doc/formats.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Format Guide"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic data format"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "UpSetPlot can take a Pandas Series or DataFrame object with Multi-index as input. Each `Set` is a level in `pandas.MultiIndex` with boolean values. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Use `Series` as input"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below is a minimal example using `Series` as input:  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cat0   cat1   cat2 \n",
       "False  False  False      56\n",
       "              True      283\n",
       "       True   False    1279\n",
       "              True     5882\n",
       "True   False  False      24\n",
       "              True       90\n",
       "       True   False     429\n",
       "              True     1957\n",
       "Name: value, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from upsetplot import generate_counts\n",
    "example_counts = generate_counts()\n",
    "example_counts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a `pandas.Series` with 3-level Multi-index. Each level is a `Set`: `cat0`, `cat1`, and `cat2`. Each row is a unique subset with boolean values in indices indicating memberships of each row. The value in each row indicates the number of observations in each subset. `upsetplot` will simply plot these numbers when supplied with a `Series`:  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 8 2\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 351.875x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from upsetplot import UpSet\n",
    "plt = UpSet(example_counts).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternatively, we can supply a `Series` with each observation in a row:  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cat0   cat1   cat2\n",
       "False  True   True    1.652317\n",
       "              True    1.510447\n",
       "       False  True    1.584646\n",
       "              True    1.279395\n",
       "       True   True    2.338243\n",
       "                        ...   \n",
       "              True    1.701618\n",
       "              True    1.577837\n",
       "True   True   True    1.757554\n",
       "False  True   True    1.407799\n",
       "True   True   True    1.709067\n",
       "Name: value, Length: 10000, dtype: float64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from upsetplot import generate_samples\n",
    "example_samples = generate_samples().value\n",
    "example_samples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this case, we can use `subset_size='count'` to have `upsetplot` count the number of observations in each unique subset and plot them:  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 8 2\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 351.875x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from upsetplot import UpSet\n",
    "plt = UpSet(example_samples, subset_size='count').plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Use `DataFrame` as input: "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A `DataFrame` can also be used as input to carry additional information.  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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></th>\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cat0</th>\n",
       "      <th>cat1</th>\n",
       "      <th>cat2</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">False</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">True</th>\n",
       "      <th>True</th>\n",
       "      <td>0</td>\n",
       "      <td>1.652317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td>1</td>\n",
       "      <td>1.510447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">False</th>\n",
       "      <th>True</th>\n",
       "      <td>2</td>\n",
       "      <td>1.584646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td>3</td>\n",
       "      <td>1.279395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <th>True</th>\n",
       "      <td>4</td>\n",
       "      <td>2.338243</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  index     value\n",
       "cat0  cat1  cat2                 \n",
       "False True  True      0  1.652317\n",
       "            True      1  1.510447\n",
       "      False True      2  1.584646\n",
       "            True      3  1.279395\n",
       "      True  True      4  2.338243"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from upsetplot import generate_samples\n",
    "example_samples_df = generate_samples()\n",
    "example_samples_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this data frame, each observation has two variables: `index` and `value`. If we simply want to count the number of observations in each unique subset, we can use `subset_size='count'`:  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 8 2\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 351.875x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from upsetplot import UpSet\n",
    "plt = UpSet(example_samples_df, subset_size='count').plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If for some reason, we want to plot the sum of a variable in each subset (eg. `index`), we can use `sum_over='index'`. This will make `upsetplot` to take sum of a given variable in each unique subset and plot that number:  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 8 2\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 351.875x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from upsetplot import UpSet\n",
    "plt = UpSet(example_samples_df, sum_over='index', subset_size='sum').plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Convert Data to UpSet-compatible format"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can convert data from common formats to be compatible with `upsetplot`.\n",
    "\n",
    "Suppose we have three sets:  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(['Cat', 'Dog', 'Horse', 'Sheep', 'Pig', 'Cattle', 'Rhinoceros', 'Moose'],\n",
       " ['Horse', 'Sheep', 'Cattle', 'Moose', 'Rhinoceros'],\n",
       " ['Dog', 'Chicken', 'Horse', 'Sheep', 'Pig', 'Cattle', 'Duck'])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mammals = ['Cat', 'Dog', 'Horse', 'Sheep', 'Pig', 'Cattle', 'Rhinoceros', 'Moose']\n",
    "herbivores = ['Horse', 'Sheep', 'Cattle', 'Moose', 'Rhinoceros']\n",
    "domesticated = ['Dog', 'Chicken', 'Horse', 'Sheep', 'Pig', 'Cattle', 'Duck']\n",
    "(mammals, herbivores, domesticated)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can construct a data frame ready for plotting:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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></th>\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mammal</th>\n",
       "      <th>herbivore</th>\n",
       "      <th>domesticated</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">True</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">False</th>\n",
       "      <th>False</th>\n",
       "      <td>Cat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td>Dog</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">True</th>\n",
       "      <th>True</th>\n",
       "      <td>Horse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td>Sheep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <td>Pig</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">True</th>\n",
       "      <th>True</th>\n",
       "      <td>Cattle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>False</th>\n",
       "      <td>Rhinoceros</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>False</th>\n",
       "      <td>Moose</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">False</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">False</th>\n",
       "      <th>True</th>\n",
       "      <td>Chicken</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td>Duck</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     Name\n",
       "mammal herbivore domesticated            \n",
       "True   False     False                Cat\n",
       "                 True                 Dog\n",
       "       True      True               Horse\n",
       "                 True               Sheep\n",
       "       False     True                 Pig\n",
       "       True      True              Cattle\n",
       "                 False         Rhinoceros\n",
       "                 False              Moose\n",
       "False  False     True             Chicken\n",
       "                 True                Duck"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# make a data frame for each set\n",
    "mammal_df = pd.DataFrame({'mammal': True, 'Name': mammals})\n",
    "herbivore_df = pd.DataFrame({'herbivore': True, 'Name': herbivores})\n",
    "domesticated_df = pd.DataFrame({'domesticated': True, 'Name': domesticated})\n",
    "\n",
    "# Merge three data frames together\n",
    "animals_df = mammal_df.merge(\n",
    "    herbivore_df.merge(domesticated_df, on = 'Name', how = 'outer'), \n",
    "    on = 'Name', how = 'outer')\n",
    "\n",
    "# Replace NaN with False\n",
    "animals_df = animals_df.fillna(False)\n",
    "\n",
    "# Make sets index for the data frame\n",
    "animals_df = animals_df.set_index(['mammal', 'herbivore', 'domesticated'])\n",
    "\n",
    "animals_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can plot:  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 5 2\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 302.125x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from upsetplot import UpSet\n",
    "plt = UpSet(animals_df, subset_size='count').plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`upsetplot` actually provides a function `from_contents` to do this for you.   \n",
    "`from_contents` takes a [dictionary](https://docs.python.org/3/tutorial/datastructures.html#dictionaries) as input. The input dictionary should have set names as key and a [list](https://docs.python.org/3/tutorial/datastructures.html) of set members as values:  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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></th>\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mammal</th>\n",
       "      <th>herbivore</th>\n",
       "      <th>domesticated</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">True</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">False</th>\n",
       "      <th>False</th>\n",
       "      <td>Cat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td>Dog</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">True</th>\n",
       "      <th>True</th>\n",
       "      <td>Horse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td>Sheep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <td>Pig</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">True</th>\n",
       "      <th>True</th>\n",
       "      <td>Cattle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>False</th>\n",
       "      <td>Rhinoceros</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>False</th>\n",
       "      <td>Moose</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">False</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">False</th>\n",
       "      <th>True</th>\n",
       "      <td>Chicken</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td>Duck</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       id\n",
       "mammal herbivore domesticated            \n",
       "True   False     False                Cat\n",
       "                 True                 Dog\n",
       "       True      True               Horse\n",
       "                 True               Sheep\n",
       "       False     True                 Pig\n",
       "       True      True              Cattle\n",
       "                 False         Rhinoceros\n",
       "                 False              Moose\n",
       "False  False     True             Chicken\n",
       "                 True                Duck"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from upsetplot import from_contents\n",
    "animals_df = from_contents({'mammal': mammals, 'herbivore': herbivores, 'domesticated': domesticated})\n",
    "animals_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Converting any Data Frame to \"UpSet-ready\" format"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take a look at the `movies` dataset used in the [original publication by Alexander Lex et al.](https://caleydo.org/publications/2014_infovis_upset/) and [UpSetR package](https://github.com/hms-dbmi/UpSetR).  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>Name</th>\n",
       "      <th>ReleaseDate</th>\n",
       "      <th>Action</th>\n",
       "      <th>Adventure</th>\n",
       "      <th>Children</th>\n",
       "      <th>Comedy</th>\n",
       "      <th>Crime</th>\n",
       "      <th>Documentary</th>\n",
       "      <th>Drama</th>\n",
       "      <th>Fantasy</th>\n",
       "      <th>...</th>\n",
       "      <th>Horror</th>\n",
       "      <th>Musical</th>\n",
       "      <th>Mystery</th>\n",
       "      <th>Romance</th>\n",
       "      <th>SciFi</th>\n",
       "      <th>Thriller</th>\n",
       "      <th>War</th>\n",
       "      <th>Western</th>\n",
       "      <th>AvgRating</th>\n",
       "      <th>Watches</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>1995</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.15</td>\n",
       "      <td>2077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jumanji (1995)</td>\n",
       "      <td>1995</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.20</td>\n",
       "      <td>701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Grumpier Old Men (1995)</td>\n",
       "      <td>1995</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.02</td>\n",
       "      <td>478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Waiting to Exhale (1995)</td>\n",
       "      <td>1995</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.73</td>\n",
       "      <td>170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Father of the Bride Part II (1995)</td>\n",
       "      <td>1995</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.01</td>\n",
       "      <td>296</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Name  ReleaseDate  Action  Adventure  \\\n",
       "0                    Toy Story (1995)         1995       0          0   \n",
       "1                      Jumanji (1995)         1995       0          1   \n",
       "2             Grumpier Old Men (1995)         1995       0          0   \n",
       "3            Waiting to Exhale (1995)         1995       0          0   \n",
       "4  Father of the Bride Part II (1995)         1995       0          0   \n",
       "\n",
       "   Children  Comedy  Crime  Documentary  Drama  Fantasy  ...  Horror  Musical  \\\n",
       "0         1       1      0            0      0        0  ...       0        0   \n",
       "1         1       0      0            0      0        1  ...       0        0   \n",
       "2         0       1      0            0      0        0  ...       0        0   \n",
       "3         0       1      0            0      1        0  ...       0        0   \n",
       "4         0       1      0            0      0        0  ...       0        0   \n",
       "\n",
       "   Mystery  Romance  SciFi  Thriller  War  Western  AvgRating  Watches  \n",
       "0        0        0      0         0    0        0       4.15     2077  \n",
       "1        0        0      0         0    0        0       3.20      701  \n",
       "2        0        1      0         0    0        0       3.02      478  \n",
       "3        0        0      0         0    0        0       2.73      170  \n",
       "4        0        0      0         0    0        0       3.01      296  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies = pd.read_csv(\"../movies.csv\")\n",
    "movies.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this table, each movie occupies a row with each column being a feature of the film. columns 3 to 19 records the genre each film belong in, with `1` indicating that the movie belongs to this genre.\n",
    "\n",
    "Since `upsetplot` requires its set data be boolean values, we convert the numberical coding in this dataset to boolean values and set them as index:  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>ReleaseDate</th>\n",
       "      <th>AvgRating</th>\n",
       "      <th>Watches</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Action</th>\n",
       "      <th>Adventure</th>\n",
       "      <th>Children</th>\n",
       "      <th>Comedy</th>\n",
       "      <th>Crime</th>\n",
       "      <th>Documentary</th>\n",
       "      <th>Drama</th>\n",
       "      <th>Fantasy</th>\n",
       "      <th>Noir</th>\n",
       "      <th>Horror</th>\n",
       "      <th>Musical</th>\n",
       "      <th>Mystery</th>\n",
       "      <th>Romance</th>\n",
       "      <th>SciFi</th>\n",
       "      <th>Thriller</th>\n",
       "      <th>War</th>\n",
       "      <th>Western</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">False</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>True</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>1995</td>\n",
       "      <td>4.15</td>\n",
       "      <td>2077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <th>True</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <td>Jumanji (1995)</td>\n",
       "      <td>1995</td>\n",
       "      <td>3.20</td>\n",
       "      <td>701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">False</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">False</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">True</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">False</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <td>Grumpier Old Men (1995)</td>\n",
       "      <td>1995</td>\n",
       "      <td>3.02</td>\n",
       "      <td>478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <td>Waiting to Exhale (1995)</td>\n",
       "      <td>1995</td>\n",
       "      <td>2.73</td>\n",
       "      <td>170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <th>False</th>\n",
       "      <td>Father of the Bride Part II (1995)</td>\n",
       "      <td>1995</td>\n",
       "      <td>3.01</td>\n",
       "      <td>296</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                  Name  \\\n",
       "Action Adventure Children Comedy Crime Documentary Drama Fantasy Noir  Horror Musical Mystery Romance SciFi Thriller War   Western                                       \n",
       "False  False     True     True   False False       False False   False False  False   False   False   False False    False False                      Toy Story (1995)   \n",
       "       True      True     False  False False       False True    False False  False   False   False   False False    False False                        Jumanji (1995)   \n",
       "       False     False    True   False False       False False   False False  False   False   True    False False    False False               Grumpier Old Men (1995)   \n",
       "                                                   True  False   False False  False   False   False   False False    False False              Waiting to Exhale (1995)   \n",
       "                                                   False False   False False  False   False   False   False False    False False    Father of the Bride Part II (1995)   \n",
       "\n",
       "                                                                                                                                    ReleaseDate  \\\n",
       "Action Adventure Children Comedy Crime Documentary Drama Fantasy Noir  Horror Musical Mystery Romance SciFi Thriller War   Western                \n",
       "False  False     True     True   False False       False False   False False  False   False   False   False False    False False           1995   \n",
       "       True      True     False  False False       False True    False False  False   False   False   False False    False False           1995   \n",
       "       False     False    True   False False       False False   False False  False   False   True    False False    False False           1995   \n",
       "                                                   True  False   False False  False   False   False   False False    False False           1995   \n",
       "                                                   False False   False False  False   False   False   False False    False False           1995   \n",
       "\n",
       "                                                                                                                                    AvgRating  \\\n",
       "Action Adventure Children Comedy Crime Documentary Drama Fantasy Noir  Horror Musical Mystery Romance SciFi Thriller War   Western              \n",
       "False  False     True     True   False False       False False   False False  False   False   False   False False    False False         4.15   \n",
       "       True      True     False  False False       False True    False False  False   False   False   False False    False False         3.20   \n",
       "       False     False    True   False False       False False   False False  False   False   True    False False    False False         3.02   \n",
       "                                                   True  False   False False  False   False   False   False False    False False         2.73   \n",
       "                                                   False False   False False  False   False   False   False False    False False         3.01   \n",
       "\n",
       "                                                                                                                                    Watches  \n",
       "Action Adventure Children Comedy Crime Documentary Drama Fantasy Noir  Horror Musical Mystery Romance SciFi Thriller War   Western           \n",
       "False  False     True     True   False False       False False   False False  False   False   False   False False    False False       2077  \n",
       "       True      True     False  False False       False True    False False  False   False   False   False False    False False        701  \n",
       "       False     False    True   False False       False False   False False  False   False   True    False False    False False        478  \n",
       "                                                   True  False   False False  False   False   False   False False    False False        170  \n",
       "                                                   False False   False False  False   False   False   False False    False False        296  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genres = list(movies.columns[2:len(movies.columns)-2])\n",
    "movies_genre = movies[genres].astype(bool)\n",
    "movies_genre = pd.concat([movies_genre,\n",
    "                          movies[[col for col in movies.columns if col not in genres]]],\n",
    "                         axis=1).set_index(genres)\n",
    "movies_genre.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's plot!  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "17 280 2\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAG5wAAAJLCAYAAACfy7x8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdfYxldX0G8Oc7jKhYkRfrigsVVGK0trHNVK2auhUbUamYVIypsYjUJS2i1NZCtYnGNKm2Rt1QY6USq1bxhdaC1IANOLaNSrug9TVGoha24gsVWFMquPLtH3s2jjC7DNmde854P5/k5p7f25nnzEzu/fOp7g4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADTszB2AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFancA4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGCiFM4BAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABMlMI5AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAiVI4BwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMFEK5wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACZqcewATMeJJ57Yl1122dgxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABg3tTeFhZmmYJpu/HGG8eOAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAArKBwDgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYKIUzgEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEyUwjkAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICJUjgHAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwUQrnAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJmpx7AAA8NOiqta8t7vXMQkAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPy0Wxg4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADA6hTObSBV9QdV9cWq+kJVXVhV96mq46rqqqr6alV9oKoOHvbeexhfO6wfO256AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADgnlI4t0FU1eYkL0uy1N2PSXJQkucneUOSN3f38UluSnL6cOT0JDd19yOSvHnYBwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAbCAK5zaWxST3rarFJIckuSHJU5NcNKy/K8lzhuuTh3GG9ROqqmaYFQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA2E8K5zaI7v7vJG9Mcl12F83dkuTqJDd3965h244km4frzUmuH87uGvYfOcvMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADA/lkcOwBrU1WHJzk5yXFJbk7yoSTPWGVr7zmyj7WV992aZGuSbNq0KcvLywciLgB3w+ctAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHts2bJlr2sK5zaOpyX5end/N0mq6h+SPDHJYVW12N27khyd5JvD/h1Jjkmyo6oWkzwgyffufNPuPj/J+UmytLTU+/pnAeDA8XkLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwFosjB2ANbsuyROq6pCqqiQnJPlSko8nee6w59QkFw/XlwzjDOtXdnfPMC8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAALCfFM5tEN19VZKLklyT5PPZ/bc7P8k5SV5RVdcmOTLJBcORC5IcOcy/Ism5Mw8NAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADsl+rusTMwEUtLS719+/axYwBsWFW15r2+fwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABYYa8FOAuzTAEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMDaKZwDAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACYKIVzAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAE6VwDgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYKIUzgEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEyUwjkAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICJUjgHAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwUQrnAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJkrhHAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwEQpnAMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJgohXMjqKqHVtXThuv7VtX9x84EAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABMj8K5GauqlyS5KMnbh6mjk/zjeIkAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICpUjg3e2cmeVKSnUnS3V9N8qBREwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJOkcG72buvu2/cMqmoxSY+YBwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmCiFc7P3iap6VZL7VtVvJPlQko+MnAkAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJgghXOzd26S7yb5fJIzkny0u189biQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGCKFscOMIdekOT93f03eyaq6qTuvnTETAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwAQtjB1gDp2X5F+r6lEr5l43VhgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGC6FM7N3teTvDjJRVV1yjBXI+YBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmanHsAHOou/uaqnpKkgur6vFJDho7FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMD0LYweYQzckSXffmOTpSTrJY0ZNBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAATJLCuRnr7metuL6ju1/Z3f4OAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAXSyOHWBeVNVbuvvsqvpIkr7zenc/ew33OCzJO5I8ZrjHi5N8JckHkhyb5BtJntfdN1VVJdmW5JlJbk3you6+5sA8DQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMAsK52bnPcP7G/fjHtuSXNbdz62qg5MckuRVSa7o7tdX1blJzk1yTpJnJDl+eD0+yduGdwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYINQODcj3X318P6JPXNVdXiSY7r7c3d3vqoOTfJrSV403Of2JLdX1clJtgzb3pVkObsL505O8u7u7iSfrqrDquqo7r7hQD0TAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACwvhbGDjBvqmq5qg6tqiOS/GeSd1bVm9Zw9GFJvjvs/0xVvaOq7pdk054SueH9QcP+zUmuX3F+xzAHAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABsEItjB5hDD+junVX1u0ne2d2vqarPreHcYpJfTnJWd19VVduSnLuP/bXKXN9lU9XWJFuTZNOmTVleXl5DFAD2l89bAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPbYsmXLXtcUzs3eYlUdleR5SV59D87tSLKju68axhdld+Hct6vqqO6+Ybjvd1bsP2bF+aOTfPPON+3u85OcnyRLS0u9r38WAA4cn7cAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAArMXC2AHm0OuSXJ7k2u7+j6p6WJKv3t2h7v5Wkuur6pHD1AlJvpTkkiSnDnOnJrl4uL4kye/Ubk9Ickt333AAnwMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFhn1d1jZ2CNquqxSd6R5OAkX0tyWnaXBn4wyc8luS7JKd39vaqqJH+V5MQktyY5rbu37+v+S0tLvX37PrcAsA+7P3rXxvcvAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACvstQBncZYp2D/d/dkkS6ssnbDK3k5y5rqHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA1s3C2AEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABYncI5AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAiVocO8C8qap7J/mtJMdmxe+/u183ViYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGCaFM7N3sVJbklydZLbRs4CAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABMmMK52Tu6u08cOwQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADB9C2MHmEOfrKpfGDsEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwfYtjB5hDT07yoqr6epLbklSS7u5fHDcWAFNVVWve293rmAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAWVM4N3vPGDsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACwMSyMHWDedPd/JTksyW8Or8OGOQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJ+gcG7GqurlSd6b5EHD6++q6qxxUwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFO0OHaAOXR6ksd39/8mSVW9Icmnkpw3aioAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGByFsYOMIcqyY9WjH80zAEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPyExbEDzKF3Jrmqqj48jJ+T5IIR8wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABOlcG7GuvtNVbWc5MlJKslp3f2ZcVMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABTpHBuRqrq0O7eWVVHJPnG8NqzdkR3f2+sbAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwDQpnJud9yU5KcnVSXrFfA3jh40RCgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmC6FczPS3ScN78eNnQUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAANgYFsYOMG+q6oq1zAEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACyOHWBeVNV9khyS5IFVdXiSGpYOTfKQ0YIBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACTpXBuds5IcnZ2l8tdnR8Xzu1M8taxQgEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAANOlcG5Guntbkm1VdVZ3nzd2HgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYPoWxg4wh+6oqsP2DKrq8Kr6/TEDAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA06RwbvZe0t037xl0901JXrLWw1V1UFV9pqouHcbHVdVVVfXVqvpAVR08zN97GF87rB97gJ8DAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABYZwrnZm+hqmrPoKoOSnLwPTj/8iRfXjF+Q5I3d/fxSW5Kcvowf3qSm7r7EUnePOwDAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA2EIVzs3d5kg9W1QlV9dQkFya5bC0Hq+roJM9K8o5hXEmemuSiYcu7kjxnuD55GGdYP2Fl0R0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADB9i2MHmEPnJDkjye8lqSQfy1AgtwZvSfLHSe4/jI9McnN37xrGO5JsHq43J7k+Sbp7V1XdMuy/cX8fAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmA2FczPW3XdU1d8mubK7v7LWc1V1UpLvdPfVVbVlz/RqP2INayvvuzXJ1iTZtGlTlpeX1xoJgP2wXp+3PscBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAANp4tW7bsda2679JBxjqqqmcn+cskB3f3cVX12CSv6+5n3825P0/ywiS7ktwnyaFJPpzk6Uke3N27qupXk7y2u59eVZcP15+qqsUk30rys72PP/jS0lJv3779QDwmwFyqWq3rc3X35Pt3ve4LAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwGTstahmYZYpSJK8JsnjktycJN392STH3t2h7v6T7j66u49N8vwkV3b3C5J8PMlzh22nJrl4uL5kGGdYv3JfZXMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMD0KJybvV3dfcsBvN85SV5RVdcmOTLJBcP8BUmOHOZfkeTcA/gzAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAGVgcO8Ac+kJV/XaSg6rq+CQvS/LJe3KD7l5Osjxcfy3J41bZ84Mkp+xvWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYDwLYweYQ2cl+fkktyW5MMnOJGePmggAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJikxbEDzJvuvjXJq5O8uqoOSnK/7v7ByLEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAJWhg7wLypqvdV1aFVdb8kX0zylap65di5AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACA6VE4N3uP7u6dSZ6T5KNJfi7JC8eNBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAATJHCudm7V1XdK7sL5y7u7h8m6ZEzAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAE6Rwbvb+Osk3ktwvyb9U1UOT7Bw1EQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMEmLYweYJ1W1kOTb3b15xdx1SX59vFQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMBULYwdYJ509x1JXnqnue7uXSNFAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJkzh3Oz9c1X9UVUdU1VH7HmNHQoAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJiexbEDzKEXD+9nrpjrJA8bIQsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADBhCudmrLuPGzsDAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACwMSyMHWDeVNUhVfWnVXX+MD6+qk4aOxcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADA9Cudm751Jbk/yxGG8I8mfjRcHAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACYKoVzs/fw7v6LJD9Mku7+vyQ1biQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGCKFM7N3u1Vdd8knSRV9fAkt40bCQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmKLFsQPModcmuSzJMVX13iRPSnLaqIkAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIBJUjg3Y939saq6OskTklSSl3f3jSPHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJmhh7ADzpqqu6O7/6e5/6u5Lu/vGqrpi7FwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMD0LI4dYF5U1X2SHJLkgVV1eJIalg5N8pDRggEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJOlcG52zkhydnaXy12dHxfO7Uzy1rFCAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA06Vwbka6e1uSbVV1VnefN3YeAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABg+hTOzVh3n1dVT0xybFb8/rv73fs6V1XHJHl3kgcnuSPJ+d29raqOSPKB4X7fSPK87r6pqirJtiTPTHJrkhd19zUH/IEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIB1szB2gHlTVe9J8sYkT07yK8NraQ1HdyX5w+5+VJInJDmzqh6d5NwkV3T38UmuGMZJ8owkxw+vrUnediCfAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAWH+LYweYQ0tJHt3dfU8OdfcNSW4Yrr9fVV9OsjnJyUm2DNvelWQ5yTnD/LuHn/Ppqjqsqo4a7gMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGwAC2MHmENfSPLg/blBVR2b5JeSXJVk054SueH9QcO2zUmuX3FsxzAHAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABsEItjB5hDD0zypar69yS37Zns7mev5XBV/UySv09ydnfvrKq9bl1lrle539YkW5Nk06ZNWV5eXksMAPbTen3e+hwHAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA2Hi2bNmy17XqvksHGeuoqp6y2nx3f2INZ++V5NIkl3f3m4a5ryTZ0t03VNVRSZa7+5FV9fbh+sI779vb/ZeWlnr79u33/KEASJLsowT0Lu7J9+963RcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAydhrUc3iLFOwtmK51dTutqELknx5T9nc4JIkpyZ5/fB+8Yr5l1bV+5M8Pskt+yqbAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAApkfh3IxU1feT9GpLSbq7D72bWzwpyQuTfL6qPjvMvSq7i+Y+WFWnJ7kuySnD2keTPDPJtUluTXLa/j0BAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwawrnZqS777+f5/8tu8vpVnPCKvs7yZn78zMBYJ5U7e1rdnW7v2oBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA1tfC2AEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABY3eLYAQAAADaqqlrz3u5exyQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMBPq4WxAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAALA6hXMAAAAAAAAAAAAAAAD/z96dB1l21Yfh/77ep5fZV0uywTJEZnGA2BJ4wZFlySCQAIEwkoBg0EgGfrGpFKSoOCQ4dnBVDBgTBNECBrEIbAqQsGxwCpzgmBAIMTiAgyVhgTSaRTOMenq6Z+nl/f4Yv+55Ui/33O7T797uz6eKKjTvzunv3HfP957vOef2BQAAAAAAAAAAAAAAAAAAqKieTgcAAAAAAOtdo9FIOr7ZbGaKBAAAAAAAAAAAAAAAAAAAAAAAAAAAAICq8cI5AAAAls2LkgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAII+uTgcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADA/LxwDgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoKJ6Oh0AAABUXaPRKHxss9nMGAkAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADrTVenAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGB+PZ0OAABYexqNRuFjm81mxkgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA6q2r0wEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwPy+cAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAqCgvnAMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKgoL5wDAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACoKC+cAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAqKieTgcAAHROo9EofGyz2cwYCQCrRe4HAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIB68cI5AAAAAGDd8PJVAAAAAAAAAAAAAAAAAAAAAAAAAAAAoG66Oh0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA8+vpdAAAAABA5zUajcLHNpvNyrQNAOuZeywAAAAAAAAAAAAAAAAAAAAAAAAAAMD64IVzAECt+GX6q8N5hs5K6YMR+iEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKxlXjgHAFBTXkhFJ3gZIQDUj/s3AORhbgbWLv2bxaixACAP91gAAAAAAAAAAAAAAAAAAAAAgMV1dToA8mk0Gs9pNBrfbTQa9zYajTd3Oh4AgEajkfQ/AAAAKCpXvamOBQAAAAAAAAAAAAAAAAAAAAAAAAAAOq2n0wGQR6PR6I6ImyLi0oh4MCK+1mg07mo2m9/pbGQAsP6k/ML5ZrOZMRKqxrUBsP6kvohG/i/HeYbOM9YFqKac46Scud99BQDIzXwSAAAAAAAAAHSGPYIAAAAAAAAAAAAAxXnh3Np1YUTc22w2vxcR0Wg0Ph4RL4gIL5wDANYkDxW1cz7mOBf1l+s79KIFFuM8sxDXxuqo43muY8zA2mU8CgAAANA55k9WhxfGAuuF+woAAACcYV8cAFB3xhwArBT7ZgAAAAAAAADWNy+cW7vOiYgHzvrvByPiog7FAgAAACvOA1bt6vhyRupPP1wd+vecOr4wto7nOaIa56Mq5yIn52N1OM8spI6/hErMUEwdr7s6xgysXXJS/fkO66+O4/M6Xnd1jDmXOs69wmLqmEeptzquB9Ux5gj98Gx1HNvV8bqrY8x1Vcf+XYW+UpX+DQuRR1lMFfJoatvMcZ7b1fEeW8eY66iOfaWOMedUx76iplgdzsXqsIa1eup4PuoYcx2p3epNHmWtqeN1V8eYWR2uDQCoH/fv1eE8Q+fph6vD3CuQSn6uP98hALDSvHBu7Zpv5PiYEWKj0bghIm74x//8dkQ8JWdQAGtZrkI8Z4Ev5vzt5mxbzPVvW8yrw3lenbbFXP+2xbw6bYt5dTjP9W9bzKvTtphXp+06xpyzbTGvTtt1jDmnOp7nXOp6bdTxOxRz/nZzqmPMtNNXgFT6YDvno/7q+B3WMeac6jjmqON3WMfznEsdr406nmdWj+uO1SaPrp66xp2D62511DHmuqrjua5jX6njeabeXHMspo55lDnOc7s6ng8xr07bznP91fF86Curo44x11Edr+e6quP5EPPqkPvrTR5lranjdSePshDfIQDUj/v36nCeofP0w9VhzgBIpX/Xn+8QAFhpXji3dj0YEeed9d/nRsRDjz6o2WzeEulvv4AAACAASURBVBG3rFZQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABAcV2dDoBsvhYRT2g0Go9vNBp9EfGyiLirwzEBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJejodAHk0m82pRqPx/0XE5yOiOyI+0Gw2v93hsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgASNZrPZ6RgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACYR1enAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGB+XjgHAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABQUV44BwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAUFFeOAcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFBRXjgHAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABQUV44BwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAUFFeOAcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFBR2V84d+edd34u988AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABYi7K/cC4itq/CzwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFhzVuOFcwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJTghXMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAV5YVzAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFeWFcwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABXlhXMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAV5YVzAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFeWFcwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABXlhXMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAV5YVzAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFeWFcwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABXlhXMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAV5YVzAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFeWFcwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABXlhXMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAV5YVzAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFeWFcwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABXlhXMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAV1bPYhxMTE83l/oCRkZEVaQcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGAtGhwcbCz0WddqBgIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBxXjgHAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABQUT2dDmAlDQ0NRUTE+Ph4hyMBoOqmp6djbGwsxsbGYnp6OhqNRgwNDcXGjRujr69vWW2fPHkyjh07FidOnIhmsxm9vb0xMjISw8PD0dVV/l2vMzMzszFPTU1Fo9GIwcHB2LhxY/T39y8r5lOnTsWxY8diYmIims1m9PT0xMjISIyMjCw75uPHj8fY2FhMTk5Go9GIgYGB2LRpUwwMDCwr5tOnT8exY8difHw8ms1mdHd3z8bc3d1dut1msxnj4+Nx7NixOH36dEREDAwMxMaNG2NwcHBZMU9OTs7GPDMzE93d3TE8PBwjIyPR01N+WNZsNmNiYiKOHTsWp06dioiI/v7+2ZgbjUbptqempuLYsWNx/PjxmJ6eno1548aNy475xIkTcezYsTh58mRERPT19cXGjRtjaGhoWTFPT0+3xdzq35s2bYre3t7S7UbEbMwnTpyIiIje3t7YuHFjDA8PLyvmhfr3pk2bKp2Tjh8/HseOHZuNecOGDbFx48YV6d+jo6MrnpNOnToVf/InfxJ/9Ed/FN/97neju7s7fvEXfzFuuOGG+Pmf//llx7zaOWnDhg3Luu4mJydjbGwsjh8/HjMzM9HV1bVi/TtnTmrFPD09HV1dXbP37+X271bMOXJSzjHH6OhonDx5crZ/t2Ku8phjdHR0Nif19PTM5tGVHnOsZE7K1b9bMbf6dyvmDRs2LCvmhcYcGzduXJGcNDY2Ntu/VyonPfjgg3HbbbfFJz/5yThy5Ehs3749rr766njNa14T55xzzrJifvSYow456cSJE7P9O+JMTmrdv6uck9RBczHXMSepg+ashTpopXNSjjqolZOOHz9e+zpo06ZNlc5Jrf599tzMSow51kJOUgfVrw46O4+uZB107Nix+MhHPhK33357/OAHP4jBwcF47nOfGzfccEM89alPXVbMa6EO6unpmb1/r0Qd1MpJEfWpg3LMzeQcc9QxJ33xi1+M2267Lf76r/86pqen48lPfnK8+tWvjquuumpZbauD2qmD2tv99Kc/He9///vjO9/5TnR3d8fP/dzPxd69e+Piiy9eVsyrWQfVISfNNzczMjKy7DHHoUOH4kMf+lDccccdceDAgdi4cWO88IUvjL1798b5559fut2I1a2Dqp6Tjh8/HnfccUd88IMfjPvvvz/6+/vj0ksvjRtvvDGe8YxnLCvm1a6DqrxGPTk5GZ/5zGfi/e9/f3zrW9+K7u7ueNaznhXXX399/PIv//KyYq773MzZtdvIyMiyxgW552ZWuw6q0xp1XeqgHGvUq1EHHT9+fDYnqYPqVQfVcW5mvjVqdVB96qCca9Tf+9734tZbb43PfOYzMTo6Grt27YprrrkmXvWqV8XOnTuXFXOuNeo61kGruR5kjbo9J9V1PajqddCnP/3p+MAHPjBbB/3sz/5sXH/99XHJJZcsK+a1VAdVfY16vv5tr26eNWp10Bn33ntv3HLLLXHnnXfG2NhY7NmzZ3bMsX379mXFvBp1kDXqtVMH1XGvrjrIXt0IddCjqYPmrJW5marXQfbqtlsLe3UbjcZszOqg9f3M4qProLrv1fXMojpordRBK7FGPTExEZ/4xCfij/7oj+K+++6Lvr6+uOSSS+LGG2+Mn/mZn1lWzPbqtsdc1zpodHR0xXPSwYMH44Mf/GDccccdcejQodi0aVO86EUvir1798bjH//40u1GRPzlX/5l3HrrrbN7dZ/0pCfFa17zmnjRi160rNzxwx/+MG6//fb4yEc+Eg899FAMDQ3FFVdcETfccENccMEFy4pZHdQecx3nZtRBc9ZCHVTXZxZXapz0ta99LW6++eb4whe+EKdPn47zzz8/fu3Xfi1+9Vd/dVnX9Fp6ZtHcTD1zUqt2W4n+vdb26q7HOijnmOPb3/523HLLLXH33XfHxMREnHvuufGKV7wiXvGKV8TmzZtLt1vnOshe3bmYzc3MUQe1x1zHOujRa9StcVKunOSZRWvUdc1J6qA56qD2mD2zOGc16qA6r1HXoQ6q417dycnJGB0dbctJ67UOmpmZic997nNx6623xte//vVoNpvx9Kc/Pfbu3RuXX375ss6HOqidZxbbY14LdVDV52YA1pJGs9lc8MOJiYmFPyzoK1/5Sjzzmc9cbjOFeOEcAEWcPn069u/fH9PT0/N+vn379ti4cWOpto8cORKjo6Pzftbb2xt79uwpNdkwOTkZ+/fvj6mpqXk/37JlS2zZsiW53YiIRx55JH74wx/O+1lPT0/s2bOn1GTD1NRUHDhwYLbQe7RNmzbFtm3bktuNOPMLoA8fPjzvZ93d3bF79+5Shfv09HQcOHBgdnL50YaHh2PHjh2lJkiOHz8eDz/8cMw39urq6opdu3aVKoJnZmbi4MGDsxO1jzY4OBi7du0qFfPExEQcPHhw3pgbjUbs3LlzdvyVotlsxqFDhxYcsw0MDMTu3btLTZCcPHkyDhw4EDMzM/N+vmPHjhgZGUlut9lsxpEjR+LYsWPzft7X1xd79uwpNdmwVE7atm1bbNq0KbndiDMbtB955JF5P1tuTjpw4MDs5PKjbd68ObZu3ZrcbkTE6OhoHDlyZN7Puru7Y8+ePaUmEx9++OF4wQteEN/85jfn/fzGG2+Md7zjHaX6ytjYWDz88MPzftbV1RV79uwplZNmZmbiwIEDsxO1j7acnDQ+Ph6HDh1asH/v3r27VE5qNptx8ODBmJiYmPfzDRs2xK5du0r17xMnTsTBgwfn7d/LzUkPP/xwHD9+fN7Pl5OTTp06FQcOHFiwf5fNSRERhw8fXjQn7d69u1T/Pn36dBw4cGDBMcfWrVtLb9Q7evRoHD16dN7Pljvm2L9/f61y0lJjjpGRkdi+fXvpMcehQ4fm/ayrqyt2795darFgqZw0NDQUO3fuLBXz5z//+Xj5y18+b+4YHh6Oj370o6V+qXLOnLTUmGPnzp0xPDyc3G6z2YzDhw/H2NjYvJ/39/fH7t27S405lspJ6qA56qB2Oeug5eSkTtVBu3btKrVpqq51UK6ctBbroJw5affu3aXHHPv3718wJ23cuLH0L91brA5aTk6qYx00MzMThw4dWnDMMTg4GDt37ixdBx04cCDL3EzOOmj//v0rnpMilq6Dys7N/P3f/31ceeWV8cADDzzms0ajEW9729viN37jN5LbjVi8Durt7Y3du3erg/7RequDco45OlEHNRqN2LFjR6k6aGZmJl73utfFhz/84Xk/v+iii+JTn/pUqfmItVgHLWduJmcdtFhOqmIddPTo0bjqqqviq1/96ryfv/KVr4ybbrqpVF/JmZPUQXO++tWvxotf/OJ5r+m+vr64+eab46UvfWmpmNVBc77//e/HFVdcEffdd9+8n7/lLW+JN7/5zcntRuSrg5aam6liHTQ6OhoveclL4stf/vK8n7/sZS+LW265pdR1t1gdVNU1anVQu1x1UCdz0nqrg5aam9m2bVuWNeoq1kFrcY26bB20VE6q43rQctaoc9ZBnVqjzlkHVXFu5pOf/GTs3bt33ny3ZcuW+OQnP1nqWYK1WAettzVqe3XbdWqNejl1UK65mUceeSRe/OIXx1e+8pV5P7/22mvj5ptvLtVX1EFz6rpGba/uHHVQu4997GPx2te+dt4cvX379vjUpz4V/+yf/bPkdtVB7Tq1V7e/vz/27NmTZa/ucsYc9urOyZmT6lgHdWo9yBp1O3XQHHVQuyquUXtmsV0d16jVQe3W2jOLddyr65nFdsvdq+uZxTk516jrVgft27cvrrzyyvh//+//zfv5G9/4xvjt3/7t5HYj7NU9m7267b785S/H1VdfPe99tr+/P2677ba46qqrktudmZmJ17/+9XH77bfP+/mFF14Yn/rUp0qN/f/2b/82XvjCF8bBgwcf81l3d3e8613vile/+tXJ7UbYq3u2Ou7V9cxiu7VYB9VxbmY5ddBb3/rW+P3f//15P7vgggvirrvuinPOOSe5Xc8stvPMYnvMSz2zWMU1ant153SqDqrqXt3/8l/+S7zpTW+a9zs855xz4s4774yf/MmfTG53qZy0nDqojnt161gH5Xpm0V7ddvbqtutUHVTVuZm1VgdZo25X1fWgTq1RV/GZxVw5aWZmJvbv359lbsZe3Tk552Zy1UFrdY26inVQHffq1rEOyjU3c+rUqXjFK14Rd99997yfX3rppXHHHXeUaruTe3XVQXPUQXPW2xo1QB0NDg4umEi73/rWty74FycnJxf+sKAHH3wwzj333OU2U8jb3va2iIj4rd/6rVX5eZ0wNDQUY2Njs79o/V3veld84QtfiGc/+9kL/p3bbrst/u7v/i5+6qd+arXCBKismZmZ2Ldv34IFasSZBYr+/v7kwmx0dHTBYq/1s0+cOBEjIyNJRU6z2YyHHnpowQI14swCRU9PT/Jk8PHjxxcs9loxT0xMlIp5sUnxiDOTBV1dXcmF2cTExILFXutnt2JOnVg9ePDgghNQEdH2lvQUrYmRhbRiHh4eTo754YcfXnAhPuLMBMf09HTyZFFrYmSJlxPH0NBQ8mTRD3/4wwUXvSLOTHCcPn06eVFtamoqHnrooQUnxSPOxLxhw4bkyaJHHnlkwQmoiDMTHKdOnUqedC+Sk06cOBF9fX3JEy/Hjh1bcNGr9bMnJiZi48aNpXLSQhNQEWdyUnd3d3JOGh8fX3CCufWzy+SkiIgrr7wyvv71ry/4+de//vUYGBiIn/3Zn01qtzVZu5Bmsxnj4+Olc9JCi14RZ3JSs9lMXjRv5aTF+vf4+HgMDw8n9+/Dhw8v+gLwqampmJqaKpWTHnrooSVjHhwcTO7fuXLS9PR0PPTQQ0uOOQYGBpLHHI888siCi16tn33y5MnkSfeZmZklxxwnTpyI3t7e5Jw0Nja24KJX62efOHGiVE5abFI8onxOmpiYWDInjY+PJ8ccEYtOikec6d+NRiN5zNHatLKQVsxlxhyHDh1aNCdNTk7GzMxMck76u7/7u3j+85+/YNunT5+Ou+66K174whcmL3AcOXJkwUWviDP9e3JyMsuYY3x8vNSY4+jRowsuxEec6d+nT59OHnMUzUlVq4P27du3ZB1UJiflrIMWW4iPWF91UM6c1Mk6aHx8vFQd1MmcpA5q/9k566AyczPj4+NZclJEFMpJjUYjOSepg9o9/PDDi9ZBk5OT2eqgiYmJytVB+/btWzInVakOmpiYiIsvvnjel821fOELX4gnP/nJccEFFyS1Xcc6qMjczHqqg5bKSWXroNZG2RxjjlxzMznroN/5nd+J9773vQt+vm/fvvjmN78Z11xzTVK7a7UOKjs3U7QOypGTqlgHXX311fHXf/3XC37+zW9+MyJi0X0Y88k9N7NUHVS1nJSrDtq/f39ceumlC479p6en4+67746LL744eb9Sp+ugMjmpSB1UJidNTk7GJZdcEvfee++Cx3zpS1+Kxz3uccn7kXLNzUR0tg4qm5Ouvfba+G//7b8t+Pm3vvWtOHXqVPzSL/1SUrutB4oWcnZOKlMH5ZqbUQfNyb0e1Km5mbJ1UCfXqHPVQa2cVKYOKjI3k6sOKjM30/rFKXVao249nLNUHVQmJ63F9aBWTkq9f6/VNeqcdVDZudciczMR6etBX/va1+IlL3nJgufj5MmT8dnPfjZe9rKXJV/T6qD2v5drbqaTdVAV52bW6l7dsnVQrrmZa665Jv77f//vC37+f//v/43Jycm4+OKLk9pdy3VQHffqlqmDRkdH12QdtJ726ubaN/M//sf/iGuuuWbB73BiYiI++9nPxrXXXpt8Teeqg+zVbVekDioz5qjCXl110BnL2atbpA5aL2vU6qD2v2ev7hx1UHvMnlmcs1afWcyZkzyzOKeudVDZvbqL1UF1XaNeT3t1l6qD1tte3U7XQevhmcXp6em47LLL4jvf+c6Cx3z5y1+O3bt3xzOe8YykmO3VbZfrmcU67tV98MEH47LLLluwH05PT8ef/umfxi//8i/Hj/zIjyS1/bu/+7tx0003Lfj5vn374hvf+EZce+21Se0ePXo0LrnkkgXvWc1mMz73uc/FhRdeGD/+4z+e1La9uu0x13GvrmcW55ibaVfHOuj9739/vOUtb1nw88OHD8cXv/jFePWrX5103eWsg+zVbVfHOqjIM4v26s6pax1UJiflXA/KtUb9Z3/2Z7F3794Fr7uxsbG4++6741WvelVy2znroE7u1c1ZB1VpjbromMNe3bmfXaYOquPcjDqonTXqduqgOXV8ZnEtr1FXba/uYi92iljeGvVa3au7XuqgtbpXt2p1UB2fWSy6Rr1enll8wxveEH/8x3+84Off+9734oEHHogrr7wyqd3Wvhl10Bn26s7pdB20ntaoAeqot7f3txf6TBasmf7+/rjrrrsWncR4tOuvvz6uu+66x/z5YoMdgLVqbGxs0QK1ZbFicz7NZnPRifyW06dPLzrJMZ/jx48vWuy1pMZc9O9MTU0tutg7nxMnTixa7J398xebmJlPkfM8PT296MTrfE6dOlXouxkdHV10YmY+Rc7zzMxMoX/b2SYnJxdd9GoZGxtLvu+Pjo4u+d00m83k6256enrRCaiWiYmJRRdW5jM2Nlbou0mNueh3c/LkyVL9O1dOKvJ3JicnF11Ymc/4+HihnFTkGnq0ojmpyHV/ti996Uvxla98Zcnj3v3udydfd0X7d5Hr/mynT58u9N0cO3YsOScV7d+pOWlqaqpQ7j1+/HhyTjp27Fih6yk15qLfzcTERKH72tk6PeYoel87W9HvJteYY3JyMnnMUfR+UWbMsdgmrJYyY46TJ08uuhDfknPMUSYnFfluil73Z3vPe96z5LU6MTGx6MsH5lN0zFH0vna2ork3V046ceJEoWvobDlzUpG/U7YOKpKTivTVR8tZB+XKSUVirlodVKQPlMlJVaiDUvt30e9mfHw8eTxaNCflrIPqlpNy1kG5xhxl6qCiczO5are61kGpMRf9bnLVQWVyUkodVJWclLMO+sQnPhE/+MEPljzu7W9/e1K7KTmpSnVQrjFHFeqg1JiL5qQydVDOnFR0bia1Dir63aTmpPHx8Xjf+9635HFf+MIX4m/+5m+S2u70mCNnHVRmbibnmKNuOenrX/96/OVf/uWSx733ve9NHjfmrIOK3C+OHTuWnJNyjTly1kHvf//7F30wIOLM9fyud70rqd0q1EGp8xwpOSn1ev7MZz4Tf//3f7/kce94xzuS2o3Itx7U6TqoTE7627/92/j85z+/5HG33HJLcu4ocj3nrIOqNDdT1zqoyN+p0npQ0e+mbB2Ua26maP8uk5OK1kG55mZy1UFlxhxFvpvca9S56qBcc69F72tnKzrmSD3POXPS+Ph4x9eoU/t30ftFzjFHasxFx7Bl5l7/4A/+YMnv8OjRo3HrrbcmtVv0fpFzbiZnHZRrjXq9rAcV3aubcz0oVaf36lapDvrGN74Rf/EXf7HkcTfffHNy20ViLlMHVWGNuo57das05shZB+VaD8q5Rt3puZkyMb/zne9c8r5y+PDh+OAHP5jUbs46yF7dOVWog6q0Rm2v7mP/zlLqukadaz2oanWQvbpzOv18kGcWH/vzq5KTPLPYrtNzM3V9ZrFKczN13Kvb6TrIXt05dayDcq9Rq4PmVKkO+vM///P41re+teRx73znO7Pcv9dLHZTzmcU67tW95ZZbljzXk5OT8Yd/+IdJ7Rbdq/vFL34x/s//+T9JbX/4wx9e9Bc9Rpw5z6l7zOq6VzfnmKNuczNF7xdlxxxLqdozi3Xcq2uNes7MzEy8853vXPK4b3/72/Hnf/7nSW1XYY26bnVQ2ZzU6TrIXt05VdurW7c6KPczi7nmZt7+9rcv+Xf27dsXd9xxR1K7VaiD6vjMor26c6q2Rp2rDqrjXt0q1EFl9urWsQ7K9cxip9eD7NVtlzMn1XGv7nqpgzr5+6TWSx2Uc6+uZxbnrOW9ulV7ZrHomGM9PLO4f//++PCHP7zkcUV/Z9HZOj3mqNozi7nmZqpQB+Xaq1ulMUcV5mZSxxwAa5EXztVMT09P/Nqv/Vq85z3vecxnP/jBD+Lyyy+PCy+8MC6//PJ44IEHIiLiP/7H/zj7i7Se85znxL//9/8+fuVXfiVuuummVY0doAqKFi4nT55MWig4ceJE4YnH1OKp6ATQ5ORk0kLBqVOnCk88psZc9Pjp6emkon1qaqrw8blibr3BvKiZmZnCx6dO9qUcn3Jss9ksfD7Gx8eTivbx8fHCExO5vsOJiYmkicSJiYnC/8bU77BozCn9NeJMDsuVk4oePzk5mTSRePr06cLHp8b8kY98pNBxhw8fjs997nOF261KTkq57lJzUspEYkocuc5Hak5K+Tfm6t8pY4iItByWa8xx+vTp5JxUdFyV69qYmppKGiel5LBcMc/MzCRtqJieni58fK4xR2pOOn36dPzxH/9xoWM//vGPJ/WVquSklDFHSg7L9R2WqYNy5aRcY4461kEptV4d66Bc96vUY1PqoDLjpFxjjqLH56yDcn2H66UOqkJOShlzpNRBucbQOeugquSklFhy1kG5zkeV6qCicwZ/8zd/E9/+9rcLt3vq1Kna1UEpczO5ruecdVCu6zk1J6UcPzY2lm1uJteYIzUn3XnnnYU3bxXtry0p60EpOakKdVBKf41Iy0m5+nfOOig15qLX0ujoaNx1112F252ens425kg5fj3UQUW/wz/7sz+LI0eOFG43Zx2Ush6UMjeTsw4qep6/+93vxle/+tXC7abUejlzUq46KNd5Pn78eHz6058u3G7OOihnTso15shZB+VcD6pCTkqZm6nCmCNnHZSrpkjprxF566AqzBfnXKOuSh1UhX0zqTmpjnVQyppXrmsjZQwRUY31oNS5maNHj8bdd99d6NhcdX3OuZmcdVAd98XlijnnXt1cY44q7dUt+m+s0l7dovlgbGwsPvOZzxRut47rQTnroCqMOSYmJpLGHCn/xqrUQSlzMznHHFWpg3KNOQ4ePBj/9b/+10LH5hxz1LEOyvUdHj9+vHY5Kecada7+nbMOqsoadR3roKrMzVSpDipqPezVzVkHdfr5gSrVQTmfWex0TvLM4mPbTclJKWOOXP27SnMz9urOqUIdZK9uu5w5yTOLc6q0VzdlPagqzywWnWO4//7746/+6q8Kt+uZxXLHr5e9ukWvu89+9rNJv/zyrrvuKvwLPlPn14oe/6UvfSnpF67WcY26jnVQzr26KTnJM4vt7VZlr24dn1nMtR70V3/1V3H//fcXOjbXOkXq3Mxaf2axKs8H1XGvbsrxVdqrW8dnFquwV7cq60H33HNP/K//9b8KHZsrj1ZpPSglJ6WMk+paB63lfTPr4ZnFnHt1q1AHVen5gbqNOezVfezxna6DUteoq7IelGuNOtf9qkp1il74+AAAIABJREFUUM416pQxR4oq5KQ6jjnWwzOL9uqWOz51zDE1NVWJfXFV2atb9HdezszMJL88PdcadR1zUkodlKumqNJeXc8szsk5NwOwFnnhXA3deOON8YlPfOIxG3r+1b/6V3HttdfGV7/61fjVX/3VeOMb3zjv3x8dHY3Pf/7z8Zu/+ZurES5ApaQUninHpkz8p7RblThSY65CHDnPc67vZHp6OmkSKlfMzWazcBzNZjNpEirXuUttuwr9qipxrIf+vW/fvizHpvbvFLnOx8zMTOH+nXJsahwp52NmZqZwnmk2m9m+lzreV6oS81rPSVXp31W5NlLiOHr0aNJkftGXEETkizlnnqnjd6h/Vy+OusZclTFHSh2kf5c7NvX4qsRchTjq2L+rcm2k5JmU+iMib+2WUgdVIebU46vQryLyzRno3+WPr2PMuXJSav/OdT5yjn1y9cHUOMxzlDs2Z9s5+3dV5otT6qBc5yO1DqrKmKPo9zI9PR0HDx7MEkcd+3fqmKMKfaUq9++c18ZDDz2U5dicdVDOMUcd66AqzBFVpaYw5qheHFW5X1VljboqdVAd+0odc5L+vTpxHDp0qPDxDz30UCX6d13roCrkJP27/LF1jDnn9bx///7Cx6bWQUVVacxRhTooZ/+uwh6biLXfv9f6mOPAgQOFr//UtYQqjDnqmJMijDnKtluVOKrSv3NeG1W4RqtyPVelDrJXd3XiWA8xVyGOqvTvquzVTR1z5NqrW5W+UoV+VZU49O/ViaMq13NqHVSFMcd6eGaxCv2qKnFUZY+ZnLQ6cdRxr27KXrfJycl4+OGHC7edc69urr1Paz0n6d+rE4dnFtvV8Tusyrp6zjxahbGPnFQ+jjru1fXMYvl2jTnKH1uVPFqF7yRn26l1UFXmi6sw9tG/VyeOKvWVHO3mjMMzi+XjqEpNUZWYq9CvqhJHVfp3Ha8Ne3XLx1HHnKR/r04cVbk2cp7nKow5UnNSyppGSi1blXWpqozP6xiznLQ6ceSsgwDWIi+cq6GNGzfGtddeG+973/va/rz1ormIiGuvvTb+5//8n/P+/Re/+MXZYwSoqq6u4re+lGMbjUaWdqsSR2rMVYgj53nOeR1V4dylxCCO8sfmjKMq/bsqMY+MjBQ+dmhoKEscdbyeU49f6/2qjt+hMcfqxFGVa6MqMae0PTQ0VPj4rq6uGBwcLNx2zlxQhdyof5c/tip9pY79W78Sx0ocm3p8VWKuQhx17N91vDZytp2z/qjCNZp6fFViHh4eznLsWu/fdYy5jtdzVeJIHa+lHJtr3i41jiqM5SOqEfN66N9Vyf25+lUdx0k55/xzfYd1PHep/TtXjq7KmKMK30lE2jWaaw0rohp5pq51UBXiqMr9u44xr/WxfB2v56rEkXO8VpW5mSr0q6rEoX+XPzZ1LFOF82HMUf5Y/bv8sVWJuQrXUURabVOVOqgK14Y4yh+bGkcV+lVV4qjjmCPl2IhqXBupx+f8DlNU5dxVIY710L+rEHMd+1Udr+fU43Pe66sSR4oq9JU69m9j+dWJwzOL9Y9D/16dOKpybdQx5rqOOVKs9Tiq0r+rEnNV9pilqEL/ruP9KmccKcd2d3fHhg0bCh+fct3l3Ktbhb1Pxhyrc2wd71dVmV+oSk6qYxxVGXPk2rccsfb7dxWuoyrFUYVxcVVqtzp+h8Yc5Y+tSh6twneSenxVclLOa7QKubGu5y5FFeKoY8x17N9V6Vd1HXNUIY46xqx/r04cdaw/UlXh2kg9virfYVXOXRXiqOM8Zh37dx2v59Q4cq1/VGX/Ts57YRVyQVXiMOZYnThS+xXAWpSvUiOr17/+9fGhD30oJiYmFjxmoZtc6gYfgLWkaA7s6emJvr6+wu0ODg4WLi5SXpSRcnxXV1cMDAwUbndgYCC6u7sLHZt67yh6fKPRSNr82tvbG729vSsaQ5njU77D7u7u6O/vX/F2I/L94o1Go1E4loGBgaRCPOXfmOs77OvrK3wdReSNuWjbKddRRMSGDRsK56Rc57mrqyupf/f392fLSc9//vMLHdfX1xfPec5zCrdblZyUcmx3d3fhe0XKva11fFGpOano8Sn3ttQ4cvXv3t7e2o05Uq6jiLR7RVXGHH19fdHT07OiMZQ5PuU7TBm/5rqeU9seHh6Oiy++uNCxl156adJ1V4UxR39/f+HrKDWOXP07tQ6q45ijjjmpt7e3Ejkp5dienp5sdVDOMUfRtjds2JBUB1Whf9exDkq5jiKqk5NS7lc566CUnJTyfadcS1Xp33Wtg1LmZnLVQbm+w5x1UGpfueKKKwodt3v37rjwwgsLt1vHMUfK+LUqdVDKtVSVnJQyfk3NSVXo36l10POe97zCfeXKK68s3G5E8fORMscXUc8xRx1zUsrcTOr1XDT3d3d3x/Oe97zC7aaMX6tSu6V8L1Wqg4rO+T/taU+LH/3RH80SR67vsEpzM0XP89atW+MXfuEXCrebc4266HeYsw7KNR5tNBqFj41Iq4NSX/6Sq39XpQ7K1b9TxxxVyEmpa9Q5xxwp/TvXGnXOmiJXHVSV2i1l/JqzDsp13aXWQVXo33Wsg3KuUefq32XGHFWYm0k59pxzzolnPOMZhY5NGcukxpFrbiZnHVSVNeoq5CR7dcvFkHp8ak7KuS+u6DxfV1dX4do0Im38WpU8aq9uuyrEnHOvbs6cVJW9urn6yvnnnx9PetKTCh2bc8yR+vxA3eqglL26KddRRDX6t7267ao091qFOqgqe3XrWAdVoX/n3Kubc19cVfbN5BpzeGax/PGpOcle3TlV2Peasw7K+fyAvbrpMZQ5vipzM55ZnOOZxce22+n+XaU6qOgcw8jISOFn4yLqWQfZq1s+jlz7tX76p3869uzZU7jdyy+/vHAOS92rWzTm888/P57ylKcUbreOY4467tXN+cxirv6tDiofx3p4ZjFljTqlDvrn//yfF35ZUq51ijrWQZ5ZfGy79uqWOzYibx1UVFXWqOs45nja054W5513XqFjU/NoFfbqViUnVaUOqsozi1Xo3+thr27K+LVKY45czyxWoQ6qynzSWt+rm3IdRVQjJ1XpmcWcczN126ub85nFnOtBKTmpCnOvOeugKvTv9fDMYs4xRxWeWazK/dszi+1S1ktS11ZS6qC1npNyjjmqsFe3SmOOuq1R56yDANYiL5yrqa1bt8ZVV10VH/rQh2b/7KKLLoo/+ZM/iYiIj3/84/GsZz2rU+EBVNbGjRsLH5f6luwiG4SKHlcmlo0bNya/gbtILEWPO9vw8HChWIaHh5MmMBqNRtJ3mGJwcLBQATw4OJg0gRERsWnTphU9rmVgYKDQpFx/f3/SpGpKLKkx9/X1FZos7e3tTZpUjUjr3yl6enpieHh4yeO6u7sLHVcmllw5qdFoJMc8MjJSKJaRkZHknJTrO3zJS14SO3bsWPK4F7/4xbFz586ktov2gdSYN2zYUCjXFD3ubDlzUpFc09/fnzSpGpGvf/f29haaeOzp6UmesM11bXR3dxea1Ozq6iqVk4qOOXLlpNQxR9FcU6WcNDQ0VGj8MzQ0lLS5JCJf/y6aa4qOTc72ute9rtBxv/7rv57UbtFcU3RscracY44iuaZoHigTS2r/Ljr+KZOTio45UmMu2r+rVgfluq+k1EFVykm56qBc/TtnHZTr2ujp6SmUa6qUk3KPOepWBw0NDRWKpejY5Gy5+nfRXFOmDip6/qpUB+Xq30VzTc46KPU8p9RBqTnpNa95TaH7yvXXX590L5ST2uWsg3L175S5mdQ6KNd5zlkH5cpJ5513XqFfNlH0uDKxqIPaj1sPddAVV1wR55577pLHPf/5zy90XJlYyswXF8k1RccmZ8t1nvv6+grlpDJ10K//+q8X6gM33nhjUrvqoHb/4l/8i0LjwVe+8pVJ32HOMUfRnFSmDsoV83Of+9x4/OMfv+Rxv/Irv1LouDKxpMa81uugXPPFZeqgomvU6yEn5ayDcl13Rcc/w8PD2eqgnGvUqXVQrvNcdB646NjkbLnmOXKuUa/lOqjocWfHUrQOSr3uiuaaomOTMrFUaW7mta997ZLHNBqN5PXelDooV04qsy8uVx2Uc416rdZBOffqlhlzFB0n5aqDqrRX97nPfW487nGPW/K45zznOYWOO5u9unPs1W1XNB/UsQ7KOeYoM19ctA5KnZspssesq6srbrjhhqR2q1AHpfbvnHVQrnmOqtRBKXLWQSljjirlJHt153T6+YEq1UF13aubqw5KuTZS+3enc1KZNWrPLM6p4zOL9uq2y7lX1zOLc9byvrgydVDOMYe9unM8szgn517dKuSk1DHHddddVyju6667LqntKuSk9fLMYh336hZZd4tIf84y517dG264odB1d8MNN9Rujdpe3XZlclKuZxZzPj+Qa6+uOmhOHdeoR0ZG4uUvf3mhdq+77rrC7bbarmMd5JnFOfbqzlnLe3XXSx00PDycJSd1d3fH3r17lzyut7c3rr/++sLtRhQf/3hmsdxxLSlr1LnGHHVdo65bHZS6Rp1SB+XcF1elcVKnc1Idn1ms417d1JjrWAfl3Kvb6TooZ06q0jOLVVijLlMH2as7p9N1UF3XqOuWk1ptp/DMYrtc/fvpT396PPOZz1zyuKc97WnJ7wBRB82p617dTj+zWLX54rrVQQBrkRfO1dhv/MZvxJEjR2b/++1vf3t8+MMfjgsvvDDuuOOO+P3f//0ORgdQTb29vUu+dGhwcDC5sI448zLQxSYfG41G7Ny5M6koizhTAC/1AqSBgYHYsmVLUrsREVu2bFly8nHHjh3JRVlXV1fs2rVr0aK5v78/tm3bltRuxJlCbqkFke3btydPFDUajdi1a9ei30+R62c+w8PDSxagW7ZsSd7EExGxa9euRYvrItfPfDZs2BCbN29e9JhNmzaVepP7UtdUketnPkWuqeHh4eRJ1YiIbdu2LXpNta6f1JiL5qSlvov5FMlJS10/8+nu7l7y31o2J23evHnJycedO3cm56SBgYH42Mc+tugk4VOf+tR4+9vfntRuxJnJtqUmH7dt25a8OFXkntHT01MqJw0NDRXKSamLUxFnvp9cOWmpa2rjxo3JE8ERZ+4Ziy1ClM1JfX19sX379kWPKfJdzGep+1yRe9p8ilxTRe4P8ylyn1vq+plPV1dX7Ny5c8kxx9atW5PajThzn1sqJ+3YsSN5wbzIPaO3t3fJ62c+IyMjS97nlro/zKfIPaOnp6dU/37uc58bb3jDGxY95k1velNcdtllyW0vdc8om5MGBgaWvKaKfBfzWeqa6urqit27d2fLSWXqoKXuc8vJSUt9P0XuD/NRB83JXQcVyUll6qBcY44iY+/1VAcVHXPkqoNyzc2UyUmtaypXHbRUTipTBxW5porcH+ZTtA6qWk5SB80pMubIVQflzkmp/fvcc8+NW265ZdE+dtlll8Ub3/jGpHYj8tZBRcYcdauDcueksnVQrrmZpe5zRebJ5rPUmKOKddC73/3u+Cf/5J8s+PnmzZvjjjvuSO4rOedm1modlGvMUbU6qKenJ+64445Fx/4XXHBBvPvd705qN6L43EyOOqjs3EzOOmipa6rsmOMZz3hG/N7v/d6ix7zyla+MV77ylUntRiw9X7ye6qDt27fHBz/4wUX72LOf/ex4y1vektRuRD3roFw5qaurKz760Y8uep/9iZ/4iXjve9+b1G6EOujR6jg3U3SNOseYo+wa9VJ1UM416rrWQWXGSeqgdkVy0q5du5LbLVIH1XFupop1UJE16rJ1UCfXqMv079w5aam51zLjpGuvvTZe9apXLXrM7/7u78bP/MzPJLfd6TqobE5aam4mV04qOzeTa99Mp+ugnHt1y4w5OrlGXXbMkasO6u7ujo9+9KOL5vYnPOEJcdNNNyW1G2Gv7qOt5Tqoant1O1UHlc1JRffqVqkOetWrXhXXXHPNoj/7P/2n/xT/9J/+06R2c9dBS+WkIvNk88lVB9mr2y7n3MxarYPqNjeTe69ujjHHcuqgnHMzdVuj7mQdVLW9up5ZbFfXvbpL3efs1Z2jDmqXe426as8sdnKNer2sB1mjblfHOijnM4tF9sVV6ZnFTZs2xe23375o28985jPjd37nd5LabbVdxzqokzmpTP/OvUadow666KKLlrymXv3qVy86T7aQd7/73XHBBRcs+PnmzZvjYx/7WPK98IlPfGL85//8nxf9Dl/0ohfF6173uqR2I+zVPZs6qF2n9+qWiXkt10E5xxxVqoP+w3/4D4v+gumBgYG4/fbbS/2S91xzM52ug3KNOaqWk9RB7XLti6vCc9R1qoNa+2aqtFf3N3/zN+N5z3veoj/7ve99bzzucY9Latczi+06vVc353pQlXKSvbrtitZBuZ6jLrtXt5N1UNXWqO3VndPJNeoq1kGd3qubqw7KuVe3Ss8s5sxJOeugTu7VLfJdzKfTczNVWqNeq88s5tyr65nFObnroDI56QMf+ECcc845C36+e/fu+NCHPpTcbpH7XNXmZuzVbWev7py61kEAa033W9/61gU/nJycXPjDgh588ME499xzl9tMIW9729siIuK3fuu3VuXndcKb3vSm2f8/PDwc//pf/+t49rOfHRFnBq8vf/nLY+/evXHdddfNDnaf/exnzy5Yv/zlL489e/asfuAAFdLf3x8DAwMxPT0dU1NTs3/e09MTmzdvjm3btiUXvxFnipxWQT45ORnNZnP2s8HBwdi5c2epSYaIM8X1hg0bYnp6OiYnJ2f/vLu7OzZv3hw7duxYVsxdXV0xOTkZMzMzs59t2LAhdu7cWWoxJmLu7fYzMzOPiXnTpk2xY8eO5IK9FXPrDeZTU1NtMQ8MDMT27dtLTYxEnLkG5ou59Qb5HTt2JBfsLYODg9Hd3f2Y89zf3x/bt28v/Ub07u7uGB4efkzMrTfIl3ngv2XDhg3R29sbU1NTMT09PfvnfX19sXXr1lKTtRFnzufw8HA0m822vtK6Hnfu3Jm8sNEyMDAQ/f39MTU11da/e3t7Y+vWrbFly5ZSfWWhmCPOTGzt3LkzeeKzJXdOajQa8+akHTt2lM5Jvb29i+ak7du3L6t/L5STduzYUWoxJiLivPPOi8svvzyOHj0a99xzz2zb27dvj9e+9rXxvve9r9SiaKPRmO3fC+WkMosxEWeugaGhoXlz0sjISKkNnC2Dg4PR09PzmP7dWmAqcy4iFs9JrZhz5aQyk7URc/07IlY8J/X39y+Yk7Zs2RJbt25d8THH0NBQ7Nixo/TEZ19f36I5afv27dly0nLHHPPlpJUYc+TISWf379OnT8/++UqNOXp6eh4T88DAQGzbtm1ZY46hoaHZe2FLa8xRZjNFyyWXXBI//uM/Ht///vfj4MGDs3/+9Kc/PX7v934vXv/615dqt6urazbms89zKyft2LFjWWOOvr6+x+Sk1pijzGJMK+bFctKOHTuWNeaYLyf19PRUOictNeZY6ZykDlrZOqgVszoofx3U19f3mPv3eq6DIjozN1O2fy82N7OcMUdvb28MDQ09Juaurq5l5yR10Jw610E5ctJq1EGnT5+eNyeVHXM8+clPjl/4hV+IgwcPxj/8wz/M/vmP/diPxRvf+MZ4xzveUeo7VAe1a/Xv+XJS6/5dZszRykmL1UFlc1KrDqpbTlqsDlpOTspVBw0NDcXVV18dU1NTce+998aJEyci4sy5uPrqq+PWW2+NpzzlKaXaruvczIYNGx4Tc846aKVyUs46aL7+vZw6aM+ePXHFFVfE6Oho3HPPPbPX9NatW2Pv3r1x8803l9pIHZG3Dso1N9Mac0xOTq54HbRUTio75rjooovi6U9/euzbty8eeOCB2T//yZ/8yfh3/+7fxb/9t/+2dB00MjKiDvpHT3ziE+OSSy6JQ4cOxX333Tfb9o/8yI/EG97whvjDP/zDUvkudx1Ut7mZ3bt3x5VXXhnHjh2Le+65Z/b62Lx5c7zmNa+JW2+9tdSDEhHqoLN1ao16OWOOs+eLF6qDyuakpdaDlpOThoaGsq1RL1QHVXWNulN10HLmZupaB7X692rVQX19fbFly5Zsa9Q51oPqWAf19PTEpk2bKl0HrfbcTFXXg573vOfFnj174v7774/Dhw/P/vmznvWseMc73lHqZdARa7MOqtMadUSsSE6qWx1kr257zLnroEfPzWzZsiWuv/76uOWWW5ZVB7VifvSYwxp1feqgus3N5KyD6rZXN2cddMUVV8SOHTvi/vvvjyNHjsx+9vM///PxB3/wB6V+0XZEveug1Z6byVkHVX2NejXroKqvB9VxjTrHXt06rgctlJNav2CobE5aS3XQSs7NdKIOyrVXd7l1UKPReExNsR7rIM8stqtrHWSv7hlLjTmWMzeTsw7KtUa9WB3UyknLWQ+yV/cMa9Tt6loH1e2ZxfPPPz8uu+yyOHz4cNx7772zbe/evTv+5b/8l/Ge97ynVNt1nJuJWPqZxeWuUT+6DmrlpDrWQcvJSc961rPip37qp+LBBx+MBx98cPbPn/SkJ8Vb3/rW+Df/5t+UandwcDBe+tKXxtTUVNxzzz0rulf3aU97Wlx00UXx0EMPxfe///3ZPz///PPjzW9+c7ztbW9b1v07wjOLEfXcq7sWn1ks88tWWzpRBy13r646aE5vb2+89KUvjZ6enrjnnnvi+PHjEXHmmrniiivi5ptvjp/7uZ8rFfNaemZxJXLSUnXQcnKSOmhOHeugXGvUOZ9ZzFkHLbVGXbX1oK6urrjqqqtiZGQk7rvvvnjkkUdm/y2/9Eu/FO95z3viiiuuKBWzZxbbraW9unVYD6rb3Iy9unMxL1RTVHmvbh3XqO3VbY95sb26VayDOr1XN0cdVPW5mdWsg1ZiD8pCe3XVQdWvgzyz2M5e3faYc61R17EO2rx5c7zkJS+JEydOxD333DM77hgaGopXvOIVcdttt8XjEl+c3rJhwwbPLP4je3Xb1XWvbmucVJe9ugB11Nvb+9sLfdY4+2b0aBMTEwt/WNBXvvKV2ZedAUDVtIq+RqMRfX19pQq9+bQWIZrNZvT09JSeuJhPHWNuFao5Ym4Vfd3d3aUngOdzdsy9vb2lCuqFnD59OkvMZxfXfX19Kxpza8Guq6ur9KT1fFoTfs1mM3p7e0tPAswnV8xn95WVjrmO/buOMT/88MPxD//wD9Hb2xtPetKTSk96zidX/5aT2tU9J/X29mbpK3JSPWOuY/8+exFipft3a7HhG9/4RjzhCU9YsXblpHatvpIzJ+nf6qBHM+aYow5qV8f+XceY5aR2ctIcdVC7ffv2xROf+MSIiBgbG1ux71BOapcrJ0XUsw5qxZyjf9ctJ504cSK2b98eEREPPPBA6Ycv5lPHnFTH/p0z5taYY6VjPnLkSPzoj/7o7P8vu+F0PnUcc6xGTlrpvnL//ffHk5/85IiIGB8fX7F2V2Nupk79e//+/fETP/ETERFx7NixFTsfdRxz5KyDjh49Gueee25ERBw+fLj0Qy7zqWNOqnsdZG6mnmOOuuWkCGvUZ5OT2qmD5shJ7XL279Z677e+9a14/OMfv2Lt1r0OkpPq2VfqGHMd66Af/vCHcd5550WEOiiinv1bHTRHTmqXsw5qjTm+853vxI/92I+tWLvqoHZ1z0nqIDnpbPp3O3XQHHVQuzrGXMc6SE5qV8f+rQ6aIye1sx7UTk6aow5qV8f+feDAgTj//PMjImJ0dHTF2lYHtbNXt933vve9eOpTnxoRK7sv7uTJk7Ft27aIiPjBD34w+/9XwgMPPBAXXHBBREQcP35cTqrZmEMd1K7uczN1qYPqODczNTU1+0uq77vvvti9e/eKtNtqW046Q05qpw5qZ25mTh3nZmZmZmZfUPDd7353du/8SjA3005OmmNupp2cNCfnM4v6d7s6zs3UMSfp33PUQe3kpHZ17N/qoDlyUjt1ULtcMY+Njc3OA+7fv39FX3JV95ykDpKTzlbH/g1QF4ODgwveCLxwDgAAAIBKaP0yoJV8CAoAAFIYk0Jn6YN0guuu/nyHq8N5Xh3OMwBQZ8YyQBlyB5BK3gAAAABWm/kIOiHXdZfzetZXgPVArgNYHnkUAACAulHLAgCdtNgL51bu9Z4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACsqEaz2cz6A+68887//YIXvOCns/4QAAAAAGqv0Wg0IyKazWaj07EAALA+GZNCZ+mDdILrrv58h6vDeV4dzjMAUGfGMkAZcgeQSt4AAAAAVpv5CDoh13WX83rWV4D1QK4DWB55FAAAgLpRywIAVdXV6QAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACYnxfOAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAVJQXzgEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFSUF84BAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABUlBfOAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAVJQXzgEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFSUF84BAAAAAAAAAAAAAAAAAAAAAAAA/P/snXe4JUW1xX8lgkQVMGNAfT5TYXqGGUBJSs5hyDAgGSQHMSIqGAAFJKch5zCkmUEQBBTJAk0SCZKDZCQz9f7Y1feeOberu3adUzPnjr2+j++DOX03Ned2V9fae629W7Ro0aJFixYtWrRo0aJFixYtWrRo0aJFixYtWrRo0aJFixYtBhRvn9EL6CeMMQ7AOWdm9FpatGjRosVgoyiKuYD1gfHAR4CXgInA4dbaB3qMbYFtgW8D7wD+ARwFnGOtfaOHuO8AxgHfBT4JvAJcDBxqrf1Hj2v+FLA1sAIwJ3A/cAxwurX21R7ivh1YDdgc+DQYE8P5AAAgAElEQVTwBnAZcIi19tYe1/xRYEsffx7gEWACcJK19qUe4r4NWN7H/gLwFnAlcJi19toe1/wB5LsYB7wbeBI4CTjOWvtcj7GXQn6HXwUccJ1f8xU9xp0P2BR5Xt4LPA2cBhxtrX2qx9iL+DUvjAxCvgU4HJhsrXU9xH0nsJH/54PAC8DZwBHW2kd6XPNXgG2AJZCz9J3AEcD51tq3eog7B7Ae8l1/FPgPcD6yJ93X45o/59e8DLIn/RM4GjjLWvt6D3FnA9YCNkP2pFeBKciedGcvazbGfBLYClgJmAv4F3AscKpz7pUe1jwLsAqwBfBZ4E3gT37NN/ey5qIoPozsG6sD7wQeBU4ATrDWvthD3LcByyLfxxeRPekvyPP91x7X/D7k97c2MB/wFHAysic902PsJZDn+2v+j25A1vynHuPOC2yC7EnvA54FzgCOstY+0WPsMciavwnMAtyK7EmTrLVTe4g7N7AhsDGwAPAicA6yJz3U45q/iJw5lgRmA+4CjgTOs9a+2UPc2YF1kDPHgsDLwIXI7/CfPa7508ietBwwB3Avsiedaa19rYe4swJrIO/ZTwGvAX9Ezhy397jmBZF7Y2VgbuAh4DjgZGvtyz3EnQVYEdk7Po/sSX/2a76xxzV/CNnr1gTeBTyO7EnHW2tfSI1rjDHA0sie9GXkzHENcJhz7qoe1/weZE8q//tm4FTgGGvt0z3G/hbyOxwDGOAm4DDg0h7PHO9C+MSGwPuB54AzkT3psR7X/HXkWfkmcuYokDPHhT3uSXMBG/h1fxjhQechZ45/9bjmhfyaO3nQkcC5feBBayN70icQHnQRsif1gwdtg5z/c/CgLRAe9DpwKXLm6AcP2gpYFeFBDzPMg/7TQ9y3IXxwS2AhhnnQodba63pcczcPegLhQRN64UFFURig5EH/h+xJ1yL3xp97XPP8yNl8PYZ5ULkn9cSDjDGL+jWPRXjQ35EzxxTnXD950PMIDzqyTzxoW2BxZE+6A9mTLuiRB82JfMebMC0POsxae3+Pa/488nwvjexJ9zDMg3rdk9ZkWh40GXlW7upxzZ9E7o0VGeZBxwCnWWt74UFvZ5gHfQbJzVyOnDn+3uOaP8JwbqbkQccDJ2bgQVcj98Y1Pa75fcietDYwL8KDytzMsz3GXpLh3Az0nwdtgOxJzwKnI2eOJ3uMPRZZ86IID+rMzfRy5piHYR70ISQ3cy794UFfQvakJYBZGeZBE3vkQXMgPGjTjj/bD/kd3tvjmj+D7EnLArMD9yH54jN7zM3MyvCeVPKgS5A9qVce9HHkGSx50IMIDzqlDzxoJWTv+BzCg65A9qSbelzzAshetwbCgx4DTqRHHuTPHMsg38eXkDPHX5F74+oe1/xe5Jy7DvAeZE86BTi2DzxoMeT5/gbCg25EeNBlPfKgdyN8YgOm5UFHWmsf73HN3/BrLv/7QuTMcVGfedCLDPOgB3tc8xcY5kGzAXczzIN6zc2UPOjjSG6mrAfd0+Oa/5fhetAcyJ5U8qBeczOd9aDXGOZBt/WyZmPMxxjmQXMjPOg44GTnXK88qMzNlH82gf7woA8i38VaDPOgExEe9HwPcQ1yv23FMA/6G7InXdnjmudH7rl1kTPHvxmuB/27l9gdPGhhZE+6GTlzXNIHHrQxcu4o/2wvZE96tJc1F0Xxf8iZYzH6yIOMMXMi+e1NGK5Rn4/k1x7occ1VPOgo4Ow+8KCyHlT+2YHIs3J3j2v+H4b3pLmAB/D1oD7kZlZlmAe9jtSDDrHW3tLjmksetDrDNeqSB/Vao14Oeb7LPzsB+Z7/1uOa389wbmZepEZd1oN65UFLIWsuedD1yJ50eY9x52O4HlTyoHJP6pUHLYzcd4sgPKjMzfRao56H4dxMyYPKetDDPa75ywzXqGdFatQlD+q1Rr0uwoM+huRmLkB+h73WqD/LcI16dqatB/Vaoy7rQf+DnDnKGvUdPa75EwzzoLkQHnQswoN6rVGvjOwdZY36CvrLg9ZEcjOPMVyj7icPmsowD/pLj2t+L/JOWQeYn+Ea9bF9qFEvjjzfX0fOHDcg5/5Le4z7boZzM+9DeFBZo+4XD/oWsifdhuxJF/ehRr0BclYqeVCZm+kHD9oWyc/PivCgo+gPDypzMyUPKutB/eBBZT2o5EFHA2f0gQetjuxJ/8twjfpQa23R45oXRJ7BVRiuUU9AatT94kEW2ZOuRPakG3pc8weRPan87+sZzs30yoO+g3wfXyE/DyrrQT3xoKIovslwPaisUR8O/LEPNeqSB30AqQedRX940FeRZ6XkQbczXKPutR7UzYP6qdXdBrlHSh50JHm0upPoDw/6FHI/r8hwjfpYpB6UzIOMMVU86DLgUOdcrzxoemh1yz87Hnm+e+VBo1mrW9aon2HwtbpVPKhfWt0vM1wP6ptW1xhTanU3oYsHOef6xYOWpf9a3bIeVPKgskbdk1bX86CtmVarW9aD+q3VLWvUvWp1F2DafeNa+qPVNUxboy550KGZtLplPaifWt2SBx1mrb2sx7jdPGi0anXPRc4cPdWojTFfRJ7vpejS6jrn+s2DRqtWNxcPGo1a3Vw86Brk3uiHVrfkQWWNOqdWNwcPeo5hHtSrVvdryLPyLfqo1TXGBD2LvdaDjDFBz6Jzrh88aDOGtbr/7Z7Fbq3u8fSHB1VpdXN4Fvut1S3rQSUPOjSTVjcXDxrS6va4J1V5Fss9qd9a3Tv9mnvV6oY8i/3Q6lZ5Fssa9UB6Fr1Wt9Kz2Gce1E+tbpVnMZdWt9+exXUY1uqW9aCeatTGmErPonNukD2L3VrdfvGgeRiuB/XVs+h5UKdncahG3SMP6tTqLojsSWU9qFceVKXV7TcPKv/sEEafVrefPGhL8mh1uz2Lo1Wrezj99SyWf/YT+qPVLT2L5X9fhKy5n1rd8s/2JY9nsbNG3U/PYj+1ulk8i8aYbq1u6Vk8xDnXk1a3KIqPIc/3aPMsbsG0Wt2eeZD3UXdrda9Fzhz95kGlVrefnsW+anWNMZ1a3U7P4hHOuZ5q1MaYoFbXOderVrfTs1hqdQ93zvXLs1j+92X0X6v7CfJ6Fh9guEbdb89iv7W6o8mz+H6G60H91urm9Cx29pPqm2fRGNOt1R2qUTvn+u1Z7JdWN4tn0deou7W6FyLvlV49i59FvueSB/Vbq9vpWeyXVvfjTOsd+wv91epuwfTxLI5GrW5feJAxJuhZ7NEfVOVZzKnV7YdncW6G60GtZ7Faq9tPz+IWDGt1L0We715r1N2exZxa3av8mq/vcc2lVndN+u9ZHHVaXWNMt1b3ZmRP+mOPe1JOrW43Dxp4ra6vUXdrdY8Czu5DjbqzHtRPrW7pWSy1ug8w3Lvlv9mzWPbVvYr+aHVnBs/iMwgP6rdnMbdWt5+exW6t7mjzLObU6vbTs9ip1e2LZ9EYU+VZvBzJF/ek1TXGlFrdNRj2LB4PnOCcy6HVHS2exfK/z6IPWl1jTNCz6JzrNw+6FTlz9MuzOJ5ptbr98Cx2anVHhWfRGPNp5HsuedC9yJnjDOdcMg/y9aBKz6JzblA9i1Va3X55Fj+EfBclD+qLVrdFixYtZiaYHvIgUZg4ceINq6yyylebr+wd7cC5Fi1atGgRA1+YmoKIkbvxBvBda+2JibF/BPw88PGNwHIpQi9vCpiMkKZuTAV2ttYeqI3rY28DHIwkJrtxN7B0CnH3RZ6LkUZOVdjbWvtTbVwfex0k4TRbxccPAcukmEd88uJcpNBahUOA76UkbYuiWBYpGM1V8fFTwAopxUCfnDwFScZV4VRgo5QEiTdXnY+Y27vxArB6SpLLFx+OoKMxZRcmAWukJEB9sXwSkhDvxqvA+tbac7RxfexfA7sHPr4aWClFfOoFelOQglc33gS2tNYeq43rY+8O/AophnbjFmDZFFGFLzxPRopH3XDA7tba/bRxAYwxmyEFklkqPv4nsHSKkNOL3S5ERLJV+JW1dk9tXB97TUSA/I6Kjx9B9n61UNsXcc9GEuNVOArYKiVpWxTFt5GC0TwVHz8DrJgiivQijROQpGoVzkSeQ3Wh2BsZLkJMHd14CVjTWjslIa5B9vetA5f8EVgtJQHqzZNTEGFQN15D9ucztHF97J8DPwp8/DfkvaIucHgxzCVIcrkbbwHbWmuP0Mb1sXcC9qd6TyqQPUltsvVGxEmIYKUKP7TW7qON62NvjBQT317x8f3IOUltaPPCkvORQkwVDrDW7qKN62OvjBgM5qj4+HFkT1IbVo0xsyOFqJUCl0wAvpsi8vXFtPOAdy200EIA3Hbb0Lb5HLCyTWiS4YsPx9FhrurCecA6KeI0L+C5GCnSdeNlYJy19iJtXB/7QGD7wMeXA6ukCOILaSIzBSnCd+MNYBNr7cnauD72j4G9Ax/fgNx3aqGXF8NMRoS93ZgK7GitPVgb18feFjiIah50F/J8q022hTRkuZhhA3M39rLW/kwb18deD7mnq3jQgwgPUptHPA+aiJiBq3AwsEMiD1oe2TtCPGj5lGKgF46diohDq3AyMD6RBy2K7NHzVnz8ArBqigDJGPM25Py2aeCSi4A1nXNqcZovlk9CTFvdeBVY11p7njauj/1bYNfAx1chPEhddPU86BLEANWNN4HNrbUTtHF97O8D+1B95vg7cuZQG/89D5qCGBy74YBdrbUHaOP62Jsj4tUqHnQPsic9kBB3XuTeGhu4ZF9r7Q+0cX3sJh60bIpQ2/OgcxBxVxWOALZO3JO+42PPXfHx0wgPUosiPQ86CRFCVuEMYINEHjQG4bLzV3z8EpI/uSQhrkHuuS0Dl1yC8CB1swJvnpxMmAdtaK09UxvXx/4lELpnr0F4kFp86sUwlyAGKLrOpG8B21hrj9SvGIqi2BnYj+o96TbkWVGLy70AdxLSVKEKe1prf6WN62OPR95ZVTzoPuTMkcqDLkCaR1ZhP2vtbtq4PvaqSI60igc9hpxH1UJtL2Y9EzG5V+E4YLPE3MwSCCd5Z8XHzyI8SN0kw4vVj0NEelU4F+FBasFsIU3HLyLMg9ay1l6cENcABwLfgxHPIIjYfpUUQXwhTWQmE+ZB4621p2jj+tg/BfYKfHw9ctZN5UFTEGFvN6YC21trD9HG9bG3Q77rKh50J/J8p/KgSQwL97vxU2ttiDPWwhizPnJPz1rx8b+AZZxzavOIF9ifh+dBFffdQdbaHRKWTFEUKyDv/zkrPn4SuTfUjXs8DzoNMaRU4STknlaL+AsZhDCRah70PMKDrtDG9WL1oxCxcxUuBNZK5EFfQu67D8CI3+ErCA+aqI3rY+8HhHJzVyI8SG0MNsZ8Cnm+P17x8ZvAZs6547VxAYqi2BPhQVW4GTlzqA0vXoA7BTE4dn/PDtjFWvu7hCVTFMWWSG6+igf9A9mTHkiIOx/yvhoTuOSX1tpQbr0p9jikBlLFgx5G1qw2jxTScOkcpHFW1Z50OHImTeFBSyO1pioe9G+EB6kbmHoedDJi7KvC6cjZP4UHjUXOjVU86EWEB/0xIa5BvsstApdM9rFTeJD1P79AxcevIZzwLG1cH3tf4PuBj/+K/A5TeNDHkef7UxUfv4XUII/WxvWxdwV+QzUPuhXZk9SNoAtpEjUZMRN1wyE86NfauD72JoghrooH3Ys83+rGHoU0P7gAaR5Zhd9aa0MahKbYqyE8aPaKjx9Dvmd1U2XPg85CTC5VOAbYIpEHLYlwkhAPWinFHOZ50PFIo6gqnIOcDVJ50MWIkbQb/0F40KSEuAbJvW8buOQy5AyWwoM+izwrH634+HXkzHiqNq6PvRcQ0npdh5x11c1ICmngPQUxXXdjKqLVOlQb18feHvgd1TzoDuT5VptsvRFxEtJcrgo/ttb+QhvXx94AMY9W8aAHkDWrG717HnQ+0rC6Cgdaa3fUxvWxV0L4ypwVZ5knkHtD3bjH86DTERNbFU4ANk3kQd9CeNC7Kz5+HslFqJsF+hr1MUijiSqcD6xtE5oVFGLonoQ01OnGK0jO53xtXB/7AGCnwMd/RnJVah4UodXdzFp7gjauj/1DIPSc3YTkBFN40ALImqu0ug7R6v5eG9fH3hr4A2Gt7jI2oemqMWY+5H31jcAlP3fO/UQbF6AoirWRZy2k1V02kQdNo9Wt2DsOBbbLoNX9N1JLUDcw9VrdkxGTahVOQ3hQSo16YeTcWKXVfRGp2QyaVnch5MwR0upuYK09WxvXx/4VsEfg478gPEit1TXGfAJ5vv+n4uO3gC2dc8do4wIURbEb8GvyaHUnEeZBe1hrf6uN62N/F7k/QlrdZWxCYw/Pgy5EmqZU4dfW2hDPbYq9BpIHnb1i33gU+Z5TtLpzIPmT5QKXHI1ouXNodVeyCYMcPA86kbBW9yxEq5vCg+q0uv9BtLqTE+Ia5D24TeCSXrW6k5GGWd14HdHqnq6NC2CM2Rv4ceDja4HlnXOpWt0pSGPwbkxFtLqHa+P62DsCB1C9J92OPN85tLo/stb+UhvXx94IedaqeND9yJrVjT0KGQp0PtKorQq/s9burI3rY9dpdZ9AzqPqxj2FNDc5HWkGVIXjEc9bCg9aDOFB76r4+DmEB6mbBXoedCzS2KoKExEelKLV/Qpy1q3iQS/7uBdq4/rYvwdC9cArEB6k1uoaY5p40KbOuZO0cX3sRs+icy7VsziFsFZ3J2vtQdq4PnadZ/Eu5PnO4Vn8mbV2L21cH3tdRBcf0uoua9M9i+chTZGq0ItncTlE39Jvre5siFZ39cAlpwAbJ/KgRRAeFNLqrmYTmqZ7HnQk0ri0Chcj55lUz+Jkwlrd9ay152rj+ti/AUK6qasRHpSq1a3zLG5hrT1OG9fH3gPYl+nvWdzNWru/Nq6PXedZvAfZk0abZ7EXrW6dZ/FIpF6YqtU9m2oe9DTCg9SeRd9Q7USkIXYVzgTWT2luW0izvQsJexZ70eoeijRrq8IliEd7oDyLxphfAD8MfPw3YIVEHrQgsuYZ4Vlcph9a3Yp8xA+stfsmLJlixnkW97fWhvwhTbFXQc4GffUseh50JtKAsAq9aHUXx3sWKz5+FuFBqZ7FCYS1un3zLHbdd33zLAa0uqum8KCiy7PYFbtXz+JPgJAPr1fPYp1Wdwdr7R+0cX3sOs9islbXGNPoWXTO9eJZnEBYq7usHUzP4pmEtborpPAgY0yTZ/EkYJOUAaxFXs/i0YS1usmeRT+ENuRZfAVYzzmX5Fk0xjR6Fp1zah5kjPkf5PkOehadcxO0cQEK8SzuC5X76M3InpTiWfwQwoNCnsVetLpbIGfS6e1Z3MdaGzpTNsVeCzn7h7S6y9qEwb/dWt0K9OJZrNPqPo3sSala3RnlWVw9Ravrh3bWeRanAKs75wZNq7sPEOLuyZ5FY8yCdHgWu/AWsLVz7ihtXICiKHYBfkvYs7hMolb3/cj3/KWKjx3Cg1I9i0Na3Yp99D5kT0rR6ub2LJ5KWKuby7N4LOKzHxitrjHm7ciZcf3AJecC6zjncmh1x9l0z+JBwHaBS3r1LE4hrNXdxA6eZzGnVvd7wO8Ja3WXTeFBRbNn8SfW2lDtrCl2o2fRJgy88lrdicjgnir04llcEaklh3jQcj1odes8iyci93SqZ/F8wlrdXjyLR9Mx+L4LFwDj+uFZ7EKvWt39gZBGIdmzWMjg+zrP4ndTtbrGmB8AIS3ITUiNOlWrOxnvWexCrzxoK0SjFPIsLp2i1S2aPYu/sNaGNEZNsddG9CA5PIvnIsMCq3AYkptP4UHLIDyo31rdJs/iaUgNJIUHNWl1V7fWXpoQ921IDXLzwCW9eBYXQvakEA9avwetbi7PYpNWdzR6Fr9vrf2NNq6PvSmScwh5FpdO0er6QWV1nsXfOOdCWuym2Ksjz2EVD3oU2ftTPYu5tLpLIXmfKh70DKIDS/UsnoAMUKzKCZ6NaEXUPMgY8zXkvRLiQWs651K1unWexUsRTU6qZ3EKYa3uxtba07RxfeyfASHPSy+exSat7nbW2sO0cQGMMTsgWt0qHnQ7sKxzTu1ZNMY0ehadc6mexQ0Rz1vIs7h0D1rdiYQ9i7+31oY8a02xV0J4UF+1ui1atGgxs6HqZdSizzDGvGWM+XvHPwsmxtnRGFOV4GvRokWLFpHwxZhLqDZugZCe43zhVBt7U8LGLRCydr4n4Jq4syJkr6qBBcj7/PfePKCCF/eGGliAkOIp3iCkxXmEjVsAP/FJeRV8AelEqo1bIMmHKV4MoMUJhIfNgSRN1A0IfbL2HKqT4iBJnkleCKbFHwgPmwNJTqlNND4xchHVSXGQZNpEX/zW4ueEG1iAJAHVTRt8gXgK1Q0sQJKWpxVihNfG3pHwsDmQZKu6Wbo354SMWyDJ4aN8YUUbewPCDSxAktoX+kKFJu4syL1RZdzC//9+68XFKhhjlkPEQVWFOpDiwRRjTFWypwlnETZuAXy/kEZjKngh3SlUF+pAijRTvKFVi2MJG7dAiktq8bdP1k6k2rgF8txf5IUiWhxAuIEFSBFPPRioEBPzJKqNWyDiy3O9SFCLnxAeNgdSLFU3+fVC2UuoNm6B3DMne6OsNvY21L+PxiDvHW3cdxA2boE8m4d5AYo29tqEG1iAFP8v9sUVTVyDFL1CDSwAflnIwAQVCmn2cizVhToQkcUlvrCuxWmEjVsAOxfSiEgFbyg6k+qkOIiYZXIhjT+0OJLwsDkQEY7aJOdFKxdQbdwCEQ1d6AvJWvyG8LA5ELGTutDjC8STqB6yACLOOsuLiLSx9yQ8bA5EVKYWFnoeFBo2B8KDjvdGOm3szQgPmwMR7/XCg6oaWIBwmIMKaSalghf31vGgzyDPSioPChm3APbyJg0VCmn2EmrkByJGvSSRB51E2LgFMvhDPZCqkCFoIXEQDPOgKsNREw4hbNwCESurByAX0mj7QqqNWyA86PxCmmNq8UvCw+ZAROFqQUwhTW2nUG3cAuFBpxdFUXdfhmLvTNi4BSK+VxvR/bszNGwO5N17TCENB7SxNyLcwALE5JDKgyZRbdzC///2L4qi7iwcir0C4UZ+IGaSKYUYqbU4h7BxC2BPL+JWoZDm/zE8KJRTqMMEwsPmQMxGe2mDFjIE7TyqjVsg5qiLCzEOa/F7wsYt/GcHaoP6tVxMtXELhnlQ6F1Zh70IG7dAzHOpPCjUwAKGeVAdPw/F3o7699FY0njQ7ISNWyDP5uH+WdXGXodwAwuQPeViv8do4r4NeV+Fhs0B7Ov3RBUKMTkeQ5gHfQJ5vlN40OmEjVsAuxZidlPBv+NC4iCQd+QU/87U4ijCxi0QU7Z6wLk/S5xPtWAR5CxyoT+baPFbwg0sQM5QauNPMdzUto4Hne3PgFrsiR82F8CSiChVBS9Ka+JBJ/iztjb2FtS/j76G5N+0cWdDBMlVDSxAOMwfChkuoo29OuFGfvj/5yTPxTRxDXI/h4xbAD8rZMCuCsaYxZH3UWhNHwMuMcaEnqU6nEw9D9rec3QVfC7gbKqNWyDP0OREHnQoYeMWyLOvbi7tcy51POhdCA8KvSvrsA/hBhYgTYLUBmmf25pMtXEL5J1wRiGmU23sXQkPmwPJ6akbExtj5iZs3AJ59x5rjEnhQRtT/z76MvJe0eZm3o7s/aG8uwEOKGQImwqFiHtDQ7dBctS98KCQcQvgh4U09VHB5/JPJsyDPozkZkLPUh2OJ9zAAqT5XGi4TxCeB51LmAe9BzmPhs7vdTiIsHELpMmf2tjna1N1PGge4LxEHvQzwsPmQGpy6oaanvtOodq4BXLPnOJritrY2xM2boHUPtWmsELMOaFhcyDP5pGFNGbSxl6PcAMLkBrzRYk86CKqjVv4/9+vCjE8qOBr8aFGfiC1/CmF1Pa1OIOwcQtgt0KaH6pQiObhdKqNWzDMg0K11TocTXjYHEiTXrUhpZAGc0086KJCGk1qsT/hYXMgzZDVQ5uL4WZOIT45F8KDQtqJOvyQsHELpOn0idqgvkYQamABUmM4oRDtlTb2ltS/j76O5N+0cUseFNIflTwoNHCsLvaahIdug9SgJiXWqM8nbNwC+HkhQ1xUKESzOIEwD1oQOXOE9B51OJWwcQtgh0KaRKtQyBC0UCM/kKEAk32NVYvDCQ+bAxlmoB42Wkij7QupbmABwoMuKIqiyuTchH0JD5sDGRqhbphbDDdzqhqyAMM8qE47EYq9O+FhcyDDOdSDKgtpIBkasgBynx9biLlXG3sT6t9HXyGtRl3yoJBW1wC/K6TBnQqFDCQ5hHqt7uRCtDtanEd42BzAj40xddqoSvj3xUk0a3VDz1Idjqdeq7sN4eE+QRTNWt2SB4XO73U4mPCwORDN3AHaoEWzVnce0rW6e9Os1T1WG7QQLWSTVvfUQpq1a2PvQHjYHMgQM3WTQK85DTWwAM+DjDF1es1KFNKAKtTAAoTHXJRQo47hQb/x/38VChnMeBQNWl3PH7U4i/CwOYA9/O9ZBX8/hRr5gdyPvWh1Qw0sQJ6jOm1UJQrR6p5Hs1Y3VMeoQ5NWd03StLoLUK/VnQs4p0jT6v6Y8LA5EK2uurmVfw+FGliAvMdOKqSZswr+/Vn3PvoGkn9ToRjW6lY1sAA5Lxzq86ja2OOQvFxoT/o86TyoSav7C39OU8GfB0ON/EDy6lP8+VKL0wgPmwPYyZ+HVShEq3sG4Rp1yYNStLpHEB42B8I3cml1L/B8SYtfEx42B8Lr1AMUi+FmTiEeVGp167QTodjfJzxsDoQ/q3mQMSbGszjBGBNqMFkX+7s0exYn+obO0fD14cnUa3UPLPJ4FnvV6tZ5w37q81kqFDKgvs6z+FHSPYsnEh42B5IvVDdi9/nJXJ7FQwgPmwPJy6Z4FhdEzrp1Wt2JPq+sxS8ID5sDyX+naHVLz2KdVjfVs7gT4WFz0Jtn8RLqPYtHF6IX08beEPgVeTyLF1PvWdi/+aYAACAASURBVNyvkMGQKvi6V51nsRet7tnk8Szm1OoeR71ncQvSPIufo54HzU+6Z/F3hIfNgdSv1QNSfb38Ypo9i6GcYR1+SnjYHPSm1c3iWTTGNL2PxpBWo56dGetZTOFBb0PO0HXnzX0K0e2oUIhPYkZ5FncpRB+lQiE6rDoeVHoWU7W6db/7TcjDg0qtbopnsUmruyrpWt3JzBjPYi9a3UvI41ls8tD36lms0+oeXIjuVoVC9L11POizyLOi0up6rjeRBs+iMaYXz2KdVneK/11r0aTV/R7h4T5BFHFa3VyexVStbk7PYpNWN8mz6Jva1vGgOYDTfWNkbexdaPYspmh1ozyLiVrd0rMYQqnVTeVBdZ7FA/yZRwV/tgoN3Ya8nsUfFOIDU6EQv1kdD/owsuYUre4E6rW6vXgW67S68yN7Uopn8UCaPYu/1wYtmrW6c5Ou1d2Les/iMsjvQoUiXqtbd1+GYje9j5I8i8aYGM/iEcaYFM/iuoiHPodn8SKqh83h/3+9eBbrtLqfQHhQqla3ybMYGu4TRBGv1c3hWdyU8HCfIPxZYiJ5tLr7ER42B717Fpu0uimexR8QHjYHclY9SRvU1wguoVmrm8uzmFOrW+dbC8Veg/DQbRjW6ubwLO5dSL8bFYqiWIJmz+KUIk2rewrhYXMgnsU6j0glPA86i2bPYopW9zDqPYsbItooFYo4re75RZpWdx/Cw+ZA+mMdqQ3qa/xTaPYs1mnIQ7F3IzxsDiSnpx7QUgxrdes8i8cV0kdNBWPMeOrfR18BLkioUef2LIaGbsOwZzFFq3su9Z7FHxXSF1CFQjRNJ9HsWUzV6tZx4K0JD/cJohDt2LnUa3UnFWmexYOp9yymanU/SrNW97xCNH9a/IzwsDmQmlwvWt06HnRqkc+zqNbqFsOexVqtblEUdXrNUOz1mXGexV8X0tdXhUI8i0dR71lM5UFnUu9Z3N0Ys6M2qDHm68j7qFara4xJ8SweQ7NWVz1MuBCNfR0Pmg/J26VodffHD5sLYA2kJqCCMabU6tbxoHOMMaGcYR1+RL1n8dukaXVLHlSn1T2xSPMsbkX9++jrpGt1J1Ov1T2kEK+PCsaYNQkP3Qav1fXD2zVxS61urWfRGFPXx7AShXgW67S6CyJ7UopW9xTqPYs7Fmmexa9Q31e31OqGNKYtWrRo8V+DduDc9MErzrkvdfzzQGKcHQkn+Vq0aNGiRRw2JCxYLDELymb6PlEUY+oZQ33itQqrEU6Kd0I9CM3/TFOi/jPUJ15HwBfUYky5e2qTcsjvpok0f4T6YtAI+OR1TJPWnROScrsRJqgl5qfeRD0ChZi6Y4j+lgnihO0Ji6hLzEV9s5kR8GLSmEYB6yQUAjcnXKgrMSv1zShGwBfMY4q0305Iuq9H2LhVInZ/GYIvmMc0XPk/6pvFVWFF6k0SJXLtSZ+ivknCCBRijokZJPp9rTgBuTeafuaD1BsWR6AQY2RMwXOHBHHCLjTzinmpF82MgE+0xYjRv5sg0t6WcKGuxBzUNwIegUJMNzHCsDUSCoGbEi7UlXg7SjG8L5jHnFMWK8TwrMHahJPiJQzpz3cTvkB9s7gqLEu9WbzED7XGEWTvbcqbfJx6c9AIFDIMIaY50W4J4oQ9CBvcS8Q+q0MwxnyCevFfie2MMVpxwk6ERdQlYs8PQ/AF85iz1UaF3qy6NeFCXYnZqTd+j4AvmMeY9lYs9MawjZmxPGgs9U0SqrAG4UZ+nVA3VyDunPQ56gc7j0AhzW9