Task 2 - Stock Market Prediction And Forecasting Using Stacked LSTM.ipynb

{
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  {
   "cell_type": "markdown",
   "id": "7fdb2eab",
   "metadata": {},
   "source": [
    "# LetsGrowMore (LGMVIP- Oct-Nov 2023)\n",
    "## Author Name - Bhargav Ramagiri\n",
    "## Task 2 - Stock Market Prediction And Forecasting Using Stacked LSTM\n",
    "### Datasetlinks: : https://raw.githubusercontent.com/mwitiderrick/stockprice/master/NSE-TATAGLOBAL.csv\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92e30cb4",
   "metadata": {},
   "source": [
    "In this model I used the Stacked LSTM(Long Short Term Memory). A Machine Learning Model for Stock Market Prediction. Stock market prediction is the act of trying to determine the future value of a company stock or other financial instrument traded on a financial exchange."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49cb30bf",
   "metadata": {},
   "source": [
    "## Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f4de8ed6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "from datetime import datetime, timedelta\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7eefe7b9",
   "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>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Last</th>\n",
       "      <th>Close</th>\n",
       "      <th>Total Trade Quantity</th>\n",
       "      <th>Turnover (Lacs)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-09-28</td>\n",
       "      <td>234.05</td>\n",
       "      <td>235.95</td>\n",
       "      <td>230.20</td>\n",
       "      <td>233.50</td>\n",
       "      <td>233.75</td>\n",
       "      <td>3069914</td>\n",
       "      <td>7162.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-09-27</td>\n",
       "      <td>234.55</td>\n",
       "      <td>236.80</td>\n",
       "      <td>231.10</td>\n",
       "      <td>233.80</td>\n",
       "      <td>233.25</td>\n",
       "      <td>5082859</td>\n",
       "      <td>11859.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-09-26</td>\n",
       "      <td>240.00</td>\n",
       "      <td>240.00</td>\n",
       "      <td>232.50</td>\n",
       "      <td>235.00</td>\n",
       "      <td>234.25</td>\n",
       "      <td>2240909</td>\n",
       "      <td>5248.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>233.30</td>\n",
       "      <td>236.75</td>\n",
       "      <td>232.00</td>\n",
       "      <td>236.25</td>\n",
       "      <td>236.10</td>\n",
       "      <td>2349368</td>\n",
       "      <td>5503.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>233.55</td>\n",
       "      <td>239.20</td>\n",
       "      <td>230.75</td>\n",
       "      <td>234.00</td>\n",
       "      <td>233.30</td>\n",
       "      <td>3423509</td>\n",
       "      <td>7999.55</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date    Open    High     Low    Last   Close  Total Trade Quantity  \\\n",
       "0  2018-09-28  234.05  235.95  230.20  233.50  233.75               3069914   \n",
       "1  2018-09-27  234.55  236.80  231.10  233.80  233.25               5082859   \n",
       "2  2018-09-26  240.00  240.00  232.50  235.00  234.25               2240909   \n",
       "3  2018-09-25  233.30  236.75  232.00  236.25  236.10               2349368   \n",
       "4  2018-09-24  233.55  239.20  230.75  234.00  233.30               3423509   \n",
       "\n",
       "   Turnover (Lacs)  \n",
       "0          7162.35  \n",
       "1         11859.95  \n",
       "2          5248.60  \n",
       "3          5503.90  \n",
       "4          7999.55  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_df = pd.read_csv(\"NSE-TATAGLOBAL.csv\")\n",
    "stock_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3f7cf6a",
   "metadata": {},
   "source": [
    "## Data Exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3706b1d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2035, 8)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check shape of data\n",
    "stock_df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "538d73fe",
   "metadata": {},
   "source": [
    "In this dataset we have 2035 rows and 8 columns "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "75f86b6e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2035 entries, 0 to 2034\n",
      "Data columns (total 8 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   Date                  2035 non-null   object \n",
      " 1   Open                  2035 non-null   float64\n",
      " 2   High                  2035 non-null   float64\n",
      " 3   Low                   2035 non-null   float64\n",
      " 4   Last                  2035 non-null   float64\n",
      " 5   Close                 2035 non-null   float64\n",
      " 6   Total Trade Quantity  2035 non-null   int64  \n",
      " 7   Turnover (Lacs)       2035 non-null   float64\n",
      "dtypes: float64(6), int64(1), object(1)\n",
      "memory usage: 127.3+ KB\n"
     ]
    }
   ],
   "source": [
    "# check basic info of data\n",
    "stock_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ed798342",
   "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>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Last</th>\n",
       "      <th>Close</th>\n",
       "      <th>Total Trade Quantity</th>\n",
       "      <th>Turnover (Lacs)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2035.000000</td>\n",
       "      <td>2035.000000</td>\n",
       "      <td>2035.000000</td>\n",
       "      <td>2035.000000</td>\n",
       "      <td>2035.00000</td>\n",
       "      <td>2.035000e+03</td>\n",
       "      <td>2035.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>149.713735</td>\n",
       "      <td>151.992826</td>\n",
       "      <td>147.293931</td>\n",
       "      <td>149.474251</td>\n",
       "      <td>149.45027</td>\n",
       "      <td>2.335681e+06</td>\n",
       "      <td>3899.980565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>48.664509</td>\n",
       "      <td>49.413109</td>\n",
       "      <td>47.931958</td>\n",
       "      <td>48.732570</td>\n",
       "      <td>48.71204</td>\n",
       "      <td>2.091778e+06</td>\n",
       "      <td>4570.767877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>81.100000</td>\n",
       "      <td>82.800000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>80.95000</td>\n",
       "      <td>3.961000e+04</td>\n",
       "      <td>37.040000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>120.025000</td>\n",
       "      <td>122.100000</td>\n",
       "      <td>118.300000</td>\n",
       "      <td>120.075000</td>\n",
       "      <td>120.05000</td>\n",
       "      <td>1.146444e+06</td>\n",
       "      <td>1427.460000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>141.500000</td>\n",
       "      <td>143.400000</td>\n",
       "      <td>139.600000</td>\n",
       "      <td>141.100000</td>\n",
       "      <td>141.25000</td>\n",
       "      <td>1.783456e+06</td>\n",
       "      <td>2512.030000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>157.175000</td>\n",
       "      <td>159.400000</td>\n",
       "      <td>155.150000</td>\n",
       "      <td>156.925000</td>\n",
       "      <td>156.90000</td>\n",
       "      <td>2.813594e+06</td>\n",
       "      <td>4539.015000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>327.700000</td>\n",
       "      <td>328.750000</td>\n",
       "      <td>321.650000</td>\n",
       "      <td>325.950000</td>\n",
       "      <td>325.75000</td>\n",
       "      <td>2.919102e+07</td>\n",
       "      <td>55755.080000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Open         High          Low         Last       Close  \\\n",
       "count  2035.000000  2035.000000  2035.000000  2035.000000  2035.00000   \n",
       "mean    149.713735   151.992826   147.293931   149.474251   149.45027   \n",
       "std      48.664509    49.413109    47.931958    48.732570    48.71204   \n",
       "min      81.100000    82.800000    80.000000    81.000000    80.95000   \n",
       "25%     120.025000   122.100000   118.300000   120.075000   120.05000   \n",
       "50%     141.500000   143.400000   139.600000   141.100000   141.25000   \n",
       "75%     157.175000   159.400000   155.150000   156.925000   156.90000   \n",
       "max     327.700000   328.750000   321.650000   325.950000   325.75000   \n",
       "\n",
       "       Total Trade Quantity  Turnover (Lacs)  \n",
       "count          2.035000e+03      2035.000000  \n",
       "mean           2.335681e+06      3899.980565  \n",
       "std            2.091778e+06      4570.767877  \n",
       "min            3.961000e+04        37.040000  \n",
       "25%            1.146444e+06      1427.460000  \n",
       "50%            1.783456e+06      2512.030000  \n",
       "75%            2.813594e+06      4539.015000  \n",
       "max            2.919102e+07     55755.080000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get statistical summaries of dataset\n",
    "stock_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "31fa384b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date                    0\n",
       "Open                    0\n",
       "High                    0\n",
       "Low                     0\n",
       "Last                    0\n",
       "Close                   0\n",
       "Total Trade Quantity    0\n",
       "Turnover (Lacs)         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check is there any null values present of not\n",
    "stock_df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ad192f8",
   "metadata": {},
   "source": [
    "Here we can see no null values present in dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29b18a16",
   "metadata": {},
   "source": [
    "## Exploratory Data Analysis (EDA)\n",
    "\n",
    "### Data visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "78acafa8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Date', 'Open', 'High', 'Low', 'Last', 'Close', 'Total Trade Quantity',\n",
       "       'Turnover (Lacs)'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "38e69d84",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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oF457j9CLNtbzUTh4YDn0FuT6SiSVRfO1lsqiQ/skCO1B5BQSBEHoQFUlFcQejUM2mTm15yTJB+Lw8XKnsamJzNQcPCf1blXfpDPQVNr8yFBh44TSLQCFvZsICAn/iUFnIDc+k7gtx8iNy8BwNhD5u5zUHJAg+WQSCbtP0rNfDPX1DRw+eIIqyYRdsAf1BeXMuWsWI8cPwd7DSwSEhAtO19BE9qk04rYeoyAxG5PBSGVFFT98+SvVlTXE9IimoqicgjPZVGQWoVKrcAnyoL6ubf6V0hNp6KrrkdSWKJy8ULr6iYCQ8J811TWQdSKl+RxNzsFsak6+nHA6ibzMfLQaK3LT8tAoVeScTKcsrwS3UG/kBiPVKQVtj1dchaRUo3BwR+kacFEDQtAccE1NzsAv0JfM1Gw0VhrUajXXzJrIsd1HCQ0LYslHS0iLT6O8pILG6jo2fruO5R/+ikuAB8HdwwCQzWZ+ev4r0o8nk7DtOMXp53Ir6SpqqcspafPZ9QWXRk46hdYOpas/CkdPERASrlhiptAFJnIKCYLwd6XEpbBny340CjUWFmp6j+1HQJg/u1bsRKlW4dc1mLDI8FZtlBoLtB6OHdRj4UpkMpo4+ttulj/9FbIsI0kS0168lb6zhqOyUFGQW0TSqWSKsgqwsNYw+IaRJOyKxdnRkYRjicgWKqx9XfHuEsyQ0dehVIoApXDh6eqb2PXlOja9txwAhVLB7A/vB1dr9PVNpMen0VhSjV+gL+NvmsCXL3xBwqF47nj1Hixs2gYoPfqGo3GwudjDEK5gTXWNbPtkNds/XQ2AQqXklk8X4N+7E2dOJmGsbaLCUIRvmD8ubs6knUxhx5KtZMSlM/vxm/AeGkXOphOtjmnj43K+j7poEuNTOLzvOIXZRcyYM5W1Szew6I0vCAz158Fn7mXJu7+01B03fTQ/LPym5XVxViEPvvcQZbklWGg1pB9P5szOk+z4eBUWVpbc+c3jhPSNRONih32QB9UZRa0+u6PHLghXk3YLCkmSpAH2AJZnP2e5LMvPS5LkBPwKBABZwExZlivPtnkSuB0wAQ/Isry5vfrXXsTyMUEQ/o7a0ipKMgsx5FZzYNU+ABw9nJj14m1ExYSTkpiBl48HjgHuqG2sMNQ1otJaMuT9u7EPFNvOCxdOaWYhK57/BnsPJyIHd6WptoF1b/5CcO9w3EK9ObPnFMtf+g6jzoBCqWDE3ZOIGd6do+sPMmjcAByc7TF18kbl4SgCQkK7Kc8qpLawEkdvVyrzSzGbzOz4fA2mru6EBQVy/OddxOeXARA9vDt3v3wPHz76AUmHz+Bx7TAC5wwj66ddyGYZG29n+j4/G7VNx+UrEa48pZmF6Kvr6TysG4l7YjEbTSx7+ktGv3oTVDSy+7O1mIwmVBYqZr1wGyOvGcH21TvISshA16jDZ/pAyk9nU19QjqRU0P2haThH+XfomExGE4UFRUydMZ7vPv2Z08eaNxtIS8rg4Tue4qEn55Eal4pviC8Zp1Nb2qkt1Mx9+R4+nfcu9VXN+XiGXD8S14Dm5WP6Rh0rnv+Geb8+j7WzHYPencuR15bgGOpNQ1EF3kOjcYrwufgDFoSrVHvOFNIBw2VZrpMkSQ3skyRpIzAN2C7L8uuSJD0BPAE8LklSJDAL6Ax4AdskSQqTZdnUjn284MRMIUEQ/oyhUUf2rtMceGsZhromwib3QTVhAAfX76eyqIJDv+2htqyKHsO64xngyam4JIJfnIWnixPOQZ7YBbiL4LNwQdVX1NJr8kBcbK3JXH8EC3stU++/luqyKvRmEyte+wnj73mtTGa2f7aWm9+dR0S3cBS2GpxcHVFOcCcgOriDRyJciUwGI7kHznDg9V+pL6mi39ie1JiM7FuyHY/oQHbEx2JZqqPibEAI4PSOE4R068TQaUORJYl136+n+6AYJm14GXOjHhs/N6zdHTpuUMIVpyqrmJSfd1G28Th2AW7MfPom1n78GzZOdtSWVrPt0zUtS8mMeiPLX/meaQ9fz8DxA8lOzKKhrhGPLsFMWvMCdbmlqG2tsA/yQGnRsTtwdYoMobGhCWdXp5aA0O90TXosrJt36jMajKj/0Ndr7p3O6veXtgSEAHb/so3QnudmPxel5NFU24C1gw2WLrZYR/hyZt1hnEK9iYoKQKURuwAKwsXSbkEhuTk68vs3gfrsjwxMAYaeLf8O2AU8frZ8iSzLOiBTkqQ0oDdwsL362B7EzZogCP+LXm8gc18cm+Z+0FIWv3gj0fMmcspOS2NNAxknU4ge1h1LS0tUlmos1Bb0mNgfjbXIzyK0D0cfV1ztbYn7chMA9cVVHH71Vwa+fyd1TY00/b98LGaTGX19ExYWajr16YxvsK/42ye0m5K4LNbc/Bayufmh25kfthM5ezhOPq5IJpmu3TuTvyW+TbvS3GLcgzzw7uSH1t4GvzA/tDYXZ8cm4epiaNSz//VfSdtwBIDGilrKE/MYdvc4EvafRmGiJSD0u6b6JvQ6PSa9gZ4jexHZNxJ3n+ZZwNaX0BLx4LBA3lv8KoX5xVjbaKmva2j1fkN9Iw++NZ+02DS69e/KgbX7MBqM+AT7sCnxtzbHq6usRVJIyGaZiGEx2LrYY2jUse/VJaRvOgZA/uEkVt74BrPWvYRzqPdFGacgXO3aNdG0JElKSZJOASXAVlmWDwPusiwXApz9X7ez1b2B3D80zztb9v+PeZckScckSTpWWlrant3/VyTEhfHV7lI/R4WOc+Z0Irl729685G87Ree+UQB06tuZnIRM3AM9MRlMDJgwoF0CQuI8FX5nZWVJ1sajrQtlGV1OGUpLC6z/X94VlYUKK60VrgGe+IX4tVtASJyjAkDpmeyWgNDvMjccpeekAbh1DSCmdxf8u7fdocg90JOgmFBihnQnvHt4uwSExDkqANQVlJH2/75DjY06NCoV0dcPwdXPHZVF6+fw1vY21FfW4tc5kBufvKUlIHSh/ddz9PjhUzw092mKi0q49/E7W73Xd3Av4o8nsGPLXq65YyqOrg48tOgxJt01FUkhERTT9t+lnYsDslnGt2sQE5+4AQsrS2rzy1oCQr8zNuqoTG+beFsQhPbRrommzy79ipEkyQFYKUlS1J9UP99VZZu1WLIsLwYWA/Ts2fOSW6slt+2ycJW51M9R4eIrLiymJLuYguRs7M6T2FTr5oDRwRafcH/8IgNwDnDDzseFkIigduuTOE8FgPLSSjIT07FysqM2v7zVexobK+qyC5n7/gN8Pv9D6qvrsNRqmP7kbGpKq+gytFu79k2co0L86UR0JmObcisXOwIGRlKpa+CrN77moWfn0bNLGI3VdaRlFmBUSbiHemPr7ohC0X7PP8U5KgBU1tRiYa1B//9mVdr5uBBXVkBRRSU3v3kPuoxilEYT1To9toEe6Ax6bL2c8A3xbbe+/ZdzNCszh/jYRO5/7C7W/tY8k/Sl95+msrwSg95ITnoucccTmHnzNdw66k6e/uBJhk4cTO/RfQFwdnfmiwUfUp5XilKlZOxdU/AK9eaRDa/j6O2C1r75ekhpoUZtrcFQ39Tq89Xac8vHTHoDDelFGBua0Pq7Yeli/+9/KYIgtHFRdh+TZblKkqRdwFigWJIkT1mWCyVJ8qR5FhE0zwz647eiD3D5hYjFJYEgCH9gNpvJTc4ha38i3oFeuHTzQetih1f3EFzDfGmqbcAtxAtTbinDXrmLeqMB9wAvnN2dOrrrwhWsvqae4sxCSkvLKcsrImruWMoPJqN1tKU8o4CCUxlYlNVS9N5KVFN6s+CzR6jTG1CqlGhsrPAL90dtKbbmFdpPSnI6Lz39Fk/MuxNbXxdqc8/mDJIkou8ax9ePLqLn1IE8/tQ9qDLL0B1OpWHDUSK6hxD4wo1og9yxdxQ3jkL7ij99hqrSSrrdN4nDry9tKXfrGkTswThyMvIYcMsofGRLGnQyxeuOYl3XSPhH96IIdsPd270De/+/VZRXsnLpesI6BfPGCx9QmN+8M9gj9z/H4OH9ufPeOUgmsNNa8+XrX2M0GHltwZuEdA7GN6g5QXRgdAj3LnqEsrwSLDQWHFq5h3fnLOSRn55vCQgB2Pm6MvDJWex85tuWMu8+4biEN98W1ueXUXkslfIdsRSuPoCVjwvdFj+IXaTfxfuFCMIVrj13H3MFDGcDQlbASOANYA1wM/D62f9dfbbJGuBnSZLepTnRdChwpL36115EomlBEP4oKzETJ0stlY1m5MJqqmv1TP5iAWde/pmc9avQuDvgee9ECtccxn1wF/wHd+noLgtXuJKcIr577gv8OwUQ4O6Ca6MCjaOEm68bOb/sQm2tYdzCW4ib+wHIMpWrDmPfL4KgaQOxsRNbeAsXR05WHq898zDVCXn0XXAtCrUSQ4MOhaOWVd+sY9y8a3DSy6Q+/A2N+eU4dPYj7LkbSV34M9Ubj+Hx9PUdPQThKmBtUGDIr0O2tGDcovuoL63GwtmWkrJKCnOKCQjwxvZAFsd+3IGkUBB43WDMFTWkPv0tfVe/0NHd/5/SUjNZtmQ1Cx65m9rqWnr160ZRQQm52flUVlSh1xvQNTbh7uPGrHuvQ6Ox4NjeE1SUVuAb5EN9dR37V+xm9Se/UV1ahbu/B6NuGsfp7cfJPZOJnYs9dq4OQHMyeRs/VwY8fT1KCxU2bo5oHKxRWVlSfjyNYw8tpjYlH2t/N8Kevp6Mt5eT8vqvdPt8Pkor8XBCEC6E9pwp5Al8J0mSkubcRUtlWV4nSdJBYKkkSbcDOcAMAFmWEyRJWgqcAYzAvMtt5zFBEITfleSXkHEoETtnOxqLq9C42SMpFOTtPU3qin1Eje9N+eEUmoqrOP3Sz0Q9dA0N2cWACAoJ7SvlaCLjZo6mNr8MpVJFY20NW+YvQ+NoQ+/nbqChtIrE91fhe88Est5qThSqT8oXSXqFi6Iiu5icYylYV9bTUCOR8N1WqjOKcI0OxP+mYRRl5jFszhgaM0rIeHcN5rM741Ul5JDauB2PawZQvOkYwfOnorYV56zQPkrT8sk9nkJjWQ0qJBJ/2I7WxZ7gW0ew7+BJogZE42Ay4lLeRMYHawCQMZH+/XY6PzyN0s3H0ZVWYeFk28Ej+R9kmR69uuLr780Nt03n2OGT9BrQnadffpiNyzezbukmrCws+Pmzc7OjZt5xLa4ertTX1HNy1wnijsTTY0JfHJwdWPvxCnISM5n5+Gx2LFrD+td+Ycit4+gxuT+lSbnkHUvB3ssFQ10jm+/+EAC/IdEEdA2iNiUfgPrsEuLfWUHo7BHkfLUJfUUNVt4uHfLrEYQrTXvuPnYaaJNwQJblcmDE/2jzCvBKe/XpYhA7sAiCAFCWXoCdkx1xv+wi5Q8JFHvNGUVDcRX5Z7Kxj/KnOj4b2WTGpDei8RIXN0L7MpvNOFhoWHnvR3B2ZqujnxvRd4zl9OcbOP7aUlTjuhA8Jgb1Hy62HboGtWtuFkEAqMgq4ueb3qQyuxgASSEx+skbOP7mMkpPZ2Kzz509iclY2Vpx3ZyJVJ4NCP2uLqMIy0l9cLG2RKXVdMQQhKtAaVo+P97wKnXFVQAoVErGPHU9h1/+Betd8SSdSWT7L1t58KOHqV+/s037ithMnAd1vnQDQoCrmzMWlhasXLqeZT+vos+AnnSO6sSi1z4nIyWbeY/dyTfvfN+qzYrvVjPt5snsX7OHL57+rKXcwdWBsXdMxN7OhhXPf0tQz070mNwfC40F8Sv2s/vd5S11gwZ0Jmh8LzI2HCVn92mcgjywdLVHV1oNgKG6AdQqHHqEora3vji/DEG4CogrPEEQhAtIlmUyjyez7cOVFMZmtAoIARz/ZQf+o3tQcCwV+y4BLeVaHxfsuwZe5N4KVwqDzkDmgQQ2Pvctu95dTkFc5nnrZZ1IYc/7K1oCQgCVOSUobJpvoOsKK7C3tia3qgqzZfNzI5cRMbiLZY1CO6opLOf0b3tJ3nqiJSAEIJtlTi7bg//IGABKj6QSGhVMyolkGpVtj6Oy1qDUqPC7ZRSSUlziCheOSW8k+0gS+xatJmX7yZaAEIDZaCJu/RF8BkZSdiyVsKhgZFlm1/IduI9um5Df2t+V4PlTsTy7fOpSlJaahZubC7t37OPZVx5DqVCia9STkZINgNHYNgG80WCksa6JJW//1Kq8qrQKlaWahrJaosf0wtnHlS3vLaehvIZ9n6xuVTdjfwIOEedSzBaeSscu3OdcBUlCbW1J+HM3orK58DuzCsLVSvzFvNDERCFBuGoZDUYyjiYSv/EIWceSkU3mNnXMRhNIEm6d/alLKwTA79oBuI2IEbtpCP9a1oEEfrz+VY59t5W9H6zk+xkvUxSf1fK+0WAkOymL5J2nqD/7xPWPjDoDklKBlbMdtY2NyBYqJBdbon5+lJhP5okp+kK70dc3sv21Jax78isaK2vbvF9XXo3GsXlGhVMXf3LS8wCQVUpcru3bqm70czfgd8NwbDu1325OwtUp52gS389ciIxEVW7brd3ry6qxdLTFMcqP7LPnqL5JT7W3DZbOdi31rHxc8Lt2IE69wy9a3/+NstJyZFlmzm2zeHvhxxzcexRdk67lfYPeiK1D65lOgWEBWKjVGPRtA0ZI4OTtgm9UICdW7QNApVRi+n+z/QDMf7h28uoVRl1GUcvriAen4DWlHw5d2293VkG4Gl2U3ceuJiLRtCBcnXLSc6ioqELOryb7dDoAOp0eK0cbGivrWuq5R/ihq6gl6vbRmIqriHpsOvaRflhewtPIhUuPuaIQc1UxksoSo607+z5a1ep9Q6OOzP0JeEQFkJKQyo+f/cq1147j5NqDRI3rReySXS11JYWElbUVCrWSTveM45vPlzHv3QdoVEPw0BiUyvNMyRCEv8FcW4G5vABkMwonTxT2rm3qZJ1KI371ARQqJS4h3iBJrWayRY7tRe6u0zh39sdncm9q3vwezyAvtFYa8qLdsQ2dhI+jE+6dA3HsHIBSo76YQxQuY7LJiLmiALmmHEljg8LZG0nTNg9VXmYe+z9fj6SQMCslbLyd29QJH9UDQ34ZPhN7U/DUxwAMvXY42cWlSHf0p7tvANY2Wuwj/LD2a/vv4FITFBzA4kXfMfummTQ1Nm8Vv2f3IcZcM5LNK7ex9PuVzHvsTrat3EFKfCq9BvVgyNiBvPLAa4yaPYb1X6whpFsoags1zh4uhHRp/u/M/fEtn5Gfmotn1yAKYzNayizttGBsTinr3MmH8JmDYXxvGvLKsPJ0wj7CD7Xt+WcIyWfbSaqO+5slG3SYywuQ6yqRbBxROHkhWVh2WH8E4e8SQSFBEIT/qLGxiaLCEtQWFiidrPGKCiTjSBL7ftrKpEevp/xMNkUJ2Th6OtF7xiDqquqprmmg68whHd114TJkKsxAt34RGJufsMqRwzE06tvUMzTqKC4o4YEbH+X6O2egVqsJHRlD8PBu+PXpxMFF65CAoQ9diwxEPDmdU3Ep3PPW/Tj6uBIY4n9xByZcUUyVxeg3fIZcW9FcoLFBM/FeFC7eLXWy03JIT8zAs1swPmO7EZuUwtSvHqQoNZeyU1k4ejrj3TWYrqNikLILaNp8iAWDu6EaGMNX93xI57G9iXpgCt7BPv+jF4Lwv5ky49Bv+w5oDkIqI/pj0WdSq8BQZXkVy75dSYCrPb2fmI5Jq6YivYhxn99H7s7TZO44TbeZQ4gYEEnT6t2w5zgvPDiLWhdH9v24g4jh3Yi+fjgu7pfXbMvomM7MnXcLuoZzs4MS45MZN3EEoyYNo6KsEktLS+57/m4a6xpRqZSUFpahsdLQJJu4/4OH2L1yJwPGDWD3z1t499ZXsHd14Kanb205Xtzmo0x4eCZ2Xs5k7YvHNcyHnjeNor6gnFGfzMOnbwTWbg4AOPcI/Z99NesN1B85Q8lXa5ANRlxvnYRNvyiUFzmvmGwyYkjYj/HQuSVxqr6TUXcZgqQUt9zCpU0sH7vAxEQhQbi6pCdlsP63zTyzYCHbl63DXF5ItxFRhAyMws3fjTAXFX0VxVzT24ERYyKoee4zVPtPcuTHbVTmtZ2CLgh/RtY3YTi8tiUgBCCl7KPf7aNa1ZOUCmzCPMjJzOXOB29maM/OaBqrqLNs4oH5z/Pt6rUMeXgc180bjXrvMUprarEPdKfvjKHklBTh7uV2sYcmXGFM2fHnAkIATXUYkw61vEw4lciy71dRj4Hud47GWm6ib99OfL90Jc9/8ClbS1LB34mygiKsq0pRJcdiY12PU6gr+l82MXjWUGJX76epuO1ySEH4K+baCvR7l/J7QAjAlHgAc0Xzsu662np2b9nPq0+8jd5kIGxybywNdQT62nOkII259zzB5twkej47g7A+YRjW7MDWxxqtoQi7sjx8VWYayqrZ/u5yjFWNHTTKf89Kq2HcpFH06BuDX4APfgE+LHj8Hn76ahnzb3+SA3uPYjKbOLz7KJt+28qD1z9GVlo2tz9xG117duaTh99Ho7Fk+3cbyTiVBkB1aRWHNh+k7/XDgebVFfuX7CB4dHfGvXobGgcbVi/4lF0frsIh1LslIPRX6o8nk3bj89RsP0btnlNk3PoydYeaZyQZS8upX7eFskeeo+bbXzBk52KuqcWQkYmpuPgvjvzPyNWlGA+vbVVmPLwOuarkgn6OILQHEba8wMTmY4Jw9Yg7eYaEU4ls27iTb995DNWXn2N+fwsKJyeuu+tuzGoNjU+9eK7Bpm143nUnOQt/ovO9M2mqvfwuFIWOJRuaMFcWtS406gkKt+Waj+Zx5JvNqLSWuA2N5IUX3yesSygv3D6ZhrdexVxSwgRPT0YuvJ9t8bnE5ZdjU5yLtbMTHrZW5NbW4qhxZPDIAWi1IoGn8N/IpXltysylOcgmE7HHE7j/xkeoq63no/cexXvfJuQD+0Gt5rHpMzjepzulDTpWbNrC8w/eSs2Dj4OpeWkIO/fgMu9emiqbXzecJw+RIPwVWd8Euoa25brm5d47N+7muQeaN0R+7qk7cN2xDufdu2CFkkenTGX8sEc5eTKN/IISPBzscLJsouH7czNEFIcOce2CO/jiwcU0VtW1+ZxLXUJcEu++uYjJ14xj5uwp+Pr58MS8FzCd/Xe4afU2mhqbaKxuIDDEn4GjBxAeEUpqbAql+aVMvOcavP29+ObhTwBw9HDCycuF07tPMeeZWxjnMQOzyUxjZS2rnvyKgbePw1DfROjwbnS7YRjuEX5/u6+Va/a2eSpf+s06bPtHUfvdL9T9uhKAxn2HUNhb07R+LcaUVCR7e+wfeQjLAQOQVP/9llhuqgP5/+WSlM3ITfX/+diC0N7ETKELTMwUEoSrQ0FmHo3V9TirtNw4YhiqTz/BnNW8K4e5ogLD22+iqa1q3choRM7PxsLHFY29DfZeThe/48JlTbKyRRXSvXWhSk29pT0NTpYct6hhZ00Oz7zwLpOnjeG2ycOpf+klzCXNTyrNhYVYfvoxNjodqz75jcpu3bCwVqK1syY4Ioju/WJwcRXnpfDfKQPP7VhncPIj13cYKfY9KcgsIPZYHHW19Xj6ehBYkIW8f1/zBZRej+nnn+jtZU9xRiEjhg+iODf/XEDoLOPRw2g9nJAUEs4BHhd7aMIVQLJ2QHI5t+xQtnGk2H8oCXl6MpMz+fK97wBwcnGku9SIeecOMJvBYMC0fBldrJUcWL+fH179lvTcInQHD7c6vrmgEK2+HmtnOxx8Lv0cQn9UVVXDQw88S3R0Z1588g0qK6rJSM1qCQj9bvfW/fQe3AMPLzcGjOhDQV4RRpOJg1sO8tP7P7Nz7W76TRvMNQtm0XV4Dyw1loy6ZTy2bg7seO83dn24ksM/bMOoM2DtYINKY0FtcSVrHv6cmqKK/9G7thSWbfOIKTSWGAuLqVt+LlBnNWwAjWvXYExJBUCurqbq+RcxZmb9u1/U/yPZOoPGunWhxhrJVvxNFS59Iih0gYmZQoJw5SvKK6Ywv4Sc42n8+OyXaHT1mPPzW1cyGts+MQIwmbGZOhSfod3Q2ttcnA4LVwxJoUQVPRRFUFdAAkstuVGzuP+G5zl96DQHdh/h1NE4pt84mdQtp9Dn5CHXt35Kaa6qwtvOkuryanJzS5Ec7bAN9ycgVOQQEi4chVcoqh5jqffozJLTCubd/SkLbnqZJV/+hu7sjkP9enbG4tjRNm2bTpyi95AeVBSUY+/k2OZ92WymslHPjZ8twD1M5BMS/jmFRovF0BuQ3Pwx27hwwBTFvfd/xUPXP822FTswm5uf8naLCcf61Ik27U3Hj7Hg7QcB+Pn9XzAMGdSmjr5Rx5zFD+F4me3eWFRYzOmTCZhlM2Wl5ZQUl+JxniXFru4udO/ZlU0/beTdJ97nyze/5qt3vmXqXdcgSRJHdxyl35TB7P51G7t+3sqZA3GsW7SC+H2nGXjXBCRJwtLGiiF3TyJjxynSd8VSGJdJU3U9xqbWu5L92UY+jpMGwh+TS0sSrrdOaF4Z+Idman9fTGlprRubzRjz285q/DcUtk5Yjr0DyaH5dyXZu2I55g4Udm0TkwvCpUYsHxMEQfgH0lMySDyaiK21NZu/bF47XttkQrK2bnPzjef/e4KtUKAZMgBtWAhaH5GzRfh3FPauWA6fjdy7kgYDLLrrDcoKy8iIz6Dv4F4c2nMUb3c3EtMPolOoQaFofsL9O7UapYM9APqaOlQDumDr2vbGWxD+C4XWFnWPMWTVHmHpt88hSRJ9hvciKNgfrzAfNFoNmTlFyNEB8P+C6jp7J0qyi3H3dUdra4Px/53D1jOm0CmyM3Ye4gm88O8pXbzRTLiHzJRs3pq0AJPRRET3cBzt7Zhzzyxee+IdsvOKYHQUpLYOJjQ6uWHSNW/LXl9bjyIyHFadyyejdHfFcXBPrAL//jKoS4WdnS2ubi74+TcHXFcsW8eAIX3o0TeG44dOASBJEg8/ex+xB2OpLKtqaWs0GNm35QCde3cm/nA8VSWVVBSUtTr+jh8388RPL6K0UOMd4cfuN5dSmXUuv0/U1AHYeTb/267LLSVvywly1h3BY2Bn/Kf0xT7Eq9XxtN3CCFv+GpXr9yPrDDhMGoh1tzCQZbSTxtCweiMA5to6FI6OmCsrW7VXOl64v39KjyAsp8xHbqpr3tHOSjz8Ey4PIih0gUliqpAgXLFSzqTx6hPvcP2ca3B0sm8p3/DbATrddQOW33/ZsoZUMWUqa3acpvcD92J/7BgKa2tsZkzGskvnDt0uVbgySCoLJAd3anOKiD/anFAzqms49o52dAoPwcau+UJ047pj3D7lWtQrl7W0NV53A0cSclEoFYT26YJtVHiHjEG48kkKBcUF5ShVSu558g7itxxn1Ss/Etg1hDc/eZFNa7ahHz0S9enTyLVncwMFBZFcI2O2NOHoaMebL37F7ffMxTH2FCqzCZuZU7Hq0RWF5uLuLCRcmSRLK8rKajEZTcy573qqMopZ9/ZSuo/vw3NvPsbG1dswDRmO4tAhzFVVzY18fMkwWWGob0Rrq6XboG4cTSuk25wbsD59GsuYKLTjRmJxGQaEALy8Pfhk8RuUlZYzZfp4Vi/fQH5eIdfeMJmBQ/ti52CHk7M9qafTaKhqmy+nsqySkJBAPPw8MBtN5/kEUFmq2L14LdYOtoy4ezLxK/ZSnVtG1NT+9LltLCpLNYb6Jk6+soTsNc1L80oOJ5O15hAjf30Srce5QI6kUGDdvRPW3Tu1+Rz7O27ColMoDZt3oHBywnb+A1S/vLBlSarVlMkog4IuxK+thcLKBkQwSLjMiKDQBfZn0xsFQbh8NTU2UVBQxD0P3YKdjS3H1x9i1C3jWf/pSiqLK1j88yGm3zwPTwcLJHsHKoxqXOKzKUiqxubaG3Ab3OWvP0QQ/gFZllEoYP6zd9PQpKMyvYjNH6zA1smO4Du88ArxJvNMNj9pLBgz+26cNApqLCzJ0UFZURbPffkcYb3FeSm0n+rKapw9nBkyfhDHV+8n90xz3rXM2DS+e/AT7nz3Pg6cyKHXgifQpaVjkhQk5lSz/ZfdjLh7Evb1JqYNH0iVgws299yBi68nllaWHTwq4UpSW1OLraMtIVHB6ErrOLmleTnj8XUHid1ylPs+fZRiVDRMvQl7XR2ypCClqJ7EI+n0v8GfkeMH0SkyhPL8UpQje+By780oL0DS4o5kNpsxGI0kJqYxZsJwxk0ciVFvZM+2A3h4umGt1ZJ4Mpm96/dx7S1T27QfNGYADVX1PPzew5gaDTh5OVNRUN7yft/JA6mrquO2755gyQMfs/rVH+l34wgmvnkXGlst1k62ANRmFbcEhH5Xk1pATVpBq6DQn1F5uGE7Ywo2105CUiiQjUZUX3yOMT8fpYMDyqAglLa2//6XJQhXiMv7W0sQBKGdybLMsUMn2LhhB316dGPvxp0EhAWw84dNDJ89hptfmcvRDQdx9Hamys4JC3dnEu7+HH15Tcsx/HtHduAIhCtRQX4RSUcSqD6QRuLqg1g72dL1ppEUpOSSk5TNb2//wty37iM/MYv0M5kkVxmo1TdhIUv06B9D9As98A0UuViE9qFr0rFn50Hef30Rd99/KwNH9efrBR+1qmPQ6SnILsQ9zJtqtYYaZx8Or92Pras9056ejYuNNUn3f4mpycDolc/gFhbQMYMRrkgmk4lD+47y1ssfMW3WJO55+i4+vfvtVnWMeiNpp1LwDvPBxt+f+JPJpB1Pxj86iJG3jMV4MgvLpcdJKt2BS48QvG+feNkHhADSUzM5cugEXWM689arH5GanM4zzz/EhpVbcHJxZNL0sXSJjqCptpGdG/Zw++O3sXHJRhrrG5k8ZxJ+wb64ebqiUCmora5nzO2TKEzPpySriKCYUKpKKjm26RBaK0vuWf4CurpGdBW1bHjiSwrjMvHvF8moZ27EUvE/Vl/8i0UZkqI5ja6kUqEOCUEdEvIffkOCcOURiaYFQRD+xPEjp9i/7yj52QWs/2Ytu9bvpTCnCCcvF5wc7Djx9m8MHt6bLtGdSP1mOyc+XodTdEBLewtHG7R+l9fOI8KlTZZlNq/bTtm+JOKX7sGkM1BTWEH8kt1MuWsqFlaWyGYzP736LZ39fehh1uBVoSekBhy2JmOjtRIBIaFdxZ6M567Z8xkyYgDPP/0G9i72aKzbLvfS6w28seAtdEXVHHjuR/r3i6FrTCfyVx6h5nQuCgs1TjFBKO21HTAK4UqWGJ/CLTPnERUTyVef/0hNVQ0u58n1Z2mrpSI2m9W3vUvFttOMnj4cb3t7lNmVpH+4nqbSagC8p/ajsbbxYg+jXRQWluDt68EbL79PanI6AOvWbmX67CmUl1bw7ac/8/xjrzN4wkCcXB35/qOfiOoTzZ1P3kFhViGv3vc67z35IUe2H0WpVRO/N5bTO0+gb9Kz7bsN7Fu+EzsnO/b8so3K4gqqs0tYcf/HFMRmIJtlsvYnsPzuD1DaWxM4Y2Crvjl29sMu1Lsjfi2CcEW7/MPZlxixekwQriwJp5MxmUxMnDCK9x9+H4DdG/Zy7xN34KRSMevx0dim70ZWqPCe05P1n+8l8OkbkSTQeDihDnCjOKsQt27BHTsQ4YpRWlJGdWE55dsSAFBrLbnmiQm4VKZhEbeS554Yzc5TZWRll5Ov0ON/3SDy1hxG6+9G2Nu3491b5BAS2texw6cAsLSypKy0nJrqGsbcPonVH57LbdVjXB/iTibi6umCqaySOc+OwTZ9N6Y6WzyndmX/+kR6L7yJwrQ8cuMycQ6/PPOzCJemlKQ0jEYjru4uZKZnU5ZfwpDrRrDktR8wGYwA+HUJQm2pJnt3PJ6d/Rh7cy9skjaBQoGp5zAsnptFxalM7LoFcXTVPqzDvbF1c+jYgf1H9XUNvPfOp4yfMJL0tKyW8lMn4rC21vL6Jy/Q1NCEpaUFh/ceZ9zMMUy+fjxnjiey5OMl5GcWAJCdkg3jB5EWl0bnwV1JPnyGisLmJWRu/h4gy+ib9NSUVVOblEdjZV2rflRmF1NTVEHM4zNw7xNO7ubjuPeLwGd0d7Tt9Ds2V5RiOHEI/b7tqMIisRg0CqVvYLt8liBcakRQ6AITeaYF4cpQW12LyWTC19eT2P2x2KutUVuoGTZ2INHhIUhl9XTu54npk7dadjy1iz3IhHvnU5RXTkZlNQ3pedQsK2f8K7d16FiEy1tlWSVKlQo7h+a8BxpLS5xdnWj0dqaxqo4x80bised75LoaTIDtmVNMmng9K1wc2LPzMBNmjyfouRn4+HmhVIok58KFVV9bT1NjE06uTi2bbTg7N+f7cHBsTshf3VBPXkIWd75zHxKg0pmpKSonRK3gtJ2WSH81/PAxZppXhjic2s+wGx4jMaGAA5+uZdzCWztmcMIVoaaqFpPRiKPLuTw01tbNs8/c3Zu3izcoZXZ8t5GZj92IrJRwd3ehLr8MpaTCwdeVgWOCsFlxbgmkMvYgfve/RHauNbtf+wVkGbPeeHEH1g4qKio5sO8oXaIjcXCwp6qquuW9/XsP039Qb5wcHAgNDyYlPo2XH36deY/dya+LlrY6jkLZvBjFaDTx60e/cvMLt1FXVo3JYKSxpp4ti9dgYWWJs7cLlgYz/59CpUSpVmHt5UzIDUMJuWFou45bNhpoWv0L+k0rATAlxqLftw2bFz9E6erxF60F4fIngkIXmEg0LQiXN4PewNG9x1n703puvv8GPnvtKzJSMslOz+HeZ+dSeyCVY++swq9nGLLhROvGshmH0hSK7WKoLaqgvqwGpYUKr64XdmcL4epQVV5F7rEkslNyiE1Jo//YgfQd1hs7BztCrV1h2iC2J+fhZmdGrqtp1VbauhKnmGtxHtAdncGAf6BvB41CuFKZTCayjiWTEZtMYkY21q6OTJg1Fg9vd3r27YaHpzteXh44uzjx44/LeWDubZSl5FMfl0P69lMtx5n0xi1Iu36h1dWT0YB1bT4KpTV23s54i+9Q4V9oamwi5Vgi+XEZ1DU2ovVxpv/Ivjg6OxLVNYLwyBCcnB3xD/SlzqBj4M2j2fPDVq57fDZbn/i6ZfbKNR/NwyZudeuDyzLGAztwDumNlb01SgsVLlfAsiZ7Bzu6dY9i+a9reOixe3jxmTcxm5uDNjNmTSElMY3JU8by0oOvkZeVD8CebQcYOG4A+zbubznOuFljObrjKIPHD6SmooZFT33CM189y85vNhK/+yReYb7c+PKd2DnZcXjROqKnD+L08r0t7bvfOJyUHSdxCvLE8jxLTwEM9U3U55WitLTAxt/tP+0AbS4pRL+l9f/Hcnkp5txMERQSrgoiKHSBiS3pBeHylpaYQdzeU0z0DaWsoJSMlEwAstNysJIUxG5pDgTJshmz3Pbfu8lkJnb5XnrMHklRQjb95k7AIyrgYg5BuALoKmpI+3Qj6V9uwmww0WdkV7KPJuLi4Yyflwe731qG1tGGIQuuRet0nr87kkSXnlGkV9TjG3z536gIlxaz0UT2usPEPvM9uopagsK8sLohgFXfreGuJ24nODSQX9Z+yeE9x5h77804OjvwwuNv8MQjd3P6DwEhgJz9CQRpJP7/IzVdXROxK08wfdED4jtU+FeKT6WT99oKqk9loLa1wuHOUZw+cJohk4bg7evFt0s/ZffW/UyfORmN2pLXXv6QKddNoDQ+u9Vypthle/DvoqLN5uoKBcmbjzP00Zn49gjFwefyzx9oZ2fLsy88wm03zeeLL37k7Y9eQq8zYDKZMBmNmPQmMlOyWgJCAPt3HGLcNaN48qMnyEvPxcLSgoLMfKbcOgVDo46w7p3IS8vD0cuFuxc9TG15NVa2WmwcbUnefpKqvFL6z52IU4AHxiY9aisLMg+cIeu7rYQN74Znl7ZLuGrSCznx3PcU7jyN0sqSrk9dR9DMwahtrf7lyKXzL/cQ93XCVUIkmr7ARFBIEC5fBYnZnFl7GGVBHUZHa6y1VkREd8IvqHmWRXVZVUvdvJPp1IX1bX0AhYIql1Aqc0voOnMI1y56AL9encT3gvCPFR9KInXRuublCLJMQ3ohXbtEcOLHnax/dymDHpuBW4Qvu95dTkZGLZJ96+15FeOuQ7J3xCfEh8CggI4ZhHDFqk7J58j9n6KrqAWgNqWAxp/34+vpzqGlO/nyrndIXHsEF1t7Vi1Zj1ZjRff+3aipqG5zrDNbT6MYf13rQrUFlSpndLVN2Hk6t+wcJAh/l7FRR+pHa6k+lQGAobaRnHfXoCqrIy8hk43vLWPdCz/gaFJTV1qNtbUWH39v8nILqMgtbnWsjL3x1If3bx0gkBTUeHemPKuI8DE9cY+4cnJeDRjUh5+Xfc6dc+dQVVWDg5MdXbtG4urkxAevfAq0vd/ZuHIrsgJ6D+9NaFQIIZ1DOLXvJI2NTQy/biSvLn8dvzA/NNYaXP3csXG0pb6ylqqKanCzIz02FVmtJOdoMoe/3kzW/uacefr6pjb9MxmMJH66jsKdp5tfN+o48ez3VJzO+NdjVrh5YjHu2jZlCh+RU0i4OoiZQheYWD4mCJen4vR8Pr5hIfWVzTc5cVuOMenx65kS0wu9To/tTdMpq6nGxs2BupIqZLPMxq8PM/Geh9FmnMBklqjx6cKaj3cyZP40HLxdOnhEwuWs9FBSq9ceN43gu0c+bfkbc+S3PVz/2l14dg0h6UgS1sNn4yEXoSzJpzGoKwVNNvh5ueHk6ni+wwvCf1KXVYxsap0HRGWtoSKxgC1LdwEQt+UobsGeLPr4FeLXHSLKbIebuwudxvQkefOxlnaunXxQd+mFcsHL6HZtwqSxpso1nDXvbmHI/GuwcxfnsPDPNZVWU7orrk25o7szn93yOrVndw07vfko4x6eSWCAP5OjemAyGAkb0Z3yhBzKUpuTJiPLVCqcCHjsdZq2b0CWFNT6dGHNJ7sZMn8aNq72F3NoF0WPnl3pGtMZg96AldaK/bsOYWWtpe/gXtg52TPtpin89t2qlvrjp49m44qtXDtrIq/d+xrms98Pu1bt4s7n7sTKtu0OgsdW7mPFS98BcGbnSaydbJn44Axc0guxstEQt+ogjgHubdrpymvIXX+kTXl1cj7uAzr/q/FKKhWaiTNQ+gVjOLwbZUgEFr0HoXRt+/mCcCVqt6CQJEm+wPeAB2AGFsuy/IEkSS8AdwKlZ6s+JcvyhrNtngRuB0zAA7Isb26v/rUXMSNAEC5P+WeyWwJCv9v26RoGXDuYU7/uRrVRzfh378LqjS6c+GIzxfFZOAZ7oYzoir5zDEnbTpCzOZmRT95AYP9/d1EiCL9z6HQuB5BDpB8Jx5JaPXSQzTLxO07QkF1C1ykDaPJ0J88pjOx1x3BqciBkcLQICAntRuNq16bMeXR3Nn3QOtlsSXohGQfOcOTbLQAkbzvB+OfnYDKbyD2cTOCgLtjE+FNvlnHqO5A61yCSNh8lZ1sK41+8mcCBURdlPMKVR21jhW2wJ7Xpha3K62obWwJCv9vx2RqG3jiKxHWHAUjdcoIZH93HnjeXYWjU0f2mUfj17YyVix21Np4kbz1JzpYURj19IwH9Ii/amC42lUqFSqVCp9Oxce12oqLDQSHx8pNvMmXGOJ597wnKisrQaDU4uzqBDEe2H2kJCEHzw/ITe04wYGz/VseuKqpg4/vLW5XVV9RSW1HDwe82497Jl5mLH8TOw6lNv9Q2Whwj/Sg52PrhiZVn27r/hMLRBcsho7EcMvo/HUcQLkftOVPICDwsy/IJSZJsgeOSJG09+957siy//cfKkiRFArOAzoAXsE2SpDBZltss4b2UiZlCgnD5qK6qISU+jazUbNxUbZ9imc1mJEVzoNeoM1CVUkB1kBMp1DHuxRvoO2EgKks1AK6hPnDPRe2+cAXJyy4g4XAsZWWVuHq44OJkg0NnP6oScpAUUkuizz8ym80olAqO/7qLnk9cw4pPV3LrvNmER4VhYWnRAaMQrlSywUBxXCJJ6bnUo0BtVhBw0wiyvt8OgKSQsOvsR5vEQDQnpP6j/YvXM/L1WwibNZifP15C/v4D9J4yEADXYC9c753S7uMRrkzGomKyE9PIqWmgorqezo9eQ+z8LzDrDAB4jeuJpG67A6P5/816k2WZ2NX7GfLGrexbvQtFsDPWLs2BULcwX9zCrq7E/TkZeWSmZlOcX8z+nYcAWL1sI2uWb+K1D56jsrSKrNRsfAN8COkaytalW1sfQAZ7F4fWRbJ83r9rvytOzqWxuv6876ltNHR9chY7r38d49nlZe5DonCO+fdLvUyVVeiOn6Rhy07UIYFYjRiKRbBYOiZcPdotKCTLciFQePa/ayVJSgT+LNvlFGCJLMs6IFOSpDSgN3CwvfooCMLVq7K8kvgTZ3hm7ovomvTc9/DtWNlpaaxpaKnTb+ZQEjcebXltMpmI3XaU2INx3PjwnJaAkCD8FwU5hTw05wmy0rJbyu556k4MQ/3pf+cYinIK6Rzkxeltx1u1C+sdwbZXf8HR15WUpDRGTxpORJdOqC3EeSlcWLWJKXzz4xo8gwNZ9MpiAAYO7sUdn91LUXIOdSr4adk6Isf0JGHTue9MJx9X9H/4TgUwm2XMJpkX716IUW/krufuwtnd+aKOR7jymBsayd65n1XJecQfPUPCyURc3J15fdGjlCVkY1DCjvhEOuXkonWwoaHqXCLpATeOJHHz0VbHk00yq79Zzcl9Jxl366SLPZxLilk206NvV7744LtW5bIsU1NTx+LXv2p5KB7ZLZzp82ag1Vph0BlQqpR07t25zYMKBw8nRt83lbWv/9JSZmWnRfGHwPKfPWZ36RnKmI0vU5NWgMpag0OELxqXf7eMT5Zl6tdsoGbRlwA07d5H/cp1uC7+ALWvz786piBcbi5KTiFJkgKAbsBhYABwnyRJNwHHaJ5NVElzwOjQH5rlcZ4gkiRJdwF3Afj5XTlJ3YQrhzhHL31ms5nk+FRW/bAOXZOeiK6dOHEynsHzJtCYVU5pRiHRY3tRcDSF6oJygObtZjv5IGVl8/qvr9MpplMHj+K/EefppSMpLqVVQAhg9Q9rueepu3joqXfx9HEnLCKYGW/P5cymo8hGM+EDoji1bDeyLNP95pGYfezoP7jPFRUQEufopSM7OYMag4nDP6xtKSsuq+CHdVvYuW43AN7+XkTNnsKYqABSd8fh1dmf4P6RbHjki1bH6nvHOBJjk+ncszOjZ42m++DuF3UsF5I4Ry8dxtw80korsbaxJuFkIgD2jvb8umoz29fuAsDO0Y56g56Zr91G8raTVOaVETAgAtcAD0583TpjRejYHtSdTuL1Ja8T0Cng4g7mAroQ56ibuwuOzo54+XiQn9t6OZ6hSd9qlcSZk0lMv+UaFj36UctMoM69O+Md6I2L57lci5Ik0Wf6UOzdnDi0dCcuvm54Bnuz95NVALh38sE1xOtP+2UX4oXdX9T5O0xFJdR+82OrMnNFJYbUDBEUEq4a7R4UkiTJBvgNeFCW5RpJkj4FXqY5APwy8A5wG3C+ZDxtgsSyLC8GFgP07NnzklurJZaPCZf6OSpAYV4RGq0Go97A8y8+SPGBFAwNTagNMupoHwLGduWHz35h3IABBNVEYeloTZ8bRxLUO4JekwZ2dPcvCHGeXjoa6hrblA0Y2R9kmQcX3E7poRR0+Q3Ul1YROr0vUr2e3F3xWLvY03nmYJyj/QmJCkVjZdkBvW8/4hy9dOgMBuzt7aj+w+5hnXtEkp6QgdpCzQMP3Y4pu5yKbQk4johh3BPX8cGTH2Pf3Y+oeWOpi89HV16L75AoQkd0Y0iQN7IsX/Z5GMU5egmRQWc08cfVijF9upCWkA7ADbdMw9fKnuIT6eTsiaf3zGH8/Omv+LtoefP9z7j9yemUHU5DkqH37JEE9+tMv5nDO2gwF85/PUeTk9I4cvAE/gE+PPDE3Tw9/yWMxuZf8sChfclLz2vTpjivuNXSsIQjCSSfSm4VFAKwdbGn17RB9LxmIDXFlZzZeASvzgF4RPjjEeFHVV4Ztq4OF+F7QgbzeX414p5OuIq0a1BIkiQ1zQGhn2RZXgEgy3LxH97/Alh39mUe8MdFuj5AQXv2rz1c7hc4gnAl0+v0xMWewVKpRtMoM++eOaTviyN9dyyyWSb7cBITX7+DY/tOMe36yTTU1tB9/kT8gvxwcnbo6O4LV6jg8ECUSiWuHi5MmzYWW42G4JhOyCYTa578EUOjHoCco8kMfXoWFoHO2PQPIbpTAF4+Hri4iZ3uhPblHxmGMTaFR5+bR21hJUbMOPi70aVrBE3VDWR+t4uaokoA8k6m0WlsT4ZMHUJ5din+0YHY+rvi4uqEl68nrmfPV3G9JFxIKl9vwoL8sJEsePSRuZhkM44B7kR0CSMo1B+HCgPHNzXPBso7mUb6ztMMeXAK3733I0+/9wiFBSV0uWs0AcF+OLv8t4TFV4q6unriYhNoaGigsamJnVv28vSrj1JRXolKpaRbj2hWfLuqVRuFQoGTc9tNDopyizDqjags2t56mgwmbFzssHK0wWwyE7/hMAe/2UT0pH4YG4ahdbTBKcADC2tNu4xT6e6GzZxZ1H55bnmcws4OdYjIKSRcPdpz9zEJ+ApIlGX53T+Ue57NNwRwDRB/9r/XAD9LkvQuzYmmQ4G2+w1e4sRMIUG4NGVn5rJt0y66dQrn1Lebydx9GoCgIdHM/GQ+297+lcrsEpI2HqHSQcbF0Z6onpGovDw6uOfClcZsNiObZXRNOs4cTyT5dDJvfvky+oxSjry/mtwmPZmOuxn+9A0Mf2IWsb/uouhMDgBxP+3CeWp3orpHEt1d7MwkXHgmkwlZllGpmi8Ri/OKOZVWwLiBg9j3yhJqCitQqJUMuG8qeXlFGPRG+twxnn0frWpJDJu9/wxjpvZHZWNJt4HdOnI4whXKoDe0LJeVZZkziZnoLO1J+2gtxQnZIEnEzBqCbGeFa4OKgF7hFBxPo660ujkgaTajQUHPYT2J6RVNT/VFyahxWUlPzeT7r5dy/MgpHnzkbjas2kptTR0xPbqgtbfl0M7D+Ab7MnzSUPZu3o+blyszb5uGu49bq+MoFAqMeiMFOQX4hZxbwtZU10DS/nh2fbUBSxsrugyJoa68mtriSobcO4Xcg2f46cbXAOgybSDDH7/uvLuR/VeSQoHNtEmovDxpWL8ZdVgw2vGjUfuLJaHC1aM9vwEHAHOAOEmSTp0tewq4XpKkGJqXhmUBcwFkWU6QJGkpcIbmncvmXW47j4F48iUIl6K8rDxys/PJyykkUGfVEhACyNh9GpdwX6a+eD2WdUVYK+vR2blhdrYTASHhgjKbzcQdS2DZ1yvQ6fQMHNaXj57+GIB5j95Owvtrkc/ugtNYWcfuN5cy44NbcJ4/mV/u/qR5uY1KgZVWQ3CX4I4cinAF0uv1xB6OY8kXyzEajFx3x7WERYXw7mPvY2dng3N2HTWFFQCYDSb2vvcbAx6dwYq3fyF++3HG3jWJg5+v55pnrsHTxYS1XRkq33BkkxFJKW64hQsjMzWbjcs2c3z/SYZOGMzwiUOprajm0xc+Y5B/SHNACECWOfXLLgY+Mp1tm48Qv+MEkx6YTnlcKv2nRmEtV6J2V9Fl0BRUIiB0Xmfikzl+5BQAjQ2N3HbvbNKSM/jorcWERgRzy22zWPHDajy9PZh557WUl1Rw9MAJwiJC6DemH4e3HcbFw4XrHriOw1sO029Mv1bHT9oXx5d3v3vu83ae5NonZ3Psuy3oqurIP5HW8l7cin0ED+pCl2nts4Rf6eyE9YTRaMePuuD3cua6SsxFGciVhShc/ZHcA1BY2V7QzxCE/6o9dx/bx/nzBG34kzavAK+0V58uBhEUEoRLS01VDRkpWTg7OzJ4SF9yvt7dpk55ci7uI52Q8nYAYAHIQd2R/f2Q1FdWnhah4ySdTmHFd6vx9vHExt6Gnz74GQcXB7r2iMDDxYn4/7ctcl1JFXJZAT52JiLH9CBh0zHCp/UncEAX7B3/3S4rgvC/xB8/wwOzHsHV04Xh4wZzaPthlAoFp4/E8cIHT7Ll3kVt2pgadQAolEqcfF2Y9dYcfCt2QE7zjmPG+J0oxtyO0jfyoo5FuDKVFpXxxG3PUFpczogJQ6gpq2bD0k3o65oYNLIfxUvablhcV1iB1r55tzEHb0d69+mNKn4jGPWQfwzJxQezw+0orMV36u9KistYv24LqYnpLWVbt+zmhhuuZc/2AwCEhAZi52iLV4AXWhst9o527Nywm4dfms9373yPwWBk2t3XUlFayeJXv+KeZ+fSVNfA0a2H0dpY4x3iw86v1rf6XFmWyUvJIbBfJAUn0/n/sg4ntltQ6Hf/5j5O1utApUZSKNq8Z26qw7B3Keb85JYyVZchSD0mIKlEMFK4dIiz8QITy8cE4dJRW1HDtiWbWfP5KiQJhl4/Cv/R3cg5nNSqXkC0D4qyMhRBvTBlNG9LK2WcQI4eguTie75DC8I/IssyFXmlVCcXkrzlBN2H9+Lhl+/BuzQBo60jsSVVIEmtEltaOdigtTShzjjIwNnTCRvfG9cIP/xCxZR24cLbsnIbIyYMIdDHmz3LdqBUKQkJ9OPuZ+9i774jOAV5UpHReuchhcaCkTcOok+EFtvEZUjuviijBmBK2Qv6JkDGcHwzCvcgJIv2yQciXD2yUrNRqVXc8+Ct7Px5CwmllQycOoSQbqHU63U4d/Zrmc32O2s3B6xsLJn77CTcC3ZCYgWKngOQ9ZXIhSnIZXnIFQUggkIt1q7exBOPvszTzy5oKXNycuDQ3ubrI42VJV26RvDY3Oda3tdYWfLOl6/S2NBA4skkTEYTyafOBULcvVzZ/MMmDq7fh72LAzMeuA63IG/Sj56rA83Jp221VlhZWVJ8pvWunD7dQ9tjuP+aqawI4/E9GI7uRhkSicWg8Si9W+chkiuLWwWEAIzxe1CG9kZy8ryY3RWEP9U2pCn8J2KmkCBcOk7sPs7Pb/xAXVUttZW1rF20giZLCbco/5Y63tEBBLvr0a/+AWN2DpLzue1HZZOxI7otXIHyUnNZ9NAH5KXmYtQbObLpIJt/3Iy2Io/08kZ+XrqWmLvGICma/4aoLNWMe+kGtKUnwWzC2tOe7pMGiICQ0G6sbawJDwtm41drqa+pp6aihu8XfoNGbcFvS9cRcuMgLO20LfV73DKawqwCBgabsd77K+acNExHd9L0y2KUwX3OHVjXAObLLhuAcAlSKBVMunYMS9/8kZLcYvRNenYs2UpBSh4b12zFumcAtp7ncs6EjOpOcUEZM+8ejsvWzzHFHsSUlYxu+ddISns4G6gUf+vPqaqqZvFn3yPLMocOHee+B+/A0tKCrMxcIrp0AmDQsH5sWrmtVbumRh2Jp5OpLa/B1t6m1XsT50zg8MaD7P5tB/omPaV5JSx67CPChndtdd+kslQTM64Pwx+YRu+bRuMS6t3yXuCgKAIHdG7Hkf8zsl6HbuXX6FZ8hTk3DcPONTR89Aym8uLWFc93bskysvhOFC4xYqbQBSZmCgnCpWPX8h1tyo5uPYr38DDCh0UQEeqDV+FxVHuXAGA8sgvNjXMxlechOXkh2ble7C4LV6j89Dz0On2rstP746iaOB25zkjSmVS+M5uYdt8Y1CaZRsmMjU0tlNYj+XXG0S9IPHQQ2tX4GaP5+pnFbcrj98Xi4+/NwrcXMefGaThqtMhqBZ7dIvCvqsBi6wetGzQ1IDc0tbxUdRmKpLFu7+4LV4HAsABSDp1pc629e/kOel8/lFde+5jZc6YR7uCErJRwDvCg5EQmXlb1bQKThv1bUQ8ajLkoFYWjyB/4OwsLC9zcXEhPy2Lblt2MHTuMufNuwcnZgfCIMA7sPoRCqTzv/Y5ZNvPTh0uYefcM4o+dISc1h679ohk9bQRv3fFqm/ppcWlMe+lWSlPzsbLV0mV0T/yim/PluYR6M+fnpyjLKECpUuIc7IXW8dLJw2MuK8R4rHU6ArmyDHNhDkpn95YyycENtPbQUN1SpvAMQWHrfNH6Kgh/hwgKXWDiol0QLg36+iZGXDMcBRKn98e2XMA4uDuybMkanF2cGGgTiurkHwJHCiWoLFBGDEDVeSAKK5v/cXRB+Ge0tudmWIT3jCCiWzjlxRVYmHQEWYGTiyOpSRm8kfQpAHNuvwZXnQ46D0Ud2R9JbdFRXReuEgFhAXgGepF8LBGtnTUDxvXHSmuFrZsDB87EUVNVyyefNG/ZfO3sKSz5bT033TAGX6UKDK0DnpKFBsnBDVXnISgCxC55woXh5OKIV6AXAPYuDgwY2x8kiez0XDpFhWHQG/jmq1+B5uVMd86/ha0H9zOyxyjaZAdUWyC5eGHRbQQKe/EA6HdarRWPPnk/M6behslkYvXqzUSGh/LpB1/j6OTA088/TFlpOUOG9ePlR99saae2UOPr742NvTWfLlxMaFQIAeEBaG2tKC8ow8ndmdrK2lafpVIq+ebZxTz09VPEDO/Rpi82bg5o7K2pL69BoVK2+9j/EUkBCgWYzf+vuHU/FTaOWI65E0P8buSiDBT+XVBF9EWytLqYvRWEvySCQheYmCkkCB2ntqaWtNNplOeVorZQYzQb6TmyFyOmj+Cjxz/EUmNJcPcw5oR54u/rhtXe71u1txg7C1XXwUiW2vMmDBSEf8s/PIAeI3oxYGx/THoDdbUNBMSEkmo24Gys4tPX72bt7jgSknPo1rsrfQf1oMzVAYW1NT72Lh3dfeEqoFQqGXfTeFz93OnUKYi6xkaqKqpx9nTmxdcfZ+mPq8jJLaB7n66Ul1bg4ubM5l2n6DF5PPZ7lrccR3J0RRneA3Xf0eLGR7jgwntGcstzt+Hh4kKD0UBNdS2Rg6JxcHXkoSfuYe+ewzg429O1Rxc2/LYZJyd7khvVRGu00NTQchzLibNRRfcVyX7Po/+AXvz062fs3X0QTy8PgoL9GTSkH6UlZSjVCpoam5BlmfuemMuRvcfwCfBizOQR5GcVMu3OaTTWNbLux/XY2Fsz8YYJ7F25i5uevY3kY4mYTGYUColTu06gq28+TnVp1Xn7UZpWwK4PVpC45Rju4b6MfWY2/r06/asxySYTKBQX7OG9wtUT9YhrMGz97VyZbwgK74C2dZ29sBg4Aww6sLRCksT1pXDpEd+EF5gICglCx9DrDRzacoivnv6cmbPHEGCvwcrehkyTib17j/DCDy/RVNOApqiChlWxmMO9qRhzB57KYsjPRBXVG2VoFzE7SGgX9i4O3PbcHWQejEVVWYa9LJNxPIFatQWfb9rJ9bdOplfPSFLSC1m9ZD1DxgzAysUZVzcxxVy4eKycbQkI8UHRWIc2Jw9LhZJj6xOxC/Rm6rTx6KrrqG9owNXdG3NmI7K9LbWWQbjc+xKcPoDC3RdVl94o3X3++sME4V8wSTJurk4UZOfhLpnxNhkpja+ixMme0LBAIkOCKMgvws3FgUe69ESRXICcXId026uoc48j11ahjhmAMihCBIT+B5VKRe++3UlOSuf9tz7lk8VvMe+uR9E1Ne82GNopmGdefJg3n36fuY/choO9HT9/upQje44BzQHmVxY/z4CR/VCr1fSbMID3HniH7MQsACytLLn/7fksnv8hCqUC34jmPI+6Bh2l6fk01jbg5O3K2me+JutQIgD5sRn8cPMbzF27ENdgr789FkNVLZW74yj8bguWXk543TIW2x6hfxkcMlVWY8jIwqzTYxHoh8rTvdX7kkqN5egZqAI6YTxzDKVfGMrIHijsnc57PEmpAqU434RLlzg7LzCxfEwQLr6qymqy03JY9s4vzH/oOryWr0AuLQMgumtnygKCKc4vYdVDn9N9bC86+7hQ/9NOTIeT8V7+ApYjrungEQhXKl2TjpzsPLZu2sXUPj3wWrUac3IaAC4ebuROnYJ50jA+ePUrptw0iWMHTnDXw7cS1S0SlbhhES6CitIKKqtq2L51Nx4ebvTzcKPp2Q8xlVcCMK5bFw5V2aA36lm24FMUSgXj7piAXW0TjYeSaNgRi9+6hdjMWfAXnyQI/05FWSVGk4nYk3GoVWrcrSxwy06FbXsAcNJa0TjvDsolieUPf4ZBZ8A/OojhvSOoPL4LjqeQk1dB+If3obQWu+D9HXZ2tsy99yZGjRnCM48sbAkIAaQmp1NYWEyfQT3Jy8pH8qMlIARgMpl455mP6NIjCmc3JzITMlsCQgC6Rh2bf9rEkFkj6DGqN4019cTtPEH6vnj2fLUBgAkPz2wJCP1O36CjPKPwHwWFyjceI2XBopbXpWsPEbN2IbbRQf+zjaGwmPIX3qXp8AkAlC5OuC96FYuw4Fb1FHaOKHoOQd1zyN/ujyBcqsT8NUEQLnuH9h9F36jH1t4ar9SkloAQgDE2gZ5O1jTomhOfnth0FH1E8w5OTWkFNKTmdUifhStfUlwKG1Zu4YfPlmBloUGVnNYSEAIwF5Xgk5OJg6MdDfWNBHcK5O2vXuH6O2aIgJDQ7koKS/nmwx94/+VPefmZt2iobUQtSRiXr2sJCAFwMo4Yd1sa65u/Q80mMxsWr8NiYvMOY+YmPTUn0873EYLwn5QWlfH9op+Ze+0D/PbLGuJjk8jPKcRR19ASEAKQGxrRLl+Ng0aNxq45qXn26QwKTGZUTs3JicvXH6Yxq6hDxnG5Ki+vpKS4jKzM3DbvVVZWcd+Tc9m8ahsGvaHN+6WFpTTUNy/XK8krbvN+YVYhY26byPr3l/Lh7IUUJGS1BIQAmuqbsNC2yQSFpe3fX5Kqr6gl5/3fWpXJOgO1x1P+tJ3uZHxLQAjAVFZB9ffLkY1ilzrhyiWCQheYWD4mCBdXaUkZe7ccQG/UM2B0H1TpWW3qaIpK0EjnbrKraxtQaJoT94rcQUJ7KC4sYe3yjTy/4FVW/bKOrWt2IqdltKmnTs9ErZAIDPNn4Mh+jJgwFAdH+w7osXA1kWWZNUvWs+j1L4jsFk5k5zDW/bIBH2dHjGeS29TXVFVhbW3Vqn2D4dwNkqQU36PChbdxxRY+WvgZIZHB7N17ECc7eyRAWV/fpq45Mwc7CxW1f8hPk5WSi5X/2WU/kgQKMZv/7zCbzezcvo+nH3+F779ewrCRA9vU6dwlgt1b92Frb4vaUt1mpUTfob1xcW9e/hwW0zYP0NBpQynNKCA7Nh0AQ1PrwNLJdQfpdcvoVmXho3rgHub7t8chKSSk8yWo/ouk1fq0rDZlupPxmOsb//ZnC8LlRvwVv8DE8jFBuLjycwpZv3wzn7//DSEDojH3jGlTx7pnV3a9t6LltaOdFnOTHpuYYLRh3hext8LVIi8rn6XfrWx5nXImFVPn8Db1FP17ceDgKZ57+zEcnBwuYg+Fq1l5aQVLv27+TrS3t8FKY0VJUSlpuSUo+/VsU986pjN7F61reS0pJKzVzYF2pa0Wu+6hF6fjwlWjoqyy5RyVzWYGD+7Hore+xEKlQneewLlFj67E72+93Cg4wp/GjEIA3GcNwypAbD3/d6SmZDB71t2UlZZTVlqOxkrD5GljUalUODo58OzCR7DWWvHD4l+ZcfM1rFu+iXuevBNnt+Z8Oj0HdmfmHdOw0jYHksO6d+KuhfegtdWiUCgYft1IRs4aTUn2uRlEao26VR8q8kqpqqhh4sJbGTRvMpNfu4NJC29F6/T3t6VXO9jg/+jMVmVKaw12PcL+tJ1ll4g2ZdrhA1HYWv/tzxaEy83fmp8uSZIrcCcQ8Mc2sizf1j7dunyJoJAgtL+sjByS41ORkXFydkRjpeHUkTi++/JXFtw+HYvcfPSHjoNCgdX0iZxOLqGmuBJJkhh44yjszTKeL9+C08juWLg6dPRwhCuQUqnk9gduQq/Xo9Fo2LFxN0uPJXD9tPE0rtoEZjOWA3uj69aV+4YPwadLSEd3WbiK1NfVM2vuDBrrm9BqtTi7OAKw8Mm3+OGLl7HPysVwMh6UCqxnX0uF2prKs0tv1JZqpjx5I1bZxdg+OA2XCX2wDvfryOEIVyCj0ch1d06nqrIaa2srIrqG09TYxFcf/4jNI7fT7YE7aPr8e2SdHnWQH4o5M8n4bGNL+/AhXQnpFkZDdilOI7rhOCQapVXb5UhCW5kZOeh0eg4eOMYLLz3KwufeoUvXSO66/2YaG5ro3a8n9TV1zJk7C1mSufGeWVio1dz33N04Ojmw5Mvl1FbXUZxfQsaZDPQ6PdGDuvLe8I8wGYy4eLmitlTjHxXY8plnDsTR/6bRHPppG2aTGUdvF7zCfFn13Dcgw+SXbsHW3fEfj8VpZHeifnqSktUHsPBwxHViP2wi/f+0jaZrJHa3zKTmh+VgMqPp0w2b6RPEzHLhiib9neVOkiQdAPYCxwHT7+WyLP/2PxtdBD179pSPHTv21xUvEgtLH1xdncnPi+3orggXz59GAS+1c/RKcPpIHMf3ncAsy9Q21LP6tw3Me+QuXnrkdaA5MHvTzdcwZ+oIJCP89s4qXEK9sfVwwlKrwb93J/yig1H+xfThK8hfRqrFefrflRaWkhybQnVlDV7+nmxct52fv16GSq3CoDcwd8Gt7Nq0lwXP3I2HLGOlUGGytUfSWuEX9b8TXl4lxDl6EZSXlJMal0ZFSQX1jY38+N0y0pIysNJqeOvTl3nyvhdpqGtAkiSmTh7OjLEDsXZ2wK9PN1KOJpN+NAnZZMbezYGwgV3wCLqqZlmKc7SdNTU2kXEmg7yMfOyd7cjNL+L5R14FQKVSMnfBbdTX1PPD4iUAhHcOZc6U4UR3DsGnexfy8ss4unIfVjZWaGysCO4dQUDXqy7YfkGuSY8cPsn4UdcBENUlgutmTeH4kVhcXJ2YPmsK3XtGs2/HQe6/+VGMxubbwvCoMKZeN4F9mw9QlFfMG1++zIafNuDu5UZTow5rGy3dB3UjLPrcLB1dfRPHNx5i+Svf01hTz7h504ge1p368mpSd5/m+NLdGHUGbFzsuPOXZ3ELvXjfObLBgCEnH9lgROXjidJGzBK6QMTsiUvU381kqZVl+fF27ckVQswUEoT2E3cknl2rd6O2UHNw20GMeiOvv/Q4pvxKvlz8Bu9+8g3evp50HtAN264RqBQqxj6lJfdUOhp7a3yig/AUT7SFC6w4v4QX7nyRlNOpAMT0j+HGB65n2PD+SJUNlBaVsWTdJu5/+m7m3f80JqOJ77/7iPAwP6wd/v5UeEH4typKKnjroXc4uusYjq6ODJ4wiCefe5CGxgasDGBIr+Cnnz7kg0+/oyi/GGsPV9acPsONN89AaWlJxMBovMP9aKprxN7NEUut2MFJuLB2r93Dmw+9DYBCoeCG+2fxzbJPqK+rx8JgRp9Tge/YPmhttWxdsx1XL1cqtRoKLSzwd7TH39EeVz8P6ipq0NrbYOMovlv/rfCIEO68+ya++Ox74uMSSYhP4oclixg7bgSyLJN8Jo3EhBTueug2Th05zYFdh0mKT8F+7vVMuX4CXbp3JjMpE12Djq/f/JbwbuF07duFjMRM/EL80Jz9/rC01tB/+lAiBnbBqDPi6OmMykKFyWjCzsUBt2AvLK2t8O0WglvI+QNC1dkllMSm01RZj0tnP9yiA1FaqM9b95+Q1GosggP+83EE4XLxd4NC6yRJGi/L8oa/rnp1E4mmBeHCq62upSCniJTYFA5vOUx9bT1DpwzBJJvJzMyj9rOdALz62YPEFeURt+c0I8cORaVWEdArnIBebXO5CMJ/0VDXQGpiOoW5RShkiZTTqSiUCm5//DZi98fy7E3PERgewKgbRmOtl7l98kSUSiVvvP08EZFhBAT+/WSZgvBPybJMRnImWak5WGgsMOuMHN11jN7DehEaGcKmJZvZvWo3k26eSHpBHgODwtg//wvmPXcDpVmFWAW4kF9VhX/AufPUzsUBOxeHjhuUcMXJyy4gPSkDa2stnzzfvG24RqvhtsduZc+aPSxbtJzInpH0HNMbZ2s1e+75hBELb6aPfwiN1kpijydQYlkCg5qPp7WzRmsnZnT8V3Z2tjzx9ANMmjKa4qJSgoL9CY9onuFzaN8xlv+8mqCQAAx6A6MnDcfd05WVv6yjurqGTuGhHDtwEnd3F7at2M7ND80h80wma75ei6e/J44uDvQa1gvFH5ZiOXo4t/p8pUqJb0wIvjFtZ3oZmvQUnkqn8GQabp18OfjST1SlN+eNQpIY/9UCAkZ1b79fjiBcof5uUGg+8JQkSXpAT/PUL1mWZbt269llSswUEoQLy2w2s2/7QTy93ampr2f0jWM4cziBjT9vYsptk6mpq8fG04mq1Hwy1xzGtqsvEV07oVKLLb2F9qFr0vHLl8v5/M2vkCSJ+5+4CzdvN+Y+eyd5OQWE9AjDzdeNzT9vJm/hNzzw2jxKFm1jzJQFOPq4dXT3havA8QOneHD2Y+h1egAee3k+fYb3YtTM0aQkpDH+lvGknkrjlw+XMHP+dexPSSTcyoKKhGwOfb4OhVLJuE/v6+BRCFeytDPp3H/9I5SXVnDHgzfT1KijS+8opt4+hYzkLLoOjcEryIsdv+2gJL+E/tMG4dEjmMIDiSRuO4FL1yAKGssYPKbtzljCf2dvb0f/Ab0pyC/iwL4j/PzDCkaPHsL+XYepKKtk7fJNODrZM+GaMUy9bhJh4SHYaLXEHY9n2dcruXbOZGL6x5B4PIkTe5q3d89JzeGlOxfy0boPCIpsvWzaoDOQHZ9BfmI2No62+EcH4+Lb9u9l+vaTrLn3IwCGLLj2XEAIQJbZ//LPuPcMxUrMFBOEf+Rv3TXJsiz+Zf1NYqaQIFw4NTU15KfnY6hsZNPGdXgEeVFn0qNxtaZLvy4c2X6Uu1+aS8bW5mU7jWU1uJokuo7t18E9F65kmSlZLH7ra6D5QUBweCDX3DCBw2v24x3uR2ZqFkmJqUy5YwqrvlhFWWklCpUSlSSSVArtr6a6lvdf+Ai9To+FpQV3zb8ZXUU9rvYOlGQVkRifzO6t+xk5YSg9h/ci8dAZrIMcsPZ3xdigQ2WhRl/fRO7O00QMF0/chfaxbtkmyksrAFAoJO596k4y49JJO5aC2l7DJ+9+RURUGGNuGMvmnzehUijR+LuiK6jG0t6arK0nuH7xA4RGi53vLoSmJh1Hjpxg/fpt2NvbMm7cSEJC/Hnh6TdYs2oTz770CCq1CmcXJ378cilde0QxbNRAqitq+OT1xZw63JxP1VJjwfyn76WytJKY/l356d2fWn2O0WCksqSS3Uk7ObX7BGHdO9FtSA/KsopYdOebmAxGAHwjA7jni8dw9nZtaVtfXs3OhT83v5AkzGfr/lFjWTWm/7e9vSAIf+3v7j4mATcCgbIsvyxJki/gKcvykXbt3WVIBIUE4cIwm80knkrmyOp97F6+s6U8qEsIvaYNpL66njOH4rGxs6YmtwQAt56h1GSXtGyLKggXWsqZNGKPxbd810+fM4Ulr/9IflouAEc3H2L0nHFka/OQ1RIWGgucnRzQDIjE2kOcl0L7MhqNZKRkkZ3efD7OvnMme37aRlVJRUud6x6+keLCUrat38X8x+dSkF5AvyF9yX7hN7z6hKOvbwKgvriqI4YgXAVyMvM4czIJAA9vdxSNJn786NuW953cnXj21Ud47pHXGDSiPwqFgpDwIEoX7yBgZHfitjQnS3awt0VjJfJbXQi7dx9gypSbW16/885nrFj+NWtWbeLdD19my8adHDt0kl49uwEwesIw3l+4iAcev7slIASga9KzZukGQjoFET1xOHaOdlRXVLe8H9kjgsMbDrDj160A7F21m6CoYEbOGMnoe6dSllXE0dX7yD2TRU58ZqugkElvRFdd3/xCllFqLZEUErL53L1X59kjsHZ3aI9fkSBc0f7uY8tFQD/ghrOv64BP2qVHlzmxfEwQLoyTR2KJP5rAnt92tSrPiEvDVmmJg7MD/cb3p7GgAq2rPd3nTyXrUCIhI8WTbaF9FBeUcP9Nj1KYX4SNnQ0AXp5uLQGh323/ZQu3zb2RkuIyRkwbjquNDV1uGYVCKWYKCe3rTGwSbz//AX2H9gbARmPVKiAEsHbxSu5/5A4ADEYj/p0DMNQ20uX2scSt2N9Sr8vMwRev48JVo7iwhAdvfZwuvToDMHrSMHb8srVVnYriChR6M5HRnaivb2Ds7HFYqJT4DYkmbU8cslnG3tcNx0DPjhjCFaehoZHXX/+oVVl9fQMlJWXY2dtiNJnYtnk327fsITDYD3sHO4rzS5AkqWWJ6h9lp+fi6OzAR28s5tYnbmn13vCpw9i5dFursoz4dGoqa/jt/V/Rm00Edm/OX9RU19iqnq27I91uHtXyOvbX3fR99gacI/zQONrQ/b7JRN00UmwdLwj/wt9NutFHluXukiSdBJBluVKSJIt27JcgCFexirJKGuobcXCwO+/su9ryagJjQvnoo6+4bcY0uj8+g9M/7aTnHePw7iGmkgsXnsFgoDCviCGjBrB1w07uePhmln29Eju7tqn1zCYzaoWSXgO6ExEZSmBEoLhIFS6KhNNJhEWG0H9IH3SNOiwt216qGQ1Gmqob8fH3xr+TPy88+jqf//QeyoJazEYTTsGe9J9/Db59IzpgBMKVLjczj+junQkI8WPKDRNQqdWYz25r/kcN1fUMGzkQzyBv1q/YzPApQyisSKUys5DIqf3pc88kbMSMkAvCZDJTX9/QptyMzOgxw8jNzm9+bTbz3tufMf+Ju6ksr0KWZaysrdq06ze0N8X5Jcx/9h5MeiP3vHg3jQ1NODjbY6lWn/e67veyQ2v3M+3+GWTHpuEV5tOqjqRQ0G3OSNRaS2J/2oHWzR7nqACmTB+ESWdA6+YgHs4Lwr/0d4NCBkmSlIAMIEmSK2D+swZnl5h9D3icrbtYluUPJElyAn4FAoAsYKYsy5Vn2zwJ3A6YgAdkWd78TwfU0cTyMUH494wGIwd3HeHNp96jpKCUW+67kW7DenBy5/GWOu5+HtRX1pFyJo3pMyYS3K0Tzp5OhIzohkbsOiK0g4KcQr77+CfWLNmAvYMd02+dyuZ1O4juG4VXkCdO7k5UFJ+bjdF7TF/MBhO+wT4EdQ7uwJ4LVxOD3oCdjQ1Hdh1jw5LNzL53FmHdO6G1s6ahpr6l3tBrh5NzJpNb75/Ne69+yrU3Tia0cwianhqChnQBJDT24rtUuPCMRiPVFdWc2HuKjb9u4ZrZk+jSOworo8TaL1e31LO2swazTFBIAN9+9yt9B/YkPCacyG4RDJh/DZZ21qgsxGYSF4qtrTULFszl1lvnt5QpFAr8/LxZ8OjdHDt6qqX8TEIyb77+Ee99tBD/IF92bN7N7Q/ezJIvl1Ff10C/ob2ZNHMcezbvZ/l3q7j2xslkJWWRfDqFjIQMug/uTszQ7pzadaLlmG6+7jScXRYmyzJWdloe+O5pfCMD2vTVzsuZ/vdPJeaG4ag0FlhYi+WDgnAh/N1v1A+BlYC7JEmvANOBZ/6ijRF4WJblE5Ik2QLHJUnaCtwCbJdl+XVJkp4AngAelyQpEpgFdAa8gG2SJIXJstz28cElTESoBeHfy83Iw9nWjkceugtJo2bpz6uZdeu1eAf5kHg0Af/wADx9PYjbdYprr5lNcKdANOd5SiUIF4rZbObY/hM4uzkz49ZpBAX54mJnT/hN/tQZdRw5cpJbn7+TY9uOkJeWS0SvSBRmCTdfN8K7R3Z094WrhNlsJjUhjfr6Rh5/aT6GqkYUComS/GIe/OBhdi7fTll+KVH9oqkpqiB8TAxnMtO55oaJjJk0oiUvi8bepoNHIlzJUhPSKSks5/GX52OobkQ2mWmsrCVqaAwWGktO7zuFi7crnWI6kX48GW2AM1NnTWTIyAGoLdQAWLvYd/Aorkzjxg3n++8/4uOPv8bR0YEFC+bSq1cMKpUKhVLJTbddx4/fLsNsNuPu4UaTTsfQcYMICWneRez1xS+ha9JTlFfMs/e+hLOrEyMmDaO0pIyYod1w8XHFwdmBE3tOcP/CeUT17cLBDfsJiAjEw9ed1e8vAyCiXxS9Jw3E0cOJmrJqCpNzMRoMeIR44/yH3Tu1zmIDbEG4kP7u7mM/SZJ0HBhxtmiqLMuJf9GmECg8+9+1kiQlAt7AFGDo2WrfAbuAx8+WL5FlWQdkSpKUBvQGDv6TAXU0ERQShH+uvq6BpNhkGoqrKckoILprENZ1tTx582R2xCfRa2w/3Lxcidt9EgUSkxZMJzQyBAuNWMUqtB9dg47EQ3HUp5fi6WxP54E90GVmY2lsoMHSms3vrGH6q7ezf9cRwmLC0FpaUltSzaCZwwjvJQJCQvurKq4g9WgSuYlZOPq50sndGbuGehSWEkcPpXDmeDrXvHQzfUb3Je14MnnxmUSP6kFRVQUvP/s2b3zwAv6Bvh