medical_insurance.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ac185f04",
   "metadata": {},
   "source": [
    "## Medical Health Insurance Cost Analysis and Prediction\n",
    "\n",
    "Dataset - https://www.kaggle.com/mirichoi0218/insurance\n",
    "\n",
    "Columns\n",
    "1. age: age of primary beneficiary\n",
    "2. sex: insurance contractor gender, female, male\n",
    "3. bmi: Body mass index, providing an understanding of body, weights that are relatively high or low relative to height,\n",
    "objective index of body weight (kg / m ^ 2) using the ratio of height to weight, ideally 18.5 to 24.9\n",
    "4. children: Number of children covered by health insurance / Number of dependents\n",
    "5. smoker: Smoking\n",
    "6. region: the beneficiary's residential area in the US, northeast, southeast, southwest, northwest.\n",
    "7. charges: Individual medical costs billed by health insurance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5bc9b376",
   "metadata": {},
   "outputs": [],
   "source": [
    "# DataFrame Library\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# Visualization Library\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "8c0bbbfe",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>bmi</th>\n",
       "      <th>children</th>\n",
       "      <th>smoker</th>\n",
       "      <th>region</th>\n",
       "      <th>charges</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19</td>\n",
       "      <td>female</td>\n",
       "      <td>27.900</td>\n",
       "      <td>0</td>\n",
       "      <td>yes</td>\n",
       "      <td>southwest</td>\n",
       "      <td>16884.92400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>18</td>\n",
       "      <td>male</td>\n",
       "      <td>33.770</td>\n",
       "      <td>1</td>\n",
       "      <td>no</td>\n",
       "      <td>southeast</td>\n",
       "      <td>1725.55230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28</td>\n",
       "      <td>male</td>\n",
       "      <td>33.000</td>\n",
       "      <td>3</td>\n",
       "      <td>no</td>\n",
       "      <td>southeast</td>\n",
       "      <td>4449.46200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>33</td>\n",
       "      <td>male</td>\n",
       "      <td>22.705</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>21984.47061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32</td>\n",
       "      <td>male</td>\n",
       "      <td>28.880</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>3866.85520</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age     sex     bmi  children smoker     region      charges\n",
       "0   19  female  27.900         0    yes  southwest  16884.92400\n",
       "1   18    male  33.770         1     no  southeast   1725.55230\n",
       "2   28    male  33.000         3     no  southeast   4449.46200\n",
       "3   33    male  22.705         0     no  northwest  21984.47061\n",
       "4   32    male  28.880         0     no  northwest   3866.85520"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"Data/insurance.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20726fa1",
   "metadata": {},
   "source": [
    "# Feature Engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "b209fe87",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>bmi</th>\n",
       "      <th>children</th>\n",
       "      <th>smoker</th>\n",
       "      <th>region</th>\n",
       "      <th>charges</th>\n",
       "      <th>weight_status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19</td>\n",
       "      <td>female</td>\n",
       "      <td>27.900</td>\n",
       "      <td>0</td>\n",
       "      <td>yes</td>\n",
       "      <td>southwest</td>\n",
       "      <td>16884.92400</td>\n",
       "      <td>overweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>18</td>\n",
       "      <td>male</td>\n",
       "      <td>33.770</td>\n",
       "      <td>1</td>\n",
       "      <td>no</td>\n",
       "      <td>southeast</td>\n",
       "      <td>1725.55230</td>\n",
       "      <td>obese</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28</td>\n",
       "      <td>male</td>\n",
       "      <td>33.000</td>\n",
       "      <td>3</td>\n",
       "      <td>no</td>\n",
       "      <td>southeast</td>\n",
       "      <td>4449.46200</td>\n",
       "      <td>obese</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>33</td>\n",
       "      <td>male</td>\n",
       "      <td>22.705</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>21984.47061</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32</td>\n",
       "      <td>male</td>\n",
       "      <td>28.880</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>3866.85520</td>\n",
       "      <td>overweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1333</th>\n",
       "      <td>50</td>\n",
       "      <td>male</td>\n",
       "      <td>30.970</td>\n",
       "      <td>3</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>10600.54830</td>\n",
       "      <td>obese</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1334</th>\n",
       "      <td>18</td>\n",
       "      <td>female</td>\n",
       "      <td>31.920</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>northeast</td>\n",
       "      <td>2205.98080</td>\n",
       "      <td>obese</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1335</th>\n",
       "      <td>18</td>\n",
       "      <td>female</td>\n",
       "      <td>36.850</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>southeast</td>\n",
       "      <td>1629.83350</td>\n",
       "      <td>obese</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1336</th>\n",
       "      <td>21</td>\n",
       "      <td>female</td>\n",
       "      <td>25.800</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>southwest</td>\n",
       "      <td>2007.94500</td>\n",
       "      <td>overweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1337</th>\n",
       "      <td>61</td>\n",
       "      <td>female</td>\n",
       "      <td>29.070</td>\n",
       "      <td>0</td>\n",
       "      <td>yes</td>\n",
       "      <td>northwest</td>\n",
       "      <td>29141.36030</td>\n",
       "      <td>overweight</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1338 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      age     sex     bmi  children smoker     region      charges  \\\n",
       "0      19  female  27.900         0    yes  southwest  16884.92400   \n",
       "1      18    male  33.770         1     no  southeast   1725.55230   \n",
       "2      28    male  33.000         3     no  southeast   4449.46200   \n",
       "3      33    male  22.705         0     no  northwest  21984.47061   \n",
       "4      32    male  28.880         0     no  northwest   3866.85520   \n",
       "...   ...     ...     ...       ...    ...        ...          ...   \n",
       "1333   50    male  30.970         3     no  northwest  10600.54830   \n",
       "1334   18  female  31.920         0     no  northeast   2205.98080   \n",
       "1335   18  female  36.850         0     no  southeast   1629.83350   \n",
       "1336   21  female  25.800         0     no  southwest   2007.94500   \n",
       "1337   61  female  29.070         0    yes  northwest  29141.36030   \n",
       "\n",
       "     weight_status  \n",
       "0       overweight  \n",
       "1            obese  \n",
       "2            obese  \n",
       "3           normal  \n",
       "4       overweight  \n",
       "...            ...  \n",
       "1333         obese  \n",
       "1334         obese  \n",
       "1335         obese  \n",
       "1336    overweight  \n",
       "1337    overweight  \n",
       "\n",
       "[1338 rows x 8 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"weight_status\"] = np.where(df['bmi'] < 18.000, 'underweigth',\n",
    "                               np.where(df['bmi'] < 25.000, 'normal',\n",
    "                                        np.where(df['bmi'] < 30.000, 'overweight', 'obese')))\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "f914f4c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age              0\n",
       "sex              0\n",
       "bmi              0\n",
       "children         0\n",
       "smoker           0\n",
       "region           0\n",
       "charges          0\n",
       "weight_status    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ea173cac",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>bmi</th>\n",
       "      <th>children</th>\n",
       "      <th>charges</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1338.000000</td>\n",
       "      <td>1338.000000</td>\n",
       "      <td>1338.000000</td>\n",
       "      <td>1338.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>39.207025</td>\n",
       "      <td>30.663397</td>\n",
       "      <td>1.094918</td>\n",
       "      <td>13270.422265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>14.049960</td>\n",
       "      <td>6.098187</td>\n",
       "      <td>1.205493</td>\n",
       "      <td>12110.011237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>18.000000</td>\n",
       "      <td>15.960000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1121.873900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>27.000000</td>\n",
       "      <td>26.296250</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4740.287150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>39.000000</td>\n",
       "      <td>30.400000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>9382.033000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>51.000000</td>\n",
       "      <td>34.693750</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>16639.912515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>64.000000</td>\n",
       "      <td>53.130000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>63770.428010</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               age          bmi     children       charges\n",
       "count  1338.000000  1338.000000  1338.000000   1338.000000\n",
       "mean     39.207025    30.663397     1.094918  13270.422265\n",
       "std      14.049960     6.098187     1.205493  12110.011237\n",
       "min      18.000000    15.960000     0.000000   1121.873900\n",
       "25%      27.000000    26.296250     0.000000   4740.287150\n",
       "50%      39.000000    30.400000     1.000000   9382.033000\n",
       "75%      51.000000    34.693750     2.000000  16639.912515\n",
       "max      64.000000    53.130000     5.000000  63770.428010"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "38227a90",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age                 int64\n",
       "sex              category\n",
       "bmi               float64\n",
       "children            int64\n",
       "smoker           category\n",
       "region           category\n",
       "charges           float64\n",
       "weight_status    category\n",
       "dtype: object"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Converting data to categorical type data\n",
    "df[['region','sex','smoker', 'weight_status']] = df[['region','sex','smoker', 'weight_status']].astype('category')\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eeac8523",
   "metadata": {},
   "source": [
    "# Converting Data to Numerical Type Using LabelEncoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "1bf7a102",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age                int64\n",
       "sex                int32\n",
       "bmi              float64\n",
       "children           int64\n",
       "smoker             int32\n",
       "region             int32\n",
       "charges          float64\n",
       "weight_status      int32\n",
       "dtype: object"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "label = LabelEncoder()\n",
    "\n",
    "label.fit(df.region.drop_duplicates())\n",
    "df.region = label.transform(df.region)\n",
    "\n",
    "label.fit(df.sex.drop_duplicates())\n",
    "df.sex = label.transform(df.sex)\n",
    "\n",
    "label.fit(df.smoker.drop_duplicates())\n",
    "df.smoker = label.transform(df.smoker)\n",
    "\n",
    "label.fit(df.weight_status.drop_duplicates())\n",
    "df.weight_status = label.transform(df.weight_status)\n",
    "\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "3433f815",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>bmi</th>\n",
       "      <th>children</th>\n",
       "      <th>smoker</th>\n",
       "      <th>region</th>\n",
       "      <th>charges</th>\n",
       "      <th>weight_status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>27.900</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>16884.92400</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>33.770</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1725.55230</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>33.000</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4449.46200</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>22.705</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>21984.47061</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>28.880</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3866.85520</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1333</th>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "      <td>30.970</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10600.54830</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1334</th>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>31.920</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2205.98080</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1335</th>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>36.850</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1629.83350</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1336</th>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>25.800</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2007.94500</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1337</th>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>29.070</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>29141.36030</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1338 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      age  sex     bmi  children  smoker  region      charges  weight_status\n",
       "0      19    0  27.900         0       1       3  16884.92400              2\n",
       "1      18    1  33.770         1       0       2   1725.55230              1\n",
       "2      28    1  33.000         3       0       2   4449.46200              1\n",
       "3      33    1  22.705         0       0       1  21984.47061              0\n",
       "4      32    1  28.880         0       0       1   3866.85520              2\n",
       "...   ...  ...     ...       ...     ...     ...          ...            ...\n",
       "1333   50    1  30.970         3       0       1  10600.54830              1\n",
       "1334   18    0  31.920         0       0       0   2205.98080              1\n",
       "1335   18    0  36.850         0       0       2   1629.83350              1\n",
       "1336   21    0  25.800         0       0       3   2007.94500              2\n",
       "1337   61    0  29.070         0       1       1  29141.36030              2\n",
       "\n",
       "[1338 rows x 8 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "b1b69720",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Zz6RfA7l7vqy1CTdu6YRPiAw5rXcvmoV1z+7Bhz2+vK99+vek/9YSaRvm/ZL7nrsXzcLaZzrxfrcHbU477rlmFibZa0BENBRH+v2454X9+M7Fp+PO5/dl5Dn3LJqFu57fhz+8ezzx91anHavnOxGOxGAzG3DzYJltNeqw8doWPNZxMKUsbXXaceOCZjhqjVj77N6MvO/Oq2ZAowHWP78P186dhMd2HkTnoX48uKQFP3rp/ZT3i99t1mswqsaMw/1+bHy5KyPfXt42Gf/9l49w7dxJ+NrmN3D2pMZEHpucL99x5Qwc9wTx0B8zy/+1C2fgB797B9slzl2rAYKhGMKxKH78h8w0rrtyBv7tf9/FNWdPkMzL71k0C92+AH7yxwMZaV931XRoNRp88xdv4c6rZ+DBPx7A24PXI/272psdWHVRannT6rTjurYmuPxh/N+//B1fPW8Str51GDde/Fncvm1v4tr++x8yv3vlfPlySLy2X9v8BlomNiTu6x3P7pMtS1uddixvbcKSR1/HWRMbUspM8ZqGwjG4DGFsTKuLid+55NHXMWdSI+5fPBvjGyyodNnqw6VS7jN9w1PK6SvltAGlm75STReRmkr1uSjVdBUbr0Mcr8NJpXwtDvV68UmWtt/qBfH2Wb3ViNue2YMOibbEd375Vzy2/Bzc+dy+jLbqDfObEQxH8M9P7kr0N66/ajpiMeDeF/Yn2qiy/YAS7bKLp47BzZdPxbrn9mWk+Y4rp+P+374j2V5M7h9MbrveefUMHHMF8OiODyX7T3/wv6lt1/ZmB9ZdOQP3vrg/o027vLUJX9v8Bs4/bRRuunQa7nphX0b77Yb5zRhTZ8LhEz78LOk7rUYdHlt2Dh599QN8WeLatDrtuGFBMwza+IKeTR3SbcMtr3+EWy6fjj5vAP/8ZCfuXzwbP37pfXQe6sfD156FYDiKR3d8KHn9430MToyqMeGOZ/dm3FPx+LdeMS3rNbvjyhno8wXx4PbM39Q918zExCH85o/0+7Fm627sONCT+Nu8ZkdGGzbX9xXiu4qtlPORYuJ1iON1iBvJ66CJxWKx4SawFM2dOxdnnXUW/vM//zPxt2nTpmHRokW47777Mt6/Zs0aPPfcc3jnnXcSf/v2t7+Nv/3tb/jzn/+c03e63W7U19fD5XKhrq4u5bWP+3wZg42itsGCR+xQbXPacdOlU/H7/Z+i81Cf5GdanXasuXQqHvjdu7LH7Dzcn/UYbU477rtmVqJjXvTc6taU465e4Ew5Rvq/pb4XADYnFb5yn2l12tEysREbt3el/G1Fa1PKMaQ+0zKhIe/vAZDynk1L52T9nvR7I3fdlK6B3HHTr8FQ03rvNbNwoNsz7Gsi9Z70tA3lfsl9T5vTjnVXzcAlP3418e/7F88esZlKcs9rsl27duHss8/GJbc9hlETP5v395w49B5eumc53n77bZx11lnDSTJRwQz3dw0U97ed6/MqcvkErN7SiWUXTJbNM89My8sAsTHqxMPbT04aW73Aib8e6kvpKBC1O+24bNY43Pr03szXmh24fOYp+MQVSOR9Snny7VdMQ+ehfryw56jke9qddpwxsRGdh/oSebFUvnzfNTPx4p6jKQ3dXM79ilnjcNroGmzc3iV5vmL5le26tjvtuHzWONwidT2cdqxa4ITVqMcPfvcuOnK4HunnJV7vI64A/nqoLyUtwy3vxGu7cXtXxn3NNZ1SZeYNC5xZr2fyd85rduChJS0lMZN8OIZTHx7Jcj8XTN/wlHL6SjltgLrpK+dnlkgNfF5LG69DHK/DSWpdi1zasB/3+fDq+8dl236XzxqHGCDd3nTa8f1Lp+KHv3tXst3X6rRj4axx+MQVSLRP7rtmFl7ccyTRphxKP6Bc26h9cOBbqX9wuG1XuTZtLv2cC2eNBxBLabeK7f4zFa6NXPtO/P6/HurD6gVOeIORlPbq+HozXthzFC0y33HvNTPx2yzXQzz+qfXmrNdMto/Cace/fenMvFZei/0ryQPJouQ2bK7vK8R3jQSWscp4HeJ4HeJG+jpU5B7XgiDg7bffxuc///mUv3/+85/Ha6+9JvmZP//5zxnv/4d/+Ae89dZbCIVCkp8JBoNwu90p/2UzEAhL3kQA6OjqxZg6U8q/9TotWiY0ZP3MzsH3KB1T7hgdXb3wCJGM19OPm34MpWOOqTNhTJ0p58/s7OpFy4SGjL+lH0PqM0P5nvT3yH1P+r0R/yZ13dI/k89x06/BUNPqFSIFuSZS78n2b/Fvudwvpd9OOBJL+fdAICz53qHI53klInUN93nt8QjYcaBHMc9Mz8uAeH5VY9KnNABbJjRINkoBYEdXb9ZGXzwN5pS8Tym/jUGDsXXmrO/ZMZju5LxYKl8eU2eWbMQC8uc+ts6MGpM+6/l2KOT3O7p6MSbb9Ri8tnqdNnH8fOsH4vUW70lyWoZb3u1I+r70+5prOqXKTLnrmfydrx7oSUR4KSeFrA8XstwfCqZveEo5faWcNqC46aukZ5ZIDXxeSxuvQxyvw0nFuhZDacMOBMKKbb8xdebs7c3BvuFs7b6dg59Pbp+MqTOltCmzfU6uH1CpTZVL/2CyobRd5dq0ufRzxvttU6+r2MZU+qxc+078/o7B96W3V8X7LfcdY2Wux8n+8Ozvke2j6OpFnze/NqfYvyIluQ2b6/sK8V2FwDI2f7wOcbwOcSN9HSpy4LqnpweRSARjx45N+fvYsWNx7Ngxyc8cO3ZM8v3hcBg9PdIZ5n333Yf6+vrEfxMmTMiaJrdfevBb5AlEUv494A8hGI7KfmYgh2MO5Rjpf0s/htIxPYFIxvkofUbq9fRjSH1mKN+T/h6l75F6PZdrn+9xpa5zvmkd8IcKck2k3qN0zFzuV76/x4GA/HXORz7PKxGpa7jPq3sw78glX5JSiDIs+bXk13PJB3P9PrnjDjXNUmVruqFeV/GzyXn9UNKZfE2T01Lo8i6f+yb33nyuVyHLvWIpZH1Y7fNn+oanlNNXymkDipu+SnpmidTA57W08TrE8TqcVKxrMZQ2rDvHtp/ce5T6J7O1R4fTD5hLv/BQj53L+3P5+1Cua67XJtfzS+8bTv5OpT4EpeMPp4/CnedgklvhGRGfoVzfV4jvKgSWsfnjdYjjdYgb6etQkQPXIo1Gk/LvWCyW8Tel90v9XXTLLbfA5XIl/jt8+HDWY9dZDLJptZl1Kf+utRhg0svfntocjjmUY6T/Lf0YSse0mXUZ56P0GanX048h9ZmhfE/6e5S+R+r1XK59vseVus75prXWYijINZF6j9Ixc7lf+f4ea83y1zkf+TyvRKSu4T6vdYN5Ry75kpRClGHJryW/nks+mOv3yR13qGmWKlvTDfW6ip9NzuuHks7ka5qclkKXd/ncN7n35nO9ClnuFUsh68Nqnz/TNzylnL5SThtQ3PRV0jNLpAY+r6WN1yGO1+GkYl2LobRh63Js+8m9R6l/Mlt7dDj9gLn0Cw/12Lm8P5e/D+W65nptcj2/9L7h5O9U6kNQOv5w+ijqzHrZz2a+P7dnKNf3FeK7CoFlbP54HeJ4HeJG+jpU5MC1w+GATqfLWF3d3d2dsapadMopp0i+X6/Xw263S37GZDKhrq4u5b9sas16tDmlj9PmtKPbHUz5dzgSRefhfrRm+Uzr4HuUjil3jDanHTajLuP19OOmH0PpmN3uILrdQdljpJ9L5+H+jL91u4OKnxnK96S/J/0YUueT/jebUaf4mXyOm34NhprWGqOuINdE6j3Z/i3+LZf7pfTb0es0Kf+uzbMyJSef55WI1DXc59VhM2Jes0Mxz0zPy4B4fuUNhtGelo+2ZzlOu9OObndA+rVmB7rdgZS8Tym/1SCGbncg63vaB9OdnBdL5cvd7gDanQ7JY8id+6fuQMb5p39WLr+XvR6D1zYciSaOn2/9oH0wjeI9Sb7Hwy3v2pO+L/08ck2nVJkpdz2Tv3NeswMOW/ntb13I+nAhy/2hYPqGp5TTV8ppA4qbvkp6ZonUwOe1tPE6xPE6nFSsazGUNmytWa/Y9ut2B2TbV8ltq3Stg59Pbp90u4Mpbcpsn5PrB+w83J/1mopttHzaeENpu8q1acV2X7Y0in2Y6ddVbGMqXRu59p34/W2D70u+Fp2H+/Hp4P2W+45P3QHF48tdM7HNnO21xpr82pxi/4qU5DZsru8rxHcVAsvY/PE6xPE6xI30dajIgWuj0Yizzz4bL730UsrfX3rpJVxwwQWSnzn//PMz3v/73/8ec+bMgcEw/FkSn2m04p5rZmXczDanHXdcOQNrtu5O/PuuRbOw6sld2NxxEKvnO9GelmG3Oe1Y3tqEVU/uwtqFM2SPubnjIG5Y0JxRmLU57bjnmlm49endWN7alHKMVU/uwt2LZib+trnjYMp70v+dfMz1V83Emq27sWbr7pS0ZftMu9OBGxY0Y3PHwYzzW7M1M21AfCBg9fz4Z3L+nqTPpL8n/RhS5yN13ZQ+I3fc9Hu+vLUpcQ2GmtZ7rpmFf/2fvw7p2svd05S0DfN+yX3P3dfMwqr/3pVyPp9ptIKIKF/1ViPuXzwbT+/6GHdcmT3PfPdI6h5GrU47Vs9vRigcw9or0/LRtqaMsrTVacfqBc049zR7RqOzvdmBO6+agQumOPDOEReWtzah1WlP5IPp7xe/OyCEccEUB1bPd2Ye0+nA8rYm7B883uaOgyl5bPL5zWkahRs+J12HuOPKGdh/xCX5/VNG2yCEYljeJp3GO66cgd+8/bHkOYh5uXOMTTLt666aiTG1Zqx6clfiema7Hu3NmeVNq9OO5W1NGFdviV/Ttib85u2PE2Ve1mM5lcsh8dpu7jgoeV+zfa41qZxMLzPFayqEYlgtURdL/s55zQ48sHg26q3lN3CdD7n6cCmU+0zf8JRy+ko5bUDppq9U00WkplJ9Lko1XcXG6xDH63BSKV+LzzRa0erM3vZbvaAZzjE2nD15VNb2y6ond2HdVTMk26o3zG/G+AZLSn/j3NMase6qGSlt1GRSfZQ3pLU33z3ixvqrZkqmWa69mK3teu5pdlzXLp0WqbZre7MD66+aKdmmFdP+zhEX1i6cIdmmvWF+M+aeNgrjGywpr2/uOIjVC5rx7lF31jb7DQuaYdBqsraXl7c24Z0jLqy/aiZ0Gk2ir1TsCxhXb8Hq+c5Em17qGFNG23DHldL3VDy+3DVbe+UMTBldI3l/7rlmVtb9r7MR+1fSB5TT27C5vq8Q31VspZyPFBOvQxyvQ9xIXwdNTIyHXWF+9atf4Wtf+xr+67/+C+effz5+9rOf4dFHH8W+ffswadIk3HLLLfjkk0/wi1/8AgBw8OBBzJw5E9/61rdw/fXX489//jO+/e1vY8uWLVi8eHFO3+l2u1FfXw+Xy5V1ls7HfT4MBMIYCIRQazag1qyHVwjD5Tv5b18ojH5v/N91Zj00AFyDn6mzGGAz6eEJhuH2h1BvNaDGqM84pk8Io3/wmA1mPSJAxnuC4TB6PSePmfx6+mcS3xsIwx2Q/kytWQ9tUlrT05btMzoA/VnOT+ozYkgTdx7fk+06DmQ5htT5iH8LhMM44cn+meTzyfae9Hue/O96sx6xpPNLv/YNNQZYDZnHNALoHfxb+nvSr6vU+aVfkzqzATaz/GfEv+Vzv7L9DvzhMPo8J/890pl8Ls8rAOzatQtnn302LrntMYya+Nm8v+fEoffw0j3L8fbbb+Oss84aTpKJCma4v2uguL/tXJ/XdC6fgBNeARoN4A9FE3lOjVEHTTSGmFYDXyiCAX8YVpMOVoMOGgAnfAJsFj0sOh08QuRk3mXQwZP2fq0GEKJR6DRa+EMR+IIR1Fn0sBp0CEdj0AHQaDXwhiJADIgB8AthNFqNECJRuANhWI06mPU66DSAXqtBNBqDVquBEI0ljllriee/MQ2g12jR7xNQY9ajZjDNA4PprDUbYNZrEYxEYNLpoB/87gF/GDUmHWwmPYKRCCJRIBYDvMEwLGnf7w1H4PGH0VgzmMbB/N2k08LlF1BvMSIUjSIWA6IxwBMIw2bWw2bUIRgNIxrVwKDVwiem3ayH1aiDFoAGgFuIwBsMwV5jghCJwhMIo8EaP6YnEEaNSY9aow4A4A1F4A6EYTPpYdLHz9tm1sOi18EbikADQKMFDBotAuEovMEQRg0edyAQRq05/rlQJIpIFPAEw6izxD/vCYbhHby2Jr0WJ7wCzAYdLIZ4Wg1aDUKxGHxCBN6k++oV4mmqs+hh1mvh9odQY4qXmQOBEPp9IViN8eOEolFEojHUGvUIDx7LJ0RQZzbAZNDC5RNQYzLAYTNWzKD1UOvDpdS4Y/qGp5TTV8ppA9RJXyU8s0Rq4PNa2ngd4ngdTir2tcinDftJnw/BcDTR9rMNtmE0AELRKKABTFodPEJ4sC2hh1GvRb9XgMWkh82gQxTIaNvqtRp4hDA8gXibR6cBDNr4caHRwB8+2Ub1BuNtrhpjvJ0ltsvMhvj7A+HoyWMbdTBoNAhFY/E2nxBBrUkPjSbeNrPodPANHju9vZjedhX/5klqL3uS0hKIRBBNarvWmvWwGHTQARDE7xfbdDotTvgEWAzxdm8gPPhZnGz3Wg061Ay2LXu9AiLRGCLReDut1hw/RigaRSQWS7R3xc+K7USdNn7torGT6aox6QevK2AdTF84FoNXiCAQiiTa/95gvC8AAALhCDTQJNJXY9TBnNQnIX5mIJB6/JrBdAyE0u6fOd5eFe+rQadN6U9otBrzHrRO5vIJ6PEIiXuXrQ2b6/sK8V2FxDI2d7wOcbwOcSN1HSp23fo//dM/obe3Fxs2bMDRo0cxc+ZMvPjii5g0aRIA4OjRozh06FDi/U1NTXjxxRfxL//yL3j44Ycxfvx4PPjggzkPWudqqDdtfEFTcdKU0YU/5lDSOm4Inzl1CJ8ZStokP6Nw3YZyPumGcn5jhvCZgl0TBTmdzwj8HomoetVbh9a4mVz4pFCSoZRvxdAkHZEsL3l3BNhrhv+lZajUG3NM3/CUcvpKOW1A6aavVNNFpKZSfS5KNV3FxusQx+twUilfi1OHmrYCtF8qTVMe7y3licOT1U6AhFz7V4baD1PoY4yEUs5HionXIY7XIW6krkPFDlwDwMqVK7Fy5UrJ1x5//PGMv1144YXYtWvXCKeKiIiIiIiIiIiIiIiIiIiSVeQe10REREREREREREREREREVD44cE1ERERERERERERERERERKriwDUREREREREREREREREREamqove4LrZYLAYAcLvdKqeEqPLV1tZCo9EM+fO5Pq8ejwcA4Pr4Q0TDkby/Z+DYRwCAXbt2JY41FFqtFtFodMifL8QxmIbKScP7778PYOi/a+Dkb9vj8Sg+R8V6XomoMIbzzPJ5JSoulrFE5YPPK1F5YZ2YqHywjCUqH7k8r5qY+FTSsH388ceYMGGC2skgqgoulwt1dXVD/jyfV6Li4fNKVF6G88zyeSUqLpaxROWDzytReWGdmKh8sIwlKh+5PK8cuC6gaDSKI0eODHuGj9vtxoQJE3D48OFhZbiUidd2ZKhxXYf7nOX6vFbKb6YSzqMSzgGozvMo1vM6UirlniWrxHMCKvO8yq2MrbbyVS28fkNXadeOdeLcVcI5ADyPUpLvOfB5LS5ehzheh5OK+czKPa/VfE+q+dyB6j7/kT53lrHFxesQx+sQNxLlK0OFF5BWq8VnPvOZgh2vrq6uqn/wI4nXdmSU03XN93ktp3OTUwnnUQnnAPA88lHo8nWoKuWeJavEcwIq87zK5ZyqtXxVC6/f0PHaxVXjM1sJ5wDwPEpJsc6hGp/XQuB1iON1OKlU2rDVfE+q+dyB6j7/Uj13lrFDw+sQx+sQV8jroC3IUYiIiIiIiIiIiIiIiIiIiIaIA9dERERERERERERERERERKQqDlyXIJPJhHXr1sFkMqmdlIrDazsyKvm6Vsq5VcJ5VMI5ADyPclSJ51qJ5wRU5nlV4jkBlXtexcLrN3S8dkNTCdetEs4B4HmUklI9h1JNV7HxOsTxOpxUKteiVNKhhmo+d6C6z79Szr1SzmO4eB3ieB3iRuI6aGKxWKxgRyMiIiIiIiIiIiIiIiIiIsoTV1wTEREREREREREREREREZGqOHBNRERERERERERERERERESq4sA1ERERERERERERERERERGpigPXRERERERERERERERERESkKg5cF1AsFoPb7UYsFlM7KUSkgM8rUfng80pUPvi8EpUXPrNE5YPPK1H54PNKVF74zBKVFg5cF9DAwADq6+sxMDCgdlKISAGfV6LyweeVqHzweSUqL3xmicoHn1ei8sHnlai88JklKi0cuCYiIiIiIiIiIiIiIiIiIlVx4JqIiIiIiIiIiIiIiIiIiFTFgWsiIiIiIiIiIiIiIiIiIlIVB66JiIiIiIiIiIiIiIiIiEhVHLgmIiIiIiIiIiIiIiIiIiJV6dVOQLVx+QT0eAS4AyHUWQxw1BhRbzWqnSwiIqKcsSwjouFgHkJUXvjMEhGVJ+bfpY33h4jKEfMuKgYOXBfRkX4/1mzdjR0HehJ/m9fswP2LZ2N8g0XFlBEREeWGZRkRDQfzEKLywmeWiKg8Mf8ubbw/RFSOmHdRsTBUeJG4fELGQw0Arx7owc1bd8PlE1RKGRERUW5YlhHRcDAPISovfGaJiMoT8+/SxvtDROWIeRcVE1dcF0mPR8h4qEWvHuhBj0fIOaQCwzEQEZEaClmWEVH1KZc8hHVtorhyeWaJ1MCygkoZ8+/SxvtD+WB5Q6WCeRcVEweui8QdCMm+PqDwuojhGIiISC2FKsuIqDqVQx7CujbRSeXwzBKpgWUFlTrm36WN94dyxfKGSgnzLiomhgovkjqzQfb1WoXXAYZjICIiddlM8vPdahReJ6LqVoj68EhiXZsoVak/s0RqYFlB5YDtttLG8pVywfKGSg3LFiomDlwXicNmxLxmh+Rr85odcNiUwyjkEo6BiIhopBh1WrQ67ZKvtTrtMOpYrSCi7ApRHx5JrGsTpSr1Z5ZIDSwrqByw3VbaWL5SLljeUKlh2ULFxF9TkdRbjbh/8eyMism8ZgceWDw7p/j/DMdARERq6vcLWN7alFFRbXXasby1CS4/G05ElF0h6sMjiXVtolSl/swSqYFlBZUDtttKG8tXygXLGyo1LFuomLh+v4jGN1jw0JIW9HgEDARCqDUb4LAZc66QMJQMERGpyWYyYMmjr2NFWxNWtDYhGI7CpNei83A/btzSiedXt6mdRCIqccOtD48k1rWJMpXyM0ukBpYVVA7Ybit9LF9JCcsbKjUsW6iYOHBdZPXWoVdCxFAyr0qECWEoGSIiGmkOmxFzJjVi4/aujNdYDhFRroZTHx5JrGsTSSvVZ5ZIDSwrqByw3VYeWL6SHJY3VGpYtlAxMVR4GWEoGSIiUhPLISKqZMzjiIhICcsKKgf8nRKVPz7HVGr4m6Ri0sRisZjaiagUbrcb9fX1cLlcqKurG7HvcfkEhpIhGqZiPa9ElajY5RCfV6LyUQnPK+vaVE0q4ZklUoMaZQWfV8oX6zTq4fNKhcLnuDj4zOaOv0kqBoYKL0MMJUNERGpiOURElYx5HBERKWFZQeWAv1Oi8sfnmEoNf5NUDAwVTkREREREREREREREREREquLANRERERERERERERERERERqYqhwiuAuK+AOxBCncUARw3DNRAR0chhuUNElYx5HFEqPhNEROWJ+Xd54f0ionLAvIqKgQPXZe5Ivx9rtu7GjgM9ib/Na3bg/sWzMb7BomLKiIioErHcIaJKxjyOKBWfCSKi8sT8u7zwfhFROWBeRcVSFaHC169fD41Gk/LfKaeckng9Foth/fr1GD9+PCwWCy666CLs27dPxRTnxuUTMjIKAHj1QA9u3robLp+gUsqIiKgSsdwhokrGPI4oFZ8JIqLyxPy7vPB+EVE5YF5FxVQVA9cAMGPGDBw9ejTx3549exKv/eAHP8CPf/xjbNy4EW+++SZOOeUUXHLJJRgYGFAxxcp6PEJGRiF69UAPejzMLIiIqHBY7hBRJWMeR5SKzwQRUXli/l1eeL+IqBwwr6JiqpqBa71ej1NOOSXx3+jRowHEV1v/5Cc/wW233YYvfOELmDlzJp544gn4fD489dRTKqdanjsQkn19QOF1IiKifLDcIaJKxjyOKBWfCSKi8sT8u7zwfhFROWBeRcVUNXtcHzhwAOPHj4fJZMLcuXNx77334rTTTsPBgwdx7NgxfP7zn0+812Qy4cILL8Rrr72Gb33rW1mPGQwGEQwGE/92u90jeg7p6swG2ddrFV4nqiZqP69ElaBY5Q6fV6LyUUnPK+vWVA3yeWb5TBCpq5LKWCou5t/FN5znlfeLqPhYxuaPeRUVU1WsuJ47dy5+8Ytf4H//93/x6KOP4tixY7jgggvQ29uLY8eOAQDGjh2b8pmxY8cmXsvmvvvuQ319feK/CRMmjNg5SHHYjJjX7JB8bV6zAw6bsajpISplaj+vRJWgWOUOn1ei8lFJzyvr1lQN8nlm+UwQqauSylgqLubfxTec55X3i6j4WMbmj3kVFZMmFovF1E5EsXm9XkyZMgU33XQTzjvvPLS2tuLIkSMYN25c4j3XX389Dh8+jN/97ndZjyM1M2fChAlwuVyoq6sb0XMQHen34+atu/Fq0v4C85odeGDxbIxrsBQlDUTloBSeV6JKUIxyh88rUfmotOeVdWuqdPk+s3wmiNRTaWUsFRfz7+Ia7vPK+0VUXCxjh4Z5FRVL1YQKT1ZTU4NZs2bhwIEDWLRoEQDg2LFjKQPX3d3dGauw05lMJphMppFMqqLxDRY8tKQFPR4BA4EQas0GOGxG1Fs5w4WGz+UT0OMR4A6EUGcxwFFTvr+tUnheiSrB+AYLfvjFM9DnFeAOhFFn0aPRasTYOnPBvoPPK1H5GMrzWsr1C9atqdLl+8wWo9wnImmsE9NwMP8uruE+r2rVQUu5Xk40kljGDg3LFiqWqhy4DgaDeOedd9De3o6mpiaccsopeOmll9DS0gIAEAQBr7zyCh544AGVU5qbeisrFVR4R/r9WLN1N3akzaC6f/FsjOcMKqKqxbyBiIajHPIQ1q2JTiqHZ5aIiDIx/y4/xa6D8jdCRPlivkHFUhV7XP/rv/4rXnnlFRw8eBCvv/46/vEf/xFutxtLly6FRqPBd7/7Xdx77714+umnsXfvXixbtgxWqxXXXnut2kknUoXLJ2QUQgDw6oEe3Lx1N1w+QaWUEZGamDcQ0XAwDyEqL3xmiYjKE/NvUsLfCBHli/kGFVNVrLj++OOPsWTJEvT09GD06NE477zz8Je//AWTJk0CANx0003w+/1YuXIl+vr6MHfuXPz+979HbW2tyiknUkePR8gohESvHuhBj0fgSiSiKsS8gYiGg3kIUXnhM0tEVJ6Yf5MS/kaIKF/MN6iYqmLg+pe//KXs6xqNBuvXr8f69euLkyCiEucOhGRfH1B4nYgqE/MGIhoO5iFE5YXPLBFReWL+TUr4GyGifDHfoGKqioFromJy+QT0eAS4AyHUWQxw1JTfPol1ZoPs67UKr1eKSriXRIXEvIGIhoN5SGGwfkLFUmc2wGrUYUVbE1omNCAYjsJs0GHXoT5s7jjIZ5aoBLGMIIB1LsqUnjeMshphNergEyKS7+dvhIjSsW1AxcSBa6ICOtLvz9jrYV6zA/cvno3xDRYVU5Yfh82Iec0OvCoR/mNeswMOW+U3fCvlXhIVEvMGIhoO5iHDx/oJFZPDZsTmZefgoe0HsHF7V+LvrU47Ni87h88sUYlhGUEi1rkoWba8YfOyc7Di8TczBq/5GyEiKWwbUDFpYrFYTO1EVAq32436+nq4XC7U1dWpnRwqMpdPwOotnZJ7PcxrduChJS0Fm+lcjFnUR/r9uHnr7pSGzrxmBx5YPBvjKqDRK/e8FvNeEpWbo/1+/On94xhTa0rMrvzUHcD800fjlBHKG1i+EpUPpee1HOoXpbpajfUTGglKdeL/8//+hqnj6zJWVbx71I0fffEM/uaIiohtWMqHGu02OqlU2rBi3vD2R30ZqyQ/dQeg12rw/V/vTry/1OrlRMVSKs9sKWPbgIqJK66pLJVih2KPR8hoJCaHz3i/24NRNcZhp7VYs6jHN1jw0JIW9HgEDARCqDUb4LCpf52Loccj4O2P+rB6gVMy9EmPR6iK60AkJQbgxd1HsaPrZB7U3uzAhaePVi9RRFQ2Sr1+caTfjzW/3p2Sx5XKajXWT6jYer0Crj1vIjZ3HExZVdHutGN5WxN6vfzNUfUqtT4Jqf4I0asHelhGVCG221KV2jM7kpLP1WLUYc7kRixvnYxNaeV5q9OOuxfNxPb/cyHc/tKrl1N21fR7ptLR6xXw1fMnYdOOD9PaBg5c1862ARUWB66p7JRq+Ct3IJTyb6tRhweXtOCxnakVw+Gk1eUTMs4diDdEb966O2UWdSEqMfXW6qz4eIIhbLy2RbKTbuO1LfAGQzKfJqpcLp+QMaADADsO9GDN1t3YyJUcRJSHGABo1E7FSdnyuFdLJI/zBEOSdctWpx0PLmH9hAovEo3hsY6D6OjqTfn7jq5eABrcceV0dRJGpLJSnOSU3h+RbkDhdaosbLelKtV+xJEgda73XjMTj3UcxM608nxnVy/ueHYfNi5pwWmjbcVOKg1RNfyeOTBfmqKxGDbt+HCwLXDSjq4eQAOsZ9uACkirdgKI8qE0cOvyCSqlDKgzG1L+vaKtCY/tzKwYDietucyiBuKVmNVbOvG5H7+Cax55DZ/70Su4YUsnjvT78/7OatRgNWbtpHus4++sLFHV6h4IZnR+iHYc6EH3QLDIKSKiclPKdZRSz+MaLEbJuuXOrl48tvMg6i2sn1BhRWKxjI4p0Y6uHkS46xhVIaVJTmr1SaT3R6SrVXidKkup12mKqZT7EQst27mOrTNnL8+T+hKp9FXD77mU24vVLhKVaRsc6EE4yrYBFQ4Hrqms5DpwqwaHzYh5zY7Ev1smNGR0LIqGmtZcZlFXQyVmpAVDUdlOumAoWuQUEZWGfr98HuRSeJ2Iqlup11FKPY8TItGsdcudXb0QIqyfUGENBMLDep2oEpXqgGB6f0Syec0OOGyc3FRNlOosatdpiqmU+xELLdu5BsPydURGZCgflf57LvX2YrVz++Xr/m62DaiAOHBNZaWUw1/VW424f/HsRGNxJCqGucyirvRKTDG4FO6N0u+QqFLVGHWyr1sVXiei6lbqdZRSz+M8QfmOAK/C61T6XD4BH3R70HmoDx8c96jeOaf0TCi9TlSJSnWSU3p/hGheswMPLJ7NqGFVpsYkvzOk0uuVpJT7EQst27ma9PLd/8kRGUqtLkKpKv33XOrtxWpnNZV2e5kqS/XUVKgilHr4q/ENFjy0pAU9HgHBcET2vUNJq8NmRHuzQ7IQbx+cRf1hjxdWow4r2prQMqEBwXAUZoMOuw71YXPHwbKvxBRDqXdcE6mlxqhHq9MuueKv1WlHjZHVCiLKrtQ7Wko9jyv1ejANTynuV1hj0qPd6ZBcXdrudFTVwAeRqJTbisn9EQOBEGrNBjhs3Be0Gmk0kK3TaDUqJEol1VR/ynaunYf7s/4e5jU7oNdq0HmoDzVGPd4+1Ie7tu2HT4gkXq+kvZPLXaX/nku9vVjtzHqdbNli1rO/nAqHK66rVLFm0BX6e8oh/FW91YgpY2w4tcEyImldNd+JVqc95W+tTjtWzXfGv99iwINLWtB5qA/XPfEWVj65CysefxOdh/rw4JIW1FnKuxJTDFajDu1O6XvX7nRw4JqqVoPVgH+5+HS0p+Vt7c0O/MvFp6PByvyFiLIr9Y6WBqsBNy5oRntaPavdaceNC5pVz+PECYxS2kukHgxwpc5QlGpYRKtBh/VXzcioF7c7HVh/1QxYDawTU/URJzlJKYVJTmJ/xJkTGzFljI2D1lVKp9Hg+vbTJPPv69tPg1ZTPSPX5VJ/SpatLiX19+S/RWMx3PeFWRl9Vps7DuKGBc0ZfZTtzQ6snO/EZQ/uwDWPvIbP/+RVbNt9BA8uaUkcQ+26CKUqh37x4Sj19mK102sh215WCO5AlBdOka5CxZrNPxLfU2814u5FM3Hr03vQkTS7p81px92LZha8UebyCejxCHAHQqizGOCoyX22shiq6+atu/Fq2jUYaqiuHo+AFY+/iRVtTVjR2oRgOAqTXovOw/1Y8fibeH51G2xmPR7beTBj9tPOrl5oAPzoS2fm/b3VRq/RYPUCJ4BYyl7X7U47Vi9wQl9FjTyiZPVWI8bUmnDZzFOw7ILJiTyo2x3AmFoTO8aISJbDZsQl08bgs+PqMqLCvHfUrXpHS73ViPH1Zlw2axyWJdWzut0BjK83l0Qet+oiJ6KxWEo9L3kCo9pKcdVwOcglLKIav79AKAJoYrhs1ilY1ppa7kMz+DpRlREnOWkBibai+pOciADArNdiwiirZP49YZQVxmpaco34ApBSrj8ly1aXunvRTGzYth9/eKcbQHzBxeZl5+Dh7V0pkVHamx3YvOwcrHj8zcSq6TmTGjF5lDUlIkONSY+3PupLeR+AxDVa0daEjdu7AKhbF6FU9VYj7r1mFm55ek/Gb6QStoUQB+ZflagXV8LAfLkzaDQ4pU66vXxKnRmG6ipaaIRx4LrKKM3mf2hJS0EKuZH6HpdPwIZt+3HmxEYsTxu4vWvbfvzbF88oWCFdiI63oYbqyjZg7g6E4BMiicpjOjFkilTIDgDo6OqFJxDG2Lqckl+1BoQwgqEoVi1w4qbLpsITiKDWrIcnGEIwFMWAwD0kqTod6ffjlqf3SOYxbU47fvCPZ3BggoiyqrcasXbhdNzy9J6Uukyb0457r5mlekeLyyfgzm37MXVcHcbWmQEAGo0Gn7gC2FDgeuZQdA8EseKJ7BMYn13Vqmr6igFTGIAAAQAASURBVNXOqESlGhYxBuCeF97B9PH1Gc/EvS/sx7orZ6iSLiI1lcMkJ6J4/r0/a/69vory71wWgJTKcytXl7r16T04c2JjYuB6RVsTHtp+IKNtvuNADzQAfntjO/p8QqIfEkBKP6Neo0kJCZ5sZ1cvVrQ2pfyNIZpLw5F+P9Y/vw9nTGhILCZosBgwyW7FuAroixmJRWBUOGEAG7btwzSJsmXDtn1sG1BBceC6ykjN5k/eD/n9bg9G1RjzWlmc6/eIhjNTr8cj4A/vdCcqalKvl9rAe701v2spN2BerxDmu9ZsKNmOr3Ki1Wpg0Gvw0PaujBm5q+c7oauy2clEIpc/hM5D/Vi9wJmxWnJzx0G4/CEOXBNRVi6fgNue2ZvRwdbR1Yvbn9mr+sBmr1fAl8+diMd2HkwZWG912rG8tQm9XnVXmvT7M+twmqQoMC6J14upVFcNl4NSDYvoC0XwtfMm46jLn/L38fVmnD2xET6uuKYq5PIJuPWZvZL53bxmh+plGREQz7+vnTspa53GW0X5t1QfWXL9qZT6yJLrUsl9tWK722EzYnPHQfiECFomNGRd1PLqgR6EozGcObERgHQ/Y3uzAw8uacGNWzolB6+D4WjKvxmiWX3JfdXp/eKVVP4MdREYjTxfKIKvsm1ARcKB6yqTXmGzGnV4cElLRmV2uCH9RmrwtFiDsmp1vCkNmP/wi2cMO2QKK5vKjFotNr7cJRluHQDuvnqmGskiUp0nEJIsM1qddjy4pAXeYOk0+omo9JT6wGY4Gsu63QoA1Vcn2UzS9XYxD64xqbvfMCdPDl2phkXUADAbtHhhz1HJyZycyknVqNTLMiIAQAyydZq1V0xXI1WqqLcYZOtPdQoLRIpJrEtl66ttH0zzjVs6MwaW04n1rmz9jDsO9CAai6WEBE9mStqsliGaS0M1lT/5LgKj4mDbgIqJW6ZXCZdPwAfdnpSKBxAPLSNVmRUHSl0+YUjfN1KrBoq1GkGtjjelSognEMb9i2djXrMj5bXkkClix5cUVjZz4w9FsoZb39nVCz9nkFGVsttMWTtAHtt5EKNqTCqljIjKQakPbEajMdnyPxKNFTlFqWxGfdY8+PGdB2EzqjsnuVRXDZcDMSyiXB1fDQZd9smcG1/ugkHH7gSqPqVelhEB8VDhcnUadWs0xVVjkq8/1ZhKZ02XWJfK1le7Y7DdvaKtKaN/N51Y75LrZ9zZ1YuWCQ0Zf2912tF5uB+A+nWRaiD22Xce6sMHxz1Z++JZ/pDa2DagYiqd0plGTHJImNULnGh12hMZjFJomaHO1hqpVQO5HjfbHtG5KmTHWz5pyaUSMmWMTTZkCvcDGT6vEJEMyySGQ5YKo0RUDUKRqGwHSCgiP+ubiKpbqQ9s+oRwSZf/gXD2PLijqxcBhZU3I61UVw2Xi1IMi8jJnESZSr0sIwIAb1C+TuMNhtVOYtF4AmHZ+pMnEMbYuiInKguxLiXXVyvuP915uD+lfzeZWO9y+QQEwxE88pWzcq7Tzmt2YMPVM+H2C7jmzFNVr4tUOrntItOjoLL8IbWxbUDFxIHrCpceEmZzx0E8uKQFQDxDyTW0TL5GavA0l+PmU+hnU6iOt3zTkmslRClkSil2fJWTRqt8KKkGKyuDVJ2UOji8QVZSiSi7Uh/YbLAaS7r8V6qXDwTU7YTm5MnhK7WwiEqTNfyczElVyGbWo81pR4dEx22b0w6bmd1spD6l8Nj1JRQee6SV0ypVsS71zlG37PuC4Sh++cYh/PKb52P9c3tT8qM2px33LJoJrxDJ6I9sTQo1LpbxE0dZ8cfvXSjRd1gzIudIJyltF5m+Z3Wpt6Wo8im1DdSe6E2VhTXqCpceEsYnRHDjlk6saGvCitYmnFJvlv38cGZrjdTgqdxx8y30sylEx9tQ0lLISkipdXyVk1qzIWsoKQ2AH33pTFXSRaQ2q0IYNavK+6sSUWkr9YFNuVCSpVD+l0MezMmTlaVOYQCulgN0VIW8wTCWtTZlhGJuddqxrLWpqlayUuky67WydZr7rpmlTsJUUG6rVMc3WBTzkcl2K7Z++wLctW0/zpzYiOWtTQiGozDpteg83I+/HDyB5/56BDu6UvsWxd+DuK/1vGYHxtSaWE9TSb57Vpd6W4oqn1LbQOl1onzw16Sy4Ya0ViI1s9AnRBIzLl/6l3kjOltrpAZPsx0330JfznA73oaSFlZCSkM5hZIiKiajVosFU0dj+vj6jJBz+4+4YNRyPxsikje+wYIffvEM9HkFuANh1Fn0aLQaMbZOfjJlMZR6+W/UarOGhGx12ksmD+bkycph1Cn85riPHVUhlz+Em7fuxgOLZ+Pmy6bCE4ig1qzHp+4A1mzdjZ9/fY7aSSSCR4ig81A/Vi9wSoYK91TRqrhyXKU6ptYkm+ZTGyzo8Qj4w7vd+MO73Rnv2bR0TsagtUgMNc5+xuKS6v/3BPOPBsBJoqQmg06+T5B7XFMhceBaRYUIaa1EaWahTqupqIHSQocAGk7H21DTogWwcr4T37/0s/AEIrCZ9fAGw9AkvWekJzxUO3cgJLsfVCmFkiIqJldAwJpLp2HDtn0pIefanHasXTgD7oCgYuqIqBwc6fdjza93p3SmFbr+O1SlHkqyzy9geWsTgMxVfstbm9DvL408mPXUytHrFfCNttNwxaxxGFtnTtSJj7n8GFdvQa9XQNNotVNJVFz1FgPuXzwbm9NWs7Y67bh/8WzUqRyCmXkwAYA3GJINFe5VGDCrJPVWIx5YPBt/ev84xtSaEmXZp+4A5p8+uiSfj1wWtXzY4836eaVtIevMBvzwi2dgbJ2ZeUYRZOv/33D1TFiNuqzhlbNFA+AkUVJLvy+Imy+bhrf+fiLl76fWm3HVGePR7wsCsKmTOKo4HLhWSaFCWitRmlloH6yQVMpsrVIKATSUtLh8Av5+woeHth/IaATfsKAZFqNOcp+aUunwrRRK+0Gp3RlBpJYGixG3P7s3Y+VVR1cvNmzbh7uvnqlSyoioHLh8QsagNRCv/67ZuhsbC1T/HSqbQijuGoXXR1qd2YCvbXojseVPckjIG7d04tlVraqmDyjOxFwqnlqzHu5ACC/uOZqyf2a7047lbU0MFU5VqZS3lWAeTCJ7jQn//ocDkr9TAFXXbosBeHH30YyJkxeeXrqzr5RW1sr1OZr08qse3YEQbn96D9YunI7bntnLPGMEyfX/3/HsXqxdOB23/GZPxudKNRoAVbdRVhOOugN4Yc/RjHGLyY4ajCuBKGpUObh+XyW5hJEuBHGW3rxmR8rf01dU11uNmDLGhjMnNmLKGFvOezh/0O1B56E+fHDcA5cvM825vKeQxIF6KcUu9IeSln5fKGPQGog3Lh7afgBuf0h2wsNIX99qYTbosnZGPL7zIMwG9feQJFJDMBLNGkZ3Z1cvghH5md1EVN26B4JZwxbuONCD7oFgkVOUSgyLLKUUwiKPqTXhgimp6dNo4jF5Lphix5hakxrJSlCamMt6avmxGnTY1HEwZdAaAHZ09WJzx0FYWSemKpTLthJqYB5MyQSFdptQRe22xLMhMXGy1J+NeqsRDpsRjVYjguEI3u/24MCnA3D5BNk+x+6BINqzvNbqtKPzcD8+O64Otzy9h3nGCFPq/z9rYoNinz1RqYgB2Phyl2R/+caXuxBTJ1lUoThFWiXFDEU4Evtf5DKTV43ZvqW0R/RQ0uIVsjeCd3b1wiNECraHN2XnDoRkOyPcgRDGg7NPqfq4/fIdcQMKrxNRdev3y9dvXQqvj7R+hVDcLr8AoEal1MXrlncsnI5bnt6TsV3DvdfMUr0OmMvEXLXTSPnxCBH5Aboq2iOVSFSq20owD6ZkLoV2mVK7rpKU87NxtN+PjySiMrYP9is+sHg21kj0Oc4/fTTmNo3C2rRoaWKd9sYtnXhoSUtKfTJZqV+XcqJUZviFSMVEQaXK5wtlbxvs7OqFL8S2ARUOB65VUuyQ1oXc/yKXMOcAihIKXcpIDNSLctn7Jfk99Zb4vjGeQDintHgVOn+UGsFq770IVMaeWm6FjvNqauQRJauzyFcbahVeJ6LqVmOUX51pVXh9pNlMBix59PWsobifX92mavpcPgG3PSO9XcPtz+wd0fp1Lkp1MIeGTmnlqCfIOjFVn1LaniwZ82BKxnbbSeX6bLh8Av70/nFs230ko+63I6lvNVv/54fHPWiZ2Ig1l07Fx33+lDqtT4go7oPd5xPQeaivbPv1SkUuZcZQ+uwroe+Vyo8vKD9uofQ6UT6qp6ZSYpT2ni7lfSxyDXOu5ozGQg7Ui4a7ynzKGJvidzQo7J080o3k4VZ8KmVPLaXryP38qFqZ9fEwulIzLFuddpgV9tIioupmMejQ7nRIhgtvdzpgUTnssMNmRGuWUNytU+yq189LfcVQqQ7m0NDZFOq8SvvCE1Uih82I9maHZH7crmJfDvNgSmbSybfbTCpvf1JM5fps9HgEjKk1ZV3dKNb9sm33aK8x4m+H+9EyoQErn9yV8brSPtgufwjXPfEWgPLs1ysVI9H/Xyl9r1R+lCY9VdOkKBp51VNTKTG57j1dinKZrViuMxqzyWW/qELsKTWm1pR1H5r2Zgcaa0ZuD+8j/X6s3tKJz/34FVzzyGv43I9ewQ1bOnGk35/T5ytpTy2bUYe2LHtctjntsKm8IoxILW6/gDsWzsh4Ptqcdqy7coZitAIiqm4aDbBy/pSMfaRbnXasnO+EVqNSwgbVW41Yu3A6Og/14bon3sLKJ3dhxeNv4q+H+rB24XTV6+fxUOVyr6ubB9vMevn6Eyf+lR2zXit7TzlhjarVqvlOybJs1XynSimC7H63pb44ggrvhC++/YnU73R5axNOlFH/zHCVa/3EHQgpropW6ltdNd+JT92BjN8BAOz5xIV2p/w+2KJy7NcrFYXu/6+kvlcqP2a9Nmu+0e50sG1ABVWapXOVGMmQ1iOpELMV5d5TiuFOirXKvN5qxAMy+2KPrTOPyB7euYR/Vzp2qa8Cyoc3FMGy1ibEkLnH5bLWJni5ZwdVqVqzEXe9sB9nTmzE8rQwuvf/9h2svWK62kkkohIWCEdx3RNvSYbivu6JN/GblReomr5SD8VtNco33dQOte4NhuXrTwwrXXaEaFT2ngpR+Q51okrU4xGw4vE3JcuyFY+/iedXt6lSVoiDI4XuK6DyZDXq8bVNb2Td/mTrP6tb5yqmgUBItiwbCIQwts6sXgKzqDMbcMIrPwhpNuiyhvMW86pvXXga1i2cgbu27cOOpPM/tcGC8+bbEUUs6z7YycqtX6+UFLL/v5L6Xqn8BCNRLG+bDCCWkp+0O+1Y3jYZwQjbBlQ4HLhW2UiEtB5puYY5GUoolFINd5LLCvKYwjFyXWWuVKEZiQkPhaj4VNIqe7c/hBu3dGZt5D2+/Fy1k0ikimA4iu3vHsf2d49Lvn7TP7CSSkTZ+YJh+IQINm7vyvK6uhPDSr0jSKvVyIb91Km8ZN2lUH966htzVU0f5c/tC8ve0ydWsE5M1ccdCMmWZWq2e8t1cQQVnkYDtExskPydtjrt0Kgc5aaY+nzy9ZNflGhZ5rAZ8cbfT2St+7U77di252jiHqf3nYp51b+/dAA/feVDrGhrwrKk8z+1wYIv/OdrKdflM40W/H7/p4l9sNOVU79eqSlU/38l9b1S+XH7wlj9VGdGftJ5uB+rn+rEE+wvpwLiwHWRleJq4nzlOpM339m+hVj1O1JGepV5OqUKTaEnPBSi4qO0x11NGe2BV2c2yHZG1JVoKCmikeZRWC2n9DoRVTelulCtyuVrqXcEaTXA8tYmAJkrhpa3NqneCa1UfyrVPSQpO6tJJ3tP1V7lT6SGUt8vtxwXR1DhKdUZ1N6epZhqjKVblsn1Eddbjbjo9NFoctQASL2P7U4H1l45Hb/dexTWwfNL7ztNzqukzv9/vn1+xt83LZ2T9ToB6udvVPplEFU2xbaBiW0DKhyOvhRRqa4mHgoNgMtmjcPSCyYnZtd0DwRT3pM+27fOYkCNSQ9PIJwSygaIr3AR9+A5Y0IDNnccTJndp/Yql5FcZZ6LkZ7wUIiKj1GnlV0FZNSVzz4XNYN7XHdInEub044adtJRlbKZ9HDY4lsajKkzwROIoNasx6fuANZs3a04gYWIqlup1xXqzAZYjTqsaGtCy4QGBMNRmA067DrUh80dB1XvCDLotHj67Y+xorUJN182NSUP/s3bH+Omy6aqmj6HzYhLpo3BZ8fVZVy/9466ub9qGbIYdFgwdTSmj6/PuKf7j7hgMbBOTNWHeV15qIRFI8Nh0mvx9K4sdYZdH+OmSz+rdhKLplTLslz6iMc1WGA16nDfNbMQicbgEcLwBiIw6LV4cc9RvHfMjV9+8zz0eAQEQhGYDTr0+0KotxoV+zEbLJn12s7D/dlXeA+zX5MKQ+q+iu2XC06zw+UX8MFxT9XleVQcVoMOl80ci388e0JGn+Cv3z4MK9sGVECaWCymFOGYcuR2u1FfXw+Xy4W6urqU11w+Aau3dEqGH5zX7BjWauJiV8iHei7plTKrUYfNy87Bw9u7sKPr5LGS91NJHrx+ZuUFOHNiY85pLPQ1OdLvz7qCfNxgpTKX9+Sb1mJMeHD5BNywpTNrhTaX3+ffDvfhuEfAYzsPSs7oHWMzYvaE3O5fMcg9rx8cH4Beo8VrH/RgTJ050bD51OXHBVMciMSiOG10rUopJ1JPV7cbgAZ3PrcvYz+bdVfNAAA4xxT+2ZB7XomotMg9r389dAJ9vjCOuvwYm1S+HnP5Ma7egkarIee63khw+QS8e2wAD20/kDJ5rd1px+oFzZh6Sq2qHUBdxweAmAbrnkvdh7vNacf6q2ZCo4lhisr1k0O9Xtzy9J6M9N17zSxMtNeomDLKRu6Z/ajHg1AUuPO5vRLl/kwYtMAkh63YSSZS3eFeL3Z09aSUZZ+6/GhzOjBhBPO6XOrEn7oD6PMKcAfCqLPo0Wg1luT+vSOpkhaNDJWYf2erMxi1wMQqyb/j9Sdg3XP7ilp/KmQf8ccnfFjzm91pq67tuPPqmTjU60MUSEy0PHtSIx4Y/K0n91EmD26a9Fo4ak1Y+8zejAHQB5e04PGdB1Pqwq1OO+66eiZOG10dv5mRNtw+6/T7+uCSloy+2GrL8wqB/U7KDvV4EIUGa5/Zk9Y2cOCuRTOhRaxqyhYaeRy4LiDZgbBuDz7341eyfvaP37sQU8bk/2CrUSEfyrlIVcpWL3Ci81Bf1lU3LRMbU0JP5HqNRvKaiJULuf2icnlPrmkdyQkPUmnJd9A92QfdHly5sSNllZK4z8XmjoN4fnXbkH7jI0Xuef37cQ8+HQhm7bgeW2vCZFbYqQod6vXitqdTK6iidqcD91wzc0QGJtiAICofcs/re8fc+KTfj80dBzPK1+VtTTi1wYLPnqLeM+7yCVj91C7pPK7ZgY0qblsDAAePe3DHs3uz5sEbrp6BJhXrJ8Wst1LhyD2zh3u9uDVbud/swL2LZo7oIB1RKXL5BLwzOMkpfcL2DQuaMW0EJzkp1Yk5eYhlkajU6wzF9FGvF7fLtGHvvmYmJhW5DZtPv6pc/TS57zR5EdCcSY2J37rLJ6DXKyAGYH3SbyKxmOjlrpTn5eKpo/Gdi0/H8cFV3GK/3hdaTuXAdQEUqs9a7HuOxmLY8Pw+yd9HNeV5hcB+J2UfD9YzsrUN7ls0E5+pkvoGjTzG9CwSdyAkG3pwKHvmDWdP6OHM7hrK/n89HiEjnS0TGrLuibCzqxcrBvfjAXIPtT3S+2Tns19UDIjHVB9GWqWuW/L7Chk+PT20u9KgezqHzYg5kxol7+lwQ6UXWwzAg2kdEQCwo6sXUQB3Xz1TlXQRqc0XikhWUAFgR1cPfKGI5GtERABg1GszBq2BePkaA3D3InXL1+6BYPY87kAPugeCqnb8BMNR2Tw4GI4WOUWpillvrVSlFtrWK1fuH+iBl+U+VaF+Xyhj0Bo4uf/svYtmqfLcfuoOZAxaA0BHVy9ufXoPfvSlM6ti5TXLoriAQp0hoHKdoZgEhWshqHAtcu1XdfkEHHUFsqY/ue9UfPZXtDVh4/auxG9d/L2v3tKZchyfEMGKx9/E2ium4Tufa0b3QBAmvRafugPo8cQHy8UomPOaHbi+rQmUn/R6nc2kL3ifdSiS/fddTXkeFYdHoW3gYduACogD10VSbzEkQnckD+y1Ou14cEkL6iT2FlGST4U8ubCsMerx9qE+3LVtf0olZMPVM+HyC7CZ5TtJhrIfsssvZPxNqXNNfF1c9ZtLQat2IyWfmXO5pHUokwQKQWnQXUq91Yj7F8/Oumq7nCpKvlAEnYf6sXqBU3KiCQfnqFq5/WHZ1wcUXiei6hYMRzMGrUUdXb2qd6L2++XrVUqvj7SBQFhhIqy6ebBa9dZKUYqhbVnuE2XyCmHJqHFAfODIK6jzXPR5hazp6ujqRZ9XqIqBa5ZFcZ5gGA6bEQ8snp2xD+marbvhCVZP/q10rl4VroVSv2q9xYBP+nz4qNcHjUa+c86g18Jq1MEnRFIGsvuT+mGz9T/6hAhueXovNi2dg5VP7kr8vdVpTwyAl2OfXimQqtc99Y25BemzTj72I185S/a9vV4B4J7XVCBKdX+2DaiQOHBdJDUmfcZ+E0C8YaMB8KMvnZn3MXOtkEsVluKAubiP9KsHenDbM3sSIWbkOkkcNiPmNTuy7ocstbLWasr8qZkNOtn0T7Zb8cfvXQibWQ9vMIzOQ32KKw/UbKTku9o7l7QOZZJAPgo5oQEY/qrtUhEQIth4bQs2d6RONGl32rHx2hYEOHBNVarGJJ9vWxVeJ6Lq5g3KD7yq0XGYrMYon4cpvT7SbGad7ERYm1nl9EnU95PVKLxezUY6atRQ2RTKdaV6AVEl8gbl24JeQZ22olth8pLS65VipPtQykWdRY+nrj8Pd6WFEG532vHU9echhurZNbLGKF//sCq8PhLk+lUvnjYGWq0GN22N72m9aekc2WPpNJqU/l1xEVAwFIXLFx8Ilep/TK6TW416bF52TqJOvrOrF7ddPg3XnHlqSfTplVpEGiXZ6nVKk2CT+6yznXP6sU16reIxv/TTP6s+GZIqg1Ldn20DKiT2HhSJJ5B9Vm5HVy88gTDG5rl9Qi4V8myFZXoIGfFv4sw8uU6SoaysNWq1aHXaU65BLBZDm9MuufKmzWmH3WZCJBrDv/7P33JeeaBmIyXf1d65pFWqMitWLi84zQ6XX8AHQ5w5V+gJDaJ8wqmXqlE2I37yh/clQ5kCGmxYNEOdhBGprNakl823azkoQUQybCa9/MCrynlIjUIep/bAq82ox1Ovf4SWiY1Y0dqUMvC/5fWPsP5KdesnRl1mfV/U6rTDqJPvWKtmakeNyoblPlGmWotedhJWrVmd56JO4XuVXq8UQ1loUYmseh3ufH4fzpjYiGVpdYYf/PZdrLtyutpJLBqDTiNbPzHo8gw3WADZ+lVbnXbc+Llm3J4U9r/zcL9s+v/8YS86D/Ul+ndN+nh97LUPezG2zox6qzGj/9FqlJ8MeeOWTgjhKKaPrx+hK5C7UoxIoyRbvU5pkFnss5Y7Z78QSfl75+F+LJg6GtPH12eUSfuPuNB5uB+A+pMhqTKwbUDFxF9TkYzESmCbWT6zsJn1sp0g6ftIA6nhu+U6SfJdWdvnF7A8bd8VnUaDZa1NiCX9DYhXlJa1NmEgEMKdz+/Pa+WBw2ZEe7ND8pzbmx3Q6zQ5rdweinzvcS4NqvTKbLbKZb6VtpGY0FBJSn0PSSK1+MMRrF04A3dt25dS9rQ57bjjyhnwhxmNgIiyM+q0shGI7rpa3T2u/aGIbN3Ur3LElWAkimvnTpLsZFze2oRgRN36SZ8vmFHfB06mr88nYBJq1EpeSSvV0La+sPwz4WO5T1VIqwE2Lz0HD718ICMv3rz0HGiLPwYGAKizGGT7h4ayPV05qqQtzIbDF4rgyzJ1hmra/qzXm9kfCZy8Fr1eAU2ji58usV+1eyCIQyd8AOKDkD0eIaU/anPHQTy4pAWAdPrFhScrWpvQ6rTjU3cg8feLp44BkNn/uKKtKWudXHy9FKITlGpEGiXZ6nVykxDEfmClc/7uxc0pf//lG4fw5DfOw4Zt+1Ke9TanHWsXzsBXfv6XlGNwz2saDn9EoU8wUj1lC408DlwXyUisBPYGw7IdCd5gWLETJH0ALn32l1wnST4ra+vMBnxt0xtY0daUskJkxRNvpvzNpNei83A/btzSiV+sOHdIKw9WzXciGotlXJNbLpuKXk8Qx9xB9PlCeOPgCVx0+miMK9AMvXzvca4NquRJAtFYDBue35dRyRErMHddPRMnfILiwPxITWjIVamH+eGeHUTSYjHgB797B2dObIwPkiTl2/f/9h3cdOlUtZNIRCUsEI7KRiBSe4/rAX8YN27pzFo3fWLFuaqmLxqDbCej2iuuzQY9btzyRtbr95t/vkDV9AGlWwct1dC2Lp/CM7Fc3WeCSA16rRYPv3xAMi/WQoM7r1YnLw6G5DuTg1U0UDm+wYIffvEM9HkFuANh1Fn0aLQaq2KPb1FMoc6w9orqWXFtM+nx9c2lWT+ptxrR4xFw3RNvJf6WvmexT4iklMVWox4+IZxIvy9pe4I7r5qBj0/4sfKpXfAJkUT9od5qxH1fmIWPen3o94cwYZQ1ZZAz2c6uXqy6yAmbWY8Puj2q1pmGE5FGzTpftnqdOAlBCw12dEn3A3/Q7ZE951svn5byty+fOxEbtmX2E3d09WLDtn348rkTU+61WpMhqTJEI8AP/lemT/Af2CdIhcOB6yIZiXBFLn9ItiPhqW/MVewESR6obnXaEyFERIXqJBlTa8LZkxpTCstNS+fAJ0SyVpasCvsIShW2PR4BKx5/M2OA3GEz4t9+/x62v3s88d5Wpx1NjhpYjbrEPiHDqdTkeo/F7/EEQ2iwGHHZzHFYesHkxP3rHghmfF6cJPBBtyfrSuBXD/Sg67gnUeGVW4U9khMalBzt9+NP7x/HmFoTguHoiEwiGC6lfXq5jy9Vq1gM2P7u8ZS8NNn3WUklIhkehT2s1d7jus6il62bqh1mNRqNZR3439nVi0hU3f0qtVoNzjttVMrfNJr40sPzThsFnVrLEAcd6fdjza93Z3QUlkKoyVINbVtj0sm311gnpiokROSjcwkqRb/o94ew7tm9eHBJC/yhKNz+eL+GxaDFjVs6sUHlqCbFJJXftw8ODKmd3xdL+gKXZDu7eqtoh2ugscaIsyY2SJZlbU47GmvUncCW3j8nFU46uSzetHROykC3qN5iwJd/9hdsXnYOHhpcoR2NxeDyCfAJEdz8mz2JAdH0wfF0Rr0Wtz29B394pzvxt+Q6k1z/aSEHjIcakUbt8OLZ6nU+IYKnXv8Iy1onY1nrZNRbDGi0GlMimCqds06rSTl2ywTp3zYgvTCpFFbSU/mKgX2CVDwcuC6SkQhXVGc2yHYkiOG7s4XOTh6oTg4xk5y24XaSJFdY1l4xHW8f6sNd2/bDJ0TQebg/ayirec0O1Bjlf55Sha07EMq4JqsXONF5qC/rTNP7Fs2CV4gMu1KTyz1OrjxlS5f4GamQN/kMOMuFzhnqhAZxLy+zQTekkOsun4CPTviwbfeRjBXxyZMI1GY16NDudKQ0dEXtTgesBnbSUXVSGlRSe9CJiEqb0qREpddHWq3ZIFv+q93R4xPk89jkFTdqMGg1WHPptKyhCvUqDly7fELGIAYQry+v2bobG1UONVmqoW2tRoU6scrPLJEaPAH5vFjp9ZHSaDHgP5a04LZn9qa0tducdvzHkhZoqmSkMp7f/y1jcsGOEsnvi4XttpPG1plx3zWz0NHVgzF15sQCl09dfrQ5HaquxHf5BFgMOjzylbMS+xLv+cSVNZx0m8SCIyDep7bzgx7cv3g2fvi7d1N+//OaHVg534m3P+pL/E1pr+VQJJoyaA3E60zrnt2LdVfOwC1P78noP31g8WzEgIIOGA8lIk0phBeX28P82rmTcMOWTsyZ1Dik/lqdVpNybKWtDGtM+sTv61N3QLXJkFQZWLZQMXHguog0AC6bpby6Nle5zsyXCp3d7rRj3VUz4AmEceXscdh1KDXETCE6SbLNcHvxxna4/QJsZgO+PGcCbn16j2QHjdWoy3vlgVQBrzT7LByN4bYCVWrk9v5OrzzJpStbyJt8BpzTj5M8iWBUTfbfTvJAdbvTjuVtTVj9VKfs/tobrp4J1+A9lRvI7veF8NB26bBqAHDvolkl0YjUazVYOX8KosgMOb9yvlPVjlciNdWY5KsNSq8TUXVTmhhmUXliWCgcwaos5f+q+U6EVN7Pt94iX0eqV3n/UqtJj7t/sxstExtTIh/tOtSHH/zuHdz7hdmqpa17ICj5uwPigxndA0HV66By7Qi16DUKdWIN68RUfZTyWrXyYoNei5u27pYMF7v2mb14YLF6eXAxfeoOZl8Rf6AHn7rVz++LwaYQJUbp9Uqj02nx4p5jGavwL/zsGNXSJNVn2uq04xttp2H2Z+oBZG4LeceVM/DAb99JOY64EGnvJy7J8PCvHuhBJBbDiramRF+e3F7L7c0OWIw6bF52DnYd6sPmjoOJvuLPjqvDLb/ZnfGMvXqgB396/zhe3H1UcpLgUAeMhxKRZjjhxQtJrNcdcwfwcZ8fABIRUudMasza5650zvbBPlexzhhUaJ94g2GsfHIXgMHf/OmjUW8twAlSVapVKDuUXifKB39NReLyCbhJYnAUyL66VkkuM/M/6PZkhM4Ww4lftXEnnl/dhiljbDilzoxzJ48qWCeJ3Ay3O57dm3K+ch00+a48kCrglWaf+cORglZqsu39nV55UkpXcsgbcdA5EovltII+/TjpFWLrYCU0BqQcq91px9orZ+Bgjxebls5BtzsADeIdUivamrJWgm97Zg9aJsZDwcvNpvQKYdlwVV6FlUTF4hEiuO6JtySfm+ueeLMk9mgkUkONUZc1Ukab044arrwiIhl6rUZ2YFjtiWG+UBQrspT/K554E1tVLv9LNZy0yBsMY8ncSRmTHMUOVTVn4Pf75aMWuRReL5Zs7Qi1eFknJspQZzHI1ofrVBq4dgeyt7U7unrhDoRxapHTpAal/LxU8vuRVmPQZe07am92oKaKosgl+ifTBlR3FHEFbtY0pd0f8Rk+t2kUbljQjFUXOdHvDyXK3msf/Qu+fO5ErGg7DZFYDKFwNDEY+tCSFvzkDwckv29nVy+uazsNqxc40TKhAeFoDFedMR53Pb8vZRC6zWnH0gsm49pHX4dPiKDVaceDS1oSC53kFuCMqTVlnSQ41AHjoUSkGWp48ZEg1utOqTOjxyPAXmPENWeeKtvnnus5i8d2+YScFiYB6v7mqTIYddqsk15anXYYdfLRHIjywYHrIpGa8SWGXW6Z0ID3uz0YVWOEzaSHNxiGy5/bXiBKM/OlQmcnEwvsQneS5DPDTe67c115kLxv9IarZ+KOZ/cmCm2lEDi+oPzstEJVatyBUMo9rzHqJWcwisSQN8mDzuKq51gsltJQlgr1LjIbdBmhsnxCBCsefxNrF07HHQunYyAQRiAUwWsf9mLRwztT0tLe7MCzq1oRicZy2jdFbjalVyKEZfI18QTD+OC4Z1h74BSCJxBWeG5KY4CdqNj84QiWtTZl7JnW6rRjWWsT/CqvRiSi0uYNRWQHhn+zUt1BMKXyX63wr6JSDSctCkdjkpMcxX+vv3KGGskCAMWJVQx5LW2AdWKiDAOBkGx9eCAQUiX0sFK/RTEHa9RkNSnk9wqvVwpfOILlrZOBWCylL6jdacfy1snwVVG7rVRW4GZLU3KfmBitZrLdinAkhs//5NWMz27c3oWN27vw5Dfm4usSe11nYzXGt/wTy3SrUYfbr5iG266YjuOeILQaDf78YW9KNM6dXb3QAvjlN8/Dx31+jKk1YfUCp2QfZj6Lc/KRb0SaoYQXH2n59rkrnXNyRM16iwH3XjMrI5pptn5itX7zVBlOeAUsH+z/T68DLW9twgmvgKbRaqWOKg0HroskfdAyHI2hyVGDDc9n7gG3bLBg8QmRnPYCkSsA1SqwCznDTamAl1pNvHbhdNx2xTT4hQjqLQbZmaY2s16yoigOKOd7jZIrEMmTD+otBslQ2+kzGIGTq2bSZ2H6hAhu3NKJFW1NWHmRE2aDDrVmPd76qC/l88nHFiJRyVBZPiGCW36zB7/7TjvMBi2++X/fwgOLZ+NX3zoPnkAEtWY9PnUHsGbrbmg1GnhC8h1T6ftrS1WEGtJmn8uFHx/qHjiFYDXpZH8T1dLYJUrn8oXxg9++i4e/ehbCkRgG/CHUWgzQ6zRY9d+7cM81s9ROIhGVsAF/Zl1CkxRqWOr1YiqHzm4dgFsun4abAQwMTnQFgFKY2x6NxmQj60Si6m2wWmPUy64OqDGyWSyFdWKiTH2+EG7euhsPLJ6Nmy+bmtF2/q+vnq1KupRWequ1ErzYrEYdLp42BlPH1WXkW+8edVfNRCWXL4x1z+7Dw185C7fotIk6QygSxaond+HHXzpT7SQWTSmtwBWJabIaddh4bQs2d6T2ibU3O3Dj55pljxGJxbBp6RwEw1E0WAwYVZPa/5Zeftea9GiZ2IjOQ/2JvsMjrgAmewWY9Dp4skTG2dHVi2UDwUS4aak+TEB50VBy32q2ftNs8hn4LfUIRblKPl93IITBYJjwCZGMiK6XTBuD+74wC4FQFH0+AUa9Fr/f/6lkPzFQPROZqPDMBh3u/NVf8fBXzoJeomz5r6+pUweiysQWepHUWwx4+NqzcNQV39diTK0Jdz2/LyO8VEdXL2JAYu+RoewForSXsVh5ueA0O1x+YURWuBZrwFwqvI44ICuGYAeA1fOdWWeabn/3U2xaOgcbX+7KGFDevOycvCo12fb1vn/xbNhMejz1+keS+/499fpHiXueHuo9fcBdXPWwcXsX/vi9CzFljA01Jj1+O6lRcnbdUVdANs0f9nhh1Gvx5DfOw4Zt+1I69Nqcdjz5jfPgF0J5768tVREaU2tKmUQgF35czfA1NQZd1t/EpqVzqiqsFlGyeqsOP/362bj9mb0ZecVPv342hEj1zNwnovzVWvSyk/hqLeo2TawGnezgplXl8t/lEzAgRHD3C/sz8uD1V82E2afu6gmlLV/U3BKmwWrADQviHcDpqwNuWNCMBmt1DOjkq8aow+al5+Chlw9ktpOWnsMtQqgq2Uw63L94NjantWNbnXbcv3g2alSa0GHSa2Un7CsNKlUKs06Lmy+bhnXP7c1YJLL+qpkwV0kY0zqLDj9feo5kH8/Pl56DGORXx1YSm0m+flmj8PpIEPvXvjnvNDzWcTCjb3jHgR7884VTZI9htxrx0QkfTHotXvuwFxMbLWh3OrCjqyfrIhGxzn3z1t24f/HsnBbWAKkLVcTfU/Ke2QDQPRDMacBYrt+0EItXSiFCUb4D81KyXaeV8514+6O+lPe+9E43guEoHlrSApdfwPGBYNZoOYA6q86pMtiMOjy2/Fysey6zT/Cx5efCoO7OX1RhqnLg+r777sOtt96K73znO/jJT34CAIjFYrjzzjvxs5/9DH19fZg7dy4efvhhzJhRmJB2FoMOZoMWL+w5ip1dvdi0dI7kKlggNewykF8YD6W9jIu1wrVYM9xyCfkzZYwNE0dZcfns8VjW2gSDXgvdYAic1U914pvzTsMjL3dJhjXUajTYODj4LSV9ksDtT+/N2NNFHIS9a9FMXCuz79+pDeaMvU5ynRmaHEamzyfA5Q+l7HMjx6TXYqLdivXP7cu4Bh1dvbhr2z7cd80s1FkMOe+bAmSfTbn2iul4+1Af7tq2X3Z/HDXD12i1muy/CWhwzzUzi54molJg1etx89N7JPOKtc/sxX1ccU1EMmoMuqyhpDWA6nmITqOJT3ZE5uDm6vnN0GnUbYm7/aGMTgIgngevfy6eB6s5cF1jko9ipEbHsKjeasSkUVYsnD0+JUx990AQk0dZGS4xC71Gg4dfPpC1Tnwf68RUhaxGvWxZplYEIk0MWHXRFERjsYwybNVFTmjUC3pRVIFwFHdmKSvvfG4fNlyt3rYVxVRjyN5uE/t4qoVBp5GdmGjQFb9+J/aZtjkdWfelfu3D3sRAdLo2px2/3XcspT/NYTPil988D+uf24czJzZmzafiob/Px3qJ50T8t9iPKNblHDYjrEZdSgjx5H7rec0OzD99NC48fbTsgHG2vb0LvXgl3/DihVSIgXm56xSJxTImDYiv9XgEWI16bH/veNbffHsZrTqn0qPTanBrlrJl/XN7cX8VlS008qpu4PrNN9/Ez372M8yePTvl7z/4wQ/w4x//GI8//jhOP/103H333bjkkkvw3nvvoba2dtjfGwhF8OiODxOrba0K+xun7w2SvHo128ytbKuPk/cyBoANz2cOUBa6kiA1w00M4X3WxAZ82ONFnUUY9kpvl19QeD1+3cY1WHD5zFPQ4xEQDEdw+YMdiffMOrU+a0Vxh8zg6ZF+P9b8eneiEhmfjJB9EN0vRBT3/ZsyxpbyWj4r18XQOZ2H+nBd0j43nYf7ZSvpnYf7cUq9OWtox46uXniFCCbYayRnLUrtm9KuMJuyvdmBF25oQ48nKPscqBW+xhMMZ51YsqOrJ2sIJaJK5xEisnmFRyIMFRGRyCNE0HmoH6sXOCUHNtXOQ/r8AkLhGG5Y4EwJ/+oJhiCEouj3C5iIGtXSV+p5sE6rwWPLzsFD21NX57Y77Xhs2TnQa9Ud+E9uD4idmHMmNXLQWsaAEME7xwawaekcjKkzZYREHmC5T1XIp5AXS4VlLYZAJIoVT7yFFW1NKRN0Og/3Y8UTb+I3Ky9QJV3FFghLb5UGxNvyAYV9eCtFqdcZiqk3hz1ZJzuKmyaxz/TwCV/WSX+/fOMQnvzGXNy1bT86unpTomdqNRr4Q5GU/aa/et4k3PfiOzhzYiP+YcbYrItEdnT1wh8KZ6zyFu3s6sXKi5z4ys9fT/ytPWml9pfPnYiWCQ2oNevx2xvbYDXq0WA1JOpTcgPGxdxvPN99pQuhUAPzctcpfdJAsn6/AINOi/1HXJK/+TanHXddPZN1XxqyAYWyhW0DKqSqGrj2eDz4yle+gkcffRR333134u+xWAw/+clPcNttt+ELX/gCAOCJJ57A2LFj8dRTT+Fb3/rWsL87EI5kXW2by94g4gCl3MwtvxCRLNjE0Nl//N6FAJC1El/oSkLyDDdvMIQ6ixFrn9mLW36zJyPtybPO8gmpYlXYjy55/6Lkgd1k6ZME0kkNnrp8QsqgdW7HCee9718+K9fF6xaOxlIGgzd3HMSDg7Ml0yvpN/3DVPR5BXgC8gOx7sHXk++pyx+CSa/F3z7uT/n9tjrtWDW4WilbpW3HgR7c/uxetExsxMbtXWh32vHMylYc7PXCoNMOeX/xQlHqbFCrM4JIbW5/SHY1HfdKIiI53kBINmyhN6huHlJrNsAdCOPh7V2p28s0O/DNeafBpnJYPaU8Vu082KTTYuP2A5nhLrt6AY0G9ywqndW5MSCxVyBl5wuG8NT15+Gtv58AEG/v+EMRdLsDeOr68+AJyE8iJqpESm1ntSY5D0ikS5MUKUQp3ZVC8f5UyXUo9TpDMdUY9fjapjckJ3XcuKUTv/lndSZ1jG+wwOUXstaN7188G9FYDMtbm3D7wunQALh72/6sob8/N20MfvKHA/jju8cxfVyd7Hd7AvJ9WuIiIFG8XqzB/3zrfNzx7F7JCJ711vi/sw0Yu3zxhUSPfOWslD6E5P61cv9dFmpgXin6Zrb+52AoigF/GNfOnZSxVWW9xYBasx6xWJWE36ARwbKFiqmqBq5XrVqFK664AhdffHHKwPXBgwdx7NgxfP7zn0/8zWQy4cILL8Rrr72WdeA6GAwiGAwm/u12u7N+twYa2dW2K9qasLnjYGL2XCR2cvDxvaNu6LUa7ProBEKRKJZdMBnLW5sQCEUShf26Z/finy+aojigoFQ8DTeDkRp0njLGBpdPwOotnVnDaIuzzvINqaLVyof80Ums7Ehfxay015NUyOtQJJpxLkrHUdrrSmowtN5qxN2LZuLWp/ekdAK2Oe24e9HJWXJS1y15UsSNWzqxoq0Jqy5ywmzQwWrUQYhE8ZM/vI/t7x7H8ze0yqatznwyqxAroR90e3Dlxg6saGvCQ0taUmd0P/4mnl/dBgA5zRLc0dWLO7ftSwxkD2V/cSX5PK82s3zWqPQ6UaWqtxqw8doWbO44mLGabuO1LaizFGZQJ5/nlYjUlc/zOspmwr//UTrsMADcdbW6A5s1Jj1+9soHGZM8xbrMv33xDDWSlaAUiUfp9ZEWCMmscjvQg0BI3VVuI72nYrnI55kdXWvGJ/3+xHZXolanHZMdNTi1iq4bkUixrVjAbRHyeV5rzXrZyWHV0oZV6ndRaw/yYlNqlxWq3VYOrEYdzj9tVMrfxEkd5582KmXBy3AMpQ1rk9l6QAsNbl84Hd3uAJrH2HDb03sy6lni5x5YPBvd7pPfrdQ/aTPLn7PU53d09eCIK5CRhlxWEyv1WYr9oeW+97I7UJiJ/kp1eqn7097swGsfxu/N/iMuTB9fn0iDSa/Fnz/sxXtH3aq3Z0oJ+53yV69Qdii9TpSP6qi5AvjlL3+Jt99+G2+99VbGa8eOHQMAjB07NuXvY8eOxUcffZT1mPfddx/uvPPOnNMgt9r2+rbTcOaShoxGRpvTjvVXzcTi/3oNPiGSaIgkH6vdacfahTPgDYbwzKpWbHh+n2RDpc5igNLEquFUEoayGhw4OesMQN4hVfRajWzIH6mB6/RVzHKhtOdlCXn9y+vPy3iv3HHamx2oUVgdLpW5u3wCNjy/H2dObMTytJmhG7btx48GKxxS1y15UsTG7V3oPNSHNqcDU0bXwO0P4a6n9yfe0+0Oos1plwwV1Oa0o7Ems/LpDoTgEyJZww/lMlEieZZg8kB2LvuL5yuf59Wo08pOiDDq5BsBRJXKZtDhsY6D0qvpCrjXZb7lKxGpJ5/nVYhEZevDQkTdgc1+nyA78NrvEzC2zlzkVJ3UWGPMutdhu9MhWV8rJpdCZ5zS6pGRVKw9FctBPs9sOBrDxpe7SnayCZEazHot2psdkv0b7c0OmBUGjPKRz/Nq0mll996ulue11qSX7duoLeDEglLGPo2TgpEIbrp0GjZs25fR37p24QwEI4WJqDeUNmwgnL1uvKOrBx/3+bBtz1HM/kxD1jrqzq5e3HzZ1JSBa6UtA7vdQcUtBaWkr8QWya0mzlYHS++zTI8qWY7qLQbZCUS5ThiRi77Z3uxA90Aw5W/zmh1Yd9UMXPlQfFtMqTS0Nzvwg8G9ximO/U75sxh0smWsxVAdk8OoOKqipnL48GF85zvfwZNPPgmzOXtnU3IYJSAeQjz9b8luueUWuFyuxH+HDx/O+l6fIB+OaGydGU9INDI6unqx7rm9+PK5E7GirUmyISKuVj3hC+HO5/dlZB47u3rx+M6DqDHpE4WflHwrCS6fgA+6Peg81IePer3x0NlZOoOU9qIeCIRyCqmSzl5jxK/eOISWiY3YtHQOHvnKWdi0dA5aJjbiV28cgl2iA0/cS0a8Dps7DmJ5axPanPaU981rduCBwUI9vaJllZilKx6nNe04Yuhsi1GX97XvHgjiD+92Y+P2Llz3xFtY+eQuXPfEW9i4vQt/eKcb3QNBxb1PPj99bOKarHj8zfheM8HUsOVrtu7G2oUzMq5Bm9OOe66ZhW63Hx8c98DlO3kPpGYAWo06rF7gxKalcxCKxmBRmLmaPksweSB7R5Z7PlT5PK8nvMGs9zK+B1IwyyeJKps3FJHdM84bKkyjP5/nlYjUlc/zWurhO93+3LZOUYtZr8Wq+VOk65oLnAUdLBmKGoV6X6FWNA3FUNoZlSqfZ9Yfyr6P3c6uXvgLVO4TlRODVoOVF0nnxSsvcsIgMXl+qPJ5XuUGwDq6eqtmb+dAOIplWdryy1qbquY6sE/jpEgU2LBtn2R/64Zt+xAt0E9iKG1YpRW4wcHn+pg7IPs+TyCSGKwG5Psnl7c2Yc3W3ZKvtzc78I2206DXahJ9rJuXnYPVC5ywGnUwywxK9fmElD5DkVKfZcuEhpT+13JWY8q+gl7slwdS+9PT+1qBzH5r0bzBwefLZ56CP37vQjyz8gL88XsX4qElLdAgHsnTJ0Rw45bOjH7yu6+eiXGMlJOC/U7584UismWsj20DKqCqmGr49ttvo7u7G2effXbib5FIBK+++io2btyI9957D0B85fW4ceMS7+nu7s5YhZ3MZDLBZDLllIZ6i3zhG47FZGfPiStRs61uFWfYyTVUPIEwxo6x4f7Fs3Hz1t0pM7dyqSR86g6gzyvAHQijwarHCW98xW0gFIFBp8UZExvw9qG+jJDXrx7owa2XT5M9//iegvnvk1BvNeLOq2fi5q27M/ZYkTuf5L2aBwbDmv/oS2fCEwhjIBBCrdkAh+3kviw9HgFvf9SH1QucaJnQAItRlzE7Uawc3H7FNNx2+XT8vdcLs0GHWCyGgBDB4T4fNlw9E3c8uzfna9+fZTajyOUPSa4qT/Zxnx8rn9yV+PdAIIRQ2n7aPR4BX/n5X/DA4tlYc9lU+IUIas0GuPwhLP7P1xKdecnhFNNnAFqNuoxZfY8tm4OLp47B1PF1GWFy3j3ixp5PXCnpSB/IzjabcyjyeV5rTAZ8ffObWfdA2qrSHkhEanP7w7Khr5QGfXKVz/NKROrKr3zVy+YhNSqvgpKamJjyuooDr0B8QuOKJ96SrJ+sePxNPLuqVdUOvxqjXnb1jlL0oZE0lHZGpcrnmfUFI7LPrC/IzimqPv5wFNdlyYuveyKeFxdKPs+rV2FvbaXXK0W/P5TYKk2qLf+LFeeqncSiqDEZ8O3/3oUHFs/GzZdNhScQgc2sR7c7gDVbd+P/XjdX7SQWTSwmHwEzWqAtf4fShrUq1I3G1JqwaekcjK6VP26D1YDNHQfx4GDUwp1dvYnn4Pufn4rewYkK4nOQ3H/5Lxefju6BIEx6LU5z1KDHE8SYtO8bX2/GY8vmJOryUlsduvwh3LClM2MLFqWFTPUWQ8VEvvEEwor98pGo/NY14haVnmAIdy2aiWAomghBLl7/bPuIi3206dEx5zU78FABI1pWCvY75W/AH8bNW3dnLVv+8ytnKx+EKEdVMXD9uc99Dnv27En52/LlyzF16lSsWbMGp512Gk455RS89NJLaGmJZ+SCIOCVV17BAw88UJA0WIzyoRS8Cis4gjnMCvUE5DsOxA6Z9EHb9EFaKYd6vbjl6T3Y2dWbMkCZHp47fX8SkU6rkQ2nlctK72xhzIdyPgAkC/qxddLv9QRDKYOy/3JJM1bPdwJIrQC3TGxAk8OGl945hp++8mHGdbIadVi7cDpuu2JaYnBYLq25rFwx6fNb1VxrNiAqETO+xyPguifiofR//915uOuF/YrhFJMnQUhFBBhbZ8LNl0/FuucyQzKtv2omfr//aOJvUuGI1Np/yqzX4qyJDZITRdqcdtVXNBGpxWbOnKACJO+dx7BARJSdRa/FpqVzsPHlrow8ZNPSObCoXL5aDTrZ+qpV5dBn/X75bVqUJjyONKNeK1k/bnXasXp+M4wq3l+lvQLLfU/FkVJvld8zt95aFd0JRCkGFLfMUmeAWHHv7WrZ43pwUC3b/VF7ElqxWPRaPLSkJWO7h1anHQ8taVG9zlVMpRzxR6tB9i0HnQ68/+kAbn16L1YvcMpODjzS70fLxAbJSRvvf+rGZ8fV4Qe/ezej/3JMnRlf3/xGog93+/+Zh0g0hhf2HM343dwwvxnvHxtIhPZOT0Pn4f6MPsMj/X4EQvL92Y1ZBmHLkdJESZc/hPXP78va13rfF2bh5t/swY4DPVn73pMHuZOl99Emv78SVrNTabCZdbh/8WxslhgTun/xbPYJUkFVRc21trYWM2em7udTU1MDu92e+Pt3v/td3HvvvWhubkZzczPuvfdeWK1WXHvttQVJw0AghGWtTYghsyNnWWuTYiMiffBRilLmkNwhk212lpRP3YHEoDWArCHL0/cnSabRAKvmOxGNxTLOf9VgB5fcHh5KYczzOZ+haLAY8YP/fS+R9p++8iFmn9qAK2aNS6kQfuoOIBCK4KevfCh5nXxCBLf8Zk9itptSmqVWroirHs4/zQ6fEF/tft8XZuGubfszJgykDwYnX0e5jlmTXqsYTrHeakyZNBAMZzYODXod1j0nHZJp3XN7sebSqfgB3k+EK7pxS2dK2g0q7bsUikWxduEM3LUtNfR+m9OOO66cgVCsOsKLEaWzGvV46vWP4lsPDOZ94sqrLa9/hDuunKF2EomohMUAPJJlv1wtNNhwtbp5iBj+Vaq+Wujwr0NhU1ixblN5xbo7EEIgFM1aP3YHQhgHdUIUDqedUc3Mep1sub+O5T5VIatCXqsUvWOkcE/jOO5xHafTarLXuTQa3LuoOvY8B4Bas3z9qVbFSR0xAMsHI2wm36t2px0r5ztx3RNvAkDGampRcujv+xfPBpC2r7HTjpXzm3Hd42/iy+dOxP+55HTodVpoNECfN4RINIYVbU3Y3HEQZ01sQDQGPJTldwMAay6dirH1lozJbMn9eclbsKzZuhtnTGjImjdVWh1MaaKk1aiT7Wv9qNeXeD1b33v65IBkQ13YRZSrGoU+QbYNqJCqo8aWg5tuugl+vx8rV65EX18f5s6di9///veora0tyPFdCuGKnvzGXNlGhjj4KPeebndwRCoDfV4hdVbeBOmVqEBqWPPk7zZotVjxuHTo5RWPv4nnV7dhyhgb7l40E7c+vSdjsPDuRTNTCloxdIo7EEK9xYAakx6eQBjuwbDfjprCFsxCJJoxAL3qqV1Y0daEsXVmjLaZUGvRo3sgiFVP7YJPiMhep+TBXzkNVgNuWNAMABmr3VMqo80ObF52DlY8/mZi8LptcFKEWHmc1+zAhqtn4u+9XtSaDbjvmlm49ek9kjPxugfk989JDqcoThroPNSX0RgIR2KSv0fxfHRaDZ6/oRV7PnalrNRP3nfptNE22bSMhFgUePAP78cbAInQJzp0u4P4j5fex40XNxc9TUSlwB+K4Nq5kyRXXi1vbeJel0QkyxeKZN0aZ0dXj+p7Yg0IEdnwr2pvFWJWWLGudkQYly+E7//6b3hg8WyMqTPBE4gkOoO//+u/4ZGvnKVa2rgKZWi8Qli23PcK1RF6mCiZQSs/QGzQqpMX9/sEyQEw8Xntl9h7thIFI1Fc13YaLp81DmPrzIlO9WMuP8bVWxCMVMckdI8gU+c60AOPRKjnSlVj1MnWn5QiHY4kjUaTGAT63iWno98X72sbXWvCl3/2l0QfmRjaW6yj2kx66LQa/On94ymhv5Nf9wTD2POJC4FQBJ89pTYxOP1Yx8GU30ar047NS+fglHozvMGIbB8eAERiMTz1jbnQajXwCRHsOtSXEXlT7DPccaAHb3/UJzno3l6BdTCliZI6rSaxBaWYN+35pB+xGDDr1HpoNBpsXnYOdh3qw5yJjUPqUx7phV1U3XwKfYJqt+epslTtwPWf/vSnlH9rNBqsX78e69evH5HvqzUbZMMVmQ1a3LNoVsb+x+3NDqya78SKx+Oz7B5c0gINkDKwmznDLrUyMNwOGXda2BylsOXJr4uDzn0+QSGcVggun4AN2/bjzImNWJ7WWXjXtv34ty+ekQg1I+4Hkm/olKHySOwHlXw+//nVs7D0sTfw+PJzsHbhdIypNcFq1CcqHJs7Dmashs5lL716qxGTRlmxcPZ4rGhtwqgaI378+/cyKpLijLzf3tiOPp+AWrMBNrMe3mAYT31jLixGHXYd6sflD+5IpOOSaWNw3xdmIRCKZszEk9qvJplUOMV6iyFjUF2pg9IXjOCfn3wbDyyejV9967yMvTH+W6V9l2IAFs/5TEaFvt1px/K2eOQEoqoUg2zEjbVXTFcjVURUJpT2w1V7v1zl8K/qhuIORaKyK9bXLpymUsri6qwG2dBxdRZ1w3FzFUr+NNCw3CdK4/YLuEMmOpdbYT/XkVJj0uOrm97Iulji6ZXqTr4qFm8wjBhieHHP0ZT7I7blfVWy17dbYfsQtes0xRQIR2RXn9+hYv1Jr9UkBoE2dxzExmtb8FjHQSyZOymjXy65jvrrb5+fEuI7/fX/963z0O0OYNap9QiEI/jeJZ9Fo8WAdc/tzZjQINYjz5syCmdPGiWbXp8QwWibCXqdBkt+9pfEyup0tWZDImx2+qC6mDdNHGXFuAL12aoleVGVuIhKbqKkEI6i81Bf4j5ZBydVPPJyF37yhwOJ97c67bhy9ris+4kD1fUMUwlhnyAVUdUOXBebzahDu9OBHV0SoZmdDtQa9fiMvUayMwUAnl/dhoHBgvBHXzoTnkAYA4FQYkAyeYbd2oXTccfC6TntoSxHLIDT9xlWClve5KjBluvPSwxA/uB37+I7F58u+V5xha7ZoMP73R587bzJCEej0GjioRjF/935QW9KqJnhhE7Jh3gNwtGY7CC0GHbLEwzjxd1HMmYvSu39neteeuMaLFgwdQz6vAIisZjsrFl/OBIfVNXEV+WMrbPB5ROwektnRjial97pRjAcxUNLWjBljC1xvh90exCJxXDxtDGYOq4uI5TSe0fdKav3xWsUiUbxRNq9UPqt1Fn0svsujapRpyOxxqDDk3/5CGdMbMSytEb/k3/5COsZ+oSqVPp2F8l2dvVyUgcRyaqzyDc9lF4faUp1M7X3QY7GILtiPapyJlxj0GXtyNAAuO+aWeokLAlXoeSH5T5RpgarEXe9ID3h/v7fvqNap63VoMPZk6RX6LU3O2A1VMe+k+nbvIl2dPUiCuDeReqXRcWgNFlM7TpNMYWjMvWnAz1QWJszompMevzy9UOJsLuhSAzfv3QqdArb05gHn+f01bu7DvXhl28cwmibCQ/98UDKeT/1jbmy9cjvX/pZxS0Fak16vLDnKP52uB8bl5yFFU+8mdE/KhXxU2pi6O++047OQ315Rc2UGihWq16XvKhKJA5QZ+vbv+nXu1PyphVtTRn9oUC8jnX3C+9IbsUpyuUZVut6ldJ9osJi24CKiQPXRbRq/hREIb3Hs/hgZ+tMSf/b2LqT//+UOjPOnTyqoCsHkgvg1QucKaGwOg/3Zw2N1e504H/3HUvMFBNXg5t02oxwKelhr7OtnhYHfr3Bk6FmRIUIxy1KL1jNei3WPbcPf3inOyMtyYPQ7c0OvHvMjRVtTdjUkdve3/mEbk++F0ormPt9IXz5Z39JfMf9i2cjEIrktF918vc4bEY8+Y3zsGHbvpTr2+a0495rZiWuafJnNi2dk1EJlv2tNDvQYDXih797V3JvjE0dB/GjL56R0zUqNH84gq+eNxlHXf7E3zQaDcbXm3H2xEb4wwx9QtXJq7BCQel1IqpuRr1WdiKnUeVQ1xaDVnZfTItB3fRJRQDK5/WR5g9Fs3ZkdHT1wh+qjvCslYTlPlEmIRLF9nePY/u7xyVfX3OpOnldNBbDuiunY/1zmSvB1105A9FYdXQnp2/zlmxnVy+EKgkVbjPqZOs0NhXDYxebUv1IzbIsKERwXXtTRhjze6+ZmbXO3Oq04/hAAJuWzsGjOz4EEO8bDYQiuGCKHV8481Tc/cL+jP65foVV+B/3+TGx0SpbV7cadThncFX2z3d8iNuvmIZbn96beE96xM9sYbPbnHZs23M0pY9UKWpmtoHiQkbbzJXLJ2SkBYj3sa4ZXESVvECoxyMgGI5kXFe5Pu0dB3rwzxdOyToZSalPWa3rVUr3iQqPbQMqJg5cF4lHiGBFlj3zVuS5Z57UzCWxQCyE9AJ4c8fBlP1IxH+nhyxvd9qx9srpuPbRvyT+JjYY1l85IyNcSvpq6Wyrp8V/37toFk6k7cukFLY819ApUgWruEf0ax/0Jgap0wehW512rLzIiWAogkgsltPe3/mEbk+/F0ormK1JjQ9x1fntC6dn7D0tDg5v7jiYCNOe/D1fPnciNmzbl3EvOrp6cfsze/HQ4O8h+TNS9yL9tyNqd9qxer4TLr+AL8vsjdHrzX3iQSF5AvLhxTwBFsRUnWpM8tUGpdeJqLr1ewWsvXI6Njyf2am+9srp6PcKgEO99GkBrL9qhmSn//qrZkLdYevSz4MHgiH5OmeQIQ3LTan/5ojU4PbLtwWVXh8p0Rhw74vvSK4Ev/fF/VUTvtMTDMuWRdXSqe4NhbFWJqS9N1Qd1wEA6szyZVWtwusjySOEcZ1EX/HeIy4sb5sMACmDna1OO65ra4JOo8GmHR9K7jXb7nRgaetk/PnDEymroZX6E016LT5x+Qe/Nyaxbd5kHDjuwTd/8Xaiz26U1YBNS+cAACaOsmJMrSnRh1dvlQ6bLfa13rilM/E3paiZcgPF+UTbLNRK4B6PILtA6Kg7AADwChHZhUhKfdo6rSZjMZC4AE5Ooa5XvtT6Xioetg2omPhrKpIBv/KeeR8c9ygWmsWYuZReAKfvR1JvMSASjeKmS6fiZo0GA4FwIiz4v7/0Hr587sSU89zZ1YtINJaxr5zZoEt5n9xMM3FmbF1aKBSlileuoVOkCtaOwRAX6aFZdnb1Ys2lU9EyoQGdh/tx3RNv4lffOg+HT/ghp9ZswB+/d2HGini5ilP6vZBbwdzqtGf87dUDPYjFYhl7T4vvf+r682AxaPFJvz+vlexHXQEMBMNY3tqEMyY0YHPHQcl7kfzbue2K6XD5QonfyqqnduH/rpgrO1lBrZDcDVYjfvTS+1nDi9119UxV0kWkNq0GsjOwFSKaEVGVq7MYcc+L2cOr3na5up3qvnAUX/3563hg8WysuWwqPIEIbGYdut1BfPlnf8Z/f2OuqunTALL1QLWz4BqTPmud88ElLezIKENmhSgJZpWjJBCpwWqSX6mq9PpI8YUi+MuHJzB9fH3ib+LWa3/58AR8oeqIGlZrli+LbCoOUhaT2x/ByiffkKzTXPvoX/CfXzlb7SQWjcUgv/rcomIYfa8QydpXbDXq8NT1c3HTZZ9Fny8EnUaDN/9+AnqNFo5aI268+HT88HfvSvRb9SCKWEZfplJ/YufhfrRMaMDqp+J9eOnb5q1+qjOxiEU8xr9+/rO47om3AAB//N6FGf3ZUv3A2/YcTYlimTzR5P1uD0bVGDP6xpUGinOJtplvf7pcX61bYZHUh8e96DzUjxd3H03UoaT6TJX6tL1CJCVCZWIB3ONv4vnVbVnPuRDXayjU+l4qHrYNqJiqo8ZWAuosBtlZnxajDp/70SuKhWYxZi65/ILs67EYUGMyYPfH/bj7hXcSlQ1xxp1ek9lt5k4amBdXh3ce6kt5j9JMM28wjCZHTUqoGbmKV5vTnlOjRK5gTV4pnezjPj9WPrkr8W9PIKJY4bAPnru4j7Q7EEKNUY+3D/Xhrm37E9cx+TeQfi+yrWCOrwSagd/vP5bxvRpoZPYbfBdnTmzE9HF1Ka8p3YsPe7yJ8xcbgHs+cUneC58QwV8H77VYaW512nH/4tmARn5vjIhKmzUGw/LhxZSuD1GlMum0WJll24uV850wKeyJRUTVLRSVD696k0rhVUVufwg9HiHRASf1uppisRiua2uCFpBYBdOEmMq7ipl0Wtk9rjnxrzzJlftE1chi0MkO/qg1COYXIrIDtgGhOgaulcqi+66plj2u9fAJkcRgZDAchT+kQ+fhfviECGot1dMd7BXCWNbalLE3a+vgyl+voN7q89E2IzYtnYNgOAqLQYdoLAadRgNfKAKzQQebSY/t730Ku9WEaePqce7kUai3GvC3w/0YW2/Jume1VF+m2J+o1WhS+kDFvtwbt3Tim/NOw9kTGyUH0sXB7eTvuPmyk/2/2SJeJm+J2XmoL+XY6VtIitL7xpUGipWibebbn640yJ2+qCqdSa/FmFpTyuCeVP+1/FacduxKu165nrNSv75rhNo0w71PVB7YNqBiqZ6aispG1Rixeek5eOjlAxmNiM1Lz0GfJ16oyA1C93gEvP1RH1YvcCYqnskVm2wz0/JlNepTBtmFSBQTGq3Y/XE/bkiaFZe+33PyjLv4cU4eIxoFPur14Y2DJ3DR6aMxTqKgz2X1dL3ViAcWz8af3j+OMbUmhKMxXHXGeNz1/L6UCluiAioTBupTdwB9XkGxwJYapExPq82sw84PerLO4hT3tJaq/KRfx7c+6sMr7x/HnEmNiESBx5adk1J5NWi1WNHahOvaToPVqIM3GI6vVHrxXcz8TH3Gd0djsayDsB1dvVguMTCf7V6I93TCKAse+cpZickXT73+Ec6Y0JA4VvqgenoYIPH17158uuT3iHwqNa6VQoGrvYckkVqCkShu2NKJBxbPxs2JmfvxKAo3bNmFJ1VejUhEpW1AoXxVen2k1ZkNOH2MDQ9/9SyEIzG4/fEVFnqdBqv+e5diJ9VIsxh0qDPpsWqBEzcl5cHeYAh6jQYWvbr7VQZl9hXt6OpFsEr2Fa0kvlBEttx/YsW5aieRqOi0AP7l4tOh1RxIade3Nzvwnc81q7athL3GiEf+1JWyOi+5vV4tocIHgmHZsmigStryNoMOTyw/B13dnpS/n1pvxhPLz4FNxVXGxeYJRnDz1t2SZdmarbvxX19VZ/X5kX4/1j6zL2VwU+w/u+PZvfjqeZNgrzHirAmjEIpE8eLeo9jccRA+IYJ2px03KvSnGfRaOGxGfPnciYk+ZJtJh1svn4pINN7fNhAIofNwf6K/7ozP1OOSaWOxzB2ARqNJLLZqmdiQGNxO1uc72Z+aS8TL9Lp0ti0j0/vGlergSt+dz0rgXAa5HTZjxv7dYn/p+afZEYnG0Gg1YPUCJzZ3HAQA6LUa3HzZVHS7g4lr+8s3DmHjtWdJTiZYe+UMLHp4p2SarUYdGq3GxKKo9BXhVqP8cI91hPa4H+59otLHtgEVEweuiyQG4Oc7PpBsRPx8x4f46vmTEu999UAPPun3o8crwFFjRCAcRZ83HlZl2w1tWPfs3pTBb7Fis3TzG/AJkWGHDtfpNNi0dA42vtwlOVM3faA6OfyMOOMu26y5VqcdTY4aWI062Mz6lIFeuZlm4sCveC2Tw61YjTqsvWIabrpsKj7u88Oo0yYqXk9lGUQ51OvFLU/vie/Zvewc2ethHqzQp1dCNi87B7sO9eGdIy7UmvT4Qsup+PKcCbj16T0plRdxT2sAkpWfnV290EKDJ78xF25/GPVWA374v+/ilt/sSbyn3WnH2oUzcLDXi0gshk/dAUwZXYO/HOzFv790IJG2z00bg9PH1iZ+W/uPuBQHWYVIFPuOuFOuvdS9yHZPxbT1+wT4Q1GsaG3C6vlOmPQ6WI3yYYBiMeCJ5eciHI1Co9EgMDirVKwc11vUqdTUWfSyERKU9kgiqlTeYBj3L56NzWmNSzGKgq9KOoKIaGhqzfLlq5p7DAJAvVGHn319Dm57Zk/GJLyffX0OTCrH4jZoNYjGYvjwuBdj68yDq6ciOObywznaBoPK+zWU+sSEclCovRcLJSBE8MN/PANHXfEtkcTf3KfuAH74j2cgUCWhh4mSGbUajLWZcOvlUxGDBgODk5yAGGwGPXQqZcWhaBRfPW8SNndktteXtzUhFK2OyUPeoHy+pPR6pdAC0CCGptE1qDHp4QlEButhWmg0UG2ChRrqzHrZNqwa9c/E4GhXT0bduMaox9Z/vgB3Pb8PP/nDgZT0in2yO7p68e2LFPZH1mjw5DfOwwO/eyejX/aG+c3QamOJayL2923uOJga1afZgW03tMEvRPBxvx8brz0rUW/3CRGEI/FoP8l9tnLS+4GVtikUB5SlBopFuXy30krgPp+AzkN9qLMYEI3GFAe5p4yx4d5rZuGWp/dgx4Ee2T7wh689CzHEsKnjYMr9bG924NffvgCNVgP+7Ytn4INuD/r9oUQ48N/uPYqWiQ0ZfeRWow6bl52D25/Zi7cP9SV+O3/v8eIzjRZoNRpotCe3F0r/fTVYDTAbRiYHGO59otLHtgEVE0dfiqTfJ+DLcydJFmLLW5swujY18/7ohA9rn9mLX37zfKx7bi92dvVi9QInOg/1ZRRa6XsxDzd0uFGnxSMvd2Xddzh9oDo9/EyfL5R11pz473sWzUQ0hpRwPWLYGs3gOYnEgd96qzGlcifyCRHc8vRetDrtaEkLaSO1l96n7kBi0BqIh12U2+8mFotlrYS0Oe24e9EsNFoNiWudvH9LrdmQ2NP6g25P1srPjq4eLGudjM7D/ZL3eEdXL+7cti9xfu1OO9ZdOQNzJjXiieXnJga709O2duEMxGLyYSNH20wZIcil7kW2e5qetjanHfdeMwsT7TWKYYCS/53egNi87BzVKjU1hnhF8KHtEhESlp2DmiqanUyUrDHL/u/iv+9mGFgikmHRa2XLV4vKe2KFgYxBayBeF7r9mT2qhxcVojFEYsALe45m1JtWz3dCUGmLFZFSx6/aExNKXb57LxaDvcYIIRLN+puzc59CqkIxAMFoFHe/8I7k9l0WlbbOicWAxzoOZvRrxAehNFi7cJoq6So2lkVxoWgMDTUmrHtun+TvNKRynaGYrAZdyYWPF1cAy/U1LmttwmsfnkgsAknvk/3zh71Z95ptddrx5w978ddDfThzYmPKNj3icdYtnJFYATym1owHfvdOZv5xoAd3PLsXZyb1tYoD6E+9/hF2HepL6bNV4g2mhm1X2oZPDC1dbzXi/sWzcfPW3SmDopdMG4P1V81Aj0fAhz3elEl/yZMBLQorjF3+UGKroE1L5yim6Wi/H0dcflw28xQsu2AyRtUY8ePfvyf5G7ti1ji8mFaPAk5e24eWtGBsnRmRaCzl/MQB6vTV2GsXTsfD27vw9qG+LIuLHLjz6hlYd+V0/OC37+HLcydmvmfwnhW6fpntPuXzG6HSxrYBFVN11NhKQCwG2YHctVdMT6zg3dxxEKNtJjyweHZi0BqQn4mWPoCcHuokH0I4mtc+KekVjdE2Ey6beYpsWr1CBEI4ihu3dGJFW1NiFbpeo8Hy1iasaDsNFoMOPiGM7oFg4rP57Efd6rTDKNFo7PMKKfdBp9HI7nfzmUYLnl55Ae7etl+yI3PtM3tx28JpiRXyyfu3AEjsad3rFWRXGQmRaM73eEdXL9Y9Hx8sBpB1QsOGbftw7zWzZPfgMuq18AmRlHtRZzEgFo3ipkunYo1GA08gjAarIae0xTt345UvW9rEgfTBb7kJDlqNBhsHB9PV8PD2A1nTdd8iDs5RdZILA7uTYWCJSIFWo5EtX+9VuXz1JEUUStfR1QuPyvuDRmPARpnJpRuuUvf6WQw62cmgau37Wg7y3XuxWGKQ/81xwhpVozCQMRgIxMuJ9c/twz0qTXKKAVn7cXZ09aBaauk1RvmyqGaEQuSWHI0G657dm/13uqg69voGSrN+J64AztYnlr5ASZTc97a54+BgX+U7KYPXyXtW+4QI1lw2FdPH1aX0P+7s6kUoEsX/7vsULRMaAMQknxkxLclbDIoD/vdcMwuRaAzXtzXlXEdx+UMpfY+ja02y708OLT2+wZKyUKjOYoBRp8XNv9mTMenvrkUzcdfz+/CHwQH71QucWfOF9L27ldSY9PjT+8exbfeRxH3btHRO1vx3bJ0567VN7rsf32DBD794Bvp8Agb8YVhNOtiMOvzbF8+AJxBOLI6KxmK45Td7sHqBM8vioh6sfXYvzpk8CkvmTsTjUu8Zwfpl+n1KXtBF5Y9tAyomDlwXSfqgaLKdXb0IRaNY8fibaHXasWnpHJgNWpgMppTPKM1ES39dae/mbJRCS6d/T/J+yG1OO17YcxTzmkfLHsMXjGBUjRE+IZJ1MHTT0jmJGW/zmh14aEmLYngXMW1iRc3lFwDUpLzHnRam0BeK4F//528pA+hiaBYx3LhRr5VtBB7pD2DF429mrIpIXjnxm38+P2vomAeXtGCU1YBj7mDG8ZMHu61GfcoEB7HCKjeg7BPCkntPi9foqCsQvw6D92JeswN3Xz0T7x/34D+2nyyMHvnKWdIXfVDy70IMd28x6FIGzdMH5uUG6ncMY/LFcA0Ikez3+0APBlTuuCZSy4BfIQyswutEVN08CuWr2gPDboW684BCPXSkBcLZO153dvUiEFb3+vmEMFa0NUGD1METMUytT2AZkU0+ey8Wky8k/5vzMRwgVSGfwiCYT6WyTLGeXiXbNfgjEdy1aCbueGZvRlm0YdEs+CPVkW/J5d8dVZZ/l2L9TtwLOJ8FSiKx780nRHC0P4Dvff50LGudnNGXKeZFh0/4sfLJXQAyt4Dcf8QFvVaDS6aNxSNfOStlcDs5L0vvB+7o6oUQjqJ5bG3e553cD7x6gTOnLSNFyQuFXD4Bq7d0Sk76u+3pPThzYmNi4Do5ymSHRL9o8t7dSttYGnVajKnNvb9eqS9f7Ls/2u/HRyd8eChtkq+4OnrKGFs8fYf6ACj/dv7l4tNhMmTvy371QA+OugIZK9ULIX1BF1UOtg2omDhwXSRehcHgPl+8oBL3O/7Xf/hsRoPHpBA+Mf116xBnktaZ5fcVTv6e5JlpYiibG7d04vKZ4zI+lzwACwDRWAz3fWEW7tq2P+Nc02e8iR02Smn7TKMFm5bOSVTUnl/dlnhNDBOTHhrKNLjiOFuBX2s2oM8nyH6vzXRyQHnds3vxb188AwBwzwv7seyCybjp0s/CoNPi37OE2NUAWHfVjMTvQCS3T8qDS1oQjsYQUQjx5A1GMla2J1dmH0pa1SyGb/EEwxkz93L5/SXfY5c/jEgMWHPpVPzkD+9j+7vHMypsuYYFKjal51XpdaJKZTXpZCNHWE1VsoKBiIak1MvXOotBYQ9u+XroSPMp7Mup1mBJ4vuDEWigwWWzxmFZUp3zU3cAGmgU01/NlCbnqlUnVvzN8Z5SFRrwh2TLCrWeV8V6epWsNDZq4uWOVFnU7fZjbK1Z7SQWxUAJDtaqpRTrd+JewPkuUAJO9s21Ou3468f9aHM6Eot+pCT35SVHP7SZ9bh27iQ8vvNg1r20xbqlVH9gPoulxP5Yl1/AluvnYucH8S0K07ctFOUSWlpu0l/6KvHkKJO3XzEdgVAERr0WL+49lnKewMlB7vQQ3WKaugcCsgu60sm9ZjXq0Gg14MCnA+geCEKjAVomNqLzUH8iTemro8V+8eQ0SP2+jXotjvQHsn43AHzY401MalB7exoqD162DaiIOHBdJDaFfXTCkZODjzu6enDTZZ+FzZzasJCb9ZU+0NvqtEOn1eScvuS9PxqtBrQ77ZKzspK/Z16zAxuungm3X8DCWeOwbc/RRIH/qdufstdKtgHY9mYHNi87BysefzNRKEvNeAPiFesmRw3amx2SlZN2pwPb3+1OVLiSZ+clr3zetHQOPjd1NKaNr0fLhAaMqjFm3RemvdkBvVYjuVd2MotRiy/99M1E2nu9AjQAvnvx6djw/D7s6OqVDR3T0dWLgBDJuMdKe4WvuXQqjg9krtJOZjPpcfakxoyBeatRh7ULp+PURgv+37fOR51Fj0arEWPrzHj3qDvjO5V+f3uPuLLsr2LHv146FV8/bzJGpc2WVBoMV6uDWOl5VXqdqFLVGHTYtHQONr7clTGZZtPSOdz/nYhkKdWnlF4fabVG+TyuVuVO/1pLae/bOarGiB//IXOSJhC/hgwdl53S5Fy16sR1Cr85pdeJKlGd1SA7ubzOos7zalWop1urpJ4eBfDg9swwpkD8WtxVJWVRrcLvUO3JeMVkU6jf2VSo34l7Af+9xyv7vvQ+M7FPttVpx3VtTdBAg/c/Hci5rxiI9yeuusgJo04r298ohilvdzokQ2nnGnY/uT9W1JY0OH7jlk6sXTgddyycDr8QyTm0dK4ROUXigqWLp47BmRMb8UG3R3IBkzjI/dsb2xGOxjLCXfuECEz61MVNcv2ln7oDkn3s1sHf5R3PZkaHeGZVK3679yh++sqH8AmRlOg74qQH8beRtb/d6cDahdNhNeqyTm5N/n2pvT0NlYd6tg2oiORHjahgGq1GtDntkq+1Ou3YNRjqQ9TnC6HbHUz5zOaOg1je2oTWtOO0DQ6Wbu44CCBeyK27cgbcgRA+OO6BS2G18JF+P1Zv6cTnfvwKrnnkNVz+YAdWznei3elIeZ943AWfHY0/fu9CPLSkBZMdNZg9oRE+IYyN27sSheH3f70ba6+cjvbBtGYbgN1xoAcPv9yFF25ow//71nn47XfasP6qGTilzoxNS8/BthvasGnpHDhsxkTFetV8Z8Y1aHXasXK+E5rBsfrk2Xnpe8atf24fbl84HZ2H+nDdE2/h+l+8lZLW1POdjsX/9RoCoUjGd558nwN6jRabl52DlomNeOr1jxCJxqDRIjFoDSivLvYKkcQ9Fu97y4QG2RAcQjiaqCBlSxsQ30P9vi/MSsyythp1eHz5OUAM+KTPjx5PEEf6A9j+bjeO9vslQzlm+/2Jg/XZ9nHf0dWLf/vde/jrx/34/f5PUz4vm3aJsEDFYtBqs6ar1WmHQcusk6qTQavBI1n2s3nk5Q9gyGPCFBFVHw0gW76qnYPEgOx53J8+gHyMm5Fn0mvR3uyQfK09qQNLLcFIVLbeGoxUyw6r+RM7IaVIhcosFoNOm9EmFLU7HTDoWCem6lNj0GUd7Hl850H1JnJqZMqwlz+A6oVskfgVwpj6qySMad3gXt9S2px21FXJCnyRXP1OLeMbLJg8uDhHSlvaoHN7swPrrpyBORMbccEUO8bUmjCm1oQpo2246+qZGeV1a1pfcTK9VgNBod7WMqEBrU47bl84LeMYbU47bDlMOE3vjxV1dPXiidf+jmdXteL51W24fOYp+OwpdThzYiOmjLHlNHCaT7TQZGLfslzda86kRjRYDZgyxpaRJofNiO6BYEqbRq6/dFy9BcvbMl+7/YppeOTlrowB7R1dvbjz+X0YbTPhwSUtiX5cMUqCOOlBTEPW/vauHty1bR9uv2Ka5DlKTWoQB8iJsrEY5MsWS5VMkqPi4DSIIhlbZ8a918zCrU/vybqfRnJoD6NOi1g0hrsXzcJd2/bhj+8eT8z6WnvFNKy9Yjp6PEFotRr4hQh0Gg1+9KUz8JlGC/Z87MKih3cmBpEvmTYG66+agUAoCncglLJ3hVQlwidEcN0Tb+H2K6bhOxc3o3sgmAgtvejhnXjqG3MTe2uIrMbUn1KPR8C1j/4FDyyejZsumwqtRoPNHQexeoFTMjTPhz1erNm6G09+4zysf25fSoHb5rTjl988Hw6bET0eASsef1My7PV1T7yJX3/7fCycNT5ldl56+JirW07F7c/sTXzH186fhD5vUDKU1AmPgF996zwIoajkPtFtTjuWtk7G4v96DT4hkrif0VgMwVAspQKi1Jmo12rgEyJ46vWPcNOlU7HCIyhm+Mc9wUQYGw1S92oR0/aF/4ynbV6zAy/e2A63X0CDxYgjrgC27TmSse91k6MGoyQqicmhdW69fBoOnfAlfm9iyPHk8ELJdnT14LuXNONrm95ISWu2tLc67Vg13yl77iOp3yfI7gverzAZhKhSDYRk9qft6sFAlXQEEdEQaSBbvqrdqe6Ty+MO9Ki+Z5dRo8G6K2fgzucyV2asv3IGjBp1L6DS/qmlsL9qcpSpQu/nNxxiJ+TNW3fjVYmwlGqlsc8rYHnbZAAxiX3LJ6PPKwCjVUkakWq8Cntce1XatiEQisrW0wOh6pg8xC0O4iKD/Ym3P7Mno5/o7kWzFLecqyRehfqdV8X63fgGCzZcPSOljxKI142//w9TEY1FcdHpoyGEo3jj7yfw271HcdZnGnH5rHEpn7EadVh7xTTcdsU0uPwh2Ex6/HZfZhhsUZ3FgBNe+X6tGpMeLRMbEU37rbQObhN557b9+NEXzxhyOO8dB3qg1Wgy+pdzZTZo0ea0p/y+RemD/qLkBTJDrXvVW42Y53SgyVEDLZD4be39xIXvf34qvvu5KGxmPQw6DY65AghFYtj9sQsXTLHj+5+fCiESgdmgg16rxa1P75X8DnF/8807DyZWvidHSRjfYMGFzQ6cM6kR3QPBrFtf7ujqxU2XTc1YDZ4t0ilQXdsIUP68QhjLWpsQQ2Z7fllrE7wSC+GIhooD10Vk1GmxekEz1lw2FX4hinAkitc+7E0UFNlCaa+7cga+9/kwPIEIrCYdut1BfHXT6/AJkcRndnb1YvUCJ/77Lx+lZBxWow7/dO5E3LR1d2qFZuF0nDWxAe5AGMtbm3DGhAZs7jiYUqE54gpg1mfqE2n//PSx+IcZp8AvhPHuMTfqzAYEQxH0+0OwGHW495qZuPuFdxLH6PEIuO6Jt9DqtON7l5yuuFfzA4tnY8O2fRmNwI6uXqx/bi9+9KUz4Q6EZPejFsJRTB9fn/K39PAxZ01MDZs9/7Nj8MDv3s0aVmfNpVPx+/2fYv8RF1omNmJFaxMMei10Gg3+PHj//j97Zx4YRX33//fs7L25dwmCEghsJBdHkEuTqFBbucHy2EegLRA8KgR7/Hy4w61iL/sIaqtCpU9F+7QURPAuPpWgqEgqSQBl5QjImU2yyZ6zOzO/PzazzOzMziQWMiuZ1z9KJtn9zuzOzGc+x/vN7XNNQwsmDgripgwLWuOSc3LSMeV5DliMJHZVluKdIxdx3/MH4KdobJ49XHI/OYxk1J/7FV6xW08Skmv74HgjVr5Wh40zStDiD2Pj+8cTSgKtn1osuVY/RaOmoRl3F96Ah/98KNZs8eKPh0NPyidLGRZ4ae5I+EPR71xFWX9YjSSCFB37dzBMxxoRKl76FK9XlqmSqEsx6/GjLZ8k9AXfMf+2Ll+ThkYy0BZI/qKEhoZG8mLRk3jl49OxeIp/f33l49NYOalI1fUle+GVBrDhjSMYkpMpaLasOdOCJ944ipWTC1Vdn9LkTUcmc64lUlKVyeTn1zvDgo0zStDopUSylGrBj4njv3OV27SYWKN7oiRPq7T9WuELyd+jlLZfL2gWB1EiAH7z1lHMLc3F4vH58AZppJij+cRfvXUM/+/ugWovscvwKsRvStuvNTajHpMG98a8sv7QkwQyrQZEaBYt/jBMBh1e/OArvHfscuz3N88eLip0+ykaS3fUoax9AtcbiuDzMy2SRetypx2hCKNoQeMLRVDT0Iwb08149cHRONscEOTF/BQdk69ORLPC0Mc3LZJ6/BRW7apPWEBbObkIG948KvibcqcDT9wzSLDebxJ7nWsJYNXr9Rh0UzpWTSnC2aYAemWYsX73EZFXOFccLsnJwJopRdjwxtHYZ/nsrGGy+xiKRCfi55X1xxPfHwSGZVHT0Iw0iwEpJj1W7qrHh1+58fsf3iL7OmebA4Jnr1yHDXt4Vp/xyNkIJGsDqEbX4Q1eGWqTypdvrRip9hI1riOSMmLLysrCl19+CYfDgczMTBAy0wNNTU1duLJvjsdP4b94iRJHihHbHhiNzxua4adoVI51JpTSXrWrDiU5mSjslYb/fP6QYDv/YnFDullU0I2XDOF7Xyz9e23s97gCslQR3ZFixMv3jxYVlcucdlRNKsIDfzqIRi+FcqcDm2cPx7ytB0V+1VlWI377rtjzju/VTBCQ7Vxu9lEd9n/j30wtRhI/uysPBAEU906XTJrJyeOQBIFBN6ZjypDeWPd6PTbtdWHz7OH4Sfux3zijBKEIA4uBhD3FiN+99yWW7ajDrspSwWtx08Xx71futGNuaT9cbg2BZlnBZyhb7HY6cGOGBXseKQPNsPjde19i77HL2Dx7OH689aDgd/nT/F9e8iKlvXOypkEcyO53udHkk5849gSjwaefovF5QzOG5WSgp9UseQz5azDrSfzgDx/FfvbsrGGY//KhhH+jVqefkdThlhyxLzgQPe5GTRZRo5uS7P6qGhoayU2TL4RF4wqwbne94B5b1p5gavKF0NdhU219ye7B7aNovHfssiB5yUftJLS1XZY00eSLVUVZ0kRSlcnm55duTa4EoBYTa2iIUfKwVsvj2mbSC57741Xu1L6HdRUWA4lypwP7XOIpz3Kno9vImIYiDPbUXcSeuouS2yu/k9fFK1KPZI/vQmEaI/plorEthI1xkubleQ7Mvq0fPjzRFMvdZaeZZHOni8fn4z//cAA755diTVwet9Rpx+zSXDT7KKRbDbLe2Jdag7HC68YZJZK5O7mcncdPxXyc469H3L58U6/1Ri+F945ewodfuWM5catRDz8VQc2ZFsx84QDuG5mDWaP6xgprN2VacFOWVfRanYm9+PHke0cv4eaeqag/14qa6mZFr/DVu+oxNCczFscrqXJy221GEm8cPi/I4ce+F1+5EVaw4jGSulgcd3ueA7+6dwgOJ2hqkLOnSfYGUI2uIc2ilx0oTNNyghpXkaT8Nj311FNITU0FAPzud79TdzFXiUYvhc9ON8eksk16HUgdMKFdnrpHqinhSc91WLGsvJSPLxjBljkjBIFASZ8Mwesm8r7g31ABoVex3CT0ut31eHL6YMzberD9wYCNdeJZDSRoloXVSEanr8v6oyQnUzTZzXk1h2n5/WsNhtEzzYzb8xwCGRcO7gYrdTMtdzowf8wAzNt6EH95aLTg75SkotpCETz0P5/BaiSxYmIBFo3PRyhMS06Ql7VLYxw4EW2o4AeBfKnt+Xc6YdLr4AmEYxMLf5wzAhYjiXKnPSY1k6jYXdouA27U6xAM07jv+QOoKMvFrFF9RbLtViOJTTNLsKU6bprfacemmSWo3CbusjMbSTwiM3G8/eHb8L8PjUaKSY8Iw6LJR4EkiIQPiKVOO8x6Eo4UI75bkI2BvdJQ0icDNqNe9J3l802D2H+XRm9IVhbR7Qsht8c3kzPS0Pg2YyR1sg+3WgJbQ0NDDotJj1kvRq1k4qd/Zr5wAH++f5Sq6+M8uBNd49S2B20LhGWLEmpL+/kVpOP8KkrHyUlVcn5+yVQwThbc3hDmlUefD/kxfrnTgXnluVpMrNEtSdZ42KLXYfPs4dj0vkukcrd59nBYFIok1wu+UET2Wb67yJgm+5RxV5LM8V1Dkx/LdtRieL8sHDzVJDnMxLAsKsqiXtUVZbnQgcCzs4ZJFoKB6ERkSU4G3qw/j5KcTCwbX4CGZj+MZDSnt+3j0yjsnY4RfbMkB1bKnXZUTS5COMLg3j98BD9FI0yzktaPco06zf4wHn/jqMgWkBuauqVvZsIiqRKcsgW/gMYNUnHE59j/8Ys7vtF78YmPJ3ukmER5dz6c5DcQzaFzxxuIDirx8798+P7TLMtiSE4G5pT2Exz7bR+fRkVZruzAE/91OAn0nmnmTkukf1saQDWuPQadTrY5zKDlBDWuIklZuJ49e7bk/3+b8YbCgkJn5VgnjpzzoLB3OrLTzPCFaNkCXoqJRDDMYNsDo/DhV1FvYAB4btYwnGsJAAAafRTMBhI3ppvx3KxhePjlQwhFhJ1XHb2h8n+nI918HPtcbsxpC+HRv34ukDHn4Acp/H287A3hpkz5Di2LkcT4/96HLXNGgAVEXV5PTh8MAJI3032uRjCIBnsRmhXc1BNJXHOJwVSzXhAUvnf0IlZMLMRT74mltqtdbrCINgC8/8UlVLb7NPOL1zUNzSgd4IAvFBEEVRYjifueP4CnZ5SAaf8bP0VjyfbD2DSzBMsnFsLjDyPFrMel1iB2HDqLx+4ZhBZ/GCU5GYJgjc+Dt/fHH6tPiqZfosERgQdv7y/yprYaSMFr8ilz2rGn9nysqM59xtw0PwtWFJhWjskDSUQ7GVdMKsSyHbWSkvH874Vcp9+1JsVswMMvH4p5tEcT69Hjvuhvh/E/89RNrGtoqEWTL4T7y/pj4qBe6Jlmjj04XfAE0CvdgiZfCP21BLaGhkYCTHodRuVmCX5GtKcLR+VmKU4eXGtYsLKKMyzU9YNMsxpkrXfUmvLjSGbpOCXpXrWL/slKisUAP8VgwdgBWDR+YCwm9oXCoMIsUlRqMtXQUJNkjYdZAH/+6BQqSnOxpP0ZNtWsx8XWIP780Wk82k2kob0hGpXbahJaHGyd2z1kTK0m+clype3XE4QOWDW5CJ+dakI275y96AlgeG4WGIUhoWuFx09h+d8Po9rlRkXZlbycVJNidooJt+Rk4sXqE4q5tDSzPjYp7ado3Nrfjvpzrdi01yWQry5z2vGnD6QtfJ588yhmjuobe82+div+58Ap0eDOfcP7JNy3qjh/deBKfL1iYgFG97d/42KnlBqnXAG3zGlHyr85CerxUwhFaEF+2GzQwROQ/zt+Xp77f6uRhIEksGZqMVbtqhfksPmf0V0F2bCa9OidLlS47J1uxi05mSAAzN92SFrdM8+BdVOL0RqgcM/QGwUS6J2VSNcaQDU4mv0U7i/PxYRBN4iup70zLIr2ABoanSEpC9dSXLp0CZcuXQLDCAuxgwcPVmlFnSPDYsQv3/4idhMZnpOJW3Iycb79Dtfsjxade6eb8czMYViw7ZCgsNsWjBY5rUYSVRML8JeHRqM1EJ1AfmHfCVGhcOGYPCwYM0CUAIwvZMdjNeqRYiJROdYZK6B7g/ITyfHb08wGvLagFGtfF09px0ulcBhJHS61hmTlBS+1hqKy6tsOYdPMYVg+oQCtwQjSrXqkGPXwBMNo8ie+mXKFeY8/LEhKVrsaRd1CfEn1+KBwbmkuwgwjKy9eUZqLha/UYPCNGZg4qJcgCLzUGoQj1YgZzx+IBaS39rcjGGawaeYw1H7dgmlDb8TqyUUIUBGkWgxYubNO0IVX5rTjcZ43y8KxebH3jg/WypwOUWGaY5+rET+9K0+wvTzPAVJHSCZuv5PfAz+962Y0eimM/GEW9CQhkBznkpUP3+kEzbIIRxhcbA1CRwBWU/ShefmOWsXvhVynX1eQZiTx3KwS8EUACAA2U/TnaSpKXWpoqEmqxYDWYARv1J4XXKujEwy5SFW5aKKhoZHcRBgG/3V3PpbvFMYCZU471k8bhDArH3Nea0x6EtsSeHBv+/g0VkxU10PaaiCx/bMzkkWJ7Z+dwZLxBaquL5ml4zpqN6QhJMVAwmMg8NVlX6xAFwjTuOAJYEAPG1K6ieSuhgafFLMBvhAtmtIkAOgIqNbQEaJpPHLXwIQWbyFa3XtsV6F4L+omHtdWAyk7hWntRtdvm57EhbagxBYCHj+FG1Llbe+uFY1eKpbn0+uiV5REucjyPAfm3zkANQ0tgteIz6WVOe2gWTZWtC512vHRCTfuLuqJO2/ugf/78nJ02jknE+kWI2aM6psw70m223aWO+2oaRBLYVe73Fi2o1Zy2pa/b/Hsd7nx87tu/gZH7AqOFKNIjZMbriHa18bfnzmlufCFvrnKwLmWABb/7bAgb3xXfg9ML7kRvTN0+FPFSGTZjAjTDFoDEXx6uimWU+fn5U16neAz/sM/T+DB2/tj0biBuNQaAoBYw2dJTgaqJhbinCeAPbXnRU21lWOcsBpJQS6WG0ZLtxhw/JIXmVYD+iWwYeqMRLrWAKrBkdp+jxVDQEcQmn2gxlUl6b9Nn332GWbPno2jR4+KpLIJggD9LQm+KVpY6My0GeCn6IQ3n4fu6I+n3o0WE8uddvRINeG5Hw5Dn0wras+24D//EJWGlgoeuH+vnFSI1w+fFxSDlSZZ/FQEM144IOjaSzHLB7Tx220mEjqCkA1SKnjyKNz+XWoLYd20YlTtrBMEGWVOO9bfMwgPthfuN0wfjI17o9POnP/2ou2Hsd/lxrOzhsmuNRRhcOR8K46c88SSkhGGxYRBvbDu9SOxIKSiLFeUuOTLsSy6O1/y9blCdI9UE3597xAAQM80M0iCQI8UE1LMethMJGY8fwB+KrHc+OP3DEKO3QaPn0LlKzWiY1ntcmPFzrpYgNg3y4pJg3vH9mfK4N5Yt7se+1xuRBQk2CPMle1cwZjUEXglbv/72i0I08CTbx2TnaLftDcqTbarshSX20IgEO0GzE4z49j5VsnGBCD6vVg2oUDUCagGLIBMmwlrdtWL5MVWTSlWed5KQ0M9zHoSm6vFdhP72tUmHrtnkDoL09DQ+FZgJEksk2hgi8Y1tapfQ8I0g4fv6A+ajfodcoXhMqcdd+Q5EGbkG0CvNUGaxs9kihJBlZ+LTAYdyvMckk2k5XkOmA3qTdRLJTg51FT5SXbCDAuGRcJn1jCjRcUa3Y8UA4lmvQ67E5wXajV0mEgSK16rS2jxtm5qsSrr6mqU7kUmFe9FXU28AiBwRRGvOxFmWERoVvKcXejIU+1exi8G2lMMqBzrxPcKe+JXcTk3QCgZHt+UweVYy5x2rJpShHfqL2Bj+wRuzzQz3jt6EeEIA5uRxMjcLAzLycShhmacbwnIKuX8+t4hKG2XDZ/2zH7JfUg0batU6PQEwsjL/ubKFOlWo0ju2k/R0XztuHxUeCkEw7Rgf7Z9Q0sij58SFa2tRhL3jeoruuZyRf8j5zx4ekYJtn18OibVXdYu28238LQaSUQYFpfbKBhIHew2I8YX34DhOZk42NAMmmWxKc73HLhyTq+dUhzbd/5E/Y+3fAI/RWNkv6yrklvVGkA1OKz6qFqA5PV0TB6s+u7TFKVx7Un6wvXcuXNx8803Y/PmzejZsycIQm13uW+GN66zy2bSCyawObh/Lx6Xj6fePd7uzezEfe2FTuBKoVBHELKy3xGGxfdLbsSM4X3wgasR2akmGEidQG6c3yXD977gd+11ZBIaQMwDWqcj4PbJS0Nwk9/lTgcW8PbPkWLEppklWMaTxWZZFhc9ATz2/UFIMenxr4bmWJdhvP+2UmHepNcJJK6542c1kqiaVIgVkwoQoGiYjSSG9slI2HkoZYIjN6W9cGwebu6ZAj9F419nWvDk9MHIshnx23fE3wF+UVpKjoUvG/TlJS+ybEY4bEZMKL4hJvOiJwn8+gdD4Q1GEIxIJzG510m3GPC/D92KNIsemVYjeqaZceKyFz8c3S+mCBA9diSeeKPjU/TBMI0bMywovjEdPdOiHaytCj5KvlAE5iTo/GUAUdEaiBbn1uyqx2P3dI+Hfg2NeLyhiKx1RPy9TkNDQ4OPn6JlryHS3dtdCMHCkWrGip11osLwumnFoFQuDBsIHVbsTuKiBAM8MtaJCcVi6ThndgpYFev+UglOQN7PTwNgWOBPCaSH//TRKTz6PelmXg2N6xmKkS8kqHUtDkYSq8JVu9wIKqjvXS/oQWDtlCJcbAsKmtC8oTB6ppqhV9XRuOto8lEIR1gsHOsUXL+9oTCoMIMmH4XcHmqvsmtgAWxMwnOWKwZajSTMBj1qGppR0icDnzW0SPpJb6k+KRgCin+tJePzARY48JUbv3r7y9i2Uqcdkwb3wpRN++Gn6CsDN2nRgZtEXtl9sqwoycnEyUafbIwuNW2rVOi8KdPyb8de8XLXZgOJ3bXnBflzPt+0uHqpLSTy8+UXn/lw/y7JycRL+09i0bh83Pf8AZTnOVA1qRAb3jyKWaP6YtNeV+LpeqcDs0v74YvzrQgU3yCr9hmM0Ng8e7io6YDb/6s1CX01GkA9fgqNXgqtwTDSLAY4bOoOLGl8M8IMK3s9Xa/286jGdUXSF65PnjyJv//973A6nWov5d8i/qYdDMtLTZMEgTceKcO/zrRg3tZPBTdd7u8eun2A7Hv6QzSKeqfjXEsAbxw+L7jRljvt2Dm/FCfdPhhIXcyPacG2Q4L3qSjNxeLth/Hy/aOxbne9aBJ63bRB+PHmj2E1ktg8eziefd+FZTvqRD7L8dyUacHffnIrvrzYhgre/jV6Kdz3/Mcoz3Ng2fgCEDqg5nQL1u05Gvudsfk98OqDo9HopZBi0mNeWX+U5GRiS/VJ1Jxpwdj8HijsnS4K8o6c86DmTFTSes2uejwzaxgMpA6tgTDSLQakWQzonRH12f7yQqsoCLEaSZTkZMJiINEWiOCVB0ZhP68BQC5w0REENs0oQa8MC8bmZ6PZR4Fm2YRT6R8cb8R5T1BU6E0U2Nye58CG6YMxgNex6PFT8AKw6MUSUXKvs3ZqMVr8FG7MtGBL9YnYGjfPHi47LR0fQNttJsF6AGWJyLZgBD/4w4HY/nCfR1fjD9MJP5t9rkb4w98OpQcNjauNUlFJ9aKThoZGUqOUPFFbZs6q12PV6/WSijvrdx/B6slFqq4v2YsSgQiNtlAEexLYSfy73oL/Lp3181ODZEvqhRkaP//uQBw81QQAManwS61B/Py7AxFmtPu+RvcjEE7chLXf5UZApWfFZL/HdhU0w4JmgY17XaImtNVTiqHrJkoRNrMe3lAEJy/7Y81kgTAd8yG1dSM512Q9Z83t6gBD+mRgdfvk7o9v7ZdwIObpGSUCxUQ+qRY9WvxheAIRzBjVF3PL+seK0ftdbqzZdQR/efBWuL0h9M60YN3r9bJe2aVOO96uv4BNe12K+V2pgrBSofOGtKsjz86Xu/b4KRxuz/lKvec3VddpCYivnSV9MmQHySpKo4M9SwgCf6oYiVSzHueaA1gwJg90+2eYKIe8z9UIFiweu2dQbFAsEX6KxrytBxNuv1qT0P9uA+i5lgAWbz8sGMxSO++r8c3wK1xPtXy5xtUk6SOV73znO/j888+/9YXrlHaZQS6JozSV1haKwGYisWxHneT2/S53tJtOBquJxGm3Dyt21Im6w/a53FizO5qY27TXFUsoxWMz6fHb/xyKFn8Ii8blYzFBwBuMIMVM4lJrCL9+6xienlECUkfgV28dixX74n2W+ZQ7HaAZFiZD4v3bd7wR524LYN7Wg4IACgB+NLof6r72oGeaGY3eEMwGEjemm/HcrGFYsbMOW+aOgNsbEkk83ltyIxqaAhg6ezgG9LAJpmk47/BhfTPhp2iYDWSHCr1lvLXJBS772uVzfBQdu1kryZqfaPSJpo8TBTYfHG/Eku2HsW5qMZr8FGxGPT5raMa63Ufw0B39RRJRcq+zfGctKkpz8Zt3vxRsV/JH529PFBRm2owJp/f5E//c/kh55XQFbQqT4V6F7Roa1ytKzSdq+pdqaGgkP+kW+eSJ0vZrjS9MY6aM159P5QfxZC9KEASR0E6CAVA1SV2PcD4sIKmgpCbJmNQzkyTOtwYlpcL7OWzodZUSzxoa3yb8oeRs5FQqUHQbKVcdgVUJbElW76pT3Zakq0hVkLRPTQKlu65C8ZxV2H4t8PgpfPiVG0vH56PZH47Fnb3SzSJ7PkCozsnBTU6XDbBDr9Phmb3HBQMY/FzqPlcj5rQFcak1iM28AZX41+csKeeW5sZysDVnWhLm8RLl/q6G0k1nm/mulbqOzSg+VzqaH/WGIjGrS46X2yXL5XLI1S432oLRuoAc6WZDl1nhfNMGUI+fEsW3gPp5X41vRrLGQBrXJ0mfYX7xxRcxe/Zs1NXVobi4GAaDMNieMmWKSivrHL5QBBVluSAQTd7odfKZknSLAT6F4naEZhMWh0uddrxZdwHDcjJFRWuO/S43Fo/Lj/mb/PnA6ZjcMxcA2UwkEAR8FI19rosi6RgAWDDWKfK03lJ9EptmlkDXvr8c5XkOrJtajNYAhZBC8o+70e93uaEDgZfvHwUjqUNrMCyZPFk4Jg8bvj8IBBJ11xah9nwLBvZMExWtuaL00vZCenxROVGht9rlBkEQeG1BqWQXHp8mP4Wnd30ZOx4dkTUHWEGAKBfYfHC8Ea7L3li3HRekLtl+GINvzMDEQb1i00N9siyy3YFLxueL9rVj670ytX3K7UOKjxIElz3TzHj8nkFYtqNWNIlTNbkIJxt92DJnRKwzVMorpytIMclfGm0K2zU0rlfMBlLWOiIZpP41NDSSFwOpk41dDaTKvpMsZGX/qiaqW3hVkl1U2n7NYSHbgQ+Vh9ySsTDMkaxJPQZISklkDQ01SVVo1ExV6VnRrNfJx+kKz/PXC0lvS9JFKEnadyc5VyXFFzUUYRq9FLJsRvx4yyd47oe3xH5Oyajr7He5wbbHUvw8JgDUNDQr2vqFIgyy08wJ1QX3u9xYPrEQvdPNArnpY+dbsXZqMari/JzLFQrC/EKnLxRGusUIimZwoTUIf5iWLUR/05jtWqjr2Ix60fNLR/OjNMOKPpePTrhR5rQrFr8bmvz48mIbyp0Oybx+eZ4DPdNMeOL7g3Da7UdLIAyLgQTDsrAZSRhIHRrbbTyvVgzJn3DvKFIWmByJPNI1kpdUi0IMpA2zaFxFkv7b9OGHH6K6uhpvvvmmaBtBEKBV9prrKK0BCnpChwVjnVg0Ph8GXVQSRuriXe50gNQBmRIXbr6/cTjCYNXkIqx7vV7UVcd1x438YZbsus42BzD/5UOxv9EThKxXM186hoOKMJJ5KP7+XvHTicCs16Ffn0wcO98quzZ+ILDP1Yg5pf3QI9UkG3xvuGcQliTsrq3HqilFCMbJWkgVpeODEKVp6jDNKF6czQad4HNKNJXOeYVHp45YrOR9xp2ZeuZe976ROViw7RAqynLRM82MLJsRvg50nPILyH6Klp+iz3MgJ8uKt39WjkMNLZjw9L7YdyQ+uMyx2/DL/xgCTyCM1kC0c9IToDDzhQNo9EaDKu675gupMzlEtK8hUWKdSLIJHQ2NrsJPRTCnNBcshMWJUqcdc0pz4ac0NQINDY3ENPlCmNtuLRJ/DZlbmosmXwj9e6Qk+vNrTvy1jc9+l1vtuitsRvnmIamJkK5ESVFKafu1xOOn8Ou3j+G/7h6IpRMK0NYeg4ZpBr9++xhWTS5SNWmWrEm9ZJVX1dBQE4JA4kKC06HasyLFMFg5uQifnWqKSUObDSQuegIYnpsFiukeHtfJrk7SVWhyrlcwG3Sy56zZ0PVNHZ4AhQjD4r6RObAZyZindYSWjzapCIO/P3wrTAYSG944KpClloJv62fS6xRzir5gBMP7ZeGvP7kVbh+FLKsR7x29iN+8fQxLxuWjyRdGdpoJEYZBMMzAH6bh8UdjlEQT0ulWY6cK0f9uM983Ka7KkWE1YOHYPABXnhPkptDLnQ5k2Yx45YFRMU9xfg59S/VJPD2jBFaFpn+TXofnPziBTTNLAAitJsuddqybWgw/RWPJ32sFx6qsPTfzyCsH4ado1Zs0W7Vr8nWFUSd/PTWq3YiucV2R9IXrRx55BD/60Y9QVVWFnj17qr2cb0yGxYhQJISNe4+j2uWG1UhGbz6s+OYzt6wfWEQ9QfjFbamCMidxvXxiIdqCEbQGw6g50xIrLmfa5CcvuAItd/N99HsDZb2agSvdehxSklMP3dEfBj0hmnwuddqxcGwePMEwjKQO5U67ZLcfXzaagz+BLcV+lxtehe7acISFN0gLGgBsRj2G5WTGfLKlirRKwd0ptx9HzrfKBi7xz4lcsMLfp3ivcO5nKyYWYNH4/Fh3ZSLiC+5S3tMsC6QrdEh5QxGRTLvUeoErsjtWI4n/99fPkd8rDRtnlAh8IVe9Vodf3zskYcBa6rRjw/TBse8t9/qPTVOnC5jQQTaxrhWuNborvhCNJdsP48npg7GE15R0sTWIxdsP4/e8bnENDQ2NeGwmA37y50MJryH/M2+UqutTUjtS2n6t8So0D3lVbh5SUqRRU7Gm2Udh4XfyBKpLQDS5t25aMZp96k57JGtSzx8SPjfx43spJS4NjW4BAVRNLhQNEERVxArBqtTmRCA6MCG1xeOnkKayHUdXobSf3eU4JKM8tloQLFA51gmp4l/lWCcIFU5Zm0mPFJMBf/m0AXcV9ERNQ3OH/KQpmkGqQQ+AxZCcTMwpzYXVKB9fhSIMyp0O1JxpQUmfDNnfbQ2G8dw/XfjZXTfDoCMQCNPRgjrD4vf/9xUevGMAHt9zRHAcb89zYP20YqzdfQTvHb0k+PmG6YNhM5KdKkQnWzNfutWInEwLlk8oQIRhEQozIHXAdwt6gsUxUVw5u7QfZr34ccwrPH4AzE/ReOSVGuxcUJqwAMjlxP0UjcptNagoy8Wc0lykmPSwmkj84+glRBgGVdvrRMequr3Zlsvdq63eo6QI1W1sLK4Tmv0U7i/PxYRBN4ia5HpnWNDsl4pDNDS+GUlfuHa73fj5z3/+rS5aA9EJjhc++ApDczIxt12umSR0mFOai/ljnNDrdGgLRcCyLKwGEq3+CFg2iDWTi7D+jSPYe+xywoLy154g+voo6EkdiLiKmpKcOL84vN/lxvIJJO4u6tmhbj0gOmlLsywIAE98fxDW7T4CP0VjzMBsRV+We57/MBqUEYSoiMlNjMcXmEkdgcqxzoSJklYFue62YBhpFuWJ8vgibUdkYPh/Ux2XTFww1olUMylK/Bh0BBaPywepixaE0i0GHDrdjM8aWmJ/76doLNtRh1KnHRWluR3+PDkiDCva38qxzg55Tcc3KzzySg2qJhVi9eQi+EIRgezOictezByVE5WJ5x1Xzj/d3S5RIxWwSjVF7He5EVRoGLhmsMAbn5/D4nH50JM6wVTOS9Un8dCdA9RZl4aGyqSY9dgwfTC2xN2LuOYTNWTWNDQ0vj1Y9Do8N2sYXJe8AKKJtECYxqXWIJ6bNQwWlWVMk7nwCgDeII01u+rxzKxhovhkwcuH8Nv/HKrq+pJZplanI7AsgSpT1c46PK6y52myJvXSrHo8M3MYznsCgp/3TjfjmZnDkKbQDKuhcT1i1pNY83p9rGgUijAw6XWoOdOCJ988ipWTi1RZl1GnA80Ae2rPi2y5KnvkwajrHlNQRgVbku4yDZaM8thq4fZTYFkGyyYWggVi8RMAePwhNPkp9OviNRn1Ojy2+whmjeoLXyiCH9/aD0vGFcCoJxKqc5Y67fjohBt3F/aESa/vcLG7T5YFyycW4K36C6g758HY/B4Y0icDYwZmA4jmHA2kDicuteGry22YOaqvKJ9b6rTjv+7Ox8Z/fCkaPvrgeCOW7ajF0JxMQeGaK5hWTSqULUR/3RJAI89mMNma+c61BLA4bqr5O/k98PPv3oyl4wsAAMEwDSrC4MMTbkGROmp9CfzlwVvx9pELsVy2n6JxrjmA2aX9wICVHJjhPMb9FB3Lkz47axie3nsaJTmZiNBswuMan7tXU73HkWLsMh9ujWtPikUvq6LVne4tGteepP82ff/738f777+PAQO+3YWiEM3gvlF9JYulc0tz0SfLCHuKEateqxMEAWVOO9ZOLcbsWwPItBkEf9sRSW9vIIKVk4qwbne9qJjKvxFyeEMRMCwr21nPTR+XOe2YfVs/THtmP/wUjfI8B7bMGYGKlz4FoOBxh+jNd97Wg6iaWICfficPEYYFzbD4qP1GD6BTkuWAcvdsilkPmmE7NFH+yCvRrrYl4/MRodkOdcJxf7N4fD7ONAViD7AVL32Kv/5kNP44ZwQ27j0u2J8rMi41CTvyuPX9pHyA5OdZ5rRj5eQizHzhgGh9vdLNoqBTrsge/73gBzy35GSgv8OG7FQT0numAojK+Hx1yYsIw+CP1SdFycp9LjdAEFgzpQhftwQ6HFgBQGtAnckhPQk8ctfNWL6zVtQ9uf6eQaCZ7tOdrKHBx0TqEl4/CWhelxoaGvLodQRohsXu2vOSijx6nbqSJopWIV2/JAEZNj1enD0Ca3fXi+KTF2ePgE6nrph5iGZkJ8JDtHoytT6KliyoA9FY2Kfy5HCKWS9b9FcrCWQidTAbdNgjcc5WjnHC3E0KQBoafIJhGnuPXcbeY5clty8ap871hCWATe0Kf3yi+SUCa6epU1Dvapp9lKx6WrOPAnqotbquw2KUsSfMc8Bi7D7X7zSrHgbCJJ3fmTYIYbbrz1mqPUf80v6T+KyhBU/PKMGGt46ipqEFO+bfhrW7jyQsZt6e1wO/fOuKgoycrV+p04636y9i014XSp12PFDeH5MH98bF1qAoT1ie58CaKUVYv+eI5PO+jvgCQ/pk4D2Ja1+1yx077/h8cLwRLX75QvMptx/zXz4Um9BOpmY+Kdlyq5HEjFF9seHNY7Hr7ebZwzFv60HJ19jncmNOWxA1Dc2xXG9JTgZoloWeIPDo9wZixUQSfioCs57Em/UXJPPdQHRoar/LjQV3OhVt2uKVQ9VS70m3GrFh+mAs2X5YULy+XcEjXSM5MZE6GPU6yef5yjFOmLRnA42rSNIXrm+++WYsXboU1dXVGDRoEAwG4Q3qkUceUWllnYSFbLF03dRiVL1WJ9pe7XJj5Wt1mFuai7PNwk73jkh6UwyDJ986Gpv0tpn08IUiAjlxPt5QBDrIF4x7p5vx8v2jYgVm7jX2HW8EAeDNR8pxqS0kezj4EilLd9Rh8+zhWLz9MF6+fzT+1dAclUMZ6+yUZHm504E0haSPWU/CH47IFtW54qmfovH5mRbcO+wmeAIU1k0rxsrX6gQ32kSdcIW90jD/5UOC1yYJHTbtPSZaW7yMS6L9A6KdTfzPk9/dveHNo7hvZI7oM6MijGh/44vs3iANP5X4e2E16rF59nBcbA3CT9Fwt8sp8mW/33ikXFL2HYh+N5p8lOL3gopLaKaplKQz6siEXukrdtTiCZWncjQ01CIocT3hqFZTJUFDQ+NbQZhhsfF9V8LYbr3KzS8sWNlkt1ryrxxmksSSXdLxybrd9arHJ95gJBZfVsTFqY+8UoM/VYxUdW3/zvZrjS8kLwOvlkw9ywKbkvic1dBQgzaF64XS9mtFMMwkfh53NSIY7h5xus2sx4+2fJLwXvT3+bepvcQuQQ8C8+8cAIYVT3POv9MJverteF2HWS6/s1Od/A7ByxHH5z7PtwRRkpMp+f31UzRSTKTgXE9k6xefr+SmfxeMdUre2/cdb8SqXfUY0idDsjFn3/FGzLmtX8J9SmSxaFZokuAULrkJ7ce/PyhhXrerJ3SlZMulcvFK9pIhXh5lxcQCDO+XhQ1vHhUc59vzHFg3rRhHz3kki9Z8dUyTQYd0i/xxiFcOVVOSu3eGBRtnlKDRS6EtGBaod2p8u9CeDTS6kqQvXL/44otISUnBP//5T/zzn/8UbCMI4ltTuI5PQvDZ73ILbmLxVLvcWDK+ABdbg4Kfl/TJUJT0JghC0A1cOdaJmobmhJ14hxqaUdInQ3aibtWUIsx68WPR31uNJAb3yUAgTMNqIiXXxcFN1HCT3T1STVg7tRgXPAEsGpePpToAIDouWe6047F7inFjphWP3zMIy3bUiiaS100txtmmAPQSMoX8CXOrUY8tc0bggicAZ3YKMqwG9HXYACB2o23yU2gNhBMWehNJiyd6kIzfH6np4+jrkrLd3bNG9eUdEwfWTC1Co1e6WMwvspv0uoTdgdHfjcS2lzrtWD25CB4/hZWv1WFInwzMua2fYvdehGEVJdd7pJgE68+0qRPEKHmlezU/P41uipwkEKC+/6uGhkZy4w8nvr/ud7nhD6t7fzXrSWz7+LRksnDbx6dRNbFQ1fUle3ySIiGlzrcxktreVSS7ZKonEJYt+m+7Xx3/92Q/ZzU01CBZbSW8wYiscp7aDTpdhc1A4pa+mZK5pPI8B2wG+VzV9UJbu8Kh1H1l3tZPsf3h7lHAB5IzfmLYKzni+NzuwYbmmAx4PGVOOwxxE41+isaS7Yfx5PTBWDI+H4EQDatJj4utQSzefliQr9zncmPR+PyEx0OpOM3lS7nrCv+1E+X7WFZe0YhvefjB8UacbfJLNvOVOe14/J5BXVrs9ATEfr1SufiO2EsC0f2pmliIX8YVrYHovnP2NRRdm9BSEwAyLEZZCe7449qRgr/HT6HRS6E1GJXS56TbrxbpVq1QfT2gPRtodCVJX7g+efJk7P9ZNjrlEO/j/G1AKZmv5M0coGhk2YwCuWqljq4Uk150rBJ14pU77aiaXISTjT70TDPLT9RJBHVWI4lNM0ti/saVY50JA5NypwPVrkZZqfO5pbmK07ZpFgP+96FbkWbWI9NmRM80M4Cop1Hl2LzYJHG6RQ+znsQv3z6GN+suivxfEq2DOybnW4P44qIXaRY9Mq1GDMhOgb7Rh9+992WHvaZLnXbFzuv4zzP+36VOO9w++YnlNLMBz/1wGPpkWuENhdHg9sORapJ9gOX+vzNe6DTDwu2jcN/InNhxU/LVSTMbQEUYbHtgFD78yi0KckuddhjbgznOF1wtL8S2Dnila2h0R5SKDmr7v2poaCQ3/pD8g6zS9muNQUfgwdsHiGxdOClzg8pS5krPC2rHJ4QO+FPFCBy/6BX8/MZ0C/5UMQJq2qvqCPmkqcofLdLMBoGHYTxqTckk+zmroaEGyWorkWKWt5JLMXePgi3BsFg/tRjLd4qHGdZPKwbBqKue0lW0BcKy9xW1Y4auJBnjJ77Mc3zuT26Cek5pLiKs8DtsNZLYMH0wtsQNIJU67dgwfbBo2MYblL93y+WaU8x67P+qEUfOeQQWh2USeVAg2izy/heXZBWN4i0sm/xhPPrXzyWbLvgqjde60ApEC/Xx+VSpnIeSXDv/2LQEwvjwRBMqxzoT2nP++t4h+OqSFy2BsGjinitCJ5Lg5ttRAh2T5OaraXJw0u29Myzf5NBpXKdozwYaXcm3IsO8efNmPPXUUzh+/DgAIC8vDz/72c9w//33q7yyjqOU7FfyZm4NhrHwlRo8PaMELFhUu9yKHV0+io4V+zn4EtEVpblINRtgNZLwhsI41xwAzbDKE3UShesHb+8v8DeWK5DPLeuHym01ilLnVZPkp1qy2ovIfDx+Citeq0N+r7RYAJBpNeDASTf++WX0Blz7tUfQAJBoHftcbqx9vR5Dc65063Idft6QtG9SudOB+WOcmLf109jPoj4PebAY5R8U4z9P/r+5gM6q8Bo2kx4fnmhEhsUQk+54ac4IbJ49HJved4keYDfPHo5QmIl9XgSueF5bjSRWTCzAoJvScbY5IOiq9IYiSIFecNzkArUypx1v1J0XHEd+kMvtX4CisXn28Jgv+OuVZap05KVZ5c9HpfNVQ+N6xazXCa6ffMqdDtWaTTQ0NL4dpFrk42Gl7dcaGixIApg0qJcgUXapNQiSiG5XE6X4Q00JQCB6j2imE3iY98hTfHa5lhhInWzSNH56qauRm5rpallMPsl+zmpoqAGhg+z1hFDpcmIz6mWV8x7vLnZXOgLr2vM48fZq614/gtWT1VVP6SpSkzxm6EqSMX7iyzzHx0fxedt4y8cXfzxckHvriI0kPxeo1MSSkeB4Rf2yL6CmoRlzS3Ox7ePTqCjLxecNLaiaXIgNbx4V/P7teQ6sm1qMHf/6OublvGS8DsEwjbZgBIcamhMqWCZqurgrPxtA1xVaSZIQ5VOlhqEMJIFVk4qwbne9QGlTqjhvkxnienpGCXyhMAZkp4Bm2FhRmiue39bfDpNeh0ZfdBJcSoI7xRz9vmy7f1SHJLmlfLyBK9LtG2eUaJPSGjG0ZwONriTpv01VVVV46qmnsHDhQtx6660AgI8++gg///nPcerUKaxfv17lFXYMi5FMmOwvddpxriWg2J3FD17m3+mEPcWY8DXLnHawLCtZTOQCgFKnHY9NLcb51qDAn0BpclavI0SvWeZ04HfvHRe8Bz/QSjMbYDbqUHvWg8pt0cBESercrNd1OoHj9lGYNaovznuu+IGf80Ql1l99cDSavBQybQbc1j8L4wfdgJ5pZvRINSVcR7XLHXso5f69fEcdVkwqAEkQqCjNxQNl/eEP0zAbSPRIMeHoeQ82zihBKMLAaiBhNuqQYtLDZNB1uAOvPM+BXIcN//vgaKSa9QgzLJp8FKwGvez3yKTX4db+DjAsg4rSXMwr64+e6WY8vueIZBCrA4G1U4vw0twRSLMYsGH6YITCDFr8FFLNBqzdXY9lO+oE7/H0jBJYDDpEGKFXUqJmhfhuP+44EiCw/eHbcK4lEAvAN84oEUiWq9UFbCLlPyuTyslNDQ210OsILPyOEwAE16FypwMLv+OM2UBoaGhoSJHs99dQhEGAYpDbwwabSQ9vkEaKWQ+biUSAYhTVjq41KUYS38nvgYLe6aIJjaPnPEhRaHC81jAMktbD3G4z4ok3jkrKwP/lkwb8+t4hqq0NQMKpmY5MyVxLkv2c1dBQA4uexCsJbCVe+fg0Vk0uUmVdcvKd1d1IvtMbpvHesct4L4G92qPjBnbxitTBZiQT+gSXOe2wqRwzdCUpCsdCjfiJ37CmlLctyRFK3wcjjKB5ZliOtDQ+t11gs5jngC9Eyyhk2nFjpkV0vMqcdqycXISZLxxAozdaNC3JycTdRT1xV0E2Zr5wAPeNzMGj3xuICM0g3WJEmGEQYVh8dqpJkC8uz3Ng/p0DRCqM0fd3SE5uc6SaDZ0utP47k9lGUodn42Jb/ufFV/D8wz9PoKIsFz+962Z42qf84+0lS512mI2kbKPB+qnF8PipWFHa7aPAAlj9Wp3gc+YX6tOtxth+nmsJIM1iQK7D1qH9lPLx5h/TRi+lFa41YmjPBhpdSdIXrp977jm88MILmDFjRuxnU6ZMweDBg7Fw4cJvTeE6w2JA5VgnAFay+2rx9sPYMH0wgI5JpwTCNLzBCKomF2Ld6+KOrjmlueiZZsKIvlm4q6AngGOiYuLKyUVgAUHRGpCfnC13OqAnCSwdX4Dasy1Yt+co/BSNCC2eQOF3yP3vQ7fiP/9wABVlubGirs0o//VrDYQ7ncChWRZmgw57JCY9ch02fP51C4bcmAEGLN6oPY9qlxvPzhomu474JOU+VyPONgcwb+vB2Ofz6F8/h5+iYTWSqJpYgHSLAU1+Cn3tVhw44UZ2mhlmgw7rphZj1Wt1gs8rvrBb7nRgwZ1OTNpYDQCxIIgfFHFT9/z9m1uaC9dlL37+l38J/mbz7OEJvbX3uRrhD9No9FLwhmhcbA3izpt7wEiasGRHbcJu7fXTinGpTej1Et+sYDXqkWIm8Xb9Rckuyn2uRvhCQu/s+ABVrS7gZr/0RD13nJv9FMQO5Boa1z9NviB6ppoxftANmFPaTzCN2DPVjGZ/EH3sNrWXqaGhkaR8G+6vBj2BjXtdovVVjnGquKooLYEQqiYVYfnOWkHiKip/OggtgRD6QL1rcDJ7nqVbjVgztRhLth8WJf3ULAzzkZqaUZqSudZ8G85ZDY2uxkdFMGNU34SWZz6eBHBXouRh3V08rlsD8l7fbYHucRxYhsXqKUVYvateVIBcPaUYbDeRTAeA1kAI66cNwgoJ+fjH7hmE1kAI6OL4iWtYW7z9sKw0eHw+uNzpiH2XK8qigzRKdl1cTrPc6UDlGCeoCIOFY/JE71fudGDN1CI89e4XkooFG948ivtG5mBTe5xcUZqLM00BZKea0OilsGmvC98vuRFmqxGLtx/GkD4ZqGloFqtbHm8EWGDFxALRoMyjdw/Exr3HIQU3wHSpLdThQuu/O5lNRRhRPpX/eZXkZAqK0Jv2umLbX9p/UjJv2xYIy8bLbh+FVbvqBWusfKVGtI4Pjjdi8fbDWD+tGHodgVW76vHe0Uud3s9WhYGh7mQroKGM0rNBi1/sC6+h8U1J+sI1TdMYPlw8AXzLLbcgEvn2BJzpViNuTDdjwVgnFo3Phz9Ew2bS42JrEIu3H0ajl8KS7Yfx5PTBWNK+PdVswHlP9CbLFUXj5UQ4OedF4/NxtjkAI3nF++LX9w7B/JcPYWx+Dywelw8CwJnmgCDo+H/fGyi6YcpNzs4u7YeZL3wMP0Wj3OnA7oVlcF32IlXBjzrFRKIkRzhhrTTZbTMZOp3A0ROEqBDP34/F4/JBMyx+/c4XsZ8pyRZKbecCv3jpnWE5GeiRZsaPt3yCh+7oj1STXiCXGP95mfQkWJaFzUjipbkjkWrW418NzajY+in8FI3KsU5BEMQvDj98pxM0yyIcYQQTy/EyQUrTQW3BCOa/fCi2tiYfBYJAwkCq2uXGiUY/eqSKPwN+s8KuylL4Qok9lQDEOjX5HuucJPkX51tVk0W0GPVY8j+fxc5Hb5BGqvnK+fo/80apsi4NDbXJtJmxbEdtwm71biNBqKGh8Y0wG0gs2Z74/vqnipGqrk+v08nGketUnBgGgBSTEct3ihsLq11uLN9Zq+pEMwD4ktzzLBkLw4lgAahmlMvDZtLjQZmY+OX7tZhYo/vhDQobtvmFnUdeqcHWuercy1LMYi9WfsE2RSFnc72Qqnl9AwAafRR8oWhOaXH79TvFTMIXiuBccwA2M4m+ai+yi7CYjFi7W1o+fs3r9VgxUR35+N4ZFqydWoTWQAQ0w2DFxALoCAKhCINgOLrG97+4Uogsc9pRNbkQ057ZH8u9VY514tb+dtn3ycmyYuf8Uhw578Hcl6K2hgvGDMDKSYWI0Cx8VPTefsETwNdNAez81/mErzVr1JVvTSjCoHe6BUa9Ds/OGoZMqwFmAxkrFM+5rV/CfOA+VyN+elde1L6Q93m88MFXWD25CFSEEQ0w/XL6YPgoGg1Nftn9dfso4LIXKSb9vy2BLVW05edlJxT3Eu0jf/vi8fk40xRAnyxLbKjnNz+QV/m57A0J1ig3Eb3veCNcl7z44/6TmFOaiw+/cseGhjq6n2kKA0PdyVZAQxnt2UCjK0n6yPWHP/whnnvuOfz2t78V/Pz555/HrFmzVFpV5/H4KZxrDeGZvS7RdDQ3Vbxh+mBsiZML4bZzN714ORE/RWPZjjpJ+Riu4Lr32GWEIgwWj8vH/JcPCdb18B3i6RH+TXbZhAL4QjQiNIMPT7gFk7P7XI1Y+Vod5pbmgmZZWakIs4HEY9MGYeVrdbHgo+ZMS0K5nnKeFHi6teMJpYDCpAcA6EmiwxPmUlPAQPTY8h8K08wGTBrUC1+3XGk0GDMwG0++dazDn9fm2cOhI4ClvI5DKTl1LkDdtNeFzbOHiyaW42WClArzaWYDnvvhMPTJtOLw2Rbc+4ePFOUSg+HolL3ccXvnyEXceXMP2dfpa7fizZ+Wo6ahORZ8A1cKYGolEnU6YOOMElHyutRpx8YZJdCUTzS6Kz6KlrxmA9HCiY9StyihoaGR3KSa9LL311SFiZFrjVIcGVBZZjVEM7LrC9HqSpmnfQs8zzrzXNHVdJVfY2cwkjrZc9aoBcUa3ZAUsz6h/yq3XQ2MpE7kxQpEz9fNs4d3m/NV8/qOYjXp8aMtnwgaGfxUtDi4pfoktj98m9pL7DIomsHeY5exN4F8/KJx6sVPLBstBD3xxpGYkkP8FPSuyjJcbgti/1duvFl3HiU5GbHfKemTgY9OuGVVMxmWhdsXEkw3/+rtL/Grt7+M/ZvLLXZGkTLDYsDR8x5BDnPb/aPw2elmVI51KqpsegJhgVUgp4LTK0GjIRCdPJ5zWz/Z120LhvGDP3yEbfeP+rcksM+3BKDTRa+biZqCEk0rc/eIkj4ZmP/yIVSOdaKmoRl+ila8FnPbD55uRos/jCaFCdZQhEG1yw0WYj/zjuwnX7Y+nkQ2nRrdF+3ZQKMrUT97IMEvfvGL2P8TBIEXX3wR77zzDkaPHg0AOHDgAM6cOYMf//jHai2x07QEwtj4jy9F0h7cSf6kRNGav527QXbUtyS+4Lrf5QYlMXmb6KGKf5MFIAgm+FS73Fg6vgAUzWD5hAI89sZRUZC1dmoR3L4QUs1RD+VgmEZrIIwUsx4Tim8Q/U2p044FPDnGzviRKBVNgmEawbDwOHTGm5lbX+3XnoRdvFyjQfzr8Yn/vIBosBEvua40Lc1t50sIjfxhluB3lKTf3zlyAb9773hs4vovD40Gq6AaZdLr4PGHZeVBHnmlBt8r7KnofVG1q05ycmjFzroOdUBeC6R8bACeL/g0dXzLNDTUpi2gyUhpaGh8cyIsm9T3V6WJYLUnhpXkTdWWP00xkCh3OrDPJU58lTsdSDF0jym3b0Jn/Rq7CirCyJ6zKyYVdPmaNDTUxmzQyV7rzAZ1krZhWjtfAc3rm0NHQKR6yFHqtEOXBKoeXUWrwjOs0vZrid1mxNnmAAp6p0s2XOxzNWLN6/UY0p4P5pQ4gfamxQgjKzW+YlIBTrn9oBWk4bncYrpFfrqWG4wpc9rRK8OM+/8kzBW3hSKxXCmXT05ETpYV//jFHZIqOFKNhl9d8mLf8UYM6ZMh69GdnWpG5VgnPP+GBLbHT+F0kx8nLnsxNr8HZkrYQ5Q57ZhQ3Ev2PbLTTChz2gWfUUeGp7jPecXOWswplTdl4T4TqTyz0n4CV2TrO2PTqdF90Z4NNLqSpCxc19QIC4W33HILAOCrr74CAPTo0QM9evRAfX19l6/tmxKg6IQ+w/tdbiwZn69Y5FQqYlqNemyZMwIXPAH0SrdgwTbhdPVlb0j0NzTDojzPIdmFxt0wC3ulyb6v20/hx5s/wV0F2aiaWIhzniCoCIO+ditqGpoxcWO1aJJ2aE4mvrrkxX/8/iNJia2Klz7F7oVl8FF0pyYPlCXLDfCGgoKfxXszp1kMyLIaYSQJrH69XuDNzBVl6895EnbxAtFGA6XkZvznadLrYDORop/JkZNlxesLSwU+0pk2YVCRKIgtd9oxt6wfKrfVCGTol+2oQ+VYp2wg2CPVBJph8cxeF0pyMlFRmgubSQ9fKBKTSPNTNM57gpLFbU4avMkXwryy/ijJycSW6pOCY92RzsBrRUjCx4Zjn6tR8VzU0LheSVV4kNVkpDQ0NOTwy8TD+1yNgjhADZQmgtWeGLaa5Au/StuvNUGGxvppxVixs1bwOZc77Vh/TzGCjPrFgs40xHYlcjKQasbEDCB7znYji1QNjRhGgkDlWCcAVnStqxzrhJFQpyLIsNr5CiR3kbJLISA7aJAMdhRdhdIzqprPsOlWI7642CY7qMTJbgPi/GWPVJPoZ/zc6vmWIPQ6AnqFToWbMi14+f5RyE4zKRZVy/McWDOlCGfdAVHs3ivdHFOeLMnJTPhat+c5kJ1q6lRsw003J85xOlA1uRAnG324bYAdGRb515b73Fv8YWzcexxfXGjDKw+OxqXWEGaN6ot5Zf1j9gvVLjc+bz8eiXLq/zh6CcP7ZWHFpEL4QxGsm1KMMMtg8uBeWL/7qKABij8ExFdcHSJzHMudDmTZjDHLxYjEhb4j3+9vk52OhrpozwYaXUlSFq7ff/99tZdw1WkLyk9AeIPyiZw0swFWo3wyyk9FMG/rwfaCpLjLKl6uodRpxz+/vIRVkwvx6almZKeaYpIn/OL3xvaAIBGZ1uhN8L2jlxCKMFg/rRgsy2L5TulJ2mU7avGbHwxFazAsK7FFM2ynJw9IgpDtfg7TDA41NItu+tw6yp0OLJ9YABBAmsWAx78/GM0+Cm2hCMKRK3LpG2eU4Kl3j0uum2s00JPygSG/KM0FgFOH9hbIpyt14jEsi3eOXIxJzgCArn2blC/2/DudMJI6pJj12FN7HpXbaiS9tOUCwfljnLjv+QMAgKdnlOCl9q5DTvqG//t6HYGFvACaohnclGlB7VmPQBqc85viS9ED6k1vag+7GhrSWI1kQouHMqdd8T6loaHRvUl2D2SbgcRdBdnI75UmkgI8dr4VNpUnhq0GUjYutKq8vnAEmP/KQTzzw2GI0CzaAmGkWgzQkwQe2HoQ/63wTHGtSUYpbo5EUpMcasXEvpD8M6zSdg2N6xFvJNosPmFQL8zhFYkutQaRlWKEN6LOvUw7X6OktufOEnl9d5dGWz2hw7aPT8cGDfjFzG0fn8byCer4OqtBisIzbIrKz7CpZgMavfJy0DaTHs/OGib4LnO5PC4HGp9bLc9z4Dv52SB1BOq/9iQufuY5AAAfnXDj1U8asGH6YBCA4HiVOx1YMakA51uC6J1uBsuyOHS2WfRaVIRRzCt+00lezos5UaG+V7pZkGd84p7ihEVlJQlsHxVBTUMLnp5RgrW76kWWn1z+ct2eI9g5vxRrdtdLNohwtqCP7T4Se41nZw3Do3/9HBVlufjpXXnwtOcX+UNA/EYGOZXQ2aX9MOvFj+GnaJQ67ZgyuDesRjJ2DMo7IfWdzHY6GsmDFmtodCVJWbi+HlHyOcqwygfPrcEw/nn8cofkRIbkZMKkJ/H7H96CCMPiUEMzjp7zxKTDrUYSVZMKUZKTgbZgJNqRxbJYyCsa8ovfSsVTTnLGaiQxpE8G/BQNbzCScJK22uVGs4+KBR18+A8YFM10ePKAPz2xcnIh1r5+RFC85qaLm31U7KYfH4hxN/3vP/ch/BQdS2Tl90rDpdYgvrrsjRWIOyLhXe1qTFhE50u5lzntWDm5CDNfOICxA3tgXll/TBjUCz3TzKBoBuOKbkDt2Ras23NUUOidW5qL856gKIjR6VisnFSEdbvrY/vnp2j8q6EZU4b0BgsWbYGIIKiN7+6MDwRTzQakmfU41NCMeVs/ja2D+52H73TCQBKYMrg31u2+EtRFPbevvHblWCf+fOC07KQ6fx02lbwupb6bndmuoXG9QgJYO7UIl9oo2EwkvEEaqWY9vKEIeqaaoJWtNTQ05Eh2D+QgQ2P5xAKs2FknkgJcN039ieEIw2Dh2DwA4umphWPzEGHUVYTxhSIIhGkEKBp6Ugeu4T5A0QiEaVUTGckqxc2hFFuqVWhRUrNS2q6hcT3CMsDv/vEF/uOWPshOM8XiYQD47Ttf4KffuVmVdWnnaxSbkcT/VAyH1WQACwJtgajCxsRBN2DMzXbYukmjbWuAwuJxBVi3u14U06ycXITWgHyh9HqCYVisnlKE1bvqRTnA1VOKwag4IujxU0gxkshQUDbzUzTmvxxV1Ryb3wOvPjg6WuxmWUwc1As1Dc1Yz8sZluc5UDnGiVkvfgwAeGbmMFS2WzLWNLTE8q5AdEr6nSMXY7nbbR+fxqJx+Vim0+G8JxD9mzMtuOfZDwWvf0vfTNE6+UqfUgXmfnYrbsywfKOYi+/FHD8EVea0Y2hOpiD3vG7PUWyZPQIARE2LSoVzH0WjoiwX2z4+jSE5mbEmJa5xYNvHp2P5y5YAhYrSXMwr649gmMZNmRa8c+SiaHKaw6TXxdbP5XOlFD3ljmOfLItAeROIPhus210fW1e8DaeGxtVAizU0uhLt29RFmPQ6+QkJo/wERc2ZFlnfEq6TS8p3ucxpx2P3DALDsPheQTbSLEZU7azD0r/XCl6DP/G6z+UGg2ghUel9GYYVSE3Hez5LTdK2BiMY2DMF3y3IxsD2qZYIwyLXYcPa16OB9bOzhkl2yh4+2wKCAIIRGp+edMORYsLK1+pjBWLOq3nR+IE42xyAkeS6ShuwfEIBts4diRSzDssnFiDCRJNpEfrKNDW3Tn4iyxuKIBhmMHFQr5gcjxy5DhuyU02YOrR3dG3H+UX0K/I1L80ZAZpl0egN4bc/GAqTQYcs0ojN1SdE3Y07F5Si2UfBR9FgWRYkQSDFrMemmcNw+GwLRuZmYcn4fJhIPda/cQRDczIxN66z9sk3j2LFxEJkxgVoUoV4fiD46oOjEWFYLNtRJ/k7m/a6sGXOCMz5435UlOViTrt0eIbVgOklN+LACTey08ywGfUYlpMp2dAg5dMerxLQVdgUOnK7y8OuhkY8rYEgbGYzNu49Lur2fWzaILQGgwBs6i1QQ0MjqbEZyISTD+V5DtUnmhkaWLFbWjFoxc46rJyk7nRShGERjjCYNKi3YMLkUmsI4QgjKQ/YlaRZ9fjTvJFYEae6VOa040/zRiKsYmE9WaW4OfjJ2HiUpoKuJSkK56zmW67RLSGAHwzPiRV0QhEGgTCNi61B/GB4jmoSzEZS3ntbrWfrroZgWdhTzCIFwDKnHeunDQLBdg8d0wyrEev2SOeFNrx5FFUTu8/EtTdMY/aWT/Dk9MFYPD4f3iCNFDOJS60h3Pf8R9haMVK1tbUGwvj0VBOG9smUzUE5UowxdbOZo/rG5Lg5yvMc2L2wDI3eEHQEgQa3D9mpJtzSNxP7jjdiwbZDeHbmMKyYWACTnsSq14RNmuVOB15bUIqvmwM42NCM+54/gJfmjsS8rQdF6wGiheCH7xgg+nn8dSa+wPyPX9zRoXgrkbWLlBdzudOB2aX98MgrQttRP0WjYuuneOORMtAMOiWBnWExYHhOJob2yZDMc88tzYW+3RaiLRjBlv0n8V9356PFR8EfojEsJxMoA4a35z5//t08jBmYDQAIhhm8tqAU739xCc9/cAJLth/Gk9MHY8n4fPiCNDKsBpA6QjA5HX8cN88eHvM8rxzrFOTM+2RZMDwnEwcbmlHx0qd4vbJMm6TWuGpozwYaXYlWuO4imv2UrL9Msy+EB8v7Y9KgXshOM0tKdsd3WaWYolNunJyIVCcXEE22Ve2sw7qpxTAb9aiK853jr4k/8coVEuOlpmk2mjTjJIZ+dtfNCd870SRtmlmPdKsRVZMKsXRHbUxq+k8fnYr9jdUgXQyPylUPwL3t/tjx8tR+isayHXUoddpRkpMZlQDPc2DBGCcmbqzGszOHIcLosOl9F/a73Ng8e3jCYOyD44047wmiNRiBjgCKb0wHqQN00CW8UJc57dhTez4WRFRNKsSKiQVoDUTQGgyj5kwLpj2zHwBEnXVScttA1Cdizev1WDquAG2hiOhYlzrtqBzjxN5jl/Cd/J7Ye+wy9h67LLlPj97NwGokBckxJS/tdItBUe4+GKYFwdSzs4YhxUSiNRDGG7XnE0rr8IvXXAGdOy88AQpqFMG8VARzSnPBQny+zinNhZfSpE80uiepFjOW7KiVvM8s31mLJ+4ZpNLKNDQ0vg3QDIv5dw4Aw7Ki++v8O50xFR+1YFgknHbY73Kr7tll1pP444cnUdg7HdlpV5oov/YE8O7RC6onoS0kmfAeUbWzTtV7RLJKcXMkSsZ+UznNqwULyJ6z3aP8o6EhREcAZoMOe2rPSz6TK1jJXjPCDIMFYwaAgfh8XTDGqWrzUJdCEFie4F60ohs9r1A0I5sXWjyum3wfELWiafRSCfN+alrVeCka6VYjZv/xE/zPvFFYsbNWULzmclC/e+9LVLSrYkrlXvcdb8Sq1+pxS79M/O69qK3hS3NGYEJxLyyfUIC2YARmow57ai8kzDmuff0IhvAUE80G+TyhUa9DmdOOQ7wJ7h6ppm8sz80hZe1SnufA6ilF0AH41b1D4A1G0BYMw2wgEQjTMbnsePwUjRZ/GENzxNPhcmSnmhCmGTz2xtGEee5HvzcwNmi23+UGgWMY2p6DBqKf3ZQhvfH7WbfAoCfEzQZOB56dNQwsC7xYfULUiLBl9nBUbD0o2q/yPEdMcVU6Z27H7NLc2LCQ2jGuxvWF9myg0ZVohesuwmwg8cgrn4g8OLii8/aHb8WNZgNe3HdCUOCL96u2GkmU9MlAdpoJAYoBQVx5KoqXe+bzwfFGuC57AUBUtOaIn3gFrhQSOanpoX0yYsVGvly13HvHv26Z0440iwEePyXogo1/DZplpQMyVyMYsLHASO59l08owNQhvXHwdLTTzE/RcKSa8MSbV4IPJdnvE42+mCRPWXvQ+OXFViwc6wRYSEiS56JyW03suC39ey1uz4t6Z9/7h49ivxvvKy11DOL3hyWkj8l+lxs6gsCiu/MRCIuDNf7kemsgjAueIJZOKIDxnS/w3tFLinLwBJTlPeOL3ya9DpfbQthSfbJDjRIAkJNlxebZw2PnxeuVZbLvea3wBmms2VWPZ2YNg57UxeTFwjSDBS8fwm9/MFSVdWloqI2XohMWdapdbnglHhY1NDQ0OAIRBgtfqYlNFUQnXvS41BrEwlcO4X/mjVJ1fcnu2UWzDH5yxwC4LnljPyMIAr3Tzbg9zwGaVTcJncz3iBQF+xm17Gn49M6wYOOMEjR6qU5NBV1L2iga87YelHyGnbf1U2x/+DbV1qahoRZ63ZUmeD7cv9dNLVZjWWBYoDLBPbbylUP48/3q3mO7imS+F3UlrQqDB0rbryfSLHpZ33OlXNe1pC0YRijCwO2j4KPCGN4vCz+762ZE2pUtCRDY+8VFHDjRhFmj+gJAwpzhPlcjfnpXXqxwbTGS+NoTwMX6ILJTTeiZZpbNOe5zNcbyz6VOu2h7/DFMMekxrywXqzKtMeVMrpjKsqxQRTLPgbUduDYmsnbZd7wRK1+rQ0lOJg6facGG6YMxIDsFHj+F+nOtkkVrjm9itxJVupRvaF02Xoe5pbmxSe9qlzs2sMb9zrrdR7BgzABs3Cu+Z+xzNQIEMKH4BslGBLBA1cTosBdHqdOOtVOKMHFjdcIBMr6C6qa9LtXsZjSuT7RnA42uRP0n9G6CzUhidP8swc+4ovPo/llIMeolJxT4N5xXP2nAy/ePxtrd9aKulqdnlCSUB+SCixvSzPCGItgyZ0QsQIu/uccXcfvarXh21jCYDWRMnnrLnBHw8Sa9N84oAUUrez5bjSSqJhagJCcT51oCSDHrcUvfTAzvl4ni3umwGvWCtREEIRskcBdIuQA0GGZg0pMCWXTu7zmUpo257VYjiaE5mbAYSIzsZ4fDZsSCsQOwaPxAns9rGFRY/Dl8cLwRS+N+LBUwKhXRgxST8JjsO96IObcF0TPNLPi5nIz78gkFWDI+H62BML5fciNWvVYXKzLzPy9vKIJ0iwFPfH8Q1u0+Ivre8D27gWjnYO3XHgztkyHbKDGvrL/gNRiWjXXBqimLmG7TY8vcEfj0ZBN6tisg+CgaFz0BbJk7AqzWQ6bRTWkNJPfEmoaGRnLjC4Xx23uHwmi40nhJALCZSPz23qHwhdS9higVL9UubhoIHew2EzbWHhc1uq6eUgy9SlN+HMl8jzCS8rZNySKhm25Vt1AdT2sgLJKn5KPd9zW6I4EwjZqGFpE8K5eDkGok7wr8oQg2TB+MLRLqbBumD4Zf5earriKZ70VdidVIwpFixJPTBwu82C+2BrF4++GY7HR3wEjqsHXuCEHjHwDcmG7G1rkjVI0BUs1RdcOKslxcbqVQfGM6nnrvy4Q5XyV1IpphY9cmlgWG5WTCkWJExUuf4qW5I9HQ5FdYjx4vzRkBR6oJl9uCGJvfA3uPXZad7p0/xonPGloAQKTYCbRfM8+0YMLT+zC8byY2TB+M3hkWyfeXs3bh8sCb9rpito7pViP62q0JZdY7m1f0+Cm0+MNYt7seP7nTmfA676dotIUiCVUkgeg5OKRPBtItRtk87ty4AbLYNlcjlozPx55HytAaiMQakUgdgeF9Mzs0QKZmXrWzJJKH10gutGcDja6kWxSun3vuOTz33HM4deoUAKCoqAgrV67E+PHjAQAsy2LNmjV4/vnn0dzcjFGjRuGZZ55BUVHRVVuDzajH8omF+PjElZsVgegE7+TBvXChNYR5Zf1lvX9L+mSIitbcdgBYPC5f9L6d9Z7mF3FLnfaopGP7tDHHs7OGxX5W7nQgy2aESS8f9Pa1W7FnYRlWvlaHpTyfZE72ex5P/oRbWygi/8AXijAJ5cS517CZSJE0YHzRNdG0MVe47ZVuwasPjEaGzYCa08144E8H8dAd/TGyX5ao05qTB3vojv546t3jgtfzhiKC95EqUisV0a0mUrHxIEwzgveRk3F/7I2jeHzaINyYacXSvx/GkJxMzCnNjfqN221Yu7te+HnlObBlzojY9DpwZQqd6zIsbQ9cPzkVnQKXQ08Ssb+ZW5qLAEVjy5wRuNgaxJibe6gWpFhJEmdaApLyb/0cNvRJEGRraFzvpFnku3W1bl4NDQ05ethMCFtZrNoljGfLnHasnlIEg0LccK0hCGB8cU/8xy19REnev312RjX5Vw6GAFbzmgw59rncWL2rHmunXb1nl29CMt8jWgLytk1q2dPEk2xJu2T+TDU01CJI0bI5iKBKhesMqxG/effLhPkitSbBuxrtuhXFaiDxl4dG45MTTQCueLFfag3iLw+Nhk4tM3YViDAMaIbFbon8zsKxeYiopFjj8VOwGkg0eUOYUHwDAALnPQFRbpif873cFpJ9zTSLATUNzYJr01352fjrT25FMMygT5Z8LouKMDjY/velTjtWTioCAaCgd3qHpnuBK37Mm/a6RNaMHxxvFBSd4+OeaDyWGC6P+sHxRjR6KaRbjbgx04oN3x+MpTtqBUXvztqtcBLl80pz8cPR/ZBlM4qOZXwuPT4nyx984u4TI/sJh9ji4fKiUlxoDQqOX5nTjie/Pxgbpg/G0fOtivukpt1MZ5CSh789zyHb5KChDto9VqMr6RaF65tuugkbNmyA0xnt9tq6dSumTp2KmpoaFBUV4Ze//CV++9vf4qWXXsLNN9+M9evX47vf/S6++OILpKamXpU1BMM0LrcGRYUwftGPk99O5P3bJ8siO4FsIMW+y53xnuZPzfJlwOPhbsTlTjuqJhfiZKMPedkpslMMKUY9lu2Umii/IvvN99YGgF9892bJfeUwG0hJOXGrkURJ+2R0WzDalfazu/JAEEBx73QQgKD4u6X6JJ6eUSJ4b6uRxEtzRuCry16c9wQQijDwh2mwAJ6ZOQyOFBM2vJXY62TxuHxR4TrVpBckzEx6nWhaPDvVjHKnXXJKudRpx5t1F2IBZKLGA48/LHgfpS48HxVBhGEF/kfxfuMc+443ggDw5iPluOwNoTUYiU3i//reIQJ5kI0zSpBpkw+QHDaTQBp844wSzNt6ELfnOXDHzT1k//ZaQjFsUsq/aWiojc1IotzpEFgkcJQ7HbB1o859DQ2NzkPoCKzaUSe6v1a3F14fV9l3UqcDFo3Lx4qddaJ4fd20YtX9QYNhJqGSzT5XI4JhdddnM5IJJ17KnHZV7xEpJgNmvPBxQtsmtexp+CRj0k6772toiMmyGfHb9xIXiNer9KxI0YzsJLiSSt71QjLfi7oSg47A2ZagZLE215GCmzLMMn99faHX6bBRJr+j1jnb7A/j6fe+wMK7bsbKncLGxPic336XG1SEQc2ZloTf73KnHZ4AhYrSXMwa1RdmA4nar1sw6Mb0WGxbOdYpm7v96EQ0hwhEj8/6PUewdmoRgmGmw/aQfKQGdriis4+iY3GP1UjioTv6Y9Kg3tg8e7jkhDMgHPZp4RW5b8qyYlMn7Vb4RfMsmxErdtThs4ZmrJhYgEOnm0W+09y+AlEJ70MNzaLjx+XU+bn4JePFQ2Z8Mq0dL/RVu9xYuqMWG2eUICfLKvu7OVlW9PoWFH0TycPHNzloJAcpCs8GKd3kHstxttmPtmAErYEw0i0GpJj1uClT/tzU6DjdonA9efJkwb8fe+wxPPfcczhw4AAKCwvxu9/9DsuXL8f3v/99ANHCds+ePbFt2zY89NBDV2UNEYaVDJSqXW6wuFJATuT9m+uwdUjyaNXkQqzZVR8LeDrqPV3utGPN1GK4LntFhUQ+5XkO3Jhpwbb7R+HDE25Me2Y//BSNl+8fiXlludABcdKFDlRNLsRlr/JEefza1k4xJL4Y5jlwY0ZUwjm+aC0tX5N4svuRV2piUjYL7nTCQOrgSDHiYqt0kF85xgmCkPc64a+noiwXt/a3wxuKwGbUo6I0Fw+U9UemzYA/zhmBjXuPx9ZqNZLYMns4AEKw31wjATfVrNR4cOScByU5magozYXNKH+a+ylaJLneI9Uk65fuD9MxiaKaMy2S099Wox4GHSEbFFM0Hese5K9f7QAlEE7si7Xf5VZN/k1DQ20IAAvGDAADVnRtXDDG2Y369jU0NL4JPgXfSZ/KvpNmksRSCeueapcbVTvrVC+sexX8KJW2X2tYhsXqKUVYvatekFAta5cyZxXkLa8ljhQjhvfNlIxvk0FGMVmTdgzDyt73GRU/Uw0NtQjRie279rvcCKlUIPYFI7KT4L5uIhXOsixWTynG6l110vcitntct8IJcpBqF2vVwK+Q3/GrkN/x+ClU7azFkJxMUcMkty7gSs7PaiSRYtJj4qAbMHVIb6x9/YgoZ7hu2iCs3V0fG0gBgMfvKcYfq68M+0gN7nB/z+Ucf33vkNjP9x1vxInLPkVbQ6ntViOJmzIt2DJnBPQ6Alk2IwgCINsljL5u9uNnd92M0f2zMKh3Bgx6Aqvizlt+3rYkJwO1X3tizTkRmsXxi23ITjWJrFZag2FwyQn+zz1+Cm4fBRZCFaOX5ozAkJwM/Ne4gVi/+wjmlOZKNgdwx61qYiHWPXck9rN4JUp+Lj5Cs7J50USXpHhLRg6u8J+dasLteQ58ICGtfnueA9mpJukXTjLk5OH5k/UayQHNyj8b0N3kHgsAp90+rNhRK7LwWn/PIPS1q6/kdT3QLQrXfGiaxl//+lf4fD7ceuutOHnyJC5cuIDvfe97sd8xmUy444478OGHH161wrVSoMQv3Mb/u6NdoWkWA9zeEMYP6oU57ZMESkXLFJM+Vqhev+cICnunx26uZSLfYjuqJhXilNuH3ukW3Jh+pUMzQgMEiNh7UzSDmzItqD3riRW3gcQS5VJBDkEQmC9xMSx3OjD/TifuefZDQUAFJJ4wj5/s5k9l//6HtyDCsLjoCaJnugnnW4JgAdkg/2d3yU+D+ylatoheNbkQoTCDTXu/EARDfopGxdaDqJpUiJ9/92ZQNCPwE09U8C912rHo7nw0+yiEaAZThvTGutfrsWmvC9sfvlV2rSlmPYykTrDWZ2cNk/2bk40+nly8HTvnl+Kk2wcDqeN1REaQYTXIyjJyya74wjygboDiD8k/uMQX6TU0ugutoQgqth6UnFir2Pop/voT+euNhoZG96YtyX0nk72wbjXJPw8obb/WNPoo+EI0Ksc6sXh8PrxBGilmEr5QBOeaA7CZSfRVaW3pViN+OX0wTjX5YTORMRl4byiC3Cyr6gmxRi+Fz043J5yUVCsmDkQY2fv+9odv6/I1aWiojdJAgdL2a0WGVX4SfO2U7lGobPJTSLUYJO9FIFg0+cOq3Yu6kmQs1qqFYn5HYfu1oNFLYZ/LjTmluYrDRlxu8bE9R7DP5Y4NnfzkzgEgdUQs/7g+rmgNAD3TzIKiCt+DuqI0FzaTXpRzjLcw5O79csRvtxpJbJ49HL9865ioED23NBfbPj6NmaP64pFXanBL30xMKO6Fla/ViYrF3Hd4xcQC3JBuBgECL1afEBwzTp2GALBIRrmGU7YZ0icDNQ3NAsXNXhlm1FQ3o6RPBva53JgxSv4q0RoMY+OMEoQiDDKtBtyUYcHa3UdiuUJ+jjteFTP+WBhInWiKvtxpx+y4HCmftmAYA7JTsGH6YCzZflhQvO6sRLraxNt7xqP286GGEF973aK75wS/bvaLitZAdJhzxY46bJgetWXV+PfoNoXr2tpa3HrrrQgGg0hJScGOHTtQWFiIDz/8EADQs2dPwe/37NkTp0+fln3NUCiEUOiKv0hra2J/CZ9CIBRfuOX+Xea0Y+XkIrT4KfRMt8hKHlkMJNbtFRZbN88eLvu+VhOJ/3z+QOzfs9pvzqVOO5ZNKICeJDB2YDZMeh0+P9siKEKXO+3YtaAU3lAEdpsRS3gTKpVjnfjzgdOSD006EHj5/lFo9odjyRipICgQjk7j8i+G2akmfHmxDfO2fioZUClNmC+fWIjSAQ5kWKPeKZXbatDopWL70zPdhMptNfjrQ7fKBvkrJsqfOmlmA7Y9MAq/efsLySL6mtfrsWR8vqTco5+isfTvtfjbT25Fk48SeYzzsRr12P7wrbAaSPzqnS9iQarVSGLFxAIsGV8Ai5GU7e4zkTpYTXpBwb8zQek+lxtrdtejJCczJmO+efZwfHKqCTl2K7Z9fDo2/c2/oW37+DSWTygUTPjHF4SvZoDSmfM1zaL0+XabS6eGhgBfiI55VklxtR76O3O+amhoqEtnztfUJPfESvbCutUgH9NZDeoWrq0mPX605ROBDY6f0sXUedQuckZoBkD8FACLcBLI53pDYYVJSXVi4rZgWPa+r/Y5oaGhBkr3qqt5L+vM+Rpm5CfB1ba76CrSzEY81j6UEX8vOnLOg+UTCtVeYpeglINUo1irFqkK+R2l7R2lM+crV6zryCRz/IAO30O6PM+B1ZOLEIzQeC+uaJ3o9fn39WdnDRPkHKWmfLkcHj8G5Ss2AoAjxYTKsc6YGmPVxAI8+74rYSG6JCcTf9x/MjZcdM4TTGiHs9/lxs/vuhn7v2rEJyebRNc5Tp1m/KBeCZVrfnXvkJiyzZzb+gnimoqyXKzffQT7Xe5YTlwpJ5pmMcBI6gSS5L++d0hMqtzMi8kPNjQLVDHj86K39M3EonH5eDgYgScQhkmvQ49UE+57/kDCoRnuPtM7w4KNnZRITzbSuvCeGo+Wd+o8/i7KCSY7baGIrIVXWzdRubnWdJvqy8CBA/Gvf/0LLS0t2L59O2bPno1//vOfse0EIRQ4ZVlW9LN4nnjiCaxZs6ZD769UCIu/KfbNsuL1haW41BrCzBcO4M/3j0LPNDMev2cQlu2oFUkePX7PIPioiOgGHh9c8Clz2nGpNST4WapZj9cXliFAhWEz6UFFGDAsC08wjHNxftf7XG6ser0ej00rBkULp6LlCsj7XI2YU9oP87YeFBQ5+ZQ67ZIFks2zh2PZjrqE+6cU9J3iTQqXOe14+f7RmPXigVi3I4No0KI0UUMAsp4O7xy5EPUbl5ObpuTXGmFYxWDJT0Xw8UkPPjvVJOqiXLajDuVOB356l1O2u6/JR4FhhdvkvjdSgSx/+ptrTrilXyaavRRmjuormYSbW5qLFj8VkwqX4moGKJ05Xw06nez+G3Tyn4uGxvWKUtNG6lVq6ujM+aqhoaEunTlfk913MtkL6wDws+/kYdKgXshOM8emci96AnBmp6i9NJj0OpTkSD8DlDrtinHtteRyaxBBmsHGuCbfqHRsES63BtEjTT2/zwyLEb+UaHjl/v34tKsnU9+Zc7YrC3QaGt8WzHrxdBxHmdMO81W81nXmfG1TsItQ2n69EGYY7D12WTR5yrFoXDcp4HdRsfbbgFL+7mrZXXUqR9x+/+zI0Mit/e2J86vHG3HKnVjKuzNDKVJKiFz+jy8xXtPQklBdcsf823C+JYg0iwFLeblbPlz+cNNeVyyP6FFoHqUZFmMGZuOpd49Lbv/geCNm39Yv4bZm3xU56vhjxc9fc8dDLidanudArzSzqDjMlyv3+KmYjDd37BLlRR95pQb/amjB6ilRL/G2YBjpZgOG981MKAPOt7iJl0n/tuFIMcpKnl9LOx8t79R5FAe9usm9pTWgEHMpbNfoGN3j2wTAaDTC6XQCAIYPH45PP/0U//3f/43FixcDAC5cuIBevXrFfv/SpUuiKex4li5dil/84hexf7e2tqJPnz6Sv5tq0icMlOILgaVOO96svyDwLjaSOtQ0NCPDYsAv/2MIWgNhtAYjSDPrkWkzomeaGZ+ebBK9diL/Em6Se+YLBwS/n2o2YPpzH2LL7BEiyQMpme/97bKJVIKJ8URw2/lFTo5ypx1rpxUjGBa/RvzrvvpJA16+fzTW7Y566XUmKKt2ubFudz2enD44Vjzd73Jj8bh8GEnlgvHcsn4AWKGXQZ4DlWOcmPvSp7htgF32NZSSs1YjiWpXo2IBuaRPBn73nnTwts/ViCXj8/HjLZ9Kyng88koN/vqTW9EaDAs6JiMMG5Mbj/dqmFuWi8ptYrmaeJ9sm1GPFLMeH55wY2RuluR775xf2mUBSmfO12Y/hfvL+mPioF7oyUsMX/AE0CvdguYAddXWpaHxbcJiJGUf+i1XqejUmfNVQ0NDXTpzvjZ6g1g5uQifnWoSFV6H52ah0RtEjop+UFaFwrpV5cJ6a5CCI9WEp/9xXBSfrZ1WjDaV45NmHyXbLNnsV299gTCNVbvqJf3LV++qV92/nFLwzKWu4lR4Z87ZrizQaWh8WwjRtOy9LERfvWmjzpyvSvcote9hXYU3GBHkJeKtF7zdpIBvInWyz21qNpN1NQQB6fyd0465Zf2gMLPUYTpzvnLFupozLTKfkx09Uk2KTSdyUt6yBdj213/uh8NwU6YFdWdbBflefmGVLzG+fmoxVr4m9uXe52rE2t1HMKJfFm7tL58P5XK73H+Vvo/eUARun3wcadDrsHn2cME5/+onDbhvZA5olsWzs4bBbCDhSDHCaiQlZb2545Uol16e58AvOyDDnW41CmS8uWO34E4nTAYd0szRiW1PgMLrlWWSU9LXgwx4R4g/Vhxdsa9a3qnz2AxkdFBPIo9fnueATWUFsK7CZiJlYw21LbyuF7pN4ToelmURCoWQm5uLG264Ae+++y5KSqI3JYqi8M9//hNPPvmk7GuYTCaYTKaOvR/NYt20IlTtrBMESmVOO+bwOtri/80FCscvefHQ/3wGq5FE1aRClORkRF+AF2BJdUzyg4sVEwvRGggjxaTHhdYgZr5wICaTzb23xaBDRVkuNr5/PGHHPyflEnuPEI0Mq7DbvnNS041YNH4gbu6ZCrOBBMu2+02nmUUXw/jXvW9kDp586yiG5mRibmkusmzGDjcIANFk1eLx+YKfnW0O4GSjV/ZCTOp00IHAnNJczC3rj1STHqntTQQEgL8/fBtoNl6KUCinQ+oI2bUCVxoPiPa1ctye58DaqcVoDVAI0fLvYzaQstMvVgMJHQFRByAnN75ofD78IToaKHpDyE41YdPMYQiGadiMekQYBgRBIMVIYueCUqxt99bm4L7TC+OkwMvzHOiZZuqyAKUz52uKRQ9PMIw3as+LfGbmluUiRZMK1+imsAyLVVMKsWaXuKll1ZQisIz4evRN6Mz5qqGhoS6dOV+tJgPOtQTwRu35uGuIA70yLLghXb2JVwDQAVg9pQird9WL1I1WTymG2ineDKsJy+OUl4CoClLVzjo8pnLxlS8VLtWwqKZUeLL7l3sV5OR8V1FurjPnbJhlUDWpKNYkzME1QYfZ7jG5qKHBx0SSuOwNSd7LBmSnoEfK1YthO3O+mvXydhJmffdIoqaY9bLWC93lWT5E06iaXCg5jFA1uRChSPeQcwUAvU6HPx84jSE5mZgTF5/8+cBprJh4deTjO3O+csW6la/VYcWkAqxtl6rmKHc6sGJSAc63BBW/s1JS3hxbqk9iy+zh0AGiwaTZpbkxOeqx+T0wa1TfmG9zrsMW84Tm8nh+isbnZ1owaXAvWXXJZeMLFPefy+3yJ5wTFvDbC/ycLHkiSILAj3mKjmPze+Dl+0dj7e76uMnwqPLnvK0HRRaUVwrWJwVe4ABwU6YFN0hMWieiYzLeiRt2rwcZ8I6i1r5qeafOYzKQWDe1uL2+deV8LXc6sH5qMUzdpXBtILF59nBset8lijU2zx7ebQr415puEbEtW7YM48ePR58+fdDW1oZXX30V//d//4e33noLBEHgZz/7GR5//HHk5eUhLy8Pjz/+OKxWK2bOnHnV1tBKRfDQ/3yGZ2YNw1JSB2/7hRhgcamVwpY5I+CnaLAsC5Ig8Ot7hwgSPRtnlMBqJGMB+NK/18Zem5MK1ycohPopGp83tECvIzD0pgy0hSL44/6TgqJ1aXtxMUDRij7R3E2bI8Wsh15HCIKkzkpNn2kK4NG/fh7bv/0uN7bOHYHKMQMwvviG2NRrdqoZ5U57LEji1sr3dn56RgkYsJKTHnzJGw5vUBiwmw0knnn/Kzw7axjAIu5CbMfc0n6Y8cIVr5Eypx3rphYjRDMI0wyeeOMo9tRewD9+cYfIA4b/AMX9mwUrSASVOu1YODYPGWYDtt0/CmkWA37zg6HwBiMSN3AbvrrkFRSqKZpBn0wrDp9twcJXavDszGGoHOOMfX7896kckwcaLPQ6ncAzB7giN17mtKOiLFp4fnpGCZ548xj2u9yC/dnvcqNyrBM1Dc2SkyyAsOGBX5hOtyLpgjGjTofN1SclOkjdYAGsm1qszsI0NFQmRDNoDVBYMNaJRePz4Q3SSDGT8IUiaPaFkKYgs6uhodG9STGQeGHfCckJDRYsNqhceG30hZBiNqByrBOL465xIFg0+ij0UXEi3E/RkpOvQDTeSuSD11WkGEncebMDJX0ykJ1mgjdII9WsR0mfDNx5swMpKk77KXkxq+3VrKa/nxwMDWz8x5eYW5orOCcutYbw3+9+iUfuylNlXRoaamLQEdgYp3wBXMkbPHGPOs+KJAHZ537yaukhJzkmUpzbAKLHhED3eZY3kiR+9fYxzCnNFTy3XWoN4al3v8B/3Z2v/CLXCU2+kKyFXZMvhP49ut5ypXeGBSsnFcIfpjGiXxaWjM9HYxuFG9LN+FdDM+559kP4KRqVY50J1U+kpLz53/1b+mYiEGZwS78szC3rD6uRBM2w+OiEOzZJXe50YPG4fFzwhPDp6SYcO+dBfu90/KuhGRumD479XqnTjtm39cPJRp/sfl1oDXYoJ8zPDR8558H/u3ugKJdbnufAuqnFmPD0PlSU5cpaYX50Qvjzwt7pWLtbrLazz+UGCAKvPjgajV4KLMvGXpc//MXlvnOyrMhONX2jHOW/K+P9bZcB7wzdaV+/zfRIM4Ny+7BsYgFYAG2BMFItBhAADARUtV7qSlgCePZ9l2SsoQOBtdOKVFrZ9UW3KFxfvHgRP/rRj3D+/Hmkp6dj8ODBeOutt/Dd734XALBo0SIEAgHMnz8fzc3NGDVqFN555x2kpqZetTX4KBpuH4V3jlxESZ8M2FNMeHzPkdjDTqKiH3Dlpl5RlisKwK1GEkNzMnGmOQCLQdfeUXlEWGzlyVf/+t4hePSvnyechNg6dyRsJvmvBV8S+tb+9qhsjZlsD3yjRc1Ek8KJCsgmvU60f2kWPZr9wqlXq5HEltnDARDY52oUSYfHBxkpJj1SLQa8UXteIHnDJ8V8JYlW5rSDZVn4KRrzXz6EirJcLJ9YgGCYhsVI4tDpZlRuqxEUrVdOLsK9f/gIjV4KZU47qiYV4eOTTQiGacGDY/z+8df68J1O0CyLcITBpdYgeqebkWO3IYfXfdczTfrzSDXrE3b5PD2jBCRBIBhmMHFQL8FnfrE1iGCYxll3AKkWvewUys+/e7No/fH/lmt4qHa5sWJiIe7Kz5YsTCdbgBKKJJZrrHa5FaXwNTSuV1gA3hCD855ArKHIT0WvJ73SLYr+sBoaGt0bb1h+6tUbVrfwajHoMeP5A3hy+mBBPOwL0ajcdgB/njdKxdVBUd5UaWr3WqNjWSwaV4DlO2tFFkXrpw2CTkKNqKtIdq9mR4pRVu3pWvr7yUIA04ffhD9Wn5S0D1LvE9XQUA9vmE44bbjP1ajevYyIThxKPfeTBHDVjHyTnKDCs3ywmzzLRxgGc27rh68uR4uMoQiDQJjExdYg5tyWiwjTPY4DANhMBln7PDUVYRiWhUGnQ3aqCRvah0QcKUY8OX0w/vLQaHiDUYXLaUN7iyxPEkl5V5TmwmbSI81swIXWAF4+cArv8YZ9uKGXjTNKYLeZ8N6xi7EieZnTjnXTinHv76M5TgIE/vaTW3HeExQMVinxWs3X2Dx7BNbtOSKIbbg1b/v4dGztpU47Zo7qi/u3for7RuZgwZ1OGPU6pFsMyE6NTsMO75spK989+7Z+ojyzXI5y3/FGzLmtH+ZtPYi7CrLx2LRBWPlaHT443gg/RWPTXlds4KZXhiX2dx4/hUYvhdZgGGkWAxy25Mplamh0BTfabdC3BtHso0AQBHRAzMa2uxAMM7KxoJT9rUbn6RaF682bN8tuJwgCq1evxurVq6/ZGjKtBvx+1i0wGgjYTHr4QzQWjy/AnNYgFm8/nPAGzA9ENs4oEdx04yd4uZ9F5Z0H4mxzAEZSh9qvPTjt9uFPFSNhNpCxm7AUOh3Q6pdPepkNJDbNLMEfq4XdimPze2DxuHw0einYjCRSzCQqxzpRUdYfepIASRCCrj7+PnKyL/zXM+v12Fz9pWgKuGLrQayYWIClE/IRkZCl5e/fnoVlMJI6/KuhWbJoXea0w6QnsWXOiJh/MRH3OnflZ2NoTtSDO8NqRElOJlqDYdiMYsl1vm/2e8cu4rb+WVg41okl4/OhAyE67tx7bNrrwq7KUlxuC+FrTxBrXq/H498f3KGLfiBMJ+zyAYBHvzcQs178GBVluYLXO+cJYv2eo9gyZwQiCnLjEZrFuKIbAAA1DS3wS0zmKxVzg2E6dhw9fgpfXfImbbCnlPhVOzGsoaEWFgOJvx5swPRb+gim6QDgrwcbsKQDsmAaGhrdl1a//FRra0DdqVeTQYehfTJicSmX5K0504KhfTJgMqgrFq4kFZmi0Hx6rWEIAst31Ipi0mqXGyt21uIJFSfqvw1ezasmF2H1rjqRJPeqyep17NsMJP528IxgYi/VrMfF1iD+dvAMlmr3fY1uiNK9Sq17mdtLIUwzKMnJAAsCbYHos3bvDDOavBTcXgr9HKosrUtRsla4mtYLyQzDssiymbBpr0vUeLRychHobmT1kGIkMSyBfV6Z066aIozHT2H97iP4yZ1ODLopHev3HEXlWGcsBr3cRsV8ml95YLSgKSU71YTjl7yC/CqXXyx12jFxUC+MzM3Cor8dxobpgxFob+jgfqfcaUfl2Dz835eXUNInA7/5wRBkp5phIAmcbvTjDz8ajve/uIQt1SdBsyzm8SS4laapj11oxYuzR2DDW0cxpE8G5tzWD6EIg4z261EwwmDZhAJ4AmG8+OPh+JCXJ/78TAtmjcwRFIuBqN/zqtfqUH/Og8XjomoBASpa1NcRBKY+s1+U81XKUXLb3zt6CQSAX907BN5gBJ5AGFYjCZ2OQCBMw+OnkG41xqTT98XZHG6YPhi949aroXG90zPN3K0K1fFosUbX0C0K18lAutkAZELUIVfmtOPl+0dj1osHBN1xqWY9LEYSb9dfjN3AKVp405WawObknUuddpTkZMaClrmlufjxlk/w4O39E/uGOKNd/hGGTRiElDsd6JNpwdo4nxwA2HvsMkIRBiU5mSjslYYF2+rw5PTByE4zwdfeJXhjnHchN7E884UDKOwlHClmAck1cPv45k/LYdITiacTnA68e/Qi/nzgNF59cLTAr9BqJFE1sQAlOZk4cdkHo14HAoCOgKgDlz+BwV2Yj51vxbj/3id6T24CvleGBSwAR6oZK9t9zZ+dNUz0+3zONgcw/+VDse7KJh+F024/0ix6ZFoTdy75QhFZf5kl4wnZZgWpi6lUUwRwZYr7kVdqREGgkq85dxy/DcGeUuJX7cSwhoZqMCwWjctv97MRJkDWTRt01TyuNTQ0rk+UVBnUnno1EgSWjM/Hml1iL7xVU4phJNQdV9MRkE0U6lSepvNSNGoaWgRJV7OBxKGGZmypPgmvilLmIZrGyslF+OxUE7LbFUPMBhIXPQEMz81CiFZ32r/FH8bjbxzB0JxMzI2bBnv8jSNYNalIlSZPgmWxeFwBVuysFd33198zCISKU/QaGmqhZI2jlnWOzUwi1WLAmtfFOaeVk4vAdJNCpWKTVzfxuLYY9Fj3er3A15m7Jz/55jFUTb46vs7fBnxUBFWTirBud72oOWzl5CL4wuoUGBq9FPJ7pyMUYdDkpxLm4DZMH4wLLUGc8wRjeUFvMIJb+2fhlpxMfNbQHBs6AYAb0s0gCQKHz3iwYfpgLNl+GPeNzIkVvXMdNtAMg0YvhYOnmvC7944L3m9uaS5+tPljlORk4OkZJQiFGVSOdWJL9Un4KTrx5LPTgdml/aAniJhEN2fryH99LldtNZJ46I7+mDq0N75X2BP+UFTpMkIzqD3bDKvpypBL7wwLVk0uwtK/H8ZT715Z7+15DqxNIP+vlKPkb3/36CUsnRCBxUhi9ev1onzl4/cMEv0cAD443ogl2w9j44ySpBrG0dDQuLakKsQSSts1OoZ2FLuIYJgWFa2B6ATC+t1HsHXuSFxsC+FQQzMWtkvVRGgWn/MmhXukmAR/W9InA1uqTyZMDi0Zl4/vFfbEO0euFL+f/+AENs0sAcBKyL31Q+W2qLRKounv2aX90BYM4zOZpFRFaS5IgsCG6YOxJa6wXu60Y+f8UrQEKLQFI6g504In3zyK+0bmwKTXCaZ8lbzmfKEI7DYj5t85AAwr9rSeP8aJT0650eilcN/zB7BpZgmWTihAgIogy2bCqtfqsHRHneBvKsc4YedJ8ZU57ZIPNq0SUo3xxd7KsU5BY0H8/sUfN5NeB0eKES/fP1rkw8L5mOdI+Cr6FJKAzf6woreMXkfgrvxs5PdOQ0mfDGTZjPjtO18knOKuKMsVBYG1X3tkmyJSzHp4/JSoaA0kX7BnNZKy+2JV0aNRQ0NNQjSDdbuPSHj6uVH1Wh2qJmmTVxoaGolJMZKyU69qeiADAMWyWLNL3Jy5z+XGml31qntVMSyLue1+e1IKTYzKRURfMIxnZg7DeU9A8PPe6WY8M3MYfCH1JuotehKXvBTeqD0vfAbKc8DZMxXZaklxt+OjIth77LIowcvx6PfUSaqzBIEVO2olz4kVO+vw+LTu4RWrocHHpNfJPisqFUuuFTaDHksSqF6sfb1eVdWLrsRmkH+Wtxm6x7N8KELjPhlf51BE3YatrqQtSOMX//sZnpk1DMtIXcyTNUIzmPfSp/jtD4aqsq7WYBglfTLw0Qk3JhTfgMfeOJowB7duajFuI+1oCYRhNpA42NAMsr3h0mwksfq1urimSwfmlvXDnw+cxn0jcwTbdi8sA1gCm/edEMXk/Jzfpr0u6ACsnlIci+UWbDskkCWvmlgIP0XDpNeBIID/+P1H+MtDo7Hf5U6Y/xw7sEdU2ZFhkeuwYW1c7F3mtOPRu/MxeWM1bumbidVTiqDXEVixo04Uj3xwvBErX6tD1aRCLP17rWBbzZmWhM8d5Tx/bQ6aYRPmK5fuqMWQPhl47+gl0Wt9cLwRjV4qKXKZGhoaXYPVIJ/XsHaTWONaoxWuuwgvldjTb5+rEXNag5i39SBKnXZsnj0cNMPgP58/gM08P2ejXicoQEYYNqFU+F8eGg1/iBb5VfspGpXbogHGnHYPaG8oWkDmezdzQcjicfn4uiWAmzItqD3rwSOv1OClOSNkp3FTzXpkWI1Y+7q4UL/P5cba3fWYW5qLeVsPxqaLe2dY0BYM4+/zb0PN6WjxXsk3RUcQaPaHMW/rQUmvmnlbP41NOUeL1x9j8+zhyLXbUPVaXcKAcOWkaOfp2Pwe+NldN6PZT+FcS0AgaZ1m1ouCsJ5pZnxxoRU1DS0AxH4qdec8Cb2oN88ejk9ONeHJ6YNFRWsg+rC5fEe0KESSOoG0drrCdFKElk9yPvJKDSrHDsCSCflY1T5htHn2cNkp7orSXJE8EEEA88cMAAPpJoIQRcMbjOCz080Jmx6SJdijGRaVY52QavCoHOsErU2VanRTGCCxj8vxRminhoaGhhz+MI0Hbx8AgiAESaHyPAceKO8Pv8oe18nuVWUkSWz/7AwqSnOxJF62+bMzePR7+aquz55iQpgJYk/teVEsWDnGCbvNJPPX1xYdQeDp974UF2Dbv4dqF2CVGlGlLI+6Ap+cl+/xRvhUPmc1NNSAijCyz73xSnldhVzOqdrlVlX1oiuJMKzs5yNlN3c9wrDAto9PoyQnM5Yr43Iv2z4+jUXj1I0ZupJ0qx5rpxaj7msPerarrvgoGhc8AaydWox0qzqp8TSzAec9QWypPokJxb1ki70BKoJAmEafLAu8QRrji29AilGPt+ovoPr4ZYkGs0YwYFFRmovsNBMKe6XFlGasRh0omlXM+UVfx41Tbh/21J5H5RgnHrqjP5569zj8FI3DZ1rwo9F9wSJqU/BO/UWU5GTAG6RlVRynDO6NH27+BBVlufjTR6ck858E8QVefXA0zjYHcLE1iFSzXrIZBYgWjpdPLMDteQ58wHu+OHLOg6pJRaIca6nTjtVTivGfz38keB2aYSXVPIErntiJ4A9eaT7YGhrXP/4IjTmluSK14FKnHXNKc+HvRs1h1xKtcN1FKE0Pc7LL+11u6EDg0bsHwk/RmLf1IKomFqJqUiFag5SgANkr3Ywn3zoWO0H4gcEy3iRxGU/e2U/RAt+Tn991s8CrhIP7nbuLeoJlgcY2Cv172PDXn4yGWa/Hf+89LtsJGAjTkl0nQDQIub+8v+R0Mb/w3uIPY9sDo/DhV+6YJA1/n1qDYVgkOlgInoxj/PaoV2HiB7r9LjciDIuX5oxAhs0oOL5ANLG6dkoRAlQEry8sxScnmmLbPIEwCADPzRqGh18+BIpmBEGnsb3zuiQnM+YTzb2nDgRu6ZeJ7DSTbIPDmeYA5m09KJDWNhnEHd/c+97a3w6aYUEzwMKxeVg5uRAefwSpZn1MsttP0Shz9hAoAih5wdhMehT1TsO4ohtQe7YF6/YcRXHvdNkmgr/+5Fb4QjT+96FbcfhsCxbyvHi4pgc1J3H4BCM0gmEaEwb1islqmfQ6XGoNIhimEdRuQBrdlLaA/MRXm4QahYaGhgZHkIogJ8uC8cU3xPzuuPtrTpYFngCl6vq8Ctcwpe3XGgMBLBlXgP1fRWM+Lq691BrEknEFSSHb/MK+E5JJ8hf2nUDVRPVkSX2UQgFW5YJOhoK0cLpK0sOK932F7Roa1yMMC9nn3u0P36bKupRyTkrbrxf8YVoxL9Fd+OHovthSfVJkfzK3LFfFVXU9Fj0Jq5HEG7XnBXlKzufZoldnMs6RYsTlNgMqynLRGgzLFnv/Y9hN+NtnLgzITkVJnww0+ylkWA34XmFP/Pc/jku+fk1DC3pNMOO8J8j7KYGvm4MwK6gc8RtwQu3+2ACweFw+nnr3OMrzHFg/rRjL/16L945dwrOzhsUkxNPMeklrSyCa/1y3+0gsT5rI0pArFHN2in+qGInNs4eLhl+4nGKAorFxRgkavRTagmGYDDqcawnigieIR783EEvG69DspxChWRxqaMaZJj82TB8cy5PfnueAn5KPaeTypN8ma0QNDY1/n1Z/RGD5y481HnmlBlvnjlR7idcFWuG6i0hTmIrly0ntczVi8fgr3Y9fewIYymbAYtTjx1s+jZ0Ueh0hCAISBQZcYMZJvQDRwu9j9wxChGYSekSXOe14u/5i7G+4ALd3uk628NvkoxSnAiwGEi/NHYnPTjfFJpQ7WnjnulfSLXpYjXrZ6e8MqyH22hVludHuRAlPZz6+UAQHG5pR09Asnhg/3ogVr9XhgfL+CEUY7JaYKFk4Jg8LxgxAz1ST5No4ufSTbh8MpC4WcM0p7QdvUP64cYHSB8cbsXj7YVRNKgTNMHh03EDgrWjHZKJgl/v8uMl6zivnkVei8vD8/VCSN/OFInj4z4faX9eBnQtK4fFTsl7abcEI7nv+QOw48T9T7r0fn5Yc8mUkQeDFfSckE5zlTocmh6zRbbGa5B9wNRl9DQ0NObJsJkkZUyAa76ktY2pTuMYpbb/WkDoCZ+NkuAGABXChNYCb0tVNiAUjNGbKyJKq2fin1FilduNVdqop4TNZeZ4D2anqTKtr/m0aGmJ8oYjsc69PId9wrUhVyDkpbb9e4A9rJNreHdAB+GP1SdFASTTHQXSrnEaYYbFp7/GEx2LNVHWsYNKtRvTKsKCmoRklfTJki70rdtZi0bh8/O69LwFEFR5b/NHhmVcfHI2Klz5Fo/dKAyiXF3zijaOCvBaXs1S6f9+UaYHVSMZkwLl1kDoCrz4wGtmpJjz55jG8dywqnW01RHOuOoKAjiBwW3974qK0qxFzSvspDsyEIkxs4Gn97nrRfvBzijaTHunWK5PNpxp9IutKLh7dUn0SJTMy8Mf9J1FRlovDZ1rw5PTBiteGRE2Gt+c54EgxfmusETU0NP59rCZSNtZQyp1qdAztSbOLyLQZEyYjOJ9h/nSuLxTBH+eMgD3FiN+992XMM7kk50pH2nM/HCZ4HblutWqXG0snFKCwVxqsBhI0y+JcSwAmvQ5VEwvxWUMz1u0+ErtRl7UXh7miptVIYkhOJkx6Em0KD2KXvSHclCmfOPOGIvjP5w8Igg25wjsBAtt/chvOeQKx7pWX5o6AWU8mDOwIAI9NGyQq5Ebl1xND6gjZY7nf5caKiYVYv+eIrNy4TkfgN+9+KSmXvmZ3PUpyMmOT70/PKEG6RQ+bqRMNDscbcabJj3lbD2Jsfg/817h8zPVSyLQaJP2p97ncYHClgYHvXeMPCQO0eBlwPtz39crrNmLd60ewZop8sK/XXZmEj/fN4X6mlqxaPLJyyK5GJMcqNTS6HouBlL02SKlgaGhoaHAku4xpikkv78FtUvfRiWJYMCwSSnFTKsufEiASxuUAVJ24TvamhHRr1D5pyfbDApnL2/MceHL6YNUSnaY4qyo+pU67al6+GhpqEm/H1tnt1wqzQSfbAGM2dI/zNU2hIKe0/XpBy2lcIRSRt4JRKqBeKzx+CivaGzpLcjJli73VLjfmhyKSDYJlTjtenD0CM184EMvpyhXBAWD1lCKUO+2Sx6XUaUftWQ8qynJR09AsyP95gxFUf9WIzxtaMDw3E7nZKRiWkwmrSY/bBtjx4VduvFbzNZ7/0XDZCWluOlGOPllWbJkzAut218t6cdc0NOPg6WbYTHr0zrDA46dQtTOxPeSKiQWoOdOC/S43qiYW4oGyXKRbo4XneLlxjtvzHOhrt4q28+O0ry55E0qNaz7YGhrXF1putGvoHhFbEmDW67BqchFW76oT3HDLnHasnFyEeS99KjklyxWQD5xowpbqk3hm5jBMHNQLPdPM6BHXea8UbLUFI3j0r5/jmZnDcLE1iJ5pZjT7wzAbooXoNx8phydAwagn8Vb9BdSf82DjjBJQNIM+mVYcPtuCB/50EH95cLTs+xhJHSI026HCJz/YkJWJcTUiwjICWXObUQ8vFVFIgEZEAZtcUbbcGX3Qu7lnquw+eoOJ33e/y40IzYLhyelI/U5FnO/06ilFMJG6hAnT+IIxcOUz33vsMkIRBiU5mSjpk9Ehrxr+v/UkIfg9TuKHvz5uDXN5DQ0c+1yNaA5QIslyjnKnA9XtP+c3aNiMegzLyYwFsWp1p8ejySJqaEgTZhhUjnECEF8bKsfkIcJ0pxSIhoZGZ2kNJLeMaUDBqyqgslUIwwKb3nclTMStnaKuTzMA2dhXTWxGveyzic2o/mNx7wyLQOYy1WyAI0VdX8Qmv9CqioN7Jmj2U+hegrMaGgAByF5PCEL8N10BSRCYf+cAMKyEt/OdTpBqLayLMRtI2SY0czdJJms5jSskqxVMo5eK5e62VJ/E7Xk9ZH8/wrAywz5fCAZDlIZxQmEaVZOKsEbC/5nL+b3w4+EY2idDkP/jBn22VJ9E1aRCrNldj017XQK7wjvyeqAlEEbNmZZYsTp+QpqT1JW7lr5dfwG39Zc+l7n9WHCnE1OG9MbJRh9Ou30gdQS8wUhCP+z9LjeWjM/H+j1HAQDBMB2Ls9KtRmyQaSLspRCntWp2DRoa3YYwLZ8bDSfJYN63HfWf0LsJLf4wHn/jCIbmZGJunPb9hjePYvWUIpGMCRANQFhEC7tbqk+CBRvzZakc6xTc5JW61dItBrw0dyRsJhLnPQGRx3Cuw4aCG1Jxyu1D8Y3p+OP+k3jq3SteKVygQYBQLEoPb99PQLnwyRVPlQrvAYrBljkjcKihGUfOeWA06NDik7/x+ykakwb1EgRsiYqy5XkOrJ1aBLeXUuySVpJ88FE0GIWpF/7+7ne54fGH8ZM/f4ZXHxyN1buEHYWJCsb8z7yjxzF+u82kh4EUdmf7KTo2Bb/gTidolkW6xYB3jlyMBZrxXGoLYW5ZPwCsoHAelSjvh8ptNZIy5nxf82CYwVeXvXDY1E3SKcoha5IfGt0UlgWCYQYTB/US+LhcbPd/Z9juIUGooaHxzUhT8OlVW8bU4w/LelW9NHeEqusLRhJPrO93uVWV4gagaMejtP1akmE1YOHYPADiZ5OFY/Ni9kJqw5e5TAasRj1+tPmThOeEWl6+GhpqwoKVzXWwrDrqFz5K3tu5u5yvfioi24Sm5GN7vaDlNK6QrMcivtCpZLvlSDEljAM5+e2O4g3R8ASCKMnJlLy/+ykaNMsK8n/cQMrNPVNRUZaLde1Fbzlvbq5YHT8hzRW1lQZmCnulKe7LtGf2X1ljngM//U6e7O8HKQYP3t4fz39wQvTs0dEmQhaIdjHxULIIVfs5R0ND4+rBQj43ykI7368GWuG6i/BREew9dhl7j12W3P7z796sOJ1bUZaLzdVXitvxN3m5brUypx17as/Hggg5j+EMixG/fFssNc39+4Gy/gm7SmLF1TLgyDlPLAiyGvUIhaOBD0EQ+PW9QwRyMR2RifGGIqh46VOUOe1YPaUYVCTSId+1QFyRlV+UrSjNRarZgHSLHodOt2Di09XwUzR+dlee7PSwRS8fUKaZ9WAUHljj9/eyN4RGL4X7nj+ATTNLsHRCAXwhGhGawYcn3KKCMX8Cm+tuvCHd3B5Bdfx90y0GtAbCWDulCCt31QuK1583NGNYTgYqt9Vg44yShB2bQHTSvnJb9LhGPcgNSDHp8faRCzh8Njq9byB10JMESnIyY97mUr7mt+c5sGH6YPTOUMer0WIgMTa/Bwp7p6OkT4ZA3ujIOY8m+aHRrfnfgw34j1v6IDvNBG+Qjl2H//dgA352180qr05DQyOZSTGSmFDcE9PjriEXW4PY/tkZpCgk7K41qWaDrFeV2gmneGsX0XaVpdaTVT4XiBaE+2ZZMWlwb0Fy4VJbCP2yrElVLE4mCACj+2cJf9Y+tTm6f5Zqk6UaGmpi1pPY/tkZVJTmYsn4fMG97G+fncGiu/NVWZfUNB/BO0m7y7SfN0hjyfbDUfuFuM9n8fbDeG7WLWovsUtIVbA/SVXZ/qQrSVZJV36hs6IsF4fPJs7pfie/B/Q6QlZ+22bS49lZw2DS65CdZhK9Bh+9joBeR8jm+MIRRlAQXjmpECcafbgxw4LsVFPsb5Vkyfl2hQvudKJ0gAPztn4ay81WTSxA1aRCnGr0w5FihFGvw3lPEJtmDlOU9g+EaUH8u+94IxbcOSBqtRmXy+OOVWswjM9ONWHLnBFwpIjjv0RNhOdaAiIPa37u0pFilJUal3ovDQ2NbycmUodd/zqLuWX9oSd1aAuEkWYxoEeqCX+sPoFHvqPlRq8G3SdSURmfQiJJKREVijAiqZf4Amy6RY+pQ3pj7ev1gonXeL9qILHHsI+KwEDqUNPQkvBGz0DcVdIzzYQvL3hjxVWuqM513L00ZwQirFjWhiug6wkCBxuaZYPJQw3NAKJT6Gt21WP1lEKEaVa2wEwShGTXGz8p+e7Pb8fa148IXsOoJ7BqSqFo8rnMaceqKYUIRWjZ9z3vCeDzs56EvyMl+20kowXlaPH6Y2yePRwLX6nB0zNKUNPQLCpac00C8d2N8ZP4cu/Lb2iwGklUTSzAsgkFaAuG0RaMoOZMCyq3RT/T2q8T70+504Harz2x43p7ngMb25sqRuXasXHvcfzuPfH0fv05j2SA+8HxRizZfhgbZ5Sokkg06ggsm1CIVbvqRNL9q6cUw6jTsnQa3ROCAH5210CsjZMUK3PaUTWpCCDU9VfV0NBIbgJ0BIvGFWD5zlrRNWT9tEEI0OpOQVmN8vKiSpMw15pUi3LDppooyud2/ZI6hHbnSgxJAovHFWBtuxQoB3ff1+m0o6fRPfl/3xuIVbvE8fBqFS0b0iwG2alHJdWT64V0qx4bpg8WKRqWOu3YMH0w0q3dIw0aCNOoKMsFAUgo4uUiEFa32a0rSVZJV67QefB0M+68uQd+vOUTyQnk7+T3wPKJhVj1Wp3gs4wfSPKFIpj/8iEAiA7jJPK8b5+cjjCJLR7LnXb0SDXFCuGXWoN4o+58TJVz8+zhsd9VkiXn2xUCwCen3Ng4owShCIMMiwGZViO+bg5ATxJ46r0vBet5/J7iTuVVrUYSZqMeNQ3NktfBbR+fRs2ZluhxJAhsaj/eSnj8lKhoDYhzl3JS41qTpIbG9QMDBj+9a2DCvAbNdp977LWke0RsSUC6woRGikKiyaTXSUpA8wuwrz44GlOf2R+beA1FGPTJsuDteml5Z6kAwk/RMJAMNs0swZZq4QNPudOOTTNLEKYZ/Pwv/0JFWS56ppmRZTPCpNch12FFSU4G9rvcsaL6iokFWDa+ICoH/VqdZAceAeCxaYNgM5GYMrg31u2uFwVj8TLZ+1yNoGgW/lAEKycXCgrP0QJsIUpyMtDsp5BuMeCJ7w/Cut1HRMfg9jwHDCSBzxqaBYX6XIcNh043Y0Rulkja/fE3juLR7w5E1eRCrItrEih32rFqShHue/6j6GczswTx0tlS+5PIv5rfgbhkfD4CFI0IzQomsCvHOgXF30RyO/ENDPH/9lM0lu6oa09EFeIHfzggWA9BAPPHDAADCc+sMU58csodO6ZcUObxU3hmb2IvxsXj8vGHf55I2CTR6KVUCe7CLIsNbxwRyCZx69rw5lEsn1jQ5WvS0EgGjDodqiSu5dUuN9btrse6qer7q2poaCQvBoIUPdwB0WvIip21ql9DSABrphbhkxNNyE4zx+7/Fz0BjOxvh9p6Kya9DncVZCO/V5oobjp2vlVRvehaQ+ggK59LqLg8j5/CIomEI4BYw6WWUBRjIkmseaNeMib+5VtHsWpykdpL1NDociiawfrdRyTvZWt21WPFJHWeFW0GMuHUIwHgiXsGqbKursasJ/HKx6clr1uvfHy621y3vKEICBAYP6hXLD/IyZgSIFS17+hqklXSNd1qxNqpRbjgCcITCIuGk0IRBjlZVpgMOqx8rU7UWMkfSDpyzgOSILCrshQAEKBojC++AYfPtGDV60d4ct9XrPyAaAFaB4hylrNLc3Hf8wfgp+iYwuPdRT2Rl50Ks4EUTEJ3xq7QqNehuHc6QhEGfe1WmPUkJm+qxqsPjsaTbx0TXb/W7zkaLZITEMRw5U4HZpf2E9kpVpTl4ldvi1+Huw4uGpeP+56P5jr3HW/scM6x0UtJxpBAtHjNvU5HpcY1NDS+3Rh1JJbuSJzX6C4x17VGK1x3ESaDDnflZyO/t0Si6VwrLrYGZWW+a860oKRPhux7WI2kSN7w2VnDZKVf4gOMdIsBRr0Ov377C1FQFA1kCCwelx97H04uJsKwqEjgp7R+z0fY/vBtCaXQq11utIUiaA1G8PDLh/Dk9MFYND4f/hANq0mPS+2STvFF55ONPsx/+VDMI3nR+IG44AlhQA8bVr1Wh6U7amO/W57nwJY5I1Dx0qex14l2wRTD7Qvh9z+8BS988JWoI29uaa7AC5zj/313IGiGxpqpxQhFGLQFo7Ll5z0BvHPkPJ6cPhihCAMDocN/jcvHIoJAgIogzWxATUOzoJEgvpDNBYX9HDa88sBopJr18IbCaPaG0TPDBIuexL94E9jDcjJlJ/HTzAa0hSJgWRZku0y7XENDtcsNI6kTSdwU906X9cz6209uxaRBvQVBWaOXkuyMBK4EjnJd4b6QOnJmoQiD+0b1lVwX18igodEdCUUYyUlEIHrt0M4NDQ0NOYIRRjYeDKp8DfHTEZh0erxRez6uMdGB2wY44Fd5IjxMM1gyPh+rdomnX1dPKUaYUff4GXU6vPpxg6Rf4qsfN6ja+NfRhKOGkECYxgyZmLg7TexpaHAwrLDIw2efqxGMSkIE/jAte4/1d5Pz1UdFZK9bvm7icZ1lNeK3734p+Z0oddqxvhs1HJtIHV4kLRQoAAEAAElEQVQ+cBr5vdPQM80c+/k5TxB7j15SNT4JRRi8sO8EfnrXzZIy4C/fPwqeQDjhM/h+lxuVY5yYMqQ33N6QqPhbnufA7oVlaPSGEKZZfHTCHVNVLM9zIDvNjDVTiuELR+AP0fCGIgKf60T+1fxJaKXGSW57qdOO//vycux1Xr5/FEgiAj9Fg0rwjOCnaMzbehB7FpYhGGFixWC9jsBUnrc1h9z0d7XLjQovJfibjlooxPuRx8N/HX482RoMx7ywtThTQ+P6wUvRsrlRr8oWXtcLWuG6i2gLhLB8UgFW7BRLD6+cXIR5L32KVVOKQAAiaeqVk4sQpmmQhE5W6sUiIV/Y0QACiAY0QDRBIfcgtowksHthGbyhCHKzrOiZYcGnp5pgNZIo6ZMh8Cws6ZMBq5GENyj/cNDkp1B3LuqDvOn9KxO6XFH6j3NH4GxzACb9lQCOW7uforFsRx1KnXYsGZcvks8BrnTm7Zh/G7667Isl0dbtPoJlEwvw23fEfyMlp87RForEuvS4KY0TjT5UvHQw9jtcgMcPHDk57r88NBot/jB0BIGPeNPTiYLCqISREyadDmt3H8HQnMxYATVFwpuI38Dwt5/cioqXPhVsf3bWMGypPomKslzJSWe3jxJJ3HAT4ImCQD9Fo7B3uuBnngAl+bscgTAj64Xz+DSVOpRYyK6ramKhGqvS0FAdbygSa66RunZ0p859DQ2NzqOUHFLbf9NM6rHm9XoMycmMTSdx17i1u+tVn9LSy6herNpVp/rEOsUwmFeei03vuyTi2DxQKhbWO5Nw1BCyLcHk4raPT2PxOHW8fDU01EQpt6FWPKy4LoXt1ws6gtCuWwBCdOJmwf0uN0IqyWOrQZhh8NAd/eG65I39jCAI3Jhuxh15DlUb/1gAM0b1xS/fOibIBXPDHAZSB28oJOvZbCB1+OxUE3bXnhd95vuON2LVa3W4pV8WIgyLYTmZKJvjAMNElRwnb6yGn6JR6rRj1aQizOUN+wCJ/av5k9A1ZxJ7c3PqkuVOO6omF+Fkow9b5ozABU8AB083YXjfLADAZW8o4THyUzSOXWzDto8bsHpKEVoDFJp8YdySkykalFFqpA/GNfCkKqijckhZUCZ6HSUvbA0NjW8/3qCWG+0KtMJ1F5FmMWFZnISA1UhiaE4mGttC+M0PhsJqJLF8YgFYFjjd5EefTCt0BPB5QzOyUkygaAaLx+VjQnEL1u05KpjYnV3aD2/UnsfY/B4o7J0eO2myU80od9olC9F8eepypx1zS/th6jP7sWX2CNl98QTCuO/5Ayhz2vF4u/RBls2AbQ+MlpTO3vbAaLAK7nERmgXLAs/GFa25Iu6yHXWCdW+ePRyfnGoSvMZ+lxt6Upe46H68ETSDmOfL/2fvzuOjqu/98b9m35KZhBlAokSCE2VJkCAuNQkVuqKIUG77E723LNoNwXtvb2/dQNlc6P4V1Hvbitr7dbnfloKCS1vFVqB1T2URlCgVlCUkJDPJ7Mv5/TE5wyxnzplAMmeSeT0fDx8PyZmZ8zln5pzP53zen8/7I/rBVy7K+R6pdOoAUGbS44lFlyEaj0Oj0eDDth6Um/X4z69ciAmj7HCVm+APxVBm1mNxYw0+ON6N9p5EEPczTxDnO23J9DrnpjRccjUKxX+vnl2HGy4/H+8e7kzOBN+6rFGy7CKbSZ814MFqyA6Qi4ME/vc7VyAYjiMQieHHX78YvlAU3kAEJoN8gkyLUYcDx72otBqTo1itRvlbjM2kk32YCqv0MCUA+OB4Nx5dMDVtIMaJ3tn/XM2PSlWZWS+bJUFp2QsiKm3lZoPsA16+nUcDJRiVn10ajKo7cjoQiaHlcFfOzku1Z7/G48APf7cbD904BXqdFt2BCOwWAyKxOG558l388ptTlT9kgPSlw1FNHn8Y7T1heIOJc+eyqZteUgCw8HM1MBo0sJn0yTZxk9uJy84fxjYxlaRyhfZuucTA8kJQaoeXSjtdAHCDTF1eKvetboVO9e4SGcgAANAAlTaJulSjQaXNiLiKvwoNEpMmxPbdlOpK6LUaDLMZERcE6HWAe3gZfvO3f0g+f9/6dAtMBi1G2M05+9Z2tHbghzMTAzbEfsrjniCeefNwsl95V+/SXyuvnYDDnYHkb6Z6mBUA0HK4Ky2gnToT+oQ3iGsnjcLabfvTAsnNtS6svHYiwtEYqhxmzEmZId3sdmFR0xi8/ckpNLtdMOrkJ12dV2nB/Muq0eYN4twKC771m3fwwLxJWUsZOizy7bnUyVvTal1wleXXxhLXI38tx5Iz4ufkuxY2EQ1u5RY9/uvGS3I+Iym1FSk/PIsF4stIIaA0s/bDE90YXWmBNxDFlveOpqd6cTvx3C2N8AQi6ApEkmlcrEYdnrz5Cqzeti8tGJkYBafJWA8ksRazNxDBlWOd+GtKuhirST5AWW7SY+PCS/Hu4U6s2roP931tEiwGPW773XvZM51bO7Bm6/t4YF59zkq+2e2Eq8yIGeNG4BcvH0z+XS6Iq9UkUpaL66skG98B+dkSUiNevAH5BrvNpMfDN05J7uf9ox68cuAEJlY50spnNeqwccGleOjVg2nnocntxJM3X4Gbn0jMqs/8zpvdidQ9J7tDsFsMOWc072rtgC8cxeLH30prpEZjguzoRp1Gg3UZs6djgoDHM8ouNUhAHBU4dngZDhz3yu7nxb3HsWF7a3JAQ7XTBq1Wk/M9zW4XtGLOnBx8Ko1QCkWiyWspc53wJ2++AoEwZ+VQaTLptLJr56k924+Iiputt10qNSP30QVTYZPIHlRIgkLGlbtnqZtxJRiOyQ4eypxFUmihSBS/XnCpZPvp1wsuVbX95Cozyq4Pnm/H5UA61hXAnz88iRHlJoSicXT6I3jz0ClcdeFwjFJpho5WA1RVmnHPc9nf6crZE1Xt7CdSi82oQ5PbKZkissntVK0uM+i0ss/rBoXA0JDB7GkAEgMs5NoMpdSpXqbT4XBXIGtGcqPbiRqXDdUOs8y7B5YgJILCub6r//zKOPzklfdlf8/RmKA407jNG8JNT5zOECn2bd3469eTk2zeOdyFVdfV4dn39maVY8MNDdjzmSe5PrXYhvqkw4+Fj7+VHCSxsHEMQtE4HBYDgpEYXtp3DK9/1JHsI00dTCEIQLN7OGZPqsJb/zglu3zmH/adSJapudaFh26YglueehfXX1adtjyNToucmUpTJ29Nq3Vh3bxJeQeRHVZjVlZKqc/h0jREpcGi08o+Ixk08vEOyk/ptFRUlpl+Tmlm7ZrZddBogPtfPJD1mh2tHbhn6z6sva4Ov3jlYLJSXNxUk9VRJI6CW3HNePzrF2rR1h2CSa/FCW8QHT1hjCw34aqf/iXt8016+QeemCAkg6eLGmvQ6Q8nyyVlR2s7ukNRyUo+MVu8Btf/8nX85OsXp71Pbm2SHQfbsfDKYHL2dLLxrTC6zmbSpQWhN+48BKvCg6UvFE3up8ntxIpZE/Hy/uNZ39/iphqsf/WgZPrGNdv24aEbp2StNyOenxXP7kVDdSWaLnDJliUQjiUHDTz1xidY3FQDjz+CRb2zwjNTrNef54AnGIFOp8ED8yahOxiBJxCF3axPe9DO9XtMHRWo12rw7eaxmFU/CiPs5mRj9YQngKoKC77Xe452tnbgzs178NNvTIZeq8kqG3A6S0Bbd+50QIB6s1+G2Uy4IyNDAnD6uxQzDRCVmmJfn5aIilswEkvLriMSByWuUHGNQSCxbqlcJhi11i0VDbMZ8bOXs9erFP+t9nqVxd5+un3meNzzXPayTStnqz/oyuMP45NTfmzbfVSyU91q1KnS0WnS67KyhgGJ73Tlc/twL9vEVILicQFr59Rh+Za9Wcu8rZ1Tj7hKlcUpXyjns/eixhqc8oUwdniZKmUrJAHydXmpDLexGnSyA47VrpMLKRQXsD5H+xNQt/3kD0flJ+3gA1xcXYGXD5zMeu+u1g7cdfUEtHmDistEZhLbZuvmTUoGtBc31eAeiSVpEuXQYGb9OWnB70a3E7MnVcFq1EkuK/jogqkYd44dP/7DhwByT+Bqdrvwg69ehHvHDMOKZ/elzdpucjuxsLEGtz7dkvyb2Af+m8WX4R8dfmg0Grx/zIv3j3rwL1eMwYpZE7Bqa3rfeLPbiVXX1aH1ZA+23NKICosebd1B+COxvLPbVFVYsH5+A9p7wsm1tl1lxuw1rWVwaRqiIUKrwT2bpZfw4jNS/2HgukAy09PJBWV3tXYgED2driXXa/yRGNZcV4e7n92L1w625/xMfziGOzbvTUspfdQTxNrn9+O33/1c1usjsTiWTndn7V9cn+7VD9rSti2/egK6FWbGdgeiGHeOPa2St5n0ePuTzuT6zpkNLaURg6nbxcb3/XPrZYPueq0mLdi9ceGlsBh1iuuxiHa2dmD1tn247avjko0vkdx3urO1A3fqtLLf5+LGGuh1GsU1Em564u3E+jCzJqLLH4bFqMf/efmD5BpO0biAGqcNq7ftS5s9ndrg+69/viRtP8PLTTnL/trBdnzaFYBOq0GNy4b/+ds/0hrN4lo1YmNVPN5OXxijHGbc/8L+ZNlsJj18oWgyS8D6+Q2yo9XVSmfmC8dkg3O+lBRJRKVEaZ0WtbIkENHgEBNkBjoebEdM5d7kYr/HFft6lcXcfuryR3DPc7nXB79vTr2qM2C6/BGs3549AFb8t1rl8yt8p362iakERQXg3uffx+TqSixKmenXcqQLq7ftw11XqzOjt8xkwDc3voXFTTVpMxDFZ+/ff+9KVcpVaEp1tdp1eaH4Iwr3b5WztBSS3LnYpfK5KDcb5CfttLZjYeOYnO8/fMqPvUc9qHKYZbIdpvdrina2duC23hTiVqMOV104vE/lENOLL26qkXxfZp9urgD9jtZ24CUBy2dNwLemjcWd14xHMBKDUa/Bi3tPJPuM096TMZmp2e3Cf3zlIvzyL624aJQ9bY17cfLWS/uO4cKRdvz4D+kTivqy/rTDKh/kHixL0xDR2eEzUmEwcF0gdoshLUCnFJT1h2KKI0H9oRi+/l9/w4pZE3DXNePhyZHyWgxQCr0fqElJV+APZV9In3UFYdRpcU39qKyKPhiJ4b//8nHytbtaOyBooJgOS0w/nlnJG/VaTKmuwM7WDrQc6UpraCmNGMzcvrO3w27ZjNpk2USNbifuuno8/OFo2ozrX+/4GGtmT8Sq2ROx8rl9aQFUcWRy6sg+8XN1EikflL5TpTTmoWgcbxzqwMYFl2L9qwclU2iK63rvaO3Aqm370FBdiY07D+HRBVPx8J8/wobtrVg6w43f/O0fkh1zAhKNRWeZIW2k48M3TpEt2ycdfix58t1k8PuvH59K3oR3tHZg9dbESM1lT7ckg+GeQAQGvRarZk/Ero8SZQlH47CZdImG+Q1TYDXqcPvM8dj9aRfWZqzbvrCxRrWHSq/Cd8VRklSqlNbsK1NpTT8iGhyKvTNZKQuPReVU5krtE6XtA62Y20++cFS209oXVve3V6zlU3p+YZuYSlEwGsP2AyexXWIGJAD8x5fV6aw0GbS4pLpSMoDU7HbBZCiNVOFKdbnS9qGiW2FJPKXtQ4lPot8zlVS/aKGY85gpLdfXaNBpsHHnITx0wxTJCUjNtS4sahyDpU+1SL6/JxhLzoT25NFnmWlHawcW9mZ6yJTZZysfoO/Ap52B5IzuxPKWddi481DOAFBqeXa0tkOAgPvn1mP1tvfxp/1tyW1i325bd0gx0+TZDhLMdy1sGrxOeIPo9IXhDUZht+hRaTVipF295QZIHXxGKgz2MBdIIBLFilkTsWZbIjiqFJQtM+uhlA6/3KxPzKb+/R5Mq3VhucRaPXJraT84vwEOqz5rxqteq8EtT72LxU01GGk3o9JqhD8cTc7Szmw0eAMRVFoNsrOWrYbsh4MT3iBWbd2XHKkcjQuYPakKa7btww6JQHbmZ0qNGOwJRnH+MCtmTapKBt3NBh2qHGbs+bQLw8pMyddWOcy4pLoSsbiAB17YnzZiunqYFS/tOy45sg+AZOeR0neqlMbcpNciEhPwkES6cTE1zyVjKtNmStuMekyprsQbh05h9sVVuHvWBERicdnZ/Dc1jYVBl542Kt9BAqnB79R9JEZqjs/6rVmNOmxceCme+/tR7GhtT/s9Zqbt2bKkEYc6fNBrNclR4U/dfLlsuQaKXeG74ihJKlUWow7Nblda+i5Rs9ulelCHiIqb0nqKaq+3aDHIZ+GxSLRnC0mp/aF2+6SY209Ks73VHhVfrOVTen5R+zdHpIaAwvWotH2gRGJxLJl+AeIQsgbxL5nuRkTlrByFYlaoy80q1+WFIk4eOdPtQ4ndotD+VNg+kPyRGM6tlJ/p68hRF4v9ov5wDLc89S5WzZ6INdfVIRCJoScYhU6rQaXVgGs37MrZjigz65IzoRfnCECLcvUbSgW0U/tsxeuxL1k1d7R2YNVzuWdzZ5bHatRhcnUlfOEYvnfVBfiPL1+EQCQGjz+Ctw93JjM+/uLlg5Kf1V/rT+e7FjYNTp92+PCpJwCbSY9YXEA0JuBQuw+RSAznOW1qF48KiM9IhcHAdYF0+iL47v99B+vmTcJtM8fBoNWiudaVXJsjVbPbBbNeC5NBPkAQTcmn+NrBdhh0mqwGutxaKeK6Ngsba9LWAWo50oUp1adHwj26YGraOiaZgpEYXt5/CsumS890Xja9FrbeWXgefxjtPWF4gxFYDDpMqHKkjaATg7ILG2tQaTVgzsVVWLV1X1payVwzoQHpG8OIciO6/GFseS97zbil092IxgW8fOBkWvrrrcsaczaOgEQarsxzLRdob3I7YTFoc36fYqOuYXRFzobUjtZ2/PCrF+Hq+lFYvXVf1kCEusYaxAVBseNLr9MgnLFObV8GCYhpzTP5Q1Hpdb9T0h7mTg10egZ56nGpdaMvM+rkU5gzOEclKhiNYVHTGABC2n252e3EoqYxCEaZDoeIcjPotLLtDYNO3dlgWkC2Pav2XLVyhcFD5Sq3T4q5/VSh0LmQq1O4UIq1fMX8nRKpxaaQYUhp+0CJxYGbnnhbMlX4TU+8hU0lkircoNXILn1n0CrMEBkiin0wXiGVKfStlql4LryBKPzhaM7+4Ua3E+Xm7AlHmWs/T6muQKXNiFnrd2L9/IZkH+6jC6Yms1xmanI7YdbrcHXdKGzY3oqG6so+Tx4Cstso4nKCh9p9MOt1+OL4kQAO9Dmr5o7Wdnz3qgsk+2ZTy5NrwpZ4jsQ+57DC4J3+miGZz1rYNPic9AYRjAlYv7017RppcjuxcnYdTnqDGM6Z1yWDz0iFwcB1gdhMerT3hJONh3//Ui2WzXADAtIaT81uF5Z9IRFMramwYO3cOizfvCcrQLBmTh3+5dE30mbfnuwJ4Y6MtMtK6y73hKK4tTe9s/hwYzUkGhYCEut+tBzpwoxxwzGhypG17vL7Rz14+5PE+suP3OjArIz04m3eEM5xmHDME4AnEEGHLwx/OIZgJJacCf3QDVNwy1Pvwh+OwR+OJcv7u+9+DjaTHldPqsLC3s8cUW7CwRPdkjOhp9W6UGbW4we/fS+twffc0kasf7VVMngPAKtn12WtK63TaHDf3DrJGeaNbicisTgW9QZvxc/ZuPMQNi68FFpo0r7TJrcTa+bU4zu/eRs/nDlOcgS0GIj/ydcvlvsZoTMQwX+/dCDnsfzgyxfBbNDKrpNdaTXglC+c9v6NOw/hwfkNaZ+VWbZUUiMl7RZDVrkyf39Ka7unBsSbVUyjE47HsHZOPZZv2ZP1cHDv3HpE4gzOUWnyBqL44e92Y928SfjhzHHoCcZQZtajzRvED3+3G4/88yVqF5GIitipnlBW+wk43d445Qth7PAytYqHUCwOnRYS7dkgdFqovoZ0NC5g6Qw3pAYPLZ2ReH5QU0ih/RRSsf00otyUe9BwrQsjyk0S7yqcYi3fKX8Ia+bUYcWWvVnf6Zo59TjlD2E0Z5hQidEAsv0jaoVFe4LZWeFSl4mT2j4U+aMxuMpNknW5q9wIf4kMtI3G47IB/Gi8NGbgA4AvGsXqORNx95a9kn2rvqh614bNpMP3nnwH/+87n8M9z+6VnLTzyJ9bcfvM8dBpNfAGIvCFYxAEATqNBv/1L5dAp9Hgbx93JPtJU/vrbtu0G0/efEUy+6dIDLYd7QwklxHI1S/Y7HZhyXQ3bnrirazyN7td0GkT/bftPWGMcVkRjydmoRp0Wrz1ySl81NaN5VdPgFGvRbPbmTzG1H5LAKiwGrF0hjttcpNOmz1BK7OfMtcEGfF4FzclgtfnKcxs78+JM0prYdPgE4jE8LM/HsDixhrc3tsXVm7W44Q3iJ/98QBunzle7SJSAfEZqTAYuC4QjQZple3v3v4U111chZn152Bh45jkw47VqIXDakBXIIKPTvbAZTNi3T9dDE8ggu5gBGVmAww6DT475cfyWRNQ47Jlzb5NTbtsM8p/xb6MYLHIVWbEunmTsPyaCegORnDtpFF455NOLEsJGDf1NvI+OunDhhum4O+fdqHKYcG5lRZ4A4m1Htq8IVz94E4AkEwRLc56/s7nx+LnfzqY1nARhETFMGPcCPQEo+gORmC3GNBcOxxTzz8umXbFF4pKdvjIrRkXjsUkR+c1u13J2eapay8vaqxBpy+cFvAvM+mh02rw8ckeXDKmMu07FQQBxz0BLJ81AbG4gMWNNVg63Q2DTosysx4th7uSDUylEYiV1uzgcOqx3HWNDlpAdp3seFzI6tj0h2Npx2M3G+ANRpIpuzOD95nlTIzU1GLbsiac8AZx26bdaO8JZwW4800N1Oh24pbehyw1ROOAThvHvXPr4Q/H0B2IoNxigNWogxCPI1I6z3hEacrNejwwbxI2StzLH5g3SfU0v0RU3GxmA7752FuSs8FufbpF9dlgcUFATyiGzPCvAKAnlBioo6ZQLA5/OIaZ9aOSgzpNei1OeIOJjkqVA+uxOOAJBLF0hhu3JQc36eALRdHeHUSZirOaHdbEs81tm3anPSs017rwoyJI3Vis5TPq9fjmo2/ioRun4E6dNtkmjsbi+Oajb+CX35yqSrmI1KTTAbfPHI81Ev0wK66dCI1GnUFE5Ra97DJxaqZDLiRfMApfKIaa4TbYTPpkXWQz6XC8KwhbiaTIjgtAOBqXDOCHozHEhdJJY9oTiCEUCWPVdXUIRePJusyk1+Jopx8mFWdcW406XHROOb77P+/gVwum4mhXAJG4gEqrAdGYgFAkhtu+Og4AsHbb+/jmlTVY2ru0Y8PoCpi1Ovgj0v11VqMO119WjeOeIO6YOR5arQbdwSjKzXoc7Qrg+l/+DeNH2XFHb8Ats19Q/M2McdrwaacfDdUVWX0AK66dgM86A/jP37Xg1wsuxZpt70sGmX/6pw9wx9XjsXzWRKzd9j7eOdwpe78S+yENOg0aqiuT5akeZsXuT7uSQeulM9z4ysSRmDDKjpuaxiYn7Ih9mDtbO7D8mgm47uIqvP2PUzlnlHP9aVISiMbw71+6CKszssI2u124+9oJCJTIoChK4DNSYZRGy7UI6LWatBkmK2dPxPKUURliapPMlBPTal14YN4kjB9lh8cfxv7j3cnUy0tnuPG/bx1OW5tZHOn7o5cO4JYZbsWUi3azPmu0sM2oh8NqwE/+cCBt1EhmA2JnaweWb9mbTO/c3Dubotppg8cfxtKnW5IdL0tnuHOmLAeA2786Hv/9l48lGy7iObhgRGIGzrGuAGbWj8KCK8ecbnx3hwAA3kA4a7ZxUCHKqIEmR/rqdgACnvn2Ffi0M5DsWH3qjU8wocqRFvDfuPBSCIKAH27ak3y/3HrOq+fU4ZuPvokOXxgrZk3A5iVXIhCOodJqlE0RFI0JsrOp/9Huw4cnuvHOP07lXCf7tq+Ow7uHO7NSWojHI57v//O7D3OmvEhNEdTYm37nkw4/Fj7+FprcTjx58xW48devZwW4lQLz51Va8OiCqWg50oXFj7+FrUubVOmos+p1OOYJoPWkDyPtZoSicfSEYzjuCcA9vAyjHEz/QqXJatApLj9BRJSLzajDJedXSmZfaa51waZySi2zXof/ef0fmFDlwMiUVG9HPUG8vP8EVlwzQcXSJWSWT6PRJMsndmyqxaDV4mcvH5TsEGx0O7HmujoVSnWaBsDV9aOwUOIZohjEYnFcXXdOevm8QURVHJBQ1tuh/sf3TySfPXzhGN493ImLzilnGjwqSSadDndlZMUDEstfrdn6Pu6dq869zmbQ4ak3PkkL8oh9BU+/8QlWXjtRlXIVWqXViJ//aW/W9wMkAgyrryuN86ABYDZoJQfjmQ1a1TIDqMFpM+KYN4gVz+6VnEjjtKkXsNQikdr+H+3+rGybovvm1uHFPcewo7UD/3zFGMWAr5g184bLz5dMn/2Dr4xLTkracbAdK6/VJPshMyc2NbqduKZ+FE72hNLuLWL/aCweRzAaw2MLL8OPXtqfs8+3oboSxz1BhKNxXDKmEndcPQ73v5D+eqtRh4bqSlgMOvzXP18CvU4Dp82IqdWV8Pdm7RQEYJTDgivGDpM8vsx+ayCxvGW52YA1z+/PmWly9XV1qg9ipOJm0mmxdtv7uLi6MjmAWKxj1710AMuv4YzrUmIz6nC+04rZG3ZlbWtyO1Xv1xgqGLgukOFlJjzw4oFkRT/KYUkLCuZKbfLawXbcvmk31vdWrg+lBLanVldi8ugKyYp6UWMNPP4I4hBkc+6b9Vrc9tXxWL3t9GjhpTPcaDncmbPBsbipJvna1PTOO1o7cNeWvdjQu5ZHavBVKUW0RiN/Dm7btBsbes/BDzNmIoim1bqwavbErEbc7777uazXpgZ/Y4KQcxbzjtYOLOwOYcmT7wKQTp3d6Hbi3cOdmDDKnvZeufWc796yD/MuOQ+/ePkg7vj9HkyrdWH9/IbkbIvbN+1Om1Eu7rcnEJVtpOo1GtSf65BdJ/sunQZfazgX108djTs370nux2rUYcWsCZhSXYGT3UGsmVOXlUqp0e3Ef35lHDp9YTx845S0WVJimvOdrR1Ys20f1s2blLV2ttJa2n98/0TacfXXGjN9FYsLiAnA83uOST7YxFROxUmkFn8klvN+ubO1I2u0NxFRKi2AJVddgLiQvWzKkqvcqq8hrdUAd10zAW9+fLpsGo0G5zrMmNtwLtReFlMAcnbSLWqsyeqcLrSATB2xq7UDARXrCI8/LPsMIbbD1XLCG8SdOTqsm90u/OQbF6cNpiik22eOwz3P7cvq+F45W92BCERq8YdjktcqkHjezsxWVij+aEy2jiiVFNmhWFz2+1E7O0mhGPVabNjemjuAP6c0AvhAov20QWb5wLUqDqzrDIQRjMQxabQDd2zeI/makXZz8nuMCULOgeRaaPDkzZejyx/BdZOrsOq5fZLpswUcSOvXPeULY/XsiVguEdgX+z9T180WNbmdAIAN21vx6IKpOa87sd/YE4jgyd7BNcc8wbTXK61T/YPfvgd/OIZmtxOLmmrwL1ecj407c0+OSj2+8t6MkrlmlLcc6YI3EAbAtL6UWzgWx/UydazSGuo0tOi1GqycXYeVz2WnCl85uw56tTsOhggGrgvo5uaxWL89kb756W9dkbZNLrD72sF2HPME0R2KYlFTDS6ursDGnYcSs6L/+IHseseCIGBhb0dWZgNkYWMNQrE4VmekcunLOsRAevrnHQfb0dYdQk8omvM1UgLhGGbWnZNzv+LnajUayQ4nIHGeQrG45Cjj1FnMmQ2ih2+cIls2m0mPR/55Cs6rtGDvp560kXtiOrBD7T5UVaR3Jsmdxx2t7fjXL9bil699nAygf9jWg2E2I1w2I9b3Bv9P+cJpKbvXS8zgBk7Pdrxn9kR0dIcl9ykKRmIY1xtkF/fjC0VgtxixYste3PH7PcnztGLWBNw1awK8gUQ6oef3HMP8X70u+TCeOpt6Z2sHbps57vS6373fm7hmjgZIyzaw/JrxqD/PgU87A9i48NLkDPL+XGOmL2KC/IPNanbUUYnqDsiv/9VdImvnEdGZ6Q7HcNMTb0t2GN30xFuqpwoPxeLo9EXw/J5jaQ+gzW4nxg4vQ6VN/bSachmM7p6l7oxwf0g+KKK0fSBlDqpN9drBdrT3hFUNXHf6w7KBlk5/WJXAdSQu4J4cHd/3PLdX9Vn0RGpQau92h9RpDwtx+TqiGLKGFAKfVxLC0TjeOdyFpTPcktn6wgp9dEOJ3ODrXSoPvi4zGTD/V29g48JLc74mtT9Vo9HITLxpx8LGMbjpibfx5M2XS05gArL7db296fWlZlRLLR0InA4oi5N68lkW0KTXJved+Xq5daoFnA5E72jtQBzAv3/xQsm1ssXfuavMiI07D2Hq+ZVpKcCllsoEgLmTz5UtP1GcdSylqKq04kiHT3KJLJNOg6pKq9pFHBIYuC6Q9p4wFj9+ek0/R8Yab0qV/MftvrRZvw/Ob4Bep5VtfN0+UwNfMJ5zRNmtT7fgiUWXZX1GPg2O1IaBzahPCzZ2+SNZ6wblShEtfk6ZWY/uYCTtczIbR55ABDqFESvdwWjWKGOrUYfHehuBOw62ZzWIlNJX20w6nPIBHd1hjLCb8esFU6HVaCAIAvzhGD7tDCAWFxCOCvjRvHoc8wZRV+WAVWF98VhcUEyNHjvRjV+88mGyrHKN1J2tHThyKgC7wvqLNtPp7Q6rEQ6rER5/GP/x2/dwcXVF2vrc7x7uxPb9J5KzqXcf6ZJstDb2pg9P/V34QzH8fsmVGGY1Jmfhi+uU//Qbk5PrlpeZ9Fi5dR/u3Lw37fM2LrxUtTVmglH5B5tgiYxWJ8pkVVgTzsp0OEQko7t3tkOugX1qZVoR6bVaPLg9O9W12EmmdpBOECDbPlE7IUyZWS+7pI2aa4R7FX5bav/2FAMtCtsHSiBcvLPoidRiNelk73VqtYczJyuk2tUb/CkFxfr9FFp3MCKbra9H5XqvkPyhmOxvQs2Bda4yIy45v1J27fXUPsugQr0r9ud6AvLfbyQmYOkMNz431olYXMCw3nTpy3IEqs+ttGDT9z6HWDyx5OS2PcfSgtpS/aqp57zMpIdep8XSGW5E40LW6/sygWpXawdunSEk9yH1O2/u7VMcM8yaHJg4rdaVltlSxPWtKR+sYynTaKcNGq0G3cEodNoY9Fotzqu04jwGrfsNA9cF4gmE0zrqHl0wNS2Ft1LwNHW7eKNcNr1W9j2d/ggqLAbZDkKpRrtSWawG6YaB2AD2haLY9VE7mt2u3nWipVNEyzUwtixpxKEOHww6bdoDhkkv/5BRbtLjFy9/mLYffziGRY+/heXXjMedV49HXBDS9ieXvrrJ7cQf9p1OXy2mADFptQjF49nrV9e6sOSqC3DTE28n07vnLKtZL9k5KqaHX3NdHbqDEdxz7USs2boPO1o7FBupwUgMrjKjbDpuo8S65x2+MK6/rDpnypMOXxhjh5dh7Zw63Ll5T9ba54saa3D7pt15rVEuGmlPpG1c+lRL1kjQXa0d0Go0yfTwhaY4Y0il9G9Eais36dPu7ama3S6Um9isIKLc7Bb5GctK2wdaMae6BgCfwiw+pe0DzWLQYuOCS7H+1YNZ7cmNCy6FxaBeMni7QhYftbL8iJSC+moF/ZXavGp29hOppdyox6MLpmLDq61Z97pHF0xFucIA9oGSmfUuk9p1RKFYDDrZ78diKI3AtdNmws9fzu5vKob02IVmt+pl+zDtVnWfYW+5yg2NoEnLFJnqhDeIZrcTO1o78u47Vnpd9TAr/uf1f2Sl5c5cHxronajySReG200YXWmR7GPO7FfN1d/b6HZi9qQqvLjvWNrr85lAlaqst99BbolGjUaT7Jd1WI14QGJZxmm1LqybN4nrW5OiYn8OI3UwSD2w2MNcIFajHq6yxPrFI+wm+IIxrJg1Ae9+0ok1z+/PGTwV0yg7LAY8fOOUPs1aiMYS433kgpgmiQ4kpXWI5dZU0QBY1FgDjQZYMv0CxJFYw1AqRbRcA2PVtn1oqK7Ehu2tyQeMMqMeDqshZ2OuudaVTD2TyR+O4c7Ne7F1WSOOnAqkbRPLJh5D8vPcTqydW49gJIZptS5YjHq0eYO4bdNu/OqbU/FfEmnadxxsR1wQsLipRvE8mvS6nJ2jrx1sR+vJHtz0xNuJlN3XjMdd10xQXFvZpNfimCeIRb2jEaXWp/FIrN0Sjcuvk3PXNeNx8EQ3/n6kC5fWDMOixhrYTHrE4gL+9nFHcla/0jrtmY3B9p6wZAAMSJxLtdI22i3y15bSrHaioSoWT4zMBoS0lKbNbieWzuD670Qkz2rQ4QvjhmN8lSNrxsv+ox5YVe5MLvaBa+UK7Q+l7QNNq9HgoVelO8m1Gg3unaNeJ7mrzFjUM21Meq3Cc4M6QX/FNrHCdqKhKAYBD+dYVkoLjWprBysNIC0rkQGmeq1G9vu5d25pBGxDsThaZFKFl8pa3wBg1etk+zDvn1uvTsEAePwRlJv10Gk1uPULtVhy1QXY9VFHMgtlo9uJC4aX4Z7ZdVi1dZ9iP2PLkS4A8v26zW4n3jvSKZmWW4NEsFeceZ26zvWU6gqsnVMHvTa7TZLZr5qrf3BXawfWbNuHS8YMw11Xj8d9L+zHzj4E5EVxITFwXmnZzdQ+xaoKS3K5xO5gBOVmA1xlRgatKS/F/hxGNBTxqioQvV6D//3OFXjj41MAEqPFxHVUnl/WhI/bfZg9qQprtu1LW6fj0QVT8fCrrWlplMUZyXFByDnzrdHtxLuHO2HQabB0uhtAdhBz6fRafHoqkNWYkQoyi/tdce1ERGJx2XTVi5vGoq7KkbWGoV6jwaLGGixuGgurUQebSZdXKhjxAeMn30ikq75luhtxQcg6nlumu9EVkF/fucsfyWrw+MOxtHTqNpMe/nBi5vKqrfuw/cDJtP08MG8SDApp2hc31mDZ0y2SAXHx3Hf65csqjij0h2O4Y/NeNLqdWNxYgxnjhmOCRIfv+0c9aDnShYbRFVgmkx5+69KmrH3F40LO49nR2o7PugK46Ym3k43WZU+3wGrU4cmbr8DfD3fCH471qcHo8YfR3hNGh0/+HKiVttGok+88lJq1TlQKgtEY/OEYZtaPwsKU+8sJbxD+cIxp9IlIlj8SxQ+/Oh6rt+3LmuGxYtZE+CPqjlQvVwjCqd0hYdRpZbNeqN0+6QlFc6/TfLBdcTbgQCr2mTZd/rDswNMuheeGgWLUa2UHDRtVCqgTqckfjsmuSa/WICeTXr6OUGsATKH5IwrfT4kscdDDVOFJcmtc71RxjetjXQEc8waxYfvB9EHhtS48d0sjYoKASFTAKx+cwP/87RP8ZvFlaPOGcO2kUVi7bX/atZ4aYAZO9+tqocl63crZdbh2w07JMu1obcf3rroAm5dciWNdQbx9uBO3b9qdTPl9sjuMcose93+tHmu2vZ+834n9qsuvGY/vf+lCmPW5+3t3tHbgu1e5odNqMLm6EosaazDMZpTt3xYD8uK/t39wAitmTcCRTr/sOc7sUxSXSyTqK4NCP7GB/cRE/Y6B6wIxa7U40hXA83uOZXVGjHHZoNNoMOfhXVjcVIOFvWtgO21GrHh2b1YaZXFG8pUXOLF81gSs2bYv7TVNbifuvnYibvjV6/CHY7iiZhhm1VelBTFPeIMIRmL4z9+9hwfmTQJwupPEH47hqTc+wQ+/Og6Le8IIRmIwG3QQBAFHOwOKawKJ6azlUpT/v+98DsFI/qlgdrS2oycYRQ+QtlZ4alB28eNv4fdLrpT9TKtRhzcOncqqbMSyNrqdaKiuBAC0HM4egZhvmvZQNJ4VELca9fCHo8lz77CYZD8j88FyV2sHvtt8AW6T6fC98devAwCuGDss7b0aTWJt8MYLnJIzSvxh+Y5E8bsQj39xUw02bG/Fjb9+HevmTcJtM8cpzlISG4xHuwK4bdNu7DjYjkcXTJV9j1ppG08pdB6e8odRk+vNREOYBhr8eufHORvrK2ZNUKFURDRoCBqsfn6f5AyP1dv2YcU16t5DtIBsp7/a3RGnfGEsahoDqawXi5rGqN4+UUwrrfKM9WKeaVNuNuCfH30z58DTZ29pVKVckVgcS666QHLQ8JKr3IiU0Iw9IpFPKTuHSin0I/E47pk9Aaue25dVR9wzewIiQmlcr16FtX2Vtg8VwxRSha8poVTh3qB8f1e3wvaB4PGH8ecPT+L53Uez+3wPtmPl1n246+rxeOWDE/j5nw4CAP7R4ceSJ99Nrh29qKkGVqMO8biAv/ZmQkwNJD/1xidY2DgGCxvHJCe9uMqMOHLKL9sm6wpE8MifP8LCxjF45s3DeGDeJIklHl14bOGleP1QB+qqHAhF43DaDBhWZsJnnQGE9fKZ2GKCgEPt/uRniqnFxaydoia3EwtTAvKpAfovjh8Bp02+X7W/+xTFSTjeYAR2iwEuW3G0I2ngdfrk+4mVJqcRUd8xcF0gkbiADTnSFQHAqtkT0wK9W5ZciWhcyGrApL7v3794Ida9tD85Qi21g+NHLx7Ar745Fad8Ybx+6BQEAag7zw5fKAZfKIqjniDWPr9fcraxzaTD3k89uP6XicB36toku1o7sHHhpbLHajXqFNPFlpl00Go1sq/JDNx2ByOQ+lQxKAsARq3yCKhcqcFTG0Dr5zfIzga/Y+b4vMqe+p0+t7QRoUgMI+1mCL3bnvrW5fhrShqg1LKkjigUlVn0WL0td4fv9ZdV45k3D+PJm6+QDG7fN7deslGl1JjLXGNdnA3f3hPGTU+8DQDYuky+Q63cbIDHH04GrQFgz2ee3B3EKqZtLDPp8S8ynYebFQZIEA1VAiCbbUJgpnAikqF4DylscbLEAdnAsNpd/laTHv+y8c3kQNfU9snSp1qw6Xvqtk9sCmlolbYXQrHOtBlRbsIl51dKPn8017owoly+Y3agxOLIyqIl/uZueuIt1X9zRGpQSpGvlL1joBh0Wty77X1cXF2ZVUc88MIB3DVLvg9jqLBb5Ps2lLYPFWGZTIm7WjsQLqGBR0pp8tVon7T3hDGi3JSzz3dnawdO+SOYftGIZOBaqp9R7K99/6gnOSs6FI2j0mqAzaTH4sffQntPIqC2dIYbLYc7k/15uZj0Wuxobcd3r7oAGxdeinUvHZBY4rEd0ABX152TXOLwwfkNeHB7or9SaZJKJBqHQXe6LzezbzoUjWOM0wZvMIJgOIaffP3itD65huoK/On9Nkw6zyGbGaY/+xRTJ+GIptW68MC8SaiqsPTbfqg4pT6HSfUTs01M1P/U7z0oEXKpaXa1diAUiWPjwkuT682Umw3wKqTuicYFbD9wMi2Vdapbv1ibDOpWOcwIReIIR+OwZMyYzpxt/Mybh/HUt67AJdUV2CGxNokgCGhyOyUbWE1uJ4bZjPjj+ydkA8gv7D2efL3U50gFbo16LXQ6DZ761hX48R8OSKY78gTlR0Ad701nm9ogslsM8AYiycrGH46lzfaWotdp+lT2RrcT2w+0oe5cR9Y6L2Lq90MdPhh0WpzwBFBVYcH3nnxXcr9KKcoB5AxuL9+yV3KtaaXU2JnHk/mQ01zrQrlJn7PBKK4d2N4TTtueuRZ66j5v6U1xrwaDTouGaunU50wBQ6VMKc2rmmlgiaj4Kd0jfCrfQzQAfvv2ESxsrMEPZ45DTzCGMrMebd4gfvv2EfzbFy9UtXxmvXz7xKxyGlizQT5NrdnA9lMuDqsR64owlXlPKCqbRUvta5ZIDWUGney9rswgn6FuoISicbx84CReztE/9IOvXlTgEqnDpNC3YSqRZ3nOPD9No4Hsb0JhTs2A8AYjiv2O3mAEI+wmPLpgKkLROCqsRtw/tx5rnk9P0X37pt34zeLLcP8L+7Mmrzwwb1Kyn1Nc3q+hujKv/j9P728k57KCB9ux8MoxAJDVb5zvWtypr0ltbzS7XVjcNAYCgMd2HkobUJo6C/s7nx+bMzNMf/YpZk7CEb12sB23b9ot2c9KQ4tGA9nnMDXuI0RDHQPXBaKYRjkUxeLH30Kj24mNCy+FACErwJxJKWX3p50B/OC37yXXyc6s6B+c35BswGSmFz/WFcDVvWuYDi83pd2YdRoNFjbWZM2aaextPOi0udfJzlx3ZcMNidfskHmN+Dcx2J0rhbcGiXRHN/469wio3yy+DMDpBlGT24kf/dPFWP/KwbROonzWf5I6B81uF5ZMd+OmJ95KO9cLG2uw76gnK2gNnE793lCdmGUhriVuNerSZmE3u10IhOUbtjaTHl+eMDLvtaZFXQH5gH/qdwEAw8tOz/oQO9RGVVgUO9w+bvelfY7UWuipqd+3Lm1SpfF3yheSTxXuC2Hs8LKCl4tIbUrru6q9/isRFTeltqtS23fAaYB/++JFWQMAxSVZoFF3TvgphRR1aqcK1wi5ByQume5W+/QVvWJMZa50zSptJxqKfNEYVlw7AWu2ZqfkXnHtBPii6qQK7w4UXzpkNRR7XVkoSln11FqWTS1yvwk1mid2swGnfPKphc+rtGB1Zur/Whc2LrgUi594K9lf+P0vXYj7X9iftba72BcrLvUnBspzZaFsdjuxIKX/z6TXJoPXuYifKQbFRbn2kdn3nGsd7gWNY3DLU4lyPPPtK3CbRoOeUBRxQUCZSY9fvPwh/OFYwfoUMyfhpMrVz0pDiyAIsveRONMPEvU79jAXiFK6KH3v0JxdrR3QQoPFTWPw3qee3ClP3C5ooJxqe3FTTVaKcqtRh8nVlbAadHh80WWwGnU44Q3i53/6ANdfVg0A+OWO02uYPnzjlLTP9Udi+MFv38sZHH580aV46ubLYbcY8NNvTEZPMIpOfxjeYBSCIECn0eAnX78YFoMOw8uNuPbiKixsrEE4Fsd5lRbs/dSTDKhbjTosv2Y86s9z4NPOAM6rtOYMyu5s7UAoFpcdAWVMCUiLgfZgJIYHMgKuLUe6cs6obq51AQKy0tiY9Frs+cyDN//RgWe+fQU+7QzAbNDBatRhmM2AKoc5meInU+ps6R2tHVi9dR/WzZuUTMPd1Ntwy2emklLjt1tiJn+ZyYCbnng7EXieOQ7B3tn5f8tYJ0c8b06bEVuWXJnVoabU4WbPeDgS1wLP9Z1KlbUQbCYDvrlRei11poChUsYZDER0NqwGnew9xKrSLDWRUavFimf3SmatWbNtn+rrQZqNOtwqk6Lut9/9nKrl80Vismml1S7fYFBsqcwtCtesWeVrlkgNXb4IbnnqXaybNyklO4cObd4QbvjV61n9J4VSpjCAVCld8lDBdK4JZUadbKbEslIaeCQAT73xCRqqK7N+E0+98Ql++NVxBS+Sq8yIN/9xSqbP1wlfKIqFjTWYf/n5MBt0yQydD716EM98+wp4AhHoNBoY9VrcuXmv5H52tnbgtpnjMWGUHaOHJdJZS6XlNum1GF5uSi4ZKc6KbhhdIXsc4qSfzNnjmfuwGvXwh6PJpS3XzZuEZU+34Kk3PsHdsyegzRuCJxBJu1bFcvzx/RNoGF2Bjb0TgcQ1vm+8/Pzez83dp9gV6J91h5UyoqrVd0mFY9LrZO8jy6+ZoHYRiYac0mi5FgGrQScbhN7Z2p6sfBtGV8BmMmDahcMxZ3IV1mx7H6+kpHtqcjtxz+wJONoZUEy9kjnqLXW96sxU24saa6DXaBAThLRtmbOPpWYjp64zbTcbMG6UPfnvkXbgvSOdiAtC1oxjcTbyspRA9eKmGvz6m1NhMmhRbjJg9bZ9yUaY0kOgNxCVHQEVjMTw8I1T0hpDT918OcYOL0sLuNotBlw/dTTu3LwnbfZwk9uJBVeOwXFPULZxVFflwJKUVN/Tal34ty/WypY9taG3s7UDd10zAb//3pUIRmL4a28AeXFTTV7fuZzUkbUefxjtPWF4AmE8sfgyvHekC8uebsHP/7/J0Gk1aDncmRW0XtRYg+5gBJOrK2X3IwDIHFvhKjNiWq0reU6VZrarNQrYZtRhSo4BEE1uJ2yl9JBHlKLTH8bNTWNxTf0ojLSbEYrGYTbocNwTwCiHBZ0lMoOBiM6MRgMsm5FoD2W205bNqIVG5RRroVgcB45349EFUzHCbkJPMIZysx4nvEHctmk3QiqvB2kx6GQHaFpUDiL6QzHZ9nFqm5IGh2g8jltnuCXr/QuGlyEaL501UolEdosB7T3h5CDzTGo9w2qLMB2yGsx6LS7pzWaXqdntUn1ZjUI55QthzZw6rNiyNy143eR2Ys2cepzyhzDaaVOxhIUjQMCCz43B0a5A8m8ajQbnOsy49PxKCCrMlHRYjbjqwuG4omYYVjy7F+8e7kr2BwOJ2dbvHenCyq2n04LPGDccz3z7CrT3hOEPxRCNCagoM+BkT0h2X75QNDn5SLxHZLbXxKUjxWCxmHlxcVNNzr7s1JTfUn17qft4dMHUtHvm4qYabFnSiBf3HcP8X76OB+ZNwpNvfJIzA+SGG6ZIphRXWks7FInD4z/72dCZk3AylVoGg1IUjcfxnWlj8dHJ05lENRoNqhxmNLtdbBMTDQAGrgvEYTHgX79Qi6vrRmGE3ZR86BfXM/6P376HDTc0YOPO9IBys9uJH3xlHP7lijHwR2LJgOt9L+zH9790IRY11sim4/7J1y9OK0fmuiMi8d/Lr56QlQqm5UgXZowbjglVDjSMroBRr8Vvv/u5ZJBTbEQ1up343Xc/lwx42i0GuGyJWQMVFiN+9IcPJGewCDidukZsgGzY3oqX/q0ZqzJSNSoFOu1mPZY8+U5y5nDq2oS3bdqNdfMmYcmT7yYD5OvnNyASE3DguBeVViMuGJGe/lkMZnsCEYSiic44nUYDh9WQc10rqTWhXzvYjjuvHi9b9sxj6w5G4bQZ8bVH/pr8W650O5kNy1wPrOJa0wBwtCuQtUaLuFa4XqPBkqfezTlKeevSJsljkPrMabUuPDBvEqoqLHBYjWmz2+XWvUkta8HFBdw7pw5//agDI1I66U54ArjyAhcQZwoYKk02sx5dgQhe2HMsrd5pdjuxqKkGNqYKJyIFZr0Gy2bUJttp5WY9ekJRmPXq96gHQlE89a0rsGprdqrwp751BXwqz6aIxOK4dUYttEBWetqlM2oRUTmwrpRhistJDEIaoNJmwovbWyVSIqufPp9IDWVGHa6uG4l5l4zOGuS06Z0jqs1k1WggO8BU7cFhhRKOxbF0xgWYWX+O5ICbsMp1ZaGYjXp85zfv4KF/noJoTEB3IIJyiwF6nQbf+c3bWH9Dg9pFLBiLXodzKy349Y6PM+oyF+6ZPQF6lS6OURUWvHfkFO6YOQ4mvQ6rtu7LCiY/OL8Bt2/ajX/53PmYOXEU1mzLXqLgrlnyMz1jcQGLm2oS/c03NECr0aT12TW7nbhn9kR4AhF8ZcJIABps/+AErEYdzq+0Ylb9KHzWFYBGo0nO+r7k/Eosm+7GXz/uwKMLpsKg0+Kpb12Ov37UgY07D2VNgBH7SMW+2DKzHkc6/WhyD0ckJuD2Tbtx/WXVyUyUDosBf/7wZHLmdTAiPfhRaS3tv37cgZF281kHrjMn4aRSte+SCkcDDCsz4eOTvsw/Y1iZEYIqiw4QDW3sPSgQh9WIkeUmHDzRnbFFA61Gg0WNY/DYzkNZaXwSDZIPcMmYSvzi5fQ00//x5Ysw1mVLS8ftCUTS0qpkBkMzZ2Cn2tXaAWiACmv6SLFn3jyMJ2++Aqu3STeixH3tau3AfS/sx+SU0a1i0DISj0s2JMT9io2TVIKArPcoBTorbUZsuGEK1m8/mBXYXT+/AW/+41TOWedNbifum1uP6pRRp2K6vo9P9uDj9nAy6C9+hgBBdg3vVDqtJmdDRyrYbTfrs9LRZKbbKTcbYDfrsW3PseT3kCu4nbrWtMcfzgowp75+cWNNzhk9uRpluT7ztYPtuH3Tbqyf3wCH1YiqCgsemDcJnkAE3kAEs+pHoSsQwdKn3kV7TzirrGoQNEA0LuCFPcey1hO6rMaJEhmkTZTFqtfh0Z3Zg5929A5Cun9uvToFI6JBISrEUWE1YsWWvVn165rrJiIqqNuZPKzMhDs375EcaLl66z7cq/I9TqMFKm1GzKwfhYUpAwvbvEFU2oyqBxG5nMTQY9HpcMfmPZLPqKu37mO9TyUpGo/htq+Ox/Ite7ICSGvn1iMaVye7hEWvg82kw4uZz7BuF5Z9wQ2LvjSyhgkAfOFYzoG2DmtpzIy0GnRYPacOK5/bl9U3tnpOnerLsxSSVqvBqs17s9aA3tHajlXPvY9756q3FEyZyYitu4/i7X+cyqprxe9t48JLsfczT9bEHiBRH7/7SafsrOi/fdyBhtEV8IdjaO8O4eq6c7DwyjFpE1Rmb9iFhuoKNPT254qzu1c9tw/3bN2Hb08biya3C81uF66uOwdmgw4aAG//41RaX3VTRj9xah+pXAbQB+ZNwq1Pt6ChugL3XDsRD7y4H9tTMo9WWKSvW7H/U2qdbHG/Xxw3Iv8vJIfMSTgitfsuqXCsOh2OdAWwbc+xrHvqGJcNoyssKpaOaGhi4LpAPP4wjnqCeF6i8bx0Ri0+f+EI/PgPH0q+d0drO/71i7VZgWt/OIaJVQ4AiXTcHn8Yy55uSatEMwO9meuOZOoORlBpNeL+r9VjzbZESprrL6vGaokGUjLI2TtbGkh07C1KCUKLQcvlCiMApcrlk1jPWSkoa9Zr8dD2VsmyaqHBJWMqc84639nagTs378FPvzEZI+3mtG3ReHqa89QA8veucsOo06LMrMfzKQHkTDqtRrKhIxXsbnI7UWkzwhDMPgepaXFe+f7n4Soz4oNj3mRaoVA0DqNWi9u+Og46jQa+cBQOqwHlJgP84RhaDnfCYtTh4tEVeOeTzqyy7mrtwE1NYyVTrss1ytp7wpINZatRh0mjK3DME8ThUz6Um424a8uerJlMv/vulegJhmExpq+LrQatRoOVz0k82Bxsx8qt+3DfHHXXuCRSi693kJKUna0d8DENLBHJMGl1uHPzHsn6dcWz6tevfoV7nNqprs26xPnLtV7lfSoHETv9Ydkle/prnUEqHF84Jvl7A1jvU+kyaBMDOrKDYB1Yvnkv7lcpCBYVBKx/5aBkcA4aYPV1E1UpV6FpgJwDbeMA7lbomxoqYoKAhzImdACn+8bWzCmN3wMA+COxrOtCtKO1Hf4cs3kLocysx+U1w7L6e0W7WjvQHYxipN2cs4269vn92LasCSue3ZszM+NPvn4xGt1OjK+y49r1u9KWqpwwyo4NN0zBu4c7MbV3ScAJVQ7c89w+tBzuwoYbGvDYzkNpZbxvbh1ezOjfBhJtAw00ePLmy5MzpcVMnUtnuHNmANVCg2e+fQX++P4J3PCr1/EfX74It311HALhGMrNBpSZ9ZITgfzhGJ558zAWNo7BwsYxWdki/b3v7w9VFZa0JSbLzer3XVLhROICNrwqHW8AgLXXsZ+YqL8xcF0gnf4wNmw/mGNGtQa3Kqx/HO1NTZzauIAAfHSyJ5mOW2oE2Madh7Bx4aXJVDBKqba7g1F8479fR3OtCxsXXorFj7+lOEs7c7Z0ZhD6tYPtiOdIrSwez+hhFjx84xSYDTq8e7gTHxzzwiExoi41YLzimgkIRmJpjYWP2nok03cDiQbpD2deBEFAzuPZ2dqBTl84K3AdjwtZlVNqWvPnb22CXqvBuTlGWE2rdcHZ+z2lNnQsRh3e/aQzLdgtdjyOtJth1odzr43eO/PZYTVixawJuGPznqwZ5Asba3D7pt14YN4kPLbr/axGbOpIyFTBSCy5Bs7ixho4LAZUWo2yjbLM2eFA9prqjy6Yigdekk4Zv3yL9KABNfjkHmwOtsOn4oMNkZqkrvO+bCei0lbs9Wt3QP4e1q3yPa7Yg4hWox7f/p/0JXtS1wj/vzddrmr5qO+6JQbRpm2XGGhMNNT1KATBelSqy0LRuGwdqzSJYaiIC0DL4S4sneFODuwX+5k27jxUMqt+BSIyv4fWdgQipfF7AIDugEJdprB9IPlDUegVMtJ4gxGcYzfj0QVTs37P/nBiScP2nhAaqisll/rzh2MYPcyChupKtHlDsjOfr500ClajLtkPvHSGGxslsoOOtJtlf18LG8fgpifexlO9AWxAPgPojtZ23KUbjy+OG4G5k8+V7HvMNeN55bUTsWrrPvxpf1vW5/Z3Gm+x751Kjz+Se4DzrtYOVQfAEA1VDFwXiFKj8c5r5Nc/thp1ORsXqWsI5xoBtqH3b3FBkE0hI6ar3nGwHRoAL97ajOPeoGzZMh+ApILj/nAsa3ScUspuh8WQc0Td7iNd+FZTTbLB4PGH8VFbDzp88jM5jpwKyG4HAK/kLGf5huwnHX4sefLdtIC/2DjLnKWc2tA53hVAzfAy/O93ruhdj1sHXygGY0rD9ZbpbsQFISvofMt0d/LY79qyVzIYLABYN28SNsqsa546Y15k0muTgflpta5kmm85drMhbWBFKBrH6Eor1r20P7mvEXaT7EwmqUEDaijmBxsiNdlzpOjKdzsRlbZir1/LFe5h/TVj40z1KAQRe1QOIuq0wPr5DVmzEcQle3TaEllgdQgpU1iXvMzE7gQqPd4ircuKvY4tFH84mjMo9+D8BgQU+naGCqXBdmoPxiskq0k+LbrS9oEUiQsIKwwqOa/Sgh+9eCCtTzlzIopWo0HL4U7JwHCz24VoTEDD6Ao4LIacWSh3tXZg7bb9WNxUk+znzRVsVhoII243GbR46ubL0RWIwGaUbzMEIzFM7p3xLUVuxvOq6+oQijKNNw0cf0g+MK20nYj6jk+aBaLU0aQBZNeEA5CzcZG5hnCuEWDi39blma76tYPtiMYFyZnPqVID1VJrNQOAw2LIGh0nl7J7+Za9WD+/Ia81RI52BZJrKz+6YGreZc3FLtFB47DIN3TEz00N+Hf6w7KpYzz+MP5TYk1oAMlgcXtPGIsffys58zl15OTix9/C1qVNAIB3PulMG1FsM+oRjceh0Wgwsjx3sFhqxnzqd9iXhp6rzIiNCy/F+u0Hkw3bRxdMTRuZ2ROUr8ilBg2ooZgfbIjUZFRYv9TI9UuJSIbVWNz1q9WoQ5PbmTMVt1L5B1q5Rf7RrVwhyDjQ9FotHs6RQk8LTcmkqR1KzHqt7DVhzuPZimiosRXpsyKfYRMqLEb87E8f5hy4v3p2aaRzVRpsp/ZgvEKyGHSyz7AWFdf7jscF/O3jjpzla651Yc+nnqyJUKkTUd473Imdre05l2tZ0DgGN/76jWS67s+NdcrOfF7YOCb571wBaqW+VXF7hcUIi0OH2zftxoIrx8i+x2zUweMPy/Y/5urvZhpvGmiKgzlVfg4jGop4VRWI4kOCBljaO4M2s5GxbHottBrgyxNG5mxcvHawHe09uSt4jz+M9p4wvMEI7L1B5O5gBJ5ABN3BaFoKmVTdwQhGVVhydlikBjnF1NSpwW/gdGqWzDTZZoNO8XguGFEm2/jw+MPJoDWQvaZ3Zjncw8sQisbR7HZJphQX15bO5CozSs7+zjwHYtmjcUF2pCCQe03o1OP3BiNpa1pn6g5GoNEgbURx6kz2Xa0dePjGKbLlSG2ITqt1YfV1dfAGwjnT88jJXF88s5FbZpa/DqQGDaihmB9siNR0yheSXb/0lC+EscPL1CoeERU5i7G469dQNIZV103Emx+fwgi7OZmO8YQngMvGOhGKqjuSvtJqzNmGbXa7UKly55xsmtrW0klTO5SEYnHc1DQWV9ePwsiUa+K4J4BRDgtCMX6nVHqsCs+KVpXqMj7DJkRicdmB+5ESuW+VGXWyy86VqTwYr5AisThuneHGNRJ12QXDy1T9TfjDUWzceQgPzm8AcPoZ22rUYfk14zHl/Eocavdh48JL09KDi6+95So3Zl9chTkP7QKQCGQvucqNmCDAatDhwxPdaX29G3ceQtMFLtkyhaJxvH/Miya3M2eAWq7vVewjzewL7vJHZDOAbtt9DLuPdCUzivYV03jTQDLrtbLPYRzMSdT/iiNKVAJsEh11Ylrlz411ojsYRbnZgGUz3PhW01j4IzGY9Fq0dYeg0QDf+O/X8ZOvXyy7DzHVT2qQ2mExwKjT4o7Ne9IaB2KQWa/R4KYn3s75meVmA0bazbhvbj3u3LwnLXjd7HZi9Zw6dAcimDv5XJgNWqx8bl+yQWQ16rBi1gRMqa7Ax+0+2C1huGxGXDAiEdRoOdyZ1/HINT4yg79SDT7g9MzhUb2Nn3vn1mUdT+ra0pmk1g8HpGeqp5ZdjtJasN3BiGT67dT1bMrNBui1GvzoDx+kjbhMncmuNBJyrMuGLUuuzBgUYFMsf6b2nnBWBZ657zZvSHbWhtSgATXEhDhW5+y4HoaYUBoPu0SZbCYDvrlROgvErU+3YNP3rlS7iERUxAxajWzHoUHtVNIaIB4HXthzLC0A2+x2YeqYYYkUSSoy67WJJWQgsYTMDLfqHSZcD3no8Yei0Gs1WT99DTTQazXw8zulEmTSa7Fsei0A6UkH+WR5GwgGrSbnZIil02vVr2MLRGnZDLWX1SikJVddILns3JKr3CqWSgUaYFiZCR+f9GX+GcPKjIgL6i18butdcmPvZx78+xcvxLLpAmxmPcqMOqx9/n3cuXlv8rXNbie2LGnEoQ4fDDot3j3cCQECDrX7kv2wLYc7MXl0RbKP8sH5DWiorkj+BvzhGOKQP16TXosDR71YObsObx3qQLPbmTUwcePOQ3h0wVRogawU5osaa/C/bx6WXDJRKQOoPxxLyyhKVCyiQhwrr5uINz/ukBzgHGU/MVG/Y+C6QKxGPZbNOP1wk2t952a3C/fMngBvIAKHxYip51ciFI3j99+7EjGFxlS52ZCWNhsAls5wo+VwZ871jxc31sjOUHaVJRoK1U4bfvqNyej0heENRmE361FpM2YFedfOrcd/fDmMnlAUzjIj7t6yD3f8fk/aZ4qj5+z9kLooM/jrD8dw69MtyaBKudkAp82YNXM43+NJlZp6ptMfRk8wipggQKPR4CdfvzgroKwkn+OXSr8NJBp2GxdeCleZEW3dobTvL3MNGqVZ6KMc5n5pEEoF4jP3fdum3Xjy5iuwZtu+vAcNqMGg1eKEN4Tn9xzLGqwxdngZRtpNKpaOSD02ow5TqqXXuWpyO2EroZH7RNR3OgDn2C3YsL01IzDsxNo59VD7DmLR6XBHxsBGIDFbeNXWfbh/br1KJUto7wlj8RPyS8io2cmnlKq8nOshDzrDbEaEo0Fs23NMMkA3rEgGnRIVUjgaxzkOE2bVj0q7F7d5gxjlMCuuVztQtACqHBbJclU5zCiVuWBM55rQE45h2dMtiUDhzHHoCcZQbtbjhDeIZU+/i/+56XK1i1gwNr0OR7oCknXZGJcNo89gdm9/8PjD2H3Eg0cXTMWGV1vxi5cPJreJk43+9vGpZFB6R2sHVm3bh4bqSmzY3opGtxOzJ1WhwhrDM9++Ar5QejZNq1GXDIj/6xcSz/IaDXDCG5SZOerE8HIT/u2LF+JoZwAmvRarrqvDPc/tS5s01FBdAZ1Gg/vm1iMYjaM7GIXVqINOq4FOm+gjlUvpfcwTxMftvrRB8OJxKmUUJVKDUavFcZl+4nPYT0zU70qjxVYEekJRhCKx5EPEMJsRP/vjB1nBxB2t7bjnuX1Ye10danrTrXr8YRh0WmgFIWdalWm1LpSZ9fjBb99Lb0yMlg4wAIkA+k1NYyXTvkqtbWzWa2HQaWHQaWDQa7NmdaQGzXMFzFPX45ZLv50aNJcjFfxNTa39yvc/n5zhnWmk3awYKM1MsV5m0kOjARxWA6JxAeu3H8xq+IoBZSX5Hn9m+m2gd61AjQYb5jdkjRjOTMOoNAu9vxqDUt9F5r7be8K48devY8MNU3DXNRPQneeggUITBODBjO8WSDwoxAGsva401sUiyhSKxbB2Tj2Wb8nOWLF2Tj1CMXXT6BJRcYsBuGuLVGC4A3dt2aN6YNgXiUlmhQESgz59EXXvcZ5AOOtvGo0mZbtyxp+BZFVIS6r2GuHUd4IArM+xbjnANjGVpnBcwMOvHsTiprHQ67ToDkRQbjFgeLkJP3/5A9zSOxu70DQ6LdZs2YNxVQ6MSHm2/swTxJrn38fqErlebQb5ushWIinTfcEIfvRPk7Bx56GsIMuP/mkSfCF12wyFFIkL2FCEdVl7TxhtPUE8995nuScbNdWk9enuau3A4pQ+3DXb9mFRUw3ePdyV1gebOlkqNSDe7HZh6YwLsHzWBKzetk9iPewaXP/L17F+fgOW9U4KGjvchpXXTkAkJiQD1HqdBi/vP4G/H+7CT75+MWpHlkseY2qfaplJD6NOi65AGOGYgCVPvpvz3OSTxZKokOLsJyYquJIIXN9///34/e9/jwMHDsBiseDKK6/EunXrcNFFFyVfIwgCVq1ahV/+8pfo7OzE5ZdfjoceeggTJ07slzJ4AhF878l3sbipBiPsZhh12pxrwO1q7YC/t2MsNRjsKjPmnK26dk4dfKFoVuNcaS25YCSGu5/dmxyFGQjHYLcYUGlNDyRmzuROTQPuD8dQZtLj7U868c4nifTfcgHz1PWrpdJv9yWg6iozYlb9OZg75TyMsJvSRpFufvfTvALIuRztCuC23+1OG4XY7HZiUVMN9h/z4vWPOnIGlNfOqetNj26Ayyad6jxX+vHU4/+orUdyFCQA7Og9j5kB48zUZJmz0B293694bj5q60mmlbeZ9OgJRpOB+lxllyIViBf3vWLWBKy8diJ8oWjWOuXFyB+Jya6L5Ve545pILXqtFj9+aT8WNdbgtt6R+2VmHdq8Ifz4Dwfwg69cpPwhRFSyesLygeGesLr1a49Cqmul7QPNZtbjkRun4GhXIO3v5zrMeOTGKbCZ1e2MNxt0iTS1gpA1o37pdDfMJRIsGErYJibKJggCZk8+Fz966UBWQHBRU41qaYe9gQj++vEpjKtyJP8mDm7660cd8AYiZ7Ru7GCjEQSsva4Oy5/dm9Y/1lzrwto5ddComBa6kJxlJvyfVw5KDhYENFh9Xf/0dQ4GxVqX9YQimHbhcPz4Dx9Kbk8NUqdK7efd0dqB22eOxzV15+CfppyL454QTvnDGGk344PjXrQc7kp7b6J/UcCq6+rQUF2ZzM5gNuggCAJ0vRklqyoseG5pI457g9DpdPjCz16TLKPVqEOXP5I24UfsR8zsRwYSgfPls8bDoBOwdIY7bc3uVEa9Fh+d7OlTnyTRQCrW+wjRUFYSgeu//OUvuOWWW3DppZciGo3irrvuwpe//GW8//77sNkSa/n+6Ec/ws9+9jM8/vjjuPDCC7F27Vp86UtfwgcffIDycumRY31hNxvSZgL/v+98Tvb1gXAMHn84rZK//rJqrHtpPyZXV2JRRnrA1dvex5KrLsj6HKX1lUZXWvDUt67A6q3pwfDUlN6Z5UgduZeaBrzR7cSD8xtw69MtigFzcfRcavrt7mBEMqiZOes5teHisBrxn18dhzs370mrQJrcTtw7tz7vz8nk8YezgtbA6Ub+v32pNmfjcsfBdrS29STXDk89l5mUjj+fdbBrXLa0gLFUanDxtzet1pVcKya1EZn6nWbOys5V9ky5AvFTz6/EVRcOT64vPhj4QvINDr/CdqKhKhyN49UP21EzohwNoysQisYRiOjQcqQLr35wErd+QZ0ZJkQ0OHgVZgSrPbtCaRkXpe0DzabXwaTX5kzbbNOrGxj2BiPwh2OYWT8KC1OeVU54g/CHY/AGI2mzAKn4sU1MlE2jAR7LmMUKnO4rWHHteFXK1ROKSC5HJ/bT9JTIDNtET5SAmXXnYOGVY9JSpkOAwuq+Q0c4Fs85WWZHazvCsdJZj1WprpIKnBZChcWI1pM9sq+R6lvN7Of9tCsAnVaT1Z+X2kebeow7WjsQCMfw3uEubNjemrM/UExX3h30S5ZNfN/yLXvSByzWunDvnDrctXmvRJ9qO1Zvex8N1ZX4++FOyfI1up14Ye/xZB9mvn2SRAOJbWKiwiuJwPVLL72U9u/HHnsMI0aMwDvvvINp06ZBEAT84he/wF133YWvfe1rAIAnnngCI0eOxFNPPYXvfOc7Z12GzNmoZSb5jiWbSY/2nrBk2u/tB05KvucHX86e6Sa3vnGj24m27hA2ZjROgPSU3pnlWNxUk9WgAU6n2VncVKMYME9dA9phzR1Alhqhl9pwOeENZgWtgcSsnbs278FPvzEZI+1mxc/J1NYdyj3TubUdy77glj2+1Mblawfbcdum3djQGzDOJHf8+ayDnRkwFtNza4CswQjiTO7MwQi5vtPU30E+oxzzGYgwGDgs8rdGu8J2oqGqJxSV7RDzhdSdjUhExc1uUW7XqMli0KLJ7ZScFd7kdsJiUHeF0EhcKOq0zbG4gF/v/Djnc8fdsyaoUCo6G2wTE2WLC5ANCMZViowOs5nw85ez05iK/15TImlMNRoN7pDoIwISdbnay5IUilchS4zS9qFEqa6yq7TueSQexwiFdXEz+1Yb3U60HOlK+9sohxnrXjog20ebmRHzcKcfS6ZfAGiAi0dXSPYH7mztgEajwV1XSw/GydWPuONgO450BnL2qYozycUypZav0e3EosYa3Pp0C4C+90kSDRS2iYkKT93eF5V4PB4AwLBhwwAAhw4dwvHjx/HlL385+RqTyYTPf/7z+Otf/5rzc0KhELxeb9p/uYjBxWm1LgCAQZfoGJPS5HbCrNdmzbZVmsWs0SD5+aKNOw9hUWNN1r7ExoBOo8mZ6kJM6Z1ZjobRFbLpMRpGVyQD5lLyXb86M7iaWq7bN+2Gxx9Gpy+csyw7WzvQ6Qvn9TmZuhRmBNmM8hWS2Li0GnVYOsONhVeOwYdtPfjoZI/k/nIRBzxIST2PYsD4le9/Hk/dfDnGumz46Tcm45Xvfx5bllyJV77/eayf35Cc9Sw1KELpd5Avh9WIC0aUYXJ1JS4YUVY0jcu+XK9GvRbNbunz3ux2wagwMINoqKq0GnMOXHps1yFU9NP13pfrlYjU1Zfrtcyok23/lqm8BrI/EsPCxpqsNmxj74wTtVPAFXuKurgA2fKpFcyhdGwTE52d7oB8wE9pe1/05XoNx+Ky9+BSmWHbE85dVxbDsiSFYlNoUyltH0qsBp1sXWbtp6VM+voMGxeAPZ96cvadNmUEqcV+3I07D6X9LRyVv/YbRldk/d2o0+KmJ97GmusmYlb9qJzv33GwHRaDTrJfUq4f0aPQpyr2b+9s7cA19aPwu+9+Do8umIqG6sqsGdh97ZMkyhfbxETFreSuKkEQ8P3vfx9NTU2oq0uMOD1+/DgAYOTIkWmvHTlyZHKblPvvvx8OhyP53+jRo2X3nRpcjAmCbMdYOBZXXLs4U1wQ0oLjQCLlzf++eRjr5k3CK9//fHZjQKGDqzsYySqHUgA9FI0nA+aZx9eX9aszg6upTgfVlUeR5vM5mZQa8UaDNmfjUhwBKabNaTnciZueeBtf/6+/4Qs//QuWPd2StTZhLpkDHkRS5zE1YDx2eBlG2s05A8h9HRShdurO/tCX67WjO4RFTWPQnPEdJ9YtG4OOntBAF5eoKIUUHoqV7iX56mv9SkTq6cv16o/GsGLWxKzgdZPbibuvnQh/VN3OZE8gilufbkFDdSUeXTAVD984Ja3d7O3HYMSZKPYUdcW+Rjgl9OWaPdUTlm0Tn2JHMpUgq0L2PKXtfdGX61VpOQ6l7UNFsS9LUigWg062z8rST8HawcAXicnWZb5+GvjX12fYeFzA2uf3S/adNrqdWH1dHaZWV+KRf56CrcsacU39qLSgrhjIPqnQP5X5jC72WfrDMXT5IwgoHL8nEJbsl5Sj1H+dut0XikKn1eCmJ97Ghu2tkqnbS+W6pcJim5iouJVcHoOlS5di9+7d2LlzZ9Y2jUaT9m9BELL+luqOO+7A97///eS/vV6vYsNETAv97iencOvTLVjcVIPFGetV3/p0C/7vTZfjguFmxbWLRY1uJ6wGvWKqZjGIKsonpXdmmvN8GiD+cAy3Pt2CFbMm4O5ZExAIx1BuNqDMrIcvFEXL4U7FdabzWd9ZKaWP3azP63My2Yx62XMdisSwqLEGQPrMktS0NoubavDUG5+goboy+R2bDTq8e7gT9zy7Fz/5+sWqpd/u66AItVN39oe+XK82swHffOwtLG6qSVujseVIF5Y+1YJN37uyUMUmKio9CqnAlbbn60zqVyJSR1+uV68/iu89+Q7WzZuE22aOQ08whjKzDm3eEG741et45J8vKVSxJdlMOvjDsax0iqL+DEacCaUUdOUqp6grU2iXK22nwujLNWs26vAvG9/M2Sb+7Xc/V6hiExUNi0GHGeOGY0KVAw2jK9Ke898/6unXgGBfrlelZ/ah8Eyfj2JflqRQooKApdMTS9xl9lktnV6LmFA6aVC8gQiWPtWSsy57fNGl/bKfvj7D+sPRZN+pVN/wwbYefOd/3gGQyOa4uKkG6+c3wG42wBuMJPuP189vkC1Xan9fs9uJ//zqOFz/y9cB5Hc92EyGrH5Ji1GHQCSeVrbU+6EgCPjiuBF4+UBb1udlpjt3WAzQyvS951tOor5im5iouJVU78GyZcvw3HPP4bXXXsN5552X/Ps555wDIDHzetSoUcm/t7W1Zc3CTmUymWAyya9HkovDYpTtGHNY8l+7uNHtxLIZtaiwJiryvqyZLBcMF1NRZ5ZD6T3u4WXYsuTKrADr0a4AfvDb97LWmb5vbj3CsTg8gUhaMDuf9Z0NOo3sWoRWow4GXd+DshVWA5bNqAUg3ch/5UAb/vsvH6cF5s1GHd79pDM5AnJqdSUm964Vk7kW7KLGGnT4wnkHn+W+0zORORghn9/BYNeX67XMqMOU6grJ67MYUpkSqaVcIeigtD1fZ1O/ElFh9al+NevR3hNOG0SZtt2k7qOJ1ZhIJSm1Jl+z2wWryvW/zaBDc61LMpNQc60LNpVnTzksBtl2uUMhmECF0Zdr1mrQoSFHmzgxcJptYio9Rq0Gd149Hvc8ty/t2mhyO7Fydh2MWvkATF/09RlWro4olWdYcVmSXHVRqZwHnUaDYCSOa+pHpQVET3iDCEZiioHCocRuNsj2vyr1Pearr8+wDkuiny1X2R5dMDX5/6mv+dP3p+H/vPJh8jcu15/X7HZieLkJD984Jfn9i4NrUvv6UvsHU6W+RuyX9PjDWPp0Cy4eXYEZ44bjhsvPz+r3bHI7seq6OsQhYPuBk8m/Z65h3VzrwohyU95lIOpPbBMTFbeSCFwLgoBly5Zh8+bN+POf/4yampq07TU1NTjnnHPwpz/9CQ0NiZFq4XAYf/nLX7Bu3boBKVNm4DCV1NrF4qg2q0mHpTNqsbhpLIKRGKwGHcxGHSqtBnzc7oPdEpadxZy5XzEYDqQHaJvcTqydU5f8nNRy+EIR/NOU83D3s3vTyi+mrx5VYcH5sKXtV3ad6d/vxuTqyuTNf1qtCw/Mm5TXOfq4vQcrZk3Emm370h5MxJSTp3wh1LjK+twAcliNOH+YFbMmVaU18tu6Q6hymDH9wuGYVV+VFpj3+MMYO7wMDdWJdV4cVgN+8scPJNeCBYCV107M2m+h5Dsooi+p3YcSLYCVsydi5XPZv6uVs+tKb40Fol4mvVa2Q0wpewMRlbZi70zWAlgy/QLEIWQNXFwy3a16/R+KxXHLVRcgLmSX75ar3AipvH5pVYUF986tx12b92S1n+6dW4+qCouKpaMzYdRqcg7mXTajtl8DdESDhQBg1XP7sp7zd7Z2YNXWfbhvTp0q5dLrtFiSo45YcpUbeoUB/UNFhy+INXPqsGLL3qy6aO2cenT4QhjttMl8wtDgtBlx/wv7cdEoO0bazcm/H/UE8eqBNvzk6xerWLrCsim0P9Va71uuzzNzfWtRc60Lez71pPWD5urPa3I7saCxBtf/8vW09NvNbidWzJqAqy4cnuzrS+0fFOXqDxSXY3znk0488+0rsO6lA5L3w7uf3YtlM2pxx8zx8AYjCEXi+OvHHcnJPtNqXfjRvEnJz7z1C7X43lUXYNdHiWMSX1OKfZJUfIxaDZZNz9Emns42MdFA0AjC0M8Ps2TJEjz11FN49tlncdFFFyX/7nA4YLEkOlDWrVuH+++/H4899hhqa2tx33334c9//jM++OADlJeX57Ufr9cLh8MBj8cDu92u+PqjXYGcDYNRMh07Hn84GUC2W4xYsWVv2swQMfCbq3Moc79Wow7LrxmP+vMc+LQzAKMukerig2Ne2XTWYjnySV/9UVsPvvCzv+Q8pkcXTE2bfTOt1oX18xvgC8dkz9H7Rz345sY3sW7eJIywm9JSTt62aTd+s/gyTKhynPW5zjdF97GuAP784UmMKDdhlMOCqx/ckfO1L/1rM8aNUv6dDKTU47NbDLCZ9OgJRvstJXkxk7teDxz34ltPvI2HbpwCvU6L7t5sAJFYHLc8+S5+tWAqxp2j7ndHpIYPTnihgQZrtu7DjpTGerPbiRXXToQAAReN7P9ro6/1KxGpR+563X+0ExajESu27Mm6h6ydWw9/KIzxVZWFLnLSgeNefO3hv6alOxRTwG3ceQi/X3KlqvX/gWNefO0RmfJ970pV25YnvEGsem4v5l0yOqtdvumdI7hndl1a5zkVB7lr9sMTXmg1Grz1j06MKDelDea9dEwl4oKACweg3icqZu8f9eDqB7OXnhO9cGsTJlQ5BmTfss+wRV5HFMoHx71o84Zg0Gt6+zcSdZEvFEUkKmCE3YSLSuRZ/kz7wYaaPZ92wmzQY7XEM+zd105EKBJF3Xn93/7M5xlW6jtqrnXh3jl1+NFLB7Btz/GU8rpw97UTEIjE8MifW/FPKe2tCoseFqMOn5zywxeKYfQwC/6w70QyAJzpT/8+DbUj0/u68+3/bDncibkP/xUAsHHhpVj8+Fs5z8Ef/q05eb1Jfb4vHMua5NRc68LK2ROhQWIAxlDtk6Tio9RPfNIbwqedAYywp7SJvSGcV2nBcLuJ/cRE/awkZlw/8sgjAICrrroq7e+PPfYYFi5cCAD44Q9/iEAggCVLlqCzsxOXX345/vjHP+YdtD4TGgAz60dhwZVj0joBlGSmZ8lMZ/jawXbcvmk31s9vkKzgU2dPd/rD8AQSa6OsfX5/VoOmvSd3Ouu+pK9WWmc6FE2fIfLawXa094RxwYgy2fWdbUY9LjqnXDLlZKPbCZtRn3XMfQnK9jVF96gKC66uOwftPWGc8odlXyvVeMyX2ODzBiOKa4XLyTw+jz+MHiRGkSPPwWL9VZZi4g9Fsfq6Ouz9zIORdjNC0Th84RiOewJYfV0d/P20ji/RoCMAD7y0HxdXV2at6/PAi/tx21fHqV1CUjD9yzNxrC17VL9o1AgXXv3jiwUsEZUSm9GIkz1B3DLDjR8m17jWwxeKoL07iOFl6gY1/aGobCpJf+jM2279QVwLMWf5zqJt2R86fWG8sPcEXth7QnL7rV+4kIHrQcjjD6PGZU0JAOlhM+ng8YdRzvTvVIJ8Cvdate7F3kBEto5Q6pMZKsrNBqx76UDaGuSBSGIN8v1HPVgzp17tIhbMmfaDDTU2kwGfdQZwdf2otGfYNm8Ixz1BnFupXhC/qsKC+79Wj086/OgKRJLP1mu2vY97rp2I73/5IngDEZgNOry07zhe2HsMF59bgW9PuwB6nRaBcAxGvSarT/fhG6dk3QtS16Lu9Efw0ckeuGyJ30Jqn16Ny5bsc/6orSerry81tXowIn+/C6TcD6X6H6Uyc+442I5Vz+3L2adNpAZfMApBAGqGZ7eJwxEBPvYTE/W7kghc5zOpXKPRYOXKlVi5cuXAFwiJCvqHEhU0cHq2sVIFLaZnkSIGfpWCzi2HO3OuMwgA3f30cKO0ZoxZYi0Icd9ywWOptajFGeQXn1eBDl8IUUFINrAK0ehJ7qetR/51Z9jRc7QrkNW4U5plP1CfO1BlUVul1YhQNI7n9xyTWOPcjUo2nqlExQVg+4GTaetUpfrPrzBwXeyOtbVj8pIHc27/+8O3FrA0VGoECIjEBKx/tVUyxZoAdRNBiWsN5t6ubpCu2MvnDcp32Chtp+IbEGrUamWvWaO2NFIPE6WqULjXqnUvVhpIUt5P6/gWu2AkJrnmrri2rlKgbagpVD9YMbOZ9Pjlax+lzbYWNde6VE2b7vGHcfvv90j27Yaicayf34Cxw8vw3pFO1J3rwGO7DuHnfzqYfE2z24nFTWNxjsOcXLYQQNYSXlajDg/Ob8i6LpprXbhluhuLH38rGfT+0vgRWDFrAu7asleyry81xbnSUmHlZkPOts3Z9GkTFdowmxHhWBDrt2e3iZdOd2MYf6tE/Y5PmirJp4JWojRiNp+gs1JAub8ebsrMejS5nZLbmtxOycEF+ew7dS3qRxdMxX//yyXYsqQRL+45hmvW78TXHvkbvvDTv2DZ0y042hU46+PoC7ExJyXX2tq5iCMdPzzRjdt+9570WuGbdsOjMMtb7vNzrkGe43PP5D2DyYaMDjogMThiw6vSI9iJSoHSKFKOMiUiOXEBWQEwIFG/rn/1IOIqL2Ck1F4tM6s75rc/25YDwa5wfpS2l7qjXQEsfboFX/jZXzD34b+q9gyTKg6Fa1adYhGpakS5Cc057sXNtS6MKDcVuEQJZb3r+EppcjtRptI6voUWjQt4bNchyfvWY7sOIaZ2Y4MKzhuISAatgcTsXm9AvWwE+fYNV1iMkr/rHa0d+PXOj7HnMw8aqivx6IKpePjGKRhebkJzyv1gcVON9PsPtmP99oNY3FST/NtFo+y4Y3N2MF3s6wMSa2JPq3Wh5UgXGnPcd6bVumA2aHO2bXpCZ9+nTVRI7CcmKiz2HqikWILOrjIjvjR+BC4aZU+mUTIbEmmUPjjm7bcOMF8oioWNNRCArJFJCxtroNMk8lKLqWuuHOuEJxBOpq6RG2WXmp47LghZ69YAyunTB4LDasQD8yblXFMo33Kkzmp+dMHUnA3usxmReCYjHYfy6Eh/JJbVGBHtau2Av8RGaROJykz6tBRjqXXGxp2HUGZis2Kw+/TIEYybfGnO7UwlTmej2OtXXyiKm5rG4ur6UcmlQswGHY57AhjlsKg+OKe/2pYDpdJmRJPbiZ0S33GT24lK2+BsFxaC0oBQtdJlBiIxtBzuwtIZbsl6P8A2MZWoW6a7EReErL6NW6a7VSuTPxKT7XNRu44tlHhckL1vMXBdejwKgWml7QMp377hcCyOXa0dOZ/FLz63AgtT1pq2GnXYuPBSaDQavHawHQ2jK3IuI7CrtQOLG08HruVe+9rBdhzzBBGIxLBi1gSYdFp8reFc3PPcvqzZ2ffNrc/6u/gZt2/ajTXX1ckee6lkiaDBodifY4nUdLQrAE8gAm8gAofFALvF0C+ZeNnDrJL+CjqL6VkyKc26SE3V8oOvXIR3PunEsqdbkqlhmtxO3De3/qw7SMT9dPjCuPXpFixuqsHijHVRb326BT/5+sU5U9fkk3paTH/0UVvPgAR2z9TZrimU2YmVuRZ4pjMdkXgmAyn6Y/BFsVJaw1LtNS6J1KLTafDogqnY8GprVuq9RxdMhV6nUbF0pUFpjeq248cw4pxRObd/+tlRTJb5/JgAphKnAeMr8vq1OxiBAAEv7DmWFnxtdjuxqKkGPUXQttEAmFk3CguuHHN6jcbukNrFAgCMtJtx39x63Ll5T9r5E58ruL51bsU6IDQQjkk+nzW6nXhwfgOCKq+rTqSG9p4wFj/+lmTfxuLH38LWpU2qXK+eQFS2z+XxRZcVvExqCESisvetQIQZokqNTWFwtdL2gaS4rKJRB48/DH84mrPPtNHtxOxJVbAadck+3annV2LMMCvWz29AW3cIHQpZPVP7GpX6HT9u92HJk+8COD14coNEv2eHL4yX97dJfsZrB9sRjsXPuE97oBTbki1UPNhPTCTtkw4flm/ekxaPa3Y7sXZuPc532s7qsxm4VomYijDXjIR8UhGe6awLqXWJxUb8rb3B652tHVi+Ze9Zje7PnCnsD8dyjtob67Lh2VsasXrrvqwRTH2ZaVCMwdSzWVMosxMrn/VjzsSZDKQoVJp5NShdf2qnCiVSi1GnxcM50iNpocHaufKjpunsKa1R/eztc2W3f3L73LPav9yMbM7GJiV2i3z9Wa6wfaBVWIz40R8+kEzDGAdw35x6dQrWy+MP44e/240drdkdfM21LmxQaVZuqmqnDT/9xmR0+sLwBqOwm/WotBkZtFZQjM8wAOC0GfHzlz+UrPcBYK3CbCmiocgTCMv2bag1e9Nu1suWq1SWa6iwGPGTP/K+RadpNIk+T6nZko1uJzQqjr2W6xtudDuxbfcx7D7ShdXX1eHb08bmTIO/5vn38eKtzej0h7MmzLT3hOELyw/YSO1rVOp3TN3+2sF23NbbX3vBiLK0133c7pP9HF8oWlSZhKT6yvOZSEWlgf3ERNmOdgWygtZAov9k+ea9WPdPZ3f/5FVVYKdHb4WxZk4dVmzZmzUj4e5rJ8KfkopQbsRXVYUFP/76xac7hyx6VFpzdw7lSkMnNnwWN9Vgw/ZWWI06TBpdgWOeID5u9/V5pFnmfsR1T6QaitNqXRjlMCeCtHnOls51ToZaMDWzE0vpPJ7piMQzmb1/NjP+i53ZoMUXx43AuKrsFPoHjnphNsg35ImGqlAknnt9sNZ2hCJc7XKok5uRzdnYpKTMoJOtX8sM6q6/KaZhlLKrtQPhmLr3uLbuEN453Jkz/Wlbd0j1wDWQmHnNQHXfFOszTDgWl025q/Y1QaQGq1G+G82q0lrSNqMOXxg3HOOrHFnX6/6jHthKZI3rkEJdHuJ9q+RoNMCi3lTYmWn0FzXWqBq49oeiWDFrItZs25fWNyyW7fZNu3H9ZdU42hXAlRe4MOm8CjRUV2LjzkPJ2dVAYq3qcCyOcrMh0Y/Ye0wOqxHeYES2L7HR7UTLka7kv1uOdMkG01NfC+TODJNP2+Zss1T2l2JdsoWKh9mgRbPbJT2A2O1iPzGVJG8wgndknhW9wQiqwMD1oJA6emvpDDfeP+rB5OpKLMpI4/TAi/txx8zxWe8RpY746uuIMLk0dOK6JmeTsjvXfjbuPIQH5zck95P6meJIOqXReOJMA7ljHmrB1MyGXj7n8Uycyez9Yl9n8WzEhThuv3o87nlub9o10OR2YuXsOsQFPuxSafIozPhS2k5EpS0Qj2H5rAm4a8uerPp17Zx6BOLqpljrUVjDWu01rr3BCDbc0ICNO9Pb6M1uJzbc0DCol2kpdcX6DNMTkk+5q3TNEA1JRTp7sycUxopZE3PWsT2hMICzS9k4GHQH5e9LSttp6NFpNHjmzcNoqK7MSqP/zJuHccfMcaqVLRIXsO6l/ZhcXYnbZo7HkVP+ZNlu37QbD8yblLMOvjVluUcAOHzKj5ueeDv5b7Gf1GEx5OxLbHa7cMsMNxanrI+9/6gHK2ZNxOpt+zJe68SKayfiULsPGxdemgxM+MMxyTZovm2bs8lS2V+KdckWKh56jQZLZ7gBCFkpkZfOcEOv5ggYIpX4gvLPimfbf8LAdYFkjt5qGF2BDdtbsf3AScnX//Ar4xRHfP346xf3eUSYUhq6cCyOxU01kulnziZltz8cS1tvqdxsgNNmTBtJl89ovHxGwQ2lYGpmQy/1PN5ylRtmgw4OS/+MSDyTkY7FMjqyvxm1Oty5eU/WNbCztQOrtu7DfXOYXoxKk9IMErVmmAwlSmtYK61RTVTMYlFg5fPS9etdW/ZgxTUTVCpZgk1xFp26j07DrEb84k8fZs2ASXSeaLD6uonqFIzOWrEOCK20GvGzP+VOubuGKXepBGk1wN0SMyTF7HmAoEq5bCZjzmfY5Vv24L656i53USh8XqFMRq0W32oeiw3bD2YN/Fs6oxYGrXozJeNxAdsPnMT2Aydx2ZhhybWjAWDpDHfO1ODA6YyZuaT2HU89vzKtT1YM3p/yhTHWZcPWpU3wBCIIRmL468cduPHXr+P6y6qxuLEG4VgcNU4b3j3ciTkP7UoGy1MD6FKZYYq1bSOlWJdsoeJhtxhwsieEqydVYWHKNdTWHYJBp4HdMrgyvBL1h0qbET+TWVbqbJ8VGbgukMzRW6Go/IxNfzimOOKr09f3EWFlJvmvfHiZKRlU78vnZpIKQqeut/TK9z+ftf5JPqPxpM6J1ajD4qYaNIyuwIdtPRhmM+LHX78YvlAU3sDgDqZKNfT84Rh2H+nCjZdVY1Q/r7NyJiMdi2F0ZH/rCcdyp0M+2I6esLozwojUYtbrMGPccEyQSEH4/lEPzHp2BJ0tpTWsz3aNaiI1CYBs+k51uvpPM+g0srPoDDp1R9KHY3HZVFxM2zy4FeOA0GJPn0+kBrNeh5Vb90lmz1v34n7cc606g4h84Zhkal8gEbz2lcgzrFmvk63L+bxSekKxOBY9/hYWN9WkBZxajnRh0eNv4dlbGlUrmz9l7elKW3o/qlzfrJgxE0j0iS6/ZjwcFgMevnFKWtvwtYPt6AmeXks6M6vmunmTMMJuxgg78FFbD772yF+T28XXLp3hxpOvf5J1fxGvsRWzJuTMDFOMbRspxbpkCxUPh9WIUQ4LPjjRk7WtymEput80USEM9LMiA9cFkjl6y6SXH9HnsBgUR3x5FVMgZb/fqNPKNuKNeq1iUD2fkWZnku4un9F4menEldKajx2eHhwfjAZLQ28o8QY42pJIilYD3Hn1eNzz3D7JNPpaZkcqaZ8eOYJxky/Nub3t+DGMOGdUzu2jRrjw6h9fHIiiUZFQShWldiruDl9Ydg3EDl8YNcPVKh3Qo5CKq4fpTwe9YhsQqtQmVtpONBT1hKLJGZJS/uPL6tyLlZ5RS+UZVqcBlk53A8iuy5dOr4XKY9BIBT2haNpEmkxqtj8dltN1fjQmpPXXKvXNhqJxWI06bFx4KR7afhB3bt6b3JY6G7o7GMEFI8oU+xVz9UErBdDvnjVBtu1SbG0bKcW6ZAsVl1EVFlxdd07adTT1/Mqi/30TDZSBflZk4LpAMkdvtRzpyhlAFivFuCA/78Rukf/6pEaEdQXkO+TC0TjGuuTXPcpnpNmZpoRRCtJmnsf+SGs+GAyGht5QopTihaMtqVTptBrcvXmvdBr95/bh3rlMGapkKKcCjwmQnS3+7O1zZbf//eFbB6JYVEQcCvWr0vaBVmbW45sb38xKo9hypAu3Pt2C3y+5UtXyVVjlU3Gtns17MPUvpTYx0yJSKVKauexXaWYzr9cErVYDnUaDa+pHpdXlJ7xB6DSJ7VRaink2bWrA1OOPpPXXKk14GuO04sVbm7F8y56sjIGp6cTF41PqV8x1npQC6IEhkM1hMKU1J3Wxf57otIFuezJwXSCZo7c27jyEB+c3AEgPIKdWil3+iEKKI22fR4SVmQyY/6s3cnbIbV3a1G8jzc50prBcJZBZtv5Ia06UqcyoQ5PbKZlqrcntRBnXxaISFYzEc6fRb21HMMKUoUqYCpxK2YhyE5prXZJL3TTXujCi3KRCqU4z67VoqJZuW4ptbzVF4vKpuCJx3oOpf5kUsnWZdOpeE0RqqCjSQVi8XhMcFgNOeIPIDE9rAGg06g+So8Ir5tm0qQHTt3uX32qorsTixhoMsxnR7HZhR6t0uc+tsCSWU5RpG95ylTvv48t1npQC6ENlYgezXRIR9c1Atz0ZuC6QzNFb/nAMtz7dghWzJuDuWRMQCMeyKkWl2dHeQKTPI8JcZUZMPb9SskNObLD150iz/h6JlFm2/khrTpTJEwhhzZw6rNiyNy143eR2Ys2cengCYYyGfGYCoqHIF5ZPo+ZX2E4kRynVOFOJD34OqxHring2gycQUWx7q8mvkMrSHxr8M16ouCilzz+lcvp8IjUU6yCsDl+oqJe7KBSH1YjzKq1oPZm+zBw0GoyutKre1qDCK/bZtGLAtMMXxtzJ52Jl77Jc4tKIAoS0fqlmmeUUM5kM2ryPL9d5ausO5bznqR3472+cTUtElL+BbnsycF1AVRUW/PjrF6PTF4Y3GIXdokel1YiRdrPk6/OZHd3XEWH5NtiKeaRZatlCUfkOuqEy8o8Ky2I04puPvomHbpyCO3VadAciKLcYEI3F8c1H38Djiy5Tu4hEqijmNGs0+CmlGmcq8aGhr+3hQsqn7a2m1HUQpbfzHkz9q8ykkD7/e+qmzydSQ7EOwiozGfDNjW/xegXXIaVsxdzHKRIEoCcUwerrJuLjdh9C0Tj0Gg0WNdZgcdNYBCMxmPRauIeXYVSFBYDy83mFQtsxU67z9PkLhxfdPY+IiNQ10G1PBq4L6GhXALdt2p02Sm1arQsPzJuEqt5GR6p8ZkcDfR8Rlm+DrZhHmoll8/jDRZvyhwYvV5kRNS4bZm/YlbWNvysqZa4yo+wME14bQ3sNa6L+0Nf2cCHl2/ZWSzGnuqShqdJmxJQc6fOb3E5U2vibo9JUjEEwXq/pirk/i9RRrL+JzLbx0hlu/P1wp+TSddNqXVjfu+wkMDBtQ6nz5LCi6O55RESkroFue5bGIjdFwOMPZ3XSAYl1mG/ftBsefzjrPeLs6Gm1rrS/98eoNofViAtGlGFydSUuGFE2aBsbA3mOqHTxd0WU2y3T3Wh0O9P+1uh24pbpbpVKVFzENaxz/ReLMZUvla4zaQ8XUrHX/8VePhp6zHotVs6uQ1NGvd/kdmLl7DrV130nUlOx9anweiUafKTaxht3HsLCxpqsa1mqvVfItmGx3fOIiEhdA9325IzrAmnvCUvOUAMSnXXtPWHJSr8YR/IWG54jGgj8XRFla+8JY/Hj0mlgFj/+FrYubeI1QkQ5nWl7uJCKvf4v9vLR0NLeE8b1v/wb1s2bhNtmjkNPMIYysw5t3hCu/+Xf8L/f/hx/e0RFgtcr0eAj1Tb2h2O49ekWLG6qwfJrJiAYicm299g2JCIiNQx025OB6wLxBiOy27tlthdrOptiwnNEA4G/K6J03mAE/nBMMg0MIF+XERGdTXu4kIq9/i/28tHQ4Q1G0N4Txk1PvC25vViuWSLi9Uo0GOVqG4vP3F8cNwKTqysVP4dtQyIiKrSBbnsycF0gdrNBdnu5wnYiIiK1sS7jGtZq+vTIEYybfGnO7aNGuPDqH18sYImor3gPIRpceM0SDR68XokGH163REQ0WA10HcbAdYG4yoyYVuvCaxLpEafVuuAq48g4IiIqbqzLTq9hncsnt88tYGlKS0yA7LnfdsdcBraLHO8hRIMLr1miwYPXK9Hgw+uWiIgGq4Guw85uhWzKm8NqxAPzJmFarSvt79NqXVg3bxJTuhARUdFjXUbFTAxs5/pPbqY8FQbvIUSDC69ZosGD1yvR4MPrloiIBquBrsM447qAqiosWD+/Ae09YXQHIyg3G+Aq4zokREQ0eAz1uoypwIkG1lC/hxANNbxmiQYPXq9Egw+vWyIiGqwGsg5j4LrAHFY2PoiIaHAbynUZU4EPXVwju3gM5XsI0VDEa5Zo8OD1SjT48LolIqLBaqDqMAauiYiIiGjIU1oj++8P31rA0hAREREREREREVEmBq6JiIioZDAVOBEREREREREREVFxYuCaiIiIhox8AtOz7v1dzu1MBV66lFKJtx0/hhHnjDrj7UxFTkREREREREREJI+B634kCAIAwOv1qlwSoqGvvLwcGo3mjN/P65WocAp5vX52vA0Xf/f/5Nz+j7vmIRaNye6L289sezGXLZ/t0biA+m//POf2rXfNO6vtLyyfhwsnXZJz+znDndi2OfegikI6m2uW9StRYbFNTDR48HolGlzYJiYaPFjHEg0e+VyvGkG8Kumsffrppxg9erTaxSAqCR6PB3a7/Yzfz+uVqHB4vRINLmdzzfJ6JSos1rFEgwevV6LBhW1iosGDdSzR4JHP9crAdT+Kx+M4evToWY/w8Xq9GD16NI4cOXJWN1zKxnM7MNQ4r2d7neV7vQ6V38xQOI6hcAxAaR5Hoa7XgTJUvrNUQ/GYgKF5XIOtji21+lUtPH9nbqidO7aJ8zcUjgHgcRSTvh4Dr9fC4nlI4Hk4rZDXrNz1WsrfSSkfO1Daxz/Qx846trB4HhJ4HhIGon5lqvB+pNVqcd555/Xb59nt9pL+wQ8kntuBMZjOa1+v18F0bHKGwnEMhWMAeBx90d/165kaKt9ZqqF4TMDQPK7BckylWr+qhefvzPHcJZTiNTsUjgHgcRSTQh1DKV6v/YHnIYHn4bRieYYt5e+klI8dKO3jL9ZjZx17ZngeEngeEvrzPGj75VOIiIiIiIiIiIiIiIiIiIjOEAPXRERERERERERERERERESkKgaui5DJZMI999wDk8mkdlGGHJ7bgTGUz+tQObahcBxD4RgAHsdgNBSPdSgeEzA0j2soHhMwdI+rUHj+zhzP3ZkZCudtKBwDwOMoJsV6DMVarkLjeUjgeTitWM5FsZRDDaV87EBpH/9QOfahchxni+chgechYSDOg0YQBKHfPo2IiIiIiIiIiIiIiIiIiKiPOOOaiIiIiIiIiIiIiIiIiIhUxcA1ERERERERERERERERERGpioFrIiIiIiIiIiIiIiIiIiJSFQPXRERERERERERERERERESkKgau+5EgCPB6vRAEQe2iEJECXq9EgwevV6LBg9cr0eDCa5Zo8OD1SjR48HolGlx4zRIVFwau+1F3dzccDge6u7vVLgoRKeD1SjR48HolGjx4vRINLrxmiQYPXq9EgwevV6LBhdcsUXFh4JqIiIiIiIiIiIiIiIiIiFTFwDUREREREREREREREREREamKgWsiIiIiIiIiIiIiIiIiIlIVA9dERERERERERERERERERKQqBq6JiIiIiIiIiIiIiIiIiEhVerULUCxWrlyJVatWpf1t5MiROH78+IDu1+MPo70nDG8wggqLASaDDt5ABN5gFHaLHpVWI0bazf26H7vFAJfNCIfVWPD3nPAG0ekL9/vxZfqs0w9vMApvIAKHxYBysx7nVlr7fHxKr5HaDqBP561Q3w313aedfnSn/I7KzHqcl/E7IipFQ+XaUONe6vGH0dYdQncwgkqrEcFoHD29dWJFb50olssTCMNq0kOr0UCv1cCZZ/nEfXQFIrAZdbCZ9KiwGACcrp/KTHoYdVp0BcIoM59ZHZj5GofFAJtJj55g9IzOaaG/j4HeH+tqIhoqhkq9T9SfirWeP9oVgCcQSV6vdosBVRUWtYtVcMX6/RQa79+nDYVzcbQrgO5QBEIcEAD4QlE4LAZYjTp0h6Lw+NOve7EPtjsYRZlZD60G0GgAvVaLTn8YdnPitb5QFJ5A4lopM+nT/i1eO2d6TfFapKFkKNxH+gPPQwLPw8Bi4DrFxIkT8fLLLyf/rdPpBnR/R7sCuG3Tbuw42A5XmRFP3nwFlj/7Hna1diRf0+R24r659ah22vplP6JptS48MG9SzgeYgXjP4Q4f7ti8p9+PL9MnHT7cKbGfe+fW4/ze/eRzfEqvydxuNeqwceGleGh7K3a05nfeCvXdUN/l8zsiKkVD5dpQ4156tCuA2363G+8c7sSD8xvw0z99mHYevzhuBFZcOwHLt+xNK1ej24lFjTW4/4X9WHVdnWz5xH2k1kMzxg3HnVdPwKrn9qX9Xfzc+b96A1PPr+xTHZj5GqtRhwfnN+CxXYfSjinfc1ro72Og98e6moiGiqFS7xP1p2Kt53m9JhTr91No/D2cNhTOxScdPqzZug/XX35+1jNXk9uJhY01uPXpFvjDMVxdNxK3zRyPuzbvwc6U14nPf8+8cRg3XFGNf3n0TUyprkh7b+ZnfWn8CKyYNQF3ZTyj5nNN8VqkoWQo3Ef6A89DAs/DwGOq8BR6vR7nnHNO8r/hw4cP2L48/nBa5b1u3iSs3rYv7ccOADtbO3Dn5j044Q32y35Erx1sx+2bdsPjDxfkPUe7AllB6/44vkyfdfqzbhrifu7avAefdfrzOj6l15zwBrO2L26qwfrtB9OCApmfm6pQ3w313acKv6NPO/0qlYxIXUPl2lDjXurxh5MB5cVNNVmdDQAwrsqOOzfvySrXrtYOPLbrEC4aZZctX+o+Uk2ocuCe5/Zm/V383MVNNX2qA6Vek+uY8jmnhf4+Bnp/rKuJaKgYKvU+UX8q1nr+aFdA9no92hVQpVyFVqzfT6Hx/n3aUDgXR7sCWL55D8ZVOSSfuXamPNcBwLxLRuPOjKA1cPr5b1yVHY/tTLw+872Z/75olB13SDyjKl1TvBZpKBkK95H+wPOQwPNQGAxcpzh48CCqqqpQU1OD66+/Hh9//LHs60OhELxeb9p/+WrvCadV3iPspqwfu2hnawc6fWdWoWfuJ9VrB9vR3pP9uQPxHk8gMiDHl8kbjMruxxuM5nV8Sq/p9GVvbxhdkXPfUuetUN8NJfTleu1W+B11B6MDVUyiolaoa+Ns6td8qHEvbe8JJwPHueoLuXpkV2sHGkZXyJYvdR99/Vwg/zpQ6jV9rQOzyl3A72Og91dqdfVAX69E1L/YJiY6O4Ws5/tyvSr1uXgCkX4rVzErtXZYLrx/nzYUnmE9gQh29D635fNcJ9fHLL5uR8rrU9+b+e8zfc7jtUjFjm3ivuN5SOB5KAwGrntdfvnl+M1vfoM//OEP+NWvfoXjx4/jyiuvREeH9I8QAO6//344HI7kf6NHj857f95g+kNDTzCm8Poz+8Fn7idTt8T2gXiPV+Eh6UyPr6/76Q5G8jo+xeORKG8oGlf83PTPKMx3Qwl9uV7z+R0RlaJCXRtnU7/mQ417aeo+c9UXSvWIuD1X+XIdV76fK372mdSTfa0DUxX6+xjo/ZVaXT3Q1ysR9S+2iYnOTiHreV6vfVdq7bBc+Hs4bSg8w4rHkO9znVIfs/i61M/L/Gyp10jp67Op0vuICoV1bN/xPCTwPBQGA9e9Zs6ciXnz5qG+vh5f/OIX8fzzzwMAnnjiiZzvueOOO+DxeJL/HTlyJO/92c2GtH+XmeXX07abz2w58sz9ZCqX2D4Q77FbFLaf4fH1dT/lZkNex6d4PBLlNenlL6fM81ao74YS+nK95vM7IipFhbo2zqZ+zYca99LUfeaqL5TqEXF7rvLlOq58P1f87DOpJ/taB6Yq9Pcx0Psrtbp6oK9XIupfbBMTnZ1C1vO8Xvuu1NphufD3cNpQeIYVjyHf5zqlPmbxdamfl/nZUq+R0tdnU6X3ERUK69i+43lI4HkoDAauc7DZbKivr8fBgwdzvsZkMsFut6f9ly9XmRHTal3Jf7d5Q2hyOyVf2+R2otJmzL/wMvtJNa3WBVdZ9ucOxHscFsOAHF8mu1kvux+7WZ/X8Sm9ptKWvb3lSBcac+xb6rwV6ruhhL5cr+UKv6PyfhpoQTTYFOraOJv6NR9q3EtT95mrvmg50pXz/Da6nWg50iVbvlzHlc/nAvnXgVKv6WsdmE+583nvmRjo/ZVaXT3Q1ysR9S+2iYnOTiHr+b5cr0p9Lg6FTtahotTaYbnw/n3aUHiGdVgMaO59bsv1zJX6XCfXxyy+rjnl9anvzfy33LPkmTybKr2PqFDYJu47nocEnofCYOA6h1AohP3792PUqFED8vkOqxEPzJuUrMRv27QbK2ZNzPrRN7mduG9uPUbazf2yH9G0WhfWzZsEhzW7oTAQ76mqsOC+ufX9fnyZzq204t4c+7l3bj3OrbTmdXxKrxlpN2dt37jzEJbNqEVznuetUN8N9d15Cr+j8yqtKpWMSF1D5dpQ414q7rO51oWNOw9hUWNNVqfDgaNe3Du3PqtcjW4nFjXW4INjXtnype4j1ftHPVg5uy7r7+Lnbtx5qE91oNRrxGPK/G3kc04L/X0M9P5YVxPRUDFU6n2i/lSs9XxVhUX2eq2qsKhSrkIr1u+n0Hj/Pm0onIuqCgvWzq3HgaNeyefIppTnOgDY9M4RyWMWn/8OHPViUVPi9Znvzfz3B8e8uE/iGVXpmuK1SEPJULiP9AeehwSeh8LQCIIgqF2IYvCDH/wA1157Laqrq9HW1oa1a9fiL3/5C/bs2YPzzz8/r8/wer1wOBzweDx5j6zz+MNo7wmjOxiBw2KAyaCDNxCBNxiF3axHpc3YL0Hd1P2Umw1wlRkVGwkD8Z4T3iA6feF+P75Mn3X64Q1Gk+Wwm/U4N+Omkc/xKb1GajuAPp23Qn03lC6f6/XTTj+6U35H5WY9Kx8iFP7aOJP6NR9q3Es9/jDaukPoDkZQYTUiFI2jJxhFuUWPSmuiThTL5QlEYDXqoNNqoNNq4LTlVz5xH+L7bUY9KqyJWTbi8dpMehh1WngCYdhMZ1YHZr7GbjHAZtKjJ+W30ZdzWujvY6D3V6p19UBdr0Q0MNgmJjozatTz+VyvR7sC8AQiyXI5LIaSCVqnKtV2WCbev08bCs+wR7sC6A5FIMQBAYAvFIXDYoDVqEN3KApvIP26F/tgu0NRlJn00GoAjQbQa7Xo8ocT/aUWA3wp7y0z69P+LV47Z3pN8VqkwYJt4vzxPCTwPAwsBq57XX/99XjttdfQ3t6O4cOH44orrsCaNWswYcKEvD+DHXVEgwevV6LBg9cr0eDB65VocOE1SzR48HolGjx4vRINLrxmiYoLE673euaZZ9QuAhERERERERERERERERFRSeIa10REREREREREREREREREpCoGromIiIiIiIiIiIiIiIiISFUMXBMRERERERERERERERERkaoYuCYiIiIiIiIiIiIiIiIiIlUxcE1ERERERERERERERERERKpi4JqIiIiIiIiIiIiIiIiIiFTFwDUREREREREREREREREREamKgWsiIiIiIiIiIiIiIiIiIlIVA9dERERERERERERERERERKQqBq6JiIiIiIiIiIiIiIiIiEhVDFwTEREREREREREREREREZGqGLgmIiIiIiIiIiIiIiIiIiJVMXBNRERERERERERERERERESqYuCaiIiIiIiIiIiIiIiIiIhUxcA1ERERERERERERERERERGpioFrIiIiIiIiIiIiIiIiIiJSFQPXRERERERERERERERERESkKgauiYiIiIiIiIiIiIiIiIhIVQxcExERERERERERERERERGRqhi4JiIiIiIiIiIiIiIiIiIiVTFwTUREREREREREREREREREqmLgmoiIiIiIiIiIiIiIiIiIVMXANRERERERERERERERERERqYqBayIiIiIiIiIiIiIiIiIiUhUD10REREREREREREREREREpCoGromIiIiIiIiIiIiIiIiISFUMXBMRERERERERERERERERkaoYuCYiIiIiIiIiIiIiIiIiIlUxcE1ERERERERERERERERERKpi4JqIiIiIiIiIiIiIiIiIiFTFwHUO999/PzQaDf7t3/5N7aIQEREREREREREREREREQ1perULUIzeeust/PKXv8SkSZP6/bM9/jDae8LwBiOwWwxw2YxwWI39+h6p1wejcXT6wvAGo3BY9Cg3GxCMxOAJDFw5pN5TZtLDF4rK7jef9wCQLYvSObBb9Ki0GjHSbpYtf39ILUuFxQCjXgtvMApvIAKHxYBysx7haBxdMseXz3k727I5LAbYTHr0BKN9+o7lPrM/y6qGTzv96E75rsrMepxXaVW7WESq47XRP+Tulye8Qck6K9d7PP4wuvwR+MJR+EIxlFv0sBl0EAQBUQEIRePoCUZhM+lg1uug1QBWkx4jeutBjz+MDl8Y0biAuCDAH4rCYTXK3sPF90RiccQFoCcYRblZD6tRh3hcQGUedXN/12W52gTJcxOOocJiwIhy06Ctm4iICo31PlG2o10BeAKR5HVhtxhQVWFRu1i8XnvxPCTwPJw22M/FCW8Qnf4wugOJZ7pykx4xQYA/HEs+49gtBnQHI+j0R2Az6mAx6BAVBOg0GjhTnpE8/jC6AxFE4gKCKc+JFoMONpMeJr1Wsa8QyN1vWWbSw6jToisQRplZvh8332fEYu1r7Eu5ivUYKH/8DhMG+/20v/A8DCwGrjP09PTgxhtvxK9+9SusXbu2Xz/7aFcAt23ajR0H25N/m1brwgPzJuV8wOnrezJfbzXqsHHhpXho+0HsaO1Ivq7J7cTCxhrc+nQL/OFYv5cj13uU9pvPe5prXbhluhuLH38L/nAsqyx9OQf3za1HtdMmWf7+kFoWV5kRT958BZY/uxu7MsqxYtZEfOs3b8MfjvWWtRU7WvM/b2dbNqtRhwfnN+CxXYfSytbX/ZzJ76RYfdLhw52b92R9V/fOrcf5A/ibISp2vDb6R6775Y/mTUI4FscdOc7xmm3v4+X9bcm/f2n8CNw9awI+8wSxfvvBtPc017pwz7UT8cAL7+PlAyeTf290O7F0uhtaDRCKxGDQabH82b24/rLqvOuBo10B3J3jPU1uJ9bMqcOqrfvwg6+Mk6yb5T67P86j+LnHugL45JRf8tysG4R1ExFRobHeJ8pWrNdFsZar0HgeEngeThvs5+Jwhw93bd6T7NO0GnV4dMFUPPxqa1o/Z7PbhUVNY7D0qUTfofjcF4zEcf8L+7HqujroAPREYmjvDmFDRj9po9uJZTNqoQWw8PG3ACCrr/B0H6t8v2Wj24lFjTW46Ym3seGGKVmvn1brwto5dVid8Xwr9YxYrH2NfSlXsR4D5Y/fYcJgv5/2F56HgacRBEFQuxDFZMGCBRg2bBh+/vOf46qrrsLkyZPxi1/8Iq/3er1eOBwOeDwe2O32tG0efxhLn25Ju7mJptW6sH5+g+TM4768R+r1S2e40XK4M+0iEjW6nWiorsSG7a39Wg6l9+TaL4C835P5b/Fzfvz1i/GD376X9zlocjvx029MHpCZ15nn4NEFU7Exo3M/tRyLGmvQcqTrrL+vMymb3DnKdz9n8jtRk9z1+mmnH7dt2p3zu3pg3iSOoKKSpNa1IXe9DkZy98tnvn1FVpBV1OR2YnJG3bd0hhtVDjOe33Ms7/cAiTrlmvpR0ACoGV6Gna3tedcDYvkvHl0hW7/+8Kvj8JM/fCBZN+f67L5Qqnd+/PWLsf1AG7btPnpW9Rv1zVC7XomGOraJifrmaFcA//m793JeFz/6p4sHrAOb16synocEnofTBvsz7AlvED/4f39PCzDL9eE1u524OKP/9Jr6UTjqCWL3kS7ccfV4tBzuxAt7jmFnjr5H8fUAsvbTl37mRrcTixtrZPtCpZ5VU5/TirWvsS/lKtZjoHT9HdcZili3JPA8FAbXuE7xzDPP4J133sH999+f1+tDoRC8Xm/af7m094Qlb24A8NrBdrT3hM/6PVKvbxhdIXkRAcCu1g40jK7o93IovSfXfvvynsx/i5/T6evbOdjZ2oFOX3b5+0Pm8Yywm2TLMcJu6pfv60zKJrfffPdzJr+TQurL9dodjMp+V93B6EAVk6ioFera6Mv1OhjJ3S9tJp3sOc6s+xpGV2Ck3dyn9wCJOmWk3YwRdjNsJl2f6gGx/Er1q16nzVk35/rsvlCqdzp9YYwoz133FkPdNBQM9euVaKhhm5jo7HgCEdnrwhOI9Nu+eL32Hc9DAs/DaYP9GbbTF04LWgPyfXg7JPpPR9rNaBhdgdcOtkMAMNJulgxaZ75eaj996bfc1dvX2ddn1dTntGLta+xLuYr1GErdQMd1hiLWLQk8D4XBwHWvI0eO4F//9V/x5JNPwmzOb/bt/fffD4fDkfxv9OjROV/rDco/vHRLbO/re6ReH4rGZT8jc3t/lCOf90jtt6/vkTo2r8SNQekcSL2nP2QeT08wJvv6nmCsX76vMymb0n7z2c+Z/E4KqU/Xq0Jng9rHQqSWQl0bfbleByO5+6VSXSFVF/a17sh8bz71T+p3K5Zf8T29vxelera/6rLs7dF+qd9I3lC/XomGGraJic5OIa8LXq99x/OQwPNw2mB/hj2Tfk65Z8buQCSv9+d6zuzrvvv6fCsSv5di7WvsS7mK9RhK3UDHdYYi1i0JPA+FwcB1r3feeQdtbW245JJLoNfrodfr8Ze//AUPPvgg9Ho9YrHsivaOO+6Ax+NJ/nfkyJGcn283G2T3Xy6xva/vkXq9SS//FWdu749y5PMeqf329T1Sx2Y3Zy/brnQOpN7THzKPp8ysk319mVnXL9/XmZRNab/57OdMfieF1Kfr1VLcx0KklkJdG325XgcjufulUl0hVRf2te7IfG8+9U/qdyuWX/E9vb8XpXq2v+qy7O36fqnfSN5Qv16Jhhq2iYnOTiGvC16vfcfzkMDzcNpgf4Y9k35OuWfGcoshr/fnes7s6777+nwrEr+XYu1r7Eu5ivUYSt1Ax3WGItYtCTwPhcHAda8vfOEL2LNnD/7+978n/5s6dSpuvPFG/P3vf4dOl13Rmkwm2O32tP9ycZUZMa3WJbltWq0LrrLsdRD6+h6p17cc6UKj2yn5GY1uJ1qOdPV7OZTek2u/fXlP5r/Fz6m09e0cNLmdqLQNzBoUmcfT5g2hSaYcbd5Qv3xfZ1I2uf3mu58z+Z0UUl+u13KzXva7Kh+gwQ5Exa5Q10ZfrtfBSO5+6QvFZM9xZt3XcqQLbd6gbD2X+R4gUaec8AbR5g3CF4r1qR4Qy69Uv0Zj8Zx1c67P7guleqfSZkRbd+is6zeSN9SvV6Khhm1iorPjsBhkrwuHQmdmX/B67TuehwSeh9MG+zNspc2I5ozyyz2HNUv0n57wBtFypAvTal3QAGjzBrM+U+r1UvvpS79lY29fZ1+fVVOf04q1r7Ev5SrWYyh1Ax3XGYpYtyTwPBQGA9e9ysvLUVdXl/afzWaD0+lEXV3dWX++w2rEA/MmZd3kptW6sG7eJDis2Te4vr5H6vUbdx7Cshm1aHanf0aT24lFjTXYuPNQv5dD7j1y+833Pc21LiybUZv8d+rnjLSb+3QO7ptbj5H2/FLD91Xm8dy2aTdWzJqYdWNrcjtx97UTcdum3afL2ofz1h9l27jzEBY11mSVrS/7OZPfSbE6r9KKe+fWS35X986tx3mVVpVKRqQuXhv9Q+5+WTPMivtkzvEHx9LXXfrgmBdN7kS9mNkh0FzrwsrZdThwNP09jW4nlk6vxQXDy9DkdmHMMCs+OObFosaarM+QuoeL5c/1nia3E2vm1OPxXYdy1s25PrsvlOqdkXYzrrpweM5zM9jqJiKiQmO9T5StqsIie11UVVhUKRev1wSehwSeh9MG+7kYaTfj3rn1aX2aG3cewtLp7qx+zma3C4uaTvcdis99oxwWfHDMi3XzJmGYxYDLxjqxVKKftNHtxLIZtXCPKMPGnYck+wrz7bds7P33bZt2S75+Wq0L90k832Y+IxZrX2NfylWsx0D543eYMNjvp/2F56EwNIIgCGoXolhdddVVmDx5Mn7xi1/k9Xqv1wuHwwGPx5NzlI7HH0Z7TxjdwQjKzQa4yoyKN7e+vkfq9cFoHJ2+MLzBKOwWPexmA4KRGLyBgSuH1HvKzHr4QlHZ/ebzHgCyZVE8B2Y9Km3GAQta5zoeh8UAo14LbzCaLJvdrEc4GodH5vjyOW9nWza7xQCbSY+elLKdyX7O5Heihnyu1087/ehOOR/lZj0rHyIU/trI53odjOTulye8Qck6K9d7PP4wuvwR+MJR+EIxlJv1sBl1EAQBUQG9a1lHYTXpYNbroNMAVpMeI3rrQY8/jA5fGLG4gFhcgD8cg8Mifw8X3xOJxREXgJ5gFGW9+43HBVTalOvm/q7LcrUJxHMjHteIclNR1k1DwVC9XomGKraJic7M0a4APIFI8rpwWAwDHrTm9Zo/nocEnofTBvsz7AlvEJ3+MLoDUdhMOpSb9IgJiec28RnHbjGgOxhBlz8Cq1EHi0GHmCBAq9HAmfJs5vGH0R2IIBIXEEx5TrQadLCZEsstKfUVArn7LW0mPYw6LTyBMGwm+X7cfJ8Ri7WvsS/lKtZjoISBiusMRaxbEngeBhYD1/2IHXVEgwevV6LBg9cr0eDB65VocOE1SzR48HolGjx4vRINLrxmiYoLU4UTEREREREREREREREREZGqGLgmIiIiIiIiIiIiIiIiIiJVMXBNRERERERERERERERERESqYuCaiIiIiIiIiIiIiIiIiIhUxcA1ERERERERERERERERERGpioFrIiIiIiIiIiIiIiIiIiJSFQPXRERERERERERERERERESkKgauiYiIiIiIiIiIiIiIiIhIVQxcExERERERERERERERERGRqhi4JiIiIiIiIiIiIiIiIiIiVTFwTUREREREREREREREREREqmLgmoiIiIiIiIiIiIiIiIiIVMXANRERERERERERERERERERqYqBayIiIiIiIiIiIiIiIiIiUhUD10REREREREREREREREREpCoGromIiIiIiIiIiIiIiIiISFUMXBMRERERERERERERERERkaoYuCYiIiIiIiIiIiIiIiIiIlUxcE1ERERERERERERERERERKpi4JqIiIiIiIiIiIiIiIiIiFTFwDUREREREREREREREREREamKgWsiIiIiIiIiIiIiIiIiIlIVA9dERERERERERERERERERKQqBq6JiIiIiIiIiIiIiIiIiEhVDFwTEREREREREREREREREZGqGLgmIiIiIiIiIiIiIiIiIiJVMXBNRERERERERERERERERESqYuCaiIiIiIiIiIiIiIiIiIhUxcA1ERERERERERERERERERGpioFrIiIiIiIiIiIiIiIiIiJSFQPXRERERERERERERERERESkKr3aBegPr7zyCl555RW0tbUhHo+nbdu4cWNen/HII4/gkUcewT/+8