iTLk/0BpHkN9NE3f6CPUNLEegkEYTMXvvLoW+kdhuhMUDJd5D/eDXEfDGivERl25V6Bsqx/CguVHyIGPMu6g3ZpZYz++5GmxBuKlOidlI40ExP7N0oW+QsT5h41aJVB4Uc+b4KvUClCqsTFgc1IlcPOh/qW+SMAJegLF4xKXfL5QGeuQM28SDPkRczmIIXsQTk4PaMUGckIsHfYB68V+JzRJE2tsRNpOWmBM9D4rdx9Ys9M1Lv0szD5qVuDzLEPw9GsOdFi/0jQLXIWzcKpGTB32R+mZxVViOepNEiVw8KJYfDMG/K+qGSZbYvdA3EovlQaphV97MUDewoMT3Cn0jsRgeFHt+GII/+8ScrcYniLS3IdxUp0ROHrRyoR/iMJ6wcavELOhzM7HnlIULfcP0NQg38utErj3p89Q3i6vCt6k3i5fIxYM+Sn0DyxHwnDqmSeuuhd5AvzthY0eJ91DfTGoEfO4ihu9tXegbKu9AWERdYh5ErxINnyOKGW6ckwepmsT6XFzMzyxb6IfZbUDYuFXibehzM7HnlNicZCdWIdzIrxM5eZDKGOZz4jGm3D0TeVDTzyxAfeOWESikGUNMDmqnQt9IbFeaedB81JsHRsDXeGJMuZsniLS/R9hMWmJO4mo7Q/C1tJh9bK1C37x0M8JDFkqk8KDYn1mi0DcKjOVBKbnXmD3hy9Q3i6vCCtQ3NB/6/2fiQbH8YAheOxCjD9ojU406NmcxBK/RiGnSun2hbyS2M2EzaYl3EXd+GILXwsScrTYp9INltiHcVKdELKcZgtccxeRzVi30Qxw2IWzcKpFSo56FuD1hUa8Z02Atwo38SuTMzcTqxTrxHerN4iVy8aCPIRrIaHiDVUxzot0y8aD3Ut9MagS8mTOG721T6Bsq70i44XGJedDXqOcjLse8QaFv2rMl4eaiJWI5zRD87zvmZ5Yv9MPsNiQ8ZKFESo06dk/4BvXN4qqwGuFGfp0YGK2uMWZx6ptmldjTGKPV6sbwoA+TptWNyUGlaHV3ZcZrdbWDZWJ4UKzGbQgKre7ahTRe1mBzws1FS6RodWN50FKFvlHgeoQbWJRQ16g9YjQose/iTsxorW4sPxhCIU1AY/LiObW6qkZihTTci6nFp2h1Y3jQu9HXqN9H3Nlq00I/WCZWq6vlQbH72OqFfojDJoSHLJRQ8yD/3ow5p3zLGKNtFDiOGavVXYj6ZnFVWIbRp9WN1QelaHVjeFDsszqEQhqPx/w9tyv0jcRieFCKVjc2x7xRoW/asxXNWt13oK9Rx9a1Vyj0w+w2IoNW1xij0epqGwWuTpxWN2VP+jHNZ47PUj/YeQQKaX4Tow/KqdUdrwlayHDsmL13l0TPYg6t7oeJq3vl8iyqtbpevxOjtVm30A/Y3IJmz2JOre53Cv1Q7xmt1U3xLK5EuKF5JwbJs7go9c2DS6RodWN40IfQexY/Q1wtfmC0usaYaM+iMUbrWdyOZh6UU6ub07OoqlH7ZndRWl1jjLZR4NqEh80NLYG8nkWtVndZ6gc7lRgkHhSrD8qp1VV5FgsZ9hblWUzgQbGeRa1WNzbHvHGhHyyzNTNWq7tSoR/isDEzVqub07OYyoOaoPYsIn/HugG3JX7gOaQGsVpdrWcx1icxMJ5FY0ws39vaGJOi1Y3hQTO9VtcYE8uDlkkYZher1c3pWUzR6raexWHEanW1nsXYHFROHjRIWt0snkVjTCwPWssYk+JZzKHVHQTPYi6tbqxvphPLU9/QvMQgeRZj9UH/LZ7FncngWfSDaGO0uuONMbk8iyla3ZifWcXn8DUYT7NWNycPWsTXSjRYk3xa3Rge9Hn0Wt0Z7VmM1bAOwdcWY3wSuTyLsc/qEHwNN4bvpWh1c3kW5yWOB61vjGniB93IpdWN/ZnlCv0wuyyeRT/sJGZPiO0f0IlVmbFa3djejkMoZIhoTC+/lL66uTyLnyevZ7EpnzMfeq1ubN1riwHS6sbuY+O8VlGDzcin1Y05pyzpNaEarEuzVje3Z1Gr1Y32LCrjlj8T41lUaXWNMbH6oD2MMbk8i1qtbmwtPpdnMTaPOgS/z8ysnsXVEj2Lfdfq+vdmzDnlm0VRLK6JjXhzmnJQOXlQimdxacQL1YQfaof+Intv0zllQUafZ1Gt1W3RokWLmRHtwLkZBGPMgsaYq4wxN/l/FvZ/vrgx5gpjzFnGmLuMMScbwfZIwetyY8zl/trDjDE3GGNuN8b8rCP2r4wxdxhjbjXG7GeMmccYc395yDfGvNMY80DCob9FixYtZgbEiueXVJrZFqfZgFFCOwk89vovagoFhTRnjW2GmGvNH0VhZvOJlNjCgsooobj+3SgarnoxUWxhQfs9b0wzYQchyNHCci/qiC0srK802K5Nc0IOJPGiKm4Q//2tUugGT6xAsxhSuwbt9d9UNvVYhGYDRolcz8pnNU09jDGfJk7sDPm+5w+iGDzhE8GxzRC1a96E5sIlSNE8utGQT7LFFha0a96QZrEUSDJYJahQrGVtpcF2TZqFCdo1aK9frtAN4FuaZlOYdg3a679RSBPcKBQyWCC2sJBrzf9DXNEeGDIrLd7nNWivfy8KEWdRFPMS3wREu+bxxOWQ5kRhsPXF59gzysZKQcV6NJtGQM5SKrML8d/fmsri5ao0G1W1a9Be/+1CN4BvSZqbBGrXoL3+y5qmHt6sFNsMMdeaP4bCzOabNsQOLs+15nlRFC+9ICa2CUhOHhQtLPdC0tj9YAOlsHwdmk0jkJ8HacxsK9IshtSuQXv9YsqmHt+k2YChXYP2+s9rmnp4s1Ls4PJca/4QCjObNyDFCqxyrfmdKBoNeY4Qe0ZJ4UExtZZZUQoqiN8P1lUabNeiuYlYiVy/wxWUZrZlaTaFadegvX6MpqmH3wtimyHmWvP/EtdgCxgyK8Xyplxr1uRayuZ1sYPLc+VmtDxoNuJ50Hil2WV9msVSkJ8HaRqurkazUVW7Bu31Sxe6AXzfprk5hnYN2uu/omnq4TlTLG/KteYFEQ4ZBd+0IbZ+lGvN86FouOpzALFNQHLxoNlRDMPxuZbY/WDDQtcEel2aTSMgOafxirgQ//2t6nNmsViJ5sal2jVor19c2dTjWzQbMLRr0F6/kG9YFQVvVoodXJ5rzQugGDxRyPDo2PrRIPGg2CYg2jVvRLORDaRmpGp+xoznQTlzMysqzWzL0WwK065Be/3ChWIQua8Nx/KmnDwoegBfIQPWYpsh5lqzJtdSDpqObYaYiwfNhaLRkNeUxOZqN1E2ItmAuBp1Th40TtloaHWajaraNWivX1ZpZvsOzc0xtGvQXv9VTVMPr6GL5U25dDOamnPZtCGWN+X6nucnPtdSNvHOxYPGE1ejngOFwdY3iorVrGykbH42CDxodWXD1ZVpNqqWyPWsLFnoBvAtzozX6n6hUAwi9/tXLG/KteaPEF9zLps25NLqxq5Zs8eUw4xyaXWz8CClVnc9pcF2HM1NxCAvD1q50A2eWIHmAQ7aNWivX9QYE93Uo5AB4LGDy3Pto5/RNPXwTUtieVOu7/kDKAZP+PsoVkeXiwdp/AClVjc2V7upkgcNilZX02hoDZqbKWvXUCL2WVm20A3gW5rm5hglcj0rXy8UA/h8njaWN+Va8yeB6AF8hQxYix1cnmvNmlwL/rwdq6MbFB6k0axoeVCsVlejzSsR+/2tUegarg6CVncpY4zGs7gEzU0CtWvQXv/FQjGI3HsWYz2Oudas9Sx+mPj6Ua41a/aY0rMY6ycaJK3u+MjLR6NnceVR6Fn8lq+XxGJR4j2Ludb8uaIoYrW35YC1WI9jrjWneBZzaXVj73+tZ3EORqdWN3Yt64xCz+LyXu8Qi2VoPYsp13+K+JpzqdWN5U251qz1LGp0dIOi1c3pWRwUre5o8yx+p9AN4FuK5oHe2jVor/9yURQxw3AB8NfOaK3uaPQspmh1W8/iMAbBs7iqMUYzeGIQtLqLGWNGm2fR+rNPFPyZKtbjmFOrGz14wp9dY+tHg6TVHY08aEZrdTVrKBH7/Wk9i4Og1R1rjNF4FscgA2z7uQbt9aPRs6jV6s7P6NPqzkb8GWU0ehbXSvAszmit7mj0LP6fr/FEwdeOZrRWV1NzxvfTieVNObW6Gh6UU6u7MXE16hTPokarO9o8i6spPYsr0zxcs0SuZ2UJr9GIxWKIBiQGg+JZtMx4z6Km5lwOmo7t9TJIWt1B8CxG8yCvzYtdy2jU6q6k9Cwuz4zX6i5SFEWs9havkY31OObaRz/tNcNRKKRvcCxvyqnVjeZBxphB8CxqtbrvIJ9WN9azmFOrO84Yo/EsDoJWdxmlVncQPItf03gWjTFfBWJ5U641az2LCxLvWcy1j2pyLaVWN7b3v/Z7btGiRYuZDppkb4t0zGGM+bv/51z/Z08C33HOfQUhywd1XP9lZEL555CX9yLOuYOAR4ElnHNlUvOHzrnygLGYMeYLvgC/GvB559wXgF84514ErmD4kL8OcLZz7o1cf+EWLVq0GGDEFtSM4lqIFyxqr80ZO9ffT3u95tqPEJco0saFfN/H+4krmAN8UFn4yvU9z0N8k9+5iG86o11HrvtuFuKNDzA4z8qg7EmDsI5B2ZMWIE44rI2rvV5z7XuJEw4DzK9sjJfl3vDFt9hi1hyKa1XrUF4L8d/H24hvSqFdx6Dcd6NxzYOy92uu/RBxwmFtXO31mmvnI144/C7iC1nadWj2JM0zOxvxxXXVOpTXaq43xBfftOsYlPtuNK75o+TjQbnW/AHiedACyiY1udb8TuJ50NzEmy2168j1O3w78cOatOv4b+BBg7DPDMqaP0x8bWlQ1vxe4oTDAO9RNoTIdeaYk3gD5RyKa1XrUF6rub7lQenXDso6BmXNCxAnHNbG1V6v5UGx+ZZ3E990RrsOzZ6kOUe8g5YHpV6bM/ZoXPNo5EEfJE44DPBhZZOaXGvW5Fs0tSPtOnL9Dmel5UGp1+aMPRrX/BFGHw96H/E86H1KI1SuM8fcxNed5yTebKlah/JazfXaGvUgrBnaPSn12pyxR2ONen7imvyCnDc0DSFy7UmzEt9I5h3ENwRWrUN5reZ6LQ8ajbXTnN9zru9jtPKg2Br1R5TmzFxr1uRbNLUjyPusxMbW7F/adeR8Vmb2M8do3Edz8qCcWt1YbvMBZbPOXN+zpu7canXT1pBy/aDsSYOwjkHZk0YjD3oP8VpdTe0I8ml1NdxGo+tVrUN5LbRa3U4Myj46KGvOFXs0anU1+ZZB0urG5i5arW76tTljj8Y15/Qs5lqzRqv7oVHoWWy1uunXaq8fBP6RM/ZoXPOHGX08SOtZ1AyxznXm0OhvW61u+rU5Y4/GNY9G7vYhRqdWN5YHDYpWV5NPbXlQ+rU5Y4/GNY/GGvUHiNfqDopn8V3EDzsZjVrdlgelX5sz9mhc88zuWXyvcnhbrjPHXMTrb0cjD2q1uunX5ow9Gtc8Gj2L8xNfdx4Ura7Wsziza3UHYc2Dci20Wt1OaHjQR5QDJXOt+d3k8ywOgs6g1eqmX5sz9mjMvY5Gre77iNfqvt9r0nKsQ3PtXMTXnf8bPIuD8qwMyp40COsYlD1ptGp1c3kWs9wbxhhNjWe0anVndh40KPvooKw5V2yNZ/GjSs9iixYtWsx0aAfOTR+84pz7kv9nNf9nswJHGWNuA85EhsuVuM4597Bzbirwd2DBQNxxxpibgJuBz/sYLwCvAkcbY1YHXvbXHs3wNPNNgOP681dr0aJFi1GHl5svSbr2P5ni5oyd61rIt+ac3/Mg3BtvWGs1A2FzfR+vAi5T7PZZmRbtszKM9t6YFoNwb0xF9oMc69Bc+xrwZqbY7bMyfWK3a54+sUfjmjXXOuAVxfVZ1mytzbk3jsbfYbvm6RN7Zl/za9Zazbs+15pfoeVB0yNuztjtmqdP7Jl9zW8hHCRHbG1u5q1MsWf232G75vTY7ZqnT+zRyIPeBF7PEZvR+Tts1zx9Ys/sa37VWqt51+fck1oelD9uztjtmqdP7Jl9zYPEg6Zmij2z/w7bNafHbtc8fWLnrFHn4kFv0PKg6XEtDMZ912oB0mOr3vXWWg3/GI08KOezMhrvu9G45kF4VgZlzTP7vfGG/ydH7JYHpcdun5X06wdlze29kRZ3ULS6r9NqdTvRPivTYhCelfbeSI89GmvUU5XrmNl/h+2ap0/smX3Nrw+IZ7HV6k6fuDljt2uePrFn9jUPRD0IqZO3Wt38cXPGbtc8fWKPxjWPRh6k1e/M7L/Dds3TJ/bMvubWs5geN2fsds3TJ3a75ukTu9XqTouZ/XfYrjk9drvm6RNbE3dQeFDrWZw+cXPGbuu90ye2in/4WmssWq3u9IndPivTJ3arm0m/Pteate/6lgdNn9jts5J+/aCsub030uIOilY3p4+hfVamT+yZ/VkZjffGK0rPYosWLVrMdGgHzs047AQ8AXwR+CowW8dnnYXBt4C3d/+wMebjwK7AUs65LwAXAbM7594Evg6cDawKTAZwzv0FWNAYsxgwi3Ou6PvfqEWLFi1GBy6IvO5BZOhnLC4lvoh6viIuxK/5OeBKRdy/Ak9HXptrza8BUxRxbwfui7w215qd4lqstY8DN/R5DSnXR38f1trXif+9XGWtfU6xjixrVsa+01p7jyLuxcQb6HOt+THgekXcPxGfIMm15heByxVxr0POxzHIteY3kd93LP4B3B15ba41q2Jba59B9v8YTFIKqXOt2SF8JwbXWmufVKzjAuLFCbl+h/8E7lDEnUJ8ETXXmp8CrlHE/TMyHD0Gudb8MnJei8VNwCOR1+Za81vE3/tYax8Abou8fFD2pBeBKyIvv9RaqxEtav6Oub6Pm6y1DyviXkS8OCHXmv8F3KKI+0fii6i51vwscJUi7l+AZyKvzbXmV9HxoNuAByKvHRQe9ChwY5/XkHK9Zk96Dbgk8vI/W2tj320wGDzodmvtvYq4FxNvoM+15keIv48ALiO+qJxrzS8Q/24DuBaIPb/mWvMbwCRF3LsRLhSDQTlz/Bv4W+TlFyuHv+Ra81Ti+ek1/u8Yi0HYk/4B3KWIO5l4wVSuNT9J/H0Eg8GD/oPsjbG4EXg08tpB4UH3ITnjGAzKnvQCcn/E4BJ/RonFIDzfN1prY/k0wIXM+NzM/cTzaZAzY+zvJdeanwGuVsS9GuFOMcjJg2LP2wC3Ihw1BrnWPBW5R6PgcwA393kNKddPjL3QWvsq8Tmzy621LynWMQi5mdustfcr4rY8aFrErvl54t9tIGeqpyKvzbXm1/F6qkjcieTyY5AzN6M5czyFcM4YXKgUUuc6J71JPD/9q7U2VusAg3FOustaG1tXBPkuZnSN+gni7yOQnMiLkdcOCg+6AanFx2AgatTW2n8i+1IMBoUHPU98Hn+K16zEIufzHXsWvMFaG3sflXFnNA+6D9BoiAehRv00UuOJxVWIli4Gudb8ClJLi8UtiGYxBoPCgx4kvraYc0/S8KCXEV1VDP5krdUY1AaBB91irY3l0zAYNeqHiOfTMBhaXS0PGgStrpYHjUat7hPEaywHhQe9Qbx24GprbWyODwaHB8XWFWEweJBWq3s5EJszy7Xml4h/t4H8/R6PvHZQeJCmtjgoPOhZ4s+vk5XDX3JqdWPPgtf5fTcWg8CD7iW+rgiDwYO0Wt0rkXNKDHJqdTU86GYgVmM5KDzoX0gdKwaDwoNeIt7XcZnnTbEYBB50s7X2IUXcQeBB/0LnWRwEre5/g2exQPQDMRgUHvQYM7dn8UqfX47FIPCgO3wePxaD4Fl8lPj7CFrPYjdyaXVHo2fxaeLPr4Ok1Y3VK/7N1+FjMQh70j3E1xVhMLS6rWdxWgyKVvd+4muLg7InaTyLf/Q6ulgMwvM9Gj2LDxDPp0H0pjOaB2m1uq1ncVrkys08guyl/VxDyvWaPelV4nNmV/g9LBaDsCcVzrnYuiK0Wt1u5PIsDoJWV8uD7kLOsDEYlDOHxrN4kXL4S641v8XM7Vm8m3g+DYPBg/4btLqD4Fl8Ex0Pupf4PkCDsie9QHwef5C0urGxb/D9K2IxCDXq0ehZHI1aXa1n8RZGn2fxIeJri4PiWXyF+HeF1rM4CHvSrb7PVywGITfzMPF8GiTnOaN5kFarew0Qe34dFK3uHYimKQaDUqN+Eqm9xWBQtLpvEv97+Yvv0xmLQdiTRqNn8XHi7yMYnVrdUedZdM7dw+jT6j5HfB5/IHiQc06j1b3eOTfatLr/DZ7FQdDqaj2Lf0e8WzEYFB6U07PYokWLFjMd2oFzMw7vAh5zzk0FNgRmifiZF4F5/L+/Eym6PG+MeT+wHIAxZm7gXc65i4EdgS91/PwJwKnAcX35G7Ro0aLF6MQhxCXdD9cI1n1i8NSIS18CJsTG9TiSOAJ8nMbY54VpR0dc+gZwRGxcjxOJI8BnaET2XjxzWMSlDvlda3AucSLtKUrjD8Af+nwdANbay4kzPt9ordU0xAY4OPI67ZoL4go496Mb/KVZi+re8MLT8yIufRo4TRMbuZ9j9pojNIO/vAjkxIhLXwGOiY3rcTRxIu0TNIJW59wbyH7XhLeAw2PjepxCnEj7HE0jOF/Iir2ftHvShcSJtP9krdUYfyD+WYndBwCw1v6FuAZQt1lrNWZjyLeP/oM4Q89DKEQPHocQl3Q/VFMU9U06zoq49DngpNi4HocTVwg8SlM08Q3YJkRc+hpwVGxcj+OIM6uerBmQ6s+BMXtN7NmkE6cTJ9K+wCe7Nci1J00mrqHy1c45zbAyyPd830icuPYudIJWzVq0Z477iBPPPw6crYkNHEocDzpMI1j3puCY88+LwPGxcT1iedCxmmGEngfFnH9izyadOIE4s+rpmobYSh50aGxcj3OIE2lP8veoBrHPgPb5vow44/P11lqNuESzFtWanXO3EtdQ+V504jHNWrR70sPEnX/+jbzbNMjFg54n7vzzMnBsbFyPWB50vEbQ6s9UMeefN9HzoJOJGyxztrU2tqFgyYNi9pqU3Mz5xDVUvlQpeIN8Z46riRNp3+Kv1SDXmmPPPw+iF1Tk4kGx559nkXtfg1w86CXizj+xOdpOHEucSPskTdMlv+fG5IHfIh8PmqhsgAD5eNAk4kTaV1lrNQ0QIN/zfR1xjXDvsNZqBK2ateTiQY8hadP7AwAAIABJREFUZ1cNYvckLQ+KPf+8iHAEDY4gzqx6jKbBiedMMeef19HzoOOJM6uepuFBXkcRs9dMRc+DziZOpH2x1Q0rg0w8CHl3x4i0r/U5EQ1y8aBbiBPX/pPB4UEPEidqfRI4QxOb+NzM4c45TY36OeLOP/9BrxU6ijiz6gTNEA4rw1Rjzj+xZ5NOnEScWfUsTUPszDxoInEi7UuVTfoh35njSuIaQN1srf2rJrZiLdo130mcoedfKATrHtE8SBPU1yxjzj/PILVQDQ4nLjdzpKbhva8Nx5x/YnO0nTiGuMEyJ/paeRQy86DTiDOrnmd1Q5shHw+6mLjBMn/22g8Ncj3ffyOuAdTtXmOjQa41/5O4Bm+PIFomDXLxoKeI40GxWpVOxPKgo61iKLvX0MWcf1J40ATizKqnaszGyhq1lgedSVxD5YuUDRAg07OCGN9i8sDXWGs1w8o0a9E+3zcjDfWb8A90DU40a9HyoNjzzxPIfaRBNA9SanWfJe78k6LVjeVBWq1urB4mhQdFa3Wdcxqtbk4edC5xg2UusdbGNhQskev5voI44/ON1lpNQ2zIp9W9nbimk/ejaKqmXEuKVjfm/PM0cZr9TsTWqI/0WtYoTAetbgwPUml1Pc+b0Vrdc5WN4GDGa3Uvt9bGNhQskWtP+itxDaAKa62m6ZJmLSla3ZjGBg8Tp9nvRJYatXPuSeLOP7FalU7E1qi1PGgQtLqnDJBW9wwkn9+EQdLqTiGuofJfrLWDotW9ibiGynejG8KhWYv2zBHrVYrV7HdCUw+Kzs045zSexdGo1dXyII1WN7ohdmatbqxncbKVRsYa5NLq/om4hso3WGs1DbE1a9Gu+TbiGirHalVS1pLCg2K1uoPiWYw9/8RqVToxM2t1UzyLuXIzFxDXUPkyrzfVIJcGJdazeKtzLkazn7IW7Z4Ue/4ZGM+ib1YY61kcFK2uhgdptbqxPCiXVjenZ/F8qxvaDAPgWRwgHnQ9cY1w7/T+Jw0GQas7SJ7FWK3uoPCg2PNPimcxVqt7unNuUDyLsVrdgfEsOudiPYvXOediNPspa0nR6sZ4lQbGs+ice4g4r9JT5NPqHuGcy+VZTNHqxvAgrVZ3EHjQaNXqDopn8SriGir/3UqfFw1y7Ukaz6J2GE4uz2KsVjerZ9E5l8uzqK1Rj0bPYqxWd+IAaXVjPYtX+pynBrme72uJ9Cw65wbFsxh7/nmUwdHqxnoWX+C/w7M4gTgepNXqTiWfVvcspB9QE1I8i7m0upcS51n8m68Na5BrT7qZOM/iPeiGsmvWMio9ixqtrnPuOeK0urE52k7k9Czm0urGehbPtDKQLQqZedB5xGl1/zhAnsU/Ezes9aYEz2Iure4dyDC0JjyA3rMYuxatZ/FR4j2L2bS6mTyLKVrdXJ7FnFrdUxEtdRPOc85peVCWdyGiVY85/1zhNfAa5NqTriHOs1h4r4EGudZ8D3FepZyeRW1uJjYP/DwD4ll0zsX2rovN0XZiAnGexVOcczE5WmBgPIsXeg+bBrl6t7Ro0aLFTId24NyMw6HAxsaYvwH/S5zY7EhgkjHmcl/wvxkZMnMsw0mveYALjTG3IsNcdur4+ZOBedETthYtWrSYaWClkdgODZdNAfZLCL8L9WKN14H1NAVzGBInbEJ98uxvwI80cT1+Rr2AbCqwuVY47JNy61Kf0L8dGY6qxe9pTpjuapVNfn1Sbhz15PoBYDNNXI8TaE5S7mP1za0A1qE+4fcksJ42qLX2YuB3DZcdZa3VFqcAxlNfhHgeWEtTMIehhso/bLjsbPTiEoBtkWY/IbwCjNMIh2Gokdg21CfPLgP21cT12J36hgJvAhtaRZNfGErKbUS9sOkG4PuauB6/pL5w4oCtnHMq4bBv8LM29WLLu4HtNHE9DqU5Yfp9a+0NmqA+KTeOeiPsQ8j7QQVr7ak0F0T2s9ZqC+Yg+02dKeXfyL6lgrX2UuDXDZdNsNZqmzYAbEr9UIsXkec7umAOQ43Edm+47HzgIE1cj+2pN+++BqyjKZjDUCOxLagXEVwJ/FwT1+MH1Btp3gLGa4TDMNRIbH3qE/p/B3bTxPX4NfWFEwdspxUO+6LCOOrFlv8EttLE9TiKZgHZT7QFc+ecQ9ZcJ3x4FHk/qGCtjXk3H2yt1Q47AdiAejHWM8DamuIUDDVUbnoOTkZvDADYnPpmrv9BzknRwmEYaiTWdPaeBOyvieuxE/VijZIHRRfMYchA/13qedA1wE80cT1+Sr2AbCrwXascduL/jutSbzormDZfF4sDaG5ysrNWOBzJg+5H7k0tJtBspPmF1Te3Ajnb1Qk/n0DeDypYay9EOGcdjrDWahvJAGxMfcOQ54BxmkYyMNRQuSkfcCZ6wRvA1tQ3MSp5ULRwGIYaiW1HPQ+KOf9VYTfqGwq8AWygEQ4DeFHfxtTzoOuRM48WP6e+2eNUYEurbPLrz4LrUM+D7gK+p4nr8Qeam7ztoRUO+zP3WtTzoAeRM7wK1tqYd/NvrbXaJr/QzIOeQt4PKvi1/LbhsmOttdrBAiBcMgcPugnYo+Gy80gTanyPevPuq8jZLrrJLww1EtuK+j3pz8AvNHE9mnjQm8DGGuEwgN/DNqCeB8Vw0ir8ivomJyUPUgmH/btiHPViy3uQd48WR9Dc7PFH/p0ZDZ+bHEd9s+ZHkfeDCv4s0STGOtCfTbRYn3ox1jOk5WauQHJ3dTgJvTEA5KxZJxB9CeFB0cJhACsDMJrO3hfRnAevwo7UN5h+HVg3kQdtSn1u5i8Ip9HiJ9Q3vX8L2NQqm/z6mtd61POg20jjQfvTzIN2cs6phMOeU4+jXqNxH5In0+JYmo00P/e5hWj43EUTD3oceT+o4HMuTTnKw6y12qGPILmiunuq5EHa3Mw1wI8bLjsDvQgX5FxQ18ToZeScFC0cBnDO3Y2cZ+r+rn8kjQftShwPihYOA/hc7cbU52aupbk2V4W9qW/2OBXYIpEHrU19jfpOJMeuxUE0NznZzVobM5B6CFYM9OOoN8I+iOTJVPA1kyYe9Gtfg9FiXerN+U+RVqOeTHOO8hhf69JiE+obhryAnDm0POgGYM+Gy85FL7IHqVHXmXdfRepBWh50H7Al9XvS5TSf/6rwfaRWHEJZo44edgJDjcQ2oD43cxNpPGhf6pucOGAbX9uPhtcOrE09D/oHohfQ4jCam7z90Cqb/EbyoEcQzYcKXlvSZJT7ndeqaLEe9Q3knyaNB10O7NNw2YnomzaAaI8eqPn8JeTMEd3cCsBrpXZpuOwimvPgVdiBeh5U1qijh50AeE3aZtTzoKsRjZsWP6K+6f1bwCZW0eQXhob+NtWoY34XVdiP5iYnO3gNZDQUPGhLTVyPY2hudv0za21Mk7shdPCgunPsY8CGmrg+dkyO8lBrrdZACcKD6u6pZ0mrUcfkA05D3zAX5Pde18ToZWTNKh7k79PtqT9zTKE5D16FJq3uG8D6VjHsBKK1uteSptXdG6hrdj0V2Mwqh504515C3nNNWt0m3XQVDqS5ycluVtnkt4MH1dWo/0WaVvdEmhur7WtlcIIWMVrdlBr1JEQPUIejrLUxDaW6MZ5mre64BK1uTF30HNJ5UJNWd22tVtc5dy9Sg6jbk/5EmlZ3D+obCrwJbGQVw05gqJFYk1b3RtK0uvtQP5jdAVtb5bAT/3sZR7NWd1tNXI/DaG5ysqe/P6Ph7/+mGvXDpGl1Y97NB/h9QIv1ycODLkPqhXU43lqrbdoAkt+qaxTwIpKb0fKgGH3oBch7TYsora5/H0fDv+83p1mru7cmrscPkfNKCCUPimlyNwR/rlqPeh50C5Kv1uI3NGt1v2eVw04itbr3kq7VbeJBP7XKJr+eJ4yjngelanVj3s1/sNZqh51As1Y3lQddRfNzcAr6YUYgdcC+a3Wdc3fQfPaOyYNXYWck3xDC68C6zjmtZ/FRpEbdpNVtqs1VYS+aPYubJWh1YzyLBWmexd/RPJB5F5vPs5ii1T2e5oZKv7T65laQT6sbo9U4wlobM/y1G01a3VQeFFMXjdEDVWEb4niQVqt7D3L2btLqNp3/qtDkWSxr1Dk8i9fTXJurwi+o1+o6YCurbPJr4zyLd5HmWTyEOM9iTJO7Idh4z2KKVjfm3byfzedZTNHq/hE5k9bhOK9D1mJGehYnEt88tRNRWl3nnNaz+ACSi55RnsWNrd6zGKvVTfUs1g1mz+1ZTNHqHklzs8cfe11XNPw7eW1mnGfxIGutdtgJRHoWtUGt+KuaNOs5PYvjMml1L6Y5D16FGelZ/CvpWt26fECp1VU1+XXOzWjP4k7+dx0Nfy+tRX2N+n7StLrH0Tz0J6dnMUWrG5OjPNzvXVrEanVVPMg5F+tZ1A4OgWbP4svImlU8yDk3oz2L69s8nsXrSPcs1j0HOT2Ld5LmWTyY5oHMu/szcTTssGexSauby7P4G889tIjR6qbwoJi+ark8iy8AaznntDwopi56HvqG9yD7RpNWV+1ZdM7FeBavIM2zuCf1w7/KGrXWs/g0osWaUZ7FbX1OKxo23rOYotU9nObB7Lk8i4+Q5lmM6Sfwe5+j1WIDZqxnUTtoGkR7lMOzeBtSt6lDbs+iVqv7MMKDmrS6e2nievwYqSWFkNOzeCvNv4sq7E/zYPYdrQwRioZCq5vqWWzy0ezta6zRiNTqPk6aVjcmR9mLZ7FOq/scksfU1qj/SnMPo9NJ8yxuSQbPotdSNGl1L6E5D16FXZG+bSG8AayvGXYC4DUr48nnWWzS6m5ulcNOrAz9bdLq3kGaZzFWq5vDs/gv0jyLMVrdX3ktmhbr0MyDUmrUk2nOUR7tNX9ajKfZs5hSo87pWdwO0XKGkNq75T6aeVCMV6sKMZ7Fjazes/hv5D3XpNVt6qNThX1p1uqqPYvOudyexaZ38w+cc3W1uRGI5EEPk+ZZjHk3p3oWY7S66tyMH9TdpFk/Af2ANRAeVPeeS/UsxuhDLyRNq7sD4nkJofQs5tDqXkU6D2ryLI53zqk8i37ob5Nn8RbSPIu/pX4gswO2t3rPYqxWN8WzeDTNWt29tFrdFi1atJgZ0Q6cmw5wzs1d8Wf3OOe+4Jwb45zbs7zGOXeFc27Fjuu2c85N8P9+sHPuM865Jfx/j3fOfdY5t4JzbnXn3ATn3GPOua/72As55zpJ+KLAWf7g0KJFixb/tbDW/gFYlZEC4scQ4d9K2iKgj/scsBjSlKdzr3WI8HfJRNFpKbRfhpFinn8jYqaltAk5H/cVYGkk6dadHLsKWM5am1JsLZsgLI4Qys6k3/NIEWhRrVjKx30TWA0Rp3WLKW8A1rDWpohOy2LPIoiIpLMQ8R8kiTRWK+D0cR2SvNqJkUXoAhmwk1LYKIW4Y5BiYGdx9DWkWD7GKhtAd8TeGUmQdBP+exCxekrhsjQHjEVEU52JyjeRpmgLa40uHbH3QYoF3QKxB5FE7drahLuP+yRybxzKtMWTqUiB/1s2rQkJ1tojgZUYWTh/HClerWCVRlUf90XkGdyfkcLWy4BvJ4pOS4HJdxg5HO4ZRFi2hDYhB+Ccew1YDhEvdotM/gqs6JxLaYyElWaZ30JEz533wAuIaGwRbZHAxy3FhXsysuBzE3LPpYhOy8YsCyOJ986k7CuICGCsVTYZ6sDmiEizu8hwBzJgJ8XoUhagxyBC7c7i6OuIoXuMVkzREfv7iMCwOyF8H5IoVgs4fdyHkTUfzbSJyreQYtoiWoFXR+z9kPuje097GBH2rmGVpjAf92mE3/2BaQ1+DjGhL2bTzHdYa48DlmekuftJRKS1jFUaVX3c/wBLIuKDbtPoFcDSicXWUmCyJCIw7DxzPIcIsBazyoG/Pu4byP68FyNFJtcCq1hrU4aYlqK3byLF/s496SVEeLiwVRrZfNypiGBqN0YWfG5BxOop5jucczcj7+8zmbYQ8SoiABjjha9qWGu3odoofTciVk8RU+ALqWOQwlnnffsGIuAZa5WG/47YP0EKxd0//wBSiNnIKptj+LiPIXv/kUwrInsLEckvapXNGDtiH4yco7sFxI8igqdVtEVAH/c55H6u4kGXIOeClEEZZVPsZRnZgPzfiLD42z3woO8gRdcqHrSsTWuMhC8sL041DzoI+KZVNnj3cd9EeOyPGcmDrgdWt9amNIgtG1QuitxjIR6kEnD6uA4R6lXxoNuQ5ySlCUkpxB2DFAM796TXkEL5GKsUlXfE3gkRaXYbBO5BRBopTYZKc8AYZAhLNw86C1jYOacazlXCWvtLRHzQLRB7EBHur9MDD1oYEYN086ALkfs5ZXA61trDgZUZWTh/HGkcnMqDXkByMwcwrbDVMcyDUhrEYqUp9tKM5EFPIwX1JB7ki+bLIsaQbpHJX4AVrbUpjZGwMrBsMUT0HOJBqsaGPu5bwJrImba74c9NiLAkpUEsVobJL8JIHvQy0rh4rJUm1Cn4LiLS7G6MeDsiVk8xupRNc8cinKfzvi150FitmKIj9u4I1+nmUfcif5eUZqv473As8p12vkvfRL77ha2yKX1H7N8iQpDuPa3kQWsm8qB/U82DpiL3+GI2zXyHtfYYYAVGmrufRJ7NZRN50EsIV/ktI3nQ5QgPamq+EIp9LrAUsrd1njmeRfbAxazSPO/jvo58Fz9jZCOEvwEr+z08Zc1XIOfGC5l2T3oRedcsbJVGNh93KpIP3J2RpsS/I40EUgZlYGWI4ljkXd2dm5mAnDlSedDWCA/qPrPchQzYSWl8VjaLGoOciTpzM28gZ6cxVjmkuCP2j5DzXffP348Yc1J50KPI93wUYR6UJPCy1h4IrM5IHvQIcrZeNZEHPYvczwcyrbDVIVxgcZtmvuvkQd2mhqcQDvMdq2ym7OO+DHwb4VLd7/8rkb0upTESnvMtgXDA7tzMgci5Ua1RcM6VPOgnjGyEcD2wmnOuaVBaaM1XE+ZBRyJ7kkrA6eM6JF+wCyMHiNyKDNhJGZyOz2GMRXIa3bmZE5DnWyUq74i9AyLS7DYI/APhQSmicpxz9zHMg7pzM2cCY33OSQ1r7S+QPFh3U/t/IbmxdRN50BMIDzqcaRs+dvKglCYkOOcOBVZhZLPfx5Ac5IrOuZQa9QtILuJ3jORBlyI16qaB0aHYpyM86Iquj55Gcr1L+dyvNu6rSO37l4zkQVcjnDClMVInD5rMtHvSC8hZchGrbGzo474FrEE1D7oRMRqnNIjF1yAWQWoSnXvSy0jtYkyPPGgHRjaMuh1pLJ3SlB4rtZ5QjfpkZM2qBtAdsXdF1t3Ng/6J1LZSmq2W5oCxSI0tVKNWNaXviP1rxKTTvac9hNQQ1YPsfNySBx3CSB50MVKj7oUHrcjIgbRPILXa5azSqOrjvoScC/ZjZI36cuQs09R8IRT7HIZ5UCeeQWrii1uled7HLXnQ3ozkQdcgGqKUxkhY0RB8C9EUVPGg1Bp12XRvD0byoJuR92CK+a5szLIw1TzoOOT5fiAx9paIKbGKB21uRaOSEvcfyJ50EiNr1KchuRlV47OO2D9EmnZ0//x9SO5740Qe9AhhHnQecm/UDYyui/075J3VbaR8BNFa9cqDDmIkD5qMPIMpgzKw1p6AaEW6a2AlD1q6Bx60FKKt6+ZBf0Zq3ymNkbAyuHkJRBPYzYN+j+zRah5kpUa9MqJh7OYk1yG/v6ZBaaHYVyK/w/OZ9szxEtJkZmwPPGh9xDj4QNfHtyKNpfdKWHJpSByLNDAN8SDVIJyO2N9DzMxVPGhra23KIBz8esYgNfRuHnQG8j2rDP8dsfdGGvd016hLHrR+4p70OLL3H8FIHnQBkptJ4kHW2kMQbl/Fg3rR6j6PvGPrtLpNA6NDsU+lWqtb8qAlE3lQnVb3amB5m6jVdc5NRnhhNw8qtbrfdM6lanVXR5p2VGl11+yBB11DtVa3kwephk74uA7Rl+3ISB5UanVTmjFirb2dZq2uqgF0R+xdkJpPv7W6/0LWXKfVrWu+UBd7X6q1ug8hTR3UzTF83KeQPalOq5vShATn3FFUa3VLHrS817Bq11xqdat40J+QGnUqDzoLyet265NLrW4qD3oN0QhWaXVLHpTSGAn/+/km1TzoUHrT6o5D7q/uPMnNiFY3ZVAG/jlYGHkuqrS6Y6yyyVAHtkB4UHfu9k5kwE6K4b9Jq3sqsua65gt1sfdEfA9VWt0dSRi+5+M+jJztcmh190c0DN1a3UeQ99jqKbkZ//5cFHmfVml1F/fv4ZQ1TyCfVncp6rW6TU3oQrHPJ6zVLXlQL1rdKh50LcKDUhoj4c+xdVrdsVY5fM/HLXlQnVY3ZWAgni8sTDUPOt6vuW5AQF3sbZFm3lVa3a08T0qJW/KgKq1uyYNUQ4o7Yv+Uah70AFKP2zCRBz2G7EndPOgthDcvapXNGEs455o8iyun1IO8J7yWBznnUrW6JxPW6v6a3rS6SxPW6i7n80JqWNHqLkE+rW6dZzGlQSx22LNYp9VN9SxuTNizuLEVvUfKmkvP4mmM5EGlVrdXz2KVVndbm6jV9fnrEA86i949iyGt7h70ptVdhGqt7kXI/ZzqWTyCPJ7Fska9P2GtbkqDWGwmz6Id1uqGPIsrWKmfqWGlXtfkWUzV6tZ5FsdZa1MaxJZa3TrP4hib7lncjGqtbk+eRedco2fRD39Vw1q7B/WeRXWzVR/3IWTN3VrdfnoW+6rVdc49jexJIa3u4s65uoHRdWs+lrBWtx+exSqt7hVIjfp09YIl9nkIx+rmQc8y7FlM1equiOiFqrS6/fAsdmt1++FZXJdqre4tiFY3ZVBGqdVdmJGexX5odUvPYneNuvQsNg2MDsUttbonMFKrW3oWU7W6PyaPVrfJs7iITfcsHkS9ZzGHVnc0eBartLrL+f+3Gs65i6jW6j6PfEeLahu8+zV3ehYrtbpW9NhqWNF/h3jQkfTuWdyZPnsWnXO3Ua3VHeJBzrlUz+KO1HsWUwaC1nkWS61usmfROfdLwlrd3YF1tIPsfNxSq3sY1Vrdbznnrkhc82GIVjfoWXTO9duzeCmip03V6paexSu6Pio9i6k16lep9yyuYPN4Fv+A5NdStbp1nsW1/Fk4Zc3XMsyDumvUuT2LKU3pseJHHMNIz2I/tLq7kcGz6Jzr9Cx252bOARbRNqUv4TlwlWex1Or24llchLBWN9mz6JwrPYtVWt1fAMsm1qhjtLpn6lc8pNX9NtPXs3gN4llsGpQWin054Rp1Ts/iujaPZ7FXre5WwLaEPYspQ4rLwa5VnsVSqzvGn6XUsMOexW6t7v1I7rsXz+LC1HsWU7W6vyevZ7FKq1t6FlMGZWClf8pyhD2LvWh1Z4RnsVet7ipUexavQ3hQ06C0UOyrEJ1Bt1a3H57FDaj3LKYMTseKZ3EMeTyL2xP2LG5te/csBrW6PXgWf47oAUKexfUS96Q6z+IF9OBZtPVa3b1I1Oo6555Hzv2/Y2SN+lKkRt00MDq05tPI51lcmrBncXkrmh01rPTzq/MspvbVfYthrW6VZ7EfWt2QZ3GsTdDqeoS0uqVnsWlQWiWseBbHksezuAv1nsVUrW5Oz+KvyONZfIphHtRdoy49i3UDo+tiH00ez+KLhHnQn+jNs3g2Ya1uL57FUqu7N2GtbpJn0Tl3GWHP4qFITlCt1fW5vjqt7jrOuaZBaZWw9Vrd45A9KUmra0VrX+VZvJPePIt3E/YsllrdJM+ic+4HiFY35Fkcrx2e69dc9tXN4Vk8gHrP4mqJPKhTqxvyLKZqdY8n7FncB+FB6hq1c67U6gY9i865JK2uc67Rs+jPaSrYZq3uav5cqYYVz+KiVGt1j0Dehb1odes8iz9LWXOLFi1azGwwCecGFSZOnHjDKqus8tWs/5MWjTDGHIwcbpb3SfsWLVq0aAEURfE54CMICbk2hZwG4s4JfA14B3CPTRSyBmJ/Cvg4khi5LiVhFog7G/ANYA7gAZto+AnEXhD4FJIYuSEliR+I+3bke34n8LBNNEYHYi8AfBZJjNxkE8yvgbhvA74KzAs8YRMbyARivw9YCEkK3GoTjCg1sb8CvBcpxtyYUvAKxJ0X+BIyCPmOlGJoTeyFgA8hSaPrUxLigbjzAP8HzArcbdPNM1WxPwN8FEnOXZdSpAvEnQN5VmYH7rWJzZYCsT8JfBIpvF6XkjCrgjFmVmRPmhN40JuC+oKiKD4KfBopEN9gE4xmgbizAF9H9qRHbaIhIBD7g8DnkT3p7zbB/BqIa5A9aT7gSWttUqE8EPs9wBcAg+xJ6sJDTewvA+9DRGnX93FPejfwZWAWZE9SC9VrYltgAaRAfF0f96S5kOd7VuAfqcWSQOxPAx9DCsTX2QQjaSDu7Mia54D/Z+/MA+Morvz/bd23bEm2ZdaBQEIwuMWVYAwGggkkEILNZcCB5TSEsATI/tgly4YEvAlngBBuMGBsjoTTEAwkAbLxArHDjYYrHOa2bOuWrFvTvz9qWnN4RtPV3aWpkr6fvxh1+VHT3fXmfd971Y2P/DaVZLC9HYCvQxRm/uGnmSmD3UKI9V0O4DPb5wtDMtj+CoCZED7pFT+FxQx28yDO8yQA622fL1ZLh2VZ9YgXC2r9PJgsHZFIxGpoaIgCQGNj47dsn5u5M9iuBbALhE+K2D42x41iexcA9RDFmJdsHxvFM9itgog58gG8G6BBI51tVwd1QayVsHVQEYAPDNFBxRDrW7UOesn2sdEsg90CiDlXAPiCOihJB71h+9iIMoptJTrIsqwaxDczT3ccR7oYmokUHfSPEH1Sog561/a/eSad7R0hfJJKHfSB7fNhSxlsfx3AdghZB8VyM7MhdNAnts+HUmawvQ2Ab0CtDvrCbyNMBttbAdgJwie95qfpO4NdlTpoCoQOAtTpoFaIaziRdVAFxDVUooMaGhreBYDGxsbikHXQbAifRB2tbKMgAAAgAElEQVSkTgflQ/j+aoSsgyKRSD1EbsaByM2EpoMgfmNrATSHrIMSczONto/NcaPY3hXANIjczMshxhzVDQ0N7QDQ2Ng4w/bxMLVRbM+C8EndUKeD3rd9bujLYPsbAL4KtTpone3zZc0ZbG8L4ZNC1UGWZRUgvmFplt8HRKUjEonMaGho+AwAGhsbq20fm18z2E3MzTTZPh+kmcH2NAA21OigbwKog1k6aOeGhoY3AKCxsTHfBB1kWdaOiG9MKfLzYNF0xHTQbIgadeg6qKGh4X0AaGxsLDVQB70UYo1aqQ5qaGj4AgAaGxsnh6yD9oCa3IyrgxyImMMEHeTWqPMBvKWoRq1SB6mqUfdA9M2E5ZMSdVDYNWpXB/VBrG8VOuhT2+cmxAy2E2vUqnSQihr1ThCbPMKuUbs6aJMtHpwRCqbqIAC7Q/ikdxTpoC6ItRKWDiqH8EmqddDaEHMzxumgWD1oT4h60Ge22DwdCpFIZAZEbmYIoh4Umg5qaGgYBoDGxsZdDdRBzRDnI6yYowYi5lBRo94ZwHSoqVHvDqAA6mrUJvXquvUgY3p1LcvaBvGNlBWxjayBUd2r29DQ8DkANDY2TjKwRm1ar65KHRR2r64yHWRZ1kzEX/AXZm5GpQ5S0qs7hjoo1Bp1Q0PDEAA0NjbubGCvrqk6aEL36lqWVY74A7++6jhOmDVqVweZ1Ku7LURfXD/U6aBPQ65RJ+ogI3p1U3RQ2DXq3RHTQezVVaeDLMvaCfEX1xQ6jhOKDrIsqwzxBwJtF3uwfCgo7NU1dc8ie3Xjtk3WQXkQOkhVry73LKrr1VWpg0b2LJqig6Buz2Jir64RexYty5qC+INip/p5WGIm2Ksbx7KsCsQfMhq2DjJyz2JDQ8OHANDY2Fg2wXt18yDmzF5dqNdBDQ0NrwOh98VVNTQ0dMTsfiXketCshoaGSMx2oSG9umOxZzHUGrVlWV9F/EVr5Y7jcM+i0EGh9upaljUN8Rfi1MVezBoKJvbqWpa1M+IvXMj386K5DHYrEX/B09axl1WFgspe3YaGhh4AaGxs/FrYvbowe8+iMb264J7FRNtKdJBlWZMQf0HjVo7jhFmjHos9i2HXqHdA/KWjxX5efpkOU3t1GxoaBgCgsbFxJ0N0kMpeXVcHGdOra1lWHcTD+QFgmuM47NVVs2dxrHp1jdBBint1ZwOohLpe3WEIn8Q9iwp6dVXvWYSaXt2xenZLaL26KTXqr8Ve+hcKKb26LynSQWHXqKmD4nbHas9i2DVq7lmM2+WexWTbiTVqI/YsWpa1NcSLUQGg0nGcUGrUlmXlI/5iuJ39vmA6HRFD9yw2NDRsAoDGxsZpYfbqWpa1K+Ivlgwt9zoGOmgGhE+a0HsWLcsqRvwlyN9wHCfMetC2iL/cNex6kHF7FqFIBxFCyHiAL5wjhBBCCCGEEEIIIVJYluUAgOM4lgl2CSFEN+jvCCFEX+ijCcktXIMkEyrvDd53YwOvYTKcM8kEzzMhhBBCTIaxDCG5x8R1aOKcifnwvjMbXj+SC3jfEUL8wH5rQgghRA38LRwbeJ6T4fkgucBETcG1MjbwPI8NJp5nE9c350zI+IVrJRmejzg8F+bDa0gI0Qn6pLGB55kQQvSFObCxwcQ8JhkbeG8QQgjJNXm5ngAhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEkPTwhXOEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQoil84RwhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEaApfOEcIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghmsIXzhFCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKIpvCFc4QQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBCiKQWjHezp6XGC/g8qKytDsUMIIYQQQgghhBBC9EJVzoe5JELIRIH+jhBC9IU+mpDcwjVIMqHy3uB9NzbwGibDOZNM8DwTQgghxGQYyxCSe0xchybOmZgP7zuz4fUjuYD3HSHED+y3JoQQQtTA38Kxgec5GZ4PkgtM1BRcK2MDz/PYYOJ5NnF9c86EjF+4VpLh+YjDc2E+vIaEEJ2gTxobeJ4JIURfmAMbG0zMY5KxgfcGIYQQlZSVlVmZjuWN5UQIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhHiHL5wjhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEE0pyPUEwqS8vBwAsHnz5hzPhBBCiO44joPNmzejq6sLQ0NDyMvLQ1lZGaqqqpCfnx/I9uDgIDo7O9Hb2wvHcVBYWIiqqiqUlpbCsqxAc+7p6UFXVxcGBwdhWdbInAsKgv2kDw0NobOzEz09PXAcBwUFBaiqqkJZWVngOff29qKzs3NkzqWlpaiqqkJhYWGgOQ8PD6OrqwubN29GNBpFQUEBKioqUFFREWjOAEbmPDAwAMuyUFJSgqqqKhQVFQWec3d3N7q7uxGNRpGfnz8y57y8YO8B7uvrQ2dnJ/r7+2FZFoqLi1FVVYXi4uJAdqPR6Mich4eHkZeXh4qKClRWVgaec39//8icHccZmXNJSUngObvr251zeXk5KisrA6/vgYEBdHZ2oq+vD47joKioCJWVlaGs73Q+qbKyMvD6HhwcRFdX18j6LiwsRGVlZeD1HY1G8dRTT2HZsmVYt24diouLceCBB2Lx4sX4yle+EmjOQ0NDI3N213dlZSXKy8tD8UldXV1J67u6ulp7n9TV1TWyvsPySdFoFF1dXUp8UuL6BoCioqLQ1rcqn5Rufbu/30FwHGdkzu76DssnqYw5En2SypgjLJ+kMuZQ5ZMAdTFHa2srVqxYgZUrV6KzsxNTp07FokWLcMwxxwReh27M4bJp06bQYo6urq6Rz19++aUSnxR2zJHqk1TGHGH5JOqgOKbqIHfOpvgkE3VQd3c3fv/73+OBBx5Ac3MzampqsHDhQvzwhz9EZWVlINuuT3LZuHGjkTpIpU8KSwel+qSwYg6VPmmsdJAJuZkXXngBS5cuRWNjI/Lz87H33ntj8eLFmDVrViC7qnVQR0cHBgYGAAgdVF1drXVuJnV9FxcXj+Q5gjCWOkhFbsalra0tFJ+kUgel+qSJroOWL1+Oxx57DJ2dnZg2bRoWLVqEhQsXhqaDVOReXT86PDysLDdjmg5y2bBhw4TXQZ2dnUblZv785z9j2bJleP/991FUVIR58+Zh8eLF2HbbbQPN2dVBLuvXrw/dJ7k0NzeHpoMS4yQTdFDq+s7Pzx9Z32H5JBcVOsilvb3dGB3kElbMMRa5GZfW1tZQfVJvb68SHWRqjdolLJ+kUge5PsnVQSbUqKmDkuesKjczljrInXPQ9d3U1IRly5Zh1apV6OnpwYwZM3DiiSdi/vz5gWxnqlGrijlcP6pzzDEWNWrVOsidc9D1/fbbb2Pp0qV44YUXMDw8jFmzZmHx4sXYd999A9lN55NM0EGsUccxtR6UWu81wSep1kGm98WFoYMGBwexcuVKrFixAl988QXKy8vxgx/8ACeffDKmTp0a2LYKnzQ8PIwnn3wSd999N9atW4eSkhJ897vfxWmnnYYZM2YEmnO6GnXYOsilpaVlwuogE2vUJvbqqtRB77//Pm6//XasXr0aQ0NDmDlzJk499VTMmzdP23qQql7d8VKjDrtX12X9+vWh+aR067u6ulrr3MxY66CJ3qvr0tTURB3EXl0AZuZmurq6cP/99+PBBx9ES0sL6urqsHDhQixatAgVFRWBbJuog9577z3cfvvteP755zE0NIRZs2bh1FNPxbe//e1AdjPFHGHmZlzC9Ens1Y2TLjfDPYvUQe6cx3rPYllZWSC7Ju5ZHC86yJQatYo9ix0dHbjvvvvw0EMPob29HXV1dTj22GNx7LHHjjwPxi/pelBM69UNSwf19/fj4Ycfxr333oumpiZUVFRg/vz5OOmkk1BXVxfIdmrMsWHDBmU1anetmKCDXMLKvVIHJcNe3eQ5uz7JJey+OBcVvbouYesg7llUXw8ytUatslfXJcx91OzVjTPWPinMXl0XU3Iz1EFxTH12i6l7Fl02btzIXl3D9yyG1avr+iSXsPYHmdqr+/e//x1Lly7Fm2++iby8PMyZMweLFy9GQ0NDILtjUaN2CTPmUNWry2e3JM/ZxD2L7NVNnjP3LMbhs1vijMWzW1xM0UGqe3VN3LMYtk/insVkIpEIli5dir///e+IRqOwbRuLFy/G3LlzA9lVrYM6OjqMeq6uyTpIZW7GJeznJLi4+4NU9eqasmfRRYUOcuno6NBeB/G5unFcn+TS1NSkfY16vOigsHIzhBAyXrAcx8l4sKenJ/NBj6xZswZz5swJasYTfOEcIYQQLwwODqKpqQmDg4NbHLMsC1OnTvXdtN7R0YGWlpa0x0pKSjBt2jRfInh4eBhNTU0jL+5Jpa6uDlVVVdJ2AbFhcNOmTWmPFRUVob6+3pcIjkajaGpqQl9fX9rjNTU1mDRpkrRdQPzWb9y4EenimMLCQtTX1/sSwdFoFBs3bkRPT0/a45MmTUJNTY20XUAI3w0bNiAajW5xLD8/H9OnT/clgh3HwaZNm5KSRIlUVlairq7Ol3Dv7+9HU1MThoeHtziWl5eH+vp6X0kux3HQ0tKSlLxIpLy8HFOnTvU154GBATQ1NWFoaGiLY5ZlYdq0ab43WrW1taGtrS3tsdLSUkybNs1XsmFoaAjr16/P6JOmTJnie/PuaD6puLgY9fX1vnxSc3Mzjj76aLz00ktbHMvPz8c111yDxYsXS9sFxMs9Nm3alHF9T58+3bdP2rBhA3p7e9Menzx5MiZPnixtFwB6enqwYcOGtHMuKCjA9OnTffkkx3GwcePGjPqmuroatbW10nYBkWxvamrK6JPq6+t9Jd4dx0Fzc3NSkSCRiooKTJkyRYlPmjZtmu8kdktLCzo6OtIeKysrw7Rp03zNeXBwEOvXr8/ok4LEHO3t7WhtbU17rKSkBPX19b59UlNT00ihNZUpU6b4ftFOZ2cnmpub0x4L4pOyxUm1tbWorq6WtgvkzicFiTmee+45HH/88Wl/Z7feems8+uijmDlzprTdVJ/kNik2NjYCAKqqqlBbW+trrST6pFS7+fn5mDZtmpKYI4hPGhgYwPr165X4pNbWVrS3t6c9VlZWhqlTp/pa3yp1UDaf5FcHqfRJ1EFxqIOSee2113DkkUdi48aNWxyrq6vDgw8+iNmzZ/uac6JPSvV31EFxdNVBKnMz3d3dae85ILhPMk0H9ff345RTTsFjjz2W9vi5556LSy+9VNoukDsdpGNuBsidDgrik0aLOYL6pMSYI9VHUwfF0TU388wzz+CEE05Iuw632WYbPProo9hhhx2k7WbLzYSlg1LRNTczVjoodQ2aqoN0zM2o0kHt7e049thj8fzzz29xLC8vD7/+9a9xzjnnSNsFknVQ6r0Rpg5KtW2iDgrik8aqHqRSByXaNkUHpc7ZBB2Ueg1Zo44TRAdl80lB6kHZfFKQmMO0GjUwug4K4pNU6iCVPilTzBHUJ5mogx5++GGcfvrpaW3vuOOOWLlypa+Xy+QyN1NfX+875qAOiqNSB/3iF7/A1VdfnfbYoYceiuXLl/vyd9RByYzmk4qKijB9+nTfPmnDhg0ZY44gPsnUelBTU1Na7RbUJ6nSQX19fdiwYQP74mKMVqMOEnN8+umnOPzww/Hee+9tcaykpAR33HEHDj/8cGm7gLpe3Y0bN+Koo47Cq6++usWxgoICXHfddTj55JOl7QJjp4NS1yF1UBzqoGR09UlXXnkllixZkva+O+CAA3D//ff70isqczO50kFBa9Sm1YMSdVDYMQd7dePkslc3SD1oLHp1U+87E3VQUJ+kSgeZ2KtrYm7mpZdewtFHH532/pgyZQoefvhhfPOb3/Q1Z5W9uqPFHPX19b590pIlS3DFFVekPXbwwQdjxYoVvuKZ1NxMaswR1p7FdD5JVa8u60FxdM7NmNaryz2LybBXN06udNBE69VVqYNefPFFHHvssWnrCfX19Xj44Yex6667SttN1UGpv4UqfZKOexY/+ugjLFiwAB999NEWx8rLy3H33XfjkEMOkbYLUAclkq1vxkQdxBp1nKC5mbHas5h435nSqxumDuKexTi5qgdNdB00ljHHRO7VTZ2zCb26qXPWVQep9EmjxRxBfJJKHbRhw4aMPknXGrXpexbD9EnjoVc39XxMnTrVuBp1WDoo3f6giaSDBgYGcPrpp+Ohhx5Ke/yss87ClVdeqZ0OGi03o2uv7nh8douOuRlVMUe2GjV1UBxd9yyOVa+uKc9uUdWrO1b1IOog8/cspqKrDjKtRg0AP/vZz3D99denPXb44Yfjzjvv9HU+TNVBqnyS6ToolTB1UKqPNrFXV9d60FjpIFX1oFSog5IJq0YddpyUqIPCrFGr1EGqenUT9yymEsQnEUKIiZSVlWUMOvj6TUX853/+J2644YaRz/Pnz8dZZ5018vlnP/sZfve730nZvOGGGzIKdUIIId5wk7XpBCoQbxDJlMwdje7u7oybJIB44UMWx3Gwfv36jAkoQLz8yc8LV3t6ejImxYF44WO0F9RmItt5bG1tzdjUMhruecw0Jzcxmi7Zk43m5uZRf2vb29szJk5Gwz2PmeY0PDycMZmbjZaWloxJcUAUPjIlTkbDTdamS4oD2dfSaLS3t2dsogZEEiJTMnc03GRtpvPoru/R1lImOjs7MybFAZGEyPRygNGIRqMZk+JAPDGaKXEyGtl8klv4kF3f0WgUxxxzTNqXzQHiOpx33nkZXw4wGu55zLa+/fikbOexra1t1PsyE/39/aP6pGxraTQ2bdo0qm/v6OgY9b7MRDY/GcQnZfPt2e7LTLjJ2mw+KVMydzTa29szbtwCsv9WZsJd36P5pI0bN/qKOTo7O0f17UFijmzncdOmTb50aTbf7tcnefHt2X4rM+HVJ/mJObL5pGz3ZSYaGxtx7LHHZvRnn376KebPn+8rNsgWb2b7rcyEW0AazSeN9vs+Gtl8u1+f5PpJFT6po6Nj1HgziE9SpYOyxZs6+iTqoGSynUfVOshPnORFB/nxSV988QUWLFiQMbZvbm7GEUccgY8//ljatkodlC3moA6KEyTmGK05CAiWmxntPAb1SbnUQX580tlnnz2qnrzuuuvwm9/8RtquFx3kN+bI5tuD5Gay6aDR1tJo5FIHBfFJo51HtylVFjf3Sh0kyKUOamtr86WD3nzzTRx33HEZ1+Enn3yC+fPn+4oNvOggP3GSFx3kNzfT1tamJDejUgdlizeD+qRc6aCmpiZpu6bqoEWLFqV92RwgrsN//dd/4f7775e260UHjbaWRsOLDvLjk3Kpg/zmZlTWg7LFmzrqoGx5d1N10GhrKROqdVAuczN+dFBfX9+ocVIQHZStRp0tZ5gJLz4piA7KVY3arw7KFm9u3rxZSx2UzSep0EFBfJJKHZTNJ/nVQatXr8app56a0fY777yDBQsW+IobTaxRm6iDVNWoVeqg6667LuPL5gBg1apVOPPMM6Xt5loH6VYPyuaTVMYcLS0tyupBuuogFT5JlQ5yz+N41EEqatS9vb2+4qSenh4sWLAg7cvmAHG/n3zyyXjxxRelbavq1R0eHs74sjlA3M9nn302nnzySWnbudZBKnzSRNNBJvbqqtJBKnt177zzTlxyySUZ77vnnnvO10sfXR2kKjeTKx3U3NystB5kWq/uaL/vo6GyV9c0HZTrXl0/cZLX3Ax1kMCvTwK86SA/Pilb7lXHXt2BgYGc5mb8+KRPPvkERxxxRMb7Y9OmTTj88MPx2WefSdtW3as72vr265NuvPHGjC+bA4Cnn34aZ5xxhrRd1b26qvYsZjuPptaD2KsrUN2rq5sOYq9unFzXqHXr1c2mg9yHuU2UXl1VOuiDDz7AUUcdldE3NDU1YcGCBVi/fr207Vz26uq2Z7GzsxOHHXZY2pfNAcLXHX/88RnznNlsUwcJ2KubTK5r1LrlZrhnMXlOrFHHUamDRnugOUAdlIiOexapg5Jhr27ynEzt1R3tPPrt1VWtg1TUqFU+J2E87llkr24yE6lXN9c6SLde3Z/+9KcZXzYHADfddBMuv/xyabvcs5jMeN2zOJF0UC7rQbr26pq2Z5G9unG89OqaqoNkMVkHsVdXMF57df3qoKuuuirjy+YAYOXKlTjnnHOk7ZpYo1bZqzueddBE6dXlnsU4XvPFqnRQkF5d6iCBqb26KnWQql5dVXsWCSFkvMEXzilizpw5WLt2LQARELW0tOCdd94ZOb527VrstddeUjZvvPFG6QCEP3aEEJJMd3e3p0SebHHDcRxP/6avr086wdXT0+NJ6PtJjniZ88DAgHTS3ev3bGtrkxbAXr7n0NCQdNJ9YGDAk2hub2+XFsAdHR1Zv+fw8LD0nIeGhjwl8jo7O6Vjgo6OjqzfMxqNSov2aDTq6Rp2dXVJJ927urqyJvIcx5FeK17Xd09Pj3TSffPmzUp8ktd/09/fL+2T/vznP4/EuZlwHAeXXnqplF3A25wHBwelE1x9fX2e4mi/Pinbv/Hjk7x+Ty9rNRUvc45Go9KFguHhYWU+ycu/cRxHmU/yGj8kotInefk3vb290kn3zZs35zTm6O/vl9a8Xr+nHz/q5Xv68Ulev6eXtZrKNddck9X2F198gbvuukvKrlc/5scnqYo5hoeHPf2bzs5O6UKgV5+kKubwulYTMVEHef2equIkPzqot7c35zpI1id5/Z5+fJKXf+M1fkjEqw7q6OiQjjluuummrEX89vZ23HDDDVJ2VeugXPoklTpIZczhJzfj5XuqijlU5mb8rG8vfsyPDvrwww89vYzm2muvlY4bVfkkHXSQ7FrRQQf5iTlU6SCv35M6KM7g4KC0T1Kpg66++uqs/u7zzz/HsmXLpOwODg568mN+88XUQXL/xq8O8vI9VcVJpuogWZ+0evVqrF69Ouu4yy67zFfMkQ0/uRmvsZWqfLFuOkhlPcjLv/ESP6T7NyryxV59kh8dlOuYw2+NWpUOynWNWlWew9QatR8d5DXm8KODsn1PvzrIy5z96CAvsZXK3IxKHaRTjbq3t1eZT7r88suzXsN333131Ac7pMOrDlIZc/ipUZuog7zmZlTpINk59/X1jfqyOZcHH3ww40uaMuE1ttLJJ+VaB6nMzfjNvWZDpQ4ytR4k65O8xBx++mZU6iATczMPPPAA/vnPf446ZnBwcNSXPKRDZW7mySefzPoQZpV9cezV3fL/r4sOUtmr69UnTYS+uKGhIVx22WVZxz311FPSD0wfzzpIVT6JvbrJqOyLU1mj1kUHyfgk2ZiDOkj+3+hWo1blk1TWqFXlZlT26t5www1Zz3VraytuvPFGKbte4xSdatQDAwO48sors4579NFH8dZbb0nZVtmr6+V7TpQ9izr06vrRQV5zMyr2B+mmg0zds8he3Ti51kE6xRyqczOm6aDf/e53WX1Hc3Mzbr31Vim7Xv2Yn74ZHXSQrE+655578PHHH486pr+/H1dddZWUXe5ZTEaHXt2JoIO81qi5ZzGOjnsW2asr92/86iCvPol7FgUTqVfXRB3EXt043LOYjKo9i15jK51yM6p7dcfrnkWd6kHjuUZt4p5FnXp1P/30UyxfvjzruOuuu046BqMOiuPVJ/nRQTrUqE3UQezVjWOqDtIlN6PDnkXqoDi66SD26sZhr+6W/8bLnkVZn7R582Zce+21Wcfdd999WLdunZTtXOugnp4e6iDJ/7+ff6OyHqRbjTrXexbZqxuHvbrJmNqrSx0k8BNzEELIeIQvnFPEXnvthTVr1gAA3n77bey0006oqKhAW1sb+vv78d5772GXXXbBtddei3333RezZ8/Gr371KwAiGDnyyCOx55574lvf+hYeeugh3HTTTVi/fj0OOeQQHHLIIQCAZ555BvPmzcPee++NE044YeTHeMcdd8Rll12GAw88EI888ggOPvhg/PznP8d+++2HXXbZBS+88EJuTgohhGiA18REb2+vlGjv6+vz3MwgmxzxOr6/v1+qUDAwMOB5vOycvYqtoaEhqaTc0NCQZ8Gs6jxHo1Ep0R6NRj0LZlmR6tWu4zhSot1xHM/no6urS0q0b9682fN4Vddw8+bNUoWCnp4ez+Nlr6HXOcv4GNnxsuf57rvv9jQuEong5Zdf9mx3cHDQcxJP1b0xPDws5ZOGh4c9Fw5V+iSZ4qWMP5Cdc3d3d87Xd3d3t1ShYPPmzZ7Hq1rfPT09UjGHTIyi6jz39fVJFQr6+/s9j1c1Zxkf44736g9U+iSZmKOjowMrV670NNarL3fxOmc/MYeMTzIx5jDNJ/nRQbn2STrpIK/jh4aGpHySjA5SdW/Ixhwy4/3EHF7w45PuueceT2Pvu+8+qfhchzhJpQ5SlTPo7e3VRgd5HS/jY9zxXv2BqvUtm5uRiVFk58n/hsMAACAASURBVLx8+XJPa6W9vd1z3API5Wb83Bte5iyTa5Gdi0odpGrOMj4GoA7yO16lDlLlk2R1UFtbGx5//HFPYyeCDpKJOWSbvHTQQapiDtncjC46SMYnycQosuvb69r68MMPPb2YzkUmRtEl96pSB6n0STIxhyqfpDJO0kUHyeRmJoIOUuWTdNBBOvkklTrIC7I+Sca2iTpINjfT29ubc5/kp0btNUZRtb5lddDHH3+Mv/3tb57GqtIUsjpIhxq1Tj0oKnWQ1/tU1if98Y9/REtLi6exqu47lTVqVetbVgeZmJtRqYO8XhcZHwOMfx2k0ifpUqNW2Re3bNkyT+OeffZZfPbZZ57tysQoqvIcr732Gt544w3Pdtmr62+8yl5dnWrUXq+hqX0zMjroL3/5C7788ktPY736GBcTe3W93hsyNWeAvbp+x/vp1ZWJOWTQoR4kq4N6enpynpuhDvI3Bxev31Gm5gzoUQ+Szc3I+ANV94ZszDE0NIT77rvP09h7771X6vfbRB20atUqNDc3exqrKubQac+i1/uUvbr+5iA73o8OUuWTTNyzqItPYo1afg4u1EHJ43Mdc8jqoL6+PvzhD3/wNFa2/qHD+tZpz6LX87dq1Sps3LjRs12VvbpevyN7df3NQXa8TjVqlTGHDr26uuggHfpm2Kvrbw6y47ln0d8cXHTQQSb26lIH+ZuD7HjuWfQ3B9nxpvbqmqiDVGmKidCrKxOj6NKra+KeRZU6aMWKFZ7WSldXFx5++GHPdnXJveqyZ9HEGrWJOkimfqSLT2Kvrr/xE0UHycQcqnp1VeogVTVqVetb5Z5FlbkZE3t1ddFBqnIzMnORjZMeffRRTy+Eikajnl46nDoXL0wEHWTinkWVNWqZmEMXHSQTc6jq1e3s7DROB7FXN5mJ0KtLHRRHpQ4ihJDxCF84p4jp06ejoKAAn332GdauXYs999wTe+yxB9auXYtXX30Vtm1j9erVIw9WW7NmDV577TU8//zz+Mtf/oLp06dj7dq1ePnll3HQQQfhrLPOwvTp0/HUU0/hqaeeQnNzM6688ko88cQTePHFF7Hbbrvh+uuvH/n/FxcX45lnnsHChQsBiB/11atX44orrsCll16aq9NCCCE5RyaxJDNWRtDK2NVlHrJzlpmHDmMBdedjeHjYc6JIZqzsPGTGOo7jOVHkOI5UklnV/azSti73nS7re926dUrG6uKTdLiPZOeh0ifJJJlVnbtoNOrZz8j6JF2uoap5MObwb1uXe0Nm7BdffOG5ACHjn2XnIXM+ZPxMNBrVwic5juN5vMxY2Xno4pN0Wd86+AJZ2+PdJ8nEHENDQ8p0kMz56Ojo8PwgmY6ODs8PBJadh8prqEq7mbi+GXP4H6tyzjIxyscff+x5rEodpOp8yOogVXESNYX/sYw5/M9DFx2k6nyo1EGq7lFZHcSYw99YXeahy++3iTkwGW0jq4NUxhw65GZUXkP6JH92ZW2bGHPo4HNl5yEbc+igg2TOh6k6iOvb3zx0mbOq2rfsPHS4j1TOQ8YnRaNRbfpmVNWoVcXQgB73nS7r20RNYeLvlUodpOp8mKiDVNaodcgZOI6DTz75RMk8JkKeQwd/rksOjL26/uehi/7WJT7X4bde1raJMYcOsavsPEzs1dVFB5nok3S570xc3zr4AtXzkNFBMqi6hq2trWhvbw99rOw8dOnV/eijjzyP1SU3M97XN2MO/2Opg5LR5RrqsK5kx5u4vnXwBbK2dbiPZOchM3bTpk2eH6S3ceNGqQeJqTp3pu5Z9JoXGR4exueff+7Z7nhf34w5/I9VlQOQHW9ir64uOogxh37z0GV96+KTTKxRq+zV1SXm0OG3wsSYg+vb/1gTf6906dVVqYN0qGEBeqxvxhxjMw+dYg4VcwDk6hQyvRGm9upyz6K/eXB9+x9rYq+PSh2kcn+Qab26gPfzoVOvLmMOf/PQRVOY6JNMrFGrrAep7HvV4V4ycX3roil0+L1SOVYXjWyqDmKvrvqxgB5z1iXmMNUnqdJBhBAyHinI9QTGM3PmzMGaNWuwZs0a/OQnP8GXX36JtWvXoqqqCnvuuSeeffZZPPvss9hrr70AiLeCf/jhh9h7771x4YUX4uc//zkOOeQQzJ07dwvbL730Et5991185zvfASB+iGfPnj1y/Oijj04av2DBAgDAbrvthk8//VTVVyaEEO2xLMvz2Lw87+9llbErM1albVXfT3a8DmMBfa63DLzeW473KvJ1mrOKsSqvd2lpqZKxqr6frG0dxsqOH+/r28Q5u+O9+iRdfoN0OHdc3/7HqvLPsvPg9U5mvK9vme/H6z0282DM4X9sSUmJ57GAulhXFx003q/3RPBJOsxDds4y61BmLK93MqrXd65zMxPhejPmiEMdpN9Y2fGMOcZmHib+futyj/J6+x/PmGNs5qFLzKFDfKLS9nj/vdJlHvRJYzMWEOfD60YTXeZMTaF+rKnzULm+ZVCVi5bNW3N9+7Ory1oZ7zGHZVlanA9dzp3s9zMx5tChx0xlnqO4uFjJPHS5R8e7RpZFlznrMo+8vDzPD/mRsa1LfM7fIH9jZeehw1iA1zsIOl1DrzqI19ufXdnxOozVZR66aGTZ300danqyOmi85wTH+/pmzDF289DhGuoyZ5X1oPF+vTnnZHS43rrEHLIxhA75NROvNyBiFK8v7FPVb23i+p4IMYcOv9+63BsT4XqP92vI652MDtdbl3uD13vs5iGjg3T4DZIdr8NYQI/rzZjD/9iJ4JN0uN7u+Fz3zfB66zdWpe3x/twu2fH052MzD8Yc/sfr8P1U2vbTb6piHrqcu/Eec+hy3+kyZ65vf3Zlx6s8dzKYeL1l6jB+elBM80ns5Ysz3te3iTG07HgT9yzqsr51mbMO8+Ccx26synVICCEmoG7nEMGcOXOwdu1avPXWW5g1axZmz56NtWvXYu3atdhrr73gOA7OP//8kZfSNTY24qSTTsL222+P559/HrNmzcIvf/lLXHbZZVvYdhwH8+bNG/m3r7zyCm6++eaR42VlZUnj3abL/Px86bfxEkLIeCLVP2YiPz8fRUVFnu3KJPC8zkF2vGVZ0g+88JrEUDVnQO7cFRUVIT8/P3S7suNlvl9BQYHne6msrExKpKo6z5ZleR5fXFzs+ZoAcnNWdd8VFhaisLDQs10d1ndeXp7UJpqSkhLP95LsnL/73e96trvPPvt4tltSUuLZJ+myvgsLC1FQ4O0d3rr40fz8fM/3UmlpqXE+qaioyPM1AfTwSQUFBePeJ8ncS7LrWyZOkrEt8/umcn3LjN12222xww47eBrr1Zf7mYfMeZa5l2R+JwA91rfM7wSgx/qW1UEqmx5U6SBdYg5VOkiXmENWB8mgan2XlJRgv/328zR2zz33RHV1tZJ50CfFkYldAbUxh9fxfmIOHXIzuuggmRhFZqzM75tKHSQzVmVuRof1LauDVP1eyYzXSQep9EmmxRzbbbcdtt9+e09jVeogmbHjXQfJ5mZ08Ekq60EqfZKsDsp1vrioqAj777+/Z7um6iCvv2+6xHYy95JM7Arosb5l60E6xBwqdZDseZaJOcZ7jVqXepCqGrWsDlK1vqmD/M9jIsQcqvLFu+++O+rq6jyN1aW2YqJPUlmjVumTVOkgVTkwQC7mMK0vTqe+GR364nRZ3zIxty69PjK/bypzM6rOh0odpCpnUF9fj5133tmzXZU6yOucKysrMXfuXM92TdRBMr9vqnoBZMfq0quriw7SwSfJ6qDvfOc7nteKqvjcxJhDZW5Gl/Uto4N0iTnYq5uMyphDlU+iDvI3XmWNWpf1LRNz6xLbVVZWYq+99vI0dp999kF5ebln2zqsb9m+uIMOOsjzWjnooIM82wX0qFHrEnOM915dXXySLr26sjGHTI3axD2LJvbN6FKjVhlz6OCTdOnVVbW+p0yZgt13393T2AMOOEALTSGrg3TxSV5jlG222QYzZ870bFcHn8Re3WR0Wd+69MVxz2IcU2MOXXp1VeqgXPfyyY7VpUZtok9ir24cU33SRIg5TKtR66KDZOtB3LMYR4f1bWqv7kTIzTDmiKNyH7WMDtKhV1dmvMoatcr9QbrooPG8fwAwUwfJ1oNU9erqoINkczM6+CTuWUxGlxo1dZD/8dyzGEdWB33ve9/zPFbV/iCVOkhVHtPUvjj6JH92Zcfr0qtr4p5FHda3zO+EjF1Anxq1Lj7JxNyMLnsWCSFkPMIXzilkzpw5eOqppzB58mTk5+ejpqYGHR0dWLt2LWbPno0DDzwQy5cvR3d3NwDgyy+/xMaNG7F+/XqUlZVh0aJFOPfcc/H6668DACoqKkbG7rHHHlizZg0+/PBDAEBPTw/ef//93HxRQggxiKqqKk/jKisrpZIB+fn5qKioyDrOsixUVlZ6tgvIzVmmaJKXl+d5Ll7n4FJRUeHp/JWXl0slMCzL8jwXmYf/A2LOXgRwSUmJVAID8H7+ZM9zaWmpJwFcVFQkLYBVzbm4uNhTMiU/P1860eD1msuu78LCQk9zycvL8+QHEpE5z7r4pFNOOcXTGjjmmGMwadIkz3Zl5iJ733m95mVlZcp8kuycy8vLPfkkr2vKz1xU+aTCwkJpn+R1fcvOuaioyFMBJz8/X2rzvMxcZNd3QUGBp7noFnN49Y+q1rfXNeWi0idVVFR4On9e11Qip59+uqdxZ5xxhpRdr/6xuLhYqigKqFvfXmO2goICZXGSbDzqNWbLy8vTyiepijm8jjfVJ+kSc8j4JJ10kJfz5/V3PpEzzzzT0zhZP+o1ZisoKJDWQarWtw46yE9uxmucJHvfeR3vdU25qMzNmKiDFixYgPr6+qzj5s6dC9u2pWyrijlU6iCVuRkTdZAXn+Qn5pDJJ+kSc3g9fybqoLKyMikdZFmWUh2kKjcznnWQn9yMVx2kS+5Vh9yMyphDds4nnniip2u4YMECTJs2zbNd1blXVTpIZcyhSgepynOUlJRooYNk8Bqz+fFJqmpYMjrIRJ80EXIzXmM2lTVq2fVNHeRvLjrpoFz3zbi2ZfA6XlYHFRUV4ZRTTsk6TkZ7uKjUQarWikodpDJf7MU/6uSTZs6ciW9/+9tZx02ZMgVHHnmklG2ZeFSVDlKl3UyMObz2ornoooNka9SqYg6vuWuVOshPbkaVDlKlN2V0kGycdMYZZ3haK6eccorUfadSB5122mme7rtFixZJ2dbBJ/nRQV7nLLu+ddBB7NWN40cHqYo5tt56a3z/+9/39P8/7rjjPNt15+J1nGk6SKeYQ0YH6bJ/gL26yYznXl3ZPIcO9SCd9gfp0KvrZ39QrnWQn9yMql7dH/3oR57GydbVVdaoVfmk7bffHgcccEDWcbW1tVi4cKGU7VzHHLr5pPHcq8s9i3H86CBV61vlnkVVMcd479VVqYNMi5N06tWVyc3I6iCvsYTX2MSFOigZr+fvtNNOk1orpuog9urGUaWDVNeouWdRfi4q9yxOhF5dlXsWVfXq6qCDdNqzyF7dOLr06lIHCbhnMRlTdZBOPom9uvJz0alXV4c9i36023jVQTr16h566KGYMWNG1nF77LEHdtttNynbKvcP5FoHqdqzKNP34aJDry73B8XRqW9GZa/ueNZBOvXqcs9iHB32LJraNzMRdBD3LMbZeeedsddee2Udt9VWW+Gwww6Tsq0y5vCqg3TKzbBXN3kuudZBE6VX17Q9iypr1KpiDh10kKkxhy65GRP3LBJCyHiEL5xTiG3baGlpwezZs0f+NmvWLFRXV6Ourg4HHnggjjnmGMybNw977LEHjj/+eHR3dyMSiWC//fbDnDlzcOWVV+KCCy4AAJx66qk44ogjcMghh2DKlCm49dZbcfLJJ2P27NnYf//98c9//jNXX5UQQoyhuLgYNTU1o44pKSmRekmSS21tbVbxMmXKFClRBggBXFdXN+qYoqKirN8rHZMnT86axPDyvVLJz8/HlClTRh1TUFCA2tpaKbsAMGnSpKxJjMmTJ0sniizLwtSpU0cV116+VzoqKyuzJjGqqqqki1Ne5pyXl4epU6dK2QWEaM+WEKioqJBOBANiHYyWELAsC9OmTZNKFAHe1m5paamvZEBdXV3WIk6275UOL2u3uLjYl0+qqanJuna9fK9U6uvrcf3114/6XXfaaSf86le/krILeFu7tbW10sUpL+vAi69NR3V1ddYkrxe/lYpXn+RnfVdUVGT1SV78VjqmTp066r3hXgvZ9V1WVpY14efFb6Uj22+zl2uRDpU+qba2NuvazXYt0lFYWJj1t7m4uBiTJ0+Wsgt4W7t+fJKX32Yv3ysdXtZuTU2NEp/kN+Y4/fTTccghh4w65rzzzsN+++0nZddrzOFnzuXl5VnjCb8xR7Z14Hd9l5WVZV27ZWVlvnxSXV2dJ58ku769rF3ddFBhYaEyHeRl7dbV1SnRQV6+VzpU6qBssXd+fr6vOVdWVmbVOLrpoAULFuCkk04adcxxxx2HY489Vtq2Fx3kxyd5iSdKS0ulC7mAt99mPz5JpQ7y4pOy+dp0FBQUZF3fQXIzXnSQrE8yUQcVFhZi2bJlo9qeOnUqbrnlFim7gDcdVFVVpVQHyVJeXu5JB/nNzZimg1T5JJU6yEvMMWXKFF86KNvaDaKDsvkkVTrIr0/60Y9+hO9973ujjvn3f/937LPPPlJ2vcRJKnVQZWWlMh3kJ/fqJTejWgfJzlmlDvKiFyaKDqqpqcGtt9466nf9+te/jquuukrKLqBOB3nJUU4kHVRRUeGpHuQnTsqlDvLit9LhZe2aqINU1qj9xBy51kF+5pzrepCONWpVOiibT6IOSsavT1Kpg7z4JFkd5CU341cHXXDBBZgzZ86oYy699FLMnDlTyq4OuRnZzUoqdZCXWo+qGnWQepAqHXTTTTehvr4+4/GSkhIsW7ZMWn+rrgd56ZsxUQfpVKOurq72VKNWpYP8rG8v8YQXv5WKah2kqkZNHRTHtm1ccsklo46ZO3cuzj//fCm7gDodNGPGDFx33XWjXp+GhgZcfPHFUnYBM3WQl3iCvbpxguSLc6mDdOvVvfbaa7H11ltnPF5YWIg77rhD+nzkuldXpQ7yEyd5qQf57dX1sn9Apxr1eO3VVamDdOzVzaaDSktLlekgE2vUuukgE3t1c62D/Mz56KOPxg9/+MNRx5xwwgk46qijpG2r8kkqddANN9yArbbaKuPx4uJi3HnnndK/K9yzmEwue3X9xhym7lk0rUZt4p5FL/GEjvWgXPfq6qSDuGcxjkqfdMIJJ+Doo48edczixYtx6KGHSttWVaM2UQftscceuPDCC0cdM2/ePJxzzjlSdgEzdZCpexZz1as7kXRQrnt1datRs1c3jg416omyZ5G9unHYq5vMeNZB3LMomEg6yNQ9i+zVjcM9i3G4ZzGZqqqqrD7Jjw7Kz8/HsmXLRvULdXV1uO2226TsArnv1eWexTjUQcnomJsZj3sWq6urtdNB7NWNk8s9ixOpRp1rHaRqz+LkyZO10kG57tXVTQfdcssto57HsrIyLFu2TPq30EQdNJ73LKrq1fWrg0zs1fXyjDvd9iyqijlMrFHnes+iibkZE3XQRNmzSAgh4xHLcZyMB3t6ejIf9MiaNWuyPpAjLNzAbfPmzWPy/yOEEGIuXV1daG9vx+Dg4Mjf3LeET548WVpIugwPD6O1tRXd3d1I/I11RaRs4jORzZs3o62tDQMDAyN/c98SXlNT43vO0WgUra2t6OrqSppzUVERJk+e7Csx4tLb24vW1lb09/cnzbm8vBy1tbXSRQIXx3FG5hyNRkf+XlhYiEmTJvlKjLj09fWhra0Nvb29SX8vLy/3lGgcbc7t7e3o7OzE8PDwyN8LCgpQXV0d6I3oAwMDaG1tRU9PT9Lfy8rKfCURE+fc0dGBzs5ODA0Njfw9Pz9/ZM6yiSKXwcFBtLa2bhG3lZaW+koyJNLZ2YmOjo4t1ndVVRUmT57se85DQ0Mjc05cK+5G9SBJhu7ubrS1tRnlk55++mn8+te/xquvvjryt/Lychx33HFYsmSJr2QfEPdJ3d3dSeu7qKgIkyZN8lWMcent7UVbWxv6+vpG/ub6pJqaGumEnIvjOGhra0NnZ+cWPqm6utpXgdilv78fra2t9EkxOjo60NHRsYVPqqqqwqRJk5T4JD/F1kQyxRyqfJK7UT2oT2pvbzcq5ujp6UFbW9sWMUdFRQVqamp8xxzRaBRtbW1pY47JkycH8kl9fX1obW0N3ScNDg7iiiuuwNKlS7Fp06aRv2+33XY477zzcNppp/mec6JPamhoAAA0NjairKzMVzOFixtzdHR0YKeddhqxG0bMkcknhRVztLe3h+6ThoaG0NLSsoVPKikpQU1NjRKfpHPMQR2UPOdMPikMHZTqkwCMzDlInGRazOE4Dq6//nrceOON+Pzzz0f+vtVWW+HHP/4xzjvvPN/3XWLMkehHVfkk1TooqE8yUQdl8klhxBzjSQcF9UmvvPIKLr74Yvz1r38duYaFhYWYP38+lixZgq9+9au+52yaTwKogxJRnZtxdZDro996662R9a3CJ02aNIk6COHpoMsvvxxLly5Fc3PzyN+/9rWv4bzzzsOpp57qe84qczPu+k70SbrrIFU+KVEHJcZJ1EHm6KDnnnsOv/rVr7B27dqRv5WWlmLhwoVYsmSJrwZAd86uT5o1axYAcW+ErYMS7zuVOmjSpElK8sVh1YNU+KSx0kGu7bfffntkfeuugxJjDlN8kjvnSCSCiooK1NbWKvFJYeigTLkZXXVQYo061SexHiRQrYMmao06tR6Ul5enVAcF9UmqdFBPTw8uueQS3HPPPWhvbx/5+0477YQLLrgg64MxR4M16uQ5p4s5CgoKUFVVpUQH6eyTPv30U1x00UV47LHHknzH/vvvj4svvhh77LGH7zmPpoNqamp8z3l4eHhEu4VdozZRB+UiN6OqHuTOOahP6urqSqr3TmQd1NLSMqY16rB0UHd3d9Lfw9BBf/jDH3DVVVfhnXfeGfnb5MmTceKJJ+Kiiy7y7TtUxhyrVq3CpZdeitdff33kbxUVFVi0aBEuueQS33H0WNWoE7VbGL261EFxVNaoXU3BXl1g/fr1uOiii/DII48k/c7us88+uOiii7DPPvv4nnOm3MxE1EGm16hT88Um6iB3zhNJB5lYo07UQbZtAxD3HXUQa9SJOmgs60FBe3V/+9vf4uabb8YXX3wx8vcZM2bgxz/+Mc4991wta9SqenU///xzXHTRRVi5cmXSOtxvv/3wy1/+MtCe+ESfpKoelOqTJmKN2tQ9i+zVjc95LGrUieisg7hnMRnqoDgm1oOi0Siuvvpq3HLLLWhqahr5+9Zbb42zzz4b//Zv/+Z7zok+KXVP00TUQcuXL8c111yD999/f+RvtbW1OOWUU3DhhRf69neJPikx5lBVow4r5mhpadnCJ4Wtg1L7ZqiDBCp1EHt1k/viTOnVNbEvzkV3HZQLnzQRddBo+6hN0EFj0av71ltvhaqDUmMOE3p1xyo3Qx3E50mZXg9S4ZNMzM2M9Z5FnXMzmfYHBdVBJuZmXnvtNVx88cV49tlnR65hQUEBDjvsMCxZsgTbbbed7zmPhQ4yJTdj6rNb2KsbZzz16nLPorpe3bF4dkuYvbqmPrtlPNSoJ/qexUQmog4arVc3aMyxbt06/OIXv8Djjz8+YtuyLMybNw+XXHIJdt99d192AfN1UOKcJ6oOSpebCVsHpe4fYK+uIOw9iyp1UJj1oFz06k70PYuJcRLrQer2LIatgwghxDTKysoy/tCOqxfOEUIIIbL09fVhaGgIeXl5KCkp8S30UhkeHkZfXx8cx0FRUVGgJEAq/f39GBwcDH3O0WgUfX19iEajKCwsDFQsSWVgYGAkIVBSUuJbnKaSOOeCgoJAiYtUBgcHRxICxcXFvsVpKo7joK+vD8PDw8jPz0dJSYnvpEgqJs55aGhoJLFaVFTkO8mXiuM46O/vH1nfpaWloc3ZXd+ASIyEub5V+SSV6/vNN9/ERx99hJKSEuy9996hJVxM9EmO46C3t3fEJxUXF3N9K1rfps0ZUB9zAOH7JBNjDnfOlmUZE3Oo8kkDAwOYPHkyAOCZZ57BnDlzQvVJ7otFOzo6QvVJbgG0ubnZiPXNmCMZ+qRkTNRBiXM2JeZQFScNDw/jxRdfxMEHHwwgXH83NDQ00hzV3t5On2SgDqJPipPqk8LUQR9++CF23nlnAMAHH3yA6dOnh2J3rDSFKX6UcVIy/f39qKmpASAanUxY34k6qLS0VMmcqYOYm0lE9ZzdOKmtrc2ImIM6KJm33noLs2fPBiAe0uiuyaBEo9GRBsWWlpbQfZI7z87OTuaLx2B9q9BBtbW1AMRGBBNijr6+vpE5hxlzJNaoVcQcpsVJJuZmVOZeTcvNmBonmaqDTIs5VM25p6dn5EW5q1evxje/+c1Q7AKsUSdi6vpWNecNGzaMPBjkjTfewNe//vVQ7ALUQYkw5khGpU9y670tLS30SYw5knjppZew//77AxD9AEE2fCaislf39ddfx9y5cwEATU1NgTZPJqLaJ6nIc1AHJUOfFEelT2pubsY222wDAHjllVcwc+bMUOwC6nIzJuogxhzJcH3HMXHOgFod5PbIh13DMlUHDQwMsFcXZuZmEu/np556CnPnzg3tfJgYc2zcuBHbbrstAPFw12984xuh2AXU1oPok+KYnpsxJeZgnBTH1NwMe3XjmOiTTIw5EvtE/vSnP2HvvfcO7Rom2jYln6TSJ/3jH//AAQccACDcvirGHMkk9s2YknulT4pj6vru6+tDXV0dgPD74lStb9V9cQBr1ICZ9SBTdZBpNSxTe3VN9EnunFtbW6mDDNyzaHrMYdKcuY86jom9+Cp9ksr9QabpJL53qwAAIABJREFUoHXr1o08mN6kfdSq1vdY+FFTcq/UQcmYXg8yxSeZGicx5ogzFn0z1EFm+iQT17eJc16/fv3InqDGxkbfLxFOhT4pGVN1kMqYQ9VzEtirG0e1DlJRDzK1V9dEHeTmOcKOk0yvB5migwghxBT4wjlCCCGEEEIIIYSQCUZ5eTkAYPPmzcbYVjlnQgjxA/0dIbmFa4XkAt53ZsPrZz68huZjYgzN+25s4DVMhnMmmeB5JiS3cA2SXMD7jowneD+T0TDx/uCcxwYT50zGBuaTSCZ4/Ugu4H1HxhO8n5MxMebgNSSEEGICJv7GmgpjjrGB54PkAhPXN9fK2MDzPDaYeJ5NXN+cMyHjF66VZHg+4vBcJGPi+TBxzoSQ8Qt90tjA80yIN7hWSC5gDmxsMDGPScYG3huEEELGgtFeOBfOa1QJIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhIQOXzhHCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIZpiOY6j9H/w2GOPvbxgwYJvKf2fEEIIIYQQQgghhJAkLMtyAMBxHMsU2yrnTAghfqC/IyS3cK2QXMD7zmx4/cyH19B8TIyhed+NDbyGyXDOJBM8z4TkFq5Bkgt435HxBO9nMhom3h+c89hg4pzJ2MB8EskErx/JBbzvyHiC93MyJsYcvIaEEEJMwMTfWFNhzDE28HyQXGDi+uZaGRt4nscGE8+zieubcyZk/MK1kgzPRxyei2RMPB8mzpkQMn6hTxobeJ4J8QbXCskFzIGNDSbmMcnYwHuDEEJIrsnL9QQIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhKSHL5wjhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEE3hC+cIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghRFP4wjlCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEII0RS+cI4QQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCNIUvnCOEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQTSnI9QTCwrIsx/1vx3GsXM6FEEKI/kQikTwA3wdwMoCvAOgGsBLA3bZtdwa0XQ/gdAAHAigG8E8At9u2/X9B7MZsfwfAaQC+BqAXwJMA7rBtuyWg3RoApwI4FEAZgHUA7gDwjG3bzmj/1oPtuRDnYwcAgwCeBXCbbdvrA9qtBHAigCMAVAL4AsAyAE/Yth0NaHs3AGcC2BnAMIDVAG61bfuTgHZLAfwQwDEAJgHYCOAeAI/Ytj0Y0PaOAH4M4FsAHAD/AHCzbdv/DGi3CMDRAI4HMAVAC4DfA/iDbdt9AW1vB3Ge94Z4EfIbsTm/GdBuPoAFEPfHdACdAB4GcI9t290Bbf8LgB8BmAcRS78DcW+sDWjXAnAwxDrcGsBmAI8DWGbbdnsQ25ZlTQWwGMD3IHzSBwBudxznb0HsAkAkEpkXs/01AH0A/gRgqW3bmwLanQTgFACHASgH8AmAOwH8KQSfNAfAGQB2BDAE4DkIn/RFQLsVAP4VwJEAqgB8CeBuAH+0bXs4oO1dINb3LhA+6QUAt9i2vS6g3RIAxwE4FkANgE0A7gXwsG3bAwFt7xCb8x6xP70Msb7fDWi3EMBRED5pKoA2AA8AuN+27d6Atr8Ksb73BZAP4M3YnF8PaDcfwA8AnATgXwB0AXgEwArbtrsC2t4K4n4+AEARgHch7ucXA9q1ABwEEXN8FUAPgCcA3GnbdltA23Uxu4cAKAXwIYTfeC6I3Zjt/SBiju0B9AP4C0QMtiGg3WqImHE+gAoAnwG4C8BTQWMOy7L2gLjvZkH4pL8BuNVxnM8CzrkcYp24nx8DsBzAY7ZtDwW0bUOsb/fzbyB80gcB7RZD+CP38yoA9wN40Lbt/oC2t4eIOeYAsAC8CrG+3wpotwAiFv1XANMAtAN4EMB9tm33BLS9dWzO+0LEHBGI8/xKQLt5EDH/yQBmQL0Ous227ecD2rUAuDpoOwif9CSETwqqg2oh4q/vI66DlgJ4NiQddAaEDhoA8AzE+WgKaLcKIs49HEIHfQ6hg1aFoIN2h7jvGqBWB22A0EGPBtVBlmXtBOGTvgmhg9YCuNlxnPcDzrkIwMLYvN2/nQihg4L6pK9BnGf3800QPqkxoN1UHdSBuA7aHND2DIjfq/0hfNLbEPfGPwLazYPQQacgZB0UiUSmQvik70L4pPchYg4VOujpmO3mgHYnQ5yLH0DooI8hdNCfQ/BJe0H4pJkQuZm/QlzDLwParYT4HTwC6nSQ+/lyiDkH1UGliOugyRC5GVcHBc3NzEQ8NwOo1UF/APD7EHTQthDrex8IHeTmZt4IaDcfQtOfBGAriNyMq4MC5WYsy9oK8dxMIWI6yHGcvwecswXhM05N+Nu/A7grBB00BSKWORhACYCPILTKX4PYjdn+NoRPcnXQn2O2Nwa0m6qDPoXQQU+HEHPMhriGO0HooP+FWN+fB7RbDuCEhM8rAaxAODqoAWJ97woRc7wIEZ9/GNCuq4OOA1AHkZu5D0IHBc3NbB+b854QOugViPX9dhC7lmUVQvj9E5CigxzHCaqDtoG4N9zPt0Gc51cD2k3VQV0QOmh5SDroDAgdVATgPYi4/4WAdq2YzdMAbAu1OugjiHpQGDpoH4gYzP18EYRPCkMHnZTw+WEIn/RkCD7pm0iOzy+FuO8+DWi3DEJPLERcB62A0EFBfdIsiDm7OmhNbM6BdJBlWcWx+S6CqAc1I1YPchwnbB10I4RPigS0WwChg/414W9nALg3BB30FQif9G3EddAttm2/FNBuHkRu9JSEv50LoYM6gti2LGsaRFyQqINudxxndRC7sTkeELPtfr4AokYdhg5ya9SuDroDwF9C8El7I66DBhCvB4Wlg45EvEZ9N0SNOpAOsixrVyToIMuyLgdwi+M4HwexG9NBiyByM64OCrNGfSbiOugliPX9XkC7RYjroCkQOuj3EDooaI16W4g5z4XQQa9DrO8wdNB8iNxMqDooVqM+A3Ed9A7E/bwmoF0LooZ8KoBtIHIzf4TQQUFzM1MQr1GXIF4PCksHnQ7g6xA6yK1RB9VBkyBiRvfzgxC5madD8El7QvyuuDXq/0U4OqgCYp0cDZGbWY94PShobmZniLWyK4Ao4jroo4B2SxDXQbWI16gfCkEHfQPCj86G0EEvx+Ychg46EkIHTYXQQQ9A6KCguZl0Ouhm27ZfC2g3D/EatauDHoXQQUFr1NMhfNJ3IHySq4PCqlGfirgOWgWhg1oD2q6F0Fffh6hRfwThN54NYjdme18In/QNhF+jPgki3nVr1MsQgg6yLMvVQTaET1oNUaMOQwel1qhXAFgZUo36TAC7I0QdFMvNpOqg+wE8EEI96OuxOe+FeI36lpB00OEQMWk9RD3oIYSggyzLStVBb0HEoy8HnHM6HXQORI06kA6KRCLTINbgQYjroNtC7tV1P4elg2oQrwe5Neo7Ea4Ocj//EiH06lqWlbFX13GcsHp13c+XQcRJHwe0a3Kv7g8hfFIrzOjVTdVBYffqup/vRLi9uok+6acIVwcdjHiv7lLbtv83iN2Y7f1jtl0d5NaoVfTquvWgQD7JsqxUHfRXiJgjjF7dxHrQoxA66PGQatRnQvTqhq2DUnt170M4OiixV9fVQTfbtv1OQLupOkh1r+4tQXWQZVnpenUfBbDccZwwenUT6x/LoE4HPQHhk4LqIFN7dVN1UCi9upFI5FsQ6zupV9e27bB6dY8GUA2gCep00N8RXq/uMQmfte/VtSwrVQe1I6aDQqhRb43kmON2hNer6+5ZdP/2E4Tbq+t+Xo5w9ywuhujVNXXP4jMQ5yPonsV0vbpuPWii9uq69SC3V/cWx3HC0EFur67qPYtuPUjFnsWHoKZX953YnIP26irbsxgRvbpb7FlU2Kt7hyIdpGLPoturq/WeRcuy0u5ZdBwnrD2L7ucnEK8HBc3NuDrI/Xwd9O/V/SqET3J7dVXsWXT/dhbC3bPofr4L4n4O1KtrWVZir+5XIXzSEwDuchwnUK+uZVl1iOdm3F7dpY7jhKmD3M//DfN6dUPRQZZlpeqg9Yj16jqOE0av7pkAdoMhvbqWZaXr1b3FcZww9yy6f1uMcPcsup9vh/BJgXp1LctK7NV1//YTAHc7jhP2nsX3INbgRN2zmNqr+wuYuWfRlF5d9/M1EGslzD2LSb26IeRm0vXq3mIH37OoslfX1UHu5zsQ/p5F929h9eq6exbdzysQfq/udghxz6JlWRn3LDqOE/aexbB7dVXsWdwV8XrQMIDnIdbKxwHtmrpnMfF5Uq4Ouj+kXt3E9X0LNN+zGNmyV/ddCJ8UZq+u+7dQ9ixalpW6Z/FDCB0UuFfXsqzUPYt/itnWvVf3DKjbs3gU4joo7F5d9/OVUNerG9aexW8gec7XI4Q9izGflLpn8QEIHRRWr+5+ELmZRui/Z3E64jrIpD2Lqb26d9i2/UwQuzHb+0Csb7dX160HhbVn8XCE3Ksbie9ZdHt1/w/h6SA3NxOqDrIsaxZEzJHUqxv02S0Z9izeD+CBEPYsur267ucw9ywq6dWNbLln8S2IeyPMXl33ubqPIdxeXffzCog1GKYOcp+r+xRC6NW1LCu1V/djxPYshqCDjNuzGNnyubr/h/B6dY3as2hZVuqexVbE6kGO44RRo07UQTcjhD2Lsb64tL26juOoeK6uaXsWte/VtSwrtUb9KWI6KASf5Pbqup+XQKzvsHt1V0L4pMC9upZl7Yx4jXqkV9dxHG33LFqW5e5ZdD//DuIZd2H26rp/Ow0h6CDLslJ10JsQ5zmsPYsnI6VXN4Qatcl7Ft3P90HEMmHuWXQ//xzm9eq69aCgvbqpOii0Xl1CCBkvWAHjyqw89thjLy9YsOBb2UcGgy+cI4QQ4pWYiFwF0XCaSieAY23bftqn7dMA3ARRpEvlaQAL/TQoRMTD9lZCiPVU+gCcYtv272XtxmwfBVHELktz+EUA8/0UA2OC7A8QyYBUBgGcY9v2LbJ2Y7YPhHiI7aQ0h98EcKifYn8s4XIXEh5+k0AUwEW2bV8qazdmezbEZpxpaQ5/COD7to8HTsQSLtcBODvNYQfANQD+w09TRSQS2QmiILxNmsNfAviB383dsWTkzyEaqFO5E8CP/Aj32OaLVRDNH6m0AjjCb5EqEomcB+A3EAmzVB4BcLyfpqnY5qonEH8xVyLdABbZtv2ErF0AsCzrRAC3QTRQp/IsgCP9NGrHkkSPQLzkKpV+AItt275H1m7M9nyIJpXyNIf/AeAwPxsxYoWpeyGaS1IZAvD/bNv+nazdmO39IYovNWkOvwXhk6Q3f8YKz7cjoVkqgSiA/7Ft+2JZuzHb34QovkxPc/hjCJ8kncSOJVSvBvDTDEN+B+A8nz5pBwiftF2awxsg7g1fD/uNJVAvgdhImsoKAKf5KWDGCvyrIJrgU2kHcJTt8+ENsQ1g1yH9i+Qfh/Ad0ptHIuIhE49DPPQslR4AJ9i2/ais3ZjtRRA+viTN4b8BONxPMTBWLH8IYsNZKgMAzrRt+y5ZuzHbh0DEM5VpDr8C8Vso3YAUa4ZZAdEQk8owgAscx7la1i4ARMTG+ZUA6hoaxK3X2DiyH+A9iPUtXViLNeDejFjxIcW2A+Ay27b/2+ecd4H4LZyRZs6fQpxnX5saIpHIFQD+A+ljjlsA/JufAkes6WgVRENaKpsALPC7kTIiHlT3a6SPOX4P4CQ/BcyI2PC5CuLhsKl0AjjGtu0/ydqN2T4dwI0QRbpUnorZ9qODaiDu533THO4FcLJt2w/I2o3ZPhpCB5WmOfw8hE/yo4PKIfzGoWkODwI427bt22TtxmwfBKGDqtMcfgMi5pAu9sc2Kt2FhJerJRAF8N+2bV8uazdme0+I35WpaQ5/AOGTpBsMYxsRrwdwVprDDoCrHcf5D1m7wMiGsCchHqqQ6u++gPBJvjZ3RyKR/wHw3wCsNP7uDggdJN1UEdt8sQriAQWptEDoIF8PlImIh+tdhfQ+6SEA/+pTB02D8P3pagfdAI6zbXuVrN2Y7ZMB3Ir0uZm/ADjaT6N2TAc9CtEolUofhA66V9ZuzPYCCL2STgetgcjNSDcgxXTQ/RAF/lSGAPzUtu0bZO3GbO8PoQsnpzsM4ZOkm55jOmgpYg8/SFkrUQCX2La9xOecvwXhk9LpoHUQPkl6o1VMB10D4LwMQ66DONd+dNBMiPWdTgc1QeggXw3EEbGx+JdIr4OWQ+ggP7mZr0D4UTvN4TYIHeRr05JlWf8G4LdIr4MeA7DIz4PeY02Fj0M89Cz1vtsMoYNW+plzJBL5IYSPT6eD/grgyAA66GGIpqZUBiB+U5bJ2o3ZPhTCd6TTQS9D3HfSOijWoLcCooEnlWGIHOa1snZjtveF8NG1aX5j34VY39IPwYnpoFuQ8IKdBBwAl9q2/XOfc94V4rfwX9Ic/gTCj/p64ERsc9n5SK+DbgLwEz86KPZgjCchmmRT2QhggeM4vhqII5HIzyB0UF6aa3gfRA3Ejw76F4jznE4HdUDUbP7ic85nALgB6XXQkxA6SHrzSEwHPQbxgKFUegGcaNv2Q7J2Y7YXQjTzZtJBC/w0Rcaahh+A2JCS6kcHIbT37T7n/N2Y7eo098brEGtFeiNGTActg9jMkDrnYQgddIXPOc+BuIbpdND7ED5J+mGgsXrQDUhoSE7AAXCVbdsXyNoFAMuybIiYY+s0hz8H8APHcXxtaohEIr8G8F9Ir4NuB/DjADroSYiNOanXsBlCB/l6oExEbOC+Eul10IMQOkh6Q1tEPPjmCYiXBabOuQtCBz3pZ86WZZ0C8ZuVTgf9GcDRfh6qHBEbuh+FeKhh6pz7AJxq2/b9fuYciUSOgIgN0umgv0PoIOnNYbEa9f0Qm2hSGQJwrm3bN8najdk+ACIGS1ejjkCsb+mm59iLjJZCbPpJJQrgYsdx/kfWLjCig/4IscExlY8g5iy90Sqmg34L4JwMQ66FqL350UE7QvikbdMcXg8Rj/p62G9EvHDjF0ivg5YBON2nDtoawifNSnO4DSLu/19ZuzHbP4HQnOl00EoAP/SzeSSmg/4I8dCzVDbH7D4uazdm+wSIezpdjfo5iPMhvWE1IjZ0PwyxyT2VfggddLes3ZjtH0D4joo0v1cvQdx30hsxYjroHojNiKkMAzjftu3f+pzzfhC5mdo0h9+BWN8f+7CbD5FbOy3NYQfAr2zb/oWs3Zjt3SB+C7dKc/gTiDlLP3Ai5pOuAvDvSK+DboToUQpbB22A0EG+XnoSiUQuBPA/SK+D7oXQQX5q1DMg/OjOaQ53QORHfT28IRKJ/AgiN59OBz0BEc/40UG1ELmZvdMc7oHQQQ/L2o3ZPhaiBpJOB62GqAdJP7gnpoMehHhYTyoDEDpoqazdmO3vQeigqjSHX4PQQdIPTY/VqO+G2ECZyjCACx3HuVLWLgBExMb5lQCmpLmf/wmxvqUfBhrTQTci4WEQCTgArrRt+2c+59wAsVa+kubw5xDn2dcDyCPiZeY/Q3qfdBuAs3zqoO0gfNIOaQ43Q9zPvh4oY1nW+QAuR3od9ACAE/082CPWq/sExANIUjVF0F7dUyF6GNLpoD9B+Du/vbqPQjzMI50OCtKreySEDsrUq7sggA76PcQm9NQ5D0H8Dt7sZ86WZX0HoiaYTgc1Avi+4zh+e3XvRGxzdJp60C9s2/61nzkr7tX9LYCfpDnsQOig8wP06q6CeMh2Kl9CxKO+HnIViUQuAXAR0vukuwCc4VMHbQPhkzL16h5p+3zBQEQ88PM3AArS/K48CqFX/Pbq/hHiBcWp9113zO4ffc75XyFyXZl6dY/yqYOqIXTQd9Ic7ofQsStk7cZsHwaRf69Ic9h3r65lWSUxu5l6dc93HOc6WbsAEBEvIH8EQE2ae+NtiPXtt1f3NiQ8eDYBB6JX95c+57w7xH2XTgd9DBFz+NVBv4HQQem4HiIP5scnfQNifX8tzeENEHk7Xw/7jYgH8i9B+tzMPRD5RmkdZFnWDIg5/3/2zjvasqLKw1+RQ3cbUEyomEZG65odJQdJAoKAEiVjRMWIEUQwjo46ZlSQoCQFyaEbARVxVBTwHRRUFEVEkdjd0BK6a/7YdV6/fu+ce2rXu9V9b7O/tWatkVe9u/q+e+rUrv377WrT6r4mhJDVvKGqqjcj2uemNelcJA8qodXdx3t/Zuac90DW+Dat7s7TyIO+jzTrmcwDyHn/cdq4MfYrkf1MUx70a+RZyalRr4roH3Zr+PFC4P3e+89q48bY41rdhh9PV6v7VSZc7jGBAHzKe/9BbdwY+3nInqNJq3sz8jnnanU/BRzGgLW6zrlnIM93q1Y3hJCr1T0M+ASwYsPncRpyHpFTo17Cs9iQB01Hq3swkiev0jDn6XoWz6Zdq3uA9/60zDmX8iyuiawbbZ7Ft3nvj9HGjbG3RNa7QWt1uzyLH/bef1IbN8Z+GfI7bMqDpqvV/SJwSMOPxz2LOQ3Qolb3fJo9i7cg+9ESnsXpaHXXRdakNq3uLr6MZ/EMRL+Wq9U9l3bP4nS0uvsh9YSmPOgSJA8q4Vk8aBpa3X6exZ8j37tcre7JSPPZyTwEvMt7/yVt3Bh7M9q1utchz7daqxsvdO3nWTwqhPBRbVyAaoJnseF99WdkHZ22Z7Eh9nS0uv08i9PV6h4OHEm7VvfgzHrQElrdSZ/HXcj56LQ9iw2fc7ZnMV4Idy5RqzuJe4F9QghZnkXnXD/P4uXAziGEaXsWJ30e09XqbofsZwbqWYx5UD/P4mHe+89p4wI45zZCzuea8qDrkfPiXK3uuGdxEoPwLJ5Ps1b3r8ialNWA3DnXz7P4NeCtIYRcz+IFyMUek793tyG1hFyt7vuQPKipRn0K4tNT50HOuX6exXuA3UIIszPnXNKz2E+ru5/3/nvauDF2l2cxV6u7JlK32w4atbpv9WU8i9cga9KweRa7tLrb5+RBsR407lls8FF/1nt/WOac+2l1p+tZ/BjwQZq1ut9CfPaD1uregdSoc7W6457Fhjl/H8mDcrW65xI9iw1a3T1z8yDn3P709yzuOg2t7pm0exYP8t6frI0L4Jx7NXL+3upZDCGU8Cy+w3v/FW3cGHtzJBdu8yxmaXXj2Uw/re50PYv9tLrb+3zP4ueBQ1uGfAHJOXM9ixdQRqs77llseL5PQPKgYdPqvhX5rFs9i4PQ6jZ4Fvf23p+dM2fn3N7IWVfT2cxlSB6krlE752Yh63CrZzGEcLw2LkAlnsVTadbqXoW8C0todQfiWWz48e+Q5zs3DxrX6jbsOT7uvT88c84lPYufAd5N854j27NYVVWXZ3FH732uVvcDwMdoPpuZrmfxfOSSjMmU9Cyej2jucrW6ZwMbNvx4up7F3RA/RlMe9BNk3zhtz+IkHkS0mCW0utP1LJ6AXHQymYXAB733uVrd9ZHf4WMbfvx7ZM5qz2KsB/XV6oYQsrS6zrkesiaV8CyOa3Ub1qSh1OpWVfVu4NMM3rO4hFZ3EvOQdeNCbdwYe9yz2PA5z0bOonPzoLOIWt1JTMuz6JzbGdkbNNWof4bkQdPW6k6ipGdxDHm+c/OgY5lwifwEFgEf8d5/TBs3xn4pstdtqlEPpWfROfefyPO9bsOPb0XWpFyt7pGIVrcpDzqeTM9ivDDqfJrzoDuRs4jL1RMGqqp6O1J7a8qDfoDkKzl50BJa3UkMs2fxTNq1um/w3p+ojQvgnBv3LDb8+JfI9y6nr+5qiPdsF2j0D7zHe5+r1d0E+Q60aXW39xmexVijPoYJF7JPIAAfCyEMlWfROdflWfwycGhmPWgJre6kz3paWl3n3LhnseHH3wUOCCEM2rN4N5IH5XoW34RolNo8i7tnanW7PIsD0eo2PCsD8yw21Kjf4r0/NnPO2yLayDat7g4+w7MYa9T9PIsf8N5/Rhs3xt4AyYOaatTZnkXDMIzljaaXvjFgnHPBOXfShP+9knPuX8459cUhzrkXOOe2G+wMDcMwHj7Eg5GLab5sDiTp+UE8xNTG3hkR2TeJg0CSNfVlCFGUdi7Nl82BCKC/Ew1N2tibIYfXTYfiIEnx+bFIreUUmo1bIEn812KhUEU8zDmH5kNxkMOHi+PBvJav0WzcAtk3fTyK5VVUVfUM5HvXdCgOcsgzJx5GaPkEzZfNgRxKvRtpmqciGoouodm4BXKYNjsKcrSx3017AwuQQ0C1UCMe1s6huYEFyGVg51fSnEMbe784p7ZnYRfkQF8bdxXE2Nm25swAzojFXhXxgPnbNB+Kgxxqqw+3YjHmBzQbt4h/3wnR8KCNvSEiPGoSLIIUDy6IRSwtJ9LcwAKk2PG/sZCgIop7z6P5sjmQIs3saC7R8kWajVsga9JHoqlQRSXNXi6m+ZIFkGLYnFi00XIk7ZfNgRTx1AXGShorXEKzcQtkfb04Cpe1sd9G+6E4SLFUfQlHFO+J1Y6ZAAAgAElEQVTPprmBBch77NxoWtHG3hMRajQV6kAa6aovfaykccoFNDewANkvnBaLQdrY2yBmpSbjFkjx/5y4xmj5Hs2XzYHsy46t5BIXFZU0oPoBzcYtkMbQF8VDbi3H0WzcAnnXfNY519TIsy9R3HshzYfiIGKWOZWYcLX8D83GLZB3+gcrab6gIhaQ5gDrtAx5CjLntjWrX+wP0d7AAkTspG4eX0ljhTk0N7AAEWddGIWN2thvpL2RH4ioTG38mZAHNRm3QPKgsyox92pj74oUctvez3UzGG3cOg9qamABIjY8uaqqpkJ9V+zNkXylSbAIYhY7NzMPOpXmy+ZAPqOvR+OYikoaUJ1Ns3ELRIw6Oxo1tHydZuMWyPvxk7Egq6ISk+NFNBu3QES/cyox6Wn5FM2XzYE88+9xzqmF1NFQNIdmwSKIuHp2JQZtbez30t7AAkQUrjbuTsiDmhpYgIjYc/Og/eOc2p6F1yDvNG3cOg9qumwOFudBTWbyrtg7xjm1nc1shQjttHEd8gw2GbdA9jgnxqK6NvbGyH6mLQ96OZIHte39+vEdmo1bIHvJL1VV1XYO0koljXjPo9m4BdK8YHYUMGj5MvGyuQZWAD4ahWsqKmn20i8PehpwSSUmHi1H0X7ZHIipS204i3Pplwc9HsmD1s2IfSjtl26DmOdy86A5NF82B/KdObeSJmYqnHN7xTm1PQs7ITmHigl5UNuasyZwenxWtbG3pX8etDmyB8vJg9oumwNZA4+rpFGoirj2nkl7HvQSJA9qW2f7cRzNl82BvGs+F4XnKqrFF5K0na2uh+w5mgRPXXye5svmQN7pH4rveBUxD5pNs3EL5Ez2krg30cY+nPYGFiB7KHWDMufco5Hnu8m4BbLnuyhexqAi7jU/SfuatBeyZ9XGXZ3+edAjgLPjXlsb+7X0z4PqZjDauCsg79imBhYgOcwplZgHtLFfQVoelKMhOY1m4xbIZ3RMZh70YvrnQS9A3oU5edA3iJfNNbAi8KlKDHoq4llAvzzoWcjz3baP6senab5sDuSZPyyehahwzj2B/nnQOsDs2LBXRSUNaj5I+5r0euTMSRv3Ecg+ab2WIY9B9tBtP+8X+8A4p7Y86LWIyUYbd1Xku9F29jITOLOSZpAqnHM7xTm1vZ+3RmovKibkQZu1DFkNOCme/Wpjb4KsHW150PpMLw9qumwOZC/5lXjGriKe5Z9Le426zoPa/k39+ArNDSxA3o9HOeeaLjToS6yZXExzAwuQXOOSWIPR8jHajVsgtaIjtUFjbWoOzQ0sQHK63DzoHbQ38gOpyX0xI+4MZM5Nxi2QPOi8WFPUxn5dnFPbs/BqpAaqjbsyUktoW3PWBL4fa7fa2NshxoC22skWiCYnJw86k+bL5oh/X24etD6SY7WdY7wUOfPPyYOOp7mBBci75vOVaBFUVIsvJGnLg/6T/DzoCzRfNgfyTj+8Es2Hikq0JbNpNm7B4jyoTVfTjyOIDSxafn4Ioq1R4ZxbC9lztOVBj0PyoKZLGPpSifbo47SvSXsjGiZt3DWQtb/t7OURSE22TTfXL/ZuSG7WlgftgDTf0MZdEcmDmoxbIDXqUyvRuGljb4UY4dpyhk3Iz4NOp/myOZB92TcquVhKRSUNqM6i2bgFonm8ONb+tHyTZuMWyJr0aedcWz24lUpMjhfS3MACpKaamwd9huYGFiDP/PsqaQijoqqqJyLv77Z6zzrIOtp2dtMv9vuJl263DHkD8u/Sxn0ksiY1NbCAxXlQ289bcc4dHOfUlgfthhizVUzIg9rOXuoada5W91u050HbILUXbdwVEG1qUwMLWKzVbTub7Rd7UyQPKqHVPZnmBhYge8mvVnIBpwrn3Avonwf1kDODHK3uV4mXzTWwAvCxqqqaLjToSyXNXi6iv1b3kipPq/txmi+bA3nm34U0zVMR9z9zaG5gAbJ/urjK0+q+C9krta1JByD7P23cmXRrdc+r5AIJbex945za8qCdkZxDG7fOg5oaWIDkA9+vxJCsjb09svcfqFY30tbAgvj3HR//fhXx3/l92vOg/0LyoBJa3S8455oa2PSlWnwhSZvG5DnI+ztHq/u/NF82B/L8HFFJ41sVlWh1++VB65Kv1f0I7ZfNgaxX6os7q8Va3bY853FIrbCtht0v9ltpb+QH8l5QN5+N76E59NfqnhPfayoqaQbxVdrXpFchOYc27orI97mfVvfUuH/Qxt4aOSPtp9U9O/Nspu2yOZB92beqqmq6ZKUv1WKtblse9CLkXZij1T2W5svmQPa/n6nkAi8V1eILSbq0um37qH58lubL5kDWpA/E+ouKmN/00+o+GZlz25rVL/YHgffRX6urbpronHsUsib11eo659p+3kqsA7Y18gPJn7+ZEXc1ZO3v51k8K+b/2ti7IDXOfp5F9aVwVZpW97tVnmdxc7o9i+dl5kFdnsWvV9PzLHZpdXPyoK/T37P4iUouOlVRiWexXx70TCQPytHqfpLmy+ZgsWdxOlrdNs/idLS676G/Z/Eg8j2Ll1BGq9vlWdwV8Qdq46Z4Fs+s8rS6r6K/Z3FL8j2LZ9Hfs3hiJZfVamNvRH/P4svI9yyeRPNlcyB7yS9WeZ7FLq3uc5H3d45W90v09ywe6Zxru9CglVjHnU1/rW5uHvRR+nsWD0X8gSqqbs9irdXN8Sy+nfZLt2F6Wt3ZFNDqVlW1F92eRbVWNzaQ7NLqnuacU3sWnXNdnsXNgLNjQ0gt45fNNVBrdds0Kq1Uog/qp9Ut6Vn8n0r0USomNOJty4PWA+Y453I8i5+jrGexrd6T7Vl0zn2Y/p7FNyO+JxVxz3YJ8bK5BtZGvhvT8Sy2rUl7IrpYFc651ZE1qa9W1zmX41l8DWU9i/20urmexS3o1uqel1mjPo142VwDJT2L09HqHkO3Z/GN2qBVmla3lGfxvVVVfVgbNK41KZ7FHK3uYcCHaF+TDmZ6nsU2Le5ayB66LU/qF/sAyngW6xp129nLTDI9i865kp7Fs+j2LKq1us65jRF9S1/PYtyraenyLH457i1VxD1sl2dxTpWn1f0y/bW60/Us9tPqzqnyPItH037ZHIifUX1ZeLXYs9hPqzu7KuNZ3A/JSbVxU7W6bfWifrH3jnMq5Vnsp9X9XjyzUOGceyVSl23LGTYHzsrMgzo9i8656XgW284xpuNZ/Db9tbqfq8QvryKe9V1AGa3u5+mv1f1wPOtUEc9UuzyLc6o8z+IRwHsYsGcx7tk6PYuV9K3Qxn4z8dLtliF7ka/VnU3zZXNQ1rO4PZJzaOPWWt02f0DtWWzbk/SLvSWiX2vLGTZGtMslPIvfqKTfjYpKPIv9tLp1HpSr1W26bA6iVrfK9yx2aXXnVHla3f+mQ6sbLy1RES+oT/Es5mh130e3VvezGXEfgcy5S6ub41k8KM6plGexbc2ZiXh42nRz/WK/mm7PYo5W19Gt1T2pEg2MinjGfDrtNer1gfMz86Dv0l+r+5VKtEYqqm7PYo/peRbbtHorAEdXoulSUYl2rF9f3ToPyvEsfpwCnkXn3NpIHrRuy5AnIGtSWw27lUq0hR+hv2dRffGXc67W6rblQY8GznPO5XgW94lzKqHVvYB2rW6dBxXzLGrjRrq0ut+uqqpNo9KKc24Duj2LFznncmrUJxAvm2tgJeALlWiyVVRltbpfoPmyOYieRedcP11sI9Wy9Sy+lTyt7lrI892l1VV7Fp1zh1DOszibds/iI5F9f45Wd/c4pxKexfPp71k8rcrT6m5Ff63uJuTnQeOXzTWwCvDNSjxVKirxbvXLg15Efo26y7P431VV5XgWn03/vrp1HpSj1TUMw1iusAvnlg73Aj4KZUCKKbdkxnoB7QKQRjIPMwzDMJZXdqfdTFqzGtIEXsvRtB8E1Lwy44DrlbQX6mpWJEMEghyYdr0nXkb7AXcjsbCQIpI+utKbVT9Ee3Gx5jm0iw8biYcpKSLpIzLECe+h/SC/5im0G0MbiQfpKZdNvbfSXyxzCO3GjprUv3+cKCZNaXj65krftGd/2sUDNTOA92uCxkOalOdr9wzx0a60m0lrViHj0kD6m1FqXuGc0xb6X0G7YLFmBTKa6SMFk65D7xfT3oyikXjwmCKSPirjUO4DtIssa/6DdvFhI/HwOmVN+HCGOOFdtAuaap5Ee/PiRuJBW4pg6V0ZIu030W5wr3kUciifTDzQTDG4HpwhiNyHdhF1zRpIw+Vk4nsz5fnaudJfHLUT7WbSmpXJaI6EzLnLDL4x7c0oGqmkMXHXn0n9zCZzBO3FxZrn027Cap6Mc6n7lCOdc1oD/ftoN5vVPJ20Pc840cyQ0sjrg5XeQH8o7YKmmsfR3rSrkViQTGmq8fZKb1Z9Pe3igZpHIJc8JBML5inP176VNG7UsCftZtKaknnQ9pX+At3taS/U1eTmQR+lOw9an/aL4xqJYucucYAjw8iM/G5K5EHPpN0sPpGPVHoD/XvpzoOeSrsxtBHn3GPpb5KoOcw5pxVpv5XuPCj17x8nro0p7/y3VPqmPQfSLh6oSV0Tx4kF85Tna89K3yjwtbSbSWtS92mTOYruNWnLSt+ceCvaBYs1JfOgl9DejKKRKERPaWh8VMbZzAfpzoOeTbv4sJFKGu6lrAmHZ4gT3k27oKkmJw9KzUPenSHSfjPtxo6aR9O/keAUYg6Z8ny9Pv5ONOxLu4i6Zk0kl04mmptS3p+7Oue0DdN3pt1MWjOdPKjrnGFT2k1YjcQ1rOvP5O45jqBd+F2jzoPiuyLlYpcjK30jsffTnQc9g/ZGoY3Es8mUNSEnD3oH3XnQ45G9STLRoJbSVOPQDLPqG2hv9FXzCNLOhsZR5EH7ZxjD9qJdRF2Tel49mZTna4dKb0bfgfbmojUrkSGGR/Z2Xc/XBii1CJU0Ju76M7lnMx+mXWRZ42k3YTUSc+qU89ojK/1lV4fR3nSjRp0HxbOLFAP7+zJE2m+j3eBek/r3jxMNLCnv/EMqfdOeA2lv9FVTMg/au9I3yNiNdjNpTck8aOuMplzbIILmfkynRt2VB72U9mYUjcQz8ZQaUm4e1PXOX4/2CxMacc49jXaz+EQOd86VyIPWod0Y2kis8aTkIe/JEGm/he48aC36NxKcQsyDUs4+31DpL3HYj/aGxzXqPCjWLFPen6/JMGHsTPsFmDUl86DNaTdhNVJJQ66uP5Na159MSh70QtqbUTQStQMpF7t8NLNG3dU8NPXsdxxFHvShSt9I7B20GztqUutR40QtTEo95h0ZZtU30G5wr0mtkY8TNUcpGpADK/0lDnvTfvFLzerk1ahT8qAdM8zor6K9uWhNyTxoQ9pNWI1E7V9XQ+PcPOhwuvOg1PVl8WScW4+089ojMzTnh9FuNqtZl7Q9zzjRzJlSI35/pW+o/HbaDe41ayf+/ePEeaS8899a6Zv2HER7o6+a1LOhceLv+8iEoa+L3yMNu9NuJq0pmQdtW+mbcm1Le3PRmpJa3VTd7TjR9JmSO+XkQSla3f+k/cKERuL7raRWt6se82RA1bw0mrpT8pD3ZGh130K7wb3mMYl//zgKre6bKn3z0v1pb3hcU1Kru1ulb5i+K+1NdWpytbpH050HbRHzmmQqaWbc9WemU6Puer5S683jOOdSa0hHOedKaHWfheTpyVTScC9lTcjR6r6Tbq3uE2lvXtxIPG9JyYPeWekv2Hwj7Zfy1uRodVOfr4Mq/SUOr2PZanVfXekvjtqJ9qY6NaW1uto8KEXfO508qOvs83m0XxzXSDzHT9mn5NSD3kd3HlRSq/uBSt9I7FDam7DX5Gh1U9/5b6v0TXsOpoxWNzUP2qfSX+q9B8tWq7tdpb9AdzuWrWcxRXe7BJVc0JLic8ytUZfyLKboVkppddWexcJa3VKexTUo51k8gG6tbm4elPJd3aOqKm2jwNfQrdWdTh7UtSa9otI3J94SuRiqH8Om1U2tIeXWgwbuWYyNMlPWhMOdczmexRJa3ZKexTfT7VnM0eouz57FXSp9w/RXs2w9i5vQfnFcI5U0Fuz6M0PlWazkMoQkz2KGVjfFs5ij1U09GynlWVRrdWOT3xRd2qFxT6Xh9aRpdUt5Fver9JfZ7Um3Vnc18rW6y8qzOJ0adQnPYsqfKelZTPUCjBO/Synntbl5UAmtbmoelKPVfSvdWl3zLC7JXpX+Uu/Xsmy1uls557TNibem27O4Inl7jiMZTc9i1zs/x7O4LnLe2EUpz+IoanVLehbfkOlZXJZa3V3jGYCGZe1Z3Aw5a0km9p/q+jMlPYupvaHGiWdmKZ6inLOZ99Ot1S3pWfxQIc9ijlZ3WXsWc7S6qc/XAZX+Eoe9SNPqlvIsvirWSjTswLLX6nbpbpegsGcxRaub41lM3ad8pJBncV3S9jzjOOeStbrOOa1W922kaXWHybN4EN2eRbVWN/6+S3oWl6VWd5uoKdGwLaJd6cewaXVTc6dcrW6KZ1Gr1U31LOZodd/Nstfq5uRBXWcjJT2Lb4xaRQ370a3VXZNyNerXVnIhooZd6PYsltTqbh61t8koPIu59aASnsVULV2pPEjtWXTOpZ6NfGjC/R2pvJM0z6JKq+ucS63HvNM5l6PV7fIsqrW6zrnU5+sA51yOZ7Frn6LOgxQ16p2id0bDjkg//X6UzIM2Qq/VTfkzpbW6Ks9iJZcxl8yDunRpqXsewzCM5Rq7cG7pcSGLxRt7AqcAOOdWcM79oRYKxf/9R+fcY5xzr3XOVc65a51zP46btqOA3Z1z1zjndnfOremcO84590vn3NXOuZ1inP2dc99zzp2L3JJ+Uv2z+PPvOudUhxyGYRjLCanmmO01gqlYnEptsK4y6JAuZNtAYxyJxalUsVKpOf+HYg51Q83UxoKqQ2akUJZySP84xRzqpg2pjQW1n/O+dCfsIIfByYWCeOiS+jvcXynifA3dRQKQwxNt0p46592UhYJt6BYm1JR6VrbRCKaccy+h+yK7Gu2zkvpvfLHGOBKLU6lipVKf89NQNHmPIr1UsZJ2zgfSfYgIUqBKLhTEwl5qQw3tnF9Hd+ESRHChMrOR/jvcR9nU49V0i6VAcmeVoIL0Oe9c6Zobbk735Zo1pZ6VLSpFk/dYnEptLFhqzs+rFE3eYyOlVLFSqTmvg6LJezQopB7Sa+d8AN1iChBxUnKhIB78pwooD1IWL/eg28gGUpDdXxEX0n+HeymbeuxAt3keZM+qMrsoxr+qUjQ3jMWpVLFSqWdlQ41xJBanUsVKpea8XiUXZiYRG62knuNp55yaBz1eMYfarJSag2jnvB/dYgoQ8UJyU4+YB6W+7w9QFi9fS3dDD5C1VtVoCF0epGluuA3dwoSaUs/KthrBVCWNjFPFSqXm/NJK0eS9koaaqY0FS8356SiMIzEPSm0sqJ3zQaTVrR6jmEPdtCE1B8nJg1LESqujNLOR/jvcV2lm25nuxoZQNg/apdI1N3wF3QLtmpJ5ULJxJIonU8VKpeb8/ErR5D2uuamXgJea81NQCKbiuy21sWCpPOiRijlo86CDlcLyPekWcIKcKasarpL+O9zbOacxs72KbvM8lM2DdqwUzQ3jXj61sWCpZ2XjmNskEXOmriaBNaXm/J8a40jMTVOaBEK5POgJijnUZqXUHKRUHjQTRVOP2NQ5tRZzoHNO02hoN7qNbFA2D9o9GltTeSXdTcRqSj0rr6wUTd6dcy+j2xRWU2rOL6sUTd7j2XJqY8FSc34m6bkY8Qw/5SI7KJcHPVYxh9qslJqDaOe8D93mWpCakeoCPtJ/h/spzWy7kJYHlaxRv6bSXUS+Jd2XytSUela2rBRN3mMzjS5TWE2pOb9QYxyp5ILBZZ0HPVUxh7qhZmpjwVI16kcp5lA3bdg/cfjrlXnQXnQ3W4WyedDrlGa2Hek2z0PZPOjVUYOVyqZ0N+ypKfWsbFrJ5dFJVFX1XLov9K4ppZt5biWX0yURmxqkNhbMyYNSeCKKJu+VXCxQKg/an+7GZyDGseSmHrHmnJqDHFTpGq7uTreRDeTfpWo0RPqzsmela264Hd1NxGq0v0ONVje5yXslDTVTdbKl1qT1K7lcNom4fm2WOLykVjd1DvXFAqmNBXO0uil50NqKOQyTVrdUHrS/Mg/ale7GhlA2D3qtMg/amu5LZWpKPStba7S6VVW9mGWv1X1RnEcSlTTUTNXJlvqc10XR5D1+j5Z1HqTRC5fW6u7N8q3V1eZBqZ/fq5VN3jeju2GPdg41qf/GzZVa3R7dzTFqSs25VymavMd9YKpOttScNXOotbqpOUipPEir1V0RXR40clpd59yoaXV30DQ3jOcLqTrZkp7FVN9k7VlM1cmWmvOzK7koJokh0epqPYsltbolPYsara7WszgMWl2tZ3FZa3W3ifWSJGIdZllrdV9SKZq8x3pXamPBYdLqpvoFc/KglPf9WpTT6mrfsaOq1U3xCw6TVncLui+VqSmm1XXOJedBzrlh8Cw+v1I0eY9a3VSdbKk5PxlFk/d4uezy7Fk8WJkHpWp1zbO4JDs65zSexY3pvlyzptSzslGlaPIex26UONw8i4sZRa1ujmcxtRaj9SyOolZ3W+RdlMJQeBadc8PgWfyvStHk3Tn3DJa9Z/EZpOdi9cUC5llczKjmQamexVI16l0r3UXkw+BZfEX0GSfhnHsB3RfZ1RTLg+LamIR5Fqeg8SxqtLorkZ6DaD2Lw6DV3bvSXcA3DFrdUfQsbhJrPElEz2LXhd41pXQzz4l9b5KINbpUnWypPOiJ6PKgklrdYfAsHqT0LO5OWh5UUqu7h1Kr+0qWvVZ3O6VW9+VAqk621Jr0co1n0Tn3LJa9Z1Ezh9qzuKy1ug8Xz2LqXPaLvf9TGQqtrnNOo9XdimWv1d0qalmTqKSfbWpP21J7jhdWcvlkEs65p5Kuky2p1R01z6JWq6vxLL5BmQftzbLPg14XPRKp7IR4MLooqtUdQc/iZkrPoifds1hqzr6SexCSqOR+hVTPonYd1Wh1U+dQ50GpOYj2czYMw1jusAvnlh6nAns451ZDmj39HCCEsAj4DosF1VsC14YQbkduBN4mhPB8YMcQwgPxv50WQnhBCOE05NbeS0MIL0UOFj4zwSCxPrBfCGEL4FvEA694Q/IGwAWl/9GGYRhDSKrpc0XShdGQnqBqx2rHp/77IP2yGu0ctOM1Y59GWsEcdJ+Fdrxmzk8gTTgMsK7SCFXquzGDtCa/II3ENObrYXhWViXdjAXlvhua8Y5yz+ywPCvPJK1gro2rHa/59z2FtIK5dg7a8Zqxa5NWMAd4otJ0UOS7EUWIqc/sLNLXL9U8lGMh/fNYmfSGodp5DMuzMixz1ox9BulnJsMy5yeTJhwG/dpfas6PJk04DLJ+aczXReYcDWSpecKapAt+VPNQjtWMH9U8aBjWL+14zdink1Yw18bVjteMfSJpBXOApyubdZaa8yzShMMg65fmwthheFZWQ5cHDcOcV6BcHjQsz8qzGI48SDN2XUYvD3ocaU1+AZ6kNB2U2nOsTvplJ48gff1SzUM5VjN+FdJFiNp5lDybWd7zoGcymnlQajPLYcmD1iJNOAzybGsujC0yZ+fcSqQbKEcxD9L8+7TzGJZnxfKg/PGasU8irckvDE8e9AjShMMg65emCdUwPCurk96UQjsPy4Pyx47imrQuaU1+tXG140vlQU9WNggvlQetiZwppWB5UP5YzfiHSx40amczTyGtyS8MTx70GERbksLjSWtSnjOP5M8j5kGpNdwZpK9fMBzPiubfB6P5/i61P9GO19aohyEP0vz7nkR6jfqZSnNmqd+3RuumWb+gnG5G807WnC2r5qGYg3a8pgYPw7GOgml1JzIs66hmH/FU5eVtRb4b0QSbetHIIzGtbs4ctONL5kHD8qwMSx60vGt1H0u61u0JcT1IpdSeYxXkUvQUZpK+fqnmQblnZVS1usv72WtJrW6pz2Mdlm+t7mPR5UGlatSaeskalMuDSj0rptXNj6sdXyoPGpY5azyLT1NeWlBqzjPReRZHTaurzYOGYc4Plxr1MORBmrFPZfTyII1n8UlKz2KpGvVqpOtKhsmzmDp+VPOg5b1GPaqexVHT6mo9i8tcqxv1hMu7Z9G0unlxteM1Y0dRqzuKnkWN1m0UtbrmWcwfWzL2KK5J67J8a3XXUTYIL7XnWIP0fYRpdfPHasY/XLS6o5YHjapWN9Wz+HjS1y/tPDRrksbT93DQ6g7DnEuOHRbdzLDkQZp/3xNJ9yw+I/ZFSqXU71ujddN4rqHsXlej1S3lWSyp1R3FPOjhoNVNzYOGZR3VaHWforzEush3I/bo12h1NRclDcOzsgrpuj8YjjMD0+rmx9WO12p1U5/ZYVlHNVrdx5OusYFyWt2VST+7GEWt7qjmQZrPYxjWUe1YTY16WNZRjVZX61k0DMNY7rAL55YSIYTfIJu5PZl60dtxwL7x/z8Q+Hb8/38KHO+cez3tB5NbA+93zl0DXM6SRfg5IYQ749//I+CZzrm14xzOCCE8NM1/lmEYxijygGLs/UMwtmTsUp+FdvwwjIXh+G4sBDTv52H4bpScx7B87+xZWZJheFaG5XNe3r8boPs3lvo8HgQWFYo9LJ/dsMx5GOZhc146Y+1dnznWe7+I4divjdxnpxw7LPOwOS+dsQ957xcOwTxsbVw6Y4dlHjbn4Rs7LPMIDMde/sE4l2U9j1H8Hdqch2/ssMzD3vX5Y4fl3HoUPzub8/CNHZZ5DEseNIqf3bDMw+Y8fGOHZR6jOOeA5CDLeh62X1s6Y4dlHjbn4Rtr81iShfH/lvU8huWzW961Edo5D8P54bB8zprP4kHv/fJ+5lnkuxE/t1H83o3inIfhWRmWOS/v341FWB6UO7ZkbHtWlmQYnpVh+ZyX9+8GDIdW9yFMq7s0xpaMvXch0pEAACAASURBVLw/K6P43bB3febYEMKw7NdG7rNTjh2Wedicl87YYTnztLVx6YwdlnnYnIdv7DDNYxj2a6bVXTpjh2UeNuelM9be9Zljo57QtLrlxw7LPGzOS2esaXVHfx425+EbOyzzGMU5D4v24wEsD1oaY4dlHjbnpTPW8qD8sZYHLZ2xwzKPUTw/HJbPWavVHUXtR6nP4+HwvRvFOQ/DszIsc17evxvDov2w/dqS2LOyJMPwrAzL57y8fzdgeLS6o3hubc/KYpb3Z2UUvxtaz6JhGMZyh104t3Q5B/gscMrE/xhCuBn4p3NuC+BlwIXxv78J+DDwZOAa59xaDTEdsGsI4QXx/54SQvhd/Nm9k8aeBOwNHMDiS+0MwzAebsxJHHcbcI0i7uWkH2jOVsSF9Dnfh1xWmsr/AfMSx5aa80Lgh4q4FXDrgOeQMz758/De3wL8NnH4JcokVTPn5LHe+/uBnyQO/5X3/o4S86Dc9+4m4A+KuJeQLpgqNec7gasUcX9M+gFJqWfl33EeqfwSuDtxbKnPeRG6NekG4K+JY0vNGeDi1IHe+3+R/n673HuvKdaVWkcXAZcmDh/z3qe+J2A41qRbgOsUcX9IelOPUnO+B/i5Iu4VwILEsaXm/ACyX0vlauD2xLGl5hyUsf8E3Jg4tuSapHm+70HW/xSu9N5PPufoxzA839d77/9SIC6Um/M/gWsVcS8jXcRZas73osuDfgbMTxxbas4Pkf5uAxgD/pE4dlie75uB6wvMQTteM+cFyDsrhau893cp5jEMz/efgD8q4g5DHnQH8CtF3B+RXoAuNecFpOfTAL9A9lYplMyDLlHEvR64OXHssORB/wR+kzj8Mu+9xqBQak16CHnPpnBt/DcOfB7KsZD+edwM/K5z1GIsD1qSUnnQr5G1N4WSeZDmuboRecelMCz7pLtJP+e7Iu5RUiky5xBCIP1dcX0IIfW8DIZjn3QrsudO5VKWfR40H7hSEfdKpmoH2hiWPOg3SI6awlA838hZ8Q0F5qAdr3m+7yP9u/SLEELq3hWG4/m+kfTzsjruss6DbkfeyakMQx50H7o86OfA3MSxw5IH/RY5y09hKNYk7/0/SH+//VDZWKfUnB8kff96jff+thLzUI6F9M/jL6Sfl8Fw5EF3I2cXqfwEqRGnUGrO9yNrYyq/QmrxKQxLHvQHRPMwyDnkjNc833eSfs7346hZSaWIbkaZB/02hPC3EvOgbB5UKeJeSrqZrdSc5yE1nlR+iuxTBjkH7fgHST/jA6nRpb7fSu45NGNvIl2DNSz7pPmIbjKFn3vvU/WVMBzP9x+APxeIqx2rGf8vRKORyuWYVncipbS61wF/H/AccsZrnu+/k67BGhat7gOkayx/7b1P1TKp5kHZPOj3irjDUKMeVa2uJg+6CkjVO5TMgzRnMzcg36cUhmXPcTvp77cfxfUglZJa3dR3RRXX3YHPg3LPilarOwx50FzS964gNerUPKjUnLV50DXIfjCFoXi+kf12qgZrKObsvZ9L+jnfz2LelMow7Dk07wlNXDCt7kS0Wt1hyIMeopxncVie77+RrsGaUzAP0sz536TXFq+K58upDMPz/WdGz7M4ilrdUfUsavOgUfMs3kb6++2yIfEsLiRdz/SbWIcf+DyUYyH98/gb6d52GI4atWl1l2RYatSjqNXVeBZ/6r1PzadhOPYco+hZ/Afpng4YjjxIq9U1z+KSlHq+/8poehZTc+pfRr9BKsPwfJtncUnMs7gYbR70O2QPm8Kw5EEaz+KlQ6LVfYj0/esoehY17wkYjjxoFLW6D4c86I+ka7CGZZ90F+l6h5/Es9pUSs1Zox34Xexfkcow7JNytLrLOg/SanU1nsVS+/NR9Sxqxmo0WEORB4UQ7iX9u/SLEEKqzwyG4/n+I+nnZZq42rGa8aOq1U3tAQTD4VnUanU1nsWSz7cmD9K8336ovASzlD/oQdI1lleHEFK1TKp5UFarm+pth+E4m7mL9DN8kNpw6v611LMyqp5FzdnM7xk9re4dpHvyS3oWtXlQ6rviutjPPJVh2HP8ndH0LGq0uhrP4ihqdYcip6CsZ9EwDGO5wy6cW7ocBxwVQmhq6PMt4DvA6SGEhQDOuWeEEH4eQjgCaSr1ZGQDMnPCn7sYeJtzzsU/88I+f//xwDsAQggak5RhGMbyxFcSxx2rMe7Gw88fJAx9AFnzNXyNNHHCd6MANonYDOXEhKEhzkHDcaQdyp0bzU1JROHKNxKHp/6ua04hTZzwU++9RtAK8NUBj6u5gDRxwvXee00BAuDLieNU3w3v/c9JE9/9AzhTE5v03/nXNQUI7/0fSSuGzCftmZpI6u/82xqhRixWfC9hqOaZqjmGNHHC6ZrLCKNYNvVSZO2zcjxp4oSLvPfJhdwo6Pt64nDtnL9PWiOxX3rvNYJWzVy06+gc0sQJfwIuUsZOnYt2TbqaNHHC7cDpmtikz/kbGnFoFMOflzBU80zVfJW0QuCJmou/ojDtlM6Bst9JfaZqvkmaOOFMjaA1FoWOTRyufb5PIk2ccGkIIbnpUiwipT4D2jmfRZo44RrvvcZEA+nPimrO3vsfkdYgJvWZmkjynkMT1Ht/HWlF5buBkzWxSZ/ztzTG3dg46KyEoZpnqkaTByWLx2IedFLC0Jw86FjS8qBzNIXc+Dv5ZuJw7fN9CmnihJ947zWFXM1ctHM+jzRxwu9CCJqiKJRbk35Gmvgu9WxhIqlzPkaZB/2BtGJu6jM1kdQ5H6cRasRGBd9PGKp5pmqOIU2ccJqmwUk0Jh+fOFz7rHybNHHChd77m1KDxr3rMYnDtXP+HmnihJ/HvbyGUmvSbNLECX9EL04olQf9mrRmDKlnCxMpkgeFEG5CzsG60DxTNam/8xM0zQTiWnBqwlDNM1XzDdLyoO/Hi+eTiGdPxyUOz8mDUhqJXRLfQUnEd1ups5kfkNZI7Or4rtdQas9xGWkNYv4CnK+JTbk1qSKtAVTq2cJESuVBtwDnJAzNzYNSzma+o2l4H3Om7yQMzTmb+RZpDZXP1jSfLZwHnUxaI7Efee+Tmy4VPps5j7RGYtfFMxENpdakn5LWSCz1bGEimnpQctNE7/3vSRNppz5TEymSB4UQ/gmckTA0Jw/6Oml50KmaBifxbPmEhKE5ZzOpedD58aw9CWUepK2tnIbUILr4vxDCsORBF5F2mePv0RlSoNye41ekNWNIPVuYiCYP0pzNpNbTSuZBx2suQI614dMShubmQSk16mHKg04krZHYbO998gWphfOgM0nLg34VtR8aiqxJUQuT0iDmJtLOFiZSak36DWnG59SzhYlo1qTUphTEJh0peZDmmapJrVGfpGl4HzV0300Yugj9nuObpDUSOytqCpOIWsVUXaH2+f4uaY3ELgshpDYpr/OgUnuOc4CUBjFj3ntNUzVIf1ZUe7s4jxRd4d+AszWxFXNR5UEhhOtJa7ZyD+XyIK1WN1VXmKPV/TppNeqTlXnQfMrlQceR1lD5PE3TpRBCSa3uqaRpda/03msu4YBya9KFpGl1b0DXLATKaXV/QVojsdSzhYmU0ureSFoelHq2MJFSeVCqrvAh9HlQqlb3e0Ok1T2BRK1uCEGj1S2ZB51BWiOxq7z3mgYnmrlo19FLSGsQM0xa3WtJa86derYwkdR19Jvx/ZbEiGp176asVjdlzzZMWt3vkKjV9d4nN10qXA86mzSt7rWxDqOhVD3ox6Q1iLkZOFcTG8WeI4SgqQf9lrRGuHeTdrYwkeXZs3hyhmdxWWt1zx0ire6ppGl1r/DeN/UfGMRctHM+HzlX7eL6EIKmkSuU23P8H2mNxIZJq5uqKxwaz2Ksw5T0LI6aVvd40mrUF3nvU5uULw2tbopn8RchhNTmfNq5aOc8hzSt7o0omqJGSnoWU5rSDZNnMVVXeB8F86DYjDqJEEKqrrCkVveM6GNIYkg8iz+MOqkk4n67VB70A0Q/1sXQeBZDCJeT5ln8C6PnWbyLgp7F2Ng5ibiXT6mnDZNnMVVXmJsHpegKh8mzeDLynerix/E7qqGkVjfFs/hb7/3lytilzmauRBrFdlEyD8rR6qboCofGsxhCKOlZ1Gh1U54pYPyCj9R6WinP4gVecUFqYa3u6YyeZ/Fi0i5zTPUBT8Q8i5GYq1+YMHRoPIshhNKexSStruYSjqWg1U3xV82JZ3FJDIln8dfxzFNDKa3upcjFoF0Mk2dxjLTLWktqdUt5FnO0uqU8iyW1uqmexWHT6qboCi/P8CyW2nOcS5pWtwohpPiAJ1JKq3sFaZ7F1LOFnLlo86BUXeHQeBaj9qOkZzHlbOYUjVY3hFBSq/tt0rS6Ws9iSa1uqmfxZ0Ok1b2ItMscczyLpbS6vyTt4rSSWt1jQghaz2JKHjRMWt07GA6tbsozBUAIobRWN8VfdXGGZ7HU2esZSH/pLq4KIWguZdfMRbuOpnoWU88WcuaiWpNCCNcil6F1cQf6PChZq5vhWUzRFZb0LJ6o9Cym6gpLanV/EL1VSSjzIO2z8h0SPYve+5RnCiiu1TUMw1jusAvnliIhhL+FEP635cfnADNYMhn4jHNuzDlXN9q7Frk59jnOuWucc7sDRwMrA7+J447u8/f/Ezmw1wr4DMMwlhu891cBH+8Y9suEMU28g/5GmgC8SSMchnFxwrs7hl0PfEATN/JhukWt79MIh2H8UO4N9D/Qvxl4myZu5NN0Xw70Ga9s8hvFCfvRXwB+B3CwJm7kGLoN28d571MKvuPEQ7l96C/Gmg/sq4kb+R7douCz0QtiAA6gf2H0fmAfTcEcxsUJX+oY9iPgC5q4kbfQ/5ByIXCgRjgM443EjugYdjXwUU3cyHvobvb41hBCsnAYxg/lDu0Y9sf492s5ku5i7oe1wuEoTjiI/mvSrcjvWcvn6BaY/K9WOBwP5fah/4HfXcjzpOU4ug9Wv4OyOBUP5falf8OQ+4DXaQrmMfZZdK83F6AvPoN8N/oZDR8E9tUUzGFcnPA/HcOuBD6jiRt5K9KArI1FwMEa4TBAPITt2k+MAYdr4kbeR/eFhO/QCIdhvJHYW+h/oP9n4J2auJGP0X1J6lFa4XAUJxxAfwH4P4E3auJGvkR3M7ivee9Vl53E4s0+9Dfn3wPsr4kbOYnuZnCnozcrgaxJ/cRsC5A9R7JwGMB7n7LezCavAPEG+ovWHwL21wiHYVyc8ImOYb9IGNPEofQ30tR5ULJwGMYbib23Y9jvyMuDPkT3RRzv1QiHYbyR2Bvpvyb9FXi7Jm7kU3QL7T+tFQ5H8UVXHnQ7eXnQ1+k2bH/Le68yUEaRyz70F2PNIy8POo3uYvgP0AtiQNbIfoXROg9KLpgDeO8vobtIeznQdi7djzeTlgclC4dhvJHYkR3Dfg0cpYkbeRf9BWQBeKtXXHYC443EuvKgPwCHaeJGPkJ3A9oPeu+Tm/zCuDjhYPrnQX8HDtHEjfwP3U2xP++lqVQycc+9L/3zoDuBAzVxI9+i27B9kve+RB50L/J8a/OgM+luEnMe+kZRIJ9hvzzoAfLyoJ8geXI/rgA+q4kbOYT+jdUWAQeHEJKFwzDeSOyDHcNSzm+aOIy0PChZOAzjjcQOof+e40/ImqjlaLobL33Ue59iSh4nviu68qB/AG/SxI38L1I/7cdX4jszmXg2uQ/9TSn3kHc2cyLdedCp6EV6kJYHvc4rmlsBhBDOo7shw2z0InuA19NftP4gsJ9GOAzg5QKMT3UMSxnTxNvpf/lXAN6oEQ7DeCOxrjwoZd1q4oN0m/veoxEOw3gjsTfRnQd17aWa+CTdedAnvTTPTibm1PvRXwD+L+S7qeWrdBu2v+m9Vxko49nF6+jOg/bTxI2cQrfQ/gz0TRtA5lMiD5pD97nLpcAXNXEjb6J/g+mFwAEa4TCMNxLrynF+RR/NTx/eRf+m9wF4SwghWTgM443Eus5Vf4+c/Wo5Ajlr7kdOHnQX8uz2e8/dgpyxa/ks3UL7//HKJr8hhDoP6nc2cydSy9DyLboN2yd471WNZGJu01WjvhfJKVR5ELLedJkjz0XfKAokD+pXN3kAWZOSm/wCeLnos6v+/BO6a0ZNvIX+jdUWAQd5RZNfGG8k9qGOYdciZxZa3kt3s8e3e+/71bmmEA30Xc/un+jW1jRxFFKT78dHYm0/magdOJDuPOjNmriRL9DdDO7LXi5jSybmQfvSPw+6m7w86AS6L5k9GX1DTZA593s31/UgbR50Lt1GpIvQG39Azu268qB9vaLJL0DUSv13x7D/Q7RXWt5O/4YCi4A3eMVlJwBeLp7v2k+krFtNfIBuc9+7vaLJL0DU/nXlQX8hLw/6BN2G449HDWQysZHY/nTnQW/QxI18hW7D9jHee5WBMuZBXTXqueTlQSfT3bjq++gvFgCZTz/92L/Jq1FfTPd680O6tXNNvJH+DaYfAg7QNPmF8Ut/P9Yx7KqEMU28k26t7pu94rITGNfqdp2r3gC8XxM3cjjdF3G83ysuOwHw0ly9S6v7N/LyoP+mW6v72RCCqslvfL915UF3kJcHfYNuw/a3vfeqRjIKra66HoSsN12amHPI8wAdQFoepNXqXkb3ucuPgc9r4kbeQv/Garla3RTN2zV017GbSNHqvs0rmvwCxLypS1+Sq9X9KN0NaA/33qdcIDROCOEeuvOgXK3u55HvVT++GL+fyRTW6n6b7mZw3yWtSe04E2rU/fKg+8jIg+L6eHzHsAvQXxwCkgf1yxey8qD4HuqqP19Jd67UxNvo1uq+3isuO4HxRmJd+4mKPK3u++m+kPCd3vubNEHjvqpLq3sTeVrdj9N9SerRXhrVJhPP8fenfx50G3l50Jfpbgb39biPT6awVjfFG/A9higPCiFcSPd6Mwd9gxMop9VN9SzmaHXfQRmt7p/o3k9cT14elOJZPCyeDyXj0z2LOVrdT9N9OdB/e71nsbRWt8uzeKz3XnXpY6JWd34co+V0ui8HSvEQNVHKs/hDuptn5XoWU7S6B2RqdbtqPSl17CbeTXezxxytbsqz+we6tTVNfIRuz+KHvKLJL4xrdbs8i3+nnGfxC7FemUwI4QG6tbp3kafVPZZynsV96PYs5mh1U7wB5zN6nsWfku9Z7NTqekWTX4AQwu/o1rwV9SyGEHI8i11a3ZQz5SaOpoBnMeZBpTyLX6Rbq/vVEILqspMJeVCXVnd/TdxIimfxNNIuLZzMfiR4FjVNfgGirrDLG1Das6jS6sbGr5/sGPbzhDFNHEq3VrekZzFXq9u1n8jV6i5Lz+Knoi47mQl5UAmt7tfovrhZ7VmcUA8q4VlM8QakeIia2J9l51m8jDzPYimt7jV092Up6Vk8JISQfNkJjHsW39Ex7PfkeRaTtLpxr5aMT/Ms3kKeZ/GzdHsWPxf3xMn4Ze9ZPNGLTzCZxDwoy7OIrDdd3oCSnsUcrW5K/TklV2riELq1uuo8yKd7FnO0uofRrdU9NISQcoHQOCGE2m+8rDyLR3rlZSfxzCxFq5vrWby8Y0wpz2JJre4pSC6kJUWrq/Ysxj1blzfgYobLs5iiwx02z2JKD4Tfkq/VTfEsplwgNE5hre4nkf46/fiElz49ycTa4v6U0eqmeBa/4aUfUjIhhNqzWEqrm+JZ1F6wBvI5p9SotXlQikd6Olrdrjxo/4w86Nd0+xGno9Xt8izmaHVvoqxnsUvz9oEQQvJlJzCu1e3yLOZqdT+DaJv6ofYs+vS+ujla3W8iGrJ+HO+lb2QyiVrd3DzoDLo1Meegv8wI0jyL+2rzoBDC5XSfu6T0d2niELq1ujmexQrRivQjV6v7XrovZs/1LHb1xL6RPM9iilb3iBBC1/nNEkQN9UF0a3VLeRa/5KXvczIhhFTPYs7ZzPF0XzKb4iFaghBCslY3ox6U4g24EP0FipCm1d0vhJDjWeyqP/+MPM/i2+j2LOZodVP2EynrVhMfoFur+y6f51l8M91a3a4z5SZStLofi16wZLz3KZ7F6Wh1UzyLXdo5wzCM5R67cG4pEEKY0fDfLg8h7DDhPz0fuHbiwUMIYZcQQi+E4EMIhwbhzhDCS0MILwghnBZCWBBCeOOEcTvEP3t8CGGJwwbn3BrAs8gTPBmGYSw3eO8/jCRQk8XB9yEJ9StiwqKNeyuwIVLgmHy4WgG7eu+zLv303n8B2Jupouf7ERHHxl7ZsCfGvRvYBDkkmZzw/wEpiOaIyvHenwS8mqlN0x9CDl030B7IxbgLgK2QAtjkw5ebEVN+jliqFuJuw9Ri4CLEFLCBV9yIPiHuQ8BOyAHJZAHJPxGBSI4pjFgA2Izmg7lLgU20hcsYtxYffYSpAuI7EYPja7Smzxh7DHlWLmbqQcbPgC21YooJsd+OCFMmmxrmIYfmr9QaMGLcPwPrI6KKyf/mq4EdvPeqQ8QJsY9GCkmTD4MWIAKszbWmMBi/bHhDZO83ucjwO2C3EELOISLe+68CuzO1MdcDyIHqhlqBdow7F9gUKbhMFmP8CSk+5FwIivf+NGAHph68L0QuDVnfKy+6inHvR9aNLzHVIHAL0jg+50CuLkBvyVTDakAMoRt65eV7Me5CYFdE/DC5SHUbYszZL6OgVjfy3oRm88jlwKZeaa6dwEGIMGVyk6u7kcPlV2uL/ABeGtZugBQwJx/Y/xzYyisbn02I/R6aG+/NRw4wt9IKj2Lcm5E5n8nUw9VrgZ289zmXc+G9/zRyaDu5sPZvpDixqbYIGOPeDmyEiDwmr8M3AHt573PEFHjvvwW8hqmG9AcRoduG0eSljTsf2BxpVjC5CH0TIsLKEXASQjgT2I6p5rCFSOF5gxCCyjQC4w1wtkcEs5OFMbciF2jlGFXrZlGvYGpT5YCIkjbSCjhj3EXIO+VjTC1S3Y4UTffKXJN+DWyMFAsm//mfIO9Y1UU4E3gjUkia/N26BxEj7+iVRnQYL1BtgAixJ69JVwHbemXjswmxP4QYlScLDO9Fmg28wiubY8S4f0fm3JYH7ey9P149YYn9OUScNln0fD9intlYWwSMce9CvhsnMHVN+gMi0sgRleO9PxHJgyYX8h9CGkRt4JVNxGLc+5B9wdeYahD4K3CI9z6noUctxN2WqQ1MJ+ZBqkvIY9wHgR1pzoP+gTQgySkCEkL4CZIHTX6GAyLQ2ySEoGq2CuN50OsQYcpkoe2dyFq1m1bsHGP/Btmfz2bqmnQl8gyqGkBPiP1WRJgy2dQwFxFy5OZBf0Ke77OZmgf9Gtjee69qfDYh9keR3/9Nk360ABGXba4VQ8a4dR50KlPXpN8iv7+cxmd4778C7EFzHvRd8vOge1icB00+m/kT0jAxx1yL9/4U5Dmc/I6ebh70byQP+jJTz2b+Bhzqvc8xjRAL+FsxNQ9ahIhhNvTKhh4x7kJgF0Sg35QHfZg8I3ptDtiUZvPI5cgeWnUh6AQOiHObnAfdhfxbdsk8m/kt8qxcyNQ9x/8huUqWmMJ7/25EoD/53K/Og7bxyiaBACGEv7I4D5r8b74W2DGEkFX/is/YgUxtBroAeTanmwd9l6lnM9cDe3jvuxoRtcX+JvBaphrSH0TWwA29UqAd485D8qBvMjUP+jPSOP5I9YQl9hlIvjLZHLYQedds4JWmkRj3ASS/+gJT86C/I2aUHIF23SzqFUwVagfknb7hAPKgyfvZ25G9yOsy86BfIXvdpn3Fj4HNvNJcO4HXI3u4pjzos8CrothTxYQ86Hymrkm/RPIgVeOzCbE/gIiem/Kgr5GfB92CzPl7TD2bGUPyoJxLiom5yL4050EnIHlQP+F5W9w7ke/GiTTnQft473MaQBNzvp2ZasR4EPmMppsHfZ3mPOgt3vuchh61ELctDzoPmbOqsWGM+yDwKuRsYPK74x/IWUJOwx68XOy6OVObiQXk7GNjrxRwwrjgeS/kDGZyHnQHslbtoRU7xzlfi7wLm/KgnwJbeKWofELsQ5Dml0150OeRfEVlwIhxb0Se73NozoO280rD/4TYH0F+/zdN+tF9yBnkFjl5ULxIbgPkLHTyOnwd8JoQQo7hn3hmuydTRc/3I2e9G3mlUTXGvRvZQ3+bqXnQjUijkBxzLfFsfCem5kEPIXvJ9b3ywt8YdwGwNdJApalG/fZYE1ATm+ZuxdTGPYuQ2sUGIYScPOghZH3+NM016g+RZ8CozQGb0lyjvgypUauaDMW4ATGzHU5zHvRJRHeRkwddh+RBF9Feo+5qRNQW+52IQL+pRv0lJA/KOZv5C/J8/4Cpa9I1wKu89zmXFOO9/wRSe5u8B1+AmPY39coLHGLcfyFr/8k050G7e6k1q/HeH0NzHvQAUhPfYJp50LeYWqP+M2JGyWkyhBcNwQ5MvdCuzoPW90rTSIx7P/BKRAPRVKN+l/e+y+zWFvsSZA/WlAddjORBKiNbjLsQ+f19gql50L8QbUqO6RMvmpiNEY3MZKabBx2MGIAmf7fuRs6+dwoh5NSob0DWpKY86BfIuqG6pHhC7PchRuWmGvVXkfUup0b9N2RN+j5T86DfIPX6nEuK8aJN24/mGvUJyHtF1bAnxr0D+W6cxNQ86PfA3l40eWq8aAB3pTkPOh1Zk1RNxGLce5GziGOYejbzF8SUn2NkI4RwFrJ2TK6fLEIaAK8fQugy4E4h5kE7IEblyXnQrUiTkhyjKl4aJW/O1GZiE/MgVbPVGHcRss89iuY86Gjk7C4nD7oGeRfOYeqe4wpk33+5Nm7kLYhRevJ3a2IepD6bib/3DZDvweR/86+A7UIIqkuKa7z3hyNNX26a9KNaq7uFz9fqttWor0P2jDmGf7z3/0u7VrfOgwat1f0j0igk5yIcvPffob9Wd32fodUNIdRa3bY86G0hhJwG73hpbNOm1b2A6Wl1X41cKtSm1c1pjrE0tLpH0K7Vzc2DKmRN6qfVVTWAnhD7UKTpTVUBsgAAIABJREFUS1Me9EXkXDcnD7oJeb77aXVzLinGe/8xZH/XpNU9Ftk3qrW6XozdG9KcB/0OqVHnXFKM9/5rSD1hcmOuiVrdfpeGtsWdi3yfj6VZq3tw/LzUhBBOR85Im/Kgs5A9x03auPH7tC3y/WrKg94Zv5dq4nOwJVMv2ay1uht55eV7Me5CRNfYlgcdgWiUcvKgX9Cu1f0RkterLgSdwIHIetmUB/03UgPJ1epuSLtWd2uvbHxWE99HbVrdrwBbx/eaCr9Yq3sGzXnQTt77nMu5iO/9/WnX6ubmQSla3a5LQ9tiH0u7Vnc6edB8YAua86CbkMbxR6gnLLF/QH+t7vpe2eA9xn0AyYNatbrkXSpTa3W3oDkPmoPkQV2NiJriLkJ0T0fTrNU9Ctgzc03qp9W9AtGBqS7CmcCbkLxy8nfrHiQPza1R/4H2POgqRG+Xq9Xt8izm5kFdWt1dfL5n8fOIbrLNs7iRz9fqboKc7zR5Fvf13nddGtoW+ySkBtKUB9Va3RzPYl2j/irNNeq3xvM3NV60utvQrtXd0CsvIY9x+3kW/4Gcb+Zc4EAI4QqatbogupSNp6nVbfMsfhx4bebZzG9oz4Omq9V9G6LVnZwHzUXO63PzoNqz2KTVvZrpaXWPor9nMTcP+ieyJp1Cs1b3tbGuo8ZLHalNq3sysiblehY3o79nMedCULzU615Fu2dxA5+v1d2WZs/i3xDPYs6Fv4QQLqZZqzvuWQwhTMez2KbVLelZ3MTnexYPpL9ncefMs5l+Wt1BeBb7aXW39hlaXS96ivVp9yzu6EWfriaE8ClEFz15Dz6eB8XL7LVx+2l1bwD2DCGU0OqehjzfuZ7FLSjgWfSia9qOZq1unQeptbrxssq+Wt0QQs6lMnjRj21Bs2dxNmU9i3vnrEkhhFqr2+pZjL6nHN5Af61uCc9irdU9Rz9dCCF8kP6exS1DCKW0userJyyxP4eczZfwLNZ5UJtWN6cBNF50yTvT7FkchFa3n2fxA/oZgxf9d1sedB6SB03Hs/hZmrW62Z5F31+r+0Mytbq+v2ex1urunpkHdWl1p+tZbNPqfgHR1OZodf9Eex5Ua3VVlxRPiH0kzZ7F+5iGZ3FC75Ymz+J1wGtDCDmXFOPFV9Sk1a09i1la3bi32oRmz+KNwAEhhEF7Fmut7gY+T6ub4lnMafCOF5/c1iwbz2LOpVH4NM9irlZ3f8p7FievSbVn8WJt3Bj7XYhWd3IeNFGrm5MH/QVZk/ppdafrWWzS6mZ7FkMIXVrdPUIIXZeGtsX+BrAbfTyLcU1U4Zf0LLZpdbsuDW2L/X3Es9im1d3AT0+r25QH3QK825fxLF6MrP2Tz79T4i5C8tiP01yjPpJ8z+JVlPUsfoCpeVCt1d3R59Wob6Dbs6i6pHhC7PdT1rPYT6ubc0kxsSaztD2Lv0e+c9PxLO5Cf61uv0tD2+LWWt0mz+JfEM9izuV7eKkxbkuzVreUZ/FWxLOYc7kmIYQf0+FZDCF0XRraFLfLs3g0+Z7FFK1u01lyCofQX6u7Q2Ye1M+z+CukRp2r1T2Cdq1utmcxnn1uSB/PohctiRov2pW96O9ZVGt1Qwi1VrfJs/hHYP8QQs5FOHjRCO1Ec426zoNUF/7GuMU8i160WFvT7lnc0IumSxu39iy2aXWn41m8km7PYteloVOYcHFUm1b3k4gPN1erW8SzGEJ4B+1a3S8B24QQcrW6bXnQ1UgelHNJMV76xB5Mu2dxM5/nWeyn1a09izmXFONF47sbzVrdU8jU6oYQ5tGu1f0zcHAIoevS0Ea8aKnbPItnIWvSTRlx6zyoTav7Li/9ntWEEPppdS9G8s1cz2I/rW62ZzGE8EvkvdLkWfwRsFkIQXUh6AQOol2r+xky++rGu03a8qBfIOtGrmfxMJovh6s9i7l9dWvPYptW99VePDNqfH/P4vFMz7O4Ef09i12XhrbFPg7RXQxaq3sv7Vrd2rN4uH7G4OWS2Satbu1Z3MB7P13PYpNWN9uzaBiGsbzhJOcpx9lnn33VTjvt9JKif8mI45x7P/Ji2jsKsEv8HVsiBabPhRCyGiQYhmEsb1RVtQKS7DwZSVBn5xThW2I/ATncWRX4vc837E6O65Di2tORQ6Mf5giDWmKvhRzArI4cQP0451CkJfbLgWcjh2Y/yinStcSdhRgbZiGCkEtzBCstsV8I9JBDsytzhAMtcddADt8fhRzuzPEZwt6W2M8BXowcmv3SZxjNWuKugsz5sUihbnaOyKYl9jOBlyEXIV+bI3ZoibsSUtR9IlIgnZ1T8GqJ/WTkOVwZ+K3PaBLSEncFZN14ClKIviSnCN+Ec+5xSFF3NeCPg9xzVlW1EfBM5NDs0pwD8Za4j0Ke7zWQA6jLB7gm/Rfwn8ih2Y99hpG0Je5M5FmZhQhnLxngmvR85JLqhcD/+Qxze0vc1ZE5PxoRA87JKWi3xF4PeAnggKtyCostcVdBvhtrI4LF2Tkim5bYT0MOnFcEfuMzDPktcVdE1qQnIYeVs32GKbMl9pOQAunKwPU5otCWuC7GXRc5FL7EZxgkWmI/FtmDrQ7c6EWAPxCqqtoA+A/k8P0yn2Haaon7SOR7tyZS6LjMZwj3m3DOvYTFhomnxos0pk1VVTN6vd48gLGxsVciv0N18agldq/X6/0mxv6PHDFTS9zVer3eghh3R+RZURe0W2L/B/BfyJp0tc9oAtQSd2VkD/14pFA322c0gmiJ/VSkoLQiUHlpyjGIuBPzoHnI2j/oPGgVJA/KNexOjuuQwuvTGHwe9BhkjR61PGhrYAaSB102wD3HiwCP7Dl+miMcaIlbLA9yzj2XxSLR9UIIg8qDVgW26vV65wKMjY2tPsg8qNfr/SHGff4I5kHXRWH4IOKugOQqT0byoDk5RfiW2BPzoD94aQI5EKqq2hh4BoPPgx6NvFdK50E/8hlG0pa4E/OgW5A1elBr0gt6vd7VAGNjY8/wGeb2lrgl86D/RPIgKJcH3Yk832qRTUvspyNiwJHJg5xz67BYgPTyEMIg86DNer3epQBjY2NrDTAPWhvZg63G4POgDYFnIXnQpT7jgoWWuMXyoKqqXgI8F1mTrvAZRtKWuCXzoOchZzMBOZtRi5la4q6GrElrIaaJQeZBzwZeiuRBv/Zyycq0cc6tjHw3aiHhmjmNIJqoqmrdXq/3Z4CxsbEXDzAPWhF5Bp/E4nqQWozcEvuJyBnKKsANPv+S0clxRzUPWr/X610JMDY29sQcsWJL3Ef0er27Y9ytkPVuUGvSi3q93q9i7HV9RpOvlrhrIs/3IxHT4yUDrAd54IXImvQLn9Fwownn3KrInOvGMauHEAaVBz2r1+v9HmBsbOx5PuOimpa4KwFb9nq9C2PsGQM8m3kKcjZTJA/q9XqXAIyNjT1qUHmQc+7xLDa0bRhCGEiNGiQP6vV6PwYYGxtb22c08WuJOzEPugnJVwa1Jr0MWI/B50ETa9QDzYOccy8AnoeczfwshDCoPGji2cyg86CJNeqrfMalEC1xS+ZBzwBejuRB1/qMxmQtcSeezQy6HrQOsjdYGfhdjjmuJa5DznSfitSD5gyqRj0pD/qjz28i0BS7zoP+jeQqg8qDHtXr9e4EGBsbewVyNjOoPcdLgecga9JPfIaRtCXuDOT5fgRSo/5hgTxoEYOtUU/Mg/6FfO9K5EG/8hlNgJoonAc9rdfr/QlgbGzsRT7j8qyWuKOaB9U16gXIHlptFG+JPTEP+hPyHA5qz7EBsiY9gKwbA8uDWFwPupkB5kHOuRezuJnFuiGEgeVBvV5vPsDY2Nh2yPM9qDWpSB4U60FbA49BzmbmDLAe9CxEFzfoGvVKyB76CQy4Ru2cewqLL0V4SWyYOm0a8qBHDrBG/XikHlREq9vr9X4EA8+DJmp1b2KwedDLe73ezwDGxsaeNKgatXNuFosb1WwNXJrTVKGJqqpe2Ov1fg0wNjb29BHU6g46Dyql1V0aedCga9Tr9Hq9mwHGxsb+a9Ba3V6v98MY+9EjkgeV1OpuidSD/soA8yDn3H+xuFnNk0MIA9Pq9nq9uQBjY2PbMtg8aGlodf+FPCsltLoDy4OiLm4r4HGU1eqODSoPcs7VNeq6UekjQggDy4N6vd4tAGNjYy83rW5xre4MZE0aZI36xUiN+iEGW6OeWA+6lQFrdYEXIHuOnz+ctbrxbGZLpOEZwIwQwsC0ur1e7yaAsbGxl/iMpvEtcVcAtuj1enNi7EHmQU/o9Xp/j3E3HHQehHkW67gTtbq3MFjP4kSt7kh4FktrdTHPYh175DyLhbW65llcHLeYZzHWqOs9+TNDCAPLg3q93n0AY2NjOzBgrW6v1/ttjP2cQlrdu4CLR0Wr2+v1LgYYGxubNcAa9ZN6vd7fYtyB5UHOuToPqhs+rxVCGEge5Jx7LIsvzNhkGhd+TaGqqg17vd4VAGNjY49/OGt1nXMzWNxk9JXAJSGEEnnQSGh1nXPPZvFFqT7nws4m4tnMlr1e7wKAsbGxNQd4NlNEqxvPZjZHmr0DPDLnIskmKvMsTo5dTKvL4rOZh71nsaqq5/Z6vQpgbGxsPT+43i0Ta9QDz4MmeBZLanVnDjAPekqv1/tLjPvSEdHqPo7FF+IMXKvLYs/iDwdVo3bOPZrFF7BuAVweBtR4sqBWt6hnkQlaXW+exWKexV6vdyPA2NjYCwZYoy7Zu6WoVreEZ9E5tzaLm9MPNA9yzm2IXNoD8Pici+aaMK3ulNjP6/V61wKMjY09q1AeNHCtbq/Xux5gbGzM+wF5FgvXqNdFLigZdO+WUdXqTsyDSml1B54HITXqElrdrYCZDFirOykPusKPgGfROedZfNH5s0MID3vPIgW0ulVhzyJlerc8vtfr3QqDrVHH2HUetAB5BkvkQZsDPxqBPKiYZ7FaOn11R8Kz6Jyr86D64tk1QggD8yz2er0/wmDzIOdcXaO+KP6nWfEys2lTMA+aWKMeJc/ixBr1wDyLzrlHsfgytFcgZzMDy4N6vd4vAMbGxp48wBr1xN4tA9XqOueej1zyDoOtUU/Ogwam1XXOrcfiSwmfG0IYqFa31+udD4OtBznnnsbiyx9fFEIYtGdxHeRsZs6I5EHFPIu9Xu9fAGNjY5syYM9ir9f7aYw96HpQEc/iJK3uTwvmQQPzLBqGYSwP2IVzhmEYhmEYhmEYhmEYyxDnXAAIIbhRiFsydsk5G4ax/GLrnWEsv9izYrQximu/sXSw39/Sw/ZJRhuj+N2w792S2O9w6WCfs2EYxnBia53Rj1F8fxtGG/Z9NtqwnGJJbM7l45aObYw29r0bfUZxTTJGH/veGUY3o/p9HsXnexTnbBht2PfOMJZfRvF9ZWvSktjvsHzc0rFHDfsslmQUv3ejOGdjSexzXjqM4uc8is+3zXnpMIpzNkYf+94tySiuSaM451FkFD+PUZyzYRhp2HvFaGMUP+dRnLOx9BjFNcm+06PNKH43RnHOJRnFz2MUP+dRZBS/G4ZhGMbyxQrLegKGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRhGM3bhnGEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYxpBiF84ZhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEMKXbhnGEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYxpBiF84ZhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEMKXbhnGEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYxpCyUr8f3nfffWG6f8HMmTMHEscwDMMwDMMwDMMwDGN5ptT5SclzmVGcs2EYyy+23hnG8os9K0Ybo7j2G0sH+/0tPWyfZLQxit8N+94tif0Olw72ORuGYQwnttYZ/RjF97dhtGHfZ6MNyymWxOZcPm7p2MZoY9+70WcU1yRj9LHvnWF0M6rf51F8vkdxzobRhn3vDGP5ZRTfV7YmLYn9DsvHLR171LDPYklG8Xs3inM2lsQ+56XDKH7Oo/h825yXDqM4Z2P0se/dkozimjSKcx5FRvHzGMU5G4aRhr1XjDZG8XMexTkbS49RXJPsOz3ajOJ3YxTnXJJR/DxG8XMeRUbxu2EYhmGMDmussYZr+9kKS3MihmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYRjp24ZxhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGMaQstKynsAgWHPNNZf43/fee+8ymolhGIYxSixYsIB58+axcOFCnHOsueaarLnmmqywwvTuY124cCHz589nwYIFhBBYeeWVmTlzJquuuuq05/zvf/+befPm8dBDD+GcY4011mDGjBnTnvOiRYuYP38+9913HyEEVlppJWbOnMlqq6027Tnff//9zJs3jwcffBCA1VdfnZkzZ7LiiitOK24Igfnz53PvvfcSQmDFFVdk5syZrL766tOe8wMPPMC8efN44IEHAFhttdWYNWvWQOZ87733cu+997Jo0SJWWGGF8Tk756YV+8EHH2TevHncf//9AKy66qrMmjWLlVaa3nYvhMB9993H/PnzWbhwISuuuCIzZsxgjTXWmPacH3roIebNm8e///1vAFZZZRVmzZrFyiuvPO05L1iwYHzO9fM9Y8aMac954cKFzJs3jwULFgCw8sorM2vWLFZZZZVpxQW48sorOfHEE7n55ptZc8012X777dltt92m/Z1etGjR+Jzr53vWrFkDWZPuv/9+5s6dO74m1c/3MK9JDzzwAHPnzl0qa1L9rEyXBx98kLlz5y6xJs2cOXMgz/fkNWmQz/fcuXOLrEn1+7uec/3+HtY1CZr3HMO+JpXcc5Rck+o9xyDXpAULFnD66adzwQUXMH/+fNZZZx322WcfNtpoo2nPuV6Tau6+++6BrUkTz0Zuu+02ZsyYMbA9x8Q533XXXQNbk+67777x//3Pf/6z6Jo0c+bMge85BrkmLVy4kLlz5y6xJs2cOXMgz7flQYsZxTxo0aJF4+/vUcmDHnzwQc455xzOPPNM7r77btZee2322GMPtt5664HlQTV33nnnwPOgmnvvvXegeVDNHXfcUSwPmjFjxsDWpFJ7jslrUqk9xyDXJMuDFlPybKbknqPU2YzlQUtSOg+quf322weeB9XMnTv3YZsHTV6TBvl8X3/99Rx77LFcf/31rLTSSmy88cbst99+rLXWWtOKuzTyoBJnMyXPXkvnQTXz588faB5Uc8cdd4xEHjR5nzTsedD8+fM59dRTueiii1iwYAFPe9rT2G+//XjpS1867TnXa1LNPffcw4wZMwaWB9XcdtttA8+Dau66664i9aD6+R6VelDNKOVBNYNak26//XZOOOEErrjiCh566CHWW289DjroINZbb71pxYXFa1LNoPccNbfffvvA86Cae+65Z+jzoOuuu47jjjuOG264gVVWWYVNN92Ufffdl0c96lHTinv//fdzxhlncM455zBv3jye+MQnsvfee7PZZptNe85Lsx40CnlQvSaNSh40qjXqUawHXX311Rx//PHceOONrLrqqmy55ZbsvffezJo1a9pznvhOue2225g1a9bInc1YHlQuD5r4nrU8aPTWpKVRDxr02UzpelDNqNSoR10XV6pGXaIeVDPIs9fJ6+i8efMGsiaVrAdNPi8ehTyopAZl8j6pZD2oRI36sY997HiNerq/w6WZB42CVveyyy7j5JNP5tZbb2XWrFn8P3vnHVhFlf3x70tvQICQhKDYCzp2EF0VV1dUQAEVVBAVKatrwdWfrn3toq4FLKyrIgIKUlRUFpDmrmXtBR07VqRGOiSBlPf747xJ3nuZ9969d+Ymc5Pz+WvfznC8mZl75n5PuTNgwACceeaZnn0H54NiMTlH7aDTJ5mgg7hWt4F169Zh8uTJeOedd1BbWwvLsjBy5EjsvffenuwC7msOU3LUTRGb8Wt+L1u2DJMmTcLy5cuRnZ2NE088EcOGDUO7du08j1mnDtIRm9m5cyfmzJmDOXPmYPPmzSgpKcGQIUNw0kkn+a6D/I7NOPhZq7tq1SpMmjQJH3zwAcLhMA499FCMHDkSu+22m+cx68xRx+ew/I7NOPilg5xaXQc/80Gmx2aA1l2r2xQ5agcdtbom9yyaUKtbVVWFLVu2aK/VZR3EtboO8fFiHf1BDn76JJNrdR1M0kEOuupmysvLfa/VddAVLzZBB3GtbixuPolrdfXpIJN6Fp1a3ddffx0VFRXYfffdceGFF+LII4/0POZ4n+RX7LWqqgqzZ8/G3LlzsXXrVnTp0gXDhg1Dr169vA4Z33//PSZOnIgvv/wS6enpOOaYYzB8+HB06tTJk10TdVBdXR3mz5+PmTNnory8HEVFRRg0aBD69evn+R6aWKurc83xzjvvYOrUqfW/J0+e7OveLQ46anV16SCH8vJy1kFcq1s/Zt21ug5++STA7L1bHFgH6alB0a2Dtm3bpq1W18Gv2ExtbS3mzp2L2bNnY/369ejUqRPOPvts9OnTx7e6GQcdOoj3bjGzZ7Gpa3X97Fk0KR9UXV1dn6N29m4ZMmQIevfuHVgdZGrP4uLFizF9+nSsXbsW7dq1w8CBAzFw4EDPviO+Z7Fbt24YOXIk9ttvP092AeDtt9/G1KlT8dtvv6GgoAD9+vXD4MGDA62D4n0S66Cm00FB31e3KXSQg19xjqaMzfidDzKtP8jUHLWDjp5FB5NqdR383sOyqfJBfueoHXTmgzg2o08HOfi55tAZmzGtVldnPohhGKalEAqHwwkPVlRUJD4oyHvvvYejjjrKq5mk8AfnGIZhGBlqa2uxdu3a+gRgNGlpaSgpKVEWOtu2bUN5eTnc3q/5+fno1KmTkjirq6vD2rVr64VvNKFQCMXFxY3eh6JUVFRg3bp1qKura3QsNzcXJSUlSmMOh8NYt26d63s5FAqhqKgIbdq0URpzVVUV1q5di9ra2kbHsrOzUVpaqiQow+Ewfv/99xhRHU3Hjh2VG2F37NiBtWvXoqamptGxrKwslJSUKAdfNmzYgE2bNrkea9++vfLGidXV1VizZk29WI8mIyMDpaWlysGXTZs2YcOGDa7H2rZti44dOyoJ95qaGqxdu7Y+QRBNeno6SkpKlIMvW7Zswfr1613nd0FBATp16qQ05o0bN2Lo0KF48803Gx3r2LEjpkyZorxJZTKflJeXh+LiYmWftG7duphmYwedPiknJwclJSXK87u8vDwmIBc95o4dOypvQpjKJ5WUlCgFhMPhMNavXx8TrI2mQ4cOKCwslLYLUDBuzZo1rj4pMzMTpaWlWnxSYWEhOnTooGRXp0/avHkz1q9f73osqD5p69at+P333333ScnWHGlpaSguLlb+kOL27duxbt06LT6pvLw84ZqjU6dOKCgoUBrzm2++ifPPPx+///57o2PHHnsspk2bpvRRhPg1x0EHHQQA+OKLLzz7pB07dmDNmjWora2NsQvQmqO0tFTZJ23YsAGbN29uNGbAu09au3YtqqurG9n16pM2btyIjRs3uh5r164dOnTooDy/16xZU19IEU16ejpKS0uVk9DJfFKbNm1QVFSkNOba2lqsWbPG1SeZqIO8+iRdOiiVT2ptOujzzz/H2WefjRUrVjQ6ZlkWZs+ejV133VXabiqf5KcOirbtpw6KH7PXNYcun6RLBzVXbMZEHZSbm4vi4mItOkinT/JLB/m95mAd1ICJsZloHRT/bHj1SevWratfc0TbDrIOSuaTvOigyspKrF271vfYTHV1Na644oqYpt1ouw888AAuuugipTE3lQ6KJ6g+qal0UPw6qaSkxBcdFH8PdekgnbGZoOqgBQsWYMSIEa7PdO/evTF16lSltUG8DoqPc3jxSVVVVVizZg3q6uoaPRt+6qB42zrzQbp8kok6SJdP8qqDnnnmGVxzzTWuvuP888/HY489pnQP43VQ/JrDLx0Uf529+qToNUf8/A6iDtq5cycuueQSzJgxw9Xu+PHjcd555ymN+f3338eQIUOwdu3aRsd69OiBGTNmoKSkRNpuqnyQF5/EOigW03VQPDpjM0HUQRUVFRgxYgRee+21RscKCgrwxBNP4IwzzlAac7QOivejJuaova45TMxRJ9NBXnwS66BYUumg4uLiQOaoy8vLmzwfFMTYTEvIUcfjRQdF56jjyczMRElJifKaw8QcdXQ+yG+f1BQ6KB5TdZBftbrxY/YrH+QWm9GVD/Kig2zbxuDBg/Hrr782OnbAAQfgxRdfRNeuXZVssw5qYPXq1TjnnHPw8ccfNzrWuXNnvPDCC+jevbu0XSC5T/JTB/npk5orH+TFJ+lcc0TrID/XHE3lk+IJqg4mRKR2AAAgAElEQVQy0SdNmDABN910U6P1TCgUwqhRo/Dggw8qPXfxsZn4eHEQc9Qm1upWVlZi9OjRePnllxsdy8/Px4QJEzBo0CClMTeVDorGq0/69NNPcc4552DlypWNjh1yyCGYNWsWunTpojTmptBBbrW6XnTQ/fffj7vvvruRv0tLS8OYMWNw1113BS4fZLoO8jsflMwnderUKfA6KJrWWKurK0cNxK45dNbqRhNUHZQqNhPEnkWu1Y2luXoWW3Otrt/9Qcl8UlB1UFP1LJqgg5qqVjd+zH72LPpZF9dUsZloTM0HBTU2E50Paqq6OFNy1H76JBN7FlPV6k6ZMkVpHqbySV7WHP/73/8wdOhQlJeXNzp29NFHY/r06Uofh6utrcVVV12FZ555ptE9zMrKwr333ouLL75YacxNVavrpw764YcfMHjwYHz77beNju21116YNWuW8gcGTKzV1ZUP2rBhA4YOHYq33nqr0bGOHTti6tSpOP7445XGnCw2Y4IOih9za+9ZjCeoaw4T80E6+6hNrNU1UQclq5vxSweZUqsbrYPi8bNW18/YzDfffIPBgwfjxx9/bHRsv/32w6xZs7DXXnsp2W4qHRSNnzooHq7VbcDUvVt0xWaCmg/67LPPcM455+C3335rdOzggw/GrFmzsMsuu0jbba69W/ys1fXTJ61atQqDBg3CsmXLGh3r0qULZsyYgcMOO0xpzBMnTsS1117r6jsuuOACPProo0rvlfXr12Po0KF4++23Gx0rKirCc889h+OOO05pzE3VsxiNbh3kJUfd0nRQa+9ZNGU/KV35oObKUQexLq6p9m7RqYNMrNU1ZT+pZGsOrz5p7dq1RueDommNOihZbMZPHWRKjlpXra6u2AzDMIyJ5OXlJXwZevscKSNFfn4+Ro4cWf+7pqYGu+22G8466ywle5deeim+/vpr6X/35ptvKv83GYZhTCccDmPNmjWuASiAhFUiAZsKJ8Cc6GOujhiUJRwOJxSoIseTEb1RpxuVlZVYs2ZNwr8pGYkat4CGAJXKR2J37tyJ1atXu4o9gMTg6tWrE/5NyVi/fn3CRJ3I8UTU1NRg9erVrgEoIPXflIyNGzcmDIqLHE9EbW0tVq9e7VocBKT+m5KxefPmhI1bAAWgkx1PRF1dHVavXp1w/joBqkR/UzK2bduWMADlHHcrok1FTU0NzjrrLNePzQH0zA0aNAiffvqptO1UPsk5rsLatWtdg+KAN5/kFPcmmr+Oz1LxSYkSdUBDgCrR8WQ4AWYdPmnDhg0JE3UixxORav5WV1cr+6RNmzYl9TmbNm1KuKlWMnT6JCfppXo8EanWFM7f5FbwlApnUzy/fZKzTko0f52geaJ1VDKcAHMyn+S2Sa8IqdYciRJ5qVi2bBnOOuss14/NAcDbb7+NM888U+m9kqw4yItPSjV/nTWHik/auHFjwsYtAEkbu5LhzN9E17G6uhqrVq1S9knJfM7mzZuVfJKz5kg0f1P5rGRs3bo1qc9xkmKyhMPhpOskx2ep+CQRHaTLJyXTdsnQqYOS6Zym0EEqY9alg3799Vecfvrprh+bA2ijv9NOO03Jd6TySa1RB+nwSSI6SNUnNVdsJog6yCm0SeaTkq2jkpFKByU7ngwRHZTMzybDRB2UyucEVQel8kmtSQclm79B1kHJfJKqDko1f73EZq688krXj805di+//HLMmjVL2q5OHZRK53jVQbpiM82hg1Jpu2SI6CAVn5RKB+n0SUHUQf/73/8wZMiQhM/sokWLcO6552rRQcliN8lINX+DqIOc+ZsqH6QjNuNFB61atapZdFAQYzMzZ87EFVdckdB3TJ06FVdeeaW0XRNz1ICZOijRx+YcuxdffDFeffVVabvffPMNBg4cmHD99uGHH2LAgAFK1yNZ45bI8UQ0tw4KWmxGRAepxmZS6SDV2GuyTbOij8si4pOCqIMuuOAC14/NAXQtLrzwQixZskTark4dpCtH7TQ56tJBqWIzpukg1dhMXV0dVq1aZZQOEqmb0amDVOvidOeodaw5dOWodfokkRy1Fx3UHDnqVMcTkWrNkUrbJSOVzgmiDkrWmBl9XBYTdZCjc5pLB5lYq6uaD9Klg1asWIF+/fq5fmwOAL766iv069dPSa+wDmpg+/btOP30010/NgfQx+gGDBiA77//Xtq2rlpd3T4plQ4KWmzGRB3EtbqxmFirO3nyZFx77bWu65lwOIynnnoK1113nbTd5s5RB1UHpYrNqMzvESNGuH5sDqBrNWLECCxcuFDarok66KeffkL//v1dPzYHUP3x6aefrmRblw4SqdVV9UmPPfYYbr/9dlffUFdXh3HjxuHOO++Utss6KBadtboidTPcs0gEsWdRd46aexYJEZ8UtJ5FrtWNJVVsRqcO4lrdBlqbDuKexQZMrtU1MR+kK0dtas9iMp9kWs9iEHPUumt1TetZfPfdd5utVldVB3355Zc444wzEl7Ld999FwMHDlRaN15zzTWYOHGi69+7c+dOXH311Xjuueek7ZpYq1teXo5+/fq5fmwOoI/R9evXD2vWrJG2LVKr21p6Fqurq3HmmWe6fmwOaNi75bPPPpO23RJ1kO6eRdNy1EHUQS21Z7E11eqaqoNM61k0UQfpqtVdvXo1TjvtNNePzQHAt99+i379+im9Z1kHNdDcPYu6ctSqOsjJ9+haczRHbMZLz2KqHLRqPuiXX35B//79XT82BwCff/45TjvtNKX1THP1LAaxVnfbtm047bTTXD82BwArV65E//79E/rZZMyYMQNjxoxJ6DumTJmCv/71r9J2HR3k9rE5gJ7JM888M+HflAyu1Y2lJeog7llsIKg6SGRfXVUd1Fw56kQfEk8F66BYmqtnsTXW6uroWUylGXTmqLlnsQGdsRnuWWwgqD2LDMMwLQ3+4FwTkp+fj6+++qp+kbFkyRJ07txZ2d6ECRPQrVs3v4bHMAzTKti+fXvKAFM4HFYKJIoE8ioqKqTFZGVlpVDQWyXQIPJvqqqqpIPuO3bsEAp6qwQ/N27cmFKA7ty5UzroXl1dLRRg2rBhg7QA3rRpU0oBWlNTIy2Aa2trhZ7VjRs3SgvgLVu2pAww1dbWShcnhMNhoedu8+bN0gGubdu2pSwOqKurk57f4XBY6Fndtm2bdIDrtddew/vvv5/0nMrKStxzzz1SdgGx+a3TJ6nMb5H5tWPHDukA186dO4WC3iL+JR6R+V1dXS0ddK+pqRGaXypj3rx5c8qgd01NjXTQva6uTui5E7lm8WzdulXIJ6nMb5Exi/jEeER8gs41x7Zt26STaiI+QfSaxSMyZlH/Ek1VVZWQT1DxSWPHjk1p+6OPPsIrr7wiZXfnzp1C73xda47q6urArTlS+SSVNYfoO1/EJ8azZcsWoTWHyjpJ5FndunWrdEGkqE/SNb9FdFg8lZWVQusU1TVHKnTqIFXtJqKDZNccOnXQuHHjUhYcL1++HJMnT5ayK+oTdOogXeskFR0k4hN06qCtW7dK6yDR2IwunxQ0HSQyv0XXPNE0tw5S8Umm6iCR+aWig5o7NhMkHaQzNtOSdZCuNYfomiea7777DlOmTEl53u233y49V3TpIBmfpEMH6YzNmKiDRP778bAOiuXOO+9MeT3+85//YPHixVJ2q6qqWAdFsXnzZiGfJDu/Rd/5KmsOEZ+gUwdt2rRJ2ifp0kF1dXW47bbbUp43efJkLF++XMp2S9ZBuua3ig764osvEn5sziEcDgvd53juv//+lPPgiy++wMyZM6Xsir7zVbWbyJpDdp0kOr9aU4461TtWNTYjMmZVHdScPklFB73zzjuYP39+0nNqa2tx++23S9kF9Okg0XWKyppDZH5xjjoWlTWHiE8Kmg7avn17i9RBqmMW+TdBy1Fv2rRJi08SjY3orJtRyVHris00tw5Sic3ozAeJjFklR806qPG/0aGDTKzV1amDxo8fnzJH/eOPP2LSpElSdk2t1RW57yo6aPr06fj666+TnrNp0yY8+OCDUnZ15oN0+iTRWl3ZNUdz56i5VjcW1XixaTpIV61udXU17rjjjpTnPfnkkwk3R0uEqA7SVaurooN05qh16aAPPvgAr776atJzamtrlWKvumIzOnXQQw89lPL5+Pbbb6U3TDexVreiogJjx45Ned64ceOkN6oR1UFBq9Vtzp7F7du3B04HpYJ7FmMJWo7aNB3Ukmt1TdVBptXqmqiDWlOtbnP3LLaGWl1AvGeRa3Xl/vvx6MxRm9azWFNTY5wOask9i0Gr1RX5N0Gr1b3jjjtSXo///ve/WLRokZRdnT2L9913X8r1xGeffYYXX3xRyu7PP/+Mp59+OuV5d9xxh/RcMbFW98knn8SKFSuSnrN69Wr885//lLLbknWQSs/iK6+8gg8//DDpOaLxrHiaO0dtYs+irroZVR2kK0ctqoN01eqa2LPYmmp1W6oOClLPoqk6SFdd3IQJE7B69eqk56xYsQJPPfWUlF3uWYylJfcsBilHLdqzGKQ1h84c9cMPP5wy3/r9998L9XFHwz2LsUydOjXhh8IdNmzYgIcffljKrmjP4rPPPosffvhByvacOXPw0UcfJT2noqIC9957r5RdoPl1UNBqdZtbBwWpVldXz6KJOWqdtbo699XlnsXYf2OiDmqpPYtcqxv73w/Svrom9iyaWKtrYo7axJ5FhmGYlgh/cK6JOfnkk7FgwQIAwKxZszB48OD6Y3fffTfGjRtX/7t79+745ZdfsH37dpx55pno2bMnunfvjtmzZwMATj31VHzyyScAgIULF+IPf/gDevbsib59+wKgje9PPPFEHH300TjxxBPx3XffNdWfyTAME1hERf727dulBHBVVZVwQExWiIieLzMGgESRqPiUDY6Inl9dXS2VKKitrRUWn7JjFr3OtbW1UomCuro64YCY7Ji3bdsmJJjD4bB0UE50LFu3bpUS7du3bxcO0svOFdExb9u2TSpRUFlZKewPZO/hM888I3TeggULsHLlSmG7O3bsEA6I6ZrfMmMAKBDLPqkBGZ8kE5QLh8PCtmXnoIxP0jm/ZX2SaJBe1z2UGQNAPkm0WEnXmkNmDAAlp5rbJ8mMAaDC/Hnz5gmdO3HiRGG7gPh1lvGLgN41h+iY6+rqtPokHWsOFZ8kM2aZNUdFRYWwP9A1ZlmfJKNBdM1vFR0k+r7X6ZNMXHPI6KDKykpMnz5d6FzRNbGDLh0UDoeFr9+WLVu06SBZ7SZ6D3XqIF0+qaKiQio2s2PHjmb3STJjAFp+bEbXs9FadJDOdZKJaw5RDaJrrpiog1RiM6Lve9kxT5o0Seg5/emnn7BkyRJhuzI6SGV+i45B1ifpWnPojBebqINk8kGm+SSZMQDULPTmm28KnSu7Phe9Lzp1kM41h2w+SNeaQ/R9L+MXgWDEZhzbMujSQYsXL8Yvv/yS8rxwOCw9V0Tnt4k6KEg5atEPBnz77bd46623hO1u3LgRc+bMETpX17OhooN0xouDsOYIig6SWXPI+KQgrDlk4kOAXh0kOrc+/vhjfPbZZ8J2ZXSQrveVSj6ouePFOvNBQaqb0bXmYB2kdr5KbEZUg+ia37I6qKamRtv8Fj0/aDlqUR3UGnLUJtbF6dJBOnPUQajV1eWTZMYA6M1Ry+ggmdjMjh07MG3aNKFzg5KjBsys1RW9frNnz5bafEOnT9KZoxbVQbrmd5DyQbpy1KyDYgmCT5Kt1Z03bx7WrFmT8rza2lo8++yzwnYBuTG3hlpdXTpI1PcvW7YMH3/8sbDdIPgkWR20fft2zJgxQ+hcXfXFQdJBL774otDGNjt27JD+AJ/MOklXbEZn/0BQehZNzAcFoS4uKLW6OnPUQVhzyPqkiooK43LUptbqBqEuTsYncc9iLFyrG4vO2EwQ1hy6dFCQ8kHN7ZNkexZ16qAg9CwGqVZXlw4Sfd9zz2IsraFncfny5dpqdXX1LJaXl+PVV18VOld2zM8++6zQc7py5cr6fdhECIIOUqnVFa1tnDx5stRc4Z7FWESf0/nz56f8GE80QajVNbVnUVeO2sSeRa7VVRuD7PmtpS6uuXWQzhx1kGp1TdNBNTU1wh+aeuaZZ7hnUWEMDlyr24CMBtEV5zCxZ1HGLwL0PL/wwgtC56r0hrbUWl3Htgyi12/GjBlS12PRokX49ddfU56n0rMoev6///3vwOggrtVtoLa2Vlstvok9i0FZcwTFJ7XknkWu1VUbg4PO/qDmzlFzrW7jMQSlLs5EHWRira7OnkXTanV19iwyDMO0RPiDc03MoEGDMHv2bFRVVcG2bfTo0SPlv1m0aBE6d+6M999/Hx999BF69+4dc7y8vByXX345pk2bhvfff7+++WLffffFwoUL8e677+Lmm2/GbbfdpuNPYhiGMQrZRgJRZMWhDLLBbh3nyo5Zl21df5/s+TJjrq2tFQ7S1NTUSAWZdV27uro64SCNzLmAvjHLnB8Oh7XNb9kxf/vtt0Ln1dXV4fvvv9cyDp3zOwi+QOc4ZOZsUMYs65Nkgsy67qHMnK2rqwvM/Ba9Hjp9UlDWHDJ2g7Lm+OGHH4Tfb6K+3MFEnxSENYeM/wL0+iSZNYfMOsnE+c1rjuCNIyjze/Xq1cJJuOXLlwdCU8jMWVkdFIT5zWsOdbtBGUdQxiyz5gjKs2GiDpLRNuyT1M/VaZt9UiwyuknmXBN9Ul1dnbCfqa2tlYoX63o2TNVBPL8b+O6774TPlY1z6Ir7BOF9JTsOmTlbXV2tbX4HJTYThHsou+bQ9b4C2Cep2pUd8zfffCN8rsw9/Pnnn4WbQYLybOjMUet6NkzVQTLrpCDMK9nzg/CuB/T56CC8r2TH0dJz1EFZc8jMWRPrZmTPNXHMps5vHWOQHYfOHHVQ1hxByFHrXHPoepZMnN9ByZ2a6JOCEpeX+fvWrFkj/HGzH3/8MRD30NRaXdE1d2VlpdBGOSrj4PmtPo4gaGRZ2zLriKD4JJ06yMRaXZ2xVxPnioljlrkvMnFaE9ccv/32m/CmNjI5OtlxBCUfpGt+y+aog1KDYmLPYhB0QlDmt4lj1pmjDoJPCpIOCkJdXGtYc5iYwwpK7FUGrtVtQFYH6cpRtwafFAQ/E5T5beKaw9Ra3SDUxcn6JBNrdYNQFxoUn6SzVlfXtfvpp5+EbcuOWVc8yUQdtGXLFuFN/cvLy7F+/Xot4whKrW4Q4pi1tbVSe7fwmqNpbJu45tCpg7hWV+381lA3E5QxB2EdqHMcJvqk9evX4/fffxc6d9WqVVKb3gehVjdIOojnt5rdoMQxTfRJK1euFJ6z3333XWDWHEGIzejSFNu3b8eKFSt8tyt7LiCuqWtra/HDDz8I2w1C3k3WtonzOyj9A7Jj5p5FtXHoen+3hp5FE+e3ietRrtVVH4esDmrJPkn2XF5zqJ+va80RlPmts2eRYRimJZLR3ANobRx00EH45ZdfMHPmTJxyyilC/+bAAw/EjTfeiJtvvhl9+vTBMcccE3P8ww8/xDHHHIPdd98dANChQwcAVHDw5z//GcuXL0coFJJ6sTMMw7RUQqFQcw9Begwtfcy6ztVJUMbM16Np0Pn3ZWSIL8czMzOlbIvC8zuWlj5mnbZNvB46/75QKNTsgUcT53dQnucg+GcgONeZ57fauTox8R4GZX4H4VoAwXlGdV0PGT+alpaGtLQ04fNNvIc67fKaQ30cujDx7wvKmPkeqp2rE50+KSh/owwt/R5yDMzb+aZh4t/Ha45YZMaRnp4ufK7MfJUdR5DW0EEgCM+oidfCOV/HmiMI7yugddxDXXZ13UMZPyr7bJh4v2Uw8e8zUX/rJCjvoCD46KCsR4OCiX8fz+9YgjK/g4CJmsLU5zkI68ag+POg6KAgPM9AsK5zc2PqM6oLXbo+FApJaT0ZgvKM6ryHMtda9r7oOFflfB20hjHrsh2EawEE5xk18XrI+FxZ/xyEHHVrmN+6YjNBuBaAvjWHzrybToKQWwnKvArKOHSOwcR3kAwm/n1BGXNLvx46YzO6MHF+B2XM/Dx7O18XJt5DXbBPappzddLSx6zTronXw8T7LYOJ8zso62KdtboyBCXOEYRaH1l0PXey1y5ItU+mrTmCEqvShYl+VBetYc2hy66p14LrZvSfK0tQxhyEexiUNbSpa44g2A7KmIPwPAM8v72MQdeYZfufZPZukaGlP88AXWvRj7rI3Bed+ltmHLp0UFDmis4xtPQxt/T5HZRrp5OWPmaddoNwPYLyjAbhWgDBGTOPQ52gPKNBuB5Bmd9BoaXfb4ZhmOZETzSISUq/fv1w0003YfDgwTH/f0ZGRsyXjnfs2AEA2GefffD222/jwAMPxK233oqxY8fG/LtwOOz6QrvjjjvQq1cvfPTRR5g9ezaqqqo0/DUMwzBmkZubK3ReWloasrKyfLcLADk5OcLnypwfCoWkbGdnZwsLIpm/D5D7G2XOzcrKEk5myY5Z5nyZc9PT04WTLDk5OVIiVdeY09LSkJ2dLXRuVlaWVAGszP3WdQ9l7gmg73kGgF69egmd165dOxx66KFaxqFzfos+R865unySLh+dmZkp/PwHxSdlZGQIP/8y90R2HDLnyrzfMjMzpZLmOue36Pnp6ena1hy65ncoFJKa3zLvt6DM70MOOQSFhYVC54r6cged81v0+Zd9nnWuk0Sf/+zsbKmiJp3zW/RvlLknMnYBfT5JZh0I6PVJoufL+iQT1xwyOigo83vXXXfFnnvuKXTucccdJ7Xm0LXW1amDgjC/ZXVQENYcsrGZIOhN2XHI+KSgzG8ZHaTreQb06SDZ2IyuNYdOHcQ+Se18FR3k9xhUzg/KmkNGN8mcqzM2o+se6tRBup4NGZ+kUwfxmqMBWZ905JFHCtsOSpxD5vkP0ppD9PkPSt4tKDpI1/WQ9Um63leAvhx1UHyS7DOqSweJ3pdQKITjjjtO2G63bt1QXFzs6xgcdM1vnTpIZz5I1Cfp1EEm5qiDsubQpZkA8bmVmZmJo48+WthuUNYcJuaoZcYcFB2kM0cdlHWSjE/StebQFccM0ppDl48OSl2c7JpDlw7SWRcn+vzL3BPZcQRFBwVhzaFTBwWlVldn3YzOWl3T1hxlZWXYZ599hM497rjjAjG/ZXVQUNYcoutzmXsCBGfNEZR8kK7rYWLdTFB0kK7+AVNrdWV80vHHHy987h//+EfhcwF9OigIefUgrTlEfX9GRgaOPfZYYbtB0UEy5+6xxx7o2rWr0LlBybvpjM0EIbcSpFrdIPQsBqV/wMQ1h4k+KT09Xap/oKXX6gZBU+isi9PZPxCUHDXroAZ01uqa2LOo67lrDbW6LX3NYWLPoolrDpnnPyh5NxN7FkOhUCB0ENfqNqCzVlcmXgbo80kHHnggioqKhM6V1fW6YgayOeog9Afl5+fjiCOOEDr34IMPRvv27YVtB2HNIbMOBIKRwyosLMQhhxwibDcoPqml9yzKxAGCsuYISq2u7JrDxFpdXT2LQZnfunLUOud3UHoWdd3DoPQsypzbsWNHWJYldG6PHj20zVmdPYtBqZsJQl1cUHySqWsOXbEZXfewa9eu2H333YXO1Zmjbg09i6K9Zl27dsUee+whbFfmvsjGDERtt2/fHgcffLCw3SCsOVpL/4Bpaw4T99U1tVaXexYbCIJPkrVt4l7fraFWNyj9A7pqdYMwv7lnsfG5MujsDwpCjjooPYsMwzAtEf7gXDNwwQUX4Prrr28UmO/atSuWLVsGAPj000/x888/AwBWr16NvLw8DBkyBFdeeSU+++yzmH935JFH4u23364/f8OGDQCALVu2oKysDADw3HPPafyLGIZhzKFt27ZC57Vp00YqGJCRkYG8vDxfxyB7fn5+vlQwID09HQUFBb6OQfb8vLw8qQBlKBQSti075oKCAqF7np2dLRWgDIVCaNOmjdC5smPOy8sTuucZGRnSAljXdc7NzRUKAKWlpQk/n7Jjadu2rVQCIisrSygwIXOvHS6++GKh84YOHYr8/HxhuxkZGcLn6/RJMsVjaWlp2uZKmzZthO656PPpoNMn5efnC/kk0edTZSzt2rWTspubmyt0z2XemQ66rnNOTo42nyR6/USfT4fMzEwhn67ik0THLPrOdEhPTzfOJ+Xm5mLYsGFC5/75z38WtguI33PR59NB5p7Lzm/Rdabo8xmNzjWHyDpT5vmUHYvsmkN0nalzfsv6JBmfLjtmE3WQ6N+oooN0rZMKCgqE7rmKDho1apTQuaJrYgfRex40HSRyz3WuOXTqIF3aTXbNEQQdVFBQIOWTgqKDdPkk2TWH6D3XqYNUYjOsgxowUQfpihcHIfaqEpvRNeZhw4YJzYFevXqhW7duwnaDEC9uLTpI15pDRgcFJV6cmZnZ7DpIds3RoUMHDBo0SOhclTiHCKLvTAedaw7R95CKDtIZL+bYTAO61hwHHnig0Ea4+fn5OO+884TtAnpz1M2tg2RjMzrXHMOHDxeatyeddBL23HNPYbuZmZm46KKLhM6V9aMtXQfJ+iSZNYcMMjooKPHirKws43SQTp80atQoobH0798fnTt3FrYr45N0rTlU8kHNrYNEn0+VsaisOUR8Unp6urbYjOyaQ3SdqbNuRiU2EwQdZFqOWlYHBSFenJOTwzpI4TwHU3PUuuriTKzVFX3fB0kHiZ6vMx+ks1ZXdhMq0Ry1rHYLQq2u7HpUZz5I9PqNHDlS6l3Y0nWQzroZ09YcXKsbi65aXZ06SHbN0b17dxx++OEpzyssLMTZZ58tbNcZiwi6ctQyY3AwsVZX1Kf369evvpdVhCD4JNnYTFpaGkaOHCl0rq66uCDpoBNOOAH77rtvyvNKS0vRv39/Kdsm1uoGQQdxrW4DraVnUdeag2t11cYSpJ5FXWuOIOSoTa3V1dUf1Bp0ENfqxtKSa3WDpBXM9RsAACAASURBVINMrNU1sWdR1KcHSQeZmg/SVaur0yc1tw6SXXO0b98egwcPFjp39OjRwnYBfTooOzsbF1xwgdC5snGOIUOGCF3rnj174tBDDxW2a2qOWjS3IpvDCkLPouz8DsLeLeedd57UujEIOihIOWruWYwlCLW6sjqoJdfqqvik5tZB3LOoNgaHllyrG7Q1h2iOmnsWY89r6TpIZ2xGV89iEOLFsvmgtLS0Zt+7pbXEZkSv38iRI6Xe35Zl4Zhjjkl5nkrPouiYhw0bJv1xZdP21dXZHyTq01tLrW4QdBD3LMae19J1kM7YjOjfyLW6sejsWZSNzeia3ybW6or2hAWtZ1FXrW5LzlGbqIOC1LPIMAzTEuEPzjUDXbp0wWWXXdbo/x84cCA2bNiAo446Ck8//TT22WcfAIBt2+jVqxeOOuoo3H///bjuuuti/l2nTp3w6KOPYsiQIejZs2d9McdVV12FW2+9FX/6059QW1ur/w9jGIYxgJycnJRCICsrC+3bt5e23bFjx5SB6Y4dO0qJMtHxZGRkoEOHDlJ2AdpkNNV4CgsLpQJFAAngoqKilOd07NhRyq7oeNq2bSsdCE5LS0s55lAolPIcN9q1a5cycJWfny8dCA6FQujUqZPQOTJBF4CCHqkCV7m5udKBYABC41EZc15eXsrAVXZ2tnSiBwCKiopSBoGKioqkklMAcNhhh+Gqq65Kes7++++Pm266ScouIOaTRHxAPJmZmSn9jer8bt++fcpkWWFhoVSgSHQ8aWlpSmNu165dyvG0adNGOhCclpYmPL9lEfGReXl5yj4p2dxV9UkiPlLkHe+GqE+SCQQDYj4yKysLhYWFUnYBMX8j4gNUxiPiA9wQ8TciPiCejIyMlHNX1SfdcMMNKT90cMUVV6BHjx5SdkXWHCLnuCHik0Te8fHIrDlkadOmjZBPkk1OifobXWsOLz4plb9R8Umsg2IR9UmyOigjI0ObDhIZj6oOSjV3Rc5x45JLLkm5Uf/gwYNx+umnS9kV9UnFxcWsgyIETQfl5OSkHE9mZqY2n6RLB6n6pObWQSprDpHxiLzj3cajUwfpjM2wDiJ066BU41HRQdnZ2UI6SMUnifibDh06BEoHifgkkVhnPIWFhRg/fnzS565Dhw4YN26clF1nPKyDYseja80h4pNU1hy6dFBubq6QDlLxSSL+pqioKFA66Pbbb8cee+yR9JxbbrlFaEPI+PHo9EkiOkjWJ+nUQSLj0e2TWAcRqjpo/PjxSedYKBTC+PHjlTZ5F9FBunySSmxGpw4SWQOp6KCioiI89NBDKc958MEHpewCwNVXX51yY5uRI0fi+OOPl7IrmqNuTTpIxCcFSQfl5eWl9JGqPqljx47G6SARf6Oig7p27Yq777476TldunTB2LFjpewC4jpIJTbTUvNBKmM2UQeJxmZ0xl5biw5KNZ4g5oNaqg5Smd9t27Y1MjZjmg7Kz88X0kEq6yQRf6MrR6265hCtm1HRQS21Vlc1H2Rare7o0aPRq1evpOecddZZGDhwoJRdJ/+c6pzWEpvp3bt3yg1ou3fvjjFjxkjZBcR0kEqOWkSX6c5Ry+qg5q7V1amDuFa3AV21ugCU6mZ05qgfe+yxpP8uPT0djz/+uPQ9bO5aXRWfZGKtbllZWcq4S+fOnXHfffdJ2QVozaEjR62zVveyyy7DUUcdlfScIUOGoE+fPlJ2Tc1RP/HEE0ltZ2Zm4oknnpB+7kTzQVyrG3tOkHLUunSQzlrd5tRBXuLFIvkgXbEZrtVtIGi1ukHQQUHKUbfkWl3WQeLnuMG1urE0d62urjVHa6nV5Z7FWEzMUYvW6rIOij0nSDro9ttvx5577pn0nJtvvhn77beflF2dPunaa6/FQQcdlPScSy65BH/4wx+k7BYUFODRRx9N+ky1a9cOjzzyiJRd5981pw5Smd9DhgxB3759k57Tu3dvnH/++VJ2gZatg2R9kkh+qlu3brjxxhul7AJcqxuNbh2UKjbDPYty5yQaTyofGTQdJFqra6IOClrPYnPnqGV1UEuu1VXxSRdeeCFOOumkpOf069cP55xzjpRd0Vhw0HoWddXFmVqra+LeLS21Vldlfv/lL3/B0UcfnfScc845B/369ZOyyz2LsfTp0wdDhw5Nek7Pnj1d9xJPxfjx45POw1AohEceeUR6DdajRw9cfvnlSc854IADcP3110vZBcyt1RXRQSq1uiI+KWg6SFetbkvVQdyzGItqjlpnzyLX6jaMx7Ra3ZacDwparW5RUVHK8QStZ7E5a3Vbmw5K5ZNM7VmUXXMwDMO0RPiDc03IunXrGv1/vXr1wosvvgiAFk6vvfYa3nvvPTz++OP45JNPsNtuu6F379744IMP8N577+Gtt97C4YcfDgBYsGBB/f8+5ZRT8O677+L999/H3LlzAVAwatmyZViyZAn+/ve/4+uvv27032QYhmmNFBUVoUOHDq5isaCgAJ07d5YWvwAFi8rKylyDDRkZGejUqZNSQA4gYZZI4Obl5aGsrEw64A6QUCwrK3MVR46IVBG/AAmz4uJi13Hl5uairKxMOiAHkFAsKytzDdikpaWhQ4cOSuIXoPtfWlrqOq6cnByUlZVJB+QAChaVlpa6fnk9LS0NhYWFSoEigO5/586dXQMJ2dnZ6Ny5s3SSwBlzSUkJ2rVr12hczpfeS0tLlcacnZ2d8FpmZWWhtLRUWbB36tQJ7du3bzSHQ6EQ2rRpozy/s7KyEs7vzMxMFBcXKyUuAeCuu+7Cvffei5KSkkZ2Bw0ahNdff10pMJ6RkYEuXbq4BmQdn6QSkAMoQZWo+CAvLw9dunQJrE9ym9+OT5INyAE0hzt37oyCggLX+e34bxXy8/MT+qRk8ygVzvxu27at6/xu164dSkpKlOZ3bm4uOnfunHR+q/qk4uJiFBYWus5vP3ySW3AzMzPTk08qKipK6JMKCgpQVlamZc1RXFyslCQAUP8edVtz5Ofno6ysTDrg7oyrrKzM1Sc5ySsVXwdQgqpTp05J1xwqPqmwsBALFy7E4MGDG83D4uJi3HPPPbj33nuVxtymTRuUlJQkXXN48UnJ1hwqCTVAbM0hmyQAGtZJOnxSTk5OUp/UuXNn6cSlMy7nPZpozVFaWuppzZHIJ5WUlEgnLh0cHeQ2rtaqg3T4JJ06yFlzuB3r0KGD8pqjoKBAi0/Kzs7Gyy+/jFGjRjV6PgoLC/G3v/0NEydO1KaDVH2SLh2UTFMGXQcl80mqOshZ2+tYc+jWQS0pNtOlSxfPPqkpdZAfsRm3NUdaWhratWunHJtxdJCbT3LWHF50ULt27VgHRcbVpUuXFqeDVH1SMh2kMzbjJfY6dOhQPP/889hnn30aHTv++OOxePFi6eZ5QK8OcnxSojVHonmUClN1ULLYjKODVMbcEnWQF58kooNUfFJJSQkWL16M/v37N/r3ZWVlGD9+vFLTCCAWm2ktOigtLS1lPkilmQEwVweliher+CQAKWMzqvN7//33x6JFi1w3p993330xbdo0DBkyRGnMOnWQrtiMiTpo+PDhmDx5cqONe0KhEE488UQsXboUe+21l7TdgoICzJs3D+edd16jZ7qoqAi33XYbxo8frzRm3TnqRDrIS446Nzc36TpJZ45adZ2ULLemWwfpzFGbpIOcTYBVddCYMWPwxBNPoGvXrjH/f1paGvr06YOlS5eiS5cu0nZFfJKqDmrTpo3WHHWiNUf79u1blQ5KlaMOog5Ktn7zqoOc96hJOiiZT/Kig5o7R+23DnJiM0HUQSKxGdZB3nwSoE8HNUVsJlGtrmq8WKcO4lrdBlLV6rZv3z5wtbrZ2dl46aWXMHr06EbPR7t27XDNNddg0qRJvueDWmOt7oQJE3DLLbc0egays7Nx/vnnY+7cuUr+TmetrrO2NzFH3Ry1ukHVQVyrS4jooKDV6h5yyCFYuHAhjjnmmEbHunXrhpkzZ0p/ENQhUWwG8Lbm4FrdWC699FI8+eST2G233WL+/7S0NJx88slYsmQJdt11V2m7jk9KpoO8+CQdOig3Nxevvvoqhg8f3mgd3b59e9xwww148sknlcZsYq1uz549MX/+fPTo0aPRsYMPPhhz5sxB7969lcbcEnUQ1+o2HAuqDkqVo/aig5L5pETv9lQ0d89iEGMzXKvbANfqNtCcPYutrVaXdVADXKsbS0ur1fXSs6izVtfUnkXTctTNXasbVB3U0noWVXxScXExFi1ahAEDBrjW6o4bNw433HCD0pidnhe/dVDbtm2xYMECnHvuuY3mYVFREe644w48+OCDSmMeNGgQZsyYgf3337/RseOOOw4LFy6EZVnSdk3UQenp6Zg2bRrGjBnTaH1fUFCASy+9FDNmzFB6r+jWQc0Vm1HVQWPHjsXYsWNRXFzcyK6zd4vK2kBEB7WmWl2dPYtOvNgkHaSzVtfUHHVz6CAvaw7WQQ04a3uTehabSwcFsVY3IyMDM2fOxF/+8pdG17pNmzYYM2YMnn/+eaXnrrl1kA6f1NpqdZ1aL67VNbNWNycnB6+88gpGjBjhunfLddddh6effjpQOsjUWt1//etfuOGGGxo9tzk5ORg+fDhee+01pTVYt27dkvYsTp8+Heeee67SmO+77z7cc889jd5LmZmZGDx4sCcdZGqO2tRaXb91EPcsxo6ZexYb0Fmrq1MHJYvNmKiDglyrm0wHeY3NJNNBfvskU3PUOnVQaWmpJx3EtboN4zJRB6Wq1Q2aDtKZo2YYhmlphMLhcMKDFRUViQ8K8t577+Goo47yaoZhGIZhfCccDqOiogI1NTUIhULIy8tTCuS4UV1djcrKSoTDYWRmZiI3N1dJrMcTDodRWVmJ6upq38dcU1ODiooKhMNhZGRkIC8vT8uYc3NzlcSpG7W1taioqEBdXZ2vYwaAyspK7Ny5E6FQCDk5OUri1I3oMaenpyMvL08pKOJGVVUVduzYgVAohOzsbKWAmRt1dXWoqKhAbW0t0tLSkJ+f79uYd+zYgR07diAcDiM7O1spsehG/Jjz8vKUAjlu7Ny5E1VVVQiHw8jKykJOTo4vz111dTVef/11rFixAnl5eTj55JPRuXNnH0bcdD7Jz/mt0ydVVVXx/I5QV1eH7du3axlzS5jfKkF8N8LhMLZv365lzDrnt651UvT8NsUnrVmzpn4T4hdeeAGnnHKKb76jsrKyPsC+ceNGX32SkyBZu3at7z7JSVRu2LDBV5/kJJr9HjP7pAai53daWhpyc3ON0EFN4ZNYB+nTQRs3bsQuu+wCAJg8eTL69u2rXKAXj06fVFFRUf9h6K1bt/rqk5witPXr1xvpk/zSQS0hNsM6SK8Ocua3n+sknTrI0W4AtK45/IzNRM9vk9ZJTmFNeXm572sOp7F08+bN7JM0+aQ333wTffv2BQB88sknSh+ac0O3DuLYDBG/TtqyZYuW+f37779r00GtPTbz22+/1c+72bNno3fv3r7YdnySU5S3adMmX32S03yybt0633WQrtiMifFiU3WQDp/0zTff4IgjjgAAzJs3D8cff7wvdnWvOZymCL/XSdHz288x61xzvPHGGzj99NMBAMuWLcPee+/t2S5A13b33XcHADz//PPo06ePb/OQc9QNcI46Fo7NNFBXV4fFixfjjDPOAAB89dVXjTY6V0XXmsPk2AzrIIJ1UCwm6iATc9S61kmAuTlq3WsO03yS7tirDp9kYuzVNB2kKzYTPb9Nic1s2rSp/oPEOnLUrIOIqqoqzJ8/H8OGDQMA/PLLL8qNxvHE+yS/dZCJPsmkNYejg3jNQZisg3SsOb788ksceeSRAJDwI3QqOLW6OrSbztiraTqorq4OS5Ysqf9AoG3b2GOPPTzbBfTrIB2xmQ0bNtR/aG/q1Kno06ePb+tonT5JV63up59+imOPPRYA8MYbb9TPda+YHJsxMR/EPYuEibW6TVXLp6NW1yQdxPmgWFgHNWByPsjE/iDTa/H97lk0UQeZuE7SVRdnok/i2EwDJtbFmaqDTMtRr1y5Evvuuy8Ac2p1161bVx/nmT59Ok499VTffMdbb72FU089FQDw4Ycf4oADDvDFronrpK1bt2LevHkYMWIEAGD16tXKm+XG0xJ8kp97tzgfUwSAH374AaWlpZ7tOrabIjbjtw7SVRfXFLGZ9PR05Ofn+xabiV5zmKTdTOtZbAnazZQctYk6iGt1G9C15tiyZUv9vmWTJk1C3759lT8qEE9LmN9cq8t7tzjU1NSgsrLSqHxQdI56ypQp6Nu3r685at67haisrMT8+fNx/vnnAwBWrFih/KGyeHT1LO7cuROvv/56vQ768ccf66+5V0zNUbMOasDUHDX3URO6YzOcoyZMjc2YWqura83B+aAGuGexAd06yJnfJsVmTKvV1bnmYBiGMYW8vLyEzpo/OMcwDMMwDMMwDMMwDJOC/Px8AMD27duNsc1jZhgmSJjok3TaZn/HMGLwXGESYaLvZ2Lhd6z58D00GxP9qIljNhW+h/rt6rRt4ph1YuJ1ZhhGDJ7fTHPAzx3TkuDnmUkEa4pYeMz67eq0beL9MxUT7yE/H02Dic8G0zSYOL/5uYuFr0cDJl4LE+egTts8ZoYRg587hmm5mPi+Yp8UC99D/XZ12zYNvhaxmPjcmThmEzHxOps4Zp2YeD14zE1jm59nhhGDn7tYTPRJJo7ZREy8znwPGaZ5MXV+s7/Tb1enbRN9v4ljZpoOE+cKP9NmY+KzYeKYdWLi9TDxOpuIic8GwzAMYx7JPjjHn+BkGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIYJKPzBOYZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhmIASCofDWv8Dr7zyykcDBgzorvU/wjAMwzAMwzAMwzAMo5FQKBQGgHA4HDLFNo+ZYZggYaJP0mmb/R3DiMFzhUmEib6fiYXfsebD99BsTPSjJo7ZVPge6rer07aJY9aJideZYRgxeH4zzQE/d0xLgp9nJhGsKWLhMeu3q9O2iffPVEy8h/x8NA0mPhtM02Di/ObnLha+Hg2YeC1MnIM6bfOYGUYMfu4YpuVi4vuKfVIsfA/129Vt2zT4WsRi4nNn4phNxMTrbOKYdWLi9eAxN41tfp4ZRgx+7mIx0SeZOGYTMfE68z1kmObF1PnN/k6/XZ22TfT9Jo6ZaTpMnCv8TJuNic+GiWPWiYnXw8TrbCImPhsMwzBMyyKtuQfAMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDuMMfnGMYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhgko/ME5hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmGYgMIfnGMYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhgko/ME5hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmGYgMIfnGMYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhgkoGc09AD8IhULh6N/hcDjUXGNhGIZhzMG27cMAXARgVwDbAMwB8IplWTUe7eYCGArgJADZAL4D8LRlWcu9jRiwbbsbgJEA9gJQCWAegFmWZe3waDcLwCAA/QDkAfgJwETLsr70NmLAtu09AYwCsB+AagBLADxvWVaFR7vpAPoDOANAGwArAUyyLOtjbyMGbNvuAhrzwQBqAbwJYIplWVs82g0BOBXA2QAKAawD8JxlWW95GzFg23Yn0LPRHUAYwAcAnrEsa70Ptv8I4DwAnQCsB/ACgMWWZYWT/TsBu4UAhgP4A+hDyMtAc2W1F7sR20cBuABAZwBbALwIYK5lWXVe7IZCoQIAwwCcAFpLfw3gqXA4/Iu3EQO2bR8CYASArgC2A3gVwMuWZVV7tJsD4FwAp4B80nLQdf7O24gB27b3A82VvQBUAXgdwAzLsqo82s0EcCaA0wHkA/gF9Dx/7m3EgG3bu4PG3A1ADYCloHm43aPddACngcbdFsAqAJMty/rA04DJdhlozIeAfNI7EdubPNoNAegN4BwAHQCUg/zzf72NGLBtuwj0PPeI/F8fge5huQ+2e4F8UjGAjQBmAnjdB5/UDuQ3jgOQDuBz0FxZ6W3EgG3b3UH+rguArQBeAvCaZVm1Hu3mg67FiQCyAHwD4CnLsn7yNGCybYHeK7sDqAAwF8BsH3xSNug92AdALoAfQNf5G08DBhAKhfYBzZV9AOwAsBDAC+FwuNKLXdu2MwAMjPr9COh5/syL3YitrqAxO78vBTDVsqytHu2mAegb9fufoLXMu17sRmyVgp4N5/dVAJ61LGujD7ZPivrfTwGYblnWUh/sdgCt+48CEALwCei5W+eD7WMAnA+gBMAmALMALPC65rBtuy0afFIGABs05hXeRgzYtn046HrsAv066CnLsn7wNmLAtu0DQM/dniCf5OignR7tZgEYDJovOnTQaJAO2glgMYBpPumgASC/1AbAbyAd9Im3EQOhUGgXkE86CFE6KBwO+6WDnN9PgNZfb3uxG7FVjFifdA3oevihg04APdPO75MALPFhzdEetC5wft8Mmt9rvNiN2IrWQZtBOujfPvikApCv+yPIJ30Fmt+/ehowXHXQKyAd5NUnxeug70HX+XtvI3bVQQtAOshrbCYTwFkgXZEP4GfQmuMLTwNGvQ4aDWB/UGxmKWjt74cOOh0Um9Glg5zfYyK2N3u0GwJwMkgHtQfFZp63LOtNL3YjtovQEJsBSAdNtCzrdx9sH4+G2MxGADMALPRJB10I4FiQDnJiM6u8jRiwbfvIiO0yUGzmZfing4ZF/b4b5JN+9mI3YusgkE9yfp8L4EWfdNA5oPdhDoAf4ZMOsm3bTQdN9yE2kwGa2/0BFAD4FeSTlnkbcb0OGh31+y8gHbTNo900UHzb+T0BpIPe82I3YqsUdJ0PBcVe/wcfdFDEJ/0J9M4qAsVmplmW9Ya3EQO2bXcErft7gnTQxyCf5IcOOhax87APSAd59UmODnJ+3waaK795sRuxFa2DtqJBB3n1SXlo0EFZAL4F+aQfvY0YsG37QNB7ZQ/4q4OyQTrI+f0g6Nn4yovdiK29EPv+Hgl6pv2IzQyI+v0ofNJBtm3vitgxXw5/8kFpIL8/GJQPWgvyde94sRux7eigI0A+6T3Q9djgg+0TAQyJ+n2SZVmLfbAbr4NuAj13fuigo0F6xfl9GoB5PuigNnF274R/OuhQkE9yfg+GPzooF/ROcX7fB/900P6InSvnA5jpVQeFQqFMNOSoHR00MRwO217sRsa4B2LXHH+GDzooFAo5Osj5/RiAZ8Ph8Ede7AKuOeq34Z8OOgUUm3d0kJ856hFo0EEfgtaNOnTQCwAW+ZSjvhDAMSAd9Bn8y1H3BK1nHB30EihH7ZcOOgFAJihH/bRPOuhg0D3cDRSbeQ3ASz7lqM8BPXs5aMgHfettxIBt2/si1icNB/CCTznqM6J+jwe9r/zIUe8G8klOjvo/8FcHDQLFZlbDPx3UGbTmOBRAHRp0kB856pNA76yOaMhR/8fTgFGvg0YAOBKkg5wctWk66CmfctRHgNZgjg56GcCrPumg80B6NhOkg57WpIP+DcpR+6WD+oJy1E5s5mtvIwZs294b5JP2BcVmFoFiM37lqAeAYjMrQOv+T72N2FUHXQbyHX7kqPtE/f4nyNf9z4vdiK0S0LNxOPTpoE4AfgfdvyU+2O0AmoNHoyFHPdGyrLU+2P4DSK+UgvJBswDM16CD7gD5JD9y1E6trvN7EIA5PumgIaD6J121us5vX3RQJEft5IN01eo6v0fD31pd5/dj8L9W1/l9Bcgn+aWDnN//gjm1ukNBPmkDzKjVdXSQ87s/fKjVjeSoo9dfd4F8kh+1uo4Ocn6fA3910Knwv1bX0UF7g9YcTo46yLW6jg5yfl8Cmod+6KDTon4/DvIb73uxG7HVGQ21un7rIF21um46aKJPtbrHgeahrlpd5/et8L9W1/k9EP7lqKNriO6Bv7W6I9Cgg+aCctR+6CAttbpROWrn9wjo00F+1+oeCIrN/Bf6anV16aB3QWswP2p1/xT1v3XU6jq/b4T/Osj53Q/+6aBon3Q7/KvVjddBZ8HfWl3n973wVweNAtXqmtqzqLNW91kfddBoxNXq+pCjju9ZXAt/a3Wj19A6anV19yw6+SC/a3W3AJgNPbW6X8M/HdSUPYtPaarV1dmzONHHWl2nZ7EawBswp2fR+X0l/O1ZdH4/Cf97Fp3f10Ffz6KuWt3PQXPFj1rdHhHbzm8/ddB5Ub/vBvlRP3sWnd9+1+o6vx+APh10EShH7YcO0l2rewD810HxtbpTLX97Fg+D/lpdv3SQU6vr/L4Bz4+P7wAAIABJREFU/tXqOj2Lzu++8Ldn0fntpw5yanWd337rIKdn0clRm9Cz6Px+CDRmHbW6o+CvDnJ++1mr6/QsOr9NqtV1fpvYs9jaa3UdHeT8NqlWd0/o6Vl0fj8Mejb8qtUdhabpWXzWsqwPvY04Rgc5e7f4Waurq2exKWt1/dZBzu+/Q1/Poq5aXWfvlp89DZhsH4Sm0UH/gH+1uvE6aDj01er6pYN2A43Z0UH/gb+1umcBaAd/a3WdnkXn91/hb62u8/sp+N+z6Pz2Uwc5tbrO3i0z4W+tbi9QbOYLcM9iU9Xq+tmzOBoNtbpOPsivnsWB0Fera4F8kpMP8rtW94mIXT9z1M7v/4O+nsU/+VSr2x6xPukm0PzWkaPWpYPuAI3Zr57FaB3kd62u81uHDnL21Z0Pf2t1nd9+6yBn75ad8F8HnYmGfXWftSxLR8/iW/C3VtfUnkXn98nwt2fR+X0LzKnVjd5X17SeRZNqdZ3fOnoWnd+6anUngOInftbqOr/91kE6exad39fD/1pd57eunkU/a3WPAK3BnH11uWex4fcDoGfDz55F57fOWl0/ddBoNNTq+q2DBoHyQWvgU60uwzBMSyEUDntaO6TklVde+WjAgAHdU5+pDn9wjmEYhpEhUpQwHVFJkyhWADhLtcjEtu3TAUwGBT2jCQN4FsDFKkGuSLB9EqKS/FGsAzBUNXkSCXq+ANqAJJ4XAVygUmAYEZGPg8Re/Lt5E4ARlmW9LGs3YvvwyNh2dzm8CMA5KgXEkSDRfQCuQuMP824HcIVlWZNk7UZs7wtKCHdzOfwegDNVA8KRxPttoORwNFUAbrIs6yFFu7uAgjdua7kvAAxUDb5EgpEPgpoFo6kBcK9lWbco2i0CbaLzR5fDPwA4Q7UBKBQKnQvgX6CCtGjqAEwA8NdwOCwd5IokAJ9H1OaUUawEMFi12N627VMBPAcKekYTjvz/o1USa5HA1kREJUyi+B3AMMuyXpe1G7H9B9A9LHM5/CqA81SC2JFk2ngAfwE1C0azBXQtZsrajdg+GDRX9nQ5/AboHkoXEEd80l0A/obGPqkCwFWWZT0pazdiey+QT7JcDn8ImitKAWGbiqbvAhXuR7MDwK2WZd2naLcMVOzX0+XwVyCfpJSEtmnz6/GgZsFoakC+6gaVwLtNjfMzEFWIFcVPIN+vtBGCTc0WE0EFadHUAXgKwOUqyf5IIeQURCWnolgNescqJXRtKnqfBio4jecFABepJNZCoVAWyD9fiMZrjg0ALgiHw/+WtQvUF5y+CGCXgw46CADwxRf1r5F5AIaoNDVEAtcPAbgcQHqc7a0A/mJZ1vOKYz4ANL/3cRnzW6C1rlKSyqZNLm8EkBlnuxLAtZZlPa5od/fImA9xGfOnoPmtVBhjU8PrvaDkcDQ7AdxlWdadinZLQM/GMS6HvwWNWakp0bbtC0Dr6IK4Q7UgX3WtSrI/ooNeQNSHv6L4FfRsKBWZRIoQnoW7DnoG9Eyr6qBnQYUl8awDcK5qYatNG7W9ACo4jWc2gAsVdVAm6P6NgrsOusiyrDmydiO2jwA9d7u5HF4I8tHSifNQKBQCcD9IB6XHHd4G4PJwODxZ1i4A2NTsPwfA/i7z+13Qu1CpaSlS7Pd3AFlxtqsA3GhZ1sOKdneNjPlwAIiz/Tlofis1Stv0QZ0HAeTG2a0G6aC/K9rtBFpDH+9yeDlobadU+Gbb9hDQe7ZN3KE6AI8BuFol2R/RQdMQVVwSxUoAg1SL7W1qpJ0Cdx00FbT2l072R4qOJiKqqS+K30GxmUWydiO2jwHdw84uh+cAOF9RB2UAeATAxWisgzaDrsUsWbsR24eAdNAeLoeXgnSQdAFxRAfdDeBaABlxc6UCwF8ty3pKccx7g67ngS6HPwD5JFUddC2AO+Gug/5uWdb9inbLQNf5SJfDX4J8ktKGUTY1Fo+He2zmAZAvVdVBM0EFPPH8BPJJSg1AkcLmpwG0i3s26kC+aoyiDioA+YeBQCPfvxrA2Zbi5ku2bfcG+bsil8PTAIxU0UGRQucnQQVe8WuO9aCY7jxZuxHbR4F80i4uh+eCYjOqOuhhkA5Kc9FBF1uWNV1xzAeC5vfeLmuON0HvFVUddDuAG0AFadFUArjGsqwJinb3iIz5YJfDn4Dmt9LmDZGiyrFw10F3WJZ1t6LdUtB69A9Ao7nyTWTMSk2Jtm1fCFpbFMTZrQU9N39T9EmFoHX/KS6HfwHpIKUN4WzanGcSqCAtmjBozXCpog7KA+mgwS6H14J00H9k7UZsnwDKj5W4zJVZIB0kXWAY0UH/BBXKhuJsbwTpoFcUx3wEKCbY1WXMr4Ouh7QOivik+wH8FY1jM9sAXGZZ1hTFMe8Pmt/7uRz+H2jNodS0ZNMHq2+Bez7oesuyxiva7Qpac7jpoGWg+f2zou3LAPwD7jroHsuyblO02wmk33u5jPl70JpDaZNK27aHAngCQBsXn/Q4KDavEptpC3r/93MZ82+g95VSsb1NG6tOAdAhzm4YlLu+2IMOegaRprA42+UgHaT0UcJQKHQcKH7upoNeBnB+OByWbrSK6KBHAfwZjdccm0HrrxcVx3woyCe56aAlAM4Oh8OqOugeANfAPUd9pWVZE2XtRmzvA/JJB7gcfh/kk5Q2b7Bp47470Ngn7QBws2VZDyja7QJ6Bnq4HQb5JKUNo2z68ODDcNdB94PGrbLm6Ah6l57gcvhHkE9SagCybftsUN7HLUf9BEgHqcRmCkD54gEuh1eBdJDS5ks2Ndo9D3cd9DxoHqrmqJ8CNdDErznWg+In8xXHfBTovdLFZc3xGkgHSTc1RHLU4wBcCvcc9cWWZb2gOGYLNFf2djn8X9B7RamR0qam5evRWAdVAPg/y7KeULS7J8gnHeRy+GPQXFHVQVeDYkpuOuh2y7LuUbRbCvL9RwON3oVfR8asqoMuAr2z8uPs1oB81XWKPqk9SAed7HL4F5DvV9oQLoUOehqkg1RiM3mgtcxZLofXgNb9SpvQ2rRBwXTQ5rDxzADpFVUd9ASoQS4+NrMRpK9ek7Ubsd0DpL93dTm8AHQ9pJu7IzroAQBj4K6DLrUsa6rimLuB5ve+Ln70bZD+VtpQxqZG61vQ2CdVgebJI4p2dwP50cNcDn8Gmt8/K9q+HLS2yI07VA3gbsuyble0Wwx6No51Ofw9aJ2ktDmLbdvngbS9mw56FOT/VXPU0xD5CEec7RWg95XSxtg2bd4xGfThnmicWt1LFHVQLkgHnesy5nJQnYhqrW4vkO9xq9V9CRTXVdVBj4FqdeN10CbQ+uslxTEfFhnb7i7zezFo3ahaq3svgKvROB+0HbTOfUZxzPW1ui5j9lqrez2A2+Eem7nZsqwHFe2mqtU9w4MOuhhUo+Smg+6zLOtmRbsxOijuWv8Aus6qOugcUA6krUs+6J8gnayqg55H5AOKcbZXgfKbSk3HkVrdqWisg8KR/+YoDzroaVCtbvyaw4ha3bjrvAXAny3LmqE45oNBPmkvl/mtXKsbsX0XgOvgXqt7tWVZ/1K0uxdofrvpoI9A81tpEzubNva6G41z1DtBtbr3KtrtDLrOR7kc/hq05lDanMWmzQ4egbsOeggU51bVQTMRqdWNs/0zyCcpbYRg2/aZoLWBW45aV63uGlAdmNImtDZ9TGw6EtfqjlDUQVkgHTQcjWMzG0A6aK7imI8ExWbcdJDXWt0HAVyBxnVxOmt1veqgWwHcBPcc9d8sy3pM0e7uIJ90aIJa3TMsxY8a2bY9BtSLleOSD7rTY63ubER0UJzt70A+SWlzFps+Kj0B7jnqR0D1AJ5rdV10kC89iy75oEkgHaSjZ3GIpfgxDpt6FmfAvVbXa8/iBOip1T0c9C5MVKt7rgcddB9IB8X7JK89i/uB5rdbz6LXWt0bAdwKPbW6LwM4wuXw5yCf5HfPotda3SKQT9JRq5usZ9HJUevoWfRSq9sHpIOaumfxPMuyFsrajdg+BrRudNNBr4A0lqoOegTAJXCv1f2zpadncSkoNuO5Z9HnWt36nkWXNYdvPYtxtv2o1dXVszgKlC9061n0rVY37nr41rPoooOeBL2zVHXQVEQ+LOBSq+tLz6LLczcdpINUa3XrexZddNAFlmWp9iz2BL1X3Gp1/w2qyfFSq3sZ3HXQJZZlTZO1G7F9IMgnuekgr7W6tyHSsxh3yLeeRZfDn4B8kueexbjrsROkg+5StFsC8klutbq+9Sy66KBxIM2pooNianXjbP8K8kmqtboDQHpFR8/iZCSu1R1i+dCzmKBWd7iiDsoE6aCRcK/VHeFBB+mq1Y3pWXTJUV9uWZbnnkWXw/8D6W8dPYs3WJY1TtGuzp7FS0FrC7da3bGWZd2qaDdZre7yyJhVa3XrexY11Oo+j0jPokut7mAPOqgvaD3jVqs7BbT297tnsRykg1R7Fo8FrRs7u8xvnT2LoyzLmq045mQ9i0tAOkhHre5fLct6WtZuxHaqnsUzPNTq/g1Uq+vWs3iLZVn/ULTbBeT7dfQsjgatLfJc8kH/AO2DpaqDZgE40eXwj6A1h2rP4mBQ3sdt7xZdPYu+1eq6zG+vPYtPgT6E41ar67VnMVGt7lyQDlKt1XV0ULxP8tqzmKpWd7AHHVRfq+sSm7nGsqx/Ktqt71l0uc5ea3WvAvlSNx3ktWexvlY3Dq89i8NBdVXxsRk/ehZnIHGtrq6exadBPW+qPYuTQRv0x7MWFJtRrdU9AaSD3Gp1Z4J0kOeexbjDGyN2X5W1G7HdHZSr6upy2Gut7j8AXAn3vVu89Cx2A/mk/Vzm9zug5061Z/EWADfDXQd57Vmcg0itrs89i/W1uhp6Fl8EcJzLmHXW6jp7t6jqoOnQU6urs2dxEqI+6B2Fp55Fmz7cMxNAqctc8a1WN+6wp55Fmz4WmKhncTHIR6vqoLEA/g/cs+jU6r6ESM9i3PPhW8+iiw7yrWcxzrbOnkXfanXj8FqrewooF+1Wq+voIM89i3GH14PyyAvkRwzYtn006B5q7Vl0qdX10rN4EGjN4Var+x/QPVTtWbwTpIPcctS6eha91urW9yy66KDbLMsaq2g3plbXpWfRS62uzp7FGQB6uxz+GbQeVe1ZPAOU93HTQU+B1tE6eha91upOA1DsMle89iz+C+61ujp7FueD8mOeexbjDm8D5fOek7UbsV3fs+hy2FOtLsMwTEsiXqS2CkKhUG0oFPosFAp9GQqFloVCoatDoZAR1yIUCh0aCoX6Nvc4GIZhTCUSrJ0L94/NASR6FkUEhaztE0HCKb5gEaDA0UUgAavCDLg3bgGUZJtrU5OlFJEmqHlw38ACIFH8YiRgLMu/QBv5uf3bQgAzI8ULUkQCzIvh/rE5gIIP/44UMMhyLyIbmrscywcwMdLAI0Wk4eANuDduARTkWRRp4pG1fQ0oEe/29+YAeNCmzTxl7RaCmk4SfTj4IABLI8kxWdvDQYHk+MYtgK79zZHicFm7OaCi1T8mOGUvAEsiBeJShEKh/qDgdXxQHKA19eWggjgpIsHaV+DeuAUAXQC8Hgm8yto+LmI7vnELoHl5Pij4pcLzcG/cAigI/0qkCUuKSBPU63Bv3AIoefByJKAky2NwLw4C6L5OjyQ3pYgU2iyBe+MWQEmaBZHnU5bbQU0Sbj4pD8C/IgX+UkQaDt6A+8fmAEqGLbGp2VnW9hhQ0UN8wSIi/9+9kcC5rN02IN/v1rgFUNJxaaSISNb2UFBBTXxxEEDX/jpQoF/WbjYocOr2sTmAkrtLIgWksrZPBa0N3O5RGqg4V7p4LPK+fwnuG1gAtPHvfJs2k5K1fTRoDZbovXEuqHhIhUmIBMVdjnUA8HIoFPqjrFGbNoNYBPfGLYCKLF6N+HJZHoZ7cRBAH/SZGkl+SBEptFkKYJ8EpxwHYGEkASJr+2ZQs3h84xZAG+U9ZtPHG2XtFoHG7Na4BVDR0NJIEbCs7UtASVE3H5wF4A6bNgOTtZsPejYSvev2A425i4LtwaDN7+I/NgfQ83I1yM/K2s0ENRy6fWwOoCK4RTZtii9r+09IroNGgvysCrPg/rE5gHTQvxV1UHeQDnLbwAKgIslZijroSbh/dBsgHTTLpmZWKWzaFG8x3DewAKgY9d+Rey3LfaAmCTefVABgUigUSnQfEhKZA2/AvXELoKLfRZFCEVnbfwM1iyfSQQ/Z1Cgla7c9aG13eIJTDoa6DhoBauyL31wUIN96i23b0ptY2NTk+DrcN7AAqIh9iU0bp8raHgAqtHHTqmmgBK90k1zk3fkq3D82BzToILcGm1S2jwcliBPpoAvgTQe5NW4BpINes2lTPilsaoJ6He4fWQComeQlRR30ONw/ug3QWnK6Tc1uUkQKbZbAvWARoKadBZE1sSx3gj7slEgHPWnb9jBZoxGt8AbcG7cAao5aHCmolbV9JajIL5EOus+mjz/J2m0Lus6J3nUHgnxSovdZMtvDQAU1iWIz14P8rKxdRwe5fWwOaNBBeynY7gvSDIl00F9Az7ys3TSQDhqY4JTOoOf5UAXbR4OK/Nw+sgCQT1HatAFUhO320W2AfODLNm1eLEXE9y5EYh10Gijuo6KDxoHeHW4+qQ2A5yLvHiki77ilcG/cAqi5+fXIO1PW9t9BzeKJdNDjkXe8rF1HB7l9bA6gtcjSyNpE1valIM2ZSAfdFVlLydotAOmgRO+6/QG8oaiDzgZp+0Q66BqQn5W16+ggt4/NAbS2XhRZa8va7g3SK/EFiwDNy1EgPytrNwRqZHDbwAIgDTMvomlkbfcAXY9E743Bkf+2Ck8jsoGFy7H2AGYr6qD9QDrIrXELoHs7V1EH3Q9qkkikg56NaHQpbGo4WAr3j80BNIcWRWILsravA62VEumgcZFYiKzdDqAxJ9JBh4B8UqL3WTLbo0Cx+UQ66FabGtJk7eaC3leJ3nX7gNYciZ6dZLbPQGIdlA56l0lvmmhTjvo1RD4258IuoLidqg56GY0/sgDQvBwOijepMB2Rj8250Amkg9w2nk5KKBQ6DLRuTKSDzgDwUigUUonNTID7Rn4ArSVn2LT5oRShUGgvJNdBfwIwLxQKqeSo70akScLlWD6Ap21qKpQiooOWwr1xC6Cci6oOugqUW3f7e7MB/COSM5K12w50nd0+NgdQbusNRR10PqiGIZEOuhHUjCZrNxvUUOz2sTmAcohLIjlFWdv9QPMwUY76UqjroJfh/rE5gHK1C2zK3craPgYU90n03jgPFGNRYQoiG1i4HOsIYI6iDrJA75VEa9nToa6DxiPy0W2XY20BPG/btlsDXVJsqnlIpoOOh7oOuhXuH3YCaP7806amI1m7nUBjTlT7cATIJ7mtsVPZvgy0eXAiHXS3bdvXKtgtAK1H3TawAKgGaKlNNUGyts8FbRSVKEd9LcjPytrNAq37E9Vj7Qa6zolyiclsn4zkOmg0KEciazcE2kTGrXELoJq2eTZtcCdr+0jQ9XDbwAKgWjylj52AagDdNrAASAe9aFMtoRSRXN0iuDduAZTrmxtZX8ryACIb+bkcKwAw2aZNZKWI0kGJ9PWxUNdBN4Dez24+KQfAeJuas2XtOjooUe3DoaD3t1uuIZXt0aDGzEQ66DabNiiUtZsHel+5fWwOIB201KZNCmVtnwna3CqRDvoryM/K2nV0UKI8xK4gHaRSq3sCKK6bSAd5qdV9Ae4bWACkg+batBGwFDbV6s5H4lrdM0ExFBUd9ATcN/IDGmp1E8XIEmKnrtU9CeSjVXTQWEQ2NHc55tTqJtKjCbGp8XopktfqLrbVanX/DzTuRLGZB2zaxEbWrqODUtXqJnqfJbN9Iej5SKSDbrJtW/ojmHZDrW4iHbQX6DrvrmD7NFDuJJEOugzkZ2XtpoHqaROtvx0dpFKre2zEtpsOCoE2oFD6qCsoTuW2gQUi/71XI/99KWyxWt05tlqO+lEkr9WdFrnPUtgNtbqJ8owngHSQdK1uZB7chMQ56idstVrdYiTXQd2hXqt7BWh955ajzgIwNuK3ZO06tbqJYn6ODkoU10tmeyiS66C/gXoiZO1mIXmt7u4gn6RSq3sKKHeSrFZXeoOTyPv+RSSu1XV0kEqt7lFIXaurtKEmaH3l9tFtgNZlL0XWaVLYDbW6idayfUGxaBUd9BBoPZusVjfRfUhIZN2drFb3WKjX6t4E4DYkzlE/Gsm/yNrtCBpzotqHw0A+SaVW92JQHMzNB2eCanVvULCbj+Q6aF+QT0pU35DM9iBQ3UWiHPVVID8ra9fpWUxUq+v0LKrW6r6ExLW6I0B+VoWZSN6zqFqrewT+n73zDrejKP/4Z5MAISTUkOhPUMSGOgcLdkBBEemhSUtCBwFFVCxgBRULdrFQFERCUQTpUgULRWnCPRRBBRTSA+kJKXd/f8zszS27Z+eds3Pv2eT9PI+PcO/mZXLO7ux85/2+77T26u5HuA7y8ermNTdqSdPfq9tOzWLenJTpoKLvoRC3P9lKB7Xj1f0MNo/VyqsbWrN4G/mHzUF7Xt0jKK5ZzLy64oMWmn5e3T8G6qCymsUTsfOsNK5PzeLNLk8ijf1eWnt1Y9YsXtMM9+reSLEOmkB4zeJPcY38cn63AVYHhdQsZl7doprF92NrvEK8ul+ldc3iuU2bXxXRHNqaxW83bR5bGnd94tUsTsR6yIp00Cm0V7PYyqt7azPMq7srrWsWj8P6MqRxM69uUa1czJrFgwnXQb+ipGaxaX07IprlXt3daa9mMa+RH6zSQUWe6UKa5TWL7Xh1v8TQ1Cy+FTsnhXh1j6d1zeLXmtbvJ42b5aiL3nUxaxZPJtyrex3FXt2XY+ekIk9lq9g7YXPJsWoWW3l1r29a362IZnnNYjte3fPIP3Qb7GfUbs1iK69uaM3imZTULDbDvLplNYuZVzdGzeIP3BwgjbsRrb26mQ4K8eoehV2TFuWov9xsr2axyI+V6aCQmsW9KffqxqhZ3Iz2axaLctSHYfebQriE4prFzKtb5F8qpGnroG5kaGoWL2sGeHXdGrbMqxuqg75Oa6/uec14NYu3NcO8up/A1n8X6aAzm7auURp3A+zcH6tm8VyKc9SnYmsipHEzr26RH2tL7JqjSEO3ip15dQe7ZjHLURetV1vFfg+tvbqH0J5X91Di1SwWrWX3IFwH/RC7hzbYNYvteHW/TGuv7s+a7Xl1izzg2xCugz6Kzb3FqlksetdtRbhX90BsjjNvbyarWfx2QNy1sOv+Vl7dWDWL7Xh1Lyf/sDlYVbMYw6t7APFqFq9wOTQRzVVe3SId1I5X9zvYvkCtahaLvodCmuU1i9sS7tU9hfyDnWBVzeJHAuKWeXWzmsUQr+7RtPbqfqVp+2RJ42Ze3e0LLsm8uqE1i628uidh51lpXB+v7i1N682Qxt6B8prFC6RxHWVe3aCaRbfHfCOtvbqhfXV/TrFXN6tZLPIKFNK0nqZWOqgdr+43sP0TW9UsFunRQnrpoFY1i6F9dT9Fec3iiQFxfWoWQ726h1Jesxjq1Y1Vs7gHrWsWP4qtDZfGHYbdP2nl1b2pWX3NYoLNMQcdZoSdn1vVLF7dtH19RTStJ/kmWtcshnp1f0x5zWKRV6CQpvU8tPLq7kBgX92m7S/9RYpz1D9v2j7V0ri+Xt2QmsWP0bpm8RtN2w9cGncMdj0aw6t7EMU6KKtZFB+S595DN5B/2Bys8urGqFk8FjvPSuNmXt1WNYt/aNpaH2nsd2LzY61qFkP76rby6mY6KMSr+3pae3V3Jdyr+z1a1yz+uhlWs5h5dVvVLAZ5dRVFUVY3anHIWgSWpGn65jRN34hdpOyGNSDVgTdTvJmTS5IkIS9pRVGU1ZV9KC42y9gAm5CV8i3yk7i9mdQUNid2G+5lmzUjCTCWYw0xZcJoF4oLcHNp2kKTska7IwhIuGI3icqS1u+mOLmZizMWlh2ClGALD6RrqE9RXIyS8UasqPfGGYpO87j06wEC+DiKjd8Zr8Ca9bxxCXOfplinBBgiJ1JssszYFGsCk3Im5Wvn45MkkRaj707xRn7GGMLWqkXNTXpzQFPYAMcZj8o2a9YhoOgfmxApM+/uRPGhobk4A0ZZ0noYAWZ4bCKn7F59G8XJzVzc5rVPQcE3AzblTqJ4oy/jddjNVW+c4cCnEedpTblJ+2iKC2AzNsNuNHrjzGY+76JPN+WFYQdQbLLM2Bh7D0k5k/wN1d4c3ZQ35foQxYamjPUISF5i1yll5t0J0qRakiTbUGyizliLgOQGdu4tM+++j+LkZi4uQVvWYCrBmnyl5oTPUlyMkvFmbCMib5yJx6fp3TcDzAkfo9jwkPEqrBnXG5eQ9FkffykgEXg4xcnFjJdiDYbeuDXmmeQneXpzUlPeKHAfig/Iy9gQu9aW8m3yk7i9OVSa6G/aJpxlhdXrEmAsd3+mzLy7G8XG81xckv/wkstCddCXyE+I9sZnndaHJEk2w08HnZkkiVQHnUxxMUqGofwz64Mz8fisj78eYNL20UFbUD6P98HNjT7vos8HGCInUWyyzPBdW/bg3kE+OuijTXkRxp4UHxSesT7hOqhsb+bAprDw0xmPyhpMrUPY3sxXyTdp9OaDFBfg5uLMzmVr+uGE66Cye/XtFDciysWtuX0KCr4VoIM+QXFRfsZWWLO9NwIddHqASfsYigtgMzbH/t28cZ+dz7voMwE66EDKddAm2OIwKT466NimvBh9F4oNTRmhOugblOugfdwc442bw8r2GXzfPf05jXyzem92oHy/ug/uXVH2/hxGmA76HMUmrIy3UNyIKBe3N+mj2UN00IkUN2nOeDV2beKNW/v4HBb55aa8WPUIihsBZbwUuwb0RqCDPtmUNwrcj+KmGxkbEU8HHdaUNyeOqYO+TrkO2kNqLmza4tayRrsjCDgsAz8dtC3FjYhycZq67P0Zmg9h77+vAAAgAElEQVT6NOU6yEc79sHtXfg0ezgjwKR9PMXG74xXYgsEvHFzo0+e4PNNefPSyRQ3RM0Yj9/asodeOqhsTvpYU94ocC+Km25krI/f99wfnxz1wU1h4afbqy1rMBWao/bRQTsj10Gvp3xN75sX6M8XyC+Q6807sbkBb5zh3+cQpG815QX0n6RcB70eW4Drjcvx+KyPvxqgg46luAA2Y3Nsrssbp4N83kWfDSgMO5jigyEyxhKug8reRcc25cXou1LuAfH9nvvjo4P2awob4Licdtnz5fvu6c9plOugHSlfp/XBFX2eUHLZMMLmpFMobpiY8VbKc2h9cDrI5179ZlPeSOzjFDdpzvDJ6/fBeWF8dNBXAnTQkRQ3Asr4P8r32Pvg1pjfpnzN8ammvEHG/hQ33cgI1UFnUq6DjmjKmxP7eEBGEXAoKHadUrY+3tN587xp2kL0snyrrz+qP18mv3lRb7ajfJ3Wh6ZtflP2/mwnR122j7g15dqxD03b1MbHw3lGU95I7KMUN2nO2BK5DvL1S32hKW/acyjFDVEzxuO3tuxBoIM+3pQ3Ctyb4qYbGRsQTwdNbAqbEzdtk8AyD0ioDvoafl5d0YEITduQq2xNH1MHvYvihqy5uPebzz7itwN00KcoLsrPeAPl/uY+uKLu0zwu/VqgV7dsTf9y4np1pYc4HELxwRAZmxKmg75DuQ46rik/OGp3yj0gvt9zf3y8uh9uChvgON1U5oVvRweVeTg/gLB2zTUJKMtthHp1T6Xcq7sNVqd74/YBfHzlITnqkyhuTpYRqoN88gSnNeVNe46iuBFQxsuI69WVNsg4gOKDITJ8/Y/98clRH9WUN+Xy2fv09SL0x0cHTWgKG4E2bUONsnxrqFf3y5R7dd+L3Ku7BTYv24osHxTDq/smbD7DG5cv8dHs34jo1S3bz+qDwKv7xQCv7mEUN0TNeAlxvbrSRoGxaxbL3kWTm8LmxC4/XHYY7Ej89uD646ODdqX4sJxc3P5TWf1d7JpFkVe3aWsWy3RQaI76ZMprFn0+sz64/VQfD+fXInl1X0H5PN4Hp4N83kWnNuPVLIoPlsEvH3RCU35w1B4Mfc2i6LDKZmfULIoagTq/YtmaPtSr66ODfLyEfWjaAwN87tVQr65PzWKIV9dHB53ejFezGMur++kAr65PzeImxKtZPKYpP0B3qGsW9242m2XrtD407aFRZfsMdaxZjO3VldYsbsLQ1iy+mrCaRV+vrvSAzcPx8+rG0kGfaMprFvdFaxZ74+PV3d2NwRv3dzys5LLYNYtlNVV9cPdS2T5ilqOO4dWNXbMY4tUty21sQT1rFkO9uj41i9KG6XtRfFB4RsyaxYPcGsIbt0Yp88JrzWJf3oHcq/sS/L26sWoWj5YEddrGJ08Q4tUd6prFzzblh9kdRPHBEBnteHWHqmYxpld3X7fX4o3byymrCY5ds1i2X90Ht2dW5vGK6dWNXbMo9er61Cy+BnmO2nd9HKtm0ddr1IPQqys91DumV9dHBx0e4NX18YD4ehH6E6tm8c0Mbc2izzqtDy63GKtm8TOUe3UblGvHPrgcrq9XV6qDTsCvZlGqgyRe3Vg1i7G8uic25TWLExjamsVDmsJDWpxnpeww2JheXZ/96j44b1DZmr4TaxZ99hFjenWlNYtj8Fsfh3h1P4KfVzdWzeLnmvWrWfxIU35w1G6Ue0BGE8+ru39TXrPo44WPWbPos1/dB+ehLstttOPVLdNBPn0/++C86nWsWfRZH38lwKvrU7Po0x+9D24+9/neT27KaxY/TPEBeRkbEc+re6SrnZHwQco9IKE6yMeru5erUfKmOfQ1iz69Jfrgas3Kal1Cvbo+Osin342iKMpqz5p64FwPaZrOxCYwP5ZYRiZJckGSJF1JkjyYJMmOAEmSDE+S5Lvu5w8nSXKi+/nTSZKMdf/8tiRJ7nD/fFqSJBcmSXKzu2bfJEnOdH/+xiRJ1nLXbZMkyZ+SJLk/SZKbkiR5qfv5HUmSfDtJkr8nSfJEkiTbJ0myNjYJeGCSJP9IkuTAJEnekSTJXW6sdyVJ8jr35w9PkuTyJEmuBW5OkuSiJEl6NlWSJLk4SRKRwUxRFGU1wbdB636SAnq32e3brFzUJFZw/QckBfQuqeBr/JGO2Xcz5c1NwWFXTdtoxXfDWzrmoylPtoLdDPYuoHcmPd+iLOmYJ1Fu8AKb3BQ1ecf/OzxamCjYm/LiWrDGFlExG/6f30RJ4YhbD/oYfxKEB3ThP+YJkgJ6ZwrwbVYea056r6SA3m06+jYrD5mTfDaX3iApoHebu74b3tIxH0l5YgOsKcZ7Xe+SU75JOOmYD6Z8ExFs8kNkmBKM5UhhomAPyg2cYDdWRclL/Md8kKSA3pn6fJuVi5Ib+I95d0nhSNM2OvU1/sSak96VJIl3Ab1Lzvoaf6RjPha//ZhXIyigd8kp3+YU0jEfTnliA2yi0LtwxBmgfAtFPyJMFHyYcjMF2GSPqKkH/p/f4ULD1IcoN3CCTYyJCmzxH/P+ksIRV/zg26w81vP9QUkBvSsyiaWDfK9/a1Nw2JUzsfk26QvRQT7r+VcgKKB3Jr3DPS+Xjnky5QYvsAlokWEK/3fnMUIdtA/lxbVgddDhgrjg//lNEhaO7Ei5WQri6qC9JYUjroDS1/gT6/neQVJA37QH5/gaf2LtzbxRUkDvzP6+TfpCdJDPev5lCApHnEbwbRwqHfMhlBf8464RGaYEYzlKqIP2pLzJENjvQtRwFf8xHywpHHH3qK/xJ6YO8j7syhWR7VDxGKTXv6cpOOzKzbm+xp8QHeSznpfox6yRjG9zihAd5NOsXKIfxTrIN67jAMobn4HdU46pgyRN3neh3MAJds0qKrDFf8wHSApHXAGlb7PyWM/3hyQF9E176KNvs/JYY95GUkDvtGlZM2XpGDKOwU8HvRJB4YjbA/AtyoqlgyT6MStW8l3PHyssZtuPclM52D2nwwVxwf/zmywsHPkA5Q09wO7txdJB+wh10JsoN2hLxyC9/v1NwWFXSZJsjn+uNZYOakgK6JMk2QD/Jn3SMR+FX456MzpHB02kvNAFbM5I1NxQMJajhE099sJPB61NPB10iKRwxOUsfXKtCfF00J6SAvqmPfTRN9caa07aVlJA7xrJlBWqSseQ4auDtmoKDrtyXgffXKt0zEfgp4Mk+jErVvJdz0vHfCDlBf9gdZCouaFgLEcIddBulB86Afb9EFMHeR925QoofXOtseakXZqCw66ch8431xprTnq7pIDeNZLxbVYeooN81vNbItNB6+JflCUd86GUNyEBWyTtqx9j66D9KW8ADfbvJWrqgf/nd2hT1uT9g5Q39IC4Okjq1X0L5c2UpWOQXv9+SQG9m798c62xdNCbmoLDrpyXyddzGsurK9GPg+HV9fGcbohcB0m8uhIdNIHy4lqwOiimV1eig3agvLEhxNVBewm9um+k/FAZ6Rik128vKaB3Xl1fz2ksr+7rJQX0kb26R+Dn1X0p/vqxU7y6Ev0oHcuRTVmT993x8+rG1EEHCr2676b8oKuMWHPSbk3BYVdun9a3WXmsOemdTdv4zwu3DvT1nMb06u7kGzSyDjoMf6+u92FXwhz1sUKv7v6UN4AGm+eSNvXw/fwOE3p1d6b80Amw909Mr673YVfNZnMbypuISccgvX6nDqpZ9L3+LU3BYVfONxCzZtHXq7urb9BB8Or6eE43Il7NYohX17dm8XBBXJB5db1rFpu2we5Q1yzu3RQcduX8aL651ljP9/tcXsoLl+/yzbXG2pt5Q7PZ3N436CDULPp4TiW1noOhg3w8p5LPTToWqVd3D8qbrULcmsWDm4LDrprN5raUN3jP0JrFVby7KTjsahC8uj466DX468fBqFn0ybV2Us3iAazeNYux9mY+LKxZfDvlB/5KxyC9fmfnv/XC+Xp9c61as7iKLRAcduXu/cM9L4/p1fWuWXRzjEQHSXLU++Ln1Y2pgyYLaxbfT/kh5BA3R13HmsUdm4LDrtyaaqhrFo1bY3rh1q6xahaPop41iz65Vkmtp3QsdaxZPERYs7g9fl5diKeD9hDWLG5F+eGa0jFIr69jzeLrmoLDrjqkZnE8sppFyXpeej8fyNDXLEq9uruiNYsh13+oKTjsqmn7vPjmWmON+W0ul+aFy9HFrFmM4dWNWbN4KH46SFLr2Uk1izG9upKaxZ0Y+prFfZuCw66c98O3P2xH1Cw6j41vrjWWDtq6KTjsqkO8upKeN5lXN2bNok+uVaIfM2J6dX08pzG9utKaxfcBPrnW2F5d78OumrafrW+uNdactJ3Qq/tSht6r22k1iz6eU0mtZ+yaxYPwq1kcTbyaRalXdzdsDUYZsb26q3vNoiTXGmtOeoerrfKiQ7y6r8K/501sr66iKMpqxxp/4BxAmqb/wX4W44CPup81sALywiRJRmJfXK8E3pKm6dbAxR6hX4UVzhOAKcDtLu4SYHd36NxZwP5pmm4DnI89nTZjRJqm7wA+AXwlTdNl2JNgf5Om6ZvTNP0N8Djw3jRN3+J+1/vE63cDh6Vp+n7gFzhx6RohvQe4QfAxKYqirC74mp3Xxq+xeoZ3Elx4reT6BP+/H1jDg+9aINaYpde+Br8CSmlckH12ktgvw884DLaAXrLJHOVzdpt9W3he/hL8km/icQivlVw/Gr8C0YxY94bk+hH4NdIIGUfMZ0U6J/kWAnbKnLQlfglzaVzp9ZJrx+N32AnAlsLEdpRnxW10+76Tx+KXfBOPQ3gt+H8e6+LXvCtkHLHuu2H4Gyel4+iUZ2Ur/IzD0rjS6yXXvgK/AkppXOn1kms3wc84DDaJ5V3oKByHZE4ahv9hJxvi1yhHPA7htZLr16GeOsg7Ge+u9S0E7JRn5bX4GYelcaXXS67dDD/jMNgCeklDiFjP9/r4GYfBrje8Cx0l4xBeK7l+DP46TzqOWGNei87RQZLrV3cd9Crqp4MkexevFhZfx5qTRuJnHAb7d/MudJSMQ3it5PpR1E8HDWf110Gvx884LI0rvV5y7Rb4FVBK40qvl1wr2bt4haTQUTgOyZw0HD/jMNg1YB11kHeDcOE4OkUHGVQHhV4vuXZz/IzDYA/9lfh1Yo15A/wOOwG7h+Nd6CgcR6y9V4nOk44jpg7ybgghHEen6KA3Ur8c9avxO+xEGld6veTal+J32AnAa4VFB7HWHKOwuTcfxlE/HbQe/n8/6Thi6iDvZp3CcXTKs1JHHfRK/AoopXGl10uu3RS/w04AtpA04xWOI5YO2hj/fJdoHMJrJdePRKaDOsE3I8nRQVwdFOvzeB1+BZTSuNLrpTrIN4drhM06Y41ZsnfxMvzzXRD3WfGNLdF50nHEGnMddZB6dcPjQrxn5f/wz+FuJWyMF2vNsR7+Xtbx1M+rK/n7QWesOUbQOToollf39dQvR/1K/A47kcaVXi+5VrJ38UphM95YXl3JO3kT6unV9T4oSTiOmDpIkqOWaKZOeVZienVjvVckXl3JGKTjkFy7MX6HnYAs3yUdh2ROkuRDN8SvUY54HMJrJdfXtWZR6tWtow6qW45aWrPYCV7dMchqFr0PZ5SMQ3it5HpJTaZ0HDF1kHp1w8YgvV5y7eru1X2Vaw4WYxySOUniGxuLf75LNA7htZLrtWYx/NqYsetYs7gF9fPqSmoWX46/zpOOQzInSe7/utYsqldXPoaQ6yXX1tGruxn+excdUbOInWMkXt061izW0au7Juiguu3NvIr6eXUlOug1woOSYq05JDqhrjWL6tUNuzZmbPXqhl8vuVZSs7iF5FAS4Tgkc5K0ZtE33yUah/BayfV11EFrglf3tazeXt03dohXV5LDldYsdoJXV6LzpOOINeY6enVh9ddBMWsWYz0rkn5Lr+sQr660ZtH7cEbJOITXSq6X1ix2gle3k3RQrM+jrjpodfbqSmsWY3l1JR6NTqpZ9P08JP2ypOPoFB1Uxx6WMWsWY82jLydezaKiKMpqh+RAk9Wd7IWwHfYQONI0fTxJkmewG4M7AWenabrC/e55j5h/SNN0eZIkXVgxc6P7eRfWVPU67AvxliRJcNdM6/Xnr3T/fz/FBuMNsIfivQZI6WsuuyUbZ5qmf0qS5KdJkozDniZ7RfZ3URRFWcPoFly7sgOujRk71mchvb4TroXOuDfSDhmHZAwxx9Ep950+K33phHu0Uz7n1f3ekF4f6/Oo65ykz0r8aztlHDrmNWsc2XrNt9CkE8bcKePQMXfetZ0yjk7RQXX87LLrfQ1WnTTmOl3bKePQMa9Z46jjmDtlHDrmzru2U8ZRxzF3yji6sWs2X4NVJ4y5U8ahY+68aztlHNlzNdTjqONnB6ohB+PaThmHjnnwxqHPVb3HoWPuvGs7ZRx1HHOnjCNFdVBvVndvhL43w6+VfBbdxpjVXQfFfFbqmKPWZ2UVOo/2pRPujTRi7Fj3RsxxdMp9p89KXzrhWemUz3l1vzek18f06tZRB+mzsorV/Vmp472h7/rAa40xabPZ7Ma/GdyQj7mDxqFj7rxrO2Uc6tWt/zh0zJ13baeMo45j7pRx1HHMnTIOHXPnXdsp46jjmDtlHJqjHpxrO2UcOubBuVZ1UPvj0JrFuNd2yjh0zGvWOOo45k4Zh465867tlHHUccydMo665qg7YRxrwph1Lb8K9er2JbZXN0ZsfVYGJ7b6ZvrSCfdGp+zNqH+nL/qs9KUT7tFO+ZxX93tDer16dfuiz8oqVvdnpY73hlQHKYqirHb4Gu5Xa5Ik2RL7AplJ8WIrIb/h1wpWfY4j+/3uRYA0TbuB5WmaZn++G3vYXwI8kqbpm93/Gmma7tz/z7uxFR0O+DXg9jRNDbBnvzEs6nftRcBE4AjggoJ4iqIoqzt/9rxuHvCwIO5f8Rc5fxHEBf8xLwP+Joj7d2Cp57WxxpxiPztfHgF8Dn2VjCHkesnn8SzwlOe1dxpjJGJZMmbva40xi7EH3vrwuDFmVoxxEO++mw48GSEuxBvzQuBBQdy78N8gifWsrADuFsR9gIHr1yJifc7S2P8EZkSIC/HGPAN4wvPavxtjXiy/rIcoYzbGrMDe0z78G5gqGEcnPN+zgccijSPWmJfg/54AuAdY7nltrDF3438fATwEzPe8tlOe7/8Az0WIC/Ge7+ex6zsfHjLGLBCMI9aYU8H1/3X/86UT5qS5QFMQ96/4N8iPNeYXsdrGlzrqoCbwgue1HfF8Y+/9pz2v/aswWRfr+V6EXZP68KgxZo5gHJ3wfE8D/hUhLsQb8wLgH4K4d+Kvg2KNeTl27ePL/cBiz2s75fl+HJtLqTouxBuz5P7/mzHGd+0K8eYkyb30JHavw5dOeL5nYe+lGOOINWbJfhnYPZGh1kErkemgf2DnXh865fn+F/77AB0xZreGeNTz8gfdGsWXmDrId/36DPXTQRJtCp2jg+4VxP0bq7wHZXSKDuqifjpIcv93ig6SrLmbxhjf7wQ64/l+DrtnVnVciDfm+di9SV/uZOhz1FIddB92j9mHmM+3ZE56DLuX70OnzElT8ddBd7tcjC+x5iTJPt8T+OfooDOeb0mOTjqOWGOW7JeB1UG+91Kn6KAHsbl4Hzrl+ZbsA3TEmJ2nxDcfer8xxvc9AfHG3I3/u+IprDfIl06Yk+Yg00F/Yeh10FLkOmhZxWOQXt+NXa/58jDWs+hDzOdbcu1TwP88r+2UOUniC+0yxswVjKMTnm+JV1ESV3qt5HqpV7cTdNAyZDroXoZeB0n3Zh7Fvi+qHEPI9VKvru8+wF0d4tVdgtXJPvzTGOOboxONg7heXYkO6oQxh3h1fXWQenXDY9fOq2uMmYEdtw/3GmN8vUwQb8wSTS3xKkJnrDnmIPfqDrUOkrwnoHO8uhIdVFevru8+QEeM2eV3fH2hDxljfL8TiPv+lnh1nxHE7YQ1x1xsPtSXOtYs3ks9vbq+NYsd8Xxj92We9rz2zg7JUUs8WI8ZY3xzdNAZz/ea4NWV1CzGGvMKVn+v7j+pn1dXUrP7d2OM7x4+xK1Z9NXU/8I+4750wvNdR69uHWsW1wSvrqRmtyPGLKxZfNAY4+sbAK1ZDI0t0abQOV5dac1i3by6daxZfAb/fYBO8epKcg+PuDnMl054vqdi3xVVx4XO0UF1rFm8j/rpoMewa9iq40Jn1Cze0yFeXck+Xx1rFmfin6OTjqOTahbr5tWtow56Ev99gI4Ys9tL9a1ZfMDt1frSCTWLT+PvVYTOmJPqWLO4Jnh1u7C5Oh86xav7NIKaRUFc6Tgkz7ekPq6uNYt18+rWsWZxTfHq+uZDO8Wr+xz++wB3O0+aL7G8upL32xP45+hE46BzahY7YczSmsVO8OquRObV7ZSaRcm1T1C/msWZ+OdD7+ugmkXf9Wtdvbq+2hQ6x6sr0UH34K+DOsWrK6lZ7JQ1h6RmV/o5K4qirHYMG+oBDDVJkmwKnA38xB0I92fsoWwkSfJa4OXYBNLNwHFJkoxwv9vYhXga2Mb9837C//w/gU2TJHm3i7lWkiRvLPkzC4Axvf59A1Yt/A4v+bO/Aj4BkKapZANaURRldeJnntddKEmKGmOeBm70uHQlcI5vXMfPPa/7naSZgDOa/cbz8p/6xnWch9+m3K3GGO+Dv9yGre+hqb7fdcav8duUe9AY473Z5zZ0fL9z6Zh/j9+m3DPA9cLYvmPxvT8BMMbcjt+m3AvApZLYgrGcJ2ken6ZpF34JnBeBX/rGdfiOeYrkkB1jzLPAtR6XpoIxZPwcv025q40x3gd/uYZOl3heLn1WfonfptyfjDHe62RnpvP9zqVjvgS/TblHjDF/8g3qzDZne14uHfO1+JlzpgJXCWP73qdnS8zfxpg78WtaNR+Y4hvX4Tvm8yUH+xlj/gn80ePS5dj3sQTf7/xSiVHDGDMd+86qcgwZ5+BnTrg+TVPvZgLOwH+R5+XSMV+AXwH9PcYY7wZGzmTs+51Lx/xb/BqJPQHcKozt+6xIx3wTfo3EZgK/E8b2HfM5EtODMeZe/BrELMbu8UjwHfOvhDroP9jPuozYOsj7AGR3wMflnpdL77tz8dNBNxtjvItoXKL6V56Xh+ggn0Zi96dp6t0sxOmgcz0vl475SvwaiT0N3CCM7XvfSdfQf8SvSOF54DJhbIkO8i5IMcY8jJ/hfylwvm9ch++YL5IU7hpj/oef9u3Gf02c4auDrjLGeDcTcI1qfbWvdG/mF/gV0N9hjPFuquZ0kO93Ln2+L8avkViXMUZadBBLB12DnznnOeBqYexYOugv+BVrx9RBv5Q0C3H36B0ely7D3vsSfMd8qaS5tNNBPto3JZ4Ous7NjV64vSff7zyWDrrLGONtWHfvNt/vXDrm3+DXSOyfwG3C2LF00B/wayQ2A7hCGFuig7wbNRtj/o5fYeQi4ELfuA6JDvI2hxpj/gXc4nHpCuLpoN9Kmqq5a321b4gO8tG+NzkN6YX7Tny/c+mYL8SvgP4+p9W9cHsAsXTQFfgVKfwHv3xlb2LpoFvxayQ2B/98pXQsUh30D/yKkJbgn6/MiKWD/ktcHeTDla6Bthdpmr6Av/aNpYP+aIzxbqqWpumLxNNBU/AroH/YGONdcOY0Qqwc9dX4NRL7H375yt7E0kF/xq9Yex5Wm0qIpYMewc9oH1MHXeJyuF643LCP9g3JUZ+N397MtS5X7kVkHXQ+fo3E/mqM8W4u7bwOsXTQZfg1EnvcGOOTr+xNrL2Z6/FrJDYdu7csIZYOuge/RmILsXv4EnzHfIHkQAvn7fLJAa7Af02c4fud/0bSVM156Hy1b8jejI8OutEY491MwOXoYumgX+Gng/5ujPFuYBRZB/0Ov0Zi/8YvX9mbWHszN+PXSGw2NgcvwXfM5wpz1A/g1yhzMXId5Pv5/doY43vwUebV/YPHpTF10BURvbrS+87Xq3ubMca7mUBkr+5F+OmgfxhjvBuURdZBV+HXSOwZ4Dph7Fhe3TvwO1hpLv6+TelYfiHx6hpjmvgV+8b06l5sBIfsGGOeY+i9ute4cXjh/n6+2jeWV/fP7vv2IrIOuhS/RmKPuudKQiwddB1+jcSm4e/bzIi1N3MXfk2rFuDv28zw/fzOF+qgJxh6r+5lQq/uDPy1b6wc9Q3GGIlXdxH+2jdEB/nkAP/m1sVeuPX2UHt1n8QvX9mbWPkgX6/uLPx9m9KxSHXQfQy9V1das/gU9fTq+mrfWDroFpff98K9J37leXmIDvLJAT7g9g+9MHFrFn29uiE1i1HmJLdv7ZMDjOnVleqgLvwaQC2lc2oW/4ef9o2ZD7rK1LNm0bupmumMmsWmy7N6Edmrey1+jcQ6yav7V/wOmO2kmsXHgds9LtWaxb5c7/w7XpjOqFm82/mkvDBxaxZ9vboxaxal76sb8WsoHturG6NmsZO8uv/G5t7KiKmDLg/w6sasWfT5zutYs3if85N7YTqjZvEp/PKVvYk1J92GX0PxTqpZfAi/5txrUs2iD793ax8vXP3TUHt1b5d4dY3WLPbHt2bxWXethKGuWewkr+6jgE+/nk7y6k7Dv2Yx1t5MJ9Usno+fDrrT2Lp5L0xn1Cw+boyR1izGmpNuwM+r20k1i3/D7xCTmF7dmDWLUq+upGbRJ18JgMsdxapZ9PXqSmsWY3p1fWsW73U5Sy86xKsbs2ZROuZbGPqaxXOFOuhB/A79DalZjOXVfQa/fj0dU7Po9paHWgf90dj+gF64Pfyh9uo+ZGwfRi86xKv7XyJ6dYU66E/4HawU26tbt5pFqVd3Kn7aN7ZXV1KzGNOr61uz+JcaenUfM7ZftYSYXl0fHRTTqyvVQXdjD30vI6ZXN6Rm0Uf7xtRBnVaz6POd/8HVVnkR2at7AfWrWVQURVntWFMPnFs3SZJ/JEnyCNZUdDNwuvvdz4DhSZJ0YTeIDneNgwZ+RPsAACAASURBVH6BFZUPJ0nyEHCIu/504EdJkvwFv03JHtI0XQbsD3zbxfwH8J6SP3Y78AY3/gOBM4FvJklyJzC85L83A1s0Kt1EUhRFWW1wm3JlmxhPAl8LCP8JbDOQVnxRYhyGnk25b5VcNhU4RRLX8XnKDwf6vhE0+YWeTbnPlVz2AnCSJK7jDMqbIPzaGCMyDjtzwsdoveG3GDhOEtdxFuWNWa5F2EjGbcodS+s1yHLgWMlGkePXlCeg/4rchAtwDK3NGt3A8ZKEucPnM3wY+K4wLsBHKTeQfSpNU2/jMPRsypVtTvwH+IokruNkyhvQni5JmEPPplzZHDkD+IwkruNLlBvtfyIxDkPPptzJJZfNA06UxHWcSXnxz6UIDztx5oTjaT0nLQU+Ionr+Dnlh4fciNCk5zbljqV18e4K7JzknTB3XEq5Efce5IlcsJ9hq/kmBT4mMQ4DGGNupNz09ijwTUlcx4mUN3v8rMQ4DD2NxH5YctkzwBclcbPxUJ7M/YbEOAyQpunT2LmjFbOAT0niOk6nvBncuUbQ5Bd6Gol9ouSyBcAJkriO71HeoPIKhAWULnlzHK2TEC9in2/vhLnjF5Qbcf+IcC/DrX2OoXXx7krgI5KEueN3lBtx7wN+JIwLdu4vM+h8XGIchp5Df8uM9k8AX5fEdZxEeZOTz0sS5tBTQH9myWXPEaaDTqW84Pi7EuMw9DQSO7XkMp85II+vU35g2a+kxuE0TedTroMWYe9NKT8Cyg5nuAbhoY/umf0IcXTQhZQXof4ZYYG0mxuPpbVZI9NB3glzx9WUFyQ+RJgOOgEPHSQxDkPPob9lZo1/A6dJ4mbjodzUelqADvKZI6dj1zxSvkj54UA/liTMoaeR2KdLLptLmA76FuXFP5cgNA47c8IJtJ6TlhCmg35GeUHijQhNek4HHYOfDhLlkNxYyopQ70ZueAM7J5XpoI9KjMMOHy35CPBtYVyw76syA9lnJMZh6Cmg/3HJZc9Qrjtyx0O5DjrDCJr8Qs+hv2V7RT57IXl8BTsHt+IciXEYehqJfbLksgXYPTgp36Xc9HY5wgJKtzd5POU66CMBOug8yo24tyJs2tBLB7UyrWc6yLu5lcPnM7yP8ucpjzIdlAInSozDAG5tXKYlH8fmHKScRHlx3+eNoMkv9Bz6+52Sy57F5naknEK5DjpTYhyGngL6svHMIUwHfY1yHXS+1DjsNHXZGihUB/2Q8sYsVxOmg8ryQcsI00EXUG7E9cmv9sHNjccQRwddRfln+A/g+8K4YL/3skKaT0qMw9BTQF9mav03q7xLEnx00JclxmHoaSRWNkdOozwnnMcXKDfa/yhNU+8mv9DTSKwsPzUX+LgkruOblB9YNiVNU9FhJy738FHKdVBIjvqnlB+ieAP+B6EDPQX0sXTQFMq15F3E00EnGEGTX4fPZ9ikfK8zj49S3uzx00Zw2An0HPp7VsllTwNflsTNxoPdI2nF11zO2Rtjm2GdVnJZOzqobK/o5y63742xjcTK8lPZ/qyU72C9D634LcJDH50OKssHLcU+T1LOofzwkFsQFitF1kE+n6HP85THcbQupMly1N5NfgGMMbdQriUfB74hiev4OOU66BQjaPILPY3Evldy2f+w6wcpn6O88dK3jaDJL/Qc+luWM/fZC8njq5Q3g/ul80B6Y2wjsTKf3kLCctQ/oLwxy+8RHvroCujL8kGZDpLuzZxPedPcOxA2r+ulg1rln7uB44ygya/D5zN8APt9SDme8qb3n3D3kTfGNqMuy6k9ib3vpXySOF5dHx9PqFf3C5QfDvQDYxuLeGNsI7Gy/FSoV/cblHt1L3LvH28Gwatb1pjleoSNZARe3Y8E7M1cRHnT3DvpLK/udZR/hl2U73Xm4ePVPdkIDjuBnkN/y7yFTxHu1S3LT33VCJr8Qk8jsbI50icnnMeXKffq/tTYBmzeuO8llg7y8er+BuFhJwKvbogOOpvyw0NuRniwQC+vbiuNE+rVvYzyz/BvwE+EccGu7Xx0kNSrezPlWvIxwry6H6fcq/s59z72xr3vy9Zt/yVMB30Wu15pxTeNMT6HkvZgbCOxMh3ksxeSx+mUN4M7zwia/IK3VzdUB32fcq/ulfg1fO2hlw6K5dW9o+Sa25F7dX10UKhX9wrKP8P7Kfe+53Ec5TropAAddAflhwM9QXjNYplP7wtG0OQXwOWHy3w8oV5dn5rF7xl5zaLPeJ4nvGaxrJ7hQiOvWfTx6mbrEik/xq9mUXToo0AHHROgg3xqFn3yq3kcSxwddA1DW7N4coBX1yen9h/Cvbpl+alQr27ZHOmTE87jS5R7dc9yfkJvPL268wjTQd+m3Kt7KcLDTgbBqxurZtE3Ry3VQZdQXvfpUwOcx1DWLPr0JcjjROJ4de+nvMYqZs3iGUbQ5BfA2EN/y3LmswjLUZ9GuVe3E2sWy7y6v6N+NYu3ITxo2sStWbyc8s+w02oWfeo+/0n9ahafpbxGMA+fmsXvuDF44/6OQ1mzeIH7rr3p5dWNVbNY5tWNVbMY6tX9FX41iyFe3aGsWfwH5Z6PPE4gjlfXp/9NzJrFr7g1hDdujVI2R/rkhPP4IuVe3U6sWSzz6l4MxPLqxqpZ/ANhXl3f3i1Sr+7FlHt1O61m8Q+U13367HXm8THKvbqxahafJrxmscyr+3VTv5rFs92eljduz8wnRx1Ss/gdbH1+K6LWLEriOs7Fr2ZRdMBaZK+uz2fo8zzlcRxxahZvpVxLxqxZPNXIaxZ9ek341Ajm4ePVPdPYPpremPg1i2Vz5Pku9+eNyy2W1Su1U7NYtm67CuGhj8a/ZvGYgL2ZC7D9olrxJ8rzq30Q6KAQr67PZ/gg8WoWP2HsoWneGL+aRR8fWh6fpFwHfcl5SrxxnpWyeoZ2ahbLvLo/jOjVDalZ/AblB5ZNcR4pbzx1UKhX9yeU1yxej/8BgICoZvEjATpoCuVa0qcXUh5lOerQmkWfzzDUq+ujg0K8uj7eQp/8Sx6fptyr+zXnvfXGeXvL6rpnEu7VLcuZ/8x5nL2J7NX1qVn8DcJDH03cmsWzsX2xWxFas1jm1Q3VQT6f4d+J59U90YTVLJZpSZ93fB4xvbpl67ZQr+7nKPfqfsuE1SyWjWc24TWLZV7dXxhbC+aN6YyaRemhj4qiKKsda+SBc2maDk/T9M1pmr4xTdM3pWn63TRNu93vlqZpeniapo00Td+Spunt7ucr0jT9VJqmb3B/5ifu539J0/S1aZpun6bpp9M03cH9/LQ0Tb/b6785utc/9/wuTdN/pGn6XhfzjWmanud+vkOapve5f56dpukW7p+fT9P07W78v0nT9G733982TdMv9bruV2ma9lnYJ0kyCngNwuSjoijKashHsAmf/om+bmwBzfbGNn4SYWxDrO3J32yYgd3oCzFoY4w5FZvszzNF3gZsKy0Kc3GnAtthi5X7bwg/j20EFJLkxxjzfewGSZ5B4W5gO2mhqov7AvA+bGKm/4bRAuwGwxHSuC72hcDB5JumHgR2NMKDrlzcxcAHsaab/ptBS7AbOfsHbF5jjLkW2JP8BOZjwK7SJIGLuwLYC2uo67+JvQybzNslIKGWGfU+SH7h/3+wn4WooYeLmwITscnt/sn+lViDwY7SJD9AmqYPA+8lvwjvOewhxaGn2n8MuyHcvxAjxRarbGeETQKhx8izLfmG+FnYAtiQxqUYY76CTbbnJQLuwM5JIjOkizsDO4/eyMA5aS7WKBWSUMMY8xPs3JBnUPgb8F6pQdvFnQfsiE0U93+GF2JN55MDEuYYYy7FHlCd91k+DHzACBu8u7hLgQ9hG831n5OWYo1/ewcUWGUFS7uRX2T7T2APY4yooYeLuxLYD9v0pb/BcDl2E39nIy/6zJrJvJ/8gpengQONMaIkQS8Oxxpb+2+qr8Q2EnifERaiQ0+Dq/eSn3SdBhxtjAkpnscY80ms4ab/xnuKTZhuJ91wd3Gfwc5JeUaQ2djkYsiGO2mafgM7l+bNlX8BtkvTVJQEhJ6k2vbYpEz/Ncc8bJIwJGGOMeYcYDL5RfT3ATtIjQku7kLs/fwbBibOF2M3zg8KKGbAGPM7YB/yjZxN7DMoamzo4r6InTd+ycBCqxexDej2CEioZQVLu5BvqngSmGCMETX0cHG7gQOwhSn9E2srsPsuOwWYnTHG3AfsQH6C47/AIcYYkVmqF8dgCw/ydNA1WB0kKkSHnsLu7cjXQdOxxSghzZQxxnwOa7jJG9et2DWHqCjMxX0OOyfdQr4O+pwxJqQQHWPMd7GaM08H3YWdR0WHa7q4z2Pn/qsZOCfNxxpOj5LGBbuPCBxCvmnqAWDHNE1FxfPQo4N2wpr4+89JS7DG3lAddDVWr+QlMB/FahVRY0MXdzlWX53LQIPhMmxj0V0DddCfaa2D9jXGiA4hd3FT7Pf3PfJ10G+xOkiU5HexH8Lq77zv/1ngUGNMSNEI2ATwaQw0IKVY09P2UuMR9Bh5tiXfED8Ta3gIadiDMebLFDcwvR07Jz0dEHc6dh4t0kFfNMaENL/BGPNj7NyQZ1DIdJDoUBkXdx72fXUl+Tro29j7I0QHXQx8mPzGHg9hdZCowbuLuwTYGWteydNBPyNcB/0B2J38Itt/ArsbY0SHkLu4K7Drr58xcG9mOfbvEqqD7gY+QH7By9PAAcYYUWNDFzcFDsPeA/0bYKzEaudQHfQIxTpoKnCUu+dD+ATWcJOng26kPR20HfnNq2djC2BDisIwxnwdW3yZp4P+jB2zqHGpi5vpoOsZOCfNw87dIcUMGGPOBg4lv4j+XuycVNaMIi/uAqwO+i0D56RFWAPYIYFz0m+Bfck3cnYBH2xDB+2K3WPN00HnAnsG6qBbaa2D9nJrKWncldj5+ccM3JtZgV3zfSBQB92L3V/L08GZDhI1NuzF0di1cp4Ouhp734kK0QHcmn578hvFTscWo4QYtDHGfBZrMOw/rhSrYUJ10LPYOSmvWcEc4LNOg4lxmu948nXQndi1nahhj4ub6aBryNdBX8dqXTHGmPNprYN2cBpdGncRxTpoMXYv4cOBezNXAxPI10GPYHWQ6BByFzfTQedRrIN2M/LmN7g5cmfyG6D9G9jHGCNqbOjipth83vcZqINWYPfGQnXQP7A6KO/7fxa73x/S4B3sXuLpDNRB3dg9yO0CddC/sM93XrPdmdjmZCGFqhhjvogtPGilg0RFYQBpmk7DjvkmBq45XgC+kKZpSNEnxpgfYef/vPXbPdg5SVSoCpCm6VysDvo9+Tnqb2FzAmJcDuJA8nXQP4D3t6mDLiI/R/1T7H5EyN7MDcAe5OeoH8fOG6JDyF3cFcDe2FxVng66EPiQkTe/wdgGBDuRX/DyFHafSnQIuYubYvf7z6S1DhI15HKxm9h3YV6D/+eAI40xIQddgTXwf5H8HPUfsHNSWTOKAbi9ke3Ib149C6uDQg5wwBjzVWyuOE8H/Qk7ZlHjUhd3JnbMN5C/N/NlwhpNYIz5GXZuyMtRZzpI1EzZxZ2PnZMuJ18HfReY2IYO2o98HfQwVgeJGry7uGU66BysXgnRQbe42HkepCew+krU0MPFXYnN159Ffo76YuznIS36xFjvUZEOegY42FgPUwhHYr1T/ddC3Viv1XuNsBAd+uigvIYu07DNi0KaiGGM+TS2SXgrHSRqjuHi/g/7fOetk+dgGwGFNEvHWA/gCeQXrP4VOyeJGva4uHOwc/+15OugrxFWQIkx5hdYX1Vejvp+rA4SNRFzcRdh92YuI18H/RDruwjRQb/Hrg3y8v2PYNcFosaGLu4y7J7uLxiog17E5q53D9RBd2DXYHlrzn9h96FFDT1c3G7gIGzOPy9H/Rvs3oyoMbGL/QD2vZL3/f8PmGSMKTs4rojjsEWJeTqoXa9uUY56BrY5WcihMhhjPo8tCM/LUf8R+3yLDrJzccu8uqcaY0IOaMEY8wPsHkmeDrob+zmLClVd3Bewc1KRDvom4Tro19h7usir+34jPOjKxV2CzclOodirG6qDrqNYBz2G1UGixoYu7grsns/Z5Ht1f0W4DrqTch0kaujh4qbAJGxTgTwd9Dvse0Xs1TXWw9nSq2uMKTs4rogTKfbqZjpI1CQQwFiv7Ha09uqeJo3rYp+G1W8xvLrbYf/eRToopAko7vsp8ur+nXCvbqaDfkd+jvo7hOugy2jt1d3JtOfV/RUDddBS7HM/wYTlqG+i2Kub6SBRQw8XdyU2N1bk1Z2C1UEhOeq/UezVfQa7ZhQ1NuzFEdj3Up4O+j3hOuhRrA7K25ubhm2oFnLgL+69fyrFXt1tTViO+r/Y5ztvnTwH+LRb74hx66uPkr83k+mgsmYUeXFnYz/nPB00D7ueDGmoiTHmXFp7dd/n1sPSuD5e3VAddAXFOqiJXRfcERA300G/JF8HnUe4Dvojdr5rpYPEDT3MKq/uDyn26obmqO/H7s0U6aCJTkeHcCytaxbfa6r36s7AenVDminj9kda1SxuZ8JqFp/DjrnIq3uK2xcS4/ahimoW78LqoHa8uq1qFo+UxnWxs5rFPE0Zs2bxLMK9utdgc8l583tWsxjq1c1qFvNy1BcQ7tX9C629uvuZcK9uWc1iqA5q5dV9DjjM2HxDCB/FNvOOUbNYpINmYg+rCWlcirF5pCHx6hJ2UCXG5uuOpNiru71pz6sbo2bxEqwXLE8HPYTVQaIG7y5upoOKvLqxaxZDvLplOqidmsW7sevGVl7ddmoWi7y67dQsPoJdn7eqWQw56ApjTCuvbhU1i0Ve3U8Z638RY6zfpmXNohE2LnVxZ2HnpFg1i0Ve3UwHhXp1dyRfB2Ve3YMD56TLsc9hrJrF86neq3sb5TWLIV7dbuz8XFSzeAnt1SzuSHHN4sHG+ipDOJrWNYuhXt1/Uu7VbbdmMS9HfSv2+Q716pbVLIYcGoWxvuTjKPbqxqxZPFoa18W+gJKaRVO9V3cwahZFh5C7uDFrFv+E1UF5a84qahbzvLrt1ixmXt1WNYshDd7BetpPIz9HHbNm8WPG1vmIMbauqJVXdzsT4NV1a6siHfQC8AUTp2Yx2Kvr1rDvo3XN4mGBa44p2P3Gp3N+HatmcQm2LnCfQB10A+U1i6JDyF3czKs72DWLT2FrKUSHkLu4KXad28qru4MJ9+puT75Xt4qaxSKvblazGOrV3ZZ8r25WsxhygAPG1l8PRc3iVwhrPI6xde6HUezVfZ8J8+pmOqioZvF7tFezWOTV7cKu+0UN3l3cTAfFqFm8hcGvWcy8ujuZMK/uvdi9maKaxYONMb+SxnUchV0r5+Woq6hZzNubm449zKLs4Lii2J+htVd3OxPm1c10UMyaxRhe3e2JU7P4S+w6Oi+3ltUshnp1P4DNkRbVLB5gwnLUV9Haq7uLCffq7kF+zWLm1Q2tWbwDuxfdqmZRdAi5i+vj1X2/CfPqPojd88/Twf/D7veXHRxXRFnNYqgOKqtZ/KgxJuRQGYztM3cy+Troj9h8UIhXt6xm8fPG9tcTY2w/vyKv7j3YuT/Eq5vpoKGoWfyAER505eJmOqjIq9tOzeL1FPfVraJmscir207Noo9XV3wOgFnl1Y2hgzKvblHN4hHG9m0N4ePYfrExvLpFOmgW9tDO0JrF0yn26v4JOyeF1ixuT+uaxZBD4TCtaxYzr27ZwXF5cedjdVBezeJCrGdiUqAO+g2tvbofNLZPtTTui1it8ivyvbpZzWLI3szNWI1VVLO4h7H9wKVxs766P6F6HfR3inXQM9gepKE1i628uldh9XeIV/cxWnt1jzW2v70YY/vpn0q+DroZOyeVHRyXF/d/2DmpqGbx08aeIyDG+NUsVu3VraJmcRLV1ywuxOqgymsWFUVRVjeSNBWvz0RcffXV902YMOFtUf8jSilJkuyENRd8P03ToIMHFEVRVjeazeZ6WJG9OXbz4hoTUHRdEHtrrClrHexGwNUhidacuCOxm5VbYjcG/mACjH8FsV+LNZqsi92E+X3IpmdO3LWwG7evw27A3GYCzMgFsV+BNeytjzWOXRGSiMmJOwzbjKqB3ej6S8iGeEHsl2KbhW+EFfBXhGyK5MRNsEJ4G+zmxd9NQCFpQexNsM/KptjNiytNQDFRQeztgHdjD0J+CLi5CrHebDbXx475/7BJsKtMgLE3jyRJtsFuhK6FNUFcn6apeAOxP81mcxTWFP9yrLHkuhCTTUHsN2ITpCOxid2rQhKtOXHXwTY7eTV2Q/XGkIRXQexXYxPGo7Cbk78P2fTMiTvCxX09dkP1jyagULwg9ubYOXp9rHHsChNQLJgTdxj2+3sTdk66ywQ0ryiIPR57322MTeJeEWJYKYi9I/B2IAHuDTEOFMTdGPt8j8Mmca8MMdEVxH43NmE8HJt8uLGiOWkMdswvw26oXh2S0C6I/Rbs/L8WNiF6bUhSIyfuutj31RbYDdXrQzaXC2K/HpucWRdr0rjKBJjg+5MkydrYdUHWpHrrNE3FzWnyaDabWzYajX8DdHV1HYq978SFOTlxhwO7NxqNq13sdzjTWts0m82XNRqNZ13co7DPtzg5nBM3AXZuNBo3utjvNQGNRQtib9poNGa6uMdhxyxuLlcQ+33AO7Fz0gPArSFJy5y4G2Kf75dgk7i/D0keFcR+JzYxPxxrcvpDiJEiJ+5o7Ny/OTZxd40JKLouiJ3poLWxOuiaCnXQPsArsTroBhNwWEFB7Ndhk7qxddCtJsCMXBB7C+x8Nxqrg66sQgclSTIcq4OyJPa70jQVN/HLo9lsvrTRaEwF6OrqOoaKdVCj0bjFxd6xQh00Fti30Wic42KPr1IHNRqNv7i4u2B1UBVz0gbY57tyHdRsNt+GNTCuhTWGXl/RnDSKVXszi7BrGbHJpiC2wZrURmLN6ldXqIP2Bl6F1UF/cMaFtsnRQVeagMKcnLgxddDLsbpwfawR6QoTUCyYE3cY8KFGo3EDQFdX17YmoHlFQeyYOuj9WB0E8XTQ89h7Q2yiK4j9HqyJZTh2b+amGuigtzYajfsBurq69qVaHbRvo9GY4mK/xgQ0giiI/QasDhpJhTqo2WyujX0GX4M12N9kAprTFMTeErueWQ9r6rmior2Z/jro7SagULwg9maNRuN/Lm7lOgh4M3bv9e4KddA47Jy0CdYYX6UO2gF4B1YH3Y/dm69izbERsF+j0TgPoKur6/9MQKOXgtjvajQad7u4e2LX/lXMSZkO2oxV+aCn243rYr8JawRfG1u0e20ddFCj0XgcoKur6xCq1UF7NRqN37nYbwoxIxfE3qLRaDzl4h5GRTrIzUm7NhqNa13sd5mAZuYFsf8P+x1uiC3qu8IENHLKiZtg77m3Yuekv5mAhjoFscdin++zAbq6usaZgGKigtjbNxqNP7u4Veug/RqNxi9d7M1MQIFjQey3NxqNv7u4E6hOB62HXXP82sV+VZU6qNFodLm4H8bOd5XpoEajcZmL/YaqdFCSJK9hVQHQROD3aZpWpYP2bDQaVwJ0dXW91djivLZJkmSADkrTtCodtAuwNTYf9FcT0LyiIPZLsO/CjahQB7k56f3A27Bz0r3GmLwmbiGxY+qgbYH3UL0O6p2jno9d94ub8BbEfiv2s14LW6ByXUU6aBT2ffUKbD7oukg66F9YXViZDmo0Gr8F6OrqMiagOU1B7Fc1Go1/ubiTsfddVTnq3YE3YPdm7qhSB2H3qjag+hz1ztgcdTdWB4mLtgpi99ZBs7BjFjfZLoi9A/XWQXtg9xur0kHZ3sxC7DMobj5VEPvN2Bx11Tqod456CXb9JW4EURB7K2wOZF1sk5arKtRB2d7MMuCWCnXQK1mVD8r2ZqrKUe/WaDSuAejq6nqnCWhmXhD7/xqNxnMu7tFUq4M+CLyFSDoIGIvdm7myQh30XuBd2DnpQez9UVWOel/gpdgc9VWRdNBe2P2IGDpoywq9ug3sOyvz6lalg0ZiddClAF1dXa+P5NV9Grs3U4UOWgurg64A6OrqekuVXt1Go/G0i3sE1eaDdm00Gte52O+pUAfFzFHH0kG9vboxddA/qNir22g0zgfo6uravMIc9TaNRuM+F3dv7NqgMq9uo9G4yMV+dQ28umtj1/2xvLq7Y/NB/6VaHbRHo9H4PUBXV9fbTECheEHszRuNxn9d3COpXge9mbhe3ap1UG+v7n1YP0BlOggYTwSvbqPRuAsq10FjsHPSBS72FlXqoEaj8aCLW3WOejC8uv/Brjmq2pvZq9FoXA7Q1dW1tQk4SLIgdm8dlM1Jlekg4I3YphN/qolXt7cOuscENBYtiB3Vq9toNO5wsT9EtTpov0aj8QsX+2UVenXf0Wg0/ubiVqmDRmPXHBe62FXqoK0bjcZDLu6H0ZrFmDWLE7BzUuaLq6pmcTfAULOaxZheXQanZvGmiuakaDWL/by6j2LzNlV5dQejZrFqr67WLK6K3b9m8XeRvLrbVamDGo3GdBf3WCr26jYajdtc7A9E8upWrYN6e3Urr1nspYNeUaFX9y2NRuMBF7dyHdRoNC52sV9bpQ5qNBqPurgHUa1Xt7cOakT06lZas4jVQcupjw6qo1e3tw7amYprFiPpoHc2Go17XNw9qbhmsZcOemWFXt1a1iwOklf3zabCmsWaenX3ZpUO+l2VXt1Go3EzRNFBvb26VdYsqld3VdzaenWJVLPYaDSeBOjq6ppEtTWLewJbYdcct1Xl1W3GrVns7dW901RXs/gS7HtFaxZt7Pc0Go07Abq6unajWq/uvqyqWayNVzdWzWKj0XjExa1aB6lXd1XsWF7d/r1btq/Sq9toNGa4uB/Bfs6V1Sw2Go3bXewPUrFXl1U56t9X6dXFNtbPerdUWbMYy6tbx5rF3l7dqvNBewGvpXqv7hYu9hhW7c1UpoNYlQ/6c5U6KKZXt9FoFFUv3wAAIABJREFU3ORi71C1V1drFntiD5YOqtSr22g0HnZxY+mgJdi986p00GsajcYTAF1dXROpzqu7OuigNb1mcRPss3IuQFdX10uq9Oo2Go2/urhV66DeXt2XV6iDevfVrVoHZTnq2DWLsby6N9VFBzUajatc7Cq9ur17t1Tu1W00Gn9wsSvVQUSsWeylg3aiYq9uzWoWx7Cqd8t87Lpgja5ZbDQajwF0dXUdTMU1i71y1FX2bolas8gqr+6fTYU1i0To3aIoirK6oAfOKYqiKIqiKIqiKIqy2pAkSQqQpmlSh7gxY+uYFUUJoY7Pdx1j63ynKH7os6IUUce5X+mLvmPrj36H9aaO82gdx1xX9DuMHzdmbB3z4MVWFGVoqeOcpNQfve+U1Qm9n5UidH3eFx1z/LgxY9fx+6srdfwO9f4YHOp4byiDQx2fb73v+qKfxyrq+FnU8RmMGVvHrCh+6H2nKKsvdXxf6ZzUF/0O48eNHbtu6GfRlzred3Uccx2p4+dcxzHHpI6fh455cGLr/awofuh915c6zkl1HHMdqePnrN+hogwtdX2+db6LHzdm7DrO/XUcszJ41PFZ0Xu63tTx3qjjmGNSx8+jjp9zHanjvaEoiqKsXgwb6gEoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIo+eiBc4qiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKB2KHjinKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIrSoeiBc4qiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKB2KHjinKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIrSoeiBc4qiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKB3KiFa/XLx4cdruf2DMmDGVxFEURVEURVEURVEURfEl1l5EzD0OHXP8uIqi+FPH57uOsXW+UxQ/9FlRiqjj3K/0Rd+x9Ue/w3pTx3m0jmOuK/odxo8bM7aOefBiK4oytNRxTlLqj953yuqE3s9KEbo+74uOOX7cmLHr+P3VlTp+h3p/DA51vDeUwaGOz7fed33Rz2MVdfws6vgMxoytY1YUP/S+U5TVlzq+r3RO6ot+h/Hjxo5dN/Sz6Esd77s6jrmO1PFzruOYY1LHz0PHPDix9X5WFD/0vutLHeekOo65jtTxc9bvUFGGlro+3zrfxY8bM3Yd5/46jlkZPOr4rOg9XW/qeG/UccwxqePnUcfPuY7U8d5QFEVR6sOoUaOSot8NG8yBKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKP7ogXOKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoigdyoihHkAVrLfeen3+fdGiRUM0EkVRFKVOLF++nAULFrBixQqGDRvGqFGjWHfddUmSpK24aZqyaNEilixZQpqmrLXWWowZM4YRI9p/7a5YsYIFCxawfPlykiRh1KhRjBo1qpIxL168mMWLF5OmKSNGjGDMmDGstdZalY953XXXZb311qtkzEuWLGHx4sV0d3czYsQIRo8ezdprr932mFeuXMmCBQtYtmwZSZIwcuRI1ltvPYYNa/+s3qVLl7Jw4UK6u7sZPnw4o0ePZp111mk7bnd3NwsWLODFF18EYOTIkYwePbqSMb/44ossXLiQlStXMmzYMEaPHs3IkSPbjtvd3c3ChQt58cUXSdOUddZZh9GjRzN8+PC2Yz/66KNccsklTJ8+nfXXX58JEybwvve9r+24aZqycOFCli5dSpqmrL322owZM6aSMfeek5IkYb311luj56QlS5awaNGiyuek/s93VXMS0DPm7PkeM2ZMlDkpe1Y6fU7KnhWAddZZhzFjxnT8nLRo0aIoz/eyZctYuHBhz5oje77bJebz3X9Oqur5XrlyJTfccAM333wzS5YsYcstt2Ty5MlsvvnmbY85m5MyFi5cWOmaI+P555+vfE7KWLBgAaNHj65sTsqYM2dOpXPSwoULe/59/vz5lc5JGXPmzKnlnFTV8z2Yc1IddFCsOamuOuiPf/wj1113HQsWLOBlL3sZkyZN4jWveU3bY86bk6rUQRlVP9+9x1zlnJQ93xlLly6tVAdlzJs3rzIdtGzZMhYsWFD5nKQ6qC911EErVqxg4cKFUXTQ7bffzrXXXsv8+fN56UtfysSJE9lqq63ajht7ThqMvRnVQfHmpN55wLlz5zJ69OhK1xwZixcvrmxO6r3miDknVbnmuOWWW7jhhhtYuHAhm2++OZMmTeJVr3pV22Ousw6Ksfda572ZjCVLllSqgzLmzp27RuugZ555hosuuoinn36aUaNG8aEPfYhdd9217e8wm5MyqtznGMy9marzQRlVrjn67xdX9XzPmzePSy+9lAcffJAkSXjHO97BgQceOMA3E0KddVBGVXNSpoMyqpyTYq45es+jL7zwQuVrjoxFixZVooO6u7u56aabev79a1/7GpMnT2aLLbZoKy7A9OnTueiii3r+/be//S377LNPJfNd7+dbc9Sao+5NbB2UrTnqsDezcuVKrrvuOm699VaWLl3akw/abLPN2h5znfNBvZ/vKnVQrBx19qzUJUe9cOFCLrvsMu677z7SNOWtb30rBx98MOuvv37bsWOuk1QHrWIw80Hrr79+x+/N3HrrrVx//fUsXLiQzTbbjEmTJvHqV7+67THXcW8m5ppj6dKlLFq0KNqaI8beTLPZ5NJLL2XGjBlssMEG7L333my//fZtx62zDoqZD8qoSgcNRo46Y03fm7nrrrt6/vnUU0/l4IMPZuutt247bh110OLFi7n88su555576O7uptFoMHHiRDbaaKO2Y+vezCoGMx9Uhxx1HdccddRBMdccDz30EJdddhmzZs1iww03ZL/99uPd735323EHQwdlLF68mFGjRrUdN+be62DpoJjrpKrXHL3rg+qyN5NRJx2UEcOrmzFv3rzK5qQ6rjny5qROzwepV7fvmOtYs3jXXXdx5ZVXMnfuXMaNG8dBBx1UqQ7KiOHV1XyQ/SyuvPJK/vKXv7BixQpe97rXMXnyZMaNG9d2bPXq9h1zHb26d9xxB9dcc010r26d6oMyqlxzxJqTlixZwuWXX87dd9/NypUrMcYwadIkNt5447Zjx1wn1dWrmxHTN6M6qH5e3XvvvZfLL7+cOXPmMHbsWA488EDe+ta3th13MOakjDp5dTPqkA+KrYMy1nSv7pw5c5gyZUrPv0+ZMoX999+/svdsDK+u1iz2JdaaI9NBGd///veZPHkym266adux6+zVjaWDMqqek2LpoMHq3VIHr+6CBQu49NJLeeCBBwB6fHFjxoxpO3bsvZmMqtccg+XVVR2kXt2MWHPS3Llzufjii3v+/cILL+TDH/5wJTlO3ZtZhfZu6Yvmg/qO+bbbbuO6667r8epOnDixkt4ts2fPZsqUKTz66KOMGDGC97znPZXqoIwYOeoM1UH1y1GrDlrFYOzNVD0ngdYs9mb+/PlcdtllPTpom2224aCDDqpUB2WsyXPSsmXLuPLKK/nzn/9cqxx1LF/cc889x0UXXcS///1v1llnHXbaaSf22GOPtmNrD8u+xO5hGdOrmxEzH1SHmsUnnniCKVOmMHXqVMaMGcOee+7JjjvuuEbroIy67M3EqlmcPXs2F110EY899hgjRoxg2223Zf/996/kOfzrX//KVVddxdy5cxk/fjwHH3wwxpi24yqKoqwuJGmaFv5y8eLFxb/05J577uFd73pXu2FaogfOKYqiKBK6u7uZNWtW7vtirbXWYvz48cEbGUuWLGHmzJmsXLlywO/WX399NtlkkyBxlqYps2fP7iP2MkaMGMG4ceOCNwWWLl3KzJkzWbFixYDfjR49mk033TR4zM8//zzz5s0b8Lvhw4ez6aabBie3ly1bxowZM1i+fPmA340aNYpx48YFb7688MILzJ07l/5rpGHDhjF27FhGjx4dFHf58uXMnDmzx+jcm3XXXZdx48YFb77MmzeP559/fsCYkyRhk002CW6etXLlSmbMmNHHQJCxzjrrMH78+OCNjAULFjBnzhy6u7sHjHmjjTZiww03DIo7b948jj76aG644YYBvzPGcPHFFwdvZCxatIhZs2YNGDPAhhtuyEYbbRT0rHR3dzN79uw+G30ZI0aMYPz48cEbJEMxJw0fPpxx48YFJyJefPFFZsyYUTgnjR07Nuj5TtO05/nOG3O7c9LMmTNZtmzZgN+1OyfNnTuXF154ofI5acWKFcyYMSN3Tho5ciTjx48PnpPmz5/PnDlzcuekjTfemA022CAo7sqVK5k5c2afBERGu3PSwoULmT17du6clD3fIXR3dzNz5sw+G8EZ7a45Fi9ezKxZs3Kf7w022ICNN944+PmeNWtWlDnp7rvv5ogjjuB///tfn58PHz6cQw89lB/84AdBCbA0TZkzZw7z588HoNFoANDV1VXJnDRz5kyWL1/eJy7YvYhNN920rTlp3rx5pGnaJ/awYcPYdNNNg5uEL1++nBkzZrBs2bIBY253zdF7Tuo/5k022SQ4Id97Tuo/5pEjRzJu3Ljg53so5qS1116b8ePHByd0i9YcSZL0PN8hxNRBreYk1UGraHfN8eijjzJ58mQef/zxPj9PkoQJEyZwzjnnBK8Neuug/s93uzoo1pzUWwf1jt2uDlqxYgUzZ87s0UG9Y1epg/qPuR0dtHLlSmbNmpW75og1J0H7OqjVnDRu3Lja6aDx48cHz0kxdVCsOemJJ55g4sSJPProowN+t8cee3DeeecFP4ex5qSh0kHt7s2oDlpF7zVH//dKOzqo/95M79jt6qClS5cyY8aM3DlpzJgxjB07NnhO6q2DetOuDnr44Yc59NBDefLJJ/v8PEkS9t9/f37+858Hxe6/NzNYOijm3kxVOqg/ddFBvT/rdtccveek/uukduekodBB7cxJy5Yt46STTmLKlCkD5uhXvOIVXHjhhbz97W8PGnNvHdT/WalyTuq/N1NVPqjKvRkYHB3Un3Z10E9/+lNOP/30Aff0+uuvz7e+9S0OO+ywoLh11UGx5qTeOqj/fVelDuodu0od1H/MVeqg/uukdvZmHnjgAQ499FCeeuqpPj8fNmwYBx10EGeddVZQ7O7ubr70pS/x05/+dEAuedy4cZxzzjnsvPPOQWOuY4661ZpjTcxRt9JB7cxJdcwHxcxR33nnnRx55JE8++yzfX4+fPhwjjjiCL73ve8FfYdDlQ+KlaOuUgf1p646qJ29mQsuuIBTTz11wN7d6NGjOe200zj++OOD4rZac6yzzjqMGzdOdZAjZo46Vj6oU/dmHnnkESZNmsQTTzzR5+dJkrDPPvtw9tlnB88d2X5xnXLUrdYcY8eObWtO6q2DetPu3kwsX9wLL7zAkUceyc033zzgd1tvvTUXX3wxW265ZVDsIh2U5ahj6aA6eHWr1EGDlaMerL2ZKnVQlXsz//3vf5k0aRL333//gN/tuOOOXHjhhWyyySZBseuogy677DJOPvnkAWvSddddl1NPPZWTTz45KG5/HdR/b2bcuHHBz/eiRYuYPXt27j5HlV7dKvNBMeekWGuOwfLq9p+Txo4dG7zm6O3VXV3yQZ3o1Z0zZw6HHXYYt99++4DfbbPNNkyZMoWXv/zlQbFj6qCiOalTc9Srgw6qcm+m1d5rlV7d3nSyDoo5J2U6qGqv7oIFC5g9e3aul69Tc9RlOqgqr24sHRQzH9Sbuuig3sSsWawyR92bKnTQxIkTe5rt9eYDH/gAF1xwQSU6qEqvbh1rFlvlg9qdk2644QaOP/54Zs+ePSDuSSedxFe+8pXK80Hq1e3LmujVbVUfVFWOOm/NUZUOirnm6E27c9Lll1/OJz/5SV544YU+Px85ciSnnHIKn/nMZ4Li1lEHxfbqDoUvrqocdX+q0EGxc9R10UHTpk1j8uTJ3H333QN+t91223HhhRfykpe8JCj2YM1JdfTqxpqT+lMHHVT1nDQU+aB2ddA3v/lNvvvd7w5Y+2+yySb86Ec/Yp999gmKG9OrqzWLq+hfs1jlnHT99ddzwgkn5OqgT3ziE3z5y19eY726valSB1Xti9N+UquI6dU977zz+OIXvzhA248ePZozzjiDo48+OijuYHl1Y+aDetOpvrjBqlmsow6K0bulbl7dH/zgB3zjG98YcE9vuOGGfOc73+GQQw4JijtYvVsGc2+mKq9ub9Sr25e65