Red Wine Quality.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import Basic Libraries\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.pipeline import make_pipeline\n",
    "\n",
    "from sklearn.ensemble import RandomForestClassifier, ExtraTreesClassifier\n",
    "from xgboost import XGBClassifier\n",
    "\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, precision_score, plot_confusion_matrix, f1_score, recall_score, classification_report\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('winequality-red.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .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>fixed acidity</th>\n",
       "      <th>volatile acidity</th>\n",
       "      <th>citric acid</th>\n",
       "      <th>residual sugar</th>\n",
       "      <th>chlorides</th>\n",
       "      <th>free sulfur dioxide</th>\n",
       "      <th>total sulfur dioxide</th>\n",
       "      <th>density</th>\n",
       "      <th>pH</th>\n",
       "      <th>sulphates</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>quality</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.9978</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.8</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.098</td>\n",
       "      <td>25.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0.9968</td>\n",
       "      <td>3.20</td>\n",
       "      <td>0.68</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7.8</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.04</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.092</td>\n",
       "      <td>15.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.9970</td>\n",
       "      <td>3.26</td>\n",
       "      <td>0.65</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11.2</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.075</td>\n",
       "      <td>17.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.9980</td>\n",
       "      <td>3.16</td>\n",
       "      <td>0.58</td>\n",
       "      <td>9.8</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.9978</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   fixed acidity  volatile acidity  citric acid  residual sugar  chlorides  \\\n",
       "0            7.4              0.70         0.00             1.9      0.076   \n",
       "1            7.8              0.88         0.00             2.6      0.098   \n",
       "2            7.8              0.76         0.04             2.3      0.092   \n",
       "3           11.2              0.28         0.56             1.9      0.075   \n",
       "4            7.4              0.70         0.00             1.9      0.076   \n",
       "\n",
       "   free sulfur dioxide  total sulfur dioxide  density    pH  sulphates  \\\n",
       "0                 11.0                  34.0   0.9978  3.51       0.56   \n",
       "1                 25.0                  67.0   0.9968  3.20       0.68   \n",
       "2                 15.0                  54.0   0.9970  3.26       0.65   \n",
       "3                 17.0                  60.0   0.9980  3.16       0.58   \n",
       "4                 11.0                  34.0   0.9978  3.51       0.56   \n",
       "\n",
       "   alcohol  quality  \n",
       "0      9.4        5  \n",
       "1      9.8        5  \n",
       "2      9.8        5  \n",
       "3      9.8        6  \n",
       "4      9.4        5  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1599, 12)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1599 entries, 0 to 1598\n",
      "Data columns (total 12 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   fixed acidity         1599 non-null   float64\n",
      " 1   volatile acidity      1599 non-null   float64\n",
      " 2   citric acid           1599 non-null   float64\n",
      " 3   residual sugar        1599 non-null   float64\n",
      " 4   chlorides             1599 non-null   float64\n",
      " 5   free sulfur dioxide   1599 non-null   float64\n",
      " 6   total sulfur dioxide  1599 non-null   float64\n",
      " 7   density               1599 non-null   float64\n",
      " 8   pH                    1599 non-null   float64\n",
      " 9   sulphates             1599 non-null   float64\n",
      " 10  alcohol               1599 non-null   float64\n",
      " 11  quality               1599 non-null   int64  \n",
      "dtypes: float64(11), int64(1)\n",
      "memory usage: 150.0 KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- There are total 12 columns present with 1599 rows\n",
    "- dtype of all 11 independent feature is 'float64'\n",
    "- dtype of dependent(target) attribute is 'int64'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "fixed acidity           0\n",
       "volatile acidity        0\n",
       "citric acid             0\n",
       "residual sugar          0\n",
       "chlorides               0\n",
       "free sulfur dioxide     0\n",
       "total sulfur dioxide    0\n",
       "density                 0\n",
       "pH                      0\n",
       "sulphates               0\n",
       "alcohol                 0\n",
       "quality                 0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Also there is no column with null values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Description\n",
    "\n",
    "- Fixed Acidity : are non-volatile acids that do not evaporate readily\n",
    "\n",
    "- Volatile Acidity: are high acetic acid in wine which leads to an unpleasant vinegar taste\n",
    "\n",
    "- Citric Acid: acts as a preservative to increase acidity. When in small quantities, adds freshness and flavor to wines\n",
    "\n",
    "- Residual Sugar: is the amount of sugar remaining after fermentation stops. The key is to have a perfect balance between sweetness and sourness. It is important to note that wines > 45g/ltrs are sweet\n",
    "\n",
    "- Chlorides: the amount of salt in the wine\n",
    "\n",
    "- Free Sulfur Dioxide: it prevents microbial growth and the oxidation of wine\n",
    "\n",
    "- Total Sulfur Dioxide: is the amount of free + bound forms of SO2\n",
    "\n",
    "- Density: sweeter wines have a higher density\n",
    "\n",
    "- pH: describes the level of acidity on a scale of 0–14. Most wines are always between 3–4 on the pH scale\n",
    "\n",
    "- Alcohol: available in small quantities in wines makes the drinkers sociable\n",
    "\n",
    "- Sulphates: a wine additive that contributes to SO2 levels and acts as an antimicrobial and antioxidant\n",
    "\n",
    "- Quality: which is the output variable/predictor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fixed acidity</th>\n",
       "      <th>volatile acidity</th>\n",
       "      <th>citric acid</th>\n",
       "      <th>residual sugar</th>\n",
       "      <th>chlorides</th>\n",
       "      <th>free sulfur dioxide</th>\n",
       "      <th>total sulfur dioxide</th>\n",
       "      <th>density</th>\n",
       "      <th>pH</th>\n",
       "      <th>sulphates</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>quality</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1599.000000</td>\n",
       "      <td>1599.000000</td>\n",
       "      <td>1599.000000</td>\n",
       "      <td>1599.000000</td>\n",
       "      <td>1599.000000</td>\n",
       "      <td>1599.000000</td>\n",
       "      <td>1599.000000</td>\n",
       "      <td>1599.000000</td>\n",
       "      <td>1599.000000</td>\n",
       "      <td>1599.000000</td>\n",
       "      <td>1599.000000</td>\n",
       "      <td>1599.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>8.319637</td>\n",
       "      <td>0.527821</td>\n",
       "      <td>0.270976</td>\n",
       "      <td>2.538806</td>\n",
       "      <td>0.087467</td>\n",
       "      <td>15.874922</td>\n",
       "      <td>46.467792</td>\n",
       "      <td>0.996747</td>\n",
       "      <td>3.311113</td>\n",
       "      <td>0.658149</td>\n",
       "      <td>10.422983</td>\n",
       "      <td>5.636023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.741096</td>\n",
       "      <td>0.179060</td>\n",
       "      <td>0.194801</td>\n",
       "      <td>1.409928</td>\n",
       "      <td>0.047065</td>\n",
       "      <td>10.460157</td>\n",
       "      <td>32.895324</td>\n",
       "      <td>0.001887</td>\n",
       "      <td>0.154386</td>\n",
       "      <td>0.169507</td>\n",
       "      <td>1.065668</td>\n",
       "      <td>0.807569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.600000</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>0.012000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.990070</td>\n",
       "      <td>2.740000</td>\n",
       "      <td>0.330000</td>\n",
       "      <td>8.400000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>7.100000</td>\n",
       "      <td>0.390000</td>\n",
       "      <td>0.090000</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>0.070000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>0.995600</td>\n",
       "      <td>3.210000</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>9.500000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.900000</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.260000</td>\n",
       "      <td>2.200000</td>\n",
       "      <td>0.079000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>0.996750</td>\n",
       "      <td>3.310000</td>\n",
       "      <td>0.620000</td>\n",
       "      <td>10.200000</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>9.200000</td>\n",
       "      <td>0.640000</td>\n",
       "      <td>0.420000</td>\n",
       "      <td>2.600000</td>\n",
       "      <td>0.090000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>0.997835</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>0.730000</td>\n",
       "      <td>11.100000</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>15.900000</td>\n",
       "      <td>1.580000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>15.500000</td>\n",
       "      <td>0.611000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>289.000000</td>\n",
       "      <td>1.003690</td>\n",
       "      <td>4.010000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>14.900000</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       fixed acidity  volatile acidity  citric acid  residual sugar  \\\n",
       "count    1599.000000       1599.000000  1599.000000     1599.000000   \n",
       "mean        8.319637          0.527821     0.270976        2.538806   \n",
       "std         1.741096          0.179060     0.194801        1.409928   \n",
       "min         4.600000          0.120000     0.000000        0.900000   \n",
       "25%         7.100000          0.390000     0.090000        1.900000   \n",
       "50%         7.900000          0.520000     0.260000        2.200000   \n",
       "75%         9.200000          0.640000     0.420000        2.600000   \n",
       "max        15.900000          1.580000     1.000000       15.500000   \n",
       "\n",
       "         chlorides  free sulfur dioxide  total sulfur dioxide      density  \\\n",
       "count  1599.000000          1599.000000           1599.000000  1599.000000   \n",
       "mean      0.087467            15.874922             46.467792     0.996747   \n",
       "std       0.047065            10.460157             32.895324     0.001887   \n",
       "min       0.012000             1.000000              6.000000     0.990070   \n",
       "25%       0.070000             7.000000             22.000000     0.995600   \n",
       "50%       0.079000            14.000000             38.000000     0.996750   \n",
       "75%       0.090000            21.000000             62.000000     0.997835   \n",
       "max       0.611000            72.000000            289.000000     1.003690   \n",
       "\n",
       "                pH    sulphates      alcohol      quality  \n",
       "count  1599.000000  1599.000000  1599.000000  1599.000000  \n",
       "mean      3.311113     0.658149    10.422983     5.636023  \n",
       "std       0.154386     0.169507     1.065668     0.807569  \n",
       "min       2.740000     0.330000     8.400000     3.000000  \n",
       "25%       3.210000     0.550000     9.500000     5.000000  \n",
       "50%       3.310000     0.620000    10.200000     6.000000  \n",
       "75%       3.400000     0.730000    11.100000     6.000000  \n",
       "max       4.010000     2.000000    14.900000     8.000000  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A few observations from the Description of dataset :\n",
    "\n",
    "- The quality of wine varies from 3 to 8, where 6 is the average quality.\n",
    "- The maximum alcohol level in the wine is 14.9 and minimum is 8.4\n",
    "- The pH level of wine varies between 2.74 to 4.01.\n",
    "- The average density of wine is 0.9956.\n",
    "- Total sulpher dioxide varies between 6.0 to 289.0."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Univariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['fixed acidity',\n",
       " 'volatile acidity',\n",
       " 'citric acid',\n",
       " 'residual sugar',\n",
       " 'chlorides',\n",
       " 'free sulfur dioxide',\n",
       " 'total sulfur dioxide',\n",
       " 'density',\n",
       " 'pH',\n",
       " 'sulphates',\n",
       " 'alcohol',\n",
       " 'quality']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Start with plotting Histogram\n",
    "\n",
    "cols_name = list(data.columns)\n",
    "cols_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x3960 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (25,55))\n",
    "for i in range(1, len(cols_name)+1):\n",
    "    plt.subplot(4, 3, i)\n",
    "    sns.distplot(data[cols_name[i-1]])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Some Features Contains Normal / Gaussian Distribution\n",
    "- Some Features have 'right skewness' - residual sugar, chlorides, free sulfur dioxide, total sulfur dioxide, sulphates\n",
    "- Let's try to apply Log Transformation to these features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAABgyxFCs6G+cXYyfd0dedXeXWs+5v6jw0mSh4+bCw0AAAAAW40Qmg313Nh0bts/kI5y7XnQlxze05fbh/vz2WNjDVYGAGy02YWl/Nbnn8vvfuVkjp2dNHoLAAC2KRsTsmGWa83Y1HzuPjR03cfef3Q4H/vqC1larmva0BAA2Px+54sn8pUTF9NZSv7kG6PZ1d2Zb7tlT/7qt92Urk69EsDOUkq5NcmHkhxOspzkg7XWf3PFmnck+a9Jjq/e9eFa6/+ykXUCwHp4d8+GGZ9ZyOJyzfBgz3Uf+9Y792d8djFPnDIXGgC2g8Wl5Xzgj76RW/ftyv/8V16T97/lSO48OJjPHR/LE6cm2l0eQDssJvnZWutrkrw1yU+VUl57lXWfrrV+++qPABqALUEIzYYZnZpPkgwP9F73sS/OhTaSAwC2hd999IU8PzaT77n7YHq7O/P6m/fkh++7NX3dHfn6aSE0sPPUWl+otX5x9feJJI8nubm9VQFAaxjHwYYZm1wNodfRCf2qvbty6/5d+eyx0fzY24+2ujQA2PIefPi5a655//1HNqCSa1tervnVT30jdx8azL03/cWYrs6OkjsPDOapM5OptaZcxx4SANtJKeX2JG9K8vBVHv6OUsqXk5xM8k9rrY9d5fgHkjyQJEeObI7/9wOws+mEZsOMTs2ls6Nkz67udR3/plv35bGTxnEAwFb3ySfO5MnTE/mH77jzJZsV331oKBdnFnJmYq5N1QG0VyllMMnvJPmZWuuVF0BfTHJbrfWNSf5tkv9yteeotX6w1npfrfW+AwcONFswAKyBEJoNc25yPvsHel5ysblW9xweyjcvzGR8dqHFlQEAG6XWml/51NO5Zd+u/HdveNVLHr/r4GCSGMkB7EillO6sBNC/WWv98JWP11rHa62Tq78/lKS7lDKywWUCwHUTQrNhxqbmMzxw/aM4Lrn38MrXdb9usyIA2LL+7NhovvT8hfyD77kzXZ0vfSu6t78nB4d689TpyTZUB9A+ZWUG0a8nebzW+osvs+bw6rqUUt6SlWv60Y2rEgDWx0xoNkStNaNTc7nzwMC6n+Oe1RD6iVMT6+6mBgDa6//6o2MZGezN3/pLt7zsmrsPDeXPjo1mbnEpvV2dG1gdQFu9LcmPJHm0lPKl1ft+PsmRJKm1fiDJDyX5h6WUxSQzSd5Xa63tKBYArocQmg1xZmIuC0s1w4O9636Om/fuylBvV548NZHX3LS7hdUBABthdHIun37qbP7RO16dvu6XD5fvPjSUzzx9LsfPTuVer/nADlFr/UySV+y2qbX+cpJf3piKAKB1jONgQxw/N5UkGR5c/ziOUkruPjyUJ43jAIAt6ZOPn8lyTd71+sOvuO724f50d5Z8/YzXfAAA2A6E0GyIZ0dXQ+iB9XdCJysjOZ44NR7fOAOArefjj53KzXt35XWveuXu5q7Ojtx5YDBfNxcaAAC2BSE0G+KZ0el0lpI9u7pv6HnuPTyU8dnFjM8utqgyAGAjTM4t5tNPncs7X3c4ZQ17O9x1aChjU/MZnZzbgOoAAIAmCaHZEM+OTmXfQHc6O25sQ8F7D690Tp26ONuKsgCADfKHT57J/NJy3vm6Q2taf/fBwSTJ108byQEAAFudEJoNcfzc9A2P4kiSew4NJUlOjwuhAWAr+fhjpzM80JP7bt+/pvXDg70ZHugxkgMAALYBITSNq7Xm2dGpG9qU8JI9/d25aU9fTgmhAWDLmFtcyqeeOJMfeO2h6/pW1KsPDub4uaksL9sLAgAAtjIhNI07OzmX6fmlDA/ceAidrGxOqBMaALaOP316NJNzi3nn6w5f13GH9/RlfmnZh88AALDFCaFp3LOj00lWvlbbCvccHsqZibks6YoCgC3h44+dymBvV77z1cPXddzI6nuH4+emmigLAADYIEJoGvfM6oVjqzqh7z08lKXlmnOTcy15PgCgOUvLNb//tdP53nsPprer87qOvRRCHxNCAwDAliaEpnHPjE6lq6Nkb3+LxnEc2p0kvpoLAFvAF549n9Gp+bzzdYeu+9jdfV3p7iw5flYIDQAAW5kQmsY9MzqdW/btuq6NiF7JnQcH0lGS0xeF0ACw2X38sVPp6erIO+45eN3HllIyMtib4+cmG6gMAADYKEJoGvfs6FRuGx5o2fP1dnVmZLBXJzQAbHK11nzs0Rfy3XeNZLC3a13PsRJC64QGAICtTAhNo2qtefbcdG4f7m/p8x7a3ZfTQmgA2NS+fOJiTl6czbtff9O6n2NksCfPn5/J/OJyCysDAAA2khCaRo1OzWdibjG3j7SuEzpJDu/py/nphcwtLLX0eQGA1vnYoy+ku7Pk+19z/fOgLxkZ7M3Scs3z56dbWBkAALCR1ve9SFijZ0dXvj57+/BAXmjhDOfDu/uSJKfHZ3OkhaM+AGAzevDh59pdwnWrteahr76Qt716JHv6u9f9PCODvUmS42encueBwVaVBwAAbCCd0DTqmXMrXUu3NTCOI0lOjc+19HkBgNZ47OR4nh+byXtuYBRHkgwP9iSJudAAALCFCaFp1LOjU+koyS37WhtC7+3vTk9nR05PmAsNAJvRQ4++kM6Okh947fpHcSRJf09X9g/05JgQGgAAtiwhNI365oXZHNrdl56u1v5T6yglI4M9GZ3UCQ0Am02tNQ89+kK+887h7BvoueHnOzoykOPnJltQGQAA0A5CaBp1ZmL2xdEZrTY82Jtzk/ONPDcAsH5PnJrIM6PTefcNjuK4ZCWE1gkNAABblRCaRp0en82h3b2NPPfIYE8uTM9ncXm5kecH2C5KKbeWUj5VSnm8lPJYKeWfXGVNKaX8Uinl6VLKV0opb25HrWwPH3v0hXSU5Adfd2OjOC45OjKQ0+NzmZpbbMnzAQAAG0sITaNOj8811gk9Mtib5Zqcn1po5PkBtpHFJD9ba31Nkrcm+alSymuvWPPuJHet/jyQ5Nc2tkS2k4e+eir3Hx3OyGBrPoi+Y2Qgic0JAQBgqxJC05jZhaVcnFlodBxHkpwzFxrgFdVaX6i1fnH194kkjye5+Ypl703yobris0n2llJaM0uBHeWp0xN5+sxk3vNth1v2nEcPrITQNicEAICtSQhNY86Mr4TDB4eaG8eRxOaEANehlHJ7kjclefiKh25O8vxlt0/kpUE1XNNH/vyb6SjJO1/XuhD69uHVTuizQmgAANiKhNA05vTEbJI01gnd39OV/p5OmxMCrFEpZTDJ7yT5mVrr+JUPX+WQepXneKCU8kgp5ZGzZ882USYNmJpbzH/90jfzS598qtHzLCwt57cfOZHvu/dQDrbw9b+vuzM3792V4+cmW/acAADAxulqdwFsX6fHmw2hk2R4oMc4DoA1KKV0ZyWA/s1a64evsuREklsvu31LkpNXLqq1fjDJB5Pkvvvue0lIzeZSa82Xnr+Q3330hUzPL+Xh42N585F9eftdI42c75OPn865ybm8//5br734Oh0dGTATGgAAtiid0DTm9Oo4jkO7mxnHkaxsTjg6pRMa4JWUUkqSX0/yeK31F19m2UeT/GhZ8dYkF2utL2xYkbTc+OxCfuNPjuc/feFERgZ784/ecWfuGBnIz334K5maW2zknA9+7vnctKcv33P3wZY/99GRgRw7N5VaffYBAABbjRCaxpwZn01PV0f27Opu7BzDg725OLOQ+cXlxs4BsA28LcmPJPm+UsqXVn/eU0r5yVLKT66ueSjJsSRPJ/l3Sf5Rm2qlRT75+Jk8Ozqdv/bGV+WB774jt+zrz7/6oTfkmxdm8q9+74mWn+/5sel8+qmz+dv33ZrOjqtNd7kxR0cGMjG76MNnAADYgozjoDGnx2dzaHdvVhrwmvHi5oRTc7lpz67GzgOwldVaP5Orz3y+fE1N8lMbUxFNq7XmyVPjuefwUN56x/CL9993+/78ve+4Pf/3nz6Tv/KGV+UtR/ev+xwPPvzct9z+xNdOJTXp7ep48bH3339k3c9/paMHVjcnPDeVkcHmvmUFAAC0nk5oGnN6fC6HhpqbB53kxYtQmxMCwF84NT6b8dnF3HNo6CWP/bN33ZNb9+/KP/vPX87M/FJLzre0XPOFZ8/n7kND2dvf05LnvNIdI6sh9FlzoQEAYKsRQtOY0xOzjW5KmCTDlzqhbU4IAC968tREkuTuwy8Noft7uvIL//0b8szodD7wR99o0fnGMzG7eEOd1ddy895d6e4sOWZzQgAA2HKE0DTmzPhcDja4KWGS9HZ1ZndfV84JoQHgRU+emsir9vZld9/V92X4zleP5Ptfcygf+rNnWtIN/blnxrK7ryt3X6XzulW6Ojty2/BAjp+bbOwcAABAM4TQNGJybjGTc4uNd0InK5sTGscBACum5xbz3Nh07jm0+xXX/cR3Hc356YX8zhdP3ND5Rifn8tTpyfyl2/Y3siHh5W7ZtyvfvDDT6DkAAIDWE0LTiDPjs0mSQw13QicrmxPqhAaAFU+dmUxNcs9VRnFc7i1H9+cNt+zJb3zmeJaX67rP9wdPnElnR8n9dzQ3iuOSm/b05dRFr/kAALDVdLW7ALan0+MrF4jr2ZjwwYefu671I4O9mZ5fysz8Unb1dF73+QBgO3ny9ET6ezpzy75dr7iulJIf/6478o//45/nD544k+9/7aHrPtfZibl86fkLedurR1529EcrHd69K+cm5zK/uJyeLr0UAACwVXj3TiPOTKx0Qh/ciHEcAyvd1rqhAdjplmvN109P5J5DQ+ko1x6N8Z7XH87Ne3fl33362LrO98knTqe7syPfffeBdR1/vW7as/K+4vTqN64AAICtQQhNI05v8DiORAgNACfGpjM9v5S7rzGK45Kuzo78/bfdnoePj+XRExev61ynxmfz6ImL+Y47hzPYuzFfrju0GkKfEkIDAMCWIoSmEafH59Lf07khF6X7B3pSEpsTArDjPXl6IiXJ3QfXFkInyQ//5Vsz1Nt13d3Qf/D46fR0deS7Xj1ynVWu36VO6BcuCqEBAGArMROaRpwen82h3X0pa/gq8I3q6uzI3v7ujE7phAZgZ3vy1ESODPdf1x4JQ33ded9bbs1v/Mkz+R/feU9u3d9/zWMeO3kxXz05nu+952D6N+AD50v7RcwuLCVJPvboC5mcXfyWNe+//0jjdQAAAOujE5pGnBmfy8Gh5kdxXDIy2GscBwA72vjMQk5enM29h9beBX3Jj739aHq7OvLzH3k0tdZXXFtrzb/+xNfT192Rt29gF3SS9HZ1pKerI+MzCxt6XgAA4MYIoWnE6YmVTuiNMjzYm3OT89e8cAaA7eqZ0akkyauvYxTHJTft2ZWff89r8umnzuX/We06fjn//tPH8wdPnMk77j54XR3XrVBKyZ6+7lwUQgMAwJYihKblaq2r4zg2shO6J/OLy5mcW7z2YgDYhs5MzKUkObjO19+/e/+RfNddI/lff/fxPLsaaF/pU0+eyf/2scfz7tcfztvv2tgu6Ev27BJCAwDAViOEpuXGZxczu7C8oZ3QI4MrF9xnjeQAYIc6PT6b/QM96e5c39u7Ukr+1Q+9IV2dJT/721/O0vK3frvo6TOT+ccP/nnuPbw7//pvvzEdG7Dvw9Xs3tWV8VkfOgMAwFYihKblzk6s7Fh/cCPHcQz0JEnGJuc37JwAsJmcGZ+74Q+Ab9qzK//ir70ujzx7Pr/yqadz8sJMzk7M5eSFmfzEhx5Jb3dH/t3fuy/9Pe3b23r3ru5MzC5k2QguAADYMtp3BcG2dXp8pRv50AZuTLi3vycdJRmbEkIDsPMsLi1ndGour7t59w0/19940835va+eyi/+/tfzi7//9Rfv7+4s+Y8/8dbcvHfXDZ/jRuzZ1Z3lmkzOLmb3ru621gIAAKyNEJqWOz2+0gm9keM4OjtK9vb3ZFQIDcAOdG5yPss1OTR046+9pZT8m/e9KZ/42qnMzC9lYWk5C0s1b7x1T/7SbftbUO2N2dO3EjxfnFkQQgMAwBYhhKblLnVCr3djpPXa39+T89NCaAB2ntMvjsJqzWvvrp7OvPfbb27Jc7XapeD54sxCbm1zLQAAwNqsaSZ0KeVdpZQnSylPl1J+7iqP/91SyldWf/60lPLGyx57pvWNCuUAACAASURBVJTyaCnlS6WUR1pZPJvT6fHZDPV1bfi8yP0DPRk1ExqAHejM+Gw6SnJgcGM/AG6HPash9PjsQpsrAQAA1uqaKWEppTPJryT5gSQnkny+lPLRWuvXLlt2PMn31FrPl1LeneSDSe6/7PHvrbWea2HdbGJnJmY3dBTHJfsHejKzsJSZ+aXs6unc8PMDQLucHp/L/oHedHVu/z2n+3s609VRcnFGCA0AAFvFWq5U3pLk6VrrsVrrfJLfSvLeyxfUWv+01np+9eZnk9zS2jLZSk6Pz+XQBo/iSFZC6MTmhADsPCsfAG//LuhkZWb17l3dQmgAANhC1hJC35zk+ctun1i97+X8D0k+dtntmuQTpZQvlFIeuP4S2WpOj8+2ZGOk6zU8uBpCmwsNwA6ysLSc0cn5HGzDa2+77O7rzvjMYrvLAAAA1mgtQ3vLVe6rV11YyvdmJYR++2V3v63WerKUcjDJ75dSnqi1/vFVjn0gyQNJcuTIkTWUxWZUa82Z8bkcbMc4jv7VEHpybsPPDQDtcm5yLjUbvyFwO+3Z1ZXnz8+0uwwAAGCN1tIJfSL5ls3Hb0ly8spFpZQ3JPn3Sd5bax29dH+t9eTqn2eSfCQr4z1eotb6wVrrfbXW+w4cOLD2vwGbyoXphcwvLbflK8G93Z0Z6OnMqHEcAOwgp8dXPnxtx7eQ2mXP6jiOWq/aFwEAAGwyawmhP5/krlLK0VJKT5L3Jfno5QtKKUeSfDjJj9Rav37Z/QOllKFLvyf5wSRfbVXxbD6nJ2aTpC0bEyYrc6HNhAZgJzkzPpuOkoysjqXaCXbv6s7Scs3U/FK7SwEAANbgmuM4aq2LpZSfTvLxJJ1JfqPW+lgp5SdXH/9Akn+eZDjJr5ZSkmSx1npfkkNJPrJ6X1eSB2utv9fI34RN4cVurDZ9JXh4sDfPjE615dwA0A6nJ+YyPNCbrs619BZsD7v7upMk4zMLGexdy3Q5AACgndb0rr3W+lCSh6647wOX/f7jSX78KscdS/LGG6yRLeTsxEoIPTLYnhB6X39Pvvz8hSwuL6erY+dcjAOwc50Zn83hPTtnFEeyMo4jSS7OLORVe3e1uRoAAOBapHS01Ohke0Po4YGe1CQXphbacn4A2EgLS8sZm5pv2xisdrkUQo/Per0HAICtQAhNS41Ozae3qyP9PZ1tOf/+gZ4X6wCA7e7sxFxqkoND7fnwt10G+7rSUVY6oQEAgM1PCE1LjU7OZ2SwN6tzwDfc/tVNmcamhdAAbH+nx9u7IXC7dJSSob7ujAuhAQBgSxBC01KjU3MZXg2C22GotyvdnSVjq2NBAGA7OzMxl46Str72tsvuvi6d0AAAsEUIoWmp0cn5F0ditEMpJfv6ezJmHAcAO8Dp8dmMDPbuyM149+zqzsWZxXaXAQAArEFXuwtgexmbms/dh4baWsPwQI+Z0ADsCGcm5vKqvbvWvP7Bh5+75pr333/kRkq67vOt155d3fn66cnUWts2BgwAAFibndc2Q2NqrTk3OZeRNn8leP9AT85Pz6fW2tY6AKBJC0vLOT81n0M7bFPCS3bv6s780nLmFpfbXQoAAHANQmhaZmp+KXOLy20dx5Ek+wd7s7BUMzHnK7oAbF9jU/Op2ZnzoJOVTugk5kIDAMAWIISmZcYmV0ZgDA+2tyNreDUEv1QPAGxH56dXXuf29wuhAQCAzU0ITcucm5pL0v6OrEsX4zYnBGA7O7/6Orevzd9AapfdfSsh9LgQGgAANj0hNC0zeqkTus0Xw3sHulOSjE0LoQHYvs5PL6S7s2Swd2fuMz20a+XvrRMaAAA2PyE0LTP2Yid0e8dxdHV0ZE9/t05oALa1san57O3vSSml3aW0RVdHR/p7OjNpDwgAANj0hNC0zLlN0gmdJPsHejI6OdfuMgCgMeen53fsPOhLhvq6MjErhAYAgM1OCE3LjE7OZ6CnM33dne0uJcMDPTqhAdi2aq0Zm5rPvoHudpfSVoO9XTqhAQBgCxBC0zJjU3NtH8Vxyf7+nkzNL7kwBWBbmllYytzicvbt+E7o7kzMmgkNAACbnRCalhmdms/w4Oa4GN6/GoY/Nzrd5koAoPXOT60Er/s3wQisdrrUCV1rbXcpAADAK9iZ26nTUg8+/FyS5Okzk9mzq/vF2+106aL8ubGpvPZVu9tcDQC01tj0ysgpndBdWViqmVtcbncpAADAK9AJTctMzS1msHdzfK5xaXPEZ3VCA7ANnV/d90An9Mr7jkmbEwIAwKYmhKYlaq2ZnFvMwCYJofu6O9Pf05lnx4TQAGw/56fns6t7c2wG3E5DfSsbM07YAwIAADY1ITQtMbuwnOWaTRNCJyvdYWZCA7AdnZ+ez76B7naX0XaDfaud0EJoAADY1ITQtMTU6sXfYO/m6cjaP9CTZ8em2l0GALTc2NTCjp8HnSRDqx9+T8wutLkSAADglQihaYlLHUgDPZunE3p4oCcnL8xmYclmRQBsH8u15sL0fPYLobOrpzMdxUxoAADY7ITQtMSLIfSmGsfRm6Xlmm+en2l3KQDQMpOzi1lcrtm3wzclTJKOUjLY22UmNAAAbHJCaFpiav7SOI7NFEKvXJzbnBCA7WRsaj7JX7zO7XSDfV06oQEAYJMTQtMSl2ZC92+imdDDqxfnz42aCw3A9nF+eiWENhN6xVBvdybmzIQGAIDNTAhNS0zOLaWvuyNdHZvnn9RQX1d6uzry7KhOaAC2j7HVEHpvf3ebK9kcdEIDAMDmt3kSQ7a0qbnFTTWKI0lKKTmyv984DgC2lfNTC9nd15XuTm/jkmSotyuTc4tZXq7tLgUAAHgZrl5oiam5xQz0bK4QOkluG+7PczqhAdhGzk/PG8VxmcG+rizX5MKMkRwAALBZCaFpicm5xQxssk7oJDmyfyDPjU2nVt1RAGwP56fms8+mhC8a6lsZS3J2Yq7NlQAAAC9HCE1LTM0vbbpxHMlKJ/TMwpILUwC2haXlmoszCzqhL3Pp/YfXemCrK6XcWkr5VCnl8VLKY6WUf3KVNaWU8kullKdLKV8ppby5HbUCwPUSQnPDlmvN9NxiBno7213KSxwZ7k8Sc6EB2BYuTM+nJtmvE/pFQ5dC6MnZNlcCcMMWk/xsrfU1Sd6a5KdKKa+9Ys27k9y1+vNAkl/b2BIBYH2E0Nyw6fml1GRTjuO4bf9qCG0uNADbwNj0fJJk30B3myvZPAb7dEID20Ot9YVa6xdXf59I8niSm69Y9t4kH6orPptkbynlpg0uFQCumxCaGzY1t5gkm3Icxy37+tNRkudGp9pdCgDcsPNTK5vv7TeO40W9XR3p7ixCaGBbKaXcnuRNSR6+4qGbkzx/2e0TeWlQDQCbjhCaG3YphN6MndA9XR25ac8u4zgA2BbOT8+ns5Ts3qUT+pJSSgZ7u4TQwLZRShlM8jtJfqbWOn7lw1c55CW7sJdSHiilPFJKeeTs2bNNlAkA10UIzQ2b3MQhdLKyOaFxHABsB2NT89nT352OcrUMYuca6uvOucn5dpcBcMNKKd1ZCaB/s9b64assOZHk1stu35Lk5JWLaq0frLXeV2u978CBA80UCwDXYXOmhmwpU/NLSTbnOI5kJYT++GOn210GANyw89PzjY/iePDh5xp9/ibohAa2g1JKSfLrSR6vtf7iyyz7aJKfLqX8VpL7k1ystb6wUTUCwHptztSQLWVqbjElSX9PZ7tLuaoj+wcyNjWfidmFDPX5+jIAW9fF6YUcPtzX7jI2naG+rjx1ZrLdZQDcqLcl+ZEkj5ZSvrR6388nOZIktdYPJHkoyXuSPJ1kOsnfb0OdAHDdhNDcsMm5xezq6dy0Xw2+bbg/SfLs6HRef/OeNlcDAOuzuLycybnF7DEP+iUG+7oyNjWfhaXldHeaNgdsTbXWz+TqM58vX1OT/NTGVAQAreNdOjdsam5x047iSJIj+1dC6OdsTgjAFjY+s5iaCKGvYqh35b/JqLnQAACwKQmhuWFTc4ubdlPCJDlyWSc0AGxVF2cWkiR7+oXQV7r0Ybi50AAAsDkJoblhk3NLmzqE3t3XnX393XlubKrdpQDAul2cWeny1Qn9UkN9qyH05GybKwEAAK5GCM0NWxnHsTk3JbzkyPCATmgAtrSL0yud0Ht39bS5ks1nsE8nNAAAbGZCaG7IwtJyZhaWMtCzeTuhk+T24X4hNABb2oWZhezq7kxPl7dvV7o0juOcmdAAALApuYrhhpyfWrnY28zjOJLk6MhATl6cyezCUrtLAYB1uTizYBTHy+ju7Mjuvi6d0AAAsEkJobkhY9NbJ4Su1eaEAGxdQuhXdmCoVwgNAACblBCaGzK22gnd37O5Z0LfMTKYJDl+brLNlQDA+lycWciefiH0yxFCA3Atn37qbD791Nks19ruUgB2nM3dvsqmd35qZZOkzd4JfftIf5Lk2LmpNlcCANdvfnE50/NL2asT+mUdGOrLV795sd1lALBJXZiez+999VRqkq+dHM/fuu/W7B+w2S/ARtEJzQ15cRzHJu+EHurrzshgb46fFUIDsPWMz6x86Gscx8sbGezRCQ3Ay3rk2fNJkne97nBOjc/m3/7BU/nz586n6ooG2BBCaG7I+RfHcWzuTugkuWNkIM+MCqEB2HouCKGv6cBQbybnFjM9v9juUgDYZJaWaz7/zFjuOjSY7777QP7x992Vw3v68p++cCJ//tyFdpcHsCMIobkhY1Pz6evuSGdHaXcp13R0ZCDHjeMAYAu6KIS+pgODvUmScxPzba4EgM3miVPjmZhdzP1Hh5Mk+wZ68hPfdUcODPbmkWfH2lwdwM4ghOaGjE3Nb4ku6CQ5emAg5ybnX7yQB4Ct4uLMSrAqhH55B4ZWQuizk7NtrgSAzeZzx8eyZ1d37j409OJ9HaXkjbfuyTOj07kw7QNMgKYJobkh56fnN/086EuOjgwkSZ7RDQ3AFnNxZiEDvV3p6vTW7eWMrHZCn9UJDcBlRifn8tSZydx3+76XfIP3jbfsTZI8amNbgMa5kuGGbKVO6DtWQ2gjOQDYai7OLGSvLuhXdKkT+tykzQkB+Auff2YsHSW577b9L3lseLA3N+/dlS+fMBcaoGlCaG7I+an5DPRujU7oI8P9KSU5JoQGYIu5ML1gFMc17B/oSZKMTuqEBmDF4tJyHnn2fF5z0+6XfR194y17cvLCbM5N+BAToElCaG7I2PTW6YTu7erMLft26YQGYMu5OCOEvpbuzo7s7e/WCQ3Aix47OZ7p+aW85ehLu6Av+bZb9qYkuqEBGiaEZt1m5pcyu7Ccgd6tEUInydGRwRw/N9nuMgBgzSZmFzK3uCyEXoORwd6MTgmhAVjx+Knx7O7ryp0HBl92zZ5d3bl9ZCBfPnExtdYNrA5gZxFCs25jqzsIb5WNCZPk6HB/jp+d8uYCgC3j1MXZJMmefiH0tQwP9OScjQkBWHV2Yi437dmVjlJecd0bbtmTc5Nzeezk+AZVBrDzCKFZt/NTKxd5W2UcR5IcHRnI1PxSzvqqLgBbxMnVENrGhNc2MtRrHAcASZLlWnN2Yu7FjWtfybe9ak86SvLfvnxyAyoD2JmE0Kzb2GoIvVU2JkySo6tfwzp+1lxoALaGFy7MJIlxHGtwYFAIDcCKC9MLWVyuObiGELq/tyt3HRzKf/vyySwv+9YsQBOE0Kzb+emt1wl9x8hAkticEIAt4+TF2ZQkQ31C6GsZHujJ+Oxi5haX2l0KAG12ZmLlm0Rr6YROVkZynLw4m69882KTZQHsWEJo1m10cuvNhH7V3l3p6ewQQgOwZbxwYSZDfV3p7HjleZasjONI/uI9CgA719mJlW/GHBzqW9P6Vx9c+dbsZ4+NNlYTwE4mhGbdzk/Pp6MkfVsohO7sKLltuD/HhNAAbBEvXJw1imONhgd6kgihAUjOTMxlsLcru9Z4vTrU1507DwzkYSE0QCOE0Kzb2NR89vb3XHOn4c3m6MiATmgAtoyTF2eyp7+n3WVsCZc6oc2FBmCtmxJe7q13DOeRZ85ncWm5oaoAdi4hNOt2fno++/q3XmfW0QMDeXZ0Kks2nABgk6u15oULs9mrE3pNDgyuhA1nhdAAO1qtNWcmZte0KeHl7r9jOBNzi/naC+MNVQawcwmhWbexqfkMD1zfi/pmcMfIQBaWar55fqbdpQDAK7o4s5CZhSXjONZoeNA4DgCSibnFzC4sX38n9NH9SZKHj401URbAjiaEZt3OTy1k38DWuyg+OrKy4cSxc5NtrgQAXtnJC7NJIoReo/6ervT3dBrHAbDDXe+mhJcc3N2XO0YGbE4I0AAhNOs2Nj2f/QNbb0bl7SP9SZJnzIUGYJN74eLKt3aE0Gs3PNgjhAbY4c6shtDX2wmdJPffsT+fe2bM+EaAFhNCsy611pyfms++LbhR0oHB3gz2duWYEBqATe7kxdVO6C24B0O7jAz2GscBsMOdnZhNb1dHdvd1Xfexb71jOBOzi3ncXGiAlrr+/yNDVmZsLS7XLdkJXUrJnQcH89Rp4zgA2NxeuDCTro6SwV5v2dZqZLA3z49Nt7sMANrozMRcDgz1ppRy3cfef3Q4SfLZY6N5/c17Wl1a4x58+LkbOv799x9pUSUA30onNOsyttphtBU7oZPknkOD+frpiXaXAQCv6NTF2Rza3ZeOdVxE71Qjgz05pxMaYEc7OzGXg+sYxZEkh/f05fbh/jx83OaEAK0khGZdxqZXLu62Yid0ktx9aCijU/NmRgKwqZ2emM3hPde3qdJONzLYm7GpObM8AXao2YWlTMwu5sB1bkp4ufuPDudzx8ey7LUEoGWE0KzL+anVTugtHEIn0Q0NwKa20gm9vk6unWpksDfLNTk/rRsaYCe6tCnhejuhk5XNCS/OLOSJU64XAVrFgEHWZWw1hN6/VcdxHF4JoZ86PZnvvHOkzdUAwNWdHp/Ld999oN1lbCnDgyvvTUYn5zMyKMAH2GnOTqxs6ntgHSH0pXnKF1Y/yPzVP3z6uq4XzVMGeHlr6oQupbyrlPJkKeXpUsrPXeXxv1tK+crqz5+WUt641mPZmi51F+0b6G5zJetzcKg3u/u68qROaAA2qcm5xUzOLebQbuM4rsel4NnILYCd6czEXDo7yg3tX7S3vyf7+rtz7OxUCysD2NmuGUKXUjqT/EqSdyd5bZK/U0p57RXLjif/P3t3Hhzpfd93/vPrG30A3TjnADDkHOI11PAYiqIlH7JkrRQnVnwplsr2uta2VolTucpb2aqkkqpkN+XNejdexbFlJZFsxaGv3dhREjqyZEvWQYrS8D5Ecg7ODDAHugE0gL7P3/7R3cMhiZlpAN39PE/3+1U1pQHQx3dGQzx4Ps/3+X71/dbad0r655I+s4PnwoPWCzWF/D7Fw95spjfG6I59CZ0mhAYwAowxnzXGpI0xL97g6z9gjNk0xjzb/vVPBl0j3m5lq9XJtY8Qekem253QhNAAMJoyuYqm4yH5fXtb6nt4Oq7zawVZy1xoAOiFbjqh3yXpjLX2nLW2Kun3JX3k+gdYax+31mbbH35L0ny3z4U3ZQtVpWJBGbO3A7uTjs0l9OrVHD9UABgFvy3pQ7d4zNettfe1f/2zAdSEW+iE0LPMhN6RNzqhmQkNAKMonavsaSlhx6GpqIrVBscTAOiRbtpYD0pauu7jZUkP3+TxPy/pT3f5XHjEerG6p9ub3OCOuYQeLdeVzlW41RnAULPWfs0Yc5vTdWBnru+EPr9adLga75gYCyrgM3RCA8AIqjWayhaqum8huefXWpyMSpIurhd2NV/aqzpzsXeLudgAbqSbTujtWl23bR01xrxPrRD6H+7iuZ8wxpwyxpzKZDJdlAUnZQtVTca8HUIfm4tLkl5jJAcASNIjxpjnjDF/aoy5x+li0FpKKIkLpTtkjNFUPKTVHCE0AIya1XxFVrtbSvhW04mwxoJ+XVznQjAA9EI3IfSypIXrPp6XdPmtDzLGvFPSv5P0EWvt2k6eK0nW2s9Ya09aa0/OzLAF3u3Wi1WlPB5C3zGXkCS9epUQGsDIe1rSIWvtCUn/WtKf3OiBXDQenKubZSXCAcU8un/BSdPxsNYK3D4NAKMm074AOduDENpnjBYno7qwRggNAL3QTQj9HUnHjDG3G2NCkn5K0heuf4AxZlHSf5L0M9ba13byXHjTeqGqSY+P45iKhzUdD+n0St7pUgDAUdbaLWttvv37xyQFjTHTN3gsF40HZGWrrLkJuqB3YzoeZhwHAIygzVJNkno2OnJhMqp0rqJStdGT13NSo2n1jTOr+stX0ypW6k6XA2AE3bK1xlpbN8b8bUlflOSX9Flr7UvGmE+2v/5pSf9E0pSk32gvqqu3T1C3fW6f/iwYkHqjqc1SzfOd0JJ0bDahVxnHAWDEGWP2SVqx1lpjzLvUuki9dounoc9WtsqaYynhrkzFQzrN8R0ARk6uXFfQbxQOdNNvd2uHplpzoZeyRb2jfSetF60XqvqD71zUUrYkSfqLV9M6eduk3nt02vO7ngB4R1f3d7a7oh57y+c+fd3vf0HSL3T7XHjbZqkma6XJaNDpUvbsjn0J/dGpJVlr1b6AAgBDxxjze5J+QNK0MWZZ0j+VFJSuHc9/QtLfNMbUJZUk/ZS1dtsdDhicla2KHj486XQZnjQTD2u1UOX4DgAjZqtc03gk2LPv/fOpMRlJF9e9G0I/u7Sh//zsJUnS33hoQXPjEX39tYyePLemJ8+t6UfvP6gHD/HzBoD+Y8ggdixbbM1YHIpO6Lm4CtWGLm2UNJ+KOl0OAPSFtfZjt/j6r0v69QGVgy40m1bpXJmlhLs0FQ+pWm8qV6lrPOL9i+YAgO5slepK9PD7fjjg1/6JiC56dC70109n9KcvXtXiZFR/4+TCtXP4nzy5oB+6e07/71PL+sJzl7WQimqWnzkA9BkhNHZsvdCaszUVc/8two8+efGmX+/8MHF6JU8IDQBwjfViVbWG1T5OCHdlOt76GWUtXyWEBoARkivXdCA51tPXXJiM6pmlDTWtlc9Dd9eUqg39xStp3TGX0E+/+5D8vjfXnoyG9NGHFvSpPz+tPzi1pL/5/UcU8PdmjAkAbIfvMNix9UKnE9r7J3WzidbJPXOhAQBusrJVliRmQu9SJ4RmOSEAjA5rbXscR2977Q5NRVWtN68dm73iG2dWVak39cF75t4WQHeMR4L68QfmdWWzrD97eWXAFQIYNYTQ2LHOOI7JIRjHMRbyazwS0GuE0AAAF3kjhKYTejem4q2fUVZzhNAAMCoq9aZqDavxsd42Sy1OxiS15kJ7RbFa1+NnV3X84IT2T9y8M/yu/eN6+PZJfePMqs6k8wOqEMAoIoTGjl3rhB6SLbpz4xFCaACAq1zdbIWnhNC7M9PphG7/zAIAGH5b5dbYyF7OhJakVDSoeDjgqbnQ3zi9qmq9qfffOdvV4z98fL9mEmH90VNLKlbrfa4OwKgihMaOZQtVRUN+RYJ+p0vpibnxiM6k82o0rdOlAAAgqdUJbYw0k2Acx2507taiExoARkeu3ApPez2OwxijxcmoZzqhC5W6Hj+7pnvnJ7q+mB0K+PTRkwvKlev65pnVPlcIYFQRQmPH1gvVoemCllrzNsu1ppY88kMFAGD4rWyVNR0PK8iCoF0J+H1KRYPMhAaAEbJV6k8ntNSaC71WqCpfcX+X8NdPZ1RrNPWDd3TXBd1xMDmmew6M6/GzaypVG32qDsAo48wGO7ZerA7FPOgOlhMCANxmZavMUsI9mo6HtZZnHAcAjIp+dUJL0uJkVJJcP5JjNV/RE+fWdGIhqdldjPR63x2zqtSbevwc3dAAeo8QGjuWLVSVGqIQem48Ip+RXr685XQpAABIkq5uVbSPedB7MhUP0QkNACMkV64pFPAp3IexkQeSY/Ib4/qRHH/89CXVGlY/8I6ZXT3/QHJMd+1L6PEzayrX6IYG0Fu9v0SIobderOr26ZjTZfRMKODTkZm4Xry06XQpAABIanVC37+YdLoMT5uOhzm2A8AI2SrX+9IFLUlBv08HkhFdWC/05fV75bEXr+hAMrKrLuiO9905q9/46lk9eW5N37/DkR5u8eiTF/f0/I8/vNijSgBcj05o7Fi2UNNkbLhuEb734IRe4EQVAOAClXpD64UqndB7xDgOABgtW+VaX+ZBdxyaiulStqR6s9m399iLyxslPXNxQ8cPTOzpdeZTUb1jLq6vn1lVte7OPysAbyKExo5U6g3lK3VNxvp3cHfC8YMTSucqSm+VnS4FADDi0lutERLMhN6b6XhIuUqd24kBYETkynUl+tQJLbXmQtebVpc33HnO+N9fvCpJew6hpdZs6GK1oW+/vrbn1wKADkJo7Ei20No4PEwzoaVWCC1JL16mGxoA4Kx0rnVyO0cn9J5Mx1shPnOhAWD4WWuVK9c03tdO6NZywgtr7hzJ8acvXtGd+xKaTuz9IvahqZgOz8T09dOrqjfohgbQG8yExk29dZbSlc2SJOmlS1t7nrPkJvccGJcx0gvLW/rBO+ecLgcAMMKubnY6oQmh9+KNELqq+VTU4WoAAP20Va6r1rB9mwktSYlIUJOxkCuXE65slXXqQlZ//wPv6Nlrfv+xGX3u8fN66fKWTiywpwLA3tEJjR0pVFq3tMbCw3X9IhYO6PB0jLnQAADHrbRHQzETem9m2p1gqzk6oQFg2HXGKvZzJrQkHZqM6sJaUdbavr7PTn3xpauyVvor9+7r2WsemY1rMhbStxjJAaBHCKGxI4VqXZIUDfkdrqT37j04oZcYxwEAcNjKVlmhgE/J6HDtXxi0zu3IGcZxAMDQW2nvU0iM9bdZanEqqnylrvWCuxbfPvbCFR2bjevobKJnr+kzRg/fPqkLa0Vd3XTnHGwA3kIIjR0pVloh9LB1QkutudBXNsvMjgQAOOrqVllzTQAkFgAAIABJREFU42EZY5wuxdOm2vsr6IQGgOHXuYuonzOhJenQZEySXDWSI5Or6Nuvr+vD9+7v+Ws/uJhSwGf0JN3QAHqAEBo7Uqi2xnGMBYevE7qznJCRHAAAJ61slRnF0QORoF+JSICLywAwAtLtC46JPs6ElqTZ8bAiQZ8urLknhP6zl6+q2eNRHB3RcEDvnJ/QM0sbKtcaPX99AKOFEBo7UqzWNRb0y+8bvu6sew6MS5JeXCaEBgA4Z2WrollC6J6YiYe1mnfXLdMAgN5b2SorHPApHOhvs5TPGC1ORnVhvdDX99mJP33hqg5Px3THXO9GcVzv4dunVK039ezSRl9eH8DoIITGjhQqDcXCw9cFLbWWWByejulF5kIDABxiraUTuoemE2FmQgPACEjnyn1fStixOBlVequiUtX5zuCNYlVPnFvTh47v69sYr/nUmA4mx/Stc2uuW8gIwFsIobEjhWpd0dDwzYPuuOfghF68tOV0GQCAEZWr1FWsNjQ3Hna6lKHQ6oQmhAaAYbeyVdF4n0dxdByaislKWso6P5Ljm2fW1Ghavf+uub69h2kvKEznKjrvojEkALxneNNE9EWx0lCqvehnmDz65EVJUr3R1KWNkv7t1869bfnixx9edKI0AMAISbcXK83RCd0T0/GQMiwmBIChl86VNRUbzAXchVRUPiNdWCvoHX0agdGtr5/OKBEJ6MT8RF/f553zST324hV969yabp+O9fW9AAwvQmjsSKFa13xqzOky+uZAsvVnu7RRcvwHCgDA6Lm62QpMCaF3rnNB+XqXNsrKlev6ncfPK+j3cUEZAIZQa5RVRbdNDSYcDQV82j8x1pflhNsdy27EWqv//uJVLaSi+sNTyz2v5XqhgE/3L6b07dfXVazUFQ0TJQHYOcZxoGvWWhUrjaEex3FgohVCX94oOVwJAGAUrdAJ3VOJ9klyoVJ3uBIAQL9slmqq1psDmwktteZCL2WLajSdm5G8lq9qo1TTsbn4QN7v5KGUGk2rZ1hQCGCXCKHRtUq9qYa1Q7uYUJLGQn5NxkK6RAgNAHBAOtfphGYmdC/E2/NB84TQADC0VrZax85BzYSWpENTUdUaVlc3ywN7z7c6nc5Jko7NDuYO3v0TrQWFT13IsqAQwK4QQqNrxfb239gQd0JL0sHkGJ3QAABHpHNlxcOBob7raJDi7U7ofJkQGgCGVecuokF2Qh9qj/44v1YY2Hu+1el0XpOxkCYHuLPp5G0pXd0q07QFYFcIodG1zq2s0SHuhJZaIXS2WFORrikAwIClcxXNJOiC7hU6oQFg+HXuIhpkJ/TEWFCpaNCxELrebOrcakFHZwcziqPjxHxSQb/RqfPZgb4vgOFACI2uFaqtE7ih74RuL15c5uouAGDAMluE0L3U6YTOEUIDwNByohNakg5Px/X6akFNB0ZTLK2XVK03dWzAIXQk6NfxAxN6bnlD1XpzoO8NwPsIodG1YqU1jiMaGu5O6PnkmIyki+u933YMAMDNpHNlzRJC90zQ71M44GMcBwAMsfRWWYlIQKHAYOON22diKlYb10LwQTqTzslnWkH4oD14W0qVelMvXt4c+HsD8LbhbmlFT13rhA4P9z+bcNCvufGIlgihAQAD8OiTF6/9/vJmWQeTY2/6HPYmHg4wjgMAhtjKVkVz45GBv+/t06250K+vFrR/Ymyg7306ndd8KqoxBxrEbp+KaSoW0qnzWT2wmBr4+wPwruFOE9FThUpDfmMUHvAVZicsTkb1/KUNNa2VzxinywEAjIBKvaFqvTnw24mHXTxCCA0AwyydK2tufPB3EaWiIaWiQZ3LFPQ9R6YH9r7Fal2XsiW9787Zgb3n9YwxevBQSn/28opW8xVNx3v/d8/FeGA4DX+aiJ4pVuuKhv0yIxDKLkxGVa41lWkvuQAAoN9y7ZER8QEuVhoFiXCAcRwAMMRWtiqaSwy+E1qSDs8Mfi702UxBVhr4POjrPbCYks9IT11gQSGA7hFCo2uFamPolxJ2LEy2bqdiJAcAYFA6IXSCELqn6IQGgOFlrVU6V9aMA53QknR4OqZSbbBzoU+v5BQO+DSfig7sPd9qfCyod8wl9PSFrBrNwS9mBOBNhNDoWqHS6oQeBdPxsMaCfi1lCaEBAIORK9ckiXEcPRYPB1SqNVRvNJ0uBQDQY9liTbWGdawTujMX+lymMJD3s9bqTCavIzNx+X3O3qF88tCkcpW6XlvJOVoHAO8ghEbXitX6yHRC+4zRwuSYLtIJDQAYkE4n9PiQLwAetHi4FerTDQ0Aw6czPnEm4UwndDIa0mQspNdXBxNCr+Wr2ijWdGzOuVEcHXfsSygRDujU+XWnSwHgEYTQ6Fqh0lDUge27TllIRZXeqqhcazhdCgBgBOTKdfmNcWTT/TCLt0N9QmgAGD7rhaokaSoWcqyGw9Oxgc2FPp1udR0fm030/b1uxe8zeuBQSq+u5LRVqjldDgAPIIRGVxpNq3KtodgIdWctTkZlJS1nS06XAgAYAblyTfFIYCQWAA9SZ8Y2ITQADJ9ssRVCpxwMoW9vz4W+utn/udCn03lNxlrd127w4KGUmlZ6+iILCgHcGiE0ulKqNWQlxUaoO6uz6IGRHACAQchV6iwl7INrndBlQmgAGDadTmgnQ9nDM63RGP0eyVFvNnVutaBjs86P4uiYjod1+3RMpy5kZQfQCQ7A2wih0ZVCu3soOkKd0GMhv2YSYS0RQgMABiBXrrGUsA/idEIDwNDKtkPoZNS54+fEWFBTsZDOZfJ9fZ+l9ZKq9aaOuiiElqSTh1JaL1QHNhcbgHcRQqMrxWprLvKoLCbsWJyMailb5KouAKDvcmU6ofsh6PcpHPARQgPAEFovVpUIBxQOOHvH7u3TMb2+VlCj2b/zxtPpnHxGOjztrhD6ngMTigR9OnWBkRwAbo4QGl3pdELHwqMzjkOSFlNRFasNrbWvsAMA0A/1ZlPFaoMQuk/i4YByjOMAgKGzXqg6Og+64/BMTOVaUy9f3urbe5xJ5zWfirpugXEo4NOJ+aRevLSpUrt5DQC2QwiNrhSq7XEcI9YJvTDZmgvNSA4AQD915hUnwozj6Id4OEAnNADXM8Z81hiTNsa8eIOv/4AxZtMY82z71z8ZdI1u45YQ+shMXEbSV19N9+X1i5W6LmVLrpoHfb2HbptUvWlZUAjgpgih0ZU3xnG466prv82OhxUO+FhOCADoq06XLp3Q/RGPEEID8ITflvShWzzm69ba+9q//tkAanK1bLGqSQfnQXckIkHNp8b05Vf6E0KfyeRlJdeG0AeSY1pIjenJ19fU7ONIEgDeRgiNrhQrdYUDPgX8o/VPxmeM5lNjdEIDAPqKELq/4uHAtW5zAHAra+3XJK07XYeXZAs1V3RCS9Id+8b13NKGMrlKz1/7TDqvSNCng6loz1+7Vx45MqXVfFXfOLPqdCkAXGq0EkXsWqHaUHTEuqA7FiajurpVVrHKySsAoD9ylZqkVicVei8eCahUa6jWaDpdCgDs1SPGmOeMMX9qjLnnRg8yxnzCGHPKGHMqk8kMsr6BWi9UNeWSEPqu/QlJ0ld63A1trdXpdF5HZuLy+0xPX7uXjh+YUCwc0OefOO90KQBcihAaXSlU6oqFR7M7a3EyqqaVnlvadLoUAMCQypXrMmp17KL3On+va3kWDQPwtKclHbLWnpD0ryX9yY0eaK39jLX2pLX25MzMzMAKHKRStaFSreGaTuh94xEdmIjoy99d6enrZvIVbZZqOurSURwdAb9P77otpT9/Jc2dxAC2RQiNrhRHuBN6sX3LE0sWAAD9kivXFQ35Xd3h5GWJdgjdj1ukAWBQrLVb1tp8+/ePSQoaY6YdLssx68XWhcXJqDtCaGOM3n/XnL5xZlXlWqNnr3smnZckHZtN9Ow1++Vdt0/JZ4x+98kLTpcCwIUIodGVQrWuWGg0u7Oi4YCm42E9QwgNAOiTXLnGKI4+6nRCr+YJoQF4lzFmnzHGtH//LrXO59ecrco52UIrhHZLJ7Qk/eBdsypWG/rWud793/LK1ZymYiFNuujPeSMTY0F98O45/cF3lnoaxAMYDoTQ6Mooj+OQWiM5nr64IWvZ9AsA6L1cuc5Swj6KtwP+DCE0ABczxvyepCck3WGMWTbG/Lwx5pPGmE+2H/ITkl40xjwn6VOSfsqO8AnKejuEdlM4+8jhKUVDfv35d3szF7pQqetcJq/jByd68nqD8LOP3KaNYk1feO6y06UAcBnOdnBL1XpTtYYd2XEcUieEzurCWlG3TcecLgcAMGRy5ZrmxiNOlzG06IQG4AXW2o/d4uu/LunXB1SO62Xb4zhSLhnHIUmRoF/vPTqtv3glrX9mrdqN67v28uUtNa10r4dC6HcfntQ75uL6ncfP6ycfnN/z3wGA4UEnNG6pWK1L0sh3QkvSUxcYyQEA6K2mtcpX6ITup1DAp1DAp9UciwkBYFh0OqGnXNQJLUkfuGtOlzZKeuVqbs+v9cLlTU3GQto/4Z0L1cYY/Y/fc5teurylx8+O7LQYANsghMYtFaqtWU6xEe6Enh0PKx4OsJwQANBzxWpDTStC6D6LhwN0QgPAEFkvVOUz0viYu3Yq/MCdM5KkP//uyp5epzOK496DE57rJv6JB+e1bzyiX/vya4y0BHANITRuqVhpdUJHR3QxoST5jNF9C0k9fXHD6VIAAEMmV65JEosJ+4wQGgCGy3qhqmQ0JL/PXQHtbCKiEwtJfXmPc6G9OIqjIxzw65fed0TfOZ/VN8841w3daFpli1U1mgThgBuMbqqIrnU6oaPh0e2ElqQHFpP69a+cUb5SvzZbEgCAvcqVWxd7Exxb+ioRCSidI4QGgGGRLVaVirrzAu4P3TWr/+tLr2lpvaiF9mjHnXrh0qamPDaK43offWhBv/HVs/q1L7+m9xydGng398W1gv7TM5eUzlXk9xlNx0OaiYd1/2JKd+0fH2gtAFrohMYtdWZCx0e4E1qS7j+UUtNKzy/RDQ0A6J1rITTjOPoqEQkovVV2ugwAQI+sF6qadNk86I4ff3BePmP0u09e2NXzC5W6zq3mddyDozg6wgG//tb7jurUhay+cWZ1YO9brjX0n5+9pN/62jlV6k39lXv36z1HppSKhnRxvahHn7yoS9nSwOoB8AZCaNxSoVKXkRQZ4ZnQkvTAQkqSmAsNAOgpxnEMxngkqK1yXeVaw+lSAAA9kC3UXBtC758Y0w/dNac//M7Sro47Xh7Fcb2PnpzXgYmIfu3LpwcyG3o5W9Svffk1ffv1dX3PkSn9vQ8c03uPTutDx/frZx+5TX/n/ccUjwT0+9+5qAo/DwADRwiNWypUGxoL+eXz6BXYXpmIBnV0Nq6nLhBCAwB6J1euKxzwKRTgx7J+6nSaZxjJAQBDYb3o3k5oSfrZRw4pW6zpvz5/ZcfP9foojo5ON/RTA+iGvrhe1L//xuvy+4z+5g8c0Q+/84DCgTc30kVDAf3kyXmtF6r6L89f7ms9AN6Osx3cUqFSV2zER3F0PLCY1DNLG2z4BQD0TK5SZxTHAHQ6zdM5RnIAgNdZa5UtVJWKujeEfuTIlI7OxvX5J87v6Hn59iiOez08iuN6P9nuhv4/v/hq3xYEXlgr6HPffF2xcEC/+L2HNZ+68Rzuw9Nxve/OWT19cUPPMmoTGChCaNxSodJQjGVJkqQHFlPaKNZ0brXgdCkAgCGRK9cYxTEAnaB/ZYtOaADwuq1yXfWmdXUntDFGP/vIIT2/vLmjsPOZi1k1rXTc46M4OsIBv/7hh+/U88ub+q2vne3567++WtDnHj+veDuATnZxYeJ9d8zq0GRU//nZS1ovVHteE4DtEULjlgqVuuLh0Z4H3fHAofZcaEZyAAB6JFemE3oQrnVCs5wQADwv2w4O3dwJLUk/ev9BxUL+rruhS9WGvvpqRkdn4zqQHOtrbYP0IycO6Ifv3a9/9aXX9PLlrZ697rnVvH7n8fOaiAT1i993WBNj3V3U9/uMPvrQgqykr7yS7lk9AG6OEBq3lK/U6YRuOzoTVyIS0NMXuW0HALB31tpWJzTH2b6LhvwK+IzSzIQGAM9bL7ZCaDd3QkutC6A/9sC8/uvzV7SWv/Xx56uvplWuNfTh4/sGUN3gGGP0z//6cSWjIf2DP3xWlfrelwKeSbcC6GQ0qF/43ts1vsO7ylLRkI4fGNdLVzZVazT3XA+AWyOExk01mlalGuM4Onw+o/sWknrmIp3QAIC9y1fqqjUs4zgGwGeMZhJhQmgAGAKdTmi3h9CS9DOPHFK13tQfnFq66eOW1ot6/NyaHlhMaf/E8HRBd0zGQvo/fvxevXI1p3/1pdN7eq3TKzl9/onzmoyF9Avfe3jXP0edmE+qXGvqtZXcnuoB0B1CaNxUsVqXJMUJoa+5byGp11Zy1/5uAADYrUw7EGUcx2DMJsJaYRwHAHjeuodC6HfMJfSeo1P6za+evWnY+S+/+Kp8RvrA3XMDrG6wfvDOOf3UQwv6zNfO6tuvr+/qNV65uqX/8K0LmkmE9QvvPbynrOLwTFyxcEDPLW/u+jUAdI8QGjeVr7SCVjqh33DfQlJNK73AgQoAsEedEDpOCD0QM4nItb9zAIB3dULolAdCaEn6lR97pyJBv37us9/W1c23Xwx9dmlD/+W5y3rv0emu5xp71T/+q3drYTKqn/vct/Xll1e6fl6jafWll1f0H564oNnxsH7+vbfvOafw+4zuPTiuV65sqVLb+4gQADdHCI2bKlRa34jphH7DfQtJSdrRhmMAALaTac+HTISH+4TTLebGGccBAMNgvVhVyO9TLOR3upSuLExG9bmfe0ibpZp+7nPfVq5cu/a1YrWu//2/vazpeEjfd2zGwSoHIx4O6A//50d0dDauX/wPp/SZr52Vtfamz9koVvXvv3FOX3k1rfsXU/rE9x5RNNSbjOLEfFL1ptXLV3q3MBHA9kgWcVOFTie0Rw7ugzAVD2thckzPLRNCAwD2ZpVO6IGaTUS0XqiqWm8qFKAXAwC8KluoKhULyhjjdCldO35wQr/50w/qf/rt7+iTv/uUfubdh/Rfnr+iv/huWqVaQ7/yY/eqefMsdmjMjUf0B594RL/8R8/pXzz2is6k8/rlD96h2fHImx6XLVT10uVNfeXVjBrW6qMn53XfQqqntSxMRpWMBvXc8obuX+ztawN4M854cFOdcRx0Qr/Zifmknr7AckIAwN5k8hX5jBTlYu9AzI6HJbX+3g8mh2/pEwCMivVCTamoN0ZxXO/73jGjX/nxd+qX/+g5ffPMmqZiIf3YAwf1104c0LsPT+nRJy86XeLAjIX8+tcfu19HZmL61F+c0R+eWtZ8akwPLKa0UazpdDqnK+3RJYuTUf3Eg/Oajod7XofPGL3zYFLfOJNRoVJnFCnQR/zXhZsqVOryGSnCyfGb3LeQ1H99/orSW+W3Xa0FAKBbmVxFsXBAPg91cnnZbKJ18preKhNCA4CHZYtVTcW9F0JL0k88OK9UNKhQwKdHDk8p4B/dO3N8PqN/8ME79D8c36cnzq7p6YtZPfn6mtJbFS1ORvXh4/t09/5xTfUhfL7eiYUJfe10Ri9e3tTDt0/19b2AUUYIjZsqVOuKhjg5lvSmq9KdpUaf+vPTuvvAxJse9/GHFwdaFwDAu1bzVSXouBmYufaFY+ZCA4C3ZQtV3X1g3Okydu39d805XYKr3HNgQve0z6uttfr8ExcUHGA4v288oplEWM8tbRBCA300upfc0JV8pcEojm0cSI7JZ6SlbMnpUgAAHpbJVZgHPUDXOqEJoQHA09YKVU3GvNkJjZszxgw0gO6854n5pM6vFbVRrA70vYFRQgiNm2rNRGIUx1sF/T7tnxjTUrbodCkAAA/L5CpKhINOlzEypuJh+UxrHAcAwJvqjaY2S96cCQ33Ot7urD+TzjtcCTC8CKFxUwzmv7H51JguZUtq2hFZYQwA6Klm02o1Tyf0IPl9RlPxsNJbdEIDgFdtlGqSRCc0emomEVY05NeFNRrNgH4hhMZN5Qmhb2ghFVWl3rw2HxoAgJ3YLNVUb1rGXg3Y3HhY6Ryd0ADgVdlCa1wCITR6yRijQ5NRXVgnhAb6hRAaN1SpN1SpNzk5voH5yTFJ0jIjOQAAu5DJty5iJuiEHqjZRISZ0ADgYeuE0OiTxamYVvOVa//GAPRWVyG0MeZDxphXjTFnjDH/6zZfv9MY84QxpmKM+eW3fO28MeYFY8yzxphTvSoc/df5xhsLcXK8nel4WJGgT0vrLCcEAOxc504axnEM1mwirBXGcQCAZ2Xbi+OYCY1eOzQZlSQ9dSHrcCXAcLplCG2M8Uv6N5I+LOluSR8zxtz9loetS/o7kn71Bi/zPmvtfdbak3spFoO1lm8d3OMsJtyWzxjNp6IsJwQA7Mq1EJo7jgZqNhHWWqGieqPpdCkAgF1YoxMafXIwNSa/MYTQQJ900wn9LklnrLXnrLVVSb8v6SPXP8Bam7bWfkdSrQ81wiGr7duEmQl9Y/OpMa1slVWtcyILANiZznE2EQ46XMlomRmPyNo3QgwAgLd0ZkInoxw/0VtBv08HkhE9dWHd6VKAodRNCH1Q0tJ1Hy+3P9ctK+nPjDFPGWM+sZPi4Kxr4zgIoW9oIRVV00qXNxjJAQDYmUyuolDAp0iQFR2DNJcIS5LSjOQAAE9aL9QUC/kVCXLHLnrv0FRMzy1vqlJvOF0KMHS6Oesx23zO7uA93mOtfUCtcR6/ZIz5vm3fxJhPGGNOGWNOZTKZHbw8+uWNcRyE0Dey0J4ZxUgOAMBOZXIVzcTDMma7H7XQL7PjEUnSylbZ4UoAALuRLVY1GWcUB/pjcTKqar2ply5vOV0KMHS6CaGXJS1c9/G8pMvdvoG19nL7f9OS/lit8R7bPe4z1tqT1tqTMzMz3b48+mi1UJHfZxQO0KF1I/FwQMloUMtZOqEBADuTyVc03e7KxeDMdjqhc3RCA4AXrReqmmQpIfrk0FR7OeF55kIDvdZNuvgdSceMMbcbY0KSfkrSF7p5cWNMzBiT6Pxe0gclvbjbYjFY6/mqYiE/HVq3MJ8c0zKd0ACAHep0QmOwpuOdEJpOaADwomyxqhRLCdEniUhQh6aiOsVcaKDnbhlCW2vrkv62pC9K+q6kP7TWvmSM+aQx5pOSZIzZZ4xZlvQPJP1jY8yyMWZc0pykbxhjnpP0bUn/zVr73/v1h0FvrRWqjOLownwqqmyxpkKl7nQpAAAPWc1XNEMn9MCFAj5NxUJ0QgOAR63l6YRGfz24mNJTFzZk7U4m0QK4la4SRmvtY5Iee8vnPn3d76+qNabjrbYkndhLgXDOWr7CUsIuzKfGJEnL2ZLu2JdwuBoAgBfUG02tFaqE0A6ZSYSVZiY0AHjSRrGqJCE0+ujB21L6T89c0sX1og5NxZwuBxgaDPvFDa0VqoTQXTiYHJORtLzBSA4AQHfWC1VZK0Joh8yOR+iEBgAPqtabKlQbSkWDTpeCIXby0KQk6RRzoYGeIoTGDa3lGcfRjXDQr5lEWMvrLCcEAHQnk28FoDNxOrmcMJsIK71FCA0AXrNRqkqSkoTQ6KNjs3ElIgE9dZEQGuglQmhsq1itq1Rr0AndpflUVMsbJWZGAQC6kml34dIJ7Yy58bAy+YqaTY7bAOAlm8WaJDGOA33l8xk9sJjSU3RCAz1FCI1treVbV5hjIb/DlXjDfGpMhUpdG6Wa06UAADzgWggdjzhcyWiaTUTUaFqtFapOlwIA2IHO+Rad0Oi3Bw+l9Fo6p1yZc3ygVwihsa3OSRnjOLpz/XJCAABupTOOYzpBJ5cTZtsd6OkcywkBwEuy7fPU5BjHT/TX8YPjslZ69WrO6VKAoUEIjW2ttU+OGcfRnX0TEfl9RstZlhMCAG5tNVdVLORXNMRx1gmz450QmrnQAOAldEJjUO7cNy5J+i4hNNAzhNDY1rVxHITQXQn4fNo/EaETGgDQlUy+wjxoB80mWmNQMiwnBABPeWMmNCE0+mv/RETjkYBeubLldCnA0CCExrYYx7Fz86kxXdooqcGSIwDALWRyZUJoB3X+7le2GMcBAF6SLVYV8BnOU9F3xhjduX9cr9AJDfQMITS2tZavaCzoVyjAP5FuzSejqtabOpfJO10KAMDlMjk6oZ0UCfqVjAa1wkxoAPCUjVJNyWhQxhinS8EIuGtfQq9ezalJoxnQEySM2NZaoarJGMsedqKznPDZpQ2HKwEAuN1qvqrpOCG0k/aNR3R1kxAaALxks1jTxBijODAYd+4fV75S16UNxm4CvUAIjW2tFaqajhNC78R0IqxwwKfnlzedLgUA4GKVekObpZpmCKEddSA5pssbhNAA4CXZYlXJKOepGIw79yUkSd9lLjTQE4TQ2NZavqIpTo53xGeMDibH9NwyndAAgBtbbS//ZRyHs/ZPRHRlk84mAPCSjWJNKZYSYkDeMZeQMWIuNNAjhNDY1lq+qinGcezYfGpM372ypUq94XQpAACXWs1VJBFCO23/RETZYk2lKsdsAPCKzVJNE2Ocp2IwYuGADk1G9cpVOqGBXiCExttYa7VeqGqScRw7Np+KqtawevkyBykAwPYyhNCusH+itcuBbmgA8I7WOA46oTE4d+4b1ytX6IQGeiHgdAFwn1ylrmqjqekYJ8c7tTAZlSQ9c3FD9y+m9vx6jz55savHffzhxT2/FwBgMDL5VgjNYkJn7U9GJElXN8s6PBN3uBoAwK1U6g0Vqw3GcWCg7tyf0BdfvqpStaGxkN/pcgBPoxMab7PWnlU5RSf0jk2MBbV/IqJnlpgLDQDYXqcTmuOssw60O6Evb7KcEAC8YLNUkyRNsJgQA3TnvnFZK722Qjc0sFeE0Hib9ULr5HiSmdC78sBiSk9fyDpdBgDApVbzFSWjQYUDdNM4ad89ZohPAAAgAElEQVREqxP6ygbjOADACzaKrRA6OUYnNAbnrv0JSWIuNNADhNB4m9V2JzS3Ce/O/YtJXdooKb1FZxUA4O0yuYpmOMY6LhL0ayoWohMaADyiE0Kn6ITGAC2kooqG/Pouc6GBPSOExtt0xnHQCb07nVnQT19kJAcA4O0yuQoXel1i30SExYQA4BEbxdZ5KosJMUg+n9Ed+xJ0QgM9QAiNt+nMquQEeXeOHxxXyO/TMxcZyQHAHYwxnzXGpI0xL97g68YY8yljzBljzPPGmAcGXeMoyeQrmk5wjHWD/RNjurJBJzQAeEGnE3qCcRwYsDv3jeuVqzlZa50uBfA0Qmi8TSZfVioaVCjAP4/dCAf8uvvAuJ6hExqAe/y2pA/d5OsflnSs/esTkn5zADWNrNVcRbOE0K5wIEknNAB4xUap1Qmd4o5dDNhd+xPaKNa0slVxuhTA00gZ8TaZXEUznBzvyQOLKT1/aUO1RtPpUgBA1tqvSVq/yUM+IunztuVbkpLGmP2DqW60FCp1FaoNjrMusX9iTFvlugqVutOlAABuYaNYU8BnFAux2BeDdee+cUnSdxnJAewJITTeJk0IvWf3LyZVrjX1CssLAHjDQUlL13283P7c2xhjPmGMOWWMOZXJZAZS3DBZzbc6aFhM6A4HkhFJohsaADwgW6wpGQ3KGON0KRgxd+xLSBLn98AeEULjbTK5CifHe/TAoc5yQuZCA/CE7c7mth16Z639jLX2pLX25MzMTJ/LGj7X9i5wsdcV9o23QujLzIUGANfbLFWVjDKKA4M3MRbUweQYywmBPSKExptYa5XJVTTbPinD7hyYiGhuPEwIDcArliUtXPfxvKTLDtUy1DohNBd73eFAckwSndAA4AUbxZqSLCWEQ+7Yl6ATGtgjQmi8Sa5SV6Xe5OR4j4wxun8hxXJCAF7xBUk/a1reLWnTWnvF6aKGUaYzjoNOaFeYG4/IGOnKJp3QAOB2nXEcgBOOzcb1+mpBdfY+AbtGCI03SW9xctwrDxxK6uJ68dr8TwBwijHm9yQ9IekOY8yyMebnjTGfNMZ8sv2QxySdk3RG0r+V9LccKnXoreYq8hlpMsbtxG4QCvg0HQ/rCuM4AMD1NouM44BzjszGVW00tZTl7ilgtwJOFwB36dwmPEsIvWcPLLbmQj9zcUM/dPecw9UAGGXW2o/d4utW0i8NqJyRlslXNBUPy+9jqZJbHJiI6DLjOADA9TZKjOOAc47OxiVJZ9J53T4dc7gawJsIofEm3CbcO8cPTijgM3r6YpYQGgAgqXWxd5qRV4559MmLb/tcvWn1ytXcta99/OHFQZcFALiFSr2hYrXBOA445voQmvN7YHcYx4E3SW+1bkclhN67SNCvew6M6+kLLCcEALRkchWOsS4zPhbUZqmm1g0BAAA32izWJIlxHHDMeCSo2URYZ9J5p0sBPIsQGm+SyVcU8vs0wW1OPXH/YkrPL2+qWmd5AQCgHULTCe0qybGgqvWmKhyrAcC1NkqdEJrzVDjn6GxcZzKE0MBuEULjTTodWsYwq7IX3n14UqVaQ88tbzhdCgDAYdZareardEK7TOfCeyfgAAC4T7ZQlSQlx+iEhnOOzsZ1Np3n7ilglwih8SaZXEXTnBz3zLsPT8kY6ZtnVp0uBQDgsK1SXdVGkxDaZTohdOdWbwCA+9AJDTc4OhtXvlLXylbF6VIATyKExptwm3BvJaMhHT8wocfPrDldCgDAYZl8a+/CdJwuLje5FkLTCQ0ArvXGTGhCaDjn6MwbywkB7BwhNN4kk6todpwQupe+5+iUnlnKqlitO10KAMBB6Vyra4ZOaHdJRIIykjZLVadLAQDcQLbYHsfBYkI46OhsJ4TOOVwJ4E2E0Lim1mhqvVilE7rH3nNkWrWG1bdfX3e6FACAgzLtEHqWENpV/D6jRCRAJzQAuNhGqaag3ygW8jtdCkbYTCKsRCTAckJglwihcc16oSpr6dDqtYdum1TI79PjZxnJAQCjrBNCz8QjDleCt5oYCxJCA4CLbRRrmhgLyRjjdCkYYcYYHZ2NM44D2CVCaFyT3uI24X4YC/l1/2KS5YQAMOIy+YpCfp/GxwJOl4K3mIiGCKEBwMU2ilXmQcMVjs7EdSZdcLoMwJMIoXFNZ2EStwn33nuOTuuly1taLzBvEgBG1Wququk4XVxulGx3QltrnS4FALCNjWJNKUJouMDR2bhW85VryzIBdI8QGtdkWJjUN+85Oi1JeoKRHAAwsjL5CsdYl5oYC6rWsCpVG06XAgDYxkapNY4DcNq15YTMhQZ2jPtBcU1nHMc0iwn35NEnL77tc42mVTjg0+88fl6bpZo+/vCiA5UBAJyUyVV0MMk8aDeaGGt1120wkgMAXGmjWNU9B8adLgO4FkKfTef14KGUw9UA3kInNK7J5CuaGAsqEmTjcK/5fUa3T8d0lqulADCyMjk6od2qE0IzFxoA3IlxHHCL+VRUoYCPTmhgFwihcQ0nx/11ZCautUJVG0XmQgPAqGk0rdYLFc1wt5ErdZZdZTlGA4DrlGsNlWoNJaOM44Dz/D6jw9MxnUkTQgM7RQiNazI5To776chM+7YdrpgCwMhZK1TUtNI0F3tdKR4OKOg3yrJAGABcp3OXSueuFcBpR2bjhNDALjATGtekcxXdt5B0uoyhNTceViwc4GAFACOksyfgymZJkvTKldy2uwPgLGOMUtGQ1tl0DwCus9H+3pzyQCc0x/jRcHQmrsdeuKJyrcE4U2AH6ISGJMlaq0yuolk6tPrGGKM75uJ6dSWnSr3hdDkAgAHKleuSpESE6/9uNRkL0QkNAC7UGWeYZCY0XOLobFzWSucyBadLATyFEBqSpEK1NWeLmdD99c75pMq1pr76asbpUgAAA5Rvh9DxMCG0W03GQlovVmWtdboUAMB1skXGccBdjs62Rm2ynBDYGUJoSGrNg5ZECN1nR2biioX8+sJzl50uBQAwQLlKO4SmE9q1UtGQqvWm1umGBgBX2Sy1vi+nYu4fx4HRcPt0TD4jRm0CO0QIDUlSeqssSZpNRByuZLj5fUbHD07oyy+vKN8OJAAAwy9frink9ykcYG6gW022w42lbMnhSgAA1+t0QifphIZLRIJ+LUxGdZYQGtgRQmhIkjJ5OqEH5cR8UpV6U196+arTpQAABiRXqdMF7XKdEPrietHhSgAA19soti7kRkNcyIV7HJ2J6yzjOIAdIYSGJMZxDNLiVFQHk2P6wrOM5ACAUZEv15VgHrSrpaLtTmhCaABwlc1SVRPRoIwxTpcCXHNkNq5zqwU1muySALpFCA1JUjpXUcBnuMVpAHzG6K+e2K+vn15l7iQAjAg6od0vFPApHg4QQgNwjDHms8aYtDHmxRt83RhjPmWMOWOMed4Y88Cga3RCtlDjPBWuc3Qmrmq9qeUsPzcA3eJsCJJandAzibB8Pq4uD8KPnDig3/rLc3rshSv66XcfcrocAECf5ct1HZmJOV0GbiEVDTKOA4CTflvSr0v6/A2+/mFJx9q/Hpb0m+3/HWrZYvXa3Spwv0efvOh0CQNxZLb1c93ZTF6HpvgZD+gGndCQ9EYIjcG4e/+4js7G9YXnGMkBAMOu3miqVGsozjgO15uMhQihATjGWvs1Ses3echHJH3etnxLUtIYs38w1Tlno1hTMkonNNzlyExcknSG5YRA1wihIakdQscJoQfFGKMfOXFA3359XZc3Sk6XAwDoo3ylLklKhDmBdrvJWEhXNsuqNZpOlwIA2zkoaem6j5fbnxtqdELDjZLRkKbjIZ1NF5wuBfAMWnIgqTUT+sTChNNljJQfOXFA//eXXtMfP3NJv/S+o06XAwDok1y5FUIzE9r9UtGQGk2rKxtlLU5FnS4HAN5qu9mJ225FM8Z8QtInJGlxcbGfNfWVtVYbJTqhMVjdjhSJh4P61rm1bR//8Ye9+98d0C90QkONptV6gU7oQbttOqbvPTatz33zdRWrdafLAQD0ybVOaEJo15uMtTrtGMkBwKWWJS1c9/G8pG3n+1lrP2OtPWmtPTkzMzOQ4vqhVGuoWm8qSSc0XGg2EVY6V5G1214LAvAWhNDQWqGiphUzoR3wd99/TKv5qv7jt0ZjeQMAjKJ8pxOamdCu1wmhl9h0D8CdviDpZ03LuyVtWmuvOF1UP2WLNUmtxbGA28wkwirVGipUG06XAngCITSU3qpIIoR2wsnbJvXeo9P6ra+dpRsaAIZUrtI6gSaEdr/xsaCCfkMnNABHGGN+T9ITku4wxiwbY37eGPNJY8wn2w95TNI5SWck/VtJf8uhUgcmW6hKEp3QcKVOhpLJVRyuBPAGzoagq5tlSdL+iTGHKxlNf/cDx/STn35C//FbF/WL33fY6XIAAD2WK9c1FvQr4Ofav9v5jNHB5BghNABHWGs/douvW0m/NKByXGGDTmi42PUh9O3TMYerAdyPsyHoylYnhI44XMloeui6bugSt/EAwNDJV+osJfSQhcmolgmhAcAVssVWJ3QqRic03GeifQdVJld2uhTAEwihoSsbJQV8RlMsJnTM3/1Aezb0kxecLgUA0GNbpRpLCT1kYTJKJzQAuMRGsTOOg05ouI/PGM3Ew8rkGccBdIMQGrq6WdbceER+n3G6lJH10G2Tes/RKX36L+mGBoBhk6vUNR7h5NkrFiejyhZrypVrTpcCACOvs5gwOUYnNNxpOhFWmpnQQFcIoaErm2XtYxSH4/7+B96h1XxVn/qL006XAgDoEWutcuU6ndAesjgZlSQtrZccrgQAkC1WFQ8HFAoQXcCdZhNhbRRrqtabTpcCuB7fyaGrW2XmQbvAydsm9dGT8/rM187p+eUNp8sBAPRAqdpQo2nphPaQhVQrhGYkBwA4b6NYYxQHXG0m0cpSVhnJAdwSIfSIs9bqymaJENol/tEP363peEj/yx89r0qdsRwA4HVblbok0QntIZ1O6OUsITQAOC1brBJCw9VmEq3dWhlGcgC3RAg94jZLNZVrTe2bGHO6FKi1Xfdf/Oi9enUlp3/zlbNOlwMA2KNcqTXLMkEntGdMRINKRAJ0QgOAC2wUa0pFmQcN95qOhWQklhMCXSCEHnFXNsuSRCe0i7z/rjn96P0H9RtfOaPLG8yjBAAvy5VbndDjdEJ7yuJklBAaAFxgo1hVkhAaLhbw+zQZC7GcEOgCIfSIu9oOoVlM6C7/9K/drWQ0pP/v6WU1mtbpcgAAu7RVphPaixYno1oihAYAx2WLNaUYxwGXm0mEtUoIDdwSIfSIu7zZ6rSlE9pdktGQ/re/flxXNsv6y9cyTpcDANilXLmucMCnUIAfubxkYTKqpWxJTS4EA4BjGk2rrXKNTmi43kw8rNV8RU3Lzw3AzXBGNOKubpblM61vmnCXDx3fp3sPTugrr6S1slV2uhwAwC7kyjW6oD1oYTKqar2plRzHXwBwymapJmtFJzRcbyYRVr1plS1UnS4FcDVC6BF3ZbOs2UREAT//FNzor504oHDQx1gOAPCorXKdedAedGQ6Jkk6lyk4XAkAjK5ssRXosZgQbjeTaDX1ZRjJAdwUyeOIu7pZ1v4kozjcKh4O6EdOHNBytqRvnll1uhwAwA61OqEJob3m8ExcknQuk3e4EgAYXRvtEDpJJzRcbjbRylRYTgjcXFdnRcaYD0n6fyT5Jf07a+2vvOXrd0r6nKQHJP0ja+2vdvtcOOvKZkl37Es4XQZu4t6DE3p+eVNf/u6K7tyfuHaAu96jT1685et8/OHFfpQHALgBa61y5brGGcfhOXPjYcVCfp2lExoAHJMttJb70gkNtxsL+TUeCTBGE7iFW3ZCG2P8kv6NpA9LulvSx4wxd7/lYeuS/o6kX93Fc+EQa62ubJa1b3zM6VJwE8YYfeS+Awr6ffqTZy7JsuwAADxhq1RXvWnphPYgY4yOzMZ1lk5oAHAM4zjgJXPjEXZJALfQzTiOd0k6Y609Z62tSvp9SR+5/gHW2rS19juSajt9LpyTq9RVrDa0f4JxHG6XiAT1wXvmdH6tqNdWck6XAwDoQudEJDFGJ7QXHZ6OMRMaABy0UWzFC8kYx1G432wirEyuoiZNY8ANdRNCH5S0dN3Hy+3PdWMvz0WfXd1snRzvI4T2hAcPpTQZC+lLL69wYAMAD0hvteYC0gntTUdm4rq0UVKp2nC6FAAYSdliVX6fUSLMcRTuNzceUa1hlS1UnS4FcK1uQmizzee6TcC6fq4x5hPGmFPGmFOZTKbLl8deXN4oSRKd0B4R8Pn0/jtndXmzrJcubzldDgDgFtLtTujxMB1cXnRtOeEqIzkAwAkbpZqSY0EZs12sALjL3HgrV1nZYjkhcCPdhNDLkhau+3he0uUuX7/r51prP2OtPWmtPTkzM9Ply2Mv6IT2nhMLSc0mwvryyytqNOmGBgA3W6ET2tOOzMYkieWEAOCQjWJVySgXcuENs4mwJDEXGriJbkLo70g6Zoy53RgTkvRTkr7Q5evv5bnosyubZRnzxhU7uJ/PGP3Q3XPK5Ct6dmnD6XIAADeRzpUVCvgUDvqdLgW7cNtUTMZI51hOCACOyBZqLCWEZ4SDfiWjQa1sEUIDN3LL1hxrbd0Y87clfVGSX9JnrbUvGWM+2f76p40x+ySdkjQuqWmM+XuS7rbWbm333H79YbAzVzfLmomHFfR3cy0CbnH3/nEdTI7pz19Z0Yn5CQX4/w8AXCm9VdE4XdCeFQn6NZ8aoxMaABySLVY1n4o6XQbQtblE5NpOEABv19WZkbX2MUmPveVzn77u91fVGrXR1XPhDle2ysyD9iBjjD5495w+9/h5nbqQ1bsPTzldEgBgG+lcWYkItxF72ZGZOJ3QAOCQjWJN9x7kOArvmBsP60wmz+hM4AZooRxhVzdLzIP2qKOzcS2kxvTE2TVZywEOANwonaswD9rjDk/HdS5TUJOTSQAYuGyxqlSMcRzwjtnxiBpNq7U83dDAdgihR9iVzbL2T4w5XQZ2wRijd90+qUy+ovNrRafLAQC8hbVWK1tljdMJ7WlHZmMq1Rq6ynxHABioUrWhSr3JYkJ4Smff1kqOEBrYDiH0iMpX6sqV63RCe9i9B5MKB3w6dX7d6VIAAG+Rq9RVrjXphPa4w9NxSdJZRnIAwEBli1VJYjEhPGUmHpaRWE4I3AAh9Ii6utn6pshMaO8KBXy6byGpFy5tqlitO10OAOA66fbJBzOhve3IbEySdI7lhAAwUG+E0BxH4R2hgE+TsdC1nwMBvBkh9Ii6slmSJO0bJ4T2sodum1S9afXs0obTpQAArtPZjE4ntLfNxMNKhAN0QgPAgG0Ua5KkJJ3Q8JjZ8YhWthjHAWyHM6MRdaXdCX0gyUxoLzuQHNN8akzfOb+uRw5PyRjjdEkAAEkrudZxlpnQ3vPokxff9PFENKhvnll90+c//vDioMsCgJHS6YRmJjS8Zm48rFevbqlSbygc8DtdDuAqdEKPqM44jtnxsMOVYK8eOjSpla2KltZZUAgAbkEn9PCYiYe1mq86XQYAjJROJzQzoeE1c4mImpZRXsB2CKFH1JXNsqbjIa7MDYF3zk8oFPDp2+ezTpcCAGhL5yqKhvwKB/hRy+tmEmFtlmqq1BtOlwIAI2ODTmh41Fx75OlrKzmHKwHchzOjEXV1s6R9LCUcCuGgXyfmk3rh0oZKVU6QAcANVrbKmk2EGZM0BKbjrbvG6IYGgMHJFmvti7k0TcFbpuMh+QwhNLAdQugRdWWzrH3jzIMeFg/dllKtYfXCpU2nSwEAqNUJPcvy36Ewk2iF0JkcS4YAYFCyxSqjOOBJAb9PU/GwXlthqTHwVoTQI+rKZln76YQeGgeTY5qMhfTSZUJoAHCDdLsTGt43FQvJSFrNE0IDwKBsFGuM4oBnzSXCdEID2yCEHkFb5Zo2SzXNp+iEHhbGGN1zYFxnM3lGcgCAw6y1rU7oBBd7h0HA79NkLEQnNP5/9u47PM7ySh///UwvmpE0GvXeLPduy41iIKGGmgImCQmQhGxI2+zuL5vN7n6TDVvYLLtJaCFlCSSmhBBC6ARswBj33iSrWL2PNNLMaPrz+0Oy1xiDZVvSMzPv/bkuXVEZSzdWrFfvmfOcQ0TTiJ3QlMxynRa0egK8Nyc6BYvQGtTmCQAASlw2xUloMs0tSEdcAoe7h1VHISLSNF8oikA4hlwnO6FThTvNzCI0EdE0Yic0JbNcpwVSAnXshiZ6HxahNeh4EbqYReiUUphpRbrViIOdLEITEanUO16szGEROmXkOs3o84UQi0vVUYiINIGd0JTMCjPGTp0f4M4movcxqA5A0691vAi9tcmDfe38oZgqdEJgdoET25s9CEVj3CRNRKRI7/BYETrXYcGxgYDiNDQZ8tKtiMUl+kZCyONODSKiKRWLS3hHI8hkJzQlqQybcbxBjPUWopOxE1qD2jyjsBr1sJpYpEw1cwqciMYl6rp57IeISJXekSAAdkKnkuPLnLu8o4qTEBGlvuHRCKQEMtgJTUlKCIF5henYz05oovdhEVqDWj0BZNr5rHIqKsuyw242cCQHEZFCPcPHi9DsmE0V7jQzDDqBbm9QdRQiopQ3GAgDAGdCU1KbU+hEXfcIwtG46ihECYNFaA1qGwzAxWeVU5JOCMzOd6KuZwSRGC92REQqdA4FkWY2wGnhzXOq0OsEcp0WdA2zCE1ENNWGRiMAwJnQlNTmFqQjEpOo53JCohNYhNaYeFyi3TOKTDsv6KlqboET4WgcDb0+1VGIiDSpyzt6YnwDpY68dAu6hkYhJZcTEhFNpSF2QlMKmFeYDoDLCYlOxiK0xvSMBBGOxeFiETpllWfbYTHqeLEjIlKkyxtE/vhWdEod+ekW+MMxjISiqqMQEaW0QT87oSn5lbhscJgNOMDlhEQnsAitMW2esYU6HMeRugw6HWblOXG4exjROEdyEBFNt86hIArYCZ1y8sa/p5wLTUQ0tY7PhGYRmpKZTicwp9CJ/R3c10R0HIvQGtPqCQAAx3GkuDkFTgQjcbQMBFRHISLSlFA0hn5fCPnp7IRONfnOse9pF4vQRERTyuMPw6ATcFoNqqMQnZe5Bek43DXMfU1E41iE1pg2TwBCcL5WqqvMSYNeCNR3cwkCEdF0Ot4lm5/BTuhUYzXpkWE1oss7qjoKEVFKG/CF4bKbIIRQHYXovMwtTEc4GkdjH/c1EQEsQmtOmyeAgnQrDDp+61OZ2aBHuduOOm7iJSKaVp1DY0XoAnZCp6T8dAs7oYmIptiAP4SsNLPqGETnbe74csL97ZwLTQSwCK05rZ4AijJ5Y6wFM/Ic6B0JYdAfVh2FiEgzjnfJshM6NeWlW9E/EkIwElMdhYgoZfX7wnCncXwkJb9ytx02kx4HOzkXmghgEVpz2gYDKHHZVMegaVCT6wAAdkMTEU2j412y7IROTfnpFkgA9by2EhFNGY9/bBwHUbLT6wTmFDixv4Od0EQAi9CaEozE0DMcQjGL0JrgTjPBZTfxRpmIaBp1Do0iw2aE1aRXHYWmQH76WIf74S52NBERTZUBXwhZdo7joNQwpyAdhzqHEYtL1VGIlGMRWkPaB8eOCLMTWhuEEJiR60Bjn4/beImIpkmXN4h8dkGnrEy7CSaDDoe7+AQvEdFUCEZi8IdjyOI4DkoRcwvTMRqJobmfywmJWITWkDZPAADYCa0hNbkORGISzf1+1VGIiDShc2gUBemcB52qdEIgz2nBIc52JCKaEgPj+2w4E5pSxbzjywk5koOIRWgtaT1RhGaHllZUZNth1AvOhSYimiZd3iCXEqa4/HQLDncPQ0oeqyUimmwDvhAAwMVxHJQiKrPtsBh1ONDBJ7CJWITWkDZPABajDtlpvKBrhVGvQ4U7DfXdLEITEU21QDgK72iE4zhSXF66BSPB6IkxZ0RENHkGfGOd0BzHQanCoNdhVr4TB9gJTcQitJa0egIozrRBCKE6Ck2jmjwHBvxhjuQgIppinUNBAEABO6FT2vEnGbickIho8vWPd0K72QlNKWR+YTr2d3gR5a4m0jgWoTWk1RPgUkINmpHrAABsONKrOAkRUWrr8o51xrITOrXlOS0QAlxOSEQ0BTx+dkJT6llW7kIgHMMB7pQgjWMRWiOklGgfHOVSQg1y2U3IdpixoY5FaCKiqdR1vBOaReiUZjLoUO62Y3/HkOooREQpZ8Afhtmgg82kVx2FaNIsL3cBALY1DyhOQqQWi9AaMRiIwBeKsgitUTW5Dmxt8sAfiqqOQkSUsjrHO6Fz03mEONUtLsnErtYhLickIppk/b4Q3GlmjpCklJLjsKDCbcfWJo/qKERKsQitEW2eAABwHIdGzch1IByL471GPvNKRDRVuoaCcKeZYTaweyvVLSnNhIf7FoiIJt2AL8xRHJSSlpe7sO2YB7E4n8Am7WIRWiNax4vQxS4eEdaisiwbbCY9NtZzJAcR0VTp9I6ikEsJNWFpaSYAYGfLoOIkRESpxeMPI8vOIjSlntoKF0aCURzp5lxo0i4WoTXiRBE6k53QWmTQ67Cq0o2NdX08OkxENEW6vEEuJdSIyuw0OC0GFqGJiCbZgC8El51jrSj1LC/PAgBsa+ZIDtIuFqE1on0wAHeaCXazQXUUUmTtzGy0D46isc+nOgoRUcqRUqJraBT57ITWBJ1OYElpJovQRESTSEqJfn8Ybo7joBRUmGFFUaaVc6FJ01iE1ohj/QEuJdS4i2tyAAAb6/oUJyEiSj3DwSj84RgK2AmtGUtKM3G014ehQFh1FCKilOALRRGOxjkTmlLW8bnQPJ1MWsW2WI1o6PPh4hnZqmPQuPVbW6f9axZmWFGdk4aNdX2484KKaf/6RESprMs7CgDshNaQJaUuAMDu1iGsnZmjOA0RUfLz+Mee1MviOA5KUSvKs/Dsrg409PpQnetQHYdo2sjnafIAACAASURBVLETWgO8gQj6RkKoyklTHYUUu7gmG9uaPfCHoqqjEBGllK6hIABwJrSGLChOh14nsKOFx2qJiCZDv2+sCO1iJzSlqOXlY09gb+VcaNIoFqE1oKFvBABQncsitNatrclBOBbH5sYB1VGIiFJK53gndAE7oTXDZjJgToGTc6GJiCbJgC8EAHCzE5pSVGmWDblOM4vQpFksQmvA0Z6xRXRV2TzuoXVLy1ywm/TYWNerOgoRUUrpGgpCrxPIcbAIrSWLSzKxp20IkVhcdRQioqR3YhwHO6EpRQkhsLw8C9uaBzgXmjSJRWgNaOj1wWLUoTCTR4S1zmTQYVWVGxvr+njRIyKaRJ3eUeQ6zNDrhOooNI2WlmUiGInjcNew6ihERElvYLwI7bKzCE2pq7bchZ7hEFoGAqqjEE07FqE14GivDxXuNN4YE4CxkRwdQ6No6PWpjkJElDK6hoLIz+CTvVqzpDQTALDjGEdyEBGdr35fCGlmAyxGveooRFOmdnwu9DaO5CANYhFaA8Y2r3IeNI25uCYbALCxrk9xEiKaTkKIK4QQdUKIBiHEd0/z8YuFEF4hxJ7xl39SkTNZdXlHkZ/OURxak59uRWGGFTtbWYQmIjpfA74wR3FQyqvKSUOW3YT3mrinibSHRegU5w9F0TE0iqpsFqFpTEGGFTW5DvzlcI/qKEQ0TYQQegAPALgSwGwAtwghZp/moe9IKReOv/xwWkMmMSklurxBFLATWpMWl2Zi57FBjrkiIjpPHn8YWRzFQSlOCIGLZmTjzSO93ClBmsMidIpr7BsbucBOaDrZx+fkYvsxz4nlH0SU8pYDaJBSNkkpwwCeBHCd4kwpw+MPIxSNsxNao5aWZqJ7OIhOb1B1FCKipNbvCyErzaw6BtGUu3xuHryjEWxt4kgO0hYWoVPc8bm/VTksQtP/+fjsPMQl2A1NpB2FANpOert9/H2nWimE2CuEeFkIMWd6oiW/zqGx4mN+Ojuhtej/5kLzRpKI6HwMsBOaNOKiGdmwGvV45WCX6ihE04pF6BR3tNcHg06gNMuuOgolkLmFThRmWPHawW7VUYhoepxuM+2pswN2ASiVUi4A8DMAz532EwnxZSHEDiHEjr4+zpYHgBaPHwBQ4rIpTkIqzMp3IsNmxFv1/PdARHSu4nE5No6DM6FJAyxGPdbOzMarB3sQj3OcF2kHi9AprqHXhzK3HUY9v9X0f4QQ+NjsXLx9tB/+UFR1HCKaeu0Aik96uwhA58kPkFIOSyl946+/BMAohHCf+omklI9IKZdKKZdmZ2dPZeak0TIQAACUZLEIrUV6ncDFM7Kxsa4PMd5IEhGdk+FgBLG4RJad4zhIGy6fk4e+kRB2cbkxaQgrkymuodeHao7ioNO4fE4ewtE43mbnFpEWbAdQLYQoF0KYANwM4PmTHyCEyBNCiPHXl2PsdwSu7Z6A1oEA3GkmpJkNqqOQImtn5sDjD2Nv+5DqKERESanfN7arhp3QpBWXzMyBSa/DKwd4Opm0g0XoFBaKxtAy4Oc8aDqtZWWZyLQZ8SpHchClPCllFMDdAF4FcBjA01LKg0KIu4QQd40/7JMADggh9gL4KYCbpZRs65yAFo+fozg07qIZ2dDrBN483Ks6ChFRUhrwhQCAndCkGQ6LEWuq3Xj5QDf4KzdpBYvQKay534+45FJCOj2DXofLZuXijSO9CEfjquMQ0RSTUr4kpZwhpayUUt4z/r6HpZQPj79+v5RyjpRygZRyhZRys9rEyaN1IMDdCxqXYTNhSUkm3jzCIjQR0bkY8LMTmrTnirl56BgaxcHOYdVRiKYFi9AprKHXB4BFaPpwH5+Th5FgFFuaeOKeiOhchKIxdA0H2QlNWDszB4e6htHlHVUdhYgo6bAITVp02axc6HWCIzlIM1iETmFHe3wQAqjMZhGaTu+CajdsJj1HchARnaM2zyikBEq5lFDzLp2VAwDYcIS7FoiIztbxcRwuG4vQpB0uuwm15S68wvtx0ggWoVNYQ58PJS4bLEa96iiUoCxGPS6akY3XD/UgHuccKiKis9Xq8QNgEZqA6pw0FGZY8eaRHtVRiIiSzoAvjAybEQY9SxSkLVfOzUNDrw8NvSOqoxBNOf6ET2ENPT5UsQuazuDyOXnoHQlhT/uQ6ihEREmnZSAAAChxcSa01gkhcOmsHLzbMIBgJKY6DhFRUvH4w8iyswuatOfjc/IgBPDsrg7VUYimHIvQKSoai6O534+qXBah6aOtnZkDk0GHP+3mRY+I6Gy1DARgM+nh5gxLwtg1dTQSw3vctUBEdFb6fSFkpZlVxyCadrlOCz4+Oxfrt7ViNMwnsSm1sQidolo9AYRjcXZC0xmlW424Yk4e/ri7g51bRERnqdUTQInLBiGE6iiUAFZWZMFq1GPDkV7VUYiIksoAO6FJw+5YU4GhQATP7m5XHYVoShlUB6Cp0dDrAwBU5zoUJ6FkcPOyYjy/txOvHOjG9YsKVcchIkoK67e2Yn+7F9kOM9ZvbVUdhxKAxajH6qosvHG4Fz+4VvLJCSKiCRrwhbCiwqU6BpESy8oyMa8wHb/a1IxblpVAp+PvD5Sa2Amdoo6OF6Erszmjks5sRUUWSrNseHI7iyhERBMVlxKDAXZu0ftdMjMXHUOjONQ1rDoKEVFSiMbiGBqNIMvOcRykTUII3HlBOZr6/Hirvk91HKIpwyJ0itrXPoSyLBscFqPqKJQEdDqBTy8txpYmD5r7/arjEBElheHRCKJxCRfnQdNJrpibB6NecMEQEZ0TIcQVQog6IUSDEOK7p/n4xUIIrxBiz/jLP6nIOZkGAxFICe5XIE27al4+8pwW/HJTk+ooRFOG4zhS1L52L5aV8TgTTdwnlxThvtfr8dT2Nnz3ypmq4xARJTyPPwwAcLETmk7isptw6cxcPLe7A2VZdujPcKR2XW3JNCUjokQnhNADeADAxwC0A9guhHheSnnolIe+I6W8ZtoDTpEBfwgA4GInNGmYUa/DbavK8B+vHMHhrmHMyneqjkQ06ViETkG9I0F0eYOYX5SuOgolkVynBWtrcvDMznZ85+MzYNTzoAQR0Uc5XoTm8WE61aeWFuGVg92o6x7G7AL+PkZEE7YcQIOUsgkAhBBPArgOwKlF6JTSOzxWhM528HpKqeNc9oWY9DoY9QL/8McDePavVk1BKiK1WGVKQfvbvQCA+UUZipNQsrlleTH6fSG8eaRXdRQiooQ34A9DJ4B0K0df0ftdNCMb2Q4zdrYMqo5CRMmlEEDbSW+3j7/vVCuFEHuFEC8LIeac7hMJIb4shNghhNjR15fYM2a7vUEAQH66RXESIrWsJj0Wl2Rib/vQiX8XRKmERegUtLfdC50A5hby+AadnYtmZCPXacZT29vO/GAiIo3z+MPIsJnOOG6BtMeg1+HGRYWo6xnBSDCiOg4RJY/TXVDkKW/vAlAqpVwA4GcAnjvdJ5JSPiKlXCqlXJqdnT3JMSdX9/BYsS3HyU5ooguqsyEA/MuLKX0AgjSKRegUtK99CNU5DthMnLZCZ8eg1+FTS4qxsa4XbZ6A6jhERAnN4w8ji/Og6UN8amkR4hLY0zakOgoRJY92AMUnvV0EoPPkB0gph6WUvvHXXwJgFEK4py/i5OvyBuFOM8Fs0KuOQqScy27CRTXZeHFfF96uT+xTDERni0XoFCOlxL52L+dB0zm7dUUJDHod/vv1etVRiIgS2oA/xKWE9KGqchwozrRiV+sgpDy1kZGI6LS2A6gWQpQLIUwAbgbw/MkPEELkCSHE+OvLMXZPPzDtSSdRt3cUuU6O4iA67qLqbFS47finPx1AMBJTHYdo0rAInWLaB0fh8YdZhKZzlp9uxe2ry/HHPR042OlVHYeIKCENBcIIRuIsQtNHWlyaiZ7hEDqGRlVHIaIkIKWMArgbwKsADgN4Wkp5UAhxlxDirvGHfRLAASHEXgA/BXCzTPJnurqHQ5wHTXQSg16Hf7l+Lo4NBPDQxkbVcYgmDYvQKWZ/B5cS0vn76sWVSLca8e8vH1EdhYgoIbUMjI0s4jgO+ijzCzNg0AkuKCSiCZNSviSlnCGlrJRS3jP+voellA+Pv36/lHKOlHKBlHKFlHKz2sTnr9s7ijwWoYneZ3WVG9cuKMBDGxvR3O9XHYdoUnBocIrZ2z4Eo15gZr5DdRRKYulWI+5eW4UfvXgY7xztwwXVH1xmsn5r6xk/z7rakqmIR0SkXMv43HyXnUuU6MNZTXrMLnBib/sQrpybD5OB/R9ERCcLRmIYDESQx3EcRB/w/WtmYcORXnz/uf14/PZa6LgMm5IcfxNOMfvavJiV7+RSBzpvn1tZiqJMK/7tpSOIx5P6hB8R0aRrHRjrSOE4DjqTlRVZCEbi2NXKbmgiolP1DAcBAHnpVsVJiBJPjsOC7141E+82DOChtziWg5LfhDqhhRBXAPgJAD2AX0op//2Uj4vxj18FIADgC1LKXeMfOwZgBEAMQFRKuXTS0tP7xOMSBzq8uG5RgeoolALMBj3+9vIafPPJPfjT3g7csKhIdSQiooTRMhCAw2xgZyudUYnLhqJMKzY39mN5uQs6wS4mIqLjurxjRWjOhCZ6vxMnjyWwoCgdP361Dv0jIVTnTuzUO08lUyI6452TEEIP4AEAVwKYDeAWIcTsUx52JYDq8ZcvA3jolI+vlVIuZAF6ajUP+DESimJ+IedB0+T4xPwCzC104t5X6uDxh1XHISJKGC2eALugaUKEEFhd6Ua/L4z6nhHVcYiIEkr3eBE6l+M4iE5LCIEbFhUhx2nGUzvaMBjgfTklr4m07ywH0CClbJJShgE8CeC6Ux5zHYDH5JgtADKEEPmTnJXOYF/7EABgfnG64iSUKnQ6gXuun4cBfxhf/e1OhKNx1ZGIiBJC6wCL0DRxcwvT4bQY8G5Dv+ooREQJ5XgnNBcTEn04k0GHW2tLEYtLrN/aikiM9+WUnCZShC4E0HbS2+3j75voYySA14QQO4UQXz7XoHRme9u8sBr1qMpOUx2FUsiC4gzce9N8bG324J+fPwgpOR+aiLTNF4qiezgIt4NLCWli9DqBlRVZaOzzn+j6IyKisZnQDosBaeYJTQol0ix3mhmfWlKMjqFR/HlvJ+/LKSlN5Cf96QbXnfr/9o96zGopZacQIgfA60KII1LKtz/wRcYK1F8GgJISzq45F/vahzC30Imnd7SrjkIJ6MRMqTM43eyo6xcVor5nBA9ubMTMPAduW1U2yemIiJLH0fGRCrkOdm3RxC0rd+HNul6829iPmxZzzwIREQB0eUc5D5pogmYXOHFxTTY21vUhL92CVZVu1ZGIzspEOqHbARSf9HYRgM6JPkZKefx/ewH8EWPjPT5ASvmIlHKplHJpdnb2xNLTCZFYHAc7hzG/iPOgaWr8zcdrcNmsXPzwhUN4u75PdRwiImWOz/XNdbITmibOZjJgcUkm9rYNwReKqo5DRJQQur1BzoMmOguXzcrFrHwnXtzXhaO93DVByWUiRejtAKqFEOVCCBOAmwE8f8pjngfweTFmBQCvlLJLCGEXQjgAQAhhB/BxAAcmMT+Nq+8ZQSgax/wizoOmqaHTCfzPzQtRnZOGO3+zA3vaBlVHIiJSor7HB4tRh0zOhKaztKrSjWhcYmvTgOooREQJoXs4yE5oorOgEwKfXjK2qPCJba3oHwmpjkQ0YWcsQkspowDuBvAqgMMAnpZSHhRC3CWEuGv8YS8BaALQAOAXAP5q/P25ADYJIfYC2AbgRSnlK5P830AAtjR5AABLy1yKk1AqSzMb8MSXVmBRSQae3tGO1w/1IM5ZVESkMfU9I6jOcUAnTjeNjOjDZTvMqMl1YEuzh0uFiEjzIrE4ekdCyEu3qo5ClFTMRj0+t6IMOiHw2JYWjIZjqiMRTchEOqEhpXxJSjlDSlkppbxn/H0PSykfHn9dSim/Nv7xeVLKHePvb5JSLhh/mXP8z9Lk23S0DxVuOwozeAGnqZVpN+HxO2qxpDQTG+p68eT2NoSjvJEmIu2o7xlBdS6XANO5WVPthj8Uxd62IdVRiIiU6hsJQUogj+M4iM6ay27CrbWl8PhD+MOudi4qpKQwoSI0JbZwNI6tzR6sruJQepoeJoMONy4qxJVz83Cww4ufv92IAR+PARFR6hsKhNEzHEJNrkN1FEpSFW478tMt2NTQzxtGItK07uEgAHAcB9E5KnfbccXcfBzqGsaWZo/qOERnxCJ0CtjTNoRAOMYiNE0rIQQuqM7G51eWYSgQwf0bGnCo06s6FhHRlKrv8QEAZuSxCE3nRgiBNVVu9I6EcLTXpzoOEZEy3d6xInQei9BE52x1ZRZqch14aX8XOodGVcch+kgsQqeATUf7oBPAysos1VFIg2ryHLj7kiq408z47dZWvLy/C7E4O7uIKDXV94xtIZ/BTmg6D/OK0uGwGLCpoV91FCIiZbqOF6E5joPonAkhcNOSIthNeo7KpITHInQK2NTQj/lFGUi3GlVHIY3KtJnwlQsrUFvuwjsN/Vi/tYULl4goJdX3jCDNbEABu7boPBh0OqysyEJDrw9HuodVxyEiUqJnOAizQYcMG+9jic5HmtmATy8txoAvhD/v7VQdh+hDGVQHoPMzHIxgb7sXX72oUnUU0jiDXofrFhYix2HGC/u68Ot3mxGNSVhN+jP+2XW1JdOQkIjo/NV1j2BGbhqEEKqjUJJbXu7Chrpe/PKdZvz4UwtUxyEimnZd3iDy0y28phJNgorsNKydmYM3j/RiZj5P7FFiYid0ktvSOIBYXGJNNedBU2JYWenGZ5YVo31wFI+80wjvaER1JCKiSSGlRH3PCEdx0KSwmQxYUpqJP+3pQO/4ci4iIi3p9o4il6M4iCbN2poc5Kdb8MK+LvhCUdVxiD6ARegk925DP6xGPRaVZKiOQnTC/KIMfGHV2MLCn7/ViKFAWHUkIqLz1u8LYzAQYRGaJs3qSjeicYnHt7SojkJENO2Od0IT0eTQ6wSuW1iI4dEI/uf1etVxiD6A4ziS3KaGfiwvd8FsOPPIA6KJWL+1dVI+T2V2Gu5cU4FfbmrCo5uP4csXVsBm4o8cIkpeR8eXEtbksQhNkyMrzYxLZ+Zg/dZW3H1JFX+fIyLNiMcleodDyEu3qo5ClFJKXDYsK3Phfzcfw42LizC7wKk6EtEJ7IROYl3eUTT2+XEBR3FQgirMtOJzK0ox4A/jsfdauKmXiJJa3XgRujo3TXESSiVfWFWOAX8YL+ztUh2FiGjaeAJhhGNx5DnNqqMQpZzL5+Qhw2rE95/bj3hcqo5DdAKL0Els09F+AMDqKhahKXFVZKfhM0uL0eYJ4IltrYjxIkhESaq+ZwSZNiOy03jDTJNndVUWqnLS8OjmY5CS10gi0oZu79gsfHZCE00+q0mP7101C7tah/DUjjbVcYhOYBE6ib3b0A93mgk1nE1JCW5uYTquXViAup4RPLengzfZRJSU6nt8mJHrgBBCdRRKIUII3LaqDPs7vNjVOqQ6DhHRtDhehOZMaKKpcePiQtSWu/DvLx/hjiZKGBzQmqTicYlNDQNYXeWGTsebYUp8teVZGB6NYENdH/KcFnbwE1FSkVKivnsE1y8qVB2FUsz6ra2IxuKwGHX4wZ8P4uZlJR94zLraD76PiCiZdQ0f74RmEZpoKggh8IPr5uDKn7yDh99qwnevnKk6EhE7oZPV7rZB9PtCuLgmW3UUogm7dFYuZuc78fKBLjT0+lTHISKasC5vECOhKGZwKSFNAbNBj6WlLhzo8MI7GlEdh4hoynV7R6HXCbg54opoyszMc+L6hYX433ebT5w+IFKJRegk9ee9XTAZdLhsVq7qKEQTphMCn1pSBHeaGU9sa4XHz2NBRJQc6seXEnIEFk2VFRVZkBLY1jygOgoR0ZTr9oaQ6zBDz1O9RFPq25fNQFxK/PTNo6qjEHEcRzKKxyVe2t+Fi2dkw2Exqo5DdFbMRj0+t6IUD25sxONbjuGuiypVRyIiOqPjRegZuWmKk1AiWL+1ddI/p8tuQk2eA9uaPVhbkwODnr0iRJS6uodHOYqDaBqUZNmwbnkJfru1FV+6oALlbrvqSKRh/O02CW0/5kHvSAjXLChQHYXonGSlmXHz8mL0DofwzM52LiokooRX3+NDjsOMDJtJdRRKYasq3fCHY9jX7lUdhYhoSnV5gyxCE02Tuy+phtmgw32v16uOQhrHInQSenF/FyxGHS6dmaM6CtE5q85x4Mq5eTjYOYwHNjSojkNE9JEOdg6jhvOgaYpVZtuR4zBjc2M/n6AlopQlpUS3N4hcJ4vQRNMh22HGHWvK8ee9nTjQwSe6SR0WoZNMLC7x0v5uXDIzB3Yzp6lQcltd5cbC4gz81+v1eONwj+o4RESn5Q9FUdc9jEXFGaqjUIoTQmBlZRY6vUEcGwiojkNENCX6fCEEwjGUuGyqoxBpxpcurECGzYgfv1anOgppGIvQSWZr0wD6fSFcM5+jOCj5CSFww6JCzClw4ltP7kFjn091JCKiD9jf4UVcAotKMlVHIQ1YVJwJq1GPzY39qqMQEU2Jpj4/AKAim3sWiKaL02LEVy6sxMa6PuxpG1IdhzSKrbQJ4GyW2zy3uwMmvQ69w6EpWYpDNN2Meh1+/rmluPZnm/Clx3bgua+thpMLN4kogRz/RX0BO6FpGpgMOiwry8Q7R/sxGAgjk3PIiSjFNPePF6G5II1oWn1uZSl+/nYj7n/zKH552zLVcUiD2AmdRGJxiQOdXszMd8Bk4LeOUkdhhhUP3LoYrQMB3L1+N6KxuOpIREQn7GkdQmmWDS47i4E0PVZUZEGIsRNwRESppqnPB7NBh8IMq+ooRJqSZjbgjtXl+MvhXs6GJiXYCZ1Emvp9CIRjmFeYrjoK0aRbUZGFe26Yi//vD/vxz88fxI+unwshxImPT7Tzf11tyVRFJCKN2t02iJUVWapjkIZk2EyYne/E9mODuGRmruo4RESTqqnPj3K3HTqdOPODiWhS3ba6DI+804T732zAw59bojoOaQzbaZPI/nYvzAYdZuQ6VEchmhKfWVaCuy6qxO+2tuJXm5pVxyEiQpd3FD3DISzkKA6aZqsq3RiNxLC7bVB1FCKiSdXU70dFNkdxEKngtBjxxdXleOVgN450D6uOQxrDInSSCEVj2N/hxZwCJ4x6ftsodf3d5TW4al4e7nnpMF492K06DhFp3J7WsXnQC7mUkKZZaZYNBRkWbG4cQDwuVcchIpoU4WgcrZ4AKtxcSkikyu2ry5BmNuD+NxtURyGNYTUzSexr8yIUjWNZmUt1FKIppdMJ3PfphZhflIFvPrkbO1vYAUZE6uxpG4JJr8OsfJ5CouklhMCaKjf6RkJ47VCP6jhERJOi1RNALC5RzqWERMpk2Ez4/MpSvLi/Cw29I6rjkIawCJ0kth4bQJ7TghKXTXUUoilnMerxy88vRZ7Tgtsf3Y76Hl4YiUiN3a1DmFPohNmgVx2FNGheYQay7Cb89I2jkJLd0ESU/Jr7/QDAcRxEit15QQWsRj27oWlasQidBNoHA+gcCmJ5uet9i9qIUlm2w4zH76iF2aDD5361FYP+sOpIRKQx0Vgc+zu8nAdNyuh1Amtn5uBQ1zBeZzc0EaWApj4fAKAim+M4iFRy2U347IpSPL+3E8fGnxwimmosQieBbc0eGPWCN8GkOcUuGx6/oxaj4Rh+/W4zfKGo6khEpCF1PSMYjcR4/SWlFhRloDTLhp+wG5qIUkBTnx/uNBPSrUbVUYg0784LymHU6/DgRnZD0/RgETrBjYZj2Ns+hAVFGbAYeRSYtKcmz4H//eIyDAcjePTdZgQjMdWRiEgD1m9txSNvNwEA2jyjWL+19QMvRNNBrxP42toqHOwcxhuHe1XHISI6L039Pi4lJEoQOQ4Lbllegmd3daDNE1AdhzSARegEt6dtEJGYRG15luooRMosKXXh1tpS9AyH8Jv3jiEcjauOREQa0O4Zhd2kR6aN3Vqk1g2LClHssuKnb7IbmoiSW1Ofn/OgiRLIVy6qgE4IPPxWo+oopAEsQicwKSW2HfOgMMOKwkyr6jhESs3IdeDTy4rROhDA77a2IBpjIZqIplbrYADFLhv3MZByRr0Od6+twr52LzbW9amOQ0R0TryBCAb8YRahiRJIfroVn1xahN/vaEe3N6g6DqU4FqETWKsngJ7hEJaXu1RHIUoI8wrTccOiQhzt9eGpHW2IxdkNRkRTIxiJoX8khKJMm+ooRACAGxcXoSjTintfrUOET8QSURJq6h9bSljOcRxECeWrF1UiJiW7oWnKsQidwN5rGoDZoMP8onTVUYgSxtIyF66el4+DncN4bk8HjyUT0ZRoHxyFBFDiYhGaEoNRr8P3r56Fw13DJ+aVExElk6Y+PwCwE5oowRS7bLhhUSGe2NaK3hF2Q9PUMagOQKc3GAjjQIcXqyvdMBu4kJDoZKur3BiNxPDmkV44zAZ8fE6e6khElGJaPX4IAEUch0UJ5Iq5+bh6fj5+8pej+NjsXMzIdaiOREQ0YU39Phh0gk/wEk2Ds12iXeKyIRyN49tP7sHV8wsAAOtqS6YiGmkYO6ET1OaGfgDAykouJCQ6nUtn5mBZmQsb6/uwubFfdRwiSjFHe30oyLDCYuQTwZRYfnDtHKRZDPjbZ/ZxLBURJZWmPj9KXDYY9SxDECUad5oZi0sysbXZA+9oRHUcSlH86Z+ARsMxbG8ZxPyiDGTYTKrjECUkIQSuXVCAWflOvLivC/vah1RHIqIUMRyMoM0TQHUuZ1ZS4nGnmfH/rp2DvW1D+NUmjuUgouTR1OfnKA6iBHbJzBxICWw40qs6CqUoFqET0PZjHoSjcaypcquOQpTQ9DqBm5cVoyTLht/vbD+x7ISI6HxsbhhAXALVORx1QInpE/PzDedchAAAIABJREFU8bHZufiv1+rR1MdrHxElvlhconnAj4psPsFLlKgy7SYsLcvEjhYPPP6w6jiUgliETjDReBybG/tRkW1HQQbnUBKdiVGvw+dXlMFlN+F3W1rR3O9XHYmIktxb9X0wG3ScWUkJSwiBe66fC4tRjy8+uh3dXi4RIqLE1jk0inA0jgo3O6GJEtnamhzohMCbR3pUR6EUxCJ0gtnf7sVwMIoL2AVNNGFWkx63rSyDEMAdj27HUIDP2hLRuZFS4u36PlRmp0GvE6rjEH2oHKcFj35xGQZ8Ydzyiy3oGWYhmogSV9N4o0g5i9BECc1pNWJFRRZ2tw6hoXdEdRxKMSxCJxApJTY19CPHYUY1t50TnRWX3YTP1paifXAUX/3tLkRicdWRiCgJNfX70TE0ynnQlBQWlWTiN7cvR+9wELc8sgW9LEQTUYI6PjqI4ziIEt+FM7JhNOjw3385qjoKpRgWoRNIY58fXd4g1lS5oRPsviI6W2VuO/7txnl4r2kA//jcAUgpVUcioiTzdn0fAGAG50FTklhSOlaI7h4O4uZfbEGbJ6A6EhHRBzT1+eGwGOBOM6mOQkRnkGY2YHVlFl7c14W9bUOq41AKMagOQP9nQ10vnBYDFhRnqI5ClLRuWlKEpn4fHtjQiJo8B764ulx1JCJKIm/X96HCbUemnTfJlDyWlrnw2dpS/Oa9Y7j0vrdw9dx8LC3LhDiHpoZ1tSWTH5CINK+h14eK7LRz+rlERNPvgups7O8Yxg9fOIRn7lrJf7s0KdgJnSBaBvxo7vfjgupsGPX8thCdj+98rAYfm52LH714GO829KuOQ0RJIhiJ4b2mAVw4I1t1FKKzVua245uXVqMo04o/7unAY++1YDgYUR2LiAjRWBx724ewsChddRQimiCLUY+/u7wGO1sG8fzeTtVxKEWw2pkgNtT1wmbSY1mZS3UUoqSn0wn892cWojLbjq+t34XWAR5NJqIz23FsEMFIHBfO4HJgSk4ZNhNuX12Oa+bno7HPh5/85Sh2tgxyPBURKXW4awSBcAxLea9LlFQ+uaQIcwud+PeXjyAQjqqOQymARegE0DE4ivoeH9ZUuWEy8FtCNBnSzAb84vNLISXwpcd2wB/iRZOIPtrbR/tg0uuwoiJLdRSic6YTAqsq3fj6JdXIcZrxh13t+NWmZvT7QqqjEZFGbT/mAQAsLctUnISIzoZOJ/DPn5iDLm8QP3+rSXUcSgGseCaAjfW9sBh500s02Uqz7Lh/3SIc7R3BXz+9B/E4O8GI6MO9Xd+HZeWZsJm4MoOSX7bDjC9dUIHrFxai0zuKn75xFG/X9yHOrmgimmY7WjwozLAiP92qOgoRnaVlZS5cMz8fD7/ViI6hUdVxKMmxCK1Yfc8IDnYOY2WFGxajXnUcopRzQXU2vnfVLLx6sAc/eeOo6jhElKB6hoM40j2CC6s5D5pSh04ILC934VuXzUBNngOvHOzGE9taEYrEVEcjIo2QUmL7sUEsYxc0UdL6+6tmAQD+7aXDipNQsmMRWrEHNzTApNdhdSW7oImmyh1ryvHJJUX4yRtH8dL+LtVxiCgBvTz+s+GSmTmKkxBNPqfFiHXLS3DVvHwc7hrGQ281cjwHEU2LVk8AfSMhzoMmSmKFGVb81cVVeGFfF9443KM6DiUxnjdVqLHPh+f3dmJ1pRs2M78VpF3rt7ZO+eeaX5iObc0efPPJ3TjUOYy/ubxm0r4mESW/Z3a1Y26hE9W5DtVRiKaEEAJrqtzIc1rw5PZWPLixAeuWl6IqJ011NCJKYTuODQIYO9JPRMnrqxdX4uUDXfjeH/fjtTIX0q1G1ZEoCbETWqH7Xq+HxajHBTN49Jdoqhn0OtxaWwKbyYDHt7Sgb4QdYEQ0pq57BAc6hnHT4iLVUYimXFVOGr52cRUyrCY89t4xNPf7VUciohS2o8UDp8WAaj7hRZTUTAYdfvypBej3hfGjFw6pjkNJikVoRQ50ePHivi7csaYcaeyCJpoWDosRn60tRSAcxVce34EgZ2ISEYA/7GqHQSdw7YIC1VGIpkWm3YTb15Qj0z5WiG7zBFRHIqIUtf3YIJaWuaDTCdVRiOg8zS1Mx10XVeD3O9uxsa5XdRxKQqx+KvJfr9Uh3WrEnRdU4MV9nFFLNF0KM6341JJiPLG9Fd98cjcevHUJ9PylmEizorE4/ri7A2tn5iArzaw6DtFpTebYquPSzAbcvrocj7zdiEc3H8OdF5QjP9066V+HiLTL4w+jodeHGxcXqo5CRJPkG5dW47WDPfj7Z/fjtW9fCIeFYzlo4tgJrcD2Yx5sqOvDXRdVco4OkQJzC9Px/atn49WDPfiXFw5BSqk6EhEp8k5DP/pGQhzFQZqUbjXijjUVMOoFfv3uMQxwWSERTaKdLZwHTZRqzAY9/vNTC9AzHMQP/syxHHR2WISeZlJK/Ocrdch2mHHbqlLVcYg064415bh9dTke3XwMv9rUrDoOESnyh53tyLQZccnMHNVRiJRwjY/mkFLisS0tGA5GVEciohSx45gHJr0O8wrTVUchokm0sDgDd6+twjM72/H0jjbVcSiJcBzHNHv7aD+2HfPgh9fNgc3Ev34ilb5/9Sx0D4/iRy8eRrbDjOsW8qggkZZ4AxG8dqgHtywrhsnA5+VJu3IcFqxbXoJfv9uMbz25B7/4/FKOqiKi87b9mAfzitJhMepVRyGic/BR48BynBZUZNvxvWf3o80TOO1Ir3W1JVMZj5IQ77imUSwuce8rR1CUacXNy/iPkUg1nU7gvk8vRG25C3/99F7OZyfSmBf2dyIcjeOmJRzFQVSRnYZr5hfgzSO9+M9X61THIaIkF4zEsL/Di6VlmaqjENEU0AmBzywthtWkx/qtrQhGYqojURJgEXoaPbGtFQc7h/F3V8xkxxVRgrAY9fj1F5ZhcUkGvvHkbrxygIVoIq34w852VOek8Zgw0bgVFVlYV1uCh99qxJ/2dKiOQ0RJbG/bECIxiWWlnAdNlKocFiNuXlaCwUAYz+5q564lOiPOg5gmHn8Y//lqHVZWZOET8/NVxyHSvFOPFl01Nx89wyH81e92Yd3yUswucPL4EFEK2906iF2tQ/jeVTMhBMcOEB33/z4xBw29PvzdM/tQmmXHwuIM1ZGIKAm91zQAAFhSyk5oolRW7rbj8jl5ePlAN96u78NFNdyzQh+O7bjT5N5XjsAfiuIH183hzS5RAjIb9fjCqjIUZljxxLZW7GsfUh2JiKbQj1+rQ5bdhFtruSSY6GQmgw4P3boY2Q4zvvTYDnR5R1VHIqIkE49LPLurA7XlLmTaTarjENEUW1PlxvyidLx6qAd72gZVx6EExiL0NNjTNoSndrThC6vKMCPXoToOEX0Ii1GPL6wqR7HLiie3t+EXbzfxSBFRCtrc0I93GwbwV2urYDfzUBjRqbLSzPjVbcsQCEXxpcd2IBCOqo5EREnkvaYBtHoCuGU5TxUSaYEQAp9cXIQKtx1/2NmBhl6f6kiUoHjnNcVicYl/+tMBuNPM+OZl1arjENEZWE16fHF1OX6/sx33vHQYHUOj+MdrZkOv4wkGolTwuy0tePitRqRbjTDoxEdu/SbSspo8B362bhHu+M0OfOfpvXhg3WLoeC0kogl4Ylsr0q1GXDE3T3UUIpomBr0Ot9aW4pF3GvG7rS348oUVqiNRAmIn9BQbO9bvxT9cNQsOi1F1HCKaAKNeh5uXFePONeV4dPMxfPW3OzESjKiORUST4Ej3CNoGR3FJTQ6Mev4aRPRRLpmZi3+4ahZePtCN+16vVx2HiJKAxx/Gawd7cOPiQliMetVxiGgaWU163LayDGaDDr/ZfAwtA37VkSjB8O5rCjX0juCeFw9jVWUWrltYoDoOEZ0FnRD4/jWz8U/XzMYbR3px7f3v4lDnsOpYRHQe4nGJ1w/1IMtuwmIuSiKakDvWlOPmZcW4f0MDHtjQoDoOESW4Z3e1IxyLcxQHkUZl2Ez4wupyROMSn/75exzNQe/DIvQUCUZiuHv9bthMevz3ZxZyGSFRkrp9TTme+NIKBMJRXP/gu3hiWyvnRBMlqRf2d6F7OIhLZ+VyxA7RBAkhcM8N83DDokL856t1+NkbR1VHIqIEJaXEE9tasbgkg7uQiDQsz2nBnRdUIBaXuPmR91DXPaI6EiUIzoSeIv/ywiEc6R7Bo19chlynRXUcIjoPy8tdePEbF+DbT+3B3z+7H+829OMH185BVppZdTQimqBBfxj/8fIR5DrNmF+UrjoOUcL6sDnpS0ozcazfj/96vR4SwDcu5a4TInq/HS2DaOzz495PzlcdhYgUy3Na8OSXV+LWX27BzY+8h8fvqMXcQv4OrnXshJ4CL+7rwu+2tuIrF1bg4poc1XGIaBK408z4zReX428vr8GrB7tx2X1v4Q8729kVTZQE4nGJbz+9B30jIdy0uAg6nk4iOms6IXDTkiIsLsnAfa/X419fOoxILK46FhElkCe2tsJhNuCa+fmqoxBRAqjKScPTX1kJm8mAWx7ZgjeP9KiORIqxCD3JjvX78d1n92FhcQb+5vIa1XGIaBLpdAJfW1uFl75xASqy0/Cd3+/F53+9Dc39XLhAlMge2NCAjXV9+MdPzEZRpk11HKKkpRMCNy4uwmdXlOCRt5tw00Ob0dTHWY9EBHhHI3hxfxeuXVgAm4kHroloTGmWHb+/ayVKsmy44zc78ODGBjZyaRiL0JOodSCAdb/YAoNO4Ge3LIJRz79eolRUnevA77+yEv9y3Rzsbh3Cx+57C99/bj96R4KqoxHRKTYd7cd9f6nH9QsL8NlaLkkiOl86IfCj6+fhoVsXo2UggKt/ugnrt3JfApHW/euLhxGOxXFrbanqKESUYAoyrHjmrlW4el4+7n2lDt98cg9GwzHVsUgBPkU5Sdo8Adzyiy0IRGL43Z21KHaNdVp92Fw9Ikp8Z/r3q9fp8PVLqtAxNIr1W1vxh50duGNNOW5fUw6X3TRNKc/fRH9OrWMBj5JMtzeIbz65G1XZafjXG+dxSTDRJLpyXj4WlWTib36/F9/7436s39aCO9dU4Or5+WzEINKYP+/txFM72vC1tZWYXeBUHYeIEpDVpMfPblmEWflO/Pi1OhzpHsaPP7UA84syVEejacTfECdBmyeAmx/ZAl8oit/eUYs5BRy2TqQVDosRP7xuLv7y1xfhstm5uH9DA1b+2xv4+2f3o6GXW4CJVGns8+Ezj7yH0UgMD312CY8GE02BvHQLHrt9Oe69aT4C4Ri+9dQeXHjvBjy0sRGNfT52RxNpQJsngO89ux+LSzLwrctmqI5DRAlMiLHxlv/7hWXwjkZww4Obce8rRxCKsitaK3hHdp72tQ/hq7/dBV8oit/dyW2fRFpV5rbjZ7cswtcvqcL/vtuMZ3e144ltrbig2o0bFhXiY7Nz4bAYlWSLxOLo9gbh8Yfh8YfR7wshFI1DrxPQC4FdrYOwmwzIsBmRYTXCbNQryUk0Wd5rHMBdv90Jg07g8TtqUZWTpjoSUUo53Qma21eXo75nBJuO9uM/XjmC/3jlCPLTLVhd5UZtuQs1eQ5UZqfBbjZ85Oc5nek8iTORTDwZRDQmEovj60/sBgTwk5s5jpKIJubimhy89u2LcM+Lh/Dgxka8dqgHP7x2DlZVuVVHoynGIvQ5isTiuP/NBty/oQE5DjN+ewcL0ERadeoN67zCDJS707D9mAfbj3nwztF+GHQCH5udiyvm5mFFRRZynZZJ/ZoAMBqOoWc4iJ6RIHpHQhjwhdDvC2MoEEb8LJrRrEY98jMsKMqwoSjTimKXDelWNQV0orP1zM52/P2z+1CaZcevb1uGkiwuIiSaDjohMDPPiZl5Tgz4QnClmfBuQz9eP9SDZ3a2n3hcQboFpVl25GdY4PGFkW4zIt1ihNM69mIz6aHj6ByipHDf6/XY0zaEB9YtPjGOkohoItKtRtz7yQW4al4+/uGPB7Dul1uxsiILf3P5DCwpdamOR1OERehzUN8zgu88vRf7O7y4cXEh/vkTc1igIaL3STMbsLYmBxfPyEabJ4C9HV7saBnEywe6AQDlbjtqy12YU5iOCrcdZW478p0W6HQffuMtpYR3NILOoSCOdA9jwBdGny+E/pEQ+nwhjASjJx5r0uvgTjOhMMOK+UXpcNlMsJsNYy8mPYwGHaQE4lIiHpfwhaIYGo3AG4jA4w+jY2gU7zb0IzZ+lDrLbsKBTi9WV7qxosKFrDTz1P4FEp2lpj4ffvxaHV7a343VVVl48NYlvDYTKZKVZsa62hLcWluKWFyiud+Phl4fGvt8aOj1odUTwJbGAXQPBz/wJKleJ5BhNSLDZkSmzYQMmwl2sx5lWXaUZtmQYUuenQtEqco7GsEP/nwQz+7qwC3Li3H1/HzVkYgoSV1ck4M3vnMR1m9txYMbG3HTQ+/hohnZuG1VKS6szoaBJyxSyoSK0EKIKwD8BIAewC+llP9+ysfF+MevAhAA8AUp5a6J/NlkIaXEpoZ+/GbzMbxxpBeZNhMe/uwSXDE3T3U0IkpgQgiUZNlRkmXHZ5YV41DnMLY2D2BL0wBe2t+FJ7e3nXisyaBDutWINLMBNpMeZoMOwUgcwUgMgXAM3tEIRiPvn5dlNeqR7TCjOseBHIcZuU4zcpwWZFiNZ7WELSvNjFN3mR8f49HiCaCpz4fn93Se6MCele/EqsosrK7KwtIyF5yKRo3QxJ3PtTyR9Q4H8T9vHMVT29tgMejwrcuq8bW1VTwSTJQg9DqBqpy0047F+e2WFowEoxgejcA7GsFwMILh0QgGAxEMBcKo6x7BSCiKvxzuOfFnnBYDSrJsKHHZUOyyId9pQbbDgmyHGdkO84nrp9mgh14nEIzGMBoee/GFovD4wxgMhDHoD8MXiiIQHrvGBiMxmAw6HOsPwGTQwWLUIcNqQlaaCS67iT9TaNok+vX67fo+/N0z+9DnC+Ebl1Th65dWT9eXJqIkM9GxWwBgMepx99oqbGkawDtH+/BWfR8cZgPW1ZbghsWFqMl1cMl4CjhjEVoIoQfwAICPAWgHsF0I8byU8tBJD7sSQPX4Sy2AhwDUTvDPJqxQNIb97V5sbfbg2V3taOzzw51mwtfXVuG2VWXsBCSis/LUeMHZZjLgkpm5uLgmByPBKPp9IfT7QvD4wijMtMIfjiEQiiIYjcFlN8Fi1MNm0sNpMSI/w4r8dAv2t3uRaTfBbtJP2cXYqNehePwmf02VG59eWoS97V6819iPzY0DeHxLC361qRlCADNyHFhcmonFJRmYle9EVU4aLJwtnTDO51o+3Vknom8khL8c7sFrB7vxbsMAJCQ+t6IUd19SBTevzUQJYSI3njohkG41It1qRPGHPCYcjWMwEMaALwyPPwRPYGy/wbbmQbx6sAexs5k3dRp6nYDNqIfFpEckFsdIMHraz5luNSLPaUFeugV2sx4z85woc9tgNiTGte7Uv28pJSIxiWg8jlhcIhaXuHZhASxGPaxGPSzGsSI9JZZEvl5HY3H88/MH8butrajKScMjn1+C+UUZU/1liUhDTAYdLpyRjVVVWajvHsHOlkH8clMzfv52E7Id5rEmqEo3FpdmoizLxi7pJDSRTujlABqklE0AIIR4EsB1AE6+EF4H4DE5tgJ7ixAiQwiRD6BsAn9WmVhcwheMYjgYwVAggo6hANo8o2gfDKC+x4ddrYMIReMAgAXFGbjv0wtw9fz8hPllk4iS28k335XZYx1iE112NBSITGW00zLodVhSmoklpZm4+5JqBCMx7GwZxI5jg9jVOogX9nXiiW1jN8E6AZRm2VGZnYbCDMuJ4nm2w3ziv9lpNSLNZPjIESQ0ac75Wi6l7Jr+uGMzzgcDYx2LnUNBHO0dQUOPD3U9IzjUNQwp8f+zd+dRkt7lfei/Ty8zo1k0o5GEltFuCyR2YSHh4DjY4ARsxyT3kJiAjY1zD5cYHMexE5M4cXLvPfceL/ckjkMcDsHYcQwmMd4UAjbgBWMbhIQktCABAonRaF9mRjM9mu7p7t/9o6rFaNQzU728Xd09n885faar6n3fen5TXfW+9a1fPW8u3Hla3vKtF+cHv/XiXHzmlmGUCXRsw9hIzjl907znUphtLYemZnLw8HSuvuSMPHZwMk8dmcnU9Gwmp2czPTPbC1039D7M3bJhLDu39Fp8nLF5PNs2jWfD2DPfwH7w+t2ZmW156shM9vZP6Pt4/6S+D+3vvRZ96suPJukF2BefuTmXP2drLtq5OedtPy3n79iUc7efljM29/Z12zaNLznsPTIzm4nJ6RycnM6TT00//dq4d2Iqjx3s1Xbz7n2ZmJvZfWQmT01NP6vVyS/80ZeecXnzhtHs3NKb6X3G5t6s77O3bsyZWzfkzC0bc8aW8ezYvCE7+vvsLRvGsml8xEy0bq3a/fXY6EgOHJ7O2779svzT73quyQZAZ8ZGRvL887fn+edvz3c9/5z88Z0P56+++nj+8u7H8we3PJAkGR+tXHbW1nzzOVtzwRmn5Tlz34raujHbNo31vl28cTSbN4xlbKQyNlIZHamn92GttbSWHJmdzZGZlqnp2RyZ6X0L+akjMzl8ZDZPTc3kY7c9mKmZ2aePLb7x+0yOTLdMzfTWm5r5xoe+cz9ztp82nqreuMZHK2OjI9k4NvL0B8Mbx0eyZUOv3i0bet+K3tL/dvTc9aeN98ayeUNv+U3jvW9+bRhdW/vlQULoXUnuO+rynjz7k9b5ltk14Lqd+LW/vCf//Yb7eg9+v+fp9GzvD2vuj+bQ1My8627bOJZLztqSN197ca65dGeuuXRndm7Rfw7gaJvGR/PKbz4rr+yfxXh2tuVrjx3Mlx46mC8/fCBfeeRAvvrIRK6/5/Fn9Ks+1obRkWwc7311esNoZXS0MjYyktGRykj1wvqqysaxkfz+O165UsNbb5ayL+/0Te1XHz2Yt/3GjZmamc3kkd4++qmpmac/BD7auadvyuXnbM2Pv/ry/K0XnJsrzvW1PDiVjVRl68beG81vf+7Zy7bd0ZFvbPfYk61Nz87m6ot35iuPHMhXHj7Y+/eRg/mzLz067+tW0gt7N/TfKG4YG8n46EiqkuqPoaUXqLfWmyRzpP9eZWqm/4b3ONudc8bm8YyPjmTrxrGcs31TNveD99PGRzM22nvTPVqVV1x25jfakxyZyYHDvfYkcz93P3Iwjx6cPOH9VaU3c7y/7fHR3niO3mePVOVnvufKp48PWJBVu79Okl/6/peaPACsqLO3bcwbr7kob7zmorTW8pVHDua2PfvzlUcO5u5HDuS2PfvziTseztTMifeVc0Yqz/qQdqFGR+oZ+/QN/WB5bLT3nnW0KiMjlblXy4vO3JzZ2d4xxJGZb+znnzx8JE9N9QPvIzOZmJw+7rHEiWwY7YXb42MjGRsZeTpwH306eJ/bPyeV3uWqXn2v/OYz8zPf8/yl/YcswCAh9Hx7mWMfsuMtM8i6vQ1UvS3J2/oXD1bVl+ZbbqXcnuQjyVlJHhtmHR1ar2Nbr+NK1u/Y1uu4kkWM7c0dFbIcjqptaI9ZvXPZNnVsC+z1bin78mcu1N3++qR/V19Pcn2S31ymO1xBXufWnvU6rmSdjq2/j1qXY8tJxvX1FSxkUB/7JwMverLHzP569e2vV7P1+howH2Ndn4z1GKv5/fECrNrH9WNJ/tXybe6k++xBQug9yTPatF2Q5IEBl9kwwLpJktbae5O8d4B6VkxV3dhau3rYdXRhvY5tvY4rWb9jW6/jStbv2NbruNa5pezLn6Gr/fV6/rsytrVnvY4rMba1aL2OK1nfY1ukVb+/Xs1Opb8nY12fjHV9OpXGejKDdPG+IcnlVXVpVW1I8sYk1x2zzHVJ3lI9r0iyv9+TapB1AYBuLWVfDgCsDPtrANatk86Ebq1NV9U7k/xRktEk72+t3VFVb+/f/p4kH03y3UnuTnIoyVtPtG4nIwEA5rWUfTkAsDLsrwFYzwZpx5HW2kfT29kdfd17jvq9JXnHoOuuIev560vrdWzrdVzJ+h3beh1Xsn7Htl7Hta4tZV++Qtbz35WxrT3rdVyJsa1F63Vcyfoe26Ksgf31anYq/T0Z6/pkrOvTqTTWE6rePgwAAAAAAJbfID2hAQAAAABgUYTQJ1BVo1V1c1V9ZNi1LJeq2lFVH66qu6rqzqr61mHXtFyq6ieq6o6qur2qfquqNg27psWqqvdX1SNVdftR1+2sqk9U1Vf6/54xzBoX4zjj+sX+3+OtVfV7VbVjmDUu1nxjO+q2n6qqVlVnDaO2pTjeuKrqx6rqS/3n3C8Mqz7Whqp6bf/v5e6qetc8t1dV/XL/9lur6mWDrjtMA4zrzf3x3FpVf1VVLznqtnur6raquqWqblzZyk9ugLG9qqr29+u/pap+dtB1h22Asf2zo8Z1e1XNVNXO/m2r9nE70X6of/tafZ6dbFxr+Xl2srGt5efZyca2Jp9nrA5LOa5Ya5ZyrLHWDPq6VlUv779mvGEl61sug4yz//p/S/Xea31qpWtcLgP8/W6vqv9ZVV/oj3XN9rhfynHYKaW15uc4P0n+aZIPJvnIsGtZxjH91yT/e//3DUl2DLumZRrXriT3JDmtf/l/JPnhYde1hPF8e5KXJbn9qOt+Icm7+r+/K8nPD7vOZRrX30wy1v/959fiuI43tv71F6Z3cpmvJzlr2HUu02P2HUk+mWRj//Jzhl2nn9X7k96Jlb6a5LL+fucLSZ5/zDLfneRjSSrJK5JcP+i6q3xcfy3JGf3fXzc3rv7le1fra8KAY3vVfMdHq/kxW0x9Sf52kj9ZI4/bvPuho25fc8+zAce1Jp9nA45tTT7PBhnbMcuumeeZn+H/LOW4Yq39LPVYYy39DPq61l/uT9Lrm/6GYdfd0WO6I8kXk1zUv7wm32sNONZ/mf77/yTxd7JbAAAgAElEQVRnJ3kiyYZh177I8S7qOOxU+zET+jiq6oIk35PkfcOuZblU1enpPTF+NUlaa1OttX3DrWpZjSU5rarGkmxO8sCQ61m01tqfp/cCfLTXp/chQvr//p0VLWoZzDeu1trHW2vT/YufTXLBihe2DI7zmCXJv0/yz5OsyQb8xxnXP0ryc621yf4yj6x4Yawl1yS5u7X2tdbaVJIPpfd6drTXJ/mN1vPZJDuq6rwB1x2Wk9bWWvur1tre/sW19Pq2lP/31fyYJQuv7x8k+a0VqWyJTrAfmrMWn2cnHdcafp4N8pgdz6p+zJIFj23NPM9YFZZyXLHWrOdjjWMN+rr2Y0l+J8laff8xyDjflOR3W2u7kzX9XmuQsbYk26qqkmxNb78xnTVoCcdhpxQh9PH9UnrB0eywC1lGlyV5NMmvVa/NyPuqasuwi1oOrbX7k/x/SXYneTDJ/tbax4db1bI7p7X2YJL0/33OkOvpwo+k9+ngulBV35fk/tbaF4ZdyzJ7bpK/XlXXV9Wnqurlwy6IVW1XkvuOurynf90gywyy7rAstLZ/mGe+vrUkH6+qz1fV2zqobykGHdu39r8++bGqesEC1x2Wgeurqs1JXpvem905q/lxO5m1+DxbqLX0PBvUWnyeDWwdPs/o3lKOK9aapR5rrCUnHWtV7Uryd5O8ZwXrWm6DPKbPTXJGVf1Z/3XwLStW3fIaZKzvTnJlehMIb0vy46219ZTBHW29vC4tydiwC1iNqup7kzzSWvt8Vb1q2PUso7H0vh7wY62166vqP6TX1uFfD7espatef+TXJ7k0yb4kv11VP9Ba+83hVsagqupn0vvU8wPDrmU59N9U/Ux67UbWm7EkZ6T3NaKXJ/kfVXVZa21NzvamczXPdcf+rRxvmUHWHZaBa6uq70jvjeG3HXX1K1trD1TVc5J8oqru6s+gWA0GGdtNSS5urR2squ9O8vtJLh9w3WFaSH1/O8lfttaOntWymh+3k1mLz7OBrcHn2SDW6vNsIdbb84zuLeW4Yq1Z6rHGWjLIWH8pyU+31mZ6E2fXpEHGOZbkW5K8OslpST5TVZ9trX256+KW2SBj/VtJbknynUm+Kb3X/E+31p7surghWC+vS0tiJvT8Xpnk+6rq3vS+MvCdVbUewsw9Sfa01q7vX/5weqH0evCaJPe01h5trR1J8rvp9cdaTx6e+7pG/9+1+rWcZ6mqH0ryvUnevI6CzG9K70ORL/RfSy5IclNVnTvUqpbHnvS+ItZaa59L7xsja+6ki6yYPen1Rp9zQZ7dLul4ywyy7rAMVFtVvTi91l6vb609Pnd9a+2B/r+PJPm99L6yuFqcdGyttSdbawf7v380yXj1Tr66mh+zZGH1vTHHtAhY5Y/byazF59lA1ujz7KTW8PNsIdbb84zuLeW4Yq1Z0rHGGjPIWK9O8qH+e6s3JPmVqlprLSoH/fv9w9baRGvtsSR/nmQtnnBykLG+Nd94X3l3euf5umKF6ltp6+V1aUmE0PNorf2L1toFrbVL0jsw+pPW2g8Muawla609lOS+qnpe/6pXp9fwfj3YneQVVbW530/o1UnuHHJNy+26JD/U//2HkvzBEGtZNlX12iQ/neT7WmuHhl3Pcmmt3dZae05r7ZL+a8meJC/rPw/Xut9P79PqVNVz0zvRxGNDrYjV7IYkl1fVpVW1Ib396nXHLHNdkrf0zxr9ivRaKj044LrDctLaquqi9D4U/cGjZ69U1Zaq2jb3e3rfmJj3TNpDMsjYzu3vb1NV16R3TPn4IOsO2UD1VdX2JH8jR+1r18DjdjJr8Xl2Umv4eXZSa/h5NpB1+jyje0s5rlhrFn2ssQaddKyttUuPem/14SQ/2lr7/ZUvdUkG+fv9g/RaH471v117bdZmtjHIWHenl92kqs5J8rwkX1vRKlfOenldWhLtOE49P5bkA/0Xga+l98nTmtdvL/Lh9L62OJ3k5iTvHW5Vi1dVv5XeGdHPqqo9Sf5Nkp9Lr+3BP0zvxfrvDa/CxTnOuP5Fko3pffUmST7bWnv70IpcpPnG1lr71eFWtXTHeczen+T9VXV7kqkkP7SOZrCzzFpr01X1ziR/lN5Zst/fWrujqt7ev/096Z3h/LuT3J3kUPr7puOtO4RhPMuA4/rZJGemN1MnSaZba1cnOSfJ7/WvG0vywdbaHw5hGPMacGxvSPKPqmo6yVNJ3th/HVi1j1ky8NiSXs/Jj7fWJo5afVU/bsd5vR5P1u7zLBloXGvyeZYMNLY1+TxLBhpbsgafZwzfUo4r1polHmusKQvYP69pg4yztXZnVf1hklvT+8bp+1pra+7DuAEf0/87ya9X1W3ptav46f7s7zVnscdhp5qSGwAAAAAA0BXtOAAAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBqWUVX946q6s6o+UFXfV1XvWoZtvqqqPrIM2/m/quo1J9r+0TVX1d+pqucv9X4BYC2oqkuq6vYBlnnTUZevrqpf7v/+w1X17g7rsx8HgBOoqrdX1Vv6v/9wVZ1/gmXn3a8udx3HXH/SYw1Yz8aGXQCsMz+a5HWttXv6l68bZjFHa6397ADLXJdv1Px3knwkyRe7rAsA1pBLkrwpyQeTpLV2Y5IbV+KO7ccB4MRaa+856uIPJ7k9yQPHLldVo4PsV5epDqDPTGhYJlX1niSXJbmuqn7i6BlRVfUHR30i+39U1Qf6v//NqvpMVd1UVb9dVVv717+2qu6qqr9I8r8d5/4uqapP99e9qar+2lG3/fOquq2qvlBVP9e/7ter6g0n2v5czf1tfV+SX6yqW6rqm6rqpqOWu7yqPr+c/38AsJyq6uer6kePuvxvq+onq+cXq+r2/r7y++dZ93j72J9L8tf7+8afON63larq7Kr6naq6of/zygXch/04AJxEVb2lqm7t7yv/W/+6f1tVP9XfX16d5AP9/eBpVXVvVf1sf9/5947Zr768qv6qv63PVdW2Y+5ra1X9cX9/fVtVvX6QOvq/f0v/ts8kecfK/O/A6mQmNCyT1trbq+q1Sb6jtfZYVf3wUTe/LclfVtU9SX4yySuq6qwk/yrJa1prE1X100n+aVX9QpL/kuQ7k9yd5L8f5y4fSfJdrbXDVXV5kt9KcnVVvS692U/XttYOVdXOo1eqqk0n235r7a+q6rokH2mtfbi/3v6qemlr7ZYkb03y6wv+TwKAlfOhJL+U5Ff6l/9+ktemF9q+NMlLkpyV5Iaq+vNj1p13H5vkXUl+qrX2vUmvFcZx7vs/JPn3rbW/qKqLkvxRkisHuQ/7cQA4sap6QZKfSfLK/nvvZ+wrW2sfrqp3prfPvrG/TpIcbq19W//ya/v/bkhvX/r9rbUbqur0JE8dc5eHk/zd1tqT/ffxn+3vZ59/ojr6fi3Jj7XWPlVVv7g8/wOwNpkJDSugtfZwkp9N8qdJfrK19kSSV6S30/rLqrolyQ8luTjJFUnuaa19pbXWkvzmcTY7nuS/VNVtSX67v60keU2SX2utHerf9xPHrDfo9o/1viRvrarRJN+f/leRAWA1aq3dnOQ5VXV+Vb0kyd7W2u4k35bkt1prM/3986eSvPyY1Y+3jx3Ua5K8u79/vy7J6cfOqjrBfdiPA8CJfWeSD7fWHkvm3Vcez3wTvJ6X5MHW2g39bT3ZWps+ZplK8v9W1a1JPplkV5JzTlZHVW1PsqO19qn+Vf9twDphXTITGlbOi5I8nmTu5AiV5BOttX9w9EJV9dIkbYDt/USSh9ObyTWS3qezc9s92fqDbP9Yv5Pk3yT5kySfb609vohtAMBK+nCSNyQ5N72Z0UlvP3kyx9vHDmokybe21o6dSTXIfdiPA8CJDbKvnM/EIrf15iRnJ/mW1tqRqro3yaYB1l1snbAumQkNK6CqrknyuiRXJfmpqro0yWeTvLKqvrm/zOaqem6Su5JcWlXf1F/9H8y3zSTb0/vEdjbJDyYZ7V//8SQ/UlWb+9s99itBg27/QJKnZ2211g6n93Xi/5zeV4oAYLX7UJI3phdEf7h/3Z8n+f6qGq2qs5N8e5LPHbPe8faxz9g3nsDHk7xz7kL/A+Zj2Y8DwOL8cZK/X1VnJvPuK5PB99l3JTm/ql7e39a2qjp2wub2JI/0A+jvSO8bzCeto7W2L8n+qvq2/lVvHqAeWLeE0NCxqtqYXu/GH2mtPZBeT+j3J3ksvTP2/lb/az2fTXJF/03i25L8r/5JE75+nE3/SpIfqqrPJnlu+p/qttb+ML2v/t7Y/xrwTx290gK2/6Ek/6yqbj7qje4H0vsk9+ML+18AgJXXWrsjvTeg97fWHuxf/XtJbk3yhfRmBf/z1tpDx6w67z62v950/wRDP3GCu/7H6fV3vrWqvpjk7fMsYz8OAIvQ37//P0k+VVVfSPLv5lns15O8Z+7EhCfY1lR6bar+Y39bn0hvlvPRPpDefv3G9ILkuxZQx1uT/Kf+iQlP9A0pWPeq10oO4OT6Z/jd3lr718OuBQBYGPtxAACGRU9oYCBV9XtJvim9ky8AAGuI/TgAAMNkJjQAAAAAAJ3RExoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6MzYsAuYz1lnndUuueSSYZcBwDr1+c9//rHW2tnDrmOts78GoEv218vD/hqArg2yz16VIfQll1ySG2+8cdhlALBOVdXXh13DemB/DUCX7K+Xh/01AF0bZJ+tHQcAAAAAAJ0RQgMAAAAA0BkhNAAAAAAAnRFCAwAAAADQGSE0AAAAAACdEUIDAAAAANAZITQAAAAAAJ0RQgMAAAAA0BkhNAAAAAAAnRFCAwAAAADQGSE0AAAAAACdEUIDAAAAANAZITQAAAAAAJ0RQgMAAAAA0BkhNAAAAAAAnRFCAwAAAADQGSE0AAAAAACdEUIDAAAAANAZITQAAAAAAJ0RQgMAAAAA0BkhNAAAAAAAnRFCAwAAAADQGSE0AAAAAACdEUIDAAAAANAZITQAAAAAAJ0RQgMAAAAA0BkhNAAAAAAAnRFCAwAAAADQGSE0AAAAAACdGRt2AbAQH7x+97zXv+nai1a4EgDgVOaYBADo0vGONU7EcQirmZnQAAAAAAB0RggNAAAAAEBnhNAAAAAAAHRGCA0AAAAAQGeE0AAAAAAAdEYIDQAAAABAZ4TQAAAAAAB0RggNAAAAAEBnhNAAAAAAAHRGCA0AAAAAQGeE0AAAAAAAdEYIDQAAAABAZ4TQAAAAAAB0RggNAAAAAEBnhNAAAAAAAHRGCA0AAAAAQGeE0AAAAAAAdEYIDQAAAABAZ4TQAAAAAAB0RggNAAAAAEBnhNAAAAAAAHRGCA0AAAAAQGeE0AAAAAAAdGbRIXRVbaqqz1XVF6rqjqr6P+dZpqrql6vq7qq6tapetrRyAQAAAABYS8aWsO5kku9srR2sqvEkf1FVH2utffaoZV6X5PL+z7VJ/nP/XwAAAAAATgGLngndeg72L473f9oxi70+yW/0l/1skh1Vdd5i7xMAAAAAgLVlST2hq2q0qm5J8kiST7TWrj9mkV1J7jvq8p7+dQAAAAAAnAKWFEK31mZaay9NckGSa6rqhccsUvOtNt+2quptVXVjVd346KOPLqUsAAAAAABWiSWF0HNaa/uS/FmS1x5z054kFx51+YIkDxxnG+9trV3dWrv67LPPXo6yAAAAAAAYskWH0FV1dlXt6P9+WpLXJLnrmMWuS/KW6nlFkv2ttQcXXS0AAAAAAGvKUmZCn5fkT6vq1iQ3pNcT+iNV9faqent/mY8m+VqSu5P8lyQ/uqRqAQAAYJ2qqtdW1Zeq6u6qetdxlnlVVd1SVXdU1adWukYAWIyxxa7YWrs1yVXzXP+eo35vSd6x2PsAAACAU0FVjSb5T0m+K73WljdU1XWttS8etcyOJL+S5LWttd1V9ZzhVAsAC7MsPaEBAACAJbkmyd2tta+11qaSfCjJ649Z5k1Jfre1tjtJWmuPrHCNALAoQmgAAAAYvl1J7jvq8p7+dUd7bpIzqurPqurzVfWWFasOAJZg0e04AAAAgGVT81zXjrk8luRbkrw6yWlJPlNVn22tffkZG6p6W5K3JclFF13UQakAsDBmQgMAAMDw7Uly4VGXL0jywDzL/GFrbaK19liSP0/ykmM31Fp7b2vt6tba1WeffXZnBQPAoITQAAAAMHw3JLm8qi6tqg1J3pjkumOW+YMkf72qxqpqc5Jrk9y5wnUCwIJpxwEAAABD1lqbrqp3JvmjJKNJ3t9au6Oq3t6//T2ttTur6g+T3JpkNsn7Wmu3D69qABiMEBoAAABWgdbaR5N89Jjr3nPM5V9M8osrWRcALJV2HAAAAAAAdEYIDQAAAABAZ4TQAAAAAAB0RggNAAAAAEBnhNAAAAAAAHRGCA0AAAAAQGeE0AAAAAAAdEYIDQAAAABAZ4TQAAAAAAB0RggNAAAAAEBnhNAAAAAAAHRGCA0AAAAAQGeE0AAAAAAAdEYIDQAAAABAZ4TQAAAAAAB0RggNAAAAAEBnhNAAAAAAAHRGCA0AAAAAQGeE0AAAAAAAdEYIDQAAAABAZ4TQAAAAAAB0RggNAAAAAEBnhNAAAAAAAHRGCA0AAAAAQGeE0AAAAAAAdEYIDQAAAABAZ8aGXQAAAKwXH7x+93Fve9O1F61gJQAAsHqYCQ0AAAAAQGeE0AAAAAAAdEYIDQAAAABAZ4TQAAAAAAB0RggNAAAAAEBnhNAAAAAAAHRGCA0AAAAAQGeE0AAAAAAAdEYIDQAAAABAZ4TQAAAAAAB0RggNAAAAAGtIay2f+epjeXD/U8MuBQYihAYAAACANeTPvvxo/uetD+Z9n74nD+0/POxy4KSE0AAAsEyOzMzmSw89mdbasEsBANapux58Mp/84sO58txtGR+tvP8v78ljByeHXRackBAaAACWQWstv3vTnvzXz3w9Dz/pjSAAsPweOXA4//3G+3Lejk154zUX5a2vvDSzreX9f3FPHtinNQerlxAaAACWwfX3PJEv7NmfJHny8JEhVwMArDeHj8zkNz+7O2MjlR+49uKMj47knNM35a2vvDRPHZnJD7zv+uw/5BiE1UkIDQDrXFVdWFV/WlV3VtUdVfXj8yxTVfXLVXV3Vd1aVS8bRq2wVt33xKH8r1sfzHnbNyVJDh6eHnJFAMB6c90XHsgTE5N507UXZ8fmDU9fv2vHafmBV1ycrz02ketufWCIFcLxCaEBYP2bTvKTrbUrk7wiyTuq6vnHLPO6JJf3f96W5D+vbImwdk1MTueDn9udbaeN5QdecXGS5OCkEBoAWD6Hj8zktvv359rLzsylZ2151u2XnbUlF5+5OZ/84sNDqA5OTggNAOtca+3B1tpN/d8PJLkzya5jFnt9kt9oPZ9NsqOqzlvhUmHNaa3ltz9/Xw5OTufN11ycHaeNZ3y0hNAAwLK666EDmZltefGu7fPeXlV5zZXn5DNffTwTjkNYhYTQAHAKqapLklyV5PpjbtqV5L6jLu/Js4Nq4Bj7nzqSLz98MN95xXOy64zTUlXZunFMCA0ALKvb79+f0zeN5cKdm4+7zGuuPCdTM7P59FceXcHKYDBCaAA4RVTV1iS/k+SftNaePPbmeVZp82zjbVV1Y1Xd+OijDm5hYmomSXLOto1PX7dFCA0ALKPJ6Zl8+eEDecGu7Rmp+Q7be66+5Iycvmksn7zzkRWsDgYjhAaAU0BVjacXQH+gtfa78yyyJ8mFR12+IMmzzmrSWntva+3q1trVZ599djfFwhpyaKoXNp+2Yezp67ZuHHNiQgBg2XzpoQOZnm154fnzt+KYMz46ku+44jn5k7seyczss+aTwFAJoQFgnauqSvKrSe5srf274yx2XZK3VM8rkuxvrT24YkXCGnVosjcTevOG0aev044DAFhOt9+/P9s2juXiM4/fimPOa648J09MTOXm3XtXoDIY3NjJFwEA1rhXJvnBJLdV1S396/5lkouSpLX2niQfTfLdSe5OcijJW4dQJ6w5czOhnxFCbxrLxOR0Zls74VdmAQBOZmp6Nl96+EBedtEZAx1X/I3nnZ2xkcon73wkV1+ycwUqhMEIoQFgnWut/UXm7/l89DItyTtWpiJYPw5Nzc2EfmY7jta/betGh9sAwOJ96eEDOTLT8qJdJ27FMef0TeO59rKd+eSdD+ddr7ui4+pgcNpxAADAIh2amsmm8ZGMjnzjc5654FlLDgBgqW6/f3+2bBjNJWdtGXidV19xTu5+5GDufWyiw8pgYYTQAACwSIempp8xCzrpteNI4uSEAMCSHJmZzZceOpAXnL99QS2+XnPlOUmST975cFelwYIJoQEAYJEOTc08ox90kmzdYCY0ALB0X3n4QKZmZvPCAVtxzLnozM153jnb8sd3PtJRZbBwQmgAAFikeUPoTUJoAGDp7nroQDaNj+TSBbTimPPqK5+Tz937hOMRVg0hNAAALNJ87ThOGx/NaFUmvOkDAJbgnscmcumZW55x7olBvfySnZmZbbnj/v0dVAYLJ4QGAIBFmm8mdFVly8ZRPaEBgEV78vCRPD4xtaATEh5troXHrXuE0KwOQmgAAFiE6dnZTE7PPiuETnotOXz9FQBYrHsfm0iSRbXiSJKzt23M+ds35VYzoVklhNAAALAIT03NJMmz2nEkydaNQmgAYPHueWwiG8dGct720xa9jRddsD237dm3jFXB4gmhAQBgEQ49HULPMxNaCA0ALME9j03k4jM3L6of9JwXX7Aj9z5+KPsPHVnGymBxhNAAALAIhwaYCd1aW+myAIA17omJqTxyYDKXnLm4VhxzXnxBry/0bVpysAoIoQEAYBEm+jOdjzcTema25fCR2ZUuCwBY4z53z+NJFt8Pes6L5k5OeL+WHAyfEBoAABbhqRO149jUmx2tJQcAsFDX3/NExkcru85YfD/oJNmxeUMuPnNzbttjJjTDJ4QGAIBFODQ1NxN6vnYc40mE0ADAwl3/tSdy4c7NGRtZemz3ol3bc6sQmlVACA0AAItwaGomYyOVDWPPPqTeutFMaABg4fY/dSR3PvRkLl1iP+g5L75ge+7f91QePzi5LNuDxRJCAwDAIhyampm3FUdyVDuOw85GDwAM7sZ7n0hrS+8HPefFF+xIktzq5IQMmRAaAAAW4dDU9LytOJJen+iKmdAAwMJcf88T2TA6kgt3bl6W7b3g/NNTFX2hGTohNAAALMLE1Ew2b5x/JvRIVTZvHBNCAwALcv09T+QlF27P+OjyRHbbNo3nsrO25NY9+5Zle7BYQmgAAFiEXjuO+WdCJ8m2jWM5ODmzghUBAGvZwcnp3H7//lx76ZnLut0XX7DDyQkZOiE0AAAsQq8dx/wzoZPeyQn1hAYABnXT1/dmZrblmkt3Lut2X3zB9jxyYDIPP3l4WbcLCyGEBgCABZptLU+d4MSESe/khNpxAACD+vzX96YqueqiHcu63RdfsD1JzIZmqITQAACwQJNHZtOSE7bj2KonNACwADft3pvnnbMt2zaNL+t2n3/e9oyOlL7QDJUQGgAAFujQVC9c3nKSdhxHZlomp/WFBgBObHa25Zb79uWqi85Y9m2ftmE0lz9na75gJjRDJIQGAIAFmpjqBcsnasexZWNvlvTBw2ZDAwAndvejB3Pg8HRetsytOOa8cNf2fPGBJzvZNgxCCA0AAAs0NxP6ZO04kmjJAQCc1E1f35skednFyz8TOkmuOHdbHjs4mUcPTHayfTgZITQAACzQoQFmQm/d1AuhJ4TQAMBJ3LR7b3ZsHs9lZ23pZPvPP+/0JMldD5kNzXAIoQEAYIG+EUKffCb0ASE0AHASN+3el6su3G1rcnwAACAASURBVJGq6mT7V/RD6DsfFEIzHEJoAABYoENT06kkG8ePfzitHQcAMIj9h47k7kcO5mUdnJRwzs4tG3LO6Rtz14MHOrsPOBEhNAAALNChqZls3jCakRPMVhodqZw2PurEhADACd18X7f9oOdced7p+aKZ0AyJEBoAABbo0OT0CVtxzNm6ccxMaADghG7avS8jlbzkwh2d3s+V552erz56MFPTs53eD8xHCA0AAAs0NxP6ZLZuEkIDACd28+69ee45255u5dWVK87dliMzLV999GCn9wPzEUIDAMACDRxCbxzLhBAaADiO2dmWW3bv67wVR5I838kJGSIhNAAALNChqcHacWzRjgMAOIGvPHIwByan8y0dnpRwzqVnbcmGsZHc9ZCTE7LyFh1CV9WFVfWnVXVnVd1RVT8+zzKvqqr9VXVL/+dnl1YuAAAM36AzoU8bH8nkkdm01lagKgBgrblp98qclDBJxkZH8txztpoJzVAspdnMdJKfbK3dVFXbkny+qj7RWvviMct9urX2vUu4HwAAWDWemprJ9GzL5gH6Nm4cG01LcmRGCA0APNtNX9+bnVs25JIzN6/I/V157un50y89uiL3BUdb9Ezo1tqDrbWb+r8fSHJnkl3LVRgAAKxGTxyaSpKBZkJvHO8dbh+enum0JgBgbbpp995cdeGOVNWK3N8V552exw5O5tEDkytyfzBnWXpCV9UlSa5Kcv08N39rVX2hqj5WVS84wTbeVlU3VtWNjz7qExkAAFanvRMLCKHHestMHZnttCYAYO3Zf+hIvvroRK66aMeK3eeV521L4uSErLwlh9BVtTXJ7yT5J621Y/+Cb0pycWvtJUn+Y5LfP952Wmvvba1d3Vq7+uyzz15qWQAA0Il9h44kyUAnJtw4ZiY0ADC/m+/r94NegZMSzrny3NOTJHc9JIRmZS0phK6q8fQC6A+01n732Ntba0+21g72f/9okvGqOmsp9wkAAMO0dxHtOCanzYQGTq6qXltVX6qqu6vqXfPc/qqq2l9Vt/R/fnYYdQLL4+bd+zJSyYsvXLmZ0Gds2ZBzT9+UOx88sGL3CckSTkxYvWY1v5rkztbavzvOMucmebi11qrqmvRC78cXe58AADBs+xYSQvfbcUxqxwGcRFWNJvlPSb4ryZ4kN1TVda21Lx6z6Kdba9+74gUCy+7m+/bluedsy9YBTna8nK48b5t2HKy4pfyVvzLJDya5rapu6V/3L5NclCSttfckeUOSf1RV00meSvLG1ppTgwMAsGbtXUA7jk1jczOhteMATuqaJHe31r6WJFX1oSSvT3JsCA2sA7OzLbfs3pvvefH5K37fV553ej79lccyNT2bDWPLcro4OKlFh9Cttb9IcsJTd7bW3p3k3Yu9DwAAWG32HprKxrGRjI6c/Cz2G8f7M6G14wBObleS+466vCfJtfMs961V9YUkDyT5qdbaHStRHLC8vvbYRJ48PL2iJyWcc8V5p2d6tuXuRw7m+eefvuL3z6nJxx0AALAAeyemBmrFkXzjxISTR8yEBk5qvk+2jv0m8U1JLm6tvSTJf0zy+/NuqOptVXVjVd346KOPLnOZwHK4effcSQlXPoR+/nnbkjg5IStLCA0AAAuw99CRgVpxJMnYSGWkksNmQgMntyfJhUddviC92c5Pa6092Vo72P/9o0nGq+qsYzfUWntva+3q1trVZ599dpc1A4t00+592bZpLJedtXXF7/uSM7dk49hIvviAEJqVI4QGAIAF2Hdo8JnQVZWNY6PacQCDuCHJ5VV1aVVtSPLGJNcdvUBVnVtV1f/9mvTe0z++4pUCS3bz7r156YU7MjJAe6/lNjY6kivO3ZYvOjkhK0gIDQAAC7DvqSMDh9BJsnF8RDsO4KRaa9NJ3pnkj5LcmeR/tNbuqKq3V9Xb+4u9Icnt/Z7Qv5zkja21Y1t2AKvcwcnpfPnhA7nqojOGVsMLdm3P7ffvj5cQVsqiT0wIAACnooOHp3PO6ZsGXn6TmdDAgPotNj56zHXvOer3dyd590rXBSyvW/fsy2zLUE5KOOeF52/PB6/fnT17n8qFOzcPrQ5OHWZCAwDAAhycnH76hIOD2DA2kslpM6EBgJ6bd+9Lklx14RBD6F2nJ0luv3//0Grg1CKEBgCAAU3PzGZyejYbFhBCbxofMRMaAHjazbv35bKzt2TH5g1Dq+G552zL2Ejl9geE0KwMITQAAAxoYqo3o3nj2OA9oTeMjWbyiBAaAEhaa7nlvr256sLh9YNOkk3jo7n8nG25/X4nJ2RlCKEBAGBAE5PTSbKgdhybtOMAAPr27H0qjx2cGmo/6DkvPP90JydkxQihAQBgQIsJoTeOaccBAPTctHtvkuGelHDOC3dtz+MTU3n4yclhl8IpQAgNAAADOriYEHp8NJPTs5mdNcsIAE51N+/el9PGR/O8c7YNuxQnJ2RFCaEBAGBAh/o9oTcsoCf0XGA9MTXdSU0AwNpx8+69edEF2zM2OvxI7srzTk9VnJyQFTE27AIAAGCtWMxM6E39wHpicibbNo13UhcAsPodPjKTLz74ZH7k2y7tZPsfvH73gte57KwtTk7Iihj+xy4AALBGLKYn9Ibx3rIHJ490UhMAsDZ88cEnc2Sm5aoLh98Pes4Ld23PHWZCswKE0AAAMKC5EHrDgmZCz4XQM53UBACsDbfs3pckeemFZwy5km944fnb8+D+w3nsoJMT0i0hNAAADGguSN64gJ7Qc/2jDx7WExoATmU337cv556+Kedu3zTsUp72gv7JCe94QEsOuiWEBgCAAU1MTmekkvHRGnidTdpxAABJbrlvb166ilpxJMkLzt+eJLn9fi056JYQGgAABjQxNZ0tG8ZSNXgIPTdrWjsOADh1PX5wMvc98VReetHqCqG3nzaei3Zu1heazgmhAQBgQBOT09mycWxB68ydxPDgYTOhAeBUdct9c/2gV1cInSQv3HV6br9fOw66JYQGAIABTUzOZMvGwftBJ98IoSemzIQGgFPVLffty0glL9q1fdilPMsLzt+e3U8cyv5DPjCnO0JoAAAY0MHJ6Wxd4EzosdGRjI5UDjgxIQCcsm65b1+ee862BX+jaiW8sB+Ma8lBl4TQAAAwoInJ6WzesPA3jxvHRpyYEABOUbOzLbfcty9XXXTGsEuZ14v7IfTN/ZYh0IXV9/ELAACsUhNTM9m1Y8OC19s0PpoJJyYEgFPS1x6byIHD07lqFfaDTpIztmzI5c/ZmuvveSLv+I7B1vng9bsXfD9vuvaiBa/D+mEmNAAADGhicjpbF9gTOunNhNaOAwBOTU+flPCi1RlCJ8k1l+7MTV/fm+mZ2WGXwjolhAYAgAFNTE4vqpejdhwAcOq65b692bpxLN909tZhl3Jc11y6Mwcnp3PngweGXQrrlBAaAAAGtJgTEybJxjHtOADgVHXLffvy4gu2Z3Skhl3KcV1z6c4kyefufWLIlbBeCaEBAGAA0zOzmZyeXdyJCcdHcnBSOw4AONUcPjKTux48kJeu0n7Qc87bflou3HlaPnfP48MuhXVKCA0AAAOYmOrNZN6yqJ7Qo0JoADgF3X7//kzPtlUfQifJyy/ZmRvu3ZvW2rBLYR0SQgMAwAAm+iHy4tpxjOSgExMCwClnLZyUcM61l+7MExNT+eqjB4ddCuuQEBoAAAYwF0Iv6sSE4yN56siMM84DwCnmC3v25/ztm/KcbZuGXcpJvfySfl/oe/YOuRLWIyE0AAAM4OASZkJvGuu18Jhr6QEAnBpu27MvL75g9c+CTpJLz9qSs7Zu1BeaTgihAQBgABOTvQB584bF9ITuHXbrCw0Ap479Tx3JvY8fyosu2D7sUgZSVbnm0jNyw71mQrP8Fj6NAwAATkETU0tpx9GfCS2EBoDj+uD1uxe8zpuuvaiDSpbHHffvT5K8aNfaCKGT5JpLduajtz2UPXsP5YIzNg+7HNYRM6EBAGAASz0xYZIccHJCADhl3LoGQ+iXX9rrC33DvU8MuRLWGyE0AAAMYEknJtSOAwBOObft2Z8Ld56WM7ZsGHYpA7vi3NOzbdNYPnePEJrlpR0HAAAM4GC/J/SiZkJrxwEAa95C24V85muP5xWX7eyomm6MjlSuvvgMITTLzkxoAAAYwMTkdEYq2TS+8EPop2dCa8cBAKeEQ1PTeWJiKi/atWPYpSzYNZeema8+OpFHnjw87FJYR4TQAAAwgImp6WzZMJaqWvC6m8Z6M6H/f/buNUiy+z7v+/Pv7tP37rnszmUXu7NYXAhiIfECgIBkUxIp6wKqbDOOqQrJREriVFh0rJRTlSrblRdylfMipbzIRZZKMmWrWEoEqVh2JKtimmQk0SRlkUuCFEURAHFbAHubnZndnZ6+ntN9uv950d2DwWB2Z3b6ci79/VRtcXenp/tf4M5M99O/8/yo4wAAYDZcq7QkSe85E50+6KEPPbIkSfrjFzcDPgnihBAaAAAAOIKG5x+rD1qS0nRCAwAwU65t90PoHzodvRD63aslnTuR1xeevxH0URAjhNAAAADAETS8rgqZ5LE+N5kwyjoJQmgAAGbEtUpLi4W05vJO0Ee5Z8YYPfPYqv781ZvaaXWCPg5ighAaAAAAOIL6CJPQklTMOITQAADMiGuVlu6bzwV9jGP72R9ald+z+tMfbAR9FMQEITQAAABwBA2v3wl9XMVMksWEAADMgIbnq9Ls6MxCdEPo952Z10o5oy98n0oOjAchNAAAAHAEjXZ3tEnobEoNJqEBAIi94VLC0xGehE4kjH72sVV95eUttdrdoI+DGCCEBgAAAI6g4fkqHrMTWpKKmZRqhNAAAMTeMISOch2HJP3sY6tyOz195eWtoI+CGCCEBgAAAI6gMXIndIo6DgAAZsC17ZZOFtPKOsd/8zoMnjq/qPm8oy8+TyUHRkcIDQAAABzB6IsJU2q0CaEBAIi7a5VWpKs4hpxkQj/16Ir++MUNtf1e0MdBxBFCAwAAAIfwuz15fm+kxYQFJqEBAIi9mtvRTqujMzEIoSXpmcdWVXN9ff3SraCPgogjhAYAAAAO0Rgs5CmM0gmdTalOJzQAALF2fdgHvZAP+CTj8cGHTyqfTuoL36eSA6MhhAYAAAAO0RiEx8UR6jhKmZQ8v8flrAAAxNj1HVeSdGouG/BJxiPrJPXhdy/ri8/fkOd3gz4OIowQGgAAADjEMIQepRN6+LkNpqEBAIit9R1Xi4XoLyXc6+efOKPbjba+9PxG0EdBhBFCAwAAAIeo74bQI9RxDEJoKjkAAIivGzstrZbjMQU99OMPL+nMQk7PXrwc9FEQYYTQAAAAwCEa3qATeoTFhITQAADEW9vv6Va9rVPz8QqhEwmjTzy1pq9fuqVLW/Wgj4OIIoQGAAAADlEfQx1HMUsIDQBAnN2ourKSTpVzQR9l7H7+iTNKJYx+/1tXgj4KIooQGgAAADhEsz36YkImoQEAiLf1nZak+Cwl3Gu5nNVPPbqif/3tqywoxLEQQgMAAACHGMdiwt0Q2iWEBgAgjtZ3XGWdhObzTtBHmYhPPr2m2422vvD9G0EfBRF0/GfRAAAAwIyoDzuhR1lMOKjjaDAJDQBALN3YcbVazskYs/t3cVrm98GHTursYn9B4Uffd1/Qx0HEMAkNAAAAHKLh+UoYKeeMEEJTxwEAQGz1rNWNHTeWVRxDiYTRxz+wpouv39ZWzQv6OIgYQmgAAADgEHXPVyGdettk070qpPshdI06DgAAYud2o612txfrEFqSfv7J/oLCb71xO+ijIGIIoQEAAIBDNNv+SH3QUn96qJBOUscBAEAMre+4kqRTc7mATzJZy6WsfvrCir5zeVt+txf0cRAhhNAAAADAIRped6Q+6KFCJkUdBwAAMXRjp6WEkZbLmaCPMnGfeGpNzXZXz69Xgz4KIoQQGgAAADhE3Rt9ElrqLyckhAYAIH7Wd1ydLGbkJOMftX3woZNayDv61utUcuDo4v+VAQAAAIyoMeiEHlWRSWgAAGJpPeZLCfdKJIyevH9Rl242dLPOgkIcDSE0AAAAcIhxTUIX0ik1ve4YTgQAAMKi2fa10+rEvg96ryfWFpQw0nMsKMQREUIDAAAAh2i2uyqOpRM6ySQ0AAAxc2OwlHB1RiahJamcc/TIalnfvlyR32NBIQ5HCA0AAAAcojGuSehMSs02ITQAAHGyPgihZ6WOY+ip+xfU8Hy9uF4L+iiIAEJoAAAA4BDjquPIp1OqU8cBAECsrO+4KmZSKmWdoI8yVQ+vlDSXc6jkwJEQQgMAAAB34Xd78vzemBYTJpmEBgAgZm7stGZuClqSEsboyXMLemWzrtuNdtDHQcgRQgMAAAB30RhMLhfG0AmdT6fUbHfV69mR7wsAAASv27PaqHkz1Qe91xPnFmQkffdKJeijIOQIoQEAAIC7aAwml4tj6YTuB9nNDpUcAADEwVbdU7dnZ3ISWpLm82mdWcjpxfVq0EdByBFCAwAAAHfR8Poh9LgWE0pS06OSAwCAONio9pcSrpRnM4SWpAunyrpWaWmn1Qn6KAgxQmgAAADgLuq7IfTodRzDXuk6ITQAALGwUXWVMNJSMRP0UQLz6OmyJDENjbsihAYAAADuYrcTegyLCXcnodvUcQAAEAcbVU8nihmlkrMbsS2XsjpZTBNC465m9ysEAAAAOIL6OOs40sm33ScAAIi2jaqr1Rmu4hh69FRZl7Yactl7gTsghAYAAADuojnGxYT53UloQmgAAKKu7fe03WhrpTy7VRxDF06V1bVWL23Ugj4KQooQGgAAALiLcS4mLA56pYcVHwAAILo2a66sZnsp4dDZxbwKmRSVHLgjQmgAAADgLurDTugxLCbMD3qlG9RxAAAQeRtVTxIhtCQljNGjqyW9dKMmv9cL+jgIIUJoAAAA4C4anq+EkXLO6CH0cJq6wWJCAAAib6PqKpUwWiykgz5KKFw4VZbn9/T6ViPooyCECKEBAACAu6h7vgrplIwxI9/XcDEhk9AAAETfRtXVcjmjxBieI8TBg8tFOUmjF6jkwAFGL7YDAAAAYqzZ9pUfQxWHJKWSCWVSCTVYTAgAQORtVF09uFQM+hgjefbi5bHdl5NM6OHlkl5cr+pvv/f0WN7AR3wwCQ0AAADcRcPrjmUp4VAhk2ISGgCAiGu2fVVdnz7ofS6cKqvq+lrfcYM+CkKGSWgAAADgAMPJoFc2a/I6vbFNCuXTSTU9OqEBAIgylhIe7PxSQZJ0+XZTp+dzAZ8GYcIkNAAAAHAXbb+ndGp8T5uLmRR1HAAARNxGtT/pu1LOBHyScJnPOSplU7p8uxn0URAyhNAAAADAXXh+T5kxhtD5dFINJqEBAIi0jaqrrJPQXM4J+iihYozR2mKeEBrvQAgNAEDMGWN+2xizaYz5/h0+/iFjzI4x5ruDX7887TMCYTbuSegCk9AAAETeRtXTSinL8r0DnFvM63ajrZrbCfooCBFCaAAA4u+zkp455DZfs9a+b/Drn03hTEBktMc8CV1Is5gQAIAos9Zqo+rSB30Ha4t5SWIaGm9DCA0AQMxZa78q6XbQ5wCiyvN7SifHWMeRoY4DAIAoq3m+Wp0ufdB3cHo+p2TCEELjbQihAQCAJP2oMeYvjTH/3hjzWNCHAcKiZ63a3Z4yTnJs98liQgAAou2tpYRMQh8klUzovvmcLt8ihMZbCKEBAMB3JJ2z1r5X0j+X9Id3uqEx5lPGmOeMMc9tbW1N7YBAUDrdniSNdxI6nVKTSWgAACJro+pJkpYJoe9obTGva5WW/F4v6KMgJAihAQCYcdbaqrW2Pvj95yU5xpiTd7jtZ6y1T1prn1xaWprqOYEgeP4ghB5jJ3Qxk1S721Pb50UZAABRtFF1VcykVMykgj5KaK0t5uX3rNYrbtBHQUgc+9m0MeasMebLxpgXjTHPG2P+4QG3McaYXzXGvGqM+Z4x5vHRjgsAAMbNGLNqBmu9jTFPqf/84FawpwLCYRgUj3MxYT7df8HapJIDAIBI6i8lpA/6btZO9JcTvkkvNAZGecvGl/Q/Wmu/Y4wpSfq2Meb/s9a+sOc2H5H08ODX05J+Y/C/AABgSowxvyfpQ5JOGmOuSvqnkhxJstb+pqSPSfr7xhhfUkvSx621NqDjAqEyiRB6ODXVaHc1nx/b3QIAgCnoWavNqqcn7l8I+iihVs46Wsg7unyrIT104EWWmDHHDqGtteuS1ge/rxljXpR0n6S9IfRHJf3O4IXsN4wx88aYU4PPBQAAU2Ct/cQhH/81Sb82peMAkfJWHcf4FhPmM/37anhMQgMAEDWVZkftbk+r9EEfam0xr9dvNmSt1eDCS8ywsYx0GGPul/R+SRf3feg+SVf2/Pnq4O8AAACA0Gv7/QWC45yELgzqOAihAQCIno1qv+OYEPpwaycKqrq+dlqdoI+CEBj52bQxpijp30j6H6y11f0fPuBTDry81xjzKWPMc8aY57a2tkY9FgAAADCySSwmLAzrOLzu2O4TAABMxzCEXi7RCX2Yc4v0QuMtIz2bNsY46gfQv2ut/X8OuMlVSWf3/PmMpOsH3Ze19jPW2iettU8uLS2NciwAAABgLNoTCKHz6UEdB4sJAexjjHnGGPOSMeZVY8w/ucvtPmCM6RpjPjbN8wGQblRdLeQdZZzxVXXF1Uo5q3QyocuE0NAIIbTpl7n8K0kvWmv/tzvc7I8k/aLp+xFJO/RBAwAAICq8CS4mbBJCA9jDGJOU9OuSPiLpgqRPGGMu3OF2vyLpi9M9IQCpPwm9QhXHkSQTRmcWcrp8ixAao01C/3VJvyDpJ40x3x38+jljzKeNMZ8e3Obzki5JelXSb0n670Y7LgAAADA97e4EJqEHiwnr1HEAeLunJL1qrb1krW1L+n1JHz3gdv+9+lckb07zcAAkv9fTVs0jhL4HZxfzWt9pye/1gj4KApY67idaa/9MB3c+772NlfQPjvsYAAAAQJDafk9JY5RKjH8xYZPFhADe7j5JV/b8+aqkp/fewBhzn6S/I+knJX3gTndkjPmUpE9J0tra2tgPCsyqW/W2elaE0PdgpZxVz/b/22G2je/ZNAAAABAznt8d6xS0JOWcpIyRGoTQAN7uoCEvu+/P/4ekf2ytveulFOxcQlzdqLq63QguzBwuJVwps5TwqIb/rYb/7TC7jj0JDQAAAMRd2++NtQ9akhIJo7yTVKNNHQeAt7kq6eyeP5+RdH3fbZ6U9Pv9FU06KennjDG+tfYPp3NEIDhup6vf+uolJRJGv/ThhzSXc6Z+hhtVVwkjLRUJoY/qZDEjI2mj6gV9FASMEBoAAAC4A8/vjX0SWpIKmRST0AD2+5akh40x5yVdk/RxSZ/cewNr7fnh740xn5X0/xJAY1b82as31ep05SSNnr34pv7bH3tAqeTxf0Y/e/HyPX/ORtXTyWJmpMedNU4yoRPFjDZrTELPOr5qAAAAgDuYxCS0NAihmYQGsIe11pf0S5K+KOlFSZ+z1j5vjPm0MebTwZ4OCFbT8/UfX72px06X9bEnzurKdkv/7q/Wp36OjapLH/QxrJQzTEKDSWgAAADgTiY1CZ1PJ1lMCOAdrLWfl/T5fX/3m3e47X81jTMBYfC1V2+q7ff0Nx5d0Wo5q6sPn9TXXrmpMwt5ffLp6SzfbPs9bTfaenxtfiqPFycr5axeuF6V2+kq6ySDPg4CwiQ0AAAAcAdtv6d0avwvlgqZlOqE0AAAHKru+frz127qh8/MaXUwhfwzF1b1wFJB//a71/TC9epUzrFZc2UlJqGPYbmUkZV0aasR9FEQIEJoAAAA4A48vzuZOo50Uk3qOAAAONRXXtqU37X6qXev7P5dMmH08Q+sKZEw+t2Lb07lHBvVfqcxIfS9G/43e3mjFvBJECRCaAAAAOAO2iwmBAAgMNVWRxdfv633ry3oZCnzto8VMyk9tFTUf3hpS9baiZ9lo+rJSRotFtITf6y4OVFMK2kMIfSMI4QGAAAA7qDd7SmTnMQkdEqNNiE0AAB38/VLt9SzVj/57uUDP/7IaknXKi29vFGf+Fk2qq6WS1kljJn4Y8VNKpHQiWJ6Kv8/IbwIoQEAAIADdHtWna5V2pnUJDR1HAAA3M2V203dN5+74/Txu1ZKkqQvv7Q58bNsVF2tlDOH3xAHWilnmYSecYTQAAAAwAE63Z4kTWYSOpNUo+1P5fJhAACiyFqr9R1Xq3O5O95mLufo0VNlffkHkw2hm21fVdenD3oEK+WMrmw31eRKsJlFCA0AAAAcwPP7IXQ6lRz7fefTKVkruZ3e2O8bAIA4qLq+Wp2uTs3dPfj98CNLeu7NbVXdzsTOslH1JLGUcBTLpayslV7dpJJjVhFCAwAAAAfw/H5dRmYCiwmLmX6wXWc5IQAAB1rfaUmSVg8Jfn/y3cvq9qz+7JWbEzvLRtWVRAg9iuH/j/RCzy5CaAAAAOAA7d1J6PE/Zc6nU5LEJakAANzBjZ1+8Lt6yCT0+87Oay7nTLSSY6PqKuskVM6mJvYYcbdYTCudSugVeqFnFiE0AAAAcIBJhtCFTP9FLJPQAAAcbH3H1ULeUda5ey1WKpnQj79rSV9+aUu93mR2LazvuFot52SMmcj9z4KEMXpwqaiXCKFnFiE0AAAAcIBhJ/Qk6jgKgzqOZrs79vsGACAO1ndcnbrLUsK9PvzIkm7WPT1/vTr2c3R7Vus7Ld03TxXHqB5ZKeoV6jhmFiE0AAAAcIBp1HE0mIQGAOAd2n5Pt+reoVUcQz/+riUZI335pfFXctyse+p0rU7PHy0Qx509vFLStUpLtQkukUR4EUIDAAAAB2jvTkLf/TLg4yhmhiE0k9AAAOy3UXVlJZ06Ygh9spjRe87MTySEvlbpL0gkhB7dIyslSdIrm0xDzyIa1QEAAIADeH4/IB5XHcezFy/v/n670ZYk16huBgAAIABJREFU/ekPNrTT6uiTT6+N5TEAAIiD4VLCo9ZxSP1Kjv/zT17RrbqnE8XM2M5yvdKSkzRaKo3vPmfVu4Yh9EZNj68tBHwaTBuT0AAAAMABvG5/EtpJjv8p8zDYHvZOAwCAt6xXXaVTCc3nnSN/zk+8a0nWSt+4dHusZ7lWaenUXE4JlhKO7MxCTjknqZduMAk9iwihAQAAgAO0/Z5SCaNkYvwvOoc9021CaAAA3uHGTkur5ew9Bb8/dN+c8umkvvn6rbGdo2et1iuu7qOKYywSCaOHlot6ZbMW9FEQAOo4MLP2XhK7F5fDAgAAqT+lPK4qjv1SyYSSxjAJDQDAPtZa3ai6eu+Z+Xv6PCeZ0BPnFnTx9fFNQt+se2p3e/RBj9G5E3n91bWdoI+BADAJDQAAAByg7fd2J5YnIZ1KEEIDALBPpdmR2+lp9YhLCfd6+vyifnCjpkqzPZazXB8sJWQSenzOncjr2nZLfpfnQLOGEBoAAAA4QNvvKZNKTuz+06kEdRwAAOyzfoylhENPnT8hSfrWG9tjOcv1iqtUgqWE43RusSC/Z3f/f8bsIIQGAAAADuD53YlOQmdSCXl+d2L3DwBAFK1XWzKSVsv3Pgn9njNzSqcSunhpPL3Q/aWE2Ynsh5hVZxfzkqQ3bzUDPgmmjRAaAAAAOEB7gp3QEpPQAAAc5MaOq8VC+lhvBGedpN5/dl7ffGP0XuietbpeadEHPWbnTgxC6NuNgE+CaSOEBgAAAA7gTbgTOkMnNAAA77C+4+rUMfqgh54+v6jvX9tR3fNHOsftRlue36MPesxWy1mlUwldZhJ65hBCAwAAAAdodyc9CZ1kEhoAgD28Tle3G+1jLSUceur8CfWs9NyI09DDpYRMQo9XImF0diGny7cJoWcNITQAAABwAK8zjUloOqEBABi6UT3+UsKhx8/NK5Uw+ubro4XQ1yotJRNGy2WWEo7b2mKeTugZlAr6AAAAAEAY9SehkxO7fzqhAQB4u62aJ0laLh0/+M2nU/rhM3Mjh9DXKy2tlrNKJZjfHJdnL16WJLmdnl7bqut3v/GmjLn70sdPPr02jaNhCvhKAgAAAPZp+z11e3ayk9DJhNpdQmgAAIYqrY6MpLm8M9L9PHV+UX95tSK3c7wrjqy1ul5xqeKYkMVCWp7fU6PNFWGzhBAaAAAA2KfZ7i8zSicn2AntJNTpWnV7dmKPAQBAlOw0OyplUyNPH//I+RPqdK2+c3n7WJ+/3eyo1enq9Pzxu6lxZ4uFtCRpu9EO+CSYJkJoAAAAYJ/hZM4kFxNmBgF3h2loAAAkSZVWW3O50aagJemJ+xdkjI5dyXFtsJTwPiahJ2IYQt8ihJ4phNAAAADAPk1vMAk9wRA6Peib9uiFBgBAklRpdjSfT498P+WsowunyscOod+42ZCTNFotMwk9CcMQ+nbDC/gkmCZCaAAAAGCf+iCEnugk9OC+PZ8+RAAArLXaaXU0P4ZJaEl6+vwJffvN7WP1Qr+8UdMDJ4tKTbCWa5Y5yYTK2ZRuNzpBHwVTxFcTAAAAsE9zUMcxnFaehOGUdZtJaAAAdKvRlt+zIy8lHPrwu5fk+T392Ss37+0cdU+3Gm29a6U4lnPgYIuFNJPQM4YQGgAAANinMdVJaEJoAACuD3qY53Oj13FI/UnoUjalL71w454+76WNmiTpXSulsZwDB1ssZHSbTuiZQggNAAAA7NNoT6MTmkloAACGdkPoMU1Cp1MJffiRZf3Ji5vq9uyRP+/ljZpOFNI6UcyM5Rw42GIhrarrs6B5hhBCAwAAAPs0vH4dx2QnoVlMCADA0LWKK0lj64SWpJ95bEW3Gm195/L2kW7f6fZ0aavBFPQUvLWckGnoWUEIDQAAAOzTZBIaAICpul5pyUka5dLj28fwE+9aUjqZ0JeeP1olx+s3G/J7lhB6Ck4QQs8cQmgAAABgn/pgEtpJTqMTujuxxwAAICquV1qaz6VljBnbfZayjn70wRP60gsbsvbwSo6XNmpKJYweWCqM7Qw4GJPQs4cQGgAAANin6flKpxJKjPGF8H5pFhMCALDreqU1tj7ovX7msRW9eaupVzbrh972lY2aHlgqTPRNaPTl00llUgndIoSeGXxVAQAAAPs02l1lJvwCNGGMnKShjgMAAPU7oefG2Ac99NOPrkjSoZUctxtt3ay3qeKYEmOMFgtpbRNCzwxCaAAAAGCfxmASetKyqSR1HACAmed2urpZ9yYyCb1czur9a/P60gsbd73dSxs1SSKEnqLFQppJ6BlCCA0AAADs02z7u53Nk5ROJeR2mIQGAMy2GzuuJGk+l57I/f/0hRV97+qO1ndad7zNyzdqWiykdbKYmcgZ8E4nCmltN9vqHaGvG9FHCA0AAADs0/C605mEdpLUcQAAZt71Sj8cnpvAJLQk/cyFVUnSH99hGrrT7enSzTpT0FO2UEir27OqtjpBHwVTQAgNAAAA7NNoT6eOI51KUMcBAJh51wYh9PwEOqEl6aHloh5YKujZb16R23nnz92vvLylTtfq0VOE0NN0otCfOr9NJcdMIIQGAAAA9ml4vjKp5MQfJ5NKyGMSGgAw465X+nUck1hMOPSPn3m3Xlyv6h/96+/J7ql/+MF6VX/6g009vragh5aKE3t8vNNioV+/Qgg9G1JBHwAAAAAIm2a7q/n8ZHop98o6SW3WvIk/DgAA0/bsxctHvu3XXtlSKZNSKjm5WcmffWxV/+iZR/S/fuElPbhU1FIpo1t1T5/79hWdnsvqo+87LWPMxB4f7zSXc5QwhNCzghAaAAAA2KfuTa+O46DLggEAmCWVVmdifdB7/f2feFCvbtb1v//xy/q7j9+n//jqLRkZffLpc3ImGIDjYMmEUTnraIdO6JlACA0AAADsYa1Vs91VZgohdCaVYDEhAGDmVZodrZYzE38cY4z+l//0h3XldlP/5jvXZCT9l3/t/t1aCEzfXM5RhRB6JvA2DwAAALCH5/fU7VllpjARlUkl5fcsQTQAYGZZa7XTak+lBkvq/+z9F7/wpNYW8/rID5/Su1ZYRhikuTyT0LOCSWgAAABgj4bnS9JU6jiG09YNz1c6xRQWAGD2NNtddbp2oksJ91sspPXpn3hwao+HO5vPOXr+elU9a5WgkzvWmIQGAAAA9mi2+x3NmVRy4o81DKHrg+AbAIBZM6xiWJhCJzTCZy6fVrdnd4cAEF+E0AAAAMAejfYUJ6Gd5NseEwCAWbPTbEvqh5GYPfODCXgqOeKPEBoAAADYo+H1J6GnWcdRdwmhAQCzaTgJPT/FOg6Ex7CGpdIkhI47QmgAAABgj+HloJkphNBZ6jgAADOu0uzISRrl05OvwUL4MAk9OwihAQAAgD2aU6zjSA/rOAbT1wAAzJpKq6O5XFqGpXQzKZdOykkaQugZQAgNAAAA7DEMhKe7mJAXXgCA2bTTbGuepYQzyxijuVxalUE3OOIrFfQBgOPoWavPPXdF1koPLRX1Yw+f1NnFfNDHAgAAMTDNxYTZQdBdZxIaADCjKq2OHilngz4GAjSfd5iEngGE0IikF9er+t7VHeWcpP7q2o7+4LvX9NByUf/yF5/U/ScLQR8PAABEWG2wJDA7jTqOwWM06IQGAMwgv9tTzfU1xyT0TJvLOXq56gZ9DEwYdRyIHGutvvLylhYLaf1PP/eo/uHfeFi//Dcv6Op2U//iq5eCPh4AAIi4uucrnUwolZz8U+VkwiiVMCwmBADMpOrgjd+5LCH0LJvPOaq7vvxeL+ijYIIIoRE5r201dHW7pR97+KSSCaOVclZ/74Pn9bfec1r/9rvXVHO5hAMAABxf3fVVzE7vgsGMkySEBgDMpPrg9XuJEHqmzeUcWUnVFs+H4owQGpHzlZc3Vcqm9Pjawtv+/hd+9Jya7a7+4C+uBXQyAAAQB3XPVyEz+aWEQ5lUgjoOAMBMGk5Cl6b45i/CZz6fliR6oWOOEBqRcnW7qde2GvrgQyfl7LtE9j1n5vWeM3P6v77+pqy1AZ0QAABEXc31VcxMbyIrk0qo7hJCAwBmz/BKIELo2TaX6z/vqjTbAZ8Ek0QIjUj5Dy9tKeck9dT9iwd+/L94+pxe2azrm6/fnvLJAABAXDQ8X6XMFOs4UtRxAABmU831ZSQVpvhzF+EzDKGZhI43QmhExqubNb2wXtWPPHBCGefgS2T/1ntPq5xN6f++eHnKpwMAAHFR96bcCZ1KEEIDAGZS3euokEkpYUzQR0GA0qmE8umkKoTQsUYIjcj4ra++Lidp9NcePHHH2+TSSX3sibP6wvfXtVXzpng6AAAQF3XPV3Gak9AOndAAgNlUc32qOCBJms852mkSQscZITQi46uvbOndq+VDL9P5z39kTZ2u1eeeuzKlkwEAgDipudOehE6q7nWn9ngAAITFtN/4RXjN5RzqOGKOEBqRcL3S0vqOq3Mn8ofe9sGlov76Qyf07MXL6vZYUAgAAO5N3etMuRM6obrHiy4AwOzpT0JPbxkwwmsun1alxWLCOCOERiR8+81tSdK5xcKRbv+xJ87oWqWlF9erkzwWAACImU63J7fTm+qCpIyTkNvpye/2pvaYAAAEzVqrOnUcGJjPOXI7PXkdrg6LK0JoRMK339xWzklqdS57pNs/fb7fG/3N129P8lgAACBmht3MU+2ETvUXLjfavOgCAMyOVrurrrXUcUCSNJfvT8SznDC+CKERCX9xeVvvOTOnZOJoG3NPz+d0ZiFHCA0AAO5JfRhCT7UTOvG2xwYAYBbUBj/3mISG1J+ElkQvdIwRQiP0Wu2unr9e1RPnFu7p8546v6hvvXFb1tILDQAAjmYYBE+7E1p6awobAIBZUHOn/8YvwmtuGEI3CaHjihAaofe9qxX5PXvPIfTT5xd1q9HWa1uNCZ0MAADETT2AF8TDOg4moQEAs2S4lLeUYTEhpFLWkZFYThhjhNAIvW9f7i8lfP/avYXQH7h/URK90AAA4OhqAXRCZ51BHYdLCA0AmB3DSWjqOCBJyYRROedQxxFjhNAIve+8ua0HTha0WEjf0+edP1nQyWJG33qDEBoAABzN7iT0FEPoNHUcAIAZVHd9OUmzW0sFzOUcVajjiC2+0hFq1lp953JFj99jFYckGWP09PlFJqEBAMCRBbOYkDoOAMDsqXm+ipmUjDFBHwUhMZ9nEjrOCKERam/caup2o33PfdBDT51f1LVKS1e3m2M+GQAAiKMgJqGzgwkwQmgAwCypuR2VsvRB4y1zgzoOa23QR8EEEEIj1L79Zr8P+rgh9LAXmkoOAABwFMMguJCeYh2HQx0HAGD21Fx/qm/6Ivzmc478nlWj3Q36KJgAQmiE2rff3FYpm9JDS8Vjff4jqyWVsykqOQAAwJHUB5cGJxLTuzQ4lUgonUzsLkUEAGAW1D2fpYR4m7lcfxdYpdkO+CSYBEJohNpfXN7W+9cWjv1CMJkw+sD9i7pICA0AAI6gHtBUVjGbYhIaADAz/F5PzXZ3qjsYEH5zuX49S7XFc6I4IoRGaFXdjl7aqOmJteNVcQx94PyiLm01dLPujelkAAAgruqer0ImOfXHLWSSanhcegoAmA3Dn3nlDJ3QeEs5139TouqynDCOCKERWt+9XJG1x++DHnrq/KAXmmloAABwiJrnqxjAkqRCOqWay9QPAGA21AYhI5PQ2KuQSSlhCKHjihAaofXdKxUZI7337NxI9/NDp+eUc5L6JssJAQDAIepuR6UA6jhK1HEAAGbI8I1XOqGxV8IYlbIOdRwxRQiN0Hpls6775nMqjTiNlE4l9P61eX2LEBoAABxiuJhw2gqZlBptXnABAGZDfRBCB/EzF+FWyqZ2J+URL4TQCK1LW3U9uFQcy32958y8XrpRU9vvjeX+AABAPDW8YJYkFTOp3RfkAADEXc0b1HEQQmOfctbRTosQOo4IoRFKvZ7Vpa3G2ELoC6fL6nStXtuqj+X+AABAPNXcTiAviIuZlOrUcQAAZkTN9ZVzkkoliaXwduWcQyd0TPHVjlBar7pqdbp6YKkwlvu7cKokSXrhenUs9wcAAOLHWhtsHQchNABgRtQ9nz5oHKicTcnt9LiSPYYIoRFKr232J5bHNQl9/mRRWSehF9cJoQEAwMFana56VoHVcTTaXfV6duqPDQDAtNVcQmgcrJzr7wWjFzp+RgqhjTG/bYzZNMZ8/w4f/5AxZscY893Br18e5fEwOy4NajMeXB7PJHQyYfTISkkvEEIDAIA7CHJJ0vAxWU4IAJgF/UloJ+hjIITKg38XVXZlxM6ok9CflfTMIbf5mrX2fYNf/2zEx8OMeG2roVI2paViZmz3eeF0WS+uV2UtE0YAAOCdaoM6jCAmswrDENrrTv2xAQCYJmttYDsYEH7lwfOwKssJY2ekENpa+1VJt8d0FmDXa1t1PbhUlDFmbPf56Kmytpsd3ai6Y7tPAAAQH4FOQg9ecNU9XnABAOLN83vqdC11HDjQsI6D5YTxM41O6B81xvylMebfG2Meu9ONjDGfMsY8Z4x5bmtrawrHQpi9tlUf21LCoQunypJELzQAADjQcDFgMHUcSUlSnUloYKYZY54xxrxkjHnVGPNPDvj4R40x3xvUXT5njPlgEOcERhHkm74Iv0wqoXQywSR0DE06hP6OpHPW2vdK+ueS/vBON7TWfsZa+6S19smlpaUJHwthVvd8bVS9sS0lHHr3IIR+4TohNAAAeKdhHUchkBC6P/VTp/8QmFnGmKSkX5f0EUkXJH3CGHNh383+RNJ7rbXvk/T3JP3L6Z4SGN1b9Vd0QuOdjDEqZVN0QsfQRENoa23VWlsf/P7zkhxjzMlJPiaib3cp4ZhD6GImpXMn8npxvTbW+wUAAPEwDICD6YQeTkLzgguYYU9JetVae8la25b0+5I+uvcG1tq6fWvJTUESC28QObVBzQJ1HLiTcs6hjiOGJhpCG2NWzaDU1xjz1ODxbk3yMRF9rw1C6IeWx1vHIUmPrpb1AnUcAADgAPVA6ziGiwkJoYEZdp+kK3v+fHXwd29jjPk7xpgfSPp36k9DA5Ey/Hlboo4Dd1DOplRjEjp2RgqhjTG/J+nrkh4xxlw1xvw3xphPG2M+PbjJxyR93xjzl5J+VdLH97xrCxzotc2GkgmjtcXxh9AXTpf1xq0GL/AAAMA77IbQAUxmDUNoJqGBmXbQVvZ3vH621v6Btfbdkv4TSf/zgXfEziWEWM31lTRG2XQy6KMgpMo5R9VWR0SI8TLSM2xr7ScO+fivSfq1UR4Ds+e1rbrWFvNKp8Y/qP/oqbKslX5wg0oOAADwdjXXVzqZUCY1/RfFBUJoAP3J57N7/nxG0vU73dha+1VjzIPGmJPW2pv7PvYZSZ+RpCeffJIUB6FSc30VsyklzEHvuwBSOevI71m12ixsjpNJLyYE7tmlrYYeXBr/FLTUn4SWpBep5AAAAPvUvU4gU9BSfxN8KmG4WguYbd+S9LAx5rwxJi3p45L+aO8NjDEP7am8fFxSWlReImLqXieQ6itERznXX1rJcsJ4IYRGqHR7Vq/fbIx9KeHQ6bmsytkUITQAAHiHhtcN7EWxMUbFbIpJaGCGWWt9Sb8k6YuSXpT0OWvt8/sqL/+u+pWX35X065L+MyovETU112cpIe6qPPj3wXLCeOGrHqFydbupdrenB+5xEvrZi5cP/PtPPr32tj8bY/Toqf5ywsdOzx37nAAAIH5qrr9bixGEQpoQGph11trPS/r8vr/7zT2//xVJvzLtcwHjVHd93TefC/oYCLFydjAJ3SKEjhMmoREqr23VJWlik9BSv5LjpRs19RgYAAAAe9S9jkoBhtDFTIo6DgBArPWsVaPtB1Z/hWgoMQkdS4TQCJVLWw1Jkw2hHz1VVrPd1e16e2KPAQAAoqfuBfuimDoOAEDcue2uelZ0QuOuUsmE8ukkndAxQwiNUHltq67FQloLhfTEHuPCqf5ywvWqO7HHAAAA0VN3/UBfFBcyKdU9tsADAOKrNnizNcj6K0RDOetQxxEzhNAIldc2G3rwHvug79XDK0WlEkbrldZEHwcAAERL0JPQJeo4AAAxN/w5xyQ0DlPOpVRjEjpWCKERKq9t1fXAyclVcUhSJpXU+ZMFbTAJDQAA9qi5fqCd0IVMUnVebAEAYqxOCI0jYhI6fgihERqVZlu3Gm09uDzZSWhJemi5qK26N/HHAQAA0dDp9uT5vUAvDy4wCQ0AiDlCaBxVOeeo7vnyu72gj4IxIYRGaLw2WEo46UloqR9C32605ff4ZgYAAMJxeXApk1K97ctaG9gZAACYpLrny0jKpZNBHwUhV846shIDhDHCW08IjSu3m5Kk+0/mJ/5YDy0X1bPSrXpbK+XsxB8PAACE27BzMKhO6GcvXtbLG3VZK332z99QJtV/cf7Jp9cCOQ8AAJPQ8HwVMikljAn6KAi58uA52Y0dV6fmcgGfBuNACI3APHvx8tv+/OWXNiVJ981PPoR+cKk/bb1Z8wihAQDA7uXBQXZCZ5z+RYqe39sNoQEAiJO616WKA0dSzjmSpI0qk9BxQR0HQmO70VYxk5rKZTkPLPV7p7dqfDMDAAB7OioDmoSWtBs8ex3qwgAA8VR3O4TQOJLS4DnZRtUN+CQYF0JohEal2dFC3pnKY+XTKc3nHW3V+GYGAACkuht8J3QmNZyE7gZ2BgAAJqnR7qqQ4WofHK5f20IIHSeE0AiN7WZb8/n01B5vuZRhEhoAAEiSaiFYTLi3jgMAgDiquz6T0DiShDEqZR3dIISODUJohELP2sEk9PRC6KViRlt1Tz020AMAMPMaIajjyA7qONwOk9AAgPhp+z21uz1CaBxZOZvSJp3QsUEIjVCoub661mqhMJ06DklaKmXV6VrttDpTe0wAABBOYajjyDmE0ACA+ArDG76IlnKOSeg4IYRGKGw32pI03UnoUkYSywkBAMBbdRyFdICT0LshNHUcAID4GS4BLjAJjSMqZx06oWOEEBqhsN3sh9DzU1pMKPU7oSVpkxAaAICZN+yoTCRMYGcYdkK3mIQGAMRQPQT7FxAt5WxKNddXs+0HfRSMASE0QmG72a/EmOYkdCGTUj6dZBIaAACo7nUCf1GcMEaZVEIeITQAIIYIoXGvStn+oCK90PFACI1QqDTbKmZScpLT/Se5VMpoq8alHQDizRjz28aYTWPM9+/wcWOM+VVjzKvGmO8ZYx6f9hmBoNU9X4VMMuhjKOsk1aKOAwAQQw3qOHCPSrn+vxWuYI8HQmiEwnazrYUpVnEMLZcyfDMDMAs+K+mZu3z8I5IeHvz6lKTfmMKZgFCpub6K2ek/F9kv6yRYTAgAiKW65yuTSkx9+AzRtTsJzfBgLPCVj1DYbnY0P8UqjqGlUlbNdnf3HVkAiCNr7Vcl3b7LTT4q6Xds3zckzRtjTk3ndEA4NDxfpRBMZmWdJCE0ACCW6p5PFQfuSXnw72WDOo5YIIRG4HrWaqfZmWof9NBSsb+ckF5oADPuPklX9vz56uDv3sEY8yljzHPGmOe2tramcjhgGsLywjibSsr1CaEBAPHTr74K/mctoiOXTiqdTDAJHROE0AhczfXVtVYLhWDqOCRCaAAzzxzwd/agG1prP2OtfdJa++TS0tKEjwVMT931VcwG/8K4X8dBJzQAIH7qbjje8EV0GGP6u7yYhI4FQmgEbrvRlqRAJqHn8o6cpOFdNQCz7qqks3v+fEbS9YDOAgSiFpZJaOo4AAAx1QjJz1pEy3KZXV5xQQiNwG03gwuhE8ZoqZjRVp1vaABm2h9J+kXT9yOSdqy160EfCpgWa2146jgGIbS1B16MAABAJPWsVbPdpY4D92y5lGFwMCb46kfgtpsdSdJ8PpiN9CdLGV253QzksQFgGowxvyfpQ5JOGmOuSvqnkhxJstb+pqTPS/o5Sa9Kakr6r4M5KTB9z168LM/vylrp1c26nr14OdDz5JykelbqdK3SqYOacgAAiJ6G58tKoai+QrQsl7L6xqW77VhHVPDVj8BVmm2VMik5yWAG85dLGf3V1R21/Z7SKS4OABA/1tpPHPJxK+kfTOk4QOh4gw7mjBP884DhGdxOl+clAIDYaHj9qqkwXHWEaFkuZbTT6sjtdJV1kkEfByPgmS0Ct91sBzYFLUlLpayspJtUcgAAMJNcv//COBOC0Dc3eHHVohcaABAjdc+XRAiNe7dSzkqStuiFjrzgn2lj5m03O1ooTL8Pemi5lJEkiu4BAJhRw0noMEzXDM/gEUIDAGJkGEIXMsH/rEW0LJXJbOKCEBqB6lmrSrMdyFLCocVCWkbSLSahAQCYScOp41yIQujWIBgHACAOGkxC45h2BwerLCeMOkJoBKra6qhng1tKKElOMqG5nKNbjXZgZwAAAMEZhtChmIQeVIIMK0IAAIiDuucrYcLxhi+iZbnUr+NgEjr6CKERqO1mR5ICnYSWpBPFNJPQAADMqFZ7MAmdDv6FcXZwBpc6DgBAjNQ9X8VMSsaYoI+CiDlRSCuZMNqsMQkddYTQCFSl2Z8+DjyELmSYhAYAYEa5YarjSA1DaOo4AADxUXd9FajiwDEkEkZLxYw2qwwORh0hNAK1PQihg6zjkPqT0M12d3cSCgAAzA6301UqYeQkg39q7CSNksYwCQ0AiJVG26cPGse2XM5QxxEDwT/TxkzbbnZUyqQCf9F3stgvur9JJQcAADOn1emGog9akowxyjgJQmgAQKwM6ziA41guZbTBYsLI4zsAArXdbL9jCvrZi5enfo7FQr8OhEoOAABmT6vTC00ILfUXJLYIoQEAMWGtVd0lhMbxLZWy+ovLlaCPgRExCY1AVZodLRSC7YOW+iG0kVhOCADADHLbXeWc8DwtzjlJeXRCAwBiou335PcsndA4tpVyf49Xp8vzoygLz7NtzJyetao024EvJZQkJ5m4HwzkAAAgAElEQVTQXN5hEhoAgBnU6nSVS4dnEjrjJJiEBgDERt3zJYlJaBzbcikriQrVqCOERmBqrq+eleZywS4lHDpRSDMJDQDADHJD1Akt9Seh6YQGAMTFbgidJYTG8SyX+nu8NqtkNlFGCI3A7LQ6kqT5sITQxYxu1pmEBgBg1rQ6XeVCFEJnU4TQAID4aAxCaOo4cFzL5X4IzXLCaCOERmCGIfRcPiQhdCGtVqerSpMgGgCAWWGtlRu2ENpJyPXpPAQAxEONOg6MaFjHsVljEjrKCKERmN0QOhuOEPpksf/O2hu3mgGfBAAATEvb76lnFao6jqyTVNvvqduzQR8FAICRvTUJHZ6ftYiWk8W0jCGEjjpCaASm2urISZrQLAI6UegvSHzjZiPgkwAAgGkZLgAM1yR0/yyeTyUHACD66p6vrJNQKkEEheNJJRM6Uchoq0YdR5TxHQCBqbQ6KmcdGWOCPookaaGQlpH0xi1CaAAAZoXb6ddeZEPyprj0Vgg9PBsAAFFW97pUcWBky6WMNlhMGGmE0AjMTrMdmj5oSXKSCc3lHSahAQCYIWGchM45/afoLCcEAMRB3e2omAnPa39E03I5o00moSONEBqBqbq+5nPh+kF0opCmExoAgBnihjCEzgzO0iKEBgDEQN3zVcwyCY3RrJSy2mQSOtIIoREIv9tTtdVROWwhdDFDHQcAADOk1e4HvVknPE+LdzuhCaEBADFQ93zqODCy5XJGN+sei5sjLDzPtjFTtuqerKS5kIXQJwtpVZodVZrtoI8CAACmIJx1HMNJaDqhAQDR1un25HZ6hNAY2XIpo56VbjWYho4qvgsgENcr/R6fSYfQz168fE+3P1HMSJLeuNXU+/LpSRwJAACEyDCEzoQohM6m6IQGAMRDw/MlSSXqODCipVJWkrRZ9bQ8+D2ihUloBGJ9pyUpfJPQJwr94JnlhAAAzAa301UmlVAyYYI+yq5hIO76hNAAgGiruf0QmklojGq53B8aZDlhdBFCIxA3dvrfNOZz4Zo2XiikZYzohQYAYEa4nW6oqjgkKZkwSicTctuE0ACAaKt7hNAYj5XyW5PQiCZCaATiesWVkzShWgIkSU4yodNzOSahAQCYEa12d3cRYJhknYRcn05oAEC07YbQ1HFgREvF4SQ0IXRUhSsBxMy4UW1pLpeWMeG59HXo/MmCXr/VDPoYAABgClqdnnLpMIbQSTqhAQCRxyQ0xiWdSmgh72ijSh1HVBFCIxDXK67mcuH8IXTuRF5vUscBAMBMcDthnYQmhAYARF/N9ZV1EnKSxE8Y3XIpyyR0hPFdAIFY3+lPQofR+ZMFVZodVZrtoI8CAAAmrNXpKheyejBpUMfRoY4DABBtdc9nChpjs1zOEEJHGN8JMHWdbk+bNU8XTs0FfZQDnTtRkCS9eaup+Xw4g3IAADAeYVxMKPUnoW/VeUMcABBtdXfyIfSzFy9P9P4RHsulrF7bvBn0MXBM4Rv7QOxt1jxZK83lnKCPcqC1xbwk6fJteqEBAIgzv9uT5/dCW8fRoo4DABBxdc9XMRvO1/6InuEkdK9ngz4KjoEQGlN3Y6clKbwh9JmFnCRCaAAA4q7m9pclhXExYc5Jyuv0ZC0vsgAA0VX3OtRxYGxWShn5Patt6lMjiRAaU3e90t9kGtYQupBJ6WQxravbhNAAAMTZTqsjSeGchE4l1LWWXmgAQGR1uj25nR4hNMZmuZyVJHqhI4oQGlN3YyfcIbQknV3MMwkNAEDMVd1+CB3GTujM4Ey1wRkBAIiahte/4qhECI0xWS5lJEkbVTfgk+A4CKExddd3Wiqkk8qGcBP90BohNAAAsVdt9V8ch3ESehiMVwmhAQARVR+E0MUsITTGY4VJ6EgLbwqI2FqvuFqdy8oYE/RR7mhtMa/rFVedLpfAAgAQV8M6jjBOQg/frK8OeqsBAIia4e4F6jgwLkuDSegtQuhIIoTG1K1XXZ2ezwV9jLs6u5hXt2e1XuESDwAA4mq3jiOEiwmH09nVFpPQAIBoYhIa45Z1kipnU9RxRBQhNKZuvdLS6uASirA6u5CXJCo5AACIsbcWE4bvKXF2txOaSWgAQDTthtBMQmOMlstZbVaZhI6i8D3jRqx1uj1t1T2dCvkk9NqJfgh9ZZsQGgCAuKq2OkoYKZ0M31PiLJ3QAICIq7u+sk5CTgh/ziK6VsoZbdaYhI4ivhNgqjaqrqyVTs+FexJ6tZyVkzRMQgMAEGM7rY6yTjKUeyqG09lMQgMAoqru+UxBY+yWS1ltMAkdSYTQmKr1nf67VashD6GTCaMzC3lCaAAAYqzq+qFcSij1p7MThk5oAEB01VxCaIzfcimjrZona23QR8E9IoTGVA1D6LAvJpT6ywmvEEIDABBb1VYnlEsJJckYo0wqySQ0ACCymITGJCyXs2p3e7u7PRAdhNCYqvVKS1L4J6El6exCjkloAABibFjHEVa5dJJOaABAZNW9jopZJ+hjIGaWSxlJopIjggihMVXrO66KmZTKEfhBtLaYV6XZ4d01AABiqup2QlvHIUnZVIJJaABAJHl+V26nxyQ0xm4YQrOcMHoIoTFV6zstnYrAFLTUD6ElUckBAEBMVUM+CZ1xknRCAwAi6Wa9LUkqEUJjzFbK/Uxpk0noyCGExlTd2HEjUcUh9TuhJenqNiE0AABxY61VtRXexYSSlHPohAYARNPNWj8gLGYJoTFey+XhJDQhdNQQQmOq1nfc6ExCn+iH0PRCAwAQP57fU7vbU84J79PhrJNQjU5oAEAE3awPQmgmoTFm+XRKxUxKG1XqOKImvM+6ETudbk9bdU+rc7mgj3Ik5ayj+bxDCA0AQAwNdz5k0+GdhM46SVWZhAYARNBuCM0kNCZguZzRFpPQkUMIjanZqnmyVlotR2MSWpLOLuR1+XYr6GMAAIAxG3Yth7mOI+skVfd8+d1e0EcBAOCeDANCJqExCculDIsJI4gQGlOzvtP/BhGVOg6pv5yQxYQAAMTP7iR0iEPo/GBKe4flhACAiLlZbyuTSshJEjth/JZLWW2wmDBy+G6AqbkxCKGjsphQ6i8nvLrdVLdngz4KAAAYo6ob/knoYQi93SSEBgBEy1bdU4kqDkzISrk/CW0tWU2UEEJjam4MSuOjVMextphXp2spvAcAIGaqrX7XcrhD6P6L90qzHfBJAAC4NzdrHlUcmJjlUlZup6eax+6MKCGExtTc2Gkpk0poPu8EfZQjW1vMSxLLCQEAiJkoLCYcTkLfbhBCAwCi5WadEBqTs1zOSJI2GRiMFEJoTM36jqtTc1kZY4I+ypERQgMAEE/V3U7o8D4dfmsSmjoOAEC0bNU8FanjwIQsl/pX2G/SCx0p4X3WjdjZqLpaiVAVhySdms8qYcRyQgAAYman1VHOSSqVCO/T4cJuJzST0ACA6PD8rqqur2ImOldBI1p2J6FrhNBREt5n3Yid4SR0lDjJhE7P55iEBgAgZqpuR3O5cL84TqcScpJGtwmhAQARcqve/7lVoo4DE7Jc6ofQ7O+KFkJoTEWvZ7VZ9bQSsRBa6ldyEEIDABAvO62Oyrlwvzg2xmg+n1alQR0HACA6btb706nUcWBSipmU8ukkk9ARQwiNqbjdbKvd7elUxOo4pH4ITR0HAADxUm35oZ+ElqTFfJo6DgBApGwNgkEWE2JSjDFaLmUIoSOGEBpTcWOnf4nE6lwu4JPcuzMLOd2st9Vqd4M+CgAAGJOq21E5G/4Qej7vEEIDACJldxKaEBoTtFzKUscRMYTQmIq3QujoTUKfXcxLkq5VmIYGACAudlrh74SWpIV8WttN6jgAANGxWe2H0CXqODBBy+XM7tQ9ooEQGlOxPnh3KmqLCaX+JLQkXbndCvgkAABgXPqd0BEIoQtpVZiEBgBEyI2qq4W8o1SSyAmTs1zKapNJ6EgZ6TuCMea3jTGbxpjv3+Hjxhjzq8aYV40x3zPGPD7K4yG6NnZcJRNGJ4uZoI9yz84u9Cehr24zCQ0AQBx0uj3VXF8L+XTQRznUQt7RdrMja23QRwEA4Eg2qq5WIrgPCtGyXM6o0e6q7vlBHwVHNOrbUp+V9MxdPv4RSQ8Pfn1K0m+M+HiIqPUdV8uljJIJE/RR7tnJYkbpVEJXtpmEBgAgDiqDeovFQgQmofNpdXtWVZcXWACAaNioepGs4kS0rJT7Q45MQ0fHSCG0tfarkm7f5SYflfQ7tu8bkuaNMadGeUxE041qK7I/hBIJozMLOSahAQCIieGiv4VCBCahB2ekkgOYDcaYZ/5/9u48Sq67vvP+51f70lW97+pFuyzJkhfZBmOwDWYL+xowAyGQBRJClsOZyZPJJM88yTOTBB4mCcuwJB6SCTZZhi3g2EAwGGws75Yl2ZK19aLeu7qruqu6qrqq7vNHdQvZ1trd1ffeqvfrHJ0jqRd9BVbVvZ/7/X2/xpgjS6eJf/8cH3/f0injA8aYB40xe+2oE7iQsVRW7TF33v/DPdqW/hubYC60a1R6QE+3pKGzfj289HuoMWPJrDpcfBxnQ2NEw3RCAwBQFRLpcqDb5JJxHNLPawZQvYwxXkmfU/lE8U5J7zXG7HzBp52UdLNlWXsk/YmkL61vlcCFLRZLmprPqd2lTWhwj7ZYuRN6nE5o16h0CH2u2QvnHGhnjPk1Y8yjxphHJycnK1wW1pNlWRpNZl3bCS1JPY1hDSXohAYAoBosB7pu6IRuiCx3Qi/aXAmAdXC9pGOWZZ2wLCsv6Wsqny4+w7KsBy3Lmln65UOSNqxzjcAFTc3nZFlydRMa3GG5E3qSTmjXqHQIPSyp56xfb5A0cq5PtCzrS5Zl7bMsa19ra2uFy8J6mssVlMkX1eniEHpDY0QzmUUG3gMAUAXOdEK7IIRernGGcRxALbjck8QflvRvFa0IuExjyXJX6vK8XqBS4mGfgj4PndAuUukQ+tuSPmDKXiIpaVnWaIX/TDjM+Jk3ITeH0GFJYi40AABVYGYphG6IuGExIeM4gBpyOSeJb1U5hP5P5/k4J41hi+VA0M33/3AHY4za4yGNp+iEdotVhdDGmLsk/UzSdmPMsDHmw8aYjxhjPrL0KXdLOiHpmKQvS/qNVVULVxpdCqE768M2V7JyPU0RSdJwgrnQAAC4XSKTVyzoU9DntbuUi4qH/PIYxnEANeKSThIbY/ZI+htJb7Esa/pc34iTxrDLciDo5nGccI+OeEhjdEK7hm81X2xZ1nsv8nFL0m+u5s+A+y2/ILh5JhSd0AAAVI+ZdN4V86AlyeMxaogEGMcB1IZHJG01xmyUdFrSeyTdfvYnGGN6JX1d0vstyzq6/iUCFzaWysrvNa5Y/gt3uHP/4Hk/li0UNTyz8KLPuf2G3kqXhRVYVQgNXIrlmVBtLp4J1RwNKOz3amiGTmgAANwukVl0TQgtlceGEEID1c+yrIIx5mOS7pXklXSHZVmHlk8aW5b1BUl/JKlZ0ueNMZJUsCxrn101Ay80nsyqLRaSx3Ou6TLA2oqH/EotpGRZlpZeE+FghNCouNFkVs3RgEJ+5x95PR9jjDY0hvWz49PnfArHUzYAANxjJp1XS517QuimSEAzacZxALXAsqy7VR5refbvfeGsn/+KpF9Z77qASzU+l2UpIdZNPOxXoWRpYbGoSICI0+kqvZgQ0HgqWxVLCXqaInQhAQBQBRIuGschiXEcAADXGEtWx/0/3CEeKgfPqYWCzZXgUhBCo+JGk1l1VsFSgg2NYW4AAQCoAjOZvKtmVTYyjgMA4BLjqRwhNNZNfdgvSUplOTHmBoTQqLix5EJVbMbtaYwou1jSQr5odykAAGCFsotFZfJFV3VCN0UDmsksqrzzGwAAZ5rPFTSfK1TF/T/cIR5aCqEXCKHdgBAaFZVdLGoms6iOKngSuqExLEl0IgEA4GLL7+NNLgqhGyIB5QslLSzyIBwA4FzjqawkMRMa6yYWLo/jSNIJ7QqE0Kio5TehangSuqExIkmaJYQGAMC1Euny+3ijy8ZxSD+vHQAAJxpPLofQ7r//hzv4PB5Fgz5mQrsEITQqaixZPSF0T1O5EzqR4QkbAAButRzkuqkTenl0yCzXIAAABxufW7r/J4TGOqoP+RjH4RKE0KiosaVO6GpYTFgf9ivo8zCOAwAAF3NlCL3Utc01CADAycaSOUl0QmN9xcN+FhO6BCE0Kmr0TCd02OZKVs8Yo8ZIQDMchQUAwLVmXBlCM44DAOB846msYkGfokGf3aWghsRDfjqhXYIQGhU1lsyqLuhTXZW8CTVG/ByFBQDAxRKZRRlTPuHkFozjAAC4wXgqq/YqOAUNd4mHfUrniyoUS3aXgosghEZFjSYXqmIUx7LGaEAzmbwsy7K7FAAAsAIz6bwawn55PcbuUi5Zw1JgzjgOAICTjaWyao8H7S4DNSYeKl8npbIsJ3Q6QmhU1Ggyq84G94/iWNYYCShXKGkhX7S7FAAAsAKJTP5MZ7Fb+LwexUI+RoIBABxtPJllHjTWXXzpYT0jOZyPEBoVNTKbVVc1dUKfWQzEixsAAG40k86rKeKuEFoqz7Dm+gMA4FSlkqWJuZw6CKGxzs6E0CwndDxCaFRMrlDU1HxOHdUUQkeXFgNxHBYAAFdKpN3XCS1JDZEA4zgAAI41nc6rULLohMa6qw/RCe0WhNComPFkTpLUVV9d4zgkaZabQAAAXGkm485O6MaInxAaAOBY46msJBFCY92F/B75vYaZ0C5ACI2KGUkuSJI6G6rnTSjk9yrs93ITCACAC1mWpZn0ois7oZsiAc2k6fABADjTcghdTSeh4Q7GGMVDfiXphHY8n90FoHqNLofQLuuEvnP/4AU/3hjxcxMIAIALpfNF5YslNS2N13ITxnEAAJxs7EwndNDmSlCL4mE/M6FdgBAaFTMyW34T6qqiTmhJaowGNDGXs7sMAABwGe7cP6hEuhziHhmbv+hDZ6dpjPiVyReVKxQV9HntLgcAgOcZT2blMVJrHSE01l885NNgImN3GbgIxnGgYkaTC6oP+xUJVNezjsZIQLOZvCzLsrsUAABwGdK58qzAaNB9Ie7yCJHZDF0+AADnGU/l1FIXlM9LzIT1Fw/7NZctkNM4HK8OqJixZFadVTgPqjHi12LR0nyOofcAALhJJr8UQrvwAfnycuTlbm4AAJxkLJVlKSFsEw/5VShZyuSLdpeCCyCERsWMzGbV1eCuedCXYrkTaYZOJAAAXCW9dGMSCbixE7o8x5q50AAAJxonhIaN4uHydRJzoZ2NEBoVM5pcqNJO6KUQmk4kAABcJXNmHId7O6EZxwEAcKLxVFYd9cyDhj3qQ+Vru9QC10lO5r4rcLjCQr6omcyiuhrCrlv8czFnQmg6kQAAcJV0viiPkYI+9/VhMI4DAOBU2cXy/X97rPqa0OAOZzqhFxib6mTuuwKHK4wmFySpKjuhAz6PokEfN4EAALhMJl9QNOCTMcbuUi5bQ6R8czXLQ3AAgMNMzuUkSe1VeP8Pd4iF/DKSkozjcDRCaFTEaDIrSeqo0jehpoif47AAALhMOldUJOi+edCSFPJ7FQl42UkBAHCc07PlJrSu+urbCQV38HqMokEf4zgcjhAaFTFS5W9CjdGAEnQiAQDgKpl8QZGAe6fRNUYC7KQAADjOYCIjSeptithcCWpZPOxjMaHDEUKjIqq9E7oxElAys6iSZdldCgAAuETpfFHRgDs7oSWpMepnJwUAwHGGEhl5PUadDdV5/w93iIf8zIR2OEJoVMRoMqvmaEAhv3tv9C6kMRJQ0bI46gEAgItkcgVFgu7uhGYnBQDAaQYTGXU1hOT3EjHBPvGwn05oh+MVAhUxmlyo6qegjdHyciDmMgIA4A4ly1ImX1TUxeM42mIhTSwtfwIAwCkGExlGccB28ZBfmXxRi8WS3aXgPAihURGjs1l1Vuk8aElqigQkibmMAAC4RDZflCUp6tLFhJLUHg9qYi6nUolxYAAA5xhKZNTTSAgNe9WHy40Gc1lGcjiVe1tB4GgjyQW9ZFOT3WVUTH3YLyOxnBAAAJdI54uS5OrFhO3xkIolS9PpvFpjQbvLAQDY7M79g5f9Nbff0LumNaRzBU3N59VDJzRsFg+VT6wnGZvqWHRCY83N5wqayxbU2VC9ndA+r0fxsJ9OaAAAXCKTL3fFuHkxYXu8POpsPJW1uRIAAMqGZxYkiXEcsF08XA6h2d3lXITQWHOjs+U3oc766p0JLUmNET8zoQEAcIl0bqkT2sWLCdvj5e5nQmgAgFMMJjKSCKFhv4ZIOYSeJYR2LEJorLmRZPnGqKuKO6Gl8ob6GcZxAADgCtXVCc1yQgCAMxBCwymCPq/Cfq9myWkcixAaa265E7ojXuWd0NGAUguLKpTYvAoAgNNVw0zo1lhQxtAJDQBwjqFERrGg70wXKmCnhohfs5xYdyxCaKy5kWRWxkgdVT+OIyBLUpIXOAAAHC+TK8jvNQr43Hv56/d61BwNEkIDABxjMJHRhqaIjDF2lwKoIRLQ7AKd0E7l3qtwONZYckGtdUH5vdX9n1djtPykN8FRDwAAHC+dL7q6C3pZe5wQGgDgHIOJjHqbqnsUJ9yjIUwntJNVd0oIW4wms+qs8nnQUrkTWpJm07zAAQDgdOlcwdXzoJe1x0PMhAYAOIJlWRpKZJgHDcdoiPiVK5SUZDmhIxFCY82NzC6oq8pHcUhSfdgvj6ETGgAAN5jLLSoWcv+8yvZ4SBNzdEIDAOw3OZdTrlAihIZjNCw1C44s7SqDsxBCY01ZllXuhK6v/k5ojzFqiAQ0QwgNAIDjzS0UFA9XxziOqfm88gUWIwMA7DWYyEiSegih4RAN4XLDwekZQmgnIoTGmkotFJTJF9XVUP2d0JLUGPFrJk0IDQCAkxWKJc3nClXTCS1Jk/OM5AAA2IsQGk7TEFkKoemEdiRCaKypkWT5H3otdEJL5bnQMwy9BwDA0abm87IkxasihA5KEssJAQC2G0xkZIzUXQM7oeAO0aBPPo9hHIdDEUJjTY0uh9C10gkdDWg+V9BCvmh3KQAA4DyWA9t4qBrGcZSvsSYIoQEANhtMZNQRDynkd//iX1QHjzGqD/s1TAjtSITQWFPLc3dq5Ulo49LQ++GZjM2VAACA81kOoWPhauiELofQY0lCaACAvYYSGUZxwHEaIn46oR2KEBpranhmQQGfR611QbtLWRdNS/OGhgihAQBwrPG58vzkauiEbooE5POYM38nAADsMpjIqJcQGg7TEAmwmNChCKGxpoZmMtrQGJbHY+wuZV00RMud0EMJXuAAAHCqiVRWHlOeE+h2Ho9RWyzITGgAgK2yi0WNp3KE0HCchrBfE3M55QqMTXUaQmisqeGZBW1orJ03oVjQJ7/XnNkKDAAAnGc8lVVd0CePqY6H5O31IUJoAICthpc6TXuaamMUJ9yjYWlsKqPLnIcQGmtqKJFRT2PtvAkZY9QUDWhgOm13KQAA4DzGUznFq2Ae9LL2WEjjKcZxAADsM7TUiEUnNJymYWlsKiM5nIcQGmtmPlfQTGaxpjqhJakpGtTANJ3QAAA41Xgqq1ioikLoOOM4AAD2Wj4NzGJCOE3DUuPBaZYTOg4hNNbM8Mzym1DtdEJLUnM0oMFERqWSZXcpAADgHCbmclWxlHBZWzykuWxBmXzB7lIAADVqMJFRyO9Ra13Q7lKA56kP+2UMIbQTEUJjzSwv56u9TuiAcoWSJthSDwCA4+QKRSXS+arqhO6IhySJkRwAANsMJjLqbYrIVMm+BVQPn7f8cGSEENpxCKGxZs50QtfQTGip3AktSaeYCw0AgONMLj0krqZO6PYzITQjOQAA9ijvg6qtBjS4R3djmE5oByKExpoZSiwo7PeqaSmUrRXLf99B5kIDAOA4y93CVbWYMF4++kwIDQCwQ6lkaTCRYR40HKurIcxiQgcihMaaGZ7JqKcpXHPHcRoiAfk8RgMJOqEBAHCaiaWgNlZFndBtS53QE4zjAADYYDCRUSZf1I6OmN2lAOe0oSGskWSW3V0OQwiNNTM0s1Bz86Alyesx6m4M6xSd0AAczBjzOmPMEWPMMWPM75/j47cYY5LGmCeXfvyRHXUCa238TAhdPZ3Q8ZBPYb9XY3RCAwBscHg0JUna1VVvcyXAuXU1hJUvlDSV5oG9k1RPSwhsNzyT0fX9jXaXYYvepgjjOAA4ljHGK+lzkl4taVjSI8aYb1uWdfgFn/oTy7LeuO4FAhU0PpeT32sUCXjtLmXNGGPUHg8yjgMAYIvDIyl5PUZb2+vsLgU4p+6G8q6ykdms2mIhm6vBMjqhsSaSmUXNZQs12QktSX3NEQ2wmBCAc10v6ZhlWScsy8pL+pqkt9hcE7AuxlPlmw9PlY0La4uHGMcBALDFoZGktrTWKeSvnge8qC7djeUQmrnQzkInNNbE0Ey5C7inKWxzJfbob44qlS1oNpNXQ6S2FjMCcIVuSUNn/XpY0g3n+LyXGmOekjQi6ROWZR1aj+KASppI5dS2tMivmrTHQzowPGt3GQCAGnHn/sEzP39sYEabWuue93uAk3Sd6YQmhHYSOqGxJoaXQuha7YTuXdoKzFxoAA51rhbQF27peFxSn2VZeyV9RtI3z/mNjPk1Y8yjxphHJycn17hMYO2Np7Jqr8JjmB3xoMaSWVkWC3cAAOtnPldQKltQV331vbeietSH/YoFfTpNCO0odEJjTQwvHXHoqdEQuq85KkkamE7rqp4Gm6sBgBcZltRz1q83qNztfIZlWamzfn63MebzxpgWy7KmXvB5X5L0JUnat28f6RccbzyV1Y2bm+0uY8XO12V2emZBuUJJqYWC6iPVs3QRAOBso8nyvX9nQ22egoZ7dDWEz2RVcAY6obEmhhIZxUK+mr0JWu6EZjkhAId6RNJWY8xGY0xA0nskffvsTzDGdBhTHk6lwSYAACAASURBVJprjLle5WuE6XWvFFhDC/miUtmC2uLV160VC5evucbnWE4IAFg/o7Pl953OKnxvRXXpbgwzjsNh6ITGmth/MqG6oK9mZ0KFA161x4MaSBBCA3Aey7IKxpiPSbpXklfSHZZlHTLGfGTp41+Q9E5JHzXGFCQtSHqPxTl/uNzEUkDbHg8pXyjZXM3aioeWQuhUVtvaYzZXAwCoFSPJBdWH/YoEiZPgbF0NIT02MGN3GTgLrxpYE4l0Xi111bf053L0NUU1MJ22uwwAOCfLsu6WdPcLfu8LZ/38s5I+u951AZU0nspJktrjQQ0lqqsTJh4qX8aPJemEBgCsn9FklnnQcIXuhoiSC4uazxVUx0MTR2AcB1bNsizNZPJqrNFRHMt6myMaYBwHAACOMZ76eSd0tYktdUJPzOVsrgQAUCvyhZKm5nLMg4YrMDbVeQihsWqJdF6LRUuN0YDdpdiqvzmiibmcMvmC3aUAAACdFULHqi+EDvg8aoj42foOAFg346msLEmddELDBfqayyE0J9adgxAaqza0tG20MVLbIXRvc1SSNMhcaAAAHGFiLqegz6N4uDqPYPY1RejuAQCsm9GlEVCd9XRCw/n6W8oZzUlCaMcghMaqDc+Ub35qPYTua1p+ysbNIAAATjCeyqo9HpIxxu5SKqKvOapT3FgBANbJSHJBIb+n5kdxwh3qgj611AU1MEVG4xSE0Fi15UU/tf5G1L/cCU0IDQCAI5RD6OpdnNzXHNHI7ILyhZLdpQAAasDo7II668NV+3AX1ae/OUIntIMQQmPVhmcyigS8Cvq9dpdiq/qIX/VhvwYSvMABAOAEE6mc2qpwKeGyvuaoSpaYCw0AqLiSZWkslWUeNFylvyXKTGgHIYTGqg3NLNT8KI5lfc0RxnEAAOAQ46lsVS4lXLa8cIeRHACASpuez2uxaDEPGq7S3xzReCqnTL5gdykQITTWwPBMpuZHcSzrbSKEBgDACeZzBaXzxaofxyExCgwAUHmjyfKpm66G6n24i+qzvJyQnMYZCKGxKqWSpWE6oc/ob47q9OyCFovMZgQAwE7jqawkqb2Kx3G01gUVCXjphAYAVNzIbFZeY9Qaq96Hu6g+y7u7GMnhDITQWJXJ+ZzyhZIao4TQktTbHFGxZOn0DLMZAQCw03II3VbFndDGGPU2ReiEBgBU3PBsRm3xoHweYiS4x/KpsZNTXCs5Aa8eWJXjk/OSpJa66r3Buxwbl456nJziKRsAAHaaSOUkVXcntFS+uaITGgBQScmFRZ2aSmtrW8zuUoDLEgv51VIXoBPaIQihsSonJsv/kFvq6ISWpC2tdZKkYxPzNlcCAEBtG6uBcRxS+ZjpUGJBxZJldykAgCr1oyMTKlnSzk5CaLhPf3OURkGHIITGqpyYTCvs9yoeZjGhJDVGA2qOBs50iAMAAHsMJjJqigZUF/TZXUpF9TZHlC+WzoTuAACste8dHldd0KcNTRG7SwEuW19zlMWEDkEIjVU5MTWvjS1ReYyxuxTH2NxaRyc0AAA2G5hOn5kDWM1YuAMAqKRcoagfPTuhKzpj3PfDlTa2RDSWymohX7S7lJpHCI1VOTGZ1qbWqN1lOMrmtjodm5yXZXEsFgAAu5yaypwJaKtZ71JXGh0+AIBK+NnxaaXzRe3sjNtdCrAifcsP7BM8sLcbITRWLFcoangmo01Lc5BRtqWtTrOZRU2n83aXAgBATcouFjWSXKiJTuiuhrD8XkMIDQCoiO8dHlck4OW+H6613JRwirnQtiOExooNTGdUsqTNdEI/z5Y2lhMCAGCn4ZmMLEs10Qnt9Rj1NEUYxwEAWHOlkqUfHB7XLdtb5fcSH8Gd+lrKTQmneGBvO15FsGInlpbvbWrhiejZCKEBALDXqanyTUYtdEJLUl9ThE5oAMCae2p4VhNzOb16Z7vdpQArFg/51RwN0AntAITQWLHjk+V/wBvphH6eznhIYb9XxycJoQEAsMOppa7gWuiElsqzDgcTGfZRAADW1PcPj8vrMXrldkJouFt/S/TM9SHsQwiNFTsxmVZ7PKi6oM/uUhzF4zHa3BalExoAAJsMTGdUH/arMRqwu5R10dcc0XyuwD4KAMCa+t7hcd2wsUn1Eb/dpQCr0tfMqTEnIITGip2YmmcUx3lsaa3TcUJoAABscWo6rf4aGcUh/bzjm5srAMBaOTE5r2MT83oNozhQBTY2RzWazGohX7S7lJpGCI0VsSxLJybT2sQojnPa0lankWRW6VzB7lIAAKg5A9MZ9dXIKA5J6l0K3FlOCABYK998ckSSdBshNKpAX0v5unAwwQN7OxFCY0US6bySC4va1Eon9LksLydkLjQAAOsrXyhpeCZTU53QGxrD8hg6oQEAa2NkdkFfvv+EXrerQxsaa+f9FNVr41JzwkmWE9qKEBorcmLpHy6d0Oe2eSmcZy40AADra3gmo5KlmuqEDvq86qwP0wkNAFgT/+/dz6hkWfrPb7jC7lKANdHXwqkxJyCExoqcWOrw3cxM6HPqa47K6zF0QgMAsM6Wu4H7W2qrc6u/JaIBjpgCAFbpZ8en9d0Do/roLZvV01Rb76WoXvGQX83RgE4RQtuKEBorcnwyrYDPo+7GsN2lOFLA51Ffc4ROaAAA1tnyzUV/DXVCS1JvU5RxHACAVSkUS/qv/3pIGxrD+sjNm+0uB1hTfc0RnZriWslOqwqhjTGvM8YcMcYcM8b8/jk+fosxJmmMeXLpxx+t5s+Dc5yYnFd/c0Rej7G7FMfa0lpHCA0AwDobmM4oFvSpKRqwu5R11d8cUSKdVyq7aHcpAACX+oeHBvTs2Jz+8A07FfJ77S4HWFMbW+o4rW6zFYfQxhivpM9Jer2knZLea4zZeY5P/YllWVct/fh/VvrnwVlOTKa1iVEcF7SlrU4D0xktFkt2lwIAQM04NZ1WX0tExtTWg/K+pUWMg3RDA652CY1eO4wxPzPG5Iwxn7CjRlSn8VRWn/7+Ub18a4teu6vd7nKANbe9o04TcznNpPN2l1KzVtMJfb2kY5ZlnbAsKy/pa5LesjZlwckWiyUNJjIsJbyIza11KpQsBt8DALCOBqYzNbOU8M79g2d+HBpJSSp3sd25f9DmygCsxCU2eiUkfVzSp9a5PFSxmXRe7//b/SqULP3xm3bV3INc1IbtHXFJ0rNjczZXUrtWE0J3Sxo669fDS7/3Qi81xjxljPk3Y8yu830zY8yvGWMeNcY8Ojk5uYqyUGmDiYwKJUubWumEvpAtbeX/fRjJAQDA+igUSxpKZNTfXHuLlFrqgjKSJuZydpcCYOUu2uhlWdaEZVmPSGL2DtbEfK6gD37lEZ2azuhvPrDvzH0sUG2u6IhJko6MpWyupHatJoQ+16Mx6wW/flxSn2VZeyV9RtI3z/fNLMv6kmVZ+yzL2tfa2rqKslBpJybLnb10Ql/YZkJoAADW1enZBRVKVs10Qp/N7/WoKRrQJCE04GaX2ugFrInsYlG/+neP6uDppD773qt145YWu0sCKqY1FlRjxK8j43RC22U1IfSwpJ6zfr1B0sjZn2BZVsqyrPmln98tyW+M4VXN5U4sDXLfzEzoC6oL+tRZH9LxScZxAACwHk4tzUPur8EQWirfXE3MZe0uA8DKXUqj16V9I04a4yJKJUu/ddcT+tmJaX3qXXv0ml0ddpcEVJQxRts7YnpmlBDaLqsJoR+RtNUYs9EYE5D0HknfPvsTjDEdZmmYkDHm+qU/b3oVfyYc4MRkWs3RgOojfrtLcbwtbXV0QgMAsE6W9zD0t9TeOA5JaouFNDWfV7G0oswKgP0u2uh1qThpjIu544GT+v7hcf2XN+7U267eYHc5wLrY0RHX0fE5lbhWssWKQ2jLsgqSPibpXknPSPony7IOGWM+Yoz5yNKnvVPSQWPMU5L+WtJ7LMvi/2mXOzE1zyiOS7S5tU7HJ+d5gQMAYB2cmsooEvCqtS5odym2aIsFVSxZbH0H3OuijV7AWnh2LKW/uPeIbruiXR96Wb/d5QDrZkdHTJl8UcMzC3aXUpN8q/nipREbd7/g975w1s8/K+mzq/kz4CyWZem5iXm9fjdHdS7Fzs64MvmiTk6ntZlFjgAAVNTAdFp9zVEtHcSrOW3xcvjOckLAnSzLKhhjlhu9vJLuWG70Wvr4F4wxHZIelRSXVDLG/I6knZZlsWkLlyRXKOp3vvak4iGf/uwdV9bseyZq047OuCTpmbGUemtwkbXdVhVCo/aMJLOazSxq59I/XFzY7u56SdLB00lCaAAAKuzUdFrb2mN2l2Gb5Q5w5kID7nUJjV5jKo/pAFbk//veUT07Nqc7PrhPLTV6cgi1a1t7nYyRjozN6bXMQV93q5kJjRp0eKT8gH1nFyH0pdjaXqeAz6Onh5N2lwIAQFUrliwNJRbUV6NLCSUp6PeqPuzXJJ3QAIBzODE5ry//5IRuv6FXr9zRbnc5wLqLBHzqbYroyBjLCe1ACI3LcmgkKWPKw9xxcX6vR1d0xHRwhBAaAIBKGpldUL5YUn+NH61siwUZxwEAeBHLsvStp0bU1xTRH77hCrvLAWyzoyOmZ8aYYGQHQmhclsMjKW1sjioaZJLLpdrdXa9Dp1MsJwQAoIKOTc5Lkja21G4ntFQOoSfnclx3AACe5+R0WpNzOf3GrVsUCXA/j9q1vSOuU1NpZReLdpdScwihcVkOjaQYxXGZruyu11yuoIFExu5SAACoWk8Pl09r7Vrax1CrWmMh5YsljSTZ+g4A+LlHTiYU8nv0pj1ddpcC2GpHR0wlSzo2MW93