5XRb+8EQdA///1wDpKxg4UQgghRHmXDQQLCwux2WwVrrfZbBQW1nAXByGEEELUaWazCo/0szgNBqy33+7qclxuzBgrHTvauKvPScKJ5zMmocrMLLNNxsE0APw7NSpZFtJAmXzEpC8/CYl3I6UFXE5m5cFc3EEbr/M0tx6axYFHvuSXwn7c7PcnAIfXpPIrtxBOPC+P2kykbwbD+Bmnlxd6PfSNOM2atA6osrNRZWdztDCUqKBsVLU44w1vbOFccQDF6ZcO7dSHD/PFcn/20oH/zDbg4a1DpYKn54cxyfNrQh4eTtuPJtKHTXy2OpyMDBXR0V5MmuTBnnVK9+3mTcv/TK5EaGcluDxzsHy38CulOnKUz/d2oWPgGaK7VtJSUgghhBD11mUDwQYNGhAfH1/h+pMnT9KgQYMaL0oIIYQQdZe50IlHymmsI0fi9PV1dTkup9HA2rX5zLjnFFP5kI3cTFx82QkeUuOUrrgNGpcub9hQaf1nv8Rns57BRtTYycqpPJk7eEzpXnzWHsLM71rjp89n1gxlptw/92pZrxnILYF7mPH7KHYPeJx3PJ8tmYDi5oFO4mjO2e//QH3qFEeIJiqifIvF2qTxoGY4UZM8f90l1xcfOsVzvESv9tmMHlP65DoiI8k5dgzzf/8LJhPP+M3hdLYvT/5fDqmpapYtc2PcA6EANGtVfjidKxHQADzURSSk1lxwd+jZ79lLB+55qJJBDoW4ARgMBgwGg6vLEEKIOumygWD37t1ZuHAhRUXlx64pLCzkq6++olu3btesOCGEEELUPZb0fNzteRTfe6+rS6k1VCrA4WAEKwDYHhdUui49nbSEYgwaC15epfs0CFbCvoLi8uO/qd20+JBDTm7lwdSBM6Wh7M8M58GH7UR09yOQFD7lHxTY3enzaCtUOTnolizB6V06623MPcEAbPgul3N70kkhmFbta3HzQCCsfxMAEtafvuT6g1sLSKcBUx+2lm/p6FEazN3iuYWebGXZjjAAvjBMJtQzAxO5RLR1r5FaVSoINaSSkOtTI8dTHz/O/HWRuGstjJ1QtYlVhKjLhg8fzvDhw11dhhBC1EmXDQRvu+02bDYbDzzwAEuXLmXbtm1s376db775hgcffBCr1cptt912vWoVQgghRB1gzrWg99Bgv+kmV5dSq9ijo4niGF7kEJuozNKrPnIE7+bNSSn2IdBUWCag8vRWwr5Cy6UnhPDV5JCdr7vkugsdyAghgpM8xPvc7vkT9z/sxBnehC7s5ijRAHQaE0Lxgw+icjpxXpBKRrVS09iQxrq9gWzcpJyrz/CaCcOulfBwpRv16eRL13nkkPK1VefLt6ArevVVblJtA0CDjXH+a9mX3YSDtEYXFnTZfaujoWceSYXelW9YBbaZ77OYOxk9wox3zRxSCCGEEDeoywaCJpOJN954g8jISBYuXMirr77KK6+8wqJFi4iMjOS1117D68KPsoUQQghR7xXZdBg81dTqgeZcwNm4MblZmXTyOUFsZlMchWaKJjzOUaI4E9yZwCZlA6rWAwMAuHNIyiWP56vLJ7vw8q3ArEfiic2Ppmvwad7nYebPPKW0QvTyohs7AaVrcsOGTsxPPYUjJATHBcPBqFTQv00i6wp6sHa7F0GqFFrW8nHpgoKcGNTFxGdeutXd0dOeuKvNhIZefkIW67BhtHmyHwAR2jMUr1mJProJjd1ScQYG1li9wd4FJFsCrv5AdjvLf9STj4l775f3nqgftmzZwpYtW1xdhhBC1EmX/sj5Av7+/rzwwgvk5+eTmJgIQEhICEajsZI9hRBCCFEfmR1uGNyqMPttPdW5wWneOj6GwMZ27M7z/8gmw9COVqB0fL7gLiFknTkLnpduaentVki2ufR+zGKB555z5+9/L6ZFC+X5n33PIZLoyLj/OsiJOVomyGrz7t3wKHToYFcWmEzkr1xZOqXueTEjPfhity9LU/pxl+/PqFS9auBZuHbUamjhl0psZnTJMs0ff6DZuxfLvfdyOCOQFj7JaDSVd9NtPyYUXofmQdk4gyPIW7UKTXx8yRiLNSHY30JSXBBOSz4qt9Ljuj/zDPaWLbFUseu9+tw55tkm0CIok+7dL/uZvxA3jKSkJFeXIIQQdValgeBfjEYjUVFR17IWIYQQQtwAihx6DHoJBCsyqf1OCuOS8HNm4tu7BR8ljyUuTkNg4CWes8t8AOtjMHMupzTgW75cxyef6ElPV/HZZ4Ucnb+b1+LGMb7tPgaOC8NJ2WN1HB6I7gknXbteMLFGkyblzhNzZwN4Qfl+fOs/gdodCAIMbXWS1zf1Jv10Cg2MRXjedReqlBScag2HrKO4qXnVZgkOb6GjSVARHf+mTCaCtzf2Dh1qtNagBjbMuJN7+izezZXWmarERPQffQRQ5UDQdvgE2xnJP2PiUalqoMWhEEIIIW5oVQ4EhRBCCCEqY7eD1anDoHdWvnE91TTcxofOh7C1a0f+t6s59oKNuDgN3t7Ve858PIrJyigN+b74orTLsa3IyrR/BeKtzuOlJcGX3N/Pz8n69Xk0bXr58Nb/gmyp13sjq1Wjq4zslcLMTRo+fk/FmEOzSUy+iQI8Ofy4mTOE0fOOfOAS0zdfRKWCrXuK0euv3S1zUIjSvTf1eD6OgEA+/dQN911JPAc4QkIuuU/yrkTcgtRgMpUsO7M7HQcaIjvW7i7dQgghhKgdJBAUQgghLpKfDzabCh8fCbWqy2xWvhrc5bmriL1lSxy+vhR++ino9bRooXTZTUurXjdPX6OVLLsXTmcRDgds365MQnLihJpP/rGf3eb+zJ+2Bf+Q1hUeo3XrqrXk3LEjF4sF1OGh1arRVdp01jKaZbwxbwxv8G7pChsMaxfPPRN8K975Ih7XOF8LDlO6CR/Z5+D1V40cOKABBtCbGHoH5pTb3lFUTO9bgmirP8rSDUVoW0Tw7/uzeXfpZAAiOhgBaaErhBBCiMuTAUaEEEKIi3Tt6kVEhEzReSWKi5XWTgaDTGpQEevYseQeO4ajeXMAxo2zMHiwlenTzdU6jpeXAwt6zGZITlZht6vQ6+zs26flvyt7MjxgC6P+06pGao6KctCmTd0JmZxBgXzLbXzPGL5v9xybNuawP+Z+DocP5ovfTKhr0R1wYIQBgAffacfx42qWNX6IRuokHnL/jPTs8mMVJqw6RobTnw3mm/hn36Oot23np2/tJesjm0kYL+oPo9EoY9sLIcQVkhaCQgghxEWSk2tRWlDHFBUpXw3urq2j1tOW3oKZTPD11wXVPoSvjxLQnT1pIzNf6S48yLqSnxiBGXfemGdApa6fwawzKAgNDsawnJyvXsLZyAlfPo/K4cDpVrtufwObK2GGxaLiu+gnGXH4Q7RPjWTcW/14MvlJ3rto+yOrlUkUhnU/x5c7xmMa9iEnnENK1vv7SyAo6o8hQ4ZUvpEQQohLqjV3ROPGjSvz2GKxcOuttzJlyhQA9u7dy5w5c0hLS6NFixZMnz6dwPMz5TmdThYsWMDq1asBGDRoEPfddx8qVf28CRZCCHHlLFWba0BUwJyvtFQyeEqoeq0N7pCE28pi5gzfxCDVb8AcBrCWnxjBveNyCO4b6eoSXcbp74/TaMRy5504GzVSFppM1MaozBjqw3RmMdi5mlvyD1L00kv0ntqNgUuPsPtUu3LbH9mj/JJ683Mn3s/l8eF3U8usl9tfIYQQQlRFrQkEly5dWvK92WzmnnvuoVcvZRa7nJwcXnnlFR5++GG6devGwoULef3113nzzTcBWLVqFdu3b2f27NmoVCqef/55goODGTp0qEuuRQghRN114kRpkOV0yj/X1WXOVrq9GjwkELzWgoe148H5y3gvaRxOf2X8wAksIOCLl7hlSG2Mvq4jtZqc+PgyLTFrK5VBz0vzvHGaJpHbvz9olJ9lm4ZprIy/maL8bNyNmpLtDyZ4E+GZjKenk3fm2ElMtxIbq+Fvt1kJD6873bqFqAkbN24EICYmxsWVCCFE3VMr79a3bNmCt7c3rVsrg2Bv27aNsLAwevfujZubG3fddRfx8fGcOXMGgHXr1jF69GgCAgLw9/dn9OjRrF271pWXIIQQog7RbNmCKjUVgKNHS//xLqh+L876qaAA/ZtvokpJoThHab1kuCDAENeGo1Urpm0aiqdJzecZozCRi/GW7gwfYUNXfui5+qcOhIF/sY4di23QoJIwEKBtkxwcaDi2t7TZsj05nW3mjrRrkgWATgdff1PAlq15zJpVxKOPFl/32oVwpbS0NNLS0lxdhhBC1Em18k5p3bp19O/fv6TLb0JCAhERESXrDQYDwcHBJCQkEBoaWm59REQECQkJ5Y67atUqfv3118ue+5lnngEgLy+vJi6l1nE6nTfstYnaS1534nq6ktdbozvuwBYZScqyZezd61+yPCmpgOBgaXFzOarCQrwn/IMPd3RjhPMXcoL7Kct19nr1vnfV7zm9HiZPhrff9qZhEw0pb76Jsx497zeyZo0yANizvZCm7WwA/PZREufow8tDNuF0epa85nx8QH7s4nqobfd0drsyTEVtqknUnNr2ehP1w432ujMYDBWuq3WBYGpqKgcOHODhhx8uWWY2m/Hy8iqznaenJ0XnRy43m814eHiUW+d0OsuMIzhkyJBKB55NPd9CxGQyXfW11EZ5eXk37LWJ2kted+J6upLX2+7C1kTuiyPg0085duw/JcudThMmkwSCFcrPxzhpEv/bMZj/8iK6PT/QeKDSwsnL36Neve9d+Xtu+nQnX3zhoGlLN4yNG7ukBlHzvFto8aCA48c8MJmUWXqWr25AKAmMmNKIApWqXr3HRO1Q2+7pNOdb1dammkTNqW2vN1E/1KfXXa0LBNevX0/Lli0JDg4uWWYwGCgsLCyzXWFhIe7u7iXr/woHL1wnk4oIIYSolMPBQOdvNFadY+NrN7Nf/xje6MjBh7y8Gv47YrGg2buX1Ynt+GObjSdmetbs8a8npxPPv/+dP7dZeFn9PDggNV1LYL7Skklvkj6r14vJBKtW5aPX1/NxA28wam8jndjDngNtS5YdSPChh2En6sC+0iRQCCGEEFel1o0huG7dOgYMGFBmWVhYGKdOnSp5bDabSUpKIiwsrGR9fHx8yfr4+PiSdUIIIcRl2e0U4MlhZ0sGqtdzpqgBN7MBgPz8GgwELRY8770X0+DB3HZfEC/PbcT5nk51knPRUtJW7+fewJUEBoG3KpeUTDfMeUogaPCSQPB6iox00LixBII3EqfRSFd2sTfOhNUKRcm5nCoIJDra5urShKg1fH198fX1dXUZQghRJ9WqQPDw4cNkZGSUzC78l549e3L69Gm2bNmCxWJhyZIlREREEBoaCkD//v1Zvnw5GRkZZGRksGzZsnKhohBCCHEpjmIrDjT0TwSNVAAAIABJREFUDE3goCMagN6dlZY3V9VCsKgI9yeewGPKFA7udbDh1g/Z8Ws+S1XjSjY5d8JymQPUbq9+EEgjEjmc0oB33y0kVJ9CSq4HRecDQb233sUVClG3OU0murETs0XD4cMaTs7dhBM1UaOjXF2aELXGgAED5P8+IYS4QrWqy/DatWvp2bNnmfEAAby9vXnmmWf46KOPePvtt4mKiuLJJ58sWT9kyBCSk5OZNm0aAIMHD650rEAhhBACwGZWAqzBUSeY+Lw/77+vp2/XfIiFvHQLcGWh4J8vrWH+vD68yjMM/daNPMe/gX/DBY24Tu3JISyqwdVegkusO9MCgBdfLGLQIBsfe+SSUuhFcUEuAAZvN1eWJ0TdZzLRlV0A7NmjwWub8t6KGhJKmV8kQgghhBBXoFYFgn8FepfSoUMHPvroo0uuU6lUTJw4kYkTJ16r0oQQQtyg7BZl0hCNDsaNszJunJW8Ocog5XkpRYDHZfau2Lz1LVhIN75gAiqHg2/GfoHunrE4Vq2n6dzn6cifnDpYRN+aupDryGKBAwURPNriZ6ZPV1r1B5kKOJ4TiLkwBwA3aSEoxFVxGo005SR+HkXs2aOh4Wl3dCorTSMlDBTiL2vXrgWQVoJCCHEFalUgKIQQQlxvtmJlID+tpnSZMUSZWSw/rZgrDQSNKN2ONdiYzjsM+uBuMNggpjeMfw+3fsWcOl43/7H/fT0UY6BT8+ySZYG+xSSfboC5UBnT193X4KryhLghOI1GVECn4DPExjalbboXocYstFppfSvEX7KyslxdghBC1FkSCAohhKjX7Oe7DGt1pV2DtYE+6DGTl2G94uNm5euJ0CawdUsOHobBOAznAzKVCiLDiSCe+IS6N/HGzh1qbhvvBUDnzqWzogQF2CjGQEqaFhUOdN7uripRiBuDXo8jNJQeST/yivmfaJ3NCA0sAiQQFEIIIcTVq1WTigghhBDXW0kLwQs+InP6++NFLvnZVz6bZ1ahgQBdDoaoUBwXz3xvMtFEc47EjLrXim7fl4cAeJvHaNLRu2R5YLDy9USyEXeKUHlIICjE1cr/7js6m47gcKrZR3tCm9TNVsVCCCGEqH0kEBRCCFGvlY4hWNpC0Onnhxe55OVc+T/fmWYP/AwFFa43utvIL9JUuL62it9bhJE8pvNOmaCzURPlluL35Ba0Uh9RWkIKIa6Ko3lzWi37V8njxi2vbAgDIYQQQoiLSSAohBCiXrOdDwR1F/Tedfr44EUuublV+zOZmwvJyWUDsCyrEV9DUYX7eHg6KSiue12GTyS40Vx9EsvkyWUCwfY9dLhRjNmhp7NPnAsrFOLGEtjKj0YhSkvm0FZGF1cjRO3SoEEDGjRo4OoyhBCiTpJAUAghRL1mNZ/vMnxBC0G0Wvy1OWTmVW2srn//253Ro8v+o55p88LXs7jCfTwNNgrs167LsNUKZnMNHzQvj7jcIJpGOih6/XXQlLZw1HdsQXd2ANCpaWYNn1iI+q1zl/OBYKjDxZUIUbvExMQQExPj6jKEEKJOkkBQCCFEvfZXl+EygSAQYMgjvaBq4+DFxamJi1NjOz/koN0O2Q4vfL0qnpTE02An33Htuv8995w7I0fWYGsimw23fzzIKcKJ6OxVfr2nJ3399gHQsZO9/HohxBX7awKfJk0kEBRCCCFEzZBAUAghRL12qTEEAfw9isgoNlXpGMlHC7DbVSQnKY9zc8CJGl+vioMxT3c7ZqcB+zXKznbt0rBnjwaL5cr2dzrh4EF1yQPD40/wxurO2NHSvF/wJfd5oEcsHzCV6L5+V1i1EOJSJk4sZsGCAsLCJBAU4kKrVq1i1apVri5DCCHqJAkEhRBC1Gu2igJBLwvZNhPWihv5AUpwlpiqTFGcuPIgAFmJSl9dX9+KJyXxON84sKDieUeumNMJJw5asdtVnDxZ/T/1qqQkVkc+Te/eXhz86hCONz9g4he38G/+w+23Wxg9+tJPin/3CKYyB2fL6Ku9BCHEBUwmGDmykl9GQtRD+fn55Ofnu7oMIYSokyQQFEIIUa/9FQhq3cr+SfT3VZruZWVdfrbc3FwoQOmam7xwEwDZ55TJRHz9K97X6KmEhQXX4P+Y1FQVuRalu/Pxo9Wf7Vf344/8mNUXgANPLOHxN8P5mjt44YVCPvqoELcKhlYsnjCBgvnzcTRtesW1CyGEEEIIIa49CQSFEELUa7YKxhD081OWZ2RcPlBLOlf6/bkjhWA2k5moTCbiE1Dxn1kPo3LcwsyyE4/oZ83C8PzzVSu+AnE7sku+PxZbCA4H2t9/p2SQw0qoV6xklXoYAPuLoths6c7I7ud47DELqss9Hd7eWEePvprShRBCCCGEENeBBIJCCCHqNbtVaamndbuoy3CQMoNuZuLlB+FL2lc6o26CLYT0X/7k2VmheFBARGTFXYY9zw9PWJBRNhB0W7wYt0WLlH6/V8Jq5fSXymy/BopYu1ZL5n8+xjhyJNp16yrdXZWRwe6tDjIdPmi1TnYFDOUkTYnq7X9l9QghhBBCCCFqHQkEhRBC1Gs2s9I1+OIuw34NdQBknC7A4YD0dBU4nXiOHIn7E08AoFv0FbseXAKAr2cxW+nFsCktOJeo5heGEtBYX+F5Pb2UwLEw84LAMT8fdVwc6qwsVGfPXtH15H35M7PWdCRIlcJzvMSOQz60nP0YU/kA+4mESvfX/fILPztvRatxMGqUlZ3pkTjQ0LzFFQaUQgghxDXSsGFDGjZs6OoyhBCiTpJAUAghRL1mK2kheFEgGKqMwXdwL4wd60mrVl6cWRpL0e9/Ypu3GMupJB6Y7ser/AsdFl58OJF9tCPRHsgvjlvoy+84gy89Gy+Ax1+BYFZpIKg5dAjV+ZaBmv37r+h6Vqw2EUdzPvlGy7/0b3GUFoz3WskcprJqi2+l++t++omfdaPp0dPOwIGlkxg0by6zmwohhKhdevXqRa9evVxdhhBC1EkSCAohhKjX/goENRcFgr6hyjTAr3/RhB07tFitKtY9u4XebCaSE9zet4CFtvE8bfqALfRiwiMGPv+8gJUb7LSL/5LcLVtwhIdXeF5PX6UFYkF26bh+mn37Sr8/cOCKruf0GS1arNzUT4MjIoJIYwr//lap4+yZSiYYycsjcf0J9ltbMniwrcysps2a2a+oHiGEEEIIIUTto3V1AUIIIYQr2a1KyzfNRZOKuAX70ozjmJr48MnLp7nzPn8+ybiNg7QGIDPPj3l/W87YD25DfaoLDnd3Ro1SAjQn3ji9vS97XvfzgWBhbmnQpomL4zvDXXyu+TutvjzHxHtVBAdXr6tuQqoHofpUNBpPCt9+G7RafLpEYFAXk5hWcRdmAN2aNfxiGQDA4MFWPDzgwQfNbN2qxWisVhlCCCHENffTTz8BMHz4cBdXIoQQdY8EgkIIIeo1m+XSXYad/v7spzWqyD64Td7CELfZvFf4DwCe0b3B0IiDtP3oTdBqcbRoUe3zGn3dgLItBCkqYqbtSXabO7CywM477VTcc6+V114rQqOp2nETcn0J884CPLH37AmACmjkkcnbSf/H0nYOdu3KRX+JbFC3ciUrdJMJb2QnKkoJSl95xVztaxNCCCGuB7NZ/kYJIcSVki7DQggh6rW/ugzr9BcFgj4+6FUW9OvWYO/UiUfX9qNLFxvdutl4ZmVH2v34DGiv/HM1dz8lkSvIK20B6Cw0c9DeggfvyeCIqiVjI/9g3jw927Zd/jzuTz+Nx6RJqOPjOW0JJiywqNw2jXwKADhzRs2BF1dc8jiWQ/Gst/dl8GAbqkp6FwshhBBCCCHqLmkhKIQQol6znh8mT6u/qAmeRoN13DgcDRtifvZZ/HU6fvstH7sd7JouV31eg68BFQ4KC0oDwZOZPhQ53WnVzUl4WiRP7XySJawjM7PidK7oRBITPx6CHQ3/XjGFRLYT2rj8DMUhgRY4v3jn3EN0njmi3DYbzjSjyGFg8OD8q74+IYQQQgghRO0lgaAQQoh6zV7BpCIAhXPnlltW1a67lVGbPPGkgPz80rDvUGZDAFq2tFPsdw8Bq54GICur4kDwxQfy+YFRmDzsdC4cCUBoO69y2xkjG8Ae5ftN9OXBoiJwdy/doLiYX/L64KGz0KuXrdz+QgghhBBCiBuHdBkWQghRr9ls5wPBi1sIXmNOTyUQLCwsDfsOZjUGIDrajm3wYHwClYlHKgoEnU74aV8E43xW88f+QqZMKcbP107HvzUut222U5nkxKi3sJneOM6llFmvTklhF13p3jQZg6FGLlEIIYS4pkJDQwkNDXV1GUIIUSdJICiEEKJes1fUZfhac3MjmGTi00tnIz5X6EcDXRaenoBWi/b/xuBGMTlnCy55iGNHIMkSwM1tUvDzczJzZhEnTubRooWj3LYzZpi55RYrr046QD4m9m8pe0xVUhIJhBHWWFoHCiGEqBu6d+9O9+7dXV2GEELUSRIICiGEqNds5/MvreE6j6KhUjFAt4kt5yIoOJ/N5Vv1mLSlE4LYBg/Cj0yyT+VAYWG5Q2z6LgeAmwdVPgNIZKSDJUsKGDxUCQu3bS17vZaEVFIIpnH4dQ5GhRBCCCGEENedBIJCCCHqNfv5LsNa/fX/k3iLcTMWh47Nm5VwrsCmx1NXXLLeGRiIL1nk7ozDq1s3cJS2/FMlJRH70V5CSaBR/6ZVPmdQuwY05xib9/mUWZ54VEklG7Vwv9RuQgghRK2zfPlyli9f7uoyhBCiTpJAUAghRL1mO99l+HqPIQjQK+QEHuoi1qxRxgrMtxkwuZUGgg5/f6WFYJ4W9blzqOPjS9YZ3niD3QWt6Kr7E0d0dJXP6fTyoo9mK1vjG1+YL3LuhPJENJZAUAghRB1hs9mw2WSoCyGEuBISCAohhKjXrH91GXZBIKhrG0U/3e+sXXu+haDdHU83a+kGXl74qbLJxA8Azd69yvLcXPK+XsMJmtHusd6grUZ3Z5WKPv4HyCr25PDh87cBTifnYtMAaBzqvOrrEkIIIYQQQtRuEggKIYSo12w2Zfw9VwSC9tatGVr8A/HxGk6eVJNn98Cot5RuoFLhayjkTzrSgFT+9X4EAG5LlrCtsD0AnXq7Vfu8vaOSAdiyRQkSNTt3cu6Msi4kpPyEJEIIIYQQQogbiwSCQggh6jX7Xy0E3a7/n0R7mzYMYRUAa9ZoyXd44mko2/XJx1MJCNNpwPx93XDYnWR9/CPT3D4mONhBp07V7yoVMrwtYZxm25rz3ZPXbeJXbiEk2IZef3XXJIQQQgghhKj9JBAUQghRr/019JDaBX8R7a1bE8lJIv0zWbNGRz6eeBrsZbYp0nsDEE48eXZPDn+5jzEn3iadABYvLsDTs/rntQ0eTF82sXWbDqcTFv4eyVZ68dwLxZXvLIQQQtQSERERREREuLoMIYSokyQQFEIIUa/Z7Cp0WFCprv+5nQ0a4AgMZLD/bjb/riUTf4zuZQNBL5Mypt+/whcCMP6paHbThU8+yqNDB3u5Y1aFIyKCPoFHSM03Ehen5s+zQfhpsrnzTmvlOwshhBC1ROfOnencubOryxBCiDpJAkEhhBD1mt0GWlw3Q6G9dWsGWH6hyKwkkkbPsmP4PROzkQ3EMP4uGx4UcNYaxGt9lnPrmKv7E95zkNI3eOt6O3FZATTzTLqq4wkhhBBCCCHqDgkEhRBC1Gs2uwotV9bSribYW7cmMnFLyWNPj7KBoEdDL2LYBIP783fm8QyvcP+7Ta/6vOHjOhBEMtt/zCauqBFN/TKv+phCCCHE9fTtt9/y7bffuroMIYSok7SuLkAIIYRwJatNhVZlA1zQZxglEAyxfF3y2NNYdr2tXz+sO3dib9mSt7s8gSM4mMKIqVd/3p49iNH+ztrdg0i3G2nW8OBVH1MIIYQQQghRN0gLQSGEEPWazaFCq3JdC0FH69YEkF7y+OJA0N6uHQWLFoGbG/nLllH4ySc1c2I3N25qmU5asRdO1DQNl/EDhRA3Frvdzt13301aWlqNbivEjSg1NZVx48Zhtyv3RC+//DIbNmyo0rbV9f333zNnzpwrLVUIUUOkhaAQQoh6zV7SZdg1fxLtUVGoNGr+6rXsabpMS0WjseJ1V6D/WE/Yr3zfPNo1LSSFEOIvd999d8n3FosFrVaL+vwU8FOmTKFPnz7VOp5Go2HhwoU1vm11LV68mB9++AGdTgeAr68vHTp0YMyYMfj6+lbpGM899xwDBgygX79+16RGUfe99NJLNGvWjPHjx5dZvmvXLubOncvcuXPRaDRVPt6zzz5bI3UdPHiQ2bNnM3fu3JJlY8eOrZFjX2z9+vXMmTMHNzc3ALy8vGjdujVjxowhJCSkSsd4//338ff3584777wmNQpRm0ggKIQQol6z2V3bQhC9Hkfz5nBEeWj0un7BXNiEXsT9J5I/6Ei77vfjqHwXIYS4Zi4M5KZOncoDDzxAu3btKtzebrdXK+Bwpd69ezNt2jSsVitJSUksWbKEGTNm8Nprr+Hj4+Pq8sQN4Oabb+arr77ijjvuQKUqvZfYuHEjffr0qTPvlasVFRXFSy+9hN1uJy0tjRUrVvD000/z8ssvExYW5uryhKhVJBAUQghRr9nsKnRq180yDGBv06YkEPT0vn437E5fXxrsWMyIuXMpal/xP91CCFEbLF68mKSkJNRqNbGxsUyaNImQkBAWLFjAuXPncHNzo2fPntx7771otVrsdjvjx4/ngw8+IDAwkNmzZ2M0GklKSuLIkSOEhoby6KOPEhQUVK1tAf744w/mz59PdnY2MTExxMfHV6kFn06nIywsjMcff5wnn3ySn376ibvvvpu8vDzee+894uLicDgcREdHM3nyZPz9/Vm4cCHHjh3j5MmTzJs3jwEDBjBx4kQ+/fRTdu3aRVFRESEhIUycOJEWLVpcjx9FrdG8eXNXl1BrdO3alY8//pjDhw/TqlUrAPLz89mzZw+vvPIKALGxsSxZsoSUlBQ8PDzo378/t99++yWP9+KLL9K3b18GDBiA3W5n0aJFbNiwAXd3d0aMGFFm2/Xr1/PDDz+QkZGBl5cXo0ePZtCgQZjNZl5++WVsNltJC+DZs2ezZs0akpOTeeSRRwClFeNXX31FZmYm4eHhTJ48mcaNGwPKhwNDhgxh48aNpKWl0aFDB6ZNm1bSCrAiGo2G4OBgJk+eTHp6Ot988w1PPPEEAG+99RaHDx/GYrGUnC80NJTffvuNzZs3A/Dzzz/Tpk0bZsyYwbJly1i7di05OTklrQe7d+9+JT8mIWoVGUNQCCFEvWZzqF3bQhBlYhETucD1DQQBHFFRFL31FhgM1/W8QghxJXbu3Env3r1ZsGABN910ExqNhokTJ/LZZ5/x0ksv8eeff/Lbb79VuP/mzZsZP3488+fPJyAggK+//rra2+bk5PD2229zzz338NlnnxEYGEhcXFy1rkOj0dClSxeOHFE+DXI4HAwYMIA5c+bw4YcfotFomD9/PqB0pY6KimLy5MksXLiQiRMnAkoY9uabbzJ//nx69OjBW2+9hdVav8aDbd++Pe3bt3d1GbWCXq/npptuYuPGjSXLtm3bRkhICOHh4QAYDAamTZvG559/zjPPPMPq1avZuXNnpcdeu3YtsbGxvP7668ycOZPt27eXWe/l5cWMGTP44osvmDp1Kp9//jknT57EYDDw7LPP4uvry8KFC1m4cCF+fn5l9k1MTOTdd9/lvvvuY968eXTq1ImZM2eWeS1v3bqVZ599lg8++ICEhIQKxzasSPfu3UveawAdO3bkvffeY968eURERPDuu+8CMGjQIHr37s2oUaNYuHAhM2bMACA4OJj//ve/LFiwgHHjxvHee++RlZVVrRqEqI0kEBRCCFGv2ey1IBBs2xav84Gg1kPn0lqEEKI2i46OpkuXLqjVavR6Pc2aNaN58+ZoNBqCgoIYOHAghw4dqnD/Hj16EBkZiVarpU+fPpw6dara28bGxhIeHk7Xrl3RarUMHz4ck8lU7Wvx9fUlPz8fAG9vb7p3745er8fDw4OxY8de9joAYmJiMJlMaDQaRo0aRVFREcnJydWuoy6zWq31LgS9nJiYGLZt20ZxcTGgdBe++eabS9a3bt2aJk2aoFaradKkCb169ar0dQZKIDds2DACAgIwmUyMGTOmzPrOnTsTHByMSqWidevWtG/fnsOHD1ep5q1bt9KpUyfat2+PVqtlxIgRWCwWjh07VrLNrbfeip+fHyaTic6dO1/2fXspF77XAPr374+7uzs6nY7bb7+d06dPU1BQUOH+PXv2xM/PD7VaTa9evQgODq72hwBC1EbSZVgIIUS9ZrWr0ahcO3qerXt3ljOaN3mCxk2iXFqLEELUZgEBAWUenzt3jgULFnDy5EksFgt2u/2y3UgvHK9Pr9djNpurvW1WVhb+/v4l61QqVZnHVZWZmYnx/GRRZrOZ+fPns3fvXgoLCwEoKiq67P4//PAD69atIysrC5VKRXFxMbm5udWuoy774YcfALjttttcXEnt0LJlS7y8vNi9ezfNmjUjLi6upJsswPHjx1m0aBEJCQnYbDZsNhs9evSo9LgXv+Yvfh/+8ccfLF26lMTERJxOJ8XFxVUery8zM7PM8dRqNQEBAWRmZpYc4+L3YnVb5134XrPb7SxevJjt27eTm5tbMt5iXl4enp6el9x/48aNrFixomQWcrPZXO/ea+LGJIGgEEKIes3uUKNVu7aFIEYjXYhlCXeS43kAp2urEUKIOmPu3LlERUXx2GOP4e7uzo8//khsbOw1PaePjw979+4teex0OsnMzKzWMex2O7GxsXTq1AlQgq3U1FReffVVfH19OXHiREl3RaDMJBEABw4cYMWKFbz44oslY61NmDDhSi9J3EBiYmLYuHEjiYmJtG/fvkyY9u677zJkyBD+9a9/4ebmxvz588nLy6v0mL6+vmRkZJQ8Tk9PL/nearXy5ptvMm3atJJWs6+//jpOZ9XuZvz8/EhISCh57HQ6SU9PL9e1+Grs3LmT6OhoQBkKYPfu3Tz//PMEBgZSWFjIfffdV1Lvxe+1tLQ0PvroI1544QWioqLQaDRlQlYh6jLpMiyEEKJeU8YQdP38upbz3W+c5z/BFkIIUTmz2YyHhwcGg4GzZ89edvzAmtK5c2dOnjzJ7t27sdvtrFy5ssqthWw2G2fOnOGdd94hPz+fYcOGAUprQL1ej9FoJC8vj6VLl5bZz9vbm5SUlJLHRUVFaDQaTCYTNpuNb7755rKtHUX9ERMTw759+1izZk2Z7sKgvG6MRiNubm4cP368ZAKNyvTs2ZOVK1eSkZFBfn4+y5cvL1lns9mwWq14eXmh0Wj4448/ygTmPj4+5OXlVdglt2fPnuzZs4f9+/djs9lYsWIFOp2OqKir6zFht9tJSUlh3rx5HDx4kHHjxgHK7wytVovJZKK4uJivvvqqzH4Xv9fMZjMqlQovLy9AmUDlzJkzV1WbELWFtBAUQghRr9kcKnSubiEIFH78MeanngJvb1eXIoQQdca9997Lxx9/zPfff0/Tpk256aabykwecC34+Pjw2GOP8fnnnzN79mxiYmIIDw9Hp6t4DNjNmzezY8cOnE4nvr6+tG/fnpkzZ+Lr6wvAiBEjePfdd5k4cSJ+fn4MGzasTEvHYcOG8eGHH/LLL7/Qr18/7rnnHtq2bcsjjzyCwWBgxIgRJccS9VtgYCAtWrTg9OnTdOnSpcy6f/zjH3zxxRfMmzePVq1a0bNnz5Iu6pczcOBAkpKSeOKJJ3B3d2fkyJEcOHAAAHd3dyZNmsSsWbOwWq107ty5zHkbNWpE7969mTZtGg6Hg1mzZpU5dqNGjXj44YeZN29eySzDM2bMQKfTXVHIfezYsZIZjU0mE61bt2bmzJklLWn79u3Ln3/+yZQpUzAajYwfP57Vq1eX7D9gwADeeustJkyYQOvWrXnqqacYPnw4zz77LGq1mr59+9a72bzFjUtVVFQkPZMukJqaClDyCcCNJi8v74oGPRbiasjrTlxP1X29jQo7AWoNP5wKv3ZFiRue/J4T15u85moPu93OlClTePzxx2nZ8v/Zu/fAnOv+j+PP67p2PtvJjI0xm7McQ0o5iyK6K5LUXSmpdHf4pUgHqXRQVHS670R0EioipxDJeZjzYQfGMDva5tqu6/r9cWUSY5tt1w6vxz+4vt/re72/897n2vXe5/N5N3Z0OGWqouXd999/D2gPwaqqouWbVA9VLe/c3NwKPaYlw1I0Z87AX/sqzJnjTESED7cPcKMIv1Cq0AyJiRiKueeLiFQt+VYTTkbHLxkWEZHKY+vWrZw5c4a8vDzmzp2L0WgkMjLS0WFVO02aNKFJkyaODkNEpFKqcEuGV69ezZw5czh58iQ1atRg9OjRNG3alJiYGKZNm8bJkyeJjo5m9OjRBAcHA/aNR2fMmFEw1bdHjx4MHz78og1BpYTy8/Fp3hzzkCHkTpjA/G9spKUZWbHKhVfG5fHGO45faldSXv/6FzZ3d7KWLwej6uMi1VGezYSXMd/RYYiISCWyZ88epkyZQn5+PmFhYTz77LOXXTIsZUPFQBGRkqtQBcGtW7fyxRdf8OyzzxIVFVXQTjw9PZ2JEyfy2GOP0b59e2bNmsWkSZN4++23AVi8eDHr169nypQpGAwGxo0bR0hICH369HHk7VQZhvR0jKmpuH34IfnduhG78QbuNv5EltWDX7/vxBvvVMAffmw2DKdOYQsKKvyc9HQ27K2BH2nU/fprzEOGlF98IlJh2LsMa4agiIgU3eDBgxk8eLCjw6j2cnJyAPs+diIiUjwVakrU7Nmzueuuu2jUqBFGo5GAgAACAgL4448/CA8Pp3Pnzri4uDBkyBAOHz5c0N1nxYoVDBgwgMDAQAICAhgwYADLly938N1UHYb0dABsRiO5j7zA0ewAmjbN5/pmJzklSkq3AAAgAElEQVScEURiwhUuUN5ycvimx9e0iTJwbPWhQk8z7tjJIObSxbCak+M/g8zMcgxSRCqKfKsJk0nb6YqIiFQ2CxcuZOHChY4OQ0SkUqowMwQtFgsHDhygffv2PPTQQ5jNZjp06MB9991HQkICERERBee6ubkREhJCQkICYWFhFx2PiIggIeHiKtXixYtZsmTJZeMYM2YMYN9Isiqy2WzFvjeXpCR8gLQnnmTD+/aubQ2u9yXEOwt2wpS7t/NI2DyinA+T+u474OJSBpEXjfH4cWYPWMWzSU8DsOrbX+jb6tKzBJOXHOQYfcEG/zo1nZ9fe4e8h4bhfOgQZ6+9tjzDrvJKknciJVXcfMvNN+HsWnXHfSkfGuekvCnnxBEqWt5ZLPatiypSTFJ6Klq+SfVQ1fLuck1FKkxBMC0tjfz8fNatW8cbb7yByWTitdde45tvviE3N/eirr+enp4FU8Rzc3Px8PC46JjNZrtgH8HevXvTu3fvy8ZxrstwVeoq83cl6ZhjPJtHe/5ky/ttsVjtk0pbDm9FUKCVnm8t5bOdPfhs5w20ZjM/3xGLe98brirGJdOO8MXHBr5YFYCrb+HJexGbjfdv/oOXTj1N/7bx/LIphH17XLmrkPtd9KcrAC++mMMrr7TnuU938einI1hn7cA9p24Ck+mq7kPOq2qdmqRiK06+2cx5HLXWoEfQCeWoXBWNc1LelHPiCBUt70x//bxekWKS0lPR8k2qh+qUdxVmybCrq704069fP/z9/fH19aV///5s3rwZNzc3sv/RzjY7O7tgrwg3N7eC4uDfj6mpyFWw2TjXQvj00Vw20p7uHdKZODGHud9nULOhN8Yavny3KZCYRbt5eWwGW2hD/aE9eK3v9qt66Xdfg8XxTZndv3jT/7949SQvnXqcIe128dkvvjR1PcjOeN9Ln2w2s2xbTYJc0xk9+izP3J/E/6zDaWvdyONMJftQ8lXdg4hUDpnxqZzBi9AQNRUREREREZHqo8IUBL28vAgMDLxkES88PJy4uLiCf+fm5nLs2DHCw8MLjh8+fLjg+OHDhwuOycWcFi/GtHQZuWcsnDplICvr4nNcJ03Ct359XL76ilNH8wC4c+AZHnnkLF27nd983xoRQXjHWjz+lJVIt0RyceftdSWfIbhvfTobzjTDjRxejhnEt49tYuv6fGxF2N7rkxnedOQPpn7lhpMTNA8+RsypOri8O5l/XiBm+hbm5t3K4J7HMRjg/950p4/r+X0nD/6ZVuJ7EJHKI3mPfTlArbAK83YoIiIiIiJS5irUJ6Bu3brx008/kZaWRlZWFj/++CPt2rWjY8eOxMfHs3btWsxmM19//TURERGEhYUB0LVrV+bPn09KSgopKSnMmzePbt26OfhuKp4FT29kcsc1tB/cAv87+lOrTgANG/rSvKkXZvP584z79nH4zR/58OwDZDw2gT0rTwIQGOZ62et/NTOTQMMpTORjyS/ZBv1TnzuNGzksfH87bkYzI2Z1p2ufQFqEW3npybMXxPl3mafz2HO6Jt3r78cY5A9Ap6hkTlCT/q92xvj1dxecP3maD4GG0zw9JRAAk5OBr/p9yTQeBmB/TCEvJCJVStJ+++zy0IgK2C1dRERELqtFixa0aNHC0WGIiFRKFaogeNddd9GwYUMefvhhHnnkEerXr88dd9yBr68vY8aMYebMmQwePJi9e/fyzDPPFDyvd+/etG/fnlGjRjFq1CjatWt3xb0Cq6Nlqz358OggPF3yGN13F69GfcHdhq9Iy3DieIJ9FiA2GydGvUU3lvMYH1DLdox7Nj4FQGCdyzcLieoeyrh+f2LBieRD2Zc991L2bT7D7JgWPBy+kNbDovnz50P8/tx3fNbqfa7JWsf7X9Tk8/EnLvncXe+sxIaRlnfUK3jsjskteb3bIpbRg/+NP78EOP1wGr8cb8Mdzbfj7Xd+n0Dngb24zzgDE/m8Ma8ZU6e6snmziXytJBSpso7F27/BQxp6XOFMERERqWiioqKIiopydBgiIpWSIScnp2RTuaqoc01F/tnEpKrI2bEDj6AgbCEhAKx8fg0Dp93Cr5/vod3AEDL/t4Be/2nHMff6nMWVnJzzS7j37UsnKOjy6bJi3B8M+qAPSz/bRdtBocWK7YGO8SzZU5/t83dQo0uTC44ZjhzhzrYn+DOvDTsOW/Dy+auWbbOR9n+TufnTu9hNE/bvTSUw+HzMNhv8q10KWw7WYOuGFHwbBvHdqA089FVPVk7fwjV31r8wCJuNGv41LnjI05RLd5/1TP+zAWeMPiz62cTK7zKI3ePC7AVWGjR1XFflyqI6bcwqjlecfHv39hheXd6FY3vicatZyJ6jIkWgcU7Km3JOHKGi5d25TqAVKSYpPRUt36R6qGp5d7kuwxVqhqCUvfx69QqKgQC1mvkBcCw2HWuumXv+L5KDhkhmfWOmf/+8C57r73/l2nHthvZkS9qXc4UzL7Tj9yzm7mnJY1GLLioGAtjq1OHZkadJs/oyf8pfswRtNqzjXue2T29jN01o08p8QTEQwGCAl549TSr+TH3JPmtxxyYLHpyhxe0RFwdiMHCzYREAsV7t+Nrrfm61/MCC1BvZ+v0RBnfN5vHRXvy+1ol9KYFs+N+BYt2niFQcWVnw7ZZoAjmJW3DV/CWQiIhIVbZkyRKWLFni6DBERColFQSruZCW9j30kvbnsOqzeFblXcdbwzZz3fVW3n47mzeGbS0412Qq7CrnhTa1V9KPHCraOtvsGfPY3P5Zxt1yAD9SeXjqJYp0f2n9aGuasYOPZ/iSn2fD9dUJPPFhc2JoyZzZmSxdfullys0GRnCP0xym/NKE3WvT2ZvoRbRPEkbTpbtQz44ezykCqL3ta3olvstr69oC8PvSPLYmBPJ40CwOvPcdTuRxaHcexn37inSvIlKxTB57hr2pITRyPmT/7YGIiIiIiEg1oYJgNecbHYw72Rz+aS8fjMsgmGTuetpeJPT0hPY9irevlk9kEN5kcPSo/cO14fRpnOfMuajL7znPvl6b7vs/4Xc682rbH/Bpf5k9QAL8GRv1NTtP1WLKbRv5bLKZWdzDmDG59O5jKfzzvJMTEyZk42tL48kBJ4nNjqBR+JnCX2fuDJw3LMYWEABAjUZBRBkP8PnqxuTjTIchYViHDSHCEEf8umS8b7wRzp4twldHqpyitL+WCitxdSJO5LHghjccHYqIiIiIiEi5UkGwmjM4mahjSOITRrCCbozhdVzqBBUcr9ch6DLPvpjNx4cGhkPsTLAvRXYfMwbPkSMx7t9/yfN3p4YS7JrGzjUJDF14yxWv3+/pegxmNpPW3sB/DJPp09vMU09fuSOwz4hBvD4+jT/z23KUOkS1LnwdvS00FGvDhucfMBi4NnAfyRb716L5XZFgMBDpfpQDRGLIycGYlHTFGKRqsfyxmTkBL2DeuNPRoUgJJae6c63HDozffu7oUERERERERMqVCoLCcVswAG/yLCP7Xrgnnl9AMVPEYKCX91rWJjUgbe1udn27l0X0wbR7t/14bi6Y/yrgWa0cMtfmtujthDTzB5crN+fIu/12JnSYj8FooG4ETJuejbGIIQ56IohuN9ln8kX1qlOs27q/7fml07WjPQFoUOMUW2nNARpgTEws1vWkcnP56is+uXkZI20f8cWb6SW+Tk4O5OVd+TwpG8lnvAnxy6HIg4iIiIiIiEgV4eToAMTxomqcYHOqD3dtfJDsWhcuETYYYPr0M9Svby3y9W5peZg315hoPaApqWwD4M/V7xPVz4J762tZebwJX3vez0ZLG9KoT726Rb82BgP+P09j2Z5cgoPBtxhNQQ0GeG9KLm++CdddV7Q9Ds9p9d4drL9hEenXdC5Ymlw/KAOOQkMOcHTvp3jcUKxLSiVlSEggf9QYPsNeJN5ywK/E1+rXIo0OTVN5bX7he2dKGbHZOJYXQNfABEdHIiIiIiXUunVrR4cgIlJpqSAofLWmBiknTuITeenlwXfeWbwpTC1vqcXNaxZizLdyYx9nnvmlJ+N/7MjQ4EO8fmwhsTTDPTuXHKt92W69Rs7FC9hkomnTku3dVqeOjalTi9cBGcAWFET0iCDgfPHytuA1/Jd27KQ5K9d50PfBEoUklYzz7Dl0ZzHxxggCTWn8djQaq7X4k8zMZ21sOxVG7say34fQZoNFi5zp3j0PV9cyf7lKISf+JBlEUTNUswNFREQqq/r16zs6BBGRSkufhISatU00aVXMotxlWG/qwkL6sSD0Yf79eUsi3I6x+FR7hr7RjliaMfml4+w/kFFwfr1WPqX22uWpVpiJrbTCj1R+3V68JchSSVmt7PtiM3/Qidcm5vLWTQtIzg+kbd2zTK37KVlPvV7kSx3Zno4VE3uyw8nKKsOYgU2rzzJ0qCdvPn/l/Tari5PbTwAQXK/w/URFRESkYktNTSU1NdXRYYiIVEoqCEqpszZowNmhQ8l+5x1wd2fcoG3cwCpqkcT1rObex93wrHF+v8CwdoEOjLbkcsaPx/z+u3SvsZmVRxs5OhwpB06rVzM/uRMGg42BA/MYNMyZ2QwmIncvL2Y8w6Pf9SryteI22X94tWJix6biLWEvruNr7ctip/7Pn12xhbXjrl5O7LJ//WtGeTs4EhERESmp5cuXs3z5ckeHISJSKakgKKXPYCBn6lTye/cGYMDUTixIbcmmR6cz963Ygj341s/axuQBS/EMdHdgsFfB2xvzsGG0Cj1G4tmapKWp0FLVpXzyE58YRtCpQx5BQTYsN/fh5h0vMDe5GYMbrGPrmagiX+vwzvNL17etyCyLcAscj7fPDHS3ZfPU8Fysxdi2s6o6tfkoAEHNK+cvJERERERERK6GCoJS9v6qAHpM+A/ODwwueDi6bz2G/6+do6IqNU0j7MWc2Nir/3YybdmC09KlV30dKX3m46kMXvwA6SZ/3piUa3/QYMBWpw4YjTSsk02itQ7ZKUXbozLuIHiSRW2OsG1TGQYOnEiy4UQek0PeYP2Bmnz5saVsX7Cis9mI3WjvOF67/pW7m4uIiIiIiFQ1KgiKXKWmje1NV3Ztufr92RY9sJhRd5xhUt/NzP7KmZzi9z+RMjLm3nT+sHVk2rhDNGt28RS7BpH2x+I2pV38ZJsNl+nTMR44gM0GSxbCTzsjiTQeoh0b2bLHq0xjP37KiRBDMv+a3ZMu/MYbrzqRX7arlCs02669zEi/jW7Rcfj7l31TFxERERERkYpGBUGRqxQS6YE/KezacpWzrsxmJsXdxRwG8+a6G3l0lCf/fTCGal25qSCWLnXivxuu4f+CPuPWx2td8pzIpvbGPIe2ZV90zJCUhNOYF/mg3Q90C0rgrqF+GM6c4fXIT2lVP5UDqUGkJ58ts/iPn3YjxDkFa6treLj3fpJzfPnjxZVl9nplKScHtm4x2lsnl9Cqjw6QSDjDRphKMTIREREREZHKQwVBkasVWos2bGbtRverqVFg2LmL3bZGPNRzP2lPjaUDfzBnYQCmFZWzcFOVrJt3GmfMPPdkeqHn1Gtt75a9f/c/Zg/m52Pavp0XeYUXmIjNxYVpfX9g29s/cd1X99JyWGMAtk/fXGbxH8/yppaHPfYbP70Nb9MZbp12G4u+LbsiZFl57jl3unbzYVPbZ0pcFPzilzCCTKfpfbcaioiIiFRm7du3p3379o4OQ0SkUlJBUOQqWWvW5Ha+Z/9Rb3bsKNmMo9hYI4MfCycHD6I7+mIZ+3/c8VQgsTRj+6+nLjg3Z9t+vm4xhZztB0sjfCmCnStTaWrYjWHwoELP8WhQk4bsY8XGGhzv+ziGw3Fgs+F5++2cHvJ/vMUz3NPzCCvjA7hrVlds/x6GNTKS1sOj8SaDmfNqcHBXHt//62c2jJ5XqvEfP1uDmr72mYtuXk68NPo4AHMnnyjV1ylrR48amDPHvuffw4eeI2Pd7mJPoE3ek87PqddxT5sYXLR9oIiISKUWHh5OeHi4o8MQEamUVBAUuUrWkBAGMRcno4Xvv3cu/gUyMpg47Ai/7KoPQHQnXwBuGxWMC2eZszLsgtNfHJ7CI4kv8uK9J686dimCpGPEHK9F86gz2Pz8Cj/Py4uH3L7k96RIGq/7kvlPb8Lpl1/YviqTf/M5Vkw8NckHnC/MEW9fIw/UX8Z38R1pe10QDy4byoAZd7J/T+nsbWc2wymLPyEB5/e4vH9sAD08fyf+mGupvEa5sNmYNuYU1jwL/+U+DhJJ3X6deHGcW7Eu8/Wbx7HgxNCRlejeRURE5JJOnjzJyZP6mVhEpCRUEBS5Wt7e+HuepXud3fzwgwvWi/tNXFbijN/55VCjgn9HN7JfwM/PRr9aG/kmrhPmv2o5q96L5bP43kSY4vksrjffPBtbWnchhTi1cjcnCaZpt8ArnjusRwJN2QnA25t7MPDBcNqymWX0oJthOXXrXjo5nhx6hCd5l+luT7C8+8u4cpZJ4/JKJf6jh+zXqR164R6X9fzSiMsKKpXXOPXDH4weAQcOlM1biiExkdyud/C/n0IY4jaXO99oxLjIWQAsmJVbrGt9uTScG53XEnFLoyufLCIiIhXaqlWrWLVqlaPDEBGplFQQFCkF1pAQ7gxaxtGjRv78s3jLhuct8saGkf88cJJ+/cz4+Jw/NqTzIU5Z/Vn+o5mMQymMerUejVwOsnqrjW4+fzLq0/b8/tKaUr4b+bs9m+377DXueOVOwB7DB7CT5rzF0+xMr8u27Cheu2szs+/9kcmfF54XPsNvYeIjBxi8bjht3h1Id5axaUvprGc9uDoZgMimThc8Hh6SS4qlBpmZV3d9a8JRbv13XWZ868fzYy4/W2/ZUhNjBh0lduaOYr3G3F5z6Lf9TbLxZOTirphHjOA/q7sxOeoDkrL8iD9ctOukp9k4dKYWPZslgFFvfyIiIiIiUn3pE5FIKbA2bMhtiR/g5mZj7tzLF3L+/GQ3/713Y8G/f9wVRTv37Yx7y5mZMy/sUHvTv+sQTDLfTM1g/C37SLKG8NEHWXiF+fHfNSFEeyRw//vXkhZ7rEzuSyBuv31mXf2WHlc8N79LF3JHjuSR7ruZy0D2t76dkR/Vp897NxB22zWFPs9Wowa5EydijYjAFhZGG7/9xJ324/Rpw1XHf2ijvZlIg661L3i8boT9z4TdOQAY0tMxpKQU+/o7pvzBbpoQyX6WLnMhJsZe+Dx8yxhmBbzIiQ9/LDj3/WdSmL6iKbc9Hs2JpAtnLJ7NsWLOubhTt+V0Ov8+NpHN1tb06pVHo5Z/Lbl2d+e6wTUBWDUjqUixHo1JBSCsqWex71NERERERKQqUUFQpBSc/fe/8T1xkD5NDvH5564sWOBcaAPUt/4vm2d/vIn0A6dYvdqJzRnR9I+89IwpY/tW3OP3Iz9ur88XSX34T9eNtPpXXQB8wn35eIaF0/jzyr3Hy+rWqiaLBeO+fUU6Ne6ICy4GM7VCi3CyyUTua69he2AYtxkXYHz1OTAUv6h3TQd70WvbhosLZMV1YJeFGpzGr3XdCx4Pj7YXrpM+X4Hr0Ht5tv6v3NvS3qgmNxeeftqd7793vmzTjrhD8NKcZpjIZ+Gg6fiRytuPn4KcHO78/Ukes05h4id/feGsVvYketOJtWTizYSHLiw+DmkWT/N6RrLPXPiNc2xdIgCNaqfx1lsXFswbDm9PU0MsH87wL1JzkaNb7a8Z2kTdhUVEREREpHpTQVCkFOR364alUSOGnJoKwPDhnuzZc/G3V3Y2rKEzFpx47YGT3DHIjSbEMqxn4qUvbDAw5gUzXVzW0yYwjqe/ir7gcNPuwTze6jf+d/Am1s1MYPFiJyx/qyHZbDB3rjM9bnBh506jvcNEdjbV3a+jV1Ln2ka8PTCGnJzLnxuX4kNdjxOYirESPL9nTzJ27cLSqVOJ4mt2RyQAMQsunPlmtcKTT7qzcqV9+W9SkoHbb/fkoYcKn7144KgnUZ5HMDhdeAPh19ib18R+u58Hlt3DJ9YHWXCmJ6fjMtm82cTnn7vy4IOetGvnzcKF9gKlITmZvyfYvQOt/JbdgfYNThE87TkerzuPn7dHsOH/FrGfKABWJDXBZoPTS2M4ZQ2g/7/gfr8f+HptPY7vTi+41orTrThhrsEb9x25IM5D608D8O74ZMLC/lFl9/NlXLuF7EsL4fvZhX89TevX4/rRRyTtsed+7VYBhZ8sIiIiIiJSDaggKFIaDAbOjhzJwIQpDG+1GYDk/WcuOm3dWhNm7N1NP43pSLP8bfzm1Q+/m9sXemnTA3fzw/EmLN7th6vbxbPNnp7VkLqGBPo+3oLBg734eZ69aJKcbGDYPR488IAnm3Z48Pwth0mIHoRr564UdCmpphYs9iQHd15b2YWOTWz8/HMhMzptNg5lhVA/IP0SBy/DYMBWs2aJ4/Pq3YEowz62/mOG4LzvDHzxhSuj7szhtxYvcENzC8uXO7NswaX/P235FvZkhBIZcvFGgf4tatGdpbzMS8w+ezu3tksAYOsvKRzcmAHAe9fOxMXJysiRHthyz/J5o4+Jv/U5AHZss7E93p9Orpt4d4YrODtz/4/d8TVmMGJmVwD6hW0lMT+U3b8e4+Dz9opd1IBIHvowEhsGRvRNIzvLSvrhtIK4ZiyrS9ax8/Ee3GHfw7F+p0s3denzXDTXsJVJrxrJ+6sPiyE9HTIyyMqCrVtN7OzzMu4vvMCR/WdxxkzQNSGX/w8QERGRSqFTp050KuEvYEVEqjsVBEVKiflf/4LAAJ7bOgSA02v3X3TO1t/txY0HIpfTu1kc85bacI7bhKV168te22AAJ6dLH/MI9WXy0LXnX+PhWfz42j46tTSxdKGVSTzDlMCXWJPWkpZpa2h5+EcyP5tXwrusAlJOs/pUM/pHxbLk+vF4pR3lnns8eXeCFfenn8aQdr44xfFkDtoiqFf7bPnG6O5Oa78DbD1aq+Ahmw3efsVetUzKC+K2xA+p45POgzW+JdXsRXraxRXNHfPiOWarRceOF6+ntQUHM/6ZVLw8LIwfn8NHb53CiIVNv+dz6PcTuJLLqD+H89Cp18nIMBCz8DhP8S6t101nacdJPNw7BWfMzHn3II2a2gvVvuE+PPLAGeKwb1D45LAkXDjL9XdFMfzwywA0au1G3Zuj+WTIr6xJbc69XVLYs+IEAE9fu5IMmw9Te6+GM2fAZuPgAQPexiyCQy89RdPa5XrGB3/I4VM+zJnjAhYLn3ReSqu6FsLC/Oja1ZtO/MEG2nF0Xw51TMcxupVOwxYRERFxrNDQUEJDi7Kvi4iI/JMKgiKlxc2Nsw88QDD24sap/RfPKjt+IJtATjJ54mnmrPHDu21DirUWtRA3TbqJ9eGD6Mg63rc8xr1vt6ehOZaNNzzByE+juWfXo6xecoL33ztDvKEe97/aGEtu3lW/bmWU8EMMRwjjul6utP/hMf4cOIHb+IEJ7/oz6PMBpH52vglG+saDZOBLvcblX0Bq0yCVI2eDSf5re8gtC46zJ8mPvq5LC85ZvLsGXfrbG2Qc+fPC5by21euY8+xenMjj5hHBl3yNZs/35FBcJqNHn8WzaTjNiGVzrCcH99mINB4ie9HPRDjbl/DOmmn/GlgxcceeiZiNbnx1+9f4DO55wTVHjPHAxzOfYH8zbQfUZAPtGes7hbBmXnTunEfNmvbC5W0fdOLjttNZdqghvZ+2z5C9/ckg7umwm0kJd/N9ly9Y/+j3zE/qQGRweuFbMRqN9HwolPb8yduvmzj81UZeTX+S2gE5vBzyId9xOwGc4ineYXdWOGFep4v3HyEiIiIVVlJSEklJRWsuJiIiF1JBUKQUmR96CI/buuJEHilxFy8ZPpZgpTZHsdavX7ov7OZG46+epENoHAD9mc+inzMIW/AmebffDs7ONG/vwrB783j3wW0sy72BiffYl4gajhzBec6cUgnDYoHU1KvvjFuYUyfhl++ubrbe4oX2Ya/L4EBwciLvkw+Z2HEezphZSD+m/de34Nw9q+zFo+jONa7qNUvimvb2OHt3NtChTgaD7/PHnWzef+0knTvn8fPPmbi5QZ229qW0MV/to0ZgAAtf3g42G0/flsz0tMEMYD41mtUq9HWc/2rai5MTzX3i2JMcwIFkXyIDUrB07Eitf3cDYOaaSDzJ4u47s5k+/Qx/JHjR49NbL2qa4udnY/KUszw3Nh9rZCQNvn+R/2y+lcWrrfz005nzpxsM/Gt+f94MmlTw3LqdavLOj7Xo2uQojxx8liFzBuHk4cLo130u+7XKu3sIrxhfIvG4K9eO7oYBKx8tDuLx3XfTY/8bvPx8GuvoxDZacU3UxcunRUREpHJat24d69atc3QYIiKVkgqCIqXIVqMGOf/9nCC3TE4dt150/HiSjVDTCazh4aX+2tZmzbjn537ce082H6yqh7FTu0ued/cbDRkR8C3vLmvDop+NePfqhefIkfZ9167Skz0OU7++L80aeTB0qAf795fuEDP9/liGPFST36fEluj5huRk5m5tSCu3XdRv/FclzGSi1mdjyGx+LbcFr+bTY7eQumoXADu22mezNb3Oq1TiL45WNwfyEB/TJmUpLfK3cmPjJN6ckEHAv2/mp5/OcN119tmAYdfXAeDzn2oD8MmcQE4s2MSX1qHc5/0t06ekFfoa/xRVJ5PE3GD2mBvQoIE9f+v0sDc4MVud6eexgg+mm7nzzrxCl7ADDByYx3332fc1zO/WDVtAIU08PD154JdeBf9083bG2Rn+94snjeueIRV/Pv/exK0DLt9t2RYSwo29TXRmDXk2Z25tsI3wSPv/ry0wkLufCWSnS2t+5zpe/rb0v/dEREREREQqm8t8pBORkgr0z+dkkhemmBgsLVvaH8zLIynVg1YRpr9NyypdERFW3ptiBuoVfpLBwMR3ray7dztjHgllWdar5OLGR4lHwde38OcVIjPDxl09zGL6lsEAACAASURBVFzXIo2ZW1sxkLm4psFPK/ozweTGjBml19V4w2b7stXnXq7B6ut3YGzVvOhPzs/nQKMhbGAzr7WcA5zfb8YWGkrO6pU89ccZfrnZnaGDXflhdy474nyo6XKa4ODy/92J6dpWvP/4z1iaNyfv1lvB5dLLlmuEeeJFJltoA4AvGfz3jQysGHli6Y2Yoou+3LlhM2ew10K5prMbAN7XRBQcHxAZA9xQshsqhLFBXTatP83p43nwV8MdHx9YsNLA3r2ZtOlQtCX15mef4etFd7GTZjT++o2Ljtde9TF1srOx+BU/x0VERERERKoazRAUKQOBDbw5agjD/MnsgsdsK9ZwwhZEzWsuvZ9beTLe0os3ei8lISuQmdzDHIaQuD2jRNfaPjeedftq8tb30TRx2svHC/2YFTSaIXkzWLHUyNlS6sdh3bmHTTlNaex/nFhrE2b1X4whwb7s2bR1Kx4PPwwZhd+DIT6B+/gftTnC8J5xlzynaUdPPvnPNtbltOHJLgfYnlqP5rVOls4NFJeTE7kvv2xf8l1IMRDsK3YbNjw/G3X3qZp8trcL/epup24xioEAkdedn8nX6W77jEOM598muj5/TbGuV1QNoo206+J6wWM1atjo0OHyMwP/ztKyJV67l9Px9xcx1Ly4I7G1UaMrNu8RERERERGpLlQQFCkDgSEmtthaUX/OWwWPnfx5MzaMBHcIc2BkfzEY6DTn3+z7z2R+40YAdm+zF18MR47g06QJppgYrBever7I3hXJAPiQzkevJeHUqQ2ZS5bQN2g9WTlO/P5j6ezZtmdRIjl48NST2dzYLo3xmU+TNfETe+yzd/D0N51wufcByDvfLGXPHiOPPebOyZMG9q85yQ5a8Ny1S/F4dEihr3PLuMa83Houc+I7s41ruLZP+S8XLq6Z82DatDPcHrmZA5YIUgjkoaeKPwG8bo/zswED6p2/76lTzvDmG9m49Lq+VOItK7aQEKxNmzo6DBERERERkQpPS4ZFykB6ur1zQobNhzOnk/H0d+Xk6gMA1Ap3AvIdGN15QePuw+2RIdAQYve60BM4Mn0p1x/bybVD4lmZ4suhQ+l4eBR+jT3bLfgZ0zl0PA+DcyvAvgS3w5wH8L0xjXnvJdO+d82rjnXPHvvS0eadPXi9u5HOHT14f/11PA8s2hHBVG6hyW+7uO+pp5gdMIp2/wpl5vtGZn3rwx+/G+lfz75UtPOrXa64NPqx+ddyttVHOAX5MeqVm6869rJWu7aNu+7KI2/5ab4/AM3d99FpaPELzy61/OnptZZrm2UAHQseH3pP9exILSIiIhVbly5dHB2CiEilpYKgSBm46aY8fv3Vvk/goY3ptIzOZlNCCADh4UWYdleOvANdiTDGsTvB3sn1y0W1SMWfxUn+AMTuMNDuWtuln2yxsDupBk0DjmFwDrngkEvLaG6vtYavd3fl3t0ZtG13UUPaYkk+bv+zVgM3vL2ttPQ5TEyKveiVkWGf7PySx1t0m9ma+/kS7w9zaOoZR31ySEkM4t24DtQxHKFumyt3DDZ4e/HMrtvtAZfNdo9lIrqdJ3wPI29LwGAo2dL0bw5HX7BMWERERKSiCgoKcnQIIiKVlj71iZSBESPMrHjjNwD2bz5D5qT/Moln6dj6DI0aVayCIEBTzzh+TmjJDU3MfHS4Lz6c7zi8Y3XhS35NK38jNj+a6KaXrvTdNziTPJsTPXvVot8NVvKvYmLkiVNOeBiy8fprJWt9/1QOZdsbg6SfMeFMHsnZ3twR8hsAmXnurE9rzIA6G1llvIlQjtLffxUGYxGrki4uZdb8pay0e6Axv4xfyR3vtSr5RZycVBAUERGRSiEhIYGEv/aUFhGR4tGnPpEyYDBA006eGLEwd4EH1855llPGYF58zXpVs+TKyuhGC+lvnUfEsT/o5LeLH697jY20pQan2bGh8OWi+6b9Tir+tLo15JLHmz59E3vuep6xLm+ybqc/v8wqWeMSgOR0N2q6pBZ8/erVyibOGkZ+tpmMbBci3JK45RYz247XxtmYjxP2uFuMak/9r18g3jWKSV1+LPHrVwYGo4EOo1thdC5aZ14RERGRymzDhg1s2LDB0WGIiFRKKgiKlBGXiFpEcJhF+6JxJ4dfZ8cVq2tqeeo4MIBZzSYye1YW3xyKovWEm2nLZlqxle173C75HENqKstX2Y917VXIhd3dqTFtHA8tu556HOaTt0recjg5y5uaHucLivXr5pOPM0djTpOR64qPay7jxuViMtno0vgYu2jCkOBfufEuf/K7diX791XkvTGhxK8vIiIiIiIiUlWoIChSVry8GOH2BQ8zjXWD36Flr4q7x4n54YfJXLOGvL59wWDAcs01pJ0+TReXdWw5UosdOy6eceb83XcssXSnaf0zhIYWssfgOfXCeLj5an5Pasj2tdklijE514+aPuefWy/KHlP8jmzSze74uJ2lYUMrM2ZkM/7VPCK9jvPxlNSC/iHWyEhs2mdGRERERERERAVBkbL0n4gf+MjpcVyfG+noUIrPYGBkwyXUcMrglVcuniVonjmPNYYbuOnmoi1PHfJ6JJ5k8enzycWPxWzmuDWIYP/zy5frNrO3Po7bk0dGvge+HvYNCvv2zaPZTf6kx8eT36uwqYsiIiIiIiIi1ZcKgiJlyHzPPeSOHYs1PNzRoZSIT1Qwz7m/z7Jlzqxde77wZ9yxgzU7A8mzOdO9e9E6hXhf15RhtZfx7fYmnEg0FyuOvKRTpBBIzeDzDVlqNa+BF5ns3utEutUbH69/LMdWYwwRERERERGRS9InZpEydPaRRzj7xBOODqPEzHffzajM1wl1S+Hll92x/bUy2OXbb1ls7IOHu5UOHYreOvjB570w48rXLxwoVhwpe04DEFTnfFHSEBzINcbtxOzzIh1ffHwqXvdmERERESk73bp1o1u3bo4OQ0SkUlJBUEQKld+tG4YXn+Gl3OfYuNGJJUucAHBesoQlrv25/gYLrq5Fv17E4DY0NB0kJsapWHHEbUoFoFZj3/MPGo20Coxny6l6nMELH98K2L5ZRERERMpMjRo1qFGjhqPDEBGplFQQFJHLOjt6NHcPysSNHP745hjG+HgO77dyMKc2XbvmXfkCf2cwEO11lL0pgcV62m/rPDCRT/tb/C94vGVkJmexVyR9/DWciYiIiFQnhw4d4tChQ44OQ0SkUtInaBG5PIMB89TJ1CaJY7sycVqxgiXYm3UUdf/Av4sOTmH/mdpYLFc+95xfd9ejg+sWfINdLnj8mvbnhzCfgOLNOhQRERGRym3Lli1s2bLF0WGIiFRKKgiKyJW5u1PHJZmkVA9M27Yx22kYUQ0t1K9f/H37ourmYMaV+MNXPjcvD1580Y2taQ3oG7bt4mvdFFLwd++6fsWORURERERERKQ6UkFQRIqklmcaSVm+7N6Qzbr8a7lnWPE6BZ/TMNremWT/xsxCzzGtXcvpXg9wa/Qxpk5142HTJzzaJeai8ywdOxDqlQaAV/3iLUMWERERERERqa5UEBSRIqntk0liTiBP7R2Jh9NZBg8uWUEwuo0bLpxl2S+2Qs/Z+e5q2m34mNj0MGZ7P8hHpscw3XDtxSc6O9P/HjcAXF0Lv56IiIiIiIiInKeCoIgUSe3AXPJxZoXtJt68608CAkpWgPOKrsUQZjP7l5qYB/4bzpy54LgxLo4P/mgPzi6s3GClT8JbpB8/Tt6tt17yei+/nMtXX2Vx7bXF2JRQREREREREpBqrULvwjxkzhr1792IymQAICAhg+vTpAMTExDBt2jROnjxJdHQ0o0ePJjg4GACbzcaMGTP49ddfAejRowfDhw/HYDA45kZEqqDQkPMNRO4e4Vzi61gbNGBU6Gt8kXQfM1bW55Hffye/l71JScJ3W3jyIRsrGMSdrWJp0KC2/UmX+V52doabby5+cxMRERERqdx6/fUzpIiIFF+FmyE4YsQIvvvuO7777ruCYmB6ejoTJ05k6NChzJkzh8jISCZNmlTwnMWLF7N+/XqmTJnC1KlT2bhxI4sXL3bULYhUSUGh9t8ftDJsxdCoYckv5OpK5K+TuCFkN1N5jLzf/iw49Mz4AFbQDYCu/VwKu4KIiIiICN7e3nh7ezs6DBGRSqnCFQQv5Y8//iA8PJzOnTvj4uLCkCFDOHz4MImJiQCsWLGCAQMGEBgYSEBAAAMGDGD58uUOjlqkamnV0swjfMT3TceC09VNLrbVrs0TH4ZxhDrcPfs2bDZIOmzm12Mt6Ru6iZYNs+g+PLiUIhcRERGRqmjfvn3s27fP0WGIiFRKFa4g+OWXXzJkyBCeffZZduzYAUBCQgIREREF57i5uRESEkJCQsIlj0dERBQcE5HS4RwayEc8Su02QaVyva5d83mz16/8knE9Swd+yaFZmwB45KEcftuQj7+/moSIiIiISOG2b9/O9u3bHR2GiEilVKH2EBw+fDhhYWE4OzuzevVqXn31Vd5//31yc3Px8fG54FxPT09ycnIAyM3NxcPD46JjNpvtgn0EFy9ezJIlSy4bw5gxYwDIzMwsrduqUGw2W5W9Nylbzl5eeAHZDRuSVcwcKizvbv+gEZ+0S+bV325ixKpPgJsJ7llXOSpXReOcOILyTsqbck4coaLlncVibypXkWKS0lPR8k2qh6qWd25uboUeq1AFwejo6IK/d+vWjdWrV7Np0ybc3NzIzs6+4Nzs7Gzc3d0B+w2eKw7+/dg/m4r07t2b3r17XzaGEydOAFTZvSgyMzOr7L1JGWvbluzJkzHcfjveXl7FemqheecN//eWMw8+WJPJ/AcPp7NENvK5XA8RkSvSOCeOoLyT8qacE0eoaHl3rhllRYpJSk9FyzepHqpT3lW4JcP/ZLPZCA8PJy4uruCx3Nxcjh07Rnh4OADh4eEcPny44Pjhw4cLjolIKTEYMA8fDsUsBl7JwIF5NG5s4ZAtggaNTSoGioiIiIiIiJSxClMQzMrKYsuWLZjNZiwWC7/99huxsbG0bt2ajh07Eh8fz9q1azGbzXz99ddEREQQFhYGQNeuXZk/fz4pKSmkpKQwb948unXr5uA7EpGiMBrh+edzAYiMtDo4GhEREREREZGqr8IsGbZYLMycOZOjR49iNBqpU6cOL7zwAnXq1AHse/tNnz6dd999l6ioKJ555pmC5/bu3Zvjx48zatQoAHr27HnFpcEiUnH07ZvHsGFn6dUrz9GhiIiIiEgl0bdvX0eHICJSaRlycnLUyvNvzu0h+M8mJlVFdVoPLxWH8k7Kk/JNHEF5J+VNOSeOoLyT8qR8E0eoanl3uaYiFWbJsIiIiIiIiEhR7dq1i127djk6DBGRSkkFQREREREREal0VBAUESk5FQRFRERERERERESqERUERUREREREREREqhEVBEVERERERERERKoRFQRFRERERERERESqESdHByAiIiIiIiJSXP3793d0CCIilZYKgiIiIiIiIlLpODs7OzoEEZFKS0uGRUREREREpNKJiYkhJibG0WGIiFRKKgiKiIiIiIhIpbN//37279/v6DBERColFQRFRERERERERESqERUERUREREREREREqhEVBEVERERERERERKoRQ05Ojs3RQVQkJ06ccHQIIiIiIiIiIiIiVy04OPiSj2uGoIiIiIiIiIiISDWiGYLVzJNPPsnkyZMdHYZUM8o7KU/KN3EE5Z2UN+WcOILyTsqT8k0coTrlnWYIioiIiIiIiIiIVCMqCIqIiIiIiIiIiFQjKgiKiIiIiIiIiIhUIyoIioiIiIiIiIiIVCMqCIqIiIiIiIiIiFQjKgiKiIiIiIiIiIhUIyoIioiIiIiIiIiIVCMqCIqIiIiIiIiIiFQjprFjx77k6CCkfEVGRjo6BKmGlHdSnpRv4gjKOylvyjlxBOWdlCflmzhCdck7Q05Ojs3RQYiIiIiIiIiIiEj50JJhERERERERERGRakQFQRERERERERERkWpEBUEREREREREREZFqRAVBERERERERERGRakQFwSokNTWV+fPnOzoMEZEyo3FORKoDjXUiUtVpnBNxPCdHByClY8aMGSxcuJDc3FxatmxJREQENpsNg8Hg6NCkClu4cCHt2rUjODjY0aFINaBxThxB45yUN4114gga66Q8aZwTR9A4dzHT2LFjX3J0EFJyv/32G2PHjsVqtTJs2DCsViu1atUiNDRUA6qUmX379jFhwgSWLl1KSkoKnTt3dnRIUoVpnBNH0Dgn5U1jnTiCxjopTxrnxBE0zhVOS4Yrsfj4eDZt2sTIkSOZMGECHTt2ZP/+/aSnpwNgsVgcHKFUVcePH6dZs2a88847rF+/nh07djg6JKmiNM6Jo2ick/KksU4cRWOdlBeNc+IoGucKpxmClUxeXh4ARqMRPz8/OnXqRFhYGPn5+RiNRo4ePUpcXBydO3fGaFS9V0pHXl4eBoOh4Dd3QUFBhIWFUa9ePU6fPs3SpUvp06ePg6OUqkLjnDiCxjkpbxrrxBE01kl50jgnjqBxruhUEKxE5syZw7Rp09i1axdms5nw8HCMRiP5+fk4Odm3g9y7dy95eXm0bt0ak8nk4IilKjiXd7GxsZjNZurWrYuLiwve3t4AtG7dmi+++AIfHx8iIyOxWq2a8i8lpnFOHEHjnJQ3jXXiCBrrpDxpnBNH0DhXPCoIVhLz5s1j5cqVPP7441itVhYuXEheXh4NGjTA2dkZi8WC0WgkNTWVX375hUGDBjk6ZKkCLpV3ZrOZBg0aYDKZyMvLw8nJCU9PT2bNmkXPnj1xc3MreL42B5bi0DgnjqBxTsqbxjpxBI11Up40zokjaJwrPhUEKzibzYbFYmHRokVcf/31dOzYkSZNmgAQGxtLfn4+9evXB8BgMODi4sL69euJiIggKCjIkaFLJVbUvDs3Fbthw4YsX76cnJwcvL29+f7772nTpk21G1ClZDTOiSNonJPyprFOHEFjnZQnjXPiCBrnSk4L9Ss4g8GAk5MTycnJpKWlFTzepUsXQkNDiYmJISUlpWDPBZvNhru7u/ZgkKtSnLw7twHw/fffzzfffMOTTz5ZsF+ISFFonBNH0Dgn5U1jnTiCxjopTxrnxBE0zpWcvvMqOKvVCkD37t1Zu3Ytubm5AHh5edGsWTOys7OJi4srOL927dqkpKSQkpLiiHCliihO3plMJubPn88rr7zCTTfdxMyZMxk5cqSjQpdKSOOcOILGOSlvGuvEETTWSXnSOCeOoHGu5LRkuIJITEzEarXi7u5+0dp1g8GAyWRi3759nD59mmbNmgEQGhrK3LlzadCgAfXq1SvYi6F79+5ERkY66lakEomNjSUjIwN/f/+LjhU17wCysrLo3r07AwYMwNXVtTxvQSqR0sg3jXNSXDExMRw8eJA6depctBRE45yUhdLIOY11Ulw7d+5kwYIF1K5dGy8vrwuOaayT0lYa+aZxToorOTkZABcXl4uOaZwrGc0QrABWrVrFo48+ysqVKwF7Mp9bB3/uB8mQkBCuu+46li9fTmJiYsFzg4ODC6a4nuvM9M9BWeSfTp48yYsvvsibb77JmTNnLjhW3LwDaNu2LS1btiyf4KXSKc180zgnRZWZmcnLL7/M66+/TkpKSsFvi0HjnJSN0sw5jXVSVCdPnmT8+PG88MIL/PTTT3h4eACU6LMEaKyTyyvNfNM4J0WVkpLCuHHjePXVV3nppZdYs2ZNQR7l5+drnLsKmiFYAaxbt460tDQ8PDzw8PAgODgYoGAvhQ8++IDU1FSuv/56kpOTmTNnDgArVqwgNjaWwYMHF7TRFrmSb775hkmTJtGiRQsmTpxISEjIBceVd1KalG/iKIsWLSIzM5PJkycTHR2Ns7MzYP/QoryTsqCck/L2wQcfMH36dFq2bMlbb73Fzp07cXFxKdg8X3knpUn5Jo6QkZHBxIkTqVu3LuPGjePIkSPs2rWLevXq4efnp7y7SioIOpDVasVgMBAfHw/Yq9uZmZk0bNgQZ2dn9uzZwxNPPIHBYODOO+/Ez8+Pdu3aYTQaSUhIIDMzk2eeeeaiD9gilzN//nwCAwN55plnAPuUf4PBgLOzc8E068cee0x5J6VC+SaOYLVamT9/Pu3btyciIoJVq1YRGxuLi4sL7u7uHD16lEceeQSj0ai8k1KhnJPylpeXx549e3jsscfo0qULZ8+eZd26dYSEhBAVFYXVamX//v08/vjjeo+Vq6Z8E0fZt28f27ZtY9SoUbi5uREVFcWsWbPo2bMn3t7e+ixxlQw5OTk2RwdRXZw9exZXV1csFkvBFGmAjz/+mA4dOpCamsqaNWvo168frVq1Iicnh7i4OBo3bgzYC4ZOTk6A/QdPdWOSojiXd2azGRcXF5KSknjllVe44YYb2LBhAxaLBRcXFzw9PXn66adxcXHh8OHDyjspEeWbOMI/31+zs7MZO3YsQ4cOZdWqVezfv5+6deuSlJREly5dGDBgAHv37lXeSYkp58QRzuXd3/MHzufTa6+9hpeXF0888QRAwUb6TZo0ueA8UN7JlSnfxBH+mXdJSUk8/PDDTJgwgRYtWhAbG8vnn3/OwIEDiYyMJCAggAMHDuj9tYQ0Q7AcZGVlMWXKFJYsWUK3bt0KkvLcDMFdu3ZhNpu58cYb2bt3L/Hx8axfv54aNWrQpEkTbDYbVqv1goH4n5tUi/zTP/POZDJhsVjw9fUlJSWFRYsWMWjQIEaNGkXTpk1Zt24dp06domnTptSqVUt5J8WifBNHuNT7q8ViwdXVle3bt7N8+XLCwsIYP348nTt3xsPDg7Vr1xIYGEizZs2wWCzYbDblnRSZck4cobDPEkBBM0KDwYDZbGbLli1cf/31ODs74+TkRHBwsN5jpViUb+IIhb2/+vr64uHhwY4dO/jiiy/46aef6NKlC1u2bGHjxo34+fnRokULvb+WkMqlZezYsWNMmjSJEydOkJKSwpIlSwAKuiqBfXPWRo0a4erqSmZmJitWrCApKYmIiAjgfMcckaIqLO/OtWQfOnQoY8eOpU+fPhgMBsLCwrjttttYt25dQdcm5Z0UlfJNHKGwvLPZ7AsfBgwYQEpKCidOnCA/Px+Axo0bYzAYyMzMBOwbmivvpKiUc+IIl/ssAVywd5vBYMDNzQ2z2Vzw73N/Ku+kKJRv4ghX+izRv39/brnlFmrVqsWnn37Kvffey8iRI3F3d+fQoUOA3l9LyunKp8jV6tKlC5GRkezYsYN58+Zx00034eLiUjCdtWbNmnz++edkZ2fj4eFBx44dATh16hTh4eEOjl4qq8Ly7tzypnPT+S0WC05OTri6uuLj40NWVha+vr4Ojl4qG+WbOEJheQcQFhbGjTfeyMaNG0lPTycgIIDg4GByc3MJCAhwcORSWSnnxBEKy7tzy+HOzdpq3rw5H330Ebm5ufj6+hY8LlIcyjdxhCt9lti7dy/79u0reD8NDg4mLS2NsLAwB0deuWnJcClLTEwkISEBNzc33Nzc8PDwIDQ0lMDAQPz9/YmJiSExMZHWrVsXDJi7du3i6NGj9OnThxEjRhAUFMSxY8do1qyZ2rBLkRQn74CCqf7nijOJiYl8+umntGrVivbt2zv4bqSiU76JIxQn76xWK87OzrRq1YrffvuNP//8k+TkZL788ks8PDzo1asXbm5ujr4lqeCUc+IIxcm7vy/fPLdUbtu2bXh4eBAZGanijFyR8k0cobh5ZzQa8fb2Zvny5aSlpZGfn897772HzWbj5ptvVs3kKqggWEosFgsffvghn332GUlJSfz0008EBwcTFhaGs7MzAK6urnh6erJgwQLatGmDr68vBoOB0NBQ+vTpQ3R0NAABAQG0bdtWiS1XVNK8s1qt5Ofnk5iYyNSpU/nqq6/o0aMHg/+fvTsPi7Lc/zj+HoYd2QSEFFFxTTK3ct9NM/dMLU1TT2WeFtPOL7PFOqaWZVnW6bSaaZpLmmWWK665a+JaqKCisogoCLLPzO8PDlMTaKDIgHxe19WVPOv3Gb5Yfryf+x4yxM5PJGWZ+k3s4Xr7LicnBycnJ5o1a0blypWJjo6mYcOGPPXUUwpm5JrUc2IPN/LfWMj7y7fMzEx+/fVX2rVrh7+/vz0fR8o49ZvYw/X0nY+PDwAeHh5Ur16dyMhIdu3axV133cW4ceOUmdwgBYIl5PTp02zevJm33nqLe++9l6ysLBYvXkxoaChVqlQBwMHBAR8fH2JiYqwTsAI4Oztbh2Hrb1akOK637/L7zM3NDbPZzNixY2nSpIk9H0XKAfWb2MP19p3RaCQnJwcvLy9q1qxJy5YtCQsLs/PTSHmgnhN7uJH/xubPTe7s7Ey7du0ICAiw89NIWad+E3u4kcwkJyeH4OBgWrRoQdeuXWnUqJE9H+WWoUDwBqSnp2M0GjEYDOzatYs9e/YwePBgAMLCwoiMjOTMmTPUqFHDmlw7OjoSHBzMqlWriI2N5fPPP7f+j6PCQCmKkuo7b29v6tSpQ+3ata1/IyPyV+o3sYeS7LuaNWsCWmlOrk09J/ZQ0n+WAGxWhBX5M/Wb2ENJ//fVwcFBfVeCFAheh9jYWGbMmMGOHTvYtm0bDRo0wNHRkaioKEJDQ6lcuTIAVatWZc2aNVSrVs062aWDgwOxsbGsXr2a+Ph4HnroIbp06WLPx5FyQn0npUn9JvagvpPSpp4Te1DfSWlSv4k9qO/KB0WrxbR27VpefvllQkNDGTVqFGlpaSxatAiz2YyPjw/79++3HlurVi1q1KjBxo0bgbx35qOiopg0aRLdunVjzpw53HPPPfZ6FClH1HdSmtRvYg/qOylt6jmxB/WdlCb1m9iD+q780AjBYtq+fTstW7Zk4MCBeHt706RJE/773/8yZMgQUlJSiIqKwtPTk6CgICAv3d6yZQtdu3bF2dkZd3d37r//flq2bGnnJ5HyzBbpigAAIABJREFURH0npUn9JvagvpPSpp4Te1DfSWlSv4k9qO/KD0d7F1De3Hfffdb5r3JycnBxcSEoKIjs7GzatWtHfHw8K1as4LbbbqNKlSocO3aMpk2bWleX0ypzcj3Ud1Ka1G9iD+o7KW3qObEH9Z2UJvWb2IP6rvxQIFhM+UuqWywWnJyciImJwWKx4O/vj5OTE3369OHrr79m8uTJeHh4cO7cOf71r3/ZuWop79R3UprUb2IP6jspbeo5sQf1nZQm9ZvYg/qu/FAgeJ3yV447dOgQ1apVsybgNWrU4MUXXyQ6OpqYmBi6du1qzzLlFqO+k9KkfhN7UN9JaVPPiT2o76Q0qd/EHtR3ZZ8CwetkMpkwGo0cP36cZs2aAfDzzz9z7tw5Bg8eTN26dalbt66dq5RbjfpOSpP6TexBfSelTT0n9qC+k9KkfhN7UN+VfQoEr5PRaMRkMpGamkpKSgoTJ04kISGBZ599Fm9vb3uXJ7co9Z2UJvWb2IP6Tkqbek7sQX0npUn9Jvagviv7FAjegDNnzhAREcGpU6fo378/AwYMsHdJUgGo76Q0qd/EHtR3UtrUc2IP6jspTeo3sQf1XdlmyMjIsNi7iPIqJyeHn376iZ49e+Ls7GzvcqSCUN9JaVK/iT2o76S0qefEHtR3UprUb2IP6ruyTYGgiIiIiIiIiIhIBeJg7wJERERERERERESk9CgQFBERERERERERqUAUCIqIiIiIiIiIiFQgCgRFREREREREREQqEAWCIiIiIiIiIiIiFYgCQRERERERERERkQpEgaCIiIiIiIiIiEgF4mjvAkRERESkfHjvvffYsGEDAA4ODri7u1OtWjWaN29O79698fT0LPK1Ro8eTadOnRg6dOjNKldERERErkKBoIiIiIgUWVhYGC+88AJms5m0tDSOHTvGsmXLWLVqFW+++SbVqlWzd4kiIiIi8jcMGRkZFnsXISIiIiJl33vvvUdSUhJTp0612Z6ens6zzz5LlSpVmDZtGidOnODrr78mKiqKrKwsgoODGTZsGM2bNwfgxRdf5PDhwzbX+OKLLwgMDCQ2NpavvvqKgwcPAlC3bl0effRRatasab3XZ599xr59+0hLS8PHx4e2bdvy2GOP3fwPQEREROQWoRGCIiIiInJD3N3due+++/jqq69ISUkhIyODDh068Oijj2I0GtmwYQNTp07lP//5D9WqVeOll15i3LhxtGnThgEDBgDg5eXFpUuXeOGFF2jdujXTp0/H0dGRn376iZdeeomPP/4Yb29va9D4yiuv4OvrS1JSEjExMXb+BERERETKFwWCIiIiInLDatSogcViISEhgUaNGtnsGz58OLt37+aXX37hwQcfxNPTE6PRiJubG76+vtbjVq1aRWBgIE8++aR12+jRo9m7dy+bNm2iX79+JCYmEhoaSv369QGoUqUKt99+e+k8pIiIiMgtQoGgiIiIiNwwi+WPWWhSUlJYsGABBw8eJDk5GZPJRHZ2NomJide8xvHjxzlx4gSDBg2y2Z6dnU1sbCwAPXv25M033+TEiRM0btyYZs2a0axZMxwcHEr+oURERERuUQoERUREROSGxcTEYDAYCAoK4r333iMxMZFRo0YRGBiIs7MzM2bMICcn55rXMJvNNG7cmCeeeKLAPg8PDwCaNWvGl19+ya+//sqhQ4eYOXMmNWrUYOrUqRiNxpvybCIiIiK3GgWCIiIiInJD0tPT+fnnn2ncuDFeXl4cOXKEkSNH0rJlSwAyMzOJj48nJCTEeo6joyNms9nmOnXr1iU8PBw/Pz9cXFyuej9PT086duxIx44dueeee3j++ec5c+aMdeEREREREbk2BYIiIiIiUmS5ublcunQJi8VCWloakZGRLFu2jJycHP75z38CUK1aNTZt2kTDhg0xm80sWLCgQPgXGBjIb7/9xvnz53FxccHT05NevXqxbt06pk2bxoMPPoi/vz8XLlxg37593H333dx+++3MmzePOnXqEBISgoODA5s3b8bNzY2AgAB7fBwiIiIi5ZIhIyPD8veHiYiIiEhF995777FhwwYAHBwccHNzIzg4mObNm9OnTx8qVaoEwKlTp/joo4+Ijo7Gx8eHAQMGsGPHDvz8/Bg/fjyQN1/gRx99xJkzZ8jOzuaLL74gMDCQ8+fPM2/ePPbv3096ejq+vr6EhYXx8MMPExQUxKJFi9i6dSvnz5/HwcGBWrVqMXz4cMLCwuz2uYiIiIiUNwoERUREREREREREKhAtxyYiIiIiIiIiIlKBKBAUERERERERERGpQBQIioiIiIiIiIiIVCAKBEVERERERERERCoQBYIiIiIiIiIiIiIViAJBERERERERERGRCkSBoIiIiIiIiIiISAWiQFBERERERERERKQCUSAoIiIiIiIiIiJSgSgQFBERERERERERqUAUCIqIiIiIiIiIiFQgCgRFREREREREREQqEAWCIiIiIiIiIiIiFYgCQRERERERERERkQpEgaCIiIiIiIiIiEgFokBQREREpJRERETQp08fNm7caN0WGxtLnz59WLx4cZGu8e6779KvX7+bVeINM5lM9OnThw8++MDepUghJkyYwOjRo/922826l4iIiJQNjvYuQERERMqnzMxM1qxZw/bt24mJiSEjIwNPT09q165Nu3bt6Ny5M0aj0d5lFtnp06d5+umnadmyJa+88spVj1u/fj2zZs1i+PDhDB48uBQrLBnbt2/n9OnTDBkyxN6lEBERwaRJk3jsscfKdMh5I9599102bdpk/drBwQEvLy/q16/PwIEDadCggf2KKwHff/89Xl5edOnSxd6liIiISDEoEBQREZFii42N5fXXX+fcuXM0adKEQYMG4eXlRXJyMgcOHGDWrFmcOXOGUaNG2bvUIqtRowb169dn7969JCcn4+PjU+hx69evx8HBga5du5bIfW+77TaWLVtWauHpjh072LJlS5kIBCuSp556ChcXF3Jycjh58iRr165l3759TJ06lbCwMLvWNm3atOs+9/vvvyc4OLjQQPBGrisiIiI3lwJBERERKZasrCxef/114uPjefHFF2nTpo3N/oEDB3Ls2DGOHz9+zeukp6fj7u5+M0sttm7duhEZGcmmTZvo379/gf2xsbEcOXKEu+66Cz8/vxK5p8FgwNnZuUSuJWVXu3btqFSpkvXrhg0b8vbbb7N8+fJrBoKl8XPi5ORUrq4rIiIiN06BoIiIiBTL2rVrOXfuHA888ECBMDBfvXr1qFevnvXrRx99lCpVqvDYY48xd+5cIiMjqVSpErNnzwYgJSWFb775ht27d1tH57Vo0YKHH34YLy8v63Wys7NZunQpW7ZsITExEScnJ/z9/WnWrBn/+Mc/rMft2bOHZcuWERMTQ1ZWFl5eXtStW5cRI0ZQrVq1qz5b+/bt+eKLL1i/fn2hgeD69esBuOeee6zbLly4wPfff8+BAwdITEwkOzuboKAg7rnnHvr16/e3I/9iY2N54oknGDZsGA8++KB1e1ZWFvPnz2fz5s1cuXKFmjVrMnz48EKv8fvvv7Nq1Sp+++03kpKSMBqN1KpViwEDBtCyZUvrcRMmTOC3334DoE+fPtbtzz33HJ07dwYgKSmJRYsWWUdKenl50aJFC4YNG4a3t7fNfU+dOsXs2bP57bffcHZ25q677mLkyJHXfN7rceXKFZYtW0ZERATx8fFkZGQQEBBAu3btePDBB3FxcbEeazab+eGHHwgPD+f8+fMAVK5cmYYNG/LUU09Zvx9HjhxhyZIlREdHk5aWhpeXF6GhoQwZMsSmd+Pj41mwYAERERGkpaUREBBA+/btGTx4sM19i6tp06ZA3vc/38iRIwkODmbkyJHMnTuXY8eO4e3tzWeffQbk9f/y5cvZvHkz8fHxODs7ExYWxrBhw6hVq5bN9VNTU5kzZw47d+4kJyeHevXq2fyM/NmECRNITk623idfbGwsixcv5sCBA6SkpFh/joYMGULNmjWtPyNJSUk2/TRnzhz8/f2vet1Dhw6xePFijh07hslkonr16vTu3dvm5+rPdb3xxhvMnj2b/fv3k5ubS1hYGE888QRVq1YtzkcuIiIif6JAUERERIpl27ZtAPTo0aNY5yUmJvLyyy/Trl072rRpQ2ZmJpAX9kyYMIG4uDjuueceateuTXR0NKtWreLgwYO8++671hFSn3zyCevWraNLly7069cPs9lMbGwsBw8etN7n0KFDTJ06lRo1ajBo0CA8PDy4ePEiERERxMXFXTMQdHd3p02bNmzYsIFjx47ZBENms5mNGzfi7e1tE7JFR0ezc+dOWrduTVBQELm5uezdu5c5c+aQkJDAP//5z2J9Tvneeust9uzZQ8uWLWnatCmxsbFMmzaNwMDAAsdu376dc+fO0aFDBwICArh8+TLh4eFMnTqVCRMm0L59ewAeeughFi1aRGRkJOPGjbOef/vttwN54deECRMwm81069aNoKAgYmNjWbVqFYcOHWLmzJnW70VsbCwTJ07EZDLRu3dv/Pz82L17N5MnT76u572WCxcusH79etq0aUOnTp0wGo0cPHiQpUuXcvLkSV577TXrsQsXLmTRokW0bNmSnj17YjAYSEhIYOfOnZhMJoxGI2fOnOHVV1/Fz8+Pvn374uPjw6VLlzhy5AinTp2yft/j4+N57rnnyMzMpGfPntx2220cPHiQJUuW8Pvvv/P6669f96ve+UHgnwNvgPPnz/PKK6/Qrl072rZta/05ycnJ4dVXXyUyMpIuXbrQp08f0tLSWLNmDc8//zxvvfUWtWvXth47adIkoqKi6NKlC/Xq1SMqKopXXnkFDw8PHBz+fl3ByMhIJk2aZO2FkJAQUlNTOXToEJGRkYSGhvLcc8/x2WefUblyZQYOHGg9988jIf9qx44dTJ8+ncqVKzNgwABcXV3ZvHkzs2bNIiEhgYcfftjm+IyMDCZOnEjDhg155JFHiIuLY+XKlUybNo0PP/ywSM8iIiIiBSkQFBERkWKJiYnBzc2NoKCgYp2XkJDA008/zb333muzfdmyZcTGxjJmzBh69epl3R4aGsonn3zCd999x7Bhw4C8MKF58+aMHz/+qvfZtWsXZrOZ119/3WYewIceeqhIdXbv3p0NGzawfv16m0AwIiKCCxcu0K9fPxwd//hfqMaNG/P5559jMBis2/r168eMGTNYvXo1Q4YMuep8hFezd+9e9uzZQ7du3Rg7dqx1e8OGDZk+fXqBEGTo0KG4urrabOvTpw9jx45lyZIl1kCwWbNmbNy4kcjISOuIwD/79NNPsVgszJo1y+aV6DZt2jBhwgR+/PFH6yjGefPmceXKFaZPn2595bVXr15MmzaN6OjoYj3v36latSpz5syxCd969erF3LlzWbp0KSdOnKBOnToA7Ny5k5o1axZYGObPIxf37dtHdnY2EyZMsJ5XmLlz55KamsrkyZNp1qyZ9b6ff/45K1asYNOmTUWeSzItLQ2TyURubi4nT560jo7969x7cXFxPPvsswVGy/34448cPXqU119/nSZNmli333fffTz99NPMmTOHqVOnAnmjeKOionj44Ydt+j44OJg5c+Zw2223XbNWs9nM+++/j8lkYubMmdSoUcO6b/DgwZjNZgwGA507d2bu3Ln4+voW2k9/lZuby6effoq7uzszZ87E19cXyPtMX3zxRZYsWULXrl1tfm9JTk7m0UcftRmx6+Xlxbx58zh06BCNGzf+2/uKiIhIQforNRERESmW653TzNPTs0DIAXkBjre3d4ERhz169MDLy4sdO3ZYt7m7uxMTE8Pp06eveh8PDw8gb9ScyWQqdp1hYWFUq1aNLVu2kJ2dbd2e/7pwt27dbI53cXGxhoE5OTmkpqaSkpJC06ZNMZvNnDhxotg17Ny5E4ABAwbYbG/btm2hYc6fw8DMzEwuX75MVlYWjRo14vTp09ZRZteSmprKvn37aNWqFY6OjqSkpFj/CQoKIjAwkP379wNgMpnYs2cP9evXt5n/zsHBoUDNJcHJyckaBubm5pKWlkZKSoo1GDt27Jj1WHd3dxITE62vRhcmv3937txp8z3+s/xnrFu3rjUMzJe/uvSfe/PvPP744wwbNoyRI0cyefJkkpOTGTVqFN27d7c5zsfHp9AFOjZu3EhISAi1atWy+d6YTCYaN27M4cOHycnJsT6Xo6NjgZWbe/fuXSA4LsyJEyc4e/Ys3bt3twkD813vqLzjx4+TlJRE9+7drWEg5H1/77//fsxmM7t27bI5x2g02vxFAcCdd94J2L5uLSIiIsWjEYIiIiJSLO7u7mRkZBT7vKCgoEJfr0xISKBOnToF9hmNRqpVq0ZUVJR12+OPP87MmTN5+umnCQoKolGjRrRo0YIWLVpYQ4pevXqxc+dOPv74Y7766isaNmxIs2bN6NixY4E58K7mnnvuYe7cuezYsYOOHTuSlpbGzp07qVevXoGAJDc3l2+//ZaNGzcSHx+PxWKx2Z+Wllake/5ZfHw8RqOx0PAvODiYhIQEm22XLl3i66+/Zvfu3aSkpBQ458qVK38bBJ09exaLxcLq1atZvXp1ocfkf8aXLl0iOzub4ODgAsdUr179mve5XitXrmT16tWcOXMGs9lss+/Pn/GIESN44403mDBhAn5+fjRq1Ii7776bNm3aWEd2durUic2bN7N48WKWL19OgwYNaNasmfWVa8gbmZaVlUVISEiBWry9vfHx8SnwfbiWl19+GVdXVxwcHPDy8iI4ONhmpGm+oKCgQgO3s2fPkpubax0tW5jU1FQqV65MQkIClStXxs3NzWa/s7MzgYGBVw1B8+UHbaGhoUV5tCLL/7wK+0zzt8XHx9ts9/PzK7A4iaenJwCXL18u0fpEREQqEgWCIiIiUiwhISEcOXKE+Pj4Yr02fCMLMORr1aoVs2fPZu/evRw+fJiIiAjWrVtHWFgYU6ZMwcnJCS8vL2bOnMnRo0fZv38/R44cYfbs2XzzzTf8+9//pkGDBn97n65duzJ//nzWr19Px44d2bx5Mzk5OQVGBwJ89tlnrFq1ig4dOvDQQw/h5eWFo6Mjx48fZ968eQUCwqK41jl/3Wc2m5k0aRKxsbH07duX2rVrW+eJW7t2LVu3bi1SDfnHdOnS5aqvf+Z/D/OP/fNr0kWp/XotW7aMr776imbNmtG3b18qV66Mo6MjiYmJfPDBBzb3bNiwIZ999hn79+/n4MGDHDx4kE2bNhESEsJbb71FpUqVcHZ2Ztq0aURGRvLrr79y5MgR5s+fzzfffMOECRNo2bJliT/HHXfccc259fJd7efEYrEQGhrKqFGjrnpuflBmsVgK/d7k7yuqq13jel3PZ3q9czSKiIjItSkQFBERkWJp06YNR44cYe3atTzyyCM3fL3AwEDOnTtnXfAhn8lkIjY2tkDo6OnpSefOnencuTMWi4W5c+eybNkydu3aRbt27YC8EKFRo0Y0atQIgJMnTzJ+/HgWL15sswDF1fj6+tK8eXP27t1LYmIi69evx8XFhQ4dOhQ4dtOmTdx55508//zzNtvPnj1b7M8iX/7iFXFxcQVG4Z07d87m6+joaE6fPl1gvjiAVatWFeueBoMBk8lkM0ddYSpXroyzszNnzpwpsO9GnvtqNm7cyG233ca///1vm5Bq9+7dhR7v7u5O27Ztadu2LQArVqzg888/L7B6dP369alfvz6Qt5jH2LFjmT9/Pi1btsTX1xcXFxdiYmIKXP/y5cukpKRYzy0NVatWJSUlhcaNG/9tUBcUFMThw4fJyMiwGSWYnZ3N+fPnbV7XLUz+wjtRUVGFvub/Z8UJDfNHvBb2meb3UnHnJhUREZHrozkERUREpFi6d+9OtWrVWL58uXWuu786ceIEP/30U5Gu16pVK1JSUli7dq3N9jVr1pCSkkLr1q2BvIDwr6/fGgwG62uNqampAIW+MhscHIyzs7P1mKLo1q0bZrOZ2bNnc+LECdq2bVvo3ImFvd6Znp7OihUrinyvv8pfxfi7776z2b5t2zbi4uIKvf9fR1+dPHmy0MDMzc0Ns9lMenq6zXZfX1+aNm3Ktm3bbObky2exWKyfrdFo5O677yYyMpIjR47YHPPXmktCYc+Ym5vL0qVLCxxb2Pc/f/Xd/P4p7JiAgAC8vLysx+Q/4/Hjx4mIiLA59ttvv8VisVh7szR07tyZpKSkq/bVpUuXrL9u1aoVubm5/PDDDzbHrFy5skjzSdauXZvg4GDWrl1baOj75++Dq6trkX+u6tati5+fH+vWrSM5Odm6PScnh+XLl+Pg4GCzgreIiIjcPBohKCIiIsXi6urKq6++yuuvv860adNo2rQpTZo0wcvLi5SUFA4ePMj+/fuLvLjEAw88wLZt2/jkk0+IiooiNDSU6Oho1q1bR7Vq1azXycjIYMSIEbRo0YLQ0FDrHG4///wzlSpVokWLFgD85z//4cKFCzRt2pQqVaqQnZ3N1q1bycjIKHSxhqu5++678fX1Zdu2bQBXHSnVpk0b1q1bx4wZM7jzzju5dOkS69atw8vLq8j3KuzezZs3Z926dVy+fJmmTZsSGxvL2rVrqVGjhk1IExISQnBwMEuXLiUjI4Nq1apx9uxZ1qxZQ40aNWzmYIS8UXGrVq3io48+onnz5jg6OtKgQQOqVKnCU089xQsvvMALL7xAly5dCA0NxWQykZCQwM6dO+nevbt1leFHHnmE/fv38+9//5vevXvj5+fHrl27rmtet4iIiEKDqvzFZtq2bcv8+fOZPHkyrVq14sqVK2zevLnQOfieeOIJwsLCqFevHpUrV+bixYusXr0aJycn6wjShQsXcvDgQVq0aEFgYKB1MYu4uDgGDRpkvdaIESM4cOAAU6ZMoWfPngQFBXHo0CG2bdvGnXfeSadOnYr9rNerf//+HDhwgC+++IKIiAgaNWqEm5sbiYmJHDx4EDc3N6ZMmQLkhfZr1qxhwYIFxMXFUb9+fU6cOMGOHTsIDAz823s5ODjw7LPPMmnSJJ577jm6d+9O9erVSUtL4/Dhw7Ro0YKePXsCef20YcMGFixYQLVq1ayhXmGvPhuNRp544gmmT5/Oc889x7333ouLiwtbt27l2LFjPPTQQxohKCIiUkoUCIqIiEixVa1alffff5/Vq1ezfft2lixZQmZmJp6entSpU4dx48bRsWPHIl3Lw8ODt99+mwULFrB7927Wr1+Pj48PPXr0YOjQodZReS4uLvTt25cDBw5w4MABMjIyqFy5Mi1btmTQoEH4+fkBeSOpwsPD2bBhAykpKbi7u1O9enUmTpxofYW0KIxGI126dGHZsmXcdttt3HHHHYUeN3r0aNzd3dm2bRs7duwgICCAnj17UqtWrSK9nnw1EydO5Ouvv2bLli3s37+fmjVr8vLLLxMeHm4TCDo6OvLaa6/x5ZdfEh4eTmZmJjVr1uRf//oXx44dKxAIdurUiZMnT7J161Z++eUXzGYzzz33HFWqVKFKlSq8//77LF26lF27drFhwwZcXFwICAigVatWtGnTxnqdqlWrMn36dGbPns2KFStwdnbmrrvuYvz48YwYMaJYz7p371727t1bYHtISAg9evRg4MCBQN5Kz59//jm+vr60b9+ezp078/TTT9ucM2DAAPbt28eKFStIT0/Hx8eHBg0aMGjQIGrWrAlA69atSU5OZsuWLaSkpODs7Ey1atUYO3asTfAbFBTEzJkzmT9/Phs3buTKlSv4+/szaNAgHnzwwVKd387JyYnJkyezcuVKNm3axDfffAPkvb5dv359unbtanPslClTmDNnDrt27WLbtm3Ur1+fqVOn8umnn9qMzruaBg0aMHPmTBYtWsSWLVtIS0vDy8uLevXq2czDOWLECNLT0/nxxx9JT0/HYrEwZ86cq86F2Lp1a6ZMmcLixYtZtmwZJpOJ4OBgnn322b99PVlERERKjiEjI6PkZ34WERERERERERGRMklzCIqIiIiIiIiIiFQgCgRFREREREREREQqEAWCIiIiIiIiIiIiFYgCwb84f/4858+ft3cZIiIiIiIiIiIiN4VWGb6KzMxMe5dwU6SmpuLp6WnvMqSCUd9JaVK/iT2o76S0qefEHspa3y1duhTAuhK53FrKWr9JxXCr9Z2rq+tV92mEoIiIiIiIiIiISAWiQFBERERERERERKQC0SvDIiIiIiIiUu507NjR3iWIiJRbCgRFRERERESk3AkICLB3CSIi5VapBoIrV64kPDycU6dO0aFDB8aPHw9ATk4O77zzDidOnOD8+fO88cYbNGrUyHqexWJh7ty5rF27FoBu3boxcuRIDAYDAAkJCcyaNYvIyEgCAgIYM2YMTZo0Kc1HExERERERkVIUExMDQEhIiJ0rEREpf0o1EKxcuTKDBw9m//79ZGVl2exr2LAhffv25a233ipw3urVq9m5cycffPABBoOBSZMmERQUxH333QfAjBkzaNCgAa+99hp79+5l+vTpfPrpp3h7e5f4M6Snp5OSkoLJZCrxa5cGs9lMSkqKvcu4Jbi4uODv728NpkVEREREpPTs3r0bUCAoInI9SjUQbNOmDQAnTpywCQSdnJzo168fAA4OBdc52bBhA/3798ff3x+A/v37s3btWu677z7OnTtHVFQUr7/+Oi4uLrRt25YVK1awfft2a2BYUtLT00lOTsbPzw9nZ+dyGQSZTCaMRqO9yyj3LBYLSUlJXL58+aYEzyIiIiIiIiIiN0u5mEMwJiaGWrVqWb+uVauWdXh4TEwMQUFBuLu7F7r/z1avXs2aNWuuea8XX3wRgNTU1AL7UlJS8PPzw9HREbPZfF3PUhaU19GNZY2npyeJiYmFhthiy2KxFPozJXIzqN/EHtR3UtrUc2IPZa3v8v9cU5ZqkpJT1vpNKoZbre9cXV2vuq9cBIKQ0PdCAAAgAElEQVSZmZk2gZ+HhwcZGRlYLBYyMjLw8PCwOd7d3Z2kpKQC1+nRowc9evS45r3Onz8P5IU9f5WSkoKrq2u5HBmYTyMES05+EFhYr4it1NRUfU5SatRvYg/qOylt6jmxh7LWd/l/rilLNUnJKWv9JhVDReq7cjG0ydXVlYyMDOvX6enpuLm5YTAYcHNzIz093eb4jIwMmwCxJJXnMFBKlnpBRERERERERMqjchEIhoSEcPLkSevXJ0+etE4cGxISQnx8vE0o+Of9IiIiIiIicuvp2rUrXbt2tXcZIiLlUqkGgiaTiezsbMxmM2azmezsbOu8Dzk5OWRnZ9v82mKxANClSxe+//57kpKSSEpKYvny5dbf+KtVq0ZoaCgLFy4kOzubHTt2cOrUKesCJlIyXnvtNcLDw0vkWlu3bmXKlCklci0REREREamYfH198fX1tXcZIiLlUqnOIbh48WIWLlxo/XrTpk0MGTKEoUOHMmbMGOv8fa+99hoAX3zxBYGBgfTo0YP4+HiefvppALp3724zF+Dzzz/P+++/z5AhQwgICGDixIkVcuXXJ598kuTkZBwcHHB1daVJkyY8+uijuLm53dT7LlmyhO+++w5HR0eMRiPBwcE88sgj1K9fv9Dj27dvT/v27W9qTSIiIiIicmuLjo4GIDQ01M6ViIiUP6UaCA4dOpShQ4cWum/27NlXPc9gMDBq1ChGjRpV6P7AwEDefPPNEqmxvJs4cSJ33nknly5dYtq0aSxfvvyqn3lJatOmDWPHjiU3N5eFCxfyzjvv8NlnnxWYZ0+LmoiIiIiISEn49ddfAQWCIiLXo1ysMizF5+vrS+PGjTl16pR1W05ODgsWLGDnzp3k5ubSokULRowYgYuLC2lpaXz44YccP34cs9lM/fr1GT16NH5+fsW6r6OjI506dWLFihWkpqayb98+wsPDqVOnDps2beLee+8lKCiI8PBwpk6dCsCZM2eYM2cO0dHRODo60rNnTwYMGIDZbOaHH34gPDycK1eu0KhRIx5//PEKs+KPiIiIiIiIiFyn7GwwGvP+kQIUCN4AtxdfxHjo0E29h6lRIzKuY/RjUlIS+/fv54477rBumz9/PgkJCcyYMQNHR0dmzZrF0qVLefjhh7FYLHTu3JnnnnsOs9nMf//7X2bPns2ECROKdd+cnBw2btyIn58fXl5eABw/fpy2bdsye/ZscnNz2b59u/X4jIwMXn/9dfr27cvEiRMxmUycPXsWgFWrVrFnzx4mT56Ml5cXX375JbNnz2bcuHHF/jxEREREREREpIKwWKh0772YGjcm4/337V1NmVQuVhmWonv77bcZPnw4Y8aMwdvbmwcffBAAi8VCeHg4