Exchange Rates.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualizing Data on Exchange Rates"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**What the project is about:** This project uses data storytelling and visuals to analyze the daily exchange rates of the Euro between 1999 and 2021. The euro (symbolized with €) is the official currency in most of the countries of the European Union.\n",
    "\n",
    "**Goal of the project:** The primary objective of this project is to create storytelling data visualizations using Matplotlib."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introducing the Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This source of this data is the European Central Bank. The dataset is available on [Kaggle](https://www.kaggle.com/lsind18/euro-exchange-daily-rates-19992020).\n",
    "\n",
    "Let's start by reading in the dataset and inspecting a few rows to better understand the structure of the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
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       "      <th></th>\n",
       "      <th>Period\\Unit:</th>\n",
       "      <th>[Australian dollar ]</th>\n",
       "      <th>[Bulgarian lev ]</th>\n",
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       "      <th>[Russian rouble ]</th>\n",
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       "      <th>[Slovenian tolar ]</th>\n",
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       "      <td>6.5748</td>\n",
       "      <td>1.5543</td>\n",
       "      <td>1.0827</td>\n",
       "      <td>7.9184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.163</td>\n",
       "      <td>7.4369</td>\n",
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       "      <td>4.8708</td>\n",
       "      <td>90.8000</td>\n",
       "      <td>10.0510</td>\n",
       "      <td>1.6228</td>\n",
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       "      <td>36.8480</td>\n",
       "      <td>9.0146</td>\n",
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       "      <td>6.5172</td>\n",
       "      <td>1.5601</td>\n",
       "      <td>1.0833</td>\n",
       "      <td>7.9392</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.147</td>\n",
       "      <td>7.4392</td>\n",
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       "      <td>10.0575</td>\n",
       "      <td>1.6253</td>\n",
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       "      <td>36.8590</td>\n",
       "      <td>8.9987</td>\n",
       "      <td>1.2276</td>\n",
       "      <td>18.7919</td>\n",
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       "      <td>1.5824</td>\n",
       "      <td>1.9558</td>\n",
       "      <td>6.5119</td>\n",
       "      <td>1.5640</td>\n",
       "      <td>1.0821</td>\n",
       "      <td>7.9653</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.145</td>\n",
       "      <td>7.4393</td>\n",
       "      <td>...</td>\n",
       "      <td>4.8720</td>\n",
       "      <td>90.8175</td>\n",
       "      <td>10.0653</td>\n",
       "      <td>1.6246</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.9210</td>\n",
       "      <td>9.0554</td>\n",
       "      <td>1.2338</td>\n",
       "      <td>18.5123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-01-05</td>\n",
       "      <td>1.5927</td>\n",
       "      <td>1.9558</td>\n",
       "      <td>6.5517</td>\n",
       "      <td>1.5651</td>\n",
       "      <td>1.0803</td>\n",
       "      <td>7.9315</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.227</td>\n",
       "      <td>7.4387</td>\n",
       "      <td>...</td>\n",
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       "      <td>91.6715</td>\n",
       "      <td>10.0570</td>\n",
       "      <td>1.6180</td>\n",
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       "      <td>36.7760</td>\n",
       "      <td>9.0694</td>\n",
       "      <td>1.2271</td>\n",
       "      <td>18.4194</td>\n",
       "    </tr>\n",
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       "      <th>4</th>\n",
       "      <td>2021-01-04</td>\n",
       "      <td>1.5928</td>\n",
       "      <td>1.9558</td>\n",
       "      <td>6.3241</td>\n",
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       "      <td>26.141</td>\n",
       "      <td>7.4379</td>\n",
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       "      <td>90.3420</td>\n",
       "      <td>10.0895</td>\n",
       "      <td>1.6198</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>9.0579</td>\n",
       "      <td>1.2296</td>\n",
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       "  Period\\Unit: [Australian dollar ] [Bulgarian lev ] [Brazilian real ]  \\\n",
       "0   2021-01-08               1.5758           1.9558            6.5748   \n",
       "1   2021-01-07               1.5836           1.9558            6.5172   \n",
       "2   2021-01-06               1.5824           1.9558            6.5119   \n",
       "3   2021-01-05               1.5927           1.9558            6.5517   \n",
       "4   2021-01-04               1.5928           1.9558            6.3241   \n",
       "\n",
       "  [Canadian dollar ] [Swiss franc ] [Chinese yuan renminbi ] [Cypriot pound ]  \\\n",
       "0             1.5543         1.0827                   7.9184              NaN   \n",
       "1             1.5601         1.0833                   7.9392              NaN   \n",
       "2             1.5640         1.0821                   7.9653              NaN   \n",
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       "4             1.5621         1.0811                   7.9484              NaN   \n",
       "\n",
       "  [Czech koruna ] [Danish krone ]  ... [Romanian leu ] [Russian rouble ]  \\\n",
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       "2          26.145          7.4393  ...          4.8720           90.8175   \n",
       "3          26.227          7.4387  ...          4.8721           91.6715   \n",
       "4          26.141          7.4379  ...          4.8713           90.3420   \n",
       "\n",
       "  [Swedish krona ] [Singapore dollar ] [Slovenian tolar ] [Slovak koruna ]  \\\n",
       "0          10.0510              1.6228                NaN              NaN   \n",
       "1          10.0575              1.6253                NaN              NaN   \n",
       "2          10.0653              1.6246                NaN              NaN   \n",
       "3          10.0570              1.6180                NaN              NaN   \n",
       "4          10.0895              1.6198                NaN              NaN   \n",
       "\n",
       "  [Thai baht ] [Turkish lira ] [US dollar ]  [South African rand ]  \n",
       "0      36.8480          9.0146       1.2250                18.7212  \n",
       "1      36.8590          8.9987       1.2276                18.7919  \n",
       "2      36.9210          9.0554       1.2338                18.5123  \n",
       "3      36.7760          9.0694       1.2271                18.4194  \n",
       "4      36.7280          9.0579       1.2296                17.9214  \n",
       "\n",
       "[5 rows x 41 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "exchange_rates = pd.read_csv('euro-daily-hist_1999_2020.csv')\n",
    "exchange_rates.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
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    {
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       "      <td>9.1800</td>\n",
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       "      <td>1.6116</td>\n",
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       "      <td>34.850</td>\n",
       "      <td>7.4452</td>\n",
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       "      <td>9.3050</td>\n",
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       "      <td>42.6949</td>\n",
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       "      <td>1.1743</td>\n",
       "      <td>6.7307</td>\n",
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       "      <td>1999-01-05</td>\n",
       "      <td>1.8944</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>1.7965</td>\n",
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       "      <td>34.917</td>\n",
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       "      <td>1.1789</td>\n",
       "      <td>6.9358</td>\n",
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       "     Period\\Unit: [Australian dollar ] [Bulgarian lev ] [Brazilian real ]  \\\n",
       "5694   1999-01-08               1.8406              NaN               NaN   \n",
       "5695   1999-01-07               1.8474              NaN               NaN   \n",
       "5696   1999-01-06               1.8820              NaN               NaN   \n",
       "5697   1999-01-05               1.8944              NaN               NaN   \n",
       "5698   1999-01-04               1.9100              NaN               NaN   \n",
       "\n",
       "     [Canadian dollar ] [Swiss franc ] [Chinese yuan renminbi ]  \\\n",
       "5694             1.7643         1.6138                      NaN   \n",
       "5695             1.7602         1.6165                      NaN   \n",
       "5696             1.7711         1.6116                      NaN   \n",
       "5697             1.7965         1.6123                      NaN   \n",
       "5698             1.8004         1.6168                      NaN   \n",
       "\n",
       "     [Cypriot pound ] [Czech koruna ] [Danish krone ]  ... [Romanian leu ]  \\\n",
       "5694          0.58187          34.938          7.4433  ...          1.3143   \n",
       "5695          0.58187          34.886          7.4431  ...          1.3092   \n",
       "5696          0.58200          34.850          7.4452  ...          1.3168   \n",
       "5697          0.58230          34.917          7.4495  ...          1.3168   \n",
       "5698          0.58231          35.107          7.4501  ...          1.3111   \n",
       "\n",
       "     [Russian rouble ] [Swedish krona ] [Singapore dollar ]  \\\n",
       "5694           27.2075           9.1650              1.9537   \n",
       "5695           26.9876           9.1800              1.9436   \n",
       "5696           27.4315           9.3050              1.9699   \n",
       "5697           26.5876           9.4025              1.9655   \n",
       "5698           25.2875           9.4696              1.9554   \n",
       "\n",
       "     [Slovenian tolar ] [Slovak koruna ] [Thai baht ] [Turkish lira ]  \\\n",
       "5694           188.8400           42.560      42.5590          0.3718   \n",
       "5695           188.8000           42.765      42.1678          0.3701   \n",
       "5696           188.7000           42.778      42.6949          0.3722   \n",
       "5697           188.7750           42.848      42.5048          0.3728   \n",
       "5698           189.0450           42.991      42.6799          0.3723   \n",
       "\n",
       "     [US dollar ]  [South African rand ]  \n",
       "5694       1.1659                 6.7855  \n",
       "5695       1.1632                 6.8283  \n",
       "5696       1.1743                 6.7307  \n",
       "5697       1.1790                 6.7975  \n",
       "5698       1.1789                 6.9358  \n",
       "\n",
       "[5 rows x 41 columns]"
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     "execution_count": 2,
     "metadata": {},
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   "source": [
    "exchange_rates.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5699 entries, 0 to 5698\n",
      "Data columns (total 41 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Period\\Unit:              5699 non-null   object \n",
      " 1   [Australian dollar ]      5699 non-null   object \n",
      " 2   [Bulgarian lev ]          5297 non-null   object \n",
      " 3   [Brazilian real ]         5431 non-null   object \n",
      " 4   [Canadian dollar ]        5699 non-null   object \n",
      " 5   [Swiss franc ]            5699 non-null   object \n",
      " 6   [Chinese yuan renminbi ]  5431 non-null   object \n",
      " 7   [Cypriot pound ]          2346 non-null   object \n",
      " 8   [Czech koruna ]           5699 non-null   object \n",
      " 9   [Danish krone ]           5699 non-null   object \n",
      " 10  [Estonian kroon ]         3130 non-null   object \n",
      " 11  [UK pound sterling ]      5699 non-null   object \n",
      " 12  [Greek drachma ]          520 non-null    object \n",
      " 13  [Hong Kong dollar ]       5699 non-null   object \n",
      " 14  [Croatian kuna ]          5431 non-null   object \n",
      " 15  [Hungarian forint ]       5699 non-null   object \n",
      " 16  [Indonesian rupiah ]      5699 non-null   object \n",
      " 17  [Israeli shekel ]         5431 non-null   object \n",
      " 18  [Indian rupee ]           5431 non-null   object \n",
      " 19  [Iceland krona ]          3292 non-null   float64\n",
      " 20  [Japanese yen ]           5699 non-null   object \n",
      " 21  [Korean won ]             5699 non-null   object \n",
      " 22  [Lithuanian litas ]       4159 non-null   object \n",
      " 23  [Latvian lats ]           3904 non-null   object \n",
      " 24  [Maltese lira ]           2346 non-null   object \n",
      " 25  [Mexican peso ]           5699 non-null   object \n",
      " 26  [Malaysian ringgit ]      5699 non-null   object \n",
      " 27  [Norwegian krone ]        5699 non-null   object \n",
      " 28  [New Zealand dollar ]     5699 non-null   object \n",
      " 29  [Philippine peso ]        5699 non-null   object \n",
      " 30  [Polish zloty ]           5699 non-null   object \n",
      " 31  [Romanian leu ]           5637 non-null   float64\n",
      " 32  [Russian rouble ]         5699 non-null   object \n",
      " 33  [Swedish krona ]          5699 non-null   object \n",
      " 34  [Singapore dollar ]       5699 non-null   object \n",
      " 35  [Slovenian tolar ]        2085 non-null   object \n",
      " 36  [Slovak koruna ]          2608 non-null   object \n",
      " 37  [Thai baht ]              5699 non-null   object \n",
      " 38  [Turkish lira ]           5637 non-null   float64\n",
      " 39  [US dollar ]              5699 non-null   object \n",
      " 40  [South African rand ]     5699 non-null   object \n",
      "dtypes: float64(3), object(38)\n",
      "memory usage: 1.8+ MB\n"
     ]
    }
   ],
   "source": [
    "exchange_rates.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As seen above, the dataset contains a total of 5,699 rows and 41 columns, with no null values. Each row describes the exchange rate data for a specified day between 01-04-1999 and 01-08-2021."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Cleaning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before I begin creating data visualizations, I'll need to do a bit of data cleaning. My focus will be on the exchange rate between the euro and the US dollar.\n",
    "\n",
    "Below, I will initiate the following:\n",
    "\n",
    "- rename the `[US dollar]` and `Period\\Unit:` columns to something easier to type — `US_dollar` and `Time`\n",
    "- change the `Time` column to a `datetime` data type\n",
    "- sort the values by `Time` in ascending order\n",
    "- reset the index (and drop the initial index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>Time</th>\n",
       "      <th>[Australian dollar ]</th>\n",
       "      <th>[Bulgarian lev ]</th>\n",
       "      <th>[Brazilian real ]</th>\n",
       "      <th>[Canadian dollar ]</th>\n",
       "      <th>[Swiss franc ]</th>\n",
       "      <th>[Chinese yuan renminbi ]</th>\n",
       "      <th>[Cypriot pound ]</th>\n",
       "      <th>[Czech koruna ]</th>\n",
       "      <th>[Danish krone ]</th>\n",
       "      <th>...</th>\n",
       "      <th>[Romanian leu ]</th>\n",
       "      <th>[Russian rouble ]</th>\n",
       "      <th>[Swedish krona ]</th>\n",
       "      <th>[Singapore dollar ]</th>\n",
       "      <th>[Slovenian tolar ]</th>\n",
       "      <th>[Slovak koruna ]</th>\n",
       "      <th>[Thai baht ]</th>\n",
       "      <th>[Turkish lira ]</th>\n",
       "      <th>US_dollar</th>\n",
       "      <th>[South African rand ]</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1999-01-04</td>\n",
       "      <td>1.9100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.8004</td>\n",
       "      <td>1.6168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58231</td>\n",
       "      <td>35.107</td>\n",
       "      <td>7.4501</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3111</td>\n",
       "      <td>25.2875</td>\n",
       "      <td>9.4696</td>\n",
       "      <td>1.9554</td>\n",
       "      <td>189.0450</td>\n",
       "      <td>42.991</td>\n",
       "      <td>42.6799</td>\n",
       "      <td>0.3723</td>\n",
       "      <td>1.1789</td>\n",
       "      <td>6.9358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1999-01-05</td>\n",
       "      <td>1.8944</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7965</td>\n",
       "      <td>1.6123</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58230</td>\n",
       "      <td>34.917</td>\n",
       "      <td>7.4495</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3168</td>\n",
       "      <td>26.5876</td>\n",
       "      <td>9.4025</td>\n",
       "      <td>1.9655</td>\n",
       "      <td>188.7750</td>\n",
       "      <td>42.848</td>\n",
       "      <td>42.5048</td>\n",
       "      <td>0.3728</td>\n",
       "      <td>1.1790</td>\n",
       "      <td>6.7975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1999-01-06</td>\n",
       "      <td>1.8820</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7711</td>\n",
       "      <td>1.6116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58200</td>\n",
       "      <td>34.850</td>\n",
       "      <td>7.4452</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3168</td>\n",
       "      <td>27.4315</td>\n",
       "      <td>9.3050</td>\n",
       "      <td>1.9699</td>\n",
       "      <td>188.7000</td>\n",
       "      <td>42.778</td>\n",
       "      <td>42.6949</td>\n",
       "      <td>0.3722</td>\n",
       "      <td>1.1743</td>\n",
       "      <td>6.7307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1999-01-07</td>\n",
       "      <td>1.8474</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7602</td>\n",
       "      <td>1.6165</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58187</td>\n",
       "      <td>34.886</td>\n",
       "      <td>7.4431</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3092</td>\n",
       "      <td>26.9876</td>\n",
       "      <td>9.1800</td>\n",
       "      <td>1.9436</td>\n",
       "      <td>188.8000</td>\n",
       "      <td>42.765</td>\n",
       "      <td>42.1678</td>\n",
       "      <td>0.3701</td>\n",
       "      <td>1.1632</td>\n",
       "      <td>6.8283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1999-01-08</td>\n",
       "      <td>1.8406</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7643</td>\n",
       "      <td>1.6138</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58187</td>\n",
       "      <td>34.938</td>\n",
       "      <td>7.4433</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3143</td>\n",
       "      <td>27.2075</td>\n",
       "      <td>9.1650</td>\n",
       "      <td>1.9537</td>\n",
       "      <td>188.8400</td>\n",
       "      <td>42.560</td>\n",
       "      <td>42.5590</td>\n",
       "      <td>0.3718</td>\n",
       "      <td>1.1659</td>\n",
       "      <td>6.7855</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Time [Australian dollar ] [Bulgarian lev ] [Brazilian real ]  \\\n",
       "0 1999-01-04               1.9100              NaN               NaN   \n",
       "1 1999-01-05               1.8944              NaN               NaN   \n",
       "2 1999-01-06               1.8820              NaN               NaN   \n",
       "3 1999-01-07               1.8474              NaN               NaN   \n",
       "4 1999-01-08               1.8406              NaN               NaN   \n",
       "\n",
       "  [Canadian dollar ] [Swiss franc ] [Chinese yuan renminbi ] [Cypriot pound ]  \\\n",
       "0             1.8004         1.6168                      NaN          0.58231   \n",
       "1             1.7965         1.6123                      NaN          0.58230   \n",
       "2             1.7711         1.6116                      NaN          0.58200   \n",
       "3             1.7602         1.6165                      NaN          0.58187   \n",
       "4             1.7643         1.6138                      NaN          0.58187   \n",
       "\n",
       "  [Czech koruna ] [Danish krone ]  ... [Romanian leu ] [Russian rouble ]  \\\n",
       "0          35.107          7.4501  ...          1.3111           25.2875   \n",
       "1          34.917          7.4495  ...          1.3168           26.5876   \n",
       "2          34.850          7.4452  ...          1.3168           27.4315   \n",
       "3          34.886          7.4431  ...          1.3092           26.9876   \n",
       "4          34.938          7.4433  ...          1.3143           27.2075   \n",
       "\n",
       "  [Swedish krona ] [Singapore dollar ] [Slovenian tolar ] [Slovak koruna ]  \\\n",
       "0           9.4696              1.9554           189.0450           42.991   \n",
       "1           9.4025              1.9655           188.7750           42.848   \n",
       "2           9.3050              1.9699           188.7000           42.778   \n",
       "3           9.1800              1.9436           188.8000           42.765   \n",
       "4           9.1650              1.9537           188.8400           42.560   \n",
       "\n",
       "  [Thai baht ] [Turkish lira ] US_dollar  [South African rand ]  \n",
       "0      42.6799          0.3723    1.1789                 6.9358  \n",
       "1      42.5048          0.3728    1.1790                 6.7975  \n",
       "2      42.6949          0.3722    1.1743                 6.7307  \n",
       "3      42.1678          0.3701    1.1632                 6.8283  \n",
       "4      42.5590          0.3718    1.1659                 6.7855  \n",
       "\n",
       "[5 rows x 41 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exchange_rates.rename(columns={'[US dollar ]': 'US_dollar',\n",
    "                               'Period\\\\Unit:': 'Time'},\n",