KTWHEBqXbDaT1+nZBe3qqu2bu8u1vJzw6dOM5AAAoFIODM9qc2ud6mr8tFZbrLxkihsrAMCydK6ggyMpXdXTqHDAa3c5gK12dJSXWD8zykiO9UYIjUt2eJSlhCuxrT2mgNejg4TQAABUzIHhpPbUeBe0RAgNAHixxwdnVCxZun5jk92lALbra44q5PewnNAGhNC4ZIdHyiH0LkLoyxLwebSjM0YIDQBAhYwls5qYy2nPBkLoSNCnaNBHCA0AkFReSPjIqYR6myLqiIfsLgewnddjtLUtpiPjhNDrrbbPK+KyHB5JqT0eVEtd0O5SXGd3d72+89SILMuSMcbucgAAqCoHhmcllcPoO/cP2lyN/dpiQT1HCA0AkHRiKq2p+bzeeW2b3aUAjrGjI6b7jkzaXUbNoRMal+zQSEo7O+mCXondXfVKZQsaZDkhAABr7sBwUl6PUWdD2O5SHKEtFtRz43OyLMvuUgAANnv4ZEJhv1dXMrIKOGN7R0xT8zlNz+fsLqWmEELjkmQXizo2Oc9SwhW6kuWEAABUzIHTSW1rj8nv5dJWklpjQaWyBU1yYwUANW0+V9DhkZSu7m3gPRI4y46OcoMlc6HXF69CuCRHx+dULFksJVyhbR118nsNITQAAGvMsiwdGJ7VXuZBn9EWK8/8PDbOSA4AqGVPDM6oaFm6vp+FhMDZdnTGJEnPEEKvK0JoXJJDLCVclaDPq+0dMR06nbK7FAAAqsrwzIJmM4vas6HB7lIcoy1W3t9xbJIQGgBq2TOjc+qqD6mNhYTA87TUlfedPTNKRrOeCKFxSQ6PpBQL+tTTGLG7FNe6srteT59OMp8RAIA19NTSUsI9dEKfEQv5FAv59Byd0ABQs3KLRQ0m0traHrO7FMCR9m6o1xODM3aXUVMIoXFJDo0kdUVnXB6PsbsU19rdXa/kwqKGZxbsLgUAgKrx9HBSAZ9H27jJPsMYoy1tdTo2QQgNALXqxFRaJUva0lZndymAI13T16jjk2nNZvJ2l1IzCKFxUcWSpWdG55gHvUosJwQAYO09NTyrKzrjCvi4rD3b1rY6PUcIDQA167mJOfm9Rn1NnGYGzuWa3kZJ0hNDszZXUju4WsdFnZpOa2GxSAi9Sts7YvJ5WE4IAMBaKZUsHTydYinhOWxti2lqPkd3DwDUqOfG57WppU4+L7EPcC57e+rl9Rg9PsBIjvXis7sA2OfO/YPn/djtN/Se+TlLCdfG8nLCA8M8ZQMAYC2cmEprPlc4c9oIP7e1vXz8+uj4vK7f2GRzNQCA9ZRI5zWdzuulm5vtLgVwrEjApx0dMT3OXOh1wyMxXNThkZT8XqOtbcxaXK3r+pv02MCMcoWi3aUAAOB6yw929/Y02FyJ8yzPyD46PmdzJQCA9fbcRPm1n3nQwIVd09uoJwdnVSxZdpdSEwihcVFPDs1oRwezFtfCTVtalF0s6fEBuqEBAFitA8NJRQJebW7lJvuFOutDigV9hNAAUIOOTcyrPuxXa13Q7lIAR7u2r1HpfFFHxrheWg+kirigfKGkJ4dmta+/0e5SqsINm5rk9Rg9cGzK7lIAAHC9A8Oz2t1VnueH5zPGaGt7HTdVAFBjiiVLxyfntbWtTsbw/ghcyPJyQkZyrA9CaFzQwZGksoslXd/PLMG1EAv5tXdDvX5KCA0AwKrkCyUdGknpSpYSntOd+wflXVqI/NWHBnTn/sEzPwAA1Wt4JqPsYklb2xmnCVxMT1NYLXUBlhOuE0JoXNCjpxKSpGvphF4zN21p0YHhWaWyi3aXAgCAaz06kFCuUNJLNrF06Xza4yFl8kXN5wp2lwIAWCfPTczLSNrcGrW7FMDxjDG6preRTuh1QgiNC3r45Iz6myNqi4XsLqVqvGxLi0qW9NDxabtLAQDAte4/OiWfx+ilmwmhz2f5+m1iLmdzJQCA9XJsYl7djWFFAj67SwFc4Zq+Rp2azmh6nuulSuNVCedVKll6bCCh265ot7sU1zrXkddCqSS/tzwX+jW7OmyoCgAA97v/6KSu7WtUXZDL2fNpj5cXUo2nsixvBIAasJAvaiiR0S3bW+0uBXCNn8+FntWrd5J/VRKd0DivE1Pzmsks6jrmQa8pn8ejjS1R5kIDALBCk3M5HR5N6RXbuMm+kLqgT5GAV+OprN2lAADWwYmpeVmStrQxDxq4VHs21MvnMYzkWAeE0Divh0+W/wFet5EQeq1tbq3T8cm0xpLcFAIAcLl+8tykJOlmQugLMsaoPR7SeIrjpQBQC05NpeXzGPU0hu0uBXCNkN+rXV1xlhOuA0JonNejpxJqqQuovzlidylVZ/lI7AN0QwMAcNnuPzqp5mhAOzvjdpfieO3xoMZTWVmWZXcpAIAKG0hktKExLJ+XqAe4HFf3Nuqp4VktFkt2l1LVeGXCOd25f1D3HZlQezykux4e0p37B8853xgr01EfUlM0QAgNAMBlKpUs/eS5Kb18a4s8HmN3OY7XFgspVygpubBodykAgArKF0oamV1QX3PU7lIA17mmr1HZxZKeHZ2zu5SqRgiNc0ouLGoms6h+3sAqwmOMbtzcrJ8em6IzCQCAy3B4NKXpdF4v38oojkvRHg9JkibmGMkBANVseCajkiX1cZIZuGz7+srLCfefnLa5kupGCI1zGphOS+INrJJu2tKiibmcjk/O210KAACu8eOj5XnQL9/WYnMl7tAeD0oSywkBoMoNJDKSpN4m7uGBy9XVENam1qjuf47T6pVECI1zOjWdVsDrUWc9Cw0q5WVbyjfP9x/lRQ4AgEt1/9FJXdEZV1ssZHcprhAJ+BQL+QihAaDKDUyn1RYLKhLw2V0K4Eo3b2vV/hPTyi4W7S6lahFC45wGpjPqbYrIy6zFiulpimh7e0zfOTBidykAALjCfK6gxwZm9Aq6oC9Lezyk8RTjOACgWpUsS4OJDPOggVW4eVurcoWSHjrBSI5KIYTGiyzkixpLZtXXwjGeSnv7Nd16fHBWJxjJAQDARf3s+LQKJUs3Mw/6srTHgpqYy6rEHgoAqErjqayyiyX1M04TWLGXbGpW0OfhtHoFcU4DLzKYyMiSWEq4Dt52dbf+/J5n9fXHT+sTr91udzkAADja/Ucn5fcaHZuY16npjN3luEZ7PKTFoqWZdF7NdUG7ywEArLGBpfdEOqGBlQv5vbphU7N+fHRC0k67y6lKdELjRY5PzsvrMepp5ClqpbXFQ3r51lZ944nTKpXoTgIA4Hwsy9IPn53Q5tY6+bxcwl6O9nh5fvbEHCM5AKAaDUynFQv51Bjx210K4Go3b2vV8cm0hhI0O1QCV/B4kaPjc9rYHFXAx38e6+Ed127Q6dkF5g4BAHABh0ZSOj27oJ2dcbtLcZ22WLn7meWEAFCdBhIZ9TVFZAw7nYDVuHlbeeTb/c9N2lxJdWIcB55nNpPXxFxO+/oa7S7FVe7cP7jir1kslhTye/TJe4/oXdMZ3X5D71qXBwCA6917aEweI11BCH3Zgn6vGiJ+QmgAqELJhUXNZhb1ss0s7QVWa3NrVN0NYf34yKTed0Of3eVUHVpd8TxHx8sL8ra2x2yupHb4vR5d2V2vQyMp5QpFu8sBAMCR7jk4phs2NisapIdiJdpjIY2nGMcBANVmYDotSepjKSGwasYY3by9VQ8en1a+ULK7nKpDCI3nOTo+p4aw/8yxTayPa3oblS+WdOh0yu5SAABwnGMT83puYl6v291hdymu1dkQ0sRcVotFbqgAoJoMTGfk9xp11oftLgWoCjdva9V8rqDHB2fsLqXqEELjjEKppOOT89raHmOW1DrrbYqoKRrgRQ4AgHO499CYJOk1u9ptrsS9uurDKlnMhQaAajMwnVZPU0ReD/fwwFq4cXOzfB6jHx9lLvRaI4TGGYPTGeUKJW1vr7O7lJpjjNHVvQ06McUWVgAAXuh7h8a0t6eBLq9V6G4o/293enbB5koAAGslt1jUaDKrvqao3aUAVSMW8uvavkb9+Agh9FojhMYZR8fn5THSplZCaDtc29sorzH6/I+O2V0KAAC2u3P/oO7cP6jP33dMTw0n1REPrWgRMMoaIn6F/V6NEEIDQNUYTGRkSepnHjSwpm7e3qrDoylOkK0xQmiccXR8Tn3NUYX8XrtLqUkNkYBu2NSkf3xkSMcm5uwuBwAARzg8Wt6XsKszbnMl7maMUXdDmE5oAKgip6bTMiqPdwSwdl6zszwC7t+eHrW5kurCenFIklILixpLZfXaXSz8sdMt29t0YDipv7jniL70gX12lwMAgO0OjaTUFguqhaXJq9bVENYDx6aUL5QU8NGLAgBud2o6o66GsII0kgHPs9LTc7ff0CtJ2tIW046OmL791Ig++LKNa1laTePqE5LKXdCStI150LaqC/r066/YpO8dHtdjAwm7ywEAwFbzuYJOTaW1q6ve7lKqQldDSEXLOnPdBwBwr1yhqKFEhlEcQIW8aW+XHh+cZW/XGiKEhiTp6MS84iGfOuIhu0upeR9++Ua1xoL673c/K8uy7C4HAADbPDuakiVpVxejONbC8nLCg6eTNlcCAFitg6dTKpQs9TWzlBCohDfv7ZIkfZeRHGuGcRxQsWTp2MScdnXVyxhjdzk1LxLw6Xdu26r//I2D+sEzE3r10iwiAABqzYHTSTVFA+qs5yH5WmiKBhTye3RwhBAaANzukVPlk7P9LYTQwFp54RiPnsaw/u7BU4qH/Of9muURHrg4OqGhgem0soslbWuP2V0Klvzivh5taonqz+95VtnFot3lAACw7uayizo+Ma+9G3hIvlaMMeqsD+vp0ym7SwEArNIjJxNqqQuqLkhvIVApezY0aDSZ1cRc1u5SqgIhNPT06aT8XqPthNCO4fN69F/euFPHJub1B994mrEcAICa8/TppCxJezc02F1KVeluCOuZ0ZQWiyW7SwEArFCpZOnRgRnmQQMVdmV3vYykA8OcIlsLhNA1rmRZOjSS0vb2GFvSHebWHW363du26euPn9aX7j9hdzkAAKyrp4Zm1VkfUhv7KtZUV0NY+UJJxybm7S4FALBCRyfmlFxYVD/zoIGKiof96m+J6sBwkubANUDqWONOTac1nytodzdb553o46/aojfs6dSf3fOs/v2ZcbvLAQBgXQxMpzU0s0AXdAWwnBAA3O+RUzOSmAcNrIe9Gxo0NZ/TaJKRHKtFCF3jnh4uj+LY0cHWeScyxuhT79yrXV1xffyuJ3RkbM7ukgAAqLhvPzkiSdqzgYfka625LqBowEsIDQAu9sjJhNrjQTVGzr8sDcDa2NUVl8dIB4Zn7S7F9QihaxijONwhHPDqyx/Yp0jQp/f9zUO679kJu0sCAKBiLMvSN588rf7mqBoiAbvLqToeY7SzK66DIywnBAA3sixLj5xK6Lr+Jhb3AusgGvRpS1udnhpOqsRIjlVhjWoNOzVVHsVxJUddHeXO/YPn/v1fuUG/ddcT+uWvPKIP3tiv33/9DoX83jX9MyTp9ht6V/Q9AQBYC4dHUzo+mdZbruqyu5Sqtbu7Xl97eEjFkiWvhwADANxkeGZBo8msrt/YZHcpQM24tq9Jdz08qCNjc7qik0kCK0X7aw17+nR5FMf29pjdpeASbG2P6Zu/+TL98sv69ZUHT+ktn31ADx6bUqnEkzgAQPX49lMj8nmMruxiFEel7O6q18JiUScmWU4IAG7zyKmEJOm6fkJoYL3s7IwrHvLpoRPTdpfianRC16hiaWkUR0ecURwuEvJ79cdv2qWbt7XqE/98QLf/zX51N4T19mu69fZrNmjjCxZTXKjjGQAApymVLP3rkyO6eVurIkEuUyvlyqVZ2wdHktpKMwIAuMojpxKKh3za3h7TE4PMqAXWg9djdP3GJv3gmQlNzeXUEgvaXZIrkT7WqIdPJsqjOLrpMnKjW7a36Sf/8Vb91Xuu0qbWqD573zHd+qkf6aY//6E+ftcT+soDJ3XwNPOKAADu8vCphEaSWb2ZURwVtaklqpDfowPDLCcEALfZfzKhff1N8jBOCVhX1/U3yWuMHjpJN/RK0WJSo7779AijOFwuHPDqLVd16y1XdWssmdV3nx7VYwMJPXwyoW8/NVL+HL9XW9rqtLWtTtvaY4qH2Z4MAHCu0QHm2QAAIABJREFU//3QgOIhn16zs0PfeOK03eVULZ/Xo2v7GvXT56bsLgUAcBmGEhmdmEzrP9zQZ3cpQM2Jhfza3R3XYwMzevXOdgV9K9vRVcsIoWvQYrGkew6OMYqjinTUh/ThmzbqwzdtlCSNzC7o4ZMJ/f3PTunYxLyePp2Ux0h7NjTo5Vtb1FkftrdgAABeYCyZ1T0Hx/Shl/UrHOCivtJu3d6mP/3uMxpKZNTTFLG7HADAJfjRkQlJ0i3bW22uBKhNL9nUrKeGk3pyaFY3bGy2uxzXIYSuQd8/PK6p+bzecGWn3aVgjZxv9vM7r+2RZVkan8vpsVMJPTIwoyeHZrWlrU63XdGuXm46AQAO8dX9AypZlt7/kn67S6kJr9xRDqHvOzKhD7y03+5yAACX4L4jk+prjrxoFxCA9dHbFFFXfUgPnZjW9f1NMoaxOJeDNtga9NX9A+puCLOIpkYYY9QRD+kNe7r0n167Q6/d2a7xZFZf/PFx3f30qBaLJbtLBADUuFyhqLseHtSrdrSpt5kHpOthU2ud+psj+uGzE3aXAgC4BNnFoh48PqVbt7cRfAE2McboJZuaNZ7K6eR02u5yXIcQusacnErrgWPTeu/1PfLwxlVzwgGvbt7ept979TZdt7FJPz02pc/88JgGExm7SwMA1LC7nx7V1Hxev3Rjv92l1JRbd7TpwePTyuQLdpcCALiI/ScTyi6WdDOjOABb7dnQoLDfqweOsaDwcjGOo8bc9fCgfB6jd+/r0Q+eofOlVgX9Xr31qm7t7qrX1x8f1hd/fFy37WzXLdvsv6A532iR22/oXedKAADr5SsPDmhTa1Qv29xidyk15ZU72vS/HjilB49N67ad7XaXAwC4gPuenVDQ59FLNzGHFrBTwOfRSzc364fPTuj0zILd5bgKndA1JLtY1D8/OqTX7GpXWzxkdzlwgC1tdfr4q7Zqz4Z6ff/wuO56eFDpHN1QAID18+TQrJ4amtUvvbRfHg+ntNbT9RubFAl49cMjNCYAgNP96MiEbtzcrJCf5b2A3W7a0qKw36vvPzNmdymuQid0Dbnn4JhmMou6/fo+u0vBCpyvQ3i1Qn6v3r2vR10NYd1zcEzv+J8P6kvv38dMTgDAuvj7B0+pLujTO67dYHcpNSfo8+qmLS2679kJWZbFjFEAcKiTU2mdms7oQzdttLsUACrnKDdva9U9h8b0yKmErutvsrskV6ATuoZ8df+A+psjunEzx3fwfMYYvXxrqz54Y79Gk1m9+XM/1f1HJ+0uCwBQ5UZmF/SdA6N6xzXdqgvSG2GHV+5o02gyq2fH5uwuBQBwHvctLZG9ZVubzZUAWPaSTc2KBX365L1HZFmW3eW4AiF0jTgyNqdHTs3o9ht6OeqK89raHtOv3LRRQZ9Hv3THw/r1v39UX31ooGJd2ACA2vbJe4/IGOnXbt5sdyk169Yd5UDjh88ykgMAnOpHRye1qTXKaVXAQQI+j27Z3qqHTyb0k+em7C7HFQiha8Q/PDSggNejd17bY3cpcLjmuqA+cvNm7e6u172Hx3Xnw4PKLRbtLgsAUGUODM/qG0+c1odv2qjuhrDd5dSs9nhIu7riZ7rsAADOkskX9NCJad26nS5owGmu629Sd0NYn/oe3dCXgnOPNWBkdkH/+OiQ3nJVl5qiAbvLgQsEfV6957oebWgsz4n+XOqYtnfGdOPmllV/7+xiUZ/54TGNJRc0nsrJsixFgz5Fgz7Fgj5tbIkqyLINAKhqlmXpT7/7jFrqAvroLXRB2+2VO9r0ufuOaSadVyPXigDgKD87Pq18oUQIDTiQz+vRb79qq/7j/zmgew6O6fVXdtpdkqMRQteAv/735yRL+u3bttpdClxkeU50V0NYX398WLd/eb/evLdLf/iGK9QWD13W9xqYTuueg2O659CYDgwnVSyVnxD6vUZGRvli6cznBrweXdldr2v7GtXXHGFJEgBUoe8dHtfDJxP607fuVizkt7ucmnfrjjZ95ofH9J0DI3r/S/sv++vPN7br9ht6V1kZAOAHz0wo7Pfquo2NdpcC4Bzefk237njgpP7424d04+YW1Ue4tj0fQugqd2JyXv/82LDe/5I+bWhkfhQu3+bWOv3Obds0nc7rCz86rh8+O6EP3tiv23a2a093vTwe86Kbz0KppMFERkGfRz98dlLPjKYkSbu74/r1V2xSIp1XZ31YzXUBeYzRYrGkdK6gRDqvJ4dmdeB0Uo8Nzqi1Lqg37u3U1raYHX91AEAF5Asl/dm/PastbXV6z3WMCXOCq3sadP3GJv3FvUf0ml0dar/Mh80AgMpI5wr616dG9PrdHQr6OC0KOJHP69Gn3rVXb/ncA/qT7x7Wp9611+6SHIsQusp9+vtHFfR59Ju3brG7FLiY3+vR7716m95+dbf+5DuH9fkfHdNn7zum5mhAN29r1Xgqq3zROhMmD0xnlC+W5PUYXdvbqD98wxV67a4O9TSVH4S8MLT2ez1qiATUEAloU2ud3rinSwdPJ3XfkQn9rwdO6eqeBr1udwfjZACgCnx1/4BOTqV1xwf36Z8eHba7HKh8+unP37FHr/vL+/WH3zyoL73/Wk4iAYADfOvJEc3nCnrfS/rsLgXABezurtdHb96sz953TG/Y08n4nPMghK5ih0aS+s6BUX3s1i1qjQXtLgdVoL8lqr/94HWaSef146OTuu/IhH50dFLpXEF+r0d+r1HI79XVvQ3a2hbTptaoQkvznS9nW2zA59E1fY26ckO97jsyofuPTuq2T/9Y//ebd+nNe7sq9dcDAFTY8ExGn/7+Ud20pUW3bm/TXQ8P2V0Slmxsier3Xr1N//3fntV3nx7VG/fwfgsAdrIsS1/dP6AdHTFd09tgdzkALuK3XrVF9x4a0x98/Wnd+7uvUJyRcy9CCF3FPnXvEdWH/frVV2yyuxRUmcZoQG+9ultvvbpb0vlnQa6W3+vRa3Z2aE93g+5/blIfv+sJPXxyWv/ljTs5jgYALlMsWfq9f3pKpZKl//a2K+m0daAP37RR3316VH/8rfJMwwudQLIsS89NzOv+o5P6+uOnFQl41VkfUmd9WB31oTMPoQEAK/PUcFKHRlL6k7fu5j0TcIGgz6tPvmuv3v75B/TfvvuM/uwde+wuyXEIoavUwycTuu/IpH7/9TtUH+bpC9ytoz6kf/nIS/XJe4/oi/ef0NOnU/qf77tGXQ1hu0sDAFyiL91/Qg+fTOiT79yj3mb2VDiRz+vRn79jj970mZ/qj799SH/xjj0KB34eJheKJf3sxLS+e2BU9x2Z0HgqJ0lqigaUXSzq0YEZSZLHSDdva9U7r92ggM9jy98FANzuqw8NKBLw6q1XcTIFcIurehr0qy/fpC/ef0Kv2NaqX7iy0+6SHIUQukqc3YmaWyzqM/cdU0PYrxDdoqgSPq9H/9cvXKGrexv0iX8+oDd+5qf66/dcrZu2tthdGgDgIg6eTurT3z+iX7iyQ++8doPd5dS8851guv2GXl3RGddv3rpFf/Xvz+nup0e1vT2mvT3lY+D3HhpTIp1XXdCnm7e16hXbWnTT1lb9+MikLMtSKlvQWHJBTw0ndd+RSb35sz/Vp961V7u769fzrwcArpfMLOpfD4zo7ddsUIwj/YCr/O6rt+nRgRn97j8+qc76kK7ubbS7JMcghK5C335qRDPpvH715ZvoPkHVed3uTm1tj+mj//CY3n/Hfv3ubdv0sVu3yOPhiBoAONFCvqjf/toTaooGGMPhEr/9qq26qqdBjw/O6MmhWX3nwIgKRUuvuqJNb9zTpVu2t75o3IYxRvVhv+rDfm3viOvK7nrde2hMb/ncA/rNWzbr46/aKp+X61IAuBT/5/FhZRdLuv36XrtLAXCZQn6vvvT+a/W2zz+oX/37R/WN33iZepo4BSgRQledJ4dm9MTQrF65o039LVG7ywHWzAu7tm6/vk/ffPK0Pv39o3psYEZ/+YtXqfECsysBAOvPsiy9/2/36/hkWh962Ubd/fSY3SXhEng8RrfuaNOtO8qb3UslS1/dPyivxyiRzuvrj5++6Pe4ojOuT7xmu/7rvx7SX//wmB46mdBn3nu12uOhi37thTq1q9GFdmtU698ZwPktLyS8qqeBkySASzXXBXXHB6/T2z//gD70lUf0Lx+9kVG5kmhHqCLT8zl968kR9TVFdOv2NrvLASoq4PPoXddu0J++dbd+dnxab/zMT/Xg8Sm7ywIAnOUfHhrQowMzumVbq7a01dldDlbI4zHyruDEUX3Er0//4lX6H7+4V08PJ/ULf/UT/eS5yQpUCADV48Hj0zo+mdZ/eEmf3aUAWIUtbXX64vv36dR0Wh/5348pky/YXZLt6ISuEoVSSf/46JCMkd59Xc+KbhQAtzHG6H039OrK7nr91l1P6PYv79fbru7WH/zCFWqNBe0uDwBqxrk6OU9MzuuOB05qR0dMt+1st6EqOMXbrt6g3V31+o2vPq4P3PGwPvCSPr3/pX3a0hY779dYlqWp+bzGUlll80UtLBZ176ExBX0e9TVHtaExLP9Z4z3oGAZQDbKLRf3Rtw6qqz6kN+5hoRngBhc60SRJb72qW//y2LBe+z/u1wde2q9o0Fez1y2E0FUgXyjproeHNDyzoPde36vGCCMJUFv29jTo3t95hT533zF98f7j+vdnxvWJ127Xu/f1vGhmJQCg8mbSed358KCao0G9e1+PPMyBrnlb22P61sdepj/5zmF9df+g/u5nA9rX16h3X9ejDQ1hpbKLSi0UNDmf03cOjGpgOq1Mvvi87+ExUskq/9zrMdrQENbu7nrt62PhD4Dq8Jc/eE7HJ9P6uw9dz30MUCWu7m1UwOfRPz4ypC/ef1y/fONGu0uyDSG0y+ULJf3GVx/XM6MpvWlPp648x8yoiz2V+f/Zu+/wuM467/+f78yoN1vNTe4l3elxTEIKsCEENiEJsCE8ZAO7ZMPCUh542MI+1Ivy28DCs7QAIYSSEGrAJIEUSCWx48SxneLYlnuXbFm2epn5/v44x46QJasejWb0fl2XLo9mzjn6njmW7nN/5j73AbJBQW5cH3/jCXrrmTP0f3/7oj71u5d0yx/X682Lp+nas2t0zuzJA94MizkZAWDkOrtT+snybUq5693nz6YTnUFG+5yxr+2dNmOS5lQUyUy6e+UOfeJXa49ZpqIoVydOLdHs8iLNmFygoryE8nNiyo3H1NaZ1LaGVm3d36JN+5t13wt79KdX9qmuuUPvec0cVQ9izumxtr+5Q89tO6hV2w7q2W0HtfdQuxJxU9yCaU7KCnJ0/rwKTZ9UkO5SAaTRmh2N+t7jm/R358zUxYuq0l0OgFF0yvQyvfeChH68fKtufWyTLjmxSqdMn3hzvhNCZ7CO7qQ+cOcqPbyuTn97+nQtnVeR7pKAtFtQXay73rdET28+oF8/t0vL1uzW3St3qLI4V3MqijSrvFAzywtVkp9Qd8qVTLm6kil1dqe0duchdSVTSrkrPxFXQW7wVZKXo7rD7eOyYwsA40lnd0o/Xr5V+w636+9fM0eVTI2EPpTk5+j6JbP0vtfO09qdh9TWlVRpfo5K8hOaVJij36/Z0++6hXkJnTStVCdNK5Uk7Who1eMb63XrY5v0gye26LrzZuqDly5Ia5vd1N6lFZsb9GTtfv2ldr821jVLknLjMZ1WU6Ylc8uVcld3ytXeldJjG+r07LaDmlVeqKXzKnTqjDKm1gMGMJwPzcbzoJKO7qQ+/ss1qi7J1yffclK6ywEQgTmVRfqni+brjqe26ppvP6X/uOIk3bB09oCD5bIJIXSGOtzepQ//7Hk9sr5en7/qFMVj3GMS0RqvI+qPV9dX33G6PnfVKfrji3v19OYD2tHQquWbD+ie1bvk/tfLJmKmWMyCf83U0Z1UV/LVhX66YpsmFeRoZnmh5lUV6ZTpZSrOO/6f0PF8ogsAo60rmdJPV2zTlvoWve3sGi2a0v98v4AU3Nvh9JmTRrSNmeWFeteS2bpgQYVufWyT7lyxXb94dodufM1c3XzxPE2KYJq6vs49Wjq69fKew3px1yFtqm9WyqWcuGlORZEuP2Wq3nfRXJ0yvazPKwN+8MQWPbf9oJZvPqCfP7tDf9m0X9eeVaMpfPgNTBjf+FOtNtY164c3nqvS/Jx0lwMgIlNK8/XPl8zX05sP6NPLXtIj6+v0X29brOqSidHmE0JnoFXbD+pDP3teew616wtXn6p3LZk9bgNCIN2K8hK69uwaXXt2zdHnOrqT6uxOKRGLKX4keI7ZMb9HXcmU2jqTOtjaqR0H27SjoVU7Glr1wq5D+v2a3VpQXazFMybplOmlyuNycwATWFcypTtXbNOmumZde1aNzpzFHL0YW7MrivSlaxbrny6ar68/vEHffXyT7ly+Tf/w2rl674VzIwl13F2b97foiY31qq0LgufyolxduKBSi6aUaFZ5oRLhzRPPnl3e73YKcuO6cEGlXjO/Qmt3NuretXv0zUdq9foTq/WOc2qObgNAdvr1czv1ncc26dqzanTpidXpLgdAxEryc/TDG8/VT5Zv0xfuW6c3ff0JfepvT9aVp0/P+lHRhNAZJJVyfffxzfrqg+s1tSxfv7x5qc6ikwf0a6QfzuTEY8opiKm0IEezK4okBR3OvYfbtXbnIa3d2ahfrdqpZWtiOn1mmc6dU64ZkwqG3XCM1ZzU/f2c/n4Gc2UDOJ7mjm7dtWK7Nuxr1jVnztBZ3CQOaTSnskhfv+5M3XzJfH3toQ36+sMbdfuTW/S+187TjRfMUckohNHurvV7m/Tohnptb2hVcV5Cr11YpVNnlGl6Wf6wzwNiZjpj5mTNryrW79fs1oMv79PV335KX7z6NJ1WM/HmjQSyXTLl+q8HXtF3H9uspfMq9OkrT053SQDGiJnphqVztHRehT76i9X68N2rdcdTW/V/33JyVud8hNAZ4rltB/XlP6zTyq0H9ebTpumL15ymsgIu0wHGmplpWlmBppUV6LKTp2h7Q6ue3XZQq3c0auXWg5pelq8zZ03WYjqLACaAZ7c26KO/WK2dDW166xkzdM6c/kd7Aj2NxU0QL15UrYXVJfrTun366kMb9K1Ha3X+3AotnV9xNIweyoep7q6H19Xpm4/Uas+hdk0qzNGVp0/X2bMnK2eA0cpD2d9gzuzZemHXIT28bp+u+taTevf5s/W/LzuB839MOO1dSdXWNWt3Y5uaO7rV1N6t5o5uvbjrkIpyEyrMi6soN6GqkryMuhFuc0e3PnL383p4XZ3etWSWPnPlKQP+HQGQfRZOKdHvPnChfv3cTt3y4Hpd8+2ndOXp0/Uvr1ughVk4tR0h9Di3fm+TbnlgvR5et0+Vxbn6r2sX6+3n1GT9EH0gE5iZZlcUaXZFkd582jSt3tGoZ7c16L4X9ugPL+7RU5sO6MrTp+vChZXjbl7H7mTqr07kO5Mp5SVi6kym1J1MKS+8MWNhblxb9reoJD+h0vwc5SY4OQYQ3IDw6w9v0K2PbVLN5ELddNG8o1eMAOPJ9EkFevfSOdp5sFWPbajXYxvq9WTtfp01a7KWzCuXuw94Xu3uenRDvb720Aat3XlI5UW5uvasGp0xc1KkNxA8bUaZ/v2KE/XVB9brJ8u36b4X9uoTl5+gt54xg/YYWakrmdKLuw5p5dYGrd7RqFf2Nmnr/halfOB1pWA6nGll+ZoxqUCzK4pUM7lg3AW7rZ3d+s2qXbrtic3acbBNn7vqFN2wdE66ywKQRvGY6R3nztQVi6fpu49t0vef2Kxla3brokVVeu8Fc3TxoqqsyQBHFEKb2eWS/p+kuKTb3P3LvV638PUrJLVKutHdV43kZ45nQ73EvT/NHd166OW9WrZ6tx7dUK/i3IQ+ftkiveeCuSoa4EZoANIjPyeu8+dV6Px5Fdp3uF1rdjRqY12zPvbLNZKkeZVFWjKvQmfMLFPN5ELNmFSgaZPylZcY/REb7q6mjm7taWzX7sY27Wps086DbdpxsFU7G1q1sa5ZrZ3JY9b7+codA247LxFTWUGOKorzVFGUK5drXmWxFk0pVkVx3qjvC0bPRGqzR6s9xrEOtXXpt8/v0o+f3qpN9S267tyZ+s+3nKxlq3enuzTguGomBzcw3N/UoSdq92vV9oN6ZmuD7lu7R5efOlWXnzpVsyuKVJgbV048po7upJZvbtCf1+3Tn16p086DbaqZXKD/ettidXSlIg2fe7p3zR6dMLVU7794gX63Zpc+8au1+vzvX9ZNF83T9UtmDbnt5e/j+DeR2uv2rqRW72jUis0NembrAa3a1qi2ruAcdVZ5oU6aVqK3LJ6uE6eWaObkQpUWJFScl1BxfkJ3Lt+ulo5utXYm1dzRrb2Hg/PePYfa9dLuw5KCG4/PLC/UnIpCzakoUnNH94A3Fo9CMhVM4XPP8zv185U7dLi9W6fOKNVP3nueXrOgcszrATA+Fecl9LHLTtB7Lpiru1Zs04+f3qYbf7hS8yqL9JbF03T5qdN00rSSjA6kh/0X2Mzikr4l6W8k7ZS00syWufvLPRZ7k6SF4dcSSd8J/80aqZSrvTtoKDu7UzIL5nMb7Impu6u+qUOv7G3S+r1NWrX9oP78Sp06ulOaXhbcNfMfL5ynyUWjf2dvANGYUpqvy06ZqttvnKmX9xzW8s0HtHzzAd27drd+9syrnT8zqSAnrrxETLmJmDq7U0dfOzLgwxSMuP7+E5sVMykRiykRNyXiMVm4nLsrmXK1dHTrUFuXDrd3K9lryEhO3DRjUoFmlhfq1OllKi3IUWn+qyfyuYmYrjmzRrmJ4GaN7V1JtXUl1dqZ1O9W71Jze7cOt3frcHuXGlu7dKC5Qxv3NenJ2v1Hf0ZFUa4WTinWoiklWlhdrAXVJVo4pVgVRbkZ3VBmg2xss1Mp167GNm3e36K6w+060NKpA80dOtzWrZ0HW5WfG1dBTlzFecElupV8SDJsDS2dWr3joO5bu1f3vbBb7V0pLa4p0203nKM3nDwl3eUBQ1JZkqerz5yhvzl5il7afUgHmjv13cc369uPbjq6TE7cZDJ1JlPKz4npwgWV+sgbFunK06crNxFLyw3BZ0wu0M0Xz1dtXbP+UrtfX31og77xSK0uPaFKr5lfqaXzK7SwunjA9ratM6mGlk4daOlQU3u32ruTau9Mau3ORhXmJlRZkqvKojxVleZpXmWRaiYXjlngjuxsr49IpVxbD7SE91UJ7q2yduchdSaDPvQJU0r0d+fO1LlzynXu3MmqLjn+VYT5OXHl58RVEX5/0rTSo6+1dnRr64FWbT3Qoi37W/To+nq56vXj5dt08rRSnTEzuLH4ydNLtWhKyahO49HeldR3Ht2kA82d2nu4XdsbWrTtQKs6ulOKmXTK9DK9Zn6FZpUXhjW++veED4MASMFVHR983ULddNF83bt2t36+coe++Uit/ufPtZpdUahLT6jWmbMm6cyZkzWzfPj3pEqHkXwMeJ6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qVhppwSa0JPX3BDSzlpW1VsaYllwTAAAAaLYdb0IbY7ySflXShyU9IuknjDGP3Oahf22tPVL7QQAN7NJCalOXljf0/vsH5ffe+z/hIxNxBXwenZxea+J0AAB0lkvLGUnSSLR1m9BbpYo2i+WWXA9A+zDGhIwxrxpj3jTGvGWM+d9u8xhjjPm0MeayMeasMeYpJ2YFAGC7dlPH8ayky9baKWttQdLnJH20MWMBuJO/vrSqgM+jYwcGt/V5Ib9XT07EdXY+pdxWqUnTAQDQWS4vb8jrMRrqDbTkegOR6nUSVHIA3WhL0gvW2ickHZH0IWPM8Vse82FJh2s/Pi7pM60dEQCAndlNCL1X0txNv56vfexWz9Xeyf1zY8yju7ge0PWSuYLOzq/r2f0DCge82/78YwcGVapYvTabbMJ0AAB0nktLG9o3GJFvG3cf7cZADyE00K1s1Ubtl/7aj1sPdPmopN+rPfaEpLgxZk8r5wQAYCd289307Urqbn2CfF3Svto7ub8s6U/u+MWM+bgx5rQx5vTKysouxgI61zcur0qS3n//9rag68b6Qto/GNHJ6YQqFQ4oBADgvVxazujwSG/Lrtff45ckDicEupQxxmuMeUPSsqQvW2tP3vKQe1oG4/U1AKDd7CaEnpc0cdOvxyVdv/kB1tp0/Z1ca+0XJfmNMUO3+2LW2s9aa49aa48ODw/vYiygM+W2Sjo1k9AT43HFIzu/JfjYwUElsgW9fIlvRgEAuJtCqaKZtZwOj0Rbds2gz6ueoE+JHCE00I2stWVr7RFVX18/a4x57JaH3MsyGK+vAQBtZzch9ClJh40xB4wxAUkfk/SFmx9gjBkztWO9jTHP1q7HqWjADpyYTqhYtvobh3f3TeSj98XUE/Tp86fn3vvBAAB0sZm1rMoVq8OjrduElqSBiJ86DqDLWWvXJb0k6UO3/NZ7LoMBANCOdhxCW2tLkn5W0l9IuiDp89bat4wxnzDGfKL2sB+XdM4Y86akT0v6mLWWDgBgm8oVq1en13R4pFdjfaFdfS2fx6NH9kT18jurKpQqDZoQAIDOc2mpWs16qIV1HFK1F5oQGug+xphhY0y89vOwpA9KevuWh31B0t8xVcclpay1Cy0eFQCAbfPt5pNrFRtfvOVjv37Tz39F0q/s5hoApHeWMkrnS/qhJwYa8vUeHI3p1ExSp2cSev+h2zbkAADQ9S4tZ2SMdP9wr96cS7XsugM9AX3rWkrlipXXc7s77wF0qD2SftcY41V1Yezz1to/qy951V5rf1HSRyRdlpST9HedGhYAgO3YVQgNoDVenU4oGvLpobFYQ77e/SM9Cng9+urby4TQAADcwaXlDU0ORBTye1t63YGegCpWWs8VNNgbbOm1ATjHWntW0pO3+fjNi15W0idbORcAAI2wm05oAC2wnivonaWMnt7X37BtqKDPq2MHB/TVi8sN+XoAAHSiy0sbOtziKg5J6u+pHkDM4YQAAADoFITQQJs7fTUpSXpmX2OqOOpeeGhEUytZXV3LNvTrAgDQCUrliqZWN3RoJNryaw9EaiE0vdAAAADoEITQQBsrV6xOzyR0eLT3xlZUo7zw0Igk6atvsw0NAMCtriZyKpatI5vQsbBfXo9RkhAaAAAAHYIQGmhj9QMJn9nf2C1oSdo32KODwz2E0AAA3MalpQ1J0uHR1ofQHmPUH/GzCQ0AAICOQQgNtLFTMwlFg407kPBWLzw4opNTCWW3Sk35+gAAuNXl5Ywk6f7h1ofQUvVwQjqhAQAA0CkIoYE2tZ4r6OJiRk/vb9yBhLd64aERFcoVfePyalO+PgAAbnVpeUN742H1BH2OXL8/EmATGgAAAB2DEBpoU6dmqgcSHm3wgYQ3O7p/QL1Bn752kUoOAABudmlpw5EqjrqBnoDyxYo2C2XHZgAAAAAahRAaaEOlSkWnZhJ6cCyqgQYfSHizgM+jv3F4SF97e0XW2qZdBwAANylXrK6sbDhyKGFd/fmfbWgAAAB0AkJooA2du5bWxlZJxw8ONv1a3/vQiBbTeZ1fSDf9WgAAuMF8MqetUkWHR6KOzXAjhKYXGgAAAB2AEBpoQyem1jTYE9ChFmxgPf/gsCTp5XfohQYAQKpWcUjSISfrOCK1EHpjy7EZAAAAgEYhhAbazLXkpmYTOR0/OCiPac6BhDcbiYZ0aKRXJ6fXmn4tAADc4MpKNYS+f9i5EDro96on4GUTGgAAAB2BEBpoMyem1hTwevTUZH/LrnnswIBOzyRVKldadk0AANrVzFpWgz0B9YX9js4x0BOgExoAAAAdgRAaaCO5rZLenF/Xkcm4wgFvy6777IEBbWyV6IUGAEDS1EpWB4Z6nB5D/YTQAAAA6BCE0EAbOXU1qVLFtuRAwpvVr/fqdKKl1wUAoB1Nr2a1vw1C6IFIQKnNosoV6/QoAAAAwK4QQgNtolyxOjm1pgNDPRqLhVp67dFYSPsHIzoxRQgNAOhu2a2SljNbbbEJHY8EVLFSJl90ehQAAABgVwihgTbxZ2eva32zqOdavAVdd+zAoE7NJFRh2woA0MWmV7OSpINtEELXO6lTm4TQAAAAcDdCaKANFEoV/eJfvqOxWEiP3BdzZIZnDwwotVnU24sZR64PAEA7mFmrhtDtUMfRF6mG0OuE0AAAAHA5QmigDfzB6TnNJnL6gUdH5THGkRmOHRyQJL06vebI9QEAaAfTK7UQetD5EDpe34TOEUIDAADA3QihAYdtFsr69Fcu6Zn9/XpwNOrYHOP9Ee2Nh3WSwwkBAF1sei2rPX0hhQNep0dRyO9V0OdhExoAAACuRwgNOOw/vDKtlcyW/uGHHpJxaAu67tjBAb06nZC19EIDALrT9Gq2LQ4lrOsL++mEBgAAgOsRQgMOSuWK+vWXruiFh0b0zP4Bp8fRsQMDWssWdHl5w+lRAABwxPRqti36oOviEb9SmwWnxwAAAAB2hRAacNBvvHxFma2S/ucffNDpUSRJxw4MShKVHACArpTMFrSeK+pgG4XQfeEAndAAAABwPUJowCHnr6f1W1+f1g8/cZ8e3hNzehxJ0r7BiEZjQUJoAEBXml6rHkrYbnUc2UJZxXLF6VEAAACAHSOEBhyQyhX1if/7NcUjfv0vf/MRp8e5wRijYwcGdXJqjV5oAEDXmVmthtBtVccR9ksSvdAAAABwNUJooMUqFauf/4MzWkht6jM/9bSGo0GnR/o2zx4Y0HJmSzNrOadHAQCgpaZXs/J6jCb6I06PckNfhBAaAAAA7kcIDbTYp796SV+7uKJ/9kOP6qnJfqfH+Q71AxJfu5p0eBIAAFprajWr8f6wAr72+Rb5xiY0vdAAAABwsfb5DhvoAl+5sKR//5VL+rGn9uqnjk06Pc5tHR7pVTTo0+uzhNAAgO4ys5ptqz5oSYrVQuh1NqEBAADgYoTQQAtYa/W7r8zov/+Pr+mRPTH9qx99n4wxTo91Wx6P0ZHJuF5nExoA0EWstZpuwxDa7/WoJ+BVarPg9CgAAADAjhFCA022WSjrf/r8m/pfv/CWvueBYb343x1XyO91eqy7enpfvy4uZZTJs3UFAOgOK5kt5QrltguhpWovNJ3QAAAAcDOf0wMAnezy8oZ+9sXXdXEpo1/4/gf0ye89JI+nPTegb/bUZL+sld6cS+m7Dg85PQ4AAE03tZqVpLYMoePhgFY3tpweAwAAANgxQmigCYrlin7xLy/qN/7zlCJBr37n7z6r73lg2Omx7tmRybiMqR5OSAgNAOgG07UQev9g+4XQfWG/rqxsOD0GAAAAsGOE0ECDvbOU0RfevK5EtqAffXKv/ulHHtZwNOj0WNsSC/n1wEiUwwkBAF1jZjWrgM+j++Jhp0f5Dn1hv7ZKFeWLZadHAQAAAHaETmigQSrW6kvnFvU7r8zIY4xe/G+P6d/+7SOuC6DrntoX15nZpCoV6/QoAHbAGDNhjPmaMeaCMeYtY8zP1T4+YIz5sjHmUu1/+2/6nH9ijLlsjLlojPlB56YHWm9qNat9AxF527A2Kx7xS5LW6YUGAACASxFCAw1QKlf0+dNzevnSip49MKD/4YVDev8hd9dYPDXZr3S+xO2/gHuVJP2CtfZhScclfdIY84ikfyzpK9baw5K+Uvu1ar/3MUmPSvqQpF8zxrT3KapAA82sZtuyD1qqbkJLUipHCA0AAAB3IoQGdilXKOm3vzGts/MpfejRMX30ifvk87r/n9ZT+6rLkVRyAO5krV2w1r5e+3lG0gVJeyV9VNLv1h72u5J+pPbzj0r6nLV2y1o7LemypGdbOzXgjHLF6upaTgeG2zyEZhMaAAAALuX+pAxw0FaxrN94eUpzyU197JkJffcDwzKm/W7j3YmDQz2KR/x67SohNOB2xpj9kp6UdFLSqLV2QaoG1ZJGag/bK2nupk+br30M6HjX1zdVKFd0oA0PJZSkaMgvIym1WXB6FAAAAGBHCKGBXfjztxa1mtnSzzy3X4+Px50ep6GMMXpqsl+vz647PQqAXTDG9Er6I0k/b61N3+2ht/nYd5TCG2M+bow5bYw5vbKy0qgxAUddXctJkva1aQjt9RjFwn6tU8cBAAAAlyKEBnboysqGXp1O6AOHhnRopNfpcZriqcm4Li9v0EEJuJQxxq9qAP371to/rn14yRizp/b7eyQt1z4+L2nipk8fl3T91q9prf2stfaotfbo8PBw84YHWmg2UQ+hIw5Pcmd9YT91HAAAAHAtQmhgBwqliv6/M9c02BPQBx8edXqcprnRCz1HJQfgNqbaDfRbki5Ya3/ppt/6gqSfqf38ZyT96U0f/5gxJmiMOSDpsKRXWzUv4KSriawCXo9GYyGnR7kjQmgAAAC4GSE0sAN/eX5RiWxBP/bUuAK+zv1n9MR4XB4jnaEXGnCjD0j6aUkvGGPeqP34iKR/Len7jTGXJH1/7dey1r4l6fOSzkv6kqRPWmvLzowOtNbsWk7jA2F5Pe17rkM8Ug2hrf2OlhwAAACg7fmcHgBwm6trWX3zypqOHxzUgaH27I5slJ6gTw/viem1WUJowG2stV/X7XueJen77vA5n5L0qaYNBbSp2UROkwPtW8UhVTehSxWrtWxBQ71Bp8cBAAAAtqVzVziBJrDW6k/fuK54xK8ffLRzazhu9tRkv96YXVe5wuYVAKDzWGs1u5bTvjYPoeNhvyRpYT3v8CQAAADA9hFCA9swvZrVYjqvFx4aUdDndXqcljgyEVe2UNbl5Q2nRwEAoOHWc0VltkqaaPMQui8ckCRdT206PAkAAO2vUrH61a9d1n/xmVf0b770tk7NJFQqV5weC+hq1HEA23Biak1hv1ePj8edHqVljkxW/6xvzCX14FjU4WkAAGisq4mcJGnfYHtXbPVF6pvQhNAAANxNMlvQz//BG/rP76zo8EivfvPlKX3mpSuKhXz6+Hcf1M++cNjpEYGuRAgN3KPUZlHnF9L6wKEh+b3dcxPBgcEexUI+vTG3rr/9zKTT4wAAsC0vnpy96++/ObcuSdo32N6b0D0Br3weo+sp6jgAALiTuUROf/PTf63VjYL+5Y88pv/y2KQyWyV9/dKq/t/Tc/o///IdHRqJ6kOPjTk9KtB1uidJA3bp1emErJWOHRh0epSW8niMnpiI6425lNOjAADQcIlcQZI00d/eIbQxRn1hv66zCQ0AwG3NJ3P67MtTMsboD//ec/qp4/tkjFEs5NdH3rdHv/HTR/X4eJ/+4R++qflkzulxga5DCA3cg1KlolMzCT0wGtVAT8DpcVruyYm4Li6mlSuUnB4FAICGSmwUNBINKhxo/7Me+sJ+LbAJDQDAbb38zor8PqM/+wffddsKzYDPo1/+iSdVsdLPfe4NOqKBFiOEBu7BW9fT2tgq6fjB7tqCrjsyGVfFSt+aZxsaANBZErmCJtv8UMK6vrBfi4TQAAB8h0S2oLeup3XswKD677I4tm+wR//qx96n164m9e/+6lILJwRACA3cgxNX1jTQE9Dh0V6nR3HEE+P1wwnXHZ4EAIDGSmQLmmzzPui6WNivpXRelYp1ehQAANrKK1dWZYzuaXHsh5+4T3/r6Lh+9aXL+uaVtRZMB0AihAbe00JqU1cTOR0/MCCPMU6P44jB3qAmBsKE0ACAjlIsV5TeLGrfQI/To9yTWNivUsVqLVtwehQAANrGZqGs01eTenw8rr6w/54+55//8KMaiQb129+YbvJ0AOoIoYH3cGomIb/X6Ol9A06P4qgjE/2E0ACAjpLMFWQlTQ6GnR7lnvSFfJKkpTSVHAAA1J2+mlChVNEHDg3d8+dEAj59+LE9evmdFWW3OPsIaAVCaOAurLU6fz2tB0ajrjiwqJmOTMS1kMrzwhcA0DEStY3iSRdtQkuiFxoAgJpyxeqVK2s6MNSjvfHtvan84cfGtFWq6GsXl5s0HYCbEUIDd3HuWlrpfEkPj8WcHsVxRyaqvdBnZtmGBgB0hndDaJd0QoeqIfQCbwgDACBJOnc9pdRmUd+1jS3ouqP7BzTUG9Cfn1tswmQAbkUIDdzFly8syUh6cCzq9CiOe/S+mHweozfnCaEBAJ0hkS0o4PVoqDfg9Cj3pDfkk9djtMQmNAAAstbqG5dXNdQb2NFrdq/H6AceHdPX3l5WvlhuwoQAbkYIDdzFl88vad9gRD1Bn9OjOC7k9+rhPTG9wSY0AKBDJLIFDfQEZFxy8LDHGI1Eg1pkExoAACWyBc0nN3XswKA8O3wu//BjY8oVynr5nZUGTwfgVoTQwB3MJ3O6sJDWw3uo4qg7MhHX2fl1lSvW6VEAANi1egjtJqOxEJ3QAABImlrJSpIOj/bu+GscPziovrBfX6KSA2g6QmjgDr5yoXo4ASH0u45MxJUtlHV5ecPpUQAA2JWKta4MocdiITahAQCQdGV1Q9GgT8O9wR1/Db/Xo+9/ZFRfvrCkQqnSwOkA3IoQGriDL59f0v3DPRraxRNapzkyWT2c8I25pMOTAACwO5l8SaWKdV8I3ReiExoA0PWstZpeyerAcM+ua7U+8r4xZfIlfePKaoOmA3A7hNDAbaTzRZ2YWtMHHxl1epS2cmCwR7GQT2/M0QsNAHC3RLYgSa4MoTNbJW1slZweBQAAx6xktpTZKun+4Z1XcdR94NCQokGfvvQtKjmAZuK0NeA2Xrq4olLF6gceGdXFxc6snnjx5OyOPm80FtJLF1e29fk/eWxyR9cCAKBZ6iH0YE9gx8+JThiLhSRJi6m8Do3s/oU3AABuNLVa7YM+ONSz668V9Hn1wsMj+svzi/pU+TF9/vT8XR/P61tgZ9iEBm7jr84vabAnoCMT/U6P0nb29oe1lM7TlwUAcLVEtiAjqS/id3qUbRnrq4bQS/RCAwC62NTKhvrC/obd0fThx8aUzBX12lWqJ4FmIYQGblEsV/S1i8v6vodH5PXsrluqE43HI6pYaSG16fQoAADsWCK7pXjEL5/HXd8O37wJDQBAN6pYq6nVrO5vQB903TP7ByRJ37qWasjXA/Cd3PVdN9ACr04nlMmX9MGH6YO+nfGBsCRpPkkIDQBwr0S2oH6X9UFL725CL7IJDQDoUkvpvHKFsg4ONa6WarA3qOFoUG8vZhr2NQF8OzqhgVt8/fKqfB6jDxwacnqUthQL+RUL+TSfzDk9CgAAO5bIFvTwnpjTY2xbyO9VX9jPJjQAoGtNrdT6oId31gd9p7Mg4mG/XrmyqqcmqeUEmoFNaOAWJ6bW9MREXD1B3qO5k/H+CJvQAADXKpQqyhbKDeuRbLU9fSE2oQEAXWtqZUMDPQHFI419Hh+LhbSc3lK5Yhv6dQFUEUIDN9nYKunsfErHDw44PUpbG+8Pay1bUK5QcnoUAAC2LZkrSJL6G/zitVVGYyE2oQEAXalcsZpey+rg0M62oO9mrC+kUsVqLbvV8K8NgBAa+DanZxIqV6yeO0gVx92M90ckSdfYhgYAuNB6LYSOR/wOT7IzYzE2oQEA3en89bTyxYoODjeuD7pulMN/gaYihAZucmIqIb/X6Ol9dEDdzd547XDCdUJoAID7JHNFSS7ehO4LaXVjS8VyxelRAABoqVeurEraeR/03YxEg/IYDv8FmoUQGrjJN6fWdGQirnDA6/QobS0c8GqoN6j5BIcTAgDcZz1XkNdj1Bty5/kPe/pCslZayXC7MACgu3xzak3DvUHFQo2/m8nn9WioN8gmNNAkhNBATSZf1LlrKR0/OOj0KK4w3h9mExoA4ErJXFHxsF8eY5weZUfGarcLL/AiGQDQRay1emNuXfsGI027xhiH/wJN4871D2AHXjw5e9ffv7iYVrlilSuU03XxNQAAIABJREFU3/OxqIbQb8ytK7VZVF/YnZ2aAIDulMwV1N/jzioO6d3OyiVeJAMAusi19U2t54q6r1YP2Qx7YiGdnU8pXywr5OcOaaCR2IQGaqZWs/J6jCYHmveuaiepH044n6SSAwDgLvVNaLfa08fBSQCA7nPuWlrSu2cUNcMoz7FA0xBCAzVTK1lN9Efk9/LP4l7s6QvJY6T5JJUcAAD3KJQqym6VXL0JHY/4FfB5uF0YANBV3rqektdjNFYLipuhXnnFcyzQeKRtgKR8sazr65tNOWG3U/m9Ho31hdiEBgC4ynquIEnqj7h3E9oYo7FYiC0tAEBXOXctpUPDvU1dHOsL+xXy80Yv0AyE0ICkmdWsrKSDQ4TQ2zEej+ja+qYq1jo9CgAA92R9syhJ6o+4dxNaqm5q8QIZANBNzl1P69G9saZeo/pGb5g3eoEmIIQGVO2D9nmMJuiD3pbx/rDyxYoSGwWnRwEA4J4ka5vQcbeH0H0hDiYEAHSN5XReK5ktvW9vX9OvVX+OZdkKaCxCaEDS1OqGJgbog96u+uGEc1RyAABcIpktymuMoiGf06PsylhfSAupvCwvkIGOYYyZMMZ8zRhzwRjzljHm527zmOeNMSljzBu1H//MiVmBVjt3PSVJeqwVIXQspK1SReu5YtOvBXQTEjd0vc1CWQvreao4dmAkFpTfazS/zuGEAAB3SOYK6ov45THG6VF2ZTQWUoEXyECnKUn6BWvtw5KOS/qkMeaR2zzur621R2o//kVrRwScce5aWsZID+9pbh2HpBsHH1LJATQWITS63lwyJytpPyH0tnmM0X3xsK4lCaEBAO6wniu4+lDCurFY7QUylRxAx7DWLlhrX6/9PCPpgqS9zk4FtIdz11I6MNSj3mDz72QajQUl8RwLNBohNLre1bWcPKbab4ztG4+HdX19U+UKtwMDANpfMld0/aGEEltaQKczxuyX9KSkk7f57eeMMW8aY/7cGPNoSwcDHPLW9bQeu6/5VRySFPR5NdATIIQGGowQGl1vNpHVWF9IQZ/X6VFcabw/olLFcjgSAKDtFcsVbWyVXH8ooXRTCM3zL9BxjDG9kv5I0s9ba9O3/PbrkvZZa5+Q9MuS/uQOX+PjxpjTxpjTKysrzR0YaLJEtqBr65t6bG/zqzjqxmIh3ugFGowQGl2tXLGaS2xqcoAqjp2qb5DPU8kBAGhz9f7kTqjjGIkGZQyb0ECnMcb4VQ2gf99a+8e3/r61Nm2t3aj9/IuS/MaYods87rPW2qPW2qPDw8NNnxtoprfqhxK2aBNaqr7Zu7axpWK50rJrAp2OEBpdbSmdV6Fc0b6BiNOjuNZAT0Bhv1fzyZzTowAAcFfJXEGSOmIT2u/1aLAnyJ1IQAcxxhhJvyXpgrX2l+7wmLHa42SMeVbV1/RrrZsSaL1z16o3BDzawhB6sCcgq3e/dwCwe81vdAfa2NVENTidHCSE3iljjMb7w7q2ziY0AKC91V9IdsImtCSN9QWp4wA6ywck/bSkbxlj3qh97J9KmpQka+2vS/pxSX/PGFOStCnpY9ZaDmdBRzt3PaWJgbD6Wvj8XX/DOpUraiQaatl1gU5GCI2uNruWVSzkUzzcGS9GnbK3P6yX31lRoVRRwMcNFgCA9rSeK8pjpFiHPO+PxULUYQEdxFr7dUnmPR7zK5J+pTUTAe3hrWupllZxSFK8FnjXq7wA7B5pEbrabCKnycEe1e5oww6NxyOqWGkhxQthAED7SuYKikcC8nTI8/5ILKTlzJbTYwAA0DTpfFEzazk9tre1IXQs5JfHSMlN6jiARmETGl0rvVlUMlfU+++nimO3bj6ccN8ghzwCANrTeq54Y7PJrV48OXvj58vpvBLZgn7vlRn5vO/ulvzksUknRgMAoOHOX6/3Qcfu+XNufq7cKa/HKBbyswkNNBCb0Ohas/U+aA4l3LVY2K9YyEcvNACgrSVzBfV3wKGEdbFQNVBP50sOTwIAQHOcu5aS1NpDCeviEUJooJEIodG1ZhM5+TxGe+IcMtAIe/sjmk/mnB4DAIDbKpYryuRLrt+Evlm92zqT5wUyAKAznb+e1mgsqOFosOXXjkcCWqeOA2gYQmh0ratrWY33h+Xz8M+gEcb7w1rdKGizUHZ6FAAAvkOqtsnUiZvQqU1CaABAZzq/kNYje+69iqOR4mG/0ptFlSvWkesDnYb0DV2pWK7o+npekwP0FzfKeLzaC00lBwCgHSVz1U2mjgqhw9XjXajjAAB0oq1SWZeXN/TINvqgGykeCahiueMIaBRCaHSl6+ubKlurfYP0QTfK3trhhNeo5AAAtKHkjU3ozqnjCPu98nmMMmxCAwA60KWlDZUqVg87tQld+54hSS800BCE0OhKV9eqQekEhxI2TCTg00BPQHNJNqEBAO1nPVeQx0jRUOeE0MYYxcJ+pdjQAgB0oPMLaUlyro4jUq+9ohcaaIRdhdDGmA8ZYy4aYy4bY/7xXR73jDGmbIz58d1cD2iU2UROgz0B9QZ9To/SUcb7w9RxAADaUjJXUF/YL6/HOD1KQ8VCPqU3qeMAAHSe89fTigS82jfoTI1mPFyt8FpnExpoiB2H0MYYr6RflfRhSY9I+gljzCN3eNy/kfQXO70W0EjWWl1N5DTJFnTDjcfDSm0W6cwCALSd9VxR8Q7qg66Lhf1K87wLAOhAFxbSenAs6tgbyAGfR5GAlzoOoEF2swn9rKTL1topa21B0uckffQ2j/sHkv5I0vIurgU0TDJXVHarpEn6oBtuvL/6dzpPJQcAoM2kNovqC3dOFUddLORXJl+UtdbpUQAAaBhrrc4vpB2r4qjrjwS0nqOOA2iE3YTQeyXN3fTr+drHbjDG7JX0o5J+fRfXARpqLlHrg+4nhG60++JheYw0z+GEAIA2UrFW6XyHhtBhv4plq3yx4vQoAAA0zLX1TWXyJccOJayLR/zUcQANspsQ+nb3Q9y6gvHvJP0ja235Pb+YMR83xpw2xpxeWVnZxVjA3c0mc/J7jUZjIadH6TgBn0ejsRCHEwIA2komX1LFqjND6FD1fAsOJwQAdJLz12uHEt7ncAgd9mt9s8AdR0AD7CaEnpc0cdOvxyVdv+UxRyV9zhgzI+nHJf2aMeZHbvfFrLWftdYetdYeHR4e3sVYwN3NJXIa74903MFE7WK8P6L5ZE4VnqQBAG0itVkNaOMdGUJX/0yZTUJoAEDnOL+QljHSQ2NRR+eIRwIqlq1yhffcrQTwHnYTQp+SdNgYc8AYE5D0MUlfuPkB1toD1tr91tr9kv5Q0t+31v7JLq4J7EqpXNFCKk8VRxNN9IeVL1aU2KA3CwDQHupdjn2RDgyha8E6hxMCADrJhYW0Dgz2KBLwOTpHvPa9A5UcwO7tOIS21pYk/aykv5B0QdLnrbVvGWM+YYz5RKMGBBrpeiqvcsVqciDs9Cgda3ygGvDP0QsNAGgT725CBxyepPGi9TqOzZLDkwAA0DjnF9J62OEqDqm6CS1JSQ4nBHZtV28pWWu/KOmLt3zstocQWmv/q91cC2iE+qGE9aAUjTcSDSrg9WguuaknJ/udHgcAAKU2iwp4PQr5d3MTYHvyez2KBLxsQgMAOkY6X9RcYlMfe2bS6VHUX7vjaJ3aK2DXOu87ceAuZhM5xcP+G/2JaDyPMdrbH9Y8m9AAgDaR2iyqL+yXMZ15HkQs5KcTGgDQMd5eyEiSHtnj/CZ0OOBVwOtRik1oYNcIodFV5pI5TbAF3XQT/WEtpPIqlStOjwIAQDWE7sA+6LpY2Kd0njoOAEBnOH89JUl6pA3qOIwx6ov4laQTGtg1Qmh0jXS+qPVckRC6Bcb7IypXrBZSeadHAQBAqVx1E7pTxUJ+pdmEBgB0iAsLGQ30BDQSDTo9iiSpP+LX+iab0MBuEUKja8zX+qAn+zmUsNnGa3/HVHIAAJxWKleU2Sop3skhdNivja2SyhXr9CgAAOza+YW0HtkTa5sarXg4oHU2oYFdI4RG15hNbMprjPbECaGbrS/sVzTk01xy0+lRAABdrl5T0emb0FbSxhaVHAAAdyuVK7q4lGmLKo66eMSvXKGsQom6SWA3CKHRNeaSOe2Jh+T38p99sxljNN4fYRMaAOC4+u2znd4JLYlKDgCA602tZlUoVfTwnqjTo9wQjwQkSescTgjsCmkcukKpXNG15CZ90C000R/W6kZBm4Wy06MAALpYqnb7bKdvQkvV8y8AAHCzt2qHEj68p402oWvfQ6zzZi+wK4TQ6ArvLG2oUK5oop8QulXGa3/XbEMDAJyUqr1gjIcDDk/SPLHai2M2oQEAbvfmXEohv0eHhnudHuWGeO1uqiSb0MCuEEKjK5yZS0qSJtmEbpnx/rCMRC80AMBRqc2iwn6vAr7O/bY3EvDKa8yN/msAANzq7Py6HruvT742qtGMhf3yGHE4IbBL7fOvGmiiM7Pr6gl41d/BfZDtJuT3aigaZBMaAOCo1GbxxgZTp/IYo2jYxyY0AMDVSuWK3rqe1uPjcadH+TYeY9QX9t+4uwrAzhBCoyucmU1qYiAiY4zTo3SVif6w5hI5WWudHgUA0KXWc8WO7oOui4X8dEIDAFztnaUNbZUqemKiz+lRvkM8EqCOA9glQmh0vFSuqCsrWao4HDDeH1G2UNY8lRwAAIekNrslhPYpvUkdBwDAvc7Or0tS221CS9UDjrnjCNgdQmh0vHof9AQhdMvtG6z+nb92NenwJACAbpQrlLRZLHdHCB1mExoA4G5vzqcUC/m0f7D9XrtHgz5l8iXu8gV2gRAaHe/M7Lo8RhqPh50epeuMxkIK+jw6fTXh9CgAgC50fT0vSd0RQof82ipVtFUsOz0KAAA7cnZ+XY+Px9uyRjMa8qlUscoXK06PArgWITQ63pm5dT0wGlXQ73V6lK7jMUYTAxG9dnXd6VEAAF1oIVWtg+rr8IMJJSkW9kmS0nkqOQAA7pMvlnVxMaPHx9uvD1qSoqHq9xIZ7joCdowQGh2tUrF6YzapJyf7nR6la00ORHRxMc2TNQCg5RZqm9DxcMDhSZovVntxTCUHAMCNzi+kVarYtuyDlqqb0JKU2eLNXmCnCKHR0aZWs0rnS3pysj2fyLrBvoGIKlZ6cy7l9CgAgC5zPbUpo3e3hDtZrFY5wqFJAAA3OjtXvXv2iYn23ITurYfQvNkL7BghNDramdnqgXhPsQntmImBiIwRvdAAgJa7vr6p3qBPPk/nf8v77iY0G1oAAPc5O5/ScDSosVjI6VFuK3ajjoPnWWCnOv87cnS112fXFQv5dHCox+lRulbI79WDo1G9djXp9CgAgC6zkMp3RR+0JAV8HoX8HjahAQCu9Ob8uh7f29eWhxJKUtDnkd9rCKGBXSCERkc7M5vUkcl+eTzt+UTWLZ7e1683ZtdVrlinRwEAdJHr65vqC3dHCC1Vt7TohAYAuE0mX9TUarZt+6AlyRijaMhPHQewC4TQ6FgbWyW9s5TRkxPt+0TWLY7u71dmq6RLyxmnRwEAdAlrbXUTuptC6LCfTWgAgOucu5aWtdLjbdoHXRcN+tiEBnah809pQdc6O7+uihWHEraBpycHJEmnZ5J6aCzm8DQAgG6Q3iwpVygr3k0hdMivK5ktp8cAAGBbzs7XDiWsbUK/eHLWyXHuqDfk03Ka51lgp9iERsc6M1t9IntygkMJnTYxENZQb1Cv0wsNAGiR66lNSVJfJODwJK0TC/mUyRepvwIAuMrZ+ZTG+8Ma6Gnv5+xoyK/MFnccATtFCI2OdWZ2XfcP93TNgUTtzBijp/fF9dosITQAoDUW6iF0N21Ch/2qWGkty5YWAMA93pxfv7EF3c5iIZ/yxYryxbLTowCuRAiNjmSt1ZnZpJ6cZAu6XRzdN6CrazmtcJswAKAFrq3nJXVZCB2q/lmXUjzXAgDcYW1jS/PJTT0+3t590JIUDVUbbXlNC+wMITQ60lxiU2vZAn3QbeSpfdU3BF6jkgMA0AKLqU15PebGC8ZuEAtX/6yL6bzDkwAAcG9O114fPr2v/RfIorU3e5czPM8CO0EIjY50Zq76REYfdPt4bG9MAZ9Hr1PJAQBogcXUloZ7g/IY4/QoLROrbX0TQgMA3OLUdEIBn0fvc8EmdG+w+mYvhxMCO0MIjY70+tWkegJePTDa6/QoqAn6vHp8b59OzSScHgUA0AWW0nmN9oWcHqOleoM+eYy0lCKEBgC4w6szCR2ZiCvo8zo9ynuq3121TB0HsCOE0OhIr80mdWQyLp+X/8TbybMHBvSt+ZSyWyWnRwEAdLildF5jsaDTY7SUxxj1Bn1sQgMAXCG7VdJb19N6dv+A06Pck57am73UcQA7Q0KHjpPdKunCQkZPcyhh23nu/kGVKpZtaABA0y2m8xqLddcmtFSt5FgihAYAuMDrs0mVK1bPHHBHCF1/s5eDCYGd6Z6TWtA13pxfV7libxyE55QXT846ev12dHTfgPxeo29Oren5B0fe8/E7/Tv8yWOTO/o8AEBnyBVKyuRLXVfHIUmxECE0AMAdTk0n5DHuOJSwLhryU8cB7BCb0Og4r9dO132STei2Ew54dWQirhNX1pweBQDQwRZrncjdugm9SCc0AMAFXp1J6NH7+m4c+OcGvUEfBxMCO0QIjY7z2tWkHhjtVV/thHi0l+cODupb11JK54tOjwIA6FD1TuSuDKFDPqXzJW0Wyk6PAgDAHW2Vyjozu65nXNIHXRcN+diEBnaIEBodpVKxen123VW383Sb4/cPqmKrt14BANAM9TqKrqzjqL0Jz+GEAIB2du5aSlulip494K7X7tGQX2vZLZXKFadHAVyHEBodZWp1Q6nNop6iiqNtPTXZr4DPo1eo5AAANMliqrqh1J2b0LUQmkoOAEAbe3W6WqPpxk1oa6VEtuD0KIDrEEKjo7xW64NmE7p9hfxePT3Zr28SQgMAmmQpnVc06FOPizomGyUWrv6ZlzOE0ACA9nVqJqH7h3s02Bt0epRtiYXqz7NUcgDbRQiNjvLa1aT6I34dGOpxehTcxXP3D+rCYlrrOd49BgA03mIq35VVHJLUxyY0AKDNlStWp2YSevaAu7agpWodh8SbvcBOEEKjo7x2Namn9/XLGOP0KLiL5+4flLXSiSl6oQEAjbeYzndlFYckBf1e9QS8dEIDANrWxcWMMvmS66o4JKm3vgmdZhMa2C5CaHSMZLagKytZPUUVR9t7YjyusN+rE1NUcgAAGm8pnddol4bQUvVAxiVCaABAmzo1U11GcmMIHQ1SxwHsFCE0OsaZuVofNIcStr2Az6Oj++mFBgA0XrlitZzZ0lifuzomG2ksFqKOAwDQtl6dSei+vpDG+8NOj7JtPq9H8YhfK4TQwLYRQqNjvHY1KZ/H6PHxuNOj4B4cPzioi0sZrW7w5A0AaJy1jS2VK7arN6HHYiEtcZswAKANWWt1ajqhZw4MuLZGcyQapBMa2AFCaHSM164m9eh9MYUDXqdHwT147v5BSaKSAwDQUPUu5G4OoUf7QlrO5FWpWKdHAQDg20yvZrWc2dLxg4NOj7JjI9EQdRzADhBCoyMUyxW9OZeiD9pFHt/bp96gT9+4TAgNAGic+gZwtx5MKEmj0aCKZatEruD0KAAAfJv64fTHDrivD7puOBrkYEJgBwih0REuLKS1WSzrKfqgXcPn9ej99w/q5XdWZC2bWgCAxqhvQo/1dW8IXf+z0wsNAGg3J6bWNBIN6sBQj9Oj7NhINKiVzBavY4FtIoRGRzg1Uz2U8Oh+Qmg3ef7BEV1b39Tl5Q2nRwEAdIilVF5ej9FQb/ceTFivIllKE0IDANqHtVYnptZ0/OCga/ugpeomdKFcUXqz5PQogKsQQqMjnJ5JaLw/rD197jtdt5s9/+CwJOmliysOTwIA6BSL6byGe4Pyetz74na3bmxCE0IDANpIJ/RBS9JI7c1eDicEtocQGq5nrdWpmYSe3e/eTqludV88rAdGe/XSO8tOjwIA6BBL6bxGu7iKQ5KGe4My5t1+bAAA2kG9D/r4QXe/dh+JVu+24nBCYHsIoeF6M2s5rW4UdJQQ2pWef3BEp6aTym5xKxMAYPcWU3mNxbq3ikOqnrsw1BvUEp3QAIA20gl90FK1jkNiExrYLkJouN6pmeq7qc/QB+1Kzz8wrEK5oleurDk9CtBRjDG/bYxZNsacu+lj/9wYc80Y80btx0du+r1/Yoy5bIy5aIz5QWemBnZvMZ3XWKy7N6ElaSwWoo4DANA2OqUPWrppE5o7joBtIYSG652aTqg/4tehkV6nR8EOHN0/oJ6AVy9dpJIDaLDfkfSh23z831prj9R+fFGSjDGPSPqYpEdrn/NrxhhvyyYFGiRXKCmTL3V9HYdUPZyQgwkBAO1iZi3XEX3QktQb9Cns91LHAWwTITRc7/TVpJ7eN+D6d1O7VcDn0fsPDemliyuy1jo9DtAxrLUvS0rc48M/Kulz1tota+20pMuSnm3acECTLNbqJ9iElsb6gmxCAwDaxomp6p2vx1zeBy1JxhgNR4Na3SCEBraDEBqutpLZ0vRqlioOl3v+wWFdW9/UlZUNp0cBusHPGmPO1uo66v/nuVfS3E2Pma99DHCVeuhKCF39O1jPFZUvlp0eBQAAnZha03A0qIMu74OuG+oNEEID2+RzegBgJ148OStJOnctJUlK5oo3Pgb3+Z4HhiVJL11c0aGRqMPTAB3tM5L+d0m29r+/KOm/lnS7W0lue2uCMebjkj4uSZOTk82ZEtihev0EdRzVOg6p+neyb7AzXvADANypk/qg64ajQU2vZp0eA3AVNqHhalfXsvJ5jO6L82LTzcb7Izo00quXLq44PQrQ0ay1S9basrW2Iuk39W7lxrykiZseOi7p+h2+xmettUettUeHh4ebOzCwTYup6kbSKJvQGqsF8fWKEgAAnDKzltNSekvHO6CKo26oN6jVjYLTYwCuQggNV5tZy2liICKfh/+U3e75B4b16nRC2a2S06MAHcsYs+emX/6opHO1n39B0seMMUFjzAFJhyW92ur5gN1aSufVG/SpN8jNfvVKEnqhAQBOq/dBd8KhhHVDvUElcwWVyhWnRwFcg+QOrrVVKmshtal9gxGnR0EDPP/giArlil65sub0KEBHMMb8P5K+KelBY8y8Mea/kfR/GGO+ZYw5K+l7Jf2PkmStfUvS5yWdl/QlSZ+01lIkC9dZSuc1Ggs6PUZbYBMaANAuTk6taai3c/qgJWkoGpS1UiLLNjRwr1gTgWvNJTZVsdJ+eg47wrMHBtQb9Omrby/p+x8ZdXocwPWstT9xmw//1l0e/ylJn2reREDzLabzN8LXbhcN+dUT8LIJDQBw3Jm5dR3d198xfdCSNNwbkCQtZ7Y0Qg0YcE/YhIZrzaxlZSRNDrAJ3QkCPo+++4EhfeXCsiqV256HBgDAXS2l8vRB32SsL3TjsEYAAJywurGlq2s5PTkZd3qUhhqOVu+8Wt3YcngSwD0IoeFaM2tZjfWFFPJ7nR4FDfLCQ6Nazmzp3PWU06MAAFymUrFazmzd6EJGNYReoI4DAOCgN2bXJUlPTvY7PEljDfXWQ2jqOIB7RQgNVypXrOYSOe2jiqOjfO+DwzJG+qsLy06PAgBwmdXslkoVSx3HTUZjIS0RQgOuYYyZMMZ8zRhzwRjzljHm527zGGOM+bQx5rIx5qwx5iknZgXu1Zm5pLweo/ft7XN6lIZ6N4RmExq4V4TQcKVryZyKZasDHXSwAaTB3qCemuzXV99ecnoUAIDLLKWqLwKp43jXnr6QljNbKlNzBbhFSdIvWGsflnRc0ieNMY/c8pgPSzpc+/FxSZ9p7YjA9pyZXdfDe6IKBzrrDuaeoE9hv1crGUJo4F4RQsOVptdykkQI3YG+7+ERnbuW1iKbWwCAbah3H1PH8a6xWEilitUaW1qAK1hrF6y1r9d+npF0QdLeWx72UUm/Z6tOSIobY/a0eFTgnpQrVm/OreupDqviqBuKBtiEBraBEBquNL26oeHeoHqDPqdHQYN98OFRSdJX2IYGAGzDUqYaQo/Egg5P0j7qW+GLHE4IuI4xZr+kJyWdvOW39kqau+nX8/rOoBpoC5eWM8oWyh13KGHdcG+QEBrYBkJouE6pXNHVtRxb0B3q8EivJgbC+gq90ACAbVhOb8mYdzsaIe3pC0sSdxcBLmOM6ZX0R5J+3lqbvvW3b/Mp39G5Y4z5uDHmtDHm9MrKSjPGBN7TmfqhhBMdugndG9RqhoMJgXtFCA3XOb+Q1lapQgjdoYwx+r6HRvWNy6sqlCpOjwMAcInlTF6DPQH5vXx7WzfaVw3k2YQG3MMY41c1gP59a+0f3+Yh85Imbvr1uKTrtz7IWvtZa+1Ra+3R4eHh5gwLvIczs0n1R/zaNxhxepSmGIoGtcImNHDP+C4drnNyKiGJPuhO9sGHR7VVqujKyobTowAAXGI5vaWRKH3QNxvqCcrnMWxCAy5hjDGSfkvSBWvtL93hYV+Q9HdM1XFJKWvtQsuGBLbhzOy6npzsV/U/7c4z1BtUMldQqczyFHAvCKHhOienExrsCSgW9js9Cprk2QMDigZ9urBw692HAADc3lImr1H6oL+Nx2M0GguxCQ24xwck/bSkF4wxb9R+fMQY8wljzCdqj/mipClJlyX9pqS/79CswF2lNou6tLyhJyc6sw9akoajQVkrJbJUcgD3glPd4CqVitWpmYQOjfQ6PQqaKODz6LsfGNbL76yoYq08HfrOOQCgcZbSW3p0T5/TY7Sd0ViQTWjAJay1X9ftO59vfoyV9MnWTATs3Nn5Wh/0ZGf2QUvScG9AkrSysaWRGHdjAe+FEBqu8vZiRqnNIlUcXeCFh0b0n761oIX1vPb2h50eBwDQxkrlitY2ttiEvo09fWFdWOTOIgBA67x4clZfeXtJRtIiH4hjAAAgAElEQVQ7SxnNJnJOj9QU9cOQVzfYhAbuBXUccJWT02uS6IPuBt/9QPUAlUvLGYcnAQC0u7VsQRUrtpBuYzQW0mIqr+ryJAAArTGXyGk4GlTI73V6lKaph9ArGQ4nBO4Fm9BwlZNTCe2Nh9UfCTg9CppsOBrUffGQLi5l9PyDI06PAwBoUy+enNW15KYk6e2FjF48OevwRO1lrC+oXKGszFZJsRDnaQAAms9aq7nEph69L+b0KE01FK1vQhNCA/eCTWi4hrVWr84kdOzggNOjoEUeGIlqLpHTZqHs9CgAgDaWzhclSbEw+xW3GuurVlot0QsNAGiRtY2CNotlTQ5EnB6lqXoCXoX9Xq2yCQ3cE0JouMbl5Q0lsgUdPzDo9ChokQdGo6pY6crKhtOjAADaWD2EjrLp+x3GahUlC4TQAIAWmU1WO6DHOzyENsZoKBpgExq4R4TQcI0T0wlJ0rMH2ITuFhMDEYX8Hr2zRC80AODOMvmSjKTeIJvQt6qH0ItpQmgAQGsspvLyeYxGop1/YPBQb1ArhNDAPSGEhmucnFrTaCyofYOd/W4q3uX1GN0/3Kt3ljIcqAQAuKNMvqieoE9ej3F6lLYzEqsGANRxAABaZSmd10gsKI/p/Oflod6gVjMFp8cAXIEQGq5grdWJqYSOHxyU6YInMrzrgdGo0vmSlujZAgDcQSZfUjTEFvTthPxeDfQEtMAmNACgRRbT+Rt34nS6od4gdRzAPSKEhitcWdnQ6saWnjtIH3S3eWA0Kkm6RCUHAOAO0vmiYvRB39FYLMQmNACgJZLZgjL5kka7JIQejgaVyBVUKlecHgVoe4TQcIVvTlX7oI8TQnedvrBfo7EgvdAAgDvKbLIJfTdjfSE6oQEALXGx9rqta0Lo3oCslRJZKjmA90IIDVc4cWVNe/pC9EF3qQdGoppZy2mrVHZ6FABAmylXrDa2SoqyCX1Ho7GQFtmEBgC0wMXF7gqhh3qrZy9wOCHw3gih0faqfdBreo4+6K51eDSqcsVqaiXr9CgAgDaT3SrJSoqF2YS+kz19Ia1lC7yZCwBouotLGYX9XsW65A6loWg1hF7dYBMaeC+E0Gh7l5Y3tJYtUMXRxfYPRhTweqjkAAB8h3S+KEmKBtmEvpP64VDLaba0AADNdXExo9FYqGsWyIZrm9CrGZ5jgfdCCI22980ra5Kk5+4nhO5WPq9HB4d7dGl5w+lRAABtJpMvSWIT+m5G+6ohNL3QAIBmstbqncWMRmNBp0dpmfomNHUcwHsjhEbbOzG1pr3xsCYG6IPuZgeHe5XIFpTaLDo9CgCgjdzYhKYT+o721ENoeqEBAE30/7N3pzGS5/d93z+/uqu7rr6q+ph7emYvkkuulrsSV4YkG6IkJzAVxEBEGrGQWCBk2A8DWHliAzEM2E8TWxEIQ5CMZKX4gRwxMSNKYQRJ3JV2ubvcnb23e3auPquvuu+qXx5UdXOOnp4+qupfVf/3CyB2prvJ+cIebXd96vv/fNeyFeWrDc3G3dEHLUnjAa9Cfg+b0MAxEEJjoLVa7T5oqjhweWpcknR7m15oAMBP5CsNGUmRIJvQj7N/HGqTTWgAQA99upGT9JMaKDcwxmg6EtQ2m9DAE/HTOhz16ht3j/z8erasvVJd5hhfi9E2lwgp6PPo1k5Rz59POD0OAGBA5Ct1jQd98nrc0T15GrGQT2MBr9bZhAYA9NAnG+0bPsmoe0JoSZ0QmsOEwJOwCY2Bdquz9Xp5ZtzhSeA0jzG6ODXGJjQA4AG5ckPREHsVRzHGaDYWohMaANBTn23kNR8PKRzwOj1KX81E2YQGjoMQGgPt862iJsb8mhgLOD0KBsDlqXGl81UVqg2nRwEADIh8ta4YfdBPlIqFtMkmNACghz7ZyOup2ajTY/TddCSoLTqhgScihMbAalmrW9tFXZmJOD0KBsSlaXqhAQAPyrMJfSxz8RB1HACAnqk3W/p8q6jrLgyhZyIB7ZZqajRbTo8CDDRCaAysjWxF5XpTV6ap4kDbwkRYPo/R7R1CaACA1Gi2VKg2FGUT+onmEiFt5ipqtqzTowAARtDt7aJqzZaedmEIPR0Nylppt0QvNHAUQmgMrM87265sQmOfz+PRhUl6oQEAbTvFmqykWJhN6CeZjYfVaFk6KwEAPbF/lPCpVMzhSfpvOhKUJG3nCaGBoxBCY2B9vlXQ1HhA8TDbTfiJy9PjWs9WVKk3nR4FAOCwzc6hvWiQnxWeZD4ekiQqOQAAPfHZZl5ej9HVpPueZJ6JtkPoLd7oBY5ECI2B1LJWt3eKujLjvm9gONql6XFZSXeo5AAA10vn2i/22IR+stn9EDpTdngSAMAo+mQjr8vT4wr6vE6P0nf7m9AcJwSOxk/sGEhrmbIq9ZauTFPFgQednxiT1xjd2i7qqVn3PeoFAPiJzXxnE5pO6Ceaj4clSWtsQgMAzujVN+4+8rG37+xpIRE+9HOjbn8Tmsor4Ghn2oQ2xvyyMeZTY8yyMea3Dvn8N4wxN4wx7xpj3jLG/OxZ/jy4x+db+33QbELjQQGfRwsTYd2iFxoAXC+dq8pIigTZq3iSxJhfIb9HG1k2oQEA3VVrtLRbrCkVCzo9iiMiQZ/GAt6DJ7QAHO7UIbQxxivp30n6FUnPSvqmMebZh77sB5Ket9Z+WdJ/L+nfn/bPg7t8vl3QTDTIZhMOdXl6XKuZsmqNltOjAAAclM5XNB70yesxTo8y8IwxmouH2YQGAHRduvNkUjIacngS5ySjQTqhgSc4y9rIS5KWrbWfS5Ix5g8lfUPSR/tfYK0t3Pf145LsGf48uESzZXV7u6SvXEg4PQoG1KWpcf3FZ1u6u1vSYpLKFgBwq81cVdEQW9DHNRcP0QkNAOi6nWJNkjQddecmtNSu5Eh3DiY/qZLkWy9f6MdIwMA5Sx3HgqR79/1+pfOxBxhj/itjzCeS/rPa29DAkVb3Sqo1W7oyQ7iIw12cGpORqOQAAJdL5yuK8dTUsc3Fw9pgExoA0GW7nRB6cizg8CTOSUZDHCYEnuAsIfRhzz0+sulsrf1P1tqnJf2qpH/52P8xY77d6Y1+a2tr6wxjYdh93gkWr0zTB43DhfxezcZDurdXcnoUAICD2IQ+mbl4SJv5qpotHk4EAHTPTqGmWMingO9MZ8eG2kw0SAgNPMFZ/g2xIun8fb8/J2ntcV9srf1LSVeNMdOP+fx3rLUvWmtfnJmZOcNYGHY3twqajYU0zpEhHOHcRFire2VZywtpAHCjRrOlnUKV+xEnMJcIqdmyB92dAAB0w26xqslx91ZxSO0QOl9tqFxrOj0KMLDOEkL/SNI1Y8xlY0xA0q9J+u79X2CMWTTGmM6vX5AUkLRzhj8TI67RbOnOTkmXZ9iCxtHOJcZUrjcPHv0CALjLTrGmlpViYd60Pq65ePtg1DqVHACALtop1jQ17t4qDqkdQktiGxo4wql/arfWNowx/1TS9yV5Jf2utfZDY8xvdj7/O5L+a0n/0BhTl1SW9N9Y1hZxhHt7ZTVaVlen6YPG0RYmwpKklUxZUxF3v+sOAG6UzrVf5EWDbEIf11y8/b1zPVORuIkEAOiCWqOlfKWhqYi7Q+hkJ4TmaSPg8c60OmKt/Z6k7z30sd+579f/RtK/OcufAXf5fKsgI+kyfdB4glQsJJ/HaHWvrOfPJZweBwDQZ5udC/R0Qh/f/H4InS07PAkAYFQcHCVkE1oSm9DAUdzbGo+BdHOrqLlESOGA1+lRMOC8HqO5eEgre7yQBgA3Snde5BFCH18s7FPY76WOAwDQNTvF9vfjKZd3Qiej7cqrNCE08FiE0BgY9WZL9/ZKukIVB45pYSKstWxZLVp+AMB19h935TDh8RljNJcIsQkNAOgaNqHbJscD8noMm9DAEQihMTDu7JTUbFld4SghjulcYky1RkvbfKMHANfZzFU11XnBh+Obj4e1lmETGgDQHTuFmsYCXtc/zez1GE2NB+iEBo5ACI2BcWu73Qd9aYoQGsdz/3FCAIC7bOUrB/2LOL7ZeEgb1HEAALpkt1jTlMu3oPclY0HqOIAjEEJjYHy+XdTCRFghv7vfQcXxzUSDCng9WqUXGgBcJ52vKhULOT3G0JmPh5TOV9RotpweBQAwAnaKVddXceybiQSp4wCOQAiNgVBrtLSyW9blabagcXweYzSfCGllr+T0KACAPkvnqkqyCX1is/GwWlba5EUyAOCMGq2WMqW6piJ8P5baxwnZhAYejxAaA+HubklNazlKiBM7NzGm9WxFzRbHCQHALZotq61CVckYL3pPai7R3h7f4DghAOCMMsW6rDhKuG8mGtROoaqW5bUpcBhCaAyEz7cL8hjp4tSY06NgyCwkwmq0LAcgAMBFdos1NVuWOo5TmI+37ylwnBAAcFY7xfbWL53QbclYUC0rFasNp0cBBpLP6QEASbq1VdR8gj7oUfXqG3d79r99bv844V5Zc50X1gCA0bb/xmMyGtRuse7wNMNlNt4O7tfZhAYAnNFOsSaJTeh9+zVh+UpD0ZDf4WmAwcMmNBxXa7S0slfWFfqgcQqT4wGF/BwnBAA3Sefam1czUTahTyoW8mk84NV6lk1oAMDZ7BRrCvg8igTZb5TadRxSO4QG8ChCaDjuoA96hj5onJwxRucSY1rJcJwQANxifxM6RSf0iRljNJcIa506DgDAGe0WapoaD8gY4/QoAyHZeXO8UOUpLeAwhNBw3EEf9CR90DidhYmwNrNV1Zstp0cBAPTBTzahCaFPYy4eoo4DAHBmO8UaVRz3YRMaOBohNBx3a6uohURYQfqgcUoLibCa1mqDR4sBwBU28xUlxvwK+vjZ4TTaITTfMwEAp9eyVnvFmqbGeUN4X8jvVTTkI4QGHoMQGo7a74O+PE0VB05voXOccDXDVhcAuEE6V1WKPuhTm42HtVWoqtbgCSIAwOlky3U1rdUUm9APmIkGla9QxwEchhAajrqzW+z0QXOUEKeXCPsV8nu0kWOrCwDcIJ2vKkkf9KnNx0OyVtrk+yYA4JR2CjVJ0mSEEPp+yWiQTWjgMQih4ahbW8V2H/QUfdA4PWOMZmNh6jgAwCXSuQp90Gcwl2g/QcSbtwCA09ottkNoNqEfNBMNKV8lhAYOQwgNR32+3emDptMRZzQbD2ozV5G11ulRAAA9ZK3VVqGqVIw6jtOai7f/326NGisAwCntFKvyeYxiYb/TowyUZKeOg9elwKMIoeGYUq2hlb0SfdDoitlYWNVGS5kS/VsAMMr2SnXVm1ZJNqFPbT+E5jghAOC0dgo1TYwF5DHG6VEGSjIaVL1pubsAHIIQGo758d2MWlb0QaMrZjsvqHm0GABG236PcZLDhKcWDfkVDfq0ziY0AOCUdos1TdEH/Yj9ujB6oYFHEULDMW/c2pWRdGGSPmicXapzoIqtLgAYbel8VZI4THhGc4mQVjN8zwQAnJy1VrvFmibpg37E/pvk9EIDj/I5PQDc681bO5pPhBXy0weNswv6vJocD7AJDQAjLt3593yKTegzOTcxplU2oQEAp1CuNVVrtjQx5s4Q+tU37j72c/uvR/MVaiKBh7EJDUdUG039+G5Gl6bYgkb3zMZC2mATGgBGGpvQ3bGQCGt1r+T0GACAIZQptwPWOEcJHxELtnc9qeMAHkUIDUe8v5JVtdHSpWn6oNE9s/GQdgpVVepNp0cBAPRIOldRNOTjSaozWpgIK1dpsKkFADix/WPwiTFC6IeFA155jSGEBg5BCA1HvHFrV5J0cYoQGt0zGwvJSlraLDg9CgCgR9L5qlIxqjjOaiERliQqOQAAJ5Yp1yRJCZfWcRzFGKNIyKdClTd5gYcRQsMRb97a1bVkRJEgteTontlOKPHxRs7hSQAAvbKZqygZpYrjrBYm2iH0yi4hNADgZDKluvxeo/EATyUdJhrysQkNHIIQGn3XbFm9fWdPL12edHoUjJjJSEB+r9En63mnRwEA9Eg6XyWE7oJzE2xCAwBOJ1OqKR4OyBjj9CgDKRokhAYOQwiNvvt4PadCtUEIja7zGKNULKRPN9mEBoBRZK2ljqNLpseDCvg8hNAAgBPLlOv0QR8hGvJzcwE4BCE0+m6/D5oQGr0wGwvp4/W8rLVOjwIA6LJcuaFao6UZNqHPzOMxWkiEtbpHCA0AOJlsqa5EmBD6cSIhn4q1ppotXpMC9yOERt+9eWtHFybHNBcPOz0KRlAqFtJusaatQtXpUQAAXbaZr0iSkmxCd8VCIqwVNqEBACdQqTeVrzbYhD5CNNS+fVWoUskB3I8QGn1lrdWbt3bZgkbPzMbbwQS90AAwetK59huMKTahu6K9CV1yegwAwBDZyLbfEE6EAw5PMrjioXZAnytTyQHcjxAafbWcLmivVCeERs/MdrbjPtmgFxoARk2aTeiuOjcR1nahpkq96fQoAIAhsdZ5gibOJvRjxTpVJVlCaOABhNDoq4M+6EuE0OiN8aBPqVhQn2ywCQ0Ao2azswmdZBO6KxYm2tVoHCcEABzXfo3TxBib0I+TIIQGDkUIjb5689auktGgLk6NOT0KRthTszHqOABgBKXzFUWCPo0HfU6PMhIWEp0QmuOEAIBjWsuUZSTFwnwvfpxwwCufxxBCAw8hhEZf/ej2rr56eVLGGKdHwQh7Zjaq5XRB9WbL6VEAAF2UzlfZgu4iNqEBACe1uldWNOSTz0Oc9DjGGMXDfkJo4CH8WwN9s5opaz1b0VcvTjg9Ckbc03NR1Zot3douOj0KAKCL0rmKZgihu2Y2FpLXY7TCcUIAwDGtZcuKh+mDfpJ42M9hQuAhhNDom7dut/ugX6QPGj12LRmVJC1tFhyeBADQTZu5qmbjHCXsFp/Xo9lYiDoOAMCxrWUqStAH/URsQgOPIoRG37x9Z09jAa+eno06PQpG3NWZiIyRltL0QgPAqLDWajNXUSpGCN1NCxNh6jgAAMfSalmtZspKjLEJ/SSxsF+5Sl0ta50eBRgYhNDom7du7+krFxLyeflrh94KB7w6PzGmpTSb0AAwKrLluqqNFp3QXXYuEWYTGgBwLDvFmmqNlhLUcTxRPOxXy0qFasPpUYCBQRqIvihUG/pkI6efukgVB/rjWjKiZeo4AGBkbOaqkkQdR5ctTIS1katwzBcA8ERrnSdnqON4sv3e7GyJSg5gHyE0+uLHd/fUstJXL3GUEP2xmIro8+2CGryoBoCRsJGrSBJ1HF12biKslpU2shWnRwEADLjVgxCaTegnOQih6YUGDhBCoy9+dHtPHiN95QIhNPrjWjKqetPqzm7J6VEAAF2w2QmhZwmhu2ohMSZJWqGSAwDwBAeb0GE2oZ+EEBp4FCE0+uLtO7t6ejamSNDn9ChwiWvJiCRpiUoOABgJm51N3Rk6obtqYSIsSRwnBAA80cpeWZGgTyE/UdKTjAW88nmMcoTQwAESQfRco9nSj+9m9Pd/6pzTo8BFrnZC6OV0XtKss8MAAE7l1TfuHvz6h8vbGgt49UfvrDo40eiZ63Rsc5wQAPAka5my5hMhGWOcHmXgGWMUD/uVrRBCA/t4+wo998lGXqVaUz91kSoO9E8k6NNCIqylNJvQADAKcuW6YiE6KLst5PdqJhrUaob6KsBpxpjfNcakjTEfPObzP2+MyRpj3u3855/3e0a421q2rIVE2OkxhkYs7OcwIXAfQmj03Fu3dyVJL16adHgSuM1iMkIdBwCMiFyloViYh/h64dxEmDoOYDD8nqRffsLX/JW19sud//xPfZgJOLC6V9Y8IfSxsQkNPIgQGj331p09zcVDvGOKvruWjOjmVkHNlnV6FADAGeUqdUXZhO6JhUSYw4TAALDW/qWkXafnAA5TqjW0V6oTQp9APOxXrlxXy/J6FJDohEYfvH1njy1oOOJ6Kqpqo6WVvZIuTo07PQ4A4JSaLatCpUEdxzHd36X9ON96+cLBrxcmwvrTDzfVall5PPR8AgPuZ4wx70lak/Q/WGs/dHoguMNapn0g+NxEWMVq0+FphkM87FfLSoUqP8MAEpvQ6LHVTFnr2YpepA8aDlhMtY8TUskBAMOtUG3IStRx9Mi5RFi1ZktbharTowA42juSLlprn5f0v0j6Px/3hcaYbxtj3jLGvLW1tdW3ATG69mub2IQ+vni4HTznylRyABIhNHpsvw+ao4RwwmKyE0JznBAAhlq+06fIFlFvLEy0AwUqOYDBZq3NWWsLnV9/T5LfGDP9mK/9jrX2RWvtizMzM32dE6NprRNCU7N5fPshdJYQGpBECI0ee/vOnsYDXj09G3V6FLhQLOTXbCykpXTe6VEAAGewv0FECN0b5ybGJEkreyWHJwFwFGPMrDHGdH79ktqv53ecnQpusbpXltdjlIwGnR5laMQIoYEH8Ewjeuqdu3t6/nxCPi/vd8AZ11IRLbMJDQBDLVdpSJKi1HF0zf290bVGS5L0f99Yf6Dn8/7eaAC9Z4z5A0k/L2naGLMi6V9I8kuStfZ3JP19Sf/YGNOQVJb0a9Zy8Qz9sZYpazYW4rX9CYwHvPJ5DCE00MFP8uiZcq2pj9fz+sc/d9XpUeBii8mI/o8f3ePYEgAMsVylLo+RIkF+dO2FgM+jaMin3ULN6VEAV7PWfvMJn/+3kv5tn8YBHrCaKWs+EXJ6jKFijFEs7CeEBjp4Cws9c2Mlo2bL6oWLCadHgYtdS0ZVqjW1lqXnEgCGVa7cUCTok8fwZmKvTI0HtFPkMCEA4HDr2Yrm4vRBn1ScEBo4QAiNnnnnbkaS9OXzHCWEc66lOE4IAMMuX6kf9CqiN6bGg9opsgkNAHiUtVYb2Yrm2IQ+sXjYf3DbAnA7Qmj0zI/v7uny9LgmxwNOjwIXW5xph9DLm4TQADCssuU6Rwl7bDISUL7SOOiHBgBg306xplqzpbkYIfRJtUPohlrUtwOE0OgNa63euZvRV85TxQFnTYwHNB0Jaimdd3oUAMAp5SsNxThK2FNTnaWBXbahAQAPWc9UJElzCeo4TioW9qtprYrVhtOjAI4jhEZPrOyVtV2o6isXqeKA864lI9RxAMCQqjdbKtebbEL32NR4UJLohQYAPGL/vs48ndAnlujUidELDRBCo0feubsnSXrhApvQcN61VETLmwVZHoECgKGz36NICN1b+/VpOwU2oQEAD9rItjehZ+PUcZxUjBAaOEAIjZ748d2MxgJePZWKOj0KoMVkRPlqQ+k8210AMGxylfbjq1HqOHoqHPBqLODlOCEA4BFr2bICXs9BdROOL04IDRwghEZP/Pjunr50Li6fl79icN7V/eOEVHIAwNDJVdiE7pep8YB2qeMAADxkPVPRbDwkj8c4PcrQGQ945fWYgye7ADcjIUTXVepNfbiW01cu0AeNwbCYbIfQN7cIoQFg2FDH0T9TkSCb0ACAR2xkK1RxnJIxRvGwXxlCaIAQGt33/mpWjZbVC4TQGBDJaFDRoI9NaAAYQvlKQ36vUcjPj629NjkeULZUV6PZcnoUAMAAWcuWNU8IfWrxsJ9NaECE0OiBH3eOEn6Fo4QYEMYYXUlGCKEBYAhly3XFQn4ZwyPAvTY1HpCVtFfihTIAoK3VstrMVTSXCDs9ytCKh/10QgMihEYPvHMnowuTY5qOBJ0eBTiwOBOhjgMAhlC+UleUKo6+2D84tUMvNACgY7tYVb1pNccm9KklxtohdLNlnR4FcBQhNLrKWqt37u7pBbagMWAWkxFt5qoHB66AUWeM+V1jTNoY88F9H5s0xvyZMWap88+J+z73Pxpjlo0xnxpjfsmZqYFH5SoNxcI+p8dwhcnOAsFOgV5oAEDbeqYiSZqLswl9WlPjAbWslCnx/RXuRgiNrlrLVpTOV/XCRfqgMViuzoxLkm5SyQH3+D1Jv/zQx35L0g+stdck/aDzexljnpX0a5Ke6/x3ftsY4+3fqMDhrLXKdeo40HvjAa+CPg/HCQEAB9azZUliE/oMJsfbb/Lu8v0VLkcIja466IM+TwiNwbKYjEiSbm4VHZ4E6A9r7V9K2n3ow9+Q9PudX/++pF+97+N/aK2tWmtvSVqW9FJfBgWOUK431WhZxcKE0P1gjNHUeEC71HEAADrWs/ub0ITQpzV5UHdFCA13I4RGV717N6Ogz6On56JOjwI84MLkmPxew3FCuF3KWrsuSZ1/JjsfX5B0776vW+l87BHGmG8bY94yxry1tbXV02GBXKUhSYqFqOPol8lIkDoOAMCB9WxFQZ/nIEjFyUVDPvk8RnuE0HA5Qmh01bv3MvrCQlx+L3+1MFh8Xo8uTY0TQgOHM4d87NDLKdba71hrX7TWvjgzM9PjseB2uc4leeo4+mdqPKC9Uo3jSQAASdJapqy5eEjGHPbjIo7DY4wmxgNsQsP1SArRNfVmSx+sZfX8OY4SYjAtJiP6fIsQGq62aYyZk6TOP9Odj69IOn/f152TtNbn2YBH5DvHZKnj6J/940nZMod8AQDtTehZqjjOrF13RQgNdyOERtd8upFXpd7Sly8QQmMwLSYjurNbUq3RcnoUwCnflfTrnV//uqQ/vu/jv2aMCRpjLku6JulNB+YDHrBfxxGljqNvJiP7vZX0QgMApI1sRfPxsNNjDL3JTghtLU8awb0IodE1761kJElfZhMaA2oxGVGzZXV7h+OEGH3GmD+Q9NeSnjLGrBhj/pGkfy3pF40xS5J+sfN7WWs/lPQfJX0k6U8k/RNrbdOZyYGfyJbrGgt4qfnqo6nxoCTRCw0AULNltZGraC7BJvRZTY4HVGu2VKg2nB4FcAxrJeiad+9mNDke0PlJ3iXFYLo6E5EkLacLup7ieCZGm7X2m4/51N95zNf/K0n/qncTASeXLdWVoIqjr/aPJ/HIMABgK19Vs2U1yyb0me0fduT7K9yMEBpd895KRs+fi3OwAI579Y27h358v4bjj95ZVab0YGISsJ8AACAASURBVNflt16+0PO5AAAnkynXNDkWcHoMV/EYo0mOJwEAJK1ny5KkeTqhz4wQGiCERpfkK3UtpQv6L7447/QowGMFfB4lxvzaylecHgUAcAzZcl2XpyNOj+E6U5Ggdgp0QgOAW+0v9by/mpUkvXsvo80c3xfOYnIsICNCaLgbBXvoivdXs7JWev583OlRgCPNRILayvMDFAAMunylrkq9RR2HA6Y6x5NaLY4nAYCbZcvtp0fjIb4Xn5XP61Es7CeEhqsRQqMr3r3XOUp4nqOEGGzJaFBbhapaXCUGgIG2nm0/tRIf44Vvv02OB9ToHKMCALhXrlyX32sUDnidHmUkUHcFtyOERle8dy+jS1NjStDbiAE3Ew2p3rQH7+oDAAbTaqbdQ8kmdP/NRIOSpJtbBYcnAQA4KVOuKx72c/epSyY7TxoBbkUIja54916GLWgMhf0X1lRyAMBgW+uE0HFC6L5Ldr5XfrZJCA0AbpYt1RTj+3DXTI0HVKg2VKw2nB4FcAQhNM5sPVvWZq6q5wmhMQQIoQFgOKxnKvIYKUoPZd9Fgj6NBbxa2sw7PQoAwEHZcp0nkrpocrz95Pi9vZLDkwDOIITGmb1HHzSGyP4L6zQhNAAMtLVMWbGQX14PjwD3mzFGqVhInxFCA4BrNVtW+UqDJ5K6aD+EvrNDCA138jk9AIbfj+9l5Pca3VjJ6uN1Xqxg8M1EgtrKc2wJAAbZWrbMC18HJaNBfbSWk7WWLlAAcKF8pS4rUcfRRfsh9F1CaLgUm9A4s/fuZfTsXEx+L3+dMBxmokHqOABgwK1lKoqP8cLXKalYSPlqQxs53rQFADfaP+ROHUf3jAV8Cvk9urNbdHoUwBGkhjiTZsvq/ZUsfdAYKsloUMVaUyUOQgDAQGq1rNazZV74OigZ4zghALjZfggdDwccnmS0TI0HqeOAaxFC40yW0wUVa009f44QGsNjJhqSJHqhAWBAbRerqjet4mO88HVKqvO9kuOEAOBOPwmheUO4mybHA7q7SwgNdyKExpm8t9I+SsgmNIbJTLS93UUlBwAMprVMuwKCTWjnjAd9mo4EOE4IAC6VLdcV8HoU8hMbddPkeECre2U1mi2nRwH6jn+b4ExurGQUCfp0ZXrc6VGAY0uM+eX3Gm0VCKEBYBCtZ8qS2L5y2rVklDoOAHCpTKmuxJif47RdNjUeUKNltZ7l5gLchxAaZ/L+SlZfWIjJ4+EbE4aHxxhNR4JK5/nGDwCDaLUTQic4TOio66mIltMFWWudHgUA0GeZco3vwz0wMd6uGqMXGm5ECI1TqzVa+ng9Tx80htJMNEgdBwAMqLVMRWG/V2G/1+lRXO1aKqpCtaE1trUAwHUypboSHCXsuqn9EHq36PAkQP8RQuPUPtnIqdZs6UuE0BhCM9GgMqW6ag26uABg0Kxny5pPhHgE2GHXU1FJohcaAFym1mipVGuyCd0DsbBfAa9Hd9mEhgsRQuPU3lvJSpK+dC7u8CTAySWjIVlJ2/RCA8DAWcuUNZ8IOz2G611PRSRJS4TQAOAqmXJNErcZesFjjM5PhnVrm01ouA8hNE7txr2MJscDOjfBi0QMn5loUJKo5ACAAbSWrWg+zs8XTkuMBTQTDXKcEABcJluqS2p/H0D3XUtGtZTmeyvchxAap3ZjJasvnYvzqCyG0vR4QEZSmhAaAAZKtdHUVr7KJvSAuJ6KsAkNAC6TKe+H0GxC98JTs1Hd3imqUm86PQrQV4TQOJVSraGldJ4+aAwtn9ejyfGAtvIcWwKAQbLROYI3nwg5PAmkn2xrtVrW6VEAAH2SKdVlJMVChNC98NRsVNZKSzxpBJc5UwhtjPllY8ynxphlY8xvHfL5f2CMudH5z+vGmOfP8udhcHywmlPLSs/TB40hNhMNaotOaAAYKGuZ/RCaTehBcD0VVanW1Gqm7PQoAIA+yZZrioX98np46rkXnpptH/79lCeN4DKnDqGNMV5J/07Sr0h6VtI3jTHPPvRltyT9nLX2S5L+paTvnPbPw2C5sZKRJDahMdSS0aC2CzU12e4CgIGx1gk7CaEHw8FxwjQvlAHALfZKdY4S9tDFyTEFfB59upFzehSgr86yCf2SpGVr7efW2pqkP5T0jfu/wFr7urV2r/Pbv5F07gx/HgbIjZWs5uOhg+NuwDCaiQbVbFntlWpOjwIA6FjPtkPouTh1HIPgWqq9rcVxQgBwj2y5Th90D/m8Hl1LRvQp31vhMmcJoRck3bvv9yudjz3OP5L0/5zhz8MAubGS0Rep4sCQm4m2A44tjhMCwMBYzVQ0NR5QyO91ehRIiof9SsWC+oxHhgHAFVotq2yprkQ44PQoI+2pVJRNaLjOWULow8qBDn2m3RjzC2qH0P/ssf9jxnzbGPOWMeatra2tM4yFXsuW6rq9U6KKA0Mv2dnkJ4QGgMGxlilTxTFgrqeiHE8CAJfYLlTVtJZN6B57ajaqzVxVGZ7KhYucJYRekXT+vt+fk7T28BcZY74k6d9L+oa1dudx/2PW2u9Ya1+01r44MzNzhrHQazdW233QzxNCY8iF/F5FQz6lCaEBYGCsZ8tUcQyYp2ej+mwzr3qz5fQoAIAe2z9Em6ATuqeu7x8n3OBJI7jHWULoH0m6Zoy5bIwJSPo1Sd+9/wuMMRck/ZGk/9Za+9kZ/iwMkBsrWUmijgMjYSYS1Fa+4vQYAICOtUyFTegB86VzCVUbLV4oA4ALHITQY9Rx9NLT+yE0dVdwkVOH0NbahqR/Kun7kj6W9B+ttR8aY37TGPObnS/755KmJP22MeZdY8xbZ54YjnvvXkaXp8e5louRMBMNKp2vytpD24QAAH2Uq9RVqDY0n2ATepDsP/323krG4UkAAL22dhBC83q/l2ZjIUVDPt7ghav4zvJfttZ+T9L3HvrY79z369+Q9Btn+TMweN5fzeqly5NOjwF0RTIaVLXR0la+qmSM0AMAnLT/wpdN6MFyfjKsiTG/btzL6h+87PQ0AIBeWstUFPR5OBDcY8YYPT0bJYSGq5wphMZoevWNu4/9XL5S13q2onrTHvl1wLCYibaD5+V0gRAaABy2H0LPxQmhB4kxRs+fT7AJDQAusJopswXdJ9dTUX33vTVZa2WMcXocoOcIoXEi+y8OF9hQwoiYiQYlSctbBX1tcdrhaQDA3e7slCRJF6fGHJ4ED3v+XEJ/+dmSitWGxoO8hACAYXbUQtkHq1klwvRB98PTs1H97280tJ7lHgbc4SyHCeFCK5myjKR5rtZjRMRCPgV9Hi2nC06PAgCud2enpEjQp6lxXvwOmufPx9Wy7XACADC6MqU6m9B9cj3FcUK4CyE0TmR1r6zpaFBB+qEwIowxSkaDWtokhAYAp93eKeri1BiPpA6gL3WOE95YIYQGgFFVbTRVrjeVCBNC98NTs50Qml5ouAQhNE5kLVOmigMjJxkNaXmLEBoAnHZnp6RLU+NOj4FDTEeCOjcR1rv0QgPAyMqW6pKk+BhPJPVDYiygVCyozwih4RIUuuHYcpW6cpUGITRGzkw0qLfv7ilbqivOo2cA4IhGs6V7uyX9yhdmnR4FHQ93hk6MBfT68vbBx7/18gUnxgIA9Eim3A6h2YTun6dmY/qEEBouwSY0jm1tj6OEGE3J2P5xQr75A4BT1jIVNVqWTegBdm4irL1SXYVqw+lRAAA9kOlsQtMJ3T9Pz0a1vFVQo9lyehSg5wihcWz7RwnnEhwlxGhJRtt/p+mFBgDn3N4pSpIuTo05PAke59xE+/9vVvZKDk8CAOiFTLkmj5GiIULofrmeiqrWaOn2Dt9bMfoIoXFsa5myZqJBBX0cJcRoSYz5FfJ7tJwmhAYAp9zphNCXptmEHlTziZCMpJXO03EAgNGSLdUVC/nl9XAguF+e7hwn/GyTp3Ix+gihcSzWWq3ucZQQo8ljjK7ORLRECA0Ajrm9U1LI71EyGnR6FDxG0OdVKhZiExoARlSmzI2cfltMRuTzGL2/mnV6FKDnCKFxLLlKQ/lqQwsThNAYTYvJCJvQAOCgOztFXZoalzFsXw2yhYmwVvbKstY6PQoAoMsypZomxgJOj+EqIb9Xz87H9M6dPadHAXqOEBrHspbhKCFG27VkRKuZsoocWwIAR9zeKdEHPQTOTYRVqjW11zleBQAYDS1rlS3XFQ+zCd1vL1yY0I2VLMcJMfIIoXEsK3udo4RxQmiMpsVkRJJ0c4ttaADot2bL6u5OSZem6IMedOc7xwnvUckBACMlX2moZdv3ctBfL1ycULne1Ccb9EJjtBFC41jWMmUlY0EFfPyVwWhaTLYPQlDJAQD9t5GrqNZs6SIh9MBLxULyeYxWOU4IACMlW6pJkhJsQvfdCxcSkqS3qeTAiCNRxBNZa7WS4SghRtvFqTH5vYbjhADggDvbRUnSJeo4Bp7XY7QwEdbtnaLTowAAumi3E0LTCd1/C4mwUrGg3rlLCI3RRgiNJ8pVGipWG4TQGGl+r0eXpsa1tEkIDQD9dnunXe1wcZpN6GFwdSai1b2ysmV6oQFgVOwUazKSJsYJofvNGKMXLkwQQmPkEULjiVY7nX+E0Bh111IROqEBwAF3dooK+Dyai4WcHgXHcHUmIivpjc93nB4FANAlu4WaYmG//F5iIie8cGFC93bLSucrTo8C9Az/dsETrWTK8hhplqOEGHGLMxHd2SmqUm86PQoAuMrtnaIuTI7J4zFOj4JjOD8Zlt9r9PpNQmgAGBW7xZom2YJ2zAsX273Q79zJODwJ0DuE0HiitUxZyWiIo4QYeYupqFpW9FwCQJ/d2SnRBz1EfJ52hdVry9tOjwIA6BJCaGc9Nx9XwOvRj6nkwAgjVcSRrLVa3StrnioOuMC1ZESS6IUGgD6y1ur2TlEXp+iDHiZXZyJaSheUzvHYMAAMu1qjpXy1oSlCaMeE/F49txCjFxojjRAaR8pVGirWmppP0NGI0Xd5elweIy2lCaEBoF/S+aoq9Rab0EPm6kz7jVsqOQBg+O0Wa5LEJrTDXrgwofdWsqo1Wk6PAvQEITSOtJYpS+IoIdwh5PfqwuSYbhJCA0Df3N5uVyCxCT1c5hIhxcN+KjkAYATsFquSCKGd9sKFCdUaLX20nnN6FKAnCKFxpNVMWUbSHEcJ4RKLyYiW0nmnxwAA17izU5IkXSKEHioeY/QzV6b0+s0dWWudHgcAcAY7nU3oqfGgw5O420+OE1LJgdFECI0jre6VNRMNcpQQrrGYjOrWdlGNJo9AAUA/3N4pyucxVH8NoVcWp7SaKR+8kQAAGE67xZrCfq/CAa/To7jaXDys+XiIXmiMLJJFHGktW6aKA66ymIyo3rS6s8sLagDohzs7JZ2fHJPPy4+lw+Zri9OSpNduUskBAMNst1ijimNAfOXiBJvQGFn8tI/HylXqylcamieEhotcS7YPLS1t0gsNAP1we6eoixwlHEpXpsc1Gwvp9WWOEwLdYIz5XWNM2hjzwWM+b4wx/7MxZtkYc8MY80K/Z8Ro2iGEHhg/dWFCa9mK1rNlp0cBuo4QGo+1f5SQEBpustgJoZfphQaAnrPW6s5OiT7oIWWM0dcWp/T6zW21WvRCA13we5J++YjP/4qka53/fFvS/9qHmTDimi2rTIkQelC8dHlSkvQ3n/MGL0YPITQea/8o4Xycjka4x3jQp4VEWJ+xCQ0APbdVqKpQbbAJPcReuTqtvVJdH2/knB4FGHrW2r+UtHvEl3xD0n+wbX8jKWGMmevPdBhV2XJdLStNEUIPhGfnYpoY8+uvlqi6wughhMZjrWUqmooEFfRznADuci0V0VKaEBoAeu3j9fZTJ8/MxRyeBKf1SqcX+oe8WAb6YUHSvft+v9L5GHBqO8WqJLEJPSA8HqOvLU7rh0vbspanjDBaCKHxWGuZsha4VA8Xup6K6uZWQU0eLQaAnvporb09+8wsIfSwmo2H9MxcTD/4OO30KIAbmEM+dugPrMaYbxtj3jLGvLW1tdXjsTDMdos1SYTQg+RvLU4rna+yGIWRQwiNQxWqDWXLdfqg4UqLyYhqjZbu7pacHgUARtpH6zktJMKKj/mdHgVn8IvPJPXWnd2DIANAz6xIOn/f789JWjvsC62137HWvmitfXFmZqYvw2E47RZq8nmMYmG+Fw+Kn73WfsqISg6MGkJoHGr/KOECITRc6FrnOOHSJscJAaCXPlrL6tl5tqCH3S8+O6uWlf78E7ahgR77rqR/aNp+WlLWWrvu9FAYbjvFmibGAvKYwxbt4YRzE2O6PD2uHy7xFANGi8/pATCYVjshNJvQcKNrqagkaSld0Nefc3gYABhR5VpTt7aL+i+/NO/0KDilV9+4K0my1ioW8ul3X7ulaqP1wNd86+ULTowGDCVjzB9I+nlJ08aYFUn/QpJfkqy1vyPpe5L+rqRlSSVJ/50zk2KU7BZrVHEMmFffuKtkNKjXlnf0H/76tnyeB/dH+d6KYUUIjUOtZcqaGg8oxFFCuFAk6NN8PMQmNAD00KebebWs2IQeAcYYPT0X07t3M6o3W/J7edgSOA1r7Tef8Hkr6Z/0aRy4gLVWu8WaLs+MOz0KHnItGdEbt3Z1d7ekK9MRp8cBuoKfEHGo1UyZLWi42mIqyiEIAOih/aOEz84RQo+CZ2ZjqjVb+nyr6PQoAIBjKlQbqjVbmmITeuBcmYnISFrmNSlGCCE0HlGqNpQp1emDhqtdT0a0nC6o2Tr04DgA4Iw+Ws8qGvLp3AQ/b4yCqzPjCvg8+ngj5/QoAIBj2j8oSx3H4An5vTo3ESaExkghhMYjVrP0QQPXUhFVGy2t7JWcHgUARtJHazk9MxeT4RDSSPB5PbqWjOiT9ZzajQEAgEFHCD3YFpNRre6VVa41nR4F6ApCaDxiLVORJM0nQg5PAjjn4DjhJu88A0C3NVtWn2zkqeIYMc/MxZSrNA5+lgQADLadYk1G0uQYIfQgWkxGZCXd3OI1KUYDITQesZYpa2LMr7EAdyvhXovJ9vGHz9IcJwSAbruzU1Sp1uQo4Yh5KhWVkajkAIAhsVusKRb2y8dB2YF0YXJMAZ9Hy4TQGBH8mwaP4CghIMVCfs3GQlpmExoAuu7j9fYbfGxCj5bxoE8Xp8b08TohNAAMg91ijSqOAeb1GF2ZHqcXGiODEBoPyJbr2i3WOEoIqN0LvcQ3fADouo/Ws/J5jK6lIk6Pgi57Zi6m9WxFe6Wa06MAAJ5gp1jTFCH0QFtMRrRbrGmnUHV6FODMCKHxgI/W2psrbEID0rVkVMvpglotDiwBQDd9tJbTYjKioM/r9Cjosv3t9v2fKQEAg6lSb6pYbRBCD7jrnVtFn7EchRFACI0HfLiWlUQIDUjtTehyvanVTNnpUQBgpHy0nqOKY0RNRYKajYUOfqYEAAymdL69WZuMhRyeBEeZjgQ1OR7Q0ia3ijD8CKHxgPdXs4qH/YoEOUoIXO88Jr7EcUIA6JrtQlWbuSpHCUfYc/Mx3dkpKV+pOz0KAOAx0rmKJCkZDTo8CZ7keiqim1sFNZotp0cBzoQQGg/4YDWr+TjvhAKStDjTefSJ44QA0DX7R+vYhB5dzy3EZdXeeAcADKZ0viqfx2iCOo6Bdz0ZVb1pdXun5PQowJkQQuNAsdrQ59tFqjiAjviYX8loUEuE0ADQNfsh9DOE0CMrFQ1qajygD+mFBoCBtZmrKBkNymOM06PgCS7PjMvrMfqMSg4MOUJoHPh4PSdrpQVCaODA9VSUOg4A6KKP1nKai4fYvBphxhh9YSGuz7cKypRqTo8DADhEOl+lD3pIBH1eXZoaI4TG0COExoH3VzlKCDxsMRnRcrqgVss6PQoAjIT3V7NUcbjAc/Mxtaz0Zx9tOj0KAOAhlXpT2XKdPughcj0VVTpf5c1dDDVCaBz4YDWn6UhQ0RBHCYF911NRlWpNrWbKTo8CAEMvnavo5lZRX7086fQo6LGFRFiJsF9/8sGG06MAAB6SzlclSSk2oYfG9VT7XtFSmqpIDC9CaBz4cC2rLyzEZOiEAg5cS0UkiUoOAOiC12/uSJJeuTrt8CToNWOMnpuP6a+WtlWoNpweBwBwn3SuIklsQg+RZDSoeNhPJQeGGiE0JLUfx1lKF/TFhbjTowAD5Xqy/Y7zZxwnBIAze215W/GwX8/OU8fhBs/Nx1VrtvT/fZJ2ehQAwH3S+ap8HsN9hiFijNG1TlVkvdlyehzgVOhdGHGvvnH3WF93b7ekZstqt1jTXJxOaLjPUf+3Eg359P0PNhQL+R/53LdevtDLsQBgZFhr9frNHf3MlSl5PTx15QYXpsY0HQnqTz5Y1997ft7pcQAAHZu5ipLRoDw8BT1UrqeieuvOnt69l9FXL1FthuHDJjQk6aDvlqOEwKNS0dBBbxoA4HTu7JS0minrlcUpp0dBn3iM0S89l9Kff7KlSr3p9DgAgI50vqokfdBD5+pMRB4j/cWnW06PApwKITQkSWuZssJ+rxLhRzc9AbdLxoJK5ytqWev0KAAwtF67uS1J+toifdBu8kvPzapcb+qHS9tOjwIAkJSr1JUt15WiD3rohANenZ8c0198RgiN4UQIDUnSWrashYkwRwmBQ6SiIdWbVplS3elRAGBovb68o9lYSFemx50eBX3001em2rVWH244PQoAQNJyun3rhk3o4bSYjOiDtawypZrTowAnRic01Gi2tJmt6pXFqNOjAAMpGWtvCWzmKprkeAcAnFirZfX6zW39wtNJ3vB2mYDPo7/9dFL/78ebajRb8nnZgQEAJy1t5iVJSTahHXPc212HWZyJ6Acfp/XXN3f0K1+c6+JUQO8RQkOb+aqa1mo+wTuhwGGS0fb/baRzFT0zF3N4GgAYPh+t57RXquuVqz+p4jjLCzAMl68/O6s/fndNb9/Z08tX6AQHACd9tlmQ32s0wXLNUDo3MabxgFev3dwmhMbQYRUBWttrHyVc4CghcKhwwKtYyMdxQgA4pdc7fdCv0AftSj/31IwCPo++/+Gm06MAgOstpQuaiQbl4cmkoeT1GP30lSm9trzj9CjAiRFCQ6uZskJ+DzUDwBFSsZA28xWnxwCAofTa8o6uzoxrNs5TV24UCfr0s4vT+tOPNmQ58gsAjlrazB886Ynh9LXFad3aLmplr+T0KMCJEEJDq5my5uMcJQSOkowGtZWvqsWLZwA4kVqjpTdv7bIF7XJffzallb2yPl7POz0KALhWrlLXeraiFH3QQ+1nOz9Tvc42NIYMIbTLNVtWG7kKVRzAE6RiIdWbVntFrhADwEm8ey+jcr2pr10lhHazv/NMSsZI3/9ww+lRAMC1ljYLkqRkjE3oYXY9FdF0JKjXOnVnwLAghHa5zVxFzZbV/AQhNHCU/R/U6IUGgJN5bXlbHiP9DAfpXG0mGtSLFyf0px/RCw0ATllOt59GSRFCDzVjjF5ZnNJry9vUXGGoEEK73FqGo4TAcSQ7j6xt5uiFBoCT+P6HG/rKhQnFx/xOjwKHff3ZWX28ntO9XTosAcAJn20WFPJ7lOB78tB7ZXFa24WaPt2k5grDgxDa5VYzZQV9HCUEniTk9yoe9rMJDQAn8OlGXp9s5PX3np93ehQMgF98NiWJSg4AcMpnm3ktJiPycA9q6O3f2vjhEpUcGB4+pweAs9YyZc0nwnwTAo4hFQuyCQ0Akl594+6Rn//WyxckSd99b1UeI/3dL871YywMoIf/rqRiQf1vf3NXY4GfvAzZ//sCAOgda60+Xs/p559KOj0KumAhEdaV6XG9tryt3/hbV5weBzgWNqFdrNmyWs9ylBA4rmQ0pK18VS16twDgiay1+r/eW9cri9Oa6VQaAU/PxnR3t6hyren0KADgKuvZirYLNT1/Lu70KOiSry1O6Y1bu6o3W06PAhwLIbSLpfMVNVpW84TQwLEko0E1Wla7xZrTowDAwHv3XkZ3d0tUceABT89G1bLSUpoOSwDopxsrGUnSF88lHJ4E3fKzi9Mq1Zp6917G6VGAYyGEdjGOEgIns39FOk0lBwA80R+/u6aAz6Nf+sKs06NggJyfHFPY79WnG4TQANBPN1ay8nmMnp6NOj0KuuRnrkzLGHqhMTwIoV1sNVNWwOfRVISjhMBxJDuPk29ynBAAjtRsWf3n99f1C0/NKBbyOz0OBojHGD01G9Wnm3nqrQCgj95fzeqp2ahCfq/To6BL4mN+PTsX05u3dp0eBTgWQmgXW8tUNB8PcZQQOKag36tE2M9xQgB4gr/5fEdb+aq+8eUFp0fBAHoqFVWp1tTKbsnpUQDAFay1urGS1Zeo4hg5L12e1Dt391Rr0AuNwUcI7VLto4RlqjiAE0rGgkrn2IQGgKP88burigR9+ttPJ50eBQPoWioij5E+2aSSAwD64e5uSdlyXV/iKOHIefnylKqN1kHnNzDIfE4PAGdsFaqqNzlKCJxUKhbSza0dNVtWXg9PEQDAwxrNlr773pqemY3pj95ZdXocDKCxgE8XJsf06UZeX3+WznAA6LUbK1lJ0hcXCKFHzVcvTUiS3ri1qxcvTTo8DXA0NqFdam2Po4TAaaSiITVbVrvFmtOjAMBA+mwzr0q9xSO/ONJTszGtZyvKlutOjwIAI+/91awCPo+upzhKOGqmIkFdS0b0Br3QGAKE0C61mi0r4PVounNoDcDxpGIhSaIXGgAe4+27GUWCPi0mI06PggH21Gw7CPlsg0oOAOi1GysZPTMXU8BHBDSKXr4yqbdv76rRpBcag41/A7nU2l5ZcxwlBE5sJhqUkbSZJ4QGgIcVqg19upHTV84nqCzCkVLRoBJjfnqhAaDHWi2rD1Zzep4+6JH10uUpFWtNfbiWc3oU4EiE0C7Uslbr2YrmJ6jiAE4q4PNoYjygTY4TAsAj3r2XUctKL1yccHoUDDhjjJ5KRbWczqtSbzo9DgCMrM+3iypUG/RBj7CXqw367QAAIABJREFUL7e7oN+kkgMDjhDahdL5qmrNls7RBw2cSioaVJo6DgB4gLVW79zZ07mJ8EF1EXCUp2ejqjctPZYA0EPvr2YkiVsNIywVC+nS1BjfTzHwCKFdaHX/KCGb0MCpJGMhbReqarTo3AKAfWuZijZyFb1wgS1oHM+VmYj8XqM//yTt9CgAMLJurGQV9nt1dWbc6VHQQy9fntKPbu+q1bJOjwI8FiG0C63slRT0eTQd4SghcBqpWEgtK20Xak6PApyKMea2MeZ9Y8y7xpi3Oh+bNMb8mTFmqfNPkkScyNt3d+XzGD3PphWOye/16NLUuH64vO30KAAwst5fyeq5+Zh8XuKfUfbS5Ully3V9yq0FDDCf0wOg/1YzZc0nwhwlBE4pFWu/gUMlB4bcL1hr709+fkvSD6y1/9oY81ud3/8zZ0bDsGk0W3rvXlbPzscUDnidHgdD5Foyou99sKHf/vNlJcYCh37Nt16+0OepAGA0NJotfbCW1Tdf4t+jo+7lK+1e6Dc+39EzczGHpwEOx1thLtNotbSeregcVRzAqU1HgvIYaZMQGqPlG5J+v/Pr35f0qw7OgiHz8UZe5XpTP0UVB05oMRWVJC2nCw5PAgCjZ3mroEq9xVNKLnBuYkwLibDevE0vNAYXIbTLbGararasFjhKCJya3+vR5HhQm7mq06MAp2Ul/akx5m1jzLc7H0tZa9clqfPPpGPTYei8fWdX8bBfV5MRp0fBkElFg4qGfFoihAaArruxkpUkffFc3OFJ0A8vXZ7Um7d2ZS290BhM1HG4zEqmJKn9LhmA00vFgtrIsgmNofWKtXbNGJOU9GfGmE+O+1/shNbflqQLF3i0E1KuUtfSZkE/d32Gqi+cmDFG15IRfbKRV8ta/g4BQBe9dy+jaNCny1McJRwlr75x97Gf2y7UdHOroMVktI8TAcfDJrTLrO6VNRbwamLM7/QowFBLxULaLdZUqTedHgU4MWvtWuefaUn/SdJLkjaNMXOS1Pln+jH/3e9Ya1+01r44MzPTr5ExwD5YzcpK+vJ5HvXF6SwmoyrVmlrP8OYuAHTTj27v6oWLE/J4eIPPDS513mz40e09hycBDkcI7TIre2UtJMIybJkAZ5KKhWRFhyWGjzFm3BgT3f+1pK9L+kDSdyX9eufLfl3SHzszIYbN+6tZzcZCSsZCTo+CIbXYqXFZSucdngQARsdesabPNgt66fKk06OgT6YjAY0FvHqLEBoDihDaRWqNltJ5jhIC3ZCMBiXxghlD6f9n777j477qfP+/zhT13mV1uTtx3O3EKZCQkEJ2UxdCQllgYcMCC+zCXWAXbt17gS0sF0LbLLnAkvALJIQQUiFxEttx792yuqzepVGbmfP7Y8bGSVxkS5rvzOj9fDz0sKRReX9lfeer8/me8zmFwEZjzF5gG/A7a+3zwNeBm4wxx4Gbwm+LnFf/yAQN3T4uL1GvSbl0aYkeijOT1BdaRGQa7WgIFSLXVKoIPVsYY6jITWVHgzYnlOikntCzSGv/CEELJVnqBy0yVXlpibiN4Vi7BswSW6y1tcCys7y/G3hX5BNJLDvQEt7wSEVomaL5BWlsqulmzB8g0eN2Oo6ISMzbXt9DgtvFFdqUcFapzE3huQNtdA6OkR+eOCUSLTQTehZp6RsB0ExokWngdhny0hM41qaZ0CIye+1v6ac4M0mDHJmyeQXpBKylrmvY6SgiInFha10Py8oySfLqxt5sUpETmnS4U7OhJQqpCD2LNPeOkJ7kISNZmxKKTIeC9CSOqR2HiMxSfb5xGnt8mgUt06IiNwWv26glh4jINPCN+znY0q9WHLPQnKxkEjwubU4oUUlF6FmkuXeE0izNghaZLoUZSTT1jDA85nc6iohIxB04OQCgftAyLbxuF1V5qdSozZWIyJTtbuzDH7Ss0aaEs47H7WJ5adbpnuAi0URF6FlidCJA19AYJWrFITJtCjNCy89rNGtLRGah/c19zMlMIi9NrThkeswrSKdzaIw+37jTUUREYtq2uh6MgVUV2U5HEQesqszmYEs/I+MBp6OIvImK0LPEH/tBa1NCkelSmJEEwLF2teQQkdml1zdOU++IWnHItJpXkAbAiU7d3BURmYrt9T0sLsogI0mtOGej1RXZ+IOWPU19TkcReROP0wEkMlp6Q0XoErXjEJk2OakJJHpcHNXmhCIyyxxo6QfUikOmV2F6IqkJbmo7h1lVoSXkIiKXYiIQZHdjH8vLsnh0a6PTccQBp2bA72zo4aq5uQ6nEfkjzYSeJZr7RshO8ZKaqPsOItPFZQzzCtI4qpnQIjLL7G/ppyQrmVy14pBpZIyhOj+NE51DWGudjiMiEpMOtPQzMhGgMi/V6SjikKyUBOYXpKkvtESdKRWhjTG3GGOOGmNqjDFfOsvji4wxbxhjxowxX5jK95Kpae7xqRWHyAxYWJSudhwiMqt0DIzS3DvCZXMynI4icag6P5WBUT/dw+oLLSJyKbbX9wBQmavx/2y2ujKbnQ29BIO6qSvR45KL0MYYN/AQcCuwBHi/MWbJWz6sB/hr4J8vOaFM2cDIBH0jE5Tn6CIkMt0WFaXTPqBNlERk9thwrBMI3YQTmW5z89QXWkRkKrbV9VKZm0K6+kHPaqsrchgc9XOsQxOmJHpMZSb0WqDGWltrrR0HfgHcceYHWGs7rLXbgYkpfB+ZoqZeHwBlKkKLTLsFhaEizBH1hRaRWWLD0Q4ykjwUhTdnFZlOuWkJZCR5qO0cdjqKiEjMCQYtOxp6WFOpvvqz3erKUF/o7fVqySHRYypF6BKg6Yy3m8PvuyTGmE8YY3YYY3Z0dnZOIZa8VVOPD7cxFGdqsCgy3RYVhZajqyWHiMwGE4Egrx/rYkFhOsYYp+NIHDrVF7pWfaFFRC5aTecQfb4J1lSpCD3bleekkJeWyM5wexaRaDCVIvTZRh6X/JeitfZH1trV1trV+fn5U4glb9XYM0JxVhJet/ahFJluhRmJZCZ7NRNaRGaFXQ29DI75T68CEZkJc/NTGR4P0D445nQUEZGYsrW2G4C1mgk96xljWFOZrc0JJapMpSrZDJSd8XYpcHJqcWS6BYKWlj6fWnGIzBBjDAsL0zmqIrSIzAKvHO3E4zLMK0hzOorEser80O9XrfpCi4hclE013ZRkJVOhTQkFWFWRTXPvCG39o05HEQGmVoTeDsw3xlQZYxKA+4CnpyeWTJf2gVEmApbybF2ERGbKwqJ0jrUNatmwiMS9DUc7WFOZQ5LX7XQUiWPZKQlkp3jVF1pE5CIEg5Y3aru5am6uWmYJAKvDM+J3aja0RIlLLkJba/3Ap4EXgMPA49bag8aYB40xDwIYY4qMMc3A3wD/YIxpNsZkTEdwmRxtSigy8xYWpTM45uek7jCLSBw72TfCkbZBrl+ktmky8+bmp1HXNUxQN3hFRCblUOsA/SMTXD0v1+koEiUum5NBktfFjgb1hZbo4JnKJ1trnwWefcv7fnDG622E2nSIQ5p6fKQmeshO8TodRSRuLSwK9UY92jZASVayw2lERGbGhqOhjaOvX1igndZlxlXnp7KjoZdW3eAVEZmUTTVdAKyfm+dwEokWXreLK0qzNBNaooZ2qotzjT0jlGcnazmOyAw6tUHX0Tb1rhSR+PXK0Q5KspLVD1oiojpPfaFFRC7G5hPdzCtIozAjyekoEkVWV2Rz8OQAvnG/01FEVISOZ32+cbqGxtSKQ2SGZSZ7mZOZxNG2AaejiIjMiDF/gE01XVy/KF83tiUiMpK95KUlqi+0iMgkjPuDbKvrYf1cteKQN1tdmU0gaNnb1O90FBEVoePZnqY+QP2gRSJhQVE6R9oGnY4hIjIjdtT34hsPcP3CAqejyCwyNz+Vuu5hJgJBp6OIiES1PU19jEwE1IpD3mZleTYAO9UXWqLAlHpCS3Tb3diHAUrVo1Zkxi0sSmdzTTcTgSBet+7viUh8eeVIBwluF1dphpVEUHV+GlvrejjQ0s+K8CBaRETebvOJLlwGrqrWdVrg0a2Nb3o7Pz2R3+5tJSc1EYD715U7EUtEM6Hj2e6mPgozkkj0up2OIhL3FhamMx4IUt+lZcMiEn9eO97J2qocUhI0f0EipyovFYAttZq9JSJyPptrurm8JJPMFK/TUSQKVeSk0NAzTNBap6PILKcidJwKBi17GnvVikMkQhYWhTYnVEsOEYk37QOjHGsf4tr5WuIrkZWW6KEgPZEttd1ORxERiVq+cT+7m3q1WknOqSI3ldGJIJ2DY05HkVlOReg4Vds1zMCon/IcteIQiYS5+Wm4XYZj7SpCi0h82Xi8C4Cr56kILZFXlZfKjvoe/OoLLSJyVtvre5kIWK5WP2g5h4rw5MTGbp/DSWS205rKOLW7sReAsmzNhBaJhCSvm8rcFM2EFpGY99Y+go/vaCI1wc2epj72NWtndYms032hTw6wvCzL6TgiIlFnc00XCW4XaypznI4iUSo3LYHUBDcNPcOsqdLviThHM6Hj1M6GXjKSPOSlJzodRWTWWFSUoZnQIhJXrLWc6BhibkEaLmOcjiOz0B/7Qqslh8wOxphbjDFHjTE1xpgvneXxdxpj+o0xe8IvX3Mip0SPTSe6WFGeRXKC9oKSszPGUJ6bSoNmQovDVISOU9vqe1hTmaMBo0gELSxKp7HHh2/c73QUEZFp0T44xuCYn3n5aU5HkVkqLdHD/II0FaFlVjDGuIGHgFuBJcD7jTFLzvKhr1trl4df/kdEQ0pU6fONc/DkAOvVikMuoCInhe7hcYbGNFYV56gIHYe6hsao7dQyC5FIW1CYjrVwrH3I6SgiItOipiP0fDavQEVocc6V1blsr1NfaJkV1gI11tpaa+048AvgDoczSRTbVNONtXCNNg+WC6jIPdUXetjhJDKbqQgdh3bU9wCoJ5RIhC0uTgfgSOuAw0lERKZHTccgeWmJZKUkOB1FZrErq3MZHg9w4KSurxL3SoCmM95uDr/vra4yxuw1xjxnjLnsbF/IGPMJY8wOY8yOzs7OmcgqUeD1452kJ3lYVprpdBSJcnOyknG7jFpyiKNUhI5D2+p6SfS4WFqiC5FIJJVlp5Ca4OawitAiEgf8gSB1XcOaBS2OWxte3aeWHDILnK2Xon3L27uACmvtMuA7wFNn+0LW2h9Za1dba1fn5+dPc0yJBtZaXj/exfq5uXjcKu3I+XndLkqykmnoURFanKNnqji0vb6H5WVZJHj03ysSSS6XYXFxBodUhBaRONDY42MiYNUPWhyXn57IPPWFltmhGSg74+1S4OSZH2CtHbDWDoVffxbwGmPUi2EWqusapqVvhGvn6yaDTE5lbgotvSOMTgScjiKzlKqUcWZozM/Bk/2nZ4yISGQtmZPB4dZBgsG3TloREYktNR1DuAxU56c6HUWEK6tz1BdaZoPtwHxjTJUxJgG4D3j6zA8wxhQZE9p93hizltCYXndoZqHXj3cBcJ2K0DJJlbmpBKxld2Of01FkllIROs7sbuwlaNUPWsQpS4ozGBrz09w74nQUEZEpqekcojQ7hSSv2+koIuoLLbOCtdYPfBp4ATgMPG6tPWiMedAY82D4w+4FDhhj9gL/F7jPWqvZD7PQ68e7KM9JoTy84ZzIhVTkpmIIrZ4XcYLH6QAyvbbX9eAysLIi2+koIrPS4uIMAA619usPQhGJWSPjAVp6R7h+UYHTUUQAWFeVC4T6Qi8vy3I4jcjMCbfYePYt7/vBGa9/F/hupHNJdJkIBHnteCfLy7J4dGuj03EkRiQnuCnMSFIRWhyjmdBxZlt9D5fNySQtUfcXRJywsCgdl4FDmqklIjHsROcQFpivTQklSpzqC/3GCXUdEBHZ3djHuD+o67RctIrcFHY19Kq9lThCReg4Mu4PsruxT604RByU5HUzNz+NQ62DTkcREblkxzsGSfS4KM3Wig6JHldV57KjvocJDZxFZJZ7/XgnBqjOUxFaLk5lXirD4wEOtWrSlESeitBxZH9LP2P+IGur1IpDxEmLizM4rIu6iMQoay3H2oeYV5CG22WcjiNy2vq5ob7Q+5q1oZKIzG6vH++iLCeF5ATt2yAXpzI3tOH0tjq15JDIU8+GOHKqr89qzYQWiZiz9WAb9wdp6Rvh4ddrSUl4+9Ps/evKIxFNROSStA+O0T8ywQ3qBy1R5srqXIyBTTXdrKrQ37siMjv1+cbZ19zHOxfqOi0XLzPZS1lOMtvre/iLa6udjiOzjGZCx5HtdT1U56eSl5bodBSRWa04MwmAtv5Rh5OIiFy8Y22hdkILCtMdTiLyZtmpCSwpzmDziS6no4iIOGbziW6CVvs2yKVbU5nDjvperLVOR5FZRkXoOBEMWnY09LJWs6BFHFcULkK3qggtIjHoWMcgRRlJZCZ7nY4i8jZXz8tjV0MfI+MBp6OIiDji9eNdpCd6tG+DXLK1lTl0D49zonPY6Sgyy6gIHSeOdQzSPzKhTQlFokB6kpf0RI+K0CISc4bG/DR0+ZhfqNlVEp2umpvLeCDIjgb1shSR2cday2vHOrlybq72bZBLtqYqVDc61dJVJFJUhI4Tm2u6AVhXrSK0SDQozkqitX/E6RgiIhdlc00XAWvVikOi1trKHDwuw+YT3U5HERGJuBOdw7T0jfDOhflOR5EYVp2XSl5aAtu1OaFEmIrQcWJjTRdVealakiMSJYoykukYGMMfDDodRURk0jYc6yTB46IiV39PSHRKTfSwvCyLzTXqCy0is8+Gox0AvGOBitBy6YwxrK7IYZtmQkuEqQgdByYCQbbUdnPNvDyno4hIWHFWEgFr6RwcczqKiMikWGt59Wgnc/PT8Lj0J6JEr/Xz8tjf0k//yITTUUREIurVY53MK0jT5DOZsjVVOTT3jmj1rkSURhhxYE9TH77xAFerCC0SNYq1OaGIxJgTnUO09I2wQP2gJcqtn5tL0MLWWrXkEJHZY2Q8wNa6Hs2ClmmxpjIbgG1qySERpCJ0HNh4vAuXgauqc52OIiJheWmJeN2G1j7dWRaR2LDhaCeA+kFL1FtRnkWS16W+0CIyq7xR28W4P6h+0DItlhRnkJrgZquK0BJBKkLHgU01XSwtzSIzxet0FBEJcxlDYUYSrQOaCS0iseHUEt/slASno4icV6LHzZrKHDafUF9oEZk9Xj3aSbI39PwnMlUet4srq3PZpD0WJIJUhI5xg6MT7G7q45p5mgUtEm2KM5Np7RvFWut0FBGR8/KN+9la28M7tcRXYsT6uXkcax+iY1A3e0VkdthwrJOr5uaS5HU7HUXixNXz8mjo9tHU43M6iswSHqcDyNRsre0hELRcM0+DRpFoU5yZxPb6HvpGJjSzUESi2mvHuhgPBLl+UQEN3RqISHR5dGvj2943OBralPBfXjjGsrIs7l9XHulYIiIRU981TEO3j49dU+V0FIkj184P7Sv2+vEuXUclIjQTOsZtrOkiyetiZUWW01FE5C1Ks5MBaO5VX2gRiW7P7DtJbmoC66q0xFdiw5ysZJK8Lmo6hpyOIiIy4zYc7QDQpoQyreYVpFGYkcjGmk6no8gsoZnQMW5TTRdrq3JJ9GhJjki0KcpMwu0ytPT6WFqS6XQcEZGz8o37+cPhDu5eWYLHrfkJEhtcxjC/IJ1j7YME1fZKROLQmatAHtvWRG5qAptqutlUo01ZZWrO/N0qyUrmlSOd/OeWBlzGAGhWtMwYjTRiWPvAKMc7htQPWiRKeVwuijOTaNJMaBGJYi8f6WBkIsB7rih2OorIRVlUlM7gmJ+TfbrOikj8mggEqe0aYkFhutNRJA7NK0hjZCKga6lEhIrQMWzj8dAuplfPy3M4iYicS2l2Mi19I5qlJSJR63f7WslPT2RdlW5qS2yZX5iOAY62DTodRURkxtR3DTMRsCpCy4yYm58GoPZWEhEqQsewTTVd5KYmsLgow+koInIOpdkpjPuDdA6OOR1FRORthsb8vHykg9suL8LtMk7HEbkoaYkeSrOTOdquIrSIxK9j7YN4XIbq/FSno0gcSk/yUpSRxHEVoSUCVISOUdZaNtZ0sX5eHi4NGkWiVmmWNicUkej1h8PtjPmD3L5sjtNRRC7JouIMmntH6BgcdTqKiMi0s9ZyuG2QuflpeLVvg8yQeQVpNPb4GPcHnY4icU7PYjHq4MkBOgbHuHa+WnGIRLO89EQSPS6ae31ORxEReZvf7m2lKCOJVeXZTkcRuSQLw8vTNxztdDiJiMj0ax8Yo2d4nMXFWv0sM2deQRqBoKW+e9jpKBLnVISOUS8dascYeNeiAqejiMh5uIyhJCtZM6FFJOoMjE7w2rFObltarFVVErOKM5PISPLwypEOp6OIiEy7Q60DACwqVj9omTmVuam4XUZ9oWXGqQgdo35/uJ1V5dnkpiU6HUVELqA0O4W2/lH8AS1vEpHo8dLBdsYDQW5fVux0FJFLZoxhYVEGrx/v0jJiEYk7h1sHKMtOJiPJ63QUiWMJHhcVuSkqQsuMUxE6Bp3sG+HgyQFuXFLodBQRmYTS7GQC1tLar36VIhI9ntl3kpKsZFaUZTkdRWRKFhWlMzTmZ3t9j9NRRESmTf/IBC19IyxRKw6JgPn5abQNjDI4OuF0FIljHqcDyMX7w+F2AG5crCK0SCwozT61OaGPspwUh9OISDx7dGvjeR+/f105AG39o7x+vIuPXVOFMWrFIbFtbn4aCR4XLx/p4Op52i9FROLD4XArDvWDlkiYV5jOC4faOdY+6HQUiWOaCR2DXjzUTnVeKvMK0pyOIiKTkJnsJT3Ro77QIhI1fvpGPUFreWBdhdNRRKYswePiqupcXlZfaBGJI4dbB8hLSyA/XS04ZebNyUwiO8XLvuZ+p6NIHFMROsYMjk6wpbZbrThEYogxhpJsbU4oItHBN+7n0W2NvHtJEeW5Wp0h8eGGRQXUdQ1T1zXsdBQRkSkbGJ2gtnOYxcUZWrEkEWGM4YrSLE50DtE9NOZ0HIlTKkLHmNeOdTERsGrFIRJjSrNT6BwaY3Qi4HQUEZnlntjVQp9vgo9dW+V0FJFpc8OiAgCeP9DmcBIRkal79WgnAWvVD1oi6orSTIIWnt3f6nQUiVPqCR0jTvV4fHxHEykJbo62DWrnUpEYcqovdEufZkOLiHOCQcsjG+u4ojST1RXZTscRmTZlOSmsqsjmyV3NPPiOas0cFJGY9uKhdlITPdpPRiKqKCOJgvREnt57kg9eVel0HIlDmgkdQwJBy5G2ARYVpeN26Q9rkVhyenPCHp/DSURkNttwrIParmFtSChx6a4VJRzvGOLgyQGno4iIXLJxf5ANRzpYXJSOS9dqiaBTLTm21/dq8pTMCBWhY0hD9zCjE0EWFWlJjkisSUnwkJOaQJP6QouIgx5+vY7izCRuW1rsdBSRaXf7FcUkuF08uavF6SgiIpdsa103g2N+FqsVhzhgWWkmAM/sPelwEolHKkLHkMOtA7hdhvmFaU5HEZFLUJadTFOPD2ut01FEZBZq7R9h84luPnRVJV63/gSU+JOVksD1i/J5eu9J/IGg03FERC7JU7tPkp7oYV6Bxv0SeblpiSwrzeRpFaFlBmgEEiOC1nLw5ADz8tNI9LidjiMil6AyL5XBMT+1XcNORxGRWWjj8S6SvW7uX1vudBSRGXP3ylK6hsZ4vabL6SgiIhdteMzPcwdauX1ZsW4Yi2P+ZNkcDp4c4ESn9iGT6aVntRjR0O2jb2SCZWWZTkcRkUs0Ny80m2FLbbfDSURktmnu9bGnqY8PXlVBZorX6TgiM+b6hQVkpXjVkkNEYtKz+1vxjQe4d1Wp01FkFvuTZXMwBn6r2dAyzVSEjhG7G3tJcLtYUqwitEisyk1LID3Jw5baHqejiMgsErSWp/eeJC3Rw2dumOd0HJEZleBxcfsVxbx4sI3B0Qmn44iIXJRf7WymKi+VleXZTkeRWawwI4l1VTk8vfekWknKtFIROgaMTgQ4cLKfy+ZkkODRf5lIrDLGUJ2XyhsnunUxF5GI2dXQS3PvCLdcXkR6kmZBS/y7a0UpY/4gzx1oczqKiMikNXb72FrXw72rSjHGOB1HZrk7l5dQ2znMRrW3kmmkimYMeOVIB6MTQZaXZTkdRUSmqDovja6hMU50qi+0iMy8kfEALxxsoyInRX9HyKyxsjyLytwUfq2WHCISQ57Y1YwxcNeKEqejiHDXyhJKspL55vNHCQY1gUqmh4rQMeDXu1tIT/RQna/dcUViXVV+KqC+0CISGX840o5vPBDu7adZVTI7GGO4a0Upb9R209Ctm74iEv2CQcsTu5q5Zl4ec7KSnY4jQqLHzd/ctID9Lf08e6DV6TgSJzxOB5Dz6/ON88rRDtZV5eJ2afAoEutyUxMoykjijdpuPnBlhdNxRCSOtQ2MsqW2m7VVORrQyqzz/rVlPLShhh+8eoL/c/cVTscRETmvrXU9NPeO8IV3L3Q6ishpd64o4Uev1fIvLx7j5suK8LpD81gf3dp43s+7f115JOJJDNJM6Cj3zL5WJgJWS2hF4oQxhiurc9haq77QIjJzJgJBfrmjiSSvm5sWFzodRyTiCjKSeN/qMn61s5mTfSNOxxEROa9f7WwmLdHDzZcVOR1F5DS3y/DFmxdS1zXM4zuanI4jcUBF6Cj31O4W5hekUZyZ5HQUEZkmV1bn0jU0zonOIaejiEicemZfK639o/zZqlJSErXwTWanv3xHNdbCj16rdTqKiMg5DY35ee5AK7dfUUxygtvpOCJv8q7FBayuyObbvz/OyHjA6TgS41SEjmKN3T52NPRy54oS9XEUiSNXzc0F4I0T6gstItNvT1Mf2+t7uG5+PguLMpyOI+KY0uwU7l5ZwmPbGukYHHU6jojIWT2ysQ7feID3r1ULA4k+xhj+7tZFdAyO8cjmOqfjSIxTETqK/Xp3aEc7HtdRAAAgAElEQVTvO7U7rkhcKc9JoTgziS21PU5HEZE40zk4xlN7WqjITeGmJWrDIfLJd85jIhDkP17XwFlEok+fb5wfvVbLTUsKWaYWnBKl1lTmcOPiAr79++NsPtHldByJYSpCR6lxf5Cfb23g2vl5lGgzIZG4EuoLncsW9YUWkWk0Mh7gsW2NeFyG+9aUa0NjEaAqL5U/WTaHn21poHd43Ok4IiJv8v1XTzA07teGhBL1vnHPFZTnpPAXP9lBY/ew03EkRqlJYJR6dn8rHYNjfPNe7eYtEo+uqs7l17tbON4xxILCdKfjiEiM8weCfOax3bQPjPLh9ZVkJnudjiQSUY9ubTznY5W5qfjGAzyyqY6/UaFHRKJE+8AoP9lcz53LS1hYpPGARLfctER+/hfreO8P3+D/vVHPx66p1oRJuWiaCR2FrLX8eFMdc/NTuW5+vtNxRGQGXFkd6gu9pVZ9oUVkaqy1fPU3B/n94XZuv6JYN7ZE3qIwI4nL5mTwHxvraOkbcTqOiAgA3325Bn/A8rkb5zsdRWRSCjKS+PnHryTJ4+aRTXW09uuaKhdHRegotLOhl33N/Xzk6ipcWkorEpfKcpIpyUrmtWOdTkcRkRj37T8c57FtjfzVO+dy1dw8p+OIRKXbLi/GAl96Yp9aYYmI4xq7fTy2rZH71pZRkZvqdByRSSvJSuZj11ThcRm+v+EErx3rJBDUdVUmR0XoKPTjTXVkJnu5e6U2JBSJV8YY3n1ZIa8d72JwdMLpOCISox7b1si//f4496ws5Ys3q82AyLlkpybw5dsW8/rxLh7f0eR0HBGZ5f71paN43IbP3KBZ0BJ7ctMS+dT181hQmM7zB9v44WsnaBsYdTqWxAD1hI4yzb0+nj/Qxieum0tKgv57ROLZrZcX88imel4+0sEdy3XTSUQuzq92NvP3v97POxbk8/V7lmLMhVdPna9vrki8e2BtOb/bd5L/9cxhrp2fzxz1shQRBzy2rZGn9pzkU9fPpTAjyek4IpckPcnLA+vK2d/Sz9N7T/LQyzXcuKSQa+drVZ6cm2ZCR5mfvtGAMYYPXVXhdBQRmWGrKrLJT0/k+QNtTkcRkRjzsy0NfOGXe1k/N4/vf2AlXrf+pBO5EJfL8M17luEPWr785H615RCRiHvlaAf/8NQB3rEgn8/fuMDpOCJTYozhitIsPnfjAhYVp/PCwTZ+vKmOtn7Nipaz04gligyP+XlsWyO3Xl6kmRkis4DbZbj5skI2HO3EN+53Oo6IxIiHX6/lq08d4MbFBTz84dVaOSVyEcpzU/jSrYt49Vgn/992teUQkcg50NLPp36+i4WF6Tz0wEo8uoEscSIt0cP9a8u5e0UJTT0+bv32a7x4UBOt5O30rBdFfvpGA4Ojfj56TZXTUUQkQm67vJiRiQCvHtUGhSJyftZavvXSMf7X7w7znqXFfP8Dq0jyup2OJRJzPnhlBevn5vK13xzkjRPdTscRkVmgpW+Ej/6/7WQle3nkI2tIS9QNZIkvxhhWV+bw6evnMycrmU/8bCePbKpzOpZEGT3zRYne4XG+t6GGdy0qYGV5ttNxRCRC1lblkJ3i5bkDbdy6tNjpOCLikAv1ah73B9nR0MMz+1q5d1UpX797qWZQiVwil8vwvQdWcu8P3uATP9vBE59cz4LCdKdjiUiMudC1+/515VhreWpPC//4u8OM+YM88cn16gMtcS0/PZH3rS7jF9ub+O+/PcSO+l6unvfmPtH3ryt3KJ04TUXoCDvXhep3+04yNOrn8pJMbRokMot43C7evaSI3+1vZXQioFmNIvI2fb5x/nNrA639o/zdLYt48B3Vk9qEUETOLSslgf/3kTXc9b3N/PmPt/HkX11NUaYKQyIyfWo7h/iHpw6w+UQ3y8qy+PrdS3XDS2YFj9vF+9eW84vtjfxufyvA2wrRMjtpCk0U6BkeZ0ttD6sqsnVXVGQWunVpEUNjfjYe73I6iohEmYbuYb634QTdQ+M8/KHVfPKdc1WAFpkmpdkpPPLna+gfmeDPH9nGwOiE05FEJA50DI7ymz0t3PJvr7O/pZ//eeflPPnJ9SwuznA6mkjEuF2G+9aUc/mcDH63v5WNNRrrimZCR4WXDrXhcsG7Fhc6HUVEHLB+bh7pSR6eO9DGjUv0PCAiELSWV4918ofD7WSlJPCxa6r0d4LIFJ1rteF7V5fxkzfqueVbr/HUp6+mIF2TQkTkwu02zmSt5XjHEJtqujjeMYTbZbhnZQlfuHnhOZ9TtAJaotV0/W66XYb3rSmH7Y08u7+VzGQvS0syp+VrS2xSEdphLb0j7G3u550L8slM9jodR0QckOBxcdPiQl461Ma4fykJHi1SEZnN+kcm+OWOJmq7hrmiNJM7l5eoVY/IDJpfmM4Hr6zk0W0N3P29zfzko2uZm5/mdCwRiQHWWmo6h3jpUDvNvSOkJ3q4cXEBa6ty+cR11U7HE3Gc22V47+oyBjbW8audTeSmJjgdSRykSoeDrLU8d7CVlAQ31y3IdzqOiDjo1qXFDIz62XRCy5REZrPDrQN85+XjNPX6uGdlCe9bXaYCtEgELCxK5+PXVjMyHuDe729mV2Ov05FEJMo19vh4eGMdj2yqZ3DUz90rSvjiLQu5YVEhaYma7ydyisft4oF15aQkePjZlgY6BkedjiQOURHaQbub+qjtHOaGRQUaYIrMctfOzyM3NYGfbK53OoqIOGDMH+DJXc38bEsDmclePnX9PFZV5Kj/s0gElWan8ORfrScj2cv9/76FR7c2Yq11OpaIRJlA0PLioTZ++OoJOgbHuP2KYv72pgWsrszB41KJReRs0pO8fPDKCnzjfh782U7G/AGnI4kD9AzpkD7fOL/de5KK3BSurM51Oo6IOCzJ6+bD6yvZcLSTo22DTscRkQja2dDLd16uYWdDL+9YkM8n3zlXPWlFHFKRm8oTn1zP6oocvvLr/fzFT3bQNTTmdCwRiRJ9vnEe3ljLhqOdrCzP5gvvXsD6uXl43CqtiFzInKxk7l1Vxq7GPr7y5AHd6J2F9EzpgKC1/HJnMxb4s1VluDTLSUSAD15ZQbLXzY9eq3U6iohEwLg/yL+8eJQ/+8FmgtbyF9dWc/NlRZpFJeKwvLREfvrRtXzt9iW8XtPFzd96jecPtGmwLDLLHW0b5Dsv19DaP8p7V5dyz6pSEj1a0SxyMZaWZPLZd83niV3N/MfGOqfjSIRplOOAzTVd1HUNc/vSYnLUlF1EwrJTE3jfmjJ+s6eF1v4Rp+OIyAw61j7IXd/bxHderuHulaX89Q3zqcpLdTqWiIS5XIaPXlPFM5+5hsKMJB78z53c8/3NvHasU8VokVlod2MvP9tST1aKl09fP4/lZdlORxKJWZ9913xuvqyQ//3sYV471ul0HIkgdcuPsPaBUV481M7ionRWVejCJSJv9rFrqvjpG/U8sqmer9y22Ok4IjLNAkHLjzfW8U8vHiU90cMPP7iKmy8r4tGtjU5HE5GzWFCYzlOfuppf7mzioZdr+NCPt7GqIpuPX1vNOxbkk5ygWZAi8W5LbTdP7z1JdX4qH7yyYtKzn3VtFzk7l8vwr+9dzj3f38ynH93Fbz59jSZjzBIqQkfQwOgEv9jeSKLHxV0rS7XZkIi8TVlOCu+5Yg6Pbm3k0zfMIyPJ63QkEZkmB1r6+fKT+9nf0s+Niwv5+j1LyUtLdDqWiFxAgsfFA+squHdVKY/vaOZ7r9Tw4H/uJNnr5roFebx7SRFrq3IozU7GGDOpwtP968rP+/h0fA0RmboNRztOTyK7b205XvV+FpkWqYke/v1Dq/nT727k4z/dEdoYWGPfuKcidISM+QM8+LOddA6O8eH1laQl6kcvImf3l9dV89u9J3l0ayMPvmOu03FEZIpGxgP82++P8fDGOrJTEvju/St4z9Ji3YwWiTGJHjcfvLKC+9aUsa2uhxcOtvHiwXZeONgOQHqih0XF6biMITc1gezUBLJTEshJTSDJqxnTIrHmpUPtvHK0g+VlWdyzshS3S9dtkelUlpPC9x5YxQf/Yyt/+dOdPPKRNbpexjlVQiMgGLR84Zf72Hyimz9bVcr8gnSnI4lIFLu8JJP1c3N5ZFMdf76+UhdikRg15g/wi21NPPRKDR2DY9y3powv37qYzBTN8hCJZV63i6vn5XH1vDz+259cxsGTA+xr6eNw6wCHWwfZ19zHmD/4ps9J9rrJCRemc1MT8LoN1fmpVOelka09YkSizrd/f5xXjnawuiKbO1eU4NKNY5EZcdXcXP75z5bx+cf38Fc/38UPPrCKBI9WHMQrFaEj4H8/e5jf7j3J392yiMxkDTxF5MI+fcM87v/3rfzzC0f5h9uXOB1HRC7C6ESAJ3Y1892Xa2jtH2VtZQ4PPbCSNZU5TkcTkWnmchmWlmaytDTz9Pt+vqWBkfEAvb4Jenzj9A6P0+sbp2d4nNa+EQ6fHODVMzZiyk1NYH5hGvML0llQmMbi4gzG/IFJ950Vken10Cs1fOv3x1hZrgK0SCTcuaIE33iAr/x6P59/fA//974VWnkQp1SEnkHWWr77cg0PbwzNZnzwHdU8tq3J6VgiEgPWz83jg1dW8PDGOt6xMJ9r5+c7HUkk7kzXhkH3rysnELS8caKb3+xp4fkDbQyO+VlRnsU/3buMhu5hjrcPcbx9KCryisilm8x5aIwhJdFDSqKHkuzktz0eCFp6feN0DY3RNThGx+AYJ/tG2d34xxnUBshNS2BOVjIVualU5qZQmJGkYpjIDPv312r5pxeOcsfyOaypzNE5JxIh968rZ3jMzz8+e5hkr5tv3nMFLhWi446K0DNkIhDka785wGPbmrhrRQlfvX2Jej+KyEX5ym2LeaO2m799fC/Pf+46crRcVyRqBIKW1v4RGrp9bDrRxdbaHrqGxkhL9HDL5UXcvaKEq+bmYoyhscfndFwRiSJulyEvLTG0MWnRH99vraV/ZILW/lFO9o/Q2jdKfdcw+5r7AUjyuqjKTWVRcQaLitTeT2S6/fDVE/yf547wnqXF/MufLePxHc1ORxKZVT5+XTVDY36+/Yfj9Pkm+Nb7lpGuzQrjiorQM2BgdIJP/XwXrx/v4tPXz+NvblqgOzgictGSE9x8+77l3PnQJr785D5+8IFVupklEmFBa+nzTdA+MHr6pWNwjM7BMfxBC0BJVjLr5+Zyy+VF3LCoQH3cReSSGGPISkkgKyWBxcUZQKgw3eeboL57mPruYY53DHG4bRCAZw+0cevlRdy5vISizCQno4vENGst//rSMb7zcg3vuaKYf3vfcjxu9aQVccLnbpxPVoqX//W7w9z1vc38+4dWU5WX6nQsmSYqQk+zuq5hHvzZTk50DvHNe6/gvavLnI4kIjHssjmZ/JebF/GPzx7mF9ubeP/acqcjicQtay3dw+M09fho6vXR0jtC++AY42dsMJaV7KUwI4l5BWmUhJfJf/Kdcx1MLSLxzBhDdnhDwxXl2VhraR8Y43DbAB0Do3z9uSN84/kjXD03j7tWlHDr0iJSEjTEE5ksay3/45lDPLKpnveuLuX/3H2FetGKOMgYw0eurmJhYTqfenQXd3x3I99+/wquX1jgdDSZBvoLZZoEgpYfb6zjn188SqLHxU8+upar5+U5HUtE4sDHrqliw7EOvvrUAfxBywfWlWtGtMg0GRid4Hj7EMfaBznROYRvPABAgsdFSVYyq8qzKcpIojAjkYKMpLPOclavZpH4Ee3nszGGosyk0zOf37V4jD1Nfexu7GVjTRdf+fV+lpdlsbYqh+LMZO5fp5vXIucy7g/yD0/t5/EdzXzk6kq++p4lWsEsEiXWz8vj6U9fw8d/uoOPPLKdP102hy/duog5WW/fa0Fih4rQ0+BY+yBf/NU+9jb1cePiAv7xrqUUZmhJnIhMD5fL8L0HVvG5X+zmq08d4NDJfv7bn15GoufCS/4vdTCtQavEs9rOIZ7d38qjWxs52T8KQHqih4WF6VTmplKWk0JBRqI2IxKRqJeXlsiNiwt516IC6rt9bK/vYWdDL1vreijLTsbjMty+rFizo0XeorHbx2ce28Xe5n7++oZ5fP6mBZrkIRIhFzNGvW9NOa8e6+TZ/a08d6CV6xbk8933ryQ5Yeba310o31THyjP99aOZ/hqZgobuYb6/4QRP7GomPcnLt+9bzp8um6OLl4hMu8xkLw9/eA3/+tJRHnrlBEfbBnnogZUUZ+pOsMhkNHb7+O2+kzyzr5XDrQMAlOekcPNlRSwoTKMoI0nXbxGJWcYYqvJSqcpL5falxexu6mNbXQ//5Yl9/M9nDnHHijnct6acy+Zk6LlOZr3f7WvlS0/sAwPff2Alty4tdjqSiJxDgsfFTUsKWV2RzXMH2/jD4Q6u/sbL3L2ihPvWljGvQBv1xhIVoS/B0bZBfvDqCX6zpwWP28X715bz1++aH9rhWkRkhrhdhi/evIglxZl84Zd7ufYbr3D9ogLeu7qMdy7Mx3uJG6gErSUYtFjAWrCE3tZyRIl1bf2jPLu/laf3nmRPUx8Aqyqy+drtS7h1aRGvHOl0OKGIyPRLSfRw9bw81s/NZUFROo9tbeSXO5r5zy2NLChM464Vpdy5Yo5uZMus09jt49t/OM4Tu5pZXpbFd96/grKcFKdjicgkZKcmcP/acuq6hmnp8/GTN+p5eGMdqyuyufmyIlZXZnPZnEwSPNpUNJpNqQhtjLkF+DbgBh621n79LY+b8OO3AT7gz621u6byPZ3S1OPjmX2hgezh1gGSvW4+dk0VH7+2mgK13hCRCHrPFcVcXpLBo1sbeWJXCy8daicvLZGlJRkUZyUzJzOJgvQkAtay+UQXgaBlzB9keMzP8HgA35gf33iA0YkAIxMBxs7YdO2U//HMIdISPWQkeclK8VKcmUxJVhLFWcmUZadQlZdKZV6KlvfGmQtd16OdtZbarmFeONjGCwfb2RsuPC8pzuBLty7iT5bNoUR95ERkljDGsKYyhzWVOfzXP7mM3+47ya93t/CN54/wzReOsLoimxsWFfKuxQXML0jTDOkoMZvG2BcyXUvWj7UP8r1Xanh670k8LhcPvmMuf/vuBfxyR/N0xBSRCKrKS+Xv37OYrqExfr2rhcd3NPGPzx4GIMnrYllpFv6AJSPZQ3qSl9RED2de3fxBy9KSDAZG/QyMTjAwMkF/+GVgxM+4P0j38DhBa7HWkuR1k+hxk+x1kZLoITvFS5LXRVlOCmXZKRSkJ17y5C1rLaMTQQZGJxibCDARtEwEgjx/oJXURA+ZyV4yk73kpCaQnuSdhp+e8y65emCMcQMPATcBzcB2Y8zT1tpDZ3zYrcD88Ms64Pvhf6OatZaWvhF2NvSyvb6HHfW9HGkbBGBFeRZfu30JdyyfQ65mPouIQypyU/nybYv5ws0LefVoJ0/taaGua5i9zf30DI+f9XOSvW5SEz2kJrrJTvGSnBDaZC3J68bjMhhjTl+gFxSmnb4w9w6P09zrY2tdN4Oj/jd9zaKMpNDy3/xUqsPLgMtzUijNTpnRPl0y/SZ5XY8qgaClrmuYHfU9bK3rYWtt9+kez1eUZvLFmxdy82VFzCtIczipiIizMlO8fODKCj5wZQUN3cM8tfskLx5q4xvPH+Ebzx+hNDuZdVW5LC/PYkVZFouK0vFc4goruXTxPMa+EGst/qBlNDxBwh+wDI5O4HYZXMbgcRs8rsn9Tvb7Jthe38P2+h621fewu7GPZK+bj15dxcevq9b+TSJxIC8tkY9fV83Hr6umY3CUHfWh+t3uxj5qO4cYHPVjz/G5j+8I/ZvgdpGR7CUzOVTwzU1LINHjIsHjwh0uLI9NBBiZCNI3MkFz7wiDY35+f7jj9NdK9Lgoz0mhIjeF/PQkclK9ZKckkJHsxVrLRMDiDwTxTQToGBijc2iMgy39DIz6GRydYCLw9pQ/faPhbe/LSU2gIjeFqtzQmHteQRrzC9OoyE295BXRTpjKFLa1QI21thbAGPML4A7gzAvkHcBPrbUW2GKMyTLGFFtrW6fwfS/aqf/4UX+AkfEAvvEAw2N++nwTdA+P0TM8TtfQGPXdPuq7hmno9jE0Fiq0pCa4WVmRzR3LS7j9imIt1xGRqOJ1u7hxSSE3Lik8/b7RiQCdg2N43IZn9rbicRu8btdFbbJ2rpklg6MTNPWMUNc1TF3XELWdw9R1D/O7fa30j0y86WPz0hIpyU6mMD2R/PRECtKTyE1LIDPZG77Ye0lLDN9ZTggVw71ug9flUisQZ0zmuj7jTg1CfeMBfOOhWfv9IxN0Do7RMThG58Ao9d0+jncMcaJziPHwTP68tATWVeXyyeoc3rW4UDtni4icQ0VuKp+9cT6fvXE+bf2jvHK0g5ePdLDhaAdP7ArNDE30uKjITaEiN5XK3NDN5dy0BHJSEshODQ2ukzyu0PXb49Z1e/rEzBj7rU6NuUcmwqvtxgMMjflPzzIcGJ2g1zdBz/A4PcPj9A6P0+sbp29kgn5f6GP8wXOVjELcLkOC20Wi14XH5eKnb9ST6HHhcbsYHvOfns3oGw8A4HUbrijN4m9uWsAHr6wgOzUhAj8JEYm0gvQkbltazG3h/u6Pbm0kaC1Do36Gx/84icpgcLsM968rJz3JQ5L37JOmzrcKYyIQ5Jr5eTT1+Gjq8dHQ7aOxJ/Syp6mfXt84gXM8l6UleihIT8QYQ2l2MhlJGWQkeUhP9pLsdeNxh57jbr9iDsPj/tPPjWfWK9+o7ebJ3S2nv6bHFfpaZeGJYGU5yeSnJZKTmkBOagLZKQmkJITG26Hv4WzBeipF6BKg6Yy3m3n7HdizfUwJMOMXyG+9dIwfvnaCiYA95y/Amdzh/7jK3FTWVOYwNz+VFeXZmgUgIjEnyes+fcMsNXF622WkJ3lZMsfLkjkZb3usd3ic2q5hmnt94YvyCC19IzR0+9he30Ovb+IsX/Hs3C6Dx2VOz35xGUj0utn+9zdO5+HIm03muj7tjrcPcs/3N4dmCQSDZ50NcCZjYE5mMgsK07h2fh7zCtJYWZ7N3PxULSUXEblIRZlJvH9tOe9fW461lubeEXY19rK/uf/0gPe1Y51nbd11plPX7FP//st7l3PTGTfIZdKieoz9vh++wfGOoT/uJ2JhIhiatXyhAvIpCR4XueHCSE5qAsVZyWSneMlI8pKSEJqckOR14Xa52FLbffp7TQQt4/4gY/4g4/4AEwFLUWYSE4EgE4EgOakpXB6e5JCXlsiK8iyWl2Wds8gkIvHNZQwZ4clPb5WffuldDbxuF3Pz05ibf/aVltZaBsdCBWSXy+B1GTxuF8le9+mVwhdqNXS2sfaZhsf81HYOU9M5yPH2IRp6fDT3+HjhZNs5V0Wf8tbr9Y1LCvnX9y4/7+dMp6lUJ8420nvrlWcyHxP6QGM+AXwi/OaQMeboFLJdklrgtUh/00uTB3Q5HSLG6Gd28fQzu3iT+pk9EIEgUxXBjBf1e2b+Ydq+b8W0faX4Malr9lmu191E+LmiHtg89S8Tq89xyh1Zyh1Zyj3NLnA9n7Hc7/7v0/alZtv1etrG2Jc4vo7I7/Lxmf4GIVF7Xl4kHUf0iZdjidnjeMu17aKPY6pj3RkcK+cBXZGsF+wHvvW+aftyF7xmT6UI3QyUnfF2KXDyEj4GAGvtj4AfTSHPrGGM2WGtXe10jliin9nF08/s4ulndvH0M4sqk7pmv/V6Hav/h8odWcodWcodWcot02jaxtiXMr6Op9+JeDkWHUf0iZdj0XFEn3g6lnOZSp+J7cB8Y0yVMSYBuA94+i0f8zTwIRNyJdDvdK8qEREROavJXNdFRERk5miMLSIiceuSZ0Jba/3GmE8DLwBu4MfW2oPGmAfDj/8AeBa4DagBfMBHph5ZREREptu5rusOxxIREZk1NMYWEZF4NqUdq6y1zxK6CJ75vh+c8boFPjWV7yFnpbYlF08/s4unn9nF08/s4ulnFkXOdl2fhFj9P1TuyFLuyFLuyFJumTYOj7Hj6XciXo5FxxF94uVYdBzRJ56O5axM6BomIiIiIiIiIiIiIjL9ptITWkRERERERERERETkvFSEjhHGmDJjzCvGmMPGmIPGmM86nSnaGWOSjDHbjDF7wz+z/+50plhhjHEbY3YbY55xOkssMMbUG2P2G2P2GGN2OJ0nFhhjsowxvzLGHAk/r13ldCYBY8wtxpijxpgaY8yXzvJ4tjHm18aYfeHn18vPeOzz4efaA8aYx4wxSeH3LzfGbDl1fhhj1kZZ7s+GMx80xnzujPfnGGNeMsYcD/+bHSO5/yl8Xu0Lf25WLOQ+4/EvGGOsMSYvVnIbYz4T/roHjTHfjIXcETovf2yM6TDGHDjH48YY83/Dx7XPGLPyQsccofNyJnJH4ryc9txnPD5j56VEnpnkuNIY887wc8RBY8yrkc55IZM5DmNMpjHmt+aP48Go7J9tJjFuPd85HC0meRwPhPPvM8ZsNsYscyLr+UzmOM742DXGmIAx5t5IZpysyR5LDJzvk/ndionzHc5fb4mFc31KrLV6iYEXoBhYGX49HTgGLHE6VzS/AAZIC7/uBbYCVzqdKxZegL8BHgWecTpLLLwA9UCe0zli6QX4CfAX4dcTgCynM832F0IbIJ0AqsP/J3vfep0B/gn4r+HXFwF/CL9eAtQByeG3Hwf+PPz6i8Ct4ddvAzZEUe7LgQNACqF9Mn4PzA8/9k3gS+HXvwR8I0ZyvxvwhF//RqzkDj9eRmgzrobpfk6dwZ/39eG3E8NvF8RI7hk9L8Nf9zpgJXDgHI/fBjxH6O+1K4GtFzrmmT4vZzD3jJ6XM5U7/PiMnZd6ceaFSYwrgSzgEFAefntan9sieBxfOXW+AflAD5DgdPazHMsFx63nOoej6WWSx7EeyA6/fmusHkf4MTfwMqEe7vc6nXsK/yexcDeIq9QAACAASURBVL5P5jhi4nwP5ztnvSUWzvWpvGgmdIyw1rZaa3eFXx8EDhMa9Ms52JCh8Jve8IuaoF+AMaYUeA/wsNNZJD4ZYzIIDZb/A8BaO26t7XM2lQBrgRprba21dhz4BXDHWz5mCfAHAGvtEaDSGFMYfswDJBtjPISKXifD77dARvj1zDPeHw25FwNbrLU+a60feBW4K/w5dxC6WUL43ztjIbe19sXw+wC2AKWxkDvsW8B/YWau1TOV+5PA1621Y+HP64iR3DN9XmKtfY3QAPBc7gB+Gv57bQuQZYwp5vzHPNPn5YzkjsB5OVM/b5jZ81IcMMlx5f3Ak9baxvDHTfdz25RN8jgskG6MMUAaoXPET5SZ5Lj1XOdw1JjMcVhrN1tre8Nvzsjz4VRdRB3hM8ATQNSdH6dM8lhi4XyfzHHExPk+iXpL1J/rU6EidAwyxlQCKwjd/ZHzCC9z2EPowvCStVY/swv7N0KDjaDTQWKIBV40xuw0xnzC6TAxoBroBB4JL0N62BiT6nQooQRoOuPtZt4+mNsL3A1gQsv3K4BSa20L8M9AI9AK9FtrXwx/zueAfzLGNIU/5svRkpvQLNHrjDG5xpgUQjMPysKfU2itbYXQQBcoiJHcZ/oooZkUUZ/bGPOnQIu1du80553R3MAC4FpjzFZjzKvGmDUxknumz8vJONexne+YZ/q8nIxLyX2mmTgvJ+Oic0fgvBSHnWdcuQDINsZsCP99+6FIZ7sY5zmO7xK6IXcS2A981loblWOcSYxbJ/sc46iLHH9/DGeeDy/oQsdhjCkhdGP3B07kuxiT+D+JifN9EscRK+f7heotMXGuXyoVoWOMMSaN0N22z1lrB5zOE+2stQFr7XJCg7G15ow+ifJ2xpjbgQ5r7U6ns8SYq621KwktKfuUMeY6pwNFOQ+hJcPft9auAIYJLasWZ5mzvO+tMwy+TuiP1D2EZn/sBvwm1Jf1DqAKmAOkGmM+EP6cTwKft9aWAZ8nPAM+GnJbaw8TWhr/EvA8oWJepGZMzGhuY8zfh9/382jPHS6Q/j3wtWnOeqaZ+nl7gGxCyyW/CDwenoET7bln+rycjHMd22SO2UmXnHsGz8vJuKjcETovxUEXGFd6gFWEZuvdDHzVGLMgwhEn5QLHcTOwh9DfJsuB74ZX5EWdSYxbo/25EZj8+NsYcz2hIvTfRTLfZE3iOP4N+DtrbSDy6S7OJI4lJs73SRxH1J/vk6y3xMS5fqlUhI4hxhgvoQvsz621TzqdJ5bY0FL/DcAtDkeJdlcDf2qMqSe0HPMGY8x/Ohsp+llrT4b/7QB+TWhpq5xbM9B8xt3rXxEqSouzmnnzbNpS3rJE31o7YK39SPgPwA8R6rdWB9wI1FlrO621E8CThHr+AXw4/DbAL5n+82MqubHW/oe1dqW19jpCy/aOhz+t/dTSt/C/0700caZyY4z5MHA78IC1drr/aJ2J3HMJ3cDYG77+lAK7jDFFUZ771Nd9MrxkchuhWS3TuXnbTOWe6fNyMs51bOc75pk+LyfjUnLP9Hk5GRebOxLnpThkEuPKZuB5a+2wtbYLeA2Ixg3kLnQcH+GPz9E1hJ4bF0Uy48X6/9m79yhJ87M+7N+nbzPdc+uey2p3Z3dZgRcZcECC1QUDsY4dx6AQy47lY1lEOD7YimxwwAdfCMnBTnKS4xwSToIFyLLBGCKBCcJCsRcEiTESsrXWar1ClwWzFrA7s6vV7EzPrbtn+vbLH1W9Go16Z3qm+62q7vl8zpmzdXnrfZ+SpqaqvvW8z+8G31tv+n4wSm70/buqvjq9UQRvbK2dHXBpt+QGz+PhJD/b//fxTUl+tKp2fETUTrrJ362Rf71vuMHz2A2v963kLbvqtX6rhNC7RL+r5seTPNla+6Fh17MbVNWJ6q8+XlXT6YUkvzXcqkZba+2/ba3d11p7MMmbk/zL1tp/eZOH3dGq6kBVHdq4nN7iQ5uuTE9Pa+2zSZ6pqlf0b/pj6S2GwXB9NMlDVfXyqppK79+A91+7QVXN9u9Lkr+U5IP9rqOnk7yuqmb671d/LL3ZjEnvQ9Mf6V/+o7kmLB2BulNVd/X/+0B6Iw1+pr/d+9ML6tL/7y/uhrqr6pvT6yr6k621xR2uuZO6W2ufaK3d1Vp7sP/+cyq9xaY+O8p197d7X3p/r9PvGppK8sIuqLvr1+VWvD/Jt1fP69Ib4/Ncbvycu35dbsUt1z2A1+WO1z2g1yVDsMXvlb+Y3qihiX5X/Gvz+ff1kbDF5/F0ep9JUr1Z+a9I8pnBVLh1W/ze+lKv4ZGxlefRfz/6hSRvba39+8FXeXNbeR6ttZdf8+/jzyf5q6219w282JvY4t+t3fB638rzGPnX+xbzlpF/rW/HxLALYMu+Iclbk3yieqdbJsn3t9YeGWJNo+6eJP+kqsbT+8Hl51pr/3zINbH3vCzJP+t9Ds5Ekve01n55uCXtCn8tybv7X3g/k94v1wxRa221qr4ryQfSW+37J1prn6qqt/fvf2d6c9Z+qqrW0vvh4Dv69z1aVT+f5PH0TjX/d0ne1d/1X07yf1ZvwcIrSXZ0bvp26u57b1UdS7KS5Dvb5xfL+XvpjVb4jvQ+1P7ZXVL3O5LsS/Kr/X+XPtJae/suqLtTHdb9E0l+oqo+mWQ5yV/YyS7XDuvu9HWZJFX1M0len+R4VZ1K8nfSW0hoo+5H0ptT/VSSxfTfB17qOfd32+nrssO6O31ddlg3e9Om3yuTPJD0/r601p6sql9O8pvpneHxj1pro9ZkcdPnkeR/SvKTVfWJ9E5x/9v9Ts9Rs+n31uv+rd/0NTxitvI8fiDJsfQ6h5Pe+KiHh1XwS9jK89gtbvpcdsnrfSv/n+yW1/sX2YWv9dtWwzkbDAAAAACAO4FxHAAAAAAAdEYIDQAAAABAZ4TQAAAAAAB0RggNAAAAAEBnhNAAAAAAAHRGCA19VTVbVX91C9s9WFVv2eJ2n9yBuv5uVf2N/uU