09DOEKVpxZSNqxJMryS3EN8iTE3QnHmmo0GgtOncjh4MZjXP/uPfiE+2GttSL1RDJF2UVEje/FU0+9ymvvPIuzq0jS394cHOyZOXMKkyePQaFQYGFx7voqMMiPBx+9h6EjBlJXW0dBXiEP3PE4C564l4TTidjZ2fLyo29gMpnw8vXgsdcXkJ9RgLWtlsykbOrrzhDTpys9h/ekpqqGTt064e7tzoTbJ1OaV8KWr9fjHuhJzzF9GDR9OBYaC05tPUrKwQSsbK2oL6/lx0c/5b7vn8Y7wr8Df0utmaqqMWTkIBuMqAN8ULm7/nUjQbhE/ZO5l1rg9yVk/+jRvCRJAUA34DDgfjZghCzLhZIk/R729QYO/aFZ3tmyy4pYPiYI/1zy6WTKM4pI2n6SEeN6YPnWh+hLSgEY2b8X6spwHALdsXIdjMZBi5O3mwgICe3u+IaDfPPIJ3iH+TFuzggsv1+C4sBRAOy8PLj16TvZ9usumuyU1MsGPLoH4R/iS6cuYR3cc+Fq0FBdx5IXvyHlSCIBUUH4udnhtGQJpswcZKBPRCjOY/qSdTQFJ0cNgwLd0UQHQoAn206d5rNv36XvoF4dPQzhClaSXcT7Ny+ksaaBoJhQvBys8Fi3FlNaJkYgplMIdjMHcmLVPjr3DsVdJdNjQh8UQd6s3X2I5xc+RpdunTt6GFcVjeb8y7Hc3F3o3jOa+NhEzEYzS9Z+RUhYEHHHE7hvziN4eLtz7Y2TMRqM1NbUExIRxHtPf0RNZQ0Am5dt5YEX72XKnIm8NvdVkGHW/Fn0G9+fm168HV2DDo2NFbLZzKbP17DyzZ9bPjuoWyjhg6LZ9e1GZr1yJ0qV8k/HYDaZMRuNqM6TU+3faErJRpeei8JKgyYiELW7M4bCYspffJemQ83L4FTenrh98CIWIYEX5DMF4WL7u1vSPwfMAH4DJOAbSZKWybK88G+0tTnb7kFZlmv+ZCbN+d5oE2GRJOku4C4APz+/v9P9i0rMFBIu9XP0UpOWnIGywYgivRTnkgZKTuZgO20yfPktGE3oDhzFIjKc6k9W0PmV+3Hs3wO1WuQS+K/EefrnqoorWfvBMmY/dRNVJzNIW3IA5YAIPKa4YVy9HnNBEVbHjmOs1xE+KAaNjRXdB3bHwUksbbhQxDn65wrT8nF2dWTcxMGUHEmhKi4ft/HjkL74GllvwJSYSnDvHmxNr6BLVQkNB2PRASo/D6Z+/CT2nUM6egiXPXGO/rmc+Ayi+0fjam1N8aEkKk/l4TZuLNKX3yA3NmFMTiOgZzeOZZfgpDLSuGwL1YBF52BmvPkg9mEBKESS/v/kQp6jLq7ODB05sFVZZUUVNrbWzL7zOj565TOMBiMKhYKHnp3XEhD63bIvVzBoaF/6jO6D1kZLSX4JSSeT6DW0F1a2WgAK0wtY+8GyVu0yTqbSZWg3Tq45iL5R11L3fIpOpXHi6y1UZRQRPXs4gSO6Ye367/8uNxxLIPumZ5DP7rKmiQnH58PH0R+PbQkIARjzC6n5dQ3OT9yHpPzzoJUgXIr+7jft9UAvWZZfkGX5eaAvcONfNZIkSU1zQOgnWZZXnC0uliTJ8+z7nkDJ2fI84I9zmH2Agv9/TFmWF8uy3FOW5Z6urpfeND0xU0i41M/RS4nZbCb+UBzp3+8g7ustlMRncern3Wz78RCqayafq1dWhtLOhsrXvkQuq+q4Dl9BxHn654wGA4OnDiHho7VkrD9KSVwWez/bTGq9JaqzTwLNp8/QZXgMyWdSCe0cIgJCF5g4R/+cLMuoC6qJP/vdGbd0L5s+34lyxrSWOursHHpO7k9jbHJLmTGnCOPRhI7o8hVHnKN/TqlSYdtkJu6LTZTEZZGwYj8bPtiCYtaMljrqzEz6zRyG4WDs/7F33+FRVF8Dx7+zJbvpvfeekEDovYlSpEhVQREUsIKAKAio9CpYEBVFVERQEJBmQZr03gmppPfey2azu+8f4RfNG+yEQLif58kjuXtn9tzNuDt75s65tW1V1+OQYpJFQug2aOhj1NrWin5DerPp0y1Ua6uBmgvkJUWl9fpWaapo80Abjv94nC2rt7BtzTaizkdRWV4JQFFOIfFXblCt0dbbVq/T03pgxz9NCOVEJrP18aVE7zxJ1tV49s9YR8TWo/96bLqycrJWflWbEAKovBxFZUwimqgb9fprzl9Ff3MsgnCv+bvvtonA7+cTqoC4P9tAqpky8zkQaTAY3v3dQ7uBsTf/PRbY9bv2kZIkqSRJ8gb8gbN/M767hpgpJAh/X5WmCjMUJB2+Vqe9KDmXcnPr2t/ljo7o8ovQ5RejL62/bKog3G7WTrY4O9uhKap7vF3dcRq6dAZA3rktzi28GfB4f9x9RV0W4c5SGiBh38U6bWXZRRS6eFP9/HPIwkKRtWqO2kyN4f99UamMTryDkQr3KxtbS+J2n67TVllYSqGNM/InHwOFAlnblth62lOdmlWnnzY9506GKvxLpmYmtGgdQnbGb38vnU6HkbERRiplnb7Dxw1l59odFGQXADUrzm75YDOJN9+P4i7FcO7HkzTrFlZnOxMLU7zC/Gg/rMcfxqEprSDjUhzVFZo67efW7KE0M/8Ptvpz+rJKquJS6rVrkzNQtax/W6PxA52Rmf1x0koQ7mZ/NymkAa5LkrRekqT1QDhQKknSB5IkffAH23QBngJ6SZJ0+eZPf2AZ0FuSpFig983fMRgM14HvgAhgLzDxXlt5DMRMIUH4J9TGanx8POAWyVRJkkAmw2TAQ5RHJoNej3GbZiidbBshUuF+U5ZdiLa0ol67TKEAnQ6jdmEoe3XF3t2RgOb+jRChcL+rqqpGJq9/GlecXcT3y3aR2qw9aWrL2qvwv2feU9QSEu4AmYTsFvVfSnJL+PH7a8inTyGy1EB1uaZeH2PxvnpPUKnVJMQlE9IquE775i+2s2jdfHr070ZQWCCz3p1O286tiDgXUW8fOak1N42kRSdTlFNIm4c70GlYd6wcbQju2oJBUx+lKLcQe0/HW8agrdRw7rOfKM0qqPeYQmWEdIv3yb9DYWuJxSMP1GtXB3qjbh2K+WODas9f1e3CMB/SV0wOEO5Zf7cwxy/AQUAP6IBf/2oDg8FwnFvXCYLfVjH7/9ssBhb/zZjuSiIpJAj/TF5UCv4D2hP7w5naNseWPlh2bI5J6yXkf7GH0sPnMG4fivP8F5GbmzZitML9Iut6IqVZhZi52lKallfb3u6lgcjbulPULgwnMzMsxao4QiNR2ZvjN7wLMVt+uz3C2s+F0pwiAE58+jPtZj6Kd7A3sif6U/LdL0hKBfYTR2HSPrSxwhbuIyo7CwJGdSfiywO1bebu9lQWl1Ocnk9sQgE/7zzMxO6tkQZ2p+yn48hMjXGY8TTGLUXB/nuBj78XlZWV9B38IJpKDTci4zG3NOeVuRNp27U17bq3RVddjUqtoii3EGdPZzKSMursw9bJDgDXQA+SwuM5+OVP6PUGmnVvQW5yNlsWrKfX2If/MIb8GxmcXLWTThMfwdjWgoq832oZdX5tBKb2Vv9qbJJcju2YQejyCin+4Sgyc1McZ45D3SIAuYka61efx2zEQKiuRuHugtzc7F89jyDcDf40KSRJkgJYAowDkqiZWeQOfAnMNhgM9W/6vM+JDLEg/DNxhy5j4WxL+ylDyI9Jw9LLERNHK6oszHEIDEHl742+tByFgw1yMS1XuEM0RWVcWL+PThMfoaqkgtLMfOyCPXDsEMive0/x4Nh+WHm5NHaYwn3M2dOFrF7NUblYU5WQjamDNZJSzplPfgDAoNNjZmmGa7AX8jnPUzVhKJJchtLVUZyrCHeEo7sjLr1aYO5uT/6leEwdrFGaqjm9Zg8ABQmZtBvYBZcgTxRvv4L2ldHIlEqUrg5/sWfhbmFiaswL08YReS2Gl2c9j5HaCEcXR7z9fls6XnFztpilnRVTVk5l4fgFlBWXIUkST746Gq9gLwB8WwUQezYSa0cbDm/4hcy4tNp9BHX540R2ZVEZGAycW/czHV96hMq8Ispzi/Hv3x6vHs3/0/iMPJ1xWT4F+ylPIqmMMHL5rS6TTKVCFeDzn/YvCHeLv5optAIwB7wNBkMJgCRJFsDKm49NbdDoBEFo8kKGdyXxyFVc2njj3TOYrIg0JCMjXPzdAFA62ICDmI0hNDyDXodBpwWDHq9uzTAyM+bEqh2orcwwsbNAJwP33i0Z9uoo1GbGjR2ucJ9TqpS0fLAtad7OGMlkVKZmo1ApcGjmyvH3d1FZWIZ7mC+Km6s1qjxFElO4syRJIqRbSzLcHbB0tEFu0GFia4pj8xc5u/YXnNsF4t2zBUZqFQAqL9dGjlj4N6xtrOjco/3f6hvaIZT3f1xFVkoW5tbmuPm6obr597e0t2Lw1MdIv5FKRXE5Z3efQK6U03/iMPzaBv3hPi3d7VFZmKApLuf4u9swsbXAxtcFl7b+qP6kMPXfJVOpUHmLY/PPGAwG0FVh0OuQZAqQK8XFh3uM9Ge3O92s+xNg+H+dJEmSA1EGg6FRb/ht27at4fz5840ZQh1GKjfs7GxIT7va2KEId86fvuPdbcdoYykvLUdbVY2ljUW9xyqLSqCqCLl0c3UHSYZkYo/CWNwmdpv85afy/XqcFuUXozBSYGpmgkGvQ1degKHy5rRzSUKrN2f9wPmUZhbg+1Bres4eia2v+GLdAMQxegtFBcUolDXH558xGAzoK0vQl+XWtpWVyKko1eHcXFzFvk3EMXoLGk0V5SVlWFhbIP+LZbiry4sxlOcBNV8pqvXG6OQmmNmKVRtvo7vynLSkqBRJAjOLv397lVZTRW5qDnK5HDt3e2R/cXylnotm78x15N/IwKGZJ32WjsOlpe9/DV34G271GSQ3s0dSmd0qMSQyRXepv5opZPj/CaGbjTpJkkTxnFsQWVFB+E21tpoLJy+xdsWXFOQW8Nj4YfQe/CC2v5v5Y6SWodP+ttwnBj1UFWNQGSOJ5WiFBpCXk8/B3YfZsm4bVjaWPDt9HK3bBSNV/laHAIMBpaKCZ35ZQkVBKeZOtiiNjRovaOG+kZ9bwKE9h9n82TYsrMx59rVnaNu1NUoj5S37G3RVdU7GAUzN9Vi4u92BaIX7VUx4LF+t3sS1C9fp3rcrj44bhucfrMJo0FVjqMjnfwkhAIWsApWF9S37C01DaXEpx/efYv2qr5HJ5Yx7ZQyde3XA5G+UAlCqjHD2/fuzc9zaBfLE1jlUFJZiYmuOsaWo73On3OozSFeai1yhQlKI86Z7xV9944qQJGnM/2+UJGk0ENUwIQmC0FREXoli2uiZRFyKJCMlk1XzPmb/roN1+hj01fW2M1RrapJDgtAADu4+zHtzVpOenEHE5SimjX6dqPC4+h11WlRmKmy8nUVCSLhjDv90lHfe/IC0pHQir0Tz6phZRFz+k1Mu/a0WajX8Qbsg/HcZKZlMffJ1Dv1whJyMXLav38ny19+hpLj0lv0Net2tP9PFMdok6XQ1f9cLJy8zf/ISkuJSSIhJ5K0XF3DpTMPdTWFiY46tj7NICN1p4jOoSfirmUITge8lSRoHXKAmxd8OMAaGNnBs9yQxU0i43+n1eiLPR5ASlUR6bi56fd0TwS2fbaffsD5Y3ZwyLsnrX/2WlMYgZgkJt0l+Zj4J127UrHwS4M6WddvqPG4wGLh09hrBfl3rfHGRFCok2Z9PWReE2yUlKomczBy2rNtep91gMHD26HnC2v9BwVSZgpoZ+b+bwC3JQP53F5gVhL8vOSqRyPBYCnLrLv996dQVUuJTaNYyuN42klxec5z+v4tAkjhG71lJCSlcPHeFlKQ0PLzcyM8pwMvXg2P7T5IYl8z4SU+xY8Puetv9/N1enN0csbSywNbR9pb7LsjKJ+FaHIU5BTh5u+DT3Be1qajjd9cSn0FNwp/+tQwGQxrQQZKkXkAINX/xnw0Gw8E/204QhPuTRqMh8nwkKfGpqE3VWOjq1xCysrVEafTbW4+kUCEztkJfUVjTIDdCbmKNJImkkPDf6HQ6oi9HE346HH21DvcAd8o1FVjaWJCeXHdJXLlCgczEBn3ZzZoXMgUyMzuRFBIaVElhCbHXbpCekIZMJsPBwwEra0uSSanTT6FUEHE5EndvN8wtzes8JsmVyM0d0JXm1CQ1JRlycwdkt0i4C8K/ERcRR0JUIgadHrWJGpWJql4fuUJOUUEx6cnpuHjUrb0myRQ1x2hJ1s3ZAxJyMzuQixmY95r0tExyc3I4ffwiSiMjQCI5MZWQ5sG8MXE+ZaXlABQXFBPavH6C0NLGkgtHL1JSXExQ8yCKC4qxtrPCv7k/Ng42FOcX8/nsNVw4cK52m3GLnueh0f2QJInCrAJSIxOpqtDg7OeGs7+4Tbaxic+gpuFvpfAMBsMh4FADx9Ik/FnhbkFoyvR6PReOXmTBswvR62pmW4x/Yzztu7ahXfswJAOkZ+XQbUBXTM1/KyItyeTITKyRVKZgMCDJleKLuHBbXDl5ldlPvVF7PLr5uNFj1ANMenUCkRciyC8qZud3P6FSq9BWa0nNKMTdwxUMeiS5omYFDUFoIJWVGrZ8vJXv1nxX2zZwzED6Ptqb8IsRtbMsg1oE0DwkgMrsYiJzr9PuwQ51ZiVLklTz/qkwqvnCLZOLk3Hhtom4EMGMkTOpqqyp/WfrZMszb42jVeeWXDp5GQBjEzWzl0xDqdGTk5CJiakJVrZWdfYjU6qRLF1qbiWTZDWf9WJ2/T0lIS6JbVt2U6WpYus3u7BzsOXxJ4awecP3ZKZn06F7ew79dBhLawtad2pJhy5tOPzjEao0WgBUahVunq5EXoqiWcsg5o2fX7vvLv06M3X5VFKjkuokhAA2LfmKFt1bolAoOPv9UaqrqkGCfR/v5LF5z+DTJrBerHqdHm2FBiNTde1xVlFQQnFyDgpjI6y8nZArxWf87SA+g5oG8X+DIAj/mcFgICk+mejwWIZPeQy9TseN8zFEnr1Oz1at+PXjH9Dr9Nh7O+P2jEO97SVJQlLUv/IoCP9WaXEZny1ZV5sQAnD1dcXLw52Ia5GgrabkfBLLP5iDTikRExtPZWUVMlEUUbhDUm+ksvWTrXXa9n67l3kb5jH7w9epKKvEwtQEeW4lGyeuplqjxdzeEssPzAjsFFpvfzK5EsSJuHAbaau0fLdma21CCCAvMw9NaSXDJgzhgaE9UcoUeNk7snXWOoqyC1AYKRg4YxTdR/euXWr+fyS58pa3jAt3J61Wy43YBPLyCrC3t6UwvwhNhYa1H30FQH5eAYvnvsuMNyezctGHvDprIikJKfQf0ofNn2/j6M/HmbZ4CoW5hUiAsYkxx348wpAxg1k1c3Wd5zqx9yR9H+uDrLr+xXVNeSWayiryMrM4ufkQBWm5yBRyuo/pw7ndJ3AN9kRloq7tnx2dwoWNB0k6FUFA37aEjegO2mp+mfoJOeGJyBRy2r08mJbj+qK2FCvd3i7iM+jeJu7PEAThP7t2LYq8/ELMHC2RVHJc/dxxbOlOtwFdOfjJ7tov5jkJGfz47ndUVVT9xR4F4b/JTssiJy2n9vcREx+lbf+OxKekYuJsTZWDitCx3Tn0yW5URkZ4ebpTWVHZiBEL95OiwmIKcgvqzC5+cvpoJr43matXIqis1BAZE8OazzaQmpxO9c0r7SU5RXw76zNK8ooaK3ThPqHT6cjPLSA9Mb22rfsj3Xntk9fJKS4kLycfjbaKN+cuIzktjeLcQgCqq6rZuehr0qNS/mDPwt2quLiU69ejiI9PIisrh7VrNjDmiYlcPH+FjV9t5cKFK7Tu0JI27cJqt+nSvQOOTg5MmvYszq5OjHl+FB8tW0teTj45WbnMn7aUlJQ0gsICibwaTavubTC1NKOirKLe89+4HkdZWQUq47rJxGadmmNpa8mP722lIK1mlSt9tY7DX/yMjYsdmrLfPruLM/P57tl3Ob9hPzmxaZz4cBdn1v3E2Q92kROeWLvtmfe+J+tKfAO8ioJwbxIzhW4zcfuYcD9JS00nObGmFsa61Rs4cuAEUDPzZ+7br1NYVY5MLqszWyPq2FVKC4qxMbZrrLCFJqygoJDzpy6RnZ1LzyE92f3lbvo+2Y+DR45z6Z1rACiVCqbNmURCZgYenYKpLKlAr9djYWH+F3sXhP+mrLSc82cucT08Gj8fT+yc7MjNzGXI80MpKC9h8YT3a/uOGD0YB0c7sinH2MKEiuKaWh25iZmU5BRhfrNYvyDcbrHR8Zw7c4mSohJ6DevFF0u/xN3PneCuoUwZP7N2dam2HVvy6vSX+Hj9RgY+0Jqog5dr95GXmo1XS79GGoHwT0XHxDF58mwOHz7JrJmTcXV2Yu5bb7NwyUzmv7Wi9m9uZW3Je6sWMjR3IGdPXcTFyZFZL/92G9iU15/HO8CLhJjE2rYfvttLQDN/rO2tycsp4OAPhwltH0r42fDaPiq1Cp9gHz6d+wmTP5rOjg++IyUqkXb9OjLs5ceoKqsk6fKNenHLZDL0Oh16vR6ZTEZeXAYFSdl1+sjlcuIPX6m3bV50KlU5hVTmlWDf0he7MB8UKjHTRbg/iaTQbSbujxbuF4WFRVy7FElVhQadZKhNCEFNcvT9JWtY8sFbmNqYU5Lz21Vt7zaBmIjlQoUGEnkthqjwGJRGSrr070J1lRZTR0sunb9W20errWb7xt0EtwkipFcPtAYdtk62ePl5NGLkwv3g+tVIdu/ci6+3JwX5xby8bBLbPtmGd3Nfpk+cU6fvto27WPbRPL7bvIuW7o6kXk8AwMrZFlMbkcAUGkZxcQnbtuzGWKXCwswMFz83HnvpUZx93VixbHVtcgDg/OnLPPJYf85fuMrYPgPhd0kha6dbrywl3H2qqqp4++0POXz4JM7OjhQXlaCQyenarQM/7dlf529eWFDE6dMXcHVxYuSTwxj32KQ6+/r43c95e/V8UhPT0BsMVFVqOPXrGa6evca+nQdp370tapWKJyaPYsfnO7l0/BLuvu70G9mX7z7cQliXMBJiE5m9cS7lJRVY2lqiVCkpLyrFNdiTtMikOs9n42rLt6+uwb2FL12e6o1cWb8mZU5cBo4tfEg5Hl6n3aCt5vCUT2t+kST6fPEKnr1b36ZXVRDuLeL2sdtMzBQS7gcF+QVkZ+VgYW2Oha0Fbu7OmFvUTfQUFhShVqsJ6dGqts3czpKB0x5Dbar+/7sUhP8s/FIEK+esQlulRafXo9VpaftwBwLC/Hl4yEN1+qalpGNlZYmVgw0OHg6Etg0RSX2hwaWnZ9K1S4eaY1RXTUFJMY+8OBQbBxuCQwPq9a+s0NClczvyU2qufKtM1Tyx9FksHazvdOjCfSImKo7AQD8UMjnIJHSSAa/Wvjh6OuLt41mvf3lZBe07tKI4uea2HkmS6D66D6bW4uLPvSI7O4+dO38GICQkkMsXr6FSqbCwNKeoqAS1WsVLL49j5Xvz+fjTt+natQOhzYNABo+NHkpQiD9Gqpp6fFptNakp6Xy04jPWrFzHzi0/8vz0CRzZewyAs0fPE9gigJQbKVSWljN8wlA8/Nz4cskXRF+OxtbJFjdfN0zMTbFzsUN5c+aOiaUZjy8aj8nvagB1HtmL41sO4dslhENrdnFu21Hs/Fzx7lq35pq1lz2dZzyK8e+S6X7921EY+btbHA0GzizeTGVBaYO8xoJwtxMzhW4z8aVCaOqyM3M4c/ICJ4+dxT/QB1NzU3Zt/ZEVaxYw/YU5lJTUfKC2aR+GlYUFXR/tgXuIF6X5xWjLNRh+dyuZIPwbxQXFZKdmozZV4+zpjFwuJzE+hZ93HaBb/65oNBosjdXs+n4voWFBxMYm0LF7O5xdnfjio40A9HioCxZW5nj6uGHvaN/IIxKaorysPPKz8jG3MsfJw4nCwiLsHex4b8UaHh7wIIlJKRhn5+Dt68XuHd8yZNQA7B1tOfDTEQBMTU1QG6vo1rMTVV6BZCdmgl6P2tS4kUcmNBVFeUXkpGdjYmaKs5czAHK5jMuXrqE2VmNsbsKh/ccIDgng+OEzdOzZDldPF77bsAOoOee1d7Rj9ptTcTIyxyPAE0mCiIMXyU3MxNHXtTGHJ/xNFhbmNG8ezKlT5wkK8kfSw57dv9C//4O0ahWKlZUl76/8hMyMmuT0e6sXsXPrj/j6e+Pq6URllYY+g3qhVqm4djmC3Ky82n3n5eRzdP9xbB1sycvJx0hlhLObE5YWZkSciyDiXERt34CwAIJbB6PX6ji09QBu/h64eLtgamGKJEk4B7jzwLMDqdZokSlkRBy9SvyFaKwcbLB0suH0twfpPPohBi6fQOKpCDKvJeDeLhCP9kGYO1rz+J4FFCZkojRRUZlbxMEJq+q8Dpr8EnRV2jvzogvCXUYkhQRB+Nuys3PYtnk3EVej8Q/y4erl67h7uvH85HHs/v5nXpv3MnNfXUqn7u2Z9OoEJJ2B41uPcHHb0dp9tB3arRFHINzrEqMSWTllBYmRiRipjBg/ZwKuzTwoyC/E3sWO8PAobkTG0b1XF0xMjTl7+hLtO7QiNzuP0JbBqI3VdO7Rnj6PPIiHp4tICAkN4vrZ67w9cTl5WXmYWpoxefnLGEzlrP3ka3r37cne3Qd5sF8PYmPiKC0pY8y4kZw4eoZBIx4mKjwWpZGS1+dNwd3DhRtHrrF/2ZbafYc93KERRyY0FXHhcax4+W1S41JRGauYMOdZ7P2cyMnJo7CwiLzoRMy7mqJQyLl4/jLtOrSmuLiYdp1bceLX02irtLw252V8fD2R6Q18PGR+nf0bm5s00siEf8rCwoylS95gwMAnsbQwp3loMHFxifgH+lJWVs6BvYdrE0Jdu3fgysXr9HiwC1cvXaestBwvX3fWfvAVnXt0wNvLDf9AP6a8+SKRV6I5tPcoifHJPDttLKmJ6SiVSnRaLZfPXOXZuc/x9YoNVJZX4u7nzrjZ4zi/7wwnfzxJQXY+MpmMZ94aR3lxOV0Hd8fOxZ74i9GEH7pUJ34zazMqS8pxa+GDXqenWqcjsG9bWj7ao04/S3d7LN1rPvOzL8chyWV1LlQ2e6Y3Jg5WDftiC8JdSiSFBEH4W5KTUsnNzuPgL0fx8fPk3eUf1z4W1iqUseNHYWVjwbafv6S8vBITIxXKMg35N35buaTHhAHY+7g0RvhCE1BZXsmXS78kMTIRgCpNFUVlpcweMZEFy2ZgbGaMq6szdjY2fPfNDjLSswD4fsse5iyeQUlJKV/v/ASlUoGR0gi/IJ9GHI3QVOVl5rF84jLys/IBKCsqZcXkFSzctoTkxFScHR3p8VAXls5/r3abHdt+ZN6S1ykrr2DUoIG07NEKmbECDHBw5bbaft3HPYyDr3gPFf6bsuIyPn7zY1LjUgHQVGj4aNaHzN+8kMiIGLy9PfH18WLdmq8pLKipCbj1m128+/Fi4mMTeX7MKLya+2Jqa45aZUTu5cQ6+285qBNOAe53eljCf9CpU1t+PfQ9KSnpWFlZ8OJLTzNh3FSGDhvAxXO/FWnu2Kkd5uamzJz6WxLQwsKcZyeN5f1la5g64wXmvLaYqbNeIv5GEtPmTEKtVrP27S/Izqi5xVCukPPyWy+wed02Zn0ym+L8YqxsLMhKzCA9KYO2vdth62jL9x9tY+enO2jbqy1rZ3/Ma2tn0e+lYUSdCK9dkdHKyQaVWoXcSEHvl4bw5TNvkxaegHtLX4YseAb3Fr63HK9dqBcPb5zB2eVbqcgqIHjMQwSM6Hrb7vgwGAxU5xcjM1EhNxYlE4S7n0gK3Wbi9jGhKcrKyqK4oBhNRRWz506lMDOfME8/qhXwxdebuXIpnJzsHGytLLl67AquQR44HgundOcxBnUPQzVlGKVKBa4h3qhMVH/9hIJwC0V5RVw8fKH2d89AT65ci+TLLavJzy3AzdaKIF9fMqNTcHvmKVLzcvh07dfo9Xo+WPkpn218n8LcIgKCfHD2cG7EkQhNWW5mbm1CSGGkoP8zAwlsH0xVRRVvzn0VSZK4ERnH4jenY6jWo1NKrPvqW1KT0wkK9ufrLz5l/7e/MPOTWTipDTy/8Q3yk7KwdrW9+R4qvmAI/01BbgHRF6Nqfw9u14yhL4+gWqenQ4c2lJWXUVlWyWsvP4dBo0NSK9j54z4+Xb2eOYteY/UL7yCTy5i5ZiZWNzJx7dkSuy1zyU3MxMLBCtdQb0ysRE2he0lERDRjxr5Mnz49eKhXd44fO0NRUQlXr1ynY9d27NmxFwBbWyu2fbsbgOCQAHr16Q7UrB5mbKKuSYZU68jLzSclMY3vvtrBvJUzGTx6ENcvRnLq0Bl01TpOHjyDnZMtm9duxdzMDDdXJ374YndtPNYO1gwYN4gda7ZjYWvJgW/2kZOSjUEu8djC8aiMVahN1BiplJTmFPH8V7P44unllOWXAJByOY6vnn2HSTsXYeVsU2esBoMBmUKOa7dQBrTyRVdZhbHd7VvNUZOaRd7mA+RtPYTKxwWXV5/ArG3wbdu/IDQEkRS6zUShaaGpSbiRREZKJktnvkNacjpOro48M+Up7Fzt2T53PVOmPcOcZe8CEHcxhmM7jjD79TEUfLITgILvDmEckYj/N/NRWIsVc4R/p7K0guLUHLyCvUmIiMfdz50nZ41BrlSw6NXlJN5Ixs7BlnFTx+Dq6siv89dj6+7AlMkTeO/9tVRUVGJsbIylhaVICAkNSq4HYzNj/ML8GfjiYDJTslnwyjIK8grxDvBi+NNDsHO0RaWVOPTxbopyCnllxnhSi/LQV1UDNTM3Ei/HoNx8iIDvFuLfsVkjj0poKnTaarRF5Th5OmHv5kC3ET0wMTdj5VurSLyRjK29DU9PHo29sz3VpqZc/OkYadHJDJ7Qn5/PnUIpKagsrwQgLSIB3bKNeH34Gr4Du+DbQXzxvRdptVpWfbCOqKhYQkODyMnJRaPRAHDx4jWGjxjIjZh4Iq/HcP16NOXlFQwf+QgymcTaD9cT0jyIZ557kuWr5nHm+HkAlEolfQf1wjfAm5efnE5FeQXturTm+Znj+WTpOooLi7G1s0EhlxPSOojtq76rE1NBdgFKlZLQzi2IuRiNvZsD8Rei+fqtz2r79BrTjxHTn8TY3IQbp67XJoT+pzirgIKU7NqkUFV5JQlnozizYT8qM2M6jH4I99b+GJndvjpteq2WrI+/J/frmiSaNj2X2PNRBO1ZiXFQ/ULtgnC3EKuP3WYSYqaQ0HSEX40g/kYib05aQFpyzW1gmWlZrF64htS8HEIeaMXJDQd4avQIgoL92fvVzzX3c1++UWc/FeHxaBIzGmMIQhMRc/gyX49ZziOP9cW/ZQBDX3ucM6cvsmDaMhJvJAOQm53H+/M/Ij4xmSEznyAnMRMbhSlqYzVjx4/E1s6GwGZ+jTwSoSnLjExi19RPeHH+8/j3CEFTXsXyme9QkFcIQEJMIls/387pk+dJyc2m67h+6HV6Tn99kE4dWrNt5ebafelKytGVlFF5I7WRRiM0RSmX49gwehljX3uKanslNk52rHxzVe37aF5OPh8sXEN8bAI3klNoMbQTcqWCYxv28cJzY1g3+5PafemLy0GSyPnqRwy/W7ZcuLcUFhZz4EBNgftuXTtiamqKs4sTcnnN8u5z3nqb9p3a8NW3H9G3fy/GPf8kTs4ObP1mF08+8xhe3p7MeHkec2Ysxc7Blm69OmFiqqZLzw6sXvwJFeUVAJw7cZHI8BiCWgTQ5cGOhJ8Np02XVhQXlKC/xSIkKmMVLbu25PrJa4x8ZRRblmyo8/ihDXtJvBZHQUYepjYW9e7WkMllqC1+q20Vf/I6G55+m+hDl7i6+ySfj1pE6uW42/paajPyyf12f502Q2UVFdHJt/V5BOF2E0mh28yAmCkkNA0x0TeIv5FE+KVICvOL6jxWWlJGWWk57q18KcjIo//A3vz40U6qKjUMfXYoul/O1t2ZJCHdXK5UEP4pTWkFRz7ahaWLHZV5JTz15lhmTpmPJElkpGbW6VulqaIwrwiVfc2stKqSCmbNe4Whjw/CxdWpMcIX7iNp1xJQmqqoMpZhbmlO+OVIqqvrfllOikuhQ/vWaKurOX/+Ci7+7uSl51KRV0pGYk3yXWGkwNfWCn1JOTK1uOVWuH3CfzqNQ5A7JXoNOr2eq+fDSU+pe9FGW6XFysISG3sr9uzaT3DX5lRXVWOEjOyUmlptRmoVbsYqqNZh5GgLMvGV4l5lZWVBj+6dcXd3wdPDld279hJ3I4GFi2fSrXtHQkICsbK25Pq1KJYteJ/09EwunruCm7sL1VXV7Pl+L9XV1RQWFLFqxaf0H9aX6PA4kuJT6j3X8QMneXrqU1hYWjDu1bHsWr+b47+cpOeIXgCYW5nTf+xAnpj2JEFtgynOK+KVj6fj7O1CVYWm3v6iT0ewoO+rRJ+5zuDF4+o81vuVEdj71MwMrq7Scuyzn+o8rtfpidx//na9jABISjlys/pF1mXG4n1cuLs12O1jkiR9AQwEsg0GQ+jNtnnAs0DOzW6zDQbDTzcfmwWMB3TAZIPB8EtDxdaQxO1jQlMQfi2KlKQUkhJSkCTwCfTmkUd6I6s2gFLOD3v207xFMIUJ2QR3a0GFphIjlRET5j9P687N0YTHU7jnRO3+7J8ZgFosTSv8WxL4DWnP6bgoZIG2pKZmMOSRvoR4ejPj9ZdISE1l2zd7at9/Tc1Na2dthnRugXcbP5ycRUJIaHjlVgo6zHmUqIhYSopKUCp/O82Sy+U8NnowHs5OOKgt8O/sxbc3vsdYbUSrPu1QmxvToksYVlbm9GwdhGLtTtRdmqMO9GjEEQlNiV6vRx7iiE97DzLTM3FxcaKoqBhTMxPKSsuxsbNm1FNDUSHHw96BCksrYtycUSqMsHW1x9rBluadm2PvYEO3UD9kH32PwUiB/dP9RU3Ne5hSqWT06BG0atWcnNx8tm//kX37t5Cams6w4QPw8fHi6dGTsLa25KGHerBz209079kZFzdnjhw8WW9/sdFx9B74ADkZOfUe8wnwxsHJjnO/nqNN51bY2FtjYm5CYLtgAlsFUlFWwXerv6Mwt5DAw+eZuHQS3sHe5KRm4ezrSkZcWu2+jNRGGJsZ02tcf4qyC/BtF8SL2+bV3DLmYodLiBcKIyVQcyeHXFE/cSm7Rdt/YeRsh+ubT5P82uraNnWgJ8YhXrf1eQThdmvImkLrgQ+BDf+v/T2DwbDy9w2SJDUDRgIhgAtwQJKkAIPBcM/NRRUfisK9LiE+ifS0DCoqKrG2sWbvrgM8N+Zxdiz+Gr1OjySTMfb1Udw4G4WjvS2dR/WiNLeIARMeoWXnMEzMTKiaMx7rgV2pjEnBuJkXpq0DkYmZQsI/UFRYzJmj59mxeQ/dHurMgcNHCA0L5vNPN/HWzCmcu5TBtu0XAXDyd+OFl8ey5oP1PD52KIFBfmRHpvDIq4/j4O8iEkJCg8nPLeDUkbNcOHWRXoN7Ua6r4s1XlvPazEkU5Bdy5uR5Hh7Rh5+37WPSK+OI3XOeQ4mnAHAN9uSJN0Zz4Isf6T7qIeZOWcLIp4fQr30YFWcjUL01HrM2QSjtrBp3kMI9LS8njxO/nmHfnkMMeWoQR86eIzQkCJDQ6XT8vOcAo18cxdcff8uUKePZ9842qio0HAM6jOjBiMf6s3/tDzz+1ljCz19n0PPD8LOxRHcpFsOkEZh1aIZJc3Fb7r1Mq9WSlJxCQIAviQlJLFn6BkojIwoLivlh9z6GDuvPE08O4/PPNmFhaYantzvuHi5EXo/B1c2J9NS6M80UCgXzZi1nyTtv0rpTSy6eugyA2ljNhKljSIhJonW31pzad4o+j/fh6I/H2LVxD49PeJTVM1aj19fcShZ9MZqPZ3/EvA3z0VXr6T7qIc7sPk7i1TjsPRwZ+NIwyvNL+OnD79FX65BkMkbOH0eXx3uhvJkM+h+5kYKuzw4g7sT139qUcoIfanPbX0/rgV0wcrWn7GIMRi52mLYLRuXqcNufRxBupwZLChkMhqOSJHn9ze6Dgc0Gg0EDJEiSdANoD5xqqPgaipgpJNzLoiJj0et0fPjeOsaOH0mlppL+/R5g1/Jvau/3Nuj17Fm5hR4vDsLR15X9q78ndGhn/FsGYnJzyqyRky1G/TtD/8YcjXAv27f7IAtnvA3AsKcG88iI/sjlcjZt2Eb00atkx/92EpoZm0qrAR2Z+/YMTu4+jtlAY2y7NMfG2RYnZ8fGGoLQxBkMBr7/Zg/HD52iRefmGBkpic/I5kZ0PLnZubi5u3DWcIHktHSmLXgZRWY5OYm/3e6YFplE6tV4nD2cuHExGk2FBt9WQVh1bo5V5+aNODKhqdDr9Wz+8ns+e38981e/gUwm0b1bR+bOXo6npxuDhvTl4UEPsW3rHuaufJ1fV26vc4vOmW1HaNa9JS17tWL7gg30mPQItg7W2DTzRQoLaMSRCbdLUVExW7f9wPwFK6murmbK5GcxNzOjtLQUjUZDYJAfcoWc5i2a8er0l3D3dCUo2J/01EweHvQQKpWKq5cj0FTWHDc+fl5UaaooyCugoKCQJ599jJ59uqLT6/EP8iHqaizrVn6JpbUFryyYxNLJy2u/O7Xt1Ko2IfQ/UReiyMvIw87FjgsHLmDhaMPjb3VDqtZRmJ7H/s/2oL95i65Br2fLvC/waxeE2y2KOnt3bMYzm2ZzaftRVKZqwoZ0xTXs1kvW/xdyU2MsuoZh0TXstu9bEBpKY6w+NkmSpDHAeeBVg8FQALgCp3/XJ/VmWz2SJD0HPAfg4XH3TakWM4WEu/0Y/SMXzl9hw+dbGPv0Ywwb9DAKLRTnF+MTGEi1Rlunr05bjVImJ+5UBD2ffhj/Ts1wchOzMe4ld/NxmpeTz6fvfokkSazb/iE6g469Px0grFVzXp48ASNU9Jw8BH2phuMb9qGv1pF4MZbk/DzSk9IxUiqxcbHFyUkkhO5ld/MxCpCZnk3ktWgmvDKWspJy8nMLyM7KxchISW5WHi52Djz5xDAsbCzRaKu4uPdAvX0kXIxFoVbSvmdLPvnxIzz97r5xCn/sbj9G01Mz+X7Tbt7/ajnV1dXIZQquXb0EGOjapT2mCjUtQoLp0rU9UpWOvNT6t/uU5RWz5+0tPLn8efw7heDkLj7r7yV/dYweOXqKF16cXvv7m28tY/u2z8nNyWPDhq089dQIdu38medfGMv0qXOprq6mb/9ehDYPIioqlgB/H16c+gz2Dnbk5eSTn1vAl2s24eLmhKWVBZqqKkLbhiCTJN6ZvQp3H3cmvPo0msoqIi9GMujJAdg52WFmaYqrpysm5iaUl5TXxmNlZ4WJuQkmZiY89voTXD8VTklRCT7NfEiLSKpXZ0iv01OcUwi3SAop1Ub4dQnFr0vobXp1BaHpuNNJoTXAQsBw87/vAOPglkt23XLKjcFgWAusBWjbtu1dNy1HrD4m3O3H6K1ERcTy0fvrGDZsAB/MXk1idBIAZpZmhC1rhrGFCRXFv31IGxmr8GruS2xsHHIHM5EQugfdrcdpZaWG9PRMpi14GUdHe4oKijh16jz7fj7M8GGDWPHKCgpyCwFwcnNkxEuPsP+DHbg28+TU11d5dt5zOPo4YWdv17gDEf6zu/UY/R+5XMbw0Y8wb/oyps2dxJmTF7CyseT1mZM5sOkXfvx0NwC2jrY8PmUk/p1DiLsQXWcfQV2a06x7C5x93RpjCMJ/dLcfoxKw/JMFbFz3Hf2GPsQPW38gJTWdhQtn8sHM1ZSX1nyuewV58/DofrgGe5AWWXeVJDt3B6Z+MwfvMH9UJqJY7r3mr47RLVt21dvm/PkrdO3cnuSkVObOWUGPHp349dfjTHhhNJ98uJ5ffjrELz8d4sHe3Qm/Eom1tRXZ2bl06dqBy+evMf6lp2jZJpSlb75LZno2YW1CGfv8KLr27UxqfBprV3yBrYMNL816lm1rt5MQnQjU1AOcuvBlPpj2PgAymYyXlk7EztmO5OgkPp+7lg59OmIwQHpSJs16hHH4618oK/htKXqlyghrF/H5Lwj/1B1dKsBgMGQZDAadwWDQA59Rc4sY1MwMcv9dVzcg/U7GdruI1ceEe83FC1cpKirm5LFzFGQU1CaEAEqLSjn243GefGciZjYWAJhYmvHownEsePs9Zry1BCtby8YKXWhiykrLOXroJG9MWYhMkmMwGMgrKOTAviP069+L0/tO1SaEADJTs8gpKqLz473wahfIa2tm0LJnK5EQEhqcwWAgPSOLn3cd4KkXR5EQn8wPu37BxtYaQ5mW3My82r55WXlkxqXj06kZLX5Xv6LD0O607tdBJISEBlNSVk5eXgGunjUFpff+dJBnxo/i4LZDtQkhgMSoBAxVevpNexRb95raJ0q1ESMXjKdZ1xYEdQoVCaEmqKSkFBsbqzptLVo0w83FmYKCQl6b/hIymYyDB4/xyZoN+Ph7sWTlW8yeM40FS2bi7e2Bq7sLJmYmGBurUaoUFBUUs3vrT0x74U3GvvAEAFcuhJMQl4STqxP7dhwEoLS4lLKistqEEEBZSRmHfviVl5ZP5MXFL7Hs++W069UOgEu/XqDrI93Z9u637PjgO75Zsp4Ni7/k6ZUTMbe9eX5qYcrg6aNAX395e0EQ/twdnSkkSZKzwWD4XyGIoUD4zX/vBr6RJOldagpN+wNnb7ELQRBuo8jr0RQXl2BsrKZf/wdIjau/fGh8ZDwKKzUtn+iJf6gvp85dZNKsuZSWlLL8/bn4Bfg0QuRCU3TjRgLffrmNF18dz5aN23n8qWHoMTBr7iuoVCoOfru/3jYZGVmMfHkk1Xod/gE+GBsbN0Lkwv3mwtnLnD52np59u6KXDCiVSlq1aUFlRSXxkQn1+idEJhDYMoD0qhJe3vQW+iotQR1DMRLLFAsNJCoihlXLP2HQsIfp2LMDumodI0YOpqyknJQbyfX6pyakYuFoSbMhnWjethkGnR4XPzeUarFIRFOl1WoJCPDF2tqKgoJCAJ4YOZRp0+awceNHXL4UzqefrcTW1hpJkkhPy0Qp1+Pp4cah/UcpKSnl9InzuHu40qZ9GDFRcVhaWXDlQs3Xu9PHzxPSIojrV6MoKy0nKyO7tn6QmYUZSbc4DpNik7lodpkWHZoT3Dq4tl2ukHN48/7a+pYAsReiKSospu0jXVGbqqmqrOLnT3ZSlFPIiFmjG/CVE4Smp8FmCkmS9C01haIDJUlKlSRpPPC2JEnXJEm6CjwAvAJgMBiuA98BEcBeYOK9uPIY8Ac3vQnC3efKletcvHiNHdt/YtzYKbTu0JLgdsH1+rXt0ZblLy3n5237KErPx05hyuo1S/nlyDZGPP4IRv9vhQdB+LdKikpp1a4Fi95YgY29LdZ21pRXVDLjtQU88fjzWPrZ07pb6zrbdHywIwojBc1CAkVCSLgjYqPjmPHyXFq1D0Mvwc8/HuTJx18gLSsLlUpFWJf6xUXbdm/DR7M/RqPRkhKZyPk9p0RCSGgwebn5TH1uNgOH98PC2pxjR0/x/IRX+XnvQeQqOd0Hdqu3TWBoAB9P/5AKTSW5aTl88vw7lOWX3GLvQlNhY2ONlZUFH3+4jLWfruTbTWvw9HDD3NyMykoNAUG+7N61l4sXrrLu06+JjY2nuKSUnLx8AoP98PRyZ+ToYdja2WBpacHWb3bh7PZbLb/8vAIsrWtm8VhampOZkY1/SM1Kdfk5BTi61V+Rq03X1kRciMTZ07lOu5ufGwVZBfX652Xk8uuGvfz44ffsX/cDJblFxF+MrlewWhCEP9eQq4+NukXz53/SfzGwuKHiEQThN+HXIsjLLUCpVPLo448wctQQJjzzCu9/uJgnXh7F9s++R1ulpUvfzsgliSpNFZPmvMD3c9bj3y6Ix6aMQmWibuxhCE1IZaUGcwtTgloGsqLLIrKyssnNycPE1JjZc14h/EoEixe+x2efv8uVk5eRyeU88tRAfIK9CQgUyyELDS8yIobsrBxkcjnzV86mpKyUstIy+vV/kEGD+3L9WhTHT5xl9JPDGTz2EX785icAHhrSi9QbqZhZmjHyxcdY+8zbPLt6SiOPRmiKiopKiIyIobyinLeWzqCwqIicnHxat2lJaPNmNTVi3nybdV+8R2ZKFsd+Oo5KreKRpwZy7MfjeDfzIaxDcz4bvxIbVztsRG2WJs/Tw53BQ8dSUlIKwGOPPcIXX76PiYkJZmamdO/eCZVaRUhIIBnpWegNBsxMTTB3csDTyx2dTkdAsB/ZGTk81KcHxw/+tnB0twc6seWrHUyfO5my0nLsHezoMb0Lv+w4QPj561RWahj7ylNs+WQrmkoNXfp0wtTMlB6DuhPQ3L92P5pKDVEXY+g0qCsHN/1S2y5JEq5+7nVmDwG0H9wNmeyOVkgRhHteY6w+1qSJmkLC3cxgMHDlcjgH9h9j6aL3MRhqbnt4f/UiNnz7EdeuRKBWGfHG6pkYmagoKS7FSK6gfbe2bJz2MW7NvHj0jTEiISTcFhVlFVy/GMnFU5cJ6RTCL/t+pVWrFkx6/nVyc/MB6NGzM63ataBbj04c2H+U69ejmfPpHFQqI2wcbQhoJhJCQsO7fjWKw4eO4enrSVx8IiePnmX/viMA2NvbsmzlHIKbBWBkZIRMLsPdy4UVm5ZRUFCImYUZ5SXlPPxoH758+QP6vTiEwI4hjTwioSkpKSoh6moM2Xm5ZBfkY9DDN19v5+KFKwC4ubvw6oyXaBHWjMdGDiY3L5/Q1s145MmBaPXV6PUGAlsF4eRkz6rH5uPk68K4d17G0sG6kUcmNKSiomJen7WwNiEEUFhQTGFhMc89+yoFBUXY2lrzyScrmDxxNvl5NTN1BgzszbMvjCEyPIptm/dgZmbCcxPHYmNrjZOLA3HRiTi5OODo7MDYF0ZxIzKe8CsRPP3CE1y5GM7DI/rgF+xNQW4hvQb2pMfA7pQWlVJSWEK1thpzawsyUjMxMTNBoVSgUCrITM7Awc2e/s8+gomZCcgk3AI88Ar1ps+zgzj45U8YDAa6P9GbsAfb/NGQBUH4AyIpdJuJ1ceEu1VlZSXXr0dTWFBcmxACcHSy59NPvmLJsjfw9/Ph/aeWoDZRM/Xj6bh4OOPm6YK2VMOMrQuwcbHF2Ny0kUciNBVH9h5n4eSleAd6YeZqSbOQQDZ8uQULS3OMTYxJSU7jyOGTdOrSju3bf2DVh4s5f/4KZjamWFha4h8o6lkJDa+spIzkhGSCmgdx4vhZLMzN2L/vCMbGary8PUhNTWfjV1t54aWxREXE4O/lyZZFX+Pk5czzKyYhqWQEBPtRUVTGzO0LsXN3RK6QN/awhCbCYDCw59ufKa+swC3Ig/z8AkqLy7h44QomJsZ4ermTmprOqRPnKCkppVPntmgrtWxdshEzK3OmrplOtcJAYKgfCoOMOT+vxNLeqrZ4r9B0FRUVc/ny9Tpt0155nidGvUBZWU0h8rCwED5e/WVtQgjgxx/2M3jow+z98SBRETHMWzyDN6ctqu3TvVdnVGojPlzxGS9NG8+Bnw5TXlbOkjfeYcnquWz67DuenvgkwWEBmFuYc/ino7zx7Lza/fs382XQEwPISc+la9/OyOVyBjwziOXPLWHExEf5etGXVGmqABjy0nAGTxxKt1EPYTAYsHd3RGEkvt4Kwj8l/q+5zcRMIeFuVFlZSWxsTfHT3JxcDAYDjo72vDblBbLjM6nSVKEtrsTYzKSmf3klGxZ+watrZ2FpZQlWjRi80CSUlZWTl5OPhaU5VtaW5GXn8/GiTwEYP/MZ0nOycHV1ZtSwR4g6H4VcKcfZ35V3P1hLfn4BJ0+d49lnR+Pl5Y6RsVokhIQGUVFRSU5WLqbmptja1sySSE5IwcbRFrWxGk2VhsICHeOeHom3sxvpN9JwHDAAjUxHTl4+3Xt0oiSnGIDMxAzO/XKaJ18fg5GREVZ2Vo04MqGpKC4qobCgCCsbSywszElPzmDDBxuZ//k8iktLsLK0JDYyjnFPj8THxZ202FQcBwxAZqokITGZ9m1bkpxScz5QWljCro+2M33tLIxNa2qyWTnaNObwhDvI3t6Wh/v1IjMzm3HjRmFvb0tiYnJtQqhV6+b07fcAq99fV2/btNR0nnrmccaMG4kEFBUW1z529NBJOnRuw3MvjyUpNpnym/urrNAQc/0Gp4+c5fSRs8x9bxaderRn/fsbAbCyteLJFx4nLS6VG1djQW8gJyMXe2c7/MP8efPLOSx9ekFtQghg58fbadOrHUG3qIkpCMLfJ5JCt52YKSTcXUpLS4mOukF2Vh4pyamYmZmxfdeXJEYmsuWdb9FWaQE4uvsob655A5lchl6nJz0uDSOleIsQ/ruo6zEsnLOS44dPE9TMn4Ur3sDFyZGBYwZiamWCylSNLk1HZHgMbu4u9B7Zm20fb+PorqNMe+058suKCQryx8TEGHcPF0JDxcmfcPvdiInn7UWr2ffTITy83FiwbBYWVmboDRIlxSXERMXh6eaKh6c7RkZKYi7FcO30NU7vO01QqyA6dm2LAQPfzfmqdp+xF6KRy8SsIOH2uHzxGnNfX8rli+G0aRfGnCUz0Gv1vL7qdcoryykrKceg09Olawd8fD2JC48n+lI0p/edJrh1EN1H9qIwv4ifPtpZu8+Ea3FUlJbXJoWE+4exsTELF7zOtu0/kJCQjLOTI5mZOXh5ufPii09z5OgpMjKyWbr8TcrLKzA3N+OLzzbRtVsHLC0tyMnOxdnFifTUdNZtXs2EkS+j09WsE6TX6zl56DQxkXF1nvP3i5Ose+8rgkMDKCspA+DJ5x9j47sb0VRqANi3dT+Org7YO9fUtpLJZeRn5dcbR0FO/TZBEP4Z8Y1PEJqw4uISIiNjSEvJZNJzM2o/rH39vVn53vzahND//PD1jwS1a0bE6XCadQjBwtayMcIWmpD8vAImPz+L6MhYAKIiYlk67136DOjF6g/W8cWmD5g+dS4x0TUnjnK5nHlLXqf3mH7kpuVQkJxLrqGEZyeMxsLSHFdX5z97OkH4V8rKypn/xnKOHqopkpqUkMKhA0cY+tgjZKVn8sE7a7l88RpQU9x04bLZ5JQXMvSl4WxctoGoS1HoyrXIJImspMza/XYa0EXcKibcFmkpGYx/4mVyb34BvnDuCssXrmLukpnkFORTlFfMa5PfQnNzFoWLqxNLVrzFIy8MYcOi9URejGL488ORqxSUFPy2qlib3u2xsBaf9fergsJCSktK2fPDPrp2ac+WzTtZuGgm456ZyiOP9CU2Oo4PV9XMFLKwMGP9V6uZMHZq7ewfOzsbJrwwhrdeX8InG9+jsqyS5MRUgkMD8PH15vUX5tSWK+jRpyuRV6Jqn1sml6EyVvHAwB788O1P5KTn1iaE/ue7T7fRrmdbVGoV1g7WuAd6kBL921L2kiTh6O6IIAj/jUgK3WaSmCgk3CVysnOIi08mOTkVg8HAivfnk5aaQWJCMt9v/YH4+ESMTYypKK+o3aZKU4XCTI2bvzvPzHu2ppifIPxLZaXlRFyPoc+AB2jbPozvvtmJlbUlk159jqUL3ueb7z8lLT2T8S+Nwc7OmhWLVhMVGcum9Vt5+JGHGDhuIAnhiQwdMQBTUxOREBIaREF+IeFXI2nVNgwzMzMqyit4dPRQPLzcKcgvIL+gkOEjBzH66UdJT81ELpdz/uwl+vR/gMMHTuDm40ZqfCpyuYyoE+FIkoTBYKDjgC506NepsYcnNAFlpeXciI1n1NgR5GXnc/HCVR4dNZg2HcJqVhjLzaNaW83cRTMoLCimurqanOxcwq9GotVpadY2mOvnIpAkieqiChRKBdXaagJaBzLkxWGiBst9Sq/XEx4ehUqtwsPdlczMLD75dAXx8Um88eZUXF2defG56bX9vbw8+Obr7SgUcl6Y9AzGahVyhQKDQU9hYTFHDp4gLy+fFi2asWn9VvwDfFn68TziohNwcnFAU1bBps+21u7v+VfH4erhQkAzP5544THyMvLqxajVaNHra5JK5tYWvLRyMu9PXElWciZqU2MmLHwe9wDPhn+xBKGJE58Ct5lBlBQS7gIFBYUkJaeRkZGFJJNY/8Vm7O3tsDAxIzYmnimvPkd+fiEWNhZ1kkJDxw3G08cde1cHLGxEkUnh38vJzmXl0g/ZuL7mBNDL24OP1r2NtZ015RUVLHv3LQqLS9Bqq9Fqq5g7bwWzZ01lzQfrSElKp6JCg9rUhE69O2Jvb4OPr3cjj0hoihITknlt8hxOHT8HQKeu7Xj19YmkZWZQXa0lOzcPU1MT0tIyOHf+CsOGPMyrk96i/6DemJuZU1xWhpWtJTK5DDsXe1xa+bDssXeQy2U4ejqjFis1Cv9RTnYuby9ezTcbtgHg7evBsnfnYWJijEIpJy4hGaWREplMxg/7DzNs2AAmTZiBt48n02dNJCMrhwpbKzz8PXD2dObCuSss3rUC6WZRXjNLs0YeodBYUlLTKSgo4vDhEzz33BgCA3y4fj2GlNR0ysvKuXI1giefGsGmr2uOPXt7W0xNjFn10RK+27yLX346hEwmY9KUCXTu2o7z567w+puTiYmMJSUxjbBWocTFJnD1Ujiu7r25cjmCXgN7EBTij62DLS3btUChVNC5d0fioxOoKKngh40/1lli/vEXH8X4d++jfi38WbRjOXnpOZhamuHo4YQkrsgLwn8mkkKC0MSkpKRy40Yis2Yv4dKlaygUCqZOeRYbG2ucnBzY+u1OWrdtQeeuHWjm68/hHb9SUV7JsHGDadWllZgdJNwWly5cq00IATz1zKMUFBez5rMNLFg4k7y8fF6ZNpfIyBiMjIyYNXMyW7fuYtacaeze/jPVumo8fdwxtzbH20dcBRQaxs8/HKxNCLVq04I35kxDoVbiInPm7RUf8v33PwEwZMjDjH5iOBqtlocHPsRPe/bTu19POndogy6/kk59OmJmac6AoX0aczhCE3Th3JXahJBSqWTW3GmYmRgjKWVcuxbNq6/NJT+/EDs7G95ZOQ+VkYpHRw5m6+Zd7N93hId698TIT8+Q8YMxNjVm1Njh4ku0ANTcevX9jp9YtmQ2UVGx3IhL5K05y8jNzcfGxorXZ7yMg4NdbVKoU+d2pKWk8+rUOQQG+TFv8eusXPYhq979lJlvTsHZxZFZU+fz8KCHeGR4P2RyGd4BPtjYWDP31SW1z2tpbcHGPZ9hdnM1WxMzExxdHdn8yVZemPs8F49epKyknEfGDKRtz7b14raysxKF+wXhNhNJodtNTBUSGlFiYiqZmVl8tm4Tly7V1L+orq5m5TtrWPfZu+gNeiRJ4uql6zwz4QkqLCtp2bcNAwf3RW0srmgLt09yUioTXnwKYxNjfHw9sXOwY+HCd5j22oskp6Tz8UdfEBkZA0BVVRXzF6zk44+WodPp8AvyoV37Vji4OuDk5NDIIxGasoO/HMHFzZlZc17B0cmO5LR0bsQnICHVJoQAdu78mTatW+Dt6U5Ii2B+/uEAN2LiebB3d4yMjKjSVePu4dKIIxGaqvgbiYx++jH8g3wIaR6EoUrPmYuXcXd3ZeKkmZTfnO2bm5vP5ClvsmjB6/Qd8CBbN+/i9InzPDP+CTw8XanW6/Hwcmvk0Qh3E3c3F+a+9RrJyWmUlJQxf8G7FBXVrCKWn1/I/AUr2blzPW+8NQ1bWyv2//wrB/Yfxd3DlaBmASTEJ/H8xKf5cu0m/Py9MTc3QyZJfPXZt3zy5btcuxRBbHQ8277aUed5iwqKibwWjY+/V23b5VNXuHb+GubWZmgM1ciNFVy7FEFIu2a1ySNBEBqOrLEDaHLExRehkcTHJ1FSWkJRUTG//nq83uOpqRl4eXpgMBjo2asL+Vk192736d9LJISE20qn02FlY8m33+zg/Xc/JT0zi+sRUbzw4tM88cSLGKuNOHzkZL3ttNXVmJgY06tXN7w83UVCSGhwwx8fxNPPjSIm5gYVlZUsXf4BXp7uHDx0rF7fAweOEh+XhJVVza21gUF+RFyLprq6mrbtW93p0IX7hH+QL7/s+5UVyz4i/Gok6Xk5/PDDfnKy82oTQv9TVFRMVZUWw80aLF26tScxLpnKykratm/ZCNELdzNJknBwsGHNmvWUlVfUJoT+p7y8guysXCwszdi+fQ+jnhrBh2uW8+jjj5CXl4+TswMtWobw6syJzH5tEU+OeJ6jv55k+ar5bP7qe9a8/wUFeQVU31zk5PcqK34rKF1SXIKxmTFDnx7Cp29/wYkDpzn561k2f7aNn7ftv23jzUnO4syu4+z7bA/Rp6+jqai8bfsWhHudSArdZmKikNAYLl26RlZmDvFxSeTl5d9yyW5XN2ckg4FWbVoQFOCPUq2iVevmWFiYN0LEQlMWGxPP5JdmU1BQyIr357N23UZemz6fiMgYqqqqKCgoJjQ0qN52jg72mJmZ4O7hgpOzSAgJDUtTocHRwZ6I6zE0b9kMbXU1ly5dQy6XERToV69/+/atUCjknDp+jkdHDsbERI2JmTFhrUKRy8UKY8Ltl5aWwfRX5vLYqCHMXTwDSxtLzp+7jEwCMKBQ1J3wr1arsbKyJC0lHT9/bwYPfZjCoiJatwkTx6hwSxpNFZcu1xTIV6vrXiBUKpUYGRkRH59Mxw5tSU1NR2/QY2trQ2pSGksXvM87yz5Er9ej0dQkeaIib/DJR1/i7F5T62f/T4cZ/PiAOvs1MTGmsKCIuOh4dmzazYShL7Nz8w8kxCTWi2/3Nz9SmF/0j8eVFpfK92u2sWzCYg5tPUhqbDIfPbecdVNWsXXxBlaOnMelvWf/8X4FoakSSaHbTNymLdxpWVnZZGfnkJaWzqXL4VRUVDJoYB/s7Gxq+zzcrxe+Pp7odDoWzp+BvZ0N7TqKK9vC7afT6Yi7kYhWq6XXQ90oLCoiLi4RAJXKCIDCwiKeeupRLC1/K2Y+fPgAvLzc8Pb2EIlK4Y4IP3WNwuIiWrVpzs5deykvLcfCwpyffz6Ej48HwUH+tX0DA33p2q0jbdq15KmnH6NZcADaKh2PjRqCsZhpKTSQ2Mg4+g/qQ3RsHPEJSRirVLi6OXPk6Gmqq3W89uqLyGQ1p/JyuZwF86djaqKmWUgAk6c8S3lZBU9PGIWpqBUo/AGFQo63twfffvs90197qTZ5KJPJePXVF6moqMTMzARfP29mvb4IuVzGoQPH0GqrkSSJyxfDee/tNTwxZgQAI0cPY+CgPpiZmTD59ecJCQsmOSmVF14dR+sOLen7yIMs/WgelpbmHNl3goWvvU1sxA2OHzyNJKv/JcrFwxm1seofjSk3I5dlzy1h47INnN1/hg9fW8UPX+xBaWRUp993i76iMKvgX75ygtC0iJpCgnAPS09PJyoqnsKCYpKTUtmyZSdvvvEKvx4+wejRIzAxNkalVtGta0cMBj2ZMWmYVMtpPbhzY4cuNEHxsYlcuXydan3NVPG2HVphavpbLYAL568waGAffvnlV2xtrZkw4UmMlErUxmq6dmlPcHBAvSuVgtAQ0lMyycrLxd7JAb0ERkolX32+hcWLZjJl6lt8suZtej7QheHDBwJgYWFGWXEZti4WaKur2b1jL+u+fr/eTA1BuB2yMnI4vP84jo52OLs60rlbOz5duwErM3PCWoXg5upMXFwiiUnJvPHGVLRVWswtzAkM8MPe1gZlFbz39XZWr1uB0f/7IiwI/5OZmU349Wjee28ho0Y9z7ebdzBr1mSsra1QGRmRlZVNZGQMFhbm3IhL4NXpL2GkNEJtrMbJ2YFhjw5k67c7ibgeg7Gxmv6DHiI9OYPtm3bVPsfjo4cSGR5Lbk4+PR/sQnl5Bes+3MD4iU/x2bvra/tVaarQGQw4uzuRkZIJgNJIyfhpY/9xiYOUmGTSbqTWaTuwZT+jJj5O4tW42rbyojK0Vdp/8coJQtMjzmYE4R5140Y8ubkF7NjxE+3ahpGSmMqA/g/x7nufMHXqc2ComRbs5+dFZUUlOdFpXPr2KGNXvISrm3Njhy80MbnZeRw+eIJ581cQGOTHCxOfJqxlCDq9HhMTY8rLK/jhx/0MHtyPhx6qKc6rUhlRWlJKy5ahtGkTVnvFWxAaUllpOQkJyRjbWSCXS3z40Rd069qBopxCmgUH8MEHi0lLz6Rbt46kpWVQXl5BYKAfWbFplOvVKJ3M+OTLd3B1F4WlhdtPr9ezZcP3WFiaY2ZjTkCgL0uXfUDHjq1xcnHk/NkrzJgxieSUNAb0f4jqah3pGVm0ad2c5IhErm86Tsfxffjoi5W4uDo19nCEu5jBYMDV1QkjpRE7d6zn0qVwXF2dKCouJTcvH1s7G1JTMnBzc2XiSzP48stVjB8zBb2+Zsn4vT8fYsHimSycsxKlUkGz0CBWLVtT5zm2fbub1evepkpTRXFhMdevRnH5/DUqKyrrJXs2fLyJ99YvozCviLKycrz8PAkOq3+r+e8VFxSTHJOMpkKDm68bju6OGG5Vy8NAvXOMro8/iLWTTf2+gnAfEmfgt5moKSTcCYmJySQnp1NeUUFefgHrN3xH734PYGlmxvBhA3l7+Yds2bITGxsrvt20g08+/JLyhFxGznuGgLZ//gErCP9GckIqhSXFlJaWceH8FR54sCt5eQVoNVUsWjiT3g/1IMDfh8AAP8xNTbl44QqVFRpatwqjXbtWIiEk3BGZmdkcOXqSgqJC8vLyKSkp49y5y5iZmfLk2BG8NWsZVpaWFBQUMeetZZw6dY6WYSFcvnANb093ypQ62nZsjae3e2MPRWiicrPzCG0bgpOHIxWVlSgUCjIzs6msrEIul7FkwbtUVlRi0BtYtmw1W7f9QJvWLThy8CT2JpZ49GyGpY2lSAgJf8nZ2RFbWxuys3PYuOl7/P29+fyLb1izZj0yScLdzYXevbsz8/UFuLo6s3/v4dqE0P/8eug48xbPwNHRAedb1ALU6XTciI7n3OlLbPhsM/t//JWQFkGcPXWRQY8/XKdvz4e7s2/nQeZPXcrKN1Yx6fFpHNhz6A/jz83M5fiPx7l07BJRl6LYs34PceFxeAR44ODuWKfvA489SNgDrfFrG4iFvRUPvziEfi8MRqEU8yMEAcRMIUG450RGxlBRUUlUVCymZqa0ad2CWbMXIwGzZ07myOFTdOnQlspKDS+Ofw2dTkevh7rRacxDBIT4i2KTwm2n1WprPk1ulgMICQ3iytVI9u8/zCtTn2PurGV06NSGdq3C2LFlD18UFLLh24/x9HTDz9+nUWMX7h9xNxI5duw0585foVVYCKnpmTg62jF2zGPMm7+S999biE6n48XxrxIY6EffB3tw7Wok4ZcjKbqWQbylLS07hWGkErfjCA0jIz2LGzcSeO/9T2jVPARPX09+/HE/zz47mlmzFtPsZp2r2dMX4eziRO++PUiMT6Jao0WbUIRpNyvSbyTiF+DdyCMR7hXeXu4cPXqKwEAfnhw9kZUr5hEY6EtpaSlqtYqBA0ZjMBhqav3dom6qXCYjMMifyopKzC3MsHe0Iycrt/bxFq1CyM3J46F+PcjNyuOhh3siySS+/GgTYW1CWfrJfM4ePY+xqZpmLYKZN3lxnf2/8+YHtOwQhptn3ZmZJUWlxF6JZe2CtWhurmTmFeSFo5sjfZ/oyxtfvMXRXUeIOHOdboO70/bBdti52DPlqzfQlFViYW+FJArBCkItkRS6zcT7i9CQ4uKSSE/PxNTUhIyMLBwd7dm5ay/Llr7Jrl0/8+ac5cyYPonnx02rczXn6WdG4hvkIxJCwm2XkZHF+++tZfvWH3j/g4UolUp8/bw4dOgY/v4+mJqZMnjow+za8XPtNgGBvjg6OYiEkHDHHDxwjFOnzvPFl9/QuXN7KioqKS8vZ+PGbcybNx0TU2PWr9/CU08OZ87sZURH3yA6+gYqlRFPDBvC4ZPX6Df6YVq2ad7YQxGaqNOnzjN71mIGDOqDVluNwkhJZGQMqakZtG7VnNmzphAZFUu3Hp04duQUGemZbPhyC23atiDi1ytcOXaZYS8MZ/S4R/9xDRbh/uXgYE/LsFCWLvuAN96YyldfbUahUPDk6OFUV2mRJAl7e1umTH0W9AY2b9pR5/xyyPABXLxwFW9vD6IiYnn5tec4fOA4Edei6NytAyPHDMfNwwVnF0fsHGw5deQsZWXlvPz680Rei8bD1x1Pb3emPT0LMzPTevGVlZZTXlpWrz05NpmdX+ysTQgBJEYlUlJUQnlJOe4BHjw5/Sn0en2dmchqU2PUpsa3+VUUhHufSArdZuL2MaGhhIdHkZ2dQ3ZWLmnpNUX41Go1L74wlnfe+RgHR3vatw/C2cWRjZvXsP27PZSXVtCvzwN07NhGFJsUGsSunXv56svNrHx3PjGx8cxZ8BoR16LwD/IlP7+QnTt/5rEnhhAY7MepE+dp3qIZAwb1vuWS9IJwu1VVVXHxwjUmjJvKh2uWU/BuEQcOHOXxxx7hozVfMmnSeH755Ve6dGlPSUkpV8IjWbryLQ4fPI6trQ3tmjfnl89+RKVW4Rvs29jDEZqoqMhYRj85kRmvTyQ+IYVTpy4w9qnHiE9M5sknh7Nhw1b693+QffsP0/PBLrTr0IoLZy/RuUt7TKuV/PDpLuyc7fAO8BIJIeEf0ev1qNVqXnh+LHPnvY2/vw8tw0Lx8fHi2NHTvDVnGi3DQlm54mOys3JYuHQWF85doVKjYfCQfnz68VdMnzmJhPhkVixZDUDb9i154plHCWkejEwuw8bWGoCMtCzeX7oGna5mMYpHRw/B1d0ZC0tzVn+zguyMXIxURlRpqmrjCwjxw9HFsV7cWSmZpMWn1WuvKK/A3Oq3FUzvplvTdVXVAMiNxNdv4e5z9/yf0kSImUJCQ0hNTaOoqJgFC95BbzCw/svNPPhgd06dOs+vv57g1VdfYtorz2NvZ8uxQ6e4vPc8rT0CCTB3pn37VtjYi0J6wu2VkJDEwYNH2bnjJx4bOYQlS1eh0+l4feYiej/ckwce6EJpaSnnzl3mypXrtO/YisXL32D8s0/QoWPrxg5fuA8kJCSzZcsu4uOT6NO3J59+uoHHHx9MYWERZeUVvL38LTZs2EJxcQmpqek8+cRw/Hw8OXHsLFNeeR7zAhlblm5Cr9Mz85NZuPq4NvaQhCYmPT2TXbv3cvXqdVq1DOXbzTuxs7NBq9VSWFxMi+bNiIqKpapKS3x8MiNGDMLKypKkpFRmzp5KwqGI2oTQjI9ex8ZRfNYL/0x8fBL5BYWkpKQxatQwZs+egouLE5s2bkMul+Pk5MCRwyc4feo8ZeXlWFtbMnR4f5ydHFi3diPDRgwg7kYCJ46ert1n2w6tOH38PM+MnMiI/mNZOu894mITmPvaktqEEMDWjTuJibgBgG+QDx17tuPdDUtxvXmrWOtOYcxdNRtLa4t6cStVRnR4qEO99pB2IcgVd9eseG2FhhuHLrPl6bf57pmVxB2+gray6q83FIQ7qMFSlZIkfQEMBLINBkPozTYbYAvgBSQCjxkMhoKbj80CxgM6YLLBYPiloWIThHtJXFwiBYVFXLoczrlzV4iJiWfdZ++yeNF7hDYP5pFH+mJmZkJOTh7N/Py4evAiw54dhkwmw8HVASs7q8YegtDEREXdYMSj4wkJCaJFi2Y0b9GMtZ99zbp1m1i69A02btzOI4P60r5tKx5/fDCSJMPe3hZ0Ojy9RIFeoeElJiYzZOjTeHt5MHz4AFxcnfnq661MmDCaF198mo8++oKXXnqaSRPHY25hhoWFOdXVOvz9fejerRMmpsZMevtlSvKLsbK1xMGt/pVqQfgvsrJyeO751zhz5iJffP4eIc2DWLHyY3Jz81m69A127PiJJ58cTrNmQXh4OGNiYoK5mSmlZqWMGzcKtamamWtmUV5Sjq2TLbaOto09JOEelJ2dAwYDb7y5FAcHO8pKy+jbtydhYcFERd1g08bt9Onbky1bPyM2Np5Xp81FrlCwaNFMUpLTmPvm20ycPB5b25qEpLOLI+gNHD9SkyTS6/V8uXYTLVo2o6SopN7z5+Xm1/5bkiS8/b147+tlKBQKrGytMDOvf0sZgH9zPzKSMuj8cGdO/3Iatamap159ihadWjTAq/TfpJyNZuszK2t/TzwezshNM/HuGtqIUQlCXQ05U2g90O//tc0EDhoMBn/g4M3fkSSpGTASCLm5zceSJN1dad6/Sdw+JtxO4eHR3LiRwKWL1ziw/yht24aRn1/IiEcn0Kp1c1q3bo5WW83M6YvQVFYREhLI1LenEtQqiICwAJEQEm67EyfOsmfPL3Ts0BovTzccnRxQq43w9fUkKSmVWbMWo9VWc/LUeXz9vVEqlTg7O2BpaUGz5sGNHb5wnzh9+gIJCcmMGfMo69dvwcvTjaAgf9at28iePb8QEODL1q17UBurkEkSyclp2Nvb4O/jjX+gD6HNg3F2dyIgLEAkhIQGcf78FQ4cOMrXX3/IgQNH8fb2oHPndsTGxvPmm8swMzPj2LHTODvbo9FosbOzxtTUhBahzQgOCaR582DcfNwICAsQCSHhX7O2tiY/vwCdTkdOTh5mZqYMHPgUS5d+QEFBIYOH9MPBwY7Fi97nrTeWUVxcSlFhMTk5eez75TAGgwFHRzse7NMdIyMlI0cPrU0I/d7Z0xfp0btrnTaZTIbHzZUcy0vL2b35Rx5/aCwjH3qa7zftpuwWtYT+x8ndiQeH9WLI+CEs2rSIt7e9zZDxQzAxM7m9L9BtcGlT/RXUrm492giRCMIfa7CkkMFgOArk/7/mwcBXN//9FTDkd+2bDQaDxmAwJAA3gPYNFZsg3AtOn75AfEIiU6a+yb79h8kvyGf48IG4ujqh1+tZvfpzrl2LZPt3uxk9ZgSBft54B3nflR+Iwr2vsLCYw4dPcObMRZo1C+Ch3j14f9VaFix6F73BwOTJz2JnZ0N1dTUHDhzF0tKclJRU1GoVCqURbm4uf/0kgvAfpKdncfjXExw8cBQzM1MO7N9KREQ0VlYWXL52naVLZmNvb0tqagabN+/Ex8eTjz76gkpNFd7eHlw6fw1rEzNsbKwbeyhCE1VRUcnJk+fYv+8IMrnE/n3fUV5WgbOLE+s3bOH11yfh5uaMVqvl558PIpfLWf/VFjQaDeXlGtJT0zGWKbGwMGvsoQhNhEwm4ebmgiRJVFdXE5+QxIABD7Fv3xFmz17KunWb8Pb2oF+/B3B0tKd582A++/xdwq9G8lDv7ny9eQ2enu7IZDK++u5jwlo1JyDIr97zNAsJYMxzI3nljZd4/pVx+Af5surzpfgF1iw4cfXCdeZOXUJBbiGayiq+XL2RX3Ye/NPYbR1tcXB1oKy0nMToJG5ExGG4C6/OK43r1/RUGqsaIRJB+GN3utKVo8FgyAAwGAwZkiQ53Gx3BX6fVk692VaPJEnPAc8BeHh4NGCogvDv3I5jNCbmBkeOnMTDw42EhGSSk9P4YNUilixdxcABvbGxscbX14vWrUIpK6kAA/h4e97OYQhN3D85TjMzs1gw/12OHj3FyFFDycrOJTExGYDKykomvTybBfNf56kxj2KkVCJXyLG2sqRZswA8PT2wsxN1LoR/7p8co/FxiXz55Wa++moL8xfMIC+/gKKiYhQKBaHNg1m27AO+/nobmzZ+zMWL19Bqtezc9TMtmgfj4+NJYXYBgZaOOPuKukHC3/fP3kezWbjwXX7+6SAvvDiWI0dPMmnieNLSMtBWaTl58hwjHh3P1u/WceHC1drEkKubM8HB/hi0Ouyq1bgFiHNf4e/7q2O0slKDVlvF0iVv8MabS9m4cRv9+vVi69bPKCgoIjIyhp279uLi5EC/h3tRUFDEuXOXcPd0o0/fnly9fJ3oqFhycwvo0LE1vr5eBIcEcPb0BTLTswFoFhqIp7cHTwx+DoPBgNpYzep1y+nVt1ttHOdOXKgX245Nuxn65CDM/yAJmp6UwZvPvEVSTM35iFKl5O1vltGiw921SmSrJ3sRsec0Bl3Nqm0yhZwWI7r9xVaCcGfdLeXPb1We+ZapXoPBsBZYC9C2bdu7Lh0sCk0L//UYPXrsNJYWZhw7foYxYzxxcXEiPT2TmbMWM27cKKytLGnZMpSivCJeHz6TSYsm0qlrG9TmYoaQ8Pf9k+P01KkL+Pp5o9FWYW5uiiSBlaVl7ePFxSUsWfo+M2dOxtzcDBcnR4xUSjw83EVCSPjX/skxeu1aJCWlZcycNZnt239gxIhBlJaWc/bcZXo90IXQ0CDCw6N4fORzTBj/JPb2dsyaORl3d1emPTGD99cuJrhTINJdtFKNcPf7J8foyRPncHS0Z+jwASBBQIAfUVGxpKdn0aZtGFAzk2jY8HE8++xovLzceXbCaIKDA/hq1SamTHoat57iFlzhn/mzY1Sj0ZCXX0BpWTlfb9zKqvcXodPpyM7J4+XJb5CRkQXAZ2vf4c1ZSyksLKrd9q0509BWaVmx/EOKb9YK2vvTQZatmMOWTTvoP6g35hZmSJJEVVUVO7f+VDuLp7KiktnTFrLzwNc4Odfcnuvs6lQvdk8fd4xUf7xy7vXz12sTQgBajZYvV37FkvWLMDa9e1bhc23tz+jv3iT6l/NIkkRg37Y4txSrWQp3lzt99pMlSZIzwM3/Zt9sTwV+X33UDUi/w7EJQqM7duw0gwePISY2kTZtWnDi+FlmzZyMqakJJSWlfPDBOqqrdXy7aTt79/6KraMtMknC0lnUExAajkZTxaLF77Jlyy4yMrMxVhsTGRXLiBGDavvIZDLc3VxwcXLAgIE2bVrUFJcWhAZWWamhSqvlRlwCp89cICY2nqysHEpLy/Dz82Lbth94Y/ZUrK2tqKioZPWHnxMdc4Mt3+7k+IGTPD5+BCGdWmBiU3+FG0G4XcrKy/l28w42bdpGSnI6pSWlGAAbGyv27zvCCy+MBaCqqoqNG7chl8mY8dp8oiNieGL8CPw6hKC2EBd/hNsnKuoG+fmFVFZoaNWqOZNenoVGU8WGDVtqE0JDhjyMibFxnYQQgFwu58rl8NqE0P98+ME6VnywgHNnLvHRe+s4d+YSYa2b89PO/XX65WTlUpD/2z7bdm2Ni7tz7e8qtRHPTH4K1Z8khXIz8+q1pSemU1lR+fdfhDtAppDj1jaAB994gl6zR+Haxh+ZXFyAEO4ud3qm0G5gLLDs5n93/a79G0mS3gVcAH/g7B2O7ba4G+9lFe5+BoOB+PhkLl0Op6ysnOjoWNq2acmHH32OQqlg7acrKS4pxc3Nma++2Mye3fuY+8Y0Dp79BZ8g78YOX2jCoiJjycjMoqysHAArK0s++fQrxjz1GL8ePsGXX6xCU1WFvb0Ndra2KJUKQkICUavvnqt0QtN2/PhpTE1N2bfvMO7uLvTt8wBl5RVUVlZSra2mb78HiIq+wdq1K9BV60lKSmXvjwe5ePEqr057kdDQINRqUd9BaDhJSTWzGeLiEgFwcXVi1aq1dOnSnvDwaFxdnXB1c2bDVx+iUMjJysph+ZIP0GqrCQjyo33H1o0YvdBUpaVl4OLsQEpqBr6+XnyzaQ3x8Um8/fZcUlLSMFarUamMCA+PrLeti5sz8bEJ9dqrq6spLi6hXadWdOzajquXwomJjKuzFD2Ap7c7Dg52tb97+Xrw6dZVRIXHUqWpwi/Yh4Bm9WsT/V5wq6B6bf0e74uVreUteguC8GcaLE0pSdK3wCkgUJKkVEmSxlOTDOotSVIs0Pvm7xgMhuvAd0AEsBeYaDAYdLfesyA0PRcvXmPVB2vJ/N9U3c82UlRUzPPPjcHH24P8/EICAnx4a/Yyftizn2FDB6Cskpj36Ry8g0VSSGg4RcXFda66/fTjAbp370R0TCyPDOpDZlYOcpkMWxsb3N2cad26hUgICXeMVqslMTGV/91xnpKSjqmpCQnxSTg62OPk7IiZmSl+vt4UFZYgySTmvLGM69ej+GL9B3To3AZzK/PGHYTQ5MXFJWNk9NuMh19/PcEzz4xi7y+/EhTsh5OTAwYDWFiYYWxszMzpC6mq0vLRx8to0y4MufyeXJBXuMu5u7uiVquxtDTH29uDTz/dQOs2LaisqEShUFBZqcHBwY42bcLw8Kipt6ZSGfH6zEkUFRShUqswMTGus8/HRg7mwvkrGKlUfLL6S04eP8fO739kwcpZGJvUnBs4Otmz8uMF2NrXvb3czcuVhwb2pP/wPn+ZEAIIahnIzFUzsLK1QqFUMOTpwfQf2Q9J1PIQhH+swWYKGQyGUX/w0IN/0H8xsLih4hGEu1F5eTmxsfFs3ryDTz/dwMIFr6NWq8nIyGLK1DcZNXIoI0YMIjklFUsLC955dz4WFmbYWFpjZm6Cla1VYw9BaMLKysrZs2cfZmamGBurqaio5PSZCySnpLFyxVx0eh1paRmcO3uRDu1b4ypWGBPusLy8AvR6PWZmpvTs2ZnDh0+y6oPP6NC+Na1bt6Btu5Zs27ablORUTp++yMcfLWfX7g14+3jg5S0K9goNr6KigoyMLLy83PHwcCU5OY3Dh08QH5/I9OmTcHS058D+ozRvEcxrr83j228/ZdfuDbi4OhMQ6CO+4AoNJijIj6NHT7N376907tSGoUP7c+zYGbKzc0lOSqW4pJiOHdsilylY+vZblJaUkpGexcavtzFgUG927viZN+ZO4+L5K6SnZdK1e0euXYmgZatQYqMSa5+nRVgzBgzuQ6eu7SgqLMbZ1QlHJ/v/HL/aRE3v4Q/RumsrtFVa7J3tkStEAlUQ/o27pdB0kyE+vIW/y2AwcOLkeUzUar759nsAPli9jgULZnDm9AUKC4txc3Nm955f6NqlPcVFxUx+cSYbvv0YNy/x5VtoWAmJyZSWlPHt5h1UVWmZP38GZ89cJDcvn6FD+/Pd1t0EBflz5swFVrw9l8BbLEErCA0pMzOT9IwsLl8Ox8rakrCwEJo3D+bixWuEhgZRWFjE4V+P8+mnX7Pi7bm8+WYPDh04xtpPNvDTvm8bO3zhPlBSUsr169GEh0cil0uMH/cESclpREffoGPHNly5Ek5GeiZrPlnP/HnTWb78LXbv+Jn1X2zm5wNbxDml0KCUSiVmZib8+ON+unXtQHRMHM7OjsTExOHv74OXZwcWL1mFra01ZaVlbFi/pXbbnOxcjI3VODo5kJ6ahUwu46P312FtY8VLL4+jR89OPNinB/YOdjQPC8bSygJLq4ap22brKOoXCsJ/JZJCt5moKST8HTqdjnPnLpOfl4/a1RkvL3dyc/PJycnj9dcX0qxZIFMmT+DlyW8we9Zkrl2JYFvEDZKT07h44SqhzcUKJELDSU/P5MKFKxQWFOPt7cmxY6drj0tLS3Nyc/LJzs7l+eeeYsTwgbRo0ayxQxbuM0lJKVy9GkHE9WjCwkKQgNWrP8fW1pqgIH/27NlHVlYOs2dNISDAB5lMwqA3sGDuCgAiImLw8HRr3EEITVpRUTG/7PuV5KRUAgP9KSgoZuGi93B1dcLDw40vvviWwsIi3npzGgCurs5UVmh4/51PAbh+LQp/f5/GHIJwH6io1LJgweuo1Co2bdrOjOmTkCSJQ4eOkZycBoCnhxvZWTl1tuvarSPdunWkpKSEZ198irgbiQwe+jAtWzenVeuaJeHbdhC1sAThXiFKnwtCI4iIiCYjM5vCwmLKy8p55ZUXUCqVtY/rdTrCr0fRt29P7Oxs0esN7PvlVwBRW0BocKdPX0AuyVmy6H1ee/VFVKqaIrwREdFkZ+eiVCp4681p2NnaioSQ0ChOn75IQWEReQWFhIYGcfLkOV5+eTy5ufkcP36GjIwsJkx4krPnLjL91YnY29ry2pQ5tdvLJHH6IzSs06cvkJmRQ1JSGn6+nkRExDD9tZdITk7j+PEzFBYW8dRTj3L4yEkWLZyJSmnEmtVf1G4vycQsIaHhOTvZIZNkKBRy1ny8nNKyMrKzc2oTQkZGRrzwwljs7G0xMjLCysqCN958Bb1Bz6yZi0hJSSciIoa3l35AYJBfbUJIEIR7i5gpJAiNoLCwmJzsXPR6A0qlkk0bt7Jp0xqys3NQq9V4ebphMBiwMDdn+itzuXTxGgBm5qbiA1docFnZuZiaGOPj60VZaRkbv/6I7Jxc1CoVLi6OqI2NcXayx9vbs7FDFe5T8QmJGCmNMDZWk52dy6hRw8jMzKJLl/akp2Xi6uqMmZkpFhZmGPQwYvDTlJdXAODh6UazEP9GHoHQ1GVkZlNSUoqHhytl5RWMGjWE9PQstm5dR0pKOi4uTliYm2FsrMbMzJQRjzxDfn4BAHZ2NoSGihnBQsMLDPQjMzObxx5/jlatQpkxfSI9unckKysXjUaDp6c7mZnZ9OjZiYEDe2OkVBIXn8QXn32DqakpFeWVqNUqQpsH4R/g29jDEQThXxJJIUFoBEZGRmRkZuFgb09ZWRkjRw5j/77D/Hr4BD26d8LTwxVXVyfs7ex4dcZLbPtuD27uLgwd3p9mIYGNHb7QhFVVVeHp4cqOHT8x4dkneGXqHFatXsyRwyeJiY2jW7dOjBg+UCSEhEbl6+NFbGwCer0BjUZDVmYOMpmc3Tt/4vKV63Tq2IZRTwzD0dEBlZERK99fwA+7f6FV6+YMGNQHN3fXxh6C0MS5uDhy8MBRbGytcHFxQqOpQqlUcuDAUQ4fPknHjm0YO+YxHBzssLG2YsV789ix/ScCg3wZPORhfP28GnsIwn0iONifDRs+ZP36zUycNIthwwbQpk0Y1yOisbOz4eqV65w5cwn/AB9CmgVy5cp1unXvgKmZKevWfs2q1UsYOWoo9g6ito8g3Kuke7kGTtu2bQ3nz59v7DBqGancsLW1JiP9WmOHItw5fzq/+4+O0cjIGK5cjSDuRiJubjU1hUqKSzE1M8XSwoJWrUNFgUnhdvnLA+n3x6ler+fMmUucPn2e4pJSWoaFUFhYhLOTI7Z21tjaWuPlJVZtEm6rf3SMAly8eIW9v/yKJMkwMTEhNCQAgx601dUYGSlxdLQTMy2E2+kfH6OxNxI4eeIs18KjcHK0p3nzZigUMsrLKzAzM8PR0Y5mzcRFHuG2+lfnpADbt/9ARUUlnp6uVFRoSE1Nx9nZkf37j6BSqbC1tcbWxho/fx9SktP4dM16PDxceeW1F2ndukWDDEZoksSXm7uUmCkkCI3Ax8eT4uJS1CoVBQWFVFRWYmFlga2NFSEhQY0dnnAfk8lkqNVGdOnSjpKSMvLy8tHp9JSUltYs4y0SQsJdoHXrMFQqFTk5eWRn55KUlIq1tSWmpqYEB/vj4uLU2CEK9zl/P2+qtdX4+HiRmppec3u4sRprK0v8/LxxdxeriAp3j5YtQzl79iJZ2bkolUpKy8pJTcukb98HSElJp7q6moGD+mBvb4vBYKBvvwcwMzOprTkoCMK9TSSFGkBebj6Xr1wnOSmVkpJSlAoF9va2BAT50axZAAqFeNnvdyqVisBAP4yNVcjl3hgM4OLihI2NVWOHJgi0atWciIhoKio0NGsWiLm5CZ6eIhkk3F1CQoIoLi4hNzePoqJS9Ho93t7u2NhYN3ZoggDU3JaTkJCCnZ01VVXVqFRKgoJEPSvh7uPr64WvrxdpaZlIEvTt05OoqBtERsbg6upEq1bNsbevuT1MkiRsbcX7rCA0JSI7cRsYDAby8mqKAxYVFtM8tAeurs4olQq0VVrKyyupqKigrLyCam017u4udOrcjgd6dSEsLAT/AB9kMrESyv3GysoCK6uQxg5DEG5J3NYg3AssLMyxsDBv7DAE4Q95e7s3dgiC8Le5uv42y7Jly1BatgxtxGgEQbhTRFLob6ioqOTatQiOHTvLpUtXiYtLJCsrl+LiEiorK6mu1tX2rdbpyC8sIr+wCLlchlKhQK1WY25uhqeXG2amZpSUlLDj+x/ZtfNnlEZKMECPnp3pP+BB+vTpiY3IvguCIAiCIAiCIAiC0MBEUuh3DAYDMTFxHDp0gjOnL3D1agRJyam1y9gaKZU3l7g1R60yolwmAz2olAowSFRoNchkMlq3bF67IkqlRkNFRSXFJaXk5Oah0VRhMBiQSRIqlYrKKg0YJK5djSA6OpZpU+cQ2jyYfv0eoMcDXWjRIhilUtnIr4wgCIIgCIIgCIIgCE1Nk00KVVRUsur9tSQlpXLlynWKS0qprq5GW6WlSqulSlOFRlNFlVaLXq+vt72EhEwuQ5IklAoFBoOBam01BfmFFOQX1vZTKhWojdUoFQoq8jTo9XpSUtLq7c9IqcBIqcDczBSdTodGU4WmSkt1dTUAkTE3avsePX6ao8dP34zjZjSShEIhRy6XY2VpgZmZKQqFnGYhQfTp04OxTz9+O18+QRAEQRAEQRAEQRCauHt6SXpJknKApFs/plSZqF1DDQYDOkP9pM+tGfQYbnaWZHL+wbJ5BoMBAzWvpUxq2PpAMkmq8xx6Q3VVRWXqtX+wCzsg97YHdndq6LHmGgyGfn/04J8do/+C+Ls1TY16jII4Tv+j+228cPvHfCeP0fvt7yXGe3uI99GGcz+NFRp2vP/lnLSp/B3EOO4+vx/LX76XCo3jnk4K3U6SJJ03GAxtGzuOO0GM9d7UlMbyV8RY711NbTx/5X4bL9zbY76XY/83xHjvTU1lHH/H/TRWuHvHe7fG9U+Jcdx9mtJYmjKx5JUgCIIgCIIgCIIgCMJ9SCSFBEEQBEEQBEEQBEEQ7kMiKfSbtY0dwB0kxnpvakpj+StirPeupjaev3K/jRfu7THfy7H/G2K896amMo6/434aK9y9471b4/qnxDjuPk1pLE2WqCkkCIIgCIIgCIIgCIJwHxIzhQRBEARBEARBEARBEO5DIikkCIIgCIIgCIIgCIJwHxJJIUEQBEEQBEEQBEEQhPuQSAoJgiAIgiAIgiAIgiDch0RSSBAEQRAEQRAEQRAE4T4kkkKCIAiCIAiCIAiCIAj3IZEUEgRBEARBEARBEARBuA+JpJAgCIIgCIIgCIIgCMJ9SCSFBEEQBEEQBEEQBEEQ7kMiKSQIgiAIgiAIgiAIgnAfEkkhQRAEQRAEQRAEQRCE+5BICgmCIAiCIAiCIAiCINyHRFJIEARBEARBEARBEAThPnRPJ4X69etnAMSP+GnMnz8ljlHxcxf8/CVxnIqfRv75S+IYFT+N/POXxDEqfu6Cnz8ljlHxcxf8CHepezoplJub29ghCMKfEseocC8Qx6lwtxPHqHC3E8eocLcTx6ggCH/knk4KCYIgCIIgCIIgCIIgCP+OSAoJgiAIgiAIgiAIgiDchxSNHYAgNBaDpgJ9SQ6Gai0yMxtkZta1j2nKKki8EkdqVBKWjtZ4t/TH1tW+EaMVBEG4++krSjAU54IEkoUdafF5JF65AYB3Sz/cgr0aN0BBuKm6SkvStXiqy4pxsFehNlGisnNGZmrV2KEJAgCVpRUkXo2jsrgIT28rjI3lGFnbI5nZIElSY4f3p3TVOpLD40m6FofKRI13K3+cfFwbO6x/RV9agL40H0lhhMzCDsnIuLFDEoTbTiSFhPuSvqIE7eVf0GfE1DQYGWPUeSQZmRqyEjIozMrnuwXra/v7tAng+TWvYeVgfesdCoIg3Kf0ej2p1xMxlldilnIUyvJrHjC3JzXDno1zNgGgMlEzbfM8vFr4NmK0wv0sNzmb5PB4tJVVGJmoSL1ynR6t5Sgj0wDQqExQdRmJzMqpkSMV7kfaKi0p4Qlk3EjFytGGnORMYk9cZvhIf9TXj2AANHIFRp0eQ+7g1djh/qnYsxGsemoRep0eAAt7K17+chYeoT6NHNk/o8tPo+rEFtBWAiBzC0bZojcytVkjRyYIt5e4fUy4LxkK0n9LCAFUVVB1/Vd+fG8z8Rdj2PP+d3X6x1+IITUy8c4GKQiCcA+IPRPB2pfeRcq58VtCCKAkB19PJWY2FgBoyis5u/NoI0Up3O9ykjJZPXYxn730LlcPnmfP+1tp2c4NZUnab5005WijTmDQVTdeoMJ96/qvl1g5/C02zviEyGNX2PH2t3R/pCXG+dG/ddJVo734E/rKssYL9C9oyivZ8953tQkhgOKcQq4euEBRdkEjRvbPGLQaqq/9WpsQAtCnRmIoyGzEqAShYYikkHBf0pcV1W8szMTVzwkjYyMqSyrqPawpq6y/zT3oytUIwq9HNXYYgiA0AZWlFexa8S22rnaYU/991cRQhI2LXe3vuSk5dzI8QagVfzGW7IQMAEwsTdFVV2Ms19Trp89Pw1Bdv10QGlJxbiFb5n6BwVCzardSbYSmtAJjVf2+hvLCOomKu011lZai7MJ67SV5RWTEpt75gP4lg1aDvjCjfntFcSNEIwgNSySFhPuSzMKuXpvW0p2IU9HEno0k9IFWdR5Tqo1w9nO7U+E1qOHDx/HEEy80dhiCIDQBVZVV5KflkhaVTCG29R4vxoashPTa3zs/2vMORicIvynN/+2LXMTRKwR1DqVEq67XT+4SiKQUNUOEO6uqoorinMLa3+MuRBPSoyUlt5gQJFm7IKlM7lxw/5CplTndn+xdr93G1Z7SgpJGiOjfkVQmyJz86reb2TRCNILQsERNIeG+JLN2QRs2iISMErQGBZqyUqRKJSYOVlzfd4G+Lw3BxMKU8COXcfZzY+iMJ3AJcG/ssG+L5ORUlEplY4chCEITYG5rQddRD3F+z0nSFI7EWvRALhmwNJTiaatAq3PAzNocM2sLBk4ZQUDHkMYOWbgPlZWUYexly5B3n8XE1Jj8pBxUBhm5xTKsHFqgzgkHgx6ZrQcK37ZIMnHNVLizrBxtGPvpK+QXFGJiboKmtBJTlYqMzAIcQjpglnMRdFokU2uMWvVrlGLH2iotcTEJFOYXodNWY2FlQXBYIApF/a+TbQd0pjS/hNPfH8HEwpROI3py4YcTjFkx8Y7H/W9JcgXK4K5UlRViKMwAmRxFcDdRc0xokkRSSLhvFCdmknc9GYNej8rNjg/Xbuf4r6d49OlhWNpYYKxWYRzsRCuTLpzefoSRC8cz+LVRmFqboTYVVw0FQRD+R1+tIz8imYLYNIIDPPCY68vx0xeprtZhpFRibmZGWrktvR9pwezdywBqawsJwp2Un1fImWPnMJcb4VStpDQ2B3SVnE6I56nuo1A4WCMPbotcDjJTKyRl/dlDgtCQNBoNl85dIyk1lRauHuTHpKKvquJyQQ7t+3VBFeCNolkLZIZqJBMLZCrTOxZbYUERMVFxFOQVoq3S8u6c1eTl5tO+axtatAohNTGNbr07Y2ZRU3i5rKgUJLBxtaPbEw9h62pH3IVoLv18+v/Yu+/wqIq2gcO/syWbTe+990JCQkJv0qRJF1EsIKKooGLv+trLa/ezK2KlCKJIk470XgKEVNJ7b5ut5/sjGMwb7CShzH1dSHZ25uyceNjy7DPPMOWxm/CNCjjn45j0RqpO5lKbXYLW1QGX2EBs3B077Tx/j8LBHc2Aa7E01iKp1Ei2ziJoLFySRFBIuCxUpRWwbvrL6EprALBytGHGO3MYMXEo997+OPX1DQAMGNyHeffO5trHZ+Dg7tR1ExYEQbgA1VTUUFpQirqknq1z3kE+U0jUJTGEmjAtn361FB8/b+beM4vNq7fRrUcs3n7iW1Whc1gsFopyiqivrsfdxx03bzeOHEwhZfcRQk/UknYkBwBJqWDIo5PZsn4Hs++5qWsnLVx2jAYjhdmF6HV6vAO92b1rP4/Of5bX77+H3be8g2xpqSvk1SOUPZbt+AX64ODm2enzrCiv4oUnX+PHZWsBsLHV8u6nr7B19S/8sHg1/kF+LFmwHC9fT0qzi9n18y68A7zxDfLBzdOVxCFJ9J82jLihSWhsrbF1+v0du3LX7mfrvPdbbweN6Um/l25G69r1XyZIVlqUYht64RIngkLCZeH0mn2tASEAQ20TJWsP8mNtVmtACGDHtj1MumYsvQYkdcEsO8+vhQwFQRD+qtOpp3nx9heJT4zGY39Ba0AIoOpwNolDxgJQVFDMkcMn6JYYQ31tA96XRjk24QJn1BvZ8sMW3nviPQzNBpKHJDP+9kk88+grPHr99RR+c7S1r2y2UPLlNkxjomhqaMLG7sKtzyJcWupr6lnxyQqWvLcEi9nC0988w5MPvcSEq0ZQ9sUvrQEhgOpDWYQPiaakuAwv384PCp04ltoaEAJoatTx3+f/j3nzZzN07GCOHz6Jt09fKsur+OT5T9A1tGzS4ubtxhVXDUZja03SkGRcfNvX8fythsIKdj/xZZu2nDX7iZ4xHG1/seRYEDqDyH8TLnl11XWUn8ht116fUUxTQ1P7/rUXTxG8f0qSpK6egiAIF5HmpmY+e/EzCrIL8PB0pbGgol0ftensh5mMtCxsbKzx9HHvzGkKl7Gc9BzeevAtDM0GAAZefQW7ftlHfm4hKlP7L0Iai6qIjgpDc67tnQShg2Qcy2DRO4uwmC2MvWkseTkFVJRV4uPuTmNRZbv+ajM4uzh1/kSBstL2z/PpqZmcOpHOto27cHFxYffGPSgVShx+szy4orgCaztrtv+w7S89jrGxGX1NQ7t2fc05qmwLgtAhRFBIuKTVVdeRsvc4donBIElIirPBEMfB0VjZtE8HDYsK6cwpCoIgXPDqquo4vP0wAHt2HiJwfO82z6dIEvVWZz94jxwzhPjkOBydu74mhHB5KCsoa82C9QrwYt/uQ6SfyKB7j240aID/+TLEa0QCQXGhKJXKLpitcLnKS89r/TmiZzSH9h4jLCKEjTt24zE0vm1nScIrLoSA4K5JtwwMbr/BSr+BPTl