    "                      inplace=True)\n",
    "exchange_rates['Time'] = pd.to_datetime(exchange_rates['Time'])\n",
    "exchange_rates.sort_values('Time', inplace=True)\n",
    "exchange_rates.reset_index(drop=True, inplace=True)\n",
    "exchange_rates.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-         62\n",
       "1.2276     9\n",
       "1.1215     8\n",
       "1.1305     7\n",
       "1.1193     6\n",
       "          ..\n",
       "1.2288     1\n",
       "1.3509     1\n",
       "0.8648     1\n",
       "1.4094     1\n",
       "1.0101     1\n",
       "Name: US_dollar, Length: 3528, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "euro_to_dollar = exchange_rates[['Time', 'US_dollar']].copy()\n",
    "euro_to_dollar['US_dollar'].value_counts() # 62 '-' characters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 5637 entries, 0 to 5698\n",
      "Data columns (total 2 columns):\n",
      " #   Column     Non-Null Count  Dtype         \n",
      "---  ------     --------------  -----         \n",
      " 0   Time       5637 non-null   datetime64[ns]\n",
      " 1   US_dollar  5637 non-null   float64       \n",
      "dtypes: datetime64[ns](1), float64(1)\n",
      "memory usage: 132.1 KB\n"
     ]
    }
   ],
   "source": [
    "euro_to_dollar = euro_to_dollar[euro_to_dollar['US_dollar'] != '-'] # drops all rows where the '-' character appears\n",
    "euro_to_dollar['US_dollar'] = euro_to_dollar['US_dollar'].astype(float)\n",
    "euro_to_dollar.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rolling Mean"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that I'm finished cleaning the data, I'll generate a line plot to visualize the evolution of the euro-dollar exchange rate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "plt.plot(euro_to_dollar['Time'], euro_to_dollar['US_dollar'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the line's shape, I see many small wiggles — instead of a smooth line. These wiggles, however, have meaning: they are the visual representation of the daily variation in the exchange rate. The rate goes up and down, up and down again, day to day. The rate only shows clear upward or downward trends in the longer run (months or years).\n",
    "\n",
    "For the purpose of this analysis, I am not interested in showing that daily variation on our graph. I only want to show the long-term trends, which is why I will use the rolling mean (also known as the moving average) instead."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,6))\n",
    "\n",
    "plt.subplot(3,2,1)\n",
    "plt.plot(euro_to_dollar['Time'], euro_to_dollar['US_dollar'])\n",
    "plt.title('Original values', weight='bold')\n",
    "\n",
    "for i, rolling_mean in zip([2, 3, 4, 5, 6],\n",
    "                           [7, 30, 50, 100, 365]):\n",
    "    plt.subplot(3,2,i)\n",
    "    plt.plot(euro_to_dollar['Time'],\n",
    "             euro_to_dollar['US_dollar'].rolling(rolling_mean).mean())\n",
    "    plt.title('Rolling Window:' + str(rolling_mean), weight='bold')\n",
    "    \n",
    "plt.tight_layout() # Auto-adjusts the padding between subplots\n",
    "plt.show()"
   ]
  },
  {
   "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>Time</th>\n",
       "      <th>US_dollar</th>\n",
       "      <th>rolling_mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1999-01-04</td>\n",
       "      <td>1.1789</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1999-01-05</td>\n",
       "      <td>1.1790</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1999-01-06</td>\n",
       "      <td>1.1743</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1999-01-07</td>\n",
       "      <td>1.1632</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1999-01-08</td>\n",
       "      <td>1.1659</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5694</th>\n",
       "      <td>2021-01-04</td>\n",
       "      <td>1.2296</td>\n",
       "      <td>1.211170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5695</th>\n",
       "      <td>2021-01-05</td>\n",
       "      <td>1.2271</td>\n",
       "      <td>1.212530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696</th>\n",
       "      <td>2021-01-06</td>\n",
       "      <td>1.2338</td>\n",
       "      <td>1.213987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5697</th>\n",
       "      <td>2021-01-07</td>\n",
       "      <td>1.2276</td>\n",
       "      <td>1.215357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5698</th>\n",
       "      <td>2021-01-08</td>\n",
       "      <td>1.2250</td>\n",
       "      <td>1.216557</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5637 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Time  US_dollar  rolling_mean\n",
       "0    1999-01-04     1.1789           NaN\n",
       "1    1999-01-05     1.1790           NaN\n",
       "2    1999-01-06     1.1743           NaN\n",
       "3    1999-01-07     1.1632           NaN\n",
       "4    1999-01-08     1.1659           NaN\n",
       "...         ...        ...           ...\n",
       "5694 2021-01-04     1.2296      1.211170\n",
       "5695 2021-01-05     1.2271      1.212530\n",
       "5696 2021-01-06     1.2338      1.213987\n",
       "5697 2021-01-07     1.2276      1.215357\n",
       "5698 2021-01-08     1.2250      1.216557\n",
       "\n",
       "[5637 rows x 3 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "euro_to_dollar['rolling_mean'] = euro_to_dollar['US_dollar'].rolling(30).mean()\n",
    "euro_to_dollar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Coming Up with an Idea"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To create a story, I need to arrange the data into a series of events that show change.\n",
    "\n",
    "Here are a couple intriguing story ideas that I want to explore with this particular dataset:\n",
    "\n",
    "- showing how the euro-dollar rate changed during the 2007-2008 financial crisis\n",
    "\n",
    "- comparing how the euro-dollar rate changed under the last three US presidents (George W. Bush (2001-2009), Barack Obama (2009-2017), and Donald Trump (2017-2021))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Storytelling Data Visualization Examples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Financial Crisis Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "financial_crisis = euro_to_dollar.copy(\n",
    "                   )[(euro_to_dollar['Time'].dt.year >= 2006\n",
    "                   ) & (euro_to_dollar['Time'].dt.year <= 2009)]\n",
    "financial_crisis_7_8 = euro_to_dollar.copy(\n",
    "                   )[(euro_to_dollar.Time.dt.year >= 2007\n",
    "                   ) & (euro_to_dollar.Time.dt.year <= 2008)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Adding the FiveThirtyEight style\n",
    "import matplotlib.style as style\n",
    "style.use('fivethirtyeight')\n",
    "\n",
    "### Adding the plot\n",
    "fig,ax = plt.subplots(figsize=(8,3))\n",
    "ax.plot(financial_crisis['Time'],\n",
    "        financial_crisis['rolling_mean'],\n",
    "        linewidth=1, color='#A6D785')\n",
    "\n",
    "### Highlighting the 2007-2008 period\n",
    "ax.plot(financial_crisis_7_8['Time'],\n",
    "        financial_crisis_7_8['rolling_mean'],\n",
    "        linewidth=3, color='#e23d28')\n",
    "\n",
    "### Highlihting the peak of the crisis\n",
    "ax.axvspan(xmin=733112.0, xmax=733302.0, ymin=0.09,\n",
    "           alpha=0.3, color='grey')\n",
    "    \n",
    "### Adding separate tick labels\n",
    "ax.set_xticklabels([])\n",
    "ax.set_yticklabels([])\n",
    "\n",
    "x = 732272.0\n",
    "for year in ['2006', '2007', '2008', '2009', '2010']:\n",
    "    ax.text(x, 1.13, year, alpha=0.5, fontsize=11)\n",
    "    x += 365\n",
    "\n",
    "y = 1.193   \n",
    "for rate in ['1.2', '1.3', '1.4', '1.5']:\n",
    "    ax.text(732172.0, y, rate, alpha=0.5, fontsize=11)\n",
    "    y += 0.1\n",
    "\n",
    "## Adding a title and a subtitle    \n",
    "ax.text(732172.0, 1.67, \"Euro-USD rate peaked at 1.59 during 2007-2008's financial crisis\",\n",
    "        weight='bold')\n",
    "ax.text(732172.0, 1.63, 'Euro-USD exchange rates between 2006 and 2010',\n",
    "        size=12)\n",
    "\n",
    "### Adding a signature\n",
    "ax.text(732172.0, 1.07, '©ANNIKA UTGAARD' + ' '*94 + 'Source: European Central Bank',\n",
    "        color = '#f0f0f0', backgroundcolor = '#4d4d4d',\n",
    "        size=10)\n",
    "\n",
    "### Add some transparency to the grid\n",
    "ax.grid(alpha=0.5)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### US Presidencies Comparison Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "bush_obama_trump = euro_to_dollar.copy(\n",
    "                   )[(euro_to_dollar['Time'].dt.year >= 2001) & (euro_to_dollar['Time'].dt.year < 2021)]\n",
    "bush = bush_obama_trump.copy(\n",
    "       )[bush_obama_trump['Time'].dt.year < 2009]\n",
    "obama = bush_obama_trump.copy(\n",
    "       )[(bush_obama_trump['Time'].dt.year >= 2009) & (bush_obama_trump['Time'].dt.year < 2017)]\n",
    "trump = bush_obama_trump.copy(\n",
    "       )[(bush_obama_trump['Time'].dt.year >= 2017) & (bush_obama_trump['Time'].dt.year < 2021)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below, you'll notice I used matplotlib's functional approach to build the graphs. I use this approach because it offers more flexibility in arranging the subplots:\n",
    "\n",
    "- I first build three of the graphs on a 2-by-3 grid. (Even though this grid should have six subplots, I only build three; the bottom row remains empty).\n",
    "- Next I build only the bottom graph of a 2-by-1 grid. (This grid should have two subplots; the top row remains empty).\n",
    "- The two grids are merged, and I end up with three graphs on the top row and one graph on the bottom row."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1XYe/dBdMc+IXL17g8+fPbc61uuLgmcjISPz000+oqKhgp3369AnR0dGIjo7GvHnzsG/fPq6/57bmPwDv5qGnTp3CypUraa7hwP/P4x4+fMj2DHn8+DGUlJS4eo6WPHnyBNOnT8f79+/ZaZ8+fUJMTAxiYmLg6OgIV1dXruvrSplaUFAAV1dX3L9/n5L+4sUL+Pv7IyIiAleuXGHcCOsI/xX5Seh6unbW8C+FaaHKFAwuLi6OlqaqqopRo0a1Wv+oUaMwYMAAWjonC46vjYyMDC0tPj4e1tbWCAwMxOPHjzttmdQWEhISjAu/27dv8+wesbGx8Pb25umznD59Ghs2bOBZfQ0NDXB1dYW/vz9XwYFPnz6NOXPmdPnv00R+fj6cnZ3x+vVrSvp3331Hy3vx4kXGOlq6ivLx8dEWH2FhYZg2bRrjt9qS58+fY/z48VzH6OnufpCUlAR3d3eOCoWGhgb89ttvOHv2LFf3evXqFWxsbBgX2y0pLS2Fq6srR8uKPXv2tBrzh8ViwcXFBTk5OVy17d9OSxdpoNHKoCNw6l8dra872L59O02p1JzKykq4u7szxhNJSEjAokWLKEql5tTX18Pb2xuXL1/mqi287OctYbFYmDt3bo9SKp09exabNm3iKPfr6uqwdOlSFBYW0q59+vQJjo6OCA4ObjMwfl1dHXx9fbFs2TKetJuXcJKjcXFx8PHx+SpB/7uTFy9ewNnZmaJUaklgYCCio6O5qu/06dNtKpV42XeKi4thZ2fHqFRqSXV1NdasWYPdu3e3mbe7kZKSoimInj9/DjMzM+zbtw/379/vtphKz58/h5ubG0Wp1JJTp05h+/btXNXHzfyHV/PQFy9ecFQq8ZqioiJMmzaNolRqyeXLl7mer3e1TP3uu+9oSqXmvHjxgmdri/+K/CR0D11msfT69WusW7eu1TybN2/ucbEk7ty5Q5uoSkhIMJpIMpkKGxgYcHUfQ0NDmrXTgwcP2tHS7mPgwIFQVlammf5mZGSwLVn69OkDPT09jB49GuPHj4eRkRHP22Fubo4jR45Q0vLy8lBQUMATrX2TkkJERARWVlZQVFREfn4+o8Kvb9++0NHRgbS0NKSlpSEiIoKysjI8evSI5hpz/PhxeHp6Qk1NDQDg6OgIHR0dPHv2jKYYawpg3pzmisoDBw7QXAL5+PhgZmYGTU1NFBUV4datW6iqqmJfv337Nvbu3YtVq1a1/6U0Y9CgQVBRUYG0tDSkpKRQV1eH/Px8JCUloaysjJ2vrKwMe/bswcGDB9lplpaWUFJSwtu3b9lpoaGhWLt2LeUelZWVuHHjBiVt9OjR7HcHNJpeL1q0iLbIV1NTg5GREQQFBZGcnIxXr15R2vTDDz8gMTGxTXfT7uoHQKOiwsvLizY5ExAQgJ2dHRQVFZGamopHjx5xpbz58uUL5s2bR9tNkpCQgJWVFSQlJfHPP/9QZFxDQwNWrlwJY2NjigL99evXjJN6SUlJjBs3Dr169cLt27eRl5dHszD7VmE6pMHW1pZndenq6vJsB7Ir+PjxI4DGcc7AwACPHj2ijZe5ubm4du0a5fCOpn7ecmEhKCgIOzs7KCgosN2hnj592mY7eNnPmWjen01NTaGtrQ0Wi0VzYW8NGxsbSEhIID8/n3aq7JAhQ2BtbU1JGzFiRKv1NX3/gwcPhpmZGbKzs2njR1lZGc6ePYslS5ZQ0r29vWlHogsKCsLKygoqKirIz8/HrVu3KHLo9OnTsLCwwOzZs7l74E7QWTna3Bq2ieHDh0NfXx8iIiIoLS3F8+fP8eTJE9qCX0lJiX2qVHBwME2WtTxxqj1oaWmxy7dU4IiJidHcVKWkpFqtrykkQ79+/TBu3DjU1tYiPDycpqw9evQoV9bvTeOxuLg4rK2tIS0tjTdv3lDGGl72HQ8PD8q4DAC9e/eGtbU15OTk8OrVK8TFxVEWuD4+PjA3N+d4eM7XQEREBEZGRjR58OLFC2zevBkAICwsjOHDh8PU1BR2dnawsLDoEgvAgoICAI0HJtnY2KCurg5RUVE02RgQEICZM2e26WbNzfyHV/PQ0NBQmlJp4MCBMDIyQt++fVFWVoZXr17hyZMnjFZi7WHz5s2MIU2MjY0xbNgw5Obm4tatW1xvQHa1TP348SP4+flha2sLZWVlREdH0+aAly5dgo+PD2RlZQH8v6y6ffs2nj17Rsk7ZcoUStxIAGzLr87ITwKhJV2mWMrPz29zJ2TdunVfXbG0e/du9qlw2dnZiImJoSxY+fn5sXv3boiLi9PKMpkCcmui2fID51RfT2HVqlVYvnw5x+tVVVVISkpCUlISfH19oaWlha1bt2L8+PE8awOTlRcAFBYW8mwxpq6ujtDQUMqktflO0NChQ3HlyhWMGjWKo1vTwYMHsXHjRvb/9fX1uHr1Kjw8PACAbdodHBxMWxgwBTBvoqqqCnv37qWkiYmJ4cKFCxRFXl5eHsaNG0ex5gkICIC7uztjP26LTZs2QUtLi7HPAo3v387OjmKlFBkZiQMHDrDd1/j5+eHk5AQ/Pz92nqdPn+Lx48eUic61a9cokxEANGslf39/Wh4vLy9s3ryZPXGrq6uDl5cXgoOD2XmysrJw/vz5Vl0vmuiOfgA0xi5qefKhgIAALl68yA4I3dDQgDVr1iAoKKjNdl++fJm2EBszZgxCQkIgJibGTjt16hSWLl3K/r+6uhq+vr4UZeCxY8dokwg1NTVcv34dcnJy7HJOTk6M1pvfGiEhIUhOTqakSUlJcdWfWlJQUIAdO3bQ0hcvXtzh9nUXP//8M7y9vQE0Knjmz59PO8AiMTGRoli6ceMGXr58SckjLCyMy5cvU9zmtm3bRpERnOBlP+eEiIgIgoODKYrD+vp6rifWTXEG4+PjaYolQ0PDDh1u4uTkhEOHDrGtJf73v//hwIEDlDyJiYkUxdLbt2/x559/UvIoKCggPDwcmpqa7LSHDx9i4sSJFMXKr7/+ipkzZ3aZSxyv5GjLTS9HR0dGF93q6mokJSVRrOI0NDTYv0VkZCRNsdSZQ2hGjBjBVhi2nA9LSkp2qO6hQ4ciMjKSrYS6du0azZq7PQrQESNG4Ny5cxTL9Kaxjpd95+7duzRLJW1tbVy+fJkyf4uOjsbs2bPZC/KGhgb4+PggPDyc62fqDlatWoWZM2dytPKoqanBvXv3cO/ePRw8eBDKysrYuHFjh8aLtjAzM8P58+fZpySXlJRg4sSJFCVJfX09jh49in379rVZX2vzH17OQ1t+tyNHjsT169dp1mC1tbVIS0vDpUuXOhTWobi4mFF5snXrVnh5ebH/j4qKgpOTE6NlcnO6Q6YKCAjg7Nmz7LApJSUlGDt2LGUcraurQ0pKCiZNmsSuG2hU4LZULC1cuJBjbMDOyE8CoSX/eVe44OBgBAYG4vjx44iOjqYIlCFDhiAkJAROTk6MZZl26blVlDUNAM1pbvXR03B1dW1VsdSSp0+fwsnJiasJPLc0XzA0h5fWEgcOHKAMpgAowagHDBiA0aNHQ1BQEBkZGQgODsauXbuwadMmrFu3DuvWrWMM5puZmdnptiUkJKC4uJiSNn/+fJp1mLKyMhYsWEBJKysrQ0xMTIfua2NjA0VFRZSUlODq1as4cOAAduzYgQ0bNmDdunXYs2cPbVHAYrFouytME6qW7nAt/xcVFaVYCzY0NNAWafLy8hSlEtC4c/S///2Pdj9uB8Tu6gdRUVG0PA4ODpRTxvj4+ODt7c2VUpDp+fbs2UP7dubNm0cLJhkREUGRfzdv3qTV9b///Y+tVAIa5V1PdFXgNTdv3qTJPz4+PgQEBLT7tLqSkhLMmDGDvdPchIODA1dxnr4m8vLyFCtDfn5+xpgULb99pr703Xff0WIxbdiwgauAvbzs55xYsWIFzRpNQEDgq22GiYiIYOfOnZRF1/z582n5Wr77q1ev0qwCVq1aRVkAAY0HKkyfPp2S9urVqy61pOaVHG15YASLxaJtPgCN8srGxoarxXVPZdOmTRTLpgkTJtA2fUpLS7kKMC4gIIBjx47Rwh00vU9e9p2W4zbQqEhuuSloY2NDWwAzzX2+Nra2tti9ezfXMZPy8vLg4eHRpidHR/jtt98oawopKSls3bqVlo9JDjPR2vyHl/PQlt9tZWUl43xeSEgIo0ePxu7duxlDc7RFXFwczapv0KBBNNc0Ozs7yoYIJ7pDpjo4OFBi8UpJSWHatGm0fLwIQ/Bfkp+ErocE7+aAiIgIXFxcaEG2m8Ok6Gh+8lVrMH20LReOR48epZkNN0dDQ6NbAxtu2bIF9vb28PPzw82bN7mKQbNp0yaMHz+eJnA7AicFUkescJhQVVWlBJ3mxPHjx+Hr60tx62oLXkyK7t69S0vbt28f10I+LS2Nq0GzJdnZ2fD29saVK1faFXeouLiYMjkZNGgQRo0aRTEfvnjxItv6oaysjDbxmTx5MmXQy8nJYbvjNPH+/XtIS0tz1aaWpstMdGc/YHKnbdp9ao64uDisrKwYJ+fNYeojxsbGXLWttLQUz549g7a2Nmpqamg7XgCz25eWlhajq+y3wqVLlxjjBm3fvr3V06SYyM/Px4wZM2jm9qNGjWo1llVPYcqUKRAWFqakNVc0NtEy3gdTP2dy1REUFISFhQXOnTvXajt41c9boyssCzqDlZUVbVHFzbtnelc///wzfv75Z67um5aW1qUnAPFCjlpaWlIsWmJjY6GpqQltbW1oampi0KBB0NbWhomJCfr168eztnc34uLijFbgcnJytHiD5eXlbSq9TU1NaQqE5vCy7zDVNWvWLK7qaWhoQFpaGk8t4HnBwoULYW5ujj179iAiIoJj/LjmBAYGwt7enrJ51BmUlJQwdOhQWrqVlRUEBQUprlhv375FcXFxq/OltuY/vJyHWlpaUjaf//nnHwwePBhaWloYNGgQNDU1oaWlBWNjY44W89zANP5YW1szHj5ka2tLs8BtSXfIVKbTHbmR9x3hvyI/Cd1DlymWWjvusTXain/SEiYz1PbWwcSnT5/g7e2NxMREBAcHM5otMn1g3AQTBoB37961Wd/ly5c5HksPNL7j5oolXry7tuoxNjbGuXPnwGKxEB8fj5SUFKSlpXEMVlhfX4+zZ88yWo+0l+zsbMb0juxgMME0OLdk48aNHbLCYlIktpfOukoy+Ze3RXZ2NsaOHcsYELYtmJ7Z2dmZotx5/fo17t+/DwMDA0RGRtImZi2Dfnf2HRQXF6Ourq7VPt6d/YBJ4cjJnZYbN9vOvp+CggJoa2uzj/tuTu/evTnGAFFUVPwmFUvHjx/HqlWraBYumzZtosWxaYuXL19i6tSpyM3NpaSPHDkS58+fh6ioaKfb29UwBRYXERGhpbV8Xz21n3NCXFyco+v116Kj7/5rjBvcwis56uLigrNnz1IWfFVVVUhPT0d6ejo7jY+PD2PGjIG3t3ebh6z0RJSVlRkXw9z0AybairfDy77zNfphR9YC7V1TaGtr49ixY6isrERiYiKSk5ORmpqK9PR0jvO+4OBgniqWmBAWFoaMjAwtWHVRUVGriqW25j+8/B3HjRsHBwcHylqxpqYGDx48oFn1jBgxAmvWrOmQcrGnjT/c9GWm8YfJDZCb77wt/ivyk9A99DhXOCbrk9asgJiutcc1ITMzE8XFxcjMzGSM2H/16lX4+/szltXV1aWltRbFv618TPW1B06WO5wGN07p3Lw/SUlJTJ48GTt27MD169fx8uVL+Pv700wqgcYjPnlBQkICLU1FRYUduK6zSEhItHr9yZMnOHToUIfq7gmnLXQk+OHmzZs7pFQCmJ95+vTptMGxyf2t5WlwKioqHH3CO0pDQ0Ob7+Fr9wNOrjZMCwpew4vdr2+FPXv2YOXKlZSJGx8fH3bv3o2VK1e2q67MzExMmDCBplSysLDApUuX2u1Oxy1Mk87WTpRqC6YFSVcfSd8VtNXPeWUFy0uY3n1XHF3eks4GzeUEL+WoiIgIIiIisGXLFprrY8tycXFxcHBwoMVL+zfASbHf0W+wrbGus/Cy73SkLk7fcVesKURFRWFnZwdvb2+Eh4fj9evXOH78OKOVCa/mxF1Bd/eJU6dOYe/evdDR0YQWDgsAACAASURBVGm1XHp6OubMmUObJ/4b4aYvM33rXSXv/yvyk9A99DhXOHl5eVpaaybSTLvk7Q3kzM/PD1VVVWzbtg21tbU4fPgw5bqfnx/mzp1LGyDGjBlDUzplZ2cjPT291RNe0tPTGa1vOruIZhrAgMb3N2jQIFo6JwsDTvW0hpiYGFxdXVFaWso+FaMJTseotwcWi8XoHtHyZJ3O0NbC/erVq7QJraamJn799VeMGDECkpKS4OPjw/Pnz7tEm89kmWVjY4PBgwdzVZ4bS5zm1NXV0U5oAxoDZf/www9QUlJiK4kWLFiACxcutFmnpKQkJk6cSJkchIaGYsWKFbRA5nPmzKH9JkzvQElJqV0uSS1deVrSnf2Ak9WjoaEhLZ0bVxEZGRmK8oKfnx8LFy7kWinV5BYhJSUFPj4+ynNWV1ejpKSEccLDraXmv4GGhgZs2LCBNg4ICwsjMDCQFjOhLRISEvDdd9/RYuhNnToVR48ebbM/cgvT4pJJ9rZUbnUHTEqRt2/fMo6T3dnPOdEdStzugklmOjo6chXLCkCXncbF6/FUREQEy5cvx/Lly/H27Vs8efIEL1++xIsXL3Dnzh2K+2lNTQ12795Ni+n3X6Otfs7LviMjI0Nzr3ZxcWHcjGSiLcUDE2JiYhAVFaUt5N++fQstLS1a/qqqKkbrlo7MiXv16oXp06eDj48Pbm5ulGu8mBM3wUle1tTUMG4KtuXK1JE+0Zl5KD8/P9zc3ODm5obCwkI8evQIL168wMuXL9mWX000NDRg586djLGGWoPT+MMEt+NPS3qCTO0MRH4SeEWPUywxTTQzMzPBYrEYdw2YAhJ3ZlG/YcMGnDt3jjK4VFRUwM/PD7t27aLktbS0xIABA/DmzRtK+qZNmxAWFsaoXa6vr8emTZto6aqqqrCwsKCktdeVUEZGBmpqajSlVWxsLKNiiendaWho0IRweXk5zp49i++//77NExmYBG5bR+i2RV1dHTw8PGgLMz4+Pvz000+dqrs9MCnivL29MXbsWEoak/81E5z6ByeYlA3KyspcnSxTX1/f7t2OoqIi2u7d0KFDaUEhv3z5wrWlHtDo3tZcsZSXlwdvb29KMEQ+Pj6aGxzQaB4sIyNDmTCVlZVh8+bNXAXV7ch7aAkv+8Hw4cNpJ/jExMTQ4iyVl5fTFG9MGBoaUhbcX758wbRp02BiYtJm2ebvRlhYGEOGDKEd/R4dHY0ZM2ZQ0p49e/bNuMHV1dXB09OTpsQWExPDqVOnYGVl1a76rly5gvnz59MWEgsXLsSuXbt4au3D5ErH5HL9NSaDOjo6SElJoaTdvn2bFvOtrq6Ocqw1J3jVz7uD9sp5XmNoaIgzZ85Q0nR0dCjHfnOiK98Vr8fT5igpKUFJSYkdI7OhoQETJ06kyFqmejn9Vrx4B/z8/BQLQl64sHQ1vOw7hoaGtNAO3B693pnfYMSIEbRTS2NjYxnjBcbGxjK6gDO5DB44cADff/99m9aNXTEnbk6TEqClwiY2NpYSXwlo/C64jUfJia6ch8rIyMDKyooyzrq7u+Ovv/5i///ixQuO60FOMCklY2Ji0NDQQFOkRUdHt1lfT5WpTTDV3x5501H5SSAAPdAVbuTIkTSLo5qaGqxfv54mJP/44w/G07bs7e07fH8xMTFGZcWpU6do2n9BQUFGQXLnzh24u7vTFCFlZWVwd3dnjJu0atUqnsSGmjhxIi3Nz8+PdnJAdnY27chQTuVramqwevVq6OnpYfv27bTFZhNFRUW0I3UBdCrw56NHjzB16lRcvXqVds3JyanNGAG8hOk45EePHlH+f/LkCc1iixNMC0GmgMlNmJub0wbT06dP48SJExwHjYcPH+KXX37p0G4fkyXFu3fvKP7ldXV12LBhQ6tB5ltiY2NDs0wMDg6m/G9iYgJ1dXVaWT4+Pkali6urK0cXn6KiIoSEhGDixIltBgXmBl72g3HjxtHSTp8+TRm0GxoasGPHDq5OjWSy3Fq0aBGysrIY81dXV+P69etYsGABLfBkywUeAOzYsYMSPP3Tp0+UU8J6Ig4ODpCUlKT8MZ2kUl1dDRcXF1ofkZWVRXh4eLuVSiEhIfj+++9pSqUNGzbgt99+47kLmaqqKi0tNDSUskkSExPzVY7tZupLISEhNGXTr7/+ypX1Gy/7eVfDJOc5tbMrmDBhAm1usWfPHsYxFWhcgKSlpWHjxo2Mi29ewUs5euLECfj5+VGO4m7O58+fUVpaSkljignJ9Ftxmu+0l5aWOQUFBZ1yS+0OeNl3mL7ZdevWITU1lbGu2tpaxMXFwcvLi3GTiVuY5rRMa4fi4mJs376dltfOzo6xr/r4+EBHRwdr167F/fv3Gd3cq6qqGENp8DoY/urVqymhLVgsFuN3wySH2wsv56GRkZHYvn077btv4suXL4zxjJi+3dYYM2YMbT6blZWFAwcOUNKio6O5Ojm4p8rUJtorx3glPwkEoAstll6/ft3msZpSUlK0RYmwsDA8PT1pQvHMmTNITExkC4jMzEyKiWQT48eP77Sywd3dHfv376fEYaiqqsKhQ4do1kbff/89oqOjaacIXLhwAVFRUbC0tET//v1RUFCA2NhYxsXhtGnTMG/evE61uYlFixbh+PHjlMVMfn4+TE1NYWNjAwUFBbx79w7R0dG0GEu9e/fGokWLONb9/v17+Pr6wtfXF3JyctDX14esrCyEhISQn5+PuLg4moWLkJAQ125Kt27dQmlpKerr68FisfDgwQOOipbhw4fDz8+Pq3p5BdNk4LfffkNSUhIGDRqEvLw83L59m6YA5QSTL3NERASmTZsGTU1N9q6Dt7c3REVFISoqihUrVlC+jS9fvsDLywu+vr4wMDCArKwsqqurkZ+fj0ePHtFOUGsPUlJSNIu8kpISmJiYsAfHlJQUvH79ul31CggIYPbs2QgICOCYp7UTmVauXIlz585R+tr169cxdOhQmJmZQUlJCXx8fCguLsazZ8/w/Plz9oRn7ty57WorE7zsB7a2thg8eDBlofnp0yfY29tj3LhxkJOTQ1paGuOpJkxMnz4dfn5+lBgO2dnZMDY2hrGxMdTV1SEqKgoWi4WXL1/in3/+YcuKlu98/vz5OHLkCMWS7PXr1zAyMsK4cePQq1cvREdHd4m10vnz5xnle3NYLBZtjBk7dmyHJ8/Lli3DtWvXaOmGhoY4e/Yszp49y7Fsy93a6OhoeHp60hYbampqKC4ubnVsnDVrVquu1JwwMTGBgIAAxRrm9evXsLKygq2tLfLz87k+zZPX2NnZQUNDg6KA/vz5MyZNmgQ7OzsoKCjg3r17XFs+8rKfdzXq6uo0t9KMjAyMHz8ew4cPZy9alyxZAmVlZZ7fX0VFBT/88AOOHTvGTvv06ROcnZ0xZMgQDB8+HNLS0qioqMCbN2/w+PFj9lH1TAHDeQUv5Whubi727NmDbdu2QUlJCVpaWlBQUEDv3r1RWlqKO3fu0FxcmMbfgQMH4vHjx5S0GTNmwNbWln0KsKmpKRwdHdvzqAAarcEzMjLY/9fW1sLW1hbm5ubso+InTpxIs1z/mvCy7xgZGcHOzg5RUVHstOLiYowbNw76+voYPHgwJCQkUFpaipycHDx+/Jg9B+fmlFZOuLi4YM+ePZSN4fLyctja2sLGxgYDBgxAcXExe/7ZHH5+fnh5eXGsu7S0FEeOHMGRI0cgKSkJQ0NDyMvLo3fv3vjw4QPi4uIY5/wtrX47y507dzBq1CjY2Nigrq4OUVFRtI3wJnfhzsLLeWhRURF7TSEjI4OhQ4dCWVkZoqKiqKioQFpaGl68eEEpIyEh0e4De/r164dZs2bRNjC9vb0RGRmJYcOGITc3Fzdv3uTKsqenytQmmGTbli1bkJycjP79+4OPjw/y8vJYvnw5AN7JTwIB6ELFUn5+PqP1SnNUVFQYd7uXLFmC27dv01y1cnJyGHeam1BSUsL+/fs71N7mSElJ4YcffqCdVvL777/Dy8uLFtzu4MGD+Pz5M01bXVZW1ubusL29PU1r3hkGDBgAPz8/LF68mJJeVVWFiIgIjuX4+Pjg7+/P9cT2w4cPuH79epv5VqxY0WY8iybu3r3LlXmltbU1fv/9d/ZkrLtwdHTE1q1baSc6JCQkUAKL29ra4tatW23Wp6WlBRUVFYpLR0NDA27fvk1xe1q9ejV7B2Lp0qVITU2luUm+efOG5pLJC9zd3Wkn+n38+JGyyBYXF4eWlhbHnUcmnJ2dOSqW+vTp06oP/YABAxAYGAg3NzfKJKC6uho3b97kug0dhZf9gJ+fH/v27cPkyZMpC6ja2lrab6ylpdXm7jk/Pz9OnToFOzs7iqVKQ0MDkpOT2xVwUUNDA6tWrYKPjw8lvaSkhGLVIywsDElJSRQUFHBdd1tER0fTTM1bUl5eThtjJCQkOqxY4mQpw42ca6lYevfuHeMOdnZ2dpvjoo6OTocUS7Kyspg2bRr+/vtvSvqbN2/wxx9/sP/v169fp0+1aS8CAgLw9/fH1KlTKd9sbW0trly5QsmrrKzcprKSl/28qxEXF4eJiQnN5TUlJYViseXk5NQliiWg0dIwMzOTNr4+e/asVSvZroTX42kTb9++5SpOyoIFC2hpdnZ2CAsLo6S9f/+esiCtr6/vkGLJzs6OolgCgFevXlGUrUpKSj1KsQTwtu8cPnwYdnZ2tM2ojIwM2rvhFX379sWxY8cwY8YMyhjLKYZkczZs2MC1LGaxWFy5Uc2ZM4crl11uUVZWBovFwtu3b3Hq1CmO+ZYsWYLhw4fz5J5dMQ8tLCykuSwy4ebm1iFr361bt+LGjRs0JVfL8YKb8QfomTK1CTs7O8YYmc1DUGhra7MVS83pjPwkEIAe6AoHNE5Cz507h/nz53MtQMaMGYObN2+2O3A3Jzw9PWmmk2VlZQgKCqLlFRUVRUhICLZv3861/7K0tDS2b9+OkJAQnh8z/d133+HUqVNtBulrQkZGBsHBwXBycmK8Liws3G4rMCEhIaxfvx4bNmxoV7nWUFZWxs6dO3HhwgWun42XiIqK4sSJE6361Nvb29NicXGCn58fO3bsaNcgyc/PjxMnTuDnn39mNM/mVKa9bjxNLF68uNVgxeLi4vjzzz/bvXuhra0NAwMDxmuTJk1i7w5zwtHREaGhoe1aiKmpqfFkl4XX/cDU1BRHjx7lGL+Mn58fW7dupbkAAszHzw4cOBC3b9+GqakpV/cHGoOqjxw5kpa+Zs2aVicQffr0wbFjxxhjuBG6Hx8fH2hqanK8rquri5CQkG5s0f9jYWGBQ4cOtRqsfMWKFVxbFfKyn3c1W7duZTwSvrvo3bs3Ll++jO+//57r8UZISKhLlRy8lqPcwsfHB09PT1pAZaBRuccUQ4YXLF68mPEI8Z4OL/uOjIwMbt68yeiexok+ffq06xtnwtLSEuHh4Vxbi/Tt2xf+/v6txswxMDBo19yNj48PP/74I082v5ujqqqK4ODgVk9zc3Z2xpYtW3h2z+6ehzYxa9YsrF+/vkNlZWRkcPHixVbXiJaWllx7QvREmdqEuro63N3du6Tu1uQngQD0wODdTfTq1Qt+fn5YtmwZgoODkZyczA7aVl9fD3FxcaioqGDUqFGYNm1apweeligqKsLJyYm2A3D48GEsXryYZi3Dx8eHpUuXws3NDZcuXUJsbCwyMjJQWFiI8vJyiImJoV+/ftDX14elpSWmTZvG9WkYHWHy5MkYO3Yszp8/j9u3byMzMxOFhYWorKyEqKgoZGRkoKenB2tra8yaNavVwMdiYmK4c+cOcnNzER8fj/T0dDx9+hQ5OTlgsViorq5Gr169ICkpiSFDhmD06NGYM2dOh0w+BQQEICQkhL59+0JaWhoqKioYMmQIxowZg3HjxnVr0FUmTExMkJCQgL179+LmzZv48OEDxMTEoKWlhblz58LZ2bldOzaOjo6IjIzE4cOHcffuXXz8+JHiesSEoKAgvL29sXDhQgQHByMhIQHPnj1DSUkJ6urqICYmBmVlZWhpacHc3JztatIR+Pn5cezYMdjZ2eHkyZN49OgRamtroaCggLFjx8LT0xNqamo4f/58u+t2dnZmdH3hdmFpaWmJ+/fvIywsDNevX8e9e/dQUFCAyspK9OnTBzIyMhg8eDBGjBgBGxsbni4oed0Ppk+fDh0dHfj7+yMmJgYfP35Ev379YGxsjMWLF8PIyAienp60cpxMwlVVVXH16lXcuXMHoaGhSE1NRV5eHsrKyiAkJAQpKSloaGhAT08PVlZWsLCwYFRS8fHxwdfXF+PHj0dQUBDS09NRWVkJeXl5WFtbY9myZdDQ0GjTCofQPcjKyuLmzZvYt28fIiIi8ObNG4iIiEBbWxuzZ8/G999/z9VuZFcxZ84c6OvrY9++fYiNjUVhYSGkpKQwatQouLu7w8LCgmYh1xq86uddjZGREW7duoWAgAAkJSXhw4cP+Pz5c7e2QVRUFAEBAVi+fDlCQkKQmJiIly9fgsVioaGhAeLi4lBVVcXQoUMxZswYjB07ttOBftuCV3J03bp1sLGxQUJCAu7fv4+XL1/i/fv3qKyshICAAMTFxaGurg5jY2M4Oztz3CgTFhZGeHg4Dh48iMjISLx69QoVFRWM1oftRUpKCtHR0QgICMDNmzeRk5PD1bHjPQFe9p1+/fohJCQEDx48wLlz55CSkoKcnByUlpaCn58fEhISUFdXx/Dhw2FhYQEbGxuezJVNTU0p84X79++joKAAFRUV6N27N6SkpNj3dHZ2blVRAzSGLfj48SPi4uJw9+5dPHnyBDk5OSguLkZlZSWEhIQgISEBTU1NGBsbw8nJCUOGDOn0czBhaWmJxMREBAQEICoqCvn5+RAREYGBgQEWLFjAuCnVWXgxD503bx50dHQQFxeHe/fu4fnz58jPz0dFRQX4+PjQt29fqKqqYuTIkZg5c2anLb2aDpFoGh/z8vLQu3dvaGlpwdnZGfPmzaNYS7ZFT5SpTezatQv6+voICQnBo0ePUFpaytHNj1fyk0AAAD4Wi9X5EZNAIBAIXcbnz5+hp6eH9+/fs9P4+PiQlZUFWVnZr9gyAoFAIBAIXU1OTg709PQoaWZmZu0+QZpAIBC6ih7pCkcgEAj/Jby8vPDgwQPGa6WlpXB3d6colYDGEzSJUolAIBAIBAKBQCB8bXqsKxyBQCD8Vzhx4gROnDgBZWVl6OvrQ05ODg0NDcjNzUViYiKjy0RHYw0QCAQCgUAgEAgEAi8hiiUCgUDoIeTl5XF1IsmqVatgY2PTDS0iEAgEAoFAIBAIhNYhiiUCgUD4lyAhIYEdO3Zg3rx5X7spBAKBQCAQCAQCgQCAKJYIBALhqxMfH4/IyEj2qVYfP35EeXk5REVFISsrC11dXVhZWWHGjBkQFRX92s0lEAgEAoFAIBAIBDbkVDgCgUAgEAgEAoFAIBAIBEKHIKfCEQgEAoFAIBAIBAKBQCAQOgRRLBEIBAKBQCAQCAQCgUAgEDoEUSwRCAQCgUAgEAgEAoFAIBA6BFEsEQgEAoFAIBAIBAKBQCAQOgRRLBEIBAKBQCAQCAQCgUAgEDoETxRLOjo6kJSUbPMvODiYXSYnJ4ednpOTw1X9zcsDgIeHB+0e/fr1g4aGBiZOnIigoCDU1ta22f7i4mLs2rULY8eOhYaGBvr3748hQ4ZgxowZ+PPPP7mqgxPx8fHstrVFU774+Hjatffv32PLli0wNzeHsrIyZGVloaWlhTFjxmDZsmUIDg5GfX09pQzT+5GXl8egQYNgbW0NLy8vXLlyBXV1dR1+vp5I0zt3cHD42k0hEDpEk3zU0dH52k2h0dDQgMjISLi7u8PQ0BAqKiqQlZXFwIEDMWHCBHh7eyMtLe1rN/NfQ3V1Nfr37w9JSUncv3+fMU9SUhJbhv/222+Meerr6zFgwABISkoiNja2Q21pPi43/5OSkoKamhomTJiAoKCgrzpmdLV8z8zMhLS0NFavXk1J//jxI86cOYMff/wRhoaGkJOTg4KCAkaNGoU1a9a0OY+pqamBv78/zMzMoKioCFVVVTg4OODy5ctttunSpUtwcHCAqqoqFBUVYWZmhn379nGcmxQXFyM4OBirV6/GuHHjoKCgAElJSTg6OnL/InhIaWkpLl26hCVLlsDY2BgKCgqQk5ODnp4ePD098fjx41bLf/nyBX/88QdsbW2hrKwMZWVl2Nra4s8//0RDQ+sHG8fExGDWrFnQ0NCAvLw8Ro0ahe3bt6OiooJjmbq6Ovz+++8YO3YsVFRUoKCggNGjR2P37t2orq5mLPPbb79BUlISN27caPuFtBOmuZykpCTk5OSgr68PT09PPHnyhOf37Sk4ODhwnBt3lrS0NCxduhSGhoZQUlKCoqIiDAwMsGTJEqSkpHAsR+aZbRMZGQlJSUns37+fkp6bm4s//vgDLi4uGD58OPr37w8lJSWYmZlh27ZtKCwsbLXe8vJybNu2DSNHjoS8vDw0NDQwe/bsNse9jsqRkpISbN26FUZGRpCXl4eqqirs7e1x9uxZ7l9GC54/f45Dhw5h1qxZ0NbWhqysLFRUVGBtbQ0/P79W5RMAFBQUYPXq1dDV1UX//v0xaNAg/PDDD8jIyOBY5s6dO/D19cW8efMo6/akpCSOZZqvYdv6y83NZZcrLS2Furo6bG1t25TRhG8LQV5WZmJiAnV1dY7XNTQ0eHk7Nurq6jAxMQEAfP78GVlZWUhMTERiYiIuXLiA0NBQ9O7dm7FsWFgYlixZgrKyMvTt2xfGxsaQkpLC27dvERsbi1u3bmH//v0ICQnBkCFDuqT9bZGSkoLZs2ejtLQUffv2haGhIfr374+Kigo8efIEJ0+exMmTJ+Ho6Ii+ffvSyjd/P/X19WCxWHjy5AlOnDiBEydOQEVFBQcOHIClpWV3PxrhP4CPjw927dqFtWvXYv369V+7OYROkJ2dDVdXV/bkRU1NDebm5ujbty9KSkrw8OFDJCcnY//+/Zg0aRJOnz79lVvc8+nduzdGjBiBpKQkJCQkwMDAgJan+YIqISGBpvQAGhUiZWVlEBYWhpGRUafbNWXKFIiKigIAamtrkZOTg5SUFCQnJyM0NBSXLl2CsLBwp+/T01i7di169+6NNWvWUNI3btyIv/76C/z8/NDW1oa9vT2qqqpw7949HD16FMHBwTh9+jSsra1pdVZVVWHatGlISUmBhIQEbG1tUVlZibi4ONy5cwdLlizBjh07GNuzbt06BAYGQlBQEBYWFhAVFUVcXBw2b96Ma9eu4eLFi7T5TWJiIjw9PXn3UjrJ/v37sWfPHgCApqYmxo4di/r6emRmZiI4OBh//fUX9u3bh++++45Wtr6+Hq6urggPD0efPn1gYWEBAIiNjcXy5csRExOD48ePg5+fvk968OBBbNy4EXx8fDA1NUX//v2RlJQEX19fhIWF4dq1a+jXrx+lzOfPn+Hk5ISYmBj06tULI0eOhJiYGNLT0/HLL78gLCwMERERtM3CxYsXIygoCBs2bIC1tTWEhIR49frYNJ/LAY0KxPv377Pf4cmTJ2Fvb8/z+36L1NTUYOXKlewxSl1dHTY2NuDj48Pjx49x+vRpnD59GnPnzsXevXu/SVnXlXz+/BkbN26EsrIyFi5cSLm2cOFCJCcnQ1BQELq6ujAyMkJJSQnS09Ph5+eHkydP4uLFi9DV1aXV+/HjR9jb2+PFixeQl5fHhAkTUFBQgKioKERFReHXX3/FTz/9RCvXUTmSnZ2NyZMnIzc3F9LS0rC0tER1dTXu3r2LRYsWITY2FocOHQIfH1+73o+joyPy8/MhIiICAwMDjB49GgUFBUhLS8P9+/dx6tQphIWFQUVFhVb2xYsXsLe3x8ePH6GmpgYHBwfk5OTg8uXLiIyMxB9//IHJkyfTyq1duxaPHj1qVzvl5OTg7OzM8fq9e/fw7NkzqKurQ1lZmZ0uISGBlStXwtvbG2fOnGGU7YRvE54qlubNm4e5c+fyskquMDExweHDhylpFy5cwIIFC5CcnIygoCAsW7aMVi48PByurq748uULPDw84O3tjT59+rCv5+fnY+nSpbh16xYmTJiAmJgYqKqqdvnzNOfz589wc3NDaWkpZs2aBV9fX4iLi1PyZGVl4fTp0xAQEGCsg+n9AMDDhw+xdetW3Lx5E9OnT8fp06fJpIRAIDDy5s0b2NnZ4ePHjzAyMsLu3buhr69Py5eWloaAgAA8e/bsK7Ty38mYMWOQlJSE+Ph4LF26lHY9ISEBAgIC0NLSQmpqKmpqamgLnYSEBADAyJEjOW6ktIft27fTxruUlBRMmTIFiYmJ+PPPP+Hu7t7p+/QkLl++jOTkZCxbtgyysrKUa5KSkli/fj3mzZsHRUVFdnpFRQW8vLxw4cIFzJ8/H/fv36cpHbZt24aUlBQMHToU4eHhbGVGRkYGJk2ahAMHDsDc3BwTJkyglIuIiEBgYCD69u2LiIgI9vdWVFSEyZMnIykpCTt37qQppfr37w83Nzfo6elBT08PGRkZWLFiBc/eU3vp06cPPD09MX/+fAwcOJCdXltbi82bN+PQoUNYvnw5TExMaBuQR44cQXh4OBQVFXHlyhWoqakBaFzw2dvb49KlSxg9ejStL2ZmZuJ///sfBAQEcPbsWdjZ2QFoVPI5OzsjNjYWK1aswMmTJynldu7ciZiYGCgqKuLvv//G0KFDATRaSfz444+4fv06Vq9ejaCgIEo5UVFRLF26FN7e3jh27BgWLVrEk3fXHKa53KdPn+Dh4YHQ0FB4eXnBzs4OgoI8ndp/k8yfPx8RERGQlpbGoUOHaN9eVFQUPDw8EBwcjLKyMpw6deortfTfydGjR5GdnY09e/ZARESEck1BQQG//PIL5syZA2lpaXZ6YWEhXF1dkZCQADc3N6SmptLWNV5eXnjx/qqfIQAAIABJREFU4gUsLS1x5swZ9prtxo0bcHZ2xvr162FmZobhw4dTynVUjixYsAC5ubkwNzfH6dOn2bL91atXmDFjBs6cOQMTExP88MMP7Xo/mpqaWL9+PaZNm0YxCMjJycGcOXPwzz//YPHixQgPD6eUa2howPz58/Hx40c4OTnh0KFD7Hf0559/Yvny5fDw8ICRkRHk5OQoZa2trTFp0iT2uDB+/HiKlRETgwcPZlw/NmFsbAwAcHFxoSnXFi5ciH379mHbtm2YMWMGevXq1faLIfzr+WZjLM2YMYO9c3j16lXa9aKiInh6euLLly9YvHgxfHx8KEolAFBUVMSZM2dgbGyMkpKSLpkotEVycjLy8/MhKCgIf39/mlIJaPzwt23b1u7FhI6ODs6fP4/p06ejvr4eHh4eKCsr41XTCQTCN8RPP/3EViqFh4czKpUAYNSoUTh16lSrkxEClTFjxgBodHlr6dJcU1ODtLQ06Orqwt7enr1b2pImq6amuroCY2NjtjtVR93tejKHDh0C0LhJ1pLdu3dj7dq1FKUSAPTt2xf79++HmJgYSkpKcP36dcp1FouF48ePAwD8/PwoFjL6+vrw8vICAPj6+tLu6efnBwBYvnw55Xvr168fO39QUBBKS0sp5YyMjLB37164urrCwMDgq1tbrFy5Ejt37qQolQBASEgIO3bsgKamJmpqanDhwgXK9S9fvmDfvn0AgC1btrAXg0CjteSWLVsAAHv37sWXL18oZffu3YuGhgbMnTuXrVQCGpVc+/fvBz8/P8LCwpCVlcW+Vltby/6tNm7cyFYqAYCYmBgCAgLQu3dv/P3333j16hXtOZ2dnSEkJIQjR450m/uHiIgIvL29ATS6x/zzzz/dct9/MydOnEBERASEhIRw4cIFmlIJAOzs7HDhwgUICQkhPDycpoAkcKa+vh5HjhyBiIgIZs2aRbv+xx9/YPHixRSlEgDIyMjgyJEjAICXL18iNTWVcv3p06e4cuUKBAQEsH//fsqabdy4cfjuu+/w5csX7N27l1Kuo3IkNTUV6enp7Ps13zDQ0NDAzp07ATS6wbb3ew8LC8O8efNoXiaqqqpsuR8fH4+3b99SrkdFReHBgweQkJCAr68vRfHm6uoKS0tLVFRUIDAwkHbP7du3Y926dbC3t6eNYx0hNTUVz549g4CAAKNFkoiICGbOnIn379/j4sWLnb4f4d/BN6tYAoBhw4YBaDSdbElQUBDKysogIyODTZs2caxDWFgYu3fvBgC2q0J3UlBQAKBxN6zJLYGX8PHxYc+ePejduzdYLBZOnDjR7joyMjKwcOFCtq+0mpoapk+fTos18PnzZ1hZWUFSUpItyJtTX1+PiRMnQlJSEitXrmS8z6JFi6Crqws5OTmoqanBzMwM3t7eePPmDWPbamtr4e/vDxMTE8jLy0NdXR0uLi4crSliYmKwevVqmJubs+NtDR06FG5ubrh37x5jGR8fH0hKSsLHxweFhYVYtWoVhg0bBllZWQwbNgyrV68Gi8ViLNvQ0IBTp07BysoKCgoKUFdXx8yZM5GSktKmD/+7d++wYcMGGBkZQUFBAcrKyrC2tsbRo0fbHQOl+TPk5uZiyZIlGDZsGGRkZODh4cHOFxYWhqVLl8LU1BSqqqqQk5ODrq4uPD098fz5c1q9kpKS2LVrFwBg165dFH/s5vUCjXEtTp48CQcHB6ipqaF///7Q1dXFypUrkZeXx9jumJgYODk5YdCgQZCRkYGqqioMDQ3h7u6OO3fucP38TTEsWsZxayI4OJixzc3TKysrsXXrVhgYGKB///4YPHgwFi1ahPz8fI73vXbtGiZOnAhlZWUMGDAA9vb2iIyMbLO9LBYLv/zyCzvmWlMMkN9++w1VVVW0/Nz+vpyIj49n++H7+flxtfM0YsQIxvSO/M4AkJ6eDldXV2hpaUFWVhaamppwcnLC7du3GfM3/02fPHkCNzc3DBkyBNLS0vDx8WHnKy4uxpo1a9jya/jw4Vi3bh1YLFab/SI2NhYuLi4YMmQIu01z586lTYjbwsjICCIiIigvL6fFSLh79y6qq6thbm4OMzMzAKCNQ3V1dUhOTgbQtYoloNEapumezeEmLlhTXIeW8Yjev3+PtWvXYsSIEezYRcOGDcOUKVNo8Tma01753hqZmZlISUnBqFGjMGjQoHaV7dOnDzQ1NQGAthC4ceMGampqoKysTHFjaqJp4ZWWloZ3796x0/Pz89ljzsyZM2nlTE1NoaysjM+fPyMqKqpd7e1J8PPzs+dqLd9damoqPnz4gF69emHKlCm0slOmTIGwsDDevXtHUbbW1NSw5x9M727AgAHsnfaIiAh2+rNnz9ixTaysrGjl5OTkoK2tjYaGBoSFhdGuy8jIwM7ODq9fv8bNmzfbenSe0fRNAqAppsvLy3HixAm4uLjA0NAQioqKUFRUxOjRo7F9+3aOc5Pm32pkZCQmT54MNTU1SqyjwsJCBAYGYtasWdDV1YW8vDxUVFRgZWUFf39/fPr0iWObq6qq2JZCqqqqbNnr5OSE8+fPc/3sp0+fhqysLFRVVREXF9dm/oaGBvbC3c3NjdH1uAk9PT3Mnz8fQOO4x0l5UFVVhW3btsHAwABycnLQ0tLCkiVLOI79nZ1nvnv3DkuXLoWWlhbk5eVhampKUXxlZWXhxx9/xODBgyEnJwczMzOOC/unT5/il19+wfjx49mxftTV1eHo6IjQ0FCO76Y1rly5gry8PDg4OEBCQqJdZZWUlNjK95byoOlbNTY2xoABA2hlm771a9euUeLPdVSONP0WAwYMYAzz0iQj8vLykJ6e3p7HbJXmLoCc3oG9vT1j6JOmd9DS0qkraHIjHTt2LBQUFBjzNCmcfv/99y5vD6Fn8E0rlsrLywGAZtIOgL14mzZtGs1MsyV6enrsnSsm66eupMlntbS0lOPiprNIS0vD1tYWQOOA1x4OHz4MGxsbnD9/HlJSUrC3t4e2tjYSEhIwe/ZstlIBAHr16oU///wTEhIS2LdvH20yvHPnTiQmJkJXV5ey8AOAgIAA2NjY4OzZsxAWFsbEiRNhYmKCuro67N+/nzGoY11dHWbNmoXdu3dDWVkZ48aNg6ioKCIiIjBu3DjGYKsrVqzAiRMnwM/PD2NjY4wfPx7i4uIIDQ3FuHHjWg20+vbtW1haWiIsLAyGhoawtrZGeXk5goKCMH36dMZAq6tWrcLSpUvx4MEDGBoawsbGBm/fvsXEiRNpO9/NuXPnDkxNTXHo0CF8+vQJVlZWMDY2xuvXr7FmzRrMnj27Q0HnX716BQsLC0RFRWHEiBGwt7en7LC7ubnhwoULEBERgYWFBWxsbMDPz4/g4GBYWVnRgl06OzuzTZKHDx8OZ2dn9p+pqSk7X3l5OaZOnYply5YhM/P/2DvvqCqu7n8/FBsiglFEJShYIwawS7AXEBXFaMCGGpOo2KKir8bXmFejscUSsSvWGA2m2FFRsdIsCKKiRsUSS5ReBBHu7w/WzO9e7lzgImqS73nWci2cmTNz5sydM+fss/dnR2Nvb4+7uzvlypVj06ZNtG/fnujoaI1z//TTT/Tt25ejR49Su3ZtevfuzUcffUSlSpX49ddf38qHVSI1NRVXV1c2bdpEw4YN6dq1KyqVil27duHm5qblUQD5+h8DBgwgNDSUhg0b4urqSlZWFoMHD2b9+vU6rxUXF0fbtm1ZtGgRz58/p02bNnTo0IHnz58zb948ndeDop+vLg4dOgTkG+sLupjrQ0meM+SvMHfr1o09e/ZgaWlJnz59qFu3LkeOHKFv374sWLBA5zUjIyPp1KkTFy9e5KOPPsLV1VUekD158oQuXbqwfv16MjIycHNzw9HRUQ6dKcyDc+bMmfTp04dDhw5hbW0tG8oOHTqEu7u7XvpS5cqVo2XLlgBafZlkRHJxcaFVq1YYGxtrHXP58mXS0tIoX768fJ43hTSA/uCDD0rlfE+fPqVTp06sW7eO7OxsunTpgru7OzY2Nly5ckWnWHlJ+vfCkMYEJdEazMnJkRc3CoYfxMTEAOicwNapUwcLCwsgPzy9YDlJOF0JyYtJOvafyu3btwHdbdeoUSPFcVqFChVo1KiRxrGQr0EiGdh1tbu0Xb1cRkaG/HdBbwoJ9TBGJSRP+eIsEJQW0jtZtmxZrQlwbGwsX375JeHh4VSvXp3u3bvTpk0bnjx5wpIlS+jcuTOJiYk6z71y5UoGDx5Meno6Xbt2xcXFRfaSOH78ONOnT+fq1au8//779OzZk2bNmvHHH3/wv//9j969e5Odna11zocPH9K5c2dmzJghj308PDx4//33CQsLY86cOcW673nz5jFu3Dhq1KjBkSNHZN2cwoiNjZX7hsK0YySkY+Lj4xUF0nNycujTpw9r166lfv36spyEpLcm/bbVeZ1x5sOHD+nYsSMhISE4OzvTsmVLbt68yYQJE/D39+f8+fN06dKF6Oho2rVrh6OjI1evXmXEiBGKxqVVq1axaNEikpKSaNy4MR4eHtSvX58zZ87w6aefMmPGjCLbqCCv05cmJCTIxk59+1Jpe0ZGhka7l7QfkfoDXX2BiYmJHClSmGi2vqjXvaRtcPv2bY3+rLTJzMyUDY9DhgzReZyDgwNVq1bl4sWLPHny5I3VR/D34V8biJ2dnS0bSXr06KGxLycnR85C0qxZs2Kdr2nTply7dk1n1p43RevWrXFwcCAmJoaxY8cSEBBA586dcXJyomnTptSqVatUruPk5MSBAweIi4srdpnjx48zY8YMqlSpwrZt2+TVdICrV6/i5eXF/PnzcXFxoW3btkD+IHrVqlUMGTKE0aNHc/r0aWrVqkVwcDDLli3DzMyMrVu3anhEHDp0iFmzZlG+fHnWrFlD3759NeoRFxenKJwXERGBg4MDUVFRcucsTdyPHz/OsmXLWL58uUaZb7/9lrZt22ppZBw4cIDhw4czadIkXF1dFcMOf/zxRwYNGsSyZcvk+j98+BBXV1cuXbrE3r17NVZPDx06REBAAKampvz666/yCirkD+Zmzpyp2O5Pnz7Fx8eHlJQUlixZwqeffioLDiYmJjJ8+HBOnDjB0qVLmTZtmuI5dLF79268vLzw9/dX9ErZsGEDbm5uGt5zKpWKgIAApkyZwsSJEwkNDZWfx5o1a5g/fz6xsbH07NlTp3j35MmTOXv2LG5ubqxcuVLDGLx69WpmzJjBiBEjNGLuFy5ciEqlIigoSMNIBfleioV5CpU2Bw8epEuXLgQFBcnhqsnJyXh4eHDlyhUCAgI0vPBiY2OZNWsWhoaGbN68WSNbU2BgoKL4JORnEBs4cCAPHz5kypQp/Oc//5HDXDIzM5kwYQK//PILM2bMYNWqVVrli3q+upAGTcXtL3VRkud89epV/Pz8UKlUrF27lgEDBshlgoODGTx4MAsWLKB169aKwslbt25l0qRJfP3111rCnFOmTOHu3bu0bduWn376SePZDRw4UOfkcOvWraxcuRI7Ozu2bdumYWw7d+4cAwYMYPLkyTg7O2uF/+iiXbt2nDlzhjNnzjBx4kR5u6Sv5OzsTMWKFWnatCnnz58nOztbfoaS8alVq1ZvRMfg5cuX3L9/n7Vr1xIWFsZ7773H559/Xirn3rJlC48fP2b48OEsW7ZMoy/PyckhNDRUsVxJ+vfCkIx1JRE+3759OwkJCVSoUEEj7AqQJ7HqwqYFqVmzJklJSRrGsOKUk77/+hrR/k4cO3aM2NhYDAwMtARni9sGMTExim1XuXJlKlWqpLOc+rGguQgZHx+vaDyNj4/XKqeO9Pt5G6GiiYmJhIeHM336dCBfQLygh4iNjQ179+6lXbt2Gv1fZmYmkydPZteuXXz33XeyuHpBNm3axE8//aQ1job8cWNwcLCWMTs5OZkRI0Zw4sQJ1q1bp6FxmpeXh4+PD3FxcXTu3Jn169dTtWpVeX9WVlaRnkcvX75k3LhxBAYG0rRpU37++WcNr63CkL5lZcuWLVbW1SZNmlC2bFlevnxJVFSU7F0nERkZiZ2dHREREbLQclZWFiNHjmTfvn2MHj1aaxH1dcaZO3bsYMSIESxatEjW0goKCmLgwIEsWrQIc3NzvvzyS/z8/DTGYV999RVz587l448/1jift7c3fn5+WsbrW7du4enpyerVq+nXr59OD2Ql1L9H+uLv709ubi5WVlYaY2Iouj8wMzPDzMyM1NRU7t27JxuLStqPSP2Brnf96dOncpbI0uyDpe+Wo6Ojls5hUfcibVepVNy/f7/UFoAKsmfPHtLS0qhWrZpiKKk6LVu2JCgoiFOnTuHt7f1G6iP4+1CqHktjx44tNBWhLpfb0iQ7O5uYmBiGDh3KvXv36NSpk1ZGgqSkJDmOtrgfI+m4hISE0q1wERgaGhIYGCgPVi9dusT333/PkCFDsLe3p0WLFixfvlxnCtziIq3CFbZyVZD58+fLbsXqRiXI92yQ4o8Lel/06tWLMWPGkJCQwGeffUZ8fDyjRo1CpVLh7++vteImeS/NnDlTy6gE+asQShn7DAwMWLVqlYbFv3z58rJxQ8k7q1evXlofe2m7p6cniYmJOlPe1qpVi++//15jYmdtbS2LARa8nhQDPXLkSK0P6Lhx43RO4tesWUNiYiKff/45n332mcZgsUqVKqxdu5YyZcqwYcMGveO+LSwsWLx4sc7J6ccff6wVkmlgYMDnn39Oq1atuH79ut5hKDdu3OCXX36hRo0abNy4UcvDcMyYMbi6unL79m2NAdqzZ88wMzPTMipB/oDA0dFRr3q8DhUrVmTVqlUaGmjm5uayYG7BZ79+/Xpyc3Px9PTUSgHu5eWlU0R/586d3L17Fzc3N2bOnKmhnWJiYsLy5cupVq0aP//8s2J/W9Tz1YXUL6hPANQ5deoUvr6+Wv/U9UtK+pzXrl3Lq1ev6NWrl4ZRCfJ1MCTRzBUrVijWrV69esycOVPLqHT//n0OHjyIoaEhS5cu1Xp2S5YsUTRY5+XlyR5SmzZt0vLgcnFxYerUqbx8+ZLNmzcr1kkJKYQtPDxcDjPLzs7m/PnzfPjhh/KE0cXFhaysLM6fPy+XfRP6So6OjvK329LSkhYtWrBx40b69+/PiRMnCh2k64MUqt6lSxet9i5TpozOVe+S9O+FIa0EN2jQQK9yV69elcPpp06dqjWmkEKrCgtllzzoJC/r1yn3T0IK6QEYNmyY1rv0ttvOzs5O/l0ryQKcOXNGDvnW1ebSRO7u3bulrlm5c+dOjTG1nZ0dgwYNIjs7mzVr1ihKDNSqVYsOHTpo9X8mJiYsXboUY2Nj9uzZo/OaAwcOVDQqATRs2FDRQ9Lc3FyWkCh47qCgIKKiorCysmLbtm1a35Ty5cvj6uqqsz7Jycn07duXwMBAOXS8uON4+P9jeAsLi2KJnBsbG8sehbrG/99++61G9q7y5cuzZMkSTExMOH/+vJYn9+uMM62trfnuu+806u7u7o69vT1paWlYWlpqGJUgX0TZwsKCO3fuaIk1t23bVtEjsn79+nL20cI8qAqSkJDAw4cPMTQ01Duk+OTJk3Lo89y5c7W04YrzXkv7SqM/aNeuHQYGBjx//lwjZFZC0mMrWO512LFjB7/99htGRkaKnthF3Yv69jf5XZA8sgcMGFBkBkypT1TyRhf8+yhVj6U2bdooxqFKvCkByZ07d7Jz506t7SNGjOD7779XTEOrL29LiFEJKysrdu/ezfXr1wkKCiIyMpKYmBgePXokuxz/8ssviilwi4tkaCtuysyEhAQuXrxIhQoVdE6CJS8lJb2R2bNnc/78ecLDw2nfvj2pqamMHDlSa5L99OlTrly5gqGhoaKgamFYW1srrkhJEwd1PQt1Hj9+zNGjR7l58yapqanyJE8Sxbx165biwKd9+/ZaAvC6rvfq1Su5XZTEDSE/Vlop3l7Sjii48iRRs2ZN6tatS1xcHLdv35a1P4pDx44di4yJv3PnDseOHePOnTukp6fLmg6SHtitW7fklaLicPToUVQqFV27dtW5uty2bVuOHj1KZGSkvDrSrFkzzp49y6hRo/D19cXBwaFU3vWS4OTkhJWVldZ2Xb81aUXPy8tL8XwDBw6Uw8/UkcIjdT17U1NTmjZtytGjR7l06RKdO3fW2F+c51sSbty4odgHDxo0SG6Dkj5nqa10pav18fFhw4YNsvB1wSwyPXv2VMyYGRYWhkqlwsnJSdGY0LhxY+zt7bXS88bExPD48WNsbW11CpgX1vfponnz5piYmJCRkcGlS5do1aqVrK+kbrh3cXFh+fLlnD17lrZt2/Lq1St54lKahqXevXvLg9S8vDyePHlCVFSU7P6+fPlyRY0HfZEM6LNnz0alUtG5c+dinbek/bsSGRkZRYY9KPHnn38yYMAA0tPTcXd3f6eZ1/5ppKam4u3tzePHj2nevHmh4axvk2nTpjF+/HjWr19PpUqV8PHxwczMjFOnTjFlyhTKlClDTk6Ozm9N2bJlMTU1JT09XV78KC1sbW01dLoyMjL4448/uHbtGnPmzOG9997TaZSJiIggLCyMhw8fkpmZKY9py5Yty/Pnz0lOTlYcPxYckxUkNzeXs2fPEhERIXtwqFQq+fx//PGHxvHHjx8H8sc3+vYf9+7dw8/Pj5s3b/LFF1+wcOHCt/LNL2z8X7lyZUXDW7Vq1ejSpQv79+/n7NmzWouHJR1ntmvXTjGcq27duly9epWuXbtqjeONjY2xsbEhKSmJJ0+eaKWwT09P59ixY8TExJCQkMDLly+B/PG3VJfiIo0DzczMdGaqVuLq1asMGzaM3NxcRo4cqaiN9raxtbXFy8uLn3/+mXHjxpGRkUG3bt148eIFu3fvZunSpUX2B/ogZaqE/O+h0qLp34E7d+7InsSFhcFJSIZZJb1jwb+PUjUs+fj4MHjw4GIdq97xFWW0kfbrMnqof2wl8dOHDx+yadMmGjdurOWyb2FhgaGhIXl5eXInWBTSC6GuR5KQkKAYrtSgQQO5cyh4n7ruQb0NdB3zwQcfaLg13rhxg40bN7Jx40ZiY2OZO3euTnfmolBfxSkO9+7dQ6VS8eLFiyJXi54/f661rUyZMgQEBNC8eXNSU1Np0qSJVspkQBbztbKy0ntCXJi7LKAY+79gwQKWLFlSqD6RrlUAXdeTJtHqQpYJCQny/5VECAvbLrni6zLoqfP8+XO9DEu6rgn5A8ipU6eyefPmQt9ZfVdJJNfe7du3F5nSV/23tGTJEry9vfn555/5+eefqVSpEk2bNqV9+/Z4e3trDZ7eJPo8e0AO0yvo5iyha7vUVqNGjdIZLieh9N4V9nwLQ5psK50T8r3u1NP0Nm3alLt372ocU9LnLBkIdLWJtJiRlZVFYmKilieUrnuWnkFhbWJjY6NlWJLev7t37xZpyNfVXkqULVuW1q1bExISwpkzZ2jVqpVsVJMMVZAfHm1kZCTvi4qKIj09nYoVK+oVrlAU3377rVabJycn8+mnn/LLL7+QlpbGzz///NrXGTBgACdPniQwMJChQ4diZGREw4YNcXZ2pnfv3jo9lkrSv+tC3bNEl9GzIE+fPqVPnz48ePCALl26sGXLFsVvtzR5LkzvQlqFVr92Scu9CcLCwhSzYvXs2ZNevXrpfb709HQ++eQTYmJicHBwkHX7CvIu2s7Hx4dHjx6xaNEiFi9erKHx1bhxY4YOHcqSJUsKHStVqlSJ9PT0UvfSb9OmjWK2zUOHDuHj48OAAQNk/TyJZ8+eMXToUDn5gi5SU1MV+7PC+sfbt28zZMiQQjPRFfTakjxm9PUMhPzsiK9evWLo0KE6tdeKQvqWJSUl8erVqyK9ll69ekVSUhKAoh6hjY2NzjG71H8WDMt/E+NMaRFA137pnSg4FgkKCmLs2LGFRivoM6aTnrc+fdLNmzfx9PQkJSWFwYMHa2izqlOc91raV1r9wdKlS0lPT+fgwYNaY66+ffvy8uVLDh48qNEfbNu2TfF9mzRpks7ffVhYGIMGDeLly5dMmzaNcePGKR5nampKUlKSzntR3/6mvguSt1KrVq0Uo0UKoi4xIPj38840ltTd9ZSyGKkjvSi6XP8Kfmxzc3OZPXs2K1as4KuvvqJ169YaK5tlypShcePGxMbGcvHixWIJ+EmeI+or1Onp6Yqr9C4uLrJhSb3OGRkZOldopE4NKPYqTsOGDVm8eDGGhoasW7eOgwcPltiwJLkoqqfXLQzJw8nU1FRLF6G4/Pbbb/KH9eHDhzx58qTEE18l9F1B2LdvHwsWLMDU1JTFixfTvn17rKysqFChAgYGBsyZM6fQzCClvXKma7AitX2fPn0UPaTU0Wf1HShUyH7NmjVs2rSJ6tWrM2/ePFq1aoWlpaVc5vPPP+eXX37R27tPup8PP/ywSGHoFi1ayH83bNiQCxcucOLECU6fPk1kZCRhYWGcPn2aRYsW4e/vX2rx3AVTWRfkbXlKSfXo2rWrYlICdZQMa0UlKtCFo6MjYWFhr6UxV9Ln/LoUdc+FeWnqCoWDfFHNgh5hBSmOMLo67dq1kw1Lfn5+nD17FkNDQ42VSzMzMxwcHDh//jxZWVlyyETr1q2LdEl/XczNzZk7dy4uLi4cOXKE69ev66XhoNQ3GBoasn79eiZPnszRo0cJDw8nIiKCgIAAAgIC6N69Ozt27NBa/S7Nd0590SItLa1IL5Nnz57Ru3dv/vjjDzp27MiOHTt0hpdK37TCMh4qGTmlvwtmBVJH2lea300l7ty5ozjWsbGx0duwlJGRgZeXFxEREdjb27Nnzx6dBtritJ1SG0h/p6SkkJaWpjjBKqztpk2bhre3N/v37+fu3buUKVOGli1b0rt3b9mzqrCxkjS5LqkHub706NGDHj16sH//flasWKERxjd+/HjCwsJo1aoVX331FU2aNMHc3FzuKxp90ztwAAAgAElEQVQ1asSTJ090frcL6z+HDh3K9evXcXNz48svv6RRo0ZUqlSJMmXK8PLlS71C1IqDl5cXu3btYvfu3Xh4eGjpmRUHaQz/8uVLWTi8MK5cuSKPU3V5qBaFetu+6XGmPv3io0ePGDFiBC9evODLL7/kk08+wcbGBlNTUwwNDTlx4gQff/yxXmM6qS8trjHqjz/+oHfv3jx79owBAwbg7++v85tsY2NDdHS0zv4gNTVVfveU+gN9+xHIn8Pt2LGDyMhIjh07xtOnT7GwsKBz5860b99e9ipT7w/CwsKK9OBWJyIiAi8vLzIyMpgyZYpOLVKpfklJSTrvRdpuYGDwRhZXc3Nz2bVrF1A8byV4+/2h4N3yzgxLFhYWsrvwnTt3dH6kk5KS5NWC4r4kRkZGzJ49mwsXLhAaGsrMmTO1YoR79OhBbGwse/bsYe7cuYV+PC9fviyvyKh7idSuXbtIC6y6uPadO3c00kiqo54FQF9B7s6dO7Nu3boS6z8lJCRw4sQJAEXxWyWkOko6F/oO8sPCwpg7dy4mJia4u7vz66+/MmLECIKCgjQmR9Lqy5MnT0hJSXkjYTwSkhbAzJkzGT58uNZ+peweJaVKlSqUK1eO7OxsHjx4oBg6JmUZKkitWrW4ffs2EydOLDRVbmkjtc+yZcsUXb9L2j7Sb6lNmzZ6r0IaGxvj6uoqf9xTU1NZtWoVCxcuZNKkSfTq1avQuHoJKUxX3cCrTkFdgtelRo0a3L17V6e4YmHP/ubNm/j4+BQZolCauLu7s3btWmJjY7l27VqxDdDqlPQ5S20VHx+veF3Jg6h8+fLF9riUzgu621rXPuk+qlSpoug98DpIoWyRkZGkpaVx4cIFeSKojouLC1FRUZw/f172XCrNMLjCUNfjuHnzpvz7LeodysnJKTQrTKNGjWjUqBETJkxApVJx+vRpPv/8cw4fPszOnTuLPYgtCSYmJlSsWJGMjAwSExMLNSw9f/6c3r17c+PGDTp06MDOnTsLHT9IWm+6jLLx8fHyGEd9fCD9nZiYSHx8vKIOiiRE/Kb15AYPHlxsb/TCyMzMxMvLi9DQUOzt7dm3b1+hix/SfcXFxZGVlaXVzi9evJATjqi3Qf369TExMSEzM5OoqCjFbGHS89DVdnXq1JH1n9SRPBGkVOMFyc7OlhdDizL+lybS70Nd1y4jI4Pg4GBZq7NgP5KRkSGHO+nLzZs3uXr1KtWqVWPHjh1anj+6xgPSmE69nsVl4MCBdOvWjZEjRzJ48GA2bNig93fwww8/xMbGhvv377Nz584iDUuSgcDGxkZLuBuK9/2oWbOmvO1tjjOL4vDhw7x48YJevXoxe/bsUqmL9JtPSUlRDE0veH4PDw+ePHmCl5cXq1evLnQu4ejoyP79+3X2pdL2ihUranjql7QfUadVq1ZaYuRpaWlcuXIFY2Njje/vmjVrij02OH/+PP379yctLQ0/Pz+dSXvU7yU6OrrINqhbt26phKoX5Pjx4zx69AhTU1OdkgwFkbzh3mZ/KHh3vBtBEvKt6pJuxL59+3QeJxmEzM3Ni5XBQcLAwIDvvvsOAwMDTp06pZVlYuTIkZiZmfH8+XPFDlVCckuE/I5F38G7paWlPPAu7D6lfY0bN9Z4+YqzUiBZqNU/XsVFpVIxdepUXrx4gYWFRbF1jGrUqCGLBR47dkyva0qi3a9evWLRokWsW7dO1hP55ptvNI6tXr06TZo0IS8vT6/03SWhMAPms2fPCAkJKbVrSSugAL/88oviMb/++qvi9q5duwLIWidvi8La5/r16xqpstWRJpySFlNBpPsJCgrSctPWFzMzM7766isqV65MZmamlr6DLiQjg9JgV6VS6f0bLwqp79u9e7fifmlFqCDv6tl36NBBHlRNnjxZ1mDQh5I+ZykM7KefflLcL/ULzs7OxRJjlXB2dsbAwIDLly8r/k7i4uK0wuAgXxPovffeIy4urtAQkJLQtGlTTE1NyczMZP369bx48UIjDE5C+v2EhIS8EX2lwlAPcVQ32latWpWyZcuSlJSkqKVw/PhxWUekKAwMDOjQoYOss6GrbylNJENOYckHEhIS6N27N9evX6dDhw7s2rVLMXOTOq6urpQtW5aHDx8SHh6utV/qA1q2bCn3Q5BvwJQmvUrfCEkvp1y5ciXy3HjbvHjxAm9vb86dOycblYry6GvVqhXVq1cnOztbcfy0b98+Xr58SY0aNTS8HMuWLSsvNii13f3792X9M308rs6fP09YWBjW1tb07NlT8RipT7CzsytVfaWikN5L9XcyNTWV3NxcKlWqpOgtEBgYWGL9UGk8YGVlpdjvBgYGKpbr0qULkD++KUk69L59+/Ljjz9iaGjIiBEjFD1DCsPAwECOKNiyZUuhXrjR0dFyAobJkycretKkpKQQFBSktf358+eynpR6H/42x5lFUVhdVCqVzrFpYbz33ntYW1ujUqkKNR7evXsXDw8PHj9+jJeXF2vXri1ygVp65yIiIhQX+6T6du/eXWOBuqT9SFEEBATw4sULPD09S+Sdd/HiRfr16ycblb7++usiy0j9VVBQkOL7I7VBSSNJikKSMfD09Cy24eratWtAyT3+BP8s3plhCWDChAkYGBiwe/duxfj9yMhI5syZA+RnydLXzd/JyQlPT0/g/2cWk6hatarscrlmzRpmzJihFZL36NEjBg4cSEREBJUrV2bdunV6XV9CSh29atUqWXxXnaCgIFavXq1xrPq+QYMGERISojgxP3PmjOya3a9fP73qFRsbyyeffCJnIJDEKouLZFkfO3as4odVpVLJoUrq20aOHCm37ZAhQzA2NiYgIAALCwtWr16tleJbMuzNnTtXMTtFXFyc3pnIlJBcVLdu3aoxcU5JScHX17fUM7xI8drr1q3TyPAE+SseFy5cUCw3YcIEKleuzKpVq/D391ec5MfHx5eK/ok6Uvts3LhRIzTsyZMnjB49WuekUTJ46pqEOzo60rt3bx4+fIiPj49i2taMjAwCAwNlTbTMzExWrlypqGETGhpKSkoKRkZGxfb+k1aff/75Z3nlCvK9LL755htFEfXXYeTIkRgZGfH777+zf/9+jX2//vqrzjT3w4cP5/3332fPnj188803iu7mT58+Vcxo9LqsX7+e9957j/DwcPr06SNn0SrItWvXSElJ0dpekucMMHr0aIyNjTl48KDWb/rEiRNs2bIFQNG7oDBq165N9+7dycvLY/LkyRptmZKSwuTJkxUnXWXKlGHatGmoVCqGDBmiqKWQm5vLqVOntN7rojA2NpbD3lauXAmgaFhydnbG0NCQzZs3k5GRQaVKlbQGbS1btqRly5ZcvHhRrzoURnJysjz4tbCw0AjRK1OmDB999BGQ31er9xFXrlyRMwwVZOfOnbLnjTppaWmyN9bb0EuTDHO6nllSUhK9e/fm2rVrdOzYsVhGJchfFBsxYgQAfn5+Glomly9f5ocffpD3FWTy5MlAvlC6ehslJibKx3/xxRdv1JO3NMjKymLgwIGcOXOm2EYlyF+A/PLLLwH43//+J3snQv43TloUnDRpktakdOLEiRgYGLBjxw6NhYHMzEzGjx9Pbm4uvXv31gpNSU5OVhQrPn/+PEOHDsXAwIDly5frNGJLhl4lL6kzZ87IGd1Kk6CgIHkMpu5NbGlpibm5OSkpKVqLFefPny90UbUo6tWrh5GREdeuXdPKYKY+pi1Ijx49cHBw4PHjxwwfPlxL2ycrK0sjK6gSbm5uBAYGUqFCBcaMGcPGjRv1qvvw4cNxd3cnJyeHfv36cfjwYa1jjh07Rr9+/cjJycHd3V3OPqrEzJkzNUJWs7OzmTJlChkZGTRv3lxDcP1tjzMLQ6rLvn37NLxJc3NzmTdvnlY2u+IifbN09aXx8fF4eHjw6NEjvL29i2VUgnyd2R49epCbm8v48eM1smEHBwfz008/YWhoqJVE4XX6kbt372qNM1UqFdu3b2fevHlYWFgo6sMWRVRUFH379iU1NbXYRiXIz4Tr4OBASkoKfn5+GvPCLVu2cOrUKUxNTRk9erTedSqKhIQE+V3RJ5mS9DtQ6hN79uyJubm51hxd8M+lVEPhtm/fLg8ElejcubNGBiwXFxfmz5/Pf//7XyZMmMDSpUtxdHTE2NiYO3fucPnyZVQqFf369StxtpWZM2eyf/9+wsLCCAkJ0Qj16tOnD5s3b2b8+PGsXr2a7du307p1a8zNzXn06BGRkZG8evUKW1tbduzYUWjGu8Lw9vYmNjZW1nz54IMP5NAn9VXv8ePHa2WJysvL49ChQxw6dAgzMzMcHR2pXr06GRkZ3L59W14R6Nixo+LAFPLTV/v6+gL5H4yUlBSuXbsmW/xr166Nv7+/4ktfGO7u7ixYsICZM2cycOBA7OzsqF+/vuwJFhsby7Nnz5g4caKsRbJkyRKOHz9Oo0aNWLJkiXyu999/n9WrVzNo0CDGjh1LkyZNZOFDDw8Pvv76a+bOncuwYcNo0KABTZo04cWLF9y9e5e4uDhWrVpVLBG5wvD19WXXrl0cPXoUJycnWrRoQU5ODufOncPExIQhQ4aUqteUh4cHw4cPZ8uWLXTv3h1nZ2esrKy4du0aN27cYMyYMaxevVorm2KtWrX46aefGDp0KF9//TUrVqzggw8+wMrKipSUFG7evMndu3dp0aJFqWkMQf7E5/jx42zdupUzZ87g6OhIWloa586do06dOvTq1UsxJWuXLl2oWLEiBw8epHv37tjZ2WFkZETr1q3l8JZVq1aRkpJCcHAwLVu2lJ+/SqXi/v37xMbG8vLlSyIjI7G0tOTly5fMnDmTWbNm0bhxY+rWrUuZMmW4f/++/BHz8/PTSmWsizZt2tCjRw8OHTpEp06daNOmDeXLlycmJoa0tDRGjx7N2rVrS60tHRwc+Oabb5g1axY+Pj60aNECW1tbbt++zaVLl+RnX5CKFSsSGBiIt7c3P/zwA1u2bMHe3p5atWqRmZnJ7du3uXHjBtWqVSt0IFwS6tSpQ3BwMMOGDSMsLIz27dtjZ2dHo0aNMDU1JSMjg5s3b8qTMmdnZ+rWratxDn2fM4C9vT3ff/89kydPZtSoUaxevZoGDRrw4MEDIiIiUKlUTJ8+vUi9IyWWLl3K1atXOX36NI6Ojri4uKBSqTh37hxVqlTB3d2doKAgrXdw5MiRPHz4kBUrVuDu7s4HH3yAra0tFSpUkDNZpqSksHTpUsV03IXRrl07goODSUpKwtDQUDbWqGNubo69vb3syaPkrSU9h6I0DHXx9ddfa2SFe/r0KZcuXSI1NZXy5cuzZs0arTDTmTNnEhoaytatW2XPlMePHxMVFUX//v05e/as1krz/v378fX1pUaNGnz44YeYm5uTnJxMeHg4qampNG7cuNR/y0r07NmTRYsWERISohiOMH78eK5evYqBgQEWFhay0UfpPAW9YGbNmsWlS5eIjIykWbNmtG/fnszMTE6dOkVOTg5jx46VsyCq06tXL0aNGsW6devo1q0bHTp0wMTEhFOnTpGSkkKbNm3473//q1gPyUMQ/r+IfFRUlMb2qVOn4ubmVnTjvCZz5szh5MmTQH4olK5wD2dnZ4YOHaqxbdSoUYSGhnLgwAE++ugjWcz91KlTZGZm0qdPH60ELZC/sDh37lz++9//8sknn+Di4kK1atUICwvjyZMn1K9fn2XLlmmVu3//Pu3bt6dhw4bY2tpSsWJFbt26RUxMDGXKlMHf31+jDQsi3aeSR5NkbNXHs1Id9bEcII8Dr169CuR7lo4ZM0beb2RkxH/+8x9mzJjB6NGj2bhxI3Xq1OHhw4eyrktoaGiJQr3fe+89vvjiC9auXUufPn1wdnamRo0a3Lp1i+joaKZMmaKo+WloaMiPP/5Iv379CA4OpkmTJrRp04YqVarw6NEjYmNjqVy5cpFeiu3bt2fPnj3079+fKVOmkJ6errUwqwsDAwO2bNnCxIkT2blzJwMGDMDOzo4mTZpgYGBAbGysHAbm7e3NihUrdOr+tGrViry8PFq2bEm7du0wMTEhPDycx48fU61aNa1xw9seZxaGu7s7Tk5OXL58mRYtWuDi4oKJiQkXLlzgyZMnTJw4keXLl+t93p49e7Jr1y5CQkK03mfI1+aSvC0hf3FaiaFDh2plRvvhhx+4ceMGJ0+epGnTpjg7O/Ps2TPOnTuHSqViwYIFihqOJe1HgoKCmDVrFo6OjrInVlRUFA8ePKBatWrs3r1bMSNwUUhGpcqVK/Po0SON91qdgoLfBgYGBAQE4O7uzq5duwgPD6dZs2bcu3ePixcvYmxszJo1a6hevbrWubZt26bhxCGFwU6aNEn2PqpevTo7duxQrMuuXbvIycmhQYMGWlkOdREdHU1iYiLNmzdXbCepT3zT+pCCt0epGpbCw8MVXb0lKleurJVaffTo0Xz00Uds2LCB0NBQgoODefXqFVWrVqVHjx4MHjxYUc+luNStWxcfHx82b97M/PnztTSEPD09adeuHRs2bCA4OJiLFy+Snp6Oubk57dq1w8PDgyFDhmhNLPTl22+/xc3NjS1bthARESGvLllaWtK/f38+/fRTjZTSEl27duW3337j1KlTREREEB8fL0+cq1atSs+ePenfvz+enp46P3x3796V3aTLlSuHmZkZtWrVonPnzri5ueHq6lrigc7o0aNp374969ev58yZM5w6dQpDQ0MsLS1xcHDA1dWV3r17A/lpw+fPn4+JiQlbtmzREp52d3dn7NixrFy5khEjRnD48GG5s/Hz86N9+/asW7eO0NBQ9u/fj6mpKbVq1eLLL7/U2yimRJ06dTh9+jTz5s0jNDSUI0eOyM9n+vTpBAQEvPY1CrJs2TKaNWtGQEAAFy5coFy5cjRv3pzvv/9ejs9XWtl1cXEhPDyc9evXc/ToUaKiosjOzqZatWpYW1vj5eUlt3tp0aJFC0JCQpg7dy5RUVEEBQVRq1YtRo4cyZQpU/jPf/6jWM7S0pLdu3ezaNEiLl++TGRkJHl5ebx69Uo2LFWqVInff/+d3377jcDAQC5fvsyVK1eoVKkSVlZWfPLJJ7i7u8vGXVNTU5YtW8a5c+eIiYkhJCSEnJwcrKys8PDw4LPPPtOZTUoXmzdvZvHixfzyyy+cPXsWc3NzOnTowH//+185tWppMmHCBOrVq4e/vz8xMTHExcVhb2/P1q1bcXJy0rni+8EHH3Du3Dk2b97MgQMHuHr1KufPn+e9996jZs2ajB8/vkSZmoqDnZ0dp0+f5sCBA+zbt48LFy5w+vRpsrOzMTMzw87ODl9fX/r27aulRwD6P2eJ4cOH06RJE/z9/QkPD+fq1auYmZnh6urK6NGji60NV5AaNWpw4sQJFi5cyKFDhzTe+RkzZsgGDaV3cM6cOfTs2ZOAgADCwsI4fvw4ZcuWpXr16rRt2xY3N7cSvYPqIW329vY6vRtcXFzkydebCIMrGDJQsWJFrK2t8fb2xtfXFzs7O60yLVq04ODBg8yfP58LFy7w559/UrduXRYsWMCIESMUNQbHjRtH7dq1iYyMJDo6mqSkJCwsLGjUqBH9+/dn8ODBxdJJe10cHR1p3bo1ERER3LhxQ2uhQgobUalUhYaiKglam5iYcODAAVatWsXu