/WFVPVNW/q6ov2+6++/v8vao63r/8r29zH2+vqm/f5PYd+d8AAEbJte/NO7S/R/qfQ7b0WQQA6E5V/auqevia677Xwg4QQsPnzSbZyhe/B5PcNITuyJ9K8outtVe11v7DVh5QVRNb3Xlr7Q/fTlGttXe21n7qdh4LAHe61tobWmvns/XPIgAAsKsIoeHz/l6SL+t3Gv9g9fxgVX2yqj5RVX/umu2+qb/dX+//Kvqhqnq8/+eGQW5V3VNVH+w//pNV9U392y9fs82bquonr3vcG5J8T5K/VFW/dv2vsVX1N6rq7/Yv/6uq+l+q6teTfPd1+zlWVb/S76b+B0nqmvsu9/+76XOvqh+uqh/oX/4T/ecxdl239tdV1cer6t8k+c5r9j3e3+dHq+o3q+q/vvn/JQAwGqrqv6uq366q/zfJK/q3fVlV/XJVfaz/WeAP9m//yf575r+uqs9U1Zv6t7/UZ4CNs5Ku/yzy01X1xmtqeHdV/cmBP3kA2IP636l/q6r+Sf876s9X1cyw64K9assdknAH+L4kf6i19sokqao/k+SVSb4myfEkH62qD/a3+xuttW/tbzeT5I+31q5U1UNJfibJw5sdoO8tST7QWvufq2o8yZbe5Fprj1TVO5Ncbq39b1X14E0eMtta+yOb3P53kvxGa+1/rKr/LMnbNtnmv8hLP/ePVtWHkvxwkje01tar6trH/uMkf6219utV9YPX3P4dSS601l5dVfuSfLiqfqW19rs3e+4AMExV9XVJ3pzkVel9fn48yceSvCvJ21trv1NVr03yo0n+aP9h9yT5xiR/MMn7k/x8bv4Z4PrPIn8kyV9P8otVdSTJH07yFzp7ogBw53lFku9orX24qn4inz8j6d1VtdS/PJVkfSjVwR4ihIaX9o1Jfqa1tpbk+X5X8auTXLxuu8kk76iqVyZZS/LlN9nvR5P8RFVNJnlfa+2JHa57wz99idv/4/RC5rTW/kVVzW+yzabPvbX2/qr6y0k+mOSvXz8SpP8Feba19uv9m346ybf0L/+nSb56oxssyZEkDyURQgMw6r4pyT9rrS0mSVW9P8n+9ELh//uaH2P3XfOY97XW1pN8uqpe1r/tlj4D9H/Q/ZGquiu99+73ttZWd+xZAQDPtNY+3L/8fyX5b/qXv6219ljS65hO8s8HXxrsLcZxwEurm2+SpNeh9Hx6XcMPp/cr6UtqrX0wvSD4dJKfrs8v6Neu2Wz/Fo67mi98DV//mIUblXGTfd/ouf9HSc4mufclHvdS+670OqRf2f/z8tbar9ykDgAYFde/v40lOX/N+9orW2tfcc39V6+5XMkNPwPcyE8n+bYkfzG9s40AgJ1z/fv7zb4rA7dJCA2fdynJoWuufzDJn+vPMj6R3pfGf7vJdkeSPNfvdnprkvEbHaSqviTJ51pr/zDJjyf52v5dz1fVV1TVWJI/vYV6n09yV3/G874k37qFx2w8r2/r1/ItSeZeYpsveu792r83vdORv6V/6vGL+osqXaiqb+zf9G3X3P2BJH+l3/2VqvryqjqwxZoBYJg+mORPV9V0VR1K8p8nWUzyu1X1Z5MX11P4mhvt5AafATZc/xkjSX4yvTUh0lr71HafCADwBR6oqq/vX/7zSX5jmMXAXmYcB/S11s5W1Yert9jfLyX5W0m+PsnH0/s19G+11j5bVWeTrFbVx9P7YvijSd7b/xL6a7lxB3KSvD7J36yqlSSXk2x0QX1feqf4PJPkk0kO3qTelar6H5M8mt5Ii9/a4lP9H5L8TFU9nuTXkzy9yTb/LNc99/RC719Nbx72s1X1HUl+sqpefd1j/2J6pxovphc8b/hHSR5M8nj1zls+k+RPbbFmABia1trjVfVPkzyR5PeTfKh/17cl+bGq+u/TG8/1s+m9d76U12fzzwAbx/mCzyKttb/ZWnu+qp5M8r4dfVIAQJI8meQvVNU/SPI7SX4svR+bgR1WrTnTAAAARlF/AeRPJPna1tqFYdcDAHvFxqzn1tofGnIpcEcwjgMAAEZQVf0n6Z3p9PcF0AAA7GY6oQEAAAAA6IxOaAAAAAAAOiOEBgAAAACgM0JoAAAAAAA6I4QGAAAAAKAzQmgAAAAAADojhAYAAAAAoDNCaAAAAAAAOiOEBgAAAACgM0JoAAAAAAA6I4QGAAAAAKAzQmgAAAAAADojhAYAAAAAoDNCaAAAAAAAOiOEBgAAAACgM0JoAAAAAAA6I4QGAAAAAKAzQmgAAAAAADojhAYAAAAAoDNCaAAAAAAAOiOEBgAAAACgM0JoAAAAAAA6I4QGAAAAAKAzQmgAAAAAADojhAYAAAAAoDNCaAAAAAAAOiOEBgAAAACgM0JoAAAAAAA6I4QGAAAAAKAzQmgAAAAAADojhAYAAAAAoDNCaAAAAAAAOiOEBgAAAACgM0JoAAAAAAA6I4QGAAAAAKAzQmgAAAAAADojhAYAAAAAoDNCaAAAAAAAOiOEBgAAAACgM0JoAAAAAAA6I4QGAAAAAKAzQmgAAAAAADojhAYAAAAAoDNCaAAAAAAAOiOEBgAAAACgM0JoAAAAAAA6I4QGAAAAAKAzQmgAAAAAADojhAYAAAAAoDNCaAAAAAAAOiOEBgAAAACgM0JoAAAAAAA6I4QGAAAAAKAzQmgAAAAAADojhAYAAAAAoDNCaAAAAAAAOiOEBgAAAACgM0JoAAAAAAA6I4QGAAAAAKAzQmgAAAAAADojhAYAAAAAoDNCaAAAAAAAOiOEBgAAAACgM0JoAAAAAAA6I4QGAAAAAKAzQmgAAAAAADojhAYAAAAAoDNCaAAAAAAAOiOEBgAAAACgM0JoAAAAAAA6I4QGAAAAAKAzQmgAAAAAADojhAYAAAAAoDNCaAAAAAAAOiOEBgAAAACgM0JoAAAAAAA6I4QGAAAAAKAzQmgAAAAAADojhAYAAAAAoDNCaAAAAAAAOiOEBgAAAACgM0JoAAAAAAA6I4QGAAAAAKAzQmgAAAAAADojhAYAAAAAoDNCaAAAAAAAOiOEBgAAAACgM0JoAAAAAAA6I4QGAAAAAKAzQmgAAAAAADojhAYAAAAAoDNCaAAAAAAAOiOEBgAAAACgM0JoAAAAAAA6I4QGAAAAAKAzQmgAAAAAADojhAYAAAAAoDNCaAAAAAAAOiOEBgAAAACgMxPDLmAzx48fbw8++OCwywBgj/rYxz72QmvtxLDr2O28XwPQJe/XO8P7NQBd28p79kiG0A8++GAee+yxYZcBwB5VVb8/7Br2Au/XAHTJ+/XO8H4NQNe28p5tHAcAAAAAAJ0RQgMAAAAA0BkhNAAAAAAAnbntELqq7q+qX6uqJ6vqU1X13Zts8/qqulBVT/T//MD2ygUAAAAAYDfZzsKEq0m+t7X2eFUdSvKxqvrV1tqnr9vuQ621b93GcQAAAAAA2KVuuxO6tfZca+3x/uVLSZ5McnKnCgMAAAAAYPfbkZnQVfVgklcleXSTu7++qj5eVb9UVV+1E8cDAAAAAGB32M44jiRJVR1M8t4k39Nau3jd3Y8n+ZLW2uWqekOS9yV56CX287Ykb0uSBx54YLtlAQAAAAAwArbVCV1Vk+kF0O9urf3C9fe31i621i73Lz+SZLKqjm+2r9bau1prD7fWHj5x4sR2ygIAAAAAYETcdghdVZXkx5M82Vr7oZfY5u7+dqmq1/SPd/Z2jwkAAAAAwO6ynXEc35DkrUk+UVVP9G/7/iQPJElr7Z1J3pTkr1TVapKlJG9urbVtHBMAAAAAgF3ktkPo1tpvJKmbbPOOJO+43WMAAAAAALC7bWsmNAAAAAAA3IgQGgDuAFX1zVX121X1VFV930ts8/qqeqKqPlVVvz7oGgEAANibtjMTGgDYBapqPMmPJPnjSU4l+WhVvb+19ulrtplN8qNJvrm19nRV3TWcagEAANhrdEIDwN73miRPtdY+01pbTvKzSd543TZvSfILrbWnk6S19rkB1wgAAMAeJYQGgL3vZJJnrrl+qn/btb48yVxV/auq+lhVffvAqgMAAGBPM44DAPa+2uS2dt31iSRfl+SPJZlO8m+q6iOttX//BTuqeluStyXJAw880EGpAAAA7DU6oQFg7zuV5P5rrt+X5NlNtvnl1tpCa+2FJB9M8jXX76i19q7W2sOttYdPnDjRWcEAAADsHUJoANj7Pprkoap6eVVNJXlzkvdft80vJvmmqpqoqpkkr03y5IDrBAAAYA8yjgMA9rjW2mpVfVeSDyQZT/ITrbVPVdXb+/e/s7X2ZFX9cpLfTLKe5B+11j45vKoBAADYK4TQAHAHaK09kuSR625753XXfzDJDw6yLgAAAPY+4zgAAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOjMxLALgNv1nkefvuH9b3ntAwOqBABGz83eJ6/nfRMAGCVb/SzjMwzsDjqhAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAABgyKrq/qr6tap6sqo+VVXfvck2r6+qC1X1RP/PDwyjVgC4VRPDLgAAAADIapLvba09XlWHknysqn61tfbp67b7UGvtW4dQHwDcNp3QAAAAMGSttedaa4/3L19K8mSSk8OtCgB2hhAaAAAARkhVPZjkVUke3eTur6+qj1fVL1XVVw20MAC4TcZxAAAAwIioqoNJ3pvke1prF6+7+/EkX9Jau1xVb0jyviQPbbKPtyV5W5I88MADHVcMADenExoAAABGQFVNphdAv7u19gvX399au9hau9y//EiSyao6vsl272qtPdxae/jEiROd1w0ANyOEBgAAgCGrqkry40mebK390Etsc3d/u1TVa9L7Tn92cFUCwO0xjgMAAACG7xuSvDXJJ6rqif5t35/kgSRprb0zyZuS/JWqWk2ylOTNrbU2jGIB4FYIoQEAAGDIWmu/kaRuss07krxjMBUBwM4xjgMAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzgihAQAAAADojBAaAAAAAIDOCKEBAAAAAOiMEBoAAAAAgM4IoQEAAAAA6IwQGgAAAACAzkwMuwAAAAAAuNO959Gnt7TdW177QMeVwM7TCQ0AAAAAQGeE0AAAAAAAdEYIDQAAAABAZ4TQAAAAAAB0RggNAAAAAEBnhNAAAAAAAHRGCA0AAAAAQGeE0AAAAAAAdEYIDQAAAABAZ4TQAAAAAAB0RggNAAAAAEBnhNAAAAAAAHRGCA0AAAAAQGeE0AAAAAAAdEYIDQAAAABAZ4TQAAAAAAB0RggNAAAAAEBnhNAAAAAAAHRGCA0AAAAAQGeE0AAAAAAAdEYIDQAAAABAZyaGXQB05T2PPn3D+9/y2gcGVAkAAAAA3Ll0QgMAAAAA0BkhNAAAAAAAnRFCAwAAAADQGSE0AAAAAACdEUIDAAAAANAZITQAAAAAAJ0RQgMAAAAA0BkhNAAAAAAAnRFCAwAAAADQGSE0AAAAAACdEUIDAAAAANAZITQAAAAAAJ0RQgMAAAAA0BkhNAAAAAAAnRFCAwAAAADQGSE0AAAAAACdEUIDAAAAANAZITQAAAAAAJ0RQgMAAAAA0BkhNAAAAAAAnRFCAwAAAADQGSE0AAAAAACdEUIDAAAAANAZITQAAAAAAJ0RQrMnra23PHt+KStr68MuBQAAAADuaBPDLgC68MHfOZNf/fTzGavkniPTeeDoTF71wGzum5sZdmkAAAAAcEfRCc2es7be8uhnzua+uel800MnMjUxlsd+/1z+8Yd/L6vrOqMBAAAAYJCE0Ow5v/3Zi7l4ZTWv//IT+RNfdXf+8jd9af78ax7I0spafuf5y8MuD2Aoquqbq+q3q+qpqvq+Te5/fVVdqKon+n9+YBh1AgAAsPcYx8Ge85HfPZcj05N5xd2HX7ztobsOZWZqPE88cz5fcc/hGzwaYO+pqvEkP5Lkjyc5leSjVfX+1tqnr9v0Q621bx14gQAAAOxpOqHZU164fDVPfe5yXv3gXMbH6sXbx8cqX33fkTz53MVcWVkbYoUAQ/GaJE+11j7TWltO8rNJ3jjkmgAAALhDCKHZU/7t757LWCUPP3j0i+575f1zWV1v+dSzF4dQGcBQnUzyzDXXT/Vvu97XV9XHq+qXquqrBlMaAAAAe50Qmj1jZW09H/v9+XzlPYdzeP/kF91//9x0jh6YyhPPzA+hOoChqk1ua9ddfzzJl7TWvibJ30/yvk13VPW2qnqsqh47c+bMDpcJAADAXiSEZs/4xOkLWVpZy2u/9Nim91dVXnn/bD5zZiEXl1YGXB3AUJ1Kcv811+9L8uy1G7TWLrbWLvcvP5JksqqOX7+j1tq7WmsPt9YePnHiRJc1AwAAsEdYmJA949HPnM3xg/vypccPvOQ2r7xvNv/ytz6Xj586n/c8+vRN9/mW1z6wkyUCDMtHkzxUVS9PcjrJm5O85doNquruJM+31lpVvSa9H6rPDrxSAAAA9hyd0OwJn7t0Jc/ML+W1Lz+aqs3OOu85fmhfTs5O5+PPnB9gdQDD1VpbTfJdST6Q5MkkP9da+1RVvb2q3t7f7E1JPllVH0/yw0ne3Fq7fmQHAAAA3DKd0OwJp84tJUkeetnBm277yvtn8y8+8Vyev3glLzu8v+vSAEZCf8TGI9fd9s5rLr8jyTsGXRcAAAB7n05o9oTTF5YyNT6W4wf33XTbr77vSCrJb57SDQ0AAAAAXRNCsyc8e34pdx/Zn7EbjOLYcGj/ZE7OTef3zy4OoDIAAAAAuLMJodn11lvLcxeu5N7Z6S0/5t4j03n2wlKMOwUAAACAbgmh2fXOXV7O8up6Ts5ufb7zvbPTubKynvnFlQ4rAwAAAABuO4Suqvur6teq6smq+lRVffcm21RV/XBVPVVVv1lVX7u9cuGLnb7QW5Twljqh+4H1s+eXOqkJAAAAAOjZTif0apLvba19RZLXJfnOqvrK67b5liQP9f+8LcmPbeN4sKlnzy9lfKxy16Gtd0K/7PD+jJUQGoC9a2295fLV1WGXAQAAcPshdGvtudba4/3Ll5I8meTkdZu9MclPtZ6PJJmtqntuu1rYxLPnl3L34f0ZH7v5ooQbJsfH8rLD+/PsBSE0AHvTr376+fzvv/LbWRBEAwAAQ7YjM6Gr6sEkr0ry6HV3nUzyzDXXT+WLg2q4ba21PHv+yovjNW7FvUemc3re4oQA7D3Lq+t57PfP5erqeh793XPDLgcAALjDbTuErqqDSd6b5Htaaxevv3uTh2ya+FXV26rqsap67MyZM9stizvE+aWVLK2s3dI86A33zu7PwvJaLl7RIQbA3vL/Pfl8FpfXcnj/RD7ymbNZWVsfdkkAAMAdbFshdFVNphdAv7u19gubbHIqyf3XXL8vybOb7au19q7W2sOttYdPnDixnbK4g2zMdL73yO2E0NNfsA8A2Cv+6WPP5PD+ifyZr70vl6+u5uPPnB92SQAAwB3stkPoqqokP57kydbaD73EZu9P8u3V87okF1prz93uMeF6z55fylgldx+59XEc9xyZTkUIDcDe8tyFpXzw35/J137JXP7AXQdzz5H9+dBTL2Td+CkAAGBIttMJ/Q1J3prkj1bVE/0/b6iqt1fV2/vbPJLkM0meSvIPk/zV7ZULX+jZ81dy4tC+TI7f+l/lqYmxHD+4TwgNwJ7y3o+dynpLvu6BuVRVvvEPHM+ZS1fzO89fGnZpAADAHWridh/YWvuNbD7z+dptVAvnfAAAIABJREFUWpLvvN1jwM08e2Epf+DEwdt+/L2z+/N7Zxd3sCIAGJ719Zafe+xUXvelR3Ps4L4kyVffN5sPfOqz+dBTL+QVdx8ecoUAAMCdaNsLE8KwXLyykktXVm9rUcIN985O58LSSi5ftTghALvfo797Lk+fW8yfe/Xnl+QYH6v84S87ns+cWXD2DwAAMBRCaHat5zYWJdxmCJ2YCw3A3vBzjz2TQ/sm8s1fdc8X3P7qB49mamIsH37qhSFVBgAA3MmE0Oxap89fSZLccxuLEm6490gvhH5OCA3ALnfxykoe+cRz+ZOvvDfTU+NfcN/01Hhe8bJD+b2zC0OqDgAAuJMJodm1nruwlGMHprJ/cvzmG7+E6anxHD0wldMXruxgZQAweB/5D2dzdXU9b3zlyU3vv/vI/swvruTqytqAKwMAAO50Qmh2rWfPL21rFMeGe4/sN44DgF3vmfnee9lDd22+YO/dh3tnDj1/0Q+vAADAYAmh2ZWurKxlfnEldx3et+193Ts7nXMLy1la1hkGwO51an4xB6bGMzszuen9GyH0c0JoAABgwITQ7Eqn+53LR2emtr2vjW7q5y7ohgZg9zo9v5STc9Opqk3vn52ZzL6JMZ3QAADAwAmh2ZWeObeYJJnbgRB6Y2HDz/pSDsAudmp+KffNzbzk/VWVuw/vz2etgwAAAAyYEJpd6VR/7uXcge2H0Af3TWRqYixnF5a3vS8AGJZT84u5b+7GayW87Mj+fPbilbTWBlQVAACAEJpd6tT8Usarcmj/xLb3VVU5dmAqZy9f3YHKAGDwLiyt5OKV1ZuG0Hcf3p8rK+u5sLQyoMoAAACE0OxSp+YXMzszmbGXmHt5q44d3Jezl3VCA7A7ne6fIXSjcRyJEVQAAMBwCKHZlZ6ZX9qRedAbjh+YyvzictbWnZ4MwO5zar63VsJNx3Ec7ofQ5kIDAAADJIRmVzrd74TeKccOTmW9JecXdUMDsPucPt/rhD45e+MQev/keGZnJnVCAwAAAyWEZtdZWl7LC5eXd2RRwg3HDuxLkrxgJAcAu9Cp+aVMT47n6BbeG+8+vF8nNAAAMFBCaHad0+d7pxzv5DiOYwd7+zq7YHFCAHafU/OLuW9uOrWFtRLuPrw/L1y+mtW19QFUBgAAIIRmF3rmXO+U47kdHMdxcN9EpibGLE4IwK50an7ppvOgN9x9ZH/WW3Lmsh9eAQCAwRBCs+tsLL60k53QVZXjB6Z0QgOwK/VC6JktbXu3xQkBAIABE0Kz65yaX8rUxFgO7p/Y0f0eO7hPJzQAu86lKyu5sLSy5U7oYwf3ZWKsLE4IAAAMjBCaXefU/FLum53O2BbmXt6KYwemMr+4nLX1tqP7BYAunT7fG1N1cosh9PhY5a5D+3RCAwAAAyOEZtd5Zn5xy1+0b8Wxg/uy3pL5Rd3QAOwep/prJWx1HEfSmwutExoAABgUITS7zqn5pdx/dOtftLfq+MHejGkjOQDYTTbWStjqOI4kednh/bl0ZTULV1e7KguAW1RV91fVr1XVk1X1qar67k22qar64ap6qqp+s6q+dhi1AsCtEkKzqyxcXc25heVb+qK9VUcP9ENoixMCsIucml/K/smxHDuw9QV77z7SX5xQNzTAKFlN8r2tta9I8rok31lVX3ndNt+S5KH+n7cl+bHBlggAt0cIza6yMffyVk453qqD+yayb2JMJzQAu8qp+aXcNzeTuoW1Eu4+3A+hzYUGGBmttedaa4/3L19K8mSSk9dt9sYkP9V6PpJktqruGXCpAHDLhNDsKs+c651yfH8HndBVlWMHp3RCA7CrnDq/eMtnCB3aP5npyfG8cNl7HsAoqqoHk7wqyaPX3XUyyTPXXD+VLw6qU1Vvq6rHquqxM2fOdFUmAGyZEJpd5dR8d53QSXLswL68oBMagF3k9PxSTs7e+o+zRw9M5dyC9zyAUVNVB5O8N8n3tNYuXn/3Jg9pX3RDa+9qrT3cWnv4xIkTXZQJALdECM2ucmp+Mfsmxl5cRHCnHTs4lfOLy1lb/6LPcQAwci5fXc384spt/Th79MBUzgqhAUZKVU2mF0C/u7X2C5tscirJ/ddcvy/Js4OoDQC2QwjNrtKbezl9S3Mvb8XxA/uy3pL5RV/KARh9p188Q+jWO6GPHfDDK8Aoqd6XnB9P8mRr7YdeYrP3J/n26nldkguttecGViQA3KaJYRcAt+KZ+cXcf7SbURxJrxM6Sc5evprjB/d1dhwA2Amn5ntrJdxOCH30wFTWW3JhaSVHD3RzhhEAt+Qbkrw1ySeq6on+bd+f5IEkaa29M8kjSd6Q5Kkki0n+4hDqBIBbJoRmVzk1v5RX3j/b2f6P9YNnpycDsBtsZ62EjeD53MKyEBpgBLTWfiObz3y+dpuW5DsHUxEA7BzjONg1Ll1ZyfnbnHu5VQemxrNvYszihADsCttZK2EjeD67cHWnywIAAPgCQmh2jdPne91e93cYQldVjh/cl7OXfSEHYPSdPr+Uk7e5VsLh6clMjFXOOfsHAADomBCaXeOZc7e/+NKtOHpgyjgOAHaF3oK9t/fj7FhV5mamhNAAAEDnhNDsGttZfOlWHD84lfOLy1lbb50eBwC2qxdC3/774tEDQmgAAKB7Qmh2jVPzS5mZGu988aRjB/ZlvSXzi76UAzC6lpbXcm5hOSdntx9C99a5AgAA6MbEsAuArTo1v5j7bnPu5a2Y64fcQmgARtnGgoInDu677X0cPTCVq6vrWVhey3seffqWH/+W1z5w28cGAADuHDqh2TU+e/FqXnZ4f+fHmZ2ZTJKcX1zp/FgAcLvmF3rvU3PbOEPoWP+xRnIAAABdEkKza7xw6WruOtR9CH14/2TGKjmvExqAEXau/z411//x9HYcfTGEvrojNQEAAGxGCM2u0FrLmUtXc+LQ7Z9yvFXjY5XD05OZ1wkNwAjb+LF0O53QG489qxMaAADokBCaXeHC0kqW19Zz1wBC6CSZnZ7SCQ3ASNsYoXF05vZD6MnxsRzeP5F5ITQAANAhITS7wplL/cWXBhRCz83ohAZgtM0vrqQqOTx9++M4kuTogX06oQEAgE4JodkVBh1Cz85M5eLSSlbW1gdyPAC4VfMLy5mdnsz4WG1rP8cOTFmYEAAA6JQQml3hzOXBd0K3JJ+9cGUgxwOAW3VucTlz2xjFsWHuwFQuXVnN8qofXgEAgG4IodkVhtEJnSSn5pcGcjwAuFXnF5e3tSjhhmP9fZyzFgIAANARITS7wplLV7NvYiyH9k0M5HhzM735mqfPC6EBGE3nFlZ2pBP6aD+EtjghAADQFSE0u8KZS1dz4tC+VG1v7uVWHZmeTCU5Nb84kOMBwK2aX1h+8UfT7djohLY4IQAA0BUhNLvC5/oh9KBMjI/l0P6JnDaOA4AR1FrL/OLyi13M2zE9NZ79k2M5t3B1ByoDAAD4YkJodoUzl67mrgGG0ElvLrSZ0ACMoqWVtVxdXd+RmdBVlaMzUzmnExoAAOiIEJpd4czlwXZCJ8nszKSZ0ACMpI3AeCfGcSS9udBnLwuhAQCAbgihGXkra+s5t7CcEwf3D/S4czNTee7CUtbW20CPCwA3c35xJUl2ZGHCJDl6YF/OL65kvXnPAwAAdp4QmpG30Zk1jE7olbWWz126MtDjAsDNbHRC78RM6KS3OOFaa7mwtLIj+wMAALiWEJqRd+ZSb6GkQYfQG91lFicEYNTML/ZC6Nkd6oTemC1tLjQAANAFITQj78zlXifyMDqhk1icEICRM7/DndAb+5kXQgMAAB0QQjPyhtUJPTvd74S2OCEAI+bc4kqqkiPTO7Mw4ZHpyYxVcm5RCA0AAOw8ITQj73MXeyH08YM70+21VVMTYzl2YEonNAAj5/zico5MT2Z8rHZkf+NjlSPTkzqhAQCATgihGXlnLl/NkenJ7JsYH/ix75ubzqn5xYEfFwBu5NzCco7u0DzoDbMzU5lftDAhAACw84TQjLwzl67mrgGP4thwcm7aOA4ARs784vKLaxfslKMzUzqhAQCATgihGXlnLl0d+DzoDffNzeT0/FJaa0M5PgBsZn5hZccWJdwwd2Ayl66uZmVtfUf3CwAAIIRm5J25PLwQ+uTsdK6urueFyzrDABgd84vLmdvhcRwb+5u3OCEAALDDhNCMvDOXrubEweGF0EnMhQZgpJxbWM7cDndCb3RWzy+YCw0AAOwsITQjbeHqahaX14Y3juNoL4Q2FxqAUbG0vJarq+s6oQEAgF1DCM1IO3PpapIMdRxHkpyeF0IDMBrO9UPiowd2dmHCg/snMjFWFicEAAB2nBCakXbm8nBD6EP7J3NkejKnhNAAjIiNkHh2hzuhx6oyOzOpExoAANhxQmhG2ucuDjeETnrd0MZxADAq5l/shN7ZEDrpjeSYXzQTGgAA2FlCaEbamUtXkiR3Hdo/tBpOzk1bmBCAkXGu3wm90zOhk2TuwNSL+wcAANgpQmhG2pnLVzMxVpmd3tm5l7fivrnpnJ5fSmttaDUAwIb5F0PonX9vPDozlaWVtVxZWdvxfQMAAHcuITQj7cylqzl+cF/GxmpoNZycnc7C8louXlkdWg0AsGF+cSVVyZEOfqCd7Qfb5kIDAAA7SQjNSDtz6epQ50Enyb2z00mSZ82FBmAEzC8u5/D+yUyM7/zHuI050/NGcgAAADtICM1IO3N5dELo0/NCaACGb35xpZNFCZPPz5m2OCEAALCThNCMtDOXrubEwWGH0L1FEZ+9IIQGYPjmF5Y7mQedJDNT45maGMs54zgAAIAdJIRmZK2vt7xweXnondDHD+zL1PhYThvHAcAIOLew/GLH8k6rqhydmTKOAwAA2FFCaEbWucXlrK23oYfQY2OVe2b359nzV4ZaBwAkyfnF5cx1NI4jSeZmJi1MCAAA7CghNCPrzKWrSTL0EDpJ7j0ybWFCAEbCucXlzmZCJ8nsganML6yktdbZMQAAgDuLEJqRtRFC3zUKIfSsEBqA4VtaXsuVlfXMdjQTOkmOzkxleW09i8trnR0DAAC4swihGVmj1Al9cnZ/nr94JStr68MuBYA72MaYjKMdzYRO8uK8aSM5AACAnSKEZmSdudwLoY8fHH4Ife/sdNZb8vxFc6EBGJ5z/QUDO50JfWDyC44FAACwXUJoRtbZy1czPTmeA/smhl1K7p2dThKLEwIwVBvdyXMddkIffbETeqWzYwAAAHcWITQj69zCSqcLL92Kz4fQ5kIDMDwbwfDRA93NhN43OZ6ZqfHM64QGAAB2iBCakTW/uPziKcHDdu/s/iTJaSE0AEO0EQx32Qm9sX8zoQEAgJ0ihGZknVtYztEDw58HnSQzUxOZm5nUCQ3AUG3MaT4y3e2PtHMzk0JoAABgxwihGVnnFpZzdGY0OqGT3kgOITQAw3R+cTlHpiczMd7tR7i5A1OZX1zJemudHgcAALgzCKEZWfMLy5kbkZnQyUYIbWFCAIbn3OJK5gbwA+3RA1NZW2+5dGW182MBAAB7nxCakbS8up5LV1dztOOZl7fipE5oAIbs/OJgfqDdeP89Z3FCAABgBwihGUnn+3MoR6sTen8uXV3NxSsrwy4FgDvUuYXlzhclTHqd0BvHAwAA2C4hNCPpbP9L77GRCqGnk0Q3NABDc/HKSueLEibJkZnJVITQAADAzhBCM5LmF0axE1oIDexeVfXNVfXbVfVUVX3fDbZ7dVWtVdWbBlkfW3NxaTWH9090fpyJsbHMzkzm3MLVzo8FAADsfUJoRtK5/jiOoyMUQp/sh9Cn54XQwO5SVeNJfiTJtyT5yiR/vqq+8iW2+1+TfGCwFbIVrbVcurKSQ/u774ROej8E64QGAAB2ghCakfRiJ/QILUx44uC+TI5XTp+/MuxSAG7Va5I81Vr7TGttOcnPJnnjJtv9tSTvTfK5QRbH1iwsr2W9JYcG0Amd9BYnPLdoHQQAAGD7hNCMpLMvhtCD6fbairGxyt1H9hvHAexGJ5M8c831U/3bXlRVJ5P86STvvNGOquptVfVYVT125syZHS+Ul3apvzDu4QHMhE566zIsXF3N1dW1gRwPAADYuwbTSgPXec+jT9/w/vmF5RyZnszE+Gj9TnJydloIDexGtclt7brr/0eSv91aW6vabPP+g1p7V5J3JcnDDz98/T7o0KUrq0kG1wm9sS7DuYXl3HNkeiDHBAAA9iYhNCPp3OLKSM2D3nDv7HQ+8h/ODrsMgFt1Ksn911y/L8mz123zcJKf7QfQx5O8oapWW2vvG0yJ3MzFpX4n9IBmQm+8D88LoQEAgG0SQjOS5heWR2oUx4aTs9P57MUrWV1bH7kubYAb+GiSh6rq5UlOJ3lzkrdcu0Fr7eUbl6vqJ5P8cwH0aBl0J/TRazqhAQAAtkOKxkg6t7A8sp3Q6y15/tLVYZcCsGWttdUk35XkA0meTPJzrbVPVdXbq+rtw62Orbo44JnQM1MT2T859uI6DQAAALdLJzQj6dzCcv7QycPDLuOL3DvbOx352fNLOTnr1GRg92itPZLkketu23QRwtbafzWImrg1FwfcCZ30uqHnF4XQAADA9uiEZuS01nJucfnFBZFGycnZ/UlicUIABm7QM6GT5OjMlHEcAADAtgmhGTnLa+tZXl3P0ZnRC6E3FmY6LYQGYMAuXVnN1PhY9k0M7uPb0QP7Mr+4kvXWBnZMAABg7xFCM3IWr64lyUh2Qh/YN5HZmUmd0AAM3KUrKzm0fyJVNbBjHj0wlbX19mIXNgAAwO0QQjNyFpZ7My9HsRM6Se49Mp3T80JoAAbr4pXVgS1KuGFjkWAjOQAAgO0QQjNyFvqd0EcPjmYIfXJu2jgOAAZuoxN6kITQAADAThBCM3IWR7wT+r656ZyaX0ozHxOAAbq4NPgQ+sj0ZMYqObcohAYAAG6fEJqRs7A8ujOhk+Tk7HQWl9dyftF8TAAG59KV1RzeP9hxHONjldmZKZ3QAADAtgihGTkLV1czMVY5POBur626b24mSXLKXGgABujSldWBd0InvTOThNAAAMB2CKEZOYvLq5k7MJWqGnYpm7pvbjpJcvr84pArAeBOcvHKysA7oZPeXGghNAAAsB1CaEbOwtW1kZ0HnXw+hNYJDcCgrK6tZ3F5LYeGFEIvLq/lysrawI8NAADsDUJoRk6vE3rwX7K36sj0ZA7umxBCAzAwl670Fu09PD34cRwbazTohgYAAG6XEJqRs7C8lqMjuihhklRVTs5OC6EBGJiNEHoYndDHhNAAAMA2jebKb9zRFq6uZm5ExnG859GnN729Kvnk6QsDrgaAO9XFKytJMpyFCfsh9PyiEBoAALg9OqEZKeutZWl57cWuq1E1OzOZ80u+jAMwGBsh9DAWJtw/OZ7pyfGc1QkNAADcJiE0I+XK8lpaPj9/clTNzUzlysp6LiytDLsUAO4Anx/HMZyT2I4dnMq8EBoAALhNQmhGysLyWpKM9EzoJJntjws5bS40AANwsf+j55Hp4SzcOzczpRMaAAC4bWZCM1IWrvY6vZ54+nwWrq4NuZqXNjfTCwFOzS/mK+89PORqANjrht0Jffzgvnzy9IWsrq9nYkwPAwAAcGuE0IyUxeXel+wD+0b7r+aLndDndUID0L0PP/VCkuT/+fhzGR+rgR//+MGptCTnFpZz16H9Az8+AACwu2llYaRsjOOYmRofciU3dmBqPJPjlVPGcQAwAFdW1jI1MTaUADrpdUInydnLRnIAAAC3TgjNSFnsj+OYmRrtTuiqyuz/z969x9h533d+//zOfc5l7hfeSXE4FCVZlmxRlmRLiXNp4WSLdRbJbmI3u9vdBq63mxZFUbT7R5EAXRTFYoGiSOxG624DI2gVI9ndBEHXhpH4rshWTMuyowtFDineyTlzP7c591//OOdQlDgkZ+Zcfs/znPcLIMCZOeR8KVA85/mc7/P5JWO6tl5yPQoAYAiU600lIu5etk2lW3cArRQqzmYAAAAA4F+E0PCUYrWhaNgo5vBCe6cmklHqOAAAA1GuNZSIurtLKBmLKBkLswkNAAAAYE+8n/RhqBQrdaU8vgXd0dqEJoQGAPSf6xBakqZSMTahAQAAAOwJITQ8pVRteP5Qwo6Jkag2SjUV2hUiAAD0S7nW1IjjEHo6HddqkU1oAAAAALtHCA1PKVbrnj+UsGM81erHvM42NACgz8q1huJRty/bptJxbW7VVK03nc4BAAAAwH8IoeEpxUrdP5vQyXYIvcHhhACA/vJCHcd0+3DC1SKVHAAAAAB2hxAanlKqNvyzCZ2MShK90ACAvrLWeqaOQ5JWOJwQAAAAwC51FUIbY/7QGJM1xrxxj69/0hizaYx5vf3jd7r5fgi2eqOpSr2ppE8OJkzHI4pFQtRxAAD6qlJvqmGtEhHXdRztTWgOJwQAAACwS92mfV+W9AVJf3Sfx3zPWvufdfl9MARK1YYkKRX3xyZ0yBgdHB9hExoA0Fe5rZokKeH4TqF4JKxMIsImNAAAAIBd62qlxlr7XUlrPZoFQ65YrUuSUj7ZhJakQxMjurZBCA0A6J9cufX8mIi4f5N2Oh1nExoAAADArg3ivs7njDE/McZ8zRjz2AC+H3yqWGltQvulE1qSDo6P6Po6BxMCAPonX25vQkfdH+UxnY5phRAaAAAAwC71+2rmNUlHrbVPSPp9SX9+rwcaYz5njDljjDmzvLzc57HgRaX2JnQy7q9N6JVCVVvtKhEAAHrt9ia044MJJWkqFVex2uB5DwAAAMCu9DWEttbmrLWF9s+/KilqjJm+x2O/ZK09ba09PTMz08+x4FGdTmhfbUJPjEiSrlPJAQDok/c2od0/P06n45Kk1SLb0AAAAAB2rq8htDFmnzHGtH/+sfb3W+3n94R/+TGEPjSRlCRdo5IDANAnuS0PbUKnY5LE4YQAAAAAdqWr3gNjzB9L+qSkaWPMNUm/KykqSdbaFyX9mqR/ZoypS9qS9BvWWtvVxAisrWpdsUhIkZD7zsudOtTehL62ziY0AKA/vNQJPZWKyUj0QgMAAADYla5CaGvtZx7w9S9I+kI33wPDo1Rt+GoLWpLmMgnFIiFdXWMTGgDQH7lyTSEjxcLuQ+hIOKTxZFSrhNAAAAAAdsH91QzQ5scQOhQyOjKZ1KXVoutRAAABlS/XFY+E1W44c246HaeOAwAAAMCuEELDM0rVupKxrpbznTg2ldTlVTahAQD9kS/XPVHF0TGVjmm1WBENawAAAAB2yjtXNBh6ftyElqSjUyldWi1yMQ4A6IvcVk0jHjiUsGM6HVe51lSxfaAwAAAAADwIITQ8w68h9LGppMq1prJ5+jEBAL2XL9cV91AIPZWKSxK90AAAAAB2jBAantC0VuVaw5d1HEenUpKkSyv0QgMAei9X9tomdEyStEIIDQAAAGCHCKHhCVvVhqzk003oVghNLzQAoB+81gk9nowpZMThhAAAAAB2zDtXNBhqpXavpB9D6APjCUVCRpdW2YQGAPRerlzzVB1HOGQ0lY5rmRoqAAAAADtECA1PKFXrkuTLOo5IOKTDk0k2oQEAPddsWhUqdU/VcUjSbCaubL7segwAAAAAPkEIDU/w8ya0JB2dSrIJDQDouUK1LmulRMRbL9lmMwmtFqqq1BuuRwEAAADgA966osHQ8vMmtNTqhb68WpK11vUoAIAAyW3VJEkJr21Cj8ZlJb3LobwAAAAAdoAQGp4QhE3oQqWu1SKHNAEAeidfbr1J67UQei6TkCSdWyo4ngQAAACAHxBCwxNK1YZCRop77HbjnTo2lZIkXaaSAwDQQ17dhJ5Ox2QkLS7lXY8CAAAAwAf8mfghcErVukZiERljXI+yJ0enkpKkSyscTggA6J33NqG99ZItEg5pKh3T+Syb0AAAAAAezFtXNBhapWpDKZ9WcUjSoYmkQoZNaABAb+Ur3tyEllqHExJCA0DvGGP+0BiTNca8cY+vf9IYs2mMeb3943cGPSMAAHtFCA1PKFUbvu2DlqRYJKSDEyN6d5VNaABA7+S2vNkJLUmzmbgurRRVrTddjwIAQfFlSZ96wGO+Z619sv3jfxnATAAA9AQhNDyhVK0rGYu4HqMrx6ZSbEIDAHoqX+5sQnvvJdvsaFz1puW5DwB6xFr7XUlrrucAAKAfvHdFg6Hk901oqdUL/e5KUdZa16MAAAIiV64rEQ0pEvLeS7bZTEKSdG6JSg4AGKDnjDE/McZ8zRjz2L0eZIz5nDHmjDHmzPLy8iDnAwBgW967osHQsdYGIoQ+NpVSvlzXRqnmehQAQEDky3Wl41HXY2xrJhOXMdL5bN71KAAwLF6TdNRa+4Sk35f05/d6oLX2S9ba09ba0zMzMwMbEACAeyGEhnPVRlONpvV9HcfRqZQk6RK3JQMAeqRQqWs04c3nx2g4pCOTSQ4nBIABsdbmrLWF9s+/KilqjJl2PBYAADtCCA3nStWGJAVgEzopSbrM4YQAgB4plGtKezSElqSF2bQWqeMAgIEwxuwzxpj2zz+m1vX8qtupAADYGe9e1WBoBCWEPjyZlDFsQgMAeqdQqSsd9+7LtROzGX3n3LLqjaYiYXYbAKAbxpg/lvRJSdPGmGuSfldSVJKstS9K+jVJ/8wYU5e0Jek3LAfSAAB8wrtXNRgapWpdkjTi8zqORDSs/aMJNqEBAD2TL9d1ZDLpeox7WphNq9awurRa0onZtOtxAMDXrLWfecDXvyDpCwMaBwCAnmJlBc4FZRNako5Np9iEBgD0TKFS93Qdx8m5jCRpkcMJAQAAANwHITScC1IIfXQqxSY0AKBnCpW6Mh6u45ifbR3Ke55eaAAAAAD3QQgN5zp1HEmf13FIrcMJ14pVbW7VXI8CAPA5a63yZW9vQidjER2aGNH5LCE0AAAAgHsjhIZzpWpD8UhI4ZBxPUrXjk61NsIurVDJAQDoTrnWVKPi/okrAAAgAElEQVRplY5HXY9yXwuzaUJoAAAAAPdFCA3ntqqNQFRxSLp9KBMX4wCAbuUrrbtqvLwJLUkLcxldWC6o0bSuRwEAAADgUYTQcK5UrQeiikNq1XHEwiGdW+KAJgBAdwrlVl2VlzuhpdYbsNV6U1fWOBMBAAAAwPYIoeFcKUCb0JFwSPOzab1zixAaANCdQqUVQqc9HkKfnMtIEm/AAgAAALgnQmg4F6QQWpIenktzIQ4A6FpnE9rzdRyzaRkjvX0z53oUAAAAAB5FCA3nglTHIUkn92V0c7Osza2a61EAAD6W98kmdCoe0UPTKb15gxAaAAAAwPYIoeFUo2lVrjUDtgndui35PNvQAIAu3O6E9vgmtCQ9dmBMbxFCAwAAALgHQmg4tVVrSFKgQuhON+Y7hNAAgC74pRNakh47MKrrG1taL1ZdjwIAAADAg7x/VYNAK7UvsINUx3FwfESpWFjnOJwQANCF2yG0LzahRyVJb93M6RMnpu/72JdevbKr3/uzzxzZ81wAAAAAvIFNaDhVqgZvEzoUMlqYy7AJDQDoSr5cVywcUjzi/efIxw6MSZLevLHpeBIAAAAAXkQIDafeC6G9v+W1Gw/PZXR+qeB6DACAjxUqNV9sQUvSZCqm/WMJDicEAAAAsC1CaDhVqnbqOLy/5bUbJ/dltFqsaqVQcT0KAMCnCuW6L/qgOx47MEoIDQAAAGBbhNBwKoh1HJJ0al/rcEJ6oQEAe1Wo+CuEfvTAmC4uF7TVfm4HAAAAgA5CaDhVqjYUNkaxSLD+Kp6ca4XQ9EIDAPYqX677po5Dam1CN6309i22oQEAAAC8X7CSP/hOqVpXMhaWMcb1KD01nY5pMhXTOUJoAMAeFSp1ZXy0Cf3YgVFJopIDAAAAwF0IoeFUqdrQSMCqOCTJGKOTc2m9Qx0HAGCPChV/bUIfHB/R2EhUb93YdD0KAAAAAI8hhIZTpWpDyZh/LrB34+G5jM4tFWStdT0KAMCH/HYwoTGGwwkBAAAAbIsQGk516jiC6OS+jAqVum5sll2PAgDwobzPNqGlViXH2Vt51RpN16MAAAAA8BBCaDjV2oQOZgj9cPtwwnNUcgAAdqlSb6hab/qqE1qSHjswpmq9qQvLBdejAAAAAPAQQmg4Y61tb0L76wJ7pxbaIfQ7HE4IANilYqUhSb6q45DuOJzwOpUcAAAAAN5DCA1nKvWmmlaB3YQeG4lq/1iCTWgAwK4VynVJUjoRdTzJ7hyfSSsRDdELDQAAAOB9CKHhTKna2vJK+WzLazdOzmXYhAYA7Fq+UpPkv03ocMjo1L5RvXlj0/UoAAAAADyEEBrOlKqtLa9UQDehJenhfRmdzxY4oAkAsCudTeiMzw4mlFqVHG/dzMla63oUAAAAAB5BCA1nOn2XSZ9tee3G4wdbBzS9QyUHAGAXCpV2HYcPnyM/dHBM+XJdl1dLrkcBAAAA4BGE0HCmswkd1E5oSXry8Lgk6cdXNxxPAgDwk9shtA83oT9ypPXc96PL644nAQAAAOAV/ruyQWAUO53QseD+NTw0MaLpdEyvX9nQP3z2qOtxAAA+ke/UcfhwE/rkbEaZRERnLq/pV5865GSGl169sutf89lnjvRhEgAAAAASm9BwqFSpK2SkeDS4fw2NMXry8Lh+fJVtMADAzvl5EzoUMnrq6ITOXOK5DwAAAECL/65sEBjFakMjsYhCxrgepa+ePDyuv3o7q81STWPJ6F1ff9C2FptZADB8CuXWG7UjUX9WVj19bFLffucdbZSqGk/GXI8DAAAAwLHgrqDC80rVulIB7oPuePLwhCTpJ9fohQYA7EyhUlc6HpHx6Ru1Tx1tPffRCw0AAABAIoSGQ6VqQ8kA90F3fPjwmIyRXudwQgDADuXLdWUSd9894xdPHBpXNGz0Qyo5AAAAAIgQGg4VK3Wl4sHfhB5NRDU/kyaEBgDsWKFSU9qHhxJ2jMTCeuzAmH50ec31KAAAAAA8gBAazgzLJrTU6oV+/eqGrLWuRwEA+EChUvfloYR3evrYhH5ybVOVesP1KAAAAAAcI4SGE9Zalap1JYegE1pqhdBrxaqurm25HgUA4AOFct3Xm9CS9NTRSVXrTb1xfdP1KAAAAAAcI4SGE+VaU02roTiYUGqF0JL046t0YwIAHiwfgE3o08dahxOeoRcaAAAAGHqE0HCiVK1LkpI+3/LaqVP7MkpEQ/RCAwB2pFCuK+Pz58jpdFwPTac4nBAAAAAAITTcKFZb/ZDDsgkdCYf04YPjhNAAgB0pVPxfxyFJp49O6EeX1zgTAQAAABhyhNBw4vYm9JAcTChJTx4Z15s3chzQBMAJY8ynjDHvGGMWjTH/Ypuvf9oY81NjzOvGmDPGmOddzAmp0bQqVRu+r+OQWpUc66WaLiwXXY8CAAAAwCFCaDhRqrQ3oQOw5bVTTx4eV7Xe1Ns3865HATBkjDFhSV+U9EuSHpX0GWPMox942DckPWGtfVLSP5X0bwc7JToKldYbtYHYhD42KUn60eU1x5MAAAAAcIkQGk4Ub29CD0cdh/Te4YSvX6EbE8DAfUzSorX2orW2Kukrkj595wOstQX7XmdCShL9CY50QuhMADahj0+nNJmK0QsNAAAADDlCaDhRqjYUNkbxyPD8Fdw/ltBsJk4vNAAXDkq6esfH19qfex9jzN8zxpyV9B/V2oa+izHmc+26jjPLy8t9GXbYFcqdTeio40m6Z4zRU0cn9MNLbEIDAAAAw2x4EkB4SrFSVzIWljHG9SgD896F+DoHNAEYtO3+sb3rHyJr7Z9Za09J+hVJ/3K738ha+yVr7Wlr7emZmZkejwlJKlRqkhSITmhJev7EtC6vlvTuCr3QAAAAwLAihIYTpWpDyfjwVHF0fHx+Stc3tnRlreR6FADD5Zqkw3d8fEjSjXs92Fr7XUnzxpjpfg+Gu+XLwemElqSfPzUrSfrm2azjSQAAAAC4QggNJ4rVupKxYFxc78Zz860855ULq44nATBkfihpwRjzkDEmJuk3JP3FnQ8wxpww7dtTjDEflRSTxD9WDgSpE1qSDk8mdXIurW+eXXI9CgAAAABHCKHhRKnSUGqIDiXsmJ9JaTYTJ4QGMFDW2rqk35b0dUlvS/oTa+2bxpjPG2M+337Yr0p6wxjzuqQvSvp1S3eQE4WAbUJL0s+dmtWrF9eUL9dcjwIAAADAgeBc3cBXStW6kvGU6zEGzhijj89P6eXFFVlrh6oTG4Bb1tqvSvrqBz734h0//1eS/tWg58LdOpvQQemElqRfODWnf/Odi3r5/IrrUQAAAAA4wCY0Bq7ZtCpVh3MTWpI+Pj+tlUJV57MF16MAADyo0wmdClBt1UePjGtsJKpv0AsNAAAADCVCaAxcrlyTlYayE1qSnpufkiS9ssg2GADgboVKXalYWOFQcO6WiYRD+tmTM/r2O1k1aXkBAAAAhs5wpoBwaq1YlSSl4v7fhH7p1SsPfMxnnznyvo8PTyZ1eHJEr1xY1X/xiYf6NRoAwKcK5Xqgqjg6fuGRWf3FT27o+vqWDk8mXY8DAAAAYIDYhMbArZdaIfSwbkJL0ifmp/WDi6tqNNkGAwC8X6FSD9ShhB0/e3JGISOdvZV3PQoAAACAAQveFQ48b61YkyQlh7QTWmpVcnzlh1f11o2c61EAAAP2oLtozi3lVak3d3S3jZ+MJ2N66uiE3rmV03/y6JzrcQAAAAAMEJvQGLj1Th3HEG9C3+6FvkAvNADg/Sr1phKRYL5R+/On5nRjs6zNrZrrUQAAAAAMECE0Bm6tU8cRgE7ovZrNJLQwm9YrF1ZdjwIA8JhyraF4NJgv0X7+1Kwk6RyVHAAAAMBQCeYVDjxtvVRVJGQUCw/3X7+Pz0/ph5fWVG82XY8CAPCQSr2peEA3oU/OpTWRjOqNG5uuRwEAAAAwQMOdAsKJ9WJVyVhYxhjXozj13Py0StWGrq9vuR4FAOAhlXpwN6GNMXry8LgWswVttO+MAgAAABB8wbzCgaetFWtKxYe3D7rj2eOTMkZazBZcjwIA8AhrrSq1phKR4L5Ee+ropKyk166sux4FAAAAwIAE9woHnrVeam1CD7vxZEwfPjim84TQAIC2aqMpKwW2jkOSJlMxHZ9J6UeX19W01vU4AAAAAAaAEBoD16rjYBNakl5YmNG19ZK2qg3XowAAPKBSa50TENQ6jo6nj05qvVTTxeWi61EAAAAADECwr3DgSWtsQt/2Mydn1LTShWW2oQEAUrneelMyEeBNaEl69MCoRqJhnbm85noUAAAAAANACI2Bqjea2tyiE7rjI0fGFY+EqOQAAEgank3oaDikJw6P660bOZWqddfjAAAAAOizYF/hwHM2t2qyVmxCt0XDIc3PpHU+m5elFxMAhl6l3g6hA74JLUmnj06o3rR6/eqG61EAAAAA9BkhNAZqvVSTJKXohL7txGxaG6WaVgtV16MAABwr19p1HAHfhJakA+MjOjCe0I8ur/NGLAAAABBwwb/Cgaesl1pBazIe/A2vnTo5l5EkncvmHU8CAHCt0u6EHoZNaEk6fXRSNzfLur6x5XoUAAAAAH1ECI2BWiu2Qmg2od8zmYppKhXT+SV6oQFg2JXbndCJyHC8RHvi0LhikZC+d37F9SgAAAAA+mg4rnDgGevtEJpO6PdbmEvr4kpB9UbT9SgAAIdub0JHh+N5ciQW1ifmp/S31zd1c5NtaAAAACCoCKExUGudOg42od9nYTajWsPq8lrJ9SgAAIcqtaaiYaNwyLgeZWCePzGjRDSkv3o763oUAAAAAH1CCI2BWi9WlYiGFBuS24x36vh0SiEjKjkAYMiV682h6YPuGImF9fyJGb19M6dr67wZCwAAAAQRSSAGaq1Y02Qy5noMz4lHwzo6ldIihxMCwFAr1xqKD+EbtZ+Yn1IyFtZfvb3kehQAAAAAfTB8Vzlwar1U1USKEHo7C7Np3dgsK1+uuR4FAOBIpd5QYkj6oO8Uj4b1MwszOrdU0OXVoutxAAAAAPQYITQGaq1Y1QSb0NtamM1Iki4sU8kBAMOqUmsqHh3Ol2fPHp9SOh7RX77FNjQAAAAQNMN5lQNn1opVTaUJobezfzyhkWhYF7JsgAHAsKrUm0oMWSd0RywS0icfntHFlaL+9vqm63EAAAAA9BAhNAZqpVDRdDruegxPChmj4zMpXVguyFrrehwAgAPl+nB2Qnc889CUDo6P6M9/fF2bW9RTAQAAAEExvFc5GLhSta5StcEm9H3Mz6S1sVXTWrHqehQAgAPlWkPxIeyE7giHjH799GHVm039+x9dU5M3ZQEAAIBAIITGwKwWWsEqm9D3Nj+TliQt0gsNAEPHWqtKranEkHZCd0xn4vo7jx/Q4nJBr1xYdT0OAAAAgB4Y7qscDNRKoSJJmmYT+p6m0zGNJiK6sEwvNAAMm1rDykpD2wl9p6ePTeiR/aP6+pu39PbNnOtxAAAAAHSJEBoDs8Im9AMZYzQ/k9bF5QK3IAPAkCnXG5Kk+JBvQkut58O/95GDSkbD+u2XXtNyvuJ6JAAAAABd4CoHA7Pa3oSeIoS+r/nZtErVhm5tll2PAgAYoEqtKUmKswktSUrHI/r1pw/rxkZZf//FV3R1reR6JAAAAAB7RAiNgenUcUylqOO4n04v9AV6oQFgqJRrrU3oRISXZx3HZ9L6f37rGa2XavrVP3hFZ29RzQEAAAD4EVc5GJiVQlWZeESJKBte9zM2EtV0Ok4IDQBDplJvb0LzPPk+Tx2d0J9+/jkZI/2DF7+vl8+vuB4JAAAAwC4RQmNgVgoVTXEo4Y7Mz6R0aaWkerPpehQAwIDc3oSmE/ouJ+cy+nef/7im03H95v/9qj7zpR/olQsrspyfAAAAAPgCVzkYmNVClUMJd2h+Jq1qo6lra1uuRwEADMjtTWg6obd1eDKp/++/fV7/8995RIvLBX32/3pVf//F7+vf/eja7covAAAAAN4UcT0AhsdKoaLjMynXY/jC8ZmUjOiFBoBhUqnTCf0gyVhEv/XCcf3ms0f1J2eu6t9856L+hz/9iYyRPnxwTD9/ak6feeaw6zEBAAAAfAAhNAZmtVjVxx6adD2GLyRjER0YHyGEBoAh0qnjoBP6wRLRsP7Rc8f0m88c1Vs3c/rW2ay+9U5W/8c3zukPvrOo00cn9TMnZ5SO81IXAAAA8AJemWMg6o2m1ktVTVHHsWPzMyn99eKqStW6kjH+VwWAoKvUmoqGjcIh43oU3wiFjD50cEwfOjim/+YXFnRppajf++Z5/dlr1/Xqu6t6/sSMfuGRWYUM/00BAAAAl7jfEwOxVqrKWmmGgwl37KHplBrW6vWrG65HAQAMQLnepA+6S8emU/rf/8GT+u9+8aRO7RvVt97J6i/fWnI9FgAAADD0WK/EQKwWqpI0lJvQL716ZU+/7shkqz/7R5fW9fH56V6OBADwoEq9oTh90D0xk4nrN54+rEQ0rO+cW9Z0OqanjlIJBgAAALhCCI2B6JxaPz2EIfRejcTCms3EdebyuutRAAADUKk1laAPumeMMfq7TxzQeqmqP/vxdY0nY5qfSbseCwAAABhKrNtgIN7bhKaOYzeOTaX02uV1NZrW9SgAgD4r1xqKR3lp1kvhkNFnP3ZE0+m4/t9XLyubL7seCQAAABhKXOlgINiE3pujU0nlK3WdW8q7HgUA0GeVelMJOqF7LhEN6x8/d0zhUEhf+Zuralre2AUAAAAGjRAaA7FSqCoWDmk0QQPMbhydavVCn7m05ngSAEC/lemE7puJVEy//KF9upUr651bvLELAAAADBpXOhiIlUJFU+mYjDGuR/GViWSUXmgAGBKVWlNxOqH75sOHxjWRjOrb72Rl2YYGAAAABooQGgOx2g6hsTvGGJ0+NqEzlwihASDIrLWq1BtK0AndN+GQ0QsLM7q6vqWLK0XX4wAAAABDhSsdDMRKoUof9B6dPjqp6xtburm55XoUAECf1BpWTSs6ofvsqaMTSscj+s47y65HAQAAAIYKITQGYrVQ0VSKEHovTh+bkCS2oQEgwMr1hiQpziZ0X0XDIT1/YlqLywVdWy+5HgcAAAAYGlzpoO+stVopVjWdoY5jLx7ZP6qRaJjDCQEgwCq1piQpziZ03z3z0KQS0ZC+zTY0AAAAMDCE0Oi7fKWuar2paTah9yQaDukjR8Y5nBAAAqzS3oRORHhp1m/xaFgfn5/WWzdzWsqVXY8DAAAADIWurnSMMX9ojMkaY964x9eNMeb3jDGLxpifGmM+2s33gz+tFqqSxMGEXTh9dEJv38ypUKm7HgUA0AflziZ0lE3oQfj48SlFw0bfv7DqehQAAABgKHS7bvNlSZ+6z9d/SdJC+8fnJP1Bl98PPrRSqEgSBxN24aljk2pa6cdX2IYGgCAq19qb0HRCD0QyHtGpfaN648amGk3rehwAAAAg8Lq60rHWflfS/YpqPy3pj2zLDySNG2P2d/M94T+r7RCaTei9++iRcYUMhxMCQFBV6nRCD9rjB8dUqjb07krR9SgAAABA4PV73eagpKt3fHyt/bm7GGM+Z4w5Y4w5s7zMQTFBstyu45hhE3rPMomoHt43qjOXOZwQAIKITujBOzmXUTRs9Mb1TdejAAAAAIHX7ysds83ntr3n0Vr7JWvtaWvt6ZmZmT6PhUHqbEJPpNiE7sZHj4zrp1c31eS2YQAIHDqhBy8WCenUvlG9eWNTTctzKwAAANBP/Q6hr0k6fMfHhyTd6PP3hMesFCqaSEYVDbPd1Y0PHxpTvlLXpVVuGwaAoKnUGoqGjcKh7d6/R7986OCYilRyAAAAAH0X6fPv/xeSftsY8xVJz0jatNbe7PP3hMesFqqaoopjz1569Yok6ebmliTpxe9c1JOHx9/3mM8+c2TgcwEAeqdcb9IH7cDDVHIAAAAAA9FVCG2M+WNJn5Q0bYy5Jul3JUUlyVr7oqSvSvplSYuSSpL+STffD/60UqhomkMJuzabSSgSMrq+XrorhAYA+Ful3lCcPuiBi0VCenguozdv5NRoWjbRAQAAgD7pKoS21n7mAV+3kv55N98D/rdaqOqRA6Oux/C9cMjowPiIrm1suR4FANBjlVpTCfqgnfjQwTG9cSOnv3l3Tc/NT7keBwAAAAgkVm7QdyuFimao4+iJg+MjurGxxQFKABAw5XpD8Sgvy1w4tW9U0bDRV/+WxjgAAACgX7jaQV9V6g3lynVNpajj6IWDEyOqNayW8xXXowAAeqhSaypBJ7QTsUhIJ+cy+tobt9Ro8iYvAAAA0A+E0OirtWJVkjSdYRO6Fw6Nj0iSrq9TyQEAQVKmE9qpxw+OaaVQ0ZlLa65HAQAAAAKJqx301Uq+FUKzCd0b05m4YpEQvdAAEDCVWlNxOqGdeXguo0jI6Nvnll2PAgAAAAQSITT6aqXYqo1gE7o3QsbowNiIrq+XXI8CAOgRa60q9YYSbEI7E4+G9dEjE3r5/IrrUQAAAIBA4moHfbXS7i6eThFC98qhiRHd3CzTWwkAAVFrWDWtlGAT2qkXFqb1xo1NrRY4dwGAG8aYPzTGZI0xb9zj68YY83vGmEVjzE+NMR8d9IwAAOwVITT6avV2JzR1HL1ycHxE9abVUq7sehQAQA+U6w1JUjzKyzKXnl+YlrXSX19YdT0KgOH1ZUmfus/Xf0nSQvvH5yT9wQBmAgCgJ7jaQV+t5CsaiYaVjEVcjxIYhybahxPSCw0AgVCpNSVJ8Qib0C59+NC4RhMRvXyeXmgAblhrvyvpfiekflrSH9mWH0gaN8bsH8x0AAB0hxAafZXNVzQ7ShVHL02mYkpEQ7q+TggNAEFQaW9C0wntVjhk9PzCtL53fkXWUnkFwJMOSrp6x8fX2p8DAMDzuNpBXy3lyprLJFyPESjGGB0cH2ETGgACotzZhKYT2rkXFmZ0c7OsC8sF16MAwHbMNp/b9l0zY8znjDFnjDFnlpe5wwMA4B4hNPqKTej+ODie1K3NsuqNputRAABdur0JTSe0c8+fmJYkfe/8iuNJAGBb1yQdvuPjQ5JubPdAa+2XrLWnrbWnZ2ZmBjIcAAD3w9UO+sZaq1ubZe0bZRO61w5OjKhhrW5xOCEA+F6ZTmjPODyZ1EPTKUJoAF71F5L+kWl5VtKmtfam66EAANgJTotD3+QrdW3VGpojhO65zuGE19a3dGgi6XgaAEA36IT2lhcWpvWnZ66pUm/wxgCAgTLG/LGkT0qaNsZck/S7kqKSZK19UdJXJf2ypEVJJUn/xM2kAADsHiE0+ibb3tKljqP3xkeiSsbCukEvNAD4Hp3Q9/fSq1cG+v1eWJjRH33/sl67vKHn5qcG+r0BDDdr7Wce8HUr6Z8PaBwAAHqKlRv0zVKuIklsQveBMUb7xxK6uUkdBwD4XaXeUDRsFA5td94UBu3Z45MKh4xeXuQgLwAAAKBXCKHRN0vtTWhC6P7YPzaipVxZjea2B2IDAHyiUmtS++AhmURUHz0yTi80AAAA0EOE0Oib9zahqePoh31jCdWbVquFiutRAABdKNcbitMH7SkvLMzob69var1YdT0KAAAAEAhc8aBvlnJlZRIRJWNUj/fDvvaG+c0clRwA4GeVWlMJ+qA95RMnpmSt9Oq7q65HAQAAAAKBEBp9s5QrU8XRR7OZuEJGukUvNAD4WrneUDzKSzIvefzguEaiYf3g4prrUQAAAIBA4IoHfdMKoani6JdIOKTZTIIQGgB8rlJrKkEntKfEIiGdPjah719gExoAAADoBXoS0DdLuYqeeWjS9RiBtm8soYvLBddjAAC6UPFxJ/RLr15xPULfPHt8Sv/66+9otVDRVJo31QEAAIBu+POKB55nrVU2X9YsdRx9tX8soVy5zsFJAOBj5VpTcTqhPee5+SlJ0qvvUskBAAAAdIsQGn2xVqyq1rDUcfTZvrFWyP/2zZzjSQAAe2GtVaXeUMKnm9BB9vjBMSVjYf3gIpUcAAAAQLe44kFfLOUqkqR9bEL31f6xEUnSW4TQAOBLtYZV00oJNqE9JxoO6eljk/RCAwAAAD1ACI2+WMq3DsujjqO/0vGIMvGI3r6Zdz0KAGAPKvWGJCke5SWZFz17fErnswWtFCquRwEAAAB8jSse9EU21wqhqePov31jCeo4AMCnyrWmJCkeYRPaizq90FRyAAAAAN0hhEZfdOo4ZjKE0P22byyhxWxBtUbT9SgAgF0q11qb0CNsQnvShw6MKh2PEEIDAAAAXeKKB32xlCtrMhVjs2sA9o8lVG00dXG56HoUAMAubbVDaDqhvSkSDunpYxP0QgMAAABdirgeAP7z0qtX7vv1zz5zREu5smbZgh6Ife3DCd++mdPD+zKOpwEA7EaZENrznj0+pW+9s6xsvqzZDGddAAAAAHvBJjT6YilX0b4xLtQGYSYdVywcohcaAHyo0wk9QgjtWe/1Qq85ngQAgOA7t5TXr/3BK/rm2SXXowDoMUJo9MVSrqw5toUGIhwyWphL6y1CaADwHTahve/R/aPK0AsNAMBA/OVbSzpzeV3/9Mtn9O9fu3b7tRIA/yOERs/VG02tFCqaG6WOY1Ae2T+qt2/mXY8BANilrVpDISNFw8b1KLiHSDikjz00qR/QCw0AQN+dvZXXgbGE/utPzuu1y+v6vW+c18WVguuxAPQAITR6brVYVdNKs6NsQg/KqX0ZrRQqWs5XXI8CANiFcq2hRDQsYwihvezZ41O6uFLUUq7sehQAAALt7M2cHj0wpv/xU6f0X/3svEIho5devSJrrevRAHSJEBo9d2uzdYE2Rwg9MI/uH5UkeqEBwGfKtQZ90D7Q6YX+PtvQAAD0TbnW0MWVoh7Zn5EkHZlM6uPzUypVGypWqeUA/C7iegAET2dLiDqOwXnzRit8/srfXNG19a27vv7ZZ44MeiQAwA6Ua036oH3gkf2jGi0lqfsAACAASURBVE1E9P0Lq/qVjxx0PQ4AAIG0mC2o0bQ6tW/09uem061cYTlfUTpOhAX4GZvQ6LmldiXEPjahByYVjygVj9z+bw8A8IetWkOJKC/HvC4cMnrm+JS+z+GEAAD0zdlbrXOOTrU3oaX3QujVAte6gN9x1YOey+bKChlpKs0m9CDNjcbpqgQAn+l0QsP7njs+pStrJV3fuPuOIwAA0L2zN3OKR0I6NpW6/bnxZFRhY7RCCA34HiE0em4pV9ZMJq5wiEOWBmkuk1A2X1GTAxsAbMMY8yljzDvGmEVjzL/Y5uv/uTHmp+0frxhjnnAx57ChE9o/6IUGAKC/zt7K6+Rc5n1ZQsgYTaZjWilUHU4GoBcIodFzS7kKhxI6MDeaULXe1Gap5noUAB5jjAlL+qKkX5L0qKTPGGMe/cDD3pX0s9baD0v6l5K+NNgphxOd0P7x8FxGE8koITQAAH1y9lZOp/Zl7vr8dDrOJjQQAITQ6LmlXFmzGULoQescBLmUp5IDwF0+JmnRWnvRWluV9BVJn77zAdbaV6y16+0PfyDp0IBnHDqNplW1QQjtF6GQ0bPHp/SDi6uy3HUEAEBPLecrWilUdWr/6F1fm07HtFqsctcv4HOE0Oi5pVz5diCKwekE/9kc7xADuMtBSVfv+Pha+3P38l9K+lpfJ4LKtYYkcTChjzw3P6XrG1u6ukYvNAAAvXT2Vk6S9Mg9NqEbTasN7voFfI2rHvRUvdHUeqmmfdRxDNxILKzRRITDCQFsZ7uS/m1XSYwxP6dWCP0/3ePrnzPGnDHGnFleXu7hiMOnE0LTCe0fzx1v90JfXHE8CQAAwXL2Zl6S9PA9QmhJVHIAPkcIjZ7Kl+uSRCe0I3OjCeo4AGznmqTDd3x8SNKNDz7IGPNhSf9W0qettdsW31prv2StPW2tPT0zM9OXYYdFudaUJOo4fOTEbFrT6Ti90AAA9NjZW3nNZuKaSt99V/V0OiaJEBrwO0Jo9FSu3Lo9ZpY6DifmRhPK5ip0ZQH4oB9KWjDGPGSMiUn6DUl/cecDjDFHJP0HSf/QWnvOwYxDZ+t2HQchtF8YY/Ts8Ul9n15oAAB66uyt3LZ90JKUjkcUj4S0UqgOeKrBqjWa+s65Zf3+N88rX6Z6BMFDCI2eyrU3oTmY0I3ZTFz1ptV6MdhPzgB2x1pbl/Tbkr4u6W1Jf2KtfdMY83ljzOfbD/sdSVOS/k9jzOvGmDOOxh0adEL703PzU1rKVfTuStH1KAAABEK90dT5pcK2fdBS603g6XRcqwHehP7ptQ393S/8tb7+5i3d3CzrIq8zEEBc9aCnNkut8PPg+IjjSYZTpwZlicMJAXyAtfar1tqT1tp5a+3/2v7ci9baF9s//y1r7YS19sn2j9NuJw4+OqH96b1eaCo5AADohXdXiqo2mjq1f/sQWmpVcgS1juNff/2sfuWLf621YkWf+dgRhUNGNzc4BBnBQwiNntrYqikVC2t0JOJ6lKE0m2nVoNALDQDeRx2HPz00ndK+0YReoRcaAICeePtW61DCU/u2r+OQWocTbpRqqjWagxprIK5vbOmL37qgX3p8v/7yv/9ZPX5wTHOZuG5sck2P4CGERk9tlGo6MD4iY4zrUYZSPBrWeDKqpRxPWADgdeVaU0ZSLMLLMT8xxugTJ6b1yuKKmk16oQEA6NbZmzlFQkbzM+l7PmY6HZeVtBqw6snzS60A/h8/d0yjiagkaf/4iG5sbHH+BAKHqx701OZWK4SGO3OZ1uGEAABvK9caikdDCvHGre+8sDCt9VJNb97IuR4FAADfO3srr/mZ9H3fmJ9Ot+76XckH61r3wnKr+3l+JnX7cwfGEipVG7fP3AKCghAaPbVRqurgBCG0S3OjcS0XKmqwnQUAnlauNeiD9qlPnJiWJH33/LLjSQAA8L+zN3P37YOWpKl0TJICdzjhYragiWRUU+2QXdLtxb4b9EIjYAih0TO1RlPFaoNDCR2bHU2o0bRaLQbryRkAgmar1qAP2qdmMnE9sn9UL59fcT0KAAC+trlV043Nsh7ed/8QOhENK5OIaKUQrDqOC9mCTsy+v4Zk31hCRoTQCB5CaPTMRqkmSTownnA8yXCbG23991+ikgMAPK1caxJC+9gLC9M6c3lNpSq3ygIAsFfX11tB67Gp1AMe2arkWAnYJvSF5cJdXdjxSFhT6RiHEyJwCKHRMxtbrXckD4yxCe3STDouIynL4YQA4GnUcfjbCwvTqjWsXn13zfUoAAD4Vjbfum6dG40/4JHSdDoWqBB6vVjVarF61ya0JO0fG9FNNqERMITQ6JnN25vQhNAuxSIhTaRiWiKEBgBPK9caSkR5KeZXTx+bVCwS0vfOUckBAMBeZdt38M5mHnxH9XQ6rmK1oa1qo99jDcTickGSNL9NCH1gfEQbWzWVKtxxheDgygc9s7FVk1GrvwhuzY0mtBSwU4MBIGjohPa3RDSsZx6a1MuLHE4IAMBedTahZzI72YRuPSYo29AXsq0Q+sTMNiF0O1ehkgNBEnE9AIJjo1RTJhHRn5655nqUoTeXieudWznVG01FwrzXBABe07RWlTqd0H73/Ilp/W9fO6tbm2XehAcAYA+y+YpGE5EdvSaaSscktULow5PJfo/Wd4vZghLRkA5uczf5/vbnbm5ubVvXAfgR6RR6ZmOrqvFkzPUYkDQ7mlDTKnAnBwNAUFRqTUmiE9rnXliYkSS9vEglBwAAe7GUK2tudGdv5E6mYjIKznXu4nJBx6fTCoXMXV9LxyMaTUR0g15oBAghNHpms1TT2EjU9RiQNNu+lalzaxMAwFvKtVaXIZ3Q/nZqX0bT6ZhePk8lBwAAe5HNVzS7g0MJJSkSap1/FJQ6jsVsYds+6I4D4yPUcSBQuPJBTzSt1eZWTeNJQmgvmMnEZSQt0wsNAJ60dTuEZhPaz0Iho+dPTOvlxRU1m9b1OAAA+E42V9nRoYQdYyNR5cq1Pk40GFvVhq5vbG3bB92xf2xEK/mKqvXmACcD+ocQGj1RrNRVb1qNswntCdFw6x3iLCE0AHhSmRA6MJ5fmNFKoaqzt/KuRwEAwFestVrexSa0JGUSERXK9T5ONRgXVwqyVvftez4wnpCVdCvHNjSCgRAaPbG51Xonkk5o75jNxKnjAACPKtMJHRgvLExLkr59Lut4EgAA/GWjVFO10dzVJnQmHlGh4v8QejFbkCTNz6bu+ZgDY63DCemFRlAQQqMnNkqtEJpOaO+YzcS1Uqiqwe3BAOA5bEIHx9xoQo8fHNM33iaEBgBgNzp37nbONNqJdCKqSr3p+4qKC8tFhYz00PS9Q+jxZFQj0bBubhJCIxgIodETG7c3oQmhvWI2k1CjabVeDMbJwQAQJFscTBgov/jInF67sh6Yg5IAABiEzp27c6M734ROxyOS5Ptt6AvZgo5MJhWP3HshwRij/WMJ3djgDmcEA1c+6InNUlWxcIjbij1kpv1uMpUcAOA9nU3o+114wD9+8dFZWSt98yzb0AAA7NRSbveb0JlEK4TO+/xwwsVsQfP3OZSwY/9YQku5sqzlDmf4X8T1AAiGja2axpJRGWNcj4K22dshNFtZAOA15VpD8UhI4RDPm3710qtXbv/cWquxkai+/NeXVG/c+yLxs88cGcRoAAD4QmdhajcHE3Y2ofM+Ppyw0bR6d6WoTz4888DHjidjqjetitXG7T874FdsQqMnNko1jdMH7SnxaFhjI1FCaADwoHKtSR90gBhjdGpfRuezedUa/u6oBABgULK5ijLxiJKxnYernU1oP9dxXF0rqdpoan72wZvQo+2cJbfl781vQCKERo9sbNU0noy5HgMfMJuJU8cBAB60VWvQBx0wj+wfVa1hdWG54HoUAAB8IZsva2YXW9CSlIpHZOTvEHox23qtsJM6jrF26J7zef0IIBFCowdqjaaKlTqHEnrQbCau5XxFzSb9UQDgJeVag03ogDk+nVIsEtLbN/OuRwEAwBeyucqu+qAlKWSMUvGIr+s4Om9Yn9jVJrR//7xAByE0urbZvi2EOg7vmc0kVGtYXd/Ycj0KAOAO5VqDw3wDJhIO6eRsWu/cyqnJ4UEAADxQNl/R3Ghi178uk4io4OPN4MVsQTOZuMZ2kKFkElEZsQmNYCCERtc2Sq1/DMfYhPacmfa7yp3bfQAA3lCu0wkdRI/sH1WuXNcN3vwFAOC+rLXK5su73oSWWocT5n1cx3FhuaD5mdSOHhsOtTa/6YRGEHC0Jrq2uVWVJI2P0AntNbN3hNA/d2rW8TQAgI6tKnUcQfTwXEZG0ts38zo0kXQ9DgAAnpUr11WuNTWb2f0mdDoe0XK+0oepBuP6xpZ+ZmFmx48fHYkEehP6pVev7Ohxn33mSJ8nQb+xCY2ubZRqMmr9wwhvScYjSscjOp+lnxIAvMJa2+6E5mVY0CTjER2dSunsrZzrUQAA8LTlfFmSNLvLgwmlVh1HvlKX9WH9VaNptbzLGpLRRJROaAQCVz/o2sZWTZlERJEQf528aCYT13nqOADAM6r1pqxEJ3RAPbI/o5ubZa0Xq65HAQDAs7K51ibznjahE1E1mlblWrPXY/XdarGippXmdhG+j45Eb5/FBfgZqSG6tlGq7qhQH27MZuJazBZ8+S4xAATRVq0hSdRxBNRjB8YkST+9vul4EgAAvGupm03oeOsu7LwPKyo64fvMLsL30URUW7WGag3/he7AnQih0bWNUk3jSfqgvWp2NKF8ua6sjzuzACBIyvXWBQQhdDBNpmI6PDGin1zdcD0KAACe9d4m9B4OJky0QuiCDw8nzLbD991sQo+1q085nBB+RwiNrlhrtblV0zib0J7VeVI/v0QlBwB4Qbna2YTmZVhQPXF4XLdyZS3lyq5HAQDAk7L5ipKxsNLx3Z8tdXsT2och9FInfN9lJ7TUOswR8DNOkkNXitWG6k2rsSQhtFd1QujFbF7PL0w7ngYAUG7XcdAJHVyPHxzTf/zpTf3k2ob+00f33f78Tk9/vxMnwQMAgiibr2g2E5cxZte/9vYmtA9D2dt1HOnddUJLbELD/1jBQVc6h+5MUMfhWel4RGMjUQ4nBACPoBM6+DKJqOZn0/rptU3OZAAAYBtLufKeDiWUWm/kh41R3och9FK+rMlUTLHIzuO49zahCaHhb4TQ6MpaO4SeTBFCe5UxRguzaUJoAPAIOqGHwxOHxrRWrOra+pbrUQAA8JzlfGVPhxJKrWvcdCKiQsV/oWw2V9l1D3YiGlI0bNiEhu8RQqMr6yU2of3gxGxai4TQAOAJ5Rqd0MPgsQNjioSMfnKNAwoBAPigbBeb0JKUSUR8uQmdzZd31QcttUL30URUmz788wJ34uoHXVkrVpWOR3Z1KwkG78RsWmvFqlYLFdejAMDQK1cbioaNIiGeO4MsEQ3r5FxGf3ttU00qOQAAuK1QqatYbex5E1pq1U4WfHgwYTZX0dwuN6GlVi80m9DwO65+0JW1UpUqDh9YmMtIEtvQAOABW7UGVRxD4onD48pX6rq4XHQ9CgAAnpHNlSVJc12E0H7chG40rZYLe6shGRuJ0gkN3yOERlfWi1VNJKOux8ADnJhNSxK90ADgAWVC6KFxal9G8UiISg4AAO6Qzbfu0O2mjiMdj6hYqfvqbqO1YlWNpt3Tn3s0EVF+y19/XuCDCKGxZ42m1eZWjU1oHzgwllAqFmYTGgA8oFxvaoQQeihEwyE9un9Ub97YVLV9ICUAAMNuqb0JvdsD+u6UTkRlJRV9VMmx1MUG+OhIVA1rVao2ej0WMDCE0Nizza2ampZDCf3AGMPhhADgEa1NaF6CDYunjk2oXGvqjeubrkcBAMATljub0Ls8oO9OmXhEknzVC935c8/saRO6dQc6vdDwM66AsGdrxaoksQntE/OzaZ3P5l2PAQBDb6tKHccweWgqpel0TH9zac31KAAAeEI2X1E8EtJoIrLn3yPT/rV+6oXudhNaIoSGv+39/3gMvfV2CD1BCO0LC7MZ/YfXritXrt1+FxUAMHgcTOhNL716pS+/rzFGTx+b1NfeuKVbubL2dbH1BQBAEGRzZc2OxmWM2fPvke5sQvsohM7e3oTeQwjdDt03OZwQPsYmNPZsrVRVyLROaYX3LbQPJ6SSAwDcaTattqoNJWOE0MPko0cmFA4Z/ZBtaAAAtJSraK6LQwklKd3ZhPZRHcdSrqyJZFTxyO5fB2YSURlJuS3//HmBDyKExp6tFasaT8YU6uLdSwzOwlw7hF4ihAYAV/LluqykZIyb0YZJKh7RYwdG9eMr66o1OKAQADDcsvnWJnQ34pGwYpGQCj7aDM7mK5rdY/geDhmlExHlfPTnBT6IEBp7tl6q0gftI4cmkopFQvRCA4BD66VWlRWb0MPn6WOTHFAIAICklUJV0+nuQmipVcnhp03obL7SVfg+mojSCQ1fI4TGnq0Vq5pMEkL7RThkND+Tpo4DABwihB5ex6dTmkpxQCEAYLjVGk1tbtU0leo+hM7EI/7qhM6V97wJLbUOJ2QTGn5GCI09KdcaKlUbHEroMwuzaZ0nhAYAZzZKrQuHFHUcQ8cYo489NKnLqyUt5cquxwEAwIn1YusN+al091lCOuGfTehm02o5X9FcV5vQETqh4WuE0NiTziYXdRz+cmI2rWvrWypVeeICABfYhB5uHzkyobDhgEIAwPBaKbRD6B5kCZmEfzah10pV1ZtWs5m9h9BjI1Ft1RqcLwHfIoTGnnTevZxIRh1Pgt1YmG0dTnghW3Q8CQAMp7ViJ4RmE3oYpeMRPXZwVD+6vK5KveF6HAAABm7t9iZ0LzqhW6GsH55Ts7mKJGl2tIs6jkQrf6EXGn5FCI096TxxsAntLwtzrRB6cZnDCQHAhY1STUZSPMpLsGH18flpVepN/fjKhutRAAAYuNViK4ztRR1HJtF6U7+zXe1lS/lWFVdXdRwjrRB6k15o+BRXQNiTtVJN8UhII1FuJ/aTo1MpRUJG55fohQYAF9ZLVY3EwgoZ43oUOHJ4YkSHJkb0yoVVNa11PQ4AAAPVyzqOdLwVQi/nK13/Xv223NmE7uZgwnboTi80/IoQGnuyXqxqMhWT4SLaV6LhkI5NpzicEAAc2SjVqOIYcsYYPXd8SiuFihZ5PgYADJm1YkWRkLldLdGNzia0H0LozqHEM110Qnc2oanjgF8RQmNP1opVTSSp4vCjhdm0LnDRCwBOrJeqHEoIPX5oTJn/n737Dm/zPu+F//1hE4sACXCTEkVRW9SwLFnejhXHjld2HKfZy6dN06Y9edu3J83pad+ctH1zmma1aZphZ8jOcL1iO7blEVu2rGFtiaJEcU8QAEEsYj/nDxCUbGtw4MHzAPh+rsvXJVPk89yMHBHPjfv3vY067DnrU7oUIiKigvKFE3BaDNBoFj/QlpuE9obV34T2hOKorNDDtIjT5Ca9FgadBkHGcVCRYhOa5i0jSZiMJpgHXaTaa6zo80WKYnkDEVGpmYwm2YQm6DQabG2tQtd4qCgenImIiPLFF0nkJYoDKK44jvFgbFF50Dl2k56T0FS02ISmeQvHUkhlJDahi1RbjRUZCej1RpQuhYio7ASiCcZxEABga2sVtEJwGpqIiMqKLxzPy1JCANBpNTDpNfBH1L+Y0BOKLyoPOsdu0iEUYyY0FSc2oWneJqPZv+AZx1Gc2mtsAMDlhERECmAcB+XYTHp0NFXijYFJxJI8nUREROUhOwm9+IngHItBVxSnijzBGGryMAltNekQjrMJTcWJTWiat9y7jJyELk7L3BZoBLgMiYiowGLJNGLJDJvQNGt7WzUSqQze6J9UuhQiIqKC8IcTeZuEBgCLUaf6SehMRsJEOD+T0FYjm9BUvNiEpnnzz0xCO8yL32ZLhWfSa9FSZcYZT0jpUoiIykruJBHjOCinyWlGS5UZr/f4kJEkpcshIiKSVTyVRiieylsmNJBtyvrC6m5CT0YTSKalvGRCW406xFMZnqKiosQmNM3bZCQBu0kHvZb/+RSr9lobTjOOg4iooCYj2SUynISm813dVg1fJIHT43xzmIiISltuYrnamsc4DqMWPpVPQntmFifmaxIaKI5ljERvxS4izZs/koCTURxFbWWtDb3eCOIpvntKRFQogdlJaDah6Zy1DZWwm3RcUEhERCUvN7Gcz2jPbBxHHJmMek8UjQdjAJCfSWjTTBO6CHKwid6KTWiaN38kgSouJSxq7bVWpDMSer0RpUshIiobk9HcJDTjOOgcrUZg27JqnPGE4Zl5SCUiIipFuQWCrnxmQht0yEhAYDqZt2vmmxyT0F5OQlMRYhOa5mU6kUYwlsrrIgEqvJV1NgBA1xiP/hIRFcokJ6HpIq5cWgWdRmBPD6ehiYiodOXiOKos+YvjyDVl/RH1NmVzbzLX5CkTGgC8Ks/BJroQNqFpXvp82cnZfGY4UeEtc1mh0wjmTxIRFRDjOOhirEYdOpocODQQwHSCUVlERFSacnEc+RxqsxRBU9YTisNm0sGkX/xrwHNNaPU23Ykuhk1ompe+mfgGVx7fuaTCM+g0WOqycDkhEVEBTUaTMBu00HGxL13A1W3VSKQzeKPfr3QpREREsvBFEjBoNbAZ8xdNZjFmG7t+FS8nnAjFUWPLTw9Fp9XApNewCU1FiU9BNC+9s5PQjOModitrbZyEJiIqoMloAk7uVKCLaHBUYGm1GXt6fMhI6l2uREREtFC+cBxVFgOEEHm7Zm4y2Kfipqw3HIcrj6fJrUY9m9BUlNiEpnnp80ZgMebnGAkpa0WtDQP+KI/9EhEVSCCahMOsV7oMUrHtbS5MRpPc2UBERCXJF0nkfaAtt/BZzXEc3nACrjxNQgPZxrs3pN7vl+hi2ISmeenzRuGycIqrFKyotUKSgG4PIzmIiAqBk9B0OWvq7bCZdNjbywWFRERUenyRBKry3E/QagQcZr2q4zi8oTjc+ZyENuk4CU1FiU1ompdeX4RLCUvEijobAKCLkRxERAXBSWi6HK1G4MqlVTgzHlb1wzQREdFC+PIcS5FTbTHAF1FnUzaWTCMUT8GVxwlwq1GHCTahqQixCU1zFo6nMBGK5/UvT1LOkiozDDoNc6GJiAqEk9A0F1curYIQwL5eLigkIqLS4o8kUC3DyepqixE+lcZx5CaW85sJrUMolkIsyWhNKi5sQtOc9XlzSwk5CV0KdFoN2txWNqGJiAognZEwNZ2Ek5PQdBmVFXqsqrPjQL8fqXRG6XKIiIjyIppIIZpIo0qGobZqqwE+lZ4gymVV57MJbcstY1Tp90x0MTqlC6Di0eebaUIzE7ro7Nw7cMGPG3UaHBoIFLgaIqLyE5xOQpIAByehaQ62tVbh5GgQx0eCSpdCRESUF7lJZZcl/0NtVRaDamOsvKGZSeh8LiY06Wav3eioyNt1ieTGSWias3OT0HyALhW1NiOmppMIxpJKl0JEVNImo9kHI6eFk9B0eW01VlRZDFxQSEREJSPXJM73YkIge1p7MppQ5Qmic3Ec+c2EPv/aRMWCTWias15vFDU2I4w6rdKlUJ7U2E0AgDPjYYUrISIqbZPR7Jt9nISmudAIgW2tVej3RXFqjNPQRERU/HKLA+UYanNZDZCkc6+31ESWTGgTm9BUnNiEpjnr80Ww1GVRugzKo9qZJjRzoYmI5BXITUKzCU1zdEWLEzqNwC9fv3CkFhERUTHJxXFUyxTHAUCVkRzecAI2ow4mff6G+c5NQqvv+yW6lEU1oYUQtwohuoQQ3UKIv77A798ohJgSQhye+edri7kfKavPG0FrNZvQpcRh1sOg1aBrjE1oIiI55SZzuJiQ5sps1GF9YyUeOTSMSDyldDlERESLkluiJ8ckdK6x7VPhZPBEOJ7XPGgA0Gs1sBl1mAip7/slupQFN6GFEFoA3wdwG4A1AD4ihFhzgU99RZKkjTP//P1C70fKCsaS8EUSnIQuMRohUGM34oyHTWgiIjnlJqEZx0HzsbW1CuF4Cr87OqJ0KURERIviC8dh0mtgNuQ/3jPX2PapcRI6FM9rHnSOy2ZkHAcVncVMQm8F0C1JUo8kSQkADwG4Oz9lkdrklhK2uswKV0L5VmszoWuMmdBERHKajCag1QjYZzL8iOaipcqM9horHtw3qHQpREREi+KLJFBtMUIIkfdrV8/EcahxEtobjuc1DzrHZTWwCU1FZzFN6EYA578iHpr52FttF0IcEUI8LYRYu4j7kYL6fFEA4CR0Caq1Z99BVWN+FhFRqZiMJuGo0Mvy4EWlSwiBe7a24PBgAJ2jXFBIRETFyxdOyBLFAWRPmmmEejOh5WlCGxnHQUVnMU3oCz1FSW/594MAlkiStAHAdwE8etGLCfF5IcQBIcSBiYmJRZRFcshNQi+pYhO61HA5IRGR/ALRBBzMg6YFeN+mRhh0Gjy0jwsKiYioePkjidkFgvmm1Qg4zQZ4VdaETqQymJpOwp3nTGgg24TmYkIqNotpQg8BaD7v35sAvCmwTpKkoCRJ4ZlfPwVAL4RwXehikiT9UJKkLZIkbXG73Ysoi+TQ542gvtKEChnym0hZNTNNaC4nJCKSz2QkCSfzoGkBnBYDbltXh/86NIzpRFrpcoiIiBbEF47PLhCUQ7XVoLo4Dl8kW49ck9BT00kkUpm8X5tILotpQu8H0C6EaBVCGADcA+Dx8z9BCFEnZs6dCiG2ztzPt4h7kkJ6fREsreYUdCmym3RwmvU85ktEJKPJaIJLCWnB7rmyBaFYCk8dG1W6FCIionmTJAneSEKWBX05VRaD6uI4vKFsPfIsJswtY1RX453oUhbchJYkKQXgiwCeAdAJ4NeSJJ0QQtwnhLhv5tM+AOC4EOIIgO8AuEeSpLdGdlAR6PNGmAddooQQWF1vZxOaiEhGgWgSTsZx0AJdtawKrS4LHmQkB1HJE0LcKoToadwlUQAAIABJREFUEkJ0CyH++gK/f6MQYkoIcXjmn68pUSfRfEQSaSRSGdniOACg2mqET2XxFBPhGADAJVMcB3Cu0U1UDBa1on0mYuOpt3zsB+f9+nsAvreYe5DypqJJTEaTaHWZlS6FZLKm3o6fv96PVDoDnXYxBySIiOhCJqMJOGV88KLSJoTAPVc24xtPn8KZ8RDaa21Kl0REMhBCaAF8H8A7kY2/3C+EeFySpJNv+dRXJEm6o+AFEi1QLiajWoZYihyXxQCfSieh3TLFcQCAV2URJESXwm4TXVavL7uUkHEcpWt1vR3xVAZ9M3/WRESUP9OJNOKpDBcT0qK8/4om6LUCD+4bVLoUIpLPVgDdkiT1SJKUAPAQgLsVrolo0XLN4WoZ35CvsqgvI3kiLF8mdK6xPcEmNBURNqHpsvq82cZkK+M4StaaBjsA4MQIIzmIiPJtMpp98OJiQloMl9WIW9bU4eGDQ4gluaCQqEQ1Ajj/naahmY+91XYhxBEhxNNCiLWFKY1o4XIxGdUyZkLnrp173aUG3nAcFoMWFQZt3q+dy4TmJDQVEzah6bJ6vREIATRXMY6jVLW5rdBrBTpHQ0qXQkRUcs41oTkJTYvz0W0tmJpO4smjXFBIVKLEBT721p1KBwEskSRpA4DvAnj0ghcS4vNCiANCiAMTExN5LpNofnJxHLJmQs9cW0250N5wQpY8aAAwG3QwG7TMhKaiwiY0XVafL4KGygqY9Pl/947UwaDTYHmNjcsJiYhkEIgmAQAOTkLTIm1vq8YylwW/3NuvdClEJI8hAM3n/XsTgJHzP0GSpKAkSeGZXz8FQC+EcL31QpIk/VCSpC2SJG1xu91y1kx0WefiOOTLhM7lTfsi6pkM9obiskRx5LisRk5CU1FhE5ouq9sTRluNVekySGZr6u04ySY0EVHeMY6D8kUIgXu3teDgQAAnGaFFVIr2A2gXQrQKIQwA7gHw+PmfIISoE0KImV9vRfaZ3lfwSonmwRdOyBZLkZOL4/CraDmhNxyHS8YIEpfVwCY0FRU2oemSMhkJZyfCWO5mE7rUra63YSIUx0SIP8SIiPJpMsI4DsqfD1zRBKNOw2loohIkSVIKwBcBPAOgE8CvJUk6IYS4Twhx38ynfQDAcSHEEQDfAXCPJElvjewgUhV/JI4qGZuxwLk4Dq+q4jg4CU10Pjah6ZKGA9OIJTNYzknokpdbTshIDiKi/JpkHAflkcNswB0dDXj00DDC8ZTS5RBRnkmS9JQkSSskSWqTJOnrMx/7gSRJP5j59fckSVorSdIGSZKukiTpNWUrJrq8CZmbsQBgN+mh0wj4VRLHkUxnMBlNytuEthlV1XQnuhw2oemSzk6EAYBN6DKwpp5NaCIiOUxGs0dQDTq+7KL8+KOrWhBJpPHooWGlSyEiIrosbyghexNaoxFwWgyqWUyYiwWRazEhkJ2EnowmkEpnZLsHUT7xaYguqduTbUK3uS0KV0Jyc5gNaKg0MReaiCjPAtEkp6AprzY2O7Cm3o5f7h0AT+ETEZHaecNxuGVsxuZUWwyqmQzOxVy6ZYwhcVsNkCR15WATXQqb0HRJZyfCcJr1s5tmqbStrrdzEpqIKM/kXkpD5UcIgT+6agk6R4M4NBhQuhwiIqKLSqUz8Efln4QGspPBaonjyGU1y50JDWTjToiKAZvQdEndnjCjOMrImgY7zk5EEEumlS6FiKhkTITicNtMSpdBJebujQ2wGnW4/9U+pUshIiK6KH8kAUmSdyI4p8pigE8lU8G5iWy5M6HPvxeR2rEJTZd0diKCNjeb0OVidb0d6YyEM+NhpUshIioZnlAcNXaeKKL8shh1+MjWZjx5bBRDk1GlyyEiIrqg3JRuQeI4rAb4VdKQnZ2EljkTGgC8IU5CU3FgE5ouyh9JwB9JcBK6jKyeWU54cnRK4UqIiEpDMp2BP5JATQEevKj8fOqaVggAP97dq3QpREREF5TLRi5EHEe1xYBQPIV4SvmTvd5QHBV6LSwGrWz3yMW9MY6DigWb0HRRs0sJ2YQuG0uqzDAbtOgcDSldChFRSfAWcPqHyk+DowJ3bWzAr/YPIhBVx+QXERHR+XJREYWZhM7eQw2L+rzhOFw2A4QQst3DatTBpNfMNvqJ1I5NaLqoXBN6OeM4yoZGI7CqzoaTI1xOSFRqhBC3CiG6hBDdQoi/vsDvrxJC7BFCxIUQ/12JGkuRJ5h9KKhhJjTJ5PPXL0M0kcYvXu9XuhQiIqK3KcSCvpxqS3Yy2BtSQxNa/mWMQgjU2ExsQlPRYBOaLursRBgmvQaNjgqlS6ECWtNgR+dYEJIkKV0KEeWJEEIL4PsAbgOwBsBHhBBr3vJpfgBfAvDNApdX0jyhXBOak9Akj1V1dtywwo37X+vnYmEiIlKdiVwshVEn+73OLepTvinrDccL0nivsRnhCcVkvw9RPrAJTRfV7QljmcsKjUa+4yOkPqvr7QjFUhianFa6FCLKn60AuiVJ6pEkKQHgIQB3n/8JkiR5JEnaDyCpRIGlKjeZwjgOktMXrl8GbziORw4NK10KERHRm3jD8YK9DnLPNH3VMBlcsCa03Tg79ECkdmxC00V1e8JcSliG1jVUAgCODXM5IVEJaQQweN6/D818jGSWm0wpxEMIla/tbdVY12jHf77cg0yGJ5mIiEg9JkLx2QV6css1u5Ve1JfOSPBHEnAX4PuusZkwEWQTmoqD/OchqChFEykMB6bx4SublS6FCmDn3oHZX6fSGWiFwEP7BhCInhuIvHdbixKlEVF+XOhIy4I6VUKIzwP4PAC0tPDvhcvxhOKoshhg0PF9f5KPEAKfv74NX3rwEJ46Poo7OhqULomIiAhAdiJ4abWlIPcy6bWwm3TwBJWNp/BHEshI5+JB5OS2GRGKpzCdSKPCoJX9fkSLwSciuqCeiQgAoI1LCcuOTqtBvcOEQcZxEJWSIQDnv6vYBGBkIReSJOmHkiRtkSRpi9vtzktxpcwTjDMPmgri9vX1WFlrwz//vgvxFLOhiYhIHbzhREFjydw2o+KT0IVcxph7nclcaCoGbELTBZ2dCAMA4zjKVKOjAiOBaWS4nJCoVOwH0C6EaBVCGADcA+BxhWsqCxMFzEGk8qbVCPzN7asx4I/i53v6lS6HiIgIyXQG/kiioLFkNTYTPArHUxS0CW03AQBzoakosAlNF9TtCUMjgKUus9KlkAKanGbEUxl4+YOMqCRIkpQC8EUAzwDoBPBrSZJOCCHuE0LcBwBCiDohxBCAvwDwVSHEkBDCrlzVpWEiGGMTmgrmhhVuXL/Cje88fwaTkYTS5RARUZnzz/wsKkQsRY66JqELkQk9MwnNXGgqAmxC0wV1e8JYUm2BUcdMoXLU5KwAAAwFGMlBVCokSXpKkqQVkiS1SZL09ZmP/UCSpB/M/HpMkqQmSZLskiQ5Zn4dVLbq4iZJEibCcdTYTEqXQmXkf7x7NcLxFL7zwhmlSyEiojI3MTPU5C7oJLRx9r5KGZ9pCOemlOXEOA4qJmxC0wWdnQijzV2Y5QGkPm6bEQadBkOTUaVLISIqWoFoEsm0xExoKqiVdTZ8+Mpm/HxPP3q9EaXLISKiMpabSHbb5J8IznHbjIgm0gjHUwW751uNB2OwGnWwGnWy38tpNkCnEYzjoKLAJjS9TSqdQa83gjbmQZctjRBodFRgiMsJiYgWLPcwwDgOKrQvv3MFjDoN/vHpTqVLISKiMuadnYQu3Kmw3OsuJaehPcE4auyFef2n0Qi4bUbGcVBRYBOa3mbAH0UyLWG5m03octbkqMDoVAypTEbpUoiIilLuWCQnoanQamwm/Lcb2/DMiXH8/vio0uUQEVGZ8oZzmdCFm4TOxaB5gsrFU4wHY6gtYByb22ZkHAcVBTah6W3OTmSPbi7nJHRZa3RWIJ2RMD7Fd1SJiBbCU8A8QKK3+vz1behoqsRfPXwMo1M82URERIU3EYrDbNDCbJA/liJndhJaweWE46EYags0CQ2oIwebaC7YhKa3OT0eAgDGcZS5ZqcZADDIXGgiogU5l4PISWgqPINOg2/fswnJdAZ/8asjSGckpUsiIqIy4w3HC/46SOk4DkmSMB6Mo7aAQwhum4mZ0FQUCvd2FBWNZ06MwWHW43dHeHyznDnMepgNWgwzF5qIaEE8wez0TyGW0hBdSKvLgr+7cy3+n4eP4ocv9+C/3dimdElERFRGvOE4XNbCNqEdFXrotcot6puaTiKRyhT0JFyNzQh/JIFEKgODjrOmpF78r5PeZmwqhjoeHS57Qgg0OSswFOAkNBHRQnhCMeZBk+I+uKUJ715fh//zbBeODAaULoeIiMrIRCgOl7VwedBAdlGfy6pcPMX4TBxbQeM4Zu7lVTCChGgu2ISmN4mn0vCG42xCEwCgyWmGJxhHPJVWuhQioqLjCcVnl+MQKUUIgW+8twNumxFffPAgMyOJiKhglIjjALKTwUpNQo/PLEQsZBzH7DJG/ownlWMTmt6k2xNGRgLqKvnQTECTswISgJEAN+0SEc2XN6TMgxfRW1Wa9fj3P7oCE6E4Pn3/fkTiKaVLIiKiEpdMZzAZTRY8jgPI5kIrNwk904Qu4CBCjcI52ERzxSY0vUnXWHYpISehCchOQgPAEJcTEhHNm4dNaFKRjc0OfP/ezTgxMoU/2XkQyXRG6ZKIiKiE+cIJACi7JnRuGrlGgTgOT4jDY6Ru3JRDb3JqLASdRqBagR8UpD5Wow6OCj2GuJyQiGheookUwvFUQR9AiABg596BS/7+3Rsa8cjhYdzzH6/jfZsbIYTAvdtaClQdERGVi1w+sRJvyLttJvgicaTSGei0hZ29HA/GUFmhh0mvLdg9XVYjhMguxSZSMzah6U06R4OosRmh1QilSyGVaHRWcBKaiGiectM3zIQmtbmytQpTsSReOOWB1aTDLWtqlS6JiIhKUO61kFKT0JIE+CMJ1BT4lPd4MFbQpYQAoNdqUGU2MBOaVI9NaHqTrrEQmpwVSpdBKtJSZcaJkSA8wVjBf4ATERWr3EMA4zhIjW5eVYNwLIU/nJ6ATiMgxPyHDzg9TURElzIRzr0hr0AT2pqLp4gr0ISOF3QpYU42goRxHKRuzISmWf5IAp6QMn9hknotrbYAAPb1+RWuhIioeOSOQyrx4EV0OUII3LWxAZtbnHj+lAcvdXmULomIiEpMLo5DiUnoXByaErnQnmBMkZNwNXYTJ6FJ9diEplmnxoIAgLpKNqHpnAZHBQxaDfb1sglNRDRXucUwbEKTWmmEwPs2N2JjswPPnhzHK2cmlC6JiIhKyEQoDotBiwpD4bKRc3KT0IVuQmcy0sxgnwKNd5uRmdCkeozjoFmnRkMAgDpOQtN5tBqBlmozm9BERPMwEYpDpxFwmg1Kl0JF7nKLBhdDIwTev7kJ6YyEp4+PQafVYPuyatnuR0RE5cMbTigWS5a7r6fA8RT+aAKpjKTI6fIamxHecByZjAQNd3yRSnESmmadGgui2mKAzaRXuhRSmaXVFpwaCyEQTShdChFRUfCE4nBZjXwIINXTagQ+tKUZq+tseOLICA4PBpQuiYiISoB35rWQEkx6LewmXcEnoceD2aa3UpPQqYwEP5/ZScXYhKZZXWMhrKq3KV0GqVCrK5sLvb9vUuFKiIiKQ3YRDqM4qDhoNQL3bG1Bq8uC374xiK6xkNIlERFRkZsIK9eEBmYW9YUL24Se3QmixCT0zD0ZyUFqxiY0AQDSGQld4yGsrLUrXQqpUJMzlwvtU7oUIqKikF1KwyY0FQ+9VoOPXbUEdXYTdu7rR78vonRJRERUxLzhuGJxHABQYzMVvCF7bhJamTgOoPARJETzwSY0AQD6fRHEkhlOQtMF6bUabGx2MBeaiGiOlH7wIloIk16LT17TCrtJjwf29MFb4GPMRERUGhKpDALRZNlNQo/PNL3dCnzfNbaZSWj+7CYVYxOaAGD22OXqOk5C04VtW1aF4yNBhOMppUshIlK1VDoDXyQBt42Lfqn4WI06fPqaVmiEwC/29iOeSitdEhERFRlfJNsIddmUW9DsthnhCcYhSVLB7jkeiqHaYoBBV/hWW274odA52ETzwSY0AQA6x0LQCKC91qp0KaRSW1urkM5IONjPXGgiokvxhhOQJDCOg4qW02LAR7a2YCIUx8NvDBX0AZ6IiIqfN5RdjqfERHBOjc2I6WQakUTh3kz1BGOK5EEDQIVBC5tRB0+QcRykXjqlCyB1ODUaxFKXBSa9VulSSKU2tzih1Qjs6/Xj+hVupcshIlKt3AQKm9BUzNrcVty6rg5PHx/DK2e8b/vZv3PvwLyvee+2lnyVR0REKuYN5yahlY3jALKvy6zGwrS+xoNx1Cq4mNptNzKOg1SNk9AEAOgaDzGKgy7JYtRhXWMlc6GJiC4jtxCGmdBU7K5d7sK6xko8c2IM3Z6w0uUQEVGRyL0hr+QkdO51WCEng8eDMdQqGMdWY2MTmtSNTWhCJJ5Cvy+KlXVcSkiXtq21CocHA4glmQ9JRHQxuRf/Sh3HJMoXIQTev7kRbpsRv9o/gAj3QhAR0RyMBZV/Qz63qK9QywlT6Qy8YWUnoWtsptlhCCI1YhOacGosCABYxSY0XcbWpVVIpDM4MhhQuhQiItUanpyGViMYx0ElwajT4p6tLYglM/jd0RGlyyEioiIwEpiG22ZUNO7z3CR0YZrQvkgCGUnZIYQamxETocIuYySaDzahCUcGpwAAG5odCldCanfl0ioIAUZyEBFdQr8/igaHCXotX2ZRaaizm3DjSjeODE3h1GhQ6XKIiEjlhgPTaHBUKFqDo0IPvVYUbBJ6fGb6u1bJJrTdiFgygxBPLpFK8emIcHQogFq7UdG/LKk4VJr1WFlrw54en9KlEBGp1oAvgiVVFqXLIMqrG1a6UWc34dHDw5hOMJaLiIgubjgwjUaHsv0FjUbAZTXO5lPLbXxm4lrpOA6gcNPfRPPFJjThyNAUNjRxCprm5oaVbuzr9SMYSypdChGRKvX7o2ipNitdBlFe6TQavG9zI0KxFJ4+Pqp0OUREpFKSJGEkMI2GSmUnoYFsJEehFvWpYhJagWWMRPPBJnSZm5pOotcbYRQHzdmO1bVIZSS8fHpC6VKIiFRnajqJQDSJJVVsQlPpaXKacV27Cwf6J9HtCStdDhERqdBkNIlYMqN4HAdwLiO5EDzBGDQCqLYYCnK/C8n9bz4cmFasBqJLYRO6zB0byuZBdzRVKlwJFYvNLU44zHq80OlRuhQiItUZ9EcBAC1sQlOJunl1LaotBjx+ZATpDBcfERHRm43MNEAbnco3od0FbEKPB+NwWY3QKbgTpMFRASGAoUk2oUmd2IQuc0eGAgCAjkZOQtPcaDUCN62swYtdHj58EhG9Rb9vpgnNOA4qUXqtBretq4c3HMeBfi4qJiKiN8s1QBtVMAnttpngi8SRSGVkv9d4KKb4ni2DToM6uwmDk1FF6yC6GDahy9zRoQCWVptRadYrXQoVkZtX12AymsTBgUmlSyEiUpUBTkJTGVhdb8PSajOe7/QgnuSSQiIiOic3Ca2GOI4mZwUkCRidkn8yeDwYV7wJDWS/Z05Ck1qxCV3mjgxOMQ+a5u36FW7oNAK7OseVLoWISFUG/BFUWQywmfjmLpUuIQRuW1ePcDyFV7q9SpdDREQqMhKYhkmvgVMFg27NzuxQwKBf/qasJxhDrd0o+30up9lpxjCb0KRSbEKXMU8whrFgDB1NbELT/NhNemxbVoXnmQtNRPQm/b4op6CpLDRXmbGusRK7z3gRjCWVLoeIiFRiZGoajY4KCCGULgXNVdlpbLnjKRKpDHyRhGomoUenppFMyx9BsliSJOHxIyP41nOnsecs39QuB2xCl7EjM0sJN3ApIS3Azatq0e0Jo98XUboUIiLVGPBHsYR50FQm3rWmFqlMhsuKiYho1vDktCqiOACgzm6CTiNmF0fLxROKAQBqbMpPQjc5zchIwGggpnQpl9Q1FsI9P3wdX3rwEIKxJH53dBRnJ8JKl0UyYxO6jB0dCkCrEVjbwCY0zd+O1bUAgF188CQiApCdghkJTGMJJ6GpTFRbjdjWWo0D/X54gup+2CUiosIYDsRUsZQQAHRaDeodJgzKHE+R2wnS5FT+NWDTzPT3kIqXE/7w5bN493deQdd4CF9/7zr81a2r4LIZ8dC+AQSiCaXLIxmxCV3GDg8GsKLWhgqDVulSqAi1VJvRXmPF88yFJiICAAwHppGRsjEFROXiHatqoNNq8EIX35QmIip3sWQa3nBcNZPQQDYjWe5J6AFf9vpqOA03m4Ot0ib0RCiObz5zGjescOPFv7wRH922BCa9Fh/d1oJURsLOfQNIFUGUCC0Mm9BlSpIkHBueYhQHLcrNq2uxr9fPLEgiIpybgllSbVG4EqLCsRh1uKq1CseGpuANx5Uuh4iIFDQ2lT0Vo7Ym9JDMk9D9/ij0WqGK77u+0gStRsj+PS/UL17vRyKdwVdvXw2nxTD78RqbCe/f3IShyWk8cXRUwQpJTmxCl6kBfxSBaJJLCWlRdqyuQSoj4Q9dE0qXQkSkuIGZjHw1TMEQFdI1y13QagRePs3XA0RE5WwkkG18qiWOA8guJ/SG45hOpGW7x4AviianGVqN8ssYdVoN6uwmVTahY8k0fvF6P25eVYNlbuvbfn9dYyWub3djf5+f+dAlik3oMpVbStjBSWhahE0tTtTYjHjk0LDSpRARKa7fF4VRp4HbqvxSGqJCspn02LLUiUMDAWY5EhGVsSFVNqGzwwFyZiT3+yNoUVEcW5OzQvYIkoV4/PAIfJEEPnNt60U/5+bVNTDpNTjYP1nAyqhQ2IQuU0cHAzDqNFhZZ1O6FCpiWo3Ah69sxotdHlX+kCMiKqR+fxQtVWZoVDAFQ1Ro17W7IUHCK91epUshIiKFjASmIQRQW6meN+SbZM5IliQJ/b6oqk7CNVfJH0EyX5Ik4Sev9mJVnQ3b26ov+nl6rQbrGytxYiSIRIrZ0KVGp3QBpIwjQwGsbbBDr+X7EDQ3O/cOXPDjFXotIAEP7R/AV961qsBVERGpx6BfXQ8gRIXkNBuwsdmJA31+3LSyBlYjHzOIiMrNSGAabqsRRp1W6VJmNVdlp7IH/fI0ZQPRJEKxlOomocdDMcRTadX8Wbx21odTYyH88wc6IMSlBzY2Njuxv28SJ0amsKnFWaAKqRDYgSxDiVQmu5SwmXnQtHgOswEr62z41f4hvlNJRGVLkiQM+KOzRz6JytENK9xIpSW8ymloIqKyNBKIqWI53/myTXGNbCd3+1W4mLrJaYYkZf881OLHu3vhshpw14aGy37ukmoznGY9Dg0GClAZFRKb0GXo8GAAsWQGVy27+BEIovnY1loNbziOZ0+OKV0KEZEiJsJxRBNpLGETmsqY22bE2sZKvN7jk3UBFBERqdNwYBqNTnU1oYUQaHJWyBZP0a/CxdTNM38GcuZgz8fZiTBeOOXBR7ctgUl/+clsjRDY2OzEWU8YwelkASqkQmETugy92u2FRgBXtbIJTfnRXmtFk7MCv3z9wpEdRESlblCFUzBESrhxhRvxVAb7+/xKl0JERAUkSVK2Ca2ySWggm5EsVyb0gC97XVXFccwuY1RHLvTOvQMwaDX4o6uWzPlrNrU4ICEbJUulg03oMvTaWS/WNVai0qxXuhQqERohcO+2Fuzp8aHbE1a6HCKiguvPPYCoaAqGSAkNjgosc1vw2lkvUhnGdBERlQtfJIFEKoOGSpPSpbxNs9MsWxxHny+KWrtxThO+hVJnN0GnEbJ9z/MhSRKePTmGa9tdcNvmvrDSZTWi2VmBQwNsQpcSNqHLTDSRwqGBAK5ucyldCpWYD21phl4rLrrAkIiolPX7ohAiuwiGqNxdt9yFYCyFY0NTSpdCREQFMhLITt2qLRMayC4nDMZSmJIh2mHAH1HdSTitRqDBIV8EyXycHg9j0D+NHatr5/21m1qcGAvGMDql/PdB+cEmdJnZ1+tHKiPhmuWM4qD8clmNuHVdPX77xiBzIImo7Az6o6i3m1SzgZxISe21NrhtRuzu9kKSJKXLISKiAsg1odWWCQ1kJ6EByDIZ3O+LqnInSDYHW/lJ6F2d4wCAm1fXzPtrOxoroRWC09AlhE3oMvPaWR8MWg22LKlSuhQqQR+7agmCsRR+8mqv0qUQERVUvz/KKA6iGRohcO1yF0anYujxRpQuh4iICiA3davGTOgmZy4jOb9N2elEGp5QXFVLCXPkXMY4H8+dHMeGpkrU2ucf02I26rCyzoYjgwFk+KZ2SWATusy8dtaLTS0OVBg4qUX5t7W1Cretq8N3nj8zu6CBiKgc9PuiqlpIQ6S0jc0OWIw67D7jVboUIiIqgJFADGaDFpUV6ts91VyVbYznuyk74M/tBFFXHAeQnf72hOKIJZU7pewJxnB4MIB3rpl/FEfO+sZKhOIpVTTUafHYhC4jgWgCJ0aCuGY586BJPl+7cw10GoGvPX6cR3CJqCxEEyl4w3HV5QESKUmv1eCqZVXoGg/BE4wpXQ4REclsJDCNBkcFhBBKl/I2lRV62Iy6vMdx9Puyp31UGccx03gfDijXvH3+lAcAsGMRTej2WisEgK6xYJ6qIiXplC6ACmfPWR8kCbi6jXnQJJ/6ygr8xS0r8Q+/O4nfHx/DbevrlS6JiEhWfd6ZKRgVPoAQKWlbazX+0DWB3d1evG9zk9LlEBEVtbkugL93W4vMlVzYyNS0KpcSAoAQAk1VZgzKNAmtzjiOXATJNNrcVkVq2HVyHE3OCqystS34GmaDDi3VZnSNhfJYGSmFk9Bl5LWzPlgMWmxodihdCpW4T2xfgjX1dvzdEycQjqeULoeISFYnRqYAAKvr7QpXQqQuVqMOm1ucODwYQCiWVLocIiKS0UhgWpV50DnNzgpIPtGiAAAgAElEQVQZJqGjsJt0cJgNeb1uPsi5jHEuookUdnd7sWN17aKn41fV2jAyFcM4T1YVPTahy8irZ73Y2loFvZZ/7CQvnVaDr793HTyhOP7l2dNKl0NEJKujQ1OwGLRY5mIcB9FbXdvuQjojYU+PT+lSiIhIJrFkGt5wAo2O+S+fK5TmKjOGJqfzGhnZ74+qNo6txmaEXisUy1LefcaLeCqzqDzonBV12Unql7o8i74WKYvdyDIxNhVDz0QEV7cxD5oKY1OLEx/d1oKfvtaL374xpHQ5RESyOTo8hXWNldBo1JeBSKQ0l9WINQ127O3xI8LTUUREJSmXO1xfqe5J6OmZZnm+DPgiaFFhFAcAaDQCjY4KDE0qMwm9q3McNpMOW1urFn2tOrsJlRV6vHCKTehix0zoMvHa2exm8qnp5JyzpIgW66u3r0G/L4qv/PYIACCRylzy85XKLyMiWqhEKoPOkSA+ec1SpUshUq3r2904MRLEr/YP4tPXtipdDhER5Vm3JwwAWOZW51QwcH5GchRum3HR10ulMxianMa7VbwDqVmGHOy5SGckPN/pwU0ra/JyEl8IgZW1Nuw+40UilYFBx3naYsU/uTKxu9uLKosBdZXqPR5Dpcek1+I/P74F17S58JXfHsHB/kmlSyIiyqvT4yEk0hmsb6xUuhQi1WquMmNptRk/3t2LZPrSb0gTEVHx6RoLQQhgxSIW0MmteWaBdL6asiOBGFIZSZVLCXOanBUYVmAS+vDgJHyRBHbkIYojZ2WdDZFEGvv7/Hm7JhUem9BlIJ5KY9fJcdy4wg3NIgPhiebLpNfiR5/INqIfPjiEfb3+vOZwEREp6ehQdinhhiYu/SW6lOvb3RgOTOPJo6NKl0JERHl2aiyIJVVmWIzqPWzf5MxGheRrUV+/PwIAqs2EBrLT395wAuECx2G9cMoDrUbghhXuvF2zzW2FQadhJEeRU+/fEJQ3L56aQDCWwt2bGjGsUCg9lbdcI/rO7+7Go4eH0TUewt0bG2A36ed1nblEyTDSg4gK6ehQAA6zHs1V6s1AJFKDFXU2tNdY8R8v9+DujQ0QHIwgIioZp0ZDWFVnV7qMS7IYdai2GPKWkdzvy15HzZPQq2YW+nWOBnHl0sVnM8/VC6cmcMUSJyor5ve8fykGnQZXLavGi10e/O0da/J2XSosTkKXgccOD8NlNeCatmqlS6EyZtJr8Ymrl+Ld6+pwZjyEb+86g0MDk5yKJqKidnRoCusbK9lQI7oMjRD43PXL0DkaxCtnvEqXQ0REeTKdSKPXF8HKOvVGceQ0VZkxkKdJ6AF/FAadBrU29Uaerm3IxsWdGJ4q2D1Hp6bRORrEO1bV5P3aN610o2cign5fJO/XpsJgE7rETU0n8XynB3duaIAuD4HwRIuhEQLXtrvxpXe0o8ZmxG/eGMKPX+3FSIAT+kRUfGLJNLrGQ+hoYh400VzcvbEBtXYj/u2lbqVLISKiPDnjCUGSgNX16m9Cr6y14uRIMC+DUP2+CFqqzNBo1DuIUGs3otpiwImRYMHu+eKpCQCQpQmduyYjOYoXu5Il7vfHR5FIZ/CejY1Kl0I0y2Uz4nPXL8OdGxowNhXD91/sxm8ODGKYzWgiKiInR4NIZyR0MA+aaE6MOi2+cH0bXu/x47VuTkMTEZWCU6MhAFB9HAcAdDQ5MBlNYigPMaX9viiWVKk3igMAhBBY02AvbBO6y4NGRwXaa6x5v/aSaguWuS1sQhcxNqFL3KOHRtDqsnBKi1RHIwS2L6vGf79lJa5rd+PY8BRu+uZL+Offn0IollS6PCKiyzo6GAAA/owlmod7t7WgvtKE///ZLkZyERGVgM6xICr0WrSovCELnFskfWQosKjrJFIZ9HgjaJOh0Zpv6xorccYTQiKVkf1e8VQar3Z7cdMqt2xRdTevqsHeHn/Bly1SfrAJXcLGpmJ4vdfH5S+kaia9Freuq8OX37kC715Xh3976Sxu+uZL2Ll3AKm0/D8oiYgW6ujwFNw2I+rs6s0CJFIbk16LL93cjkMDAU4yERGVgK6xEFbU2VQdS5Gzss4Gg1aDo0OLy0g+ORpEIpXBpmb1n4Zb22BHMi3h9HhI9nvt7fEjmkjLEsWRc/PqWiTSGbxyekK2e5B82IQuYY8fGYYkgVEcVBScZgP+9Z5NeOxPrkGry4K/eeQYbv/ObrzR71e6NCKiCzo6NIUOLiUkmrcPXNGEJdVmfPPZ08hkOA1NRFSsJElC52gQq4tgKSEAGHQarG6w48jg4iahD/ZPAgA2tTjzUZasZpcTjsi/nPDFLg+MOg22L3PJdo8tS5yorNBjVyffyC5GbEKXsEcPjWBDswNLXRalSyGak517B3BiJIj3bGzEvVtbMB6M4QP/vgcf/o89+MnuXqXLIyKaFY6ncHYizDxoogXQazX48x3t6BwN4unjY0qXQ0RECzQRimMymsTKImlCA8CGpkocH55a1JugBwcm0VBpQl2l+k/DLakyw2rUFSQX+sVTHmxvq0aFQSvbPXRaDW5a6caLXR6k+UZ20WETukSdHg/h5GgQ79nYoHQpRPMmhMC6xkr82Y52bG+rxr5eP/5112l0jhZuoQIR0aUcH56CJDEPmmih7trQiPYaK/7luS4+RBIRFanOseJZSpizvrESkUQaPd7wgq9xaCCATUvUPwUNABqNwOp6m+xN6J6JMPp8UVmjOHJuXl0LfySBQwOTst+L8otN6BK1c+8AtBqBOzrYhKbiZdRpcUdHA+67oQ1mgw4/f70fTx8b5cMqESnu2EyW4Ho2oYkWRKsR+It3rsDZiQgefmNI6XKIiGgBusayjc1VxTQJPZPjfGRwYfEU48EYhgPTRZEHnbO2oRKdo0FZn6Nzex5uWil/E/qGlW7oNIKRHEWITegSNBKYxs69A/jgFU1w24xKl0O0aM1VZvzxjW3Y1lqFV7q9+MmrvQjFkkqXRURl7MhQAI2OCris/DlLtFC3rqvD5hYHvvF0J7zhuNLlEBHRPJ0aDaHOboLTYlC6lDlrc1thNmhxdGhhudC56dvNRTIJDQBrGuyIJtLo80Vku8dLXRNor7Giucos2z1y7CY9ti2rwvOd47Lfi/KLTegS9N0XugEAf3pzu8KVEOWPTqvB3Rsb8cErmjA0GcX3XuzGgD+qdFlEVKaODU8xioNokYQQ+Kf3dyAST+N/PXFS6XKIiGieOsdCRZUHDWRP4qxrrMSRoYVNQh8cCMCg1WBtQ/FEkORqlSuSIxRLYm+vDzcVIIoj5+ZVtTjjCaNfxsY65R+b0CWm3xfBbw4M4iNbm9HoqFC6HKK829TixH03tEGv1eDHu3twxhNSuiQiKjO93gj6fVFsWVqldClERa+91oYvvmM5njgygl0nOdFERFQskukMznrCWFVfXE1oILuc8ORoEIlUZt5fe7B/Eusa7TDq5Fu+l2/tNTYYtBqcGF5Y4/1ydnWOI5mWcMuaWlmufyE7VtfO3JuRHMWETegS8+3nz0CrEfiTm5YrXQqRbOorK/CF65eh2mLEz/b042QBNv0SEeU8dWwUAHDbujqFKyEqDffd0IZVdTZ89dHjCDJui4ioKPR6I0ikM1hdREsJc9Y3OZBIZXB6fH4DTYlUBseGp7CppXiiOADAoNNgRZ1Vtknoxw+PoNFRgc0F/N+lpdqMFbVWRnIUGZ3SBVD+dHtCePTQMD573TLU2E1Kl0NlZufegYLez2bS47PXteL+1/qwc18/PnhF8+ySCSIiOT15dBSbWhxo4Ikjorww6DT4p/d34L3/9ir+8elT+N/vXa90SUREdBmdo9mGZrHFcQDZSWgAODo0hXWNc49X6xwNIp7KFLTZmi9r6yvx7MkxSJIEIUTerjsZSeCVM1585rpWaDT5u+5c3Ly6Fv/5cg+mppOorNAX9N60MJyELiHf2nUGFXotvnD9MqVLISoIs0GHz1zTipYqC359YBAHZ5ZEEBHJpc8bwcnRIG5fX690KUQlZUOzA5+9bhl27h1gLAcRURHoGgtBpxFoc1uVLmXeWqrMcJj1815OeHB2KWHxDT+tbbRjMprE6FQsr9f9/YkxpDIS7uxoyOt152LH6hqkMhL+cHqi4PemhWETukQcGpjEk0dH8elrW1FtNSpdDlHBGPVafPLqpVjmtuDhN4Zmj8kTEcnhyVwUB5vQRHn35R0r0NFUiT998BAOD86vMUBERIV1aiyE5TVWGHTF11YSQmD9ApYTHhwIoL7ShPrK4jsNJ9dywieOjGCZy6LIosaNzU64rEY8eXSk4PemhSm+vy3obcLxFP78V4fR6KjA5zgFTWXIoNPgY1ctRXOVGX/20CG8eIrLCYhIHk8dG8XGZgeX/xLJoMKgxY8/cSXcNiM+ff9+9Hm58Z6ISK06R4NYVYRRHDkbmhw4PR7CdCI95685NDCJTS3FNwUNAKvq7BACODGSv+WEnmAMe3p8uGNDQ14jPuZKqxF4z8YGPN/pgS8cL/j9af7YhC4B//OxExj0R/GtD2+E3cQcHCpPBp0Gn9i+FCvrbLjvF29gz1mf0iURUYnp90VwYoRRHERyctuMuP9TV0KSJHzip/vg5UMlEZHqdHvCGJ2KYfOS4stGzuloqkQ6I+Hk6Nyasp5QDEOT00WZBw0AFqMOrS4Ljg/nbxL6qWOjkCTgzg7lXht/cEszUhkJjx3mNHQxYBO6yD1xZAQPHxzCF29ajq2tVUqXQ6SoCoMWP/v0NrRUmfHZB/ZjX69f6ZKIqISci+KoU7gSotK2zG3Fjz95JcamYvj0/fsxEWIjmohITZ6bye7fsbpW4UoWrqMpO9F8eHBuTeiD/dmYqE1F2oQGgM0tTuzr9SGemvv096U8cXQUq+psaK9VbiJ+ZZ0NHU2V+M0bQ4rVQHPHJnQRG5qM4m8eOYZNLQ586eZ2pcshUoUqiwG//Ow21Faa8Imf7MNrZ71Kl0REJeKpY6PY0OxAk9OsdClEJW9zixPfv3czusZCuPO7u/FGP5cPExGpxbMnx9DRVImGIo4nq6s0YXmNFY8cGoIkSZf9/EMDk9BrhSLZx/lye0c9grEUXj69+Gfkocko3uifxJ0bCr+Q8K0+eEUTOkeDOD6cv6gRkgeb0EVm594B7Nw7gJ/t6cNH/3MvEqkMbl5Vi18fGMLOvQNKl0ekCjV2E371+e1orqrAp366Hy/Pc1tu7v9nF/uHiMrPgC+K48NB3M4paKKC2bGmFv/1x1fDoNPgnh/uwc/29M2pUUBERPLxBGM4NBDALWuKdwo655NXL8Xx4SD29136jc5EKoMnjozgyqVVMOm1Baou/65d7oLTrMfjRxYfXfHk0ewJwbtU0IS+c0MDDFoNfstpaNVjE7oISZKERw4Oo98fxXs2NqLKYlC6JCLVcduMePBzV2GZ24rPPnAAL5waV7okIipis1Ec65gHTVRIaxsq8cQXr8V17W587bET+JOdBzE0GVW6LCKighkPxnBkMIBYMj8RCov1XGf2ueqWtcX/xvz7NzfBYdbjJ7t7L/l5Dx8cwshUDF+4oa1AlclDr9XgtvX12HVyHNFEasHXkSQJjxwaxsZmB5qrlD8h6DAb8M61tXjs8DASqYzS5dAlsAldhHZ1enBoMIAdq2uwobk4N7MSFUK11YgHP7cNK+ts+OwDB/DtXWeQznCCiojmJ55K48F9A6p5oU1UbirNevzo41vwlXetxPOdHrzjm3/A1588iUA0oXRpRESy8IRieOC1PnzoB3tw1Teex93ffxV//7uT+MbTnfjR7h7s6fEp9lzz7IlxLK02o73Gqsj986nCoMW9W1vw7MkxDPov/AZnKp3Bv73UjQ1Nlbi+3VXgCvPvrg0NmE6msavTs+BrvHDKg1NjIdy7rSWPlS3OB69owmQ0iec7OXymZjqlC6D5OdDnx4tdHmxZ4sRNK2uULodI9RxmAx78/FX420eP41u7TuO1s158+55NqKs0KV0aERWJB17rw4A/in94zzqlSyEqK2+NwHKaDfjzHSuw6+Q4fvRKL37+ej+ubnPhyqVVqKzQA8CCHojnG7WlpoduIiotiVQG33y2Cz96pQcZCVhRa8WXd6zAilobHjk0jIlQHKNT03jiyAgO9Plx94YGtFRbClZfKJbEa2e9+NQ1rRBCFOy+cvr49qX44cs9+OmrffjanWve9vuPHR7BoH8aX7tjbUl8z1uXVqHWbsQTR0YWFKUhSRK+8/wZNFdV4L2bGmWocGGua3ej1m7Eb94Ywm3rlTu5ONfXFOX6WoJN6CLyUpcHjx4eRnuNFXdvbCyJvwCJCsFq1OFbH96Ia5e78LePHcdt334Zf3fXWtzR0QCthv8/IqKL84Xj+O7z3bhxpRs3rHArXQ5R2aus0OP9VzThmnYXnjsxhhdPefBSlwer6uzYtqwK6YzEn+1EVJT6vBF86aFDODo0hY9sbcanrmnFilrb7O/7I9nTH5Ik4fhIEE8eHcEPXu7BFUucePe6elQY5M8qfqlrAsm0VBJ50Dl1lSbc3lGPXx8YxJff2Q6bST/7e+mMhO+/2I3V9XbsWF0aQ4AajcAdHQ34+Z5+TE0nZ9/EnauXTk/gyNAU/vF966HXqidcQasReN/mJvzw5R54gjHU2Dl0pkbq+S+GLun1Hh/u+8UbqLWbcO/WFr64JlqA91/RhCf+9Fo0OCrwZw8dxjv+z0v4xev9qslXIyL1+dau04gm0/jq7auVLoWIzlNnN+Fj25fiL29ZiWuXu9Hni+Cnr/Zh+zeex989fgL7ev3IMIKLiIrEY4eHccd3d6PPG8EP/ugKfON9HW9qQJ9PCIH1jZX48jtX4Pp2Fw4NTOIHL5/FZET+iKJnT47DZTVgU4tT9nsV0meubUU4nsKvD7x5sd1Tx0bR443gT9+xvKSGAO/a0IBEOoNnTozN6+skScK3d51Bo6MC79vcJFN1C/ehLc2QJAk/fLlH6VLoIjgJXQT29/nx6fv3o9lpxge3NMN4iW2s8z1OSFRu2txWPP7Fa/HcyTH8+x968NVHj+Nfd53GezY24tZ1ddhcYi+oFutyf6eU6zEiKg9dYyHs3DuAj121BMtrLvwgSETKqrIYcOu6OuxYXYOTo0EEokk8uG8A97/WB7fNiOvaXbiu3YVrlrtQY+NUFBGpiyRJ+JfnTuO7L3RjyxInvv2RTWh0VMzpa406LW5dV48VdTb84vV+/PsfzuLj25fIVms8lcaLpzy4o6O+5IbiOpocuHKpE/e/1ov3b25EZYUekgR874VuLK+x4tYSWMJ4vo6mSiypNuOJIyP40JbmOX/d7m4vDg8G8PX3roNBp76Z1laXBR+8ohkP7OnDx7cvRUs1d7moDZvQKvdG/yQ++ZN9qKs04Zef24ZdJxceHk9EWVqNwK3r6vGutXV4vcePH+/uxc/29ONHu3vhthnR6rJgfWMlWl0WaEroHW8imjtJkvD/PXkSVqMOf75jhdLlENFl6LQadDQ5cO+2FoTjKbxwyoNnZ+I6/uvgMACgvcaKjiYHNjRXoqPJgVV1NpguMdxBRCSndEbCVx89jgf3DeDDW5rx9feug24B8QbLXFbcd30bHtjTh/98pQebW5zYIUNcxus9foTjKdyytnSiOM73mWtbcd8vDmLj3z8HnUbAYdbDG07gXz+8EZoSa7oLIXBnRwP+7aVuTITicNuMl/2a3BR0faUJH7hCfVPQOX9xywo8fmQE//zMKXzv3s1Kl0NvwSa0ih0cyDaga+wmPPi5qzi9QZRnQghsb6vG9rZqhGJJvNg1gWeOj+G5k+PY1+uHzaTD+sZKbGx2oMnJd1GJyskzJ8bwyhkvvnr7ajgtBqXLIaI5Ov8Ez9VtLly1rBqjUzF0e8Lo80bw+xNjePhg9ri1QHaSusZmRI3dhFq7CXV2E1w2A3Qa9U14EVHpiCXT+POHDuP3J8bwxze24SvvWrmouIcauwn33dCGn+3px+d/fgD/8J51+Oi2/E5FP31sFGaDFle3ufJ6XbV419o63P+pK9HtCcMXScAbisNs0OKODuWW3Mnpro0N+N6L3Xjs8DA+e92yy37+nh4fDvRP4u/vXgujTr1v4NbaTfjc9cvwnefP4NPXTvKks8qwCa1Sz50cx58+eBC1dhN2fm4bahmqTiQrm0mPuzY04K4NDbj/1T6cGgvi6NAU9vX68dpZH5ZWW3DDCtdFs9mIqHS82u3Fnz10GGsb7Pj49qVKl0NEi6ARAo2OCjQ6KnDDCjckScLUdBJDk9MYC8bgCcXhCcbQNR5CLkJaKwRq7EYsqTaj1WVFq8sCq5GPTUSUH1PTSXzh5wfweo8ff3vHGnzm2ta8XNdm0uNz1y3Dy2cm8D8eOQ5vKIEv3ZyfLOMTI1P4zRtD+NCWppI9QSKEwI0ra3DjytJYQHg5K2ptuGpZFb75bBe2tlaho8lx0c8dnZrGV35zFHV207ziO5TyheuXYefeAfzvJzvxm/u2l1Sed7HjqykV+vmePvzPx09gfWMlfvzJK+GyXv5oBBHNzVxy0w267JHejiYHYsk03uifxO5uLx7Y0486uwn2Cj1uX18v67GsudTJPGai/Ntz1ofPPLAfrS4Lfv6ZbXPKu+M+BqLiIYSAw2yAw2zAusbK2Y+nMhl4QwmMBWMYm4phZGoaB/sDeL3HDyC7CHF9UyU6zvsaIqL5GglM45M/3YeeiQj+9cMb8Z5NjXm9vkGnwX987Ar89cPH8K1dpzERjuF/3bVuURnOqXQGf/XwUTjNevzVravyWC0p7Xv3bsZ7vv8qPvvAATz2xWtQX/n2PHJvOI6P/mgvgtNJPPj5q4riTQiLUYe/vGUF/t//OoZnTozh1nWlOc1ejNiEVpFMRsI/PXMK//GHHuxYXYPvfGQTzAb+ERH93/buPDyu+jr4+PfMjKTRvkteJO+7Hbwbs9qsYQtLwAFCCEuTlLRAkzZNk5K3SZPmaRb6tlleQgiLSdI4JaSklBDWAAaDMcbY4E22sbxhW5Il2dqlWc77x702wpaskaWZOyOdz/PM49HcOzPnXt+55/5+97d4KZjm56xJTnfeDfsOs3JbHXeteIcHX93J1y+bzuIJxV6HaIwZJGuqP5wI+NefO50iG4bDmGEj4PMxIj/IiPwguI28IlHlg8PtVB9qZeuBJp7fXMPzm2t4YUsNn5xXwSfnjSY3mOZt4MYMU7HeAE6mRhtbDjRx6yNraOuM8OjtizhrUnyGtUjz+7h32WmU5Kbz81d2Utfcyb3LZp/y+erB16rZ+EET9900j4IsuzYaSkpyMnjoloVc+7PX+dyja/ndHWd8pA7qSFuImx9aw/7D7fzqL07/yM3bZLdsfgUPv1bN9/60lXMml5JtPZqSgg12liT2NrTx6QdX8/NXdvKZxWP4+c0LrALamCTi9wnzxhRy9wWT+bdls6lt7uSGB1bzuUffoupgs9fhGWMGIBpVHlu7l9seWcOogiC/+fxi64VkjMHvE8YUZbFkSil/uWQiX/34VC6ZOYJQRPnmk5s441//zDf/ZyPv17V4HaoxJsm9sq2OZfe/gSA8dscZcauAPkpE+Pql0/mnK2bwwpZarvzpKjbtP9Lvz6k+1Mq/P7+Ni2eUc+msEXGI1Hht6ohcfnLjXLYcaOJLv13PmuoGXtlWxzMbD3Lr8jW8X9vCAzcvYOG4Iq9D7ZeA38e3rpzJnoY2vvCrtXSEIl6HZLCW0J5TVX6zxhmrJhxVPjl3NNNH5PFfb+31OjRjUlK8u8X7RLh2fgWXnzaSR1bt4r6XdvDx/1jJpbNGcPcFk5k+Mi+u32+MGVxbDzbxjSc2snZ3I/PHFnLRjHKe31zjdVjGDEmpPnRNQVY6504p5dOnj2H93sP88vVdrFizl0ff2M25U0q5/axxLJlSamNPGmOO6QhFuPfZKh58rZppI3J55LaFPQ55EC+3nz2eWaPzuWvFOq6573W++YkZfHrRmJjOU9Go8rXfv0t6wMd3rp5l57Yh7LxpZXzj8hl8+6nNPNftOjjgE3766XmcO6XUw+hO3VmTSvjBdbP5yu82cNeKd7jvpnmk+RPXFldVaWwLsbu+lZqmDlo6w8cev169m+KcdIqynceU8lzmjy1kUmlOXIf99JpVQntEVXlrVyM/enEbq3bUc/akEs6cWGzdW4xJEcE0P19cOpEbF1Xy0GvVLF+1iz9tPMjHZ5Zz3fxKzp5UQmZ6bONldYQiVB1sZuvBJj443EFtUwfr9jTS3hUhmOYnM91PZpqf/Mw0xhRlUVGYFdM4tQMViSp7G9rY29jG4bYQh9u6ONweIhJVsjMC5GQEeL+uhakjcjljQjGVRVlxj8mYwbK3oY1HVu3i0Td2kRcM8INrT+O6+RX81m4CG2NiMKeygDnXz+EfL5/Oijf38KvVu7n1kbeYVJbDbWeN4+o5o63rrzHD3NaDTsvSrQebuXnxWP7xsukxlw8G06LxRTx99zl8+bEN3PPERp7bVMOd5086acvW2uYOfvhMFW9WN/D9az9GeV4wgREbL9x21jjmjimgtTNCZrqPYJqfstwgpbmp3TvwuvkVtHaG+eaTm/jq4+/yb8tmx7WSt6UzTNXBZrbVNLO7vpWmjjDg9K7KccvQuRlpjMwPUt/axe76NupbOmntclpq5wYDzBtTyJIppVw0o3zIlbHtyijBQpEoT793gIdeq+bdfUfIz0zjO1fN5DOLx7JijRV8jUk1BVnp/N3FU/nc2RN4aFU1y1dV8+ymGoJpPs6eVMo5k0sozkknN5hGbjBAOKLsrm9lb0MbuxvaqDrYzPbaFiJRBUDEGZsrzS9kpQfoCEVoaO2iPRShzU1MPoFRBZnsrm/lvGllzB9bOGh3dPc2tPHytjpe217HG+/XH0uaAd/RiZzSCPiE1s4wDa1dVB1spt3t2lRRmMkZE4o5f1oZS6aW2pBCJumEI1Fe3FrLb0negeYAABsYSURBVN7cw8rtdQiwbH4lX7t0GoU2/rMx5hSU5GRw1wWT+cslE/nje/t56LVq7nliI9/94xauOG0k1y+sZN6YQmtBaMwARKJKU3uI1q4wbV3ONfEHh9vJCPhID/gIBvwJaaARq7rmTh56rZqHV1WTFwzwyK0LOW9amacxFedksPzWhTz0WjX3vbyDZfe/wfyxhdyxZCILxxWSG0zD7xOaO0I8sHInD75aTSgS5XNnj+dTCyo9jd0khogwd0yh12HExS1njqOlM8wPn61CgG9cMWPQ5n5RVXbUtvDCllpe2FLDut2NKJAXDDC+JJuxxdmMLc6iPC+Ir9u1QPfx6lWVXfVtrNvdyNt7GnlzZz3ffmoz335qM1PLc7lgehkXzShndkVByreSHlANgYhcAvwI8AMPqur3jlsu7vLLgDbgVlVdN5DvTFa9dS8MRaIcPNLBrvpWQpEob+1q5Eh7iAkl2fzL1bO4dl6FJ3dDjTGDKz8rjb+9aAp3njeJNdUNvLDlw8mLeiLue8pyMzhncgmj8jMZmR+kICu919mr2zrD7GlsY3e983h4VTU/X7mT3GCAcyeXcuakYk4fX8TE0pyYC7utnWHe3XeEV7bV8dLWWqpqnPGtRxdkctnHnFmExxVnkxsM9PiZNy6qZFtNC2+8f4g3dtbz3OYafvf2PjICPs6ZXMrHZ5azZEopZdZ6wnPDNWcfaulk5bY6Xq6q49XtdTS2hSjPy+Cu8ydz/cJKRhckrkusMWboSg/4uGZuBVfPGc26PY3811t7eerdAzy2dh8TSrK5YHoZS6eWsXBcUVJVlpnkM1zztaozEej2mhaqaprZWdfCvsZ29jW2s/9wO2G3wUZvgmk+irLSKcxOpygrnbK8DMrzgrR2hhPWK2H/4XYeWLmTFWv20BWJcuXsUfyfK2YkzTwTPp/w+XMn8JnFY3ls7V4eWLmTz/9y7bHlucEAkajS1hXhE7NH8XcXTWFcSbaHERszeP5q6US6wlF+8uftPLe5hs+fM4G/OGc8OadwfmjpDLNudyMvV9Xx4tYadte3ATBrdB7nTytj+sg8RuYHYy6TiwjjS7IZX5LNtfMrANhd3+pUbG+u4ecrd3Lfy+9TmpvBhdPLOG9qGadPKCY/M/UmRxbVk5/Me32jiB/YBlwE7APeAm5U1c3d1rkMuAsnQZ4O/EhVT+/rsxcsWKBr167tazVPhCNRGlq7aGjrOtY9vbEtxMtVdbR3hWkPRWjtjHCk3Vl2tEk9wISSbBaNL+LimeUsnVJ2wh2MVB8nz5jhItZZtlWVmqZOmjpCNHeEaGoPH5vkaOX2OgK+gRVCPzF7JKt2HOKlrXW8VFVLbXMnAMXZ6cwdU8iYoixG5DsX4HmZabR0hGnuCNPUEaK6rpUN+w6zraaZqDotnReNL+L8aWWcP62M8SXZiEif56Xj90U4EmVNdQPPba7h2U0HOXCkA4DpI/M4d0oJZ04sYeaoPM8vxkXkbVVd4GkQCRSvnJ1s+bqpI8T7tS2898ERNuw9wnsfHGZ7bQuqzu9iyZRSLpk1gvOnlRHopfeA5WJjTF9ivQ5o6Qzzx3f3878bDrCmuoGuSJTsdD/zxxUxbUQuU8pzmTYil1EFmeRnpp1wE7qv85GqooCq8/xTCyvxiZDmlyHT8try9dDL1+FIlP2HO6iub2V7TfOxSuftNc0fKTuX5mZQWZhJRWEWFYWZlOZmkJ0eICvDT1a6nz9vqaMzHKEzHKUzFOFwe4jGti4aW51/u1daVxRmMqU8l8nlOUwpy2ViWQ5ji7IoyEob0G8lGlU27W9i5fY6Xqmq4+09jQhwzdzRfHHpRCaU5gxkV50g1muUWM9RoUiUl7bWsrexnab2EEfaQ4SjUa5fMIaPVeQPJNRBM9jbnApsm3s3GNu8o7aZe5/dxjObDlKcnc7Vc0fzsdH5zBqdx/iSnI/kYlXlUEsXexpa2XWojc0HmnhrVwOb9jcRiSrpAR9nTizmwunlXDC9jJH5mXHZliNtIV6qquX5LTW8UlVHS2cYEZg1Kp8zJhYzt7KAqSNyGVuc3WuDtkSIJWcP5JbgImCHqu50v+y3wFXA5m7rXAX8Up2a7tUiUiAiI1X1wAC+95RFokooEiUcVcKRKB2hKO2hCO1dEdq6nIqZI+1ORdHhthD1rZ3Ut3RxqKWT+tYu6ls6aWwL9fr5fp+Q5Y7fWpCVxqiCfAqy0ijJyWBscRZ3LJmYwK01xnhNRBiRH2RE/omtgF9/v37An58bTOOSWSO5ZNbIY1143qpu4M3qBjbsO8zr7x86NoTH8Qqy0phdUcDFM0cwpzKfBeOKyAsO/E5qwO/jzEklnDmphG9+YsaxC/OV2+p4+LVqfv7KTgDK8zKYMdJJ9OV5GYzID1KWGyQ/M43sDD9Z6QGy0v0E/ELA5/M0mQ4RKZGzVZVIVAm7+borHCUUUTpCkWOTeLR2hmlsC3GopZNDzZ3UtXQ6w9vUt1Hf2nXss0py0jmtooBPnDaKJVNLmTUqP+W7rxljUktORoDrF47h+oVjaO0M8/r79bxcVcv6vYdZ/no9XeHosXVFIC+YRkFWGml+Hz6BpnZnSKxIVImoU34JR53z5NFzZXf/9OSmY8/9Pjk2tFdmmlNpl5URINcdjzIn6I5LGXQeR+d6OJp/M9P9BAN+MtJ8x4Y8SPP5CPiFNL+Tl/0idl4dfEmfr1WVqEI4GiUSVbrCTrm6MxyhIxR1Gl64jS8a27qoaeqktrmDuuZO9jW2s7eh7SPHbkmOMyHXsgWVTC7PYWp5LpPLcsnPOvl16cEjnb0ui6rS0NpFTVMHI/KCbiV3C69uryMU+fC7c4MBp5t8bpDinHRKcjIoyk4nM91PRsBPRsCHT4SOUIQOd/vqmp3rjj0Nbeyqb6XZHbpu1ug87lgygRsXjaGiMDXGcE3z+7h45givwzAmoSaV5XL/zfN5Z08j//HCdn69ejedbj4OpvnITHNGKlCg060zPCo94GNOZQF/tXQiC8cVMX9sYUJ6WuRnpXH13NFcPXc0neEI6/cc5o2d9bzxfj3LV+3igciH8U8pz6WyMIsR+UFG5gePNUjLDQbICzp5Pt3N6+l+55HIXD6QvTUa6D6I8T6cO7F9rTMaiHuC/L/PVXH/yp3HkmSkj+47PcnPTHOSUXYGk0pzWDyhiOLsDEpy0inKzqAgy7lQLMxK57lNNUOq1YExJrV078LzqYXOuG2qSnNnmJojHTR1hI6NS50XTCMr3R/385WIMGt0PrNG5/NXSyfR0hnm3X2H2by/ic37m9i0v4nVOxs+kth7/yzISvOz6duXxDXmISxpc3bVwWYu//GrRFTpb+esYJqPkpwMKguzuHhmOeOKsxlXks3HRuf3qwucMcbEW3ZGgItmlHPRjHLAaQ26q76NbTXN1DZ10HB0AuA2pyViNAp7GtpQnN5K/m6PgPvw+3w4nToEn8DsygKiUSXkNrgJRaLH5pRo74rQ2hWhpSNEbXMHzR1hWjrCtHSF+33uPZ5PwCeCiJP7BfjxjXP5uFVunYqkzdcAl/7oVbYcaOrXe9L8cmxys+kjc7l01gjGuWOkTirLoTgOveN8IpTkZFCSk/GR1oahSJTd9a3srGtlj3sDe09DGweOdLBx/xHqW7r6HPYjzS9UFmZRWZTFnMoC5o0t4OxJpSk/eZsxw83cMYU8evsiwpEoO+paeG/fEbYebKYrHOVoESLN76OyMJOxJdmMLcqiojDL8yG1MgJ+Tp9QzOkTivnShdARirC9poUtB5vYesCZEHHLgSb+vLU2pnL2xTPKeeCzietwNJBK6J5KdsefsWNZx1lR5AvAF9w/W0SkagCxJaWb+rd6CXAoLoEYsP0bb0N6//bztxwvJTclwT5O9L6Q7wzaR40dtE9KDYOWs5MtX7tfnsrnHIvdG6kae6rGDUMo9iS5DoiVJ/v9ku8OyseUYPkahkC+3hGfj43p2I7H7zVO2xMLz7bZQ7bNvbBtTm03Jcl10S+AX9wyaB/XZ84eSCX0PqD7NKkVwP5TWAcAVX0AeGAA8QwpIrJ2OI1/lmi2f+PL9m/82T42/TRoOTsZ83Uq/x4sdm+kauypGjdY7F4ZArGP8zqOBBvS+XowpfKxfapsm4cH2+bhYThuM8BA2pG/BUwWkfEikg7cADx53DpPAp8Vx2LgiFfjQRtjjDHDmOVsY4wxJvlZvjbGGDNknXJLaFUNi8idwLOAH3hYVTeJyB3u8vuBp3Fm7d0BtAG3DTxkY4wxxvSH5WxjjDEm+Vm+NsYYM5QNaBpHVX0aJwl2f+3+bs8V+OuBfMcwNmS7TiUJ27/xZfs3/mwfm34Z4jk7lX8PFrs3UjX2VI0bLHavWOwpZojn68E0HI8P2+bhwbZ5eBiO24zoQKdDNsYYY4wxxhhjjDHGGGN6MZAxoY0xxhhjjDHGGGOMMcaYk7JK6CQgIstEZJOIREWk19kxReQSEakSkR0i8rVExpjqRKRIRJ4Xke3uv4W9rLdLRN4TkfUisjbRcaaavo5Jd8KUH7vL3xWReV7Emcpi2MdLReSIe8yuF5F/8iJOY7wiIl92c+hGEVkhIkGvY4qFiPyNG/MmEfmS1/H0RUQeFpFaEdnY7bWYcquXeok7pusur/US+w9FZKubU58QkQIvY+xNL7F/x417vYg8JyKjvIyxNz3F3m3ZV0RERaTEi9j60st+/5aIfNDtOuEyL2PsTW/7XUTucq+DNonID7yKzyQHEQmKyBoR2eAeE//sdUyJIiJ+EXlHRJ7yOpZEGY5lcxEpEJHH3Vy/RUTO8DqmeBKRqd3y03oRaUqF6+KBStXyy2CwSujksBH4JLCytxVExA/8P+BSYAZwo4jMSEx4Q8LXgBdVdTLwovt3b85T1TmqmrQF02QQ4zF5KTDZfXwB+FlCg0xx/fjdv+oes3NU9dsJDdIYD4nIaOBuYIGqzsKZxOkGb6Pqm4jMAj4PLAJmA1eIyGRvo+rTcuCS417rT271ynJOjLvP664ksZwTY38emKWqpwHbgK8nOqgYLefE2H+oqqep6hzgKSBZb5ou58TYEZFK4CJgT6ID6ofl9BA78O/drhOe7mF5MljOcbGLyHnAVcBpqjoTuNeDuExy6QTOV9XZwBzgEhFZ7HFMifI3wBavg/DAcCub/wh4RlWn4VwjDun/c1WtOpqfgPk4k60+4XFYcZWq5ZfBYpXQSUBVt6hqVR+rLQJ2qOpOVe0CfotzUWZicxXwqPv8UeBqD2MZKmI5Jq8CfqmO1UCBiIxMdKApzH73xvQtAGSKSADIAvZ7HE8spgOrVbVNVcPAK8A1Hsd0Uqq6Emg47uWkz609xR3jdZfneon9OfeYAVgNVCQ8sBj0EntTtz+zgaScmKaXYx3g34GvkqRxw0ljT3q9xP5F4Huq2umuU5vwwExSccsULe6fae4jaX+Tg0VEKoDLgQe9jsXEj4jkAecCDwGoapeqHvY2qoS6AHhfVXd7HUgCpGL5ZVBYJXTqGA3s7fb3Pvc1E5tyVT0A4P5b1st6CjwnIm+LyBcSFl1qiuWYtON2YGLdf2e43RL/JCIzExOaMd5T1Q9wWsbtAQ4AR1T1OW+jislG4FwRKRaRLOAyoNLjmE5FrLnVxMftwJ+8DqI/ROS7IrIXuInkbQl9AhG5EvhAVTd4HcsputMdCuXhZBw25ySmAOeIyJsi8oqILPQ6IOM9d1iK9UAt8Lyqvul1TAnwHzg3waJeB5Jgw61sPgGoAx5xh155UESyvQ4qgW4AVngdRLylcPllUFgldIKIyAvueC/HP2Jt1Sg9vDbk7/r2xyDsY4CzVHUezvAHfy0i58Yp3KEglmPSjtuBiWX/rQPGut0SfwL8Ie5RGZMk3MqUq4DxwCggW0Q+421UfVPVLcD3cYZWeAbYAIRP+iZjuhGRe3COmf/0Opb+UNV7VLUSJ+47vY4nFu6NontIoUrz4/wMmIgzdMEB4N+8DadfAkAhsBj4e+AxEenp2sgMI6oacbvuVwCL3CGuhiwRuQKoVdW3vY7FA8OtbB4A5gE/U9W5QCvJOdTZoBORdOBK4HdexxJvqVp+GSxWCZ0gqnqhqs7q4fE/MX7EPj7aSqqCYdRkPxZ97OOao8NAuP/22J1PVfe7/9bijEW0KFHxp6BYjkk7bgemz/2nqk1HuyW64zymJeuEScbEwYVAtarWqWoI+G/gTI9jiomqPqSq81T1XJwu6Nu9jukUxJRbzeASkVuAK4CbVDVVb+z+BrjW6yBiNBGnoLhBRHbh5OJ1IjLC06hipKo1bqVdFPgFqXVtuw/4b3cIhjU4rUDtGscA4A5T8DI9j4M+lJwFXOmef34LnC8iv/Y2pMQYhmXzfcC+bq37H8eplB4OLgXWqWqN14EkQMqWXwaDVUKnjreAySIy3r1LdAPwpMcxpZIngVvc57cAJ1T+i0i2iOQefQ5cjNNl2vQslmPySeCz4liM09XkQKIDTWF97mMRGXG0VZCILMI5r9cnPFJjvLEHWCwiWe7v4AJSZAIXESlz/x2DM0leKnY/7DO3msElIpcA/wBcqaptXsfTH8dNvnklsNWrWPpDVd9T1TJVHaeq43AqCeap6kGPQ4vJcXNxXENqXdv+ATgfQESmAOnAIU8jMp4SkVIRKXCfZ+JU5qTEueRUqerXVbXCPf/cAPxZVYd8q8nhWDZ388peEZnqvnQBsNnDkBLpRlLzWvhUpGz5ZTAEvA7AgIhcg9ONvhT4o4isV9WPi8go4EFVvUxVwyJyJ/AszuyZD6vqJg/DTjXfw+nC9xc4P/plAN33MVAOPOHW5wWA36jqMx7Fm/R6OyZF5A53+f3A0zhjne7Amen2Nq/iTUUx7uPrgC+KSBhoB25I4ZZxxvSLqr4pIo/jDEsTBt4BHvA2qpj9XkSKgRDw16ra6HVAJyMiK4ClQImI7AO+SS+5NZn0EncDPVx3eRdlz3qJ/etABvC8e72yWlXv8CzIXvQS+2VuwToK7AaSLm7oOXZVfcjbqGLTy35fKiJzcIbz2gX8pWcBnkQvsT8MPCwiG4Eu4Ba7xhn2RgKPiogfp+HFY6r6lMcxmfgYrmXzu4D/dBsg7WQYlJ/dYa8uIknz02BL8fLLgInlcWOMMcYYY4wxxhhjjDHxYsNxGGOMMcYYY4wxxhhjjIkbq4Q2xhhjjDHGGGOMMcYYEzdWCW2MMcYYY4wxxhhjjDEmbqwS2hhjjDHGGGOMMcYYY0zcWCW0McYYY4wxxhhjjDHGmLixSmhjkoyI3CoiPx3oOj2850sikjWw6IwxxhjTnYjsEpGSU3jfchG5rh/rjxORjf39HmOMMcacmu65V0QWiMiP3edLReRMb6MzJvVYJbQxw8eXAKuENsYYY4wxxhhj+kFV16rq3e6fSwGrhDamn6wS2pgEEJFsEfmjiGwQkY0icn33llPuXdWXe3jfchG5X0ReFZFtInJFt8WjROQZEdkuIj/o9p6fichaEdkkIv/svnY3MAp4SURecl+7WETeEJF1IvI7EclxX/+eiGwWkXdF5N747RVjjDEmtYjIH0TkbTfHfqGH5Z918+cGEfmV+9pYEXnRff1FERnT7S3nisjrIrLzaKtocfzQvV54T0SuT9DmGWOMMUOGiNwjIlUi8oKIrBCRr4jIyyKywF1eIiK73Ofj3DL3OvdxQgWz2/r5KREZB9wBfFlE1ovIOSJSLSJp7np5blk/LWEba0yKCHgdgDHDxCXAflW9HEBE8oHvx/jeccASYCJOJfIk9/U5wFygE6gSkZ+o6l7gHlVtEBE/8KKInKaqPxaRvwXOU9VDbuX3N4ALVbVVRP4B+Ft3iI9rgGmqqiJSMChbb4wxxgwNt7s5NhN4S0R+f3SBiMwE7gHOcnNtkbvop8AvVfVREbkd+DFwtbtsJHA2MA14Engc+CROjp8NlLjfszIB22aMMcYMCSIyH7gBp7wcANYBb5/kLbXARaraISKTgRXAgp5WVNVdInI/0KKq97rf9zJwOfAH93t/r6qhQdocY4YMawltTGK8B1woIt8XkXNU9Ug/3vuYqkZVdTuwE6egCvCiqh5R1Q5gMzDWff1TIrIOeAeYCczo4TMXu6+vEpH1wC3u+5uADuBBEfkk0Na/zTTGGGOGtLtFZAOwGqgEJndbdj7wuKoeAlDVBvf1M4DfuM9/hVPpfNQf3By/GSh3XzsbWKGqEVWtAV4BFsZla4wxxpih6RzgCVVtU9UmnBu9J5MG/EJE3gN+R89l6JN5ELjNfX4b8Eg/32/MsGAtoY1JAFXd5t6NvQz4VxF5Dgjz4Y2g4Mne3svfnd1eiwABERkPfAVYqKqNIrK8l88W4HlVvfGEBSKLgAtw7uDeiVOoNsYYY4Y1EVkKXAicoaptbqun7jlWODFn96T7Ot1zuRz3rzHGGGNOXU85ubcy+JeBGpxeSD6chlmxf5HqKndIjyWAX1VtImFjemAtoY1JABEZBbSp6q+Be4F5wC5gvrvKtSd5+zIR8YnIRGACUHWSdfOAVuCIiJQDl3Zb1gzkus9XA2cdHdpDRLJEZIo7LnS+qj6NM5HhnH5spjHGGDOU5QONbgX0NJxeRd29iNMbqRig23Acr+Pc2AW4CXitj+9ZCVwvIn4RKQXOBdYMxgYYY4wxw8RK4BoRyRSRXOAT7uu7+LAMfl239fOBA6oaBW4G/H18fvey9VG/xBnGw1pBG9MLawltTGJ8DPihiESBEPBFIBN4SET+EXjzJO+twumKWw7c4Y5T1eOKqrpBRN4BNuEM3bGq2+IHgD+JyAFVPU9EbgVWiEiGu/wbOMn0f0QkiNMS68untLXGGGPM0PMMcIeIvIuTm1d3X6iqm0Tku8ArIhLBGRbrVuBu4GER+Xugjg+76/bmCZwhPDbgtOL6qqoedCdCMsYYY0wfVHWdiPwXsB7YDbzqLroXeExEbgb+3O0t9wG/F5FlwEs4DbtO5n+Bx0XkKuAuVX0V+E/gX3Aqoo0xPRDVWHoNGmO84A6n8ZSqPu51LMYYY4wxxhhjTKoRkW/RbSLBOH3HdcBVqnpzvL7DmFRnLaGNMcYYY4wxxhhjjDkFIvITnKEwL/M6FmOSmbWENsYYY4wxxhhjjDHGGBM3NjGhMcYYY4wxxhhjjDHGmLixSmhjjDHGGGOMMcYYY4wxcWOV0MYYY4wxxhhjjDHGGGPixiqhjTHGGGOMMcYYY4wxxsSNVUIbY4wxxhhjjDHGGGOMiRurhDbGGGOMMcYYY4wxxhgTN/8f9Be9qmNHBoYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1800x3960 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = ['residual sugar', 'chlorides', 'free sulfur dioxide', 'total sulfur dioxide', 'sulphates']\n",
    "\n",
    "for col in cols:\n",
    "    data[col] = np.log(data[col])\n",
    "    \n",
    "plt.figure(figsize = (25,55))\n",
    "for i in range(1, len(cols_name)+1):\n",
    "    plt.subplot(4, 3, i)\n",
    "    sns.distplot(data[cols_name[i-1]])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Now features look Normally Distributed ...!!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "fixed acidity            96\n",
       "volatile acidity        143\n",
       "citric acid              80\n",
       "residual sugar           91\n",
       "chlorides               153\n",
       "free sulfur dioxide      60\n",
       "total sulfur dioxide    144\n",
       "density                 436\n",
       "pH                       89\n",
       "sulphates                96\n",
       "alcohol                  65\n",
       "quality                   6\n",
       "dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- There is no categorical feature present except 'quality' which contains 6 diff categories\n",
    "- So there are total 6 diffeerent qualities of wine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "240"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Some interesting conclusion to be noted that\n",
    "# Although there are a total of 240 duplicate rows, \n",
    "# we will not be removing them.\n",
    "# This is because we are assuming that this survey was made by different unique wine tasters who may have given same ratings.\n",
    "\n",
    "data.duplicated().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Check for Data Imbalance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5    681\n",
      "6    638\n",
      "7    199\n",
      "4     53\n",
      "8     18\n",
      "3     10\n",
      "Name: quality, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x212e172aa00>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(data['quality'].value_counts())\n",
    "sns.countplot('quality', data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- majority of ratings belongs to 2 class - 5 & 6\n",
    "- We can see there is data imbalance present\n",
    "- So we have to handle it later"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Check for Outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x3960 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (25,55))\n",
    "for i in range(1, len(cols_name)+1):\n",
    "    plt.subplot(4, 3, i)\n",
    "    sns.boxplot(data[cols_name[i-1]])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Except citric acid almost all columns contains lot of outlier\n",
    "- So we have to handle it too"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bivariate Analysis\n",
    "\n",
    "## Let's try to plot corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x212e151a070>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15,15))\n",
    "sns.heatmap(data.corr(), annot=True, cmap= 'PuBuGn')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- We can see that No pair of columns is highly correlated with other\n",
    "\n",
    "- By seeing Corr with target attribute\n",
    "- Alcohol, Sulphates, Volatile acidity have the highest correlations among all other features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "quality                 1.000000\n",
       "alcohol                 0.476166\n",
       "sulphates               0.308642\n",
       "citric acid             0.226373\n",
       "fixed acidity           0.124052\n",
       "residual sugar          0.023533\n",
       "free sulfur dioxide    -0.050087\n",
       "pH                     -0.057731\n",
       "total sulfur dioxide   -0.170143\n",
       "density                -0.174919\n",
       "chlorides              -0.176140\n",
       "volatile acidity       -0.390558\n",
       "Name: quality, dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.corr()['quality'].sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's Perform Feature Selection\n",
    "\n",
    "- Since Some Columns have very less Corr with target attributes, It's better to drop those columns\n",
    "- 'residual sugar', 'free sulfur dioxide', 'pH'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1599, 8)\n",
      "(1599,)\n"
     ]
    }
   ],
   "source": [
    "X = data.drop(columns=['residual sugar', 'free sulfur dioxide', 'pH', 'quality'], axis=1)\n",
    "y = data['quality']\n",
    "\n",
    "print(X.shape)\n",
    "print(y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X.values, y, test_size = 0.2, random_state = 42, stratify=y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Forest Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy on Test Data: 68.125%\n"
     ]
    },
    {
     "data": {