28DgrFv2Eq4czqUfTePLOZxk+7co2/WRZxsHVkZO7UijMKPjDDHVbHxe8+0W3aVOolTiGiKXHgtBZxPIx4ZJlNptZ/eVqontFY5UcTuibN6OxUqOs1tFcXMmWzFPEx0VTlF/M0UPH0VhruP+xuXRPFKmqgiAIv2XraEtE9wgAps2dRnODjm6jE5GLqilcuhP/6wfx9CefIUkSI8cOZdCwfoTHhHbxrIXLibVdy5c842eNp3vf7phNJswmM5JayaJFK5j28ERKvtiGrrSaoHG9iblzLF6RQV07aeGyUl9dj8ZOQ6+hvRg+dThKhYKrRg9j/IQree75N6mMccFTjqdsSwo2ns4kPXUdgQPjuyy7OzY+iqdfeohXn3sHXVMzsfFRDLqiH28+/x5WGiskSUJtpWbctWNw8XBh+r3Xc3xPCjWVNajVakJ7BJF54BQGnYHghDBi+8e3/jv9LSs7G/q+MJMDLy4mb8Nh7IM86ffCTJwjxdpjQegs0sVcWyQ5OVk+cOBAV09DuEBlpGRSU1KJxWzhwMb9uPi6UphXgn+wLyFRQcyacS8AQ0cPIqpbBL36J5HYMx7F39tV4A9fqS/Ea9RK44daraax4XRXT0XoHH/6bvJCvE6FC0tJfgnl+WXUVtRQml+CLEkc2HGIfkN74+btzieffcPQ0YOx0qgJCQ8iPjEWjfVfXpYjrlHhXzEaTXz61kJ69kxANppJO5xGc6MOrxBf1JKCBouesqoqrujfi4byWhKG90T9169PENeocB4c2n2EzNRMgv39KS+uIPNIOp6BXgRFBlJT10BqVhb+/t7EBgXh7O2GZ+jfDoqc9/eksixz+MAx9u44QMaJLDau2YrZbObamVNwcXTCxdmRNV+uprSgDCdXR+Y8fiuVheWYjCa8fD355ZsNeAZ50VDdQMKIZIbPHPO7QS6jTo+urAa1nfaCKDAtdAhRv+ICJTKFhEtS2pE0cg6ks3PJJqztbUgc04e136zFPyqQQ7uO4uTkwCvvPcOKxavw8HSj36DedE/u1tXT7jQXczBYEITOJcsy1UWVHN90kOObD+Hs7Ua3YT3oPTiZ779YyXW3Xs2V44Zib2+Hl68nib3ixZIcodPIssyJo6kEeXuzb/EWClJziezXDY2tFd++sJA5r8xFqVdhFWDNsiVrmHzj+L8bEBKEf62spAJZb8KUV8eKL77CO8KfkOQIvn39G7oPTmTI1cNRIGFja0t+ZRVRAxK6esoA6Jv1NNQ1ENc9htqqOnr268EVVw5Aa23Nz8s24OnsSmlBGQDTbp/KZ49/iEHfUtdr6NThJI/qzZ4ffsHB3RkJiYqCMtz9z100W63VoA7s/ILagiCImkLCJUinayZz70l0dY30mTyYvlOuQKGQGHntSPau2UV8r2401DWgUaiYds04ZsyadlkFhEAUmhYEoS2j3kh+SjYp6/eTn5KN8UyxXoCinGJqS6tx8XHjyjnjUaqVrPzvIlSyRI8BCej1BpJ6JTBs9GCS+yaKgJDQYfSNzeQcziBl/QEKU3MxG03kZOVRlF2Ik4MDoclR9L36CpQqFdU5pYQlhHNy7wncvd0oTC9g7JQriU2M/vMHEoR/qLlBR86hdFLWH6AoNRezyQxA0ekC9LU6XPzcGXT9CGpKq9jy6WpG3zSG/ev3IkkQFOiPl5cHA0f26+KzOOtkShr3zH6MfTsP8sv6ncTERyFbZOzsbLlm1hTSj6YB4OnnSXFGQWtAyN3PAy/vlo0Gksb0I7pfHKePZlCWU8LxjQcozSzssnMSBKE9kSkkXBL0lXUYymtRu9jTYDJiZ2/Hkne/p/nM9pjeEX5c/fiNeAa0FK3zDvJh1bvLmXDX1XgF+XTl1AVBELqU2WRm/7KtLHtiQWsW4Yx37iIkMhCFWknWgVMsfOj91v4jZo/F2k6LudmIo7MjviG+RMSGddX0hcuEvrGZLR//xM9vLwdAUkjc+M7dmFw0uDk7U3P0NErgxO4UGmobiR/SAy/rAIpyi6mrqqOhuIZwcZ0KHUjXoGPj/61g84crAVColMx8fz5+PcLI3n0KqbYJezst2dmFdB+ezJ4Vv2BzZsMTk8lEfI9YgqKCuvAM2svLKaCxoZGamlpumz+TLeu2s/Tz5QSHBzH7nhkkDurBlhVb0Gg16Bp1reP6jOqLvYsDS1/4sjUwFt0vjvqKWpbe/wEqKzW3LXyEsD4xf3kuTXllmJsNaH3dUNlan/dzFYTLWYdlCkmSZC1J0j5Jko5KknRCkqRnzrS7SJK0QZKkjDN/O/9mzKOSJGVKkpQmSdLIjpqbcGmpOZpN/uKtnHh8IbvHPIklvYjUPSdaA0IAxekFpB1I5cpbriI0NgRPP0/mf/Iwva/qj0p9+cVGRaKQIAi/Kj9dzMoXv6Hn+H5cdedEpj89E/0Pe9gx+EF2DHkI22N59Bya1Np/w6erSRjVG1sneyK7RxKRGNmFsxcuFyWZBa0BIQDZIrP1s9XYGMGr0YzzkVwMb6xkiIMLyQPiUWnUyDL0GdMPGxd7bn5iFvZO9l14BsKlriQtvzUgBGAxmfnu8U8pPV1EcnQI0da2KL7dQXRmBR5aLX0mDERSSPhHBuAT6nvBBYQA3NxdACgpLufHJWvY+vN2mnV6Uo+l8fi8Z+gzqg8+wT7kZ+YTmhDeOs4rwIuNC1a3BoQAUnelYDQYkS0yxmYD3z/9OY3n2Ir+f+kr6yjdfJS0V5ayY8jDHJ79Jg2ZRef/ZAXhMtaRn4b1wFBZlhskSVIDOyRJWgtMBjbJsvyyJEmPAI8AD0uSFANcC8QCPsBGSZIiZFk2/94DCJc3WZYp3XKMI098QcPpUjz6x+A3Yzh532xhwMgeRPr7IFur2L/tMGkHUmkor8Ut0g9Zq2rzwnU5EiWFBEH4VXNdE9c/dD1Fn22geukeVANjCb1xKFXrD2FpNlL6yTp6PjqVA1sPI1ssADTWNxAYF0JEUlQXz164HNQXVtCQWcKku6ZgsVKx7duNGPUGxt40itNPL6Y+rRC33pFEPDGdjBcW4XvTUPLtJaJ6dyMqOervFD0XhH/EpDdiqm5g4tzJKKzU5GcXsP/HnfQePwDjxhMc/GQdkkpByPVD0GcWolu6g5CHplBYUs797z2MX3j77d8vBNHdIhkzcQTBIYEsePvLNvc16/Tk5xZx/+v30VjXiJuHK/6f+vP9e98hW2QqCsrbHU9X39T6c0l6Ac31Tdg62WHSGyk/mUtNdjFaVwfcY4OwdXek+thpjjz+BZUHMnCKDSDiPzeQ9fJSst7+gW6v34bS6vL7YlcQOkKH/UuSW3LQfw3/qs/8kYEJwBVn2r8AtgIPn2lfLMuyHjgtSVIm0AvY3VFzFC5udWkF7Lr5DSwGEwBlO09i0htxGp3Epvs+bu2XPHsU9TX1OPi6olBI9OyX2FVTvoCIqJAgCC3sVCoOP/MtZl1LLYjy7SfQVzUQ9eotpN7b8lxqyS7B2cuFqqIKrO20OHm7XvbBdaFz1BWUs+q2tyk/ngOAQq1k1GPXoqtt4MQDCzA36QGo2JuGoaYRz/F9aNhxku6vziK0b2wXzly4nGSt28+6u84us/UdEEPvKYPwc7AnEw5SUwABAABJREFU7eXvWtvTP1xDtwenUPHGciKdHYge2uOCrsNWX9eAxWIhIiYMG1sbmhqb2tyvVqmYO/EeAOb9504mz5xAXP/uGPVGMnaf4PD6/W36y2feswNED03E3s0RgMw1+/j5ng9a7wsd1ZNBj05j16w30RVWAlBzIo8Tb/9I6A1DKfhyIxGPXIPW161DzlsQLjcdWmhakiSlJElHgDJggyzLewFPWZaLAc787XGmuy+Q/5vhBWfa/veYt0mSdECSpAPl5e0j0MKly2K20Nyga615UZ1WAAoJGz83JFXLC2rVgQzMjc1txp38YgOT5k2hrK6W6JhwVKqO/VZBXKPCxUBcp5cvQ5OeysJyjmw+yNGth9AVVqJxdUBSnn1LUHciF6w1SOqW51Yrf3caqutx8/dg3MPX4hPu3+EfZMQ1KgCUncilqbym9bbFaCZr+Q683F1aA0K/qksrwCbQE9tof7yiAzp8buIaFQDqi6vY986PbdoKd5yk+5AeVG052q5/5ZFsnHtH4eDrdsE/j+bnFrB1ww6OHDzG7Pkz2tzXs18iaYdPtd7+4PmPyM8uwNrGGntneybcO42YgfEA2Ls4MPOlOZxY1xIkCusbw/jHrkehUFBXWMHWp85mIWld7Ck+kEZdemFrQOhXhsp6FDYa7CJ8Udlp//b5CIJwbh366fjM0q8ESZKcgBWSJP3RFk/nqnLSLp1BluWPgY8BkpOTRbrDZaI0o5C8XcfJOZyBg58HPSYPwGynIeDOsdQUVOAV6Ik+s5iyzUcw/M+bRIvRjNbWmmtunoSHj8fvPML5czFco2L5mHAxXKfC+dVYXU/aliPs+GwN/t1DCe8fS0V5NZJFiVW/KLyDvWg6nkfx6n0obTSYLRaUWg2aUFfsekdwc8JdqLRWeAf64OPn1eHzFdeoUJJymsqTeQRfkYBHfBC1mUXk7j5JXX4FVg427fortVZISomweROw7YT6QeIaFSpS88jZdASfHuH0vGMc5SmZpP64F11VPeZmI3ZhPlTuTW8zxsbHBb+RSWi9XTt8fv/mGm1u1mM2W3jwqbtZ+PG3uLq5cO9/5iHJ4O7hxuEdh/l56frW/maTmfqaegBqyqpZ/uYSLJLEmHmTMegMOHm7MvHpGVhprCg+kcuSu/8Pe3dnhs65Cn1tIzauDiTeOprGoiosZjNmtQqbIA+acsrazEupURP9zI2oHW3btJub9WCRUdqIItSC8Hd1ykJMWZZrJEnaCowCSiVJ8pZluViSJG9asoigJTPotwtq/QBRRUygLquAhu+3YrdhL3GezhAXxKn1B9FnlaC2s8ZssbDvg1WEjkoi8b+3sPXN5W3GOwZ5EpgYge2ZFFVBFJoWhMvRyfUHWPXsV0ydPwltTgGKzHycPJwpzi7j1Pc7AYidNhiH2EA8hieArYbAZ29gc9pJTHU1DLvqii6dv3D5aKqupya/nO2PLqD8WA79545Fm5KG8sBJPCMD0dwxhiN7T+I5JpnSNQdax0XeNwnPUUk4hrVLNBeE8648NY9T3++gaGcqyZP7YPpxI27FlQyf2oeCOj1VRRU4JQSj/mkfxrqWZVcaNwd8J/bFNTmii2f/x4xGI4f2H0WpUvL+m59RUVZJ3ukCDu8/hr2DPa+89RQ7f96FJElobbU0NTTh4u6Ml78nAKdTsjiy+SAWk5lj2w4DLTsDxvSKJSjQm1XPfAVAMbkE94yk/5PXY+fhyNaHP8PU2PLl7slFWxn1zp0cnvNu67zCZo/Ea0xPHCL8WtsszQbqdx6j5P1lyAYTnrdPwn5QIir79oFjQRDOrcOCQpIkuQPGMwEhLTAceAVYCcwAXj7z96/5liuBbyVJeoOWQtPhwL6Omp9wcTDrdHAqHScbE1zdh4ZTxVS/vJDgBU9xIDWfU4t34+DlQs+HrubUV5vwGRRHn0emse/15VSm5uPdM4Irnp0hAkL/QxJRIUG4rOhqG9n+8WomzJ+En7ctBis3mvQWcnNKcAz0Inx8bzJW7iV1+Q5GL7yfxvIaln38A2ZkTls10G1Qj64+BeEyYDIYydp2jA3Pf0tjRS2xY3oROWUAfkoDCgcTcmBvzGYl5f+3BLvBvShUQ/J7d1KSkYfkaoe2bwxOIiAkdDCjTk/GpsNsfGkRzXVNJF17BaqmBhwHRCEZmkGtxiHMi9XrUzi9L5UZH95FXVYRuqZmfPtE49EruqtP4U+dOpnBi8++yRVD+lNRdnYJl0ql4sZZU3F2deblL54nZf8Jyksq8PTxoHuvODx8PDDoDej1Bq6cfRUaayuaahvZsHAtRZkFzHhqFmue+gIbJzt0dY2MvP8aSo9ms3vrUTyiA+j50FQOvbkCfU0jstlC+pp9DFn7LPXphdj4uOIUF4TV/2QINRxIJfvm51pv59zxKsGfPobTlb2xNDdjTMvElF+IwsUZq6hwlC7OCILQVkdmCnkDX0iSpKSldtFSWZZXSZK0G1gqSdItQB4wFUCW5ROSJC0FTgImYK7YeUzQbdhK7XOvtd627pmE202jOLpyDyk/tHyzXZldzM8vfsvw+6dSl1eOdZgXATcPo5unIx5B3ngE+/3e4S9bslg/JgiXFYVKgYOnM6HuKuqefRFkGSUQ2C2Wk9XRBI7oQcbKvVhMZjKOZ4KbLWoHLc1lNWgdrfHw7vilt4JQfCybpbPfaL19eOk2Et6bg/7dT7FUVQMg2driNWMGVmYNGxb8TPioZI6rmhg5uC/B4UFdNHPhclJ4JIvlc89mr6Ss3EP3uYPQvftha5tV755cOXs672w6RGV9A9XeWrolJOHt69kVU/7bMtKzOXIwhbHjRnDXQ7chW2TCI0NwcXHm7effJy8jH4UZ9mw++/39TXdfT3i3MA5tPsDrd7zS2u4X7s/wm0ZRX1VPY00DESOT0DcZCEuOZO/7Kyk+dhqAoiNZVGQWMWDGlRx+dyUA+ppGnLsF4ZoQ+rtzrf7xl3ZtFQtX4zAkiaZ1m6h+4exzivbKoTg/dBdKR4d//TsShEtJhxWalmX5mCzLibIsx8uy3E2W5WfPtFfKsjxMluXwM39X/WbMC7Ish8qyHCnL8tqOmptwcTAVl1Dz5gdt2gz7D2Ib68/RMwGhX8kWGTNQV1ZNQUYeVk5a/LqF4CMCQuckMoUE4dL0ewFfja2Wq+ZPpOHDBW2KisnHTxAa7Ex1USUKlRKfgbEc3HOMouwignpGEjMyiV4DkgkJC+ysUxAuYyXHc9vctnVzQDqR0hoQApAbG7GkncQu0AO3UG9wsmbQlf1FQEjoFLIsk7P7ZJu23hN70rzgqzZthr37UVSV0//WMdh4OhIZE3bRBIQAGhuasLe3w8ZGy4dvL+DwwZZlY0/d/TynjqUTGx/VJiAE8M17iyjKKeLnL9agUp/NOyjIyMfZx5VBEway4j8LkRQKVGol+vqm1oDQrwwNOuTfbHoQf/OVKFR/XIxb5WTXrk3haIe5tLTd5wjd+s0Ys0636y8Il7tOqSkkCH+krriKkuOnaa5rwiPSD0WTgabiKlz97JEbGtsPaNZh5+5EbWFFm2athyP23i4YnTTYeznj5t7xBfwuViJTSBAuLfoGHTm7T3Lwq41YO9oSM64P9h7OuEf60phTTm1GIa4BjtT85sP1r1RmIworJaHXDKTBScOhD5cxxM+N0PgwXH3dCI4IRq1Wd8FZCZeL6rwyTv28H9nc9rXJxsUBZWUFlv/pbykrw+xiz9Vv3EFg97DOm6hw2TLq9OTuPUVJWj4o236nbq1VIze2f7/aWF5F90kD8I8J6qRZnj/RseGMnzyaZd/8yINP3sPqFes5cSSV8pKW995mU9vFHAqFghvuvI79m/ejctQybu5kKvLKOLT5ANHJMXgFeKGrb6LvtUPZ880m6strGHHnRFQaNSa9sc2xrJ1scY8PJunOq/BODqficBYNeWVoPZxwjg3AyqHt8jGnsf0pX7gGWW9oaVAq8Jg5FlmnR27StTs3S33DefxNCcKlQQSFhC5VW1zJ93PfpeBgBh6R/nTvG0vmJz8D0OOD23CMj8Vy7MTZAVZqDG7u9Jgxgi0vLW79xtsjJgBrTyc0TrZonG3xC/DpitO5aIhMIUG4tGT/ksKyO95uvZ26dh9DHpyGoaiK3Xe+h8bNnuQP70Tdpyfm3b/5dlepwGDvhMXGhh+376W8sGXvB+9QXyJ7ROHh7d7ZpyJcZgpSstn74SocuwXgHuyNc5An1TmlAFTmlKCeex3GLW2Xh0iDBmC20RIYHdQFMxYuN3nZ+TRkllCUWYituyMNuY3YeztTX9wSZM9NK8a7ezeMR4+fHWSlxiooAL+LMCAE0C0+hob6Rvx8vXn12Xcw6A0MuqIvSqUSs9mMTteMi7szVeUtv4NJN45n35rdFJ4uxM7JjvC4MLwCvLjjpbls+Hw1793xGi7erkyaM5n68hoADq/eQ9KMEez7eE3r40aM6IFjsBdD35yDW5gPmYu2sffBz1rvj759DPH3TUL9m+3obbqHE778Jep/OYxsMOFwRQ9suodhaWpCHReDMeVsZpek0aAKEKsIBOF/iaCQ0KVKjudQcDADgLiRPcl6q6XuuI2vK7/sOsL4WTfiWFOJVFeHub4JY2Aw7z3xFVoHOwY8cDWWZgMKtRKfHmGUFZTTf2A8CkWHrYq8ZIhMIUG4eMmGZszFWZizjyDZOSMHJLDz/ZVt+liMZhrLa8hYfwTnSB96PDgaS04GVhPHoh8yGNP+A6iysrG68XrqrBywNOnQN+vxDPJm1MyxRPeJEQEh4V+RZQuW0lzM2YfBbEYZmojCMwhJefat5+kjGRTvTSd5Si/q09OxqVMw/qUbqahopLGwCpPZwrYd2fS/bRamxd8hG41YTZuMOTFeBISEf83SVIelMANz7gkU7v4oA2NROLWtn5Z2IoOS00WEONjgpajHVaPlaGM9vedPQmNjja6sFoPegLLHUExfL0LefxBlUADKW2ZgHRfVRWf271lba0hMiufksTQMZzJw1q3ZzNUzJ7Lks+UsWbicux69nUM7DpN6JI2Q8EA2fLWW6KRoJt86mW1LN2Kl1XBi0yFyjmcDUFteQ23Z2WzVitwSMo9mMvjRa1FYZGSTmYqsIhbf/BpjX74FjUrFgafaLstL/XANgVf1xq3H2RpDkiRhGx+GbXzbrEGlvT0uT9xP7Xuf0bx9N6qQQJwfuxdJttC8YwcKJydUwcEobNtmHv0blvoqzPmnsBRmoPANQ+kXjcLB5bwdXxA6iggKCV2mrrQapZUa7+4hFB/NRjJbkM0tSeIqrRXjx/dF+e6bNBUVAaDw9UN/61wsZgulmQX89NpiJEkifEA3HMN8CO0dJQJCgiBc8sw5xzFsPvtG2VJWiqRs/9ynslJhVkkkTQrH+OyTSIBRkjDdOJPP8vUMmjiNk1/vwC8pHJcAT+a8cRf2TvYERwZhrbXuxDMSLkWW0lz0K98BS8vruunETjTj7kTp27IVt8loojK9gKhYD0yvvoCmpqZlYGQkRZF9qJPUNGeXc3z1Xnxfv4PaqdOpq6whKCae5O4X/u5NwoVNNpsxHd2C6ehmAMyZBzGl7kJz1Z0o7Fp2p9I1NVNaWEa0qy3yf1/GraJl6VSPsDBSfR14++XvGTCyPyH+Puzal06Rgw9+10SReGU/fOIju+zczhdHJwcCAs9m1RTmF+Pg5sRrC17AbDZjbW2Ns4sjMQkt779nPTaLE/tO8M4j7xAeH87QiVeyYP7ZgtxmkxmVrQaFSonlzPKzrH2p+MUFk7PmAHVFZ3c5kyQJY30TZp2h3bz0NX99+ZdVSBCuLzyBpaoKydYW48kTVM6fDyYTADZTp2J38wwUdu3rEv1dsl6HYccyLLktKxzMWYcwB8SgGXYjksbmXx9fEDqS+AQtdDqjTk/Kj7v4aMxjbH51MTGjk5n0f/OwC/Mm6v5JaL2d8ZnWH/XRQ8hnAkIAlsICtOkpjHv+ZrqNTMbF34O+04cxcv7VxA7vgU+ISAf9q0SikCBcnCy6Boz7z6TaSwqMfolUK33oNWskntH+RAyJw9rBBqVGjW/faLpN64VxyddnDyDLWC3+hgFJobzxyDv0uGEY675Yg62zHSGxIUQnRImAkHBemLMOtQaEWsgYU35BPtOWmZqF2sseNq7FUlMDGg1WyUmoVUqSfWxZv3wjLonBjHv6JgryivlqwU/8+MN2AiJE0XPh35PrKjClbG3bVlOGXFXSejs/pwDZIqPc+QtyRQWoVFglJqC0tSVUbsJoMLJm0VpOF5dgsljYtfEAR9MLcQ0L6NyT6QAV5ZWsXLEOR2d7QsKCCAoN4K77Z/PdF99z180P8+PStUiSxPP3vMLBnYdx9XZFBqxtrWmsa+Tw9sO8/+QHDJ05GgCFUoHW3oYN365nxvvzCe0Tg3uwN1feM4Xg7mFtAkLWjra4hfti4+OKXVDb4txKrQa7wL+Xxaqw1qDy8QaDgbpXX2sNCAE0ffcdpuzsNv1lg771eervsNSWtQaEWtvyTmKpKfvbxxKEziYyhYROV3Q8h9VPfM7Ux67CpeAwqvy16Gz6cOREA4dXHWbEE9PB1wnph+3tB586RblLAP1uHkVtVgke0QEE94jo/JO4yCkUoqaQIFyUZBksLd+w1oWM5Kc3tlJdsJPpL0zlujEOUHwa4+ODKXbyZ+2m7VzXOwqLuW1BUAwGbBUysiyTlZpN9yE9iEiKwsHVsQtOSLhUyf973QGYTYBMaXEZixcsR6VvZk5NFlZ9emGdFIvp2F4kVztsfJy5/v7pbF2xjcEj+6N1saPfqH6Mmj4KD1+P9scVhL9JhnN+QybLLcGA9JOZ3DvjEaIjg4jV1KCOicZmxCBMx/aAQsImyJ2b7r2Oj55bwMbvNvLYB48yzmocg8YPQmujbXfci4nJZOKzj79B16QjOjqMux+8FYVCwUN3PI3lTLBk88+/YDKbuXn+jeRn5vH4rKcAiIgLZ9rd17L47UVUllbiEeLD8JtGY+diT0N1Pb7h/jgHeXHlPVOwmCzYO9lx6OuNjH35FtLWH8TOwwn3MF+MzUa07o4M/HAeex/6jKpjOdgGeND3tVtwCPH+R+dlaajHUlnZrt1c2bIRtrmiFOOeXzDu2IgyPAarYVehCgpt1//3H+B3Akny3w8wCUJnE0EhodOVnsxjzLzhuP78MeiaMANWWWn0uGIiGe6O1FmM5G4+hEtoNNYHD7YZa0pKZvfuA4REh+CSEEhwbHjXnMRFTtQUEoSLk8LGHlWPERhS97Fr+QlKTuYz4ZFx2H3/DmZdy+43iux0PIdPwrpe5nhqAbFaLbLu7A4skqMjNbRs8evs4czEmyeIgJBw3qnCemA+uQuQQWVFbdgwcmttyHjmc1xifPlx8Wp8A3yYce0AXL0dMHy/sHWs+cQhomc/hm5Eb1xDvfEP8mP0TWPFJgnCeaOwd0EZ2RvzqT0tDZKELnIo6ZlNFG9cycYduynKL8bFzRnFlP5YO1ujX/px63jzyaMMmPs0CzRqHF0dcfRw5pphvbrobM6v/LxCvlv0Aw89ehcf/d/n9OqTTEREaGtA6Fe7t+1l1JVX8PXb37S2padkEBIVjE+QD0U5Rdg52nH6eBZZh9Jb+1zzyI2MmTOB4tRccveeInRIAivv+xCXYC/KTuVzZPFWtM52zF71PK7xwQxf8ii6slo0TrZYu//z1yqlqyuqsDBMmZlnGyUJla8PstFA8/IvMW5uycQ1n07HuHcbds/9H0rPv7Z5jeTkgcIzGEvp2S3vJY9AJEcRyBYufGL5mNDpbN0ccLU2gK6pTbtq9zqSxiWicbBl69frOVjcjDx4CCgUoFCgHjmKHVXNePp4Ul1ZhZuXKIL6T4k31oJw8VKGJGCMHUXmzlMAuNoYQdd2O2TVttWE+Dqy4tutNNw4G4VrS6FLhbs7dTNmcyy9CFdvV4JjQ3BwEwEh4fxTeAahuepO5Mi+nAocz9oNOXxwz9tsW7yR7FM5ABTmFWHp2w/T/m1tB5vN2BTnoHW0xSJbcPd2E69bwnklqdSok0ai7j8FhU8Y+XHT2Z1u4c1bXiY/I5/D+48B4OfrhbFHb8ynDrc7hurwTuL7xnPDAzfi6HLpPI9azBaiYiKorqohI+0033zxHc7nOL+obpFkncxq137i4EmCY4IZOnko+trGNgEhgB/eXkrmoXQ+ueFFdHVNFB/PwdDYTMnxnNZlZLrqBupLW4pSWzna4hju868CQgAKBwccH3kIZVDLElTJzg7HJ59AFRyMpawE45Z1bfrLtdWY83P++vGtbbEacj2qnmNQeASiSh6NZugNKLT/vl6RIHQ0kSkkdDrf7qGQUt6uXVKpMBvNKOWWF6SV32whLSmCQVNmAaCNDOWd+5/j9Y+fp2ffHp097UuKyBQShIuXQmuHxjcQn+6hnN6egnyu73dUaowmM3UVdbz26o+MvnoUbk5abIL92HEglbCECPqM6Ud4XFj7sYJwHkhKFUq/CPLKzBzfuI8dS1oK+sb2jaNPtxgC7rsTs1ZJQUU9Tmp1+wOoVNjY2xIdHykCQkKHUNi7oIgbRIVDOBs++Z7sLSkAlGQUMv/e2ci1zdg7O1BSXk+gyqrdeMnamtE3DSMoPBDPS2hZo1+AL1OvHY+u8WyGqcZaQ+/+Sezd2ZLBr1AomHjNGDRS+4+SsUkxdOsRg66xGYVS2e5+g05PTWkVdu6OFJ3KI7JfNySlonWzGQC1jQZrh/NfnFkdEYHrO29jLitHsrdD5X1mKZpCAUolmNpmQ0nnmP8fUTi5Y5U0Ejlh+N8eKwhdSWQKCZ1O39BEbm4TOLm2bR80kf0/HMQKBSEJLcvC0g6m88nrK1i8cBMNRiNPvfwgcQkxXTHtS4p4gy0IF7fTv6QQPqQ7Ni72FFfJ4OzW5n7zqKns2noSgKa6RpYv+Jn1G1PYvvc4MT1jcPZxJTAiEI1G0xXTFy4jp0/loLHWYDaZie0Xh7+jE+vu+5hj763hxGs/YSrXYRwyse0gay2WkGjCY0KxsxffsgsdqzCnCCdXR/RNzQAk9I0jd+EvHHt7FTv/8y0KC1RH9ALpNx+blEroOYigyEB8Av9ZjZsLVX5eIUePnsDW3g4b25b6SGmpmYydMpJnXnuUx56/j/mP3sGSz5aTm5tP7yFnl835BHkzYGR/ju46xqcvfIa9mwPWdm1rLHUblEBlUQXdJvWnOCOf0pwihj48DelMvUuFSsmAuePJ+iUFo9543s9P4eSEOiL8bEAIUHh4oxl3Tdt+vgEoAkL+0WOIgJBwsRGZQkKnqiqvIuX7HexbuJ5x90/FU6pEXV+JMqEP1UZbIqc7svKTH+l39WC8Q305/ssRgruHMWj6cCwaBWHRoWJnnPNAZAoJwsWrtqiSNU98jtlgIumGYTRJ1jRPm49tRTaGvGzM0UmkNyoZf/dUdi3bSvbRDGIHdSduWBJ7fznAqi9W8dCbD+Dl59XVpyJcBuwc7TA1G4kbnEC3HtHsf2NFm/t3v7qcgG8ewPbWx1Cm7MdiZ48yoQ8WnwA8vMUycaHj2djb4OToQN+Jg9i5fAsqvZmavLM7Rq154BMmfXQ3DTMeRpNxBKXGClXPATT7+uPj6fkHR774mM1mPv/sW35euxlJVvDq28+wfPFKmpv1LHjvaxydHBg9fgTBYQHMeWAW7h6uODg60GdYb2oqaqitrOHZ259nyPgriEqMorSkgttev4v1C9dQklVI7MDuOHu5YjGZWfHqt0y55xo2v7mciU/NYND8yZiNZhRKBUeWbKOmoJygvjF4xXT8joOSUonV6Ckog8IwHt6LMigcdfeeKF3Fc5BweRBBIaFT1FfXs/mHzRzYfIBwkwaz3sgPL65E62yHjYs9jkcOIfUMwFLfjMFg4OTOFEbechXxI3siKSVsnO0IjQrBSiu+1T4fRKaQIFy8DA06dNUNAOz+aDUAvwBjXr+NAq0N+9/ejKOXM5ED43CO8uGee66msrqasoJyel6RzA33XI+7t9sfPIIg/Hupx9PYvP4XwkKCMTcb8I8IwNHFoV0/o05PWX4F7770FSOnjqB37964erni4eF6jqMKwvmTmZbNts27sLe1wc6iRFddz4S7p9J4PL9NP0ODjq0vLMZ1XA90Rh96D+2DV4AXHg6XXhZbcVEpX36+hIlTxhIY7MfzT7+Of4AvldXVPPbifWxZt4OlX68gqXcCA67oTcr+4zi7OPN/T7zX5jibVmzmxvnXY+tgS0NdI0Ovv5L8U7lUFJbj4GzP1q9/RrZYcPB1ZeQD1+Ds48qyOV+1m09zbWO7to6idHRG2ecKrPpc0WmPKQgXCrF8TOgUx/Yc46OnP6Kuuo6wK5Na23XVDVRmFeOSEMjX73zL90vXYBXoTPKEATQYmsnJysPBxZHoxGgREBIEQaCl6KZ3YtttchUqJU1mI19+tARVgCN51RW8/Z/3ObD9EGU11dTrdVw1fQwDRvUXASGhw506mcG0q2Zx7MgJjqem4Rvpz47Fm7BxdUBl3bY2i0uwF3qLGaPBSEhcKBHxEbiKgJDQwXKy87hhyhzWr9lEg06H0k7D3h+2c2zjQfx6R7XrH3hFHBlp2YQlhBPeLQz7SzAgBGBlpcbRyZGgQH/ef+szCguK2bPrAN9+uYzpV89h4Ii+3P/UPAYM6UtVeTXZGTmo1e1zDGRZxifQh2UfLqOhWUdFSSXVBeXUl1Sx7MWvKM8pAcAnIoBh8ybhEx+C7f8UktY62+HkJzJ1BKEziKCQ0ClOHjzJ0x8+wXXzrgEfB+JvHIpSo0alUZMwcwTHsk6jb9ZTW1VLekomdq52zLnuXrxDfYhObP/iLPw7YvmYIFy8yiuquOLRaxnxzE34JoXh4O3CgCevBVsraipr2L52JycPpQIw4Kr+ODjZ07N3YhfPWric7N99CLPFzORp4/n2i+9o1uu5/Z35nDp4iqHP34Sjf8sHPc+4IMJvugIHbxceev8heg3t2cUzFy4XJ1JOUVdbzx3zZ/PMY68gaVXc9tY9RPSIROFiS+ItI1HbaFColURP7odnz3BG3TSa+D7xXT31DuXh6c5jT87HaDCQn1fY5j6LxcL+PYeprqxlzdJ1vPbE26xbsZFTJzPw8GkbvIlKiCT9SDpph9PY+uNWjCYTCVf25PSRTGSLBUmh4Nqnb8Ynwh8ARx9Xrl34IMOemE781EF4xQcz7dP7cfIXQSFB6Axi+ZjQ4erLa/BT2bL23o8ASL5xGHlKHZ4zByABzd6OUF+Bl78XMT2iSB7ek9KqShZv+JzQyOCunbwgCEIXaa6spy6jAIvBhH2YD7Y+rugbm6k8cpoNryxB39BEzJjeBE8bwFNPvk7fwT157N2HWfbJ9+ibDQwcNxCDwkJsnAisC+efSaenNqMQfUUdtv7uOIT5tC5N1umamXzNOJobdTw9Zw7bH/ua5tpGIq9Mwm5wAt3uuYq6smoamvVYezri6O5IcFhQ156QcEmqP11C/elSrJxscQj3xcq+peixyWhk0tSxFOYVMWn8KIwnS1mzcD2yLKO8fhi+A2MxumlRKhU4+3sg26uJ6x6NSnXpf3QaM3Y4R4+c4Nsvl1NZUdXmPo21Bnt7W3Zs3NXatvyrH5n78K3knDhN6qFTdOsZi3+wL4veWgSAu7c7vmF+RPaI5OnV/21ZQubmhFeoD2qrlp0Hi47nsPLxzyg4mo1LoCfjX5iFf3LEH86zIa+cuuxi1LbWOET4onG0Pc+/CUG4fFz6z2xClzKbzRxbu4+dH65qbdvz6Tp6zruKV99fgF6nByA4Iogb77uO9/5vAUWGGu66dzYRMWKr5I4iEoUE4cLWWFDO3vs+oXTHCQBs/Nzo+/FdVFbX89PjC1r7nVi1B8lahZuHCxtXbSUiPgK9k4SV2p4lK1fy7kevdtUpCJcwY2MzaR+vJeW/ywBQWqvp/f5cAkYmI0kSvfr2oLG+kQAHV5Y/9E3ruFM/HwArJbtKc3B1d6bv0N7YO9qLgJDQIcr3p7Hthv9irG/ZWj3kxqEkPHwNGhd7ImMiyMnKxz/IF5sqI7vfPfs+de/nP9NTq+ZQbibTZl+NlUpFRNwfByguJU7Ojgy6oi+vvPE0c299EL3eAMDMW6ezZcN2wkOC2vQ3Goy89dz7/Oetx5g0ayKfPf8p23/YBrQU8Y7tFUt49wgcXBxxcHHEM8SnzfiGilqWzHuHyjNLyqpyS/n2tje4c9WLuIWce2e3qqPZbL3+VfRV9QAETOhLj2duQOvhdB5/E4Jw+RBBIaFD5Z0uIHXtvtbbSisVkiRReTSH8OhQjh9q2TLZ29+LRp2OcRNHktwrkaiYy+fFtyuIOtOCcGEr3XmyNSAE0FRQQd72FMqam1Fp1Jh+s01vzrYU+l6RRElRGe7ebkyaOg61Skm3xBj8/HzOdXhB+FdqT+W3BoQAzM1GDj2yEIubHcHJ0cQlxGBjpyV/U0q7sTnbUoie0J1FX/3A6KtHXvLLcYSuYahp4MCjC1sDQgDZX23GY0g8waN6EhUTjpVazYkjqdSfLGw3vmx/BhFDI7DWagiLCm13/6VOkiRGjh3KN8s+ZteOfSgVCrZs2EHPPomknsggKj6CU8fSW/uHRAQjW2Q2rtjIpNmTyBuUhyzLWGmsiOgegZO70+8+Vm1xJdX5ZW3aDE16qvJKzxkUMjU1c/Tlpa0BIYC8H3cTOKkfflf2+PcnLwiXIREUEs4LWZbBqAe1pjV93NKkI+NEGrZ+Llg72NJ39miam/UtxeeiAtGdPIm+Wc/AEf3pObAHdQ0N9B3Qk6CQgC4+G0EQhM5nSMug6efNmOvr0NmFEnBVEuUHstGVVGPlYocm1Bt1bgk9bxmF1saaPZ+to6m6HqcAD9ReLrzwwdNobKzxD/TFL0AEg4TzRzYY0KecpHHlGiSFksbYPu36NJfVUJpbTFN9M7raemycbbEP8GjXz9nfA2snO1759Dl69OmOUqXsjFMQLgOmklKad+5Bt30PqomTqDmZ165PVVYRDgXlVOcWUpxThtRswCspjPRNh9v0cw33pdug5MsyIPQrhUJB3wE9sbbWkJaayfArB7P+p01kpp3mjvmziOwWzskjp4hJiGbQlf2RZNAbTXzy5hc89OJ8JCQ8/T1x+53NDQw6PXnHssg9kkX/uyZiamxmz2drkS0t6exap3MX8zbUNVF5JKtde1N++T8+V3N1Nfr9h2n8eSNWYaFoRwzBKizkHx/vf8myBUxGJLXYNEe4MImgkPCvWWpKMaftxVxwCoVfNKaA7phsnKk5lYVBbwJ/RwbdM4lVbyxF39gMgFqjZsbrd5JssUGO8cfNzZWe/ZP+5JGE80VsSS8IFxZDdg7ld96HbDTi8sgdhFo3gp8Zw+RBFJ0y02Btz5f3f4DhzJJbK62Gq+6dypbXv6P/HePIKC/CycUR3wAf3D3F7mLC+aU/doKKeQ+0rj1WewW2pJz+Zi2yx6BYmmoa8XawEKhIR1mlo8k9jqtfv4Vl938GtGQLD7p3Mr7xIbh4uHTJuQiXJkuTjpq3P6B58y8AyE7OuPaOoHJvept+AVdEIKXtwK82E3cnV4pMPpTXS3hE+FGWXgCAjYs9yddcQUCsKGMA4OXjybqVm1j7wwbKSloCL++/+Rm+/t7c/fAcPn/7a1YtW8d9T8/jx69XYWOrRQYsJjM1FTXYO9mjOccOwic2HWLhvLdbb3uEeNN75kj2LFhHv9lj8AjzPed8NM72+AxLIPf7XW3a7cPOvdTsz8iyTOMPq6n7sGVptn7HHhp/XI37x++gDvD7R8f8LUtVMaZTu7EUZ6EMikMZnozCQbxOCxcWERQS/hWLrgHD5q+Qq4oAMFeXQEEaWW792bvrOKHRoWw4fJT+/lGtASEAo97IoTV7iR+SwNdL1/DM+0901SkIgiB0OWN6JpJWi9PcmUjVh5B1LWnx6upiAsJi2Jtv3RoQgpZvWIuyChn44g3sz0hj+OjBBAT9+zevgnAujd+vPBsAUipQZxwn8cWbSHluMaYmPTY+LgTOG4elugCPvHUgWwCwqSwkNPEqej40CVOjHqWTDTYBriIgJJx3pvyC1oAQgGn/fsLmP0RzRR2NWSUoNGoSX56BbclBpNOHkAErignSnKZeTqLbnJFU55RgZaUmdmAiAQkiIPQrbx9Pho4chLuHK68/93+tO9g6OjmgUioZOWEYZqMZewc7IuLCmHDtWF66/UVqKmoAuPr2q5k6dyr2jvatx6wrr2HFc1+2eZyy7GLc75jArMVP4B0diMZOe875KDVqYu+eQF1GEdUpOUgqJbH3TMAl4Z9ldZlLyqhf+G2bNkt1DcbM7H8dFLI01mDY8BlyfUvBblN1MZbyPKyG3oRkZf2vji0I51OHBYUkSfIHvgS8AAvwsSzLb0uS9B/gVuDXHL/HZFlec2bMo8AtgBm4W5blnztqfsL5IddXgrUd2LtCfSUAUnURvgEKYn39sdJomXHbdRz5amu7sXVVdexITeXOx2/FzuHcKaJCxxBb0gvChUM2Gih1dmN9fG9GudrjmVHf5n6pJBW/kKvajastr6ZnXCjJ7r1wdHbsrOkKlyNZBis1+huvJ9POie1bD9BLaiL2oztRGi1YudohKRU4SEootbQZqs7ag4N/MpV1OhL6Jool4kKHUri5UjnnNvafykFx/CRhD4wjUmuLytoKV19bFKdOISvVYD5Tl03fiIePimaLCtnTjri+iQSFimv0f/Xun4SHtzuhEcEUF5Zi1Btw93Bj2YIVTJkxgeamZmoqa7nl/pmseH95a0AIYNmHy4jvG0/ykOTWNpPBRGNNQ7vHsZgsVJ0uoaGsBt/uobgGep5zPo4RfgxZ/AgNeeWotFbYB3uhUP/Tj7W/8574L75Xlo0GUKnPmYUv15S2BoR+ZSk4haWuAqWb+CJHuHB0ZKaQCbhfluVDkiTZAwclSdpw5r43ZVl+7bedJUmKAa4FYgEfYKMkSRGyLJs7cI7Cv2CuKMF0cBemIydQ+gejjBmK+dQ2sJipzC7h56eW4OTvjsuoOFxj/GHN3jbje08bQsywRBEQ6gJi+ZggdD1LZRnGwzsw7tuCnZs/0ZF+1NQ20u4tsEKBjZN9u/E9Jw8iLOL81TwQhN9je/VE8hIS2V9Qyaf/eR2A48fSeOC5e7DUVBDTUI82Yy+Slz/K2BGY07eDsSU7WFZakXo0nfE3TsYvUNS6EjqGyt8Xq6vHkxnTnVef+4iivGJ8g3y475l5fLnkJ+69aRiqdT9gbqxB1aMfsr4CuTgDAK2jHZuX7mTOg7Pw9vPq4jO58BQXlVJWUs7xo6d45qGXkSSJl99+ivqqeq6fcw0v3PcqTY0tBb1HThpGXL94Ug+mtjlGblou3ft1R61p2YLe0dOZ/tcPZ9uCta19lGoluqo6Vv93KQBOfu7M/OoR3ILPvSxM42yPxrn9a+PfpfT0wH7GddR99Hlrm8LJEXX4H7++WipLMR7cjvHANpRhsVj1H4XSN6htJ8U5aqZJ0rnbBaELdVhQSJblYqD4zM/1kiSlAudeHNpiArBYlmU9cFqSpEygF7C7o+Yo/HOyXof++88wHWxJ1bXkpmM6eRjNqHGYmhqoLmwJOtTklxOptWP9tl0Mmz+Z4z/swmwyc+W8SXQbkoiNCAh1CZEpJAhdSzYa0K/+CuPO9QBY56aT4OBM/vBbkF18karO7oaj9+3B/pWHGX3PFPZ9vx0kicGzxxAzqHtXTV+4zNR4erFx1S9sXrEFpVKJh7c7jz1zL82VDSQqypA3fIcZICcN09HdWE+dgTm1ZUtqU/RgpvQNxNOnfdFpQThfFDY2lAwczNEdhygpKMXVw4VH/3MP1bll3Dt7NFZfPo/FbALAnHUSzeSZyFbWyNYOKDz8uPPRW/Hwcu/is7jwHD18nIP7jmI2mXn/tZbaYF4+Hmxav53pN07h3ec+aA0IAfy8YhNPv/Vou+MYjUaK84sJCGvJwlKqlFwxawwqKxX7lv+Ci687Q2aPYdPLS1rH1BSUk38w43eDQueLpFBgO/EqlD7eNK1ejzoiFJtRw1EH+P/uGNmgp/mHzzHt2wKc+Rx0aAe2D76OwvXsVzuSkxeSVyhyydnC2MqofqKmkHDB6ZSaQpIkBQGJwF6gPzBPkqSbgAO0ZBNV0xIw2vObYQWcI4gkSdJtwG0AAQEivbOrWCpKWgNCAChVNMYOI6fEhbpqaxS2WvrMHs2eT9dibjZy9MBxTh5L4/l3nyAuORY7F4eum3wHuxiuUZEpJFwM1+mlzFJRgnHXxjZtxuAeKHRqjpSF4+bfC1fbOprNSuoMthz45gOsHWxInDyQ4JGJePh7oXWw7aLZdw5xjV44Ksoq6dsniRhPP6jT4+7nQd6Ok7i6qJCzfmzbWdeIxayEqP4o/GOx8w3FXqXumol3MHGNXjiMeiMGo4U+3WIJuOc23LzcqDiaw7ZvNtD9vj5YnQkItfbfuRHV9Dsx2rjgHhDcRbPueP/mGq2uqiE/t5CG+gbiusfi5OzAvAdmk5l+GmutNc26Zk6n5bQbp9M14+7jTnlROQqFglHXjyJldwoJ/RM4tv0ILl6u+IT40FBTz4ltR4gdnkRdeQ0//ncx/SYN4Jd3f8DWzYF+M0air20kZcVOvOOCcPudwtPng9LFGdtRw7EdNfwv9bdUlGDav7VNm1xdjrk4r01QSKG1w2rwtViKMrFU5KPwDkPhFYJ0iT4nChevDg8KSZJkBywH5suyXCdJ0gfAc7Qs4HwOeB2YBZzrU2q7dAZZlj8GPgZITk4W6Q6dRLZY0J0uwVTXiMbXHZWkAEnRWkyyqf80lv7ffmqLWlYIKlRKxr95O/vVKiRHawx6A0aDEUmjvKQDQiCuUeHiIK7TrmXSg6nfDSgVZhTp2zG6+rLtoMzJVz5p7dNz9mgObj9CWM9IHLxcqCupwiCbMSnBw+/Sz7oQ12jXs1gs7Nuyn4+e/4TrJ4/h0GvLkRQS8WN7ExUXjFOYFzSHQc7JNuPqaozYDLoS7TmWPV5KxDV6YagoqWTRe4uJCQpkz4tLsZjM2Hk40W/6EG57YgZWTmawtoHmptYxFqWaJrUbLgGBXTjzjvdvrtG83AJe+M8b5OUW8NBjdzPnnpt59pFXMJnMqK3U9EjsRkKfeI7sOdZmnLu3G33G9MPGRovWTouzuzMWs4VvXlhI+oFTqKxUPPDxoxxfvZfC1DwKU/Naxzbp9Fg72HLFHRPY+soSTPqW2k82LvbcuOhxPKJ+P3vn9xhrGmjOLUVhbYU2xAuF+jwEZCSp3Q6M0JJ19L8U9q4oIl0hsve/f1xB6CAdGhSSJElNS0DoG1mWvweQZbn0N/d/Aqw6c7MA+O2/dD+gqCPnJ/w1Zp2Bsu+3k/XEAiw6A9YBHni+OBPb5KFYpeyiNmkERTpnaovOFlKzmMwcWLie8W/ezuuvfYyNrZY7n5hDcMSl+23MxUQsHxOErtOYmkfqHW/RdCofSa0i4PYRqMIDOfnGgjb9Dn25gcTbRpNz/DRuod6EDk/Eo2cYTu7OXTRz4XKTn1XAM3Oe44Y513B0QctSxzH3XY3lx51ULfuFapUS39tG4RZpD2ln6gY6uqCNjsXuEg8ICReOQzsOUZZXiu2JciwmM07+7lw5bTAVb6+gsEFHuYcTEU/dgmr7Z62BIeWIqTiEXtoBoX+jpqaWwwdTyMstAGDNqg107xaLydRS6tXaWoOHjwdTb5lM/xH9+Hn5BvKz87n1gZvZvmo7m1dsaT2WX7Av1942lZ2LNgMtRaY3L9qAsbC63ePWV9cTNbwHubtOtAaEAJqq6snYcvhvB4WaMgpJm/8e9QczQKnAf95E/G6/CvW/rEWkcPNGPWQCxk0rzrb5haDwCfpXxxWErtKRu49JwGdAqizLb/ym3ftMvSGAScDxMz+vBL6VJOkNWgpNhwP7Omp+wl/XdCqPjPs/bL3dnFdG6fOLqJ81EOsrE3n1pc+YOXREu3H1JdU4Bbhx55NzUCgUBIT44+kt1msLgnD5aqyqJfuFb2g6lQ+AbDSR++5agj+e366v2WBCqVDQfXQvnILcMasVVFXXEBT8978pFYS/or62ntysfGSLTECIH6UFpQSGBxIcFUR29Xp84oJRHsqg4XgOALLJTMH7q7F5/w7sHGzBwxd19z5oAsV23kLHMJlM5J8upLq8Gg9vd/yCfdmzaS/DJw3h2GstSxn7Th5A2StLkM8EMAxlNaQ/t5LYt+5CPn0QVeIAtDGJXXkaF7TMjNM88cgLBAefDZpJkkRNdW3r7ZfefIoPXvuMw3uPolIpmT77Gu57/i5KsotZuGJhm+MVnC6ksrgCAIVSQd+rBhAYFYi2h4qCEzlt+nYf2ZOg+FCWzn6D/1VbUPG3zsNiNJH/4cqWgBCA2UL+29/j2CsKl2H/7v+/pFajGXkNyqBIzMf3oQiKRNWtJwon1391XEHoKh2ZKdQfuBFIkSTpyJm2x4DrJElKoGVpWA4wB0CW5ROSJC0FTtKyc9lcsfPYhaGxsALHx6dTqzegViqwq26g+tN1OGrteeTxd3BxdcY2tP2Wkd2mDsSoUmBnb0dIRCAOTpf2sjFBEIQ/Ul5SQc6Bk9gN6Y4iKQws4GixUPfhKnSF5Vg72NBcd3Z5g1e3IBwC3Fm8bi3BkcFMnjaOuB6xXXgGwqWsKL+E/z76Jrs37yUoPJDw2BCunjGJvqP7sn37PoY/dxP6xmYMJgsOGhV1P+xqHduYW8WbWTpmzEkmRgSEhA5iNBj5+fuNvPLIG7i4O+Ph48Hcx2aTODCRnXsPMfKBKVRll2B0scNp/iTqPlyNuaGlCLKhtJqjWXU0eCQyKrFvF5/JhctsNrPg02/YuOEXnn72wdb2EymnmDzlKrZu2EFIWCB7t+/n8N6jAJhMZr78cBGOzg4E+LbfYdDB2QFjswGFUsGcl+eyb9VOlr3yDcNuGEn/6cPY891WlGoVN7x6O7LZwqntx+hz1wS2/3cpFRlnF41EjEj6W+dirG6gav2hdu0Nqbn/OigEoHB0warXEOg15F8fSxC6WkfuPraDc9cJWvMHY14AXuioOQl/X8GJ01Qj89Vb32Ext9QP8gzx5qr7pqBztGHWzddy+mgm2ek5jPpwLgffXEl9SRXx0wajjfXGxcURjxjxBvFCI5aPCULny009DSj58s3v0J/5oGLjaMu0+ZOpMBnods9VFK46SEVaAb69I+lz+1W8/tEC/AJ8mDxtHAGBfl17AsIlS9/QxI51OygpKOWBp+Zx+mgGCqUKXW0jPgHe2NSb+e7Js8sbuw9JJH5EEvUbDrY0eDszqedVxMRFddEZCJeDzBOZvPPsB9z54C1U5pZSX1lPSXYJQRGBWBr1LH9yAc31Lc+tWgdbrps/marnvwFA6WCDY5A3ccnRXXkKF7za2nrWrt4EwMoff+bF157k3Tc+pqamjiadjlffe5a8nHzWfvdzu7HFBaX4+Xgz+tqRrF3ccr9SpWTuM3dgb2uDh58H+zbsxd7LmamP3MDq97/HzdeDGe/cg6FRx5YPVlJ4JnNIkiSmvXwbe99bicVoZsiD1+CfHPG3zkXlYINDcjiVa/e3adeGdOxuZoJwMeqU3ceEi1N9ZS2nNh7m4KpdrQEhgNLsYuq9nSnKLub7Nxa3tu9euYPpT8wkMNiPlWs20K3ZQ2zveYESu48JQufKOZbJ6k9WEuzm3hoQAmiqbeR0RQ2ZzZV89dUPDBrSh7CpPTicV0CURc+cuTPo3qMbinMUrxSE88FisXBy42H2bz/E1deNY/FLX7Z+cbB39U6e/vJZNn65sM2Yo1sOE3fP1bDhII6jklFH+tMn8e99YBOEv6OptpGMg2nccOtU1n7wA031LVmVBzfuY95b99KQUdoaEALQ1TWSnluMX4AH+uIqgl+9FZ/hotDvn7G3t6Vvv2Ty8wo5fPAYkyaN5rGn7qW4sITvl/zEtOmTqCqvJjo+kqL8kjZjQyKDKS4sJbZXNxIGJIJFxjfYl29f/pI+I/uw4D9nN1Kwsbdhwq2T+OGNJWSlZGKv0bQGhKDly8t1by9j1N1TqMgqwqdHKBo77d86F6W1FYH3XU3d/nSMFS1L31zH9MIhMfyf/4IE4RIlgkLC7ypLK6Cxqo660mrU1mrGPHkD2GtorGvELtCd1E92tenfWNeIoUlPWWMt/Yf2JbqbeIMoCIJgsVjIPJyOyWjCZDAx+ZmZ2Lo5UqvXUVpQiq27Cz7N9lgsFrZu2sXunQd44d2nMMtm7LR2IiAkdKiq3DJWP/slA+aN5tiWw8iyzJXXXUnvsf2pKK+israWyJFJHF+5p804s48LHu/PRe9uh1uEyGITOlZ5RgFygx6lRULXoGPMjWPoPqQHjXo9zU3NuAR7IklSm0zoqsp6kp+bgVmrxiVJZLH9FWq1mrl338KO7XsoKizlww++4NHH7qFZb2DiNVfhHeCNtVaLWqXi8N5jVFW0FIu+ed4NuDg5kldVh52zPaUFpUyZOZHCrALcfd356dMf2zxOU30TRqMRhVKBtVaD2XCOiiEyaGytUWusKEsrwNHLBbW15m+dj11cCIlrX6QpqwiljQabCH/UTnb/+PcjCJcqERQSfpe+UUfG9mMMv3U00X72mDb9gtnejvLICF599v+44+4ZVJdWkpOa0zpGqVSCBeISo0UNoQuYdM6VnYIgdATZLGPQGTDp9UyY2hf9+i1gMKDsFs03q7dw/HgG9z49lxdfe5y6hgYiu0ciqyWadc1ERovlt0LHMuiaaayqx9asRJZlbnt0Bgm+jhgWL8PR3o7S8DDyzI3ETexLyg+7AdDYaXEJ96XW1ExCcpwIXAodrrleR+aq/YRP6891d19Ln8QQ9Nt24FVSRm1sFHuqG+k1cwR7P1/fOqbbqJ5UummJjYvCyuo8bEN+mYjtFsWCL99l5y978fbxxN7BHl2jjtNZufywdBW1NfW8+u6zvPn5S2Sn5+Dj583Kb1ax+P2lAKjUKl765BkAXL1c8Q314/jOY2i0GtQaKxpq6oGWbKCEoUmUpOcTEBWEQqloXZmgdbBl9N1T+PGBjzHpjUiSxNAHrqbPzFFobK3/1vlY+3tg7e/xl/vLsow+5RSNP63HXFmD3cSRWCd3R2Hz9zKVBOFiIoJCwu9yD/GmubaJWHdrmp557Wz75h08++wjrN17klHXXMmHz3wMgLWtFv+IAKJ6RKEWL76CIAgAKNVKAqICmRswgfqHn4EzO+I4bNnJ44/dw/UPvMlHr3/OKx89g6bRhoULFzNrzvX0HyiWOggdz9nXHf/EMLa8vISRr9xMrMJA/ZOvtN7vtWUHUx+8ixydGeXqffhEB9J/zljKdfUEhwaIgJDQKdyCvWgoq8HVwYHAUB9Mz/4XqboWI2Cz5yDDb5pKio83Dh5OmI1mBt02FqdIb/xDA0RA6B+Ii4/BoDeQcvQE/gG+6BqaCI8OJSYuCjcPF0qKSzmVko6Pjyf1NfVsXrWtdazJaOKNJ94lNjEaF3cX+o7uh3eQN+lH0tHr9Lj7uLFz5XZi+8YTGhXC1w9/SO6xbCY/N4ttn62mpqCCMQ9MY8sby1q3pZdlmU3//Y6Q/t3wT+jYL0sMqRmUzr4f2dDy2E2bd+D+2lPYDh/YoY8rCF1JBIWE3+Ue6sttCx/E8J+X2rTLegPmY6mERAXj4+ZGbN9ueAV6M/y6kYQniCVjFwMZUWhaEDpDQ30j9TX1+McEYfhyCSZT2xR59fotTL1pHIsX/IDeYsLOyZ7nXnkMR5FpKXQCk8lEbUMD45+7mT1fbsA/2BPdS++06SPrDTiWlGAXGsbNXz+CWSnh4umCr3/7XYYE4Xwzm82Ul1RgZafh5i8epkE2Yn06j4bfbI8OIH/3E4HPPETIB3cjSRL27o7iGv0XNBor+g3oRc/eiRw7cpLHH3yexoaWOk4JSXG8/ObT+Af4sveXA2SeyGw3vrighMaGJlzcXTAZTXz42PvUVdUBLXUtH/roUeIHdEeWZYK7h2HSG3H1c6f76N40VNRSnllIQ3ltu+PWl1R37IkDzfuOtAaEflX76bdY90tGKbKFhEuUCAoJ7ej1eipLqkABDcYmbM651Egm+2A6Ped256lvnmtZNiZcNMTyMUHoeCmHjnPiyCkaGprwCfAmydI+GCubZaJjIwkI9ScmPhJnN+cumKlwOSrKL+bbj79jxdcrmX7HNIL7B1NRW4u3bGnXV9+kx8XZkZjecV0wU+FyVVJYyuLPlrFs4QoGXtmPq6aPoTi/FDfNuTN/XF1d8E6K6eRZXpoqyitJOZaKUqnko3c+bw0IARw5mEL6qSzsbW1598UPmTBtTLvxPQf0wNXDhfLiclJ2p7QGhKAl62fFB8voPiABrZ0W9wDP1vustBpsne2xcbLDOcCD6ryy1vskScLJr+M3sJHP8Rwoy7/+RxAuTSLnVwDAYrZQX1JFcVYBrz/wJi/e/TIH9h7hrtuewuq6iW36ShorKuydqCipwN7LWQSELkLiZU0QOk5dRQ3p+0+SeiSNFx97nXde/IC3n38fS494ULZ92W0c0JfaugaeePNhERASOo3FYmHZFz+w5LNl9ByYhJWNFd8tWI5eb0Y971YUzo6tfSUrNRUOTmJZuNCpZFnmx29X882HS1Cp1YTHR2Bq1OPh4Ije17fNNQogjx+N0da2i2Z7aampqeU/T77K9GvmUFNdS3paVrs+ebn57N99iOL8Ytau2MBtD83CwckegNge0cy6bwabV2xh/uT7KDxd2G58XVU9JqPpd+dg7+7E1W/dib1ny+uiWqth4mtz8IjwRba0fGZprmk4T2fclrZXIqjbPt853nIdSlubDnk8QbgQiEwhgZr8Mg5+vp6a0yUE9o1m4lVDyawqI+XQCYoLStjbaKD3Mw9iWLcFs70dVZFRfPj+Cq5/dCZqK6uunr7wj4iwkCB0hMID6Wx5cRENpTUkzx7JF5+9xvuffcu+3Yc5LUs43zsX20OHURgM1CcksOHwabqP60tMgtgZR+g8leVVrFy8hvjEaKZNHYuNjTUh2HHs6e84Jkn0nn0zXg0lmIpLqI6K4uctx7j32vbZAILQUaorqvlx0SpCI4K4dc50ggJ9Of7ddk7/fIiiHmEkPf4wVjt3oi4ooj6+G9mSFUMCvLp62peEU6kZLP52BQMH92Xtqo0MHNyHZYtXtukTHh7C1x8sZsDwfmxdt51FC5YxauoIbGxtCAoN4NSxdL54eSEmowknD+d2O8ONmz0Be2f7P5yHf49w5vz4LLXFldg42eES5EVdQQWHv9rI0UVbsPd2Ydh/bsQl0AuzwYidjwsqzb//XGIVE4HXZ6/R8MPPmKuqsZ80Bk1y/L8+riBcyERQ6DJnNprY+8EqHDycaDJZ2Pf8YrSu9vR65BqyzjyxvvziB7zy/jNYxo5mx4qtlCzazIS5VxPdM7qLZy/8XbJIfRWEDlOZVcTSG1/BKcCTpGuvIOXtleiq6hk3rDuD7+vJVwuWMfPWa9mb609hVgFWR7KJ6BdLYHggKpV4ORY6j7XWmjvuuAH1sSKOzPsEKwcbYmeMwNHfncID6Wx6fhGDn5/BugO5eChLmPX0bOyd/vgDnCCcT9Zaa667bjxupXoynlhMllJJ1HVXYOkXS8aGg1RlFBF191j2FTbh3WDmyusGY23z93alEs6t7tfdwSwWykrLSeqZwJARA9m6cQc2tlpuv2sWjg4OpBw+Sf/7+mAxW9ixaTfrV25mzv2z+Pydr5g6czLmMzX01iz9mRsen8men3bQUNvAuNkT6Dum/1+ai4OXCw5eLkDLqoaDC3/mwKfrAHDy96D0QAab7vg/mqsbCBvXm94PXo1j0L8LDkqShHV8DNbxYimicPkQ70Ivcw2l1VRlFmEurSF/6zEAdBV1bHvgU0YtuIeNa7eTn1PAPTc/zE23XceYOyaBLBObEI1aLVLJLza/BoVEcEgQzr+6okrUWg3dJvRl/0tLWtsLNh7BT51Ec2MjR0+exK+bPz3H9MHG0RYvb0+0WvFBRuhc1tZWeFQaSVlzEAB9TSOH3v6Bng9fQ+GBdADytxzl5udm4xvgi1IllokLncvGzoZuLp7sfucbACyYOL7gZ5Lun0LWliM0lFTh5uzI+DsnEd09CkkStRLPl5CwIGxstOzedYD/PPsgzz/1On36JTPvvlsxGI0MGTEQezsbxk4ZidliIal/Iol9u2M0GNm//RBKtQofP6/W95r5Wfl89NKnXD/vOibMHI+jq+OfzODcGkqrOfrNltbb0WN7ceDlpa23M1fuwcpey8DnZqBUi4+4gvB3/OV/MZIk+QKBvx0jy/IvHTEpofOYLBYSZl3JjvkfE3BNf5x6hKCyUtNwqojSjHzGTRtNxolMDu45gqSUqKmtJT6xmwgIXaTOBoW6eCKCcAkxNhvITcmivKaGPq/fjCMqgueNQrJA1cYUatILKd58jHs/m8emfXsxWUx4+Hni7u7a1VMXLiPGZgPZx7OoqazB2l5Ls72a4HmjqN+VQcWhlpohuvJarOy1GOp12Pu54eblLgJCQqepraojPy2XuvJq7L2dqTM0E3TXaPTHCynemgKyTOWJXFxCvalIKwC1EjsHOxEQOs/CwoNZvPxTHr7/GZYs/pGX33yafbsOUl1dw+RrxhEU7E9mWjYhUcF8/dFi6uoauGXejfQZmExoRDBRcRFYjGaCo4OJjI/AxcOFypIKeg3r9bsBIV19E5kHTnF8yyHcAjzpNjgR73C/Nn1UGjU27o7U5pWBJGFubG53nPQVu0i+ZyJ23uL1VRD+jr8UFJIk6RVgGnAS+HU/XRkQQaGLmNlkJvXwKSrraol8dyZKi4Ki3GKqTlexddU2bpx3HeuWbuSBp+7ivqfvwtffu6unLPxLIlNIEM6/9P2ppJ7M4Kt3vsXW3pbpd12HNsKHxmYdTWMi8A73QpdWhJufJ9PCJ+Pt7Sk+xAidymgwsm3VL3z0wif0GdGHoIhAXMO8kDBTqK8hIs6f3C+2YmWvxaQzYGWnpfvUwdiI7ZeFTpJ1Mps3H3mb1EOpJPTvztRbp9DkosU2yJ00Uw2xiVeR+cZP2Ho503QwnbjpQ/CNCcTV16Orp35J6te/JyvXfk1dXQPubq7cOPMaANJTM3nn1Y9wcnYkKNifB/5zD2UlZeiammls1NF/WB8a6hqxdtIw54lb+fy/C3H1dMU/xJ+G2gYa65uwtW9fsPnAql18/ehHrbc3frKK+5c8g8dvloLZuDow9KnrWXHrWyDLKM5RP8gxyBO1WEYoCH/bX80UmghEyrKs78C5CJ0sMzWLxd+vIrlnAlUl1excs5P8zHwcXR2ZNvcaXn/0ba5/8AbKSsoZMLRvV09XOA9kWUaSJCyW9tttCoLw91gsFuqq6igqKOHjlz6j1xXJjL5uDGu+XcvhXw5hNpmZfPsUrPqG4JQcSq2uiejQiK6etnAZ0TXpkCSJtCPpLPpgKTMfmEFeRi7bVv5C2uE0vAO9ue7+6ZTkFuHTPwbPHmGMemU2nnHBuEf6/fkDCMK/pG/Wo2vQ8d8HXqesoIyR14wgsV8C33/yAyl7UgCY/eRs0stLCRjWHb9BcfgPS8ArLhgbV4cunv2lzdnZCWdnJ2prajmdXYadrS0/Ll9HUUEJCkni03e/JCM1C0mS6D+kD736J7Hy2zWkHk0jPimWr17/iulzr2XhK1+gb275CDnh5vHceP8N2DuerVFWW1bN/p92orG1Rn8m+6emtIr8E6fbBIUAggfHc/33T1Gemo+zvxtePSMo2d+y5FWhVtL/qRvQOIpd6ATh7/qrQaFsQA2IoNAloK66joLTBeQezaKbqz+B7h6Y1RI+sf4MmjiYRW98y8FtB+nWMxZTsxF3T7eunrJwnsiyjFKpwGQy/3lnQRB+1+n0HH78djV7fznArXffxJNvPkx1SSX5x7LoM6wn3Qd25+ev1vL9h8uZ+/JcVmz5hUdG9erqaQuXiYqySrat28H3X62ke89YRo0awuRrx1KZWYxfkC+lNVXMGtufxW8t5sSe4/jFBdH3pZl4Bvt09dSFy0RTYxP7tx/i6w8WceWEoQwbewXuHi4UZxRSlV9OdJ9okoYns/KTH1n4ykLueX0+AWN9CI2P7OqpX1YOHzzGk4++zMBBvUlMjMNGa822DTu4/Z6byUjNwsPLnVvm3sjWddt56eHXGDNlJI7ODpiNJvoM680Pn/3QGhAC+PHzlfQd2ZfufeNprGtEV9fIgXV7sVgpGXjTSJprGtmxaCMAZlP7LetVVmp8e4Tj2yMcALdIfypO5GJo0OEc5oNrdEDn/GIE4RLzh0EhSZLepWWZWBNwRJKkTfwmMCTL8t0dOz3hfGtqbCLzVDaHf9qNxWxB42jD9x8sx9XbjWHXDufLhd8xdMpQDm8/TMLABFw9XIiJF1slXyosFguSpADMrVlDgiD8PdWV1Tw65z9kp53GN8AHexstGxetpyCzgG794lApFDRY9AydNpwvX/oCk9HElOvH4+MntksWOp4sy/y0aA0fvPIpru4uDBrYhxUffo/FYiGqZzQVmcXERUfy9hufMuOWaRzflULcoO44iRocQic6uOsID856HIDZd91E6q4UTu48hq2jHTHJ0VSl5rAzax+jbhjN1//9CpPBiGeAKGPQkXS6ZnJz81GpVAQHB1BSXMZN183lhpuu5rtFP1JRXkWAny82tjbUVNcCcN3NV/PO8x9gNBgBeP+VT7j2lqsxW8y4erhQWlDW7nFMzQa+fmkhe9ftISgmmOikaE7uOs7RLYdIHN6TiL6x5BzJxDcq8E/nbOvpjK2n8/n9RQjCZejPMoUOnPn7ILCyg+cidADdiSzqNuzGWF6NzdBeNPl7knksg7S9qYT2jGT1gpb/rcWni0g7mMroOydhNBqJ690NK42avsN64+ru0sVnIZwvvw0EiaCQIPw9zadOU7N+N4aiMh68ehRfbNzJuOvH8/5D71Jf3bKFb2leCQmDe9B7dF8OHE7BxdOFkKhg4np26+LZC5eLrFPZfP3hYgBumz+TFe8s5rrJV2B76jRUVCH17MbR/DKcnB2wIBORFIWHtzsaa00Xz1y4XFRVVvPdwhUAhEWHUHziNEmezvSvrEJ2tKPKZMQY4ofG0566hnqc3ZzwDfLB0UksF+sop0/n8dRTr7Bs2SqsrKx45JG76N83mZrqWqy11pQUl7FyxVreeOd5amvq8PByR5IkjM2G1oDQr9Z+v54Zd0zH0c2R0NhQsk5ktd7X98o+rP50Jcd3tex4XJpXQtqhUwy7aSTrPvmJwxv3c+vLdzL54evxjez6rB9zkw7dgZPUb9yDytMV+2G9sY4K7uppCcJ594dBIVmWv+isiQjnX3NqNrnTH8bSoAOgbvE6HF66G/8gP8zDklj15ao2/Y16IwqzjKOLI4l9E/AP9cPd270rpi50EFkGSQJJkkSxaUH4G5oz88m94THM1XUAaIE5d0+nwGhuDQj96si2QwyZOgytrZbbnrqVuORuKJViByeh4+Vk5vLj0jVYa62pr23ApDNw05ShSC9/ivHMc770w2b6vvMIXymVODg7EBYbRvceImgpdI762nq+/nhJ6y62w0YPItpKifnVBfwaWnCys8H9xXvYdrIWjUbDvJfnERkn6rF1pK+/XsZ33/0EgF6v55lnXmP1qm+w1mqwmFvqUDY2NLHo6+955Nn57P5lPzfPvQG1VfvdiG3sbMg/XciBojJueXwW7z/xAQXZBWi0GoZNGMLbd73Wpn9NWTVWNmeD0v7dggmOC+3As/3rGrbsp/DuV1pvV366gqAlr2Id8edZTIJwMfmru4+l0LKM7Ldqackkel6W5crzPTHh36vfm4KlQYfj+MFYh/qAbMFcXI57iD9NgV5o7W3Q69qWibJztEOytcLV01UEhC5Bv2YHiaCQIPw9jUfTsOvfHetwP5AtGCvqqP9hC67339iur8pKhUUB/Yf3JblfosjIEzpNfV4Rg3zcmPz07Xy/eT9OLvZY/7QN/W+e72WDEcuBE3j5euAX5kdkt/AunLFwuanLLaSnkx0Tpw4n0M0Jf083lF+v5reVDi0NTWgKS0nLyObaW6YSEh6I1Tl2mhLOj5qaWpYubb8gJOV4Ko8+eS82WuvW941bN+8gPS2Tx566FxdXZ9QKJe6ebpSXVrSOmzx9PN9+tJT4nrGsXrKW8KQIxtwwGg8fD8pyi1EoFa2Bpl9JCgUASSN74R1yYdQ2M9XUU/7GV23aLHUNNB9LxzoiEHNNHcbTechGE+ogP1QeogarcPH6q4Wm19KyFf23Z25fC0i0BIYWAuPO+8yEf82i0+M6azzm1BPUb9kAgDLID+seETTKBqbMm8pnT33c2t/N152AqEDsXR0JDO/6lE3h/PttUEjsQCYIf01DXQMKBy1SbQn1n24CQOnvg/vd16PTWBGWEEHmkfTW/uNunYSLrxtRcREiICR0GkNOPs7vL8CUmQPAtXHRKEO8aTIa2/W1NDcz6cZxePl6YucgduoROochtwD5hbfwTsvCAkyJiUAxZTgNhvbXqFKWGXftGNw8XXB0cez8yV5GbG1tSEqKJyMju027s7MTkyePYcm3K3ji2ftZvuQnqqtrGT1uOMUlZYRHhvLCQ/9lyswJeHi6o1IpcXC059SxTG6aex0eXu4c2XmEdUt/Jq9HNC52DjTUNDB48hC2fLep9XFiesUim8xc/+TNJI3sjbWttvW+2rJqLCYzjl4uKM4EjjqN2YxFb2jXbNEbMRaXUvncWzTvaqm0ovLzxuOtZ7EKC+rcOQrCefJXg0L9ZVnu/5vbKZIk7ZRlub8kSTeca4AkSf7Al4AXYAE+lmX5bUmSXIAlQBCQA1wjy3L1mTGPArfQEoC6W5bln//BOQln2PSOw7BtF7rjqa1t5pwCNL/sRR0Sxs8/b+We9x7k+K6j2Dk7ENOnGwFRgbi5iWKTl6qWQtMSCoXIFBKEv6I0p5jMI+lENlVjOHKitd2cX4Tu2Amsx49i4DVDGDBxEOX5ZYTEhxGRHIW3KCotdAKj3khJZiGNdQ24HdjXGhACMKakojp8HM1d02me+eTZQZKE/fC+DO/XXSxrFDpcU30jxRmFGPV63I8dxZR2tr6M8WQ6moMpaJ66A+Psp88OUquwToyid2Jk6zIzoeOo1Wrmz7+N9eu3UlVVA0BiYhyDBvXB3t6O/gN7c/3Vc0hK7k5c9xg2rNvKq2/+h9lT53HrXTNQqVQs/OAbSgrLGD5mMMFhQXz25hc4Ojty1bTRJA9KJv1YOonT4ln5yY94BnhxzX3TKc8vJSg2hF5X9sbV26016GOxWChKzyfv+GnqK2o5uekQ4X1jGXj9cBw9O6/OqcrVCbfbr6Hk6fdb2yQrFdqESPQHjrUGhABMBcXUL12Jy8NzkcTzqnAR+qtBITtJknrLsrwXQJKkXoDdmfva7xd4tv1+WZYPSZJkDxyUJGkDMBPYJMvyy5IkPQI8AjwsSVIMLRlIsYAPsFGSpAhZlsXe2f+AvqmZKo0Ga29vuPkm1HW1mNZtQG5sQk45iUt4DPmnC9i96wD5hUWMShqOZ7C3CAhd4s4WlxZBIUH4M5kHTvHlox8ycOJgGt1sUY8ahnHjVjC1vCxZjp2kJiaeDT9sYvT00QT4RhAeG463rwgICR3PaDCya9lW8g5nEBwTjLOrO9pBfTCkZ2EuKQfAfDKN8qBwrB66Gc2mPUgaDY4zx+PUO058cBE6XF1FLT+8vgizzkBYXBiO9o5ohw3AkJqBuagUAPn4KYp8gnB+cCbq9buRnR1wuXkCTskxrUuKhI6XkNCN7dtXcupUBhqNhtjYSLy9PQGIjolg6Q+fkXL0JEajiVvm3EBUTDgffvMmleXV3D/7MczmltfFn5atY9TEETzyyv0oUFCUW0hgRAB9h/fGSq2m59Ce2DvboTcaCekRQeLARNx9PVrnUZZbTM7RLD5/8H1M+pYMshGzxnJqxzFsnewYMmvMH56HLMvU5pZh1Olx8HVF8y8zIR3GDEBhY03V16tR+7jjevNErGNCqFrdPm+hef9RLE3NKO1F9qVw8fmrQaHZwAJJkuxoWTZWB8yWJMkWeOlcA2RZLgaKz/xcL0lSKuALTACuONPtC2Ar8PCZ9sWyLOuB05IkZQK9gN1//7QuH7LFhMWgQ9bXg1KD0tqOohMF5B/MwMHFnp9fX0tjaTV2Xi4MvfNW1J8vwBgfi9ECV026Er3JyIuPPIW9g31Xn4rQCURNIUH4fbJJj7m5Acx6UNuiMJuZcN1o9ry+jOP1Otyj/Rk093Ys734AFgtSr0T2fL+T6++8jqgeUdg7iudRofMUZxai1JswHcjGISEc675R2Izpgckg0VRUS+OXy1AlxFCUng9utlhdfSW+Ib64JMWIZY1Cp8g7kU1QqB+nF29HFeCN9aAe2I3pgdmkwFTRSOVtD6HqnUjOkUyMPcMxXT+GsPhwnMNFEd+uEBoaRGho0DnvC4sIISwipE1b9+Q4fvpuLWazmahuEVw5bij6Zj1qtRpnVydeue81qsqrW/s//vYjXDv/Ol6640XKC8ux0lhx639uY+jkoWi0Gkqyi9i1fCs7lmxuDQgBbFiwmhkv387Wz9bQ55ohaO20/K/GilrKT+VTdvQ0e9/5AZNOj0+vSIa/NAvXcN9//DtRuTjiNHkYDmMHIimVSKqWYLqmewz1365o01c7pB8KO5t//FgXM4vJgGxoRDbokDQ2SFa2KJQiy+9i8peCQrIs7wfiJElyBCRZlmt+c/fSPxsvSVIQkAjsBTzPBIyQZblYkqRfw8O+wJ7fDCs40/a/x7oNuA0gIODyrnsjyzJmXS2yrralwdiMSd9A5cnT6Euq2fL6cgz1LTuPNZRU8fPrK5lw/42klddj76ClKqWGkVNGiIDQeXYhX6Nng0ItO5EJl68L+TrtChaTAXNtMchnam0Zm/EJdWXbQ5+3Po+Wp+aza4WagQP6YKqppqF7HHLKVgKjAkVAqAOIa/SP6asbyPhyE8GDuxExIhyl0gImPSoF2HhrKerVn3p7KzxcleBghbObM4FhASIgdB6Ja/SPmfVGclfsRutiT/dre6G2MoNJjxKQXFU4fvgqp3YfJ7x3DGoPe9w9XfEO8O7qaV9SOvoatdJY4eLmzPAxV/DeSy11ShUKBfc8dkebgBDAwje/5MqrhlBe2JLJaNAbeO/R/yMkNoTIhEgyDpzCSmtNfUVtu8cxGox4hvmec7czfYOOX15dirO/B7v/+11re9G+NHa/sZxRb92O6l8WKlf8z3jrpHjsrh5Lw/I1IMtokuKwmzDysnx+lS0mzPXlLV+oAbKpGcmgQ7L3QFKIjNSLxR/mZf5aL0iSpPskSbqPlno/s35z+0+dyS5aDsyXZbnuj7qeo63dx1ZZlj+WZTlZluVkd/fLe3cs2Ww6GxA624hHlA9Ktar1g8yv9LVNFMjWbFq9HxsXe66cPJzo7pGdOOPLw4V8jbYEhcSW9MKFfZ12CbPhbEDoDCU6EmcOa9NWfCSbhjGj+NrahUNpBVwxawwe3h4I55+4Rv+YZLZQk11C0OBuLQGh31ApLWhdbCgvrMbGyZbkgUmERoegUv/VBHHhrxDX6B+z0VpTkZJL3LUDWwJCv6GQLMjWalZ8vh4bZzvie3YTAaEO0NHXqJuHK9NnTWXRp2eDMQqFRFN9U7u+TQ06Gusa27WX5bcsJWyorsPKWo2bf9vXVEmhwMraipFzJ6Gyav8cVpVZRMqSbZia2xeFzt5wiKaK+r99Xn9G5eaCywN34L3kA7y/+b+WItOBfuf9cS4GstnUGhBqbTPqWtqFi8afLdb9dVGk/e/8+UOSJKlpCQh9I8vy92eaSyVJ8j5zvzdQdqa9APD/zXA/oOgvnMNlrn0sTZZBUipQqNpGZxVqJY06PUPvGI/WyY64pFhRZPIy0xIHklBIChEUEoQ2/tq3ew7+bmz45QA7dhwmtncsMQPiO3hegnBu1s52aF3sOcf3Zy1k0GiscPLqvMKsgvBbtu6O2Hm7/O4lajaYCI4PxVFcoxctO3tbfAK8qak6+yW1yWRGY6tpF4SedtsUclNz2h3DxbOlnmloj0j2rNzB+PuuwfnMNaGxsWbcPVNRqJUEdAs+5xyMupaAhPIcWURu0f5o7K3/0bn9GYW1Bk1EKJrYSJT2dn8+QBAuYH8YFJJl+aMzfz9zrj9/NFZqyZ/7DEiVZfmN39y1Ephx5ucZwI+/ab9WkiSNJEnBQDiw7++f0uVDUqpQaNtu0ylLCkqO5XFq9V4Sbx39m84Sve6fgsrPGY8wH4IixHrty1FroWkJsSW9IPyWUg1S2yC5waimMqv0bBcrFb0fmkppZSXPfvgkcX3iz5nKLgidwSPCj76PX8vprScwm9u+nTOZFOTty8CrWxA+oZfnt9dC1/OK8GfAU9M5sWwnBn3ba9QiK2hqNDBg2lB8Qv55zRehawWHBaJQKug1MKlN+/KvfuQ/HzxBj/4JBIUHMv+5eYyaOpIbH7wJa5uzQZpr5l1DUHRQy7Hiwxh/19UYdAZ6TxzI2HmTGXLTSPJPZhOWHP27c3AK9MTOy4XK7GICBnZrbVfbaBj81A3/uti08MckpQpJpWnbptYiKUVm6sXkD/9vSZL0zh/dL8vy3X9wd3/gRlq2rz9ypu0x4GVgqSRJtwB5wNQzxzohSdJS4CQtO5fNFTuP/TFJklBoHUCpRtY3IqmskBXWqO3yMemNlJ7KY8xHd1NfVUe1QYfB05HoHjF4eLl19dSFLiIKTQvCuSlUVkiOXpj1jWAyIGlsac6vwQz0e2QaahsN2gBXtu4/xMSZE4jrEdvVUxYuc1YaK6LG9qYkyJP6Wgl7NzsUGGms1lORWUboqJ74JYR19TSFy5hCoSB8RBJ2Xi7UVZlw8rZHqTDRXG/EaFIia6yISRRlDC5mVhorho4ahK+/N07Ojmxes42AkAAeemE+SX0T6DU4GYvZgu2ZHblcPVx4e807lOSV4ODigH+oP9a2LUEitUZNwoieNNQ2UFdeQ3VRBUq1ihGzr8LBzel35+Dg48qUBfez8+3vsfZwYsiLN6N1sME9NgiXULEksaNJChUKOw9k45lC01Y2LX9EPaGLivRHHwwlSZrxm5vPAE//9n5Zlr/ooHn9JcnJyfKBAwe6cgoXrKaqepBlbFwdqCitxGw24+HtflkWQOtgf/gLvdCu0bKyCuK7X4HBYCQ7ax9OTo5/Pki42P3pP/oL7Tq9kOjrdRh1zagdbagqr8bGzgZHJ4euntalRlyj50FDXQN6nR6lyYKdm+O/LqwqtCGu0fOgtroOU1Mz1tYabF3F+48O0KXvSQ16A5XlVdjY2uDo3Pmvk8ZmPfraJqyd7FBpRBbvBUp8EL1A/WGm0G+DPpIkze/qIJDw19m4nC355HZmra4gtCwZE5lCgvBXaey1aOxbtr/19vPq4tkIwu+zc7DDzkHUtRAuXI7ODtAFwQKhc1hprLr0dVJtrUFtrfnzjoIgtPN3FvuJT5BdrCK/DH2jDmdvN2wcW9IwS4vK0Dcb8PRxRyOeCIU/8dvlYxaL+CctXJ6qCspprG1Aslaj0qjwEsEe4QJj0BspLSpFpVLh7e9FVWE5uromnLxcsHX+030+BKFTVFVUU19bj4ubMwpZoqa4Emt7La5+YkdGoYXZbKYkvxQk8Pb3QqH4sz2O/lhTbSPVxRVobLXtdikTBOGfExWgLmBl2UUUp+WjsdNSXVTJ8ue/oLleR2D3UKa9eCspJ9J455n3qa9tYOhVg5nz8Gz8g0WxPuH3WSwWFAqRKSRcXppqGihKzaW5vonGBh3Ln1lIU20jXuF+JEwfjEklMWLSMGztbLp6qoJAcX4Jn7/9FWuWriMkMoRbb5nGqpcX0VjTgE+kPze+Phf/39mFRxA6gyzLHNx1hJcffI2SwlKefvlB9n+5iaLUXGwcbbnm2VkkjO5zzu3DhctHRWkl3y34nkUff4dCIXH9HdcxZeYEXNyc/9HxitLy+ebhD8k9kom1vZbJT9yEm587TTWNeEX44RUuiuoLwj/1h+FaSZLqJUmqkySpDoj/9edf2ztpjpel/JRs3pr4BF/c8SZ5RzP55uEPaa7XAZB7NIvvn/+SLSu3UldTjyzLbPppK0s+XYbJJGpzC79PFJoWLjdNtY2semUR71/3HKWnS/j6/vdpqm0EoCSjgGNLt3N41xFSDpzo4pkKQos13/3MT4vWYDZbGHPVUJY+9imNNQ1Ay4eirx/8oPW2IHSFvOx8HrjpUQpzixgyaiAHvt5MUWou0PKc+8X8/6Pg5OkunqXQGerrGtj9yz6WfLmCbRt2UlFeCbRkCO3espcv/+9bjAYj+mYDC978gp0bdv+jx9E3NrPihS/JPZIJQHO9jm8f/oicwxl8Ofct3hr/OKcPpp+38xKEy82f1RQSOcqdwKxrRncyB31eKWoPZ6yjAvllwRqa65qAljTy/5W5+yTJd45m55a9rW3rV2xkxrzpuHu7d9rchYtLSxxIQpIQQSHhkmOsrkN38jTGsho0gV5oo4MoSc8n58ApZr4+l9ra+nbXfVFqHj2HjOHY/hT6XNGzi2YuCGAxmynOKWLNdz+3tkkGM/L/LPUtTM2ltqQKWydRP0jofBazmbzU0+ib9QCEhQay/+e1bfrIskxJRiFBCeFdMUWhE5jNZgpyizhx7BQL3v+a40dOMmX6eIryi7G21uDi5sza79a3G/fLzzvx9vHEO8AL3z9Y3VBTXk1TfRPOHs5o7Wyoq6gh9Zdj7foZmls+Ixl0en5+8ztmffIAVtr25TSMTc0UH8okd+sxbD2dCBwUj2tkx2QWyUYTTady0GcVoXSyQxsbgpW7U4c8liCcLyKvs4vJFgtVy7aQ/9iHrW3uN49FozybxOV2jrXZboGelBSXtWnzD/HHRix/EP5AS6YQIlNIuOSY6hopeuVrKr85+4E64L/zUMWFMvmZmRxfsB7fUcntxjm4O1FTU4tfZAClRaV4+nh25rQFAUOzgcriCrKOpuPj60ZQeCBFecUAKDTt36bZuzmidbDt7GkKl7mayhrMRjNVuUVYqc5el1XVtTh6OlNbWt2mv9ZevB+9VNVU15J6Mp3sjBxqq+u4aspIbrtrBgvf/4afFq8BoHtyNxIT4zm852ibsR7ebix4YyEDrxyAT4AXbt7u+Ab7YK21RqlUolQrSdl+lE8eeY/KogqiesUy87lbcfVwwT3Ii/KckjbHs3U+GxwvzSzE0NSMpFBQmVlIQ1kNDj6uuIX6cHrTEdbO/b/WvgdcV3H1d4/jEnb+y27UbjtM9i0vgsUCgMOwZAL+Ow8r93+2bE4QOoMICnUxfU4xBc8uaNNW/vlqer//EEpXewJ7R+Fsb8+YR66loricvN1pVOSWMvr+a/jq6+WtY6w0auY9MQdbe/FGUfh9vy4fAxEUEi4tzel5bQJCACX7T5JeW8vqRetw8XRhkoMVox+eRmVJJWUn8sg7kkW/2aNYuXYz8QO6U1VVI4JCQqexWCycOHCSdYvWcXz/Cbr3iyeoeyijp43E098Dg97I0eOnSJoykIPLtwOgUCq4+pmZOPuIXUWFzpGflc/+LQdYt3gdWjsbxt40ltLqCu594S5yMnI5fvQUk2aNZP1/v8NypoRB76sH4x7s3cUzF86H+roG6urrcXS053RWHk1NOpYvXsmyRStxdXfh5luns2HdVsaMH4HFYkFrY83su2dSUVpBRLcwnF2dqK6sAVp2Q07u34NuidHY2Gg5uvsYh345REhMKL2H9uTA5gNMmDmO/97yAmajCYBT+07w0YP/x2Nf/YcpT83g0zvewHRmBUXssB7YONujsbVG39hM0qSBaGy1HFm0hXX/+RJkGYVKyfVfPMSuV5e2OS9dZR0lR7KRzDJGnR6HAA+sXf79AhljeTX5j37QGhACqNt0AN3xbKyGJP3r4wtCRxFBoS5mbtAhNxvatauw4Nk9BGsXOzIKiyhTNOMc74+3jw19vX1467kP6DeqL5OuH09tVS3d+8YTEikKTwp/TNQUEi5Vppr6NrfVXq4cdbDmi+c/BSCuX3fKa6uptzLhnOCPOsyVAfeMpzCrkFvvnUFNVS1mo6jJJnSerBNZvP3IO+Rl5AEQHh+GnZPd/7N339FRFe0Dx793d9N7770nEDqhN0GKIIJIERBQkabYKBaw0EQsKAqIoBQBEQFRVECQ3iFAgISQ3nvvW+/vj2CUF99XfwoEyHzO2aM7mb33mWXOlmfnPkNeXgEBkYEcP36G4BYBuLi4Ma5HK+pKK7HzdyOsQ7NGjlxoKtS1ak7tO83qhfWvowER/qCSUCpVKEyUSJYq7AKdMfWy4+kvZlAQnYxrC3/M7K1wCxZFf+91Z06fZ96b79OseRhBwX44ONiTm5XPlq92AJCfW8Cxw6cY8fgQkhPTGDNpBHVVdaxYsoay4jJ2mf3M408Px9PbHaVSga2dLe/N/ICAMH8szM058+sZAHLScok5EcOUNydx5cTlhoTQb1IvJVGSV0RVWRV9pgzGoDegVCnJuJLCnuU7CH+gNSpjFR0ff4Di5Bz2vr3ht3oJGHR6ru2LRlujvml8tUXl7HjoDQx1GuzDven5yVTs/+UlZfrqOrR5xTe3izpwwl1OJIUambG7Eyb+HqhTshvajFoHk2dnhr2NNdu2/MCGz7c0/O252c9wqfwa9i727Fr3I2Etw7C3sSYg1L8xwhfuMb9fPiZqCgn3FxNfdyRT44Yku6J3W374/hAA/Ub34+SFC6xYvR4AIyMVs95+nqTUNK6eu4qRkQqFpMBNbE0v3EFZyVkNCaGO/TvhEOTGs+NnNfx95LihHPz1GF27RHE5r5wuUa1xD/FCqVI2VshCE1OQU8Cv3x0AwNbBhv5PD+L5Z15Dr7++IqhzGyI7NGf7dz/hYmlPv/BILDzs8QsVP1Lea2pr6zh37iInT53DzdWF4CB/hj3yJC/NmMzXm3bwxecbAejTtwcz5jzHx++upFWbSMLDQ5g59Y2G4zz/yhTCmgVRXVVD/JVEvvzkK+wd7Xj/i4WUFpYy9Kkh2DvY8elrn95w/sqySirLK7H9k0usLKwtMLU0Q11Zw08ffXvD3xw8neg5ZTCu/u6oTIxIPhxzUx22uJ/P0PnJvpx89/fVQkpjFWgNGK5/ZiiJy+DCR9/R/aPJqEyM/vHzaORij03fKMr3/l7zFYUCE3/3f3xMQbgTRFKokRk52uC3YgbZG/dQ4mpPtakx1iHenD97BZ8g7xsSQgCfLV3L4uVvYqpTkRiTiJGxCs9Ar0aKXrjX1CeCJBQKBYY/LG0VhHudaYAHAevmkjn3cxTDelLo6cCjHg6UlZajsDLhwhe/F6jUanV8s/47OvRqR6tOLaiurKV523AcnOwbcQRCU1FWWk5mWhaWdr9fqtBtSHcSryTxyqxpSEoF6dk5bF6/nQUfzWHXj3vp2rY9rhG+2Is5Ktwhaanp1NTUYW1bP0+fmD2OkvwSZr48BUmpIDktna1ff8/AR/vx/pIVLFk0B7eOoXgF+zRy5MI/sXfvQUaMfAaARQtfIzsrF29vD67GJZCaktHQb9/eQ3Tv2Ym5C2fh5enOlLEv33CcFR+sZv4Hr7Pvh1+ZMH0M8ZcSOH8qhoM/HyE5PpVOPaOQkTEyMUL7h410nD2ccXRxpKa8iskfvYBOo+HcnlPEHLzAhPnP4OzpQm2rIFTGKnSa31cStR3chcK0XDzD6uedtbsjSmMV+j/0MegNBPRri5mdJZfW78fKw4GIx7px6o2vbog989Al1CWVqNz++eus0swEj1eeQJZlKn45g5GrPV4LJ2MeLhKlwt1NJIXuAuWWZhyzNGHnB/VZeJWRihc+fhml9Z9Uz9do0ai11FRWExDhj4e/BwFhYpWQ8PcYDAYUCsX1y8caOxpBuHUkScI8Khzdgol89PyHlOQXY2FtQbNOzekx/IGb+mdn5mAwyFjZWOHi70CzNhGNELXQ1GRn5hB3+Rp52flYWlrS65Ge5GcX4GBjw+q1e6itqgXAO9SXpyePQafT4erqQusOLcSKYOGOiT57ifTkNHIz8xkwdgA6nR4fPy/Wv/kFmt92HWsRxJjxj1FdVYOziyP+wX54BvugUCj+4ujC3aa4uIRXX1sIQHCQP0kJKfj5eRMSGkjMxbib+l+6GEuXLlGYmBjj5etBZtrvVztotTosrSyI6toOg8FAvyG9adG2GdvW7aQgp5CstGweefwhhk0cyteffgOAmYUZo6YOZ+n099Ffr0vVqntrgiKDeGTaY/g3DwTAyceVR+eO48rBC1SXVhLerQWZsano1Fpa9e+AplZNbVUNfRaMp66kkqs/nqIqr5Shnz6HQ4A7DgHuhAzuhEKlJOfoFWpyS24Yl3PrQIxt/n2BdNNAT/w+nYE2vwSluSlGzqLAtHD3E0mhRpaTnkN2cjY7V32HZ7A3Q6Y/BkYSxZXl5CTn8cm6JXy8+DOS4lMAcPd0xdXdBXPZiEGjHyIwIrCRRyDcS/64+5hYKSTcq3LTc8hJy8XSygKvYG+qKqq4ci4WG2c7zv1ymnb9o2jZqzXV1TVotDoq6mr4ZO1iZk97i5qaOgC69+5MWWkZPr6ehEYEN/KIhPuNXq8nOzmbwpwCbJ3s8Ar0wtjEmPTUTDJSs6iqqCIg2BfHod0oKSohNTOLpxZPZt3rq6kqryIjPo22D7bDxNyEhwb1IbKdqCMk3HrZqdnkZeRhZWOFV5AXZhZmZGZkk5WaSXJ8Kh26tcNgkOk99kFSsjJ5aslkti7aSHFeMUkxiTzaqzV2Lg7MmfsSEZEh9ZfkCPccjUZDWVk5AF27dSAhLom6OjUqIxVt27ekpqaGJ58ejbGREZZWFgSHBJCalM7pU9EMf2IIZqamVJZXotfpMTEzobqymqXzlyPLMmbmpixeMY9OPTvg7OaIwSAT2iIUI0mBhY0lmUmZtOzUgi3vb2pICAFcOHye8LbhfLNsCy8um4GRiRGmVmYUpOVRWVyOubUF+z7fhaZWzdPLX0Sn0XJq035+XLCx4RiD5o4lsn8UNn8ozG9sYQqAYwt/gh7tTOL24wCYOljTbvZjGJmb3pLnVGlmgtJXFFsX7h3i1bsRXYu5xsZPN9P34d6MfvUJ3EK9+PLzTVyLS6Rrz0706t2VbVt+4OW5zzJ1zMuENgti+uzJuLg54ePrgafXrd9GUbi/yTJIkkIUmhbuWVejr/LW+LeoLq8v2th/TH9a92qDi7cL505fwsbPAWs7G0rLytm47lsy07Pp068H7Tq2YeGyN3hp4ut0692ZkMgg2rRvKRJCwm1xet9pljz7LjqNDkmSeOatZ+g9sg+SQmL33l8ZNeZRLl6MZfeu/RipVAwa0o+amloef30cn89aXn8QnUxoWBABgX4YGxs37oCE+87lU5eZN+FtaqvrV6cNnfQogycOpriolOTUdJw8nSguLuX77T+TmpJBvwG9iGwZweAXh/Hl7FUAmBgZ4+rpTGBgAHb2No05HOFfcHV1Ydq0J5k//0N8fbxxtLfnow9XMXrsMIYMHUDHjm15dcY8NBotQcH+PDVxDHk5+ez56VdsbW2YPH0C6SkZfL12OwaDgfDIEBYuf5PMlEz2/3SIg3sOU1dRy67NPwHg4GzPa+/PxD/cHwsLcyQkCrIKbopLo9Fy8fAFTv18nJA2YXiH+ND18T7kJ2URf+IKeq2eB54aQGC7MApTcvlp0aYbHv/z4s0Ed4vkz2amuZMNHeePI+yJ3mir67Dxc8XKy+l2PL2CcE8QSaE7TKfTUVxUSl15NannEujSuR2yQsZUVpJ06BJ9OnciNSmNLV9tJ/FaMjNfe47TJ8+xfvsKFCoFJmamuLk5Y2Ehtp4X/v8MBoMoNC3cs6rKq/j8rVWoa+uI6tsBS3trEmIS6dq3MymHYwlu4Ut+ah61SUVU19bQu1sXPvj4M778fBNqtYaeD3Zj4/efUafWYOdgR7PmoY09JOE+lJeRx8czPsLYxJiOD3VGqVKyZdkWnAPc+eqrb/Hx9cLG2JzqGgWD2nbB0sOOXT/+ygP9e+Dk4tCQtA+MDCQo2F8khIRbrry4nE9f+QStRku7B9tj42jLyT0nCGkXSq2s4YvPN7J+/adcO32FDt6h9InqyJnYKyiNVAQE+mBlZ01laQXewd74B/iKhNA9TpIknpwwCjMzU/Q6PVZWlkx/YSKhoYHUaTRs2bQDjaa+/s/QxwaSn1vAZ5+sbXj8lAkvM3/J68x6+3mWLlxB3KVrpCalsfaTjYyeOILKsgrKSyoa+hcXlLB72y/UVNQwYHhfspIyadG1JTFHL94Qk4mpCQ5ujiRfSmbP+p95Zc0cclOzcWvmS+SADrj4uhJ//DIntx/Ct7k/ZtYW1Pxhly+9Vk91yY07k/6RibU5Lm2CbuEzKQj3LpEUuoNSU9JZ89lGstKy6RnQnOKUPLo83Y/Nr63G0cOZ8sIySnKLeXb2eGbNXUj0mYtcOHcJXz9vCvOLUOt0dOrSRiSEhH/sty3pQawUEu491RXVVJRW8uiMkXy1eRsF+UV89O6bfDP3CzoM7YqlsSnr3/sW9fVLxCxsLHn5+cnMW/gh3369k4FDHsTMzAxjU1OREBJum/LicrxCffDvEMzmr+u/TI0Y/giWdhao69Q8P30im2atIvNqWsNjBk8fQnFdHZIsYWJmwvDnR9CyS0uREBJui6ryKupq6nhs9uNs+no72Ufy6Ne3J3bOduReS+TzNR9w8fsTHP/2YMNj2g7uTMzVZNp3aIWpuQnDn59Ii46RmFuJz6T3A3d3V4Y9Ooj8/EKqq2rQabW8/NKbdO/RifS0rIZ+Hh6uLF/6RcP9sIhgZFkmKTGFM8fP88jwh/hmww7KSyswMTVh3YpNLF3zDvO+W3TD+VIT0/HwdOP88QtcPHKBwU8MQqvWEncmFp8QXwZPfIS9G3cz8MlB7Fi2FSdPZw5u2svuz3Y2HCOwdQguXi6c/f4YJuamDHlxOLsXbm74u4W9FXYeYvWPIPwdohrcHVJbU8uCuR+wfs3XPD3hcQLaheEeFUJqXBqj35+CR79mtHr6AR6e+zjJRy7TqUs7lEoldbV1GBkb4+HtQXCoP+6eYktD4Z+TqU8KKRQKkRQS7jk29jYMmDiQOXMXk5dbwKiRg7G3t6Pr1IFoLIzIzsrj0cVPMeDlxwCoLq9CWa3F0soCK2srTExNURqraNFKFJUWbh8HVwea92rJokUfk56WRfMW4XTqEUVtZR1D+/Yl9ugl+j07hKc/faFh6+MTm34lIiwIB2d73tg0jz4j+2JhbdnIIxHuVzYONjw0aTBz5r7DpZg4TE1NGDz8IUpKy3B3cKI0pRC3Zn48s+Jl7N3q67FE/3CCXl07YmNjzQufzqDPiAdFQug+cv78JTp07M+0Z19BlmVOnoomPT2Lo0dO8fCQfg39zp6+iI2tNUEhAcyZ9zLevp74+nvTqk1zAOwcbAFwdnVCkiSmzZqIkbGKOR/N5smXxjUUIm8VFcm1SwmkJqTj4uXCmnfXYupgydubF9DmgbYc3nWEToO6UpRTSE1lDVF9ovhlza4bYk46fw1nfzcC2obSaXhPVJZmeDSr3+XL3suZJ1a9hJ2n4x149gTh3idWCt0hWVm57N19gAVvzybjxFWid53AytGGPpMHc+7EBbZu+A4nF0cGjxlEi4eiSNuzj8dGDebg/mN06h6Fo4sD3j6ihpDw79RfPiYhSYhC08I9R6FQUGfQ0vuBbjzQsi0xO0+w+ZcEOo3pzelzFyguKWX4uKGUKdR0HtGL498cQFurxcTEhJdfnYatrRUBQWIHJ+H2cnB14GJs/Y49r897GW93d1a/vxZ3V2fahoVx+usDSEoFXcf0YeInL7DymfeorazB2cUJvQJCm4egVCobeRTC/czMwgyDUf1OUR27tOXFl6eyY/33REaEok4rIfbgeZx8XGk3rDsjFz7NiiffRZZlfHy9kADfQB/MLMwaexjCLaJWq3l3yaeUlJTRpnULcnPyKSutLzydmpqBsakxo8cNY+vm79m//wjzFswmP7eAhW9+2PAD49XYBCY9O56yojKemT6eEwdPM/Ot6dRU1fDJwlUUFxbTe2BPXvtwJod+OoKRkRHF+cX0eaQX+7/dj8FgwMPHnY9eXkpxbjFQX2z6wRF98A7xwTPY+4ZC1ABKlRLPEB/SzidycvthfCMDGDx/PObmZljYW2HlZHvTWHVqLaVZBUgKBfbeLiiUYn2EIIBICt12ZfmlXDl0gdLKCppFhmJUqObIV78AUF1WxcZZn9HjxSFUlFVSUVbJx28t590182nRNpIL5y7Ro3dnWrZuhqnZramGLzRtv10+JiG2pBfuLdmxaRz65Dv0ofY8GNWBAx/vbPjbT+99w4MvD+PdJStISUxj9qKXMPZWcmLrQfxaBfFG61kEhfiLhJBw26mr64jdfQYHaxveeX8u3t6ezJnyNjqdjv49urL7o20NfX9Y8jVPfDANRy9nWvRui4WtJV6+nmJLb+G2qioq58S6veiM1LwwczLde3bi47dXYGFmRvHFdOIPxwCQcTmF3IQsxn40jYA2Iei1OjwDPfHwE3P0flNZWU10dP2/+5AhAzAxNcLT6/crEz784DP6DejFxq2fodFoMOgNnDsbgyzLNG8ZzsDBfbkWl0haSga9+/bg08WrAAmD3sDSt5c3/Ai5/avvMTYxxt7elm1rdtCtfxd0ai2VZfV1f9y8XBsSQr85sOMgCzYvwMPfg7BOzbl64nLD33qOfpCd720mPzkHgPjjl8lJyGTWjgV/mhAqzS7i4Mc7OL/tMAqVkm6TB9Fh3INYOoiaWIIgXtVvI51Wx741u1g/eyWpJ6/y6uzpnPnu6A19ZIMBRZ2u4Q1Wr9dTkFOAVqfjsccHM3rCcJEQEm6ZhppCYvcx4R5SWVrB2a8PkHgohtCAAHKik2/qk3U+iaDwQMpLK6iuqgaFxISlz2LpZk9QWAARooaQcAdkX0ph+4zP6PNQT8wtzIm/nEB1VQ0RrcJJP3n1pv5Xfo1mxOtP0HFoN3z8vcWXbeG2Sz0Vx+FPd+IfHsDVuATSkzKIuxhP+w6tuHbk0g19tWoNVYXltH24M6PeehJ3Xw8xR+9D9va2DBz4IO7urqiUSkpLyikvq+D1OS/g6uqMmZkpTo4O7PphLy88+zpm5qYY9AZMzUwZOLgvS+Yt4/ttu/lixUYmjn6eqbMn8sTkkRTmFd20Kn3X1t10eCCKJ14Yw4AR/TC3NKdLv87M/PBlTMxM/jQ+W2c7ZBlCOzen09DuOHg60bJPO8I7N29ICP2morCMjMspf3qcyz+eInrrIWSDjF6j4+Cy70g7HX9rnkRBuMfdtpVCkiR9CQwECmRZbna97S1gIlB4vdtrsiz/fP1vrwJPAXpguizLe29XbHdKSXYhB9bt5pHXxxAXn0huSi7WTjbUVdbc0E9SKW540bSwsqBFVHOsbaxwdXO+02EL97Hf8kAKhSQuHxPuGSWZhWhV0HHh49Qo9Th43lw40sLBmvLY+t1NjIyNcPZwplajxtraiuCQgDsdstBEFaTmMPzbV0lISqG0uAy9XgdAeUk5FuG+N/W383DEwtMB3zCxik24MzIuJTP0y+dJLcgjPCKErMxcjIyNqK2pw9TKjNqKGz+jmltbYBfshn+wn7is8T6lUCgY9uggXF2csLa24ttvf2DUyCHoZQMLFr2Kg4Mdr81aSHJSKgDvLV7OE+OGo1BI/LBt9w3Hqqqq5vCvx1Eg4e15c9kLByc7Dv18lF92/oosy7zw5lRCbUNJuZqKhaU59i4OlOT/vlpo0JMP4+LpQlF2Id++txmPIE+iHulKTmI2BZmFSAoF8n98nq0qrfzDxir1tLVqLn1//KZ4Eo9cotmAqH/1/AnC/eB2pvvXAf3+pH2pLMstr99+SwiFAyOBiOuPWSFJ0j3/ziMDj7z2OHt/OsiB7w9hbG7Mw7NG3fAi5eLvRkFFWcP9gFA/vAO8cHZ1wkMUlRZuMYPBgEKhqN/yGLFSSLi7VVZUcS0uEZ0KMoxrMRhkdu3eT7uh3fCJ/D3RY2ppho2/CzmZufTq3w1PH3d0sgFjY2Pc3JxveM0VhFutoqyCa3GJnDsbg8LfnveXLKe2tg4TUxMqqqpo3bElyddScW3ph/Effgk3szan2QOtCWsWLL5sC7dVWWk5iVeTib0cjyHCiYySIkpKynB2ceTihViGjnmYH3bupfO4B294nH/bEBz93AgODUClEhUn7ld1dXWkpWfQPqo1SpWCBx/sgaOTPSVFpSQlppKTk0dwyO+J67i4a9jaWzN63GOo1eqbjqfT6vh63XaCwgPw8vNsaJckiQnPjqFd1zZMfe0Z3lr2GhGtwzDoDcScvMQ3K7+l79h+9Bn1IC06t2TaO9MY/PRgVEYq7F3seXj6MKIGdSbxQgIqMyOsHG3o8UTfG87dsm97SnNLbopJaWKEZ8vAm9pdw3z+zVMnCPeN2/YKL8vyEUmSfP9m98HAFlmW1UCqJElJQHvg5O2K706wdrHDxtcFW0c7Rk4bztlD58gN8OTx5c9RmpqH0tiIwpoKtBh4YtrjmFua065TKzy83XBwsG/s8IX7kSzz2/djcfmYcDdLTUrn7RmLOX/qIh9/tYTuPTpSVl5OZFgY367fidLPllFPTaOutApLRxvikpJ5Z9XbuHi4kJmVTavWzW+oiSAIt0Pi1WQ2f7GVCk0tjwwbQEpSGulpmfh5eHBo12E0Gi1DRjxEjwFdySstZeyyZ6nJr0Av6/EO9yOwdUhjD0G4zyXEJTH3+QX0G9YHnwBv6mprOXrwFP0e6MHR3ccJ9vAiJCIQN29XNCgY89E0aosqMbO1wDnQg8DIQJFYv4/l5uazaPEyVq3agCzLjBwxmEeHDqSwsJhTp6Kxs7clwiqYB/v2pE3bFtjZ2ZKTlcuLU+YgSRKTnx3Ph4tWNBxPpVLh5OxIVVU1KcnpzH1/NmlJ6dRU12JnZ0NRfjGr3q3f0v6l+c9hnGtE6rVU7Fzs6D6oGyd/OUlRbhGPT38cvSTj4FK/+52xmQmWtpZsePuLhnOd++U0r254EysHG+qqajCxMCM7IZOQjhE3zVmFQkHUmN7E7T1LdXH9qmLnYA+CujW/3U+xINwTGiPt/6wkSU8A54CXZVkuBTyAU3/ok3W97SaSJD0DPAPg7e19m0P9/6uuqKamsgaNXkN5aQVV1VW4eDqz9oMN9R1+Pc0v2/bTY9QDmFtZUFldycFfjhLWLISHH+2Hj78n9o4OjTsI4V+5m+dofSJIbEkv3N3zVKPWcHjvMQYP7cczL4zHIIGpuRmGghLWLvqyod+BnQeYMm8Kp4+foEOXduTlFWDnYk9oWJBICN0H7uY5ClBTXctHC1bQpV8n8guLMTE2prK8kvlvzybmWAyXTl+mMLeIY7uPM23+VErQE5OUQMvWzbG3tyMgyLexhyD8S3f7HK2qrGbRax8Q2TYCjCSMjI0pyC9i8EMPknAhkezUbDKSMji06zBPvvYkV+LiqZM1RLaKwNLKgqDQIJEQusf91Rz99cBRVq5c13D/6y07GdD/AcxMTflmy046dmpLQIAPpcVl6LQ6Th47S1SH1nh6u2FhYUF481Befn0a+3YfwsbGmu4PdGLdZ1+jUCiwsLKgTqOmtrYOY1MjXDyceWfG+0D91vV2djYsfnEJGrUWgJP7TzFx9pNsXraFkoISrl24xkOPDwAgLTaFXSt3ABDYOpiQtmEUZhWQl5FHcFQ4J787TFlhGT1G98G/zZ8n293CfZj83TzyEzJRqpS4hHhj4yZ+hBcEuPNJoZXAfOqvrJoPfAA8CfzZO86ffmOVZflz4HOAtm3b3lXfaq+eiWPdvDVkJmTQ+oG2DHj6YcwtLPjx659v6FdeUo6vhyfFteX4+nsxfdYk3Nxd8AvwxsrKqpGiF26Vu3mONuw+Jkno9aKmUFN2N8/TpJhEEvbHkBabQrNOkfR7ehCfrViHpfrGtyy93kBGfDodu7Wnqqqa0IggrKwtCAoW9VnuB3fzHAUoKSrlwcG9MDY1wdPLg8zULLwsHdn4xhfotHr6P9qbjOwcDv10hCunrvDg2L4otGBpbSESQveJu32OFhcWY+9kR79H+lBUUEx+Tj6BLl7sWLKFipIKogZ0pF2X1mxftxNNlZr2ndvi7u6CkbERYeFiFdv94K/m6E8/7bvpMfv2H2Hww/3o0aMThw6d4OSJc4wZ8yitWkfi6uaCwWBg7vyZFBYU8fTY5+nZuzNvv/sqm77YyuI3PsLOwZaXXp/Gj9v30LZDKyQkvly6kbnvzGyoZ+ng7EBqQnpDQug3B388Qq9HeqKuqaNVl5YN7VlJWUgKBcNeHkXSpSR2r/8ZVz83OluYEdQ+jKD2YX/r+bD3dsbeW9RrFYT/dEe3EJBlOV+WZb0sywZgNfWXiEH9yiCvP3T1BHL+8/F3s+ykLBaMfZOUy8lo1VpO/3ySLYs3UllZzZ/t/V1YWMS78z6mqLgEbx9PQsODREJIuO3qawrVJ4XESiHhbpRwOZH3nl5E4vlraNVaLhyM5qu3viDQ3xfDnyQy9XoD+XkFePl44OTsSGhoUCNELTRFaq0aGTh7PJqCgkLUxdVsXLCOssIyqsoq2f3FLoKD/TE1M8Vg0GNlaYmdsx1hYcGNHbrQRJiYmjDqqcdY+Nr7qExU1BZVsmb2Cgoy86mrruXwtwdQamXcfdwA8PX1wNjEmBatmjVy5MKdEhp68+tRq5bNkWWZoJAAZs6eRv8BvbCztyMvt4DLl+JwcrJn2tOzeHbibNpFtSSyZTPGPjaJBwf1ZMacZxk4pC9fLv8KSytLtq7/jk/f+5zh44Zy+WIcXv71NYYKcgtQ/slOdrLBQLN2EcRFX6Xjgx0b2hNjrjH0hRFcOhbDuX1n0Kg1ZMSn8/FzH5CZkHH7niBBaCLuaFJIkiS3P9wdAly5/v8/ACMlSTKRJMkPCALO3MnY/q2CnAKiBnQktF14Q9vVM7HkpGXzyIRHbuhrZWtFqw4t2bT9c3r16kpQiD/GxsZ3OGKhKfrt8jGRFBLuRtlZuWQnZdGsawva9e2AsWn962JWYiYmkorILi1u6K9QKGjdrRVhzUIxMTXB399HXOog3BEV5ZXU1tRh0BnwDfFGr9OTfjH5pn5xJy4T1iqUXo/0QqVSERIukpbCnSHLMnl5BdRV1fLsK5MoKixBXV57U7/oX87QoWd7/EJ9URoZE9kyohGiFRpDUVEJJibGhPxhh87Jk5/gzJnzFBbUXxK7ZvUmLMwt8PPzJijYn14PdKWuTs38d19lxqvPIikUvLfoE0pKyoi7fI2M9Gy+Wv0NxiYmBAT7kZ6aSU11LWq1ms1ffsvLC6YT1b0darUGdz93jIyNbohpxKTH8Avz5dVPZuPh+/tl4BFRzdHpdMSdjr2hv0atITs5+/Y+UYLQBNzOLem/BnoAjpIkZQFvAj0kSWpJ/aVhacAkAFmWYyVJ2grEATpgmizL+tsV262Wk57DyQOnOXk8Gr9QP2aun4NeCRqdhvj4JPxaBfDCkuc5vPMwngGeRHaKZP+vRxg0pC/BYTdXwheE20W+XmhakqSbtvAUhMaWn1tIRXklV2KvoTIyYsLiyRhbm1JdV0dtXR2lxaU8PedpYk9fwcTUhB4Pd8fJyxFJoSRcXOog3CEajZZLZ69wau9Jog9HE9YmnH6j+uLwmD35ablkJ2Y19HX0cKb/wx2xcbYjLEKsEBLunLPHojn03SEuHLtAWJtw+j/elzIHOyK6tSD2SExDPztXezr06YCZrQURzcTraFNiamrC7t0HGDpkIJ06tkFSKCjML2Ly5JkEBfnh4+vJ4nfnYmdng0ajQZZlKiurqSyvYO6sRYwa+yjtoloR1bENBr0BcwsLHnqkNZ6ebpSVlLP8vdUN57KxtWboqEF89sGXTHxhHFNem4ipmSlLv3mPn77eTUlRKT0e6o7BYGDp7GXUVFbz2ORhdO3fBWs7awqyC7B3scfcypyaypobxmFubX6nnzpBuO/czt3HRv1J8xd/0vZb/4XAwtsVz+2irlXz+cIvOPrzUQAKcgq5ci6WmZ/MRGmsok2bSMaNeY65b72MsYcl3/2yl91HDvPWotk0a/73rn8VhFvFYJBRKJRIkkGsFBLuOvmpuSyb82nD/Xeee5c5q17H3t6WkpISPt20gxHDH8a/fTClJWVYOlijN0Ck+CIj3AFFhcWcj76ErbU1X3+0mfiL1wAoyDnM1eirzPxkJj2nPsR3b26kuqIaUwszuj/WEzN7S0JFQki4A2qqa7h4MRYFEhsWr+NaTALw+xydsexlLCJc8C8LIOVSMgqlgsdeHIWlgzXh4nW0ybG0tGDB/FfY/PUOnn7mZby83HnphUksW7aAkJAg0jOycHZxxNraiiuXrlJcVIKrmzPtolqzZuMyXn1pHhnpWbSLasXAhx8k7vJV0lMy6Ni5HV8u34hWU18vyNzCnLpaNcamxjRvE0Fudj5qtYZ2nVtjZ29DVVU15aUVVJRW8PmC3xNJS2d/jFKppOfDPTjw7a9o1RqGTBvGpsUbGvq06tUGnxDfO/3UCcJ9pzF2H7uvJMencGz3sRvaqiuquXwulgXvf8ynK9/l408X8uL0uazd8DEPD+2PrZ0NEc1CGylioSkzGAzXVwqJLemFu0NuZh4ZKZlY2Vuz95u9N/392M/HMPOxpV37VowYMRhJIeHi7ESLVs2wtrUiIMD3zgctNDmZ6dmsXbOZ9p3aUJxf0pAQ+k1BTgElucWYW5jz7KoZFKfmY2pvgYm9uUgICXdETkYuBw8ex9HFAaWWhoTQbwpyCijKKaJ9+5YoolpTlVmCnYcjNh72ohZbE6XX69n14y+sXrMRgPz8Qtat28qIEQ8zaNBYNBoNJiYmbNjwCe8s+IjCwmIABj78IJOnjuOxUYM5dvgUPXp2ZsGc9xuO+/23P/HusrfZsXkXzi6OtGzbnKULVlBRVsEbS2azaHZ937c/ep2gMH9O7DvFmGdHUZxffFOMO774ju4Du9G+T3u2fvwNJ/ecZNSssahr63Dzc6dFl5bYONrcgWdLEO5vd7Sm0P3mUkwcGRnZGJvcXA9IUkjU1amZNeNtLKwsCAkLxGCQsbC0EAkhodHIsoxCoUCSxJb0QuOLuxDP0wOmsHLhamrrarGxv/mDnZGZCeYW5qz6/Cs6dWlHfl4BQaEBOLnYExwcgFKpbITIhaZElmWSElNx93IlLi4BpUqB4k8KpKqMVei0OlSmRqicLXD1cyc8QrzfC7ff+RMX2ffzIUzNTUlOTkWt1fxpfTWdbECr0VJVW4OZpy02brYiIdSE5eTm89mq9Q33XVycmDJlHC++8AYajQaAjh3b8PnKDQ0JIYAff/iFnOw8bO1sGDxsAAHBfnh4/l42trKyiisxV6msqqJ1+0jmz1pCRVkFAPm5BQ39Vi9di5GREU/PnsCBn4407Ez2R7YOtqiMVHQf0pPwdhEkXkxg45IN5GXk0bxTJHYuYkt5QbgVxEqhfygjPYvC/CKsHayZtWwmxfnFHNp5mLjoOPzD/UnKSAegpLiU2ppa+vXrhb2DHYFBfo0cudCU/faGK0n86ZuvINwp1ZXVfPzWcpw9nJn69mRycvMZPm04br6unNhzkuzUHEzNTXHwdiI5PYMrV64iyxDRLBRzC1N8fLwbewhCE5ESn0ptXS3to9pw4sQZJGMV418dz+YPN1NXWwdAq66t0CllKsurcFe44Rfghb+/eL8Xbr/ighIWvbSEiXOfRlJJqDU2mFqZMeH1J/lm2RaqK6oBaN29NTlFBQTb+mNrbYulhTmh4WIVW1NmamKCo6M9GRnZ2NrasPSDt7kUE4tarW7oExYWRGlxOU9PGsP3O3ZTWFiMsbExsixz5NBJ9u05RFSnNry15BWuXk5Aq9GiMlLh4+eFp6c761Zsbvi8qVAoMDExaTi2JEnYOthw+VwcKddS6fNILyxtLKkqr2roP3zyYxibGOPm584ra14nNy0HpUqJm587ZhZmd/YJE4T7mEgK/QOJ8cnkZORibW2FwaDn3KXL7P5pP3369mDM7DH8/MN+PlleXz7J3d0VK2sr2ndoJRJCQqP7baWQQqFALBQS7hSDwUByYhrZWTk4OTsSGORHRXkVvQZ2p3nHZpSUlJGanMHKZV8yYFAfRr06BiNJReLVZBZ/8ClTpo2nfbtW1NXWERjsLxJCwm2TkpRGZkY2dna2+AZ4kZOdh15nwNrGmp937cPWzgZ1XR3O/i6MmjMWXXkdarUGyUxFjboOvV6Hk7Mj7u4ujT0U4T6k0WhJTkwlP68AN3cX/AJ8yMrIZsKscXj6eJCUkEJZSTmaOg0+QV48uWAiVfnlVFfVYO5gSV5xEeaW5tja2RAYKD6TNnVOTg68s+h1Tp8+T9cuUZiamqDWaDEzM6VTp3Y88EA3mjcPJSYmlvS0LOa89RJ6nZ6Kskri4xLo0r0Dj48dysEDx9CotZw/G0NWZg5J11JoG9WK6TMmUVtTv+OduYU5zzw/jp++3dNw/mdemoCkUBB74SoA8ZcTePHd58lOyUaj0WJla4V30O/v95a2lgS1FIlMQbgdRFLo/yEvO5+ctFzi4xJJykhjzaqvMBhkBg/tT2SLcJa+t5Irl+MZ8HAfoP7F9oOP52FubkqEWEIu3AUMhvrdx0ASK4WEO+bXvYeZ+uQMNBotCoWC1Rs+wtHJHiM7Mx5/bBJ5uQWERQQzavRQ5r/5Pk9NGktAsB9nL8Yw4KHeZOfk8fTEMVhYWRARIYqhCrfHiaNneGr0c9RU13+JmbNgBq3aRlJRXsmpE+eIj0tg397DmJmbMeXZ8YSEBZFWVsb3P+7hqWdG4+zsiENIoEgICbeFTqfj+20/MfuFt9Hr9ahUKt5b9jb+Qb7oVTKJCcnEXLjC+i+/obamlt59u/PUM2NITcvkxMkzdO/ZiaioNiIhJDTQarXotDrMzc1Ys2YjU6dO4MKFS3y26n127PiJ0tJSJj8zk/z8QgA2frWNTz9dRK1RHceOnCbmQiyOTg7MfftldAY9fkG+mFuaM2zUYD794HOSElIYNXE4VeVVuHu5Ym5mSofu7fEP9mPQiAG07dgSEzMTOvRsh2yQKSsuY+6keZiameIf7seYqaNwdne6pWPW1KpR16qxsre+pccVhHudSAr9DXqdnmunYtm98jsCOoUjW8LBX4/x0qxplJWXs3HdVsY9ORJrGyv27TnIxCljWbfxE5xdnLC2tiJcLM8V7hL1W9IrUCgkUVNIuCMyM7KZ8dwbaDRa2nVozdRnJ2BspOLixVjeeO0dOnZpzzNTxxF35RqbNmxj8NABbN+6i5Fjh/LMlCcoLCwmKCgAaxsL3N3d/vqEgvAPFBYU885bSxn1xDBMTE0ICPLFx8+LffsO0a1bJ5pFhrF/7yFkWaamuoYP3l3BijXvc+7MRea89RIA3t4euLu7NvJIhPtVSlIar708H71eD0BAsB+ePu6ci44hNCwIg8HA8SOnqKmu3657355DeHq64xfow6QpT6DWaPHycsPPz6cxhyHcRbKyc0lJzUCSJOrUGg4dOsFbb81Co1FjbGSEsbFJQ0IIoGOntiQlpnL08EliLsQC9bsyvvjsHN6YNxP/QB9c3Zz48bu9jH/mcSqrqjAxNiHm/GU69WhPalI6YyaPxMPrxvfykc8M5+ieY+y+vtlEXW0dcdFXOXc0mk59Otyy2oFJ5+LZ9fG35Kfm0nl4Tzo92gMHj1ubdBKEe5VICv2FqsoqEs/Fs/7F5XSc0p/Azs2orqrh9Xkvo1Zr2L37V16YPYWy4jIiW4Rz4thZZFnGy9sdExNTkRAS7iq/7z4mVgoJt19aagZnTp5n9PjHCAz2o7iolPOXrtC8eSjevp6s37KSmpoa6urU1KhreeiRB0lJTOP0yXNUV9UgyzIRzUKwsrLEycmxsYcj3Kfi4xKIi03g8fHDmP/G+7h7umFq2R//IF86dY6iqKiY0pJy5syfybW4JOa/8R4Gg4G4K/H4B/ji6uqMs7M9Dg4OjT0U4T6VmpLB+ehLTJw2DgtLc9zdXHHxcMbS2oKg4AAqyisoL69ixmvPUVpSzgtTX0OWZfbuPsDb77yCi6sLbm5OODqKOSr8zsTYGIVCIjMzG1cXJx4ZMoCEhCQyMnPw8HSlZatm+Ph6kp6WBYCVtRVt2rVAqVTyYP9e/Lr3MOejL2EwGKiurubA/iNMfnY8U55/Clt7W8qKy5AkicAgP37Yupt9Px5g4+pvmPHGc3TqEYVKVf811C/Yh4M/Hqb7gK5kp+eQei0NpUrJ2SPR1FbXYmlt+a/HmhWfzoej56NV1xfQ/uHDrVSVVDJ8zjiUKrFhhSCIpND/UFen5tyZi1QVV/LQ66OolHRUVdWw95dDrFq1HnNzM2a8PJXYuGsE+PtSWVnNyNFDMDExxtLSgqCggMYegiDcoH6lkIQkiZVCwu2VmpLO40OfITsrF1s7G5aveY/yykqUdUoCgvzIyy9iyzffsWXLTjw83Jg750WOHD1Jrx5dGDF6COaWFphbmOPv79vYQxHuY5cuxjJs0HiemTqOT5auRq838Pmi2VhaWXD02Gnef38FsiwzbeoELl2Ko9+AXgx6pC/f79iNl5c7PgHeeHq6YmVl1dhDEe5TKUlpPP7oM2RmZKNSqZi/6FXcPF1RqBQUFZex+N1lnDx5jq5dohj4UB9cXZwZMfoRtmz8jpDQwPoaV27OODiKXZqEG7m7u9KuXUvS0jIYP24kFeWVbN68g6PHTtO2TQtcXZ1ZvGQuo4ZPwt7Bju7dOnL5Uhz2DnaUl1fw6MiHkRQKos9eRFIoUKlUWFlYoNfqKcgtYP6r7+Hk7EDrNpHs/OYnACorqpg2dgaff7OMjt3aAZCVnk11dTWpqRk8NmEI6lo1RfnFBIT6Y/QnOzz/E9nXMhsSQr85vGkffZ4eiKOn8y05hyDcy0RS6E9o1BquXU5k67bv+WzlemRZZuLkMfQf2Iefft7PkiWfAlBcXMrzL8xh41fLeePNJbz/7hsoVSqsbaxEQki4K9WvFJJQKCT0erFSSLh9rsTEMWHcSEwlIxz9XPh26/c4OTnQrEU4CYmp7NjxI19t3AZAfHwiT4x7js9WLkGhVOAb4EtwkD+hYYGNPArhfrf1651UV9Xg4eWORqNl9VcfcebsBZycHJgx462Gfm+8uYRPli3iSsxVwiPDSElOJzQimJatmt2wm44g3GpnT18gMyObjl3b8/KMKWRl5ZCYkoqPjyfjxk8nJycPgF/2HSYpKY1hQwfSb0Bvdu3cy5TpT9KsWQiWlv9+pYVwf+rSOYrSknK2bf+RffsOkZaWCcDRY6dJTknnqw3L+fCjeXh5eVBWWsb+vYc4eOAYAFEd2jBp2jhOHA3DztaGkY8PQaPVcelCHFs37KC8rIKhIwby3eYfbzinwWAg+tQF3DxdcHFx4qM3l3Pkl+M8/8ZU1ry/juKCEgCUSgUOzva069rmv8afk5pDQkwCtVU1BDQLIKBZ4J+u/DE2vTm5ZGZphtJIfBUWBBBJoT91dv8ZYhMSWbliHQBDhz1Erz7d2L//CHv2HLip/9GjpwgO9sfd0x1HBxu8vL3ucMSC8PcYDAYUkgJJUoiVQsJt5WjrQD75uAS5k5qRwaGjJ3nkkf5Mf/51vlizlK3f7rqhv16vp06txsjYiMBAbwICfTA2vjW/EArCf5OSlM6Sj9/C0dGeKc+NZ9Pm7YwY8Qhr1225qe/O73fToW1r+vTtQZeuUbRsGXHLal0Iwn+j0+mY9+6r6PR6dAYdlXW1fLZqA9OmTWhICP0mJTUdVzdnLCzN+ea7LwgNCxQJIeF/SkxMYfYr8xk3bkRDQug3OTl55OTmYW9vR2xsPKbGxg0JIYDTp6Lp1qMjnbq0Z/YLb1FZWUXX7h2Y/OwEFAoJg95AdVUNDk52DbWufqMyUpGSkIZBo8fT1515K+aQk5bbkBAC0OsNrPlwPc3ahGNmfvP289kp2cx5/HUKc+rrHimUCuZ9NZ+WXVre1Ncrwg+3AA9yk7Mb2oa9NhY7F7GCThAAFI0dwN2mtKiU1fNWU1VX29DWp38vcvMKuRIbj4vLzQXJXFycefLJ0djbi4SQcHczGGQkhYQk0VCsUhBuJa1WR35uId//sJtX33oHtV7DyzPf5lpCMiojFQUFRVRX1+LqevNrqaWlBXZ2tgQG+mNhYdEI0QtNicFgYMr0Cfyy9zAnTpzlgX49+G7nbpRKJS7ON9ew8vH2pFmzUAyygTZtIkVCSLjtykrLqVWrmfvaYi5dikOrN5Calk6zZiF/+h4uSRLu7i4YGRsRIVYICX9DWVk52dm5KJUKpPrtaW+gkCTUGg3HjpziyOFTN/394IFjyLIBE1MTgkMDaNO2BU8/Pp1l761izcqvcPd0ZeykUTcc2y/Qh6DQAGxtrTl78jwnDp/hl+8PoKnT3HT84vxiNGrtn8YedzaWwpxCnDycsLazxqA3sPH9r6itqk9AVZVVUZCVj7pWjaOnE89+8Qrj35vKwy8O56VNb9BmQId/+rQJwn1HrBT6D+pqNQPHDwIbo4a23Nw8ampqcXZ2Ijw8mCNHTqFWqwFwdnakY8e2eLi54uMjEkLC3e23y8dETSHhdki8msz6VV/TskMkX3y5GW8fT4qLS9HpdAAoFPW/Q8iygUnPPMHrc95pmIcRESGEhQbh7+eDhYV5o41BaBrSUzI4f/IikkpBt54d8fL2oKiwGJVKxZXYa3Tt1oHvdu6moqISACsrSx4ZMgB7O1vatm3RyNEL97u8nHx+3L4XK1tLli9bw7zFr+Dj44VSIWFhYcGvvx6lf79ejBg+mG+2ft/wuEmTnsDf34eIZqENRXwF4X+xtLKkQ4c27N1zkLFjH2PDhq0Nfxsx4hGUSiUJCSk8/9JkTp04x769h254fPPmYby76BNGjBmCmakpnyxZ1bCRSV1tHZ9+uJrJz03gvVXzycsuQJIgL7eAgvwi0hMz+PSdVQAkxafQsl3zm+J7bMIQbOz+fPt4vcHA+NcmkJ6QjrmlOfbO9hzacRCtRkfq6VjWvPU5GfHptO3TntEzxuAV7I2zr9ghUhD+jHjH+A9x5+Mor63CwcWJ8U+NZN0XWzAxMWHpR5/z7uI57Nl7gFdeeQ6tVouDvR3BIQGEhgaIrZKFe0J9oen6L+di9zHhVirML+LlSXPo0b8rNXV1RHVow9jxw1Gofl+Qmp9XSFhYMDu++5kH+3RjwYJXqCivxNbOho4d29Kq1c0fCAXhVquqqubDBct5ZGh/dMYSdq727NlzkIzkDKZNe5L331/Opk0rmT9/NgX5RSBB8+bheLq7ENEsrLHDF+5zBoOBr9duZ/Wy9XyweiEjRw/F39+HLVu+p33bFkS1b837768gv6CITp3aER4RQnV1DZ4ebrRu1ZwWLZs19hCEe0R5eQVnz15k4YJXmTV7HgUFRSyY/woqIxXGRkbkFxSSm1vAtWtJGPR6WkRG0LlrFMePngagWfMw7O3tSE5MRSFJaDXamz5blpdV4OrhwvL315CalN6wwu3DVQtZ+9GGG/r+tG0v7345n4yULGqra/EO8KLFnySKfmNqbsrHsz5uuG9pY8kLS16goqSc+ePeQl1b/wP+mb2nKC8qY87aN7CwEavnBOHPiKTQH5SXlHP+6AXiyzLp69WL0IgQ1m78BJ1Wh7OzI+s3bGXkiEewtLTAysoSO3tbHB3sRUJIuGcY5N9qChkwGMRKIeHWSUvJoEf/rqxavYHxT46iT78eGJmoMDIyIiqqDadPR7N6zUZeenFS/YfIlAx6dO+ELMu4u7sQGhrU2EMQmoisjBx69u9OlazGzd6VrVu/JyExGQdLGyxNzFi8eA7ffvsDjw59CG9vT7RaLeEhQQSFiA0khNsvP7eAr1Zvof8jfXBwcaCFcQQ//bSfvPwCFAoFH7zzKV9t+JS9ew8SHBJA27YtUNdp8PPzJixMvI4Kf19FRRXe3h7U1NSyYvm75OYVYGJszL79hzE1MSEqqg1ajRYHB3u2b/8JSaFgzBOP0bVbB/R6PVkZ2Xz8wSqUSiVGRkZIkoRKpWpYHQxg72CHUlKSdC2loa17785kZeTcVCfIw8edH7fu5dDuIw1tsxe/xNCxD990aVt1ZTVbl2+9oa2qvIqSwhKMTYwaEkK/uRYdT2FOoUgKCcJ/IWoKXVecV0hiUiodh3bl4Uf6s3bd18TFXeP1uYupqqymZ9dO9O3Tg6KiEiwszHF2ssfVxQkfH8/GDl0Q/jZx+Zhwu1hYWmBpa0lhYTE7tv9IYLAfDg72HD5yismTnuCzle/x+msv4GBnR3FeET6e7lRUVODs7CASQsIdU1NTS1l5BebW5qhURlRUVLD12x/w9/elVfsWbNm4nZ+/+4V+D/YkNTWTkuJSvDzdREJIuGOMTYz58MtFPPrEw2h1WszMLfj+hz106tiWM2cvYmVtycI3PqBNqxaYmhhTkF+Ih7srYWFBf1oTRhD+G2dnB6ytLCkqKmHO3MWYm5kRcymWAH9fIiPDkJDIzs5Fp9OSkJCMLMssXLAUGxtrli5Zydavv0eWZV5740WCQwPxC/BmwfuvY2pmCoC1jRUff76Ybg905LNNS3nhtSksXfMOHbu1R5ZlJjw35oZ4mreOuCEhBPDx2yvISsu5KXa9Xk9dTd1N7TqNDkurmxM/puammJqb/pun61+rLi6nuriiUWMQhP+mya8UqiuvJu5qAmXV1Ux8+kU2bV5JRUUFWq0eZxcn4uMTuXDpCj26daS4uBQnJ0csLcxxdXPB2fnmQqmCcDerv3ysPikkLh8TbpWEhBTyC4soKS1raMvMzCEu7hpt27XihRfnMm/ebOztbDHo9UR1aouPryd29jb4+vo0XuBCk6FWq7l8+SoajZb4+CTMzUxJSk4jKMgPPz9vyssryMrJZfRTI3C0s8XM1JQOUa0xMzcjPDy4scMXmoi4uGuo1Rpy8wqoqa7DxMyY4uJS+j7Yk0OHT9CpYztMzUzoO+ABzExNCPHxx8HJgYAA38YOXbgHmZiY4OnpzqXLcTRrFsrcNxbzwvPPkJ6eRXFJKX5+XsRfTeTLL7/G0tIClVJJVlYuSiMlK9a8R3lZBS4uTugNBqLPXaC4sJQOndry2Yal1FTXEBDkS3BoIAA9+nShtrqWmZPnoNPVX0L2yIiBrNz6EScPncbJ2RFnt5u/V9XV1lFbU3tTu7WtNY88/Qgr565saFOqlIS3Dcfdz53Og7pwfNfvO6WNe30CLt6NU0+otqyK+J/PcHzZTiRJossLQwjp3w5Ta7GhhnD3aLJJoey0HPIy8zDIBmQVbNq4jRkzn6Wmto69ew/xxNjH2LR5O9Ofe5rPV29k2/YfmTbtSVq2bo67u0gICfcmg0FGoZBQippCwi1QW13LtdhE0rKyqK6upnnzMCRJIjDQj+joS2Rl5TBs2CBGj36U2bPn06VLe3r27IKZhTmWVpYiISTcMadOnSc1OY1riSkUFRXTvFn9XH3zzfdYufJdZs2aR3FJKQ8P6ouPjydZuXk0iwzF19e7sUMXmojTp6L59dejtG4TyddbdtKiWRiWNla8//4KvvtuLQsWLuXT5V8yeHA/DBio02lwcXMWm5wI/4qvrxfNm4WRnp6Fh4cbE595mUGDHqRr1w64ODsTH5/E0EcfYvjwwTw7ZTZTn53Ayk/XkpyUhpWVJZMmP4EMRDQPZ/Xy9Wz/ZhcAUR1b88STIwkI8kOpVJKXU8DCOR80JIQAdn7zI4+NHswLc6cB9ZtVTJw5Ab1Wh15v4Nsvd+AX7Iurp8tNcWelZJN0NYWpC6eh1WiRJAhsFkRgZCBKpZKn3nqGnsMeoKywFDdfd/wi/BttJV368Vj2vPplw/2fZ63BzM6K4AfbNEo8gvBnmlxSSJZlTu4/xTvPvUtNVQ1mFmZ8+MOHdOvRkczMHH7clYxSqUSW4fFRQ4mNjefTTxfh7uaKi4sz4eFBYhta4Z6l1+uRFPU1hfQGsSW98M8V5RXz5ZK12Pk58cb891j95VJSUjOYv+hVDh88jrm5GQMG9Gbs2Gf54ouldIhqQ2VlJW5uroSGBogvMsIdcy0+iddfXcjcN1/m5Zlv07x5GJ07RfHjT/vo2jWKBQuWsnTpfDIzsykvr8LExJjmzcNEQki4Y/LzC3nzjSU8Omwghw+fJCUlnfZtWqDRaJgyZRwjR07i669XkZ2dQ0VFFfb2dgQG+orXUeFfKy0tp6CgiP79HuDq1QR6P9ANDw83Ll+O49FZ82nbtiXW1lbodTpWf7GU8+cuUlVZTecu7Rk46EGWLP6E1+a+yNXYa1y5dBUAlUpFaEQINTV1HD98iogW4VRUVFJUUHzT+YsK69uyM3J4+8V3iL1YfwwbO2tmLHyB8BYhWNtY3fS4y2cuU1lWyeWzVziw8yCyLOMT5M2cFa/hH+aPraMtrXvcHUmXi98cuqnt8rajIikk3FWaXE2hnLQcju0/wYNPDaDvpIeY8NbTxMZd44UX5pKbW0Bs3DWefHIUmzZtJy+vAC8vTyTA2tqK5s1DRUJIuKc11BRSSKLQtPCvJCelEtm7NXsPHuHx0UOZNWseZWXlvPr6IqY8O4FhwwZy8OAxpk4dz9Gjpygvr6Bt25Y8+GB38UVGuCNKSkr59dcjxMZeo1mzUE6cOIulpQWnTkXj7u7ME08Mp7q6lj59uvPLL4cwMzOjd+9utGwZQWRkeGOHLzQBlZVVnDodzenT57G2tmLrtz+gUqlISkolskUEbVpHkpdXwPTpT7N370HUag1du0YRFhZIM7ETnnALpKSmo1Ao2L//MBqNloiIYI4fPwPA1KkTGDiwD/369WT06KmkpWXg7ePFoMF9MVKpmPPqIvwDfDE3NyM5IbXhmPMWv8rRAyd49cW3GfvYFKZNmIFCoSCs2Y2X4ioUCrx962uzRp+40JAQAigvreD4wVN4+//554XC3CL8w/z59bsDDTUy0xMz2LZ6B1qt9pY+R/+WnffNK51sfZwbIRJB+O+aXFKosKiYQ+fP8vpbizkXcxlLBysuXrxCbW0da9d+zZTJ43li7HPMmfMiwcGB+Pp6ER4WQvv2rRo7dEH41wwGA0qFAoUoNC38C+npmaxYtY69ew9ibGJE6zYtSEmp32rWzs6GjZu2cfHCZV56cRKhoUG0a9eS5s3D8PLywMjIqLHDF5qA3LwCpk17hddef4c6tRo3d1dWr97IxIn1hU2/2foDyPDMM2MJCQmkY8d2ODraY2dnRWCgfyNHLzQF5eUVLFr0Mb17P4ZOqyMsPIgTJ85hamqCvb0tn32+gYL8IsaMeZSwsGCioloTGOiHibExISGiOL9wa8iyjKSQWPLecj5c+hm1tWoeeKALoaFBdOjQhqLCYkaOmMSkSU+w7dsfeWfRR3Ts3JYevbow+7XnCAkJwMbGisHDBtC+Y2v6D+pN3OV4MtKyGs5x8vhZzp2+wKJlb9CybSRQX4T6g1ULCAipf71NSUy7Kba4mHhqqmv+NO6WHSMpLSy5qf3c4XNUlVXdgmfm1ol8rBtG5iYN940tzYh4uGMjRiQIN7ttl49JkvQlMBAokGW52fU2e+AbwBdIA4bLslx6/W+vAk8BemC6LMt7/20MlRVVXLoUR1ZGNu6erjSPDCe3oJBjJ84wZuwwnFwcOX8+Bq1Oh6WlBVVV1Sx571OWfjSPCxcuY2ZmSnh4MK3bRP7bUAThrmAwyCCBpFCg14vLx4S/p7qqhkuX4shIy8Tb14OiojJkGcqrKunYsS0KhURgoC8fffQ5L788hZqaWlRGRmRl5VJSWkZQkD8BAb44ONg19lCEJuJ8dAw7v9/DurXLOHjwOC7Ojri6OnPgwDEWLHiVpKQUdHod+XkFFBQU4efvjYuLMw4ODo0dutBEXLkSz4dLP+P1118gIzMbWS/TpUsUH374GTNmTKGsrIKyigry84vJyysgMMAXR0c7/EVRaeEWCvD34dKlOGRZpqCgiNOnz6PRaHBxccbU1BgnZwc+X/0B6joN7u6uhIcHk5WZy6avvsXS0oJRo4dSV6fm8IETBIX402/AA7w77+ObznP+3CVcXJzo3KsDE6aNJiQsEF//3y/RbR3VkvXLN9/wmH5DemP1J5eOAQQ1DyInPfem9hYdWmBpfXdtO+/Wwp8nvnuT3JgUJEnCNdIf51CxYlq4u9zOlULrgH7/0fYK8Kssy0HAr9fvI0lSODASiLj+mBWSJP2r67Q0Gi1rPt/I4AFjmDZ5NkMGjmPrlu8or6ioXwo5oBeL3/0EnU7P5s07ePW157GysuT8+cs8/fRLuLk5061bFJ07txdbfAr3DYNej0KhELuPCX+bXq/nqw1bGdTvcX76cR+nrn9gHDCwN5s2bWf1mo2YW5jz/PMTsbGxZuHCj1i/fitlZeVUVlUT0SyU9u1b4ezs2NhDEZqQmpoaftn7DSkpaZRXVGBnb8OiRa+RkpLOnDnvcODAcVJSMvjk0y9w83AhLCyYoCC/xg5baEIKi0r4ZNki2rSOpE6tprqujlmzpuHoaM/bb3/A+vVbyc8vZO26r3F0tCMo2F+sEBJuufSMLHx9vFCpVOh0Oq4lJHHtWjJz5rzD/Pkfsm79N1haWeDl5Yanpxu7vt9LfkEB737wJvMWvoKjkwMrPl3LoUPHMTEzA0middsWN50nonkIU8fP4KPFK5k6bgZ7fzxww+fQyHbNmDp7IsYmxkiSRJ+HH2DQ8P7/9TuYmYUZ7Xq244EhvRraXDxdGDltBEYmd9+KZOdQb1qM6EHk8O4iISTclW7bSiFZlo9IkuT7H82DgR7X/389cAiYfb19iyzLaiBVkqQkoD1w8p+ePzkplcUL6zPVRkZGvLf0Lfz8vTG3MOfpyWO5FBMHwKZN23npxUmsWLmOpyeOxsLCnPbtW+Hu7iLefIX7Tn1NIQVKhQK9XiSFhL+WkpzOsg8/Z9mKd0hOSUMhKVCqlMTFJwBwLSGZceOf4+OPFjBu/HAkJFQqFXZ2tvj5edG5UztUqia3p4HQCE6fPs/BA8fw8HSjtLQcpVKFLMsEBwcw+5UFeHl5sOGrTzlz+jyVVdV8v3MP/fr1oGWL5mJLb+GOiI6+xE8/7cPe3pbKyiq6du1IbGw8arWGT5d/wY7vfmTDhuWcO3uByspqfvp5Px07tKFFi2YEBoqkpXDr1dXWYjAYWLZsIbNnz2fz5h08/HA/vvrqUy5cuEJSciqHD5/E1tqalcvX4h/gw969hzAxNiY8PITJT89oWHn+2fK1mJmZ4O3rSbuoVpw9fQFJkhj4SF+UCiUaze+1fj5esoq+Ax/A93rNIFs7G56cPpa+gx9Ap9Ph7uWGqZnp/4zdwdme5xc9x5AJg1HXqfHw88TJTfwAJQj/xJ3+pO4iy3IugCzLuZIk/VZlywM49Yd+WdfbbiJJ0jPAMwDe3v99Z5CKikr0ej2urs68MHMK8fFJmJiZYGZuRmJCCk5O9UvEU1MzWPrR5zz11OP4+noR4O+Dp6c7Xl5/enpB+Et/d442Br3egEIhYVAoMIjLx5q0vztPKyurmPHKNObMXcyYMcNwdXehqqoaK6vfl2fX1tbx4ktv8OYbL+Pq6oKXlxsWFhZERISIhJDwj/1/Xkujo2MYO2YaHTu2JTe/gIjwYMorKsnIyMbW1oY2bVoQHR1D374jePXV6QQH+fHRR/MJDvbH3d31TgxHuA/9f+ZozMVYBj40mq5do+jbvxcxl2KxsbEmMzOHyMj6otE5Ofn07TuC1197nrCwIHr26oyfrzeenu63fSzC/emv5qiZuTmZmbksXbqKVZ+9hyRJpKZlMG78dCoqKgH4fNUHnI++hMFgQKfT8eHSt/np5/1YWVreVIpgw9pvWLX6A+Jir/F8t0mYmprSrEUYz06YdUM/dZ0arUZzQ5tSqfyvhaX/GwsrC8Jai6LrgvBv3S2Fpv9sbeCfVsGVZflzWZbbyrLc1snJ6b8e0MfXCw9PN+a89RI6nZa4+ATy8wuRgOrqGmpra3nxxUmoVCpycvJYvXojzk6OODo6iISQ8K/83TnaGPR6PQqFEoVCIS4fa+L+9mupjydIEm+8NYOdP+zh4sUrSJLE8WNneOaZsQ1Lu93dXfHz98HT0xULCwuCgvxFQkj4V/4/r6VXLsczdep4gkL8+fnn/chy/Vb0KpWKouISZs2ahqenGwaDgcWLPyElNYPAQD+REBL+lf/PHD167BRz5r5IeWUVFy5cxs7OlrLyCuztbTl0+CSvvfo8KpUKvV7Pmi824+LiREhwkEgICf/K/5qjJSVl5ObkY2JiTGhIII+PnkJKajobN26noqISSZJ4csIobO1sOBd9kacmjiY0LJiExBT69++FhaX5TeeztbOlvKIS/0AfdHo96elZnDt9EYXixq+cvR7sioeX220duyAIf9+d/sSeL0mS2/VVQm5AwfX2LOCPqWFPIOffnMjV1ZmtO74gMTGFp555mREjBrNnz0EGPPQAvr5ezF/wIc9Oe4q1X35EdU0NHh5uBAb44e/v829OKwh3tfqkkIRCkkShaeFvMcgGHBzteWz40wAMH/4wMTFXKCouQa1Ws/Gr5dTU1GJsYoy1lRUWFpa0aBHRyFELTUl8fAKOTg6898Fy7O3sCA0NorCwGDe3+sLSHTq25fSp8yx+Zw4mJia4uDji7++Hk5N9Y4cuNBFqtRoXFycmTZ5JXZ2ajh3bsHbtFj54/y1eeXUhE8aPxNLKgi/WLMXISEVYWBBOTg4Nq9oF4Xa4EhtPXZ2a2tpaRo0awqBBD3L1aiKvv/YChUXFlJaUERzsz6/7DnPxwhUuXrgCQHCwP4cOnsDPzwdPL3eyMn//yjb6iWHEX02gqrKGL1dtBMDKypLV6z9i/edbiL10lQGD+zDmqeGYW9ycVBIEoXHc6ZVCPwDjrv//OOD7P7SPlCTJRJIkPyAIOPNvTqTVatFotRQWFfP2WzPp3Kk9v+w7xPp13wCwcMFrXL5ylc9WbaCiogoHBzuREBLue/WXjylQiJpCwt+Uk5NP3NWEhvuZGdmcPRfD5MnjaNEigmWfrOHKlfj6lZZOdjRvHtqI0QpNjVarJS4uCYPBQEJCCqdOR9P7gW5s/noHrq7OPDy4H6dORZOQmAyAh4cr7du3Fgkh4Y66dOkqarWGqqpqdDodpSVleLi7cvlKPO8teYPEpBR+/HEfpWXleHt74O3tiZOTqI0i3F51dXU4OtpTWVVDYmIKKpWK1q0jWbtuC/v3H8HL2wNnZ0euJSQ3PKZZs1AyM7KxtLJg2bLVPDp8EPMWzmbSlHHMefMldu/ah7mFBeq6uobHuHu4EBjizydfvMsPB7/m1Xkv3rDzmCAIje92bkn/NfVFpR0lScoC3gQWA1slSXoKyAAeA5BlOVaSpK1AHKADpsmy/K+WMVy9msDVq4lodTpen/MOzz33FLa2Nly4eIXPPlvP8BGDeWzYIDw83FAolYSGBPyb0wnCPUGv16OQJBQKsVJI+GvJSWlcuRKPuk7d0LZ23RZGjBhMTnYe7dq3on//BzA1NcbU1JTw8JBGjFZoivLziygoKCQ0NAilUoler+ftee8zZcp44uMTiYpqy/PTJyLLMhUVlbRoESF2FBXuuMTEZKz/sLX2ys/WM3bMY5gYG6HRaJkwfiSmpqakpqYRGRmOiYlJI0YrNBUhIYGkpqSh1+vo2rUDJ0+ew8nJgVdfnc6Vy1dZuXIdgwY+yCOP9EddpyY0NAhvbw/Wrd3Ck08+TklxKe8tWc6mzSu5GpuAWq2m/0MPYO9gi5eXOyUlZbRt14Le/Xri6lZfRtbUTMxtQbgb3baVQrIsj5Jl2U2WZSNZlj1lWf5CluViWZYfkGU56Pp/S/7Qf6EsywGyLIfIsrz735w7Pj6RhIQUHBzs+PTTLwHYtu1Hnp32JABnzl5gxoy3WPLep8jIIiEkNBl6vR6FUoGkUIikkPA/5eTkEx0dw/sfrECr1eHr+/sVvtu2/YibmwvV1dXU1dVhYWlBcLB4HRXuLI1Gg16vJSYmDoNBx4QJIwGoqqrmvfeWEx+fRHZ2Lnv2HsDGxoouXaJEnSvhjktOTuXSpatYW1nSs2fnhvavNn5LZVU1+fmFTJkyG71BT79+vURCSLhjfLw9MTUzY/mKtVhaWlCnVjNp8kx69x7GCy/Oxdrakri4a6xYsZbX575IVFRrFAoFY8c+xtIPPwOgfVQr/AN8iGwRgUqpIigkgIcG9WHw0P6sXv8Rk56dQECgb+MOVBCEv3TffToqKyunuLiUkpJSikvK0FyvbJ+bm8/eXw4xf95sVEYq3N1cCQ0NJEL8si00IXqDoX5LcYUCnU4khYQ/p9frycjI4sKFy2jUGj76+HOmT38aC3NztFotzZqHkZ6ehbubC9Y21oQEBzZ2yEITFB0dA0hERoaRmppJZmYO896eRVVVNRYW5sTExGFnZ8OjQwfSvHmY+LIt3HHR0THkFxQSEhJATEwsnh5uvP3WTGpqarG0tGDvL4d48snHWbPmQ5pFhGJtbfXXBxWEW0ij1jJ75rPs+vEXvLw8WLduGVfjEjAzMyU5JZ2NG7fh6+vFN1u+5+TJc8ybN4uNG77F3MKcvv16MnLUEBydHHh68tjGHoogCP/CfZUUkmWZlNQMTE1MsLW1ZdasecyaNY0XX3oDgHPnLnLpUhy7ftiAj48nfn6ihpDQtOh0OhRKBQpZiU6vA6CkuJQff9zH6VPRZGfnoVQq8PX1pmu3DvTt1xMzM9NGjlq4086cuUBWVi4pqelMnz6R6c+/zofXfxU0Njbmg/ffomOHNnh5uePt7dnI0QpNUXT0RdLTs8jMyqVzp3bs23eEwoJi3nzrvYbdFTt0aENwcADNmok6V8Kdl5ycRvT5S2Rl5dKvbw/2/nKI1LQMNm7a3jBHIyPDiAgPoVWrZo0drtBEWVlZYGNjjYeHGz7eniQlp/LJp19SW1vb0GfEiEfYsH4rzz8/kddfW8Rbb83A19eLuNgEYmJiMbcwx9lZ1MAShHvZfZUUSknJoLS0jLy8QuxsrHn33bkcPnKClSuWsGnTNlzdnHnqqdF4eLiKhJDQJOl0OpQKBbJCprKiilEjJrHvl8OYmBih1eowGGSMjY25cjmen3/ax/RnX+OlGZOZOm0CxsbGjR2+cAfUF+xNJi+vgMcff5QDB46y+vMPWL/+G1xcnXniieG4u7lgMBhEQkhoNOfPX0FSSGzetJ0WzUMZOLAPnbu049DB4xw8dILeD3Slf/9ehIcHN3aoQhN14cJlKiuqyM3Np6y0gkEDH6Rbt44cOXyK/b8eoXv3jgx8qA8tW4rdGoXGExkZTlJyKq6uzmzc+C09e3Zh8+aVbN68nZzsPEaPHoYkSUx8ejTr133DzJnTWL9uK9bWVox/ciSvzl5A8+ZhjT0MQRD+JUmW5caO4R9r27atfO7cuYb7V67Ek56eSUZGNq5uzqiUKmxtrVEqlRgbGyFJ0vUdHcQWn8It8z8rlv7nHL3T1Go1R46c4tCh41y8GEv0+UvU1dWh1WjR6fQYGxnh7e1Bq5bNiQgPxsjEmLq6Ogryi0hOSuPChcuoVEqcnBzZum01AYF+jTYW4R/7y6q6f5ynGo2GjRu3kZtbgLW1JZ4ebshy/Ra01TX1vxw6Odnj7+97W4MWmpT/1xwFWLLkU0xMTCgoKEKtrqNHjy44ONihUIBSqcLKypKQEHFZo3DL/L/n6MaN20hJScfK2pKfftrP7FnPYmZmhpGREQpF/TbdwcEBKBR3eiNg4T72jz6T5uUVcP7CFa5cjqN160h0ej25OXk4OTni5uZEXl4R1dXVWFpaoNXq0Ol0ZGfmMnfOYszNzTh0dKd4vRX+LrHTw13qvnon8vb2wMHRHqVKQWFhMSUlpcTExHL27EWSk9OwtbUWCSGhSUhOTuP55+fg7d2GF198g9Onz6NUKrAwN0Orrk8ImZub4efnjU5vYP+Bo3zw0SoOHjqOUqkkJDSQAQN7M/uV5+jatSOZmTl06vAQe/YcaOyhCbeZsbEx/v6+bNu+C6VSSXZuPj/v+ZWjx06j1WoJDPQVCSGh0YVHhHDs+BmcnB2wtbNl7botJCenYWRkjIODvfiCIjQ6b28PfvxpHxbm5gx5pD9rvtjEuXMX0Ot1ODs7EBoaJBJCwl3B1dUZg0FPYJAfe/ce5Kef9iHLYGSsYv2GbahUCiwsLPDx8aJVy2acOnGO95Z8SoeObdj5w3rxeisI94H7aqUQ1O/ykJ9fRHJyOgWFhbg4OxESEkBoaCBWVqKAn3DL3VUrhdLSMpg27VWOHTuNmZkptTV1uLo44ejkQF1tHbFXryFJEpZWlqiUSpwcHKhT11FdVUtFZSUKpRKdTkd4WDBDhz6EtbUlUL+bz9ebdpCRkcVrc15kxsypd2xMwr/2//6FOzExlfT0THbt+gVvbw/CwoKws7PDycmeQLFaTLj1/t9zNCMzm+joGI4dO0OAvy+hoYEYmxhjpFIRFdX6tgYrNEn/7zlaXFzC2XMxHDx4HEdHe8LCAnFwcMDE2JjWrZvf1mCFJusffyZNS8vkypWrpGdk4eLshJmZGenpmdcvKU9h5MhH6NixLZIkodVqKSwsxsrKEisry9syEOG+JVYK3aXuq5pCAAEBfri6OuPoaA9IqFQSnp4eoh6KcN+SZZmjR04x+5X5XLwYi421FZ07tyc8LBgPT3dkg4GdO38mOSUdYyNjXN2ckRT1r8lh4UENxzEYZMorKsjLKSAxKYW3572Pj7cnAwb0JiDAh4nPjOHX/UdZMO9Dos/FsHnLZ0iSeG2/HwUF+WFvb4uTkz1WVpZotXqCg/3Fv7dw1/D28sDczAwPd1dsbKyRFArcXJ3FFxThruHgYE+njm1xcrTH2toKWZbx8/PGyMiosUMThJv4+nrh6+tFWVk5er2B7Jw8TEyMUKmMGDZsIK6uLg19jYyMcHd3bcRoBUG41e67pBCAhYUFwcEBjR2GINxWBQVFbN60g2Ufrya/oBAXV2emTBmPn593Q5+szBw2b95BTXU1To4O6GU9RkYqDLKMTqu74XgKhYSdrQ12tjaEhQdRWFjMpctX+fzzDVhaWtClc3vatW+Fr583G9Z/Q3hoF/b+8g3ePqLY8P3IwcEOBwe7xg5DEP4rR0f76z8ACcLdydraijZtWjR2GILwt9na2gD1nwEQBaQFocm4L5NCgnC/KiurYM/uX9m4cQcnTpxBRsbB3o4pU8fj4+PV0K+qspr9+w9zPvoysiwTGOSHv78Pp8+eR6FQIMkydXr9/zyXk5MDvXp2Jj+/iNi4a/x68Bj79x/Fx8eTPn17cOb0RVo078mkyU8wb8FssRpPEARBEARBEAThHiOSQoJwlzIYDGRl5XDlcjynT59n/77DxF1NxMrKgvKKSvz9fenevSMBAb5A/a5RaakZnD0bQ/zVBJQKBRYWZjRvHoa1TX09LZ1Wi0qlxGCQ0Wq0fxmDJEm4ujrh4uJIXl4BySnppKZnkl9QSG2tGgtzM1auWMeqzzbQs2dnXp45hQ4d26JUKm/nUyMIgiAIgiAIgiDcAiIpJAiNpKKiktGjpnDw4PGGNlmWMcgG/lf5dxkZeztbEq4lEX818b/2UyoV6Kr0nDh5tqGtTqOhqLi04f4/2k1MlimvqARAU65paP557wF+3lt/PAkJ5X/sqhLVoQ1bvlkldgAUBEEQBEEQBEG4S9zTu49JklQIpN+iwzkCRbfoWHc7MdZbp0iW5X7/7Y//e44qlKYmLgFKhYmVLBsMIBsMsqyXkZXIkkoGGWTD9ZsOZCWgBZCQFJKkMuXmKv7y9dufup5wkuqPgayQbs12uNeP2RDLH5NCsiwjSRJ6g6Zarc5PktHr/ttx/kDM0Vvnf85REK+l/1JTGy/c+jHfyTna1P69xHhvDfE6evs0pbHC7R3vv/hMet/8O4hx3H3+OJa/fC0VGsc9nRS6lSRJOifLctvGjuNOEGO9N91PY/krYqz3rvttPH+lqY0X7u0x38ux/xNivPem+2Ucf0dTGivcveO9W+P6/xLjuPvcT2O5n92aZQKCIAiCIAiCIAiCIAjCPUUkhQRBEARBEARBEARBEJogkRT63eeNHcAdJMZ6b7qfxvJXxFjvXffbeP5KUxsv3Ntjvpdj/yfEeO9N98s4/o6mNFa4e8d7t8b1/yXGcfe5n8Zy3xI1hQRBEARBEARBEARBEJogsVJIEARBEARBEARBEAShCRJJIUEQBEEQBEEQBEEQhCZIJIUEQRAEQRAEQRAEQRCaIJEUEgRBEARBEARBEARBaIJEUkgQBEEQBEEQBEEQBKEJEkkhQRAEQRAEQRAEQRCEJkgkhQRBEARBEARBEARBEJogkRQSBEEQBEEQBEEQBEFogkRSSBAEQRAEQRAEQRAEoQkSSSFBEARBEARBEARBEIQmSCSFBEEQBEEQBEEQBEEQmiCRFBIEQRAEQRAEQRAEQWiCRFJIEARBEARBEARBEAShCbqnk0L9+vWTAXETt8a8/U9ijorbXXD7S2Keilsj3/6SmKPi1si3vyTmqLjdBbf/ScxRcbsLbsJd6p5OChUVFTV2CILwP4k5KtwLxDwV7nZijgp3OzFHhbudmKOCIPw393RSSBAEQRAEQRAEQRAEQfhnRFJIEARBEARBEARBEAShCVI1dgCCcDcqLywl7kgMZ3cdx7uZP+0GdcYjxLuxwxKEBrWVNVw7Fcvxbw5g7+5Ah0d74NcisLHDEgRBuCfUVFRz7cQVTmw7iIOnMx2Gdsc3MqCxwxKEBuUFZcQevsDZH4/jGxlI24Gd7pnPorVVNSSejuP4NwewdrKj47Ae+LUMRJKkxg5NEIQ/IZJCgvAfDHo9B9ftYffyHQDEHrrIyW8PMePbeTh5uzRydIJQ79L+c3z54icN949vPcis7QvwjvBrxKgEQRDuDRf2nGHDrBUN909cfw31DPNpxKgEoZ5ep+fA2p/Ys3InAHGHYzj57UFmfDsPR6+7/7No7KGLrH52acP9E9sOMnv7Aryb+TdiVIIg/Dfi8jFB+A9FWYXsW/3DDW1l+SXkXMtopIgE4UY15VX8uGzbDW3aOg0p0dcaKSJBEIR7R2VxBT8t+/aGNnVNHWkxSY0UkSDcqDirgP1f/HhDW2leCdnXMhspor+vtrKanz/ZfkObTq0l4XRcI0UkCMJfESuFhCZN1qqRDXoUJuZ/3VdspCjcZTxDvWjWOZyM+CzijsfeN3t9frttF95e7kRFtWnsUARBuM+pTIxo27cNlraWGJkaN3Y4gtDgt8+dkkJBZI9IXP2cMDY1atyg/oV7+XO0QV2NpFAhGZk0diiCcFuIpJDQJMkGA4bCdLSJp8gxOJJdATbOzviHBeLo6UTvpwexZ8V3Df1tnO3wCL03ruMW7j9ajZaUxDQKcgtxcXfGL9CH6Sumosq/gmlNNrpOgeSO746Z5/1x6djo0VNo374Vx47uauxQBEG4D6jrNKQmplKUX4yLuwt+QT48NP0xfv3iBybMGYxDbRIKfR34KjHUVaEwtWzskIUmqKSolNSEVLRaPT4BXvR+ehAntv7KlPfG4iKno1SXo7AqxFBdisLCrlFirKqsJjUhjYqyCjx9PfAJuPmzsZmVBf2fG8qaZz9qaFOZGBHcIfwORnprGGoq0GdcRp96HkytMIrojsLJB0kSF9sI9xeRFBKaJENZLinZZaSVulBVWY0sy5w6fRDLA2d4bMIQuo9+ENcAd07vPIZviwDaDeos6gkJjaK6sppL52MpL69EU6vmwqkYAkP96elZAyUJAKjqqvEyLsTEq2XjBnsL1dbWNXYIgiDcBzRqDQd3HyY5IRUHJ3uSrqWSnJBKZFQEz7dywfjyToD6lZZXD6FXqVAEtW/MkIUmKCk+lZNHTlNeUoGFhRmXz8fSrmdrujzcBquE70GvA8CQfAatthbjVv2RlHfma1xudj61tbWYmppw5mg0uVl5lJdUsHv7L7z7+Tw69GhPTVUNxfnFWFhaYO9iT7MerZj2xSsc2/Ir1s62dHy0xz1X81CWZfRpF9HFH6tvqK1Ec3wLJj3GIdm5N25wgnCLiTSn0CRdTikhObMYUwtTdv3wCzNfeIvNX3+HTiFz/nA0a19Yhq2LPc9++QqPzBh1z+z2INxfstOyOX7kDDOff4upT85gzecbcXBzoKKiiuya/7jMQVOLoaq4cQIVBEG4C8myzOWLcWzcsI0P3lvJh+9/htagY8V7a5g86gUKymtueow++SwG9c3tgnC7XDh3iVdeeps3X3uXzZu2ozIzZvum73l62HPEJKSDkekN/Q0ZV5BrK257XOo6NT9s383AniPp3WEIc2cswsnNEaVSyYVzlxg37XEWv/oh1y4n8PaEt5nUcxLPD3ye0/tPY2xqgkeINy36tKM0q4hfV+8i/VLybY/5VpLrqtAln/uPRhlDeUHjBCQIt5FICglNikajYcfmXUx9/CVWf7ye7Vt+5ND+Y8iyTHlZBUuXrEQtGUg6G88nYxeSeiGxsUMWmqiEq8kcPniS6c+8Qk5WLgBXYq6ydvXXFBcVU2N889JxSXnv1hoQBEG4laqrati9cz8fLFrOiaNnACgqKGbxvI8ZOLwf6SmZ7Nh+CNnC/sYHmpgjKZSNELHQFMXHJvDm7Hc4fyYGgLzcAubPeZ8xk0ai1Wh58+Ul5Jn9x45dRsZwB+Zo7OV4Xpj0GqUlZQAc3H+M9au3cP7sJR4ZNZD8/EKMjI3IycwjLrq+iHRxfjHzJ84nNT6VPct3sHHWSuIOX+TC7tN8PHo+uUnZtz3uW0ahRDI2u7ldKWqPCfcfkRQSmoyy4jJSLydx5WQMkW0imPTSBH795fBN/fLzCpAUErIsc/VITCNEKjR1er2eo/uOIykkNGoNbdpE8vQTw2nXrgUpSWkggZG59Q2PkR18kKydGifg2+FerkgpCEKjuxabgNJIyanj9b/0q1Qq+vfryYQxw7C1r3/9PHPyIhqLP14aLmEU3l0UkxXuiLKSMuIuX+NKTHxDm7evJ0+MGoK7mzMqlZLqqhpK1Td+XTOK6IXC3Oa2x5eSlH5T26Ffj/PomIc5sPcIbTu25vGJw1EoJIxNfk+UGPQG0uPTObH14A2PrauqJTfxv++eZtAbqCkoQ1tzd1w+rjAxR9W81w1tkpkNCjvXRopIEG4fUVNIaBKuRV+l+NQ1srccI0Snp/8TvYi5moq3rydXryTc0NdUYYRsqP9Camb117uSCcKtlhSfQp1ajbpYw/tvzcLoXCYV+1Np3iKUsQsHUmUskXspDROPdlgZq6kzGKO088L9b+yid68QKSFBEP6p8uJyiotKOXc8Glc3ZxQKBW9Pm0T5znPUxeXgYe/NxKdGUq3TYhbeGaWnH7JWjcLeA4WdW2OHLzQBdbVqEmKTMegN2NrZUFZazvOTxhGiNqHk1ytUJh/m/Tdn8OnGb3EJicBI5Y1cU4nCzhXFHapnY29ve1Obl68H+346SHjzEHIycvhs0RpatG9O10Fd+WXLLw39DHoDRqbGqKtvTPAYGf/5iuaKtHzi1v5C8vcnsQvxou2sx3BuE3hLx/NPKF38kbqNwVCSg2RsjsLBE4Wl/V8/UBDuMSIpJNz3slOzUeeUYmxtgfOIzlBYyZX3duA/fQAjxwxl4ZsfolFrAGjdujnqzDIATC3NCO0a2YiRC02NVq0hMz6divwSLI1NsbI0R7fuJKWpeQDUHbyCZWIeUSumsGToXADMrM2xsLNk+oa5jRm6IAjCXaGyooqclGxMdQr83D14Zc50tLllZLzzHQatHoD4VXsIG9EFt5EPYGLvDPbOjRy10JTodDoyrqai0hjQl9Uxf9ErfLZ8LcHlSrJ3HgegtrCckitpLF47Aw8/n0aJM6JFKN16duTIwZMAGBmpGDP+MT55ZxVGRioWLJ0DwKWzV+g3pA8OLg4U5xfTvnd7rkVfZfArj1NdWoVOo0WSJJLOXMUj7OaxaGvVnH3nG9J+qr/MM7colt2jkhj883xsAxu3oLOkNELp6I3SUdQWFe5vIikk3PfKi8pIyMzmSnQcPv5eWFqZEjpzKEW/XCTatobnXnwanU6Pj78XoYH+JB2+wqNzniC0czM8w3wbO3yhiVDX1hF96DwXjl2gvLSCiJahuLu5cK2s6oZ+VVlFGNfqeO6r10k4cQV7DyeCO0bg5CN2xxMEoekqKynj7ImL2JlbcHzvCTQaLcGhAVQmFtCieTCnryeEfpO58zTtnh/aSNEKTVVyQipVhRWc3HeCsuJy/IN8KbuWy8J5s4ke9/ENfQ0aHVJxdSNFCi6uzry3fB4njpwlNTENIyMVX332Neo6NTqtjuL8YiLbNaN7n87En4uj88AuNGsXwflfz5KXnouLgz17PvseWZYxNjVm8qcvYe/ueNN5qrOLGhJCv9HVqClLzG70pJAgNBW3LSkkSZIpcAQwuX6ebbIsvylJkj3wDeALpAHDZVkuvf6YV4GnAD0wXZblvbcrPuH+p1FrSLucQk1ZNTq1hrAWIVy7nEhpYQm9+3bFpoUPmUf3s+/ngxibGPPltuWEtg4jtHVYY4cuNDEajZb0+AwkvUxEy1BKS8u5ePYySBLej3Uh8fM9N/Q3tjQjvIU/4V1bNFLEgiAId4+c7DyiT1wg0Meb8sIyIlqFkZeRR61ajb2XMxUa9U2PMbGzxMhM1A4S7gyDwUB8bALVxVVUFpTRvE0zki4nIQOOfq4UZBRg5mRLdc6Nu4iqzBt3jjo5O+Ln782Cme9SU1Pb0N530AMc3XOcrj07sG7xOgAsbSxxcLLDK9AbT39PVChoM6ADbv4eaGrVfP/RVnya+WHn6nDDORTGRhhZmKL9j0vNGnvsgtCU3M5C02qglyzLLYCWQD9JkjoArwC/yrIcBPx6/T6SJIUDI4EIoB+wQpIksf2D8I9kxKfx3XubyUvNobqqGo8AT/KSs7G1tEBvkNFKMs49I6murKZjt/a8t2Ielw9fRK/X//XBBeEWKioo5trFeMryizm6cS8/vLsZY4OEn68niVeTsWsffEP/oFE9sAm4/2teSI0dgCAI94Sy0nKunI/Fyd6O8sIysmPTObvtMPb2Nuz54geUxiowUmH1H6+bUW+Oxszp9hfrFQSAq1cS0NdokdVaipKy2bnwK5ydHdj/1R6unLyMlaMNwc8PvOExdiGeODbzbZyAr8tIy+KLFV/x+uKZdH+wM8+8MJ4FH81hwCN9CAgL4MCO34tJPz51BD8s386mxevZvOQrdHodljaW1FXVUFVSQcvebakqq7zpHFZeTrR9dcQNbS7tgrEPE5dsCcKdcttWCsmyLAO/XfdgdP0mA4OBHtfb1wOHgNnX27fIsqwGUiVJSgLaAydvV4zC/UmWZdIvp6BQqfh24QbMrczpMKoXId2as3vFTtoP6ISFtSWF1VXMmjOdmKMX+HDqe1jZWvHQEw/h4OLw1ycRhFvg2uUErp2M5fjG/VSXVdHpsR4ER4Wzc8nXDHhhGNYu9pi72tLu/SepSMlHtjYlrH8UxpZ/skXqfUZsPiYIwt+RfC2VxJhEzNUS53edxMzSnN5PDiD1YiKRnVuQFptCt8HdsXljBFJBFfrKGhwj/XBqGdDYoQtNRH5uAQVJOZzY/CtZcekEtA3hsTfGs2HWSvo+2Z8tH2+h17AHMAnx4MGvZ1MWl4m5sw1OrYOw9Lz5cqs76eqVBK5eTsDKwoI+A3qx4t3PKcgrwtTMhBfnTqMwNY+slCyc3BwpSM+jtqp+NVFA80DsHOwoSs7j1A/HcHB3xCvCj9qKmpvOIUkSgY92wTbQnaIraVh6OODcOhBzZ9s7PFpBaLpua02h6yt9ooFAYLksy6clSXKRZTkXQJblXEmSfqvu5wGc+sPDs663/ecxnwGeAfD2Fhlk4WbFOUUUZRWy+7OdAFSXVbFryRYGzB5Bp6HdUSmUuPl7MPOxmTc8zivICzOLf/9lW8xR4e+oKKsgITqenYs2NbTt/+InBkwdgq2zLXqNFjd/d14f/wYVJRWYmpsS0CyANuP73pLz3+3zVOSEhLt9jgqNT63WsGvrzwTYuXLwq5+B+vf8LfPWMeyVMVRVVZGdkcveb35h/9b9LNyyiMhOPW7Z+cUcFf6O9Pg0vl+0iYqicgDijsRQkl1Ip2E94fput5VlVVw+E8sTs57Aq2vzW3bufztHdVodaSkZvDxnGp8s/IyCvCKgfve0d177kA/XLCL6cDQW1hZUlv6+CqjLwK7EHbtE9O76r3bZCZl8+85XTFnx8p+ex9jKDPcuEbh3ifh/xygIwr93Oy8fQ5ZlvSzLLQFPoL0kSc3+R/c/u1rgpu8Fsix/LstyW1mW2zo5Od2iSIX7iaSQOL3z6E3t5ZlFYKzAJ9QHI1Mjwtr8XjvI2NSYCbMnYG7577f0FnNU+DtKS8opSS+4qf3kd0cI69oCC1srKsorKC8uR5Zl9Ho942aNuyVzFO6FeSrSQk3d3T9HhcZWXlKOZIC4Axdu+ltRVgF6A0R0aM6BbQcIbhmMV7DXLT2/mKPC35GfmtuQEPpNXnIOTj4uKE2McPVx42r0VTo8GHXLz/1v52hwWAAWFuakJqaTmZZ909+LCot5Zu5ELG2taN7l9zqH5jbmXPjlxuLRep2eisKy/3cMgiDcfndk9zFZlsskSTpEfa2gfEmS3K6vEnIDfvtWlAX88d3aE8i5E/EJ9zZdZQ0lMSlUJOcg25gju9th5+ZAQXreDf1Mrc3xCfDG3MqCkJYhvL7qdVLjUqmtrsU7yBufkMbZ8lNoOsrLKsjPLUCr1lJSUEJUqzAizKwwGClJLyxh9+ZfsHWxw9nHFfdgL4wtTJm3fh51NXV4BXnhG+Lb2EO4YyRJVBUSBOFmJcWlFBUUY+dgi1ajxdbBltajmmNWVQc6A5VGCnas/wlHDyesPOzJTM5m0vzJtOrWCjtHu8YOX2gisjJyqK2tw8LCDFsHW7oN7ExYgDcqjRa1uTH7dp/A0s6KosISxr4+ATtXe4Iigxo77JsEhQaw/ruVXDofh7OrY8NKod9UllcR3iyYJ14ai7ZWzaR3prJr9fcUZhViZW9N+X8kgSztrf9RHLU5xVRcSUNXUYtliAfW4T5Iytu6tkEQmpTbufuYE6C9nhAyA3oD7wI/AOOAxdf/+/31h/wAbJYk6UPAHQgCztx0YEH4A4NWR9rafSQs/LqhzX50dwY9O5Sk6GvotToAbF3s8G0RQMuOLTA1MwXAwcVB1A8S7pi4y9dYsXQNxYUlFOYXsfLVGSQ9+xmyrr64uXMzHwaO7Y9v12bYeTnhGeCFkbFRI0fdeGRRVEgQhP9wMfoy7729DCSJ8rIKnnhyBL3btyb/9U1UZhYCoDQ34ck3H8cy0pfAVsEiwSzcUbU1dezZtZ+fvvuF1JR03NxdmTNrGkalaooXf9vQb9Q74zEO8aZ5r9ZYWls2YsR/TafVcf5cDJNmPMX7b3xMbU0dkiQxYdponJ0dWT7vMzKTs+g7rA8vLXqejg91xmCQCQj3Z+W0DxuO4xvpj3+LwP/3+Wuzizj/zMeUn0sEQFIpabf5FRy737rL7AShqbudK4XcgPXX6wopgK2yLP8oSdJJYKskSU8BGcBjALIsx0qStBWIA3TANFmWxVZQwv+Uez6BxHe33tBWsukwuhZeTPl8JkXpeRiZGuMe5IVvhD8mpsaNFKnQlJWXVZByMYEwMxeqLczp8soYcj7ZhaSQGi6Sqr6STtupA/F8oC0Kpdh4URAE4Y/ycwu4cvoyvZq1pigxB9de7SjKKUAuNVB3PSEEoK9RYzgaS8DoB0RCSLjjUuKSqU0vIUhvQ7suvbDwc6QiPoOS/Rdv6Je+ZBtdfl2M2V2eEMrNzmPahJkUFRRz8sgZRk58DJVSRduOLVn/3ga2r9ze0Hfvtn0Me2ooIZH1u6a27N2WV7bOJ/1KCrIso1AqyE/LxcrR5v/1o1f5xZSGhBCArNNz9c0NRO18E2Pbu/v5E4R7xe3cfewS0OpP2ouBB/7LYxYCC29XTML9JfbSVYwkA/6rnkWh1aNNyiFj2Q84DorC3MyKsiuZmFuZ4OztirFCiV6tBZEUEu6w8pJyEi4noq3WoDJSkRaTRP+RD2I27WEUgMrEiPRlO6mMScVQpRYJIUEQhP9QcC2DnOgkwi0cMO8RTLZ/LmWFZZjKBixd7PF7cSiavBJyvzuOoU5LdWIO+jotCqM7UiVBEKgoLCXnQhK1GQW0CPInNMiPlLhUzm8/RYfnR2D94lBkZIoPxFARk4K2tApddV1jh/2Xrl1NoqigGICigmKWf7gGgGVr3qW8rIJxL47FYDAgyzK7t+5Fp9M1PNbIxBi9TsfWBeuRDQZ8mgfQ6oG26Krr8GoWgK2bfUNfTVUt+TGpFF3LxNLVDteWAVi5X1/Nb2yE34tD0ZVVkbv9GLqKGmrSC9BXq0EkhQThlhDvlsI9p6y0nMK8ImqLqrh48gpGehkvOzuqD16h2WfTifn+BEkzVjf0D3u8B5cvJ2FuZ8nwd57Bwcv5fxxdEG6dnIxcLh65QGZ8OgqFhHvrADoN6Iwyu5SkdfupSsjGyMacZq+NJKv2Zyp0WvKTsnEJvGnjRUEQhCYp+3IKV7YeQedgTlZGLq5FzgS1DObi9ycYPKYfl+Z/jaa4EgsfZ4LnPE7iwq/xerwnRlb/fjdRQfg7CvOKSN51ilqNluyCYnQpmQSF+2NpasKYWWMo/jmazB0nkBQS3o90xC3YA3VuCaZud38JA4VCgbGxERqNtqEtNDyIoBA/HhrZn1XvfoFep8fUzJSpr0/Ey9+L2qoaEs5f4/KJS5iamtBv2hAyLyXj5uHCgY93IMsyNi52PLVmJl7N/QGI33mCg6+tbTiHR1Qo/Vc8R01yDtGvfEltTgmmLraEzhhG2rKduA6MwsTZ5o4/H4JwvxJJIeGekpWRQ/zla1gqTdkw70sefKQHxsYKcmur8RoSRdyH36EK97zhMfHfHKHlcw/z47JtxO6PptuE/o0UvdDUpFxO5qu3vkCn1RHWNgxPBweMXSRq80qpTqkvhK4tr+HCK2vpsO5Ftnz4DQHZBQyeMxaFomkXUJT+dENKQRCakrRrqegLyrENdufihasc2HkIg95A847NGfH8MGKe/BhZW19poDq9gIQ1e4lY8hROXf7XZreCcOtUlpRTmZCD9f+xd9dxUlXvA8c/d3Jnd7a7O+juBgEJMRFExUJQUbG7sDBR7MZuUDokpTu2u7t3Z2en7++PxcV10S/6A5Y479fLl+yZe+6cu1xm7n3uOc/j60nSzkP89tNGHA4HCqWCB995EOOhHAqX7ABAtsvkL9lBt8enETPvsrM+cJmbk4+zi46X3nqazPQcNFoN8Qkx7N9xkP07DvHBgk9wOBwAmJpNfPzqYoaOG8yBnUm898BbrfvxCfJhzvO388Utr7W21ZfX8sv8L7h18cNY6prY8eL3AESM7EFAz2hkWaapqIrdsxZhqW4pdW8qryPp1SX0fu56vAd1EjMBBeEUurDvOoRzisPhoCCrAGdnZ3av2sH0aRMo/XgDOW+tovrL33Hy0GM3mvH8y0wg2e5AOpa0NnXrkY4YunABysnMY8+qHdisNoZNHMKAoFCyX1/Ob7PeJHn9AeIfvur4xrJMbW4ZxWkFpG09gvkcmFJ+uolE04JwYUvbl0z2JxtYc+Pr7HvsS1yOlnDTvdcBkLgrEYOxuTUg9Iemgkpc48PQBZ39MzCEc19xej57XvyB1de+wqa73kd3qIgb770WAIfdwaalm5FrDe361RzNxTX27J4RXFFeyfYte8hMz+HpR17i7dc/wtDYxOfvfIOzizMataY1IPSHxnoD9VUNfPPSF23aq0qqqCiu5K9y96djrDNgazZjMTTT/fqLwOFg3xtL2f/mL2x/4TtCZ4xs08fWZEIT5I1LhP8pP2ZBuJCJoJBwzshIykSn1ECjhZ69OpHy3ip8EsJwDfXFXG9kz3PfEXrNcOy2theJXvEhlBdVAJAwvHtHDF24wBgaDRjqDVjMFiRJonfvzjQXVKLRt1S+q80qofBwNh49Ilv7NB+rlJcwvAdaF6cOGfdZRUwUEoQL1tEDSdgqGkj/eXtrW116MbbUYsITIgCwWG3t+qndnNF4upypYQoXsJrKWuoySqhJLWwtjV6bVoQ9vZSwuHCgJUjiFBXQrq93739fgetMS0pM48D+w3z41mJqa+oAiI2NZOzkkXz/6c9UVVajVLXNgeju6YaTTovpLw+2FEoFzm7OaF2ciBvWnfH3XsW4u69gwgNX4+yhRwb63DYZvb8nhVsTW/uV7EnDYDTj5O/R2iYpFTj5imVjgnCqiXl3wlnP4XBQk5qHU2YJktWO3UmDd4g/qtsnkb8/A6+4IDpdN5pDby1DG+qLwlVDcFIXqhLzCBoQj0fvaJa9/gMxgzrT5aI+HX04wnmuIr+MI1sOUpxRyLDJwxk1aThSrRFVlB/dxvbEJ8ib35/7ltJD2XQd0Z26I7mETBvO0b0pBCaEMWjGmAt+6RiImUKCcKHKP5BBwdK9GEqq6XHv5VTuSaMuq4SBs8bjpFESNaIzy1ftoLmmkeg7JpH93qqWjgqJ3q/egkuYyBsonF52m42qlHyytx7F7utG7wevwlpWg5+fGzovV8JGd+P1Zz5i4Jj+uHUOxynYC1NxDQCuscEEju3dwUfwvxXmFxMcHMCy3FWtbV5enrz+5NuYjCZW/byWG++5nq/e+RaLyYLezYVn3n2CkJgQJs2awtK3fwKg/7gBxHaPJWtvGsPvvgy9szNLn16Mk15HYFwoCUO6UXIgk/zUPPziQug97zIOvbMc2d4yC6nsaA5+8SGYyusA6P70DFxjAtuN11pVhymrCBwOnGJCUPt5tdtGEIS/J53LF959+/aV9+/f39HDEE6j+sISLNn5sHsfCoUKm8YNY7WB0sAgNr78Q+t2Tu4uDJs1AUmhoMlXh8bThZ49OoNKQWVeOZIEflFBOJ/6KgX/OJ9BnKMXlsriCtZ/toqU7UcZccUo/IO88TLUojxyGDQamiJiSU8so8fIbqRuSqTT5AFo9Tpsei0mkwXfqEBcvU/5E7D/OefmbDtPNdoQunSJ59DBjR09FOHMOOfOUeH0KE8tYNMbPwNQsCMFi6GZcY/PoFOUB+bft4PVhjIuHotaT7mvJ+FdIrGX12OqqMclzA+3uKDTlWdEnKNCq6ztiez8YCVad2eKd6fRVNXADR/cgT43G1tmBsrgENRDB1AiqXHzdMfdRUdDejGSBG4JoTgHnraAxSm7Jl214jd+W7OZI/sS6dK9E3GdYoiKDOPJuc+1bhMYGsCkK8YTHhWKb4AvMQmR1FXVYTaZMTc2s+H73wgK9mP9p8cDS2GdI5hy62WUJOehc9NhzK0kcenxGYFe4f50Ht6d5C82ANDv3suJn9CPprwKdIGeuCWEoHLSthmrKb+M/HlvYDyYBoA2NpSoDx/BKSYEW1UN5v2HaN62C03neHRDB6IODz2p34FwWoh54GcpMVNIOGulHUrlt2/WcGhPEt37d2XI2F645eXg3SeOn5/8rs22pvom1B56ZNmBk5sLMd3j0Pt7AqA/9TfZgtDK4XCQlZFLeU4pKz9fQV1VHeOnjaMkOZfewS40L3yDPxY0Oqk3EXfLbJqLK+l2zXDWr97JDc/e2qHjP1udyw8sBEH49/JyCijMzGNfRRGmJhMX33cJjpxK/Jwd1D8xH+zHPkk3bkY/9w60FVChdyZuSLeOHbhwwSguKMHabKHSaCBdNlCRnMPwq4bQWalFfWAvTctWtm6r3LED3W23I7m74RLsg0uwTweO/N/r3ac73yz+gQcev4ufvlnGopc+4JVFT3P7I7diNpnRajUs+24VX37wHQ88cxfLvl7BJVddzI41O0g9kEpcjzgm3TiJt2e91Ga/fcb0Y8XzX2GobuDiu64g8ZcdbV6vyS9H4+0KgG+3COIuG4xHVCAencL+dqyNm/a3BoQAzJmF1PyyhcB7ptH45Q8YvmsJNDev30zTsjX4vvMyKj/fU/WrEoTzgggKCWelssIy3nxgEQWZBejd9excv5vUQ+nEDuvM5NgYTni7qFRwYH8K426ejF+A+LAXzoyjB5LITcnl02c+Bhncfdz5/NUvuOaOaTh+39Z2Y6sVl+J8TAFRVKcXEtX97M8r0FEkSTxMEoQLRcqhVGrLa3jz4UU0NzUD8MH8D5kzfw7OtZVY7H/KFSjLWPfuRjVwNF/NfoO5y57DL+bsTtornPsyk7LIOJiGi48bb8x7Hau5pUT7d+//yNTZV9LtcNtCJvaiEnSN9Xxz1y/M+u4JXH3OrQeU3j6ePPzkPeTnFLJt8y6mXDWBVb+sZ9fv+wBQKpU8+PRdeHl50lBdz5RpE/n6ta/ISckBoDS/lIzDGQy7fASbv1oHgKRQoJIkDNUN//jenjHBXP7T43jGBOPs4/Y/x2rYn9aurXH7EXyuHIbhx6Vt2m25+Viz80RQSBD+QiSuEM46RZkFlOaUMPrK0bz/8YO8c9d4XrtlBLfMGIW/ny/bDiQzbO6UNn2c3JxRe7uictIQGC0uDoXTz2qxsnvDbgpyi3B11fPQS3fw4cI5vHxVb16//zL0WLFERrbrp1SAsqKarENZBIe3XxcvCIJwobDb7RQlZuNdW0lsThLvP3gpb3/8ENfedy0+gT5sXLKRpm6d2vWTbXZsWjWWJhMVWcUdMHLhQlKcV4RbVRkDLRV0q8hn0bv3MWzSsNbXV36zGvOgge36mZtMVGQWU5NXdiaHe0qsX72ZCaOnUZBXBEBMbGRrQAha/u1++dH36PUu6HQ6HA4H/cb2Z8zUi1rzIpYWlOIXHdTaR5KAP80CTt+VQvzFbXN9ekUG4Nc5jOCBnVoDQjazlabSGqx/U5nVbXjPdm0eEwYBMjjaPkZ2GtQXmhpo/PgTjGvWYCstPenfiSCcz8RMIeGsUrg7hZwlOygLdyXOXYX21QU4LBY0QJhGQ+BDj/L2ko10GRDCkHuuoHhfOh6hvnS6ZCAGm5Wr7r8GJ2dRuUk4/VIPpfHFwq8ZPGEQu/cnc3tnb5SrVgDgCvTr3AXVzJto/nMnhQKn3j2pLTNy5IdfGDrvqhPtWhAE4bxnajZRcDQLf2MtzfOfbl0yqtfrCbn0GsZfN4GCtHyaVRrUktTmZtJp0nhWv9GSp0TtpOmQ8QsXhtRDqQQ119M8/2msx2as6XQ6Lpl9JzpXHeu/X49Or0MbGsyfC7QrfLzJKW0EQHWOnaPFRWU8fN989K4udOoWD7Q8CPurkqIyjE1G9m3Zx64NuwGIjI/gmntn8M3rXwOgddYy+oYJ5B7OJKZnLNH9OrFVvQK71U7u/jSCrhnDyAenkrcjGe/oQFy83Elcup0R912FQqmgLr2IxEXLKNlwGK8ekfR6fDo+PaPajMN1eE+8rhxFzZLNALiN7YfHxMGo/D1xnjQO48qWmUqqkEC0cRHUP3s8L5IqPg7PBS+i9Dm3lvcJwqkmgkLCWaM2r4x9d3+E54wh1NXWElpfg81iOb6BxYJq9w7GTRpN7tY0SpLz6DttJAnDuxMYHdJxAxcuSHs27eXSmZNpqmrg2ikjUL/zStsNUpIxl1Ug3Xs36u3bkZx1qC8azdGkcjZ8upbRd1+OV7iokvN3RE4hQTi/JR1IxrXZjvXXH9sEfGSDgU4qG+9+upa7n78Ls8WB5YF70O/cCVYb6ovHsuKXg1TmlhHcLYqAhL/PNSII/x/5Wfk0Nzdj/fXX4zmtALm5GZ/iPPwjAtFoNcyYN4OkqgZ6zb4ReecepJhoyv3CWf/aMvpNH4Vv5Lk1K9jQaKCmpo5nnn+IpsYmnlrwEFazBUmS2nw3jxgzhPrKutaAEEBueh75OQUERwXjF+zH/vV7ie4aTd+LB1CSVUx+ZgGzFj/CpveXYaiqx8nDhdqqOrpdNZwtL/9AY3ktSq2aXtNHotM7s+PuD6hNzAOgfEcKm2a8zIQ1z+Ia7t/6nppAH0JevA3fWy8FhwNtRCBKvTMA7nNuQJMQg3HtJvTTL6PxtVfbHKstPQNbdo4ICgkXPBEUEs4KdrudytR8jEVVeHo442234SjNbredytBEU0U9A28aT21dPT0HdkelEqexcObIskxebgEePh6Yqw0sf+0HAu+/HO8/57w4xma10OwfitvUa3HpHEbenjSsGjXXvn8Pob1iROn5fyCJAhWCcF5qrG+kIDOfffsOM7prV2hsbLeNtaaOK2Zeiq3ZjDGzCHN8IE533YGHtzvFSbkE9YqjyyVDCO8bh3uAKD0tnFqyLJN5OJ29hxPxdnEmrLF9DhyFoQldcAiPvfcIikoDdXY1lrFD8LziEkpSCqg4mMX0t+8irFcsGpdzawZ7YJA/c+begK+fLwqlAodsx93TjadffYR3XvmIqopqBo8YwMQpY0jandSuf+qhNG6853rS96Sg0ajZv2Inpdktyzx3LIHL753GlMeuozyzCKvBRHN1A2se+wybqeVBsEKpAEnCUFDRGhD6g6WuiYac8jZBIQClzgnnzu2X7KsC/HGddgX6K6dgKy6GPz9sPkY+QZsgXGjE3bTQ4crLKynILcT72Jemm7cHX73wJT0fuwL93j1ttlWNuYhAJzdunXoXL3/8nAgICWdc4pFkSkrK6dGvG2/MbJmCfOhIPlE9esKRw63bKTw8kJw9OXDTWwz/6C7c/b3oMWVwxwz6HCSfOJ28IAjnsOKiMszVDeTkFCBVmKhsaMb/kinY3n7r+EaSRJ1PEMp6G1JmBXkLV3Dxyvn4HJsRHDe0O3FDu3fQEQgXgpykLHLzCnGV1ZSklKCaOBlbckqbbWqDowjw8SH3rs+wNhgJGtOTgNlTUGnVxA7zIHbYuXuOqjVq+g/sjcPh4O5bH8FmszF+0mhmXH8VC956CkkhUVdVT0VxBf4hAe36dx/QHZ2LjuhuMeicnNj21W9tXl/53lL6jh/Avh+3ENEzlpSff28NCAEMu/ty3IN9aDBaUKiVOKxtH7qpXdqWpD8ZkkqFMiAApzGjMW3YeLxdr0cVEf6v9ycI5xvxmFroUPv3HOLg74fIT8wju7Sc2JvGYi2rw2618cuaIzTfOAdFVDSKqGhU9z1AvpOetb9u5PFXH6Jbny4dPXzhAlJSXMbGdb9TVVSFvdaMoa4Ry7GLmL0bDpIa1Qf7+IkoAwNRDhqK+fKb2HHPl7jHBePVLaJjB39OEjOFBOF8UlpURlVxBY0NTURHhBPZP573P/qKQzY11utuRBkehqJTJ5puvZPvvtmGm6ueqh93EnHVUNxizq3lN8K5KzM5m8ZaA8HBgZRUVfHjslWkWtWYr7sZVUQEirh4jLPm8v2Pu1A0mLA2GFFoVCTcOh6VVt3Rwz8lDh9M4tGHn6eyohqbzQZAVFQEj8x9hgdue5LcjHx++XYFRQUlBEcFM+iiAa19I+MjGDRmALt+24NHgBf1lbXt9m+z2mluMJK9M5ktn6ykx7Wj6XPjWOLG9WHyq7cSPbI7kiThGulPt/uuaNM3/NKBuMf9t4IyCq0W/axbcJk5E2VgINqRw/Fc+Bqq0ND/tD9BOJ+IaRZCh0lLTkdhA0uTic9eWcys+2+gSmGhi7crXYd0J2nHUTIS8+gzojsuHnrqjhSwfOnHfPzla9hrjVQk5eMbG4zOQ9/RhyKc57Iycnj8wecZO2wY3735HQAPvXIfI64Zy6Yv1xLeNYpNvx1msyxz4zOP4uKkoyGrjC4vXI9Cq8JgMOLSwcdwrmjNVyByCgnCecNut1OeVcw3T39GRX4ZlzxyDQueXYTD4eDV1xcz8+rLafLsgd7Xg8RvdlBWWElwaADm2ydgMpqpLa7C303kDhJOr7S9Kfzw4pfUllUTMa4HX3zU8n2/ZddhjMllhEV1xt3fm5Ql+1BotXj5eBD70OW4hfqzftFSrogNxi3w3F7O2Nho4KUX3iQwKAD9sbw8AFqthob6RubeP4v3X/4EY5ORAzsPsWXdNu575i4mz5hMZmImlaWVzJ/zHFfdeiWfvfQ5dzw5G72nK4ba48tE+08cSGVRBeMensbGN5aw5dPVjJ93Fd7RQai0GnZ9uJqR91+JZ6gf8TddhE/vGBpySnEJ8sa7RyTa/8d1vyooCP0tN+Ey9UoknQ5Jc24lAReE00UEhYQzTpZlMnYcxd1UR2DeYaKLC+j74gyOFBpZ9tVa1n61lsl3XEFwpzCSth7BqlajCPbim9c/4ekn5vHT9a9iqm8CoPPkAYx7eiaufh4de1DCeW3Tb9vo27sHv3z0CwC9Bvfk0MrdjLlhLOOHhqE9sBVUzlj7j2TT/iSMW7Io2psOgGuAF5NeugX/eHFDczJEgmlBOP8UZBS0BoSUahWV1TU4HMdqNUkSPfrE4dfdG+WBrYwb741i8DQKquw02+xsfuVHdF5u+HcSn6HC6VNZWMbaj5aRcziTQVeN4JcVG1pfW/LtChZ/sxA/czXaw9sYP8wZR//R1Ck1OLz1/Hz/ByDLVGYWnfNBodraOnbvOsCrC59h/74j9O7Xg4P7jqBSqZAkCQkJY5OxdfuaqlqeuPNZ5t53C9+99X1r+y+f/cq0266mILeI656+mf1r91CaU0ynQV2RFAqqiivZ9u1vjLh5AtE9Y1nx4EeYG1r2mzCxH3UFFXiG+qFxcyFwWBcCh5261QGSJCG5u7drd9RUYT28B+v2TSjju6AZPAplaPs8RYJwPhLLx4QzLmdvKuaUDJy/W4j826/IKQdx+fkjersa8Alpyf6/8r2laD1cIMqDLUcP8doL79J/UC9K1hxqDQgBpKzcQ8mRnI46FOECkJddQF5uAVqNFpPRBECXXp3I2JdKhKoJ7ScL4NBO2LcV9XvPMbpzYGtACKCxrIaUFbtx2Nonohba+yMoZHeI35cgnOuqK2rYv/sQ1YUVVOSXAeCwO9Bqjz+dv2baFDwrclEufhWO7kXatQH5rScJ0FlpLK7GPdgHRI4x4TRpNpo4sPcwxVklpOxsSZpsMjTj4Xk8aBASHkiAuRrtZy/BwR3I+7YivfcMbqYqTBWNuPi4tWx4Hpymnp4e9OnXg+ZmE18v/pHouEjue3Quru56br7zOpSq9reOOmcdVoutTZvVYkWSwC/Il6ULv6eisJyAyED2r9nNb4tXUVlYgcNmJ3JgJ3a8u7w1IASQtnofxpr2CehPJ9lmxbT8O5o/fA1b8kHMS7/C8NKj2CvLzug4BKGjiKCQcEalHk2j6Eg2oSFOyIa21Ryctq/kzmdm0mVQVwB2fL+JuK4x5KTnAhATHU51elG7fTaUVJ3+gQsXpIzUbIoKSxg+bBCR0WFEJEQAUJRfwsDJg9Hs2tC2g+xAk7IPr4i2VTGKD2dhORZQEv7ZH7MHxIwhQTi3ORwOUlMzSNqXjNlkxuXYkg/Z4UBjkwgIbvmcjIkMRLd/fdvOViua0mzS1u+n06T+BPeIPtPDFy4Asixz5FASh/ccpa66luC4ltwySZsPceXVk5Gkltx2o8YNR3Ngy187o0zcSV1xFbFjeuMVGYDvf8x1czZxddXz1PwHyMrMIaFTLN9/vZRXX3ybJx55kf37D9O1V2e69+3aps/s+27kwOZ9bdoCQgOQZVCqlIR1iaIgOZcD6/ZSV9GSY8jT35OmegMajZqK9MJ24zDWGk7fQZ6Ao6IMy7pf27TJVeU4CnPP6DgEoaOI5WPCGSHLMvt3HmTRgg+4844bkRU17dPIShKlB7OIDQnC0d+Bxt0ZR7OVeY/dTn1dPf2G9KGkTiJlxe423byjRQJK4fQwNZvIz8hn0fz3UCgVvPbhc2xZtpXOCdF07h6HtPvHdg8GFSeoiJcwoT9aV+d27UJ7fwSDRExIEM5tyUfSyMnKw2RoZs0vG7jyvmv45tnPCIoOwdvZhecfuwe7TomXjx5Jktp/lmpUKNUquk4ZjH9nUR1IOPXSUzLJyynA1GQi6VAqI64eTUlWESZDM7ayBj758GVMzSZCO4UjrV7c/hxVKjHWNNLj8iEMunUiboHeHXIcp9rAQX1xcXHm0ssm8MIzCzl6OJmgkEBGjxvOfXc/yWuLnqW8sJzcrHx8fL3w8vJk4oyJrPhqJQVZhcT3iGPGndNRa9Qc3HaQwVcMJ31vMo3VLQ+Do3rE0NzQRHB8OFqdloiBCWRvTWwzBp27C1azBbX2DOb8kU5U4EIUvRAuDCIoJJx2VquVvTsPkp2cxcxbp+Gkc6Ks0EGwqxty4/HZQtYhk9m/+CD1xVVMfmcuS5esZdVbLUn+bnn4Jvp38qHKcxS1+RWUHs1BoVYy/J4rCOoe1VGHJpynHA4HB/ccQUIm+2gWQ0cNYOfv+/hg4WLumH4Vm174lhR5JXd+ehMc2XO8o0KBKaonUSO8qC3YgOyQiRrRjZ5TR7Q+cRT+2R8zhVrzjQiCcM4pyC9i355D6PU6bM5a7BYbDpXE/Ysfo/pIHr+//jOyQ0alVTPl3TtRXHwVjo9fOb4DtRqDaxCjH4olsJvI6SGceuWlleSmZ+Ps7ESNUmLtkg106dWJu957AIfZwuHPfmPV4k0EdI2gONSXMVeNQnFo5/EdSArM8X3pFqqj66WDO+5ATpNu3TuTk5VHZGQoo8cMpbq6ljdfeR9DYxNNBiNvPfceCoWCJoORa2dfza6VO+k5uAdDJwylrLCMF+9+mRl3TOPo7kQCwgJ54KunqCmuxGa2YqhpRKFUMPbmyWjVavrMHEdjeR02q43gXjH4x4dw5Off0bo5Ez2sGwqV8rQfr8IvAM34y7Gs/rm1TfINQBH27z5/ZHMzjqoiHI01KFw9UfiEIGnFQ0Hh7HfagkKSJIUCXwIBgAP4SJblRZIkPQPcClQe2/QxWZZXH+vzKHALYAfulmV53ekan3DmZCRmIhfWUb/8KA0KCfcZY0hcl4ziopkE2kugrJCmsO4c2FNOfXHLUrCqonJ2bmiZEZTQM54hfUMxL38bV0li6uweGDynoPEPwjsy4Ix8WQgXluQjaZQXlOLaKOOWWouP3olxT87DppDY9MK3yPaWgEVmvoWAy+/CNe8gslJNQ2h3VsxfzpWvTKfnUH/wjcQrNgytXlwQnCyH44+ZQmKqkCCcqw7sOUy/hCDULi5U5xuwW3NJ+mgd0uVDMBRUIh/7d24zW9n9znKaJvUl5saHUCVuR3Zxp9Y3ge1f7ubyt+/s4CMRzleZ6dn0DVRQ59CRfKiex5+5i/2f/YbD7qD/tRfxR4Igj1BfqrJKWPJKCZfOexin9D2gUGLrOQyTawDxg8/fBOih4cEEhQTx9sKPW9uiYiJQSgqa/7QkfuVPa7n17hv4+gqRa60AAQAASURBVI1vaG5qRqVWMf32q9m2chuFmYUUZRfRb0w/eo/tf8L3KU3Oo/8tF1NwOIus3xMxNhqJHNaV0qM5eIT44ht7+pflSSo1TlOmowyPwrprK8rYTmgGjkDp4/+/Ox8j26xYj2zCdvD4clhVr7Go+4xHUqlPx7AF4ZQ5nTOFbMD9siwflCTJFTggSdJvx157Q5bl1/68sSRJnYHpQBcgCNggSVKcLMsi2+g5rLKimrIjuWye/w2SQiK0TyyJK3eRMLIXPz/7AwNmTaSu0E7mlxuwm60AKNRKwnvFsvDn11AqFQT7uaBds6hlh7KMuvgwnqWJaLs8LAJCwinncDiwmEzIJY2sX7Sstb30aC6XvXEbh+zHZ7CYm8x88dwv+MWH4rAZqcz4maBuEThXJ6MuPorKeyIafUJHHMY5649gkJgpJAjnLieNliCNibIGZ9Y9srg10f6WN5Yw8IZxuAV501BSDUBZUh59rx/Le3M/IqBzOJamCqpzjnDR4zNw8XLryMMQzmMhPnqcC5IoVoUwonsvVj70aetrK5/6nLEPXE3hvgyKD2UTN7Y3B77awId3fIV/pzBkh8zIznri+8R34BGcfmq1mmEjBhIaGsTO7Xvp1qMzVrOVwwcScfdyp76mHoD62ga+X7yEh998iMqiCgwNBn5fvpWS3BIAspOzcXVz/dv38UsIYePCnznyyw4AaosqKTycxfiHrqGpsu6MBIUAFJ7eaEdOQDtywn/qL9dVYDv4W5s226ENqKJ7IvmEnIohCsJpc9oSTcuyXCrL8sFjf24EUoF/+ld9KfC9LMtmWZZzgSzgxCFl4ZwgyzIFuYUUbD6KX3wIYx65BqtaRTMgOWvpPGUw+79YT9iABDxD/QBw8XWn70OXowv0oMfA7nTt1xVXyUS7kg4OO1hF4l7h1Mral8rX97/H1peXopQVdJsyqPU1WZapSCtCH+DZ2nZ0yXZGPXg1DaXVVGYUEdAljAnzRqIubalgItdVnPFjONcdTzTdwQMRBOFfqy6qYOOHy0n+dDOb1xRjMTuQFG2Xzh5dsYuYMT1bf3b2ciWwZxRD75hCRXohNXll9Jg6nM6TxCWgcHrkH8lm5xfb+ODDXIrSGjFXt09qnL0zmaAe0TSW1aDSqOg0qT9IElU5pSRM7E9o39gOGPmZ5+vnQ2N9I/FxMWxavZUP31jMz98u46Z51+MX6AuAt583dz55O2GxIWi0ar5f9B1NDU0MmTCEzn0702dEH/THEs3/WUNlHTu/28jiO9+isdnMuMevxcnNBYDGijrqS6pwDfA6o8f7/yFbmmlfgk5Gtoj7FeHsd0ZyCkmSFAH0AvYAQ4A7JUmaCeynZTZRLS0Boz9nEC7iBEEkSZJmA7MBwsLO3ymb57r8rAKyErOoMzSicnWi+9Dh/PLi162vZ+1OYerTN5CyYhcF+9LpfNcEstOysEoyPr2iCA0/HlFXuPuARgeW5tY2ydMfyfXsTOgnztFzT2NdI4XJuXw+eyHmppYv7/zDWYy4YTweIT7UFbUsa9S66Rj24FQ2PvUlliYTTdUNBPeM4tZVL9BcXIiu/DDq3NVwLLChjOrRYcf0v5yt52lromkxU+iCd7aeo8KJVZdWsvylbzm8suVSrjAxh8QNh+h//Vh2fbqmdTsnN2fsx8pXO3u5MunVW/GLCcbnnivoduVQZLsDj1A/VNqzf7mFOEfPLUaDkaLUfD675VWaj5VALziSzfAbL8Y7OpDq7NLWbZ09XWk49nNZch6TXr6VEfdehUKlwDPMH4Xy3Cjg/P89R+M6RdPY0Eh2Zh6piRkANNQ38saC95gydSKDhvbDUN9IRnIWwWGB9Bvdj5sfvZnaylr2b92Pf7A/XQd0bbdfWZbZ9f0mVr/+I9Dy95C2PZFxt05myxtLAPCNC8ErMuC/HvoZJ7n5ILm4IzfVH29zdkNyOzvvVwThz057UEiSJD2wBLhHluUGSZLeB56jJZT6HPA6cDMnTu/e7lmxLMsfAR8B9O3bVzxLPss0G00c3n2Y4tR8dHpnvAK88BqpI3dzcrttk34/wuy1C3AP9sFktRDaNRIPT3e8vD3bbKdw90U7cTaW7UuQq4pQBMejHnwpCl37pw5nA3GOnjtyMnOprazHUmvAXtfcGhD6w+6ftzLimovY9clqdB56QnvH4tCpuGnZfMwNRlz9PPEIbXlS5uqpwaaswFaeAiol6n4TUAbGdMRhnZSz9TxtXT4mi6DQhe5sPUeF4xwOB4f3JpKVkk18RDhHVu1p83pdaTXav8wQGDHvCnyiAom9uB9eYX74x7Q8/1OolHhHnlvVRMU5evaTZZmkAykkHkjG19sTZ6uiNSD0h13fbWTsrMlse7dlybhSo6LPNaNQqpVoNBq8owLRubt0xPD/3/6/56hCocDT25OuOidGXDSELb9tB6Cpych3n//M4BH9MTdbsBhNHNlzlD6De9PU2MQvn/wCQGFmIYm7E3lj+RtEJES07reutJqNHyxv815mQzP2Yw+EYoZ1I7x//DlVpEOh90Bz8SysO5biKMtF4R+JesgVKPSe/7uzIHSw0xoUkiRJTUtA6BtZlpcCyLJc/qfXPwZWHvuxCAj9U/cQoOR0jk849fKOZJL86UbydiSjcXFi8N1TsPg5n7Act1KtYs/Bo/TV9SYwNAB3j7/PHaAMiMLpkrnI5mYknQuS2ul0HoZwAdiz8wCy0ULJtlSOfr+VQbdf0m4bpVqFT0Iwox+ZRqcRPQns9PdlkRXObqh7j0MV1zLFXKH3OI2jP38dXz4m7q8E4WwmyzJZe1MoPZBBTFggNamFSAoJ2d72365LsBe951yMvclM9OAuxA/pjov72flQRzi/WMxWMg6lkrnjKN27xLD7898IG9Sp3XZKjQrPrqH0vmUcer0L8SN6EtYr5pwKSJwuWzfv5O7ZD3PZVZO4fvZ0zGYzu37fh4eXO/c8ejsNVfUseubd1u3Do0OZeNnYNvswm8zkpOa0CQpJCgVKdfvbUGdPV0bNu4LmOgNHft1B76kjcDrBPQSArdlMU1EVSicN+mMP6Dqa0jcMxYQ5yGYjktYZSavr6CEJwkk5ndXHJOBTIFWW5YV/ag+UZfmP+ZmXA0nH/rwc+FaSpIW0JJqOBfaervEJp155cTlJS3eQt6NlVpClycSWBT8y9IlphA9KYN+S31uTTUoKiV5Du2M0mPny7W+497m70Gg1/7j/lg9XUcVJ+P+rKK9EpVJSl1/NwS82tDRa7bj6uNNYdXza75jZk5FLanGtacL1JCqISZKE5CqeCP1/HE80LYJCgnC2slltFK7bT/ITX2GqqEPRNZywORfT99Ih7F26rXW7wPhQCqsqaHSBYZeOIq7z2Tt7Uji/2O12yo5kUfLKMsy700j31NP71otp1Chx9/ekvry2ddvhsyaRVVxMnyuGEN/lwsgVdDIqy6v4evGPvLLoWepq6lixZC1KlYrb759F956dkRzwyiNvtOmTn12IywnyB5mNZmRZbg20eQR4Men+afz05PEE366+7lgajfz+3jLs1pb7Bb/YEGKGdWu3v8bcMg499y3Faw+g0uvo9eQ1hF8xBLVLxz80lrQ6EQwSzjmnc6bQEOB6IFGSpMPH2h4DrpEkqSctS8PygDkAsiwnS5L0I5BCS+WyuaLy2LlBtpgwl+XjXFPBqGm9CekUwuZ3VmCsaQSguayeTxf/yAOvzyFvWzIOm4PoTuGUfLQWW30zvlf0oLSwjPAYsR5fOP1ysvN5/qnXuP6Gqbi6ujB4zmRS1+6lKjWXez+4GcnahMmuprrUSvnSveRuTQTAyUNPt3su7+DRn/9ESXpBOLvZbDbydyWz7473kI896KlLysfx7irCpw9jwGe9cVU3o3VS4XD3Y/OedIYP601sp+gOHrlwoXA4HGQnZ1Hy7iqqd6cBYKk1kP7Kz3R97WbufPdm1NZGTHYljQ4XygzNdIoJJSouomMHfpaprq4lKDiA2266jzvvmcWyH1djt9v5feNOuvXqzMNPzqOxvrFdP+kvlYF9g3ypKK6gtKCUoPCg1vbeUwbj7u/B0XX78IkIwNXNhfUvftsaEAIoScptFxRyWG2kfbia4rUHALAZmtn38Ge4RgfiP7jzqfwVnBKy2YijpgTZ2ICk90LhHYSk+ucH4YJwpp22oJAsy9s5cZ6g1f/Q5wXghdM1JuHUMxmNkLIN+fA6VIBKUhAXOQQevIp9X2ygIq0QlV5LUV4JNZlF6H5PQ1IqyP5xZ+s+AlzdUJ1gCqkgnGomk5nVK34jMjiYsm0Z7FvyO7JD5pJ7r6RPnIzm8A8A6AB92BCKqupa+xYs3Un8zePQuJ2beQXOFa2JpkVQSBDOOgV5RRTmFeNXZWkNCP2hIa2IHnE+eJZvRdF4LFOASsNlE25D6R9x5gcrXJCsVitpSZm4OxSUbjjc5jWttxtR8VoUh74HZJwAr+g+xI6+DMlJfLf/VU52Hp999E2bNr2rCyPHDiU0IoScjBzGXDKStUuOl2FXa9R4eLlx7+v3krgrEQ8fD9QaNT+9/xPDLxmO1WJFrWlJIm9uaiZ9VxL5ybmk706m96RBRA3rRsaGg6378wzzazcuU3UDBct3t2uvTys664JCssWM9fBv2BO3traph1yFMmEgknRuJCsXLgzibBT+s/LSCppLC5CPrAelmobQUaRLg8lKseDhoafPjNGE9ImltKGe3oN7EtUrHmNJNYb842W6JZWS4E4RBIaeO9UFhHNPdVUNu3ceICsjBx9vLy4dORIfvZ4JN0xk0tzL8fFWo8ne3qaPunAXna4f2PqzZ/cIlDrtmR76Bef48jGRaFoQziZ7t+7hyOrd1O/JpqHZTOQt4+FPOVe0fu64ORmPB4QAbBZsh9Yj2ywdMGLhQlNdVsWhNbso/O0wJUfy6PTY1Sj+VMUu4YYhKFLW8uc6No7sAzhqSk+wtwtXeVklH3/wJdu27mpt27xxO/MeuY2b77iOpMOpJB5MwWK24uLhwmXXX4JvoC9d+nTmgRfnUVZYjs1hJ7p7DPu37Oe7t74jvmc8eUk5PH3lo/y86EfKC8o4vGYPWxavpSStgJriKjZ8tILAntEolApc/TyZ8txNNFfWc+iHLVRkFLWORa3X4RbXrkA1On+P/3zMssOBNTsX4+bfMR04jL2+/n93Opn91pW1CQgBWHcvQ66vOiX7F4RTRUzPEP6zytJKlIZqaj0Go3X24/cnv8dQXge05AyasugOlH1C6DakJ/5xwazZsYuR91xG6sJfWvfR5aErCR/UFYVCxCeF08NgaCItJRNnnY6inGLifQNZNe9DbKaWmxSNixNXvj0H6v4yM0V2oD4WA9J4uJAwe+IJkyIKp9bxRNMdPBBBEFplHk3HnFnF4ZePf38HdAmn6/WjyftyI0gS3R6fjtLR0K6vXFuGbLWI5RLCaVVXW0/p4WzWz/sI+dgyZL2fB8PvvISM15cC4Nk5GEoOtusrm43t2i5kvy5dzdNPvMz9D97e2qbXu+Dt48nj9z4PtMy8vvm2GRibTaiUSmY9eCPb1u/Azd2V7KRsPnnxUxRKBbc/MZu85Fy69u3Mhw+9i+xwkH00i2ZDE8U709q9d2VRBTM/fwjZ7uCnW9/AbrEB4OTmzMwfn8C/UzhqvY6ej01n8zUvYW9uuZbzG9QJr57/fYmqef9Bqu57HKxWAHTjx+Bxzx0ovf5/eSJPeG7ZrcgWU/t2QehA4g5H+NdqKmvZs30/VeVV1NXU8eWHP/DUHbe2BoQAZIfMvs/WEjFzOAseeo3SwjJ6D+7F4Nv7MHbFMxhLqnEO9sGjUygqMftCOI12b9+Hb4Av65duYOeWPUzrNqA1IAQtCdHTNyUR0jcEufr4kyh0rriEBDH0gzvx6BaJa6SYzXYmHF8+JmYKCcLZIDc7nwPbDlL00ZY27WXJ+fSdOZYIr0ux69Q06tU0aDzx+Et/ZWxfsTRHOK2sVisFqTnsfW9la0AIwFBRh9lFQ9SDV2CXJOyB/jjMYSiqC453lhQo3Hw6YNRnp9raej79+GtsNhtlZRUMHTGI7Vt3cdG4EaxdsRFoKVM/+86ZzLvxYWzWlqCNf5Afz775OL98vZxOnVqSdTvsDn79cgXz33uSxybfD7QU5Og9pi9+wX7ICUaKkvPavH9QfBiRgzqz9M53WgNCAKYGI5mbDuN/rAqsb/94xq95noasYlQuTnh0CkPn5/GfjtleW0ftS2+2BoQAmtdtxGXSeJQD+v6nff5BcvMGlQb+NFtScvVBEmXqhbOMmJ4h/Ctmk4WPF33OY7c/g6GxicXvfotWq8FuNLfb1ljVwL4t+ygtLAPg4M5D1NU14NMnlrBLBuLTO0YEhITTKi+3kN/WbsFYY+Cbj3/E1U2Ppbap3XaG8lpMPS/B4XaspKlHAAQOpOmJ+fhFe4iA0BnkcDhQqZQip5AgnAWKC0tJS8ygudGIqaH9Z2d1cRXfvLeEnPxijM3VOPQ+qIdOBY1Ty8123ACU8QNEaW/htCnIL2Lntn1s27SH5pr2SY/rSqtZ8vkq9u4+Slp6Jk0xI1BE9gRAcvFAM+4WJE/xHf8HrVZDYFDL7+OLxT8wY+YVvLpoPoHB/vj4egEwaHg/Nq3a2hoQAigvqWDvtgPs3LiHysoarrnjaq67ewZx3WJpMhz/7Lj6/mtorjPw9dOfEtApHGf34wFj34gAOo3ogWyXqS+paTe2xrLaNj+7xwUTOrE/gSO6/+eAEICjyYi9uKRdu72m9gRbtyXbrDhqK5FNJ55tpnD3QzNuFtKxwKPkG4ZmzEwUzq7/ebyCcDqImULCv1JaVErK4TRUKhUJsWHY7XYaGwwo/Fxbcgv86UYubFwvPljya5v+FpPIKyCcOQ119Vx1xSTSD6QjyzIpR9OZdt9F5O9IbrNd9+FRWFf/QFF0f/IaK+jnGoD1qVdRenmi8m+f5FA4fWRZRqEQQSFB6GiyLHNg72GcVBq2bNvD+LG9yF53fOmNSqvGKy6YR75/ENe035G2foqUFABTZ6O5/EEkhw3JxRNJJS41hdPDZrPx2+rNDBrSnw3rf+fG8eOp+2R9m20Ce8dwcawv/SK1sPpr5D0G5FFTUE+eh8LNE4WzWweN/uzk7KzjwYfnsmfXAWw2G4mJqQT4+vLK/EW8+vazrFm+AU8vD9IPZ7Trq9ao6D+8Lw11DVQXVLJ/635iu8fSWNdI18HdMDebyTuSTdb+dAB+WvgtE26eTHBUCM7uLgQnhOEV3PJwrt8NY1l+X3ab/ceP7XNajlnp7Yl2YF/Mu/e3aVeFhvxjP3tpAebV32E7shNFSDROV85CFd0+0bUyKAbpkrvBYkRychXl6oWzkvimFk6KudnM4R2HWPL1Crw9PXn6tYeIVRmIjA4jN7uAL39axq2PXEnOkl2Y6prodPlgal0VVFcej/RLkkRkQmQHHoVwoSgtLGXLmu1sXrWVbn260KVrPKGRwdRW1SHrJKa/diu1xTUkbTlC7wldCCjfizLrIEHNjeyzRWLdtwpVcCCeTz2M0se7ow/nguJwyCgUUmtpekEQzryaqlp2bNjF6h/WEhIRxNhLRmNpaCZBP4TC35PoM3U44d0iKK6sxM1YDrvWASAX52B8+wlcHl2EIjSmg49COJ8ZGgzs3rqPA5sOknskh9nzbiTtUCrdbrqI3FX78Yr0Z+ScyeSmZZPQLRT5x5fh2GwOy6pvkLROqMZf3cFHcXYaNKQf3/zwAclJadhtDjp3S+CZlx6htqaOj75dRGZaNrGxUXzw2qcA6Jx13HbfzZQWlGKobaR3/+4UZbYsx888msni179g7hNzaK5v4rOH3299H1OTiV/e/pmbF9zOgCuGtxlDzKieTHjuRna8vwKVVs3IB6YS0if2Px2Ptc6AKb8ChZMaXVQACrW6zesKnQ73u2+ntvkNrEeSkFz1eNx/F5rYv89R5GhuwvT1IuxZSS0/ZydjfOtxXB57G6V/+2CSQqcHnf4/jV8QzgQRFBL+J6vRxIHfD/D8Q68yeMwgJFnmrWc/YP78W1hw7+V8sGQnu3cf5deNG7n7uVvYvHwHi39ZxcOLHmLw6AHs3LQHbz8vHnrxXuK6xXf04QjnsfKySgpzC8lKzObovkTSjqZzdF8S4dFhPPfiw8i1RrSHsyl9+keUrs5Mmn8NuoxfoTQXAFXmYa64dyY69XiUXp4oPT069HguRC0zhRRippAgdJCCvELW/byBpP1JxHWOJvlIOptXb+PZRY9R5VTMuHE3Im05SsHNryOplFTfNArvuP6QsbdlB3Yb9tIClCIoJJwmRQUlHNh+kK2rthEXH8X+3YfZsmYbCz6cT01WCX3uvZTwAF+K73oHRXUDBf6exD1+E6odi48HhrauRD3kYhR6MVPor5RKJYOH9KPJYMRkMmG32amtqSMnJ5/MzByiosPpPbAn0268gtW//MbNc6/luw9+pL6mpWLXkb2JXHbtZEKjQyjMLiIvPZ/GxibqyqqZMOdStn6/kdqy6tb303vqqS6qQK1WU5pRSHNDE35RQfS+bgyxF/XGWGdA7+OGxsXpXx+LMbOY9Hvfo3F/BigVhN51GSFzJqP2bLt8SxMdic/CBdjLK1A461AF/vOSQrm6vDUg1MpkxFFedMKgkCCc7URQSPhHdRW11OeXE2A38+nd02i2OSiUVUSEh5CUW8MMjxIev6IX1utGos04QF56Cku/WgGAXu/Mgo/mU1lWhc5Fh6+/SOQnnD5NTUZ2bNiJobiWrj6uDOoRw7zhPUkymHj+tS/JOpLBrjeXE941klE3jqPu8/VkPPwF3V+ejHQsKISTM3ofb5Q+Ir9ARxFBIUHoOEcPJlGSX8LF3WMYr1NikRSM6DyRzAYjuck5HHx7FVuBwZcNJXJIV5p2JFH48QZcX74azR9BIUBycu64gxDOa7lZ+aQeSaFzgA/dR/eB+gYmz7mStCYrR3YepmzZQYz1Tbj7eXLlrInUvPw9lvJaMl5YSed7xsLuZQAovPyQ1KIi3t/ROeuYcvnFFOQXsX/3IZ5+9KXW1zy9PHh/8esMHzeUzj0SkGSpNSD0h9U/r+e62VdT+N5PdO7TCdnm4Lcff6Op3sDIK0ZhrGpkx5ItdBvZi8ydySRvOIipoo6MbYkAaJw13PrJw2x45QeKD2fj6u/JpS/NImZ4dxTKk0uJ67DaKPxgeUtACMDuoPDNpbj3S8BrTK922yv1Lij1LSsaLHmFWBLTcDSb0HSOQ9spBkmpPL6xRgtqLVjb5lQVn33CuUoEhYR/VJ5djHtlOab5r2C2O1AAET7eWCdNosnbm7Ju/Vn0yLv4BXhy6TWj2LvjKADT504jLCYMJ2cnwqJCO/YghAtCQV4hmTtTmTwgHpe3P0K22TABcZ7uPDpvBni3VHrIT8qlaUxvkCRkqw2zQeaPZ09OU2eLgFAH+yMo9EdpekEQTj9zk4nkgylk5uUzNsSfhgfmg92BCvDx8cY8fSqWmFD+yCi089ftRN8zFXa0PCk3lhjQHLtBUkTEowz976WhBeHvVBSWk5acQY+QYGyvvI2cnQe03Mx0v2cOyk5RlPx6AID6ilpyKmrwC/TCUlqDpbwWm+TacuOjUKK95Hok7b+feXKh8fTy4OP3vmzTVltTR252PpdPncTGlVtbC8r8mUKhQHbISJLENbddzSuzF7S+9ssHS7n2wet54Isn2fPzFrZ+tY7L75vO+iXbWrfpelE/1sz/ior0QgAay2v5bvZCblvxAv4JJ3dfYa01ULP+YLt2Q2r+CYNCf7Dk5FN+64PYq48lmlYp8f/gZXR9exw/Pp9AtJfdiPmnD1vblD0HowgKP6mxCcLZRgSFhL+Vn52PQ7Zi/2kZ2I/foMlV1YRj5ccdRwjy8qQku5iS7GKS9qVx++vz0AcF0KVvZ5ycxZetcGZUlFfR3GDEXNuI2/Zd2G3HK2I4auuJtZmpdjs+VdjQZEKnVeMwW9F2TsAp/m4UgaEow//benXh1HE4HCiVCux2e0cPRRAuCA6Hg5Tf9vP7gUP0H94D0+c/tvvO922soyY4qE0/k+V4+WbnzjE4DZmDpHdHGR6HwtP3jI1fuDA0NxgpyMpH66RFUVTSGhBq9eUPdFnwJL81HK8CVVZYQWhAS1BI6eaMtksX1DH3ogyNQiECl/+oqKiUfXsOIjtkGurbV3UzGo2Ymk2889KHTLpyPN5+XlRXHM8jOn32VXTv05Uxl43m8Jb2gZkNP6wnvlc8B1buBMD2p/LzAD5h/mQs392mzW61U1NQftJBIZWbM259Y6les69Nu+5/VJQ17TtyPCAEYLNT9+FXaLsmoHBqqZosKRRohlyMMjQaR1kRkodXy2ef3v2kxiYIZxsRFBJOqLHBwEsL3mZwjy6MOkFJRmVzMz7+PhgMza1tNouNwowC3lv4KS998uyZHK5wATM2Gdm6aQdR4aH4BfqgKEzlr+EEncmMsez41GbfQG8azFainpmJvm93lE5iCvnZQpZlJEnMFBKEM6WmsJJ6hwkXdz3OkgpHdftS0MrmZsx1x8tKq7Vq9JJELeBzyUBcB3ZB4+91BkctXGiy07KpNxrRajQore0r2ToaGqGxbVnwhB4xNL23HEmtIu6N23Hp1/tMDfecVlVVzby5j7J1807uvPsWrrpmCm+8fDxBtFKppE//npjNFhrqGvj2k5+YNW8mNRW1lBWVM3j0AKoqqhkwuj8KhYKsQ+0rlbl5uVNfU49SrcJutaHWtb0OszSbcHJzxtTQ9u/U2fPkS7krnTSE33cVDfsysFa1XAN6T+yPW++4f+xnr6lr31ZRDVYrHAsKAUg6Z1TxPSC+R7vtBeFcc3KLMoULTmZmDj/9uBy/qDCcLp/Y7nWDvz89BnRl06+b2rQrlAqc9c5ExkecoZEKF7r8vCISj6RQXllFZP/ONA8e2G4bRdfO7P1pC05uzkx4eDoqT2c6L3uWwBvGiYDQWcbhkFEqRUl6QTgTGhsMlFdW8eBTCwiPC+fQjuQTfueruiaQu7NlqZhnsA/XL7qL4MGd6bH8OWJfnYNWBISE06SpoYns9FyW/rqG1PQsGkprUYSHgqrtc23txaMpyK9CqVGh0qoZfstEEsb2odMn99N7wyv4XNyvg47g3JOWksXWzTvx9vYEWSY9LYs77rmFmLhI+vTvyXuLX6N7zy64ubtyxbVTsJgtvPfKJ2xYvYWKqioMTU0kdI9HoWi5zUzok4Dnnz4jFEoFw6YMx2qyEBjbMgNx78odXPzA1bgcC/rUlFRx0UPTkCSptV+/6y7CP/7fJXHWd4ui15oX6fr94/RY/hxxC29HG/jPn1dO/doHeVynX4rCVVQPE85fYqaQ0MputWGsqMMmgclo4pNP32DlD2tJ9fPimtnXY1myEsnNFfUN07AGBYHZRur+1Nb+nv5e6L3deOfHhYRHh3XgkQjnO7PJTGF+MUqlEheUjB82hGeffoNb75qJuVtn9LfdgHXJSnDWob1+KrvyKogY15NgixWnMG+0kUH4dBZTx89GsiyjVCoQMSFBOH3sdjupR9PJzSwgOjiQB+fNIelIKgP792TN5n1cPOd6TEtWIbnq0d0yA7l7Z4YEBNPn8uG4+rgTFB+GWqv+328kCP8PGcmZJB9JI9zfj2AfH/Q+nviG+fPagq958OUnMH32LfbiMpwuHo3zVZMINVi58aMH0DprCYwLwcXj5GeVCMeZTCYAevftwa7t+0k6moqHhzvDRg6kvr6RLRu3M3zkIH5bsYnYbjHMf+txln61DIdDZsq0iThpNXTp3QmAZqMJn2A/5i28h+Q9ydisNvTuenas+J27Ft5L9yE9KUzOxWI0EdwpnH5XDKfwcDb7vt/Ezs/XM/K+K7GbrQR3jyK8fwJObi7txttc3YDNZMHZzwOluv2trVOoH06hfid9/NquCfgufIa6tz/D0WjA9forcRk7/D/+NgXh3CCCQgIA9XnlHP3iN6qT87A2W/Ce1Isvv/+JoWMGc2DPUVZt3MWtN15BWFwkv+3cy9xh/XDW6Xj62+dJ2nkUD39PEvp2Iig6BK1WzLwQTp/y0kqW/bAKY20DnZXuFP64AySJB6ZdwfqNu/m+qIShowdy6UuP4+PtRcrRXOqqi1FqVHQf3ovYPvHonHUdfRjC33A4HEiSJJaPCcJpYmgw8OOXv+AkKwi3atn+5CK0bnp6zhzOkh9WMnbCCH6vbiTyrtvwjQjEu0cCAD5hgR08cuFCIcsy2zfvJmVPIj18gjh83+dIsozf9SP5fsNPDL1yOFsySvAcP4HouFDce8Sj1Tkh5nGcGrFxUXh5eVJUWELnhDiSjqZSV1fPil/XAfD8a09QXFDCxrVb2bR2G1onLTfPvY6Q0EBsFjsvP/Ymr372AnmpeXy16BsMdY3MvG8mXQZ0IW1/KjoXHXe+dg/B0S2zfryD21YnlpAoOpxN3p40dn6xjgmPXUvU0K5o/5Kr1G6xUrDlKNuf/gpjZT2dpo2g55yJuIWdfADoRBROWlxGD8GpT3dkmw3VsUIlgnA+E0EhAbvVRl5WPoY4b5r91Pj4eSEX1nL95ZN54sVF3PPY7by94EOeX/AhcZ1jeOj5e/A69gHZbUh3ug3p3sFHIFwoSvNLSTqQjKeLK4EBvkjNdlR6HU3F1WR+uI5Ln7iau59/lYyULILDg7lsWgJ9gv2J75uAUqvB1dutow9B+B9kWmYKgZgqJAinQ15GPoG+fhgaDJToIfD+iRiWHSbtlV+54a05pObkcSQzk3feP8BXqz7q6OEKF6C8zHzsRite3t4Uqa343zcB0+ZUUt9ayfUv3cSBvGyWrviNZmMz9z45l/CBIqfLqRQeEcpPv37Gwtfep9+g3uzYtofaY3l2bp59LXonZxa98iHRCVHc06cbHyz8lPdf/5RHn7+P+poGmo3NZKVk8fWrX+MX5Mv4q8eRl56HIyaU8TMn4uHt8Y/v7xHkzcUPT2fQDeNQqVW4+rXdvqmynrrCChxGM2tmvckfU4uTvtyApFIy5KlrT7ps/T9RuouZZsKF46SCQpIkOcmybDrdgxE6Rm5mPls27GLPxn1Ul1Wj1Wm55elZBGidAWhuPv5XP2zMICKixNIw4czLSslm+eLlHNl5lLKCMnQuOm5+6hZ8Zw6lacEyAOp2pnP3vbN4+81PcdW7oNa0LG/wCPL5p10LZ5E/Ek2LnEKCcGo11DWQk57L6i9Wk5WUTXFuMe5e7kyYNQnXi7ugSCmk7kgepT/9TteekfS7+yZ8fMVnp3BmJR5KITcpl9VfrSI3NReAS2+9FM/+YeiOFlC6JRFNRS333DCDVz7+HDdXceN+OvTo2YUPP3kdQ6OB0WOGUVZajt7Nhc1rf6e0uIygkADysgsYOWYwr7z/HB+/9TmeXu506ZaASqEkLCqUuO5xDBk3iMUvfd46+3f45GHMff6O/xkYUigVeAa3//ypSM1n2e1vU5tXzrC5U/jrWvO0H7bS67ZJ6P9H3iBBENo62TBqkiRJOyRJekmSpImSJIl6e+cBi8VK0qEUNq/9nf1Hkug+phdT507F3Gxm54odqH1bvmidtC2Z9gePHMDA4f3xCxClZoUz6+jBZHZu3k29xUjCsK5c+8B1WC1W9q7dQ6XDjD7IGwBnP0/CXT154Km7iO8qysufi2RZRqGQRE4hQTiFSorLKCwoISsth/T8XEJ6RDDz4Zk0G5upL65lZ1Ii/gPiUet12EwWiran4O/Q4qTT/u+dC8IpYDabSTmaRmVJJatX/IY+xIObnrgZDx8PVi5eidFmxX98T3T+HjQUV5H45gqef/YBFEj/e+fCf+LkpKWkuJwH7nmKqZfdzN6dB7Fa7fz09a+sX7mZ3n27s23jLmqraomKDOfnL5ZxYNchctNzeWTWU0y4dgK/fPprm+Xgv6/cRk5K7t++p9VswWH/aw3ZFhajia0v/UhtbhnIMooT5A/SB3uj0ok0FoLwb53UTCFZlmMkSQoDhgGTgfckSaqTZbnn6RyccPqUF5aTvjcFs9FEiLcvN996DatW/EbioRRGXDqC5D3JNDUYuen2a+k3pA/vf/cGgcEBhEeHdvTQhQtMdWUNxqpGfPXuBPbrQ3OzieLKCiZcP4G9v+3lytuuIPHLvWg9XNBH+lOeWsSAOeOJjI3o6KEL/0FLUEjMFBKEU6W+pp7ilHwqCsrxdNEz9epLeP/dL9ixeTdX33gZ6QfSGDp1BM67CrBabThsLTdkRdtTYM4lHTx64UKRfTiTosxCZIfMZVPGceBgIm8ueI877r2Fb177Bm9PD9R1deg83WmqbCkvXl9YRafxoqrY6VJaUs4NM+6grLSCm2ZdQ3hECKYmE+WllTz45F288dw73HH/LF5/+m1MxpZVBYf3HmXm7TOI6RSNi4uOmvKadvs1N5vIT8ujsrAcnasLNUWV7F+3h4T+nbEazVQXlDNq5sVE9Ihp089Ua6BgZ3Lrz011BjzjQ6hNLwJAUioY8uS1OHmI7FKC8G+d7PKxEGAILUGhHkAysP00jks4jXIzc9n1w1Y8g7z55rWvMTU1AzBgwiA0ERr8IwJw0jnx8Uufcdfzd9Krv8gZJHSM2tp6jm49xPsPvY3D3vKkadJNl6C1OvDrEoHdZMNQb6DbnIkY6wzsfGcZQx++mggREDpntZSkV4hE04JwCmSmZrHu4xVsWbIZAK1Oy3UPz2TW7Bk8+8TrKDRKEvp1wt3dFY/esWx69uvWvhFDu3bUsIULiM1m4+i2w7x++8uYm80ADJw4mIROkWR1i8dgNOIb5ENgWCA0wI63fgVAqVGRMKALoVH/rkS5cGJGYzM7d+7jhx9+xdPTk6lTL8FmsVJaUs7td97Ets072bZlN7fMuhYXvQvVVbXY7Q7sVntrQOgPK35azUvvzmfFlyvo0q8zyftSWl/zDvDG0mTiwYn3tF7XTbhxEnUVNXz7/Of0uqgfstHMwhnzeXjpCwTHH09ZoXV3IahnNIV70wHY//l6+sy8iF63TwaHA8+4EHy7hJ+B35YgnH9OdvlYAXAPsEaW5UGyLE+SZXnB6RuWcLrU1zZQlltGdWk1G3/a0BoQAtizZhedO8Xh5eeFs5szpfmlVJdVdeBohQtd8v4kPnv6o9YLB4DVn6/E3c8TLw93VE5qDm47iBEHO976lcBeMcSO6YVC8f9PMCh0jD9yCv3xZ0EQ/pv8vEIyD2e0BoQAzM1m1ny1Go2kJDQiGE9fTwpLS6itqaMipxj52GdtYM9oYsf36aihCxeIhvpGUo+k8/mzn7YGhAB2r96JhMSw4QPQaDVMmX0ZDklm2xtLsJksKFRKxi+4hZDu0R04+vPL5s3bmTz5Or766mfeeutjxo6disMho1arCQkNIi01i9zsfJycnXB20aFSKVu+o0+wek+lUlFf28Cu9bvpf9EAuvbvAoCXvxf3v3oPnz75YZvrujWfr6LHmL4AHNqwj5h+CZibTBSn5bfZr1avY+QT16LzOpZHSpaxOxyEjepBwtTh+PeIQqFSnp5fkCCc5062+lgvYCgwQ5KkR4BMYKssy5/+XQdJkkKBL4EAwAF8JMvyIkmSvIAfgAggD7haluXaY30eBW4B7MDdsiyv+y8HJZyYLMtUllVRlFeEf4Q/29Zsa7eNRqmiNLeEJR8vBcA/xP9MD1MQAEhNTqextpFmQ3ObdlmWsVmt2Kw2ln76C3c8fRteMYHMWPIU3jFB6MS04XOa7HCgULRcZbYEiES+CEH4t8zNZrJSspHN7XNzlGQXo9M7ExgSiLObjuKSMqZETaLLhNF0nTQIJPCKDsJFVGsUTiNZlklLzMDaZKYkp7jd6xaLBZVKhVuAJ1s2bOORi4cQu/oFDOW16P098YwMEAGAU6SpychLL73Tps1kMpOZncNDj91JddXxJWDzn3iFhx+fh7ubK3pXF2TAzcOVhrrG1m2uvXUaTk5aJEnikwWf0m9kX6bfNQ2joRm7zY6x0dhuDFaLpV3bif5+A3tEMXPFc9TllaFxdcY7OhCNXvf/OHpBEOAkZwrJsnwE+AJYDGwCRgBP/o9uNuB+WZY7AQOBuZIkdQYeATbKshwLbDz2M8demw50AS6mJW+R+LQ/RfKzCvjwxY954a4FNDYacXJxpsvAbu228wrwag0ITbjmYmK6iKcwwplXXV7N0Z2JVBVX4eXftoKESqPCy8+bDcs20aVvJ9w0WsJ6xhLSN04EhM4DLbODJBQKsYRMEP6r7Zt28+isp6lvNLR7rVO/zrj7eTDz9ulUlFdx2303061XF5y93QgdkEBo/wQREBJOu+RDqdw/8xGWfL2MhH6d2r3uE+RLbK94mk0mZt9zEwHBAfjEhRAxrBs+cSEoT5BkWPhvZFnGarW2ay8rq+CGm68hNCy4ta2x0cATj7yAAwcLP3kRm93GA8/N48Y7r2P8pRdx16Nz2Lt1H++/+gnXzpsBwN7N+/j23e8JjAik2WjCO7BtVTGVWoVS2fL32XVYD/IOZ+Hm60Fo58gTjtc9xIfwoV0J7BElAkKCcIqcbE6h/YAW2ElLLqHhsizn/1MfWZZLgdJjf26UJCkVCAYuBUYe2+wLYAvw8LH272VZNgO5kiRlAf2BXf/ukIS/qquuo7ygnK6dYomPjEDprKGmto5JN1+Cob6R3KQcNE4aJs66hCazmZsevpHoTlF0H9ANF1eXjh6+cAFpqGugIDmXyoJywgIDMEl2bl1wB58+8QFVJVW4erpy/aM34urjzujLRuHu7EJYQgQu7iIYdL5wHJspJEmSWD4mCP+S3W4n43A6SoOFV954Epta4sp7prHyw18xN5sJSwhn6j3TcagkfvlqGdOuu4J+g3p39LCFC0zm0Uxqc8t59oUHsSqhscGAscFIQXo+Wp2WaffNICQhlBWrNzJ8+AA6d0vo6CGf1/R6Fx588A6uvfaO1jaVSsWYMcNwc3fFz9+X+x6+g8Uff0tjg4GJU8YiSxLl5ZU4HA48fTyIVUbjrNchyzJFeSWUFpWhUCp59J1HyE3LQ6NV0VDXwPZV25j94h18/MT7VBVXovdoua5L2nyQqx+6DndvN5rrDFz1xA04uzmTuTsZm8WGf0wwXkHtS9QLgnBqnGyYfYIsy5X/9U0kSYqgZQnaHsD/WMAIWZZLJUnyO7ZZMLD7T92KjrX9dV+zgdkAYWFhf31Z+Iu69HzMxiYCaqrBZqekycqKt35h2iuzuXPOIyx462ny0wtobDSw9Jd1FOW1TOF967vXREDoPxLn6H9jMppI25VM9u4UQr31uFVVEh4egJOrEw/dPAnZ35uMJiMfvPsleVkFLPzyJXpdJKqO/Fdn63n6x5IxSRI5hS50Z+s5erayWqxUp2ThnJ6Db00DOWUGju7PYOjtk3ns1bl4Gc1IKiU2lURyZSVXTptCtx5dOnrY5zRxjv575UfT0WXk4l1RR25ZA7s2HmHS4zOYOWsSvhY7ar0zcmQwO1LT6NO7O2GRourt/8fJnqNjx47kp58+4YMPvsTHx5M5c2bSp08PAHr06kJaSgZXTJ2Ms4sOhaTA39+HN59/n9l338DHb3zOob1HAVCplNz3xJ189Opi8rMLsFgtNNY3sHfLPvyD/bnkmon88M4PjJg6hpiu0QTHhBAUGcyoq8e0yQdZXVTBp3PfIGt3KgCegd7ctvhhghPObCJpWZYxp+VizixE4aJF2zkaTaAvALbqWqzZechWG+rIMNRBIuWGcO6STuaiW5Ikd+BpYPixpq3As7Is159EX/2x7V+QZXnpsVL2Hn96vVaWZU9Jkt4Fdsmy/PWx9k+B1bIsL/m7ffft21fev3///xz/haosMx+qa7G9+SG2tCwAFP6+8OCdrP5hO80hOsrLqijMKiIzOau1n7efF4tXfkCAyCd0Mv4x4Yk4R09OWXE5R3YdZfEbX/LAnCvwW/wtjto6ADS9u6IIi6Hmq9XI91zL/R//CMBnq94nKDSwA0d9zvifSXnOpvN0796DzJ7zIJmZ2dRUp6PVajt6SMLpd06do2ejvMx86hPT8fzkKxwlZQAoo8MpHjWOSiskLFuHtfBYe5APgR88iVuXmH/apdCWOEf/n6rKqqg5nIr27Y+Ri0sBUEaEUjJuAum5lQzJysR8NAMAdVwYvm88hEfCiZcPCX/r/31NarfbUSgU7fL52Ww2CvOLsdsdhIYHU15agdFgZN+Og7z69CIAevTtRp+BPTGZzLi5uODr58Pyb1ZSW1HLiEnD6T+sD6/d8Uqb/T61+Cn6jel//H2sVsrzyqjIKeXAsu0cWbO39QHRkGvGcPVzt6A8g7mkmvYkUnDjE8gWGwBOXaIIee8JJEmm6rEFmI+0VFZT+nrj/+4LaOJE2o3/QSSKPEudbImez4BG4Opj/zXQkl/oH0mSpAaWAN/Isrz0WHO5JEmBx14PBCqOtRcBf34cEAKUnOT4hL8oyy1h809bUGRmI9lsSM4ta24d5ZXIW3YQ2jWKnj274XA4GDVpOKMmDsfb14tRE0fw5teviICQcMaUFZdxaOdhXn34Dbr2TMAvMak1IARgOZiE2luPpFGh+nw5D9x7A4u+eVUEhM5TLTOFAMTyMUE4GY31jSz7agXumVmtASEAe3Y+EQozxtoGlB6ux9tLqrDsTuyIoQoXKLvdzsGdh1EnJrcGhADseYWE2ww01xtR/Km0vDWjAFJzO2KoFzylUnnCAg8qlYrI6HBi4iLRajWERYQQER3W+j0996HZeHq68/X737Nr81669+3K20+/R156PvW1DSz/eiWH9xzFP6zt/cXab47XFDLUNrB80c88ffH9vD3nFUqLK7j4nqtaX8/am4rlT1XqTje7wUjFa5+3BoQATMk5NB/NxLTvcGtACMBeWU39d78i29on9xeEc8HJLh+LlmX5yj/9PF+SpMP/1EFq+UT5FEiVZXnhn15aDtwAvHTs/8v+1P6tJEkLgSAgFth7kuMT/kSWZUqzihlwUX+K96ZS4pFA0ICR+JjrsP/8K+qsHIJGDGfRG4sZctEA3nvtY2I7x/Dq4heI7RyN1kk8mRfOnN2/H0CPkhcfv5vKg1lU+nrjd10Q9q+/b93GUV2Nws0Ve1Utgwf1xFk8PTxvyTIoFAoUChEUEoT/paawnMIdqURXyVTqPQm45QYUv2/FVliGbDJhT0mnx4zpWH5d26afJbuwg0YsXGjqS6op2JmMZUsaFcGeBN91O/LSX7AXtwQw7SnpDL1uOtbHF7XpZyuv7ojhCv+Ck86JsKhQBg3vz8Fdh9i77QAAJfnFJO1Pbvcd/tsvG7n6xivQaNRYzRbUGjU6l+OJonMOZbHynSXoXJ2Z/uSNqNQqnF2dmXj/VFa//hM9Lh6A0/9ILF2ZVkjO+gPU5ZUTM6EfwQPicXL7b+kwHEYTlrz28xMcTc3YcnPatVsOp+BoNqEU6TeEc9DJBoWaJUkaKsvydgBJkoYAzf+jzxDgeiDxTwGkx2gJBv0oSdItQAEwFUCW5WRJkn4EUmipXDZXlmURbv2XHHYHebtSsOZXcnDjBgp3JAOQsR4ih3ai7/BBKOKiULm7kHokjfCYUMZNuYhLp00kvmssao26g49AuJCYTWbqKmpwyjOwY8kOADIA/67hDJ98MbaVLTcyysAA7DX16AZ0RStmsZ3XWiqOtSSadjhEUEgQ/k5TnYFDH6/l6Oe/AZAJeMUE0u26K5Cra/Az1aKKCMZQ14BzU9tLNv2o/ifYoyCcWoa6Rg5/sZ6D768CWs5R12BvBs27CV1TParvf0A1qC8WkwmppKJNX12PuA4YsfBvubnrmXrD5Tx4y+OtbXa7A9UJ7ic8/TwJjwvjtbtePb4kbPJQRtaMwt3LnYLUXNRaDbe8Npefnv+SqsIKdK7OXDLvKqYvuJX4QV1OOIsJoL6okqq0Itbf/yGm2paqiyk/b+Oil26h24xR/+nYVD4eeFw5luqP22Yy0YQHgKcTjd/+0qbdedxwERASzlknu3zsNuBdSZLyJEnKA94B5vxTB1mWt8uyLMmy3F2W5Z7H/lsty3K1LMtjZFmOPfb/mj/1eUGW5WhZluNlWV7zn4/qAlZyKIslM1/B1mhqDQj9IXd7KtYBg8iUnakorsDDy52eA7ozf+FjDBrRXwSEhDNOqVIyrEc3UpfubNNenpRPs38wqFS4TL2EpkPZOA/rRdD8uSj1zh00WuFMkGVZVB8ThJNQmV5I0teb2rTVZJXSXGdk4ztr2JttpMLdG+9AH/Q3XoqkUaPQO+P/5Gxc+osE08LpV55awJHP1rdpayyupr60jl9eWob99tmk1NnwCvBGf9VFoFKi9HIj6JV7ceoR30GjFv6NiOgwigtK8PByb22TZZmmJiNB4UGtbZIkMfvhW/h8weI23+07Vm4nLzUPgIDIIC66aSI/v/g1VYUtQcLmRiM/vfg1rr4e+EacOG1Ac52BdY9+RnlibmtA6A87X/+Zpoq6/3RskkKB57UT8Zg2HpQKlN7uBL3+ALpusWh7dcXthqtB2XIrrRs5CP3ksf/pfQThbHBSM4VkWT4C9JAkye3Yzw2SJN0DHD2NYxP+g8QftyLbHX97M1VmgS9f/4nr3riD8OhQ+g/tg9ZJc4ZHKQgtVCoVhpLaljVDf2ENDkKa/yiW8CD8XF1Q+Xmi1Dl1wCiFM8nhcLRUHxM5hQThH5mbzTjsjr99PXvzUbwHdSJ8cHdcH7sF602XIikVqI9VzhGE083cZEI+0Tkqy9gtNtL25bJ99xHuvWIU3s/fhfXOa5A0atT+3md+sMJ/4uXjxagJw3Fy0vLSo8ezhSQdTmHG3GlUl1djMVsIiQwhPCqUyuL2xawbaxsAiOodh81mZ/0Hy9q8LjscVBaU/+0YarJKyPs9kZBe7ZPn2y02ZMfff07+L5rQAALn34HP7Ve3OTcVOic877wR/aXjkG12VMGBKF3+eWmbIJzNTnb5GNASDPrTj/cBb57S0Qj/iSzLINsBBVaTBYDaggp8uoRTlZzfup1v9whSD2fg5uuBf1gACz5+Fm9frw4atSC0aCyrJmxkd3Tuzrj4eZC+fA8qJzV5BeV4RwUyoKuokHMh+SMQJCmkY0vJBEE4Ea2Xnsjxvcld25LHI7h/POEju6JyPn5j4urlht7LDUmhQCOW3gpnmKxVEnPpQDKOLQ/3jg8hbmJfXIJ8ALAYTXQa0g03X08ktQpNaEBHDlf4j8IiQvCb7kt811jysgrQ6ZzIScvjpYdeR5Ik3L3ceOPrV/AJ9KHbwG4k/inRvUKpIDCyZUaRV4A3EV0j0Xu5YahpaPMePiF+f/v+rcFxhQK1sxar8Xgy6v5zp6AP+P/d6/zduSmp1Wiiwv9f+z6fyLIDZAdIJ05WLpzd/lVQ6C/E3/ZZwGG34mhuQLYYkBRqxj4zg/xtSaT8upNBc6cQ2CuaisQ8vLtFYPPUseKj5cx57z4S+nTq6KELAgDhQ7rS4+rBaHV2JMlBv1tH0VRv46c3fmDwNWM6enjCGdayfEwhlo8Jwv8QHB9O3ZSBuIb702lsT7wiXVEqHFjM4BZ0J7veX0Nor2gUipPNFCAIp1ZIQgQVXYvp7utBVP9YAroFoFLZsdngmu8foiy/iqBeMWjEjPVznpNOS89+3enZrzsAVeVV9B7YA4vFQkRsOKGRLdXlbn/+dj58+kOO7DiCt783cxfMJSI+onU/AVHBXPfCrXx89yLs1paqX2Numkhol4i/vmUrr+hAfDuHsX/xOgbffxWl+zNoKq+l6zWjiBrT67Qds3CcbDNjN9YhW01IGh1KnQeSSvy7PpdI//WiW5KkAlmWw07xeP6Vvn37yvv37+/IIXQoWXZgb6xCtvx5/ayEyerCmgc/Q3bI9L51Al7RQRgam6grq8Y3zJ+A6GBxkXjq/GNw9EI/R0+G3WzE0VjWpk1Wu2KVdbh46DtoVOeV/xnAP5vO082bd/DY4y+QmZlDRvouvLw8O3pIwul3Tp2jZxOLyUJTTR0u2makP9XmkCUVFpsLerEM51QR5+h/1FRnoL6qFh9vBZL9T+XEJQWykw8aF/E9fwqdE9ekzQYjNRW16PQ6vPzaz+Jx2O0UpRVQllOCq7cbYV0icHF3/cd9VmeXkLRkO3lbj9J92kiiRvfAPUQslT0TZLsVW30pOGzHG5VqVO6BSIp280/EpJKz1D/OFJIkqRE4UdRIAsTCyQ4m221/CQgByDh7OXPl5w+ALKFUKwHwBsK7iDLewlnIYW3XJNmMOHuIYMCFqOVBhQRIJ0o1JQjCn2icNKh8XLE3tL0WkGQbzl4iKb/Q8Vw89Oj0aux1xW1fkB2oVOL+8EKk0zsT/A9FQxRKJWFdIgn7F/ct3tFBjHjoaobMuxyVVhTOOZNku61tQAjAbkW2204UFBLOUv/4NyXL8j+HZYWOJUkt//3lzkmSFChU4h+hcI6QTjBrTaFoObeFC84f1ccUCoVYPiYIJ+NvPiulE322CkKHkI7995fPdHGOCqeYCAh1gL/9DhLX8ecSETk4h5iaTWSl5aBUKrDZ7ahVaqKiA5DMDWBvSTCNUoukFGs4hY6XlZZDbXUdbh6uePl64Ot34mm8kkoLCiU4ji99UDp7ISmUZ2qowlmktfqYhEg0LVzQSovKqCyvQqFU4untRnBo8Am3k5RqJI2+zcxhyckVlOLmSDi9aqrrqCyrxNRswt3Lg4AgX5yc2lcJlZRqFM4eOIy1x9vUTkgqcY6eDwwNBqqra3H3cMNkNFFbU4fRYKSx3kB0fCShkSE4HA6RuuI81fId5IJsaTre5uQmvoPOMSIodI4wm80k7kmiqqwKlVpFvaERo9HE6h8rqamsZdxlo+jZtzN6N3ckpfhrFTpOQ00DifuTKCssxzvAi6aGJlZ9v5aayhomXDWOngN64OJ6fNqwQqUBt0Bkmxkc9mMXiiKweaGSZflYUEgkmhYuTI11jezbdoBNq3/Hw9ONQaMHYDVbOLDtMIPHDMTnL3mCJIUSpd4L2eqCbLcgKTVIaq2YKSScVkf3J7F/20HSjqbTd2hvAsMDSdx9lG79uhIR27YikyRJKJzckFTalu96hRqFWiuWlpzD6mrqSE7KoLigGIvFyqE9R+jcNZ4v3v+Wupp6Bo8cwKjxwzAamln85lc4HA5GTxqBb4A3Go0Wi8lMSX4pbp5uRHeOxstPpAw4V7V8B3kjW/XHv4NU4jvoXCM+jc8RaYfSsTQYcZZUePh64+HjwaNznqGpsSUqu3HFFp5Y+DCTpl3csQMVLmhV5VXs3LyX0qIyfH28cNI58dOnS+jbtweB7p4c3nYIk8nMmMkj2/RTqDQgAkECx2cKteQUEkEh4cLicDjYuWkPz9z1Qmtb2pEM5t5/M4HuniTvOsqQycNRqdrOpJQUKiStCnA5wyMWLkSZiZm8+uibZKVkA3BkXxL3Pn47gR5epOxIxEXvgm+gT5s+kkKJpHEGjch1dS4zmcyYTGZeef5tvv9yaWv7m++/yBN3PYtSqeTGO67FyckJDw935t/1Yut3+W+/buKeZ+ZiN1v5/OUvWmcDD7xoAPe+cg+evv87MFSWVUxZVhFqnRa/8AB8I9qXihfOPPEddO4TQaGznM1qI/FICnmFBagVSuyNJnZ8tpZx903FYra02faT1z9n8JgBePqIaLtw5pWXVpCYmEqzw4x/ZACpB1Nx0mpJ8Apkx6LlALj6uhMbF0lDXSNuHiJlmdCeLMtISCgUklg+JlxQrFYrRw4m0Whu4rF3HqYovwSdWouuxspns15Ddsg46XV4e3jQdaQosyx0jKTDKRQUFnP1HVdRWVGNrdlKlF8g6xZ8T3ODEUmSsNcYGTv7Epz0oibNuayurp7k5HSsVisWsxWlQqK+rgE/Pz++/3IpHp7uDBraj4b6RgpyCwGYMWsqW9dsQ++mJyc5u83DHYfDQVpiBj36dOXSm6aw+dfN1FXXs3vDHrJTsuk7ou8/jidzTwqf3LaQptpGAAZNH82wa8cS1i2qzXa1BRVkbTlC0f50ooZ1J3JoF9wCRSVGQfgnIih0FivNKyY9J5dDB5Kwma3ICnBydqLz9cPZ/P4yRl88nHXLN7Zub7fbRbUeoUMkJaWyctl61EoVDpsDtZOa0Pgw3L3dWL1id+t2jZX1JC3bTd+xAzpwtMLZTJZBUojlY8KFpaiwhHVrN1NZXoUSBRonDT7+3rz91qfMmzYD2dHyb8FkaOaHxz4m9NcXcBfLLYQzyGazsWPbHnZs24tGqUapVqJ10rBqzQZunHYVNnNLJVFZlln31hK6jOhJVJ+4Dh61cLIaGhrZsWMvy5avJTw8lEkTL2Lxx98SFBzA8l/XkpaaCcCESRdx/cypLPp4AbIsk3QolcHD++Ph6c5dj87BSauhMK+YLj07Ybe3f7BjMZv55YtlVJdVM/32q8lLyUOpVGAxWdpt+2fGegM/z/+iNSAEsOv7TYR2iSAgNgSNU8ts86bqBn69932K9mcAkLRsF92vGMqEF29GoVTSVFaDUqtG7+9JfU4Z5QczMdca8O0ZjW+PSJQakQdHuDCJoNBZqqywlMr6OpIOpfLJm19gtVjROTtxxwO3Ut3ciFdMIAGBHm363Hj3dXidxNRLQTiVMjNyKC0qx2a08vkn3+BwOHD3cOPhZ++hqqEOlVbderEIUHgkG2xiBohwYg6Ho6VOjaTA4RBBIeH8l52VR3FRGQ6Lne8/+RljUzNqtYo5997MlEvGkVZeiKuvO42V9QDUllTTVNMogkLCGWMwNJGRnk1RQSkrf1hLVUU1kiRx5bVTuO66K3n9zY+4edzFHP3TQ6Da0ipABIXOFcuWr2PWrHsBeOrJ+9m6eSc7d+6jd5/urQEhgDWrNjDmomE01DVSXVVFXGwsLzzxOlaLFSedlvmvPIqPnzepR9O558k72L15b2tfSZIYPn4opZ1KWf7lCpyctDTVN1KcU0xAiD/RXaLxD/HHUGegIDWX+qp6/CMCCI0Pp6nOQHFKXrtxN1TVk7MvDXc/TwLjQ6nKKm4NCP3h6NLt9L9xHElfbyL1523oPPUMeewaClbspnDjkT8Gx7jP7iV8bO9T/8sVhHOAyAB1FjKbzJSUltNQ28h7r32C1dJyQ91sNPHRm4vx9vLENz6Y+L4JTLx6PL0H9+TZ955kzJRRHTxy4UKTmpKBxWzB2NTMlx9937rcp76ugfdf/xRXN1d0bm3zB8QP6YbeUywdE05MlmU4Vn1MzBQSznfFRaUYDAZkh52PF32BsakZAKvVxvuvf0rXLglk5OTi7ufV2sc3PABXX/eOGrJwgbHb7RQWFqNA4qcvf6Gqohpo+Xz++etlqFVqsrLy0Ae1DVJ6BIjlOueKiooq5s9/FYDw8BBKisuor2+gS5d4Du4/2m77w4cSSU/LYsTIobzw+Gut9ymmZjPPPvoqDy+4l/vm34nJbOaup25j0OgBDB4zkLlPzCEnM48Duw4z98nb2b5iG8GRwYTHh/Pjez/y7Zvf0ljXwPcvf8Vz05/krTtf44lLHmTf2t3ovdwI7xnTbiyeAV7k7E/jzUsfJ3d/Oo4TzE7yiQkmfcl2Un7Yimx3YKxq4Lf7PsS3X/zxjWSZPS98j6nW0K6/IFwIRFDoLFOcX8LhA0lICgUarZqefbu1eb2xwYBSkggID6K0uJyLp4xh3qNzGHvpaNw93Tpo1MKFKDenAKvFSnVVLe7u7YM8hfnFaDRqekweiKSQAPAJ82fcHZei0WnP9HCFc4QsyygkCYVCIYJCwnktPzefmsoaqoqr0OtdsFptbV632+3U1NRx8fhRVBeUAeDq486052/B1VsEhYTTr7GhkbSkDGrLa3E4HJQWlbfbpqHewKTJY6nNajlHlWolF82ZgkopbjHOFXaHA/OxPKWxMVGkpWSgVqtJT8+mV++uAAwZNoD7HryDuXffQkxcNAMH90GpUhIT3zafT5OhiZqaOvbuPISkUBAaE0avwT2prqrhrefeZ/Gir+natys6Fx0efp6sX7KB2qo6Zj15K3s37qUwswh3f08uvXsqE2+dgpNex2dPfEhTvYGrnr4Rj2O5gRRKBaNvnYQMOGQZh8PB2jd+wjPcH5/Y4DZj6n3NSNJ+2dnuuE0NRhSa44tmTNUN2C3WdtsJwoVALB87i2SkZpGTk095aQU+vt5kpmdx2TWTGTSiP2+//BEAbu6u+Pr68tzNzyFJMOfRWZg9jMT1Tujg0QsXCofDQVpqFmUl5RTmFeGid8FFr+OtxS9zzy2Pts4WCo8KJTcxl9hhnQn28MAlwp+s3ck4xNIx4R84ZMexkvSIRNPCeSsjPYvqylpysvJQKBTYZDuvvD+fRQs+ICMlCwClUomnpztBfr5E3KjGJdyPguRc1CLnhXAGlJWVU1ZSTnZGPgaDAR9fb15Y9ASL3/+WfTsPtm7nondm9pzrUWbX0LVHPLogLza+/yux/cR16bkiMMCPhx66kwceeIbomAhcnV346ssfmXPbDSgkiS5dE9ixbS9vvvo+LnoX3n5/Achw9HAyU6ZNZN6jt7Fjy27c3NzQaNT4Bfji4enGG8+/yx0P3EJpXjkph9MAcHF1oUuPBJZ+spTDO1qWbqUdTicvI59pt19NZXEF37/5HbIs4+blxtX3Tee7BV9ibDTiHxXEyJsn4OLhitpJTc7BDL597GMGXDEcV293KrJLUDmpmfrBPST+sp2cbYkkTOhP3EW9yfl1FxVHc9sct9pZg8Nqb/25y03jcPbzOGO/d0E4m4ig0FmiuLCEj9/7gh+/Xdba9tCTd1NXU09gSADBoYHU1Tbw6Px7WXj3a5hNZgBqq+tIEAEh4QzKSM9hx5ZdPP/U661tEy4Zw5QrJrLo4wU8dNfTOOmcuG3uDXz+3GKuvXMazknllBSUk7TpIBfdcVnHDV4468myLErSC+e1wvwi8nOLuO2G+7DZWmYHxXeK5f5H5/LQ03eTcSidA4cSGTpmEFFhoey99zNcg7xwFFaQtOUQI26e2MFHIJzvKsqrKCkq58G7niIrIwcAjUbNmx8s4KbbZzBqxGB27NhL556diIuNonjVfnK+3EL/R6bx6/zPsVts+IhS4eeU6dMuw8PDjbraeoqLyujUOZ6kpFRuuukafl26ms0btgEQGRWG2WThkXueaZ1dFBEVxsNPzmPLuu2s+HkNV117KX0H9iKhaywH9x5l1NihbFy5mWtmXUVclxgKswpbA0J/UCgVxHSLpiA5j6n3TOfgpv1kHclk3bfruPimyXgF+eDkqqO2rIYlL3zVpq9vqB+JlTuZ/MgM6kqqqS+rJW5iPwbfcQlal5YKeEMfu4Zfr3+5NQjk1y2S4IGdKO5+GGN5LZ1mjiF+6vBj1x+CcOERQaGzQGFeMRV5pcSFRnDZ5RNY9utaZFlm0asfMv/FRzAYmnj29cdI35fKj69/R11VXWvf0LgwwjpFdNjYhQtHcXEpdbX1VJVXITfbePzBuyipquTb735hzYqNDBs5mAA/P9794CWO7E3k65e/wmwy4+bpjtsQT3b/sJlbPn0Qr1C/jj4U4SzmcLTMFFIoFGKmkHDeyUjLpLa6gSXfLeOBe29DJSkoqijnu+9+ISczl4iocFa+tZTBk4bQo0tnVGYrXW64iLzUPApT85j12UN4i89Q4TQqKCiirLiclMR0Lpl4EbopWhqam/jmu6V8+sFX3DR7Br9/9Rt9RvdlzMQxuElK1F2i8Xs2lI2L16D3cmPqi7Pwiw7q6EMR/gWFQkKtUuHh7s7HH37Na68/Q3p6FkVFpaxctr51u5k3Tee7L5e0BoQA8nIKSE5Mw2Q20W9QL376+leCggN479VPmHj5ODy9PbjzsTlsXrmVPVv3c/Pd1+Gk02JqbnnArdaouen+G3j7vkU01jYgSRIXTR+HTq8jccdR7nx9Hnp3PQADrhyOm78HTXUG9i/bTmSPWGoLKhg1ZwoqhYK3pzzR+nDpigWz6Dd1JAqlgpCBCUxf8SzVGcVoXJzw7RKOa5A3k354FFuzBWeRp024wImgUAdLO5zGxs9Ws3/5DgDCukXx8INzeemVd1oSTheXERsfhc5Zh95VT21lbWvf3sN60WNwDzGVXDjtcrPzMDQZcVjsVB4tZO8H67Db7HiH+PL80w/xyBMvUlNVQ3BAAKs+WY6kU9PU0ERQWACxvp74hgXQ67JhuHjoO/pQhLOcwyEfK0kvEk0L55fcrDyOHElBr3FmYFRntn/yG3abHZ8QP557+iGKa6pQq1TIssyOldvpMawnwwZ2J6x7DNE1vXH2dBWfocJplZuTT+LRVJrqDQTq3Nnz/SpMTSZc3PU8+cDdvP/FN7h7uGGz2dj000Z6DOlBeJAfIZcOxmKzETmsGzo3Z/Qi59U5Z/nyddx2+0OMHzeKd95dwPbte/li8fd06RJPdEwElRVVAGg1KkqKStv1r69rYPvWPdx46zXs3XmQqspq9K4urFq6jomXj+XtZ99v3fadFz9i+l3T+fyVLwAYcvFgNny/nsbaBqDlu/+379Zx7QPXUV9VT3l+Ge5e7tQWV/HuHa/RWNOAxknDtfNn0WVoN2SbjMVo4q3Jj7VeN8iyzK9PLSaybzx+McFICgW+ncPx7RzeZtwavQ6NXndKf5fW6noatx2m5tffce4ciceUoTgnRJzS9xCEU01kgetABblFFKfl4+rlxowXb2Xg5cMpSMyBciMRUWHExkdRUlSKs4uObz/8AaWbhvvfuJ85T83mmU+e4oHX78fDx6OjD0M4zzU0NGI2W1AqVagVStx83QlJaPlSrS6qJHn5HiZPGYevrw+5hzLJOpLFlOsmc9/9M7lv4gga73iN6je+x0kknRROgizLrSXpRUxIOF9kZmRT19BIcVEZgQF+qNQqvIN9AagqqiB97UF69OyM6k+XZeVZRRTMewOV0YRvZKAICAmnVVFBCaWlldhtdjrFx1JbXotveMsSsKZ6A5vfX8H9992G0iHRVN8EQE1eKVnXPYNhbwpOemd8IwNFQOgcVFdXz8KFHwCQnZNLcXEZFouFsrIKNm/ewS2zr8XZpaWS7Ndf/syky8YBoFAo6N23Oz37dCMoOIC62vrWoIyPrzdNBiMJXeOQFApm3nUtvgE+AJQWlpGXV8jc5+/g+vuvY+SUERSk57cbl91uZ+z0sbx73yL2r9/DB/PepLGmJXBkMVn4/NEPMDYY8Qn3x1jb2K7ymN1iw1DdcHp+aX9DlmWqvllH3l0Ladi4n7K3fyJr+lOYckvO6DgE4d8SM4U6SF52AY5mC84BXmitTZQYanHvGcrNE+9jw5u/MOXS8bh7ebDql3Xk5RZSXlpBYWExAwf1ZfxVYzt6+MIFor6+nvy8YixmCzazlbqaeowqO9GX96XX5YP59bmvKUjK5c6HHsOmcPDKcy/QbXB3PH7ejGbdXmzHLg7q1+3BnFeKc7foDj4i4Wz355L0YvmYcD5IOppKc1Mz9bUN6NQaEhNT0Qa74z88juCaCA6t2k3uoUwu97qWl2cvaO0X6qrHeCQLU0YhmkCfDjwC4XyXm51HfW0DdZW1VJRUYDNZkHx0EOXBsD7j2PbVeprqDPh5ebFw3vF8gr4qFbLZSsWnK3Ad0g1JqezAoxD+K6VSid7VBYDRo4ai0ahpbGgpze5wOMjKzuP2O29ClmWUSiXxCTHc+8gduDjr+H3zLtQaFe4ebky4ZAwFOYWMvng4edkFTL/xCpBh37b9uLq7ct3dM9i68ncO7jxMaVE5FUWVDL5oIL8t3Uhk50hyU1oSQcf2jMM32Jew2DA+eOhdbFYbhtpG6spr2oxbdjjIS8qhLLMIv4hAXLxcaappbH1d5+6CR5D3GfottrAWV1L+zs9t2mzV9TSn5uEUKZZUCmev0xYUkiTpM2AyUCHLctdjbc8AtwKVxzZ7TJbl1cdeexS4BbADd8uyvO50ja2jpR1J5/clWzj4+0Eum3slO9btYvvGXXh4ezBj9tWMv+8qdu09QFZGDsMuGozNaqOx0UB8pxgiY8L/9xsIwimQl1eAxWyjqrIGJ6WaN559h+y0XCJiwrjtvpsxW81E9Y7F0myhqKyMhsp6vPy9uXruVIxTn0RM8xD+i5aS9ApRkl44Lxw6cJSslBwWL/qKsuJyuvXuwpXTLyH7SBbdhnanMKsAjZOGwJgQjmw52Lp84qIpw/HJKsIqAqPCaZaZmU1xXikfvfoZaYkZBIUGcsud15O2O5WhFw0kJysXzwAvmg3NNNQ0YKg3IEkSE6dehOfRLCwgvu/Pca6ueu699zauv34uV1w+iaTENLp2jW99/bfftuLv7c3a1ZsAkCSJV15/micefKF1m43rfufjrxehVqjY/fs+NqzazPWzpmExW/ju059pqGtk8KgBXHnTZRzZc5RLZ0yitqKWH979gcZ6A7c/MRvzV2sYf+0Eju46Sl5aPt4BPoy6egxrFq+k2WjC1cutdabQH+OoK61h5cIfcPVxZ/a79/D93e9gqKzHzc+TaxbNPeN5LGX+Zum7+CcinOVO50yhz4F3gC//0v6GLMuv/blBkqTOwHSgCxAEbJAkKU6WZTvnmdSkDL556UsyDmcQ2TWKDWu3sH3jLgDqqut4b8FHvPLJ85gtFuoaG4iICuPAtkM8OH8eXXt1xtPLo2MPQLgg5GTn0WQwkpdbQFhoMA/c9Dg1VbXoXV3Izy5kweMLuefh2xhx48U0N5vReDrTXGvkzoXziAgPpKBHDMbDma37cxvbD21kYAcekXCucDgcILVc7Nkd591XgHABSTqaSmZaDq8/sQirxQpA4sFkHA4HPeLjWf3JCjqP6k5cv06MuXkSajcnEjpFoiosR7X5IJY9KWgiAnGKC+3gIxHOV1lZuVRX1LJo/nvkZxcAUFJYyruvfcz1N1zNB4++x7QHZhA7sDOdBnYlND6cJz99EnVmEcp1u7EczADA95ZLxCyhc5zZZObjjxeSlZ3LsBEDqaqq5v0PX+X1194jIyOHmc9fTXRsJJs2bGPc+FFs2bijtW/XHp0YMXoIlWVVJHSKRaFQMO+x22msM/DWCx+0brdj0248vDxY+NVLfPfeD3Tt24XRl42mvqYei9XG7S/O5cU5L7QuTyzKLmLwhMHE9Y7HbrNx5cPX8s1Tn2I1W5AUCsbfMpkj6/YgSRJWs5X85Nz/Y+++w6MqugAO/2Y3vffeGwmh9947AoKCiAUVRUUFy6eAFQsoiogKFrAAKiBNRYp0pPcW0nvvvWeze78/skQwKCoJocz7PHmSnb3lzHLZbM6dOcOMX+dRlleMhYM11i521/11NHJzwOXpu8lcsKq+zcDOClO5KJB0g2uypJCiKPuFED7/cPMxwBpFUaqBRCFEHNAFONJU8TWHuNhEasur6dK7A6EtA3D2cSUhPZ39Boeorf3jj5+czFxG3TmUksISqqtqGDy8P/6BPs0XuHRbiY9PpLCghOLCIoqLSkhXVHTu2p72rUOozCvF1N6CC9Fx5OUU4BfsS+rWY7Qc0B67DsHYO9hh5uKAzyfPU/TbUUp+P4PNkC5YD+6C2sKsubsm3QR0Oh0qIRBCLkkv3bwiI2PJSM9CpaM+IWTvaMeUxyahlFZhZWOFr58XNp4OmPj4EnMqkhKhoUOQP66WFhQbGGD//ERs7+glp45JTSI1OZXjR07j5uxUnxDq3L09gwf0ojKvFBc7O0ZMGg5aha6je/HTO99zx6x7KSosItjTCZ2PK2YuDjjcPxSLzi2buTfStYiJSSAnJw9HRwdcXJyIiozFysoSKysLunbtwOAh/XjztfeprdXSsVNbBgzuRZL+mnl46n3k5xaw7NOVWFia8+ysJxl591ASY5KoKK9ocK59v+0nJDQQZ29XEIJj+4/z0IwHWfr2MiY//0B9Quiio9uP8vq3b+Dgas+CB99hyGOjsLCxRK0SHF67F2dvF9oP7UppQQmGRoYoAtxb+V6X1+1KhEqFw31DMfJ0pmD9HkxD/bAb2w8TPzl1TLqxNUdNoaeFEA8CJ4EXFEUpBNyBo5dsk6Zva0AIMRWYCuDl5dXEoTaeCxdiqK2pojqnhC3vr6lvt/Nw4pHHJ7F0yXf1bRaWZmxat43srByenT0NP385ZexmcrNeowBJSalUVFTx29bddO3WAUsLC0qLy/A2tWHXwg3127UZ1hl3TxfyErMozizAzNqC8FMRtJo8GgATXzdcnhyHy5Pjmqsr0lXcqNdpXUkhmRSSbtxr9Gqiw2NJT88gLyefmso/lm2e9vRD7P5wAxr9Us7G5iY89vkLLH5wLne8cT+e3i5oEDiP6oPzg8ObK3zpX7hZr9HI8Bhyc/KIjY6nprwKE1MTrG2tGNC1CzsX/FEPxT3Em+HPjefLR96n1aCOmNtY8N7/FrBgzfv4j+rdjD2Q/qmrXaORkTGMuOM+UlPrCiE7ONixZtUXnDx+lm7dO+Ht7UF1ZRXp+hXHtm7eSWZGFo8/MZnwsCg0NRq2/Fy3ZH1xUQlvzprPy28+j5OzAy5uDaduefi6k5qUTnFh3c3H6W89Q9SZKMY/NR6hEg22NzQyxM3fDQsLc0wszfj50/WYWZkx9L5hGJkYYWJpxqaFP9ZvH386mklvP4apZfPdiDR0sMF+XD/sx/Vrthgk6d+63ssBfQ74A+2ATOBitbqG7wJ/MftSUZSliqJ0UhSlk6OjY5ME2djiIuPJS8pkz/q9hIfHMOjpO1Eb1uXjCtJycLCwqt+2c88O2Ls4EBEWTe9uXTAScjjuzeZmvEYBLlyIpLy8nJLcYtws7Ig9HoWpgREWRsac3nT4sm3P/3YCO0sr0iKS6DiuF3Mfe4c2XVqhNpDX683iRr1O6wpN1yWGdDqZFLqd3ajX6N+JCo8mJjoOdS0UpeZTnFnAWx+9TNfencg8HV+fEAKoLq8ibOdJJr4/FfcQHywszGnfo13zBS/9azfjNRoTFU9hQSHVpZVYY0ppTjFvLXqFseNHcPj7XZdtmx6ZTFVBGe3v6MbAqXeQk5HLR+sW4N/Sr5mil/6tq12jP//yW31CCCAvr4Dz5yLw8vHg+edeR6U2wMvXk+deeAJDQ0MAKiurMDU34d0PX+f33YcbHDM1OY15ry3EztmOdl3a1LcbGhny8FP3Y2CoJjE6kYF39Cc2LJaigiLSk9IxtTKny+Culx1r/DPjcfZwxtLOiinvPsHAB4Yy+KGROAW4M/CRkRzduP+y7Y//fJDMuPRres0k6XZ0XUcKKYqSffFnIcQyYLP+YRpw6aR5D+CWWLsvOjKWM/tO88XcZfVtTm5OjH14KPuWbgHAzMyUh2c8gNrQgDYdWhJ3JhY/K2dWvv0thqjx8PNorvCl20RMTDw1VRoqSyp458m5VJZXAnV/mM9eNBOVgRpd7eX1Xapralh9YCejLQQF2QXs3biXgNaBzRG+dAtRdDqEUMmRQtJNRVEUzp8LJyEuiZLcYj5+/2NqNbUAGBga8Prnr3Ji+a4G+5UXl9F5eI/6lX8kqSmFh0cTHR4D1To+mf1pfbuFlTmvf/Yqp7/c0WAfAyMD7p/3OBZWFshJYrees2cvNGg7fyESd3cXoqPieOetD7G1s2HpVwuY7/U6Wq2W0yfO8eTD/6N7z054eruRoR9FdJG1rTWlJaWkp2Zy532jGDy6P4aGhhgZGfLb+p0c3n0UaztrFK2O7z75gfLSuiljG77+iVkLXySgtT8F2QXYuzqgrdWh1WhRGaswszIj7PB5MuPTESoVz3z0LMoVivHXVFZdsa86rY70sAQSj0ViaGSEb7dgXELkbAxJgus8UkgIcWml2bHAxXeiTcBEIYSxEMIXCASOX8/YmkJcTALFecX8sGTNZe05GTkoJnX5OJVaRUFVGR8t+IKwsAgKswpYt3A1Z34/jaIoxIXFXunQktRokpJSKC4sZuOPm4g+G12fEIK6P3Q2r9pC5zG9LtvHzt2BPYePcv5cBCp13dtI1Okoamtqr2vs0q1HURSEfqTQlT7sSdKNRqPREBEeRUF+EQX5RSScj69PCAHUamrZ9dNuQkd2abBvtzv7yISQdF2cPxdOaXEpWq2Ord9vu+y5spJyzh47T5thnS9rNzI1xqe1PxZWFtczVOk6KSwson371g3aWwT5Y2JighB1EzkKC4p4Zfa7uLk7Y2Fhzp6dB6itreXQgeOMGjcME1OT+n39AnyorqqmpkaDgZEhuTl5vPPyAuwcbRGK4PDuumohjs72pMSn1ieELvp55Saiw2Nx9Xdn1cIf2LNxN1WVVVRXVbN2wSoy4+tGASk6HWf3n8HjT0kdGxc7LOysr9jf5JPRLL37Tba/u5rNb65g6fi3yAhP+s+vnyTdSppySfrVQD/AQQiRBrwB9BNCtKNualgS8DiAoijhQoi1QARQCzx1s688Fn4hCpVKhVCr0GkbdkWoVXi39Wfwk2NIKcrj42Xv4WhtzbxH5l62XddBXRvsK0mNJTU1DRRBbk4+Lu4uFOYUNtimoqyCrvf2R1NVQ+yxCDzb+OHYyZdX33qfzl3akZ+YA0C/sf0xMGqOMmXSrUSn06FSqVCp5Egh6cZXW1tLckIqKpWas6fCcHZ1orqyusF2mmoNvu0CGPH8eI6v34/aQM0dz44nsEtIM0Qt3W6S4lMwMTZh766D2NvZUn2FkRRqtYquDw7B0s6K8ztO4uzryqjn78E1UI5Wv1WpVGqys3N5+qlHOHHyHLk5eYwYMRAfH08sLMwZP2E0a3/8BYDaWi27dx9k2LABfLp0PlkZOZSXlZOYmMyzMx/HxtaGrIwcCvMLWf7FKgYM6U3k+Sg6dmnHvQ/fTWxEPAFBfxSAzs3Ov2yRnYsqyysRKhVF+UUA9B3dFwtrC5IjE7lw6Pxl2x78+Xde+HIWx9b/TvypaLxa+RLcsw0RB87iEXx5/SRtbS0Hl225bNR7dVkl0XvO4Bbq00ivqCTdvJpy9bF7r9D89d9sPxeY+1fP30xOnTpHWmoGhw+eIC0tg0mzHyRs71mO7qzLjpuYmmDhakOiRQVTnn6RT5fOR1tUSequMHqP7MWBLQdRGagY+9g4WndrmMGXpGul0+k4euQUZ89e4MC+I7QMbYGPjyeKsVmDaTtdBnflfy+9xexZz9BjYn+Sk1M5cSGCV994gYrMYnZ89xvD7xtOtyHdmrFH0q1Cp9MhEAihQnuFhLok3UiOHjnFti27SUxMZtDgPrh7uGDYtyNHdx27bLsBdw7go5kfE9yuBZ3v7IWFjSVdRvf6i6NKUuM5fvwM+/Yc4tSJc3Tt3gF3LzdG3DeCL99eWr+NSqUiuF0w67/eSI/B3elmYUZqZDJGJkbNGLnU1KytLRkxYiBnz14gLT2TXr26MGRQX1KS08jNzuPu8Xcw4Z7RaLU6dm7fR1ZGDmmp6Zw6cZ4139UtPqJWq1n02Vw2/LiZSQ/cRZaZKdNfepyIsCiKi0r5+N0vMDYx4tnZ09i0ZgtD7hzIjp93U1xQjJO7IyqVCt0lo4L7jujNL99uokXrQHrd0YtBEwYjhCA5Mgnf1n5EHYuo31an1VGUW0h+Rh5tBnUiMy6ddXNXEtApmEFT7kClUl22bVlecYPXoDy/pAlfYUm6ecjb+o0sLiaRmmoNdna2TJw0lgXzl/DMU7N57Y0X6FDZHlMzU0bcN5zEtDT6DenDHXcNZ8HcT7mvU1/CfjxAlweHMOG3TzEwNsTF00UW7pWaxIXwKExMjGnVKpgePTqTkpzGN1+tYsSIgUx5dQond52grLScYfcMwcLBmhkBj1JRVsnpBZsozyvh6fWvY+flTFZqFndOHoOzhzOGxobN3S3pFqDTKQiVQAjkSCHphlVdXU1sbCIIGH3nUASwe9cB8vKL6Nu7Gy9++AJbvt8KwJC7B7F5xa94+nnQIsCPjW+t4MH3nmjeDki3hZiYOGpra+nVuwtDh/Vj7eqf+eKz5Tz/wpM8/dY0fluzHSs7K0ZOHM7X735Dt4FdKY7PZvfSzZjbWGDpcOVpONKtIyYmgdkvz6t//O23a1j6xft4+3iSk52LubkZ58+F4+fvjWtvZy6ERdGtZye69+yEvb0tRUUl1NTUMPnRiVhYmHFw7xE2b9yBjY0V9z96D7+uq5uqGBsdT4fu7TBQqwhpF0z0+RiqKqt544tX+WXlr5QUlNBzaA+ykrOYPvcZgtoEMO7RcfWJybBD5+g0tBtZiZkU6Ue19xjTG0d3Z5LDEkgOS6jvQ+v+7S9LCAEYGhvR/aFhrHt2yWXtIUM6NcnrKkk3G5kUakSnT53nyJGTrFu3CVc3ZwDuu/8uWgQHsGjhl6xZ+yWH95/gheffoGuPDgy7YzAfzVvM7Bef5szHW+j56Ai63jcQe1/Xq5xJkv67hIRk4uOS+GzJtzg42lFcXMJzzz7Bo1PvRwBZUWn0GtmLuNRkWnVtTU15Fdt/20uInSvWrnaMenMyjn5uALj7ujdvZ6RbjqIo+pFCApkTkm5E1dXVnDkdxuYtu4iOjuPE8TM88si9DB7Ul/PnI6iuqaEkt4hHXnoIU1sLqNUR1DqII6t3s/GtFbTu356QXm2ufiJJugYnT5zl1Knz7N59gL17DzJixECemDqZvXsPUlhUhKa8msnPP4BHgAdlxeW88MFzHFyxg92/HMLYzIQpHz2Dg0fDJcWlW0dGRhZvv7PwCs8InnziJdLSMvD0dOett18iNyuXlKR0KsorUatVeHm78+wTL5OUmMrE+8dhZWHBrz/9hr29LXM+mEV+Vh6LP/hjkZ1aTS3CXHD095MMvXMgk6ffh6GRIa6eLrTp3JqstCwKcoto170tXv6e2Dvb1++r1WrxbxvED++u4M5pd+Hq60ZJfjHW9jY4ejoS0rMVkYfqytT6dQii08juV+xvUL823LXgCfZ/vgkjM2P6Tx+HV/uARn1NJelmJZNCjSTsXATlxeV4uLkQFOjHhXORdO3RiYyMLAKCfLGzs6Fao2HXzt8ZOXoIA4f0oaqqmkGD+tGuZwe69OmMqY1Fg8y2JDWm1NQ0MjKySExIwdvTnazMHB6YNB5tdS0enm7kZOXy25JfUBuoefqT5yjIL6KmppoRdwzCVDHA+s5+2LvfHMvuSjenuiXp66aP6WShaekGU1ZWTk5OLimp6RigYki/Ptw1ZgSbf9uJj7cnhmoD0OjY+MEarOyteX7pTA4eOM7w0YPoM2EQ/e8dgrO/G+bWsnCv1HTi4xJJSUkjLTmNIf37MP6uUXy/aj3bt+9lyJC+5GUXsHHBGoxMjPjfVy8TFRNHz/7duGPaXfS5ZxB2rvY4+bg0dzekJqYooNX+8XtWCMEXn83nqWkzKSqqm1aVmprO3j0Had0qhA3rf8HF1Ym+/XqQlJDCA4/cw95dBzE3NeXbL38AIC8nnxeffo2Zr81AU6OpP7ZarWL11+t5/f2Z7Px1D9Hhcdz1wBi0Gi2rPlvDj0vXA2Bjb8PDzz9A576dcfN2RaVSUaupJTU2hTFPjMXQyJBPpi+s/3ww4J7BTP5gGkVZBSg6BWc/NyztrK7YXzMbSzrc3YeQwR1RGagwNjdtktdVkm5GMgPRCC6cDueHBT/w5uQ5bPx4PX06d6GoqIQV36xh2+bdGBoY8uKspzl2+BRPPP0wffp0w1BtyLMPvMSuzXtRBJjbWcmEkNSkEhKSSEnJqCsC+PVqigqKGdGnH2vf/4FPn/+YE9uPYWlqBoC2Vsvqd1diiIpnH5hJdY0Gvw5BMiEkNbm6QtNCFpqWbjgFBYXERCcQfiGaivwy8i9k8ON7P7B75Q4mTxhPXn4B7u4u5CbULc9ckl/MoZ/20713J7z8PQnsHIxfhyCZEJKaVFhYBGfPhlOcXURRZA5r3v2eHd9sZfrURzh1NoyamlpqC+tWGa2pqmHDxz/SomUgXn6euLfwJKRHK5x9XetXnpJuXe7uLrw8ezoApqYmfLTwLVJS0usTQgAuLo7Y29nx+ivzCb8Qxe6d+3n4welY21iTmJCCn78P/kG+ePn8UZBcURTKKyqwtDTHwcmeGbOfZOfmfSTFp5AUn4yLmzMrP1vF2m83kpGaybqvNgLQfVA37pt2D98t/IGpg5/gm/eXk5eVh7GJMZ5BXtTUaNj05U+X3TDa8+NOslOy8e/QgoBOwX+ZELqUqbW5TAhJ0p/IkULXQKfTEREeTVxSMiEDWtPn7n78vn4v37//HY8/dj9vzl3I7/sO8/SMR7G0tMDGyhIHe3sMDQ2YPLqunsDUZx/CzsG2mXsi3eqSk1NJSEghKzMHGxtrpj39MEa1Kn54//v6bdYs/pEn7GwwtzKnvKScnNQc0pPSCW0Xgm+A998cXZIaj06nQ4i66WOy0LR0o8jIyCQrK5fk5DR0Oh3mNha07t2W1LhUEiISWPLyEmZ/MYuS0jJ2Lf9jue/kyCSmvDm1GSOXbifnzkWQmZFFTU0Ndq72dBzciezULBIiEvh01qc88940DNRq1sxdWb9Pemwavn5ef3NU6VZ2/313I4TA1sYaS0sLwsOjUavVaLVaVCoVHy16m5pqDQsWvYmdrQ2LFn7J2TMXiIqMZdXKDWg0GlQqFQs+fpOFcxfTtWdnCvILcXF14tlXphEfnch3X66muLAu0aSt1fHFB3XrDm3buIMR4waj0+nwDvBiwKh+vP/sB/WxrV68Bht7G+5+bBxdh3Qj/OgFSgoaFoa+UpskSf+OTAr9RxqNhvALUWzdshsjQ0NqqmsoLiph+CMjyU7NxoC6AtFqtRozMxOmP/oSd941AjtbG3wDfenSsyN3PTCG7n27NHNPpFtdSkoakRGxnD0ThqKDzIwsnJ0dcLJ1aLDt7o27adEpmNN7TtG2b3uEoZp5i1/H1t7m+gcu3ZZ0OgWVEKhUKjlSSLohZGfnkJqaybEjpygrLUelVhEWFoG7uytjnhzL9++upLSolMriSkoyC8nLyKvft/fYvnLBCKnJKYrC2bMXuHA+krTUTNRqFQWFRfj4eDLysdF8N3cFpUWlGGJAdVH5Ze+tvcb0wcpeFpS+XcXGJtClc3vem/8pkx+cwPbt+3jl1WcpLiqhU6d2bPl1J2tW/wyAnb0tSz6bz+mT57C3t+O5l54kJyuXld/+SFFhMeMn3cn2LbtxcnHE1d2FqspqNrz+MbWaWgBc3JxIT8mov+Hj38IHRxdHgtoEMWz8EM4eOtsgvq2rtjJ84lDsXOxp17cDAe0CiTsbW/+8Sq3CRdZilaRrJpNC/0FlZSUpKRmUlVcSEOjLzGfnUFFRiUql4rW3/sejcx7jwslwACY9cBcI6DewF86uzpw+dpZBowbw5dqPUavlB0Wp6Wg0GmJi4qmqrAEB+3YeID09m5zsXLp07cCzLz2BiakJVZVV9fs4uTtRlF1EaI/WTH7tETwD5d1D6fr6Y6RQXYJIkppTenoGOTn5REXEcP7MBc6eDqOmRsNTMx6lsLiYk+fO4envSWp8KhbWFqSFJWJobIhOq2PIA8PoPLhrc3dBusUpisLp02GUlZZx/Ohp9uzcj5GREba21ri5u5CRk0Vo55ZcOB6OubU5eQlZmFmaUVlWSddh3RjxyCiZuLxNFRQUsuK7dXTt0p6Kikqqq6t5551ZGBio+fHHX4iPT6pPCAEU5BeSnZXDutU/k5Odh7uHKzY2Vrz06jPk5eTzzed1o88T4pI5ffwcM19/ljkLZ7N2+UZCWrUgtG0I783+EAATUxOmzZyKg7M9r34yi8izUbj5uDWI0d3XHSPjuhXILG0teWL+0yx9+TNiTkVj42TL1HlPys+qktQIZFLoX6qoqCQmJo6SkjIKC0vIyMph8Vfvs2H1L2z5dRcL3/+MlauWoDOA2a/OoGVoCwQqDA0MyM8rYNKU8fj6esm52lKTi4tLJCc3n9ycPEpLy3h+9tOEnQnH2MSYld+sISsjBzcfVxIiEwEwMTNhxKThoAKfIB9c3J2buQfS7UhRFH1SSI4UkppXSkoaycnp5ObmoQMGDuvLiNGDOX86HJVK4OriTGRELNa2ltxx/0iMLUzoc89ABk0cgqIoOHo4YWAoP2ZJTae2tpZTp86TnZ1DZVU1A4f1Zfgdg9i7cz/evl4YGRlibWuFzraSOx4Yia2DLY5uDnww4GM0NTU4uDlibGrc3N2QmklRUQlenm4cOngMd3cXPDzc0dRqyMvKp1+/Hjg5OWBlZUlJSSkAgUF+nDh6mo6d2tK6bUviYhNxcXXCz8+bj9d+gamZKZUV+npVNRqKCouxs7fFytaS4DZBnD9zgfe+eBOdTsEvyAe/IB8ATM1MiIuIJ7R9CM7uTmSn5wBgbGLM+Kl3Y2hkWB+zd7APL694g8KsAkwtzbB3sUeSpGsnP638C3m5eURExrF23S8sX/4jJibGvPi/p1i67HsefGA8O377ndKSMkrKyjEwNaKypIiq6ho8PF156In7MDc3w8VVLu8pNb2jR0+y5LNvWb9+MzY2Vsx540W2bdvNwAF9ePyh53j9rf9RkF/IpBfuo7ywDK1Gi1+oH1b2Vri5u2BoaHj1k0hSE9DpdCDqCk3LmkJSc7lwIYq16zbxySfLUBR45plHaNsmlLKKSkpKy1j17mK+WrGIAf174WJth62rHT7+XlhayiLS0vWh0WjYu/cQs2a/Q3h4NO3ateKN11/AyMiYWq2Od974kAUfv4WLqwtmgcFY2FvhE+Alf79L9Rwc7DAyMsTX15vQVsHk5Rfw3nufcO5cOCEhQTz55GS+Xv4R48c9CsDQYQMI8PchPzcfnaJgaGjAko+/JjDIj/kL5xATFYeziyNhZyL4fNHXqNQqKsorGDZmMCqh4tcNvzHlmQfx9Ha/LI6ta7djYmbCF+8uo/+ofpiamYCi0KpzK9p0a90gbnNLc8wtza/LayRJtwu53NU/lJOTy+kzF9i8eQfLln2PRqOhtLSM19+Yz913jWLRoi95cMpEvH08sLAwx9PTjV49uuBsY4+Hhxv+AT4yISRdF2fOnOfrb1azdu0mdDodBQVFTJ/xCj17dqG4tARFUdi/7wjtO7ZGZWqAuYMl/m0CaN0xFG8fT/mBUWpWOqVu9TEh5OpjUvPIzc3j0OHjzJ//KZWVVVRVVfHBB5+Rm5uPo70dDk72lBSXEnYuEr9AL1QWhri4O8uEkHTdlJaWcvz4GR56eDrh4dEAnD17gWlPzaK0pJQOndsAsPyr1Tg521NrqODp4y5/v0uXsbKyZMjgfhibGLH/98M8//zrnDtXV/4iMjKGN99cgFCpGDiwN0Et/DAyMODF597gvXmf8O47i0hMTGH02GHExiRw9PAJLK0sOH38HJraWj5Y8jYBgb64urtQkFdIbW0t7y95s/7niwrzi9j58x5qqjRkpmSz6vMf+frDFXy9cCXrvtlITbXmr8KXJKkRyZFC/0BZWRmpqRns2LmPPXsONXj+yJETGBkb4+XlznsfvoG5mQlvT32HspJyFq354ApHlKSmceZMGBkZOWzZsrPBcwkJybQKDUGn01FZWYWbmwvffriSo7uPsWLnsmaIVpIa0ukUBAKVUMmRQtJ1Fx0dR2lpOb/+uqPBc5t+3cFdY4ZhZWUJ1E0nL8grokOH1nh6ezTYXpKaQmlpKZGRsURFx5GfX3jZc5mZ2eTm5uPr7QlAWVk5VZVVBLUIwN1DFuOVrkDA/PmLmTbtYTIzsy97Kj+/kJLiUnz8vHl6+hTOn4vkldefx9fPm8TEZDQ1GoJa+HPm1AX8A3zJy83H2saKTxcuw8jQkM++WUBKYhoenm589uFXxEbGY2hkyNMvTWXi5HFYWFlgYmpMcJsgPHzdeGD6JLRaLbt+2kNORi7piRnU1NRgZNw4ycz06BTO7DhOZmwaHYZ3o0X3UCxsLBvl2JJ0s5NJoavIy80jOSWD3bv3ExeXiI+PB+HhUZdt4+PrRXBwIL37duXlF+bSpVVrykrK6Tm4OwEhfs0UuXQ70el0RETEkJdXSEVFBd7eng0+LDo42GGhH257/+TxHNh+mD2b9vHS/Odx9ZIfFqUbg06nHymkEsiBQtL1FB+XxMKFXzBy5GC8r5DkCQkOICkxjeSkNNRqNW3atcTF1VkmhKTrpqysjJMnz7Hyu/X069ejwYhKtVqNhbkZ0dFxADz86L3Y2trg5+/dXCFLN7iy0nJKS8tQq1X1S9FfdPH6GjqsH/Pf/ZRRY4bi4eHBRx98zh2jh6Ct1VJYUMTMV6bz0rNvUF5WgYenGwuXvE1+TiH/m/YaAUG+mJuYEhsZD4CmRsNH7ywhpFUQPft3w9TMlEHjBvL2c++Rn1OAXwtfnnrjCTJTs3Bycaz/3HqtspMyWXj/25TkFgFwfNMhxr/yIEMeG9Uox5ekm52cPvY3srKyycjIIS0tA42mltDQYPr07n7ZEHFfXy+6dmlPjx6deeqxWYwaO4zOvTvxwYp5vDT/eWwdbJuxB9LtIiEhmcz0LEpLS1Gr1dw3aRzGxn8Uj2zXrhUuzk6sX/ML8z98A29vDxwcbPnsp48ZMm6QLHwu3TAu1hQSQtYUkq6f6Kg4UtMyWPndOvbuPUif3t1wcnKof97BwY47Rg0hpGUQmloNn37xHra21rRtF9qMUUu3k8LCIqKj4tm//yg//bQFO1sbpkyZdNk2M196mojwGBITUnhr3izad2xD2/atmili6WZQq9Uy9s7h/PLLbzzxxOTLnnt0yn3k5eUTE5OAvYMtL8+aS0F+ES+8NA2dVseB34/w8ovvEBsTj4tr3eIkaakZ/PDdBlRqFUZGRrRuF8rJo2cbnPfC2UgK8grJzy1g37YDTHl2MrPff4GBI/vy1oz3WDJ3KXu3HSA9OaNR+pkWkVSfELro14/XUZCZ1yjHl6SbnRwp9BeSElPYsnkn78/7lOdfmkabNi3ZvGUXlhbmvPTS0yg6BUcnewIDfLG2tuTH739i6rQH0Wpq6dCzHQ6Oshq+dH0cP36aWk0ta1f/zF0Tx7Dgw8+Y/syjzJv3MkVFxTg5OdC6VQhmpqb0698TF0dHrGws6XhPu+YOXZIauHRJellTSLoeoqLiOHL0BGqhQgjBF1+upEePznzw/hskJaWgVqvp