3bsJDg6Ww6FHjhwpe1YrsXDhQtq0acOGDRuIjIwkJycHW1tbJk2axJgxY3SOTZQ8XlNTUzW265O18HWQ2g5Q9NpWp+BE1MjIiG3btrF161a2bdsmyxo0atQIHx8fhg8frnPsM3bsWOzt7Vm5ciUXL14kMzMTa2trJk+ezKRJkxQ9tGvWrMmnn35KeHg4oaGhZGdnY2VlxbBhwxg3bhz169fXWffnz59z7NgxbG1tFY1PUpIUfVb71VEfy0G+gcrCwoJOnTrxySefMGDAAC2PizFjxlC7dm1WrFhBXFwccXFx1K9fn++//17nO1lc5s+fj729PQEBAURHR3PlyhXs7e3ZtGkTH3/8sc5kMjY2NoSEhBAQEMDevXs5f/68LPbt4uKiNU/QRYsWLThw4AB9+/blf//7H+np6UVq1EiUK1eONWvWMHz4cLZt20ZoaCjHjh1DpVJRvXp1Bg0axNChQzW8jZQoU6YMgYGBLFy4kL179/L48WPMzc0ZNGgQM2bM0MrS9i7GmbowNjbmwIEDLFu2jH379nHq1CkqVapEq1at2L59O2lpaSUyLPXo0QNra2uCgoJITk7W+oZJ/UF2dnahnvVt27bVMixVq1aNkJAQuc6HDh3CxMSELl26MH78eJ3jvpL2I23atKF3795cvHiR69evY2BgQO3atZk6dSpjx44tsfehpM+bkpJSaDinkuB3/fr1OXfuHN9//z2HDx/mwIEDmJmZ4eHhgZ+fn86Qsz///FPxu6DupV+Yd7BkcNJH71CSMFAy2r169YqrV69Srlw5LacKwT8Xg+Tk5JIFWAsEgjfK2LFj2bFjB3PnztWZelQgELwZkpOTcXJyIjU1lVu3bumd4U3wz2Pv3r0MGzaMsWPHMm/evHddHcE/DH9/f77++msWLFigGIri6elJZGQkUVFRih4FAsG/BeldWLhwoSz7IPi/RVZWFvb29pQpU4bo6GitzKnh4eF0796dMWPG8N13372jWgpKm3eqsSQQ/F/n+vXrWgJ8eXl5bN26lZ9++ony5cvLArYCgaD0UdIgev78Ob6+viQnJ+Pm5iaMSv9H6NOnD23atGHLli0aOl8CQVFkZGSwYsUK6tWrx2effaa1/8WLF4SHhzNmzBhhVBL86xk5ciR16tRhxYoVr52URfDPZP369SQkJDBr1iwtoxLka2SamZkxZcqUd1A7wZtCeCwJBO8QX19f9uzZg4ODAzVq1CAzM5O4uDju37+PkZERP/zwwxtNsy0Q/F/H3NycWrVq0aBBA1nn48qVK6Snp2Ntbc3hw4e1whkE/16io6Pp1KkTn332GYsXL37X1RH8Q1i8eDHz5s0jMDBQzkgnEPxf5uDBgwwePJhvv/1W7+Qagn82KSkpODk5YWdnx7Fjx3SGKwv+fQjDkkDwDgkODmbr1q1cvnyZxMREXr16RbVq1WjdujW+vr56C/8KBAL9mDt3LqdPn+bu3bskJydTtmxZ6tSpQ/fu3Rk7dixVqlR511UUCAQCgUAgEAj+1gjDkkAgEAgEAoFAIBAIBAKBoEQIjSWBQCAQCAQCgUAgEAgEAkGJEIYlgUAgEAgEAoFAIBAIBAJBiRCGJYFAIBAIBAKBQCAQCAQCQYn41xmW7t27h7m5OR9++KFe5T788EPMzc3lfxYWFlhbW9O4cWN69erFzJkzFdNS/9PYsWMH5ubm+Pr66lVO33ZVb8vi/uvZs2dJbulfy5o1azA3N2fv3r0a22/dusXq1av55JNP+OCDD6hWrRrvv/8+nTp1YunSpaSnpxd63r/++oupU6fi4OCApaUl9evXZ9iwYVy+fFlnmXPnzrFkyRJ8fHw03pWwsDCdZc6cOVPsZ//gwYNit0teXh4RERHMmzeP7t27Y2trS9WqVbGzs8PT05PAwEBUqsKl4y5fvsywYcOoX78+1atXx8HBgalTp/Ls2TPF4x88eMDmzZsZMmQITZo0wdLSklq1auHi4sKcOXN4/vy5zmsdPXqU+fPn4+3tTaNGjeR7/vPPP3WWCQsLw9zcnFmzZhWvUQQCgUAgEAgEAoHgHfGvE+++d+8ejo6OvP/++1y5cqXY5T788EMePHhAmzZtsLW1BSArK4uEhARiYmJITk4GwMXFhVWrVlGnTp03Uf03zo4dOxg7diwDBw5kzZo1xS6nb7sqGa7++usvjh8/DsDAgQO19jdo0IBJkyYVu07/Zp4/f07z5s2pW7cuJ06c0NjXuHFjHj16RPny5WnatCk1a9bkr7/+4vz582RlZWFra8u+fft4//33tc77xx9/4O7uzrNnz6hTpw5Nmzbl3r17XLp0CWNjYzZv3oyHh4dWubZt2xIbG6u1PSgoCGdnZ8V7uHnzJsuWLdN5j5cuXeLGjRvY2tpy6dKlYqcjvXPnDs2aNQPAwsKCpk2bYm5uTnx8PJcuXQLAzc2N7du3U7ZsWa3ye/fu5bPPPuPVq1c0a9aM2rVrExUVRXx8PJaWlhw+fBg7OzuNMt27dyc8PBxjY2McHByoU6cOSUlJXLx4kdTUVKpWrcpvv/2Gg4OD1vVsbGxITU3V2n716lVq1aql8z69vb0JCQkhLCyMunXrFqttBAKBQCAQCAQCgeBtY/yuK/B3w8fHh8GDB2tsU6lUBAcH89VXX3Hu3DlcXV05evToP9a49DZQMlqdOXNGNizpY9T6v8jChQtJSUlh+vTpWvvq1avHV199Rd++fTE1NZW337t3jwEDBnD9+nXGjBnD/v37NcqpVCpGjBjBs2fP8Pb2ZvXq1RgZGQGwZcsWJk6ciK+vL61ataJ69eoaZTt16kSvXr1wdHTE0dERNze3Ir2MGjRoUOhzbt26NQBDhgwptlEJwMDAgPbt2zNhwgQ6deok3wPA2bNn8fb25siRIyxbtoxp06ZplH38+DG+vr68evWK5cuXM3z4cAByc3Px9fUlMDCQzz//nOPHj2vUqUaNGnz33XcMGDBAI/388+fPGT58OGfPnuXTTz8lMjJSoz4AHh4e1K1bV267evXqFes+v/rqK44cOcI333zDjz/+WOz2EQgEAoFAIBAIBIK3yb8uFO5NYGBggKurK8ePH6du3br89ddfTJgw4V1XS/AvJTk5mZ9++omaNWvStWtXrf379u3Dx8dHw6gEULt2bZYuXQrkG/EKhloFBwcTExND5cqVWbJkiYYBZPjw4XTo0IH09HTWrl2rdc1vv/2W6dOn4+7uTs2aNV/7HiMjI7lx4wZGRkYMGjRIr7KSR1bXrl21jDht27Zl4sSJAOzatWvFhcEAACAASURBVEur7Jo1a8jMzKRjx46yUQnAyMiIpUuXYmZmxqVLl7S8xDZv3syYMWM0jEoAVatWZd26dQDcvn2byMhIrWuuWrWKyZMn06VLF6pWrVrs+3RycqJJkyYcOnSIe/fuFbucQCAQCAQCgUAgELxNSsWwdPHiRWbNmkXnzp1p0KAB1apVo379+nh7e3Py5EnFMupaPxkZGcyePZumTZtiaWlJgwYNGD16NI8ePdJ5zcOHD9OjRw+sra2xsbHB3d2dgwcPlsbt6MTc3Jz58+cDcPr0aUVNmqSkJObMmUObNm2oUaMG1tbWdOjQgR9++IEXL15oHS/p0PTs2ZOcnByWL19OmzZtsLKywtbWliFDhnDjxg3F+pw8eZKpU6fStm1b7OzssLS0pHHjxnz66adySJC+vIt2BZg/f77cvg8ePGDcuHHY29tTtWpVOayuKH0oXTpQ6tvz8vJYu3YtH330ETVq1KBhw4ZMmjSJpKQkALKzs1m0aBEtW7bEysqKRo0aMW3aNDIyMgqt8/379xk1ahQNGzakevXqNG/enPnz5ys+86LYsWMHGRkZeHt7Y2io3yuqHopV0LB04MABANzd3bWMUgD9+/cH0PJ0ehNIHjhdu3alRo0apXpuqQ2UNIykNpDuVR1TU1Pc3d0B/dqgVq1avPfeezqv+ToMGjSIvLw8Nm3aVKrnFQgEAoFAIBAIBILSolQMS3PmzGHlypVkZWXh5OREz549qVmzJkeOHMHT07PQcJjU1FRcXV3ZtGkTDRs2pGvXrqhUKnbt2oWbmxspKSlaZVatWsWAAQMIDQ2lYcOGuLq6kpWVxeDBg1m/fn1p3JJOunXrhoWFBQAhISEa++Lj42nfvj1Lly7l+fPndOvWjXbt2nHnzh2++eYbunfvLms1FeTVq1d88sknLFq0CGtra1xdXalYsSIHDhzA1dVV0WNh0qRJbN26FUNDQ1q3bo2bmxtmZmb8/vvvuLq6aok+F8W7bFeJO3fu0L59e4KDg2nevDnu7u7ypL00GDlyJLNnz6ZmzZp07tyZvLw8Nm/eTJ8+fcjIyMDT05OVK1dSr149OnToQGZmJuvWrdPwbinIvXv36NixIyEhITg7O9OxY0eePHnCwoUL6du3L1lZWXrVUTLkdezYUe/7u337tvx3wXC2mJgYAJo2bapYVtp++/ZtRUNaaZGZmcnvv/8O5IfBlTZSGxS8/7S0NO7cuQMU3QZSWxWHhIQE+b0ueM3XpVOnTgBvxbgrEAgEAoFAIBAIBCWhVDSWxo0bx7p167CystLYHhkZSf/+/Zk1axZ9+vRRDKE5ePAgXbp0ISgoCDMzMyA/FMjDw4MrV64QEBDA5MmT5eNjY2OZNWsWhoaGskFAIjAwkFGjRpXGLenEwMAAR0dHTp48yfXr1zX2ff755zx48AB3d3c2btxIxYoVgXwdln79+hEdHc3UqVPZsGGD1nkjIiJwcHAgKipKnpxKRp3jx4+zbNkyli9frlHm22+/pW3btpibm2tsP3DgAMOHD2fSpEm4urpSoUKFIu/rXberxO7du/Hy8sLf359y5cqV6rkfPHiAsbExERER2NjYAJCYmEi3bt2IiYmhW7duVKhQgcuXL8shT/Hx8XTs2JHg4GDCw8Np06aN1nl37dpFjx49CAgIkNv6zz//pE+fPoSHh7Nw4UK++eabYtXxxYsXXLhwAUNDQ1mgWh+k34ijoyO1a9fW2CcZJ62trRXLSttVKhX379/ngw8+0Pv6xWHPnj2kpaVRrVo1unfvXqrnlgyBAL1799bYd//+fflvXW0giWnrE3rm7+9Pbm4uVlZWsm5UadGoUSMqV67MH3/8wZ9//lmo2LdAIBAIBAKBQCAQvAtKxWOpW7duWkYlgFatWvH555+Tk5PDoUOHFMtWrFiRVatWyUYlyA85k7KDFQylW79+Pbm5uXh6emoYPwC8vLzkUJY3ieRBI4VPQX568AsXLmBiYsIPP/wgG5UgX4flhx9+AODXX39VDJcxMDBg1apVGh4P5cuX56uvvgK02wGgV69eWkYlabunpyeJiYmcOXOmWPf0d2hXyM/ytXjx4lI3KkksXLhQNioBVKlShREjRgBw/fp1/P39NXR06tSpg5eXFwCnTp1SPGeFChVYtmyZhgGvVq1azJ07F4CAgIBiey3FxcXx8uVLatasSaVKlfS6tx07dvDbb79hZGTEggULtPanp6cDaPw21VHfnpaWpte19UEKgxswYABlypQp1XP7+flx7949atSogZ+fn8Y+6f5BdxtIIYLFvf+TJ0/i7+8PwNy5cxWz0L0OBgYGNGzYEIDo6OhSPbdAIBAIBAKBQCAQlAallhUuMTGRI0eOcP36dZKTk8nJyQGQQ09u3bqlWM7JyUnRKNWgQQMgP4uTOmfPngWQJ/sFGThwoE4jVmmRl5cHoJE1SqpXly5dsLS01CojCfHGxsZy7tw5rfpbW1traQOB7naQePz4MUePHuXmzZukpqby6tUrANmb6tatW7i6uhZ5T3+HdoX88K/KlSu/kXMbGxvTuXNnre1SKndra2saN26sc/+TJ08Uz9upUyfFEKju3btTpUoVEhMTiY6OLpY3y19//QWgJRJdFKdOnZKNsbNnz8bZ2Vmv8m+LO3fuEBoaCpR+GNyiRYvYuXMn5cuXZ/PmzXq3ob5cvXqVYcOGkZuby8iRIxV1m0oDKfT22bNnb+T8AoFAIBAIBAKBQPA6lIphaevWrcyYMaNQXRZdHgC6QlIkb42Cnh6SoHfBMB8JXdtLk4SEBAANbyHJ8FPY9W1tbYmNjVU0EulqB8mTKzs7W2vfggULWLJkiWzEU6K4nhd/h3YFNLyJShsrKyuMjbV/8pL3iq5nIHmx6PI6KqxtbGxsSExMLFSIXp3U1FQAvbyVwsLCGDRoEC9fvmTatGmMGzdO8ThTU1OSkpJ0vqfq2/X1lioukrdSq1atZE+cgsycOVN+x9QpTKtt5cqVfPfdd5QrV44ff/xRMWRRXbA8IyND0YApeTUVdf83b97E09OTlJQUBg8ezMKFCws9/nVQDxEWCAQCgUAgEAgEgr8br21Yunz5MhMnTsTIyIjZs2fTvXt3rK2tMTExwcDAgC1btjBx4kRUKpVieX2zXr1rVCqVLOxrb29faufVtx327dvHggULMDU1ZfHixbRv3x4rKysqVKiAgYEBc+bMYenSpTrb/e9K+fLlS1y2qHtV9zBT4k3+Fov7HCRjR3ENghEREXh5eZGRkcGUKVPk0EklbGxsSEpK4uHDh4r7pe0GBga8//77xbq+PuTm5rJr1y6gcG+lvXv38uDBA63tugxL69atY+bMmZQtW5Zt27bRtWtXxePU7+nhw4eKhiUpTLUwA+cff/xB7969efbsGQMGDMDf37/I39brIBkblcJeBQKBQCAQCAQCgeBd89oz6T179qBSqRg5ciRffvklDRs2pGLFivJESz1LVWkgpSZXF+JVR9f20uLo0aOy54CUsUm9XvHx8TrLSvtKI736nj17gHzvjuHDh2NnZycb80D/dn/X7VocJP0ada0cdd5VHQsTepbqpCRcr0S1atWA/NDSojh//jz9+/cnLS0NPz8/Zs6cWejxjo6OAERFRSnul7bXrVtXw7untDh+/DiPHj3C1NSUjz/+WOdxV65cITk5WeufEhs2bGDatGmyUcnNzU3nec3MzLCzswOKbgOprQpy+/ZtPDw8ePLkCV5eXqxevfqNG8el34L02xAIBAKBQCAQCASCvxOvPSOSBKyVPByysrLYt2/f615CAxcXFyA/e5gSkkfEmyAlJYUZM2YA+UYlBwcHeV/btm2B/MmzpJOjTnR0NFeuXMHQ0JCPPvrotetSWLs/e/aMkJAQvc73Ltu1uEjGL116XUePHn2b1ZEJCQlR1L85evQoiYmJVKpUCScnp2Kdq1GjRpQtW5ZHjx4V6rV08eJF+vXrJxuVvv766yLP3atXLwCCgoIUw+F++eUXADw8PIpVV33Zvn07AJ6enqViuNq0aRNTp06VjUrFyTAntYF0r+qkp6dz+PBhQLkN7t69i4eHB48fP8bLy4u1a9e+caNSXl4eN27cACj2b0ggEAgEAoFAIBAI3iavPSuSxKV37typMRHOysqSMzSVJiNHjsTIyIjff/+d/fv3a+z79ddfOXjwYKleD/LDmIKDg+nSpQu3b9/GyspKzvIm4ezsTIsWLXjx4gUTJ04kMzNT3peQkCALK/fr10+nlo8+SO2+detWXr58KW9PSUnB19dXDp8pLu+iXfWlefPmmJmZERcXp2Xo2rNnj5xm/m3z4sULJk+ezIsXL+Rtjx8/lj2IPv3002KH+FWoUIEWLVqQl5fHxYsXFY+Jioqib9++pKamFtuoBPnZGx0cHEhJScHPz4/c3Fx535YtWzh16hSmpqaMHj26WOfTh4SEBNlo4+Pj89rn27p1K35+fnoZlQB8fX0xMTHh5MmTbN26Vd6em5uLn58fKSkpNGvWTEvkPT4+Hg8PDx49eoS3t/dbMSpBvgh/amoq9erVK7bXm0AgEAgEAoFAIBC8TV5bY2nw4MGsXbuWmJgYHB0dcXZ2xsjIiLCwMLKyshg9ejRr164tjboC4ODgwDfffMOsWbPw8fGhRYsW2Nracvv2bS5dusSYMWNYvXp1ic+/fft2OUPay5cvSUhIIDo6WvYQatu2LStXrlTUYNm4cSMeHh4cOnQIR0dHPvroI3Jycjh79iypqak4OjqyePHiEtdNHV9fX3bt2sXRo0dxcnKiRYsW5OTkcO7cOUxMTBgyZIgslFwc3nS7lgYVKlRg+vTpzJgxg9GjR7Np0yZq1KjBzZs3iYuLY8qUKaXWvvowYMAAjhw5gpOTE87OzmRlZXHmzBkyMjJo1apVobpHSvTs2ZPQ0FBCQkLo2LGj1n7JqFS5cmUePXqEr6+v4nkmTZokGyAhXzspICAAd3d3du3aRXh4OM2aNePevXtcvHgRY2Nj1qxZo5jhbtu2bWzbtk3+/9OnT+VrSN5H1atXZ8eOHYp12bVrFzk5OTRo0KBY2fEKIyYmRtZtq1OnDnv37mXv3r2KxxbUZapRowarV6/ms88+48svv2T79u3Y2Nhw6dIl4uPjsbS0ZOPGjVqaSUOHDuXhw4eUK1cOgLFjxypeb+jQoVoZ+RYtWqToTTdw4EA5vNPR0ZElS5ZoHXPy5Ekg/zchEAgEAoFAIBAIBH9HXtuwZG5uzsmTJ5k/fz7Hjx/n2LFjVKlShU6dOjF9+nTCwsJKo54aTJgwgXr16uHv709MTAxxcXHY29uzdetWnJycXssAEh4eTnh4OJCfLczMzIzGjRvTtGlTPv74Y5o1a6azbJ06dTh9+jT+/v4cPHiQI0eOYGhoSL169fj4448ZNWoUFSpUKHHdlK41b948QkNDOXLkCJaWlvTv35/p06cTEBCg9znfZLuWFmPGjMHCwkI2ZsbFxeHk5MT8+fOxtbV9J4al2rVrExISwty5czl9+jTJyclYW1vTv39/Jk6cqPczHzx4MN999x2BgYHMmjULIyMjjf2S3lBKSgo7d+7UeZ5BgwZpGJYA6tevz7lz5/j+++85fPgwBw4cwMzMDA8PD/z8/HSGW/35559cuHBBa3tcXJz8d2GC35LBqTDR7uKSkpIii6HfvHmTmzdv6jxWSfDb09OTOnXqsGTJEsLCwoiJiaF69ep88cUXTJ06FUtLS60ykmE5Ozubn3/+Wef12rZtq2VYunv3rmLbSUkAANlgVZCdO3diaGjIiBEjdF5TIBAIBAKBQCAQCN4lBsnJyf+stGECwd+E+fPns3DhQqZNm6a3V1JRTJ06lQ0bNrBz507c3d1L9dyCfwaXL1+mY8eO9OrVSy/vQ4FAIBAIBAKBQCB4m7x5kRCBQKA306ZNo3LlyixatOhdV0Xwjvjuu+8oW7Yss2fPftdVEQgEAoFAIBAIBAKdCMOSQPA3pGrVqkyfPp2oqCid+kGCfy9hYWEcPXqU0aNHU7du3XddHYFAIBAIBAKBQCDQyWtrLAkEgjeDr6+vTmFuwb8bZ2dnWUtLIBAIBAKBQCAQCP7OCI0lgUAgEAgEAoFAIBAIBAJBiRChcAKBQCAQCAQCgUAgEAgEghIhDEsCgUAgEAgEAoFAIBAIBIISIQxLAoFAIBAIBAKBQCAQCASCEiEMSwKBQCAQCAQCgUAgEAgEghIhDEsCgUAgEAgEAoFAIBAIBIISIQxLAoFAIBAIBAKBQCAQCASCEiEMSwKBQCAQCAQCgUAgEAgEghIhDEsCgUAgEAgEAoFAIBAIBIISIQxLAoFAIBAIBAKBQCAQCASCEiEMSwKBQCAQCAQCgUAgEAgEghIhDEsCgUAgEAgEAoFAIBAIBIISIQxLAoFAIBAIBAKBQCAQCASCEiEMSwKBQCAQCAQCgUAgEAgEghIhDEsCgUAgEPw/9u48OpLzrhf+t7bepda+jDQjze4Zz4zHnrHHzmLH2UzITnYIhAA35ObCfUkOvBDgchMu5LIEXnIDIRCykuQCuQlxQq4TnDiOjZcZ27PZs2/SaF9732p9/5DV6lJVS92tltQtfT/n+JxR1VNVvy7JT3X96nl+RUREREREFWFiiYiIiIiIiIiIKsLEEhERERERERERVYSJJSIiIiIiIiIiqggTS0REREREREREVBEmloiIiIiIiIiIqCJMLBERERERERERUUWYWCIiIiIiIiIiooowsURERERERERERBVhYomIiIiIiIiIiCrCxBIREREREREREVWEiSUiIiIiIiIiIqoIE0tERERERERERFQRJpaIiIiIiIiIiKgiTCwREREREREREVFFmFgiIiIiIiIiIqKKMLFEREREREREREQVYWKJiIiIiIiIiIgqIq93ALS5Xfl0EMmrRf4MBQuiB5BDFnwdBkJ7dLQe0yAHrZL2c/unYiUfs1hbLSZg+kkPEpdl5CZEGFkBggxIAQty0IK3zYC/x4S/x0DDHh2iYt9+7CEvxr/vsy3b9WtJNOw2XI937uMNUGcX8r2eFhO3/veEa1siolVhWZCnHoY88X3IkeMQchMQtBggBWB622CED0NvewW0LW8HJL/rLryX/yd8V/7UffcQANEHS2mCGeyH3nwPtN53wwztKSk8ITeNhh/tg2BptuWmtxOJV54DxOJfbYT0IBp/fJszJkFC4v4zsPy97ttlhtDw48MQLGffHb//DKxAX/GATQ0NP9oHUZ22H1P0IPGqS7A8zcW3JSJaJQePmxjKVb79Vi/w/DERrz9j4gn3r9EQAQQkoF0BbgkCD7QIeHcn4BMF1/b/c8DEn960L/vuIQEvb3K2L6Xt41ELbzzrvG8Iy8CFYwICknscT8cs/NQZ53YAEL3XPi7DLY5CEoCQDPT5gGONwLs7BBxpdD8uUT3jiCWqXZYAMydAnRERv6Bg9EE/zv+PBiQuSWty+MhJBef/uAHj3/chdV2GnhJhGXMxaRERmWEJ0dMejH3Ph+t/H0Ruiv87EVF9k6InEXr8pQg+8054b34BUuIcRHUagqVB0GOQUtfgGf0mAmd/HQ2PHIIy/PWyjyHAgmBmIObGIM8+Bd+1v0ToJ3fDc+2vStpeGf0XR1IJAMTcBOSpH5YdDwAIlgHP4BeKrvcO/INrUqkU8uQPHEklABBMFcroNyraJxFRPTABJA3gRhZ4aAb4jSsW7nrGwuW0e9JmrcR04F8mi6//u9HqxWe8eLyzSeBzo8CrTlv40CUTmrm+54Co2ngnTHXFyAi48eUAjMzqHic1KGHgH/0wc3yiQESbgzz2IIJP/RSkxPmS2ovqFAJnPgTf+d9b8bEFmPBf/Bik2aeWbetZIpm11Lpl9zv0ZcDIOlcYGShDX6l8v0vEVElijoiont3MAe+/YMGy1jex8vdFkkejOQvfdT4LqKqvTwC/eZWJJdpYOBWOas7+P4jP/cMSkB0XMfwtH9SZhVFKRmpuBFPzHc4n1tUy8UMvYC4klaSgia4HcghtNyD5LRgqoE6JSN2UEL+gIDu6NqOoiIhWgxg7g8DpD0IwVdtytfut0Lb+PEz/NgjaLJTxf4Nn4LO2dt4bfwMzuBNq3y8teYz07Z+H3nR07njZcXiv/CmU6UdsbZSRb8BouWeJOM9Cir9QdL08+X0IaqSi6WWiOgNl9JvQtv6cIyZRi5S9P2Bu2p48+XDR9XLsNMTEeZgN+yvaPxFRpb5/WIDuktt43WkLowWXgi0e4KHDzget8hLPXs/cNbcypgNPxoCP37CQMRfWn0sBZ5LA4YZKo1+586m5qXKLp9l9YdRyPS/l+PwtAo42zv17UgW+NWXhb0fsbb4yDnx4q4V+Px9i08bAxBLVHG/rfG9uwdtmwsjlMPiVgK2NOru6nXDquj1R1POWLFrvsieyAj0mmg7r6HlTDpkREUqTCSKieuQ//3sQTPtQ0Oye30du92/alhnNd0FrfxWCJ37GNjXMd/HjULe8DVDCRY9hejvytYiMQB8yt30Gyo9usbURM0sUqoBz9I8evh1idgxibhzAwvQytf8DS+6nkAUBAuauO57BzzkSS96Bv3NtW4rF0/ZMbzdMXxfk2KmFzzT0dWT3/1HJ+yQiqoYer/t3aUmwFv0M9PnK+95d2P5QCBjKWvibRYmVG9n1SSwJQL4X/9yoPbGUMy18ady9bTk6PAvnoM8H3NkoYEYzbdPvLACPRYF+91KFRHWHU+Go5gku1zIpsLrDR42M/aBmdukLqr/HhBxYsgkRUU0SY2chz/6HbZnReAC5XR9xbW+03Qd12/ttywQ9VsE0NGe/ailNxZubGpTR/2NbpPX+LLQtP2NbVu70Mr39lfl/y7HTkCIn8j9LM/8BKXGuoO2rytr34nOi9bwdWs+7bMuU0W8Apl7WfomI6skOl1E5oXUa7P/KggGt35sGhrML9xTfnASmC54jv6qK71a406Vg9/TqTb4gWnNMLFHNyc0Ic/9Ni4idkzH2Pa+9gWih8ZbV/RIuN9gTVyPf9mHwa35ETirITYtY52nhRERVI0//2LFM7XkPIBT/iqBufa9zP1PO/RQSc5MQ0oMQ0oOQIifgP/tfHG30jgeKx7moCLYlKNC2/AzUnnfa2704vaxUWtebYHq78z97Bv4+/29vwb9Nbze0rjeVvF+3aXtqz7ugbXkbLGFhwPhKio4TEdWDxcW6JQD7g+sTyy90CfC9eHkzAHxhbCG2wrpLdzQAR6o4oupiynnz0MS5Q7SB8M+Zas75P2wsvlK0sPUdGXhaVjez03RIw9RjCwktyxAwe8KD2RMeAIDktxDo09GwV0fzHRo8TaXHc/WvQ1WPl4ioUlLigmOZ0XTHktuYDQdgiR5brSUpuXQyJ3Dql5dcr/b+LLQtbyu63jENruPVsDytsDytMEJ7ISUvLbQtZ3qZIEPtez98lz8BAFDGHkR23x8DlgZ54nsL8fX9EiCU/oh9cbxGw60wGw/Mxd52P5Sph21t9c6fKnnfRES1bPDFUUBxHXg8CnxpzL7+PZ3Fp+KtthYFeHs78NWJuZ+/Mg78dp+F0wngdHKh3a9uEXA9s/L7jUnVwjennOcAAO4pPnucqO5wxBLVlbZ7VDQfWf1xo10/lYO3o/irpY2MgMRFBaMP+nH+Dxsw8h0fKnwTNRHRuhLUGccyy9O+9EaiDEuxzxEQ1NmKY9CbjyG753eLjpJyK4Kt9rw7/29t0ailcqeXqdveD0uce3AgWBo8N78Iz+Dn83WkLNHrmP63JJdpe0vFO190nIhoI7jthIXbTlh4+UkLv3vdQu7F/IwA4Gc7gb/cvb4Fq3+1Z+H409rcFLjC0UodCvDWZS6DS3njWQtNj5loeszEnqctfPSahcW3CT/dCuwLsnA3bRxMLFFdmX7Ci8t/EYIWX92OWA5a2PPhJFpfkoMgL/20wjIETP7Ii5Fv+1Y1JiKijUqOHEfDY/dAmn3adf3iItiWHIbesTDCR93yDlgFNZvKnV5meduhdb81/7Pn5hfhufnl/M9a91thedtK3p9j2h5EaD1vX9hf1+thSQujV+eLjhMRbVQSgD/eIeAze0V4xPVNqBwMCbinYILE/zdk4TsLXTZ+sRurGuPLw8Bn9zKpRBsLp8JRzbn9UzEAgGUBelzAzAkPxv5tIWmTnZAw/C0ftv9iwRuMVtI3C+6JIzkAbHtXFlvemEXiooLkNQmpARmZUREwnQec+g8POl+Tg9K4dCKq/31pBPrcn6Rf+VQIWoz5XiJaO5an1bFMUKcA7Cq+kalD0OwjbCxPy5LHSd79XRitL39x/xFIM4/B//xvQHxxP4KeQODUryBx/0ngxdFD8xxFsLvfAkgF05UD22C03A159inbNuVML1P7PwjPyD8DmEtMFcpt/2DJ+3GLV2+7D5ZvoY4TpAC0rtfnjwfMFR0v5212RET1xADwu9ct3Mha+PNd7t91RaHS97C9uH0ZbT/YI+Cp+NyxrhTcUigC8Evd1U/6hGXgrgbgPZ0C3toOCG5vJyKqY0wsUc0SBEAJW+h6TQ7pQQmx55X8uuhpBXo6k38Tm+RzXoRMDRAVx2IUlAR5cdul45ADQPMdGprvmHtabuSA+AUZow/6oc4WXMJMAelBCeGDS0+/kBtMeFvdL5pllO8gIqoKo2GfY5kUPQmj5Z6i24iJF2z1lQDACO0v+ZiWpxl695uRy47Af/53F/abHYY89UPonT+9sMylCLZn6MvwDH0ZS5mfXmZ5Snutj9F0O/SmuyBHT9iW683HYIYPl7QPwH3anjL9Y4S/t8Qb77BQdNxsKP08EhHVoui9InKmhVMJ4CNXLJxPL6z73Chwe8jCz3Y5EysNLt+Dc6b7MTIuyxvLuLN9QxvQ6wWGc/blb2kDulZY/+nztwg4+uKIKAlAgwyEZSaSaGPj0AiqC972RVcPS4A6s/Dn+mwbbQAAIABJREFUqzQ5ry65afc/78Ltim27FMkLNB/WsfWdGcc6Q+VFg4jqi952v2OZZ+SfsdTrLz1DX3Pup925n+WYgZ2OZWLqmv1Yi0b/lKqS6WVuI4bKHUW0eNpeOTxDlX1WIqJa4xUF3B0W8M2DgiNh9PEBC0nDeY3p8ToW4UbWff8DLsu3uGxfjCQIriOTPtCz8u/yHR6gzyegzyeg1ycwqUSbAhNLVBfSQy6PMAr66OB2Z+Xs6CnncKXEJQl6yv5nH9rhHGE0+DU/omdkWEvknMycc5nSUF6SiohovZnhQ9BbXmJbJsXPwnvtr1zbSzOPw3Pzi7ZllhyG2vueso8txU87FxYO3XQpgl0OpcyklNb9ZpjehSlrprcbWteby9pHpYkwoPyi40REta7bK+C/9toTKxMq8LkRZ9u7XF4M/a9TzgRURLPw6KL3HezxA61KeQmcX+wGfAW3BXc0AHc2MglEVAlOhaOak5tZ6ND1uIiZEwqSV+x/qqLHgq9jIYnTdFDDSNC0JY3G/90LUxcQPqhBVCykBmRbraZ5rfeojmWpAQmzJzyQQybCB3UEd+jwdZqQ/BbMHJC6IWPs+/bHIoJiIdjPV8MRUf3J7P8EQk/+FARz4RGw79LHISZegNb7XpiBbRDUWcgT34P3xt9CsOzJj+wtfwAoS0/1EnOTMNODAABBi0Kefgzeq87kldF4W/7fi4tgA0Dynh/A9HW5HkOOHEfg9MIIo7Knl4kKMrf+KeTI3HQ4veUYIJb+Vclt2l769i9Cb7rDvX1mCKGn37Dw84tFx8upDUVEVOs+0AN8ehiIF3xN/psRCx/oAYLSwvf+bq+A1zRbeLggafRkDHjPORMf2CKgyzNXD+mPByzbvgDg5yuoi9SiCPizncDlzFzy6oEWJpWIKsXEEtWc83/o8rhikdaXqLbarqIH6HlrFoNfDSwstObe1jb5o+LjYltfkkNga/FRRnpSxMxTHsw85SnaZl7HK3KL680SEdUFM3wY6cOfReD0B2y1kzyj34Rn9JtLbpvb/iGofb+87DECp5Zvo4cP22o7LR79Y4T2wmg5VnR7zdsJS/owBCO1sI+hryO7/4+WPXY+hu43Qe9+U8ntCy2O15IboXW9wb3gHwAj0Acj0A8pPWDbBxNLRLSRhGUBv7TFwl8NLSyb1oAvjAK/vtXe9o92Cnj6lIVEQeLooRngoZni07MPhYBf6S66ekm/0C1gZW8BIiKAU+GoDjUfUbHljc6J1S13atj67jQEpbS3SbTfm8PWt7tP3JYD5b2RovUeFd0/7TI3joioTujdb0HqnodghJzFvN2Ynjakb/sMsvs/UZXjG40HkD7yNUCY+2riVgRb73hg6Z1IPuht99oWrdn0Mpdpe1r7K4smleYt/kzzRceJiDaSD/UItmlnAPDpYQuZRbWW9gbm6jL1llgv6eVh4BsHBPglJoeI1hNHLFFNEyQLoteCp8VCsE9H8xENoZ3Fp5u13aMhfEDHzNMeJK9IyI5L0NMCYAKS34KnzURou4GWu1X4u4qPVNr9GylkhkUkrshID0rITUlQowLMrADLmnsLnafVRLDfQMudGoJ9nAJHRPXPaDqC5L1PQp56GPLEQ5AjxyFkxyHocUAKwPS0wQgfht72Cmg97wAkf0XHsSACchCmtxtG+CD0ztdD636zrb6SWxFsbbnE0ottlImH8j+v1fQyt2l7yybCXmzjHfi7/M/zRcfLLRpORFTLOjwC3ttp4R/GFpZNasAXx4AP9drb3tUo4Nk7gW9OAj+YtXAmCcxoQMYAQjLQ45mrh/S2DgH3NzOhRFQLhGg0Wt7QDCIiIiIiIiIiInAqHBERERERERERVYiJJSIiIiIiIiIiqggTS0REREREREREVBEmloiIiIiIiIiIqCJMLBERERERERERUUWYWCIiIiIiIiIiooowsURERERERERERBVhYomIiIiIiIiIiCrCxBIREREREREREVWEiSUiIiIiIiIiIqoIE0tERERERERERFQRJpaIiIiIiIiIiKgiTCwREREREREREVFF5PUOgGrTU089hWg0ClEUcd9998Hn8613SFRlN27cwMWLFwEAt956K7Zt27bOERFRtbAP3/jGxsZw+vRpAMCOHTuwd+/edY6IiNYS+/mNzzAMPProo1BVFX6/H/feey9EkeNCqDYxsUQOExMTiEajAIDu7u78hSqVSmFqagqzs7NIJpNQVRWGYUBRFITDYfT29qKzs9N1n5ZlYWhoCKOjo0gmkzAMAz6fD+3t7dixY0fRi2E0GsXAwAAikQhUVc0fq6+vD21tba7tx8fHEYvFEI/Hoet6ft2xY8fQ0tJS9vmoh88NAJFIBIODg/ltJElCY2Mjent7sWXLFkf7rVu34urVq9B1HdeuXUNPTw8kSSr7/BBRbannPhwovy9bTjwex9TUFCKRCFKpFFRVhWma8Hg8aG5uxrZt24peG0zTxMDAAMbGxpBOp2FZFvx+Pzo7O7F9+3YoiuJof/PmTUSjUcRiMaTT6fy6lpYWHDt2zHGM4eFhPP/88yV9loMHD6K3txcA0NXVhUAggHQ6jcHBQfT19fHGkmiTqJV+fmhoCJFIBLFYDKlUCpZlAQD8fj9e8YpXONrPzs7i+PHjJX3GXbt2Yffu3SW1zWazmJiYQCQSQSKRgKqq0DQNiqKgoaEBPT096OnpKbr92NgYhoaGEI/HYRgGvF4vWltbsWPHDgSDwaocS9M0DA0NIRaLIRaLIZPJ5Nf19PTg0KFDjm0kScK2bdtw9epVZDIZ3Lx5E/39/SWdE6K1Jv3O7/zOx9Y7CKotp0+fhqqqAIBDhw7B6/UCAC5fvoxr164hlUpB0zSYpgnLsmAYBlKpFMbGxqCqKjo6Omz7M00Tzz33HAYHB5HNZvPbaZqGWCyGkZERtLS0OC5YQ0NDOHXqFBKJBHRdtx1rdHQUANDa2mrb5saNGxgYGEAmk4FpmrZ1vb298Pv9ZZ+Pevncp0+fRjKZzG9jmiYymQwmJiaQSqXQ2dkJQRDy24iiiFwuh1gsBl3X4fF40NTUVPb5IaLaUu99eLl92XLOnj2LoaEhpNNp2+fWdR3JZBIjIyOQJAnNzc227VRVxfHjxzE6OopcLpffTlVVRCIRjI+Po6Ojw5Zc0nUdJ06cQDKZhKZptv35/f58UqhQPB7H5ORkSZ+ls7MTjY2NAJA/B9PT07AsC5Zlob29veTzQkT1q1b6+WeeeQbRaDQfyzxFUVwTIJlMBiMjIyV9xtbW1pIfCN+8eRMXL160JdOAuRE/89ePeDyO7u5ux/Xj7NmzuHLlSv7eYf76EI/HMTQ0hHA4bEsuVXqsVCqFU6dO5a9vhRobG4sm/BoaGjAwMABg7nrR399f1jWQaK1wLB3ZzGffASAYDOa/wBYKBALYtm0b9uzZ4+g0b968ienpaVv7S5cu5ZcJgoDe3l7s2rUrn+TRNA1nzpzJd8wAEIvFcO7cufyTj6amJuzZs8f2pfnq1auuX8a9Xi/a29vR3d1d6WlwVaufOxqN5qe0AXMXoF27dqGnpycf49jYWP6iVKjw6f/NmzfLPidEVFvquQ9fSV9WilAohP7+fuzevdtxU3X58mUkk0nbsnPnziEejwOYe2rc39+PHTt2wOPxAADS6TROnz6d/4zzRFFEQ0MDent7EQgElo0rHA7jlltucf0vHA7b9rt4lFdXV1f+36Ojo7bfARFtTLXSz88LBoPYsmULGhoalo3d7/cX7e8W92/FRrUuxev1ore3F3v27EFvb69t2tjk5CSGh4dt7QcGBmyJru7ubuzevRuhUAjAXMLtzJkzyGazKz4WMNePh8NhbNu2zTHitRiPx5N/CKOqKsbHx0vajmitcSoc2RR2goVfWIG5L+VHjhxxfCFfPIx/amoqfzHQNM2WsNixYwf27NkDYK7zfvzxxwHMfUEfHh5GX18fgLmn1vNf1gOBAI4dO5bvsJ9++mlEIhEAczcmhfHs2bMH+/btAzA33HZsbKzSU1E3n7vwdybLMo4dO5a/WImiiKGhIQDA9evX0dfXZ7vwNTU1wefzIZvNIpVKIRKJOJ7aE1H9qOc+fCV92VKam5uxa9cuR9925coVXL16FcDcFJDp6en8zUQikbB9ed+3bx+2bt0KYO4p+jPPPANgLoE2PT2dT5gpioLXvOY1+diOHz9umw7npqGhwfWGzDAMXLt2Lf9z4XSXeT6fD83NzYhEItA0DRMTExVNFySi+lEr/TwA3H///fkyCmfPns0nvIrx+/3Yvn2767r5Ph6Ymzpczih6n8+HQ4cOYcuWLbYk2pYtW3DixIn8z9PT0/m+3LIs3LhxI7+uu7sbhw8fBgD09fXh0Ucfha7r0DQNg4OD+Tp2lRwLmPvdvPa1r81vMzU15RjZWkxXV1c+8TcyMsJ+nmoSRyyRzczMTP7fizv0/v5+x4UKcF7UCp/eTk1N2aakFQ7zDIVCti/TU1NT+e0Ln2K3t7fbbiAKjxeLxZDL5fI/r0aNoFr/3IVztH0+n+0JSOFxVFVFLBZzfI7C3/PiJ1hEVF/quQ9faV9WjFtSaXEc83Ev/ixubdva2iDLC8/lJiYmbG2rVVh1aGjIdtNR7GaMfTjR5lIL/fy8an3vnp/qPK9Yf1fMli1bbKNb57W2tuZHmQKwfc5YLGYbiVR4jhRFsU3DK+znKzkWMHdtqHQKW+HveXZ21rFvolrAxBLlZTIZ2xf7wiH4S1k8faBwu8XrFk8LKPx5/ilHOp22DbVdvM3iOknLPR1ZLbXyuQtvvrLZrG3e9uI43M5VYdzzowiIqP7Uex++0r6sXIU3MYD9i/v8FLj5uBZPWSj8DItjqwbLsmxT/trb24tOM2EfTrR51Eo/X22FI4dCoZBrcqwSuVzOlqAv/NyF/Tyw9OdOp9PLJnOWOtZKhUKhfBLPNM2yHq4QrRVOhaO8wuH6oijmCwEuRdd1nD9/Pv9zMBi01TZaXMyv8CkvYH/SMd928bDQxU9DFu9j8THWQi197vb29vyUP13Xcfz4cXR2diKdTucL5M5zG3JbOLViuSkbRFS76r0PX2lfVo5cLodLly7lf25tbbWNairc/+J4Fy9bjWvQ2NiY7eZxx44dRdsW9uGZTAaWZbGwK9EGVSv9fDVFo1FbUrzc0UrFWJaFF154IT86y+v1Ytu2bfn1iwtoL/W55wuZFzvfyx1rpQRBgNfrzf/+U6kUS1dQzWFiifIKLxalFJTL5XJ47rnn8llzn8+HI0eOlDUNYHHR09Xaphhd121zuufJsmybF12o1j73li1bMD4+np96Eo/HHU9h5rnFWPi7Xo8kHRFVR7334ZX0ZZlMxrWQqc/nK/oCh1QqhWeffTb/BT0UCuXrapQT72oqfHofDoeXfDNS4e96/uancDoGEW0c9dLPl6Owv/P5fK71gwrbFCqWhNJ1HadPn85P3ZNlGXfccceSfWOln7OSY1XC4/Hkr1srfbhCtBqYWKKKxONxnDx5Mv9ENRAI4OjRo7bXcQJwdKq6rtsuhIXDSufbLr5QLn4DxeKfV9Jxq6pqewvRPL/f75pYqsXPLQgC7rjjDty8eRMjIyNIJpMQRTH/ROrChQv5bUp5skVEG99G6csymYxrH97S0uKaWJqdncXJkyfzX8rD4TCOHj3q+JyFn8HtLUiFT7qrffMwMzNjS6hV6+k9EW0uq9nPV0sqlbLVL+rv73dNern184B7/5jJZPDcc8/lp+15PB4cOXLEUY9quWtVYT8vCIJrIq/UY1XDejzkICoHE0uUV3ixWCoTPjU1hdOnT+c73KamJhw5csT1YrO4JkQ6nbbNOS6scTHfNhAIQJKkfAe/eHrW4p9Leb1pNdTy5xYEAX19fbY3dQBwPMl3u9AV/q75lJuofm2EPnwlfdlyhoeHce7cufxNUkdHBw4fPuxafLaxsTE/LU/TNKiqmj8/lmXZpqnNv0muWgqfzAcCAUfR3cUKf9fFbn6IaGOolX6+WgrfILrUbIFSRaNRnDp1Kl+Uu1gyDXD/3I2NjfmfC/v5QCDgSHiVc6xqKPx9s5+nWsTEEuUVFiM1TRO5XM4xwmVwcBAXLlzIXwS6urpw6NChom+FaGtrgyiK+S/yExMT+YtVIpGwFQycL9QnCAI6OjryX+rn31Yx36EX3mA0NTWtaBROIBDA6173umXb1frnLrzpmZfNZm01RFpaWhyFCefbzXNbT0T1YSP04eX2ZS0tLSX14ZcvX8a1a9fyP/f19WHfvn1FaxG1t7fbjjkxMZG/4ZmenrY9yS58g9JKJRIJ21uX+vv7l62XVHjz4/f7WV+JaAOrlX6+GlRVtdXP27p1q2tNOwAl9fMTExM4c+ZM/qFGc3Mzjhw5UjQJEw6H4fP58t+Dx8fH84l8VVVtb99b3M+Xe6yVsizL9hZsfl+nWsTEEuUFAgFbBxuPx9He3p5ff+PGDdtQVJ/Ph6amJty8edO2n8LaFoqioK+vL/8E9vr161BVFV6vFyMjI/lt/H4/enp68j9v374d4+PjsCwL6XQax48fR0dHByKRCKLRaL7dzp07bceenp7Ov265MGECADdv3szX7mhra0NbW1tJ56UePvezzz4LURQRDofzc7DHx8fzNz+iKOKWW25x/XyFb5ZgIUCi+rUR+vCV9GXFnD9/HoODg/mfQ6EQ/H6/7a1r88vnz1dDQwO6urrySbALFy4gmUxCkiTb+QqHw45rSeE5LhydlU6nbevcPkfhaCWPx4Pe3t5lP1/htLnVmH5BRLWjlvp5ALh27Vp+JE3h90lN02xx7Ny505F0GRwczCdmRFFEf39/eSejwNjYGM6cOZNPpimKgvb2dgwPD9vaFY6KEgQB27dvz0+znn8YEgqFMDo6mo9t/vys5FjA3DkpfMBROAIpFovlz5eiKI5rYzKZtJ0r9vVUi5hYIpvW1tb8RSQajdouVotfMZrNZkuqbbFnzx4kEglMT0/DsixHsWxFURzTEcLhMG699VacO3cOlmUhGo3abkYAYNeuXY4nJ5FIpGiBv/kLBjD3podSE0v18Lkty0IkEnF91bQkSbjtttuKvva0cP+lnhMiqk313oevpC8rZvHnTiaTrp+7p6fHdr5uvfVWpFIpJBIJGIbhSET5/X4cPnzYMUKo2DUom83a1i1OLGWzWdt1qq+vr+gIg0Lsw4k2l1rp5wFgaGjINmpynq7rtv5u27Ztjtp1hcmu7u5u2xsuy5VMJm01iDRNw+XLlx3tFtdQ7e/vRzwez5/Pwj4YmEvi3HbbbbbYKj2WpmlFrw/JZDI/Mszv9zsSS4X9fHNzc1nF14nWChNLZNPb25vvXMfHx7F79+4V71MURRw9ehRDQ0P5gqymacLn86G9vR07duxwvZhs3boVDQ0NGBgYwOzsLDRNgyzLaGpqQl9fX81/gV7Lz71t2zaMj48jmUxCVVWIopg/Tn9/f9GLdTQatc0N54glovpW7314pX3ZavB4PLjnnnswODiIsbGxfJ0Rv9+Pzs5ObN++varTHgYGBvJTUSRJKulV1dlsNp+EUxRl2XpMRFT/aqmfr9Tw8LDtDXfr+ZKCQ4cOob29HUNDQ4jH4zAMA16vFy0tLdi5c+eq1UwqR+EU8lJGshKtByEajbLEPNk8/vjj+az5S1/6UlshO9pYCqeI3HLLLXz7ENEGwD588xgYGMhP4+jr68P+/fvXOSIiWgvs5zcPVVXxyCOPwLIseDwe3H///RyxRDWJf5XkUPjko7AuBW0suq7nn3j5fL6Sno4TUe1jH745WJaV//1KkoQdO3asc0REtFbYz28eg4OD+al3O3fuZFKJahb/Msmhq6srXxRudHTUUQSbNoahoaF8QdydO3eWVMuDiGof+/DNYXx8PF8cvK+vb02nCRLR+mI/vzkU1qLy+/18CEw1jVPhiIiIiIiIiIioIhyxREREREREREREFWFiiYiIiIiIiIiIKsLEEhERERERERERVYSJJSIiIiIiIiIiqggTS0REREREREREVBEmloiIiIiIiIiIqCJMLBERERERERERUUWYWCIiIiIiIiIiooowsURERERERERERBVhYomIiIiIiIiIiCrCxBIREREREREREVWEiSUiIiIiIiIiIqoIE0tERERERERERFQRJpaIiIiIiIiIiKgiTCwREREREREREVFFmFgiIiIiIiIiIqKKMLFEREREREREREQVYWKJiIiIiIiIiIgqwsQSERERERERERFVhIklIiIiIiIiIiKqCBNLRERERERERERUESaWiIiIiIiIiIioIpsqsaTrOmZnZ6Hr+nqHwlhqOA7GwljqOZaNqpbOMWNhLIyFsVB5auUc10ocjIWxMJaNF8tmt6kSSwBgWdZ6h5DHWJxqJQ6AsRTDWNzVUiwbVS2dY8bijrG4YyzuGMvmUivnuFbiABhLMYzFHWNxV0uxbGabLrFERERERERERETVwcQSERERERERERFVhIklIiIiIiIiIiKqCBNLRERERERERERUESaWiIiIiIiIiIioIkwsERERERERERFRRZhYIiIiIiIiIiKiijCxREREREREREREFWFiiYiIiIiIiIiIKsLEEhERERERERERVYSJJSIiIiIiIiIiqggTS0REREREREREVBEmloiIiIiIiIiIqCJMLBERERERERERUUWYWCIiIiIiIiIioorI5W4wMjKCSCSCWCyGZDIJ0zRx8OBB9Pb2ln1wXddx48YNjI+PI5PJQBRF+P1+dHZ2YteuXWXvj4iIlsY+nIioPrH/JiKiWlV2YunKlSvIZDLweDzwer3IZDIVHTiTyeDEiRNIp9Noa2tDR0cHTNNEOp3G+Pg4L2pERKuAfTgRUX1i/01ERLWq7MTSgQMHEAwG4ff7cf36dVy6dKnsg1qWhVOnTiGXy+Guu+5Ca2urYz0REVUf+3AiovrE/puIiGpV2Ymltra2FR90bGwMsVgMu3btclzQAEAQhBUfg4iInNiHExHVJ/bfRERUq8pOLFXD+Pg4AKCzsxOZTAZTU1PQdR1+vx/t7e2Q5XUJi4iISsA+nIioPrH/JiKi1bAuV494PA4AiEQiuHjxIkzTzK/zeDy4/fbb0dLSUtK+dF0v+bi6rsM0zbK2WS2MpXbjYCyMZS1iqecv79Xqw9l/MxbGwljqMRb233PqsQ+vlTgYC2NhLOsXSz334bVsXc5qLpcDAFy4cAHbt29HX18fRFHE6OgoLl26hJMnT+JlL3sZfD7fsvuKx+Mlzwc3TRPZbBYAIIpi5R+gChhL7cbBWBjLasciCELJX9xrUbX6cPbfjIWxMJZ6i4X994J67MNrJQ7GwlgYy/rEUu99eC1b13RdR0cH9u7dm/+5v78fuVwO169fx8jICHbu3LnsPhobG0s+3nwms6GhYd0zlYylduNgLIylnmNZSyvtw9l/MxbGwlgYy/rYrN/BayUOxsJYGMvGi2WzW5ezL8syVFVFe3u7Y11HRweuX7+OWCxW8r7KIYoiZFmuiT88xlK7cTAWxlLPsay2avXh7L8ZC2NhLIxlbfE7eO3EwVgYC2PZeLFsZuty9oPBIFRVhaIojnXzfxCGYax1WES0AWUnRUw95kF2TEJgq4Etb8xCkOxtjBww/R8eZEYk+DpNtBxT4WniK5eLYR9ORFSf2H8TEdFqWJfEUmtrKyKRCFKplGNdMpkEAPj9/rUOi4g2mNy0gIt/FoKlzb0+OXlVxsxxBfs+moTSOJc40uICrvx1ELmJhWzT9FMe7PmNJJNLRbAPJyKqT+y/iYhoNaxqtS1VVZFMJqGqqm15T08PRFHE4OBgvtgWMDdH8tq1awCA7u7u1QyNiDaBse/58kmleUZaxPk/aoD14gPZF/5boy2pBABaRMTkj7xrFWbNYh9ORFSf2H8TEdFaKnvE0tDQECKRCAAgkUgAAIaHhzE7OwsAaG5uxtatWwEAg4ODuHr1Knbt2oXdu3fn9xEIBLB3715cuHABTzzxBDo6OiCKIqanp5FOp7F161a0trau+MMR0eZlZIHYOedQfwAwcwKe/71GdD2QdV0PAJHTCnremoWwvi+7qDr24URE9Yn9NxER1aqyE0uRSAQjIyOOZfMXOgD5i9pS+vv7EQgEcP36dYyPj8M0TYRCIRw4cKCk7YmIlhI/r8DMCUXXGxkBI98uPtxfj4vITojwd5urEd66YR9ORFSf2H8TEVGtKjuxdOjQIRw6dKiktrt377Y9JVmso6MDHR0d5YZARLSs9JC0fKNlqDMbL7HEPpyIqD6x/yYiolq1wSZ5EBHNSV6tQmJpll0kERERERHRUnjXREQbjpEB0jdX/tLL5LV1eXEmERERERFR3WBiiYg2nNxMdbq2akynIyIiIiIi2siYWCKiDUeddu/a+t+fghxy1kwK9Olo2Ks5lmtRAdbGKrFERERERERUVUwsEdGGk7jqPoXN323iwB8m0PbSHJSwieYjKnb+5xT2fiSF4A7D0d4yBOiJ4m+WIyIiIiIi2uxYQISINpzMsHMKmxQw4W03IYjA1ndmsfWdWdt6T7P70KTUgISm2/RViZOIiIiIiKjeccQSEW04bm9zC/YZEJbo8fy9zhFLAJB2SVIRERERERHRHCaWiGhDMXVAizunr3lali6W5N9iQlAsx3Itxm6SiIiIiIioGN4xEdGGkr4pAVb5iSVBAJRGl8SSS5KKiIiIiIiI5jCxREQbSmbEfepaYKv7VLdCSqMz+aRF2U0SEREREREVwzsmItpQio0w8vcuPWIJAJQmZ5vshAgj69KYiIiIiIiImFgioo0lPeQcsSRIFqSAc5rbYsE+l1FNpoDcJAt4ExERERERuWFiiYg2DCMLJK/IjuVK2IJQQqkkb4f7qCYtyTpLREREREREbphYIqINIzMswdKdSaCGvXpJ2ysN7qOadCaWiIizVFstAAAgAElEQVSIiIiIXDkf7RMR1anMqPuUtebb1ZK2l0PuI5b0BBNLm5mgzsJz4zOQklegNx+F0f1z6x0SEREREVHNYGKJiDaMzJj7IMyAW+0kF3KREUvqLAd3blZi8jKCx98KMTsCAFDGH4T32v9Ces/ngPDL1jk6IiIiIqL1x7slItowsi4jljwtJiRfaduLCqCEnaOW0jdZvHszEmNnEXzqp/NJpfxydQrdF34BghZfp8iIiIiIiGoHE0tEtCGYOpAadCaAfFtKG600z9/rbK/F2FVuOkYGoadfD1Gddl0tGXF4xr+9xkEREREREdUe3i0R0YaQuCQDlrMWkr/MxJIcck6H09OssbSpmCpCj98LQU8s2cwz8d01CoiIiIiIqHYxsUREdS83LWL4m+7z3YLby0wsBZ2JJUsTYJZW/5s2AN/534WUurJsO8/Mj+eGyhERERERbWIs3k1EdSMzKmL0uz7kpkT4+zQEXppE5LIXw/8SBEyXUUWihca95d34F30zXEqAx+Ne3Js2DjFxEZ7Bz5fc3jP4eajbf3UVIyIiIiIiqm1MLBFRXchNibjyv0IwMsKLP0uIPtu35DaBXgNCmXW35YB78khPCvA0M7G00SnjD0JA6b9nz9CXmVgiIiIiok2NU+GIqC7c/Gd/PqlUqsZ95U9TksPuSYX0IPPwG55lQRn+Z9dV6tb3uS6XEuchJpefNkdEREREtFExsURENS89IiJ5pfzETvMRrextgn3uNZmyU+wuNzoxPQApfd2x3PR2InPoU8ju+k3X7eTpn6x2aERERERENYt3SkRU82ae8pS9Tes9Knyd7vWSliIHLUgB53ZalG+G2+jk8e+4Ls/t/m0AgNb7Hvftph5etZiIiIiIiGod53YQUc2Lny+vq+p9WwZtL6v8NW5KkwUjvTgGBZaVgcD80oblvfFZ1+V6230AADOwA6a3G2JuzLZenn0SsAyUXdBrHQjZCUixk4BlwGi+G5a3bb1DIiIiIqI6x8QSEdW07KQIdWb5G3ZBtrDlDVl03F95Qmmep8lEdtR+TFMVMPuMgta7yp9eR7VPmj3uSBgBgNGwH2Zgx9wPggCt6w3wDn7O1kbQExDjz8MMH16LUCsmT/47As/9PAQzl1+W2f8nULd/cB2jIiIiIqJ6x8QSEdW0+Dn3bqrnHUlYvTPwG00QIcHXZUIOVuetbaFdOuLnFcfyqZ94mVjaoDw3v+C6XO15JwqHqekdDzgSSwAgzz4FtYYTS2LqOgLPvc+WVAIA//nfgff6p5G+7TOA3AAjfBgQOEueiIiIiErHb49EVNNSg+6jlRr2q5AbDAT6dIR2GlVLKgFA6zENote5v8yICJN5pY3HyEAZ+7brKq3HXldJb74LlsulU555YlVCqxbvlT+DYGZc14nZEYSOvxmhJ16J0E/uhpi6Dpgq5MmHoQz9I4T04BpHS0RERET1hCOWiKhmmTqQuOgcOeTtMKA0WkBsdY4rhyy0vzyHiR/67CssAeqsWFFRcKpd8swTjpE8AKBu/XlYvk77QqURRsN+yIkX7PuY/jFg5ADJu5qhVsaySi4wLqUuI3DyF2EpzZBn5t52Z0kBZA5+ClrPO1YzSiIiIiKqUxyxREQ1K3FZhpFxVssO9hmrfuzANvdjJK/VfoFmKo/36l+4Lld7f851ud7onPImGClI0WerGle1iMlLENWZkttL8bP5pBIACEYa/jMfhJi6sRrhEREREVGdY2KJiGpW9KRztBIAhG9b/flowX73xFJ2nImljcT3wm9BjjzlWG56O2E0HXXdRm1/retyZfy7VY2tWuTJ0kYrLUWwDCij36hCNERERES00TCxREQ1yTKB2Wc8juWix0LjXn3Vj6+ELUhB55Q3Lcpuc6OQx//NtRA3MDcNDqL7bHGt9eWw4BxJJ0/+oKrxVYsUe64q+1HGv1eV/RARERHRxsI7JCKqSbHn3W/qQ3t0iM5806rwNDkLeKsxZ0KB6o+gziL43HuLrle3f6j4xnIDso13OxZL6RsQ0jerEV71GDkoEw+5rnJLji1Fip+pvc9HREREROuu7OLdIyMjiEQiiMViSCaTME0TBw8eRG9vb8VBmKaJJ598EolEAsFgEPfee2/F+yKijSFy0j171HqXumYxKE0mMiP2qW/ZUQmmBojus/RqHvtwAHoKjQ/vKLpa3fo+WJ6WJXeRbP1p+OPOKXTyzGPQAsUTVmvNM/QV18LkWtcbkdv5YXivfhLKxP8ta3+5vb9fzRCJqETsv4mIqFaVPWLpypUrGBoaQjabhddbnbffXL16Fel0uir7IqL6p6eB6Bln3luQLIQPrv40uHn+bmedJVMVkBmt3zpL7MMB7/VPF11nyQ3I7Pv4svtIN7/Sdbk8/VjFca0GefL7rsu1zjfAaLoD6aNfR+z1UaQPu08JdOxv6pFqhkdEZWD/TUREtarsEUsHDhxAMBiE3+/H9evXcenSpRUFEI1Gcf36dezbtw/nz59f0b6IaGOInvQAlnOaTssxFcIaTuAN7TYw8UPn8ty0uCZvplsNm7oPNzXIU4/Ad+VPijaJv+ZG0dpKhQxPF4zgLkipq7bl8syjgGUBQg1MmbQsSFFnfSVL9EDrfottmdbzDsS2vB0w0pBnn4I8/Qi8Nz7j2FZKnENdD9kjqmObuv8mIqKaVvYtWltbG/x+f1UObpomzp49i+bmZvT19VVln0RU/yJF3gbXemz13wZXyNte7M1w9VuebrP24VL0OTQ+vBPBZ99VtE3i5U+UlFSap4Wdb40Tc5MQkyu72asWKfocRC3qWG76egDJZbSDIAByEHrHq5Hd/wlk9/43ZxMzVzOfj2iz2az9NxER1b51vTu6dOkSstksDhw4sJ5hEFENMTUgddM51UxpMhFY41FCniYLguQs4J24VPZgzw2pbvpwU4X/1H+CoMeLNsn1/QrMxlvL2q3W9irX5WLyYln7WS3FpsHl9ny0pO2Nxttcl0uxMxXHRES1oW76byIiqgvrdnc0OzuLwcFB3HLLLQgGgxXvR9dLr7ei6zpM0yxrm9XCWGo3DsayvrEkLiuwNOc0oob9Kgxj4bhrdV4CfTpS1+0jqHKTou24lcQiy/WdnKpGH75W/bcy+TCk9PWi67XwHUju/QRQ4r7nY8kFD6LBZb0YOQm9/Q1lx7kUZfL78A/8LQRtFlrrvcjs+DAsT9uS5yU4+bBjmQUB2dbXwCrhsxrB/XD7zQrRU9C7nSO/NltfxVg2byzsv+fU43fwWomDsTAWxrJ+sdR7H16r1uWsGoaB559/Hk1NTSsefhuPx2FZzhEFbkzTRDabBQCI4vpOZWEstRsHY1nfWGZOtLsuV/bOIBZbeLvVWp0XsV0CrjfZlhkZEZHpOETFqigWQRDQ0rL0W8dqWbX68LXqv7dc+fOi6ywImNj2MajxRMn7m48l6m1Ci+iHaGZs68WJHyHW+f+UFeNSfLEn0HLhfRAwd67k5AUI009i9MD/gWmJrudFyo2iNe4cWZRtPIZoygQQK+HIXjQqnZC1CfviyBnEYs7tN1tfxVg2ZyzsvxfU43fwWomDsTAWxrI+sdR7H17L1iWxdOHCBWSzWRw9ehTCCgucNjY2ltx2PpPZ0NCw7plKxlK7cTCW9YvFVIHhi86np5LfRPt+HwTRt2axzFM7FbilHAJWE7xhc01jqRXV6sPXov8WU9fgS54uuj67/dfh3/ISlFO1pDAWvfVeeKZ+YFuv5AYRbmysTgFvy0L4hU/kk0rzfKnn0TXzZST6/ms+lsLz4hm1x5TfXeerEA6HSz682bgPmLEnlnzJkwiHPIBkP2u19P9BvcUiR09Cmf4hxOwopPQ16OGj0Frvg9Z6L6r5xoJ6Oy+bMZbVttm/g9dKHIyFsTCWjRfLZrfmZ392dhZDQ0MrHn47r9w/IFEUIctyTfzhMZbajYOxrE8siQEJZtZ5E9W4T4ficR5vLc6Lr8X9i7eZVCB3L9R8qqXf0WqqZh++Fv23Z9q9zhAAZG75Q6g7fg1yBTfu87GYjfuBRYkl0UhCsZKwlOay9+s4Tuws5CI1m3zDX0Fmx4ddz4tv6iHXbYzuN5V1/sy2lwMzj9qWCZYBjz4J07vTGW8N/X9QD7EoQ1+D//xHHfW/lMhT8A98GkbDfmQOfgpG852rHst6YCxri9/BaysOxsJYGMvGi2UzW/OzH4/PfXm6ePEiLl50fllOpVJ46KGHoCgKXv3qV691eES0xiwLsDRA9ADpAWfRbgBoOry2b4MrpDSZrsu1qAhgbYuJ14J668OVIgWsE/edgBnas+L9W/5trsul2Eno7e7FvcshJS4UXSdmhyFmhwEsGjVgWZCnH3O0N72dZX9mM7DDdbnv4scBMwfT1wO1/1dgNuwva78E+J7/DXhvfmnJNlLiPIIn3obkyx6FGXT/XRCVqt76byIiqh9rnlgKhULo7e11XTc8PAxFUdDZ2QlJcr/BJKKNI/aCjNHv+JCdkKCETWgx58gRQbLQuH/9igN6wu6JJTW6vnPK10td9eFaFPLsU47Fpre7KkklADCK7EeefLgqiaXl3jAnR58FAq+0LVPGvg1Bd9ZA0jpfX/b0PNPX5bpcGf9O/t+e4a8jdexb0BvvKmvfm4plAkYakBoAQYA0/diySaV5gh5H8Phbkbjvacf0Q6Jy1FX/TUREdWVVE0uqqkJVVXg8Hng8HgBAW1sb2traXNsPDw/D4/Hg4MGDqxkWEdWAzKiIG18K5N8A55ZUAgB/rwFRcV21JpSwBQgWYNlvyLVoFern1Lh678Ol1DXX5bkdH6raMYzmu2AqLRC1WdtyZexBZPd/YsX1cZQp55vdbOtnH7cllgR1Fr5zv+naVm97RdnHN33dy7YRzCx8l/4YuTsfLHv/G50Yfx6hy59E89S/QzQzMP19yO76CDwj3yhvP5lBeK/+BXJ7f3+VIqWNpt77byIiqi9lJ5aGhoYQiUQAAInEXEnb4eFhzM7Ofalubm7G1q1bAQCDg4O4evUqdu3ahd27d1crZiLaAG7+kz+fVFpKsH99p5sJEiA3WNDjixNL9TliaTP14VLsrOtyo/FQ9Q4iKjCa74Q4uajOUm4MnsHPQ+3/T5Xv2zIgJi8v2URKXbH97L36SYjqjHNXcriiEVSWfyssudFRA2gxefYJSMnLADrLPsaGYBkQk5cAU4UZ2gdIXkiREwgefysEI5VvJmYGEXi+sjcG+q5+ElrPO6s22o7qz2bqv4mIqL6UnViKRCIYGRlxLJu/0AHIX9SIiNzMPqMgPVha9xPasX7T4OYpjRYW31fryfocsbSZ+nDJZRocAJiB/qoeR+t6A5RJ51vY/Od+C1rXm2D5Kku2CNlRCKa6ZBspdWWuUBkAmBqU4f/t2k7d9j5ArqBYryBBa381PGPfWrap78angG2fKP8YdU7IjiP4zDshxecSmZbcCHXL2+C9+cWy9mN62pC+/R8gpW7A/8KHXds0/OQuGIEdUPt/FWrfLwMiC5VuJpup/yYiovpS9jeSQ4cO4dCh0p727t69u6ynJK973evKDYeIapgWEzDxiBfJKzIE2ULTYQ0d96mY+g9PSdtLfguNB9Y/sSSHTAD2mhP1mliq5z5c1CLwXf8ilOQ5mMGdUPs/AMvbUbS9lDjnWGYqLUULbldK2/I2WOd+xzYyZV7jj/YieexBGG33lb1fKbF0fSUAENVpeFNngaZ7IU/+AKIWcbTRw3cgu+f3yj7+PCN8CCghseQdfxDClo8CCFd8rHrkf+Ej+aQSMFcTqdykkiUFkbz3aVjeNhhtr4AlBRA486uubaX0dfjP/zbk6UeQvuNLrLu0idRz/01ERBtbfc7lIKKap84KuPSXIUw96kVmREJ6UMbog36c/kgY6YHScto9b87UxAN5OWQ5lqkREeb657w2DUGNYMv5dyN45Y/gGftX+K5+EsEnH4CgOhMp+W1yE45lRvOdZRewXpYUQHb3bxVdHTr+ZihDXy1/t7NPl9TOFz8OAJCnfuy6Prfno4DkLfv480qdQieYWfhS7tMPNyoxcQHKxP9d8X4yB/4clneh9o3W+y4YjbctuY0y+QP4Lv2PFR+biIiIaKWYWCKiqjN14PoXAiuqQ9R0u4qWu7UqRlU5X5fzzXCWISA3yS50rQQu/QE8mau2ZVL6BpSRf3LfwFQhuNQaMqs8Wmmeuv3XYHpai673n/11iHHnCKqliNmhktoFoo8CAOTpRxzrLCkAvf2VjuXlMBsPQu1+S0ltvcnTKzpWvfFUkDBcLLvrN6H1/qxjeebAX8DC0klQ743PQJ784YpjICIiIloJ3hURUdWNP+RFZqi8oUZb35VG02EVLcdU7Pq1JLb/YqbqA0sq5Wt3LyCup2skwA1OyE3BO/YvruvkInWUxOQVCHCONDP9PVWNbeGAMtJHiyS5AAiw4L36F+XtMuscceXGlzgJZfrHkNI3HOv0tvvmKtCvUObQp6G33pv/2Wg84NrOmzyz4mOtClOHmLgAMXW9evu0TCjjpb0JT/NsQeK2f4CpNC+E5O1G6ug/F33Tm9F8FKm7/w16051L7jvw7HsALVZ63ERERERVVgOTTIhqT/SUB9MnOhEPyWi5U0d4P+c8lSozKmLiR+VNu2m6Q0XbSzS0vaQ2RigtJgWcCQoAMDJMLK0FZexBCJZ7ck+afXKuePWiLKSUOO/a3gztq3p884zmO5E+9NcInP011/WesW8ho38KkBtK2p/bVD7XdpaG0Au/7rpOb1vZaKU8uQGpu78DMXkVsAyYoT0IPvkA5OgJWzNf4hSylvv/L+tFSA8gePyt+cSb3nw3Unf+E6A0rWi/8uTDEDPDy7azBAVTO/8c3q4HYHa+GsrED2BJPugdr122PpLR+lKkXvowxORVeAY+C+/gPzjaCJYG78DfIbf7/630oxARERGtCEcsES0y9n0vhr7agMzlIKInvbj+d0FMPlpasWkCZp7yAFZ5CZfuB3KrFE11SH4mltbTUqNCRHUa0J2jNUSXwt0AYDTeWrW43Ghb34vksW8XXa+M/mtpOzLSENODjsWW6J60FXPj7vF0PFDa8UpkhnbBbNgLCAKM5iOO9ZI+60g2rSs9idBTr7eN5pIjTyNw5j+vbL9GDv7n3ZN5avfPQOt8A4zgbmhtr0T8ru8gG757bqXSBK33XdC731xW0W0ztAvZA59E5paPua733PgsYGTL/RREREREVcHEElGB3JSI8e87b9xG/tWP5I2VTyfZ6CwLiJ5Vytqm/b6caw2jWlLs/s/gVLg1ISYuLL0+N+VYJk8/6lhmyY2wfKs0Fa6A0fYKJO9xL+isjP9bSfuQYs9DMDOO5VrXG0uPI9APK7A6NaWAuZE/bpQZ9yLi66HhzK9AzI44lisTD0Ge/Pey9ydkR+EZ/CLC3++EmJt0rDe9Hcjc9rdIH/0qkq94Bulj31p2Kls51O3/BUZgh2O5qM3CM/y/q3YcIiIionIwsURUYPYZpehom6ufDqLIbBx6UeRZxbVgd/MRFX3vTUNQ7CN/Wl+SQ89bav8pO0csrSM9MTcqaQlCwQ2+mLyM0KNHIMecRaSNhlur/0a4Iozme2DJYcdyefZJwFSX3V7IjbkuV7f+PIzgzpJiyNz+hZLaVUrveC0s0Zl19Y4VGZWlxSFN/wRi/Pm5LPQq80cfg2e6eGFrz43PlLU/MXYaocfvhf+FDxdtk9v+oRW9gW/5IBRkb/0T11Wewc+t3nGJiIiIlsAaS0QFEleK/y9hGQJmjis1WwdovWkxAYNfDbiua75dQ/igjoY9OiInFRhZAcHtBhpvqY/aVZLP/SZYTzKxtNrE7DgsuRGCHi/aRlBfHLGkRRE88Q6IGecUMgArfjtaWQQBWtcb4Bn+mn2xkYQUOQGj9WVLbl6scLfl64YRvh1S6tqS2xvBXTCa7igv5nJJfhiN+yFHn7MvTl+DmLgAs2EfoKfgGfwc/Bc/tii+nUjf/nmYjQerUlzcTdPIZ5dcL08/BiE7DsvXtfzOjDSCz713ySSnJTdA3fb+csMsm97+GhiB7Y5i7VLiPMTYWZjhQ6seAxEREVEhjlgiepGWFJBaZrrb1GNeJK9KuPLXQbzw3xtw6S+DiJwsb+pXvTI1YOZJLyb/sQuDXwohfmEhCWdZwMA/uieVRI+Fhr1zCSQlbKHjfhXdr8vVTVIJmLvvlRud0/XSQ5weudrM0G7EX30JiUOfg+Z1n9YlR54BAHiv/VXRpBIA/P/s3Xd8Y1eZ+P/PubrqlnsfTx870zKZ9N5ISIUUAoEAAQJLvgssfellWUIvCwR+ofe6lGwIJEBCICEJ6XVaphfbM/a4W1a/uuf3h5ji0ZUtucrW8369eDE5t+iRdH2k++ic56QaLp+WGHOx6i52bHeNbBv32FyFu21vPemq08Z/7IYrx91nKlgNVzi2m71/R0X3UfbgOVlJJQBXZCehhy6g/J6leHZ/c8pHMBmxffjDj425j8LGvf83eZ3P0/7zcQt1R0/8IbizR6lNOaVILXyt4yZPp/PqiUIIIYQQ00kSS0L8y/AGc9yi0/EDLrZ/vYyR7SapQYPoXpM9Pw5w8O/zv7h3+//62f+7MuK7Awxv8LLzW0F6Hsw876HnTUZyjPaqOy+BMQ9ensCi7HmQ0b0mB+720veQl+jmIJGdJsl+GcU05Vx+kk3X0r7+XufNwxshNYx3T+6pQKnaC7DL105TgDkes+5Cx3Zj5IVxj3U57KMNH5gVJBdcj1ZjDzhONl+bX5CTlGx5tWO72fsAgefemjWq5ljKGsa/+UN49nxzSuPy7/xyXvu59/8u90Y7iTG8ERXfj7vzVzl30xhET/g2Vr1zInE65BoZ5T7wf8icbSGEEELMNEksCfEvgxsmPvKo804f8e75++fU96ib/ieys0Odd/hI9Brs/4PP8TjDq2m4uLhXfMuXp8K5wHjXX3zs/78yen/bwK7bKuj4v/xXehIFUiapqjOzmxPdeNp/jEpHHA/TrgDxNV+a7uiyuSuxvdnTrFzhreMe6hp8OqstHVqZqRHlriSVI6EDYFWejF1+QmGxTpD2NWFVnpLV7j74F8z+h/I+j3fH/2SGRU4BlezDe+C3ee1rDj2LSg5ktXv2fJfyvywm9OA5lN+XPd3vENvbROSMO0m1vHJSMRdKe6pJ1b04q92Id+LKEasQQgghxHSZv3fCQhRApyH8wiRKjtmKnd8Koot7cbMJsSKKfb90nuamLcXmW0IkepynhLW9c6SQFbWLmlmW31Qdd2geXgRFxClRY8T349n3o5zHRE77HXbZimmMKje77LisNmO8qXC25TgVLl1xpGZS/LiPY3vrs/bRykV85SdmrEg5gFVz/qTPYSR7MXtyF9ouhHf7F1B2/glts+sPGMMb8ez6Bp69PyD4z8vxb3qf46p8R0ssegPhF20Yt17WdEk1XePY7t6fX1JNCCGEEGKqSGJJCGB4s4lOT+5GLNlv0PvwPJjzdYyDf5vYc2q6Mo5/wfxJsuSbWPLWzZ/nXIycEkvKGnYsZm17mxi6cpB0dfYop5mSDjkklhIHIDVWMfJeFNnX29FFprW3lsjpf8AqWz1qn/iaL5GuOXcSERfOapyaek7uzvzqHY3F7LkP755vO26Lrf6MY3tgwzsoe/Bc/Fs+in/jezAHHhn3cbThyyTwjNlbAyXVdI3jlEh3992zEI0QQgghSpkkloQAhrc63xx4agqrVdF1j3delbfQaeh7vPDEkq85TcNF82MK3CH5JpYq1s6douRzUTqwJO99k4vfMG1x5MsOOo+UMqJ7ch6jEl3O5zomqWaHjmPorPvpXPNbwut/xPDF20kunv5VyY6VrjwJ29cy7n62t5HwuQ+SarzKcbu7+y6wRvJ6TBXdg2/Duwg+cjm+zR+F1BBoje+FTzrub1WfQ3LJW7A9Nc7nc0jkjSW56HXgrizomClnBh0LxBuxDlSscxYCEkIIIUSpksSSKHlaw/Dm7PpKyrSpOTde0LmsYYP+J+bPKnHDm02s4cK7iUXXx6ZrBfFZ42scP2OoXBpPrYxYmk6pAqZdJRe/eRojyY+dIxFmDoxescw1+DSBp15H2QOnE3roAsdjtLchu1EZJEInkmx4CdpbN8loJ87KUaj8aKmmq7DLjyd68k9IttyQtV3ZCcze+8c9jxHZRejB8/Hu+xFm/yN4d3+D8r+tI/DEK3ANP5e1v1YmsbVfyKymliOpVQjbU0f8uI9P+jxTIdXk/HyOvb6EEEIIIaaTJJZEyUscNEj2Zf8p+JbHqDghgXIX9kv2vl8GSA3Pj5XBBp8rPEnWcHGc4NJ5NGzrX3xNNi7/2NeCGbJnsrRNSbIDS9F5LDOYarwK7amegYjGlq482bH96DpLxtCzBB+9CnfXnbhGchf2TpevmfL4popVdfq4+6Qarz7y7+brHfcx+x8e9zy+zR9CWUOj2pQ1hDtHjabEsv/ADmWmDCYXvX7c8zuxvfVos4Jk0zWMnH0fmGUTOs9USzsUswdwDTw6w5EIIYQQopRJYkmUvHiX85+Bb0UUd7mm6TLnUUst18VwBZxHp+z5aQBdWD6q6GgNQ5ucpghqQmuSjseE2lI0v3R+TYE7JLMY19ijkfwt8y+hVnSUK69pV8WShNGeGmxP9kgiI3Ew8w87ReC5t6HSY08Bs/0taP/4z3u2pKvOGHN7qu4i0jVnH/5vq/YCx2lpZt/YiSUV68R98C95x2V7akm0fuDIf1esx6o8Ne/j420fZejKQcIXb2P40r3ETvoROrAo7+Onmx1Y4ljE3d39Z+b8h5AQQggh5gxJLImSF9njXF/JtySTUKq/KEnTlXE8NTbKrSlflWLlh8LUnZek7jznBMvINpPI7uKfC5YcVHT9xUvH7T4GN5ijVrWzhhXpaHYX4V8ZZeFrwllJlLI2iyU3Rac75FnlGQLx0mMAACAASURBVCex5G2U+kozIV2xfvx9Kk+ZgUjy4zRFTSUziSVX/8O4wpvGPUc62DblcU0lO7gcK9jquE1jEF95TO0jpUhXn521rzG8AVKDOR/Hs++HBcUVX/RvHLs0ZWzd1x2TfUfTZjmx1Z8lseK9BT3ejFOKdOVpWc1GbB/GyJZZCEgIIYQQpWj2ljMRokgMv5D9Z6DcGrMqlfm3gsZLEjRekj0Sp/7CBL0PerAi2QmYg3/3UrZs9hItdgp6HvQQa3fhqbWpPjWFr/5IYmRkp4td3w2SjmXmbvU84AVg+b9HKF9lMbTZuXvwt0VweV20vXOEgWfcxLtdBBZaVK6z5l1dpWN5620Y417NDMoIgZmQar4Oz4Hbx9zHqh2/5s9Msb0NuMKbR7Wpf41Ycg1l1wRykq5YN+VxTSmliLZ9gtAzr80qhB1f/VlshxFkVvXZuLvuHH0aNGb/o1gNl2U/hp3Cs+/HeYekUSQar8n6Bc0OrWTk3Afx7roVs+9BtCtAuvJkkgtfhx1Yikp0ob31WQmpYpWqvwR39x+z2j3tPyOeYyU8IYQQQoipJIklUdK0DYme7KRQ2YoUKo/xfC4ftL13hC2fDqHTo4vrDG0wSfQaeGehmLPWsOt7AcIvHKmRdPA+LwteFqf2zCQH7/ew/07nm6ad3wrScl2MyF7nLJF3QQIIYHig5vQUkJqGZ1CcyldZhxNwTsyQFO6eCVbNuWjDi7Kdp12m6i8lrz/gGaIdpioZkd2o5ABm/z/zOodVf8lUhzXlUvWX0rvs01R3fh0jNUi6fC2Jtg/nLOxt1WSPWIJMnSWnxJLZ8zeMZE/e8Qw3vAY7uMJxaLb2NeZMuujA4rwfoxhYDVfAhndktXt330a87cNFUw9KCCGEEPNX8XzzFmIWxLsNdCq72rK/Jf8pTd4aTf1FDje4WjH4/OzkbsNbzVFJJQCdVnT8xs+z76nImVQ6pON3fgaezC6Q7KlL464rnUTSsfzNY9dQGq8Gk5gi7nKSLa/OudmqOXcGgxlfujx7tJHCxghvxux/ZNzjbd+CcWsYFYtw/SsZPP85hi/bT+Tse8dcLc4OrcZ2V2W1mz33Oe7vzjFKzao8LWtqW7zlRvoWf7SAyOcu7a3NWTw98OzNMxyNEEIIIUqRJJZE0bIiip5/eOi+z0NyYHqW2gpvdU78eGoLK8Jcd04SjOxpUPH9szM3rO+R8VfNmojgstJNKgGY5Roz6Jw8Um67oISkmJzk0rfm3GbVXTSDkYwvXXGCY7trZCvKGh7zWK1cxFd9sqhGYI1LGeS1PKIySFdl1wdyhTejYh2jG20Ld9ddWftqw0PkrD8RftFzRE67nej67zF80RYia74CRuGrWs5VycVvcmx3d9+NedB5tTwhhBBCiKkiU+FEURraYLL7x4HDo4n23+nHv9Ci7V0RjCm8amOdzomfslaLQqojuSs03hqbRM/o84W3mWid3z3WVLGtXKu5TV756iSlXEVIKahYZzkm7oLHj5TSfeyss8taSdVfmrVCWKr2RdhlK2cpKmfa2+jYbvbe79geP+5jaHcVKjVEqu5C7DyKlc9VVs05jqu8uQ/eS3LxTYf/2zW8wXHlvFTzdaBc4Apg1b3oqBOXVpI31XQt9gufwIjvz9oWfOLlDF2yB9yVMx+YEEIIIUrCHPoJVJSK2H7XqKTS4fZ2kwN3+abscbSGkR3ZCRhvXRp3ReFTmvwLskc5pYYMkv0zmFUCYu0ux+l9k6XcmrK20h6xBFB3XgLlGp1eMzya8rNzr2Qlpkd89edIB5Ye/m+r8mRiJ3xzZjO5ebB9DY7txxauPiRdfgLJxW8kseLd8zqpBGDVX+rY7t7/61H/7cpRiyrV9LIpj2lOMtxETvkFWjn/qBB8/LrMig5CCCGEENNAEkuiqFhDLvZ8tzxnYuTg37xYkam5aUwcNEj2Z/8J+JsnVienfJXzL+QzPR1uZFdhj2eW2az7/BCBJWP/wl9/YQJjembYzSn+ZpuFr4xheDPJJTNks/jfhjGrSmuERDGwg0sZOe+fjJx+JyNn3UvkrL+icyRxZpUZQrvyL6CcrjxpGoMpLnZwBba7Oqvd7H8E11H1p5xqUWkMrOq5UXtqJtgV64mv/pzjNnPwKXxbPzXDEQkhhBCiVEhiSRSVgb/UYg2PfVnuuC2InoL5WJEcCZjQyon9qhtY7FyXaWjzzM44DW/L//Eqjk+x9lNhXD5Y+vooZrlzUq18TYqmy5xX4CpFNaenOP7Tw6z6cJi1t4QpWy5JpVnj8pOuPY901alFN1LpaLnqLB3LqliP9mQnWuYtZZBa+BrHTYEnb0BF94DWuAYezdqerlgHZmiaA5xbkotvIl1+vOM2z+7/DyOyY4YjEkIIIUQpkMSSKBqx/S5iLwTH36/DlTMpVIiBZ5wL4lSsmViSwFdv4wpkJ2ai+2YusWRFnQuSB5ZYrPxAmMAiC8OjcVfaNF0ZZ8kboofvxT3VmrZ3RihfkwJDo0xNcKnFohuiLHtzFDU7dciLluEGX4NdzLkMUUTSoVV57WeH1kxzJMUnseRmtMNwSCM1SPDJ12CEN2Mke7O2p6vPnInw5hblIrru62iHr3dKW1Q8/tJZCEoIIYQQ850U7xZFo/vuQN77Hvy7l7LlhZTXHs1OQWS3Q32l+jTuCj2huq/KBaG2NIPPjv5CH+82ZqyAd/gFN+jsBypblsbfbHPceyNjHu+ttVl+cxTb+tfCTpJ6FmJKaG99XvvlWjZ+PtP+hSRbbsS77/tZ21zhTQQff7njcVb1WdMd2pxkV6wnetIPCD79hqxtRrKHhq03Ez/1VzMfmBBCCCHmLbltFEVBa4h15J/nHNpkYk08r8Tg827sZHYCpurEyRU39dZmT4fTKUV0b/ZwHzvFlEzpO1q03XlYUeUJhT0vw5SkkhBTyfbmV/vJqj1/miMpTvGVH885hctIHHBsT1fJiKVcrKZrSLa81nFbcOA+ghv/Y4YjEkJMVNzWPDCg+dEBzUd22nx0l83tBzWDKU17XNOfynyZ1FpzMKkZskp5/V4hxGyREUuiKFhhhRXOzmT4GtOULbfofdg7eoOtGN7spvqUiSWCnKaLAYSOm1ytHP8C5xpFIztdBJdkkk4jO1y0/85PfL8LV8Cm7rwkjZcmpiSRE+3ITiy5/Dpn/SchxMzIZ8SSNnxo/8IZiKYIuSsYOfNuQg+cgRHvHHf3dNkqtLd2BgKbuxLL34Gn42eO23z7/5dU6/uwy1bMcFRCiEL8vEvzoZ2a4ayvcaOTR/VujQ30/utr8XEBzdtbFK9pACVz9oUQM0DGJIiiEN2Xq5C2RfVpzsmj4QkWxdZpGNqYfayn2ia4bHIJmFyFvw8lslIjip3fCR5eKS4dNej6s48Df/I6HleIzKiv7D/pwEJL6gAJMcvS5evG3ye0urSHCpohYmu+kNeuqQWvmOZg5j67rI3E0rfk3O5p/8kMRiOEKNQvuzVv2+aUVMp2MHUkqQSwNQr/sU1zybOaAwkZwSSEmH4l/A1WFJNcI4iqT0kSWJR2XK1s4CkPdo4BS7YFvY+42fcrPy98oYzOO3wMPONGpzOrpqUj2Zd+cMnkEzBmALwN2d8AIrtN7CT0PeLBTmQ/SPe9Xoa3TG4AYbJfkY5mPy//QudRVEKImaP9C0iXrRxzH6v2vBmKpnhZDVfknBJ3iEaRbHauuyRGi6/875xJTff+385wNEKIfP26W/OWrZNPCD0RhhOf0Dw2JMklIcT0ksSSKArxg9mXollm419go4zcK7V13O7Lakv0KbZ8poz2XwXoe8RDrNPFwb972fOjAM++p4Kd33Jeea5y/eTqKx1S5jDqyU4qBp51c/C+HCOTtGLvT/0kByae2Rra4LzKXaBFpsEJUQzSFevH2X7iDEVSxJQisewdY+5iNVyGDiyaoYDmOMPDyLn/IB1Ymr0pvh8V3TPzMQkhxnRvv+bmKUgqHRK34VWbMjWZhBBiukhiSRSFeHf2VDhfo314VkjFOuekT98/vdjJI/89stPF1i+XkexznlqXi+HRlOdIXhWqfI1zrPt+HiAdy504siIGHb/zT6igt9bQ8w/npFVg8dQ8LyHE5KSar8u5TRueki3cfaxU07Wkg205t8dbPziD0cwPidb3Oba7u/88w5EIIcbSl9K8dQqTSocMWHDTFkksCSGmT8Fzbzo7OxkYGGBoaIiRkRFs2+b444+npaUl73MMDAzQ1dVFf38/sViMdDqN3++noaGBZcuW4XY7j7wQ81Oi1yA1kJ3j9NQcmcJVvtLCLLOxRrL3O/h3L42XJkj2K3Z9L+A4HWw8NWclMaaolH2ozUKZGm0VPvpoaIObke0uQm2FjTIa2eEi2edQX2mJhbdGvkiII6QPnz1W3cWkA8twRXdlbUs1XgPuylmIqggZJpEz7yb4zxfjiu4etSnZ/ArsihNmKbC5y6o+27HdNfTMDEciJkP67/lNa807t2l6cgygX+qD36xVRGy4pw82RTRborDQC91J8BrgUvDEMDgVQfj7IPysS/PaRim8KYSYegXfSm/fvp1YLIbH48Hr9RKLxQp+0GeeeYZkMklVVRULFiwAoL+/n127dtHV1cUZZ5yB1zv5YsZibghvdx5dFFh0JLmiDKg6OUXPA9nXRd+jHmrPSbLpv8sn9PjeujRNV8QndKwTlzeTXBrePLEvZ/1PeAi1Of9dRXZnpvUlBxT+ljRNlydwl+uco5Wqpmh6n5g/pA+fRUoRX/M5gk9cP6o5HVhG7Pgvz1JQxUl7a4mc+WcCz7wJV//DoAxSjVcRO/6rsx3anKQDi0kHlmYl6lzDG2YpIjER0n/Pb48Owx/7nLedHII/n6BwG5mk0AllAM4Jos6EZs1jzj8q/sc2zVkVsMwvySUhxNQqOLG0du1agsEgfr+fXbt2sXXr1oIfdMmSJTQ3N+Pzja6Ps2nTJvbt28eOHTtYs2ZNwecVc9PAkx7H9srjRydFFlwdd0wsJfsNNnx4Ykklw6NZ8voorin+DhVcmp54YulxDwtfEcM45mXpf9RL5++CYGe+DET3mQxvdrPkdVGGns9+LOXW1JyZzGoXpU368Nll1V/CyBl/wLvjK+AKkC5fk1m5ywzNdmhFR/saiJz5R1SyH+3yg8s/2yHNaXZoTXZiKbwZFe9C+xpnKSpRCOm/57fP7HFOBrmAPx2VVBrPAq/i/hPh4mc1lsMp37Ndc8c6SSyJuasrobnyec2XVijOla9PRaPgOUO1tbX4/ZP7crds2bKsDzSA5cuXA5lfTkRpSIUVIzuzRyy5K2zcFaM/DZUL6s5PFHR+ZeqcNYZ8jWlWvC1CYBpWTStfPf5IoQXXxqg8yTnxs+3WIPZRYYefDNH5m7LDSaVDUoMG228tczxH9ckpXNl/ZqLESR8++9I15xI9/Xaip/yMRNuHZArcOLSnWpJKU8CqOsWx3TX8/AxHIiZK+u/56/4BzYNDztueOFXhyTOpdMj6kOJ9i5yPuX8QNo5ImQQxNw1bmRF5O2Nw7QbN615Q7ElI2ehiUFTvgmFkwlGTXfNdzBmx/Qbo7Pc7VwHspivjoPL7MHT5NWtvGabt3RGWvD5K6LgUvoY0NWcmWfupYVZ9aITgkulZMS3QYlN5Yu7RQt76NLXnJKk6yfl5xtpNOu/IfPFLxxSD91UXHEPFCTINTsws6cOFKF5W7QWO7cbI9pkNRBQl6b9nj9Zw8wvO321vapr4tLX3LYITnX975EM7JbEk5h5Lay59VnP03dvd/YrLdpbz8T2KYachemLGTFG54qnR0dEBZH6RyZdl5b/ilWVZ2LZd0DHTRWLJGNriPA2u/Pi4czwuqD4rQf/D4w/FaXl1GDwW6TSE1lmE1o2uRTDW052K16T55SOM7KrAGsoekdX40gg2FsE2C2+dj0RP9j69D3qpOT9K32MedKKwVe58zRaBFfExn+NEyHU7dbGYZlF1v1Oi0D5c+m+JRWKZQb5ljs1qZPusxFY0r8sEYpH+O2Mu9uGTjcPS0JOCsAUpDYt9UFbYV7SsWD69V3PQ4bdAF5q3NGosa+Ij67/dCqc9kz2O4MEheKjf4ozy0bHM9vsjsUgsY/n0XsWWaHaiNaUVvzqoeU9Lmnwimo99eDEomld1eHiYHTt24PV6WbbM+ctPruN0nuuz27ZNPJ4p0nzol5nZIrFkRDqzE0TKY2PV9DGUY0hw4KwwA48tQlu5Y626rBe9YDjnOcYzVa9Jw5vC9N9VS2xrAFAo06biggH0gqHDsVVdG6PrO84rurTfYRLfVfh8tppXdjIcnvrRWHLdTk0sSimqqwsfhVbMJtKHS/8tsUgsM6vc04Q7eWBUmx7aytBEPywnoZhel0Jikf579HFzrQ+faByRNHy1x8+vBrxEjypL4FaaC8pSXF6e4vLyJJ4CnlpPUvPRzgB/jTpnpl5dnaAmGWNoEuUya4BrKgLcMZRdTPS2fRarFkaA4nl/JBaJJZe7h9x8pTPHEDzgC01hVCTNeJ9m87EPLxZFkViKRqM89dRTaK054YQT8HicR7E4KS/Pv2jzoaxqKBSa9UylxJLRPZz9QedtsKisqch9UAWkr4xx4PdBx81NV0WoPV9ldpygKXtNKqD65jjWSIJkv4G3zv5XqZCKUfuoqyOOzye6sfCKdAuuH6G6JXfHOxly3RZ/LLNhon249N8Si8Qys+yyVugfnVjyJPZQUTHxz8uJKqbXpZhimWml9h280DhG0plREr84CBHbeaTEvWEP94Y9fKMvwKeWaC4Z5541bMHXOhVf7cw9xc1vaD6y3EOFO//3I5dbfHDHU9ntdw97eL9psjZYPO8PSCzzLZakDXf0wRPDik1R2BGDmA1rg3B5lebmZvCNk5u6ux/e3pF7p9tahnlJk2/WX5dSN+uvfjQa5fHHHyeZTHLiiSdSU1NT0PGFXkCGYWCaZlFceKUeSzoGia7sx/PW6HHjaLjQYniDRWTX6P38LWkaLrRQxuSfx1S+JmYl+Cohs7ZHtoYLLQafTBPrzG88tbchTaI7e9/qU5PUn51mOv+0S/26nQuxzKTJ9OHSf0ssEsvM0sEV0P+PUW2uxAFM4mBOzw8SYymW16XYYpkppfodPN84No5oXrFRcyDPEUO74opXv6C4uRk+s1xhHlOvSmvNrR3wtXZN/zjzdT633KBxgrWVjrXQhOvrbX59MHvbBc8Z7DxTUWEWz/sDEst8iWUkrblus+ax4extT4ThibDik/vgkmo4t0JxcTW0eDOJpkeG4eFBzX0D8GQ4dxyfXGJzaTBdNK9LKZvVV//QB1oikWD9+vXU19fPZjhihg1vdb78vPXjT+FSCpa+Kcq+n/kZ3uIGILDIYtmbo6iiKkmfH6Vg6U1RNn9q/BFK/pY0be8e4eB9Xnoe9GCFDfwtaZpfGqd85ezPuxalQ/pwIeaWdHC5Y7sR3YtdLkvMlxLpv8f21LDmmg2aiVQV+M5+2BXT/Gpt5ufEnTF4cBC+f0CzMTL+8e9dCK9vmtoi6jc2Kn590Hna4qlPaB44AQJT+oii1Nlac8NG56TSse7ph3v6NR/bXdhjvLkZ3trMhEufiKk1a4mlYz/QGhoaZisUMQnRdoPhzW7sJJS1pgkdZ5HvgiIDTzkP7w2tSgLjn8Rdpln+71FSIwqlwAzO7ZUAvHU2tWcn6H04e3rg0RouSmCY0HhpgsZLE9gWKBd5v+5CTAXpw4WYe9K+hY7truENklgqIdJ/j60vpbl2gkmlQ/46ALUPFva91AW8dxF8aPHUf6E7t1Jxfb12HLXUb8GFzyl+uthgVVkmIVBlygqBYnK+uC9TJH66nF0Bn1+usKdngW8xAdOaWEomkySTSTwez6g524c+0OLxuHygzWGDz5ns/mEAdOaDp/uvUHNWgoXXx8dMctgWDG0wGXrenbVN+dL4FxY2lctdNrcTSkdrvjo+ZmIpuMSi8sTRS4dMwaw/IRxJHy7E/JIOrXJsdw0+RarlVTMcjZhO0n9PjKU1lz2rGR7jZrXeDVfWZqbr/KIbhqZgsPgSH/xolWJ9aPqSOV9aofj7gKbHYQW6Xktx+c4K2AmgCRpgKE2TB1wKVgfhoirFS2qh3HSOMW5r9sXBb2SmM0liqnQ9Maz57N7puz87OQS/XaswlGLiayaKqVbwLWl7ezsDAwMAhMOZCY8dHR309/cDUFVVxcKFmV/E9u7dy44dO1ixYgWtra2Hz/H4448Ti8WorKwkHA4fPs/Rjt5fFJ90DPb98khS6ZC+f3oJLk1Tc5rDpxYwvMWk/dd+kv3O89UCqyIlPfLG5YUlN0XY88PsQt4uv82ym6Ml/fqIyZM+XIjSZQeWYrnrMVOjhy0Y0QLnH4hZIf339EprzWs2abbHnLfXueG24xQXVx1JmtyyTPOD/fDx3Zr4BO5wG02b9y2CNy5wTXsiptxU/Hg1XPHc+Df8kX89l/C/XostUfhdj+aju+CXa+D0iiOxprXms3s039qfKXYOsMgLb2yGK2qg1S9JplKSsDU3bcl9jZ0Ugj0xxq0z5iRgwPsWKd65EAy5popOwYmlgYEBOjs7s9oOfdABhz/UconFMr3U4OAgg4ODjvuU6ofaXNH/hId0zPkP+uDfvFSfmspKgFhR2PtTP1YkRxEkpSk/axBwXu2tVFStt9CvjdJ1j5dEj4G73Ma3Oszil6UxPTI8SUyO9OFClLaUb3FWYsk1shW0ljnVRU767+mjteZd2zV/6Xfe3uSBR05WVLpH/42YSnHzAmgLwPUbNck8B2mUu+ADC21eGRiisrJixhIvZ1UoHj4Zrn5e0+v8G/CY+i249DnNy+o0y/1wToXi593ZU+z2JeATuzWf2A0LvfCRJfDKekkwlYKvtENHwnnbT1YrrqpV2FrztwG4u0/zj8HMSnG5mArOKIcLqhSvaYAmr1xDxargu9R169axbt26vPZtbW11/HC6/PLLC31YUWSGt+S+dOIHXIRfMClfNToVPfCkJ3dSCQitSuGukeLTANWnpqg+NYW2IW1bDA0NoYyZXw5azD/ShwtR2lK+JfjDT4xqM2LtGJEd2GWll1CYS6T/nj7f6ISfdjlvCxhw7/rspNLRLqhS3LEO3rkt94gngHVl8Kp6xY2N4Gd2ig6vCSr+diJc9qxmf54r3h3r9p7M/3+R8TNp7Qn4962a50fgU8tkpMl8tjeuubXd+Zq4qQmuqs2894bKrAB3cbVCa83mKDw/An0p2BrNXCuVJlxdm/lbcRtyzcwFMvxBTEisM3up+6P1PebOSiz1P5ldU+kQV8Cm+ZoIY3wWlyRlgEweFkIIMVXiFWdS3vObrHYjvEUSS6IkbRjRfGyX882wV8Fv1ipafOPf2J5VoXjo5MwKVw8OamJ25ni/C04OKc6qgHrPkfNYs/hb6iJfJtYP7nQu6D0dbuuE/QnND1fJyKX56oM7NVGH+5agAV9c4fyeK6VYE4Q1hyesyLUxV0liSRQs1mmQGso98ghgeLMbbccyiREgNaKI7nW+3HwNaZa8Poq7xiYmy0UKIYQQ0yYRPN6x3Rx4FKvpqhmORojZpbXmbdtyj7q5tU1xdmX+N7peQ/HSWnhpbfHfHFe7Fd9ZqXh7i+b2bpsXwin8HjemodgcgYNJiKSP1FuaCnf0gvsFzTdXZqYRivnj3n7Nn/qct/1Pq5L3uwRIYkkULLJn/MvGTigGnnZTfUpmAvfwxhxJpcY0K98/gnLN7i83QgghRClIeVvQGBy7lo7Ze//sBCTELHpwKDMFx8n/rFC8smH+3wwfX6ZY5dMMDUWoqKjANEfPShi2NDdu1jzgXJKrYL/pgfsHNV9phctqcieYLA07IppdcehNQntC05mAchPOKFe8qCr3CnVi5n1it3OC9vggXF8/w8GIWSGJJVGw+MGxRysd0n2fl6qTUigDhrc6X2qLXxdFjT2rTgghhBBTxfBgVZ6Ke/CxUc2u8GaMyE7s4PJZCmwMWmOEN2PE9pIOrUYHlsx2RGIeSGvNu3KMVnpZHbyxWZIWkEne3H483NED3z+geS7sPIqp0QNfaVVcVg274vDd/Zpvd+JYhaknBa/drFnmg7e3QIMXakwYTsOGMDw+EOSpmKIn5fz+fKtTEzDgvErNRdWKsysyq89JLZ7Z8dMuzaaI87avtymZ+lgiJLEkChbdm18mKL7fxf4/+lhwVZxEd/YxZtDG3ywFhIQQQoiZlGy4MiuxBODZ+33iqz8zCxHlpuIHCDz775h9DxxuSza9jNj6b4HhmcXIxFx3W0cmAeLkf1rlRvhoLqW4rh6uq8+8Lilb89gwPDQE0bTm1HLFRVUQcGW2L/fD55YrTgtp3vSCzlnie1cc3r3j2K0GMP7fdtSGP/fDn/szx1eacHGV5pJqxeogLPVD0CXv43TrTWo+mPUeZrysDtaH5D0oFZJYEgWxUxDZk/8Qo4P3eTHLbGL7s0c5lbVasrKxEEIIMcOSDVcT2PqJrOlw7s5fEz/uv8DlnZLHUck+tCsALv/ETmBbhO4/FZUePVfJc+B2PAduJ3Lyz7Ear5yCSEWpeXQYPpZj6s6rG6BSpliNyW0ozqmEcyphrGLLL6tXJDS8baue9rVoBi34bQ/8tifzvhrASSHNVbWKE0Ow0AtN3kwdrELEbdgRhu60ptqE9SEok4QVAB0J+Ldt2nEEm6ngq5KgLSmSWBIFSQ0aoLM7ifqL4vTc70Wns7ft/73zF0pfo4xWEkIIIWaa7V+AVXs+7t6/j2o3kr24u35PasH1Ez63inXi7vo9/s0fBkAbPhLL3k6i7cMU+muSd9fXs5JKRws+9Rriy99FYuUncp9Ep5E59+IQreE3Ax4+6PCDJ2SSEf+5SG6Gp9INDYpmD7xhi2ZgBuup2sCTYXgyfCSBGHLBGeWaS2sUNzTkHtGU1prbe+CH+xX/HK76V2vmPG4F5WHSAQAAIABJREFUF1ZpbmxUXFkDRgn+Sp6y4daDPr7dp4jnuJ374nIlNbBKjCSWREGSg84dRKDFZsE1cTp+l/+vkqFWqdYthBBCzIbkotdnJZYA3Ptvn1hiKR3Ft/mjePf9YFSzsuP4dnwRXH4SK96T9+lUvBvvji+Nu59v51exA0tILXrDkWOj+/Dt+BJm910YyT6s6nOIrf4UdsX6vB9fzD8PD2o+uFOxIRLMuc8XViiW+eVmeKqdX6V46GT4arvmu/tnL45wGu4dgHsHNP+5A9YENccF4OwKxRU18FQY/j6g+XMfdCbBaTRWSsM9/XBPv+bEMvhyK5xUQtO9omnNDVsUDwzlvudbE4SbpEZZyZHEkihIosf5Fx53lU3liWkGnnYT2T3+ZaVcmsCS9FSHJ4QQQog8WI1XoV0BVDo6qt3s/Xtm3rvhHtXuGngSd8cvcQ09hRE/QGrBK0nVv5h0zbkABJ65GXf3H3M+nm/rJ0k1XIkdOi6v+Dx7voVK56gGe4zAhneROngPsTVfxIjuIfjkq1HW0JHn1P8QZQ9fTKL1gyRWvFtGMJWYtNZ8YIfmewdgrGlbl9fATU0zFlbJWeBVfHGF4pNLNZ/fp/nJAejP8RuzC02NG04oU1xRo1gfyow2WuSDbVH4zn7NL7szSZ7J2BTJ/O/2Hs17dxR+/DMj8KJnNKeENDc3Z+pQuebxCKZIWvPqTZoHhnI/xzIXfH/l/H0NRG6SWBIFGdnhfMl4a2yUgtZ3RHj23RXjnsfXaGPI1SeEEELMDmWQarwKT+evRjfbCYyRrdjlazMNWuPf8C487T8etZ931614d91KbNUtpKvPHjOpdIhv6y1ET/nZ+LGlE3j2/SjfZwKAu/tu3N13o1Eoh1LBSlv4tn0KZQ0RX3VLQecWc9eQpbnsWc2W6Nj7tfnhO8epeZ0UKBZ+l+ITSxUfX6LZG4fdscxqcEk7U5dnmTdNfXKI+qoKTDM7Cby2DG5tU3xmuWZnDHZE4d5+zR295JyWNd2eDMOTWzUf3gUfXAyvawTPNK1QF0vD02HN8xFIa1jmhwsrITTN084GU5qXPK/ZOEa+v8wF/7tGsTIof0elSG7tRUESfdkjlrz1adzlmS9xyoClN0XY/cPcw4wB/C0yWkkIIYSYTamma7MSSwCuoWcPJ5Y8u2/LSiodzb/lY2iV39dJs/sujMhO7ODyMffz7PsBRmogq12b5ShreMxjnZJKR/Pu+jrJ5utkWlwJeCGiedkGzf7k2PudXg4/Wa2m/cZcjGYoxVJ/ZvW2o1kWDOVRLaPMpTihDE4oy6xW9wVLsyUCvanManN392oeH4aZvOPoTcF/7tB8tR0ur9FcWaM4r3L8OkyRtGbjCHQlocoNJ4eO1H/SWrMjBncchPv6yngmqkjo7H7u/ErNNbWKVzVkkndT7YZNYyeVXlIDn1qmWCJTSUuWJJZEQVIDDoml2tE/D1Sss3BX2plC3zkEJLEkhBBCzKp05YmO7a7Bp0ktfC3YKfxbPjLueZTOr2aiQuNu/wWJlR/LEVAU39Zb8O7+puPm6LqvY9W/mOCjV2MOPpHXYzoJPPdWRs59UKbEzWPPhjUv36jpTeXep8kDX1qhuLJWboTng3JTcfpRkybe3qIYSGmeCsO+eGaUzz+HMkmnQjSYNtfVK1YEDB4Z0vymZ/xjOhLw3f3w3f2aNUG4ZSm8qHr0dTZkae7qhf/r0dw/mD2tr9mTaQinM//LlJbPfW/1wCA8MKj5YRfctW5qRzB9eZ/mkRw5/SoTvrNS8eJq+TsqdZJYEnlLJyA1lN2heapGJ5aUAcFlFoNPe3KeK7BIEktCCCHEbNLeemxfM0Z8dDVdz/7fEV/7Zbw7vjjlj+k+8DsSx330mEDSeHd8Cd+2z+Y8zvY1YzW+BJSLyJl/yuy//XMTisEV3oxv0weJr5365ydm34GE5lWbxk4qvaxW87U2Q0YpzXNVbsXF1Zl/vxGF1pq/DcCf+zVdSdgagW2x7OOCBpxRATfU2ZxrDlFTWYFpKt7YrPjCCs2X9mWKkCfzqPG0KQIv26i5qlZzRY1iW1Tzp75Mraix7obGG2mXy/MjcOlzmj+ugz/0wl19mmgagi6oMGHQAp8BzV5Y6ssULV/oy/138JMDmlv2OD/RGlNz5wkGa2Tqm0ASS6IAI9udLxd3VXZnU31SKmdiydeYlsSSEEIIUQTS5euyEkvKGsI1+CSe9l9M+Lzh85/Ev/E9mH3/GNXuiu5BxfeDuyHToDW+je/Du++HY54vueimIyOMDJNE2wexfc0ENrwj9zHNLwfDg6cj+3l4936X1ILrSVedWtgTE0VNa81NWzJJAycGmi+3RLhxUQBTkkolRynFRdVw0VGja16IaO7shV0xTbUbLqxSXFgFplJYls3Q0OhzVLkVn16u+I8Wzc+6MqOSDo6RxDzkzl64s3eS1cbztDkCyx7J57E0/7Ub/nsp3NyceX2Oti2qefd25/O4leb2NVqSSuKw3OPphDhGrNN5yHhoRfYQ+PK1FuWrHXpZQ9NyXQwlV54QQggx66z6Sxzb/c+9BSPeMaFzxo/7GHbZClINVzpuN/seOvxvT/cfxk0q2b5mEsventWeWngjyYU3Oh6TqruY2PrvEm/7CNp0XlTEu/NrYz6umHt+3g2P5piyU23CwydqrqrIIwsgSsbKoOL9ixXfWmnwmeUGL65WmHkUcW/yKt63WLHpdMX3VyrWjl1etmjFbfjATs0PDoxu11rzxi0656iqzzdHWTNHn7OYHnJ7L/IWbc9OLClTE1ic3eUoBUvfGKX6tCM/GZlBm8WvjRFqk9FKQgghRDFILrjesd0VcV57O9lyA4lFb8h5Pu0qI7H83QBYdRc67mP23ItKdFHV/mVCz71xzPi0WU70xB+Cy5e9USlix99KYvGb0UZmlLTtbSC+4j+JnvQjUArtX0DkZOfi4+bBP4E1Mubji7mjJ6n5r93OoyuqTHj6NEWr33GzEBPmNhTX1Sv+cZLip6sVL6+D6RzDc3KZ5iOLFfesV9y1TnFj49Sc9707NP8c0rTHM39Dn96bu1j3dbWaqysnOFdPzFsyFU7kZEUh3uXCW2tjBjXhrdmXi6/Rzjn6yHDD4tfEaHl5jNSggafaxnBPc9BCCCGEyJ9ZRqrxatxdv89r99iaL6GsETwd/4uys4uTxI/7KIe+GNjBVmxfS9bIJ3fXH6g8+FcMa3DMx0q23EBi+Xuwy1pz76QU8bVfJNH2IVSyHzu4NKsod7r2AhJL35JVFFzpNO4Dd2A1vWrMOMTc8LUOTZ/TYHngnycrKk2FlV+deSEKZijFS2vhpbWKW9s0X96n+UYHJPKYkbY6CNfWKtoCsCcOWyKaoTR4FHiNTKH543w2JxnDrKgtHzWN8+xKxb81ay58WmOP8Rj5uOK5Q8HmDtpnwFeXa5KSkxfHkMSScNR5p5ee+73o9L86LkODnZ1/D7WN/wnt8oKrYbJdnRBCCCGmQ6rhsrwSS7FVnwYziDaDxNZ9Df/zb0fZCQC0MomvuoXkkv935AClsKpOwXNgdGJJ2YnDxzmxqs4gcubdFDJvXnuq0Z7qnNtTjVc7rjbn2ft9YpJYmvN2xzI38U4+s1zR5JU6MGLmBFyKjy1VvKFJ8/UOzS+6YeSoCRsBAy6qhtNCiktq4LjAsddn9vWaqffknPA5oUzxtxPh+o351XuajKdPVfhdIOOVxLEksSSy7P25n/7Hjym87ZBUAlndTQghhJjrUg1X5LffUdPmUguux6o+C7Pnr6h0jFTjS9H+lqxj7OCKgmKx3ZVETvtdQUmlfKSrTsf2L8SItY9qN4eewd1zH3hOmdLHEzNjfyJz0/6pHKtWLfdnihILMRsW+hRfWKG4ZZnmuRHoTUGdG9YGwe+a2mTn+pDiL+vhTS9ong4faW/xwvsXKarcEEnDmRWwyAu1D+aun5TLbW2KZq+M/BPOJLEkRhnabGYnlcbga5DEkhBCCDGnuStILrgeT+evc+6SDq1Be+tGtWl/C6kx6i0BWLUXwo4v5R1KculbwJyGirBKkVzwSnwOsQS2fgzW/nHqH1NMm7it+cyezCilscbEf3mFwsijELMQ08lrKE4rn/7HWepX/HU9PDacSWK1eGFdGbgc/gZ+tRZetTH/5NJbF8CrG+VvSeQmxbvFYVZEse+X+Vc19FTb+JpkipsQQggx1yUXjV1EO7H0LRM6b7r6DLQrkNe+8eXvJdH6gQk9Tj6Si52foxnZRrDvT9P2uGJ8WmsOJDS7Y5qk7Tz6KJLW3Nev+UaH5rynNLeOk1S6rBrOr5yeeIUoVoZSnFmheGmt4sSQckwqAby4WvHHExQt3rHP51XwwcWKTy+TpJIYm4xYEof1PuDDGs4/11i5PoX8CCSEEELMfenKk9CuACodzdpm+xeSannNxE6sXKQrT8bsezDnLvG2j5JYcjO4p/cnfe1rJrnwRjztP83aFhy4hwQTfI5iwpK25rZO+MF+zb5/ld0ygBPKNK9sUFxbB3vj8OV9mr/053/echd8vU2h5IuqEDmdWaF47BS4px+6k/BCRLMrnvn32iCcVp75G6z3yN+RGJ8klgQA6REXfQ85LOWbgytgU3de7sKbQgghhJhDDA/Jllfj3fu9rE3xFe9jMr8kJZa/C1ffwyiH8SWRtv/Can33hM9dqNiaz2N2/REjNTCq3Tf8KAmdx/JNYso8Pqx521bN9mMWF7SBZ0bgmRHNB3cWfl63gh+sUtTJzbAQ4wq6MsmjDPmbERMnU+EEAOHHyrETzpfDgmtjlK9N4V+QxuXXVByfovUdETxV8gVMCCGEmC8SbR8mHWwb1ZYOrSbVMrlV06y6i4ie8jNs/6LDbbannoPLPk986dsnde6CuQKkFrwiq9lM9WEOPTmzsZSYo/N2v+/RvOS57KTSZKwvgw8vVjxxiuLiarlBFkKImSQjlgQAsW3OhTKP+88wgYU29RfIopJCCCHEfKY91Yyc8ze8u2/DGNlOuup0kgtfA0b+i3rkYjVcQbj+MozoXrATJH3LGBkOUzEFcRccS825ePd8J6s9sO1TRGvvmvmASkRcw7WbFAdTNluzZ1xOWJMHvtKquKxGkklCCDFbJLEkSA0apHqyvzQGl1kEFkpxbiGEEKJkmGUkWt8/PedWBnZwaebfs7hedbr6HDQKxZEhNLHQKViLb561mErBz/u9PDg0dcmfRg/c0ADvWagImZJUEkKI2SSJJcHQBudfIiuOT81wJEIIIYQQ00t7qrDqXoTZez+ppmuILfx/9KnlVFRUyBfjafK/B+Gz3WOvDhgw4Jo62BqFp8LZ28tdcGMjXFKtOCEElZJMEkKIoiGfn4JYu/NlULVeEktCCCGEmH/ia74I1gh2xTosy4KhodkOad66p1/zjh1jJ4HOKIc71yk8Rma/zRHNHT2anTGI2XBmueK1jVDllmSSEEIUI0kslTidhuFN7qx2b10aT7UU5xZCCCHE/GMHl812CCXB0ppP7NKkc6w2pYB/a4bPLFO4jSP7rA4qVgcliSSEEHOFJJZKXKLHwI5nrwYXapu92gdCCCGEEGLuM5XiL+vht91pnhlI0qW9dCQULgXrQ/DmZsW6MkkgCSHEXCeJpRI3stP5EgitksSSEEIIIYSYnJCpuLEBrvLFqKjwYJqu2Q5JCCHEFMseqiJKyvAW58SSv0lWgxNCCCGEEEIIIcTYJLFU4qLt2b8auatsPDWSWBJCCCGEEEIIIcTYJLFUwuLdBqnB7EugfFUKJdPdhRBCCCGEEEIIMY6Cayx1dnYyMDDA0NAQIyMj2LbN8ccfT0tLS0Hn0Vqzd+9e2tvbiUajmKZJTU0NbW1tBAKBQsMSEzD4bPZqcACBhekZjkQIMVOkDxdCiLlJ+m8hhBDFquDE0vbt24nFYng8HrxeL7FYbEIPvHHjRjo6OigrK2PJkiXE43G6urro7e3lzDPPJBgMTui8Ij+2BV33eh23VayVwt1CzFfShwshxNwk/bcQQohiVXBiae3atQSDQfx+P7t27WLr1q0FP2hfXx8dHR1UV1dz6qmnYhiZ6VjNzc08+eSTbN68mVNPPbXg84r8aA1bv1SGTmXPdytflcJdrmchKiHETJA+XAgh5ibpv4UQQhSrgmss1dbW4vf7J/Wg7e3tALS2th7+QAOoq6ujurqa3t7eCf8KI8bX97CH+AHnpV5rzkzOcDRCiJkkfbgQQsxN0n8LIYQoVrNSvHtgYACXy0VVVVXWtrq6OgD6+/tnOqySYEUU++9yngLnqUnLNDghxLikDxdCiLlJ+m8hhBDToeCpcJOVTqeJx+OUlZWhHJYeO1Q0MBqN5nU+y8o/EWJZFrZtF3TMdJnKWLQNkV0mdlzhX2zhDjlPZUvHFDu+WkE66pxPbHrFEGmtYZZenvn6/kgsEosT05zx7ndKTGUfLv23xCKxSCxzMRbpvzPmYh9eLHFILBKLxDJ7sczVPrzYzfirmkqlAHC7nVckO/RGH9pvPMPDw2idX00g27aJx+MAo4b/zoapiiUdMzj4o2ZSPZ7Dbd5FMepe1YXhO/K6aA1d31tAqtd5Cpz/9IOka4cZGpq912U+vj8Si8TiRClFdXX1dIc1LaayDy/1/ltikVgklrkXi/TfR8zFPrxY4pBYJBaJZXZimct9eLGb8+m68vLyvPc9lMkMhUKznqmcqlj2/b5sVFIJILHPT9c3F7PsbUMoA+JdLvoe8JM64PxFIrA0SfWLh2f9dZmP74/EIrGI3Eq9/5ZYJBaJRWKZy+ZiH14scUgsEovEMv9iKXUz/uof+pUk168hhy6OXL+mHKvQC8gwDEzTLIoLb7KxRDsMhp5zrpdkhQ22fS57/nxWDB5Ny6sixIvkdZlP74/EIrHMR1PZh5dy/y2xSCwSi8Qy0+Q7eHHFIbFILBLL/IullM342DWXy4XP5yMWizkOnz00r/vQPG+R28DTnvF3GseSm6J4a+0piEYIUQqkDxdCiLlJ+m8hhBDTZVYmRVZVVZFOpxkYGMja1tPTAyBzH/MwvHFyWdklr49SsXr2i64JIeYW6cOFEGJukv5bCCHEdJjWxFIymWRkZIRkMjmqfeHChQBs374d2z4yWqanp4f+/n5qa2vx+/3TGdqcl+hTxLudC3Hno+68BFUn5VecUQhRmqQPF0KIuUn6byGEEDOp4CEv7e3th3/lCIfDAHR0dNDf3w9kfgk59KG1d+9eduzYwYoVK2htbT18jpqaGlpaWujo6ODhhx+mvr6eeDxOV1cXbreb1atXT/qJzXex/RNPKgWXWzRfHZ/CaIQQc4X04UIIMTdJ/y2EEKJYFZxYGhgYoLOzM6vt6CG1hz7UxrJ27VpCoRDt7e3s2bMH0zRpaGigtbWVYDBYaFglJ/yC81u3/C0RIrtcRNtdJHoMUsMGdkLhX5DGU21TsTZF9ekplJrhgIUQRUH6cCGEmJuk/xZCCFGsCk4srVu3jnXr1uW1b2tr66hfSY6mlGLJkiUsWbKk0BAEEN6a/dYZHk2o1aJ8pdRNEkI4kz5cCCHmJum/hRBCFKtZKd4tJifRp0j0ZE+FK1+bQk18hpwQQgghhBBCCCFEQSSxNAcNPe92bA8tT89wJEIIIYQQQgghhChlkliagyJ7nIclla+WVd6EEEIIIYQQQggxcwqusTQfaA0jO1wkBwyCyyy8NXq2Q8qbnYLhLdkjlnzNaTzVc+d5CCGEEEIIIYQQYu4rucSStmHvD0OEN3kOtzVcEqf5ysQsRpW/+AEXdiJ7Sbey5VKwWwghhBBCCCGEEDOr5KbChR+rGJVUAui+x0ffo851i4pNbL/zWyYrwQkhhBBCCCGEEGKmlVRiyU5B+NEKx237fhkgPQcGLQ1tck6A+RdI4W4hhBBCCCGEEELMrJJKLPU/5iMdzj377/n3VzD4XPHODkwnnFeEM8ts3BVSX0kIIYQQQgghhBAzq6QSSwOPecfdZ+8vAqSGsmsYFYOBJzyO7ZUnplAl9U4KIYQQQgghhBCiGJRMOiLeZRDfP/5oJDuu6Lpn/ATUWFLDigN3e9n1vQA9//BgRSd1usP6HneeBle+SuorCSGEEEIIIYQQYuYV77yvKRbelv9T7X3IS+MliYKnlw1vMdn/Bx+xTtfhtqENbrrv89L69hG8tROfrhY/aBDd6/wcpHC3EEIIIYQQQgghZkPJjFiK7HGNv9NRdn47iLbz339kh4ud3w6MSiodkho02PWdIHaqoBBGGXjaebRS81UxVGFPTQghhBBCCCGEEGJKlERiSWsY3pydmPFU29Rd4LwUXKzTRfe9+U2J0xraf+MHnbs2U7zbxY7bgugJDloafMY5sVR9yiSyVUIIIYQQQgghhBCTUBKJJWtEkY5lJ31Cx1m0XBsntMo5OXPgbh+p8PiFvCN7XMS7xh82FNllMvisc4JoLIkew/H8/pa0rAYnhBBCCCGEEEKIWVMSiaXUgPPTDCzK1CZquSYOyjlBs+9X/jHPrdPQ+X++vGPp+osXrSEdVUQ3Bxl8Zvzi3j0P5lgN7gQZrSSEEEIIIYQQQojZUxLFuxP9zqOOPFWZZJKv0abhogTdf81OEA1vdLPvV34WXBPD5ZA/6v6bN2dRbSfxAy6efVfFqLZOr6bluhg1p2cniuwU9D/unFiqPi2Z9+MKIYQQQgghhBBCTLWSGLE0ssM58eOpPlKdu/mlCZTLedRS3yMeNt8SIn5w9MulNfQ84Jz0qTs/Qe3ZzvWbjmUnFPt+6Se8PXu6W+9DHsdpfMFlFp5KmQYnhBBCCCGEEEKI2VMSiaV4d3bCxiyz8daNXvat9Z2RnOewRgz2/WL0tLiR7S6scPZL6K60abwsTvPVcQxvnskfrdj3i8Co4t6pYcWBPztPs6u/ML+klRBCCCGEEEIIIcR0KYnEUmoge8SPr9FGHfPsg4vTlLVZOc8T2W0S7ThyUK5C3E1XxjED4PJC4yXxvONM9hvs/kEgE/OIYstny7Dj2bF769NUHJ87TiGEEEIIIYQQQoiZUBI1lpquSJDoNUj0QbTXRo948DWkHfdd9qYIe38eYOh556RR970+lt6UqbYdcaitpFx6VFHt+guTjOw2Gd6Y32pwQ8+7eebd5WDnXo2u8ZIEavzF6oQQQgghhBBCCCGmVUkklqpOyiR6LMtiaGiIiooKTNP5qbt8sOxNUfoedbPvl4Gs7YPPmST7FVpDrCN7il1olYXLe+S/lQuWvTHKwQc8HPyrFyuSxyCxMZJKFWtTVJ0iq8EJIYQQQgghhBBi9pVEYmkias5IMfBMivALx4w00orwNhPDuWY3oRXZU9SUCxpelKT+wiRWWJEKK7Rh0bslRf/v6/OOySy3WXRDTEYrCSGEEEIIIYQQoiiURI2liWp5mXN9pIP3e+l/wnlqW/nq3LWPlAJ3uSawIFM4PLhuBGXmv7LbsjdGMctkJTghhBBCCCGEEEIUB0ksjcHXYOOtz67FFD/gYnhzdmLJ5dd46+2s9lyUgtWf7sdTPfYx/oUWKz8QJrjUuS6UEEIIIYQQQgghxGyQxNI4as9O5r1v+epUwdPUDBPa3jOCp8Y5ubT0pgjHvTuCvzn/hJUQQgghhBBCCCHETJAaS+OoPjVF1599pGPjZ4zqzs8/CXU0d0hz3HtHOHCXl8ENbky/pv7iBNWnFp6oEkIIIYQQQgghhJgpklgahxnU1J6doPuvvjH3qzo5SfD/Z+/Ow+S4ynvxf6u6qvfZ902aTdZuSZZled8wi1kuARJCSIKTQBb2JCw3hDiEXG4CPxK43AS4hIBvLhB2gxOwYwzeLduyJdvaR5oZzb7P9L7X8vtj3OMZVfVMT08v1aPv53l4sE5Vnzr9qtXV/fY579ma+1I1yaOj4+1xdLzdvK4TEREREREREZHVcClcFppek4CjPnPSSK7WsPW3Y0UcERERERERERFR6TGxlAWbA+h5XwSiw3xHtq7fj0KwFXlQREREREREREQlxsRSlhx1Orr/KAK55pUi2t5tCnb+ZQieTu7WRkRERERERESXH9ZYWoeKXhW7/zqExKwIUdZhrzWfwUREREREREREdDlgYmmdBBFwNmlrn0hEREREREREtMlxKRwREREREREREeWEiSUiIiIiIiIiIsoJE0tERERERERERJQTJpaIiIiIiIiIiCgnTCwREREREREREVFOLrvEkiAIpR7CEo7FyCrjADiWTDgWc1Yay2ZlpRhzLOY4FnMcizmO5fJilRhbZRwAx5IJx2KOYzFnpbFczgS/36+XehBERERERERERFR+LrsZS0RERERERERElB9MLBERERERERERUU6YWCIiIiIiIiIiopwwsURERERERERERDlhYomIiIiIiIiIiHLCxBIREREREREREeWEiSUiIiIiIiIiIsqJVOoBXCoej2Nqagqzs7OIRCJIJBKQZRk1NTXo6upCdXW14TGKouDChQuYnp5GIpGAw+FAc3Mzent7IUnGp6jrOoaHhzE6OopoNApJklBXV4crrrgCbrfbcP7Q0BCCwSCCwSDC4TB0Xcfhw4dRW1tbkBiYsVpcEokE+vv7EQgEEI/HkUqlYLfb4fF4sGXLFjQ3NxcsFstZLS4A8MADD2Qcb1tbG6688sqNPeksWC0uFy5cQH9//6pjbm9vx969ezf2xNdgtbgAgKZpGBwcxMTEBGKxGGw2G6qrq9HT04OampqCxKGQGGNzhY5LIpHA2NjY0r0qGo0CAO68886MYxofH4fP50MgEEA4HIamadi7dy/a29vz++RXYbW4aJqGvr4+BAIBxGIxJJNJyLIMt9uN9vZ2tLa2QhQL+5uc1WICAI8++ihisZjpsdraWhw+fHgDzzg7VovL2NgYTp48ueqY6+rqcM011+T4jIuPMTZntbikTU1NYXh4GJFIBIqiwOFwoK6uDt3d3ab3wnwvwwhoAAAgAElEQVSzYlzSnw/Gx8cRiUQgCAIqKirQ1dWFpqam/AYgg0LHxefzYWpqCgsLC4jFYlBVFS6XC01NTeju7oYsy6bj8vv96O/vh9/vh6ZpqKioQGdnJ1paWgoSh0tZMS5W+By0mdj+4i/+4m9KPYjlBgYGcOHCBQCLN4u6ujpIkoTp6WmMjY3B4/GgoqJi6XxVVfHMM89gZmYG1dXVaGpqgq7rmJiYwPz8PNra2iAIwoprnDp1CoODg7Db7Whra4Pdbsf09DTGx8fR1NQEu92+4vynn34aoVAIoijCZrNBVVW0t7fD5XIVPiAvs1pcwuEw+vr64PF4UF1djfr6ejgcDvj9foyNjSEejxflDdxqcQGA/v5+uFwudHZ2ora2dsX/6urq4PV6L7u4CIIAl8tliEdtbS2i0SgURUF3d/eKMV0OcdE0DUePHsX4+DicTidaWlrgcrkwNzeH0dFRVFRUFOX1kk+McWniEgwGceLECYTDYciyDE3ToOs6tm3blnFMx48fx/z8PHRdhyzLUBQFTU1NqKysLFwgLmG1uKRSKbz00ktwuVyoqqpCfX09nE4ngsEgxsfHEQgE0NraanhNbuaYAIs/sAmCgO7ubtP38WK8ZqwYF4fDYRqPZDKJZDKJLVu2lNUPBIyxOSvG5ezZszh37hx0XUdjYyNqa2uhaRqmpqYwPj6OxsZGOByOwgUF1ozLiy++iKGhIdhsNrS0tMDj8SAQCGBsbAyyLJsmL/Kt0HF5+umnsbCwAI/Hg4aGBlRVVSGRSGBqagpTU1NoaWkxJF3m5+fx3HPPIZFIoLm5GTU1NUtxkSSpKO9TVoyLFT4HbSaWm7FUVVVlOhvI5/Ph6NGjOH36NJqampZ+MRwcHEQoFEJ3dze2b9++dH5fXx8GBwdx8eJF9PT0LLXPz89jbGwMtbW1OHTo0FI/ra2teP7553HmzBkcOnRoxbUPHjyIqqoqOBwOnDp1CqOjo4V6+hlZLS6VlZW44447DB+uFUXBkSNHMDY2hs7OzoInCqwWlzSXy7Xqja/QrBaX9AfBSyUSCQwMDMButxclEWm1uAwPD8Pn86GlpQX79u1b+vcUiURw5MgRnDp1aunGWy4YY3OFjovH48Hhw4dRWVkJSZLw+OOPIxKJrDqmPXv2wOPxwOVyYXBwEH19fXl8xtmxWlxkWcarX/1qw6wkXddx9OhRzM3NYXZ2Fo2Njfl4+qasFpM0SZI29X1tvXGprKw0/fKhaRpGRkYgCALa2to2+rSLijE2Z7W4JBIJDA8Pw+Vy4YYbblgxE2NoaAhnz57FxYsXCz5D3mpxSScQampqcOjQIdhsNgBAMpnEkSNH0NfXh8bGxoLP5ip0XDo7O9Ha2gqn07mi/9OnT2NkZAT9/f3YvXv3Uruu6zh16hQALMUTAHp7e3HkyBGcP38ezc3NBZ8wYbW4ANb4HLSZWK7GUnNzs+kX0JqaGtTW1iKVSiEYDC61pzOtvb29K85PT5EbGxtb0Z5OCm3btm3FB8eGhgbU1tZibm7OMN27GFn/tVgtLqIomv5iK0kSGhoaAGBpymohWS0uVlEucRkfH4eu60VZXgJYLy7T09MAgJ6enhX/njweD9rb25FMJjE1NbWBZ1x8jLG5Qscl/av+ehJk9fX1RZ15a8ZqcREEwfS9SBCEpeR3oe9tVouJVZRLXKanp5FMJi3x2XG9GGNzVotLLBaDruuorq42LO9JfwZPpVJZ9bURVovL8vt9OqkEAHa7HZ2dndA0DePj41k/v1wVOi7d3d2G5AmApSTLwsLCivb5+XlEo1G0tLSsSNTKsoyenp7LNi6ANT4HbSaWSyytJv1hL/3/kUgE8Xgc1dXVK95AACzV0IhGoyu+ZPh8PthsNtMpf+k3Y7MXnpVZKS6apmF+fh4ASr6Ep5RxSaVSGBkZwcDAAEZGRla8UZaalV4v6SSBFdYylyIuiUQCAEx/PUvf6NL/njYDxthcPuKyGVkpLrquY25uDgAKPhN3NaWMiaZpGBsbw8DAAIaGhuD3+zfcZ75Y6bWS/rJjhftaPjHG5koRF7fbDVEU4ff7oSjKimOzs7MAFpcalVIp4pJMJgHANFFwOdzv031e+sN/+jNRfX294TFW+e5birhQ/pXNz1WxWAxzc3NwOp1LH+rS0yE9Ho/pYzweD+bm5hCNRuFyuaCqKuLxOLxer+mLK/3FoxgzbfKl1HFJJBIYGRlZ+u/0bIHe3t6M1y+GUsclFArh9OnTK9oaGhqwd+/ekv6CWeq4LOfz+RCNRlFdXV3SL2pA6eJit9sRjUYRjUYNMUjfLLNZolIOGGNz+YjLZlTquGiahoGBAQCLX1bm5+cRiUTQ1tZWsi9spY5JIpEwFFKuqqrCvn37yv5+n8+xzM/Pw+l0Ln1h2wwY48xjKUVc7HY7tm/fjrNnz+KJJ55AQ0MDZFlGMBjEwsICtmzZgq1bt+b2pPKgVHFJz96KxWKGH7fT9/tSfscrdFzSCddLE0irXcPhcECSpMsyLpR/ZZFY0jQNJ06cgKZpuOKKK5a+UKSz9JmmSKbb0+elp4VmqpafPr8Y00fzwQpxSSaTK3b7EkURO3bsQFdXVy5PKS9KHZeuri40Nzcv/aIUDofR39+P2dlZHDt2DNddd11JsualjsulrDJbqZRxaWhogN/vx8DAwIr6P9FodGlacrm8H62GMTaXr7hsNlaIi6Zphp0su7q6VtR5KKZSx6S9vR01NTXwer2QJAmRSAQXL17ExMQEnnvuOdx4440lWVpX6rhcamxsDLqum246UK4YY3OljktnZ6dp7deampqCbzCwmlLGpaGhAZOTkxgYGEBdXd3STJVkMonh4WEAm/d+HwwG0d/fD4fDge7u7hXHsrnG5RgXyj/LJ5Z0XceJEyewsLCA9vb2siuEWChWiUtFRQXuvPNO6LqOWCyGyclJnD9/Hj6fDwcOHCj6jc0KcdmxY8eKP1dXV+PgwYM4evQoFhYWMD09jebm5qKOyQpxWU5RFExNTUGSpKJtc2qm1HHp7OzE5OQkJicnEQ6HUVdXh1QqhenpabhcLqRSqbL/csIYmyt1XKzKKnGRJGnp3pZIJDA9PY0LFy7A7/fj6quvLmoSxQoxubTGRWVlJfbt2wcAmJiYWNqwo5isEJdLx5NOVpf6B5N8YYwzj6PUcenv78fAwAC2bduG1tZWSJKEUCiEs2fP4tlnn8WBAweKsinKcqWOS2trK8bHxzE/P780k0vTNMzMzBh2cC6mQsclGo3i2LFj0HUd+/btK+lzXQ/GZfOxdI0lXddx8uRJTE5OorW1FXv27FlxfK1s5aXZzvSv3JmysunzM/0abhVWjIsgCHC73ejp6cEVV1yB6enppSVyxWLFuKQJgoCOjg4Ai0vAismKcZmYmICqqmhubi5ZAVkrxEWSJFx77bXo7OyEqqoYGRnB/Pw8tmzZsrRzRbkVf12OMTaX77hsFlaMiyAIcDqd2Lp1K3bv3g2fz7e0RK4YrBiT5bZs2QKg/O9r+TA/P49YLIa6urqC7zpVDIyxOSvEZW5uDhcuXMCWLVuWChant4w/ePAgRFHEuXPncu4/F1aIiyAIuPrqq5d2rxwdHcX09DQaGxtx4MABAJvvfh+NRnH06FEkk0kcOHDAdKl2Ntco9ndfK8SF8s+yn0rTWcyJiQm0tLTgyiuvNPyqnF53mak+Rro9ffOx2WxwOp1Luylc2l96famVPxCUQ1zS/3h9Pl/R1niXQ1zSmXJVVbN8Vhtn1bik1zunk23FZqW4yLKMnTt3YufOnSva0zEy22q5HDDG5goRl82gHOKSrs9QrOKv5RCT9JeRYi7LtGpcrFRQeqMYY3NWictqBbodDgc8Hg+CwSAURSnKDxBWiQuwWJKjt7fXMMsyXZy6qqpqQ/2vR6Hjkk6eJBIJ7N+/H42NjaZ9LL/Gpc8/kUhAUZTLMi6Uf5acsXTpC255XYzlPB4PnE4n/H6/4cu6qqrw+/1wu90rinrV1NRAVVXTX9fSb9RmWyFaQbnEJb0LU7GUS1zSO+gU68ugVeMSDAYRCATg9XpRXV29kaeYE6vG5VKTk5MAUNKlgrlijM0VMi7lrFzikr63pet2FFK5xCQQCAAw34WpEKwal2QyienpaciyXPSl7vnGGJuzUlx0XQeQ+fN2MpmEIAh8r1omvYSyWK+dQsfl0uTJasse05+J0jubLlfs775Wigvln+USS+mpcWu94NLa29uhKIqhyGZ/fz8URTH8qpGeIXHhwgVomrbUPjs7i4WFBdTX11vyw7rV4hIMBlecl5ZKpdDX1wcARckQl0tcfD4fBgcHIYpiUd7krBaX5dI391LMVrJiXMx+6R8aGsLc3ByamppKknzbCMbYXKHjUq6sFpdQKGQ6q1RV1aWlJYXeicpqMQmHw6YxCYfDS/f71tbWDV0jG1aLy3ITExPQNA2tra1F+TJfKIyxOavFJX3PGhoaMiwNHxkZWdqmvdBxslpcAPP7/dTUFMbHx1FVVVWUxFKh45JOnsTjcezbt2/N7xXppaOTk5MIBoNL7alUCgMDAxBFcVO8h683LpR/llsK19/fj/HxcUiSBLfbbXgxAUBTU9PS0oXu7m5MT09jcHAQwWAQlZWVCAaDmJubQ1VVlaGYZF1dHdrb2zE2NoannnoKjY2NiMfjmJqagizL2LVrl+F6g4ODCIfDAF6pIzAwMLA0JbepqangL16rxWVoaAizs7OoqamB0+mEKIqIx+OYmZmBqqpoaWkpypuU1eMiCALC4TDm5uYgCAJ27dpVlG2ZrRaXNE3TMDExUbSb2KWsGJdHHnkEtbW1cLvdEAQB8/PzCAaDqKqqwt69ewsSh0JijM0VOi4AcOLEiaX/Tv+Svbytu7t7xRbMo6OjS/e0UCgEYHGpSXrJQE1NTcETwFaLy9TUFIaGhlBTUwOXywVJkhCPxzE3N4dkMomampqCF6m2WkwmJycxNDSE2tpaOJ1O2Gw2RKNRzM7OQtM09PT0FOXXbqvFZTmr7HK6UYyxOavFpaWlBaOjo1hYWFgqUi3LMoLBIObn52Gz2QwbyRSC1eICAEeOHIHL5YLH44HNZoPf78fCwgLcbnfRNhUqdFyOHj2KWCyG6upqhEKhpfv3cuk6U8Bi7ak9e/bg+eefx7PPPrtU33R6ehqxWAw7duwoymoKq8UFsMbnoM3EcomlWCwGYDHjnKlApsvlWnrR2Ww2HD58GP39/ZiensbCwgIcDge6urrQ29sLm81mePyePXtQUVGB0dFRDA0NQZIkNDU1Ydu2baZf+tO/hC+3fDqhy+UqeGLJanFpa2uDruvw+/2Yn5+Hqqqw2+2ora1FW1tb0ZaWWC0uTU1NUBQFoVAIc3Nz0HUdDocDLS0t6OzsLNrsE6vFJW16ehrJZBItLS0l2Z3BinFpaWnBwsLCUt0Wj8eDHTt2YOvWrWX5yzdjbK4YcUnPBszUdukXMp/PZ3iMz+dbscyw0B+orBaXhoYGxONx+P1++P3+paKmFRUVaG5uRkdHR8G/mFgtJnV1dYhEIggEAlhYWFi63zc0NGDLli1LtacKzWpxSfP7/QiHw6iqqirbmnhpjLE5q8VFEAQcOnQIQ0NDS7ueapoGh8OB1tZW9PT0mCbn8s1qcQEW7/fT09Pw+/3QNA0ulws9PT3o7u4u2oYXhY5Luv/0fcrMpQmUurq6pWtMTU1B13V4vV5s375903xnyyUuVvgctJkIfr9fL/UgiIiIiIiIiIio/JTfz+FERERERERERGQJTCwREREREREREVFOmFgiIiIiIiIiIqKcMLFEREREREREREQ5YWKJiIiIiIiIiIhywsQSERERERERERHlhIklIiIiIiIiIiLKCRNLRERERERERESUEyaWiIiIiIiIiIgoJ0wsERERERERERFRTphYIiIiIiIiIiKinDCxREREREREREREOWFiiYiIiIiIiIiIcsLEEhERERERERER5YSJJSIiIiIiIiIiygkTS0RERERERERElBMmloiIiIiIiIiIKCdMLBERERERERERUU6YWCIiIiIiIiIiopwwsURERERERERERDlhYomIiIiIiIiIiHLCxBIREREREREREeWEiSUiIiIiIiIiIsoJE0tERERERERERJQTJpaIiIiIiIiIiCgnTCwREREREREREVFOmFgiIiIiIiIiIqKcMLFEREREREREREQ5YWKJiIiIiIiIiIhywsQSERERERERERHlhIklIiIiIiIiIiLKCRNLRERERERERESUEyaWiIiIiIiIiIgoJ0wsERERERERERFRTphYIiIiIiIiIiKinDCxREREREREREREOWFiiYiIiIiIiIiIcsLEEhERERERERER5YSJJSIiIiIiIiIiygkTS0RERERERERElBMmloiIiIiIiIiIKCdMLBERERERERERUU6k9T5gfHwcPp8PgUAA4XAYmqZh7969aG9vX/fFFUXBxYsXMTU1hVgsBlEU4XK50NTUhN7e3nX3R0RERERERERExbPuxNKFCxcQi8Vgt9vhcDgQi8VyunAsFsPRo0cRjUZRX1+PxsZGaJqGaDSKqakpJpaIiIiIiIiIiCxu3YmlPXv2wOPxwOVyYXBwEH19feu+qK7reOGFF5BIJHDNNdegrq7OcJyIiIiIiIiIiKxt3Yml+vr6DV90cnISgUAAvb29hqQSAAiCsOFrEBERERERERFRYa07sZQPU1NTAICmpibEYjHMzs5CURS4XC40NDRAkkoyLCIiIiIiIiIiWoeSZHCCwSAAwOfz4dy5c9A0bemY3W7HgQMHUFtbm1VfiqIUZIxEREREREREtHlwEkthlCSqiUQCAHD27Fl0dXVh69atEEURExMT6Ovrw/Hjx3HjjTfC6XSu2VcwGGRNJiIiIiIiIiLKSBCErCew0PqUNF3X2NiI7du3L/25s7MTiUQCg4ODGB8fR09Pz5p9VFZWFnKIRERERERERESUQUkSS5IkIZlMoqGhwXCssbERg4ODCAQCWfdFRERERERERETFV5KsjMfjQTKZhCzLhmPpRJGqqsUeFhERbQJqAvAdlxEZlGBz6Wi8PQF79epLpuPTInzHZahxAZ5OFdX7UhDEIg2YiIiIiKiMlSSxVFdXB5/Ph0gkYjgWDocBAC6Xq9jDIiKiMqerwMBXPYhcfOX2NvuYA21viaHx1qTpY2YesWP8PiegC4vnA6jam0LXH0SZXCIiIiIiWkNBPzInk0mEw2Ekkys/zLe1tUEURQwPDyMejy+1K4qCgYEBAEBLS0shh0ZERJvQ3FP2FUmltPGfuDD8bRe0SzYSHb/PifGfupaSSmmBkzJ8Lxhn1RIRERER0UrrnrE0OjoKn88HAAiFQgCAsbExLCwsAABqamrQ0dEBABgeHkZ/fz96e3uxbdu2pT7cbje2b9+Os2fP4qmnnkJjYyNEUcTc3Byi0Sg6OjpQV1e34SdHRESXD00Bpn/pyHh84Tk7AqdkbH1XFFW7FMQmRMw8nPn8mV85UHswVYihEhERERFtGutOLPl8PoyPjxva0skmAEuJpdV0dnbC7XZjcHAQU1NT0DQNXq8Xe/bsyerxREREywVOykgFVp+Iq8YEDH7NA2+vgnD/6rfA2LgNyQUB9trV6zMREREREV3OBL/fz0/MRERU9ka+58L80/a89tn9RxFU7VbWPpGIiIiI6DLFsqRERFT2tBQKUhMpOmrLe59ERERERJsJE0tERFT2QuclaHFh7RPXyf8SC3gTEREREa2GiSUiIip7sQnzmUVd74lg192hNR9vc5mvCo9P2KBENzQ0IiIiIqJNjYklIiIqe9Fhk8SSqKNqlwJHvYbu90TMHyjqaLwtgZ2fCKH1zTHTU+LTXA5HRERERJTJuneFIyIishI1DgTPGW9nrhYNwss5oaq9CrZ/LISR77qRCgrwbFXh6VLQcFMS4sv1vj1bVdP+45MivF3mx4iIiIiILndMLBERUVmLjtqgp4z1lTzdK3dzc7dr2PGxcMZ+nM2aaXvglIz661MbGyQRERER0SbFpXBERFTW4lPmS9Wq960vGSR5dNjrjTOTwv0SdPMSTERERERElz0mloiIqKzFJ81vZe6O9S9fq75SMbRpCQFKKP87zhERERERbQZMLBERUdnStcWlapeSazTYnOvvz9lonoxKzPN2SURERERkhp+UiYiobCUXBKQCxluZp8s48ygb9nrzOkuJGd4uiYiIiIjM8JMyERGVrcSceX2lqj25JZYcDeaJpeBp46woIiIiIiJiYomIiMqY77h5wseRYebRWuQqHfY643K4yIh5AouIiIiI6HLHxBIREZUlTQGCpyTTY4663BJLggBUXGFMLKUCAvT11wInIiIiItr0mFgiIqKyFBu3QYmY1FfqVCB59Zz7tdeYJKU0Aakgd4YjIiIiIrqU+U+9REREFhefMP9tpObq1Ib6tdeaz3ZK+kTYazbhtCVdgzT7S0izD0NztkBpfhM0T3epR0VEREREZYKJJSIiKkv+U+b1laqv3FhiSTabsQQgNmGDt3tzJZZs/mNwnvoYpMDxVxrPfQrJ9ncitvv/AyRv6QZHRERERGWBS+GIiKjsaAoQ6jP+NiJXaZAqc18GBwDORvPEUujc5votRh79FjxHXrcyqfQy+9i/w3Xyz0swKiIiIiIqN0wsERFR2QmclKGnjDWPag8lIWywFJJcqcPVZpyZlJjfPLdMafpBuE98EIKeeXaXfeIHEMP9RRwVEREREZWjzfMpmYiILhsLz5kvg6vYqeSlf0eDcdaSEtgExbt1HfaLX4Xn+d/M6nTHwD8WeEBEREREVO6YWCIiorKg60BiVkTwnITgaWNiyebS4dmSnxpIcqVJYikiQstP3qpknGf+O1xnPpH1+fax70JIzBVwRERERERU7jZXwQgiIiproX4bZh52QBABb4+C+puSECVAV4Hh77jgO2bP+NjqfSmImQ+vi1xlXmdJCQqw126shlOp2OYehWPoX9b9OOfZTyK2/2v5HxARERERbQpMLBERkSXMPGLH+E9dS38OnJQx/lMX7HUqkvO2NR9fczCZt7HIVebJo8SCCHttee4M5+z/QsZjqmcbEt0fhPvkhwzH7OPfR/yKT0J3bynk8IiIiIioTHEpHBERlVzgtLQiqbRcNkklyavB05W/hI+9JsPOcGfL8/cYMfAipPnHTY9prg5Er/4OUm1vz/h4+8g9hRoaEREREZU5JpaIiKikdA0Y/4lzQ3003paAaF7POyfuLSpEu3HWUnRs7SSXFdlH/p9pu+rpReiW56F5rwBsTsT2mBfrto9+q5DDIyIiIqIyxsQSERGVlO+4jMRs7gkbR72K+hvztwwOAET7YnLpUvHpMkwspYIZE0ORa38O2BxLf0523AVddBjOE5NzsM0/UbAhEhEREVH5YmKJiIhKav7Z3Cpuu9pU1N+YQO8HI7BtbMKTKUejMbGU8omIjpXXrdN18kMQ9JShPdV0J3Rn08pGUUJ8x9+Y9mMf+14BRmdRmgKb/zjk8R9CjAwubklIRERERKbKs1gEERFtCol5AeHz5rcim0uHGhMM7RU7Uuh+dzRvO8Bl4mgwr7M08DUPdt8dKvj180GIjUGe+k/TY8mOd2Vo/x04z94NQVdWtMsTP0Zs9+cAyZv3cVqJEJ+E+9jvQPIfW2pTK3Yhuv/r0Cp3l3BkRERERNbExBIREZXMwlHz7Ezjq+Jo+28JqAkgNmFDfFKEIAGuFhXuDvOET765O8yLgStBEXNP2dF4W36X3xWC8/zfQ9CNz0P1bIPS+DrzB0kVSLW9A/axb69oFrQ45JkHkWp9WyGGaglCYhaeZ94EW6R/RbstdAYVT9wApWo/Yge+CV0QIaT80Cp2I6/FvYiIiIjKUHnN5yciok3F/6L5l/L66xeXbtkcgLdLRf31KdRdkypaUgkAvD0qvL2K6bFgn/V/lxHiE5DHvmt6LHHFXwKCcTZYWrLtN0zbpekH8zI2q3IMfNGQVFpOCryIikevQuUj+1Hx5K2oeHg3pJlfrDhHDPVBmv0VhMRMoYdLREREZAlMLBERUUlER0XEp4zFsD2dChz1xUsgZSKIQPcfRiBIxvo6sXEb9NIPcVX24XsgwDhI1bsDqZZfW/Wxat3N0OwNhnZ5+mdAKpi3MVqKrkOe+tm6HiImZuA+dheE6BCgq3Ce+hi8j18Lz9G3oeKRqyBn2I2PiIiIaDNhYomIiEpi+Dtu0/bKXeazhErB5gTqrjMueVOCIiIXrbtDnG3+KTj7P296LHrgG6vOVgIACAKUuhuNzWoU8uRP8zFEy7H5n4MYG1n34wQthspH9qPq/jo4hr8OAYuJSEENw33yQ5BmHsr3UImIiIgshYklIiIquvi0iPikeWKm/gZr1S6q2Gae6IoMWzOxJE3fD+8zbzA9lqq/LesC1KmO3zVtdwz9n025S5pcoF3vnGfvBjTrJEuJiIiI8o2