Q8AwMSJE3H33Xdj5syZ/VrWE94gOn1heIP/P3v3HidHWeeL/1NdVX2fnpnMkJhIggM9cplMIFy8zUyW5Kwc0RCTzZ514XcUA+p6SMJ6O0TEEBAQ0LPqIup6IagroKsRRWVdETiaZL2RC+EWSZYckpiYmMlM9/S1ui6/P6qrp7u6uru659LTyef9Mrt0dT3P832+1U9Vf6tmEhXtAQltfhmZnIZYOodIQEbYJyGZVQuvu0NeAMCJhIJ4JofOgAxJ8mAsoyKezqE9ICPsl5DIqoilxl+nVRUjCRWRgISuoBc53UAsnTPbBGW0+SRkVR2xdA4dARmyrc82vwSPIGC0qM14bCo6QxICslTWRgAQs8WWVlWcHMthVlguaxMJyPAAGMmPM6tNRkAa36czJCPorTFOPjZ7DpKKitHkeBsRwEiNfhVVx2hR7seyalmuc/l9ZgVkiLa8RfzmkqoUW0dQRsgnIZExj7FT7B1+CRqAuG3cZFbFaCqHjpCMkC32cH5+o/lt1jhjtteFcfPzlUUPTuY/j5GAhM6gF3Mi/qqf4cMjqbKxU4qK0ZSK9qCEsFfCWFZFPG32OSvohQGUfO5DDscrlVMxmnQfx3RwmuuZncFmh0XUdKfi2ii+Ppecu1IKxtIq2vwSvJIHoykFbX4Z7QHz+p1SNIxlzfeDsoikoiKlaJgV9CKr6khkVYR9EgQBkEUPFE1HIqMi5BUR8knQDQPpXH6bT0RAFqEaOnyiiKSiYSx/TQp4RYwkswh4zXP3aCqLWUEfDACpnIZUVkMkYF6DdMOAXxIBAMOJLEJ+GWGvCI9hQBcEJHMaYAAGgERGRXtIQlAUkchpiKdVhPNxSB4Bw8ks/LIEUQL8HhFJh30ymgZNAxL5PHhFDzKqjmRWRdhvfdU0EJQlpHIaxtIqwn4RIa/52vocefPXpKBv/L2xjIpIvs9sPneFXFttgzIiPhmKqiOpqEgqGtoDMgKSBwlFRSJrvvaJHoymFQS95rFUNB2abiCjqOgM+aDkj5fT969q29qD3rLPUyyluNqPiKgVnIrXfaKJmqnrYqbGNd2YBxPzMK4Vc/GnkRTGsmqhdkvm662ALObrqHxd5hUhGEDGqjV9EjwC4BU9UHQdMADdMGu/toCEUL79WL62kkUPTiayCPtlBGQRJ5NZBH3mfgYM5HQgndOQUTTMCnmR1XTE0zlE/DJCXtGsuTJmPRrxy8hpOtI5DUDRuH4JPmk8HggADMAneqBoBpKK6lg32e+jB/I1tzWeT/LAMICgT0IqqyKnG9ANA6msivagt6Q/e18+yYNYOoewf3xcN3VcLKXg+FgWo+kcQl4RYZ8EnywikVHLasfhpAJNN6AZBsYy5vEKeyWohoGUYt5PaPfLkEUBw0kFYb95T9QvearGcWQ0jbFsDl6PWXuP5fez7qfOtHp0psXTqFY8j0wF5sHEPEytln9wffvtt+NTn/oULr30UsydOxeCIDTUz5lnnol77rkH0WgUAPCtb30L73znO7Fr1y709fVNSqwHh5O4+dHnsH3/cGHbYLQL7x3owY2P7EJK0cpeD/V2Y+3SKK775h/QFfLi29e/ARu27KnZxx0rF+Kj/7Yb6ZyG737gTdj02AuObW5/7AV849rL8Mkfj/cZ9Ip44NpL8eWn92NrlTbFcVRrc+fKftz/1Av41Mp+x9hvW9GHdz/wOwRksWR+3WEvHnrfm1yPY8/BxuV9WPvwTpxIKPk4FuID334G6ZxW1q/Vx8blfXj/t58BAHz3A2/Gpseed9zn7sdfxGf+9qK6Yvv4lj24Z/UiPLj9QMXj1xXy4l+vfwNu+VH5uLX6sOY3nFRw39WLC/sEvWLJa8tQtBtrl56D6771DFKKVujn06v6saArBCevDifxCYfP8Mblffjov+3GphV9JePUe7xueGhH4XhVi2M6VJrrXav6cVYT4yJqtlNxbdivz0GviAffexnuf2pfyblrINqFNQM9+MC/7sD911yML9neH4x24brBHggQ8LknXq55Lhzq7cbay0vPw1cunIMNbzvf8fvCxuV9+P++8VssOrMdH7/yfByNZ3D/0/vLzu1rBl+H7/z2Vbx/6Gxkcjre8+AfcPGCDty5sh///MQf8Y4LX1s4V3eHvXj4/W/CzY8+VzbX9Ut70dXmxUe/txv3Xb0Yn6iwzxkRL65+4LdIKZrj9WYg2oVNV/XhUz95Ab/c+5eK16WBaBfeN3g2YpkcHthW+VpZ/H3p41v24LN/eyFOykrFXKx72GxjHb8bH/kdLlnQiRuWnoP1j+zCPasX4bO/eLm0bdH3r5SiIegVsfm9l+FLT+3H1v0nCvst6e3GPasXYV5HoLDtyGgaG7bswdZ91fcjImoFp+J1n2iiZuq6mKlxTTfmwcQ8jGvFXLw6nMTtP3kB17zxrLrv71n15wNbX8Hfu2hv1UlW3WjVnee/JoI7Vvbhs/+xF796+QTuu3oxPvfLlyvWaQCw+drL8I2t/1UybvG+G5f34Qu//CNWXzIf3/3dQVw/1IPri+rh4rrJzX30oWg3br3qAtzz+Iv44OW9+NRPS+9/L+ntxr2rFyGn6WV9WfO++uu/w8A5Xdi4/ALc8qPnq9ZxR0bT2PCDPYWasFqtv25pFJmchm9sfaXwXqX9C8dg8+9x8YIO3LZiIf7+a7/BiYRSFserw0nc8+8v4UN/fS4++ePy+8d3rerHZ36+Fz977s8V5zGdTpX6uBXPI1OBeTAxD1NPMAzDaHYQEzF37lx85jOfwbvf/e5J73vWrFn47Gc/i+uvv97V/vF4HO3t7YjFYohEIiXvHYtn8JF/213yYbYMRLuweEEn7n9qf9XXV1wwB/f+fK+rPgajXbjpbefhL2NZbLZ9UShus+Ft55X1uW5ZFLsOjkxam8FoF+5e1Y+P2xZz8ftrBnpwRpuvpN8Hrr20LPZasdlzsGbA/ALkNidWGwBV9/n0qv6yLzy1YrtuoKfqsXBzjKv1Yc3vFy8eK4mjnpxZ/fzT311U9hvPh0dSZQ/77WPX+1mqdbyc4pgs1dZrrbnes3oRf4KKTkvNWhvV1utEOV2f1y2LYvfBEWxr4Fw8FO3Clf1z8YlHny/pz+250OnaZ7HOk7sOjWJeux8/e+5oxRguXNCJXQdH8I7+uTgSy+D+p/Y7nqsfuPZSfHP7gZKiuTi25f1z8eZzurDxR89X3Wd2xI9dh0arfhe4KD/Pavn49KqFePy5oxVzb/9+dN1AD47FMzVz4fQdy+21uVbMS3q78cWrFxd+Qn/dI7tKinKn/U5lU7leiWjy8TsxUX2auS64XmtjHkzMw7hWrGH/NJLCTVv2YHG+pqv3/p61X6Pti+/PDeUfFFer9ay2ABzHLWb1vXn7gcJ+9vuS1kPN//2DZ13V0EPRLvxvh3uSlrv/ph+P7zlSsZ4tjr1avQcA6x7eVfKDzNVyOhTtwtv75+LmBu4N2O+RWnHc/Tf9uGnLnpr3h+1ti+cxnfVoK9XHvMbWxjyYmIfp0fL/xrWiKHjLW94yqX1qmobvfve7SCaTePOb31xxv2w2i3g8XvKnkpGk4vhhBoDt+4exeH5HzdeS6HHdx7b9w5BED2ZHfFXbOPW5eH7HpLbZtn8YCUWr+v7siK+sX6fYa8Vmz8HsiK/kda2cWG1q7ZN0mE+t2GodCzfHuFZckugpi6OenFn9jCSVsn3HMmrNsSf7eDnF0ah61mutuY5l1EmLi6iVTNfaqGe9TpTT9Xnx/A7HB6dA7XPx1v3DZT9wU8+50M01avH8DsyJ+KvGYI05J+Iv9O90rp4d8TkW8ONz9SOd02vuY8VVLXYrjmr7zYn4q+be/v1odsTnKhdOfbi9NteK+df7ThR+Ev5EQnEsyu37nUqmc70S0cTxOzHRxEznuuB6rR/zYGIexrViDRvPx9zo/T1rv0bbF9+f21pUg9ZqW2ncYtuKarDi/Yv9et8JxNI51zX01gr3JC2z26rXvMWxO7HquBMJpeShNVA9p1vztbLb/Ssdg+I4rM+Gm/sGleYxnWZyfcxrbP2YBxPzMD1a/sH1+973Pjz88MOT0tdzzz2HcDgMn8+HD37wg3j00UdxwQUXVNz/7rvvRnt7e+HP/PnzK+4br/GBzap6zddj6VxdfYylc0hktKptnPq09zNVbYolMlrZPk6x1xrH/r69Dzc5SWS0mvvEG8hBrT7dHGM3x7PWZ8lpXDunz6vTnO1ju+m72vv2+dVaN/Woa73Wmmum+vtEp6rpWhv1rNeJcjrPTMb5vJ7+it93c43KqrrrPu37urnW2vtx8/3DisttTLX2cft+PeM6vXZ7LGt+z8l/9uM11sCpeP2YzvVKRBPH78REEzOd64LrtX7Mg4l5GNeKNawVc6N1ZaUaptG61G3N5bZ2svqutn+t4+Z0D9ztvk7vu6n3nGq9idSitfZ3qlWtvLi5b+Bkutf+TK6PeY2tH/NgYh6mR8s/uM5kMvjc5z6Hv/qrv8L69evxkY98pORPPc4991zs3r0bv/3tb/G//tf/wrXXXosXX3yx4v4333wzYrFY4c+hQ4cq7hvxV//nxH2Sp+brtoBcVx9tARlhv1i1jVOf9n6mqk2xsF8s28cp9lrj2N+39+EmJ2G/WHOfSAM5qNWnm2Ps5njW+iw5jWvn9Hl1mrN9bDd9V3vfPr9a66Yeda3XWnP1V3+f6FQ1XWujnvU6UU7nmck4n9fTX/H7bq5RPsnjuk/7vm6utfZ+3Hz/sOJyG1Otfdy+X8+4Tq/dHsua33Pyn/1IjTVwKl4/pnO9EtHE8Tsx0cRM57rgeq0f82BiHsa1Yg1rxdxoXVmphmm0LnVbc7mtnay+q+1f67g53QN3u6/T+27qPadabyK1aK39nWpVKy9u7hs4me61P5PrY15j68c8mJiH6dHyD6737NmDiy66CB6PB88//zx27dpV+LN79+66+vJ6vYhGo7j00ktx991348ILL8Q///M/V9zf5/MhEomU/KmkM+TFYLTL8b2BaBd2HRqt+VrVdNd9DEa7oGo6jsezVds49bnr0CgGJrHNYLQLYa9YMY7BaBeOx7Nl/TrFXis2ew6Ox7Mlr2vlxGpTa5+Qw3xqxXY8nq0Ze61jXK0Pa372OOrJmdVPZ6j83xdp80tVc6Jqetk4Ez1eTnE0qp71WmuubZP4QJ2olUzX2qhnvU6U0/V516FRDDV4Lh6KduFYPFPWn9tzoZtr1K5Dozgez1SNwRrzWDxT6N/pXH08nq0x1wwCsqfmPlZc1a5RVhzV9jsWz1Qdy/796Hg8i2MucuHUh9trc62Yl/R2oztsXq+6w14s6e2uud+pZDrXKxFNHL8TE03MdK4Lrtf6MQ8m5mFcK9awkXzMjd7fs/ZrtH3x/bmhohq0VttK4xYbLKrBivcvtqS3G+0B2fU98KEK96otx8eq17xW7JXaW3WcU61Xba5D+VrZ7f6VjkFxHNZnw819g0rzmE4zuT7mNbZ+zIOJeZgeLf/g+umnn67456mnnppQ34ZhIJstP9E3Yk7Ej0+v6i/7UA9Gu7BmoAebtx1wfD3U2431y3qxedsBrH1oJ+5YudBVH3es7Mfah3Ziw5Y9uG1FX8U2ax/aiY3LS9/fvO0A1i2NYsh2YWm0zZ2r+vGJR/dUjP22FQuxYcuesvlt2LKn7tiKc3DrVX3YsGXPeBxFObH3a29j5s053luv6sPHvr8bd67sryu2DVv2YM1AT9Xjt/ahnbizyjGu1oc1v83bDpTsY39tGYp2Y/3S3kLOrH4+vaq/7N9nBYAzO4O4q8Jn+Nar+rD2oZ1l40zkeFWKYzpUm+tdq/pxZmewKXERNdupuDacrs+btx3AumW9ZeeugaJz8XqH9wejXVgz2IO57YGSYrRwLoyW7j/UW34e/sGOQ2XXF6tv6zz54pEYLnndLKxbGi0reoei3Vgz2IMXj8Swbmkv5rYHsHnbgcIxenDbK1gz0FNot2HLHmy8qq8stoFoF9Yv7cWlPbNw4yO7cMfKhRX3ecPZXdiwZU/F681APva9R+KFfFTab257AGsGq18ri19v2LIHc9sDVXNhtRko6mMo2o11S3sL19WytkXfv6yYnY75kt5u3Lt6EdqDZsHdHvTintWLyopz+35ERK3gVLzuE03UTF0XMzWu6cY8mJiHca2Yi9fmY37pSKykVnF7f8+qP/ceibtqX1wnFdedQ9Fu3LGyHz/YcajQ1l43Fddpm7cdwPqlvdh7NF5x31uv6sMPdhzCmoEe7D0SxzpbPWzVTfM6Aq7uow9Fu3HrVX14cNsr2Li8r2zMJb3dWPr6Mxw/A8Xz/uPROD69qr9qHWfVesU1YbVaf92yXszrCJS8V2l/+zGw7pXb47A+G1t2HKp4b/uuVf14dOfhivOYTqdKfdyK55GpwDyYmIfpIRiGYTQ7iMmwf/9+/Nd//ReWLFmCQCAAwzAgCILr9p/4xCdw5ZVXYv78+RgbG8N3v/td3HPPPfj5z3+Ot771ra76iMfjaG9vRywWq/hTOsfiGYwkFcQzKiIBCRG/jExOQzydQ5tfRtgvIZlVC6+tnzw6kVAwlsmhIyBDkjwYy6gYy5j7tPklJIratPklpFUVIwkVEb+ErpAXOd1ALJ0rtIn4JWRVHfF0Du0BGbKtz4hfgkcQMJpvEymKLZZW0RmSEJClsjYCgJgtNjOWHDpCMoK2Nu0BGR4AI/lx7Pu0B2WEvNXHsWKz5yCpqIilxtuIAEZq9KuoOmJFuR/LqmW5zuX36QzIEG15a8//RI09B1ZskYCMsE9CIqMiXiH2Tr8EDea/u1rch5l783iFfFJZXCKAUSsn+XHGbK+tca35yqIHJ63Po19CZ8hb82Hx4ZFU2dgpRcVoSkV7QDLHzaqIp80+Z4W8MICSz33YV368UjkVo0n3cUyUm/XqNFdefIimf224Wa8TVXJ9Lj53pRSMZVSEfRJ8kgejKaVw/crkNKQUDWNZFW0+CUGviKSiIqVomBX0mv/2c1ZFyCfBIwCy6IGi6UhkVAS9IsI+CbphIJ3Lb/OJCMgiNEOHTxSRVLRCjoNeESPJLAJe89w9mlIwK2jGmMrH0Za/PuqGAb9k/tVgw8ksQj4ZYa8Ij2FAFwQkc+a/d2UYQCJrnruDkohETsNY2owjKIuQPAKGk1n4ZAmyBPg8IpIO+2Q0DZpm9hX2S/CJHmRUHcmsmTcIAGAgKEtI5bR8PkWEvOZr6/roEz04mVIQ9IoIeiWk8/u25fvMauN9BmUzFut7TMQvQ1H1Qv4jfhkB2YOEoiKZNV/7JA9iaQUBrwSv5EFO06FqBjI5DZ1BL5R8/07fv6ptcyq2YynF1X6noulYr0Q0efidmKgxzVgXXK/uMQ8m5mFcK9awfxpJYSyrAgZgAGYt5DdroVRxXeYVIQDIqGZdadWfXtEDRdcBA9DztV+bX0Io3z6RURHyS/CKHpzM141BWcTJZBYBn4SwLMKAgZwOpHMaMrl8navp4/exvSISiopERkNbQEK7X0ZO05HO15zWuGGfBL80Ho8Bs0z0iR4omoGUojrWTfb76EHZrLmt8fySB4YBBH0SUlkVqm5A0w2kFA3tgdL+7H35JQ/i6RxCvvH93NRxsZSC42NZxNI5s673SvB5RSSKPl9W7TicVKDpBjTDwFhGRcgros0nQTXMGM3a1TwGw0kFYZ95T9QvearGcWQ0jbFsDl6PWXtb98et+6kzrR6dafE44TXWPebBxDxMrZZ/cD08PIy/+7u/w9NPPw1BELBv3z6cffbZuP7669HR0YF/+qd/ctXP9ddfjyeffBJHjx5Fe3s7Fi1ahA0bNrh+aA3wRh1RK+F6JWodXK9ErYPrlai1cM0StQ6uV6LWwfVK1Fq4Zolmlpb/C9c//OEPQ5ZlHDx4EOeff35h+7ve9S58+MMfdv3g+oEHHpiqEImIiIiIiIiIiIiIiIiIqIqWf3D9i1/8Av/xH/+BM888s2R7b28vXn311SZFRUREREREREREREREREREbnmaHcBEJZNJBIPlf3f8iRMn4PP5mhARERERERERERERERERERHVo+UfXC9ZsgTf/va3C68FQYCu6/jsZz+LpUuXNjEyIiIiIiIiIiIiIiIiIiJyo+X/qvDPfvazuPzyy/HMM89AURTcdNNNeOGFF3Dy5Els37692eEREREREREREREREREREVENLf8b1xdccAH27NmDN7zhDXjrW9+KZDKJv/mbv8GuXbtwzjnnNDs8IiIiIiIiIiIiIiIiIiKqoaV/4zqXy+GKK67AV7/6Vdx+++3NDoeIiIiIiIiIiIiIiIiIiBrQ0r9xLcsynn/+eQiC0OxQiIiIiIiIiIiIiIiIiIioQS394BoA3vOe9+CBBx5odhhERERERERERERERERERNSglv6rwgFAURR84xvfwBNPPIFLL70UoVCo5P3Pfe5zTYqMiIiIiIiIiIiIiIiIiIjcaPkH188//zwuvvhiAMDLL79c8h7/CnEiIiIiopnp8OHDGB4ebqhtV1cXzjzzzEmOiIiIiIiIiIiImqnlH1w//fTTzQ6BiIiIiIjqcPjwYbz+3POQTiUbah8IhvDyH/fy4TURERERERER0Smk5R9cExERERFRaxkeHkY6lcSb338H2uYsqKvt2LGD+M3XN2J4eJgPromIiIiIiIiITiEt+eD6b/7mb1zv+8Mf/nAKIyEiIiIioka1zVmAzvm9zQ6DiIiIiIiIiIhmAE+zA2hEe3t74U8kEsGTTz6JZ555pvD+jh078OSTT6K9vb2JURIRERERERERERERERERkRst+RvXDz74YOG/N2zYgL/7u7/Dv/zLv0AURQCApmm44YYbEIlEmhUiERERERERERERERERERG51JK/cV1s8+bN+NjHPlZ4aA0AoijiIx/5CDZv3tzEyIiIiIiIiIiIiIiIiIiIyI2Wf3Ctqipeeumlsu0vvfQSdF1vQkRERERERERERERERERERFSPlvyrwoutWbMG1113Hfbv3483velNAIDf/va3uOeee7BmzZomR0dERERERERERERERERERLW0/IPr//N//g9e85rX4POf/zyOHj0KAJg7dy5uuukmfPSjH21ydEREREREREREREREREREVEvLP7j2eDy46aabcNNNNyEejwMAIpFIk6MiIiIiIiIiIiIiIiIiIiK3Wv7BdTE+sCYiIiIiIiIiIiIiIiIiaj0t+eB68eLFEATB1b47d+6c4miIiIiIiIiIiIiIiIiIiGgiWvLB9cqVK5sdAhERERERERERERERERERTZKWfHC9adOmZodARERERERERERERERERESTxNPsAIiIiIiIiIiIiIiIiIiI6PTWkr9xPWvWLLz88svo7u5GZ2dn1X/v+uTJk9MYGRERERERERERERERERER1aslH1x//vOfR1tbGwDgC1/4QnODISIiIiIiIiIiIiIiIiKiCWnJB9fXXnut438TEREREREREREREREREVHrackH13a6rmP//v04fvw4dF0veW/JkiVNioqIiIiIiIiIiIiIiIiIiNxo+QfXv/3tb3HNNdfg1VdfhWEYJe8JggBN05oUGRERERERERERERERERERudHyD64/+MEP4tJLL8XPfvYzzJ07F4IgNNTP3XffjR/+8IfYu3cvAoEA3vKWt+Dee+/FueeeO6nxHh5JYSyjIp7OoSMkI+SVCq/bAzLCfgnJrIrRlPm6PSDDMAzErDZBGSGfhERWRTytojMkISCX96GrOobTOUQCMrpDXnN/+ziKitFkaZ+x/LgdARmqYYz3G5QRtu0T9ktIqypOjuVj9UvQgPL5WOM4zLfNL8EDYLTCOIXYMipi6fGc6IZRmE9nSEawqF+rjT0OD1Cex3y/lY6FWBxbflsqp2IkUT6um3HK5ucwbsQvwQAqHq9ZYdnxmEsARmrkoPj4RfwSBEHAaDpX9fOYzqkYSaqIBCR0Bb3I6QZi+TbtARmRgIx5HYHCZ/xYPIORpIJ4xmwzK+iFAZRsi/hlZHMaRtM5dAZkSJKn7HPx2s7gpK69RhSvVysfZ86AuIiarVXWRiyl4ERCwUhKQcgnQQAgCEBQFpHMqRjLaOgIyJjd5kN70FvYP5ZWEPJL8IkeZFUd8bSKkE9EQBYheQTohoG0qiOVVdER9CLkkxBP5xBL5xDySfBLHuR0HWNpFbNCXgBARtUgQIABIK2o6Ax6oWg6xjKqGZsAWN9gPB7AL4pI5jSMpVW0+SV4JQ9GUwqCXvOrmwEDAcmMJ6Fo+X5E+CURHgGQPAJyuoGMqsEjCNANIJEx+wp6RWQ0DbpujqkbQCKrIuQ156hCh99jju8RANnjQSqnIZXVEAlI8IoeJLMK2gM+JBSt8DkI5fuNp/Lz0/Pz84rwyyJyug4BgOTx4GQii5DfbOMBkNMNZFXdjKPoWIVkEZphIKVoEAQzf8msirB1fDQzz20BCZ1BL+ZE/EXXoRza/DLCXhGRgFx2jIM+CR5BgEcAfKIHCUVFIqOhzS/BJ3kgewRkNB26AeiGgVRWRXvQi+6QF+1B87gei2cwmlJgGIABIKWYn4mALGIsk0MsPX4t9EkenEiYcYV9Zh5H0wrCfrmkTyKimaZVrvtE02mmrouZGtd0Yx5MzMO4VshFLKXg+FgWY5kcOvO1Qc7QzdpQ0ZDI5NAV9iGn6eb9tXzdIgoCUqoGQ0ehXor4JQRlEYmcNn4f1ysiq2nI6cBYurR+hGDet2sPmHVqIjteh8IA0jkNKUVD2Ddej4a8EnK6Dk0366VkvpbzABDyNW1C0TCWvx/qFT0YSZl1mCgAkuhBJmeOFQlICEjmPMcyZrxWvdQR8CKr6hjLz8sreZDTdOg6kFTGxzQEQIAAySOgK19fWfVfPGPeIw/7zPvusaJ75tZ+x8eyGE3nEPaJCHslZDUd8XSuUDcW93t0NI10TjP/5PPiEQB4AK/Hg4yql+RYEADZIyCRM+vnSEAu1K+xlIKTSQUQgExON+cflBGSzOM3llERztfIHg/Q5pOhaTrG8rnqCMkIOtwntj7f9hyw9mxcK5xHpgPzYGIeTFOVh5Z/cL1v3z784Ac/QDQanVA/v/rVr7B27VpcdtllUFUVt9xyC6644gq8+OKLCIVCkxLrq8NJfOLR57B9/zCCXhH3Xb0YD24/gO37hwv7DEa78N6BHtz4yC6kFA1Dvd244fJzcP23ngGAkjbdYS8eet+bsGHLnrI+7lzZj00/fh6ZnI6vvedS3PKj58r22bi8Dx/7/rPYtKKvJI6gV8Tm916GLz21D1urxGaNs/FHu3AypeC7H3gTNj32gutxAGAo2o21S8/Bdd96BilFKxnn41v24J7Vi8rbFOUk6BVLclApr8Xj2PNY7VjcuXIhPvDtZ3BoJF3YdsfKhbjrZy/is//jorLcVxvHnkc38yvOycblfbjrZy/in69eXPGY/+Mju3B4ND3hz1ZxmztWLsRH/203AOBfr38DbvnR82X73LWqH2d1hXBwOImbH32u9LN07WX40tPln6WNy/uw6cfPV5yP1WezFK/XmRQXUbO1yto4MprGhi17sHXficK2gWgX1gz04JHfvYqb3nY+/td3fo8TCQV/ff5s3Lr8Atzyo+exdd+JiteFgWgX1i2NYnbEh//5jd8hpWgVz53XDfZAEjxQtAy+vvUVXPPGs/Dg9gPYdXAU91+zGJ9/4uWS86IV25Ydh/Chvz4XNz/2HLY5vP8/H/g9Fi/owPWDPQh5Rdz/1P6yftYtjUIUBAgCkMhq+Ma2V8riu21FH47G0vja1lfK5njXyn58+t9fwt9ftgA+yYMvPr3fcZ9NP3kBT+39S0m/t17Vh7Gsis/98mXH3GVyOv71t/8P17zxLLznwT/gLWd34eNvPx+3P/a8Yz4e+d2r+MQ7zsexsSy+vrV8HsXXtf923hm49ao+3PJoae7M+S5EPJ3DJ/LH2Gmcq994Vsk1ct3SKFJKef6W9HbjntWLoGk6Nv3khcKxrRQbADxw7aX48tPlx2rNQA+u/vrvcOlZnbhn9aKSHwQjIpoJWuW6TzSdZuq6mKlxTTfmwcQ8jGuFXBwZTWPDD/Zgx8ERfOmai5HTDHzv969i/V+/Hjc/+hx2HRzFfVcvxhee3Fd2//Ybv/4v/L1DTTIU7caawddh3cNmTfLgey/D/bZ7vVadJnsEtAe92PjY8zXvUVp1zA93HMI//vW5+NRPXyir/W5d3odNj5fWi1a7D/zrDnzx6sWF+qha/X3r8j7c8bMXS/qpFtPDv3sV17zxLHzuF3/ETW87r1DjW+w15FvPn42Nyy/ALY8+j637K+9n9f+1X/8Xbrg8ij+NpnG/Q5286ao+3PnTF/FL27zXLY3CIwApRcfah3cW7qvftaofX/m/+7Fm4OxCHrvDXjz8/jfh5kefc6wfv/v7P+L9Q2djzTf/UHZfvDj+T6/qhyR6yu6LWPUsa8/6tMJ5ZDowDybmwTSVeRAM+9+v3WKWLVuGm266CW9729smtd+//OUvmD17Nn71q1+5/ney4/E42tvbEYvFEIlESt47PJIquYisWxbFroMjJQfVMhDtwuIFnbj/qf0lrwGUtHng2kux2XZRt1gPXXO6gdtsD5OL97npbefh3p/vLXm/ntgGo13YtKIPB4dTVWNxGqdSn9a26wZ6KvZptVk8v6NkHzexA6V5rNbGin3F/dtLtt25cmHZA9xa49j3cTO/4pzUGtc6Fj/efWTCny2nHACoeAwHo124Z/Wisi9KtXJbaz73rl40Zb95Xc96tcd1z+pFp+VPUBE1a21UW69OYikF6x7ZVVKcWazz3u6DI1gz0IPrv/VM2bmq1rVkef9czI74sevQaMX9hqJdWLssii8+tR+LF3QW9lu3LIrdB0dKHqwW9+322jAU7cKV/XPxiUefd9zvHf1zIcD8iXunfYaiXXh7/1zc7PDeYL4gPh7P4KfPHa14vC+yXacA4O5VC/H4c0dLCmx7XEdiGew6OOLqWrl4QSde2+6v2qeVk2rHrdp8rT6smKw5VcvxUG83rlz4msJcJvJ9wBpzSW83vnj14pb/6Xe36/XZZ5/FRRddhCs++S10zu+ta4yRQ/vwizuvxe7du3HhhRdONGSi0xq/ExPVp5nrguu1NubBxDyMa4UaNpZSsO7hXdi6/wTWLYtiXr7+Kb6X6lTrWNuK6027oWgXLszXJNXq0PXLoviS7Yeii9+v975tpXrRqV2te4eV+nGKycqF27q63vvzt63owx8OnMTP6qyTrVoYAI7EMmX31Yvv3T9w7aX45vYDVY/FswdHcKHDffFiZm3+55IH8pZTpfacTLzG1sY8mJgH01TnwTOR4Jplz549hT/r16/HRz/6UXzzm9/Ejh07St7bs2dPw2PEYjEAwKxZsyruk81mEY/HS/5UMpZRSw7i4vkdjgcVALbvH8bi+R1lr+1tZkd8FfvYtn8Y6ZwOVTOq7iOJnrL364lt2/5hqJpRMxancSr1aW2r1qfVxr6Pm9jt+1RrY8Vu35bO6XWP08j86hnXOhaT8dmy9yuJnqrHcNv+4bLPOFA7t7XmE8+oju81YiLr1R7X2CTGRdRKpmtt1LNenZxIKI4PrYHx8962/HkYKD9X1T5/+zE74qu639b9wwj5pMJ41n7W2JX7dndt2Lp/GHMi/or7zYn4MTvir7jP1vw8nFi5mR3xVz3e9usUAMyO+B0L7OK4rHy4uVaa1/rqfVpx1DoeleZbfIyK51Qtx1v3nSiZS7V+3V6Xf73vBE4kFMf9ZrKJrlciml78Tkw0MdO5Lrhe68c8mJiHca1Qw55IKIWHi4vnd2BOxF92L9WppiiuYarVQVZNUq0ODfkkVzVX8bZa94Kd6kWndrXuHVbqxykmqy+3dXW991BVzcCcBupkqxa2asji/e337mdHfDWPhXVcq83TrKOd74u0au05mXiNrR/zYGIeTFOdh5b8q8Ivuugi8985LPpl8euuu67w39Z7giBA07S6+zcMAx/5yEcwODiIhQsXVtzv7rvvxu233+6qz3g6V/I6q+pV97e/77R/IlN9bmPpHGr9Ov2YLa5GYhtL56DVGMhpnFpj1ppfVtXL9qk3djdtnGK3H896+wTcza/eccfSuUn5bDn128g+tfquOZ9M7XHdmsh6tZvMuIhayXStjXrWq5N4jTisc5N1Hq73vGhdf2rt59S/2zbVxnbTl5tze7V93MyvkWtqPbmod59G4q3Vx1Tm2GmfVry+THS9EtH04ndioolhDTuzMQ8m5mFcK9SwxfVrSW2Qdt5u3zaROsjSyD3KRto4tWs0/mo5cRtbvWPHG7jvWmu7/X5qPbFX27fm/e7T6DzghNfY+jEPJubBNNV5aMnfuD5w4ABeeeUVHDhwwPGP9d4rr7zSUP/r1q3Dnj178Mgjj1Td7+abb0YsFiv8OXToUMV9IwG55LVPqp56+/s+yVO2LewXq/bRFpDLxnXap9bYtd5vC8iuYqmnT6D2/HySp2wfN7E75bYap9hr5dVpHDs386t33LaAPCmfLad+ax3DRj5LNefjr/5+PSayXqcyLqJWMl1ro5716iRSIw7r3GSdh+u9LljXH7fn+eL9JvPaUK0v69xea59qcdR7PanVZ3Fc9v92s3+tOBqJt1YfbnJca8x64mrF68tE1ysRTS9+JyaaGNawMxvzYGIexrVCDVtcvxbXD8X32arVXpNRkzRyj7KRNk7tGq3jquXEbWz1jh1p4L5r8XanY2G/n1pP7NX2rXmv9zQ6DzjhNbZ+zIOJeTBNdR5a8sH1WWedVfjz8MMP48knnyzZdtZZZ+HJJ5/Ed7/73br7Xr9+PR577DE8/fTTOPPMM6vu6/P5EIlESv5U0uaXMBjtKrzedWgUA0Wviw1Eu7Dr0GjZa3ub4/FsSZ/FBqNdCMgeSKJQdR9V08viqCe2wWgXJFGoGYvTOJX6tLYdj2drtrGP6yZ2+z7V2lix27cFZE/F+VYap5H51TOudSwm47Nl71fVdKiaXnVs+2ccqJ3bWvOJ+CfvL4WYyHq1x9U2iXERtZLpWhv1rFcn3WEvlvR2O75nnfcG8+dhAIXXltrn7wyOx7NV9xuKdiGZVQvjWfvtOjSKoRrXhlrXF6v/Y/FMxf2OxTM4Hs9U3GcoPw8nVm6OxzNVz+H26xQAHI9nMBStnPtj8UwhH9b1p9Z8a/VpxVGtr2rzLT5GxXOqluOh3m4cL5pLtX7dXpeX9HajO9x6/8bYRNcrEU0vficmmpjpXBdcr/VjHkzMw7hWqGGL69ddh0ZxLJ7BUP5enBW7U01RXMNUq0utmqRaHZrMqlXfr3TftlpunepFp/uhte4dVurHKSarL7d1tZt6tPi1eQ+8/jrZqoWterh4f/u9++PxbM1jYR3XavM8Hs9gqMJ9kVatPScTr7H1Yx5MzINpqvPQkg+ui331q1/FeeedV7a9r68P//Iv/+K6H8MwsG7dOvzwhz/EU089hZ6enskME2d2BnHXqv7Cwdy87QDWDPSUHdzBaBfWDPRg87YDAMwbo+uW9mLztgNlbTZs2YONy/sc+7hrVT9ufGQX1n5nJ+5c2e+4z61X9WHtQzvL4ti87QDWL+stu0lsj20w2oU7V/Vj7Xd2YsOWPbhthXMslcYBgKFoN9Yv6y30WTzOhi17nNsU5cSeg0p5LR7Hvk+1Y3Hnyn6sfWhnybY7Vpq5dcr9ULQb6yscr0bmZ8/jjY/swh0rF1Y85mu/s3NSPlv2+a59aCfWPrQTd1YZ+8zOID69qr/8s7TU+bPkZj6v7QyiGezr1R7XmU2Ki6jZWmVttAe9uGf1orKH1wP58+BLR2K49ao+bNiyBwCw92gcn17VX9i/0jlxINqFdUt78Yazu7Bhy57q59vBHig5A+uWRvHikRjWDPRgINplthnsKTsvWrH9YMchx+vLQNE5fCDf/zlnhMoKUSvG6BlhRGeHMbc9UFZUD0a7sGnFQszrKH9vIH/t27LjEOZ1BLB+aa/zPqv68dKRWFm/l/bMwvVDPY5t1i3txdz2QCEfm7cdwN4jcdy2YmHFfLx0JIY3nN3l2Kf9uvbSkVjFz+emFQsxGO2u+pkou0Yu63XM35Lebnxm9SIMRrsL7arFtnnbAaxbGnU8VtY+S3q7ce/qRWgPnt43D4hoZmmV6z7RdJqp62KmxjXdmAcT8zCuFXJh1a9Dvd3YvO0A5rYHsG5ZL7657UDhnplVexbXHdb9271H4441yVBvN9YMFtUky3or1o+SIODWq/oc+7Dfo7TqmC352tWp9rv1qr6yetFqt2HLHrM+itauv2+9qg8v2vqpFpNVaz6683BJjW+x15B/zN8LsOfFvp/V/wNbX8FAtBvrlkYrznvvkXjZ9nVLe3HOGWZ9Xnxf/a5V/Xhg6ysl9wA2bNmDjVf1VayR9x6NY90y5/vixfEPRM0a054D1p71a4XzyHRgHkzMg2mq8yAYxf9QdAvy+/146aWXyh40v/LKK7jggguQyTj/pozdDTfcgIcffhg//vGPce655xa2t7e3IxAIuOojHo+jvb0dsVis4k/pHB5JYSyjYiyTQyQgI+yTCq/b/DLa/BKSWRWxtPm6IyDDMAzEbG0SWRXxtIqOkISgXN6Hruo4me+jO+w197ePo6iIpex9mu93BmSohjEeq19G2F+6T5tfQlpVMZLIx+qXoAHl87GNU/x+xC/BA2C0wjiF2DIq4pnxnOiGUZhPe1BGyCvVzKsHKM9jvl97H1YbsSg2a1sqp2I0WblNtXGsfaz5tQdkhGyxtvslGEDF49URkh2PuQRgpEYOio9fu1+CIAgYTeeqtknnVIwkVUT8ErpCXuR0A7F8mza/jPaAjHkd42vkWDyDkaSCeMZsMyvkhQGUbIsEZGRzGmLpHDoCMiTJU/a5mOqH1vWuVysfp8vFh6ia6V4bbtark1hKwYmEgtG0gqBXggAAAhCSRSRzKhIZDe0BGbPbfGgPegv7x9I5hHzmX5WdVXXE0yqCPhEBWYTsEWAYBlKqjlRWQ0fQPI/H07l8Owl+yQNF15FIq+gMeSEAyKgaBAgwAKQVFZ1BLxRNx1hGRcgnwSMAhhkeBA8QEEUkcxrG0irCfgk+yYPRlIJAfh4GDPglM56EomEsqyLoFeGXRHgEQPYIyOkGMqoGjyBAN4BEVkXYJyHkFZHVNGi6OZ5uAEmrvSxCgw6/xxzf7MuDVE5DKquhLSDBJ3qQzCpoD/jMsfOfg7BXREbTzO8nAS9yujm/oNfMXU7XIQCQPB6cTGYR8skIeUV4AOR0w/w3urJmPqxjFZZFaIaBVG48f8n8PHySB9l8Dtt8EjpDXsyJ+IuuQ+NxRQJy2TEOekWIHgGCAPhEDxKK+ZkI+81jKHsEZDQdhgFouoGUYn5eusPeQpF/LJ7BaEqBYZjHL6WYcw94RYxlcoilx6+FPsmDEwkFYxnzc+IVPYilFYR8pX22Orfr9dlnn8VFF12EKz75LXTO761rjJFD+/CLO6/F7t27ceGFF040ZKLTGr8TEzWmGeuC69U95sHEPIxrhRo2llJwfCyLsUwOnfnaIGfo8IsikoqGZDaHWSEfcpqOeEZFW75uEQUBKVWDoaNQL7X5JYRkEYmcNn4fN18H5nQU6jS/JEIUAAjmfbtIwIucZtZlVh0KA0jnNKQUzazVBPMXwEJeCTldh64DmmEgmVUR8krwCALgMRAQxUK9GAnI8IkejKTM2lz0CJA8QqEGbPNLCMjmPIv3H00r6Ah4kVV1jOX380ke5DRz3KQyPqYBAx5BgOgR0BXyltR/hZo1f989XnTP3Nrv+Fi2UCe2+SRktfy9gHzdWNzv0dE00jnN/JPPiygIgGDAK3qQUfWSHFs1unU8In65UL/GUgpOJhUIApDO6eP3uiXz+CUy4zWy4AEiPhmapmMsn6uOoIygw/1p6/Ntz8GpVHtOJl5j3WMeTMyDaary0PK/tz5//nxs37697MH19u3bMW/ePNf9fOUrXwEAXH755SXbH3zwQbz3ve+daJgFjR409zMZt6Dov9uDXry2oZFdOGPiXcxtoE0j82kkj43E1sg4do3M7zUNtJnb4e4HM4rNq9JmTsSPORG/4/ZWczpebIjcaJW10R6sryCrd/9irXiOa6azzwhPWd+VrkPAxI5xvWMB5dfK8rFDkxYLEdFUaZXrPtF0mqnrYqbGNd2YBxPzMK4VcjHZtUq9Xuf8t0pPqsn9+01rc5vTenPfyL3UyRp7pvV/OmmF88h0YB5MzINpqvLQ8g+u3/e+9+FDH/oQcrkcli1bBgB48skncdNNN+GjH/2o635a/BfPiYiIiIiIiIiIiIiIiIhaVss/uL7ppptw8uRJ3HDDDVAUBYD514dv2LABN998c5OjIyIiIiIiIiIiIiIiIiKiWlr+wbUgCLj33nuxceNGvPTSSwgEAujt7YXP52t2aERERERERERERERERERE5ELLP7i2hMNhXHbZZc0Og4iIiIiIiIiIiIiIiIiI6uRpdgBERERERERERERERERERHR644NrIiIiIiIiIiIiIiIiIiJqKj64JiIiIiIiIiIiIiIiIiKipuKDayIiIiIiIiIiIiIiIiIiaio+uCYiIiIiIiIiIiIiIiIioqbig2siIiIiIiIiIiIiIiIiImoqPrgmIiIiIiIiIiIiIiIiIqKm4oNrIiIiIiIiIiIiIiIiIiJqKj64JiIiIiIiIiIiIiIiIiKipuKDayIiIiIiIiIiIiIiIiIiaio+uCYiIiIiIiIiIiIiIiIioqbig2siIiIiIiIiIiIiIiIiImoqPrgmIiIiIiIiIiIiIiIiIqKm4oNrIiIiIiIiIiIiIiIiIiJqKj64JiIiIiIiIiIiIiIiIiKipuKDayIiIiIiIiIiIiIiIiIiaiqp2QEQERERERFNh8OHD2N4eLjudl1dXTjzzDOnICIiIiIiIiIiIrLwwTUREREREZ3yDh8+jNefex7SqWTdbQPBEF7+414+vCYiIiIiIiIimkJ8cE1ERERERKe84eFhpFNJvPn9d6BtzgLX7caOHcRvvr4Rw8PDfHBNRERERERERDSF+OCaiIiIiIhOG21zFqBzfm+zwyAiIiIiIiIiIhtPswMgIiIiIiIiIiIiIiIiIqLTGx9cExERERERERERERERERFRU/HBNRERERERERERERERERERNRUfXBMRERERERERERERERERUVPxwTURERERERERERERERERETUVH1wTEREREREREREREREREVFT8cE1ERERERERERERERERERE1FR9cF/n1r3+Nq666CvPmzYMgCPjRj37U7JCIiIiIiIiIiIiIiIiIiE55UrMDmEmSySQuvPBCrFmzBqtXr56SMQ6PpDCWURFP59AekBH2S0hkVcRS46+TiorRpPm6zS9BABDLt+kMyQh6pUIf9tdWHzlVx2g6h0hARnfIi7GsWnncoIywrzQO+7j2fTrDMoJy6bhtfvPjFK/QxmmciF+CUaVNR1BGyFc+jgfAqG0+Vt4qtSmOzR6/1SaRURGr0MZpn7BfQiqnYiRR33zsfdhzogM1j3G1z0l3mwyfVNTGIfdhvwQJwIg1v5CMkLc8J8msilhaRSQgYVbQC0XTy2JJ5VSMJlV0BKWyWCMBGQKA0XSuZD6JjIp4xuw37CudTyQgY15HYErWYD2c1uuZncFmh0XUdK2yNmIpBScSChJZM86spsPQAQNASlHREfSa55+sirFMDh1BLxRVx1gmh7Bfgl8SkVQ0jKVzaAvICMkiBAFI53TEMzm0+SUEZBGGbgCCgFTO3DcSkBH0ihhOZhH0SvCKHii6ObAB86cGdQBjaRUhnwi/LMIDmPsAkD3mzxUaANI5DSlFQ5tPgiAAggB4RQ80Q4fPIyKnG8ioOhL586lfFpHMqkhmNbT5JfhkD7yCAMUwkM3pyKkqOoI+JBStcPxCXhGKriGnAQIA3QASWRUhr4igV4QkCEjktJJ4VV2HAMAreSBCyMehQYAAA0AyqyLslwAzNfDLImLJDDpCfiQVDclsDrNCvsI1pT2fy2ROK1ynQl4REoCYoiGeMa9LAeuYZMxYArIIySMgpxlIqxpSWQ3tQRntAXn8uAZk6AaQylnvSwh5zWtiPG3Lm6KhI38dMq9/49+l2oPeks+U9XlJZFVEAnLhsxRL5xD2mcd9NK0g7DfbA8BoKoekMj7O7DYf2oNe15/leKY0nsnan4iomla57hNNp5m6LmZqXNONeTAxD+Nmci7+NJJCVtWRzddT+f+ZNUxWxayQeS8unh6vgQBgJKUg5JMQlkVoQEntGpRFwDAgecxaMJMz65awz7x/KIqATzRrq0RRbSUAOJlSEPDm6898jIb1fwQgKItQdB0iBAR9EuLpHDTdKNSBkYAEn2TWVylFQyg/pscDBCQRY/l6NRKQ4JU8gIGyWjLil+CTRaQUFYmMua9HECB5xseMpXOFvgUBCOTr6qyuQ/Z4kMzXvJGAjLDXrGPHbDUeAFd1Uyyl4PhYFqPpHEJeESGfhI6AXNg3llIwklKQUrSyOcuiB4IBpFW9UAfnNPN4dAa8UHQ9fwzG2wgQzNrf40FW06EZBlJZFe1Br2OMVv03mjY/E0FZhKYbRTWwjDlFtedU1ounci06k88j04l5MDEPpj+NpMafheWfU712EvLAB9dFrrzySlx55ZVT1v+rw0l84tHnsH3/cGHbYLQL7x3owY2P7EJK0cpeD0W7sXbpObjuW88g6BXx0PvehA1b9mD7/mF0h70lr4v73Li8D+//9jOYFfTia++5FLf8yP24APDAtZfiy0/vx1aHNrc/9gK+ce1lJeMGvWLVNpXG2XztZfjS0/sc23x8yx7cs3oRHtx+oCz221b04d0P/A4nEkrJnD/2/WexaUVfWZuh3m7ccPk5uN4hj0GviPuuXly1DQDHfQajXbhj5UJ87PvPYjipNDyfSjmpdYzXPrwTJxJKSU7mtftx39UXO7axH4s7Vy7EB779DIaTSsn8nHIS9IrY/N7L8KWnyue3cXkfPvpvu51zX+UzXG0+d63qx1ldITRLpfXa7LiImq1V1saR0TQ2bNmDHa+O4L6rF+Ofn9yHa954luM5+LrBHggQ8Jn/+GPVc6DTdW6otxt3vLMPn/rpC3hq719K+r31qj5c8/Xf4rzXtGHj8j584Zd/xP+4dD4e3HagpI+BaBduXNaLWWEvTiay8AgCNN3AF5/eXxLrQLQLawZ68N3fH8TGd1yAo/EM7nvSPCdXvJZFu7FpRR/uefxFHDyZxtfecyk+7nD87lzZj2NjKXzpV/9Vdi1ce7l5Dk8pWiGOdUujyKkGAl4PNN3A17a+4phfK+ZHfvcqNi7vw93//hJ+9fIJ3Hf1Ynz+l/tcXKf6ceMju3B4NI37r1lclrtl552BT7z9fNz+2Atlx+X9Q2dDAJBWtEIu7Xmqlrc1g6/DuofNWJb0duPOlQvxqZ++iP/8r2Hcd/XiwuelUvzW3K/++u/wlnO68PErz8emx54vy++9qxdV/WEt67O8dd+JwrYlvd24p0K7evcnIqqmVa77RNNppq6LmRrXdGMeTMzDuJmci4PDSfxpNI2v5+uph3/3aqGu2nVwFPdfsxhf+OXLZfXjuqVRZHI6/vG7u/Hgmsuw6bEXyuZ3+zv7oGrAbY89X9Z+01V9+NRPXsAvi2rY4n7/5wO/x+IFHVgz0FOIyfr/j/zuVdz89gugCwZu+eEe/H1RHVipvlp23hnY8LbzcfOjz2Gbre5at+wcJBUND2yrfL/Uuke+8aoL8Ikf7sGTtritmnPT8gvgEQTc7FjzLsSRkTQ+8J0dAJC/x7kfW/dXr5uOjKax4Qd7SvYbiHZh/bJenDUrCAHA/xtO4YtP76tYv18/2IP1j+zCPasX4fO/3IddB0dx39WL8bknXnZu87uDePebz4JfFnG/7T6sPUan+m8o2o0blpr3tK063qo9BQA3TVG9eCrXojP5PDKdmAcT82CayjwIhmEYEw3wVCQIAh599FGsXLnSdZt4PI729nbEYjFEIpGS9w6PpMoe1lkGol1YvKAT9z+1v+rrxfM7sLnowv/AtZeWvC42mL/QLegK4jbbl5da4wLAroMjFdtseNt5uPfne0veX7csWrVNI+NcN9BTc37WQ2Vr200OsdnjsOfRTezVYrXG/cWLxxqeT6Vx3BxjKwfW63POCOGWHz3v6lhUit0pJ9Xy1Gjua83nM3974ZR9sWl0vQ5Gu3DP6kWn5U9QETVrbVRbr05iKQXrHtmFrftOFM5dixd0VjyHDUW7cGX/XHzi0ecBNHYOvKjo3Fq83TqvWf/94PYDJYV6cQxrl0Xxyl+SEAD89LmjVc+nzx4cwdv75+LmKjEX933hgk6886J5Fb8TDEa78Kl3LsSyf/pVxTGL52cW6lEc+EsSP33uaNX8Wu13HxzBmoEe7Do06vo7w2C0C5tW9OHHu49g98GRstxVnXev+YNTX3xqf8Xrm5u8FcdykYvvL/V+51nS240vXr244k/2W59lN+3q3X8quF2vzz77LC666CJc8clvoXN+b11jjBzah1/ceS12796NCy+80HW7RsdsdDyiVsDvxET1aea64HqtjXkwMQ/jZnINe3gkhV+//Bf8rKieKq6r1i2LOtZAgFlnvKN/Lha+tr3ivbi7Vy3E488dLXnoaalUw1r9HollcP9T+wv1THFsVm23blkU2/YPu6qvqtVdn87HWWme9vqwUtyLF3RiMNpVUv/Z53zLO87Hz577MwB39VkspWDdw7tKHloXj7l80Tz0dIfwxaf2Va0Pdx0cKbkv7OZe9Gvb/fhZhbxYMQKoWP851fFDvd3mfYQfPld13o2YCbXoRPAaWxvzYGIeTH8aSeGmKnm4d/WiCf3mNf+N6wnIZrOIx+MlfyoZy6iOBxEAtu8fxuL5HTVfz474Svqwvy62bf8wZkd8UDWj7nEXz++o2kYSPWXv12rTyDhu5mff5hSbfVx7v25ir7aPNe5E5lNpnHpyYL1O53TXx6JS7E5zcZODenNfaz6xdM5x30ZM1nrdtn8YYxl10uIiaiXTtTbqWa9OTiSUQrFknbuqncO27h/GnIi/8LqRc2DxubV4u3Ves/7bqei0Ygj5JMyJ+DE74q95Pt26fxiza8Rc3Pfi+R1VvxNs2z+MrKpXHdO+LeSTCrG6uZZaOajnO8O2/cNQNaPQ3q7qvPedQMgnVb2+uclbcSxuvr/U+53n1/tOFP4GGbviz7KbdvXuPxkmul6JaHrxOzHRxEznuuB6rR/zYGIexs3kGnYso2KOrZ4qrhsq1UCAWWfMifir3oubHfE7PrQGKtewVr/We06xWXGFfJLr+qpaPTQn4q86T6earNJ+9vrPPmcDQl312YmE4vjQ2hpzdpsPIZ9Ysz603xd2U1POrpIXK8Zq9Z9THb913wnMbvM57j/RerEZtehE8BpbP+bBxDyY4jXyEJ9gHvjgegLuvvtutLe3F/7Mnz+/4r7xGg/g7DeLnV4nMlrJNvtru0RGa2jcSjeuLWMOfdZq08g4bubnJjb7uPZ2bmJ3k5OJzsdpnHpz0Mgxd4rdaS6NfC7s7eudz1hm8h5cT+Z6ncy4iFrJdK2Netark3hRHNa5q57rVCPnwErvF5/X3JwD3VxznObkpk3N41flfaf+rXjdjm9v43asatfYeq+9bq53tfafijaV1k68xpqyt6t3/8kw0fVKRNOL34mJJmY61wXXa/2YBxPzMG4m17Dxojqn0Rqv3hrOzfv2+qVSjE61XSN1WyP1VaX9atXcVm3ptj6rVV+5GbM4X/Zt1dq4idFNfG62FffZqGbUohPBa2z9mAcT82Ca6jzwwfUE3HzzzYjFYoU/hw4dqrhvJCBX7csneWq+DvvFkm3213Zhv9jQuPZtdm0OfdZq08g4bubnJjb7uPZ2bmJ3k5OJzsdpnHpz0Mgxd4rdaS6NfC7s7eudT5u/ep/1mMz1OplxEbWS6Vob9axXJ5GiOKxzVz3XqUbOgZXeLz6vuTkHurnmOM3JTZuax6/K+079W/G6Hd/exu1Y1a6x9V573Vzvau0/FW0qrZ1IjTVlb1fv/pNhouuVnB0+fBjPPvtsQ38OHz7c7PBpBuN3YqKJmc51wfVaP+bBxDyMm8k1bKSozmm0xqu3hnPzvr1+qRSjU23XSN3WSH1Vab9aNbdVW7qtz2rVV27GLM6XfVu1Nm5idBOfm23FfTaqGbXoRPAaWz/mwcQ8mKY6D3xwPQE+nw+RSKTkTyVtfgmD0S7H9waiXdh1aLTm6+PxbEkf9tfFBqNdOB7PQhKFusfddWgUA1XaqJpe1metNo2Mczyerfi+NT/7NlXTa8Zhz5ub2KvtY407kflUGsfNMba/Dsge18e8UuxOc3GTg3pzX2s+7TVOgPWYrPU6GO1Cm1+atLiIWsl0rY161quT7rAXS3q7AYyfu6qdw4aiXTgWzxReN3IOLD63Fm+3zmvWfw9ViSGZVXEsnsHxeKbm+XQo2oXjNWIu7nvXodGq3wkGo10VC1j7tcPalsyqhVjdXEutHNTznWEw2gVJFApztrP6dTLU241kVq16fXOTt+JY3Hx/qfSdp1KcS3q70R12/re+ij/LbtrVu/9kmOh6pXKHDx/G6889DxdddFFDf15/7nl8eE0V8Tsx0cRM57rgeq0f82BiHsbN5Bq2zS+V1VPFtUalGggw64xj8YzjPVrL8XgGQ1Hn2qBSDWv1a73nFJtV2ySzquv6qlo9dCyeqTpPp5qs0n7JrFr1eAswatZ0xXVTtfpqINqF42NZJLNazfrQfl/YTU15vEperBhrxWfP1VBvN46PZR33n2i92IxadCJ4ja0f82BiHkyRGnmITDAPfHBdJJFIYPfu3di9ezcA4MCBA9i9ezcOHjw44b7P7AzirlX9ZQdzMNqFNQM92LztgOProWg31i/txeZtB7Bhyx5sXN5X6MP+urjPW6/qw4Yte7D2Oztx58r6xt287QDWLY1iyHaxsfZZ+9DOsnFrtak0zvqlvWVfoqx9NmzZgzUDPY6x37ZiITZs2VM257UP7XRsM9TbjXUV8rh524GabSrtMxjtwh0r+7H2oZ0Tmk+lnLg5xvac3PjILtfH/M6i2Itjc5rv5m0HsH6Z8/yq5r7KZ7jafO5a1Y95HQE0Q7X1eteqfpzZGWxKXETN1iproz3oxT2rF2FJb3fhfPbikRjWDPSUFYeD0S6sGezB3PZA4b1K50Cn69xQbzfuXNmPl47EyvrdlD+vWee4H+w4hDWDPWXn0YFoF9Yt60VX2IdzzgghOjuM9Ut7y2IdyJ/H9x6N485V/YjODhf6qngti3Zj04qF2Hs0XvU7wV2r+vHn0XTZmEO93Vi/rLdw7SjEu7QXSs4wY13WWzG/VswvHYnhzlX92LLjUCFWx2Nhu07dtaofa7+Tv0455O7FIzHctmJh2fah3m68f+hs5FSjJJdurndW3tYMjseypLcbn17Vjz8ejbuOf6Do9d6jcdy2YqFjfu9dvQjtQecivvizXGxJhXb17k8z0/DwMNKpJN78/jtwxSe/VdefN7//DqRTSQwPO/9bU0T1aJXrPtF0mqnrYqbGNd2YBxPzMG4m5+LMziAGot1YtzRaqKeK66pKNZBVj81tD2DtQztx2wrn+2xvOLsLt63oK6thB/L16d4j8bLtVr+btx0o1DP22F7K12BntPmw92i8pDaqVF+9eCTmeD9wKNqNc84IY81g7fpqKNqNW6/qK6u9i2vOeZEA7li50DEfd67sx/CYMn7/dVlvWW7sdZNVXznlcP2yXix9/Rl43awg1i+rXr+vW9pbuC9cOLZV6ue9R+KY1xHAOof7sMUxVqr/hqLj97QL23q78ZnVi3D568+YknrxVK5FZ/J5ZDoxDybmwfTaGnl47QTzIBiGYUyoh1PI//2//xdLly4t237ttdfim9/8Zs328Xgc7e3tiMViFX9K5/BICmMZFWOZHNr8Mtr8EhJZFfH0+OukoiKWyuX/yg8JAoBYvk17UEbIKxX6sL+2+sipOmL5PrvDXoxl1ZrjFr+2j2vfpyMoI2gb1/opinh+WyQgI+yrPk67X4JR3MYvI1y0j9WHfRwPgFFbbFbeKrUpjs2et0KsGRXxWvMp2qfNLyGVUzGarG8+9j7sOdGBmse42udkVliGXypvYz8WEoCRGjlJZlXE0ioifgmzQl4oml7Wr5kDFe1BqSzW9oAMAcBoOlcyjpkDs9+wbT7tAXnKH1o3ul5Pl4sPUTXTvTbcrFcnsZSCEwkFyax5TstqOgwdMACkFBUdAa95/smqSGRyaA+Mn+NCfhEBSURS0QrzDMkiBAFI53TEMzmE/RKCsghDNwBBQCpXtK9XxHAyi4BXgk/0QNHNgQ2YPzVoneeDXhEBWYQHQFbXIQCQPebPFRoA0jkNaUVDyCfBIwCCAMiiB7qhw+cRkdMNZFQdiayKNr+EgCwimVWRzGoI+yX4ZQ+8ggDFMJDN6chpKjoCPiSK5hX2ilB0DTkNEADoBpDM5mPzipAFAYmchrG0iqDPjFfVzX8Xyyd5IELIx6FBgAADZvuQz7w2QQACsohYKoP2oB8pRUMym8OskK+Q70g+l8mcVrhOhb0iJAAxRUM8f/0IFo6JGUtQFiF5zPHTOQ0pRUO7X0Z7UC46rjJ0A0jlNKSyGiJBCWFv/pqYseVN0dARkBEJmO3jRd+l2oPeks+U9XlJZlUz3vxnKZ7OIeST4BU9iKUVhHxy4afLR1M5JBXVjDMgY3abz1UBb41rHTMrnsnafzK5Xa/PPvssLrroIlzxyW+hc35vXWOMHNqHX9x5LXbv3o0LL7zQdbtGx2x0vEY1Izd0+uJ3YqLGNGNdcL26xzyYmIdxM7mG/dNIKv9vGpv1VP5/Zg2TVQv34uJF9aMAYCSlIOiT0CaL0ICS2jUoizAMA7LHrAUzOb2kRhNFwCeatVWiqLYSAJxMKQh4zfrTgBmLARReBGUROV2HBwKCPgnxdA6abhTqwEhAgk8y66tUvpYVAAgeICiJGMvXXW1+yfxbvwyU1ZJtfgl+WURKUZHImvuKggDJMz5mLF93WTVnKB9/Vtchezwl+Qh7Rfhlc+ziGg+Aq7opllJwfCyLWDqHoFdEyCuhIygX9o2lFIykFKQUrWzOXtEDwQDSql6og3P5OrIj4IWi60hk8scmX/N7IEAQAK/Hg6ymQ9ONQg3pFKNV/42mFYS8EoJe0WyTr4HbAzLmRHwl8U5VvdjMWnQieI11j3kwMQ+mP42kCs/CrOdUE31oDQCnx++tu3T55Zdjqp/jN/rhnTfBcRu9QDQy7munqc3caRpnutpMhkaO12smPQpnc5v029MTcTpebIjcaJW1Yf0EcrMs6Ao1bewZqcF8NHK9nyr1f6ZK59zo57HecZv92SeiU0urXPeJptNMXRczNa7pxjyYmIdxMzkXjd7g75nkOCyvq3P/ORH/VIQxJWOe4bDNTd1Uq75qdv01k+rFZudiKs3k88h0Yh5MzIPptZ3BKXkWxr8qnIiIiIiIiIiIiIiIiIiImooPromIiIiIiIiIiIiIiIiIqKn44JqIiIiIiIiIiIiIiIiIiJqKD66JiIiIiIiIiIiIiIiIiKip+OCaiIiIiIiIiIiIiIiIiIiaig+uiYiIiIiIiIiIiIiIiIioqfjgmoiIiIiIiIiIiIiIiIiImooPromIiIiIiIiIiIiIiIiIqKn44JqIiIiIiIiIiIiIiIiIiJqKD66JiIiIiIiIiIiIiIiIiKip+OCaiIiIiIiIiIiIiIiIiIiaig+uiYiIiIiIiIiIiIiIiIioqaRmB0BERERERESt6fDhwxgeHq67XVdXF84888wpiIiIiIiIiIiIWhUfXBMREREREVHdDh8+jNefex7SqWTdbQPBEF7+414+vCYiIiIiIiKiAj64JiIiIiIioroNDw8jnUrize+/A21zFrhuN3bsIH7z9Y0YHh7mg2siIiIiIiIiKuCDayIiIiIiImpY25wF6Jzf2+wwiIiIiIiIiKjFeZodABERERERERERERERERERnd744JqIiIiIiIiIiIiIiIiIiJqKD66JiIiIiIiIiIiIiIiIiKip+OCaiIiIiIiIiIiIiIiIiIiaig+uiYiIiIiIiIiIiIiIiIioqfjgmoiIiIiIiIiIiIiIiIiImooPromIiIiIiIiIiIiIiIiIqKn44JqIiIiIiIiIiIiIiIiIiJqKD66JiIiIiIiIiIiIiIiIiKip+OCaiIiIiIiIiIiIiIiIiIiaig+uiYiIiIiIiIiIiIiIiIioqfjgmoiIiIiIiIiIiIiIiIiImooPromIiIiIiIiIiIiIiIiIqKn44JqIiIiIiIiIiIiIiIiIiJqKD66JiIiIiIiIiIiIiIiIiKippGYHMNN8+ctfxmc/+1kcPXoUfX19+MIXvoChoaFJ6//wSApjGRXxdA7tARlhv4RUTsVIYvx1UlExmjRfR/wSDABxWxtrn46gjJBPGu8zKCPsk5DIqoilzP3b/OZhjlfZxx5Hh1+CChT6tcaxtymO1d6mMyQj6JXK+8ioiKWrx5bMqoilVUQCkvm6aJw2vwQBQKxSTkIyQkXjWnlEcRtbDjrDMoKyVHZsPA7jpFUVJ8dyOKNNhlcqb+MFMGzlwN5vhdxXnZ+tTVebDL/DuBKAkQq5d5qffRz7Z8kpj2Xzs49je+3qeDl8LsJ+CWd2Bidt3TXKab3OhLiImm0mro1YSsGJhIJ4JodIQEZ3yIv2oLfw3vGxLGLpHEI+85wkSYDfIyKR0