2LENaamZtGkVQnBwIImJSbRpKxNC0vWRl5fPnj2HMDY0xMDAgMrKKnbt3s/AAb0JCvSjpLSMoEA/LC0scbC3xdzUjJSUVNp1aFikV5IuysrKISszhxkzHmPVqp9ITk5l4cK3MDQwoLyigu3b9+Li4oROp2PS/Xfj6OhAZHgM361Yi06n447RQ7i/VTCLF33F8y8+yacLl/HCzGnExySyavk6+gzqgYe3G4HBflw4G/mnsyskxaeQEJ1I+LlIMtKzGH7nIL75aGX9Fnu3/I6HjxtPzn7smm9e6nS6hm21WhSd/JwhSSBHCl1RQUEhZ8+G88Yr8ykvr8DG1ppXXnkXK0sLPv9iBXm5+ZiYGrN//xGEUFFRUcnQEQOYM/NdXn1xLkcPnWzuLki3ifDwaE6ePEdychq52XnExMTh5eXOg5OfoaCgCAcHO3bt2k9xcQlx8Unk5eZTVlDCW6+8T3l5RXOHL0kN6HQ6VKKuppBOafghTpIaU3x8EufOh3PubATnz0bwyMP3otPpuP+Bp/j++3W4ubsQEOBLRXklpobGaHLLMTUz4e57xmBiatLc4Uu3gezsbE6cPMfadb8gEAQG+GJiYsIXX6zghf/NQVEUevbojJubCyUlJSTtukBFWQXDRw3GyEgWlpb+mqIoGBsbUVlZzZQpk5g4cSzJyak8+9xrzJr1DjU1Nbi4OBIVFce2bbtoFdqCb79eRW1tLTqdjk0//4aZuSkWlubU1tbywMMT+PG7n/hl/VYiw2NYtXwdm3/ezkPT7sPK+o/aPf2H9iYzPZvzJy8wb+YCIs9HE3EuigunIhrEuPPnPRQXFF9zXz1CfDCzunwq2tAnxmDrKm/iSxLIkUINpCSnUVlZRWxMfH1bamo60THxBIcE8uij93Hi+BnKyyt4+KGJPDT5Gb7++iO+/2oN1dU1AOzbdZA77hzaXF2QbhNhFyJJT8vk1KnzdOzYhvH33cn0Z1/lzjuHM336o5w4fgY/P2/uu+8uFi34goemTMLO1oY35nxARnoWeTn5mPuaNXc3JOkyOq0OoVKhUslC01LTCguLorS0lK1bd1FUWMzokUOwtrPGzt6W06fOExDgQ2JiCvPnL2bhgjl0aBFCaU01nVsHN3fo0m0iJyeXtLQsli5diYW5OVXV1cTHJfH2Wy9x5uwFSopLqa3V8uZbHzJm9DB6d+1EXGkCDi4OVz+4dNtzdXXGzc2FuLhEft9/hLLSMoyMDBnQvxehoS2wsrJEp8CwYf1Ztux7yovKGhzj+LEzdOzUFgBbW2vSUy+f7nXs0El69+vOWx+9QkF+ISohMDA0IuJcBKu/Wle/XVlJGdZ21ji6OjB07CDUBgaUFpVQXFiCqYXpFePXarWEHw8nNiwWIyMj/EL9CGobhKGRIYU5hcSHxVGUV4Srtyt+rf15ftXrHFi9m7TIJHrdM5DWA9qjUsnxEZIEMil0mdzcPIqKSygtLcfikrpBF98wfvnlN7Zt20OrVsFkZefSpUsHPv1kHqtXbqBj1/bs3nEArVZLaJuQ5uqCdBvQaDSEXYgmPy8fRVGorqkmMSmFXj26YGpqwvffr8fMzJSQkCDOnQ/H2cmB1m1CsLO15uSR02SkZ+Ht64mFlVw+WbrxaLVaVCqVLDQtNamoqFjOnDmPh4crW7bsYvbsGSgqKCos5ssvV+Lv78PGn7aSnZ0LgK21NYeOnWLcRFmUVLo+UlLSSEpKpaqqiujoeB577H5KSssoLilh8RffYGNthbmFOVtfn49Op+OxKfdTpdEQ2jkUX3+v5g5fukk4OTsQH5+EWq1i8ZJvsLGxxt/fhxUr1+Lh4cpHC9/igQeeRtHpGD50APx6+eq2gS386de/B4YGhuhqG97IEUIQ2jqYA3sO88PXdUkgTx93Pv7qPY7v+2NmRa2mFrWBmvFT7uLrhcupKK/Eyc2R1xbOuqxG5qVO7TvFm1PeRKetG1Xs4OrA/z76H74tfVn2+pcc3Xa4ftvH3n6cYQ+M4P65j6Gt1aI2UF/zaydJtxKZHtVLSEgmMzOX0pIytm7dRUCALwMG9QZAW6vFxcUJgJqaGk6fPs8D948nKMCXzz/+hl9/+o19uw/SrmMrWoQE0G9Qz+bsinSLu3AhirLSUqKiYjl16jy9e3dj8eJviIqOZeZLTwN1SyWfOnUOIQSGBobcOXYETz/2EkYmxhgbGzHvw9ewt5dF0KUbz8XpY7LQtNRUwsOjSUpKJTExhfz8Qu6//y7WrN5IcXEpAQG+TBg/mlOnztUnhFq2DCIjLJn+fXvi7evZzNFLt4PExCRSktOJjIwlOjqOp6Y9zKJFS1HQERDoy9RHHyAuPolz58LR6XS4ujpTllqAh7MLbdrLWlfSP+fj7YmJqQlt27TEysqSoqJiTp06R2FhEc899zgvvfgWuTl5qFQqgkMC8bnkPdDF1ZnhIwZQXV2Dm6sTNvY2dOza7rLj3/PAOFYvX1+fEAJITUqnvLySabOmXratgaEBS+Z+SUV5JQA5Gbm8+9IC8nMKGsRdUVbBqo9X1SeEAPIy8wg/EU5yZNJlCSGAlfOWk5WcCSATQpJ0BXKkEJCXl0dubj4lJaVUV9Wwd+9BrK0tmf7cVCZOGktWVi6LP32XsAuRJCQk07dvdzb/tJ3KsgpOnzwHgLmFOS++/Azunq71FfglqbEdPXqKtLQMPDxcSUvLZPv2fbz77st88/VHrFixljZtQlix/FP27z+Ch4crrUJDEFVazh45R2VFFZ27tmf02GEEtvBv7q5I0hXpdDqESl9T6AqFISXpWpw6dY7IyBiKCospLCzm00+/Ys6cF3Fzc2Xtuk1kZmZz36RxdOzYhsNHTtAi0B/TKjXblv3KwFEDmjt86TaQlJRKZGQ8586EkZmdi5GREW3btuTVV55j+Yof6dOnGyOGDSSohR/7DxzD090VJxNrtnzxC0PGDGru8KWbTGVlFTY2VtTW1vLtNx/z+++HKSouYeSIQRgaGtC2XSh9+nanT+9uPDblee67/y7atGlJRnoW5WUVPPrQs1hbWzH/wzfYsXUPDz56LyPGDCHqQjS9+nXHz9+bu4dcvqqZtY0VFWUVdOjejiVrFrJ/xyGcXBxwcXdu8Hs/IyWTvJw87J3sLmvXVGsoyG6YLCorKaNSn1S6VHVlNdWV1Y3wiknSrem2TwolJCSRl1dIbGw8Dg72nDp9jmHDBpKcXDdst7KyivvuuxtrawsyMrJwsLXh/Xc+JSszmy5d2qMoCkIIHn3iATp2adfc3ZFuYYcOH+dCWDRBQX7ExiTi5OTA5MkTWLRoKVZWlrzzziwUReHE8XMMG9yf/z33BiEhgYzq0599Bw8zecpEuvXsjLGxUXN3RZL+klanQ61SoVIJmRSSGlV8fDLLln2PTqvD18eL338/xCOP3Mfy5T8yeHBfFnzwBnZ2Nsx/dzHOzg60tvXhwLd7qSitwNnTGXc/9+bugnSLS0hIIiwsik8//QpXR0d69OlKaWkZMTEJuLg48u682Tg6OvHu3I+wtrYiyMyF4z8epbSolDY92uLsJW9KSv9OTEw8+fkFlJdV0KpVCFOm3E9+fj7Hjp2muroGjaaWnj278OILcygrKyc7O4+N67dwcP/R+mMEtvCnsqKStNQMnpzyAlbWlsx5ZyamFiaUlVfwytwXmPvKh/To24WuPTtRkF9IXEwCyYkpDB7Zn+59uwAQfubPK5SBjZ011rbWDdo1NRoGjR/E6o9XX9Ye3D4Ydz93TMxMqKqoqm8P6dwSRw+nxnrZ/rXS7ELyYtMRgEOgOxbOcrS+dGNpsqSQEOIb4A4gR1GUVvo2O+BHwAdIAiYoilKof242MAXQAtMVRdneVLFdlJycSlZmDtt3/k5uTh7x8Uk8+OAEPD3c+H3/EX7//TDDhg1AUXSkpWTwzusLqKqqyzL36dsdN3cXpjxxPyNHD6FDpzZNHa50m6qsrCIxMYX4uCTKy8sJD4+irKyCtm1acvZcOM7ODrRr15rMzBwS45Opqqxi2psfYmBoyONTH6SyvIJ7H7qbnr27yoSQdMPT1moRoq6mkFYrk0JS40hISCYhIYlVq37C0NCAjz58i8cefYDDh0+gNlBTU1P3x8/8dxfTq3cXEuOScQtyx9zSnG5DujHu8buwd5Gr1EhNJyEhmbCwKPbvP8rRo6f59JO5xEUnYOtoS2xsAjY2VpSWlLN390+0bRtKdXUNNkY2mJiZ0H9cf0Y+eAfmluZXP5EkXaK6ugaBYNtve3j8iRfZvWs9MTEJnD8fQcuWLRg5chAlxaV069EJX29PPL08+H7F2vr9zc3NeHr6FI4cOMHxI6cBePKZR1i8cCkpyekAdO/ZmW/WL+bk4TN8NO+z+n1btm6Br783ru4uAPgG+fDcnKdZvWwdWenZGBoZ8tpHs3Bxb5jsPH88jOqaGiY8NYHtq7djYWPB+GnjCe4QjJO7E699N4flb39DUmQiXQZ35Z7n7m22/x/58RlsmLqI/Li6ItyOwR6M/XwG9n6uzRKPJF1JU44UWg4sBlZe0jYL2K0oyntCiFn6xzOFEC2BiUAo4AbsEkIEKYrSZAUl4mIT2Lp1D0Et/DBQq1m+/EcCA/04evQUlW0q8ff1RqfRkRCbxIfvLcHa2orX3nwBezs77OxtaNU6BEcnubqD1LS0Wi3h4dGo1WouhEez6ZffePDB8ezffxRfX0/8fL1IT8kg7FwkmzZso0fvLjg7O/LBwjfx9/ehc7f2CCGauxuS9I9pdTpU6rrVx3SyppDUCI4dO0V1dQ2bN+/Azc2ZpKRUNmzcwj0TRuPn48XAwX1ITkrlzKkw+vfvyZJPv8HMzITnX3ySQWMGYm5ljoHhbT+wWmpC58+FU15eweuvz2fs2BHU1tby9TerePLxyWRkZDP1sfvJysohNTmdnKxcvty4guEjB/HcZ+8ybspYLGwsUKtlnRTp3/P2dic5OYUNGzZjZmZKREQMmzfv5LnnHkej0VBWVoGrmwtPP/MoE8ZNoSC/kPsfvJshwweg1Wrp3Lkd586Gk5yUAoB/gA8JsYn1CSGAI4dOcMfYoaxeseGyc0eERZORnlX/OCUxlfKKCnoP60nnnh3w8ffE6y+KpqfEpvDj5+tw93bl7qcnALB1zW90G9wNgJBOLXn9uzepKK3A2sEao2a8KRq5+Vh9QgggNyqN2O2nsH/yjmaLSZL+rMk+5SiKsl8I4fOn5jFAP/3PK4B9wEx9+xpFUaqBRCFEHNAFONIUsWVl5aCt1dK2XSgJiclotVp0Oh3R0XE89NA9zH55Hs88M4W1a34mMzMbgLy8AgzVhgwY2AtbWaBXug6KiopJT8+gqqqKkpJSjAwNyMjI5vTpMExMTJg8eTqzZj7DoYPHSU5KBeD8+Qjeensmi95cwne/fCkTQtJNR6fVYmBoiJA1haRGcPToKbZv34uZqSk//LCRl1+ewSuvvMv2HXvZu+8Q9947FqFS8cH8JaSn1RUhFUKwZv0yeeNHui5i4xI4ey6CnOwckpLSqK3V4uvrxcmT55h65kV69OhMx85tmf3SO5SW1C0JbmxsxONPPoipmSmmZlderluS/gkTExO02rqlPi0tLRBCkJGRxbBhE4G698P5818jJzuPeyeNZcmn3/D9yvUAdO7SjrSUdAYN6YufnzcXzkfhF+hLZHhMg/OEnYvgsWcmU1xcQllJOT+v2Ux5eQWG+oR79IUYpox5ioryCgBWLVvL4h8W4BPoc8W4g9oGAaADCnMLMDA0pP+YfljaWNZvY25ljrlV84+eSz4S0bDtWCTdZFJIuoFc71tfzoqiZAIoipIphLg4udMdOHrJdmn6tgaEEFOBqQBeXv9+yc3s7BxycvLIysrm3LkIysorKCsrw8vLnZSUdObPX8xzz03FwMCQBYveJDMji+KiUizNzOnUuZ1MCElXda3XKNSNEEpISKagoIiSklK+Xb6G1q1DGDVqCBs2bGbChNHMmfM/amo0fLBwDslJqZSVlWMg1Pz+2wFee+9FfP/iF6kkQeNcp02hVqvFyMgI1Z+mjxUXlxIdFUvL0BZYWDT/hzyp6V3rNXr69HkOHjqOWqXiwP6jdOvWkRUr1vLWWy9RUVGJkZER/v4+VFZWsnTZh0RGxVJVVUWnzu1o175VY3dHugVd8zV65jy5ufkUFxXz08atjB07nEWLlvLMM1OwtDSntlZLaGgLFEVh3YavOXXqHAYGBnTp2oE2bVs2dnekW9DVrtGY2ES8vT2wsDAnOzuXoqJievTozLhxI6ip0WBqaoKRkQHaWg3x8cm8NXcWZWXlmJqakJ2Zg5OzI5WVVaSlZjDztRnk5xeQmZpFVETsZedp0y6UD95eTGlxKU4uDkyf9QRLP15OSOtgAI4fPFWfELroq49X0qF7e0zNTBrEHdqxJTPmPUNaQjo/ffML1VXVdB/cjc79OuPu49ZYL1+jCB7RhZQjl9dLajG0UzNFI0lXdqMsSX+l4QzKlTZUFGWpoiidFEXp5Ojo+K9OEh+fyPnzEXW1hLLyePW191i6dCX+fj68NPNpunfvRFlZOXv2HMTZyYEnH3+Rtm1D6d+vJ6PuHErrdvIXsHR113KNQl3i8vz5CDIzs8nLz+eVV99lx459GKjVDBjQk/HjR/HLL9v57rv1hAQHkpqajqOzPRMn3kn3Hp14f8lbjBw3tP7uiyRdybVep01Fq9WhUqlQqdT1S9Lv2rWftq368fRTs2nbqh9HDp9s5iil6+FartETJ84Sn5BMeVk5Tk4O/L7vMD17dCY0NIi33lrITz9tw8bGCpVakJeeS3V5FSN79mLa04/QpWsHjIxk/TXp6q7lGo2IjKGkuJTUlHRc3Zy5EBaFp4cbEyfeyWefLef77zdgY2ONRlNLVVklhmoDxg4ZzGOPP0DbdqFyJLD0j1ztGlWrVIRHRDP3ndm0Cg1m06bteHm7s2zZ93zyyVckp6QREODH7t0HCQjwJTw8mhPHT1NaWsaIUYM5fPA4M556mQ/eW8zTT87C3cMNU1MTOukX3xFCMHLMYAwMDCgtLgUgJyuPb5eu4otVHxHSqm7ET2V5VYPYKsoq/nIaubWdNS6eLqxftoFqfb3XIzuPsmnFrzfcKOOAge1pOaZH3QMhaHVXL/z6ylq00o3lev/VmC2EcNWPEnIFcvTtaYDnJdt5ABkN9r4GFy5EseDDzwgM9MXM1BS1uq7rBQVFzJz1DvPmvsy0aQ9TWFDEzh37eHb6q8yc/QztOrSW87Sl6yYrK5v8/ELy8wvYvHknffv1ICEhGYD57y/m3XmvMGhgH4YNHcDxY6eZ/vTLzJnzIl5eHji7OuHs2nwrK0hSY9DpdKhUQj9SSEt8fBKPPvwss1+eQcvQFpw6dZ777n2CQ0e34OoqV9qRGjp8+AQRETEYGxthbGyMiakJvft04715n9CpU1vefnsmIcGB1Gq1aCqq2bB6G4u+eRdnT5fmDl26TZw7d4Fjx85Qq9VSXVWNkZERo0YP5ZNFy2jVOpg3Xn+BFsEBGBiqEVpBbkoWA/v1wMTaorlDl24haemZ5OXngwIvvvQW8997ldKyck6ePMeIEYMwNzfj1193EBToR7duHVmy+Jv6fdUGBrTv0Jq9ew7Wt2k0GhbMX4K/jzd2DrbMePFxAA4fOEFaSvpl505NTsfA4I8/Q7v27cSXH35zWULnwWl/Xxw6Jiy2Qdu+X/cxcdoEbB1vnJkd1u4ODJ8/he5P3gECbL2dMTQ1bu6wbmpCCHtgt/6hC3ULVeXqH3dRFKWmWQL7h4QQzwIFiqKsFEIsBzYrirK+kc/RGnhBUZSH/sn21zsptAmYDLyn//7LJe2rhBALqSs0HQgcb6yThodHc+FCJD/8sIHVq78kKjIGPz/v+udramr434tzmD1rOp4eboSEBHLf/XfTt18PmRCSrpuSklKiouLIzMzG2dmJ7JxcqiqrcHV1rq9t9cqr7/L8c4/j7eWBhaU5c+fMolWrYNq1k1MdpFuDVqvVjxRSodXqmPXS29w5bgQtQ1sA0LFjGwYN6sPrr85n2dcLmzla6UZz9twFPv9iBb17d+XM2TBMTUywsPCjY+e29OjZmezsPKqqqvj621V0bN8GdxcX5n0+RyaEpOvm9Okwzpw5z6nT5/Dy9MDIyBCVSo2BkZrZr0wnMzOX6upqft93iMKCYgYP6suwcYNlQkhqdDEx8ZSXV+Dp5caIEQNYt24TNjbW/LZ972Xb2dnZcqroHK+8+iwZGdk4OzvSItifuJiEBsdMSUmjd88ufLt0Fdu37AHA1d2Z4ODAy7ZzdHbAzt6m/nHLtiF8sXYRKz5bRWFBEfdPvYeeA7v/bfxu3g1X7/IP9cfMwuyfvgTXjZGpMU4hN85U/Zudoij5QDsAIcQcoExRlAVX208IoW7Khaz+yTmFEAbAI0CHpjyvoihhQggPIYSXoigpV9u+yaaPCSFWU1couoUQIk0IMYW6ZNBgIUQsMFj/GEVRwoG1QATwG/BUY/2DJSamkZ2TS2lpOfPnv4aBgZqAQD9++nkbTz31SP12FhbmtGwZxKyX5zJ0+ADuHDscW1vrxghBkq4qNzefhIQk4uOTcXV1Jj0jgzvHDGfmrHd4+62ZmJrWzadWFAWtVsdPG7bQpnVL8uKyaNEq8CpHl6SbR62mFrVajUoIUtPSOXvmAqNGDblsm7vG38GO7XvrR9FJklarJSoyhtKSMo4ePUlaWiZubi6cOx9BbFwiHTu2Ycnny1m3YRNz3lyAmZkpkREx9OrXDd8A76ufQJIaQURENFlZ2SQkJvPTT9sICQnko0VL0WhqsLax5s23F7JuwyYWfbIMbx9PdmzfS7sOrbB3tG/u0KVbkKGBAW5uLiQlpjB0SH8eemgikyffc9ko3NGjhmJkZMjPP21j3tyP+fnnbXy44HOsbawJahHQ4JjDhg+gR5+u2OlrsHp6u/PczGm4ujnVT3k0MTXhg8VvXja63dDQgM69OrJw+bt8/dMSho8bgpW1ZYPjXyq0Y0tad/njpqi5pRkPPvcAxnIUzm1JCLFcCHH3JY/L9N/7CSH2CiFWAWH6x/uEEOuFEFFCiB+E/uIUQgwUQpwRQoQJIb4RQhgLIYYLIdZectx+Qohf9T8PEUIcEUKcFkKsE0JY6NuThBCvCyEOAuP/FOoA4LSiKLV/0xcLIcRu/XHDhBBjLnnuQSHEeSHEOSHEd/q28UKIC/q2/Zcc6lfqVni/+uunKFcs3XNT6NSpk3Ly5F/Xljh58iyVldV89/1a/P18cHZ2JCU1nfT0LIYO6ceOnfvw9/fB0sKSoBZ+TJ78DFOnPsD0Zx7D+ipvRJKk97eT+q92jUJdQig5OY2wsEg8PFyZM+cDho8YSF5uAYFBfqxatYExo4fh7OyEna01n3/2LX379mDo4P74BXhjZWPVqB2SbjlXLTzxT67T62XSfU8Q4O9LQmIyCXFJODk6kJuTT3JyKhYWFvTo2Zm7J4xm4/rNODjY8d77rzV3yNK1u6ZrtKKigoSEFLZs2cmq1Rtp06YlmzZt5+NF71BSWsZnn32LtbUVs2dPp1ZTS2xMAmlpGUx+aCJdurRv9M5It6Rrfh89c+Y8S5Z8y/c/bODVV5/jzTcXMGnSOEaNGsqCBZ/h6urEuHF3YGZqwrmz4Rw6eIw35rxIn75/P1pCki7xrz6T5ucXEBUVR2VlFSNGTuLNOS9ibm5OfkEhZmam+Pl54+XlTmxMAhvXb2b3rgN4eLjyzPRHQcDGDVuYdO84PnhvMfn5hYwcNRhvbw8M1Gr8/H1JTkolPy+fjeu28NPW71AJQX5eAR5e7vj6ezVKXayCnAISoxKpqqzGK9ALTz+Paz6m1KQavRjaxZFCQCsumYYlhChTFMVCCNEP2AK0UhQlUf/4FyCUunI1h4AXgZNALDBQUZQYIcRK4DSwGEgAQhRFKRdCfK7f5zdgIzBc3z4TMFYU5S0hRBLwmaIo718h3jeBPEVRPtU/Xs6fpo/pRxOZKYpSIoRwoG5BrkCgpf6cPRVFyRNC2CmKUiCECAOGKYqSLoSwURSlSH+cnsAsRVFGXe11vGUr0Z49G86KlT8yaFA/YmMTMTY25rPPl2NoaMBjj93P9BmvcO+9Y6mp0eDp6UpOTh6fLXmPwYP7YmLSsMq9JDUFnU5HUlIqVVVVfP/Devr26c6Jk2cpLinhnnvu5IMPlvDwQ/egqa3F3d0FIyMjXp9TVwD94ughSbqVXCw0XVtby/nzkbg4OTJ4SD9GjR5CWVk5x46d4eknZzJ9xmMs+mgpb779EsbG8q7g7eridVJWXs47cxdRXV3NhAljiIqK5bGpL9CuXSveeP1/uLg4YmpqSnV1DVWV1YwfP5qAQN/mDl+6TZw9G0ZCQgorv1sH1NW5nDRpHKtX/8Qvv2zntdeepUePLgBUV1bTqVNb7r13LCEtg5ozbOkWZ29vh6IovP/BYj75ZC4vvvgWVlYWPPzwvXTq2JYXX3qTR6fcR0FBEWXlFTz3vyfIzyukpLSUuNhEMtKz+PiTr3htzgvExyfx+97DbP55Oy+9/AwxMXEsXbwCgFmvzcA/wAczc9NG74Odkx12TnaNflzplnNcUZTEPz1OAxBCnAV8gFIgUVGUGP02K6ibvbRICPEbMEoIsR4YCbwE9KUuSXNIn+A0om6W1EU//kUsrkDkXzx3kQDmCSH6ADrqVmV3pm6U0XpFUfIAFEUp0G9/CFiuH9G08ZLj5FBXmueqbsmkUFhYJHFxCQwc0Jtff93O4cMn6NO7W31dls8/X8GDD07AwMCAgABfXnj+Dd6Y8yKdOrWVCSHpusnLKyAhIYmKiipWfreO8+cjaNOmboW7mJgEVqz4kfvvvxsDQ0OCgwPY/OsOevboglarpVu3js0cvSQ1jVpNLSq1moMHjmNgYMBTzzxSvxKUpZUld44dztkzF/ho4Re4ubnw27a9jLlzWDNHLTUHRVGIiorj3LlwXFycqK6uW4Hm7bcXMmHCaEaOHEz79q35aOEX3Dfpbry83Jjy4Ayqqqr5bs3nMikkXRfHjp0mNTWd0tKy+raNG7fQrWtHXnnlWdq0bskvm37DyNAIJ0cHZr7wJmWl5Sz79iOZFJKanFarZejQAQQE+DJjxmOoVCrKSsu4Z+JUSkpKyc7OJT4hmeLiEj54fwkAM2c+g7u7G3l5BVRWVpGamsEnHy4FoHPX9nh6u9OpUzt69e6Gg6MdQS38MZE3MqWmV4u+NI5+Otily4iW/2nb6kt+1lKXE/m7UUw/Ak8BBcAJRVFK9efYqSjKvX+xz5/PeVElcLX/EPcBjkBHRVE0+pFHJvoYG0zzUhTlCSFEV+oSVmeFEO30dZdM9Oe7qhtlSfpGExeXQFZWNhUVlWh1Cjt27AMgPCKazp3rholnZGSxYMFnvP/+YpISU+jYsS3DhvbH1VUWmpSuj8rKSiIjY8jJyUOlUrFt2y5KSkpxcf5judCUlHTef38xGelZvP/eYtq2C2XW/97kZp7yKUlXo6nVcO7sBYoKiwkM9L3i0uDt2reiV++uZGfn8t3KtVc4inQ7OHr0FEVFxZw+fR5zc7P6Ohg6nY41a37mk0++oqa6BpVajVarZennK6nSL11saHBL3hOTbjCnz4QRHhHDyZNncXF1vmy1paPHTrFxwxbKyyvYsGELpiYmHD10krLSur8jDOQ1Kl0Hdna2lJaWYWlhweZfd/Dee5+weMk3lJSUYmBggJGREfv2HaJz53YAWFlZYmVtSVV1NZWVVbi4ONG7Tzdee/MFXn3zBR5+bBK9enfDL8CHAYN706ZdqEwISddLEnDxrvkYwPBf7h8F+AghLhbLegD4Xf/zPuoKQz/GHyOAjgI9L24vhDATQvyTTH4k0LAg1+WsgRx9Qqg/cLH44W5ggn71NYQQdvrv/oqiHFMU5XUgjz9WdQ8CLvyDmG69pFBiUirm5uZoa7UcPHiMdm1DAdiyZRd33TWSDh3aAODoaM/bb83k3Nlw/vfiNGztbJoxaul2ExERQ3l5BRERsRgbG9FWf53u3nOAF154EnNzM4QQ3HFH3Z3url07EH4+CpVaTYeObZo5eklqOiUlZezdfQAE9YUqr6RHj844Otmzb+9hCgqKrl+A0g3hxIkzJCQk8+nir+ncuT2JiSm8+OJTBOpH/3h5uTNnzovU1GiY88b/2PnbXn7fexiA4JBAWobKERhS07pwIYozp8M4eOAorVu3pLSkjLlzZ+PiUldct03rEKY8eh+FRcWsXvU5sVHxfLeiLsnt7uFKa/3IYUlqSi1a+DNsaD+OHz/DR4verv886uLixNtvz2L5ijWEtmxBYmIKzs6OLFnyHnk5+Xy2+BvsHez48KM3iY6Oo6CgiDHjRnDX+FG4ucub7FKzWAb0FUIcB7ry1yN1rkhRlCrgYWCdvkaPDvhC/5wW2AwM139HUZRc4CFgtRDiPHVJouB/cKptQJ8/tX2pX5grTQhxBPgB6CSEOEndqKEo/TnDgbnA70KIc8DFZXg/0BekvgDsB87p2/tTV0/pqm6pQtOpqemEXYhE0Sl8vmQFUx67F3Nzcx6c/AyFhUWo1WpeevEp+vXrgampCWZmZnh6umFjI1cZk/6z/1Ro+uDBY0RFxXLg4DHuGDkEW1trJt33JMXFJXh7e/Dss1Np2zYUC3NzSkvKOHXyLACDBvcltNU/eb+RpHo3dKHptLRMtm3bxYEDx+qmAp0PRyBAgJmZKSEtAvHz96ZlSBBWVpcvAFBWWs778xcz47mpvP7GC80Sv9Qo/vU1+uWXKyktKyPsfCRPPfUIGzduwdrairi4BDw83MjNy6dD+9YMGtQHSwtLjhw+wd49BwkNbUG/AT3x8/dpyv5It55/fY2uXbuJ6Og4DAzUdOrUjr17D+Hk7EhiQjI2NlbExyfRqXM7/Uh1Z44dOcXOHb/j5+fNwMG9r7iykyRdxX/6TJqQkExyShpHjpxk0MC+nDp1hsioONau3YSiKCxe/C5xsYn07NmZWo2W8PAoLCzM8fJ057nnX+f55x5nwMDeeHnLIs/SVTV6oembkRDiJ+AlRVFim/AcxtSNdOr1dyud1W9/KyWFzp+PoKysnD17DhASEsSMZ16hd+9uPPLoveTmFmBuYYa/nw9ubi7YyZFBUuP4T7+Ajx8/w9q1v+Dm5oLawIDwC5F07doRE1NjTE1M8PH2xMvbAwcHWTxPumY3XFJIURR27drP3LmLOHcuHDs7WxSdjqLiUsrKyxAIhBCoVAILc3MQgoqKSry83Bk2tD/+l/xB/+umHZw9G0Z65nnUavV164PUqP71NTp//qcIISgvryAyKpZnZ0wlJycfQyMDCguK0Ol0dOzQltBWLZo0cOm28a+v0e+/X8+hwycAsLAwY+TwwWTn5GJlZUF+fiGGhga0bRNKcEhg00Ut3W7+02fSkpISvvpqFaGhLUhPz8LP35uM9CwURcHX15Ps7FwKC0v49JOvqKqsZsGHb/Djj7/wy0/bANi2Yw09enRumh5JtxqZFAKEEC0AZ0VR9l914/9+jkDAXVGUff9k+1tq+pirqzOVlVW0ahXC0WOn+PjTuQwb3p/S0goCAn0ZPWoorVoFy4SQ1OzUahUaTS3l5RVoazUMHdYfeztbTIyMCQjwpUPHNjIhJN2Sdu3aT4sWPbjrrkc4dzackOBAunRuz5AhfVEJgaWFBcbGRnh5u+Pi4kSbNi3x9fHE1cWJtNQMvvxyJfPmfUxsbAIAI0YMoKZaw9tvLrzKmaVbSfv2rfns8+XY2FoT2jKY8PAoHBxs0dZqsba2YtCgvjIhJDWroCA/Nm36DSdHeywsLIiIisbJyZ6aGg12tjYMGNBbJoSkG4KVlRWhoS1Y9tX3mJgaExUVS0lpKRYW5lRUVlNVWY2bmzMvvzyDJZ+/x8uz59UnhJ6c9hChLeV7rST9G4qiRDdlQkh/jth/mhCCW2z1MUdHe+zsbDAzM6V7904sX74GFxdnhg7ph7+fD/rl4iSp2bVqFcyECaM5cOAYv/22j+7dO9K7T3dCggNwd3dt7vAkqdGdOnWehx+eQWxsAt7eHkyefA8BAb6oVCpQFL7/fj0tWvhz/kIEDnZ2GOiLA9vb22Jvb4uPjyeKAnl5+URHx/PFlytxcnLg3olj6dS5LUsWf8ODD03Az8/76sFIN73u3Tux+NN3+eLLlZgYGxHaqgUqlRp7e1t69Ogsf99Lza5jx7Z8/90SVn63ltSUDCZNGoe5uTnu7q4EBfk3d3iSdJl+/Xqg1er4cukKbG1sGDqsP7VaLRHh0bi4OFJZWcWYO4ehUqlYtfpzEhJTcHSwp2XLQKysrZo7fEmSrtEtNX3sory8fLKz8zAyNsLB3g5bW1kzSGoy/2mo7kUpKWmUlpZjb29bX3xSkhpZs04fi4iI4cknXuT4ibN4erhx76RxDUbBnTp5jj27DzBwUB9WrdlI69BgqqqrKS+voIt+1cg/Kysr59TpMIqLS3B3daEgv4DQVsHs2bcRQ8N/u+CE1Mz+8zWak5NPaWkpGo0GKytL3NxkgVOpSfzna7SgoJDs7FwMDQ1xdXXC3Ny8SQKUJK7xMylAdXU1tbVajIwMSU5Op6qqCgsLc3x8PP92P0n6h+QdmxvULTVS6CIHB3scHOybOwxJuiovL1mUT7r1KIrC0aOneO3V9zh67DQWFuZMnfoAAQG+DbZNTUlny+adjBg5iDOn6+oCGRoZUlOrQavV/uU5LCzM6dunGzk5eZw5e4GamhrCwqKYOGEq6zZ8XTcCSbrlOTnZ4+Qkf99LNy47O1vs7P56JUVJupEYGxtjbFz3c0CAT7PGIknS9XNLJoUkSZKk6y87O5cN6zez+NOvycjKRqVSMXr0ULp27YhK1fDmUHx8Equ+30Cfvt0pLi4hIz0LIUCtVqNWq6mt/euk0EVOTg4MHtSHuLgkIqNi2fbbHlycQpk1ezoTJ46VS+NKkiRJkiRJ0t+QSSFJkiTpX6usrCI5OY0LFyLZs/sg+/YdIi0tE4TA2tqSkSMH06lTWwwM/vRrRlHIzMzh8OHjRITH0KdPN0pKyzh18hwdO7Xl9wNHMDBQY2hgQI1G849iUalUBAX5YWNjxcmT5yivrOSVV9/jjTc+wM3VmQEDetF/YG9CQ1vg6+uFmZlpE7wikiRJkiRJ0u1ICPENcAeQoyhKK32bHfAj4AMkARMURSnUPzcbmAJogemKomzXt3cElgOmwFZghqIoin6J+ZVARyAfuEdRlKRGi/9mrikkhMgFkhvpcA5AXiMd60Yn+9p48hRFGfZXT8pr9D+TfW08f3uNwt9fp0IYGJmZeLSGumlhWkX392dTFAWUhkN8BEKg+ts14xVFQcflv5PU4r9NA/snv9nUQlVfkLiyKiNcp9RU/YdT3U7X6kWN3edrukb/pdvt30v2t3Fcz2sUbq9/t9upr9C0/b2Wz6S3yr+D7MeN59K+XPW99HoY5Dl0EjAP8AJSgJd3pW5fdS3HFEL0AcqAlZckhd4HChRFeU8IMQuwVRRlphCiJbAa6AK4AbuAIEVRtEKI48AM4Ch1SaFPFEXZJoSYBrRRFOUJIcREYKyiKPdcS8yXxX8zJ4UakxDipKIonZo7jutB9vXmdCv15WpkX29et1p/ruZ26y/c3H2+mWP/L2R/b063Sj/+idupr3Dj9vdGjevfkv248dxofdEnhJYBZpc0VwCPNUJiyAfYfElSKBropyhKphDCFdinKEoL/SghFEV5V7/ddmAOdaOJ9iqKEqxvv1e//+MXt1EU5YgQwgDIAhyVRkrmyEqckiRJkiRJkiRJkiTd6uZxeUII/eN5TXAuZ0VRMgH03y8uNe0OpF6yXZq+zV3/85/bL9tHUZRaoBhotJU2ZFJIkiRJkiRJkiRJkqRbnde/bG8KDVdfqat88Fftf7dPo5BJoT8sbe4AriPZ15vTrdSXq5F9vXndav25mtutv3Bz9/lmjv2/kP29Od0q/fgnbqe+wo3b3xs1rn9L9uPGc6P1JeVftl+LbP20MfTfc/TtaYDnJdt5ABn6do8rtF+2j376mDVQ0FiByppCkiRJkiRJkiRJkiTd0q5zTaEPgPxLCk3bKYrykhAiFFjFH4WmdwOB+kLTJ4BngGPUFZr+VFGUrUKIp4DWlxSaHqcoyoRrifey2GVSSJIkSZIkSZIkSZKkW10TrT62GuhH3Wpr2cAbwM/A2kvOM15RlAL99q8AjwC1wLOKomzTt3fijyXptwHP6JekNwG+A9pTN0JooqIoCdcS82Xxy6SQJEmSJEmSJEmSJEnS7UfWFJIkSZIkSZIkSZIkSboNyaSQJEmSJEmSJEmSJEnSbUgmhSRJkiRJkiRJkiRJkm5DMikkSZIkSZIkSZIkSZJ0G5JJIUmSJEmSJEmSJEmSpNuQTApJkiRJkiRJkiRJkiTdhmRSSJIkSZIkSZIkSZIk6T8QQngKIfYKISKFEOFCiBn6djshxE4hRKz+u+0l+8wWQsQJIaKFEEMvae8ohAjTP/eJEELo242FED/q248JIXwaLX5FURrrWJIkSZIkSZIkSZIkSTekj7zunwTMA7yAFODl51K+X3UtxxRCuAKuiqKcFkJYAqeAO4GHgAJFUd4TQswCbBVFmSmEaAmsBroAbsAuIEhRFK0Q4jgwAzgKbAU+URRlmxBiGtBGUZQnhBATgbGKotxzLXFfJEcKSZIkSZIkSZIkSZJ0S9MnhJYB3oDQf1+mb//PFEXJVBTltP7nUiAScAfGACv0m62gLlGEvn2NoijViqIkAnFAF31yyUpRlCNK3eidlX/a5+Kx1gMDL44iulYyKSRJkiRJkiRJkiRJ0q1uHmD2pzYzfXuj0E/rag8cA5wVRcmEusQR4KTfzB1IvWS3NH2bu/7nP7dfto+iKLVAMWDfGDHLpJAkSZIkSZIkSZIkSbc6r3/Z/q8IISyADcCziqKU/N2mV2hT/qb97/a5ZjIpJEmSJEmSJEmSJEnSrS7lX7b/Y0IIQ+oSQj8oirJR35ytnxJ2se5Qjr49DfC8ZHcPIEPf7nGF9sv2EUIYANZAwbXGDTd5UmjYsGEKddkx+SW/muvrb8lrVH7dAF9XJa9T+dXMX1clr1H51cxfVyWvUfl1A3z9LXmNyq8b4OtG8DJQ8ae2Cn37f6av7fM1EKkoysJLntoETNb/PBn45ZL2ifoVxXyBQOC4fopZqRCim/6YD/5pn4vHuhvYozTSqmE3dVIoLy+vuUOQpL8lr1HpZiCvU+lGJ69R6UYnr1HpRievUUkC/SpjjwHJ1CWqkoHHrnX1MaAn8AAwQAhxVv81AngPGCyEiAUG6x+jKEo4sBaIAH4DnlIURas/1pPAV9QVn44HtunbvwbshRBxwPPArGuMuZ5BYx1IkiRJkiRJkiRJkiTpRqVPAF1rEugyiqIc5Mo1fwAG/sU+c4G5V2g/CbS6QnsVMP4awvxLN/VIIUm6VkpNFbqqsuYOQ5L+E0WnRVdZhlJb09yhSFI9XXUFuurK5g5DkiTplqFoqtFVlaEouuYO5bajKErda6+pau5QJKnJyJFC0m1J0WnR5SShCd+LUl2OgW9H1N5tUJlZNXdokvSP6Erz0MQcQ5cZg8rGBYOWfVHbuTV3WNJtTKmpRJsRTW3UIRACg5DeqF2DEIbGzR2aJEnSTUubl4omfB9KaT5qz1AM/DuhsrBt7rBuC7qKErRJZ6lNPIMwtcQwtB8qRx+ESo6rkG4tMikk3ZZ0hVnUHF7LxZpntZH7QYAquBcA5UWlxJ+KIerQeZz93Anu2RpnX9dmjFiS/qBoqqg5vQ0lPxUAXU4iNYWZGPd/WH5QlJqNNicJzemt9Y81J39F024Me36NQAFC+7bDu40/KvlhWpIk6arKi8qozs3ANPxn0NUCoI0/gVJTgVGHkQj1jftnnKa6hoQzsYT/fgZzG0tC+7TFI8SnucP6VxRFQZt4mtrow3WPq8upOfwjxn0nI+RNOOkWc+O+m0hSE9IVZfHnIvi18adQ+7RDGJtzaO1eNsz7rv45lwAPZqx8BTs3h+scqSQ1pCsvrk8I1dNUUZ2XialMCknNoO7D89kG7bWpFzi9/SRpEUlsXbyRF358E/8OQdc/QEmSpJuITqfj4JpdBAeYYqpPCNU/lxqBEtIbYWHXTNFdXdShCyx+5N36x9uWbOR/a9/GI9irGaP6d5SqMmoTTv+pUUFXkoNKJoWkW4y8XSfdloShUcM2Y3OEyoD8tBx+/WjtZc9lxaWRFpl8vcKTpL+l1QEqdYP2ynLN9Q9GkgAhBMK84fRbDcZUlpQDoNXUcmT93usdWpN4ZvrLHD16qrnDkCTpFpWflsvmj9dTe6USQobGoLpx7+tXlVXy66LLP0dXllQQeyy8mSL6j1QGCCPThu0GDf+GkKSbnUwKSbclla07Wgd/MmzbkmnbFp25PYat+lNVraMkr5jamoZ/XGs1tVc4kiRdH+mpmSTEJFJRUYlGZUalY5vLntdYeZCVU91M0Um3u4ricrJNA0ixbkulrS8gwMCIzFIz8tNy67crL7o1Cvt/+eVKNmzY3NxhSJJ0iynNLybufCwZ6Vm0HdGVqHNZ1Jo7XraNYasBzVIDU6fTkZKURmJsMtXVf73AhU6rpaqs4WID1RU312cUlbEphq0vXzRKmNuispHlJKRbz42bZpakRlZZUEpRbDroFNROVizbmsKG7zahUquY/MRExvgasPH5BVSWVdBhRDdO/nq4fl9TKzPcgjybMXrpdlVeWk7C0XCSz8ZSIbREpKdzz+SxlGUbY2fZGUtjDVW1hpw5lkKb4XLqmHT9lKTkUJqcg6JWEZWexluvL6S4sISO3doy+/XHcbQ246ux8y7bp9c9V1yV9aai09XdulcU5SpbSpIk/XOZcankJmaSEZ5Ipa6W5MpCHO08OBpXRXBLb0wMdVh6+6N29b7usRUVFrNuxc8sW/Qtmppa7rh7GE+8OAV3z4YJEjNrC4ZMHc13s76ob1OpVTj7uVFTWY2R6ZUXHyhOzKI0JRcTO0tsAl0xMGn+RQpUzn4Y9XkAXVEWwsgUlZ2brN0oXZEQwgTYDxhTl2NZryjKG0IIO+BHwAdIAiYoilKo32c2MAXQAtMVRdmub+8ILAdMga3ADEVRFCGEMbAS6AjkA/coipLUGPHLpJB0WyhJzuH3Z78g50QMANZB7vgNb4lWq8XE1JjIsBiCW7XAzt+FI9/twrddIP0fGk7UwTA8Q30Y9OgdOPvJ+cPS9aXodCRtOcHJ2d+i02gRBmr6PTOCzWu34WtuR4axEZEHwzA0M2bIo3fg3dqvuUOWbhM5Z+LY8cACqvUjf9xGd+HeSWM4fT6S00fP8uH7y3ln0WtMXjCN3z7/GSEEQ5+4k4DOwc0c+bUrK6ubDldSemuMepIkqfkV5xdTnVHIuee+pqao7j2mx9iunDhzgZZ+Aez8JYpBj47C0dP3usem1WqJi0pgxWc/UF1VN0Jo09qtuHo4c99jE7C2tQagqqKK7JQsQNCiRytGvzCR09uOYmZlRtvBndkwdyU2TjPwbR/Y4BwZhyLY9chCNOVVIAQdnh9L6GPDMbK4wvSt60ioDVA7eKJ2kDeGbyVRQSMmAfMALyAFeDk4ZuuqazxsNTBAUZQyIYQhcFAIsQ0YB+xWFOU9IcQsYBYwUwjREpgIhAJuwC4hRJCiKFrgc2AqcJS6pNAwYBt1CaRCRVEChBATgfnAPdcYNyCTQtJtIm3fufqEEEBxTDoh/duwbP0nnDpxnu1bd7Nh/WaG3zGI3o8M4/dvfsPK0YaRz46n5z39URvI/yrS9VVWWk5OeBInXl2JTqMFQKnVkrhkG95PDcTYzJw9n/1CUPdQKkvKKc0vQaVuWGdIkhpbdWkFR9/4rj4hBJCx6Tihcyaw7/hJnpz5KL9vO0hEWBS9B/egZe+2IMDoBrjr2xhKSkoBKNV/lyRJuhbREXEkRcZT9uXv9QkhgIyfjtH5f3fg3C2EttNDm+Wz6NnTF1ixdBUJccnc/9S9uLq6cOboGWqqajA3NyfqfDQ+AT4kXIjn3KGzmFmYUVulIaClH7u+3ERQ95ZUllWyce53KDqF/NScBkmhipwiDjz/ZV1CCEBROP3hRtx6t8K5k1yYQGpc+oTQMsBM3+QNLIsKGsG1JIaUuuHDFz8YGeq/FGAM0E/fvgLYB8zUt69RFKUaSBRCxAFdhBBJgJWiKEcAhBArgTupSwqNAeboj7UeWCyEEEojDF2Wf+lKt4XsY9EN2vJOxKALtOaDuZ8CcP5MBL/vOcwnn9VNdyjJLcLQxEgmhKTrLjkuhaULvuH+McPRVl0+b19XU4u7gz2KgyVVpZWc33ESgGHTxjVHqNJtqKqgjNwzCQ3aq/NLOXHkNCeOnOa1d17k0K6j+AX64OHj3gxRNp2ysgr99/KrbClJkvT3CvOLWLZkBcHuHoiIlAbPG2kUbB1smuWzaExkHPePnUpFeV19oLCzEUx7bgqj7hnJnk17+GLeMgyNDHnk2QeJOBTGhaNhAPi08MHNzx0LO0vO77y8IL+VU8OpV9WFZZSl5zdoL88sbIJeSRLz+CMhdJGZvv2aRgsJIdTAKSAAWKIoyjEhhLOiKJkAiqJkCiGc9Ju7UzcS6KI0fZtG//Of2y/uk6o/Vq0QohiwB/KuJW6Qhaal20BpYSm2HQMatNv1COaLxd9e1lZdVU1aeiZCJQju1Zqgri2vV5iSRElhCUe3H2X10nUMunMAxbVVGP5p6LSBqTF2Pi6UFv8xSqHXvQPxbHX9h5RLt5f0hDR+WPgD65ZtxKV7w2lg1cZ/fKTYs3M/aUnpVFVWXc8Qr4vKyro/kMorGhZSlSRJ+icqyys5c+A0F85H8vO6rZwOj8Kug3+D7ZyCvPD2a56pS5HhsfUJoYtWLFvNgd2HCOkQQufeHdHUaPjy/a9p3699/TZJ0UkU5Rcx5OlxGJv9MUJ08OOj8WjZsB6SiaM1NoENSzRYejo0Ym8kqZ7Xv2z/xxRF0SqK0g7woG7UT6u/2Vxc6RB/0/53+1wzOQRCuuUd2naIwqxM2r51P5XZReTsOYehjTlVXjaUljS802tmbspza+bgGuCOhd31X91Bun0d3naImsoa+gzozr7fD+Ps4YzvjOGkL/6NmuIKDC1N8XxmOBeSk+nSvQNeK17GzNIMl0APTC3/fNNDkhpPUX4RC6YvIO58HE4eTrz88YvYH40ibcNhSpJy8HygL6t//71+exMTE9zdXXFxd27GqJtGhT4ZdDE5JEmS9G9FHI9ACNCUVeHm7syOnfsZ+fZsLHKLKUvNQ2WoptX00fj2ao1K1Tz38A0MG05JNzY2prSkjC8/+pZpz0/hxIG6kUAXR1BeVFurpbSykmnLX6a2ugZzWwtcfN0xNjdpcExTO0t6fziV3VM/piKrELWxIV3n3I9tsKzjIzWJFOqmjF2pvVEoilIkhNhHXS2gbCGEq36UkCuQo98sDbj0IvcAMvTtHldov3SfNCGEAWANFDRGzDIpJN3SivKKMDUzwaylL9UGakqFBoPRHag2hvfeXMi9j47no/mf129va2dDp+7t8Q+Uoy6k66swtxAXd2fys/JRNFq6tG6NkZUJS79eRY+722BvakZhdSVHspK4864ReAd6Q+D1X4FEuj1lJKRjam7KCx+9gEotyMrKo8AIDMd1oWu7AGa/MZ8LYXXTdFUqFePuGUlwSCAWVhbNHHnjq6qqxsrKgsrKm2t5ZUmSbgxJkYloa2spzi3CwtqCObOeY8WaDbzw1gfcP2EMbe/rTsuOodj6u2Fh33w3J0NbB+PgZE9ezh9Tu+598C5+Wb2Z/NwChEqFhZU54x8ai6ubM5Oem4SFpTk1FdW4eLlg52jL1y8tJjcpm+AerbjvjUdwb3HlwRhOHQIYvfktytJyMbaxwMrXBZVaTmiRmsTLXF5TCKBC3/6fCSEcAY0+IWQKDKKuEPQmYDLwnv77L/pdNgGrhBALqSs0HQgcVxRFK4QoFUJ0A44BDwKfXrLPZOAIcDewpzHqCYFMCkm3sKS4FLJiU9n0xUaSI5MwMDLgrhkTqdFosFSbYGxizImDp3jptelEXIjGP8CHYaMGyoSQdN1pajSc2HmMAz/tIzc9l6LcQiY8PwlbQwPuHj+K6Nh4wqMj6d2/O0N7dsTXXyaDpOtLpVbj5efBzh+2UZRbREVpOWOnT6CqWktMWBx3TRxDq3ZxqFQqevTpQvdeXbCxs27usJtEZWUVlpYWVFfLpJAkSf+coijEXYgjMyGTVfNXkJeei4GhAQ+9PoXHH70fC1tL1JYmOLX3x6N9IMbNXJzfx8+L7zd+yfbNu4mJiickNIhTh8+Qn1uAf5Av2lotj7/wCN8v/J6K0grGT72L8H1niT1bt7CLR6An/cb2Jfz3sxRm5vPNzM95fsWrmFubX/F85i62mLvI5d6lphUcs3VVVNAIaPzVx1yBFfq6QipgraIom4UQR4C1Qogp+nONB1AUJVwIsRaIAGqBp/QrjwE8yR9L0m/TfwF8DXynL0pdQN3qZY1CJoWkW1Lk2ShqiyopySjgjvtHYmJtxtdvfcUvS9Yz6KERCAszBg7pw+qVGzh7Ioyp0yfTpUt7WrRsuEymJDWl8uIy4s/EYKwyoOfgHuQkZ2HpassvX/zE+P9NQqfR8NP3m3hsxkP4enrIhJB03dVqatFW1hDcOoigEH8KMvIwsjbj+NYjmDpZ0bZdS04dPE7PAd0pKiyiQ6c2t2xCCKCquhoLC3PKyyuuvrEkSRJ1N3/iz8aQn5qDpqyKwWMHolPDuk/XsuKdb3ju0xepLC7Hp483rdu3bPaE0EVBwf64e7iy6cctzH/jYzQaDXYOtjz/2lOYmZqyYeM+KkorMLcyx0Co6hNCAN4tvPFu6YupmQmmlmaoDAwozC74y6SQJF0v+gTQtSaBLqMoynmg/RXa84GBf7HPXGDuFdpPAg3qESmKUoU+qdTYmiwpJIQwAfYDxvrzrFcU5Q0hhB3wI+ADJAETFEUp1O8zG5gCaIHpiqJsb6r4pFtHTUEpRWfiKY9Lx8zHBfNW3lTmlfLDa19RmFk35LV1v/Y8+c403p06F5UQKCrBwOF9CQrxp7yojNO7T3Hq16ME/xqMlawjJF0H2hoN+SdiyD4UjkZAeU01e7YcYvDDI9ix7FcGThhERUk5IZ1CmDN/Fod/OcCBVbsJ3twC61v4D26p+Sk6HcXnEik+G4/K1AitizWfz1hERXE5KrWK0TPGc2HnSdr2akNpdRVGZsZMfvI+LK0t8PH3wsjYqLm70KSqq6sxNzejoKCouUORJOkmUFujIW7vGSrCUzApqcTQwRIzL2f2rdvDkPuG8dt3W6mt1TJj9pOEtgvB4AZa9VZRFGKi49Bqtbzz8WtY2VhSUlRCYmwyXl7uJEYmAuDs4UxWQnr9fnYu9vQc3ouvX1hMhb5+Z/exvXEL9Ljiea6mPCmLolNxaApLsW7jh1U7P9RGhtfeQUmSgKYdKVQNDFAUpUwIYQgcFEJsA8YBuxVFeU8IMQuYBcwUQrSkbghUKHXz6nYJIYIuGUYlSQ1oqzRk/HqU0ogUCo9HUxaRgtuEPmT42NUnhADC9p0htH972g/shE5R8GrhzexJl08ddXJ3opGmZUrSVeUdjiRn2wmq0vPJ23MWEw8H+o3uQdTRcBw8nbC0MMfazYGv531D1OkoABzdHFF08hqVmkZteRWa0kqqMvI5OuoNlNq6X79G9pbcPXUUKxetQafVsenjddz/zmOUF5URn5hKj0Hd8Gnlh4lpwwKit6Ka6hrMzMyoqdE0dyiSJN0EcqJT4XwS6pQ8crafora4HLdnx9BmQEeqq2swMTPBwc2BoPYtmjvUBqIjYpn/xsc42dnTpVdH5s38gPKyClQqFQ89fT+jHhzJdwt/ICMpg54DunJq90kAxk27i18/XV+fEAI48tMB2gzohF/bhisC/52KlGzS1uyn8HgUBYciAOi44n84D+vUeB2VpNtck1XwUuqU6R8a6r8UYAywQt++ArhT//MYYI2iKNWKoiQCcUCXpopPujXkHY8mYe1BEjYdwzjIA/8X7iJj7X4czEwbbJsckUj/SUMIbBuEoYlRg6G5906/F2t7OQJDalrlpeWkHgknad0BEjYdo7SgjKC3HkRXVomrqSlJ5+Nx8XfH3s2BsuLy+oQQ1F2jNg42zRe8dMsqOBPH4YcXsqP/TKK/3IrfC3eBqFv5tCa/FMuiSkyt6moy6rQ6dOgwszJn4LiBqC2Mb5uEEEBNjQZTUxNqamqaOxRJkm5waeGJlB6KJGHNATKOxeA5dQR2PVuS89UOfLxcURmoefL9ZwhsF9TcoV5RbFQCcVEJDBzZl5VfrKZcv8qYTqfjm09W4h3qR9vubaiqqKK0tJwuQ7sBYG5pQXp0w8WcygqK/9X5i6NSOfvmKqKW76TGwICgNx9AZWJI5JzvqSkovfYOSpIENHFNIX2hpVNAALBEUZRjQghnRVEyAfRLsznpN3cHjl6ye5q+TZKuqDg2ncMPL0RbUVfsM3XTMap7tsS+XxvMzRsuz23lZkdaajrhYdFMfuJe5q+bz2+rfiMrNYsR942gXa9217kH0u2mpLiUuLPRlC3dQ86ecwAUnImnOCqNkMeHUVGrJbhnK4qyCyiqqaAGLUPuGUJOeg7DJw2nfe8GU5Ul6ZqVJmRxYOJ8NCV1H/bTNh2jokM+TsM6krOt7q6vrrgcEzMTKksqMDAywMDcBCtbK1KysmjXs21zhn/dVVfXYGpqgkYjRwpJknRlNdU1JMQkUX4wisS3fqxvD/9wI61nT6DgSCSmJkaE9GiFm78HQp+Ev9GYmJpQUlwKQpCdkdPg+aT4ZO556h4G3TWIitJy3Pp1ZMTDo7CytSKwUzCxJ6Mu297Jx+0fn7sqt5gjj31MWVwmADkHwimNy8T7/oFk/Pg7umr5HixJjaVJk0L6qV/thBA2wE9CiAYFky5xpXfDBvMkhBBTgakAXl5XXtZQuj1kno6tTwhdlHMogjazxmPg74xXK19SLiQihKDTmJ6ci4imz4hehLZvibe/F2q1mhbtWqAoSqP+MpbXqHQlBQVFfP/Vj7R386pPCF2kraxGEQLFwZquXYMoKy8HUwOCWwXh8NCdjX6NgrxOpT+UJWTWJ4QuKjgdh9uzd9YnhdTBHhT+tAsTC1MGPjEKxVhNYUUZI8YObrL6FzfqNVpTU4OJiTG1tVp0Oh0qlVw2+XZ1o16jUvPSaDQc3HcUI7UhNTvONng+/0w8no8MxcTTHr8WPk0ay7Veo8EtA/AL8OH44VO4e7mRnpJx2fOmJiY8P+kl3H3ccHBx4ImXHyO0Y0sAJr72EF9M/4jc5GzUhgaMeXYCgR3/+RS5sqTs+oTQRZWZBaitzPF6aAjGzjb/uj+SJF3ZdalkpihKkRBiHzAMyBZCuOpHCbkCF9POaYDnJbt5AJe/89QdaymwFKBTp06yuMZtorq8iuzoVEpyCrH1cERla0ZadsM7FgbmJph39GfWKx8x/c1pxJyNpkaj4cDB4/Qf3gcbe2u69+mMWq2u36ex/9iW16h0JVlJGfRp0xYrY2PyLUypLau87HmzADdyTHTUVBTj5etx2Up4TXEHUV6nt6e8pCxyYtMxNDXCpYUnlo42qM0bTv1SGRuiMjLAzN8Vj2dGEVldQq8nR1KtqSGrvAgvywCCWwU1aUHUG/Uara6pwcDAAENDQ32C6PaZOidd7ka9RqXmU1NZTeLJaCyKdTj425LtZt9gGzM3exzv6YlzUNOvJnqt12h1TQ0vzZlOemoGvft3Z/4rH1GQV4ihkSEPPTGJbat/AyA9KYOM5EyMTP5YaMC3bQCvbJhLTnI2QiUws7agOKeQgvRcVAgKUrIxNDXGJdgLS4eG5RsMzIzrpjH/qd6nRaAbDl1bIGRCXpIaTVOuPuYIaPQJIVNgEDAf2ARMBt7Tf/9Fv8smYJUQYiF1haYDgeNNFZ9086iprObg11vZtXA9UPcH8ph3p5BaXYZ7J39KTsbXb+vz5AgOHTnHQy88QG5WLk52tuRm5TGiV08sNUYEB/hjbSvrBknXV0FmHjE/HeXYd7uwdrNnyJTBJHy8qf55uy5B5FJL4dlUej8wGHtP52aMVrpVpYUl8PV971KlL/zp2T6QEa/fh5WrLU4D2l42gi3wmVEUuFihe3YYB/Oz6NK9A54aDWbmpnj7eWFscmuvMPZ3aqovJoUMqKnRyKSQJEkAlOQVc+rHfez44I/pYlM/f46sbSfRVtbVIDOwNMX9rh44tvl3xZabS3FRKfExiSz56GusrSwZNm4QIaFBePt6cnLfSeLC//gMPv7Ru/Dy/+P+vqZaQ05qDjkpWRiZGBO7P4x9S39lxAsT2LtoI1X6Eaq+XYOZsHAaNu4Ol53bwt+VwMdHEPvFlvo2n0l9cR7cASPLhrVDJelGoC+fcxJIVxTljv+y8roQoiOwHDAFtgIzFEVRhBDGwEqgI5AP3KMoSlJjxN2UI4VcgRX6F0YFrFUUZbMQ4giwVggxBUgBxgMoihIuhFgLRAC1wFNy5TEJoDA1B18ve6a+M5myvBJi4zPZ+f6PjPn4SUqDArCc3B9roaYkq5AKR0tOLtrJuFcewNnajOPr9nNh7+n6FZtsnGzpOqF/M/dIup2kxaVCYQk9B7ejfYAL+SWVpKQW0PaTx9HmllCl6EhJz+XX5z8HwNjUmOHPjW/mqKVbTW21hr2Lf6aqpJwu43rRqV8raksrIS2XqIRMTMZ1wWVUBwzVauztrDnx6yGMairILyxm46F99B7YnZZBwc3djRuCRqPBQK3GwMAAjaa2ucORJOkGUBCXhi4zlzYhroSsnsX547HsX/ILa+Ys5/7lz1MSlYLKQI1jpyAc2vg1d7j/SHl5BdVVVSz+cBkV5ZWUl5bzzeffY2howNJVH3PXw2Pp2LMdxUVlWNtY4RfiW7+IS3JkEtGnIinNLyX5Qjytu7Zi+0frCOjekuhdp+sTQgCJx6JIPh2LuZ0l5TnFGFuaYGpnhYGJEcHP3IFz71BKEzKx8HHGtp3fFRNCNRl5VEYng1aHSQsvjC+5uabodOhKSlGZmSHkMvYSUDb7rknAPMCLunzEyxbvbljVSIefAUQCVvrHs/j3K69/Tt20z6PUJYWGAduoSyAVKooSIISYSN2Am3saI+gmSwopinIeaFAVVVGUfGDgX+wzF5jbVDFJNx9NWiZGW7ei3bsftacH1p26YVhSRMibD7LwuY8oyi0CwLeVH2OfGc+mj9Yx+eWHOPPJL+RHpuLU3p+7X36Anz5YTW21hrNbj8mkkHTdZEfGoz5+GrZso9bICMsBA6jcfpSuD4zgt0U/UVVUht/IztRcMjvs7OYj9Ht0JKaWDYulS9J/VV1eRcaFJO59417cC9Kp/mYpRi4uGPbshamdI3M/+J7MxLoZ2wGtA7jv6QkUZBdwesdxWoYEkZdbgH+QbzP34sZQo9FgYFg3fUwWm5YkqSozD+XYOYiPovrUadTeXnQeNwbTNx5g6yvfkldciq6tGx273jyLRRTkF/LR+5/Tpk0oFeV/THdXqVQ8/cJjGBsZkRyfwv7fDnHm6Dn6Du+Nk7sjNnbWRB6PYO6Dc6iurKv72WFAR8yszAGw93AicX/YZecSQmBqbMS2pxeTuPMM1t7ODJj3EJ49QzG2s8JlQFtcBvz1ggZV8WnET5lLTULd7zADZzsCvnsD02AfNGkZlP+8hYqd+zBq2QKryfdiFBz4l8eSbn36hNAy4OIHbW9gWdnsu7jWxJAQwgMYSV0+43l98xign/7nFcA+YCaXrLwOJAoh4oAuQogkwEpRlCP6Y66kbrX2bfp95uiPtR5YLIQQiqJc8/Tl61JTSJL+C111NUVLvqJq1z4AtBlZaMIjsR11NyX5hVSWVTL47oE4uziQlJhOfmoOD858kP0zPqe6uO4ORM6ZeKoKSuhyZ28O/7gHv07/vMCdJP1XKbEpxIbF0rq2nNrFX9S310bH4vTEE6S//x1Bw/tycuUeotbsp/WUoVjYW1GWX4JP+0CMTI2bMXrpVmRqY07vR4bhlhZJxaatAGjTM9GER2LywEM8/uy97Nh6mKO7jhEXFkf8hQSCQv1wbuHBoZRInJwdrnKG20dNdY1+pJCamhqZFJKk21labApm6bnUHj1IzdG6qhfajCw0FyLwee1l3Nv4YWpviXOA51WOdGMJOxfBt8tW8dLLz2BhaYGhoQEWVhbMmfcSyz/7gaqyKo78doSMlLpC0HERCRgYqAkI8iM5Kok7n76bUztPEHc2htN7TtF9WA8AjC1M6Dt9LCXZBWirazn+3U78u4Vy/qttpB+NwsbbGf/hnUk7Eom5iy32gR5XjbV414n6hBBAbXYB+ev24Pa/eyla9AVVvx8CoDIji+oTZ3BavgRDj3++Cpp0y5nHHwmhi8z07dc6WmgR8BJgeUnbv115XaP/+c/tF/dJ1R+rVghRDNgDedcYt0wKSTeu4qh4qnb/flmbUlaOgTFQXMYT/5tM/PJdpCYfx7GlF55DHDCorKlPCF1UkpyL153dcfR1oc2wLtexB9LtKD48nln3zCK0fRAtVUUNntcmxqEyM8GzYyAnV+4BIH1/GP6dg4k/GU2fR4ajNlA32E+SroVKpSKkqx9ljy66rF2pqkJoKtHGZuKaXsaTL0/hy/e+JTc7H2czczy7tuDR0V3w8ZcrK11Uo9FgYW6unz4mk0KSdLvKjE8jefMJWgY71ieELlJKyzAuLGDY7ElgZYStvU3zBPkfpafVJXvCwiJ5/d0XuXA+kn4DevLK029RXlZB7/7d6xNCAANH9yP8YBirP/ihvu3e6fdSmF1AfmYeRfnFjHrlfsJ2nGTft3XFqc3tLBn+vwm4+7vx6wMfEDCsMxZONlz4dgc6rZba8io6PDkKCxfbv4214nx8g7byU1HUpmXWJ4Qu0hWXUJuYLJNCt7e/+kBzTR90hBB3ADmKopwSQvT7J7tcoU35m/a/2+eaybLt0g1Bq6mlurzqsracrAKE0RWKmQoV1sG+hC/4idLkXAAKIlI498GGK/63UBsZ4N8tlGmrXsM5wL3hBpLUiA5uPUjXAV3oO7ofwsaqwfPCzAwDT2eK88uw8a6b827j50rvh4fz7E9v497S5zpHLN1qdLVaqv+0uh1AUUkFwqxhLQZhakJ2fBZ555NIW7WfvqN64+7pgpG1GR36dWTQ8H5NsgLezUqjqUVtUDdSSNYUkqTbU1V5FWUxmZxZ+BNaoUYYX+HzqrERFu62BITeHEWlL+Xk7IiHpxu+Pt48P+0Vflm/leLCEvoO6cWj0x/E+k+fb/yDfDl/5Pxlbb988wvd7+hJaPfWeAZ64ujnSur5eAxNjOgwugcd7uhBZkI6BoYGmDna4BjiSdiKndRW1aDTaDn/zQ6Sdp25aqzWg//P3l3HSVW9Dxz/3Mmd7e7ugGXp7u4UQUDsbv1hd2FhYGMrBgIqoJLS3Qvb3d05eX9/7Lq4LvpViSXO+/XiBXPuPXfOHe7Ozn3mnOfp3aHNedrQlvxB6o45hE77fyVcTnL/Zfs/NRCY0rr861tghCRJX9FaeR3gH1Zez2/995/b2/WRJEkFOACVZzhuQASFhAtA/pE0Vt/5Np/NeIrkdfvI+fkAyZ9vZvfBZIzTJrfbVxUajCIkiLJ6PeFXDCbu7qn0vG8G7nFB1OaWUV9USdTcYe36DFg0G/++kTh6dSwLKghnS1VFFZlp2fgH+OCis6E+q5ymvgNAeeptVrLWoQwNRxreh8MfrcenbyRqay29bptMSN8oXPzc/+YZBOF/K07M5ueHP+bTaU+yc+mPVOWUULo/hZPv/kxSSj7aa+a1218Z4IccGkLahiMAVKcV0rNfN6Siavx6RxAQ5CcCQn/yx0TTBqOhs4cjCMJ5ln4gid/e+5Gmuka63z2NgsI6rOe0LxChio5ACvDH09+rk0Z5ZmztbLlv0W2s/OZH7n3oNqbOnEBWVi4mg4kPX/uUI/uPERV3qviAxWTpcIymhiaiekVjZ6Vj6U0v8+XznzLt2WuYvGgOhQnZHPtpFxorDRaFRP/H56J1c8AhqH311eSVOyk9lMbJt9eS8/MBGos73v/aDYzF/dYZSGoVKBS4zBuHw5g+qHy9sb+u/e88TWwXVCEiP95l7hGg8U9tja3t/5ksyw/Lsuwry3IgLQmkf5NleT6nKq9Dx8rrcyRJ0kqSFERr5fXWpWZ1kiT1k1o+gF39pz6/H2tW63OclZlCYvmY0CmaquspTcunobyW4pNZZO48iVd0AOWbj5G9YheSQiLkubnkOlihe/5ZzLKZ2qoa/P29+XXx90y4fQbHNx6irrgSJIkes4cS4OaIpFag7R/MwD6hWFsUOAR44Bbtj0IsxxHOoZSTaZQUlYLZgqRV0XVYD765/U0K+kYz/anHMcUnICuV1Nm7Uq2yY/+7X+Mc7kvo5L50v3E8LhH/e828IPwdfUMzRSeyyN6XhJ2nM401DeTFZ+Lm7sShe5ehdbYl6t2bSWtuwvDE49jptLg1NZKfVETRDwfxH9mN7A1HUNvqcPV2xbdbMG7hF1cOjPPFaDCiUqlQqZSYTaJIqiBcTjITMymqKMcm0osKgxmLtZIT32zF9o7JOD74AOTmoAr2xxIWhlPMxZvQ2N7elpqaWubMn8HXn62irKScN95/HrVCxXX3XI2VTsuwcYMpyCoiPTGd8NhQwrqG0aVfF7RWWkxGE9a2OjZ/8jMpBxIBKMksor6ijk0vf4csy1jZW+Pm6cqKG19HX9uIQq1k0M2TKdh4mMrklpQqzmE+7Lv3Q2ozWpaq+Y7tQf8lN6J1OpWyRe3mhPcD83C5cjRYLGj8PFBoW2YI2c6eiiYyDP2JRNQB/mi7d0Xl4nyeX03hQmL74qqv6x+eCeeu+tifLebfV16/lVMl6X9t/QPwMfBla1LqSlqCT2eFCAoJ511daTW/PvUFGTvi6T29D+6Bbsz56B4ayupoSM7HJtAd1+l9abJRY6xvotlg5Pje4/hHBvL2Oy9z160L2fPBzy0BIQBZ5sh325j22i0ovRxY8vRiXlzyJNFdRFJp4dzLSs7EpqkedzUk5VVwcu8JygrLGP/AFagNMstuW4bWVofFbMFQ34TOyZa+s4YSMDIO//7RnT184SJXX1ZDRWYh9eW11Gfn4eKoJuNoAQNvn4LFXkPlvnS6LrudrMIitm/bj1+AN2s+XkNxbjETrp6IR6NE4uqdjLz/CrI3HKH/o3PQBLri5Xdxfrt9Pvy+fEypFDmFBOFyUVdRTVFeCZrmWjyslaTk1LD8ta+wc7Lj6ptnc2zjESz5lfR5cDZGe81FuWTsj0LDg0lLyUCBRFlJObPnT+PrT1dy7GBL5TBJknhi8SI2rt7M9AWTObovnoi+Ubh4u7Lx6w1UlFRwx/O3s/+brSiUCroOicPVzx2NRsXvExt6TxvMgQ9+Rt9ant5iNLPjnZ8Yde9MKpPzsXKyxTXYi8Ll29rGlb/hCDWpBbj3jWw3Xkmtwiq4Y54gpb09ukH90A3q94/OW25uwlJThaSzQWHv8F9eOuEi0BoAOldBIGRZ3kZLlbH/VHldluVDQJfTtDfTGlQ620RQSDjvCuMzKUvJ5ZrHx2K9bQVyWiVyaT+qHWPZ9NGvjHvpegprq0nbeIjm6nrGTOnLvNkjWLl6B6PHDiUxIxNLXmmH4zbUN2I0qnj7o1fx8xcJ5IRzy2Q0UZ6chsPBrSi2rsFWqcRn0lx6LxzNkUMppGXn0TMqAtlsobmmoa1fU1U9PkO6ioCQcMZKk/P4/tY3kGSZK+4dhm/C98iVZfjH9ccYOYBSs5q1BdspenYfM26aQNe+kWzYfJCJ10zi42c+Yt1na7l38V3w/U5ktZJer1+HXdcgfERA6G+ZTCaUCiVKpRKTmCkkCJe8sowCLI01eJ3chXnjDyBJuI+fjfuzN/L0Ha+xYd024lw8GfTs1RhtVIReAon5a2tqcXV3wdDcskTW18+bH79e17ZdlmXeXfIxjz11L68/8hZNrWXrJUnitsdu5ouXPueN/3uT6/9vIVq1hn1rd5F+JJXuo3sx8u4ZbHlzNTb2NtSXVrd/YllG5+nE8NduwjXMm99mvdhhbKamM1u2a66vx1JejsLGBqWb26n2/Gyavnwf07H9KDx90N1wD6ouPcUSauGyIHIKCedddUE5oxb0RffDe8iV5SBbkI7twa/6BD5dAmiSTexfsR0PBx0L4xzw+fQtlI89xAJfFT0jA8nPL8a/X1SH47oEejB4WH8REBLOi+yULJTJx1Bs+B4MemhqxPz9xzgXpNJvz69M7OGPjZcDkqL9hwmdoy0uweKmWzgzJr2B7W+sojKzmFHXDkT9zZvIFaUgy8hH96De8QObP1lDTkIWt981kYj1K7B5/ilmFhynq7OW7kO6A1CUX4LGVoeVhwM+PcMJihC5Fv4Xo9GEqi3RtJgpJAiXMtliwVJZiV3aMcxrvwF9MzQ3wQ+fE6ZpwtnDmeN74/Ed1AWlkzX+l0BAyGw28+Wn33Fw31Fqamqxs7fFZOj4XmcymsjNyGsLCEFLsGj7rzuJ7R+LQW/AO8SXla98TcaRVBpq6tm1chsJh5MIG9yVxroGbNz+NBtHkmiorKOyuAKVnQ6nmPavp9bFHvuQ//4ZypiRQdX/PUjF1ddQcePNNO/ahWwyYWlsoHHZEkzH9gNgKS6gYfEjWPKy//NzCcLFRASFhPPONcQbOxrhT3mxFMf3EjM0AiQFJVlF9A92QLHhFzCZwGTCsHo1wfoaRowdTJfpg7B1d2zpKEkMuGUSvnEX91Rd4eKRnpBBY2UdVvG7O2yz5KSisNZhs+xdfBw1jHxsHgp1S04rjY0V0968DQdf1/M9ZOES01hVT9buBACcrU0gt0/yKR/ZQ9e4AGbMH479Vx8hF7fkY5Dz87H/bBmjhvcAwNXFiS4zBhI5rDt+QSK31T9hMplQKkX1MUG4HOSn56ErK8R8fF+Hbar4/QRHBxPWNRSfqADc/Tw7YYRnX25OPoknU1AqlYSEB3HfI7fj4++NUtk+P+fI8UNoqG3o0L+poQmtTotSpaSmpAp9Y/vqwgm74hl4zThcgrwY//y1aO1aqmIqVEoG3jaZkz/uxmK20FjTQP8lNxI6fzg6d0f8JvRi5NeLsPVz6/Cc/4S5ro6al1/FlNDyu9NSWUn1409iysrGUlGKOflE+w4mI+aivP/0XIJwsRHLx4TzzrtrEE31+R3aJRc3qktqcQj0JyAmELvUk/z547b60EEKHSOQ3BuImtgXKzsdXrHBBA/ugtpKe35OQLisxR86yWv3vMa4K8bg4+yJkoR22yUnNyzViWA0UnL4BFUqB0Y/Ng+3UB/sfV1xDvD4iyMLwj+nc7DFv3cEaVuOYlbrOvwyl5xdKS+rI8zdBrm+vt02S2Ul2oZaBo4fQFhcGAFzx6KxFu+f/5TR9HtOISUmkwgKCcKlyGw2c2TvMYz1Ddjs3onW3QMzfwoa+ARQuvEQdzx3O35dgztnoOeCLDNwSD+WvPIeTz//EMcOxVNRXsXjL/0fn737NQV5hYyZPILhYwajUar58fM1/LEA0pDxg1j78Rpm33oFDXUdg0ZWNlZ4hvkSO7InuYdT6XPtOGRZRpIkEn/eR0VGEZHj+2Dj6oBDgAd9nl+I/v9mobbTobL67+XkLeXlmJKS2jeazZgK8tFERyLZ2CI3tP99Kdna/+fnE4SLiZgpJJx3Ogcb7Hv1RBEVd6pRUtA49AqOrD2MqaaRbiN70ezZcRlYs5cvdaXV1KcXc/DTDexb9iuOPq4iICScF+mpGZiajUxaMAlnNyfMfUciWduc2sHBCaydsFS2JkG3t0cur8fO3YmgQV1wCfQUa9OFs0Kt0zDs/iuw83Qm4Ugx0p/eT00Trqasqhm9Qg1/vuZUKry7hDHthumE9YwSAaF/6feZQkqlmCkkCJeqvdsOsGzJZ2zdtAfZxhbJOxjJ5lTFK8nBCXOX3jz09kN06de1E0d69jXrDai1al5542lyMnKIiA4lP6eA5x57jZgeUTz03H0EBwdw/7WP8NozS3nkrQeJ69+N0JhQ7nvxbsK7hDH/7nkcWr+PnJQcQnqEtzv+FYvm4ebnTnN9E7UFFZgMRnYt/ZGdb/1ARUYRGhsrfLqHtH2JplCr0Lk5nFFACEBhY4PC0bFju6MjSndPdNfc2a5d3X84Sn+xpFq4PIiZQsJ5IcsyafFpHNl+BDt7GwLc3NB7DsS7yxBsbJQ02jpzMrmcqFvH0eygxsvbF42NP/LBfchlZQBIbm4oBw1iRDeZI8t+pcuMQfRZOBqP6IBOPjvhUmcymjh58CQN9Y3U5pYhpZaSm5SHwxVDCbzlSTSVxeiUEubcQuo+/QoA9ZRpWHSO+Ea6ETzk0vrAKHS+0vQC0rYfo+f8EVg52mHsOgj1kEIMZeU0WTmSUy/R7KCixs4e1VXzMC3/qq2v5trraHR1JaZL+N88g/BXjEYjqtagkMksgkKCcCkpKSihurwaU2ENA7UemDKbMEwcg/n9pVhPmIpCowCNBiJjaXR0J9D30pv9W1FeyZJX3uOJJ+9nyUvvolareOiJe7DSanH3cGPtN7+w+7eW5XTZ6bk8//CrvPP1EtZ9+TMfPLsMVy8Xbn7kRvpPGYyrhwse04dRlltCTXkNKo2asN5RGBr1bHvvJzRaDdX5ZQy7fxYZO+Jx8ncnYmxvylILcPR1wzXk7OUJVbq7Y//A/VQ/8SRYWpZc6yZORBXcMstL3W8otl6+mIvyUTg4ogwMQ2EnKpAJlwcRFBLOi9RjqSyavQiz0cyDz9zBD7ctbbe93yOzeeWFDxg4pj9h+hA0wX7szixH33sEEQ5aQCKxspE35/wf9z55B5G3j6db31h01ladc0LCZaOxoZGEo0mYTRYyjqRSu/4EVVnFABQnfIFXjxByPJSkpaRzy+zROE+bjWtwICeOFeGk0hDQPwqtra6Tz0K4lOgbm9n9zk+cXH0qp5W1iz3j3rqFJd+spqmxmaT4lLZtn3z9Gq53PYhUU4XJxoFmfz98wwI7YeSXBpPJ3DpTSCFmCgnCJSQ3Mw9DfRNyRSM7H/+qLffl57flceVbd6CvLUehVGGyc0Vtscb7EgwI1dc18OrL7+Dh4UZ+XksuOqPRxLOPv8oVc6fSp1f3toDQ72qq69i/9SAbv98EQH5GAW8+upSR00Zi0Zv45MH3iB4YS3S/GKztdJj0RkoyC9n16XqsHe0Ydt14GstrcAn1oeBwGvGrdgFw4oddzPvyIWxczt4SLu2A/rh8+AGmggIUjo6oQoJR2rccX9JoUYVFowoT1WGF/0aSpGygDjADJlmWe0mS5Ax8BwQC2cBsWZarWvd/GLi+df+7ZFne0NreE/gM0AG/AHfLsixLkqQFvgB6AhXAlbIsZ5+NsYugkHBebF+zHaPeyNQbppG//WSH7WUH0lj0yn3sWr6ZDZtWo7OzZs5jC/lmw1Ze2n2kbT8rnZa43l2Jio04n8MXLlP6Zj0bf9zCy4++wcJbr8JDbU1Oa0Dod0VHMoi5cxzrftzIvU9/QGhUME+/OoCgacG4BXpibW3dSaMXLlUlafkk/LinXVtjRS2G0loqyqrIychta3dydSQ/u4QinRrP4FCUKjUxfWJQqZR/PqzwD5lMZlStOYXMZlGSXhAuBRVlldTkl7P92y342tq3K4ZibNKz5Z2N9Fw0HTsbG/zC/NHaXJpfSlZVVbN39yFmzp6MX0D7WTrff/MTXbpGobXSoG8+VRa+7+BepBxNabdveXEFUT0iWPnCcibfPI2C1Dx+WvIdaq2aoXNGYWxoZsT9V7D7g3Wse+Vbpj1+NXvfW9fuGCUJOVRkFp3VoJCkUqEOD0MdHnbWjilcfJp3L78KeAHwB3KBR6wGzvv6LB1+uCzL5X94/BCwRZblxZIkPdT6+EFJkqKBOUAM4A1sliQpXJZlM/AecBOwj5ag0DjgV1oCSFWyLIdKkjQHeAm48mwMWuQUEs6LhvoG7nrlLnqO7oXapmP+Co2NFVkHU8k6ng5AU10jnz30PtfcchVjp4zESqclvEsYSz5bLAJCwnmTfDKNHet3ERETikFvQKk5fRzd3tEOrZWGYWMH8dgriwiJCSEgOlgEhIRzQpIkvLuHEjQoBrXu1PtpfVUdVy+YRb/BvdFaaejWqwvPvfE4CpWK4soKtI52RPftIgJCZ8hsMqFQKMRMIUG4hFTklZC8NxGL2Xza3/VaGy0urs6ExoVfsgEhAAdHe3r0isXBwY7fNu7g6hvmoFC03C46uzjhF+jL028+SnhMGFY6LcPGDebKa2dyZMeRdsfRWGnITs5myl0z0Tc2c2LbUQCMeiObP/8Vt0AvVr7yNb3mDMekN1JXVo2tuyMhw2JxDHBvO45S/L4SzrLWgNAyIACQWv9e1tp+LkwFPm/99+fAtD+0fyvLsl6W5SwgHegjSZIXYC/L8l65JYP7F3/q8/uxVgIjpbOUrFTMFBLOucqyKoYN7cvRb7ZSJCnoMWcYVRnFFJ/MBlpKUAaP7s5bd73erp8sy9TkVdBvSG+mz5+Mp6cbAeGB5/8EhMtS4pFEmtJLiGi0QuMWhF+AP05+7pT0DKXocHrbfmFjelJXVsut1y8gqlcU3XqJ/EHCuWM2m2mqbUDrZk99aQ19b55IycksKjKLyc8tYv3nvxDeL5p+1y+gJKOAppJqPMO8CVL4E909qrOHf0kwmc0t1ccUSixippAgXNSMRiNpJ9IwFddSezwba4sZ79EhlCflkX8otWUnSaLnNWMxKeS/P9glwN7ejudffJTtW3fz6rK36RIbxV0P3ITJZKa5uZm6+jpUKPEP9KHf4F4c3X+c/dsPMOP6aaxctrrtOHNvn4PFZObormOUHMvq8DxleSXo7HTIypaAk723C1HTB5C5NxHv3hF0u2IIRSeycQ72Om/nLlw2XgD+/K2tdWv7mc4WkoGNkiTJwAeyLH8IeMiyXAQgy3KRJEm/Rz19aJkJ9Lv81jZj67//3P57n7zWY5kkSaoBXIA/zkz6T0RQSDinKiuqOLn5IBsf/qytLWPXCWa8eRsZO08gSRJhw7thUMh4BHtRnFHYrn9dXT3vv/IJvYf14umnZqPf8iUK3wiUPuEobB3P78kIl4092w9QcTSL/W/81NaWtSuBGUtvp9s1o4ma0IfCo+k4BHlSVFrBbx+07NetXzSGnStBqUIZ3A2FRwCSJCZkCmdP8u54VtzwOmZDywyVvKNpjHlwDt2vG8MnTywDIHVfIqn7EgHoP3UwTo4O+Ib4ddqYLzW/Vx9TKBWiJL0gXMQsjbUcP56OpbSBNXe/19aevS+ZGa/dgnO4D0qFgrBR3UkuLWDC8G6dONrzp0evWKysNLy/9FNOxidxMv5UGfeHH7+HkOBADuw83FZufvDIAZzcHc+1/3cN+mY9Wist29dtZ8zM0cQO7EaS3kJpbkm753Bwc6ShtoHg3hH02PAym1/5juTNLbONCk9k4Rzowfxl96NzsOFiYqmrxJyfjKUgHYV3KEq/SBR2zp09LKE9/3/Z/m8MlGW5sDXws0mSpOS/2fd0M3zkv2n/uz5nTASFhHMqLzufjI1HO7QnbzjE4aYSkk+kcoWHjqzNxxk5bywrXvoKo94IQMyQbqSlZAKgVIApfitSaTbmtENYIvuiGTQLSXVm5SkF4Y/0zQbSktLZtWk3VvvbBygtJjOFJ7JIScggOz6d2Y9fw1dPfUJjbcuHoq7DuuOtKMGUsBMA08kdaKfcidJTlDMVzo60pHTS9ya2BYR+d3D5FgIsA5l0y3Q+f+zDtvfQHqN74+jriqe/JxqNujOGfEkym8woFQqUClGSXhAuVka9nvrEg+TkNGDcnd1h+/GfdmMfF0j0mN5k5+YxcsIw1OrL5300ukskTz3/IA/c9URb28QpY9i/9zAqpYrr7rmaT974goa6BpRKJQmHEjl5MKHdMRxcHNCoVIy5diIp+xJpqKkHwD86EENjM4OuGIF/l2Cq88raAkK/q8wuobakCvcw33N/smeJrG/CsGsVlpyW3Knm9MOYA2LQjpiPpBXpBC4gubQsGTtd+xmRZbmw9e9SSZJ+APoAJZIkebXOEvICSlt3zwf++I2dL1DY2u57mvY/9smXJEkFOACVZzpuEEEh4SyRTUZkfSOS1hpJdeqXZllJxWnXZqt1WqbNnExdTT3p6VkMu3MqNBm5dem9NNY2UlpcTkJ8MtvXbANg+owBSCWb2/qbkw9g6TIUpatPh2MLwn+VcPg4xvo6rG20cLqcAtZWxM0eSJ/pg6koLOfqF24iPyMfWZaJ7hGCbdIfZp1azJgzj4qgkPCfyEY9sqEZSWeLpFCSkpDGjk27cZU75ldQalSkJ2WSkZLNDUvupKGyFns3J5x8XQntEtoJo7+0mczmtplCItG0IFx8ZIuZxqIcZLMFo8GA9Be/7/tOG4zRYmbkuKFteXUuJ/0H9uKRJ++job4BrZWW40dOsH3Lbnr37s6XH37L9PmTiI4JR61SM2TSELav3d7WN7RLCL2G9cLZzQmAJ39aTH5qHrJFxkqnQaVR4xsViLW9DbXKCiRJQpbbT3hQXGT5hCw1pW0Boba2nAQs1aUonL2RjU1IWhskpbj97mSP0JJT6I+RusbW9v9MkiQbQCHLcl3rv8cAzwBrgIXA4ta/f1+GsAb4WpKkJbQkmg4DDsiybJYkqU6SpH7AfuBqYOkf+iwE9gKzgN/kP//g/EfiqhTOmKWyEOORDViKMlB4haHuPhqFS0vFAo1WjXPPINTb4+m9YDSq1uR8wf2ieOLZ1wmNDGb/gcO8uvjttuM98Mgd9O4RR15BEWNnj2H01MGEFGxpVwkC5D89FoQzoy/OIaL2KIryXLp2D8Iw82o+uv49qvNalulqrLWUmOt5+Oonee/TV3EJ9WL/1kMY9AbGzBpFYGNCh2tSFktLhP/AXJqD6dAvWCoKUAbGouo6jN1b9hHg7Y21RcHQ+2Zhamxm/6cbMOmNxF09kpy6SpIPJbFz+376jOhNt+E90GjFTMpzwWg0oVAqUCpEomlBuNhYasowxG9Dk30cHDyY0G8YJ53cSfhpLxZTS5BXUkh0v3IYvsEXzyyVc8E/0A+T0cjbS5a1tXWJjaKkqJSKsko+evsLXnjjCR6741lmzpvCjY/ewIn9J4mMi2D4lKFtASEAj0AvPALb5weyWCwUJudQnFbAhOevJe9ACvE/7gbAr3so7qEX2Re/FkvHNpUGzEYMWz7DUpaLwi8adbeRKJw8zv/4BACsBs77unn3cjj71cc8gB9a8z6rgK9lWV4vSdJBYIUkSde3PtcVALIsJ0iStAJIBEzA7a2VxwBu5VRJ+l9b/wB8DHwpSVI6LTOE5pzhmNucs6CQJEl+tGTL9gQswIeyLL8pSdJTwI1AWeuuj8iy/Etrn4dpKbVmBu6SZXnDuRqfcHZYGmswbPwEub5l5pol+ziGinzMw69n7/aTpCWk4RHqzeS3buOnJ7+guqgCADtXB25+bB4pOTn0HtCdsvJKcrJycXN3Zf/uQwwY3Id7Xryr5ZgN1egLN7dbMKkIiEHh4Hq+T1e4RBmrK7Bs/RxFQzUAUn4CmupirnzzJnZ9tQ0HNydcugVyICmBD794nVeeXcqzrz7ado0CmHLUGNIP/OGoEqrQHuf3RISLnqWmDMOvH4CxGQBzyj7kugpGDBnGxze9RW1pFQD27k5MevYalBoJO297co5XE9IvEj9/Hzz9PEVA6ByyWMyolCoUCjFTSBAuJrLRgH7fT5DXknON0izUlQWE9prHpDdvJm9PMkpJInJMT8L6d+ncwV4AFAoFvfp2Z9Fjd1FbU4d/oC91NfW8+cJ72NjacPv917Pq8x8BWLV8Dbc9eCP9xval96CeZJzMYPmS5fiG+jJw3EACIwM7HD9tTwIfXLsYs7HlfTRycFfGPbEAtVpF6JBYbF0dzuPZnjnJ0R3JIxC5JLutTd1rPIbfvoDmllQDlvRDGKpL0I67GclKLCnrLK0BoLNVgh4AWZYzgQ6Jx2RZrgBG/kWf54HnT9N+COjwJiTLcjOtQaWz7VzOFDIB98uyfESSJDvgsCRJm1q3vS7L8qt/3FmSpGhaol0xtEyh2ixJUvgfImbCBUiuKQeFoiUSbjK0tNVVoC8qwFalxjfAhy0rfkMxsHdbQAigrryGkiNZTLh+LB+++wXffbEKWztbKiuqGDZqEKHhwW37Kmwc0Y69HlPqASwFaSiCu6EKiUPSXLolQYXzp6mmHlNZMarG2nbtUn0FzYV59L5+HAVFxcQnpVFWXMaSF96h36BehEe1X5aj9A5FM/4mTPHbQKVC3XUYCo/A83ciwiXBUl3aFhBqaytMQ+kQ1xYQAqgtraI0s4Dhg2yokDQoFAq6dA0jNDwYV3eX8z3sy4rJZG4tSa/EKGYDCsJFoamxCUNxAdqq4vZZWU0GDEX5OLt54rFgKA7ubjg6O3bSKC88wSEBPPPwS5SXVTJoaH9mXTWFT75/m8b6Jl59/E16DejO0DGDsJgt9OjXjdheXfn5i3V88NQHbcdY9/k6Xl31Kj7Bp2b+NFTVserJT9sCQgDJO08wcMEY7BxsaKioxcbJDiv7iydworCyQTt8Hqa0w1hyE1H4RyM5urUFhH4nl+dhqatAKYJCwgXknAWFWkuv/V5+rU6SpCROlVM7nanAt7Is64Gs1mlRfWhZMydcgCy1VZhzs7E0KFG6x4CtFZa0lv+uoqQC1j30LRHjenHrUzex/d11HfoXJebg7evF7ffcQJ9+3Tm0/xix3WPoO6AXjk7tvx1QOHui6TcF2WwSa3GFs6YpM53Gw3vRNpShCOoP+kosBb9X2ZBorDfga2+Pg6sjDQ1NFBQU8/LSp+k/qDcuLk7tjiWptagCYlD6RoIEkuLiWgsvnH+WumrMaScxJR1B6RuMMqoHkvo0M3yUamrLGzo05yfmsjU8jtLiDAYN709ElMgfdD6YzWZUKpFTSBAuFnU1dRjTU1FnxSMbrVFGdsNckgJVLblbm5tM6O1UuHt6YO9o38mjvbB4+XjywZdvsHvHftKSM6gor8LQbMDDy417n7iD7z5aSeKRZHoN7MGPX61DoVSy/PXl7Y5RU1FD8tHkdkGh5oYmyrKLOzxfUWIOK95oKW0fO3UA4x6Zh72HU4f9LgSW2mrMaScwJR9F6ReCMqoHSjcvNL3HI/cYjaRUYS7O6thRUrTLvyoIF4LzcnctSVIg0J2WZEkDgTskSboaOETLbKIqWgJG+/7QLZ/TBJEkSboJuAnA3/9sVI4T/gvZZES/fgXGLS1v3CZA4R+Kul8/mvUyB786BkDK+kO4xgXh0yOUhD9VFoid0JfSojI8fT2YNH0ck6aP+5/PezEEhMQ1enFoKi7E9Nli1CV5WAD9XlCPngH2rlBbjt67G4XJjfiqlbh5uDBh6mgmTB39P48rKS+OYJC4TjuXbDZj+O0nDL+0zF42Agq/EHQ3P47CNwJLfkrbvk1+/SjLaupwjB5TBtJ3xtDzNeTz7kK9RttmCikUmEROocvahXqNCqdkpedgV1uO5svnkZsaMALGXRuwuuo2zLVlmOw9Ka+BHqPD0ei0nT3cs+5Mr9HK8kqSElKxttEREOjHw3c+TWRMGPYO9kyYOJIx00ZSlFvEpp+24uXrQWF2Id0GdmP3L7vbHae8qJy66jrsHO0AsHdzJHZcX4793P67f5X61Of8+J/20GVCX6LH9v7X4z7XZJMR/eaVGDd8D7T+DvcPw/qOp1E4uLTdryicPFAExWHJOtbWVxU3GsnBrRNGLQh/7Zyn0pckyRZYBdwjy3It8B4QAsTRMpPotd93PU33DpmEZVn+UJblXrIs93JzEz9QncVSWohx64/t23LTsdj5cSRRQfqe5Lb25rJajiYm02feCFRaNUq1kkHzRmHrZMOrD7xK/MET53n055a4Ri9ssiyzZ8cBqhOOI5fktdtm3LYOS/hwSnxGcSzXGt+oIJJWbKPwaFonjfbcEddp57KUF2HY+H37trwMKlMSOamNQt/7Cogbj7H7bMqrHHB0sKf/nBEoNSqUGhXDb5pE5JAOS9cvKRfqNWo2m1AoFCiUSkxi+dhl7UK9RoUWqSfTMOdXYVWYAU3tZ1vqd26gsctUkppDCezf45IMCMGZXaMWi4U9uw5SXVOLVqvlh+9+ZtGTd+Hu6UZc7y44uTiSdjKd7z5aRWVZJQlHk3jhgVcYNnNEu+NY21ljNBgpKyxra1NrNUy47wqihscBYONkx5RFc0j6eV+7vuUZRX85vprUfPJ+PkDRtniaSqr+cr9zwVJWjHHT6vZtuWlYCnPatUlaa9T9pqEZfR2qflPRjLsJVcxgMZtcuOCc02kXkiSpaQkILZdleTWALMslf9i+DPh9XVE+4PeH7r5A4bkcn/DvmOqbMNc3o3G1B4v5tFn2S3IrSEspYvRj89i19EeaahpQOlqz7r2NDB8/iBtfvY2ahFwqNh8l/dOtTL1lLF+8+RWPvvEQTq4X5vRQ4dJhNps5cegkxScyiOkVCJLUvmKYyUSDQUOTjTfqlH2cfOYHAIrfXc+wbx/CNS6kcwYuXHJki4zUcxw0VCEn7weTEYCK4lLKG+zRZ0pUfbOD2sSWwKXawZouT88noGsw1r7ORPaJQXuJ3sRc6MxmCyqVEqVYPiYIF6zMpAysy5uo3HESU5yuw7fgkr4Zo5ULoaMicPYQedhOJzEhlddeeofU5AzuW3Qb066YwOIn30CWZY4cOM6bH7zIhh82t+tjMpooyCvkpidvYvevu3HzciM4Jpi1n61l1BWj2u3r4OHEsOsnEjmkGxaLBQc3R0x6Y7t93CNOXwGu7EAKW+cuxtzUks/UrV8k/d++DRvv0/9fGkqrUGjVqBxs/+vL0Z7F3PLnT05XdVZhYw82XRBhIOFCdi6rj0m0lE1LkmV5yR/avVrzDQFMB062/nsN8LUkSUtoSTQdBvyxlI/QiWr2J5P1wnIaU/NxmzoQxzlD0HbpCyf3t+0jO7iSnllL/KZDpOw5yfibplBRUMrew8cB6BsdybFb30G2nLoJL/hoM/3vHE1VRbUICgnnVElhKY3pBSiXb8Vz+wmyuwYRcNUdKLZ+BPqWpTmWuCGUGxToT+SS+93Otr7G2kaSP/iV/m/dglJ94S9hFC5szXmlFH2xg+Kvj6LxdCTwhptQn1iFZGjGITCSDVe/zux549oCQgDGmkYqNhxBPzKS5vo6ERDqJBaLBVmW25aPiUTTgnDhSU1Mw76knuKlP9KYmEthYSw+I69H+u1TkFu+0JQHTkbt7ioCQn/jxLEEUpMzACgtLScrJRu59Ys0SZKora7FwcmeitLK9h1lsEgyo64cRdqxND554RP+783/w9PPs91uybvi+eiWtltEJElizjPX8evjnyEpJAZcPx6/uI658oz1TRx7/tu2gBBA2b5kKo9mdAgK6YsqKf72Nwo/Xo/axY6gx+bhNLQbCs2Z5fRRuHmi6jkE0+Edp8bv4ILCK+CMjisIneVc3t0MBBYAJyRJOtba9ggwV5KkOFqWhmUDNwPIspwgSdIKIJGWFDW3i8pjF4aGlDxOzHkWS+ubb9FnG6jJK6FuQhyhfVxwyk9E7x5EoX0EeXtzGHDFME5uO4bW1Z6N6zeScLwlN4aTtQ2FlvYrAmWTGQcrKxxdHM/3aQmXkZycPKqzijE8v4KmE9kA1Ow8QVJiDlGv3orq4A8Yo/qRpfNBbaWmKiWvwzFqEnIwNxtEUEg4I7LZTMHHv1LwfsskWWNFLQkPLKfrspsoUVlI2ZzI0AVjUZ1mdXd9ehEFQTZMWDDxfA9baGU2m1G25g1TKpUip5AgXEBMJhOF+cXYNZrJvH0ppso6AMp/3ENzVghhN86DlL1IAyeiiOmJi5sICP2V1JR0sjNz2x4fOXSc6IjwtsdDRvSnvr6BmddM48OXP2lrDwz1p6mhCbPexNIn3uXGh6/n7V/fxjfEl8LMQmrKqnD0cMbF04XfPvq53XPKskxJdjG3/fwCCqUC1yAvDI3NNNc0YOVg07afsb6J2rSCDmNuKq3u0Faycjs5L33X0q+8hoSrX6bbmmdx6B3xn18bAEljhXbG9Sh9gzEe3IYyNBrN0MkoXT3O6LiC0FnOZfWxXZw+T9Avf9PneeD5czUm4b9pTCtAaW2F3ageWCrrqdubSONvxynv6sXi77Zyz/3XUnE8n4AwNfq0ImprGhk8eRBWdjpGzRhFv5H9QAKlqx1qB2uMNY1tx7ZytSd0QCzOYpaQcI4knEhBli04qLVUOdqBQtG29NFYUUt1tZpEq0GY8tQ4x9pSlZmLT48QSlbuaXecwFkD0dh4XBqAAAEAAElEQVSJ8qHCmdEXV1GyYjsOY3shW2TqdsQj643kp1VS7mZPfUIeJYk5yENiiVg0i5RXVrUtcfSc0IuwST3wDfi7Qp7CuWQymVCpWoJCCqUSk9H4P3oIgnC+FKblU5mSj63ZgqVR325b/fEMyqqGYD3uTjSBHji7iM+df+XggaPMnHINDyy6va0t8WQKN958NevXbEGWZcLCQzi05whRMZHc/ujNVJZX4uDkgF+wL9UV1axe1pJv59v3VjB65