JJSIiKrrJBxym7TUHk5C81kpaVO5SAME4psSs9W6h9uF74Hn+nRmPJ7b/ddZ9KfW3QXM0GdptoTOwBY7nND7L0nXYx79vekit2LWhrm3hc5AnfrShPoiIiIiszHqfiomIaFNL+gUETpgX7W64yVqzlYDFTb/sNcbEkll9qFKSR78D16k/y3g81fRGqNUHsu9QEJBs/23za2UoCl6upNlfQlAjhvZU0xsQvulJKLXXb6h/+/A3N/R4IiIiIitb97Y24+Pj8Pl8CAQCCIfD0DQNe/fuRXt7e86D0DQNR44cQSgUgsfjwc0335xzX0REZG0zv3JAV401flxtKjxdaglGtDZHo4rkwsrfYiJDNigRAZKn9DOsnGfvhmPwn1Y9J7rvy+vuN9HzITgHvmBolyd+jPjO/7m4bV+503V4njPfBU+puRYQREQPfhuO/i8s7gAnSr0Gp0sAACAASURBVLCFzqzrEpL/KGz+F9aX2CMiIiIqE+uesXThwgWMjo4iHo/D4cjPB8r+/n5Eo9G89EVERNaVCgqYfdz83tH6pniRR5M9d7tJwksTEDpf+llL0uwjayaVIod+CMhV6+9crkay412GZjHlgzT/+Pr7syBp9lcZjyW3LNaZ0u21iO/6DMK3HkX45iMIvHYcyZa3rOs68sQPNzROIiIiIqta94ylPXv2wOPxwOVyYXBwEH19fRsagN/vx+DgIHbu3IkzZ9b3CyAREZWXsXudpu2udhWVO61b4LjmYArTvzSOPTZuQ82BEoxb1wElBFukH66TH1r11ODtp6G72nK+VLL9HbCP/j9DuzzxIyiNr865X6uQJ39s2p7Y8nuAXG3+IMmD2FX3IJ74PKCGIahx2Ee/DSE+DrVqP1znPmV8yNyj+Rs0ERERkYWsO7FUX1+ft4trmoYTJ06gpqYGW7duZWKJiGgTUxNA4KR5baW2t8SKPJr1cTZrEB06tMTKJXzBszJa35go6ljE0Fm4TnwAkv/YquepFbsQvuFXgM21oeup1ddAt3khqOEV7fLUzxDTFEBc90cJ60j5IY+bF9ZO9H5kzYfrjnoA9dABxHd9ZqldWjgCeebBFefaQmcghs5Bq9ixkRETERERWU5Ji3f39fUhHo9jz549pRwGEREVgf8lGbpirK3k7lRQ0WvN2kppgrhYA+pSsTEbkgvG51QwWhLuY3etmVQCgPCNj204qQQAECWkml5vaBbUCMTQ6Y33X0L2iXsh6ClDu1qxG7qrI+d+lTrzWpHS7EM590lERERkVSX7mXFhYQHDw8PYsWMHPB5Pzv0oinWXThAR0SvmnnKbttffGi2L93JPbxKRQeNtMzwCVFYWZ/zO4W/AFjm/6jmquwf+G48AmgBo+RlXvPktsE/8wNBum3oQSc/uvFxjPSTfs3COfANiYhJKxV7Euz4Izdmyvk50HZ6hb5geCu/4uw29JtWmN8N19pOGdtH/Ulm81omIiDYrSSrjmdYWVpKoqqqKkydPorq6Glu3bt1QX8FgELpe+h15iIgos+S0HdGhOkO76Faht88hECjBoNZJ3BoDYEyOBcZS0DsK/wQENYK6c59Y9RzN5sXEtq8gFQyvet56ieJ2VJq0S+M/RKD+3Xm91lpcgadQe+49EPQkAED2PQ37xA8xtvc/oDpas+7HEXoRdWHjjKukswvztj3Y2IvSBa/rCthjK5OA4vwRBPwLgFD6ou9ERESXG0EQUFtbW+phbEolSSydPXsW8XgcV199NQRhY0sIKivNPuoSEZGVjNznNW2vuy6B6pocdisrAc0NTAk6oK+8b4lhD6qK8BTcZ/9+1eO66EL4wL/BXXewAFevQqrmOsi+p1e0yrF+VHnt+VlylwVBCaH6+J8vJZXSbIoPbRf+EIHrH19ct5gFz/jPTduVjneiKg9/oVrNAeCSxJKcnEAdBqBUHdpw/2QNYqQf8vxjELQ4BC0JqDHochVStTdDrdgDbPBzLhERUTkoemJpYWEBo6OjG14Cl8apbERE1qYlgeAZu/GAoKPpFqV83sclQK7UkQqs/KKYWrAV/jloKThNlqItjaH+dsR3/U/oFTsLdmNXml9vSCwJ0OGIXYBafVWBrrqSPP0QxOSc6TEpfA7OhYehNL1u7Y5SQTgmzYt2K53vycvfp9r8BmDi+4Z2OXoeqL9uw/1T6QjRETiG/g/so9+CoIQynqd6epDo+TOkOn6neIMjIiIqgaJ/mg8GgwCAc+fO4dy5c4bjkUgEDzzwAGRZxh133FHs4RERUZ75XpShp4y/2lfuUiBXlddSZnudhlRg5YyY8KCEQm+OJk/8CIISNLRrjiaEXnWmKEurtArzjTakqf8oWmLJ5n9+1ePy9ANZJZbkmQdN45lqfC10e03O41tOrbvBtN0WGURK1yCPfhu20BnojgYkt/wedLtxqShZjzz2XbhOfACCvvaGA7bIANwnPoB4fAqJbR8twuiIiIhKo+iJJa/Xi/b2dtNjY2NjkGUZTU1NsNlYf4CIqJwoUWDsXheCp2QINh3V+1JoeWMcvudl0/Mbb0sUeYQbV7FNMRTw1lMCkvMinE1awa5rH/t30/ZE9weLVq9HrdwDHQIErEwG2se+h8T2TxV+yY+uQ5p9ZNVTpOmfAfoXVo2JkFyA8/THTI8lt75nQ0NcTpdroUtVEJSVtZpsC0fgeepVkAIvLLXZB/8Zkesfgubtzdv1Kf/EUB9cJz6UVVJpOef5z0BILSC+6+8KNDIiIqLSKmhiKZlMIplMwm63w25fXAZRX1+P+vp60/PHxsZgt9uxd+/eQg6LiIjyTFeB/q94EBtN31YEzD3lwPwzduiqMeEgV2vw9qzvy5kVOFvMx5wKCHA2Feiiugab/wVDs2avQ7LzTwp0UZNhOBqgNNwBefahFe1iYgrS9M+gNL+poNcXQ6dgi1xY/ZzkPGwLR6DW3WR+ghKC55k3Qkz5DYc0ZxuUhjzOlBYEqJ7uFQkkAJD8zxlOFVM+uF76Y0Ru+FX+rk/rZpt7DI7hf4XN9yyElB+aZxuS7e9cTDgKAtwvvhuCnsqpb8fFr0Ct2IlUx+/medRERESlt+7E0ujoKHw+HwAgFFpcVz42NoaFhQUAQE1NDTo6OgAAw8PD6O/vR29vL7Zt25avMRMRkcUMfdu1LKn0CrOkEgDUXp3MtsaypcjV5kv3FpfHFSZRZvM9B0E17vKWanlrYdffmUi1/aYhsQQA7hfejdAtR6G7Owt2bcl3NKvzbP7jGRNLznN/C1vojOmxZMdv533WlVp1wJBYykTyH4M0fT+UptfndQy0TCoIIbUA3dG0suC8Gofr5IdhH19ZE8sWOg3X2U/CdfaTprPP1st94oOIOFuh1N1S9H+7REREhbTuu5rP58P4+LihLZ1sArCUWCIios1v7ogM/3GT4tyrqNihFGg0hSVXmi93u7Sgd16vOf0z03al7saCXTOTVONroMk1EFO+Fe2ClkTFY9cgdPsp6I7GglxbDJ7K6jx5+gEkez5saBdio7APf8P0MZqjGYmuD2xofGZS7e+EY+SbWZ/vOv1xhOpfBdgceR/LZU3X4ej7NByD/wxBV6CLTiiNr0ay/beguTvhOvlnkHzPrtrFakml+PZPQa3YASEVhJCah2PwyxDj46bneo6+Dbpgg1q1H0rjnUhueVfB/s0QEREVi+D3+8urcioRERVVsM8G/3E7UgEBkldH9f4UKncrEARAU4CTn6yEFs8+seJqV7H9o+Gy3IVbU4CXPmLcir7h5gTa3xY3fYzNfwzS1P0AdKh1N0FpuG1d1/Q89RpIfuNsneAdF6A7GtbVVz44zv0tnANfyHg82fIWxHf9PXRnc/4uquvwPn4tbOG+rE4P3vYSdPfWFW3Okx+BY8SYWNLkakQP/QhqzdV5GeoKuorKX3SZFgrPJLbrs0h2FW+J4+XAfvFrcJ3573nvV3M0IXTr84BUYTjmOvFB2Ee/tWYfulSBeO/Hkez5YN7HR0REVCxluBCBiIiKQdeAsXudGPiKF/PP2BE8K2PhOTsGv+7Buc96kVwQMPMrx7qSSoJNR/tbY2WZVAIWV69IXuOspeiIebFo+9C/wvPUHXAO/COcA1+A5+hb4Oj7zPquGRsytKkVu0uSVAKARM+fQnNkLihln/wJKn+1A9LML/J2TTF6MeukEgDI0/evbNA1yJP3mp5bsKQSAAg2pJrfuK6HyBM/KsxYLlNCfBrO8/kvmq2LTkQPfNM0qQQAsb1fglK1f81+BCUE17m74ejPnKwlIiKyOiaWiIjIQNeAke+5MPuY+ZKc+JQNpz9dicn7nevqd+vvxMqyaPdyrg7j+CMjNly6UZQ0+whcpz9q2EXN0f8FCNGR7C6mhCAmZozNJVgGt0SuROTa/4QurL6a3vPc2yHNPpyXS4oZkkrxKz5h2m4f/RagvxJ3ae4xw/I9AFBqry9cUull8e1/BV3M/t+J5H8eQnSocAO6zDgu/vOGayNdSnO2I3LdA1Drbsh8kiAietW/QZOrs+rT2fe3kDPs/khERGR1TCwREZHB2I+cWHh2fXWT0kSHjv1fDKDrDyKo2pOCt0dB0x1xXPm5AGquym1HJSvxdpkkxjQBSnjlNCznub82fbwADdLcI1ldS/I9b9quubuzenyhaN4rELl+7RlJrpN/CkPGLQdihkRLqvlNUCt2GdptoTMQo4OLf9CS8Bx9i+njE13v3fDY1qI7WxG+4ZfQXK8szVO92xG69Rhiuz9v+hh5+sGCj6votBTEyEVATRTvmkoIchbL0ZbT7HUI3fwsAq8ZQbLlrSuO6YINia73I3TLM1CrD6zZl+7eisjh/0Cq/nbogvmsxuXcL70PYvDkusZLRERkBdySgogKSteAwCkJwTMybG4dddcm4Ww0L4BM1uB/ScLcU7kXD97yjhgEEajep6B6X3kW6V6NlKmAd0iAXLU4S0aa+hlsq3xBlKd+jtSWu9a8lm3hKdN2teaaLEZaWGr1VQhf+3N4n3lDxnPE2Ajk8R8h1f6bG7qWGBk0bddcW5FqfRtsfcad3my+o9A8PXCc/5zpY3WpAkr97RsaV7a0yj0I3XYcNt+z0KUqaBU7FpfJydVwnv64YVabNPcwkl1/XJSxFYM8cS9cJz8MQQlBF51IdL0Pie13530Xvku5Tn4EYsqf9fm6VInINT+GVrEdABC76ptI+t8P28sJ3lTTndDdW9Y1Bq3qSkQP3wuk/JDmn4DNfxz2iR9DjJnPWnQffzfCNx/hrnFERFRWOGOJiApGU4Ch/+vGxW94MP+0HTO/cuDcZ72Yf1ou9dAoA11fXAKXq+r9yU0xK2k1ktd8zwsl/MotNdPuY2m24EvZXWvhaUObbvNCrdyb1eMLTa27AYHXjkGpOZzxHMfgl1YsS8uFNP+EoU1zNAKSB8m2t5s+Rp64F2JkEI4MhcaTbe8AJM+GxrUugg1q7fXQKncDL89e0e110Cr3GE6VZh6CkJgt3tgKyH7xa3C/8AcQlBAAQNDicA58Ac6znyzsdYf+BfaJH5gei1z1bwhf/xCSrb8BzdUBXaqEUncLwtf/AtoldZHU6oNIdv0xkl1/vO6k0gpyNZTmNyGx41MI3X4CqabXm55mi5yHY+Afc78OERFRCfDnECIqmKkHHfC/tDKJpKsCRr7nhpaKoeHmZIlGRpnMPyNDjZr/5tD82jhmHnVAS5jPMrDXatjyjlghh2cJcsbE0stx0XVI/mOr9iEmpheXBK2yrbyQmIFkMmNJqbnGWrMZJC8i1z8IqDFU/VeL4bAtdAa2hSOr16NZhRCfgi18ztCueXcAAHRnOzRHM8TE1MphzT0M+8WvGmYDpSW73pfTePJNqb3OMLtNgAZ54kdIFmGpXiFJkz/NuBub4+JXoNTdAqXptfm5mJqANPtLiLFhOAb+t+H1sHSauxNKy5sBALGaQ/m5dg6iB78D72OHYIv0G445LvwDkh2/B92ZuUg+ERGRlXDGEhEVhK4DC0cz1+gZ+7EL4Ytr15yg4lFjwOj33KbHGm5OoOX1CWz/SBiuNmPNHE+Xgm0fDsOW+2SnsiFVrJ5YEmIjWW0vLyQmTdvFwIvwPPPfUPnLK0yPq7XXZTnSIrO5EO/9mOkhx8AXc+5WjAyYtqcaX05ICAJSLb9mOC7oKhzDXzd9bKL7w9A8XTmPKZ+S7b9t2u4Y/KesZnoJsXGI4f681LLKJzHwIjzHf2/Vc5xn/2pxausGCbFxeJ+6HZ5jvw3Xmb/MmFTSISC290sbvl5eCAIi1/2X+SE9BWff3xR3PERERBvAxBIRFURkwIaUf/W3mIv/6s7HdwrKg+SCgJOfrDQ9JlVqaH1THADgbNKw/aNh9PxJBPU3JFB7OInO34ti24cjsFdvbLlTuZC85jWWkguLr3cxOb+4TGsNtvB5Y5vvOXiPvA7S/OMZH5dpCY0VJLv+xLRd8h3NeTmcGBs2bVerDy79d6r117PuT3M0I77z0zmNpRC0qn1QPcYkohifgDTzgLE93A/H+c/CfewuVP28GpUP70bFY1ej8sEOOM7/vWUSTO4TH1rzHFvkwsZ3QksF4HnmjbCFTq95arLrvVDrb9nY9fJId9QjeuAe02Py2Pcz1hYjIiKyGiaWiKggZp9ce0cxJSxi8v7FpUC6Bsw8akf/l93o+4IHY/c6EZ/mW9RGaMnFpW0X/82F4e+4EOwznyGmRAT0f9kDXTVf4tZwUxLisr9OQQQqdyroeHscW98ZQ82BVKFr8FqK6ABsLmOSJHhucXmaWn0VQre9iNjOz0CzN2TsR5p5aGWDGl2sRaPFMz5GqTm8WKPHonR7HVS3cSaQoAQhRi/m1GemHeE097Jd1qr2Zb2te2Lbx3MaRyGlWt9q2u64+NUVf7YP/hO8T1wP54XPQp66b8UxQY3CeeFzqLq/DpUPboH7+d+CaJK8LAZp+kHYgieyOjfbmVmrPd6WxWsr1fAqxHf+j5yvUyipll+DUm1ckidAg2PAIrOriIiI1sBvbUSUd0pYgP+F7Laqn3vSASUKjP7AhfGfuBA6LyM6LGH2MQfOfd6LwGkL1ZIpI7oGXLzHjZHvuuE/bsfCUTsGvuLF5AMOw3kj/+5CYs486SR5NTTcUsTtwcuAIAAV240FyhOzInQVGPuJEzOPV2Mm+KeY3nYKka1/ZdqP5HtmxZ8dFz4PMTaa8bo6BMS3m/dlJZlqF9n8z+fUnzRvrDOli07ojmX1Z0QZya4PrNmXJtcg2baxHeoKIdFjPrtHmn9iaSmgNH0/XGfvhqCtXZtOUIKQpx+A98nbF5fJFZOmwP38O7I+3Ra5ANvCk1mfLyTnASWy+IeUP6vkS7znzxG95sdLRdMtRRAQ2/N500Py+HchxKeLPCAiIqL1Y2KJiPJu5pHskkoAoCUEDP7L4q5xl9JTi8eiIxb8MmBxA19zI3jGuPve1H854X/plWTdzCN2BE5l2KVP1NH5ruhq9aUvW65Wk+VwmoDomA2zjzow/lMXLt7jQd8XG/Hc1/8HwrjTcLoYHVqaqSEkZuFcow5RYtvHodbdlI/hF5TS8CrTdnnyp+vvTI3DdkkCDgDUyt2LU+eWSXS/D5qjedXukl3vK+5OcNmyuZHo/qDpIfvgPy3+/9C/rrtbQQ3D2VfcZX/Ovk9nLJge35ahkPfQv6zZrzR5H7yPX4/Kh3pQ9WAbqn5ejapfdELQM+9CqXp6EbnmXiR2/HVWYy8VrWo/Ug13GNoFLQl7FrEhIiIqNSaWiCivdA2YfdI8E9HyRvMlPpGLq89K6vtHLxKzfLvK1vh9ToTOZUgWARj+dzeSCwJmHrNj4j8yV9vufk8UFdutUa/FauQa8zpLC0fN455y7jK0CUoIQnIOAOA8nXl5li66EN/+KSS2/UUOIy0+zd0F1d1paLcFXlx3X2JsFIJJzSDFrM6UzY3oVfdAzzArRa3ch0TPn617DMWS6PwT6DCuKbWP/whi+DzkuYdz6lee+k+IgZc2OrzsrjX6HdgHv2x6LN7zp0h0vR+6YPw3Ik/9J4TE7OIfdBW2uUdhv/hV2OYeA5QQ3MfeBc/xu2ALnclqHInOP0b4hkcQvuUolIbbc34+xZTo/ahpu33kG4ASKvJoiIiI1off1Igor/wvytDixi9HrjYVza9OwL01t2rd/V/1QM1ceoZeFp8WMfPw6lOMtLiA05+uxPi9mZNKOz4RQtVuVlbPxF5tnliay5BUFWo7Tdul2V9BiA7DPvkT0+OxPV9A8LWjSPT+GcqmkJUgQGl4taFZjE8AqcC6uspUX0n1bDNvr70OkWv/E5pr64p2pWo/wtfeB4jWXVqru9qg1t1saBfUMNwvvGdDfTsvfG5Dj8+GNP1fcJ34AAQY/21o9obF2lZyJVKtbzN9vOfoWyEGXoT38RvhffbX4DrzCXiffTOqHuyAPPUfWY8j1XAH4rs/B7X6gGFWm5WptddCqb7G0C6m/JCnflaCEREREWWvfO64RFQW5jPM2Gi4dbFOj3tLbjNgkvNrJ0wImPy5c8N9tP96DK5m88QJLZLXsQOevU6FraPX9Jg0+xAcg/9sekz1bENyy+9bOhmSiebdbtpuC51dVz9i5IJ5/yYzotLU2usRuvV5hA/fh+jeLyF8+D5EbngYyLK4dyklMuyql6kQdnTvlxB4zRDCh3+KlEkyL02evh9ChiRdVnQd0vT9cB+7C64X/gjSzC9WFNwW4pNwnfxQxiVwsb3/C7C5AQDJzj80PccWPImKJ2+FLby+18il4juss+PfeiV6/9S03T76nSKPhIiIaH3K79MqEVlW0icgdNaYWLK5dNRctVgHw92R+9KqqQedqL0mCUf95bGt/XpFx0T4X8q8BC4bNYeSaLhp7eLAlzt7rQbRoUNLrD2LqGq3Aq32EDS5BmLKt+KYLfAShOSC6eNie/6hfGYpXUKtME8syVM/g1p7rekxIT69uMOX71lAdCC59d2QZn5peu7yHeFMiTLU+lugwjpby2dDaXwdNGfr4uyutc6tuwWpLXcBANT6WxGtvxUA4Hrp/bCPGRMRjsEvI56hSPSqdBWuF98L+8QPlprsEz+A6t2BxLaPIdXyVriP/z7ExIzpw2M7/gZK8xuW/qxWH4Tm2gIxNrL+sawhvv1uS++auBal8U7Tv3/bwlMQosPQ13rdExERlQhnLBFR3iw8Z160u+765NKki+p9Kdjcq8+G6bwrCtFpnjw685kKxCb41mVm9rHMM7rstWvPQKrcncLW34rlc0ibligBlTszFw1ezl6vAaIEpfE1hmO2SD/ElDGxlGp4DdT68kqKLKdWXQX95Rkqy9kCx0zPF6JD8D5xIxwX/xmS/zlIC0/C/cLvm9YVUt3dgFyV9zFbgiAg1fSGtc8DkGz/LdP2TLOe7OPfz6lWjzz+/RVJpTRb+BzcL7wbVffXGHY4XBpjx11Idn/Y0B6/4hPrHsdyqucKKLXXQZeqoIt2qO5uRPf/KxK9H9lQvyUnCEi1/oaxGTqkucdKMCAiIqLs8NsZEeVNZNC8aG7dta/MgLE5gS2/mTl5sfV3o6i5KoXO34man6ALuPBPHiT95TmTo1C0JOA7Zj5badfdIWz7cBjuzsw1k7zbFHT/YdSSu3FblXtrdrPvPJ2L56mVe7PuO9nxzpzGZBmSB0rNYUOzGBs1nqsl4Xn+nRCTs1l1vXz2y2aUyuL5qZV7kGozJiAAQKvcC6X2ekO7oAQhzT6yvsHoGpxnc9tRTa28ErG9XzSddZdq/y1ozrZ196nJ1Qjd+CjCtx5F5LoHEHztMIJ3ziB823Gk2n49p3FaTbLjd03bzWahERERWQUTS0SUF0pEQPCccXWtq12Fs3HlbJnq/Qo674pCqlxst3k01N+UwK67Q6i9enEWSOUeBd5t5okQNSri4j1umGwWtekk5kTMPmnH7BN2REczv2WH+iXoqvELXOWuFBz1GuzVOnrfG4Gn65KYijoabkmg972Rcl11VTKXvq7N2Fz6Ul0xtcZYmDcTtcZ8uVg5MVuuJsQnAW3la1CafiDr3b4AmCZNNhO19gZojuaMxzV7HSJXfw+rZYETJrOEAECe/vm6xmIf+heIL+9cuB46REQO/XDV4tnh634OTa5Zo59X3pRSja9F+OYj0Kr2r3s85UTz9pruqij5noUYNq85RkREVGqssUREeRE4KQG6MTNRcYV5cqjmqhSqD6SgRgXY3LohqSEIwJZ3xHD2s17oKWO/0SEJc0/b0XBjedUDSoUE+I7LSMyKcLWqqN6fgmRcMQRdB6b+y4GpXzgAbeXzb31zDI23JVfEbOFZ82WI9TetnC227UMRzD8jI9wvQa7WUHsoBVcLC3XnwtW6dmbTXq8u/T2p1YegVuxaM4miVO2H7sycWCgXumuLoU3QVQjxMejLvjhL809m3ycEqNWH8jE86xJlxHZ/Dp7jdxkOaXI1Iofvg+5qX7ULpfE10Ox1EJPzK9rlqZ8jpoQBybv2OFJBOPr/YV1DT0t2vx+6s2nVc3R3J8I3PQnn+b+DNP8YoISheXdCrTmEVNPrF2txKSHYgqehO5qgebpyGks5SrW8BbaBLxraHef/DrGr7inBiIiIiFbHxBIR5UV01PzX8+r9mevQCAIgeTIX4nbUa9j+52EMfsON5Jyx/+mHHKg7nIS4sXrVRZP0v7yMb9lzGf+pjubXxdF0+2ICSNeAwAkJE/c7kZg2j+nEfS74X5TR8ZsxuNs06CoQPGN8OxcduiGxJ4hA/fUp1F+fXX0gysxeq8PVoSA2mvlWal++e5wgINH1XrhPfHDVfhPbPp6vIZaU5uowbZdnHnplZzAtBXnqvqz7VBpeBd1Rn4/hWZrS8mZEDn4L7pfeD0EJQvX0Qml6PRKdf7RmUgkAIAhQGl4F+/jK2kiCGobkew5Kw21rdmEf+b85zVbSXO2I9340q3N1Vxti+76c+QSpImOx980sufXdcJokluyTP4Ey8UakWt9WglERERFlxqVwRLRhug7T3cjkKg2eLOvQZOJq1XDFhyOwuYwJqJRfRORi+RQFmrzfaUiQaQkBE/e58MKHqxA4JWHwG25cvMeTMamUFh2WcOF/exG5aEPglAQtaZzVVXMwWY471ZeV6r2Z61YBgLN55es/1fobUN2ZZ15ocjWUVbaNLydq9UHTdtuyQs+2wAsZdxMzk+x634bHVS6U5jch+JphBF89iPAtzyG+82+zSyq9LNX2DtN2efLetR+sJeG4+FXTQ9G9X0LkmntNa2ip3p2IXPOTzVtcvUh0VztSDXeYHnO/8O7118oiIiIqMCaWiMqYEhGw8JyM4DkJWglXhEWGbFBCxrcTV0d+iiDJlTqa74ybHgv3l0fmJDYlYuG51adWDX7dg+Cp7KdfaXEB5/+XFxe/6TE9XnMVZyUV/++jtAAAIABJREFUmqFm1SVqDl7yd2D7/9m78zC5qjr/4+9be/W+dyfp7HtISELCEkIIguzDIwkgioo7go6OMCriMoKK4wr4Y1TAQUWEAUQQEBQFRcBA2BLIThYS0p100ntXde11z++PJiGdutVbek1/Xs/j85hzt1NLF3U/dc73BIjN/UnW/ZNjLmLEDMHrhp07hXTe7Ix2V2Tnu/8/y7TA+IRPYvtKO7UlK84mVdb9SJujimVhfCWOBbC7kypd5rgyn3fPw5B2/jw9wLPvL7jiezPa7cA4kuMvJ1V+Ou0nP0lo+ctE53yf6OwbCS99uqMGUt70XvdVMsVnfC3rtuCaT2LF9g1ib0RERLo2Mu7IRKQTY0PtHwMZy8sXHZdgwqVR3IHB7U/4TeePksLZXd9090bZ0gS1DwUz2pte9VJ1bnzYF55uXOXLqJU0kLzFNnlTRkF18yGWNy2NryztOFWzYI5z/apU+ekky9+Lt/6pTu3GFXx3ithRws6djDu8qVPbocGSN8vIi/jMbxCb9U18NffhCm/GLphHYvzlfQpYRi2Xl1T5GXjrHuvUbKXDePc8SHL8h7Memm0FstjMr3d6Dey86SQUJA2IdNFxxCd9Bv/O2zO2uZJNFDw9k7bT12GyTDkVEREZTBqxJDLCJMMWO+8KZoRKAC2v+dj9YGb4MpCMgcaXnEdYFC/qv2FULg/kTMoMqhINbmL7hvdHmUnT7Wil/lZ+aryrRaOkn1gumHBpNLPdbRhzbjzrcZGF/9tpSpzxFBBZ/Dvs/FkD0s+hYjusbuVKNEKyDdIRPA1/zzzGX4XxFYO3iMTkK4nNu4XExE8eNSO5BlNi/OWO7YEt3+n4hcKBFduLp/7pjHbjyc86vU4GRmzWt0kVHpd1e/6zS3E3PjeIPRIREXE2vO/GRKSTeKPF5h/k0bLWeQUwgOaXfex7Ovv2/ta+w+04WiN3Ugp3P2dc2aZ2hTYN78GXLes8pCN9+7j15NvM/FKIhT9t5dgftOIt7n4Ft0BVmrKTR9ZqeSNZ/ow0Ez4UwXJ31AHz5NtM/HCUnAldjBjzFhE+9UXaF99L++L7aDt9PanyMwapx4PHKVgC8DT8A3fLa1ipUMa2VOnSAe7V6JEqOw3jyc9od8X3EXz9yo7U+zCehn9gGYcQf+zFHUmqDB63n/alfyNVutxxs5VqI3f1Sjz1mQGtiIjIYNI3BJERwqRhxx25pNq6/7Pd82iQti2DM1yl6RXnUQRFC/u/vk9GvZp3NL40eEFaXzS/4ty/wrlJguOyhw8TPhBh3ndD5IzvCJPcAZjxxTD+8uzHBMenmHJF+6BPhxztSk9IMu97bcz8cohjrg/1rL6V20+q8jxSleeAt2DgOzkEUsUnOLZ7mlfjrXvUcZtWvOpHLi+J6g86bvLVPkDOS5dAKtyp3bvnD477JyZ8tN+7Jz1guYksvDOj5tjBzSZJ8PUrsRLNg9wxERGRdylYEhkhGl/wEavreVj01p25xBsGth6JnYKWtZnBkjtoKF3S/yNmvHnGMYiJ7XGTDA3P2iupCLRuyBxR5fIbJn8iwqyvhJn62TCe/HdGIlmGvOkpZl0bonRJZjjhKzLMuLqdkhMTB0fIAATGphm3IsrMq9vxl2auoCcDzx2AnGpbK/Edwi6Yj+0tyWh3Rd7Cu/ePGe3G5SNVdvSN3BpKsZn/he2vcNzmbfg7uatXQqodACvegKfhmYz97OBE7MIFA9lN6YLxlxFZdDe2r9xxuyu+n7znlkI6c1quiIjIYNDXX5ERwNiw+/e9m1dmxy32/iXApA8P3BfNljVexyleRQsTuDNLQPWL4kUJorWZz0V4q2dYroLW8rrXsWh30fzkwRpIBTPTzP12iFS7hctnun3uPLmGiZdFqV4ZJR218OQZlZ+R4cmysHMm4mpt6tTsqf8Hlp25Mlmq5BQG7MNjtPLkEVnwS/JWv895c8tLBDd+leixt+KtewTLYXpcsuKsge6ldCNdcjLhU18g94XzcLe/mbHdFdtDwVMzaV/0W9Jlpw1+B0VEZFTTiCWREaBtc/YMeOpV7QTHO6++1vq6F7v/FmbrxBjY95TzDWDJ4oELePJnOj+g5jXDM1kJb3V+7UoPq4FkucCb332odCh3AHzFCpVkeLNzJma0OYVKAMkxFw50d0aldNlyorO/k3W7b/fduJtewPdW5gpkAMlqFe0eDoy/jPCpqzoV/j+UlWojb/WFWaczivTW3rjhkXrDTW8b7qkztCQNxnSMiraNIWlrhLSIdNCIJZERIFs4UbY0TsGsFPnTU6y9pjBju52waHrZS5nDlKojFdnldpya5y22yZ08cMvcB6psXD6Dneg8CqhtoweTJmMltHQc9j4eoGWtFzthkTMxxbgVMYJV3RfBPlLpGLS84TBVMMcmbwCfI5HhxAQn9HjfVPl7BrAno1tiyudJF8wn57WP4kpm1uPJe+Fcx+PsQDXpLlYmk0Hm8hA57tfk/esMx9FlAMF1V5Mqew/GlzkNVaQnQinDZ7YYnmjs3P65g//vncUqLDi92HDDZIvZucOzJIGIDA6NWBIZ5oyBNocaPQBjzu9Yztxyw+RPtDvu0/jCwBS23v+M83nLl8UHdOEglwcK52cGZSZl0bou83nafV+Q+n/6Sba6SEctQpu9bPlxHq3rBz5XD231YJIO0+COHaBhZCLDUKpoUY/2s/1VmED1APdmdEuXnUrk+Psx9PwGMD7pCrB0wzic2IULiM38ZtbtVqoN/7afDGKP5Gjzn9syQyUnKQN/bYKz1xqebtLoJZHRTMGSyDAXrXUR25c5Mih3SgpP7rv/ES+cm8JblDkKJ7LL41g82okxEN7hpv5ZH/ue8lH3Nz/7n/HR+s5ooANi+1y0rHEIllwDU7T7cNmm2jUcFqKFtrppfi2znyZpseOXuUT3DuxHYLaRZsXHD/xzJDJcpCrPdSzgfbjk2IsUYAyCdPEJxGZ/u0f7Gk8BiUmfHuAeSV8kpvwHsZn/lXW77+3fqJi39MlTTYYH9vfumLY0fGyT4dU2hUsio5WmwokMc5HdzivBHR7gWG4oW5pg7+OZ68zvuCOXed9r6xREHS7eaLH7/iChLc4Fe3ylaYoWpGjf4ab9rSyBycIknpysl+g3uZNTuAIGO9b5JjS0xUOyzcJbYAhtdbPjf3O7PM/223I7alQNwLQ4OwWNqzNDLVfAkDdF0+BkFHH5SJWdis9hFbhDpcq1GtxgSUy6El/NfbhDG7rcLzbjOnD3buEIGSSWRXzaNcQnfoLCv07K3Jxux7vvzyTHrhz8vsmIFUoZLl7ft3AolIartxmeXgBel34kEBltNGJJZJgLb3MOcQrnZE6nKjmh8xL0h1r3tQLHdmNg/z98bPpeftZQCSDR6Gb/0/6soRJA5XvjWbf1J7e/Y1W1DMaiYZWP8HY322/PzQieDpdscbH1/+USb+z/L0D7/uZ3vH7upNSAThUUGY4SEz7W5XbbX0mq9JTB6YyAy0t03k+73CVVeByJSZ8ZpA5Jn3mLCC/5i/OmmnsGuTMy0v289siOfyMM/7evf/oiIiNLr0cs1dbW0tzcTGtrK+FwGNu2mTdvHtXVPa+L0NzcTF1dHU1NTUSjUdLpNMFgkMrKSqZMmYLXqyWORADsBLSuy/x78BbaePIyAyRfUcdUtIbnnZcWa93gofCYdwMpY6Duz37qnswc5dRbRQuSBMcOfEHsAypOi9PkMCKo6SUvTS97HWsbOUm3u6h5MMjUz0T6rW/pOOz/h/NrUHaKpsHJ6JMuO41k1QV46x5z3B6b8XVwDUw9OHGWLl5M+/EPkLPmk1ipUKdtxpNPdMFtKAUfGdJFi7B9ZbgSDZ3aPY3/AjuJlg6VnmhPG35e6/zjZMAFl1fBHXs6/p3rgvYsX/l+Vmv4UBW4NbVZZFTp9TeGrVu3snv3bmKxGH5/L9bFPsSaNWvYtWsXHo+HcePGMWHCBNxuNzt27GDVqlXE44Mz6kFkuGt5w4sddxj1MjV78eeqc7L//dT+MYB554tAss1i47fz+yVUClSlGX/J4NZyCI61CY7PfB4SjW4SDc7TB7Np2+glUtuzj0NjQ+NLXnbcmcPO3wZpejXzC/uexwKOr5uvLN0p2BMZTaJzvoftr8xoT4y7lOSEy4egR5KqOIvQ8tWkik862Gb7q2hf9DvsvBlD2DPpFZeX5JgVGc2WHcPd9K8h6JCMRPfUQavDVxQ3sH2JxQ+nuWg5teN/tae42LvUOTjaEoE/NThuEpGjmPurX/3q9b05IC8vjxkzZjBjxgxs26axsZHKykoKCpyn2TgxxjBv3jwmTZpEeXk55eXlTJgwgUQiQUNDA+l0moqKit4+FpGjijGw6+4cUuHMwGPchTH8Zc4/Fbn9EBybdiyunW53YXk76jZt/3ke6eiR/5rkr0gz/d/b8eYPfsFGk7Jo29SzX2KD49JM+1w7reucw7rYXjclxye7/IE+ts/Fzt/kUP9PP/F9bmJ73bS+7iVa66ZwXhLLDY0vetn7uHNNkuqVMXKqB29Ul8iw4i0kWXUBVqoVADtvJrFpXyI+4zqNjBlKnnyS4z9MovqDJMZ/hPiMr2Pypg51r6S3LA++2vsd21NV5w1+f2TEuXGX4a1YZvst0y2OL8j83uR1WbiA51ozj6lLwIerNGLpaLQlYqiNQ5VPr6901uupcGVlZUd80SlTpji2T506lbfffpumpqYjvobISNe+vSO4OJw7xyZ/RtejXormp/CXp4nXZx6/90/dj1AKjElTckKCdLvFvqec97fchuJFScZdGOuyKPhAKjgmifXHACbd9X/cPAU2M64J4/LAtM+1s+l7+Rn7tO/wsOl7eUz/QjvewszHE9rSUbfJ6Vqt67xs+1kueVNTWZ8vX4lNcZbV7ERGC5Mziej8Xwx1N8SByZmI1nMauVJFizGuIJbdefSwp/HZIeqRjCR1ccPfmzPbq/0dU+Cy+cJ4+N6uzPYX22BbxDAtR+HD0SRtDGeuMYTScEax4SNVFueWgk/F2oVhVrzb5erojqU5uSKE3nTOfUsWdz2q5oCZXw6D1fvbhAmXRZj91TCVpycYe0GcOd8IUbwogbfIxldiU35anGN/2MqCm9qY+KHokIVKAP5SQ8Xp3U+dnfzRCK53ns5ApU3RAuc6R/EGNxtvzMc+LLdLhS123ZPTZYDV/pYna6gEMOb8mFZSFxGRgeEtIFV+ekazK/o2JFuGoEMyktxd59y+srzr+7KAy+Jz45y3/UXjBI46/7XD0JYGAzzVDB/dZJi92nDDWxqNL30YsTSQampqgN6NikqlVK9Ejk5Nr+Q5tped0U4q1YMwxw1VF0SoezS3x9esODNC4aIoh/5ZuYuh+rLOQYwBhsufXvlZKSJ7XIQ2OBf+LT4+RmBSvFN/y8+M0LrO6xgU2XGLnXcHmPCR8MG2mkdzSbb2PYfPnZIkf3502DxnIiJy9ImXLMe77/GMdtf+Z0hU/tsQ9EiGQjQNURtKelizPWnDz2otIPM70fvLbFKprkODK8fAzxzqVP6lwebKKo2DPFqE03BXXeb7pDEJO6NmRN2TezzDKgI5agybZ7WtrY1t27bh9/uzTpXLdpwx+tCSo0s64iLRWJrRHpgSoT3dAg7z2Z1457USWF9FbEdOt/sWndVA4KQ2Wnt47uGkaGUrrvIiQi8WYsfemf5nGfIWhsg7pyHzMQWh5H1xGh+uAOMwtW2tn73TWsiZ005kSw7Nq/te4NxbnqBoxR7a2vRrjoiIDByfezqOP0nV/JHWwLLB7o4MImPg5w0B7m3yU5fqCHmqPDYXFcX5RGmcIk/2e6Wv78mhJZW5INPcQIoxyVC33wtzgONz8ng50jnJeqENappaye/deioyTN28P0A47VxD9AvFbbS2jozvuZZlUVJSMtTdOCoNi2ApEonw6quvYoxh/vz5+Hw9X3K4N0XDRUaK0F7nn5lKFtoUFhb26lwFV0TZ/lMfsb3Z/9xnfasJb4EF9O7cw0nRBQZzXgvRWg/pqEWgKo230CbbYypcCnmFIXb92vkzpOHBSiZ8NETD/Zn1mHoqMDbFtKtDWK6+n0NERKRHCpaS3jYed2x3p+ZgYmevvzvIyFETh0+/afFyqPMPZXUpFz9rCPJga4DbZxhOOewtYBv44naL+5qdp7p9sMrV4/fNueXw8mG1ltJY/D5SyNXVPX4oMohiNvypEf7RYrE2DCkDSwvhuvGG8sNuxWvi8D/1ziP3rx1vM69c33MFrJaWlj4P99mxYwdbtmxh3rx5VFf37VMjEonw0ksvEY/HWbhwoVaDEwF23ROk6aXMgHXG1WFyJ6V7fb5IjYutP83DTnT+8uDOsZn5pTD+0tE76q/pVS+7ftv9iK5DWW7D7K+FSMcttvzQ+T+mLn/HPr6i0fvciojI4Mp59SN46x7r1GY8hbSd7VBhWUa8bRHDinWG3d2Um/RacM8xFmeVdHwP3J8wfGCD4bWQ8/6lXth8ooW3h0WZN7Ublrzq/H2neZml+rnDzP6E4fzXDVujmdss4DPj4N/HWVT54U8N8LkthnaHAUklHti+RK+vdBjS4t2HhkoLFixQqCQCGBuaX3MYseQyBKp6HyoB5FTbTP9CmOD4d+c/ewpspl4RGdWhEkDJoiRFC3q3WtuYf4vhLzPkjLOZ/vkwOYc8r/6KNBM+FOHY77cpVBIRkUFl50zOaLNSrVgJVVI+2oRShvev7z5UAkgauGKzoSZmeLnNMHd19lAJ4AdTex4qAczKgenOs6T4z236LjTc/MdW51AJOuqo3lYLc18ylD1n+Ngm51AJ4OczFSrJu4ZsKtzhoVJlZeVQdUWkz+wEtG7wEK9348mzKZqfOuJV0hqe92FSmR/ShcekcPe91A85421mfamd2D4XdhICVfbBldJGu4kfiRCvzyNa230hgEBVmvJT3y1mnjctzcwvtZMKW6Tj4CsxWv1NRESGhFOwBOCpf5rkuEsGuTcykH78tmFHrOf7t6Q6woLuXD0eLirvXV8sy+Kz4+BqhxDpV3vhonLD0iJ9ORoOXmw1/LnxyM9zdgmcU6rXVN41oLeViUSCRCKBz+frVDfpQKgUi8UUKsmIlQxZbP9FbqcwYs+jhomXRyic07uVEYyBZKtFbK+bmj84/+RTuiTh2N5bgcqRUVxvMLk8MP0LYTb/IJ9EU/aBnJbbMPHDEcdAzpNn8Dgv5CciIjIo0oULHNs9DX9XsHQUqY0bbqvt//NeWgHfmty3CS0fqIQbd0GDwyDw898wdIyF6XBxOZxfZvFvpXQaGWWMYV8Cir3g78WIKem5b+888hFklT742Qy9PtJZr2ss7d69m+bmZgBCoRBtbW0UFxeTk9NRo6S4uJjx48cDsHXrVrZt28a0adOYPn36wXM888wzRKNRioqKKCsrc7zOofuLDEc7fxek+eXMOkiW2zD1s+3kT+vZtLXwdje7HwwS25N9tIy3yGbON0K4erh0rPRNotliw/XOxbw9uTaTPxUhb0rfpiOKiIgMOGPIe2Yh7sjOTs3pgrmElz0/NH2SfnfpepsnHWY3FrjhmeMsJgbgsg3GcZ9sbp9p8f4Kjmhq0337DFdu6fmt5YI8+N0ci+qAxSP1hm/s6Jja57dgRTl8a7LFGL8CjP6yutVw9utHFizNCMKjx1pU6XWRw/R6xFJzczO1tbUZbQfCJuBgsJRNNNoxqbOlpYWWlhbHfRQsyXAWqXE5hkoAJm1R80CQWV8NY3Xzo08ybPHWr3JIhbveccy5MYVKg8BXbJj5lRA1DwZp39Hx8ejJtSlfnqDijLimDoqIyPBmWaSLFmUES67QZqxEM8ZXPDT9kn7zdFP2wOjnMy2mBDtu+G+fBae8aqjppgbTxAD86ViL8YEjDwo+UGnxUpvhV3t7tv/acMf0vA9VGu7Z92573MB9++G+/YbzSw0/maYgoz/cudc5VLpiLCwttPjB24aN7c7HFrjhC+M7pjzmuPVaSKYjWhVOZLSqeShA/T/9Xe5TfVG0Uy0ex/M8HKD+ma7PkzMxxYwvtncbUkn/SrVbmFTHFDer+9JLIiIiw4Jv+08Jbv5WRnt07k9ITPzkEPRI+kvCNix91bnw8nuK4OFjO39Z3BIxXLLO8LZDuJTrgk+Pgy9NsMjrx6AgYRtOW5M9oOiLmTnw9ML+7edo05IyTF5lcLrx33KSRaWv47nd1G54qhneCBm2RCFhw8pyiy9NAJeKiEoX9Pu7SC8ZA22buv/T2f+Mj7JliayFnJNhi8YXnEc9HeAKGCZeFlWoNASOtAi7iIjIUEiVvxccgiV382pQsDSi/X4/jqGSC/jRtMwvnDNzLJ5d1LHK1xthQzQNJV44o9jigjLI9/R/UOBzWTwyDz64wfBKFyvP9caWCPznVsPtsxRs9NU9dTiGSpeUczBUApidazE7F0DPtfSOgiWRXmrf6Sa+v/shLIlGN23rPRTOcy7k3fyKFzue/UO7YE6ScStiBCpUbFtERER6xi44hnTeTNzhLZ3afbUPEJ1/G/q1amRKG8NNu51/9LpyHEzLcf5OWeSx+OpEGMygoNxn8eSCjjDjsQbD35qhyNOxMl1f3b8fzik1rChX4NEXv9zj/N75+Fg9n9I/FCyJ9FLbxp7/2dQ8FKRgbihj1JIx0Pii82ilnEkpqlfEyJ2kItEiIiLSe+nC+RnBEoB37yMkx64Ygh7JkVoTgu0Oo5VKPB1Frocbt2Vx+Ri4fMy7fbONYV07/NvrhlAfvuZ+fJPBBbzvsHApYRs2R+DZlo4pX7kui2VFsCj/yIqRHy1WtRp2xjLbJwfg5EI9P9I/FCyJ9FLk7Z4X3Ek0udjzSIBxF3b+NI/tcRHbm3keX2mamVf346R0ERERGXVSZafhq30go92/7Uckx1xI1nn6I5iVaMSK1WH85Rh/xVB3p9/dt895xMnVEyz8rpHxerosi/l58Of5cO12w79aM/dZmAcXV1h8fYfz4/3oJsOHmwwfrLRoSsGv9xpWt0J7pwH+HcfOz4PPjoOLKsBzFL7ne+rXWUYrXV41ep8T6X8q3i3SC6l2i3XfyAe78wdx3tQUuZNT7Hsq4HjchMsilJ6YPPjvhlVedt+fk7Ff1bkxxpzTzfIdIiIiIl2xkxT8bSpWqi1jU2T+bSSrPzAEnRoYrvbtBDZ8BW/90wAYy01yzIXEZn8HExg7xL3rHwnbMPNFQ7PDVLKapSO3qHXMNrzSBk82GZqScPo7tZ98Lotf1Bqu294/t6k5ro5w6apxFrNzRtcopsakYd5qQ8Shssbuk60BqbMlo5MmWYv0QttmT0aoBJAzMU3FGXE8ec71kN6+N4ddvwti3vnvY8tar+N+ZUu6XkVOREREpFsuL/Epn3Pc5N/6Q0gfHT9iuUKbyX9m0cFQCcAyaXx7/kDB03PIff49uJteGMIe9o9f7sExVFpSwIgNlQACLotTiiy+M8XFz2a6uKjCwvfO6Ksrx8J7i/vnOhEb7q6Dk181TH3B8JVtNq+HDbbpPrgKpw2vhQyb2g2pHuw/3Px6L46h0srygSneLqOXgiWRXojVOf/JFB2bxJMD1Zc4TH5/R9PLPppe9pKOQmhr5ixUX4mNt3Dk/QdLREREhp/45M9i3LkZ7e7IDvzbbx64C5s0rrZ1eOr+RPD1qyj4y1jy/zoZ345bwfTjgiTJNnJeuazLXTyta8h74VwC667pv+sOsrdjJuu0sE8fxYWXLcviztkWM4L9e96mFNyxB5a/Zqh83nDROpt/Nmc+v1sihss32lT/y3D6GsOSVw2zXzTc8JZN3B4Z39fv32f47s7R996RoaGpcCK98Navg7Ss7Vx02+UzHPuDtoOLrOz4ZQ6t651HJHlybSZcFmXHLzO/6JUtizP+YofKeiIiIiJ94N92M4EtN2S0295iQmdsArfzFP4+Scfwb/0R/p23YaWd60XGJ3yc2Lz+CbWCr30C396Herx/svxMogtux/hKMjemQvhqH8Cz/6+4W1/v2L/qAuLTrh7S6XQvtRk+vMGwP5m5rcILm06ycB/l07oak4YLXjdsjAzsdaYE4P2VFqcWwcP1hrv2QiLLXfJ4Pzw0z2J6lpX4hoNf7zFcvc35AczJgVWLNb5E+peCJZEeMjZs/G4+icbOH8TB6jSzvhw++G87AbvuDdKyxnnVt2ym/XuY/OlaCU5ERET6iZ2i4MmxWHbmVPvwiY+QLlue/VhjcDe/gLv5ZVzxOsCN8RZivMUkxl0C3sJD9rXJXb0CT+M/u+1SdNb1JKZ+sQ8P5l3uhmfIW31hr48zLh+pinOIzfgadv4sADz7/0bwjc/hiu932N9PYsLHiU+/FuPrp3lZPfRko+HDGw3JLHdqt0y3+NiY4Rts9Le76wzffstQ7xCy+ayOFeA+UGkxIwce3G/41d4DJbwHhgv4/lSLT43tKEo+nGxqNyx/zWQNxn4x0+KDlcOrzzLyKVgS6aHIbhdbfpyf0V68KMGkyzOnwO26J0jTSz0Pl+b9dyuezHreIiIiIn3me+s2ghu/mtEem/pF4rOudzzG1baBnLWfxh3a6Ljd9lcQXvo0Jji+4xrbbyW4+Zs96o/BRftJj5AuXdazB5Bx8RR5zy3DHd7Ut+MB21dK+0mP46u5F/+O/9ft/uncGbSf9MdBG730ethw7lrngssAx+TCc8dZwy7QGGgJ2/BKCP7caKjwWuS44bh8mJeXuerb/oThb03w81rDhgFccPnUIvjlLItKX99eC2M6+rexHfwuWFIIFX08F0B72nD2WsP6LI/5wjL49WxrVBUwl8GhYEmkhxpXe3n73szkZ9LHIhQvdPj5BNj6P7mEHeopHS5QlWb2deFu9xMRERHpFTtF4Z/LMppThQtoP+WZjHYrXk/+PxZknc528LTBCYROew3P/j+T++pHetWldMFcwqc8B729ubUClAHFAAAgAElEQVRT+LffQuDN7zpuDi99GldoIzlvfL535+2BZPmZRI5/oPd97qWmZEc9n31Z1nMp9sBTCy2mBhUM9IRtDG+EYXME/t5seLierKPA+qrEA1ePt7hiHPhdma9Le9qwNQIeC2bmgNdl0ZI03F0H/7ev8zQ/C/hgJXxtokV1oPev8Q1v2dy823nbByvh/0238Dr0UeRIKVgS6aE9j/nZ91RmLYK532nDW+D8ZxRvtNj43XzHleQONeb8GFVnHR0rtIiIiMjwkvPKZXj3PZHR3nbmjoyaQ7kvvq9HU9oA0gXzcYU2YBmHJcu60X7Cw6TK39OzndNRcl79CN76p7Lu0mkEljH4t/2QwJv/3et+dSU+4WPEjvkxuLr/0bAvbGP4wAbDX5uct08LwpMLLEq9Cgb6qilpeKwBbq/ted0mjwWpHtwxT/DD7bMslhR2vD5vRgw/ftvwSD3E3zneAkq80Oj8m/RB+W74/VyLkwp7/lo3JQ1TXnDu6Eer4KczVFdJBo6CJZEe2nJzLpGdnb9IuAKGY7/f1uWPVzvuzKH1Dedi3gfM+UYIf3k/rpQiIiIi8g7fzl8S3PDljPb45M8Rm3PjwX+7m1aR98J5/XbddP4xuEMbHLcly04jcuIfuzze1bYe/45b8dXe3+V+tn8ModNfB9dhC6yENhNc9x94mlf3ruNdSFZdQGThrwckXPq/fYartjjfmlX54NXjLXLdCpX6y86o4ee1hn+14jhd7oQC+PpEi+XFHSOMPrnZ8HRz1+e06BiVVOmDZ1uOvM7Tf47vGG1VG4dyL1T4oMgDy4oszi6h05S2D22webwx8xzTgh1TJ4N678gAUrAk0gPJVov138oH0/kDOWd8iplf6nqoeMvrHt76VeYqcAcExqaZ9ZXwQI+sFhERkVHKFd5K/j+Pz2i3vUWEztgI7hywE+Q/swhXNMs8ml5IFS2m/eS/guWCVJiCp2ZmTK0zuAiduT1rUWzv7rsJrru6R6Oh2hffR6ryHOeNxuBufJa81e/r9jyxmd8kPvUa3K2vkfevM7rY71vEp13d7fl6oz1tWPSyoc5hCtzkADy90KJEI5UGzEtthgf2GfYkYEoQ3l9hcWxe5+fbGMP9++E7bxlqs0xVHEyXVsBtMzvqJa0PG055zfm2/qG5FqeX6L0jA0vj4UR6ILzdkxEqAeTP7v7LTuGxKcqWZp/mNv79UYVKIiIiMmDs3GmkcyZntLuSLXhrHwTAv/WHWUOlxJgLsYMTe3Qtg0X7iX/sCJUAPHkkx16UsZ+Fjbf2PsdzeOoeI+eNz/coVEqWn0mq4uzsO1gW6bLlhE55FttbknW39uPuIj7tPzv2L1pEZMEvs+7r3/p9rNi+bvvWG3/Yj2OoBPC7YxQqDbQTCix+PN3Fvce4+O4UV0aoBB2jgz5QafH8IotzS4egk4e5fz/8966OMOknu51DpZMK4D2Du6ChjFIKlkR6oG2j83DnksXdTJCmo8Zj9cUxKs+KgfXuh76/Is3ML4fIm5zut36KiIiIZLAsElO+4LgpZ90XcLe8lnV1tGTZaUSP+w2h018nWf7ebi8VOmMTePI6tcUnXeG4r3fPHw65UBu+XXcSfP2zPS4Gns6ZRGThL3tUUNsuPJbwKX8nVbjwYJuxvCTL3kN46dOkxnQe0ZQcdwnRWd/B4BAw2HH8O27tUR97whjDbXucg4HvTrE4Jleh0nBS7LW4d47F7TMtCvthRuSCPPhYVd+O/eHbsKm9oyi5k69P0gpwMjg0FU7kEMZAOmLhDpqDP7TZCXjjawWYZOcPZW+hzTE3hHo12sjYEN3jwnJBoMo+eA0RERGRAWUMec+ejDu8qVeHtb13K8Zf3vEPO0XuC+fgaXnFcd/YzG92jPpxuvY/T8DdvrVzs8tH29k1uCI7yX3x33DF9/eoT8nyM0mVLiUx6UpwZy6s0iVjsKK7cMXrSRcuAFfXdTC9ex4mZ83HM09jeWk7czt4C3p3fQcvtRnOWpt5S1bth3UnKBgYzlLG8PFNHQXBs/FbsLy4o0bSjmhHW6EH5uTCBWUWC/M7Xt+1IcNpa/rv1ny8H9adqJsNGRwDs6SByAhjDOx7ys/+p/2kox0f7jkTU1SdE8eyyAiVAArnJXs9hc1yQU61inSLiIjIILMs4pOvImed88glJ+GTHns3VAJweYgs+i15/zoLV6zmYLPBIjH5s8Sn/EfWayfHXoR76/c7N9sJ/Ntv7vHqbdFZ13eMvDqSX+YsC5MziXTOpB7tnhy7gtSuO/A0vdD5NCZJcNM3iR7707735R331DmHCZ8Yo1BpuPNYFr+d3TEt7bs7DTWHVL+YEYRLKiw+XAVj/N2/jgvyLW6aBtds659w6XfH6L0jg0cjlmTUMzZs+XEe0Vp3r46b9vkw+dM0jU1ERERGiFSYgr9NwbK7rzycGHsR0YV3Om9MR/DueQh323qMr4zEuIsx3QQ1nvqnyX0ps9ZST7WevRs8+X0+/kh49j9F7ssXO25rP/5BUhXdTxHMZnWr4ezXnW/Hdp5sUeRRODBSJG3DhvaOUUlj/R2ryrn6EAz+cJfhv3eZTivKvb8CTiqwehw6LSuEx+ZrtJIMHgVLMqoZG7bflkNoS9fDoDNYhmO/39br0dciIiIiQ8n31s8Jbvxat/uFT3qcdOnS/rtwOkLB32ZgpcO9PjS85AnSJSf3X1/6IO+5Zbjb1mW0294iwsuewwTH9+p8cdvwlW2Gu+qct59TAvfNVTAwWq0LG7ZEIOiC04sh6O4IqO6uM3z+za5v34Mu+MdCi1mqzSWDSJ9WMqrt+N8+hEpAzsS0QiUREREZcRKTrux2hTc7WN2/oRKAO4fkmAt6dYhx5xKZ//MhD5UAosf8wLHdlWwhuOE6x222MRiTGQLsjBoueCN7qARw5TiFAqPZvDyLiysszi+zDoZKAB+uhKu7yDBzXHDHLIVKMvhUY0lGrX1/99G2ofehEkDVmfHudxIREREZbiwXifGXdVnXKLTs+QG5dLLiHHw1/9ftfpF5t2DnTiddtBjc/gHpS2+lS04mMfYifIeuZPcOz74nsGL7MIFKAN6OGW7cafhDPaQMzMwxXFphMSe3Y3n417sZtLUwD04rVjAgmSzL4luTLc4oNjxcb/hLI4RtyHfDe4rhG5MsKn1678jg01Q4GZXijRabf5iPHev9B2/+7CRTPxPpdeFuERERkeHAFd5G3rMnYZlUxrbo7O+SmPLvA3Nhkybv+eW429Y7bra9RYRPXYUJjB2Y6x+pZBt5L57n2P/onB+QmPwZXmkzXLrB0Jjs2yV8Fjw+3+L4An3RFJGRQ1PhZFTa81gga6hUtizO+A9EKF6coGBOkkBlGlwGl99QtjTO5I8rVBIREZGRy86bRvTYWzFW54VLUkXHk5h81cBd2HLTfuKjJMZejOHdL1MGF8nK8wm9d9vwDZUAvAW0L/qd46bgxmvZ2p5mxbq+h0rnlMALixUqicjIoxFLMuqkIrDuukLHbZXvjTH2gsxpbnYKLAus3i0cJyIiIjJsuVrX4t/5S6xEA6mSpR0jlazB+d3Zitd3FMO2E6QL52MCYwbluv0hd9U5eJpfPPjvVvJ51HMulwdv69P53MBPplt8bIwCJREZmVRjSUadhuec5+r7SmzG/Jtz7SSX/lJERETkKGMXLiA6/2dDcm3jLydVfvqQXPtIJcde1ClYKiTE5OJxFCdtmtO9C+aOzYNvT7ZUU0lERjRNhZNRp/El54Ldkz6mKW4iIiIi0rXk2JUYTwEA6dyp/GH2M5yV+GaPQyU38Omx8PJii38uVKgkIiOfxmHIqBKrc5FoyJzPFhiTJmdCegh6JCIiIiIjifGVEp17E+7m1dxZciNf2ObB6VtkhRdeXGyxug3u3GNoSMLEAPzHeIvj8hUmicjRQzWWZFTZ/WDAcSrcuBVRKk5LDEGPRERERGQkakqkOeFViwaHYt0VXvj9PIv5eQqQROTopxFLMqqENmW+5S23oXhRH5fvEBEREZFRqcTnZvViwy9qDK+EYHMEkqZjdbdvTLIY41eoJCKjg4IlGTUitS7iDtPgCo5J4c3XwD0RERER6Z1Sr8U3JitAEpHRTcW7ZdRoetHn2F44R6OVRERERERERPpCwZKMGq3rHVaDcxkK5qQGvzMiIiIiIiIiRwEFSzIqhN9yk2jKfLvnz0zhLdQ0OBEREREREZG+6HWNpdraWpqbm2ltbSUcDmPbNvPmzaO6urpX5zHGsGvXLnbv3k0kEsHj8VBaWsqMGTPIycnpbbdEulT/T+dpcEXzNFpJREREREREpK96HSxt3bqVaDSKz+fD7/cTjUb7dOH169dTU1NDXl4ekyZNIhaLUVdXR0NDA0uWLCE3N7dP5xU53N6/+GlZ4xAsuQxFCxOD3yERERERERGRo0Svg6W5c+eSm5tLMBhkx44dbNmypdcXbWxspKamhpKSEo4//nhcro4pSmPHjuWVV15h48aNHH/88b0+r8jh9j7hp+7JgOO20hOSeDQ4TkRERERERKTPel1jqaysjGAweEQX3b17NwDTp08/GCoBlJeXU1JSQkNDQ59HQokc0PSqN2uoZLkNFafHB7lHIiIiIiIiIkeXISne3dzcjNvtpri4OGNbeXk5AE1NTYPdLTmKtO90s+u32YcjVZ0bJ1BpD2KPRERERERERI4+vZ4Kd6TS6TSxWIy8vDwsy8rYfqBwdyQS6dH5UikVXz5apcIW0VoPvtI0vlIbh7dLBmND4/MB9j6SvUZX3owEpae2o7eOiIiIiIjI6OHxDHoEMioM+rOaTCYB8Hq9jtsPvNAH9utOW1sbxmi5+KOJMdD6z2Lani0C3k2Tis9pIHdhCJfX+fU2BhoerCC6KXuo5J8Ypfj9e2kL93evRUREREREZLiyLIuSkpKh7sZRacTHdQUFBUPdBelnjS/4aXs2L6O9+S9lhF8sZtIVIQKVaYyBRKOLVJsLT4FNwzNBopucayoB5M9OMPGTESyrcCC7LyIiIiIiIjJqDHqwdGCkUrYRSQemtmUb0XQ4DWU7uiRaLOr+lH3EUbLFzdYfFuHJtUlFLDA9mB8H5IxPMeVTUVx6v4iIiIiIiIj0m0G/y3a73QQCAaLRKMaYjDpLB2orHai1JKNL02ofdqz7sCjV3vO68/kzkkz+RASXMiURERERERGRfjUkq8IVFxeTTqdpbm7O2FZfXw+guY+jkElD/fO+fj1nxelxpl4VwR3s19OKiIiIiIiICAMcLCUSCcLhMIlEolP7+PHjAdi6dSu2/e6S7/X19TQ1NVFWVkYwqCRgtAm96SHV1n9vyYkfjjDufTGsIYlPRURERERERI5+vZ4ctHv37oMjjUKhEAA1NTU0NTUBHaORDgRHu3btYtu2bUybNo3p06cfPEdpaSnV1dXU1NTwr3/9i4qKCmKxGHV1dXi9XubMmXPED0xGntCbzm/HqrNjNK72kWzpeUI0/pIoJcf3bGVBEREREREREembXgdLzc3N1NbWZrQdOq3tQLDUlblz55Kfn8/u3bvZuXMnHo+HyspKpk+fTm5u9uLNcnSyU9D0cmbBdsttqDo7TsXpcZpe8hHa6iG210Wq3cJbZPDkGsJbPQSr02Agf2aK0hMTBKpsh6uIiIiIiIiISH+yWlpazFB3QqRtk4ftt2UGivmzk0y7MjIEPRIRERERERGR7qj6jAwLDauci3ZrOpuIiIiIiIjI8KVgSYZcss2idV3mrEx30FC8QMGSiIiIiIiIyHClYEmGXMvrXjBWRnvRgiSWewg6JCIiIiIiIiI90uvi3dK/jIFoTUe+56+wcfuHuENDoPEF52lw5afGB7knIiIiIiIiItIbCpaGUGy/i52/DRLd3fEyWF5D9YUxyk5JDHHPBk+y1SJamzksKVCVJjhWK7uJiIiIiIiIDGeaCjdE0jHY8cucg6ESgEla7P59kOa1oyfva9vi/FiLF6u2koiIiIiIiMhwp2BpiNT91U98v3MBoZ135ZBosTCjYMBOw7PO0+CK5ilYEhERERERERnuRs/QmGEk2WbR8HwXxZRsiw3fKsBfmWbS5RFyqo/OhKltk4fI7sy3oCfXxl9xdD5mERERERERkaOJRiwNgbq/+rHjmaugHS6+z81bd+aSCne/70i098/O4VrJSUksvTNFREREREREhj3dvg+yZMiiabXz9C8niSYXb98fHLD+GBvC29zU/CHA/n/4iNUNzluibbOHyC6HAXOW0WpwIiIiIiIiIiOEpsINsraNHuxE70Ygtb7hpXmNh+KFqX7pg7Fh31N+ml7xkmhwYdLv9qf2EUP5sgTjVsawBnCg1N4nnEcr5U9P4SsyA3dhEREREREREek3GrE0yJpf8zq258/qulj1zt/kZj22N4yBHXfmsPfxAPF97k6hUscOFvXP+tn12yAmfcSXcxStdTmPVgImXh4dmIuKiIiIiIiISL9TsDSIkiGL0JbMQMVbZDPtqggzrg53GTDt/G2QpleOLFxqfcND2/ruz9H8mo/NP8ojPQCz0mr/GHBsLz81jjdfo5VERERERERERgoFS4MoWusGkzm/rGh+R5iUOynNtKsijFuZZdSOsdh1dw6xfX172ewU7H3COdRxEtvrpvbh/q3vFNvvIvRmZrBluQ3lp6m2koiIiIiIiMhIomBpEMX3Oz/dRQs6j1IqPzVB/szsI5e2/Ty319e2E/DWnTnE6ty9Oq7xBR/hbZ2Pie1zEd7mJt7Q+yJMNX9wDrYKjknhL9VoJREREREREZGRRMW7B1G01jnUCY7rXMzIsmDyJyJsvDGfVFtmGJVscbHh23lUnJageHECT0731655OEDbxuxT4HImprLWPdp6ax7lp8ZxBw1tmzxE3n53v5xJKSZ8MEqwyu62D22bPIQ2O/TBMow5N9b9gxARERERERGRYUUjlgaJSUPL65mhirfIxu2wQJo7AHNvCGU9X6LRTc0fgmz8dgFtm7vOB6N7XDSucl6FLVCVZsFNrcy8pp1JH2/Peo76Z/3UPRnoFCoBRHZ6ePOmPKJ7u34rpdotdj/gPK0uf1aK4NjugykRERERERERGV4ULA2SeKOLdDRz6lj+zFTWYywXzLoue7gEkI5abP9FLukuFlPb93fnUMnyGiZcFsV6ZyBV8YIUZUt7X+fIjlts+XEeJks2ZCc6VqJLNGW+3SyPoXqFRiuJiIiIiIiIjEQKlgZJtoLbhcdkr6UEEKyyGXN+98HLzt85z4dLRaD5VecpcFM+3U7uxM7T8MatiBEYk3bcvysmZbH26kLsROf29p1uNlyfT/t251FV5cvjBCo1WklERERERERkJFKNpUESHGMzbkWU2D4X8X1uYvtcpMKuHoUqlWfGwYK6P/sxaeeC2W3rvbSu81A4r/MIqJbXvWA7r0RXMDMzQHJ5YdpV7Wz5SR7J1t7njuv/q4CJH4nQ9IqX+H430ZrsxcJ9pWnGnKeV4ERERERERERGKqulpUVLcQ2RVLuFO2iwepjfJNssGl/0sfdx55XV/OVpZn89jHVIjrTlplzHotzTvxAmb2r2kUnJNov653w0PO8jHTmsgy7jGFb1hifXZvoX2wlUaLSSiIiIiIiIyEilYGkEat/l5s2b8hy3Tfl0O4VzO0Ytpdot1n2tIGMfX6nNnG+GOgVQXYk3WiRbXGAAF+RUp4nUuNn6U+c+dMedYzPt39vJGadQSURERERERGQkU42lESh3YpqK9zhPIdv9QBDzTlS450/ORbtLFid6HCoB+EsNeVPT5E1LkzcljcsHeVPSjFvRRcXwLCy3YdrnFCqJiIiIiIiIHA1UY2mEqjo3Rv3zPkyyc0KUbHWx864guRPTNK5yDpaKFnRdMLynKk5L4PIbdt/nXDi8E5ehcG6KCR+M4OnB7iIiIiIiIiIy/Gkq3Ai29wk/dU8611vKJjA2zayvhHs1Yqk7kd0u3vxpXkbIBeCvSFO8KEnJoiT+co1SEhERERERETmaKFgawdJx2PjdfFJtPZ/ReGgNpv6UbLXY86cAbZs82HGL4sUJqs6M4yvR20tERERERETkaKVgaYRr3ehhx+25Pdq35MQEEy/rfV2k3jI2PV7pTkRERERERERGLt3+j3CFc1JUnO5cyPtQJSckmPDBgQ+VQKGSiIiIiIiIyGihCOAoMO59MSrPimXdXjg3yYTLov1aV0lERERERERERFPhjiKNL3qpeTiIHetIkLxFNhWnxSk/LaFQSURERERERET6nYKlo0w6Du07PLgChtwJaSz3UPdIRERERERERI5WCpZERERERERERKRPVGNJRERERERERET6RMGSiIiIiIiIiIj0iYIlERERERERERHpEwVLIiIiIiIiIiLSJwqWRERERERERESkTxQsiYiIiIiIiIhInyhYEhERERERERGRPlGwJCIiIiIiIiIifaJgSURERERERERE+kTBkoiIiIiIiIiI9ImCJRERERERERER6RMFSyIiIiIiIiIi0icKlkREREREREREpE8ULImIiIiIiIiISJ8oWBIRERERERERkT5RsCQiIiIiIiIiIn2iYElERERERERERPpEwZKIiIiIiIiIiPSJgiUREREREREREekTBUsiIiIiIiIiItInCpZERERERERERKRPFCyJiIiIiIiIiEifKFgSEREREREREZE+UbAkIiIiIiIiIiJ94unLQT/4wQ9oaGjo776IiIiIiIiIiMgwVlZWxrXXXnvw330KlhoaGqirq+u3TomIiIiIiIiIyMijqXAiIiIiIiIiItInCpZERERERERERKRPFCyJiIiIiIiIiEifKFgSEREREREREZE+GbRgqbCwkJNPPpnzzz+fs846i7lz5+J2uwfr8iIiIiIiIiIiR2TZsmXcfffdLFu2bKi70mezZs3i7rvvZsWKFf1yvj6tCtcbeXl5XHbZZSxduhSXq3OO1dbWxoMPPsg//vGPHp3L7/dz6623EgwGeeqpp7jrrrsc9ysrK+Pmm28G4I033uBHP/pRxj5Tp07l+uuv57nnnuOOO+442H7FFVccfIPccMMNbNu2LePYL3/5yxx77LFcffXVNDQ0dLrm4ddbsWIFK1eu5Gc/+xkvvvhip/MEAgGuueYaZs+ezapVq7j99tuxbbvTPtdddx1z5syhpqaG6667ridPUydf+9rXmD17dqe+drUPcPC564n6+nquueaaTm2zZs1i+fLlTJ8+ncLCQtxuN6FQiF27drF27VpWrVpFLBbLes5PfepTLF++nFAoxBe+8AVSqVSP+tLT5+qmm26ivLz84L9t26a9vZ23336bv//977z00ksZxyxbtowrrrii0zHxeJxwOMzbb7/Nhg0bWLVqFe3t7T3qq4iIiIiMLvPnz+e9730vU6ZMIScnh2g0SmtrK9u3b+e1117jtddeG+ouDluHf3930tX9jvS/4uJizjzzTObNm0d5eTl+v59wOMzOnTt56aWXWLVqFel0elD6cuBe/PB7++Hi0IzhgHQ6TSgUYvv27TzxxBO8+eabQ9S7/jGgwVJ5eTnXXnstPp+P++67jzVr1tDY2IjH42H8+PGccsopXH755UydOpX//d//7fZ8J5xwAsFgENu2WbJkCffeey/JZLLLY4499ljmzJnDxo0be93/Sy+9lBtvvLHXx/VEfn4+X/7yl5k8eTJ//etfufvuuzP2KS8vZ9asWdi2TXV1NVOnTmX79u0D0p8DIpEIDz30UEb7ypUraW9v58knn8zY/wCv18snP/lJli5dSiKRYNOmTbz22mukUimKioqYMWMGCxcu5OKLL+Zzn/scxpiM6wQCAU488URs2yY/P59FixaxevXqbvvd2+cqnU7zyCOPAOB2u6msrGTx4sUcc8wxPPDAAzz22GOOx61fv/7gH30gEKC4uJiZM2eyaNEiVq5cya9//WvHYEpERERERq8DPzbH43HWrFlDQ0MDLpeL6upqTjrpJKqqqhQsdePQ7+9ODr0vkYF10kkn8alPfQq/38+OHTtYtWoVkUiEoqIi5syZwxVXXMHSpUv5/ve/P9RdHVaeeeYZmpqaAPD5fIwdO5b58+ezcOFCbrnlFtasWTPEPey7AQuWfD4f11xzDfX19dx6661EIhHmzJnDcccdRyqVYteuXfzqV7/iueee44tf/CIrVqzg4Ycf7vKcy5cvJ5VK8dRTT3HOOeewePFiXnjhhaz719fXU1payqWXXsq3vvWtXvV/3759zJo1i4ULF/b7C1xSUsK1117L2LFjeeihh7I+7uXLl+NyuXj88cc5//zzWb58+aAES079WblyZdZtB3z6059myZIlvPHGG9xxxx20trZm7DNr1iwuu+wyLMtyDJZOPPFEAoEATzzxBOeccw7Lly/vUbDU2+cqnU5nPJbp06fzjW98g/e97308+eSTJBKJjOM2bNjAn/70p05tlmWxbNkyLr/8cj772c8SiURYv359t30WERERkaNfWVkZF154IQ0NDdxwww20tLR02u71epk6deoQ9W7kcPr+LoNv3rx5XHXVVbS3t3PLLbc43vcsWrSI0047bfA7N8w988wzGfeoJ5xwAp///Oc577zzFCw5Oeecc7Btm5tvvplgMMj111+f8YH59NNP85vf/Iabb76Zr371qzz33HNZhy9WVVUxc+ZM1qxZw1/+8hfOOussli9f3mWwtHfvXjZv3syyZcs48cQTexRQHPDwww/zqU99iksuuYS1a9c6hiB9MWbMGL7yla9QUlLCXXfdxVNPPeW434GwIhQK8fvf/55FixZx0kkncc899xCPx/ulL/1pzpw5LFmyhNraWm655ZasI8k2b97M9ddfnzHl74AD4eHjjz/OhAkTOOaYYygtLaWxsTHrtfvrudq6dSt79uyhurqacePG8dZbb/XoOGMMzz77LLZt85nPfIYPfZ0hwlYAABlbSURBVOhDfZq2KCIiIiJHnylTpuByuXjllVcyQiWAZDLJ5s2bM9r9fj/nn38+J554ImVlZSQSCbZt28ajjz7K1q1bO+17YKqN03SwA6OlbrzxxoPXmTVrFl//+td56KGHWL9+PStWrGDKlCnk5ubykY985OCxy5YtY/ny5VRXV+PxeGhubmbjxo08+uijnb6fBwIBzjvvPI4//ngqKipIJpNs376dRx55ZEim+Nx0000AGSU74N0yIIc+zkOfo/Lycs466yzGjBnDjh07+N73vgdAaWkpK1asYN68eRQUFNDW1sa6det4+OGHM+5VDlzjE5/4BCtWrGDJkiUUFBRQX1/P008/zd/+9jfHfh933HGcddZZTJo0Ca/Xy/79+3nuuef485//3Ol+NBgMcvrpp7NgwQIqKyvJz88nFAqxYcMGHn74Yfbv39/pvIc+vuLiYs4//3zGjBlDJBJh9erV3H///d3OBIKO+66PfvSjuFwu/ud//ifrrKBXX32V119/vc+P70AZkjvuuIPm5mZWrlzJhAkTSCQSrF27lnvvvZdwONxp3wP//9ApZwfe8929vr19PvvTG2+88f/bu/OoqM778eNvFkWEgIIKgkZBdnBBRBEHRg5BUdMQtDXx2KhxqdZoF5tYcUmMR01TU+tJNW6N1TbWugSjnhgXQKkgqBCNC+IGghsEMQqiwATm9we/uWWYGWRGjP2mn9c5OSde7r0897nD3Hk+83k+D9Awo6mx53WP7e3tmTNnDn5+fnz22WcmX6tNPbPi3TExMWzdupXa2lpmzpxJ9+7d+eyzz5g9ezZTp05l8eLFSidevXqVkydPEh0dbfJ8uohnRkYG5eXl5OfnExgY+MS5tp9//jm1tbX89Kc/NatYeElJCUePHlWm7LUGLy8vFi5cSIcOHVi/fr3JoBI0TOFzcXHhxIkT1NXVkZmZib29PQMHDmyVtrQ2tVoNwFdfffXEF6ypoJKHhwe+vr6cP3+eiooKMjIysLa2bvZ1Ac+mryyZD5yZmUlZWRndunWjW7duFv9uIYQQQgjx46EbALu7u7f4mDZt2pCUlERiYiI1NTUcPHiQr7/+msDAQBYsWNBqYwJfX1/mz5+PVqvl6NGjSk1YKysrZs+ezS9+8Qs6d+5MdnY2hw8f5vr16wwaNIiePXsq53BwcOC9994jMTGRqqoq0tLSyMnJwcvLi6SkJMLCwvR+p65o8Pz581vlGlrTqFGjmDhxInfu3OHQoUNKUMzd3Z0lS5agVqu5fv06X331FUVFRajVapYsWWLy3s6aNYvIyEhycnJIS0ujXbt2TJgwgXHjxhnsO3bsWH7729/StWtXcnJySE1Npba2lnHjxjFr1iy9fT08PBgzZgy1tbXk5uZy8OBBCgsLGTx4MIsXL8bV1dVoe+Li4pg8eTK3bt0iNTWVqqoqhg8fztSpU1vUP0FBQbi5uXH58uUnlpppWifXnOvTCQ0NZc6cOXz33Xekpqby7bffEhUVxW9+8xtln6KiIg4cOKD8f3JysvJf0yCrqftraX+2hpCQEACuX7+ut/153GNnZ2cWLlxIr169+OSTT1ocVIJnlLHUqVMn2rRpQ15eHp6engQFBbFr1y69+jxNU8BOnDjBqFGjjJ7P2tqaIUOGUFVVpaSHZWRkEBQURHR0NJ9//rnJtpSXl3P48GFGjRpFTExMs8Gcpnbv3s2QIUMYM2YM2dnZLYrwmRIQEMDkyZOxtrZm1apVRiO4jekCNRkZGUBD0CIxMRG1Ws2xY8csbsez4uPjA2BRLSsd3TVnZmYCkJOTQ3V1NdHR0XzxxRcms8Zaq698fX3x8PCgsrKSO3fumN1+rVbLpUuX6Ny5M97e3ty8edPscwghhBBCiB+Xa9eucffuXfr168ecOXPIzs6moKCAkpISk8eMGjWKXr16kZmZybp165Tthw4d4r333mPy5MmcPXu22QVxWqJ3795s2LDB4DNzbGwsAwcO5Pz586xcuVJvHNSmTRvatm2r/HvChAl069aNv/71r6SnpyvbnZyceP/995W2Ps1YChrqoppawerBgwekpaU91fmhYcy2ePFig8/xb775Jk5OTmzatElv4anY2FgmTZrEpEmTjNYTcnd3JykpicePHwOQnJzM4sWLiY+PJzs7W5khERISwk9+8hPOnj3Lxx9/rDfrYtKkScTGxjJgwABycnIAuH37NrNnzzZYOCgwMJB58+aRkJDApk2bDNoTHBzMokWLlNfezp07WbZsGREREWzbts1oRl1jfn5+gPljPnOvTyc0NJTly5crGXpWVlbMmzePoKAgpaZucXExBw8eJD4+nuLi4manS5q6v5b2p7mGDh1Knz59gIbSQV27dqVv374UFhayc+fOVmmTpffY3d2duXPn4ujoyJ/+9CcuXLhg1rU9k8CSs7Ozkprl6ekJ/CfFy5Rvv/0WZ2dnoz8LDQ2lQ4cOHDlyRHlDOnXqFBMnTiQqKork5ORmp6rt3buXoUOH8uqrr3Ls2LEWT4+qqKjgwIEDJCYmMmzYML788ssWHWdMbGwsAJs2bXpiUOmFF14gNDSUO3fuKAG4srIyrly5gr+/P+7u7s0+iJ4H3b0z9kINCwvjxRdf1NuWm5tLcXGx8m8bGxtUKhWPHj0iNzcXgJqaGnJyclCpVAQHBxudv2tpXzV+MDUu3l1fX8/mzZstfvB99913SruEEEIIIYSoqalh1apVzJgxg9DQUEJDQwGoqqri8uXLpKenK59/dVQqFd9//z3bt2/X215UVERGRgYxMTGEhYUpX8haqrCw0OgXsS+99BJ1dXVGPxdrNBplm6OjI4MGDeLChQt6QSVoGEvt37+fCRMmEBwczJkzZwAoKChg7ty5RuuZNsfGxobRo0cb/VlRUVGrBJaOHDliEHRwdXVVVp5uupp5WloacXFxBAcH4+LiohRm1tmzZ48SVAJ4/Pgxe/bs4Ze//CUqlUoJLL300ktAw1ix6Vh1+/btxMTEMHjwYCXw0vicjV28eJGbN28qWTBNHTp0SG9spNFoyMrKYvTo0Xh5eT2xxo9uzNf0Op/E3OvTycrK0pv2qdVqlQQTb29vs+sPG7u/YHl/mstY3amKigqys7OVceTTtsmSe+zl5cXbb78NwPLlyw2yp1rimQSWNBoN7dq1M+sYOzs7k28uTTNSAKqrq8nNzSUyMpLevXs3G7h69OgR+/bt4/XXX2fkyJFmFX3bv38/sbGxvPzyyxw5csTi1QbOnz9PSEgIP/vZzygoKKCoqMjkvlFRUdja2ho8KDIyMvD390etVhs8ZP6bhYWFGSyvePfuXb3AUv/+/XFycuLo0aN6D6/MzExUKhVqtdpoYMnSvjL2YPr+++9ZvXq1wYNdCCGEEEKIp1FUVERSUhK+vr4EBgbSs2dP/P39lUBT48ykdu3a4ebmxq1btwwGm9CQLRITE8OLL7741IGlgoICg212dnZ4enpSUlJCaWlps8d7e3tjY2ODra2t0Wwi3RQxDw8PJbBUW1tr0eyA2tpapkyZYvZx5jDWH7ovyI3VwdLNWPD09KRHjx4GAZdLly4ZHKPb1qNHD2Wbj4+PMlPDGI1Gg4eHh962gIAA4uPj6dWrF46Ojtja2urtb4yxGrK6Nrdv397oMa3BkusDw+lh8HTtNXZ/dSzpT3MtXrxYCYbZ2NjQuXNnhg8fzrhx4/Dx8eHjjz9+6jaZe4/9/f0ZMWIElZWV/PGPf3zi37wpzySwVFpaSpcuXXB0dFQign369Gm2GLKPjw+3b9822N6hQwf69OlDaWmpQeG3jIwMIiMjUavVT8yIOnToEHFxcYwYMYLU1NQWX0t1dTVffPEFEyZM4JVXXuFf//pXi49tLD09nZycHCZMmMC8efP48MMPTUYCo6Ojqa+v1wukQcN0wTfeeAOVSsXOnTtN1ipqTJfJZWVlZXIf3c+epkB5RUUFnTt3pkOHDpSVlen9bMOGDWzYsAGAl19+mddee83geGPBQ2hYhe3evXv0798fBwcHg1RAS/uq8YPJzs6OoKAgpk2bxvTp01m6dKle0MscHTt2BBr6QwghhBBCiMauXLmil4ERFhbG9OnTGTJkCKdOnSI3Nxd7e3sAoyssw39mCOj2exrGPrPqBp/GglpNOTo6Ag2DU39/f5P72dnZWdjCH5axPtf1s6nP983dD2Pn052n8SDfwcEBW1tbkxlZoN+HAwcO5K233qKmpoZz585RVlZGbW0tWq2WqKgok3WIjWXB6MZJ1tZPLr+sux7dmKelzL0+HWPt1dXCbUl7mzL1N2Vpfz6Nuro6SkpK2LJlC927dyc8PBxfX1/l/eGHusc9evTA3t6e8+fPP1WR8mcSWKqpqSE/P5/4+Hh27dpFXl4er7zyCjU1NZw4cYKHDx/i4eGBi4sLp0+fxsbGhmHDhrFr1y6Dc0VFRSlTlf7xj38Y/X2hoaE4OjoqhfGM0Wg0JCcnM23aNBITEw0CEc1JS0tj+PDhxMXFcejQoRYf11Rqair19fVMmjRJCS41Dbb5+voq0wdXrVpl9Dxt27alb9++LVqOUJdh5ejoaBDw0dFN27I0GwsaHpKdO3cmKCjIIA32SVxcXOjduzcACxcuNLnfkCFD9Pq/tfqqpqaG06dPs3r1apKSkpg2bRqLFi0y6xqgIUCne6C2dEU5IYQQQgjxvys3N1cpvREUFERubq4yMDRVJqRDhw6A/gCyuYFjc5kdxr5Y1o0JWhI80LVh//79bNu27Yn7/1C0Wq1edkdjzQXkjPWH7hqdnJyMHqO7T8YG9M7OzgYrxunO03jspTt25syZJtvWWGJiIhqNhkWLFhlkmERERLToHJbQJXoEBweTnJzc4uPMvb5nxVQixfPqT51r167h7++Pt7e3Elj6odp0+PBhOnbsyNChQ5k5cyZr165tUQJLU88ksAQNha8XLFjAtWvX+OSTT5gzZw7jx49n/Pjxyj4pKSmcOXOGKVOmoNFoOHXqlMF5dJksuuXcm/Lw8MDPzw+VSqVUgzfl2LFjjBgxgqFDhxos0dmcuro6du3axVtvvcWYMWNafJwxR44cob6+nsmTJ/P73/+eFStW6M0N1V3vN998Y/Rbgvbt2zNw4EDUanWLAks3btxgwIAB+Pr6Gg12ODo64ubmxt27d03O42yJ9PR0IiMjGTFiBMePHzcrXTAqKgpra2suXbpkNC3WxsZGWeq0cWCptfsqLy+PnJwcBgwYwODBg8nKymrxNUBD4Ktz584UFxdL4W4hhBBCCNEiTQtwV1dXU1paipubGx07djT4nBsQEACgl2Gvy+p3cXExyDpoPOWqJWpqarh58yZdu3bFzc2t2akxBQUF1NfXKwv5/Leoqqqie/fuWFtb640h7ezszFqdD/7Tz7p+b0q33VipE39/f44fP26wren+BQUF9O3b94n9rdOlSxdu3bplsK+zszNdunR54vGWysvLo7S0FD8/PwIDA7l48aLJfW1tbZWV4cy9PnPp7nFzs3Sa87z6U8fBwQHQb/8P1SatVsunn36KVqslJiYGwKLg0jMLLF27do3du3fzq1/9iuTkZJYtW4avry89evTg+++/p7CwkPv37/O73/0OHx8f3n//fYMIYkBAAG5ubuTn57Nx40ajv8fd3Z0VK1agVqufGFjSarXs2LGDOXPmNJuGZ0x2djYjRoxApVIZLFtorvT0dOrr65k6dSpz585lxYoVXL16FTs7OwYOHEh1dTV/+ctfjBYZt7Ky4s9//jN9+/bF2dnZZDqfzvHjx0lISGDkyJGcOnVK78FkZWXF66+/jq2trVkZXMbk5eWRlZXF4MGD+fWvf83GjRuNts3YNya66Wzr1683mVXl7u6Or68vXl5eFBYWPpO+goaAaP/+/UlMTCQ7O7tF0wOtrKxQqVRMnDiRuro6/vnPfz7xGCGEEEII8b/B29ubrl27cvLkSYMvX1944QWloG/jsh8ZGRmMGTOGsWPHsn79emV79+7diYqKoqqqSq8uqO4L5KioKL1aQOHh4QQGBprd5pSUFGW1M1OrwlVVVfHgwQNOnjxJREQEI0eOZP/+/Qbn6tWrFzdu3FDq6bZt2xZXV1dqa2sNsnlaS0FBAV5eXkRGRuqNc8aOHWt2LeDy8nLy8vIICgpCrVbrzc6IiYnB09NTKd/RVEJCAqdPn1a+wLe3tychIcGglMfBgwfp27cv06ZNY9WqVQYzcZydnXFwcFBKx5SXl+Pm5oaTk5Myta5Nmza8+eabJjO1WoNWq2XLli28/fbbzJo1izVr1hhdIS40NJSYmBhWrlxp0fWZq6qqivr6elxdXS06/nn1J0CnTp0YMGAAoF+T64du06ZNm6ivryc2NhZra2vWrFljVnDpmfbSvn370Gg0vPbaa8THx3P+/HnKy8uxtbUlNDSUgIAA7t27x9KlS41mqjTOVjKlpKSEy5cv4+fnpyw52JzTp09z6dKlZucAm7Jjxw7mzZvXKhHCY8eOUV9fz7Rp05TgkoeHB/b29s2uXKerhJ+QkIBKpXriSnUlJSVs27aNcePG8eGHH5Kbm0t5eTn29vYEBwfj6enJlStX2Lt371Nf08aNG9FqtURGRrJy5UouXrzIrVu3qKurw8nJiV69etGtWzcqKiqUN42goCC6dOnCxYsXTQaVoOE14Ovri1qtprCwkIiIiFbvK2j4RiI3N5fw8HCGDBliEHALDg6mTZs2QMM3Hh07diQgIAAXFxcqKytZt26d2UszCiGEEEKIH6+OHTsyY8YMJk6cSH5+Pnfu3KGuro5OnTrRr18/7O3tOX36NCdPnlSO+fLLL+nXrx8qlQoPDw8uXLiAk5MTERER2NjYsH79er1Mp9zcXEpLS4mOjsbFxYWioiI8PDwICgrizJkz9OvXz6w2p6amEhAQQEREBB999BFff/01jx8/xtXVld69e/Ppp58qga3Nmzfj7u7OuHHjGDJkCFevXuXRo0e4uLjg5eVF165dmTVrlhJY8vb2ZsGCBVy8eJHly5e3uE2NV3U2Jjs7WxlTpqSkEB0dzZQpUwgJCaGyshI/Pz8cHBwoKioyO4vrb3/7G4sWLWLy5MmEhoZy69YtPD09CQsLo6Kigs2bNxs9rqSkhA8++ECZmRMeHo6rqyv79+/Xm01y7tw5du/eTWJiIh999BFnz57l7t27yuwSf39/du3apYyhDh06xMSJE1m6dCmnTp3C2tqakJAQrKysLLo+c5w7d45169YxZcoUkpKSKCgo4OrVqzx+/BhnZ2cCAwNxc3PTW3jJ3OszV01NDYWFhfj7+zN9+nRKS0uVsWBLgpc/VH8OHTqUPn36AP8p3h0WFoadnR1paWl6r4nncY83b96MVqtVVvEzJ7j0bMNvwIEDBzh9+jTx8fGEhIQwYMAANBoNt2/fZvv27aSmphqdNmVvb094eDjV1dV6b7LG/Pvf/8bPzw+1Wt2iJQe3b9/Ou+++a/a1XLhwgbNnzyovhqeVmZlJXV0dM2bM4J133lEKljUXSIOGoFRCQgJqtbpFwZIDBw5QVFTEsGHDCAkJwdHRUVmNYevWraSkpChpik9Do9Gwdu1ajhw5glqtxtfXl4CAAKytramsrOTGjRukpKSQmZmpPAh1wUNjy5w2lp2dzc9//nMiIiLYunVri4KOuvOa01fQkLUUFhbGq6++yvHjx/X+mEJCQggJCaG+vp6amhoePnzI9evX2bdvH8ePH3+qOlVCCCGEEOLH58KFC6xdu5bevXvTs2dP/Pz8sLOz49GjR1y7do2srCyOHTumlymv0Wj44IMPGDVqFBEREcTHx1NbW0t+fj579+41WNRIo9Hwhz/8gfHjxxMcHIyPjw9Xr15l2bJl9OvXz+zAEjQMKs+fP49arUalUmFlZcW9e/c4efKk3gC4qqqKJUuWEBcXx6BBg4iMjMTKyooHDx5QXFzMnj17qKystLwD/z9jqzo3VlxcrASWbt68yYoVKxg7dizh4eHU1NTwzTffsG3bNmbNmmX27y4pKeHdd98lMTGRPn360LdvXyorK0lPT2f37t0mgxerV69m9OjRRERE4OzsTFlZGX//+985fPiwwb7JyclcunSJYcOGERwcTPv27Xn48CFlZWXs3r1bb0pdSkoKdXV1DBs2jKFDh/Lo0SPOnDnDjh07mD17ttnXZ66srCzy8/OJi4ujd+/eqFQq2rZty8OHDykqKmLPnj0GUwDNuT5LrFu3jvHjxxMaGoq9vb1SaqUlgaUfqj912YnQMH1P9x6Qnp5ucP3P6x5v2bIFrVZLXFwcVlZWrFmzRimY3hyr+/fvm70U2DvvvENJSYlFDRVCCCGEEEIIIX6s5s+fT2BgIG+88cbzbooQz4SuJJGO+Wv0CSGEEEIIIYQQQgiBBJaEEEIIIYQQQgghhIUksCSEEEIIIYQQQgghLPLMi3cLIYQQQgghhBD/K8xZ7U6IHwPJWBJCCCGEEEIIIYQQFpHAkhBCCCGEEEIIIYSwiASWhBBCCCGEEEIIIYRFJLAkhBBCCCGEEEIIISwigSUhhBBCCCGEEEIIYRGLVoXr1KlTa7dDCCGEEEIIIYQQQvyXaxoTsrp//772ObVFCCGEEEIIIYQQQvwfJlPhhBBCCCGEEEIIIYRFJLAkhBBCCCGEEEIIISzy/wA7WrCYUdYcegAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1200x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Adding the FiveThirtyEight style\n",
    "style.use('fivethirtyeight')\n",
    "\n",
    "### Adding the subplots\n",
    "plt.figure(figsize=(12, 6))\n",
    "ax1 = plt.subplot(2,3,1)\n",
    "ax2 = plt.subplot(2,3,2)\n",
    "ax3 = plt.subplot(2,3,3)\n",
    "ax4 = plt.subplot(2,1,2)\n",
    "axes = [ax1, ax2, ax3, ax4]\n",
    "\n",
    "### Changes to all the subplots\n",
    "for ax in axes:\n",
    "    ax.set_ylim(0.8, 1.7)\n",
    "    ax.set_yticks([1.0, 1.2, 1.4, 1.6])\n",
    "    ax.set_yticklabels(['1.0', '1.2','1.4', '1.6'],\n",
    "                   alpha=0.3)\n",
    "    ax.grid(alpha=0.5)    \n",
    "    \n",
    "\n",
    "### Ax1: Bush\n",
    "ax1.plot(bush['Time'], bush['rolling_mean'],\n",
    "        color='#BF5FFF')\n",
    "ax1.set_xticklabels(['', '2001', '', '2003', '', '2005', '',\n",
    "                     '2007', '', '2009'],\n",
    "                   alpha=0.3)\n",
    "ax1.text(731516.0, 1.92, 'BUSH', fontsize=18, weight='bold',\n",
    "        color='#BF5FFF')\n",
    "ax1.text(731216.0, 1.8, '(2001-2009)', weight='bold',\n",
    "        alpha=0.3)\n",
    "\n",
    "\n",
    "### Ax2: Obama\n",
    "ax2.plot(obama['Time'], obama['rolling_mean'],\n",
    "        color='#ffa500')\n",
    "ax2.set_xticklabels(['', '2009', '', '2011', '', '2013', '',\n",
    "                     '2015', '', '2017'],\n",
    "                   alpha=0.3)\n",
    "ax2.text(734288.0, 1.92, 'OBAMA', fontsize=18, weight='bold',\n",
    "        color='#ffa500')\n",
    "ax2.text(734138.0, 1.8, '(2009-2017)', weight='bold',\n",
    "         alpha=0.3)\n",
    "\n",
    "\n",
    "### Ax3: Trump\n",
    "ax3.plot(trump['Time'], trump['rolling_mean'],\n",
    "        color='#00B2EE')\n",
    "ax3.set_xticklabels(['2017', '', '2018', '', '2019', '',\n",
    "                     '2020', '', '2021'],\n",
    "                   alpha=0.3)\n",
    "ax3.text(736855.0, 1.92, 'TRUMP', fontsize=18, weight='bold',\n",
    "        color='#00B2EE')\n",
    "ax3.text(736745.0, 1.8, '(2017-2021)', weight='bold',\n",
    "         alpha=0.3)\n",
    "\n",
    "### Ax4: Bush-Obama-Trump\n",
    "ax4.plot(bush['Time'], bush['rolling_mean'],\n",
    "        color='#BF5FFF')\n",
    "ax4.plot(obama['Time'], obama['rolling_mean'],\n",
    "        color='#ffa500')\n",
    "ax4.plot(trump['Time'], trump['rolling_mean'],\n",
    "        color='#00B2EE')\n",
    "ax4.grid(alpha=0.5)\n",
    "ax4.set_xticks([])\n",
    "\n",
    "### Adding a title and a subtitle\n",
    "ax1.text(730016.0, 2.35, 'EURO-USD rate averaged 1.22 under the last three US presidents',\n",
    "         fontsize=20, weight='bold')\n",
    "ax1.text(730016.0, 2.14, '''EURO-USD exchange rates under George W. Bush (2001 - 2009), Barack Obama (2009-2017),\n",
    "and Donald Trump (2017-2021)''',\n",
    "        fontsize=16)\n",
    "\n",
    "### Adding a signature\n",
    "ax4.text(729916.0, 0.65, '©ANNIKA UTGAARD' + ' '*103 + 'Source: European Central Bank',\n",
    "        color = '#f0f0f0', backgroundcolor = '#4d4d4d',\n",
    "        size=14)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this project, I created two storytelling data visualizations using the following workflow:\n",
    "\n",
    "- I started by exploring and cleaning the data.\n",
    "- I then brainstormed ideas for storytelling data visualizations.\n",
    "- Next, I took a few minutes to sketch my data visualizations using pen and paper.\n",
    "- Finally, I coded the sketched data visualizations."
   ]
  }
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