Kh70+6a45FHHmHy5Mn885//7PPzKry6Z5xxBt/73vcGrA022WQTzjrrLCZMmBAUV3u39GV1qlmM7dWtmw5qd04q00F1y1GviTro3HPP5Utf+tKAd9aYMWM444wzOOqoo4Li9tdBVc5JrXRQlTnqKr26N954I8cddxyzZs3q8/O1116bE088kdNPP73jahZb5ajbWXOsWLGCz3zmM/zyl78cEPtlL3sZ559/Ptttt13QmGPuzdS9d0usHpb9qUuOug41iwsXLuTYY4/l6quvHvC717/+9UyZMoWtttoqKHbddVBd9maazSaTJ0/OrVncd999Ofvss4PWM2macsYZZ/D9739/wHM4duxYzjrrLPbaa6+gMT/11FNMnDiRhx56aMDvdt55Z84///zge1pRFKVujBo1qvDF0v4xuMqg8tnPfpaf/OQnPf++1157ccIJJ/T8+ymnnMKPf/zjoRiaoihKLUjTlBkzZhQeTrp8+XKmTp2au+FaxtKlS5k+fXquQAW7UdDf7OTLzJkzczfFwW5uTJs2LXdzo4xly5Yxbdq03EQdWEE/Y8YMcVywxcZ5m+JgNzemT5+em+QtY/ny5UybNq3wO1q8eDHTp08fsLHtwwsvvJBrSIZVG64hB9uuXLmy5Xe0ZMkSpk2bltvAv4x58+blFovDqoRKXsK0jO7ubqZOnZprDgK7eTlt2rTC+70VCxcuLDywIEuo5Jk4yli2bBn77rtv7mFzYDc3dtllF6ZOnSqOvXjxYmbMmFH4Hc2dO5fnn39eHDebk/I2oGDV851nPCnDZ07qv8nvy6xZswrnpOz5jjUnzZw5M+j5bnVftTMnlX1H7cxJ2X3Vak4qundasXLlSqZOnVr4HS1dujR4TsredUVzUpGJo4zu7m6mTZtW+B29+OKLTJ06NWhOWrRoETNnziyck7J3g5Q0TZk+fXquYRHK32etWLJkScvnO3s3hBBrTnrwwQeZMGHCgMPmwN6TF1xwAcccc4w4LtDyXZc930Xvs1aUfUeLFi1ixowZwWuOvEQ82Pt9xowZhfdOK1asWMHUqVMLv6Ps3okxJxUlVMooWye1Myf1bmDRn2xOKlqvtqK7u7vle6PsfdaK7L4qmpPaXXPE0kFFh6hAfXXQzJkzxXEhng56+umn2XXXXQccNgf2+73qqqs44IADgu67559/PqoOajUnxdRBRfdOK7I1R510UNmaY9myZUydOjXo3oitg1rNSaHrpKHUQbHnpJD3d6w56dlnn2WXXXbJbWABcN1117H//vsHfYc+ezN100Ht7M3E0kHZfTVUOihkToqlg9I0bXlftaODyt4bCxYsCJ6TYumgJ598kt13333AYXNgP6vLL7+cgw8+OOhZafWui6mDFi9ezLRp01QH0b4OajUnZe+zWHszoWuO6dOnR9FBMfdmjjzySH7961/nfh7PPPMMe+65Z4/RUEI2JxXNwQsWLAjWQWVzUlEhchll31E7ezOxdFDZeyO7d0Ke75///Od89rOfzR3X/PnzOeGEE7j44ovFcWPqoOxdF0sHtZqTYuqg0HXSUOqg0L2ZVjqonb2Zxx57jD322GPAYXNg78lLLrkk+ADFz33uc/zwhz/M/SxnzpzJAQccwJ/+9Cdx3OzvW7ccdSsd1M7eTFFDc6hGB7Wak2LpoOzdICWmDsruq1ZrjtB1Uiwd9MADD7D33nsPOGwO7D35i1/8guOOO04cF+ycFEMHZWvZouc7881UnaNWHdSXpUuXMnXq1KA56cILL+RjH/tY7jtr4cKFfPrTn+acc84Rx/XZm4mpg9qZk2KsOeqYox5KHRQ6J/3nP/9ht912G1C4Bfb7vfLKKznooIOC7rtsThqqHHWMfFCr9WorytYc7e7NxNBBS5cuZZ999sk9bA7+n70zD7OiuN7/W7MxzAw7MgsiatxtjCIgGuO+sKgsgiIiqKhxiVtcUURQUVEW9xiXuCKgoKIoCCrCTxNIjF+XVqOJS0wUFRVEmAFm6d8fp5u509P3dlXdrpnumfN5Hp/nXm9zKLq7Ttdb9Z5q4P3338fAgQPx7bffKsfOpIO8NWpTOoi9uvWwV7eebHTQ2rVrMXDgwMCXzQHA8uXLccIJJ2jlO5NeXVNzMwsWLMBZZ50VmHeqqqowadIkzJgxQzmu4zhYs2ZNxjXqbHRQJg9KNmvUpnSQ6TVqkzqoOby62Yw5wry6cdRBSfPqVlZW4vjjjw982RwA/OMf/8DAgQO17mn26jaEdVA9JteDWqpXV0cHeXMzJnUQe3VZB/lJoldXJifFTQd9//33GDBgQODL5gDgtddew5AhQ7TOh0mvbtJqFmV0kO4a9auvvopTTjklsA9v3boVt99+OyZOnKjV5kxjDm+cFEcdlDSvbrrNRYHsvboDBw405tXlmkXCpFd34cKFOOOMMwK1zubNmzF58mRMmzZNOS57dRsio4Pi5tVtiprFIJKsg3Ry0vr16zFo0KDAl80BwJtvvonjjjtOK3cktWbRlFeXdVA9JudmmlMH6eakm266CTfddFNgrvzxxx8xduzYtPuCZELGq8s1i/VtjmPN4rJlyzLqoNtuuw2TJk3SanNL8+rGVQeZyknN7dU1oYOyyUl//vOfcckllwS2a+PGjbj44ovxyCOPKMdtTq8u1yzWE9eaxeby6mZbH5Q0r+4dd9yBiRMnBrZr/fr1OOecc/DMM88ox22JNYumvbqtqWaxOedm4laz+MUXX2DQoEGNXjYH1Ht1Tz75ZK377oYbbsDNN98c2A9//PFHnHbaaViyZIlyXJM1i0nUQS2tZtG0VzeOOsjkGnWma8Re3XriWrP44IMP4tJLLw18Zv3yyy+46KKL8OijjyrHbe6aRVNzM7o66PXXX8fJJ58cqBu2bt2KGTNmYMKECVptbi6vbjY66Pzzz8cDDzwQGPvrr7/G0KFD8fbbbyvHbS6vblx1UBJrFmXWqJOog3TGHDU1NRg5cmTgy+YA2jdgwIAB+M9//qMcm726DWmumsUFCxZg1KhRWn1lypQpuOWWWwL74Q8//IAxY8Zo6aBvv/0WAwYMCHzZHAAsXboUQ4cO1TofDMMwLQ1+4VzC6N+/P1avXg2ABoc//vgjPv74422/r169GgceeGBoHMdxtB7eDMMwSaeysjJ0Mraurk5LAKdbMEnll19+URaTmzdvDp2M9SYTVUk34ZKKzDnzs3XrVimDrU6b169fHzrxIXPO/NTU1Ehdd5nr7Ofnn38OnYzdunWr8gRXXV2d1DmUuc5+NmzYELpAVF1drWyk9ibGwli3bp3yBNczzzyDVatWZTxmzZo1mDlzplJcAFJt/vnnn5UX1aqqqozlJJnrvnHjRuVFtS1btoTeq7o5ad26daFjVJ2cVF1dLTUZqzORKJuTVPt3bW2t1HXX6d+yOUl1oV8lJ6lqEZnnZ01NjfKku2xOkrnOfjZt2hQ6+VhbW6u1ECjTZpk87qeqqip0gUj2Ovu5/vrrQ5/NzzzzDP72t78pxd2yZUvovWoyJ8mcMz81NTVS191UTpLJ435kn0U64ySTYw5TOUnm+ambk2TavH79euWF/iTqoKqqKikdZGqctGnTpljpoFtvvTXUaLVixQosWrRIKa5KTlLt3zL3qkkdFLecZEoHyeQkk2MOmbGlnyTqIJkxfRx1kMy9qjPmuP3220ONlG+99Raee+45pbiy9yrroHpMjzlM6SDdMUcYJnWQyZykalwxqYOmTp0a+ueWLVuWdmPrdMjeq3HSQbL3ahLHHLo6SCYnqY45VOZmVMccMjmprq5Oa5wk0782bNigrIPefPPN0OfnL7/8ghtuuEEpLoC0RQGpyJwzPzLPT9nr7Ke552ZMjTl0ctIvv/yCKVOmhB537bXXKt93zT03I3Od/TS3Dorb3IzMvfrLL7/ESgfdcMMNoWODRYsWpd3YOh2fffYZ/vjHP2Y8prq6Gtdcc41SXEBOs+usUZscc7AOqsekDpIZ0+vmJJk2665Rm9JB1113XWjsOXPmpN34Nh3NvUYtM5/lR3aN2pRvprXooM2bN+O6664LPW7y5MnKOVpWB5lao163bp0RHWQyJ+noIJmcZNIXFzcddMstt4SuB73++utYvHixUlyT60HSUKYlAAAgAElEQVQ///yzsTXqJPriTOmgefPm4e9//3vGY/73v//hjjvuUIoLJFMHsVe3niR6dU2OOe655x58+eWXGY9599138eSTTyrFlb1XdXSQzPNTJyfV1tZiwoQJoefwlltuUb4/TM7NJFEHsVe3HtZBDUni3MwTTzyRtijf48svv8S9996rFNekb6alenWTqoNai1dXVgfp9G9T9QPNrYPYq1sP66CGxM2ru379+tB7NW41i3fffXfoZk3/93//h9mzZyvFZa9uQ0zqoAkTJoTmm7vuugtfffWVUlz26jakuXWQzphj+vTp+PbbbzMe89Zbb+HZZ59Viste3YaYWqOuq6vD1VdfHXoOp02bprz5ZUv26poac8TNq5tEHZTEuZkHHnggcMPEVD7++GM8/PDDSnFNe3VZB9Ujc57jVrMo69WNkw4ylZPWrFmD6dOnZzymrq5Oai3DT3Pv3cI6qJ5sdFBYe+68807873//U4rLXt2GyDyL4lazaNKrmzQdVFlZKeWLmzRpkvI1TKJXt6WuB8WxZrGlenXjpIPWr1+Pm266KeMxjuPgmmuuUR6fN/eYg2sW64lbzaKsDkriGrUpr+7y5cuVX5C9Zs0azJgxI+MxtbW1UvOGfkzVLLJXtyEyY/ra2lqtF8sk0asrq4OStkYdNx2URK+uSR10/fXXhx43adIk5edKc+9hqTs3Y0oHyaxR33vvvaGebD9x0EGqczMyfoqqqiopje6nudeoW4tX19SYQ3acpDvmSFpOeuGFF7By5cqMx6xduxa33XabUlyAaxZTMamDbr755tA/99prrynXLH7zzTeYNWtWxmO82hZV7rjjjtB1grfffhvz5s1Tjs0wDNPS4BfOJYwDDzxw24tUPvroI+y1114oKSnBunXrsGXLFnzyySfYfffdMWjQIBx00EHo27fvto2m//Of/6B379645JJLcNBBBykvqjMMw7QEZEX+pk2blATw1q1bpSeXVCcaZI+vqqpSMifU1NRIG/tU2yw7wbtlyxalSbm6ujrpySVTba6pqVGalHMcR7otqm3euHGj1ISYynlTbcuGDRuUJuUqKyul+pbjOMoLBbKm7tmzZyuZWjdv3izdt1TbbDInyU4umcxJKpNyNTU10gtaptqsct4A6luy11wnJ8n0LZVcDqj1LdU2b9q0SWrC22ROkj1vHlVVVVKL7Do5SbbNGzduVFoo2Lx5s3TfMtVXKisrlcwJn3/+OV5//XWpYx988EHpuIB83lU5bwBNTDd3TqqurlYac5geJ8n0LZXzBqjnJJX+LfvsdBwnVjkpaWMOlfG8qfF5ZWVlbHSQ7PGqOmj9+vWYP3++1LGm8qiODjI15mjpOshUm1XHHCo5yVRf2bhxYyJ1kGpOau4xh6oO2rhxI+bOnSt17EMPPSQdF2j5OkjVxGlqzCE7nmcd1JBNmzYp6SCV8bypNqvqoLVr12LhwoVSx6qOOZKog2THHDo6yNR8sWxOipsOku1bqjlJ9njVMYdJHST77FyyZAn++9//Ssetrq5OnA4yOTcje2+o5iSTY4558+ZJxV67di2ef/55pdim+rfK3Excxhxx0EFJXQ9S0UFr1qzBSy+9JHWsqqZ4+OGHpe7Td999F2+//bZ03KSuUZucm2Ed1LAtsse1dB3073//GytWrJA61pSmiNN6kOy9Eac1ahUdpDo3o9K/VXjuueekN3xRLRwxNV9sUgeZGieZ1EGm1qjjMDejqoN++ukn6Y2BTa0HVVdXK+Ukk2MOk2vUpvq3SR0kOzZ+8sknla5hUnVQc+ck9uo2xNR5VtVB1dXVeOyxx6SOVc2jJnWQKd/M4sWL8fXXX4ceV1VVpfwCPpWxnSkdFBffTBzmZlR1kMk16iTqIJUxRxLXqFXXg2THHI8++qjSs1BFB5n0oKjqoOaem0miDorT3IzJNWqVOUEVWrpX19TzW3W+OIn1QXGYm4mTDjI1N5PE9aDq6mo8/vjjUsfq6CD26jZsiwyqY46//OUv+Oijj0KPq6urw5///GfpuEAydZBsX2GvbkPYq1tPnGoWly5dKvWiyC1btkjnco8kenVV6oNagw5q7rnX1uDVVXl2qr5wLqleXdZB9ZjKSUnUQSbnZh5//HGp++7f//63dP05EJ+aRVO+uCTWUauOOd588018/PHHocfV1tYq6yBT9QNxWA9K4tyMznpQc++TECcdNH/+fOmX5MnWn6u2JU5e3TisUcfFq5tUHdTca9Rx0kGzZ8+Wass333wjXXcBmN/jLok6iGsW1Y9P4tyMqg5at24dFixYIHWs6trKo48+KnX+/vWvf2H58uXSceOgg0x6deNUs2iqPiipXl3WQerHx00HyRCnmsVnnnlG+mXCcdJBcfDNqOSkVatWwbbt0OPq6uqU589N6SCTOUl2rXXlypX45JNPpOPGQQe1Fq+uqZpFk2vUKmMOUzpI9RrKjo2ffvpppRflqYznTeXRpOoglbkZlZrFBx54QDouADzyyCNS5+/TTz/FG2+8IR13y5YtoS8E9VDVbgzDMC0RfuFcwigvL0deXh7++9//YvXq1TjggAPQt29frF69Gu+88w4sy0JRURHmzp2Lv/zlL1i8eDEmTJiwbXD46aefYvTo0fjrX/+KHXbYoZn/NQzDME2PrCByHEdpklllwUnlWNXjVQSfqWMBc+dj69at0hMeqm02dT5qamqkJ2FV/n2q7VA5tq6uTnrCo7a2VnlhWxbVa/jee+9JHbdhwwZ88cUX0nG5fzfEVJtVcq7J/q3y76uurk5cTlLps9XV1cqbK8ii0maVZ7LJnKTav02NOZLYvz/44APpvvL+++9LxwV4zJGKypgjLs8rlTFHTU2N0jjJ1L3hOI70v1Hl3weYe16pHN8acpLJNpuK/a9//Ut6gfGDDz6QjqvajrjooDjkpNraWmPjJFP922RO4v7dkDj8+0zG/uyzz6SNLibHdiZ1UFzGHKZ0EI85mia2yTkwU23+5z//KX28av+Oy5hDBZNjDtk+q/LvA1q+DjJ1DU2uB6m2WbZv1dXV4cMPPzTSDlNzYKrHqjyT4zLPYVIHya5/AGo5WnVuRiUnxWHMEaecpDJf3NLHHLZtSz8LVcccpvqKyfUgU89vkzrI1D1aV1cXCx3UGsYcptZw33//fWPrQXGYIzI55lA5VmW9JKk5SWXMYSr3J1UH8ZhD79i4aIpPP/1UupgzLuvqLd0XZ1IHmZozWLdundJL6uPQv9mrq38sYO58xMUXp9LmNWvWYO3atVLHfvTRR7F4fpvUQabGSYBa/1Y5z3Hw8pk8Ni45yaRXN4k6KIleXZPrbjIvOwGAtWvX4ttvv5WOzWMO/ePjkL8AHnOkYtKrm0QdZLJ+wNTcTBzGHHHyzSQxJ5mc14pDTlI59uuvv8YPP/wgdeyHH34Yi/q/pHp1TeUkk9otif3bZH2QiWNNxv7888+lN0uLy7ob1yw2JA79m8cc+sfGpR1xaXMSaxZ/+ukn6fWSL774Qmmzx5bu1W0N9QOmrmEc5sBUjzXp1TX1LIxLzaKqL86UDopD/2YdpH9sXNoRlzYnsX7ApFdX5f5XrR9gr65eO+LSV5I45ojD80q1HSZrFk3WB5mqWTR1DeOig+KSk7h/N007THp1WQfVk1SvrikdFIf+HSffTBJzkkkvX0uvD4pLHXUSdZCp/m1KbwLx8LKq9m+Vf6PKvm5xeF6pHhsXr25cahZNXUMVHVRbWxubMYfs/V9ZWYnPPvtMOi6POfSPVzn2k08+kT5eNfebeq589dVX+Omnn6SOVd13k2EYpiWS19wNYNTp378/Vq1ahVWrVuHCCy/EN998g9WrV6N9+/Y44IAD4DgOJk+ejDfffBM5OTn45ptv8N133wEAdthhB/Tr16+Z/wUMwzCtGyFEczchsfC5iydxuS4q7cjJicd7l+Ny7ph6VK5Ja7h+fD6YKIjLfRSXdsQB1X9fSz8frQG+hsmG8xeTCSGEksGKMU9L74cmc1JLP3dJhK+JPkk8dzzmaF3wNdQnLnMXTD2t4by19BytM25syTqIr7fesaZjM3rweW5IS79H+d/HpCMuY+i4+ETiAt/T9cRlHrOl51Egue2OA63h/ogDfO7ih6l7XwjR4q835434EZcxR1xo6f++JOLlRtm5V76G9XD/Tj58TRoSh3EEXxMmKlr6vWRSB7X0cxcX+Jo0DUk8d63h3khqu2Ux7Y1oyb4ZJtnEpW+zVteHz0VDWsMz2RR87pKPqTEH3xtMFPC90RDuV8mHr4s+STx3Lb3PJrHNJmnp1zuJxKWmyaSvPQ5ruHw/N4TPR/zg+cN4Epc8mkRM+q2TBtckJx8+zw2Jyz0al3YkjbicC5PP2Dg8g+JynhmGYZoTVkgJpH///li9ejU+/PBD7L333ujXrx9Wr16N1atX48ADD8TcuXPxww8/4K233sKqVavQrVu3bW+QLSoqaubWMwzDNC9t2rSROk4IgYKCAum4hYWFkbfBdGxTxwJqbVY5Nj8/X1p8qsRVPV7lfOTl5SE3N1c6ropQNXUNc3JypO//vLw8pQkBU/cGABxwwAFSx3Xt2hU777yzkXaottlUTkpi/y4oKJC+/+PUv5OWk3Jzc5GXJ/fecZVrotoOlX+fEEI6tkrOVW2Hqf6dk5OD/Px8I+0w1b9VrgkA9OnTR/q+k83lHqbORxJzUn5+vtKYQwVT/Ts3N1f6/lcZB6q2w1ROUsm5qu3gMUfTtCMu/XvPPfdE+/btpY7t16+fdFzVdqj8+0zqIFN9RUUHxSUnAfLXUCXnqrYjLmOOpOYkU2MOU+djt912Q+fOnaWOjUtOMqmDTI45VOZmTOkgU32lNeigJI45evXqJb2OqKrdTJ0PkzrI5JgjDjpI5XzERQeZzEmmdJCpOe6CggLst99+0nFNttlUblR5Jself5vUQSp5V+VY1ZwUlzGHKR0Uh+e3ybmZuIw59t13X+njVTVF//79pY9Via3yTI5LTlJ5JpucmzG5Rh2XnKQy5lAZJ8Whf6vmpL59+0pfF5OaoqWPOZKYk1Tu/4KCAiUdpJL7+/btK32sSR0Uh/5tcm4mLprC5HyxqWu49957o127dlLHmlxXN6WD4jIeVV2jVhlzmLzvZK95aWkpevbsKR03Dv3bpFe3NeSklj7mUIndvXt39OjRQ+rY/fffPxaawqQOMjWfBLTsMUecfDMtXQep+uJauldXRQeZXFfff//9pY7t0aMHKioqjLSjNXh1VXJSSx9ztHSvrsnxaFy8unGY52gNXt04zHGrxo5LTlIdJyVtzLH99tuje/fuUsf26dMnFv27pXt1VccccdBuPObQj6t6vMr52HXXXdGlSxepY9mrq3+syZpFk/07iTooDjkpLv3bZP1AHHRQXHJ/ly5dsNtuu0kdu9dee0mv0am2I4k1iyb7d1zmXlXHESaOjUv/NjlOMvUsTGrNYhy8unGpWTTl8wR4zOE/Ng41i0lco46LDlLpKyp5lGsW9dsRl3FSHHK/zrGck+ox9SxUuf9V16i5ZlEvtsmcFKcxh4k2mGyHyjyA6rydyvEq/VtVB6lg0hcXBx1k6ny0hprFlj7miEv9QEvXQSbrqFXHSaZ0UBz6t2rNosq5M7lGHRffjOz5yMnJUapLi4tX11ROist4NC5eXZM6KC45SbavdOzYEbvvvruRdsRpzGHiWMDc+dh7771RUlIidazqvLyp58qOO+6IsrKyyNvAMAzTUuEXziWQ/v37Y/HixejUqRNyc3PRuXNn/Pzzz1i9ejX69euHDRs2YLvttkN+fj5WrFiBr776qrmbzDAMExtkN+lv166d0mRAfn4+2rZtG2kbVI8vLi5WmuzLzc2VFnym2lxYWKg02ZeTk2OszSUlJVKTcirXGqAJHdm26LRZ5j7Nzc1FcXGxUmyVNqtM5rdt21bqPhVCSF9rj7PPPlvquHHjxilP0sger2IqB+TPc0lJidJkX35+vvQG4ab6d1FRkXJOkr1PVdsse11UrjVAOUk2dmvIScXFxVL3qcmc1K5dO+WcJLN4L4Qw1r9VxxwFBQXSE7wmxxwqOamiogKDBg2SOlY2l3vItln2WnuYHHOo5CTVoiKTOUnmPs3Ly1PKSSptUW2z7HMoJycnNuMk2bFx3HJSEnVQc485VHVQcXExRo8eLXWsah6VfXaqPH+A+Ogg2TGxalt0xhyyOUlVB5lqs8rY2FT/lr3WHnGYm4mTDpI9XlUHFRYWYsyYMVLHnnPOOdJxAfn7lHVQ4+Nagw5q7pykqoPy8vKMzc3IXhdVHdShQwecdNJJUsea0m6qOSmJOkilzR06dJCOC9BzSOY+NTnmSKIOUh1zqIyNVdss27dOOOEElJaWSsfNy8tr9jFH27ZtldeDTPVvkzrIVJtPPPFEqY3EevTogYEDByrFNjVOSqIOKiwslHoOxSknJVEHde3aFcOGDZM6VlVTnHnmmVJt+c1vfoO9995bOm4ccpKODjLV5iTqoMLCwsTpoDisUavqoO233x4DBgyQOtaUpigqKlLSQSZ9M6bWqE3rIJm+paODTI05Bg8eLPWSg65du2L48OFKseMwN2NqnGRSB5mcL1adm4mDDlLJSSUlJRg1apTUsXFaDzI55pCdmzG1HmRyjVq1f5911llSx51xxhnKGwibmpuRndtKog5ir25DVOcxTfnicnJycOaZZ0odq5pHZXNSnHTQEUccgV122UUqruzzJ/XPyGByjZq9uvXo6CDZ+1S1f7dkHdRa1qhlxxzjx49Xen6bXKM2NeaIgw6K0xp1Ur26SdNB7NXVa4vOelBzr1G3lppFU2OOOOggU2MOFV82QOfZlA5ir25DTGm3/fbbD3369Ak9rqCgAOPGjZOO67VFhiTOzcTJq2tKB7FXtyEmdZDK2E6lfx966KFSG+kVFxfj1FNPlY7rtUWG1lCzyDqoIVyz2JDx48dLHac6TmKvbuO2yJDUnKQy5jC5Rm2qZtGkL27MmDFS/bZXr1448MADpeO29JrF1uDV7d27N3r37h16XEFBAU4//XTpuADroFTiULMYp5yURB00ZMgQdOvWLfS4srIynHDCCUqx4+CLi8uYIw511KyD9NrgYXKN2lT/Pumkk6TmxXfeeWccffTR0nFNajfWQY3bIkNrWaNu7jGHas1iSUkJTjnlFKljVecMTjvtNKlruM8++yi9fNJkTXISvbpJ1EFJzElx0EFx2k8qDmvUOl6+pNUsDh06FNttt13oceXl5YnUQSZzkkr//vWvfy31wp/8/HxjczNx0kGyz/tjjz0WO+ywg3RcrllsSEv26sZJB5nMSbJ9ZfTo0UrjxjjooNZQs9iuXTvpmhFVD8rYsWOlcs2+++6r/OJt2eeQqnZjGIZpifAL5xKIZVn48ccfGzwg9957b3To0AFdu3bFySefjHfeeQcHH3ww5s2bp/RWX4ZhmJZOUVFRqDDLy8tDx44dlWN36dIldLKtY8eOSqIMoImaMNGXk5ODzp07K8UFsO3lpZlo166d8pvc8/Ly0KlTp4zHCCGkNsf006lTp9AFgOLiYmXjcG5ubmh7hBDo2rWrUlyAJunDFgDatm2rPOki256uXbsqTRQBctdd5t70o9JmlclrADj++ONDN1LdddddcckllyjFBah/h53Dzp07Ky1OAXLXPTc3N7Q/pWtP2DmUuTf9FBQUhC486eakzp07h+akkpISrZwU1h7d/i2T14uKipQXzHNycqRypE7/bt++feh1LywsVF58lj2HMv3Jj8x1l7k3g5Bts2pOkrnu2Yw5ws6hzPPSj8x19156rsqNN94Yeq7PO+88WJalFDc/Pz/0HMr2Jz8y46SSkhKtMYdMTtJpc4cOHUJzUtu2bZULKE3mpHbt2oUuFLRp08ZYTtIZc8hc9/z8fO2cJDPmUFmcAuSuu8mcFDcdJHMOZe5NPzI5Sbd/X3nlldhxxx0zHjN8+HAl4zBgPiclUQfJ5CRTOkhnzFFcXBw65tDNSbI6SCcnmdJBMucwiTrI5NyMjg667LLLQjeolNHoflTGHKokUQfJXPeCggLlnAQkUwfJ5PW46SCZcyhzb/qRzUk6z++JEyeie/fuGY8ZNWoUDjnkEKW4za2DZNYF/Jiem5EZc8RpnMQ6qCGmdNB+++0XambbbrvtMGXKFKW4gNw5lLk3/cjqIJ082rFjR2PrQc05X6yjgwoLCzF9+vSM911ubi5mzZql3Feae25GVweZykmyc69J00E6OUlmrKk75pg8eTLKysoyHjNu3Dgl4zAAVFRU4Nprr814TElJCaZNm6YUF5DLSabXg1SR0b+FhYVaYw6T88UmdJDJnCRz3WWel0GY1EEyOUnn+T116tTQP3fhhRdijz32UIprcm7G1HqQ7Bq1Th6VXaPW0UGmNIXMWFNnbiYvLw933HFHxmsohMCMGTOUx7oy1z2bNerm1EG6Y47mnJsx5ZsxpYN0x0lXX311aBHqiBEjcMQRRyjFjYMOitPcTBJ10PDhw3HMMcdkPGbPPffEhRdeqBQXMJuTwsYc2eQk9uoSLdWrC+jpoPPOOw+9evXKeMyhhx6Kk08+WSluc3t1dXXQrFmzQvvBrbfeqqwLTeog9urW09xr1Ca9uiZ1kKm5GZ313iSuUY8aNQqHHnpoxmN69eqFc889VykuYG6NmnVQQ2TXqOOkg2TOoa5X15Rvhr269cRhPcjU3GtrWaNOolc3qTrI1Djp/PPPD63BOPzwwzFy5EiluM2tg1qTV3fGjBmhsSdNmoTS0lKluM29Rp1EHZREr+5xxx2HQYMGKcVlr25DTHp1Z82aFXo+brnlFq1N3rlmsR5TXl2uWWxIEnXQ+PHjQ1/s2r9/f4wdO1YpLnt1G9JSdZBuTmpur67u3KsJHdS5c2fcdNNNGY9p06YNZs6cqRQXkM9JcfLiJ3VuxpQOmjlzZug9NXnyZKlN5lOJgw6Kk1e3uXWQqZwUN6+uKR2Un5+PWbNmZbzvcnJyMHPmTOX7rqXWLMbRq2tKBzX3GnWcdJDJNWpTNYvFxcWh9Qx5eXmYNWuWsZpFk3u3mNBBul5dk/skNLcOUs1JMtfdZE6Kmw666qqr0LNnz4zH6Hh1u3TpghtvvDHjMYWFhVo6yKRXl3VQPSZrFmXHHK2hZpG9ug2RGWsWFRUpj5OSWLNYUFAgrYNUn4Vcs9iQ6dOnhz4zJk6ciPLycqW4JmsWTemg3XffPXRv4k6dOmHq1KlKcb0/lzQdZNKra2q911TNYlJ1kEx7unTpojzmOPbYYzFs2LCMx+y000644oorlOJ67UmaVzeJNYsTJkwIrVkcOXIkDj/8cKW4Xbt2ldJBM2bMUIoLABdddBH23HPPjMccffTRofcmwzBMa4BfOJdAcnNz8e233+L666/f9v8eeOABvPvuuwDoIbt8+XK8+eabuO+++/DOO++gZ8+e6NmzJ95+++3majbDMExs6NatW9o3tRcWFqKiokJZSAIkyMvLywMnmbyJa53JLYAEcMeOHQPb3KZNG1RUVChPuAMkJisqKgJFqBACHTt21JoIBkiQpxPBBQUFaf/eMHJzc1FRURE4QSKEQPv27dGtWzflSReABHnXrl0DJz/y8/NRVlamPCEH0PUvLy9POzFWUlKC0tJSrTaXlJSgW7dugW3Oy8tDaWmp8iIgQOeyrKws7aRtcXExysrKlCevAZokLCsrC+xnubm52G677ZQn5Lw/O3v2bIwfP75RPxRC4Oijj8Yrr7yi1Q8LCwtRXl4e2M+8CRedCXeANgju0KGDkZxUUVERmJOEEOjUqZPWRBFAOalTp06Bbc7094aRl5eXMSd16NBB2Rjq0bFjx7QLLvn5+SgvL9fOSeXl5WlzQ/v27bX7d/v27bHddtul7d8mc1JZWZlWm4uLi1FaWhrY5tzcXJSWliovAgLhOamoqAjl5eVaOalt27Zp+7eXk3TMkEIIlJaWph1ztG3bFhUVFcoT7kDmZ7+Xk3QmrwHSk2FjDp2ctMsuu+CVV17B/vvv3+i3du3a4dprr8Xtt9+u1WZvjJVuzJFufBZGXl4eunfvHrhQHEVOSveiMy8nqRoTgMzjJIDOtW7/bteuXcYxR1lZmfIiIFCfk9KNV4qLi7X7d9iYo1u3bto5qbS0NO14paioCBUVFVptLiwsRFlZWdr+3bVrV61FQCGEUR2U7tnfGnVQWE7S1UGlpaVYunRp4KZOhYWFOO+88/DII49o9e8OHTpkzEmtTQc1V07S1UFhOSmbMQfroIZ07tw5rQ7ycpIpHZTN3IwJHdS1a1csWbIk0Cjdpk0bnHPOOXj88ce1+kqYDsqkvzLBOqghng7KlJPiqIPCclLcdFDYmCOOczPl5eV49dVXcfDBBzf6rW3btrjooovwwAMPaLVZZm7GlA7SHXO0a9cudG4mbjrIy0mmdFCmnNSadFCmZ3+2OmjWrFm46qqrAu+Pfv364dVXX8WOIS+jDiLTs9/TQdmMk0zoIG+clG5uJpv1IBkdpJOTcnJyUFFRkTY3ZJOTTjrpJDz22GOoqKho9FvPnj3x9NNPK7/w12tzc87N6OqgsrKyZtFB3rhBB5M6yOQadZgO0pmb6dGjB5YtW4b+/fs3+q2oqAiXXXYZ7rnnHq02X3nllZg2bVrg2HCvvfbC4sWLsd9++ynHlVmjNrUeFEcd5M3rZNJBJtaos9VBYXMz2eqgdH9veXl57HSQqZy066674pVXXgnsZ+3atcN1112HW2+9VavNpteoTa0HmdJBmXJDXHVQWVlZ2tyQTU4aPHgw5syZgx49ejT6raKiAk888QRGjBihHFdGB2Wbk9KtUZvSQVGsUWcac5icmzG1HmRKB+muUZeVlWHZsmU45JBDGv1WWFiICy64AA8//LBWm5Oog1rqGrWuL27OnDk4/fTTG/UHIQSOPbRHB08AACAASURBVPZYLF68WEuvyOggnZwEJFcHJW2NOpNXN9PfG0ZzenV1dVC7du3w8ssv47jjjmvUrry8PJx66qmYP3++1jVsTq+ubk464ogjsGDBAuy0006NfistLcWDDz6IcePGabU5bI1aVwfxGnVDWAfVY1IHyXh1TYw5olijjno9KD8/H/Pnz8epp57aKHZOTg6OO+44vPzyy1rjGZNeXdM6KF1OYh1UT7ZeXZM5qbm8uqyDiGzXg9irWw97dRuSxJpFU17d9u3b4+WXX8bgwYMbtSs/Px9jxozBM88802p0UHN6dXV1UJ8+fbBo0SLssccejX7r0qULZs6ciUsvvVQ5LsA6KJUkenW7dOmCJUuW4Mgjj2z0W5s2bXD22WfjiSeeMOLV5ZrFerJZDzr00EPx3HPP4Ve/+lWj37p164b7778f48eP12oze3XrMenVZR1UTxJrFtu2bYsXXngBw4cPb3Q+cnNzMWLECDz//PNa58O0V5d1EGHSqxumg9LlwjDYq9uQc889F/fee2/gOGvXXXfFCy+8gIMOOkg5btgadRxrFlvi3Ew2Y46+ffti0aJF2H333Rv91qVLF8yaNQsXX3yxclygeXSQl5NM6KBs5mbCdFC2czOm9m5hr249Q4cOxezZs7H99ts3+m377bfHU089hSFDhijHbak1i3H06npjrKh1UJLnZniNmjjttNPw8MMPo7S0tNFvO+20E+bPn4+jjjpKOa7smCNOa9TN5dVtjTqoJa5R6+aksrIyLF26NNSrq9NXzj//fNx9992B46zddtsNL7zwAg488EDluCa9umE6iNeo60lqzWL37t1j6dU1oYNaqlfXhA7KxqtrUgcNGzYMTz75JLp3797otx49emDOnDk44YQTlONyzWJDevfujZdeeinwJT6dO3fG9OnTcfnllyvHBZK5Rj116lRcf/31ged63333xSuvvBI4jxUG66DGfzZpNYstTQd5NYu6OemRRx7BueeeG/i8O+yww7B06VJ069ZNOTZ7dRtismYxTAc99NBDWm2+4IILcNddd6XVQS+++GLgnhJhdOjQAYsXL8aAAQMCfXHjxo3D3LlztZ4rDMMwLQ3hOE7aHysrK9P/KMmqVau0kjnDMAzDmKa2thYbN25ETU0NcnJyUFxcrCWagti8eTMqKysBkAgpLi7WEut+6urqtrVZCIGioiKtyeUgtmzZgsrKSjiOg7y8PJSUlETW5k2bNqG6uhoATUDoTC4HsXXrVmzatAl1dXXb2qwz6enHcRxs2rQJW7duBUDit23btlqTRH6qq6uxadMm1NbWIjc3FyUlJZGIU8dxUFlZiS1btgCgyYuioqJI2lxTU4ONGzdua3NxcbHWpIgfx3FQVVWFzZs3A6DJi+Li4kja/P3332P+/PlYs2YN2rdvjyFDhmC33XbLOi4AVFVVoaqqCkC0/bu2thabNm0y0r83b96MqqoqI/07NSe1bdtWa3I5CH9OKi4ujqR/c05qCOekekzmJJNjDlM5yeSY4x//+Me2yeZ7770XJ554opZJw4/Xv8vKygAAP/74Y2Q5aevWrdsWG7755ptI+/fGjRu3tfmHH36ILCdVV1dvM5J88803KC4ujqx/b9q0aZt5ce3atZHmJK/NX3/9dWJykvf85pzEOigV/5ijqKgospz08ccfo0+fPgCAmTNnYsSIEdqLi6kkuX97C83ff/995GMOz4S0fv36SPu3Z/j47rvvEtG/Teogb2zHOiiZOuiTTz5B7969AQDTp0/HiBEjtA1NqZjOSayDiKSOOaqqqraZTL799tvI52bKy8sBAD/99FOichIQ7ZjDtm0ccMABAOgFWCNHjtQ2YaXi125R6iC/dotaB/HcDJHkcZI35kiCDtqwYQPmz5+PCy+8EADw5ptvar0gKYgtW7ZsK+RYs2ZN5DooaXMzTTHm8MZ2UfTvmpoavPTSSxg9ejQAYP78+Tj22GMjuYZJ7N/e3Iz3Ir6o2gw0HnOUlJREmpO8Nq9bty7SnOTNEUQ5TvLGHN44Kcr+/e6772LJkiWorKxEz549MWLECO2XWaRSVVWFZ599Fp9++iny8/Nx2GGHBb5UVwdeD6qHdVBDkjo3Y2qN+u9//zsOO+wwAMB9992HE088UauAxo/JnOQfJyVhboZzUj11dXVYsmQJRo4cCQCYM2cOBg8eHMn5SOI4yaQOSuIadRLXgz788EP069cPAK0HjRw5UrsoPxW/DkrSGrWXk0yOOaIcJ5kac3z33XeYP38+rrzySgDAe++9h1122SXruEBDHWQiJ5nSQSbXqE2NOUzmpKaYe03C3MwXX3wBy7IAALfeeitGjBix7XpmQ1J10LJlyzBs2DAAwBNPPIHjjz8+ktgm+zevB9WT5DXqJOakJOkgkzlpzZo1mD9/Pq6++moAtHYY9AJLVZpCByUpJ5nUQSZzksn1oKaY54hybqapdFCUOammpmbbPLxJL18S14OSkpNMrwfx3Azh5STHcbY9v+M+5vj888/Rq1cvAGZ0kEmvLq8HEStWrMCgQYMAAA899BCGDRsWyT3NNYsNSbpX9/bbb8fIkSMT4dVNav2AiZz06quvYujQoQCAxx57DCeccEIkuSPJOsjU3Iw3ToraF2dqvtjUmMP0GnXSvLpfffXVto1zp06dihEjRgS+uEUV0znJhA5K6txMUmsW2atbH/f555/HGWecAQB48cUXcfjhhydi7pVrFgl/Toqyf7/xxhsYPHgwAODhhx/G0KFDI9NBSZ+biVoHmcxJ7IsjTOWk2tpaLF68GCeffDIAYN68eRg4cGCkvjhTczNcR02YXqNOmg5ir2491dXVWLRoEcaMGQMAePbZZ3HMMcfw3EwC54uTVLPI60EN+eijj9C3b18A0Xp1t2zZgoULF27TQYsWLcLhhx+edVyg6faTMqmDfv7550i9ulyzSLAOagjroHqSqoNefvlljBo1CgDw9NNPY8CAAa2+PshE/165ciUGDhwIAHjwwQcxfPjwVrtGvXHjRixYsADnn38+AJq38sYJ2WJaByXRq5vE/aR4vpj44YcfMH/+fFx22WUAaF/ZPfbYI+u4QHJrFpO2HmSqZnHLli14/vnnceaZZwKIVgd99tln2GeffQAA06ZNw8iRI7flEYZhmNZCUVFR2gc5v3COYRiGYRiGYRiGYZgmpbi4GACwadOmxMTmNjdNbJNtZpiWBPfv5MfmfMe0JJLYB5nkw/dd05DE88zXr+nga9g0JPE8c5ubhiSeD25z08ROYpsZhmm5JDEnca5LPnzfMS0Jvp+ZTCTxGibx/uA2m49rMnYSr59J+Bo2XWymniTeG0xDkngNk9jmJMLno54knosk9kGTsbnNTEsiifcz0xA+z0w6kti/k9hmkyTxfHCbmy520kjiuUjqvcF9Jdkk8Twnsc0mSeL54DY3TWy+n5nmIInXMIltNkkSc1IS25xEknie+RoyLYkk9pUkttlkbG5z08ROYu5PYpuZhnBfaZrY3FcaksTzzG1uGpJ4PpLY5iSSxPPMbWYYhkkemV44l/2rThmGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRgj8AvnGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhYopwHMfoX7Bw4cK3hwwZ0sfoX8IwDMMwDMMwDMMwTGIQQjgA4DiOSEpsbnPTxDbZZoZpSXD/Tn5szndMSyKJfZBJPnzfNQ1JPM98/ZoOvoZNQxLPM7e5aUji+eA2N03sJLaZYZiWSxJzEue65MP3HdOS4PuZyUQSr2ES7w9us/m4JmMn8fqZhK9h08Vm6knivcE0JInXMIltTiJ8PupJ4rlIYh80GZvbzLQkkng/Mw3h88ykI4n9O4ltNkkSzwe3ueliJ40knouk3hvcV5JNEs9zEttskiSeD25z08Tm+5lpDpJ4DZPYZpMkMSclsc1JJInnma8h05JIYl9JYptNxuY2N03sJOb+JLaZaQj3laaJzX2lIUk8z9zmpiGJ5yOJbU4iSTzP3GaGYZiWRU5zN4BhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIYJhl84xzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAME1P4hXMMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAxhV84xzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAME1P4hXMMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAxhV84xzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAME1PymrsB2SCEcIL+v+M4oqnbwjAMwyQP27a7AzgNQA8AGwEstCzrLxHEFQAGADgKQBsAnwJ40rKsnyKIvR2ozb8CUAXgZcuyXs82rhv7MACDARQB+ALAE5ZlfRdB3I4AxgDYHUA1gNcALLYsqy6C2AcAGAagHYCvQW3+bwRxSwCcAmAfALUAVgJ4wbKsmghi/xrASQA6AvgewGzLsv4dQdxCN24fAA6AvwGYb1nWlghi7w5gNIDtAPwIYK5lWR9mG1cIkQ+6fgeBXoT8HoA5juNUZhvbtu0dQfddOYANoHPxjwji5oL6yeGgsfTHoP69IYLY5QDGAtgBwCYAL1qW9f8iiCsAHA3gWFBO+jeor/wYQeyuqM9JmwG8AuBVy7ICx+mKsX8L4HgAxQD+A2rzmgjidgBwKoA9AdQAWA5gUUQ5qQ+AEwG0B/AN6N74TwRxi0E56degnPQWgOcty6qOILYF4GQAnQGsBfCUZVmfRhC3DYCRAPq6/+ttAE9HlJN2BeWkbgDWuXHfjyBuHoAhAH4LIBfA+6DzsSmC2DuAclJ3AL8AeNayrL9FEDcHwCAARwAoAPBP0H23PtvYQogyUP/eEUAlgEWO46zINi4A2LZ9ZMrnP4D699oI4nYGtdn7PgDAKxHlpN+kfL4a1OavI4jbHnQ/e9+HgvJ/bQSxe6d8vg50b3wRQdy2AEalfB8FYEFEOWmvlM9TAMyxLOufEcQtADACwAEABIB3AMyzLKsqgtg7g/p3KYD1AJ6xLOvdCOLmoj4n5QGwQTnplwhibw/qK9uDdNDzlmX9NYK4QTroCcuy1kUQuxuozTsjeh10OCiXejroccuyvs82rhCiI6jNuwPYCuBVAEscx4lizNE/5fME0Hn+XwRxS9AwJw1HtDrI+zwJpIM+iyBuIWgs430fDRr7b40gtqeDvO97WZb1UQRx8wEMT/l+JkhjRa2Dfgadi3ciiJsL4DgAh4Fy0kegaxiFDqoA9RVPB71gWdabEcQVAI5x/2sD4F+gZ6EJHbQEwGsRjTkOAZ1rTwc9blnWt9nGFUJ0AN0be4DmZpYDeCminNQv5fO1oJz0VQRxPR3kfR8BemZFkZN6gXJHJ5AOmm1Z1r8iiNsG9XMzQPQ66FTQ3Mw60Fjmgwji5gEYCuBgkA56DzQGy1oHCSF2APWVCtDczLOO4/w927iuDhqc8v0CUP/+OYLYng7yvh9iWdbKCOIKAEeCxkqFAD4H9e8fIojdBdS/dwWwBcBSAEsN6KCrQP37mwjitgfdz973IaC5mah10ETQvfFlBHGLQDpoX9Dc619A2j4qHTQKQFfUz818km1cIYRfB/0DwDzHcTZnG9u27V+h4TX8tWVZ70UQNw/ACSnfzwGdj40RxE7VQb+AnimrIoibg3odVADgE9B9F5UOGpvy/XDLspZnG9eNdUTK58tA/TtrHWTbdidQTvK+DwSwJKKcdGDK5yh1UDs01kELI8pJ+4LmSDsC+A50b3weQdy2oDGH9/0U0NxMFDpoDzQcg0Wpg05M+X4GSAdFMTezExrmpP0sy/q/COLmgtYovO/nITod5K1Re99/Y1nWW9nGFUJ4Osj7fjGAJxzHyXqNWgjhrVF7349yHOfVbOMCgG3bh4LGd8UAvgT176x1UMoa9R6guZnXQXNKUemg4ahfo34yQh00GvVr1G8iOh20Dyh3dAKtUT8VkQ4qBOU6Twf9HTRHGoUO2g31a9TrQHnDjiBuPkgH/QYR6yDbtnuC7jtPBy2wLOvtCOJ6OuhwAPmgNerZUeggIUQ5qH/3hLtG7ThOVGvUR6V8vxTUv6PSQal59BgAyyIacxyc8vkqkHaLYo26Peje8Nao30B0Omh/0Ni/PYA1iFYHeWvUdSAd9FwUOkgIsTdIB3WBq4Mcx8laB7lzMyNSvo8Fzc1EoYN2QcMxxz4Rr1F736PUQT1A950JHTQQNNeRj3odlPUatW3bpaD+vRNojfoly7LeyDauG/sI0HpQW9TPzWS9Ri2E6Aw6z7uB5ma89aAoctJBKZ+jXKP266BhoLn5KHLSfimfrwM9r6LSQScD6A2am1mF6HXQdgB+AI0LPs42rjs3MxzAgUhZo3YcJ6o16qbQQeeCrmEUa9R+HXRQhF7dY0HeOG896ImIvbre9yMty3ot27gAIIQ4DD6vruM4UXp1ve+DEZFXVwhxQMrna0BtztqrK4TwvLre9xMBLHQcJyod5H2+Hgnw6gohUnXQTwDmOo6TtVfX1UHDUr6PB+W7KNaoPR3kfd8/Iq9uDmjd1Pt+PqL16qb2799G6NU9CjRnHLVX19NBu4DGHEsQkVdXCNHIq+s4TpReXe/7CYjWq+t9vhbReXWN6SC7aby6AvVr1EnSQWeDclIUOsjz6nrfD7Asa3UEcT0d5H3/PczpoEWWZUXi1RVCHAlqd1sAn4H6d9y9ugeB7o8SAP9FtDroVAB7g+ZmViA6r65fB0Xp1U3VQX8FrVFHoYP2TPkctVc3dT3odETv1fW+7xuhVzd1jfp3iM6ra0QHuetBA1K+XwTq33H36h6G5NUs9getJ7QD8D9Q/45KB40G0AspNYsR6SCTXt3UNepTEfOaxRQd5NUsvouIvLpCiB3RsGbxGcdxovTqet+j1kGpNYtRenWbqmYxSq+uXwdF6dX1ahaj9ur2Tfls0qs7EtHWLHqfJyNar+7IlO+nISKvrhDCX7M4z3GcKL263vezEW3NYuqYo58Vbc2i9z0yr25KzaL3/dAoahbteq+u9/0PiM6r69dBxyJar+4JIB30FSLy6gohPK/uXkjRQY7jmPDqzo5QB40CsB/MeHW9zyZqFr3v40A5yYQOisSrK4Twaha9778DMNtxnCi9ut73A61oahZzQOMNr2Yxaq+up4MqQTooKq/u4SmfL0dENYt2Y6/uIJBXN2k1i1F5dVP3bvkO0ekgv1c3iTWLJr26va3oahZNeXW9mkXvexK8ul1B2m1npOigKDwoQohDUj5fAWpzFF5df81i1F7dYajfuyVqHeTt3RKZV1cIkVqz+D3IFxdlzaL3PTIdZDeuWYzaq+t9PwvR1Sz6vbqR1CwKIfxe3X8CeNJxnKhqFlPrg6KuWfS+R+bVFUJ4NYve92MALIsoJx2c8vkqUE6KsmbR00FvINqaxREAOiB6r27q3i0nIbo16r1TPk9BRDWLaXTQvIjWqL2aRW/vlqej0EF2fc3iIaD6gQ+QDK+uv2bxCUNr1FHqIL9XN5KaRSFEJ1CbTXh1k1qz6H2ehGhrFlP3bomsZlEI0aBmUQixl+M4Ueggz6vrfY9aB6Xqb/bq1n+/GNF7db19dRdH5dW1qWbR+3wFaG4myjXqJNcs/j9QTopCBzWqWYxIB3k1i973MYi+ZtH7bkWog1K9uiZ0kPe9j+M4UdUs+teoI6lZtOu9uttqFiP26h4L2rvlMySjZvG3KZ9N1Cx636P06u6f8nki6Dxn7dUVQnheXe/7SQCecxzHRM3ibMdxsvbqCiEa1CwKIcYCeDqivVuS6NXtgYZ9JRKvrjs306hm0XGcJNQsep+j3lfX1N4tJmsWU+/n2NcsMgzDtBREBPNkGVm4cOHbQ4YM6RN+pDr8wjmGYRhGB9dIcS+AcWj88tV/ADhF17juLh49AZq4TqUKwEwA1+mIM3eB4HYAF4AWAFP5GMBo3WI5mzbZfgqA5fupGsD9AP6gMyHsTsZdD+AKUEFYKl8AGKtbmOKaZOcA6Of7qRbAkwDO1V2Etm37EgBTQKajVL4GcI5lWS9rxi0HMBtkLEnFAfAcgDN0jW82FWJOB01spbIWwMWWZc3RjNsJwONImQhOYSmAMboTGUKIYQDuA1Dm+2k9gGscx/mjTlzXSPEgaKIvx/fzX0D9W2vxxJ3IeQRUXJXKJgBTLcu6RTNuPoC7AYxH45z0LqjNWsZ1m4qJngQtlqeyGcCdAK7RmRB2FwhuBXARyJydyicATrU0Nw2xqYB5Dsigl0o1gIcBXKRrjLFt+xoA14AKwlL5D6gPapkfbNo0ZQ5ok6hU6tz/f45uUaJNxThTQaajVNYAOM+yrIWacbuB7o2jfT85AF4EME7XZGJT8egdoI3SU/kR9Ex5XDNuBwCPgiav/ZrvddCzUGtB17bt4wD8CWQqTGUDgImWZd2tGbct6Fl6Ksh0lMpqUP/WKqax6WUkj4FeCJdKJYBplmXdoBNXCJEHun7ngCbbU/kAwCm6Gxm5JrrZAPbo1asXBfzgA4DMPPcAuEpnQtgdc9wE4A8ACn2x/w16XmktRLiLw3MA9PbFrQHdjxfoGmNs274SwHUASnyx/wtgvGVZyzTjbu+2+WBf3DoAz7ixtRahbdrk8lYAnXyxvwOdiwWacbuCxtADfHEB4GUAp+maTFxT5d2ggs9UfgJwpWVZD2vGbQd6Lo1A45y0EtS/tYytNm3A8iDIVJjKLwCmWJY1QzNuG9D4axwa56S3QW3W2lzNXTx6HME6aDqA67PQQdMBnI/GOugjUO7XMonatLncU6BNZFLZCsrdl+noILdg5HoAV4KMkKl8DmCs4zhahSmuSXYOgL6+vlIL6kPnZaGDLgXpoHa+2F8DONuyrMWacctB5/kwX1wHwLOgMZiW8c01+00H0NkXey1ozDhXM24DHeSL/QrouaJlMnGNoPcBKPXFXQ/gasuy/qQZtxjAQyATll8HvQXq31obndi2fRQo3/l10EYAN1mWNU0zbgEoP5+Jxjro/0Bt1jKuuya6J0EvX0plM2icc41mTsoBMA3AhWisg/4J0kFaxXI2FTDPARn0UqkGPRMu0dVBQoiJACag8dzMlwDOcBznDZ24Nr3gcA6A/gE5ydNBWmZcmzZnuwlAB1/sNQB+Z1nWi5pxS0Hj0SN9PzkAXgDpIC3jm2tQnIXGOugHAJdalvWkZtxMOug10H2nq4OOB+mgct9PP4N00D06cYUQbQE8ADJZ+nPSKpCm+FIntmvsfRTAjr57oxLALZZl3aQZNx+UH84GkO+L/T4oJ2kZ11N1kO+nLaA8eJXm3IwAzRdcCjJCpvIv0PNKa9MQmwqY5wDYL0AH/RnAhVnooKsATERjHfQVSKtovbjGNaQ9hWAd9DSAs7LQQb8D6aCOvp++A3C+ZVnPasbtCnpeHRvw8yLQ/LnWRghCiFEA7gIVfKbyE4DLHcd5RCeuq4MeAZnVhe9cvwEan2sZW11z24MAuvvi/gLSE7M04xaCxl9j0VgH/R3Uv7U2FbBpo5fHQQXdqVSB1nMma4458gDMAHAugALf+fgQdJ61TKI2baowG8DevrhbAfwRpIN052amALgcQFtf7M9A97NWYYprkp0DoE/AmOMxUD/UKhBwDZuT0VgH/Q+kg5Zoxq0A5aRDfT85ABYAODMLHXQm6P7y66DvQfn5ac24nUH382CgkQ5aApqb0dVBJ4LWZf06aB1IBz2gGbcYpFVGAsjxxX4T1L+1Cvxs2z7ajd3DF3cjgBsty7pNM24BaB70DAB5vtjvuG3WMq67G/8/Cdp0PJXNoDXqiTqFlO4GQ9MA/B7BOmi04zhaxXI2FTDPAW2mmUo1aDx5iW7RkmsUvhrBa9SnW5oF+jYVC84BvdA1lVpQv/9dFjroQpAO8q9Rf+PGXaQZt9Rt2xG+nxwAC0HnQ1cHjQXdX/416h9A12+2ZtyOoHH/CWisg14F6SCtomO3YOZ+BOugay3LulczbhHovj0FjXXQX0H9W6uYxqbNpx4BFVelsgmkg6bqxBVC5IPWi89C4/Wg90DaTetlO24x0WwAuwesB90Fyv+6a9Q3A7gYjdeDPgXpIK1NQ2x62dAcAPsG6KCHQc9Z3TXqCQCuReM16q9A86NaGzbbtHnkU6CXJ6ZSB2AeaDyjq4POBXALGuugb0Hjr+d04rovMH0SKZsupbAINH+upYNsKmi/E8B2vmv4E2ic+6hm3PagPjgMjXXQclBO0tVBg0C5w6+DNoB00B2acQtB4/vT0FgH/Q2Uk7SKaWx6KePjoOKqVCpB49QpWeigmSAd5M9JNkgHaW3oatOmCrNBm8ikshU0Tr1CRwe560E3ALgMod5WTQAAIABJREFUjdeDPgNwmuM4Wpsn2rSR0xwA+wfkpMeRnQ66HMAkBOugsyzLekUzbndQTjokYG5mPmjeR6so0aZC69tAReipfA/g95ZlPaMZtwvofA4K+HkxSAdpbYwthBgJmvsr9f20DsBVjuM8qBPXpo0YvTVqvw76f6D+rVXgZ1Mx9EMI1kE3WJZ1u2bcBl5dX+xsvbr9QWukQTpoBrLz6t4G0kH+uZmPQblfSwcJISxQ/w7y6v4JwKW6Lxiw6YVqVwIo8rX5C9D6h1aBvhBiJwBzEezVnQ3gXN0XKbqbL96AYB10juM4L+nEtWmjtqcAHB6wRv08SAfpenXHge6vIK/uJZZlPaUT190U6THQGrVfBy0DMMZxHF0dNBQ0NijznY+fQeum92nGbeDV9cWOwqv7ZwA9fXE3AbjZsqybNePmgzTJWWick94DMCoLr24fUJ8I8ureBWBCFjroFpAOCvLqjrE0X3QuhEjn1a0BPRMu0t28IdWr6zvPkXl1A8Ycc0E6SNerez5Ic/q9ut+C/DjPa8bN5NX11oN0vbqjQTooyKt7mWVZj2nGbQ+amxmKxjroddCzUGsTWptehvoAgIoAHXSdZVl3acZt4NX1xc7Wq/tbUI7eKWCNWtur6+qgWQB+h2Cv7mhLcyMjIcR+oJy0p++nraA56it1XjAg4dU9zdLcPNHVQXNBL1dLJQqv7hUgHVTi+ykKr+5TAH5rQAedDZqb9+ug70A6aL5m3K4gHTQwjVd3rK4OSvXqBqwHXWlZ1kOacUtA44IRaJyTVoL6iq4OOhb0zNs+YI36BsuypmvGbeDVDdBBo3S9ukKITDWLMwBM0lkPMuzV7QV6fvu9uiZrFj8H6aBsahbngl7omkrWXl0hxCUgHdTO99PXIB2Udc1iGq/umVnooNNB91eQVzeWNYs2bVaUrmZxgmVZ9+vEFUIUg3TQyUjj1dV9Obtt20eC8t0OAXMzUy3LulUzbgFIk6SrWRyVpVf3CQTroDtAa29xq1ncC/T8DqpZfAh0T+t6da8FeXX960FfIjuvbiYd9BSy8+puq1kM8Oqea1nWC5pxS0E66KiAnPQCaG5GVwdt8+r6Yv8AeqY8oRPXfVngo8hQs+g4TjZe3fsRrIOyrVn8E8ir6x9zrALpoC81Y2fy6t5qWdaNOnHdNepZaJ6axSuz8Oqm00H/AumgbGoW54JerpZKDWh98ve6Osh9YcNENNZBXwEY7ziOrlfXdM3iNAR7dU3VLL4E0kG6NYsng56zfh30E2gN8s+acduBxgUnorEOWgEan2vVLAohBoCeed19P/0CYLLjODM129wGNA89Fo1z0tugMUc2Xt3HYKZmcQaA89BYB2Xr1d1Ws2jAqzsZpIP8Xt3PQfdzNjWLcxHs1X0cpIOi9up+DVqjTppX9yLLsuZpxu2M+vWgRNYsRuzV3VazGKCDsq1ZTOfVzapmUQiRqWZxFoBrNb26oTWLui86dzfZfgoZahazWA/KVLN4umVZWi8VtlNqFn0/RVGzmMmre66lWbMohMhUs7gQwOm6Ly2z6eVyMxGsg7KpWQzz6o6x9GsWt3l1A9aoTdYsjnIcR8urK4Q4DDQO39H30yYAtzqOk03N4javbsQ1i5m8uto1i25OmgrgEqSpWXQcR6tmUQixO2jMsa/vp201i47j6K4HXQ3SQUFe3TMtzRfX2FSzOAeGvbq+a5iVV9emF/c8CeCYAB2UVc2ibdvbahYDdNDllmVFUrPo+/kNZFezuM2r6/spiprFdF5dUzWLUXh1t9Us+n7+ENRmXa/ur0FjjiCv7n2g+0PXq7utZtH382cg73k2NYtz0dirG0XN4mWgdaym8uo6qF+j1tVB40H3l38/qaxqFoUQnUFzM0Fe3SUgv7WuDhoBGvsH1SxeZVlWNl7dh5CsmsU2oHNxOiKuWUz16vribqtZzNKrewEa66CsvLq2bVugvtLL1+ZtXl2dNWo39iQAV6FpaxZng/SKrg66CMCNiLhmUQhR5rYtqGbxeZAO0l2j3lazGKCDsq1ZfAz00kf/3OsykA7S9eoOAY0NgnSQtlfXfTFXxppFXR1kp9QsmvTq+n5+D5STdGsW+4DGurv7fmr1NYsBXt0zrexqFucAOChqr64Q4jyQDgr06jqOo+XVzVCz6Hl1x+nWLAohRoM8EP69W34EcJnjONl4dTPVLI7O0qv7J5ipWbwf9BI0/3pQVjWLQohtXl3fT5UAbnMcZ4pmm8NqFk/R9eraVLP4FIA9A9aDtGsW3fWgG0Fr1EF7t5xmWZaJmsXHQOuy2dQsXo/G+0n9D6RVlmrG7e62OXKvLsMwTEvCLxaYZkQIUSaEmCuE+EwI8ZEQ4mUhhN9oCyGE1sQmwzAMs004PY3gIgkA2B/ACneSQzX2/qDJQr9hEaDFqmtBQlOHB0GbB/sX6gAqBF1u00ualHANyW+g8QYWAInhC0GTEDrcChJ7/klxgET8Utu2/RPbobhibyUab2AB0OLrOAAL3Ik71diXg4xc/klxgBaNF7pFhapxO4EmbfwvmwNokXs4gMXuoo1q7DNA18i/gQVAk1Kz3cV61bhFoAKtoMItgCbTXncnqpQQQpwAEub+wi2AzOD3CSF+rxrXncx5AcHmIAA4CNS//S+ckYn9W1ARbVBuKAZws23bypNQbk56ClQsHpST9gW12T/xJRP716DN5xuNJ0GmnqtAJiEd7gUZkoPu2d1BOclvOgzFLcxcgcaFWwDlpHNBk7nK2LZ9I8jU5DcHAbRB42KbNkdTjVsKarP/ZXMA3YenAnjevT9VY18EWsj1T4oDtBHmAptelKYatwMoJ/k3sAAoJ50A4BW38Eg19mjQNfJvYAFQnnrMXcxTjVsIMgkMRWNzEECLjm+4C3qqsQeCFij9L5sD6Hlwl2toV42bCyrODdrQHKDF3ZWuqV019oEg8/iOAT8XAZhi27bWSzDhTvai8aQ4QBv/rhBC+DfrCsWmzYNfR+OXLACUSy4DLU7ocAdogxq/YRGgjcVecwvHlHALM1ei8QYWAOXsswDMdXO5auzrQOZvf+EWAPQAsMhdkFWNux0oJwXlsxxQcfMid1FWNfa5oGvk38ACoI3ynrapOFs1bjvQ82pAmkMGAXjVLUxQjT0StEAZ9OzvDOAhmzYoVI1bACoqG4ngnHQIKCcFjc/CYh8FGs/4XzYH0OYC092FXtW4OaDivTMRnJP6gHJSD43YfZBZB10HKuDS4WGQITlIB+0FOs86Omh3kA7yb2AB9++6CGRM1uE2kA4Keo7uDGCZW1iihE2FmSvReAMLgK7p6QDma+qgK0Fa1b+BBUA66AXXuKYatzPoPB8W8LMAFT/q6qAzQdeoc8DP2wF4yqbiTdW4RaD7Od0Y61iQDgo6V2Gxh4D6oX9zUYB00P02bWCmGjcf9MLgoJduA2Ri19VBh4LyXZAOKgFwq02bV6rGFXCLexCsg/YDtXlHjdj7gp4r/sItgMYKV0NfB/0RZEgOumf3AOmgoPmVjNhUmLkCjQu3ABqTnQ8yhisjhJgKMhAEzc3sCGCxEMJf6BCKTRt1rkDjwi2ActIYkA4KeuaExb4EdI3S6aDnbDL4q8btCNJB/sItgHLSENBclY4OGgMyygbpoK4AnrCpuEs1biFo3J9OBx0Juu90dNAgAM+h8UsWADr3d9v0MlIl3BeSPAe6B4JyUn8AK4UQQX9vRmx6we0SpNdBN9q2rfWiBbgbdSNYB+0Dykk6OsgC3XfpdNDlIDOVDneBCjODdNCuIB3kL74Kxc29K9B4AwuAcvY5AOZo6qBJoDnjIB20A4CX3GePatwwHTQKwIuaOuh80DUK6melAJ6xabNe1bieDko313wcNHWQEOIk0Hyj37AI0Njpz0KIM1XjumO2xXA3sAg45DBQXwkan4XFPhqkg/yFWwCNUWfa9LJC1bieDjoDwTqoL0gHBemvsNj9QONGf+EWQFpgEqjARoeHQZokSAftDdJBfiN0KDYZkpcjvQ662P27dZgO0n5Bz9FfAVhm23aQlsmIe21WgDSrn1yQxtXVQVeDiuSCxvbbg3TQURpxu4B0UFA+E6DNMF925xZUY48HXaOgftYNNE81UiNuMeh+HpzmkAGg54qODhoGWpcN0kGdAPzJtu3zNOJ6OihoIz+Angkr3GeEauzDQObxoDmSEgDT3Lk91bgCrpEewTqoNygn+V8oFYq7efCraPySBYDGCteACtV1uB80d5tWB7mbUSjhjq1WoPHL5gAak10ATR1k2/bNoI06061Rv+LOsavGLQe1OWh9OxdUKPyspg76A2h8F7TuWgHSV9noIH/hFkA5aSiAJa72UI09FrSeEDQH6umgUzXitgXpoKCN/ADgKJAOCtKMYbEHg9Zt0umge2zbvlgjbh5onelUBOekA0H9O2htPCz2waAxWFBuKAZwk23bWptYwN0UF8E66Ncg7RY055sRmzYPfh2NC7cAyiVXgIrGdbgbtMYddM/uBpq3y0YHBf3ZPNBavq4OmgwqOAsa2+8Amh89RCNuN1Cbg+Z1ckCFhC/YemvUF4DmwYJ0UBlo/DVENa4Qoj3o3gh62RxAOmiZWwyphE2emNlIr4Mesclboxq3DcgnErSBBUAeoDc0ddAxoM2EgnRQewCzbNoQXzVuDmjjtNMRrIP6gXJS0N8bFrsfyEcU5F8pAq2NaG32BfI9XYjgnGSBznOQ9yUj7hrScjTewAIgHXQpyJOnwwzQBjXpdNCrQoggLZMRd61uBcjD6CcPpIOe1sxJ14C0ajod9KJNL/hRjdsF1OagfJYD2nhOVwedDbpGQWvU3QDMs2nDCNW4JaAxdLox1kCQDgqax8qIEGI4aOyfTgc9IIT4nWpcVwctgruRX8AhvwXpoKB56rDYRyCzDrrNtu1rNeJ6OiiTV3elrefV7Y3MOuhakA9UhwdAhZmZvLpBeSUjQohdQX0lnVf396DN3JSxbftW0EadmXRQ0JpORoQQFcjs1R0LYIG7NqAa+zKQ3yetDnI3vlXCDvfqDgPpIJ016nGga5TOq/ukTd45JdxN8ZbC3cAi4JCjAbzujqeUsGlD83Re3Q4A7rVpU0XVuDJe3ZU2eStVYx8MGoOl00FTbdvWerkT3I1XEJyTfg1qc9Ccb0Zs8sq+jvRe3StBPlAd7nH/fDqv7uu2hldXCJHJq5sHOk+6m7LcgObx6o6Gvg66EOSLDppv8HTQ8RpxPR2Uzqt7PGj+3IRX91E3b6nG9by6w5Deq7vczbeqsQcgs1f3Tps2XVONmwvSQSa8uv1Bc1XpdNAU9zmsw6Og5386r+4bNm3soIQ7X7scjV82B9D45g+g8Y4Os5DZq/uqrefV3QHhXt15mjpoIsjPl86r+5Kt59XtCloP+m3Az54OWmTrrVH/DnSN0nl159m0gbhqXE8HDUxzSDZe3RFI79XtBOBBV9+pxi0AjQtMeHWPBK01pfPq3u7qaNW4OaC1sXReXU8HKXt13XmGV5HeqzsRNF+hw0Mw49X1ahaD1pKyrVmchvQ1izuDfGA6Xl2vZjGTV1erZlEIcQUol6bz6i4UQqSbP02LXe/VTaeDTgTNzWRTs5jOq5tNzWImr652zaI7f52pZvGP7jy4EkIITwcFbeQH0Hz9SiGEjlf3EKSvWSwBcIu73qAaV6ZmcaWdnVc3nQ7Kxqt7HzLXLL7urkcpYdd7ddPVLJ4HWj9TRghxE+iFBUHP0R0BLMnCq7sS6XXQGFC9s44OuhiZaxafdddXVeN2AOmgIM+N59XVrVk8FZm9uo/bGl5dIYRMzeJyIUQ2Xl1TNYtBG5oDrlfXJp+DauwDkdmre4NNvgwdklizeCfS66BdQWPoIL9tRuz6msV0Xt2zoVmzKIS4DiFeXfdlGkrYcjWLul7d80DXKJ1X11TN4mDQ3IyODjoJVBOTrmbxYZv8fqpxPR00AsE56VBo6iAhhFezmM6rO0MIcbVqXHdsPB/pvbpezaKOV7cvaP7cVM3ixcjs1Q3KKxmxw2sWL4Z+zeLtIH9y2ppFTR3k1Sym8+qeAX2v7lVI79XtDsob2dQsZvLqZlOzmMmrO8fNAapxPa9upppFXa/uUDRPzeLBoP6t49WVqVmcpBHXq1lM59XVrlkUQoTVLE4A+UB1uB8hNYtCCOWaRXds9QYM1CzaVL+VqWZxiU11YKpxy0E5KVPN4nO2nlf3UmT26mrVLLpaIVPN4lAAr7jaQwlX4zyOzDWLYzTiynp1dXVQJq/u3TbVjyrh+hKeR3jNorJX19Xs6XRQMYAb3TpdHR5Heq+uV7Oo49W1kNmreznIB6rDXaC5nbQ1i25OVEIIsSMye3XPATDHfbmUEjbVud+C9F7dl229mkUZr242NYuRe3VTdFBGr647R6sa+2SE1Cy6YynVuDI1iya8ul7N4pUacT0ddDqatmbR8+pqvZAKpEUy1SyusPVqFvcEjTnSeXUvAa1F6RBas5iFV3clgr26Xs3iM5o6aAKo3Zm8ukHjhrC4Xs1ikFdXgNZUX7L1vLpnga5ROq+uVs2iEKIYmb26A0DPFWWvrjtXNA8ZvLo27ZOlGtdkzeLhCK9ZnKgR1/PqBr3YCciiZtEO9+peA/KB6vAnkIclSAd5Xl2dmsVdQX0lXc3i70Fz1crYtJ/fFERfs+h5ddPVLI5FdjWLdyJzzWI6H0laUnRQuprFYdDXQTI1i8peXVcHLUXwS7cB8vjp1iweB/KvpdNB99q0n6gS7hp1WM3iCvcl6ErY4TWLU23at1WHJ5HZq7vCzs6rm6lm8V7VuC5hNYuv2bSvrxI27R8cVrP4lGpcN/YUpK9Z7AnSQUHetrC4ng4KmtfJyqvr7i99H9J7dRe4+1Srxs1Us+h5dZfq1CwKIUaB7umgZ38XAI8KIU5XjZuig8JqFnW8useCckemmsXLNeJ6NYvjEHHNohDiAGT26k4WQpiqWVxhZ1ezmM6rm03N4kxQTVSmvVuCtExGbPLqZqpZHA99r65Xsxg0tt8e5KfVqVnsCmpzJq+ulg5iGIZpafAL52KCu8jxHIA3HMf5leM4e4EmUEpTjskFAMdxlBdTGYZhmG0MBE30ZaIcZLZTZQaCJ1xSuVh1Uc1dBAzb+KgjaOFblakINrulMsa2baWCBncSL2zjo7bQewHfRARPXqQyCDSxI427oBa2GVseyMSvKoAvRfDkZCoHgQz+0riT12EFgQLAHRrmhPEINoamYoEM/tIIIXJA5pKwceitGhtkjESwCSuVHUETuqrcieCFqVSu1ZjgOhJkWs1EN9AikyrpNolK5Xxb8YUI7oR32GJqO+htJHYjgidUUznJVizsdie3wl7O0wZ6Gw1NQPCCSSpHgyZ0pXHNd2F5PRe0wYKqrrsQwSaNVGSePQ1wJ9pkFoBn2uqbl45DsDE0lT1AZntp3Hx+F4InrlO5ScN8NBTpi1E8tgfpPlVmIXhhKpUrVQ3PQohDQIs5mZB5XgYxDcGLPKmMV53AdifcwxZTi6G3yftkBBtLUhmG9Ga7QFyzc9hYU7Y/+bkCwcaxVA4DGVukcY2FYaazHFBOUjUnnIdgs3oq+4FMotK4C5J3IngxLZXpGobIUxG8+JDKriBjiyp3IXhhKpXJtvqLo2TGx+Ugs50qMxFshknlUltxAxybNuwJ2/ioI2jhW5WbEWx2S+U0VSOPW4ARtvGRzBg+iOsQXGicymCkLzoKxDWyhW3Glge9Ypc/IHgjgVR+A+pT0rh91pQOOhvBC6Kp9AIV00jj5kYZHTTNVi8MOwnBG4WkshNoEzpV7kSwaTiVibb6plwy4+NS0LNYlekIXnhO5QJVc6FNheBhz6L20NNBNyG46CeVUaoFDUKInqDCjkwUQk8HXYPgor5UjgGNlaRxjS5heT0XenMzFyHYpJFKP5DBXxrXxCNzDmfa6sWqZyDYGJrKniCNJ4177u5GuA6aqmE+Gob0L9Dy6IFwjR7EHQjXQVerGp5teqlM2MZHXUFzFqpMQ7ABN5WzbcXNJtwc9vuQw0qgp4OmIFwHDUfwxphpcZ8VYWPNAui9DOcqBBvHUjkcNHcojU2bVoXldV0ddD7CdVBvkMFfGiFEPuR00AwNQ+QYBBfIpZKNDgozlU7RKMI4DuHj4wrQmoMqMxFs0EvlD7biyypdDTI25DCZ52UQtyBcB42zbTvs2dMA10AZ9pJSmTF8EJMQroOOQ/qio0BcTR025+71J1UuQ/BGAqkcDHM66E4Nk/Y5CN7ENZV9EL4u0ADDOuhkhOsgmbXKIGR00HW2+qZcxyJ8fGxSB10ohFDaCFQIsf//Z+/Mw+woqj78NjtJQIEkH+64gJ9QF8VdP2QPhCUQSILsIhJAFgEjkBg2wQVQBFkUZJd9M4AgYZdFQXaYCwio7MlkJ8tkz9T3R9WdmZv03K7T0zW5Hc77PD4mQ+ekcm93df3q/M4pst9FH8I1qZLyC9KLfrqyd1V4CJPfE8/KA+bVQWNJL+rrymBc84VgfO4hqwlBLR8k1UFHk62DQvbg6vA5nqw8f4IrPJCatA8i/TCLrmyMXAfVctRZ67ZfVuUNMkLWx58kW6OncS7ZOerRVeEhLUmSbE12nqA/2fuGaZxFtg46VFpkVXWNQ7P25PqRr4D+NNKbwHVlGNlehDq8dyBrrZk3HzSa9OYmXdmGuDpImqM+gvQDdrryFZxXJZguOepMHVSVNy/dn2wdtBGuEUIwXfZmstZtp1fljQJ3JXt9/DHce03KOWTroJ9ICz+9Jy2r8VHI+zKNM0hvyNKV71eFB2QnSfJ5sr/3PuRrbngK6YXGXdmV7g8ISKXqDmg5NeOyvDroJ6Q3eezKd3ANdoKpuoZ7WZ9hLR8k1UGHkl6025Uv+uuC8UXdITrorBwNMvYmvWFiVz6L+z6k/I7sHPUpVfnBUYNx3plGrI+776WEenVFjUD9fJDV+OhDxPPq7pskiegQpl7w6mY1PtoRoVc3SZJQr+7vcjQSO4b0xtJdCdmDq8OvI0J00G9z6KAQr25IXqAOgQ76VY4GGcPJXh9/inhe3Z9WhU25qq5RU9b6eADxvLo/rAoPRPDNMX6YcVmIpyuN08j26o5IkkRU2F11Dbmy/JCrk18HZeUBt8Xpt2D8/Z+1v9UTr26WN+GrZL976vDzzDlk66A8Xt0DSD/Mois98epmrdvyeHVD1scfJ54OOq7qGsME4xu5ZOUJ8np1zyDbq3uQtOmeX1dlfe8ha/g0TiX9UKCuDCXbi1BHoFc3rw46jmwdtCXZXoQ6qu5QuKw8f0+8ull7cl9CqIMEXt1fV+WHOOxDtlc3xLOZRohXN48Oil2zmJXnPyZJElEDHJ8fPjDjsrw1i78krGZRVC9fdQ2Ys/RvXh10EhFqFpMkCfEe5fXqHkuYV1fUfNznqEN0UB6v7sFke3UNcq9ucM1iVX6Y3Z6kN0zsygbk00Hnkp2jzlOzuB3Z6+Oe1Cxm7W/lqVkMeRfl9eqeTrZX97veTxiM9+qG1Czm0UFjyPbqDkLu1Q2tWczr1Y1Rsxjq1T0nhw46kOyaxZDatTqaoGYxRKOnEeLVPUHq1U2SZEuy8wQxaxYPrgoPyK5WqyHehJheXXHNYpIkMWsWjye7ZnFr3DszmCaoWfwyro4oGL/2CclR56lZ3I/0Q/26ErNm8WdJkki9uiG1bCE+8jSWZ81iTK/uAX4Mwfh/Y9b3HrNmcRfcdx2MoGYxlle3GWsWQ7y6WXmBOlbwmsU8Xt3tWb41i0cmSZK1Hq4jSZKQd9Ha5PPqBtUs+rVaMH4tGLNmMcuruwPZXoQ6BF7dWDWLIXtwdXhtE7NmMcurG7NmMa9XN2t9HNJXKI0gr67fAwgmcs1iiFf3EL/XEow/3DKrj1jsmsW0Q+y7ReDVzTMnLe+axfNyenWzvAkhdSJ1+LVPUM1iTh0U4tXNql1LIyRHfVrVNbCXMITs9XHMmsVRVeFhlT4Xk9XbcB3yeXV/RbZX98Cq8IBsn/OKWbOYtdYcQnN5dUeRfuhXV75Ddt+wOnrBq5tVPx+zZvEsn4OXsBeuL1cjPkN+r26WDjq5Wq1KD9ANWR//D/m8ur8h26v7oxxe3a+SXTeS16v7c7JrFvepCg9h8t6gLP0bUm+XxliyvbqDyfYi1BG5ZjHEq/tN5F7dEB3Uk5rFrLqRjWkur+4wsmsWQzR6GiE6aIz3hAZTdYcJZeUJQvYN0ziLbK/uYd57G0xgzWJPvLpZNYvDq8LDaL2HOssP2ROv7gYZ14T0T64jSZIQr+5KuPoBqQ46kuyaRbFXN0mS4JrFJEmkNYsHkH6oX1dCatfqEHh1S1mzmCSJtGZxc8JqFvN6dQuvWfTrqqzvPa9XN6RmcTeyvQh1NEHN4hYIvbqKoigrInrgXPOwNbDIWntR7QfW2ueBlZMkeShJkuuAFoAkSeb4/98qSZKHkyS5KUmS15IkOSNJkn2TJHkySZKWJEk+668bkCTJrUmSPOX/Jzo0SFEUZQUj1GC1t2RTruoOOwkx0SQIkxuEj3kXyaacN1eFmmhExjTcvzFk8/jbkk05n7wJLXASFRXhNoBCTDQbkV0g1IFPkoUm2aWf815km07BJXtEBfSCsRwqNCfsRHbBP7hNDFGigPAxf1/SSMwXUIY0/l4Z4WE4hI95T8mmXNU1Mg410UifldAx7yBpJObNF6Gbx9Jn5RCykzEAX5VsynmTS2gTTumYv0e2ER5cAjq4gN4/r6H3qfTeGE52ExJwCVlR4Qjhn99IYeHIILLNFOA2oQ8UxIXwMe8vKaCvuoMIQhp/r4Sw6J/wMe+RJElwAb03DoeaaKTPSuj121QFh/5W3cEaoYeyScc8kuxkDMCmVcGhv94MHFp0KR3zfmQnW8GZuIMPu/LJqdD7VDrmoWQnNsAZTESGKcFYDpYUjnjjcEjj79UQNlwlfMz7SAroq+4mDcrgAAAgAElEQVSwkxATTUwdNKQqaCRWdYedhJpoYumgzb3pOgj/nYQWOEnHHKqD/rcqOPTX3/uxdNDeZCdbwTUiEhXQE36fHio0TO1MdsE/OKO96CByZDoouIC+6g47CWn8vQrCAlvCx/xdSQF91R12EqrXY605BlcFh/5W3WEnoYdTS8d8KGE5oK/5gySC8DooVK9Lx3wg2QYQcEaA4AJ6rxFC71PpmEeQXXyHv0ZUOCIYyyFCHbQD2QX/EFcHHSA57KrqDqYO0esSzVsjWAdVBYf++rkg1EQTa07aVlJA7+fcUL0eSwd9sSo49DeyDtqf7IJgcO/44AL6yDpod7KbMYJbS0kNU7F00NZkm8rBrVlFJk7Cx7yvpIDeG4dD9HpMHbRrVXDory+gDG14F0sHfacqaCTmdVCoXpeO+QdkF+cAbFwVHPrr7/1QvS4d8z5kN0YCtxciKqAn/D49TKiDhpBd6AJuz0nU3JDwz+8gSQG934sLyVtKNG8NiQ4KPvTXH3ayvHXQTpICem8cDtXrsXTQN6qCQ3/9Hn6oXpeO+ftkN2sDl8sIPvQ3sg7ak+ziO3A5I1HhiGAshwhz1KE6SJL7qxE65u8Jc9RfI7vZKsTNUQ+XNBLzueHQvGWsOWk7oQ6S5C1j5ag3qwoO/fV7fAcGXi4d8wFkFwSD83wEH/rrC71i6aA9yG5CAs5bE0sHjRQW0G9DdgNoiKuD9hPqoE3JLmSDuDpoaFXQSMx76EL1utQbEaqDtpQ0EvNexdBD2aTPysFkN5AEMFXBob++UDuWDtqX7MZI4AoSRQX0hN+nP8yhg0Iaf0tyfx1jCbzuIEkBvW+YEKLXVyVePmjvqqCRmC+g3Crw8lhz0s5VwaG/SZKsTzyvbqgO+lZVcOivPxQxllc3VAdthODQ38he3e+SfVAGRPbqCgvodyS74B/ienUPFOqgr5PdbBXi6qARVUEjsapr4BWq12N5dbevChqJ+cNOlrdX9ytVQSMxfx8dGHh5LK/upxEU0Ef26g4juwkJuHkr1ANZI5YO2o7sBtDg3g+xdND+VUEjsaprwBnS+DumV3f3qqCRWJIknyRcr8fam9m6Kmgk5teBoXo9lg6q+MYiQfj1duh9Gsur+3EEh10Jc9TSNfRuZDelh7he3R8Ic9Rbkn0QDsT36gbXLPr9hRC93mw1i7sVPIYaoXsz/1cVHPrr98uWt1f385JDf3uhZjFEr/8P4R7IGiuyV/fAJEkkXt1vElazGNOru6fQq7sh4Xo91ppjh6rg0N+qO+wkVK/n0UEhev2rkkN/I9csHkiYV1dasyjR69IxS2oWo3l1kySReHW3J7vxGUT26gprFr9M9qEToDWLS7ONr2MIoklqFr+YJEnwob9N4tUtY83ihwnP/UnHIvLqJkmyFcu/ZnFfYc2iIfvwPYjv1Q0+9Ndfu9xrFnN4dWPpoFCv7heqgkN/I3t1Q2sWm8mruwvZh3NB/JpFiVf325SsZtEfdrK8vbo7JkmyQWjQJEmaoWbx61XBob9+7VqqmkWvEWLWLDaDV7dsNYvfk9Qseq0eotdj1iwOE9Ysfprl79XdNkmSYK9ukiTNULO4WVVw6G9kr24ZaxZDvbqxaxaDc9RVd9hJSI8hrVmsZzdhzeLHCdfrsby6WyRJskloUJ+jW941i5sIaxZjenVDaxY/Snjur0awDkqSZEWvWdyc7ANBIa5Xdy9JzWLV9WkL7TEUa82xs98DDsJ7bJZ3zeI3q4JDf4U1i7G8uhsiOPQ3sg4K9eoOJJ4OkvbVHUz2IcUQt2bxQMlhV81Ssyj06n6GcL0ey6s7qOr6+wbhaxZD85axvLpfFtYsxvTqhtYsboDg0F/vrY/l1Q3VQc3k1d2WsJrFmF7d/SRe3SRJvgiE9BiKmaOOWbOYJx8UwlZVdw5CEEKvrvRZkdQsBh/6G9mrqyiKssKhB841DwZ4ppv/9nVgrLU2rZDhi8DRuA2k/YGNrLVfBy4FjvLX/A44x1r7NZwh9tIiB64oilIyQg8S6gMEJ5EIMw9IxyCNvTJhBSY1vkRYwhzijVka+38JS5hLxyAdh+TajxFmHAZnTpCYbST/RklBSl/CjMPgGokFN5mTjIN49906hJmU8owj1phXJyxhWOMrhCXMJWOoEfpvTAhLKNTYlLCEuWQMNaI8K7jmnqENj5plHv0fwozD4MwJwYWOwnFIDvZbhTDjMLg5N9i4QnPMSWsTZlKSxoV4Y16V8O8EXCOg0P2HZnm+NyHMOAzN83xvQNhhJ9IxSK+XjHldwt/JG0qaKxBpzN5oGfp+G0hY0XqNZni++xLWSEMaF1QH9ST2/xKWMJfGhXhj/jhhCXNw5gTJPnWs57sfYYedgDP7BBtXaI5nRTLnSuJCvDGvQViT0xoSHRRrzCtRTh0kib0hYcZhaVyIN+b1CTMOg2skFmzwJd6ctBrh+wAfJ+yAqRrN8Hx/iDCTkjQuxBvzapRPByWCa8HNuaH7AM3yfH+GMOOwdAzS6yVjXo8w4zDA5yVFRcSbk1YirMkvyPaeoDme736E74dL4kK8Ma+CTAdtRphxGJpnb+YLlE8HfZKwJr/gGipLCqFiPd9rE/5Olsy50BzPimTOlcSFeGNeE7kOCiWmDgpuCIFbU4U2PGqW53sjwg47kcaFeGP+CGGHnYA79De4CRXx5qQ1CPdofILy6aAPE9ZYXRoX4uqgkIM4a3yZ5b83I81RG8Ka/ELzPN+fxXkeih6D9HrJmPvjvCUhfCFJkuDGl8TzzaxE+JpbsvckGgfx7ru1kOWom8E3swouxxOKRAfF9JhJYm9M2GEn0jFIxyG5VuIb+2qT6KAP4/w+IXyWcF+QaBzCayH88xhA2AFT0rjSayH837gmHwyvbtl00OcJO+xEOgbpOCTXfpRw39hmwuLrKM+Kb3QX6tGQ7D2JxkFcr27wQWjCcahXtxOpDqrQHDpoRffqSnxjG0sOZxSOQ+rVDV1zS+ZcaI41h1QHNcM8ql7deprl+d6A8nl1Je/kDSUHQtM8Xt3gJnM0x/MtWQdK4kJz6aAyenVDaxabZcwS31izeHUlNYsbUL6axXWR6aBmGPMaxNNB6tXNH/tzlM+r+z+E50uMsGYxypiTJFmV8HyopE4cmuP5lviCJHFBdVBXPghe3U8TdtiJdAzS62PVLG4kOQiNuDoo1INV1prFsnl18+igZvDqrug1i5+gfDWLkr1JyZwLzfGsrIfWLHZFvbr5Y29I+by6Et/YpkmShGpTiDcnrU74/V/WmsUPgldXdVAnWrPYSX/CfWP/KzkAgOaoWVyfctYshvaukMQF9er2JPYXKJ9Xt3Q1i0mSSN7JkvoI0TiE10L45yGZcyVxpdfCiu3VldR0QDl10Iru1f1SkiTL3avrvXmSmsXQvSfROIhbsxh8EJpwHDG9uhIdpF7demK9VyTv5GaZRwcgq1kMPqReOA6JDlqZ8DW3pE4cmmPNsRbl00F5ctTNkA+KVbPYLGsOUc2iIK6iKMoKiUR4KcuPJ621b3Tz356y1k4ESJLkP8C9/uctwNb+19sBGydJhzZaO0mStay1s2MNWFEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURfnAY40xdnkPQlEUxWP9/xRFURRFURRFURRFURRFURRFURRFURRFURRFURRFURRFURRFURRFURRFUUrHSst7AEoHL9H9SdVtDf7cgi6/bu/y+3Y6DxRcCfiWtfZL/n8f08PmFEX5APNU4HVzcXNzKE9HGIM09hLgOUHc54HFgdfGGrM09r+AORHGIB2H5Nr3gImB1z5njFkiiC35NwZfa4xpA14JvPwtYEqMcRDvvpsB/DfSOGKNeQHuQOFQniG8IUqsZ8X6cYTyIrCw4DHUiPKsAK8D7wde2yzz6CTgncBrXzLGzI80juBrjTGLgRcCL38PmCAYRzPMSbOAVyONI9aYFxH+nQA8i9OoITTL8/0SMC/w2mZ5vt8EpkYYg/R6yZinE/5Ofs0YM1MQO8qYfRPE0PfbJOBtwTiaYU5qA16OEBdUB/Uk9is03h/MGxfijfld3DMQwrPGmND3BMR7vufgNGcIbxA+50JzPCuSOVcSF+KNeT5QFcSV6KBYY26nnDpIEvt1IPSd3CxjbsXNSyG0GGMWZF/WQaw5aSHh+wDv4v6NoTTD8z0TeC3SOGKNeSHl00FWcC24OTd0H6BZnu//4t5xRY9Ber1kzNNwa4kQXjXGSHK6seakdtw9HYJk7wmaY06aQ/h+uCQuxBvzYmQ66DmcdgqhWZ7vMuqgt4HJgdc+IzxoIdbzPYvwd7JkzoXmeFYkc64kLsQb8zxkOqgZxix5T4BbUy0KvLZZnu/XcHv5RceFeGOeiMuZhPCCMSb0O4F4c9J8wj0a71A+HfQ+TlMXHRfi6qAXBXGbYW/mg6CD/oPzPBQ9Bun1kjFPxeWxQnjFWhu6DoR4vpl2wtfcEwnfexKNg3j33WzKl6NejMvxhCLRQTE9ZpLYL+M8i0WPQToOybUS35hk71w6Dsma433g34GX/5twX5BoHMJrIfzzmEL4nCuJK70Wwv+N8/hgeHXLpoNexb0vih6DdBySaycQ7ht7vhm8utbauYR7NN4ifO9JNA7ienX/E2kc6tXtROrVbaG+Dq2IMdSI9V6RvJObZR6dTLhv7GVjTKhXUToOqVc3dM0tmXOhOdYcUh3UDPOoenXraZbn+03K59WVvJNf97oplGbw6k7GrZVCaYbnW7IOlMSFuDpIkg8qo1dXUrPYLGOW+MaaxasrqVl8k/LVLE5HpoOaYczziaeD1KubP3YZdVAr4b6xqrBmMcqYrbWLCM+HSurEoTmeb4kvSBIXVAd15YOQo34D58MqegzS62PVLL7qfXShxNRBEq9uGWsWy+bV1ZrF/HEh3pjfoXw1i5K9yf8SPudCczwr09Caxa40iw5Sr249zVCz+KK1NlSbQrw5aQHh939ZaxbL6NVVHdRJszzfZaxZlHh1/+X7KoTSDDWLkr0naI7nW9K7QhIX1Kvbk2tfoZxe3VLVLFprJe9kSX2EaBzCayH885DMuZK40mthxfbqfhBqFld4r661NnS/DOLVB0nu/7cJ33sSjYO4NYuh9RHSccT06saqWYzp1ZXELqNXV/JObpZ5dArhvrGXvXc/xjgkOmgJ4WtuSZ04NMeaYzbl00F5ctTN0LslVs1is6w5JDWL0jEriqKscOiBc83Dg8DqSZKMrP0gSZKvAVsWEPte4Mgucb9UQExFUZSy8ofA666XHGhhjHkFeDjgUisYQ43Q6+80xgQnRY0xE4HbCh5DjYsI25T7hzEmeLPPJ6qvCbz896FxPZcTZk54FffeDsIXX18aeLn0c76BsE25ScCtwtihY7lYaLT8K2Gbcm3AnwRxIXzMV0gK840x/yQs6bQY+GNoXE/omG8yxgSbQ40x/wbuD7xc+qyEjvkeY0ywOdQYMxW4peAx1PgjYZtyTxtjJBu284CrAi+Xjvkqwjbl/gvcExrUP6+h96n03riFsE25acBNwtihn98lwmZA9xGWKJsHXCmIC+FjvtoXzQZhjHke+GfApe3AxaFxPaFj/rO1Njgpaox5C7g78PJYc9KDxpjgZiHGmBnAjQWPocYlhBWOvGiM+XtoUG/wvSLwcumYryHMnPAOcGdoUG9SCr1PLwqN67mNsGLOmcB1wtihn99lkkbNxpi/EVY4tRC4LDSuJ3TM10mK5IwxLwGPBlxqkX+HoWP+izEmuJGrMWYCcEfBY6gRqoMes9YGF6T4oqJrAy+XjvlywswJ/zLGPBQa1N/7sXTQ9YQV0LcC44SxQ+/Ti4VGy7sIK+acA1wtiAsyHRRcmG+MeZwwc8Ji3LtNQuiYbzTGBB9oYYx5jXC9HmtvZrwx5s3QoMaYycCfCx5DjYsJKxx5ylobXHBmjJlLuF6XjvlKwhqJ/QeX9wjCa4TQ+1Q65psJayQ21V8rIXQsfxTqoHsIK+aMqYP+JDFiGWOeJcw0ElUH+Wc2CD8XjC94DNLrHzDGBBfJ+Tk3VK/H0kHP+3dQEJF10NWENRJ7G/euD0Kog6RjHkdYMef7uDWVhNCxXCrUQQ8RZhhcgFu7Sggd87WSg/2MMS1AiF6PqYPu8NomCGPMe8BfCh5DjVAd9KjXkEF4bRqq16VjvoywRmIvG2NCcn9Ahw4K1evSMV9H2KG/ktxfjdD79CKhDvoLYQX0swnP/dUI/fwulxwm7PfiQvKWEs1bQ6KDgovkrLUxdVDoXu1frbXBjVyNMZMI1+uxdNA/jTHBzYD8Hn6oXpeO+QrCctT/xuU0goisg24irKnNFMJzf9Kx/FGYow7VQXMJz/3VCB3zVcIc9VOEmdyXEC9HfYu1NriRqzHmDcLzlrF00P0+Vx6Ez8GH6vU8OeoQHfSs9yQE4ff4rgy8XDrmPxHWSOwtnPcjCGutJEctHfOfCSvmnIHz2EiQ6CBJEeyDhDUSm088HXSNUAe9CPwj4NKYOug273ULwnvoQvV6nhx1yNr4YWttcPN471UM1evSZ+VSwgroq8aYR0KDGmMkeUvpmK8lrJHYe4Tn/mrE0kF3EFbMOYvw3F8NiQ4KblBmjHmUsEZii4iXD7pecqCFMeZfwN8KHoP0+ruMMcGNXK21rcTz6obqoMeNMcFFsNbamF7dUB30GvBAaNDIXt0bCWskFtOr+0e/rgrlbsKa2sT06l4p1EFPEtYoM6YOutl7WYMwxvyHcL0eyxd3rx9HENbaZvHqPhka1N9HVwZeHsur+wbhub/YXt1bCWskNp1wD2QNiVdXooPuJ6yRWEwddLWkaaL36j4RcGnMHPU4Y0xwI1dr7duE6/VYc9JDfr0WhF8Hhur1WDqoxRjzWGhQv94OvU9jeXXfJTz3F9urezthjcSayav7MGGHvcX26gbXLPr9hRC9HnNv5k6hV3ci7v4ocgw1QnPUf/f5/SCaxatrrW2WmsVQr+4kwj2QNWJ6dUPyljG9uldaayVe3ScIO8Qkplf3JqFX93XC9XqsHPU9Pi8VhDFmCuF6PdbezNPWWknjy9he3Vg1i7Fy1M1Qs/hHa63Eq3svYQdQRvXqCmsWnwVC9LrWLNbzoK9jCKJJahZfsNaG5P6ApvHqlrFmMaZXV6SDrLV/Y/nXLF4rrFmsAiF6PbZXN7iRa5N4dR/zn10QkXVQqFf3FV9XG0Rkr26oDorp1ZXqoDsJO3glds2ixKv7D8Ka9zZNzWKTeHXvlnh1rbXNULP4pF9jBlHGmkWvEVZ0r26MmsW5xNNBV0lqFr1WD9HrMXXQrX7vIgihVzeWDnrAWhtcs2itbYaaxef8XlwQkb26oTroLZqnZjHUqxu7ZjE4R22MeRCtWexK6JhvF9Ysvku4XpfOSaE66JEcXt3lXbP4UglrFicQnvurEezVtdau6DWLj+EOHsoiplf3BknNonF92kJ7DMXSQSKvrvfYLO+axSe85ygIYc1iLK/u64T3K42tg0K9upNpnprF8ThvYRYxaxavtNaWrmZR6NX9L+F6PZYOuk/i1e2FmsUQvf6MsGYxplc3tGbxTcJzf81Ss9hMXt0HcDUYWcSuWQz26lprXwBCegzF3JuJWbMYq6bpb8adgxCE0KsrnUclNYsh/UqB6F5dRVGUFQ49cK5J8JtcuwODkiT5T5IkLwGnEn5yeyN+BHw1SZIXkyR5GTisgJiKoihl5W6ykxYTgZ/liD2K7E2M30mMw9BRQJ9lxH0fGCOJ6xlL9sbqNUZw2Al0bMr9OuOyecCPJXE9Pye7MctfERRQQsem3EkZly0Gjhaa9ADOIbtZ1D8QmvT8plzWZ2iBYyTGYc9lZG8GV4ELJUH9ptyPyE6cjLbWBhuHPTeTXbD0JnCmMC7AMWQX9/1SYhz2PEB20mIycIowLsBxZBcc/15iHAbwjWeykrmzgOMlcT0nkV38c5MRHHYC4JOGv8q4bAHue5byK7ILEu9DWEDpN+Wy5vUluDlJkpwCOB/Iau4c8u6pw2/KHUO2WePHRnDYiecqsjeD/wX8ThLUz+c/IjtxcqLEOOy5jewGI+8AvxDGBfc5Z32GZxnBYScA1tpHyDbFTANOlMT1nEC2weQyiXEYOg79PS/jsjbgJ5K4nlPJbtQ/DoFxGDoK6E/LuGwhcLQkrucsso24f0OYnPImtqx5vR03J0mMw+A26bMaeT+HMPnsk2Q/IntO+ok3oUu4luxD1l4HfiuMC27MWeu2U43gsBPPX8lutDgBOF0YF9x6NOszPMcIDjuBjgL6LKNEXh30U7J10NVGcNgJgLX238DZGZfNJZ8OOp1sHXQXggJK6CigPznjstrzJOW3ZCegH0PYUNM/s6MyLsurgy4hu4FdC8KkqJ8bQ3TQCRLjsOcmsguW3sC9I6QcTbap9ecS47DnPrIbN0zCvYul/IRso/2FRnDYCYBxBxFkvYtm4dY8Uk4k+8CyGyTGYQBfRHZGxmXzyaeDfkn2IYr3Ijz00ZtUf5px2RLgRzn2Zn5HdpH0PxEWK3kzcMhneKzEOOy5guzDpkPWw3X4z+4osnXQWIlx2DOO7IKlEI2eRogOOkNiHIaOQ3+zTDFTyd43TCNEB11iBIedQMehvxdkXDYHtzck5RSyTW9/RnDYCXQc+pu11qztK0g5k2wj7oMID330TQ2y5vW8Ouj3ZOugZxEWBlhrF+He31lz5CiJcdhzDdmNG/LqoKPILu47RVJA6bmT7PXxe7icg5QQHfRbIzjsBDoO/c0qkg55X6Yxxv/ZRlwlMQ5Dx6G/52RcFrKGT+M0sv0Sf0Fw2Al0HPqbtedee56knE1209yYOuhooXEY3Do3a0/uRYRGy8g66EayC5ZCcpVphOig0yXGYc89ZK+PY+qg8621wcZhAGvts2Q3qJwJjJbE9YwluwnC9UZw2Al0HPqblQecDxwriev5BdmNWcYjLKD0uYexGZfF1EEhe3B1+BxP1mdocToo+LATz+VkN7B7GZfrCsbn0kLyQT81gsNOPH8mO08QotHTCMlRi3WQtfYhsvMEIfuGaRxP9uFAFxvBYSfQUUCftSeXVwedTHaj/lsQHHYCHY3EsvKAC8g3J51B9uEhMXXQj3LkqC8ku0j6aYTN6wQ56lFGcNiJ52qyGzeErIfr6JKjzlq3ney9TBLuIHt9HHJvpnEs2Y2XfuM9Y8F4T1pWMX/I+zKN0WQ3g7vCF8wG4xuJnZtx2Vzy5ah/RnaDyjsQFFBCx6G/p2ZcllcH/QZ3OG4jHkHYSMYX0Gd9hnl10EVkN/J+AWExoi+gD9FBx/vDvCRcD2TlCf6D+z6khOSof+bvIwnjyW602Epcr27IAZ8d+PkgqyBxJvm9ulnz+rXW2uDDTqBXvLpZjVnuRujVtdaGeI8WA0cLG8mAm5+zmkWF7MHVIfDq5tFBlwFZ76KQvEAdfr0Wkg8aYwSHnXhuIbvByFvE9eoGH3YCYIx5gOz1cV4dFOLV/YMRHHYCHYf+Zu3JhXi60jiZbK/uzZLDTqCjgP6XGZf1RAdleXXvR3joo7//s/a3anszMby6Ie+eOkru1c1at+Xx6oasj98lng76tREcdgIdh/5m5QlienUvt9aGHPDZgXGHyGV97zG9urchOOwEgr26eXXQr8k+PORhwht0AOAbrWTtb/XEq5u1J/ccQh3k9VhIjvo4IzjsxHMd2YeshXg204ilg+4m26sbcm+mMYrsHPW5ft8iGJ8fvjLjsthe3eDDTqDj0N8s/ZtXB4V4dcU1i/7Q36CaRUlczzlke3VD9uDqiFyzeCnZNYstCGsWu+SDMmsWjeCwE0+IV/dN4umgX+SoWbyfeDWLITnqvDWLWe+ivF7dkJrFG43gsBPoOPR3edYs3ku+msVYXt3zyD7YNU/NYk1LZo0nj1f3SrIPm47p1Y1Zs5il0dMI8eqeadxBb8FYax8mO08QUwddmsOrG+JNiOnVFdcsWmtDaxbzzEkhNYsPITz0sQlqFsVeXb/2CdFBeWoWY3p1Q3TQKdZaqVf3LrLXx2WsWYzp1f2TERx2Ah2H/mZ97zFrFu9EcNgJRK9ZXN5e3Tw6qIxe3eVds5jHqxuyPo7p1b1ActgJgLX2ObLfRXm9ukE1i36tFoxfC4bULObJB4XULN6D8NDHJvDqas1iPWMjeXWj1iz6PYBgItcshnh1/yj16lprQ/qIxdRBtyI47AQ6vLpZdWFlrlmM4dV9huw6kToEOiiPVzdEB4m9up5Qr27wYSeev5C9Po5Zs3i2ERx2Ah2H/mb1Nozp1b3SuD6awfic1/KsWWw2r+7ZZHt1HyX8MD0gulf3YsK8uqIDFAU66HgjOOzEcwOuL1cjYtYsnmbcoWkSQmoWY3p1z/OekmCMMc+QXTcSs2bxOiM47AQ6Dv3N0r+xaxazvAh1CHRQnr66sby6sWsWY3l1Q2oW83h1byW7p0femsVjyc5R/8p7QoMx7tDfrDxBT7y6WTroIu+9DSawZrEnXt3MmkXvcQ7Ge6iXZ81iSP/kOqy1IfN6O65+QKqDLsD1xW7E0wi9utba4JrFHL1b/oTrP96IV8muXatD4NU9qYw1i9Zaac3iY5SsZtHXQGV973m9uiE1i7eT7UWoo0lqFkVeXUVRlBURPXCuibDWTrDW7mmt/ay1dhNr7c7W2kustbssdV0///9/6/rfrLVbWWufXvq/WWunWmu/a63d1Fq7sbVWD5xTFOUDixfA38VtNKeJ4GeALaSbWz72M8Ag0gsH5+ESgHlMegAjccmvtI25V4CtjeB08RrGNQLdivQNkoU488f3pXF97BNwoi8tgfkGsL0RNi71cd8DtiC90dwSnMFzWI6EOcaY3+A2ddI2E98DdjPGiApVfdwZwNakN7+0OGPLjjlMPBhjrsR9R2kbNlOAfY0xYvHrDZHb4xLcaZtc9wLb5Ciwws6g0TYAACAASURBVFp7BzCc9MLg94HDrbWiDXfoKFbdFZf0TPv+/w5saeQHtNQKu3ci3Zw2B7eRLy6w8nPSPrikZ9qc9DxuzKJCdB/7BWBb0gsH5+OMLUdJ43qOwCU90+7ZV3H3hqg5BnQ0wNmS9GLmRTiT7H7SuD72SbjNvLQE5lvAYCM8XNPHnYQbc1qDhXbcJuPQHAlzjDHnAUeSXvAyETfXiQ6V8XFnAtuQnkiyuI2+HXKYeDDGXAfsT7r5dBrwPWOMKAno484HdsQlt9PmpAeArXIYCzHG3A0MJd0IMhNnDBUXYHhzwh64Tf20ZOA/cWsOqdm5VtCwA+lJmbk4Q1Oeom6A7+GSJ2lm9xZgS3+gkgjjDkTYmvRE8QKcseUQaVzPMTgDcZqR89/AttKiMOgwPG9Juol/Mc7AvVeOhDnGmNNxJsA0Y8o7wC7SQlUfdypuzGmGunZcA9ldchQzYIy5CDiU9IKXScCexhjRoTI+7mzc+6q7BMNdwHZG3mgCY8wtwF6kJ12nAwcbY0RmSB93IbAzzvyZtuZ4GDcnSRNqGGPux61n0hpjzcaZLMVmZ7823hOX9Eybk54mvw56msY66DTyJacAfoBLfqWZPF7Gfc4i4xF0JNW2Ir2p00KcwT+XDsKZA35Gug76L7C9tVaUBISORP+WpJtXluAM/sNz6qCzcFq1Ox20qzFGdKiMjzsd9zn/LeU/W5xxYKecOuhy4CDSm5FMBvYxxogO1/Rx5+Lu5+7WWONxa11pgRXGmNuBEXSvgw4zxogOsvNxF+HmjetJn5MeI78OeoTGOmi0MUZsLOyig/5Iug56DjcnvZkj9vO490pa4eB8XMFIXh30Q1wSOu2e/Rdub0bUHAM6GuBsSXox8yKcMWl/aVwAa+1YXMFJ2nv0TWCwtVbUsAfAG1W3JL3BwhKc6XyokRd1Y4w5F/cdpemgCcDuxhjRoTI+7kzcejSt4MTiCs3y6qBr6V4HTQX2N8aIGvb4uPNx6/7bSNdB9+PuO6mxEP8Z7k73OugoY4y4AMM3VN4ddw+kff9P4DRFHh30D2Aw6TqoDWdoymPiATgAV0yTtk5+ETeP5tFBVZz+7k4H/QbIm7P7EW5OS9NBr+N00PPSoH7u3ZJ0E/9i3Ny9d04ddBrONJWmg97GrQtEhao+7hQa66AbcOuZPDro97jvKG2/oRUYYYwRFar6uDUdlLbXbHFrke2MvNEE1tqbgL3pXgcdZK0VmSGho1h1J9waLu37/xvuWZE2v+mqg9KaFczCNUQVN+Tya+MRuLVy2pz0FG7NIWpM7GM/ids/TzMlzsNpgjwFlODWub8jXQe9hPucRc3SoaMR6FZ0r4POxWmwPPwEp/3S3qP/AQYZoRkSOnTQFqQ3mluC07gjcuqgM3AFL2lr+3dx84aoUNXHnYb7nNPms3bcXsJORl7MgDHmMtx31J0O2ssYIypU9XHbcDqou2LH8bj3irTACr9XtCfpOmgGcKgxRtQcw8ddBAzBzfFp3/+juGdF2vymVti9M+lFOnNwTTfEzW/8u3Mv3J5img56FjcniRpyQUezie1IN8zOw+2d5jHhgtsPbKiDrLWiA70B/NpqS9KLmRfh1mYHSOP62D/FFWJ0l6PewbgDPqVxJ+LmpLT89hJcLmCPnDrot7j1XXc6aKjPZUjjvo/TQWkFJxaXcxls5I3HMcZcjcsnpO2B1nSQqGGPjzsPp4NuJ33NcR/5ddBduLxNmh6ZCRxpjBE1S/dxF+N00DWkz0mP4+YkadEnxuUuB5PeSLIN13QjT8M9cDr2D6TroBdw2k1UiA4dRVbb4HLGS7MAl2M+XBrXcxSuaCntnn0Nt28nao4BdTooTUMtwuXy98mpg07FNRNrpINEh2v6uJNxc1Jafrsd55kYYvLlqC/E7YN1p4OGG2NEhaoA1tpZOB2U1vTF4rwp21trxTrIOE/MvqQ3ip0GfN8YI2pc6uPWdNCtpM9JD+HyFFnN4tJi3wvsRvc66BhjjLgQ3a+Nh+EaFKW9k57ErTmkjYm76qA0/8pc4FRjTJ4CSnA5mfNI10FV3DwqapYOYJyXbivSm9suwHnxRkrjekbhvIDd6aDtan5uCT5XtwXOw7g0i3Gexz1zzkm/xOm3NB30Dm7eEB0q4+PWdFDafNaOKxjeOacOugT3HaU9Z5OB7xpjRIfK+Lg1HdTdXvPd5NRB1to/49b+aQ2SZgAjrbWiAxygQwftgsv5N9JB0uY3GGMe8rHTdNBs3MEQ4qLPLjroUhp7dUUNuXzsZ2msg35BvgJpcN6V39K9V3cr4xoNi7DWvk5jr+75wIHSuADGmNG4xlyNdJCocSm42hYa66CrgD18bkAa+2wae3WHWmtFhapQ59VNm89qXt3BJl+O+ircd9SdV3c/Y4zocE0AX2C+Pa4Iuzuv7tZ+PSXCOG9hI6/uEcYY0YHePu5i3FrmWtLnpH/gnm/pAS21wu4dSddBc3AHhedpNAFuzXgR3eugLUw+r+6LOB3UyKt7pDSu50hco5o0HVTz6oqaYwD4gvst6N6rexHu8xLjv5+f0r1Xd0f/PUvjTsKNOS2/3Y67H3fLqYPOx/mi03TQRJwOyuPVnYW7N7rTQXfg6iny5Kivx/mpu9NB3/PzljTuAtxeRHde3QdxezN5dNB4nFe3Ox10tDFGfGiU6fTqXkVjr25Ws7i02DWvbnc66BT/Hs7Dgbj3f7deXSNslg7gmxlvTXpz2wW4dU5er+6xuHVW2j37b1x+M6tp9jL49WAjHXQpbu2fRwf9HOfn604H7ezXw9K4U3Fru7QGZDWv7s4mX476Ytx31J1X97vGGNGhMj7uHNzeTHd7zX8lrldXdICDj1vz6t5E+prjEdyzkser+wAu19SdDvqJ19HSuDWvbuE1i36fYTu69+qeTr6GmgAH4/ZJGnl1Y9UsHiSN62lUs/hfXI5a1LgUgmoWryRnzaK19te4ubTbmkVrrehQGajz6nZXs3gr+WsWr2D51Czeg9ubyePVzapZ/KHfBxdhrQ2pWdzCWhvDqzvG5xukcS1uXX8x3dcs5vXqvkBjHXQG+b26hxOnZrHm1e1OB/XEq3si7iCHRl7dPDWLNa9uWn57CZ01i3ly1L+jcc3iHj6/Ko2b5dW9nfw6KMure4BxeWwR1tr5NNZBD+D2ZvLWLDby6va0ZrGRVzdvzeLjNK5ZPMk4X0YeGnl1Y9Ys/gbnf8nD0XRfs1jz6uatWdyCCDWL1tpGNYtvAztba/8mjWvCvLpDcuqgP9B9zWIr8WoW78StG/PooJtp7NX9gXF+P2nchWR7dXPVLFprG9UszgJ+bK0VNyY2nV7drJrFPF7dp1g+NYsvEbdmMa8OOo7uvbo1HdSTmsXuvLo9qVk8k8Y1i0NMPq9u7JrFRl7dvY0xosM1fdy5OF3fqGYxrw66jbg1i915dR/DPd95vLoP01gHnWBc/Yk0rsXNz4XXLFprs2oWf0m+AxTB1aw08upu4w+BEuHXVo1qFi8kpw4yrn6rYc2icXVg0rgTya5Z3D2nDjqHxl7dXDWLvmF6I6/ubcAOXnuIMK4e8QAa1yz2xKvbqGZxK5O/ZnEPutdBRxpXPyrC+xKG0r1X9wnc3ozYq+s1+450X7N4oq/TzcMBuD2HRjWLeby6tZrFRl7dH0rjerJqFrfxc6IIa+2bNK5ZvBjYx1qbJx/0M+J5dRvpoOvpWc1illf39hxxQ2oWB5kcNYvG9W3Yh3QdNA04yK+lpHGzahZrXt08NYv30dire6xxfTakcdtx+9BX0rs1i3NxNYt5vboH0b1Xt6aDelKzmOapq9UsHiyN6/kJLgcWw6vbSAddjtuPyKODfkXjmsUhRniojI87DTfmGDWLl+K+o0Y1i6JDZQCstW04HdTdXvPdwLbW2rw1i9+le6/uIcb1yZLGXZ5e3eON8zhI40arWfR7n9vSuGYxz6Gu4PYDz6ZxX12xV9e4msWt6L5m8QJcPZwY4/r5NfLqbm9yeHWN8zRtSeOaxbw66Le4fe60tf175KxZ9DmTRl7dcbj8WB4d9Ce6r1mcgtNBosM1fdwsr+59uDxkHh10J66Op7uaxSOM6ycqwueoh9K9V/dxXG6laK9urWYxz+HY4HyNDWsWjes3K8Jk1yyehfOB5uEonNe36JrFNwioWZTG9bFPoXsd9BZuXSA6XNPHremgRjWLu5ocXl3fX/pwutdBw3yfamncLK/uX4BBeWoWrbU30Nire6C19kppXK+DdsTVNhRds3gPjb26xxjXd10at1az2J1X90ngOyZHzaK19p9k1Cxaa7MObu+O7+O8uo1qFsVeXeO8dFle3bw1iz8mo2bRuPMPRBjn1d2SxjWLeb26v8Tlsbrz6u5i8tUs1ry6hdcsKoqirGgkOfbWRdx+++1P77bbbl+NETtJktTBW2uTGH+foiiKsmJRrVY/hjO/fAK3UXKbydFcLiVugjNWDAJWx20SXZ1HrKfEHoAb82dw4u+vJkeBYzext8QlI9bECe2rTY6G9ClxP4zbJPk8TmQ/AIzPk0xLif11nOF+bVwy7eo8idaUuP1wRrIKbjPjUeCOPBtbKbE3xRUQroNLVl2bx/yREncNH/cruE2jJ4FbihC+1Wp1I9xm5ADcxtYNeRIxS5Mkyaq47+9buIOQXwBuyLMZtzTVavVTuPvuo7jN9lvzbIqkxF0JV7S6NbAqLtF9rclx8F5K7I/gnu9P4jbb/2JyNFVIiZvgEq87AGvgkndXmxyG8pTY/XGf8+dwm+TjgQfybBKlxN4cZ0Ltg9u4vtrkaMSYEndt3Ji/gNtsfwi4q6A56au4jdC1cQa4a/IkWlPi9sHNSV/EzUn/AMYVNCdtgksYr4tL8F+XZ9MzJe7qOHPM14AEZ4a5OY85OyX253BFjwNxCf4bTY5iwZS4q+CMQpsDK+MMetebHAUjKbE/gXu+P4bbbP+zyWHcT4m7Ei5hsC1uTvoX7r4TJy2XJkmS/8GNudbIcEtrrdhEl0a1Wt2mUqk8ANDS0vJj3PMtNlKkxF0X2K9SqfzOxx4M3FvQnPTtSqXydx93NG7M4gYkKXHXAvatVCp/8LGHAnfmSfCnxN6sUqk86+OehHtfiZsipcRdE9irUqlc7mPvhbunxUbIlNhfqFQqL/u4p+GeQXFhTkrc1XDz8zdwc9KzuLlDbEpIif0Z3Jy0Pi6RebPJcbBHStyVce/BLXBzUhU3R4uNUimxP457F34Cl5y5LY9hJSVuVx20Gk4HXVOQDhqIm5M+TfE6aCvc+q5QHZQkSU0H1Zqz7QSMz2N0XppqtfqNSqXyBEBLS8sY3OdclA7ap1KpXOxjDwNuL2hO2rRSqbzg455CwTqoUqlc5WPvS3E66PPA3pVK5RQfe5MidFC1Wl0V2L1Sqdzo4x6Em5OK0EEb4Oakmg66xeRo5JQSd2Xcc7IVbs3xEu47FBexpcT+KJ17M2047S1uqpASN8HNR9vjdNDruOdbbChPid0fN+bP4nTQ3XmMvd3E/g6umVGhOihJkg/h7o1ao5QhwF+ttUXooK9VKpUnAVpaWsbi5iRxc9iUuH1xa45LfewRuHdWETrI4EzEMXTQCJwOgmJ10Ia4vZmBOMP2jSbHAYcpcVfBGYX+D7fmeAG379NjHZQkySdx78JaI+Kv5zl0dWm8DtqpUqn8BaClpeVICtJB1Wp1fWD/SqVylo+9RR4TXText8XptzVwBp4iddD+wIY409E9wH1NroPWxq05ajpoN9zeTBFrji9XKpVnfNyTcPfGmwXE7YObN76E23t9nOJ00Ma4vZn1cAWf1+UpzFmaJElWw+3N1IpHDwRuzGPOXppqtfpZnJb9GUBLS8uX8phkU+KuAuxaqVRu9XEPpXgd9HFcPmicMSbNfC+Nm+AaDm1Hpw662rgDfnoaeyBuTvoNQEtLy9Ymx+H03cTeulKpPOjj/oTi8kHr4PZmzvOxdwTuKWhO+malUnncxx2DG7PYcJoSd2kdtAduTVrEnPRFXN7mwzij87V5TPApcdcAvlupVK4EaGlp2QeXAylCB/0vTged7GNvbHI0j0yJuyqwR6VSucHHPQi35hA3EEuJvQHuvjvdx/6yydHIKSXuysAulUrlNh/3hxSsgyqVyhk+9v+ZHE0VliZJkpoO2oHOHPU11toe66AkSbrqoHm4PY6idNAWuBx1H1yh/tUmR0P6lLgfws39/4vLBz2A02+F6CBcM4S1cab7q02O5rApcfvi8kGb4vJBf6c4HVTBrWfWwemga02OQ5VT4q6B00Ffxa2TnsLtR8TQQTcY1yiup3FXweWov02nDrq+oL2ZrjnqWbj5WVzAnBJ3Jdz+4ja4vZlXcGvdHueokyRZH/d814rlv2OtLSpHvW2lUrkPoKWl5VjcmIvQQevh5v5zfeztgfsLWnP8X6VSeczHPQH3fIsbMabEXRu3N7Mxbk76Gy4fVMSc9BVcDuRDFJ+j3guXo27H6aBxReigJEk2obPJ9M+A6621PdZBPh80vFKpXAvQ0tLyPeCmgvJBS+ugL5ocB3ukxF1aBx2Cm5OK0kG1HHWROmglnA7aFqeDXsXdd0XooFqOegPcmuNOk+Nw+m5ib42bS9fENeK42uRoerY0SZKsgxtz7dDSHYF7CsoHfatSqfwDCtdBa+F00EU+9u44j1IROuhLlUrlOR/3ZNy9UVSO+rvAZrg1xz8pWAcB/XF7MzcUoYO8L24YrrEQuCLFG/3BUj2iWq1+GjcnxdZBh+H2ZmLooG8X6NXd3v+vQwcVlA8agBvz2QAtLS3b5ilwTCNJki3pbIB5HHB1nmL/pal5dSuVyvkALS0tO1OQVzdJkq/T2cxiLG7MPdZBSZL0xa37/+h/NBy43TdJ6BEpOerrIuqgm4uYk5IkqXl1T/E/MnkOel8avzcztFKp3ATQ0tLyA9x8V5gOqlQqP/exv1qkV7dSqdzh4x5OwV7dSqVypo/9nQK9utvi1kpFe3XXw605CvfqJkmyOZ0HJp2Ae76L0kH7VSqVCwFaWlp2pTiv7lcqlcrTPu6JFK+DvkSnV/e2gvJBXb26U3BzkvhQ5ZS4S3t1n8bNSUXooM/h1o01HbRpkV7dSqVyi497CO7zKMyrW6lUfuFjf8PkOGwoJe5KwOBKpXKXj3skbk4qWgfNxemgQry6SZJsQ2eD21G457vHOiiyV/dbOA9DP1wD0CK9uvsAm+AaYzxMOby6XXXQEzgd1PRe3Uqlcp2P/X2cv6UIHfQZnA46zcferECv7pBKpTLOxz0M9x0WsTfzMdyc9CsfuxAd5PNBO9B5eODRuOdbaxaLr1n8Bi6f0I/OfFCPvbpJkvTDzUm1A+mHAXdE0kGl8epScM1izavLUjWLReigJEk2wO3515p+fsVaW5hXt1Kp3A5xdBCdNYtFenW71iwW7dXtWrNYpFc3Ss1iZK/uVyuVylPQoYOuLsir2wfnE6l5dfekuJpFU6lUWnzcUynYq1upVK72sfenIK9ukiS1msVT/Y82tdYWpYOGViqVmwFaWlpGUlzN4idx6/OaDvq6KbBmsVKp3OnjFubVjVyzuG2lUrkfotcs7kCBXl1cTWtfXLO9QnRQkiRr4e7nP/gfDQXu9Ad19IiIXt016dybKdyrW6lUXoIOHVSIVzdFBx1IwTWLXXRQIV7dJElqNYu1w8wPBa7L09x9aWpe3S466FumfDWLdxXo1d2qUqk8BNG9ujvhdFCZahaL9uqOoLN3yzWRvLpF66B9unh1i6xZ7C2v7ldMcTWL6tXtjF3z6tYOJd6uKK9ukiTfobMp7/HAnwrKUfemV7fImsUoXt0kSQydB1ucClyb51DlpYmpg1K8uoXWLHbRQQdTkFc3Vs1ikiQ1r+5f/I+OwH2HTVuz6NdJ28TQQUmS1GoWawcEbg/cX4QvLkmS/6PzELeic9RLe3ULq1nE5WVrXt1rC9JBfXBrjlrvlu9SkFd3KR30M9wzWAqvLvA/uH5SNxXp1QW+Q5zeLbG8ujvQWbNYpFc3pg7q6tV9A/hTgV7d/XAH5kGxXt0y1iwu7dUtqmZxTdycdIWPXVjNYpIkNa/uyf5HG1trm71msbe8ujF1UKFe3UqlMt7HPZrivLpL1yzeXZRXt1qtblGpVB4GaGlpOY7iahY/jHtflblm8TFcP6kidFCFzoPOT6U4HbQGTgf9CaClpWU/iqtZ3Ag3R9f6SRlTTM3i0l7dInVQrWaxlqP+Wp5DV5cmxat7BAXVLC6Vo56Lew+WwqtbqVTOgcJrFjevVCqP+riF1yxWKpXf+9hN79VNkqTm1b3M/+i7wDhrbYyaxeustT326qb0bjkAuLmg3i1Le3Vj1iwW6dXdr1Kp/NLHLsSr6/dmBtN5YPFRuL3Xpq9Z7NK7ZRQF1Sz6fND+XXLURfZu0ZpFRVGUFYxSHzinKIqiKIqiKIqiKEo8age9F32we6y4MWPrmHsndswxK8ryoIzPio65d2LrfKcsD8p4P+uzUn70vis3Zfyc9furR7/D8lPGz1nH3DuU8fPQMfdebEVRFCk6j8aPq9RTxnsjZmy978pPGe+NMo65jOh32HuxY6Gfc/y4MWOX8Z6Dcn4eOuZyU8bPWb+/3qOM32EZxxyLMn7OZaSMn0VZ740yPt9lHLPSO5Tx3tD7rp4yfodK71DGe0PH3Duxdcy9E7uMY45JGT/nWJT13ijjd1jG+yMWZfycyzjmmJTx89Ax917sWJTxc1Y60fu5njJ+Hjrm3oldxvs5JmX8nPU7VJYH+qzEj1vW2Drm3oldxrm/jGMuI2W8n2PG1jGXnzJ+zjrm+HHLGlvH3Dvo59w7sct4byiKovQWKy3vASiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoijp6IFziqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoTYoeOKcoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoitKk6IFziqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoTYoeOKcoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoitKk6IFziqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoTcoqjf7j3LlzbU//grXWWquQOIqiKIqiKIqiKIqiLB9i6fqY+wU65vhxY8bWvSRlRaOMz4qOuXdi63ynLA/KeD/rs1J+9L4rN2X8nPX7q0e/w/JTxs9Zx9w7lPHz0DH3XmxFURQpOo/Gj6vUU8Z7I2Zsve/KTxnvjTKOuYzod9h7sWOhn3P8uDFjl/Geg3J+HjrmclPGz1m/v96jjN9hGcccizJ+zmWkjJ9FWe+NMj7fZRyz0juU8d7Q+66eMn6HSu9QxntDx9w7sXXMvRO7jGOOSRk/51iU9d4o43dYxvsjFmX8nMs45piU8fPQMfde7FiU8XNWOtH7uZ4yfh465t6JXcb7OSZl/Jz1O1SWB/qsxI9b1tg65t6JXca5v4xjLiNlvJ9jxtYxl58yfs465vhxyxpbx9w76OfcO7HLeG8oiqIUQZ8+fZLu/ttKvTkQRVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEUJRw9cE5RFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFKVJWWV5D0BRFEVRlhdLlixhzpw5LF68mJVWWom+ffuy2mqrFRJ7/vz5zJ07F4BVV12Vvn37stJKPT/ntb29nTlz5rBo0SJWWmkl+vTpw+qrr97juAALFixg7ty5tLe3s+qqq9KvX7/CxtzW1saiRYsAWHPNNVlzzTV7HBdg4cKFtLW10d7eziqrrEK/fv1YeeWVexzXWktbWxsLFy4EYI011mDNNdckSZIex160aBFtbW0sWbKElVdemX79+rHKKj1fkllrmTt3LgsWLABg9dVXp0+fPoWM+b333uPmm29m6tSprLvuugwbNoxPfepTPY5rrWXevHnMnz8fgNVWW42+ffsWMuaYz/e8efOYN28eUOzzvfSYi3y+u85JtWelyDlp8eLFJEnCmmuuyRprrNHjuLDsnNS3b99Cnm+dk+op45y0ePFi5syZ0zHmvn37suqqq/Y4blnnpEcffZSHH36YhQsXstFGGzFs2LBC7una811jwYIFhc5JNWbNmlX4nNT17ylqTqo9fwAzZ84s9PnuOuZ58+YVOifVmDlzJn379i3s+W5ra+v4/dy5cwudk2q8//770eakIp9vnZPqKaMOeu655xg/fjxz585lgw02YPjw4XzoQx/qcdzamqNGzOe76DVHjTI93zXa2toKX3PUWLRoUaHPd405c+YUOie1tbWpDvKUUQc9//zzjB8/nra2Nj71qU8xfPhwPvzhD/c4rs5J9agO6qQ31hw19u0CYgAAIABJREFUFi5cWOicVGP27NmFzkld77uiddC8efOw1kabkwD69OlT6N5MjSKf796ck4rWQTH2Zt5++21uvfVWpk2bRv/+/Rk+fDgf//jHexxX10n1xNRBf//733nooYdYuHAhG264IcOGDaNPnz49jhtzb6br81303kzX57ssezOx1hz/+c9/GDduHDNnzmTgwIGMGDGC9ddfv8dx9fmup6aDahQ1ZoCHHnqo49fXX389u+++eyH39PTp07n55ps7fl+tVjHG9DgulFMHaT6oE80H1VNmHRRjzfHII4/wyCOPsGjRIj7/+c+z++67F3JPx9ZBNcqSD4qtg3ROcuh+cSdl1UGx9ovL7Iur8UHXQV2f75h7MzHXHEXOSWXUQUvvvfbr16/p94sff/xxHnzwQRYsWMDnPvc5hg0bRt++fXsct7fWHEWuk+bNm8ett97a8fvHHnuMzTffvMdxofxzUkwPSow5qUaZ1hw1NB8Uf28G4uWDZs2aVfjeTI0y5ajLtDezZMkS7r77bp555hmstXz5y19m5513LuTz0DmpnlhzUkwdVMa9mVj7HAsWLGDcuHG88sorrLLKKmy++eZsvfXWBYw4ng5avHgxd955J88//zxJkvCNb3yD7bffvpDvsPY+gWLXSe3t7dxzzz0dv7/tttvYZZddCond2trKLbfc0vH7f//733zuc5/rcVxrbV0+6MYbb2To0KGFPIfTpk2rG/NLL73EJpts0uO4UP98l2VO0prFTsqsg2rE2HstYz6oRhnWHOrVreeFF17g7rvvpq2tjU9+8pOMGDFCvboenZNUB3Xl0Ucf7fj1tddeyx577KE56i5/TwzfTJFrDvXq1qNzUidlnZNi1SzOmjWLW265hTfeeIM+ffowePBgNttssx7Hhd7z6hb5fL/88ssdv77ooosYMWIE6623Xo/j9qZXd/jw4XzkIx/pcdyYz/e7775bt2fw9ttv88lPfrLHcdvb27n33ns7fj9u3Dh22WWXQuaOSZMm1Y359ddfZ8MNN+xxXIjr1e065paWFiqVSo/jQnwd1PXvKUs+qIx7M7rmcMTem6lRljVHWXPUNcqkg2qUxav7+uuvc9tttzFr1izWX399RowYwcCBA3scN+Y66a233ur49bnnnltYzWJ7ezvjx4/v+P3tt9/OzjvvXFh+rKz7xerVdTz77LOMHz+eefPm8elPf5rhw4ez9tpr9ziuenXribnm6DrmmPscixcvbnqvbqwcNcTz6sasWXz88cc7fn3VVVcxfPjwQr26tTmp6JrFGjH2ZlQHOcqsg2p80PdeY+ugGGuOJ598kvvvv5/58+fz2c9+lmHDhtGvX78exy2zDqpR5H7xa6+91vHrCy+8sBQ6qIxz0sSJE+ve3//973/5zGc+0+O4OifVE1MHPfPMMx2/vuKKKxg2bFghOqitra2uPujxxx/nW9/6Vo/jQjwdVPPq1njwwQfZZpttehwX4nl1FUVRVhRKOSNmbSx0XTQqiqIoytJYa5k2bRqzZ8/GWtvx8xkzZrDGGmswcODA3KJhwYIFTJkypU48gSsU+/CHP5y78MBay4wZM5g5c+YyY1599dUZMGBAboG9aNEiJk+eXLcJVRvzhz70IdZZZ53cmwLvv/8+77//Pu3t7XU/W2211RgwYEBugb148WKmTJlStxkALtmx1lprsd566+Ue86xZs5g+fXrdmMElXfv37597A23JkiVMmTKlbqOoNuZ+/frRv3//3BsZc+bMYdq0aSxZsqTu56ussgrrrbde7qTMnDlzOOqoo7j11lvrYp9yyinsuuuuXHjhhbnv6blz5zJ16tS6YlWAlVdemXXXXZe11lorV1xrLVOnTmX27Nl1P58xYwZrrrkmAwYMyP18z58/nylTptRtNIB7VtZZZ53cB5NYa5k+fTqzZs1KnZMGDBiQOxGxcOFCJk+e3O2ctM466+SKWxvf+++/v8yYV1ttNQYOHBhlTlp77bVZd911cz/fM2fOZMaMGcvMSauuuioDBgzIvanf3Zw0bdo01lprLfr37597zLNnz2b69Ompz3f//v1zN6+OOSe1tbUxderUZca88sor079//9xzUnt7O1OnTq3bYK6NuU+fPgwYMCD3RuW8efOYMmVKlDmpuzVHT+ekZ555hsMOO6zOwA8wevRoTjjhBI466qjcY05bc7z33nusvvrqDBw4sEdz0pQpU+qe76lTp9atk3qy5pgxY0bdmCdMmNDjNceiRYuYMmVKndFy2rRpTJ8+vcdzUtqaY+LEiT2ek5YsWcLkyZPr5qRp06YVMielrTlaW1t7PCe1t7czZcqUuv2c6dOnM336dPr27cuAAQNyz0mN1hzrrbde7kRxe3t7x/PdlaLmpKlTpy6z5lhppZVYd911cyeSVAfV8/rrrzNy5Eieeuqpup+PGTOGI488kpNOOqlQHTRx4sRCdNDkyZNT56QYOqi1tTWKDqo93zF00KRJk3qsg9LmJIB33nknypw0efJk1UEF66CsOSmvDrLWdjzfRc9Jb7zxBiNHjqwzWoKbkw477DB+9rOf5b7v0nRQEWuONB1UW3OsvfbaPZqT0nRQbc0xYMCAptybUR3USW3NMWvWrLqfv/vuu1HmpClTpkSbk2LpIKAQHZS2N1Pbe+3p3kwsHbQ85qRm3ZuZOXMmRxxxBLfffnvd53HyySezxx57cP755+d+Dtva2pg2bVrd8z1p0qRCdFDanPTOO+9E0UGTJ09uah303HPPcdhhh1GtVut+Pnr0aI477jiOOeaY3GNutDfTkzVHo72ZGPmgIvZmyqiDpk6dymGHHcb48ePrvsOTTjqJvfbai3POOSd37EY6qOi9GYivg3oyJ3Wng9555x3WXHNNBg4cmHtOevzxxzniiCN49dVXO3528MEHc8IJJ3DSSScxcuTIXHGXLFnC2LFjueSSS+ru6W984xtsvvnmXHLJJbmbhjTSQeuss06P9mZi6aCYOerezgcVMSc1WnOoDuocc0/XHGXMUT/11FP88Ic/5JVXXqn7+QknnMCYMWM4/PDDc485pg5aOkfdNR9UdI66tuYokw76IOeop06dmpoPKmJOUh3kiJmjXl75oFh7M6qDHLHyQV33ZtZbb70ovrgYOihWjroIHdRdjroIHdRo77Wnc1LamuPdd9/t8d7Miy++yCGHHEJLS0vdz0ePHs2oUaMYNWpU7jGnzUkTJkyIooOK2ps577zzOPPMM3n//fc7frbDDjuw8cYbc/HFF/PlL385V9zu9l6LmpNmzJjRK/mgmDlq6LlXt9Gao2/fvvTv379QHRQzR13WfFDZvLqx8kG1OUnzQZ00s1f3zjvvZNSoUbz77rt1P//Yxz7GWWedxdChQ3PFja2Dls5R1+akddZZp3AdVMSctGDBAiZPnpw6J5VJBxWZD4rh1U3TQUAhezOXXnopp59+OlOnTq37+ec//3kuvPDC3A04sry6PdFBN910E2PGjKG1tbXu55/61Kc455xz2GGHHXLFjenVHT9+PMceeyxvv/12x8/23XdfPvKRj3DGGWcwfPjwXHHnz5/Psccey/XXX1/3HH7pS19ihx124OKLL6Z///65Yv/973/nyCOPrGuOdNBBB3H88cdzyimncNBBB+WKu3jxYsaMGcPll19ed09//etfZ4sttuCSSy7J3dA1bW+mN+akZs0HxaxZ7G5OKtPeTFm9urHrB1QHOZq5ZrFRjrqnOqg7r+5Pf/pTDj30UE477TT16hZQHxRzTkrLUdfyQTFy1LF1ULN6dZ955hkOPfTQuhz1IYccwgknnMDo0aM58sgjc49ZaxY7SdubgWJ00IpSswhx8kFF6SDNUXfSaG+mmWsWTz/9dC644IK6++PnP/85X/va17jkkktyH6bV217dImoW33vvPQ4++GAeeeSRjp+NGjWKsWPH8v3vf58zzjgj93e4onl1e6KDZs+ezVFHHcWf//znutibbLIJu+22GxdeeGHutf+9997Lsccey5tvvtnxs/3224/111+fX/ziF+y111654i5YsIBRo0ZxzTXX1M0dm222GYMGDeLiiy/O3WT6iSee4PDDD0/16p544okccsghueIuWbKEE088kUsuuaTunfXNb34zqlc3hg6KnaMuoy8uhg6COF7dsuqgWDWLza6Dylqz2MirW3TN4gfVqztp0iQOPfRQ7r///rrP48QTT2S//fbjN7/5Te41WKy9mZkzZ3L44Ydzxx13dPxs7NixHTWLF1xwQW698te//pVRo0bV5YP22WcfPvrRj3LmmWeyxx575Iobe07S3i2dY46Vo37ttdcYOXIkTz/9dN3Pa71bTjzxRPXqRs4HxfDqxqxZfPvtt5vWqzt//nxGjRrFtddeu0yOuqc6KJZXd/HixYwdO5ZLL710mZrF73znO1xyySV84hOfyBX7xRdf5NBDD+XFF1/s+Nnhhx/e4dX9yU9+kitub+eoY+7N1NYcAwcObMq+uqqDOom596pe3foxd5ej7uma4+WXX+aQQw7hueeeq/v5CSecwDHHHMPo0aNzxa2Nb0XQQUXkg1pbWzt0UI3jjz+eE088kf33359f//rXTaeDylizOHfuXI455hhuvPHGutibbropO+20E3/4wx9Yb731csXuLh+kXt1i56RXX32VQw45pE4HHXnkkYwePZqjjjqKsWPH5n6+zz77bM4++2xmzpzZ8bPtttuOSqXCxRdfzBe/+MVccWPqoMsuu4zTTjutzqs7ZMgQNtpoIy688EK+/e1v54ob06urKIqyIqEzYURaW1v53ve+hzGGr3zlK+y+++5cfvnlDBs2LPX6ww8/vMN494UvfGGZQhaAX/ziF5x77rlRx60oirKiM3ny5GU2oGrMnz+fCRMmLFNQEsLChQuZOHHiMok6cBuMtQ2HPEybNm2ZDagaCxYsYMKECcskNUNYtGgREyZMWKZwCzpNSWnvoxBmzJiRenAbuM+qu783iyVLljBhwoRlNsVrY541axaTJ09O/ayymDVrFlOnTk0d86JFi2htbU39e7Nob29n4sSJyxSL15gzZw6TJk3KNeY5c+YwefLkZTbywYn5SZMm5TqMd8GCBey+++7cdNNNy8Rub2/ntttuY8iQIbliz507l9bW1tTnrJZAWHpjOwRrLZMmTer2z86bN4+JEyemflZZzJ8/n4kTJ6Y+Z7VmPl2btUiYMmXKMhtQXf/ensxJEyZMSJ2Tahtf06ZNyzXmadOmLVMkEfL3ZrF48eKGc9LMmTOZMmVKrjG///77TJs2rdvne+LEibnnpIkTJ3Y7N8yePTv38z1r1iymTJnS7fMdc05qbW3NNea2tjYmTZqUOuYlS5YwadKkZZJtIVhraW1t7fbPzp07l4kTJ6Z+v1nU5oZGc9LSpsPQMU+aNKnbNce8efOYMGFCrjnp+eefZ6eddlrmsDlw79/Ro0dz5plniuOCS44vjzVHT+ak2hqruzmpu/VZFrU5aenCrdqYezonNVpzTJw4MfXvzaLROgncnJT3+Z49e3bDNUdra2u380ojanNSd2uKtra23M93W1tbwzXH5MmTc89JjdYcc+fOZcKECbnGPH/+fFpbW7tdc0ydOrUuASQZc0wd1N27v1l10JtvvsmgQYOWOWwO3H1z5pln5j4covbvLVoHZc1JPdFBM2fOVB3ksdZGm5NUB9UTUwd19+4vYs3RnQ6qzUl51hzvvPMO22233TINLMDdN7/97W854ogjco259u+NoYMarTlmzZoVTQc10l+NUB1UT2/ooO7+3rw6aMGCBZlz0owZM8RxgY41VqPnO8+cFFMHxd6biaWDsuakvDoo1t7M7NmzM/dm8uiguXPnMmTIEMaNG7fM57FkyRJuvvlmhg4dmuvzqM1JsXRQozkprw6aN29e6XTQiy++yI477rjMYXPg7vWxY8fy85//XBwXsnVQd3NhFo3e/bV8UE/3ZlY0HZTnGZw5cyY77rgjd9999zLjWrRoEVdffTV77rlnrvsuSwe1trbm0kEx92aydNDkyZNz66DW1taGOijvmuPJJ59kyJAhdQ0sakybNo1jjjmG8847TxwXYOTIkZx//vmp99Zjjz3GoEGDmDhxojhulg7q6d5Mlg5qxhx1b+ug2pz0QdJBtX2dRjoo795MTB2UtTfTEx0UY2/m2WefZeedd17msDlw79/jjjuOX//61+K40Hhvpic6qMw5atVBnX82hg5qb29vuF4pYm9meeigns5Jva2Dero3k5UP6snezPLyxcXUQTHmpGbUQe3t7UyYMKHbuaGnc1LZctQxdVDWmiPv852VD8o7J0G8fNDLL7/M4MGDlzlsDty9fvLJJ3PqqafmGXIpvbpnnHEGY8aMSc3bvfzyy+y44448//zz4rixdVDaAdbQ3DooVo66kQ6KnaNuNh1U1hy16qBOyqiDQry6PVlzxJiT/vKXv7D33nsvc9gcuAaV++23H7feeqs47vLMUU+dOrXpvLqN3v0fZB1UJq/u+eefz9FHH526znr11VfZZZddeOKJJ8RxQ7y6eeek6667joMOOmiZw+YA3nrrLfbcc0/uuececdyYOmj8+PHsueeedc1Fa0ycOJEDDzyQG264QRx38eLF7LnnnvzpT39a5nmw1jJ+/HgGDx6cS688/vjj7LrrrnWHzdWYOnUqRx11FBdeeKE4rrWWH/zgB/z+979PvacfeeQRBg0alPr9ZlFGr26ZaxbVq9v5Z2PqIPXqOlQH1dPIq9sTHfTuu+8yaNCgbr2655xzTlN6dRvpoJg5aq1Z7OSD5tV97rnn2GmnnVJz1DNmzOCEE07grLPOEscFrVnsitYsLvtny5YPKqNXt4w1iyE56rw66Mc//jFnnnlm6v3x1FNPMWjQIN544w1x3DJ6dSdNmsSgQYPqDpurMX/+fP7whz9w0EEHNZUOmjVrVqZXd8SIEVG8unl10Pz58xk6dCg333xzau+WcePGMWTIkFzz3X333ceIESPqDpur0drayg9+8AOuueYacdwlS5awzz77cMUVV6Tuzdx7770MHjw41x7pk08+yS677NKtV/fYY4/ld7/7nTguuINyzzvvvNR767HHHmO77bZjwoQJ4rgxaxZjeXVDereUyasLH7yaxbJ6dcumg8pYsxiyNxOjfuCDlqOePn06gwcP5r777lvm81i4cCGXX345++yzT677LnbN4m233dawZjHPHH3XXXex1157peaDJkyYwAEHHMDNN98sjrsienWbVQfF2pt54403GDRo0DKHzYF7l51xxhmMGjUq15jVq9tJTK+u1izW/9m9996bK6+8slsdtOOOO+bK24R4dfPmg0aOHMkFF1yQem89+uijbLfddrlqFmv+066HzdWYNWsWp5xyCqecckquMa9oOepGf28WWrO47J8tow4qm1c3RAfFyFH3RAe99tpr7LDDDsscNgfuPXj66aczZsyYXGNWHdRJTQd1PWyuxsKFC7nsssvYd999m0oHZa05mrFmcdGiRYwYMYJrr712mdjWWu666y522mmn/2fvzMOrKLI2/lYSEsjCJlsCKi6IQIOIjoiKoiOC+wIuIKiouCuKu4wCKqDouKKiggswKCgoIBD3BfRzVFzGxl3HQR0dQWeQhC2B/v443clNp++9VXW7ku7k/J5nnudebs+x0t11ut6zVGutZ1LpoExrdU33LMapVve7777DEUcckVQHTZkyRfvFvBMnTsRNN90UqFc//fRTHHnkkVi9erWyXVkdpMMDDzyAyy67LHCd9dVXX+HYY48NrNdJh8laXYZhmIYGv3DOEI7jYNiwYejfvz9s28aqVaswYcKElA/NBx98EN26ddP67+mIJYZhmMbIxo0b0wYJKysrtQJcyQIuifzvf/9TFpNbtmxJK8g9EazKf//737SCfMOGDcrBosrKyrSC3HEcrYKp//73v2mfe+Xl5coB7G3btqUdj+M4WomC9evXpw0Sbtq0STlYJDuedevWKQvgOXPm4J133kl5zIcffogZM2Yo2VUZs2rQvby8PG2QsKKiQivR/9tvv6U9h7///rvymkzmum/btk0rwJUsMZWIzL3pZ+vWrWnPoa5P+v3339P6pLKyMi2flG48uvNbxq9v3LhROYDtJVzSoTO///jjj7TXffPmzcpBZtlzKDOf/Mhcd5l7MwjZMav6JJnrrrvmuOaaa9L6jkmTJikXPMtcd12fJHMOZe5NPxUVFWnPoex88iOzTiorK9Nac5jySevXr0/rkzZt2qScNDfpkzZs2JC2WGLLli1aPkl2zKrzW+a66645ZM6hzPPSj8x1z0QHpRtz1HTQ+PHj0ybbZ8yYEVhgkAoZn6Srg/73v/8Z00EyPklnzKZ0kFcslw6TPkk1aa6yToqjDtLxSaZ0kMw5jJoOuvnmm9NuIjRr1iz8/e9/V7IrG5vR1UHpfJJpHaRKHHWQTExu69atWoU8cdRBMn5dJm7oR1YH6cxvUzpI1ifFUQfprjlkYjNR0kEzZ87EqlWrUh7z7rvvYvbs2Up2TcaLTeogk2sOUzro2muvTes7br/99sAmulTIrDV1fZLMOfzjjz+UGxpkdZDOmOtbB+msOaZNm4bPPvss5TGvvfYann32WSW7sjpId81hKjZjUgeZ8kljx45Na3vChAnKRfxvvPEG5s2bl/KYH3/8EZMnT1ayC5jLUcusNU2uOaKWo46jDpLRv5s3b9bKUZuMF5vQQSZ9ksx1l3leBnHVVVelXc/ceuutyo2fMtc9kzVH3GIzpnSQbI5a1yeZ0kGmNIXMWtNkbMaUDsokR12fOkg39lqfsRlTdTMmdVAc80Gm6mYaU446jjrIpE9Kt+bQ9UnXXXdd2r/1zjvvVN4INI61ujJasqysDNddd52SXUDOr2/cuNFIrS4QPR1kMkdtSgfJnOeo6SCu1a2mIdfqmtRBpmIzOrFXUznqyspKXHHFFSnvO8dxcOWVVyrfd3Gs1d20aZNUjrqx6CDZHLUJHZRJvDjdOdSJzaxduzbtxmabN2/W2tzQVK3uxo0bcfXVV6e87yorKzF27FjluWJKB23fvh2XX355yueK4zi4+uqrlZ8rCxYswKuvvprymM8//xzTpk1TsgsAV1xxRdrx3HTTTcr3tEwecM2aNbj99tuV7ALxrNWVWXPI3Jt+KioqYtmzGLda3frWQVyrW5Oo6aC41uqmy6nNmjVL+WW0pmt167tnURWu1a1JHGt1uWexmobcs2iqVpfzQTXhnsVqotaz+NFHH+GRRx5JeczatWsxYcIEJbtA/dfq6szvqVOn4l//+lfKYxYsWBC4wXAqTPokmVrd119/XfmFJybrZmTWmqtWrcJjjz2mZHf79u244oor0uqFa665RnnduGjRIpSWlqY85ssvv9R6MdyVV15ppFb3zTffxNNPP53ymJ9++slYra7M89KPyVpd2dgM1+pWEzUdFLdaXW886YiaDopjz2J956ijpINM5qjvuecefPXVVymPKS0txeLFi5XsmtRBM2bMSNuz+H//93/KPYuVlZVS+aCrrrpKea1rslY3jj2LJvNBpnzSTTfdlNb/P/zww/jkk0+U7HKtbk1M1upyz2I1zz33HF566aWUx3zxxRe47777lOwC8msOVZ/0xhtvYP78+SmP+fHHHzFlyhQluwBw/fXXp52Hf/3rX/Hdd98p2Y1jrW5976urU6vLPYs14Z7FmsjGi3V0kKmexXHjxqX9/91333344osvlOxyz2JN7r77bnz99dcpj1m+fDleeOEFJbsm1xz1naPW8Unz5s3DG2+8kfIY27bx0EMPKdmVHc9vv/3GPYsuujlqGR00ffr0wBf3puKf//wn7rjjjpTHrF+/XusFm6bq4tatW4cbb7wx5TFRq9VlGIZpiPAL5wzx5ptvokmTJjj33HOr/m2vvfbCAQccgPLycpx++unYe++9MWrUqKoFzeDBg/Hhhx/WsjV16lT07t0bRx99dI3kw+DBgzF+/HgMGjQIDzzwANauXYvhw4ejf//+6N+/f9VbWydNmoQLLrgAgwcPRo8ePfDggw8a/usZhmGii2wQb8OGDUpBuYqKCmlRpBpIlD2+vLxcSQBv27ZNOhBrasybN29WKk7Yvn27sTGXlZVJBWpUrjVQ/aZ2GXTGLHOfbtu2TVkApyuU9Zg5c6ZSgGvTpk1S96njOMqJAtkg3h9//KE05i1btkgXM6gGEmWveVlZmVJQrqKiQrpIztT83rhxo7JPkr1PVccse11UrjVAPknlvlMhjj6pvLxc6j7V8Ukqz29VnyRTROM4jrH5rbrmWL16Nd5+++20x23btg0zZ86UtguorTlUfFJlZaW0T1It8pIds+y19jC55pC9l7Zu3apUnKByn5pac1RWVionCkz5JNnn0Pbt2435JNU1h+zaOEo+aevWrbHTQb/++qt04a7smthD9rro6CBT81v22anjk0yuOWR1kGrjiMk1h6xPUtVBpsassjY2Nb9lnz8eUYjNqOqg3377DQsXLpQ6VtUnyY45SjpI9j5lHVT7uIaug6Lgk0zqIFOaIko6yJRPiqMOchxHWq+r+v6NGzdK3acm1xxx1EGqa44vv/wSb731Vtrjtm/fjhkzZkjbBczpoMrKSmOxV5XYTEPXQZWVlXj88celjn300Uel7QLyOkjl+eNhap0URx20atUqqZfPb9myBU8++aS0XQDS/mDevHlKMdI46iCT+SCTOer69kk6OsjUmOOogzZv3hw7HfSPf/xD6uXzKs8fjzjqIBWfpKKDTNbNmMpRm9ZBMnNLRweZzAfFTQepxGZMjVlVB6msjU3Gi1V9Un2vOXRiM/W95ohSjjqOOkglRx0VHWQyNiOrbVR90rfffovXXnst7XGO4yjr7zjW6j722GNS/nHFihX4/PPPpe2q3KeqtT6pSBknAAAgAElEQVQm6+Lq2ydFSQdFYc1hMkfNtbrV6Ogg2ftUdX43ZB0UpRz1kiVLpF4+v3btWjz33HNKtuNYq2tqzREFHRTH2EyUctSzZs2S8jUff/wx3n//fWm7Jn3SM888I7UJ1Pfff592kzvdsaiOubS0FD/88EPa437//XflTd5lcyuPP/640vr873//Oz799NO0x23evBmzZs2StgvIj/mpp55SWoPFsVY3CmuOOPYsqlxrIDo9i1yrW/O4xqCD6tsnqeaof//9dyxYsEDqWFP9A1yrW5Mo5ahN9STHsVbXtm288847aY+rrKxUfhkO66BqotCzuGXLlsjkg+Lasyibo45KvDgKtbo6PYumYjOy2m3RokX45ZdfpO2azFGb0kHl5eWYO3eu1LGqebeGXKuro4NkxzJjxgyl+f3yyy/jn//8Z9rj1q9fj3nz5knbBeTH/MQTTyjddx9++GHg/np+tm7diieeeELaLiA/v+fPn8+1uhpjUD2+sdTqxlEHRSFHHZU1B/cs6h0fVx2kEpvZunWrdM+Iajwpjj2Ly5Ytk3r5/Lp166TjcB4NWQeZzFGbGrOqT/r555+xZMkSqWNN7ZPQGHoWVe5T1bxbHGt1TeaDZDXFE088ofQsNOmTZLXbvHnzlM71d999h1dffTXtcVGr1Y2jDjJVq8s9i3pjiWutrikdFJU1xw8//IDS0lKpY035pMbQs7hlyxbpWikdHdRQYzMm1xwzZ85UmitR8ElxrNVVrZtR0UGqPkk2R/Daa6/h22+/lbZrcs0hW6v7ySef4L333pO2a3LNwTAM0xDhF84Z4rPPPkPv3r0Df/vkk08wdepUrFq1Ct9//33Vi+GC+Oijj/DMM8/gnXfewVNPPVUrYb5+/Xq8+OKLGDNmDK6++mpccsklWLFiBebOnYuLL7646rivvvoKixYtwptvvokpU6YoiRSGYZiGhGzAw3EcpYCtSvJGJehi0rapYwG1MascW1FRIR08ULGrerzK+aisrJQOHmzZskW5qcjEsRs3boRt21LHfvvtt1i7dq20bVP3hsrx27dvV07WmTgWMOeT4ji/t27dKn3/R2l+x80nbdu2TTqJqnJNVMehWvQga1vF56qOw9T8VvVJKoFSmY1IE5H9G1WuCRAdn6RaABg3n1RRUaG05lDB1Pzetm2b9P2vsg5UHYcpn6Tic1XHwWsOfdsffvih9N+o4nOBePokU/PbpA4yNVe2b98ufW9ExScB8tdQxeeqjsPU/G4Ma45PPvlE2raqTzJ1PkzGZkyuOUzpIJNrDlmfZFIHmZorqjooCvPbpE+KiqZQeSZHZX6b1EGm5vdvv/2Gr7/+WurYzz77TKlQz9S9ERUdZNInqegglXiLSU1hSruZnN+mdFBU5veaNWukNvkFgPfffz8Saw6VZ7KKz1Udh6lYlaoOevfdd6WPVZ3fsrbLy8uxevVqabu85tAfh6kcdVR8ksoz2WRsRnXTxIaug1Q3PTZxLKCmg0zVzfCaQ//YOPoklft/69atxmKvUdFBUXh+x7FuJirHqh5vqm4mKvNb5ZkclfWoao5aZc0RhThmY8hRv/fee9JzJSq5FZP3hiktG5U1h6m6uMagg3jNUZM41s00dB0UlRx1FHySqg4ylafgWl39cZia33Gtm4lK/4CpemsVnaA6ZlMxQZO1uqbWo47jSP+NP//8M9asWSNtOwr5oA0bNuCzzz6TthuV+R1Hn6S6TorbmiMqPYtcq1tNlNYcpvJBUZnfKsearNWNow7iWt1qWAfVpKH3LEbl+W2ybiaOPYsm62a4Z1FvHI1hzSHrwyoqKvDxxx9L2zVVY6N6vMr5+Pzzz6U34VT1/aZ89A8//CD1shMgOrW6KnGAr7/+Gr///ru0bZM1ZrJrg7Vr10q99M4jCrGZ8vJy6f10AF5zZDKOhl4XF1cd1NBrdePYs9jQa3Xj6JO+/fZbrFu3TupYk/EklWPXrVuHb775RurY1atXK72kxWQ+qCHrIJM+KSprjo8++kj6b4xKLV9U6mZM1epGqS4ujj2LsrrpP//5D77//nsj4zBVZ1BWVqbUsxjXWl1T85t1UDVcq6s/DpO1unHraVLVQe+//770XImKT4rjmiMqOigqtbqm7o1t27bhgw8+kDr2xx9/lI6Hq46D+wf0j/3www+l7zvVuLzs8Y7jKM1Dkz7JVJ2ByZ5FhmGYhkhOfQ+gMbLPPvugY8eOAIBevXrhX//6Fw444IDAY99++20cd9xxyM/PBwAcddRRNX4fMmRI1efXX38dX3zxRdX3P/74o+otrIMHD0ZeXh7y8vLQtm1b/Prrr1VjYBiGYeoWlcAnUxM+d3WD6nnm66IPn7vooXJNGsP1cxwHQgjpYxnz8D2qD5+7avhZ3/jga6gHnzcmDvB9Gj1MrTkaw7VuDH9j3OBrog+fOyYZUdFjfI/qw8/v6BGV86x6b6jEXhs6cfSNJsfMfoZpSPA9WhP2BfGGz7M+fO6iCV+XaqKyHm0MsA6qGxr6PRoV7RYVGvq6saH/fSbh8xE9GoNPUqGh/30mYd8YPXh+R5M4zpWojDkqccwojCMqY2b04fOsD5+76MHXRB/2z9GE48X6xLFuhmk88L0RfxrDNYyKhowCUYkvmLIblVrdqMQXVMehsvlyVMbc0OcsUw1fP3343EUTvi76RGXNEQWi8tyMyvmICg393DX0v4+pSWO43nH0jVEYcxyvN9f6xB++JjXhOVuNSkyLqUlU7qM43qMqeHFrleNNHMvowzHumvD9zDAMEw2y6nsADZVu3brh448/DvwtLy+v6nN2dnbaN9KmKlwoKCio+uw4Dl5//XW8++67ePfdd/HNN9+gqKgIAJCbm1t1XFZWltLbxxmGYRoSif4wFUIINGnSRNpuom8P81jV42X/PpPHAubOR25urnRBn+qYTZ2PnJwcZGdnS9tVKVg0NeaCggLstttuUseWlJSgbdu20rZN3c8qxwshkJMj/95lnt81MTVmFZ9rcn6r/H1NmjSJnU/Kzs6W9klNmjRBVpa8ZDR1b6g8k1X+PsDs/Da15thrr72kj+3Vq5f0sUDD90mNYc0hO2ej8rzKysqSfibn5OQorZNM3RtCCOm/UeXvA8w9r1SOV/VJUZnfKrYty5KeKz179pS2qzoO1XWS7P1v6nmleqyKT1LVQVHwSdnZ2cbWSabmt0mfFJX5bXLMpnx09+7dpa+L6toujj7J1L2hqoOisuYwpYN4zVE3tqMQAzN5bFzXHCqYuoY77LADOnXqJHXsrrvuWpXrlaGh6yBT19BkbCYqmiKO8zuOa45OnTphhx12kDpWRZsC5ua3amxGZcxRWHOo+iSTsVdZ23l5eejatau0XV5z1M04TOaDTM1vkzrI1DXMysqKhA6K45rDZMwgKnUzcfRJps6HSr4krj7J1JpDNUcdRx2kkqPmOEc1UdEUcVxzmMwHmbreUdFBpq6hqk+KwvyO0jopjjksU+cjKnVxqj4pCjpI1SdFoS6uMdTqRmHORmnNYcIuEE8dFMdaXRV/rnJsVGp1o7LmiEKtDxAN/wWYOx8m1xym5orJWl1TazuTOsjUmIUQ0ser5OCBaOSDmjZtij322EPablTmd1R8ksm4VtzWHFyrW5MoaAqTsRlec+gfy7W6+uOIig7inkW94zn2qn9sVMYRlTE3hp7FKKw5opKjjopPMjlXZH1YVlYWLMuSthuFGJjqsV26dEGzZs2kjlWtiTZZq9umTRupY6NSq9u8eXPsuuuuUsd26tQJrVu3lrYdhThHy5YtsfPOO4duFzA35tzcXOy5557SduP4/I7jmOPYPxDHnkWu1dUfR1TmShzXHFFYj6qOo3PnzmjRooXUsSY1ssqxbdq0QceOHaWO3W233VBYWCht22Q+KAo6KCo+KY7zu2fPng1675ao5N2ikg+KY8+iqZhBq1atsNNOO0nbNTm/Zces2rMYlZ6mhr7miIpP4p7FaqKkg6JQF2dyzaEyZlN1YEA0fFJU5vcuu+yC5s2bSx1r8jw39J7FnJwc9OjRQ+rYtm3bori4WNp2FOZ3lGp1TV1Dy7Kkn2+mYtyqtuNYq6syZ1XHzDAM0xDhF84ZYsCAAdiyZQsef/zxqn9btWoVVq5cqWTnwAMPxOLFi7Fp0yZs2LABy5cvT3rsYYcdhunTp1d9/+STT9QHzjAM08CRDWAUFBQoB/tkxafsGFSPb9asmZKwzsnJQX5+fqhj8JDdBDcvL085YCubrDY15pycHOnCSYACHrK2VcdcWFgoJdpVzpvHueeeK3Xc2WefrRQ4y8/Pl5pbKufNQ/b8FRUVKY25adOm0nPL1Jh1fFLTpk1DHYPq8c2aNVMOfia+TDmMMager3LeAJpbpuZ3UVGR1PxW8eWAWZ9UUFAgNbd0fJLK/FZJMDZr1kyqOMGkTyosLFTySfvssw/23nvvtMcJIaR9uYfsmPPz85UKsZo0aSL97DT1/G7atKlygW99+ySV8waYXyfJzC2V8wao+ySV+S377BRCRMonxW3NobKeNzW/8/PzlXRQp06dMHjwYKljR48eLW0XkP8bVXWQytxSvTdYB+mNRdUnqeggU2NWXXOo+CRTz8LCwsJY6iAVn1RcXIxjjjlG6lhTazsdHVTfa4646iCVdZLKWFTXHLLr+SjpIJX1vKn5XVBQEBkdJHs86yC9MXjIrjlUdVBWVhbOPvtsqWPPOeccabuAvE+Kmg6SnVum1rqqa47evXtj3333lTrWlKbQic2YygdFQQeZ0puqPikvLw8jRoyQOlb13jDlkwBz81slNhOVNUf//v2lNpDIzs6W9uUesuv5E044QXozFCCeOshkjjquOkiGqMVmWAfVHIvscSo+qW/fvlJN1VlZWcrrRtZB1URhzRGlHLXKmkM1NqMyv1WQ9UkmdZBqvNikDjK1TjKZD4pjjrqh6yAVn2RyzWEyR21qfpvUQabWHFHIB6nmqHv06IF+/fpJHWsqtxIlHXTOOedI3ad9+vRBnz59pO2a1EGyxzcWHWSqbiautbqy6/mo1M1EITajqoNM1urGUQeprDmikqMeMmQIdthhh7THtWjRAqeccoqS7Sjkg0zWoLAOUh+D6vFRis2MGjVKyqd37doVhxxyiLRdFZ+k+rwaNmyY1Pno0KEDjj32WGm7Jmt1jzvuOLRr1y7tcYWFhRg2bJi0XUB+PT9ixAgl/T1gwAB06dIl7XE5OTkYNWqUtF1AfsxDhgxBq1atpO1GwSdFSQeZis1wPqgmXKtbeywy6NTFxS02Y1IHyd7Pqj5J5dkZpVrd+tZBca3VjVtdXJTqZvbdd1/07t077XE6PYsq/UGNQQfVd+y1MdTqRsEnRa1Wl3sWq5H1YYMGDcKOO+4obTeOOqhly5YYOnSo1LGqda+manVzc3PrvVZXJx+k0j+g8vw+5phj0KFDh7TH5efn4/TTT5e2641FhuHDhytdw4MOOgjdunVLexzX6tYkjrGZqNXqNmQd1BhqdaOQo+aexWqilA8ypYPy8/MxfPhwqWNVNbKpWl2TPYsnnnii1LOzefPmOPXUU5Vs13dsxrOtgqmexSjkg1RjMzvttBMGDhwodex5550nbRdo+LW6ccsHmazVjVLPoqx/PP3005XWuiZrdWW174knnihVb+TRvXt3HHDAAVLHNoZaXRWfFCUdJEPUctRx1EENuVY3KjqoS5cu0vVdptYcUdJBpmp1Teogk7W6pnoWTeaoZc/fmWeeqfQsbOi1uqb8qKoO6ty5s7QOUs1TyK5H+/XrB8uypO2artWVOX9du3bFgAEDpO2aXHMwDMM0RPiFc4YQQuDpp5/Ga6+9BsuysO+++2LSpElKbwUGgL333htDhw5Fv379MHz48JRBlzvvvBMfffQR9ttvP+yzzz6YOXNmpn8GwzBMgyM/Pz9tUDMrK0upcctjhx12SBvEKCoqUn7zddOmTdMKMyEEWrdurWQXAFq3bp12zDLnzE9ubq6U4NIZc8uWLdMGVmXOmZ+cnByp6y5znf20aNEirQDOzc1VDhRlZWVJnUOdMZ999tno3r17ymN23313XHDBBUp2hRBSSadWrVopJcwBCi6lCxZlZ2ejZcuWSnYBSDfmqwTkAArKpQtq6vokmfktc8785OXlpb1XdX1Sq1at0gYIdXxSkyZN0KJFi7THqSREPWR9kur8zs7OlrruMtfZj6xPUg2qyvqk1q1bKwWCAbnnZ05OjtR1TkTWJ8lcZz8FBQVpEy2y19nP5MmT0/qbCy64ALvttpuSXVmfZGrNIXPO/OTl5aW9V036JJlz5icnJ0fqWWTKJ8n4cT+yzyKdNUfz5s3T3s9NmjRRDubLXncdnyTz/NT1STJjbtmypVJyCoinDmrWrJmUDtIZ8/jx49P6jhNPPBEHHXSQkl2TOkjGJ+nqIFmfpDq/Ze5VXZ9kSgeZ9EkNWQep+qRmzZoZ80mmdJDMml53zXHjjTemfWYcffTROPTQQ5Xsyt6rOmsOmXtVxyfJ3qsmYzONRQfJrjmipINk7lUZP+4nCrGZKOkgmXtVxo/7kb1Xo6SDZO9VHZ90/vnnY4899kh5TLdu3ZSbt2TXHLo6SMYnqa45VGIzqmuOgoICqTWHzjpp8uTJac/H6NGj0bVrVyW7sjpIV1OYiM3IPD9lr7Of+o7N6MRex4wZk3aDkT59+ihvqKmy5oijDjIRm9HVQVOmTEn7XLn88svRsWNHJbuDBw9OWzzcunVr3HDDDUp2vf+fTGwmSjpI5lmkmw+Kow6q7xw166BqdHSQzJo+E5+U7hpedNFF2GWXXZTsRkEHxS1HraODZHPUpupmoqaD4poPqs8cdatWrbR0kCmfJHOemzdvrpUPSueTTNbFsQ6qie6aw1SOOo46SGbMOjpIZk2fnZ2t7JMAufVx1HLUkyZNSjt3R40ahR49eijZjWOtbpcuXdLWcObm5mLy5MlKdgFztbqsg2oi8/xsTDlqmfPMtbrVxLVW12T/QJR0kCmf1LRpU9xyyy1pj5s4caLyurG+a3V1fFIUdJApnxRHHRSlWt2OHTviiiuuSHlMdnY2pkyZomQXkNdBqvO7RYsWuPHGG9MeN2nSJOX7zpQOys3NxaRJk9Ied9NNN2m9gG+fffZJecyOO+6IMWPGKNkVQuC2225Lew3Hjh2r3At+1FFH4bDDDkt5TJs2bXD99dcr2QUabs+iTF7fD/cs1kRGs0etZzEKOeoo6SCu1a3GdK1uuusj48f9RKFn0VStLvcsVsM9izW58MILseuuuyrZrW8dFLVa3Sjkg1ThHHU1pmt1uWexGlM66MADD8RJJ52U1u748eOV7ALx1EHXXXdd2peHDBgwAMccc4ySXdO1ujvttFPKY/r06SO9ObKHSR10zjnnpH3J2h577KG8IXZOTg6mTJmSdjzjxo1T1iunnHIK+vbtm/KYkpISjB07VskuIFcXN2bMGHTq1EnJ7qBBg6RqdceNG6dk1/v/ca0uEddaXe5ZrCaOtbom80Hcs1iNyRx1HHsWr7zySpSUlKQ8pm/fvjj55JOV7JruWezSpUvKY7p37678Ute8vDypHPX48eOVdWFcexbTzS/dnkWTtbqm8kETJkxIe92HDBmCfv36KdnlWt2ayKw54lqra2rNoVOre9ppp2G//fZLeUynTp1w+eWXK9kFzNXqDh48GIcffnja/7ZOz+Ktt96a1t+dddZZSi87Aeo/R21SB0UpRx3Huri46iCTOer61EFRq9W99dZb09oePnw49t57byW7XKtbkyuvvDJtvVS/fv0wdOhQJbv1nQ+SjbEnIuuTdNYcI0aMQO/evVMe07lzZ1xyySVKdht6rW6UehZldNDQoUOx//77K9nt0aNHWs3etGlT3HrrrUp2AXM6qKSkRKpWV6enyVTPIsMwTEOEXzhnkOLiYsyePRu2beODDz7AwoULMWrUKCxYsKDqmLvuugsjR44EAJSWlqJPnz4AgM8//7yqIOOaa67Bxx9/jCVLlmD69OlVAabE4wFqNpg1axbee+89rFq1Cvfddx8ASvonBqU++OAD7Lzzzmb/eIZhmIgihED79u2TBk2bNGmCkpIS5eAWQKKrQ4cOScVI8+bN0xbbJaNdu3ZJg6Y5OTkoLi5WLjwCKPBRXFycNGhbWFiI9u3bK9sFKFiTLBCVnZ2NDh06KAe3ALpGxcXFSa9Rfn4+OnTooBwoAkgAJ9t0NSsrC+3atVMOuAP096a6Rs2aNUNxcbFyoAggAZwsMCaEQJs2bZQD7gBd+6VLl+Lggw8O/L1v375Yvny5VsC2sLAQbdu2Dfx7vYCLTqBICIHi4uKkAYrc3FyUlJQoJ9QAuq/at2+f9Bq1bNlSK1AkhEC7du2SBii8+101uAXI+aS2bdsq2wWAtm3bJg2aevPblE9q166d1vxOdV9l4pM8H5zsGmXik7z7KpVP0gluZWdno6SkJOk1atq0qbZP8p51yXzSDjvsoBxwB+jvLS4uTnqN8vLyUFJSohy8BiiA3a5du6Q+yXs2qCKEQIcOHZL6JG9+6/ikgw8+GPPnz0e7du0C7V5++eWYOnWqsl0AaN++fdL7Kt39noq8vLyUf29RUVHg3yNDmzZt0vok1WJIIP26sKCgAO3bt9dec7Rs2TLp/G7fvr1ywB2ga1RSUpL0GjVr1syYT2rbtq22T0q1TsrEJxUVFaFNmzZJ53eq9WoqsrKyUj430j3PUuHdV6l8ku6ag3VQNZZl4YUXXgiMj2VlZeGMM87AY489pmwXMKuD0vkk3fndunXretNBHTp0iJQO8tYcyZ4b3vNMZ83R0HSQECIjHZRqzZFO96fCtA5Kdl+lu99Tseeee2Lp0qWBjfdZWVkYNmwYZs2apTW/Tfkkzwebis2k00G6PimVDsokNpNOB6Var6bCpA7y9HWcdJD33Ej293rPBlXSxWbC0EHJxlxUVKTtk0zqoFTzOxMd5D3r6loH5efno7i4OFI6qGXLlli2bFnS4rD+/ftj6dKlWusZTwelis3o6qBUPsnTQaZiM1HTQQceeCCeffZZdOjQIdDuJZdcgrvuukvZLiCng6IYm0m15mjfvn3kYjOmdFD79u3x4osvJi1IHzhwIBYtWqS1Bkulg7KyshqdDkq15shEBx1xxBGYO3duYCwjLy8P1157LSZOnKhsNysrC3PnzsXQoUMDr2GXLl2wbNky7L777sq2TcZmUumgxpajNq2DTMVmTOqgdLGZTHRQKp9kSgd5zwZVZHySrg469NBDMW/evEDdkJubi7Fjx+K2227TGnMcdZBMjlpnzeFdo2Tz2/NJYeeoG5sOkskHlZSUGMtRm9BBmayTTOeoU+kg3dirqdgMwDnqREzroPrMUYedD/J8kgkdlGmO2qQOShWbMZkP0vVJpmIzffv2xcKFCwObmXNycnDhhRfi3nvvVbYLxLNWd+rUqRgzZkzguWzXrh3mz5+P/v37K9uNa61uQ9RBUYzNmMxRp1pzmKrVzWTNUd+1upnooPqq1TWlg6JYF2eqVvfMM8/E/fffH/jMKiwsxF133YXRo0cr223Itbqsg4jGpoMmTJiA6667LnAetmnTBn/7298waNAgZbsma3UvvfRS3HbbbYFroRYtWmD69Ok47bTTlO16sRkTOmj48OF46KGHAuMvBQUFuP3223HxxRcr223atCkWLVqEI444IvD33r17o7S0VGsdPXjwYMyePTtpPuiGG27QerFAdnY25s2bhyFDhgRe/65du2LZsmXYZZddlG3HsVZXds2hQ331LGZSq8s9i9VkZWWhpKSEdZCLyZ5FmVrdKOogE7W6Xbt2xdKlS7HbbrvV+s2r1Z09e7a2Dopjjpp7FomGrIN0fNIhhxyStmfx9ttv1xpzfeqgxlSrW189i1GNzXDPYjVxrNVt2rQp2rdvnzI2o6uDZs6ciTPPPDPwfOy8885YsmQJevbsqWw33TXKJDZjSgd17twZy5cvx5577lnrNyEETjzxRMyfP1/rWWiqVrddu3YoLS1NWqt7+OGHG6nVzUQHNW/eHEuXLk2as9t///2xbNkyLb1yyimn4OGHHw78/+bn52PSpElaL0PIy8vDc889h8GDBwf+3qtXL5SWlqbdgDqIgQMHpqzVveaaa3DzzTcr283KysJTTz2Fk08+OWmt7tKlS2NVq5uJDjKZD+Ja3Wq4Z7Em9VWryz2LNYlirW46HRTFWt3i4mKUlpYmXRceeeSReO6557R8tCkd1KpVKyxfvjxlz+ILL7ygtZ4544wz8MADDwTeH4WFhbjzzjtxwQUXKNut71pdXR2UrlZXVweZzFGb8km9evVKuXfLmWeeiRkzZijbBeKZo06ngzKJzaS6RiZrdU31LEaxVtfTQcnqCHr16oXly5dr6SBTtbqeDkrWs7jHHntg2bJlgfmRdMjU6np7nqtiMkedKmcXxZ5FrtWtSUPtWTTVR21KB0WxVrdPnz54/vnn0alTp1q/ZWdnY/To0XjooYeU7QINr1Y3kzVHSUkJSktLk75M9KijjsKCBQu0rmEc80Gmehbz8/OxePFiHHbYYYG/9+nTB8uXL9fS9vWdo46aDjKVo95rr72wePFi7LTTTrV+y87OxqhRo7R10D333IOLLroo0HcUFxdjwYIFyi+yA8zqoPHjx+P6669PWqs7Z86cpLmGVJjsWWQYhmloCMdxkv64cePG5D9K8u6772o9gFKRTpCWl5eH+t9jGIZhGiYVFRXYsGEDKisrkZWVhfz8fDRr1kxL3CTiOA7Ky8uxadMmOI6DJk2aoKioSCsY56eyshIbNmxARUUFhBDIz89Hfn5+KGPeuHEjNm7cCMdxkJOTg6KiIi2xnm7MzZo1Q0FBQcZjBoBNmzahvLwc27dvR05ODgoLC7XEup9t27Zhw4YN2Lp1K4QQaNq0KQoKCu+Y/dwAACAASURBVEIRkZs3b0ZZWRm2b9+O7OxsFBYWaiU1/Gzfvh0bNmzAli1bIISoest6GGP+6KOPMG/ePKxbtw6tW7fGySefjD/96U+hjLmsrAxbtmyB4zhVY9YJtvvZunUrNmzYgG3btiErKwsFBQVaiRg//vmdm5uLoqKiUMZs0iclzu+4+CRvfoftk/zz25RPys7ORlFRUWg+yZsrYc9vkz4pcX43bdo0tDFv2bIFZWVlVfO7sLBQKxETNOby8nJs3rw59Pm9detWlJWVVc3vsHxSRUUFnn/+eZx11lkAgIkTJ2LkyJHaSW2/7Q0bNmDHHXcEAKxduzZUn+Q1Rfz444+h+yQvIfif//wnlPnt+SQv8fLDDz+E7pM6duwIAPjll19QWFgYmk/yitPXrFkTmk/y1hwlJSUAgJ9//jlUn+QlddasWWPMJ+Xl5aGoqCiUMfvXHHH0SXHQQYnrpDDXHNu3b0dpaSlOPvlkAMANN9yAkSNHBibxVKlLnxS2Dkr0SWHqIFPz25RP8tYc3v3w22+/hTa/y8rKqorq/v3vf8dCB5WVlRnxSRybqWb79u146aWXMGTIEADAddddh5EjR6Jz586hjLmsrKxqfoflk4Caa46wfVJZWVnV/A7bJ5nUQZs3bwaAWOqgsGMzZWVlVZpi3bp1ocZmPN3z008/obCwMNQ1hykdVBexmbDiHKyDamIyNvPBBx/gkEMOAQBccsklOO2005I2v6sQtOYISweZXCeVl5dXvcTtp59+irwOqqiowOLFi3HGGWcAoE0rR44cGfgiOh3biT7p119/DTUf5MVmwpzfrINq8s4772DgwIEAgMsvvxzDhg1LWmCtQkPRQWHHZrwxh7Xm2LJlCxYuXIiVK1eioqIC3bp1w4gRI7QbrxP59ttvMWfOHPz4448oKCjA0UcfjcMPP7xR6iCT+SBPB5nOB3GO2lyO2qQOiluOeuvWrXj++ecxatQoAMDNN9+MkSNHam9AlUhDyAeFuU4yrYMS53eYOiiOOWqT+SDWQYSpHHUc80F1EZvhHDVhOkdtes2RnZ2NgoKCRquDvHyQCZ9kas1RWVmJJUuWYMSIEQCoSXHkyJFam3kE2Y7bmuOXX37BnDlzql6M8eSTT+L4448PxbbJfFBcc9QmfVIcc9QmfJI/HxR1nxTnWt26WHOYylHHJR9kKjZTVlaGp59+GmPGjAEA3H333Rg2bJjWRl9+4qyD4pij9nSQp93iFJsJWwdt3LixKvYalk9at24d5syZg3HjxgEAZsyYgZNOOimUeWjKJ61fvx5z587FVVddBQCYNm0aTj31VK2NgPyYWieVl5dj3rx5uPTSSwEAd955J4YPH661qY6f1atXY+7cubjnnnsAAC+99BIOPPDAjO1u2bIFCxYsqHpJ56RJkzBixAjtzcET+eabbzBnzhzccccdAFC1SVBY+SDPJ4U5vysqKlBWVsY9iwj2SayDzOao45gPimNshnsW6d54+eWXcdJJJwGgWt0RI0ZovQzUT5x1UBz7g7w4R1zqZuKmg7hnsSZx1EFxzAdxjrom/jVHHH1SmPPbVI56zZo1mD17NiZPngwAeOaZZzB48OCMr2Fca3Vff/11HHvssQCAq6++Gqeffjq6dOmS8ZjrqlZ3zJgxGDZsmNbLAv2Y1EEfffQRnn76aUybNg0A8Oabb2LffffN2O7GjRsxf/58XHzxxQCAO+64A8OHD9fa0NzPZ599hrlz5+Luu+8GALz44os46KCDMra7detWLFy4ECtWrOBaXcQzR821ujWJsw4y1bPorTnCzlHHNR8UZx0UB59kslZ3xYoVVRujjx07FsOHD0e3bt0ytmsyNvP+++9jwIABAIBLL70Up556aig9i2VlZZg3bx4uu+wyAMBdd92FYcOGab34xU9D2E8qDvskmNy7Zfny5TjllFMAxHfvlsYcm+GexZqsXr0aTz31VOg6yGQ+yNNBU6dOBQAsWrQIf/7zn2NRqxunujjWQTWJc46aa3XrplY37Lq4bdu2YenSpRg2bBgA4MYbb8TIkSOrnrmZEGcdZCJH/dZbb+HII48EEB8dFMd80D/+8Q88/fTTuPfeewEAr7zyCvr165ex3TjmqE3XxZnQQdu2bUNpaWmVDho3bhxGjhxZdW4y4eeff8bs2bMxceJEAMCcOXNw7LHHZnw+TPokf63uo48+iiFDhkS6VpdhGCZO5OfnJ31wxfKFcwzDMAzDMAzDMAzDEN5L2U28fN2UbR5z3djmMTOMHDxX6sZ2HMds0jb7OyYZfD/XnW2mbuD7Lt7E8TzH8frF8TybtM3XsG5s85jrxnYcx2zSdhzHzDAMEyXi6Ed5zEwy4nhvmLTN9138ieO9EccxxxG+hnVjm8dcN7Z5zHVHHM8HjznexPE88/WrCV/DurEdx/sujufZJHG8N3jMdWObx8zUB3G8N/i+q0kcryFTTRznCo85/rZ5zHVjO45jNkkcz7Mp4npvxPEa8v1h3q5J2zzm+NuO45iZmsTx3mCq4TlYkzieDx5z3djm+7lubMdxzEz8ieN9x2OOv20ec93YjqPvj+OY40gc72eTtnnMdQOf57qxzWOOv20ec93A57lubMfx3mAYhgmTVC+cy/w1uAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMIwR+IVzDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwEUU4jmP0P7Bo0aIPjj/++H2N/kcYhmEYhmEYhmEYppEihHAAwHEcERfbPOa6sc1jZhg5eK7Uje04jtmkbfZ3TDL4fq4720zdwPddvInjeY7j9YvjeTZpm69h3djmMdeN7TiO2aTtOI6ZYRgmSsTRj/KYmWTE8d4waZvvu/gTx3sjjmOOI3wN68Y2j7lubPOY6444ng8ec7yJ43nm61cTvoZ1YzuO910cz7NJ4nhv8JjrxjaPmakP4nhv8H1XkzheQ6aaOM4VHnP8bfOY68Z2HMdskjieZ1PE9d6I4zXk+8O8XZO2eczxtx3HMTM1ieO9wVTDc7AmcTwfPOa6sc33c93YjuOYmfgTx/uOxxx/2zzmurEdR98fxzHHkTjezyZt85jrBj7PdWObxxx/2zzmuoHPc93YjuO9wTAMU1dk1fcAGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhmGD4hXMMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzARhV84xzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAME1H4hXMMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzARhV84xzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAME1H4hXMMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzARJae+B8AwDMMw9YVt24UATgKwI4AyAIsty/pnSLZ7ARgIIA/AV67trSHYbQrgBAC7AdgEYJllWV9kate1vQeAowHkA/gngOcsy9oUgt0mAI4F0BVABYBXLMv6OFO7ru2dARwPoAjATwAWWJa1IQS7WQCOBNALwDYAb1mW9W6mdl3bxaD7riWAXwE8a1nWfzO1K4QQAP4MYF8ADoD3HMd5PVO7AGDb9g4AhgJoC+A30Hn+NSTbBwE4APQi5E8AvGhZ1vYQ7LYAMARAMYA/ADxvWdYPmdp1be8L4FDQWvpzAC9YllUZgt180Jh3AlDu2v0mU7uubQvAIJBP+gbAIsuytoRgNw/VPmkz6PqtztSua3t3AMcAKADwLwALLcvaGILdHNduNwCVAF6zLGtVpnZd2zuBfFJzAP8GzZU/QrCbBWAwgL1APulty7LeztSua7s9yCe1BrAWNObfQrJ9GIA/uV8/AJ1rJwS7rUFzpR2A/4LujV8yteva7gegP4BsAP8AsDwMnySEKAKNuSOADQCedxxnTaZ2AcC27b0TPp8EYIllWRUh2G0Guje8710sy/o6U7uurW4Jn08DrTnC8Em5oDnofe9pWdanmdp1be2a8PkM0FwpD8FuNmj95X3fz7Ks9zK169rqmPD5HNCY/xeCXQHgiITvB1uW9Vamdl1b7RI+nw8a87qQbA8A0BeAAPAhgJdD8kktQeuk9gD+B7qf/52pXdf2/iCflAPABq39t4VgtxDkkzohfB20F4DDUa2DFoXhk4QQTQGcCGBXuDrIcZywdFDXhM/DQc+VzSHYbQLguITve1mW9Ummdl1bnRM+nwmaK2Uh2M0G6SDv+/4h6yDv87mgMWesg1yfdHjC9wGWZb2RqV3XVhvQXPG+twtRB/VP+DwYwEsGdNB6kA76MVO7ru0/ARgA8kmfgfRKGD6pALTm8HTQEsuyvs3Urms7UQd9DfJJGcdmhBB+HVTqOM5nmdoFaM2V8HkEwtVBxyZ872NZ1oeZ2nVt7ZTweRTC10He9wMsy3onU7uurQ6g+64VKDazwLKs30OwKwAcBorNAMAHlmW9mqld17YxHSSEOADAQSAd9Anong7DJzVHTT+6k2VZYemgPgmfTwT5jjBiMyZ1UHfQPd0UwLcgHx2mDuoCYAsoNmNnate1naiDRoLuu7B00DEJ3/9kWdb7mdp1bXVK+Hw2aH6vz9SuECILpIN6g2Kv7ziOsyJTu0Cd6CDv80BQbD4MHdQKNed3Scg6yPt8DCg2k/GaQwiRqIM2AFjsOM73mdoFqnSQ93kISGOFFZs5MeF7V8uyvszUrmtrz4TPw0BaNuo6aJeEz2HroKMSvoemg4QQJQmfzwXwrOM4Gcdm3HzQ4QnfD3Ec581M7bq2auggIUQ7x3FC0UFCiIMTPg8C8JLjOBn7JCGEp4O87x0dx/kpU7sAxeoAHAIzOmgIqnPUSyzL+i5Tu67tnqBnVqg6yM0HebGZzQBKLcsKUwcdDcoHfQ9ac4SZo94TwFYAr1qW9VGmdl3bdZWjXhlDHfS+ZVmvZWrXtb0DaK60BemgBZZl/Sck2wcCOBCkgz5GSDlqIYSng0pAOepFIeaDEnXQCQg3R52og3YPMUfdI+HzqQhXB52Q8N0KUQftlvB5JOi+M5Gjft2yrA8yteva3hF0PpoD+Bkh6SDXJw0C5ai3A3jHsqyVmdp1bbdP+By2Djo04fPhIP8flg4amvC92LKsnzO169rql/D5GFA+KIzYTBFoflfpIMuyvs/Urmu7N2hN2gTAlwg3R30igF0AbASw1LKsrzK1CwBCiD1Ba/9mAL4D8JzjOGHooFzU1EG9LMv6R6Z2XVuJOugM0DrJhA7qa1nW3zO169oymaMeCKAPKDbzrmVZYemgtqC50hbAOgALHMdZG4Zt27YPTvh8BMLNUSfGZjpalhWmDvI+Hweah2HqIO/7LiHX6nqfT0Z4Osir1fW+d7Ms6/NM7QKAEGKPhM/DQT4pTB3kfd87ZB3kfT4L4esg73s/y7L+L1O7rq3EHPVohKuDatTqWpYVZq1u4lxpH6IOOijh85EIr1bXnw/aMcRa3X0SPsdJBw2GmVrd4wHsDsoHlYZcq+t9DjtHnZgP2ifEWt0dEz6HnaM2ooOEELVqdR3HCbNW1/scpg7yctTed1M66GiEVKvr6qDEMe9sWda/MrXr2jJSqyuEqKWDHMcJRQfZtWt1nw8pH+Sv1Q1NBwkhdgWtZwoB/ACaK42yVtfNBw1M+H6w4zih1Oq6Osj7fD6AhSHqoEMSPoetgxJjM2HqoL4Jn49FuLW6iWsOUzpoKEKq1XV1UI1aXSu8nsWuoHhEbHoWhRCdQXGfIgA/guZKGDoorrW6f074fmiIOsjLUYfesyiESOxZ/BiUow6zVtf73inEWt19Ez6HrYMSexZDq9UVQvh7Fp93HCfqtbp1pYPiWKt7oBVez2KHhM/nIfyeRe/znxFSz6IQooYOEkJ0cBwnzFpd7/PRAJaH4ZMSctTe950M9SzGqVbX+xyLnkWfDloDWnM01lpdr2dxb4RcqyuEaJfw+XyQ3gwlRy2EGJDweSCAV0Kqi6uhg4QQJY7jmKjVDVsHJa6TOoeVoxZCJPYsfgmqAw5TB3nfw6zV5Z7FalvGdFBAre4Cx3HC2rslsVZ3gOM4b2RqF6ihg7zvpnoWB4F6Fk3U6nZyHCdOPYtxq9X1vncPuVbX+3w6wqvV9XoW9wTFZsKs1TWyd4vbH5S4d8tKx3HCrNX1Poedo66hg0LsWfTX6oa5d8uBCZ+PAuU4G2vPoj9HHZoOEkJ0T/h8Kig2Y0IHmazVDaVnUQiRA8oHdYdbq+s4Tli1ukZ0kBubSdy75aAQa3WN9Sya0kF2dc+it3fLwrBy1EKI/QEcDOof+BQUmwljzVEXtbq5cHWQoRz1Msdx4tCzaCRHbRuq1RVC1KjVFULs7zhOWDqoY8Ln0HoW7epaXe/7IWHV6tq27dXqVn23LCuUHLWpnkXbYK2uEGK/hM/HgWpFTNTq7hqiDjJVq+vpIG9f3eVh1eratK+u9zlMHWSsZ1EIUatnMYwctauDEnsWVziOE+laXTc2c1jC98McxwmlZ1EIUaNWVwjR3nGcUGp13Ry19/lIAC8a2rsl8rW6QghPB+0Md19dx3FCqdUVQvRI+HwKqIczYx3k5qiPT/jew3GcUGp1hRC7J3weCZrfGeeoXR10TML3fRzHMVGrezZo3+wwa3W976HpILdW1/t8PmidFFaO2kjPYkCOuthxnEjX6ibsq+t939lxnMZcq5uog0Kr1RVC1OhZFEL0chwnrFrdXRI+nwHKUYelg45O+N7XcZxQehZ9OugckB/NWAcxDMM0FEQIsZCULFq06IPjjz9+3/RHyiOESDlox3FEmP89hmEYpmHhBhgmABgDKizx2A5gKYDRug36rtCbAdqcLJH/AJhoWdZDOnZd21cBuA7ADr6fXgVwrm6i0S2ymQFKLiY+Q38HcIdlWbfp2HVtjwZwM4AOvp/+D3SetQJobvLoEZD4zUr4aQOAaQD+ohvIsGmjs9tBwclEPgJwgW5jqRuofRDAqaj50t9NAGYCuFI3eeIGlO8BsIfvp88BXOo4jlahkFskew+As0DFbh5bAcwFcIluwYZNm1c8CKCn76d/gs7Fc5p2cwBMAXAhaGNKj20AngNwvm4iwk3CP4LqF2h5/ARgnGVZT2raFQBuBDAWQIuEnxwApaD5rVUE7hb+zQAVPCSyFsCtlmXdp2PXtX05gHEA2vh+egM0Zq3GM5uarmeAAsGJPul/AP4KYJJucNVtqLoVtMljIu+BfJJWAM0tonsY1MiWnfBTGYCHAFyvW9hq0ybVdwLo7PvpHwAutDQ3GnUL96cBGA7aBM5jM4AnAFyu20xj0wbm94ESool8BeAyy7Je1LSbB+AuAGeDNuj3qAAwD8BFuhsZuQ0SD4E2jk/kXwCutizrGR27btDzVgCXgJp+PLYDWATgPN3GFJteoPIogP179iRX+umnnwK0keRNlmXN0LHr2r4BwFUAWiXYdgC8DOAc3WZYm15WMAPAob4xrwMwxbKsuzIY88UAbgLQzmd7pTtmraC+W9j7KICje/bsKRLs/gF6Rk7IwCeNAD2zOvnG/AHoeaXVWOoWrDwMYEjPnj2zE+xudP/9Gt2Erk0byt0FYDffmFeD5qDWZhZukez9AEb07NkzN8HuFgCzAIzRLdhwk3TTQIWhiXwD8nVLNe02AXAHgNGgzQ88KgE8A/LRWkWiNjWKPwzaMDGRHwBca1nWU5p2swBMBOmgooSfPB10rm5jik2b0zyKYB00wbKs6Tp2AUAIcTVIB7X2/fQKgHN1E42uDpoJ4HDf/fw7gNsty5qqO2abGqInAujgs/0OaM2h1eThFvY+AuDYnj17ZiXY3QCaQzdmoINOA+mgnXxj/gjkk7QaS10d9BCAU3r27JmTYHcT6Jlwla4OchsM7gHQxTfmz0FaRatQyKYG5nsAnAkgL8H2VgB/A3BpBjqoP0gHWb4xfwdgrGVZizTt5oCu3/morYMWgq6hVrOcm4R/GLV10I8AbrAsa7amXQF6dl+B2jpoOcgnaRU/uIV/M0Av7UzkV5AOul/HLgAIIa4AcANq66DXQT5Jq+DSbTZ4FMAg35rjfyA9MDmDNcfZAG4BUOK77/4O8klaze6uDnoEwPG+NUcZ6D6/IQwd5BvzJ6BnrFbxoquDHgAwDLV10OMArshABx0B0kFdfT99CdJBL2naTaWDngatwbQKNoQQ/UA+ei/fT98DuNpxnGd17NrUDDwZwEUAChOu4Ta4Okh30xC3KfNRAH1998a/Qc/BxzTtCtDcvgpAS58OegnkkzLWQb6f1oHm9t06dl3bl4BiSu18P60A6SCtxjO3sHcGgCN9Pmk9gLsB3JyBTxoJ0kEdfdfwfdDzSqug2m0mmo7aOqgc9By7VlcHCSGOB83DXX0/2QAu0t3Mwi3cvx/A6QE66EmQXtHVQYeBdFA333n+BqSvlmnazQX553MBNEuwXQlgPshHaxWJ2tQo/jCAvX1jXgO6fk/r2HWL4G8GcBlq66AloNiMrg7qDvJJB/jG/AtIBz2sY9e1fQ2AawG09tl+BTS/tZphbdoYfAbM6KALQLm39j7bb4PWHFpNHq4OehTAMT4d9Afo2Ts+Ax00DMBtqK2DPgT5JK3GUndThYcAnIya+aCNcHWQ7kYn7oZT94A2lk7kMwCXOI6jtamfWyR7L4AzUDsfNAeUa9IqXHebth4AYPl++hbAWMdxFmvazQEwFaSD/LGZhQDO1y0StalR/GFUv0DL40dQvH+Opl0BYDxIByXmqB0Ay0BrDq0G/TQ66GbLsh7QsevaHgvgegTroHMszc1RXR00A9QgnZgP+i+AOy3Lmqxj17V9DkgHFft+ehfkk7Sa3W3a6OURUNNIYo66DHSfj8tAB50Mijf6c9SfgHLUWo2lbgOzl6P266DHQPEIXR00COSL/TnqL0A66GVNu3mgdeco1NZBTwG4WFcH2bZ9AMhH9/L99D0oTrVAx66bD5oC0kH+2MzzIJ+kq4N6ge67IB30F8uyHte0K0C53itRWwe9CPJJWs2wNm0EMQPAgIB80CTLsu7RsevavgzAXwC09dl+yx2zCR10F4BbMtBBZwKYBKCj76f3QRpZa/Njmzb+nw5qvkvMUZe7/35dBvmgE0C5eb8O+hQUi9Bq4nJ10DQAw5PooDG6zTQ2bSZ6P2rroK9du8s17eaCzsU5qK2DvBy1rg7aD3St/DroXyAdNE/TbhboOXgpgnXQaN0GfVcHzQDQz/fTL6Ac9aM6dl3b1wG4BvRyVA8Hbj5IVwe5G4PPQMKG2C6/AbjNcZw7dewCgG3bF4LWd34dtBJ0nrU2ZLfppYxejtqvg+4FaU5dHTQcpIN29I15FUgHaTWWujnqhwAM9eWDNoKeY9foNvjZ9CLGe0AbCSTyGWhd8IaOXVcH3QdgJGrroNkALtPVQTa9YOEBAD185/lbUBx6iabdJiAddB6AfJ9PWgBaN+rqoH1AOmgf35h/BD1T/qZpNws0Ty4H0DzB9nZU6yDdWt2uoPl9kG/Mv4JqdR/UsevavhKkg3bw2X7NHbOWDhJC7OiOeSBq66A7HMeZksGYzwXFwYp9Yw6tVtfnk8pQXaurq4NOAd3TO/vG/DHoftZqLE2s1Q3IUXs6SDdHPRjki4N00KWWZb2iader1T0TQNOE81EBqtW9OIMc9YEgH93Td55DrdX15YMyrdXdC3Tf7ecbcxi1un8B6aAWPh2Uaa3u7qD5fYjvp7UgHXSvjl3X9hiQfmvr++lN0Ji1NuCwbbsENObBATnqu0C5dV0ddBZIB/lz1O+BdJDW5seuDnoEwAkB+SCvVldXB50EyoHs4vvpU1D+Q+uFC0KIVLW6TwK4XPdFyDZtWHE/gD195/krkA4q1bSbC7oHzkFtn5RprW5fkA7qHaCDrrEsa76m3Rq1ur41x2LQszBytbpCiOsBXI3aOuhlUA2K1qZANm2INwPAYb4x/waq1f2r7pht274ItL4LqtU919LckF0I4dXqHoWasdeqWl3dDeEM1+p6OepQdZAQ4lhQjNSvg1YDuNhxHK1N/dyNnDwdlJvw0xZU6yDdHPUAkA7qHpCjvsKyrBc07dao1fXpoGdB68aMa3V9Y/4BpIPmatr1anUvQ20dFFrPom/MYfQsJqvVDatncaDvp98BTLUs63Ydu67tqlpd30//BxqzVq2u+1LGR0GbBPp7Fu8HcKPuhnA29SxORXCtbig9i3Vcq3uppbm5uauD7oVbq5vwU8Y9i+4mfkE9i98BuNJxnOd17Lo66DYAF6C2Dsq0VreqZzFAB91gWdYsTbupehYzqtUVQqTqWbzFcZxManVT9iw6jpNxz2KADgqtZzGgVvc8K4SexTqs1Q2jZ/EBAMN69uzZJMFuGLW6vAPZUAAAIABJREFUA0G+uKtvzF+CdJBWz6K7eWTKnkXdDV3T1Ope4zhOJj2LkwBcjJo9i9tAOshUz+KNlmXN1LHr2k7WsxharW4d9iyucMes1bMohChGtQ5KjBevBz17J2agg0aCarmDdNB5Bmp1N7r/bqpW92LdF3C7Ouh+ACNQWwfNAjBGVwcJIVL2LDqOo9WzKIRoAvLPowE0S/ipqmfRcRxdHfQn0LXy66A1IB2USc9iVa2uTwe9ANJBWrW6QohuoPl9gO+n/wAY7ziOqVrdcy3L0u1ZNFmrez5IB/lz1O+4Yw67VncDKJZwUwY5aiM9iylqdTe5f4upWt1LdTc3l+hZvMTSfBGyqZ5Ft1b3dpAOSqzV3QY3R637gr966llcBvJJJnoWb7Esa5qOXdd2Vc+i7xq+DprfmfQszgBwhE8H/RekgzLtWbwVwbW651n6PYttQPfG8ai9d0tGtbpCiKGgeGNn30+fgJ6xuj2LRe7YTgvQQZnW6lb1LAbooEx7Fk3V6lbpIN+Yv0cGtbqGexZT1eqa6lnMqFZXCFFVq+v7aR2ASY7jZFKreykoplSXtboZ9Sy6m6NPRpJaXcdxdGt1W4F80kkBOerQanV959kG5WQz6Vk0UqsrhKjqWfT99DVIB4XSs5jwU8Y9i+5LnaaDXm6eyBoA1zqOo9WzKFGre56uDkpTqzvesqxHdOwCgBDiWlCtbtDeLec4jqPbs9gZbq1ugA66zbKsOzSHnK5n8VxDtboZ9SwKIapqdX0/fQjqLcmkZ3E66AX1/p7FR0F7A2RSq3s3gN195/kzkFbR6ll0dVBVra5PB80B5Zp0exaranV9P2XUs+jmqL29W/w5ai8fpFWrK4RI2bPoOE4mPYsTkLxWd7Sl37OYqlY3057Fqlpd308Z1era9IKkGQAGBuigOyzLCqVW1/dTRj2LQohUPYvTAPxF96WEQohkPYsfg3RQxj2LATpoJjKo1RVCpKrVvcxxHK2eRSFEU5CvOwu1ddBcUI+27t4tB4LOR1DP4pWO4yzUsevqoKqeRZ8Oeh7kk3R1ULJa3X+DtPcTOnbdlwX+BZSjbpnwU5UOchwncjpICFHVs+j76S3QOkmrVlcIUVWri9r5oLtAuXVdHZSsZ/E9kA7KpFb3YQAnGqjVPRGkg3bx3XcZ9SwKIap0EGrmg0zX6l6u27Povkysqmcx4aeqnkXHcXR7FvuCrlWoPYtujvoWUK2uXwd5OWrdnsUeoDVtv4C9WzLqWRRCpOpZPMdQre5tlmVp9ywKIS4Cxbnb+35aCWC04zhaOsh9KeOjoJfC+Wt17wXV6urqoNNBOqiT76dVIB2k1bMohKiq1UVtHfQIqO4i45cSMgzDxJ2s9IcwUUAIMU4IsVoI8Q8hxMdCiL5JjttXCHGf+/ksIcRa9/iPhRCz3H+/WQhxeF2On2EYJmI8AkpqN/f9exaoGWiFW4CihFsctAK1X7IAkEh70N0cRxnbtqeAgrX+oDhAG+K87Qa4Ve2WgASjfwMLgJKCU2zb1mootWnzwUdQu3ELoGTmCpteTKFqtxUo8HYCaq9likDJA91N1c4EFb74g+IAJY1fd4MnqnbzQY2/p6OmQAUouHMJgAVuUFcJt5l0CWoHxQFKzi8XQhyhatdNei0GJb3yfD/ngoLlpW6Dl6rt/qDz4W/cAqhR/1m3iU7VrgAVU16Fmhv5AVRINhR0Df1zX8Z2L9DmDP6CRYCCrE+4jQM6TAMV97bw/bsAcCRorvg3Dk+L2ySxErUbtwAKZt9r2/Z4Vbuu7YmgpEmQrxwA8kn+TRdk7LYHjdkfFAcoaXALKIGsjE2bsD+G2i+bA4D9ALxl08b1qnZbgBrWhqBmwSJAzTpXA5jj3p+qtoeBGgA6B/zcC8CrNm0Io2q3KSjpciZqbmABUBLsAgCL3GZIVduDQUlm/8vmAPJTL9i2fbSG3WxQwv0i1EzUAfQ3jADwkltkoGp7f1CS2f+yOYCeB/PcJhsl3KTXE6DG60Lfz1kATgTwphCiFRRxi4NWANg/4OdiAI/a9FJIZWzbvhuUQPKPS4A2/l3pFvKp2t0ZNL/9L1kAyJf81bbtSap2Xds3gHxpkK88CDRmf2G/jN22oPN8DGr7pOagQLzWS7Tcxo7ZqB0UB6go5A23WF7VbhHofj4FtX1SPqhA/mm3eE3V9lDQhlD+DSwAKr55yaYNI1Tt5oH8xtmomagDaA0yGuQ7/L/J2P4zaEMof+MWQM0ei9xCTFW7WSD/PAY1myQAWusNA/lo/3pExva+oOeK/2VzABWTzbVpw2wdHgUltYt8/56og4L0Rkrc4qBUOughtwFLGSHE7aCNFfwFiwC9MPttd1M+JWxqFn/bteGnNYDbbdvWKlq06UXhDyNYBx0AOs9Bz8l0dluDdJC/OAiga3oDaK2jjE0bfc0FsFPAz54OCloHp7NbAEqqDkewDroUwDM6Osi27eNBeqVLwM/dQFrFv0GJjF1PB52HYB00CsBy13ep2j4YpIP8L1kAqCl2oU2bKqraFaDrNxbBOuhk6OugvUA+Kej6dwIwy6YNdXV4EFS0GKSDjoK+DtoNtObwN24BtFa4z7btG1XtAhRXBxXrBOmgQ0E+qbOqXZtecJtKB90KaihUxqZN2GciWAf1BZ3noHsynV1PB/k3NAdo7XsN6P7Q0UGnI7kO2gv0jPU3C8vYbQbajOAMBOugCwE8r6mDjgRtCOV/2Rzcf1tq08Y7qnZzQOuvZDpoJDR1kBDiANCGUP4NLAA69/OFECNU7brX/EnQPeDXQdmge+ZNmzZeU7VtgZ6FQbG5EgAz3Xteh3tAc80/LgFgEDLTQW8juQ66y7btW1Tturb/AipKC/KV/UGxmaC1ezq77UBrO/8GFgD57AmgwjJlbGrsmIXaBYsAPWvetGnzJFW7RaAm2iAdVAB6Rs7V8UlCiFNA8Qj/BhYAPdNfdpsSlEjQQaMQrIPOA7DEXZuo2j4cpIOCYu+7A1jsrqVU7WaD/POlqFmwCNBabzj0ddCfQNcwSAfvBLp+o1TtuswEbUAVpIOOB/CWECJIb6TEXdOvQO0NLADSAtNt2pBPGdu2p4IaUpLqIJsav1XtdkJ6HaS1mZ+r+R5C7YJFgLTiSlc7qtrdAeT7j0NtHdQcpHG1NnK1qcE9mQ7qA4rN+Bt30uIWJL8Kig341xX5oA1VnnFfhqhq+wRQI3RQnKs7gFKdOhB3g5oloBhMkA46G8Ayd3MtVdsDQGuwoDXnbgCecxtWVO1mgfJ5VyA4NnMKgNeFEP65nxY3JvcGajduAaSDZruxPR2mgzbi9eszASrMXenGJJVwY5+pdNA027bHqdp1bd8KKlhPqoPcNY+q3WKQTxqE2muOVgAm2batq4PGgHxD0Pptf5AO8jcTythtCcoVnojaPqkQtPnQE6p2XdsjQQ0AQedyLwCv2bT5gqpdTweNQLAOuggUj9CJzRwN2hAqKEe9J4Blbs5I1W4OyNddiGAddAaAF229HPUBoFiVv3ELIB30jE0v4VHCzQfNBuUEg2IzQwC84Tb3KmFT7jKVDnrMpk0ddLgXlHsN0kGDQT4pKMaZEpuaxVeiduMWQL7kbptyzcrYtn0TaNxBvvJg0Jh1ddBKJNdBE0GNyMrYtAn7E0itg4K0eTq7zUFr6JMRrIOuhKYOcmOUCxCsg3oCeNmmmg9Vu3mgzWvPQnIdtFhTBx3h2g7SQV1A+uo4DbvZoI3LL0GwDjodwCs21QSp2t4PyXXQzgCesqmGSYfHQTmDpDrIptorJRJ0UNAzqQOAR2xq+lbGtu07QU2wQTnqgaD5HTSPUuLmkN5G7ZfNAVSDd4cQ4jZVuwBgUw3ggwjWQV6OOug5mc6up4P8G5oDtI68EVSPp4xNDe5/Q+0NLABgH5AO2kfDbiFIB52GYB10OYD5tl6O+kRQI3SQf+8OWhccpmrXbcxcCtqgJkgHnQNgqXucErZtHwpagwWtOXcDxaGHaNjNAvA06HwG6aBTQetGf1xWxnYfkA4Kuv6dQHVPo1XtujwMqq0IqtU9BjRXdGp1u4Ce3wcF/NwOwAO2bV+vate1PRm0gVFQ7vww0JiD4gkpcZvF30btl24D5P8mCyG0Nj22afPBRxGsg7xa3aC6iXR2W4F0UFCtbiGoJkq3VvcM0D0dpIN6g+7noLqodHbzQXMwWa3uxdDXQccgvQ4apGHX00HnI1gHnQl9HXQQSAelqtU9TcOuAG34k6pW9w1bv1b3LVBNp59Ma3XvB232kqxWd6VNNaxK2NW1ukH5grYA7rFte4KqXdf2BFAeK0gHHQIac9DaPZ1dr1b3SATnqG8GnS9lbKrVfRypa3WDtHk6u82RvFa3AHQ/6tbqngZa+wfVPfcErfuDnjkpcTeoKUXyWt3zASxyN+xVwvU3qWp1l7h+S9WuV6t7MZLX6r6sqYPS1eo+7T4fdHgcyWt1T4C+DuoO8kmpanWvULULAO5zfzJS1Oq66wcl3HXK26B1i58dANzprneUcddXDyB1rW5QLVdK3E2zvFrdIB10E2hdqYxNL6NKVav7prseVrVbCLqfT0VyHaRVqyuEGILkOqgHgBfd/Iuq3VyQ3zgHwbGZc6Gvgw4D9SYkq9V93tV3qnazQJuIJqvVPQ2Z1eq+juS1un9zdbQOj4DymMl6Ft+y9Wp19wA9v1P1LF6rate1fRuS1+r+GTS/dWt1vZ5FP60B3ObGhZRx41DJanU9HaRcq+vWD5iq1fV6FlPV6gatg9PZzQet+5PpoEtBa38dHXQcUtfqLnfjs6p209XqngXNWl0hRKqexV0BLHDrgZSwq2t1r0TyWl1dHbQXUvcsPunmG3R4AMl7Fo8CzW/lWl13I79UPYv3CSFuUrXr2k7Xs7jSUK3uLaA8lDJuvi5Zz2JfmOtZvAZUw6Cjg4Yjdc/iK7Zera7Xs5iqVjfTnsVktbov2Bo9i64mS9uzKITQqdXth9S1uvOEEJn0LF6L4Fpdr2dRp1a3B1L3LM6wqS5DGZvqQJL1LGZaq5uuZ/FWVbuu7XFI3rPYH5o9i+4LbleA6oWCctTjkVnP4iyk1kEmehbHgnKcOjroZKSu1X1JUwfJ9CwucevnVG17tbpJexbdej9Vu17P4mUIzlEPA/CqW6eoRBod5NXqnq1q12UGktfqHgdNHSSE6Aqa30HPpPYApgshtHoWbaqXNVWruxKpa3W1XjhnU13ydATnqA8A+aRMehaDanWLQNdW62WjNtV/p9NByj2L7hx4BcG1us1Ac+hZd/NbVdvHw0CtrquDlsBMz+IhMNCz6K45vJ5Ff2wmG5nV6vZGch3k9SxeoGrX5SEk71k8GuZ6Fu+3qc9HGZv6ilL1LK609Wt1VyJ5rW4YPYvJanXfsvV6Flsidc/itSCdrNMfNAIUb+wc8PNeoGesbs/ii6A+v2S1us9p6qCjkL5n8UgNuzmgOHSqWl3dvVvS9Sw+Y1P/qKpdAVrnpupZfMPV0qq266tnUbtW142NpKzVdfuhlbGp//o+JK/VNdmz+KCqXQAQQlwI6mlNWqsrhIhTra4FyskGxd7S2ZWp1dXqWRRCDETynsUuABa7ayklbLmexVd08kFCiD+BtGzSnkUhxFmqdl0eQ/pa3Ux6FpPV6j5s034myggh7gBt/p9q7xblWl03h7QSwbW6rQFMtaPbs5isVvcvoHo8ZYQQ5yB5rW4fUG9JJj2LyWp1x0CzZ9GmfZeeRwodZNP+Tap2c0H1dslqdc8G1dwp56jdWNGLSF6r+5yglw0r4ca20vUsvubGypQQQqTtWRRCnKdq1yVdre4KW79ncQWS1+pOs2nfN2Vs2mcuVa3u27ZGrW6CDkpaq2vT/nrK2LSfX7JaXa9nUblW191/MFXP4nXQ7Fl0cxDJehZ7A3hNCKFTq5uuZ/FikA7Sic0cjeT76u4J6nVW7ll080HPg/bXTFqr69b8qdo+EKl7Fp8VQgxTtWtX1+qm7FnU1EE9QfddUI1CCYDHbaoF1eE+UA1qMh20wn3hkRJCiF1AdXEDAn72dJBWz6IQYjxS9yy+LYRQrtUVQng6KKhW1+tZnKZq17V9MZL3LO4H2kNDt1b3dVAteLJa3b9p6qBTkbpWV6tnMaFW9yzU1kFere5inXyQWxOTrlb3WFW7bux6AVL3LL4shNCp1e2L5Doo057Fx0D7vQfpoBNA951OrW43pO9ZHKtqFwCEEH9F6p7FtzVrdT0dlKxW9w6b3iOgjKAX5D2A5D2LK4QQyj2LCbW6qXoWtWp1hRDngp5ZQbm1fUA6SLlnUQjh9SymqtWdp6ODGIZhGhrsCGOAW0x4DIA+juP0AgVlA9986zjOB47jJCan5jmO09v93xnuMTc5jvOK8YEzDMNEELdYKt0LGrqAhI4qyRoZErlVNYDtFmine1FdCSiZp8pkBCemEhlrK270a9OL7NIl+VpBrwljHIIDLomcYdPGutK4CZxpqB2MSyQfehsqX4rggGoix4CSSdK4QatHUDsYl0gTAI9oCOCRCG7qS+QgUCGBKo+gdrA9kSzQi0lUi4+ORfpz2AsUqFTlAdROpvn5q624AY5Nm0Oma/raFRQQVuWvCG5kSGS8rbjZhE2N4Ol8ZHvQSzJVuQXBBXqJXGIrNlG6hUfpXp7ZAnobZFyD4ALcRE4DFT1JY1PT50NI7ZOaQi8odyGCC+wTGQQKNkvjJvceQe1gXCI5oKCtakHkMKQ/h/uDEo2qPIzawfZEBCi5rbop1yBQQjQV3ZH+GR/E/aidTPMzVbW40KbN49K9qG5nUFGjKlMRnCxP5AbVhgabNi5N94KGtqBCa1XGI7gYJpHzbMXNZNyisHQF2EXQK4gci+AkTyJDQAVq0tjU9DkdqeNIefh/9s47XK6q6v+fk9CkkwQUEQUbgntQEBCRn0pCFaRLkd5V9CUkQkKAUKSThCAQCCGht1BDDU0QFTsiGUFFIbT03khI2b8/9p5h5mbmnr3OPftmTlif53mfN7kclou55+w5372+a21nTpMWAk+k8cClWnriinnBeBPPjSxfAKylKy5nqfnoYNI/w2/gDFlSbmD5An9bfiUt9JfdYMO0pq8v44xvUobS2MBTyyXSJqskSUq479n22ARXzJNyKY0LU7X8oiwccFV2wzHSdFnIGtCIc2jcFFDLMVKjni/yp+mgtcjWrPp/NG76qWVf3DMVjH9mhxOgg8ryZtVjaNzUV8v/wzWWBuPXxhEsb4SspaKDpOaj/XBm9fb4Gs64LmUY6TpoSFnY+Fl2hyanNX19AfddLGUIjQ08tZwv1UG+UTVtjfwU7p1HykU0NujV8n9l4YEnZTckMG0gT1Yd1J90HfQjnNkrGG/4H0b7a9InyLYm/ZTGxpJa9sTlHYzXNiOIo4N+hDOOtce3cBpPSogOui5DM/qepGvJr+Ia/KSE6KAry8JBoGXXoJzW9PU50nVHw3xoPNiqlrOlDQ1+DUvbK9qQ9L2QRpxP48F1tZzi1/Jg/HdFmgF7HbId4vALGjci1vJD3HtHMH5AzPWk66AbfTO1hJNoPHCpll64d5Ng/LvPCJY3Z9dS0UFSQ2TIZ7gd6c9TI9J0UIJrwBYN5UqSpBfpWnILXM1BytU0bq6q5dKy8EAEr0HSDqr7DK62I+UyGpuGazmzLGzs9mbItHxi6qDjvOYNxmvqtHegtchWD+pN4wH9teyHUAf54Z5pOmg1YHiGetBxNG7qqyWkvlqHXxtvJEAHZWjCCPkMv47bK5MyjOWNzm25Str46U3uaTW1mDroQr+XGozfq01bIzcmvSbciItpPESmltPKwgNP/J54Wn1qfVzTipSzaDwkqpYjy8LDBXzt4Tri6KBTaTwErpbv42owwXhtE1oPkjaGHYmrr7THTmTTQTeSroOGleUD00M+Q0P6XmcjrmX5wTdtGVQWDsDxtda0g+o2wzV3SRlEug46tywcPl52wynOT7lsI9L3QhpxAY0HNtTyk7Lw4EfvHUirT1X2Z6WcQeNGxFp+iPNQBOM9Gmn1oDXIdtjVKTQeuFTLbjivSjCRddAhpH+G25P+PDXiBpZvQq+lUqMWNaOXy+XdcAN/2uMruCEXUn5Fug66zHvGgvGetLT9601x7w9SLqfxgN9a+iVJImrs9t6/tJp5yF5IIwbSuDm6lhO8BzKYshvIlfYOtDbZatS9aTyYspb9cYOdgim74TchOujGDDXq42k8eLaW75FeX63D55FWo+6CO6heOijwANI/w21wQy6kXM/yw7jacrW/j4Ipu6FHaQc0fBF330sJ9eqKhu75QQ9pB9Vl9epeTLpX93Q/VCQYPxwjrT6V1as7gMZDomo5yn//BCPw6mbRQT+j8RC4WvbGNZwG498jgry6GWrUR+GGm7THt3HvU1JCvbpSHbQP6Z9hifS9zkZcS5hXVzQAp+wOukrzFm5ONq/uIBo3dNcysCwculd2A3vS1sisXt0LaTywoZZT/dCBYPzvJa0+tS7ZvbppBzQcinvGg4ns1f0xjQ8FqmV30n2mddR4ddvTOFlr1IeR/hl+k2xe3VAdJPLq+oEeaVpyS9K/4xvxK5YfMtGWy8vCAxGSJNmW9Pe2EN3RiBCv7ll+QEcw/r0qLZ+QvZBGhHh1T/IHCAUT6NXNqoNCvLoH4rRQML5eMpw4NeoQr+4uuLpRMDW+uBhe3YNI/wxDvO+NiKWDvkd6Te3LZOtZDPHqXlwWHgzn68NpPp4Qb2wjQnoW+5bdYVvBCLy6sXoWj5EeLhDo1c2qg0K8uj8g3WdaR2QddDTpPYsh9dVGjCBAB2U4OGpf0j/DmD2LWby6ITW1z5Nef2lESM/i+dKhe34gVtoaGVITbkRIz+LPy8IDTyJ7dfuR7tU9nHSfaR0Cr24WHfRT4vUshnh1h0fsWcxy8GNQz6IfkiZhRfcsZvHqbkd6j1XMnsWzM/Qsbk56zTymV/fkJEli9Sxm8er2pfEh8rUcjNyrG9yzGEkHhfhM6/D+vJCexRsyHOr9Q4rXs9iTdC0Z06t7SZIkop7FshumvCJ7Fs8oCw+j9X2ZafnE9Ooe63/XwUT26p5G4wH9tYh7FgO9ullntxxLulc3pL5aR02Nuog9izG8ujuTXlOL6dW9wL9DBOPfUdJ6FkNqwo1YkT2LWb26/Wl8aEgtR5DuM63Dv3PH8uqG9CzuRWt5dY8gve8zas9iWX5w1F6k932G7HU2IsSrG6tncTPi9SyeIx0+3gI9iz/2e1rBJEkS4tNblxbqWfRe3aCeRUlcz8mke3V3Jd1nWod/9wny6mY4xCHkM8zq1R1OQM9ikiSinsWym2uY1vfZUj2L/tDFtP3r2D2Lad/xdQT2LGb16p5Lulf3eF/7CyZJkpB3oMr+rJTQnsWDJEF9DTetHpTVq3scjQ/gqCVmz+INGXoW9yf9M+yIVzdNBw2VHtLiexbT5t90xKubpoN+mcGruyXp/QwxexZ7l8vlNO97HYFe3ag9i0mSpPlM64isg35GWM/iYZKg/lC4oHqQP6xJQmjPYtospEakeXUTYFiGg6P2Jv0zNGT36qbpILFXN0mSb+Luj/YIqb80IsSre26SJGk+tDqSJAnZK8ras3gh6T2LP5Ue/JgkSahXN1bP4iE4L3kw3qsb0rOYpUZ9Co0PR61lN+Re3Zg9i4eS/hnuQPrz1IjhpHt1r5H2LPpDyGP2LMbw6m5D+qyJmD2L/cvCw2iTJPlcQD5ZvboDcecttMeJSZKkzUKqI1AHZfXqnk56z+IB/v8URVE+1uiBc8VgY2CatXYRgLV2mrV2QpIk2ydJ8lKSJP9IkuTPSZKskyTJ95Ikeay9YEmS3JIkicgUoSiKshIRauo+RmJO8KafkCHaXZE3/YcaMA6WDBLz5qrQoQlSM/xJtL9ZW2FXySAxb2ILbWCU5nw06Q2DANtIBon5jaLQ37k05wNIN4CAM4GJGugFuYgMQmU3+DXEmL8BQsOUIJeTJJty3rQbYsxfHWHxkvCcj5RsynnjcMjwuESQQ4Wf0H4BqcJ+kkFi3jgcOthf+qycQPvm/QrflZgTfME81LgrzflHpBdjAL4qGSTmC/ehBS1pzj8gvSEY3OaoqIGe8Pv0xxJzQtkNyA85TGhdhIUCwnM+PkmS4EFiZXcQQYgxf1WEh+EQnvPh5XI52JxQdkN+QzdipffdKYTtbewtMSf4oSWhAy2lOR9H+wXiCjuWy+XgQWLeOBz6O5fmfAjpQwrAGapEDfSE33fSnPcgvdgKrpgr3SMJzfkUiUnbG4dDhmivibCZjfCcj5UMEvPG4RBjflQd5IvgQfhm+9CDnqX33cm0b6SrsLsfDBaENw4fG3h5Fh0Uon23lQwSi6yDDiTdAALOaC869Jfw+076Dt2TdNMpOAOwyDAlyOUkSQN92R12EmLMXwPhwFXCcz5KqIM2JUz7dkFu8voxYTpo/yRJgs0JfihRqPaVPisn0r5ppcL3JOYEr4NCta805yNIH5wCUPLm1yA6QQeFGPM3Qdg4QiQd5IewhRwmFFMHnSAZJOaNw98LuFSi0ytIdFDwIDGvg0K0b5a9mVAdtI9kkJhfc0N/57F00E6SQWKRddChpDfngPuOFx36SzwdtBfpg5HAvUuJGkeQ6aBgD0LZHXYSYsxfC+EBfAh0kGSQmH+XDxmiHVMHHVJ2B5gE4Q3dodo3lg7aoywYqBxZBx1D+0bZCttJBon5BoXQgXfSnA8ifVgbuL0Q0aG/xNNBu5JuOgW35yQa8i7I5STfZBJE2R12EmLM/wTCgavIdFDwILGyO+wklg4KzflASQO931sO1b6xdFBPySCxsjsMJFT7SnM+kvSGQYCt/TCUICLroP1IN8KDqxmJDrtCsCYJ60HfIX0ICbjanGi4IeE5nygZJOZrliHG/Jg66EeSQWK+Npw2+Ayy6aDQvZkf+Fp5EJF10PG038RtSbNzAAAgAElEQVRcYWfJIDHvdYhVoz6M9OYcgK9IB4kRTwftTXpDMDhvjeiwK+LpoB1JH0oPzsMkGuqBoEYtGSTmvV0hNcBVkA+BDs35UMkgsSRJNiJc+2apUYfooD0lg8R8jS5U+0pzPpb2hzlV2KEsOPTX10Jj6aCDSR9SAG4QkWiQGPHWpN1JPygDXHNfaL2yQmjOJwtr1NviGlHTyKKDQj+/o4Ve3c0IG6ItqVdWCP2cD5LooCRJWsGr26tcLgcPEovs1T2KMB30NckgMa8RYtWo9yd9aDW49xJRA70gF6lX93ukHxgIbshJLK/uiUKvriF98BnE9eoeUXaHgQThB3iF1ABjenX3lQwS8/99odo3llf3O/73HURkHXQ46YP0AbaSDhIj3t7MPoTpoI2RN9DH8uruRPowRnDfD6KDyAn//KQ66MuseK/uYZJBYv79JFT7xvLqft+/rwWRJMlahGvfWDrom5JBYv59O1aN+oeEeXW/RFi9spYV7dXdEOFhV8Tz6m5H+lB6iOvVPUbo1d2cFvDqCnsWY3p1Q3XQbhKvrh84eWzg5Vl0UGjPYvAgsRbx6mbpWYxSo06SpCfpB2VAfK+utGcx7ZBiaKGexSRJNiVM+8asB+2fJEkRexZbxasb2rNofJ01iE7w6obUADchrF5ZS7AOkhx25Q8KC6kBtlLP4ldwhxCnUdSexVhe3b29fycIP+R3Rfcsfsv7pIJoIa9uq/Qs7okbiJtGVK+uZKCyoGcxqlfX+0KD8EN+Q4Zox9RBPxR6dXsQrn21Z/EjvuH95EH4w05i1ahDddDmCA/9JZ5Xtxct0LMo9Op+jfTDueDj1bMYwgH+3SeIFulZ3MX3gwUR2asb3LPo++6CiKyD9iWsZ/EztEjPou/3DKkBxvTqSnsWtyL9kGKI79UN7ln0/cuxehZD92ZaqWcx1Kv77SRJQmYLAdFr1KE6aItyudwqPYvfJ/0QU2ihnkV/2MmK9uqKdJCgZzGmV/cQf5BjEJF7FkO9unuU3dybICJ7dUN7FrdPkiT40F+/BxCrHhTq1Y3ZsyjNeTfCexZjenWDdZA/7CRkXk9sr66kZ/FzhM3ridmzKPLqtlDPYki9EgC/hx9LBwV7dZMkCalXAtF1UEt4dYX1oO+SfmAgOI9iaL2ymkvgdScKdVAr9CweITn0N0mSlvDqJkkS3LPo//tieXVDddD/S5KklXoWQ7TvlmU3r1rCSu3V9XviQZTdnPQV7dU9TnLor/fqhmjfmDroMN/zE4T30MXqWTyZsBr1XkmSbBYaNLJX9zgCexaTJAnuWYw8u0VRFGWlQw+cKwZPA5smSfKfJEmGJUnyXT+A5l7gNGvt13DmqA8a/LuHJknyiv8/6eaRoijKykiowX09wszcFb5N+PdqsLnEE5rzaoQVFCrsQJhxGOLlnBB2kFeFrxJWMJfkkOV6yefxGcKMwwDflhS2keUsae5YkzDjMLhBYsEHfEjyIN599ynCCobSuBAv57UJMzFU2ImwgrkkB+n1qxBm9qywLWHGYYj3OUtjb0HYkF9pXIiX8ycJMw6DGyQW3FREpJx9cT10eNAXCBtyWqEVnu8ehA33yZJHrJw/Qfj3BLghzaFNs7Fy7kL4fQSuYBJakGyV5/vzhBmHpXEh3vPdjbAhv+AGiQUb+ImXcyK4/rOEFQwrtMKatD5hZu4KOxNWMId4Oa9O2BDECjsQVjCHuDoo2GyD+52ENs22xPONu/dDD/rcWdJ0QLzney3CDjsBN0gs2CxLazzfGxM25FQaF+LlvA5hJoYK3yZcB8XKeVXCDqio8A3CjMMQ9/mW7M18hTDjMLTOmiS5/78pGfhCvDVJci99CbfXEUorPN8b4u6lGHnEylmyXwZuT2RF66CuyHTQ1wkzDkPrPN9fJMw4LI0L8Z7v7oQZh8ENEgsetk1cHRT6XfE5iqeDJNoUWkcHBR+ERjF1UIkw4zC0yPON7P7fWdJ0QKSckyRZB7f+h2Akg21pjed7E8KGnErjQryc10Wug1Z0jVqqg7YjzDgMraODtsTt5YfQKmvSp3E1kxC+JWl0JN47h2Sf70uEDfep0ArP90aE1+ikecTKWbJfBk4Hhd5LraKDtiFsyC+0zvMt2QdoiZy9pyR0H+AbkuEKxMu5C+HfFZsTNuS0QiusSVId9P9Y8TpoDWQ66JuEDfmV5CC9vgsyHbQ1YUN+Ie7zLbl2c9whsyG0xJqUJMl6uM86hFKSJMEDnWiN51viVZTElV4ruV7yO4HW0EFSr+72rHgdJPXqbkXYYSeSHLJcL/Xqhu4D7NQiXt1PEHbYCbhBYsEHfEjyIK5XV6KDWiFn9erW0xLf3zivbug+QEvknCTJJwk77ATcILHg4QrE00ESTS3xKkJrvHN0R+7VXdE6SPI9AerVbUtMr27oPkBL5OzrO6G+0K0lA52I+/0dev2mhHsVoTXeOdZH1rO4M62hgyRe3e0pXs+iIbxnsSWeb9z9v1ngtd9uEa+uxIO1peSAD1rj+f4UxfTqBh86hEwHxcp5FYrp1V3ZexYlPbs7SAZfEu89SaKpJV5FaI3nu4he3SL2LH4cvLqSnt2WyNkPhQyth37dHwQYSqycV/aeRYk2hdbx6mrP4ke0xPON2wMI7llsBa+uH+gfWnv4qu+7DqUVnm+JV1ESF7RnsZaPg1d3Ze9Z3LFFvLoSv0MRexY3IrxGJ80jZs/iyu7VLaIOKmLPomR20bZ+rzaUVuhZ3IxwryK0xppUxJ7Fj4NXt1V6FiXXbkb4/S95/5LmIXm+Jf1xxh8UFkorPN+bUDyv7roUz6sr1UHq1c1+veTzkPTsfst70kKJ8qx4b17o99uXCa/RifIg3n0nmSsqiQvF7FmM9ax0RebVLWLP4pcpWM9ikiQbEV4P3S5JkhXes+gPkAt9f92cYnp1Q+fpQDF10I6E66CYXt1YPYut8s4h6dmVfs6KoigrHXrgXAGw1s7DGeNOBqbiDpo7BZhorf2Lv2aOtXZJg3/9Xmvt1/3/3dxpSSuKorQuku8+yQZlrGtjxo71WUivb4VroTXujaRF8pC+I7bK77AVPo9WyXllf1Za5XNe2e8N6fWxPo+irkn6rMS/tlXy0Jw/Xnm0yvtaET87zbn1rm2VPPS5Kn4emnPrXdsqeRQx51bJo4g5t0oemnPrXdsqeRQx51bJowvhJr2YeRTxs9OcW+/aVslDn6uO5aEaMv61rZKH5tx5eehzVew8NOfWu7ZV8ihizq2SR4K+r9Wysnsj9Hsz+7WSz6KLcKh5ET+7mM9KEe+7IubcCs9Kq+S8st8bScTYse6NmHm0yn2nz0o9rfCstMrnvLLfG9LrY3p1i/i+ps/KR6zsz0oR7w39rs94rdePrfA7LNxnJ7y2VfLQnDvnWn2uip+H5tx617ZKHkXMuVXyKGLOrZKH5tx617ZKHkXMuVXy0Bp151zbKnlozp1zreqg4uehObfeta2SRxFzbpU8iphzq+ShObfeta2SRxFzbpU8ilqjboU8Pg4567v8R4i8usKDt4v42alXt54i5twKz0qr5Lyy3xutsjej/p169FmppxXu0Vb5nFf2e0N6vXp169Fn5SNW9meliPeGVAcpiqKsdOiBcwXBWrvUWvuCtfY84GfAgYBdwWkpiqIUkXLgdR8C/xbEHRfpWsn1lvD/PoDXgGU555Dlesm1bwALI8QF2Wcnif0+MCPw2teNMY0OkM0jj+BrjTHzgPGBl0/CHYibex7CayXXzwPeEsSNdW9Irl8CvB4pj5jPinRNWhp4bausSW8CCyLElV4vuXYyMCXw2jeNMaH/fRDpWTHGfAj8J/DyacDEGHkIr4Xwz+MD4H+R8oh13y3DPbMx8miVZ+VfwOIIcaXXS659G5gTIa70esm104EJgde+C8yOlIdkTVoG/DPw8lnAezHyEF4ruX4R4WuuNI+YOij0dwJufQ7dU2uVZ+U/uN9N3nGl10uufQ+YGXjta8aY0PdAaR6S53sObi0NYSJuDcs9D+G1kuvnEq7zpHnEynkx7js5Rh4xn5WVXQf9j+LpIMnexX+NMaF7T9I8JGvSQuC/gZdPxWm93PMQXiu5fgHF00FLWfl10Ou4Pai840qvl1w7Hvcdl3dc6fWSayV7F2/7d5QYeUjWpKWE703OpJg66I1IeagOyn5tEXXQu7i9gBD+aa0NrdFJ85BcOxt4J/BaSb1LmkesvVeJzpPmoTqoHokO+ifFq1H/F7eXn3dc6fWSayfi3jtC+I+vxcTIQ/LOsQBXewthCsXTQfMJ/++T5hFTB7VKjVp10Ee8hfM85B1Xer3k2qm4/ZkQxnvPSow8YumgGYTXu0R5CK+VXL8QmQ5qBd+MpEYHcXVQrM/j3zjPYt5xpddLdVBoDbdsjJH43mPlLNm7eJ/wehfEfVZCY0t0njSPWDmrVzdbDlmul1xbRK/uBMJruP8yxoT6gqR5SN455hPuZZ1M8by6kv8+aI13jqJ6dSWxX6OYOmh+hLjS6yXXSvYu3rLWhv73QTyv7mLCv5OnU0yvbmgNXppHTB0kqVFLNFOrPCsxvbqx1lGJV1eSgzQPybUzcPomBEm9S5qHZE2S1ENn4fLOPQ/htZLrJf0R0jxaRQcVsR70H+LpoFg5S3sWW8GrOxdZz2JovUuUh/BayfWSnkxpHjF10Mpeo1avbvbrJddKvLr/M8aE1uCleQRfa62V+MYk9S5RHsJrJddrz2L2a2PGLmLP4niK59WV9Cy+Q7jOk+YhWZMk939RexbVqyvPIcv1Uh1UNK/ue4TvXbxmrV3hOgiZl1VS75LmEet3OBf16ma9Vnr9yr43s7LroDeMMaFrrjQPyd6MRCcUtWexiF7dlV0HqVc3+/WSayU9i+P9Xm2MPCRrktSrG1rvEuUhvFZyfRF1kHp1s8eVXi+5VuLV/ae1thW8upIarrRnsRW8unMonldX4guS5tEqOqiIXt2YPYuxnhVJz+K/W8Gra62V9iyGzugU5SG8VnK9tGexFby6rdSzGOvzKKoOWpm9uuOttZKexSj3hrVW4tGQ1LtEeQivhfDPQzIvS5pHq+igf1K8elBMHRRrHX0HQc+iUAcpiqKsdOiBcwUgSZItkiT5Us2Pvo4TDp9OkmR7f806SZKsskISVBRFKRY3BF73gDEmuCHFGPMy8Jecc5Be/5wxJlhYG2PGA0/lnIP0+leMMX8KDWqMmQmMzjmHCjcRtin3DvBEaFA/nO/mwMulOd9B2KbcLOAeYezhgdfdJGw4e5iwxopFhH9uFUI/vzslA8qMMc8TtilngRtD43pCcx5jjAluSDHGlIHf55yD9PoXjTHBpiZjzATg0ZxzqDCcsE2514wxL4YG9eaZuwIvl+Y8irBNuQnAI6FB/aGWIwMvl+Z8N2GbcnOBO4WxQ3MZJSwwPkZYY8Viwj+3CqE532OtDW7MN8a8RPhmaehaXiE058eNMcGN+caY/wDP55yD9Po/GmP+ERrUGDMFeCjnHCrcSJg54b/Ac6FB/TDe2wMvl+Z8C2EN9FOAB0OD+sPbRgRePlw4gPA+wgxFC4DbBHEh/PO7RXhgzVOENZgvJfxzqxCa8/3GmOCGFGPMX4G/5ZyD9PpnrLXBTbAtooNeNsaE6keMMTNw93SeOVS4ibAG+vHA2NCgvvHhlsDLpTnfTpgOkujHCqHfnSOEOughwgxFCwn/3CqEfn53+IGFoTxP2FCbmDroYWNMcEOKMeZV4A855yC9/gVrbXDDmTHmPeDxnHOoEHo/l40xvwsN6g8+ujvwcmnOIwlroH+fcP1YGYw3KvByac53EdZgPodw/SjNZaRQBz1KmKEopg66W3KIlr9HQw0mMXVQcGO+MebfwAs55yC9/iVjjKRBZzJu7y7PHCrcSNjejEQ/Vobx3hF4eRYdFNLMKdGPYh0UGtczmrAh6PMJ148VJDpI0gQ7lnAddJMgLoTnPNpaG9yQYoz5M/D3nHOQXv+UMSZ4ULMx5k3gmZxzkF7/N68hg/Da9P6cc6gwgjAd9BbwdGhQa+1C4NbAy6U530ZYA71EP+KNk6Hv8yOEh+Q9QFgDfUwddLtvBgnlOcJMzMuIp4Me8nuTQfg9zz/mnIP0+l/7PeAg/N5yaK01lg4a5/fagzDGzCa81ppFB4XUqN/D1TSCiKyD7iRskNhswvWjNJeRvuYVyiOE6aAPCf/cKoTmfJe1Nrgx39csQ2qtlng66FFjTHBjvjHmdSC01hprTfq9r5UH4WvwY3LOoUKoDvqXMeaF0KDe6xBaa5XmfDNhOmgS4fqxMhAi9H1emvO9hA0Sk+hHaS43C3XQE4Q1mC8hog7yHqwgjDF/BF7JOQfp9WONMcEDyqy1klprrJz/4j2FQXiv4gM551BhBGE16jcR6CA/hCq01ppFB4U00E8jXD9KddCNQh10P2EN9B8Qrh8rhH5+twkHNT9D2CCxmDroQWNM8CFaxpi/A3/OOQfp9b82xgQPA7LWvk14rTVWzv/w63kQxphZuO/ZPHOoEOrVlejHzvDqhnhOY3t1JTpoDGFeXcnnVkHi1ZXooBcI9+rG0kGPGGOCD9EyxvwTCK21xnq+fyv06k5kxXt1XzfG/CY0aIt4dScSrh8rAyFWtFdXoh+luYzy624ojxM2SCymDrrXf78FYYz5A/Bq4OWx1qQnrLXBA8r8Pu2vc85Bev2fjDGh+hFr7VTCPacxvbrPhgaNrINuJcyrO5Vw/Vg5tCC0Rn2jcPDGfYQNQY/p1b1V6NV9mrBDcSWfWwWJV1fSs/g3ILTWGuv5ftYYUzSv7t99fT8Ia+1M4np1Q97n3waeDA3aQl7dUP1YIaZXN8RzKvncKki8utKexZDhnrG9usE9i9bacUBorTXW8/0ba23wAEJf7wqttcaqUf/TGPPb0KCdoINCPKeSXs/O6FkM8ZxKPjdpLqOstVKvbkitNapX11obOoANY8zvaQ2vbtF6Fv/g+xiCsNbG9uqG6KA3CNePhexZFOqg4UIdNJqwnsWoXl3vVwylFXoW75P0LFpr/wKE1lpjPd9Pe/9tEN7XG1pr/Tj0LIZ6dccTrh8rXt1bAi+PpYNmIOhZ9H3RwV5d328QyoOs+J7F2621kp7FXxN28ErMGnURexaf931KQbRQz2LozJvO8OoWsWcxpNYq6fWU5hKzZzGaV1fYs/hbwgeKx9JBj0m8ur5/ObTWqj2LH/Fva23RehYnI+tZlHh1pffzvRSvZ/FJwg7Fje3VLVzPorV2fGhQXzsKrbVKc74+8Lq/+lpaEJ3Qs5i7V7dFehanI+hZjKyDJD2LMb26kp7FZ1nxPYsPCnsWXwFC58O2Ss/iO4TXWmPpoFe95ygIP3ewFby6ofoxtlf3TsK8ull6FoO9ut77F8oYwg79jdqzKPTq/oaww96ienWttcGHaFlrXwNCa62x1qTfWWuDD6Sy1k4kfD5sLK/uv6y1L4QG7YSexRDPqaTXE2ttzJ7FewjrWZxHxJ5Fa63Eq/sELeDV9R6sIHyPS+h82Gg9i77nJwjfS7Sivbp/ttaG6sdW8er+j/CZN1hrY3p1FUVRVjr0wLlisDZwa5IkryVJ8iqwFTAQOBS4JkmSf+C+LNdYgTkqiqIUhYdI3yyaDfwyQ+z+pBtM7pA0UEK1gT7NkLIQOFsS13MO6cWesQgaKKHaQJ+2qbkE6CeJ67mI9AL0HxAMkoFq48iQlMss0E9YnAIYTHpzQMhnVp+MtXOA8wMuPceLZQk3kH64wNvAryRBvZnorIBLL5M0UHruJP3Ak6nAZcK4AGeSvolxvREc+uh5nPTNormE/Z7bchbpG6ujjeDQR6gedpXWoLwIGCCJ6zmP9GLPswgaKKHaOJJWtFiG+z1LuYT0YVF/RThIxhdnLw+4tL9wkAzAUNIH2P0LYfHZG6YGBlx6vqSB0nMT6UM13wOukgT1hqmQ76JBkgZKz2jSi+YzcPeQlDNJN9rf5Ad7SniKdENK6O+5LQNIb/4ZI2mghGoDfVoz4GLce5qUC0hvSPwNgkMfodo4cm3KZcuAM43sgDWAK0hvkn4FYXHKm9guDrh0gHCQDLjPIm1ww/8IN4MB4IdHhHwX/dKb0CXcQvrBjxOBQZKg/h3zTNKLuVdLGig9D5E+4GoW2XRQP9INJrdJGigBrLW/Jt2Q8gFO00gJ0UFPIGigBPDm6FtSLsuqg35JegE65D2tDt84EksHDSK9OaCMsFnJP7MXBlx6jnCgJjgdlNawNB64RhLUr40hOuhSSQOl5w7SzcOh75ZV/HdQiA66TtJA6XmU9EOY5uC+i6X0J10H3StpoASw1v6e9KJ5Vh00kPSGxGcQNFACGGNC3ulD34fbcgnpw6L+jHCQjG8cuSLg0n7CQTLgtELa9+e/EDZIC3TQeUZ26CM+l7Shmu/iNF4w3uAY8nu/0g81kHAv6YN+pwOXCuOCyznt936jpIHSM5Z0Q8p83J6FlAGkN/88JGmgBPBrWNo+Q+h3T1vOJ10HvYCggRKqh13F0kGXk94k/TLCgZrW2mmEafazhCY9cO8S41OueQOhqcm/+4TUCS6UNFB6biZ9mMxE3F54MP4dsx/pOugqIzj00fMA6QOuZuJqDlJCdNCtkgZKAGPMc6TroAXAuZK4nnNIH9T/mB9mFoxxh12lGfVi6qDfI2ighOphV2nfnxa3Jkl10JWkNweEaMf6ZNzwpxAddLZwkAzAMNIblt4CrpME9WtjyHfRJZJDHz23k66DQt8tq/jvoDNI10HX+iGZEh4hvbG7IzoorUZ9t6SBEqoN9GmN3Vlr1CE66GnkOuh10t/pl5KtHnQx6TroTwgGyUB1yPuVAZf2z6iD0r4/X0c4vM7XeELejwcKGyjB6di0d/p3gaslQX0tLaROcIWkgdJzN5C2zzCNbDooZG/mRkkDpedJ0j0gob/ntoTooAckDZQAvqad9nx1RAelNdY9j6CBEsB7B4alXJa1Rn0Z6U3SLyMcqOk9GiH36lnCQTLgvCVpjTchdf06/DoTUie4IIMOGkW6DgrxGtUhqAcNMcYEN1B67id9wFVWHXQm6TroZu8ZkxDiAcmqg84mvUb9qKSBEqqHXaXVW7PWqC8k/fCQkPe0Oow7rC/t+7Oig7LUqNP8FK8iPFjAuEMRQ2qXZwsHyYDTN2lD8t9EqIN8HiF1gouN4NBHz22kN1FOIuzdskpNPSjt9/4rIzj00fMw6YfRhurdtoTooDv98xqMb6BP84DE9uoGN1ACGHfIVNo7fdZ60EWkD839I4JBMgD++y1kHzFLPWgIEby6fhDD+QGXnptBB8X06oZ8F11mBIc+eu4izKubRQeF7M3cUECv7n1GcOgjVA+7SvPCf0g8r+5zCA59hGoDfVptI7ZXVzRIxt//Ib7yLF7dq0n36v6bbDoo5P34fMkgGc9I0r267xPXqxt86KNnNO77qD1C/Y9tCfHqjjSCQx89IXufWb26ITpojDEm7T2tDuMO006rt3bEq5umg15E7tUdT7rHq+KLi+XVFQ3U9PWSEM0+IEONOtSrm7afVYdAB11kBIc+em4l/eDH2F7d4EMfPSvaq3u7r98G4+vDaYcwZfXqnku6DnoS994RjDGmTPoAu9g9i1KvbuyexRCvruigab+fGlK7PLdVvLr+IKggr673BUm4k/QDT6Yi9Op6QupBw4zg0EfPY6QfwjSXbDXqoJ5Fa23woY8A1tpW6FkcKwnq/Ypp7/RZ92YuJV0HhXgJ6/Be3ZB7tV/GnsVYXt0QHXRexp7FtP6795B7dYN1kLU2Rs/idOL1LI7wPnUJY1mxPYsPG2PS3tPqMMaE7DNkrVEXsWcxxKsbUkOrw1obeq/G0kH/Rdiz6P15IXWCX0oOffTczIrtWRyawav7IM7H2R6ziOfVvc1aK+pZNMbE7llMez9+3OcQjO/LTBuSH9urG3zoI1R7FtP2EbN6dQeR7tUV9ywKvLrnZPDqXk+YVzdtHa+jRXoWY3l1r/PfbRIeYcX2LN7j3yGC8e8oaV74mF7dmD2LWetBIT2LIq+uf+cO8VP08+/yEkJ6Fl9HOMTba5uQ9+OBrdKz6DVkyHfRFUZw6KPnHuJ6dVdUz2JMr+6Dfq8lGOMOu0rrCY7ZsxiyX12HtfZ/pHu8OuLVzb1n0Xt1g3oWM3h1o/Qs+rl1Ie/HF/p5eBJCehZDvUZV/EHkITroKmtt8KGPnvtZsT2Lt/haiYQQD0hHvLorsmcxq1c3TQeFvKfVYa19h7CexX7+HpVwJWFeXdEBa76GG8urO4x0r65YB1lrg726GXsW02bEinsWrbWhXt1rJIc+esawYr26d3lPSTDes5J2mFBWHXQu6TooZMZeHd4blPZOn7UedDHpXl1xz6I/7CpkH7F/Bh00hPSexRB/cx3W2rmEvR+fa62VenWHk96z+A7CnkU/uyXku+hyf9iPhLtxnsj2yKqDQvZmhntPqIQnSPeAzCO7Vzftu+h+a62oZ9FaG+KFz+rVPZ/0nsWQ/eo6rLUhtY2sOuhS0nsWQ+Z+1uG9uiH3av8MOuhq4vUshrwfX5DBqzsK19PQHll6Fit7cmnvHIMz9CzeR3rPYke8umk6aFQGr+4zpHtAsuqgkBr1I75HKRh/iNyK7Fl8EWHPoj+sL63XpaKDYvQshmhHRVGUlR49cK4AWGv/Zq3dyVq7lbV2a2vtgdbaadbav1hrd7TWfs3//3nW2hestfv4f+8Wa+3PGsQ71lorOoRHURRlZcGbE35A80E17wC7GfkBLRVz4YE0biyyOFF/vDSu51CaG/+nAHv7or0Iv0m/F80F1APAQRmMwwCn0Pyk8VnAIcYY0YY7VJvRe9G8uP0M7vOQGofBieYraLzZMA84wRgjasCA6qDAnjRvPPgjsGuGZgastYNobgRZCPS11oqG30C1ENiL5hvN44CeGQZNYIy5BfgJjSxQgZcAACAASURBVBsHF+OaSc/PEHchsCfNTYD/A3oZ+RBQjDGPAj+isXllGc5w8X8Z4i4F9qe58f99YI8MRf7KIND9aGyos7hNkaOlcT1H4DaiGq0N04B9jXBYOlQNz3vQvNlxDHBABuMwwM9wJqFG/+4c4HBjjGjDHapNGL1wg6Ya8WtgT39/SjkPZxJqtCYtAE4xxoga0aF6mF1Pmhtu/oJbk6TNDBhjfoUrJDVakxbhNvJFm9c+7lxgV5o3Q72GW5OkDVYYY+4CTqRxoXgJzgQmLj57c8L3aT6w8y2gly/ciDDGjAUOofGm7TKcuesnGeJa3LtMM+P/RGAvIzw818f+I+4drNn3xt3AYdK4nuNwxv9Ga9IM3Loh2nCHaqF/N5qbfB/HrXfSgjnA6bgiVaN/dy5wtDFGZDwC8IMNetK8Afu3wO4ZhlthjLkIV8BsVIz7APiZMUZU5Pdxp+Fybjbg4GXc8y018WCMGQ6cRuOizIc4E7X4IFpvvN6N5s1Q/8blLDUWYoy5DziWxs3MS3FGyDMyxF0M7EPz4ldFB0nNzpUDEQ6iuQ4aiVtns/BDmhteJgN7W2tFh0ZB9bDK79N86Mt9wA8z6qCTcWb7ZjroYGOM6EBvqB6g24vmxe2ncDpIWjAHZ1gaROM1aR5wnDFGZDyC6qDAnjRvPHgJd9+JdZAx5grc93Mj3bcQ6GOMEQ2/8XFn4j7nZsPxXsU939JBExhjRgE/pbFhdjHu4BexSc8P6tid5gcX/BeXs3QIKMaYMcCRNDavLMUVek/LEHcpsC/NDyt6D6eDpIOJK+bC/Wmug26lYzqomfF/KvADqfEIqobnPWje7Pgw2XXQqTiTUKN/dzZwmDFGNCQQqgdH9aS5DnoO994oNQ6DM2E000HzgZONMaIGDKgOyOhJc8PNn3F7BtJmBowxV+PMK810UD9jjKjBysedg1uTmu35/RP3fEsbrLDW3gGcRHMddCkZGqT973wvmpsA38J9ztLhN/h79TCa66DrceusNO4y4ACaG/8n4nR9Fh30B9rXQXfh9puycAxuTWv0vjId2N8IhwQC+LV3d5qbfB8juw7qjfvuaKaDjvTfPSL8d1xPmjdg/wb3vSIdboW19kKcaaqZDjrVWisaTAx1OqjZgIO/4Z4V6eBxjDHX4zRnMx10jn+Xksadh9NBzZqh/gXsklEHjcZp+2Y6aBAZDK1+kNjeNG+AfhvYzVorPaAFY8wzwME0bixahmscOEka13MIzY3Jk3Hv/aJGdKgeVtmeDhrt/7ezcCLuv7nRmjQTV2cSDQmE6lCuXWk+kHcs2XXQmTiN3UwHHWuMEXsqfJNhT5o3Hvwed99Jm7qx1l6Oe1dqpIM+AHpba0VNnz5uRQc1a+z5B9Azw8A9rLUjcXvzzXTQBdZa8UBN36y6B82bod7A7b1Kh4BijHkYOIrmOuhq3DorjbsEp4Oa1SHew+3bSc3OlQMR9qdxY5HF7Z0eK43rOZzmxv+pwA+McFg6VA9p2ZPmOuhB4MCMezM/xe2RN9NBh/o9dhH+HXZXmg+iehb4fsYa9dm4WkQzHXRiRh00CdiF5kPC/4SrB2XRQVfhauvNdNAZvmYkjTsbtyY12/Mr4945xDrI19ROpnmN+mIyDK/z9aC9aD6w803cmiQdfoOvXbang4bhtL80bkUHNTP+T8C9Q4sGcvnYv8etd42+Nyxub+UIaVzP0bgad3s66LfSoL4WvzvNDyZ5FNgvow46DeclaFajPsJ7EUR4z0N7OugFMuogY8wFuKbxRu9YC4CfGOf5kMadiluTmg3Hq+gg6eBxjDHXAX1oroPONsaIDmDycSs6qNme3+u4vRlpgxXGmHuBE2isg5bghgKIG3/899D3ad4A/TZu7Zc2fVZ00A9proNuxK2z0rgWp6+avX9Pwu01ihrRAfww471pPvTlXpwnLwvH47yA7ekg0ZBAqA7l2pXmNeonce9g0iG/AL/ANRs225s5xhgjGpYO1UGBPWl+WNLvcPUgsQ4yxlyK+35upoNOM8akDTFbDj9AohfNh+O9gtNB0oF7GGNGAD+nsQ76EDfwWNxA6Wv8u+Nq/o34D24dTRti1ij2g7Svg4YCfTPErXh1m9Uh3iW7V/d5nL+lmQ66GbfflIXDaN+ru49xh+GK8I2faV7dgzM0UAL8GNcA3Z5XVzQkEMC4A712pX2vblYddBbNvbrzcV5d0aFREOzV3c3Im7oxxgym+bCChcAvjDGi4Tc+bkUHpXl1pYdjY4y5FXd/NNVBxhjx8DrjvJB70FwHdcSr+xhuP6KZV/da3DorjbsM56dt5tWt6KC0Yc6NYv+O9nXQ7bh1NgtH+n+/Pa+uaFg6gP/v3J3mXt1HcBorS43657jfU3teXdGQQKjTQc3qjM+T0avrn4OLaa6DfmyMETeiW2un0L4O+iuwa4bB4xhjrsG93zXbmznLr1vSuBWvbrM9v4oOkh4Kh1/XT6B5jfpyMgxlqdFBzQZ2jsfpoCxe3ado36s7HLfOivDf9wfR/DCVScBe/v1BhN+v3YfmNep7cOtsFo7HvWc18+oeaIx5QRrUWvs67Xt1n8B5crLooD6499lmOugo/z4swr93p3l19zAZvLrW2otxPQTNatQ/t9aKBhP7uNNxa1Iz78PfcfuYWby6N+L2wZrpoIFe30njVry6zb7r/o1755AehoCvAx5Dcx00BLfOSuMuwT2DaT2L0gNaQnsWT5DG9RxC8yHCFR2UpWfxbzgd1GxP/36cpzarV7e9nsUf+v0sEd4/sCvNvbpPA9/PcNgJuP2+K2leoz7B7xuK8PuTu9BcB/2B7F7dK0n36mbtWexJuldX3LNorb2Z9nsWf2mtFR8s4Pfb96B5z2LFqzs+Q+xHcLWT9noWs3p196O5V/d9XI1a3LNorU3z6na0Z/FO2tFB0mHpUOfVbaaDOurVHUbzGnXWnsU3CetZzOLVHUj7PYsnG2NEh0ZB1au7CyumZ7Gfr2OL8EPQ03oWd8lwKBzW2juJ27PYnld3Vz90X4Qx5klc7aS9nsUsXt1Kz2IMr25az+JdZNdBxxKhZ9Fam+bVfRy33sXoWTzKOH+UCJPes/gi2b26v8Qd/NO0Z9H70KRxQ3oWe3n/nDT2DThfdLMa9bne7yeNm9az+C9cDStGz2Imr64J61nc1WToWbTWPkv7PYs3Ea9n8fsmm1f3rwT0LErjek6ifa9uR3oW29NBT+F0YVavblrPYtow5+Xwz8AupPQsWmuzzG65AtdL00wHnW6tFR1UCdWexTQd1Mtk71k8lZx7Fr1Xd3fa9+r29MNkRZiwnsXeGeJWehab1SEqXt2O9Cw2q1HfittvysKPaN+ru69x/Uki/LtVe17dh4jbs9hsj6wpxnl1e9Hcq9uRnsVzcP1yzWrUJ/l3eBEmvWexI17dobj+72Y66Ezj+hqlcWfj1v7cexa9ljyZ5jroEjIM8fa/8z1xWrgRb+LW0WYaur3YaT2Lw+hYz2J7Xt09/Z6FCL838gPa9+pm7Vk8mng9i3sQx6tb6VlstCbNBY601ooO9IZqz2IvIvQs+u/mZj2LC4CfGmNuzhB3KmE9i2KvrrV2GCleXf8uJcKE9Sxm8upaa0fjapzt6SDxwUD+3TitZ3FX/64tjZ3WsziCDF5dX6P+Ic29upNx9Y9m76tNMa5nsT2vbkd7FkcSp2dxN9rvWdzHZPPqnkFKz2KWOdDW2vdwOqi9nsXds/QsGjd3Kc2rKzqgxcedgVuT2vXqGvnh2PiaeTOv7mLgfGut+NBHk+7VfQOXs9ira619iPSexT7SuOYjr26zOsS7ZO9ZfAH3PtNez2JHvLrNPKId7Vlsz6v7INnn6v6E9nsWDzEZehb9/MH2dNCzZK9RD8B5spr2LFprRYdGQbVnsSfpPYtir661dggpPYvW2msyxA3pWezpPX/S2Lfh5i6317OY1au7Jyk9i8bNQZXGfpz2vbrX4XrDRfgDVfen+aGSE4A9rLXinkVrbVrP4h24/aYsHEVzr+50YD9rrbhn0Vo7jvZ10CPA/lZ+EC24ucft9Sz+yFqbtWexF829ui+Q3at7Pu5Q5vZ6FkWH5wL4wxx70r5Xt5e1NkvP4rW4XppG/72LgAHGmJDDPevwB2ymenWtOzxUhHHz0tvrWbyCDAfJ+++hvUnx6lprs/QsPo3TDO31LJ4ijSvw6op7Fr2Xrj0ddA/Z5+qm9SweaK0VHegN0b26fYGraGeurrVW3LPodVBaz+LuVn4QraIoykpHkq0nNZwxY8b8db/99tsuz5hJkrSbtLU2yfN/T1EURVk5KZfL2+A2qjfFieGHcCeAZxE3tXE/gdtA2w1YHSdMRpgMg5QbxN4SJ94/jyt0PAHcZ7INbKiNuxpOCO8DfAK36TwyS4GgQezP4wp3W+AKSs8Bd5kMzZNt4nbFFTkOANbFmbtu8Q1pHaJcLm+Cy7mEE6y/BW7LYuBpEzfBbfodAmyAK7TeYTI0+7clSZINcRsD2+E2Bv4M3Jxl8E1byuXyd3HNOhviNj3vAZ7LWDCpjbs+zpz8LdxByP/A3Xfija0Gsb+JM7F8GleIeQB4PKPZrTbu2rjPYhdgVVyx4yaT4fCGBrG3xv0OP4srxDwCPJTDmrQGrsljD2ANnJHlpiymhAaxt8CtSV/EbYSOBe7NaNCrjbsq7tneF1gTZ6QYZTIM82gQ+3M4U/WWuA3nXwN3mgyDrdrE7YJbQw/CrUkTcGuS+BCcBrE3xq1JX8OtSS/52OLmqjZxE9xm82FAN9yG5Z1ZzF0NYvfAfcduDyS4ItuoLEbnBrH/H66osxFu0/Ne4Okc1qR1cUbenYGuOAPVTVlMR21JkmQ73HpXGfq5P/BYxqafKuVyeU3giFKpdCPAuHHjLsHlLC4ANoj9VeCEUql0uo99OPBAxqaA2rirAz8slUq3+7iDcGu/uHG+QewvAieWSqV+PvZxwD1ZClNt4q4C7Fcqle73cX8F3Jylia1B7E2Bk0ql0rk+9k+B202Ghu42cbsAe5VKpcd83Otx7zJiI0WD2J/Efc4X+dh9cGuSuLmqQexepVLpWR/3Jtw7o7io0SBuN9ya9E3cmvQy7r4TF/gbxN4JVzD+FK5YNRoYm8OatA7uXeY7uDWpjHu+xYMxGsTeFrcmbYorxDxM/jpoNZwOuikPHZQkyZa478KKOeoI4P6MZpgqXgcdXCqV7gQYN27cEHLWQaVS6Swf+0Tg7px00L6lUulBH/ca3DMoLlo2iP0Zn/N5PvbPyVEHlUqlJ33c4bi1TnxAcYPYGwHHl0qlS33sM3DvHOLBNw1ifw/4UalUOsnH3jWL4bRB3PWBY0ul0lU+7jm4+07chN4gdlsddD/wRE466Ejgezgd9E/c8y0+vKFB7K/hdNCmOB00Bng4gg56A5ez2JTQliRJtsCtSZWhQkcDo33zfma8DjqwVCrdAzBu3LihuHtDPMyjQezNcM/32T72ybjv2Y7qoK7APqVS6WEf9zrg1px00Kdx76MX+tin+dh56KDdcPdHRQfdYTIMpG8Quwfuft7e/yhPHfQd3PffRjhT7r3AMx1950iSZD2cDqo0lw0ERlprO6yDyuXy9sAxpVLpVIBx48btDzyWsemnNu5aOB003Me9BLf3Or6DKVMulw3uvuvtYx8GPJiTDjoEZ1BeA2euu8lkaJxvEPtLuDXpSzhD2lPkp4P2L5VK90FVB43K0sTWIPZncWtSRQf9BPcc5qGDvl8qlR71ca/HrRvi4c9tSZLkU7g9sEqDQR/c3qvYVNiWBjroTpNhEGODuN1w70lX+thn4X6HeeigbwNHlUqlU3zsvYCnctqbObpUKl3j415ATjooSZKKDqoMIj4QeCSnvZnDS6XSTQDjxo27FJezuEm1QeytcGtSHx/7COD+nOpBPyyVSnf4uEN8zuLh7g1ifwH3fPf3sU/A6SBx82SbuKvgdNADPm5MHfQznA4SNzLUkiRJgjPyHwKsjzOc3p5l6FmD2Bvh1qRtcfWgP+HWpA7roCRJdsE1FvfA1YPuttZ2WAclSbIBH9WDElxD2E3WWnETeoPYO+LeyTfG7c3cDzyZ0WBfxeugo4DvUiwddBhOB1Vq1DeZDIOUG8T+Cu6++wKuRv0krkadhw6q1KjXxBnKR+WkgzbHvSd9BVcPeg73PZvH3sw+uO+SdXHNHreYDAOGGsT+NC7nrXH1oN/h3mfy2JvZHaeDNsDpoNvzqFGXy+W2Neq/4PbPY+ige4Bnc3jnWA+3Ju2E23v9B+5Z6XCNOkmSHXAaqzJYYj9cPaija1JbHXQxTgflUaMu4d4bKzroUFyNuqM6aA3gkFKpdKuPeyVunyM3HVQqlc70sY/F1ajz0EEHlEql0T7u1bg1SdzE1iD253DP91a4NekFctRBuMEC6+Fq1LfloYPK5fKn+KhGvQw3lPgWk2HIRJu4CdCrVCo9AzBu3LgRuPVZPIixQezuwHFtdNBIk2EocYPYnaWDzsetSeIBgQ1ifwO33m2C88U9CDyaw97Mmrh3xl64etC/yU8HfRX3zrEZ7p3jMVyNukM6KEmS1XCDMirDcQfj9sDy0kEn1dSoj8ftzeShg2pr1NfgvmPFB040iP0Zn/NAH/tU3LtBh3SQX5P2LJVKj/u4N+DWJPHQswaxP4m7N7ahRgflUQ+q0UGVYZS9rLXiwwLbUi6XN8CtSYMBxo0bdzZuTeqwDiqXy9/CrUk/8bH3xtWoO/rOsQ5wZKlUGubjXoh7vsWDMRrE/jru8/g/H/tgYExONerDSqXSKB/3cvLVQSeWSqW+PvZR5KCD/Jp0IB8NyrgKtyaJhxq2paKDSqXSAIBx48adRI5e3VKp9JCPey05e3VLpdL5Pvb/kaMOKpVKY33c4eTk1W2ig0aZDINvGsT+Lu7dv1Kj3o38vLrHlEqloT7uueTn1d3Bx/6pj70v+Xh118KtSTf4uBeRs1e3VCqd5mPnqoNw+4J5e3W/jPuuqvXqjs5BB62K00H3QhwdVCqVzvGxf4x7DvPw6u5dKpUe8XGH4dYN8SE4DWJvjHvn+DofeXVv7agO8vvFu/LRwdAjgDv8IR0dwuug40ul0hUA48aN64/7Heahg3bGPYcVHbQnOXp1S6XSr3zc88jJq1sul7fDeXLyrlGvifMQjfBxc/PqJklS0UGn+x8dDjxgrS2SVzcXHZQkySq4/bTKcL1f4eofeXl1T6zRQTG9urfnoYOSJKnooMqB1X1xn0eHvbpJkvTko8NJbgLuyjKApC0Vr26pVBoEUXTQ0aVS6cc+dp466KhSqXSdj3shbu81D6/uNrjP4+c+9kHk6NUtlUojfdzL0Z7F2p7FZ8nBq5skSVdcP1PlUMprcc9gHjXqtjqoCF7dDXH+hWheXXLuWUySpNKzWDl86lxcjTo3r26NDvoBOXp1S6XS9T5u7jqInHsWkySpeHVv8T+6Avc55+XVPQE3nBdcDe7enLy6tTpoKPn1LG5GvVf3FPLpWeyK00FjfNxh5Nez2Nar25scexZLpdLTPu6N5NyzWKOD+pGTVzdJkkrPYmVo9x7AM7aDA3kaeHXPwz0rrdyzuBZOB9X2LObp1T2+pmcxV69uqVS6zcdt+Z5Fr4P2xx1ABU4HjbLWxvDq5qmD2np1c+lZ9DroROq9urfkpIN64d4VIUcdlCRJpWexMkx0AG7Pv8Ne3SRJKj2LlcPuvw+M7eia5HXQ0aVS6VrI16tb9j2LbXTQmI7uzSRJUulZrBw8eBkwwlrb6l7dmD2LJ9V4dU/E1YM6WqPuzJ7FvL26T/gfDQduy9mre4n/0Rm4NTovHXREqVQ6EXLtWdwA9wwO8XHPwT3feXt1Z+O+u9SrG8mrWyqVfgEwbty4o3H1oFbvWTyJzvHq5tKzmCTJp3HPd+UgxtOAW/3hA5mp9CyWSqWnoKqDcu1ZLJVKl/vYuemgWD2L3qt7TKlUuhpg3LhxA8nJq9ugZ3E/XI06757Fi33O4zuYciOvbi46KEmSSs/ibf5Hg3B6s2he3ZtNDj2LSZJUvLrn+B/9BFeXzVsHDSNfr+4JNbNbTieeV/cuk0PPotdBxwNX+h+dhdNBuXl1gU/i5kmNJgevbpIk6+LeZSqH01yA0xR5eHUrPYufoX6GZS49izivQa5e3SRJtsJ9F1Zmt/wIV6PWnsUcvbpJknwGtyZVDhg6Fddb2FEd1AWngyqHi92A00F5eHU3wq1JlwCMGzfuF+Tk1S2Xy7vg9hsrOqiXMabDXt2ansUh/kdn49akGF7dfYAnO1oPSpKkooOG+R/9ErcmfZy9utF6Fkul0t0A48aNuwqng3Lz6pKzDvI16n346MDi63D7ox3uWfQ66ETcdyC4g6putdbm7dW9kZx6Fmvm6l7mf3Qmbm+mw17dJEkqOqhSD9odeDaHetD6uHrQUP+jgbj38yJ5dXPrWUySpIT7Hfb2PzoUeKijvjhfoz4Ed1A2uPfSm6y1HfbqJklS8erW1qhHW2s7Wg+qzNW91//oatz93GGvbgMd9GOcDmp5r26pVPqlj52LDvL7xb346EC0EcCd1toYPYu5eXWTJNkZV6OuHKi2F/BUDvWgaD2LSZJUehYrB1MeADya0+yWWq9ubrNbGnh1Y+mgwbicO1yjTpLki7jnu3JQ+vHAPdbavL261+B8cXnooE1xOQ/0P2p5HaQoirKyUMgD5xRFURRFURRFURSlaFQOT8/7kPRYcWPG1pw7J7bmrKxsFPG+05zjxy1qbF3vik8R7w3NWWlGEX+HRcy5iBTxc9acix9bc+6c2Jpz58VWFEVRPn7od2H8uDFj63tB51DEeyNmbL3vOge9NzondlHv5yJ+Hppz/LgxY2vOnRNb16TOiRszdhFzLiJF/JyL+Psr4uccM7bm3DmxNefOia05Fz+25qw0Q++NzosdiyJ+Hvo5d05szblzYhcx55ixNefOia05d05szbn4sTXnzomtOXdO7CLmHDN2ETWFUo/eG51DET/nIv4Oi/h5aM6dE1tz7pzYRcw5JkXMOSZ638WPGzN2EXOOGVtz7pzYRVxHNefOiV3EnGPG1pw7J7bm3DmxNefix9acOye25tw5sYv4bqcoitJZdFnRCSiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiN0QPnFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRWhQ9cE5RFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFKVF0QPnFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRWhQ9cE5RFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFKVF0QPnFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRWpRV2vuHCxYssB39H1hnnXVyiaMoiqIoiqIoiqIoKwOxNHJM7a05x48bM7bmrKxsFPG+05zjxy1qbF3vik8R7w3NWWlGEX+HRcy5iBTxc9acix9bc+6c2Jpz58VWFEVRPn7od2H8uDFj63tB51DEeyNmbL3vOge9NzondlHv5yJ+Hppz/LgxY2vOnRNb16TOiRszdhFzLiJF/JyL+Psr4uccM7bm3DmxNefOia05Fz+25qw0Q++NzosdiyJ+Hvo5d05szblzYhcx55ixNefOia05d05szbn4sTXnzomtOXdO7CLmHDN2ETWFUo/eG51DET/nIv4Oi/h5aM6dE1tz7pzYRcw5JkXMOSZ638WPGzN2EXOOGVtz7pzYRVxHNefOiV3EnGPG1pw7J7bm3DmxNefix9acOye25tw5sYv4bqcoipIHa665ZtLsn3XpzEQURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVGUcPTAOUVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRlBZFD5xTFEVRPrZYa5k/fz6zZ89mzpw5LFmyJLfYixcvZs6cOcyePZsFCxZgrc0lrrWWBQsWRMl5yZIl1Zznz58fLefFixfnEhdg6dKlzJ07l9mzZzNv3rzccgb44IMPqjl/+OGHucWdOXMmd955J8OGDeO+++5j/vz5ucVeuHAhs2fPZvbs2SxatCi3uMuWLWPevHnMnj2buXPnsmzZstxiL1q0qHrfLVy4MLe4bXNeunRpbrE//PDDas4ffPBBrs9K0dekPJ/vmGtSrOe77ZqU57NSm3Pez3esnGvXpKI83+VymREjRnDDDTfwu9/9Lre41lrmzZtX/XueOdc+d3k/37XfUXm/c1SIsSZVyHtNqhBjTaqQ95pUIcbzXSHvNalC3jkvWrSocGtS23eOvIj5zvHmm28yatQorr/+ep555pncfoedtSbF0EEV8tZBFfLMGdA1qYbK813797yozbOoBY41AAAAIABJREFUa1IRdND48eOra9LTTz+d65pUxHeO2pyL8nzHXJOKpoPmzZvH6NGjGTZsGHfddRezZs3KLXbtZ5vnO0fbdTTvNalCUXRQrL2ZZcuW8fTTT3P99dczatQoxo8fn0tcUB3UlqLqoAox3jkqxHq+81yTFi1axJgxY6p/nzJlSm6x//e//1X//Oyzz+b2O1yyZAlPPPFE9e/vvfdeLnHbxnryySdzW++WLVvGs88+W/37m2++mUtcgMmTJ1f/PGbMmFyfwxdffLH659deey23uJ31zlGkelDR92aKoIO0HvQRWqOup4g6KOaaNG7cuGo96KWXXsotbme+JxVFB1XQelAxa9R/+MMfGD58OCNGjODVV1/NLa7qoHpi6aDad46835NivXNUdNCwYcO45ZZbeP/993OJW4ldoSj1oFg5QzHrQX/6058YPnw4N954I3//+99zi1vkelCFIq1JFfJ853jrrbeqf86zRr106VLGjh1b/fu7776bS1wo5prU9vn+uK9Jf/nLX6pr0ssvv5xbXF2T6imqDiri3kwFrQfBSy+9pDrIU9R3DvXqfkQRvbqTJk2q/vmRRx7Jbe2w1vKb3/ym+vd//etfucQFmD59evXPDzzwQK73tNaoP6Koa1IR915j1bBi1YOWLVvGc889xw033MDIkSPr6vcdRb269cRak+bOncu9997Lddddx913383s2bNzi70yrEl53XeLFy/m0UcfZdiwYdx6661MnDgxl7iV2BXyXJPa7s28/fbbucQF6v77H3vssdzeZ6y1PP/889W/v/HGG7nEBZg6dWr1zw899FCu9/Tvf//76p/HjRuXW9za53n06NF1z01H+dvf/lb981//+tfc4hb1nUO9uh+hNeqPKOrezB//+Mfqn//xj3/kFld1UD1F1EG1ftS8vbpPPvlk9e9F9OrmqYOKWKOeOXNm9c/3339/3XrdUf785z9X/5xnjbqigyrMmTMnt9i1a2ftmtpR1KtbT+x6UO3/Tl7ErlHHqGFNnTqV22+/nWHDhuWug4r4nlT731+UnsXa96S8984feuih6t9rNXNHUR30EUVdk1544YXq3//973/nEhfq60EPPvhgIepBtXsz9957L3Pnzs0tdlHnJFSI0bM4bNgwbrvtttx7FkeOHMn111+vPYvLlvHMM89U/x6rZzHPGjUU/51DZ7cUrx704Ycf8sgjj1T/XuvB6Ci1Xt08Z7dU6kHDhg3j5ptvLoxX97nnnuP6669n5MiR/Pe//80lLsT16tbOU/znP/+ZW9xaDRFjrm4FXZPirUn/+c9/qn9+/vnnc61RP/bYY9W/51mjrq0dP/XUU7l9HkuXLuWpp55q+L/TUWr/+x999NFoNera32dHmTZtWvXPDz74YK73dGfpoDxr1LGe7/nz53PfffdV/167591RYuqghx9+uPr3PHVQrH2Otjooz57F2veXsWPH5rYmxdRBsby6EE8HzZgxo/rnvL26iqIoKwOrrOgEsrDWWmu1+8/zFJiKoijKysmsWbOYPXv2ckJs7bXXpnv37nTt2jVT3MWLFzNt2rTlhMcqq6zCBhtswDrrrJM55zlz5jBz5szlcl5zzTXp0aMHq6yS7Wt9yZIlTJs2bTnzXNeuXVl//fVZb731Muc8b948ZsyYsVzh7xOf+AQ9evRg1VVXzRR36dKlTJ8+fbkNnC5durDeeuux/vrrkyRJptgLFixg+vTpy23CrbHGGnTv3p3VV189c9yzzjqLO++8s+7+WG+99TjppJMYOHBg5vvugw8+YPr06cuJ6dVXX53u3buzxhprZIprrWXGjBnMmTOnbqNl2rRprLPOOnTv3j3z57xo0SKmTZu23AbfqquuSvfu3VlzzTUz51x5vms38JMkYa211qJHjx506ZLtzOUPP/yQ6dOnL/d8r7rqqmywwQasvfbameJC8zWpknPWe6PZ893Ka9LSpUuZNm3acu/0sdek7t27s9pqq2WKu2zZsmrOtc9KzDVp9dVXp0ePHpnXpGXLljFjxgzmzp1bl3OSJKy77rp069Ytc84LFy5k+vTpyz3fq622Gt27d+cTn/hEprjN1qQkSVhnnXXo1q1b5uf71VdfpW/fvssNFd1yyy256KKL2HPPPTPn3GhNevvtt1l77bU7tCY1eueYNGkSq6yyCt26devQmjR79mxmzZpV93y/8847UdakSZMm0bVrVzbYYAPWXXfdzDnPnTuXmTNn1j3f7777bi7vHG3XpMmTJ9O1a9fq852V+fPnM2PGjLrn+7333mONNdagR48eHVqT2r4nTZkyhS5durDuuuuywQYbZH6+G71zvP/++7m8c0yfPr3OpDhlypSWX5NmzpzJnDlzlnvnqGiKjrxzTJs2bbmi4qqrrkq3bt1S98XaY9asWcyaNWs5o0NHddD48ePp3bs3zz77bN0avdlmm3Huuedy2GGHZc650TvHO++8E0UHVZ7vjq5Jjd458lqT2j7fkydPpkuXLtX3pKzPiq5JH9HsnePtt9+OooMmTJjAaqutRrdu3aLooFZfk2LooHfffZfTTjttuaGin/3sZxkwYABHHXVU5pwbrUnvvvtuFB1UWZNi6KD33nuvw2tSRQc1er5j6KD33nuv5XXQtGnTltubWW211ejRo0fmNWnJkiVccMEF3HTTTXVNpGuuuSZHHnkkl1xySeb3mUZr0sSJE6PtzagOWn7vtaPvHHfccQcXX3wx77zzTvVnXbp0YbfdduPqq69m0003zRRXdVA9CxYsYMaMGQ3fOTqyJnW2Dqq8c8TQQe+8806Ud47KmtTRd47Bgwfzq1/9qs7UusUWW3DAAQcwePBgNthgg0xx33rrLXr37s1zzz1X/dl+++3HZpttxsCBAzn00EMz53zjjTdyxRVX1JmHt9pqK/bee2+uuuoqPvWpT2WKO3HiRPr06cPjjz9e/dnBBx/Mpz/9ac4880xOOumkzDnfc889/PKXv6w7+HLrrbdm1113ZejQoWy22WaZ4s6cOZO+ffvy4IMPVn/2ox/9iB49enDaaafRp0+fzDk/8cQTnHPOOXVNpNtvvz0777wzQ4YM4atf/WqmuLVrUtv94hg6CFq7HtTe3kxHdVBR92Zi6KAi1qhXVD0obx0ErV2jbqaDunTpUq2tFG1N6kg96JVXXqFv377LDdPZaqutuPjii9l9990z59xIB9Vqijxr1BMnTiycDopdD4q5N9NRHTRv3jxmzpzZ8PnOSwflXaN+9tlnGTBgwHJNpN/85jcZPHgw22yzTaa4qoPqWbRoEdOnT89dB1lrq8933vWg9t45OromDR8+nCuvvLJOB3Xt2pV99tmHq666ik9+8pOZ4sasB8WsUTeqB31c92ZeeOEF+vfvv9yg4+22245Bgwax/fbbZ4obsx5UxDUp5t5MIx2UxzvH22+/Te/evesaKPfff38+97nPcfbZZ3PEEUdkznnUqFFcdtlldU2kX/3qV9lrr70YOnQoG2+8caa4S5YsYfr06Z1WD8pjTVoR9aA8dFCsNel3v/sd/fr145VXXqn7+bbbbsuVV17JjjvumCnuiqhRx6oHxdRBsby6MetBq6yyCuuvv36H3jnmzJnDrFmzltvnaPUadVsdVKlR5+XVrZDXmvTMM88wYMAAXnvttbqf77jjjgwaNCizDqrdm6nNuag6qKN7M+3pIK1ROyprUvfu3XP1xbW6V3fGjBn06dOnbgjJ4YcfzoYbbkjv3r3p3bt35pwfffRRBg4cWDdM5xvf+Abf+c53GDJkCFtuuWWmuPPmzaNfv37cc8891Z8dffTRbLDBBpxyyimcffbZme+7lcWr+3HXQW33ZmpzznNvprImtWo9KGbP4ujRo7nwwgvrhhsmSUKvXr246qqr+PznP58p7ory6raqDoq1Ji1evJiBAwdy8803161La621FkcffTQXX3xx5s+js726rb4mXXPNNQwZMqRuwNcqq6zC/vvvz+DBg+nRo0emuM3eOfJYk2699VYuueSSuuHExhj23HNPhg4dyiabbJIp7tSpU+nTp0/dsNVDDz2UT37yk/Tt25dTTz01c84PPvgg559/ft2BL9tssw3f+973uOqqq/jSl76UKe6cOXM444wz6gbMHXnkkXTv3p1TTz2VM888M/Pz/fTTTzNgwABef/316s923HFHvvWtbzFo0CC+/vWvZ4q7cOFCBgwYwO2331792XHHHce6667LCSecwPnnn5/5e+Wll16iX79+vPzyy9Wfffe732Wbbbbh8ssv59vf/namuM32ZvLSQerV/YiVqUatPYuOvN45fv3rX3PWWWdRLperP9tpp53YYYcdGDx4MNtuu22muKqD6imiDnrrrbc4/fTT6w5Yq3h1O9qzOGLECK644gomTJhQ/VkeXt1JkyZx+umnL+fV3XjjjenXr1/uXt2vfe1r9OrVi6FDh7L55ptnipumg1pxTVqwYAH9+/fnrrvuqv7smGOOYf311+fkk0/mnHPOyXzfvfjii/Tr149XX321+rOdd96Zb3zjGwwaNIgddtghU9xmOuiLX/xih3XQyy+/TN++fesOyevVqxfGGC699FJ69uyZKa56devpbK9uEXsWoeNe3Tlz5vCLX/yC++67r24/Ig8d1Bk9ixXyfOdo27NYeefoaM/i+eefz8iRI5frWTzqqKO45JJLMseOqYOuuOIKrrvuurrDv7bYYgsOPvhgBg0alPndv1GNWnVQsby6Dz/8MOedd17dgS/bbrst3/3ud7nqqqvYYostMsWdN28eZ5xxBqNHj67+7KijjqJbt2785Cc/oX///pm/C2P1LC5atIizzz6b2267rfqz448/nnXWWYfjjjuOCy+8MPMa3dk6KNY7R15e3cGDB3PNNdfU9SyuttpqHHjggQwePDjzPV3bs1i7V7X55pszcOBADjnkkExxoXnP4j777MOQIUM61LN4+umn1x3gUOlZ7NevHyeeeGLmnO+++24uuuiiKD2Lffr0qTvE9PDDD8+lZ7GIezNFnN2iezP1DB06lKFDh9YdxvuVr3yF/fffnyFDhtCtW7dMcRt5dQ844IBcvLo333wzl156aZ1Xt2vXri3t1b3vvvu48MIL6w58SZKEXXbZhaFDh/KFL3whU9yYXt2xY8dyzjnn1NWDdthhB3baaScGDx7M1ltvnSnuBx98UJ2rW+HYY49lvfXW44QTTuC8887L/N64otakvOtBre7VfeONN+jdu3fdoc377LMPX/jCF7jgggs44IADMsUFuPbaaxkyZEjdwa5f+cpX2HfffRkyZAgbbrhhprjvv/8+vXv3ZuzYsdWfHXjggWy66aacddZZHHPMMZlzvu2227jkkkvqDo4yxrDHHnswdOhQPvOZz2SKO23aNPr06cOYMWOqPzvssMPYaKON6NOnDz//+c8z59xIB9XWqL/85S9nijt37tymOuinP/0p/fv3z3VvJrYOOv7447ngggtaTgctXbqUCy+8kBEjRtQdlPelL32JI444gssuu6xD86RieXUHDRrEtddeu9zsloMOOojBgwdn/p6NWaNu1LO45ZZbdrhnsZEOOuigg9hkk03o378/xx9/fOac77rrLi666KK6gy+33nprdtttN4YOHcrnPve5THFnzJhB3759l9NBG264Iaeddhqnn3565pxj6aD58+fTr18/7r777urP8vLqKoqirEzoSpiBRx55hLXWWqtu8FgtJ598ct2XZh68+OKLyw27URRFUbIxbdo0ZsyY0fDU73nz5jFx4sTlBu6EsHjxYiZMmNDwlOslS5YwderUOiEvYebMmUybNq1hzgsWLGDChAnLmXBCWLp0KRMmTFiucavyz6ZPn153ireEOXPmMGXKlIZ5ffDBB0yYMGG5gVohLFu2jIkTJy43yK/yz2bOnFlnDJEwb948Jk2a1DCvhQsXMmHChOUGYoawaNEiDjzwQG666abl7o/Zs2czaNAgjjvuuLrN51AWLFjAxIkTG57cvmjRIiZOnJjp5HVrLZMnT2b27NnL5WWtZc6cOUyaNClTzu19losXL2bSpEmZDxCeOnUqM2fOXO4ZttZ26Pn+8MMPmz7fixcvZsqUKXXmLwmV56zR8z1//nwmTJjQ8J+lsWTJEt5///2Gz3dlTZo1a1amnGfNmtXumvT+++93aE1q9PvvjDWp0XOURu2a1PZ5qKxJtRuiEubPn990TVq0aFHmNanyfLctelX+2ezZs5k8eXKm5/uDDz5g4sSJDfP68MMPmTRpUuY1acqUKVHWpFdeeYU99thjucPmAF5//XUOOeSQukKNhGnTpjVck8B950yYMCHKO8eUKVPqjJ0SZsyYwfTp06OsSe29c1Q+qyzMnj2bqVOntvt8x1iTKp9VFubOncvkyZPbfefoyJrUdnhw5Z/NmjWrzhgiIeSdo62xPwRrLZMmTYqyJi1cuLDdNWnixIkN78mQnCvfo43eOebOncukSZM69M7R6LNcvHgxkydPbvgeHEJFBzVbk/4/e+cdXkXR/fHvpkAghV5FioCIXFGqIL5ID4KINJUeigoIirwi+KKIiMrLz9euSAkEIQKGTqKIDSnSRBBHqVKlSk8l7f7+2GyyKffuzN6dZDecz/P4PBvv5HCyd+fsfOecmTE7Tjp58iQ6dOiAb7/9Nt/3dOLECYwYMQJz58415XNR6SBfYlJR6SBfYlJCQoJhTDI75jh//rzXmHTx4kVpOshsTCoKHaSNk2TooPj4eJ91kLeYZDcd9Pfff6NDhw745ptv8v3Np06dwqhRo/DRRx+Z8tlIB8kac8jUQWfOnDEdk86ePet1bsaOOkjWmEPTQQXFJG3MYUYHZWZmYujQoXj33Xfzje+TkpIwd+5c9OnTx9S40du99HVuRqYOOnPmTLHTQWbnZj766CM888wzuQ6bA9Tn5ptvvkGHDh1ybbjDC+mg3GgxydOYw9N70gin6qCLFy8a6iAzPsvUQf/+978xderUfO+l1NRULF++HA8//LCp2HHixAl06NAh36Hb2mfDhw/HvHnzTPn89ttv44UXXshVsAiofXDdunXo3Llzrk3AeLlw4QI6d+6MdevW5YtpZ8+exfjx4zFz5kxTPs+ZMwcjRozItXALUJ+Nb7/9Fh06dMj3GQ83btxA165dsXz58nyx49KlS3j11Vfx4osvmvI5JiYGTzzxRIE1H1u3bkWXLl3yHbDCQ2ZmJukgHUYx6fz586ZiEgDDuZlbSQdpYw4ZOWrSQTnI1EGyctTexhyZmZm4fv266ZiUnJzsdZwkM0dtdpy0d+9ehIeHF1h/9+eff6Jv375Yv369sF3Asw6SmaO+FXWQNrYvqH/LzFH7qoMuXrxY6Dro6tWrpnXQV199hT59+hQ4Ftq5cyfCw8OxZ88eYbuFMTfjJB3kbfzmqw7S3qNW54Nk5qjffPNNTJgwoUAdtHbtWnTu3NnUM13UOWqr80FaTPJlzFGUczNm+srGjRvx2GOP5TtsDgB++eUXdOvWDTt37hS2q8WkotBBMnPUMnWQrzlqb2MOMz6fOnUKHTt2xMaNG/N9TydPnsTTTz+N2bNnm/L5//7v/zBu3LhcG1gAah+MjY1Fx44dcf78eWG7RV0Xd6vpIBlzMz/++CN69OiR77A5QN3Es3v37ti6daspn2XNzRRFPohqdfN/5qsOunTpUqHroMuXL0vRQXat1Y2Li0OfPn3yHTYHADt27EDXrl2xd+9eYbtFWavry9yMNx1kRUzyNOY4f/68T2OO4lare+7cuVumVvfatWsIDw9HTExMvtjxzz//YMqUKZg0aZIpn5ctW4b+/fvnOmxOY/PmzejcuXOuDbV4SU5ORs+ePREVFZXvmb569SpmzpyJp59+2pTPVKub2y8n66DCnpu51dYszp8/H8OGDct12BygPhvfffcdOnbsmO8zHoqyVtdTPzKiqGt1zYw5MjIyMHDgQHz44Yf5xveJiYmYPXs2+vXrZ0rLUq1ubqZMmYLJkyfnqzNJT0/HihUrEB4ebmpsIHPN4rvvvosxY8bkq33LzMzEV199hY4dO+abS+bh8uXL6NKlC1atWpUvpl24cAEvvfQSXnvtNVM+L1q0CEOGDMl12BygPhs//vgjOnXqhCNHjgjbTUxMRPfu3bFkyZJ8z/Tly5cxffp0jB071pTP69evR9++fQscC23fvt20DkpNTUWfPn0wZ86cfM/HjRs38N5772HIkCGm+srmzZvxyCOP5DpsTmPv3r3o0aMHfvrpJ2G7MtcsUq1ubpyYo6Y1iznIrNXdsGEDevXqleuwOY1du3aha9eu2L17t7Bdp+ognhz1raKDTpw4gY4dO0pZszhz5kyMHz8+12FzQE6tbqdOnXJthszLxYsX0alTpwJrdc+dO4fx48fj7bffNuXz3LlzPdbqajrITK0ujw6yW446JSUFjz32GCIjI/O9s65du4ZZs2ZhxIgRpvr3d999h549e+Y6bE5jz5496NatG7Zv3y5sNyMjAwMGDPCqg5544glT75Xdu3eja9euuQ6b02CMoVevXvj666+F7QJUq6uHanVzI6tWNyEhAd26dUN0dHS++KDpoOeee86Uz0W5ZtGXWl1ZaxaHDBmC9957r8A1i3PmzEHv3r1tt2Zx3LhxmD59er6x8s2bNxEdHY3u3bubsl1c9265lWp1o6OjMWjQoFyHLGj89NNP6NSpk8f9Yr2RlJSERx55BJ9//nm+d9aVK1fw5ptvYvTo0aZ8lrVmMT09Hf369cPs2bPz3ev4+Hh8+OGHGDhwoKnnrqh1kIwcta9rFl977bUC1ywuW7YMXbt2tXzN4vHjxzFs2DDTaxbfeustj2sWtVpds2sWO3XqhPXr1xe4ZvH555/Hf//7X1M+z5kzByNHjvS4ZrFjx465DmDg5fr16+jatSu+/PJLy9csOrFWtziuWTQbkwBn6qBJkyZhypQp+ebn0tLSEBMTgy5dupgaG5w+fdqwVvfTTz815fP//d//YezYsR5rdTt06GAqH5SRkYFz585J0UELFy5ERERErsPmAPXZ+OGHH9CxY8d8n/Egs1Z3zZo1ePzxxwvMB/38888IDw/Hb7/9Jmw3NTUVvXv3xrx58/L1tevXr+Pdd981va+uE9csOrFW98iRI+jUqVOuw+Y0/vrrLwwePDjXwV0iTJ06FZMmTco3v5qeno5Vq1YhPDzcVD88e/YsOnTogK+++irf33z69GmMGTMG77//vimfP/jgA4wePTrXYXOA2ge//vprdOjQIV+84uHKlSsIDw/HypUr8+moixcvYvLkyXjllVdM+bx48WKPOmjTpk3o1KlTgTVzRmg6aPHixfme6StXrmDGjBk+6yCr52bS0tLQt29fjzrogw8+wKBBg0z1FZlrFocNG4Z33nkn35xicnIy5s+fj169epne+1xWre4LL7yAadOmFaiDli5diq5du5oaz8icm5kxY4aUNYvnz59Hx44dC9RBZ86cwbhx4zBr1ixTPs+ePRtPPfVUPq3jdruxceNGdOjQId9eUzxcv34d4eHhBeqgf/75B6+88gpeeuklUz7LzAc9+uijWLhwocda3aeeesrU+5sgCKK4QQfOmSAmJgYPPPAAVqxYUWj/5pYtW4QPnDMzoU8QBFHcSUlJMRSKqampphZKeErw520jmjTn8Sc9Pd3UxNmVK1cM/bl27ZqwMNOKD4zamEn08/hz48YN4cngzMxMQ5/dbrepSfe5c+diy5YtXtusXLlS+EAjbQElTxtRAZyQkGA4eZWcnGxqQufSpUuG/pjxOSkpyXDy6ubNm6YK9S5dumQ4SeipiM9Xf9LS0qTFpCtXrggX6qWlpRnGG7P9++rVq4b+XLt2TXjyk8efzMxMUz5fv37d0J/4+HjhyeDMzEzu/i0KT4xMSkoSTlDxxBuzMSkxMdHQH553fEGMHTvW6+9lZGRgzJgxwt8hT4xMTU01lYzniTc8MSAvN2/eNPSHJwYUBM+YgycG5CU9Pd2w7/oy5jDy5/r168JFMTxjDp42nvwxikk87/i8iIw5RImPj+eKSaIJKt54I2vMYTYm/fPPP4ZjDp42Zvwxq4MmTpxouIDqpZdeEi7kKWoddPXqVWEdpG0U5g1fxkmydJBR3/UlJhnFyMTERGkxycwiDJk6qChjkt10UEpKijQdNHny5HwLPvMyZcqUfEU+RvCMgczGpKLWQWb6N8/cDM87viB/ZOogo5hkNx20cuVKrFmzxmubn376CQsWLBCyC/DHJNExh2wdZOSPTB1kJibxjDnMzM2cPn0aU6ZM8drm7NmzePnll4XsAnwxyYwO4pkvJh2UG7M6iGcMZHbMwTM3Y2bMIUsHbdu2DZ999pnXNr///jveeecdIbsA8OKLLxouoJo4caLw5uMHDx7EjBkzvLY5duwYpk2bJmQXAF577TXDDfXeeOMN4UWU586dM9zkU9uYS5RZs2YVuImMntmzZwtv3BAfH49x48Z5faauXbtmajE6z5hDpg6yWz6oOOsgM3MzPDrIzDhJVo5apg7iGQPdSjqIJ0ctSwfx5F88+SMrH8QTk8zMvY4ZM8Zr7NDyQaJj3aSkJMMYaTYmXb582XE6iCfeODFHzaM7CvLHaTro5s2bGD16tNfvMDEx0dTCMCfmg3hz1HYac/DESLNzMzzxxtNhKN74888/8dZbb3lt89dff+H1118XsgvIzQfJylHz5oPM5Khl5YNu3LghJSalpaVh1KhRXmN0UlISRo0aJWQX4ItJTtVBZsZJPPFGVo7a7Jhj0qRJhvlnnpxRXo4ePWoYb06ePImpU6cK2QWKvlbXiTrIbEySoYMyMjIwatQor/cjJSUFo0aNcuTcjGj/LmodRLW6OThVB9mpVjclJQWjR4/2+h0mJCSY0kFFWasLwFTdjMxaXZ71A2Z1UFHW6ppUwl9+AAAgAElEQVSJSTz+OLVW18z7e+bMmQUe+Kjn448/Fj5c4Pr163juuee8PndXr17F888/L2QXAD755BPDdb5Lly4V3sjbqTlqJ+ogJ9bq0prFHC5cuICJEyd6bXPx4kXDNmb9kbVm0am1umb69/LlyxEXF+e1zffff29qA7uijkl2qtX99ddfDTfUO3jwoOH8bEHI0kEnTpwwPPTt9OnT+M9//iNkF1A3ETPaUO+dd94R3lTz8uXLmDBhgtdn6tKlS5gwYYKQXQB4//33CzxcTU9UVBR++OEHIbvJyckYM2aM1+8wPj4ezz77rJBdAFiwYEGBG1PqWbt2rfAeLZmZmRg1apRXXXjz5k0888wzwu9vmTqIanVzKOo1i2Zikux8EK1ZVElNTcWoUaMoR63zR2ZMcpoOkrVm8dChQ3jjjTe8tjl+/Li0Wt0ZM2YI1+qeP3/esA6XRysVRFHnqM3Mc3z22WfYtm2b1zYxMTFYv369kN309HTDfFBycrKpfNDSpUvx1VdfeW3z7bffYvHixUJ2AWD06NFeYwfP31UQdtBBsmp17TQ3Q7W6uXnvvfcMD7/m0R0F+VOUaxbtVqu7YsUKw/2t7LZm8YcffsDChQu9tuGZCymIotZBdlqzyBNv7KaDrl27hvHjx3t97q5cuYLx48cL2QWAjz76yDA/tWTJEnzzzTdCdmXmgxYtWoTvv//ea5u4uDgsX75cyK5T1yzKqovbunUr5syZ47WN7DWLogdkHzhwAG+++abXNseOHTNVqzt16lTDw6/feOMN4QNPeNYs8milguBdsyi697NMHSSrVpfWLOYmMTGxSGt1zeig3bt34+OPP/ba5sCBA5g5c6aQXYC/Vlf0ECaeWt1Tp06ZrtXl0UGiGvmff/7Bv//9b5/bmPXHTK1uUlISnn32Wa/j2Bs3bpjKB82bNw+bN2/22mbVqlVYvXq1kF2eMYcd1yw6sVb3hRde8Krb3W43XnjhBeH5iH379uF///uf1zaHDh0yHJcUxMsvv4y///7ba5tXX31V+DDaU6dOGR76dubMGVM56rfeegsHDx702oZnLiQvV65cwQsvvOD1ubt8+TJeeOEFIbsA8OGHH+KXX37x2mbx4sX49ttvhezK1EE8OfPY2Fh8+eWXQnZl5oPWrFmDlStXem2zZcsWU4dNy6rV5fFn//79hjHAkz8yanX/+OMPvP32217b/PXXX5g+fbqQXUDVQUbxZvr06Thy5IiQ3bNnz2Ly5Mle25w/f95QKxUET63uJ598gl27dgnZlblmkadWd9myZcK1ugRBEMUROnBOkISEBGzfvh2ffvppdjGj2+3GhAkT0KxZM/Tu3Tv7BffNN99g8ODB2b+7efNm9O3bFwDw3XffoX379njggQcwaNCg7Imlhg0bYsaMGXjggQfQokULHDp0CCdPnsT8+fPx8ccfo1WrVti2bRuefvrpXOK5cuXK2f/Gww8/jIiICLRs2RKAWnTQtm1btGrVCuPGjaOD6AiCuKXhncSLj48XEsDp6enciRbRiUTe9omJiUIxPiMjg7sIVpbPSUlJQsUJbreb27aozwkJCVzf+c2bN4UKptxuN+bPn8/V1iiRnJekpCSu7zw9PV04USDrPicnJ3MlWjIzM4WLtEV8FpmUS01N5SpIcbvdwslL3kl63udTIz09nbvgTNRnkZgkUhCZmZnJ7YvocxcfH8/1nfM+nxoyY1JiYiLXd877fJrxRTSJlJyczPWdi7wzNWTd5927d3MlWq5du4aYmBgh27z3j/f51EhLS+OK6WZiEu/9E41JGRkZ3DFJ5jjJaTEpJSVFOCbx+izav3nHmbzPpx6ZYw6ecabI8ynqi+iYg3ecKXPMIaqDTp06xZVoSUtLQ1RUFLddwJk6iPd7MaODZMWkhIQErufUjA6SOU5yog7i+c7N6CDe/i1TB8nSbqJjjnPnznEtBszIyEBkZCS3XUDMZ5GYZIcxB+/zqSFzzMH7ncvUQaL3OSkpSZoOmjt3Llc70QIh3nGmzJjkRB0kOk6SOeaIjIzkijXr1q0TWkAv8p3LGnOY0UFFPV9sNx3EE5PM6CBZYw4RHSQak3jj6KJFi4TGuidPnuRaDGhGB/HG9C+//FJoQ6ArV65wb9Qk+l5ZuHAh11ji66+/xqlTp7jtpqSkcG8eJ5pbWbp0Kdf7YseOHUIbidlBB9ktJsmam5E15pCZD5KZo7bD3KuoDpI5N1PUOkjWmMOpOkg0JomMOUTYsWMH9u/fb9juypUrwvkgmTlqp+kgmTGJ9280kw/ijUmi8xwy80Gy+vfKlSu5Fm788ccfhht3mfVFpg6SlaMWHXPw6iCZdTNm5mZ4759oTOLVIMuXLxfqh3bIUfO+MzXsMF+ckpJim3zQ2rVruTZFOXz4MH788Uch207UQTJz1E7TQWfOnDHclB5Qxyaim5/NnTuX6/6tXLlSaPMsmTqIt70TdRDv86khMybFxcUZblIAqBvQbty4Uci2rFo+kXyQXWJScddBVKubg51qdVesWMEV03///Xds375dyHZR1+rK1EGi/Zt3nGk3HcQ7tyX63MlaP+BEHZScnIwlS5ZwtRXNB0VHR3Pdj23bthluJqgnMzOTu+5I1Gc75IPMxCQn6iBZtbp2WLMoc8xhl1rdqKgorrHEN998I7SRmB1qUGTW6spaP2AmH8Rbz8HbTkNmra4T1yzyvoeio6OFxo0yddC8efO4+sqaNWsMN13O68fSpUu5fRBh0aJFXN/hjz/+KLSRmMjclmhfiYmJ4doc8rfffsPOnTuFbPPeP1GfeWP66dOnhTcSkxX7qVY3N7RmMQc71M3Yac3iqlWruDYPPXDggOEGxnmhfFAOMmt1ZcWkU6dOYcOGDYbtZNbqxsTECB0Ac/XqVe66I1m1uhs2bBCq1ZW9PkjWmkVZe7esX7+ea/3F0aNHDQ9yyQvv+EfU582bN+PAgQOG7S5duoRVq1YJ2S7Otboy926hWt0cRHPUaWlphgeKaYhqiuJeq+vENYui4yRenxcsWCA0PndijtoO+8XZSQctXryYqw9s3rzZ8KAHPSLr0GXFJDP5IJlzr7RmMQdas5gD75pFt9stdc3i6dOnue2mpKRwH/QsOj7nHSc5ce8WMzFJ1vogJ87N2CEftGTJEqHv8OzZs4iNjTVsl5GRIVyrO2/ePO5aXZGDSWSuD4qKiuLqt99++y2OHz/ObVdmrS5vTN+7d6/h4VJ6RGK66JhD5r66smKSE2t1Dx8+zHWQu8g6fw3e7/yLL74QGoNduHDB8OB0QL3PvHOHGvPnz+can69duxbnz5/ntpuYmIjo6GiutqJ9ZfHixVx9YNOmTTh06BC33fT09CLXQWbmZuygg2TNzcyfP982tbq8PvPWdWnIrNWVtWbx8uXLhgcGAuZ0EO/cVlxcnNChvzJrdWWtWZRZq0sQBFEcoQPnBFm/fj06d+6M+vXro1y5cti7dy/WrVuHw4cPY9euXfjkk0+yiyc7duyIXbt2ZYu6lStXok+fPrh06RJmzZqF2NhY/Pzzz2jSpAk++uij7H+jQoUK+Pnnn/HUU0/hgw8+QK1atTBy5EiMHTsWO3bsQJs2bbz6+Msvv2DatGnYs2cPDh48iJUrV+L777/Hjh074O/vj2XLlsm7QQRBEDaHV0hmZmYKiVSRSUfRCQze9m63W8j2zZs3uScPRCdVRfwQaZuamspdJCHqs0h7kbZnzpzB0aNHudpu3bpVaEJHls+ZmZncQjw1NVWoME3k+5b1HWZkZAgVpsl6nkXai3wnon7I7N8iPsuMSbJidFpaGvfzb5eYlJ6ezv38i3wnon6ItBV5v6WlpQkVpv30009S2gL8z1JGRoa0MYes/u12u4VjktP6txPHHOnp6dzPv+j7SpbPIs//zZs3hYplZb6/ef9Gke9ExC4gd8whEpO2bt3K/b2ILuzjvR+iMcmJYw6RmGSX/i3y/CcnJwsntnmxiw6yQ/8W1UF2GHOIxqRt27ZxP3eyYhIgrpl4n3+79G8RHSTreQbk6SCRsavWXkbb9PR0/Pzzz1xtDx48KFSYRjHJXHszOshqHzR4Y5jIcwQ4c8whc25G1ncoUwfJ6t8iczMydZDod8g7l3Pp0iX8+eef3Ha3bNnC/b2Izifxtk9OTsauXbu47e7atYv7/omOk3jbZ2ZmYuvWrdx2//jjD+6N22X5LNpWVAeJIGvMYRcdJOt+2CkmycpR2yHvJpqjFhlz22XMIfL826V/y9RBMvNBvDFJNB8kK/YD9shR20UHydJMgNy5GVk6SFb/lqmDZPUVu+ggmTlqu4yTRGKSrDGHaF/hfZaSkpKwe/duIT9kjTlkxWi75KhFxxyydJCsmCQy5hb5TgBn6iA7jDnM5Kh5466sOYOUlBShzbZl1s3IrNW1Q12ciM8iY25RHSTyLInMCYrqICeOOexSq+vEfJCs++HEuhmn6qDiXqvrxPUDxX19kBPHHPv37+feuF10bLdlyxbutiK2jx8/zr1xu8z6JFk5alEdZIf+badaXTusWbTL+gGZYw7eMXdmZqZQLLDL3Ixo/xZZP2CHWt3k5GTueT7GmNCB73bQFDLr4mTNvV6/fh379u2T4oes8Xlqaip27NjBbffXX3/l3qxT1nyS2+0WikmHDh3irgu1S93M+fPnuTdu3759u1BfkbX+T+aaRTtoClqzmBu7zHM4ccwh8vzLel+JtnXimkW3220LHWSX9UEitbqi70I71OqK1heL1OrK0kF2qeU7deoU98btW7ZskZYPEmmbmJiIPXv2cLX9/fffhQ46lFkXJ5Kjdtr6oFuhVteJaxYPHjyICxcucLWV9TwD9lmzKDPvtn37dq62MtcsypozOH/+vNBm+nbp37Jy1Hap1ZU55pD1Ljx69Cj3xu0yY5JI28uXL4MxxtV29+7d0vqszDWLdqmbceKaRVm1urt27eL+DmX5nJGRIbRmUST3YKcxh6xaXVn9W7RW1y7924lrFnmf06tXr2L//v3cdu1Qq3vz5k1ptbqyxhxut1vofsis1ZWVWzl37hyOHDnC1VZkXzLAPmsW7RKTZOWoRebMZPXvGzduYO/evdx2RXKLssYcInoaUA9z5D0cyy753qNHj+Ls2bOW2wXk9ZV//vmHe8y9c+dOqbUwvIjsuXHkyBHu7wSwRz2HyHcC2GPNYmJiojQdJKt/i+qg33//HVeuXOFqKxpHZWmKEydO4OTJk1xtRe8zQRBEcSSgqB1wGjExMXj22WcBAH379kVMTAzS0tLQr18/+Pv7o1q1anjooYcAAAEBAejcuTO++uor9OrVCxs2bMCMGTOwdetWHDx4EB07dgSgioaWLVtm/xs9e/YEADRp0oTrBO28NG/eHLVr1wagnia9d+9e/Otf/wKgvlQrVapk+u8nCIJwOiLFF3bxobj7LKutTET8EEkKZWZmIiMjAwEBfEM0J94Pu/gsgsy/zw73g/p3boq7z2ZsK4pS5H6IIOKHSGJPJJ6L+iELJ/Zv2c+zHfwQwS73me6HubYysct3KBIbRQoTRCnu3+Gt0L9FsIvPsvxw4ndolzFHcY9JThwnOfF5BuTpIFnPs5n2vNilf9sFu/x9suJdce/fTvRZJk78+0R9Fpn3EekrMueTZNmW6bOsmCRi1y4+i2KHMYddYoFdxhxOvB9O9FmmXTvcD7s8z3bBLn+fnWK/jLYysUvMtcP9uBX6tx30pkycOL8mE7v0b5ljf15uhZgky7aZe8erg+wSk+zSV+zihyzskg8q7jGpuD8bdtEUIm3t8n3LxC7PqB3ux63gsyzbdunfssccxblWt7g/S7dC/7ZDbYTo2E6kvV1yWHZ4NgDqV3b0Q6YPdvi+RZGV/7bL32eX78QOtecA1T754oMd8mN28dku80nF3WeR+KzZDgwM5Gprh3k7mdwKMckuc0SyKO4+y7Rrh/cVUPyfURHs0r9lPhvFvVZXlg6yy/tKdO+WzMxM+Pv7W25b1thOpm3RvmKHGGYX3WuHewEU//dVcX+eAbF8kKhdXpy6ZtEuOT1ZOLF/28VnO7y/ZcYkmf07LS0NpUqVEvodHuzy3Mm0S5rCXFsz84cy2jox3yuzBkWWH058x4q2t8v9sENfuRVqdclnc23dbjfS09NRokQJ7t8RsS2jrWzbshDxQ1bcAOwxPpc5F1fc46jMZ0MEu8xzyIoFGRkZQodx2mWeQ9bzb5c5AzvEL7v4IbPmQlb/Tk9Pl6aDCIIgnIJfUTvgJC5fvoyffvoJzz77LBo2bIj3338fK1eu9Poy6dOnD1atWoVNmzahWbNmCA0NhdvtRvv27bFjxw7s2LEDe/bswezZs7N/RxPD/v7+HidHAwICsgeHbrcbqamp2Z+VLl06+9rtdmPgwIHZ/9a+ffswZcoUn+8FQRCEUxGZcOQ99AsAd2G7qA+i7UX8kOmzLNuy/j7R9iI+V61aFWXKlOFqW7duXaHnTta98/Pz4y6cFGkLyPNZpL2iKNL6t6jPdnj+ZfZvO8QC2X7wTirZxWd/f3/4+fHJwICAAO62on6I/H0ifdbPz0+ofzdo0EBKW4D/fsiMSXYZc4jYpTFHbkTHrrJikh3GHCLxC5Abk0TGHCLjJCf277vuuou7rWgcpTGHObt26d/+/v5CMUkkUSezf8vSQXbo37fCmEPm2M6J/dsOYw67PBtO1EFBQUGoVasWV9vy5cujcuXKUvxwYkyS2VfsEAsAefHOiWMOJ8YkUR0kMk6S9Yw6VQfxPv+BgYG44447LLcr2la0/Z133imlrUyfRTTkHXfcwf182MVnmTpIVoyWOTfjxDGHXeYM7DLmsIMft8KYQ9b9ENVBdhhziOR4ROdmZMV+QCxHbYd+JdpeVo7HLv3bDu8rUT9k5oNkjXVFYpJdxhwifdaJdTOibe0wz6EoipC2cWr/luGDqB8yc9QiYw5ZMckuOWpZ3+GtoINk5qhFbBf3mGSXeXnRmCRLB8nSFLdCra5dnjs79BUn9m+7jDlk1urKeq/I1EFOrNWlOQPz7e3isyw/RNbPiM7bydIUNWrUQHBwMFdbkTEjYJ8ctV1iUnFfH2SXWj47jNfsMo/pRB3kxFrd0NBQ3HbbbVxtK1asiIoVK3LbtsOYw061urzPv7+/P+rXr89t1w4+i7a98847ud9vMueTRGzXqlULQUFBltsF5PlcuXJllC9fnqvt7bffnms/FCNk+Syqg2TVxd0KMckO2sYu728njjlk1s04MR8k6zt0aq2uE9csyhxzyLAr2t4uOkjWs1G9enWEhoZyta1Xr54taszCwsJQrVo1rraVKlVChQoVuG3TPgnmbdvhXW8XP+xSC1C7dm2ULFmSq62s5xmwz5pFWc9GqVKlULNmTa62dlqzyPudBwUFoXbt2lL8sEtfsYvPdtibBpD3LqxZsyb33IVdYlKFChW451NFxlSiftCaxdw+1KlTx3K7om1F2ovW6tpFB4muWeQdv9qlf8us1ZW5PsgOczO3Qq0u7/Pv7++PunXrWm4XuDVqdWXdD5nrB2S9V6pUqYKyZctyta1Tp44txo0y1yzaYXwuWqtrhzGHn5+ftHGEXeZe69evLy1HLcvnWrVqcR9KbZd9uypVqsStg2rUqIGQkBApfojGAt53cpkyZbjnls34IQLvd16iRAkhHWQHn0V1kF1iksj4RGatrqz+fdttt3H32QYNGtBhcwRB3PLQgXMCrFmzBgMGDMDBgwdx4MABHD58GLVr10b58uWxYsUKZGRk4Ny5c9i8eXP277Rt2xb79u1DVFQU+vTpAwBo0aIFduzYgb/++gsAkJSUhCNHjnj9t0NCQpCQkJD9c61atbB3714AQGxsrMcTZdu1a4c1a9bg4sWLAIArV67g1KlT5m8CQRCEwwkLC+NqFxwcLDQJGxQUxC1cRJKtIu1FfABUUcY7ocN730TbBwYGci98ANSEBe/iTFk++/v7Cy1mCAoKwoABA7jaDh8+nNsuoI4PeEStoihCk1sA//0IDQ0VEtbBwcHck5+ifYXX55CQEKEEY6lSpbjjgehzx/s3li5dWigmlSxZkruYTlZfEfEBUBNfTotJfn5+0mIS77MhEhcBNR7w2hbtgyIxSWb/FolJ3bt3R5UqVQzb+fv7IyIigtsuwH//goODhRKMpUqV4p5YlTXmEPEBUCd3izomifgAqDGJ930vq3+LxEVAjUm873tZPovERUA8JskYc5iJSSI+i4w5SpcuzR0PZPksGpNatmwJl8vF1XbkyJHcdgH+59SMDuJ938uMSXbRQSJjDhEd5OfnZ4sxh4gOUhSF+/6FhYVJ00Gi2o33/snUQbJikqgOatKkCZo2bcrVdsSIEdx2ATEdRHMzOch6Nm4VHTRs2DCudgMHDhR67kTe93YZcwQFBXFrEFl9xU46iHcOsWnTpmjSpAm33eKug8z0b14fZMUk0TGHzPliJ+og3jjas2dPoQ3KWrVqhbvvvpurreiYg9fnhx56CPXq1eO2W79+fbRt25arrWiegre9y+XC/fffz223UqVK6NGjh6U+aERERHA9pzVq1EB4eDi3XZk6iHdeRCQuAvaYm9Fsi2AHHSRrzGEmH8Q7FpTls51y1LzPhogPgFwdJJKjFh1zyJwvtsOYQyQm9ejRA5UqVTJsFxAQgKFDh3LbBcRqUERikl10kOjiRVk6iPfZMJOj5tVBst5XZnSQrPniwYMHcz13FStWxGOPPcZtV1QHiWAHHSQ65hDRQbL6t53mZnjH8+3atRM6LFwkFyOrf4vmgwICAoq8Ls5OOeqBAwdyxfSyZcuib9++3HbtoINk180Udx3UrFkz3HvvvVxtZc3NPPjgg0KLKEU0iKyYJFMH2aVWV6YO6t+/P5cvoaGhePzxx4VsF+daXVEdVNxrdWX1b5k6yC45atk6iOc7r1ixInr27Mlt16k6SFatrh10UEhIyC1RqytLB8mqi6tatSq6devG1VY0HzRs2DCu57RmzZro0qULt93g4GA88cQTXG1Fx6NUq5sbkXGSXeZmROpm7LJm0Yn5IN54cPfdd6N169bcdqlWNzcyxxy8+nvIkCFCfaW456hFfebtK127dkX16tW57cpcs8jr8/3338+9hgFQDzfr1KkTV1tZ80n169fHQw89xG23bNmy6N27N1dbUZ95+1blypW5a3cANfYPHDiQq62oz48//jhXrAkODsaTTz4pZFvm3IwdxhyydNCtUKsrcx011ermMGjQIK5xZvny5bnjIiBXB/G+72nNYm5EY9L999+PRo0acbUVXbPI+/5u27atUK1uvXr1pNXq8r47GzVqhFatWnHbdaIOKlWqFPr378/VVvQ+DxgwgGtuq0yZMsI5at7nbujQoUJ9pVevXlyH/pYoUQKDBw/mtgs4UwfJrNW1w5jDLnMzIvkgkTFHuXLl0KtXL662suZeZa5ZtFOtLm98tNOaRV6fe/fuzX34BWCfWl3SQTnIejbq1KmDjh07ctsNDQ3lft+LxiSRNYsi/TsgIABDhgzhajt8+HBas2jCB43ivmZR5ECqO++8E//617+42srSQffccw9atmzJbVdk3lPUZ5G5GVn5IFljDifmqDXbIjixVpf3Oe3evbvQgTVNmzbFfffdx9VWVkxq06YNGjZsyG1XZq0ur8933XUXHnzwQW67/v7+0upeIyIiuN6FVatWRffu3bntlixZ0pH76hbnmCRaq9uuXTvueU/R/s37nXfp0gU1atTgtnvPPfegRYsWXG1FfeZt37x5c+41DIB6UBLvHgWy7nPdunXRvn17brthYWHSdJCsuriAgAAMGjSIq62dYhLve2XAgAFC+ltmXRzv/evZsycqVKjAbdcOaxbbt28vtGaxQYMG3O97WXu33HvvvWjevDm33SpVqnC/70V9lrVmUaRWV9RngiCI4ggdOCdATExMvgnCnj174sKFC6hXrx5atmyJ8ePH53rh+/v74+GHH8bGjRvx8MMPA1A3R5szZw4iIiLQsmVLtGvXDocPH/b6b3fr1g3r1q1Dq1atsG3bNkRERGDr1q1o27Ytdu/e7XEw3LBhQ0ydOhWPPvooWrZsiR49euD8+fM+3gmCIAjnEhwcbCiYFUURKh7Q4CnEKl26tNACSkBNFPCIonLlygnZ1X7HaBIjKChISJQB6mQwz0QNzz3LC4/PJUqUEJ50CQgI4BKq5cuXFz65/PnnnzdM/tatW5d74kfD39+f61ktV66c0EQwoIp2owSVv78/ypQpI2RXURSu771MmTJCRXqAOilnNFnk5+cn3L95fQ4JCREqlgL4Y5LZ/m2EzJhkpn/z9K+SJUsKJcwB/pjAE1/yUrZsWcP+ZTYm8fQvMz6XKVPGcDKYNybq8fPz43rueO5ZXkJDQ7likmj/DgwMxGuvvWbY7plnnsFtt90mZJsnJsgcc4SEhAglCQC+mGA2JvH4zBtf9AQFBXHFBFljDt4xj54SJUpwJb/MjDl4+ldgYKBw8ln2mMMoJpkZc/C+83liYl7CwsK4xhyyxkmhoaFChcMAf0wy079ff/11w++9V69eQoedAGpM4BmnmB1zGCFTB8nSbmbGHIGBgdJ0UJkyZbhikuiYgzcmyNRBssZJZnQQT0yQqYNCQ0NtpYNee+01w7jerVs3oY1kALk6iHduRpYOkjXmuJV0EE//MqODRo4ciTp16nhtU7lyZYwbN07ILm//4omJeeEZc9htbsaJOqh169aGhTz+/v5cejcvpINyEIlJMnSQzLkZJ+ognn8/L3379jVc0BASEoKXXnpJyC7Ap4N69+4trIO6dOliuNlEiRIl8OqrrwrZBYBXX33VMEa2a9eOe4MtjWbNmhku7Pbz88O0adOE7ALApEmTDMcTTZo0EdpIBlAXivIUMvOMLfNS1DrIzJiDJybI1EFly5YVvs920EGiMUmmDlCdIpoAACAASURBVCrOOWpRHVSyZEluHSRK2bJlizRHbTaHxTPmEB0n8fYvO+WoS5QogalTpxq2Gz16tNACSkCuDuLpX2Z1UFHGJDM6qFSpUlwxQVZMMquDZM3N8PSvwMBA4ZhUtWpVjB071rDdlClThPOQdshRm9FBRjFJ5pjDzNxMcHCwtHwQj888Y5688OigkiVLmtJBPH+n3XLUPGMOMzGJd25EVt2MmbmZihUrYvz48YbtXn75ZeHvkFcHmclRy5qbkamDeHy2mw6aNm2a4T189NFHuReWa3To0AEdOnTw2iYwMNB0TJKlg4q6Vlc0JjlRB5UtWxb//ve/Ddu99NJLpg53olpdleJeqytLB8msi3Nara4ZHVStWjU8++yzhu145tjz4kQdJKtWV2aOmlcHyarVNaODZOaonaiDXn75ZcPxRPPmzfHYY48J2a1Xrx4iIiIM202bNk14HnPChAmGf2uDBg24N7PRcGqtblHrILvV6hblmsXg4GBH5oNEY9J9991nuMGVn58fXn/9dSG7ANXq6pEZk5566inUrFnTa5tq1aphzJgxQnZ5359OrNU1o4O0fSW8Ubp0abz88stCdgF5axbbtm1reBBsQEAAV94vL6+88oqhP61bt+Y+DFejUaNGhgeeKIqCadOmCffviRMnGr7nGjVqxL3Blkb16tUxevRow3ZmdNBzzz2HypUre21Tu3Zt4Q0Iw8LCMHHiRMN2L774ovDYgFcHmRlzFGWtruw1i7dCrS6vDrJbjtpptbpVqlThqoX/z3/+I/xe4a3VpTWLYv9+Xpy4ZrFz586GB8Hy1hrlZerUqYb346GHHkLnzp2F7PLUyt5KOmj8+PGGe7fUq1cPQ4cOFbJbvnx5TJgwwbDdpEmThGP0008/jdtvv91rG95xmp6goCBMmTLFsN3YsWNRpUoVIdtFrYPstmbRiXu32GHNoigvvfSSYey455578PjjjwvZlZmj5s0HyarVNbN+YMSIEahdu7bXNjLXLJqZm3nyyScND58vU6YMl3bUI7tWl3RQ7t+RoYPuvPNOrkPWzMzNvPjii4b9sGHDhhg4cKCQXZnrqMeMGWNYC1+zZk089dRTQnZpzWJu+vXrV6RrFvv06cN9CJSGHdYsihz6CMhdszh58mTDeNO0aVPhNYsya3V580Fm9pOiNYs52EEHicakxx57zPCwkdKlS2Py5MlCdgG+9bU9evQQOvQRUA91MYoJdqvVbdy4saEO0fJBovCuWRQdJ9WoUQNPP/20YbupU6cKP3fPP/88KlWq5LXNHXfcIXz4C+2rmxuZtbo84+MBAwYIHfoIAI888ghatWrltU2pUqW45rPy8tprrxnew/DwcKFDHwH1cMuuXbt6bRMQEGBq75YpU6YY6rL7778fjzzyiJDdu+66y7AuzWyOmlcHGeXI88Krg8zMF48dOxZVq1b12qZmzZoYOXKkkF2ZY45hw4YZHvRcqVIlPP/880J2Za5Z7NevHxo3buy1TWhoKCZNmiRkF5BXqxseHm54QLbZNYs878/27dsbrk/KS4sWLdCzZ0+vbczuJ8Wjg5o1ayZcqytTB02YMMHwAMMGDRpg8ODBQnYJgiCKI3TgnAAbNmzIV6g6ZswYfPDBB3j33XexZ88eLF++HMuXL881Qfnuu+/i4sWLuSYV2rVrhy1btmDXrl3YtWtX9saQBw4cyC5qaNq0KTZs2AAAqF+/Pnbt2oUdO3agTZs2qFKlCjZt2oTNmzdj+vTpuHjxIgC1mHblypW5fOzbty927NiBXbt2Ydu2bcITMgRBEMUJRVFQtWpVjwl5Pz8/VK1aVVhIAuqEeuXKlT0KmODgYMNi+YJQFAVVqlTxODmtfS6a5AfUSe8qVap4nDQtVaoUqlatKizKALV4xJOYVBQFlSpVEp68BtRJ72rVqnmcVClZsiSqVatmyucKFSp4TT5VqFBBOKEGALfffjtiY2M9LoZq1KgRYmNjhSeZAVU0e5uUM/rcE/7+/qhWrZrHSYyAgABUq1ZNeKIIUCeYvE3qGH3uCT8/P1SrVs1j//X390fVqlWFExuAOulesWJFj89VSEiIYfKjIGTHpCpVqnj0WYtZZpAVk0qWLOk1JgUFBZmOSZUqVfJYuKjFJNFiZ0CNSVWrVvUak6pWrSqcnALUyU9vMcnoc08Y9d/AwECvcdYbZcuW9RpzypYta6p4TGZMGjp0KGbNmlVg8YqiKHjmmWcwc+ZMYbtG/Vf7m0QLCwF1TFGpUiVpMclT//Xz80OVKlWEi50BdUxhFJNEi9U1jMYclStXFk7yA8b915eYVLFiRY9jCkVRULFiRVMxyaj/auMoMzGpXLlyXscq5cuXNzWW0fqvp/4dGBiI6tWrm45J3mJOmTJlTMUkbczhqf8axSxvhIaGokKFCh6fq9DQUMPFMAWhKIrXcZIWs8zEpK5duyIyMtJjP+vTpw/mz58vbJcnJnkbR3lD679FoYO8fe4N2TrIm84xq4O0mOTp/exrTHKaDipTpoxXnWP0uSdkxiQeHWQ2JsnSQZ06dcKiRYs8vkd79uyJRYsWCdsF5OkgnrkZb+Mob/DoILMxiXRQDkYxx6wOKleuHGJjYz0W4dWuXRtxcXHCh2MDfHMzRgUXBcGjg8yOOWTqIG/91646aNGiRR6LhEJCQrBo0SLhQ6MA+TrIW0yyow4y0jm+6iBZczNGOkjGmMNI23lD00FmP/dEyZIlsWbNGo8HzVaqVAmrV69Go0aNhG1369YN8+fP9zg26Nu3L+bNmydsV1EULF++3ONGEmXLlsWyZcuED88FgAceeABLly71+Mx26dIFy5YtM9W/58+f73FDv9KlSyMyMhIPP/ywsF2Xy4XVq1d7jO+tW7fG6tWrTY0b33nnHQwfPrzAv7dkyZJ47733MGDAAGG7snWQt5jjiw6qXr2617kZmTrIbnMzRjrIl7kZp+WogaLVQTLzQbLmZszqIJ4ctRN1kN3mZoYPH4633367QNuKomD06NF46623hO3K1EGazqF8kIq3fI9d80FGMUmWDtLmi83EpOnTp+PZZ58t8O8NDAzEjBkzuBad5qUodZDZuRk/Pz9Ur17dUAeZiUmydBBP3YysHLXZMYefnx+WL1/ucR5D00H333+/sG0tJsmYey2uOWpf8kEy5mZeffVVjB8/vsDf1Rbt8hyUmRejMYcvMclI59hRB2k6x0k6qEuXLliwYIHHftirVy8sWLBA2K6iKFi6dKnHReNhYWH44osvhBeiA/JrdYtKB5nt30Wlg4z+Jm9MnjwZEydOLPB3/f398Z///IdrE9KCfre41uqa1UFUq5uDkQ7ypVbXaTqIJ0dtNibNmDEDo0eP9qiD3nzzTeGNJgCq1c2LUQ7alxx1UemgkJAQ0+uDinpuxk46qHHjxli5cqXHMeeDDz6IVatWmRrrvv/++x43Fi9ZsiQ+/PBD4QNaAKBOnTpYt26dx3qNe++9F+vXrzelsXjyQXar1SUdlENR54Nk1s3YLR80d+5c9OvXr8DPSpcujXnz5gkfGgVQrW5eZNXqVqxYEXFxcWjQoEGBn9etWxexsbGGGyMXhFGOWqYOklmra6Z/BwQEYOXKlR43Ea5QoQJWrFghfEALYByTfNFBS5Ysyd5zIy+hoaFYsmQJ2rVrJ2y3WbNmiImJ8fj9t2vXDitWrDD1Lvz00089bqgXFBSETz/9VHhDLkDdMH3t2rUeN8dr3rw51q1bZ2oM9tZbb3nVQW+//bbwJqCAekhKXFwc6tSpU+DnDRs2RFxcnKl++OKLL+Lll1/2ODczadIkU5t4O1UH0ZrFHGjNYm6cuGbx9ddfx7hx4wr83cDAQLz++uvCBzABRV+rK0MHWVGr600HmYlJRmsWfYlJDz/8sNc1i3379jW9ZnH58uUeD7otU6YMli5daqpWt3Xr1l5rdTt37ozly5eb6t/z5s3zWqs7f/58U7W6TtRBtWrVwvr16z0e4HbPPfeY3rtFy/d4ylG/+uqrwpv8AurcOY8OMtoYuSBGjRqF6dOnFxgb/Pz8MHbsWEyfPl3YLq1ZzI1MHURrFnNo0KAB1q5d63H81qJFC6xdu9bU/TDKQd9KaxbLly+PuLi4IluzaEYTlipVCmvXrvV4mErVqlWxdu1a3HnnncK2ZdbqOnHNohNrdT/88EOPG4sHBQXhk08+8TiO8kbdunWxfv16VK9evcDPmzRpgvXr15uKd7LWLFarVg1xcXG44447Cvy8QYMGiI2NNfWe5anVvdXWLHo6TKVSpUpYs2aNrdYs8tbqGh0QUxBt2rSRumaxT58+BX6mrVk0OiCmILQ1i576wgMPPIDVq1eb0rJGczO+5oOKYj8pu65ZdFqOWtaaxcDAQKxatcpjXWvFihWxatUq3HvvvcK2u3TpgoULF3p81z322GNYuHChsF1FUfDFF194nMcICwtDdHS04QExBSEzR/3ZZ595rDEpVaoU5syZgx49egjblblm8b///S+efvrpAv/eEiVKYNasWR7rarxRo0YNxMbGolatWgV+fvfddyM2NtZU7HDimkUn1ur26tULn376qUc9MmDAAHzyySfCdv39/bFixQo89NBDBX5evnx5xMTEoGnTpsK227dvj8WLF3t8jz7yyCNYvHixsF0AWLx4scf+GxISgs8//1z40ChA1QwrVqzwOObUzpAw89x9/PHHHg+d03SQ6OG5AFCvXj2sW7fOY71G06ZNfdJBMuZmjHTQXXfdhbi4OFNjf1lrFsuWLYvY2FiPmqFmzZpe58C9YaRzzOaog4KCsHbtWo/r+ypXrow1a9YIH1QJyF+z6OmgW00HmTmrpU2bNvjiiy88PrNdu3bF0qVLTY05FixY4LH/BgcHY8GCBQgPDxe227hxY6xatcrjmLNNmzbSdJDZNYu1a9f2WqvbuHFj07W6BEEQxQ3F7XZ7/DApKcnzh5zs2LHD1OShN4wGlYmJiZb+ewRBEETxJDk5GfHx8cjIyICiKAgODkZwcLCpCVU9mZmZiI+PR3JyMtxud/Zp22aKjvKSkpKC+Ph4pKenQ1EUlC5dGiEhIZb4nJCQgKSkJLjdbgQEBCA0NNRUUUJeUlNTcePGDaSlpUFRFAQFBSE0NNRUMYwet9uNhIQEJCYmwu12w9/fH6GhoaYKg/KSlpaGGzduIDU1FYA6uREWFuazz+np6Vi3bh1WrVqFq1evonLlynjyySfRpUsXUxMBeX2Oj4/HzZs3AagJgrCwMFMTiHrcbjeSkpKQkJCAzMxM+Pn5ISQkBKVLl/bZ5/T0dMTHxyMlJQWAmnwICwszlUzL63NycjISEhKy+3dISAiCg4N99jkjIyO7fwNqsi0sLMzUpEheZPZvfUwKCAhAWFiYJTHp5s2buHHjRrbPpUqVQmhoqGNiEoBsn50Wk0JDQ6X0b81nK/r3jRs3pMQk7f2t+ay9v331+eLFi1i0aBGmTZsGAHj++ecxYsQI1K1b1ye7QM6YQ1swd/78eYSEhFgWk7RJ0JMnT1oek2rXrg0AOHfunKVjDi2ZdOLECUtjUnx8fHYi+uzZs5bFpMTExOxC/ePHj1vWv7WYpPl85swZy2JSYmJidiHo8ePHERISYkn/1mKSdpDu33//bWlM0pI6x44ds3TMkTcmhYaGWj7msDIm5R1zlChRAqGhoZb0b1k66Nq1a4iOjs5epPvMM89g2LBhuOeee3z2uTBjktVjDn1MCgkJ8bl/y45J8fHxufq3FTpIdkyKj4/PTo6fPn3ach2kFRNcvHjRUh1Uo0YNAMCpU6dueR1048aNbJ+t0kE3btxAdHQ0XnzxRQDAU089hYiICNx3330++6zpIC0mWTnmKKyYZOWYIyEhQUpMkjnmSExMRGJiomN0UGZmJjZu3Ihly5YhJiYGABAdHY1HHnnEZ9uyYhJAOkiPzLmZffv2ISoqKnuRyDvvvIOBAweaKqTL63PeMUdYWJjtYxLpoBy0mKQfJ1mtg7T+feHCBcvGHDdu3MgVk6zSQVu2bMGSJUtw5swZhISEoEePHujTp4/Pz/S1a9ewZMkS/Pjjj0hNTUX9+vUt00G7d+/GokWLcOLECZQqVQpdu3bFk08+aaoAV09CQgKWL1+ODRs2IDk5GbVr10ZERITHhbci/P7771i4cCGOHDmCEiVKoEOHDhg4cKCp4n09KSkpWLFiBWJjY7PfW4MHDza1uXteDh8+jAULFuDPP/+Ev78/2rRpg6FDh5paEKwn75jD39/fch1E+aDCnZuxUgc5MUdN+aAcnJoPcpoOKigfZFVMunDhAqKiorI30Rk/fjxGjBjhcUGJCKSDctBikrbJglPyQbLnZmTEpMTERCQkJGTHJKvGHMePH0dkZCTee+89AOqhTxEREaY2tsrrM+mgHArSQVbPzejHHFbGpJSUlOwxh1UxadeuXVi0aBGioqIAAB999BGeeOIJn3WQzP7t1By1Ph/khLmZkydPIjIyEv/73/8AqJv8DR8+3NSm43l9Lqx8kFNikn7MYeXcTEHjJCt00PXr1xEdHY2JEycCAJ5++mlERESY2hgjL3v27EFUVFT2wXXvv/8++vfvb2ojXj2UD8pNQXOvds9Rnz59GgsWLMCsWbMAqAfRDR8+3NRme3l9dlqOGsjfv2XFJCfpICfW6jotJuXt31bFpGPHjmHBggXZOmjq1KkYOnSo43SQlXMzTtVBNDfjTB2UkpKCmJgYjBo1CgAwePBgDB48GG3atPHZ50OHDmHBggX4+OOPAQBvvPEGhgwZYmqzNj1paWlYs2YNIiIiAABPPvkk+vfvj44dO1peF0c5atJBGnnnXk+ePHlLr1lkjGHhwoX47LPPAAAzZ87E4MGDfc5RU61ubmTV6mZmZmLDhg1Yvnw5VqxYAQBYunQpunfvbskaTtm1uk7SQdu3b8fnn3+Ozz//HIB6QNrjjz/u8zMtMybt3bsXUVFR2YfIvPfee+jfv7/Pm0QlJSUhJiYGY8aMAQAMHToUQ4YMsWQvlD///BMLFizA7NmzAaiHug0ePNjUBpJ6UlNTsWrVKowYMQIA0L9/fwwaNMjUwXt5OXbsGCIjI/H+++8DUHVQRESE6U3pNdLT0xEXF4cBAwYAAPr165e9jtrX98rff/+NhQsXYubMmQCASZMmYfjw4dn93Sz6HLU2N2NV/6Za3dxQjjq3z1Srm8OJEycQGRmJd999FwDwyiuvICIiwrJ8EOkgFSfqIJlrFn/55RdERUVlb47+4YcfWlKrm5iYiGXLluG5554DAAwbNgxDhw5FixYtfPZZq9WdM2cOAHXj8EGDBjlKB1kVk9LS0rBu3TqsXr06e++W/v37o3Pnzj73lVOnTiEyMhL79u2Doiho3rw5hg8f7vHAGV70OujSpUuoUKEC+vXrh27duvl8P86dO4eoqCjs3LkTbrcbjRs3xogRI7LfuWYpLmsWnVSr68Q1i1bXxd28eROrVq3CyJEjAagb3Q8cONASHSR7zaI2Tjp27Jjltboy5macuGZx06ZNiI6OxhdffAEAiIyMRO/evX2OHaSDcuPEWt2DBw8iMjISn376KQBgxowZGDJkiKmN9PWkpqZizZo1GDZsGAB1bmbAgAFo3769bdcsZmRkIC4uDv379wegHlL2xBNPoGvXrj5/h4Whg2SsD5K9ZnHJkiUAgLlz51q6ZnHSpEkA1EOGhw0bBpfL5bPP2ppFq3VQQkICli1bln1A87Bhwyxbs7h//35ERUVl66BZs2Zh0KBBpg5m1KOtWXzmmWcAAIMGDbJszaITa3Vp75bcPjsxH7Rt2zYsXrw4+8Clzz77DP369fM5Jsms1f31118RFRWFyMhIAM6o1f3jjz+wcOHC7HzQ22+/jcGDB5s6cEiPzFrdv/76C5GRkfjggw8AANOmTcPQoUNNH5yukZ6ejvXr12cfemVlPkh2XZw+H2T3mATIywdduXIFn3/+OaZMmQIAGD16NEaMGGHqwKi8FJSj7tevn6kDrPXEx8fjiy++wIQJEwAAI0eOREREBJo0aeKzz3lz1P/73/8wYMAAn/duyZujHjJkCIYMGYLWrVv77POBAwewYMGCbB305ptvYsiQIZbkqFevXo3hw4cDUHXQwIED0b59e599Lkwd9OSTTyI8PNzWMUmbm7l48SLKlSuH3r1749FHH7Xkfsiq1d28eTOWLFmC6OhoAMC8efPQp08fn+cjZI6TZK1ZzKuDhg8fjoiICDRr1sxXl7F//34sXLgQc+fOBWCtDtLX6jpBB6WlpWHt2rXZB+U+8cQTGDBggCW1ugRBEE6idOnSHoOeIw+cIwiCIAiCIAiCIAgZaBO/Mg4yl2WbfC4c2+Rz4diW6TNRONBzVzi2yWfn26Z4VzjQs1E4tp3os1Oh71C+Xdm2ZUH3Wb5dmbad6LNM207sgwRBEARBOA8aJxWObfLZ+TjxPjvRNj13uXHifSaf5dt1qm3yuXBsk8+FY5t8dr5t8rnwbDsNJ95n8tn5tsnnwrFNPheObfLZ+bbJZ+fjxPtMPheObfK5cGyTz4Vjm3x2vm3yuXBsk8+FY5t8dr5t8rlwbJPPhWebIIoTTuzfsnBiTHKizzJtk8+FY5t8Lhzb5HPh2ZaFE+8H+Vw4tsln59smnwvHNvlcOLbJZ+fbJp8Lxzb5XDi2yefCsy0LJ94P8rlwbJPPBEEQzsPbgXO+Ha9LEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBSIMOnCMIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgrApitvtlvoPrF279peePXs2l/qPEARBEARBEARBEIQFKIriBgC32604xTb5XDi2yefCsS3TZ6JwoOeucGyTz863TfGucKBno3BsO9Fnp0LfoXy7sm3Lgu6zfLsybTvRZ5m2ndgHCYIgCIJwHjROKhzb5LPzceJ9dqJteu5y48T7TD7Lt+tU2+Rz4dgmnwvHNvnsfNvkc+HZdhpOvM/ks/Ntk8+FY5t8Lhzb5LPzbZPPzseJ95l8Lhzb5HPh2CafC8c2+ex82+Rz4dgmnwvHNvnsfNvkc+HYJp8LzzZBFCec2L9l4cSY5ESfZdomnwvHNvlcOLbJ58KzLQsn3g/yuXBsk8/Ot00+F45t8rlwbJPPzrdNPheObfK5cGyTz4VnWxZOvB/kc+HYJp8JgiCKF35F7QBBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARRMHTgHEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQhE2hA+cIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiBsCh04RxAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEYVPowDmCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAibQgfOEQRBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARB2JSAonaAIAiCIIoKxpgfgA4AbgeQAOBbl8t1zSLb1QC0A1ASwGGXy/WzRXYVAP8CUBdAMoDvXS7XPxbZrgCgE4DSAI4D+Mnlcrktst0KQAMAaVl2z1hkNwxAFwChAM5AvR8ZVthWFKUJgMYAMgBsc7vdx62wyxgrDSAcQFkAFwFsdLlcaRbZvhtAcwBuALtcLtchi+yWhHqfKwG4DNXnZIts1wPQCupByPtcLtd+i+wGQH2eqwG4AdXneIts3w6gLdSx9AGXy7XLIrt+ANoDqAkgEWpMumqR7SpQ411JAEddLtdWK+xm2dZiUgqAH1wu10WL7JaH+h0GAzgJYJPL5cq0yHZLAA0BpAPY7HK5TltkNxRqXwkDcBZqTEq3yPa9AO6DGpO2u1yuvyyyWwqqz+UB/AO1r6RaZPsuAC2yfvzF5XIdsMKuoiglAHQGUBnAVQAb3W53khW2GWN1dNdNXC7XXovs+gPoqPs5zOVy3bDI9m2661Yul2uHRXYVqGMZ7ecKLpfrskW2K+mu2wLYYuGYo43uuqrL5Tpvkd2yuutOUOOdVTGpue66psvlOmWR3RDd9cNQ3ytWxaR7dNf1XS7XEYvsBumue0CNSTctsn0ngPsBKAB+dblczCK7gVBjUhUA16D6nGiR7doA2kAdczCXy7XHCruKovhDHRfUgKqDNrrd7utW2M7SQdr1AxbroLa6nyu6XK5LFtmuqLtuB2t1UGvddXWXy3XWIrtldNedocYkS3QQY6yp7rq2y+U6YZHd0rrrblBjklU6qJHuuoEEHaT9HORyuVIssl1Pd91Ykg66DjUmJVhkuybU+YgAAH+6XK7dVthVFCWfDnK73VbpoKq66zYul2ubFXaz7P1Ld13ZYh2kXbeHqoOsikn3665ruFyuvy2yG6a7DgfwnYUx6T7d9R0uULTigQAAIABJREFUl+uYRXZLQZ2bKQd1buZbq3SQoigNoc7NAMAvbrfbEh3EGCuB3DGplIVzM3foru9zuVz7LLLrDzUmaT9bqYNq6K7vd7lcOy2ym1cHlXe5XFessK0oSmWoY7AgAMfcbvdmK+wChaaDOgL40UId1EJ3LUsHdYUakyzRQYqiNNZd13O73Uctshuku+4BdXxuiQ5SFKWB7rqR2+3+wyK7mg7Sfg52u92W6CBFUWrrrpu63e5frbCbFZM0HRQPNfZbpYOqQ40dJQAccrlc2y2yqwB4CEAdAElQ5xqt1EGdAJQCcAzqHKmVOqgBgJtQxzLnLLJbBuq7MATA37BWBzUD4II6X7zNQh0UDNXnsgAuwFod5ALQFGo+aKfL5TpskV19PugSVE1hlQ6qDzUfpADY63K5frfIruN0kOQcdVWoGqskgCNW6SBdjvoOWJ8PqgB1/jwYwAlYq4NaAbgLQCockqPO0kH3Qs0H/WyhDioN1WfLdVBWjrpZ1o+7XS7XQYvsajqoEtR80DcW6qC6uut7XS7XbxbZDUDufFCohTlqvQ5qaXGOup3uZ8t0EGOssu76Xy6Xa4sVdrPsPai7ruJyuS5YZLec7tpqHVQYOepzsFAHMcYa667ruVwuS3RQ1tyMdm11PqiB7vpul8v1p0V2A5F7bqa0y+WSkaNu6nK5bK+DFEW5DapeCQRwyO12W5mjfkj3s6wc9UOwVgc9oLuuZqEOkpmjbqa7ruVyuU5aZDdYd/0w1JhkpQ7Sru+UoIO0n63MB9XXXbsszlHr515DLNRBtXTXzV0u1y8W2dV0kPZzWYtrdbVrq3PU+nxQJYtrdbXrdrC+Vle7vs1iHaRdd4G1OqiJ7rqOy+WyslZXu+4O63WQdn2XhTqoJHRzrxbng5yog27XXcvUQeWcUKurKMqDAOpBnXv93u12y8hRd4D1tbra9e0W6yDtOhzW1+pq13UtrtXVrh+BGpOs0kF36a6t1EFara72sywddEvX6iqKkksHKYpSwe12W6KDFEWppLtuC2CL2+22ZMyhKEob3XVVt9tNtbqQooOcWqurXVutg/QxKdjCWl29DmpmVa2ug3VQW6j5oGSoz7MlOWpFUfKtWbQqJuXRQU6s1ZWlg5xaq2ulDpJdq6v9bOXcTE3dtWU6SFerq/1czqpaXUVRquiuH3S73VavWdSuZdXqytRBVtbqytRB+lpdmTrIyjWLDfXXLovWLErWQU6s1dXrIJm1ulbmg/Q5akesWVQUpazuuiOAH91utyUxSVGUFrrrmm632xIdpChKiO66K4Dv3G63jDWLVuaoZeogfY66kcvlsqRWV7IOqq27tlIHaTlq7ecyFtbq6nVQa4trdWnNYo4tJ65ZlFmr2whqXZzMvVusrtWtB6A1qFZXm5vR1iw6rVZX+9lJaxbvgpz9pLRrJ61Z1K6tzlHL1EFOX7Moq1bXSh3k1FpdvQ5ySq2u49YsMufX6srQQdreLd9YODdTW3cto1ZX+9kyHaQoSnXddWu32231mkXtZ1k6yCm1unodJLNW12odpF1bnQ9yeq3uPRbqIGm1uoqi1NRdN3e73U6o1ZWyd0sBOkhWra6lOkhRlFa669vcbrclOkhRlDDddReodYJUq6teW1mrK1MHUa1uFlk56na6n8u73W4ZOuhBK2t1mXPXLGrXsmp1rd675V7dtWV7t0jWQbJrdSvDeh3kuFrdrDWL2nUrq9YsyqzVZXL31XXimkV9ra4j1iwSBEEUB/yK2gERFEVx8/xX1H4SBEEQ9ocxNhrqJprfAlgA4EsAZxhjn+knNkzYrc4Y+xLAKQBfAFgIYBtT6eWjzwMAHATwU5bPSwGcZox9rk+0mbBbnjEWBXWDzmVZtn8EcJgxNsRHnx9ljO0HsB1AFIBoACcYYyv0RRYm7AYzxj6BeqBTTJbP3wA4zhgb64vPiqK0VxRlF4Bfs3xeDOCooihxiqLc6fWXvftcgjE2K8vnVVk+x0L9Dl/OSnqYtd2CMfYTgD8ALALwOYCDjLEf9BP8Juz6M8amAjgNYB2ASABrAPzNGHsza/LZrO27GWPfADgM9R4vAvAbY2y7fqLVpO0JUA8o+xrqfV4BtX9/oJ8ENGG3NmNsDdTFjUugPh87GWO/Zk2C+uLzSABHAXyX5fPyLJ/n65PSJuxWYYwthfodajFpC2PsT8ZYPx99foIxdgDA5iy7WkyK1k/Em7BbljEWCXWDzuVQ78f3AI4wxob76PPDjLG9AHZC/f6WQI0bq5luobAJu6UZYx9C7d8rsnzeADXejffR57aMsR0A9iEnJh1hjG1guqJAE3YDGWNvQb3Pa7J8Xg+1f7+alTw2a7spY+xHAAegxqPPAfzJGNuknwAURVEUP0VRpkB9nmOzfF4N4IyiKP/N2uzcrM8NGGNfQe2HGr8yxnYytYDFNIyx56BukvuN7n+fYYx9rE+WmrB7O2NsZZZtje2Msd+YuhDPNIyxCABHAPyg+99/M8YW6pNWJuxWYowtgTrm0PgJwAHGWH+zdrNs92aM/QFAn/g7xRhbznSLSUzYDWOMzYHaVzS+BfAXY+wZs3azbHdhjO0BoC9+P8YYW8t0BbQm7AYxxt5Dbp+/gno/XvRxzPEAY2wbAP1i60OMsW+ZrmjIhN0AxtgbyO3zOqjP3etMTS6ZtX0vY+w7AIegxqNFAH5njG1hug0GTNhVGGOToI7746DGpFVQ+/c7TC12Mmu7HmMsFsBfyBlz/MIY283UZLFpFEXRdNBG5Oigs4qifKZf8GfC59tYjg7S2MYY+50x9pgvPjPGBkH9/jbp/vffjLFFTFfcY8JuecbYIuSOSZoOGmzWbpZtTQfpN/E4yRiLYbpFtybshjDGPkXuvrIRaux41qzdLNsdGGO7AegXCf7FGItjugI7E3ZLMsb+D+o4SSMO6rhxso8xqSVjbDMA/aY0Bxlj3zPdgg8Tdv0ZY69BfTbW6T46wxibwXzTQY0YYxuh6iCN3xhjPzNd4b1J23l10EoAZxlj7zPd4lgTduswVQcdQ05M2sUY28PUhTqmURTlKaixLpcOUhRlnr4QzoTPVRljy5A7Jm1ljP3BGOvri89ZOuggVB2kcZoxtoTpkv8m7Op1kMYPAI4yxoaZtZtluztjbB8AfQHFCcbYKqbbnMSE3dKMsY+Q22dNBz1v1m6WbU0H6QtVjjLGvma6AhwTdgMZYzOh+rwauedmXvFFBymK0kxRlE0A/oROBymKsklRlGZef9m7z36MMU0Hrdd9dIYxNpOpxcpmbd/FGPsauXXQXsbYDgt00PNQtcoG3f8+wxj7yEcdVJMxtgq5ddAOxtg+phagmiarrx1Fbh10hjG2gOkKZURRFKWSoihLoH6HS6HOofykKMpBRVGe8NHnPoyxP5FfBy1jusJtE3bDGGNzkfv9/R3UscFTZu1m2Q7P0kH6QtNjjLE1TFesZsKupoP0Pn8NdQz2b7N2AXWzREVRfgagL+g9rCjKRkVRGnn6PQ67AYqizEABOkhRlNeyDoo2a/teRVG+h5pP0GCKomxWFOV+T7/HYVdRFGUy1Oc5TvfRGUVR/k9RFNM6SFGU+oqixEEdG2jsURRlt6IoHTz9Hg+MsTHIrYNioPbvT5luwZ8JuzUYYzFQx2DRUPv3z1k6qKePPg+GOmb8McvnZcjRQeW9/rJ3uxUYY59DHesuzbK9Caq2H+Sjz48xxn6HqoMWQp2PPsUY+9ICHTQbav/+MstnTQeN9tHnjlk66BfkzBf/xRiLZbqN50zYLckYewdq/9byQXFQ78ckH3XQ/YyxLQB+R+580HdMtxGyCbv+jLFpyNFBkQDWQu0rb/iog1xZOkg/N7OfMbaN6YpcTdp+Eeq4X6+DzjDG3vNRB93BGFuL3PkgTQd18frLxrafgRrr8uao5zLdxggm7FbT6SAtH6TpoN4++vwk1Pn+n5A7H+SrDirHGFsA9bnT8kE/QM2BRPjo8yOMsd+g5qgXIidHvZLpFsCYsFuaMfYx1P6tz1GfYGouwBefH2KM7YSqg6KQkw/6iukWZJuwG8gY+y8K1kFTfNFBjLHmLCdHremgA4yxH5lugyATdv0YY69AfTbWQ5cPYoy97aMOasgY2wA1B6Kxj6k56raefo/T9njk10FnGWMfMt9y1LUK0EE7GWN7mbo42DRMzb0egZqL1fibMRbpiw5ijFVmjEVDHTdqbGaMHWCM+aqD+mXpIP2GGKcZY0uZerCDWbtlGGPzkHt8/h3U+YiRZu1m2e7KGPsV+XPUa5hu8wITdksxxj6A6rOWo9Z00AQffX6QMZZPBzHGvmG6BZsm7AYwxt5E7nl5LR/0mo8x6T7G2A/IrYP+YIxtZrqFcybsKoyxl5GTo9Y4wxibxdRFXWZt38kYi0PuuZk9jLFdTF3QbBqm1k4dR34d9AnTLa4RRVGUGoqirIAak6KhPtPbFUXZryjKoz76PAQ5Okjjb8ZYFPNNB1Vkqg7Sx6RNUMfRA83azbLdizHGAOgXzJ9kao66uqff47Abyhj7DPlz1FbooE4sRwdpHGOMrWe6xc0m7JZkjP0PuedmvoJ6PyYy33RQK8bYVqg6SEPTQY09/R6HXX/G2OtQ77M+H/Q3Y2w68y1HfQ9j7FuoOkjjd8bYVqbb/NGEXYUxNhHqXMRXuo/OMMbeZb7lqOsyxtZBnUPR2M0Y+4Wpm0mahjE2Cjm1uhpnGGNzmG+1utUYY8uh3g8NrVbXVx2kr9XV+Jsxtpj5Xqu7EAXnqIeatZtluwfL0UEaWq2uLzpIX6urodXqjjNrN8t2e8aYVqurcZSpOsiKWl19HI2FOjfzHx9jkr5WV+MA871W14/l1OrmzQe9xf6fvfMOl62o0vdbiI5xnFHHcX4mDChKoSKiIkqSSxYkIygZRFDBhIoKiIAiIDlKuGSQnCVnMMft6BjRwThmAVFC/f5Yte/Zp7t371rVXed2X9b7PPOMcPcp1u3Tu/b+qr5v1Wg6qPbqDtJBb2r7ucSx38fg/aBxeHUvRt5namqv7tq548axd0Dev5o6aFxe3bOZvTZTe3U3G6Vm59xmzrnvIzqoXnv9X+fc2c2DHTJqfmpVVScxe066AbkPdxil5mq2V7em9uouMcK4TR1UU+9Rvy933Dj2m6qqugvx6tbUXt1RdFDTq1tzOaJl967G59Wt+V5VVbdUjUaKGeO6qqr2Qr7PvTrooGo0HTTMq7tK7rhx7Pcw2Ks7kg6qhnt135I7LoBzbhtkfp6lg5xzpzrnsr26cY/6DPq9uj9wzm2ZO24ceyPnXJ9X1zl3nnNuFK/uU6rBXt2fVqN7dedVVfU1Znt1f1ZV1WXV6F7dz9Hv1R2HDloh6qBBXt1l2n4uYdzFq6raj8FrM6N6dV9RiVe3uTZT66BRvbp7MuPVrflVVVWHjqiDXlxV1eXM1kG1V3f1tp9LHLuZWawZd2axptZBo3p1t2LGq1tnFu+pRswsOuee5pybj9wrszKLzrlxZhZrfl6NJ7M4yKv7s6qMV/fHlXh1x5VZrJlWr+44MotLVzOZxZoSXt2a2qs7ig5qenVrah00qle3mVmsGdmr65x7lnOuzizW3Oac+2/n3Di8unVmsWbcmcWacWUW1xmgg2qv7rgyizUlvbrjyix+msE6aCSvbkMHNZv31ZnFcXl1B+mgEl7dcWYWe9dmjq5G9+peyOy113F5dbdlcGbxlGo8mcXmnFRnFrfIHTeOvXE1OLM4klfXOfevzrkT6d+j/olzbufccePYazjn+ry6zrlLnXPZOsg593jn3ECvrnPug7njAlSDM4s/rKrq2qpcZnHfEXVQnVn8wex/Xd1WycE7ueP2ZhZrxp1ZrBlLZrGa7dWt+WVVVcdVo3l1n12JV7epg8bl1S2VWXx6VS6zuEE149WtGVdm8TgGZxZ3zR03jt2WWbyiGj2z2ObVHVUH1V7ditle3Ruqcl7dUTOLtVf3h/R7dUfVQR+gP7M4Dq/uCyrx6o49s1hV1c7MziyOy6vbzCz2enU3HrHmple3ZlyZxVPozyz+qBpvZnE+s726k5pZXHmADhpnZrH5njQur+5yVVXdTBkd9HEG71GP6tUdllkc1au7OzIn9Xp1R80sDvLq1jpoVK/udvR7dX9ZTbZXd5OqP7NYe3VHzSwO8uqOK7P4DcafWXxCVVWHMzizOKpXd8Wq3aubnVmsur26o+igV1VV1ZdZrMbj1W1mFuveLb+qqurgarQ96iUr8erOyixWooNGzSzuxmAdNFJmMXp168xizZ1j8uo2M4s1484s1tyM7HGO6tWtM4tNr26dWRyHV7d5f1+H7AeV8OqOK7PY69WtddCe1ehe3TqzWDNOr+6g/aBRM4uDvLrfqWSPOjuzGOekDzLYqzuSDnLOvdA5V2cWa77qnPtaPFwsm0q8FSW9uoN6t4zq1X0b/Tronmo8mcVer26tg0by6jrn1nPO9Xl1nXMXOueyvbrOuSc55+rMYs01cexRvbqrVJJZHOTVHSWz+LhqJrNYU+ugUb26r6kGe3XHkVn8BDOZxZpxeHWHZRZH9eqWzCwO8up+sxrRq+ucG+TVvcc5d7JzbhSv7iAddFvUQSN5dauymcWTKJ9ZrCnl1b2aMXh1nXNvdM71enV/6Jy7xjlXIrM4Dq/uspVkFkt4dT/KjFe32cOyRGbxG9V4M4tNr+6vqvFmFmvqzOKoXt2BmUXn3PxRvLqVZBYHenUrySRlUy2czOIuuePGsQd5dceVWfwcBTKLhmEYixJTdeDcoopz7t6ef942in3DMAyjAFVV7Q8cC/Qa9Z8IvBO4IUeoRtF1J7Ap0LuJsTRwYZVpuIkLfWcBveGhfwHegSy+q42LlRgPbgW2AXo3MV4MnFZJkxI1lWwuXgz0BhoXBzZGzJzqAFclBo/rgV2B3t/Tc4GjKglJqXHOrYssXPQu3CwGrINsvKpNQnFT61LgQ0DvIud/AgcihkA1lRzOdgswyFSzKmIGUS9ERdF8BvBJoHfj5WnAXsAFVYaJoJKQ6x3AGkCvOH89cH2VGdCsJEBzKNC7CPIU4L3A1VWGmboS88hdwAZA7995WeCKKvMAt7j58Hmg16DyBGAH4KacDbu4OH0HsAXQu4nxMuALVWYAuxJz8LlA7/3wOGBLJLSqDnBVYtC8Gdie/jnphcDJlYR31FRiiLoC6A00PgZ4KxL+XyJj3McjmzDvAXrNHs8GDqvEPKSmksa11wG94QIHrIl8zuqwRLxvLwQ+CvQucv4HsB8y/6sXzyoJQtwKrDLgj1cGbqnyN+RPAfYHer9b/wbsCVzinFObCCppBnInsDb9Gvm1wHW5m1+VmNWPAHqfd08GdotjqzfsKjHZ3gVsRP87xyuAS3MXmisxYZ0K9C7MPh7YFvkdqjfsKgma3w5shcwVTV4KnF1lNuSNm2YXAL2bRY8FNkPuFbVxsRID143Azsh7YpMlgOMrMbWoqcQwcRXQu4H9GGB95D1JvTgeN4iuBPYAek3v/wUcDByjLljGXhX5PHrvYQesjryPqsMScSPuPODjyDtGk2cAeyPfj5w5aTlkA3dQ4OmNwI1VvjH5BOAzQO9366nAB4DLqwwTQSXNAu4E1qV/TnoN8MUqMwzlnDsA0UG9Rv0FOsg5l6ODnk27DvLARVVmk/BKjLZnAL3hoX8BtkY2/NXGxUqCqLfFMXrfDV8MnF5lHkxSSUPUSxisgzZB7m91gKuhg95Fvw56HnB0JYEENZU0P7oG+Y41WaCDqgyTULwHLgU+yGAd9GnkPVhNJWaam4FBpprVEB2kPug2zjVnAvsic1CTpwEfQ96j1evqcY68A5hHvw5aAVmLyApoVtLsvk0H7U6+Dnohcn8P0kGvBq6sMg9wc87tA5yIPFObPAHYEbjJOZejg56FfM6b06+DXo78/rIC2JUYv89F3l2aPA55x7mjyjAuxnerW2jXQadEg4iaSkyWlwG9z+jHABsiOkjdyCLqoGuAd9Ovg54DHB436tVUcqB7mw5aC/mc1SahqIMuBj5Mvw56JvApYH7OO4dz7vXI73BQ44eVkcPFcptnncpgHfTvyN/losy1maWRe2Ut+uek1wHXxt+FmkrM6oczWAe9G7imyjBTx+/qnch3t/fv/ErgsirzIOtKGiaegtxzTR4PbIc8V9Q6yDn3H8jn3KaDznXOvVtf8YIA7PnIGk+TxyJz4B1VhnExrkHdBOyEzMlNlgBOrCTkrKaSAO2VDNZBGyBzkrqRRXzGXYXooN5nx/8DDonPSjXOuTcjRtbeRuAOeabf4ZxT6yDn3GJIaPljDNZB+wJnOudy5qTXIO+6gwJPb0KesbnG5M8j73C9362nIu98lznn1DrIOVfroHUYrIOuyTUBVtK86Bj6ddCTkHfr66uMUGnc27gTeccfpIMurjKDB1GLnI5okyZNHaQ2LkbtdBuyp9T7brgkcEaVafKNmu8i5O/eZHFEK46ig24AdqF/beZ5wLGVNOpVU1XV+si67iAdtC5Ss7qhX9RBlyNrA73PjmchawknqguWsVdC5ug39vyRQ9Y+bqsyQuPx/edsYB8G66CPA+dl6qBXIWuCg3TQG5C1mayAZiVNHg9G1rya/CvyTLiyyjBTxzW5O5E1ut6/86uBq6rMMFRcSzyefh30ROTZe2OVESpN0EEXVJnBg0qaNJ9Duw66vcpoMlrJHvUtyLtW77vhi4BT41q1mrg2fimyVt5kcWRN/a4qo5FFXMu/DlnbH6SDjoh7AmriHsR1yJ5Ek8WQvYs7M3XQ4sg61Z7IXkqTZyJa4xR1wTL2CrTvUa+CvEOrm2fFOek0RKP1aux/Bz6C+C5G0UFrMniP+roq81DJSvYCD0P2Bps8GdlDzNVBS9Cug16FrENnNcerZM/1ZPp10BOQNYqbq4zmOnFt5A5kz7h3Hl4KOLfKbERVyd72Fxisg7ZA7pVRdNCO9OugFwCfr+TwDzWVeAiuQDwFTZo6SN3IIuqgqxEPxCAddGglTXfUVOLVuJ7BOmgNRG+qQ+Pxvr0A8Zq06qDM/aDlkXfdQYGnNyHf5953qFROQjw9vd+tf0M8QJdWGUH3ShoU3cFgHbQ8Mm9kNeysJLR7FOKhavIkxGt1fZWxR+2cq3XQxvTroGWAi51zWc3xKvGmnUa/Dno84mm7tcporlOJl65NB70E+c7toa8YKmk+fCHiCWxS71HfWWUEuCrxLN6A7N316qDnIzpof33FUEnj+asZrIPWQ+YkdUO/qIOuAN7P4D3qzyLvwWoqabZ7E9DbAK+pg9Sh8ahvzkH2ons9l08HPoE8s3J00LKIDlqd/neOFZH3/lW040aORT7PQTrofeTroBcj9/db6J+TlkN00Ib6cqGSJq7HMdiruzPyeeTsUf8XUvNm9OugpREdlNUkvJLmZIO8uo8D3s7oXt1tGezVnV/JQRpqKmmIegmDdVDt1VU3smjooDav7pFVVR2srxjic67Nq1vroFyv7iXIc7r32fGfwAHke3VXRPaoh3l11c2zquFe3X9HPH4lvbpZh0pW4tX9HP06qPbqfrHK26NeArm/38pgr+7lVWZTiEq8uifR7tXN1UHPRD7nt9Gvg16GrK1lBbCdc+9CfFWDvLpvQ/YpRvHq7sBgHXRSJQ0m1VTi1b2cdq/unVWeV/dfkDXdQTro2cDnKmlwoSbeB9cj90WT2qt7e5Xv1b2Adq/uJxGPUo4Oei3tXt2VkO/zKF7dAxisg/YELsnUQS9D7pU2r+61VWbDzvg8OpLBe9S7ku/VfS4yJ7V5dS+pMpvjOec+jDTgbfPq3uqcU+sg59wzEB30dvrnpJcAZznnsry6sRHQMK/unTmHzlXDvbrPR7y6++krhvgeezXyXttkMeT9964qo6FffO++AnkPb9NBx6oLZpZXd5AOqr266gOeor45F9E7ve+ztVf3nEwd9GpmvLqDdNBNVf5hKscDB9Hv1f1XRIfmenWXRO7v9Ri8R311lenVrRZeZvGiKj+z+D7ENznIq/sORH+rdVBsyFNnFgd5dU/LPZikksxim1d3HJnFQV7d5yJe3YP0FUNVVevRvke9DrL2muPVXRzxCLZlFj+NvAerieuqN9Pu1b2tGi2zuC+D96j3As7PnJNegazNDNJBo3p1j6KMV/cFtHt1l2U0r+7etGcWdwRuzvHqxsOvh2UWz3fOlcos3l6V8eqeXImPUE0l+3VtOmhDZE7K9eoOyyweXlXVYfqKoZIDPLoyi+rG5lEHXYTs67Z5dUtlFm+tZB87hzavbq2DLs7UQS+n3atbOrN4bZW3R/08ZnRQm1c3N7P4Udozi9tRLrN4TiX+FzWVHHhwPoN10ObI/a3OLDrnnsyMV3dQZvEE51xWZtE515lZdM6pM4vOuccx3Kt7sHMuN7O4Gu2ZxXmUyyzuA5yVOSd1ZRZvqvKbCJ/IwsssZh1cUImPs82ruwv5Xt06szjMq7utumAZu1Rm8WnI82pYZjHrYJJKfMkXM9irO47M4i4MziweU4kfW001PLM4qlf3Mtq9uqNmFgd5dWFGB+V6dc+i3as7amZxmFd31MziIfTroNqre1WVt0f9QqRPwvq0ZxazDnCrJO9yAu1e3dzeLV1e3fOrzMOSKmnSXMKr+1RkTmrz6pbILNZe3TurPK/u45FDe4ZlFg/VVwzV3GQW27y6p6oLZpZXtzWzWFWVOrNYzfbqDsosfoRymcXrqsxDJaMGPpzBXt2SmcXLqzKZxe3J10H/gcz9w7y6u+krhmp4ZnELRs8sDvLqLoFkFvdRFyxjb4JkFtu8undWo2UWd6fdq5uVWYzP5rbM4hrI3J/j1V0M+f0N8+qekamDujKLN4+ggzozi5lrMy9leGbxi3HtXk0lfT2OZsyZxYZXd5AOWgbprbW1vmKo5ACtUpnF22nPLJ5Zlc0s5np1r2ewV7fOLB5/9DFFAAAgAElEQVSgLljG3oB2r26tg8bt1X0Wsqd6grpgZnl12zKLt1eje3V732efjqzZ5Hp168xim1f3hir/MJVjKJBZjGtybZnF5YCr4tqemko8FcfT7tW9qcrLLP4X8m43yKtbZxZ30FcMlfSZO5symcU2r+6LEK/uh9UFA865rRieWbwz59A559wTEB3Ullk80jmXm1lcJ449LLPY+96XMu7iiA5qyyweQH5m8Q2UyyyejvTXbPPq5mYWPcMzi9dX+ZnFI+jOLOZ6de9isFf3VUhf3ayDrJ1zH6fdq7s90n9nFK9umw46r8o8NLYSj++wzOKofXXbvLqfr8TbrKYSL3VbZrHuq5ubWezy6h6prxicc/MQHTTIq7sG4onu9QF1Ug3PLNZe3VwdtDzyXBn0XlF7dXt9fqmczPDMYq5XdynaddComcXPMjyzmOXVjc/Pu2jPLF7inHu7vmJwzu1JR2Yxx6tbiZfudoZ4dSvJJqmpujOLd8T3NO24T0L2ZNsyi8dVkgFTU0lm8SoGe3XXQ945cr26VzLcq3ucumDDMIxFEDtwbhGg91CF1EMWcg5jMAzDmHbixmXXYUXLJ1wziMPoX2xv4pCwo2qxKG5YdxleXopsmmrZn34R2ctBldKoF8XviQx/13gusligZU/6F4l6+VClDAfEBffT6N/UaPJ08kJW70TMMMPYrlIaceNG2Rn0LyA2eTKywK1lU6QZwTA2QDZVtJxK/wZBk39BFuVUhudKTOVdxv+VkU07LcfSb85u8hjEUKdawI7mjq4A9LKIeVTLIfSHL3o5ulKahysJz3c1ZXgxsmmqZV/6TYW97F8pA0vRYHUyw+ek/yLvEKb3MTg82WT3StksKi5unUH/AmKTfydvU217JCQ/jLcji67JNDbUhgWgn0jGortz7q3Iouww1kGMvlpOon+DoMljERO/alOtknBt12FFb0AW9bUcRf8GYJPFkKYvKiNP3CToatK9DGIe1XIQ/c24ejmsUjaTqcSgfSz9G61NXoC8p2n5OP0L173sXUnDuGSiAeNU+jdam/wneUae9zDYoNfkXdoN6LjpdCb95q4mT0XepbS8AzFNDGMzZKNXy2n0b1o2eQIyJ6k2+qOZomu+mYdsgGk5kX5TQpPFEfOKylzonFse2RAdxmsR84OWw+k3Qs76zyM6SBXsrqTBe9f7xMvI00EH0B/47OVg7QZVNCudyPA56XlIgyMtH6E/yNDLhytlOCBu0J5G/0Zrk2eQF7LaBTHDDGMHrRE3UQc9hTwdtDli9BjGhnS/lwziVPpDbE1qHaRas62kAXSX8X8VxNCu5TjSdJAqZBUP5tm347JXIw2OtBxKf/hi1n8eCTuqzMOVBJy6dNCSyCa0lk/Sbyrs5cBKGViKZsiTGK6D/h95OugDDA5PNnlfpTzYNb5zn85wHfQ08nTQjogRexgp7yWziIdBncFwHfQk4AztwVGVHGTSZfxfD/m7aTmZ4TroceTpoDchZvVhvBEJeWg5mjQdpDLyxHury/i/DN3rN4M4iP4Qei+HO+dUIcpo/Dma4e8cL0QavWr5BP1NJnrZp1I2sIvPihQdlNN8/L0MNug12S0+M5OJB6edQbcOygl+bo28UwxjC7rfSwaRpIPioXfJOOfWQ8ysw1gDCURp+Tz9gZEmiyON5lTmwmgY7zqsKOWaQRxBvxGyiQNO0AYaogbp0kEvp3v9ZhAH0m907uWQqMWSiVrveLp1UE6j34/SH2Tou6ZSNvKOmrpLB/0HeQfD7YqsCQxjR60RN65dpOignLWZtyFrL8PYCHlX0jKfMjpoHt3zzWrIM0LL8fSbs5s8BjkMTRWyimuIXYcVLUeeDvoc/eGLJg4JO6oaXFUSnu9aV30J8s6jZT/6G4D2cqA2sBTXxLt00LORdyktH6S/sVUvH6iUBxo1dNCwfdGnkXcgwo7I3skwtqmUh4dUM01Ah61RPom8hukbI3tUw3gL3e8lgziF/qaGTR6HzEmq4Gcl4dqudZcUrTSIY+hv1tNkMaT5pVYHLY14RYbxSmTNQsvB9IcvejmyUjb6jXvaXfduirdmEHvTH67q5ZOVsnFD9A6cwnAd9CzyAg17MLiJTJN3V8pmUdGj0aWD/o08HbQN4jEZRsp7ySBOpz9Y26TeD1LpoEoan3UdVrQWshaupUsH1XvUqgY40SvVdVjR65EGR1qOZLgOWgw40Tmnaj4ePWld7xNL071+M4hP09+UuJdDK2Uzmej9O47hOuj5yB6alr3oP3ypl49FD2QyMRQ2n24dlLNHvRvSsGEYO1fKprkNHTTsPvhX5O+lZUvEGzeMTZCGBVrm0x9ia/J4pIGKVgetSfd882akgZaWE+hvINZkcUQHqQ5EqKTRYtdhRa9JuGYQh9HfILCJQ8KOqgZXlYSqu9ZVX4o0etXyKbq9up+plIcLVNKwp8ur+xzyvbpdPtwPVsoDjeLzLcWrm6ODdkaaYAxju0p5eEhjj3qYDnoyeTpoE7o9MesjjSC1nMJwr26tg7Re3VXp9uquhHgrtRxLf7OeJrle3ZS9nldRzqt7lNarG5uIdflLXhT/+1r2of8ghF4+VSkPWWt4dYfpoP8i7xCm9zG4iUyT91bKZlEKr26ODtoOuX+HsRUyDySj8OqemaGDUrIBayPzrZaT6D/kqkmuDlqR7v3nFK00iKPoP7yhyWJI0xdV83HnXEr2x5Pn1f0M/c24ejnMObeEZtB4qEyXV3cJ8ry6H6O/2V4vn6iUDeziOv58hs9JzyRPB72bwYcKNNmlUjbNjTqhlA5KyQZsSr5Xt0sH5Xh1U+abeXR75waR4tU9TevVrdIzizkHGh1Oucxi1/vEUpTLLH7WOadqqlnNZBaHzUnPJc+r+2G6M4t7VsrMYsOrO+zd+xnkZRZTvLrbx/XOZBK9urmZxc3oziy+lcnKLKasu+RmFlO8uqdmenW79npS9rEH0eXVBTjaOaf16qbcu0uSn1ns2us5oNJnFv+N7szi/yNPB72f7sziHpXyYNeog7q8urmZxR0QX+swcjOLXV7drMxi3C/v8uquSxmvbsnM4orkZRZTvLqfr/SZxZeR5tUtmVlUHfwYvbrH0J1ZLOXV3ds5p8osxoPsFqZXd9fYLDSZhg5aWJnFzel+LxnE6XR7dXPWZlLmm4nKLEb/Zlce8XUJ1wziCBZuZjHHq5uSWTyk0mcW673chZVZ/EilbORdlc0svgvxrQ9j0jKLWyBzzjBS3ksGMZ+Fl1lclbzMYimvbspeT+nMoqrRb3xH6fKXvIS8zGKqV7dEZvHZ5GUWP4i8yw7j/ZXyQKP4zn0G3V7dUpnFrSvJCSaTuB+U69XdiG6vbsnMYo5XdyW6111StNIgUry6pTKLryDPq/tZujOLR8S1lmQqyV133bslM4v7VsrDpuOaWSmv7u4MPvi+iTqzqPDqzteMG9kGWVsdxtvofi8ZRCmvbkpmcU3KZBYfi+wHaTOLKT7coplF55w2s5jSAyFl3hpEilf3kEyvbldm8fmUyyzuVckBI8lETT2fcpnFrvlmp0r6ISWT6NUdJbPY5dVNyRANYj5pe9RaHZSSkU7pczmIE0jQQXGNL5nopejSOCl+3kGkZBZzvLpLkJZZzPHq7kf/IZW9fLqSPnvJOOeehjxXury6OZnFD5GQWXTOqQ40SvTq5mYWd6I7s7htJYfPJJPo1R0ls9iVDUjJEA0iJbN4eoYOWoXujPQomcVhaxh1ZlF1QLZzLsXzltJzahAlM4tdPvsXkZ9Z7PLq7hc9zslED3WXV7fuzallD7q9uu+ppO9zMrF3S9cedW5mcVu6M4spGaJZNNZmhj2b6z1qrQ5KyQasjfQx15Li1T0tw6ub0jN3BfIzi51e3fg8TiZ6dbveJzzdWetBfJpur+7nKuXBj/G9qiuzuAR5mcUUr+7HK8mCJVOlZRafSZ4O2o1ur+47q6rq6vdvGIaxyGMHzk04zrnnO+ducM59J/7/58V/P9859znn3E3AQc65fZ1zJzrnrgVOd8493jl3qnPuu865bzrnVo0/t61z7nzn3OXISfOGYRiPNlKDZDtoFuWi6SelEdvj0BsqdiHtmb2VZlEubpinGM4c+g3X7Rm+gVTzFs2iXNy8SQ0oa0ODWzB8YaRmReecqpEY6cZdrcF3HYY3TqlZqlI2EiO9+Yyq5mgmTVlAeBbKJu+k/8530SzKRdNuStj3yehNnKmf33aaRbloHE5Z1NTcUzXvZPhiTs1mMciZRNwwT22Kor1XtmW4ka5mLY05IW6YpzaP09a8CcObOdUsXykbiZF+r2jn0Xl0h3NADGTaRbnUWlTPq0qa/KaEfZ+Bvrlhas07a8wJ0TicYnJ/AvpGQ7syfIG5ZutK0UgshshSgjeLod/c2Inhm9o1G2nMCdE4nNqwVnt/v4PhppWa1SpFI7G4OZV6D2hrfivDjbI1r6yUjcRIv1e07xwr092kACRIowqOUG5OWpruBrEgG6Paph6pNe8YN2eTiMbhFHOH5p6qeRfpOii5kVjUQSlN8nN00A4MN/fWrF8pGolF43Dqoara+/ttDDet1LypUjYSU9SirXk9hjdOqXlZpWwkRrk5aQW6m1aDmHFUTd5Jr/mdSh20JN0HZYAYRLUHT6TWvL1zTqODnklaI7bF0R9U/E6GG21qNq8UjcSiDto28XLtnLQdw410NWtXikN/ow5KfWfT3t+bMjzEXPO6StlITFGLtuY16DalEa9RHfpLuXeO5egOBIP8LlSGKXQ6KLmRWPyOppjcNfdUTervfBtNgD4alVIOC9PcUzU7k6aDNtEE6OPaU6oJNkcHpTQ9Wj0+g5KIz7ZSazMbMtwoW7Osc07VSIxC7xxxPzgl7Pt8ugOtvRSZk6JxOOWA0tS1hSbJOqhSNBKL7/IpDalzdVDK2szbK0UjsaiZUoI3mnuqZkfSdNAGleLQ38I6aEuGN5irWVkToI9rMyV1UMoBpUtXykZilNNBKyLG/y5S1xaaaPaDkoMjcS0uZT8t9Z5qkqyDKkUjsbjmmdKITXNP1exCmg56myZAH9eWUw5yz1mb2Y7hzV5q1q0UjcTiGn4pHbQ5w0PMNa+PexoaSs1Ja9HdSB9kz0gVoKfcnPQaugPBIHtzqibvlFubSd1PeyJp91ST1M9vW40OinvDKQ0IcnVQyn7aJOmgrRkeKKpZo1Ic+ltYB23E8Ka2Na+ulI3EKHd/v5nuJgUg3hpVgJ5yazOvQJrbdJG6ttCkyB61c+65dB+UAeIV0wZsU3XQOypFI7HooUs5LCxHB+3E8JBjzVsrRSOx6FVM9RVq7++tGN5grmbVSnHob2EdtD7DG6fULFMpG4lRyDcT60jxFT6btHsqpxatDloKaX7RxVMpp4O0Xt1UX2FJr+6WSh30ZMrpoO1J00HrVYpGYhPi1X1DpWwkRrk5aW2GN06pSV1baFLKq/taugPBIE1sVE3eKefVfRFpOih1baGJRgclNxKrqirVV6hZW6hJ9upqDv2Nf79SXt1tKOPVXYxyvriNGd7MqeY1lbKRmKIW7Ty6Ot1NCkDmrUnx6r6K7sZIIM8HbXPD1Jp3Unp1U32FRb26zrlkr65zLtVXWFIHbRQPp0uisFf37aR7dZMbiRX26m7A8MM9al4Z92E0lFqbWYnuZm0g+k512BWKOUmpg15Od4NYEB2kPYh8EjKLpby6W2oyi8650l7dFF/hJHl1t2B4o+2aN1bKRmKKWrQ1r0t6ZlHVSIxyc9Lr6W5aDZPl1U31FRbNLGq8us650pnFafPqbkuaV3etStFIbA68uimZxddWykZiilq0Nc+ju5E+yD626tBfyumgV9N9iCmUzyxqvLqpvsJcr+7CzCzm7FGnZhY3rhSH/sY5d2FnFt/snEvJAQPgnCupgzZk+jKLq5Dm1Z3GzOKjyatbIrOY6it06NdmpjGzuCVpmcWVKuWhv4paSmUWXx7nAg2l5qQ30N20GsrqIO0edaqvsGhmsdL1bkn1FeZ4dVN10BaV4tBfhVcXymUW11F6dUvqoM1I8+pOUmZxTdIyi6k54CaWWYxErb52wqUTk1mMayIlM4vT6NVNyVfNqxSH/k5KZjGueWoo9c6xGnIocxcTk1mMa+0pvsKSXl2VDnLOpeqgkl5dbWZR49XVvnOkZhYnzaub4itcZYIyi28hzavr496whlJe3TeSlllMvadyalHpIOfcUlhmsck0enWTM4t1z/gUnHMlvbqpmcUVordLQ8nMYoqvMCezmOrV1b5zLA+k+Aonyav7QtJ0UFGvrnNO49VN9RWW9OpuGj3DScyBVzclX7VmRmaxpFc3JbO4nHMuJQfcpFRf3dTMYuraQk4t2jnplUCKr/DplNNBKq9uzCym+ApL6qCtNYf+xveTUpnFHUnz6m4Ys1VJKHWQ9l55O+mZxUnx6hqGYSxy2IFzk8ETnHPfqv8P2K/xZ0cDp4cQXgGchZy4W/MSYPUQwgfiPy8HbBBC2JL4YA4hLIMYek5rGH5XALYJIWhN3IZhGIsCqSaJZ5JmrKpZhTTjMOibS6fW/ETSxH3N60nbMIdyNT8GXXMFT9qGuaaGnOuTP49oykzd3Ftds4mErubka+OmUGojnldXikPFNHVQ7nu3BGkBk5rVSVsognI1P4205h81K5G2Ya6pQXv940lrFl3zGtI2zKHc57wYujnppaQ1+YVyNavGjqat1EY8q2iMKxSq2Tm3GGnNrQCWcc4lm0CYjDlJ85wA+SxStXypmp9Kmtmz5o2kbZhDuZofR1pzgJplSdswh3I1O8W1IJvlqZt7kzInPZW0DXOQRmLJoUEm4/5+qcYMrxgXytX8n6Q/JwBWJW3DHMrV/CR0OmgF0jbMoVzNi5P+bANYhrQNc5ic+/u5pG2Ya2vQXq+p+QmkNfkFaSSWHNBhMu7vF5IWMKmZBB30dNKaf9SsTNqGOZSr+Qmk62mQZvepjXhK6iCNmW4p0ozDMDlz0n+S1uQXxJyQbFyhXM2LI8/ZFF5ZKQ5XZjLmpOeSFjCpeTOmg5qU0kGvJq3JL0yODnoRacZhmJA5KTZ6TF3ne6PGLEu5mh3pz4qlNGZ4JmNO+i/knTuV1UgLdUO5mp9MWmPWmjeQ1uQXJkcHvYK0Jr8wIfc3slac2ohnUnTQE0n/Lr1W00SSybi/X0T6ehlMhg56Bou+Dnodac2tYHL2g15GWpNfmJA5KRrFU59vb9Y0V6BczY8l/f31lZqGbUzGnPQ80tfLYDJ00L+RvoYPMhekNuIpVfO/kNYkrWY50pr8wuTooCVJa/KrqSHnes39/TTSn28raYLMlPPNaHTQy6uqek6JOiirg1KawddMgg56CrLHk8qKpDW30tSgvf6xpK/xgezRpT7fSr5zaK5dgnQP1qS8Jz2ZtCa/II3EkpunMBn395KkHYqlHVd7reb6/0A8Gqmsgnl1m5Ty6i5NWpNfTQ0512vu7/+H1J3CpHh1H0e6x3JZTaMCTR2U+949n/T1MpiMtZlp9OpqddBrSGvyC2V1kGaPehq9us8g/fm2subQIcrVrFkz83HeTWUS3jmeTfpzAiZDB/0r6e+uMBl71Fod9CrkfTCFSdFBLyDdgzUpc9K/Ih6lFFaoFAe+MxnvHC8hrRm8dlwwr24TrVd3GnWQJrM4Kff3c0j3YM0rqIM0NT+e9L3F5TSHijEZ9/cLmL7M4tOR/ZJUJmGPWptZXJ7JyCwu6jromaQ/31adhMxi3CdP9TO9QtOwjcmYk56DLrM4CXvUjwav7rKYV7fJJGQWV9Qc8MFk3N/TmFl8FumZDpgMHaT16lpmcTal7u/nIe9K465Be702s5iqqZfXNNNnMu5vyyzOZlK8utOYWXwZ8g6bwqTMSZrM4moT4tVdHJ1Xd9oyi9Pq1dU0058Er+6jIbP4YtI9WJMyJ/076et8b9Icvkq5mjXegZfF/hWpTMKc9Gjw6moyi6Xez6c1s6i5VuPBmhQd9CTSv0uv1Rz4zmTc3y8mfb0MdO/F5tWdQdMDCCYjs6jdo3456ZnFSbm/Nc+3N2sOQqOcV/expHssl9Ucrqypg7I6KHW9DCZjbebf0WUWp9GrOymZRc0zSOPBmhQd9HTSn28lM4taHZT6rFg69jNPZRK8uv+P6dRBGq+uJrM4jV7diXjnoGxm0TAMY5HDDpybDP4eQnhV/X/A3o0/WwE4O/7vM5i94HF+COHhxj9fFkL4e/zfb4zXE0L4AfBzZhYKrwsh/HHcfwnDMIwpQRPG1SwGlLq25NilPgvt9ZNwLUzGd+MxpJtfS9ah+SxK1jEp3zu7V2YzCffKpHzOi/p3A3R/x1Kfx2PRaddp/OwmpeZJqMNqnptr7VmfeW00MUzC+9rUfXbKayelDqt5bq5dXBmUsLlx8uqwmifv2kmpYxprdkzGu/xjSTfplaxjGn+HVvPkXTspddizPv/aSVm3nsbPzmqevGsnpY5J0UHT+NlNSh1W8+RdOyl1TGPNjvQQYMk67H1tbq6dlDqs5sm71uqYzWNIDyuVrGNSPrtF3RuhrXkS1g8n5XPWfBaPVTY1n8bPruS9Mo3fu2mseRLulUmpeVH/biyG6aDca0uObffKbCbhXpmUz3lR/27AZHh1F8e8unNxbcmxF/V7ZRq/G/asz7w2enUn4X1t6j475bWTUofVPDfXTsqap82Nc3PtpNRhNU/etZNUxyS8r5lXd26unZQ6rOa5udae9ZnXRj+heXXLXzspdVjNc3OteXWnvw6refKunZQ6prHmScksPg7TQXNx7aTUYTXPzbWmg/KvNR00N9dOSh3TuH44KZ+z1qs7jd6PUp/Ho+F7N401T8K9Mik1L+rfjUnxftj72mzsXpnNJNwrk/I5L+rfDZgcr+40rlvbvTLDon6vTON3Q5tZNAzDWOSwA+emj9D43/f1/Fnzn4c94Hp/zjAM49HEjxKvexj4iWLcHxa6Vnt96t8P4MeFatBer7n2Z8BDiddqPgvt9Zqafw3cm3jt3d77BwvVofn73Qv8JvHaPwH/pxh7Eu6VfwC/UIxb6ruhuT5Q7p6dlHvlR8x+1x3XuDl1pPIL4J8FatBer7n2d8BfEq/9lfdeox2KfDdCCJp79q+kz1+qOpTXQvrn8SDyfCtRx6TcK5NSs+banwCPFBhXe73m2v8F/t55laCd+0vV/EfgD4nX/g74c6E6kq/13j9Cuk64D/hliTqU12qun1YdNAnzl/Z6zbU/JV0HTUrNvyJ9DfKn3vuHC9WhufavwG8Tr/0j8PtCdZT6HT6ATgdNQs2PUE4HTcq9Mik6SHPt3UyfDvotco+n8Evv/f2F6tC8c/wduCfx8r+QPn+p6lBeq7n+n8h3qUQdJddmFnUd9GOmUwc9kHjtpOigPyDvEin8lvR1HG0dmrWZh5B30hSmUQdp/n7aOiblXpnGmn+KaNRxj6u9XnPtL4HU94hJ0UF/QdZcUvgD6es42jpK/Q7/jjwrStRhOij/2mlcm7kbWcsf97ja6zXX/oZ0HfS/3vvUdyptHRoddB+yppSC6aD8azXXP1p00LStzfwC8TykMCk66PeItySF3wB/K1RH8ufhvX+I9D3ce0mfv2Ay7hXN3w+m8/ld6v1Ee712j3oSdJDm76fRQT/23qfOuVDu963xumnmLyh7r6SOrVlb1tZR6l7R7MHDZMyjYF7dJpMyj/6a9PeIn3vvU/e7tHVo3jnuRepO4c+kr+PAZNwr0+rVLemR1VCqjknRQYu6V/f/SPe6/TrOB6kU+W7EefHniZf/jfT5S1UH5e6VafXqLuprryW9uqU+j3uYTq9uqtft/9DpoFLrxZr9kvspp4NK3Svm1c0fV3u9do96Gr26qe8RP4vrniXq0Fz7N9IzP9Po1f0H6e9U2jpsjzr/2mn06v6c6dNBmsziL5WZxVLvHA+Q7iuZpMxi6vXTqoMeDXvU5tXNq0OrgzSZxYXu1Y1+wkU9s2he3bxrS449rTpo2jKLGq/bNHp1LbOYf23JsadxbeZups+rq8ks3hPzgiXq0Lxz3E/6e4R5dfOv1Vz/aPHqTpsO+gXTp4N+T3pmUZM10NahmZM0mb5Hg1d3Emouee2k+GYmJbOo+fv9inSv7k/iXmsqpX7ffybdq6vJXMPkeHVLZRZLenWnUQc9Gry6qTpoUuZRTebnF9771PyTtg6NV/c+Fm2v7j/R7VFPwpqBeXXzx9Ver/Xqpt6zkzKParxuvyHdYwPlvLoPkr52MY1e3Wnt3aL5PCZhHtVeq/HqTso8eg/lMouGYRiLHHbg3ORzJ7BF/N9bAbcn/tyt8Xqccy8Bngf8z9irMwzDmD5OTLzuSu998gaj9/5O4HtjrqHm84nX3em9r1IH9d7/D3BL4uWlatbUgPf+d8CliZefkDpu5CTSFuV+q6ihbhB+ZuLl2s/5dNIW5e4DzkodNArl1N/hfOUheReQtij3EHCyYlxIr/kL3nvNgTXXkL6QXupeucZ7n7yY773/GvDNxMu190rq3/Fr3vtvpA7qvb8buH7MNWiv/xlwXeqg3vs/It/pcdZQcwpp5oQ/ABemDhobQpyWeLm25jNJW5R7AJm/NKTeK2eEEDRNUS8hzZzwCPKc0JBa88Xee00I9ibSN7e193dqzTd675M32L333wG+knh5qXn0O977L6UO6r2/B7g68fJSNd8DXJU6qPf+b8B5iZdraz6VtODIXxQ11AbAUxMvP1lpajqXNHPCP4H5inEh/Xd4tjIEewVpm3uad7Wa1OsvDyEkh2C997cD30+8vNS9cof3/r9TB/Xe/wC4LfHyUjX/wHt/a+qg3vvfApcnXq6tOVUH/Qa4LHXQGDpI1SDamk8jLUB/L3B26qBRB6U+709VNt44n7RGYg8h74EaNDpIE4K9hvSwV6l75YshhGSjpff+K8C3Ey8vVfNXvfffSh3Ue1lA2wYAACAASURBVP9T4MbEy0vpoJ+SrsVqHXTRmGuoOZk0c8LvFTUQTYipGiRHB6WEvf4OnKEcO/V7d7rSaHkRaQHUkjroIu+9JgR7A+mGolL3943e++RmXyGEbwNfTby8VM3finNjEt77/0Xm/xRK1fwL4Iupg8Zn2xcSLy+lg/6sqKE+vC1VB50UQtCYms4hzeT4D9LXh2pSf4dnhRA0B3deTlojnpI66LL4zp1EfJf/QeLlpe6V26K2ScJ7/33gjsTLS9X8fe99qhbDe/8bFr4O+rWihjp0kKpBSumgvyFzQRJxrSV1L+YUZeONL5DWiKekDjrPe68JwV5NekPSUvfK1XFtMgnv/ZeB7yReXqrmL8c14CTi2vJNiZeX0kE/Jl2LEdfwLx5zDTWpOuj/FDXUOihVg2hrPoO0AP39pO+T16R+705THg6RqoMeptwe9QXee02j5utJD5iX2g+63nufHHL33n8T+Fri5aXmpG9671O1GN77X7DwddDPFTUQvQ7nJ16es0edooP+pKihDkLNT7z888pwx9mkNRIrqYPOVDYDuoy0RjwlddAl0YOVyi2kB3pK3Su3eO81AbzvAXclXl7KN/M9732qFsN7/2vgyjHXUJP6Of8S2bNMIh6MkqpBtDXPJy1A/1dkbziJqINSNcjJSh10HmmNeB4kfX2oJvV3eE70DqRyFemNxEq9n1/pvU9uiuq9vwtI9cmWulfu8t5/N3XQOH/dnHh5qZo1NeC9/z/EV5VCjlc3RQf9TlFD3SC8pFc3RQfdp6ihppRX90LSGvGU1EHnK3XQtaQH6EvdK9cqvbpfB1J9sqXeOb4eQvh66qDRq5vqky31Od+N/L6TiN+jkjoo5Xmv8QuX9uqexQR4deO8m4rGq6vVQamf3yXx+ZbKzaQ3QSi1NnNTCCHZqxtC+C7w5cTLS93f3w0hpGox4ntgqk+2pA5K1WK1VzdVg5TSQVqv7sOYV7eJxqtb6nt3RVwHSCKuL6T6ZEtmFlNzk4QQ/gfJuKdQ0qurzSym+mRL7VHnZBZLeXVLZhZTPWlaHTStXt2FnlkMISQfDhFC+CqQ6pMtVfPX4r5UEnG/64bEy0vVnOPVTc0Lltqj1mYWNV5d7Xt/amZxkry6F5N2aOYkeXVvJP2wK8sszvDt6N9JIoRwD+k+2VI1/y/puUlCCH9l0c4snqTUQale3WnVQSW9uprM4m0sfK/u7dF/m0T09ab2BLPM4gzT6NXNySym7sVoM4vT6NX9IukHMxTLLMb8TBITkln8ivc+tQZi/mlhZxZ/QroWI767WmZxhtTM4v1Mjg6ahMzihVFTpzIJmcUbYs44iZhfXthe3WnMLP4cfWax1B51kcxifIeYn3j5SVPo1T0r9q9IZRK8uqrMYghhEjKLt3rpS5lE7PNyZ+LlpXwz/x373iQR9+hSfbI5n3PKvfUrdDpIo0GmMbOY49VN0UElvbrnTqFX9yqlV/dLQKpPttSc9CVlZvFHLPzMoqYGQgi/Z+F7dbWZxQeYzsxiai3azOI0enWvY+F7da8LIaTWgJd+tqk+2VLvHN/w0t83iehFTvXJlvTqTlJmsYRX90EUXl2lDjqLNB30gKKGmlKZxUtJOzRzkry6k5BZvDmEoMksVqRnFkvVXHk5ByEJL+crpPpkS3kBtF7deynn1TUMw1jksAPnJp/3Ats5574DvAPYPfHnjgUe45z7LrIotm0IQbN5ZxiGsahyHt0L2A8A+2eM/Qm6N3uu1jSSqX+G7kagDwP7KMcF2JfuDegvo9icggWGqZSQ1d7KRReAA+g2xfw3CpMeQAjhJ6SZ5PYLIWgWggEOoTuw9AuUIjU2Nzw84dKDlWElgGPoNg+n/vcXEBesDki49HjN5lRkPt2HMN0LfEYzaNy83Dvh0vM0jWQiF9J9MNw/gf2U44LU3LXZc4P3Pnlzqv4Zuje0HiFvTvok3RvQX0exOQUQzZMpi8d7K4MBAJ+mezH4hyibNsTmhilzwv7Kpg0An6PbqPdL4DjNoHGj4JCU/77SpAdwPN3m4T8Ch2oGjQbHTyVcelJstKLhDLqNPPcDB2oGjc/NTyRcerFXHPoYuZTuAxEeRO5VLXvTvdlzG4rNKVjQ5L3rZwJp83gv+9Edkv42ioaasMAwlfKeso/SEANwEN0N7H6KMhgQDVPHJFx6oNKkB3AE3RtUvwGO0gwajTkHJVx6pNc11ATZ3Li745q/AAdrBo2blyn31+le0VAzcg7dTfdK6qArY+M/DVfSbS7M1UH70K2D7kLRUBMWGKa6fiZ1Hu9lf7p10PdQ6qAYxp2fcOknlU0bQO6BLh30c5Sbz3FD+YiESz+rDCsBHE23Dkr97y8gzo0pz/xj4+ashlPoDnanzokLiM+glPvrHE0jmcj5dDebSH1P62Vvuuek6733NyvHvY7uJpyp2rGXfeluFvU1FA01YUGT95SAU87azIF066D/QRlWioaplDnhU8qwEohW6NIhah0UQvgTaTrk0HithuPoPvDkj4jGS0ahgz7vFQ01I6cjv/th3Ido6WQUOuhCTSOZyMV0h6xG0UFd6wy3kN7UE4A4h3X9TO6clKKDvoVeB32PtDBBjg76DN0N7H6CMhgQQkidEw5UHrAGsqbaZZL7NfJukkxs6vHZhEuPCCFoTHog61Rdc8KfUeqgEELq/TVf01AzcjbyjjyM1PXqXlLeOa6IGkHDFXSbCx+inA66k/SmngBEI2LXz4yig7rWPisUBwvAgibvKeu1+yqbNoDcg137MXej10G/A45MuPQgZVgJZM2lq5FL6n9/AbGpR8oz/xivaKgZWdg66CxNI5nIF+huNpGrg1LWZq7VNJKJXEN3I9CHKaeDvoqioSYsCI6k7CHl7lF3PfN/gDKs5KW5YUpYqJQOugfZg0km7vGk6JBD4t6RhmPpDlH+AThMM2jcS0tZ+zwx7tFpOI3uQEOODkp9p79A00gmcjHdIat/Uk4H3YSikQyA9/7GhJ/J1UEpe9TfRNFQEyB6B1Ia3uXuUXc1sEtd+11A9GikzAkHKMNKIPdtV1PNX5G2H7WA6IVJ0SGHR4+NhhMQL88wUvfIFxDDpykekFM0jWQiZ9HdfFytg+Jh6Cnv9JeFEJIbyUQuB7q000PI+4OWlD3qO1A0koEFTd67mnDm7lF/im4dlDq/LCA2AElZr/1kpg7q2o/5GcpGUbHRSsoe8WdiiEzDkXQ3k/ld4n9/AbGOlGf+0V7RUDNyMt0NrlLXhhYQf9/7Jlx6ppcmmRrOo/uA7Acop4O+qGkkU/8M3Y1AS3p1U323C/By2G6Kdiqlg76P4mABgPh8S/LqKps2gDyXu/ZjfoEyBOuluWGKV/aQTK9u1x7x79HrII1Xt2s/qpf5dB/CVNKr+wVNI5nIhXQfDFfSq3tj1DXJhBBuoLsRaEmv7jdQNNSEBV7dlD2kUjroRyibNnhpbpgyJ+R4dQ+j26v7K2Q9JJm43pKigw7zuoMFIM2rm7pHvgCFDjo5rpdpOBN5Hg2jpFf3Ei+HT2q4lO4DER6knA66DaUOCiGk+HtH0UEpXt3khpoAcR0/5T1lGr26n/a6gwUgzaubqsMWEHVQyjP/KK9oqBk5iTJe3VQddEaGV/dcFm5m8SpNI5n6ZyiXWUzZo07x3c7Cy4EuKTnHnDkpxaurzix6afKe4lsp6dXVZhYnwatbKrN4XEZm8VTKZRZT7q9zvTSs0nABCzmzGELQZhavp5xX95OkeXW1mcXUPaR9MnRQile3ZGYxZ4+6ZGYxRYfkZBYXtld3GjOLF2V4dS9h4WYWbyW9qScAXg6u7fqZicoshhCSM4shhInw6sb8TMraSMnMosqrq8gsHuF1DTVBfIVdXt2SmcXTvDTm1pCSWfw705dZLOnVvQtFQ02A+Hfs+pnSmcXkgwVgQZP3lPXaXB3UtR9TMrNYyqtrmcXZnO0lj6/hfMp5dVPyA9fFdwgN1yK5omGU9OpOY2bxB+gzi3eT5luZRq/uoYW8uiV1UI5Xt1RmMXWdYdIyi5+ge23mZmStJRkv/ae6fqZ0ZjH5YAFY0OQ9JVOUszZTSgelro3keHVTM4tar25yZjFDB6VmFrVe3dT769S4hq+hiFc3kvLOcXkI4cvKca9g4Xt1u3y3syicWUzx6uZmFkt6dVMyi5Pk1T2KNK/uJGUWU726Kh0U1+KSMoshhJzMYpeXrmRm8Rrv/W3Kcb+IeFeGMYpXt0sHqb26IYSvk6ad9o7ZCw0LO7NYyqub6stbQPS6pXhlczOLXWsjJTOLJ0SvoobUzGLOHnXK8/P8jMziRSzkzKL3vlRmsaRXV5tZ/A5pXrocHZTq1Z2vGTSEkLo2ckAIoVRmUevV1WQWtV7dlMzinyiXWTw1M7OY4tXNySymrDNcGkLo2m/u5TKkn/4wSuqg29FnFlN+pmRm8TvoM4up67W5vVtSMovaQ10NwzAWOezAuQkghPDknn+eH0J4d/zfd4cQVgshvCKE8OYQwi/iv982hHBB42f2DSEc0vjnB+I1y4QQlq1Nuc2xDcMwHo3ERbk1aQ9L/BV4a2zCoB37YmAn2hd1vghsljHuI8BbaG/o93dgK++9apM/jn0zsAXtC813AutmBCgB3kZ76OtB4F3ee1XoExaYj95CexjqO8CaGcZhgHfRvqD+CPCxEIJqoQgWBMPWpH3z6yfA6hkLRQB70W5mDog5SR38iRuBq9Me0PwVsEaGiQfv/aHIYkPbAuQpwB4Z4/4VmEf7hvwfke+z1liI9/70WFPbAsWFwLYZ4/4TWIv2sMS9wMYZZme891cA29FuuLke2Chj3ABsSHsji38A23jvVY2J49h3AJvSbgL8MrB2hnEYYGvaQ18PAe/13qs21GCB+Whd2k2A3wPmZRiHQQ6fnt/yZ48g5gFVgBIWHOKwBu0BzZ8hNWsPYAJZMD2M9o3iI4GPawcNIfweub/bFqd/A6wVQtA2msB7fxTDDXWnA2oNFc0Ja9AeGv8T8JaMDTW89+cCu9E+J10GvD1j3IeAdWhvbH4/sLnXNybGe38Ncoh620LzzcD6GcZhkHmjrZHFP4EdvPeqxsSw4ADdDWk3AX4dWCvDOAywPe2hr4eBD3rvVY0mYMGi+zq0b379D/LOoW1uBfAB2kOlAQluqZrXAXhpWrUG7QHNXyBzktbEg/f+AMSk0/a9Oh74cMa4f0Lek9o25P8P+W5oA1Z470+INbW9f58D7KwdN4SQooM2iAYXFd77C2NNbc/nq4HNM8atdVCbSejvwJbaTf449k2IXmnbXL4dWC9jwxxEX7UFuB4EdvHeq8zOsKBh+ga0mwC/jegg7YY5wC60h0ofAT7qvVeFGWDBYXZr0R7Q/DEyJ2lD3QAfod3MHBBzkNrw5qW55zzajcm/RHSQ1sSD9/5gxCTUNiedBLw/Y9xaB7VtyP+BfB00H3gf7XPSBcgzTUU8xH2YDvobsHEIQXtAC977yxAd1LY2cx2wcca4AXgr7YdvPwC8w3uv2uSPY9/OcB30JWCdjA1zkHfCtvegh4D3eO9VTUBhQcP09Wg3AVbIvaI1DoO8e89v+bNHEEOTyjgMC4JhXTpo9YwwA4gJY5g2O4IMo0aspUsHreH1jSbw3h+BGNrannWnka+D5tEeGq91kLYJKN77s2NNbffCpYjm0I5b66C2Oec+YNMMszMhhC8yXAfdBLw1wzgMMpe1NbL4J7C99z6ludYsvByOtRHtOuhryLuu1jgMMj+3vQc9DLw/PntUeGkUuA7tjWp+gNzf2uZWIM/BtoBFQAyLqqYNsMAQOY/2gObPgXkhBG3jcUIIn0KMi23fq2OBj2aM+0dEB7XpnN8hazPaQ+EIIRwfa2qbk85G3llVxHfjNWg/6PYvwAbxXVs79vmxpjYddBWiDbTjPoI8Y9sam98PvC1qGu3YNwBb0q6DbkPm6BwdtDntAa4HgXdG7ajCS4PWYTroW+TroJ1p10EPAx/x3qsa7sGCBhnDdNCPkHUO7UG0IOsFbaHSgDTyU4cR45rLPNqNyfcg7xzaxuN47w9Cgv9tc9LnkTUn7bh/QWpua571e2QvQXsYAnFN7gO066DzgR0yxv0H8t1oW3v5G7CRlwaZ2rEvQ7RZ2/P5WmCTjHEDcg/e3HJJrYNUDbni2Lci++ZtOuguRtNBbaGvh4DdvPeq5jewIIQxbI/6u8i9om3yC7Le39YE8BGk6YaqyS8sCIatSXujmp8i70naA5hA9nratFlA9or21Q4a96bmIRptEL9G5v67M8Y+PNbU9qw7Fdmb0457L1Jz20G3f0LWGrVNQIl7l++lXQddguyBasd9EFib9rDEvYgO6moyPGjsq2NNbXsnNwIbZu4HbUR7I4t/ANvFPXIVDR3Uto7xVeS5kqODtqU99PUwsEf0IqiIa33DdND3kXeOHB20B+0Bi0eQpjqqgwVgwSEO82gPaP4cqVnbeBzEE3MI7e8cxyDeGhVx7Xp12psI/xaZk7SNJvDeHwt8jPY56SzEw6Qd935EB7XtQf8Z2ZNt00mthBC+wHAddAWiOVR48aStR3tj8/uBLbx43LRjX89wHXQr+TpoM9qbX/wT2Ml7rzqgBcB7/zVkLbrt/v0m8r3THnYCsCPtzS8eBj7svVc13IMFDTLWpr1RzQ+R+1sb6gb4EO2h0oA08lM1ioIFzUvn0X6Yyv8iNWsbj+O9/wwSsm2bk05A/l7acf+M1NzWPKvWQV3NtQaNfVKsqU0HfQH5/mjHrXVQ29rLX5H3ghyv7iWxprbn8zXI3ot23EeA9Wlv6PcA8Hbv/XUZY9+CrKGU8OpuSfthCw8Cu3rvVaFPgPi8WJ/hXt01fJ5Xd1eGe3U/7r1XNbcC8BJ87vLqzvP5Xt02bRaQZnvqBggNHXR3yyW/Qub+HK/u55B3pWE6KMer+ze6vbrree/bdNKwsc8AdqddB10EbJMxbq2D2g54uhfYxOsPaMF7fyXy7t+mg24gw6sb2Yj2Rhb/ALYNIagaE8OCplyb0K6DvsJoXt2296CHgN3j71lF/D6tR7tX97/J9+ruTnsTwEeQpjqqRjIwy6vbpoPuRtZmcry6n0TmnbZ3jqMQzaEizo+r095EuNZB2kYTeO+PRtaU2uakM5B1Mu24tQ5q24PO1kHx+bkr7XPS5cBW2nFjI7F1aW9sfj+weQhB7dUNIVyLrJG2aYZbEJ9gztrMJgz36u4YQlA1JoYFXt1hOugb5Ht1d6C9uc7DwIe89+pGE/G9e22Ge3VzddAHaW+4FZDD5lTN62BB89IUHaRtPI73/kC6vbp7Zoyb4tVd2+sPhSPuAw7z6p6L5AO146ZmFruaDA8a+yKGZxZH9eoOyyxu6TMyiyGEmxmeWbwDWC/jsBPozizuEvf1VXjJLK7PcK9urg7ahfaDMB8B9vLeqw5ggqTM4o+R+zvHq/tRur26o2QWS3h1D2F4ZvFkxA+kHTfFq7uOz/PqnsZwr+6FiO9KRfTqrs3wzOJGOV7dEMLllMssvpX2zOIDwNZxP0o79u3I+8ywzGLuHvU7aG8yOmpmscurO8/neXXfw3Cv7r5efKYq4j7umpTJLO7D8CafR5DRXDrul6/OcK/uml5/ODZe/M7Dml+WzCyu5/O8uuewcDKL9wGb+XKZxQ0y96g3odurq2pMDBCbwg/z6n4d8WOWyCx+IISgOgwBIITQlVn8AeJ7zcksvp/2Q6EmNbO4P9LgsO17dRySe9KOm+TV9fmZxY/Q/s5xNvDOjHH/jsz9Jby6F8Sahnl1S2YW295Jho19I+Uyi11e3VKZxW8h7+c5Xt130p1ZVDUeh2Sv7iiZxbZ+MgE4OM4BKrxkFrt00Dyf59X9LNLEt1Rmsc2LW+sg7WEIeO9PjTWNNbMY1xDXpP2Ap9qrWyKzeC3lMotbx3ce7di3MdyrWzKz+G4vOTAVfsar25VZzPHqvpv2gzBHzSymeHVzMoufYPhBlIeT0fA+1rI6w726pTKL8xFNqh33XuTdblhmcT0vuVft2GfFmhZWZrEtPzRs7C8y3Kt7E7IWnZtZbPPFjJpZ3JjhXt1SmcX3xTU4FXGtb12Ge3VLZBYfAfaPa50q4prqGnRkFuO7iXbsFK+uOrPou726tQ5SZxbjmvteDM8s5nh168xim1c3WweFELoyi1cimkOFF0/aunR7dUtlFtcfQQe1rQc/COzs87y6dWaxhFd3J9oP7K69urmZxS6v7uo+L7O4J91e3ZSDrmcR955XpzuzmOPVPYjhXt0Tkb137bh1ZnGYV3cdn+HVDSGcHGsqkVlck+GZxQ29eDO0Y18aaxq3Vzcge7I3t1wyamZxmFf3LsSrm6ODtmJ4ZnHXEILqoEqAEMK3ScgshhBy9qh3o/0AmEeAT3jxdKnwaZnFeT4vs/gxymUWh/XVrXVQ10G4g8Y+DPHzDfPq7p4x7t+Qd442L27dV7dEZvFiMry6IYQHER001KsbQsjx6l4VaxqaWdSOGymVWbyLbh2U69XdhvbM4kOMllkc1ld3FK/uHkif6UE8AuwXQvicdlAvHvsur+4omcVDaX/nOJp8r+48hnt11/J5Xt1jGJ5ZPJPRMotj9+qGEM6LNY01s6jw6rblh1rx4qXbinYddAv5OmhT2g+dqzOLbX21W/GS3Srl1d2J9oPqHgb29JJdU+FnvLpdOijHq2sYhrFIYQfOGYZhGI86ovHzNYjZ/kJkQepGZPP/uTlGm8bYJwPPQ0wbtyJBgzOAN3nv1/Z55n2893/y3q8MvBnZTPoyslC+Z6xZ3QyiMfaFwHORjYib49jnIgsQb/R5jRXw3t/vvX8LsCJiuvkS8pnsAzzfZxxY0Bj7BuRz3g1ZnPsKEk5fH1g2x0gHskgZQngH8Gpkw+guxLj5aeCFIQT1plej5q8AL0A2T66JNV+ObEy8zGeYe+O4j3jv3wO8HFkgvxPZ2D0MWMp7/8FMA0i94PdSZHHlyljz1cgC44u8BOmy8N7vDSyJND++PdZ9HPBK7/0OPq9xSm3GegWycHtJrPk6ZCP9eT4jcNAY+whgCWTh7zbkO30K8Drv/SaZG8T1JsTrkIWM85F78EZkUfS5OQvMjbFPR+7vvZBFpy8jAcWVvfe5Debw3v/Fe/9mYNU43pfj+B+NNatDUI2xLwOeg5hjbopjfwEx/q6QaaTDe/937/1GwOuRzZcvIb/HTyJzkrpRZ2PsW4DnIwuV9Zx0CbKg9kqf0ewljvuQ93474FXIpnw9J30WeLH3ft8Rav4G8EKk0ckXY81XIKaSl/oMc28cN3jv3w+8DDEo3oHc30cgc93uuXNSCOF/gKWQ0HHzvtgemaPVDagade8PvAj4TONfn4A8U7bJ3IypzVjLIiaT5sLsrsicpA4cNMY+Fvne7dv41/OBN3jvN/B5IeY6KLcisqjffL/4APCcnAXmxtjnIHNS84Cvs4HVvPer5i7Weu//5r1fC1iJ2RvcH0c+Z3UIqjH21bHm5obtBcgGwmt9hpEujvsP7/1mwPLMbtq5P7CEz2jU2Rj7DuR51TyU7FJk49H7jJBjHPdh7/07gWWYHZg4BFjSe6/e9GqM/W3gxcxujHsVYjhfMmdTuzH2R4CXIA126jnpaGBp7/27Mjdj6nD+0sjGzGXIPHot0tRuCZ8ROGiM/Vlkjj4QmffvQoJzy3nvt/R5RllCCL9CdNBbmL1Z/B7gubHZTG7NJyH3SjOgezqiJ9bxeeZ9vPd/9N6vhBg2mqaaDyFzkvoA68bYFyDvHM2Gjucim0dv8nmBIrz393nv12NGB9XsjcxJavNfY+zrkM+5GSq+EPmdvtpnGOniuP/03m8FLMfskOangRd4aYyZhZdG+Usw29h2ORJUeZnPMPfGcR/x3r8buQ+b73GHIe8y6kadjbG/h8wbWzH78MCtER2k3tRujP0JZL5rHkxzLPAK7/1OI+ignyHzc68Oeifyrqs+JKkx9uHI7/BTzOigk5Hn4Ka5OiiE8FtEB63DbCP/HsicpG6K16j5NOReaT6bzkR00Boj6qDVEB3UDDx9BNFB6hBUY+xLY83NAN8XEJPdG0bUQW8FVmB2g7xaB6nNf42xb0bWZnZt/OuLER30qjHqoJqDkHtQ3aCmMfbXkWfsdszWQVsgc4f6QBKAILwP0UHNENcRwFIhhD0ym7URaxqkg7ZD5mj1YbGNsfdDdFCzEdnxyO9vW59nlK110KuQ70JTP7wLeRaqAweNsY9BdFCzYet8ZL3grT4vxFwH5d6A3HPN94v3I/e3+gDrmhDC2cj93WwacDawaghhtRDCKDpoTWBlZjfl/VisWR2Caox9FYN10DrI/J9jpKt10KbAa5mtgz6FvEOrG3U2xr4d+W40Gx00ddDdOeOGEB4OIeyErDcey8za6yHAi0MIH8+tORrAX4S8Y1yNzElXIe8gLwkhqBvxNsbeE1nXPYwZHXQUsHQIYbcQQpYOiofJvRx5l7s81nwNUQfFJii5NX8GmaM/TY8OCiFsFZtgqfESSlmOGR30ZaQ577uRe0XdHLwx9onIs3BvZO/jS4gGWNF7v+4oOghZ45iHaJR6P+hDsWZ1M4jG2Oczo4NuZmY/aHXv/Uoj6KB7vffrAm9EtGC9H/SJWLP6wILG2Ncin/N7kN/dV5Df5XqITlY3vYzj9uqgeu31QOCFPqNRZ2PsLyH7QTsiawVfQdYONgVePqIO2hXRQUczMyd9DniJ9/7Dw36+Y+wK2bN5OzIX1ftBWyNr0W0hyJSxPxbHPoSZOelYYBnv/c5j0EEbI3N+vTazM/Kuqz4kqTH25xAdtD/9Omgzn2eUJa4lvhZZW7yAmf2g3ZF7pa0ZTMrY85nRQc096pW892v6PPM+3vs/e+9XBVZD3mHqOenDsWb1wW2NsS+JNX+Amf2g85B3shV9XqCo3qPeAHm/m8/MftC+yPtoWzOYlLFvNf60vQAAIABJREFUZEYH1ftBFyN7AMv6jKaXcdwHvffbIPsJJzAzJ30G0UGfGqHmryHP2O2Z2aOuddBSPiPkGMcN3vvdER3U3KM+HFnzeb/P36P+PvIuUzeL/Qqi4bZF5uhRdNAnkbWZZiOy45H9vO1H0EG/AF6JhJKazSRrHXRzXsXgZQ+zVwedCrzee7/hiDpoBWQPtqmD3ofc3+qmeI2xz0Lu72bTgLOAVb33b/YSws0Z96/e+3n066C9Ys3qEFRj7Ctjzc3DNs5H9vBfN4IOesB7vwmyDnYKM3PSp5DnlbpRZ2Ps25jRQdcxs0e9EfKcvTtz3Ie99zsiOqjZ3PhgZM9m7xFq/haig5qhwysRT8pLfEYj3jhu8LImvBSzG40ehbx/vdvn7wf9CNFBmzP7IJ8dkLUZdfC6MfaBzOigmhOR9f63+/w96l8ivqf1ES9VrYN2Q+YkdXPwmhDCCcj3rtmo6DTgDSGEt4QQcnXQH4A30b9H/UHk/lYfYN0Y+wvI/d1sbH8O8Gbv/co+r7FCrYPWQeoetEetPrCgMfY1sebmQai1DnqNz2h6Gcf9p/f+bch+YTOkdQDyfVY36myMfSfyDt1sxn8Z0oh1aZ9xMGMc9xHv/bsAz+zm5rUOUjfqbIz9XeS9oNZBNe9A5jt1I97G2Hshe03Nff9j5I/8LiPooJ8in8UmzG7cVusgdfC6MfYhiJZtNkc8CVjee7/5CDro14gvotZBNe9F7u+2EGTK2Kcg7+fNNbraq7uWH82ruwozXt2aDyN71OpmEI2xL2JGB9Wch8x/bxxRB63PjA6qqb266gMLGmM3vbo1FzOiVzfqoKZXt+YzyHv/AZkl10HY2qtb0/Tqqg8kieMG7/17mfHq1hyO6KsPjKCDer26NbVXV92AqjH2PsjaTHOer726o+ignyPvjL06qPbqqoPXjbGPZMarW1N7dTf2o3l1X8+MV7em1kHqpniNsc9gRgc1vbqreO9Xz9VBIYS/hBBWB1Zh9uEkH0X21dUHtzVqvjzW3Dxso9ZBr/d5zf9rHbQxMzqoZj9kP0jdqLMxdu3V3aXxry9Bvoev8BnNXuK4D3nvt0e0fXPO/CzyXqBu1NkY+xuIDtq28a9rHTSqV/cDzHh1a45E5rr3jjAn/TCO26uDtkfeG0fx6h6A6KCmF6nWQVuPoIPuYbBXt9ZBbQc3pox9HPIsbH4P5iNejvV9plc3hPB7ZF9loFc3hJDt1Y3Nq3q9uucAq4UQVgkhZOmgEMK9IYRWr24Ioa0ZTCfxvbBXB9Ve3eX9aF7dzZF30qYOqr266kadjbHvROakXq/uJvLH+mYvcdyHvfe70K+DDkXmpL0ySybqnCWZ3Ri39uq+2Gc04m2M3fTq1tQ6aBxe3U2Y3bhtJ+R32HZgScrYn0XeG5vvnich2vttPtOr6/szizXjzizW1DponRF10LDMYrZXN4TQzCzW1JnFN4UQcjOL9/nZmcWa2qurPrCgMfb19Ht168ziKF7dB733b2ewV/eF3vtPD/7JpLGbmcWapld3lMziuxEdNG6v7n8z2Ktb66BRvLrNzGLNccg7444jrM3czWyvbs24vbo1pyB71NmZxYZXt1cH7YG8c2R7dUMIpyNzUvPZdCawcghhXghhXJnFmtqr23ZwY8rYzcxizbgyixsyk1msGUdm8Wbkc242fKsziyW8unVm8ZODfzJp7Nqru23jX48zs7gUs3VQnVncYwQd1JZZrL266sNiG2N/in6v7lxkFkfx6rZlFlfwklnM3aOuM4trMlsH1V5d9QHWjbHrzGKvV3ccmcU16ddBtVd3fmbJhBCGeXWXDyFk6aAQwj9CCJvR79XdH/F5qht1Nsa+nfbM4jIhhFEyizszt5nFrRg9s/hhZF23+ZnWmcVdR9BBtVe3zizW7IjMSaNkFg9iJrNYU2cWtxpBB/V6dWveg8xJo3h1P0+/DqoziyN5df3wzKL6AOvG2CUzi02vbs24MovPY3BmcZxe3ZoDGT2z2PTqNnu3jMOruxv9Xt1aB+057Oc7xm5mFnu9ui/yo3l1P067V3ccmcWmV/c6Zvao1YckNcY+jOGZxdw96t8iz8E6szhOr24zszhur+5qzHh1a8aRWay9uiUzi/OZ7dV9vpf8V27NNzE8sziKV3dbymQWv4bMSc0D48fl1d2Dlsyi9/59I+igHzDbq1uzHaN7dYdlFrfzo3l1h2UWb86rGLzkbNu8uuPILPZ6dd+PvHNkZxb9jFe3L7PovV/Nj+bVXYN2r+4omcUrkfekEl7dTenfo64zi4cP/smksZte3ZpxeXWbmcWa2qv7icE/mTT2txAd1OvV3Qrx3GVnFr2sCdeZxZpxeHV/jMx1vZnFHZDfYXZm0cvae69Xdxw6qPbq9uqgkTOLIYRmZrHmNGDFEMJ6I3h1/4h4XuvMYk2dWRy3V3dcmcV16NdBdWZRfWBBY+xrY83Ng1CbXt1RdNCWyH5hrw56oR/Nq3sXg726mzI+r26z98Q4vLq9mcWadzB6ZnEvZnRQTa2D3jmCDury6mZnFkMIhzKTWaw5GVkP3CyEMK7MYs17kXeOtoMbU8Y+lcFe3ZW8eHXHlVmsGUdm8WLknWOQVzc7sxhCuD+E0Mws1uyL+GayvbohhGZmsabOLL4qhDCKDtqamcxiTe3V3X/wTyaN/VVmMos1JTKLNePKLL6Efh20LfJ5jOLV3ZcymcWf055ZfL4fzat7FP1e3VoHbZSrg0IItVd3YGYxhDCKV/dMBmcWV/HjySyuwuw96nFkFq+g3av7Oj+aV7eZWaypvbqjZBZvReaksXp1QwgPhRB2oN+rezCwZAhhFK/uN2nPLL7Uj5ZZ/CD9mcUjER30nhF0UK9Xt6mDSmYW3+FH9+rWmcWakb26IYTjGZ5ZzPXq/oHBXt0PInOS+gDrGi/nALRlFlfxo2UW12ZuM4u1Vzc3s/gP7/0W9Ht168ziwYN/MmnsrsxillfXMAxjUcNl9rhM5tJLL/3aBhts8Jqi/xHDMAzDMAzDMAzjUYVzLgCEENw0jFtybKt5bsa2mudm7JI1G7OZxt+h1Vx+3JJjT2PNJce2+W420/g5W83lxy09dimm8fOwmudmbKt5bsaexnnDMAzDMAzDmHvsXXduxraap59p/Jyncexp/N7Z5zw3Y1vN0z+21Tw3Y1vNczO21Tz9Y1vNczd2KexzLj9uybGnseaSY1vNczO21Tw3Y1vN0z+21Tw32Oc8N2NPY80lx7aa52Zsq3luxraap39sq3luxraa52Zsq3n6x7aa52Zsq3nuxjaMRYlpvL9LMY1z0jTWXHJsq3luxraa52Zsq3nuxi7FNH4eVvPcjG01T//YVvPcjG01z83YVvP0j201z83YVvPcjG01z93YpZjGz8NqnpuxrWbDMIxFi8UWdgGGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRjGYOzAOcMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwjAnFDpwzDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMOYUOzAOcMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwjAnFDpwzDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMOYUOzAOcMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwjAll8WF/eP/994dR/wNPecpTxjKOYRiGYRiGYRiGYfRSSm+W1LFWc/lxS45tNc/N2LaWNHdM4+/Qai4/bsmxp7HmkmPbfDebafycreby45YeuxTT+HlYzXMzttU8N2NP47xhGIZhGIZhzD32rjs3Y1vN0880fs7TOPY0fu/sc56bsa3m6R/bap6bsa3muRnbap7+sa3muRu7FPY5lx+35NjTWHPJsa3muRnbap6bsa3m6R/bap4b7HOem7GnseaSY1vNczO21Tw3Y1vN0z+21Tw3Y1vNczO21Tz9Y1vNczO21Tx3YxvGosQ03t+lmMY5aRprLjm21Tw3Y1vNczO21Tx3Y5diGj8Pq3luxraap39sq3luxraa52Zsq3n6x7aa52Zsq3luxraa527sUkzj52E1z83YVrNhGMb08MQnPtG1/dlic1mIYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGkY4dOGcYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhjGh2IFzhmEYxqOaBx54gHvvvZf777+fRx55ZGzjPvzww9x3333ce++9/H/2zjw6imIL419nIwlJSMLuhqC4oaIIuAGyBwQVFFAiPBIIgoKg4oJA2BWeCuIuEkBkV9agiKAg8BBEFMUWUEFkSQIEErLvmffHZCY9JDNTVdM16U7u7xzPaZPO5U5315367r1VXVhYqJtdACgoKJDic2lpKXJzc5GdnY2CggLd7AJAYWEhcnJykJOTg5KSEt3s5ufnY9u2bVi/fj1+/PFH3ewCQFFRkd3n4uJi3exaLBb7dc7Ly4PFYtHNtkyf8/LypPhcXFxs97moqEg3uxaLxWF86+mzbXzn5OToPr5lxaTS0lJ7TNJ7fHsjJuXn5+tmF5AXk7TjOz8/v8aP79OnT2PTpk3YtGkTTp06pZtdm8/a/9cL7bWVEZNs6D3nsCFjzmFD7/Fd2b+hB1p7eo5vrc8yYpINvWOSDRkxyYbeMcmGmeYctjiq95zj/Pnz+Oqrr7Bx40b8/fffutkFQDFJg8yYJGt8eysmmWV8y4xJZp1zyIhJqamp9pj0559/6mYX8E5MkjnnkBWTzDLnuNxnM4zvoqIi7NixA+vXr8fu3bt1vYdaPykmkQ7SkpmZaT/+7bffdLMLAL///rv9+NKlS7rZzc3NtR8fOHBAN7sAHL5LUlNTdbOrvX979+6t8bkZM+ogrc9myb1SPciRwsJCZGdn6557NXu+mOpBVA+6HG/EJDPWg8wak2r6+Jblc2lpKXbv3o3169djx44dutr2lg7SOybZkBGTbJgl92rW3IyMOUdBQQG+/fZbrF+/XooOsmGWfLHM8e2N3Ize43v//v1Yv349tm3bpuszbcbcDNWDHDFjjfrff/+1HyclJelmt6SkBLt27XL4f71ITk62H2v99xSLxYIffvjB/v96jkNtru6vv/7SzS4A/PTTT/ZjbUz1FIpJjpgxJplxzkE16nJIBzmSkZGBr7/+Ghs2bMChQ4d0swuYVwfZMMuc459//rEfp6Sk6GZXOwZ3796t6/U4c+aM/VjPXt3S0lL873//s/+/nrHj7Nmz9uNjx47pZtdisTisKdHzmU5LS7MfHz58WDe7gDnnHNSrWw716jpixtyMGeccMn0+ePAg1q9fjy1btiArK0s3u6SDHKFe3XIuz83oaVs7n9PO8zzFYrFg79699v/X85nW5maOHj2qm12A6kFaaM7hCM05yqkOuRmzzDm80av766+/6mYXkNerSzHJEYpJ5Zi1Ri0rJqWnp9uP//jjD93sAlYdZENPHaS1pf039EB7DbTXxlO0z9z+/ft1swvAYX3suXPndLNLvbqOUK+uI2bt1bVhFu125MgRbNy4EZs3b8bFixd1s2vGNYvemnPI6NW1oWfs0OZmjh8/rptdmTpI+wwfOXJEN7sA8PPPP9uPc3JydLNLuRlHtDk1s6xZPHHihP1Yzxq1GXVQaWkp9uzZg/Xr12P79u262pbdq2uD+uKoHqTFG7kZvce3rF5dmXkOM/bqmr1Grff41uZytTleT8nOzrYf//LLL7rZBWjvFi1mrFFXh3qQnj5fuHDBfkw1anPqIKoHlWNGHSRz7xZtLl7PXl3AnH1xssa3th6kd42adFDldn/44QddxwpBEER1wK+qHXBF7dq1hf5Oz2IKQRAEUT3JysrCpUuXHIS6j48PQkNDERERAR8fsXeylpSUIC0tDdnZ2Q7io1atWoiIiEBwcLCwzzk5OUhPT3cQOYqiIDQ0FJGRkcI+l5aWIi0tDVlZWQ4+BwQEICIiQvj7GLAmWdLS0hyEtaIoqF27NurWrQtfX18huwUFBZg5cyY+/fRTh8W7N954I1544QUMGjRI2Of8/HykpaVVEL21a9dGZGQk/P39hexaLBZcunQJmZmZDqLXz88PderUQZ06dYR9LiwsRFpamsMm0AAQHByMyMhIBAQECPuckZGBzMxMhwSXr6+v3WdFUYRsFxUVIS0trcK8LSgoCJGRkahVq5aQXcBaMLp06ZKDzz4+PggLC0NERISwz8XFxXaftWMlMDAQERERCAoKEvY5Ozsb6enpFWJSSEiIR+NbZkzKzc1Fenp6hfFt81l0fLuKSeHh4QgJCRH2OS8vD+np6Q7j2xaTIiMj4ecnJo8sFgvS09ORmZnpkDzz9/dHnTp1EBYWJuxzQUEB0tLSKjSUGDkmHTlyBJMnT8aWLVvs18PHxwdRUVGYPn06brnlFmHbGRkZyMjIcBjfp06dQlhYGMLDw3WNSadPn0ZQUBAiIiIQGBgo7HNlcw6bz3rFJBtnzpxBrVq1EBkZ6XFMunTpksOc4+TJkx7PObQxyUZSUpIuc47KYtKpU6d0iUnp6ekOyfzk5GT4+/sjIiLCo5hU2Zzj5MmTdp/1iElan/38/BAeHq57TDp16hSCg4NRt25dj2KSbXzbSElJ0WXO4WyepMeco7KY5Ovra9cUoj6fOXMGEydORGJiosM47NChA6ZOnYq7775b2GdnMUlPHaT9HLJ0kB4xSTvnsKFXTKpMB506dcpjHeQqJoWHhyM0NFTY58piktZnT2KSbc5hIyUlRZc5h6uYpIcOysjIcJgnnTp1ShcddPHiRYeYZJtzGFUHpaSkYNKkSVi/fr3DM92uXTtMmTIF9913n7DPlekgWTEpKSlJakzSUwfZSE5O1k0HOYtJMuYceuig/Px8pKenVxjfnuqgkpISzJkzB/Pnz3fYwO6aa67B6NGjMWrUKGGfK5tz6BGTAHPqoMzMTGRkZJAOgnVTiSlTpmDlypX2n913331o1aoVJkyYgJ49ewr7vHXrVsycOdNhwVnz5s0xYMAAzJgxA5GRkUJ2c3NzMW3aNCxbtsz+swceeAA333wzXn75ZQwYMEDY5x9++AHTpk1z2JzyxhtvRN++fTFz5kw0btxYyG5RURFmz56NhIQE+8+6du2K6667Ds899xyGDh0q7LOz3IyeOkg75zCrDvI0JhUXF+PixYsV8sWBgYGIjIzUPTejVz3I5jPVg+Tmi2066PLcqwwdBEBXHaR37tVVTJKhg/SqB12ugwBz1IO0mgLQJyY5qweZsUYdEhKCunXrSolJMnSQ7HqQHjHpch0EGLseJKtGDQAffPAB3n//fYdN0hs1aoSRI0di3Lhxws+dKx2kR0y6XAedPHlSmg7Sq0Z9uQ7S1laMmJupbM6hV25GVj1IVo26qKgIr7/+OhYtWuSwuO+6667D888/j9jYWGGfneVe9YhJ3qwH2cZ33bp1TZObsY1vT+ccy5Ytw9y5cx1e+B4ZGYkhQ4YgPj5eON5pdZDWZz1yM2asB1VFjVqGDjp58qQuOqgyn/WoUR86dAiTJ0/Gt99+a//ZzTffjAcffBAzZsxA8+bNhX1+55138OGHHzpsinHzzTfj6aefxnPPPSc8vo8dO4b4+Hh89dVX9p/deuut6Nq1K6ZNm4aWLVsK2QWAhIQEzJs3z2GjoRtuuAFxcXEYP3688D1MSkrCpEmTsGHDBvvP7rzzTrRv3x5TpkzBvffeK+zzqlWr8NZbbzlsxNW8eXMMHjwYkydPFo4dVKN2RFaN2mKxVFrDkl2j1ksH2dCrRi2rHuSsV1d2Paim6qDKatSe6qD09HRMnjwZq1evdvC7VatWmDhxInr06CHss0wddHkclamDjF6jPnjwICZPnowdO3bYf3bTTTehd+/emDlzJpo2bSpkt7S01F6jttGjRw9cffXVGDVqFEaPHi08Vo4ePYr4+Hh888039p+1aNEC3bt3x/Tp09GiRQshuwDw0Ucf4b333sPJkyftP7vxxhsxYsQIvPjii8LP3alTpzBp0iQkJibaf9ayZUs88MADmD59Olq3bi3s89KlSzF37lyHl+Y2b94cMTExmDRpknC8O3fuHOLj47F27Vr7z9q0aYN77rkH8fHx6Nixo7DPsmrU1U0HUa+uFTP26srsi9P2mOlZo9YrN2PGXt0vv/wSr7/+On777Tf7z0JCQhAdHY1p06YJP9Nm1EHUq+tIYWEhLl68KKVX97333sMHH3zg8ALdm266CSNHjsQLL7wgPFb++ecfxMfH48svv7T/7Pbbb0fnzp0xbdo03HnnnUJ2AWDx4sV4++23HTZJv+GGGzBs2DC8+uqrwjFa26tr46677sL999+PKVOm4P777xf22Yy9urJ1kKxeXbPpIJn1IG/mZk6fPl1je3VpzWI5lfXq3n///bjzzjsxceJEj3p1t23bhpkzZ+LAgQP2n9l6dadPn466desK2SUd5AjpIEdkxSQz6qDU1FTEx8djzZo19p+1bdsWbdu2RXx8PDp37izs86ZNmzBr1iwHHdS8eXNER0dj6tSpws90ZmYmpk6dihUrVth/1q5dO9x+++2YMGECHnroIWGft2/fjhkzZji80KJ58+bo168fZsyYgfr16wvZzc/Px4wZM7BkyRL7zzp16oSbbroJ48aNQ3R0tLDP+/fvx5QpUxxeNH3TTTfh4YcfxmuvvYarrrpKyC716jpi5l7dyvZuoV5dK7J0kC0346kO2rVrF6ZPn+7wUvbAwEA89thjmDFjBho2bChk15UOktGra0YdpNeaxcp6dbW5GdHn7t9//0V8fHyFelDHjh0xffp0tGrVSthnWWsWz549i/j4eKxbt87+s9atW+Pee+/F5MmT0aFDB2Gf161bh9mzZzu8MPb666/HoEGDMHXqVOEcqavcTHh4uO71IKP36u7ZswfTpk3Dnj177D/Ta83irFmzsHDhQvvPbGsWPe3VPXjwIKZMmYLt27fbf2arUc+YMQPNmjUTsmvWXt358+fj3XffdXhZVIMGDfDUU0/h5ZdfFn7uZOqg5cuXY86cOQ69ujfccAOGDBmCSZMmCdumXl1HqFe3nMp6dW1zDiP36srau8XWq7t582b7z2699VZ06dIF06dP96hXd+HChZg3bx7++ecf+8+aN29u79UVnTdWtmZRr5hkxnrQ5s2b8dprrzm8mKV58+YYOHAgpk2bJjyPzs7OxtSpU7F8+XL7z9q3b4/bbrsN48ePR58+fYR9roq9W0gHlfusR27GpimoV9d6vy7XQXfddRfuu+8+TJ48Ge3btxf2WVavrplr1NWhV1dmPUjWmkU/Pz+EhYVJ0UGyatR67N1y6tQpxMfHY+PGjfaf2Xp1p02bhjZt2gj77KoeFBkZKeyzGXVQRkZGpTXqO+64AxMmTECvXr2EfSYdVE5xcXGF/aS6deuGpk2b4rnnnkNcXJywzwRBENUJsW8zogKhoaG455570Lp1a/Tr1w+XLl2qapcIgiAIJ1y6dAmpqakV3gpfWlqKjIwMnD17Vuht4yUlJUhOTq6wKR5gTWycPXu2wsaErGRmZuLcuXMV3rBuS1wmJycL+VxaWork5GRkZmZW8LmwsBDnzp1zSJrwkJ2djZSUFAeBavM5OzsbSUlJDokNVgoKCtC3b1/MnTvX4WVzAPDnn39ixIgRmDVrlpDPeXl5SElJqfQN6zk5OUhOTq7w3LBgsVhw7tw5pKenV3jDuq0ord0AjIeCggIkJSVVaP4DrEmC5OTkCveAlQsXLiAtLa3CfbIlW1NTU4Xe6l5YWIikpKRKXxKcl5eH5ORk4bfcp6Wl4cKFCxV8Li0txaVLl3D27Fkhn4uLi5GcnFyh+Q+wJjZSUlKEX3p86dIlnD9/vtKYlJmZiZSUFGkxSZvo4SErKwtnz56tdHxnZWUhOTm5wrPOQmlpKVJSUpzGpPPnzwvHpJycnErHty0mJScnC8Uki8WCs2fP4tKlSxXuU1FRkX0ciWAbD5c3JAOex6Tz58+7jEmpqalCPh86dAhdu3bF5s2bHa5HaWkpvv76a3Tt2hUHDx4Usn3hwgVcvHix0piUnp6O8+fPC43voqIiJCcnO41JKSkpld4DFmyxsrLxLSsmFRQUeBSTMjIycP78eadzDk9iUkpKSqUxyTbn0BaXeMjOzpYWk86ePYuMjIxKx/f58+eFtb/tO7qy7ztP5km2OUdlMam4uNg+jkTIz893GpNyc3ORlJRU4blh9Tk1NRVpaWkV7pN2ziFCYWEhkpOTK50neTrnuHjxotOYdOnSJZw7d05ofJ88eRKdOnXCmjVrKlzPXbt2oWfPnvjuu++EfE5PT3erg0R8rq46yJOY5EoHicYk25zDWUzmg64LAAAgAElEQVRKTU1Fenq6kM/udFBSUpLhdJC7mJScnCwUk4ByHeQqJnmig2TFJBk6KCkpCZ06dcKqVasqPNP/+9//0KtXL2zZskXIZ1c6KCMjw7A6yFlMysrKQkpKimF1kKuYZEQd5GwO7okOKi0tRWxsLKZNm+bwsjnA2lDx8ssvY+zYsUI+FxQUOJ1z6JGbMaMOunDhAukgWGNd9+7dkZCQUMG3X375Bf3798dnn30m5POqVavw2GOPObxsDrA+c59++im6desmNPfPy8vDQw89hPfff7+C3jly5AhiY2Mxb948IZ+3bNmCXr16ObxsDrDev1WrVqFTp04Om3uzUlxcjMcffxyzZ8+uMLc4fvw4nn32WcTHxwv5XJU6SHSeJFMHuYtJojqoqKjIab7Ylnut7POwIFMHJSUlOY1JNVEHycjNyNRBubm5pIM0sORmzKaDRGNScXGxfXxfju0eiMakqtRBMmKSbXyLxqTqpoNs40gEWTqIpR7kSY1alg4aM2YMXn75ZYcNLADrZg5Tp05FbGysFB3kLMayUBU6yNMatTMdVJNr1LLqQTJq1MXFxRgwYADeeOONSnXQ6NGjMXnyZCGfXc05bPMko+kgVzEpLy8PSUlJ0nIznuggZzHJNr5FY9Ls2bMxYsQIhw0sAGusevvtt9GnTx+he6idJznLzZAOkl+jTk1N1T0mAeXj29MadWVzDk9q1D/99BO6deuGbdu2OdzDkpISbNq0CV26dHF4iRkPI0eOxMSJEyvko2wvXnvqqaeE7B45cgSdO3dGYmKiw/WwWCzYtm0bunfv7rABJA8TJkzA2LFjHV42B1g13axZszBw4ECh5+706dPo1KkTPv/88wrjcPfu3XjwwQexbds2IZ/nzJmDYcOGVbhP6enpePfdd/HII48I6UKz1qhd6SBPenXd6SBPxrereZLMGrVRdVBV9Op6Ug+y5Ytl9uqaSQfJ6tVNS0tDt27dsGjRIqf1IO3mNTx4o1fXmQ6qSb26e/bsQffu3bF9+3aH5664uBgbNmxAp06dcOzYMSGfY2NjMXXqVKSkpDj87vTp0xg/fjzGjBkj5POhQ4fQpUsXbN682eEZKC0txZYtWzzq1R03bhxefPFFh5fNAdYXr02fPh1DhgwRGisnTpxAx44dsXbt2grjcOfOnYiKisLOnTuFfH799dcxcuRIh5fNAdbxOXfuXDz66KNCOujs2bPo2rUrli9fXuGZ3rdvHx555BGHzVJ5kFWjro46iHp1y6mpvbqV1YM87dWVWaM245rFRYsW4YknnnB4yQJgHSeffPIJoqKihGJHVfbqJiUlGa5GbcZeXZsOklGjHj16NF599VWHl80B1g2/pkyZgri4OKHx/ddff6FTp07YsGGDQ+ywWCz47rvvEBUV5bARPg+TJ0/G6NGjHV42B1g13X//+18MGDBA6HslKSkJnTt3rrRXd8+ePejdu3eN69WlNYvlf09rFsuhXl1HaM1iOZcuXUJUVFSlvboHDx5E//79HV6gxMPq1avx6KOPOrxsDijv1e3evbvQ3F92jZp0ULnP1Ktbjhl7dc+fP4+uXbti6dKlFZ6P/fv3o0+fPli7dq2QzwsXLsTAgQMr6KCsrCzMnz8fPXr0ENIrWVlZ6NmzJ+bPn19hPnTo0CEMHDjQ4WUlPKxbtw59+vSpUGvMy8vD0qVL0bVrV5w/f57brm3vlnnz5lXQO0ePHsXw4cPxxhtvCPm8fft29OjRw+Flc4B1DK1ZswYdO3askIdkway9urRmsRx39SCz9urWpDWLX375JR566KEKGjs/Px/Lly9H586dK9RGWKBeXUdk6qCxY8e67dUVGSvHjx9Hp06dsG7dugq5mR07dqB79+7YvXu3kM+yatQpKSno0qULVqxYUSFe7t27Fw8//DC+/PJLIZ8//PBDDB482OFlc4C1N+XDDz/Egw8+KKSx3MWkc+fOGTY3I0MHbdmyBb1793Z42Rygz5rFAQMG4L///a/TXl3RNYt79+5FVFQUvvvuO6c16strnyxUpQ5KSkoSnnO89NJLeOGFFxxeNgdYNcHMmTMxaNAgoZjEooNEczP//e9/8dRTTznt1e3bt69QjHa3ZpF6dct9lt2ra9Q1izJ6dQ8cOIDu3bs77dXt3LkzDh8+LGRb1prFo0eP2nt1L59zfPvtt+jWrRt+/PFHIZ8nTpyIMWPGOLxsDrBqutmzZ2PgwIHCa0Cqas2iEWvUS5YswYABAxxeNgdYx/2CBQvQvXt3Ib2SnZ2Nnj174qOPPqoQe37//Xc8+eST+Pjjj4V8pjWLjj6btVe3KupBRlyzaNNBK1eurHA9f/jhBzz00EMOL/TkwVYPon112Xp1RXVQVdSobXMO0Zjkbs2iaO7VFpMqm3PYXvYqKzcjc82iaEw6ceKEfQ/Lynp1e/Toge+//17IZ3f1oJSUFI/3dpBRo3alg0RjUkZGBqKiorBgwYIK86Fff/0Vjz/+OD799FMhn826ZtFZLcKTNYslJSUYOHAgZs2aVaHX5MSJExg7dixeffVVIZ8JgiCqG/TCOZ0ICgrCvn37cODAAUREROCTTz6papcIgiCISrC90d4V+fn5QiLn4sWLbpOmqamp3MLMllhxhe2t97xc/pb1ymD5XJdTUlLitvHflhDm5d1333W7mHjmzJnci6RtiSJXCQqWz1UZWVlZbgs5mZmZ3MUeFp9LS0uFfM7JyXGbNM3OzhYq9qSmprpMqtiKm7zJIpaxm5eXJ1REqqwR8nLcfa7KYBm7BQUFQjEpLS2NKSbxJl6Ki4vdPlNFRUXCMcld0vTixYvcyeDS0lK3TdIssbYyMjIy3BZyLl26xN0UwxqTRJq/s7Oz3SZNs7KyhBKrQ4cOdfm8ZmRkYOjQodzjOzc3123zCEvcqgx3380s96IyZMakygoEl3P+/HnumFRUVOT2u7mgoECoKSYtLc3t2GWJtZfD8t3M8rkqg2Xssnyuy2GJSaJzDpb5BEvcuhzZcw538wnROYe7cSA6vnNzc92O3dzcXKGYNHr0aCQnJzv9fUFBAYYOHcr9vcIydo2mg2yLoF0hqoNYY5IMHcTyuSqDJSaxzKUuh2XuXVJSIuRzVesgkXlSVesgkZjEMp/Iy8sTasQdO3YsTp8+7fT3hYWFGDZsGPc9lKmDWGLShQsXhHIz7sa3J7kZFh3EG5Oqsw4SmXMsW7bM7WLihIQEoaY3d3MOT2ISiw4SjUlm00EsesFoOmjy5MkVFoRpsVgsGDNmDPciyvPnz+OZZ55x+VmPHj2KCRMmcNkFgDfeeAP79u1zec6kSZO4Fwfk5uYiLi7O5Rzs9OnTQptqzp8/H998843Lc+bOnVvhRXfuYJknydRBWVlZhtNB7mKSqA5y990s6rNMHcSaLyYdZMVoOsj23Uw6yAqLxmHJKVdGVeoglrhVGSxjV2TOUdU6SGaNWiT3WtU6SMRnM+ogllqPJzFJhg766quv3G6qtGbNGixbtozbNumgcljGrif1oKqsUYvWg9zFJFn1INHczEcffYStW7e6PGfOnDkVNs9wh0wdxDLnEK1Ry5pzyNRBsmLSL7/8ghkzZrg8Z9euXXjnnXe47AJsNWqz6iAj1agzMjKYatSydJCRatSlpaWIiYlxGTsuXryIuLg4LrsAsHbtWrfziRUrVmDNmjXctp966imX9z47OxsxMTHc3987d+50O3Y3b96MBQsWcNkFgGeffdblpkqFhYUYOnQo9z1UVRVTpkxxec6ePXvw1ltvcdkFql4HmbEeJKtvRrRGbVYdVFW9ujLrQdSrW45obmbSpEkuX4BaWlqK0aNH49y5c1x2ZfbqsuigmtKrW1xcjJiYGJdxITU1FSNGjOCyC7DNJxYtWiS0QeWwYcNcPq+ZmZmIjY3lHt/ffPON202V1q9fj88++4zLLgA888wzLsdBfn4+YmJiuJ+7n3/+Ga+99prLc77//nshHfTSSy9V2EBMS3FxMYYPH84d76hX1xHq1S2HenUdkVkPYq1R8845WNcsiq4fkKGDTp8+jeeff97l/Tl06BCmTp3KZReo2hq16JzDrDpIVo2aJV8sUg9KTEx0u6nS6tWrsWrVKm7bI0aMcHnvc3JyEBMTwz1W9uzZgzlz5rg8Z+vWrfjoo4+47ALAc889V2Fzdy22Xl3e/LkRatS0ZtGK0XSQzJgkc82irBo1rVl0xIxrFqdMmQJVVZ3+3mKxYOzYsS7XalVGamoqnn76abe9uiIb2FVljZp0kCPUq1uOJzpIVq/uyy+/jGPHjjn9fUlJCUaMGME9Nzh16pRbHfTbb79h+vTpXHYBYNq0aRU2StdisVjw/PPPu5z/VUZaWhpGjBjh8h4eO3YML730EpddAJg3b16FF8JdjrvPVRkFBQWIjY11Ge9SUlIwatQoLruAeXt1WdYsGqlvRuaaRZl9cbRmsRxZNerMzEzExcW5vIf//vsvxo0bx2UXqL46KDMz01A6aPPmzUhISHB5DktvTWU8/fTTLn3Ky8tDTEwM93MnUwdV9pIrLUVFRYiLi+Oegx07dgyvvPKKy3MOHDiA119/ncsuIK9Xl2UdjdF6dXNycjBs2DC3axbHjh3LZRcAPv74Y7e9uiJrFktKShATE+MyLly4cAFPPfUUl11Abq+uLB307bff4sMPP3R5TmJiIhYvXsxlF2DTQSJ9MwcPHnSrF3bt2oV58+Zx2QWq95pFI9WoWXp1zbhmMSMjg1sH2Xp1XX3PpaWlCfXqylyz6K5X11YP4tUULGP366+/FurVrco1i0bbTyopKQljxoxxOVZYepAr47XXXsMvv/zi8hx3/UCVQWsWHanqXl1Z+0mJ9uqeP3/edPWg559/HidPnnT6+6KiIgwbNoz7elTnNYuyenVF60Gy+mZkxiSWPe6MVqOuyjWLojXqZ555BmfPnnX6+/z8fMTGxnI/d7L3sDRbjXratGn4/fffnf7eVqM+c+YMl10j9OqK6iBXiI5vlr3g3n33XeGXKBIEQVQn6IVzErj77rvtDWcWiwUTJkxA69at0aZNG/tisV27diEqKgqDBw9Gy5YtER8fj1WrVqFDhw5o06aNPQGxefNmPPDAA7j33nvRq1cv++Kq1157DSNHjkSPHj3QokULh2T58uXL0bZtW9x9990YNmwYAOsENTo6Gu3bt0f79u2xd+9eb14SgiAIw8DarJSVlcUl2ktKSpgSYrY3gvPA4zOPAC4tLWX2hbfJq7I3w1dGTk4OV1KupKTEbdOKjfnz5zPbBaw+sxQt8vPzuZMjrNeP9zrn5eUxNdEUFhZyN2nL8rmgoIApgVBSUsJdKGBNeGdmZnKN76KiIiZfSktLuRPjPNdZRkwCwB2TWM9nHVM2ZMYk1piem5vLFZMsFou0sZKTk8N0/VjHlIgvvD7v2rXL5cYpNv766y/s2LGDyzbP+OahsLCQqWhRUlLCXSiQNb6Li4uZfDHanIM1Jska36xjygbP9ROZJ7FcP9bveRFfeH1mjY8FBQXchUBZ45t1zlZcXCxtnsRbjGeNjxcuXODe3FBmTJKlg1jPN2tMMsqcgycmGUkHsVw/1u95LbJiEuucrbi4mFsHyRrf//77r9uX9wDWQvLq1auZ7dp8YUEkN8M6T+K9h6zns44pG6SDHGGds4nkZljzRLz5JNY5W1FRkWHmHKxzNqPpIJb4KDLnYL1+vHOOjIwMpk2PioqKsGjRIma7ALBkyRKm75U1a9ZwNS4WFhYyLbyxWCzczfCrV69marLaunWry0V6nvjyySefMNsFrPFRVm6mOusgkdwMiy9Gyr0aITcjc84hot3MpoNycnKk6SBZ41umDpI158jPzzeEDuKBdc4mEpN45hyydJAZY1JNyM3I1EGyxrdMHeRuQ3MbvHM70kEVfWGBVwcZoUYtUg+q6txrbm4uVz3IrDpIZr6YJT7KzM3IrFHzzjlYc1sJCQlcY4VHB8nSbmacc/D2zRhFB8mqUfPOOb755humPNGvv/6K/fv3c9lmHSu8cfSnn35yu0kBAJw8eRJbtmzhss3qM2/e7vjx4/j222/dnpeWloYvvviCy/Ynn3zCNFYWL17M9dwZQQcZqVdXpg5i9Zl3fBtBB1GvbjkiOoh6dctJT0/H559/7va8wsJCty/UuBxZvbqydVBV16h5Y9KmTZuYNpzft28ffvvtNy7bsmrUu3fvxuHDh92e9/fff2P79u1ctmXNkw4fPux202rAuiHEhg0buGyz+rxw4UKu7++UlBQkJia6PS87OxvLly9ntgtU/zmHrF5d3vFNvbqOmLFGLXP9AGs9yCj5YplrFhMSEpieuxUrVnDNwap7r65ITDKjDmKtURulHnTw4EGmPNGZM2fw1Vdfcdnmyb3yjG/WPJEZe3Vttnng0UFmmyeZtVfXKH1xMmvUtGaxHCP0xfHqoMzMTKxcudLteSK9up9++inTGFi7di3Xhn5mXLMoMyaRDhLzhXc+akYddO7cOaY8UV5eHpYuXcpsF2Cvly9fvpzreuTk5DDliXj2S7GxdOlSpvz5xo0b7fuSsVBcXMzsC+/8fM2aNUwbGn///ff466+/uGxTr245RunVNVs9iNYsivlgY8WKFUy2v/zyS66X/hpFBxlp/YDZenV///137Nmzx+15Z8+eZarBaJEVk1jzRFlZWVixYgWzXcB6/VjG7dKlS7m+V3jio4h2q+p6EO9YWb16NdNm9t98843LF2pcjsxe3a+++oppw/mffvoJBw8e5LItc/2ALB0kq0Ytc80iT41aVq8urQ8qx0h9MzJ7dWXNObZu3YoTJ064Pe+3337Djz/+yGVb1nU+cOAAfv75Z7fnnTp1Cl9//TWXbVm9urRm0ZGFCxcy6e+VK1dyPR+seaLS0lLue2iEGrWRdJAZ1yxSr245p0+fdvvyHptdlhrM5X/Dgqy9vm22eTBrr66sNYuyxrcZ99U145rFI0eOMPfqrl+/nsu2rDmHEXQQb42aNU9UXFyMhQsXMtu12TZbbkamDmLNBfDmDAiCIKoj9MI5nSkpKcH333+PBx98EIC1GePQoUP48ccf8eWXX2LixIlISUkBYC2QvfHGG9i/fz9WrlyJY8eOYdeuXYiJicFHH30EALj33nvx/fffY+/evejfvz/efvtt+7/1119/YePGjdi5cydmzZqFoqIiHD58GG+++SY2b96MH3/8EW+++SYA4KWXXsLo0aOxe/durFixAqNGjfLylSEIgjAGrE1QJSUlXMlPHoHP24jFer7FYuFqICgoKGAWtbJ8Bviu3R9//MH8hnaWjfFF/eD5fMXFxczPUm5uLldyRNZ1tlgszOcXFBRwJRp4fJb13BUXF3MlGowwvktLS7mSn/n5+czPkhljEm9SVdY9LCoqYi7uGSWOlpSUMD9LeXl5XDFp69atUs7liUmFhYVcBVeKSWLn88YknmeJd3zzxCQe2zzfbzLHN29MYn2WjBKTeJ6l/Px8roKMEcY3z/cEAGzbto15rGzbto3ZLiBPB/F818sc3zx+8DxLMuccPOcWFhYaIibx+Myrg3iQNb5LS0uZnyWeuSuvH0aJSd9++y3zZ+SZ2wF8Mckocw7W80XmHEbIzZhRB/Gce/78efz6669M53733XeGyHPw6iAen42gKXh1kKzvK57zeXXQnj17mJs+eeMo6/n5+flMzWA2Dh48iNTUVF194D2/tLSUaYNrG//88w/+/vtvXX2wIXPOUZ11EG9uxggxSWY9SGZM4tVBVZ0vtvnBill1kBFyM0bRQUYY3zz5Ml4/ZI1vmTqI9zrz6KDqXqM2ow7iyc3w1oNk1tV37NjBdO4vv/zCtCGRDSPEpJqgg4ww56gJMenYsWM4fvw407lG0UEya9SyxrfFYpGmg2SOb9Z7fubMGfzxxx9S/DBKjdoIMQkwZz1IVo1a1vPMe25OTg7T5laANcfHs3GDLJ95zj969CjX5kg8NWpZPp89exaHDh1ititTB9Gcoxye7zdZvQC85xqlV1dWPUhmr64sTVET+uJ2797N7DdvX7sRYpJRxjdPbsYoc46LFy8ybW4FADt27OAaKzJ7dVnrdL/99hvOnj0rxQ/escJq+/Tp00wv6rPx3XffMT93svS3GXWQzF5dI60fMEI9qCb06rJ+Rt6+OCPMOYy0ZpE1hmVlZeGHH35gtlvde3WNEpOM0qvLG/t37tzJdO7+/fuZNou2YYTcDE8OH6j+vbpGmnMYISaZsVeXd82irBq1EXIzvL26Rujlqwm5GZm9uqzrtnh7dY2yZtGMfXE1QQfJWh9khPHNq4N4cmay5naZmZnYu3cvs929e/cyb8Ipy+eioiLm/isAUFWV+WVQsny2WCxca2WNEpOoV7ccs8YkWrNYjqx8UklJCdf6IKPoIN6+OLPpoOLiYmzfvp3pXJ51ZoDc3IwsHcSzllSWprh48SIOHDjAbNesuRlZOkjWmsXjx4/j2LFjuvogcj7PuTzfbzx1RUDu9zfrWOGZu/L6IavPICkpCaqqSvGD1iw6Ut17dXm+34zSN8PzLPHmZoxQD/rzzz/x77//Mts1Qi+fkepBrNc5Ozubq0a9f/9+pKenM50ra98ugNYsajHS+iDq1S1Hpg6iNYvlmHH9gMxeXVnjm9YsOiKzV5cnJhmlL05WjfqHH35gfnmbrByYkXIzsuYcJ0+exNGjR5nO5b3OBEEQ1RG/qnagupCXl4d77rkHp06dwh133IEuXboAsE4A+vfvD19fXzRs2BDt2rXDL7/8gtDQULRq1QqNGzcGADRr1sz+Ny1atLA3lSUlJeE///kPzp49i6KiIjRp0sT+b/bo0QO1atVCrVq1UL9+fZw/fx47d+5Enz59UK9ePQBAZGQkAGszjfYLMjMzE1lZWQgNDZV/cQiCIAwEj8DnKUDw2OU5V6ZtWZ+P93yec3mTbDwY5X7zUN3vtxn9MIrP1f1+83w+mX4Y5dmQfb8VRWE6l7dhhMcHHugeip0r0zaNb+P5YRSfa8L9lrW4g7fgaoR7SPfbO36Y8fvKdj7rnMMo1660tBQ+Pj5V7ocs22aMSfQdZDw/jOIzr/4oKChAcHCw7n4Y5dpRzsA7fhhhcYdRzjWKH0b5vjLKM0oxyTvn0v12xAiaSaZtkfttNh1khPvNe76R7reZzgXk5X2M8ozS81zx/KqOSbwL13m0XnW/h5THdMQIn0+mbR5twzNOeP0wSkySOb55MMJ3ECCvr8ooY6W6j++a8H3FM76NkiPKz89HSEhIlfphsfAtTpblB+/3iszrIeNcmbaru89m1Mi8GMVno/hhhO9ko8w5zDg/p14fR2TdQ5Eatb+/P9P5snzmfXmCrOvBuwZElh+yzgWMMb7N+B1EPjtSE+63Ea6HUa6dzPtthDUgNWHOYaRnVEY9iOfzieQXwsPDmc/lscvrh5nOBYzx/Bsljlb38W3mOUdV16hF7revr2+V+2HGOYcRaqdGif1GeTaMEL9k2qY5pvf8kGVbZm7GCDki8tkR3hdK8mDWOUd1XrNoxjlHdY/nRqmtVPfn2Wa7qmNSQUGBIb6TjVJbIU3hHdtGiUlGOFembZm5GVnfV7wvR5F1PWpCr64Z5xxGmGMaJY7yfj6e8W2kmCTDD5GeYRm2zfjcyfRZ1rzRjHW36q6ReaF47h0/ZI4VWpNcTnUf30Z5ns2og3iRlccx437tRhkrZsyBmfE68+ahecY3QRBEdYStuky4JSgoCPv27cORI0dQVFSE+fPnA3D9JVarVi37sY+Pj/3/fXx87G8PfvHFFzFy5Ej89NNPePfddx0mYwEBAQ5/X1xc7PSLzWKxYMeOHdi3bx/27duHY8eO0cvmCIKokbAuxOU918+P/R2uPHaN4gevzzx+8Jx7zTXXMDfkX3vttcx2AXnXw9fXl1l08pzL6wfPuYqiMDchKorCfE94/eB5NmTalnUuQONb1A+ZPhvhOeL1Q2ZMYo0FAF/c5TnXx8eHOc7wxiQz3kOac3jHj+r+bBjl+4onzvj4+HDFJFk+K4rCfD7PuQDQrFkz5nNlznXNOL6NEAt4bZtxfMuac/j5+UnTQTzXgyfO8MxPeP2QeQ95fOaJSU2bNmU+FzDG+KY5h/i5RvGZx3aDBg2YNwRu0KAB88vmeP3gjUk8OkjWPIk0hfi5MuOoLNtNmzZl/k42is9XXXWVQ71UL7uAvGdDpg6SNa54dZCsfLFRxrdRfDbCd71R/DDK9xWPtuHVQTLnHEbIzci8hxSTxOzy2q7umsKMz4bMepCsaxcSEoL69eszn1uvXj0pfhjlHtL4FvfDCLFAph9XXXUVs23eWoIRYpKPj49h+mZk1ahlxiRW7evr64urr76a2S6Nb+P5YZTvK5k6SFY+KSIiAhEREcznsm5ozusHz7mKojCfX6tWLVxxxRXMtmXWqFl9VhSFy7ZRYpIR5oEy/TCKz9Sr63gu9eqKnQvIu4dUV/eOHzKfDVnfhfXq1WNes1e/fn3mejbA9yzx+MwzjwgODkaDBg2Ybcvymed8Xh0k02fSFGJ+8I5vmX7w6CAeZN1Do9SDjNKra5Q5h1HGt6x4Z5SYZJQ5hxF6dY2ig8LCwphrPGFhYahbty6zbVm5GYB93ujv748rr7xSd7sAv89mjElmnHMYIcdtFJ95ajy8NWqZ6weq+5rF6j6+jRD7eW0b5dkwQv8V7/lm7NU1ow4yyj2UmZuRZduMPjdp0oT5+ZfpM28cpTWLYn4YZc2iGeccpCkckVVbMeP3lVF6dXnOrV27NnONh6evF5D7XWhGTSHLNsUkR2SuWWT9jEbRm7w6yAj5Yj8/P+YablBQEBo1aiTFD1m1FR8fH64aNY1vcT+MkC/jtV3de3Vl1qiN8P3N26trxt4ImT6bMTdjhNholJhkxhq1zHqQGfMcMuOoEeIM1d28c65Ren1ozaIj1Q3FC20AACAASURBVP270CjjW9aeywDFJC1XXHGFw/t7XHHttdfSy+YIgqjx0AvndKZOnTp488038c4776CoqAjt2rXD2rVrUVJSgtTUVOzZswd33XUXs72MjAx7Mmn58uVuz+/YsSPWrVuHixcvAgDS0tIAAJ07d8bHH39sP++3337j+VgEQRDVBtaFu0FBQVxCJDAwkFkU8b7wk/X8WrVqMYshwPriUtbzeX0OCwtjOs/Pzw9BQUHMdhs1aoSoqCimc2NiYpjtAuyf0cfHh2vjcR8fH+ZF4KzXzQarXUVRuBaiK4rCfD1CQ0O5hHXt2rWZz5c1VmrXrs2VOAsODmY+n/cesvrME2N4z5c1vgMCAhAYGMhs19/fn/l8Wc+Gr68vV0zy9fVF7dq1dfWB93wfHx9mHwC+eMDr88CBA5nuYUBAAKKjo7lss/oSEhLC1UBQu3Zt5vNljW+eGAPwzVFkPXeBgYHMG/oD1jkK6/myfOaJMbbzWeOBzJhklDkHq88icw6emGTGOQdPTOrVqxfzAnpZc10RHVTVMclIOoj1fD8/P66Y5OfnxxwPZI1v3jkHz/m819kIOigkJIQrJvGcL+se8uqgqKgo5sbrIUOGMNsF2D9jUFCQYXQQ6/k8McZ2Pms8kPVs8OZmeOYoRolJgYGBGDBgANO5It+xLOObJ8ZobbMgUwfJ8rkm6KA777wTt99+O9O5vM/df/7zH6bzbr75Ztxzzz3Mdps0aYIHHniA6Vze2M/qc6NGjdCjRw9mu+Hh4Xj44YeZzuX12Yw6iGfOweOzzRcWeHWQzJjE+j0UHBxsSh3EE5N45igy5xy8OqiqczNG0kEyY5IRdJDMeZKsepAsn2uKDjJCTJKlg4wUk2TVg2TFJIB9zvbEE09wfa8YQQfx5maCgoKqPCaJ1KhZ5yiyxrdIPcgINWqeelBkZKQpdZCsHhSZOoj1OeXNzQQHB0uLSaz3vEePHlwbb/DkZmSNb14dxFM/MkqNWqYOYr0vPH0wgFwdNGjQIKbnrnbt2ujfvz+zXV9fXzz55JNM5z755JNcOYP+/fszXQ9fX18MHjyY2S7Anl/r27cv1zjs2bMn80ZivHlM1vO7dOmCq666itkuzxxFZkwySo1aVq8uT41apg6S1TdjpBo16z00a99Mde/VbdOmDW655Ramc2XV1alXV8wHG4MHD2aan9epUwePPvoos91atWrhiSeeYDqX99lgzYuI9Oqy+jJgwACuGP3www8jMjLS7XmKonBfD9Y5R8+ePdGwYUNmu506dUKTJk109cGGTB0kq1eXNSbx9N4CxqgHifTqssakmtCra4R6kMwatax7aKQ1i6xxt1WrVsx9MED179U1Uj1IVkySqYNY8yLR0dFc34WPPfYY07X28fFhzrXYYD3/kUceYZr32OjevTsaN27MdK7M9QNGqVGTDnI8v6rnHEaqURthzkFrFsV8sMH6GUV6dVu2bMl0rqxe3Ztuugn33nsvs10zrlk0wjpq0kGOGKlXlycm8eigDh06MG96zzu+WXVQ69atceuttzLbbdGiBVq3bs10riyfmzVrxrweAAAaN26M7t27M50ry+d69eqhd+/ezHZpzaL4+UZZs0i9umLnG2nNIuv4vuaaa9C1a1dmu9SrK3a+yJpF1nv4+OOPc+nvPn36IDw83O15IvUg1ueUNyZ17dqVuWdF1ndhu3btcP311zPb5akHGalXl1UHyYpJjRs3Zt6zDgAiIiLwyCOP6OqDDdYadWhoKB577DFmu0bRQbLWD/Tr148rRsvUQaw+R0VFMed/AXOuWeTpozNKTKJeXUdY+2SDg4OZ92oA5Oqgfv36McUamb26ffr0QZ06dZjtGkUHyapRy/r+vvPOO3HHHXcw273xxhuZc7Wy6m5m7dU1ig6SlZvh8UWkV7eqc6+8Oqhbt2648sormc6VNVZozaKYDzZ45hxmrAfx7qvLajssLMwwOkhWjZqnV1fW+OatB5lxzWLLli3RqlUrpnNlXeeaoIPCwsLQt29fpnN5czMEQRDVEXrhnATuuOMO3Hbbbfjiiy/w8MMP49Zbb8Xdd9+NBx98EDNnzuTaqGHixIkYNGgQunXrhrp167o9/5ZbbsFLL72EqKgo3H333Rg/fjwA4K233sLBgwfRtm1b3HXXXVi4cKHw5yMIgjAzISEhTMmliIgILruKojD9TWBgIFciGLAKZhbxydJ0cTksPgcEBHCJMoD9c0ZERHC/Bfzll192ez2aNWvGvUA6ICCAKVETHh7OlXQBrIvM3X1OX19f7gSGn58f09+EhYVxJYIBq8/uPqePjw9X0cv2NyzPamhoKPeb7UNDQ90mixRF4R4rrOM7ODiYq0kPsCbpZcQk1r+pVasWd0wKCgpi+pyyfPb39+dOqgYGBjIlvEViUnh4uNu/8fPz406csX5OlrF6OSw+i8SkunXrYuTIkW7PGz58OPNmVTZY4piiKNJiEuv8QUtVx6SgoCCuRDBgjUlVOeeoVasWV3EKYP+cIjGJ5XOKxCTWz8kyVkX+xtfXlzsmscYxkZgka87h6+vL9DdhYWFcxSnb37DEJN6xUqtWLbz00ktuz3v00UeZN6uyYUYdxBqTZM05RHRQUFCQNB3E8jz5+flxxyTWzykzJsnSQXXq1DGlDuKNSaGhoVJikp+fnz237IrevXtzNekB7DpI5pxDJDcjSwexfE6ZuRmR8c0Sx2TqIJHczNixY93Gjvr16+Opp57isssax0RyM7LmHEbQQSJzDhafRXQQ6+cUiUkTJkxwO1batGnDtVgJsG7AfN9997k979VXX+WyCwDjx493ew9vvPFGrk28AWvt9KGHHnJ73iuvvML9XThu3Di38e6qq67ibsTy9/dnimOi+WLSQXx/w6oPtISEhDB9Tpm5GTPqIJm5GZE5hztEcjOscytZ+eKapINY/kamDuL1mTUmidSDZM45ZNaoq7IeZDQdJKseZMYaNc+cgzcmjRw5EvXq1XNr99lnn+WyyxqTRHQQy9zKaPUgWfli1r8xa42aNyax1oNE5hzjxo1ze9+vvvpq7oUSZtVBrLkZWTpIVr5YRAdFR0e73XQvICCAqR6lxQg1alm5V9k1arPpICPVg6644grExsa6PW/06NHc43DUqFFuF1FGRkZi1KhRXHbDwsIwZswYt+fFxMQwL9K2MXToUFxxxRUuzwkODsbzzz/PZTcgIAAvv/yy2/P69OnDtaEmYH0RzQ033ODyHH9/f7zyyitcdmX36rLMOWpKry5rjbom6CCZvbphYWFVWqM2Y1+czNyMyJxj4sSJbs+555570K1bNy67rDpIVkyqKb26TZs2ZXoZ7XPPPccdo8eMGeN27NarV4+p71ZL3bp18fTTT7s9Ly4ujusFawBbf29oaCjGjh3LZTcoKAgvvPCC2/MGDBiA5s2bc9l+8skn0bRpU5fnsPblafHx8WGqt3bp0gX33HMPl+2qrgcZrVdXVkyiXl3+v5FZDzJajZrluROtUcvq1WX5nCI6iKX/T1EUTJgwgcsuUL17dUV0kNlyMzJ10NNPP+22HhQeHo7Ro0dz2Q0JCcFzzz3n9rzBgwfjmmuu4bIdExPjdvNx1jmPFtZe3V69etWIXl0j1INEdJDMmERrFvn+RqRvpqrrQTWlV1fmmkWWXt3WrVujR48eXHY7d+6M+++/n+nf54XWLJZjRh1k1l5dmTpIVq8uS27mgQceQPv27blss+gg1tzQ5bz66qtun7uWLVtyvWANANq3b8/0IrlXX32Ve3y/8sorbu/7ddddhyeeeILL7s0334x+/fq5Pe/FF1/kzvlXtQ4yWq+u2dYsUq+uI2Zcs9i2bVuml1WOHz+e+/vbjGsWZeogWb26I0aMQP369d3aZemB0cLatzJw4EDmF8vakFWj9vX1ZfrO7969O9q0acNlm2U/CF9fX6bc0OWYMTfDqoN4Y9Idd9zBNLcSWbP4wgsvSFmzeM011zC90Gjs2LHcutCMOmjYsGFu9+Vlzf1qkblmkbVXl6UvTwutWXSENQcluk+CO2pSr+7QoUPdnifSqysrJrHOU4YMGcL8YlkbsbGxbvt7g4ODuetBpIMc6dmzJ+666y6X57Dmhi6HJTdz6623ok+fPlx2zVgPol7din9TlX0zRurVZdVBPXr0cDtWL4fWLPL/jcx6kJFikhHWLMqqURtpzWJgYCDGjRvn9rz+/ftz9+qy5piNtI5apg5iqVG3atUKDz74IJddWrPoyAsvvOA23rFqGoIgiOoOvXBOJ86fP+/w/2vWrEF0dDQURcHrr7+OAwcO4KeffrI3Q3To0AFr1661n79lyxb7m2m1v+vduzf++OMPbNu2Da+//jq2bNkCwLooUZv8PnDgAJo0aQIAGDRoEA4cOIAff/wRn3zyCQDrIrTPPvsM+/fvx88//4x3331X0pUgCIIwNj4+PmjUqJHTRJSiKGjYsCG3kASsCS5XLwcNDAzkXrRr86lx48YuE1H16tXjLpgD1uKCqyaQgIAANGrUiFuUAXB7HSMjI7kTRYB1E+bly5c7FX3XX389EhMTuUUqYL2OrsRkeHi4UNHEdh2dJaJ8fX3RuHFj7uQ1YF007uqzhoaGut0gpzL8/Pxc+uRuLLkiPDzcZfKsdu3abheOVYavry8aNWrkNBFlG9+8BTXAmpRzlSAJCgrifoEWYL2OjRs3dhmTGjRowJ28BqwxydV1rFWrltD4VhQFjRo1khKTbNfRmU8BAQFo3LixUExydx0jIiK4E8GA9To2bNjQqU/uxpIr6tev7/I61qlTRyhB6e/vj8aNG7uMSa7GkitmzJjhshlq8ODBmDVrFrddPz8/NGrUyG1M4m3iAawxyVVC3d13pTNs49tVTGrQoIHQnMNdbPdkzuHuOtavX5+7iQdwH9s9iUnu5hzuviud4S4muRtLrnAXk9w9l84ICAiQFpPcxXZ335XO8Pf3Z5onicQkd7Hd3fzdGe7mbp7EpNGjR7tsHOzZs6c918ODTB0UGhoqTQfJiklm1EG26ygjJrm7jmbVQSIxyaw6yN2cQ1QHDR8+HPHx8U6fu27dumHRokXcdmXrIFcxyYg6KDg42KWe9DQmubqOkZGRUnWQaExyp4NEYtL111+PtWvXOp1HN2rUCBs3bkTjxo25bbuL7Z7kZtzpIFdjyRVVqYM8yc24uo5BQUEe5V5dzTkaNGggNOd46KGH8N577zm9Hq1bt8aaNWu4x4qiKFi9erXTjQt9fX0xd+5cPPbYY9w+t2/fHosXL3Y6n7n55puRmJgoFKMXLlzodDNVRVEwadIk7pc+AsDtt9+OVatWOR2HTZo0waZNm4TmBiw6SCQmydZBrmKSEXWQu/mmpzFJlg4yW26muuogV2PJFSw6SDQ3U1U6SDQ3I1MHucvNGFEHucu7G7Ue5E4HuRpLzpCtg2TGJBk6yF1M8kQHuatRi+oglpgkWg+KjIyUUqNu3LgxEhMTnS4aj4yMxLp163D99ddz246IiHAZ22vXrm1IHeQuJsnQQZ7EJJn1IHcxyYz1INEadcuWLV3qoGuvvRaJiYk1Rge5m2/WJB0UGhqKxMREp4u+goODsWzZMu7Nb2y2zaaD3MUkmTpINCZVRx3kSY36rbfewuOPP+7090899RTi4+O57V5zzTXYsGGD03FWr149rF+/nnvjccDa3+/qpTEDBgzAnDlzuO3WrVsXmzZtwtVXX13p78PCwrB69Wrul8IB1k3eXS0aj4qKwoIFC7jtBgcHY+PGjbjpppsq/X1gYCCWLFmC++67j9u2zF5ds+qgqsjNmFUHic45zNirK0sHmbFX16aDZORm+vTpg3feecfpPWzbti0+//xzabkZmTrIbL26rmqrrnj33XfRt29fp79318/ljGbNmmHdunVOv7MaNmwoXKOePn26y5fzDho0CLNnz+a227BhQyQmJjp90W14eDjWrFnj9qWylfH888+73HDroYcewocffsht16aDrrvuukp/b9NBrVu35rY9ePBgzJw50+lz16FDByxbtozbrhl7dQG5Ooh6dctxF9tl9uqK5otl9+o688mT3Iy7+aYnNWqz9er6+vpi/fr1uPPOOyv9vZ+fHz744AP07NmT23Z11EHUq+uIqA668sorsWHDBqdz+3r16mHdunVuXypbGa+88gpGjRrl9PePPfYY5s2bx203IiICmzZtwrXXXlvp70NDQ7Fy5Uq0bNmS23ZcXBwmT57s9Lnr2rUrFi9ezG23qmvURuvVlblm0V2NWvaaRVm9ukZbs1iVvbpmXLNoxF5dWTqod+/eeP/996X16t57772V/t7Hxwdz5swR6tWt6hq1iA6SuY6a1ixW9ElGTJKpg2T16kZHR2P27NlO72G7du2wYsUKbrt+fn5Yt26d05fO+fv748MPP+R+USVg3YT5o48+cno97rjjDqxfv17ouVu5cqXTl+v5+Phg1qxZiI6O5rbbtm1bLF261GnsuOGGG4T3bvn444/Rq1cvp79/6aWX8Oyzz3LbrWodZLReXTOuWaReXUefzLhm8bPPPkPHjh0r/Z2iKJg+fTqGDBnCbVe2DpJRozajDmrcuDE2btzosld37dq1Qr26L774IsaOHev093369MH777/PbVemDoqJicG0adOcPnedOnXCZ599xm03ICAAiYmJTnt5AgICkJCQgE6dOnHbpl5dRxYtWuRyzWJ8fDyGDx/Obdddr64naxbffvttly/nfeaZZ4ReRmjGNYsNGjRAYmKi0xc8hYeH44svvnDag+YKWb26ISEh2LRpk8te3aVLl6Jt27bcts3Yq1uV9aC6devSmsUyPNFBb775ptte3cmTJ3PbZc29iuigCRMm4Omnn3b6+/79+2Pu3LncduvWrYvExESn/cOe9Oq6m2+aUQd5UqNeu3at0xdZ+fn54f3333eZU3BGly5d8MknnziNd7fddhs2bNgg9NzJrFG7mieZtVdXVAdRr245MnMzsbGxmDp1qtPnrnPnzliyZAm33eq6ZpF6dcvxpFfXjPUgWWsWWWOSSD3oueeec/nSud69e+Ojjz7itkt7tzjSs2dPfPDBB06fq1atWmHt2rVCY4XWLJbTokULfP75507j2dVXX43ExEShcUgQBFHdUCwWi9Nf5ubmOv8lI/v27XO64aE7RAqdAJCTkyP0dwRBEETNwWKxICcnB1lZWSguLoaPjw+Cg4OZ3vTujqKiImRmZiIvLw8WiwX+/v4ICwtDUFCQUDJH63Nubi6ysrJQVFQERVHsPoskL7QUFxcjMzMTubm5dp9DQ0MRHBzssc95eXnIzMy0+xwUFISwsDChhKqWCxcuYMmSJdi0aROysrJwxRVXYNCgQejbt69QYkSLzefCwkIoioLAwECEhYV5bLekpATZ2dnIzs5GaWkpfH19ERISgpCQECFRrSU/P9/uM2BN1oWFhQklgbWUlpbafS4pKYGvry9q166N0NBQj30uLCxERkYGCgoKAFgLCGFhYUJJost9zsnJQXZ2tn1823z2dHwXFhYiKyvLPr5tPoskrrU4i0mhoaEej++ioiJkZWVJGd8yY5LN59LSUvj5+SE0NBS1a9fWJSZlZWXZx7deMamkpARZWVnIycmx+2wb3574DJSP74KCAl1jUmlpKbKysqTEpIMHD2LBggX2gtHgwYMxfPhwp0VeHp9tMcnWeJOcnKxbTMrMzLS/yPvEiRMIDQ3VZXzbfLY1VSYlJekSk2xzDluTwj///GP3WY/xnZmZaff5zJkzusQk25zDtgna8ePHdZ9z2DYOOXXqlC7j2xaTrrrqKgDAsWPHdIlJQPmco1mzZgCAkydP6jbnyMrKsjfV/f3333af9Zpz2BZw//vvv7rNOWxzOpvPesWkgoICexwF9J9zZGVloaSkRNc5x9GjR5GQkGAvzPXr1w/Dhg1Dhw4dPLKrnXNox7eeOsgWk44fP667DrKN79OnT+uqg8wUky4f32aJSdnZ2VLGt8yYJGvOYYtJtk0nTpw4YXgd9Pfff2PBggX44IMPAFg33Bg6dKjTRUGsOItJeuog7fg2Q0ySMefQ6iDb+JYZk/TWQbbxrVdMyszMxPLly/Hiiy8CsL5c6/HHH8fjjz8u1ACi5fLxbYaYVJkO0iMmmVUHyYpJZ86cwcKFC7F161YUFBSgadOmiI2NRY8ePTy6h6Wlpdi6dSsWL16M48ePIyAgAF27dkVcXJzQZthazp07hyVLluDLL79Ebm4urrzySvznP//Bww8/7HHs+P7777Fo0SIcPnwY/v7+aN++PYYPH+50gQ0raWlpWLp0KTZs2IDMzEw0bNgQ0dHR6Nevn8fPtMzcqy2fZMu9mkEHafPFPj4+dp/1yL1mZmYiPz9feu5Vr3kS1YMcfZZVDyopKbH7rGe+GPBuPUjv3IyZ6kFmzM14MybJrAeZISZRPagcm89mqgfJikk5OTn4/PPPsXr1auzevRsAMGfOHERHRwstdNFCOsjRZ1k6yJu519OnTyM0NNQU9SC95xxpaWn47LPPMHHiRABAx44dER0djccee0w3HaTNvdapU0e3mCSzHiQj9+qt3Mw///yjy5yjsLAQ69evx7Jly7B9+3YAwLRp0zBkyBChhapaZNeDtDXqml4PyszMpBp1Gfv378eCBQvsG0bGxsZi+PDhQht4a8nOzsaqVavw+eefY8