iiObj3EO/e+idFgZOisEQydORytdfsZr5Ik4R7ijZOfG7JF5tj329nz3lrUVlqG3j+T0GHd0FhbYeVij//UfqR/vqVdf4c/LTUzlNdQ9OmG9icny9QdSTttUMhUWoa5sBiFrQ0qfz+k/zGbSOnqiXLCXDQjp4FaI/IECRe1c55oWri4Wcxm9HY6GuaN4NfMAvapwOGZq7EK9aa+uZnouEiKq+sIH9iVbS98S1lyPrVFlRz6eD2NueXkZeXz9Ycr+Pj1L3jqyTfo9vqN2Aa2RNHtQr3p+/6dBPY8s2i9IPwVg8FIbWklpXvT+e7Jz9kryTg8czUaX9e2faqLq7CxtcclzIsX/u8VXrj/Vdw8dETfOxWlToukkAieO4zAGYM68UyES0WT3ojizqlsLqtka1UNmkWz0XUPxc7dmSOv/EDmjhM0lNdyYvUujm8/ju+0/kgKiYArhxA0axDhMaLsfGcymcwoFb/PFFJgEDOFBOGCkJWcReGxDLYsW8faz35F/X9XoOt5amaLpFZhE+iBxtdNBIT+RnOzntdfeY/Gxia2bN7Bo0/fj729HR6ebjQ3NfPgU3czZtIIHJ3s6TWgB43NjchK6D24F15+nqQnZpB8IhXvAG+69IpBZ6OjrrKWpXe/gb5Jz1WLFpB9NI0X5zxJxJButGQbAVsXe2Y9sZCkTYd5Y9pj7Pp8PYUnsqjJL6c8vYBVt75F/pF0ABRqFZE3TcB3Qi+QJNR2Onq/dB3O3YLbnYtCq0Ht7tjhHNVOHfMK6RNTKL32NspuvpuSBTdRt/w7LPUNHfY7HUmrEwEh4aIn1kEIfyvnRCYJ+xL47cO1AJRmFJJ5JJVrXruNo9//gIOzIx+9+Tn/d9Xc9gl7gfhvt2Hq4UFDfcvMoNrqOtLqKxm95in0lXVYudqhdbY/36ckXEayMnKois9n85urACihgMwjqSy4exaG57/GbngcGSezMSkldu0ooLykAmdXJ4zxx3DbdxDP+8ZgNWwwtqG+KLVntv5cEIx6A0n7E1n50jdtbd+dzGL+E1fTbK+jsXWpw+/yj6Qx8M6p+M4fio2/O84+7ud7yMKfmEwmlK0zhZQKkWhaEC4E2Rl5VKYWsuLhZW1t353I4qpFc+FoOlgs+NwxFbdh3VCIJeB/q6mxiZSUljxCu3cdYM7c6Tzy5L3Y2dny6tNLKS0pJ6pLOA7TxvDwrU9haZ157ezqxJxrZvLxG18w5/pZeHQJJ+loEjOunUZtZS1GvYGoPtEk7TlBQWrLEv1N32xg0sNXUZVTSnDPcFY98hHG5pZUFetfX0m/K4fjEupFRXpLKtqUDYcIHtQFALsgT/ovvZ3GgnKUWjU2fh0rq6nsdAQ9PJcTc19omyGu9XHF7g/BQgBzXR3VL7+BpbyipcFiofb9T9DGxaLtHnuWX2FBuDCJmULCXzKbzGQdSWX/d1vbtxvN5OYWE90tinXfr8dgMKLQaTr017nYU1N76iYnNCoYOxsrrFztcQj3EQEh4Zwz1Day/+v204stJjNVErg9chVF7k4kbj6CwlZLfk5LscNb7luI1ZatWAoLMX7xGVY0i4CQcFZUFlVwfN3eDu0JR9PJq6rp0K5QK0nIyMQjNhh3ERC6IJjNFhSKlo9OChEUEoROl5KURnNjE4dW7+iw7eTxdIJeugHfd+/A7+aJIiD0Dzg5O3LV/Jltj4uLSqiva2DvzoMoWvOpuXm48tWH37UFhAAqy6toam7Gxd0Z/yAfvn33O47vjWfZ8x+xcdUmIvtEExwbSuqBpLY+hekFfPX8Z9j5u1KVX9YWEPrd4R93ETqyR9tj2z/N+lHpNNiHep82IPQ7hwExxK19ltAXryfi7Tvp+v0TWId4t9vHUlOLMSmlQ19TcUmHNkG4VIl3R+EvyRYL9dV1aG10NFTWET2mJxHjeqFQKrBSqZEabbFYLBj0BqqVJmzdHalvTfImKST63jwBRUYa3iG+WFlbUVffgLuNVeeelHDJk2WZmooampubaWzS0/ua0Rz6YjO1JVVt+xiNJlYtXYNstqC21hI+thfDnCSc3ZyIMTVgqakFQGFvj9JZTDMXzg6z3ojW1oqAHuEE9Y/CysWW6opqPPy9OJaUjO+AKPL3nPrA3P2aMdiHeGNtI3JZXShaEk23BIVEomlB6FxlJeVUFFZgpbPCM9KPlG3H221X6zQ0R/vgGeaP2v4slSK/DMyeO4283AK+/foHqqtrqSrPIa5HV/z8fXjrpQ+ws7ejJKe4XZ+AEH8iY8Lo0TuW+D0n0FhpMLQGeTav/o1nP36S/MQcxt00hW1fb6KmrLqtr8VgwvKn1QYAGhsrTM0GdI62oJAIH9n9X5+LQq3Cvmc49n+aHfRHSgcH1OGhGFPT27d7iC9jhMuHCAoJf0mlUeMTFYiNjTWBQW5o62qorCwnIb8SjYcLwdHBhEYGk56cydvvfMYdty0kQqlDIynRaxVY7NR4aRUkZGbh7ebEmL7dCIkS+TCEc6c0r4QtKzbhKMkEOurwdnUkoayY2JtGk/jZNirzSrF1dcAx3Ifut4xHp7OiDhM5FeXYOdvRJyIA3ZPPACDprHB66iFUXp7/41kF4Z9x8HRmzI3jaUrJoKm2gTo1VFhreGXxeyy4Yy4FeiNxfSZjqmrEMdgD90g/gmP/+oOscP61JJpu+eikVCrFTCFB6CRZhxJpTE7HrrYOi5sr9tG+dJnSj5Nr9gGg0qrpMX0wTr5u2ImA0L/i5+fNwmuvpFef7ljrrHB3c+FEfBI9+8Xx/pdL+HXtZibOGsd7r3wEQFzvrvQd0Ivn730Zo8GIl68n1z54DR89/zFmk5mAMH+MTQZ2/7qH+uo6Bk4fTH1JNft+2knP0b0pTM7FzccNR19XqvPL28Yx69nrkfVG1DZWuAZ7of1DBbKzSWFni+OD91DxwGNYqqpBknB8/EFko5nG3QdRB/mj9hZVxYRLmwgKCX8rakAXmhzTaHjkBUxV1dgDA+K6sMcQTImdDS++9ignDiZgMBqxqCTqlCq+fftbPH09eGH2c8REBzFiSG8kSULp443S9ty8oQuCyWhi1bsr6R7kjtf3q5DLKjADY2Kj2SbB6EfnUJNZSq3CyDer19K3bw8+fOMrPP09efGL53B2d0Y2mTF+9j6WyiqU7m6o/ESVJ+HsMeYXYX5lKeqUDNSAg4cbVvPm0HdwL7569zumL5zMW598w6SZY4jtGUpIV5GE/0JjMpnbLR8ziaCQIJxXzU3NlCdnofhmFTZbWpaMSTor7B+4A+3kvti5OiApFYQP6IJnF3+cXJw7ecQXp+49Y2lqbKayopLcvEJcXZ1585X3cXRyYNTYoQQG+XN1w1VUllUydORAnrjt2ba+RfnFrF3xK/3H9GfXL7uYc8sVLLnjVeTW2UA/frCaBQ9dwyPzn0UlKfnx5eUUJOUw68mF1BZXUVNUQeSwOAoOprL5lRVtxw3sG8nsd+7C1tXhrJ+vtks07p+9h6mgCMlKR9WbH9N84CgAShcn3N99EW1EyFl/XkG4UIigkPCX6urqycnKxnXV2pbIeSv52Em69+rOik378fZy45sXvwAgKCaYvlMHM/vmWQyZMBgnt5ZlNyrxC1k4xxrqGynIyifzeCoTDJXIZRVt20zxifToEUtOdQ1rlq/jxsW34ejhzJbVvzH3zjkMHDsAZ/eWa1RSKdEEB0JwYOeciHBJaqhvoKKkEquDx5FbE3gCyCVluCQlERMbyc8rNxDZJZwHX7yX2J4xuLv/dY4EofOYzaeCQkqlApNJLB8ThPMpOyMXx6JiTFtO5RCSm5pRfrkCx3tuoTbaF59AL8KiQ7GyFikL/quqqhossgVnV2dKSyp46OHFbdu2bNjOh1+8wbS5E9m39QCZKVkd+qeeTGfG/CkMHNufqoLKtoDQ7zZ9s56+4/rhE+zDXZ8/itFgxNbRrm17RVYRy9/6oV2f7P3JlKTknZOgEIDK0wOVpwf1P29pCwgBmCuqqP3ie1yffgBJJW6dhUuTuLIFDA3NFB1LJ/9AKrZeTtgEeZCalUtuRTGxgf44nEju0EdTWYWHnzuG+ua2tqyETPpNGcSeHQcYNXPk+TwF4TJlMVsoOp5B+o7jqLVaZl8/HfUPqzD8aT+rkjKco2Moyy/l0Mb91JiaefSdh7EVU8qFs6wmv4z8g6mUpeXjHOFLdl0Vn3/0LXfefwOR6Zkd9tdkZuHYozuOzg7YOtgRG9EVWzGj8oJlMplRtSZbVSgUmE1ippAgnA8NZdVk7kmk5GQW5iAP7CeOxfzzhrbtluxcHK21BIwbgI14Dz0jtbV1LH7uDT5etpyZV0wiOT613Xa93kB2Zi7e3h4se/0zFtw8t8MxAkL96TGwOynHU9BYdSxGY+tgR1l+KT7BPmitrdD+KYDXXN+MSW/sODhZJmdPAvkHUrD1cMKvbyTOwV5ndsJ/YsjI7tCmP5aApaEJpYNdxw6CcAkQQSGB1PWH+OW+99se2/m5Evt/01DIEq+9/BFvj+yNefUv7fo0e3gQ5+dHSW5pu/bGukYO7jxCWmImbp7im27h3Co4lMq3c19ANrdUwNDY6pj2wnw4+Vy7/TTdosk+2TJDoySnhMyyItKTMonrK0qNCmdPfVk1a+96l8LDaW1tUQtHYjQaKc4pJjwqHNZtatfH0rcHm9bv5JHXFhHbM+Z8D1n4l8xmMwrlH5aPiaCQIJxzhsZmtr+8gpMrTs0OihwVR48BfTDtOQCAumcsOh93ERA6C5KT0vh42XIAhg4bSFpCeod9ZOC3X3ZgMVs4sv8YE2eP4+cV6wGwsbPhmrvm884T73J4xxEeefNBHFwdqSmvBlreOwdPHUJxTiHQMXl0SWo++77aRNDAGLJ2J7S1O/q40lRawy/3nrpncfBzZfZXD+MUePZy/mi7RnVosx41GIWduLaES5coSX+Zqy+pZtvzX7c91tpb01hSjareSHZKNmkpWRR2jUbds1vLDiolVvNnookKx87elq/fONVXkiRUraXp9c3683oewuXHbDJx4MNfUGnVqK21ABjqm8hJLcFqzNCWnZQKrGZPpc7JlVVvfw9AcPcw0pMyxTUqnHXlyXntAkJKjYrcXw4xbeIojJjZeDQL61mToHX5kXZIPyz9ejFx3gQGje7fWcMW/gWT2YSydaaQSDQtCOdHZVYRKWv3t2tL3nwMQ9eWL3ZUoYHY33UDTj6iMMTZUFlRDYCXtwdJialMnTmh3XadtY6w8GB+WvEz0+dPZu+2A2Rl5XL9A9dw3f0LefiVB9j2y070TS2fs759/3uufmghM2+/gik3TGXeogVs/OpXAiKDOjy32WRmz6frOfTdNnziQug2cxD2Xs6Ej4hj7gf3sPPlFe32r8krpzQp56yev1VcDPbXzQFVy3u9Vf9e2M2cgKQQt83CpUvMFLrMWUwm9PVNeHULIWpcLxqKKlHb6XBydUJnqwPg+tuf4c33nibgqmnUNDSRYrDgpLLg5+PFoKlD2LbyNxzdnBh99XhWf/8L1jY6gsIDO/fEhEuexWQmdGgsHkGegITGyYb9H/1KfXk1W8NC6DN6CA4ODqTkV/L+fW9iZW3FsCtHceJEEvaOdgSE+Hf2KQiXGFNr+V2FSknfmyaglCSMdU04RgSxbOWPzJk3nZW/HWL8q08iWSzsKyxBKihi5NihbXlqhAub2WwRQSFBOE+MBiN5B5KpOJpJnwWjUNlbs3/ZLzTXNADQ7O+H/etPo/TywC5SJAE+W4KC/dFqNXSNjWL/7kPY2tnw4BN3c+TAcRwc7Rk0rB9atYbCvGKK8kt44Jm72PLzNjLTsonuGsHiRa9xx6M38/6TLTN6MpMySUvOxFjTxKHN+9FoNVzzxA2EdO1Ykbi5tpHUHfEAbH3nJ9xCvAkYGINf9xBsnO3R1za27atQK+l740SaC6s48s5aPHqG4h4Xgvo0y9X+DaWTA063Xo3tpFHIRhMqHy+UttZndExBuNCJoNBlztbTmT63TESrUpGxbj+2Mb40nswmc+1+5i65nu2/7qS0uJw7b34cTx8PHn3pATb/tonHnrofB0d7bnjuFsZdM4n0xAw+XfoVXv5ePLrk/wgMFTfcwrkhyzIFeYUYK+o59OpK9FX1AKisNPR/YCY1agtF9ZVUO9iz451fKc0o5M6X7qK0upofvl2Hl48Hry9/GU9fUV5UOLtcI/2IvmYk/l2DKTmRRVNZDcVb4jF9tokZi6bx8y+bmTxzPEml1dTW1OLo4kifYb1FueSLiNlkal99TCSaFoRzwqA3kB+fQdKaPVRsT6S+sAK1jRX9757K1sXf4RjogcrdkQYrNREiIHRWhUeE8PWKD1jyyntExYSz8ts1HNx3lKjocBISUhgyYiDu3m489Nx92DnYolQpmXvjbDau2szP361n3m1XEhoTjMl46v3x+2WrePSdh5l9zxzUVpq2YjR/ZmWnI3RQVw59txWAsoxCyjIKiRzRHTtPJ3peN5a9S38CoM/148n6YTf1BaeKi4z94G5CJvQ+49dAUqvRBAec8XEE4WIhgkKXufKyCizRHpRV1+F2x2gO7j9KpaeJUWMHknsgibseuZWy0nKyM3LxD/Fn8XNv8fhzD+DgaA+AWq0mKCqIwMhAeg/vjc7aCq2VtpPPSrhUpSVnUFJYSn1NPZXVNTjfMRL92uNUHsvG1GygLruEum5uKAxKEo8mMeb/ruTLG1/jhzvewS3Um+tumEXX0b2wdzk3lSuEy1d5aTlH4xOo9rXGSmehOcad3Tuy6H7bcKQtqeR/tZOh94/nmoV38tZbz+GhtqX7gB44up7+g7FwYTKbzSiVp6qPmS2WTh6RIFx6MtNzKC+poLq8CkMPb4weavxKjeR9vZOGvDJiF47Eb0Q3TEqIiAru7OFeciRJYujwgUTFRJCfW8iRg8fJzMgh4WQyTz63iJSTabz81JvMWTADW3sbCvKKCI8KZfS04eRk5GMymaivbWDx8hf48LmPsHO0Zcb104joFomrp8vfPrdSrWLQ9ePJOZRCWUYhAN1nDCagZxiSQkHc/JFobHQcW74FGye7dgEhgL3Pf413v0h0ziIhtCD8G/8oKCRJ0t2yLL/5v9qEi0dNdS0ZqVk8/9ArmGULC6+5knVvrqCuqpb+EwawPzuDkf16c9ctD7H0k5cICvKjrLySyRPH4Onm3uF4kiTh6CxutIVzw2AwkpGSSXZSNms+WUNdVR2DJg3CrVsIygmxVB7LBqCxrBqL7Eb8nhM01jVy1fWzuXX1M1TmlqCxscIt2BuNtQhaCmdXc1Mz8UcSee6hV7julqs4vPkQR7YdITg6CItOg/3EWGpeX4+fjydfLX8XT2dn3Pw90TmIpJUXG5PJjELRWn1MlKQXhLMuP7eQktwiNny9gcRDSUT2iGT4zBEkG5KwD3TH2GQg6Nrh6Kys8A8XMznOJXd3V9zdXfl+7Wekp2Xi6OjAF8u+ZePa33jo6XtYt3I9Hyz5BAA3D1deeu9pjn35M4d2H8HGzoa7n7qdh5c+yKYVm1j68Dv4h/qxcNFCYnpF/+VzGvUG3EK8uPHbx6jIKkalVeMa4o1Va0oLO09n+t46idi5Q8laf7hD/+bqBswG8b4sCP/WP50ptBD4cwDomtO0CReBE0cTefn5t+jWLYawqFB69YkjIT6FnmN6U5ZTwpqP1zDv3nmYbdXIskxCfDKfv9VShaDf0N5cc+tVnXwGwuWkrraejT//hk6t5eiB43Qf0ZOmmgZ++PAH5t83D6WtBvtAD2qzS7CKC+DZRUswm808984TKFVKHLyccfBy7uzTEC5RySdTSUvNpKqkkqdefohj++OxcrJhwsKJ/PD+atLi05i/aAER148iNSeP4eOGiAD6ReyPM4UUCgVms5gpJAhnS3J8CqXF5ezffhDXIE/GRQSw+oPVFGTmM+vu2dCkxr9/FyJiIzp7qJcVB0c7AoP8SU1K58j+49z10C1UV9Zw9EA8ao2a625fgGy2sGP9LoZNGkJdXT0p8ans33aAhN3xbPtpOwBVZVU8PPcRXv/xNUJi2i/5qymtIn7LYXZ9uwXPUB+GXz2OwD6RfzkmnaMdrtH+KFRKLH+oAhl77VhsPBzPyesgCJeyvw0KSZI0F7gKCJIkac0fNtkDFafvJVxoTFW1yAYjKndnyssqWLt6PY6O9oSGBBIaGMCBXUfYsn47Br2BkROG0m1ANzZ/v4nZnlcyaFg/7B0dcHB2YOTEoVx105VYi2RrwnlUlJqNp1rLgWNJODs5cvzwCRobGhk2fRi/rd7KfUvuIfXXJGJvm8SqHTtx83Tl2rsW0G9Yn84eunAJMlXXITfrUbk7U11Vy7HDJ/D0csfWypqkw0nUVtWyYe1vqNQqbrhtPstfXY4kQ6q5jgEx3URA6CLXfvmYSDQtCGdLwsGTaJoNUF1PXnYeO7fsw83Dldk3TuP7t79HYZbwG94N/55/HSgQzr6Ek8ksfvYNxowbgYODHVcumM6Hb3zGhKmjAFh481x+/u5XSovK2vo8/OL92NnZMmbyCBbf/lK74+mb9aTFp7ULCjXUNpB+OIVD6/aQE59B9vF0jq7fz4Orn8cn4q9zlLp1CWTy8gfZ/9oq6gvKiZk/koiZg5Ak6ay+BrLFgqmsCkmrQeUolqUJl6b/NVNoD1AEuAKv/aG9Dog/V4MSzg5Ls576bYcoeekTzDX1OF09GfOI3gQG+dEjJprsg6k4e7nQO7YL4yeOYOP6baxbvYG7Ft1MQ10D+zbtY+ToIQwY3Z/x00fj5OyASi3SUAnnT92+eJSLP8ElM5/pI/tiHtwVRaUe53AvGpqbKM4upraqjm5PzCE0LgL/sT2QZQtOLiJPi3B2yQYj9buPUfLCR5jKqnC4cizyuP74+/vgYG1LSVYRrjpb/KLc6d0zlmUfLqeyqhprO2us7Wxw8nUjOlbczFzsWpaPnQoK/TGRqiAI/01pQhqOWw9S9816vJzsWHTjLCZOGMmjixZjkVp+1pzcHAkb0A21+Bx63hQXlXDNVXfQJTaKvNwC3vp+HXfceQOVFVW4e7oBoLOyahcQAvjivW944tUHObz1MDpbHQ21De22W9noSDmcTF1VLVqdlt2rtrPvp52E945i+iPz+enlb9A3NFOQnPO3QSFJocBnQDST44IxNRvPSR4hQ2EZVV//QtXyX1A5O+Dx8PXYDOmBQqM+688lCJ3pb99ZZVnOAXIkSRoFNMmybJEkKRyIBE6cjwEK/11TfCr5t7/Q9rhi6Tc4SBJh3SPZ/MEa4kb24psly2msaynvOGDyIMZOHoHFbGH4tGEse/FjBo4bgG+Ad2edgnCZMuiN1MSnUH79U8jNegAa12xDU15N8Mh+HN9+nO5TBmA32YZD2w8x46rJAGIWhnDONCVkkHfj0yDLAFR9tBp7sxnN4J4c3LCfdR+3VENRaVRc9cAC5i2cRWpqJj2H9MAn2IfB4YFn/dtL4fwzmUynStIrFJgtYqaQIJyJjOQsdBv3U/PBSgAstfUYH1tK+Mv3MXbyCAxGIxMWjCc4OkQEhM6xpKRUEhNT0Wg0xMZGU1RQTF5uAQ88dAf33/EYACZzSyD80P5jzLtxNpbTJNuvq62jurKGbWu3MWXhZL5Z+m3bth5DuqOvbeSJex/G3Lrsa+K1k/GPDiRp70mqS6voPWUg+1ZtR6FS/qNxq62tUFtbneHZdyTLMtXfb6TivRUAGGrrybvlWQK/ewXrnlFn/fkEoTMp/uF+OwArSZJ8gC3AtcBn52pQwtnRcDChQ1vj6i04KpRY21nz28otbQEhgD1rd9GrVzeCIwNZ++U6TEYT3iIgJHSCo3uOUpeQ2RYQ+p1hzzGkihqC4sKw1en44bOf8PXzxtnXrZNGKlwumhIz2gJCv6tftQUPK21bQAjAZDDx4wer8XB3pffgXky9cRrR3SKx0p39D6zC+Wc2W1AqRE4hQTgb0pMyUNU3Ur9qU4dtqtwioqLC6NozhunXT8PVTeQGPJcOHjzGoEFTmDfvNq644gYmT14AQECAL5np2W37JSWlEterKzu27GH75j0EhQV2WEUwbe4k7O3tqK6o4ejeY1z70DVMv34aC+6fz6wbZrD8pS/aAkIAP3+6lrjRLWXkizIKcPR2wd7NEb/ooHN/4n/DVF5N1fJf2jfKMk0n0zpnQIJwDv3ToJAky3IjMANYKsvydOCvU8cDkiT5SZK0VZKkJEmSEiRJuru13VmSpE2SJKW1/u30hz4PS5KULklSiiRJY//rSQktJIfTTKN0dcJgtuATHkBOcnaHzRqlihfuWExhbhHXLrqG0D8lghOEc626opqdv+6i3mDssE1ha01Dkx6T0URGUhZRcZH0Ht4HGwfbThipcDmRT/MtpNLdibLKmg7ttRU1aHVaXH1c6doz5nwMTzhPzOY/Lh8T1ccE4b+qqapl//ZDZOcWIrmeZsm3nQ1desYQEB6AT6DP+R/gZUSv1/Pqq+/R0HDqi+LU1AwKi0qYd80V7QJy3y7/Af8wPx557l7m3zAbW0c7XvvkBXr064ZfoA/X3jkffZOeDWu2cMczt5F2Ip1lL37M1rVbcXJzIj0+jcY/LScDMBoMQEtJer+oQO5Z/gQeQV7n/uT/hsJKg8qzYzBS6WTfCaMRhHPrn87DlCRJ6g/MA67/h31NwP2yLB+RJMkOOCxJ0iZaqpZtkWV5sSRJDwEPAQ9KkhQNzAFiAG9gsyRJ4bIsi7nZ/5G2ZzS6GSORmg1Y1CqaB/ek0VqH2WzBxdeVmH5dOLG7fWoorZ2OeffOo3v/bkR3j0It1swK55GhWU9deQ39B/RC4WiLbvwgmn7d1bZdsXAKG1bvYN6iBdh7OjH9xunoWsuUCsK5pIoOxnreRFSertS6uWBEQutqT1pyJgqFot0Ues8AL5y9XTtUVxEufibzqeVjCoUCi5gpJAj/WnVFNSVZRQT5eFNUWo7vnHGQmAGtP09KLzcIDyC8RwTW1uJ3/LnW1KQnMTGlQ/uhw8d54P5bOX70JAMG92HPzgMAbPx1K2PGDyctIYP3X/uYwSP6c+8Td1BSWMov329g56Y9AGSlZXP3i3eRl5mHWqOiOLsIQ6MeZ08XKotP1StSqpSoVC23lTPvm0PX4T1AlmluaKI0oxCT0YR7oBe2Luc3GKO0s8Fj0XXkXvsEtP6OVwd6Yd0t/LyOQxDOh38aFLobeBj4QZblBEmSgoGtf9dBluUiWpJUI8tynSRJSYAPMBUY1rrb58A24MHW9m9lWdYDWZIkpQN9gL3/5oSEFmW5JRQVVVIYGoKPnxtuKgvNuSVk7Csh4XAa05++hqm3zKS2spacpGzUWjWjr57A6m/XcXR/PG989bIICAnnTWlBKdX55ZTnl9JU10RwkDvGrFx0U4fiOHcc5ftOUGtlxcY9J5hxxxVs3LidEZOHi4CQcM6V55VSnltCdVk16rgobBrrcbSSOHEyj8OfJDDi7mnMXjSPn95eSVN9E26+7tz04q2Edgnt7KEL54DZbEGhaMkNpVQqRU4hQfiXytNysJRVYFNRjcLWHnODHQ3eLpgfvhHrimosWjWKsADsY0JEQOg8cXS0Z+HC2Tz22OJ27UOH9sfZxYmefeK47qZ5DBnWH4PBREhYIA11Dbz98oc8u+QRFJKC+296lNKiMkZNHMZjry/iuXtfJvFoMlVTq/lq6dcAPPrGQ6x+ZyWTb57O2g9+oLK4Amt7G65/+iY0KjWPr3oes8HEsnvfIqxnJFbWWkx6I+XZxWQfTWPhG3fiGfLXs8ZkWcbUbECt056118amXyyBK19Fn5yNwtYaXddQNP4tM5jMtfUYs/OQjUbUAb6oXMUSR+Hi9Y+CQrIs76Alr9DvjzOBu/7pk0iSFAh0B/YDHq0BI2RZLpIkyb11Nx9g3x+65be2/flYNwE3Afj7/3VG+suNbDGDpMCkN5K5PZ7DH69HlmViZg7E+cA+mn/8FWugd0gQXpOHs/+brSTVlzLnkYWcPHASk9nEL+u2kpuRB4CdvViO81+Ja/Tfaaipp3hfCqUJ2egcbfAO8kSz8keknftoBhg1hMIe3UnPL8MuwptXX3iXyvIqZiyc1skjv7iJ6/T0ZFkG2YKkUJK9J4HDn26goaiK0HE98VQ2YPzgMwxATEgAjhPHkLzlGHmmWvrPHUl0twi09jqi+oglY2fDhXiNmkwmFIpTM4VMJhEUupxdiNfohcrQ0EzunpOUJedRV1hBYKg71jv24D9+NPklVRzJyyciKhQvfy8c/NxwcBGFI86Gf3qNXnnlVAoLi/nww6+wttbxzDOL6NevJwD29naMmziSkp6xWCwWHBztSEvK5N5Hb8PWzpaHbn0Si8WCnYMd1VW1JJ1IZeq8SWxYvZnA8ACuvX8hMhDTO4bYL7qSm5bLna/fi0KhwNXHDQ8/DwAyj6XxypynmPXgPH55ezWNNfUAeAR702tsH/Z88xvTHpnXtoT3jyrSCzn5/Q6ydsQTOron0dMH4hzkeeavn0qJdbcIrLtFtGs3FZdS+dK7NG7dDYAq2B/3V55AExJwxs95sfr98xOSQhTWuAj9o6CQJEluwCJalna1JVaQZXnEP+hrC6wC7pFlufZvLpLTbZA7NMjyh8CHAL169eqw/XJjMRuR9Q1Y9HVISg0mg4pf7/8AQ10TAAUHUpj6+Cy0CgVYLJgzsgjqE8eewgq6DIokMT6ZkvIKVn9xKlHquBmjCQy/fN/UzpS4Rv+doqMZuAW5ED44AKVaoq7cgNF5BsZd+1umD2/eQVD3Ljz09pdtiQlHTx1BUJi4Rs+EuE47shibsTTVIJsNyAodRUdSydh4BIDiE1mYrxlJoLcn5sJiTBk5+MTkcaCwkW4TepCWmkVY93B8fDs3B8Kl5EK8Rs1mM0rlqZL0ItH05e1CvEYvVHXFZbiFuRDQywNDk5mSlAr0Sgn1sRNYx3Sloa4R90BPYnrGnPamX/hv/uk16ufnw0svPc6dd96ASqXEz6/jjBwPz1NFPbr17EJQSABrv/8Fi8XCtLmTcHZx4ujeY9RW1TJr4TR69YvjrSfeoaqsiinzJ6FQKvDw9WgLAv1Z+uEUfCL8ST+U3BYQAijJLMRssZC+LwF9QzM6O+t2/erLavjptrcoT8kHoDQxl9w9iUz/6F50jufmS+7mw/FtASEAU2YudSvX4fzALUjKf1Y17VIimwyYm2uRjU1IamsUVnYoVJrOHpbwL/zT5WPLge+AScAtwEKg7H91kiRJTUtAaLksy6tbm0skSfJqnSXkBZS2tucDfn/o7gsU/sPxXZZkWcbSWI2sr2t5bDaikhSMemoev9z/EWqdlshJfWnS2OBw3Tz0X61AbtZjOXqCYdfNZ8UPv6KzscYom7hp0XVo1BqCwgKIjosQM4WE88bG0QpXXzVgAjPYOUkYbN2R+3aneV/LDbm6sJg7H7+F+tp6IruEEx0Xhb2jSPQnnD2yyYC5tqitwphkNtJ1WneydybiFumH1lZHVU4JQcOHwPKW8rRSQjIxYybgHhXE4PGDcHQW32xf6swmMwrlqUTTZrNINC0I/0tVURl2TgokiwxmIxoN+MW6UqiQ0GQkYe/myMxrpxEWLZbddia1Wk1Q0D+f8WbvaIetvS3h0aHIZgufv70cgPjDCUR1ieDD5z9qmT0CfP3udyiVSm588DoAaqtqsbKxQqs9tdRLbaXB1deN0qxivMN8Ce4RTnluKSn7EqgqriR2TC+0Nh2LPlRlFrUFhGzdHYma3B+1tZbagopzFhTSn+yYg6l53xEsjc0o7WzOyXNeqGSzCVNtCViMrY9rMBubkBy8kBSXX4DsYvVPQ/Eusix/DBhlWd4uy/J1QL+/6yC1TAn6GEiSZXnJHzatoSWoROvfP/2hfY4kSVpJkoKAMODAPxzfZUk2G9sCQqcaLbiGuqO1t2bIotkU7k9m62Ofs37FcSy33oLCzgZ6dUNytGb3b/sJjAhg07rfkBQSU6+ayOAxA3Bxd+mcExIuO0ajEVu3jr88NRoT1qMGtT2ucXJiz46DjJk2kiFjB+HqIa5R4eyymAwdSs5rrSyMePRK0n/ay6GlP9GQV4bUJRpaZ7wqesfh3SOcLj2iRUDoMtGyfEyUpBeEf8JiNpO1N4GalDwki779RtmMvY8ThAajsbYSAaGLVERMGFOvnMj6Hza3talUSuqq6toCQr/76at15KTl8tVrX3LvpHt4+baXSD12KrgS1iuSwrR8xt82Hd+oQOJ/O4KMzOzHFxIUF0b38f1OO4tMoWoJPHh2DSZu7nCSVmzn4Fs/suel76jMKDon563t1rEIt25wXxQ2l18eLNlsbAsItTEbWtqFi8Y/nSn0+/9qkSRJE2mZweP7P/oMBBYAJyRJOtba9giwGFghSdL1QC5wBUBrAusVQCItlctuF5XH/gdJomXVXfs3Xdks0+3KYex/fTX6mpayj1XZJaxfso4pd86jxMoag8HIc+8+QUCYHyMnDMUnwFtM1xXOPxnU1lZgNvypWcLk7AqA9bRxWA/qxctzp2J9Gf6yFc6P0y5tlhTk70ukqbIl+F58NIM9H21mQP/emCorMQ/pT2j3iI79hEtWS6LpU0EhUX1MEP5aQWIOexevIG7+MMCxw3Yray2mrtF4Rorl4BeryC7hGA1GlEoFpta7RbPZglrbsViNq4cLR7cf4bu3vgOgNL+U+D3xLFn7On6hfvhG+HP7ew+w4vkvSNxxHIDasmryErK5/5sn8Qw7/a2nc4gXQUO74tc7kr2vfN/Wnr0tHiunHxn98g2oTjOeM2HVoys2k0bTsG4TAJqYCOxmjEe6HO+l/iI1jMgrdHH5p1fuc5IkOQD3Aw8AHwH3/F0HWZZ3ybIsybIcK8tyXOufX2RZrpBleaQsy2Gtf1f+oc/zsiyHyLIcIcvyr//1pC4XkkKFwtqpfaNChbWHK44B7m0Bod81V9VToLLj3cc+w9ZKx7DxgwkKDcQvyFcEhIROodaoaW4wgdT++qsrM1BU1oz6ladxffB23CNDRUBIOLdUGlC0/57EJOs48tHGdm35B9OonTie/X37YR0W2FZGV7g8mM1mFNKpnEJGk1g+Jgh/pb6kipKjGRz9dDPNje1vEGWFGrPGCrceHWdcCBeXmLgorr1zQdtjWZaxyBb8gk8FcRQKBTcuupblr37Vrm9TQxO5abmnGmTaAkK/a6xtoKqogr+ic7RlzAvXobHuWHUs7ZcDNJbX/ttT+p9U7q64PHInXt+8i+cXb+HxzvOoA/3+d8dLkKRUI6nb53mStLagEFWsLyb/tPrYutZ/1gDDASRJuuccjUn4hyRJQmFlh6RUYzE2ISk1SGortFYW6pUyklKB/IdvMSWlgqrKOjRWGpw9nP7myIJw/jRWNVIWX4JruDsqjYL60kZ2vfQDToMiqdO446PruH5cEM42hVIN9p7IxiZkswlZUpO5M5H64sp2+9l6OmOyt2H4nIk4u4nys5cbk8nUllNIoVBgESXpBeEvSWolNh6OlJ7MYd87m+l21SB0zjrU1tY0GGRcPMV76KVAoVBwxcLpBIUFsm39DsKiQgiJDAaLjFqjQa1W0aVnNF4+nkiKjrNHtFangjkqrRq1VoNR334G+ekCPn/k4OuGg797h3bnUG80tufmc6TCWoc2KuycHPtiIimUKG1dsBhtkE16JJUWhVp3ec6auoidyVec9wFvnKVxCP+RpFAiaW1QaE/lZbFStUyljLpmFIkfn/qWu8t1Y9j5616m3j8Hr+COVQUEoTO4R/lzZH8ymx78FI2NjrrCCiKuHEJaYhYzpgzo7OEJlxGFStMyY6iVRaHEf2QcuVuOtW5XMuSp+UQM7t5JIxQ6m9lsQakQ1ccE4Z9wCvAg9paJ7HvuG05+s52EFTvpOn8E3W4ej6vv6StQCRcnZ1cnxkwZwZgppwpTR0SHYTKZ8PB2R6VWIcsy8x9YwLKnP2zbJ6RLCEFRQW2P3QI8mHLvFaxavLytLXJgV3wi/ncCbI/YIAKGxZKzLR4ApVbN0CfmY+VweSV+7gySUo1SqQbsOnsown90JkEhsVDwAhbeIxKtRoNn9xDkBgNWzraUV9Uye+hCguJCxTpP4YKhUqmInDYA5zAf6goqUFprMWuV9IjwxyPIu7OHJ1zGwgd1RWurI2RCbyx6I04h3vj1Cu/sYQmdqP1MIQmLxYLFYhFLsAXhNDwCvTANNuLwwZ3UF1Zi6+aIS7S/CAhdJjx82s/ckSSJUVeMwi/Ul6TDSXgGeBHTOwYXz1PFQxQKBYPnjsYvOojck5m4BXgQ3D0ce5f/XczB1sOJsUtupjwpD31tI86h3riEiy/BBeGfOJOgkPy/dxHOFlmWKc8tobm+CWdvV2yc/j4Sq1KrCOkeDt3FDYzQuSwWC+U5xegb9bj4umN9mm9s7F0dsR/qeP4HJ1yWynNLaKptxMnbBVtn+7/cT2ttRfiALudxZMKFzmQ2o2wtsStJUutsIbMICgmXvfqKWqqKKtDZW+Pqfyro4xPuj0/4Py9zLlzabOxt6DG0Jz2G9vzrfRxsiBnSjZgh3Tpsa6iqo7KwHCtbHa7+Hh2+5LZxdcBmsKgGKgj/1t8GhSRJquP0wR8JEFlfz7HKgnJK0wvQWGspTMtn9XNfYGjU4x0VwJXPX09gt1CUSmVnD1MQ/lJVaSUHV+3g1zdWYtQbCewexryXb8HrLypICMK5oG9spiQtn6a6RioLK1j1zOc01zfhEeLNlS/eSFBcGGqNSIgo/G9ms7ldToyWsvRm1Gpx/QiXr8wjqSz/v/coySjEylbHFU9fR49J/U9bgUq4/FRX1FBSWIqtvQ3e/l7/ebVCYXIOn9/3LgWJ2WistUx/dAE+kf401zbiEeKDy2lyCgmC8M/87VdbsizbybJsf5o/drIsi5Ir51Bhci5LZz7BhwtfJH1/It8+sgxDo75lW1IOaxZ/zaFth6ivre/kkQrC6aWeTCPzcAprXvoGo76lTmn20TR+fXNl22NBONf0Dc1sfX8tb0x9jLwTWXz94Ac01zcBUJJRyMonP2PTqs1UllX+jyMJAh1mBalUSkwmkWxauDxZLBbS4tNY8djHlGQUAtBc38RXD7xLQVJOJ49O6Cxms5ncrHyy03NIjk/l9pn3cN24m/ly6dcc2X2UlPhUGuoa/veB/qC5oYmVz3xBQWI2AIZGPd89+hHpexP46NqXeGPao+SdyDwHZyMIlwcR2LkAWcwWdn2xgZrWqjeG09xAZxxIZsy9s8jLLiAkIgiNVtNhH0HoDE0NTSQfS8ZYXENtSXWH7Sc2H6auogZnb9fzPzjhslOUksu+b35j+qK5yFo1stx+8mthUg5T/X04su84IycNE/nWhL9lMppQ/WGG7u/LxwThclNVUU1ZThGWRiP5rTfqv5NlmeK0fALjQjtncMI5V5hfzOEDx0hLySA8MhRbOxscHOyprqyhOL8EW3tbmhub2f/bfrz8PLnryVs5vPMwDy54BJPRRGzfrix67QF8A/9Zzp+68hpS95zs0G5obrlHaqisY9PS1SxYehdqrYa6kiqaqutblpO52GNsNlByLIOC/clYuzrg0zcS51CRt1IQfieCQhcgQ7Oe7EMpbY/9YgKJmdAbGzd7cvemUJyaj3uQF41Nzaxc9h3lJRVMv3oKA0f1w8lFlJoXOk9GcibxxxJJOZlGZXE5MyeO7bCPb3QgOntRCUI4P+rKaxh78yQOL/6eHk/MIXxIV5yCPSk5mUP2oVQcPJwwyRYcnR3IzynE7x9+QBUuTyaTqd1MIYVCIWYKCZedsqJy8vMKyErNRjLKOHo6U13cfralzt66k0YnnE11tfXU1dXh6ORIVkYO1VU1uLq58PwTS9i1dW/bfs++8gifvPUFRfklXHvrPFZ9/gOOzg4MHzeUDas38eV73zJgRD+CIgLxC/Eloks4az5bS3BkELH9uuId+PcBGp2dDe4h3pS2zkj7nUpz6lY291gGzXVN5B1MYc39H1JXXIlLiBdTX7+VpuIqfr7xjbZ9bTycmPndIzgFe52dF0oQLnIiKHQBMFbU0HA4mYajaegi/LHtE0Xs+L44Broz6NbJ5BcXsyE3nvi1iYwfM5xBIycQERfJw3c+S211HQCJx5K55+k7uPKGmZ18NsLl6uSJZNb8uJ41a9ajbzZw4w3zMdmqCB8aS+r2lvKgVrY6ht0yCZ2tSEkmnH36/FLqDyTSnJaPTY9wbHpG4h7iTfbqPcQ9NhtLoCMHDPlsf/97Bg3sw6wHZ6JTaXnotqd49LVF1FbXAiIoJPw1k9ncVn0Mfl8+ZurEEQnC+VVSVMLJkyk89/QSMrNymDRpDLMfn8sP936AydDyszBg7sh2yaaFi0dZWQU6nRZbW1sO7D/CE48uJuFkCqPHDiO2azQvPf8mPXvHMfeq6aQnZ1BcVIparcJoMHHicCK3/d+NvPHsu1jMFu5+9FYW/9+rbcc+vPsoTy19lBMH4qmtrsPW3oac1BzqqusYNH4gXgF/HaCxdbZjzrPX8951L2FsNgDQc8pANFan8lZ1HdcbfU0DK254HWNTS8qNiowi4r/fSemuhHbHayipouR45jkJCpnrm2g4kkz9gUQ0vu7Y9uuCVaAIPgkXNhEU6mQWg5GS91dT+sFPWA3sSk1dPbr4dKJnD8e9fygN+iaKC0ro0bUrs2dNobC4mK0px7EPcm8LCP3uy3e+ZtSU4bi4O3fS2QiXq/SUTEyNekKCApg4eiQR0aGs37QND083SlR6htwzDdlkoclsZOlrH/Nmrygc/qbqkyD8W8byanLufZP6fSdROtpRU1qBrdlCs58zAfOHUG82cvRgPNFhYcyYPom6+nqW//QzfbvGUV1RQ8rJNAaM6tfZpyFc4ExGU1v1MTiVaFoQLgd52QUU5xdTUVjO/Hmz0Fipuf++p7CYzYx/9EpctDY4eTqj0qjxFAUlLioFBUV8tXwVy5Z9SWRkGA8tupO5V9yEQqng1tuvRaFUoNGqWfrBYooLSti5bS+jJw5jwuTRZKbnkJWew0Mv3IejkwMmo4muPWI4vOtoh+fZ/utOirMLkS0y42eNZe0na6ivqWfXup3c9dJdOLk6YmWjw9BsoKm2AQd3J6xtW2adaWysGHHjJACUahWZR1KoKKrAwdMZtyAvBl8zjpq8sraAUBuLBX1NxxxGzdX17H7sM6oziomcOwyfwV2wcrI949ey8qcd5D30bttjbagvoV8+idZXJMIWLlwiKNTJ9NlFlH+1EeUT17Ji0z5Sf9pKt0FxjCmrwqyED976lB1bTk3PnD5nIk5OjmhsrDocS6PViGpkwnll0Bs4sv0I3yz5msricnqN6YNSIfHYvc9zxwM3UFBQyNGDJ/ht/c62PsERQShVonyzcHY1p+ZSv+8kmmHdyY4N4cfVv8GeY0y5YRr+sUE8dMNjFBeWtO1/10M3M3HyGPQ1LUmn1Wo1vgEiv4Dw98wWS7uZQkqlSDQtXB6yU7L5bdVvbPt+C/YuDgyeNZxf1v3GSy8/zkMPPkdUYAiecV1xCnTHSyzDvajIsswnn3zDc8+/DsCdd9zAzh37aGho5LkXH+a1l9+ltqbli+jwyBAWLLiCXdv2ce+Dt7Fs6Rfs2LKn7Vgz505hzg1XYG1tRW5aXofnsrKxYtrCqTRU1/PpC5+0tXfrH8vPn67lwMb9eAR4Mu3G6dRX1pJ9IpOJN07FPzKAzMMp/Lp0VbvjFSTlcMdnD+Ps647OzhpTg/7PT0nG7gR6XzOafa+d6qtQKbE0GUj8bDMAhTtPMmjxtUTNH3kGryQYisopfPHzdm369HyaErJEUEi4oIk7s04m642orhrNa++s4OjeEzTUNLDn5918+uzHGJoN7QJCAD9+9wuDB/fDwckee6f2My1uXnQdji4O53P4wmVMlmXi953gpZtfIDsxk9rKWn77djM6k5KgkAA+eudL4uK6truBArj+/oXY2p/5NzGC8EcWvRFJraJsQBeWLf2OsoIyygrK+PjpZRSnF1JeWt5u/5Vf/URhQTHe/l5Y21rTtWcMdvZ2nTR64WJhNBpFomnhspOSnM6OH7fz0/urqamoIS81l29e/IKRwwaiUWtw93DF288L72AfERC6CBUVlfDOu58CEBMTyeGDx1EqFfTs1Y1dO/a1BYQAUpMzkIHb7r0Bd3fXdgEhgNXfrsUn0Iuff9jI8IlD2uVgU6qUDJ84lJ9XbsDKSotao8Y/3J+4QXGU5BSzZcVm6qrrSD+exhv3LaG2uh73IE++fPYT6qvrT5uP0s7VAZPRjM6uZTaRW6g3Q+9tn0pj4K2TiLlyGEOemIdDgAc+/aMY/87tpHz5W7v9jr75E43lNWf0WsoGE+aG5g7tFr3hjI4rCOeamCnUiUxGE6UWE3U+rtRUnHoTiugRSZ+J/bFzsMXDy42SorK2bbIso1QoSD6QxCOv/R8p8WmUF5cxfNIwuvXu0hmnIVyG9Ho96SlZyLLM9c/dTOK+k+z7eQ9mk5n9v+xhxIxBfPLh11hb67j50RsoTsqlqqGBYROG0LWXuE6Fs6uxrpEmBxvsBsayZm98W3vvMX2JHRqHjExcz1gO7T81lb2uth6D3oCDgz2vfv4C3ft164yhCxeZPyeaVioVIqeQcMnSN+spKS7FpDeittXi4OLQ9nlVlmUMdc1odCoee+xeevfrgW+IfyePWPgvtFotzs6OVFVV4+7uQlFRCUqlgmHDB7JuzUYArK119OnXg5rqWpISUxk5egh2djZMnzOJDWu30NjQhI2NNQajERc3F268ZyH7dh3isTcf4vi+eEwmE0HhAWxZt40ZV0/Bzs6WWbddQVZyFkMnDeHNu5e0G5PJYMJsNrH+iw0MnjSIyqJyAmJDcPJyoaqoAgBJIdFn+hBObj1KQGwIAGqdln43TSB4aFfqiqpw8HXFLcIPtVZN9xvGEzVrMEqtmqx1+6nPK2v/QkjSGVcg1Xi74jZ/HGWf/dzWptBp0UWInw3hwiaCQp3o4I5DPLTwMV766BkUSgW9x/Zl4Kxh1NTUYjFb+HndJm6462qy0nL5+pPvAYiOjUAlKfjqta/wCfbh2geuxm1oH6L6xHTy2QiXk6z0XIwGI6U1legVZvx7h9JzXB+WPfAuDi4OVFXXMGbicHas2ka/cf2J6u9KyMheoty3cNYZmg2sX7kRi8VMxJwRuOw4ipu3G9cuvpnKympkWcasVHDdHfPQG/WcOJIIwMQZY2jS6wmNCMIvUOS+EP4Zk8kslo8JlwWj0UhKUjolRaU0Njahc7Nj8v1XcPznA5zY3RJ8V1tpCA4LJDTAF0/xPnrRcnFxYvGLj3HF7BvIzy/k1puv4eEHn+O2O69j0pQxJCWmEhsbxdYtu3B1deaK2VPYvX0fKrUKb39Pnl3yCBVlVRTll2DvYEt9XT37dhzCydmB4qISPHw9sJjNNDY04+3nhYu7C4e2HGT1Rz8A4Orpiq2jLbWVte3GpVQqqa2sxcHFEZ2tNQ5ujoy8aTLNdY00NzRj42jLzuWbGDR3FACV+WWk7ognc18SoQNjCBvcFSdv13bHtHJsmanuGhuM2k6Hsa6pbVvP+2agczmzfJeSWoXHLdNRuTlR+f1mtKF+eN4xC11EwBkdVxDONREU6iRlxWWkHEnm7kdvwdHFkdufuRV9k56SzEJef3sZTs6O3P/w7RzYf5RuvbtweP9RomLCGTt5JB899gEABZkF1FTU0q2/+IZbOD8aGhooyiyiOCmHouxCLDolv+3ey4Ch/ZCkKsbfMAkbe1vS8vMYMrw/b9zzOkFRQXj36yYCQsI5UZBTiF+EPzVFlTRbaxk6eSih4UHUZpVRUl3Oy6++S49esdxw6wJuvfc6XnlqKUNGD8TOyZaBg/uKgJDwr5jN5o7LxywiKCRcWsxmM5lJmZQm51OYkY/azoryxloiYyPoOaU/J3bH4+7nQUyfLrh6uYqA0CVgzJih/LZlFeXlFaz5aQOLHrqDD9//gmWfvI61zorFz70JwKAhfUlNziAjPZvN67ejs7bizvtuwtnZke2bdpGdmYubuwtPvvwQSoWSA3uO0LtvHEufeY/i/Ja8fur7r+Gnz9a0Pff2tduZfs1Uvl3ydVtbQGQgVaVV9Brdh8g+0bj5udNQ04C9hxNlBWVY29tgNJroM30wIb3Cqa+qY/WjH5O6/TgAx9bspsu4Psx+5WasWpeW/ZFzhC+TVjxCxpp91OWUEjpzEF79I8/Ka6nxccPrritwWzAOhbUWhVZzVo4rCOeSCAp1kuKUfFJ+3M+kB67k3Vteoa6iJTquVKt4YNHN3P/wMzz96Ms88vR9pCSm8cKbT7J/4z6W3vsmjfWNbcdx9nDGwdWxk85CuJwYDAZyU3L49vGPyU3Ibmsfd89MlrzzMbfccR2RvaNorG3CeCiRNz5pSVgoyzKB0UGdNGrhUlddUcXx1bs58tNuFrx2O2/e9yrm1pkb9m6OPHDPLTy/+E2sba256upZLH7rSYrLSgkNCyEsXFyXwr/z5+VjCoVCzBQSLjlZadls/nAdh9adyhfTb/YwkhPT8A/y5Z4378c9wAMnV0e8/UWC/kuBlZUVTk4OlJaWs2H9Nlb/8CndYmOwsbbm6y9Xtu03aswwUpPT2fjLVgAa6htZ/MwbLHrsbibOGssPX6+lML+Yk8cS+fy9b7ju9vmYzea2gBCA2WxBtshtj6srati9eR+L3nuIoqxCJIVEbXkNlWVVhMWG8duKLTh5OHNk/X5Wvby8rV/M4G7Y2lqz7q2VDF84Hq2drt05nVx/gOG3TsGvW8hpz9m1axCuXc/d5wCVk8hTKFw8RKLpTpB1PJ3CpBwm3jULezcn+i0YxZDbJzH27hnYOduTuuUY/Qf2Jicrj8QTKYSGB5OelE5FQXm7gJCTmxPBMad/oxOEs6mkoITUg0lUZBYz5e7ZXPXcDag0LTHl3V9uYvKksdTXN6BUqnjp1hfZ9ctuANRaNUERgZ04cuFSVVlYzomtR2gsqCaiVxQ3ffEwpdXVjLpzOhEDWvJW1ZZVo9WDja01v23YgY2NNZgsuLu7iYCQ8J+YTZZ2VT6VSiUWkWhauERUVVWTdCCBkoQ8eo3rx1XP34CVbcuN9v6VO3DQ6nB1dcHBzRHvIG8RELqE7N9/mIGDJnPiRBJfff0O69ZuZP+BIyz/aiVqzamZLna21uzcurdD/8KCIr75YjWTZo4FoKmpGSdnB2RZprlZz3X3L2TKVRORJIkDuw4zaMLAdv3LisrIyykgOyOX6L5dCIoJwdio57tXl7Nj9VaObjnET298165Pws7jhPWNZtJds9DqNESO6YV/j9B2+1gslrP1EgnCJU3MFDrPMg6n8ObVz6FvzUwfPaQb/RaM5vDxE1RUVzDyzqkcXrEDJ2cHdNY6jAYjCoWCt1/8kJffewbfEB/2bthHVI8oxs8Zi5e/ZyefkXCpy8vJI3XrCb5/+jNkueWbnUn3XsHN7z/AO9ctpqG6Hns7W/wCvDl5JIG7X7qLjd9twtHVgTGzxxDRPaKTz0C41BSm5fPOdS9SnlcKgFugJ72uHEZRYSle4b4Y3a0I6xdN2r5E9PXNWFvrcHN3RaezwsXNGT9/UR1H+G9MJtOfgkIi0bRwaWhsaCJzfzKf3PUmJkPLNd3/imEsePkWlt32OrLFgo21Nc5ODrh7uuHk5Ni5AxbOmqamZp597nUaG5v49dffiO0ajb2DHc8+/Rq2tjY8/fQiHl30HAAbN2wnJCyIgvwiYrpGMnz0YADc3JxZufwnJIUCSZJwc3fl2tvm89Hrn1PXWr0sLCqE2TfM5LtlK5n2+mTcvN05sf8EgREB+Ab7snLZah587QFWLP2OvLQ84gbFMenGqaxb9hONtQ1t1+Xv3Pw8kE0W1r6+ou3z6dibpmJsNlCUmEtgrwjcgrzO4yspCBcvERQ6x0wGIwUpuZRkF+Pm787K5z5vCwgBJO44Ttigrnh4ubH55HbsXOwZcfNkbrvzIW687Wo2/7KNgGA/QiND2Lp1F13jYliy6lXUGrXI0SKcc/m5BdQW17D6hS/bfuEC/PLWKmY9dz29J/XHaDajsFLj6eXBa4+/xQvvPsX9r92Llc4KN283cZ0KZ0VTfSP5STk0VNeTeSS1LSAEUJZdjLG6kdK8UgqyChgwYwi1eRWk7UvEzteZqsoaXlzyJG5uLviIb7aFM9Cx+pgSo1EEhYSLl9FopKSkjPqyGlY89Wm7G++9328jYnAsQd3DaK5rIrxbBD7+3jg4OXTiiIWzrbGxkZSUdADc3F1oaGggP68QgPr6BmRZ5rGn7+dkfBJOzg6MGDkEX38v9Hoj77/1KZIEc6+excw5U7C21rHoqbtJOJKIvlFPY30jA0b0w9HJngO7DqOx0jB57gQSDiew45ddLLxnATvWbmf9io3c8OB1vHrnKzTWtayK2PDNBvqO7ktk7yjyMvIJ6xVJ2qHktnEPmjWMH1/5pt3n040frWXu49dgrG8ibnJ/rFsTSwuC8PfE8rFz7PiWwzw/5WHWv/8jZgnyk3M77GMxmfnsreU0Vzahs7JCYavhptsXcmT/MWZeNYWU5HR69IslPj4RB0d7NFqNuNEWzrny8kqa9HrqK2s6fDtjMVuoLCyn3xXD6XflcKpqa9i/9zCT50zEbJHxD/XH3cddXKfCWWFoNrD5k595+Yon2PblBjKPpnbYpyApG1t/J7oNiaO6shpnP1fmv3gTFp2Sz1e8i4+/lwgICWfMZDKhUv0p0bRYPiZcxApyi6goqSQvPZ/q4soO2xsqa+k2pjdzn7sBv1BfERC6BDk7OzF3znQAbr5pAQqFEldX57btaemZfPjO55w4nsTPazbzyKLnCAwOYNW3azCZTFjbWFNeVsHgEf3pO7gX332yEkmpoKG+gXufvJ36mjqOHTjBmCkj8PT1oDS/hDVf/Yx3oDdVpRUkHk7CwdkeN0/XtoDQ7w5sPkBU3y74hPoy/+kb6DdtMDYOtkQN6IpHoBdGvaHd/rLFgoOPC6PunIFroJglJAj/1DmbKSRJ0ifAJKBUluUurW1PATcCZa27PSLL8i+t2x4GrgfMwF2yLG84V2M7XyqLKlj+2DLmv34bGek5rPz4B7oM786RX/a126/RZKAgt5CC3EISjyfz/LtP0tTUTHBkEN9+vZoHH7mbzIwc5sybSUR0WCedjXA5yc8tpKK4grKqClzsHbBxtKWhur5tu5WtDrcAT0wKmTvveITAoABuuHE+SpWS8MjgThy5cCkqzihg7evf02fGYLx7haAvqiVtX2K7fTy7BLL0gy+wttFx71N3YO1sy6GDx+nRK5bgsAC8vcWHQ+HMmUxmkWhauGRUlFVQX9/Am8+8i5ubC74xgeT/oZCEJEnYezjj4+eCb4APdnY2nTdY4ZyRJIlJk8agUqkoKCiib9+euLu70qVLBCdPprBixRoW/d/tvPD065hMJvr278nWTTsAmDB5NMGhgWz6ZRufvr+ca2+exwvvPElZUTkWs8yTdz/X9h759bLvufaO+QwaO5AuvWJAIREcEsCj7z5MeVEF1ZXVHcam1WmJHdIN/3B/tnyxAaWVhqueuYGGmnrUOi12rg7Ulde07a/RadE36c/L6yYIl5JzuXzsM+Bt4Is/tb8uy/Krf2yQJCkamAPEAN7AZkmSwmVZvqg/aenrm7jymetY8/16Dm49xORrJjN08jCqiyvJPJKK2krDoIVj2Lx1V1sfo8FIRVklkV3CUUgKZsyejLVOR2R0ON6+Hu1yGQjCuZCakolRr8eskMnPLSSrMZthd0xlz8frqSqqwMHdiUE3jadZMmOlhOdfegz/AF+srLR4eruj1Wo7+xSES0xDTQO+UQFYB7ry/tPLeOXbxdRX1rLnm98AiJvYl4ziQpoam2hqbKKkqBQbJ1v6DOhJSEggHp5unXwGwqVC5BQSLhV1NXUUFhSTfDKNYwfiUSqVPPzk3Zj0RorTC9DZWzPq5qnYeTrh6uEiAkKXKFmWOXwknh9+/AWFQoG3jxcH9h8hMNCfV5c807asrL6ugQcevoOmxia8fTzJzsglOTGdoJAA3nvjk7bjHTkYz8ffLsXN2420E+kdguarvvqJRc/eQ1VFNZIM9i4OpB1P5Zdv1vP/7N11nFRVG8Dx352Z7e7uYHfZoru7y0BEQElFMbARGwURDAxUMFABsRAUECnp7u3u7pqduu8fi6vrYrwCu8Ce7+cz7zLnnpl5zrzXmTvPPfc5nft0xKedDxkJGY3971w4lfZdwynOLkSWZYpzi1i1YAUW1haMu/8Wbls8g+9f+5LSnGKsnWwZOnccJ348TJcxvZok8AVB+HvXLCkky/J+SZJ8/2X3ccBGWZbrgTRJkpKBrkDz8vY3EEsna+RsI3RaHTOfuofkuBQO7j1K53sGM+SBCRQUFrFx3WYunI5p8jiVSsmZLUdRKpV0eW4OLp4urTQCoa1JjE+mOLeYc0fOU1NVQ2T3CIqKSnht6buMnTSCdg52lJZX8Pprq3npnWf5bM16fK1c2ZP/MwuWLRAJIeGaMHOw5Lals3j7qVU89vaj7Pj2F3R6HdM/fJiMpAy2bdnFxbNxjf3dPF0xNTPF3d1ZJISEq0qn1ze5fEylUomZQsINp6igiPiziRz+5QhWNpY8/Mx9rFn1OUtfepvhYwbRfVgUUV0isHa0xTvYG+M/rD4l3FxOnjxH/4ETqa9vmF2jVCrZsW09x4+dISQkiJ+27KRnr6688tIbTR73ytJFjB4/jO1bdjVpNxgMHNhzmHahgY2r1P6RtY0V6YkZJFxIorSolIBgPwpyCwnp2A5XH1dcvFzoVquhvq4eJ3cnovtEI0kSkkIiKzGTc7+eAaCmsob1r3zGw6ufILRvNNYO1tRW1vLj299wy9N3/W1CqLa8CoVCiam1+ZW+fYJw02iNFOr9kiSdlyTpY0mS7C61eQBZf+iTfamtGUmS5kiSdFKSpJNFRUWX69KqZFlGq9FSr9aQmZGLpJTwb+/P+y9/wC/f7uKLt9bz3nOrqdDU8cKLK+k5qFuTx3v6umNla8WZX89w9OejnD90vpVGIvxX1/s++leSEpKpKKrgp8+38dOXP/HjFz/xyv1LMTU2ofeQHmxc9x2r3ljLl598Q48B3ahV17F1807svBy4cOQ8B37c39pDEP4PN8J+qqnXcPzgSX78fid6vYFhk4fx/OwX2fzpD/z4xU8snv08ts52TRJCXft0xtbRBm9vd7y8PVsxeuFKXY/7aLNC0woFWq22FSMSWtP1uI/+k5ycPFJi09j86Q/s/WEfmz74hvVvb2D6vDvQaXX8+N3PHD95DgtXO/zD/EVC6Ab3T/vo199saUwIAej1eg4fPombuyvTps5n6IiBBAb5NXvcwYPH6dajE1bWzQs5Gxsb8+JTy/Hy88TF3bnJtlkPzUBTr6GqoooZC6by2sLlbP5sC798t5v3X/4QJPh67bdYO9iw5sWP2P75toa6bQoF5349DYClrRURfaNxC3CntKAUO1d7dn70Iwc27qLPHYOJGNDxsu9FTVkVx9fv5r0xi/nwlueJ2X4cjbjUTBCAll997H3gJUC+9HcFcA9wuWq08mXakGX5Q+BDgM6dO1+2T2vJiE9n94adJJ5OoOOQLrTvHYm6rp6tX/7UpF9JQQn5mfmMHD+UHTv2ct/TcyjMLcTe0Y52EcGc2XUS3aXVTM4eOsuQ24e0xnCE/+h63kf/SlxcIjVFlRz5/gCG0jpumzaB3LwCdnz7C7u/20P7vpHMeeweivOLCYkIxszGgjdXrAbAYGgY4tGdx5g4Z9JlzwwJ15/reT/NTspiz6ZdxB69SFT/jgwZ0Q+MFRzfdwKDwdDYT6fVce7oBR5d8iA5abk4uDpg72KPm6cLbu6urTgC4Wq4HvdRnU6P8s+Fpg0NM4VkWUaj0YgZk23I9biP/p283HwKU/L4dcMuTNUw7d7JxMUkceDnQyglicmzbsHB2YFOPaJpFxLQ2uEKV8E/7aMlJWXNHnMxJp72Ye0AePSR53juhUd57Mn7eW/Vx9TU1NK1W0c6dgjnwfue4slnHiLmfHzjCmC2djaYmpmirlOTlJDKM68/RlpiJiWFJUR2DufAz4fZtmkHltaWZCVnUVerbvLae7f+SteB3aivVSPLMif2nuTOhVMxszDDLcADv/AAjMxNiD8ei09EIG7+7kT0jqL7hL7IsoyDh1OTz+g/Stx7lh+eXtt4f/29b3LPl08T0Cv8P767gnDzaNFfb7IsF/z2b0mSPgJ+vHQ3G/D6Q1dPILcFQ7tihVkFvDLtBUoLGlZuSDmfTEF6Hj0m9UPzp8r4ABZmZvTu1w07extS0zIJDQ/C1s6GmrIq9mz8fSpmeDfxQSVcW7ExiRRm5vPJ46uprawBIPlsIoOmDMU7wAuNWoOjkz0J8cl06hWNlY0lTy98ifS0LDy93NFWNnyhd+rfUSSEhCtWVlDKa3NeIS+14Ssg5XwyaReS6XJrP9R/OngE0NZrUJkaEd07CmMTY0JCA3FxcW7WTxCuBq1Wi7JJoWkJrVZHdXUNo0feSXx8Mh9+tIKx44a1YpSC0FxBfgH5qXksn/UK2vqG2W2JpxMYe99ELpyMob6unnZRwbh7uhIW2a6VoxVaglarpXfvrny2blOT9qFD+2NiakJY+2BiYxJZvuxdli9/jocWziM8IoT1n33D8lfeQZZlfti8nTc/eIW4mER0Oh1WVpaseWdd4/OXllaw6rXVjJo4HJVKxbZNOwBw83S57He6pl7DoPH9WfFAQ/nZqF6RmFmYkR6TyvC7x3By9wkOf9nwHMnnkrhw8CxLvl+Oi/ffl9rQ1ms5+tnOZu2xO0+KpJAg0MJJIUmS3GRZzrt0dwJw8dK/twDrJUlaSUOh6SDgeEvGdqWykrIaE0K/Ofj9flzaezH6zlF8t/b7xnZzS3Oy8vOQSgoIbOePUqWkpqYWXzd3tqz7obFfdO9oOvTt0GJjENqehLhE8vMK0FeoGxNCvznw7T76zxiGq587hRWl2DnaYWZuRsypGMwtzJkydRLhgUF8++Ym/Nv7029c/9YZhHBTyU7ObkwI/ebM3tO4dw5g8KRBnDpwusm2zv07UVpTha2dDQGBvtjb2yEI14pep0ep+v3QSalSodfrWb7sHWxtbXj11UU8+MDT9B/QE2trq1aMVBB+l5dXQFZmDulnkxoTQr859P1++gzrRVjnMMxtLQiPDMPY2KiVIhVaUllZBZu+3srSVxex+Ycd6HR67rl7MgoktBoNEyeNJjQsiZPHz3Dy9DmGDx+Ipr6e2++cQFC7AFQqJaamprzx+vssee0ZHpr9FKXFDTOPbpkylvp6DQW5hdRU17Fp3fe0jwxpfO2SwlL8Q/1QKhXo9b/PAB5261C2rduGulaNm68b4+4Zj8pIxbEdRzG1MOPoT4eajKGiuIKsxIx/TAoplBJWrnZwrmm7lZPtlb2JgnCTuJZL0m8A+gOOkiRlA88B/SVJiqbh0rB0YC6ALMsxkiRtAmIBHTD/Rlt5TKtp+JJVqpQMnjYc/24hqExUVNfW0jHQE2t7Kw7vOIKHnzvBnUJ46aWVVFRUYmZuxhdfr6boSBI/z1/N5DfuxfiJ6ahUSjwCPbG2tW7lkQk3q4SEZEpLKzE2NkLlaYZnkBfZSb+X9lIaKQmODOKDtV+Ql1fAW++/ynd3vEbwwA58telDlKZG5CRn07FbNJ4Bntg62rbeYISbhiQ1XE1sbGJM9wl9iBrSCT0GtDodtnY23Pfivezfsh+lkYrOgzqj1mvp2DkSdw9X8SNcuOZ0el2TmUJKhYK62jo+/eQrXl/5PK6uzoRHhPLVhs3MnntXK0YqCA0K8gvJysxBXafGOzqA4M4hJJ6Mb9yuMlLRY1h3HNyc8PbzFAmhNsTW1ho/Xy+qq2uZPWsqNjZW6LR6ysrKKS4uoaK8koT4ZKbedQtRUe3Jyc7DyMiI9Z99Q1ZmDmbmpgwa0o/Hn17A1xs289yyJyguLKGqopqzpy7SoXMkJw6d5vWPXiY3M49zZ2LoO7w3+3ccpLS4jOrqGu577l6O7j5GTVUN3Qd2IzDMH19/L8bNHId/qD/2LvZAQ2FpSSGhUCkwaAxNxvFvVhlTqlT0njWKxD1n0GsbfmKaWpvTbqA4+S4IcG1XH7vjMs1rL9P2W/8lwJJrFc+1VFRYQkpWJlMWTcMzwpeq6hpMzUz5dd9hHB3sWbHxe+bMnUbUsE74+HuTGJ/MzHlTMTc3IyI6jJKCEuysrZn2yeN4RgVgbtu8aJsgXE2nTp4jNysPSysLDAYZ2USm290DMNp4iLTzKQCMmTeBxKwM+g7qSYfOkVTG5TBh+Vx8OgVj6+oAgHXnsNYchnAzMlHQb9Igut7am/r6emSgsqSC4pIyduzYy7gJwxkweRBqdT1KIxUBwX6EhAa1dtRCG6HT6ZssSa9QKrl4MR4fX09cXRsuWxwwoBebNm0RSSGh1aWmplNdWU1NVQ2V5VUUFZfQZ+YwdFodqecalhofc+8E7FwcaBcW2MrRCi3N2NiYiRNHccuts6iubpgtPmH8SKKiwujbpzth7UMYNLgv33/7I5+s2YCpqQlevp7c99BM1HX12NpakRifQlxsIt16dEapVOLh5Y7aoZ76unpefWYl6rp6dm3fx72PzMTJ2YGAXp0I6xBCanwaxqbGePt5oVQo0Gi0IMHKRavwDvTi6ZWPY233+4nx8J4RfPPWV/SfNJBdG36/DMzd3x3vEN9/NV7vTkHM+fZ5Mk8loTI2wrtTEK4h3lf1PRWEG5UoAHKFSopLSUvJwNfHi9S4NAozCjGyMuXY+dOEhbfD3t6W8RNH8/m6r3FxdOT9tz9m7MQRdO/VBQ9PV8rKKujRtyv2DuKSB6FlxMYmUFNTS2VNDSYqYyoKyjHo9fgEe+PxyC0cWr8Xz3BfsDclwi8ASYJ6tYa+U4a2dujCTUyv13PxfBzoDLiGeZIZk46DhyNfbd5CUFAAvXp2IS4+kfS0LIoLSujQMQInZ3siokRiUmg5Oq2u6ZL0SiXnz8fSqXNUY1tUdHuWv/YuZWUV2NnZtEaYQhtnMBhISUojPS6dnNQcrBysMbe3xMHBjuKiYkYumMiZrUfpMLAT3mG++AX5tnbIQisoL6/gmcXLGhNCAGq1mq5dOrLpqy0cOnScgQN7c9vk8UyeMpHiohLsHezQ1mvQ6/Tk5hTw1uureeSJ+bz3xhoy07MBGDNxBApZQn1pZS91XT21NXV89t6XzH9sNvb2tvQb2ZsO3aMpLShl7eufoVQpqK2uY/K8W5ENMj9//QsRXcMJjgxCp9FxePth+t06kOqyKu58chppF1PxCPSk19i+OLo7/qvxKhQKPCMD8IwURdQF4c9EUugKZKRnkZmZQ05MBh8t+X0SVLsO7VB5WLD63U9ZsmwRISH+LHlxJZu3fkaf/t1xcXVGgcT2bbspyyklOloUOBNaxsWLccTFJZGbnYepwpivl66nqrwKACNjIxZ/+Awhw6KRJAkHR3tOnTzHxQvxzJkztZUjF25manU9585cpLqkiuUPLm+seWFhZc6sF+bw5bebUUgSY0YPZdfuA4wfPxxzczNC24tiqELL0ul1qJrUFFKSlJDKtLtua2wzNjYmNCyYI4dPMHLU4NYIU2jjEhNS2PH5drau+7GxrdeInnQd3QNnC0dqNXV0u7UvLq5O+AX6tl6gQquqqKzi3LmYxvvBwQFMmjiaJ594iYSEhplkiYkphIYG8/FHXxIfl4RSqeTe+TPo178H9ep6Vr77CjXVNRQXlQBgY2vNzm17uP/h2ezcuqdxVTJJkjAYZGzsrFm3eiOZqVk8vuQhOnWNpqKsAoCZj87gh0+2UFHacF+pUrJ84zLCO7dHqVTwxbJ1tO8WjrGZMaX5pQR3CcUjwKMl3zJBuGn980WYQjN6vZ7jR09z5OAJzFTGFJeUMWH+JIZNGYapmSkJZxIIDQykqKiE5595Db1BZvrdt1FZWYmxkTFvvPgellaWpJ5PJapTOI7ODq09JKENiI2JpyC/CHs7O/btOUx1QUVjQgga6mLtWL8DjUbLvp8PoFFrcLCzxd7MCi8fz1aMXLiZZWZmc+TQCUpKSykrKWf0rLEMvfRZWlNVS/zJOAb068matV/i4GRPULA/1laWIiEktAqdTo9C+fuhk06ro6qmBl9fryb9QkKCOHL4ZEuHJwhcuBBHQV4hJrbmdOrfqbH90PbD1JRVY2SkwtzcDHtHO/xFQqhNc3ZyZNQfEtcTx48gNyevMSEEMGHCKCRg9NihjJ84AlmWeefttZSVVbJpw2aWPL+S7Oxclr31Ak889xBjJ41g5r1T8fR2w8qmoc6flbUlRsZG6PV6ykoqyExtqF+57r0NWNpZEdE1HCsbS2S9oTEhBA2F/Te8sxG9Xs/ou8eiMlJx/tA5Tu46QUl+CRE9IlrmjRKENkDMFPo/abVazp+NJT+vAAcne2QleIR5ERebRHJBBrc/egdfvb4BWd+QGc/NzUepVDBi1BAqSyuoLK3kxZVPs/WrbYwYN5iBI/q18oiEtiA+Loni4jJkGU6fOkdoWBCOrs2n25YUlGAkqRgzaQTFhaWkJ2Rwz/y7ROJSuCbSUzNJS83A0toSKxtLDiSkUK2tJSE7peGzdMUGqsqqUTmb4+zihE6nJzIilKAQUftCaB06nQ6l4vfLxyoqKnFydGhW6LRdSADbftrV0uEJbVxSUio1VTXoDXqS87NILs9mwryJfL/6OwCMjYyws7fF2sZaJIQEzMxMeeH5x8jKysHezpZevbpy6tT5xu29e3dj0KBeWFhYYGVtSV1dHYuefYSXX1iBpl7DXXffxv59R/ni0695eelT5OXmU1hYzMZ13+Ls4sQji+8j7nwint7ufPruF8x5cAZ7ftrX+PzmFuZYWJrz5IrHSI5N5vzhC81iLMorRqfVEdQhmFc3LycjNg2lkQr/9v64+4tZQoJwtYik0P8hLSWD99/6GGMTY+yd7HjnrbUY9Hqmz7yDkLBA3NxcMDIzYdBtg1HrNQDYO9hhZ2fD2ZMxKJAZMKIPfn4+RESFYmFl0cojEtqC06cvsG/XAd59ey06rY7p90xm2PABlBSXoVAoMBh+X8Wh75i+hEQE4erhikqhwNxyTJOiqoJwNajr1OzddZCa2lpeX/ou6WmZdO/ZmTn3TSc+Lglra0vyy4rpN6E/jh6OFNdWcu+86VhYmBMU7N/a4QttmPZPNYXKyyuwvUzdoMBAPy6cj8NgMPyrlXEE4UoU5hdRUlbBof1Hef3Vd6iuruGWyWOZNXsq+3YfwtnDGZ1Wh3eAN47Ojnh6ubd2yMJ1Ii+3gFeXPM3FmAQMBgMajZZRo4dw4Xwcixc/TEJCCo8/9iJlpeUMGdqP6TMms/HrD/no/XXs33cEL293nlvyOCeOnuW7r37Ew8uNJ55/mI/e/QytVkePPl2Ij0nisRce5OCuIyTG/D4L6b4nZ2NtY4VKqSThvIHAiOYnfMZOG425pTkAviG++P7LotKCIPx/xJHKv1RWWs4by96na49ORHZsz7tvr6VduwAsLS344N1PSUvJ5OXnXic/J58+Y/vw7gefYmpqwjPPPoIsQ2JsIv2G9KFdSBDGJsYiISS0iDNnLlBSVMrGL7+jprqW+noNH76/jmNHTmPnYMs9i+/B098TZ3cn5j03l9AuYYSGt8POzgYrGyuREBKuOoPBwIljZ1EZqXj0wWfJzsolMiqM3Jx8XlvyNilJaURGhJGVlUtU3yiyigro3qMT4eEhIiEktDq9vunqY2VlFdhcukTij6ytrbC0tCAtLbMlwxPaoPKyCsorKikpKmbZkrcoL69Ap9Ox8YvvOHPyPBqDjkG3DOSJtx/HzdtFJISERkVFJSxavBSDQebnn/eSnJzGiBEDeeGFx5l373ROnjzHIw89S1lpOQC/7PwVMxNj3lrxAfv3HQEgKzOX++c8gZePB5WVVcTFJPLq8yu5c8atFOYXkZdXgKSQUBopue2eiSxe/jgz5t/Jh9+8Tc/+XQE4vPsY3366mXqNhjnPzMYrwAtHN0emPnQnUT2j/ip8QRCuIjFT6B9otVpSEtOoqaxhyoSxWHnakZ6RzbKVz2FtY4VGq6WspJxvNv5AdIdw3lrxId17dWHuvdPR6XSYW5ihqdfy8orFGBsbtfZwhDbk5IlzlJeXU1lVxasrnyU7I5eXn19BVWU1+/YcIjI6jOK6CsbcNx4vb3eqqqqJ6iSKngvXTk5mLqWFpRjroE6WeWnZ01hZW2JlZUVuXh6V5VVo6rVsWv89IRHtMLe0YMz44djaWeHv79va4QtCs5lCFRWVWFk1TwoB+Af4EHMxgYAA3xaKTmhr9Ho9Obm55OcVUVpazpvvv8LxI6f54J1PAfjh++28umIxvj7eWNlY4ubm0roBC9eVqqpqRgwfwKFDx6msrCI6Opy0tAxUKhXBwf5oNZom/Xv17opelunVpxv9B/bipy07iYtNQqfTYZANvLJyMefPxJAYn4yvnzcGvQGtRstbS95Hra7H2MSYJW8+w133TcbOvmHV5aqKaj5983OGTxrCG0+/jZm5KT2H9MDUzBQTc1M8fK5eErOuqpbcpCxqK2pw9nXFxU8kSAXhN2Km0F+QZZmC7AJ+3XWQbd/+TMrhOCo1tVTX1qFQKlFrNGTn5FFeVsGJ0+eZ98A95OUWUlenpqqyGpWRktCwYGpr6rC0shAJIaHFyLJMUmIqtXW1FBQWU1Nby/Yfd+Pk6sQTzzwIgLe3B8WFJahURljZWfH1pi34+Hm3cuTCzaiqvIrq8mqOHz3N7p/3kRObQZVejaSQcHZ1oryykvz8AmxtbXF2c8bb15Ps7DxCQgKxsrHC0tJcJISE68YfZwqp1fWo6+oxMzO5bF8vLw9iYxNaMjyhDSktLScxKZWcnEJy8wowyDLvvLmGjp0iGTK8PwA+vl54eXlgaWUuEkJCMy4uTlhbW3Hi5FlWvP4Cer0Ba2srklPSOX8hjpzcAh559F4AHBzsWLBgFufOXESWZTZ/v52+A3oSERUGNCTM8/MKOXvqIr5+3tg72qHX6bh4Po6ZD9zFLXeOQ1Ov4blHX+WrzzZzaO9RDAYDMjKOrg5YWJlz14IpjL5zFKcPneWnjdvZ9tUO6us1fzcEAGqqaqgoqfjbPtVllXzz6ucsnfgMb9/9Ki+NeoKk43FX/iYKwk1CzBS6jMKcQn75aic7N+zE0cOR2xZOYdW7a5kSOomLF+N54cXXKSgoAiA6OpxnFj3ET9t3IUkQEhaEqbkpPXt1JTU5g+AgP4LbBbTyiIS2wmAwEBOTQHJyGnPmPkplZcPqYoMH9cXd3YWoTpHY2toQER2Gu6cbx46dIT+3gAmTRolLc4Srqqq8iqM/H2HTO5uwcbRhxKwxBIYFsmnjDwS188fV3ZVZsx6mtrYOgAnjRzBwYG+cnBwYNnIgXbp0wMzMRHx+CtcNvV6PLMuNNYIys3KwtLJArzdctr+XtwcxF+NbMkShjaipriU3N4/NP+zgpZdWAg1Lfr/22rOsXfMld99zBwd/Pcq9D9yNo5MdTk5OrRyxcD2ysDAnvH0IQYF+LH52Kd27dWLZa+80LiO/cOG9DBvan727D7LgoVkseelNYi7GY2RkxLz7ppOUmMqI0YPx9HTj7OkLZGflEdo+mIS4ZLb/sIuv1n3X+Foz77uLF1Y8RVpyw0yk+dMe5eudnxEUGsCtsyax/sNNtIsIwiAZuPOBO/h2zXd4+LpjbGz8l/FrNVrOHTrH58vXUVlWydh7xtFvXD/sne2b9c2MSWf/+t+L/9fXqvnimY947KsXsLS7/GxPQWhLRFLoT/Q6PZs/2syWj38gun8HgrqFUlRWwqTJozl8+CSpqemNCSGAs2cvkp6exd69h7h76u34B/pgbGxMfWUdUeGh+AR4Y2Zm2oojEtqSY8dOUVVVw9ur1jQmhAB27d7P6NFDqK9TM+/+GTg42OPoZE+/3t1wdnUisJ1ICAlX19kDZ3jrsbfwCPQkcEA4d9/3CAUFRUyYMJKJt47m4YefbUwIAXy/eTvjx4/A0tKSO6ZOwtXdGT8/n1YcgSA0pdVqUamUSJIEQFZmDlZWFuh0usv29/Jy58etO1syRKENKC0pIz0ji5ycfF555a3GdlmWWbToVV58/jEcHOx4b81y2oeHiISQ8Le8vT2ZNm0+I0YOZuXK1Y0JIYA33/yQnj26cOvtY7GwsKBL12j6D+hJeEQo9fX1dOwUibmZGSEhAXz0/udMvHUUHp5uTLxtNF+t+x53T1dys/N58Il5nDp8hs9Xb8DK2pL7HptNSHgwmWlZ2DvacfrIWdy8XNj08bdYWFpwy/TxTLl/MgHt/DA2+esrLZLOJ/HCjOcbY1770hoAJsye0KxveUFZs7bcxCzqqmpFUkgQEJePNVNSUMK2L36i28ge5BoqWPjUCxSXlLFt2x7y8wuIi09u9pjY2ET69e1Bjz5d8PH1xNHBln5De9M+OhRLUVBaaAE1NTWcOxfLmrXrqampJT4+qVmfqqpqTMxM8A/0JTjEHytrS3r26yYSQsJVp9fp+XHdTwD0vr0/Dz3xHAUFRfj6etG1SwcqK6uJu8w+Wl5egZ2dDV7eniIhJFx3dDo9KtXv59KyMnOxtLREr9dftr+npxvpaZl/uV0Q/l8VFZXEJySTlJxGdnZOs31Lo9Hg7OyEg4M9/Qb0xN3DtZUiFW4UBQWFnDl78dLKY00v1dLr9RQXl6DXG7jtllmEtg/myKGTzJ/7OI8sWMyrL7+FVqfF3NwcMzMzPv7gS+rV9Wzf8gvJSan06t+Np158mIQLiRw/dAqAqspqli1+g3G3jsTGzoay4jLq6+v5Yf1P1Ks1qOvUZKXn4O7jRnjn9n8be/ypuCZJLICtn2yhsrSyWV9nn+aXT4b0CMfKwfr/fcsE4aYkkkJ/YmRshJWtFe7h3mzZ8jMAlVVVWFiYgwS9e3dt9pjOnaO45ZbRWFpYUJBbhJmZeUuHLbRher2eoqJSqqqqLi0vL9O/X89m/UJCgpANMm4erkiyAl9fUUNIuDYkhURYlzAsrC3QqOTGg7Zp025j8bPLkGWZ/v2b76M+vl64ODvi5eXW0iELwj9qmCn0e1IoMzMba2srtNrLzxQyNTXFzs6WjIzslgpRuInJskxiQgqZmTm8996nOLs4Y2Vl2aSPvb0twcH+OLs4YW4ujkWFf2ZkbISfnzdqdT329rZNtllZWeLq6oyDox0frVlBQV4hZ89caNyenJTKLz//ypkzFykqLGbQ0L68/tIqNn7+HYnxyWxY9y27f/61SXH+32i0WoJCAzCzMMfS2oJhEwYT0ak99zw4ndhTcTx770t8/MY6ivKL/zJ2CxvLZm02DjYYXaaOq2eoL1NenImRScPlaO7Bntz+7AxMLcz+7VslCDc1kRT6E41ey+xX70UtaxvbLC0tsLa2Ijo6Ans7W4YNGwDQcE3sfXcTGRlGTXUt36z/nnvvXsjxI6daK3yhjTEYDBw7dpqkpBROnzhH+/YhlJVVMGRIP3r06Aw0/DB5/vnHCAryJy4ugQ2ffsOSZ1+nprqmlaMXbjayLHPyxFkeXvAM57KTmLhoSkNC/RKNRotOpyM9I4upd06iQ4cIoKGuwbKliwlvH4KXt2drhS8If0uj0WJk9HtSKCc7FxsbK/T6yyeFADy93ElOSm2J8ISbWF1dHQcPHaeoqITTp89z9OhJTE1NePWVpxsLSHt6urF2zRt06doBJ2eHVo5YuBHk5RWQm5vPyy89yaavNvPUUw/i6dlwUsbNzYVnFy8kIzObtLRMTM3NSExIafYccXGJHNp/jBGjB2NnZ0NOdl6T7YcPHCfiMivb2jvaUVdTx/dfbmHD2m+JORfH5Jm3sPrVj8jJyKWirJI1Kz5l5+bdfxl/+85h2Dnb4ebjhq2jLQqFgrsevQszy+aJHlMLU/pNHcqz25ezaOtSHt34Ap6hYkayIPxG1BT6A41GQ052Ht9t3d5kRpBOq8PYyIhPPt7A7ZPHMWvmFObOnYZCkrC0sqSyvAojpYr1nzUUVDv06zEm3Dq6tYYhtBEajYa4uCR+2bWfyPAQvt74A4tfepyZsx7imUUP88QT96PV6LCwMMPISEVKSjpVZdXk5eRz4tgZSorLsLRqfpZFEP6rc2djGDPiTpRKJW+/9yoLH3mOr79Zw4ABvdm79yAml87QPfbYCyxf/hwvPP8YarUaBwd7IiJCsLGxaeURCMJfa5gp1HAG2mAwUFBQTJfuncjLK/jLx7i5uZCcnM7QYS0VpXCziY9Loqy8nM2btzGgby9cXBpqBM2b9xhvvvESq1e/Rn29Bg8PV3T1f52gFIQ/kyQJpUKJn68XH3/8JhkZ2ax+fzllZeUcOnSCJa+8yZKXn+TcuRjU6nq69ejEth93NXmOTp2j2Pz1T3TpGo3JZYpCS5KEb6A3JqYm1KvrAejYLZr2kSF8v34rH7/9OQAKhcS5Exfx8HFnyLiByIBGXc/P3+1i9G3DsbFvfnzg6OHEA8sWcOTnI1jZWdG5XyfCuvz1JWcKhQJXf7EMvSBcjkgK0XB2uzAtl7KaKurU9eTm5rP/4FEeWjiPd99ey6LHl7Bm3VuEhAQy4+4H0Wq1GBsbM3LkIBbcN5MzJ8/jH+DTWGyyQ+fIVh6R0BacPx9LfkERtbW1pGdk06tvd95c9i6vvPI0c+Y8CjTMZptyxwT69e3BwvmLGT1uKGWl5QSHBGJtIwrrCVfX4YPHqa/XsPCxezl96jwfrVnJhYvxPP7ofQwZ1AdbO1vuuWcKH3+8nkcffR6lUsnatW8wuEM4Fhai/ppwfdNotI2XQRQWlmBpaYGJsRG6v7h8DMDd3YWEy9QiFIR/Iy83n6rqGrZs3UlsbCIdoyIIDvQnKqo9587FMOXOe3F0dGD9l+8xYdg0Nm1e09ohCzcQV1dnPDzcOHcuhrKySlQqFaPHTG3c/vTTD1JRUUVUVHvWfbaJ555/lAmTRvH9tw01A/sP7IVCklDX16M3GEhNySC6UwRnT/1+idnUe27Dy9uDhc/eT0lRKVbWlnTsFoWVtRXffLa5sZ+6To2bpyuDxw9k3Xsb0Gq02NjbcP/TczAxNbls/Kf2neLlOS833v/p8594/bvX8QvxoyiniITT8eSl5RIQGUhwh2AsW/G4V5ZlKnNKQAJrd4fGBQsE4XrR5pNCNSWVxPx6moTyAkIi2qHRapk+YzKfrfsKd3dXHlv0AO2CAzl26CSnT53n/XeWoTPosbe3JTc7D1NTE1at/IhBQ/vSPiIEc0sz+vTv0drDEm5iZWVlZKRnU11di4mxMUlJqdjZ2mBkosLewY53V65h7Ycr0OoNODnZc/FsHAvnL8bMzJSxE4bz1EMv8snGd7D707XjgnAlcmPS0GgbLrtVGRnRs3MUOr2OmNgEiotL8fHxpKK0nC7RkUS9EYqRsRHBwQF07doBE5PLH/AJwvVEq9U1Xj6Wk5OHk7MjSpUSnU5HVWUVX331AwcPHqeqsgoPDzdGjhqEq5sLu37Z38qRCzei4sJisrPzqKqu5ocfdjBp4ig+XfcVY0cN5eEFc9DqdUiSRLt2gUy9ZS4Dh/ShXWhQa4ct3GAaZjOmsWXr19w5ZSKvvfYsVlaWODrYEx+fhI2NFTExCeTk5JGTnUt5VRUbv/mIuNhEDh04ztbNP/Pq8mcpLCjCoDcwbNQgSopKiLuQQJceHendrzvOrk64urtQWlIGskx2Vh652Xk4ujpSVlIOQL1ag5ObA6tefr+xDmFFaQUfrfiUnoN6YGredCXnmsoavljxRZO22qpaYk/EYudox6qFb3LxyO/JqSmPTWXCvZNQKpvXN7rWaoorOLt+L0fe2woS9HxgPFG398NCFLkWriNtOilUUV5JzPEL1Bgb8An0IiEhGSOVksKiUqbcOZH4uCSefOplHntsPvaONnTp2ZGMrGyUKiVuri74+Xoz9bZ56HQ6ampqWfbWC7h5uODoaN/aQxNuUlVVVVy4EI9OpyctLRNJkujcOZpvv/2RceNGoDboGDtpBHV19YSGBXPxfCxubs48tfghDAYDDg72/LhnI77+osi0cPWkxaWSmJJGp06RmJmZYm1tSX5+IWq1msjIMJYseYPZs6Zy6tQ5wkLb4eTsQMeOkURGhrXKAZog/Bcaraax0HRudh729raolEoqK6u4774naRccwNSpk7C2sSY7O5cff/wFUxNTyssrWjly4UaTk51DRkYu6RlZgEzPHl3IzSvAw8ON9z9ax+23jiM0NIjQsGBOHjvDqtVLieoQjr2DXWuHLtxgXF2d0Bv0dOvWkR0/78XT051PP/0KU1MTbrttLDXVNXy9aQvz59/DsaOnCQoOYOXr7xMSEsS4iSO4/Y7xpKdn4eLsyL49B3nv7Y+JiAzltjvG0T4yFGfXhssdrawtycnK5/C+I5SUlGFhacHchffw+KxnLi2S0lCuY+Yj0zEYDFSWVrJ5/Y8U5hVRWlSCk0vTOlllxWWNl6P9kVajJTs5q0lCCODrt7+i56heuPt5XKN38q+l7r/A/hXfNN7/ddlX2Ho5EjZGTCIQrh9tNimUn1PAq0+tIC0xnUVvPcn58zGARJVOz88/76VDhwj69O3GvHnTWbHifXr37sbo0UMICPCjuqKS5xctZcqdk6isqAJgxqw7iIgKbd1BCTe17OwcTpw4R0VFJe3aBVBYWMTq1ev4bN3bXLwQx5q1X3LbbWOxs7elXWgQy5e+w7QZt/HDN9vZvfNX+g7syax7p2JpKeoICVfP+ZMXeWz2Ih58fj5lFRV8+vkq6tRqNn71A/b2towbN5zBg/qw8o3VTJ48AWsbS7p2jSY6OlxMnxZuKFrN76uPZWXn4eBgT011LSkp6dw15RYiosIa+wYG+uHv78Pm77aRkJBMRUUlNjbirLDwzzLSMygoKOHokVNU1VQTF5fE7NlTWfTMK4DErbeOJTDIj7D27QgPDyEiQhx7Cv9dVlYuOq2eLl06EHMxnn37DvHggln4+fvg4e5KeVkFixY9RKfOUfTu3Q1LS3N+3PwzJ46d4fPPNiFJEu9+8BplZeVYW1vz8OP3IkkSZmamLHr8ZT5d/w6WVpZotVr27dzPm6++3/jaHbpE8u7GleRk5OLq4cLGj7/hwC+HAXD3dmPOo3fz1dpvsbtMsjPhXCJ9x/blq1VfNbapjFSEdAihuqyqWX9tvRZtK9XcuvjtgWZtMZsPi6SQcF1pk0mh0tJyjh07jU97X6bMn8yiZ17F1taasWOGUV5WhJmZKfb2tryy5C3mzp3G0KH9G4pKW1hQUlJKfZ2GN1a9xJLn3iCsfTvmPzyLXn27t/awhJtYeXk527bv4YMP1vHKkqfJyy0gL6+I+++/h7um3s8rrzzNXXfdiiQpsLOzJj4miQULZrF/3xES4pKYe/8M7px+i0gICVdNZWU1589d5OK5eJ556ykuxibg4uzIux9/Sr8+PXBzc8bNzZUlS97g0UfnM2bMMAwGA97enoSHh7R2+ILwf6uv12B8aanj7KwcIqLC+HHLTqysLZskhH6jUCgYP3EUFy7E8cRjL7L6w9dbOmThBpObk0tySgZr167H2twSS1tLunfvxGuvvcPLLz1JbV095uameLi7Ehoa3NrhCjeB3Nx8/AN8OHLkJE888QBqdT1KpYL09GwOHz7Bxx9vYOrUSZSXlWPvYM8Lzy7ngQdnUVZWTlVVNc7OTlRWVmJqbExleSVvvvY+pmamPPvio4wZN4xDB44T3TGcmuo6Pnr7syavfebEeTIzsrh16gS2f/dLY0IIIDczj7gLibzy4Qs4uzk1izsnLYfkuFSmPHwnJ/eewMrWim5DuuPq54rawQZLG0uqK6ob+3cc2BkXL+dr90b+DecwH9IPxjRtCxEz9oXryzVLCkmS9DEwGiiUZTn8Ups98BXgC6QDt8myXHZp21PATEAPLJBl+edrEVdpaTlPPfkyX23YzIMPzyEhMQVNvQZrKyvefnsNjzwyj5kRoTz8yLOMHTuMpKRUXF2dCA0NRl+vQ5tZxchbBuLs6cLGzWuQZRkrsYKTcA2lpqSTk5vPm29+yIzpt5OSko4sGxg1ciCvLX+XuXOnkZycRn29hnbtAqitqsHJwhYfPy+e6tedBQvnYGNrjUKhaO2hCDeJmppa3lm1FkmCisoqgtsHkp9XQElxKTt37uOOyeORFPDFl9/Sv38vTp8+j729LT16dBYJIeGGpNfr2bfvMNnZucyatZCcnFwSk9MAGTMz0798nEIh4efvw9atvzDrxFk6d4lusZiFG0tMTDwxMQlcvBjPtm27WfbqM6jV9Xy/eRsDB/bh4MHjuLu70L17F5EQEq4aZ2dHTp8+z+LFS7G3t+P77z5hxYr3iY5uWEb+8cfvx8bGkoOHTtC7V1f69uvBoieXYGJijLGJMTXVtbyzehnlpRX06d+dhPhk7ltwD28t/4CS4lIAQtsH8dpbL1BTU9vs9RWKhkvIE2ISm22Lv5BAQLDvZeNu36U96974Amd3J/qO64emXou1gzW2drZgZ8uzX7zIN+9sIuVcEj1G9WL4XSMxtWi+VH1LCJ/Qiwtf76eurCFJZe5gTeiYbq0SiyD8lWs5U+hT4B1g3R/angR2y7K8VJKkJy/df0KSpDBgMtAecAd2SZIULMuy/koCKMgv4vix05w5fYGIyFC69ehEfFwyG778jrnzpvPtdz9y1123MWRIP1555S169uzC999vY/jwgbz5xkukpqajUhnh7OQAMni4udJvUK/GSx4sLcVqOcK1VVhQyGefb8LZ2YlBg/ry0UdfcNddt7Jr134eeWQec2ffRXFJGSYmxvj7+6DX6di99VcGDO+Lj58XSqUSY1FQWrhCRUUlHD96mtOnzhMaFoyHpyt6g57VH3zG/fNnUllRxQcffM7cuXdhMBj4+JON3DV1EpPGj8TCygI/fx8CAnwIC2vX2kMRhP/b2bMXmTnzYSqrqjE2NmbAgJ58+cV31NXVYWdvR0FhEbt27WfgwN6XTb47Ozvi6GDHQw8uZv/BH0SCXmhCq9WSkpLGxYsJLF36NoMH90WtruenbbsYPWowQwb1w97BFm9vT3x8PAkXl4sJV1FAgC9Hjp4EoL6+npMnz+Hn54O/v09jwruysooxY4by0AOL6N6jM/MXzOSnrTuxs7Nl4i2jqamp4dWX3wRZ5pXXFnHo1+ONCSGAuJgkzp6+yAsrniY3O4/qyho2b/wRg2wgLKLhuCC8Q/Ol5PsM7YWl9eVPvIdGh/DSJy/wyWuf8sNnWwEwNTfFyc2JsI6hBEYG8siqR6mrrsPS1rJV6xe6hPlw13fPURjXUAvUOdQbez/XVotHEC7nmiWFZFneL0mS75+axwH9L/37M2Af8MSl9o2yLNcDaZIkJQNdgSP/9fVra2tZ9srbrPv092tN75g6ke49OuPr60VoeDBvv7uGouISHB3tkWWZEyfO8tRTDzB//pOYm5sxdGh/PD3dcfdwIbx9CHYOtv81HEH4v1VVVpGRlcvKlR8QFhrMQw/NYd1nm6iv15CcnMbkyXPx9fWid+9uBAT4EBoahJ2tHfc+OgsPL7fWDl+4SajV9bz9xoe8/84njW0ffrISlUqJubkZOVm52NnZUF5egaWlBUqlkl9/PczJk2e59dYxjBwxiKBgP0LaiVVxhBvPN99s5f77nyIyIoziwhKKior57pufMBj0SLKETqPBxMSY8+djSU3LYPq02zExMW7yHA4OdpSVlqPX6fjm663cdvu4VhqNcD3Kzy8iPS2bmIvxpKVl4uLijCRJ7PzlV44eO824scPo0CmS9u1D8PFp+SK5ws0tLS0Tfz8f3N1d0el0ODjYsWjRq2gvrSYaFhbMqFFDSIhPISsrl6ysLQQF+/P4Uw+w+bttrPvkK55+9mHmzZ9BdnYusgzJianNXufC2Vguno0nMS4ZJxdHnnz5YQKC/Qi9lBSK7hrBLdPH8+26H5BlmYhO7bll2vi/TKKbW5lTV1NHSuzvr6WuVbNuxTqeX/McpmamGF+azXQ9cPB3w8FfHJsL16+WPl3lIstyHsClv79d3OkBZP2hX/altmYkSZojSdJJSZJOFhUV/eULpSRnNEkITZ4ygdnzpmNjZ8MLLz+BStmQD/vww8+JigwjIMAHjUbDoUMnWLToIVxdnYmJSaB9+2DCw0VCSPj3/u0++ncSE1M5dz6GosIStFotZ89dRK/Xc+edE/ngg3U89dSDDBzYm7o6NUqlkl69uuHm7kJo+yCREBL+lX+7n6alZvDBew11ABQKBZu+XYN/gC8Wlub4+nqRlJTKj1t2MmLEID7+eAOvvrqIjh0jsbW1xsPDFW8fT5EQEv6Tq/FZeiU2bdrCvHmPo9Pq0Wg0RHUIx8/fh4ioMBQKJR07RWJra4NGo6W2tg61up41a79s/DH1GydnR7Kz87hz6i28/NIb6HStU+xUuPqudB+NiYknNTWDouISdmzfw6RJo/n886959dVFREaGYWNjRUCgL56ebiIhJPwn/7SPFhQWYmtrw0cfrqBv3+6o6+t59dVFdO3aAXd3F3r27EKHDhEEBvpy59RbuG/+3Tyz+GEyM3IZPXYY9z80i7kzF/L6a+9y+tR53