      "image/png": 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MPAD9BmxnyaJc6urSCTWm8dnHeQz/znrP4qnemMXyhV0B2LkjnTXLu9CzcJdn8fjtPfNbPJFC7n0Z2lpao6pzgJeB+cBnOPloAnAfcIqILANOcR/HJakJTkT6AmcAE5NZDkDPfevZVJ61+3FlRSb5RfXJLjZl4gFY/WU3Dj68mm7dd9GpUyPFwzdSUOiHGgEU9q3jW0NrWbJgH89i8Nt75rd4wpxe1PSolraPpXeo6oGqerCqXqKqdapapaojVHWw+7M63liTfQ7uQeBmoNvedhCR0cBogM5kx12QtPDHQjXuw7Wb3+IBWLO6Gy8/9y3u/vNsvqrNYOXy7jQ2en/JTefsRm4bv5wn7uxH7XbvLuL223vmt3h2x2BTloOInAlsVNV5IlKyt/3cLuMJAN0lL+63r7Iik4Lee5o3+UX1VK3PjPdw7ea3eMJKX+9P6ev9Abj06i+o2tjZ03jSM0L8Zvxy3vlHT96fludpLH57z/wWT6RUuW1gMpuoxwNni8gqYBJwsog8l6zClizIps/AXRT2qyMjM0TJqBpml+Ykq7iUiycsp0cdAAWFOzmupIJ/v+XlTWyUMX9YRdnyLrwy0dveU/Dfe+a3eMLCvaiJuFQr2ZJWg1PVW4BbANwa3C9UNaFjXCKFGoVHb+3DuOdXkJYOpZPyWL3Uu9qJ3+IJ+/W4eXTP2UVDg/D4/YewfVtW209KkqHF2xn5gypWLu7Co1MXAvD0H/vy0Tu5nsTjt/fMb/FESpUJL0U7oFEfkeDObG2/7pKnx8qIpMeTyjL26+d1CE347raB9d71wqaCOTqDrVrdrqpVjwN76cl//WFU+75y/OPz9jbQtyN0yEBfVZ0JzOyIsowxyeeH5mc0AnUlgzEm+WzCS2NMoFmCM8YEko2DM8YEWqqMg7MEZ4yJiSo0RDeZpecswRljYmZNVGNMINk5OGNMoKklOGNMUFkngzEmkFTtHJwxJrCERutFNcYElZ2DM0nxxgevex1CE8eO/anXITTR44V5XofwNUGb4cSuRTXGBJf6Y+r0aFiCM8bEzHpRjTGBpNbJYIwJMmuiGmMCy3pRjTGBpGoJzhgTYDZMxBgTWHYOzhgTSIoQsl5UY0xQpUgFzhKcMSZG1slgjAm0FKnCWYIzxsQs5WtwIvIwreRpVb0uKRG1Q3HJVq6+q5z0NOXNF/KY/EjhNzKeP43px5y3u5Ob38CEd5YAsHVzOuOuHsCGtVkU9t3FrU+soltuI198nM1Dv+wHOG/2JTet5/jTtyQttqyMBsZfNYWsjBDpaSH+9dkgnnz7aE4+5EuuHDmXAQWbueLR7/PFul5Ji2Fv8ovq+OUDK+lRUI+GYOrzBUx5at8OjyOS3z7T4M4mEkrxBAfMbe/BRWQVsA1oBBpUtbi9x9ybtDTlmnHruOWCQVRWZPLw1GXMnp5D2bLOySrSt/Gcen41Z19RyR+v77973eRHenHEf23j/Gs38uLDvXjxkV785LYKBgzZySPTlpCeAVUbMvjpyCEMO2UL6Umq2+9qSOeaJ89m565M0tMamXD1FD5Y0p8V6/P41bOnMfb7/05OwVEINQpP3t2P5Qu70qVrIw//cxEfv5dD2bIunsTjt8/0bgokqAYnIrnAROBg98g/ApYALwIDgFXAeaq6OZ7j77WvV1WfiVyAl5s9jtZJqnp4MpMbwJAjailflcX6sk401Kcxc0ouw09LXk3Ez/EcMmwH3Xo0Nln3wfQcRp5XDcDI86r5YFoOAJ2zdXcyq69LQ5L+h1nYuSsTgIz0EBnpIRRYtakHZZW5yS68VdUbs1i+sCsAO3eks2Z5F3oWejeXm98+05FUo1ui8BAwTVUPBA4DFgNjgRmqOhiY4T6OS5uDWURkuIh87haMiBwmIo/FW2Cy9Ny3nk3lWbsfV1Zkkl9Ub/G4Nldm0rOwAYCehQ3UVO2pon0xP5srS4Zw1clDuO73a5NWewtLkxDPXvcS0257hg+X9WXRGu+bXc0V9q3jW0NrWbJgH89i8NtnqAmNcmmFiHQHTgT+AqCqu1S1BhgFhCtRzwDnxBtmNKP1HgROA6rcID5xg4qGAqUiMk9ERre0g4iMFpG5IjK3nrooD9vScVoo3MOeHr/F05oDj6zlyZlLePjNpUx6uBe7vkpuNS6kaVzy53M5695LGNpvI4MKq5NaXqw6Zzdy2/jlPHFnP2q3p3sWh38/Q4JqdAuQH/5+u0tkHhgEbAKeEpGPRWSiiHQFClW1AsD9GfcJ2aiGI6vqmmarGlvc8euOV9UjgdOBa0Tka4lRVSeoarGqFmfSKcrDfl1lRSYFvfc0J/KL6qlanxn38drLb/H0yK+naoNTNavakEFuz4av7dN/cB2ds0OsWtIx53i2f9WJeSt6M/yAsg4pLxrpGSF+M3457/yjJ+9Py/M0Fr99hpqIvgZXGf5+u8uEiKNkAEcCj6vqEcAO2tEcbUk0CW6NiBwHqIhkicgvcJurbVHVcvfnRuBV4Ji4I23DkgXZ9Bm4i8J+dWRkhigZVcPs0pxkFZdy8Qw7dStvT3a+sG9Pztt9Lmd9WRaNbq7bsDaTtV92prBv8s475XbdyT6dnZp6p4wGjtl/Las29UhaebFRxvxhFWXLu/DKRG97T8F/n6HdFDQkUS1tWAusVdU57uOXcRLeBhEpAnB/bow31GjOtlyNcyKwD7AOmA5c09aT3Kpmmqpuc38/Fbgz3kDbEmoUHr21D+OeX0FaOpROymP1Uu96m7yM596f7senH+zDluoMLjrqIC65aT3n/3wD91w9gGmTetKrjzNMBGDhh1158ZGBZGQ4vXbXjltLTs9oK+ixy+9Wy+3n/Ys0UdJEmfHZt3j/i/34ztCV/OLs98jtupMHLn+TpRU9uf6vZyYtjpYMLd7OyB9UsXJxFx6duhCAp//Yl4/e8abzw2+f6abafxpDVdeLyBoRGaKqS4ARwOfuchlwn/tzStxRapIa9SIyCKfWBk4ifV5V72ntOd0lT4+VEUmJJyimly/wOoQm7K5abfPTXbXm6Ay2anW7slOngX216LfXRrXv6svHzmttBIWIHI4zTCQLWAFcgdOynAz0B8qAc1U1rhO1bdbg3ET1EDAMp1X9ATBGVVe09jx3+2HxBGWM8bkE1YtUdQHQUgJMSE0nmnNwz+Nk0yKgN/AS8EIiCjfGpKDwQN9oFo9Fk+BEVZ9V1QZ3eY6UudTWGJMMCRzom1StXYsa7iN/R0TGApNwEtv5wBsdEJsxxq8CcC3qPJyEFv6fXBWxTYG7khWUMcbfxAe1s2jsNcGp6sCODMQYkyKiuAzLL6K66lBEDgYOAnYPwlHV/0tWUMYYP/NHB0I0ohkmcgdQgpPgpuJcdvUeYAnOmG+qFKnBRdOL+kOcMSnrVfUKnLFt8V80aoxJfaEoF49F00TdqaohEWlwpzfZiDMLgDHmmyiBE14mWzQJbq476+aTOD2r24EPkxqVMcbXUr4XNUxVf+b+Ol5EpgHdVfXT5IZljPG1VE9wInJka9tUdX5yQjLGmMRorQb3p1a2KXBygmMxURh+09Veh9DEQ/c84nUITdz5+kivQ/iaxs3+mU0kUVK+iaqqJ3VkIMaYFKEE4lItY4xpWarX4IwxZm9SvolqjDF7lSIJLpr7ooqIXCwit7uP+4tI0m4eY4xJAQm4L2pHiOZSrceA4cCF7uNtwKNJi8gY42ui0S9ei6aJeqyqHikiHwOo6mYRyWrrScaYAAtQL2q9iKTjVjhFpABfXEZrjPGKH2pn0YimifpnnNv/9RKRe3CmShqX1KiMMf6WIufgorkW9W8iMg9nyiQBzlHVqO5sb4wJIJ+cX4tGNBNe9gdqgdcj16lqWTIDM8b4WFASHM4dtMI3n+kMDASWAEOTGJcxxsckRc7CR9NEPSTysTvLyFV72d0YY3wj5isZVHW+iBydjGDaq7hkK1ffVU56mvLmC3lMfqTwGx9Pr9zt3H7hO/TsVktIhSmzv83kWYewf1EVN//wXbI7NVBRvQ93/G0EtXUdM/rng6d6Mf/FfFThqPMrGf6jjbu3vf9kIaX39uXmuQvomtfYIfFEeqr0A3buyKAxBKEG4frzizs8hkh++Ay1KChNVBG5MeJhGnAksCmag7szAU8EDsZ5SX6kqh/EEWeb0tKUa8at45YLBlFZkcnDU5cxe3oOZcs6t/3kAMfT2Cj8+bVhLF1XQHanXTw15hU+XNqXW877N4+8PoyPV/TmzGO+4OKTPmHCtOT/3dqwpDPzX8znylcXk56pPHf5YA44aQs9B9axpTyTL9/rRk7vuqTH0ZqxVxzG1hrvh3r65TP0NSnUyRDNMJFuEUsnnHNyo6I8/kPANFU9EOdmNUnrfR1yRC3lq7JYX9aJhvo0Zk7JZfhpW5JVXMrEU7WtK0vXFQBQW5fFqg25FOTsYL9eNXy8ogiAD5f2peSQFR0ST+WXnel7+A6yuijpGbDfsdtYXJoLwLS7+3Hq2HVIaowhTTq/fIZaFIRhIu4A331U9ZexHti9Qc2JwOUAqroLSNrMfz33rWdT+Z6/upUVmRx4ZG2yiku5eAD27bGNA/pUsWh1L1asz+OEoauZtWgAJx+6gl65Ozokhl4HfMWM+/tQuzmdjM4hls3MofchtXzxdg7d9t3Fvt/e2SFx7I2qcPeTn6IKb77Um2kv9fYsFj9+hnbzQfKKRmtTlmeoakNrU5e3YRBOU/YpETkM54Y116tqk2+SiIwGRgN0JjvOomjxr756+Cb4LZ4uWfXce1kpD04ZTm1dFve8+B3GnPMffnTKPGZ9vh8NjdFU5tuvYP+vOP6q9fzfpQeQld3IvgfuJC1deffRIi59ZmmHxNCaX1x8BNWbOpGTt4t7Jn7C2hXZLJyX60ksfvsMhQnB6EX9EOd82wIReQ14CdidnFT1lSiOfSRwrarOEZGHgLHAbyJ3UtUJwASA7pIX99tXWZFJQe89FcT8onqq1mfGe7h281M86WmNjLu8lOnzB/Pvz5w7Pq7e2IMbJpwBQL/8Go7/dscNazzq/CqOOr8KgLf/2Juu+Q189loWj59xEABb12fxxFkHceU/FtOtoKHD4gKo3uTc8ndLdRYfvJ3PAYds9SzB+ekz1ETAzsHlAVU492A4EzjL/dmWtcBaVZ3jPn4ZJ+ElxZIF2fQZuIvCfnVkZIYoGVXD7NKcZBWXQvEot57/b1ZvyGXSu4fuXttjH6cpKKJcccp8Xv3goA6LaHul83e1Zl0mi6f34PDvV3HzR58yZtZCxsxaSPd9d3HV6593eHLr1KWRLtkNu38/4rjNrF7etUNjiOSfz1ALAnAOrpfbg7qQPQN9w9oMXVXXi8gaERmiqktwLvX6vF3RtiLUKDx6ax/GPb+CtHQonZTH6qXe9Tb5JZ5DB67n9OJlLC/P45kbXwZg/NRj6FewhR8cvwiAmZ8N5J8fDumwmF782SB21mSQlqGc8bsyuuR0/HCQlvTouYvb/rwQgPR0ZeYbhcx7r6dn8fjlM9SiBCYv91z/XGCdqp4pInnAi8AAYBVwnqpujuvYupdGvYhUAI/TNLGFqareGUXgh+MME8kCVgBXtBZod8nTY2VENHF/Y229cJjXITTxwD3+mhrwzqP8eFetuL6bSTFHZ7BVq9vVT92lqJ8OuvzGtncEPr/vxnmq2upgQrciVYxzz+UzReQPQLWq3iciY4EeqvqreGJtrQZXEU0Sa42qLsAJ3BgTJAmqwYlIX+AM4B4gnDVHASXu788AM4GEJzgbjWSM+TqNqRc1X0TmRjye4HYshj0I3IwzzjasUFUrAFS1QkR6xRtqawnO2orGmJZFX4Or3FsTVUTOBDaq6jwRKUlQZE20duPn6mQUaIxJfQkaJnI8cLaIfA9npqLuIvIcsEFEitzaWxGwsdWjtKJjRncaY4IlAcNEVPUWVe2rqgOAC4B/qerFwGvAZe5ulwFT4g3T7otqjIlN8se43QdMFpEfA2XAufEeyBKcMSYmQuKvZFDVmTi9pahqFQnqA7AEZ4yJWapcqmUJzhgTO0twxpjAsgRnjAmkFJpNxBKcMSZ2luCMMUEVhAkvjQ/lvDzf6xCauH31j7wOoYnQYeleh/A16TP9M5tIolgT1RgTTOPOcT4AAA/wSURBVD6ZzDIaluCMMbGzBGeMCaJkXMmQLJbgjDExk1BqZDhLcMaY2Ng5OGNMkFkT1RgTXJbgjDFBZTU4Y0xwWYIzxgRSbHfV8pQlOGNMTGwcnDEm2DQ1MpwlOGNMzKwG54Hikq1cfVc56WnKmy/kMfmRQosnQn5RHb98YCU9CurREEx9voApT+3boTHc+LP3GXbUOmq2dGb0jWcDMGhANdePnk1WZiONoTQefvJYlizP75B4CvK286ufzqJH7k5UhTf+dQCvThtKt6513HbdTAoLtrFhUzfu+nMJ23d06pCYIvntMwSk1EDfpN0XVUSGiMiCiGWriNyQrPLS0pRrxq3jtosGcmXJEE4aVUP/wV8lq7iUiwcg1Cg8eXc/Ro84hBvOOYizLt1I/8E7OzSGt97Zn1/f3fSGSVdeMo/nXjqMn/7yLJ6ZdBg/uWReh8XTGEpj/N+O5se//D7X3n4mo075gv59arjg7E/5eGERl9/4Qz5eWMQFZ33aYTGF+fEzFCah6BavJS3BqeoSVT1cVQ8HjgJqgVeTVd6QI2opX5XF+rJONNSnMXNKLsNP25Ks4lIuHoDqjVksX9gVgJ070lmzvAs9C3d1aAyfLS5k2/amNSFVyO7ixNE1u56q6i4dFk91TTbLVzm1xZ1fZVK2Lof8Hjs47qgySmftD0DprP05vrisw2IK8+NnKCxVElxHNVFHAF+q6upkFdBz33o2lWftflxZkcmBR9Ymq7iUi6e5wr51fGtoLUsW7ON1KDz+1NHce9vbjL50HiLKDbee7kkchfnb2H9ANV98WUCPnK+orskGnCSYm9PxNSfffoaUlOlkSFoNrpkLgBda2iAio0VkrojMracu7gJEvr7Oy/fAb/FE6pzdyG3jl/PEnf2o3e79DLhnnbaU8U8fzUVX/5DxTx/NjT/7T4fH0LlTPXeMeYfHnj2G2p1ZbT+hA/j5MyQa3eK1pCc4EckCzgZeamm7qk5Q1WJVLc4k/pO4lRWZFPTe09zKL6qnan1m3MdrL7/FE5aeEeI345fzzj968v60PK/DAeCU73zJe3P6A/DuB/sxZP+qDi0/PT3Eb8f8ixnvD+K9jwYAsHlLZ/JyndpSXm4tNVs6d2hM4N/PELCno6GtxWMdUYM7HZivqhuSWciSBdn0GbiLwn51ZGSGKBlVw+zSnGQWmVLxOJQxf1hF2fIuvDKxY3tPW1O1OZtDhzofj8MPWU95RbcOLF35xej3WL0ul79PPXj32g/m9+fUE5YDcOoJy/nPvP4dGJPDn5+hPQN9U6EG1xHn4C5kL83TRAo1Co/e2odxz68gLR1KJ+WxemnH/9X1azwAQ4u3M/IHVaxc3IVHpy4E4Ok/9uWjd3I7LIZbbniXQ4duIKfbV/ztiZd59sXDeGD8MH52xUekpSv19ek8+MTwDovn4CEbOeWEL1lR1oPx46YA8NfJRzLptUO47bqZfPekpWys3Ie7Hjqpw2IK8+NnCADVlJnwUjSJjXoRyQbWAINUtc3un+6Sp8fKiLZ2+0aTTH+cHwoLHf1tr0NoIpTl/TnF5tJn+udOaHN0Blu1uoWze9HrlttXjzjx+qj2nfX6zfNUtbg95bVHUmtwqloL9ExmGcaYjueH5mc0AnUlgzGmAyiQIk1US3DGmNilRn6zBGeMiV2qNFE7aqCvMSZAJKRRLa0eQ6SfiLwjIotFZJGIXO+uzxORt0RkmfuzR7xxWoIzxsQm2kG+bdfyGoCbVPXbwDDgGhE5CBgLzFDVwcAM93FcLMEZY2LiDPTVqJbWqGqFqs53f98GLAb6AKOAZ9zdngHOiTdWOwdnjIldgmcKEZEBwBHAHKBQVSvASYIi0ive41qCM8bErK3aWYR8EZkb8XiCqk5ociyRfYC/Azeo6lZpaZaBOFmCM8bEJrYL6Stbu5JBRDJxktvfVPUVd/UGESlya29FwMZ4Q7VzcMaYGEXXgxpFL6oAfwEWq+r/Rmx6DbjM/f0yYEq8kVoNzhgTu8Rcw348cAnwmYgscNf9GrgPmCwiPwbKgHPjLcASnDEmNgm68bOqvofTKduShMy6YQnOGBM7v0wt3AZLcClG6zv2JjFtkdkLvQ6hCf9NlgSk+SiqxgQdJzXymyU4Y0zsJOSDW2ZFwRKcMSY2SsIH+iaLJThjTEyEti/D8gtLcMaY2FmCM8YEliU4Y0wg2Tk4Y0yQWS+qMSag1JqoxpiAUizBGWMCLDVaqJbgjDGxs3FwxpjgsgRnjAkkVWhMjTZqoGb0LS7ZysRZX/DU+4s57+cbvA7Hd/GAv2K68f7VvLjgU554+3NP44jkt5j8Fs9uqtEtHktqghORMe4NXReKyAsi0jlZZaWlKdeMW8dtFw3kypIhnDSqhv6Dv0pWcSkXjx9jKn0pj1sv3t+z8lvit5j8Fs9u3/QEJyJ9gOuAYlU9GGeqrguSVd6QI2opX5XF+rJONNSnMXNKLsNP25Ks4lIuHj/GtHBON7bV+GiuNPwXk9/iAdwrGTS6xWPJbqJmAF1EJAPIBsqTVVDPfevZVJ61+3FlRSb5RfXJKi7l4gF/xmRSkYKGols8lrROBlVdJyL349w0YidQqqqlzfcTkdHAaIDOZMddXku3UvSyhuy3eMCfMZkUpFgng4j0AEYBA4HeQFcRubj5fqo6QVWLVbU4k05xl1dZkUlB7z3TeecX1VO1PjPu47WX3+IBf8ZkUtQ3/RwcMBJYqaqbVLUeeAU4LlmFLVmQTZ+BuyjsV0dGZoiSUTXMLs1JVnEpF49fYzIpKkUSXDLHwZUBw0QkG6eJOgKYm6zCQo3Co7f2YdzzK0hLh9JJeaxemrRO25SLx48xjX1kJYcO30ZOXgPPffQZz/6piOmT8j2Lx48x+S0ehz+SVzREkxioiPwOOB9oAD4GfqKqdXvbv7vk6bGSkNshmo7ipztGmTbNaSxlq1bv7V6kUcnJ7KXH5Ud3L+Zp6x+bp6rF7SmvPZJ6JYOq3gHckcwyjDEeSJEanF2qZYyJUepcqmUJzhgTGwX1wRi3aFiCM8bEzgdXKUTDEpwxJnZ2Ds4YE0iqYDedMcYEltXgjDHBpGhjo9dBRMUSnDEmNuHpklKAJThjTOxSZJhIoKYsN8YknwIa0qiWtojId0VkiYgsF5GxiY7VEpwxJjaamAkvRSQdeBQ4HTgIuFBEDkpkqNZENcbELEGdDMcAy1V1BYCITMKZQzJhd9jxVYLbxubKt/Xl1Qk4VD5QmYDjJEpw40lMZ5rfXh/wX0yJime/9h5gG5unv60vRztnU2cRiZwmbYKqTnB/7wOsidi2Fji2vfFF8lWCU9WCRBxHROZ6OUVLcxZP6/wWD/gvJj/Fo6rfTdChWpq2KaHds3YOzhjjlbVAv4jHfUnwjakswRljvPIRMFhEBopIFs5tRV9LZAG+aqIm0IS2d+lQFk/r/BYP+C8mv8XTbqraICI/B6bj3Df5r6q6KJFlJHXKcmOM8ZI1UY0xgWUJzhgTWIFJcCLSWUQ+FJFPRGSRe0cvz4lIuoh8LCL/9DoWABFZJSKficiCZuOTvIonV0ReFpEvRGSxiAz3MJYh7usSXraKyA1exePGNMb9PC8UkRdExNt7T6aYwJyDExEBuqrqdhHJBN4DrlfV2R7HdSNQDHRX1TO9jMWNZxVQrKq+GMQqIs8As1R1otuTlq2qNT6IKx1YBxyrqokYfB5PDH1wPscHqepOEZkMTFXVp72IJxUFpganju3uw0x38TR7i0hf4Axgopdx+JWIdAdOBP4CoKq7/JDcXCOAL71KbhEygC4ikgFkk+BxYkEXmAQHu5uDC4CNwFuqOsfjkB4Ebgb8NLeMAqUiMk9ERnscyyBgE/CU24yfKCJdPY4p7ALgBS8DUNV1wP1AGVABbFHVUi9jSjWBSnCq2qiqh+OMiD5GRA72KhYRORPYqKrzvIphL45X1SNxZnC4RkRO9DCWDOBI4HFVPQLYASR8ypxYuU3ls4GXPI6jB87F5wOB3kBXEbnYy5hSTaASXJjbzJkJJOqauXgcD5ztnvOaBJwsIs95GA8Aqlru/twIvIozo4NX1gJrI2raL+MkPK+dDsxX1Q0exzESWKmqm1S1HngFOM7jmFJKYBKciBSISK77execD8cXXsWjqreoal9VHYDT3PmXqnr611dEuopIt/DvwKnAQq/iUdX1wBoRGeKuGkECp8pphwvxuHnqKgOGiUi224k2AljscUwpJUiXahUBz7i9X2nAZFX1xdAMHykEXnW+K2QAz6vqNG9D4lrgb26zcAVwhZfBiEg2cApwlZdxAKjqHBF5GZgPNAAfE8BLtpIpMMNEjDGmucA0UY0xpjlLcMaYwLIEZ4wJLEtwxpjAsgRnjAksS3ApREQa3VkuForIS+6QhniP9bSI/ND9fWJr96MUkRIRiXmAqTtzydfuvrS39c322d7a9hb2/62I/CLWGE2wWYJLLTtV9XBVPRjYBVwdudEdAxgzVf2JqrY2wLYEG0FvUpAluNQ1C9jfrV29IyLPA5+5Ew78UUQ+EpFPReQqcKaTEpFHRORzEXkD6BU+kIjMFJFi9/fvish8d169GSIyACeRjnFrjye4V4383S3jIxE53n1uTxEpdS+cf4KWbwvXhIj8w73wf1Hzi/9F5E9uLDNEpMBd9y0RmeY+Z5aIHJiIF9MEU5CuZPjGcKfOOR0IX4VwDHCwqq50k8QWVT1aRDoB74tIKXAEMAQ4BOeKhs+BvzY7bgHwJHCie6w8Va0WkfHAdlW9393veeABVX1PRPrj3DTk28AdwHuqeqeInAFEM1vJj9wyugAficjfVbUK6IpzPehNInK7e+yf44zkv1pVl4nIscBjwMlxvIzmG8ASXGrp4k4HBU4N7i84TccPVXWlu/5U4NDw+TUgBxiMM+/aC6raCJSLyL9aOP4w4N3wsVS1ei9xjAQOci/5AujuXuN6IvB997lviMjmKP5P14nIf7u/93NjrcKZYupFd/1zwCsiso/7/30pouxOUZRhvqEswaWWne50ULu5X/QdkauAa1V1erP9vkfbE4BKFPuAc2pjuKrubCGWqK/9E5ESnGQ5XFVrRWQmsLcpudUtt6b5a2DM3tg5uOCZDvxUnGnbEZED3JlD3gUucM/RFQEntfDcD4DviMhA97l57vptQLeI/Upxmou4+4UTzrvARe6604EebcSaA2x2k9uBODXIsDQgXAv9H5ym71ZgpYic65YhInJYG2WYbzBLcMEzEef82nwRWQg8gVNTfxVYBnwGPA78u/kTVXUTznmzV0TkE/Y0EV8H/jvcyQBcBxS7nRifs6c393fAiSIyH6epXNZGrNOADBH5FLgLiLx/xg5gqIjMwznHdqe7/iLgx258i3AmhDSmRTabiDEmsKwGZ4wJLEtwxpjAsgRnjAksS3DGmMCyBGeMCSxLcMaYwLIEZ4wJrP8HGdmQ4CLuhDgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\rkshi\\appdata\\local\\programs\\python\\python38\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1248: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "c:\\users\\rkshi\\appdata\\local\\programs\\python\\python38\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1248: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "c:\\users\\rkshi\\appdata\\local\\programs\\python\\python38\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1248: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           3       0.00      0.00      0.00         2\n",
      "           4       0.00      0.00      0.00        11\n",
      "           5       0.72      0.76      0.74       136\n",
      "           6       0.64      0.73      0.68       128\n",
      "           7       0.71      0.50      0.59        40\n",
      "           8       1.00      0.33      0.50         3\n",
      "\n",
      "    accuracy                           0.68       320\n",
      "   macro avg       0.51      0.39      0.42       320\n",
      "weighted avg       0.66      0.68      0.66       320\n",
      "\n",
      "\n",
      "Accuracy on Whole Data: 93.62101313320825%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           3       1.00      0.80      0.89        10\n",
      "           4       1.00      0.79      0.88        53\n",
      "           5       0.94      0.95      0.95       681\n",
      "           6       0.92      0.95      0.93       638\n",
      "           7       0.96      0.90      0.93       199\n",
      "           8       1.00      0.89      0.94        18\n",
      "\n",
      "    accuracy                           0.94      1599\n",
      "   macro avg       0.97      0.88      0.92      1599\n",
      "weighted avg       0.94      0.94      0.94      1599\n",
      "\n"
     ]
    }
   ],
   "source": [
    "rf_pipeline = make_pipeline(StandardScaler(), RandomForestClassifier(random_state = 18))\n",
    "rf_pipeline.fit(X_train, y_train)\n",
    "\n",
    "# Accuray On Test Data\n",
    "predictions = rf_pipeline.predict(X_test)\n",
    "accuracy = accuracy_score(y_test, predictions)\n",
    "print(f\"Accuracy on Test Data: {accuracy*100}%\")\n",
    "plot_confusion_matrix(rf_pipeline, X_test, y_test)\n",
    "plt.title(\"Confusion Matrix for Test Data\")\n",
    "plt.show()\n",
    "print(classification_report(y_test, predictions))\n",
    "\n",
    "print()\n",
    "\n",
    "# Accuray On Whole Data\n",
    "predictions = rf_pipeline.predict(X.values)\n",
    "accuracy = accuracy_score(y, predictions)\n",
    "print(f\"Accuracy on Whole Data: {accuracy*100}%\")\n",
    "plot_confusion_matrix(rf_pipeline, X.values, y)\n",
    "plt.title(\"Confusion Matrix for Whole Data\")\n",
    "plt.show()\n",
    "print(classification_report(y, predictions))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## XGBoost Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\rkshi\\appdata\\local\\programs\\python\\python38\\lib\\site-packages\\xgboost\\sklearn.py:888: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[14:22:59] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.3.0/src/learner.cc:1061: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'multi:softprob' was changed from 'merror' to 'mlogloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "Accuracy on Test Data: 65.3125%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\rkshi\\appdata\\local\\programs\\python\\python38\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1248: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "c:\\users\\rkshi\\appdata\\local\\programs\\python\\python38\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1248: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "c:\\users\\rkshi\\appdata\\local\\programs\\python\\python38\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1248: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           3       0.00      0.00      0.00         2\n",
      "           4       0.00      0.00      0.00        11\n",
      "           5       0.71      0.72      0.72       136\n",
      "           6       0.62      0.70      0.66       128\n",
      "           7       0.59      0.50      0.54        40\n",
      "           8       0.50      0.33      0.40         3\n",
      "\n",
      "    accuracy                           0.65       320\n",
      "   macro avg       0.40      0.38      0.39       320\n",
      "weighted avg       0.63      0.65      0.64       320\n",
      "\n",
      "\n",
      "Accuracy on Whole Data: 93.05816135084429%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           3       1.00      0.80      0.89        10\n",
      "           4       0.95      0.79      0.87        53\n",
      "           5       0.94      0.94      0.94       681\n",
      "           6       0.92      0.94      0.93       638\n",
      "           7       0.93      0.90      0.91       199\n",
      "           8       0.94      0.89      0.91        18\n",
      "\n",
      "    accuracy                           0.93      1599\n",
      "   macro avg       0.95      0.88      0.91      1599\n",
      "weighted avg       0.93      0.93      0.93      1599\n",
      "\n"
     ]
    }
   ],
   "source": [
    "xgb_pipeline = make_pipeline(StandardScaler(), XGBClassifier(random_state = 18))\n",
    "xgb_pipeline.fit(X_train, y_train)\n",
    "\n",
    "# Accuray On Test Data\n",
    "predictions = xgb_pipeline.predict(X_test)\n",
    "accuracy = accuracy_score(y_test, predictions)\n",
    "print(f\"Accuracy on Test Data: {accuracy*100}%\")\n",
    "plot_confusion_matrix(xgb_pipeline, X_test, y_test)\n",
    "plt.title(\"Confusion Matrix for Test Data\")\n",
    "plt.show()\n",
    "print(classification_report(y_test, predictions))\n",
    "\n",
    "print()\n",
    "\n",
    "# Accuray On Whole Data\n",
    "predictions = xgb_pipeline.predict(X.values)\n",
    "accuracy = accuracy_score(y, predictions)\n",
    "print(f\"Accuracy on Whole Data: {accuracy*100}%\")\n",
    "plot_confusion_matrix(xgb_pipeline, X.values, y)\n",
    "plt.title(\"Confusion Matrix for Whole Data\")\n",
    "plt.show()\n",
    "print(classification_report(y, predictions))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Though we got good accuracy...!!\n",
    "\n",
    "## Let's try to handle Data Imbalance with Upsampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({5: 681, 6: 638, 7: 199, 4: 53, 8: 18, 3: 10})\n"
     ]
    }
   ],
   "source": [
    "from collections import Counter\n",
    "\n",
    "counter = Counter(y)\n",
    "print(counter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({5: 681, 6: 681, 7: 681, 4: 681, 8: 681, 3: 681})\n",
      "(4086, 8)\n"
     ]
    }
   ],
   "source": [
    "from imblearn.over_sampling import SMOTE\n",
    "\n",
    "upsample = SMOTE()\n",
    "X, y = upsample.fit_resample(X, y)\n",
    "counter = Counter(y)\n",
    "print(counter)\n",
    "print(X.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X.values, y, test_size = 0.2, random_state = 42, stratify=y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Forest Classifier without StandardScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy on Test Data: 88.63080684596576%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           3       0.96      1.00      0.98       136\n",
      "           4       0.89      0.98      0.93       136\n",
      "           5       0.78      0.77      0.77       136\n",
      "           6       0.82      0.60      0.69       137\n",
      "           7       0.85      0.97      0.91       137\n",
      "           8       0.99      1.00      1.00       136\n",
      "\n",
      "    accuracy                           0.89       818\n",
      "   macro avg       0.88      0.89      0.88       818\n",
      "weighted avg       0.88      0.89      0.88       818\n",
      "\n",
      "\n",
      "Accuracy on Whole Data: 97.72393538913363%\n"
     ]
    },
    {
     "data": {
      "image/png": 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J0Q7hcLFwi1nTrJTYuJllMGIqwRljYp8zbWB8pI74iNIYE0Ns4mdjTIJSaPAqhVhhCc4YEzKrwRljEpKqWA3OGJOYnE6G6M+YFQxLcMaYEIVvToZIswRnjAmJ08lg5+CMMQnKrmQwxiQku5LBGJPQ4mVme0twxpiQqILXZwnOGJOAnCaqJThjTIKyKxmioO+AUq5/sJgkj/LhxFwmjc5vlnL37Uniyds6sW55BiLwh5HreGd8OzatSnOeL02iZVY1o6cto8oLT97WmaJFmfiqhLN+toOf37ilWeJMSfMx8s0iUtJ8JCXBrPezeWlkQbOUXZ9o/c8snsazYSJ+RCQJmAtsUtXBkSrH41GGj9jEXUO7sb0khX98sJLZU7JZvzI9UkUe9Mw9HTjxzFLufnYN3kqhYr+Hu/655uDzz95fSIssZ/KfWf/JwVspjJ2+lAP7hesH9GLAJbvI71gZ8Ti9FcIdlx3JgfIkkpKVUW+v5Kv/ZrFsfouIl12XaP7PLJ6miJ8manNE+XtgaaQL6dGnnOK1qWxen0aV18OMd1tz6qA9kS6W8r0eFs1pyaDLdwCQkqq0zD40k5kqzHovhx8P2QWACBwoT6K6Cir3e0hOUTJbBpz5LIyEA+XOJTbJyUpSikb1fpXR+p9ZPE3nc+dlaGiJtogmOBHpAFwIjI9kOQBtjvCyrTj14OPtJSnkFXgjXSwl69LIblPF4zd35oZze/LEbZ04UH7oZV00pyWt23op7FYBwBkX7iI9s5or+vyQYf168/+u30KrnOZKcE6tYMzUZbz27SK+ntmK5V9Hp/YG0fufWTxN4/SiJgW1RFuka3BPAHcAvvo2EJFrRWSuiMz1UtHogqSOL4vmqJ1UVwtFCzO54OptjJ66jPRM32HnST59J4cBbu0NYPmCFniS4OX5C3lh9mLeeiafknWpdR06Inw+4Xfn9uSKvr3o0aeczj32N1vZtUXrf1Yfiyc4NQN9g1kaIiJrRWShiCwQkbnuulwRmSYiK92fOX7b3yUiRSKyXEQGNXT8iCU4ERkMbFXVeYG2U9VxqtpXVfumkNbo8raXpNC2/aHzWHkFXnZsTmn08YKVV1BJXkElPU8oB5wa2qqFmQBUV8H/PmxN/4sPJbgZb+dy4oBSklOgdV4VvU7ax8pvMiMeZ21lpcl887+WnDRgb7OXXSNa/zOLp+nC3EQ9U1WPV9WaCaDvBKarandguvsYEekFDAWOAc4Dxrjn+OsVyRrc6cDFIrIWeBU4S0RejlRhyxdkUti1kvyOFSSn+BgwZDezp2ZHqriDcttV0ba9l41FTnJe8FkWnY4+AMDXs7LocNQB8tofala0K6zkm89boQoHyj0sm9+Cjkc1vuYaiuzcKlpkVQGQmu7jhB/tZcOqxn+pNFW0/mcWT9PU9KKGowZXjyHABPf3CcAlfutfVdUKVV0DFAH9Ah0oYr2oqnoXcBeAiAwAblPVKyNVnq9aePruQka8shpPEkx9NZd1K5qnt+n6Bzfwtxu7UOX1cESnCm4etQ6Ame8e6lyoMfiX23j85s789qwfoArn/HwHXXs1TzMxN9/LbU+sx+NRPB6Y+V5r5nwcvQ9MNP9nFk/ThNCLmlfT9HSNU9Vxfo8VmCoiCjzjPpevqiUAqloiIu3cbQuB2X77bnTX1Uu0GRr1fgku4DCRLMnVk+XsiMcTLJs2MAixcFLIBG2OTqdUdzapezOnZzs96/mfBbXtW6ePnefX9PwOEWmvqsVuEpsG3AhMVtXWftvsUtUcEXka+EJVX3bXPwd8oKpv1nf8Zhnoq6ozgBnNUZYxJvLCNdBXVYvdn1tF5G2cJucWESlwa28FwFZ3841AR7/dOwDFgY4fH6P1jDExI1zn4ESkhYi0qvkdOBdYBEwGhrmbDQPedX+fDAwVkTQR6Qp0B74MVEZCXapljGkeYarB5QNvizMeJhl4RVU/EpGvgEkicg2wHrgUQFUXi8gkYAlQBQxX1YCDSC3BGWNCEq4bXqrqauC4OtbvAOo8Ga+qDwMPB1uGJThjTMhi4TKsYFiCM8aERBWq7IaXxphEZbdLMsYkJJt0xhiT0NQSnDEmUVkngzEmIanaOThjTMISqq0X1RiTqOwcXGPVdRvTKLmwc8BbTUXFc+tmRDuEw/zf0QOjHcJhfBXNc2+9kCTYHVdsVi1jTOLS+MnZluCMMSGzXlRjTEJS62QwxiQya6IaYxKW9aIaYxKSqiU4Y0wCs2EixpiEZefgjDEJSRF81otqjElUcVKBswRnjAmRdTIYYxJanFThLMEZY0IW9zU4EfkHAfK0qt4UkYgaKSXNx8g3i0hJ85GUBLPez+alkQVRjekn12zhvMu3owprl2Uw8rYueCsif3K2fE8SL97RnU0rMhGBXz62ksWf5jBzYj6t2ngB+Okd6zj2rF0AvD+6A5+9lo8kKb+4fzW9f7w7YrHd/NfV9DtzF7t3pPDb848F4M6nVtKh2wEAWmZVsa80mRsG/zBiMdQnFt9DfQeUcv2DxSR5lA8n5jJpdH5U4wH3biK+8CU4EUkC5gKbVHWwiOQCrwFdgLXAZaq6y932LuAaoBq4SVWnBDp2oBrc3DAEvhbY6wZTpap9m3rM+ngrhDsuO5ID5UkkJSuj3l7JV//NYtn8FpEqMqA2+ZUM+dVWrj37GCorPPxpzGoGXLSTaW/kRbzsifd1o/eAXfzumWVUVQqV+z0s/jSHc35TzHnXbTps2+IVGXz5Xlse+Hg+u7ekMvIXvRnx6Tw8SZGJbdobeUz+Vz63/X3VwXWP3tT94O+/+dM6yvdGqPAGxNp7yONRho/YxF1Du7G9JIV/fLCS2VOyWb8yPSrxHKRAeGtwvweWAlnu4zuB6ar6qIjc6T7+o4j0AoYCxwDtgY9F5OhAs9vXm+BUdYL/YxFpoapljQj+TFXd3oj9QiQcKHc+GMnJSlKKRn2sTlKykpruo6pKSMvwsWNLasTL3L83iRVfZvPrUSsBSE5VklPr/f/z9dQ29LtoGylpSttOFbTrcoDVC1px1Il7IxLfoq+yaFdY3z3blP4X7OTOK38QkbIbFlvvoR59yilem8rm9WkAzHi3NacO2hP9BEf4xsGJSAfgQpzZ6m9xVw8BBri/TwBmAH9017+qqhXAGhEpAvoBX9R3/AbbSyJyqogswcmwiMhxIjKmMX9MpHk8ypipy3jt20V8PbMVy7+OzjcvwI4tqbwxLp+XZi/klbnfUlaaxPxZWQ3v2ETb1qfTKtfL87d2577zj+fFO46iotz5N38yoYB7z+3D87d1p2y380HevSWV3PaHEk5OQQW7N0c+Edel90l72bUjheK10fsAx9J7qM0RXrYVH/pfbC9JIa/AG7V4DqNBLpAnInP9lmtrHekJ4A7A57cuX1VLANyf7dz1hcAGv+02uuvqFcwJoSeAQcAOt8BvgP5B7AfOnzhVRObV8YcBICLX1vzxXpp2N1afT/jduT25om8vevQpp3OP/U06XlO0zK7i1HP28MvTe3PFSceSnlnNWT/ZEfFyfVXCukUtOfOqEu77cAGpGT4+GNOBAVeV8Oisudz70de0blfJaw91A+r5Jo7S+eMBF+/g08ltolO4K5beQ3Xd3DrarRKHoBrcAmxX1b5+y7iDRxEZDGxV1XlBF/xdAV+RoM54q+qGWqvqb/Mc7nRVPQE4HxguIt9JjKo6ruaPTyEtyMMGVlaazDf/a8lJAyLTzApGnzP2smVDKnt2plBdJXz+UQ4/OLExLfzQ5BRUkFNQQbc++wDoe8F21i1qSXZbL54k8Hig/+WbWbOgpbP9EZXsLD70uu8qSaN1fmXE46zNk6ScNmgnM9/Pbfay6xIL76HtJSm0bX/of5FX4GXH5pSoxXOY4GtwgZwOXOyeq38VOEtEXga2iEgBgPtzq7v9RqCj3/4dgOJABQST4DaIyGmAikiqiNyG21xtiKoWuz+3Am/jtJcjIju3ihZZVQCkpvs44Ud72bAqPAmzMbZuSqXnCWWkpfsA5fjTS9lQFPmmV3Y7L7kFFWxelQHA0s9b0757Obu3HPpgzJ/ShsIe5QAcf85OvnyvLd4KYdv6NLasyaDb8c3/oe5z+h42rspg++bo/c9i7T20fEEmhV0rye9YQXKKjwFDdjN7anbU4jlIQX0S1BLwMKp3qWoHVe2C03nwiapeCUwGhrmbDQPedX+fDAwVkTQR6Qp0B74MVEYw4+CuB57EaetuAqYAwxvaSURaAB5V3ev+fi7wQBDlNUpuvpfbnliPx6N4PDDzvdbM+Th6b4blC1ow64McRn+whOpqYdXiTD58JfI9qAC/eGA14246mmqvh7xOB/j131fwyr1HsmFJC0SgTYcDXP1IEQCFPco5afA2/nL2CXiSlSsfWhWxHlSAPz5ZxLEnl5KVU8VLn8/npSc7MHVSO348eAcz3otu8zTW3kO+auHpuwsZ8cpqPEkw9dVc1q2IfgeDI6LnMR4FJonINcB64FIAVV0sIpOAJUAVMDxQDyqAaIQa9SLSDafWBk4ifUVVHw60T5bk6sme2JmlSZKiM1whkPGrZ0Q7hMPYrFpBiI0TZwDM0emU6s4mZae0rh204L4bg9p23S/vnBfJ4WENabAG5yaqJ4FTcFrVXwA3q+rqQPu5zx8XjiCNMTEmdnJ2QMGcg3sFmAQU4Ayuex2YGMmgjDExrGagbzBLlAWT4ERVX1LVKnd5mbjJ38aYSFANbom2QNei1vTX/9e9XOJVnMT2c+D9ZojNGBOrwngtaiQFOgc3Dyeh1fwl1/k9p8CDkQrKGBPbJAZqZ8EIdC1q1+YMxBgTJ4IbxBsTgrofnIj0BnoBBwfhqOq/IhWUMSaWxUYHQjCCGSZyL86V/b2AD3Auu/oMsARnzPdVnNTggulF/RlwNrBZVX+FM7YtetevGGOizxfkEmXBNFH3q6pPRKpEJAvnwtduEY7LGBOrwn/Dy4gJJsHNFZHWwLM4Pav7aOACV2NMYov7XtQaqvo799d/ishHQJaqfhvZsIwxMS3eE5yInBDoOVWdH5mQjDEmPALV4EYGeE6Bs8Ici3vk2PlqUF/sxFLj/445P9ohHOahpdOjHcJh/nzMgGiH8B2+8vJohxB2cd9EVdUzmzMQY0ycUBLiUi1jjKlbvNfgjDGmPnHfRDXGmHrFSYILZl5UEZErReQe93EnEYnY5DHGmDgQnlm1Ii6YS7XGAKcCl7uP9wJPRywiY0xMEw1+ibZgmqgnq+oJIvI1gKruEpHoTH1ujIkNCdSL6hWRJNwKp4i0JSYuozXGREss1M6CEUwT9Smc6f/aicjDOLdKGhHRqIwxsS1OzsEFcy3qv0VkHs4tkwS4RFWDmtneGJOAwnR+TUTSgZk4t19LBt5Q1Xvd+WBeA7oAa4HLVHWXu89dwDVANXCTqk4JVEYwvaidgHLgPWAyUOauM8Z8X4WnBlcBnKWqxwHHA+eJyCnAncB0Ve0OTHcfIyK9gKHAMcB5wBj39Fm9gjkH9z6HJp9JB7oCy91CjDHfQxKGs/Cqqji3XwNIcRcFhuDcRRxgAjAD+KO7/lVVrQDWiEgR0A9nMvo6BdNE/aH/Y/cuI9fVs7kxxvjLE5G5fo/Hqeq4mgduDWwecBTwtKrOEZF8VS0BUNUSEWnnbl4IzPY71kZ3Xb1CvpJBVeeLyEmh7hdpbdtXcvuT68lpV4X64IOX2/DOc22jGlOLrCpufmw9XXrsRxVG3dqZpfNbNmsMeUdUcNvfVpCTV4n6hA8n5fPuv5z3xMVXFnPRlSVUVwlffprD849FbiK1/aVJvPXHrmxZkYEI/L+/rWHxRzksnd6a5BQlt/MB/t9ja8jIqgagZGkG79zdlYp9HsQDv3t3MSlp4T9rnVdQwW2PFZGT50UVPnw1n3cnFNAy28tdT64kv0MFWzam8chNR7OvtPkv/Lll1HpOHriX3duTue6sHs1efr2C/1dsV9W+9R5GtRo43r2p7tvuBFf1qWtsSsBIgpl05ha/hx7gBGBbQ/u5+7YGxgO93UB+rar1VieborpKGPdAe4oWZpLRoprRH61g/sxWrF+Z3vDOEfLb+zcyd0YWD13XjeQUH2kZzT+6prpaePbRrqxa0pKMFlU89TmTNn8AABk4SURBVOYCvv48h9Z5lZxy9g5+d1EfvF4P2bmVEY3jP/d35ugf7+GKsUVUVQreAx6OOsPDuXdsICkZPnq0A5+OKeC8OzdSXQWv33wkl45aRUGv/ZTvSiYpOTJdctVVwrOPdGbV4pZktKjmqXe+5evPsxn4020s+CKb158p5NLrNnHZdZt4/rHOEYkhkKmv5TL5hTxuf3JDs5ddrwgM4lXV3SIyA+fc2hYRKXBrbwU40ySAU2Pr6LdbB6A40HGDGSbSym9JwzknNyTIuJ8EPlLVnjiT1USs93Xn1hSKFmYCsL8siQ1F6eQVeCNVXIMyW1bzw5P38dHENgBUeT2URaEGsGtbKquWOLXG/WXJbFidSZv8Ci68fDOTxnXE63XeAnt2Rm7s9oG9HtZ+2Yq+P3e+F5NTlYysarr3LyXJfUk69iljz2YnhqJZ2RzRs5yCXvsByMypwhPwVHLj7dqWyqrFNa9PEhtWZdAmv5JTB+7k47ecFsDHb7Xl1HN2RiaABiya05K9u2LwkvEwdDKISFu3EoSIZAADgWU4nZnD3M2GAe+6v08GhopImoh0BbrTwPQJAV85t33cUlVvDxxqnftmAf2BXwKoaiUQ2WqCK79DJUf23s+y+ZnNUVydjuhUwZ6dydw6ah3deu1n5cJMxt7TgYr9EfqkBqFd4QGO/EEZy79pxTV3rKV33z0Mu3kt3goP4//WlRULW0Wk3J0b0mmR6+XN27tSsjSTwt5lDL53PamZh2q08ybl8cPBThLZviYdBF64ugdlO5M5dvAO+l+/OSKx+WtXeIAje5Wx/JuWtM7zsmubk3B3bUslu030vixjUnhqcAXABDfPeIBJqvofEfkCmCQi1wDrgUsBVHWxiEwClgBVwHC3iVuvemtwIpLs7lzvrcsb0A2nKfuCiHwtIuNFpEUd5VwrInNFZK6XikYWdUh6ZjV/Gb+Wf97TnvJ90UsmScnKUb3L+c9LbRl+3g84UO7h58O3RC2e9Mxq/vzUUp4Z0ZXysmSSkpSWWVXcfNlxjP9bV+56YhmRGpnpqxKKF7fg5Cu2cuP7i0nJ9PHp2IKDz/93dAGeZOX4S3Yc3H7d3FZc9sQqrn19KYun5lL0eVZEYquRnlnNn59ewTMPdaF8XwzWmGKI4PSiBrMEoqrfqmofVT1WVXur6gPu+h2qeraqdnd/7vTb52FVPVJVe6jqhw3FGqiJWlP1WyAik0XkKhH5ac3S4Kvg1A5PAMaqah+gDHc8S60/cpyq9lXVvilNnG41KVn5y/i1fPJWDp9/2LpJx2qq7SWpbCtJZfnXTk7/7P0cjvphdG5dnZTs489PLeW/77Xjf9PynPi2pPL5tDaAsGJhK9QnZOdURaT87IJKso6opGOfMgB6n7+T4sXO6zL/zTyWfZLDZU+sRtxTyFkFlXQ9uZQWuVWkZvjoMWA3xYsiVxtPSvbx56eX89/JefxvqnNKYff2FHLaOg2OnLaV7NmRErHy404cXWwfzDm4XGAHzhwMg4GL3J8N2QhsVNU57uM3aHxtMAjKLSM3sGFlOm+Ni27vKcCubSlsL06hQ7cDABx/RmmUOjyUPzy8kg2rM3n7xUM96l983IbjT9kDQGGX/SSn+NgToXM9rdp6yS6oZNsq5+9f9b9s2h21nxWfZvPpPwu46tkVpPp1wBzdfw+bl2VSud9DdRWs+bIV7brvj0hsoPzhkVVsKMrg7efbH1w7e3oOA3/qnDMc+NNtfPFxboTKj1MJcKlWO7cHdRGHBvrWaDB0Vd0sIhtEpIeqLse51GtJk6IN4Jh+ZQy8dBerl6QzZtpyAF54pICvPols0yaQp//SkT/+Yy3JqT42r0tj5K3N3wt3zImlDLxkG2uWZzL6na8BmDCqM1PfzOfmESsZ+958qrzCyDuPpu5e+PC46P51TLr5SKorhZxOFfzssdU8PeQYqiuFF65yhj907FPGJQ+vJSO7mtOv2cyYIb1AoMeAPfQ8a09E4jrmxL0M/Ml21izLZPTkbwCYMLITk54p5E9PrWDQpVvZVpzKwzceHZHyG3LnmHUce+o+snOreHnuEl4amc8Ut+MqqmIgeQVDtJ5ZrESkBBhLPWNPatrLAQ8ucjzOMJFUYDXwq5pryuqSJbl6spwdTNzNI1Jdd03gaRG9jpO6PPStzarVkFiaVWuOTqdUdzbpmyyjoKN2++UtDW8ILHn0lnmBxsFFWqAaXEkwSSwQVV0ARO2PM8ZESJzU4AIluPi4o50xpnlpeK5FbQ6BElwMtRWNMTEl3mtw/mNPjDHGXywMAQmGjWg0xoTOEpwxJiHFyBi3YFiCM8aERLAmqjEmgVmCM8YkLktwxpiEZQnOGJOQYuROIcGwBGeMCZ0lOGNMokqES7WML+DdkKPCt3dvtEM4zJ+69ot2CIf5YNNn0Q7hOy4ojOBtEKPEmqjGmMRkA32NMQnNEpwxJhHZlQzGmIQmvvjIcJbgjDGhiaNzcMHMqmWMMYcJx7SBItJRRP4rIktFZLGI/N5dnysi00Rkpfszx2+fu0SkSESWi8ighuK0BGeMCV14pg2sAm5V1R8ApwDDRaQXzvzJ01W1OzDdfYz73FDgGOA8YIyIBJwZyhKcMSZk4ajBqWqJqs53f98LLAUKgSHABHezCcAl7u9DgFdVtUJV1wBFQMCBmJbgjDGhC74Glycic/2Wa+s6nIh0AfoAc4B8VS0BJwkC7dzNCoENfrttdNfVyzoZjDGhCW1Wre0NzYsqIi2BN4E/qGqpSL0T+tU5R3OgY1sNzhgTkppxcE1togKISApOcvu3qr7lrt4iIgXu8wXAVnf9RqCj3+4dgOJAx7cEZ4wJnWpwSwDiVNWeA5aq6ii/pyYDw9zfhwHv+q0fKiJpItIV6A58GagMa6IaY0IWpisZTgeuAhaKyAJ33Z+AR4FJInINsB64FEBVF4vIJGAJTg/scFUNeEeMhEpwfQeUcv2DxSR5lA8n5jJpdH7UYmnbvpLbn1xPTrsq1AcfvNyGd55rG7V4AG4ZtZ6TB+5l9/ZkrjurR1RjiXY8+/Yk8eRtnVi3PAMR+MPIdbwzvh2bVqU5z5cm0TKrmtHTlvHft3J4c+yh99KapRk89dEyjuy9P+JxxtJ7+qAwDfRV1c+o+7wa1DPxvKo+DDwcbBkRS3Ai0gN4zW9VN+AeVX0iEuV5PMrwEZu4a2g3tpek8I8PVjJ7SjbrV6ZHorgGVVcJ4x5oT9HCTDJaVDP6oxXMn9kqavEATH0tl8kv5HH7kxsa3rgZRDOeZ+7pwIlnlnL3s2vwVgoV+z3c9c81B59/9v5CWmQ5lYMzf7qLM3+6C4A1S9N58NdHNktyi7X3tL94uR9cxM7BqepyVT1eVY8HTgTKgbcjVV6PPuUUr01l8/o0qrweZrzbmlMH7YlUcQ3auTWFooWZAOwvS2JDUTp5Bd6oxQOwaE5L9u6KnUp7tOIp3+th0ZyWDLp8BwApqUrL7EMtHVWY9V4OPx6y6zv7fvpObp3rIyHW3tP+xBfcEm3N1clwNrBKVddFqoA2R3jZVpx68PH2kpSoJ5Qa+R0qObL3fpbNz4x2KAYoWZdGdpsqHr+5Mzec25MnbuvEgfJDH4VFc1rSuq2Xwm4V39l35ns5/PiSnc0SZ8y+p5WwdDI0h+ZKcEOBiXU9ISLX1gwC9PLdN1Sw6ho6EwOvL+mZ1fxl/Fr+eU97yvcFvKrENJPqaqFoYSYXXL2N0VOXkZ7pO+zc1qfv5DCgjlrasvmZpGX46NLzQLPEGavvaQjfMJFIi3iCE5FU4GLg9bqeV9VxqtpXVfumkNbocraXpNC2feXBx3kFXnZsTmn08cIhKVn5y/i1fPJWDp9/2DqqsZhD8goqySuopOcJ5QCcceEuVrmnE6qr4H8ftqb/xd9NcDPfzWHAkOapvUFsvqcPCs+1qBHXHDW484H5qrolkoUsX5BJYddK8jtWkJziY8CQ3cyemh3JIhug3DJyAxtWpvPWuOj2nprD5barom17LxuLnC/UBZ9l0elop1b29awsOhx1gLz2hzcFfT6Y9Z8c+jfT+TeIxfe0I5wDfSOtOc7wXk49zdNw8lULT99dyIhXVuNJgqmv5rJuRfR6m47pV8bAS3exekk6Y6YtB+CFRwr46pOsqMV055h1HHvqPrJzq3h57hJeGpnPlIltvpfxXP/gBv52YxeqvB6O6FTBzaOc08Mz3627c2HR7JbkFXgp6Fz5neciJdbe0wepxs0NL0Uj2KgXkUyci2O7qWqD3T9ZkqsnS53DX4wJygeb5kc7hO+IpVm15uh0SnVnvRd7BqNV6w7ap//vg9p21nt3zGvoWtRIimgNTlXLgehVEYwxERELzc9gxM6gKGNMfFAgTpqoluCMMaGLj/xmCc4YEzprohpjEla89KJagjPGhCZGBvEGwxKcMSYkzkDf+MhwluCMMaGLgTuFBMMSnDEmZFaDM8YkJjsHZ4xJXPFzLaolOGNM6KyJaoxJSKFN/BxVluCMMaGzGpwxzS+Wbk1UY0rxgoY3aib9BpWH50Dxkd9sZntjTOjE5wtqafA4Is+LyFYRWeS3LldEponISvdnjt9zd4lIkYgsF5FBDR3fEpwxJjSKM9A3mKVhLwLn1Vp3JzBdVbsD093HiEgvnAmsjnH3GSMiAWdysgRnjAmJoIgGtzREVWcCtWfyGQJMcH+fAFzit/5VVa1Q1TVAEdAv0PEtwRljQhf8vKh5NdOCusu1QRw9X1VLnGK0BGjnri/EmQKhxkZ3Xb2sk8EYE7rge1G3h3FOhrrmkggYiNXgjDGhCe85uLpsEZECAPfnVnf9RqCj33YdgOJAB7IEZ4wJWbh6UesxGRjm/j4MeNdv/VARSRORrkB34MtAB7ImqjEmRBq2gb4iMhEYgHOubiNwL/AoMElErgHWA5cCqOpiEZkELAGqgOGqWh3o+JbgjDGhUcKW4FT18nqeqnOCZFV9GHg42ONbgjPGhM6uRTXGJCq74aUxJnFZgjPGJCRVqI6PNmpCJbi+A0q5/sFikjzKhxNzmTQ63+KJ8ZgsHse+PUk8fltH1i5LRwRuGbWetHTlqTs7UHnAQ1KycsMjG+nZp5zSnUk8eG0XVizI5JzLdnLDiE3NEuNh4qQGF9FxcCJys4gsFpFFIjJRRNIjVZbHowwfsYk/X9GV/xvQgzOH7KZT9wORKi7u4onFmCyeQ8beU0jfAaU8N2sZYz9eTqfuFYx/qIArb9nM2I+Xc/XtJTz3UHsAUtOVYbdv5v/uCTjGNbKCv1QrqiKW4ESkELgJ6KuqvYEknDsBRESPPuUUr01l8/o0qrweZrzbmlMH7YlUcXEXTyzGZPE4yvZ6WDi7Bef9wrnmPCVVaZldjQiU7XVullFWmkRuvheA9EwfvU8uIzUtSglEAZ8Gt0RZpJuoyUCGiHiBTBq4rKIp2hzhZVtx6sHH20tS6HlCmG7ulwDxQOzFZPE4Nq9LI7tNFSNv7sTqxel0P3Y/v31wE9c/sIk/XX4kzz7QHlV4fPLKiMcSHAWNj3NwEavBqeom4O84I5FLgD2qOrX2diJybc2dBrxUNLo8qeMy3GjWkGMtHoi9mCweR3U1FC3MZPDV2xkzbQXpmT5eG92O/0zI47r7N/HveUu47r5iRt3SKfLBBENxOhmCWaIskk3UHJz7N3UF2gMtROTK2tup6jhV7auqfVNIa3R520tSaNu+8uDjvAIvOzanNPp4TRVr8UDsxWTxHCqnbYH3YG3xjMG7KVqYwbTXcznjAqeJ3P+i3axYkBnxWIL2fT8HBwwE1qjqNlX1Am8Bp0WqsOULMinsWkl+xwqSU3wMGLKb2VOzI1Vc3MUTizFZPI7cdlXkta9kQ5HzBb9gVis6da+gTb6Xb79o6az7rCXtuza+hRN2cZLgInkObj1wiohkAvtxri2bG6nCfNXC03cXMuKV1XiSYOqruaxbEbFO27iLJxZjsngOGf7QJv56Q2eqvMIRnSq59fH1nDpoD2PvKaS6WkhN8/GHxw7d6/Hqfr0o2+ehqlL4Yko2IyauovPRzZUAYyN5BUM0goGKyP3Az3Gu/P8a+I2q1vtfyJJcPVnqvMbWmLgVW7NqbWDuNwfqunFk0LJT2ulpeZcGte1Hm8fMC+MNL0MW0V5UVb0X5/YnxphEEic1uIS6ksEY0xzsUi1jTKJS0DgZB2cJzhgTuhi4SiEYluCMMaGzc3DGmISkCo2fUKZZWYIzxoTOanDGmMSkaHXAyaxihiU4Y0xoam6XFAcswRljQhcnw0RsZntjTEgUUJ8GtTRERM4TkeUiUiQid4Y7VktwxpjQqHvDy2CWAEQkCXgaOB/oBVwuIr3CGao1UY0xIQtTJ0M/oEhVVwOIyKs495BcEo6DQ4TvJhIqEdkGrAvDofKA7WE4TrhYPIHFWjwQezGFK57Oqtq2KQcQkY/ceIKRDvjP3DNOVce5x/kZcJ6q/sZ9fBVwsqre0JT4/MVUDa6pL3wNEZkbzVu01GbxBBZr8UDsxRRL8ajqeWE6VF23bQprjcvOwRljomUj0NHvcQfCPDGVJThjTLR8BXQXka4ikoozrejkcBYQU03UMBoX7QBqsXgCi7V4IPZiirV4mkxVq0TkBmAKzrzJz6vq4nCWEVOdDMYYE07WRDXGJCxLcMaYhJUwCU5E0kXkSxH5RkQWuzN6RZ2IJInI1yLyn2jHAiAia0VkoYgsEJGITeMYQjytReQNEVkmIktF5NQoxtLDfV1qllIR+UO04nFjutl9Py8SkYkiEt25J+NMwpyDExEBWqjqPhFJAT4Dfq+qs6Mc1y1AXyBLVQdHMxY3nrVAX1WNiUGsIjIBmKWq492etExV3R0DcSUBm3AGnoZj8HljYijEeR/3UtX9IjIJ+EBVX4xGPPEoYWpw6tjnPkxxl6hmbxHpAFwIjI9mHLFKRLKA/sBzAKpaGQvJzXU2sCpayc1PMpAhIslAJmEeJ5boEibBwcHm4AJgKzBNVedEOaQngDuAWLq3jAJTRWSeiFwb5Vi6AduAF9xm/HgRaRHlmGoMBSZGMwBV3QT8HVgPlAB7VHVqNGOKNwmV4FS1WlWPxxkR3U9EekcrFhEZDGxV1XnRiqEep6vqCTh3cBguIv2jGEsycAIwVlX7AGVA2G+ZEyq3qXwx8HqU48jBufi8K9AeaCEiV0YzpniTUAmuhtvMmQGE65q5xjgduNg95/UqcJaIvBzFeABQ1WL351bgbZw7OkTLRmCjX037DZyEF23nA/NVdUuU4xgIrFHVbarqBd4CTotyTHElYRKciLQVkdbu7xk4b45l0YpHVe9S1Q6q2gWnufOJqkb121dEWohIq5rfgXOBRdGKR1U3AxtEpIe76mzCeKucJricKDdPXeuBU0Qk0+1EOxtYGuWY4koiXapVAExwe788wCRVjYmhGTEkH3jb+ayQDLyiqh9FNyRuBP7tNgtXA7+KZjAikgmcA1wXzTgAVHWOiLwBzAeqgK9JwEu2IilhhokYY0xtCdNENcaY2izBGWMSliU4Y0zCsgRnjElYluCMMQnLElwcEZFq9y4Xi0TkdXdIQ2OP9aI7qxHuJVL1zkcpIgNEJOQBpu6dS74z+1J962ttsy/Q83Vsf5+I3BZqjCaxWYKLL/tV9XhV7Q1UAtf7P+mOAQyZqv5GVQMNsB2AjaA3ccgSXPyaBRzl1q7+KyKvAAvdGw48JiJfici3InIdOLeTEpHRIrJERN4H2tUcSERmiEhf9/fzRGS+e1+96SLSBSeR3uzWHn/kXjXyplvGVyJyurtvGxGZ6l44/wx1Twt3GBF5x73wf3Hti/9FZKQby3QRaeuuO1JEPnL3mSUiPcPxYprElEhXMnxvuLfOOR+ouQqhH9BbVde4SWKPqp4kImnA5yIyFegD9AB+iHNFwxLg+VrHbQs8C/R3j5WrqjtF5J/APlX9u7vdK8DjqvqZiHTCmTTkB8C9wGeq+oCIXAgEc7eSX7tlZABficibqroDaIFzPeitInKPe+wbcEbyX6+qK0XkZGAMcFYjXkbzPWAJLr5kuLeDAqcG9xxO0/FLVV3jrj8XOLbm/BqQDXTHue/aRFWtBopF5JM6jn8KMLPmWKq6s544BgK93Eu+ALLca1z7Az91931fRHYF8TfdJCI/cX/v6Ma6A+cWU6+5618G3hKRlu7f+7pf2WlBlGG+pyzBxZf97u2gDnI/6GX+q4AbVXVKre0uoOEbgEoQ24BzauNUVd1fRyxBX/snIgNwkuWpqlouIjOA+m7JrW65u2u/BsbUx87BJZ4pwG/FuW07InK0e+eQmcBQ9xxdAXBmHft+AfxYRLq6++a66/cCrfy2m4rTXMTdribhzASucNedD+Q0EGs2sMtNbj1xapA1PEBNLfQXOE3fUmCNiFzqliEiclwDZZjvMUtwiWc8zvm1+SKyCHgGp6b+NrASWAiMBT6tvaOqbsM5b/aWiHzDoSbie8BPajoZgJuAvm4nxhIO9ebeD/QXkfk4TeX1DcT6EZAsIt8CDwL+82eUAceIyDycc2wPuOuvAK5x41uMc0NIY+pkdxMxxiQsq8EZYxKWJThjTMKyBGeMSViW4IwxCcsSnDEmYVmCM8YkLEtwxpiE9f8BDxWmxHlNG/EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           3       0.99      1.00      1.00       681\n",
      "           4       0.98      1.00      0.99       681\n",
      "           5       0.96      0.95      0.96       681\n",
      "           6       0.97      0.92      0.94       681\n",
      "           7       0.97      0.99      0.98       681\n",
      "           8       1.00      1.00      1.00       681\n",
      "\n",
      "    accuracy                           0.98      4086\n",
      "   macro avg       0.98      0.98      0.98      4086\n",
      "weighted avg       0.98      0.98      0.98      4086\n",
      "\n"
     ]
    }
   ],
   "source": [
    "rf = RandomForestClassifier(random_state = 18)\n",
    "rf.fit(X_train, y_train)\n",
    "\n",
    "# Accuray On Test Data\n",
    "predictions = rf.predict(X_test)\n",
    "accuracy = accuracy_score(y_test, predictions)\n",
    "print(f\"Accuracy on Test Data: {accuracy*100}%\")\n",
    "plot_confusion_matrix(rf, X_test, y_test)\n",
    "plt.title(\"Confusion Matrix for Test Data\")\n",
    "plt.show()\n",
    "print(classification_report(y_test, predictions))\n",
    "\n",
    "print()\n",
    "\n",
    "# Accuray On Whole Data\n",
    "predictions = rf.predict(X.values)\n",
    "accuracy = accuracy_score(y, predictions)\n",
    "print(f\"Accuracy on Whole Data: {accuracy*100}%\")\n",
    "plot_confusion_matrix(rf, X.values, y)\n",
    "plt.title(\"Confusion Matrix for Whole Data\")\n",
    "plt.show()\n",
    "print(classification_report(y, predictions))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Forest Classifier with StandardScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy on Test Data: 88.38630806845967%\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           3       0.96      1.00      0.98       136\n",
      "           4       0.89      0.98      0.93       136\n",
      "           5       0.77      0.77      0.77       136\n",
      "           6       0.82      0.58      0.68       137\n",
      "           7       0.85      0.97      0.90       137\n",
      "           8       0.99      1.00      1.00       136\n",
      "\n",
      "    accuracy                           0.88       818\n",
      "   macro avg       0.88      0.88      0.88       818\n",
      "weighted avg       0.88      0.88      0.88       818\n",
      "\n",
      "\n",
      "Accuracy on Whole Data: 97.6749877630935%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           3       0.99      1.00      1.00       681\n",
      "           4       0.98      1.00      0.99       681\n",
      "           5       0.95      0.95      0.95       681\n",
      "           6       0.97      0.92      0.94       681\n",
      "           7       0.97      0.99      0.98       681\n",
      "           8       1.00      1.00      1.00       681\n",
      "\n",
      "    accuracy                           0.98      4086\n",
      "   macro avg       0.98      0.98      0.98      4086\n",
      "weighted avg       0.98      0.98      0.98      4086\n",
      "\n"
     ]
    }
   ],
   "source": [
    "rf_pipeline = make_pipeline(StandardScaler(), RandomForestClassifier(random_state = 18))\n",
    "rf_pipeline.fit(X_train, y_train)\n",
    "\n",
    "# Accuray On Test Data\n",
    "predictions = rf_pipeline.predict(X_test)\n",
    "accuracy = accuracy_score(y_test, predictions)\n",
    "print(f\"Accuracy on Test Data: {accuracy*100}%\")\n",
    "plot_confusion_matrix(rf_pipeline, X_test, y_test)\n",
    "plt.title(\"Confusion Matrix for Test Data\")\n",
    "plt.show()\n",
    "print(classification_report(y_test, predictions))\n",
    "\n",
    "print()\n",
    "\n",
    "# Accuray On Whole Data\n",
    "predictions = rf_pipeline.predict(X.values)\n",
    "accuracy = accuracy_score(y, predictions)\n",
    "print(f\"Accuracy on Whole Data: {accuracy*100}%\")\n",
    "plot_confusion_matrix(rf_pipeline, X.values, y)\n",
    "plt.title(\"Confusion Matrix for Whole Data\")\n",
    "plt.show()\n",
    "print(classification_report(y, predictions))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## XGBoost Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[14:23:06] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.3.0/src/learner.cc:1061: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'multi:softprob' was changed from 'merror' to 'mlogloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\rkshi\\appdata\\local\\programs\\python\\python38\\lib\\site-packages\\xgboost\\sklearn.py:888: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy on Test Data: 86.06356968215158%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           3       0.94      1.00      0.97       136\n",
      "           4       0.92      0.95      0.93       136\n",
      "           5       0.74      0.76      0.75       136\n",
      "           6       0.69      0.57      0.62       137\n",
      "           7       0.85      0.91      0.88       137\n",
      "           8       0.99      0.98      0.98       136\n",
      "\n",
      "    accuracy                           0.86       818\n",
      "   macro avg       0.86      0.86      0.86       818\n",
      "weighted avg       0.86      0.86      0.86       818\n",
      "\n",
      "\n",
      "Accuracy on Whole Data: 97.20998531571219%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           3       0.99      1.00      0.99       681\n",
      "           4       0.98      0.99      0.99       681\n",
      "           5       0.95      0.95      0.95       681\n",
      "           6       0.95      0.91      0.93       681\n",
      "           7       0.97      0.98      0.98       681\n",
      "           8       1.00      1.00      1.00       681\n",
      "\n",
      "    accuracy                           0.97      4086\n",
      "   macro avg       0.97      0.97      0.97      4086\n",
      "weighted avg       0.97      0.97      0.97      4086\n",
      "\n"
     ]
    }
   ],
   "source": [
    "xgb_pipeline = make_pipeline(StandardScaler(), XGBClassifier(random_state = 18))\n",
    "xgb_pipeline.fit(X_train, y_train)\n",
    "\n",
    "# Accuray On Test Data\n",
    "predictions = xgb_pipeline.predict(X_test)\n",
    "accuracy = accuracy_score(y_test, predictions)\n",
    "print(f\"Accuracy on Test Data: {accuracy*100}%\")\n",
    "plot_confusion_matrix(xgb_pipeline, X_test, y_test)\n",
    "plt.title(\"Confusion Matrix for Test Data\")\n",
    "plt.show()\n",
    "print(classification_report(y_test, predictions))\n",
    "\n",
    "print()\n",
    "\n",
    "# Accuray On Whole Data\n",
    "predictions = xgb_pipeline.predict(X.values)\n",
    "accuracy = accuracy_score(y, predictions)\n",
    "print(f\"Accuracy on Whole Data: {accuracy*100}%\")\n",
    "plot_confusion_matrix(xgb_pipeline, X.values, y)\n",
    "plt.title(\"Confusion Matrix for Whole Data\")\n",
    "plt.show()\n",
    "print(classification_report(y, predictions))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## KNN - Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For n_neighbors =  5  score is  0.7909535452322738\n",
      "For n_neighbors =  10  score is  0.7506112469437652\n",
      "For n_neighbors =  15  score is  0.7273838630806846\n",
      "For n_neighbors =  20  score is  0.6968215158924206\n"
     ]
    }
   ],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier \n",
    "\n",
    "# Find right n_neighors\n",
    "\n",
    "for n_neighbors in [5,10,15,20]:\n",
    "    model = KNeighborsClassifier(n_neighbors)\n",
    "    model.fit(X_train, y_train) \n",
    "    scr = model.score(X_test, y_test)\n",
    "    print(\"For n_neighbors = \", n_neighbors  ,\" score is \",scr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For n_neighbors =  5  score is  0.8422982885085575\n",
      "For n_neighbors =  10  score is  0.8251833740831296\n",
      "For n_neighbors =  15  score is  0.8080684596577017\n",
      "For n_neighbors =  20  score is  0.7970660146699267\n"
     ]
    }
   ],
   "source": [
    "# For weights = 'distance'\n",
    "\n",
    "# Try with weights\n",
    "\n",
    "for n_neighbors in [5,10,15,20]:\n",
    "    model = KNeighborsClassifier(n_neighbors, weights='distance')\n",
    "    model.fit(X_train, y_train) \n",
    "    scr = model.score(X_test, y_test)\n",
    "    print(\"For n_neighbors = \", n_neighbors  ,\" score is \",scr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy on Test Data: 85.69682151589242%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           3       0.96      1.00      0.98       136\n",
      "           4       0.84      0.99      0.91       136\n",
      "           5       0.82      0.65      0.73       136\n",
      "           6       0.75      0.54      0.63       137\n",
      "           7       0.80      0.96      0.88       137\n",
      "           8       0.94      0.99      0.96       136\n",
      "\n",
      "    accuracy                           0.86       818\n",
      "   macro avg       0.85      0.86      0.85       818\n",
      "weighted avg       0.85      0.86      0.85       818\n",
      "\n",
      "\n",
      "Accuracy on Whole Data: 97.13656387665198%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           3       0.99      1.00      1.00       681\n",
      "           4       0.96      1.00      0.98       681\n",
      "           5       0.97      0.93      0.95       681\n",
      "           6       0.96      0.91      0.93       681\n",
      "           7       0.95      0.99      0.97       681\n",
      "           8       0.99      1.00      0.99       681\n",
      "\n",
      "    accuracy                           0.97      4086\n",
      "   macro avg       0.97      0.97      0.97      4086\n",
      "weighted avg       0.97      0.97      0.97      4086\n",
      "\n"
     ]
    }
   ],
   "source": [
    "knn_pipeline = make_pipeline(StandardScaler(), KNeighborsClassifier(n_neighbors=5, weights='distance'))\n",
    "knn_pipeline.fit(X_train, y_train)\n",
    "\n",
    "# Accuray On Test Data\n",
    "predictions = knn_pipeline.predict(X_test)\n",
    "accuracy = accuracy_score(y_test, predictions)\n",
    "print(f\"Accuracy on Test Data: {accuracy*100}%\")\n",
    "plot_confusion_matrix(knn_pipeline, X_test, y_test)\n",
    "plt.title(\"Confusion Matrix for Test Data\")\n",
    "plt.show()\n",
    "print(classification_report(y_test, predictions))\n",
    "\n",
    "print()\n",
    "\n",
    "# Accuray On Whole Data\n",
    "predictions = knn_pipeline.predict(X.values)\n",
    "accuracy = accuracy_score(y, predictions)\n",
    "print(f\"Accuracy on Whole Data: {accuracy*100}%\")\n",
    "plot_confusion_matrix(knn_pipeline, X.values, y)\n",
    "plt.title(\"Confusion Matrix for Whole Data\")\n",
    "plt.show()\n",
    "print(classification_report(y, predictions))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion :\n",
    "### Random Forest Perfomed Very Good (~98% accuracy).\n",
    "### Since there are many algorithms available which is good at handling outlier so No need to Handle outliers.\n",
    "### By just performing 'Feature Selection' we got very good Accuracy."
   ]
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