+ePQCAefPmYeDAgUKL77QcOnQICxYswKJFiwBYN8QcPny40CYyWvLz8/HFF19g5cqV2LlzJwBg1qxZGDx4sNDiWi1//vknEhIS7C966devH4YOHYoHHnjAI7tFRUXYuHEjli5dim+//RYAMHXqVAwZMkRoc4zLbZuxRn35nCMsLEy3mGS2epCsmCRzzmHGGnV10UF652b01kGnT5/GwoUL8eabbwIAevXqhdjYWERFRXl0D6lG7YjMmLR3714kJCRg1apVAIDhw4cjLi5OaJMoLZmZmVixYoV9A4d27drZa9Si6yZtyOrVzc3NxRdffIFVq1Zh165dAKwbjD355JNCC/61HDlyBAsWLMD8+fMBWDf5iouLQ7t27TyyW1hYiHXr1mHZsmXYsWMHANg3tBXZTFnLP//8g4SEBLzzzjsArJuhxsbGokuXLtSrC9JBZuzVzc7Otr/s0iy5Gdv3t22epNecQ1Zuxoy9uiUlJdi8eTOWLFmCr7/+GgAwfvx4DB061Okmr6yYNSZRr245smJSTk6OPTfzv//9DwAwd+5cREdHC23GqEVVVSxYsAAJCQkAgCeeeALDhw8X3u/CRn5+PtauXYsVK1bg+++/BwC8/vrrGDx4sNDGhlou79V99NFHMXToUKFNx7VQr64jpIMckdWr6816kFlzMzV5zaLsXt033ngDAPDggw8iJiYGPXv21KVX99NPP8WmTZsAAOPGjcOwYcPs91QUWrPoiJnXLHpDByUnJ+vaq2smHXTixAksXLgQ27dvR2FhIZo3b47Y2Fh069ZNFx306aef4uTJkwgMDESPHj0wdOhQ+/MiSnJyMhYtWoQtW7YgPz8fTZo0wZAhQ9CrVy+ProfFYsG2bduwePFi/P333wgICECnTp0QFxcn9MJmLampqfa9W3Jycux7t/Tp08fj2LF7924kJCTg8OHD8PX1Rbt27RAXFyf00hAttHeLI9SrW47Ze3XNpIO2b9+ORYsWYcOGDQCAMWPGIC4uzv4ZRJFdo87KyiIdBGs9aPXq1Q69um+99RaefPJJj3t1//jjDyQkJOCTTz4BADz++OOIi4vDfffd55FdmTro+PHjWLBgAd577z0AQN++fREbG4vOnTt79NwVFxdj06ZN+Oyzz7B161YAwKRJkxATE2PP1Xtim3p1y9mxYwcWLVqEdevWAQBGjRql65rFCRMmANC3V3ffvn1ISEjAypUrAQBxcXEYPny4xzVqM+qgvLw8fP755w416jfeeANPPvmk0ItwtMjs1d2wYQOWLVuG7777DoB5enVp7xYrVKN2RFavrszc66FDh5CQkICFCxcCAAYOHIjhw4fj7rvv9siuzF5dM+ZmZNaot2zZgk8//RSbN28GALzyyisYNmyYxzXqlJQULF68GK+99hoAICoqyp6b8STembUeZEYdRL265cjUQceOHcOCBQvsLwbv27evvUZt1HqQzDlHZfMko+ugy+ccZohJtGbR0efK9m7RIyYdOXIECQkJ+PjjjwHo16tb2fiWVaM2w5rFpKQkLFq0CLNnzwZgfRGdrUbtaT2IdFA56enpWLZsGcaPHw8A6NChA6Kjo9G/f3+PxyFBEISZCA4OdhqoDf3COYIgCIIgCIIgCMK82DbDkPFScFm2yWfv2CafvWObfDY/dA+9Y5t89o5tM/os07YZ4x1dZ+/YJp+9Y9uMPsu0TT57zzZBEARBEARBEHyQppBvV6Zt8tk70HU2v23y2Tu2yWfv2DajzzJtk8/esU0+e8c2+Wx+2+Szd2yTz96xTT6b3zb57B3b5LN3bJPP5rdNPnvHNvnsHdtm9FmmbfLZO7bJZ+/YJp/Nb5t89o5t8tk7tsln89s2o88EQRA1BYr98u3KtG1Gn2XaJp+9Y5t89o5t8tn8tsln79gmn71j24w+y7RNPnvHNvnsHdvks/ltk8/esU0+e8c2+ew927Iw4/Ugn71jm3wmCIIwH65eOOfZq2oJgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIadAL5wiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAyKYrFYpP4DGzduPPDII4+0lvqPEARBPkLAHwAAIABJREFUEARBEARBEIZDURQLAFgsFsUstsln79gmn71jm3w2P3QPvWObfPaObTP6LNO2GeMdXWfv2CafvWPbjD7LtE0+e882QRAEQRAEQRB8kKaQb1embfLZO9B1Nr9t8tk7tsln79g2o88ybZPP3rFNPnvHNvlsftvks3dsk8/esU0+m982+ewd2+Szd2yTz+a3TT57xzb57B3bZvRZpm3y2Tu2yWfv2CafzW+bfPaObfLZO7bJZ/PbNqPPBEEQNQWK/fLtyrRtRp9l2iafvWObfPaObfLZ/LbJZ+/YJp+9Y9uMPsu0TT57xzb57B3b5LP5bZPP3rFNPnvHNvnsPduyMOP1IJ+9Y5t8JgiCqF74VLUDBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQROXQC+cIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAMCr1wjiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIwqDQC+cIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAMCr1wjiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIwqDQC+cIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAMCr1wjiAIgqjRqKp6i6qqUaqq3q+qqp+OdoNVVX1AVdXuqqo21ctume3mZT53UFW1lo52a6mq2r7M9g162QUARVGuVRSlm6IoHRVFqa2XXVVV/VRVva/M51v1sltm+0pVVbupqtpZVdU6Otr1UVX17jKf79TLbpntBqqqdlVVtYuqqvV0tn2Xqqo9VFVto6qqoqPdiLJr3FVV1cZ62S2zfXvZdb5XVVVfHe2Gqqraqez5uEYvu2W2by7zuZ2qqv462g3SxKTr9LJbZvu6MrsdVFUN1NFuQNl1iFJV9Sa97JbZvqbs/nVSVTVER7u+Zc9blKqqt+llt8x2Y01MitDLrmKljaIoUYqitNLLLgCoqlq/smOdbN+pOdZN16qqGq45vkIvu2X2btUc6xmTQjTHTfSyW2bvRs1xgI52AzXH1+tlt8xeM81xsI52/TXHN+tlt8ze1ZrjMB3t+miOW+plt8xeI81xpI52Fc3xXXrZLbNXt2yO1FVV1YZ62lYU5Y6yOHq3oih6xqQ6muOr9LJbZq+F5lhXHaQ51l0HaY511UGaY111kKqq12qOddVBmuMWrs4VsH2l5lhXHaQ5vkMvu2X2GmiOdddBmmM9dVCk5riRq3N5URTl9rKYdI+iKLrqIM3x1a7OFbB9s+ZYVx2kOW7m6lwB29drjnXVQZrjG12dK2C7ieZYVx2kOdZbB12hOQ53dS4PiqIommNdczOKotSv7Fgn2600x7rFJEVRwjXHuuogRVFu0xzrFpMURQnRHOuqgxRFuVFzrKsOKsuddJehg8rsPqCNfTrY9VetefMoGTpIk5sJdf8XzHZ9VVW9p8zn2/WyW2a7kVqee9VVB6mq2lq15l711kH1ZOkgVVXvKLvOd+ucm6lTlv/qpp2b6mS7RZnP9+msg2qrqtqxbBxeq5fdMts3lPncXm8dVBaTorRaSyfbTTUxSc/cjJ8mJumtg67SxCRZ9SC9dVBDTUyqq6NdRS2vB7XWWwdpYpKuOkgtrwfdo3NMClPL60G66yC1vEYtqx6kuw5S5deDdNdBZT531FsHqfJq1Feo5fUg3XRQWUxqq0qoUSuKUl9RlC5l/+ldD2qlOda1Rq051rtGfZvmWFY9SO8a9U2aYz11kDY3o3uNurJ/Rwe72nqQrjVqRVGuKeub6aQoiq46SHOstw5qrDnWrUatyq0H1dMcN3B1roBtWTVqbT1IVx2kKEoLzbFuOkjb+6UoyrV62S2zd4PmWDcdpLWlKIquOkhRlKaaY910kKIo/prjW/SyW2bvKs2xbjVqba1UURS9a9QNNce66yDt/+toW1sP0js301JzrKsO0hzrXaO+RXOspw7S1qj11kHaGrWsepAZa9S69+pqjmXVqHXv1dUc612jJh1Ubktbo5apg3SLSYqiBGmOddVBWnvaf0cHuwGaY911kOZYNx2krTtq65F64CUdpHevrhl1kLZXV+96kLZXV9d6kOZY717dGzTH1KtbfqyrDtLOb1Xq1XXIzeg856irOda9Rq05NqMOMkWvrjZvIjE3o/uaRc2xbjpIm0/T5tl0sn2l5lg3HXRZbkbXGrWiKA00x2bp1ZWpg27XHJtFB5mxV1dbD5KVm9F9zaLm2Iy9umbRQd5as6hnTJK5ZtEbNWpTrFlUFCVQc6yrDlIUpZnmWM/cjLYepGuvrqIoV2uO9awHaXMzutaoFUVppDnWTQddtn5A1xq1oih1Nce6r1nUHOumg7RzUG3dUCfbUmrUqty9W2T26krZu0VV1WvV8r44WXu3yOrVlbl3i8xeXVl7t7TWec5BvbqOtk3Zq6s5NsWaRe26Lu16Lx3sSqsHadfPadfV6WDXlGsWVXk1atPpIDOuWSQd5MhluRmz9Opq60E1vlfXSzpI9zWLmmNZNepr9bJbZk9bo5a1d4vuaxY1x7quWdQcy6xRm2LvFm1uQ5vz0MGuos3J6LlPgipx7xbVO726eusg0/Xqaucw2rmNDna1fXFm1EG69upK1EHaGrVMHaRrbkaRt3dLhOZY1xq1ImnvFtV7vbq0ZrH8WGaN2hQ6SDs+tONGB7sy60H1NMe69+qqEvZukayDpPTqylyzSDqoHDOuWVQl9uoSBEFUBwz9wjlFUSwi/1W13wRBEITxUVX1EVVV9wP4A8AWAP8DcEpV1cmeJMhV62ao8wAkAfgewDcAjququk1V1fs99LmLqqo7AfxV5vNOAGdUVZ3tifAra2Z6HcBpALvKbP+pqupuVVW7e+Kzoij3KoryDYB/AGwFsANAsqIo73qS2FGtzYoTAfwLYE+Zz7+rqvqTqqqPeuJzWaPbBgAny3z+DkCyqqoLPCkmqdbNaZ4DcAzAvjKff1GtDPHQ5+aqqq6E9R5uA/AtrM/GMtXDpllVVeNUVT0C4ACArwHsB/CXqqqjPLR7laqqi2EdK9+V+X1KVdW1nhZeVVV9QlXVgwB+g/U6/wDghKqqr3jSKKRaN2j+oMzn7bA+HydUVf1KVdXWHvrcS1XVvQAOl/m8G8BpVVWne5KMUq0vx5sDx5h0TFXV71RVfcBDnzuqqroD1mf6G1hjUpKqqm+qHiyIUq0N1DMAnIL1OmwBcERV1R9UVX3QQ5/bqKq6GcAJWO/fdljH9weqB5tRqdaNRcfDGpN+KPP5kKqqv6iqOsBDn1uoqroO1uthi0lJqqouUj3YZKGsCD8awN+wjustAH5WFOWwoijDPPS5maqqywGc0fz4jKqqKzwtzKiqGquq6h8AftH8+G9VVceqHjQvqtYX+iXAOlZsnFJVdb3q4UI8VVX7qap6AP9n77yjJauK/f8pMD/T02dO+CS7kaCiCCIKkpMiKihBMoo5ISKCJAEBQUSQnJPknIeMCoJSKCoqCMPzvWf8PXPavz9qn7nndt8+Z9fuPjN9x/6uxVqzZs4t9u0+Z5/9rfp+q+C+2l8/pKp7DJMgVxvY+RWmr/lnqnqVqr6uNG6Kva6q3go8UPvrR1R1fx1CnKzWgP1gpt8bP1bVOar6ltK4KfYbVfU6bE+qMFdVD9chGkOoNTv+PPYMVvi+qn5TVTcujZtir6Sql2J7R4W5qvo1HcLwqGaQ+CR2/qpwr6p+V1W3LI2bYi+tqudhZ44Kc1X1FB1SwKKquwI/rP3VXar6gKruPGTcl6nqqdizch125nhEVc/RIY06IvJeEfkecA+2j94J/EREPjaMeFHNiPJ1pj/fD6nqxTqk2EtVN1XVbwNa++uHdXQ86LHaX/9EVa9R1TeUxk2x11LVmzEeVOFRVT1Qh+dBBzJ9T6p40FtL46bYq6hqxYMqzFXVI3SIRuFqQ1/2xLhK7a/126r6ttK4KcjyqnpxT+y5ajyo2PCoxoM+yvT9+R5VvU9Vty6Nm2Ivoapn03/mOE2HFM2q6o46xYMq/FBV3z9k3Ber6slMf74fUdVv6JCDfERkCxGp86A7gJ+KyKeGEQqp8aCjmf58P6Sql+mQAnNV3VBV78R4UIWfq+o+OoRQSI0HHcb0z/knajxo9dK4Kfab1XjQj2t/PVdVD9YhTJpqg6j2Zfo79gFVvU1V1yuNm2KvrKpXYjyowlxVPUqHaEallpv5DNPPMt9T1btVdfPSuCl20CkeVGGuqp6gQ5iLEg/6ENO/v++IyP0isl1p3BT7FSJyJj17koicKUM2kxSR94nI/cDdtb/+sYh8aBjxooi8UEROYPqz8rCIXDCsAFVENheRu4Hv1f76IRH5jAxhHBeRZ4nIUUzfk34mIleKyMqlcVPs9UTkNnp4kIjsN4w4ucaD5mK5k6sxHnSjqr55mDUnHnQ98JMUdw72rBymQwgBEw/aG3sGb8XeK99X1TtVdaMh1/xqVb0M2zvquZmjdQgTtlpupuJBd6Q1f1dV71XVLYZc8zKq+g2m517nqurJI+BB78d40Lex3OtdqvoDVd1xyLiLqepp2J5U50FnD8uDVHVrVb2PHh6kqh/V4XIzz1PV45jKF1+DcZWLdUixl6q+rcaDrsJqCg+r6p5D8qBnquoRac03Ys/hT1X16hHwoLeq6i3Y/XEVVrupeFCxOFmt4UbFg25KsX+kqjePgAe9QVWvYfqe9JiqflmHMEQlHvQ5jKtUe1LFgzYdcs0rJB70EFN70lxV/fqQPGgRVf0Y9llU9aB7VPV7qrrVkGteUlXPob8edKoO2dhJVXcC6vWgb2M8aNch476kxoPqe9J5OqQoXlW3VNV76eFBqvpJHUJQrarPUdWvMb0eVPGgoZqgqerGqvpNpupBVY167yF50NMTD3qM6fWg61T1jUOu+S2qOgc7R1f1oEdHxIP2w+7nqh70gKreqqrrDrnm16nqVRgPuhrbp+eq6ld0CBN24kF7YHtSvUZ9l6q+Y8g1L6eqF9JfDzpeh2iAqZab+TD2/X2T6TXq9w2z5sSDzmLqzHEdxoPOqDcYKFz3dqr6fXp4kKp+cMgzx4tU9UT660Hn65BNklT1nar6HXp4kKrursPVqJ+tqn08SFWvUNXXlsZNsddX1dux/b/Cz1V1Xx2uRv1UVT2E6Rz5QTUetEZp3BR7dTUe1FsPOlSH40FPVNV9mJ6b+YGq3qGqG5TGBRCR14jI5fTUqEXk6GEMj2o86NNMz/l8V1XvUdV3D7NmVV1WjQf15mZO0iGbbqtpTer5/lHxoJer6un054vP1iGNOqq6jaoq02vUD6rqR4bck56vxoPqz/fDqnqRDmnEE5G3i0hvPeghEfnskLmZZ4rIkUxf809F5CoRWaU0boq9jojcyvR64SMicoAM0axGRJ4iIl9k+r3xIxG5SUTWKo2bYq8qItdiZ/8Kc0XkcBmiUbiIPF5E9mJ6zeZ+EfmWiGxSGjfFXlFELumJ/ZiIHDuM4VFEFhGRj9NToxaR74rIe0rjAqjqUqp6LtP36FHxoJ2Z4kEVHlDVXYaM+1JVPYX+etC5OmTjNlV9j6p+F7i39tc/VdVPDMmDnquqx9CTL1bVS3XIQV01HnR/T+zP63C5maer6uFMX/ODalrd1Urjpth1rW6FR1X1oCF50JNVdX/6a9S3quo6pXFT7NcnHlR/Dh9T1SNHwIMqrW6FigdtVho3xa5rdSs8NiIeVGl1K1Q8aNvSuCn24jql1a0wSq1uLw/6karuNgIeVGl1K4yKB71rBh40Cq3us3VKq1uPO0qtbp0HDa3VFZGnisiX6OFBInKDiAyl1RWRN4nIDUy/px8VkS/JEM1qROSJIvIFpp/7fyAid4jIsDzotTUeVGGuiHxVhmhGJSKLikgvD/qeiHxHRN5VGhfmaXXPp58HDaXVTXvSbkx/p9ytqt9X1R1K46bYL1fT6vaeOc7SIYeLqeq2M/CgrrS6D+totLqb6cxa3c/qaLS6vbmZq1T19aVxU+x11LS6dR70qI5Gq3sQM2t11yyNm2Kvpt1qdafxIB2tVrdXF3eMDq/V/QQza3WH5UFLq/Gg3j3pFB2ysZMa36nrIu7C8mCj0urW77tR8aD3qvGge2p//RNV/bgOz4OOpV8Xd4kOr9WtexYrjNqzWGEknkURWUtE+rS6IvJFESnW6orIk0Wk8ixW+KGI3CIio/QsVpgrIkfIEA3yRORxItKn1RWRb4vIUJ5FEVleRHq1uo+JyHFSG65SEFdEpJcH3SMi94nIUFpdEVlCRPq0uiJymgzZ2Eln1uqO2rNY4edqWt1RehYr/FRVPzUkD/oP7dfqVjxoFFrdyrNY4REdjVa38ixWGJVWdw2d8ixWGLVnscKoPIsr65RnscJjOrxWt+5ZrDAqrW7lWew9J52oQ2h1Ew/6INO1uner6v2qOpRWV+e/Z/HBEfCgF6pqr1Z3lJ7FPq2uDu9ZfJbO7Fm8UkfjWezT6qrqfsPwIBH5NxGptLoVfiwic0RkKM+iiLxRRK6jvx50mAzRIE9EniAie9PjWRSRO0VkKK2uiKwkIpVWt8JcEfmaDDGcJNWDej2L3xWRe0VkKK2uiCwjIn2eRRE5WWqD8wpj93kWReQBEdlpyLgvE5HKs1jhERE5R4YcsiwiW8mUZ7HC0J5FEXmeiPR5FkXkYhEZSqsrIpvOUKN+WEQ+J7WmlV7olFa3rosblWfxrWqexVFrdeuexXrvllFqdX/KdF3cKDyLlVa30sWpjtaz+BDTdXFdaXXv0+60uqPwLO6kqg/Qr9Ud1rPYpNUdyrOoqltov1b3Z9qtVndYHrSRTnkWR6nVrXsW5zBare6bdUqrW2FUnsVKq1thJJ5FEVlZRPo8iyLyFRlicGzKzfR5FkXkbhEZigeJSBCRPs+iiJwgteELBXFFzLM4rUYt5lkchVZ3Js/iqLS6fZ5FHV6rW/GgXl3cBVprRl4Ye/MBPOgzOkRuRmb2LP5URK6Q0XgWb6ffs7iviAxboz6Efh50o4gM5VkUkdVFpPIsVpgrIoeKSLFWN/GgXq3u91ONesPSuDDPs9hbox6VZ/FT9PAgHY1Wt+5ZrDDuWt3FdMqzWGEkWl0R2VpEKs9ihQdF5KMiQ/mony8ifVrdUfAgne5ZnBdbR+tZrFB5FofS6qoNzK08ixVG5Vns0+omHjSUVldteHDlWawwV0fjWdyL6eeC+1X1Wzoaz+Il9PeTGgUP+jjTP4vKs/je0rhgw7hEpOJBFR4VkVNlyCGsIjKjVjflbIqhM2t1f65Wox6FZ3Emre4oeVCFh9S0uqPyLM6k1R3WsziTVvc6HVKrKyJvEZE5TOdBj4rIQVIbNlMQ90ki0qvVfUBEbhWRobS6IvI6Eak8ixUqHlSs1U08qPIsVrhPRO4SkaE8iyKynIhUnsUKc0XkeBliIFriQZVnscJ3RERFZNvSuCn24jLlWawwdxQ8SES2F5E+ra6I7DbkmeNFItLnWRSR80VkKK2uiLxTRPq0uiKyuwzXT2qQVnc2ehZv0OE9i29S1V6t7qg8i1+gA8+iqr5mBh40V62vbheexe+o6lBaXRFZVkT6tLoicpLUhlQVxu7jQWJ9dYfS6orIy0Wk17P4iIicJUMOftfpnsWqd8vQnsUGHnSRiAzlWVTT6n6bEWt1ReTfZbBnsQut7iOqesCIeFB9H/2Rqt6ko9Hq9nkW1bS6XXgWvymj8Sz2aXVlSM9ijQeNXKs7wQQTTLAwYawHzi2MEJFniwmm7hWRX4jI3PTn3ybSmRNjF0kibzGB1DvSn+eIyFAGygkmmGCCfwWomXYvAnoTWS8A9gEuLSnYqYnwbgY+DNQFeQKsBdyghQ151YaDXA30mi3+A/g0cL0WiIQSub0G+AzQKxJeDbhSC4ehich6mEhxbewzqPB04IPALVIgEkpJhAuB/YBeA/drgPPVxIFuqAlLbwM2AeoJ1KcAOwB3aIFpPCVrTgEOB3qbSrwSOFmtkUjJmgMmyns3UC/qPBF4D3CnFho0U5HnOKC3eLY4cJTaIJSSuItha94WqCdYHge8HbhdC0WAak0ezwJ6DZ4vAb4InFNSsFPV52L3xvuBetJ3EWB94GYtHJak1sT1UqA3kfU84HPA5SUFOzXT9hzgY0BvIeotwHVa2PRFzZB0LbBGzz89C/gEcGNJcjwVAa4E9sR+/zpWAS7TwgYLSXxwM7Ae03nQ07Dv9TYtMI2ric7OAw4EehPVK2L33KcL1/xabIDd27Dno8KTgfdhe1Kpafw44CtAr5lqGeD4JCxzIxXb7wS2ZPqe9ARgC2xPKjJopoTqiUDvz/8n8OX0byVxX4KteXtsv6+wKLApdm8UJZrVGgmcB/TuaS8G9sfeWe6CndqAxFuB3bD3agUB1gFu0sJGVGoNZi8Hek3nzwX2AK7WAgNXOqfcAHwS6G0a8ybgGi0U1KnqJpjJYE2mnzmeCXwE+zzcyfG0914G7A30GrhXBi7SwobbqTh5C7Ah0/ekpwK7YO9Ct0govePOAg4GegU7rwLOUDN+lKx5Rez9/Q6m70lPArbGnu+igryaOfpooFdEuBRwjKoeWRh3cez53go7G1V4PPBObB8tKn6JNVw6Deg1eC4GHAqcViIiUDPm3gHsCNTP94sCGwO3aqHxQM20eyF2Zq7jhRgPungIHnQLxoPqz5oAb8XOBUUiXzVR29VA7+/8H8Du2HnG3cgi8aBrU4ze4vhqwFVaaCxSM5vPoZ8HPQP4EHCLFjT0SzzoImBf7Dur4zXABWpN80rWvCp21t2Y6Tzo35jiQW6zROJBpwKH0c+DAnCKmmm/ZM3LYc/3u7BnusITgfdie1KRQVOtIcvX6edBSwBfVWu2WRL35diat8H2zgqPAzbDPuciEaBYc5Mz6edBLwUOAs6WAlNp4kG3A7ti76gKiwAbYPdzkfFArXnRJUCv6fz5wF4Mx4NuAj7KYB5UZHZUGyZ9DTPzoE9i+527kUU6W12F8aDe4vgbMB5U1GBBVdfGPo916c/NfAA767pFQjUedAD9PGgl4Fy1wU8la16ZKR7Um5vZDntWSk3jJwBH0M+DlgVOEGs04IaILIO9v7dgZh50R7qmJPbBzMyDXoH9LscXxn0ptidtx3Qe9Djss79dRIqaQog1EjgXuxfqeDF2z3yjRLgo1oT/VuzereccBLvHbxKRIgO22OD1y7Fnro7nAp8FrpKCoXNpT6h4UG8edA2MBxUNqk972fXY3lbHv2N74E1a0NAv7b2XA5+nnwe9DjszFjXcTu+MW7B3SC8P2pXR8KDePMnywJlqDZFL1rwS9nxvRj8P2gY7cxQ1EVYzBXyVfh60NPD1dCYpibsE9ny/l34e9C5sHy1qVKNmND4FO8vVsRh25jtNC4SLNR60AzPzoNu0sDme2oCdC5iZB+2LcXu3cDGd6W/Bzvi9PGht7FxQJPJNPOgqjJvUUfGga7VAuJi40yAe9EasHlQkqEuc70aMA/byoA8zHA+6GPgCM/OgC1X1Q4VrXg17r8zEg3bE9iS3WSI9A6dhuYHFev55OeBUNWF4yZpfhT0r72Q6D3oSlvu4UwsNmin3ciyWi6ljCeDolLspifufDOZB78D2pKLBBSnHdQa219fxMuydcJaW1YOeh51Hd2EwDypqEq7WEOQiLLdYx/Oxd+9lhTzoGUzxoN4a9ZpYHbnI7Kgm/r8Gy+HW8WzsjFNao34SlvP5LP08aFWMExY1WEi58ZuwXHkvD9oNe6+4G5snHnQ+ltvvrRe/Gjgv1QRK1vx6LDezKf08aHvs+S7lQSdiNZTe3O0rgRNT7cUNEVkWe757a9RPwGpEd4pIkUFTVb+E8bdeHvUK4EgKeZBaTe0OrMY2qEZdZIZSqwWeg9UG63gxVkM8r7Ae9Bzs3ujlQYtgNc/iRlSquj1WA+k1nT8Py1FcpQUGrsSDbsRqxjPxoGu1sPmlqr6dwTzoY8CcIXnQXvTXqF+PaYiKGm6LNS+8GdMUzMSDbisxS6R33DmYBqJ3f1gBew/uUbJmNa3G7fTzoCdjGo87tbB5lloD76MwzUkdFQ86rDDuktie9B4G86CiRjVqWp6TsX2zjpdjGqBTCnnQi5jiQb016k2w91VRczwR+Sj2zurlQS/CtFYXScHQuaTxugXTfM1Uo74xacVK1rw1cAX9NernYJq2a6Rg6JxYM/TrMW1dLw9aHcv5bOlfMYjIxth+txYz16hvloLG5mLNFi/Bane9nOS12Pe3W+GaV8d40EZM35P+DdgJy2O6eVCqiZ4BfImZa9SnizVMdUNtCP0dwObMzIPu0MImwmoDXY+hnwctCXxNzTxdEvcV2J60NdN50OOx3+NOLRxcoDaA43Tsc63jZcAhmB6gZE96Prb370w/D9oQq1GX8qDdMG7fy4NegGkxLtOyGvUzsHfsRxis1S0aTKKqWzCzVvfZwKcYXqu7B/1a3VWBK7RwGJra0O45zMyDPohx2VFrdV8NfEPNuFmy5lUYrNXdHnu+3abx9AwlwOZ6AAAgAElEQVSczGCt7kmqekDhml/JzDyortUt5UGHYXq+Xh60OKbxK9Xqvgxb87YM5kFF/iNV/QxwNv08qNLqnluYm6lq1IO0urdooQFbrXFak1b3ihIeJNZQbw7wcfp50JuB60qbvqSfuy7FqeNZ6f83Rwoa+ok1LrwC+71n5EEiUtRoTkTWZGYeNE+rKwWNzVN98Txm5kErYrqI3UvWnJ6D27HnYiat7p1aPuj269hz3MuDlgGOUxvQ4YY2a3Xfja25qFGNWjPsk+jnQZVW96TCM8eLsbNdF1rdjwPfoF+rW/GgCwrrQW1a3TnpPVyy5m0ZzIP2wGrJpVrd67Fzy0xa3avTeceNdL66gcFa3Zu1TKv7eGx/3pt+HlRpdYsabqdz7CCt7s7YmcM94Cm9487EzuEz8iC15oQla16BwTxoWK3uV4GvYbynjkqr+5XCuHWt7kw86I7E70pi74PV3np50GIYDz29cE96AfY570R/jXojhtPqtnkWLynkQTmexSKtrtiw+KuYWav7aew849bqpnxOo2dRCoehiUirVlcKGvqlvFmTVvf8lH8rWfMbmLlGPc+zKCJuz2LKzQzyLAbgFBHZr3DNrVpdKRymouZZnEmrW3kWjy2MuxiDedBmDOdZ/CwzexYrre6wnsWZtLoVDyr1LO6M5Rtn4kF7YTyoC8/i9amu44bmeRZLtLpPZEqrO8izuL17wRb7rViNeibP4ii0ujN5Fiut7qcK11zX6g7iQaWexeOxuu6MWl21JpButPCgYT2LB9HsWTyhMO5LsDNHr1Z3lJ7FmbS6XXkW18V4UNHQWDU9fJNWt8izKNZ4eJBW901Ynamo+aWIbMqUZ7GOSqs7RwqGzolI5VkcqNWVwobbIrIGg7W6u2AacbdWN/lRGrW6yddSsuaVsD1pJs/iNtiZo4gHiUiTZ/FYETmiMG6l1R3oWSxt2Cki+2JerJF6FsWG6DR5Fm8TkaIm4WIDdgZ5Fr9AYY1aTXd6MzNrdUfhWRzEg4bxLD4Fy+kO0upepYVDANR0yYO0uqPwLA7S6l6gpscuWXOTZ3FHhvcszqTVDZhWdxjP4kxa3bpnsVSrewSDtbpfVfMXlMRt8ixWWt0iz6KqVp7F3tzOS7F3wtmFPOh52L0xSKt7sxY2CVfz/V/MzJ7FzzN6z+KotLrX0q/VrTyLNxTWqCvP4kxa3aE8iyLS5FncDbg1+cC8cRfF8v0DPYsiUqTVTT65Rs+ilA+6rTyLvWeWZYETReSgkqA1re5MnsVKq1vkWUzc7ARm9iwOq9WtPIu9uZm3YTyoaIBb4sCNnsUSHpTu1Sat7ig8i71a3eeStLpSMHRORCrP4iCt7jVSOKBRRNq0ujcNwYOatLqXiMiwnsVBWt3bUw7OG3cRTBdxEP08qNLqjtqzWNfqlnoWj6FZq3t4YdxKqzvIs3inFnoWUw57Js/iyzHP4qmFPKhJq7sx9r4q0uqq9fVYEJ7FOWr9TErWvBXW160Lz+J1zKzVrXjQMJ7FG+jnQc/EamY3a8Hw7VSru5jBWt0L1frzlKz5jUxpdUftWTwdq5Eu1vPPy2He3n1K1iw2fLHRsyiFw1TEhoYM0uoenXI3buiUZ3GQVncYz+JemC56Jq3uwZhnvYQHVVrdmXjQhgznWfwAM3sWK61uaV/dyrM4k1Z3TYyrFA0mEZF3M9iz+CngeikYOpf6QTRqdaVwGJrYsLomz+KtIuL2LCYedAENnsUheNAq2H03yLN4h5QPeDqJwZ7Fk0TkwJKgYsPZZuqrO7RnUUQOxbjOIK3ucYVxX0aLZ1FEijyLSRM5k2fxJSTPYknvFp3yLM6k1a08i0VDY9X6xDZ5Fq/UMs/i0xjsWXwzw3kWN2NmrW7Fg4bpq9uo1VXrQ+yGmpa6Uas7BA86lwatrpqG3A2xmRmDtLrbYntSkVZXRL7OzDxoGeA4ESnyLIrIUszsWZyn1RWRUs/iATR7Fk/WAl1c2tfvpMGzOAQP+hiWuxvkWbywhAdleBbniEipVncbmj2Lw/TVrTyLve//1VPcIs+iTml1B3kWi/rqJs/ipczMg1YGLhQb3OhGzbM4k1Z3J+xdWKLVbfUsqnntJphgggn+5TEZODefEWP8VYxxhRjjCljy6/D05xWAf7b9vIg8LsZ4TIzx1GHXUkIKJ5hggglmO1R1GUyk0YR1sESSF4fSXyCo4wlYocBVoErFoZOYnqjtxeuxQqMXn6e/AFjHIpiZ2SWKSeb1s5ieFOnFK7FEsRcfwUhkE76kzuEhqRhyLtMLMb1YjDJRzNZY4awJe2hZo/6z6U8w1PFcjCC7kArLbQMrdtSyptgn0y/uquMZWNM911k1iYraBvdtholBvPgq/cbaOp6MmXRcRXM1c+3RTE/k9GJNLBnlxUH0C6XqeBxWKHYVqFKR4FSmJ2p78RqsEOHFZ+lPttchmJnZZQ5IwoRzmF4c7sVSWKLYi/djwrYmfFGdjVmSkO1cpic9e/ES7P3ggohsgRX7mvCJwsTqmfQXWuv4D2zfciEVntoG921bKLQ/gX5xVx1Pw55vVwI7iQ7aBlZsjIl8vDiSfvFmHU/EijIuE6VaU5Sv05wrWB0rXnlxAP2ihDoWxYobrmRwEkudwXTBSi9WwJo6ePEpTHQ0CIKZmV2DXVMR8FymF2J6sTiWM/BiR0zA04QvqLNBZUq4n8t08UcvXoiJ+FxIxda2d/MHtawZ3On0G+/qeBZm7HYV1VJho+052BITAXjxdfrN/nX8G7YnuQwNag2E2s7e62EFbi8Op9/EVkfFg1ziYbVmqyfQvCetgpmZvNiH/gJgHYtgZmaXKCb9jmcxXbDSi4B9Zl58DCvwN+EwrxC3xoOahFYvp0wUsy0mGm7CnoWit3PoF3/U8TxsD3AhiU7bTHA7q2pJM7hT6Bd31fEMCpruiUhOPuAdWJMkL75Gv7G2jooHuYrmSVR+FM08KOf8NxMOoV8oVcfjsUKxq6lmEtGcQjMPei125vFiT/qFkHUsAhyrzkbeSZhwNs08aGlM+ObFbpiosAkHqdOQqFPNMZqEVi+lYNh0aozU9m7+ZDK8edHGg56DvR9cSGtpG9y3nZQ1xT6RfnFXHU/DTHiuOlIy/LeZ4DbB7iEvvkK/eLOOJwHneMXDIvJy7OzdtCe9CXtWvWjjQY/DGtO7hHppDzudZh6Uw0lnwu7YHjwIgpmZXc2i0rviHKaLZHuxBJYn82JnzADQhP3U2ZilJoZsElqV8qB3YKaAJnxYy5ognEG/4LSOZ1GWm1kDy9014T3YGdCL42jnQed5DQ1qAyXazt7rY6ZvL75Mv4mtjidgxsESHnQizTxoVYzTePEF+pv11LEoNnjI1bghiRHPpJkHLYcZ/Lz4OMZVm3C4OpvmJk7dxoP+k7JG3tthOYEmfE5Ve5vWNyLlLtp40POxhpsupJxLmwluVy1rBncq/Q1I6ngmxilcuRm1pvRt+YB3YrkyL46hX1Bex1OwNbsMDSmH+BWazxxvxXKSXhxCf1PDOioe5Gomo9bQ4xSaa9Svo702NxP2on94Qx2LYGbmxTxBazyo6ftZBsuxe/EhLKffhIPVOTwk1R7OpZ0HuRvYpZrJti2XfbrQ/HMW/WbgOp6DvR9cUGvQ3TawYjsta4p9Es086OkUDIZLNcC2wX1vw2qKXhxFv7G2jidhOW5Xg6tUaz2W5j1pDdrPfzPhi/QbRup4HNbUyTVcINW0T6c5N5PDSWfCZ+hvEFhHxYNcJunUTPlcmnnQkpgWwYtdMe1DE/ZXVdcw+Uwe9CJM8+FC0pa0meA+qmVNEM6kvylSHc/GzlIuJA1P2+C+rTBNkBfH02/2r+OpFNSoU9PCtoEVG9CuB5oJbTzoidiQD5eJMjVqOp5mHrQapnHzYj/6GynXsShmZnY1bhAbJNdWo875LmbCJ7BmXE04wtssKjXsaatRV+8HL7bHjJJN+Ly3QWWNBzWdY19AGQ/aFGsS1YT3q2qbHmgmnEq/8a6OUh60Ktb0oQnvxkyhXhxLf/PnOkp5UI5WNycPPhMOpb+pYR2Ppzut7uuw/cWLvcjT6roaeSdtUBsPeiXt38VM+DDtWt1D1Dk8pMaDmnRNL6NMq5vzbv6MljXq70qrux7tOcod1BpNenEyzVrdp1NQo1Yb1t1WF3075TyoqQZR8SCvVvcVWP27af99C+Va3aaBFY/Dmp+5mmqm69u0uq+mnZPOhD3obxA47X8PfE1EXINd0yCac2nX6pbyoLZ384Hexizp/j+PZq3uiynQ6qpqzrv5Y2kf8OIM2nlQST1oTaxe2IRtaNcDzYQT6Df71/E0LDfj1erm6EM3okyrewTdaXWPo5kHvRE7P3ixP/2NlOtYFBsa6NXqPhPj3008aHmsqYMXn8LOhYMgwFfUOdg1U6v7Csq0ujtgjTObsE86x2cjU6v7Auz94EKq87S9m3fTsmZwp9Gs1f13CrS6as0Y256DLbD6nBdfp7/pWR1Vjdqr1V2W9rN3Th58JhxGu2fxLHU2k0lDJ06kmQetQplncW/aedDx3kbeNc9im1a3xLP4USx/1oRDvcNDUsOeHM9iiVZ3G9o9i59Nw2e8OJt2rW4JD8rJUe6kZc3gOtHqpnx7Wz5gM9r1QDPhaNo9i+cUaHWXwM7ebZ7FksHNB9PuWTxdx8uzuCf9Q+zqqDyLrkbemudZXJoyz+IHyPMsuoYoar5n0a3VVWuY1vZu/oSqruONje39bZ5Ft1ZXbWBgm1bjfVrWFPtEFqxnsaQpdpZWV50DT5L+41gWnGfxFO+QtdTYMEerW+JZ/DQZnsXUxDIbaVBFjmexZKDRTrR7FvdNDYyzkQbZdeJZFJEcz+KHRGQjb2zyPIvu3IyI5GjWO/UsprNrNlIj1baz9/rMPs/iGyjT6u5Ds1Z3EUyr6xo2PQaexcOTLjsbSfd9Hu2exRKt7vsw3XoTxs2zmJOj3EXNb+1Fm1a3lAfleBY3p10PNBPaPItVjdrLg6p+IQvKs3iG+j2Lz8Nqek25mZUp8yx+jg48i8m31eZZLNXqfhDznTXhYBFxDQ9J/rgF6Vn8VOHAsjPpRqub01dtOy1rit3mWSzV6ubURXP0QDPhKIy7D0KXnsU1KPMsHoj5mQehqlG7PItpQMppNOdmuvQsHpWGO2cjvSvatLqlnsVdMH9+E7ryLJZqdTenvZ/AR1KO1otOPIspd92mWX8vlgv34jjatbrneXmQWj+PNp9c155Fl1ZXrW9KGw/K0SjOhH3pHyhTR5eexVfRnWfxy6n2l4354Fls89HslWqs2UjDHM+mWatb5FkUkU3I8CymYade5Gh1S2rUOfmAd1Gm1e3Ks7g0dvZu+l3Xpsyz+CXaPYtneD2LadjIyXTnWWx6DhbBBg+5Bhqlgb9tWt0cvcBM+DCmbWrCwSLi8iyKSK5W1+1ZFJGtaH837y4iTV6tQejEs5j6abblKLdPwxC9yPEslvRuyamLjqNnsY0H5Xi1ZkKOZ/GUAs/if9DOg15NuWexTat7tNezmDTUbb1bhvEstr2bD1DnMPlaPaiJB72YAh4kIu+ivZ/AR0WkxLPYlVY3R7Oe08N8JhxPs1b3qdie5K1R5+hDc3r3zYQj6B+8V0flWfRqdV9KnlZ3b0/chH3J8Cyqc9h00uq2eRaXp8yz+Els3sIgCHBkgWcxV6tb4lncgXbP4t5ere4EE0wwwcKIycC58cKiInKciNwvItekpiOIyBwROUBEbgI+LCJ7t02YF5G1ReQOEfmOiJxXHYhE5CER2UtEbqW9+eIEE0wwwcKID5D3/tvFI05Iop+cpmZPxV+83InmoleF93mScqlgnlO0eDz+xvRb0ZzMqfBOEclOyqWCec6wMMEvAnkbzYaiCut4k3LkN9F2NdtOza1yGqm+2itOIN9M4F1zoFmUVuHltItTS9fiujeSaDengdCzaU9G9GJXmoteFXb2GEeScDgnQfhk2geP9WIHmsV/Fbb2iBOScDhHULoofgPeljSLeyu83ZOUSwXlTu47LGG6WMZ1b0kNmjzoak9alWahbIXl1NlQ2bEW75qXolmUVuEltDeS7cUHaC56VXi/R5yQhMM5Q26eSbtgvhe70Fz0qrCjx0CfTGTbZlz6RPyCivfRLLSp8B51NBJLe27OXpN7NqnjXTSbHCtspM5GYuTvNd49aV2aRSsVVlNnIzG6e75fQ3PjlApL09xIdpi1eNf8n7SL0sDEWF7jyPvJ40G7eowjyQSec/55Gt3xoO08jcQSD8o5/+SeTerYmmbjdYV3ewz0Th7kFYG8nWZDUYX11Dn0l+6elTVpNjFXeK1XnOBYi3fNr6JZlFbhFbQ3ki1di5cHvZh2cw6YUMvb3LArHvQM8pqaPQV/o6FcHrSNOhqJpTNVzhCM3LNJHe+hWdxbYTN1NBJLZ9ecvaYkN7MxzY0VKqylzkZidPR8pybJOeLM5b0NlR1r8a459/zzUjrkQUmEnoUkHM45//w77UN+epHNg1Jj7iykvSDn/JObo61jO5qFNhXe62kklvbcnDxwlzxoE3UO/aU7HrQezY22K7wxves96OrMsTLNhsEKy6q/ofKC5kEvoF2c2ovcPcnLg3LPP0/DP3hiZ5rFfxW29xjoE2fKOf88AT8P2oZm43WFrnjQIvh50GY0G4oqrO9tJEb+XuMdvromzSbmCq9LOREPunq+V6B52HuFxRkfHvRS2s05YOLwtgZKvcjNzezi5EG5eeB/w99oaEeaTVAVtvU0EkvGt5zzT+7ZpI730tyAqsI7Uq49Cx3zoE1oNhRVWCvVNDzoilOsTnNT2worikhTA6Vh1uLdk5ah2ZxT4WW0D9ToRSfn0VSzzDn/lPKgnNzMTuoY+ptqwznnn9wcbR3b02yCqrCVOhqJOXjQovh50LtpHkhSYVMRcTUSozsetD7NjbYrvMnbSIzunu/X0zzco8KySWPjQVdrXpxmc06FXK1KHdk8KJn1spC0XTk8KFerUkcuD9pBRLJ5UBp2knP+KeFB29JsvK6wRWpGmoVkIM6tUXt50OY0N3upsIGILOaM3cmzgjVazTn/rKKqTc2th1mL9/leieYGkhWWoHmgxjBr8Z45cs8/z8XvO/DwII9WN/f8k6tVqSOXB5VodXPrQZ1pdT0G+o550NtoHoJWYW215vgedPV8r0FzM6cKK6mqq6Ey3Wl1X0lzI/0KL6d9oEbpWrrU6noHkefWqF08SES61urm8KCtPUN/U6O0rrS6W5Cn1X1bGm7jwYLW6r7Z20iM7vakN9A83KNCUH9D5a7WvCTNjfQrvBhrBupBV1rd3PNPrlaljp3Jq1Hv4Gkk5tTq5pxN6uhKq+vhQd7czDtpbvZSYaN0Lvagq9zMOjQ32q6waqrDeNDV8/1qmhunVMjV7JesxXvmyPUq5Wr26+hKqzsOnsXtUr4lCymPs6C1uu/yDP1N+bKutLq5nsV1vUN/6a4e9BaaB69WeI2I5Gj2S9bi3ZOWw4YVtSFXq1KylhIelHP++Q/Gx7OYe/7J1arUsTBrdUs8izn3U0luZiOaG8xVWHNctLrJs5hz/nmVOhsqO9biXfPSTDyLdXTiWUwDH7bNuLRLz+J7RSRbq5uaNy5ore7G3qG/dOtZzDn/rCYiY+FZFJHX0jzksMIyBQ2Vu1qzR6tb4lkceY16lnoWc88/JTxoQWt1S3hQrlZ3NnoWV1bVHM1+yVq8a16e5mHvFcbJs5h7/nkOfq3uruTlZrr0LHq1urk8yKvVHQce9A7P0N/kM1vgWt3ku/Ogq/f3G7Hm0W1YQUS8DZW75EG5nkXv0N9cHvQBDw8Ska61uiP3LKZeormeRW+NOtuz2BEPKtXq5uSBN1Xn0F8WvGdx9ZTz9KCr5/t1NA/3qDA2nsWUa885/7yQDrW6HXkWn874eBZzezaUanVzeNAW6hj627Fn8R00D6ivUOJZ7ERjhuUwc84/rxeRHM1+yVq8e9KK5HkWlyBPs1+ylhKt7jh4Fj1aXY9ncdvcuAnZnkXP0N807KQrrW6uZ3Fzz9DfjnnQpuRpdd8qIks6Y3f1/n4TkHP+KfEsdrKPisiy2AC1NizG+Gh1X0geD8rVqtTRiVbX4Vks0ep25VnsWqub5Vks4EFdaXU3wDTrbVhDRHL6a9fR1Z60CnmexVemQdoedLXmXK9Sl55FV406eRZzzj/PoEPPYoc8yKvV3ZY8z+KW6hj6OyaexQ29Q3/prnfLBBNMMMFCh8nAufHCEsBXY4yvBH7LdCHOM2OMb4oxtk6PTSL4PYG1YowrAXcxfZL6n2OMq8UY3ROQJ5hgggkWAuQKDl5KngC9wlrkJYrAL/7OXfMzyTPFVHgDeYki6G7NT8RXkHklec2toLs1i+NaUtP23OaeXkGM5/rszyOJx3K/lzd6TMF0tGZn7GWcjUjWJy95Dd2t+QXkNYuu8BbyzAzQ3ZqfRl4RpMLK5CWKoLs1Pw7foMMl03856GrNrtipmVluoWy9JNzKRVd7kpBfKHtdavKQiw3JS15Dd9/h4uQZcSusQ56ZAbpb83MAT3OkN5Fn6obu1vwUfI0KViTP1A3drXlRHEViVV2MvII5jMmelAq5a2RevpbHoMN4nDlWFBHPsIwNyM/VdbXml5EnQK/wVvLMDNDdmv+dvEFeFVYlr7kVjA8PWo685lYwPjzoheQ1t/KsoeR6z570RPKbe77JIwJhPPakVzobkYwDD3oRecKLCmuSZ2aA7tb8dPLfbWDDUXPPr12t+fH4mqcsxXjwoOxrU80kp7kVwPpJJDHydeDjbouQz09X8TRHYjz2pCXJE6BXWJc8EQ90t+bnkn8fwXjwoH/DN1z51eQNooXx4UH/ieWMczAuPOjp2P2Rg7U9TSQZj+d7JafwdBxyMy8nn0+DnRlzv5eu1vws8poDVFiNPFM3dLfmJ+Frpv8q8ppbQXdrXgTH0CG1gZkrjngNJdd79qQnkZ8ze7OnYRvjsSct5zTgjQsP8gzLGAce9Azy321gZ6rcIQddrfkJ+JqnLIPl8nMwLrmZ52CcMwcbegT8nnXg25MeRz4/fYOnORLjsSct5RwauB55jSaguzU/j/z7CCwnkjvkYFx40GvIa24FY1KjTsPKcppbwfjwoGeQn8df19NEkm6f79yz4Gs8TWIZDx70n+QNzakwDjXqZ5OvdQC753L1TF2t+cnkDdWosDymWczBWPAgEXkp+bXFcdmTnkLeIFqAt3gatjEeZ47lncMyxqFG/RLy+TSMh1bXy4NWYcFrdb08aDZqdZ9HvsZyXHjQ48nXDqzmMQUzHnvS0mnIVC7GgQd5tbpvJs/UDd2t+ankv9vAfr+c5lYwJjwoNbTJ5dTjcub4d/KaW4HxoOzmKXSr1c09C66c9t1cjAMPegX5dUUYDx7k1equTt4gWhgfHrQiec2toFse5KlRvwyrY+VgXPakp5Lv61jTM1yZ8ThzrJgalediHHiQ17M4DlrdZ+LT6s5Gz2Igr7kVjAkPSg2xczWW41Kj9ngWV0/55VyMw560bMrj52IcatQvJN/7ChPPYi+60urOOs9iqt/mnl/X9zS2pbs1e86Cr091+Fxk59rp7jtcgvy6IoyHVvdfwbO4ErPMsygiLye/tjgWe5KIeDyLb00Dk3MxDmeO2ehZXIx8Pg2zU6s78SxOR1da3RcxO7W6uTmzNZLvOhfjsCcF59DAceBB/wqexXHQ6np50NLYGTYHs9GzuIFn+KpnHfj2pEVxeBbT8KNcjMOe5KkrwnjwoH8Fre5s9Cy+gvw+QGPBg5JnMbf34DpjpNXNjf1qEcm9j2A8atSz0bP4bPK1DmCcaUFrdb2exVmn1U210Fyt7ljwIBF5Mvnvijengaq5GIc96VWpz1cu1mfB52ZejM+zOFu1urnn13HR6i5L3iBaGJ8a9XOx2lsONkxD9XLR1Z70OPK/l1VTn85cjMOetJSIzDbP4vPJv49gdmp1Z6NncQny+wCNBQ8SkWeSn8df1zPwnfHQ6r429TPPxTjwoH8Fz+Js1OqugHm3cjAuPKhLz+IEE0wwwUKHycC58cLPYoz3pj/fzXRRxjmOOK/HEge3ici9wDZMb8bmiTXBBBNMsLDBY3zzXOtpLOKJ22Xsrq6F7tbc5ec8DvfG452G8a4+jyeRnyjyxp48K9MxeVamMLk3pmMc7o1FyDcme9fhufaJ5BenvLEnz8r8iT1Z8/yJPRvX7LlWyBeiQEdrTmLurvbG2fgdTtY8f2Iv7Gt+Ymoo3kVsz5qfzIQHzY+4XcaerHn+xF7Y17wo+YJ8b2xvbsbTTGPyHZbF7TL2ZM3zJ/ZsXPOs40HprOYRTy7s3+FkzfMn9sK+5ic5G2d1uSdNeFD3cbuMPVnz/Im9sK95nHiQR8s4+Q7L4nYZe7Lm+RN7YV+z4KvDdMWDHs+EB82Pa2E87ruJFqA8tutd7zSMz0Ye1OWzMhvvu9m45nF4VsZlzQv7vfF48pvGeWNPeFB57MmzUn79uKx5cm+UxR0Xre4TmGh165g8K9MxDs/K5N4ojz0ba9SLONexsH+HkzXPn9gL+5qfICLjwIMmWt35E7fL2JM1z5/YC/uavTyoqzU/kYlWd37E7TL2ZM3zJ/ZsXPOs40Ei4tXvLOzf4WTN8yf2wr7miWexPG6XsSdrnj+xJ2ueP7EnWt3pWNi/w8may2NP1jx/Ynu1uuPAgyaexfkTt8vYk3rv/Int4h+p1pqLiVZ3/sSePCvzJ/ZEN1N+fVdr9r7rJzxo/sSePCvl14/Lmif3Rllcr2exq8/D62MYl/tu8qx0fy2Mx7MyG++NJ6dhjhNMMMEE/7KYDJwbL/yl9ud/MN2o9QdHHAGujTGukP5bNsa4fWGsCSaYYIKFDT/PvC46rgV4uKNru4zd1e/nvd5z7SPYdzPquNDd5/HfwJ8zr/2vEMLfOlqH531jMc4AACAASURBVNr/A36Tee0fgF91tI6u7rt/AHMdccflWRmXPWkc1jEue9Jc7H4adVzv9Z5r/xf4Y+a1v4ox/t4Ru5N7I4TwZ+B/Mi//k+Na1zqc10L+5/FP4NGO1jEu991kzfMn9mNA7jliXNb8a+zckYPfpf+6WEf2tTFGzzP7V+AXXazDea3n+oidubtYx7jcd7NxzT+nOx7U1Zp/wfRcZxPmhhD+3tE6PNf+P/J50O+xPayLdXT1Hf4de1d0sY5/BR40DvvMuKz5UewMO+q43us91/4PxhVy8MsYYy5n8q7Dc+b4I8bfcvAnx7WudTiv9Vw/4UHl147LOsZlzXOxd9yo43qv9/Kg3HzLb7EzShfr8ORmPOeIvzDhQaXXdhl7Nq55NvKg/8JyATl4NISQm1v2rsNz7e+wvSYHntqRdx1dfYd/Y8KDSq/tMvZsXPMjLNw86H9SLaaLdXjOHL8nv+78R+CXXazDea3nem+NehzWPC7Xjss6xmXNs5EH/Yp8zaqnduRdh2dP+ht2vsvBXzBt0MjX4bzWc72XB42LbmYcroXuPo/ZyoNya9SPxBhzfz/vOjzXevItntoRdPus5Mb27F/edXT5rCzsPGg27qNd8qBx0Or+IoSQm8fxrsNzrafuPNHqlq2h5Ppx2ZPGYR3jsifNRq3uL8nX6npqR9CdVtfDbTy6Xtc6nNfCRKtbx7jso+Oy5q5iz0at7m+YZVrdEMI/yc9dzFat7ji867uMPRvX3KVnsas1e7S6j8UYZ5tncaLVLb/We/1kTyq7tsvYjzL7eJDLsxhC8PQ76erM4dHfTrS65dd2GXuy5vkT+zFmX43aU3ceC61ujNGTT52tPGii1S27tsvYs7FG/Qvytbrj4ln0anUnPKjsWu/1Ex5Udm2XsRd2z+L/xhhzr/Wuw8OD/kC+/nY28qB/MOFBpdeOyzrGZc2zVaubW3f21I686/DwIK9ncWHX6o7DmsflWphodevw8KBHUq21i3V4rv0t+XVnr2dxHHQGE61u+bVdxp6NupnZqNX9H/K1uv8dY8ytZ3vX4bn2D+TnW/4VPIvj8qyMy540DusYlz1ptmp1u/IsdqXV9dR4ZqtWd2HnQeOyj47LmruK7fEs/jyE4PEsTjDBBBMsdJgMnFs4cSewqogsDiAiTxGRJRfwmiaYYIIJxgUnZF53QwjBQ0TmAD/NvPZER1zP9d8NIdydGzSE8D3grhGvwXv9z4HrcoOGEOYCV2denvtde6//LXBBbtDUGO+8zMu9n/Mp5IkT/gKcnhs0EeWTMi8/IxnMc3EOeUk5zxoq5H5+F4cQPMn8y8kXHHT1rNwSQvixI+5twA8zr+3qWflBCOGO3KAhhB8Ct2de3tXn/F/AlblBQwj/A1w24jXUr89JWv0f+XsMMcY/A2c51uDBaeSJE/4OnOqMnbuWc0IInuEQ3yDfDNLVfXdlCMEjILia/OJeV2v+Zgjh+7lBQwjfAnTEa/Be/yBwc27QEMLPsPPdKNfgvf5/gUtzg4YQfgNcNOI1VDiZPHHCH4Gzc4OmZp25Z5RTnI3YzyRPnPAP7EzlQe7n940Yo8dwdhH54gTv+zt3zdeFEDzFmxuAh0a8Bu/194QQ7skNGkL4LpDLm7pa88PA9blBQwiPAteOeA3e638DXJgbNITwf9h7dpRrqHAKeeKEvwBn5AZNwsnc/eB0ZwPCs8kz0HfKg2KMngaEl5EvOOjqvrsphPATR9xbgFze1NWa7w8hfDM3aAjhB1g+f5Rr8F7/GHBVbtAQwn9jPHmUa/Be///I32NIZqzcM0oJD8oRJ/wtXetB7n5wltNwdh75IqiuvsPLY4wec8dV5BtHulrznTHGH+QGTXvB/SNeg/f6HwG35gZNe24ub+pqzZ5cCyGEXwMXj3gNFU4iLzfj5UF/JZ8Hnew0d5xBXiOxTnlQOgvm4kLyzSBd3XfXpDN3Lq4jX8jW1ZrvTtwmC4kz5fKmrtb8EMYhsxBCeIT8+pF3zbmc+tfk51oIIfw/4PzMy7viQX/GciJZSLmW3FztaSmXk4uzyONB/8RyTx7kfn4XpZxZLi4l3xTfVW5mTgght+YM9u5+cMRr8F5/Xwjh27lBQwj3A98a8Rq813tqzoQQfkF+/WgseFCqlZwz4jVUOJW8GrXn3FMhmwel5n+5yOVBke6+w8tSbTEXV5JvQO1qzbenGm4WUm04lzd1teYfYrXyLIQQHsRySqNcg/d6T66FpHXIrR91xYP+QP4eUw0tyM3Vnuw0d5xOfo26Kx50btIG5eIC8huJdXXfXRVj9BhKryXf7NXVmu+KMd6XGzTGeDeQy5u60s38lPyaMzHGh8nnTV3xoF+Rn2shxvg7uuNBJ5NXo/4T+ToYUkPBXB50qrMB4ZnkNRLrkgddEELI3WPAvu/c+lFXz8oNIYSHHHHnsOC1ut8LIeRqbwkh3Afk8qau1vwI+TVnQgiPseC1up49pmqMd27m5WPBg5xa3TOdw8LPJa+RWJc16ktCCJ4GhJeTb6Dv6lm5NYTwo9ygMcbbgAcyL+/qWXkgxpirvSXG+CPyeVNXn/MvgCtyg8YYPTq6rnjQ78nfY0jPa26u9kQnDxoXra5nOMT55DcS6+pZuSq933JxDfkNSbt6Vr6V8qlZSHnaXN7U1Zp/AtyUGzRpdW8c8Roq5N4bvwQuyQ2aztu5OroutboeHuTRrJTwoJwzSpc86PwQgmdInker29Wzcr1Tq3sj8LMRr8F7/b0xxu/kBo0xjoNn8WEcnsUY46PY/j/KNXivd3kWY4xdexa70uqenHn5bPQsXjILPYs3p3pJLm7FdGmjXIP3+u+HEHK1t4QQHgByPY7j5Flc0Fpdl2cx1W9no1Y3dy1nz0LP4hVJ75CLWedZjDGOg2fxx+TXnIkx/pR83jQWnsUYo0dHNxZa3TRoN9uzmIa95eIMFm7PYlf33bUxRk+D0etZ8Frd74QQ7s0Nmq7N5U0Tz+IUSrS6C9qz+Ge69Sx6tLrj4Fm8KPk6cuHR6k48i1PQ1K8hC+lMletxHAutbozRUz8aC63uv4JnsSOtLnToWZyFWt07Yoy5NWdijHcCubxpLDyLMcZx8Cx6tbq/Ir9+NC5a3b/i0+rONs/ieTFGj2dxHLS6s9GzeFfqS5mFEMJ3gFze1JUWwFNzJtXocnlTV5/zr/DxoHHQ6ro8iynXkq3VTbmcXJzFgtfqXuj0LF5C/gCrrp6VG5NGIxc3YRqQHHTmWYwxZnsWY4zKgvcsemrOxBj/i/xeL2Oh1Y0xes4oXWp1s3lQjNHjFzwz9enMxThodS+NMXp40BUseK3ubU7P4u2MgVY3hODxLP6YfN7UpVbX61lc0DzIpdVNQy1zzygnpf0gFx7PYldaXa9ncRy0ulc7tbrj4Fn8dvL8ZCF5iXJ5U1dr9noWHyLfs9jVveHyLCatbq6Ozvs5TzDBBBMsdJgMnFsIkcx02wJnicj3sIa1Sy/QRU0wwQQTjA9Oo30gwj+AAzxBUwF1/4xL78TRtCHhQvIEz/s54wLsS3vi5QEcxgCAGOON5AmkD3SKcMG+m7Zk8CM4Cz0hBCXP+HmY0xgAcAjtBapfAUd7gqYBfDnJ42OdTRsAjqS9aP4H4DBP0CTiPCLj0rOdZiWA42hPYP8VOMgTNAkqvphx6XUes1LCmbQX1XL3l3lIjQdy9oS7cTRtSLiMvObEJXvSfrTvST/GYQwASAn6nATXF50iXLB7o+1nHsOZOEtNS3IS3kc4m3gDHEq7ifI3wFGeoGnwxNczLj0h+AasAXyVdkPDH7HfLRup4UXOPnZ+GgbiwYm0m6z+DhzoCZqaQOecU24KIWQPWEs4h/Zhlbn7Sy/2zbjmezgSwQlXkVfo39/ZlAVs720TxfwMZ8Pc1NQjp9B/iNMgDfaOa/uZ3Gd1HlKT6xxx4VHO5nUAh9MuHs49P8xDEnHmnK1OdTZtAPga7YaGP2NnwGwk0fWXMi69zDNYIOEU2sWFXfKgO3CYlRLOJ29IS1dnju/jEMQAhBCuJ68p1wFOES7Yd9PGnX6OU4SbBJ85e++hTmMA2DPQJqL5JfZMZSMNnjg549JjnE0bwHhQW9H899jelY0k4jwy49IznYMFwPb0tmYTpTwo52eu8ZiVEs6gvRFolzzoLhxNGxIuIU/w3NWe9CMcxgCAEMIt5AkDvuhsFAV2hm3jQXNxFuNTU4+cHNSXnYIYsHdsWz7HzYOSme24jEuPT9d6cBTtQ5jcPCg1GsrZx77hMSslnEA7D/obeXmWeYgx5nKnG2OM2WalhLNpN36W8qCcn/kujuZ1CVeS15SrKx6Uyw/mIb0rcoyiBwffUFew91Xbz+Q+q/OQDMQ54sKvOJvXgT2DbftY7vlhHtLZJ+dsdbLTrATGr9rOVl3yoEs8ZqWEk7EzchP+gT8380/yuNPtiSN4cD55xk/XOSkhZ0+6H0fzuoTryGvK1RUPehinCDdx6pyGOV9yNvEGOJh2HvS/wDGeoCl3kcP3vpZyIh4cQXuDq/8DvuwJmnJEOWerEh50LHk86GBP0JSLy/mZq0IIucPsK5xOeyPQLnlQbk6yjovJEzx3yYOyjQEAKSee05TrwJRr9+BA2mvUubXbeUhNPXJyUIc7m3hDHg/6NVaDyUYysx2fcelxzkHTAF8hjwd5a9S5+9h5wTFYIOF42gdku3lQqlnm/MwNHrNSQpc8KKcedA+OQdMJl2O17TaU8KD9aOdBufxgHlJTjxx90EFOgzTYvdEFD3qQvGblRybthweH0V6j/i22D2QjaWFyzlYnJ42NBzk8KJfTzEPSHOXkcy5KWiYPTqLdZOWuUSdtV8455dakGfPgPNqHVXaZm8nVi9VxLaYBbMMBMUYvD9qfdh70EM5GUTHGe8gzih7iNEiDnaHbatQlPCiX7x3tbF4Hdi7I4UHeGnVujvn04BuwBsaD2ozguZxmHhw86IrUHMaDrrS6uXvCN3E0bUi4kLwhLTlnnl7k8CC3VjeEMIdMrW4BD8rR6j6KX6ubm4Mq0ep+ie60ujl1r2OdzevAzj8LUqt7Tmpq4MFxtDfd+xv+GnUuD7o+2MBrD84E2jTJ7txMQs6e9B0cTRsSutbqtp1TcvnBPKTBdzl58S8W8qC2n8nNWcxDygPk1OK70urm5lHnIe0zx2ZceqKzaQNYnqgtx1zCg3L3sQuCY7BAwkm0D4brUqt7cwghe8Bawrl0p9XN+Zn7cDSvS7iavObE46TVvZs8fVBXWt3cZ3UeUnO3nN/zq2Ok1c3NMZdodY+hG61u7s9cHkLIeRfXcSoLXqubPWAt4QIWrFb3BziaeAPEGG8grynXgQW5mU48izHG3L330NSo3INOtLppAF+WZzH1NPBgQWt1zwq+wQJgWt2uPIs5P3NtCCF3UECFM5h9nsVLWbBa3RLP4q3kNTPuSqtb4ln8IXm1+BKt7qF0oNXt2LN4FN14FnP3sS49i94adS53mpN06h6cQ/uwynH0LOY0M97f2ZwSOuJBqflyjj7o4BhjF1pdt2cxDeDL8izGGLvgQW6tbozxV+SdrU5xDlgjxR25VjedMXPyOZfGGEs8izla3dnoWewqX+z2LGK/4+0Z142TZzHXJ1HiWczR6nbtWSzR6ubwoBKtbo7WZjZ6Fq9OfnwPTmfBexZLtLo5e+/YeBZjjNmexeQH86ATz2KMMTcH9eXku/NgYdbqdsWDzguOwQIJJ9CBVncWexZzeNC9OAZNJ1xBpla3Ix5U4lnM1QeVeBa70up26Vk8jG48ix6t7lh4Fh086OKUw/fgZNq1ul16Fm8LIeQOCqjwDfK0ul16Fr1a3VzP4v5j5FnM9UmUehZHrtWNMebyvaNjjF6tbleexd+Qx4POCL4Ba5DnWexSq3vlLPQs5vYPqOMiFqxWN7dOMg8xxpvIG6Bb0lc3x7OYW7udhxhjtmcxDZHzIEer+2ucWt0YY27d6+vOAWvQkVY3DcTN2cfOjTGWeBZztLolnsWcc8oNwQa9eXAW3Wl1u/Qs5vgkSs9JOZ5Fl1Y3aahz9EEHhW766rq1ujHG3Fr8kTHGsfAspn0m52x1UoyxxLM4cq1ujDE3n3NhjDGnTlJHJ1rd9N7M4UG3xBjneGJj3py2vlld5mZKPIvX0K1WtwvPYq5P4pA0JNKDHB7k1upOMMEEEyyMmAycW4CIMe4dY/xS+vNDMcZQ+7cvxRj3Tn9eI8Z414Cf2zbG+I3e62KMN8QYXxtjfFX675L094vFGL2NlieYYIIJFhoko+86DG5k8Tdg24KCGiGEE4E9Gy65G9jYS8pSkmY9BgsX/wl8OITgMlil2JcAH2BwIuoBYJ2CgjnA22gmql+IMbqKUzCvYfpWDC7IP4Kt2VswB9ia5uTZVylIBgSbVv92Biei/hdYr8DUDbAbzQn9s4CPe4Ompj0bMNgs8f+w+9kr4gH4HM1JwiuA7b1BgzVUXofBIqE/A1sE/zAEQghfprlgdyuweUHcPwJrM9jA9XdgxxCCt6BGCOF04NMMLn59F9jQWzBPBvoNGNxkNAKfDCG4Gu6l2FcCOzI4EfUg9nx7hcMA76B5AMwXQwguQQxAsCGDWzA4ETUXW7NXOAywHc2i0uOAvbxBkyByUwabJX4FbJAEAV58jOaE/nnAB71Bk6BoPQaLhH4PvL2g4R7AF2gWjV8DbOMNmsQJazM4Of4X4D0FTUAJIRxN8/voTuy94437F2wfHbS3/wPYNYTgLagRQjgX+CiD9yQF1vcaKNO5aiOaC3Z7hBBO9sRNsa8D3sfg4tfPgLWDv8kvwLtobnx8WAjBJXiDeQ0y3snggvwvgHULmlsB7ESzqPRk4DPeoKlp1cYMNkv8Fntfec0MAJ+iuXBxEbCrN2gaFrMug0VCfwTeEWPMMTtPQwjhQJobdtwIbFkQt+JBgxpZ/A3YJjWj88Y+nub30V0Mx4MGNRH6J/ChEIJ3GAIhhIuwc/Sgc9APsGelhAdtSvMgzL1DCC4DJUBqTLQ1g3nQzynnQe+l2Vz3FZzGPphnDNuMwTzofzAe5DV1A7yf5mLqGcAnvEGTYHADBpslKh7kFfEAfJZmI8vlwA7eoKlRxzoMFgn9CXhXMg+7EEI4jGYB9s3Ye8cb9w+086DtQwg5Dbl7Y5+KvY8G7Tn3Us6D1mewcDECHw8huBpNpNiXAzszmAf9GHu+vcJhsDNhk5j6gBCCSxAD88RHWzKYBz2KrdkrHAbYlmYedCywtzdoEkS28aD1C0zdAB+hWVR6LvBhb9C0ljYetGn63bzYm2axxNUU8KAY42+wPamRB6Vmk97YR9EswrsDe+944/4Z25MG7e3/AHaJMXqbgJL2hI8xeE+6D+NBLuFw2sM2ZHCT0QjsnvZEF0II12B5uUHc7KfY813Kg5rE1F8KIbjMiDBvqPe7GMyD/gs723mbW4HlqZo48EnAHt6g6SyxMYPNEr/B3ldeMwPAJ2luMnIhdpZyIZ3Z1mNwY/M/AJsF/3BsMNFg0/voeuA93qDBGio38aC/AlsHfxNQ0pl+74ZLvg1sUhD3rxjfHGTg+iewWwjBKywkcacPMpgHfR97VlzC4cT1NqZ5EObnQwguA2WKPQfjQYPW9DC2J3mFw2D3VFMt8MjE0V0IIdyL5aIHmcaH5UFNTQhPx/YAF1LOpYkH/Q7jQd7G42Bn8yYjy6XYXutC2tPXYXBDvz8B7wwh5Axo7Y39JZrF1Ddj7x1v3N9jZ45BOa6/A9ulnKQ39ik0v4++g71XvLmZv2N7/6C8ewQ+mnK/LoQQLsXycoPOQT9iOB7UNABmvxCCq2kDQMrlv4dmHrR2qg14sQ3NRvdjgH28QYMNcXgbg03jv8TOo15TN8CHaB6EcQ7GlVwI1nB4AwabJf4P2CT4G48DfJ7mxmZXYTUBFxL3XYfBDf3+gtWocwYT9cY+kmaDxe3Ye8cb90/Ymgft7f8Adkq1W2/ss7C83KA953vABkPwoEF59wh8OoTgMjOk2NdgeblBPOgn2J7kHXYCpiFoajJycIzR1TAX5g31fjeDm2f9F7bmEp3oDjQbPE6gWRs1I5K2JIcHPeSNjWlimvQJF2DaKBeCaXjWY3Bj84oHeYdjg+U4mt5H12HaKBdijL/Dnu9Btf6/Alunxk/e2MfS/D76FpZ/88ateNAgA9c/gQ/EGL1NQEna6g/TzIPW8za3Ss1y2njQ52KMria/KfaNWI50EA96CFgnGZO92ILmxsdfjjG6GsHBvGF2TTzov4F1C5pbAexCcwPYUzFtlAvBmvZsxGDT+O+AjYIN4vTiMzQ337gEqwm4EKyhclON+k/A5sE/FI4QwsE0N/y6Cbt/vHErHjQox/U34H0hBG8TUEIIJ2G1t0G4G/sOS3lQk1b3I6Fcq/t+BvOgH2K5Ga+BEmz/bdLq7htCcDXUhHkN099Lu1bX2+QXjAc11QKPpqBZSGjX6v4Sy814Td1gubWm776qCbgQ2rW6FQ9qMzvPhL1o1upeiWkUXQimhWzT6r47+IchEEI4guYmo7cxHA8atLdXWl1vE1BijGdgGqUmre4G3mEn6foNGNxkNAKfSv9/F2KMV2FasEHnoAexM0cXWt2DYoyuYUYAMcZv0syDHsPWXKrVbeLAbdqoGZGe200YXKP+NcaR2wYTzYQ2re43MG2UC2l/XJ/BNeo/UK7V3ZfmJkLXYjUBF9J7aB0GN/T7K/De9F7zxv4aze+jb2L5N2/cHK3u+1Me1Rv7XCwvN2jPuR97F5ZodTemucnoZ9M5zYV0HtyWZq3uOsE/7ARs32iqBR6ezsMupHN3k1b3vynX6u5MczP2UyjT6j6I8aAmre5GwT+ACYyXNekTLsb4nQshhByt7ubBPxSOEMIXadfqlvCg/8N40EMDLqk8izmDiXpjn4B5sQbhLuzc6OJBaQjsurRodWOM3mEIpHxOm2dx3YJhJ9Cu1d0n5bNciDHeTLtWd+2Uh/NiK5o9i23aqBkRY/weGZ7F1JzPiw/QPDD8TMo8iw/RrtXdJJR5FvekuQlhkVY3THkWB9X6Kx5U4lk8nGbP4i2UexbXoVmru0Oqk3hjnwbsTnda3SbP4idSPcqFEMIVGA/qQqu7Gc0DYA4M5Z7FJq1u5Vks0eq+j2at7tex+qoLqY7bxIN+hfGgEs/iR2kehHEeVsd2IdXLm3jQ74G3pfq7F/vQ3IRwHD2LbR76OynQ6qZnax2atbpFnsUYY45ncT1vk9+Um9mQZs/iZ2KMrgFMKfa1WD6iSau7dkGTX2jX6h5a9SryIPUxavMsrlMwiBZMP9bEgU+igAel5qVNnsXfABumoXdetGl1L6JAq5sGy6zLYK1usWcxxnggzUMlbqBAq5sav65Ns2dx69SU24WkO216H3XpWfxgKPMsXkieZ7FEq7sJzYMwu/IsPozp4kq1uo2exRDCbPMsnk65Z3FDuvEs7kGzVvcyynhQjmexVKt7KM3Nkku1un/A1tyk1e3Ks3gP3XkWPxZCcA2FS7Evw/JyXWl1mzyL+ycfmAvJb9am1V0n+de82JbmQRjDehYbtbqFnsUP0+5ZLNHqPoLdd01a3U0Ltbp70+xZvAr7LlxI3HdtmrW6WwbzvboQY2zz0A/rWWzS6u4cY7yiIPbZWF6u0bNYyIM2oFmru3uM0e1ZjDG2eRZ/gvGgEq3uO7Ec2iAcEswv70Lo3rPYpNU9kWZt1IwIeZ7FDQq1up+geSBgkWcx8aBWz2LKhXtxAJZ7H4TrMW2UC8H6eaxNs1Z3q9CNZ/FbDOdZbNLq7hasD4s39vlYXm5BeBb3SjU0F1KtbhuaPYtrp9qfF1vSrNU9ItUqXQjtnsWqRj3Ia9eEXWn2LJ6GaaNciDH+BONBTVrdjWOMJVrdPWgeGH4pVhNwIdX416Xds+gdCkewPmJN76ObMI2DN+7vMR7UhVb3ZNo9i26tbtLut3oWY4xNvrVBsS+lXau7TsGwEzCNUKNnMcboGrAGEG2wcQ4P6kKr+zWs/6ILMUal3bO4XoyxxLP4QZo9i2djNQEXUj/N9WnW6m6a+nN68XmahxBfRYFWN2kh23jQFklb6UKqXTa9j26jrB70J2zNg/b2YTyLZ2K5+TbPojc3k6XVDdbX14Vg/YN3pIUHhY48i8H6J7sQ2j2Lj2FnjhLP4vZYn+lBOJ5mbdSMiDFWWt1BPOjXmI67RKv7cZoHAp5PuVa3zbP49mDeCC/2o92zWKLVrXhQk1Z3q2D94l1Ifemb3kfDanWbeND7g3l9vLHbPIv3Y89KaV/dpvPmnsHmH7gQY7yB5r66D2G5mRKt7pbAnIZ/L/IsJq3u5rRrdUs8ixNMMMEECxUmA+cmmGCCCSb4l0MqjL4SKwbcgSVSH8CSXkuUJHNqsfcHlsMSqA9iZPh6rHi8SmGBuBKtvxozF92U4v4I+DKwTInhoBb7a8BSWCHiRyn2zViSeMVC8X6VpFwNI2fXYgXSBzFhyPIxRrfhoLbms4HFMSPV97Hv8E5M7LRMCKEkWVsvnGyICecexsRkpwCvCyHs5i1s1GJfBbwCS2Ldl9Z8N5a0XjKJDEri/jWE8A5gTcwc/hBW+DkHWCOEsKU3yVCLfTuwBFbwvyet+buYEG7xUDCYMcX9ZwhhR2BVTEjw07Tui7HE14ahbKAYwRp5LY0l3r6V1nw/lkBavETcW4v9aWAlLBn5E+yevgpLPq0RyhqnVM1cl8OSoLdhz+ADmFlsyZJkTi32wdh+dxQmQnqEqUE1KxcWiKsG06/FilQ3prg/xhpDLxusIWvpmk8AlsQGW/wwxb4VK5a8KpQ12q6MNG/CxItXY9/fT7AizYohBLfhoBb7fGxP2pepPelbmLlymVDWWKEy962f/ruEqT3pdOANIYSdSvekGON1ac31gu53sMT2EjFGt5AurflvIYQtgDczXbx4HvCWEMI7vQKQWuxvr47m1AAAIABJREFUYffGx5hu1NkTe77dgxlT3BhCeD/weqab3S/FikDrhbJG+pVRbhlMWFEvyu2X1uxuxFuL/TlgBaY3R70GE4e8MZQZBqsmRitgQs160v5QYKkQgtt4XYv9ZezzqBv052ACrFeHsmZOlVjj9ViRqi5uONr+2d8cvBb7VOy+qyepb8eKeCGUNZgjmLliTaxIVS9+ngi8JoTgNl7XYl+CPd971/7621gxfakkIiqJ+2dsveswXSh0JnbPvc9bbK3FnpPWvHvtr+/FBEeLlxSQUtx/hBC2BlbHxAI/w84cFwBvxQpqJQIQYozfwc7QH2a6QG0v4BUlA0lq6/4IsDLTxU2XY2K4tQpFaVUz11diDUnq+/yBGA9yN6Cqxd6XKR5U4TpMoLtKYYG4Eq2vhBUo64bHw4GlQ8GQpFrso7FzY715Yp0HlYj3q4YCqzLFgyocg51l3M3Ba7HPxM7ndeH6Hdh3umwoazBXb/a4EdPFyadgZ8YPDcGDrsCe73ox/27MxLBkKDAUpbh/DSG8HViL6QO4zwHeFEJ47xA86La05k8yfZDP7sArQkGzlxT3nyGE7TGeXH/eLsJEhxuFMnMOMcbvMp0HVdgHWDzG6Bb3VgghfArLR9TFtldiJpi3hLIhhwRrTvQqzLBWb7JQ8aCTixbMvIZAgenihxuwJkArlxaIEw96DcaD5tT+6UjsGXQbDmqxj8PeK3UudStWpH9VKBPvVzxodUzIVT8vVzzIbTioxf4G9qzUmwp8ExNgLhPKGivMxIMqnIa9U3YZggddm9b8WUws9ijGLT6G8SB38/8U928xxncBb8G4z0Ppv/OAt8QY35WaM5XE/ibTedCjae2fxc4cbpNjihtjjLsAq2Cf7U8xznkJ9tmvV2jOIcZ4P3bufz92TzyKceX9sD3JLe6txd4TWBG7h6vczDXYPb56oWGQGONDwPLYM3crlov4IfZMLhVjdBuvKwRrCLQstldUuZk52F7ymmDN60vi/jfwOmxvuyHFfRDb+0IIwS20qcU+GTtzHITlqB7B9uodgOWG4EG/w56TTbF3SZWbOQHjhO4hSbXYF2HP9z5YLvBRpnjQ0qFsCFolat0Ye1dfxFTu9UxgtRDCdkPwoBuZ4kHfTWu+FzuDLB4Kml6muH8PIWyF5cHOYToPWiuE8PZQNliZdHZbEjvL3Z3WfB/GgxZPZ7+SuDGE8CHsnj6FqT3pcuyMunYoayBJOiPXedAjWLOGAzAe1DSUoi32Pth55hjs+fs5xgE2x3J3w/KgbTCOUtWDKh7kHpJUi30UUzyoXg/aGlgplA0cqnjQKhgHvI6petDXsH3DbTioxa540IHYd/co9l3uBLwylDWYI3Hrt2LP+OVM5V5Pxs6M7mGxtdiXY/WgvTDTy6NY7uDD2FnXbShKcf+C5bffij3TD2HP+NnA6iGErYJzeE8t9q3Y5/wpbC+q6kG7Y8/3nMK4/wwhbIfxoDOZ2pMuwnJMm5TyoLS3L4Xt9d9Oa1YsJ7Z4CME9kKQW+xPY2f9Eps4cdR5U0jiF9A5dDsst3s5UPeggbE9yN6CqxT6QKR5Ur1G/G3h9KGtqSzqrvBrL4c5hak86Ajv3uw0HtdjHYt/hoUzVg27BzmTLD8GDfg28EcuVX8PUmePrwArBcuulaz4Xe1b2Y6oe9E2sBrBMKGusUDU5WQ+rSVzK1J50Kvb97TpEbuYa7MyxJ1M16nk8KBQ0/4d5POidTNWoK5wLvDnG+G7v8J7amu/APuePM70etAf2fLsHM6a4MYSwM/AGpjf9ugT7/NcPZeYcgtUCl8Fqg/XczL5pze5GvLXYezDFgypcjb0TVg9lQw6rJkbLYzXY+tnzEOx91TSUoi32odgZrJ6/vRHjQa8NZc2cCFbbXpkpHlThKOxc4G4OXot9EnbWrce4DavhLxfKGm1Xw7/WwDQF9aadJwCvjjG6hyRVCNakrOJBFb6F5QiXCmVD0CoetBHGg+rv0zOAVUMIOwzBg25Ia67X5u/BNCmLh4Kmlynu30MI78E+63pzpfMxHrTZCHjQR5lu1Pkcli92mxxT3BhC2I0pHlThMkyzVNpIn2RwXRbTUNXzXftjuRl3I95a7L2xvaNeM6540KqFwz0q8+6K9NeoD8NyM+4hSbXYR2J7dP3cchOmwVup0MRMapb5BkwT2FejjjE2NWNti3069i6sG3jn8aAYY0mDOdKQurUwHlTn8CcBr40xuo3XtdiXYc93XQ94F9ZEZMlUW3Uj8aC3YXWselO/igdtMwQPujmtueJBFT6N7UnuZi8p7j9CCNtiZ9L683Yh9ntsOgQPugfbkz7E9GaSe2N7knsgSS32xzAtWF2ndgWmERiGB/0Y4yoVD6pQaXXdw2JrsQ9IsevNGUah1Z3LdK1uhSOwepB7SFIt9jFYbqY+6PwWbP9bIZQNHKp40GpM8aAKx2L8yj0kqRb7HKa0uhW+ib1nlh2CB/0eO29UWt0KFQ/6wBA8qK7VrVBpdZcIw2l1N2dmHrRGCGGLMDqtboXPYM+3u9lLilvX6tZ5UKXV3SCUa3Xvw+7nXh40Cq3u7kxpdStUWt03heG0uq9iSqtb4RDsDF2s1Y0xHsLMPGhLYOUYY5FWNzVWW5n+ZlRfwc4Fh5StGKINx10K+/0rVDzoVYWNtkmNbepa3QrHY+ev3Wf8wbzYF2B7Uj3nXGl1l44xljRWqHjQBthzUedBlVZ3xyF40PXYnlTX6lY8aIn0/JfE/XuYWav7DWDNEMLmYTit7hL086A9sT3JPZgxxY0hhA/Qr9W9DPv81w3DaXWXpV+ruz+2J7kb8dZi74Vpaus8qNLqrha60eounc4NRUjnlWWZrtW9CcvzrhSG0+quwmCtrrs5eC32adhZt86D6lrdQc1Y2+LWtbp1HlRpdd3DYmuxB2l1P4Tl19xD0FLcP2P1iF4edBam1d12CB50U1pzPSdV1+o2DaVoivuPEMI2TGl1K1Q86G2hUKsbrGHIUtjnWtcafj6t2T2QpBb7IxgPqjdkv4Lhtbo/wrhK5VmsMArP4n70a3UrHvSGUh6U8iMr0c+DvgwskxouFyHldSrPYoV5Wt2UFyqJ+ytm1upWnsW9ixZssc+iX6tbeRaXTY2qSuJWnsWZtLqvizF+MMZYqou7kpl50Eew3EyRVjfG+NcY42YM0OrGGN8zRD1okFZ3FJ7FHZjyLFa4mCmt7jCexaWYWav7ipS3L0Iwz2KvVvcq7J3w5jCcVrfuWaxQaXXdw2JrsQ/C9rt6w+a6VndUnsUKlWfx0Bl/MC/28Ux5FitUnsXlw3CexdXp50GVVrepGWtb7EqrWx+E/C1Mn7l0GJ1nsULFg3YeIjfT6FkMBc3/U9y/hRDeTTeexV6tboXKs+gezJjixhDCrkxpdSvMVs/iZgznWXyIKa3uSD2LMcYvM6XVrXRxc/4/e+cdH0W19vHfpnd6QrCBdAkIiIJKUyAUkSI1CR1CR0Sw3KvY2xVFfFVUQjF0CJAEaUHuVbAQFVERlSo9oQVIgfTM+8cyye6yM3vO7JxlJjzfz+f9fHzZw3Mfduc889RzcH1mUdJ28SokSXKcWbTt1W0mSRL34eA2shOh0qur8aBt+fIvZ726i2H9LrgvSbKRnQrlXt3G1+datMh1nFk8DpteXUmSxly/+EKL7G+g0qt7/TBnLXJLJUmSe3WdzixqPLQakiT9AqtNkmcW5b44t2cWJUmajoqZRcde3W7X64la5DrOLJ6Gtd/zbVjnNNzp1X0N1ryufHbLSYiZWXTs1eW+JMlG9idw3qurx8ziQ7ixV1evmcVGsMZBf1/XWZ5ZdKdX13Fm0bFXl/uyWBvZ8sziS7A/u8XtmUVY33mOvbryzKK7vbpyHOTYq+vuzKJar26fKPd6dZvAvlf3T1yfWYxyr1f3GVjjIKVeXa1xkNyrK88sOvbqfuGGzrYzi469um2jtM8sZsDatyz36srIM4sfOPt7jLIXQHlmUXOv7vX5LXlm0dZfXgCg5fX5L01cnztTnFm8PremRe5VqMwsSpI00Y3czFew5mZsZzXlXt1GWg7/vy7XcWZRxu2ZxSjrJefOenVfgHV/a5pZvB4HTYT1nWUbB8kzi+706jrOLMrIvbrrnP5FBiRJegHOe3UHAOigw8yiY6/ue7A+G2qXUriSPRcVcZDMN7g+s3i91qxF7jko9+pGaTkc3Eb2F1Dp1ZWsFxNxc/2d8QgUenWjrHPymoiyn1mUse3VdWdmUe7VtT0DQO7VHRvl/syiY6+uPLPoTq/uMFTMLMrIvbqaZxav57Abo2JmUWY2rHGQppnF63PU03Bjr275zKKk7SB9eWbxHtx4dos8s6i5VzfKfmZRprxXNyoqSlOvbpT1HMlWqJhZlJHjIO5Lkmxkf4Qbe3X1mlm0jYNk5JnF153+RTbZK1AxsyhjO7OoqVf3eo1R7tW1jeG/gDUO4r4s1ka2Uq/udFhtkqZe3es5jCeg0KsrSdIIifMSUxvZ30KlV/d67oab6zXq0bD26trmHVJg/Xe4M7P4Gypq1I69ug2iNFxIYiN7JipmFmW2wpob6xIlple3UZT1/DRNRFXMLDr26ro1syhJktyr6xgHfQir3695ZlGyXlqj2KsrabtwCJIkOc4syshxkOaZRUmSbGcWZcpnFiXrRdda5F6F1d+QZxZllgJoJ0nSZDfioDRUzCzK2J7d8pPTv+harquZxRitNWrJeq6m0sxifcl6LqcWuWWSJI2HysyipP3sFrWZxfqSJLkzs/gv3NirK88sutOrewxWX0ZpZpH7slgb2e9BuVdXj5lFx15deWZRc69ulLU3WalXt3mUtbdZi9wrcD6zuBBW/8udmUXVXt0ojTOLkiTlwzo7IPfqHoc1X7wC1pm0eDfqQf9FRRwk14PKe3UlSdLUqytJUokkSbGomFmUc6/rAHSRJGmgJElaZxZ/hv3Monx2izyzqKlX93ocpDqz6EYcpDqzGGU9J14TkvV8eqWZxfaSxplFmzhoFJzMLEa516urNrPozrm6F2DtMXA6sxhlvfdAE5IkLYP6zKKmXt3rNWpnvbpuzyxGWWfl6kNhZjFKY68uQRBEZcOiMbZjJjU1dU/fvn3bCP0fIQiCIAiCIAiCIDRhsVgkAJAkyUKySWdPySadPSObdPYcZvw+SGfxckXKJp3NL5t09oxs0tkzss2oM0EQBEEQBEEQBKEfZowLSWfPyCadPSObdDa/bNLZM7JJZ8/INqPOImWTzp6RTTp7RjbpbH7ZpLNnZJPOnpFNOptfNunsGdmks2dkk87ml006e0Y26ewZ2WbUWaRs0tkzsklnz8gmnc0vm3T2nGyCIAiCIAgzQ76deLkiZZtRZ5GySWfPyCadPSObdDa/bNLZM7JJZ8/INqPOImWTzp6RTTp7RjbpbH7ZpLNnZJPOnpFN9TzzQ8+dZ2STzp6RTTaJIAhCGa+brQBBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEAThHLpwjiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIwqDQhXMEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAGhS6cIwiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCMCh04RxBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEIRBoQvnCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgDApdOEcQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBGFQfNQ+vHbtmuTu/0BoaKgucgiCIAiCIAiCIAhxiIzbzCibdPaMbNLZM7JJZ89hxu+DdBYvV6Rs0tn8sklnz8gmnT0j24w6EwRBEARBEARBEPphxriQdPaMbNLZM7JJZ/PLJp09I5t09oxsM+osUjbp7BnZpLNnZJPO5pdNOntGNunsGdmks/llk86ekU06e0Y26Wx+2aSzZ2STzp6RbUadRcomnT0jm3T2jGzS2fyySWfPySYIgiAIgjAz5NuJlytSthl1FimbdPaMbNLZM7JJZ/PLJp09I5t09oxsM+osUjbp7BnZpLNnZJPO5pdNOntGNunsGdlUzzM/9Nx5Rjbp7BnZZJMIgrhVCQoKsih95uVJRQiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAh26MI5giAI4pampKQEBQUFKCwshCTpd0G1JEkoLCxEQUEBSkpKdJMLiNO5tLQUv//+O9LT05GRkaGbXFm2qO+5qKgIBQUFKC4u1k0uUKFzQUEBysrKdJUtSueysjLhOhcVFekq11bn0tJSXWUXFxcL0dl2f+utM9mkCkTqbEabdPnyZfz000/45ZdfcO3aNV1ly4iwSc7+Ww/01lXGVk8RNklG7+dORoRNcva/4y62skTYJGf/O+4iUmfb303vvSIjwk+SEaWz3u/vvLw87NmzBz///DOys7N1lW1Gm2TGvWJGnW1/N1E6m3F/m8nn0NsWyYjc38ePH9dVnkxhYWH5f1+8eFFX2adPny7/bz1/Q9tn7ezZs7rJBYDMzMzy/9bTdtj++8+cOaObXAC4cOFC+X/b/p7uYmuTTpw4oZtcwBoHyegdB5kxNyMqz+Gp3IyonAHlZsyps21uxiy5V0/ki0Xub7JJZJNsMbtNErW/zWSTqB5kj0ibRPu7AjPqbMZ6kEif48CBA0hPT8fRo0d1lUv1IHuoHlQB5Yvtsc2p6ZmbsUXv3OCVK1fK//vq1au6ypY5fPiwrvJyc3PL/zsnJ0dX2f/884+u8mTy8/PL//vSpUu6yiabVAHZJHuoHmSPJ+pB5CeZc6+YUWeqUTtHb51t/Qxb/0MPjhw5oqs8Gdtam20NTg+oRl0B2SR7RNkkW8gmkc/hCMVBFZBNsof2t3NE1Fac/bcemNEmmXGv2PbF6fl92MrSe2bx/Pnz5f+t5zNt+z2fPHlSN7mAfR7QNj+oJ3rnM23joLy8PF1l650nlrHNa9vmu/WA4qAKbO0Q9epSr64Seuc7RNaD9K6ny4jMzdg+E3r6HLbvVdtnWw9s957euRnqm6nAjH1x1Ktrjxn74mSdzbRXzL6/qS+OenVtoV5de8y4v0XFQSLzSba+oqjcjBnjIL1jC5E1aoqDKqB6kD1m1Jlq1M4xUz3IjL26tjUEUbkZ21qIHtjWakTVg2z9Gj04d+5c+X/ruQ9tf7NTp07pJhcAsrKyyv+7oKBAV9kyeu8Zs/fqiuxB0ROqUdsjqkZt+z2bsUatdxzkiRq1meIg6tWtwLamqXc9yBM1ar19Dtuat6gate33ogdmnFmkfLE9onKvFAfZIyoOMntuxoxx0LFjx4TIJQiCMDOGvXAuODhY8/8RBEEQhCuuXbuGjIwMnDx5EhkZGThz5gxOnTqFK1euuBVElZWV4dKlSzh58iTOnDlT/r9x9uxZt5MvBQUFOHv2rJ3OJ0+exOXLl93Subi4GHPmzEGzZs3w0EMPoUuXLmjcuDH69++PH374wS2dCwsLce7cOZw4ccJO50uXLrmVJJEkCdnZ2Th9+jROnz6NjIwMnDp1ChkZGW438xQVFeH8+fPl37P8G2ZlZbmdFMjJycGpU6fsdD5z5ozbB3OVlJTgwoUL5d9zRkYGTpw4gQsXLridcMjLy8OZM2fKdZa/c3cT76Wlpbh48eIN3/P58+fdTs7J+1t+Jk6fPo1Tp04hOzvb7f2dlZWFEydOlO/vEydO4Ny5c24n5/Lz85GZmelRm+Ru8kXNJrm7v69cuVK+P2SdMzMz3S5SFRUV3WCTTpw4gaysLMPapH/++Qfx8fFo0KABHnnkEXTs2BENGjTArFmz3C7M5Obm2hUd5O/c3eFPW5sko7dNsk1Mnj592u3hMFubJCPCJsmcPn1aF5t06dKlG77nc+fOue1z2NokGT1skiRJuHz58g3fsx42qbCwsNwm2crWw+eQbZKtXL1tkq1sd30OSZLKfQ4ZvXyO4uLicj9J5sSJE7h48aLb+9vRJsk21V2bdPbsWcyYMQMNGjRAp06d0LlzZzRo0ACTJ092e/j/6tWrN9ikU6dO6WKTsrKybviez58/77bPYRsHyejtc8joGQc52iQ94iAlm5SZmamLTXK2v/WKgxyfOb3jIFud9YyDZETEQTJ62STbOEhGzzjI8dnQw+fYunUrunXrhmbNmpX/2X333YeEhAS39kp2djZefPFFNGzYsPzPGjZsiJEjR+Lvv/92S+edO3eid+/eaNKkSfmfNW/eHPPmzXPrucvPz8cbb7xhJ7dRo0YYMmQI9u7d65bOP//8MwYNGoRGjRqV/1nTpk3xzjvvuGXvSkpKMHfuXLvfr3Hjxujbty++++47t3Tev38/hg8fbvcbNmrUCC+99JJbz7QkSfjss8/QqlWr8j+755570L17d6Slpbml89GjR8vjIJmGDRvimWeecfsQFdnncMzN6BkHicrN2OY5zJib0TsOMktuxtbn0Ds3YxsH6Z179WRuRvY53NVZVO7VNg6y3d8XL150209ytEmnT5/WzSbJPofeNsk2DrLNveoZBznaJL3iIBH5Ysfcq165Gds4SM96kJJN0isOEmWT5DhI1lnvOMiZTTJqPai4uNipz6FXHORok/TwOZzZJL18DjWb5M5esbVJZvE5zFijFulzmLFG7cznOHnypC4+R2JiIh544AHcd9996NKlC1q0aIFOnTohOTnZLbk3ox6kZxwkY+Z6kJ42SUYvm0T1oAr++usvjBw50i7P0ahRI7z44ovIzs52S+cFCxagdevW5X/WrFkzdOvWDVu3bnVL52PHjmHChAmoX79++Z81bNgQs2bNcntQZ8WKFXjwwQfL//+WLVuiQ4cOSEpKcktuZmYmpk+fbvc9N2jQAFOmTHF76CU1NRWdO3dG8+bNy//s/vvvR2JioltyL126hOeee84ub9egQQOMHTvW7QOWndkkveMgGRFxkK3OoupBZrRJesdBtrKNXA+yjYNkRMRBMnrHQTKyn6RnHCQjskZtdJ9DZI3a2f7WMw6ylWuGGrVjj5nIGrUecZCSTXI393r69GlMnTr1Bp9j+vTpbh9YsG7dOnTo0AH33ntv+Z+1a9cOy5cvd0vuhQsXMGvWrBt0Hj9+vNsHDm3btg3R0dF2Nc7WrVtjwYIFbu2VnJwczJ49264m26BBA4wcORJ//fWXWzrv2rULjz/+uF0tOSoqCh988IFb7xWRcZCaTTJqHOSsL07PXl0RfTPO+uL0sknUq1uBmXMznoyDqFe3Qu6t3KsrKg4S1atbmeKgW7VXNz09HU888cQNfXHvvvuuW9+H7cyijF4zi/v27UNcXNwNfXGvvPKKW/uwrKwMn3zyiZ1v3rRpU/Ts2RM7duxwS+fDhw9jzJgxN/TFPffcc24f7JSYmIj777+//P9v3rw5HnnkEWzcuNEtuadOncKUKVPs8sX169fXJQ5KSkpChw4d0LJly/I/e/DBB7FixQq35J4/fx6zZs26Ifc6YcIEtw8cctar27p1a916dT0VB8m9uu68V/Lz8/Hmm2+icePG5X+mV6/unj17bujVbdKkCd5++223/Bm5VzcqKqr8zxo3bow+ffrg22+/dUvn/fv3Y8SIEUJ6dT///HO7epBevbq2M4sycj3I3V7dZcuWoW3btuX//7333ouOHTtiw4YNbsnNyMjAk08+eUOeY9q0aW5fHpicnIxOnTqhRYsW5X/2wAMPuF0PunjxIp555pkbbNK4cePcPsx0+/bt6N69O+65557yP2vVqhU+/fRTt2xSbm4uXn755RvmB4YPH44//vjDLZ2///579O3b1852NGvWDO+//75bfiP16tpT2Xp19YqDHPviRPbqiuyLcwelvjgRvbqy/iJ6dUXMLJqtV1dUX5zj/qazW8zTq2s7s2iWXl357Bbq1bXy888/Y+DAgbrPLIrMvTqbWWzYsCFefvnlW3JmcenSpXZxkF69umfOnMG0adOcxkHuXpqxYcMGdOzY0S4Oatu2LZYtW+aWXKU4KD4+3u0LKNLS0pzGQZ999hn16oLqQaJq1M7qQRkZGULObhFVoxYxsyijV41648aNeOSRR27o1f3iiy/ckqvUqztmzBi3e3V37NiBnj17omnTpuV/du+99+KTTz5x67m7evUqXn31Vbv8ScOGDREXF4fff//dLZ13796N/v3728m+5557MGfOHLfsXVFREd59912776JRo0Z44oknkJ6e7pbOv/32G2JjY+38pEaNGuG1115zax+Wlpbio48+snsPNmnSBL169cL//vc/t3Q+ePAgRo8efYPP8fzzz7t9+dDixYvRpk2b8v+/efPmePTRR/Hll1+6Jbey9OqKiINk9J5ZlDGDzyGc0PQ0AAAgAElEQVSqRv3TTz85jYP+85//uCW7uLgY7733nl09r1GjRujXrx++//57t3T+448/MGzYsBvqQS+//LJb79mysjJ8+umndnXTe+65Bz169MD27dvd0vnIkSMYN27cDTbp2WeftbsQRgvyzKKMHAelpKS4JVepV/fJJ590Ow5av359pejVbdWqFT7//HPde3UbNmyIESNG4M8//3RL52+//dZpr+7cuXPdeq8UFBTg7bfftpPbuHFjDB48GHv27HFL519++QWDBw++oUb95ptvuhWvlJSU4IMPPrCrUTdp0gSPP/44du3a5ZbOSjOLs2fPdqueoDSzGB0djW3btrmls8g5ajOeJyWqHpSVlSVsZvGrr766IQ5q2bIl5s+f71YclJeXh1deeeUGmxQXF4d9+/a5pfMPP/yAfv362clu1qwZ5syZo1uNWsbouRm1OOjrr792S+cDBw5g1KhRN/gc//rXv3DlyhW3ZC9atMguDoqKikKXLl2wadMmt+QSBEFUJixqwcG1a9fcvrY0PT0d7dq14/577lwc524S/mawceNGxMTEYO/evXZJWEeWLVuGrl27IjIyEgAwefJkTJs2zc7JIgiCINTJzc1VvaQnKCgIERERsFgsXHLLysqQmZmpmKS2WCyIiIhAUFAQl1zA+m47d+6c4ucBAQGIjIzk1rmoqAgDBw7Ef//7X6ef+/j44IsvvkD//v255ALW4sPZs2cVE5F+fn6oU6cOvLz47r+VJAnnz59Xfd/XrFkTYWFhXHIBa1CdmZmpGED7+vqiTp068Pb25pZ98eJF1cRNtWrVUK1aNW65xcXFyMjIUEyQeXt7o06dOvD19eWWfenSJdXAvEqVKqhRowa33JKSEmRkZCgmyLy8vFCnTh34+flxy87OzlYtYISEhKBWrVrce6W0tBSZmZmKRTmLxYLIyEgEBARwyQXMaZOuXbuGc+fOKe7vgIAA1K5dW9P+PnfunGrzcXh4OEJCQrjkAhWN32o2KTIyknt/S5KECxcuqCaTa9SogSpVqnDJBazFxccee0zxma5fvz7S0tLKYwMebG2S3GxjO/Cjl01ylO2OTbp8+bJd04Sj7LCwMNSsWZNbbklJCTIzM8sTvo5yvby8EBkZCX9/f27ZOTk5ds2ljrKDg4MRHh6uaX9nZGSU2yRHuRaLBbVr10ZgYCC3znl5eXYHRTrKDgwMRO3atTXpbJsAd/bcRUREaMoFONokR9n+/v6IjIx02yY507lWrVoIDQ3l1tnRJjnKdsfnuHDhQnlTjTOdq1evjqpVq3LLLSoqQkZGRrmf5Cjbx8cHderUgY+PD7fsrKys8kNVnelctWpVVK9enVvuqVOn0K1bN8WDRMPDw5GWlmZXBGLlypUrdoP9jnqHhoaiVq1a3HJLS0uRkZGhapNq166tyecQaZNsfQ49bZJjHKSXTZIkCWfPni0v5jt77rT6HI5xkJ42yTYOcqazXnGQWWxSZmamEJ/DMQ5ylK1XHORsf2uNgz7++GM899xzip/HxcXh888/594rly5dQo8ePRQbgcLCwpCSkmI3CMPKypUrMXHiRMVY9rHHHsPKlSu53yvXrl3D448/rth8HBAQgFWrViE6Oppb561btyI2NlYxLmzfvj1SU1O5bXRxcTEGDx6s2Ojn4+ODhQsXYtCgQdw6f//99+jfv79iDqVFixbYtm0bd7wiSRLGjh2LNWvWOP3cYrFg7ty5GD9+PLfO+/btw2OPPaZ4gE6DBg2QlpaG2rVrc8s2Y27GMQ5yRK84yBF34iBRuRnHOMgRPeMgR/SKg5yhVxzkiF5xkDP0ioMcMWJuxjEOckSvOMgZWuOg4uJiZGZmKuZevb29ERkZqcnncIyDHNErDnJEz9yMI3rFQY7oGQc5olcc5AytNslVPUivOMgZRqwH2cZBztArDnLEHZtkxnqQK5sUEhKC8PBwbrmubNKtVg9iqVFrrQe5skl65WYcMWuNOjIyUtP+njlzJj777DPFz1966SXVnIISZq0HucrN6BUHOcrWq0btLPeq1SbdrHqQnjVqM9SD0tPT0a9fP0XfICoqCtu2bePOR0iShPHjx2PlypWKa959911MmTKFSy4A/Pnnn+jVq5eiH12vXj189dVXmmrUzz//PD766CPVz2fPns0t98SJE4iOjrYbQrclIiICaWlpdkNSrLz33nt4+eWXFT+Pj4/HvHnzuOWeP38e3bt3x6FDh5x+Xq1aNXz55Zd2ByexYsZ6kCibJEmS3aF9VKO2XlZTmepBesZBnqoH6Zmb8VSNWs84yFG2XnGQnj6Hqxq11l7dm1mj1isOMkuNWlRf3JEjR9C9e3ecPXvW6ee33XYbtm/fjrp163LLfuONN/D2228rfj5lyhS8++673HIzMzMRHR2teFhFzZo1sXnzZrtDDFj59NNP8cwzzyjG3zExMUhISODeK1euXEH37t2xf/9+p5+HhoYiOTnZ7hJjVlavXo3x48cr5td69uyJ1atXc79XbmYcpFevrp42yVVfnF71IGc661UP0tPncGWT3KkHmTE3Q726FVCvbgXUq2uPyDhIVK9uZYyDRPbqioyDtNqkjRs3YsSIEYr1MflgbF4bXVRUhAEDBigeyunr64slS5ZomlncuXMnBg4cqNjf0rp1a2zZsoXbdpSVlWHUqFFYv369088tFgv+7//+D2PGjOHW+ddff0Xv3r0V67KNGjVCWlqaphrn9OnTsXDhQsXPX331VcyaNYtb7uHDh9G9e3fFeuHtt9+O7du346677uKW/frrr+Odd95R/HzatGmqnyuRkZGB6OhoxYvlatasia1bt9odSs7KJ598gmeffVbxc629upcvX0aPHj1U46DU1FRNvbqrVq3ChAkThPTq9unTB7t373b6eUBAAFauXInu3btz67xt2zbExsYq1r/bt2+PlJQUbntXXFyMIUOGKF5O4OPjg4SEBAwePJhb5x9++AH9+/dX7F9r0aIFtm7dyu0bSJKEcePGYfXq1U4/t1gseP/99zFhwgRunVlmFrdv366pV3fWrFn49NNPFT9/4YUX8O9//5tb7rFjxxAdHa14kGhkZCS2b9+Ou+++m1v2f/7zH7z22muKn0+cOBHvv/8+t9yzZ8+ie/fuihfLVa9eHZs2bbI71JSVhIQEzJgxQzE3M2jQICxZsoTbJmVnZ6Nnz56Kh5cHBwcjOTkZDz/8MLfO69atw9ixYxX7iLp164akpCTuWJZ6de1x1avrThx0/vx56tW9DvXq2kO9uhVQr649lbVXNzIyks5uuY47fXHUq1vBli1bEBcXpzgv1aFDB6SkpHB/HyJr1K5mFu+9915s3bpV08zimDFjsHbtWqefWywWfPDBB4iPj+fW+ffff0fv3r2FzCy6ioNmz56N559/nlvuP//8g+joaGRmZjr9vE6dOti+fTvq1avHLfvtt9/GG2+8ofj5pEmT8N5773HLdRUH1ahRA5s2bbI71JqVBQsW4Omnn1Z8Fw4ZMgSLFi0S0qtrtnqQxWJBeHg41YNu0Rq1qHoQS41aaxz0/vvv46WXXlL8fNy4cfjwww+55V64cAHdu3fHwYMHnX5etWpVbNq0SVOv7pIlSzBt2jRFm/TEE08gMTGRe6/k5ubisccewy+//OL086CgIKxbtw6dOnXi1jklJQWjRo1S9MEeffRRrF+/nvs3LCwsRP/+/bFz506nn/v6+mLp0qXo06cPt85ff/01Bg0apBhjtWnTBps3b+b2Z0pLSzFixAjFC5G8vLzw8ccfY+TIkdw6//LLL3j88ccV8xFNmjRBWlqapr6LqVOnYsmSJYqfv/HGG5gxYwa3XOrVtYd6dSsQ2au7efNmDBs2TDEO6tixI5KTkzWd3TJw4EDs2LHD6ec+Pj5YvHgxBgwYwK3zt99+iwEDBijGQS1btsTWrVu5cyhlZWUYPXo01q1b5/Rzi8WCefPmYdy4cdw6//bbb+jdu7fieSUNGzZEWloaIiIiuGU//fTT+PzzzxU/f/nll1Vrq0ocPXoU0dHRir26derUwVdffaWpV/fNN9/EW2+9pfi5qF7dGjVqYMuWLZp6dT/77DPMmjVL0ecYOnQoFi5cqKlXt0ePHnZ+oi0hISFISUnR1Ku7Zs0axMfHK+bXevTogTVr1nC/V/Lz89G3b1/FiyP9/f2xcuVK9OjRg1vntLQ0xMTEKOZ9HnroIaSmpnLbu5KSEgwdOhRbt251+rm3tzcWLFiAoUOHcut8s2YWLRYL3n33XUyePJlbZ7PWg8x2npTImcXFixfjySefVLRJAwcOxJIlS7jjoJycHPTq1Qu//vqr08+Dg4Oxbt06dOzYkVvnDRs2YPTo0Yr5865duyIpKYnbbzTjzGJpaSmGDRuGjRs3Ov3cy8sL8+fPx/Dhw7l13rNnD/r06aO4D5s2bYq0tDRNvv+UKVNUL6N/6623MH36dG65BEEQZiQoKEjR8ed7KxDCSEpKwkMPPaQY5MusWLHCrgA4f/58umyOIAiCg+LiYtXmIMAaXKklC5S4dOmSYpIIqGi2470NvLS0VPXAY8Ba+FZLFijx7rvvKl42B1iTVGPHjlVsPlGirKxMtYkasCZ81JrLlMjJyXF5uezFixcViwhKyI0Jar8Py/PjjLy8PNUDzQFrwkfLLfTnzp1TTEABbM+PM/Lz813eAp+dna3pot8LFy4oJlwAtufHGYWFhS6fqby8PNXmUSWysrJUnyn5+eHVmdUmufotnMFik1w9P84oLS11+W/VapOuXLmiOiQBWJOYas+PM0TapNzcXNUhCcD6/Kj9Fs4oKyvDsGHDVHU6evQoJk2axCUXsDbCs9gktYZ2Jc6fP+/SJqk14SuRn5/v8pnKyclx+Vs44+LFi4rNMIB2m1RUVKQ6JAGw/RbOcPWeY3mnOaOkpMSlTWJ5PziD5T3n6vlxRllZGc6fP6/6+xQWFqoO2SiRnZ3t0iZduHBB9flxBss7o7i42OXz44zc3FyX7zlX7wdnsDxTJSUlmnyOq1evuvS9Wd4Pzhg3bpziZXOA9ZnTUtgoKChw+Uyx/BbOcPVMibZJWuIgV+85d2ySq2eK5f3gDJb3nCuf1Rksvw+Lz+oMs8ZBLDZJSxzE4nNosUksvrfR4qBff/3V5bDJihUrsHTpUi65gLXBS+myOcD6XKpdwKbE8ePHMXnyZNXfcPPmzZqav1966SXFy+YAqw0fMWIEtz+TlZWFkSNHqv5bv/vuO7z66qtccgFrI7zSZXOA1R6OHz8eZ86c4ZKbn5+P2NhY1ed13759mg6SWbRokeJlc4DVtsycOVPxABQlysrKEBcXp/qePXLkiKbGI9bcjKg4SGtuRlQcJNLnEJWbERkHsfgcRouDWHwOs8VBLD6rM0TlZljjIC1+ksg4yJXPodUmVeY4SEtuprLGQaJyr0aMg2wvWXCG1jiINTcjIg7SmpsRGQe5eqbcqQe5sknu+BxqNkl0PUhUjVqLTRJZo75y5cpNs0lafY6bnZvRovOGDRtUL5sDgNdeew3fffcdt2yzxkGVtUZtpjhIZI3aaHFQYWEhYmNjVX/7/fv34+mnn+aSCwCJiYmql80BwHPPPac4ZKOEJEkYNmyYqs05duwYxo8fzyUXADZt2qR62RwAvPPOO4qHT6sxZswYxcvmAGtfzYgRI7jl7t69W/WyOcB6mKfSAUdqTJs2TXFwC7Dupbi4OO69YtY4iKVGrTUOupk1ai1xkOjcjAifQ2Qc5OqdIToO0pKbceXHau2bEZmbqaxxkMheXS0+x82sUVOvrj1ae3VHjhypeIAFAJw5c0bTpRPffPON6mVzgPVSA6XBXjUmTpyoeIAFYP39hg0bxr2/f//9d9XL5gDrpQZqg71KuKox5ubmql48oMTJkycxceJE1ffK1q1b8cEHH3DJBVy/50T36mqxSay9uqLqQUbq1RVdD3Jlk1jyZM6gXt0KRMdBN7NX14xxkJFyM0bo1TVaHCSqRs0SBxmtRi3KJrE8U1rjIFG5mXPnzmHMmDGq38fOnTvx5ptvcskFrJf3qOX7iouLMW7cOO6ZxatXr2LYsGGqz+vevXs1HeL92WefKV42B1i/56eeegoHDhzgkltaWorY2FjVfMShQ4cwbdo0LrkAsHbtWtXL5gDrYX5KF4OpMWLECFWf4vTp05rioP/9738uL5P76KOPsGnTJm7ZEyZMULxsDtAeB/3666947rnnVNesWLECiYmJXHIBa6+uqzgoJiZGU6/upEmTXPbqzps3j0suYO3VVXumCgoKMHLkSO5a06VLlzBixAhVe6e1V3fu3LmKl80B1nfshAkTVOsNzigoKEBMTIyqj6y1V3fx4sWKl80BVps0a9YsxYMglZB7dUXMLKakpKhesgBYD/NUOnxajdGjRyteNgdYD/PUcgD0t99+q3rZHGB9P2zYsIFb9pQpUxQvWQCsz3xcXBz3+/vPP/9UvWQBsJ5dk5CQwCUXAJ599lnFy+YA63s4NjaWO5Y9c+YM4uPjVf3Gr776CnPmzOGSC1Cvri2i46CbmZsx2swi9epWYNYaNfXqVmDGetDN7tXVorMZZxZF9sVV1hq1FpuUlZWFUaNGqe4xFp/VGaJ6dVlmFuV6Ii8LFy5U7cWSJMnlzKszRM4sJicnu4yDXn/9dXz77bfcskeNGqWaO8vIyMCoUaO45e7cuVP1sjkA+PTTT5GcnMwte/LkyapxUFZWFoYNG8a9V/744w/MnDlT1S6sWbMGixYt4pIr61QZe3W1xEFm7NWlmUV7RMZBouYH0tPTVS+bA6zvB7WZdiWmTZumeNkcYP0uYmNjuffKgQMHMH36dNXnbsOGDS7fD87417/+pXjZHGD1ZYYNG8btN2ZmZmLs2LGqe4wld++Mt956SzXfV1xcjDFjxnA/H3l5eRg+fLiqP7Nnzx78+9//5pILWM9vVrpsDrD6Dk8++SQOHz7MJbekpASxsbGq+1B+fnhZtWqV6mVzgPWS259++olb9s2eWaReXStmjYO09OpeuHDBZRy0a9culz6rM+bMmaN42RxgfZ7j4+NV6w3OyM/Pd2l/f/vtN00XrCUkJKieQy9JEmbMmIG//vqLS658hqVajuvw4cOYMmUKl1wAWL9+veplcwDw6quvKl4MpoarXt2MjAyMHj2aW+4333yjetkcYO3VTU1N5ZY9adIk1V7drKwsxMXFce/vffv2uezVXb16tcv3gzNc1Rjz8vIQExPDnV87deqUy17dbdu2Ye7cuVxyAeCVV15RfaYKCwsxcuRI7rzulStXMHLkSFV798MPP7icL3PGBx98oHjZHGB9X02cOBEnT57kkltYWIiYmBiXM4szZ87kkgu4nlmUJAnPPvssfvvtNy65RoiDjNSryzKbr7VXd+rUqUJmFg8cOICnnnpK1SatW7fO5fvBGc8//7zqHCxLr5gzMjMzMW7cOFW/cceOHZouGzVjr+7HH3+sOpNSVlaGqVOn4ujRo1xyi4uLXcZBf//9t6Y4aMWKFS5nUl544QXs2bOHWzZBEERlgy6cMwB5eXnYvXs35s+fbxfoz507F/fffz/atm2L2bNnIzk5GXv37sWYMWPQrl075Ofno0ePHti7dy8Aa2P4/fffjzZt2uDFF18slxMeHo5XXnkFbdu2RefOnTU5ogRBEJUF1mbEnJwcrqRcWVkZUwGAdZ0WXXJycriS7kVFRS4HigBrMMmbSMzLy2PSJS8vjysAliSJ6zfk4dq1a0yNUNeuXeNuTmAttPAWZAoKCpiaMwsLC7mbE0TpXFRUxJRsKy4u5k7KiXo2SkpKmJJtpaWl3Em5m22TJEni1jk3N5dJl9zcXC6bJHJ/X716lcnW8NokgH0P8Oq8fft21UY6mR07djCts0WkTWKxNUVFRdxFJFHPRnFxMVPyuKSkhDvJLOrZKC0tZWr8KSsr02STWH0OUTaJ109itTVmtElXr17lbtIWtb/z8/OZ/B9W38QW1u+PV+d9+/YxHZS8f/9+7iZtkT4Hi61htQNadOHd36z+jxabxOpz8OrMur+12CSRcZCo94oZ46D8/HxhcZCo/S0yDvrss8+Y9gBvU3JmZqZqo6zM2bNnuQdHEhISmJ6nhIQErvd3bm4uli9fzrRuxYoVzHIBYOnSpUy2d+nSpVx+Y0lJCdMwf1FREfewS1JSEtMQxPr167kbblxdWABYbf+CBQu45Kalpak20sls376daZ0tonwO1jiosLCQOw4SZftZbY3IOIj3e+aJg4ziJ4mOgyprbkZLHCRqf7PGQay+iS2ivmdWW8Pqm9gi0iaJys1QHFQBxUH2sNok1nhJiy68OrPaGlbfxBZR3zNrHlhLHCTK5ygpKWHyJYyUmyGfwx5Wm8RqB7ToYqTcDGsugCXGs6Wyx0GiatRa4iDWGjXZJPt1vDZJ1HO3YcMGpj7N5ORk7n5Olv0tSRJ3bmbHjh2qA0Uy//vf/1QPYHDG/Pnzmdbx2qRff/0V6enpLtft27cPP/zwA5dsVl14dT5x4gS2bNmi2zpbKnMcxLrOVhfWOIh3f7PaGlbfRIsuZszNaImDRNWoRfbFiYqDRPkclTkOEtmrq8XnYPWTRMVB1KurbZ3M7t27mQbjf/zxR+5Lf1ljN95676FDh/Df//7X5brDhw/jq6++4pL9+eefC6lRnzt3junw9vPnz6teAuKMhQsXMteoefaKEeIgkT6Hlnyx2Xp1RdaDRNkk1n4Ykb26vDobpR7Eg8g4iMfnMFJuhnp1K7jZNslIcZDIGrXIXl1RcRDPs8G7v0XZpMTERKbf5osvvuB6r7D2uxUUFHBfVLxmzRqmQ3PWrFnDdZCYJElMhx6VlpZyX+CzefNmpgPCtmzZwn2QmKh60Pfff499+/a5XJeenm6YOOjgwYOqlxzarmOJl2xhjYN4v2fWHlzWeMkW1jho4cKFXP55Xl4ec68uyzpbWHt1ly1bdkv06rLsAS29utu3b2c6IOyrr77iPkhMlE3as2cPfv75Z5fr9u7dy32gsqh60D///KN6yaHMsWPHsG3bNi7ZCxYsYPK7eQ/zu3jxIpKSknRbZ8uiRYuYfNhFixZx5QSNkJuhOEjbOhkjzCzeCr26rDkX1nhJiy7Z2dmmq1FTr649WmwSaz3ISPMDonp1zTizKNImVdYatZb9nZiYyDyzyPMbivQ5WOOgdevWcV/wJGpmcdu2baoX1MtomVkUFQf99NNPqhcOyezZs4f7QGVRcdDRo0exfft23dbZwhoH8erM43PcCjYpLy/PdHEQq/9DM4va1snw1Kh5fQ5RdvTkyZPYvHmzbutsYe0tWbBgAdf+vnz5MlavXu1y3aVLl7gv4GOt8yxevJjruSsoKGA6mzI/Px+JiYnMcgHrBWssdZ5Vq1Zx7UPWehBrXtmWjRs34vTp0y7Xffnll0zrbGGdH+DdK0aYWaRe3QrMGAdp6dVNTExkylWx1rJliouLmc/VXbx4MbNcwHrWO0t8k5SU5PLydkdY4yBem7R161amOCgtLY1pnS2i3t+steeffvqp/Bx+VkTFQYcPH1a95FDmyJEj3HHQ559/zuR389bVWXtwL1y4oKlXl+W9kpCQwOWfX716FcuWLXO5Li8vj2mdLcuWLWOyY8uXL+ey0ay9Jay2y5b169czXQarZWaRZf5Py8wi9epq04VX5+PHj6tecihz4sQJpnW2LFiwgCkOYu2vkWGNb7KysrB27VpmuYA1vmH5DVlr2TJGmFnkzc2w5lS1xkFnzpxhWsd76a+oOIggCKIyQhfOGYAvv/wS3bp1Q8OGDVGtWjX8+uuvSEtLw6ZNm7Bz5078+OOPmDFjBvr374/WrVtj8eLFSE9PR2BgYLmMzMxMzJ49G1u2bEF6ejp++eUXfPnllwCsgdEDDzyAH3/8EQ8//DB3Az5BEERlgjVJU1JSwhXwXbt2jTmo5R2CZV1fVlbGlWhIT09nHlJQu4XcGazfsyRJ3Ml81mZx3qIJz3qe37C0tJS5UMb7bPDozLNWkiRmXQoKCrgSDTz/RlG/YVFREdfQgUidWWXzPEeANVnKapNEfc9lZWVc+7uwsJC5idko+1ukTdq0aRPTOkmSyv1+FkpLS5nfFTzvNnk9K7w2iXV9QUEBVzO8KDsKsH8fxcXFpvM5eJ4jgO9dIWp/8/ocRUVFzAVJo9gkHv9V1PPMK5vnXZGfn8/lc7DaUUCcr1tYWMhd2GZF1P7mjYPM6HOY0SYVFxeb0iaJioNE+hyssnltksj9zWrv/vjjDxw/fpxZblpaGrOvy+OPAuw6nzp1iusgkm+++Ya5GVGUzleuXMGuXbuY5f788884e/Ys01re9xWrzoWFhUwHGsgcPnwYf//9N9NaXp1Zf5dbJQ7iyc2IioNE2WiRcZCodyFvbsaMPgeP/2oUn4PnWTKKz8Hjv/LaJCPsb944yAj5Yp4cH2CcOIhyMxUYZX/zxEEi7SivzyEqN2MEm2SkepCoGrVZbZKoehDrb8jjbwN8z5JR9ndWVhbzxUqbNm0yhM9hlDjIKD6HEWySkeIgnv0tqkYtKm9XXFzMdYjksWPHsH//fqa1onJgvLJzcnKwc+dOprXbtm3j2is8eojKVf34449cA3ibN29m3iuialhmjINE1qhF+aNafA4j5GYqexwkskZtBJ+D5zkCjOFz3Aq9ujz+q1FsUmXv1eXVmcfnSE1NZV5bUlLCPKy9a9curqFxnlhPlN/4559/ch1Mv23bNmZ7IErnM2fOMB3cKMPjJ4m0SWbs1eVZa1abJKpGLTJfzNMXx5ObMYLPQb269hgp92qEOMgovbpmjIOMsL9F9uqK2isi4yBRvm5WVha+//57ZrkiZxZZdc7Pz+e6XPmvv/7CkSNHmNaK0rmsrIwrT3vu3Dnmi5V45AJ8PjfPWp6c+M6dO7kOXhKlM8DXqwgdTNEAACAASURBVMtzICP16tojqld3z549yMzMZForSueioiKuetCRI0dM16t76dIlfPfdd0xrN2/ezBVTiKoHSZLEfKD4999/z3VILE9uRtRveODAARw8eJBZ7vbt25nza7x7hXX92bNnuS4NrOx9cUaJg6hXV7seomIKmlm0x0h9cWazSSJnFo3Qq2sUm2TWmcXK3qtrlLNbWGOKy5cvc8VBIutBomYWDx06hAMHDjCtNUocxJMz27RpE9f+FhUHlZWVYcuWLUxrv/vuO1y6dIlZthHioL///huHDx9mlmsEm2SkXl0jzCyKfH9THGSvgxHmBwD298pPP/3EPI8PiO3VZbVJR44cwZ9//sksd8eOHcy/oSidL1y4gN27dzPL/eGHH5hzZjw9VQD7v/HatWtMF/3I8OTxReXASktLuS46zMjIYO5n4tVZ1P6mXl17jOBzGCk3w2r7L126hG+//ZZZLs9chyg7WlBQwHWp2IEDB3Do0CGmtaLsKG+N+uLFi8zvii+//JLL5xDZq8saB+3atQtXrlxhlm2EXl2eXgfAGL26PO82gK+HWtT+zsnJwTfffMMsd+/evUwXMPHoICOqRv3PP/8w+69G8jnM1qsr68ICb68uTxwk6r3Ccy4ZAHz11VfMv6Go/X3+/Hmkp6czyzXjzOK+ffuYzx7k/Z5Z1/PGQWfOnGHuZ+K1SQRBEJURunDOACQlJWHgwIEAgIEDByIpKQlff/01hg8fjqCgIABA9erVVWX88ssv6NChA2rVqgUfHx8MHTq0vCnTz88PPXv2BAC0atUKJ06cEPivIQiCMDa8N3CzwpM44JErUg+RCQxR34eotUbRQ5IkQ3x3PDqQHtrXitRD5F4R9X0YRWcjPEcAmIfvAP6mZB5EfXdm3FdmtElG8Tlof3tGD6PoLPIZ5ZEt0o4awTbS/ta+1ih7xYz7W+Q71gi/oRn3FcBn7/Ly8m66XJGyjaIzz3tFlFyRsnm+O16dRck2io8pMv4wyvvbCLbRKL/3rfD+5sEIOpvxeTaKHrz+mhH2lVH0MKPOtL89o4fIfWWU3Az5HMbTw4z724x5TKPkwHjiq+LiYq6DCowQM4nUg/a3Z9YaRWfK22mXLarnqLS0lOsgElE689pGo+TXaH9r04P8Ue1rb4W+OCPobBQ9aH9rX2sUnY3wHJlVD573N8/a/Px8YZdpi9IZEOeTivr3AeJ0pv2tXQ+j5BeMYPt514v8DXkwyndnBD1uhf1tBJ3NuK/M+Dzzrq/sPYW3Qp3CCP6aUXrMKrvOBQUFXAdfiooprl27xvycShL7hbi8ehglpjBKzp901iaXV7ZR+otF2STeehDPBT6idC4oKOC6HIXeK9rWipRtlDyHUXx5I+hhxnhTpB5mjIOM8t3R/vaMHkbR2Yw16sq+r4yix61QpxDl+5tRZzP60KIuzATE6Zyfny/s4lqj/IYUU2jTwSh63ArvKyPoLFI2z9qSkhKuHJEZbRLprE2uSD2M8j0boQ4DGMcvNoJNMooeZtSZ9/c2o00yo86iYhvemUWeiw5F1oOoV7cCM/bqiqz3ivoNjVKjNoJ/AhjjfWUUPUTmrSv7e8Uo728z5jmM8myIsqNXr17l9kkJgiAqG3Th3E0mKysLO3fuxJQpU9C0aVPMmzcP69evR1lZGSwWC7MctRear69vuSxvb2+ugh9BEERlw8fHR8hab29vIXJF6hEZGcm89rbbbmNey6uHqN9E5Pcs6jfx9vbmev+L0tlisTDrYbFY4OXF7lKK+u54ZVf2/S1yrxhBD6PozLu/eeCxuzxrvby8mPc3z1pA3Hfn5eXFbGcsFouw38WM7xWj6GzG/U3vK8/oweP78PocouyoSDtjxt+Q9rfx9DCrzkbxOXhsklH2N6sN8/b2RkREhO5yedfyrq9Tp44QuSJ1NsJakbJr167NvFd4dRb1e/PYGZ74AxBnR3njICPozLveCO96o+hhxve3UeJNo+hslDhI1PdhFN/HjPv7VtCZ9rf2tTxxkKjvgzcOIp9D21qj6EE+h2f0EPls8KytWbMm/P39mdbWqFEDAQEBQvTg9TnMGAcZwU8yyv42iu03gi0AxOZmWJ9/o+STqlWrhsDAQKa1VapUQUhIiBA9eNb6+vqiVq1aTGv9/PyY1wJ8OTCetYAx9qxRbBL5HJ7Rwyj1oFshDiKfQ5set4LPYQTbb0abxNsXJ8rnCAkJQZUqVZjWBgYGonr16kL0EOU3enl5oXbt2sxyRdUKedfz1iFZIZ9Du2wz9s0YpVdXVG4GMMbvzSvbCPvKKHoYZX+LfDaM8Iwa5Xk2ShzE831Qr652ubw6i/LBRPp2ovJrIvN2or67WrVqwdfXl2lteHg41/MhyocODQ1FWFgY09pbIQ4ygs4A9epqXStSdmRkpLB6kKjfm6fuXLVqVQQHBzPLFmWjeeyMv78/atSowSxb1B7kkW2xWISdI2CUvUJxkPH0MIoPTb262tca5Tek/W08Pcz4bNDMoj1m/A1vhbq6Efwko+gcGRlpupnFGjVqMPfqVq9enbmHDhAXBwUHB6NatWpMa80YB/HmZoxik4zwrjeKHrfC+0rk98zjcxihRu3j44Pw8HCmtTx9vQDVKRwxQr6YV2cj6CHye+ZZy1Pj4cktAzSz6IgRYopbwecwwv42SkxRp04dYXEQT32A599Xs2ZN+Pn5Ma9ljZkAcb93cHAwc69uQEBApa9Rm7FXV+T3bIRauVG+Z5Ezi0bwOW6FXl2Rvi7repE1aqPEQWbMc5gxdouIiGD+Pnh8KoIgiMoKXTh3k0lJSUFsbCwOHDiAv//+G4cOHULdunVRvXp1LF26FNeuXQMAXLp0CYB1qNTZ7apt2rTBd999h4sXL6K0tBRr165Fhw4dPPpvIQiCMAOhoaFM6wICApgHbgBrYzlrIMKqgwzrQUq+vr5cB8G1bNkSzZs3Z1obFxfHLBdg/zd6e3tzNcT4+Pgwr+f9nlnXWywWrmEGLy8v5vU8h2bxrudZa7FYmL+P4OBgroRVcHAwcyAu6jcMCgriSo7w/Bt5f0NWnf39/ZkLLIDVhomySazrfX19uQo9fn5+zOtF6ezl5YWgoCBmuSJt0rBhw5jWBQUF4YknnmCWy2uTeBJnPM+/qN+Q1ybx/BtF7W8eHwLgs2GifA4/Pz9um8TqV4l6Nnx8fLj8JB4bZhSb5O3tzbxelM9hsVi4fQ7W9aGhoVw2afDgwUzPqZeXF2JjY5nlyrqwEBwcbBifg3W9ljhIlE0S5XPw+FWidOaNg3hiPTPGQaLeV7xreeIgLX6SKJ+D1W/s0aMHVyN1r169mIdBWHXgXd+uXTs0bNiQWW6HDh1Qt25dXXXgXd+oUSO0bduWWW6zZs3QunVrXXXgXR8eHo7o6GhmuZGRkejatSvTWt58EqvOwcHB6N+/P7NcM9okHl1ExkGivg8jxUGicjP+/v6mi4N4cjOinmeRcZCo59lIcZBIm8S63oz5Yp5cKmCMOIhnvwJ8NknU/hYZB4l6nnl8CMD6bxTlc/CsvxXiINb1vPWgoKAgZhsm0ufgyc0YpR7E43Pw+FUibZJR6kE8uRme7yM4OBj9+vVjWiuqFwDgt0mifA6RcZDIepARbJKoOEjU/hYZB4mq99asWRM9e/ZklhseHo7u3bvrqgPv+sDAQAwYMIBZbkBAAAYOHMi0NjY2lmt/DxkyhOm501IPYv0++vTpw/V89OvXj3k9728oyiaZMQ7iqXmJ8kd5fAjAGPUgI+VmRPlJPOtFxkFG6Yszgs8hsldXlM8hMg4SlcekXl1tOsiw+ig+Pj4YOnQos1yLxcLsowwYMIDruRswYACzjRblN0ZHRyMiIoJZbs+ePVGzZk1ddeBdf//996Nx48bMcnlyMyJ9DqPEQWbs1TWCTTJjr25ISIjp6kEia9Si9rfIOMgoNWqKg7StN1ocxIrI+QGj9OqKjINE5WZY/aSmTZvivvvuY5YrcmaRVec6deqgS5cuzHLvuOMOdOrUSVcdeNeHhYWhb9++zHJ51vPqzBoH+fr6YsiQIcxyeXK1gwYN4noXDhgwgNlvFPUbmrFXt23btmjUqBGz3Pbt26NevXq66sC7vmHDhmjXrh2z3Hvuueem9+rWqlWLub4DWA/zY+3VFaUzb69uUFAQ83pe2x8TE8Pkz3t7e3PXg1h16d+/P1dcyLOe9zdk1blLly5ch/lFR0czH/Iu6rlr1aoVoqKimOWaNQ4yW26GZhbtMcr8gKg4SFSdwkhxkMhe3co8syhyfsAo9SCaWdS23ow1aiOd3cLqJzVu3JhrZpHnLAhROmuZWWTN5RhlZpFnPa/OsbGxTHvLx8cHMTEx3LJZeOKJJ7j8RpFxEOv6rl27csVBNLOobb1ZZxZ554OMMLPIo7NZ4yDW/d23b1+EhYUxy+VZL8omderUCXfccQez3C5dujAf1C8qn9S8eXO0bNmSWe59992Hpk2bMq0V9T3ffvvteOSRR5jl1q1bl/mMZlE6V6lSBX369GGWW7VqVfTu3VtXHWSMMB9EvbradOBdz5ubMUoc9MADDzDLbdGiBe69916mtaJiCp76DmCtabPaMF6dhw8fzrQuJCSEKw4KCQkRNrMYExMjJA7i7dXlya/xxE2i3ivdunXjunCuR48eN71Xt02bNmjSpAmz3Iceegj169fXVQfe9XfffTcefvhhZrmNGzfG/fffr6sOvOu1zCyy5nJE+RzUq2sP7xy1yJlFVpveuXNn3H777cxyu3btymzDROnM40MAYmvUomYW69Wrx2zDRNmkqlWr4vHHH2eWW61aNTz22GO66kAQBFGZoQvnbjJJSUk3vOj69u2LzMxM9OrVCx06dEC7du3w4YcfArC+vKZPn4527dohPz+//O9ERkbi1VdfRc+ePdG2bVu0bNmSOTFIEARxKxEaGsqUSKxatSqXXIvFgipVqrhc5+fnxxWUAdaAjyWY5NUZAJ555hmXa+rVq4dBgwZxyQ0MDGQq9FetWpX7FnCW79nb25s7sPb392f6bapUqcKVdAHYfhsvLy+mf5stvr6+TAmB0NBQ7pvtq1Sp4vK3sVgs3M+dt7c3UzE+KCiIqyEGsP47WX4bUfs7ICBA0/4WZZNY/o6vry9XgxdgTTyy2CSWZ8gRFp19fHy4m0tE2iTW/c3TtAJYh9lYElzx8fHctoN1f/PK9fHxYbK9ISEh3DYpLCyM6bfh1Zn1twkKCuIaDABuvs/B+l6zhfW30eJzsNoknkIPwP6+0LK/q1Wr5nKNFp8jICCAqYFSpM/Ba5P8/PyYfhvW594WVpvEq3N4eDhGjhzpct2AAQOYB55lwsLCmH4bUTYpMDCQqwkXEGuTWP6O1jiIxSax7FVHWH0OXpsUGBgozCax6GzWOIh3fxshDuLd36y/TXBwMHccNGbMGJeHTfj4+GDGjBlccgMCAjB16lSX69q3b48HH3yQS3ZsbCxuu+021TUWiwWzZs3ikuvl5YWnn37a5bp77rkHvXr14pLdp08fpmalp59+mnt/s/w777zzTgwePJhLbufOnZkaKJ988knu5+7pp592+V6pWbMmRo0axSU3KiqKqVlp/Pjx3LZDlM/BGqOKioO02CSeOIj32QgLC6u0cRDv98yTmzFSHCTK5zBCHMSrs5+fH1PezEhxEE9uhmcwAGD/bbTYJJa/w5rfs6Uyx0FacjMssZPW3KsZbRLLb8Ma/9vC8jxrjYNY3hes72LHv2O2OIj1t+HdK6w2ifW9ZgurTeLNc/DYJFH1IFH5YpH1IFE1LJG5GS026cknn3T5fYSFhWHixIlccll/GyPlZkTHQaJq1Cx/x0j1INbfRmscxGqTRO1vXpv08MMPMw1hTJ06ldvXZcnN1KhRA6NHj+aS27hxY6bh9bFjx3K/s6ZNm+by/RkSEoJJkyZxyY2MjGQaCBk8eDDuvPNOLtkTJkxw+Uz7+fnhqaee4pIbEhLCZHu7devGdWgDwO5ziMpzaLFJwcHBN71Gzbu/Wd8XRvI5WH1YLT6HyHrQza5Ri4yDeHMzlTkOEtmra8Y4SEuNurLGQUaqUd9xxx1MFygMGzaM6/A6AJg8ebLLd1FAQACmTZvGJbdq1aoYO3asy3WPP/4416ENADB69GiXh014e3sz1W5t8ff3Z/p3Pvjgg2jfvj2X7KFDhzId4sVboxZZD+KxSdSra0VkPUhL7pV6dSswaz3oZteob5Ve3ZsdBxnJ5zBrHMTy7xQZBxmpV/dmzwdpqVE/8cQTaNCggct1vH4S69+pV68eBg4cyCW3a9euTBdHPfXUU9zvwpkzZ7p87iIiIjBixAguuS1btmQ6WHDixIncPtj06dNd2ugqVapg/PjxXHLvuusupnnS4cOHcx1eBwCTJk1yae9Ye1htqV69OsaMGeNyXd++fbkuWAPYenW9vb25e3VZ46CHH34YDz30EJfsmJgYl4d4ie7VZT34SUZkry7LHLWWXt1OnToxXfpgpF7dZs2aMfVRa5lZZKlRh4aGcteD6tSpw3QQaExMjMsedUcmTpzo0jfw9/fHk08+ySU3LCyMyfb26NGD+ZJWmVGjRrm83JJ1r9ri6+uL6dOnu1z3wAMPoHPnzlyyBw8ejLvuusvlOi0+B8VBFZgxDjLjzKLIXl0jxEFGys2YsVdXZO7VbDZJZF+cyF5dUX1x1KtbgVlr1KJ6dfv27YvGjRu7XMfr2wHibBLrzOL06dO534UsuZlatWpxx0HNmzdHjx49XK7TMrPIGgfx9uredtttTBcoxMbGMl9OJDNp0iSXtoM1Z2FLlSpVEB8f73Jdr1690KxZMy7Zo0aNElKjNmM9SPTM4s3u1RUZB5mtRm2kepDIOIi1V5clZ+GoC4vt7dq1K3ev7ogRIxAREaG6xsvLCzNnzuSS6+Pjw9ST3KpVK67LjABg4MCBuPvuu12uE1UPatCgAZ544gkuudHR0UyXPsyYMYN7r8ycOdPlXqlduzb3pQVt2rRhyptNnjyZ22+cMWOGy/1VtWpVpnexLSJnFqlXtwKKg+zp168fU62O144CbPWgunXrcteDHnnkEbRp08blOiPFQS1atED37t1drpswYQK3P8NSow4LC8OECRO45LL26sbFxRmqV3fcuHEu1/Xu3Zv5klYZkb26LHWvdu3aMV/SKiOyV5fFJjRt2pTrMiOA/bdh8R8cYfl33n777Rg6dCiX3Pbt2zP1D4iaWaxZsyb3zKLIXl2WGNWIvboifI7Q0FAm26tlZnHkyJEIDw9XXSMyDrrvvvvw6KOPcskeNGgQ0/miZqxRa8lzsNixOnXqcMdBDzzwADp16uRy3ZQpU7jzayz9f9WqVWN6FxMEQVR26MK5m8y2bdtuuL158uTJ+PDDDzFr1iz88ssvSE9Px6uvvgrAmhz57bffkJ6ejsDAQGzbtq28OX7IkCH4+eefsWfPHrz55pvl8s6fP1/+3/3798eCBQs88C8jCIIwJl5eXoiMjFRNItSsWZM7eQ1YAy61JIKvry9q167NHZRZLBbUrl1bNcipVq0ad7IWsF6w8cYbbyjqVLduXaSkpHAXICwWCyIiIlQDVVfflxJBQUGqyU9vb2/Url2bO1EEWC8mUUuKhYSEaLrQwt/fHxEREYrfs5eXFyIiIrgTRYD1eVULml19X0r4+vqq6myxWBAeHs7dWAhYB7jUEh8BAQEuk0nO8PHxQe3atVWTZ7Vq1eJ+ngFrQketMczPz89lI4AzWGxSjRo1uBNFgDWRqJaI8vX1RWRkpGabpFbUcvV9KREcHKw6gCfvb97GYcBaxFd7Xl19X0oEBgaqDuiw/MZKLFq0SPVglMGDB+P111/nluvv74/w8HDV/e3qN1bC1Ts0MDBQs01S++3l9w5vYQOw2iS1QqBWm8TyPqpVqxZ34hMQa5Nc+Ryuvi8lQkNDVd+hsg03kk0KCgpyaZMiIyM12SRXz2toaKgmm+TqeWX5jZVw9by6suFKyM+rmk1y5VcqMWfOHNWDUR999FHMnz+fWy6LzxEeHq7J53Dl18s2nBcWm2TEOCgyMlKITQoJCUH16tUVP/fx8dG0v2WbRHGQFVc+hzs26WbGQVptkiu/PiAgwOXgtzMiIyOxfv16RRvs6+uLBQsWcF8KB1ib6dSKqa1bt8aKFSu45YaGhiI1NVVxkMXLywvvv/8+08VjjowdOxbPPvus4ueNGzdGcnIy917x9fVFcnKy6uE6L774IoYPH84lF7AOhr3zzjuKz90dd9yB1NRUTTZ6zZo1aNGiheLnkyZN4j7gBAA6duyI+fPnK+7fWrVqISUlRdMzvXjxYtXD2IcMGVJeL+FBZBxUq1Yt1d/HHZuk9g6VczMUB1nx8/PjPrwIuLlxkLv54puVm7mV4iBXfr0R4yBRuRlXcZBsk7TGQWp7zIxxkGyTzBgHibBJZoyDXNlwJW5mbsZVLksJkTZJVBwkMjdTtWpVl7kZkfUgLTaJpR4kyufQWqNmsUla60GunldR9SB3bFJERITq8+rq+1KiZcuWSExMVJRdpUoVrF27lulQN0dE5mbMGAe58pHNGAeJrFG74yeZLQ5auXIlWrVqpfh5fHy8poGUhx56CJ9//rni91GzZk1s2LBB0/ORkJCAjh07Kn4+cOBAu95UVpo1a4bly5cr7oXQ0FCsXr0a9evX55Y9d+5c9O7dW/Hzbt264eOPP+aWe8cddyApKUnxmfb398eSJUtUf2MlXnrpJcTFxSl+3q5dO3zxxRfccm92HKTmVyoh+0mVrUYtMg4SmZuhOMiKyDjIlV+pRGWNg9yxSSLjIBG9uiJr1CLjIFG5GVc2SXSvrpZ60EcffXTD3I8tvXr1wty5c7nl3n333Vi9erXicxUYGIjly5cjKiqKW/Ybb7yhenlHhw4dkJCQwC03IiICGzZsUHw+fH198dlnnzFdwOzIzJkzVQ9jb9WqFVatWsUtNyQkBCkpKYqXLVgsFsyZM0fVr1RCZK/uzYyDRPbqavGTWHp1RdaDtORmqFfXHpZ6kBafgzUOEtmrS3GQFXd6dW9mHGS0GrUZe3Vd1TeMGAeJ7NU128yiv78/UlJSVA8ZfeWVV7gPtwKsucTXX39ddWYxNTVV08xiUlKSqo88bdo0TJkyhUsuAHTp0gUfffSR4m8YERGB5ORkTb5BYmIi2rVrp/h5XFwcZs+ezS23devWWLJkiaK9q1q1KpKSkpgOdXPkk08+UT20tnfv3nj//fe55TZo0EA1DgoKCsKKFSu4Dx4HgLfeeks1DurYsaOmMxZq167tMg5asGAB96VwgPXgKrUDYFu3bo2VK1dyyw0NDUVKSori5VteXl547733mC4ec2TMmDF47rnnFD/X2qvr4+OD5ORkNGzYUHHNCy+8wH3pI2C9zO4///mPy15dLfWx1atXqx58PHHiRE2XQ3To0AGffvqpok9Rs2ZNzb26LDOLr732GrfcFi1aYNmyZYr+TFhYGNasWcN0qJsj8+bNU+0t79GjBz788ENuuXXr1sXatWsV37MBAQFITExkOtzakVdffVX1HfrQQw9h8eLF3HJr1qyJ5ORkxd/ex8cH8+fPZzrUzZGnnnpK9ULAFi1aYM2aNdxyg4KCkJqaijvvvNPp5xaLBW+//Tb69evHLZt6de0xaxxEvbpWRPfq0syiFerVtceMM4uyTTLTzCL16tpzs3t1jdQXxzqzyHvILyC2V5dlZpHloGhHWGYWk5OTNe3DJUuWqNYvhw4dqmlm8d5778XSpUtd9urWrVuXW/aHH36oelFez549MW/ePG659erVw5o1axR92cDAQCxdulRTHPTaa6+pXhDRvn17LFq0iFuuPK+q9NvLcRDvZQjAzZ9Z1GKTRMZBZuzVFRkH3cwatcg4yEg16ttvvx3r1q1z2asrn7XLw+zZs1XfoW3btkViYiK33OrVqyMlJUXRX/H29sZHH32ELl26cMueMmWK6gUwzZo1Q1JSEvf+DggIQEpKiuL7yGKx4PXXX1fNrysxdOhQvPLKK4qf16tXD8nJydx9Bl5eXli/fj3uuecexTUzZszgvtQVsPaWf/jhh4p+Y+3atZGSkqLJdixfvlz1ct4RI0bg3//+N7fcNm3aYNGiRYoxQ7Vq1bBu3TrFmoAa1KtbQWWOg4w0s+jn54fk5GTV2RFX8xZK9O/fH2+++aaiTnfddRdSUlK4+4gsFgvWrl2L5s2bK66ZPHky0yVejnTu3BmffPKJyzhIyz5csmSJ6llDMTExePnll7nlsswsJiUlaZpZZOnV/eCDD7jl3n333VizZo1qr+6yZctUf2Ml3njjDQwaNEjx8/bt22PhwoXccsPDw1VjYF9fX3z66aeqNT8lnn76adVLqVq2bInVq1dzyw0ODkZqaqpqr+67777LfSkcYL3sSu0d2rBhQ2zYsIHbP5dr1GoXYT7//PPclz4C1p6KOXPmKNqk2267DampqZpy0atWrRIys/jwww8zzSxqeWeJ6tX18/MzZa9uRESEkF7dl19+WcjMYo0aNZCcnKxYS/L29sbHH3+MRx55hFv2tGnTMHXqVMXPo6KisHbtWm6fIzAwECkpKYrvI4vFgjfffBMDBgzgkguYc2axe/fumDdvnuJzFxkZiZSUFE2yly9frno576hRo/Cvf/2LW+4DDzygGgdVr14d69evVzzHkCAI4lbCIkmS4ofXrl1T/pCR9PR01SZoJbQUQWSuXr2q+e8SBEEQtwalpaXIzc1Fbm4uSktLYbFYEBwcjLCwME3FB1sKCgqQk5OD/Px8SJIEX19fhIaGIiQkRFNRW6asrAx5eXnIyclBSUkJLBYLgoKCEBYWpikRYMvvv/+OhIQEbN26FQUFBbjzzjsxcuRIxMXFaTocw1bnq1evIicnB8XFxbBYLAgMDERYWJimgoktRUVFyMnJwdWrVyFJEry9iWXYnQAAIABJREFUvREaGorQ0FBNDYsykiSV61xUVATAWjCtUqWKpkFjW4qLi8t1Lisrg7e3N0JCQhAaGqqpecBW52vXriEnJweFhYUArMWjsLAwBAUFcScZbCkpKUFOTg7y8vJQVlYGLy8vhISEICwszG2d8/PzkZOTg4KCAgDWZF1YWBiCg4Pd0tlxf3t5eZXvby2JPltsdZb3d1hYGEJCQtzSuaysrFxn2/1dpUoVw9uk3Nxcu/1dpUoVt21SUVERsrOzce3aNUiSBB8fn/L97Y7OkiSV21FZ54CAAISFhemyv7Ozs3W3SSUlJUhNTcXChQuxa9cuANYCQnx8PLp06aLL/pYHRw8cOKC7TZKbW48cOaKbTcrNzUVeXh6aNGkCADh58qQu+1vWWS5EHz58WHebJOt84sQJ3XyO7Ozs8gHvQ4cOlevs7v6WdW7cuDEA4Pjx47r4HIWFhcjJySlvQjp48GC5HdXLJsmFu2PHjunqc8gFg4MHD5bvFXd9DllneSD2n3/+0c0m5eTklA/iyfs7LCxMFz8pNze3fH8fPXq0XGc9bdLff/+tm8+RlpaGhIQEbNu2DYD1orn4+Hg89thjbn0fpaWl5X6S3jZJ9jnk/W0Wm5STk1M+/Hvo0CHdfA5P2iQ9fA7bOEi0TTpw4IDucZBsk44ePaprHORok0T5HLLOesVBTZs2BQCcOnVK1zhI9jmOHDmC0NBQt/f3hQsXkJiYiFWrViEzMxNhYWHo168f4uPjNR3SbMu3336LhIQE7Nq1CyUlJWjatCnGjBmDAQMGuGU7rly5guXLl2Pp0qU4c+YMgoKC8NhjjyE+Pl7TQSG27NmzBwsWLMCOHTtQWFiI+vXrY/To0RgyZIimZkiZq1evYvXq1ViyZAmOHTsGf39/REdHY8KECZoOlrbljz/+QEJCArZs2YL8/HzccccdGDFiBIYNG6ZpAEOmoKAA69atw5IlS3Dw4EH4+PigU6dOGD9+vKZDHm05fPgwFixYgI0bNyI3Nxd16tRBbGwsRo4cqalhUcY2Dtq/fz+8vLzw4IMPlsdB7lBcXFweU5gpNyPrLOc5ZJ31ioNE52b0zr1mZ2ffkJvRMw7SO/daWFiI7Ozs8tyMj4+P7nGQ6NyrnJsJCQnRLQ4qKirSPTfjLPeqZxwk729bnY2ce83OzvaITdIz9yrvb8A8NklU7lWkTcrJydE99+pJmySyHiTrbKZ6kFlskq3P4e/vr0scZJubEV0P8vPzK9/f7uos7xV5f5vBJjnWqPWqB4m0SY41arneayabJO9vd+JYwJr/W7hwYfnFBw0aNMDQoUMxevRoTQcg2OrsyXrQqVOn3I6DnOVmzJB7dcwXy/UgPWvUtrlXPWrUchwkIl/syXqQHjapsLAQ69evx+LFi7F7924AwIABAxAfH6/pcBNbjh49ioSEBHz00UcAgCZNmiAmJgajRo3SNKwkU1JSgi+//BIJCQnYuXMnAJTn7bp27erWc3fq1CksWrQIc+bMAQDUr18fgwcPxtixYxEZGalZbllZWXk9KC0tDYD1cOj4+Hj06tXLLRt99uzZ8tzr4cOHAVgPKBg3bpymg4Bs+frrr5GQkIDU1FQA1sNjx44di379+rll7zxdD6IatXibJLIeZIYataPPoXeN2lP1ID38JE/XqPWKg2TfTt7fZqhRy3EQ1ag9X6PWIw4SVaMuKyvDli1bkJCQgB07dgAAoqOjMX78eHTv3t2t3zAzMxOLFy/GmjVrcPToUQDWSwfGjRun6WIIGUmSsGPHDixcuBCbNm0CAHTq1Anjxo1Dnz593Po+Ll68iMTERKxcuRIHDhwAAEydOhXx8fGqh2Ky8N133yEhIQHr1q0DADz44IPlNWp39mF2dnZ5jXr//v0AgHHjxiE+Pl7TpX62iLZJonyO7Oxs3W2Sba+urLNIn0O0TTJyXxz16lZAcZA9lSEOutV7dUXHQSJsUmWJg8xok/TwOfLy8rBq1Sp88cUXOH78OAICAtC9e3eMHz8eLVu2dEtnUTOLBQUFWLt2LZYsWYLDhw/D19cXnTt3xoQJEzSdaWDLwYMHkZCQgI0bN+Lq1auIjIzEsGHDMGLECE2HW8kUFxcjJSUFixYtwp9//gkvLy88/PDDiI+P13Tgki3Hjx/HwoULsWHDBly5cgXh4eGIiYnByJEj3aoHlZaWlsdBv/32GywWC+677z7Ex8frEgctWrQIa9euxcWLF1G9enUMHDgQ48aNUzyAjgU5DkpISMCPP/4ISZIQFRWF+Ph4PP74427ZO0/26jZp0kT3OOj06dOm6tX94osv8M8//8Df3x/dunXDhAkTNB0sbcv+/fuRkJCAzZs32/XqxsXFaTo0S6awsBDr1q3D4sWLhfTqyrWE3NxcREZGIi4uTkivbrt27XSZWTx58iQWLVqEdevW4fLly6hVqxaGDBmC0aNHu10P2rZtGxISErB3715IkoTWrVsjPj4ePXv2dMsmnT17FkuWLMHq1atx4cIFVK1aFQMGDMC4ceM0HYhqy3//+18kJCRg9+7dKCsrQ1RUFMaOHYu+ffu65c9kZWVh6dKlWLFiBTIyMhAaGoo+ffpg/Pjxqhc3svDDDz9gwYIF+Oabb1BSUoJGjRph9OjRGDRokFu+f05ODlasWIGlS5fi5MmTCAwMRM+ePTF+/HhNh7jaQr26FVCvrj2e7oszQ6+u3GMGUK8u9epWQGe32OvsbD5I75lF6tWlXl1bbGcWf/31VwDA8OHDdZlZFFWjlmcWFy9ejB9//BEAMGjQIIwfP17They2yDOL8+fPBwA0bdpU95lF+eyW/2fvvMP1qIo//p2EDqFIk94UFQ8gAmJBqSpVioIUwVASRBF7/6nYCyDSS4DQIbQkdEEUFAEFqUOR3pOIIL3D+f1xziZ7k3v2ndndc+++cT7P4/Nc790Mc9/37nl3zny/c7beeutWPIuPPPIIjj/+eBx88MEAZmh1R48e3bgOuvTSSzFu3DhcccUVAMIhOW3UQVOmTMH48eMxYcIE3HfffQCAb3zjG9h7772Th0VLKeqgCy+8EEA4THDvvffGNtts02i9e+qpp6b3qO+66y4A4WCPNuqglFa36/2gsla3X/tBbdZB/dij7rfZLYX/r+0e9bRp03DSSScNiVZ3/fXXx1577YXtttuu0fPM008/jVNPPRWnnXYa7rzzTgDh0NUxY8ZMv9/rcv311+O4447DhAkTAIQh+3vssQd23HHHRvfh888/jzPOOAMnn3wybr31VgBh8P/YsWNrHTRa5pZbbsFxxx03/RC/NddcE6NHj8bOO+/cqB/08ssvT+8H3XDDDQDCIXdjx47Feuut1yjnu+++G+PGjcMxxxwDAFhttdWm94PqHI5d8Nprr2HixIk48cQTcc011wDA9F7Chhtu2CjnBx98EOPGjcOhhx4KAFh11VWn+wfqHCRfMDtpdduug0yrm7dHXfSDHnzwQcwzzzzT9ZhN66Dbbrtteo/65Zdfnt6j3mWXXRrPbjnnnHMwfvx43HPPPZhjjjmw4YYbtlIH3XPPPdN71MXsll133RW77757ozro9ddfx+TJk3HCCSdM7wd9+MMfxpgxY7Dxxhs3yrnwLJ533nl45plnsPjii7fiWSxrdW+++WYQ0fR+0GabbdZaHfTkk09ikUUWmd6jbqrVLeqg66+/fno/qI06qKzVnTJlCkaNGoVtttkGY8eObU2re/XVV+ONN97Au971Luy55574zGc+07hHXfSDHn30Ucw777zTe9RNtbo33XQTjj32WFxxxRV49dVXsfLKK2P06NHYaaedGp9lMWHCBIwfP356j3rTTTfFPvvsg7XXXrtRzkWP+pJLLsFLL72EZZdddvo8qaY96sKzePfdd0/vUY8ZM6bWQYRl7rvvvunP0M899xyWWmqpVjyLVT7qLu+9DuU8qbb2XnN5Fp9++mmccsopOO2006bvzey7774YO3Zs5cGNEq677jocd9xxOPvsswG0WwedfvrpOPnkk3HbbbcBAPbYYw+MHTsWa6yxRqOc+1Gre9ddd03ft3vxxRexzDLLYLfddsNuu+3WuA46//zzceKJJ+Kuu+7CyJEjsf7662PMmDHYYIMNGuVc1EETJ07Es88+iyWXXHL6fnGTOsgwDKPfmG+++ZIPHp09cM4wDMMwDMMwDMOYQdHIaPuA7Vxx+zW25Tw0sS3noYltOfd/bMt5aGJbzkMTux9zzhk7Z86GYRiGYRiGYRiGYRgz04/7JzljW85DE9tyHprYlnP/x7achya25Tw0sfsx55yxLeehiW05D01sy7n/Y1vOQxPbch6a2JZz/8e2nIcmtuU8NLEt5/6PbTkbhmEYhmEYhmEYhmEYXaEf95Ms5/xx+zW25Tw0sS3noYltOfd/bMt5aGJbzkMTux9zzhnbch6a2NajNgzDMIz+w545hiZ2P+ZsGIZh9B9VB87VP+bUMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDyIodOGcYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhtFRyHuf9T8wefLkG7fZZpt1sv5HDMMwDMMwDMMwZnOIyAOA9576IW6/xrachya25Tw0sS3n/o9tOQ9NbMt5aGL3Y845Y+fM2TAMwzAMwzAMwzAMY2b6cf8kZ2zLeWhiW85DE9ty7v/YlvPQxLachyZ2P+acM7blPDSxLeehiW05939sy3loYlvOQxPbcu7/2Jbz0MS2nIcmtuXc/7EtZ8MwDMMwDMMwDMMwDKMr9ON+kuWcP26/xrachya25Tw0sS3n/o9tOQ9NbMt5aGL3Y845Y1vOQxPbetSGYRiG0X/YM8fQxO7HnA3DMIzZixHDnYBhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIYxOHbgnGEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYRkexA+cMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzA6ih04ZxiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiG0VHswDnDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMIyOYgfOGYZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhdJQ5hjsBwzAMwxhOmHkxAEsBeME592CLcUcAWAXA3AAecc4911ZsIloEwLIAXgZwv/fetxWbmVcBMB+Ax5xz/20x7oIAlgPwOoD7nHNvtRh7RQCjAEx1zj3ZYtz5AawI4E2EnN9oMfZyABYG8KRzbmqLcecBsDIAD+AB59yrLcZeCsDiAJ5yzj3eYtw5Ee6VEQAecs691GLsJQAsCeA559zDLcYdCeAdCM/SDzvnXmgx9qIAlgbwonPugRbjEkLOcwN41Dn3bIuxF0ZYk14BcL9zrs01aWUA8wN43Dn3dItxRwFYHmFNut8592ZbsYloBQALApjqvW9zTZqv9PWczrnX24pdiruUc25Ki/HmLn09j3PulRZjv72tWDPFnbP09Xwtr0mLtxVrprgjSl+Pcs4932Lst7UVa6a4VPp6YefcMy3GXqj832lzTSrFXdQ591SL8RYofT2yzTWpFHcJ59y/W4w3b+nruZxzr7UVuxR3aefcE23FI6K5Sl/P671/ucXYS7YVa6a4c5S+nt97/2KLsRdrK9ZMcUeUvl7Qe992HZQVIlrEe99aHUREC5a+HuG9b60OKsVdzHv/nxbjzV/6eg7vfWt1UCnu2733rdVBRDRP6eu5vfet1UFEtHRbsWaKm21NKtVBzzrnHmkxrtVBA2NbHTQw9vQ6qOW9mfkArISwN3N/m3UQMy8LYBG0vzczN8LeDND+3szbEfZm/uuce6zFuMXezEgAD2aog96OPHszqwCYE2Hvte06aBnkWZNWATAPwt5r23XQcgBeRdjHbHNNWgnAAgCeyFAHrQDgDYSc21yTlgewEIBpGeqglRD2Xu9vsw5i5mUALArgP23WQaU1iRDWpDb3ZpYEsASAZ5xzj7YYdw6Ez++RCPvFrdVBpX7Q8865h1qMOwIh57nQcj+ImYt+0EvOufvbihtjvwPAvMjTD1oeYU26v+V+ULEmTXHOtVYHlfpBbyDknKMf9G/n3LQW45b7QW2vSUsDWAzt94PmQvgsJIRnDquDQh3Udo/a6qCBcUchPHO8hv7pUWergwr6bG9mqbZizRR3ztLX83nvW6uDiGiJtmLNFHdk6etR3vvW6iAiytIPIiIqfb2w9761OoiIFip9TW3qZkpxF/Xe/6/3g6xHPTB2rh71HKWv589QB7XOTD3qBTPUQa0zU496kQx1UPH1iDafOUpxF8tQBxVfz9FmHVSKu2TLdVC2HnWsg1on1kHF1/O2XAdl6VHHOqj4eoEMdVDrzLQmLZShDiq+zqVBaXtNGlX6OteatHgGrW7xda416e1t9oOsDpol9lDUQQt471tbk4goy5o0Ux20kPe+tTWpH+sgIhpV+nqk9771OoiIlvDet1YHEdF8pa/n9N7n2JtZynvfWh1ERHOXvp7He99aHUREWeqgzLq4LFrdmXRxtjczcE3KpYtre01aoPR1rjVpSe99a3UQEc1b+nou733rWl0iWtp7b1rdGV//z2t1Sz3ql51z97UVN8buZ89irh61eRYxZJ5F61GbVnfm2KbVnRF3KLS6/8nQDyq0ug9m6Af1q1Y3py7uYdPqmlZ3ptim1Z0Rt1+1uqsgPHPk0ur2zeyWzFrdnHXQ8siri+vHOiinVrftOsi0ujPimla3BBEtXPo6Vz/obd77tuug4ut+6VEPhS6u1R51XJOKr+fO4FlsHe7P2S1l3YzNbrHZLan/Rs7ZLbnWpFZnt+TU6vZpj7rv+kE2uyX53+jH2S1906Pux9ktposbELe8JrWqi4v9oOUQ5+q2vPda7M2YZ3FgP6jtvZlcs1vmQcgZyNOjXgzA0xl71P04V7ft2S05e9T92A8qetT91A8qetRt94PmQ9gvfgvt96iLftCTmXrUOfpBRY86Rz+o+Lptz+JQaHX7og6aSavbdh2UTavL+Wa3lNekvpjdYhiGMTswovclcojIz/y/++67b+3Bvp/zf23+ToZhGMbsCTN/iJknAZgK4DYADzDzrcy8d7mRXiPu3Mz8bQD3AbgHwO0ApjHzycz8niY5E9GaRHRmKed7AdxFRPuXG5o1ch7JzPsx850x79tizhOY+f1NcmbmdzHz+JgzA/gXgPuZ+btlMUvN2Hsw800AHow5T2HmC5h5/YZxl2fmowBMiTnfBeBhZv5JWehUM/aOzHwdgEdizk8w8xXM/ImGcZdk5oMBPA7gDgB3AniMmX/LDYdHMfOWzPwnAE8AuDXG/Sszb9cw7sLM/AsAjyK8xncgvB6HxU26JrE3ZOZLEN7D2wA8xMw3MPNuDePOx8w/QPibuxvh72MqM4+LTaUmsT/AzOdhxv19PzPfzsxf4NJQnBpx52TmbyCsR+U16VRmdg1zXp2ZTwcwLca9F8A9zPy1svCrRtwRzLwvMzOA+zFjTTqXmddtmPM7mPl4DFyTHmDmH5QFOHUgot2J6EYAD8WcpxLRRUS0QcOcl2XmIxD+ngseZeafl8VZNWNvz8zXlL71BDNfycybN4y7ODMfiLAmFTzOzAfFhlWT2Jsx8x8R1qTie9cy8w4N4y7IzD8FUG6iTWXmI+PGYpPYH2XmCxH+7orv/ZOZRzeMOy8zfw9AuYk2jZlPZOZVG8Zem5nPxsCc72DmLzVck+Zg5q8irKEF05j5DGZeo0HKYObVmPkUlHIGcB8zf4tLQ9xqxCVmHsPMt5W+PY2ZJzLzB2snHGKvxMzHYmDODzHzD7k0TKtm7F2Z+R+lb01l5kuZeeOGcZdm5kNRugcR1qRfccPhj8y8DTP/pfStx5n5KmbeuklcIlqUiH4NoGz0fJyIDmkqNiSiTYnoDyit0UR0PRHt1DDuAkR0AGZak4joaCJasWHsDxPRZJT+7ojoFiLau9y0qhF3biIq6qCCaUR0EhG9u0HKIKL3EdFZCM8cxffuIqIvl0VUNeKOjDHuminnCUS0VsOc30VERR1UcD8RfYdKQ55qxCUi2pOIbi59eyoRTSaij9ROOMRegYiOxsCcHyain1BpAFjN2J8loutK33qCiC4noo83jPt2IvodBq5JjxHRb5qK4IhoKyL6M0rPM0T0FyLatmHcRYjolwh1UMEUIjqMiJrWQRvNVAc9HOugzzWMOz8z/x/Cc265DjqOg5ClSez1mPl8zFoH7cPN9mbmYuZvItYoGFgHvbdhzoPVQf9i5q9ySWRRI25RB92BgXXQOcy8TsOc38nMJ2DWOuj7TesgZv48M/8TpTqImS9i5o81jLtcqQ4q9mYeYeaftVAHfYaZ/4ZwHxZ7M39k5s0axl2cmQ9CWJPujP97ItZBjUQypTqouL8fZea/MfNnGsZdiJl/hrBPdRfCaz2FmY9ooQ76GDNfhBn390OxDvp8w7jzMvP3Eeqgf2HGmnQCM7+zYex1mPkchPu7WJPuYOYvtlQH/QthzSjWpNOZefWGOb+XmU/FjDXpHgD3MvM3W6iDxsY66AHMuL/PZ+b1Gua8MjMfhxlr0t0Ifx//11IddAPCc3SxX3wJM2/UMO7SzHwYwj1Y7L0+ysy/bKEO2jbWQY8h7L0+zsx/ZuatGsZdlJl/E+PeiRl7r7/jhkZQZv44M1+OGWvSI8x8HTN/tmHcUcz8E4T3r1iTpjLz0RyEqE1if5iZizroNgAPMvPNzLxnw2eOuZn5Owif3f9CuA+nMvN4Zn5Xw5zXYuYJmLEm3cfMdzHzl7lkYK0Rd2SMcTfCmlQ8c5zFzO9rmPO7mfkkDFyT7mPmb3PJSFgjLjHzXsx8CwauSZOZ+cMNc16RmYs6qFiTHmbmA7hkMq0Zeydmvh4z+kFTmPkPzLxpw7hvZ+ZDEJ45yv2gX3PDwf3MvBUzX4VQBxX9oL8w8zYN4y7CzEUdVF6TDuWGhzow88bMfClm3N8PM/M/mHnXhnHnZ+YfIk8d9EFmnogZ9/cDzHxb/Oxtow4q96inMvMpzLxaw5zXYOYzMLAOupvbqYO+yAProKnMfDYzr90w51WZ+cRSzkUd9D1uXgeN5lAHFT3qqcx8ITN/tGHc5Zj5SMxYk4oe9U+5dIhNHYhoByK6tvStJ4joCiL6ZMO4SxBR0aMueJyIDqSGg72JaHMiuhKlfR8iuoaIPt0w7kJE9HPMujdzOBEt2zD2BkR0MQbuF99IRLs3jDsvERV1UMFUIjqeiN7RMPa6RHQuBu69MhHtSyVjRo24cxLR1xDWo4JpRHQ6ETWqg4jovURU1EEF9xDRN6h0gEaNuCOIaB8iur307alEdB4RfaB2wggGVWYeh4E5PxjroPlS/04Ye7dYBxUUddCGDeMuE+ugmftBv+DSwTs1Y2/HzH8tfesJZv4TM2/ZMO5izPxbDOwHFXVQo2HkzPwJZr4CA3vU1zHzjg3jLhjroPIQrinMfFQLddBHmPkCDOz33sTMezSMOw8zfxfhs7tgKoceddM66P0cetTTSt+7k4OmrUkdNAcz74/w2VowlZnPZOY1G6QMZn4PM5+Mgff3vRx61E3roL2Z+dbSt6cy8yRm/lDthDG9DjoGs/aof9xCHbQzM/+99K0pzHwZM2/SMO5SzPx7zNQPinVQo0FMzLx1qQ4qvnc1M3+qYdy3MfOvMOua9HsO5vQmsTdh5stQeuZg5r8z8y4N487PzD/CwB71FGY+loOJsEnsch1UfO9WDlqMpnsz30KoUQqmctDqNq2D1mTmMzHw/r6bmb/SsA4ayUF7c2fp29NiHdRUq1uugwoe4Ha1ugVTuX2tbsEjbdRBPEOrW1BodXPUQY8R0W+p4fAoItqCiAqtbvG9vxJRI60uES1MRIVWtyBnHXQDETXS6hLRfERUaHULphHROCJqpNUlog8QUaHVLb7HRPSFFuqgr2PWOug0Imqk1SUiR0SnYdY66Ost1EFfICIufbuVOoiIViGicRj4zPEgEf2ASge61Yy9GxENqIOI6GJqqNUlomWJ6HDMpNUlop9TabhrzdjbE9EArS4RXUlEWzSMuxgR/Raz7s0cTA0HXhHRJ4loQB1ERNcSUSOtLhEtSEQ/xUx1EBEdSUTLN4y9PhEN0OoS0U1E1KgOIqJ5iGgWrS4RnUhEjbS6RPR+Ihqg1SWiO4noS9RMFzcHEX0FM2l1iegMImpUBxHRakQ0s1b3XiL6FpWGuNWIS0Q0hojKddA0IppIRI20ukS0EhHNotUloh9RacBfzdi7EFFZqzuFiC4jokZ1EBEtRUQz10GPEtGvqOEBhUT0KSK6uvStx4noKiJqqtV9G82q1X2CiH5PDQ/UJaJNiGirDwYVAAAgAElEQVRAHUREfyeinRvGXYCIfozQDyqYSkTHUHOt7oeIqPAsFt+7lfJpdU8mokaeRWZ+X6yDpnsWmfluZt6/hTpoP2a+C0PnWfxOC3XQnsx8Mwb2gyYzcyOtLjOvwAN71Lk9i5dzO57FQqtb7lH/htvxLP4ZQ+NZnMJ5PIttaXXn48G1ujk9i021uoVncSi1uv3oWWxDq7s7Mw/wLHI7Wt2yZ7Gs1W3Ds/hpDp7Fsla3bc9iodXN4Vksa3Xb8CwOptVt27NY6OLa9iyWdXFtaHXX5qHV6rbpWZwdtLptehYLrW7bnsV+0+oWdVBZF3cIN9fqbsrMhWex0Opez8yNPIsctLoHILx/5WeOHFrdB5j5Fg76zxyzW05i5kaeRQ5a3cKzmEOrO3MddBYzN/Is8qxa3XId1IZWd7A6qKlWN1UHHcDN66CUVreRZ5HTWt3fcDta3cKzWNbqNvIs8uBa3SncjlZ3I86n1R0qz2LbWt1yHdSKVpeI1iCiQqtb8C8i+io1mCcV+0FfJKI7St+eRkTnEFGbnsWCtrS6hWexIIdnsaBtz2JB257FmWe3HMjNPYubM/OVGKhBuYaZG2l1eaBnsaDwLDbqUfNAz2LxvRu5Xc9iwVRmPp7b8SwO0OpyYF9uPk/qawjPAwU5PIsF9zLzN7jZ3gxx2JMaoNVl5vO4eR1UaHVn1sW14Vn8HA+u1W3qWSy0ujPPk8qh1c3hWSxoRatLRB8nossxsEd9HRE18iwS0SgiKjyLBcXslkZ1EBF9hGad3XIzhXkgTfpB8xBR4VksmEpE44mokVaXiNYiosKzWHyvrdkt+xPRzD3qs4iokWeRiN5NRCdh4Jp0HxF9m5rPbtmbiG4pfXsqEU0iokZ1EBGtSESzaHWJ6MdE1EirS0Q7E9EArW7sUTfyLMYedVEHFTxGRL+m5rNbtiaiqzBwdsvVRNTIsxh71L/CQF1c0aNuVAcR0caxR12+v/9BRI3qICKan4gKz2LBVCI6logaaXWJ6INENECrG3vUYxquSXMR0SxaXSI6hYja9CwWc3Xb1uoWezP/y57F5XlWz2JbWt0dmPlaDOwHNdbqMvMSPGOubrkf1EYdtEWsg4p+0GOxDtq+YdyFmbnwLJZ71Ie3UAdtwMyFVreY3XIjMzfyLHJ6ru7xzNzIs8jM68Y6qNyjbrMOugcz+kFTmfm0Fuogx8yFVrfoB93TQh00gsM84XKPuqiD2vQsFv2gBznM1W3Ls/gQZuy9XszteBYLre4dCPdL23VQ0Q8qPIuNtLo80LNY7L0+zswHN62DmPmTPMOzWJ7dktOz2Eiry8zrcwbPYqyDvotZfdQntlAHFVrd8nPSnUS0X8M6aA4imsWzSERnUnOt7nuI6GQMrtVty7NY7lFP5OaexWKubqFBKXrUbXoWy/2gxp5FwzCM2Qnyvr3z2WiQw94OOuggfPOb32ztvyHBe197Q6NtKAwv/z2AdRFOp34IwFe99/dU/buW/tsPAVjHe9/aCbGGYRizAxwGn54GILWZfCqAzzvnVB+SHMxIlwLYMHHJ8wC2cM5dk/h5EgrD3iYCSG0mXwxgO+/965q4cUP9HAApAdorAD7jnLtYEzfG/iCAywCkRDXXAPikc+4lZVwCcDyAPROXvInw/p2uiRtjvxfAnwCkzAW3AtjIOac+MT5uEn0r8WMP4CvOucNrxF0BwNUIJ7gPxv0APuaceyLx86rY3wbwm4pLfuqc+3GNuIsDuApAqln0BIANnXP3Jn5eFXsvAMchfbDyUc65L9WIOwrAHwGkNmafBvBx59xNiZ9Xxd4OwAQAqc3kCQB2cc69pYw7N4ALAaREsS8C2Mo5d5Umboy9cYyd2kz+A4BPOedeU8YdAeAsACkjzmsAPuucm6SJG2OvA+ByAClzwfUI7+EL2tixwb9P4sdvAdjbez9eG5fDQLY/A1gKAFZfPfQybr99unbqDoR7Rf28z0Gg93+JuADwTefcwTXiLouwJq2ciP0QgA2cc48M8s97xf4KQm2FROxfO+e+VyPu2xBe5zUScachrP13Dfbve8TeHcCJAEYmYh/vnBtTI+78CPfZRxJxn0H4jP3HYP++R+ytEZ4N5k7EPh/Ajs65N5Vx5wQwCcAWibgvAdjWOXdFjZw/CuASAAskYv8JwJbOuVeUcUcAOAXArom4ryOsz+fWyPl9CJ8riyZi3whgE+fcczViHwpg/0TctwDs65w7rkbcVRDu72USse9GuL//XSP2jwD8JBEXAL7vnPuVNi6FIRVXA0gJeR8FsIH3/sHEz6tifxHAEQBSe1C/895/o0bchRH+ZlPmoScBbOK9vz3x86rYOyHUOqk66BQAo71ys5CI5kWog1KDm54DsLn3/trEz6tib4ZQB6UGP1wIYHvv/RvKuHMAOBdASoD2Sox7qSZujP0hhDooJar5C4DNvPcvK+MSwmfK6MQlbwD4vPf+DE3cGNsh/N2lRDW3ANjIe/9MjdgHAkhtDnsAX/beH1kj7ooI93eqgX0fwv2troOiAPfXFZcc4L3/SY24SyDUQanBLo8D2NB7f1/i50mYeQyAY5Cug450zu1XI+4oAFci7G0PxlMIz9A3J35eFfvTAM5Eug46E8DnatZBFwNINYNfQKiDrk78vCr2JgAuQLoOugzANjXqoJEIdVDq8LDXAOzgnLtAEzfGXhehDkqJaq5DeA9frBH7WABjEz9+E8BezrmTa8R9N8LzecpkzQh10FM1Yv8CwPcrLvmGc+53NeIui7C+p4S8DyI8Jz2a+HlV7K8BqMrpl865H9SIuyjCmpQacDkVoQ66O/HzqtifB3ACYh00CMc551I1dFXc+RH+nlNC/WcAfMI5d0Pi51WxP4VQB6UGP5yHsB+hrYPmAjAZQMoc+BLC/smVmrgx9gYALkKsgwbhjwjr3avKuCMQ9s5Tg9ma1EFrxbxSA/BuALBpzTrocACpz7q3AOzjnDu+Rtx3INwrqWFTdyGsSXXqoB8DOKDiku8656r2ZlNxe9VBjyCsSQ/ViL0fgMOQroMOds6phQFR/PlnACnz0L8RamRO/Lwq9i4ATka6DjoJwJ41+kHzIdRBKcPycwA2c85dl/h5VezNEfZfUnXQZIS+jaoOiv2g8wGkhkW+AmA759xlmrgx9ocRXo9UHXQ1gM2dc6o6KPaDxgNImX/fALCbc+4sTdwYe3WEZ91UHXQzgI2dc+o6iIOR4euJH3sAX3bOqesgDgP+r0K6DroX4f6ekvh5VezvAfhlxSU/cs79rEbcJRFyTg12eRxhHa1TB40FcDTSddDhzrn9a8RdEOFvIzVE4SmEz6tbEj+vir0DgNORroPOQPib1tZB8yDUQanBTS8g7I/+RRM3xt4UYd1J1UGXIOzranvUIwGcDSBlxHkVoQ66UBM3xv4Awv55qg66FuG5sU4dNA7A3okfvwlgD+fcqTXivgfhszBlLrgd4flcXQdROPg+1TvxAL7uvf994udVcZdDqINWTFzyAMLezGOJn1fF/gaAgyou+YX3/v9qxF0M4XVO1UFTEPbA/pX4eVXs0Qh1UGpNOtZ7/4UacRcAcAWA1FDt/wL4hPf+xhqxt0G4D1N10DkAdvLeq9YkCoPFLwCQMge+BGBr7/2fNHFj7A0R6qDU4Ic/AtjKe6+qgygcKnE6gNRgttcA7Oy9P18TFwA4DEy+ArEOGqQH8g+Ez5Xna8Q+EsAXE3HfAjDWOXdCjbjvRPj8XjoR+06Ez+8na8T+CYAfJeICwHecc7+tEXdphGfOdyRiP4zwnPTwYP++R+wvAzgUsQ4aJPaBzrlv14i7CMKatGYi7r8RnkfvGOzf94i9K0IdlOpRj0fYu6tTB10G4KOJuM8i1EHX18h5C4R6JdWjnoTwbKCtg+aMcbdKxH0ZoQ76Q42c10d4FhqViH0VQh2k7VETwvu3WyLuGwh75xNq5LwGwrPuYonYNyH83T1bI/YhAL6aiOsBfMk5d3SNuCsjvJbLJWLfg3B/Tx3kn/eK/QMAPy/+/yCxf+ic+/ms/7Jn3CUR1qR3JeI+FnN+YLB/3yP2Pgh1UGpNOtQ599UacRdC+NtYOxH3PwifV7cO9u97xN4R4XN2jkTs0wDsXlOrewmAjRJxa2t1OQzin4So1R0k9sUIa0edOugcANsl4r6KsOdzUY2c10OogxZKxK6l1Y2xjwewVyLumwBGO+dOqxF3NYTPwiUSsW9DqIOerhH71wC+k4jrAXzVOXeYNm4cMnUV0nXQ/Qh10OOJn1fF/haAquegn3nvf1Qjbi+t7hSEHrXa20REewIYh3QddLT3/os14o5CeIZODZP7L4CPe+//mfh5VeztEPqyqTpoAoBdatRBcyPUQamDPF5EqIP+rIkbY2+EoI1J1UGXx9iqHnWsg84EkBpI8BqAz3rv1VpdIlob4T1MaXX/DmBT730dre7RAFL19VsAxnjvT6wRd1WEeyV1INIdCPeKWqtL4XC1H1Zc8i3vfdU+SCruMgjPHKnDRx5CWJPUWl0KB5UdgnQ/6Dfe++/WiDtAqzsI0xD2ZtRaXQoHXY5Hukd9gvc+ta9XFXc+hPssdbjQswA+6b3/e+LnVbG3QtCvpQY/nA9gR++9qkdN4SDK6VrdQXgZwLbe+8s1cWPsAVrdQfgzgC2896o6KOriTgGQOqjndQC7eu/P0cSNsddEeNZNDcD7J4IeU10HEdF0re4geAD7eu+PrRF3FYQ1KTVs6l8I9/e0xM+rYv8QwE8rLvmB976qX5SK+3aENSl1CGMTre6+AI5Eek06xHuf6stVxV0Y4W8jdeDZfxD+Nm6rEbuXZ7GJVvcSVHsWN/fe/y3x8yQchr1VeRYvQqiD6vSoe3kWP+2cu0QTN8bu5Vn8K8JeVR3P4gkAUkOQ3kCog/rNs7i/c+6IGnFXRFiTUp7F+xD2OXJ4Fn/inDugRtzFEdaklFa3iWdxbwDHIo9Wt5dncdOaWt3tEeqgVI/6LAC71tTqXgQgNcA2p2exiVb3TFR7Fnd0zk3WxI2x10Gog1I96tqeRWau8iy+CWBv59xJNeIO8CwOdgnqa3V/DqBK19qKZ3EQmmh1v4pQB6X4lXOuSn+cirsowuucGnDZmmdxEMY551I676q4ObW6AzyLg1BXqzsngrYldaDhSwjrxh81cWPsjyHsCafqoCsRNDl1tLqnAtglcUlrnsVBaKLVPQzAlxM/fgvAF5xz42rE7aXVbcWzmOB7zrkq/1Aqbk6t7pcAHI4Kz6JzTu1ZjFrdXp7FjWtqdXdGqHVSddDJCLoqbT9oXoTP/iqt7ubOObVnkcPhP1WexQsQ6pU6ddB5AD6VuOQVANs759SeRYFW9y8IdVAdrW4vz+LuzrkzNXFj7F6exSZa3YMApO6FJlrdFVHtWWyi1f0ugCqf9I+dc1V7N6m4SyDknEOr28uzeIRzLvXZUBV3QYTPqyrPYl2t7mcQ9LjD4VmspdWNh4NUaXUvBbCNdp5UHJY8AUDq8LBXEfahG3sWB+nLNtHqHgdgTCLumwj+j1NqxB3gWRwkdm2tLocDH7+XiAsAX3fOVdUcqbjLIdzfKyViP4CwJqm1usz8dQDTa7NBYrfiWRwkbhPP4miEeWMpXVxdz+ICCH/PH0rEbc2zOEjscwHs1NSzmJjd0sSzeDFij3qQ2K14FhOzW3Z2zp1XI+cBnsWWtbpHAPhSIm5Tz+LVSGt1m3gWDwDw40RcoL5nsZdWt3YdRES9PIsHee9Te+BVcRdBeB6t8ixu7L1Xa3WJSORZrNEPGqDVHYTnEGaVqD2LRLQFQr1S6VmsObulp2fRe6/2LMaD3y5D1OoOwtUI/bE6s1tOApA6qOcNALt579WeRSKSeBY3qtmj/h2AryV+7AHs570/qkbclRBey+USl9yD0O9Va3WJ6PsAflFxyY+892rPIhEN0OoOwmMIWp/7Ez+vij0WoQ5KrUmHee+/UiPuQgifV1WexU2892qtLhH18iyejvA3rV2TJJ7FLbz3f038PAmHw+InI92jzulZrKvV/QDCc2OqR/03BK1uP3kWm2h1fwUgpSHzAL7mnDu0RtzlEe7vFROXPIAwV1et1eVwiPyBFZf83DlXpfVLxV0MoQ56b+KSKQjPdmqtLocDnI5Hem/mGOfcvjXiSjyLH3fOqbW6zLwtwn5ESqt7NsKzv3ZvZi6EPnKVVvdTzjm1Z5HDYdJVWt0rAGxdsw46A0DqEOXXEGrCiZq4MfYAz+Ig/B3hPaxTBx0FIPV31cSz2Eur24pnMcG3nXNV938qbi+tbhPP4v4Ic3VTzxy/dc59p0bctyHUQVWexY2cc3fWiP05hOfo1N7MiQgahjp10B8ArJ+4pIlWd0uEOijVo54IYIeaWt2JALZMXNJEqzvAszgItbS6sR9UpdV9A0FDdLYmbow9wLM4CP9EmBnUyLM4CB7AF51zx2jjGoZhzG7UPtXZ6E3cTJwI4Crv/Sre+9UQhpk2On3YMAzDqE8UeFUJFoEwsEV9IBWCuGvDip+PAjAxDuARQ0SLIogHUpviQCgy1UINAN9G2rgFhObghCgyExMHekxCelMcCMW8etMFQRiUOmwOCJsP4+MQLDFxQ+58pI1bQNg0UZs+ORwoVtW0JgCHxmaClrOQNm4BYXOqzkCPj6LauAUAP+Iw/FbLCUgPsACCGKKOAMSh2rgFAF9k5t20sRE246ren7cBmBzNCWKi0aVKsAiETWL1MCAEM3DqsDkgbGqfH41pYuKQofOQFiwCYYCg+hAOhCG8KeMWEJoHZ0QRipjYJJiE9AALIDQ91CI9Ivo80sYtIPw9HkdEVX/zsxA35M5DelMcCM2lOsKjrRAPm6vgQGZODUio4jSkjVtAaOLVEZVL3p/vMnPq4KAqjkN6gAUQ6rfz43siJprvqg5ZAIC9o+lUy0FID7AAgjh3UhQvi2HmtyN8rlT9u+1R/ZmW4kdID7AAwppyLofhimJi43Ii0sYtIIgWqsQnKfZDPGwuwZwATotNajHRNDIJaeMWEMQhdUzdOyM9wAIIa9JRzLymNjaCYDVl3AKCGeEkbVAOw9p6fWb8MhqHtZyMtHELCGIndWMjDkaqMm4BwNejIEfLUUgbt4AgKpsUhf5iiGhlVAsWgSCGUwsIEA7mSh02BwQT06TY1BMTB0Cfg7RgEQiiwzp10HeRPmwO8b95Thy+JiYO9JiEtHELCCY39cBchOeN0RU/nwPASUT0Dk3QOERsItKCRSCIaNUNNSL6NNKHzQHhHjqMiFKCuComIG3cAoJYWS2WIqINUH3YHAAcEA+F13Ii0gMsgLDG1jEEr4HqQxYA4EuxYa/lMKSNW0D4LJsUP9vERKNLlWARCKYB9eEQCMNhU8YtIDwzTKxRBy2M3nXQZogifCXfQPqwOSDUQWdFU7KY+Cw4CekBFkAwwdQxK+2B9GFzQHgGPj4asTRxCWFvJnXYHBDMRnWM6J9C9WFzAHBQNOFqOQPpw+YQf6Y+EDTm0muoxvfjAAYt45A+ZAEI70GdOujdKBm3Eoxl5qq9vRS/Q3qABTCjDkoJDwcl3ltVw0WBYK5UH6KFUAelDpsDwppyXlxjxMQ17HxU10GbojQwW8H+SB82BzSvg1KCRSB85qiH/HIYpF81rGkEgGM4HC6l5TxU10HvQRheqYLDsLYDelz2a2beUBsb4Rmoqg5aHuFZSkU0BFcZtwDgG9GgreVopI1bQNiznxj38MVwODj9JFTXQaNRvbeX4jdID7AAYh0Uh12I4TD4rFcdtA3SBwdV8X2kjVuI/81zorBdTOx59aqDNkDvfsNgfAHpw+aA8N6ezOEAAjHRNNKrDloLoUZXweFAsaqhlgTgMGZeWxsbveugdyL0QFVEIXyv4aE/jSYeLeORHmAB1K+D1kR4f6rWhS9zOHRSy+FIG7eA+nXQCghrdFUdtAvSQ5mq+DnSxi1gRh1U9ewwC3GvtlcdtAWqRfgpvoW0cQsIe9RnxT1rMcI6SPKcPVjsvZA2bgHhGfjE2BvQxC20ZVVastURehkq4oFiVZ8ZBOB3RPQhbWyEXs+KFT9fGaH2VxGF8L00BD+IA7m19KqDlgJwftT7iYk9wKpDFgBgn3gonZZDkDZuAaH3OTke8iaGiJZGeA+r/t0OSA9lquIApA+bA8Kacn40y4ohogUR6qCUcQsIdZDabAzgK0gfNgeE1+l0IkoN+R6UqB3oVQd9AOEwMxVR81B1eMcIAMc2qIOq+vGrIex1qojakl6fGb/hMLRRy2mIAywSrID6ddD0w+YSfIvDwF4txyAatxLUrYPeiepDFoAwLHuMJm7kt0gPsACCRmxS1IyJiZq0s1Hdo94W8eAgJT9APGwuwbwIdVDVfToLsQ6aiLRxCwgaQvVwSoR7u0rXNAeAUzgcSC0m1kGTkDZuAWHIfp2BezuiWtdEAI6IhlYtZyM9wAIIhxmcrA3KzJug997Zz+J1Wk5CeoAFEA6NqDsg9ihUr0lfYeaqz7QURyAeNpdgMYQ1SdWjFmp1P4fqvb0Uv0Q8bC7BKIQ1qerZYRbienAuemt11QcgI2h1t6v4+dwIWl2Vz0Sh1VUfZsRhgOReFZcUdVAOre4aqKfV7fWZQQB+z+GQPi1noboOqqXVjXVQLw3BD+PQJy3Ho1qruxRqaHWJ6L0IdWrVs8q+RJQaylTFIUgfNgeEOmhSNGmLiYdznYHqOuizSA9lquInSA+wAKJWN9Y1YoR10CdQfXBQiq8hfdgcEF6nM+PrJibWp720uushaLJVxL+nqsPcC61uamhLKq5Uq6sejhGHFPQaQPPbuA5oOQ3pARZAWK/qDD5bD9WHzQHAd4ioyn+S4lj01upOrLE3syp6a3X3IqI6dVAvre5CCGuSqg6Kg88moLdWV33AOcLfXNVnxrwAzo0HAIohovnRW6sr6TcMxn5ID7AAwr76qfHwVzFxsGEvre7aqKHVJaKdUK1rIgBHEVFVDzTFOUgfNgeEeuMkbVAi+jh6f2b8gojqanVTh80Boa6rc2Dg+xHen6p14WtEVPWZluJIpA+bA0IdVEeruxJ610G7o3pvL4XEs6jW6nIYAN2rDpL4TwbjO+jtWTw79snFxD58rzroo6in1R2L9GFzQHhv63oWJ6K3Z1Gt1Y37k708i4fF/U4tE1DtWXwH6nkWP4beGoIfczgEREsvre7SqLc3szqqD1kAgla3jmfxUOTxLEq0ujsh9Em0/Azpw+aAZp7F89Fbq3uAJm5E4lk8s6ZncTKqe9S1PIscBulX6ZpGAhjHYVioJm6h1a2qgxzqeRYl/o66nsXTUe1ZXAn1PIsfQtCnVvG9qEPWchzSh80BeT2LY6LOQcvB6K3VnVzTs9irDvo06nsWq3zuhVY3h2dxE9TzLH4Z6cPmgLyexXUR9FEqog6rStc0AsDR0d+iZTg9i7+K+jktp6C3VrfOMMZ10Fur+/WoU9Qi8ixm0up+HtV7eymkWl1tHSTxLEr8J4PxPaQPmwNm1EFare5wexZPju+1mPi3NAm9tbpHa+LG2J9Bta6pqINyeBbfiRqexegLqDpsDgB+EtcuLbm0uhLP4n7Rz6Ell2dxeYQ6dTg9iyqtLhFJPIubo55n8ZtIHzYHRK0uEeXwLH4YvZ+zB4u9J6p1TSMBnMD1PIsTUe1ZXB31PYu9/B0Hx9pDSy/P4sqo51n8CHprCLrmWXxPjN3Ls1i1t5fid4iHzSXI6Vns9ZmW4seQeRZVWt24lzMRvbW6uTyLp8c9LTEKrW4dz+LnUD2DsKlnsWof6j2op9WV+Nx/zeFgQS2nolqrW8uzSEQSz+I349wKLSLPYpy3ISbO8zgJ+TyLVVrdYnaLyrMY56acjd6exdTBQVX8AALPYpyjKSb2vCahWqsrmQ0yGPsifdgcEOug2PsTE3uLkjqozqFwO6Ba10QADo89Vi0Sra7asxh7z732zn4aD2DWMh4ZtLpEtCbC2lG1Ju1PRFWfaSlEnsWodRATtRS9PIu7op5n8RcQeBajpkRM1Oqeh+oe9RborbsaDIlnsY5Wd26EflDV85XkOXuw2Hujt2fxBA4HNWniSjyLa6CGZ5HDnMeqzwwCcAiHuZFasngWmVmi1f0/Zk4dHFTF8UgfNgdEz2KNOkjiWfwCM1f58FOIPIs16iCJVndHVPvwU0i0uucxs0qrG68/D9V1kER3NRhfRfqwOWDGXN06nsXJqK6Daml1o+ahagZh4Vmsqv1T9NLqroYaWl1mlvjcf8thvraWU1Gt1V0BNbS6HOaOVx02BwDf5jDHXEtOz+KJqN6b6bW3l+JApA+bA8Ln7+QaWl2JZ3E71PcsVn1mNNXqVtVBG6F3v2EwvoRqre4cAE6NXjAxQs/i2qjnWew1i50AHMnMVT1QwzCM/wnswLm8bATgde/9dJG39/4WANcQ0YFExER0OxF9FgCIaEMiupqIziaie4jo10S0KxH9I163SrxucSI6j4huiP/7SPz+okR0ORHdTETHIj40EtHPiGi64JeIfkFEdRrfhmEYswP7onoDquDLmk25KPqRiK8XQ/XBJYOxJ6qLvYIvaAaJRXGV5GC9+VG9ET0YO0F2wOrnteIEyEwsc0J/WMbmqDY5Fmyv3ZSD7LAwgrIhE4deSDbTN6ohTpCahVSmoigmlQwAXJ31B8vsh+oNqAJtztL7dllUN5oGYx9UN+IL9tNsykVxdNXw/4JFUN38HozPo1r8VzCWFYPE4u8nuQfmhex3K/MZVBsOCj7HykFikP09SdfbMpuiuoFUsDUrB4lBljNBKZblMNxKIir6cA2R9v6o3hQv0N7fK6B6mFPBu1E9HHMwvoRqcVCB9nVeGNWDtguWQvVQmMEYg2pBcsGXWDFILDbMJYaQBVFt0B6Mz6HaBFWwFysGicXnQMl7I/3dymyLauN1wWe14gTInjlGQjmwLQoGJSFXtVoAACAASURBVIMvNtOKEyC/b1X3ShzyKxmEvg4RaQ+W+TJke2qqNSkO+ZUYvlaG7HmqjLQO0r7Oo1B9GHTB4qgWAQ/GXqg2ZhbsqxkkFq+VDOuYH7Iar8zOqB4GUTBaO0gM+eqgLVEt7i34tHaQGGRrkvQZcDpxCLrksO6NiUgrTshSBxHRO1E9zKlgTSLaUBMb+eqgxVFtYi5YHrLnqTJfQHUjvkC7NzMfZKKDRVA9sHcwRqNa/Fewj7IOkn4uzwu9oGIHVBsOCrpUB30C1cNeCraJz/IactVB70e1eL9gfdYPVM5VB62I6oNXC96DasHdYOSqg94G2X0rfZ4qMxbVguQCbR00D2S1wkKoNmgPxm6oFv8V7K0x0Cv2ZuaG3uyyHaqN1wU7s3KQGPLVQRuheuhlweasHCSGTHVQFGZKBqF/oIZI+8vIsyYtg+qDVwvegWrB3WB8EdUmiQLt6yzdv1gC9eogyf7FvqwYJBavldRBC0BW45XZBdUmqII9WDlIDLK/p7mgr4O2QrW4t2AHVh76i0x1EIeDaCUDADeNJgINufpB70K1iblgzRpm1Vx10JKoPnCoYAXInqfK5KqDpH3ct6FaBDwYe6B6QE3BPqwYJBZ71JLPZWmNV2ZHVBsOCnZn5aG/kNdB2iGxm6Ha5FiwbcY6SLs3sw6qB20XfKzGQOUsdVA0+koGAK6G6uGYg5GlDoqGasl9uzRkz1NlpHXQfhoDfTRsSGqFhSDrdZXZHdUHFhSM0QxUjr+f5B6Q/m5ltke18bpgF1YOEoO8DlLtzUSNhkRbsiUrB4khXx20BqoPHCpYj/UHy+Tam1kW1cOcCt6J6uGYg5GrDpLuX0ifp8rsDVkd9EXNILFobJXUCtJeV5ldUW2CKthTM0hM0aOeC/oe9adQPYCqYEdWHvoLeR2k3ZtZH9WHoBV8QjtIDPnqoHdDVgetVcOsmqVHHd/vKhNzgfR5qkyuOkiq1V0UGbW6GgO9Qqs7H/Ra3c+ieiheQU6tbq46aDvtIDFk0uoS0Qcg0+puSETagcq5etQro3qYU4EjIu0Bm1n2ZhR1kPR5qoxYq6usg6R61oWRT6s7RjNITFkHabW6n0b1IUkFu2oHiSFTHYTQV5FoS7aK95WGLD3qONxqQ8GlH4rD+TTk2puRakuk+8plstRBccivZP/i7cio1dUMEiMiqZ51FDJqdTWDxOIBg7m0utugegBVwWfjIYAastRBRPQxVA//L/gkEUmep8rkeuaQakvWLjzQCnJpdaUa+5Uge54qI9bqag7YVGh1F4NM81dGqtXNVQfl9CyO1g4SQz6t7haoPpCk4NNRR6Ehl2fxg5BpdbvkWZRqS9Zg/cEyw63VXQ56rW5Oz6JUq6utg0ZDptXVehb7Vasrub/raHU/juoD6gs+pR0khnxa3bVQfeBQwUeYWbKvXCanZ1FyWHeXPIvS+3YpdEerq/EsjpbGjeTS6nbBs7gTM0u8T2VyaXU3RPXQy4LOeBaZ+b2QaUvWZf3BMrn6QVKNvXQGRJksnkWFVjerZzGjVlfrWZRqdbtUB0m1up9h5aG/yKfVlXoWN4lrgYZcddCqkGlL1oxrroZcdZBUYy99nioz3J5FqfepjFirG/eARcTDToa7DtqNlYf+Ip9W95OoPpixoEuexbVRPWi74KOsH6jcBc+iZAZEGWkdpM25Xz2LUq3uaGnciFSra57FGeT0LG4R9zw15KqDVkf1gUMFnfEsxrkYEo29dAZEmVw9ao1nMZtWV9mjlmp1s3oWYy9NROzR5fIsbo0wD6gXO2gP/UW+2S0fQfUhaAUfj71hDbl61FJtyftiD15Drh61VGO/IjJqdZU9amkfV6r5K7MH8ml1c3kWpVrdXJ7FnFrdbTkc4K4hV496XYQDzHuxATNL9pXL5KqDpFrd90I2A6JMrr0Z6X27DPRaXbFnUdmj1mh1s3kWYx4iFHVQVq1ufL815PIsirW68b7SMNyexQ9yOEBOQ641aTnI5mGviu5odTWeRYn3qYxUq5urDsrqWSQi8ywG1FpdwzCM2RE7cC4vDsA/B/n+9giD2tdEEBIdWNr0WxPhYW51hEbUqt77DyCcWF4UCocCOMR7vy7CQ/7x8fs/BnCN934tABdgRhPkBMSCJ5oDd0KNE9kNwzBmE6SDtlaFrDFb8AnINq81ORRIN9qWhGzAdcGHIRPxAPlynh+K4UjM/B7IzAyAPmfp9SOhMOhEsYG06aTdVNVcL349YtNEOijzE0rh6faQbW4B+f7u1laaXbaGrKEG5Mt5JciGKBVsDNmgCSDfvfI2yMQiBetCJuLR5FAgfZ3ngUIMHw+ElorvcuU8AoqDDmMzUtp02k4jTIPud9SsSQT577iRsrmxLeR1ca73cPU4fFnKFpA11IB8OS8L2RClgg0g27wG8uW8EHTC0/dBZmYA8uU8FxQikDicUtp0ypUzKa4tBmJLm05baQZXa/JAvtfjI0SkaW5sA5nYGciX87uISGP6/yRkBiugW3WQVHyXK+cFoGi4EtF7ITMzAPlyngMKg04UvEnMDEC+nFWx42GE0gExn9Q0XNGNOmgdpdlla8hMn0C+nFcGoDmga1PIBk0A+XJeFLLBbgUfgGzwOJAv53mhOMAnGhSk4ruu1EGLQF6fbq8RpiHf3swIyPefNlYa8LbD8NdBa7LugK4u1EHLAdAMpt8AsoF7QL6cF4busIy1IDMzAN2pg5aHzMwAdKcOWgDyATGf0ojhNXkg3+uxPusOT+9CHfQepel/M8gMVkC+nJeC7KCfgvUhG7gHdKQO4nCAonTPrBN1EIfD6aSH2neiDop7LdI98c01pmB0ow76gHIwfRfqIE3fAehGHbQ4wrOPlPUQzCYSulIHrQrZAUxA3jpI3KMmordBZmYAgO01pkHk25sZCfm6u0kc+i2lC3XQWrG3KGVLyIaAAvlyXh7yvgMQ/uakgzJz1kEaA977ITMzAPlynhuKwdVR6yDdM+tKHTQK8kPtt9EcKqbJA/lej48pB5FsC5npE8iX83ujBkvK5hj+OmhpyJ+3gdA7kg7KzKWbGQXdkNjVETSLbeZQIH2d54TicOU4+E86KLMrddA8kA+I2VJjCkY31qQPKgfTfwoy0yeQ7155J+R9ByBoP6R6xVyv8xKQa0KBcJ8Mdx00HxTDkeIBitI9s65odReDvD7thFY3GpOlddDH42ApKV3Ym3l/PABcShe0uitC3ncAQg9S2qfrilZ3HcgGj2tyKMil1V0ZfabVjQMQpH267eK+iJQsWt2I9HfckIg0h6fnrIOk1zsi0hxUvDlkgyY0ORRI/+6WgU6r+zHIBu4B+XJeEPI9ACA8B0oHZXaiDorDKaXagU7szRDRfJD7trYkIvEBPpo8kO/1+LByIGMXetSavgPQv57F4dbqaj2LqyEMu5aQK2dtHbQE5O9LV/Zm5oRcG/TJuL8spQt1kNazuBWGvw7SanU3QT7Pokarqzk0sO88i8y8CvpPq7sw5PXpdh3R6mo8ixsrDw3sQo96DeUBXV3Q6v4veBb7Uau7HMJaKqETdZDSs7h1P3oWlQMZu1AHvTvqQqV0wbP4dsi9cUDQ9Urfl65odfvOsxj/9qUa6q7UQXNBrg3aLK5hUrpQB62rHEzfBa1uP3oWF4POs7geZIPHge5odd8J+ZyvrtRBWs/isGt1/0c8i5oDuvpRq7shzLNYJpdWdwXI53x1pQ7SehbFhytr8kC+1+OjRKQ5PL0LWt33xDkhUsyzWO96rVbXoc+0urEX2leexdhzlj4LbhF72lI+jeGvg9YjIunzNtANre47EOapSemCVlfrWfwg+k+r+y7IDmACuqPV1czU+XRH6iCNZ3FTZpbuAQDdqIPWUh7QtRWGvw5aAfK+A5DXsyi9fhHoPItrI2iS28yhIFcdtBL6z7O4IOR9um2VnsWcWl3p77hB9EhI6YJWt45nsQtaXak3Dgha3VyexVxa3TUQvFsScv1taD2LGg21NmfDMIzZDjtwbnhYH8CZ3vs3vffTAFyNGYXODd77Kd77VwHcD+Dy+P3bMaNQ2BTAEUR0C8LBcgsS0SiEh43TAMB7fzGA/8avHwLwFBGthfAgcLP3/qm8v6JhGEZn0WzgdeHaruRhOde/VjPgYV7lAOFcOc8PuXCYIDcuavPoyntoOXcvD8u5/rWjIG+Yzwm5SUibh+bauSE3UAK6dbcf30PLuXt59GPOmvskZx4LQL43NRJyk5A2D/G1cbjPsOehvLYreVjO3bs2Z2zNOjNfHKSXI49cddAIWB1U99qu5GE5d+/anLE1a1JX6qB5IDdQEqwOqnttV/KwnLt3bc7Y2jpIYxjPknMUTmoMG7P7e2g5dy+PruSs+TyeP5oUcuShrYOkeVgdVP/aruRhOXfv2pyxNWvS3JCbhLR5aK6dF3IDpdVB9a/tSh6W89Bc25V+kKZHPQfy1UHi1yMO0ujCHlE//t1Zzt27tit5jFIOEM65N6Opg4a9NxyN9l149unHvzvLuXvX5oytuU/mUQ4QzpXzfNBpdbuwFuSMbTl3Lw/Luf612jpo2PswRKTdI7I1qd61XcnDch6aa7uyN9OPWt2u9KX68e/Ocu7etTljaz2LmgHCXamDurAW5IxtOXcvD8u5/rULQudZHPY6CDqtLmB1UN1ru5KH5dy9a3PG7ketbifyUF7blTws5+5dmzO2yrOoHCCcK2fT6g7NtV3Jw3Lu3rU5Y2vWpLnQDT2aaXWH5tqu5GE5d+/anLG7otXV9IM60StXXqu93tbRetd2JY9+zHmB2Gsd7jy0ddCw96gzx7acu5eH5Vz/Wq1nsStaXauD8l/blTws5+5dmzN232l147zxLvi5u/IeWs7dy6MrOWs+j0cpD7k1DMOY7bAD5/JyB8KJ0jNT9eHzaunrt0r//y3MEFGPAPAh7/374v+W8d4/H3/mE3GPBzAawB4AThTkbhiGMbsypc+u1V4/NVPcnDnn+v0012rz0Fz7HwBvCK992jn3WqY8NK/H8wBeEF77KoCnFbG78HfnAUzLlEdX7pVcfxs58+jK66xdZ1LP301y0F6vufZpANJ15nkAL2bKQ3ytc+4VAM8IL38dYd1tPQ/ltdrrZ/fPb8t5aGL/G2HvQEJX1v5nALwivPYlAM9mykN8rff+TYTXWoLmWlUeymtzxrachyZ2rs8J7fWaa59EuAck/Md7L62ZtHlortU8+7wK4L+Z8rA6qHvXdiWPruTcj2vSUwi1goTnnHNdqINeAvCc8PLXEX7H1vNQXqu93uqgetd2JY+u5DwN/bc381/I66AXIV8LtHlo1qQ3IN9veRPhWbD1PJTX5oxtOXcvj67krKmDnnTOSa/V5qG59jmEPRcJmn1abR653sO3YHVQ3Wu7kkdXcp7d66BnvfcvZ8pDc+2LCPszEl5D/9VBHlYH1b22K3l0JWdNHdSVftB/MVAXW8ULkK8F2jzEr4dzTrPf8gb6sw6yNWkGXblXuvI6a14PTY96mnNOei2Q7/V4FoD02edldKBH7ZzTPEe8hXw9artXBjK7r6Ozu1b3v8456fOJNg/N6/EC5Frd12Ba3brX5oxt62j96zWvRz/2gzRa3RfQAa2u916jhdH0jlR5wO6VLl7blTy6kvPsrtXtRB3kvdf0eEyrW//aruTRlZz7sR/0JOR10FNx3zNHHpprzbNYP4+u/N1ZzkMTux89i5oedVc8i5pnH/Ms1r82Z2zLeWhiT4O8DupKzlrPYhe0uhr9rdVB9a/tSh5dyblf6yCxZzHq4HPkobn2OciffV5B/3kWTatb/9qu5NGVnPtxTVJpdaNfMEcemmtnd8+iaXXrX9uVPLqScz/2qDVaXY1uX5uHph/0v+BZtDVpBl3pnXblddZqdaV10L9jr1VKrtfjWeg8i8Peo1Zen7MOsntlILP7Ojq7a3WfifMjc+SRU6vbj3WQ7c3MoCv3SldeZ9PqzkCzFmjz0PSDNJ6AnJ5Fu1cGMrs/c/Tj34bWsyhdvwzDMGZL7MC5vPwJwNxENKb4BhGti7Ap/1kiGklEiwP4GIB/KOJeDmC/Usz3xS//AmDX+L3NASxS+jcTAWwGYF0Af9D/KoZhGLMNpwivu945d68i7h8hL1ykORScKrzuXgDXSYM6524EcKfw8lw5/xvAZdKgzrmHAPxVePnJ0rgR6e/4EoBzpUGdc88CuKDlHApOg2xT7k0Ap0uDxuE+0uvPjcYKKWdDLk7I9Xd3uXNOs4lxIeRDVHPl/E/n3B2KuFcDeER4ba575SGE51MRzrnbAdzScg4F0tf5aQAXSYN6758AcKXw8lw5v4JwX4mIByecL81BuXF2OmSbcm8hrF8apK/HJOecRtR0LuSDxLT3ijTnq5xz0vsVAC6FXDCV6+/udufczYq4fwPwgPDaXDk/Dvn9CufcvwDcILw8V87PAZgkDeqcexLy56pcOb8G4Cxp0Di8S7qGnak0d5wJmTjBI9/rcZH3XmPumAh5QzJXztd67+9XxL0C8uZQrpz/BeDv0qDe+xsA3C28PFfO06DYn/PeP4CwlkrIlfOLAM6TBvXeP4PwHC0hVx30BhR1UDxQ8gzh5Wd77zWipgmQixNyvYd/cM5pBEIXQC7MzJXzjc65uxRx/wzgMeG1uXJ+AMA10qDOuVsB3Ca8PFfOTwG4WBrUOfc4Qu9DgjZn6fUvAzhHGtQ59wLC56wE6etW0IU66Pz4O0o5B3IDfa466E/OOen9CgCXQC7MzHWv3Oack+5bAN2ogx5FWBtFxDX3RuHluXJ+FsBkaVDn3L8hf67qUh0kXcPOUB5IdQbkdZB2vZNef6FzTlMHnQ+5gT7Xe3iNc+5BRdzLIRde58r5buecRl/wD4TaSUKunKcivHYinHMPALhWeHmunF+AfC8VzrmnIX+uqpOztA6S1jXFgZJnCi+foBzEfhbkBvpc7+Flcc9MymTIDfS5cr7BOSfdtwDCs/njwmtz5Xw/5PsWiHvLLLw8V87/QXjGFOGcexTAVcLLc+WsqoO8989Dvr+szTlLHeS994rrz/feawYQauqgXO/hlbG3KOViyI0juXK+xXsv3bcAgpbjIeG1uXJ+BPL7Fd77OwH8U3h5rpyfgVxTgqh1uEJ4ea6cX0XY8xQRNSVSnc3pygOpzoDMQJ+zDrogaoOknAe5gT7Xe/iXqMGSchnkAwtz5Xxn1LpJuR5BSychl25mCuT3K5xz9yHk3WYOBdLX+XnI91LhnNPsL+fK+XXI65riQEnpXs5Z0cwp5UwMfx10iXNOM/R4EuTDg3LdK393zt2jiHslAOlzVU6trnTfAs65fwKQav9y5fwkguZIhHPuYci1f13R6j4H+f5yTq2upg7S1E3neu81Awi7oNW9wnuvMQVfCPkQ1Vw53+S9l+5bAEGr+7Dw2lz3ysMxDxHx95Nq/3JqdaWakkKr+0fh5bl61K9AUQfF+1WqszlVOezrdAx/HTTJe68ZxH4u5HVQrnvlau+9Rqt7GeSDOnLdK+y9v0kR91qE/VoJndDqeu/vgdxT2wmtrvf+P5A/V3WiDvLevwb5Gnam915zIJVUqwvkez0u9t5rDqTqglb3Ou/9fYq4XfAs3gP5vkXhWZRq/zqh1Y26Aan2rxNa3bgvOdxa3TqeRWlP+xzlAMIuaHX70bN4o3NO6jEGQh/mUeG1uXJ+EHKPMZxztwG4VXh5JzyLzrknMPxaXfMsDmSiUqvbBc/in6PeQUoXtLr96Fl8DPL7FVEX1G9a3SfRn1pd6Rp2RkbPYq69mYuUWt0u1EF/i7pQKV3R6oo9i1HX21eexfieDLdnUavV/S/kz1U5PYsare6bkO/lnK3U6nahDvpD9HVIMc/iQLJ4Fr33twC4XXh5VzyLj0HugTLP4gxUdVCsxcRa3T71LEq19UA3tLq3Rp+xlGsQ9kYkmGdxBlqt7jTIPVBdqYNegXwNO72GZ3G4e9QXxPkVUjrhWfTe95tn8a44j0XK3xF6SBI6odWN83SkczpzanXFdVDshQ63VldVB8UDJcVaXe99v3kWL43aASkaz2Kue+Uf3nupxxjohmfxPug8izdh+D2LWq3uI5Br/3JqdTV1UE7PYhatbqyDpO/hecrDws/G8NdBf4y9RSkXYfjroJvj3Fkpf0E3tLpXSYPGucFS7V+u1/m/0NVBmueqfvQsnqb0LHZBqzs5eiSkaDyLue6Vv0QvipQuaHXv8N5rPIvXQe5ZzJWzRluPeL6CtOeV62+jjmdROgtC+zobhmHMdowY7gRmZ+IgnO0AfJyI7ieiOwAcgLBZVohT/wTg2957jYB4fwDrENFtRHQngC/E7/8EwMeI6CYAn0DpkJFoDPkzwjBkzSa/YRjG7MYJkBWTv9EEjULSgwWX3gXFpkvkTMg2uH4bP3s0SH7Px6Aw/kQugUx89HvlUBZAlvNTAI7XBI2Cz6sElx6rHBQFAAeh92bRiwCO0ASNg4YkRrIzlMYAADgUvTewXwfwO03QKCw/UXDpZdHMo+Fo9BYXvgXgQE3QuPF/mODSG51zYoN05CTIGv2/1QSNoo6DBJfeC0XzOXIuZGb0g5SbqoDs/p4C/YbOFZBtuh+mPEARCO9Nr7X3GQDHaoJGY4xEfHRC3AzTcDB6N81fhuzvfjpxc1cieD5XaQwAgMPRewNb+lk8nSgsP05w6Z/i8CcNx6H3ABwP/f39KoDfCy69FYpDXSOnQjaUS5uz9Pd8CIpGT2QSZAPTD1YK3gDZmvRvAOM1QZ1zV0G26X5kNFxqOBC9xcPPIXxmionNS4kJ42TlYUYAcAh6Gxqkf/fTiYOGJI2TyXFoiYYj0dtkJf0snk4cwiN5b/7mvRcLYiInQHZYpaoOioNFJM+Dd0JhkI6cAdkBugdmqoMehULwFrkIMvHRIcqhLECmOsh7fx1kgwKPUQ6KAuR10JGaoPGelTQOz/Dea4wBQFhretVBryGsXWK899LPi0uUw+uAsG70em/q1kGHCy79h3NObAyIjIesDtLuzWjqIHHzOXIOZGb0XHWQ9HOtzB8gO9T7MOVQFkBeB0metacTRZwSMcPx8UAXDQejt7G7Th30EGTPsGcrh3gj5tKrRq1TBz0NYJzg0ivje6LhWOSpg15B2KvqhbSWLnMKZEO5tDlL194HoRDhRiZCZsLIWQedpAkaPyskgwKPUIpwgfDe5KiDbodMfHSS0iANhGfoXnWQ9O9+OtEUKdnLnxgFYRqOQG+TlboOigJHyXvzV+ec1MhTcDxkA3C097f0eVBaS5c5A7KhXLn2Zh6BYjhl5EKEmq8Xh8Sh/hoka9J/EGpeMc65v0FmuD86mh80HIjeddALUNZBcfC+xIRxmtIYAIQ6qJcpS10HxT2ikwSXXhz3njQchTx1kLRXd71zTjzEO3IiZIe05KqD/gXFwNzIBMjM6AcqB8EB+eqgyyCrgw5VDmUBQs69fk9pz2E6zrkbIBs8Nk45KAqQ1UHS+n863vsHIHuGPUs5xBsIzz+SOkjVo/beS/fNrvDea4bXAaEO6mVeV9dB3ntpjXoTFAbpSJY6KA7Hl6y990NxcEjkPASzaC8OrqGNlKxJ0s+16UTtgMRwf3imHvWzAI7RBI0aDYm5dbzTHeoKhPu21/NgnTpIupd/ftTYaJDWQdq9Gel7c7VmeF1kHGTGz1x1kLSWLnM6ZEO5ctVBD0MxlCVyAWQD03+nHE4JyNYkqfZqOs65v0J2ONZRNeugXnszLyA8x4uJA1clw05PjcZWDYdAVgepetQuDBOXGOsuVA6vA8Lr1+u9eQv6vRlpjXpt/DvScCKGV6sr/RsqcxZkWt1cddDj0A/EvhTBl9KLulrdXr+ntOcwnThwVdJfPM45pxkUBYR7QFIHqbS6cdCQ5Bn2TO99J7S6caCNZN/sD957zfA6IDzL9NLqeij3ZhR10D+hOMwocjIAiWerTh0kWXuleu8y50JWBx2kPKwMkK1J0s+1Mn+E7FDvw+P7rUFaB6m0uvHvXzKA+cS4v6Ahi1Y37reItLpxH0dDFq1uHPwn2Tf7s3J4HSCrg+rszUg1i7dBr9U9DbKhXNqcc2p1J0M2MP13cXCchixaXe/91ZAdjnWU914zMBeQ1UHPQ1kHee/vhOzgqJO9913R6kq9HZOVw+uAfFpd6XtzrfdePMQ70gWtrvhQ18iZEGp1M9VBdTyLF0Om1e2SZ/F6yAYFdsmzKPWbnREHwmsYbs/ipcrhdcDwa3VvcM6JDzOKnIT+8ywOt1a3jmfxcsgO9c6p1a3jWZT0F7uk1ZXu5Z/jwgGiGg5DHs+idN+sHz2Lt0BxmFFkuD2LD0JxgGJkIvJ5Fn8tuOZ/xbPIkA1M74xnMWp1JXv5k6LuT8MRyFAHKbS61zjnJD3FMscjQx0U9abD7llUxgVka1Jdz6JEZ5lLq1unDroWskOCj3G6gblAJs9ivGclfrPTne4wI2D4tbqXxDVXQ646SFqj/j1+tmkYj+HV6kr/hsqcDaFWN5OPOqdnsY5WV1IH1dHqSvuLueogtVY31jaSZ9gJTjfEGxh+z+Ifne6gaSCTVnc29yxK9d5lzodsYHouz2Idre6fMPt6Fruk1ZXu5XfGs+i9l2p1/+K9l/QUy4xDBs9inBUseR6U1tJlsmh1FT3qR6DX6oo9i5lmt6g9i7G3KJkFdHTsWWrI4lmMPVyJ3+zU2BvWIK2DtD3qqZB9XlwUe/AapFpdrS5O+t5c572XzP8pk8WzGLUfubS6ExC0K73oklb3MoR5fr3I5Vmso9XVeBZzaXW1dZDYs+jCYX0aJJ7FOj3qpyD7vLjc6Q6aBjJpdaOHTarVFR9mFMmi1VXUQfdDr9UVexYz9ajraHWvhOxQ7y55FqUzUU90zmkOdQXkdZC2Ry3dyz/POSeZzVzmcOTxLEr1A1dFT4eGLJ5FRR0k9b2WGW6tO5Ea7gAAIABJREFUbh3P4mQIPYuZtLq5PYud0OoahmHMjtiBc5nx3j/hvd/Re7+K9/693vstvff3eu+/5b133vvVvfcT4rVXee+3Kv3bDYvTbcs/897/x3v/We/9Gt771bz3X4jff8p7/wnv/fu991/z3q8QjaIgohEAPgjlxqVhGMbsRhQnbIm0cNED+JZzTjtwD865g1FdZNwPYAttw9x7/wqAzVHdsPu1914l0gMA59wpAH5WcckTADbXCofjZthWqB58PA4yUfTMsS8G8FWkN6KeBrC10w/5BYAdUG3wOA/At7VB4yDcPZDeHH8RwPb/z955B0hRZW3/mQQzAzODSHQFw66BzwJFMSeCwjDkLAiSGeLgBtd106vu++7qGnYBlaAoBlBEchZQMIuYFcxEGZLA5Nz1/XGrpquhu/qe23Ohaji/v9ap2sPp7rqn7rnnOfcqLBQBwCi4HxCxEcHDaaWxNrUZiMiL4+UAhhr0jccB8fu5iXe3AhhCNWoJM3si8uJ4AMBEg34oHCAO9nUTyn0NoBfVqNUI2BXuBbu/GIZBbWaAYRgz4C7w2AURk0gFc6vhsivcN9d53DAMUvHZsv0KgL+53HIQIiaRhMNW0bAn3BfPnod7PAyLaZobAExC5IWo4wB6WgcfURkM900IVwD4HdWoYRjbANyFyIvjJQAGGIZBbeoGgHFwLzJuBjCaatQSFPVD5AauCgAjFDbcA4B74C7e/RgiHpKwNhLrjsgNXAEAUw3DoC5eA8A/4b4Y+y2A7tSCubUImwl34eL9hmFQC+YwDGM23At2ewFkUgvm1kZiWXBvKn3CMAySyN6yvRjAvYg85zgMEUepm/wCQG+4N7ovgHs8DIslns9GZJFQAYDeCgVzABgKwG1z/zUAplCNGobxGcR7P9JvXwrgDoVmBkDEZ7cmxncBDKcaNU1zJ4A+iNzAVQlgjMJGEwDwZ7gLwD8H0Jdq1Fof6obIwkUTwO9N06Qejg0IEYhbAfgHAFnUTX6tjaW6wr1g9y/TNMlrXaZpzgPwfy63/Aygq2maJOGwtYFXd7iLqeeAWGC0bK+EeO+75UHdTNOkCocBoD/cGzwWAfgT1ah1MOJoRM6DCgH0UdjcCgBGwL3pbAMU8iBLMDgIkTeyKAcwVGHjcQCYCnfx7gcA7qQatcQJvRC5gasKwASFjSYA4H/gLpT7CuKdRsISJ2TBfZPR+wzDoG48DsMwpsFddLYTIqeg5kFlEDHJ7R36qGEYpMYAy/YCAH93ueUAhM8k4bA1F+wB9w2/ngPwvxS7lu31EO99tzyou0Hf5BcA7oC7sGkZgN9TjVpCl+GInAcVA+iv0NQNAGPhvjHqmwDGUI1avkTLg4ZbYk8qv4e7AHwbRDwkYeVBPRC5gSsAYIr1DFH5P7hvnPANgJ4KeVABRB7kJlz8H8MwqJtbwTCMWXBvZNkDtTyoAiKOujWVTrdiIgkr9t7ncsthiJikIw+aD/HuIWGIw+zGI3IelA/xbFA3twLEu9mtYWg1gByqUSsPuhORN7IoBTDIoB/ABAAT4L4h0NsQcykSlkg7Wh402hAHeVG5D+4C8M8g4iEJq6muGyILF00AvzUMg7rhHiDm9G5Nyt8D6EYVDlvNi5lwz4P+zzAM0kYylu1nIdaUIvEzxPgmCYetmlc3uIupZ0Fh4w3DMFZAvLMixfZfIL5nqnAYEM+Umzj/VYgcnYRhGO9AvPdd8yCDvrkVIMau21rD6wAmUo1aay5ueVAZgCEKzQyAmDO6NcK+D7HmREIyD8o26BtNAGJu7iYA/woiHpKw3p3R8qA/WWuSVNv/hfvmGz9BrGOShMOOPMhto/xHrLVfEtYa8/0ut+RCxCSScNiRB7nVN56F+7pQJNvrIN77kWLSMYg8iLq5FSBqEG4byC0F8AeqUdM0P4SIHa55kGma1KZuQKz5bHa5/gZErkTCalYdgMg16goAwxQ2HgfEO8WtifEjiJyUhFUD7AH3GvUkq6ZI5R9wbxjaAVGHJOVBpmnmQ4xvt+f1b6ZpUg+ihWmaT8G9uW43xNoraZNfqwm8K9ybSqeZpklq/LFsL4L7e/8QhM/UTX4B8b5ym9e/CPd4GBZL8zABkddm8gD0iiEPcqu5roLQfJCwtCVDETkPKgEw0KAfwASInNCtifEtCM0OCUvD0xeRG7gqAYw06BvuAaIG6fbe/xRi7Z6EpZWKlgfdbWmvqDwM9ybl7yDehdQ8qAgiD3LTVPzDMAxqAyUMw3gG7tq0fRBzDtImv1YelAWhBYzETMMwSBucWLaXQWgYIsX2IxB5EPWwE0A8z26HUi0E8BeqUasxbCyi16h3UW1DaFvcxtg6iJowCUNs2jMYkWvUZQAGG+IgTipT4N4I+x6AYVSjhtgcrDcib2RRBWCsQT8cGwD+CvdDa76EQo3aEFrdLLhrdf9oGAZ1wz0YhvE4NGh1rXiQCXet7sOGYZA2bbBsvwjgQZdbciHWi3VodZ8B8C+KXcv2Grhrde08SEWrOxDi8ORILIGaVvcDyGl1qQfRAkKr6zbGNkFodkiYpvkN3POgcog8iLrxOAD8Fu4HjmyFiIckTNP8GdHzoImmaVI3mgDEOHHb3H871PIgGa3uX+3eLqLtJ+C+8dEuiJyCVKO27s+Cu1b3P9a/T8L6nH91ueUghM8kra71u/SE+4ZfL8A9HkayvRFi/dMtD+phPZ9UZLS6v6UatcbtMETJg6w4QCUb7hujboGIWyRM0/wB7nlQBYCRChvuASKuux048gkUtLrWoVtuWl0TwN2maVIPxwbE+9NNm/YtgO4m8dBHayOxrnDX6j5gmiZ1k1+YphlNm7YXYnyT8iBrY4poWt0nTdMkbbpk2bbf+655kGma1E1+AbGe73ag0Mtwj4dhsQ6zG4coeZApDoikMgzuedBaAJOpRk1xwGY0re5g0zSpBzABclrdu6hGTdPcBfc8qBLAWNM0qYdjAyL/dXvvq2p1f4EYK25a3T+YpkndcA8QGwi5adN+hBgr1DyoBNHzoH9Z6ywkrPUcN23afog8iKTVtfKgbojes0jaNNGyvQrive+m1VXNg6L1LL4GsW5IwlqfHIXoeZCKVnck3LW6G6GQBxmGsR3ive+m1b3ToG88DkTvWfwQaj2L+yDmum41atWexfvhrtVV7Vk8juh50J8Nw6BuPA7DMKbDfTM2Va1uOURMcnuHPmYYBnmjKMMwXoa7VtfuWVTV6rrVN+ZBoWfRMIzXId77blrdHjFodd3yoOVQ61n8CO49i8XwZs9if0TX6lI33ANEnf909SzmWDoHKv8H957FbyCeOxWtble4a3V19SzugRjfOnoWZ1i6HRKWPsitR0dnz+J8uMfDsFhaXbeexXyIGrWbzigSQ+Gu1dXZs6iq1Z0I9wNH3oFCz6KlK4zas2jpFKlE61lU1erK9Cz+TlGr+wjcN0b9Hmr1IJmexX9aulsSlr43Ws9iZgxaXTed12wo9Cxav41bz2KsWt1oPYtuvQthscZA1J5FxTxoBKJrdSdQjVqxJppW904rdlHJwenrWRxvvSOo/A/cD61R7VmU1erq6lkka3VN0yxD9DzoUdM0SZt4W7aj9egcgFgv9lLP4jpE71nsYc2JqQyCu1bXiz2LYxC9Z5Gs1bVysmh50F2Gt3oWcxG9Z3GylUtT+V+4H1oTa8+im1b374boLyZhiD5mt03n7TyIpNW11nK64vT0LB6CiKPUw04A8c5wm9e/BLWexTcg3vu6ehajaXWnUo1aa6oyPYvUA5gAodWt8Z5Fa5+JPnDX6o4yTVNFq/sniLX3SHwGBa2utZ9Hd0TpWbT2B6Ei1bOoUKO2exbdtLr/a+3DQsLa78VNm/YzgExr/xiKXdmeRbJW16rV/QFR8iCr9kelL9x7FhdCoWfR2r9oLKLv3bKLahtiLuPWF7weCj2LVu35DkTpWbRq2VSmwP3AEaWeRavG3wvuWt1xlmaAyt+gQatrmuYxRN9X915Lm0G1/R+4H5T3E8R+UtSeRXtfXbe1xH8bhkE6aNqy/RLEfqGRUO1ZDCB6z+JcuPdwR7K9FuK976bV7WGo9SwOQnSt7j1Uo4bY53EEIudBRQD6KWp1R8Ndq/sGRM2IhJUHRdtX9y5D7M9J5XcQGsNIfAQFra5hGFI9i4ZhqPYsRtPq9lLIg2R6Fv9qiP1mSRhiX1u3fSR3I7Y8aJfLbf81xL6+JAyxf7Bbj46dB5F6Fq3fpRfctbovwj0eRrIt07PY0xD7PlMZAvcDw1dCrWfxY+jtWXTTgcTSs9gP0XsW3fb8jIRMz+IAqlFLKxVNqzvVUOtZfAii5yUS30FNq2v3LLppKh40TdMtHkay/QzctWn7IPIgqlbXzoPcehafMk2TdBghABiidytaz2KWIXrBqETrWXwFaj2Lb0GuZ9Gt34JhGOaMgA+cOwOIi4v7fxCLpZsUNwliGIapVViChtYQzRi7IRKHfIhFr2sNhc1eHLYnAegMIagvhkjUd0A0G11lqG2cAtM0dwC4HCJ5/97yuRBC2HmraZpkIZ3D578DuBkiASu0bP8IUZS63FA73AOGOMikHcQi9tcQ30UxxEJOV8MwxlEXER22p1m2n4MQgwQgxA4PAmituDBii1pvhFhI/gRiIbsUotjdB2KhiHqKu237RQBXQDT4/WL5nAshdjUURSu2wOQ2BBtLyyEKaW9DLKp1NYjNdw7bKyHGyuMQC7cBCHHdDABtDIVD0Cy75RBijQEQAqZSy++PIBb6b1UUwtsLAgZE0WWf5fMxiAWkKw2FTS8tuwHDMO6CWORaA7FwWAmxqDEJInaoHChmizVaQxQEdyIYk+YDuN4wDHIByWH7bgCdIIo6RZbP30IUvNsqFmPsRpq2EAtG31p2iyAWFzsahkEW0jls/y+AGyA+fwHE9/ETRDN3a0NtU1tYC9PXQDRafWn5XALxe3YzDGOEQdz4zMY0zZkArkLopgL7IEThhmITs73x0i0QQkBnEeoNCMFKH2phw2H7FQBtELoJ7QEIUZmhuFjr3BT7ToQKqu0NszpTi60O2+sgxvejCG0uegrAFYbC5v+W3QqI77MvQjci/BhigfFmQ22zNrt514AorjkL3M8CaKdSQLLsmoZhjIYQPTubYb+CEIZfrShKszdWawMxD3AuNr8M4CbDMMgFJIftPwJoj9BN5L+D2CjiCkOtYdDe9P5KiMKrs6CzDMDthmGQG4octv8NcXi7sxiwC0JQ2NoqNKnYPWDZnYBQodA6iEbkoQax0cVh+xmI78MpmvgZoqBiGGrifVhFyQ4QxS1n0W4zhLigp0FsvnPYXgzx3Dmbjg9BbMbU2lA4DBqoPrCsO4QA6S2IOVI5RIPEcAAdqRsjOWxvhBjfD0OI6gIQgsDZANqqCOksu5WWv70hmk9KIeakn0IUH28wTVNlkwKYprkVYs7xAIJ5UB7EhsXXqGz2Ytk1TdOcgJPzoO0QBdyrTNNUKsZYh39dDiHm/AGhedAtpmmShXQO23+FeM8uRDAP+gFCrHy5aZoqDYOwPmu4PGgFRAEwm7rxmcP2fwBcDSFcz7N83g3xmxrWJuIqdg9DzL+yIZ61E/OgQVSBl8P28wifB/0bQGvFjbZhNbHcBtGQ/j5C86DBEKI0kujUYXsFxFj5D8LkQdYG1Cp2yyDEGgMRmgdthdjso71pmipCeBjiEIVwedDTEHkQWUhn2Q1AfMc9IASXdh70OYQo9DpDbZMCe4Pp1hDNyrsQzINesuySD6h32M6BeD6cedA3EM0qVxpqh73DEE09V0DkQd8hmAe9BqCDYRhkIZ3D9j8gxuECnJwHtTHUNrW1Nzm5GkI068yDVkPkQaNU8yBLjNUOYm5rr83shWiwMQy1A4dgzb1vRjAPsmPSJgixTD+DuAmJw/YCiPfKkxAihwCCeVBrQ2ycqmK3CEAXCAHSuxDxqMz630MBdDGIG8Q6bK9FaB4UsHx/EmLdjtxQZNmtgPV9Qny39pxjG8R3H0se9K7l8/9CPBMBiGfEzoPIB9RbdgOGYYyCyINWIxiTvoJ4xmPJg76AmI/+BWLsVUGMxQUAbjQMg7zppcP2PRDz6NcgYkYVRAy5ByIPUmkYtAVkV0LEtm8QnHMsBXCbYRjkhiKH7Ycg8pUXIWJzFUSs/jvEWHETFrvZzbXsToR4l9gxaS3Eu2ZYDHnQ0xDfx9MQ78AARB70L3FZaaNte+Ol9hDv6q0Q7+5SiDxoIIRQVjUPeg3iXTgdYq4RgMiD/gPxPascBm1vgpAFMSd6GyfnQbcZxI2RHLY3QIzvf0PM6QIQc7xZEM8zefN/y24lRF7ZB2IO6syDsgHcYIjD41Rsf2j5fGIeNA/ANYbCZi+WXdMwjGyI+L8CJ+dB7QxFUZohmvYuh8hNnHnQQoj4TN700mH7LwifB/0J4r2i0jAIQ9S+roL47NsRjEnLId6DEwz1etDjEOu6z+PkPKi1obaZky1qDZcHvQ6Rk99hqNeD5kGsn8+CWCsIQKwdPCwuGyobbdtC+04QY/kDBPOgtyDWEroZxE1IHLaXQ8Sk/0LEIjsPmg4xHyUfgmbZLYNY6xoIETvtmLQVYo2pg6HWEOzMg/4FEfOrIL7vORDzfvKml5bdKog5XE+ItbpweZDKJgW2aD1cHvQiRJ2JvOmlw/YUALdDzAWcNerfQXwfKhun2I00l0Os4X6HYEyy8yDy5v8O2w9A1GVfRjAP+hFiTnZ5DeRBORBzRXvOsQpC6Dw6hpj0BMLnQf8Ql5UOHHLmQWMhahMn5kH9VfMga8OQKxB6GMcBiBzDME3TrcHSzW4RxHrgiZsfvwNRI8q0mpJVbK+GGN+PIbQe9ATE2gy5ociyWw5RC+qP0I0I7TzoFsVNq+3mXQOiNujMS+ZCrI+SD6i37AZM0xwB0SDgrN19CVHzvEZxI317g+nWEGsPzhgxH2IdmrzZi8P27wF0RGhjyrcQeVBbVf2itel9WwTzIJslADqZpkluKHLY/hdEvuLcwHAnRA2/tWmaKpva2nnQtRCaAmdcWwvR8HlXDGszsxHMg2z2QawRxpIHHQNwK0Qe5Nww5k0IjUfvGPKgVyHyb2eN9CCCeZDKxgp2jborhEbGWZt/H2J98/YY8qDXEZoH2cyEyIPIm/9bdish5kh2HmTzCYRm6UZDbbM2GOKgHQNCQ+XcjGoexPoJebMXy65pGMY4CD2A87f6GqIm0s4QWjEV219DzDlOrFG/ApEHkTe9dNi+D+KZdmqcvofQ4F1uqDUMOvOg3yK0Rr0cQhdB3ljBYftRiNjhrFHvhtA6tjbUNnOCIZrMr4eoOTo3qVsPUb8YHMPazLMQMdqpy9qPYI1aZaNtOw/qANGQ7qyD2XlQD4N4YKDD9lKE5kE20yC+Z/LGCpbdUoga9SCENrvbjfUdDGJDsMP2GxDj+yGEboA5B0IHRt700rJbBTGHs/Mgm88gNA3XGWqbFMAQTfetITQWuxyXbK0u+YB6h21bq+vUE9h50FWG2mHvMAzjG4RqdW0WAWhvGIbbJsDRbP8PgJsQummIrdVtY6hrdfdC5Cp2HmRja3XHxpAHTUdQq2vjzINi0erehKBW12YjxLx9gGoeZIgNQy5HaB7k1Oq6HYYSEetwoNtxslb3HYh5SCx50CqcrNU9ApEHXW4qHIJm2S2HmG8MgMiD7LXXaq2uteGMiu23EZoHObW6V6lsemnZDZimORwuWl1THPytYvszuGh1TdMkH1DvsP1bBPOgk7S6Vj6jYvd7iLz+Dwij1TVNk7z5v8P2/0HMDeYjWA+y86A21velYnc/QvMgp1a3u2maw6kN/w7bsyDmYM8gWA+KWatrjYNbIMbFRwiuzbwBMX76msSD0x22F0LEpCcQrFEfhBjvra3xr2LX1uoOgYhD9tqrrdW93YpbKrbXQ4zvRxBaD3oKwBWmaZI3/7fsVsD6PiHivR2T7DzoJtM0lfIg0zTfR6hW165RPwegnalwQL1l1zRNcwxEzrkSoTXqHABXm6apspG+vbGaU6tr16hfhvgu7lexa9m+F0Gtrl0PsvOgK0y1Qw5hmuZOhGp17XrQMgCdTdMkH4LmsP0IgnmQs0b9PxDjW2UzJ5im6dTqfgbxzJUgqNW90yQezuWwPRciD5oDUZ+ogkOra5qm22EobnbzIN4pIyDyCHvOsQUiz+hh6dBUbC+GeBdOQ7AeZGt125imST4M2rJr50EnanXtPCgWre4mBPOgcFrd51z+7252KyFq6r0g8mI7Jn2GoFZXKQ8yTfMjy+f7EaZn0VTY7MWya5qmORGRexavNNU2kIS1PhKxZ9EwDGWtrmEYf4N7z6KSVtdw71nMNGLrWfwvTtbq2j2LhrX+pmL3MNx7FgfFUKN+AZG1uoYRe89iOK2u3bOoWqNeCTFWwmp1DYVD0Cy7ZYjcszgK4plWrVFvAXAZwmt1rzJi6FlEeK2us2dRVasbqWfR1uqSD6h32J6Kk3sWa0Kra+dBkXoW/xCDz7ZW91T1LNpa3ZEx1IOeQrBn0a5R70NQq6ty4FC4nkVnHtQf4qBK1bWZlxHsWQyn1VXtWbQ3g7N7Fk/U6nY2alarW50HGbFpdfvjZK2u3bN4k1FzPYsnanXJB9Rbdk/sWTwxD7rGqBmt7ol50I1G7D2LtlbXnnPo6Fl0anVvN0TfgqrPD0PkQZG0urH2LJ6o1bXzoFi0us6exWMI5kG2Vnezol1bq2v3LNpzjs0QNdWa6ll0anXtnkWVw6BtrW43RO5Z7BRDjTpSz+IsiHrQPEW7bj2L2RDjUKln0RA6zog9i4ZhuG0C7GbXNAxjPIRWN1zPYk1odU/sWVwI4BZD6G2VMITON2LPoqGu1bV7Fk/U6q6A0OqOjyEP+g/EfGYewmt1lXoWrTzItWcxhjzI7lmchfB5kFLPojV2w2l17Z7FmtDq/gfhtbrkQ9Asu86exc0I1eqOgqhx1qRW19mz+HTk/7er3SqItWy3nkUdWt3rjNi0unbPYjitblvVPMg0zRN7Fm1eA9DBNE3lnkXTNB+EWI9wzml/gpiTtTFNsyZ6Fp01alurOyqGmOTsWbSpqZ7Fm3Dy3i013bNoU63VtXIOFbsn9iza1ETP4hqIsXKiVtfuWXQ7DMXN7ok9izbOnkUlra6VAzt7Fm3sPIh8QL1lN2AYxkiE1+rWRM9iOK3uAoheKfIB9Q7bf0AwD7LR0bNoswQ117N4ola3JnoWI2p1IQ4OUV2bmQM9Wt3jCGp1nX1Rb0K802PR6i6Cu1a3pnoWbWytrnLPorXfRLiexZkQ9U3y5v+W3ag9i9Y+Gyq2ba1uuJ7Fq03TVOpZtOpB2RDrYM6exWqtrikOxFKx/TXEsxG2Z9E0zb+p2LVs/xlBre5JPYum2D9Txe4uRO5Z7Gya5gTTVN675TG49CyaYn8eFbt2z+J4hO9ZHBxDjfo5BLW6J/UsmmIfJBW7+RA16kg9i91N4kEZDtvL4NKzaNWwVeyWQcT4QYjQs2jV3lVsv4lQrW5Iz6KlFVCxe6JW15kHTYDQrynlQZamwkBQq+usUV9nmib5gHqH7ckQusllCNOzaGlJyBhCq3sFTu5ZtLW696r6bBjG/QhqdZ09i7ZW90tFu3vh3rM4JoY8aAb09CzaWt0TexZrQqvr7Fm012bsPKi1IfaLVLHrptW9E0IPoLqv7iogpGcxRKtrKByCZtm1tbp2z+KJe7fcEkMeFE6rexxWz6IhDqNWsRswDGM4RB7k1OraPYvXGmoHisEwjM8g5hx2HmTXg+ZD5EHKWl3DMH6H8FrdeyDWZpR6Fg2xH29bnKzVXQKx3v/bGHz+JyJrdVsboqavYnc/xFwmrFbXqJmexRO1unYe9JaiXbtn0dbq2nu32D2Lseyr6+xZtOtB1VpdI7aeRVur69y7xdbq3mao76sbSasba89iBfT1LNpa3RN7Fp+DWJuJRas7FkGtbrg8SFWr+xVO1uoWwupZNE2TfEC9w/afcHIeVN2zGKNW19mzeGIeNEnVZyO0Z9GOSc6eRSWtrhHsWTxRq2v3LA4xaqZn0ZkH2T2LSlpdhmGY2kac4hqZNMuXL9/Wq1evdlr/EYZhGIZhGIZhGA8QFxdnAoBpmnF+se1Hn3XaZp9PjW32+dTYZp8ZhmEYhmEYhmEYhmEYhmEYwJ/rxTpts8+nxjb7fGpss8/+t80+nxrb7POpse1Hn3XaZp9PjW32+dTYZp8ZhmEYhmEYhmEYhmEYhmEYhmEYhmH04sfaKfus365fbbPPp8Y2+3xqbLPPp842wzAMwzAMwzAMUzNwXsgwDMMwZwbxp9sBhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYJjx84BzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMIxH4QPnGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhPAofOMcwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDONR+MA5hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYj8IHzjEMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzC1GDQZAAAgAElEQVQMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMw3gUPnCOYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRjGoyS6XSwuLjZj/QfS0tJqxA7DMAzDMAzDMIxf0JkD6bLtR5912mafT41t9vnU2GafGYZhGIZhGIZhGIZhGIZhGMCf68U6bbPPp8Y2+3xqbLPP/rfNPp8a2+zzqbHtR5912mafT41t9vnU2GafGYZhGIZhGIZhGIZhGIZhGIZhGIZh9OLH2in7rN+uX22zz6fGNvt8amyzz6fONsMwDMMwDMMwDFMzcF7IMAzDMP4nNTU1LtK1+FPpCMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDCMPHzjHMAzDnNEEAgFUVFSgqqqqxm0fOHAAe/bsQVlZWY3atX2urKysUbsAUFVVhYqKCgQCgRq1a5omKisrfeuzaZo1atuPPusaK370GYBvfdbx3HFMCk9hYWGN2quoqKj+3zX9fdjk5+fXqD3nc1zTz3RN+2rjHNPO77wmqOlnIhw1PecoLi6uUXvhKCkpqVF7paWlNWovHEVFRTVqr7y8vPp/1/R7xaagoKBG7Tnjp66YlJeXV6P2/Djn8KPPQHDO4Sefdc45/DxP4jyIx7cTP/oMcB7khNdmQvGjzzy+Q/GrzxyTBDy+Q/GjzxyTQvFjHqQrJnEeFIoffebxHcSPPgM853DCMSk8XA8KXdf2Yz3IWVeoCU5FPaim6zenoh5U099LTf9u4ajp58+P9SA/xiSdNeqarmuGo6Zr1DVdPz4V/0ZNfwfh4Bq13phU07HIxulnTc9Ja/r7tXE+DzX97joVMamm5wgck8KjUxfnlzzIj2sGfvQZ4HqQE7+uzXCNOogffeaYFArXg4L4PSbx+A7+hn70mWOSQHdM8uv4rmn8OL796DOP7yB+9BngOYcTjkmh+NFnHt+hcB4UxO8xice3P33mmBSKH2MS6+KC8PgOhcd3ED/6DOibc5yKGnVN6+K4Rh0e1uqyVvdEWKsbHp1aXV3jm7W6oXGopuekPOcIxY95EPcsBuE8KBSuUQfxo88Ar7064ZgUih995vEdil995pgk4Bp1KH70WWdMsvHT2ozfvmeAY5ITP45vhmGY2kCi28V69erF/A88+uij6NSpU8x2KJyKhmSGYRjG35SVlSEvLw9FRUXVCUjdunWRkZGB+vXrK9utrKzEc889hzlz5mD79u0AgPT0dAwePBg5OTk4//zzlW2Xl5cjLy8PhYWF1T7XqVOn2ue4uDglu6ZporCwEPn5+dVCnri4ONSvXx8ZGRmoU6eOss8VFRXVPtsJWVJSEtLT05Genq7sM4Bqn53iBNvnunXrKtutrKxEXl4eCgoKqn1OTEys9jk+Xv283uLiYuTl5YWIvFJTU9GgQQMkJycr262qqqr22V68SEhIQHp6OjIyMmLyuaSkBHl5eSECjZSUFGRkZCA1NVXZbiAQQH5+PvLz86sXLxISEpCWloaMjAwkJCQo2y4tLa0e3zbJycnIyMiIaX5rmma1z/aCWXx8fLXPiYmuU2tXysvLcfz48ZNiUnp6OtLS0mLyuaCgAPn5+dWiGHt8N2jQAElJScq2KyoqcPz48ZNiku1zLOPb9tkZk+rVq4cGDRrEFJMqKyurfa7pmLRixQo89dRT1f997rnnolevXpg6dSquvPJKZbuHDh3CE088gRdeeKH6b61bt8aoUaMwfvz4mJ7pjRs34oknngjxuWvXrpgyZQpuuukmZbt5eXl46qmn8Nxzz1X/7dJLL8XIkSMxceJENGjQQNn2e++9h+nTp2PNmjXVf+vZsycmT56Mzp07K9stLi7G7NmzMXfu3Oq//eY3v8Fdd92FyZMno2nTpsq2P/30U0ybNg3Lly+v/luXLl0wYcIE9O7dW9luRUUF5s6di6effrr6bxdeeCEGDx6MqVOnokWLFsq2d+zYgenTp2PRokXVf7vllluQnZ2NIUOGKI+VQCCAF198EXPmzKn+23nnnYdBgwZh6tSp+M1vfqPs886dOzF9+nS8/PLL1X+75pprMG7cOIwcOTKm98qiRYswc+bM6v9u2bIl+vTpg6lTp6J169bKdnNzczF9+nS89NJL1X9r27YtxowZg7Fjx8Y0n1m9ejWefPLJ6v9u0aIFevTogZycHFx99dXKdo8cOYInn3wS8+bNq/7bZZddVh2TYnlnvfnmm5gxY0b1f5977rno0qULpkyZgltvvVXZbiAQQF5eHvLz80PmSbrmHCkpKUhPT48pPoebJ9XUnENXHmTPOfLy8qrnSXFxcdU+xzLnCJcH2fMkzoOC8yTOg/yTB9k+cx4UOQ+qqZh0Yh5UEzGJ86BQioqKkJeXF7I2Y/scS0yyx3d+fv4pi0kZGRlISUmJyWd7rJwYk9LT02Ma36dybSY+Pr46jsbic1lZWfX4ttEZk+x1Dl1rM7HOOXSuzdjvlZqOSYWFhcjLy9MSk06cc+iOSRkZGTU+50hMTKx+r3gxJunOg44fP37KYpKuPCg5Obl6fKviFpO8ngfl5eWdFJNqKg9yxqSkpCRkZGRoi0l+y4O8HpMizTkaNGhQIzGJ8yCB7rUZP+VBkdZmvJ4HhatR10QepDMmvf766yfVg7KyspCTk4MbbrhB2e6xY8dOqge1atUKI0eOxIQJE2KqB73zzjuYMWMG1q5dW/233r17Y/LkybjtttuU7RYVFWHWrFl49tlnq/920UUXYfjw4Zg0aRKaNGmibPuTTz45qR6UmZmJiRMnomfPnsp2y8vLw9aDhgwZgpycHJx77rnKtrdv345p06Zh8eLF1X9r3749srOzMXjwYGW7gUAAL7zwAmbPnl39N2c96Ne//rWy7Z9++gnTp0/HK6+8Uv236667DuPGjcPw4cNjeq8sXLgQs2bNqv7vFi1aoF+/fpg6dSouu+wyZbs///wzpk+fjvnz51f/za4HjRkzJqbYsXLlypNq1D179kROTg7atWunbPfw4cN48skn8fzzz1f/zTAMjBo1ChMmTIjpPbtp06aQmNSiRQtkZmZiypQpuPnmm5Xt5uXlYebMmSHj+5JLLsGIESMwadIknHXWWcq233///ZNq1D169MDkyZPRpUsXZbslJSVha9TDhg3D5MmT0axZM2Xbn332GaZNm4Zly5ZV/61z584YP348+vbtq2y3oqICzz77bEhMuuCCC6pjUsuWLZVtf/PNN5g2bRpee+216r/dfPPNyM7Oxp133hnTnCNcjXrgwIHIycnBxRdfrOzzrl27ItaoR4wYEdO88bXXXgupUbdo0aK6Rt2mTRtlu7m5uZgxY0ZIjfqKK67A6NGjMW7cuJjylbVr154057Br1Ndcc42y3V9++eWkGvX/+3//rzomxVKj3rJlC2bMmIH169dX/61fv36YMmUK2rdvr2y3oKDgpDnHxRdfXB2Tzj77bGXbW7duxfTp07Fy5crqv2VlZWHy5MnIyspStltaWoqnn34azzzzTPXffv3rX2Po0KHIyclB8+bNlW1/8cUXmD59OpYsWVL9t06dOmH8+PEYMGCAst3KykrMmzcvZHxfcMEFuOOOOzB16tSYtLrff/89pk2bhldffbX6bzfeeCPGjRuHYcOGKc/PTdPEggULQuYcLVu2RP/+/TF16lRceumlyj7v3bsX06ZNw4IFC6r/1q5dO4wdOxajRo2KKS9cunTpSTGpd+/eyMnJQdu2bZXtHjx4EDNmzMCLL75Y/bc2bdpUa1BiWY9Yv379SXMOOw+6/vrrle36tUbNWt0grNUNpTbVqHWtvXq5Rs31oFAi1ah11oNqokatqx4UKSbpqAfprlHrqAclJSVVP3d+ikm66kE1GZNOVT2oJrW6BQUFvqsHnSqtLvcscs8iwHnQidSmPOhMrFEDtSsPYq1uzWp1OQ8KwlrdUGpTHuTHtZmayoOOHz/uu7WZcHmQ12OSrjzoxJjEPYsna3VrKg9ira7Ar3kQa3WD+DEP+uGHHzBt2jQsXLiw+m833HADsrOzY65Rv/zyyyFaPmeNulWrVso+79u376Qa9VVXXYWxY8di9OjRMX0fy5cvD9HFtWjRAj179sTdd98dU43a3rvFqYtz7t0SyzjcsGGDFq3u8ePHte3d8u6772L69OkhWt1evXph8uTJuP3225XtFhUVnaSLu+iii6r3bqkJre6KFSuq/5aZmYkJEyagV69eynZtra5TN2Pr4qZOnVrjWt1bb70V48eP16bVzcnJiWnvltOh1c3JyYFhGMp29+/fj2nTpoVoda+88soa0equWrUqZO+WmtLqHjly5KSYZGt1x48fH9M764033gjZu6VFixbVe7fccsstynbz8/NP0upeeumlGDFiBCZOnIiGDRsq2/br2oydU9hwzyL3LAJ686CioiLk5+f7vmfRjzVqr+dBfuxZjFSj1tWzWBMxiXsWQ+EadRCdNeratncLa3V57xbW6gbRlQfp7Fn89NNPMX369JN6FidMmIA+ffoo2+U8KJTaVKNOS0urkTxIR0xiGIapTcS5nfIZFxcX8xGgjz76KP7whz/EaoYEHzjHMAzDuFFUVIRDhw5FPOk6PT0djRo1ItutqKjAoEGDQjYgcdKwYUOsWLFCSbxSUlKCAwcORPS5Xr16aNKkCTnpM00Thw8fjng6fFxcHJo1a6a0QFJWVobc3NyIJ3+npKSgWbNmSonqkSNHkJ+fH/F606ZNlRZAKyoqsH///ognztetWxfNmzdXSlSPHTuGY8eORbzeqFEjpKenk+1WVlYiNze3elHkRJKSknDOOecoLUTl5eXhl19+iXi9YcOGSuKjqqoq5ObmVi+KnEhiYiKaN2+utKhTWFiIQ4cORbyekZGhtGlPIBDAgQMHQhYYnCQkJKB58+ZKizrFxcU4ePBgxPGdlpaGRo0aKY3vgwcPhiwgOomPj0ezZs2UFkhKS0tx4MCBiOM7NTUVTZs21RKTmjZtqrQAWl5ejtzc3IjjOzk5Gc2aNVMa33/+858xbdq0sNeSkpIwd+5c9OvXj2x39+7dyMzMxJ49e8Jev/LKK7Fq1SpkZGSQbT/22GP4+9//HvZafHw8/vvf/2L06NFku4cOHUJWVhZ27NgR9voll1yCNWvWKC00z5s3D1OmTIn43N1///245557yHbz8/PRo0cPbNu2Lez1Fi1aYO3atbjgggvItpctW4aRI0dGjHeTJk3Cv//9b7LdsrIy9OvXD2+++WbY640aNcKqVauUDkN78803MWjQoIh59ZAhQzBnzhzy+K6qqsLw4cOxdOnSsNfT09OxePFiJcHsxx9/jF69ekV8z3bt2hUvv/yy0nslJycnpGDiJDk5GfPnz0dmZibZ7jfffINu3brhwIEDYa/feOONWLZsmVK8e+CBByI+V4mJiZg9ezbuuOMOst19+/YhMzMTO3fuDHu9TZs2WLNmjdKGnTNmzMB9990X9l0YFxeHRx55BBMmTCDblZlznHPOOUrF7YKCAhw+fDji9QYNGigJIgOBAHJzc6sLMScSy5xDVx5kmiYOHDgQUmh1Eh8fj+bNmysVkjgPCsUtD4qLi0OTJk18lwc1btxYSQhSW/Mg1ZgULQ+KJSadzjyocePGZLu686Dc3NzTEpN05UEpKSlo2rSp0vj+5ZdfkJeXF/F6kyZNlMSnFRUVyM3NrRbRnYhf12aaN2+uNL7z8/Nx5MiRiNdVY1K0OYdX12YOHjwYcc6hMybVr18fjRs3Vhrfhw4diphfxcXFoXnz5p5amwHEwQIFBQVhr3l1bebo0aM4fvx4xOuqMamyshL79++PGJPq1KmD5s2bK805jh8/jqNHj0a8fvbZZyut+USbc8QSk6LlQWeddZZSTiiTB51zzjlKMak25kE6Y9KZlAdFi0mxzDmixSRdeVAsMcmPeZDOtRnOg4L4MQ/SGZP8mAc98sgjuP/++8Nei4+Px4wZMzBixAiy3QMHDiArKwvffvtt2OutWrXCmjVrlDaFmDt3Lu6+++6Iv+GDDz6I3//+92S7eXl56N69Oz755JOw11u2bIl169bhvPPOI9tevHgxRo8eHTFGT506Ff/85z/JdktLS9G3b19s2bIl7PXGjRtj9erVSoehbdy4EYMHD44YO4YNG4aZM2cq1YOGDRsWcvCek4yMDCxduhTXXnst2eetW7eiT58+Ed+z3bt3x/z585XeK5MmTQo5yMhJSkoKFixYgM6dO5Pt7tixA1lZWRHz5FtuuQVLlixRmoP97W9/w+OPPx72WmJiIp5++mkMHDiQbHfPnj3o2rUrdu3aFfb6FVdcgdWrVyvNDf773//iL3/5S9hrcXFxePzxxzFu3Diy3cOHD6Nr164Ra9QXXXQR1q5dq3RY0gsvvIDJkydHnDf+7W9/w5/+9Cey3YKCAvTs2RNbt24Ne/1Xv/oV1q5dq3RA44oVKzB8+PCIc7AJEybg0UcfJdstKyvDwIEDsXHjxrDXGzVqhBUrVuDyyy8n296yZQsGDBgQMV8ZNGgQnnnmGfK7MBAIYOTIkSGH2DlJS0vDa6+9hptuuons8yeffIJevXpFzO27dOmChQsXKuWyd999d8ihfk7q1q2Ll156Selgse+++w5ZWVnIzc0Ne/3666/H8uXLlXKsf/zjH3jooYfCXktISMDMmTNx5513ku3+/PPP6Nq1K3788cew1w3DwJo1a5TWG5966in88Y9/jFijfuihhzB58mSy3V9++QXdunXDl19+Gfb6hRdeiHXr1uFXv/oV2fbLL7+M7OzsiDHp3nvvjagFcqOoqAi9e/fGe++9F/Z6s2bNsGbNGlxyySVk22vXrsXQoUMj5lhjxoyJqLlyo6KiAnfccQfWrVsX9nrDhg2xfPlyXHnllWTb7777Lvr16xdxjbRfv3547rnnyPl3IBDA2LFjQzbjclKvXj28+uqrSocdfvHFF+jRo0fEekKnTp2waNEipbWqe+65J2QjPyd16tTBvHnzlDZt++mnn9C1a1fs27cv7PWrr74aK1euVFpDefjhh/Hggw+GvRYfH48nnngCw4cPJ9vVWaPWVQ9irW4orNUN9fnIkSO+qwedrrWZOnXq4JxzzlHyOVo9SLVGXVVVhf3795+WGrVX60EHDx6MeJ3rQUF01oO4Rh1KLPUgXTXqaPUgXTVqr9aDWKsbhLW6odTGnkXW6gbRqdX1ax7kxRo19ywG8WONmvOgILVRqxvLnIO1uqHUxjyItbpBdGp1deZBrNUNEksexFrdILUxDzrTtLrcsxhEZx70/vvvo2/fvhHHYZ8+ffD888+TnzvTNJGdnR1y+JKT1NRULFy4EB07diT7/NVXX6Fbt24R59EdOnTAa6+9pvR9/OlPfwo5JMlJUlISnnvuOaXNq3fu3ImuXbti7969Ya9fddVVWLVqlVK+Ek2rO336dIwcOZJs9+DBg8jKysI333wT9vqll16KNWvWoGnTpmTbzz77LKZOnRrxvfLAAw8o7Rual5eHHj164OOPPw57vWXLlli7di3OP/98su0lS5Zg1KhREWN0Tk4O/vWvf5HtlpaWol+/fti8eXPY640bN8aqVauUDkPbtGkT7rjjjoixY+jQoZg1a5YWre6SJUtw3XXXkX3+6KOP0Lt374hz/27dumHBggVK75XJkyeHHJ7oJCUlBfPnz0eXLl3Idnfs2IFu3bpFrBfefPPNWLp0qdIc7O9//zsee+yxsNdi0eru3bsXmZmZEbW6l19+OVavXq20HjFt2jT8+c9/DnstLi4Ojz32GLKzs8l2Dx8+jKysLGzfvj3s9Vi0un7tWeQaddBnzoOC+LVn8XTVqL2YB3HPYpDa2rPot5gExFYP4n11g+jcu2X//v2s1bXQWQ/yY42atbpBZLS6XqwH+a1GXVBQgB49euCjjz4Kez2WnsXly5djxIgREePdxIkT8cgjj5Dtch4UyunU6urKg7yo1WUYhvEjqampEYN/QqRCFQA88MADkS9K0rlzZ7z++uuxmiERaVMKr5GWloYVK1Zg1qxZmDt3LkpKSnD11VfHdEIswzAM4469iOh24GpZWRkSEhLIyeT999+Pl156KeL1kpISrFmzBtnZ2aQFAXsR0c3niooKxMXFkZPJvLw818UcQCzapaWlkRIz0zTx888/R0xQAfFbmKZJXuAqKChwXWAGhM/169cnLRaZpula9ALEgk9lZSU5AS4uLnZdzLHvSU1NJS8WHThwIOKCCyCen/LycnICXFpa6rrADIhnOjk5mbyAffjw4YgLzIDwuaysjFwosBcZ3CgrK0NSUhJ5AfuXX35xPdTYNE0UFxcjPT2dNJezi61u47u8vBwJCQnkBexjx45FXMyxfS4qKiL7HAgEoo5v1ZiUn58fNSbZPlNjklvRCxC/RSAQIMekRYsW4b777ot4PRAIYPXq1ejfvz+5UJyVlYXvvvsu4vXc3Fzs3r2bLIjctGmT60Z9pmli/fr16Ny5M8455xyS7cGDB0fcFA8QY+nzzz8nbyT26aefYtCgQa7P3ebNm3H11VeTF7DHjx+PDRs2RLyen5+Pt956C2PHjiXZ3blzJ7p16+Yaoz/66CNceOGF5IPh7rvvPixatCji9eLiYqxfvx7Z2dmkd+GRI0dw2223RSyYA8CXX36JjIwMXHPNNSSfH3nkEcyePTvi9bKyMqxevRpjxowhzcFKSkrQvn171/fsDz/8gKqqKvKmXHPnznXdALayshKrVq3CsGHDSO/ZQCCA2267LeJhkoAQCB45coS8UeDy5cvxu9/9zvXfXrt2LXr16kUWgvTs2RNff/11xOsHDx7EDz/8gP79+5Psvv322xg5cqTru3DDhg3o0KEDWrRoQbJ96NAhqTkHdZ5UXl4e8bBAm9LSUtSpU4c85zh8+HDEohcgYnRJSYnSnENXHnT06FHXuGHPkzIyMkg+28XWaHlQfHw8eZ7EeVAQnXlQUVER50EOZGJSaWmpljyotLRUKQ86cuRIRKENcGryIGpMksmDVHy28yAdazN+zIMKCwtdhTaAWkwC4Cr+A0RMqqioIIuPdK7NHDx4MGLDAaAek8rKylwbDgARk+rWrasUk9zmHKoxqaKiIuo8yWtrMzJzDtW1mePHj7uKewEor83s378/6toMAKWY5Ca0AYTPKvMkmZhUVVVFnnMUFha6NhwAwud69ep5JiaVlJS4NhzY96SkpGiJSSp5UFlZme/yIFt0Gi0PSkxM9FUeVF5erpwHRYtJXsuD8vPzpfIgFZ/dBMlAbHlQtJikKw9SjUl+zYNkYpKuPEh1bYbzoCAyazNey4MKCgpOax6kEpM2bNiA8ePHR7xu14MyMzPJjd0DBw6MuBkEIMbSV199hcGDB5Psbtu2DYMHD3Z9r7z55pu47rrrcOGFF5JsZ2dnY9OmTRGv5+Xl4Z133sHo0aNJdn/44Qf06NHD9Tf88MMPcfHFF5MPhvvjH/+IxYsXR7xeXFyM119/HdnZ2aSxcujQIdx2222uOdYXX3yBhg0b4uqrryb5/NBDD0U8JAkI1oPGjh1LitFFRUVo37696zi066q33nqrvMMA5syZg4cffjjidWc9iPKeraqqQqdOnSIeogIAu3fvxrFjx5CZmUnyefHixfjjH/8Y8XogEMCaNWvQt29fcuNg9+7dIx7cBog5yc6dO9G3b1+S3c2bN0cdXxs2bMBtt91GPoTpzjvvxIcffhjx+tGjR/Hpp59i6NChJLuff/45BgwY4Ppeeeutt3DVVVfhN7/5Dcn2pEmTsH79+ojXCwoKsGXLFowdO5b0/t69ezeysrJc88Jt27bhvPPOQ5s2bUg+//Wvf414SBIgYtK6devINeqjR4+iU6dOrvOZr7/+GmlpaeQNcB599NGIhyQBYv61evVqjB49mpRjlZaWon379q65/Y8//ojy8nLyplzz5s3DP/7xj4jXq6qqsGrVKtx5552keXQgEMDtt9+O3bt3R7xn3759OHjwILp3707yeeXKlbj77rsjXjdNE2vXrkXPnj3Jh9H26dMn4sFtgHinfffddxgwYADJ7rvvvovhw4e7znU3bdqEW2+9FS1btiTZHjlyJN55552I148dO4atW7eSD7vavn07+vTp4xqT3n33XbRu3Zp8MNzdd9+NVatWRbxeWFiIN998E+PGjSPFpJ9//hldunRxXff55JNPcM4556Bt27Yknx944AG8+OKLEa+ranXz8vLQoUMH13xlx44dqFu3Lm688UaSzzNmzHA9XK+iogKrVq3CyJEjSflKeXk5OnTo4Jon79y5E0VFRbj99ttJPs+fP9/1EEM7Jg0aNIi0wYJpmsjMzIx4mCQA7N+/H/v27SMfZrd+/XpMnDjR9d9et24dunbtimbNmpFs66xRy9SDdGl1ddWovVYPqs1aXcB/9SBdNWqv1YOKi4uj1oOKi4s9Vw+KFpNKS0uVatQy9aDS0lKkpaUp1YPcUK0HycYklXpQtLVX1XqQTI1adb3YjzXqaPUg1Rq1bD3ISzGppKREqh6kEpNOdz3ISzVqL2h1dehmWKsbite0utyzGIof8yDW6gbhnsVQZPMgr2l1T2cepEurq5oHnW6trq48SGWexFrdUPyYB7FWNxRdPYt+1OrK5kF+0+rGkgf5TavrxzzodPYsnmlaXe5ZDKIrDyooKECHDh1c5wbffPMNkpKScNNNN5F8fvLJJ/H4449HvG7XqIcPH04ahxUVFejYsaPr87Fr1y4UFBSgc+fOJJ9feeUV170j7b1bBgwYQB3uF9AAACAASURBVN5wu2vXrvj+++8jXs/NzcWePXvQu3dvkt2NGzdG1equW7dOSas7aNAgbNu2LeL1I0eO4Msvv8SQIUNIdj/++GPccccdUfduufbaa7VpdceMGUOy++OPP6J79+5RtboXXXQRWat777334rXXXot43dbqjh8/nvT+Pnz4sJRW96yzziJrdR9++GEprS5175bi4uKoWt3vv/8epmmStbpPP/00HnrooYjXba3u0KFDSfNoGa3unj17cPToUXTt2pXk85IlS3DPPfdEvG5rdfv06UM+WKxHjx6uWt2DBw/ip59+Qr9+/Uh2t2zZglGjRrnes2HDBnTq1AnnnnsuyfbQoUPxwQcfRLx+9OhRfPLJJxg2bBjJrh/zIJ01au5ZDCKzNsM9i6F4rUbt1zxIV0zinsUg3LMYis61GV0xya81ap17t+iISbJzDtbqBn1mrW4Qv2p1KysrPVUP8qNWd+LEia5nwaj2LO7atQvdunVz/T4++ugjnH/++eSeRZ15EGt1g8jEJF15kBe1ugzDMH4kKSnpgUjX6Ed6MjVGSkoKPvjgA2zbtg0rV67E+vXrw25m7/ayZBiGYWjk5+e7Jns20RaLT6S4uBjPPvts1PsOHDjgKjIIR0FBgWuyZyP72WxM04yaoAIi4XRbXAtHUVGR6wKUTX5+vtRncyLz28h+NiclJSWuC1A2hYWF5Hez7PNE9bmsrMx1gdmmpKTEdfE8HLI+U8dKRUWF6wKzjexncyL7/VF9rqqqkhoDlZWVrgW9cBQUFEiNW53j221xLRyFhYXaYpKu8V1UVCQ1bmXjrZMZM2ZEvae8vBxz5swh2X377bfx+eefR71v6dKl+Pnnn0m2n3zyyaj3BAIB143XwrF9+3ZX8Z/Nli1bXDcEC8fMmTOl3isyn81Jbm4ulixZEvW+r776Cps3bybZnjNnjuuiuM0TTzxBsltQUIAXXngh6n179+7F8uXLSbaff/55qfE1c+ZM0lipqKhwPWzO5ujRo1iwYIG0XQB49dVXoxZNAHF4HPW9IvM8yc4BnaxduxY//PBD1PtefvnlqIvcJyLzPFVUVJBj0ocffoiPPvoo6n2rVq3Crl27SLaffPLJqO8L0zTJMamiokLqvVxaWio1Vp3omidVVVVJvZcrKipchY3hkH0vU9+xsrmC7GdzIvtezsvL0zLnUMmDCgsLpd5XKnMO2XkS1WfOg0LRmQfJxCSv5UEy41ZnHkT1ORAISH0fOmOSzjxIZW1GVx6kc21GZtzKfjYnusZ3eXm51HvZSzGpsrJSam1G9rM50bX2Kvtelv1sTig+e2XtVXbOQV171RmTiouLpcat7GdzomvOIZsrFBcXS82nnJzumKSSB+mac1RWVmrLg2rznENnHqSyXqwrD5L5nnXXg7wSk2RzBS/FJC/kQdTvmbI2Q82DdM6TTndM0lXD4jwoFJW1GZn14qqqKsycOZNk98svv8SWLVui3rdp0ybXRvhwPPXUU1K/DbUe9PPPP2Pp0qVR7/v888/x9ttvk2zPmTNH6jek1oPy8vJcD1Gx2b17N1auXEmy/fzzz0vFhKeeeoo0vmVrokeOHHE9tCocCxcujNqMCADPPPMMaa4rW38oKirCvHnzpO0CwOrVq/HTTz9Fve+ll16K2qhxIrrqQe+99x4++eSTqPctX74ce/bsIdnWVaP+9ttvsWHDhqj3vf322/jss89ItmfNmiU1H6SOb1nt2Pbt2/HGG2+QbD/99NNScyuqz4WFhVJjQDbeOnnhhRek3rPUGnVlZaVUjfrYsWN46aWXpO0CwKJFi6JuJgAAzz77LHneKPPblJSUYO7cuSS7r7/+evXBnG4sXLgwaqPlicj4LPt7ONm2bZvrBjU2a9askYq3TmTecaZpkuccP/30E1avXh31Ptn6u5PZs2dLzQepPsu+l7/77jvXgzLDMXfuXKkxQPW5pKRESqdx8OBBLFq0iGR7/vz5UTdtAMQ7gjI/l33H5efnS2mCnCxbtsx10ywb2TmgE5nfpqyszHUTs3C88cYb+Prrr6Pet3jx4qgbJZyIbB40a9Yskl0/1qh114NkYK1uEL9qdXWuzXhl7VVnjVrXOqbOepDOmCQzBvxYo66qqiLXqL0Qk86E/iDZmomX6kF+rFHrrAfVZq2ul2KS7JzjTNDNANyz6MSPeZBfexa9oNWljG+dNWov5EFe6ln0Yx6ky2fW6oZyuuccKlpdXTGJ5xyhcB4Uik6trq6exdM95/BrHuRHrS73LAbxUkyiaHW9MufwglbXS3mQH7W6CxYskNpLYPbs2aR3YSAQkNKGFhQU4Pnnn5e2CwArVqyQ0o69+OKL5HEoU+9VqVFv3rxZan+TpUuXYv/+/STbMj7L/h5OZPc3eeONN7B9+3aSbV1a3f3790tpx7744gu89dZbJNunW6u7Z88erFixgmR73rx5Uu9PXVrdX375RUmrK6Mde+aZZ0jvFVkdlopWV1Y7JqsJcqJLq/v+++/j448/jnqfbLx1olOr63Zggc0777yDTz/9lGRbV11dZ8+iH+ccp3ufBBXdjGyN2mv9Qac7D6I+d35cm6nNeZBfexZV1ou5ZzGIH3sWdY1vnTVqnXMOXfUgnbqZ2lwP8lKNWldMkt275UzR6vpx7xZdPufm5mLx4sVR79PZs0hdT9I952CtbpDaXKOmjhWGYZjaCB845xGaNGmCJ554ArNnz4ZpmnjxxRcxdOhQ9O/fHz169EBhYSGysrJwww034Oqrr8aqVasAiE1j2rZti4kTJ6Jdu3YYOXIk3njjDXTq1Alt2rTBtm3bAIjG+44dO+L6669Hx44dpTYOYBiGqY3ILgBVVFSQFhI3bdokvQGUTALuRNbnqqoqUnGjrKxMejFFpeFMBvukeFnKy8ulfxeqz5T7KfdWVVVJL/CqLFDKQvHZNE3p+4uLi0kLDRQ/VIrEMlCefUB8RtkFIF2/ITUmlZSUSP8uunymPPuA3pgkez/l2QeAXbt2SYl4AHrsl72/qqqKtGFbfn6+1IZ7gNiQiDK+KZ+R+n3IHAoHiPcxReS1bNky6edO12/42Wef4ccff5S2u27dOulxqMvnXbt2VeeaMrz99ttSh8JRfKDef/ToUVJx44svvsC3335boz7YyB4+XFpaWp37y5Cbm4v33ntP6l5dPgcCAenxCoh37Jo1a6TuXblyJeldSHm/6XoXlpaWkoobOudJsvdT5tsAbc6h6/1NzYMov4sunwOBgLY8SGdOQfGZ8rtwHhSKru/Dr3kQRVDhlZikKw/S9T1T12Yov4tXxjfldykqKiKJQHTNOSgxifLsA96JSRRhOSUm6RrflZWV5JjkhTkHZZ5UXl4u/bt4JSZRfhevxCTKXJAak7wwvql5EOX39koe5IWYpDMP0vU9BwIB0jzJK3kQ5TesrKz0RB6ka87hxzyotLSUlAdR4q6u8e3XPEhXjdorcw5Knc4rMenYsWPYtGmT1L1LliwhzTl01YMCgQCWLVsmde+GDRtIAvClS5dKvwt11Sm2bduG3bt3S9tds2aN9HOqa83/p59+kjp8zGbLli3ShxTp8vnIkSN48803pe1+9tln+P7772vUBxvZz1hSUiJ1OJHN3r17sXXrVql7dfkcCARINerCwkKsW7dO6t7ly5eT3t86a9Sy92/evFnqQESbFStWSOffunz+8ssvSRri9evXSzc46fJ57969+PDDD6Xtvvvuu9KHFOny+fjx49LvYwD4+uuvpQ9r1RVHy8rKSDXqAwcO4J133pG6V5fPpmmSbFM+4+rVq0lz3cWLF0vPq3TF6HfeeYd0QNeqVaukcxBdPu/YsQNfffWVtF2KNkjX+KY8+4A4ZHDv3r016gP1/oKCAtKhgd9//z0+//zzGvWBen9FRQVpw7ajR49KzwWpPuta59C5NqMr36Tcr7MexFrdICprr17Q6uqqUevsH6D8hpR6UGFhobYata7vg1ILpfqhq2+FUgsFvBGTqDVqP9aDKO8Kr/QPeKUe5JUatRdikko9SBaecwTxUs+irjmHV3oWqVpd7llU84O1ukGoMam0tFRbjZp7FoP4UatLmQv6Vavrx/6g2p4HeUWr68c8iLW6oXZru1bXCz6raHX9povjnkX1+6n9QX5bm+E8KBQvaPG9pNWVrVsePHgQb7/9trTdbdu2YdeuXTXqA/V+imYMEHpF2UOKdPlcWVkprWMFhDZo48aNUvd6Sasrq/3buHGj77S6H3/8sfSzDwBr166VHre6fN65c6f0vkUA8NZbb+HQoUM16oONrDbol19+kToQ0ebzzz+X1urq8pmq1d23b5+0XlGnVpeyd0tRUZE2rS7FD117K1LXZijzYl1zDj/2LJ4JNWov9FED+noWvaKbqe15EPcshuLHGvWZ0LPohX11vRSTZO9nra6aD9T7Kysrfaeb8eOcg7W6J/vgN10cNQ/yQs8iZQ0A8GeNurbnQV7RzejMgxiGYWojfOCch7jgggsQCASqizkffvgh5syZg7Vr1yI5ORmvvPIK3nvvPaxduxb33Xdf9WToxx9/xMSJE7F161Z89913ePXVV7Fx40b885//xCOPPAIAuPjii/H666/j/fffx1//+lfcf//9p+tjMgzDnFYoC3iUxJpyuA3lXoDms67PRz0FXJfPuj4f9X5dPpumSVqE0vV9UHyg+qHrXkDfM63TZy+MWZ0+e2V86/JDZ+zXZTs/P1/6M5aVlZEKBbIHrwI0n0tLS6UXNE3TJIkWdfms07ZXfD569KgWu370mWKXaltXLPDK81xQUCAd0ysqKqQ3sgS8M1/z45zDC/MTqh9e+HzU+73w+aj36/p8XsmDvDKuvPIb1vbvzo8xySvPRm33WWdM8sqcw4/jm+cc6vfz+Fa7V6dtP/rBMUn9Xj/GJB7fp+Zer8w5/Ph7U+/n8a12L+CNeO6VZ9SPz3N+fr50nCkpKSE14OlaLy4uLpYW5QcCAeTn50vb5jrFqbHtFZ+9UnfzQo2H8vl0+lFQUCAdw8rLy8kHbMpC+T4qKipIzS5+rFHrutcrdUhdn496vx/r6jq/Z8p8RmeNWnYzgcrKSlKNWpfPpml6YszqHCteeG8CHEdV7Xrl2cjLy5POgyj5B6C3LkXBK+scXlgH8MqagVd89sKaCNUPL3w+6v06f28v6GZ43Vrdrh/Ht1d8ru3j2yvPsx/nHKZpeuJ38cpv6MfxzXMO9fv9qIvzY0zyyvj2is88voPwnCMUP8YkP/rhld/Qj3MO1vqE4oXf2yvPsx+fUe5ZVL+Xx/ep8cMr45vXPP3vB+cUoXihVu4VXZwf6+oUrS5lzxRAn88lJSUkra4fdXG6njvW6qrb9orPtT2O5ufnk/ZuoWx6r8tnr6xbnwlzDl4zULPrlTk09V4/5kFeWBOh3u/H8e2Fz0e93wufT6ft2v48U7UfrNU9NX54ZR3Tj+PbC5+Pej8/z6F4If/QmQf5sQeEx7f6/V74fFQ/vJIHMQzD1Eb4wDmP4XwxdezYEQ0bNqz++/33349rrrkG3bt3x/79+3Hw4EEAwPnnnw/DMBAfH49WrVqhffv2iIuLw2WXXYbdu3cDEIWAoUOHol27drj33nuxY8eOU//hGIZhPEBCQoKWe5s0aSJ9b+PGjaXvpfoRHy//atf1Xei07UefKb9JfHw84uLitPhBuTcuLo7kh67njmKXatsL93rFjzPBZ13PKCWeU2O/LtsNGjRAYmKi1L2pqalITU3V4gfl3uTkZKSlpUndm5CQUJ1D1bQfXvkNveKzrrkPf8/q95599tnS7+9GjRpJ26X6Qbk3IyMDderUkbo3OTkZ6enp0rZ1zpO8MPfR+f7mnELtXq/44RWf/ZgHUf3gsaJ2r1f8YJ+9d69X/KCuidR2P/z4G7LP3rtXp20/zqEp9+rMP7ySB/nxufPjOiZ/z+r361wD8MK73it++PE39OP45rqb9+7Vafuss86Svj8tLQ0pKSnStnWtF9erVw/16tWTujcxMRFnnXWWFj+4tuK9e73ihx999lI9KCkpSerelJQU1K9fX9o2ZVxRvo+kpCQ0aNBA6t74+Hhf1qgp34dXfPbjWPFj7Kd8H9QaNWVOquv7SE9PR926daXurVu3LqlGrcvnuLg46d+Fci/VD6+8V/w4Vrzisx/jKOXehg0bSudBlFgAeKce5IX1BZ22/eizH+sUfvye/egztR7khXVar/jB65ih8PhWu9crfnjFZ65Rn5p7veLHmeAzPxtB/KjV5Tzo1NzrFT/YZ+/dq9O2V/IgP8ZGr/yG7HMoXngHeSVH9soaGOdB6rb9+BvW9pjklfF9JnzPXnjX6+xZ9Mr49kIc1Wlbp8+6aqc698DSZVtXDZ56P+Xes846S3rvlvr163ti75bU1NRar9X1wrjS6Udt/5694rMfY1KDBg1IWl3ZfZyoflB1cV6Y+5wJcw4v+OEVn2v7HPpMyIP8+Nyxz6fGdm0f3175nr2y5nkm1Ki94AevY3rvXq/44ZXn2Ss1ap2xUVcflld6QHiseM8Pr4xvnfkHwzBMbYQPnPMQO3fuREJCQnVhyVmYe+WVV3DkyBG8++67+OCDD9CkSROUlZUBQMjm7PHx8dXNr/Hx8aisrAQAPPjgg7jllluwbds2vPbaaygtLT1VH4thGMZTyG5KVLduXenDLwBxSKhsUnvHHXdI2wXkfU5MTERycrK03bp160oXiSmbOVHuj4+PJ21el5SUJL3JA6WoTbk/Li5OWjwDiCRVVvSj63um3hsXFyd9f7169UgJPuW7o/6Gsj4nJydLi7YAIZiSXTzQ9RvWqVOHtMFJSkqK9AKJLp8TEhI8E5Nkn6X4+HiSSO/cc8/FzTffLHUvNfbL3l+nTh307dtX2m79+vXRvXt3qXsHDRpEGt8DBw6UGitxcXEYNGiQtF3bFxmysrJIm3317t1bemxRf0NZn6+//nqcd9550na7dOkiLczU5fMll1yCK6+8UtrujTfeiJYtW0rdq8vnpk2bomPHjtJ2W7Vqhcsvv1zqXl0+169fHz169JC227RpU3To0EHqXl0xKTExEQMGDJC2m5ycjF69eknd27dvX+n3BKBvnkS5n/I+BsQ86XTPOah5UGpqqvS7QpfPiYmJpHlS3bp1peeCuuaj1DkHJQ/S9T2fKXmQ7GfUmQfpjEmUPMgLMalOnTqkmOSFPMivazOUmET5jDpjEsU25TPWr1+fJCDwwtoM5X1M9UPXb6iyNnO65xyU9zFA+4y65hwJCQmktVdK3PXKnCMxMVH6M3plzhEfH0+ac1BikhfmHKmpqb7Mgyj5ps6YJBsPdOZBXplz+DUP8ltMonxGr8yTKPd7KQ+SHd868yBdc44zIQ/yY0xKT09HVlaW1L3Umo2uelBcXJz0+nL37t1J33WfPn2kx5auNf+bb74Zv/rVr6Ttdu3aFRkZGVL3Dh48WNouIO9zq1atcMUVV0jbpXxGXd9z8+bN0b59e2m7hmHAMAype3X5nJ6ejm7duknbbd68OW655Rape3XVg5KSktCvXz9pu6mpqejZs6fUvQMGDCDlFAMGDJCen+v6DTMzM0kb6/Tq1Uv63anL52uvvRYXXnihtN3OnTvj7LPPlrpXl88XXXQR2rVrJ233uuuuw/nnny91LzWOyn7Gxo0bo1OnTtJ2L774Yuk6vK7vuV69etL1W0B8xttuu61GfaDen5CQgIEDB0rbrVOnDvr06SN1b58+fUj5NyWG6foNO3XqRGrO7NGjh/Q8U9eco23btrj00kul7Xbs2FF6Ey9d3/N5552HG264QdruVVddhYsuukjqXl0+N2zYEF26dJG2e/755+Paa6+VuldXHE1OTkbv3r2l7WZkZCAzM7NGfbDxQj2ItbpqPlDv96tWl1IP8uPaDGX9SdfzDNDGFaUe5KW1V9nvj1qjpqy96voNqfWglJQUT9SoKWuvlLjrlZhEWRPX9WycKfUgypxDV0zS9RtStbpemHOcKVpdv/UH6exZZK1ukNqu1fVrHuQ3ra7OnkWv9A94QatLvdcrWl1dv6HOPEhnTPKKLs4LWl1dc44zIQ9ira66H9yzGMRLWl3uWQziR12cX9dmdOVBXolJXtHqeiEPoo5v2Xpvy5YtcdNNN0nbbdu2LS655BKpe3XVqBs0aICuXbtK223ZsqV0HV6Xz3Xr1pXWlADi9/ajVldWZ9OtWzfSM+0Fre5NN92Ec889V9ouRaury+dWrVqhbdu20nYpn1GXz82aNZPe1wQALrvsMrRu3VrqXl0+p6WlSe+1BAit7q233ip1r1e0uikpKdLav/79+5NyioEDB2rT6nLPYhBKHqQrp6CuzfixZ5GiDeI8SP3eM6FnUVdM0rV3qh/rQdyzqOYD9X5qTKJ8Rp1aPj9qdXXVKXTu3eKVOUdycvJpj0kqWl0v7N3ilRo15Vk6E7S6uvIgSs+irh6Qa6+9FhdccIG0Xa9odb1So/aCVlfX+NaZB1HfVwzDMLURPnDOIxw+fBg5OTnIzs4OO/nMz89H48aNkZSUhC1btmDPnj0k+/n5+TjnnHMAAC+99FKN+MwwDONH0tPTpZJJWTGATZ06dTBx4sSo91144YXSmyjZ1K9fXyrJz8jIIC1gxMXFSX3OhIQEcvKUmpoqtegu+3s4adCgQdR74uLiyD4nJydLJflpaWnkE9dlvue4uDjSIUmAeO5kFvHq1atHKj4DkPaFOlYSExOlFhBkfw8n6enpUmNA5hlyEh8fL/V91KlTh7ToAojnSUdMkh3fsr+Hk3r16mmJSYDcbxMfH08e3ykpKdpi0tSpU6PeU79+fYwZM4Zkt127dlKiz8GDB0tvomQzZcqUqJ+zTp06mDBhAsnuhRdeKCU+ysrKkt5EyWbChAlRY0J8fDymTJlCstuoUSMMHTo06n3XX3+99CZKNmPGjJF6VmWeIScpKSkYN25c1PsuueQSkggXAO688040atQo6n05OTkku/Hx8Zg8eXLU+5o3b046rAwQhwbKbBQ4YcIE8rtQ5rc566yzMHz4cJLdjh07ok2bNlHvGzFiBHluMHXq1KixNzU1VeoZctKmTRsp0eeAAQPQvHlzku0pU6ZELZwkJiZi0qRJJLuJiYlShYWUlBSSIAaQf8dR5xyy8+66dev6cs5BKfQAevMgmd8mISFBaZ4kE2tU5kky37PqPMmPeZDMGFDJg2THgB/zIKrPnAeFIpsHyf4eTnSNb51rM7rGd3JyspRwRfYd4UT2vUx97pKSkqTWZmR/DxVfdM45KCJc4PTHJNnfw0n9+vVPa0xKSEhQmifJiI+8NueQmXd7KSbJjgHZ38OJrjlHUlKStjxI1/iuzXmQ7O/hRPYd16BBA231IJV5kh9jkq48SLaGpVKHlM2DdMUkahyVnXfL/h4n+lJb8yDq3M6PazP2/ycaXsuDZMe3Sh4kMwZU8iCZelDdunUxfvx4kt2LLrpI6nCsnj17khoDAGDixIlR5ykq9aAmTZpgyJAhUe+78cYbSYcZAcDYsWOl4h21HlSvXj2p+mKrVq3QuXNnku1hw4ZpqQclJCRI1YPOPfdc9O/fn2S7X79+aNGiRdT7Jk6cSH4Xyvw2DRs2xF133UWye/vtt0sdZjdq1CjyHEzG53r16mHs2LEku23btpU6zG7QoEFo1qwZyfbkyZOjxrGkpCQp7ZWT888/X+ogmszMTOlNlGzGjx8fNS9UiUmyz9M111xDOswIEM+TzLuIGpOSk5ORnZ0d9T7Zd4STIUOGSGkepkyZQppzyP42zZo1I2/o1LNnT6kD+yZMmEDOv2V+mwYNGpBr1O3bt5famGj48OHkebRMjTolJUXqGXJiGIbUYXb9+vUjHeoKiJgkU6OWea85+dWvfiWleejYsaP0Jko22dnZUfOQuLg48vs7IyMDI0aMiHrfFVdcQTrUFRCaB5kDOak+y2p1L7jgAtIBioB4x8loHmTm2k7i4uKkxnfjxo2l5q1OsrKycPHFF0e9b9y4ceQ1/7vvvjvqPenp6Rg1ahTJrqwOa+jQodIHntrk5ORoyYN0anV11qhl8mo/anWTkpJ8t16sUqPWWQ863Vpd2d/Dic61GZn4mJaW5rt6UGpqqqfqQTJjQGeNWmdMotaoZesPOmvUuupBKroZnTFJZgyoxCSdNWqZd5yXatSUepDftLoq9SBdPYt+rAd5pWdRRw1LpWfRr1pdP+ZBp1uryz2LQfzas0j1uTZrdXXpZgDvaXV1zTlOdx7kJa3u6Y5JZ5Iuzo9aXT/mQadbq8s9i0G8lgfp7Fn0Y0w63VpdnT2LXopJpzsP8qNW10sxaeDAgdV7AroxadIkLfugyO614SQzMxOtWrWKet/YsWPJv6FMjTotLQ2jR48m2b322mtx/fXXR71vyJAhaNy4Mcn2/2/vzsPsrOrDgX/f2beQTDKTZMhCEhMIMQUSkhAkZCMrlEDBkAQKiCw+tGoFrC2oBDAK8qRly1ZKBVtUHoqVJCpY1LZaW1ut9qH82tqEHWSRRYXsy/39MbmzJHcmc9+Zy8yFz+d5fIL3vZz7JTPvueec7/c9p6t7t+Sbox47dmyXDsc688wzu1TH1FZXaprS1MU1NjbGBRdccNj3nXLKKTF16tS82r7ssssKUqtbU1PTpTrLY489NhYuXJhX27//+7/fpVrdfP+eu1qr29U6prbOOeecGDly5GHf15dqdefNm9ertbpp9m454YQTunSY3XnnnZf33i2FqtU96qijunQg58KFC2P8+PF5tV2szywWIuZ8nlksZI7aM4vNinUeVIzPLBYyR20e1CrNM4tdibmvrc14ZrFVIZ9ZlKNulU+tbjHWxfWlPsneLa0KmQ8qVJ/UF/ZuyTfmYqzVHTRoUFx44YWHfd+0adO6tFbWVqGeWewrtbrFNg8qZK1uvvdKMdbqArwbwer0BAAAIABJREFUld5www0dXrzxxhs7vthFCxYsiL//+7/vbjN5+fSnP/2Ofl5aN910U2zatCk2bNgQDzzwQCxZsiQ++clPRpIk8fjjj8fLL7/ckmQaM2ZM3HnnnXHPPffEa6+9Fjt37mw52ffBBx9sSThs3rw5xo0bF8cee2z85je/abk2YsSIuOaaa+Khhx6KkSNHxhNPPJH3g/AA7wYlJSVRWVkZ27Zt6/A9AwYMyHtiHdG8CcIzzzwTTzzxRM7rw4YNi40bN+Z9MFCSJFFdXR3bt2+PTCaT8z1HHHFEDBw4MO+YKysrY9++fbFr166c10tKSqKpqSnvRdUkSaKmpia2b98e+/fvz/me2traaGhoyHuSmp1I7ty5s8PPHjp0aN6Jnog4bMzV1dUxePDgvGMuLy+P0tLS2L59e4cxDx48OO9F1WxMO3fujH379uW8XllZGUOGDMk75rKysigvL+/0XmlsbMx7UTWiNea9e/fmvF5RURFDhw7NezGgtLT0sPf3wIEDU50+X11dHbt37449e/bkvF5WVhZDhw7NO2lSUlISVVVVsW3btg7v7wEDBuS9MB7Ren/v3r075/XS0tJoamrKe1E1e393FnO/fv1i4MCBef/eVVZWxv79+zvtk4YOHZr3omoh+6Rx48ZFTU1NfP/73++w3a9+9atd2rjrYAsWLIjHHnssfvWrX+W8PmfOnLjnnnvy7qOHDx8ew4YNi0cffTTnz7CioiL+6q/+qksFSgebP39+/PCHP4wXX3wx5/UpU6bEV7/61bwTXw0NDTF+/Pj45je/mbO/KykpiTvuuCPvjaIimv8ef/azn8VTTz2V8/qxxx4bDz30UN4Ltv369YsTTzwxNm3a1OF9eMMNN8Qll1ySd8wzZsyILVu2xH//93/nvH7UUUfFww8/nPfYoKqqKmbOnBmbNm2KHTt25HzPxz/+8fjkJz+Zd8zTpk2LV199NX72s5/lvD548ODYuHFjDB8+PK92S0tLY968ebF58+Z46623cr7nggsuiJtvvjnv+3vixImxb9+++NGPfpTzev/+/eOhhx7Ke3PKJEli4cKF8eijj8Ybb7yR8z1nnHFGrF27Nu/vlTFjxkT//v3ju9/9bs7r1dXVcf/99+ddhBvR3Cd9//vfj1deeSXn9ZkzZ8Z9992Xd5905JFHxsiRI+ORRx7J2UeXl5fH3Xff3aXNBA9WU1NTsDFHRUVFh2O7iObEW779RsThxxzl5eWpYu7KPKi+vj7VPKiqqir27t1bkDFHdXV1p2OOYpwH1dXVxaBBg94z86CSkpIOv1O6Mw+qqamJHTt2mAdF78+Dmpqa+tw8qFB9UlfmQfluepmNuSvzoL62NpMkSaf395AhQ1L1Sdk1sM76pMbGxlT3d2drMxFR0D5p6NChecdcWlp62D6poaEhdZ+0a9euDvukQo45Bg4cmKpQo6qqKvbs2dMrfVL//v27tDFyrph7a5xUV1eXem0mk8l0OObo7trMtm3bOry/a2pqUt3f5eXlXeqT8l2LyMbU2f1dVVWVapxUVlYWZWVlh+2T8i14iyjeeVBv9UmFmgel7ZO6Og9K2ycVah7UlT6p2OZB3emTujIPKlSfZB7UatCgQQWZB5WXlxd0HpSmTyrkPOhwOepsPihNzMU4D4rovbWZNH3SyJEjY+jQofGd73wn58+wsrIy7r333pgxY0beMS9YsCD+6Z/+KX75y1/mvD5t2rT4yle+kvffx+DBg+Poo4+Ob33rWzn7u9LS0lizZk2XNtE42Ny5c+MnP/lJPPPMMzmvT5gwIVU+6IgjjojJkyfHpk2bOuw7Vq1a1aUHNQ526qmnxi9+8Yv43//935zXR40aFRs3bsx7bFBVVRUzZsyIjRs3dvg7fdVVV8VVV12Vd8zTpk2Ll156Kf7zP/8z5/UhQ4bExo0bu7RJTltlZWUxd+7c2Lx5c7z99ts533PRRRfFqlWr8r5Xfud3fid2794d//Iv/5Lzen19fXz961+PcePG5dVuNh/0yCOPxJtvvpnzPUuWLIk777wz7+/CsWPHRl1dXYc56pqamvjKV74SJ554Yl7tRjRv9vDd7343Xn311ZzXZ82aFV/60pfy7qOHDRvWaY66vLw87rnnnpgzZ07eMc+fPz/++Z//OV544YWc1ydPnhxf+9rX8l73GTRoUEyYMCE2b97cYY76tttu69ImGgebM2dO/PznP48nn3wy5/Xx48fH17/+9bzHM/369YupU6d2mqO+/vrr8950KaJ5o5+tW7d2mKMeOXJkbNy4Me810srKypg1a1Zs2rSpwznnH/7hH8af/Mmf5B3zlClT4vXXX4//+I//yHm9sbExHn744S4daNlWNkf9zW9+s8Mc9YoVK+KWW27Ju0+aMGFCRET88Ic/zHn9iCOOiL/927/t0sZdBztcjnrx4sWxbt26vMe6o0ePjvr6+njsscdyXq+uro6/+Zu/iWnTpuUd8+Fy1DNmzIgvf/nLea9VNTU1xejRo+Pb3/52zjFYWVlZrF+/Pu9DXSOaNzH613/913juuedyXj/++OPjwQcfzHvdp76+Po477rjYvHlzzjlWkiRx66235n2AYkTzgYSPP/54bNmyJef1sWPHxje+8Y2813Vra2tj+vTpsWnTpg7H/tdee21ceeWVecd88sknx7PPPhv/9V//lfN62lrd8vLymD17dqd90hVXXBGf+cxn8o550qRJ8dvf/jb+/d//Pef1hoaG+MY3vhGjRo3Kq92SkpJYsGBBfOtb34rf/OY3Od/zwQ9+MFavXp33mOOYY46JioqK+Md//Mec1+vq6uKBBx7I+wDFiNZnjF577bWc1+fPnx9333133nPZkSNHxpAhQzqdB913331xyimn5B1zoWp1ezMfJEfdXl+s1T3c2msx1uoWOh+Udm2ms7XXYs1RDxkypCD5oIaGhlT5oJqamoLlg7L3d0fq6+v7VI66K/d3d3LUneWDSktLU6+9FjIfVMgcdW/lg4oxR93Y2JgqR13IfFBv1uo2NTUVJEedNh9U6BoUzyw26+18kGcWWxVjjtozi608s9ieWt32+mKtblfmQX2tVvdw86C+VqubJEmv1uoWch70XqrVfTfOg95rtbqeWWxWzM8svttqdYvxmUW1uu0Vqla3r+aDCtEnlZeXx9y5c2PTpk0d/l1feumlsXLlyrxjPuGEE+Ltt9+Of/u3f8t5feDAgfF3f/d3eR9WliRJzJ8/v9Mc9bnnnht//ud/nvfv3dFHHx1VVVXxD//wDzmvZ3PUxx13XF7tRrTu3dJRjnru3Llxzz335P0zHDFiRDQ1NXW6d8u9994bp556at4xz58/P37wgx90Wqt7//335z0GGzx4cBxzzDEd7t1SWload911V5x55pl5xzx37tz46U9/Gk8//XTO692p1c3u3dJR3/G5z30u78PKIpprdf/v//4v/ud//ifn9VGjRqXeu+XUU0/tdO+WT3ziE3H11VfnHfO0adPi5Zdfjp///Oc5rw8ZMiQefvjhVLW6p512Wqe1uhdeeGF8/vOfT1Wru2fPng5rdQcMGBAPPfRQHH300Xm129Va3bvuuitVrW6/fv06rdW9//77U9XqLliwIL73ve91WKs7c+bMuPfee1PV6g4fPjweeeSRDmt1//Iv/zLmzp2bd8zz5s2LH/3oR53W6j7wwAN5j8EKmaPuzbUZzyy28sziodffS88sFmOOurefWexOn9TTzywWa47aM4utCvXMYjHmqHt775ZC1aCkzVH39t4tfS1HXcha3ULlgw6X77V3S3vdyQcVW63u4fbVLeQziytXrkz1zKJa3fxi7mu1uhHFOQ8CKEbl5eU3dnTNgXO96LrrrovLLrssrrjiirj88stj+vTpLV96xx9/fMthcxHNX4of+tCH4sMf/nCcccYZ8ZGPfKQlgZ09bC4i4swzz2zZSKDtteHDh8eVV14ZF198ccyaNcthc8B7Wnl5edTV1UWSJLFnz56WSVRNTU00NDSkPpk6SZI488wzY+LEifHaa6+1bBoybNiw+MQnPhFr1qyJkSNHpmq7rKwsZ8zV1dXR0NCQaiE/q6ampmWBPDvBLi0tjf79+0djY2OqyV62jbq6uigpKYm9e/e2TPyqqqpi4MCBUV9fn/dkL6u6ujqqqqoik8m0xJw9Cb2xsTHVoni2jeyp521jrqysjIEDB6Za6MuqrKyM6urqdjEnSRL9+vWLxsbGVIvi2Zjr6uqirKws9u7d27IYVVFREfX19dHQ0JD3AlRWRUVF1NbWHhJzXV1d6kRd2zbKy8tj3759LTGXl5e3xJzvYk5W9v6OiHb3Sm1tbTQ2NqZaNMvGXFtbGxUVFbFv376WRf2ysrIYMGBANDQ05L3AnJW9vw+OuaamJgYNGtStPikb8/79+1tibnt/57sAlZW9v3P1SYMGDYoBAwakvldy9UnZ+3vw4MHd7pNKS0tjz549PdonnXzyyTFnzpzYvn17bN26Nfbv3x8DBgyISy65JDZs2BBTpkxJ1W5dXV2cf/750djYGM8991y8/vrrERFx4oknxsqVK2PVqlWp+7sTTjghFi1aFLt27YotW7bE3r17o7a2Ni688MJYt25dqsPmIpr7uuXLl8fw4cPjhRdeaCluev/73x+f/vSn49Zbb02VnIpoXqBesmRJ7Nu3L7Zs2RK7d++OqqqqWLp0aaxbty5OP/30VO2WlZXF0qVLY8yYMfHyyy+3FFyOGzcuPvWpT8Xtt9+e6uCQiOaN1c4999woKSmJrVu3xs6dO6O8vDzOPvvsuOOOO1oOEc9XSUlJnH322TF+/Ph2Y46RI0fGVVddFXfddVcMGzYsVdtHHnlkLFu2LCorK2PLli2xffv2KC0tjUWLFsXq1avbzT/ztXjx4pg8eXK8+eab8cwzz0Qmk4mhQ4fGRz/60Vi3bl28733vS9VuQ0NDrFixIurq6uLJJ5+Mt956K5IkidmzZ8fNN9/ccrB7GrNmzYpTTjkl3n777XjyySdj//79MWjQoLjiiitiw4YNMXHixFTt9u/fP1asWBEDBw6Mp59+On79619HRHN/ctNNN8X111+f+ntl2rRpcdppp7X0Sfv27YsjjjgiPvShD8X69evjpJNOStVuTU1NrFixIoYMGRLPPfdcS0H1pEmT4vrrr4/Pf/7zqRfcjzvuuDj99NNj9+7dLX1STU1NnH/++bFu3bpUBYsRrWOOg8dJPTHmyI6TIqIl+ZX9vLSJumwbtbW1h4yTsmOOxsbGbo+TOpoHpe2fs0Ux2aR82zFHNua0Y453Yh50cMyFngd1Z5z0TsyD2o6TemIeVFVVlXMelI25u/Og0tLSdn/PxTAPKisrMw+KzudB3V2b6Wge1N0+qSvzoLQKPQ8qxNpMVVVVzj6pX79+3UrEZ9s4+P5u2yelvb8rKyujpqYm59pM2oLFbBudrc0MGjSoYH1SmoLFtm2802sz3R1zdNQnZb+/u9snJUkSu3fvPmRtpjtjjkKuzbT9/j64T+qJtdee7pPafn/39NpMdsxxcMzZtdfu9EmdjTm6c3+/031SX58H5eqTCjkP6ok+qaam5pA+qe2Yoyf6pGKaB+Xqk3pyHpSrTzIP6rk+qaKiomWuU6h5UE/3SeXl5Yf0SRE9Ow9qG3NPzYNqa2sLkqMu1Dyosz6pEPOgYs1RZ7+/C5mjTnt/T5o0KRYtWhQ7d+6MrVu3xt69e6Ouri4uvPDCWL9+farD5iKa/z6XL18eRx55ZDz//PPxq1/9KiKaNwP4zGc+E1/84hdTz1eOPfbYnPmgZcuWxdq1a2PRokWp2i0vL4+lS5fGqFGj4qWXXoqXXnopIpo3KMnmg9I8jBgRMWbMmDjnnHMiItrlg37v934v7rzzzjjvvPNStdtRPuioo46Kq6++OtasWRNNTU2p2h42bFicd955UVFR0S4fdPrpp8ef/dmfxWWXXZaq3SRJ4vTTT48TTjgh3njjjZYD/pqamuJjH/tYrFu3LkaPHp2q7cbGxpz5oLlz58Ytt9wSV199der7e86cOXHyySfHW2+9FU8++WRkMploaGiIj3zkI7F+/fqWA6Dylc0HDRgwoF0+6AMf+EDcdNNN8dnPfjb1d+H06dNj7ty57fJB/fv3jw9/+MOxYcOGmDp1aqp2a2tr2+WDsjnqyZMndzsfdPzxx8fixYvb5YNqa2vjggsuiPXr18fs2bNTtds2R/3iiy+2HEw1YcKEuO6662L16tWpx/7HHHNMnHXWWZHJZFr6pMrKyli6dGmsXbs21QGYEc3fsR/84Afjfe97X7zyyivx4osvRkTzBiV//Md/HLfffns0NDSkanvUqFEtOeotW7bEzp07o6ysLJYsWRK33357nH/++anaLSkpibPOOismTJjQrk8aMWJEXHXVVbFmzZrUOeqmpqZDctQlJSWxcOHCuPXWW1MdRpW1cOHCOPHEE+PXv/51PP3005HJZGLIkCEtOeqxY8emanfQoEGxfPny6NevX7s+adasWXHzzTfHpz71qdR90syZM2PGjBktfdL+/ftj4MCBcfnll8eGDRtSHewU0fzgfTZH/cwzz7RssDN9+vS48cYbY+XKlanHjVOnTo158+bFjh07cuaop0+fnqrdbI566NCh8fzzz7fkqI8//vi4/vrr4wtf+ELqOdbEiRPjjDPOiL1798aWLVtiz549LZ+3bt26mDdvXqp2KyoqYtmyZXHUUUfFiy++GC+//HJENI9xrr322li9enXquf3YsWPj7LPPjoiILVu2xK5du6KioiLOOeecWLNmTcu1fJWWlsa5554b48aNi1dffbVlU6AxY8bENddcE3feeWfeB7dljRgxIpYuXRplZWWxdevW2LFjR5SVlcXv/u7vxm233ZZqo6+I5jHHkiVLYuLEifH666/Hs88+GxHNY5w/+qM/irVr16au1R0yZEgsW7YsqqurY+vWrbFt27YoKSmJefPmxa233tqtZzDmz58fU6dOjd/+9rfx1FNPRSaTicbGxviDP/iDWL9+fd6bZmXV19fHihUron///vHUU0+1bOo3c+bMWLVqVVx77bWp5xSnnHJKzJo1K7Zt29bSJ9XX18ell14af/EXfxGTJk1K1W6/fv1ixYoV0dDQEM8++2zLYZhTp06NG264IW666abU88LJkyfHwoULD5kHXXTRRd2aBx2uVlc+qLhz1Gp1i6NWt7N8UHdz1LnWXos9R93dfFCuPintpjpt28jVJ/VUPiiiOHPUufqk7uaDOuuTejofVOgcdXfzQbn6pMrKym7HnKtPapsP6ss56og4pE/qq/mgd2OtbnfGHMVcq/tuyAcV4zOL7+VaXfOgaGnjnZ4HvRO1uuZBanXfDWsz5kE9Ow863NqMeZB5UEd7O5gHFcczi53V6vbleVAx1up6ZrHwtbqFfmaxkLW674Z5UF+t1R08eHAsX748amtrY+vWrfH2229HSUlJnHbaafHFL34xPv7xj6dqN6L5cKCTTjqpXY66oaEhrrzyytiwYUOMHz8+Vbsd5ahPPfXUWLVqVVx33XWp75UPfOADMXv27Ni2bVu7vVuydXGTJ09O1W5dXV2sWLHikL1bpkyZ0rJ3S9o+Olur23bvlra1umkOm4tordUdNmxYu71bJk6c2LJ3S9r7sKNa3fPOOy/WrVsXixcvTtVudu+W0aNHt9u7JVure9ttt6Wu1R09enScc845kSRJS11c271bli1blqrdzmp1s3u35HtwW9aRRx6Zs1Z38eLFsXr16rj88stTtZut1Z00aVK8+eabLQf8DR06ND72sY/F2rVr8z5MMquxsTGWL1+es1b35ptvjmuuuSb19/fs2bNz1upm9255//vfn6rdQtbqnnTSSZ3W6k6bNi1Vu9la3cGDB7eri5s8eXJ89rOfjS984QsFq9WdM2dOqnYrKytj2bJlMWLEiHjhhRd6tFb3cPOgnl6bKcZnFgu5NlOs86Durhd7ZrF9zO90jrpY5kGeWfTMYlueWWzvcGuvhdpXt9jyQXLUPZcPKtZa3erqajnqAw5Xq1tMe7f05Vrdd/qZxfLy8jjrrLPijjvuiBUrVqRqt1hz1L01D+qrOepimwcBFKPODpxLOjqpNCJi+/btHV/soh//+MepHxQHgHfC/v37I0mS1JOPjuzbty92795dkMlHoWLOZDKRyWRSL7R0phhjzo6TxNwac6F+hhE9H3NEcf7eiblVsca8Y8eO1MnszuzatStKSkpSJzQ6UsiYs0nztAuendm+fXtUV1f3+M8wu0iZdsGzM9u3b4+qqqoe/53eu3dv7N27N3USpjM7duyIysrKHo+5kOOkHTt2REVFReokTEf2798fu3btKkjM2Y0e0yY0OlLMfVIh7m9jjvbE3ErM7RVjzOZB7RXjz1DMrcR8aNsR1mayCvkzjCi+mN0rrcTcqhjvb2OO9vzetSfmVmI+tO0IfVJWMf4MxdxKzIe2HVGY+1s+qFWh80GFiFk+qD35oFbyQe1lH6TRJzUrVI563759sWfPHn3SAdmH5ArRJ+3cubMg97c+qVWh+yRjjlaF7JOMOVoV6v4uZJ9UjHVxxbrOEVF8MVszaCXmVsW6NlNsMUfok9pyr7Qn5lbFeH/LB7Xn9649Mbcq5vu7GGPWJzVzr7Qn5lbFfH8XU8wR5kFtuVfaE3OrYry/jTna83vXnphbifnQtiP0SVnF+DMsxpjlqFvJUbenVre9YqybKca6OH1SK3Vx7RWyVrcYv7/F3ErM7RVjzOZB7RXjz1DMrcR8aNsR8kFZ8kGt3CvtiblVMd7fxRhzROF+hsX4zKJ7pT0xtypkzADFoKampsOO1YFzAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAvaizA+ccxQkAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAANBHlXV2sbOT6rrqrbfe+mlNTc2U7rYDAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADwXlPS2wEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACQmwPnAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA+igHzgEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPRRDpwDAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADooxw4BwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA0Ec5cA4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKCPcuAcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABAH+XAOQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgD7KgXMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAB9lAPnAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA+igHzgEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPRRDpwDAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADooxw4BwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA0Ec5cA4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKCPcuAcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABAH+XAOQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgD7KgXMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAB9lAPnAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA+qgkk8l0fDFJHo2Ihm5+RkNEvNbNNvJVlclkJr7DnwkAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAANCjOj1wrkc+IEl+mslkphT0Q/rAZwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPS0kt4OAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgNwcOAcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAANBHvRMHzt39DnxGX/hMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAHpVkMpnejgEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAcSno7AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHJLdeBckiRfSpLk1SRJnmjz2sAkSR5LkmTLgT/rD7yeJElyZ5IkW5MkeTxJkslt/p2LD7x/S5IkF3f3PyZJkkVJkvziwGf9aXfbAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA6E2pDpyLiPsiYtFBr/1pRHwvk8mMi4jvHfj/ERGLI2Lcgf9dERHrI5oPqIuIlRFxUkRMi4iV2UPq0kiSpDQi1h74vAkRsSJJkglp2wMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAOhtqQ6cy2QyP4iINw56+ayI+PKBf/5yRJzd5vW/zjT7cUQMSJKkKSIWRsRjmUzmjUwm82ZEPBaHHmKXj2kRsTWTyTyVyWR2R8QDBz4bAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgKKU6cK4DQzKZzEsREQf+HHzg9WER8Xyb971w4LWOXk+rp9sDAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADoVT154FxHkhyvZTp5vac/BwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoCj15IFzryRJ0hQRceDPVw+8/kJEjGjzvuER8ctOXk+rp9sDAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADoVT154NymiLj4wD9fHBEb27x+UdJsekT8JpPJvBQR34mIBUmS1CdJUh8RCw68ltZPImJckiSjkySpiIjlBz4bAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgKJWl+ZeSJPlaRMyOiIYkSV6IiJURcUtEPJgkyaUR8VxELD3w9m9HxOkRsTUu4FLwAAABcklEQVQitkfEJRERmUzmjSRJPhfNB8VFRNyUyWTeSPnfEZlMZm+SJB+N5kPrSiPiS5lM5v+lbQ8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKC3JZlMprdjAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIIeS3g4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACA3Bw4BwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA0Ec5cA4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKCPcuAcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABAH+XAOQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgD7KgXMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAB9lAPnAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA+igHzgEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPRR/x9qYyqaCoUJHwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 9101.75x736 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import upsetplot as upset\n",
    "plt = upset.UpSet(movies_genre, subset_size='count').plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above plot gives every single subset based on the input data. Since we have a 17-level multi-index, we are seeing $2^{17}=131072$ possible subsets (although in this dataset we have only 280 total subsets). In cases like this, it can be helpful to set an observation threshold to exclude low-count subsets. This can be achieved by grouping data mannually and filter by counts:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "17 14 2\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 589.75x736 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "movies_genre_grouped = movies_genre.groupby(level=genres).count()\n",
    "movies_genre_subset = movies_genre_grouped[movies_genre_grouped.Name > 40]\n",
    "plt = upset.UpSet(movies_genre_subset.Name).plot()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "toc-autonumbering": false,
  "toc-showcode": false,
  "toc-showmarkdowntxt": false,
  "toc-showtags": true,
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}