w4cPx9PTEzc3N+6//362bdsGgKenJ61atcLFxQU3NzcGDBjA0aNHi3zf7du3M2LECMaMGUN0dDTPP/+8dZ+vry/33XcfRqMRFxcXm/P27duHj48Pffr0wdnZGTc3N+rWrQvAunXrGDJkCH5+fjg5OTF48GB27txpXYhGREREREREROSvjAcO4BgRgdMPP0Burr3LKZM0QvAGXM/IvZttwoQJ3HnnnRw5coRZs2Zx+fJlPDw8uHz5MllZWbz00kvWYy0WC2azGYCsrCy++uorIiIiuHLlCpA3eq+oc/7lzyFYGH9//6uel5SURGBgYKH7EhMTmTFjhs08hA4ODiQnJxf7VWYRERERERERqRicvv2Wc1TFPTkdxz17MLVube+SyhwFgreosLAwOnXqxNdff82ECRPw9PTE2dmZd955h4CAgALH//jjj8TGxvLGG2/g6+vLyZMni/268PXw8/Pjl19+ueq+J598kgYNGtz0OkREREREpHy599577V2CiJRFJhOWZStp4RxB3eyjrFq3QoFgIfTK8C2sV69eHDx4kJMnT+Lg4EDXrl2ZN28eKSkpQN7ovIiICCBvNKCzszMeHh6kpqby7bfflkqNzZs3Jzk5mZ9++omcnBwyMjI4fvw4AN27d2fhwoUkJiYCkJKSwp49e0qlLhERERERKds8PT214KCIFOC4dSsLEroRmx3AZjqy+edse5dUJikQvIV5e3vToUMHli1bBsCwYcMIDAzkpZde4pFHHmHKlCnExsYCeeFhdnY2//jHP3j55Zdp2rRpqdTo5ubGpEmT2Lt3L48//jjPPPMMhw8fBqBnz57cddddTJkyheHDh/Pyyy9bw0IREREREanYjh07xrFjx+xdhoiUMcYlS5lheIFGd+QQ6H6Zz451gf9NjSZ/MGRkZFjsXURZcv78eQDrCrl/dvbsWYKDg0u7pBJV1DkBpWhuhZ4oDampqfrbWyk16jexB/WdlDb1nNhDWeu7pUuXAjBw4EA7VyI3Q1nrNyknMjLYGPocAzIXMnv2FfYujeXjVXX5avwu+rxSH4e/GRZ3q/Wdq6vrVfdphKCIiIiIiIiIiJQJbs88g9OiRdd1ruO69bydOZaagVfo2zeHB570BmDkey2ZO9epJMss9xQIioiIiIiIiIiI3TnExOAyfz7O/xsBXFy71l5hJ615cpwZR0do3s6ZH8YspzoxvPkqJCUZSrji8kuBoIiIiIiIiIiI2J3j6tUAGI8eva7zf4qogTNZDB1usm7rMK0j37V+k5Q0R55qGwVHfiuRWss7BYIiIiIiIiIiImJ3jqtWM473WBTXCcPFi8U+f9e56jR1/x0Pjz9tdHCgzuKXeLvjD6xJaMYn7X7AffhwDOfOlVzh5ZACQRERERERESl3evXqRa9evexdhoiUlMuX2bTVhVmM4x98SdTa08U6PTsb9qXUpVVAVMGdnp48srw7A3ql8bLhDXaszcD1jTdKqPDySYGgiIiIiIiIlDtubm64ubnZuwwRKSGOGzYy2fQKQd7pZOHKjz8UL7I6fNhIlsWFFqEJhe43GOC9/+ZSK9RCL9OPTFlxF0kXSqLy8kmBoIiIiIiIiJQ7R48e5eh1zjMmImXPlrnn2E5bnn85F2eyuHzRXKzzjx3OmzcwrH7WVY/x8oI5c66Qa3BiWtp4Pvj3lRuquTxTICgiIiIiIiLljgJBkbLJ4fjxYp9jyTUx7ZeuVHe7wMOPmPE2XOZyqrFY14g5moEBM9Vvv/bI4UaNzOz5KYq2/MK3Kzwxma55+C1LgaAUyfnz5xk0aBCm//2kTJs2jU2bNt30+y5ZsoQPPvigRK6VmJjIsGHDrM8gIiIiIiIiIiXn9Cfh1G0RQsy8bcU6b/On0WzPbcm/Bkbi4gI+DqmkXHEq3r1P5FKVWJxDAv/22OotAnmm7s/EpXrxw/eOxbrPraJiPvUt6sknnyQ5ORkHBwdcXV1p2rQp//jHP27KvBovv/xykWsaM2YMd955Z4nXcOTIESZPnoyzszMGgwFfX1/uv/9+OnfuXOjxAQEBzJ8/v8TrEBERERERERH48ksXzhPIdyvcGfdI0c7JzoaJ04OoxUmGvBIMgLdTOikZRQsELRYYP96Nb8J9aMdWTPXrF+m8+8YE0fRfv/LKCw25p1suXl5Fq/dWoRGCt5iJEycyf/583nrrLaKioli2bFmBYywWC2Zz8d7FL6t8fX2ZP38+8+bNY9iwYXzyySecOXOmwHEaFSgiIiIiIiJyc6VcyAXAPSOpyOd8NCaKyLTqvPvQLzhX8QbAyzmDy5kuRTo/IsLI3Ll5x9byvIDlttuKdJ558AD+6z+JWhlHSb5wa2QkxaERgrcoPz8/mjRpYg3HXnvtNerXr8+RI0c4efIk7777Ll5eXsydO5f9+/djMBjo3LkzgwcPxmg0YjKZWLBgAZs2bcLNzY0+ffrYXP+1116jQ4cOdO3aFYD169ezcuVKkpKS8PPzY+zYsaxcuZILFy4wffp0HBwcGDRoEP369ePYsWPMnTuXs2fPEhAQwKhRowgLCwMgISGBjz76iJMnT1K3bl2qVq1apOc1GAy0aNECDw8Pzp49i4uLC0899RRjxozh22+/pUqVKjz99NM89dRTLFq0CKPRSGpqKvPmzePAgQNkZ2fTsGFDJkyYAMC+fftYuHAhiYmJBAcHM3r0aGrUqFFS3x4RERERERGRcuPTT52ZP9+FLVtSMRgKP8aQkkLSpbx5/y7G5RTpurF74nh7eUMe8FlP5w/vs273ds0kLqXyVc/LzoaDB434pZ/lxxdPAj0B8KruWbQHAqhUiUbvDGbL+G5cyVqJmduLfu4tQIHgDXjxRTcOHSreJJfF1aiRiTffzCj2eRcuXGD//v20bNnSum3Lli1MnDiR6tWrY7FYmDlzJt7e3nz44YdkZWXx5ptv4u/vT7du3QgPD2ffvn28/fbbuLi48O677171Xjt27GDJkiVMmDCB2rVrEx8fj6OjI2PHjuX333+3eWU4KSmJN998k2eeeYYmTZpw6NAh3nnnHd5//328vb2ZNWsW9erVY9KkSRw/fpw333yTu++++2+f12w2s2fPHtLT0wkJCbFuP3r0KO+//z4Gg4GUlBSbcz788ENcXV2ZOXMmrq6uREZGAhAdHc1///tfJk6cSGhoKFu3buWtt95i1qxZODkVbw4DERERERG5Ofr162fvEkQqjMhII4cPG4mOdqB27T9G0xn37MFx0yay/u//cDh6lN9pAEDChSLETbm5fD9kJZk8zytfVgHHP87xds8hJcnjqqd+8qGB16Z6ArcDt+PDJZLxpeZdPsV6rpy+fcnp1Am8vYt13q1AgeAt5u2338ZoNOLu7k6zZs24//77rfs6depE9erVMRqNJCcns3//fr766itcXFxwdXWld+/erF+/nm7durF9+3Z69eqFv78/APfffz9Hjhwp9J7h4eH069ePOnXqAHDbNYbnbt26laZNm9KsWTMAGjduTO3atdm/fz9hYWFERUXx6quv4uTkRMOGDWnevPk1n/fSpUuMGDECg8GAv78/zzzzDNWqVeP8+fMADB48GFdX10LPi4iI4Msvv6RSpUoA1lGK+Z9B3bp1rZ/bd999x7Fjx6zHiIiIiIiIfekv60VKT3Z23r937nSkdu1s63aXjz/GeflyzCEhHD/tSjTdAYhP9YScHPjTz2nynmiWjP2Vx9b3wsHDDYdz51iUdC+tap6jZucQm/t5eeSSYqoE5BZaT/i8CzQglufbbCau+t30XTyS7DsaU/OdYi5KajBUyDAQFAjekOsZuXezTZgw4aoLeOSHe5C34q7JZGL06NHWbRaLBT8/PyAvMMv/9V/P/asLFy4QFBRUpPoSExPZuXMn+/bts24zmUyEhYVx6dIlPDw8bAK8gIAAkpKuPveAr68vn3766VX3//kZ/lpzpUqVrGHgX/dt3ryZVatWWbfl5uZy6dKlaz6biIiIiIiUngMHDgB5gwxE5ObKzMx7T3jHDiMPP/zHdsc9ezhFDSY/W4l52UNwJQMvb4hLCcJx504uNOrAhg2OtGqVy5svGJn/+2M0WPArHUaHcv7oRQ7RmTc6HABsRwN6e5m5QiVysi/h5Gz7jnJaGuyIqc4z1ZYy4KeHAHDqNYHc5s2xOGmpjKJSIFiBGP70or+/vz+Ojo58+eWXGI0FX3v29fW1CeIuXLhw1ev6+/sTHx9fpBr8/f3p0KEDY8aMKbAvMTGRK1eukJmZaQ0FL1y4YFN3cV3tXH9/f9LS0rhy5QoeHra/8fj5+TFgwAAeeOCB676viIiIiIjcXMePHwcUCIqUhvwRgjt2/BEjGeLiWHG2OYMdluKQlcuzvM//NfyRl5r+xNwFTRjyaAZrkr3IyTHw2GNZXL6Y96rxud/TATh9NBOAencUzCS8/jdoL/V8JpWD3Wz27f0+gRzq06nHH+fl/GXdA/l7ik4rKF9fXxo3bszcuXNJT0/HbDYTHx9vfS24devW/PzzzyQlJZGWlsb3339/1Wt17dqVH3/8kaioKCwWC3FxcSQmJgLg4+NDQkKC9dj27duzd+9eIiIiMJlMZGdnc+TIEZKSkggICKB27dosWbKEnJwcfvvtN5uRhCX9/E2aNOHzzz8nLS2N3Nxcjh49CsA999zDunXrOH78OBaLhczMTPbt20dGRtkbESoiIiIiIiJys+WPEIyONpKQYOBizBWeu+8sH/NPAirncuSJGczkX/jf7od/UF7UtCnxDp70X0zdGhmcOO6AMSMNgN9/zwvyTh03AVCjccGFQDx98u6XGnulwL6T2/KmCGswoG4JP2XFohGCFdjTTz/NggULGD9+PBkZGQQGBtK/f38gLxSLi4vj//7v/3Bzc6Nv374cPny40Ou0bt2a1NRUZs2axcWLF6lSpQrPPPMMAQEB3H///cyePZv58+fzwAMP0LdvX1544QW+/vpr3n//fRwcHKhTpw6PP/44AM8++yz/+c9/GDVqFPXq1aNDhw6kp6fflOd/5plnmDt3LuPGjSM3N5ewsDAaNmxI7dq1eeKJJ5g9ezZxcXE4OzvToEEDGjZseFPqEBERERERESnLsrPB3d1CerqBnTsdyd4WzZenuwHQ6+4s/P79ODlRW8jp0wfvGAsAbw/dzRM//5PEeAvbT7cmHWcAjpz2AuB0TF4kFXxHwUDQ2y8vNEyJKzgw58wpcCUD/yZXX79A/p4hIyPDYu8iypL8xSi8vLwK7Dt79izBwcGlXVKJMplMhb4iLNfnVuiJ0pCamoqnZzGWfxe5Aeo3sQf1nZQ29ZzYQ1nru6VLlwIwcOBAO1ciN0NZ67eK7r77KmEwQESEkREjsnH+dQ8f7G4HwPPPZ/LSS5nWY69cgW3bHOnWLReHxPO8PeQY03+9D09SScGHAKdk9hw38GrnCMJP1+NwkluB+21/L4Jer3di5Vt7aDvadiTgY00iOXy2MjsvBJT4c95qfVfYIqv59MqwiIiIiIiIiIhcVVYWVKpkoXnzXHbsMHLw5B+DqMLCTDbHenhA9+65GAxgqVKFkNGdMWMkBR9asYOLOZVo08aTrXF1qele+HoE/tXyVifevKXgauKnL3pRw+Pq6xxI0SgQFBERERERkXJn4MCBGh0oUkqysgy4uFho3drEoUNGtl9ogKMhFygYCP5VaKjZ+uunPOey3bEDXhkJnMysSk3vi4WeU/fe6gxzW8qMn5pwaneSzb5TV6oQ4nf5Bp9IFAiKiIiIiIiIiMhVZV3Owu3oftrHfIPZbCDb4syklqv49NMr1Kljvua59eqZqVTJgk+lbJp8NpKmrR35Na0+7zGOcW12FHqOwduLx97MmyPw6No/RhGmpZi4YPYjpGpOyT1cBaVFRYrJYrFgMBjsXYaUARaLpt8UEREREbGXffv2AdC8eXM7VyJy68tOzsAj7Sidop8F/oGRXB4bchH3wX8fzHl7W/j99xTc3MDBoQFXeqyA9HQe3b8fc1gYV/uTdWiHIACijv5xj5hfLwF+hNRSLnOjFAgWg9FoJDs7GxcXF3uXImWAyWTCwUGDbEVERERE7OHkyZOAAkGR0pCda8TZ3RHTySjWrYuijk8i7q16F/l8D4+/bHB3x9S27TXP8axZmSBDPFHRf8wjeHx3KgB173Qu8r2lcAoEi8Hb25ukpCT8/PxwdnbWSMEKzGKxkJycjEeB39VEREREREREbi2ZJidcXUzg7MxdvfwAv5t/U4OBuu5nOZ7gbd0UeciEAyZqt/S5+fe/xSkQLAZ3d3cALl68iMl07Ukzyyqz2axRbSXExcUFLy+vvz9QREREREREpBzLMjni7HTtuQJvhrr+F/nx7B+jgH+PciWUaFzqBpd6LbcaBYLF5O7ubg0Gy6PU1FQ8PT3tXYaIiIiIiIiIlAMWC2SaXXBxLv1AsGHNNL487cfBfRe5s7kDv8f5crvzIXBrVeq13Go0VExERERERETKHUdHRxwdNcZF5GbL+d+aHi7Opb+w5oPDLXiTzDsvXiE7G45fDuT2ynGlXsetSL97ioiIiIiISLnTv39/e5cgUiFkZeX92x6BYKU+7Rnr+hlT9kxg4cJ0ci2ONAtJLPU6bkUaISgiIiIiIiIiIoXKyspbUNXF1Q43d3bmyftP48llXnoxr4C770i1QyG3HgWCIiIiIiIiUu7s2rWLXbt22bsMkVuedYSgi33u7zGsF2P5gPQMB0I4TVCzIPsUcotRICgiIiIiIiLlzpkzZzhz5oy9yxC55eWPEHR2Ndjl/qZWrXg2aBGeXKY9W8lt0sQuddxqNIegiIiIiIiIiEhFZ7GAoWDoZx0h6GafQBAHBzwfvIdds1pS2TUdc/199qnjFqMRgiIiIiIiIiIiFUh4uCNTp7piNkN6OrzQ/wyHawzBcPZsgWOzMvP+7eJmvwgpe+BAbud3/BoFglYXLxH6FEVEREREREREKpBJk9z47Tcjbm4Wbk/bw2ebO/AZqzmy/nuqjgy2OTYrPRcAF3f7BYLmsDByevQgt317u9Vwq1EgKCIiIiIiIuWOq6s9ljwVKf+OHHHgt9+MVPVM4Y2plbgbZ+u+X3eYqDrS9vjsy9kAuLgbS7HKvzAYuLJwof3ufwvSK8MiIiIiIiJS7vTu3ZvevXvbuwyRcufHxbk4YOKX1CY0cD3NLlrRpkUmBsz8Hlkw9MtKzQHAxcOOgaCUuFIdIbhy5UrCw8M5deoUHTp0YPz48dZ9Bw4c4OOPPyYxMZH69eszbtw4qlSpAoDFYmHu3LmsXbsWgG7dujFy5EgM/5vsMiEhgVmzZhEZGUlAQABjxoyhiVadEREREREREbl5MjLAzQ2H6Ggs7u5YgoLsXZH8DeO2bWz50JcWGKgyfypf1fPn3nvNDHzITMKBc0w70J+kDpt5c0tj6znZV/JeGXb20Eumt5JSHSFYuXJlBg8eTLdu3Wy2p6Sk8MYbbzBs2DAWLlxInTp1ePvtt637V69ezc6dO/nggw/48MMP2bNnD6tXr7bunzFjBqGhoXzzzTcMHz6c6dOnk5KSUmrPJSIiIiIiIqVr27ZtbNu2zd5lVFgHX/6BR6vv5uLe03g1b47H0KH2LkmKIPXAaXbRkk49ncjp1Yu6dc1ERl5m1Khs6vokAPDJoY6cPXzZek5mat4rw86VnOxSs9wcpRoItmnThtatW+Pp6WmzfceOHYSEhNCuXTucnZ0ZOnQoJ0+e5MyZMwBs2LCB/v374+/vj5+fH/379yc8PByAc+fOERUVxdChQ3FxcaFt27bUqFGD7du3l+ajiYiIiIiISCmKi4sjLi7O3mVUTGfP8fTHzfnO1I8HezuwkU4Y4uLtXVWhzGbYtMkRi8XelZQNOyIqYcZI+ydqW7c5/S/nsxj/GAG47ssE66+zr5gAcKmkEYK3kjIxh2BMTAy1atWyfu3q6kpQUBAxMTGF7q9Vq5bNvqCgINzd3QvdLyIiIiIiIiIlZ+sT33HIcgf3sprTWYF0YSMTDW/Zu6xCff21M/ffX4l9+zT/HcDZc3mfQ93bC8ZBr/zXh9FtD1CTk6wO97Buz85fZdjTucA5Un6ViXg3MzMTLy8vm20eHh5kZGRY9/858MvfZ7FYyMjIwMPDw+Zcd3d3kpKSCtxn9erVrFmz5pq1vPjiiwCkpqZe17OUdRaL5ZZ9Nim71HdSmtRvYg//z959x1VZ938cfx0Oew9REEVx4MKRM1ealmnTtppWZpnZ9FdWZnW3s91tw+ZdmqWWqZUaVu69c28RFFmy4bDO+P1xCiMUQYED+H4+Hj2E67q+1/W5zrmEztvv0HMn1U3PnDhCTXvuLBZ7r6WaVNPFwHX1Gl5ddyWNfNL4Oft6rDjRmW3szg6v1PeiMp43qxU+fNUT8CRhWyzZrfwqp7haKjHRyLFEd5wpwtU1i3+/vE06G3l2ViDuXVfxyfFbSUxMxsvLRkaqfciwzdVc5/++1bSfcxeqrNXYa0Qg6O7ujslkKrHNZDLh4eFRvP/vcPCf+wwGAx4eHqXa5uXllQgQ/zZ48GAGDx5cZi3JyckApYY11xXZ2dl19t6k5tJzJ9VJz5s4gp47qW565sQRatpzZzTaezrVpJrqItuBw8x8dA9ZRe48+Mcg1j61jI18znvPZeD0Y2dcN24kOKAIU55bpb4XlfG8LZ2wlMMpNwNgSTTh49OoMkqrlXbsMHLFFd6YzTfT2DURP7+zv7ZX90ln6jxXtq7z5JqbnEhKy8GbbEIa+2Kt43/fatrPuapUI4YMh4eHc+zYseLv8/PzSUhIIDw8vHh/TExM8f6YmJgS+xITE0uEgv/cLyIiIiIiInWPt7c33t7eji6jzjLu2MGu615l4KVOPLLxLp7bdium7Yd45cQ9NPbPZMRdkPvdd2SvWIGnJ+SaPRxdcgluH3zAh18H4utk7+2Vk2FxcEWO4XTsGMyZx8MPuGA2GwAI9Sp7EdbuN9XHjwyWzMoBIC7RgybEgmfNeo/lwlRrIGixWCgsLMRqtWK1WiksLMRisdCzZ09iY2NZu3YthYWFzJ49m4iICBo3bgzAgAEDWLBgAampqaSmpjJ//nwGDhwIQFhYGM2aNWPWrFkUFhayfv16jh07Rq9evarz1kRERERERKQalWcEmJwf27c/MPHyfVy25i0SvZszts8ObDix+t1dbKAnY25OxtUVbIGBWDp2xMvdTI6lZoRFy55YxnON57P3+QWs4HLG3WMPtS7WQND9hReYNu4Qu/a5E2C0B4EhvrlltnHq04Mh/MqS9QFYLTaOHzfQlGPYyhh+KrVPtQaCc+bM4eabb2bu3LmsWLGCm2++mTlz5uDn58ekSZP45ptvGD58OAcOHGDixInF7QYPHkz37t156KGHeOihh+jWrVuJH/wTJ07k8OHDDB8+nOnTp/P000/j53dxzw0gIiIiIiIicj4enhjIp7ZxjB+Txca9Nh5/zh4dzPjDPhLvkqsCSxzv7WEh1+ZBTVjKd8zXV/Bhzmh6Om3Ex9vK+Aft89/lZDm+Nkc4tCWHFw0vcGOb3dximAtASFBBmW1sfn5cHfYnybk+7Lq6OKkAACAASURBVHxjGbFpvjQhFtu/1n6Q2q1a5xAcMWIEI0aMOOO+Tp068cknn5xxn8FgYPTo0YwePfqM+xs0aMDrr79eaXWKiIiIiIhIzbZy5UoA+vXr5+BK6piiIhbnXc7IqC28+nYLAHy6hhFKAosLrgSgfVdn4HTA5ulpIwdvyMuDM8znX23SM8Bi7xxUZHVm0v/l4RfmiSe5ZOcYHFeXo2Rn82b8KNzcbLw+vzE/XL8FDoKr27n7hl1xeT5OMy38PC2VDAIIHTcEFAjWKTViDkERERERERGRikhJSSElJcXRZdQ5BXHJpBNI8/DC0xudnOjltsX+pcFKQEDJ3nZeXvZA0JBb9lDUfzKcOAEVOL484udvJ4MAxlwdx88/5zBhQgG4uOBLFjkXYSBo3LuXLXSlV9tUGjSw4dmzHQA5xnMHe76Xd6Qte/khZwgAYd0bVGmtUv0UCIqIiIiIiIgIAMl70gCoH+5SYvvzr9tDwEsuKT0Xn7c3mHGhKDOvfBex2fAZOBCPyZMvrNh/2bbCvtjoqMe86NvXXLzdx2gi22Ss1GvVBgXb9rOf1kR1s7+XN70QycDu6Tw2NfScbc09e9KdTZzAvrZDs2bWKq1Vqp8CQREREREREREBIPlAFgANmpcc+hs++jLWrs1ixjemUm08fOzRQk5K+QJBQ0ICTyZPZOb3XlBUdIEVn7Zlvx/uhnzadioZ/vkYTeTkuZylVd21b4cFK0Y69La/l/7+NuYuMdAk4txtbaGhdLy9OQBGo40OHS7ORVnqMgWCIiIiIiIiIgJAUox9wYkGbf1L7Wvb1krDhqUX5/DytQ/HNaWWvVjF35LXx/IOT3Bv3kfMefHY+Rf7L5tPNuYSn8O4/Cv783bJJ6fg4gsEd8bY51Ns3+H8evd1GNcFgOHDCzFcfCOu6zwFgiIiIiIiIlLrBAQEEBAQ4Ogy6pzEE/aeYA1aeJW7jZeffb1SU3rhOY4ErFbW/mrvSdjWsJfxH3dh4cILD+uKimB7biTdGp8stc/HtYCsQvcLvkZtcygpAA9DHk2anF8g2KmThVmzcnj77XIOBZdaRYGgiIiIiIiI1DoDBw5k4MCBji6jzklMcsKZIoLqlb+Np7890DOln3v4r/vTk1j+YzZ+ZLDihjfo7rSVMWM8OXXqPLugZWVhyMhg+c/55ONB16icUod4uxWRU3TxBYIxGYE09Uy6oN59gwebcXOrvJqk5lAgKCIiIiIiIiIAJCU5EeKWjlMF0gKvAHsgmJNpPusxa9cYiWrtyagvrmQGd3Gt62943HoVz1heorDQQFzc+cUTXlcN4fOID7nj3iCacYT+A0vPdefjUUS22fMMreu2Y6b6RPimOroMqaEUCIqIiIiIiEits3TpUpYuXeroMuoUQ2YmsZkBhAblV6idV6ArAHmZZ194YsFbccQnuTLXdgv3BX7P+780wDxgAP4e9nkHMzIq3o0tPzGT2/a/wkTe5rrQzWy85D58L7+k1HE+nhayrXU7EIxbl8D2bw8Vf2+zQUxRI5rUy3ZgVVKTKRAUERERERGRWic9PZ309HRHl1GnFKzZxgYupUfXcswF+A8egfYxpblZZ5+r7tg+e/A3hMW89mQSzt07grs7Pn2jAMhIrfg8d088aOAnbmDK3Tv4ck9bnJfNw1av9Fhnb28beXhiPnsHxlrvxXvTGPJQe/bMOwpmMznvTScbX5qGVizclYuHAkERERERERERYf28VApw5/Lb/CrUzivYA4Ccv6bvc9q1C7ePPrJ3UwNshUX8eSqcMXzBYq7BrX3z4rbeAzsDkHkwpcL1rtjiz+3MYdwznmXOk+ftY68jJ73uJoIHTtWjAHfGjPOjcMY8El+eCUDTJmfvtSkXNwWCIiIiIiIiIsKyjb64G/LpOaBiq/56+dijhbyDJ8FmI3rMYq57tgeWeYsBSPx1F6ds9ejMNgCsrVoVt/UL9wEgM6ViYV1qspX4LF86+x7CFhxc5rHhIfbeifu31s3ectbsXA4XNaGX324OFkXw+BNefMMoACJaOrg4qbEUCIqIiIiIiIhc7Mxm1ia0oEfIMTw8KtbUy8veAy//SALOv//OhydvZilXMHVSBgC75x0DoPXrt5E/YQK2oKDitu71fXAjv8JDhg+8uACAdleFnPPYXtf54ISFVdNPVugatUXCmlgKcGf4zTk83WcFM2138AGPMI5ptGrj6OqkplIgKCIiIiIiIrVOcHAwwefoGSZnZjh1Cqf9+0tsy9u8jz+tHejRJa/C53N1BTc3G8l+LfB47jlC8mMB+DblKsjJYefGIpyw0PrOTuQ//3yJtjZ/fwJIJ7OC00Hu3G7/s9Xrt5/zWN8ru9LFfQ/LV7lV7CK1xNG19uHWzS4N5PEfO/LCoJXMfmAJH0S8ja19lIOrk5rK2dEFiIiIiIiIiFRUv379HF1CrbWr7X0cLmrC0PT3i7dt/+4IFvrS49qA8zpn164Wlh8fivHgPZzCfo4TNMJ52Q/8mdSQ1sGn8PQsHcjZ/PwIIJ2MTGOFrncgKZAQ11SCgsrRzmCgV/sMpm3ugS0/A4N73QoGj26y98SM6FkPo6sTj87pCEDOa1sdWZbUcOohKCIiIiIiInKxKCqib9FyRvN18aIf+el5vD6nNe5OBXQZ7H9epx04sIhdcQHEdb2eU9hX+i3Andy3vmQbnenQyXbGdsWBYKoVpwMHyn29+Bw/GvtklPv4+o2cKcQN06GEcrepFcxmVuwIIsQ9nZAwRTxSfnpaREREREREpNaJjo4mOjra0WXUbJbSK8zunbWv+OuirDysVnjohgzWFF3KtCf24FexBYaLXXFFEQCLrn6PU57h+PnZ5wTcsduVk4TRob/PmRs6OxNgzCYrwYTvpZeW72KFhZwsDCY0qPzDmwPD7RMjpu2t+GrGNVnG79tYVDiIW/qdLHOlZZF/UyAoIiIiIiIitU5OTg45OTmOLqPGmj5yLf1DEtg4N7F4W8bWYzww8fS8i6eOZPOfZ134cVcbpjT9iKGTmp339aKirDRoYOX3XY04VeRHVJQ9EPyF6wDo0PHsi4b4u+aSTvmHKhsSEzlBI8JCSgeeZxPU3J50mv7vNdw+/LDc7Wq65YvMFOHKTfd4OroUqWUUCIqIiIiIiIjUIasXZPL4oqvYY27FqHHBGGbOJvfDb7n5KgMHCiO4v/0qAPZtN/PhNC/G8AXj/xt+Qdc0GOzDhn/7zYWiIgNRUfaw7ufgewBo3/7s4V2AR/7pQLCo6JzXMh1JIhN/QhqXP9IIaGk//9Om55n9+kkoLCx32wtWVARZWVVy6pOJ9qUhWnRWICgVo0BQREREREREpA64otkpHrgqmTHjAmjJYaaOWEWKJQj/h8fR7rk72G1pzbdTT3DLHfaxpYt/t4dII9ttwdK3zwVff+BAM7m59nO3bWvBYLARl+JF8+YWfH3P3i7QPZdM/MjDHUNm5jmvk7jXfkzDFu7lrq1eiH3xkRVczsOmN0mbu7rcbS/UL7fMZWyTDWQlVXwF53NJTnXGAxPeQXVroRSpegoERURERERERGq55B1JbE1vwexNkeQXwOwRP3DN612K9wc1MPLNF2kMHFWP4HB7eLR4lT/OFNH28cupjAno+vc34+RkXzwkJMSK+195XYcOZQ/t7e68FRtOrOIyDBnnXigkae0x+zXalJEy/ktg4Okhy7l4887b1Regfb6mAz9wG2Ouy/t7HZdKk5zhRgPjKc0fKBWmQFBERERERERqndDQUEJDQx1dRo2x58ejAASQxiyvMTR9ZSS+vjBqVAEjRhSwdb+FQTfbF9aoF2HvGZiQF0BH5z24XjugUmoIDLTRpYs9/AsKstGvnxlfXxtjxhSU2a6fdTnu5LGYq88ZCJ5afZARv9qHITds6VHu2nz+saZJE59TfB4ziOkfmxkwwJvc3NLHV2Zwl+div/gfh5rx24J/DFUuKMCQnl7i2Pjdmbwz6iDWs0+5WEJyjif1XdLPfaDIvygQFBERERERkVqnd+/e9O7d29Fl1Bg7V9tTraPeHbj8hR7YAuxz5k2dmsdHH5UcquoVdnop4Z6RKeDiUml1/L3acL16NmbNyuXYsUx69y67h6Bn7in6s4I/uOKcgeD7/3eKdAIJCrTQsGE5UzNKdoB8Z/JJjFh4bHI9tm935vBhY4ljZ81yITjYj9TUSuh2Z7FwrCCUu0J+pSUHeeFxC2azfZf7lCn49OlTIn2c++hWXlnYnQN/JJTr9CkmHxp4VM38hFK3KRAUERERERERqeV2HvWluUc8xPxJ4b33ln2wt3fxl0OvOvecfRVx//2FfPihiSZN7GFdeYaymvv3J4rdHKUZpJ89EEzfGc9Xh/sxsvUGDh7KLh6SXFGX3tGYhwJnFn+f+uBrxaGc2Qzjx3thsRjYudNYqm18vIEffyx/gGo6nMApgono4surl0ezPz2UmW+lAeC8bh1OJ09iOH6cEycMPPaAkd//DAFgz6qS74t5zWb2RY5ife8X+fGH03UlF/hT3/sMXRxFzkGBoIiIiIiIiNQ6CxcuZOHChY4uo2aw2fgzuwWdQhPB2fncx/8jpet6XXClluLnZ+OOOyq2gq/po4+oN+5a8vEgLT7/rMf97/EYTHjx0JQgnC4gzfDyNvDEvcmM5VMAEvdk4nHDjUQ3+j/6hiQXH3foUOmLDBnizb33epGTU75rndySAkB4Kzeu/Owa+hrX8fp7/mRnWDDu3g3A9p8SuOIKH6bP9mGttRcAe3eWHLM8d1oWvVJ+4eq973HvWB/MZrBYIMUSQLDf2V8zkbNRICgiIiIiIiK1Tn5+Pvn5CkIAMg+f4qitGe0jy5lSAWvpxWr6YGvTqgorKycPDxp2bwhA/Ikzdyk0ncxk2paeXNNwC636nV+I+emnubzyin34tPvYYbw3bDXOThY20oMBq19leO7/MPh48UPYI/iRwaFtpVcFPn7c3jsv4cS/Jhm02SCjdG/LuF3ZADTu6Af1gnjlgSMkFwXy0cidfGK6kxYcYshLA3A3FtLceKy43a4jPiXOExtT8nXZscNIWpoBK0aCA4oq/FqIKBAUERERERERqcX2LLcvKtHxkvK36cV6+rCW8x53W8kahtvjiZMJpYfpAsz+v92kEsQjk89/vsPbbiviwQftC5zYgoIonPYhoWEwg7vYQUc+fnQHqw97MWjhPbRmP4c3lhy+bDKd/jrhQMnwdc5V39M2wgVTUnaJ7cf32BuFdQ4CoMN/hjDMbxFT1/bgAx7mCC3oY1vN5pON6WLdXNxuZ0rDEgubJCQ709A1hbjbHgZg1S8mkk/Yg8D69cqeo1HkTBQIioiIiIiIiNRiOzfZV6lo38+33G1yfv6ZnJ9+qqqSKiwszD7nYHzKmQPKz5e1oqfvbrqPaFKp161Xz5663eXyHcMnN8RoBGvTpkTWT+fAce8Sx25debpHauKh0+mgcds2vtx8CQk0ZPu3R0q02X/IBV9jDiFhf8Uvzs48OsWfPDzZR1vGtF1DdMT9eP/nQQa90weAGxptIrkokLjY070CT2Z60dA3G7/J99GeXaz+/hSJh+09GEMaVt7rIRcPBYIiIiIiIiIitdjOfe40JJ6gTuVPhsx9+2K+7LIqrKpigoNtOFNEfJpnqX0FOUUcLIpgQFT5Vt6tiOPH7bHI5Q9ElFhtuVk7VxIsDTCl2BfssK5az4sjTuCBPQhMiDk9T2LsiuNspjsAa6P/MczYYmF3SihRwQklFldpdXu74q+j7utM9ubNFDz2GDeP9mDLliwm3bYPgE0L7PMPGtLSOGluQGhwEdbwcPq3S2R9QjMOr/5rfsKmlfRiyEVFgaCIiIiIiIjUOo0bN6Zx48aOLqNG+DOuHpe47wM3N0eXct6MRghzT+XEGQLB49vSsGIkopm10q/bvbt9uO2lE7uV2B4Wbk/wkvZmgs3G9If3sJWufB04AX/SSYw/PZ53wy57z8xg5zSW7wkt3m44eIid1na0iywocW6DAUJD7ffSsWPJ4b7Nm1tpeU8P/Mhg48/21YidDh/mBI1o2NheU+8HW5OPB3PnOOFCIfUjS843KFIeCgRFRERERESk1unRowc9evRwdBkOZ0rK5kBOGB1am859cA3XpkEqC9IvZ/nvJbfHbMsCoGm7yp/vcNq0XDZuzMK75OhgwiLsqzWf3J9D1o/LeTnuHi6PjOXKHc8TRjwnk06v5pyQZJ/38L5Lt7PB1Ik5/7PP7Xdy2WGy8KNtD49S1501K5dbby0kKqr0/H9OYSH09tvNLzsiSD6QSf6mPWTiT0hbPwB6XuOD0WBhS2Enwl0SoPellfJayMVFgaCIiIiIiIhILXXo8w1YMdL+htrfW/LDB7cTSgJvvHw6qjDExREXfRiAiM7lnyOxvHx9ITKydM/D0Eh7T8WThwt456kcMvHj5c98MHh7EWZMJCHtdMiXmOqKnyGTJ54qoi+reOCJerz9thtr/rCHfe0GBJU6f8eOFj77zPTPUcolPPeGE9lWL8YOSuXk8qP2mlp7F9fcpZM9dGwc6WbvXilSQQoERUREREREpNZZsGABCxYscHQZDnPokBOzv4H3P7YPF213UzMHV3Thgi9ryT38j427fImPt4dcPoMHc2zjKXzJJKBdg2qrJTTKH4DVCzL5OG04d/Y9RLuO9gglwjOJ/WkNyP9rjZGEDC8aup7C0L0ziz1uZljTtbz6qgfjV95BlMchunSv+PVb396W/969kZVZnbln2d0ANG16Ori8bKD9z8adA877HuXipkBQREREREREah2z2YzZbHZ0GQ6RmWmgZ08fHnjEn0V5AxjYKZnGjW3nbljDWVu04DY3+8rHCxd6gs3GgoRL+ZCHacFhDF6l5xesKu4NAwjiFN+cuhYPpwImfXY6jLw+bDPZZk+WLbMPG07I9SXUMwNcXXG9pj/fxvTlg8av42nL5ZV+0TidZ/Jy63uXMKbDerbRhb5NjxXPdwjQr5/92Q8Pr/x5FeXioEBQREREREREpBZJTzdgsRh4020yGVfeyNzlriVWsa21jEbCr29HN6ct/DzfDcOBgzzJm7TkIK/xTLXXYsYe+D3QYxP1Q06/wP1aHqeeIZXPPjZisUBCfhChPjkAmD7+mLypUxnPNDLw54qbLmzew1d+bcUz12/jw2+cS7zH3bubueOOAoYMKbqg88vFS4GgiIiIiIiISC1i+mv9kCZFhzG/8h/HFlPJCh5+mGHW79i114Pvp6ZzhBY8futhes8dW+21ZGIfNjz6npKhm+2uEbxgeIGVaz