xBPqwj7RARkER4BECAgqSgI+7xIKBoSGRXtQQkBSURC0QrzDnlFyABUAIpuIK1oSCkaIgEJogDoAEKSCB1AQtEwljHbyaIHo6ksOoM+KJpeOPcFZRHJfDxtfhEhr4R0/nXIJyLgFSELAsYUDWPpHNryMYgA4ra4Tiaz8PskBPMxj+WvJyFZRFLVAAMwAIzl+/bLIrweASlNw2jSzGGoKJ5CfgBkNR2GAMAAdANIZFWEvOb7skeAqhvIaHphjGRWRdgvwSd6kNU0+EURokdAStXg9XiQte0b9JpzlQQByZyGsYyKiF+CLHqQ03QY1pj5Yyl4YPaj6kjkx5I9HoymFPO6JXownMwi5JPR5hWRMwyk8seqLR+XouXb+iR4JfN1OquiM+RDNqcjlskh7BPR5pWg5tsnFQ0dARmz23wlnzWnz2G1z6ebz/BUrQ0iIjdm4nWfqNlm6rqYqXFNN+bBxDyMm4m5+NNICklFBQBIHg/SOQ2prFmjeCUPBACyR0Ba06Dr+doro6LNLyHkFRFPZxHwepHTdQDm+8msWd+1eSXk9PG6JxKQEJJFaIaBrK7DL4pI2mrIZE5DKpNDd5u/7L20qiGWytelsoiAR0AOKKk1vaIHJ1MKQl4JPskDRdeh6/l60CdBEACvaNZ/Y5nxGlIAMJxUEPKZ7SSPUFJ3W/esR5MqIgERIVlCMmfWtBAAAeN1adgnIuiVkMlpSGZVdAa95njp8dhlj4CRtIKgr/y+wXBSgaYbMPIFqg6zZraOyWhKQdAnIZivjRM5FQIEs5bNmOMpuo5EZrwGTmQVtAd8SObvCUT8MoJeEZn8cTWMojpYFvPzV5HIamgPSPBJIlL5+xLWfQHBAE4kswj7ZPgks872ekSIHsADAYquQ9WN8XsJsoiQT8LsiN/xs9jMetWp7/FnAzOrhp2J55FmYB5MzINpqvLAB9dFvve97+FDH/oQvvzlL2NgYABf/epXceWVV+LFF1/EggULJtz/q8NJfOLR57B9/3Bh22C0C3esXIiPff9ZHBpJYzDahY3L+7D24Z0AgO9+4E3Y9NgLZW02Lu/Dx77/LDat6MOD2w+Uvf/egR7c+MguAMDmay/Dl57eh60V9kkpWkkcAVnE195zKW75kRlr0CvivqsXVx0n6BXx3Q+8GZseex7b9w+jO+zFQ+97EzZs2VO1j6FoN9YuPQfXfesZpBStYmxWTlKKhgeuvRRffnq/43w+vmUP7lm9qGScoFes2ub2x17AN669rBBrrdjuXNmP7/1+H2786/PK2ljv/+Mju3AypZTkoFru3c7vvl++jPuuvriuce3HojC/3m7ccPk5uP5bzwBAyfGpdszvXNmPTT9+Dq+cSLkaZzDahdtW9OHdD/wOJxKK68/wXav6cVZXCM1Sab02Oy6iZpuJa+PIaBobtuzB1n0nCtuW9Hbj3tWLYADY8IM92Lp//L2BaBfuWtmP237yAn659y8l29cv7YUsAl1hP25+9DlsKzq/fdxp3iv78ed4Gvc9tb/sHLv28nPgaw/gEz8qbTcQ7cKty/twx89exFN7/1J2zg16Rdx/zWI8uO1AybWg+LxdfF1yOsfeuXIhDp5M46u//q+ymG+9qg+f+flLZXNftzSKrrAPH/0353PzQLQLt69YiH/+5ctYdcl8x/fXL+uF5AHGMhq+se0Vx7F1GLj33/fiQ399Lu742Yu45o1nOX4/uGHp+FwrXcvtuSzevmagB+/e/HssXtCBNQM9+OB3duKLVy+ueI0tvi5fN9gDURDwT794ubBvpRiG8p81AcBNDp/DO1cuxKd++iJ++dLxku33rF6EeR0BAJU/w8X7NGKq+iWi08dMvO4TNdtMXRczNa7pxjyYmIdxMzEXrw4nccdPXsD/96bXwS97cP/T+8vqoXXLovAIQHvQi0/9tPze8J0r+/Hl/7sPV/TNrVlPAWbd8uG/7kVnyIubHfLxvqGzMa8j4PjexuV9+F8P7cCJhIJl552BW5f34ZM/MutlS6EGe+D3uGRBZ/n4DjFZNWRO1fEP39mB+6++2PEe9sblffjko8/hi9dcjE0/eQHXvPEsPPy7V0tqyeK6etfBUdx39WL80xMvl9WsVt37rq/+BhfMjRTuG9z64+dxzRsX4OHfvopr3nRWWT1uze9/PvB7XLygA7etWAjJ48Htj72AHfnxPvfL8vHuXLkQt/3khZJ61boPf8fj5XXsuqVRZHI6/vcPnsVn/naRYxzWPu/Z/AdcvKADG5f34bO/2Iv3vuV16A77cdtjLzi2yeY0zLd95t3UjFNZVzr1ba/RZ0INOxPPI83APJiYB9NU5kEwDMOYaICnije+8Y24+OKL8ZWvfKWw7fzzz8fKlStx991312wfj8fR3t6OWCyGSCRS8t7hkVTZAz3LYLQLN73tPKy4f3vh9ZqBHgDAZtsXD3ube3++1/H9gWgXFi/oBADsOjhSdZ/7n9pf0mfAK+K2oofl65ZFa/axeH5HSawPXHtpyWs3fVhxVIptzUAPdh0ardrPdQM9ZTmrNfYGF3ksjm0w2oW7V/WXPcAofn/Tij4cHE5VPH6Nzu+ulQtxy4+er2tc+7FwigMo/ZxUy9lgtAufXtWPfccTrsex5mc9JLe2VfsMD0a7cM/qRVP2k0oTWa9TGRfRTNastVFtvcZSCtY9squkyLHc/Tf9eHzP0ZKH1sXxXmQ7vwNW4RzFl54afzhZ7fw2FO3Clf1z8YlHny9/r7cbVy58jeN7xePbz7nrlkWx++BIyU2A4vicrkv2c+zdqxbi8eeOlhSrbua+vH8u+l7bXvXcvMbhWlvaxzwYMCrOe92yKJJZDZu3H8DiBZ2uvh/Uui5Vmo/VvtJ3BKd9AfO4vr1/Lm4umkO1GIZ6u839f/ic6/iW9Hbji1cvNvuu8Bm29mnkp8urrY2J9FtLtfVa7Nlnn8VFF12EKz75LXTO761rjJFD+/CLO6/F7t27ceGFF7pu1+iYjY7XqGbkplGtklOqjN+JierTzHXB9Vob82BiHsbNxBr28EgKN2/ZgwsXdGJeux8/e+5oxVrz7f1zYQAVa6tNK/pK7uEWc6odzRr5iGOdOBTtxpX9letXq+Z0e4/Xzf1ea9vy/nmYHfFVva9ozdWqIe21ZHFctWJc3j8XsyN+XP+tZwr3DS5c0IHdB0dw0YJOV/V4cc3YSL1arY59R/9czIn48eD2AxXjeEf/XByJZXD/U/sLx+dYPIN/r3AfwJr3svPnYE7+N6/d1IzA1NSrtca3f1amsoYFeI11g3kwMQ+mqc4D/43rPEVRsGPHDlxxxRUl26+44gr853/+p2ObbDaLeDxe8qeSsYzqeBABYNv+YUiip+T17IgPsyO+mm0qvb99/zAWz+/A4vkdNfex96lqRkkbN33YY7W/rieOSrHNjvhq9uOUs1pt3OSx2Lb9w0goWtVjo2pG1ePX6PzSOb3ucd3EYR+3Whzb9g8jqWh1jWPNz76tWu637R/GWEZ1fK8Rk7leJzMuolYyXWujnvV6IqE4FjkAMLvN5/jQ2orXfn4HzPNiyCeVFHrVzm9b9w8Xir6y9/adqPhe8fhO52Cn4tSKz+m6ZD/Hzo74HYtV+9j2vmdH/DXPzbWuK7MjvqrzNv+KMl9hLm6ulbWuS5XmY22v9B3BaV/APK72v0atWgxb953A7Daf43uV4vv1vhM4kVCqfoatfRoxVf3a1bNeiaj5+J2YaGKmc11wvdaPeTAxD+NmYg07llGxNV8jzIn4q9aasyP+qrWV/R5uMafa0ayRK41XvX61ak63NZyb+73WNjf3wa25WuNXu5dZ+/6xvzAf676BVYe7rceLa8ZG6tVqdeycfHzVSuUbXwABAABJREFU4pgT8RfaW8dnTpX7ANa8R5LjdaCbmnEq68pqfds/K5NZwwK8xjaCeTAxD6apzgMfXOedOHECmqZhzpw5JdvnzJmDP//5z45t7r77brS3txf+zJ8/v2L/8XSu6vhjtvcTGQ2JjFZXG7usqiOr6jX3sfdpj9VNH/ZY7a/rjcNpWyKj1ezHKWe12rjJY71txtK5msevkfm5+RzVOhZOcdjHdZOzesdxer9mHjPV36/HpK7XSYyLqJVM19qoa71WGbORaw9Qfr6q93xe73v1noOd3p+M6661vda5uZHrir291YfbOCcyn+Jx6+ljMo5LrffGMrmqn2Frn0ZMVb929axXImo+ficmmpjpXBdcr/VjHkzMw7gZWcPmY3J737baPrXmN5k1Tb01XKV9K21zex/cTR1dz71se3+NzG8y6tVK8VXr017vuokjXvQwyU3NOJV1Za2+y55b8BrbVMyDiXkwTXUe+ODaRhCEkteGYZRts9x8882IxWKFP4cOHarYbyQgVx23zfZ+2C8i7BframPnkzzwSdUPsf39toBcFqubPuyx2l/XG4fTtrBfrNmPU85qtXGTx3rbtAXkmsevkfm5+RzVOhZOcdjHdZOzesdxer9mHv3V36/HpK7XSYyLqJVM19qoa71WGbORaw9Qfr6q93xe73v1noOd3p+M6661vda5uZHrir291YfbOCcyn+Jx6+ljMo5Lrffa/HLVz7C1TyOmql+7etYrETUfvxMTTcx0rguu1/oxDybmYdyMrGHzMbm9b1ttn1rzm8yapt4artK+lba5vQ/upo6u5162vb9G5jcZ9Wql+Kr1aa933cQR8UuF125qxqmsK2v1XfbcgtfYpmIeTMyDaarzwAfXed3d3RBFsey3q48fP172W9gWn8+HSCRS8qeSNr+EwWiX43uD0S6oml7y+ng8i+PxbM02AxXeH4h2mf9e8qHRmvvY+5REoWRcN33YY7W/rieOSrEdj2dr9nM8ni17v1YbVdMr5tkptsFoF8JeseqxkUSh6vFrdH4B2VP3uG7isI9bLY7BaBdCXrGucaz52bdV+wwPRrvQVvRlaqImc71OZlxErWS61kY967U77MWS3m7H946PZTFU4b1Bh/M7YJ4Xk1kVQy7Pb0PRLhyLZ5zf6+3G8QrvFY/vdA4ecnn9sPqyn2OPxzMNzf14PFPz3Ox0rS3tI1sxJ4P5/Fo5dfv9oNZ1qdJ8rO2VviM47QuYx9V+7KrFMNTbjeNjWcf3KsW3pLcb3WFv1c+wtU8jpqpfu3rWKxE1H78TE03MdK4Lrtf6MQ8m5mHcTKxh2/wShqLd2HVoFMfimco1Rr4mqVZTSqJQ1/3W42PZirXmULR6/WrVnLsOjbq63+nmfq+1zboPXq3ms+5XW3VZtXuZte8fZwrzOT6WxZLe7kId7rYeL64ZG6lXq9Wxx/LxVYvjWDxTaG8dn2PxDIaizjWgNe/O0Hgd6KZmnMq6slrf9s/KZNawAK+xjWAeTMyDaarzwAfXeV6vF5dccgmeeOKJku1PPPEE3vKWt0y4/zM7g7hrVX/ZwRyMduGOlf1Y+9DOwutbr+rDhi17sGHLHty2os+xza1X9WHtQzuxZqDH8f01Az3YvO0ANm87gPVLe8suWsX72ONY+52duHPleKybtx2oOY4Z68LCPhu27MHG5X01+xiKdmP90t5CHJVis3KyedsBrFsaLbsZb7XZsGVP2Ti12qx9aGdJrCWxLSuP7c5V/fj8E3tLclT8/l2r+rH2OzvLcjAZ87vxkV11j1spjqHebqzL595+fKod87tW9eNj39/tepzBaBduW7EQG7bsKdlW6zN816p+nNkZRDNUW6/NjIuo2Wbi2mgPenHP6kVlxc6S3m4sff0ZuHf1orJz6kD+XL73SLxs+/qlvZA9Au4oOtdWO7/duaof55wRKitSh3q7sfbyc/CWc7rL2g3kz4EvHokBKD/nbt52AGsGe8qu3cXn7eIYnM6xbz6nG+8fOrvidwinua9b2otLe2ZVPDcP5Mf64c7DWDPQUzbngWgX1i/rRe+cEOa2B8reH4x2YdNVfZjd5sOWHYewcXkfXjoSc+xrKFo618L1MVp+LG+9yuzHvt261lr/vWHLnqrX2OLr8prBHszrCJSMVymGod5ufGb1Ilz++jMcP4efXtWPPx6Nl22/d/UitAe9VT/D1j6NmKp+iej0MROv+0TNNlPXxUyNa7oxDybmYdxMzMWZnUHcuWoh9h6NY257AOuWRp3roWW9iM4O45LXzXKsre5a1Y+v//q/XNVTgFm3nDsnjE+tXOiYj+uHenDJ62ZVrCGtmvPFIzHHe5PFNZjj+A7brBryzM4ANmzZU/Ee9q1X9WHtd3aW1JAv2mrJ4rra+m+nmtWqezds2VO4b3DP6kX449E41gz2YO+RuGM9Xjw/qw6/rGcWhqLdVce7Y2V/Wb1q3Yd/0aGOXbe0F3PbzXxUisPax4rl1qv68IMdh3DOGWHctqLP8R7IuqW9GIx2l/w75m5qxqmsKyv1ba/Rm13DzsTzSDMwDybmwTTVeRAMwzAm1MMp5Hvf+x7e/e5341/+5V/w5je/GV/72tfw9a9/HS+88ALOOuusmu3j8Tja29sRi8Uq/pTO4ZEUxjIqxjI5tPlltPklpHIqRpPjr5OKiljKfN3ul2AAiNvaWPtEAjLCPqnQZ8QvI+yXkMiqiKdz+b/Sw/zpBnsfxfvY4+j0S1CB8X7z49jbFMdqb9MelBHySuV9ZFTEM9VjS2ZVxNIqIn4JYds4Eb8EAUDMZU6sPMKhjTWfjqCMoFcqOzYehzZpVcVIIoeusAyfVN7GC2C4Ug4cjo89j5XmZ7XpDMsIOIwrARipMG5HSEZQLm1jH8eet/aAjJCvvvnZX9dzvIo/F21+acpP8o2u19Pl4kNUzXSvDTfrNZZScCKhFGLqDnsLRU0speD4WBaxdA4hn3lOEiUg4BGRyGkYS6sI+kQEZREeARAgIKkoCPu8SCgaElkVkYCEoCQioWiFMcJeETIAFYCiG0jnNKSyGiIBCaIH0A0gJInQgUK7SECGV/RgNJVFR9CHnKYjlja3h2QRyXw8Yb+IkFdCOqchbsXnFSELAsaKYgh5RYgA4ra4Tqay8MsSgrJYMnZYFpFUNcAADJjX7KBXREAW4fUISGkaRpPl8RTyAyCr6TAEAIY5x2RWRcBrvi97BKi6gYymF8ZIZlWEfBL8kgdZTYNfFCF6BKRUDV6PB1nbvkGviIBXhCQI5vgZ1bz+iB7kNL0wZsgnQRAAQYDZj6ojkVUR9kmQRQ9G0wrCPrPdcDKLkE9Gm1dEzjCQUjSkFa0Ql6KZbQtxqjrSiobOkBfZnI54JoegV0TEJ0HNt08pGtoDMma3+Uo+a06fw2qfTzef4YmYqn4rcbNeAeDZZ5/FRRddhCs++S10zu+ta4yRQ/vwizuvxe7du3HhhRe6btfomI2O16hm5KZRrZJTy+HDhzE8PFx3u66uLpx55plTEFHz8TsxUWOasS64Xt1jHkzMw7iZWMP+aSSFpGL+e8OSx1OoJ8N+CT7JAwGA7BGQ1jToull7JTIqwn4JYa+IeDoLv9cLVTf/Fk+rTrLqlpxuIJXvsy0gISyL0AwDWV2HXxSRtNWQyZyGVDaHrrAfKdt7aVVDLDVeFwY8AnIorXN9ogcnUwqCXrOmyuk6NH28dvMIgCzma6/MeA0pABhOKgjmazHJI5TU3dY961hSRVtAREiWkMyZNS0EQCiae8gnIuiVkMlpSGVVdAS9yGp6oe61atbRtIKAt/y+wXBSgaYbMPIFqg6zZg77zGMymlIQ8EoIec3aOJFTIUAwa9mMOV5ON+dntUlkFbQHfCX5DnlFZPLH1Sg6bgFZzM9fRSJ/byEgmccqkTHnF8jn7ERSKamzvR4RogfwQEBO15HTjfF7CbKIkE/C7KKH1sWaWa869R3OPxuw7p1PdQ0L8BpbD+bBxDyYpioPp8fvrbv0rne9C8PDw/jUpz6Fo0ePYuHChXj88cddPbR2q9GD9tpJGHsy+pgqjcQ2r5ltzqjeZnYD47gat4bXTNM4jcyvkXGa7XS82BC5MRPXhvWTwPW+V1lo4kFVFZ7U3uzX0fldUx1/a+k5Y3LzXUmlz5qbz2Bjn9PGYyI63Rw+fBivP/c8pFPJutsGgiG8/Me9p+zD61pm4nWfqNlm6rqYqXFNN+bBxDyMm4m5eO2EY5p5NV9Pg+1eV+M+62Q70yF3rVY3TWbOmlmvTnXfk2kmnkeagXkwMQ+mqcoDH1zb3HDDDbjhhhuaHQYRERERERFNkuHhYaRTSbz5/Xegbc4C1+3Gjh3Eb76+EcPDw3U/uOZveBMRERERERHVhw+uiYiIiIiI6LTQNmdB3X8FeyP4G95ERERERERE9eODayIiIiIiIqJJ1Izf8CYiIiIiIiJqdXxwPYkMwwAAxOPxJkdCdOpra2uDIAgNt+d6JZo+XK9ErWUia9btek0kEgCA2JH/B13T6xpj7NhBAMCuXbsK/bixb9++hsZsdDwAEAShkBO3Go0TaJ1YpztOYPpjtcbTNb2u8ax9E4mEq+ser7FErYPrlai1TMd3YiKaHLzGErUON+tVMBqp+snR4cOHMX/+/GaHQXRaiMViiEQiDbfneiWaPlyvRK1lImuW65VoevEaS9Q6uF6JWgu/ExO1Dl5jiVqHm/XKB9eTSNd1HDlyZMI/4ROPxzF//nwcOnRoQidcKsfcTo1m5HWi68ztej1VPjOnwjxOhTkAp+c8pmu9TpVT5ZgVOxXnBJya82q1a+zpdn1tFuavcada7vid2L1TYQ4A5zGT1DsHrtfpxTyYmIdx07lmq63X0/mYnM5zB07v+U/13HmNnV7Mg4l5ME3F9ZV/Vfgk8ng8k/rvkEUikdP6Az+VmNup0Up5rXe9ttLcqjkV5nEqzAHgPOox2dfXRp0qx6zYqTgn4NScV6vM6XS9vjYL89c45s50Oq7ZU2EOAOcxk0zXHE7H9ToZmAcT8zBuptSwp/MxOZ3nDpze85+pc+c1tjHMg4l5ME1mHjyT0gsREREREREREREREREREVGD+OCaiIiIiIiIiIiIiIiIiIiaig+uZyCfz4dNmzbB5/M1O5RTDnM7NU7lvJ4qczsV5nEqzAHgPFrRqTjXU3FOwKk5r1NxTsCpO6/pwvw1jrlrzKmQt1NhDgDnMZPM1DnM1LimG/NgYh7GzZRczJQ4muF0njtwes//VJn7qTKPiWIeTMyDaSryIBiGYUxab0RERERERERERERERERERHXib1wTEREREREREREREREREVFT8cE1ERERERERERERERERERE1FR9cExERERERERERERERERFRU/HBNRERERERERERERERERERNRUfXE8iwzAQj8dhGEazQyGiGrheiVoH1ytR6+B6JWotXLNErYPrlah1cL0StRauWaKZhQ+uJ9HY2Bja29sxNjbW7FCIqAauV6LWwfVK1Dq4XolaC9csUevgeiVqHVyvRK2Fa5ZoZuGDayIiIiIiIiIiIiIiIiIiaio+uCYiIiIiIiIiIiIiIiIioqbig2siIiIiIiIiIiIiIiIiImoqPrgmIiIiIiIiIiIiIiIiIqKm4oNrIiIiIiIiIiIiIiIiIiJqKqnZAUyFX//61/jsZz+LHTt24OjRo3j00UexcuXKqm1+9atf4SMf+QheeOEFzJs3DzfddBM++MEPTnpsh0dSGMuoiKdz6AzJCHqlwuv2gIywX0JSUTGaHH/tEz0YTiqIZ1TMCkvwS+NtZoVlBGSpap9tfgkCgJh9nKyK0VQO7UEZYZ+ERFZFLDXexiMIGE3nEE/n0BGSESrqtyMoI+Qrj91TNI7b+UkARqx+XYzT7pegAWX9phQVoykVHUHJcdzicazYEhkV8YyKjpCEoOwub4qq4i9j7nJtn09ZDirkXiyKtatNrnrMrT5FAKO2bVa/Vh4TWRXxtIpIQEJn0AtN02seL03VcTKdQyQgozvkNfuoML96Pn+pnIqRRA7dbTJ8Uvm4Z3YGJ3391at4vc6kuIiardXWxrF4BiP562gkICEki0jmVAACYAApRUVH0IuQT0I8ncNoOoewT0TYa56/xhStMNegV8RIKgufLEH0CPCL5s8A5nQDaUVDStEQCUgIyyIMAEp+u6Jq6Ar7kMppiKdVhH0iAl4RIgSMKSpSWQ1tfgkhrwhNN5DMaUhlzb4AQDcMBCURokdAIqdhLK0ilO9DEgQkcxpgAAaAZFY1r8kCIIseZFUd8fx5PCyb/WsAsqqORMbsJ+yTkFE1xFL5fmURiqZDNwz4JRFejwDFMJDJmW3CfhEhr4S0qsHQx8dt80sIyCK0on2t/iSPgHR+jLBfRNArIaVoSGRVRPwSZNGDk4ksQn4ZIa8I0TxCUHQDOoB0UU58ogdZTYdumONGAjICkgfJnAoBAgyY3xPafBICXhEpRUVK0dAV8kJRDcQzObTlx1R1sx8rpyGfhI6ADAA4kVAQz4xfA9uDXsRSSmF72CfBK3owmlbQ5s9fazOqY5vRVA5JRUVS0dARkDG7zYf2oHdKPvPFMRbHMVPM9HMI45uYmRzfkdE0Yvn6pj0gIxKQMa8j0OywCmb62iWimW8mn4OnE/NgYh7GMRfuWN9FEtkcOoJeKKpZE+oGkMiqCHnN2k4UAEEQkFA0jGXMnHpFD4aTWbT5ZfgkDwwDyKg6xjI5RPwy/LIHkiBgTNGQyORwRtgHA0CqqM7zih6cTCoI+c26PaNp0LTSelMWPYilFDM+3SxGrbow5BMRlM06NZVV0Rn0Iqvp4/WzLMIjAB5BQEbVzVo0/50rq+pIZVXoAHKaDgGADrNObPNL8EoejKYUBH1mva/oBtI5DWnFrOX9sghdN8x+83WwXzLHkz0CxnIa4vn78AFZRCqnAoZZuxbnVhDMOtgAivoy700IAhCUzVp5TNXg9XiQUfX83Mf3CeXr/lROgyCYY6SyKjpCXnSHzO+W1nfO9kDlOtbps1Hre6rTfsXjObW1twn7zOcWsfTM+k7M84iJeTAxD6Y/jaQKz4qsZ0GvnYQ8nJIPrpPJJC688EKsWbMGq1evrrn/gQMH8Pa3vx3vf//78Z3vfAfbt2/HDTfcgDPOOMNVe7deHU7iE48+h+37h9Ed9uKh970JG7bswfb9w4V9BqNd2Li8D2sf3okTCQWD0S7cubIft/74OYymVHztPZcW2szvDODb17+h8Nqpz6BXxAPXXoovP70fW23jvHegBzc+sgspRSt5DaCkTdAr4r6rF+PB7Qew3eG1ZSjajbVLz8F133oGQa/oen63rejDux/4HVKKVnOcoFfE5vdehi89tc9xPh/fsgf3rF5UFpuZx4X4wLefQTqnlcRW7VhYsZ1IKEX99OPb//lH3PjX55W1Kc4BAMc8Vcu99doad1bQW/WYO83v0EjaVU6Gertxw+Xn4Poax+vOlf3Y8IM9AICvvedS3PKj5xyPT6U8Fo+TUrRCv3esXIiv/3o/Prl8oeO4d63qx1ldITRL8XqdSXERNVurrY2Dw0ncbIv3v513Bm562/n41E9fqH5dq3D+2ri8D+/71h/wub9bhFlhH47Hs7j/6f1lbTdddQE+/fhL2HM4hoff/ybc8uhzJdeuoWg3blha2v9QbzfWLY1izTf/ML4t2o0PLDkbczv8+OSjz5f2kd8/pWj4xrZXal7/h6Ld2LSiD/c8/iJ+ufcvhe32a9FAtAvrlkahqDqCXg90Q8D9+Wuvla+Hf/cqrnnjWWXX6Qffe1lhX8tAtAvrl/Yiq2r46PefdbwuDUS7sGagB+958A+4eEEHblvRB5/HgxNJBZ//5cs15/bX58/GTW87D3f85IWy7wjXDfZAgIDPPfFyxeu2le+BaBfWL+uFRwDe++D4cXjr+bOxcfkFuOVHz2PrvhMlcV8/2IOTyVzJMQCAJb3duGvlQhyJZXDfU/vKPiP3rl406Q/NjoymsWHLnpIYl/R2454pGKsRM/0cwvgmZibHN5NjA2b+2iWimW+mn+emC/NgYh7GMRfuWN9Fdrw6gvuvWYwvPrkPf2+r9wBg2Xln4Nblffjko89hm0M998Hv7MT9V1+MLz1dfu/2thV9+MC3n8Gn3rkQqp4pr6Oj3Vgz+Dq8e/Pv8eazZ+Gmt52PO372Qtk+G6+6AJ/5j71Yfcl8x/vIuw6O4r6rF+OfbPWfVefOjvhw9dd/ixMJBd1hL773D2/GibEMAAFf//V/4Zo3nYUHtx0oq2nXDPTgA/+6A1+8erFjre1UW65bGoVHAFKKjrUP70RK0cbvSdjmNhDtwj8u68WssA+3P/a84/iP/O5VbFreBw8EbPzx847H4JHfvYqb334+jo9l8bWtr5TVoWuXRnHdN/8AwPnetf07qNvvqfb9xu/j78fW/c5tnfq235+YCd+JeR4xMQ8m5sE0lXkQDMMwJhrgTCYIQs3fuN6wYQMee+wxvPTSS4VtH/zgB/Hss8/iN7/5jeux4vE42tvbEYvFEIlESt47PJIqeTj3wLWXYrPtomAZzF9krs8//ByMduHTq/qR1XTc9tj4Be2xdQO49+d7q/a5blkUuw6OOI4zEO3C4gWduP+p/SWvAZS0sffhps/F8zvqmt+agR7sOjRac5xaY1830FN13Jvedh7+MpYt2aeeY2Ftu3tVPz5uW5T2HNjz6LSPPffWa2vcBV3BqsfcaX4r7t/uOiduj9emFX0AUBKL/VhUy6N9fm7yOBjtwj2rF03ZTyrVs16nMy6imaxZa6Paeq3mWDyDj/zb7rJ4G7mu2c9fN73tPKQUFa/8JYmfPXfUse1QtBsXLujA4vkd+Ob20qK3Wv9D0S5caNt296p+PP7cEcc+hqJduLJ/Lj7x6PMV51hsMNqFi2z9O8UyEO3C8v656DkjhPuf2l8oiK2+Fy/odLxO7z44UlI8F/e/vH8uZkf8rq4Xg9Eu3PKO8/Hpn71UMu9Kc6s2Z6ccVZq3te0d/XNxJJYpbG+0/7tXLcTPnjvqmJMlvd344tWLJ+2nx2MpBese2VVS9E/VWJW08vWV8U3MTI7vyGga//sHz1aM7TN/e2FTb4Q1c+02eo0lounXytfY6cI8mJiHca1WwzZL8XcRq6a7yKHeAybn3uzzf4pVqaPNehiofF/Vum9aPE5xXLVitOrS67/1DB649lIci2cAAI8/dxQXLeisWtO6uc/qVFsCKNSX1eL79KqF+Pfnjla9fzAY7cIXn9pfNYZnD47g7f1zcXOVGhionGPrOygAV99Tnb7PVpvnkt5ufPZ/XIiPff9Zx77tuWzmd2KeU03Mg4l5MP1pJIWbquTh3tWLJvSb1/w3rgH85je/wRVXXFGy7b//9/+OZ555BrlcrmK7bDaLeDxe8qeSsYxachBnR3yOBxUAtu0fxuyIr+R1UtGgakZJG0n01Oxz8fyOiuNs3z+MxfM7yl7b29R67dRnvfObHfG5GqfW2LXGlURP2T71xGptSyhazRw0knv7uLWOudP87ONUm5/b46VqRlks9vm5Gcfeb7U8bts/jLGM6vheIyayXqcyLqJWMl1ro571Ws1IUnGMt5HrWjHrfBvySZgT8Vdsu3X/icI51qnorNT/Vodt1frYun8YcyL+km3V5rTNoX+nWMxriB8hn1RStFt9V7pOOxX4xf25vV5s2z8MA0LZvCvNrdqcnXLkNGbxtjkRf8n2RvufHfFXzMmv950o/K0uk+FEQnEs+qdiLMupdH1lfBMzk+OLpXNVY4ulK9d802E61+5kXWOJaOqdStfY6cI8mJiHca1WwzZL8XcRq6ZrpO5ye2+2eh1d+77qNodxivevHaO/cL93dsSHORE/5uTrtto1bX33P63asri+rBbfnIi/5v2DkE+qGcPW/Dyr7VMtDus7qNvvqU771ep/JFm5b3sum/mdmOdUE/NgYh5M8Rp5iE8wD6fkXxVerz//+c+YM2dOybY5c+ZAVVWcOHECc+fOdWx399134/bbb3c1Rtx2MySR0arub39/LJ2D/Vfjx1z0mVX1quPY33fa380+9vfrnV8iozUUS61+7cbSOei2RNYbq9VPNbXidNrH/jqR0eARyj8H1Ti9X2t+bo6X0+fPKd5a4zj1W3XczOTdRJzIerWbzLiIWsl0rY161ms1lb4kNXJds7OuJ5NxTZysa+9E9q/Wjz1+a59GrtP15sPpOuE29nren4pj4LbdZF5T4jX6mor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      "text/plain": [
       "<Figure size 2000x2000 with 72 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "61fda2df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,8))\n",
    "sns.heatmap(df.corr(), annot = True, cmap = 'YlGnBu');\n",
    "plt.title('Correlation Factors Heat Map');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea251504",
   "metadata": {},
   "source": [
    "- The heatmap shows the variables that are multicollinear in nature and the variables that have high collinearity with the target varible (charges).\n",
    "- This reveals that smoking behavior, followed by age and bmi, are greatly correlated with medical charges."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec4bac43",
   "metadata": {},
   "source": [
    "### Machine Learning\n",
    "The goal is to determine the insurance cost for an individual based on several factors. Therefore, this is a regression case. Regression models a target prediction value based on independent variables.\n",
    "We will use the following algorithms - \n",
    "\n",
    "* Linear Regression\n",
    "* Decision Tree\n",
    "* Random Forest\n",
    "* Ridge Regression\n",
    "* Lasso Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "ca641411",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import Ridge, Lasso\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "dca20fc6",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "x = df.drop(['charges'], axis = 1)\n",
    "y = df['charges']\n",
    "\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "487dadd5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def model_evaluation(model):\n",
    "    model.fit(X=x_train, y=y_train)\n",
    "    preds = model.predict(x_test)\n",
    "    \n",
    "    # Mean Squared Error\n",
    "    MSE = mean_squared_error(y_test, preds)\n",
    "    \n",
    "    # Mean Absolute Error\n",
    "    MAE = mean_absolute_error(y_test, preds)\n",
    "    \n",
    "    # R^2 - Coefficient of Determination\n",
    "    R2 = r2_score(y_test, preds)\n",
    "    \n",
    "    # Root Mean Squared Error(RMSE)\n",
    "    RMSE = np.sqrt(mean_squared_error(y_test, preds))\n",
    "    \n",
    "    # Root Mean Squared Log Error(RMSLE)\n",
    "    RMSLE = np.log(np.sqrt(mean_squared_error(y_test, preds)))\n",
    "    \n",
    "    \n",
    "    print(f\"{model} Model Scores\")\n",
    "    print(\"\")\n",
    "    print(f\"Mean Squared Error            : {MSE:.0f}\")\n",
    "    print(f\"Mean Absolute Error           : {MAE:.0f}\")\n",
    "    print(f\"Root Mean Squared Error       : {RMSE:.0f}\")\n",
    "    print(f\"Root Mean Squared Log Error   : {RMSLE:.3f}\")\n",
    "    print(\"\")  \n",
    "    print(f\"R2 Score                      : {R2*100:.2f}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "ac907a39",
   "metadata": {},
   "outputs": [],
   "source": [
    "Linear_Regression = LinearRegression()\n",
    "Decision_Tree = DecisionTreeRegressor()\n",
    "Random_Forest = RandomForestRegressor()\n",
    "Ridge_Regression = Ridge()\n",
    "Lasso_Regression = Lasso()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "f6074c3e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LinearRegression() Model Scores\n",
      "\n",
      "Mean Squared Error            : 31563289\n",
      "Mean Absolute Error           : 3871\n",
      "Root Mean Squared Error       : 5618\n",
      "Root Mean Squared Log Error   : 8.634\n",
      "\n",
      "R2 Score                      : 80.17%\n"
     ]
    }
   ],
   "source": [
    "model_evaluation(Linear_Regression)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "d690d48b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DecisionTreeRegressor() Model Scores\n",
      "\n",
      "Mean Squared Error            : 54518098\n",
      "Mean Absolute Error           : 3633\n",
      "Root Mean Squared Error       : 7384\n",
      "Root Mean Squared Log Error   : 8.907\n",
      "\n",
      "R2 Score                      : 65.74%\n"
     ]
    }
   ],
   "source": [
    "model_evaluation(Decision_Tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "3452200c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RandomForestRegressor() Model Scores\n",
      "\n",
      "Mean Squared Error            : 19155587\n",
      "Mean Absolute Error           : 2647\n",
      "Root Mean Squared Error       : 4377\n",
      "Root Mean Squared Log Error   : 8.384\n",
      "\n",
      "R2 Score                      : 87.96%\n"
     ]
    }
   ],
   "source": [
    "model_evaluation(Random_Forest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "4bb36330",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ridge() Model Scores\n",
      "\n",
      "Mean Squared Error            : 31620411\n",
      "Mean Absolute Error           : 3883\n",
      "Root Mean Squared Error       : 5623\n",
      "Root Mean Squared Log Error   : 8.635\n",
      "\n",
      "R2 Score                      : 80.13%\n"
     ]
    }
   ],
   "source": [
    "model_evaluation(Ridge_Regression)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "0598896e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lasso() Model Scores\n",
      "\n",
      "Mean Squared Error            : 31569154\n",
      "Mean Absolute Error           : 3872\n",
      "Root Mean Squared Error       : 5619\n",
      "Root Mean Squared Log Error   : 8.634\n",
      "\n",
      "R2 Score                      : 80.16%\n"
     ]
    }
   ],
   "source": [
    "model_evaluation(Lasso_Regression)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6924dc54",
   "metadata": {},
   "source": [
    "The random forest model score is best among all other model!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "1c11020a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting actual vs predicted values from random forest regressor\n",
    "\n",
    "plt.figure(figsize = (6, 4))\n",
    "Random_Forest.fit(x_train, y_train)\n",
    "\n",
    "x_train_predic = Random_Forest.predict(x_train)\n",
    "x_test_predic = Random_Forest.predict(x_test)\n",
    "\n",
    "# Train data\n",
    "plt.scatter(x_train_predic, x_train_predic - y_train, c = 'red', marker = 'o', label = 'Train data')\n",
    "# Test data\n",
    "plt.scatter(x_test_predic, x_test_predic - y_test, c = 'blue', marker = 'o', label = 'Test data')\n",
    "\n",
    "plt.xlabel(\"Predicted Values\")\n",
    "plt.ylabel('Actual Values')\n",
    "plt.legend(loc = 'upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "847ba44e",
   "metadata": {},
   "source": [
    "Now that we have a graph of the actual vs predicted values, let's see the features that contribute heavily towards the prediction. We can do so by performing a feature importance ranking.\n",
    "- The feature importance method for Random Forests is able draw conclusions about what features contribute most to the decision making in the model and help the user to better understand the drivers behind the model.\n",
    "\n",
    "### Feature Importance Ranking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "d6dec526",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. smoker - 0.6080\n",
      "2. bmi - 0.2091\n",
      "3. age - 0.1362\n",
      "4. children - 0.0208\n",
      "5. region - 0.0142\n",
      "6. weight_status - 0.0060\n",
      "7. sex - 0.0058\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "importances = Random_Forest.feature_importances_\n",
    "indices = np.argsort(importances)[::-1]\n",
    "variables = ['age', 'sex','bmi', 'children','smoker','region', 'weight_status']\n",
    "\n",
    "imp_list = []\n",
    "for value in range(x.shape[1]):\n",
    "    variable = variables[indices[value]]\n",
    "    imp_list.append(variable)\n",
    "    print(f\"{value + 1}. {variable} - {importances[indices[value]]:.4f}\")\n",
    "    \n",
    "# Plotting the feature importances\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.bar(imp_list, importances[indices]);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fdfd977f",
   "metadata": {},
   "source": [
    "Based on the feature importances, we can see that the sex and region independent variables are not very important in determining the medical charges/insurance cost for an individual. Therefore, we can eliminate those variables and generate another model to predict the insurance cost without accounting for those variables.\n",
    "We are only choosing 2 lowest contributing variables to eliminate because it would not be accurate to remove too many potentially unimportant independent variables when generating a model."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e1993a7",
   "metadata": {},
   "source": [
    "## Polynomial Regression"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60e95615",
   "metadata": {},
   "source": [
    "Prepare data again by eliminating unimportant variables and splitting the data into training and testing data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "a431b227",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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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>age</th>\n",
       "      <th>bmi</th>\n",
       "      <th>children</th>\n",
       "      <th>smoker</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19</td>\n",
       "      <td>27.900</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>18</td>\n",
       "      <td>33.770</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28</td>\n",
       "      <td>33.000</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>33</td>\n",
       "      <td>22.705</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32</td>\n",
       "      <td>28.880</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age     bmi  children  smoker\n",
       "0   19  27.900         0       1\n",
       "1   18  33.770         1       0\n",
       "2   28  33.000         3       0\n",
       "3   33  22.705         0       0\n",
       "4   32  28.880         0       0"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "\n",
    "x = df.drop(['charges','sex','region', 'weight_status'], axis = 1)\n",
    "y = df.charges\n",
    "\n",
    "x.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "630f5a3b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\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>age</th>\n",
       "      <th>bmi</th>\n",
       "      <th>children</th>\n",
       "      <th>smoker</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19</td>\n",
       "      <td>27.900</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>18</td>\n",
       "      <td>33.770</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28</td>\n",
       "      <td>33.000</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>33</td>\n",
       "      <td>22.705</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32</td>\n",
       "      <td>28.880</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age     bmi  children  smoker\n",
       "0   19  27.900         0       1\n",
       "1   18  33.770         1       0\n",
       "2   28  33.000         3       0\n",
       "3   33  22.705         0       0\n",
       "4   32  28.880         0       0"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Polinomial_Features = PolynomialFeatures(degree=2)\n",
    "x_pol = Polinomial_Features.fit_transform(x)\n",
    "x_train, x_test, y_train, y_test = train_test_split(x_pol, y, test_size = 0.2, random_state = 0)\n",
    "x.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "5377eb17",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LinearRegression() Model Scores\n",
      "\n",
      "Mean Squared Error            : 18895160\n",
      "Mean Absolute Error           : 2824\n",
      "Root Mean Squared Error       : 4347\n",
      "Root Mean Squared Log Error   : 8.377\n",
      "\n",
      "R2 Score                      : 88.13%\n"
     ]
    }
   ],
   "source": [
    "Polynomial_Regression = LinearRegression()\n",
    "model_evaluation(Polynomial_Regression)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "cd41305d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Actual values</th>\n",
       "      <th>Predicted values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>9724.53000</td>\n",
       "      <td>12101.156323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>8547.69130</td>\n",
       "      <td>10440.782266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>45702.02235</td>\n",
       "      <td>48541.022951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>12950.07120</td>\n",
       "      <td>14140.067522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>9644.25250</td>\n",
       "      <td>8636.235727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1084</th>\n",
       "      <td>15019.76005</td>\n",
       "      <td>16712.196281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>726</th>\n",
       "      <td>6664.68595</td>\n",
       "      <td>8654.565461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1132</th>\n",
       "      <td>20709.02034</td>\n",
       "      <td>12372.050609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>725</th>\n",
       "      <td>40932.42950</td>\n",
       "      <td>41465.617268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>963</th>\n",
       "      <td>9500.57305</td>\n",
       "      <td>10941.780705</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>268 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Actual values  Predicted values\n",
       "578      9724.53000      12101.156323\n",
       "610      8547.69130      10440.782266\n",
       "569     45702.02235      48541.022951\n",
       "1034    12950.07120      14140.067522\n",
       "198      9644.25250       8636.235727\n",
       "...             ...               ...\n",
       "1084    15019.76005      16712.196281\n",
       "726      6664.68595       8654.565461\n",
       "1132    20709.02034      12372.050609\n",
       "725     40932.42950      41465.617268\n",
       "963      9500.57305      10941.780705\n",
       "\n",
       "[268 rows x 2 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Predicting the Medical Charges\n",
    "preds = Polynomial_Regression.predict(x_test)\n",
    "\n",
    "# Creating a dataframe for comparing the Actual Values with the Predicted Values\n",
    "final_values = pd.DataFrame({'Actual values': y_test, 'Predicted values': preds})\n",
    "final_values"
   ]
  }
 ],
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