2Y8LALCZZgQgPz7DtdXCgcNYqsLVvI/eknim666YJqcPd0YuL0ZoRHlVz1xNUVPvwwj3bt1ENQzo8CQREREREREZFaJC8lFwDXAT2xRkY6uJrKZWnfnhsvPQ7A4z9chqfBxNVv98Q8cGC11xLNVXzIg4QMiSqx3TxwIHdP78FkXuGbWV4U4kZI/X8NX3d1xXzZZVrwQ2osBYIiIiIiIiJS60RERBAREeHoMhwiP9k+PNU1qvYvJHImwU8Mow+ryTZ7MrTRJnx8HTMeuu/7V3PvPfng5VVqX9G11zJpiivj+QiARg0tpY4RqcmcHV2AiIiIiIiISEV16dLF0SU4TF56AQCefi4OrqRqmAcM4NYGH7AmqS/DBqc4rI7Cu+4qc3/R/WN56/jzXP/RVXS7fHQ1VSVSOdRDUERERERERKQWycu0z2nnUUcDQQwGbn0mmF+druay+2p2L9DCl16g94/34zR4gKNLEakQ9RAUERERERGRWmfu3LkA3HLLLQ6upPrlZdnnq3P3d3VwJVXHfOO19Lx+CDZ/f0eXUjYnJ8wDFAZK7aMegiIiIiIiIiK1SF62fb46z0A3B1dStWp8GChSiykQFBEREREREalF8nLsgaBHkIeDKxGR2kqBoIiIiIiIiEgtYsq2AeAeqEBQRM6PAkERERERERGRWiTPBC4U4uzv5ehSRKSW0qIiIiIiIiIiUuu0bNnS0SU4jMkEnpjAQz0EReT8KBAUERERERGRWqdjx46OLsFh8vIMeBrywKBAUETOT40KBI8fP84nn3zC4cOH8fPzY/To0fTs2ROAHTt2MG3aNFJSUmjVqhWPPfYY9evXB8BmszF9+nR+++03AK688kruvvtuDAaDw+5FREREREREqk5RUREALi4uDq6k+pnynfB0ygcUCIrI+akxcwhaLBZeeeUVunXrxnfffceDDz7IO++8Q3x8PJmZmbz22muMHDmSWbNm0aJFC958883ittHR0WzYsIGpU6fywQcfsHnzZqKjox14NyIiIiIiIlKVfvrpJ3766SdHl+EQeQVOeBoLHF2GiNRiNSYQPHHiBGlpadxwww0YjUY6duxImzZtWL58OevXryc8PJw+ffrg6urKiBEjiImJ4fjx4wAsW7aMoUOHUq9ePYKCghg6dChLly518B2JiIiIiIiIVL68Amc8nAsdXYaI1GI1ZsiwzWY74/bY2FhMJhMRERHF29zd3QkJCSEuLo7GjRsTFxdXYn9ERARxcXGlzhUdHc2SJUvKrGPSpEkAZGdnn89t1Hg2m63O3pvUXHrupDrpeRNH0HMn1U3PnDhCTXvuLBYLUHc/u5Ult9AZT+eCOn3vNe15k4tDXXvu3N3dz7qvxgSCjRo1ws/Pj3nz5nHDDTewc+dOdu/eTfv27cnPz8fX17fE8V5eXuTl5QGQn5+Pp6dnqX02m63EPIKDBw9m8ODBZdaRnJwMgI+PT2XdWo2SnZ1dZ+9Nai49d1Kd9LyJI+i5k+qmZ04coaY9d0ajEai7n93KkmfOwd/LVKfvvaY9b3JxuJieuxoTCDo7OzN58mQ+/fRTfvzxR1q0aEGfPn1wcXHB3d0dk8lU4niTyYTHX0usu7u7F4eD/9ynRUVERERERESkrjFZ3PB0szi6DBGpxWpMIAj2ob5Tpkwp/n7ixIkMGDAAg8HAsmXLirfn5+eTkJBAeHg4AOHh4cTExBAZGQlATExM8T4RERERERGpe9q2bevoEhzGZHHDw83q6DJEpBarMYuKgD3IKywsJD8/n3nz5pGWlsYVV1xBz549iY2NZe3atRQWFjJ79mwiIiJo3LgxAAMGDGDBggWkpqaSmprK/PnzGThwoIPvRkRERERERKpK27ZtL85QsKgIk9UdT3f1EBSR81ejegguX76c3377DYvFQtu2bXn55ZdxcXHBz8+PSZMm8cknn/Duu+8SGRnJxIkTi9sNHjyYxMREHnroIQAGDRp0zrkCRUREREREpPb6e9qov6eSuhg4HTvGzid/JNX2MqEdAhxdjojUYoa8vLwzL+97kfp7UZF/L2JSV1xME2RKzaHnTqqTnjdxBD13Ut30zIkj1LTnbu7cuQDccsstDq6k+nzX5xsm7bkTb08rG/YbqEFvR6Wrac+bXBzq2nNXK1YZFhEREREREZGz+/5IN3LwZmG0CR8fDRkWkfNXo+YQFBEREREREZEzKCjgWH4It7XdQfv2CgNF5MIoEBQRERERERGp4awHj3KCRoRHGBxdiojUAQoERURERERERGq4xI3xWHAmvJ2Xo0sRkTpAcwiKiIiIiIhIrdOhQwdHl1Ctjv+ZAUCjzoEOrkRE6gIFgiIiIiIiIlLrREZGOrqEanViRyYA4ZGugNWxxYhIrachwyIiIiIiIlLrZGdnk52d7egyqofVytFDNgxYCQtTGCgiF06BoIiIiIiIiNQ6S5YsYcmSJdV2PaeYGLA6JoxzOniQPwr60rlJCq6uDilBROoYBYIiIiIiIiIiZcj88ieOdb4Lt4cfBYul2q+fsmQnm+jBkGuq/9oiUjcpEBQRERERERE5i/RNR2nzxK10ZCdDvxtJ5qgnoaioWmv4baH9z8EjtMKwiFQOBYIiIiIiIiIiZ5KVxaph08nDk9uGpLHaeQBdfn2D1bd/Va1lLNzTnKaeibRta6vW64pI3aVAUERERERERORfFv1i5PObVrMovTcNAguYNtOJFWvzCPbNZ/zKO6qtDtORRJbm9eaaTnEYDNV2WRGp45wdXYCIiIiIiIhIRXXu3LnKzr1ifg53jQnFYrMHf3dfX4CTE0RGWhnWcQ8vrL4KU9YpPH2r/iP1quknKaA1g2/Ux3cRqTz6iSIiIiIiIiK1TrNmzarkvIemreKuyf1pwz6uuCyHoqhOTHwyv3h/0/BCAGJ3ZNOmb0CV1PC3rVuNTP8pGD8y6DGicZVeS0QuLgoERUREREREpNZJT08HICCg8kK59F82cuszHfB0LmD2D4WE9W8N5Jc4pmlz+8xbx3bnVWkgmJ5u4IorfID23FRvOS6el1TZtUTk4qM5BEVERERERKTauXz/PU6xsefdfunSpSxdurTS6rHZ4P4JQSQSwqyFBsL6n7kHYpM2rgDEHrJU2rXP5PdvM4q/vn/A/iq9lohcfBQIioiIiIiISLVyionB6/778e3UCUNiYrVe23XGDJz2lw7Yln2Xxu+pXZlyZTSdepx9MF1AM3/8yCAmpnwfp41btuA6c2aFarTZYMEXWYRykrzrb6TH5N4Vai8ici7lDgSzsrL4+eef+fTTT8nKygJg//79JCcnV1lxIiIiIiIiUvdYd+5jGLN4lpcxL11bfRfOz+fpR2FjnxdK7froLSthnOCOKS3KPkeD+rTkEDuO+p37emYzU27bz5UPX0JRTDw227mbGNet45Vuy/g1tj2j264jf/pX2MLDz91QRKQCyhUIxsbG8sADD7Bw4UJ+/fVXTCYTAJs3b2ZmBf+lQ0RERERERC5uu1dmMIdhvMqzTP6qXbVdN3tvPB/wCIMs0SW2H95nYXlsC+5v+isuzRqVeQ6bry/DnL5nY1wjNm40lnns3jd/Z0r6A6yjN/U7t2PyZPeyC7TZyHvsZT4+MoSRfMPE79uW675ERCqqXIHgl19+Sb9+/fj0009x+8G1owAAIABJREFUdXUt3t65c2f27NlTZcWJiIiIiIhI3bNju/2j6HVu0Xy69dJyD78tr/gTMLx7Eise+RXyTy8KErMxrfjro1uzir+eM3EPTlgY9lSDc5/cYGBs/fn4OOcxZ47rWQ+zmAqY8H5r6jmfngtw2jT3MnsJGrdu5fNDA8jHgwc/j4SwhueuR0TkPJTrp+6hQ4e49tprMRgMJbYHBweTkZFxllYiIiIiIiIipW2PCSLAJZvJLWYBsGNH2T3tzqR79+5079691PYDe6wM7gXRh1rxxTc+uE+ZgiEuDvfXXydu2h/Fx335xDHIygKTifnrG3Fl8HaCh11Wrmt7NPAmwnyQpJ0ppfY5Pf8KhXc+wqxblrCp6BJefTCG5c8vZjT/A2DnzrPfa+aH3/MGT3HVwDxa39KqXLWIiJyPcgWCNpsNs9lcantKSgqenp6VXpSIiIiIiIjUTYbUVLZlNqdzWCJtWplxwsKePRUPBMPDwwn/x9x6hrQ0tk/4gSF9DZiz87ii/nZWGAdi+OhzrB378Z83A7n/+PMA3Fp/OV/92ZUTkTeSce04jlib0e+G8n+2zX/qKRqQxKkjuSV3FBXR74M7aPDLDB5efyf9fbdy8/PN6fRQN14NegeAZcvOvGCJITWVV37pSp7Bk5dfL6rgqyEiUjHlCgQ7duzI4sWLS2wrKiri+++/p1OnTlVSmIiIiIiIiNQ95ugV7KI9nXq64No8jFYcYM9uw7kb/ktKSgopKfYeek67d7Oi7dNc/fVIgtxz+P2Dbdz9dgtyLR48GjCdSI/jvMlTmPACYFJ0Fzz9nOlatIEJu+4DoNcdZc8dWOIehgyhfkMnknK8S2w37T7Gn1xCQ+8MhgX/zvufWDA4GcDFhYA7r6IZR9i5oRCwryT8j9HMHHpnCZ9bx3DvLSm0bGmt8OshIlIR5QoE7777btatW8fEiRMpKirik08+4f777yc2NpY777yzqmsUERERERGROuLAjwcx40KHQUFYmzalAzvZs7Pi51m5ciUrV64E4M+313BTwSzatjHz605fGo3sTf8BFjp2NPNpyi207OTOdzNPzxkYEWFl7cY8+l0BC8zX4etrJap9xUK44AaQZA7EZrYUbzu0IhmAdybFM+1gN5oMiSzeV3j33XRkB3s25ZOfD7fe6kWfPj5YrWAzW3jmq3b4OecycYpG4YlI1TtzX+V/CQ0NZerUqfz66694e3tjs9kYMGAA1157Lf7+/lVdo4iIiIiIiNQFFgt/brAPh+3U2Yo5sz0dWcyck8PIzMzDz+/8zvnxklb4uuQxP9qCr699s5cXLFuWQ2ysE02bWjEY4I3xB2gc4QQE06CBjdmzc5kzxwWjEYwVHLVcP9yN/O0e5Ow7hE97+9DlA5tNALTsF1zqeGt4OO3b7mXB3mBG9otl6UH7Z+n/fWYge9sJfs/vxxvDNxEYGFmqrYhIZStXIAjg7+/P8OHDq7IWERERERERqcOMmzezLa8tgd75NG5sw9qwDe3d3ocC2LvXSM+elnOf5C/Z2QaccnM4/NI85uffyb1XHMbXN6zEMU5O9t6Afxv7aslVhA0GGDbs/Obrq9fCB4BT2+KLA8F9B5xxN+TTtPWZVx9ufU9XbE84sfRgBJN4jdd5homT/ICONDHEcfdbEedVi4hIRZVryPAff/zB6tWrS21fvXo1y5Ytq/SiREREREREpO5x/u131tCHzl1sGAyAszNtO9j3VWRhkdgY2Lcbdh7xocfUe6hHKuNeCayaos+ifnt7L8BT2xMAcF62jF1HfWgVmHzW3oZdrgsmuJ6Vt55N5OnfexRvv9J5KdPv/QNXL5cqr1tEBMoZCP7444/4+PiU2u7r68vcuXMrvSgRERERERGpe/b/cowDtGbI9bbibaG9mxBAGnt22spoeVpmSiHD+2Vjs9po4JrGZF5lVet7aNzKo6rKPqPglvbPyKkr9uH29tuk3vo4y7mcAcPOPq1W/fo2DhzM4t7H3bF27cLkxzO4b2QG3yd2ouMbN1ZX6SIi5RsynJycTGhoaKntISEhJCUlVXpRIiIiIiIiNVnBqWzu7XyEB//PyqWPdXZ0ObWC4eRJ5h7ujNFg5frrTw/TtXTral9YZHOnc57DnJnL2O4nOJTdmRedzbR7eDDNvL+i6IZnKP9g48rRoIE9wFwVG0HOq9v4MjAaW7oTd48tO9g0/GNB5See/furCk5gKCJygcrVQ9DT0/OMwV9iYiIeHtX7rzAiIiIiIiKOtnLKnyzM7s/sGeX6SHXRyM6GxYudsZ0hE3P+/Q/mcDuXdc2iXr3TB1i62gPBvUc9sZ5jod/Fz2zlt4wevDtiHVe+NYyGjRqR/9xzWDp0qOQ7ObegIBu335DFNMZzH18Q79WC117LIzy8fD0dRUQcqVy/vbp06cJXX31FWlpa8bbU1FS+/vprunTpUmXFiYiIiIiI1ERzf3QDYM1xLQLxT99Od+KOO7x57VW3Uvt2/nCUI7TgxpEl58mz1a9PVGA8uYWuxMaW/RF1+VInApwyGDG1IydPnuTkyZOVWn9FffC5lWnTclm1KosdO7IZN67QofWIiJRXuQLB0aNHk5+fz3333ceECROYMGECY8eOJT8/n9GjR1d1jSIiIiIiIjWGaf1uFmb0wc8piyPmJiTsTnd0SY5XUIDHhAnsfncVAG+/48H0FxMBMCQkYMsv4MdNETgbzFx7nblU86iO9j/PtrDIwfkHebHrCr5OupbLmh/HaIR169axbt26qrmfcnJxsa9S3L69tcRQYBGRmq5cgaCfnx///e9/uf/++4mMjCQyMpJx48bx/vvv4+9/9glTRURERERE6oL0NPjsfQsWCyyZspc8PHlm5GEAtvxwgtxcSEm5OBMhQ2oqrnPm4Pb11/yZ3pQrG+9liOvv/N/7LVne5w32tB1Dm6auvFP0KAM6JhEQUHpIbeSABhiwsmd9bukL2Gzcfm8I7x8ZCsBlt1XvasIiInVRuRYVAXB1dWXQoEFVWYuIiIiIiEiN9O74k3y4pC1NPPYyd20Twj1TGPVCQybNsLBvQy7Ln/Pgt99c2LEjC+PFsD6EzYbz6tVkfjiHJ3+/hkNcSgfPmewxRTHk9nweu9eXG/rFc8ee5wjjHpIKAgC48W7PM57OrVcnWnKIPRvdAdcS+0z7jnPM2oFJgzbQ7Nb2XHedV1XfnYhInXfWQHDfvn1ERkZiNBrZt29fmSdp06ZNpRcmIiIiIiJSE2RlwfSlTQGY9lIOaywDefia43gEBNDS/Th7D3lwIMuZ+Hgntmwx0qNHda93W/1cFi1i7agZ3GWYQZpTEL08/+TLnDsA6NDBglcDb2atNjDsViPxh0N4Kfc51jW+jWtuanzG81mioujgtJpthy8rte/4H0eBDrTq6csNtxSVbiwiIhV21kDwqaeeYsaMGfj7+/PUU09hMBiwnWGpKIPBwE8//VSlRYqIiIiIiDjK9q1OZJs96cAOVpq6A3DTw0GAlbZhaaw/Eklypn02pkWLXC6KQHD5j9lcx2+0blnED1/mERXVkuPHM/nlF1euusoe2gUH21i6Ig/DyZN4jltJ3tSbsfqc5YSurrQPS2Xu8WBystPZsdOZxx/35OOPTaRsPAVAk94h1XR3IiJ131kDwS+++AI/P7/ir0VERERERC5GCVsTAV++cHuQFwomkd2hJ1FR9gCwbScj84+EghV8fGwsWuTCiy/m16gFJgoKYOBAH3r1MjNlSh5O5ZpJvmxr99XDiJk/luXi9dcI3saNbYwfX1DqWFvDhuT+/PM5z9n6msbwCez/dhdPzezFgQNGhg8xc7PZvghJRKQRON1JpV+/fhd+IyIiF6mz/iqoX78+BoMBs9nMokWLired6T8REREREZG66uSBPACazniK2b+58tMKp+LAr9eIhsXHPRwwg6NHjRw4UAmJWyWKiXFizx4jn3/uxpQp7pVyzmPJPjRxTy4OAytD63u6AvDfqe7s2ePM87xIUZGBadZxBPiZ8fMrOWItODiY4ODgyitAROQics7fVM7OzixevPiMw4VFRERERETqupMnbNQjBdcOLbF061ai91+vAS6saTeGWQzjgbjJACxe7OKgSs/s2DH7x77WTgd5+203jh698MAyJrseTQLSL/g8/9S4hQv+rrksTOhOIKk8/nA23/xixNXVRrMWpY+Pi4sjLi6uUmsQEblYlOs3QVRU1DkXFhEREREREXGk3S8u4s1m33Fi3rZKPe/JJFcacQLbWXqjdXhvGDfe7UFoc3e6euxm8aKaFQjGxtgTzC+so7HZDKz6tdC+w2bD+tkMiK1gqJaby1FzOE1D8iq1ToMBXhy1F4BbmIv1uafo3dvC/Pk5vP566Wtt2rSJTZs2VWoNIiIXi3IFgv369WP69Ol8//33bN++nX379pX4T0RERERExNE+nR3M6+njuXFsUyyFFVvYw5CWxubIB/j8sSNkZpbcdyLdi0ZuKWA0nrGtpVs38t57j4IJE7gx7zu2bnPm5MmaM4lg7I5svMih6+3hNCSetT/bbzD1q2iCnnqEGbcur9D5cvedIIX6NI2wVnqtd77SmD/ajOfl//mDiz1Y7dXLQrdudX+hFhGR6nTWRUX+6d133wVg5syZpfZplWERERERkYuLxQL79zvRrl3lB0IXIiHLG4DDlmYse3cNVz4dha2wCIPruXvs7Z+2lkEps2A6/Bh9lIXbfXD2sLeLz/GnV0DWOc9ReNttXP/y7UxOgiVLnBk9uqjkAbm5ZI2ZjN+rj2Br3qziN3ieYvfm04xkCh4cz2Xz1rHkzyE8d/1+Dqy3zwf/0aHB3LNyJeZ+/bBY4H//c+Wtt9x56aU8hg0rKnW+E2viAWgS5Vn5xbq702Xda5V/XhERKaFcgaBWGRYRERERkb999pkbzzzjwQ03FDJ4cNEZQ6NqZ7USnxfIdU3/ZFtcfT79nzchzQ4z4P6O/NptMl0XPwnOZ//4M28WGDHzHC/zQtKL7J+/nqgRbYiJcSLN7EtYUDmGx7q4EPH41QQ9eYqd0bkw2q/E7vj52+m45Au+P/EcA9Y8daF3XCZDRgbGDRvI7dqbA7EeRBl3YW3bixGdl7JhY1e+Wt2aXOwBaryhEcYnbmLde6uY+IwvO3e5YMDKou/yGTasdK/IuXP+WmF5SFiV3oOIiFSdcg0ZDggIwNfXV6sMi4iIiIgIy5fah8P+9JMrjz3kyokYM6++6k6PHj7ExV34ghWGU6dwffZ5sqZ8CeVd3PBEPMdtjQgPtzK262aWpnTivbedMePCnZsfY/f8Y2dvG3+S7+P7MLD+Dm5iHgBH16awb58TV1/tTQDp3NDhcLnKKBo1kg7Oe9m7paDUvl1brVhwZkN80/Ld0wVw/ewzNg3/jH6RJo5kNWBA+EEwGrn88XYc6nY7id/+TFJiOjNm5JJr88Lz8B6uui6I1D0pfM+tjGQmmzcbS738x1/8lv/uv5o7m66gZeuaMyxaREQqpszf1tnZ2bz00kvceuut3H777Tz55JMkJSVVV20iIiIiIlJDeI4ahU+fPri8P5Utq8yM4Qs2trmDAosLXTr78Pbb7hw8aGTNCig1CV8FuU2azK0fXUXzNx7h+MrYcrXJ3R1HLt40bO7GyGcb4EY+8w91AiALXwY8cAnR0WfuIbjjg00cI4IbxwVQL34VBqzMXdmQa672gpwcVtGXlm3LGXS6u9OuZT6708KwZueW2HVwrz1d253VBAoLy3e+8zRvVQgDWUahTyC/1L+be8fZ5+AzX3klOb/9hvnqq3F1MzBgQBHDhhUyvtt63nSdzI6rn+DqmUPp1tFEUr4/sTGnz+myZw+T3m+CO/k8/8y5h1BXtYEDBzJw4EBHlyEiUiuV+Vvtm2++4eDBg4wYMYLRo0eTkZHBxx9/XGXFJCUl8cILLzBs2DBGjRrFJ598gsVi/8W1Y8cOxo0bx80338wzzzxDcnJycTubzcbXX3/NiBEjGDFiBF999RW28v5LooiIiIiIlM1sZuGv7jx86DHueLED6UXeXDrIk8h1H3Fdj3h6hRxhTePbcCOfw//5nk+bfswzj53f/48bt2/no7mNWMw1mHHhzRfL1y5hm/3zQWgbHwL7tub2gCUA3NMomtiAjnRwO8DYMe7Exdl7tSUnG/j0U1fWrTMyd74bboYChtwTiIengXD3ZH6J74pnZiJrczrR6vL6FI4YUe57aHNFfUx4cfyHrSW2H4izz7m30xqFcf/+cp/vfKyKaUKAMZO1+13oc+B9CseOPeNxXl4wbZqJV39rw31JEzF+8zFF11xD9xvsKyov/fxE8bG739/EIq7liSeLCLr1siqtvzwCAgIICAhwdBkiIrVSmYHg1q1beeSRR7jtttsYOnQozz77LH/++Sdms7lKipk2bRp+fn7MmDGDqVOnsnv3bhYtWkRmZiavvfYaI0eOZNasWbRo0YI333yzuF10dDQbNmxg6tSpfPDBB2zevJno6OgqqVFERERE5GJjiDnGvZZPmc5d7AkfTP9WJ+j/3pUAzIj2Yv6+hrT78xPaOB9iaUY3nuYNpk0PICenghey2Uh+4gOe5yWuGpjHaP95LNxVvsU3EtccAyA0yh+AcaPScMLCZZek49eyHnNNV2Mz5fHY0FNkHUxiaI8cnn7ak6HXujMneSBXtT6K319T/nn42nsSjo1cRvDSL8idNw9bcHC5b6NNX3sN+3aUXHTlQFoDAOJpRNqx7HKf73zEZgTQ1PsUHh7n1z5ydFe6uWzn48+9sZzKgNxc3vmjB/XcshjzyJlXW65uR48e5ejRo44uQ0SkViozEExNTaV58+bF34eHh+Ps7ExaWlqVFJOUlETfvn1xdXUlICCAzp07ExcXx/r16wkPD6dPnz64uroyYsQIYmJiOH78OADLli1j6NCh1KtXj6CgIIYOHcrSpUurpEYRERERkYvByvnZ3NTuJMd/3sXRVQmkE8ibDx9i84585m/wpl7Df63c6+REmyY57KRj8aZ1c09V6JrGxb/y2LbR4OLKm+8W0rqVmQyLL+npJeeqc5k3D49HHy2eX3D/LgvXbbR3JWwYZt/W9rH+HO5yCzc+0YiC8eMJG9SKNzp9w/KY5tzcK5d9GWG8xHMU2VxIoT43jTm9Yq5bqD3Qu/a7G7B07lyhewCIuMQHgLjjp4Mza0YW+wub0cwrAYCjhyp82vKz2YjNa0B44PkP6zX4+zH+oSKOWpqy5duj7H5/DdGWq3hweCJeXpVY6wXYtm0b27Ztc3QZIiK1UpmBoNVqxflfK3EZjUasVutZWlyY66+/nlWrVpGfn09qaipbt26lS5cuxMXFERERUXycu7s7ISEhxMXFAZTaHxERUbxPREREREQqZuFCF267N4TlJ9vy+F157HrmJwA6DSp7eGbDfvb/Jx8/6hSe5DLzhRPkb94DwDk/QhQVseSJtSzkOp6eXEh4uI0mTe2NYvbkg9mM68yZkJvLtLEHuHbGSIwrVwHw4X/sXRFv7x1D2F+BoC0ggIA/vsLaoT1FN9xA7pw5DF86nCtaHGGLpTP9QvfzxIMZRPom4O2cx5XDT68I/MUXJqZONdGs2fl97vELMuJjyCYu0a142755R8jFm4GXpACQkVI1o64AbJlZxNoa0yS09MImFdHtRvsCknu3FvHW5w0IcMrgnhfK31NSRERqrjPPqvsPU6ZMKREKFhYW8t577+Hq6lq87eWXX66UYqKioliyZAm33347VquVAQMGcOmll7J582Z8fX1LHOvl5UVeXh4A+fn5eHp6ltpns9kwGE7/a2J0dDRLliwps4ZJkyYB9gVV6iKbzVZn701qLj13Up30vIkj6LmT6laVz9yCBZ5MmOBHd9sGrmp7hBf2juT3wkF4kUNYpLnM6w57wAmPhhncc08eXqeO8tav/ek16Cj9mm9jYWpvFi1JJTTUcsa21k++47HESbRrnModo0xkZ0PDpvZjD246RcfDv+MxYQK5BUVM5RGOE8bW+2/hz8EB/LjyUu53+YJnv+qHyVT26/LKTA8yx5t4aFIAp3o8ycuXGUlLy8ViyePvW2vQAIYOhQt5iZu4mDh2yqf49Vq6wL7AyJXDXfh8DaQmFVTZe5ix+Rh5NKFBw6ILuoZPuBP+ZPDDsgasz+3EU/2WY3BqcUGvS2X6e755/fytm/S7VRyhrj137u7uZ91XZiA4YMCAUtv69+9/wQWdidVq5fnnn2fw4MG89dZb5OXlMXXqVL7++mvc3d0xmUwljjeZTHj8NSGGu7t7cTj4z33/DAMBBg8ezODBg8us4+/FSnx8fCrjtmqc7OzsOntvUnPpuZPqpOdNqoPFAg895MnYsQVccolFz51Uu6p85t5+24eOgXEsSR2M9dtV7Hu9gDnfuzGo5WH8/ZuW2dbHBx5/HMCHZ77zoV90AhPGefL1Efvnil8/yaFB9zCWL3PGKfYYXnEHuOvdSNoPCeHFj4I4SUO+/jKHwED7vbXsFgRA/GEnpi018AZZTP5pKcctYQBckTwbywxnOrOVx6/biXfwLee8v1at4LelhYAb4MagQcXVV/i1Kku493GO59Qrfp9W7QmlneshOg4IASA327nK3sMjR+09G5u387zga0R5H2VNTmd8yGLUq/Vr1M86o9E+JLsm1SSVR79bxREupueuzEDwscceq646yM7O5tSpU1x77bW4uLjg4uLCwIEDmTlzJtdddx3Lli0rPjY/P5+EhATCw8MB+9yGMTExREZGAhATE1O8T0RERKSynTxuZfZsV2bPdiU9PaNar52WZsDb28Y/BmuIVKrMDLg+dxFut1+DqWkTPvk0jzfezMPXt2mFz9V7sAer9sOqhQm880AC078L4dQcN5wLcvG3uHCK/nwz0oNN8w8wO/Mabmx/kK7dQorbe0bUJ4QE3pjTkiJrGwBeWnMVzhQx9rLdHHBux6Mtf2TwupfInzCVM/c9dIwmgZmsPRIFWMnLtbImrR1jW6/AL8A+5DYjs8zZm87KZoOnn/YgKsrCqFGFZzzmxBr7ysBhnYPO6xr/1C4khTWHYXybP/AN73bB5xMRkZrh/H4LVQE/Pz8aNGjA4sWLsVgs5OTksGzZsv9n777DoyqzB45/pyWT3klCCi30kgDSFaStNBUUdBEsIFixsLZVF9TVlbX8VhfXBisrUkREQKV3RaSDdEIL6aT3yfT5/XFjQkwF0nM+z8OTcOuZyUxy59zzvoc2bdowYMAAYmNj2bNnD2azmRUrVtCmTRvCwsIApZJx7dq1ZGRkkJGRwZo1axg+fHg9PyIhhBBCNFWZJ64Uf28u//N4rWnXzovp012r3lCI62TId+Buy8E4e3bxMi8v+MPgm2rT6+FPE12YOekKMaaW5Bm0LPd5ghMLd3Bw1F8x23V88JqRKwRzy+2lX9v24GAiOYaLvYDFnk/Q1S2GQocLN3GId15IZNV3Bm7553AKfv4JW2RkBRHUj/AWheQ4PMnJhv2rUzGh59YhZpydwUVVSHbu9XXqPXVKzYIFzjz9tCtbtpRT32EycWlHIgBtenvfyEMAYHjPNNpykcfmNLyKmdtuu43bbrutvsMQQohGqcEkBAFeeeUVjhw5wpQpU3jkkUfQaDTMmDEDLy8vXn75ZZYsWcLkyZOJjo7mhRdeKN5v1KhR9O3bl1mzZjFr1iz69OlT5dBgIYQQQojrlXE2s/j7/auS6+y8RqPydf16KQ8UtcNsBotdi0v7ltjbt6/RY0/4d//i7/vsnINl4kRavjiJfuxj8W83AdD/9j8ksFxcWOr9JJdoy6SnfOndKgWAwfyMrW3bGo2vprUKtQBw8aSJn34woMPMgHuV6kcfTS45Bl1lu1dozZqS9/+Rg2WztJojRzhjaEUr//wa6Qb8pzf7cOKjjXiPuunGD1bDPDw8ms3QPiGEqGlVNhWpS23btmXevHnlrouKiuKzzz4rd51KpWLatGlMmzatNsMTQgghhAAg/WLJZNPRu9KJut29Ts6bk3OdJVpNjCorC1VaGvai6WJEzSkoUF5jri1qvgpVo1Nz7HAGuRlWNKFKYszWsyfT7/6F/d+Bm4uNjh3LdvX1CXVFbUomd/p0ekVf5qvTMLBNAo7g4BqPsSZF9bDASjjys4mdR/wYpNmPS2RXALycDGQbnKs4AqSkqOjc2ZNvvy1g+HArDgesWaNjaK8Mzh4xkbztCrxaOjGqTk7mDL3oEGEBbvx3hiMwEPPUqTd8nNpw7tw5gOKpo4QQQlRfg0oICiGEEEI0BunxJgBU2Ll06fqG/V2P7GxJCGK34/bnP6OOjyf39On6jqbJKchVZuFz9aydgUThbTXQtvR75p7/3kynp/NwOMoflmx67DGwWnH4+nLnKxqSk3bQ/8sXrn8Mcx0J6RNISxLZsEHLscyW/L3dNlB3B8DH2UCWsWzS1ZGVQ/6Pu/F4YBwA69frcDhULFrkzPDhVo4f1xATo+GFFmtYTDcSUsrejHAkpRBNR27pZgYctfoY69vx48cBSQgKIcT1aFBDhoUQQgghakpBYg7z5ztjsdT8sdNT7LioCumpO8mFpBoYk1dNv1cI6nRN+0N+ZZyWLyfmQCY7kztDbm59h9PkGFINALh51W3dQI8eNiIjy28JYp4yBfODDwLg3caLv67vhXOAZ12Gd13sPaMYqDnAzlMtAbj1ZmPxOm8XEzmWsgnBJaO+J/yZqVzenQQOB798fBYAT0sGAKtX69Bq7Nxz+FXCiSMh36fMMeLOmTHiQofuUvshhBCiYtVOCObm5vLDDz/w+eefk1t08XX27FlSU1NrLTghhBBCiOuhio/nH93W89prLmzZcn3zdFUmLUNLC+ccOngmcyEzoMaPX5HfKwSba4dhVVYW6XM+Z4jqZ+5iNaqY2PoOqckpKEoIuntLMumG6XQMj7gEQAtS6DG2ZIizl5uFLGvn//WdAAAgAElEQVTZue9+ONcFgNf/4cmDI3P54VIPAGJP5ONwwNpVKkaot+Pd2pMQPwPxBX44/nB/YO8ZpbNwVM+yw6+FEEKI31UrIRgbG8vjjz/OunXr2LhxIwaDcqFw8OBBli5dWqsBCiGEEEJcK3VSEtsZDkBeXhUbX6u8PNJz9fh7GokIzOWyKQiTqYbPUYHfKwSdNOVXUjV11jnvcGf2VyQ7gsnFi/iDaZTJhogbUpheCICLb9Xz24mqPTDVyFk6sp9+OPr2Ll7u7Wkly+ENtqvey0YjyShJw+/3h7L3N3ee8V3MHX4/czndk6M/FxKX5Mwk7RoKVqwgNAwK7XqyskoPnd58uTNBunS6dWuevyeEEEJUT7USgl988QVDhgzh888/x+mqW9K9evXi1KlTtRacEEIIIURlkpJU5Q4JNqbmcY6OAKQcSsb5o49qLHHk9P33pNr98G/tSkQbMw7UXDxXN7OwZKcrH/D1+el1cr6GxH7mPA8vG8VxVSSv/CUbgJN78vH29cVp4cJ6jq7pKMhQsttufs20DLWGmR99hFYvjifoibHg5VW83NsbcvDGnlbSsbxw12HO0Jkn+Jh13veRYAvm7/92pmd3M8nWFvzt7jicMfKn/47D3q4dIaHK77SE2JLfbdZCC9sye/On4OMNfYpFIYQQ9axaV6/nz59n3LhxqP7wVyUgIIDs7OxaCUwIIYQQojyqhAScli7ll3kHiOzhwX8/K9vU49yZku8PfpfMjrn7cFq0qOpjZ2ZWuY1u2XKSNGH4R3jRq5eSoDu+o6D6D+AG5MZkAeDkqKOSxAbC4YAZ05z5nvHMeyWNWc+DGhuntqThAJy+/ba+Q2wyDFlmAFz9a77LcLOk02F8+WWM//hHqcU+rZVmINkHLhUv+/6TdByoGRV2grHZX6Pu3QPL2LGED2sNwCF7bz579TzuYwYCENxWqeK8crZoLk2rlX1RL5Bl92Zs53O1/MAahrFjxzJ27Nj6DkMIIRqlaiUEHQ4HVqu1zPK0tDRcXeViQQghhBB1R//uu8Q89SlT3u2H1abm4tqzZbaJiy25ibk++xbGsZ4tf92L5tgxtD/9BIWFZfbR7NuHV7t2aDdurPDc6kuXWLcvkCu2FgwcZCP89i74k8bRbXWUEIxTxj9bNY17OGdCgoqCa3jKLl5QsSa6By+Hfckjzzvj4gKd9LFsMNyKDgvLPB6tvWCbmYIspeTWtYVc49emiIHKPH/ndyvVvhlpDp7ePZnBvicY2j8fAOOcOaBS0Wd8ADfdZGXVWiPjnw8rPoZvO6WxSuYlJSGo3bOHZam34UsGt3WKqcuHU29cXFxwcXGp7zCEEKJRqlZCMDIykg0bNpRaZrFYWLlyJVFRUbUSmBBCCCFEeVJjChmr24KLrwuttfEkxZadOD8uUWkk0ocDxcsesn1B3PCn+L/xR8j4ZE2ZfTTR0UDl1WbqpSt4mXl0bGvinnvMONpH0N/jJIfO+t7ow6qWnCtKl9ICR911Nq5pDgcMH+7B++/rq73PgeVxAEyaUpLovf+eXI7QGxtadiW0r/E4m6uCHKXq1S2w8b7GGoNOA5SGIqePKkUXSQevYMGJx8fH4njkIQrnzsU6ZAgAYWEOtm7NZ/Dg0gUavl2UhkYZl5X53ROX7GY1d3FPv4vw6EN19Ejq1+nTpzl9+nR9hyGEEI1StRKCDz30EL/++isvvPACFouFzz77jEcffZTY2FgeeOCB2o5RCCGEEKLY26fvJsXmz4rvTHQLSiM+ywMcDgrW7Sbxve8AiEt1xYM8gl2UIbYP9z6Eys2FbrbjvM4b/G9r27IHNhrZwVAm73gCo7GcE9tsLF9kJ5pOzPm7FW1RE9a+N1k4b2pF1snkWnrEJXKK5hA02BtvhWBuLqSmqjl/vvrzLh78Lhk/VQatnxxRvOzRD1vz/uupALir6qZCszkw5CqvMZcWkhCsTUFBDny1OZyOUZ7nvCTlNewZ6o7tppswzZ5d5TFcO4fhjJGMBBNYLLz5Y1/Uapj1RUccwcFV7t8USEJQCCGuX7WuxIKDg5k/fz69evUqrggcNmwYH374IQEBAbUaoBBCCCHE1aLzQ4nyjSMqykZIGy3x9pacnDqfAfdH0vvtKexcEEtclietnRJJ1LYGYPzwLBYsMhcfozCr7Bx8l6OtDGcHq3NG8NuRsrPxm7f8wt9znqVfu1TGjCnpZNL7z60AOLrwRA0/0j9wOMjJUpoHmB1OlDObS6OQlKRcfiYmqtEcOUK5XWGuZjKxN6EV/cMTUbmXJKlUKnj4GSeCNSkYjNraDLlZKcgHLRacXOU5rU0qFXRpkcaprBAwGMhNUe5CeARVf/irys2VAHUG6akOTi0+zjLzPTwx9gIhIdJ5WwghRNWq/Zfe29ubyZMn12YsQgghhBCVs9uJMYfQzz8TCKBllC85u725ZcNrtNJfoaPlApNf7oy72sAA9+M8NPA0D28IpOcwN9z6Wdm+PY/JoywkZpT90L3qSMmw01M/59B/oDI/lzomBuf58/l0Rx8SuZPP38so1b0zcmwgGqwc2prPsFp86NqffybNUFLZWFgIHh61eMJakpxclBA8b8Jj+HDM48Zh+OILcHJC+8sv2MLDcYSHF2/vOHaKC47B3N69/CogN42RArMkr2qKoQDcVAbpUFsHunZ3sDSpO+zbQW6a8mb2bHltczf66/PJyNLw2r988FNl8PT7/rURqhBCiCaoWhWCMTExxMbGFv//0KFD/POf/2T58uXYbLZaC04IIYQQzVNFlxe2tCziCaNVsFLh17KHT/G6HcedWP+X9XS2nyLD6k24Zxa3zQwivftg3Hq0AaBXLxtdfJOIz/Upc+wNl7txEwfxIZNTR5UArNn5vDzwCIe+PMe7cZMZFXacQUNLdzV2c4NugVfYn9wKVUJCTTz8ckW/tpqTdKeVaxoAhYWNM2OTskmppEwrcOMsHflxnRP/GriZb5c5cPvzn3GZN6/U9sk7zmNDS/hNfuUez01rJN/sVOtxNxcFBjXumrJNd0TN63u7DwW4c3J1DLmZyu8cz9Bry/L7exrZkDWI7cnd+WvkOrxaNN7pBIQQQtStaiUEP/744+KEYHp6OvPmzaOwsJDNmzezZMmSWg1QCCGEEM3Lji8S8Pf35uxBQ5l1iSeysaGlVSvlw3NQkDI0LiLChm+AGvenp7DF917Gs4Zx7U5hvfVW8n/+Ga7qQhkaYCLOEgTmkiHE2dkqDuR0Yoz/PiI5xoloZfszK6P5xPgwN7OHbHyY+7qZ8vQapGY//VCv+bHGnoeraX/5hY+PDcFVZ+bxqJ+BxpsQTF3/W/H3nTnLRL7jzYv3M/tpZ14reJGtv7iX2j5+3xUAwqO8yj2em9aEwSIJwZpSkGvHXVd2SL2oeYNGKM2Pft2tIrdoOgCPa0wI+vkqTZX8SGfac9IZWgghRPVVKyGYkJBA27bKEJVff/2V9u3b88Ybb/CXv/yF3bt312qAQgghhGi6NmzQcu+9bqUqAjcvzQVg2fz8MtvHn1Hm2WoVoQwR7dnTyoQJZlasKGoq4e6O+18eZA13MbRLUrnnDA2zk0RL7LGJxcsSfzyOAzVdO1npxRGOxfuzd6+G3zZnFm8zalAmne+KKPeYPW91pgB3or85Wf0Hfw1y3lrAcu7jz/dZCPFTqrcMBQ1nnrC8PLjtNneOHCmqnjSbmX6/E3Pnlu0knJheerj2tm15LLh1MQV2V95kLtMT3iLnSkmFWtwp5fvWrct2kwZw01nIt1S/Y7GomDo6GkOOBRcfSbDWhcBAB+29U9gd347cDAtu5KN11lS941X8wpUk4C3O+9H8aUhthNmg3Xnnndx55531HYYQQjRK1UoIWq1WnJyUC4OTJ0/Su3dvAFq2bEl2dnbtRSeEEEKIJu3xR13ZskXHvvEfgV1J+BiS8wBYv8cfxx9yXrEXlMxhWBclqeTmBosWGWjXriRZZJo2DWv//tgGDCj3nCGd3bGjIX35LgBUKSnkPK0MU20RquG5wCW0cU9l0iR3lu7vBICvr53Zc3UVPo5evZSKqoOnPFnV4wOOfXLwGp6Fymn272fR/khM6Hn0CRuunkrCoDCzvFbI9ePoUS0HDmjZuFEHVivpI2eyZp0r/13oRE7OVZWMubkkmf3x0SvVnyH+hfTubWPY5JIh3GkE8O4rZmJi1Hz0Txt/TX8BjcpOSEgFCUEnMwabDJOsCTEfbWU3txDSpRFOTtlIDepdwM+Om8mOycVLU/YmSFVMIa0B6PHCreDU/BK5Op0Ona7i381CCCEqVq2EYEhICHv27CE1NZXffvutuNNwVlYW7u7uVewthBBCCFGWwwFqs5LU+vKXTjh99jnYbFxIU5JDMVm+5OaWbK85coRfvkrAh0xCuntXfGBXV/I3bsQydmy5q9sMCwXgL/M7YcnIxWnFCpIJBiDI30KLVs5s6/AYoborHCjozsi257h4MZe+fSueNzkszEagn4WV3MPM+De49dWRHNtRMzdNbbsP8AlPMOLWQjp0sOPioSQEDZkNZ1jniRNKTCdPanD+4AO+Od4NgEKjmpUrSz6sq+PjOUcHBnVOY86cQjZsV4Zg+98WSSfOEMlvzGQhn6xpRa9ensx9x49M/LA51Ggr6Bvi5mwl31b9zqxC+XmtX69Dt2IFTl9+CTk5YLXy1qoeaHRq5v1L5givKwPu8CIXL3Yb++CtK7jm/fV65a5Jz94Np2K4Lh07doxjx47VdxhCCNEoVSshOHnyZL766itmzpxJ586dad9e6cJ39OjR4qHEQgghhBDX4nKMimyzK57aAlYxiWfnBsA3qzlnb4cbSqVMWlrJpUruL6dYzV3c2/MMGv9KEoJVGDjQxit3n2C9fTS/rEjFadkyEkP6AODz1ETsYWGEHfqRXdk9GRpylkkvBld5TJUK+gxwsIuhxctOrIm77hivtvFXP64QzGOzlCSNi5eSYDNmNZyE4JmV0QCc+iWXFf+8wuuqNxje+jw9OcKSTyzFlZ6JR9I5TwcG9jPxl7+YCA9XVji8vFjJPXzt9CCvvufE/Z5r+BezOU1nAHpHlT93I4Cb3kKBXRKC1+KlZzXMmK7HMeslXGfPxq1jV3L7380m01Am3HKFsLDmmVyqD4OGK5nuS7TD0/naq35fesnIf/9bwJAh1poOrVE4f/4858+fr+8whBCiUargXmtp/fv3Z9GiRWRlZdG6devi5ZGRkQyoYDiOEEIIIURlDq3LALzYNGsV3xaM44OFM9j/5DEy8eNPIcfZktiDtCt2Ioqm7du2zxsTeia+0w24/oSFSgXPvGBn/nd5rPsylwkXzpNwyyB8DHacW3hh69wZh0aD57svsnp6EFC9aqk+fWysW1fy/5Tk6w6xlPPxyhxhgwYpH/hdvJVhgYXZFSfJ6pIqK4uTx5Xv4/P9mM4X3DqokEX/8+TH/ouZdfkt5rxioFukg5i1AQDcOrbs0Mbw0ytBo8HRogXzH3ag3a3BaVEMV1yfwDjv7QrP76q3U+BwBRrG89HQJSSo2HtEeU1N5BuM7btyKCaAgovKPIy3zbBzI+8vcW1CQhy08UonJscfL/21J/k9PODuuy21EJkQQoimrloJQQAfHx98fHwwF3Xkc3JyolOnTrUWmBBCCCGatjM70tARSocpUcyN0NDZsZtH/nsLACNvSmdLIqRdKoCb3QA4FeOBDjM9om48WeEUEco49UZWXxjJS66RJLlGEBioHNc0axbm++7DEVx1ZeDV+vRREnatW9vIv5xJSlq1L7MqlZKhw0eXh76ob8bvCUFDTsNIAhh/Psxp7mBQ2GX2xLfmvqFxfLDCEycnZya8F8Wyh3/l08/6YUcDDCSERDoNLNsxuNTzrVJhHTwY6+DBOAOVzRDo7mKjEFdsVhMabePsvFxn7HZ++Gcs0BOAzYyii87KfdNs2GwmTp7UMHioJAPr2qBe+cTs9MfTrXlW+QkhhKgf1b5S3bZtGytXriQlJQWAwMBA7rnnHkaMGFFrwQkhhBCi6Tp7VkMn7UU0Ea0AmPRed24btpnsdlG4Hcjihe8hPcYAFCUEU1rQ0SUOnc7/xk+u0TCn3RK2nR/KcLajO+dEq1ZFTSucna85GQgQFWVDp3PQrZuN2IQ0kjNrpvPtlTx3gjzyAKWqy9VPOW5Bdv3P82axwC+rs7HgxHPvejA/Ips27TxRFeXlXO8awRb9BuwbviD+pzguJegJ6aBHpV5YYzG4uhY1o8m14uErzQUqo1u7ltXLetBHfYhJd+STpfHn+QWhqKs1iZCoLQNv92TpTvDylR+EEEKIulOthOAPP/zA4sWLGT16NN26dcPhcHDy5Ek+/fRTCgsLuf3222s7TiGEEEI0JQ4Hp9MC6R8SC5Qk3zxH98MTcGR4osJOWoIZbDb0f/87p7Jm0z80DqiBhCAQ0cOZredHMlR9kOwYDf363ViCzcUF3nuvkC5dbLy3M4sreTcepyonh2RrAEE+Jn5PCHoFKhWCOVn1X8n1wKgCNh2ZAUD/IRpcypnKzzpmDIwZQwgQmpioJFxrMAY3JV+MIcNUrwnBrVu1pKSomTq14Q5dvrzmJIeZzlsvpDLzr82vI21D9fs8gm79OwFSJSiEEKJuVCshuG7dOmbOnMmoUaOKlw0YMIDQ0FDWrFkjCUEhhBBCXJPCH3cRa5/AtO6x5a7XtGyBHxmkJTvQbdqEef7/iOXfTA89UWMxmCdNorPLOlY9WMiEu7S0b3/jFXcPPqgkg4Lc8ziTGXHDx1PFx5NMCP0D7cXLnHzdcMFAdnb9Do89uvA4m44MBqCNf265ycA/coSE1Hgcrr8nBDNNgHuNH78yqvR0VPsP8s9PWjDv1+EAdMjaR9+netVpHNXicLD6pyAAxt/vjMwT2HCEh9uZO7eQkSPtVW8sSpk4cWJ9hyCEEI1WterS09LSiIyMLLM8MjKStLS0Gg9KCCGEEE2X+uJFLk3/AIAOd7Qtdxt7QACBpJCarsb5P/9hDRMA6Nkmo8bisN52G4UffUTvm+ycOpXDs8/WXNfeIG8DVyy+2K/h8/3Zs2pmz3YhL69kmepKCskEExhSkvxz+PriQ1a9JgTVZ87w4St5+Kiz+WZRKl+vq3qf2uLqrjwPBdl1XFmVn48jaghTproz79fhPOC5hlBNEu++qQFrw6vyUl+4wDd5YxjUNoGQEEkGNjSzZ5vo1k0SgkIIIepOtRKC/v7+nDhR9o78iRMn8PevmWE7QgghhGi61NHROC1eDIDzJ5/wCzcDcNMwt/J3cHUlUJPOxVg97+wbxou6D+nDAW4dXDvDMT08qNF51IL8rVjRkZlZlLSz23GbMAHtzp0V7rP180S+/NKZmdOcsRUVK+akmjGhJzD4quSfqys+qmyyc+tnvjFVdjYxE+byg3Usjz5q5E8TnOjYsf4SGe6eyvNgyKrbobr26EsMLtjIJvUY3n0rmw8vD2Xc8Fz2WXrD1op/zvUlesVJTtGNCfdKMlA0HYcPH+bw4cP1HYYQQjRK1bqSHD16NAsWLGDx4sUcOnSIQ4cO8eWXX7Jw4ULGjBlT2zEKIYQQopFb/dwRBjx7K/boizh9/TU/BU2iQwcbAQEVJyeCXHI4bWzL3/gH4d1c+eArPbZ7J9Vh1NcvOEjJ6CVeKuoEnJjE27sGc2na/1W4T3a0Mupi83YXXntNaRySkqQ8P4EhpS/ZfHQFZOfV0hxwFgvFGclyaHft4t2Uh3DTW3nkhWqME65lLh7Kc5ObZed8NMSfM9bJeU/uyuYEPfjX85eY+SSoVNBrfDAFuHN+2W+lttXs20feB19hTKi5Ctdr9d33rmiwcsc0z3qLQYiaFhMTQ0xMTH2HIYQQjVK15hC86667cHZ2ZtWqVXz33XcA+Pn5MX36dEkICiGEEKJKz+ydSi4e7J3+HC0LO/JrTnfGj6h8WOUr7Vcw8ugahswIx+e9vwDhdRNsDejQXnlsZw8biezrTu6ZZF7nDQpVQfy1gn0ys9S0JJHx/rv5+OM/07WrjVYpSmVgi7DSzTJ89AYuF/rVSuweAwfi8PEhf8uWctfHHc9jBU/w5AP5+PjUf7WZu7dyOXvPqz1wOFSEaK5wMr32z3vogPKzuXViSYKtzwBl2YHfXGh/1baZz39A61ObmfrVz3x0tHZ+bpVxWKx8e6kvQ4PPEBAQVufnF0IIIUTDU62EIMDYsWMZO3YsBoMBAFdX11oLSgghhBBNiMlEO3sSR+nJvaffoID/Q291cM89hZXu1r61iS4nVpE7+1ija3/QtqsTTpg4+5tSIZhxWslQJasrbqqRkeOEHxn8O30qO9vczvLlTjzeQlnn09K51Lbebiay0ysYbn2DNBcuKF/37cPWv3+Z9XuOuGNHw33TVDSExhQdIizMZAEezmZijC1ZY7uLwrx0XDyqd5mrOXgQVXY21pEjr+m8h6O9CVKnEBpR8rNp1cpOkGsOPyV3YorFAjolkfvc+ScBWH55EB+RV+7xatOxlZe45OjLC6N2A5IQFEIIIUQ1hwxfzdXVVZKBQgghhKg2zdmzxBZV90VyjA8ePcaZM7kMHFh5V1/T7NkYFi3C0bJlXYRZozSd2tGZM5w+pVxqZVxUkkBXCKpwn0yDHl+XQjTOWvrpjnD6tIbsHKXizDugdHLL291KlrUWOupe1QXFae3acjc5F+eKFgvt2jWMBgg6Tz0LeJT37c8xtrsydPDK6Zxq769/6y1cn332ms556Imv2RLbib4eZ1BdNb2jSgW390ngR/tY8n+7BIAlK5/N5qEA2NGQk1n3z9uaJRZ0mBk9q+a7PAshhBCicarw1umcOXOqfZA333yzRoIRQgghRNOTs/0omQzhn52/4DmfReTPWweqqivLbN27Y+vevQ4irHn2Vq3ortrCzlhlapX0OKUaMtnoU+E+mUY3OvvkYLnlDqJ++JEvTbcQfcUXAG/v0s+Xt7edfIc7Fkv270VoNUKVl8dqJvA6r/PcttXcWc4259L9aOeWjE7XMOais7dpg2XYMExPPkngfg84AVfOFdCmX/WG5s49MpGL+YEszM7G4e1d9Q4GA49/PQInzMweehCIKrX6nvtsLPzJhS8/dTCrD/y2OZN8Qnkk5EcWJN7Omy/ZuJzlQXa2iu+/z8etdgo9i1m+38LK/bdwm8eveLWNqnoHIRoRrbbaA96EEEL8QYUVgn5+ftX+J4QQQghRkdivDwEQ9rd7yV+3jlIlVU2VTkeUfyyJ+T5ER6tJT1TmFLxi8q1wlwyLJ74eFkwPPkgP00EAfokNR4eZPw7O8PZVnsOcFFONhq3KyeERFnCCHjx9cTZXEv9QzeZwcK4glI4B9dccowx3dwq++w7rsGEERShNTpIvVD4cvVh+Psvz72AVE0nfc6Fau2R9v5cLtOeJO2KImv/nMut7T2jJOP1W5qzpz/LPjezcqkKFnaenJqPDzBerAjh3TsPhw1qmTXXihx9qMKP7Rw4HXzx1nisE89Rd0nhBND3jx49n/Pjx9R2GEEI0ShXeUnn2GodOCCGEEEL8kXrHLlZe6AOgDDFtDsnAIpN7nGDOjkI+m3GG8Fil822azQ9LThI6r9IZPofdQYbdB19vG7aBA+nSwQzn4Eh+J1po0lGpSl+yeRUNIc65nIN/aIsqY9Fu2oRtwAAcXl6VbpcZV0AG/jwStp4F8WP55tN4nnnLo3i9NT2HC/a2jA07WK3noK4Fd1GqFpPiKh+O/rvEXxOJox8AW763Mnls1fscXpUIQO+ZXcGj7OtZpdOy6Htnpozexqy/DsPNyYfhbCfsvv7se3cAnm42wnq2JiTpf2zd5cPWXZCVlV29B3gNDFv3sf+tX5iX9wKjOl2k74cTavwcQgghhGi8Kp1D0G63ExMTg8lU9u6z0WgkJiYGu71hzB8jhBBCiIbDbIZdawuYco8z83mGKZPy6dCheV0z+HYLZLrjC5afjOKo3/Di5abWfVGfOlVq29yEPGxo8fUHVCqcd63CV5UJgI8uv8yxvQOVRhY5CQVVxqFKS8N98mScvvqqeJmjghHbF84qP6PbRpqI4ihbl+eAtaQbdNyuWCw4EdFVU+V564Nbaz88yCU5qXrTZO/doiRqXSlg5e6SLtbqc+fQffNNufvsuxCATmUh6qaKk9u6vj1Y9mEsQ/iJQrOG91xfwx4WRodvXyFsQg90hw6yxOlhALRYKvx53Ij3ZyZw1/G3yMWL116t+0YmQtSF/fv3s3///voOQwghGqVKr5Z27drFBx98UO7cDDqdjg8++IDdu3fXWnBCCCGEaHz+9z8nIiK8mDAthO22Icx7OoaPPrc2p+JAAMwPPMCTD+diVTvxY0pJt95kgtGcPl1q26wYpQmGT0BRos3FhRC9MizXy8lQ5theQUUJwcSy6/5InahUtKkTEoqXTemVyFO3XkaVmYn7qFGoi+K5eEG5NGwzPJRRg3PZm9WZnLUl13oXdyQBEDEitMrz1gs3N0JUySSlO1W5qcNm58vvAwnkCn/r+A27rnThw9cK+W5hPjtHfUzaY/OgoGzC9XhGGN08YtHrKz++7v67WfvEj5x16kGHf04GlQrr8OEUzp9P7smTDIhbwDsjN2JFR3ZsDSfsTCbW5w4G4EsepNOY8Cp2EKJxio+PJz4+vr7DEEKIRqnShODWrVsZP348Gk3Zu8AajYYJEyawefPmWgtOCCGEEI3Pxo063N0drAl+lCs3jeaxN3yaXTIQwN62LcHvP8Gdd1oAcHMyA5BICPzh2irrslIF6NPSuXhZqIcyjNRbX3Y+vN8TgtnpVQ+NVSUllfq6972DbLzclW0nQ9Du3Eni/mSmjSng6691nL7gghYL4R2cGf5iV+xo+OmbzOJjXTiiJCAjbvIoe6IGIsQ5jcSsKjowGwxsGPUFe9I7MXfwNh5c3JcI1QXemB/MjBdDGZ+1mK6cIvC0KB4AACAASURBVO1A2UTD2cLWdPRPq1Ysjn/MxT9uJ+b77y+9QqUCrZaQSKWJSeKump3fL+G7I5xzdODdcdu4a9sDoK5exaQQQgghmo9Krw4SEhLo3Llzhes7deokd2SEEEIIUYrJBK19shmfvADN9LJNF5qbZ55Rpl4ZFJGEEyb2MAhVZmapbbIvKsk/n9YlibZQX6U6zdul7NQt3qHKHITZ6VUPw1YlJPIvZhN/2YEqI4N33lP2vWILIO1wIsuYwuqckTzxhBvzt0fRhhi0/l707K/FV5vD9oNFjVAcDs5fdiZQn42XVy2Mca0h4R6ZxOVX0vTOYkF9+728fOheIoOTufe7sbh2DOXwY/8hgRBOq7rww9QlGNHzn89KtwDOz7IQbw+lY+g1VPQ5O1e4KnRgCAAJB1Orf7xq2PgvJcE49KUe2Hr3rtFjCyGEEKJpqDQhaDAYsF41b8wfWa1WDIaqh6oIIYQQovkoLFThkp6Aw9MTy5131nc49S4y0sbzzxt5eOQlBvMzGxiDKiur1Dbpp5Xhwf69QoqXhQQqFYV6XdkqQK+QooRgVplVZcSeNfMc/2Lw6YUceOhLfrIM4o6wwwCc3p7ODobRg2NsvP9/3N3pODNZiMPDA40GhnWMZ2tOP7iSgio9nWhzGzoE517X81BXwttAisUPY0L5nZA1p0/zf0dGEE84b//XHY1WKV91PPM4Qe3daPV/M7nl3RH8mRV8sbMDcXEqunb1ZMYMVw5uUSo5O0ZYaiTW0B5Kk5eEMzV3Pa3ef4BFF4fSNzSBiG5VD50WQgghRPNUaUIwICCAmJiKhzBcunSJgICAGg9KCCGEEI2XyWDDLT0O86RJ4Opa9Q7NwKuvGhkzJIcxbOA0XYmPLb0+/ZKSaPIPLhlKHFyUGzSYys7l7OTngSsFZOdUPRT01DllsrskezAzfplBoFse7/9VGeFx8JwPe9SDubVNDLetepLl7V7heY/Pi4c0DxurJZmWRC87jirmMmfpRPu2ZSsWG5LQ0crolisLyp/WJudYHO/yIncNT2fgwJJkqyMwkLwDBzBPmwYuLrwU8AUFFmeem5RJUpKa775z4p4nWwHQvkvNDMH19XXgqi4kPt2t6o2r6eir6zlLZ+5/Rt57ounT6/Xoq5rQUwghRLkqvZrp168fS5cupbCw7Nw1BoOB5cuX07dv31oLTgghhBCNjyk1H73dgOnBB+s7lIbFYmEoOwHYf7FF8WLN8eOkxxTgojHhdlVeyNtfScrll5MQRK3GR5VNdl456/7gRIJP8fdxtOKZlyCwVxCtuMz/mIbR7kS/Z6NApcJp/Xocnp7F2w+5PxCAHessXD6URSZ+dOvVMDsM/y60fxAA8ftTyl1/Yp8JIy5MnVH5xJZdfZO4lZ1sO9cGgG/Uf6ajewK+ZNAmsmYSeCoVhLukkpDnVSPH0xw+zP8O98TdycT4P8u8gaLpGzduHOPGjavvMIQQolGq9Eph4sSJWK1WHnvsMb799lv27t3Lvn37WLlyJY8//jgWi4WJEyfWVaxCCCGEaARM+Rb0Hjrs3bvXdygNiq1vXzqF5+OCgUOJSpdeza+/4jFkCKm0oIWnsVTzldZhyrDU7i7nyz2ejyaP7AJdlec9ld6S9pznFF34m/8nPDTDhj08nCh+I5bWAEQO98H44osAOLxKklMtQ1V09Yxl++kwfv5FGX5687iaq2arDeHhyryKsSnlV8idPaNc/naKrDyZapg/n/4tLgDghIk7Ii9xNKcd5+iANrRFpftei5buOSQafGvkWMZ/fMxK7uHuiRbcq+irIoQQQojmrdKEoIeHB++99x7t2rVj6dKlzJs3j7fffptly5bRrl073nnnHTyvuosshBBCCFFo1eHsUt9RNDwOb2+Mxw7R0+sihzLbkXAyl++mbuYJpwVscZ+Af6vST1rH8REcoA8v/738SjZvXT7ZhtJD5cxmcFzd7+PgEY4UdKRbeDZdOMNLn7bAxQVwdSWK3wDw87PTsqUD0+OPY+vcGXtoaKljjuidzm5zXzbv9aWlOpmI7hU3yWgIgoIcOKktxGaVX3V3JsETb20eQUGVN0ax9e1L1FP9AGjvFIfxxzUwZBC+HhYcNThlTrCXgWSL/40fyGJh5U8hFOLKgzMabtMXIWrSnj172LNnT32HIYQQjVKV40z8/PyYO3cu+fn5JCUlAdCyZUvc5bajEEIIIcphtDvh4lR199vmqndALB9dGEf3WwD+rSw0Q6+g0o0qHP7+tM/aWuFxfJwNXDZ5F/8/OVlFly5efPSRgalTlczg5w+f4jLDePV5D7KnZnJ1CWKHhU/CTOje3aYsdnIib9OmMucZeq83/97pzLrswUz1W49KNehGHn6tU6uhvXcae7KjlOyoSoV282a0+/ZhfPllzmS1pIt/MipV1VV+URNCYA50DM0FtwAKvvsOVUZG8RyLNSHY30TSuWDshgzUriUJXvdhw7D+6U8Y//rXah1HHRvLIvtDdA9NJyqq6qHkQjQFycnJ9R2CEEI0WtWeXMTd3Z0OHTrQoUMHSQYKIYQQokKFdmecnSUhWJEHIw8zlSV8yDPsf/wzbrlFSQQGBFzbc+btYiTbXDJ8d+NGZfjw6tXK1+h/72Ru/CPcGXmRu6dqSyUDAbr1VYYAd+9+VRdjT0/l31X63elX/P2MvkeuKcb6Mr3/cfba+7Nvhwn15cu4zZyJ/sMPsbz/GSdsXejUvXoJvcAQDRNHZzH2eWUeQTQaHC1qbrgwQHCgDSs6Mi7kFC9TX7iA9uhR9O+8U+3jmM/EcJSejBmS88cftRBCCCFEGXL7UAghhBA1xmYDs8MJF0kIVqhrRCFLeADL0KEUvPUaUa/b2L1bh5fXtQ3z9HE3k3XFA7ACsH69kgjU68GUWcDMf3TCR5vH/33rW26CKCzMwbx5BkaPtlZ6Hr0ebotM5HKCjshPHrimGOvL1FFJ/HNDKi+94s4s849cLPgbKmyceK8HuXhy92wNYKvyOAALl6uA2suwBYcqx75yvoDz+RoWLnRmQHYSLwK2tm3L3Sfhh+O4tNJDpEfxsrjDWThQ066X3LgXQgghRNUkISiEEEKIGmMyKV+d9VKiVBFrnz5Yu3fH8MknoFbTurWSPE1NvbausN4eFvId7lgs2Wi18OuvymXdpUtq3pl8nhPWW1n5xmH8AtqVu79KBY89Zq7WuZZtd8NuB3RO1xRjfXEN9+NzHuWuc2t4hDlo1XbAhho7b9//GwMHlp9oqw9BrZVE7vI13ny53R0tVtYa7yCce5nofqbM9rY8A7c82J1O2vOsXXUQ5yF9+M8TMfz76wkAtO3hAkhCXgghhBCVu7YrTyGEEKIZWL1ax8cfN+zGCQ2V0agkAl2kqUiFrMOHk//zzziCggAYOlSp0Bs3zlLZbmV4eypJn6xMSE9XYTSq0GstREdr+ODArcxos5mRT5efDLxWGg3oqm5o3GDYW7RgAmv5jUhOj32G5JRc4ic+QfxNd/DYv9vUd3ilBLVT3iyfrW9Lhwgr0T796Ks/xiOaLzidGVxm+4SNZ8nGh33Wvky/ywrfrOarr91IR2l00i5CGoqI5sPd3V2msxJCiOvUYCoEJ02aVOr/ZrOZMWPG8OijjwJw7NgxPv30U9LS0ujYsSPPPvssLYrmcHE4HCxevJgtW7YAMHLkSB566CFUMoGKEEKI6/DZZ86kpal48klTfYfS6BiNyldnF/kbXF1t2thJT8++5j4V3Vopc85tWQ/deijJwWHWLWxgLACvfx1a4b5N3e/J1kiOk/Of73FoQbvgXbDby8ylWN9aRLjjRj7dPWNZlzMZv+QTLP4ilZufaMsbqU/yxR+2j96qNPmbcnsyy34czf2P/ch5OhSv9/aWhKBoPkaNGlXfIQghRKPVYCoEv/322+J/S5YswcnJiUGDlC52OTk5vP3220ydOpWvv/6aiIgI3n333eJ9N23axL59+5g/fz4fffQRBw8eZFM5XfKEEEKIqthscOqUhry8hpU0aCyMeUq1m95Vnr9rcT1Nawd2y6IHx1jwQgLZI6cBMJSdAMx6woBbx5CaDLFRcXh7Y+3TB8O77+LwLurErFLVaHfgmqJp4ctxbS925fbCK8yDgiVLCLqrD4NDL3Dc0rnM9tFHlRsVr75j49WX8ljH7XUdshBCCCGagAZTIXi1PXv24OXlRdeuXQHYu3cv4eHh3HzzzQDcd999TJkyhfj4eMLCwtixYwfjx4/H398fgPHjx7NlyxZGjx5db49BCCFE4xQTo8ZgUGGxgMPR4IqJGjxTjpKs0Ls2mHuOTZb1TyOZtWovj+x/lC8DX4AUmMpS2q99nZtvrrxRSJOnUpFfNHKkwdPpCPhxPiZvb+ydOhUv7tIyk7UXIzHkZuLqWXTJ7nBwOt6bcLc03N0dPPeSjXyjkd27tUyaZMbPT6oDRfPy008/ATBkyJB6jkQIIRqfBpkQ3LFjB8OGDSse8hsXF0ebNiXzvej1eoKCgoiLiyMsLKzM+jZt2hAXF1fncQshhGicdKtWYYuKwh4RwYkTSgWRxaLCaJS58KpDlZaG/s03MT37LMZsHwD07g2vEqupcYSHc/vacAJ62Pk+ZRA6zHg9MJohQ5p5MrARsvXvX2ZZ17AcHKg5f8xM5C3KJbs98Qr7zT3p2i4HcEalgtdfN9ZxtEI0HGlpafUdghBCNFoNLiGYmprKyZMneeqpp4qXGY1GPD09S23n5uZGYWFh8XpXV9cy6xwOR6l5BDdt2sTmzZsrPf/LL78MQF5e3g0/lobI4XA02ccmGi553Ym6dD2vt9BZs7C2bEnKpk0cPhxUvDw5uYCAAOnWWRl1ejq+905h0fkh/ClsFzlBwwBQ6WzN6n1fn7/npkxR8eGHXgSHOEif+zdoRs97U9Y2JAuAowcMtI2yAbB9wRViGMrLo/ficIQ0q/eYaBga2jWdzaa8NxpSTKLmNLTXm2gemtrrTq/XV7iuwSUEd+7cSefOnQkKKvlAptfrMRgMpbYzGAy4FJVt6PX64uTg1ev+2FRk1KhRVU48m5qaCoCHh8cNPY6GKi8vr8k+NtFwyetO1KXreb3Fm1oQGJNIwPvvcy7mo+LldrsHHh6SEKyIKjUV9/vuY27MQ7zNS3x0ZA0hI5TKQE9/t2b1vq/P33OPPQaffOIgtJUGDz+/eolB1LxOHbXoKeTCeVc8PJQb36s2BxFOLHc92RKDStWs3mOiYWho13SaonlBG1JMouY0tNebaB6a0+uuwU3ws2PHDoYPH15qWXh4OJcvXy7+v9FoJDk5mfDw8OL1MTExxetjYmKK1wkhhBCVstvpzWGGa3ZhXbiMUz/l4ksGQM03FsnJQbd6Ne/PMTJxhKVmj13XrFbcpkxhR0w75tleBCAlTYs5T3lczu4N7p5jkxUY6OC99wp58kkZOtqUaLzc6MURDp0ombfgdLw3/V2Po/H1qsfIhBBCCNEUNKiE4JkzZ8jIyCjuLvy7AQMGEBsby549ezCbzaxYsYI2bdoQFhYGwLBhw1i7di0ZGRlkZGSwZs2aMklFIYQQolxWK5n4ssc2gJH63SRZAriF3QDk5tZgQjAnB/e778bl4Rn84z9BbD8cgLER5290i/7HxUO5THVeSceOdrzVOaRm6TDmK8O39F5O9Rxh8/LAA2bGjJG5A5sSh4cH/dnHsQuemM1guJxGTGEwnbpJpyMhfufj44OPj099hyGEEI1Sg0oIbt++nQEDBpSaDxDAy8uLl19+mSVLljB58mSio6N54YUXitePGjWKvn37MmvWLGbNmkWfPn2qHBoshBBCANjNVuxo6BGUzF5jLwAG9jMDkJd7/ceNO5nPkoFLcRszloKUfJJuf46433L4RjuleJvYM403I/j2/1rTiWjyLC4sWlRAiFM6KbluFOYpSSlnT0kICnEjHO7u9GM/RrOGU6c0XFqg3KhoP6FDPUcmRMMxfPhwKQQRQojr1KDG88yaNavCdVFRUXz22WflrlOpVEybNo1p06bVVmhCCCGaKJtJSWCN7xrNQy968Z//ODO4Zxbsh9w0M9d77+zVmQWsOzuL9qxjRhc1ifZVZba5fDSXjj0rnui3IdsW3wmA9evz6dzZTqBrLikGT0wFyiTMUiEoxA0qqhAEOHRIg+/BAgA6Dg8CZG5TIYQQQtyYBlUhKIQQQtQ1m1n5YK3RwrRpZg4fziOktTJJeX5KYWW7VspblQ3AaDaRavdn/l1b+OSTAhY99jOXaQXA5dPmG4y+fhQWwtGCjjzf5Ud69lSGCAd6FJBi8sZocADg7OVcnyEK0eg5PDwII55Aj3wOH9ZyNtYdJ5WZNm0kGSjE77Zv38727dvrOwwhhGiUGlSFoBBCCFHXrEalQlB71V9E92A3AHLTTIDbdR1XZSlJ9v1H8wz3fP4maC0wuQeqh1fj3SeLSxeuO+x6dehXOxac6NM5u3hZgI+ZlFh/jIbLAOh9XSrYWwhRHQ53d1RAn6BYDh3qhD3Ti1aeWWi1kmwX4ndZWVn1HYIQQjRaUiEohBCiWbOZlAo3na5kmTbQF1cKyMu4/iYNOQYnQjXJHNiWyL0XXiqVcXS0DCaCC1xKaHwf7I8fcXD3vV64kU/fviXPT6C/FQNupKcrlxZO3pIQFOKG6HTYOndm4OVvuHhRwxFbD8IDr79qWQghhBDiapIQFEII0axZjEpCUKsr6dzp8PPDk1xyM23XfdzsQj1t9Em07+2Gw9u79EpXV1poM8jIbnzz7B1ZcByLTcMOhuHXtUXx8hZByteYK67oKUSlb3zJTiEamvw1a+gTngzARSIIb1PPAQkhhBCiyZCEoBBCiGateA7BqyoEHb6+eJFDXs71Hzfb5IKXc8XVPO6udvKNmus/QT25cNKCO3n04SCOsLDi5UGhyiXFT8md6KQ+BypVRYcQQlSTIzCQjuvfQFXURCS8m3s9RySEEEKIpkISgkIIIZo1a1FCUKu9qkLQywtvssnOvf6EXY7FDW8XU4Xr3dwcFJgbX4Xg+VgXOjhdxjh3LvarEoK9Bzujw0y+3Y1+vtH1GKEQTYtHoCuduyi/p8I6y1B8Ia4WEBBAQEBAfYchhBCNkiQEhRBCNGtWU9khw2g0+OlyycyvXsJu8WInnn229Af1LKsH3m4VdxF201vJt9Xeh/u4OBUnTtRsBaIqI4Nz+S2JaGfFNHt2qSpAl57tuZk9APSPSKvR8wrR3N10k/J7KjxcOgwLcbUhQ4YwZMiQ+g5DCCEaJUkICiGEaNZs5SUEAX99PumG6nUYXrdOx8qVTjgcRce0Qa7DEy/3ipuSuOtt5Ntdi/epaa+95sKUKdfXIblchYWoJ08nllZEDPAtu16vZ1SLQwD063f9zViEEGUNH27F3d1B+/aSEBRCCCFEzZCEoBBCiGbt9zkEtbrSy/3cCkk3eVTrGInHsyksVJGaovw/t2juQW+vij+8u7nYsKPBVPGo4hsSHa0hPl5NQcH17e8wmrgUXdRUxWZDP+MRnjs4BQdqokb5lbvP44OP8SsDCBsQdJ1RCyHKc/vtFs6fz8Hbu5buIAjRSG3atIlNmzbVdxhCCNEoSUJQCCFEs2YtbipSukLQz8tCoV2PwVD5/g4HxKfqAUj45gAAOUnKTl6VfHh3K+oNUFBQ88037HaIKUrmXbp07X/q1bGx7Gr1NL37+3F2wT6c//4mz20YxUIeYfZsIyNGlF8BqLmpOwPYh61LlxuKXwhRmkoFen19RyFEw5Ofn09+fn59hyGEEI2SJASFEEI0axZTUYWgU+k/ib4+SkItI6PyhF12top8lErCxK/3AZBzxQiAl0/Ff2bd3ZRkYUFezVf8JCaqMNqV+Q8vXrj2hKNu7Vp+MI8C4LdX1/HeZ358wpM89ZSROXOMFTYQNj/4IHnr1pXqPiyEEEIIIYRoeCQhKIQQolmzWpSE3B/nEPTzU5ZnVpEQTIgtSejFnbdCfj45yUUJQf+Km3r8XiGYn1F6zLB+zhxcnnyyesFX4NKv6cXfXzxSABYLulWrqO74ZM26DWzSjgPgsL0nK80TGNw9nTfeqDgZCIBej23QoBsJXQghhBBCCFEHJCEohBCiWbNVMGTYP0hJ5mUk/iGJZrEoXUOKJOxNKv7+sj0c+8/7WLrGB4CAlhX/mXX1VM5nyCzdiVi3bh1OP/6ojPu9HgUFxH6pdPvVU8jeX1TYXvkHbjNnotu2rcrdVcnJnDpk5oo1AK3WwT7f0UTTkV7D3CpPBgohhBBCCCEaDUkICiGEaNaKm4r8cchwS2XIbVZ8ITYbJCWpwOHAs2dPXB98EICY11bw+CstAegUks121QgmTAvh253BvMbrtO9UyZBhTyXhWHB1hWBODprLl1Hl5aGOi7uux1OwfCMf7ruZcG0iT/AJ238LpON//8bbvIwjNr7K/XUbNrAJZbjwpEkWTqa3xIqOzl2ku6kQQoiGJTg4mODg4PoOQwghGiVJCAohhGjWrBUkBH1CnAHYuUvHsGHuREZ6EvvlL+Ql5mFbv52j3yczYv4kHKiYwGr+b24Klx2t2W/tzVL9w7ymfhN7y5YVntfNWwtAQZaleJnm5MmS70+cuK7H8/1WL2Joy6er3XjfZQ6/MoDenud5lbfZtteryv1169ezQX8XPXpYue++kurFzp1tlewlhBBC1L1BgwYxSKaqEEKI6yIJQSGEEM2atahhrta59J9ErzAP1NhYtjmYlBQ1VquKba8d5lZ24Ukut08Lx1uVy8HIaazmbgbe6c3SpQVs3mFibPw75J45U2lzDdffE4LZJR17ayIhGBOvQ4eZfgPB1r49/XzP8fEP3sq6OF2l+6qys8n/+Th7Tb0YMcLKoEElsbVvLxWCQgghhBBCNBXa+g5ACCGEqE8VzSGobuHHY3yG/rZBPD89mRH3teHf+Q8Tj5Lk6+w4w5o39uP35EJy0ueBszNjx/5e7afF0aJFped181WGJBtySxJtmkuX+Eo/k2XaB+m37DQPPabC1/fauhDHprrTSp+CRuOB4eOPQafDr0MwzioTianOle6r3bSJTbYh2NAwYoQBlQqWLcvn0CEtev01hSGEEELUunXr1gEwbty4eo5ECCEaH0kICiGEaNYs5qIuw86lOwI7fH35mFlYM/ugue8Id3h+xP+zd98BVZbvH8ff5xz2XgKioCiiOXPP0kTNmX7TzJWtb3vXr6ntZUsrG7YsKzPLSjNzZam5cuNWnOBAEAHZcMbvj1MYX0RBkMP4vP6C89zP/VwP3jxHrnPf9zUp9S4AVnv1pUUrG7b7vgeDAVtISJmv6xloT85lnvnXUtycHKZaHmZj7uUsyezO5JYWbrujgKefzsVYyjn9hzOCaBCQCnhjbdkSAANQzzOVtxJvYGF3C8uXZ+B8jsmCzosW8av7SHycrXTsaI9r4EAzAweaizcWERFxsNzcXEeHICJSbWnJsIiI1Grmgn8SgkXfEm2+vtiMRpw2bKBgwADuWzuYcePyGD06n5a/v4Lt2+mUp+yuu789IZh15l8zAHNy2WOO4vYb0tjm1Jbeodt5+203/vrLVEIvdh633ornNddgio3lUEE9GoZkF2sT7p8JwK5dJnY99PU5+zHui2OxrR9XXWXGSR8ZioiIiIjUWPrvvoiI1GqFewi6/E/SzWQi7447sIWFkXfPPXgYDEydmgOAlSblvq7BywNPMsnKOvvasTRPMm1eRLfJpmlGQ57//X7ms5JTp4zAuYt6GA8f5usffTlpiKZvr0c4xUYiGsQVa1cvJB/+LjL818x42rxXvK+dx/w4lhvEE32KJxRFRERERKTmUEJQRERqNcvfMwRNLsUnzee+8sqlu7CnJ15kkpV1dpbhvtP2fQejo63kR95A0NwHADh9uuSZiLMm7udOpoMNnuJVAMLbBxRr5944BDbav15BT27PzgYPj7MNcnNZfMZeqbF374Ji54uIiIiISM2hhKCIiNRqhUuG3c6/LLei2Tw8COQUianuha/tSQ8DIDragrlOL/zrucMxSE09d0LQaoVXl3anq2cs09ZEsmiRE1u2mOh5Q12gaDESs5sXAP4euazK7oHt6H4M0Y0LjxsTE1lGDC3CThEWpv8eiIhI1RceHu7oEEREqi39j19ERGq1f2YIOp1jhuAl5eJCB8Nmlhwbis1mxWCAg5nBeJmyCQ62gcGIcfx1uL6aS+qRDMClWBd/rjBwJL8uL16xgIiIBtx+e36Jl3viiVw8PGy0dtrFXVPbsWNtNq2izx43nDjBfqJp3ygH8K74+xUREalgnTt3dnQIIiLVloqKiIhIrWb+e2s+J7dK/ozMYKCT61YSs31ISLDPAEzL9yDAOaOwVomlV08CSSH90BkMp04V62LRrGw8yGLgUFuxY/8rNNTGK6/k0quv/fs1q4ver+1YIgmEU7/hxRdKERERERGR6kEJQRERqdXMf0+qO9cegpdaZ68dAGzcaE/OZRS44+2SW3jcVqcOAZwmbcMBvLt1A8vZwiLGI0fY82McbYjFuWOrUl8ztE0QjdnPqu3+RV4/GZdJAS5EXOZWnlsSERGpNHPnzmXu3LmODkNEpFpSQlBERGq1wirDrpW7hyBAi/qpuBtz2bjRfu0MszveznmFx61BQQSSQmq2G8bkZIwHDhQec3n9DbZZWtDKYz/WJmWoeuzjQ0+n1aw+FI7Vevbl+P32H0T9Jq7luykREZFKYjabMf/zRi4iImWihKCIiNRq//wdYXJAQtDYsintjVvPzhA0e+LtejYhiJcXAcZ0UggkmSCSV+wDwJCayqkf1nKaQJo8PQxMZYu9Z+B2UvM82bnz7/NsNo6vPQ5ARIMLLz8WEREREZHqTQlBERGp1SwOnCFoadGCLuY/2RZrJC8PMqweeLv9qzCIwUCAWxY7aUkwyfzntasAcJk5k815LQBo0abse/5dcdlJAP5cab9ncdxqowAAIABJREFUp1WriD9hL1oSHm4t8TwREREREakZlBAUEZFa7Z8Zgs6ulf+WaG3Rgs78RV6+kR07TJyxeuHtVlCkjb/X2RmD21PqkZNlJfWTn3nAdRohIVZat7b8b7cXFDL4cqKIY9Xiv/teuYZF9KduqAV393LdkoiIiIiIVANKCIqISK32T0LQ6IB3REvz5nRhHQAb1xvJwBsv96J7ISWa6gHQls0AxH4ay3/ip3LSFsw332Th6Vn26xb068dV/MGaDe5YLDBjVTSruIIJE/MufLKIiEgVERkZSWRkpKPDEBGplpQQFBGRWs1sMeBEAYayr7wtN1tgIGF1rdRzT2H9X/aEoLdH0YTguGbr8SOVKS0/BuDml1qygY588lEm7dqVfXYggC08nCvD4kjPdWP7dhObEkKpYzrN2LH5Fz5ZRESkimjfvj3t27d3dBgiItWSEoIiIlKrmc0GnHBchUJL8+Z0ct7CylUu2DDi7Vl0D7+eLZNIJYAOw8PwIoNEcx0m9fqFQcPKd91uA+xrg/9camZPal2aeR8tX4ciIiIiIlJtKCEoIiK1mn2G4MXNtKsIlhYt6JK1jFMp9gIf3l5FE4K2oCB7uz69udUwnad4mdvfbVTu69a5tgvR7GX1L1nsyWlA0zqnyt2niIhIZZozZw5z5sxxdBgiItWSk6MDEBERcSSzBZwMDpwh2KIFHS2zCr/38i56vKBfP0y7d2Nt2pQ3uz6ONSyM7PB7yn/dTp3o5TKfj7fdDEDT+hnl7lNERERERKoHJQRFRKRWM1uMOBvMOOot0dKiBZexu/B7b29bkePWZs3I/vBDADLnzqXCNjt0cuKKNql8vMH+bZPGBedvLyIiIiIiNYYSgiIiUqudXTLsmLdEa5MmBDud5p9tDL18zpPwc3au0Gv3HuNP/w0LycaDjh0dt2xaREREREQql/YQFBGRWs1iMeBkcGAyzMUFW9Powm+9/SrvrdnjP71ZyEBW0AvvyIBKu66IiIiIiDiWZgiKiEitZnZ0QhD7smHDTis2jHj6VuJndb6+nNmyBZcvvsDSpk3lXVdERKQCNGnSxNEhiIhUW0oIiohIrVZgNVaJhGAMy/iNvnj7mSr12taGDcl97rlKvaaIiEhFaKMPs0RELpqWDIuISK1mthhxMjo4IdiqFT8wnJ8ZQp2wyk0IioiIVFcFBQUUFKgolojIxVBCUEREajWzxYDJwTMEzZ0740MGQ/gF3NwcGouIiEh1MW/ePObNm+foMEREqiUlBEVEpFYzW404O3iGIB4ehV/alBAUEREREZFLTAlBERGp1SxWI04Gq6PDIG/sWABsXl4OjkRERERERGo6JQRFRKRWM1sdv4cgQM4773Bm61bw8XF0KCIiIiIiUsMpISgiIrWaPSHo+BmCmExYGzRwdBQiIiIiIlILKCEopWJISwObDYAff3Smb28PXnse8vMdHFg5GQ8exHDypKPDEBEHKrCaqkZCUERERMqkefPmNG/e3NFhiIhUS06ODuB/rVy5klmzZpGcnIy/vz8PPvggLVq0IDY2lg8//JDk5GSaNm3Kgw8+SHBwMAA2m40ZM2awZMkSAPr27ctNN92EwWBw5K3UHGYzPm3akH/ddeS8+SazZ1jZuMWFjVtcOJ12htemVN8/pD2vvx5cXclYsQJMJkeHIyIOYLYZ8TSaHR2GiIiIlJGSgSIiF69KzRDcsmULX3zxBQ888ADfffcdkyZNIjQ0lPT0dF555RXGjRvHrFmziIqK4vXXXy88b9GiRaxbt453332XqVOnsmHDBhYtWuTAO6lZDOnpGM6cwfWzz3BavJjtG8yMN81kKPNY+kOeo8M7N6uVpK2J521iSE/nk/0x/LjzMly++qqSAhORqsZiNeFkqr4fbIiIiNRWOTk55OTkODoMEZFqqUolBL/55htGjRpFs2bNMBqNBAYGEhgYyNq1a4mIiKBHjx64uLgwZswYDh06REJCAgC///47w4YNIygoiMDAQIYNG8ayZcscfDc1hyEtDQCbkxNn7nmREzn+tGplpkerFA5l1OFYgs3BERZly8zixU7LaXpVM/bMP1Ryw63beYzXGcM3bHhuGaSnV16QIlJl2PcQrFrPMREREbmwBQsWsGDBAkeHISJSLVWZJcMWi4X9+/fTqVMnbr/9dvLz8+nSpQs333wz8fHxREZGFrZ1c3MjNDSU+Ph4wsPDix2PjIwkPj6+2DUWLVrE4sWLzxvHk08+CUBGRkYF3VnVYrPZynxvLidO4AMk3vcY8961J82a9PLFyzUPtsPXN63iwbBv8DankTJ1Kri6XoLIS8d49BhTr9nG5FO3A7BufjL1egWds+2hXxPIwAcXJwsj0z9l+YQp+DwwHOe4OPKuuKIyw67xLmbciVysso63fLMBo4tRY1TKRc85qWwac+IIVW3cWSwWoOb+7VbbVbXxJrVDTRt3bm5uJR6rMgnBtLQ0zGYza9asYdKkSZhMJl5++WVmz55Nbm4uPj4+Rdp7enoWTg/Pzc3Fw8Oj2DGbzVZkH8H+/fvTv3//88aRlJQEgLe3d0XdWpWSkZFR5nsz5hXQn4Use7cfZosRD0M2bf/bHk8PG23e2MakzUOYsrkvw/mBd9fHYhoYU64YN8/cz/yPTjNxQUtM3h4XPuFvNquNt4Zs4rWUe7jxqgP89EcQe/a6lXi/Wza4APD1NzncMsaHG78ZzpszH2EtXbkjuR84VZlfj2rvYsadyMUq03grKCDR6skVQWkao1Iues5JZdOYE0eoauPO9Pce4FUpJqk4VW28Se1Qm8ZdlVky7Pr3rLLBgwcTEBCAr68vQ4cOZdOmTbi5uZGdnV2kfXZ2Nu7u7oA94/nvvSP+OaaiIuVgsxUuoU09lsNi+tOvaxozZ2aydU8+PvW8Mfn7sGyjgV++SmD0DVa+YSxBY4fzcK995br0nY8E8/b2fswe/FOZznv7sVReTrmH8V12MXlOIK3d49gWH3juxnl5LN8eTJjbafr0MTPt1eNssHWkJyt5gtfI2J9UrnsQkeohJyGFVAIICy1wdCgiIiIiIiKVpsokBL28vAgKCjpnEi8iIoLDhw8Xfp+bm8uJEyeIiIgoPH7o0Nm94g4dOlR4TIpznj8fp19/hYKS/wB2e/llfKOicPn8c5KP2atvDh+azcCBZuoEn21nigyn+2Bvprybz5W+WwH4PLbTRcd2bFsq+/PqA/D4tvH8+sBKjsVdeKNgmw0+m+1PP8MS3p7pgdEIrUMT2ZbWANOkN+0N/mXHtA3MNQ9h1IAkDAYYdGsAfV2XFx7fu+bMRd+DiFQfiXvsywHqhesDJBERERERqT2qTEIQICYmhvnz55OWlkZmZiY///wzHTt2pGvXrhw5coTVq1eTn5/Pt99+S2RkJOHh4QD07t2buXPnkpKSQkpKCj/99BMxMeVbtloTLXhkLS+1/4vO49sSPbYXbUOz6dQwj7FDrFj/VWDTuHs3J9/6nm/NI/jqkb28/rV9f8Y6DUpeew7w1S9ODHT9DSMWCvIvboP+jx47jgEbi9/ehL/xDGO/vIaWnerSKtzKfTcWkJV17vMSDpg5lunPwKZxGAL8AOjd8gRZePHha/m4zJpVpP37H3vib0jlgbfq2F8wGHirz3yG8DMAu7aYLyp+EaleTvz9gUNoQxcHRyIiIiJl1bp1a1q3bu3oMEREqqUqtUnaqFGjOHPmDHfeeSfOzs706NGDkSNH4uLiwpNPPsm0adOYPHky0dHRPProo4Xn9e/fn8TERO69914A+vXrd8G9Amuj39b4MDe5C+3cd9GxsxvmA/HsO+rFr6s6kXw0iZAIF7DZSL//VXoZV3LY2gBswHH7+XXqO2N/4dx8WtZncP9D/DrPxIl9WUS09CpTfPE7Mvnorw7cWH8pnW7swuqW+9m5aAu7fzvJulgfvv75Oup6HeCp94svA/7rzfXAQLrcFl34WsykHgyN28XTe1/i6knDaDBmDAC5x07zy/EOjGy+DR//FoXtI2/oxNzfR+Ofc5zVW30ZlGIgMFCVR0VqsuOH7TOlw6JLv1+piIiIVA3R0dEXbiQiIudkyMnJUcbjX/4pKvK/RUxqgvx8MB/YjWedOtiC7JV3lzy5luunDeD3L3bTdmhdsqb/yMBH2nPA5TKc3J1ITz87ifTAgXQCAs4/XFY9v5ohbw9iwYe76Taqbpniu6f7AX7c1Zwtc7YRGtO0yDFDYiJ3tdvNT7kD2L0/B7+Av5f32WykPfIGgz8fQ5JTGHtOgNHpbMzJyQa6Xe5ERPYeFsd64BRRl6WPrmTkp9cw963t9LwlvFgcfYMOstHSDoBon+O08T6AISubd9Y3J8/Fh7k/Gvnlq2w27vbhl18yaNFeM4supDZtzCqOV5bx9u51m3n2t94c3RWPZ92a99yXyqPnnFQ2jTlxhKo27v6pBFqVYpKKU9XGm9QONW3cna/KcJVaMiyXlosLWOrXL0wGAtRrbp/Fd3xHOtbcfMY9Ec1uQ3O++iaXCRNyi5zv53fh3HG9aPtgO7Yv9wIti9q56gyzdrXl3iYLiyUDAWyhodxzv5lcmxvz30v8+0UbtqdeZOTnwzjsFMUnswxFkoEAderYePvxQ2ymPVMm2gvTrF8NzuTTdWz9c8bytO0FHuV1XnV/niZ5O/j+2BV8l3Y1G749yo190njwYW/2bcklLdedTV8fKNN9ikjVkZsLv2xvhC9peIbWnDd9ERGR2mLx4sUsXrzY0WGIiFRLSgjWcmHt7HvoHd2TzYYZ+1le0INJN2zmqhgrt92Wz49PrChsayzFaAlrbv+jOuGgpVTXd5r1LXs73sFjQxLwJZ17P2hQYtsWt3egKXv4ZrYbNqsN12ef4/5pbdlAJz7+wkzPPucuCjDonrqMcfqO139pQ+yyNHYc8aWZ91FcXM/dfmDLQ7zO49y1czxfJ3YifmMcRiysXGplzf663FPnW3a8vxBXcjm0x4xx165S3auIVC2Tn8xkw8mGRDkdAVWlFxERERGRWkQJwVrOr2kdPMgi4ZddfP3EATzJZNTDZ/foa9Al+DxnF+fWMIRgTpJw1ASAISUFl6++Klbl9x9vvu5Cl/2z2UR7JnWZg2+HxiV3HuDP3Y1+Zd3xSL4bvYT3prrwNTcwYUIOAwedpwiIycRrkzIJtiVx9/W5bM2OpmWDkqsIZ82ezZlNm7D5+wPg3SiINqadfLyqNQW40Hl0PSyjr6ex4SCH153COyYG8vIu/MORmqeEcS3VQ/yKBABm9njXwZGIiIiIiIhULiUEazmDk4lw4zHe516+5gZGMwuPBmeXFNfvVLaEoM3HhxbG3WyNt/fh/sQTeNx/P8a4uHO2X3zictr57Wfv5kSu/3nYBfu/+QlferKch5cM5nFe4z//yeORRy6cjPO69VqmTjnDLkszEqlL846uJd9DaCjWRo3OvmAw0CNkD2ds9tmPrUZGgcFAlMcx4miCITcX47FjF4xBapaUxVsZF7CaY4v3ODoUuUhJaa5089hCyI9vOjoUERERERGRSqWEoLDXaq/O9TQvMGXwoiLHXNztM/26NEkqXWcGA718NhGbXI+0P3exYc5xPuJ2jLt224/n5Ng37gKwWjmQV5/L6yfhG+kHzs4X7N4y4lo+6fYJJhO0amXhvfdySr3Sr/dNodx4Qw4Alw0qXkzkfO7psanw6wbN3QFo7H+aAzTGigHj0aNl6k+qN5cvv+SdUdtYwGA+f7ts+2X+W34+mM8zuVUurcRMH0L8crRcWEREREREah0nRwcgjndro9/47GAf7t0xBrP/f4sdP3w4HVfX0lfS7dkqCdufRnqObEw8qwFotux92gyx4NOhA7uO+zPT50420YFkuhDZoAwzrAwG6syfytrjBfj5F+DhUfpTAV6ZlEfHzjZ69ixbFib05dv4pelyTjboUJg7iApJI/eoO23Zwp+HV8OVZYtFqidjfDz5DzzDHOx7R249FHDRfYWFetMr+ihz1vlWVHhSWjYbiQUBXBl43NGRiIiIyEVq166do0MQEam2NENQeG1tW44fTMSlXhDnyrD5+to4T6XqYi4fUpf6JOCRe5rXByzBhJnXF7Vn7Ye76Xd8Bq3YwaQz97L0TBcAGl1Wxry00Ui9+uDpWbbTwH57Y8fm41TGS9qCguj+8OVcO/xsInF48EoGM59ttGHFqpKXIEvN4jzzG67hZ045hdLOey9rkppw5EjZH6UF+TYsNhPL9pZcSKeiWCwwa5Yz2dmX/FLVRv7RZFIJICRMswNFRESqq0aNGtHo31v9iIhIqSkhKJhcTLj7lyHjdwGGq3pwiEh2hPXltumtae11gF9PdWHg0z1YRh+evDeZnVtPFbaPbOtdYdeuTH71PPie6/Alje82NXF0OFIZrFb2z9jAn1zJc8/nMWXAAsw2E+3benJ32B+cuPetUnd1NDat8OuUlEublNqwPJe77/bk5ccKLul1qpNT204CUKdBxT37REREpHKlpqaSmprq6DBERKolJQSlwlkbN8Yyfiw5UyaDmxsTR+1mOHOIIo6BLODRF5wJa+CEG/b9/CI6BV2gx6op59lnsU59k0GBa1iS0NLR4UglcFqxgp9OdsdgsDF8eD7thoZykEY84DaNeTn9uG/uwFL3dWjj2YTg+lWWSxFuoeR18QBMmxnA9m167AMk7bL/8RDSxMvBkYiIiMjFWrZsGcuWLXN0GCIi1ZL+MpSKZzCQ8847mPv1A6D3G734NLUPGx+azqy3Dxfuwbfmu718dP1CPIPcHRhsOXh5kT9uHJeHnSSpIIDkZC09rOlSPvmFjwx30qVzASEhNswDBuC9cwlPHxvDdU02syO79EtWDu/IKfx68x9ZlyLcQicT8gHwIpP/uzkXq/WSXq5aOLXRXgioTqvq+YGEiIiIiIhIeSghKJXG9szjWG8cW/h9ZN+GjJzW1YERVYzmkfZkzp7d5f91Mm3ejNPSpeXuRypezvE0Riy6i3RTAK+9/ndlYYMBW1gYGAw0Cc/ipC2E9MTSVR0+dAA8yeQydrFr2yUMHEg6bsOEmbfrTmL9wWC++ujSzkis8mw2Dm04DUBIROkLJomIiIiIiNQUSgiKlNNlzeyFRnZvKf/+bD/fupT7Rmby+XUriN2qX8+qwmqFe0blssnWjukvHqBVq+JT7JpE2wA48FdasWPYbLhMm4Zx/35OnjTwwbsmftrWlEbGw7Qhlh0HLqJCThkknTIRYkhi+Myr6clyXn7BmdzS5S1rJMOevXydOoS29U9St67N0eGIiIiIiIhUOmUcRMopuLEngZxi91bzhRufT34+bx0ZyQxu5OHfhtLrKh9+uGs1mMvZr5Tb/PnO/LS9Ga/VnUK/O+uds01UK/tMs7itxTNthuPHsTz5MuM7HqV5My8mPOtN3ZyDPN/oc1o0zib+TADpSXmXLP6Tqa6EOqdgbXs5TwzdRnKuDz88uOmSXe9Sys+HfXvLtzx/2/RtbKMNN9xcy2dKioiIiIhIraWEoEh5hdWlHZtZtd4DW3kmG23fxW5bM+7pt4t9d75CC3bw4bchOP3xR4WFKhdn6+LTuJDHHfeX/A/coK0vThSwb/f/HLBYMG3fzls8wjyG8UjIV2y+/W1WTFlNzKzRXDa6OQB7P11/yeI/melFiMcZADp/MobLvfZx7+wYvppW/aoOP/WUO126ePNX+8e52F+4GT8H42HIYfh/PSo4OhEREalMnTp1olOnTo4OQ0SkWlJCUKScrCEhjOQ79h/3YutW00X1ER9v4PFn/cjFnaZdfanz6t3c/KAbm+jA1sUpRRvv2cfOzvfD3rgKiF5KY8/yUzQz7MM2akSJbUzhoXRnNXPWhOM6YhTGI0fAZsNzxAgso+9gMg8ztHsiT20fRORrN5F/001Yo6Joc0MzXMnl0++COHqwgKMPvIf5jQ8qNP6TOX6E+GQDYHB24odZqURykCXTkyv0Opfa0aMGvvzSPhPzloPPsHveQdLTyzZbMCshldlJMQxvsQMfn0sRpYiIiFSWiIgIIiIiHB2GiEi1pISgSDlZQ0MZwRxcTGa+++4iChRkZPD6mDg+Xn05AE27+QIw4sEgPAzZTP8tqkjzt2+Ko8e+L/no1h3ljl0uzHDiBLtOBHBZ4xxsfn4lN/Ty4gHPj4nPCMRj2SK2PrsQp4ULObN8G+/wABn4cN/znuDsXOS0oGADD0XN5fsjXWnVvg6tvpxIq1dvYfvWionfaoWTlkBCAvILXwvo0ZQWXoc5nFiNKnzbbEx9IhWb2cJMxnKcenS7uT2PPFK2e5j3xhEy8Wb8baoKLiIiUt0lJyeTnFy9PuAUEakqlBAUKS9vb3w9zQxssJ0ffnAu85Z/md8t5YedLQq/b9rMXrDC1xdG1f+Tb+O7c8a+2pPYT2N5ae/1uBtyeG7nKFa/tqGi7kJKkLV6O/E0oOkVARdsO6BfPo/wJgAPr7yOG+6oQyiJPMsLXM4W2rU79551j998lK8Zy8eu9/Jx54+w2Iy8MqFi9rdLSsjHghMhoUULoUT6p3E4K7h8y9z/VrB0Fe9NKiAp6dIk2QxHj5IeM54vFtTlRtdZDH21Dfc3+AmAX+eVbeXwl7/UpblpD+3HNroksYqIiEjlWbFiBStWrHB0GCIi1ZISgiIVwBoSwpg6i0lONvLHH05lOnfeAg9ycWfssFQGDCgosoxxXK9D5NjcWfyTmZyEFO54oh51nZJZueQUjd2Oc92k7ux8Y1kF3438W9ymHACadrpwJWDz2NG8yaNM5iE2pTZmdWYb7hmwj2f7r+LNt3IwlJAvM4y6lhF3eHP9mlsY+Uk3+rOILdtdKyT+gysTAWjcrOi4bBCWR6bVk5SUcibxjh7j1pFWnn6tDo896nbepuvXm3hhTAJbZ+wq0yU2DH6LYbEvYTE6c9/yq8m/806eX9uFj5u9QY7ZhT27S3cPWZk2/kptyrXNd2Iw6e1PRERERERqL/1FJFIBrE2aMOTIh/j7Wy+4bDj+p1jWPr6o8PsfY6OJdjnE1OkGvvkmq0jbdmMbU58E5n56hpcG7WCvJYr33zhFVAdv5q50IsjlDONebU9W3IlLcl8CcXvs08+i21+4AIW5Vy/y7riDu/vsYg1dOdxuKM/NDOPBWS1pf0vzEs+zBQSQM2kS1kaNsIWH087vICczvDhxovwz7g6uOw1Ao151i7zeINJ+X0d226si29LSsZ06Xfb+p61gPtcAMO9n17P7aI75L78EP0TSBz8Xtp10VzJTFrbi2gebceJo0RmL2GxgKT4r0pZ+hr5HPmertQ2jRhfQoOnfv1/u7nQfFwbA71+cLFWsCZvt99e45UUs7RcREREREalBlBAUqQB5t9yCW2I817baw5w5Ljz0kDsFJRRwffbWNK79eCg5R5LZssXE8tNtuLbR5nPOHrN16sBov19ZuKMhHyQM5Z4eG7nypnAAgpr48unHmRyxRfDKDQnnja8iloXWKFYrxgMHStX0QLwrJsw0aFiKH6LJRM6kSRTcejNdDH9heWEiJU4LPI/W3eyzA7dutF6gpX2PwNzcko/v32nGjRzCuoUXeT3iMvtsvmNfrsLtxpu5p/E6+rXMKOxz2jQX/vzTCet5Qti/Dx77vA0Asdc8TiCneOGudMjJ4bqFd3JDwee8NK1+YaA7D3tzBSvJwZ2X7iyafHyx/TLubhVLZkbRn/PJNUcA6N3yBC+/nFPkWL1xPehhWMUHM4PP+zP4R/ymVAAatLrwbE8REREREZGaTAlBkQpg7tMHS9Om3Hz8FQC++MKV7duLVxzOz4dltqvIxZ1XbzvJkAFuhJPALVcfOnfHBgOPP5lPD5f1XB5whAmzGxc53GloEHe1XsEHe/ux7psE8vKKd7FkiRNNm3ixZo0JCgrOnz2qJX576Hcadojk3eu3nvNn9m/7k/2I9Dj5v7VAzst89dWc2bkTS/fuFxVf85HRGLCy/ZfEIq9bLPDII+6sWGFf/nv4sJHu3b0ZObLkBNf+BDei3I9idC46Hhu09cWZfLbOOcIzS69ilvV6Nua1ITEuk40bTTz5pAfXXONF69Y+fPyxfUadITmZf2cIbxphY1l2dy4PTybik0d4qtE3/LGnPgsfXMnvXAXAb8dbYrPB6aWxJFnrMHiEidv9ZjN7dUMOb80o7GvyoRHMOtGbZ25IKhLngbX2xOFD957B17fovdl8fZnYfQnHs/348rOS385M69fj8tFHxO+yJxQjOgSW2FZERERERKQ2UEJQpCIYjeTddRfd989kxnU/ApByKLNYsw3rTWRg3yRw6oYeROXtZLVHX0KHtC2xa9PtNzAvsRlL9vji7lF8ttmEmQ2JNBxmxP1RhIb6sXGdfYZVUpKBZ591Y+xod5JTnHht7EGSmw3CuXsMJU5frCXmLfQgHV+eXdKLHi0s/PZbCfs+2mzEZdajSZ0yLqU1GLDVrXvhdiVw69eNZoa9xK4vWqHm6xkmpk935f9GpbK1w4P0bW9mzx4TW9ZZzj0L1GolLi2EJsFpxa8RXZ9BLOBD7uKNnPu54jL7stsNv6RyYGM6AK92/A4/HzPPPeeOLTePvdFjsYy5A4BDcVZ2JvjT1mUH737pBC4ujFswhIZOCdz13dVYMTGi4V+csASzbOZp4ibMBiB6WBR3fxyNG7mMGWwl+aSNrITUwrhmrYjgdPzZpfNx2+zVkRt3r3POn1W3h9txBSuZ8oapMNdtyMyELHsf2dlguXokHk88weE4M55kEtD64v9tREREpOro1q0b3bp1c3QYIiLVkhKCIhUkf+RIrIGBdP/+UQBS/yq+JHX9H/bpaLc1XsrQNvuZvzAHzyNrsbRvf96+DQZKnKHmUd+fD8avIMviDsBv13zGp48fpU1zd95715nrrLO533s6K9PaEH16PZcdXMjx938tx51Wb4bTp1md3IwhUTuY3/U5jCnUz0lHAAAgAElEQVSnuO46L95/04r7E09gSE8vbGtLTCLO1pjG4ZU8q9LdnbZ+B9hy/GziymaDya/aE8L7c8OJOfAZfh653O0/k8wCN06fKp4RPLjwIPusTWjb9hx784WEMPJmJ3JxJyamgO8/SsCdbNb9aePgypM4UcAjG8by35OvkpNjIG7ZcTqznt6LJ7K99wSeidkGwNcv76HV5fa4XEL9mfhcAen4AfDEf4/hRyrX3deIYQemANC8oxshfZsz5/b5HM6qw7VX5rHpV3vC9akuS8jFndcGboacHLDZ2L/fiLcxk9B65367svS8kmdCPiQx3ZMZM1zAYmFa1yX0rp9EVB2oV8+PMI6zjybEx1mIdD6KwVV7CIqIiNQEYWFhhIWFOToMEZFqSQlBkYri7k7+rbcSjH3J46m4M8WaHNuXTQApTH4llS+WB+Hd5TJwKltV4nPp8mo/9jXoTRfW8lrB//Hoxy3pbf2Nbd3+yycfnmHCrsF8NS2Jt6dkkWny5ZqXe5J4tHiSqDZI/HkLh2hE1z6u9Jh3D5uGPs3VLGLiywHc/NGVnPlsbmHbk6sPk40nUQ4oQtG2cTon8oNI/LtezJ5lJ4k/5UV/V3tVaSsmFsd60vM/3gAkbEguslmkad06Pn9gL04UcP39vsX6B7j6zSv48sssvvgiC9dmDejIRjbu9uHgHiuNjIfJm/8TDY3xAHz1pT0jvY02XLnlfZZldeHhjn8QdmtMkT7/c1cAbZpm0rJRJk36hbOXpnzm/zBX98ri2mvzCQ62x9hlUn9+7PE6+5N8GfqEPSE+4N563H/VZj4+NoTZPb9kx/99yy/H2tMkOK3krRiNRrrfFkVPljPlDWcOzNzEK+n3ga83w72X8CITccLMeL5kXXZrGvqcKvs/hoiIiFRJx48f5/jx444OQ0SkWlJCUKQC5d1+Oy5DeuNKLilHsoodT4y3UI9jWBs1qtgLu7sT+tXz9K67C4COrOfzH03UWzCFglGjcPFyYfD1Ltx4UwE/PPsXJ82BXNvPQGqqAcOJEzjPmVOx8VwiuTk29sfmXLjhefyx0J4I7TYiCJydMX/6AS90+AmAWYzh4+lehW13r7QvZW3as/L3nGvdwf54vvWaHJ5ss4pXr9sHwMtPnaJFCwuzZmUSEGCjfocgAHbO3kd0QAHLJ20Bm40frvmB91LGMo6vCW577iWyRiMMGVKAlxfg7Exzv6PEpQQSl+hDlH8K5h49qHtbXwA+W9YEN3K47eZM3n8/mz2Hcnl6SdtiRVOMRvhhgYXZ8y1YmzTBY9a7DP/rLr74yYnPPss+29BgoMus//JJ3acLX2rYLZinv2tETPME7ot7iJHTh5Lv6sOE93zO+7PKHzOGZ40vcjLFmQ4P9APgi998ee1gP+7bPY43njrBTlrgTAGPD9hc+n8EERERqdLWrFnDmjVrHB2GiEi1pISgSAWyBQaS8+UMgj0yOZVYfAnn8aNQ35SItUGDCr+2pVUrbl45ggmPZ/DTMgMuvTqfs13bezsyN/IB4k54M/lNZ7z698fzttuKLJW9WL/e/Tv/idjP+BEGHn7Ynd27K/YR8/GNW+nSqw7bZ2y/qPMNKSnM3xRBQ+ejtGz398xMJyeafn4fcY360C9gPR8fG0zOXzsB2L3N/m/YrIt3hcRfFu0GBjKOr8jen8h3Cd2YzxC6ts+i0f1Xs2pVBv372/cXrHdlBADTf65LMsG88XkY+X+s47GCl+nh8heTJ5c+gRoVnkNqgTfb85rSuJG9/7CYKAByLK5c47GU1yebGTMmH5/z5OgCA22Ehdl/dub+/bHVOff+f3h5MWjemLPf+jvj5ASfLvAhIiSPE4Tx/hc2esecv9qyrW5delztSi/+AGB41CYiouwzGm2hoVz/aAinTCHEE0GrF68p1c9CRERERESkJiv/WkURKSbQ38KpY56Ytm/H0qqV/cWCAo6netC2oankDQHLKSjIxv89YQGalNzIYKDLC7255oafee+D4WTzDHm48t7R4xQr41oKZ87A8Bgz1/RI5qVZg6jHMTxWnGCxIZrTpw188UX2hTsppfVrwYITDz/syZJ2uzC0al76k81mLFEd+Y0T3Nl0GQbD2Q2obfXrE7RpDo8szWLAyCAeGrmJD/fmseOID/Vdk/Dzq/wlw05d2vLJXc9iaZVJwX/qklGQhptb8Xa+9bzw5zSbsS+79TekMeul4yQzgM9nGTH0blrqa0a1coG/c61turkC4N327GzWYY1jgSsv+p7OxdCkEb8vSuHUCTNgv6afn40fl1jZuDGLq/oXr9Z9Lrn/93/MWjiaPTSj8TdvFTuet2Ip+dnZ2Pz8KjJ8ERERERGRakkzBEUugaAob5IMobhMn174mvWP1STZ6hDatoTZUpWoYOBAbrjqMADTuZWZjCM+tvieh6Wx/ccjbNwfxDNfXEaY6SS/f3uQbcEx3MJ0li4ykV1B+UDjvn1szmxKPa9UNlrb8dXgXzEcOwaAads23B94ADKLV3YuPD8hgYeYggUT43oePGebTn09eXrUTmafGciMoUvYmRZOi7oO2nPO2ZncV16hYPRocHPD27vkPHK7dmerEcelBDFlSx+6BO+n21Vl+8yncY+zY7PXjaH2L4xn3yZiHm9Zpv5Kq21nE32HuRZ5LSLCxrXXlr4atqVdO9y3/0b7FS9AaHCx49YWLbB07FjuWEVERERERGoCJQRFLoHAUCc22trz328HFr6W/MsmbBgJ6RrhwMj+ZjTS84dbmT96Okuw7xG3a4t9bz3DiRN4d+6McccOzObzdWIX90ciAPVJ4OtX9uJ3dQcyFi1iWOAKsvNM/DanYjKCSb/v4QRh3Hd7BjGdTjPxzGOkvPAZAAe+2cwLX0bjdstt/Dvo2FgT48d7kJhoIGXLMb7kRu6LXkj0k4NLvM7970cwsN4WHl0/iu20pF3fss+arGyf/ejC5MnZDI6MZZ+5MUdowEMP55VciKMEYb2jCr8OjDy7TPrtyZm8/GImLoOuqqiQLwlb/fpYWrd2dBgiIiIiIiJVnhKCIpfAP7Pivs69jvzMfACSVuwHIKxh1VipbzBAjw+upcX+LzFgZcde+wwt529nE7vPk5duT6FePV+yitdGKWLftgK8DJlsS3Slxe32GVi28HA6fnsn9TjKV1NKnrVXFtu2239ubXq48eZHTuQbXJm85goA5m1tzCtM4NulIbg//jh/vr+H0/FZzHo/i/nzXRg2xJ0ff7avtx38QqvzLhs1GuH9hUFEOh+lo98+7nves0Liv5R8feHmm/MZ0OEkAC3d4uh7e70y92MMCeLl4Cn8MGhakddvvNnM3feWIjssIiIiUol69uxJz549HR2GiEi1VDUyEyI1zJAhBcyfb9937vD60zSNymdrvL0abMOG5y+QUNk8At1pYjzIjiP2JNmceR7cyGbYbT++c4eRTp1LiNlqZd8xb5r5J2JwDSpyyNimBbdG/MALh2/lzTfSufW/BiIiLv7ejx61f37R8DJXQkOttPU9wI5Ue9IrI8M+FW6i1xT6TG/FNXxGkzeT8Dek0pAc4g/W5f/298GHdNr0vvCMP79wb1buy8XJxRMn94sOudK16OIG38OjI+MwGC5uafrd28aAqXT79omIiIg4Up2SCpeJiMgFaYagyCVw3XUF/PnG7wDs3ZiN69T3+JTbaHNZNlFRVSshCNDK6yDz4tsTEODLjbGPAeCNfU/B7SsySjzPaeVKdhdEEd2seEVlgNv+m8sAfuW997zp2d2d9PQyrmH9l5PJThixUKeO/VpRgafZn1MfgPQsEybMHMv0Z1S9FQDEpQWzPrUpw8PWMM8wDFdyifFZj5Nz6WJw83PDyaPyi4mUR5ubWrL19blc81ani+/E1RWc9FmRiIiIVH3x8fHEx8c7OgwRkWpJCUGRSySqozcGrPy+xMCY6QPZRmtuvM3RUZ3bMy2/43meYYLtJSaEfcrBq8aTji9BJLNtfcmFHU5+vJDj1KN535BzHve6ZRg/jZvFKtfepGU689UHeRcdY2KqG3Wc0gonrzWul8UxaxjZ6QWcyXamkdtx+vQpYPWxxkXOa3VvZ7p+fRO7nNvw/hVfX/T1qwWjkQa39VJCT0RERGqF9evXs379ekeHISJSLSkhKHKJuDUKJZJDfLGpLYutfXn63uOMH5/v6LDOqUn/BkyImsUTn9Tl/3YMJ+ip8RiAtmxhyy6Pc55jSE/nt6X2xFOfASV07OlJztSpNFzyIj1ZzicfOpWqUMm5nMzwJNQjrfD7xpH2IiiHNqZxJtcVH5dcnn02B4PBRs+mx9hOS0YE/k7P0XUw9+9P0PLP8XjzyYu7uIiIiIiIiEgNooSgyKXi7c2drp9zE58TO/QJHn7Ro8puzZZ3331kbNhAwYgRYDBg6dCBtNOn6eO8gu0nglm1qviMM+cffmChuS8NQnOIjj7/Mmhzw4bc02kt8RkB/Dqn5BmH55OY60+o99kKJ42a2X+YB2NzOJPvhrdbPi1bWpk6NYcnJ+TRwu0AX7xzAj8/+xJja/Pm2EJDL+raIiIiIiIiIjWJEoIil9DDkT8w3XQbwc/c7OhQys5g4K7oJYS7JTFhghsWS9HDtq+/5zdDP/oMMmAoxbZ8fV/qTCQH+ejVnLLHUlDACUsdggPOzrBs1MY+czFut40zBR74etgTjWPH5tN5SADphw9TMGhQ2a8lIiIiIiIiUsMpIShyCeWPHEnuo49ibdTI0aFcFNcm9XnV7Tm2bXPi22/PFtgw7t7N2i2eZNk86Nu3lGuAO7bjnkYLWBMfwZb1ZSusYjuZzElCCA0+m5X0aBRME/YRu9uddKs33p7/k7F0dS3TNURERERERERqCyUERS6hvIceIu/xxx0dxkXLHzmSMWkf0jkwjhdfdCMz0/66y7ffssAwGFcXK1dcUfpNAUc/G44bOfz4WkKZ4kjdm4IFJ4LrnX1k2erUob1pK1sOB3AGH3x8zl3pWERERERqppiYGGJiYhwdhohItaSEoIiUyDxgAHmPPcbbKTdw8qSRr7+2zxJ0XrKEX92upccVFjzOXXPknDyG9OQyUxxxe8oWx/GtpwAIjvY5+6LRSLuQoyRkBZGOHz6+ZetTRERERKo3f39//P39HR2GiEi1pISgiJxX7uOP025IMH6kcnB1EoaEBA7vyWdfTgT9+pWxQIjBQBOfROJOB5XptJWr7ct/2/f3K/J6m+Zn9yP09tPjTERERKQ2OXjwIAcPHnR0GCIi1ZL+ghaR8zMayf7gA+pxnJO7z+D8xx/8ykAA+vQp/XLhf0QFp3E4N5S8vNKfs2RHBK2cd1OvcdF9AVt3dSv82juweCVkEREREam5Nm/ezObNmx0dhohItaSEoIhcmJcXdV1PcSLNA9OWLcw2jaVptIVGjcpWHAQgKiIHKyYOl+LDXJsNPv/chVXJzbi67tbiYbWPIpq9AHiH+xQ7LiIiIiIiIiLFKSEoIqVS1yOdE5m+HNqQympLF0aNzr+ofqKaGgDYvzmrxDam9etJvfZ+RjaP5+GHPbjKuJIHrlhfrJ25SxcujzoDgFfjOhcVj4iIiIiIiEhto4SgiJRKmG8GJ/L8eWfPAEwGCyNHXlxCsEk7d9zI4feFJVcF3vTaKtr+8S5rTkbxvtP9LLHG4N+rRfGGrq60urElgKoMi4iIiIiIiJSSEoIiUip1A/Ox4MQ0yx3c1GMPYWEXl4DzaFKX0cxi9uIgCm68H3Jyihw3nDrFlLXdcXe1smqTmTFJz5OemEjBiBHn7G/w4AJiYgpo1sxyUfGIiIiIiIiI1DZVahf+J598kr1792IymQAIDAxk2rRpAMTGxvLhhx+SnJxM06ZNefDBBwkODgbAZrMxY8YMlixZAkDfvn256aabMBgMjrkRkRooNORswu2xR0pe7nsh1qgobg96lc9P3cLcn10ZPX4N5pgYANJ/28xr1+3hZ+7mrq4biYyMAgzg6lpifw0bWpkz5+LjEREREZHq6eqrr3Z0CCIi1VaVmyF4xx138P333/P9998XJgPT09N55ZVXGDduHLNmzSIqKorXX3+98JxFixaxbt063n33XaZOncqGDRtYtGiRo25BpEYKqWdP1IdyguBukRffkZsbly1+iWivY8xkLE6rVgH2AiK3PVCHD7kbgMGjXcods4iIiIjUXN7e3nh7ezs6DBGRaqnKJQTPZe3atURERNCjRw9cXFwYM2YMhw4dIiEhAYDff/+dYcOGERQURGBgIMOGDWPZsmUOjlqkZmnZ0sxovmFZszvA2blcfdkaRTLi/gBW0ItxMwZhNsORODNLj7fikagfmTVxI13HRVRQ5CIiIiJSE+3bt499+/Y5OgwRkWqpyiUEv/zyS8aMGcNjjz3G9u3bAYiPjycy8uyMJDc3N0JDQ4mPjz/n8cjIyMJjIlIx3OoH8g1jadzBt0L6u/fePO7puIYfUvsw+7qFHPjO/vve/wYf+j8ShVb8i4iIiMj5bNu2jW3btjk6DBGRaqlK7SF40003ER4ejrOzMytXruTFF1/knXfeITc3Fx8fnyJtPT09yfm7GEFubi4eHh7FjtlstiL7CC5atIjFixefN4Ynn3wSgIyMjIq6rSrFZrPV2HuTS8vZ0xMvILtJEzLLOIZKGnePfRPC5u57eWF5b+7481PgKkIGNdYYlXLRc04cQeNOKpvGnDhCVRt3Fot9j+uqFJNUnKo23qR2qGnjzs3NrcRjVSoh2LRp08KvY2JiWLlyJRs3bsTNzY3s7OwibbOzs3F3dwfsN5jzr0ql/xz736Ii/fv3p3///ueNISkpCaDG7kWRkZFRY+9NLrGOHcl57jmM48eXeQyVOO684cVvTPTp480blocJdj9DeGP/CgpYais958QRNO6ksmnMiSNUtXH3TzHKqhSTVJyqNt6kdqhN467KLRn+XzabjYiICA4fPlz4Wm5uLidOnCAiwr7HWEREBIcOHSo8fujQocJjIlJBjEbyHngAm59fhXbbvr2F4cPzycWdJm1L/vRCRERERERERCpGlUkIZmZmsnnzZvLz87FYLCxfvpydO3fSrl07unbtypEjR1i9ejX5+fl8++23REZGEh4eDkDv3r2ZO3cuKSkppKSk8NNPPxETE+PgOxKR0nrmmRxcXW20aGlzdCgiIiIiIiIiNV6VWTJssVj46quvOHbsGEajkfr16zNhwgTq168P2Pf2mzZtGpMnTyY6OppHH3208Nz+/fuTmJjIvffeC0C/fv0uuDRYRKqOiAgbf/yRQWioEoIiIiIiUjqDBg1ydAgiItWWIScnR3+B/8s/ewj+bxGTmqI2rYeXqkPjTiqTxps4gsadVDaNOXEEjTupTBpv4gg1bdydr6hIlVkyLCIiIiIiIlJau3btYteuXY4OQ0SkWlJCUERERERERKodJQRFRC6eEoIiIiIiIiIiIiK1iBKCIiIiIiIiIiIitYgSgiIiIiIiIiIiIrWIEoIiIiIiIiIiIiK1iJOjAxAREREREREpq6FDhzo6BBGRaksJQREREREREal2nJ2dHR2CiEi1pSXDIiIiIiIiUu3ExsYSGxvr6DBERKolJQRFRERERESk2omLiyMuLs7RYYiIVEtKCIqIiIiIiIiIiNQiSgiKiIiIiIiIiIjUIkoIioiIiIiIiIiI1CKGnJwcm6ODqEqSkpIcHYKIiIiIiIiIiEi5BQcHn/N1zRAUERERERERERGpRTRDsJZ56KGHmDJliqPDkFpG404qk8abOILGnVQ2jTlxBI07qUwab+IItWncaYagiIiIiIiIiIhILaKEoIiIiIiIiIiISC2ihKCIiIiIiIiIiEgtooSgiIiIiIiIiIhILaKEoIiIiIiIiIiISC2ihKCIiIiIiIiIiEgtooSgiIiIiIiIiIhILaKEoIiIiIiIiIiISC1imjhx4nOODkIqV1RUlKNDkFpI404qk8abOILGnVQ2jTlxBI07qUwab+IItWXcGXJycmyODkJEREREREREREQqh5YMi4iIiIiIiIiI1CJKCIqIiIiIiIiIiNQiSgiKiIiIiIiIiIjUIkoIioiIiIiIiIiI1CJKCNYgqampzJ0719FhiIhcMnrOiUhtoGediNR0es6JOJ6TowOQijFjxgwWLFhAbm4ubdq0ITIyEpvNhsFgcHRoUoMtWLCAjh07Ehwc7OhQpBbQc04cQc85qWx61okj6FknlUnPOXEEPeeKM02cOPE5RwchF2/58uVMnDgRq9XK+PHjsVqt1K1bl7CwMD1Q5ZLZt28fL730EkuXLiUlJYUePXo4OiSpwfScE0fQc04qm5514gh61kll0nNOHEHPuZJpyXA1duTIETZu3Mjdd9/NSy+9RNeuXYmLiyM9PR0Ai8Xi4AilpkpMTKRly5a89dZbrFu3ju3btzs6JKmh9JwTR9FzTiqTnnXiKHrWSWXRc04cRc+5kmmGYDVTUFAAgNFoxM/Pj27duhEeHo7ZbMZoNHLs2DEOHz5Mj/9v796DoyrvP46/95JNsiEXyJVcyIVEJAEiCUKpYLBEnVAZEVspLU5r7WhFBZ2WsSrUakGqzDSdFrQt2DIgo8yUEcsQSp0EUkoUqcgt1ARCIVtWkhCTmDQJu9nd3x9MtgV/QG7uScjn9Q/D7mZ5zs6H78n57nOeZ8YMzGb1e2VguN1uTCaT/5u72NhYUlJSSEtL47PPPuO9996jqKjI4FHKjUJ1ToygOieBplonRlCtk0BSnRMjqM71nBqCQ8hbb73F66+/zokTJ3C5XIwZMwaz2UxXVxdW66XlIKuqqnC73eTl5WGxWAwesdwIunNXWVmJy+UiNTUVm81GeHg4AHl5eWzcuJGIiAgyMzPxer2a8i99pjonRlCdk0BTrRMjqNZJIKnOiRFU53pHDcEh4p133mHPnj0sWbIEr9fLzp07cbvdjB07lqCgIDweD2azmaamJnbt2sX9999v9JDlBvD/5c7lcjF27FgsFgtutxur1UpYWBhvvvkmd911FyEhIf6f1+LA0huqc2IE1TkJNNU6MYJqnQSS6pwYQXWu99QQHOR8Ph8ej4eSkhJmzpzJ9OnTyc7OBqCyspKuri4yMjIAMJlM2Gw2PvjgA9LT04mNjTVy6DKE9TR33VOxs7KyKC0tpaOjg/DwcP70pz+Rn58/7Aqq9I3qnBhBdU4CTbVOjKBaJ4GkOidGUJ3rO92oP8iZTCasVit1dXU0Nzf7Hy8oKCAxMZEjR47Q2NjoX3PB5/MRGhqqNRikX3qTu+4FgL///e+zdetWnn76af96ISI9oTonRlCdk0BTrRMjqNZJIKnOiRFU5/pO//MGOa/XC0BhYSH79++ns7MTgBEjRjBhwgTa29s5c+aM//VJSUk0NjbS2NhoxHDlBtGb3FksFrZv385LL73EHXfcwebNm1m8eLFRQ5chSHVOjKA6J4GmWidGUK2TQFKdEyOozvWdbhkeJBwOB16vl9DQ0C/cu24ymbBYLFRXV/PZZ58xYcIEABITE9m2bRtjx44lLS3NvxZDYWEhmZmZRh2KDCGVlZV8/vnnjBo16gvP9TR3AG1tbRQWFjJv3jyCg4MDeQgyhAxE3lTnpLeOHDlCTU0NycnJX7gVRHVOvgwDkTnVOumt48eP8+6775KUlMSIESMue061TgbaQORNdU56q66uDgCbzfaF51Tn+kYzBAeB8vJyHn/8cfbs2QNcCnP3ffDdv0gmJCRw2223UVpaisPh8P9sXFycf4pr985MVxZlkSs1NDTw05/+lFdeeYX//Oc/lz3X29wBTJkyhdzc3MAMXoacgcyb6pz0VGtrKy+++CKrV6+msbHR/20xqM7Jl2MgM6daJz3V0NDACy+8wPPPP8+OHTuw2+0AfbqWANU6ubaBzJvqnPRUY2MjK1as4Oc//zk/+9nP2Ldvnz9HXV1dqnP9oBmCg0BFRQXNzc3Y7XbsdjtxcXEA/rUU1q5dS1NTEzNnzqSuro633noLgLKyMiorK1m4cKF/G22R69m6dSuvvvoqkyZN4uWXXyYhIeGy55U7GUjKmxilpKSE1tZWiouLGTduHEFBQcClixblTr4MypwE2tq1a/ntb39Lbm4ua9as4fjx49hsNv/i+cqdDCTlTYzw+eef8/LLL5OamsqKFSv497//zYkTJ0hLSyMqKkq56yc1BA3k9XoxmUycPXsWuNTdbm1tJSsri6CgID755BOWLl2KyWRiwYIFREVFceutt2I2m6mtraW1tZVly5Z94QJb5Fq2b99OTEwMy5YtAy5N+TeZTAQFBfmnWT/55JPKnQwI5U2M4PV62b59O1OnTiU9PZ3y8nIqKyux2WyEhoZy7tw5HnvsMcxms3InA0KZk0Bzu9188sknPPnkkxQUFHDx4kUqKipISEjgpptuwuv1cvLkSZYsWaJzrPSb8iZGqa6u5vDhwzzxxBOEhIRw00038eabb3LXXXcRHh6ua4l+MnV0dPiMHsRwcfHiRYKDg/F4PP4p0gC/+93v+MpXvkJTUxP79u3jnnvuYfLkyXR0dHDmzBnGjx8PXGoYWq1W4NIvntqNSXqiO3culwubzYbT6eSll17i9ttv58MPP8Tj8WCz2QgLC+PHP/4xNpuNf/3rX8qd9InyJka48vza3t7O8uXLWbRoEeXl5Zw8eZLU1FScTicFBQXMmzePqqoq5U76TJkTI3Tn7n/zA//N06pVqxgxYgRLly4F8C+kn52dfdnrQLmT61PexAhX5s7pdPLDH/6QlStXMmnSJCorK3njjTeYP38+mZmZREdHc+rUKZ1f+0gzBAOgra2NX//61+zevZvZs2f7Q9k9Q/DEiRO4XC5mzZpFVVUVZ8+e5YMPPmDkyJFkZ2fj8/nwer2XFeIrF6kWudKVubNYLHg8HiIjI2lsbKSkpIT777+fJ554gpycHCoqKrhw4QI5OTmMHj1aueRbolYAAAzSSURBVJNeUd7ECP/f+dXj8RAcHMzRo0cpLS0lJSWFF154gRkzZmC329m/fz8xMTFMmDABj8eDz+dT7qTHlDkxwtWuJQD/ZoQmkwmXy8WhQ4eYOXMmQUFBWK1W4uLidI6VXlHexAhXO79GRkZit9s5duwYGzduZMeOHRQUFHDo0CEOHjxIVFQUkyZN0vm1j9Qu/ZJ9+umnvPrqq9TX19PY2Mju3bsB/LsqwaXFWW+++WaCg4NpbW2lrKwMp9NJeno68N8dc0R66mq5696SfdGiRSxfvpyioiJMJhMpKSncd999VFRU+HdtUu6kp5Q3McLVcufzXbrxYd68eTQ2NlJfX09XVxcA48ePx2Qy0draClxa0Fy5k55S5sQI17qWAC5bu81kMhESEoLL5fL/vftP5U56QnkTI1zvWuLee+9l7ty5jB49mvXr1/Pd736XxYsXExoayunTpwGdX/vKev2XSH8VFBSQmZnJsWPHeOedd7jjjjuw2Wz+6azx8fG88cYbtLe3Y7fbmT59OgAXLlxgzJgxBo9ehqqr5a779qbu6fwejwer1UpwcDARERG0tbURGRlp8OhlqFHexAhXyx1ASkoKs2bN4uDBg7S0tBAdHU1cXBydnZ1ER0cbPHIZqpQ5McLVctd9O1z3rK2JEyfy2muv0dnZSWRkpP9xkd5Q3sQI17uWqKqqorq62n8+jYuLo7m5mZSUFINHPrTpluEB5nA4qK2tJSQkhJCQEOx2O4mJicTExDBq1CiOHDmCw+EgLy/PXzBPnDjBuXPnKCoq4tFHHyU2NpZPP/2UCRMmaBt26ZHe5A7wT/Xvbs44HA7Wr1/P5MmTmTp1qsFHI4Od8iZG6E3uvF4vQUFBTJ48mb1793LgwAHq6urYtGkTdrudu+++m5CQEKMPSQY5ZU6M0Jvc/e/tm923yh0+fBi73U5mZqaaM3JdypsYobe5M5vNhIeHU1paSnNzM11dXfzqV7/C5/MxZ84c9Uz6QQ3BAeLxeFi3bh0bNmzA6XSyY8cO4uLiSElJISgoCIDg4GDCwsJ49913yc/PJzIyEpPJRGJiIkVFRYwbNw6A6OhopkyZomDLdfU1d16vl66uLhwOB7/5zW/YsmULd955JwsXLjT4iGQwU97ECH3NndvtJigoiLy8PEaNGsXp06fJzs7m8ccfV2NGrkmZEyP05xwLl7586+zs5NChQ8yYMYOYmBgjD0cGOeVNjNCX3EVFRQEQFhZGSkoKVVVVHDhwgClTpvDUU0+pZ9JPaggOkLNnz1JeXs4rr7zC3XffzcWLF9m6dSsZGRnExcUBYDabiYqKora21r8AK4DNZvNPw9Y3K9Ibfc1dd85CQ0Pxer0sWbKEW265xchDkSFAeRMj9DV3FosFt9tNREQEaWlpTJs2jZycHIOPRoYCZU6M0J9zbPfa5DabjRkzZhAbG2vw0chgp7yJEfrTM3G73SQnJzN16lRmz57NxIkTjTyUG4Yagv3Q3t6OxWLBZDJx4MABDh48yAMPPABATk4OVVVVOBwOUlNT/Z1rq9VKcnIyu3btwul0sn79ev8vjmoGSk8MVO4iIyPJzMxk7Nix/m9kRK6kvIkRBjJ3aWlpgHaak2tT5sQIA30tAVy2I6zI/1LexAgDfX41m83K3QBSQ7APnE4na9as4f3332f//v3cfPPNWK1WampqyMjIYNSoUQAkJiaye/dukpKS/Itdms1mnE4nf/nLXzh//jzf+ta3+NrXvmbk4cgQodxJIClvYgTlTgJNmRMjKHcSSMqbGEG5GxrUWu2lv/71rzz//PNkZGTw0EMP0dbWxttvv43X6yUqKoqPP/7Y/9r09HRSU1PZs2cPcOme+ZqaGlasWMGdd97JH//4RwoLC406FBlClDsJJOVNjKDcSaApc2IE5U4CSXkTIyh3Q4dmCPZSRUUF06ZN4xvf+AaRkZHccsstvPbaayxcuJCWlhZqamoIDw8nISEBuNTd/tvf/sbs2bOx2WzY7Xbuu+8+pk2bZvCRyFCi3EkgKW9iBOVOAk2ZEyModxJIypsYQbkbOqxGD2CoKSoq8q9/5Xa7CQ4OJiEhAZfLxYwZMzh//jx//vOfGT16NHFxcVRXVzN58mT/7nLaZU76QrmTQFLexAjKnQSaMidGUO4kkJQ3MYJyN3SoIdhL3Vuq+3w+goKCqK2txefzERMTQ1BQEHPnzmXz5s28+OKLhIWFce7cOX70ox8ZPGoZ6pQ7CSTlTYyg3EmgKXNiBOVOAkl5EyMod0OHGoJ91L1z3LFjx0hKSvJ3wFNTU3n22Wc5ffo0tbW1zJ4928hhyg1GuZNAUt7ECMqdBJoyJ0ZQ7iSQlDcxgnI3+Kkh2EcejweLxcLJkyfJy8sDoKSkhHPnzvHAAw+QlZVFVlaWwaOUG41yJ4GkvIkRlDsJNGVOjKDcSSApb2IE5W7wU0OwjywWCx6Ph9bWVlpaWvjJT35CXV0dS5cuJTIy0ujhyQ1KuZNAUt7ECMqdBJoyJ0ZQ7iSQlDcxgnI3+Kkh2A8Oh4PDhw9z5swZ5s2bx/z5840ekgwDyp0EkvImRlDuJNCUOTGCcieBpLyJEZS7wc3U0dHhM3oQQ5Xb7Wbnzp3MmTMHm81m9HBkmFDuJJCUNzGCcieBpsyJEZQ7CSTlTYyg3A1uagiKiIiIiIiIiIgMI2ajByAiIiIiIiIiIiKBo4agiIiIiIiIiIjIMKKGoIiIiIiIiIiIyDCihqCIiIiIiIiIiMgwooagiIiIiIiIiIjIMKKGoIiIiIiIiIiIyDBiNXoAIiIiIjI0FBcXU1ZWBoDZbMZut5OUlER+fj733HMP4eHhPX6vRx55hFmzZvHtb3/7yxquiIiIiFyFGoIiIiIi0mM5OTk888wzeL1e2traqK6uZtu2bezatYvVq1eTlJRk9BBFRERE5DpMHR0dPqMHISIiIiKDX3FxMY2NjaxcufKyx9vb21m6dClxcXGsWrWKU6dOsXnzZmpqarh48SLJycksWrSI/Px8AJ599lmOHz9+2Xts2LCB+Ph4nE4nGzdu5OjRowBkZWXx8MMPk5aW5v+3fv/73/PRRx/R1tZGVFQUt912Gz/4wQ++/A9ARERE5AahGYIiIiIi0i92u52ioiI2btxIS0sLHR0d3H777Tz88MNYLBbKyspYuXIla9euJSkpieeee46nnnqKr371q8yfPx+AiIgImpqaeOaZZ5g+fTq/+MUvsFqt7Ny5k+eee47XX3+dyMhIf6Nx+fLljBw5ksbGRmpraw3+BERERESGFjUERURERKTfUlNT8fl81NXVMXHixMuee/DBB/nwww/5+9//zoIFCwgPD8disRAaGsrIkSP9r9u1axfx8fEsXrzY/9gjjzzCP/7xD/bu3cu9995LQ0MDGRkZjBs3DoC4uDjGjx8fmIMUERERuUGoISgiIiIi/ebz/XcVmpaWFrZs2cLRo0dpbm7G4/HgcrloaGi45nucPHmSU6dO8c1vfvOyx10uF06nE4A5c+awevVqTp06RW5uLnl5eeTl5WE2mwf+oERERERuUGoIioiIiEi/1dbWYjKZSEhIoLi4mIaGBh566CHi4+Ox2WysWbMGt9t9zffwer3k5uby6KOPfuG5sLAwAPLy8vjDH/7AoUOHOHbsGL/85S9JTU1l5cqVWCyWL+XYRERERG40agiKiIiISL+0t7dTUlJCbm4uERERVFZW8r3vfY9p06YB0NnZyfnz5xkzZoz/Z6xWK16v97L3ycrKorS0lOjoaIKDg6/674WHh1NQUEBBQQGFhYUsW7YMh8Ph33hERERERK5NDUERERER6bGuri6amprw+Xy0tbVRVVXFtm3bcLvdPPbYYwAkJSWxd+9esrOz8Xq9bNmy5QvNv/j4eP75z39SX19PcHAw4eHhfP3rX+e9995j1apVLFiwgJiYGC5cuMBHH33Erbfeyvjx49m0aROZmZmMGTMGs9lMeXk5oaGhxMbGGvFxiIiIiAxJpo6ODt/1XyYiIiIiw11xcTFlZWUAmM1mQkNDSU5OJj8/n7lz5zJixAgAzpw5w7p16zh9+jRRUVHMnz+f999/n+joaJ5++mng0nqB69atw+Fw4HK52LBhA/Hx8dTX17Np0yY+/vhj2tvbGTlyJDk5OXznO98hISGBt99+m3379lFfX4/ZbCY9PZ0HH3yQnJwcwz4XERERkaFGDUEREREREREREZFhRNuxiYiIiIiIiIiIDCNqCIqIiIiIiIiIiAwjagiKiIiIiIiIiIgMI2oIioiIiIiIiIiIDCNqCIqIiIiIiIiIiAwjagiKiIiIiIiIiIgMI2oIioiIiIiIiIiIDCNqCIqIiIiIiIiIiAwjagiKiIiIiIiIiIgMI/8HDBMyctF4fhkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x936 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train[\"close_pred_ls_improved\"] = lasso_improved.predict(x_train)\n",
    "valid[\"close_pred_ls_improved\"] = lasso_improved.predict(x_valid)\n",
    "\n",
    "colors = ['red', 'blue']\n",
    "fig, axs = plt.subplots(2, 1, figsize=(18, 13))\n",
    "\n",
    "train.plot(y = \"Close\", x = \"datadate\", c = colors[0], ax = axs[0])\n",
    "valid.plot(y = \"Close\", x = \"datadate\", c = colors[0], ax= axs[0] )\n",
    "train.plot(y = \"close_pred_ls\", x = \"datadate\" , c = colors[1], ax = axs[0])\n",
    "valid.plot(y = \"close_pred_ls\", x = \"datadate\", c = colors[1], ax = axs[0])\n",
    "\n",
    "train.plot(y = \"Close\", x = \"datadate\", c = colors[0], ax = axs[1])\n",
    "valid.plot(y = \"Close\", x = \"datadate\", c = colors[0], ax= axs[1])\n",
    "train.plot(y = \"close_pred_ls_improved\", x = \"datadate\" , c = colors[1], ax = axs[1])\n",
    "valid.plot(y = \"close_pred_ls_improved\", x = \"datadate\", c = colors[1], ax = axs[1])\n",
    "\n",
    "for ax in axs.flat:\n",
    "    ax.axvline(x=\"2017-02-13\", color = 'gray', linestyle = \"--\")\n",
    "    ax.set_xlabel('Dates')\n",
    "    ax.set_ylabel('Close Price')\n",
    "    ax.legend(['Real Price', 'Predicted Price'])\n",
    "    leg = ax.get_legend()\n",
    "    leg.legendHandles[0].set_color(colors[0])\n",
    "    leg.legendHandles[1].set_color(colors[1])\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "\n",
    "axs[0].set_title('Lasso Prediction', size= 18)\n",
    "axs[1].set_title('Cross Validated Lasso Prediction', size = 18)\n",
    "axs[0].annotate('Training Data', xy = (\"2016-09-01\", 610))\n",
    "axs[0].annotate('Validation Data', xy = (\"2017-05-01\", 610))\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The lower visualization is the graph with the lowest mean squared error when using Lasso regression with cross validation of 5-k fold. Moreover, it has the highest R2 squared. Nevertheless, the scores are almost the same, which shows that the previous selection of alpha was very close to the most accurate. Nevertheless, I still ahve doubts regarding the random forest prediction, I believe future work should include stationary data for the company, which could improve the generalization of the random forest.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Conclusion\n",
    "\n",
    "<div style=\"text-align: justify\"> \n",
    "I explored the acquisition and stock price datasets separately and provided interesting visualizations. Then, I merged the datasets to look for further information and added extra variables to better understand the data. After that whole process, the datasets and visualizations show interesting results:\n",
    "\n",
    "</div>\n",
    "\n",
    "1) There have been many acquisitions during the last years. Also, Us-based companies were the most acquired during that data range. Within the Parent companies, Alphabet Inc. had the highest number of acquisition over the last 10 years\n",
    "\n",
    "2) Then, the same company had the highest Close stock price over the last years in our dataset.\n",
    "\n",
    "3) Visually, Google stock reacted mostly positively to each acquisition in the date range chosen.\n",
    "\n",
    "<div style=\"text-align: justify\"> \n",
    "    \n",
    "Later, I decided to use Alphabet Inc for further research in the prediction portion of the project including the acquisition insights given before.\n",
    "After choosing between four machine learning methods, I decided to use Lasso Regression since it provided the lowest Root Mean Square and the highest R2 squared score. I confirmed my model decision with plot visualizations of the four models used. \n",
    "    \n",
    "Then, I improve my model using cross validation of the regularization parameter, by testing a cross validation of 5-k fold for the Lasso model previously established. After performing cross validation and choosing the best regularization parameter, my prediction model provided a slightly lower root mean square and slightly higher R2 squared. Finally, I provide two graphs to confirm visually the accuracy of my prediction model. </div>\n",
    "\n",
    "The machine learning model provided an accurate prediction for Alphabet Inc. Besides this company, future work should be aimed to analyze the other Big Tech companies. Another company that was not included in the Kaggle acquisition dataset was Amazon Inc., and it should provide interesting results as well."
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