D3d6NazU7PXCY8KJTUpHYCigmLee+NjvH09G7c7Ojuw8PkH2PDLJ3y+7SNWffE6vgF/X3cnP6ugWVtaQjp1NXX/57skCML1Mof5ckvQyJfrKMvyh7Isd5ZlubOTU/PCY7/5bZlCU1MTlq14jqiO4axY+R63T56DpaUlxsYqrK2tqK+v59bbZvPGGy8xZsxQTp06R2xsIktefoqxY4bQv38vfHy8rsoghbbh3+6jfyUmJo6P1nxBTEwiefkFjBs3HICZsx5mzJihTJ9+O8uWrcLby5N3Vr2Kn48XBoMBPz+fqz0U4Sb2rz9L6zUYDAaiotvzzuplHDtxhgsX4zEzNSM+PpnOXaI5sP8oHaLD6d69EytWvEe/fj34/PN3ueuu2xrrEgjC/+tKP0uvxK5d+5k582FsrC2Zd+90Jt0yBrtLS9AnxCVhZWWBsbERDo52qFQqAoP8KMwvoqqyig0bv0eWfz+EcXJyICc3n4jIUGxsrPjm660tOhbh2rmSfTQuNomCgiJSUtIwNzejIL8QeztbevbszKpVa+jfvwcff/wmU26fQGRk80LmgvBv/NM+amNtzbnzMdx2+2w6dYqmfVg7jIyUhIeHMHHiKNzdXbCysmDpK29zYP8RNqz/jul3PcDrr7+Lq5szD92/qDERnpiQwidr1+Pu6cbQkQOQJAljYyOmTLsFU1OTJgnxzPRsigpKmsRiamZKu/AgwjuGYWP3z6s1totqXltr0IRB2Njb/L9vkyC0eS2dFCqQJMkN4NLfwkvt2cAfMy+eQO6VvJB/gA+RUe156dWnKSwqRqFU4OvrzWefvU18QiJHj57mow9XMGrkYAICfDl+/DR33DGBu6dPpry0nJdeXMGECaPw8xPV4YWWk5SYQkFBMRPGD2fb9l1kZeUwaeIo5s6ZRki7QHbvOUhUZBhT7phIVWUVb6x8n169u9KpU2Rrhy7cpPz8venTtzuPL1pAemYWnl7uWFlZ8PPOfaxc+SL2DnaMmzCCla+/T2JcMosWPcz48SPw9HTH11ck1IUbT2JiChPGz8DPz5v775+Fi0vDDymdTodOr6eiqhoHB3sAJEmBwaDH3c2F3n26oanXkpyUzr59v6+iY2FhjlKhoLy8gltuHcPrr72HwWBolbEJ14fk5FQys7JJTctEra7njTc+5I23XmbrDz9z9NBJ7pg8gdGjh+Fi54i3n/gcFa6NyspqSkrKMBgM1NTU8tRTL5OUlEJxSRnW1pY4Ozvi6urM8uXvsuKNF5FlmbKyCpycHXjr7SWkpqQ3e84D+4+Sk51HaXEZ9z8ym1n3TSMpMZX4mOQm/ZxdHbG/wqswQqLbcf9L8zGzMEOSJAaOG8DoqaNE3TZB+A9aekn6LcB0YOmlvz/8oX29JEkraSg0HQQcv5IXsnew4701r5GWmsnyFe9iaWVJZWUVUVFPU1VVg6eXGy+8+DqzZ03F5MAx1q7dgLGxEa8vf47uPToREOhL+/ZilRyh5eTk5FFeUcUTT77MsqWL8ff3xUhlxCuvvs3dM26npKSMAweOsn3bLpYuXYxCkgiPCMXHx/Ofn1wQ/iMbG2tefPUp3nzrQ0pLyxg+fCAmJsbs2XOQrl074OvjSW2tmicXPYimXkN9vQZra0u8vcWlDsKNp7q6ht69x+Dm5sKsWXc2LiwBoNPqKCstx1ilxPzSKjYKhaIxwWNubkbPXl04dOgEP+/cS2CgL15eDf8duLg6kZmZQ4cOEXy+7mt+3rGXESMHtfwAhVaXlZVLbFwSe3YfwN3DFTMzM265dTQLH32euXPvwsHBHjc3F7w83PALEDOAhWsnKTmFgsJiPD3ccXFxoqCgiFWr1jJy5GDS0rI4feYCZ8/E8N57y3jx+dcZNLgvDg52VFfXkJCQTMeOEc2eMzKqPV26dWDj599x4tgZbO1seHzxAqorqpEkCVmWMTM35bVVL+DidmVLxFtYWTDh7nH0GNwNrUaLs6czJiYmV/ScgtBWXbNUqiRJG2goFN1OkqRsSZJm0pAMGiJJUhIw5NJ9ZFmOATYBscAOYP6VrjymVqspL6ukurqGGTMm4+7uwgMPzESpVFFbW0tubgFT77yF3XsO0rlzFM8//yjPP/8Y9y94GnNLc5EQElrUuXMxHDx4nNWrP+Phh+aSnp5Jzx6d2frjz8y85w6OnzhLVHR7Zs+ayqJFD/PQw89gYmYqEkLCNXfhQhyJSan069sDS0sL8vIK2bv3EA8umMWePQdIS89CpVKgUEh06BjByJGDxHLJwg3JYDDQr+94ZIPMvHtnNEkIQUPCqLKyCq1Oj7n5b0khCYNBbrxczNjYiJ49O6NSKlmzdn3jZRVOjg5kpGcjSRLjJ4zkjRWrW3ZwwnXh4MFjvPf+J/y67wj7DxzFzNSUpKRUFAoF8++/G0mScHFxIiw0SCSEhGuusKgET083EhKTeevNlxk/fgSFRSXU1tVxyy1jGDSwD++9twxXV2dGjRmCp5cbsbGJrH7/M3R6PafPXGDSbWMan8/JyYERIweRm1fAKysXc//C2dwyZRyff7KJ0ROH88PuL/n063fZuncDvft3v2rjcPVyxSvASySEBOEKXLOkkCzLd8iy7CbLspEsy56yLK+VZblEluVBsiwHXfpb+of+S2RZDpBluZ0sy9uv9PUvXoxn8+btFBaVsPjZZeRk53H61HkuXIjFxsYaZBmdXs/YscPo2CkCR0cHZs9ZyMMPz6V7t+YF0gThWklMTOHosVNMm34/7doFMHfeY+TmFXDhQizTp91OeUUlQwb3IzqqPba2Vsya/QgzZ95Jl85RrR26cJO7cCGOkyfPkZyUyvz7n2LTpi0olQo+/mQDPj5ejB41BL1eT0CAH506RdG1axQBAb6tHbYg/CcLFiwiPiGZOXOnY2TUfCJ1ako65hbmGBkboVQ2HD5JknQpMfT75WAmJsb07NmVujo1GzZ+D4CziyNpaZkA9O7dlcysHE6eOHvtByVcN06dOse06fezatVazC3MuHAhjvKKSuztbVGr1bi4ONO1awc6dYrAX3yOCi0gMMAPZBk7WxvumDKPAf178eUX7xEY4Ed8QhLV1TVodRouXozjww8/5/nnX8fSyoJevbpib2/LiuXvIwNvvfMKCx+fz6RbR7P5mx8pKS7FysqSQweOY2SkYtUHS/H0cqd9ZAh9BvTAL8CnWdJdEITWdVNedBkfn0RsbBI9e3bh/fcallEePnwgGzZuZs+eg1y8GE92Th61tXXExSVy6tR5LK3MOX5sO/PvuxtLS4tWHoHQVpSUlFJYWMLKlasxMzOltKyc+vp6jh8/Q0xsIt99vw29Xk9KajpZ2Xm4u7tx4vjPPPbofQ3JTUG4Rurq1OzYvof33/+Eiooq6uvrkWWZ8rIKQkICmXfvYxw+crJhyraLI9HR4bi4uLR22ILwn3z33U+sW7eJwYP74uravBhrvbqerOxczM3NsDQ3b7JNoVCi0zed3GxpaU7H6HDOn4/j4sV4XN1cSEvNAECpVDJ27DBWvv7+tRuQcF05fz6W+PhksrPz0Gg06HQ6AgJ8efHFFZw+fYF6tQYvT3e6dInGw8O9tcMV2oigQD90Oj379h3illvG8OBDzzB6zFTOnr1IQIAfeoOBzIwcVq1aw4gRDZe7btjwPXPuncbqS6uSbtzwPVY2VpgYG2FjY0N4VBhe3h4MGzmQ7376jKeefZjgkMDWHKYgCP9CS9cUuubS0zNJS8tCq9VSU1OLwdAwpdtgkFGpVBw8eIyRIwfTtWsH6urUhIeH8u3XW+nfrxdhYe1aOXqhLTl16iympibo9XoMBgOyDAqpIU+7Y8ceJkwYSf/+PTEYDHh5ulOQV8DMe+5o5aiFtqCkpIz09CxKSsrQ6w0oFL+f0Xvn3Y+5d9507rxzEvZ2dvj5eRMRHoqDg10rRiwI/11CQgqzZy3E0dGegQN7X7bP8eNnsLAwR6/XY2HWNCmkVCjQ65tf8e7u4YpHfiGff/ENTz+1gKysXPR6PUqlkiFD+zF75kKSk9IIDPK7JuMSWl9NTS2JicnExTUtsvvmmx9y//x7sLGxxtnZET9/b0JCgrC0tGylSIW2SqFUEhDoT8cO4YSHh6BW12NmZso7q9Zw8tQ5Fj/zCAZZbnIcEHMxnry8huXgrawsycjIwsXVif37jjB+4ki69+oCNCTABUG4MdxUM4WqqqrJzy9GpVLi6GjP3r0HefDB2QBs2bqDadNuBWDbtl08//xyNmz4josX4nB3d8HL0601QxfamNy8fKqqakhPz8bYyIgHF8xBrVZjZWXROFPt+++38cILr6NSqnj6qVcIbhfQylELbUVcXCJKpQI7exvumnYr5uZmWFk1/FiRZZn33v8UWxtrunbtQMeOESIhJNywqqtrmDTxbvQGPVOmTLrsqjVarZYDvx7BxsYadV09FpZmTbYrlAr0usuXQezQIQKVSsknn2zE1taarMwcAExNTRk5ahCvL3/v6g9KuG7ExyeTmprBuXMxuLo50S644Xtcr9fz1tsfkZGZTc+enenSOfqyM9QE4Vqzs7XBy9ONvPxC8vMLWbr0bZ577jVOnjpHUJAfxSWl3DF5PNu37wbA09Od8rIKoOHy2QUPzcbWxpopd93C6rUrGD5qELa2Yia7INxobqqZQpmZ2ZSWlmFsrEQ2GLjttrFUV9ey5qOVfLXpBwL8fflg9XJ++eVXPDzccHCwJzcnnxkzJuPiemUV8AXh/5GTk4dWq+XM2Yv06tmFiIgQVr39Crt372fVqlc4fz6WvNwCOnSI4NjR0zz/wmP06NG5tcMW2gCNRoNSqeTYsdNER4dTWlpObW0dy197lvPnYykpLWfokH5ERobSvn07cSZQuGHJssy8OY9RWlbBgAG9Gpee/7MTx89g72CHXjagrlNj8afZHEqlEt1fJIUUComePbqwd98hvDzcSEhIwdfPG4AxY4Yxd86jpKVl4nepTbh5xMYlcjEmnl/3HWL48EEsefkt3nzrZQ4cOMqFC3H069ezYQVHXy8xQ0hoNW5uztTU1lFTXcOoUY5EhIeyZ+8BggL9cXN3wcTEhIS4ZLRaHf0H9OTxx+6noKAQW1sbTE1NqKmpxd3DtbWHIQjCFbqpkkImJibodDoKCotwsLejuroWDw9Xvv76R9R19Xz55Xf07NmZXr260qlTJGZmZnh7u2NnJ85yCy2rXq2hoKCY3bsP0KljFPb2tpiamlJXp2blitX4+/tw36X6VqNGDiYwyO+yZ7AF4WpTKpUkJ6dRWFhMQUERI0YMZP3670lJSWfAgN4MGNAbX18vIiPDRKFI4Yb25hsfcODgMaysLOjXr9dl+2g0GvbuOcSQIf349eARFColxsZND51USiU6ne4vX8fKyoLQkCDi4pI4eOAow4YPAMDSyoJRowfzystv8NHaN67ewITrQmxMAjnZebi7u2JpYc6AAb245+6HmDbtNubfdw9ubs64ubmIhJDQquzt7bApKqWyopL33vuUZxc/jIeHK7IsY2Jiwrx5jxEUFMAjC++lV68uyLJMZWU1PXt35cK5WH7Z+StDL32mCYJw47qpkkL+/j5UV9eQlJRKQkISHh7u1NTUMGxYf0aOHIhSqcTU1AQLc3PC2ov6QULrUSiVpKVlcuutY3n0sed5+qkH8fb25LHH5iPLDcsa29paExIS1NqhCm2MUqmkvr4ejUZDnbqeJ59awoMPzmLSpNHodDocnewJbx/S2mEKwhX56cdfeH35+6g19cy4e3LjamJ/tv/XI7i4OuHoZE9tTS0WfyoyDQ3/zWj/JikEEBTkR25uPsdOnqW4uBRHR3sAxk8Ywb1zH+fs2YtER4df+cCE60ZNbR3V1TVIComXlrzB7Fl3smHDajQaDQ4O9ri4OGNra9PaYQoCPj6eHD16koEDejHj7geZN3cabu4uGAwG1q9fTV2dGlMTY7Q6PeVl5RQVlrBi+fvk5ubz0MNzaC9qsgrCDe+mmnqgUCiwsrLCz88bezs7igqLyczK5ey5iyBJ9OnTnS5dOoiEkNDqFJJEcXEpKpWS2bOnkpqaQWJiMsbGxnTqFEn37p1EQkhoNYGBfpeWnfekR/fOxMQkcu7cRSwszUVCSLjhHT16ijmzFyJLMuPHj2hM0PxZaUkZhw+doEuXaADq1GqsrJuvTqpUKdFqtf/4uj16dAEZ7rvvSaqqqgEwNzfnzqm38PCDiy9brFq4cbULDmD9hu9wdXVm+PAB5BcUcfrMBcwtzImICMXe3ra1QxQEAExNTfD0dKOysorHHruPktJysjJz0On05OTkceFiLAqlgu7dOzJq9GDGTxzJijdeZNeeb3j08flY21i19hAEQbhCN1VSCCAgwAf/AF+8vDzIzMpBp9URHORPdFT71g5NEBp16BDOuPEjyMzI4sKFeKytrYiICKVr1w5YWDQ/Ey0ILalbt458+MEKtm37hdy8AgIDfBk0uDddOke3dmiCcEWOHz/DrZNmYmFlQVRU+F/OzjEYDGzatIXIyDCsrCzRaXVotTrs7Wyb9VUp/11SyNhYhYe7CxWVlTy44JnGxNDgIX3RaXW8+87HVzQ24frSpUs0a9esZO/eg6SlZeLj7Un/fj3p2qVDa4cmCM307duDLl2i2bF9D3q9Hg8PN0xMTUhJzSAqsj1dunRApVKhUCgIDQ1i5KhBdOnaoXERCkEQbmw31eVjv4mOak+74AB69eqCmZkpTk6OrR2SIDRhYmLCwAG96NihoZCvm5szZmZm//xAQWgBZmZmjBo1mC5doqmtrcXXVxTBFW58P27dybx5j2NtbYWdvS3Dhw/8y747d+xFp9USHhEKQGpaJgBmZqbN+hoZGaFW1/+rGHx8vaiqrCavoJB7732C5cufxc3NhQUPzeaxhS/QuXM0PS8t5yzc2JRKJYMG9SU6OoKKigp8fLxEYX7humVkZMTw4QPp3bsbWq0WKytLCguL6d2rG9bWIvEjCDe7m26m0G/MzEzx9vYUCSHhumZra4O/v49ICAnXJWdnR5EQEm54NTW1PP7Yi9x33xMYGRvh7OLIbbeNRaG4fKH0/b8e5tzZGAYM7IVCISEDZ89eRKlUXrbgv7GxEXV16n8Vi4ODPQqFgm5dO1BWXs7cuY+xZ89BXFyceHjhXKZOuZdTJ89dyXCF64yDgx3+/r4iISTcECwtLbCzs0WlUuHu7ioSQoLQRty0SSFBEARBENquqqpqPlj9GRHh/fjxx1+oqa2je/dOTJw46rLJnZqaGr7auJljR08zYtSgxmR9XGwiOq0Wc/PLJ+9NTU2orqn9VzFJEgQG+5MQn8z4scMxMzdl5crVzJv3GDqdnnvvm8GkCXfzwerP/nZFM0EQBEEQhKvlprx8TBAEQRCEtqO2to6CgiJSktM5dvw0u3cd4MyZC5hbmFFdXUtUVBi3Tx7fpLivwWCgoqKS3Jx84uOTuHghnsAgP8aOG46RkQqdVseFC3FcuBCHh5c7ZeXll31tCwtzqqqq/nWsbm4uFBeXcPDAcQYO6EVhYQknT53j+eeXo1Kp8Pfz5vXX3+e1pe9y2+1jGTZ8AOHhITg6OVzhuyQIgiAIgtCcJMtya8fwn0mSVARkXKWncwSKr9JzXe/EWK+eYlmWh//VRrGP/mdirFfP3+6jIPbTK9TWxgtXf8xXtI+aGDv7qZTm9rIso5cNl+khN/4PIP3+b+ny149d7hlkGZm/P15SSFd/8rVCklBIChSShFpTlKLVVZf/n0/R1vbPazVe8Tl67bSlscK1He+VHJPeLP8/iHFcf/44ln/8LBVaxw2dFLqaJEk6Kcty59aOoyWIsd6Ybqax/BMx1hvXzTaef9LWxgs39phv5Nj/CzHeG9PNMo5/oy2NFa7f8V6vcf2/xDiuPzfTWG5moqaQIAiCIAiCIAiCIAhCGySSQoIgCIIgCIIgCIIgCG2QSAr97sPWDqAFibHemG6msfwTMdYb1802nn/S1sYLN/aYb+TY/wsx3hvTzTKOf6MtjRWu3/Fer3H9v8Q4rj8301huWqKmkCAIgiAIgiAIgiAIQhskZgoJgiAIgiAIgiAIgiC0QSIpJAiCIAiCIAiCIAiC0AaJpJAgCIIgCIIgCIIgCEIbJJJCgiAIgiAIgiAIgiAIbZBICgmCIAiCIAiCIAiCILRBIikkCIIgCIIgCIIgCILQBomkkCAIgiAIgiAIgiAIQhskkkKCIAiCIAiCIAiCIAhtkEgKCYIgCIIgCIIgCIIgtEEiKSQIgiAIgiAIgiAIgtAGiaSQIAiCIAiCIAiCIAhCGySSQoIgCIIgCIIgCIIgCG2QSAoJgiAIgiAIgiAIgiC0QSIpJAiCIAiCIAiCIAiC0Abd0Emh4cOHy4C4iVtr3v6W2EfF7Tq4/SOxn4pbK9/+kdhHxa2Vb/9I7KPidh3c/pbYR8XtOrgJ16kbOilUXFzc2iEIwt8S+6hwIxD7qXC9E/uocL0T+6hwvRP7qCAIf+WGTgoJgiAIgiAIgiAIgiAI/42qtQMQhNYiyzJyTRno9UjmNkhGxq0dkiD8Xwz1tcjqKiQjMxTm1q0djiAg63XINeUggWRhh6RQtnZIgvC3Go8FDJeOBVTiWEAQhN/J2nrk2kpQqpAsbJEkqbVDEoSrTiSFhDZJ1tajyziHLmYf6HUonP0xihqKwsq+tUMThH9FX5aL9sRW5OoSMDHHuOMoFK4BSJKYACq0DkNtJbr4g+jTz4EESv/OqIK7ozCzau3QBOGyZI0aXdoZdHEHwKBD4RqIUeRgFJbiWEAQBDBUlaA9uwNDUQYojVCFD0TlE46kMmnt0AThqhJJIaFNMpTloju/6/f7hanoko9hFDUUSaGkvlZN+vkU8pKysHa0xTcqEHt3x1aMWBB+Z1BXoz2+uWFGBkB9LZqj32IyaCaStVOrxia0XYb8JPTpZxvuyKBPOYHB3IEzF6ow6A34RATgGeLdqjEKwm/0Wh312alIMXsb2wz5yegs7TGKGCRmAwjCFTDo9WReTCMzNh0TMxN8IwNw8Xdv7bD+L7Jehzb+UENCCECvRXfuZxTWjiidfFo3OEG4ykRSSGiTDBVFzdr0OfGoQnojmVlxcuth1j3xfuO2wC6hzHnnYWxc7FoyTEG4LLmu6veEUGOjAU1pIaYiKSS0AlmW0WfFNmvX5yaw5+OzZF5MxcTClIUbX8Anwr8VIhSEppKOx+GoS8fiT+36nDhU7Xogmfx5y41FlmWR2BJaTdLxON6862UMOj0Adq72PPjls7gFeLRyZP+eXF+LITeheXtVCYikkHCTEdcZCG3S5eqvKGyckYxMKM0p4psl65psSz4RR3Z8egtFJwh/zyCp4DJTl2vqxGqfQuuQJAmFg1ez9lqsKMsvAaC+Rs2xzftbOjRBaKa2oobvln6B2tD8c1Rh43JTXBoyaPAtfPrpxtYOQ2iD6mvVbH1zU2NCCKAsv5Tk43GtGNX/TzIyQbJxbt5uatkK0QjCtSVmCgltimwwIMsg2bmT49qL5JQ8FEoFQR6WeIdFIamM0ag11FXVNntsXXVdK0QsCFBUUExuRi7FxaW4e7nh4eFKnXNnrHMPAw2JoFr7MNKTS3EIbd1YhbbFoNcjKRQUF5QQl6OgosofH1cr/A2ZKJBJydJTVVzR2L8oI78VoxXauvycfHIy8iguLCFkeGfi40roFuCCqqagoYORScOMYeWNf3h88OAxXFycmDFjcmuHItwksjNySYhJRKvVEdjOn8CQy8/61NVrKcsrbdb+x++Cv2LQ6VGoro8FCiQjE4wiBqE5uAH0WoCG2o12bq0cmSBcfTf+t54g/At6jZaC44nEfLwTvUZD4JT+vL72W44cOgmAk4sjK9e+guJCIbH7zxExsCPnd59qfLyRiTFugZ6tFb7QhuXHpBG36VeqTqdh2t6T0/ZplHYJRZNZg51lFDaWErUa2PvxCYY/cFtrhyu0EbVFFWTvOUvCxl+xCXBD2dGbp59fQVVlNZIk8fqHLxIR6M1n9z/T5HE9bxnQShELbV3G4Rjiv9yDJrsU8x6BxOdmEBYews9HKons2hGVEhzatcPM/saqe/K3ZDF7VLg60lMyuW/yw+Rk5QFgZm7G+xtX0qFrVLO+FnZW9J82jG9ebjrr3vtvLh2uyS0h45fTpHx7CKcOAQRP7od9aOvXoFM6eGIy4G4M1aVIKmMkG2cUJuatHZYgXHUiKSS0CYWnU9h+x9LGA6ScfRe455W7yCsopCC3CL9gX04cPo0pStKPxxHePxoTC1Mu7juDW6AnE5+8E492rf/lJLQt6vJqTjzzOYUnEhsazqRgE+bF+fp6Qvz8iDubxcmfjmBha8m4hZPxiQxo3YCFNkGWZRK/+pVTSzcBUHgiEaMfzXh92dN89tUPHD94kmXPvs2bH7/K1FfnsmXlV0iSxKgHbyW4R3grRy+0NQaDgfRjsRy85y20v834PZVE17sHcSwpGdNcNRcPxTPxyal4u98cJ3/kS8c6BpEUEq4CWZbJSM0kNCoEK1sr4i8kUldbx8dvf879T5rRLjwYdZ2aotwidBodSoWC6GFdqSqu4PDXezGztqDXbQPZufoHnH1ccfZrOtNGr9Vx7r0fifv0FwAKTyeT8sMRxmx5Hmvv5pdvtTSFtSMKa7HYjHBzE0khoU1I/eFwszNmxTvOsPS95zl18jybv97G2XMX6d2nO+HjurNjyQbcQ7yYumQu7Qd0wMzSrJUiF9qq9OQM6pLzf08IXVIRm4XH8AgkC2Mu7j1N55Hdqa2sBVnGyMSolaIV2pKa/FLOr9rSpE1bXYcur4wqTS0LX1rAtk0/c+LQacZOHkXkoE4AWDnYtEa4QhuXEJtMXXz27wmhS3K/Pkzgff3pf/9ALG2tsLC5eeqE1NfXA6CuU7dyJMKN7sLZGD5fu4mUpHSGjOjHqFuHodfpyUrJBhniziaADBtWruf47uO4+rgybvpYnJwdOLPtKB1HdEddVcuOVd9SX1tPTkJms6RQVWYR8Z/vbtKmLq6kLD77ukgKCUJbIJJCQpugNGr+Y1lhpOL0ifM8+8SrjW27dx7gjXdeAiA3PovizAKREBJaXOyZOE4fPUfHgMtPtXb3dqdMq6U0u5j9XzScWYsa2qUlQxTaMEmSkIya13yorVVzeP9xDu8/zisrnmHvln30HNCd4PaBrRCl0NZpNBpOHjnDtq276Ova/LNUUinw8HK/6RJCADU1dZf+Nq+PKAj/VmJ8ClPGz6GmumE/OnPyPLPuuwtPDzc8vN145ZHX0NRr6dSrAwG+Datx5Wfks/bVj3ls5UIqCso4cOkY5TcKZfPvDkkhISkVyHpD03alWD1PEFqKWH1MaBO8RnRC+mPhOknCeXQn3l7xYZN+6jo1+XmFSJKEkYkRoX0jWzhSoa0rKyrjly17ycnNI6WkEMfeTStH23cJBHszpD/MfLNysMYrzLeFIxXaoryMPHIKigm/f0yTdlMHa3K01Y33t2/dhZm5OTZ2zVd6FISWcHT/SY4cOME3638gR1uNqUPTfTF49jBsXBxuuoQQQG1tQ1KoTi1mCgn/XXxMYmNC6Dcb131Hbk4+B/cdZebCGQCcOnQGR8/fL6/SaXXkZOTR566hTR5r7+GIx2XqBFl5ORExd2TTNl9n7EOar2gpCMK1IWYKCTe9zMRMYlIz6PH5QmpzS5Cq1ZTp1BxMjEd5mTMWKpWSwbNH03FUD7zD/7ooniBcbbnpORRnF9Ovf3cO7D9KbmER1T4mhIcPQZdciFGgM/Hqcixra/H2dqfLuN64+LsTPawrLv43UXFU4bpjMBg4vus4Wz/ZQkTXcKJ6RBLxzhzkzBLqyqoosJJY8sZ7jf2NTYyZeu/tuLiLqf9Cy8tJycZUUtIhPIzQ9sEsf+9jnnv4PjwK69AXVuE9rCN2od443qSfm+pLyaC6uvpWjkS4kSmUzecOGBkbodPq2PrNdpa992JjuwyYmJmg1+mJ6B6Bs7sT5sFmzOv+OCU5Rdg62+Ee7IWjZ/PvBIVKSdg9w7AL8SJz52kcwn3wHtIRSw9Rx0cQWopICgk3tcyEDLZ/9hNxx2MI6x5OeM9IcrJyUZvAxs+/4/a7J/HW8g8a+9va2dCtbxcCg0UySGhZ6XFp/Pz5NuKOx9K+RwTd+nREr9Pz2o/v82lSGl4+nuT8msvoCcO4JToEd0832omivUILKcjMp6qkEhtLC07sOIpCknDxdiW3uhKfnsEsvmsBOp0OaLi87M4Zt9Kxe3TrBi20OYVZhcSeuMjPn21DoVIydMow5s+Yymdff89Tr6zEycWRdiGBPBk6Cs+buDC/+lJNIY1GJIWE/659RAgOjnaUFJc1tk2+ayI/btqOUqVEAgJC/Bg5aSh1FbXcuXAq9va27Nmwk18+387gO4by65bDJBy+iLWTLfPffxTXv3gtcycbAsb1IGBcjxYZmyAITYmkkHBTqqmuJTMpk4SjMRgZqagqq2Ln59tJPptI9OAu2JuY4+Boz7njF3h88QIunI3BP9CXkeOHioSQ0OJKC0rZ8sH3OHs4ExQVxL6vd5NyPolx8yYxd+5dnD4fQ0ZaFtNm3U6/Qb1wc3dp7ZCFNqYwu5BDP/xKSKdQbOxt2PrRZnqP74/KwpjCxGxeWPoE58/GotVqGTF2CD37dUOhEFeoCy0nLzOPgtQ88lNyMbUw5cKh8yScjOOhVY9yz7TbsLC2IKR9MP0H9SIsMqS1w72mNPUaLC0tUKs1rR2KcAPzC/Dhi+8+ZMePu0mISyI8IoSzx85TXFjCtLl3kBKfyrjbR/LRS2sAmLdoNu8tfKvx8UlnE5m/7AGCOrajuqyKLxev4ZF1z2DtZNtKIxIE4a+IIzbhpqGrrW9chjXuZCyxv5yiKrsYlUZm3PQxhHYJI/VCCgadHp3BwKOL7sfR2YHaihqGDuhLeUIBXp4351Ry4fqlV2uoKakgqJ0fZzYfIvtEEnc9ehdlBWUU5RVhYW6OnY0N98y+k/M7TmJladHaIQtthF6twaDVUVenxlhlRM8hPcg+k0LKgYvcseAOkk7HY9AbMDY1wcbahn4De3L3nCn0HdgTY2OxEp7QcirKKqgtLKcqp4Tq/FJsTcy464npKBQKTuw6joWFBdNnTmbiLaOI7hzR2uFec2p1PRYW5mg0IikkXJl2YYFMmTGJeffPQNYZsLS2ZPGyx4no0J6e/buz6+uGVcO8g7xJPZ/c5LET5k4kPzGb2vIqtGoNXcf1oqq08j/HYtDp0ItEpyBcE9dsppAkSabAfsDk0ut8I8vyc5Ik2QNfAb5AOnCbLMtllx7zFDAT0AMLZFn++VrFJ9w8alLzyPnmIAU7TuLYNwLXW/tQlVuKXm/gzC8nMbMyZ8icMYyZM564E7FICgXG5ibs+2YPVZlFZB1N4pfin7B1tEVTL75shJZRX1RO/o6TZK3bjZGrHa4DI+l1+0CKswr5ftl6hs4fj0FvQJIlzvx4jC1vftOwj6o1IGr3CteQpqKG4n3nSP9wO0a2lnjMGMKp/ac4tvUQvpEB3LJoGp8/9QHD5o8nLSMbU0szzK2tieweiblYrVFoYdXllVQdT6Lo450oqmrpNqoLtd1tOH/oHJ0GdsbEzARjIyMyU3Lo1EYuaay/NFOorKy8tUMRbnAF+UW8s/xDygrLkIA+g3tSkFtIZVklCqC6ogoAjboeE1OTxsd5t/PBw8ed1LPJnNt9Ent3R7zD/aitrPlPcZSdTCLtw23UpuXjPX0ILsM6YiJmHAnCVXMtLx+rBwbKslwtSZIRcFCSpO3ARGC3LMtLJUl6EngSeEKSpDBgMtAecAd2SZIULMuy/hrGKNzgqjMKyPvlDFqDjMu4HhTtOEnhnrPYPjyWzz/4AYDywjLWPbGa25fM5M6npxN/PpGoHhGseubdxplFAKOnj8bOya61hiK0IdoaNYUHY6nOKcVxRBfUGQXkP/8lto+MR+Nog6WdFebmZpg6WvPRSx9RmFMIwOhpYh8Vrg11UQVl51JRF1ZgZG1O5pqfKT+ZBEDRnrMEP3sHe8qridl/juy4DG5/4W5qS6vIzy5gxOThBEYGtfIIhLZIXVRBycGLVCfmYNcjlNK958h6cQNuT96Kd7g/dlXVeIX5YmlvzYjekRi1kRlsGo0GMzNTCgq0rR2KcIOLu5DAsYOnGDC4F+bm5ix54vXGbV16d2L6EzN4/aHXyc8qwH2aJ0YmRmjrtfQb35/4ozEc33oIgKrSSrITMrnvvUf+r9fXVNRQfDSesjMpWIR6o6/XcHHhh2gr7iRg/ph/fgJBEP6Va5YUkht+bf+2Pq3RpZsMjAP6X2r/DNgHPHGpfaMsy/VAmiRJyUBX4Mi1ilG4salLKjn7zDryd51tbAt7aDz5G/ehzS1t1j8nNgOfHiH09e2HibUZz338HJ8u/ZSy4jLGTB/DsNuHIUlSC45AaIsqSivI/+EYF57+rLHNsXs7XEZ1Ra7XsXXLIdr3i8bO3RGtUsbM0gwbBxtGTxvN0NuHin1UuOrqy6o5+8w6srccbWwLmT+a+oJy6jIKwCAjpRVg7WRLZVE5FUXlaDRaTCzNGHf3OOzdHVoxeqGtqi+v5vQzn5G75VhjW7t7R6EuKKd62wmMp/Shfe8orOys8Qz0bMVIW55Go8XczAyNRiSFhCtTUV5JemomXXot4Jn7X2qy7cTBU4wYN5hZT9/DtvU7OHPkPA+/+zjxJ+LwCfXlx5WbmvTXa3VUFJb/69fW12tJ+mAbcW9sbmzzntgTu+4hpL6zBY9JvTF1FSfKBOFquKaFpiVJUgKngEDgXVmWj0mS5CLLch6ALMt5kiT9tjahB3D0Dw/PvtT25+ecA8wB8Pb2vpbhC9e5itjMJgkhgMS1PxM0pT/1JsbN+htbmlJTW0tuRT7h3cIJah9E+y7t0dRrsHOyu2o/tsU+KvwVg8FA7vkUEpd+3aS9+GgCro9NpNZgwMrBGgcPR4oqy7GwseTZNc9iam56VfdREPup8LvKhOwmCSGApI93EnLPENJWbQFAMlKh1+oat6uMjTCxMcPFxxV7R/trEpfYR4W/U3AqqUlCCCDpk52EzhpGyZE4LGwtsXa0wcOv2aHkVXO97qMarRYzM9PGFQGFtutK91H/IF8UCgXJCanU1dY1267X60mITeKep+/B0tyc9Ph02veIwC3AAwtbSyqLK5r0t7Sz+tevXZ2aR9xbPzRpy/zuMBGPTqQuoxBJJUrjCsLVck3/a5JlWS/LcjTgCXSVJOnv1k++3K8duVmDLH8oy3JnWZY7Ozk5XaVIhRtRVUFZszZdVR0mng4Y+zmhUP6+e9s42WIwU1JXp6Zb7y7Y2DYUZbG0scTe2f6q/tgW+6hwOXW1ag7uO4Kurh5tZW2z7bIMpRgYNm8cdiHuDBjdn4Gj+uHu637V99GG1xP7qdBAW9V8f9TXaZBUDeeNlOYm1LvZUlPeMPk3fFBHTB0scfRyxsff65rFJfZR4XKqq2s5c/I8dWXNC9Ya1FokpRKrcd1wD/W9pgkhuH73UY1Gg5GxEbIso9eLKgxt2ZXuo+3CgljxwcukJKXTsVtUk21m5qZUlVTyy3d7eGbWczw242lCuobSaUAnXLxdmbx4RpP+XqG++EUH/uvX1lapwdDspyAGnZ7gp27HxNHm/x6PIAiX1yJL0suyXC5J0j5gOFAgSZLbpVlCbkDhpW7ZwB+PLj2B3JaIT7j+GfQGilPzqCmpxNrNHoWVKQnF+ShMjTCof58e7dQrDEM7N+KS07j3w8fIuJiKVq/HyMYUn/Z+hEWGYGYuCqEKLS8zMR0rrQpJpcSpXwRFv15o3KYwMcKqYwCOCgNuwZ64uDn/zTMJwn9XVVxBSXo+RiZGOPq5YWJphpW/GyoLU3Q16sZ+dh0DUDlZ4TxnGM6DOpBaUsLA2aOwcLDGO8yXkI4hWIiV8IQWlhqfiqa0BkqqsXB3QmVphq7699kLthG+WPcMReFmi2vQtUtYXu90Wh0qlQqVSnWpvpA47hH+m/zcAszMzQgKDWDIyP44uTlxcNdhAtr5M2rCUL58a31jX4PBgKmZaeP9jsO68uSml0g7n4yZlTnO3i7UlVWTU1GLmaUZlfmlGJma4OTvhrGFabPXtvB1xsLHmZqMwsY2EycbnPpFYBvue03HLQhtzbVcfcwJ0F5KCJkBg4FlwBZgOrD00t/f5gVuAdZLkrSShkLTQcDxaxWfcOPQaXSc23KY759eg16jw8TSjAmvzaZIV0/0O7PRHkoke9MBHHq3h64BfPHyZwSM6URZRQUKjQ7qNBTGZGJILyfA10ckhYQWl52USXVGMVsXfYKmRs24xyfjYWNO3o5TWAa64f/AWA78cgxNRR1eT9zR2uEKN6mCxGzWz3+LwqQcADrd2o/+94+nVqOm00cLyN9/gdrUfCSDjOf0QXz90feEj+nOwocX8dGXbxHWMxITUxNs7MTyd0LLy83IRV+u5sCqH0g9EouFgzV3vjmblFVbqYjNxLFfBP7zR+HWLbTN117TaDSolEqMjFRotTpETkj4r4oLS3l18UrSUzMBiIgO45a7JzB87GBO7DlORenvl4fNeXIWXgG/1+/S1GuwdrbBxtkWdXUd2edS+OXt7xi2YBJnvtpHcVo+AF3uGMCQR27F6k+riZk529Jj7UOcf2kDRYdjcegcRORzd2If5X/tBy4Ibcy1nCnkBnx2qa6QAtgky/KPkiQdATZJkjQTyARuBZBlOUaSpE1ALKAD5ouVxwRDfT11Z2Jwr8zjoWVTKNEo2fzWFi7uOIFTpA+fvbEBM0szxqy8m7qqWiryy/DwdSfS2RNdSS0mphbEnEkj4fBFEgCvCD+63TagtYcltBG11bWUn4lBn5yKl4U5Cz6Yz/kTKVRX1+I0MJLOt/elsrKaL5Z9SUVeCQDOgR6MePjWVo5cuNnotToOrt2OZDAw/dlbcTAyIJmbo83KoRIFiefi2b//CJbWFoy+ZyxZaTkEdWhHwq7TuLg6UVFRSXDYv5/2LwhXU+nZWIxT0jDS6Rg1ZzAZE3vx06JPWPPgO8xe/zQV5ZVI1mY4Rwe0+YQQgFarQ6lUolI1JIUE4b/IzsqlqLC4MSEEcOFsLLEXEujSowNjp46la78uVFfVYG1jiVeAF0ZGRpTkFXPgh/3s3rATJw8neo3pg62tFV88/TFeEf5kn05qTAgBnNiwl8gR3ajKKKQsJQ9zR2ucI3yxcLbDtr0PPdc+RH15NcY2lhhZNp9RBCBrddRnFoBswNjLFYVJw0qDBrUabWIKuqwcFPZ2GIcEobSzvabvmyDciK7l6mPngQ6XaS8BBv3FY5YAS65VTMKNp273fsqfWwo0ZAptu3Vh2kNjSKjT8+6zqxv7rXzgdR5851G0mYV4m1my/9E1jdvazxhCRVE5+UnZnN12TCSFhBZTc+YihmdeRFFbRz2gdXIk4vYplEmmbH/qEww6PUoTI4Y/cStfvbwOgLM/HqH/rFGYWZm3bvDCTUVdVUvm2SRum9ELw6p3UcsNdRqMoyNwm3k3L6/ahF7XcB4m8czr3P/sHALDAzj9y3E8/dwwtxD7o9A6Ks7EUPvU88glDauKSpYWhCx+iop5Y/j17e8pSMkjmxoGduqNialJK0d7fdBqdShVvyWFxApkwv8vJyuX2dMeYt78GSgUCgwGAwDzH5mJm5sr545dQNLDhvc3EX8+kW79OzPr0bvxDfZhx7ptbH7vWwDy0/OIPxnHgysfBsA9xJvUX883eS0rZ1sqk3P56fkvGtt8B0UzZPlszB1tUFmYorrM5WW/0RaVUfjRDxSu2QIGGYfJg3FdcBvG7k7U/ryXspdfb+xrPmIQto/ej9JazHgVhD9qkZpCgvBf6PIKKHv9nSZtmmMnMAuLwMHMBlMLMwaM7YuDgy252QWknE2kR++ObJ++oslj4r7YQ6f5o/kpKRv/zu1acghCG1VSUEJuajbO235G/sNqHYaiYuTCHPQncwke1pH4n06gr9eSs/c8fp3akXYqAd8OQRibiR82wtVlamXO4LuHwGcfNVQ1v0Rz9gJG8Uk8uvR+jv56hkM7DqPT6khLyaKDmRlBfSMoM9HhF+jTitELbVFdbR3FGYVYnjjZmBACkKtr0O3cTcSYsfwK2LjZE9qhC9Y2/35Vo5udVqsVM4WEK3L+XCwXzsWyacNmnn/tSfJy8vH29WLXlj188tYX3D3/Tl55+DUqLhV8/3X7QczMzRg3eSSoFEx66Hb2btxFaX4J2notpYWlKFRKnIM8cA32oq6qBmMTY45/8QsdRvXg2MrvALAP8sB/SEckhUR5egHm/6KYdNXB8xSu/r7xfsn6nZiF+GA7uBPlK99t0rd2+24sxo9C2THqz08jCG2aSAoJ163a4lLkqupm7ZJeh3l1LXMfuYvkj3aSlVuCbaAb0Y90R1fRfBUdg06PhIyTnyuRw7u2ROhCG5adms2SOUtw93Ritq6w2XZDSSn6/BLC7hhO/E8nAKgtKMM60AVLRxv63jMCpUrZ0mELNzmlkQqv9l5U/eHH9W/k6hqMi/TYJRQx76m7Wb30E0zNTKgpKqfj8O54BHpiLmqxCS2sJC2f0jMpmKRlNttmKMjHSKNh4IMT8esSgsnfzCJoi7Q6HSqlEpVKKWYKCf9JaUkZSqWS/oN68/najcTFJLJ05bPEnI3jztm34evv3ZgQAujYMxoLYxOeuP1JAIyMjbj78Rn88M431FTWYDDIjH9uOns+2EppdhEASiMl45+eipuXCwkf7iBodDdMrcw599F2ZL0BdWkVVh6OWLnZ/22slbtPNI9/835seoQ0OTH3G8NlflsIQlt3TZekF4R/ozgll5Of72L3sq9IPxxDZUYBpRfSScwqRhkZ3rSzkRF6yQgrHzfqk/IIurU3HRaMA0ni1JKNSDKY2lo2eYitvxuBfaO4b/1iXAKv7fK0QttWX6/h6M6jBEcF065TGNpePZr1UQUGoa9TU1utxtbPDYCQSX3oMXUwD33/Eh5hvi0ctXAzKcss5OymX/llyXoSfjlFbVkV9eXVlF5IJ7u0BuNe3Zo+QKlAcnSkpqKGsvhsMtftY9htQ3G2tsY+1JuIbhHYO9i1zmCENqm+qo6ME/HU5ZZScCIJZcdmlQhQdeiI0sSYnncPEwmhy9BqtSiUCjFTSPjP3D3cGDZqID98/RNxMYkAKCQFcx66mx3f/UJxQUmT/l16deSXr35pvK/VaPn6w2/oOb4PfSb0w8HFHitnW2rKqhr7GHQGYvacwdTGgl7P3Yn/iM6k7zmLQaND1huI/XIv6b+cpq6onJLzaVRnFV82VrOIgGZtFp1CULm5YtQ+pEm7ZGKMysuzWX9BaOvETCGhVZVmFLB+2jIqsosxs7PE0d6ak/e+h4mdJXl9fGHSLWh69sHWoMMuLgbT6A6UnkxD1TGSxBMJFKfkojRW0WXqYCovZlCeXkCvpTO4+OEOCs+l4t0ngl5P3Y5TqHdrD1W4ySXHJFNaWIa9kx1GBgkjGTQBPtjceRvqbzaDkRGKiROocXbDet4tHPx4J169w2g3vgehE3ph6Sp+eAtXpqqwnO8eeIfcsykAHP3wJ6Z+9Ajxb22hPC4TxdwBRE+aRHmnbqgqK3EqKUDy9iOxTEdJYcMZ34rUfAYtnERNVTXunYJaczhCG1ScXUjs4QtUFZShL6mmMCWXgEGR2M+5m5ovN4FOh+nIYciunqi8XbGwFZeMXY6usdC0Eq1OzBQS/n8urk5MmDSK+2YsZOo9t+Hm7oq9kz2vPP46SHDu1EX6DOvJgZ8PAw0rBbv7ujNw4kB0Oh1GRkYc/OkgPYb1ZNv73/P+A2/g6OnMiEduQVNRi0KpQELCK9iLb+57m+rCcowtTOk9bwyp3xygIq0AgIRvD1J+NJ6MzUcxtrWgxxtz8BjcAYXy93kNNoO7UrzxFzQpDStrqlzscbh1IAprS+wXP0bFqg9QHzqOytcbuycWYOQnfhMIwp+JpJDQKurKqylMyqEip5iwUd059eVuuk4eQPyK79FW1mJkZ4mzlwvP37cMg8GAQqngnkUz8ff2RLJy5Py7WyhOyQVAr9Fx9OMdDHn8dkxtLMhSV9Dllak4Wdtiam+Jsbk4iyhcWzGnYtn41gZO7TsFgK2jLXc/cCepMTkkb0umw5gpaDV6Tq47gSyfoPvtA7B0s6fz/DFYuTmI1XKEK1ZfoyY/Nh2/PhH4943gzMZ9dJg2iLQNv1JypiFJFNI9nOcfWE5FScMSwt0GdiWyrpSLX+5l8KO3kr79JMZWZpi52eLWOxQre1GIU2g5mUmZvP3k28SeiAXA2dOZWQ/dxakfjuHsYkvok09ipJSQLS2xCQ9AJYrx/yWtVotKqUSpVKLXG1o7HOEG5OfvQ3JSGnPun87h/SfYGPM9b33wCmMmj6C8rAIPTzd8/Lzo3KcTJQUlhESHYG5qyhdvfIFBb0ChUDB14VT2b9xN7KELQEPSt7SgjJTdpylKyaPXlMH8svFXqgvLAdDUqNn75rcMWjCBUysaagzZ+btSeiK5YXt5DQfmvM3InUuwbff7bB/TAA+CvnwRdUIGssGAabA3Jl4uABgH+OLw6rPoS8tRWFigtBXfa4JwOSIpJLS4qsJydrywjryL6fSa1AkPZyMC3pxNTVEtmZUNNYGcJnUnprCEmYtnkh6Xwd7v9/Dp0k8Yfe942gX6kXE4ttnzSiYqrEI9sLQ2ISDIr6WHJbRBsiyTEZeEk1zLPTMG0z46mPXvfk15cTkH9hxjxNA+FCfm8ktibtMHKhV0W3gL1u6OrRO4cFNRV9dx6svdONkqCI10pEqjxPGZO6mqryPnVDJug6Own9yLrIwcPPw8GpNCx/Ycp+OTEUgKibrqOhRGKnosnoJP5xCRqBRalF6vpywrl/vmjoD5Yzh+IZuvV3/H8ePn8LUyQZYkNj/8CQNWzcMp0EMkhP6BVtcwU0ipVKITNYWE/8DM3JTuvTqj0+hY8+4X3D13CquWf0h68u81vhY+cz9bPtmClbUVIZHBaHU6wjqHcfHYRQwGA1+s/ILpC+4EwNzaHBsnOywtzShKyQPAyt6aytyml6HJegM6bcNKmGaO1jgFepD31cHG7Qatnprs4iZJIQBjd0eM/+KYSmFmhsLj39XFM5SXYigpQrKwROHiLr4LhTZDJIWEFpd7PpXagmImzwjDePc60GqQPP1wvOtBauaNoOhwPKp2btjG1iOV1zJ+UDR3TOzJ6vc2I+sMHDl6Gr/e7Undf7HJ81p5ORHQKeQvXlUQrr6yhATsf/wCw6lDGEsSo/oMY+j6Zzi0/wI7dp/GyNoUJKnJak8mVmb4D+mIa4RIXApXTl1VS0liBpGutei/XgtaDWbu3mjGzcbIzJWKuYPJzCnADS0BZmA9oRehnUP5dnXDcsHl1dUYmZviEOjBwLUL8O0qEkJCyypMzMLCUI3fgY0YYs+BQsHwIRMIXrmA9R9tpe/siZhrIPi2Pri29xOF+P8FnVaHSqVEqVSg04maQsL/Ly4mkVMnzlFR2nASwdbWuklCCGDNO+tY+OR95KRks+SBV9FqdPQY3J1xs8bzw5rNGPQGkCRG3zcRvVZHcU4RpnaWhI/oysXtx1HXqjGzs6SurGnhZ5dIP4a+ez92AW78OnlZs9hMnf55RbK/oy8tRV9YiMLSEqWHR+N3ni45ntq3XsRQmAemZpjPfAijHgOQjIyu6PUE4UYgCk0LLa48p5heYyIw3vElaDUAyNlp6L/9hLz8QnyensiJHw9hVFZGt8JYzF59Hp58nPn+JkQFeVBaWk7Y+F6YWv9+pjB6cn98xHLzQgtKTUxHOnMMw6lDDQ2yjH7/DkyTL9D10E88c89gMk4l0m3OyIbEEKAwUjJm+VyREBKuiuKUXDbNXIEuKQH9+vcbP0/JzcRkzyYu7DzCjs9+ol+oIw7vrcBh1QrCvlnHiCgvvAK9AHDzdiOgXyS2oR4E94vG1ELMwBBaTml6PkY1lbBna0NCCMBggJ+/xZNqBt8xFNlISb1SwiMqUCSE/iWdTodCIQpNC/9NRUUlb65YzdGDx7F3sEOlUjUkeP5EXafGxNiYzZ9tQVOvRZZlDv9yhNq6OhzdHDExNSGkcygnth9h+0dbOLHtCJ8t/gilvQXOge6c2HyA7veORmlyKekiSXS9exgH3v0B2dQIp/Y+dFkyDekP9YM6LJqMTbD7fx6bJj6e0nvnUzpnHiUzZ6Pe8TOyRoOhqoLa95Y1JIQaBkfte0vRZ6X959cShBuJmCkktDjHADfMk3Obb0g8h2evrlSXVxOz7xyjZvdG+vpQ42b9vr04OLswavxQjnyxj4hpg7Gys8TRzw2friGYiunkQguJOxuPpqIap5hj6P+0zZCdgtLWFvn9dwi68z4O7Ylh/Kr5GJkY4eDrikPAfz+YEYTf6LU6Dr2/lYxj8VjeGtxsu5xwAafeXZhwR38sPl+LrFYDYCgrQ/neKmbMmsPpuCy8AzyJ6hWJk5drSw9BaONkWaYotwjP0gz0saebbTfKy0DlGIKRrKBdv4hWiPDGpdXpMDE1uVRT6M/fUoLw9/JyC5CQCA1vh2+AF88seRSdVoepmQnquvrGfnfNmUz82YRmjz9z+CxRPaPwa+dLVnwGBWl5Tbbv/3oPtz90B3vf3UxVbR2jX5tNSXIuSiMlCTtPkX8xnbwLqbiG++I1sgsjdy6hOqsIMxdbbIM9UJma/KdxGSoqqFi6DH1eQzxyXR0V/2PvvsOjqLoADv9mS3o2vffeCCQh9N57ExAVUYqKgmLvDQuKilhQUbGLoogVpCgdpJdAICG9996TbfP9EQzG8CEqSRDu+zw8snfuzN5Zh93Zs/ees/QlVP7+SOYqjHmZrXeQ5eYgkX/bz1hBuNKImUJCh3OP9MfU/TxfjD18KUorQYGEW6AnVmln2nSxS03m1M7jdJ86EKlJR/Kmw2CQRUBI6DDxx07z8p2vkHw6g3pX/zbbFc6eGEpKwGDAzlpBzIzB5J9IJ3hoNE7Bnq0qZgjCP1VXVk3yliMANNL2Blly9yYnqxRbtbElIPQ7uaYGP1cb+o3ti8bdQQSEhA5lNBqprKwm+WQytTWVaA8cROHZdvak0dkdRycHokb0wFx8xv8ter3hbE4hBXq9CAoJf4+1tTU9ekVTXV1Dk1ZHTXUNqcnpLHnjSXoPiMXTx53b7p5N16hw/EJ82+wfEO5PQJg/G97/gfrqujbbDXojYUOieHjrq0T068ahDzaxd8UP7Fr+LYWnMgFQqlVUF5ShUCmxC/PCa2QMjt38UZn/s4AQnF02lv6nmT+yjD4/H4WVBsnOoc0+ivO0CcKVSHw7ETqcuY0lSr9gFP1Hnms0M6emzxRObDxG+els7N0daPD0bbNvvacvKqNExq/HObRqExa21rh1a/vFXBAuNVmWiY9LhHod8++aia+jIw2hPZGd3Fr6KLz8MOqVyDU1ANTISspOZ9Ptmv4oxLIH4RJSmZngEu4DwOGtKSgGjjm30dQM45R5nDqWToOkBuWfrj0TEwpLalCpVLh6uHTgqIWrXWZ6NgmHTpGzL4GCA0nUlNWiU6hQBEUh2di19FOER1Hn5EVYlFgW/k/8vnxMqVSiE4mmhb+pproGja2GgCBfvvzkG5KTUnF0smfJk8txcHHgsefvJz0xg4dufZLyykoCIwJa9tXYahh77RgO/vwb1WVVNGl1WDu0rvg1YNpgXP090DfpqKuppd/CiZhYnqsU7D8wkvKs4lZtl4JCo0Hh5NSmXenoiMLeEYvbH4I/5A8ynTIThbf4jiFcHcTyMaHD1FXXkZuei6pBz3e3vY5vrD8x4xdi52hJZmoF25f8jEGrR9bpGT57LNrSEkzijiBnNye2U/j6QO9eDFBbkLw3nms+uBe/7iFY2Ft38pkJV4PUM+lU5BRTuDWepB/2AzDw4em4TVqAurIYFycNuqNx1K7+CgCTm27GzMuH0BAzXM9+eReESyVl23FCRsVSeDqT+M1x6PVdGXLHM9BUT5XSgvVbT9B1ch+yqrT43HATii8+bc7VolRiuvBO7CO64B0srkuh4+Rk5XFi/0kMh7I5/cO5peHBH9xB7QdvYz5kOAorMyRrDU1+YZiYWWNqfmm/FF4t9Hp9c0l6hUKUpBf+tv37j/D040tZtvwZNm/YBkBkVDhPL30YK0sL7p/7GI31zTNQ31v+MXPvmsW1t00nLzMPvVbP4vnPcvfzdxI7pjdOro50e+Ne9v+wi+zELEJ7hdNrfD8aq+v48q4VFKXmMfW5OUx4+VaKk3JQqJQUJWZj6+lIyvY47H1cUP+L2UF/pHRwwObhh6h47HHQNufgs5x5Ayr/5pmKqq6xWC1dhbE4H4XGFqWnD5KZmKUoXB1EUEjoEEW5Rbzz+Dvkpucytkd3GqvrObP9FGe2n8LO25m+iybTZd5I7D0cKa+ppSy/FMlMzZlBY3FTGNA2NnEst5QPr32Ah56/h+D+EYT1iEShEJPdhPZlNBrJSM6kobaeysziloAQwO6XviFkdCwR1w/mWFEpbl1iqbZyxDHIn2OFVZhVVdA7ulcnjl64ElXllvLL4s+QgdibRqBQKlEoFZSg4fqbH23V1yfAm9Cl9+P6/Asoa2rQa2yosLPHXwSEhA6k0+mpLK8gxM2db35Y02rbF/d9yqgXbkWjq8PG3o4mK3vMHZxx9Th/eWnhr+l1BhTKszOF9GKmkHDxiopKeOXFFQwe2o+KsoqW9vi4BB657xnuf2BBS0AImmdRf/jmZyy4dx5frfiqpX35o28wa9FM8lJy+eDBt5ly97WE9AqnqUGLykRNWU4RufHpAHz1wLvMeOk2lGoVeq0e13AfTv20n9LUfAIHdsW1i+8lOz+THrE4fLAKQ0E+CltbVD4+KCyaAz+SQoHK0wc8xeejcPURQSGhQxzZcYTUU6lMuX0qDTtbJ6WryC4mYf1+fKf15eMnPmhZf3zdM3N46921FOYVteof1jWErrFdOmzswtXt9PFEtv28E0cHe6ya5DbbkzYfwRjowEuvvgeAtY01b3/5Kn7Ornh5u2NhYd7RQxaucLUV1Rj0BtTmpvz29k8t7WOX3YqFpQX1dfUtbbmZeeRlFXOivAw7VweC3DSEhQd2xrCFq1hFWQX68kbyT7St5NNYXc+pxBz2Hj3OfYvvIjAs4DxHEP6O5plCKhRKhUg0Lfwtep2Ourp6nJ0dcXV3RaFQYDQ2zzYrLSlDUrX9MdbVw4Xqs6Xrf6dr0uEV4MWu1VuYft/1bP9sM+UFZQCE942k26Boxjx5I9uXr6OprpGK3BIOvPUTlo421FfUYNQ1X7eNNfVtnu/fkCQJta8Pal8R+BGEPxLTLIR2J8syduYW3HTDJKyq9UTNGoals02rPt4DuvDLqvWtEtL98MpXPLh4ERZnSyRLksTtD84jMEys7xXan16rJ3FXHKkbDuOjsMLT2QnJyhRzO6tW/ey8ncktKQHAxNSEp5c/QmT3CMK6BGOlsTrfoQXhX9Hp9MTeMpqg0bEMeWQGzmFeKE1U1DdqWXDvXNQmzTkRlEol9z19J2oLE+zcHOg3uCdhUaGdPHrhapNzKp3kDYfJ3HECR18XvHq0zhPkGOxJXlkZt90/VwSELpHWOYVESXrh4rm5u3Lr7bNwcLBnxeureOjJRTi7NM/a69knBh9/T2YtuB5JkgCwsLRg0eO3c3DrwVbHcXZ34szRRLoMjSE3MaslIASQsC+ehvoGNrz7PT1nDW8+joOGgQ9Mx3dIN3rfMYGYG4dh6WSDnY/IeycIHUHMFBLaXcahM2x57GMM2uYbE5Wpmskv38Yvj38MQK/541A4WZF1dhrp7xprG2goquKpZQ8jI+Ph7UZQRBBm/7AUpSBcLL1eT8L2o3xzx5vIcvPsIHMbS655607sH7bhzBc7KTyViUf3QEKm9ie3pIS777uVsJgwegzt0cmjF65kRcm5rLl1OXVl1S1tY5+aha2nM+8/8S6SSsE9i26hyaDDTG2Cl5MLdj5OmKtNcHAWy3GEjpUdn8aaW16lpqgSgKOrtzFp6S0Y9Dry4zLwGxBBzK1jMHezxS/It1PHeiXR6/WoVL/nFBIzhYSLp1AomHfrjRw5dJy3lq/i7dxCJk0bi62NhviTCeTlFdC9VxRWlhbodHpko0xaQjqz7rmRb95fR15GPv5h/oy9YQw15VWkxqdSfCKzzfOUF5QDYOPpRPSkfpSlF3Dws19btvv2CuO6jx/Exl1U/xKEjiCCQkK7Kiut4MAXv7YEhAD0TToSdxzD87ah1NfWUW7UocopIbhHGMmHE1vt39DQyMq73iY8JoxXP3oERVEKRit7JFsXpD9X1BGES+TEwZMcfGd9S0AIoKGqjvy4NNLTc+i+aCLV+WUc33mMVU+8h3x2anWP1VEY85IxShIKOzcUlpr/9xSC8I8k74tvFRACOPLVDgY9dh32no6kHUtmy1vft2xbuPIBNHYavPw8O3qowlXOYDCQF5/REhD63e6VPxF54zAc+oYRMTQanYQICF1ier0BhUKBQqlEL2YKCX+Tm7sLA4f0Jbp7V44fPcmnHzTnATO3MCc6pivW5pa8v+zjlv633Tublc+8x+AJAxk0fhD5mfm8++x73LBgBk1aLREDoyhevaXVczh6OFFTXo1zgDvB3UN5e1zrfHiZBxNpamjkv0Y26JErCjHWVqKwtEWyc0FSqf96R0HoZCIoJLSrrPRsmirr2rRraxrYunE7iSeSuPeR2zn80VbG3HkNlUXlFGcXoVSrGHzjSPbtOgSAf4g3+q0fQ2URSApMhs1CFRjT0acjXOG0TVqSE9P4ZcM2zOva3ow01TaQl5TNoR/2Mu3xmyjILEA2GlGqlIy8ZQKeujS0P+8GQHLwwHTkHBQ2bcufCsI/kZyQSllBaZv2ppp6ctNzGXzdcGpKq1reQ8fdPhnXYA8REBI6XH1dPaU5OTTUtP38b6ppoCyvBBs3e4wmCvyDRG6PS+33mUIKMVNI+IdsbDQ8u/QRXnnhLX7bfZCgEH9umDWVt5Z/wEOP3cXAUf3ZvWUvAAaDERmZLd/82uoYfmH+hEaHYmVuTvbpDNKOJyNJEr0n9qcwNYfQvl3wCPaipqAc2dg2Z6Oh6b8V0JSNBvTJh9Ht+hqQAQn1wGtRhfZCUogfsoXLmwgKCe0qOyMHx16BpO2OxznEk+BhMSgUCjxjgyDBk9DIYOplHROfmkVdUSWT7rkWU0sz8nMK+fHLn8lKzsJSY8mYYWGQefZXBtmIdtdXKJy8UdiI5RDCpXNozxG0NY14urjiNy+KLY9/0jJbSJIknCN9GdszkIqsEsoLSpnywHUU5RXT0NBIj36hqI9+2nIsuSwPQ3YCishBnXU6whUkOSGVE4dP4tstAPM7J5Gy/TiFCdkAxNwwjPfeXsOg0f2ZfP91GBp12Lna49s1EGs7604euXC1qausJS0+BStzBVbeTijVSgy6c4GJHjOH4d4rFBONGUFdgztxpFcuveHsTCGFJErSC/+Yk7Mjpmo1CxbNJSsjhxcXv4ZWq6O0tBxTazPm3nsTFcUV2DrZccNd1/PJK+fugcbPHEf3QTFYWlsC4BPhT0FqLk31jZTllWBhbUFATAhqUxOMColRT8xk3/s/U1NcCYDG1R5Hf7fOOO1/zFhZgm7PNzQHhABkdHvXoXD1Q2n/3zoX4eojgkLCvyY31mMsy0WurUSyskXh6IlkakF1RTVOzo58sOZTbnv1NrKPJPPLqvXIRpne1w1FcjXDoJTZs+8gzz37KqZmpqjVKhbeeyt9e8dy8/2zMBqM+Pk44Hx0desn1TUhN9aBCAoJl0hVYQERDkq0Uj3eAfYknc7nmnfuZPeybzHRmOM/sQdPvryctLRs3li5hODQbtRW1GDjZk90qB8uZ9bz51tvY2EmiKCQ8DcZ62uQy3KRG2qQNI4oHDwoyS7CmFLOl899C0CvqQPx69sFpbUp5ZZGRs8ei66hiTPp6YRFhxE5KLqTz0K4GmWfTKM4PgEXBwkTrQIbL0/GvzGfuE+3U1tcScTkvrj3CiEoJgQTE5POHu4Vy3A2KKRUKNHr/1uzLYTLh5e3B8NGDeLxB55vaRs8vD9Jp1LYunEnpmamvLRiMYvvfoHQyGAefesRqsuqcPFyISQymNKCUmqranHxdMHK1oqg2NaFDgpT8/jy/pWk7D+NucaC0Yumkr0vAQtbS/rdMg5bj//YPX5jDRj/NDPPaICmBgy5Z5Drq5Gs7VE4eCKZmHXOGAXh/2i3oJAkSV7AZ4ArYATel2X5DUmSFgO3AiVnuz4my/LGs/s8CswDDMAiWZa3tDmwcFmR9Vr08dvRn9je0qbsNpwiTSgv3rWMxoZGRs8ZR1FeMfvWnOuz74utjLhvKopAX2J6dGP8pFEUFhSjUChYv24j/Qf2YtC4gQAYKwppPKhr9byShQbJqnUFM0H4p8ryCzFL3Y8ieS9mgAawj+rJjkOJ2F0TTWRsF5JT0rnupml4eXnwyD2LWfnpay3XKICuIQJjfkqr4yp8wjv2RIT/PLmxDt2B7zGmx7W0KXpfg760jn2rt7a07f96B6MfnoGtjzl+Nuaczq2iorwaT293fAO9O2HkwtUuPy2X0tOJhClOoMhtTiJLlpKQfrPInRyFu0qNib0Gey8nERBqZ3q9HqVSKUrSC/9acEgADz95NxaWFtjZ2VCUX8IbL67E3dOVO+6dx8qXPkDbpOXkkVOkDuzBhOmjMegMvHL3K8QfiMdSY8n8xfMZMG4ApubnCsVoG5vY+OpaUvafBqChup7vn/+cRV8/hU9MMCr1f2/egmRpByZmoD2XfkDhG4k+5RDG5EMtbapeE1FFDERSiCLgwuWjPf/F6YH7ZVk+JkmSNXBUkqTfF5u+Jsvysj92liQpHLgOiADcga2SJAXLsiw+zS5jxrJC5EYdysBeGHLioakew4ltmHRz5rrrxqO0t2TTul/xNmubcDdt9yluev9ePvvgK15/aWVL+w03TyMg2K/lsWTrjMmIOWh3fglN9UiWNpgMvxmFpW1HnKJwhatJTce8sRJlYxVGSQFy83wf87zDBAQOwDI8nLzSYooKikk8ncTi9Uu55roJBIX4tzqO0q8rhqLM5i/zkoQqrC9KD7E0QrgwY20NclUpkrkVCnsnjBUFrQJCAMYjG7C3Hdpm38x9CQzxtKNB7062mSme3cIJiwzG2tqqg0YvCM2KUzIwra4gKMQBxZk/zEwxGlAn76ZvQBeMOh1OXUJR2YhqQu3NYDCenSmkQK8Xt9HCP+cf5Mfbyz/gt90HmX7DJMZMHMHq9e9TWlDKs/ctZejYQYybOgrZaKR732hs7Gx47cHXiD8QD0BddR3L71uOh58HYd3DWo5bU1rNyS2H2jxfYUoeJUm5mFmZ4xkdiKPf5b3sylhbhVxVjmRhhcLOCZORc9BuWw0NNWBujSq8D7pfPmy1j/7wzyi9wpBsXTpp1ILQVrsFhWRZLgAKzv69RpKkRMDjArtMAr6SZbkJyJAkKRXoCexvrzEK/44+M5nGj1/BWJiNpLHDdMJMDLnHoL6Kysxcfnl2LTaejty47DYStscBx1rt7xsThJ29LbNvu4HY3tHkZOXh5u5Cl6hwrKwsW/pJkgKVXyQKxweRG2qRLG1QWIpZQsK/Ixv0NBzcBetWoq+rwejpj8nISRhObW0ODMkyVhpTXLxdcfFzw8REjbOrEzNmXkOXqDA0Nq1ztSg0DpgOmYmx+0iQFCg0jqLihHBB+uxUGj99FWNuOpKVDWaz7gEHu/N01KKxs2jT7N3Nn2LfcLJKagiN8sPL50IfsYLQPmqTEzFbtxKykpDNLVGMm4GxKhsqCwCQ6iowdXLDzMkDlZUIWHYEg8EgZgoJl4STswNPvvAgiaeSqaqoory0gq8++Zaefbvz+MsP8fUH60g5lUaP/jFs/m4rCqWCA1sOtDlOekJ6q6CQmaUZzv7uFKXmtepXX17DruXrALBxd2DO6scu29xC+qwUGj9ZhjE/E8naFrOb7kXVpQdm19zfvPzbwhq5oqjtjkYDsq6p4wcsCBfQIfPWJEnyBaKBg2eb7pQk6aQkSR9JkvT7HbAHkPOH3XI5TxBJkqTbJEk6IknSkZKSkj9vFjqIsbqChg9exFjYnOhUrq6g8ev3UHpHgYUNBVk1AFTllpKy7xQqFyscPM9VYdI42xExKpbKsipsbDX0G9iL62Zdw6Bh/XA435ciQGFtj9LZ+7IPCIlr9PKn0+qoTIhH/9ky5Lrma9WYm4526wYUns1LviRLW6z9/VEqFWhsrOl79hodPKI/jk7n/6VbUpugdPBAae922QeExHXauYx11TR+ugxjbjoAcm0VDe89h6yVQdn62pEdvKivl7B1O3fd2bo70H3iALwjuzFgaP8rMiAkrtHLX2FmNmz8HLKSmhsa6mha9xFK15CWPlJgT2z9QjC7AgNCl+s1atAbUCgVKCQFehEUuqr922v0+NF4Zk67jXVr17Nz6z6+/2oDYV1CUJuoqSitYMKMMUTGhLNhzUZOHz1NXmY+424a1+Y49bX1lBeXtzy2tLNm2rNzUZqcm58QOqArFekFLY+r8svIPpZ8wfEZtHpkY8cnUzfWVNH40UsY8zMBkGsqaVj5LMaCbBTWds3fV6zskDSOzUvK/kCyc0Oysu/wMQvChbT7gk1JkqyAb4F7ZFmuliRpJfAczanZnwNeBeYC0nl2b1OfUJbl94H3AWJjY9vWLxQ6hLGiFLkkv3WjXodskKn0GcmeJatamg1Net5Y+h7X3TSFidGRNFXUYlLbRP4P+0l0tSR4YBQhkVfOMhtxjV7eSopK+fCd1VwX7Ya93PpGwpidgjRwGLKzH8aIEaSs2EFDdgkBNw/Dc0gUJpq2szX+q8R12rnkijKMBTkgSXC2wh1GI1nH4zCPnIhD1j6oLER2CabGJIzG1DJGzB1LY5MOaw973EK8cQ2+skvNi2v08pZ7JBFVSTHGxKNttsn1DaBUowjtizq0ZyeMrmNcrteowWhAqVCgUCpEoumr3L+5Risqqjh04Bg3zp5BYKAfh347SmF+MW8tW0W32C7cdsdN7PllH79815zvLiM5i6UPvsprq19iy1db0DU15wONHhBNRmIGlSWV2DufC4YE9QnnwfUvUpCSi5mVGak74jj0aeuy9vUVtecdW1N5Nfk7TpL62TasvJ0Imj0Sx+6Bf+f0/hVjZSnGwpw/NRowlhSg9DiXAkNh44jJqFvR7f8BuTQXhWcI6p7jUZhfeUFy4b+tXYNCkiSpaQ4IfSHL8ncAsiwX/WH7KmDD2Ye5gNcfdvcE/hR1EDpLY14pNXGpaIsrsQzxwsLXFswsoLG+Vb+SRgu+eu9nBt0/jf3v/0xtUSVoTGmoa6C6rJKCN9dTeSqrpb9NtD+7yypw83JFY9s275AgXErayhpq9iUw3soFc6MLdB0GJ7e1bJc09tTbB1Gl9OPA0Bcwni2jXHrgDMp378RnYp/OGrpwBTE26ajNrqUm6AZU5krMzWqQDnwHspEmtQWJB/PpFjYYbUkWuV8kUbjrPQBCHplOWU01jU5m9Ar37dyTEK5aRp2esn2nadyfiImdFRbD58D2z1pV3Wkwc0Q5YiFW7p4imWon0P8+U0ghlo8J/1xmejbvrviI4qJSHnz0TiytLNi+ZTcACSeSsLSyYNtPO1rtYzAYSD2TzkMrHiYjIR2FQkFmUibx++OZ9/i8Vn3rKmpIPXyGre/+iIm5KUPmjsUjyp+8uOYZtJIk4RV9/kBP1o8HOPr4pwCUHk4m5+dDjPhpMXZdfFv1k/UGak6mU3sqE6WVGdbRgVhcgjxFkrklWFhBfeuglaSxbdNX6eKHYsztyNoGJDMrJLVItC9cftqz+pgEfAgkyrK8/A/tbmfzDQFMAU6d/ftPwJeSJC2nOdF0ENA2A5nQ4ZqKKjhz5wqq9ye0tPm8OBeb6QtRrF7W8it3U+xofvpkL5nHUsg9lcHUR2+kXqfl49XNJZTDPT2oXHui1bGrjqfjNiSU0qIyERQS2lVpQQkVn26l4PXvACgHHMfF4tmlN5w5AAoF+jGzScypQnkooyUg9LvElT/jPjwGtYXpeY4uCBevfPtxEua80vLYIsiNoLmTQdkIFs4c+ORT7Af3IOeL1jfbJZuOoJ/UDRuNJYLQGfQ6PcW/HiX1luVwdsmGqZczoffMQNr9JQBylz402rnj6imq4HUWg6F5ppBSoUCvEzOFhH/m1MkEiotKAUhOTqeuoq5lm6WVBZUV1dg72VNS0HpZmlqtIjszF73RSF5yFsd2HeOJ95/AwaX10vvTO+P4+okPWh5/+ej7zH7tTqryvsTS3pqRD1+PR9fWRT0AGkuqSFjxU6s2Q6OO8pMZbYJClftOE3/9EjD8/n7lSOTXT2HxL/MUKR1dMZ+5iIYPlrYUKFGPmIrSzee8/SVTcyRT83/1nILQntpzplA/YBYQL0lS3Nm2x4DrJUmKonlpWCYwH0CW5dOSJK0FEmiuXLZQVB67PNQlZrUKCAHkvvgVR+8Yhn3PG4j0caS4oJZjxwrw6hqKX2wXUo+cwaBUsOTZt9E2aQGwttVQfZ7jq81Msba1Ps8WQbg0MjNzMGQWU/jWj63aS38+gv3Ue6l3DETh7M6XG44y7roxVDS2TQCoNDVBOt8iV0H4G7SlVaQ//WmrtvqUAmrMxrM5Mw2/+lKGzBqFnZ0Neev2Yjw7/R5AVispKCxh8DXDOnrYgkBVZTWlqblULl/XEhACaMoppqbJCZMBN6P286TB3gX3sJALHElobwb9uUTTIqeQ8HfV1NRy+OAxMtOzW9r27TnEDTdcw/7dzb/Xj54wjOqqGqbNmczKF86ljAiKCKCmsgZJhs9eX83cB2cz77F52DrYknwsibL8Ehw9nPAI8GL3p5vbPHfGiVTu3PwSSpUStZkJlTklKJQKbL2cUSjPzjpUSCjOU7JeUipbPdbXNJD54pqWgBBAU04pNUeS/m9QyNjUhKRStTnW+aii+mL52AqMpYVIGjsUHr7NM4gE4T+oPauP7eX8eYI2XmCfJcCS9hqT8M8Y6rXY3TqWJo0FapUS/d5T1O1LwNCk55FnP+fh5+7FTm2Hm4fEoVWb0DU04T+4K3bOtix8Yj66Ji3aJi2lxiacB0RQvOd0y7EdBkXg0T0YJxfHTjxD4UqWlZ6DrrKehtomrO+fhnFfArV74lu21xZVc+BkNRYuCgaM6c/xA3GEhHugNFNjaDz3hTziromozMUsIeHfMTbpMO/fBZVH83ueMiWPqh9+o7ywkm7B4exdupba4kocAz3o99T1nHluTct16Dt7OIFhHjg4iwSVQseqKS2nJK2QyswizCb3w6DT05iU27K9Ia+cQgOYhzkSIQJCnc5gbA4KKZVKsXxM+Nu2/bqHW2bfzeLnHkKSJGRZpqa6hugeXQkI8iUtJRN3d1e0jVrcvd1YsmoxhTmFGI0ybh4uZKflEH+oeSHI1+99w8hpI9jy2Ua+XPoZkf26Etm3Kye2HcXKoXXhGL+YYAJiQylIysHKQcOxz7dy/IttKFRK+t4xgR43j8DSwQYzBw2RD07jwKKVLfuqbSxwiGo9q8jYpKWpsJw/01XUtGnTl5TSuHsfdT9tRB3oh9X0yZiEXvi9TFKpUXoHovTuuFxGgtBe2j3RtPDf1lBTT7WNOd/9coiqogoAeozrTdf7ruGHuKPc9fgdfPj258yfOZ24N8/NwkjfeRI7X1fyqGbdxz+0JDp87+OleI/vRdH+ROxiA7GLDcK1i995n1sQ/q2GhkbqCytZe99Kqs7eGMSO6UnYpL7U/LgPlb01hfnluHk5Yx7iynMPvEJFWSVfvP8kLitupexQGoZ6Lb6T++AYE9TJZyNcCUoqqtmanE3Od7sA8O0WwOAFE7GPDOCzBSswnJ0ZVJqax64PNzH02RupOZ6B04humAS54hUgluQIHasor4i8uDTWPvge2vomFEoFY24dj7VSSWNCFkgSFpF+mPo4YeklfuC5HOj1BhSK5pxCItG08HfU1NTw2rLmYMvXa37g9ZUvsPLNj+jRM5o3lr5LbO9oxkwaQXB4IN9/uZ7dv/6GqZkJc++cRViXENIS06moqGTYxCF06R6BuaUZddW1rHl5NdZ21oR2D2PdK18iSRKznpjDmT0nMOgMhA+Ows7JjtV3vgGAlYOG0QunICkUGLR69rzxPS5h3oSNaU5c7zmqO4NWP0jOhkNYeDriOao7NiGtiy+YONrgPntU82yh30kS1tGt7+dkg4Hab36g9tPmJbC6M8k07NiL80dvo/YVn7nC1UEEhYQLyjyRyo63f2gJCAEc/vkA3ktvwbnSjY/fWk1TUxO6wqo2+yZvPoK2r1fLDYlSpaRK30T0rGEEzRLLH4T2V5hbyJ5VG1sCQgBHNh0i8P4ZWBVVYDa+D+tf+xav2GD27NtLWUk5IycNxezbb5FPJeLp4ozD60sx8fftvJMQrhj11XUc+X4POacyWtoyT6RRNqoHJTn5LQGh31XmlKC1t8Ru7mBsnexxcHb48yEFoV01NjZRkJbHD099gra+eVmt0WBk43vrufn+GUh6A273XoMhwBXvyIBOHq3wO6PBiFKpaJ4ppBczhYS/49wij8SEZMqKy7hp9gwcHO3Zun4nX3/+PV6+HjTUNLD7198AaGrUsnLZh9z1yO2sWvYRDz5/D288vqL5OlQpcXJ1wsrWip6jerP76+biHrIss+GDHxl173QkgxE7FwfWPvRuy3PXllVz4NvdBA6PJnnzEQDSdp1oCQqprc1xHxqF+9CoC56Ny7WDMOoNFHy0GZWdFf5PzsK6W+v3KkNRCbVrvmnVJtfVoUtNF0Eh4aohSkII/5deqyP3dAY5J9PbbCvLK0FjY01JUSn1tfWY2Lctregc6omDmyNm5mb4Bfmw8PH52JuKOKTQcerKa8g6mtymvVKvJ9VOw7fPf4G2tgErXycK84oZPmkI104YiHwqEQBDcUmr3BmC8G9UFVeQe6Lt+2nqkWSM53lvNLE0oxEDIRFBIiAkdIqEYwlUl1RSW9Y6I6Asy9RameHw/Gyq/Z3xENXwLit6g5gpJPwz1tZW3PfgHS2PGxqbqK2t4903PmLEuCEAxMR2ZefZKmR/VJhfyMMv3svhbYcwns3jY9AbeOeZdxk4fQhKVesgZXlBGWte+hyt0UBZTlGb4+WezsAhwL3lsUvY+ZM4X4ipmwM+900jZtsyotY/j8OoWBSm6tadFAoktbrNvheTV0gQrhTiG7rwf0kKieryanxigkg/lMioB2Zg7eNIXWUdGgcN1nX1mJqZ0NSoJb2iBKcuPpScLTdvam1O9M0j2HPoAJNunkBTYyMephDo8+/LQArCX6muqKauppbahgYGPzyNk1/tJi/+3OwME3NTkrYfB0Dj4YDv4K6Md1LSPcATx9ff5PcwkMWksai8PDrhDIQrkdFoxCPSD42zLX69w2jEQElhGX4R/mzetJ2u1w4gce2e5s6SxKBHZ+DVVcy+EDpHUV4RCoUSU3trIif2If6n/S3bJIWE2twUlasN4cG+nTdI4bwMZ4NCSoWCBpFTSPibhg0fyMpVr/DTD5sxyjJVVTWMHD8Ubx9PzMxMyUjLxjfQh/ycwpZ9eg/sQY++3WmsayAkKpi002lUllYCzfdkIb3DOb3jBNc8eD1rX/iM+up6AEzNTVEqFKhM285T8IkOpORMDgCOQR74D4z8R+cjSRKmrnb/d7vK1RnNrTdT9fq5HEVKZyfU4SHIRiOSQsyhEK58Iigk/F9KlYoug6OpD/Vi6jWx6Ddvw5hkTW1sDKn5xbj7enDHffPYtnk3v2zdQ7++sQy+/iYaq+upaKxH7aLhxrGDKc7IxlSpwCHIF5Mg8QVHaD+l+SWc2RuHW0MN5vsP4mNlRXHXCNxHdUWWoeB0Jl2n9KXWDAY/N4vGukbyysowdbDi2puuwbymhsbb56E9lYBpjxhMu0ehMBXJpYVLw9HdiSGDQ2n4fjPyvp0Yhw3E4GbLQwsWc8/ihRzYc5g+945DqTMSGBOKd6QvGmeRo0XoWIaaWqp2HcDw0y84WluhG9iXuqGRKE2UxK3bi8pUzcTHbsS5mw+uviJofjkyGo3N1ccUCpFoWvjbrKwt6R4bRXlpBd4+XlhrLElPzkCSIKZ3NyysLYiK7kL80dPUVNcycERf7DS2PL3gOaA50LPw0dv47OVPaWxoIqpvN3R1TWQkZ3Ji/wnG3z2dmqIKqkuqCOwWyMY3v8UrzIe+s0Zw4MttGA1GbN0dmPL0bOqKKvEbGInG1R4Ty/Yr6W4xbjQqD3ca9uxHFRqM2tOLijc+wlBRhfX08Zj1jEJpJSqLCVcuSZblzh7DPxYbGysfOXKks4dxRTPoDdSs/5XKZ14916hWU3zLbCo0Gpzdnfj5w/U4eTkTOaAbP3y+gfTTadz78r30Gd4LxZUfXb9gkXJxjXYcg97A50s/oa+LJSZvf3hug0pJ4fw54OuDpdqUWkMTGclZ7N34G0XZhTzw6n30GtrzSr5WL3iNgrhOO0rV/qNULHys1ZJE4wMLWX0ogb1b9/PM209SXFSCl68HYZEhmLfjDfBlRlyjl4nGxkYaNu2k6k+f+bX3LqDBw5WG4iocPZwxd7HCL+CqKhLxn7pGrTUBrPvmA3bs+I3iklI++vD1zh6S0DEu6T1peXkFp04kcvzICZAkvvhkHba2Nsy7fSYuri7U1dRiojZBKSl47NanW+3r6etBj15RJB47w6JnFrBk9rMY//DZN2/xbYybM5785BwS9pyguqSSqBE9MbMwRVvfhIOPM2c2H2HDk5+07BM2MpaJS2/B0t76os/hn2g6dYaC2ffCH5ZeOi59HKvRg9v1ea8Sf/leKnQOMVNIaMVoNJKZnEVuWi5WDtZYqCSsP2udfA2dDseqCrYfTWPsjJHE7ToGwG8/7mbh6/dirrGgS2zElfwlW7jMZKZlU19VS2lmPpYJhbRK16s34FRQQJqtPa8++CJzlt5Otz5d6TGgOxo7DS4ezp01bOEKVlpYSnZKNgaMNDQ24eLiiO2uA21yVJls3UXv0SPZuO4XCguLSEpOY+DIfldTQEi4TGQkZ6KrrMby87af+eY5uVTZ2VGrNuDvaY+nt5ghdDkzGs/mFFKKmULCP5OfV8Dhw3FoG7UYDEZef7k5CXRhfhEP3b2YL3/4gOH9B7Nvx0GSTrbN3ZibmcfTbzzK+BvHcXrvyVYBIYCNn6wnsm8kPqG+eIS0TeZcmlHAL3+sGgYk/nKE3nNH4dc7/BKeaVsNh+NaBYQAqj5ag/mAnigtLdr1uQWhs4hv7QIAdWVV5B9PJfXAaV666yV+/Hw9x+NOsXfbfmRl28tElsBKY0FTdV1LW31NPaknUlgw/V7SkzLa7CMI7SEvLZeKlDwUtVq8gn2QFedJDKhUotFYIcsyiXvjef2ptzC3NBcBIeGSk41Gck+mceyn39DVNfLoXc9w56wHOH0oAc7zXopSgVEGNy9XgkIDWHjvLdjZ23b4uIWrW1LcGcoLStHXatFNmICqV2zrDgoJC2sL+gzsKQJC/wGG36uPieVjwj9QVlbBPXc9wbyb7ubQoWN88+WPrbbLskx83Gn27TrI68++jYmZSZtjdOkezt7N+3j4+kc435oUcysLSnJLzvv8FXklZB1Nbql4+EeNtQ3Ul1WTH5dGaUouBt2lT6R+vhxCklIJkpjkIly5RFBIoDghiy+nPsfqyYv56aZlTOrfl8ETBlBVXsWq975GOWNSq/6SmRklGjti+kdTXFTWapuMjF6nJys1pyNPQbhKVWQWsfuJz/h1/tv8NGsZ5nk1aK+f1rqTWo1pj2gy41KA5mVmdTX15GTmdsKIhSuZvknHqW/3snb6EuKWfMPRp9bw4J23YGZuil6nQx8ZAarWE3SNo4exd8chnn7zMbpEh2OtaVvJURDaU3VZFU3V9aR/upMNc15n7eJ1HG6yQzl9CgCSmSmGIH8CIgJEwPI/QJZljEZjy0whvU4EhYS/JzEhme1bm4seDBjQG3uHtkmaLS3MOXUskYLcQrZt3MXse2ZhZm4GgG+QD5NmjiftVCqNDU04ejhiZdP6s23gpEHUlFe3OS7A0W92k/DLUTxjAlu1q81N0dhrWHPt86ye9DSfjH6cQ+/9TOPZpNWXilmPKCTT1oEum1tuQGkhZvAKVy6xfOwqp61rZPvzX1KRUYjSRIVTmDfZvxyjR7ep7MjYT0N9I/urG+j93EMo9h5C1lijje6GwqDCxt6ad594p+VYFtYWGKTm3wOsbcQXG6H9JXz/G43lNTiGeFKalMuZH/bj2j0I92ceRrnvIAqNNXLP7qRXafnxwx+RJImAmGC++2kLVuLLt3CJlabksunBVXA2V5/SREXdoXSumTqW4vJy3t5yiPtfexbd9j0Y6xpQDu1PqcaGKfMmEdWrayePXrhaFRWW0JhZSsa2uJa2lB0n8YqejMcN1yD1iMLU1weNnabzBilcNKPRiCRJSJIkZgoJ/0hDfQMA3aIi+Om7zUyaNpbT8WdaloC5uDrhH+DLO+tWMXBEP7Zv2k1leRXXzJmE2kRNQIgfR/Yeo6yoHIAPX/mEhS8sIOlYEo31Dbj5ubN/42/c8dKdbZ67vrKGY+t2U5lXysgHrsXc1oqM307jFOTBxBfmsf/17yhLzQfAqDew55Vv8O4Thkf34Et2/qbhwbh+uJzaLTswlldhOW4YZtFdLtnxBeFydFFBIUmSJGAm4C/L8rOSJHkDrrIsH2rX0Qntrr68huzfThM0ojvuXXwpPpqCR7AnGjMzQrsEsXX9Dpa/8gF3P3Y7Zj26o1IpsZYU2LjZ4BXgwx0v3cWOb7ZiaW+Na5AH77/+Gf1H9CEoXFQZE9pXU00d1g4aXL1dQJKImj6Io6u3UXAsldPhtgSPHIqrgwOVBeXs236QqMHdCYwN4evPf2DyrAn4B/l29ikIV5jqnFKQZUyszOl350Sq0wqoL6pkRL9urN25k8kLp7JhdzxhA/piaW1FZmYO1iZqeveP/euDC8IlVltaRfZvp8j86SCmtlYMfex69q9cT0NFLQDpR9Jwefo6FKYmeHi5dfJohYtlMBhQqZqXUSuUShEUEv62wGB/7OxtcXJ2JC+3gM8//pqHnlxEeWkFpqYm+AX6YGdvS/zxBPoN6Y2kULBj0242rNvMDfOm89X767j9oXls/2orAMX5JWz4ehPDJw0lYf8pKgrLufW5+fiE+rZ5brW5Kc5BHlTklrDlla/xjgki9qYR+PUOw9pBQ9aeUy19TazN6XfnJNK+38+Jt9cTMm0AHn3DMbP99z/6mXYJwbRLyL8+jiD8V1zsTKF3ACMwFHgWqAG+BXq007iEDmKmscBvSDdcAt0pycxH2cWdxtJa9j21mkHL56K7bw7vLf+YpU+8xo23ziA8KpSkrCxmDeuNiYmaPuP60X14TzKTM0k5k8ZzK58kuEswdo5tp5oKwqWgbdKSnpKJtqKOkx9toTqtAIDMLUfo+fj1VDbWY+vrioXGAqlBz/eL3iZyYl+cYv0pLC7jnqcXEB4ThqVGlBYVLi1Ll+b3vYEPX0tZWTkGe3Oqj6SQ88TnjLpzLPEJSTj4OyKZmlBTV0dQaADBkZfu101BuFhVFVWkx52h6EwmNcUVZP5yDJW5KT3vmsiuZc2Jpj16huDg5oyFSHr+n6LXG1oKfSgVCvSGS59zRbiy+fl5s/b7D3n7zQ+J6hbBiuWrWLJ4OeYW5hgNRr789n2UKhUffPsW8cdPE92nK9fcOBG9TkdGcjYDR/fDwdWB2x6/hc+Wf462SYedsz0RvbswbPrwCz632tSEIXdNIf1AIrqGJrKPpdBYU0+vmcMwtbHAtZs/eYebE1v3umUMJ1b8hPbs8rHMX48z8IU5dJk1rN1fI0G40lxsUKiXLMsxkiQdB5BluUKSpLZZxYT/nOqGepyu7YlRpUZRYUN+TgF4WeB1x1DyTqaTm53Pe2vf4GRcAgkJSaRmZnLH3XMxMVG3HMPEVE1wZBDBkUGdeCbClU6WZZJPpZKdkkV9bQOWdlbUjArENd2Vws3HkY0ypXFpOEzrxZnMDEr2l3LX4/NZ8ONzlKTmY2plTuzQnmhcRMBSaB/lNBH9zjzqlCZUamuoVWpRTu2K2yk3Mr/Yjcm83ny95nseuH8Bwf6+2Hu7dPaQhatQyulUMpMyaaxvxDzCnfymCoIjvcn6fBf6mgZUZibYB7gTNr63CAj9BxkMBpRnCy4oFAoMeuNf7CEIbUVHR7LinaUU5BdhZmbGO29+iJmZGW+ufJE3X3qXw/uPM3POdLp170JpYSl5eQVkJ2djZm6GQqEgKyWLUTNGMXDcACpKKigvKqc0vxRLjSXWNhcuKe8TE8TCH5+jKDkHtZkJbmE+2Ho4AjDk8RtYN3sZjZW1SAa5JSD0u8OvfYff6O5YOtm210sjCFekiw0K6SRJUkJzAnlJkpxonjkk/EdVlFWSm53P4gdeYNDQflCnZ/+W/ZQXV2BlY8WMe6/Dw8OBn57ZRECQH3lpufh7enF4z1HMTcw6e/jCVejMiSR+XbuVIzsOU5RbjLWtNfcuv5ccs1QUW5UY9QZQKjhyNJ6vPlhHaGQwEhLu4b64h/t29vCFK1hpYSlpqZksW/wG8+bP4utPviflZHNi8xHXjcCxXyDSoTSioyPpM7wfIREigC50joS4M2z4ZD2JRxPJzyzA0dWB2U/MJT89B3NHDWb2Vlzz8f04BXti6WjT2cMV/gGDwYDibKVDhcgpJPwL5uZm+Af4cPcD85lxw2SQ4bF7niUoJICZc6az5qN1fPPp9wBExUby4OJFPDrvaSpKKwAYP2M0I8YP5bnbnken1QEw+vpRzHt07v/NUVZfVYvazASXYE9cgj3bbHePDuSm9c9SkVlEfW5p2wPIMuctdyYIwgVdbPWxN4HvAWdJkpYAe4EX2m1UQrs6fugE369dz/bNuxg4rB/IcPREPFEjY5m2YBq1VbXE7ThGk6r5XbWhoZFN635h9Ttf4e7lhru3ayefgXA1qa+r58iB4/y24wDHTsYT2DuUG+6fSX1tPZu/2IS5qx0ab2eQJJRdPPjwtU+pq6nj2rnXoFSdpzy9IFxCp46eJiMjiyP7jnPdzdP49qv1qBzMmfvkXBzdHPn1q1/RSRLBt40kNTsPNw8xO0joHCeOnOLg7sMkpKXhHe3PrIdmUV1Zw4k9cVg42+DYIwj7bn749o0QAaH/MIPBeG75mFKJXi+Wjwn/nCzLpKdlkZWdS25uAR7e7pw6kUh6ShbHD53Exk7DQ4vvxsPdlTeff5cZt05l4Oj+AKhValY89lZLQAhg85otJMUltXmeioIyflm1nqVTHue9O14l7ciZ/zsmW29n/AZG4to9CLVV69mMsXdPwdLZ9tKcvCBcRS4qKCTL8hfAQ8CLQAEwWZblb9pzYMKlY6itR1/RXPYxOz2HwweOcfRQHN27RuJl50x4SCDdunfhq4+/Zdfu/QycOJDMpCw0Gg1qEzVuHq54+LgzZ9GNLHryDsxFSUahA+Wn5aAvqiAsJIhJ40cS4OvNybhTjL1pLFlJWfgH+eAY48/wD+5m25FjBIUH8Pw7T9GzX/fOHrpwBTLU1aMvrwIgNyuPU/FnKCkqp2+fWDQqc0aNGIijgx3Lnl3B2NnjmneS4UBOOt1iI9DYigpOQsfLScnBoslAmLcnffp0Z9MPW/nk/TWMnz2BvLQ8bG1tiJo/Dp9eYZ09VOFf0uv15xJNi5lCwr9gNBrZuP5Xhg+YQnxcAkX5xXj5eJCdkUtFWfNsoJtvu573XvmIX9fv4PjBE7yxZCU+wd44uToS3bsbJfklbY6bn9mcC1Kv01NfXUfi/lMc2rgPbZMWMytz4rcf47WZz5GbmHXB8TmEeDJ57WNEzhmJ1+BIRr5zJ0GT+1z6FwLQV1RjqKv/646C8B91sdXHAoAMWZbfliRpMDBCkqQCWZYr23Fswr9k1Oqo23+CktdWY6ioxmbWeBQ9wlGr1UwaOpzjPx/Ayd+VHVsP4eThxEsrnub5J5YzZFh/1CoVq1//kuXvLqF7nyhGThiCtY01zYXoBKFj1B5NQLViDfYpWagGxmIZE056vp6ooBBMXTV06xcFskTAvBEEdAnkyX7hyDJYWll09tCFK4xsMFB/6BRFr36GoagMzXWjkXtH4hPghaVkwp7vd5KblkdobBjhfv4orxtPXm4B9s722DjaMGTSUAJDRVVGoeNlHUmAw6eQ1v2Ko4masTdOwPO5e3ni4ZdRmCgJjQ3F0dkBr0tY0lnoPAbDuUTTCqUCg1FkexAuTl1dHRkZOajVavz9vcnOyuXO+Q8zcEhf8nIKeO2llTz6+D1UVVbj7OoEgEFvaClh/7vvVv/E0pXPcGzXUYK7BZF8IqXVdq8AT757+xsO/3qIwK6B2Dva8eMb32DQG5hwg7JIRwABAABJREFUxxTqKmspzS4i70wWnmE+FxyzU6QfTpF+l/aF+ANdcRlVP+6k4vMNKJ3scL53Fpa9uyKJmejCFeZil499CxgkSQoEPgD8gC/bbVTCJdF4MoWceYtpjE9Bl1tE6Ysfwm8niI3uxq4vf8XKxZZ1K9aSdCSRvT/u5vPFHzJ7/vXY2Gtw8nAi/mA8akmJjb0NGluNCAgJHar0WCK5c56ifs8x9IVlNK7dguXmveSnZmNo0uPl4Yatgw2Htx1GJTdfmxaWFiIgJLSLxtNpZN38BI3Hz6DLL6Fs+edI2w9jZ2HNW/e/wY5120k5nsT6VT+QlpBGTEwkSpWS25+ZT3h0GDG9unX2KQhXGa1Wy+kjp2n8LY66ZZ+izcxHm5xFzVNv0dXaGntHO2zsNcQMjMHDSywLv1I0Lx9r/sKqFDOFhIuUlpbFzTcvIjZ2JLGxI1my5HVysvNpaGhk5OghfPDu51RX19CobUKlUnL4wHFm3nItkqLtdwOlSklleSXrVn3HoImD8Dtbet7Kxoon33ucTR+t58uXPyfleBKbPv2ZX9f+ypAbRwKw+aMNdB/fF2iuRNbZqr7bTvHSj9DlFdMYl0T2nKdoOJXa2cMShEvuYoNCRlmW9cA1wBuyLN8LuLXfsIRLofbQqeaEa3/Q8M0vmBmMhPaOYMc3W1tvq21AY2ZBdVk1q99sjvmJtehCZ0iOT6HqRDLGuta/Pul2HSHExxVLW0u0DVq+fPsrGusbcPYTb0dC+6o/lQqG1r+41329BZOGRsoLy1q1H9p8AEtrS/oP64NXqDfObk4dOVRBACAtJRNtVR2qnUfabJMPxzNwZD8iYsKJ7tMNZ1fnThih0B6al4+dmymk14ugkHBhsizz2Wdr2bDhVwB0Oh1Ll64Aqbk8fW5WbkvfD977nAeeuouCvCIO/HaE8G5haGxbVxObedsMVAolRoOR91/4AM8gL667awYjrh2OJMPxHUdb9S/OKcLCxrL5uZt0SEoJB08nvLq03wygi6ErraD8kx9bNxqNNJ5KOf8OgvAf9neqj10P3ARMONumvkB/JEnyAj4DXGmuVPa+LMtvSJJkD3wN+AKZwLWyLFec3edRYB5gABbJsrzlb52N0IpkeZ4qYTbW1DY0onG0OW8SXlMzU754YRUAFlYW+Id27huycPWpq6lj+0876Odoz5+vUMnclEatDrWNOScPn0KhUNBvdD/MxewgoZ3JJm0/8iQbK8qratu2KySsbTWYOVriH+jbAaMThNbSzmSw5J6l3DTnWqxtrNpsVznaMigsBu8AT1Sqi70VFP4LmpePiZlCwsWrqqrm2283tGnff+AoLyx7krSUjJa2vNwCljy7nEX3z2fw0H40NTbxygdL2Ll5D6VFpYR3C+Xw7qNUhJTj6edBbkYeO37aCUBkzy74BfggSRLyn360/n01gpOXM/7dgugzZRBO3p1bmEFhokZpZ4O+pKJ1u6W45xSuPBd7JzAHuB1YIstyhiRJfsDqv9hHD9wvy/IxSZKsgaOSJP0KzAa2ybK8VJKkR4BHgIclSQoHrgMiAHdgqyRJwbIsi0+zf8isRwTmkwaDTo8c4k+FsyPVCiXmajV2Xs6MvXk8X7++pqW/xl6Dtb2GwIgAvIO8mXbrNfgEX3gtryBcSo21DRSl5xPi5wOujphPH0nDN7+0bFfeMJb4pBxG3jSWo0fjeXnNUiJ6RHTiiIWrhUmXQCyuHY0yOpRiWUKnM+Dg48yRvUdwD/AgPy2vpe+IG0Zh5+6Ad4BXJ45YuFplJWZQV1TBwrvmYFRJaIf1ggMnQNc881dhZYGiRyThgV5Ya6z/4mjCf80fq481J5oWOYWEC7O0tKBXrxhSUzNatXt6ujFoSF90Wh2Dh/Vj57bfALCx1RAY7MddNz2Ik6sT1908hf7DepOXXcDpY4kc3Xeco78dZ8HDt1CaW0LC0UQiYsOJjI1gyxeb6T22L/t//q3leXxCfagoLCcgKojZz9+GZ4gPBr2BqpIK8s/kYNDqcA3yxLGDg0RKjRXOD95Mzm3Ptqy8ULk6Yt4tpEPHIQgd4aKCQrIsJ0iS9AAQLElSFyBJluWlf7FPAc2VypBluUaSpETAA5gEDD7b7VNgJ/Dw2favZFluAjIkSUoFegL7/+5JCZB1Kp3Uw0nU+/oREu6FRtuINq+Y9Nwqdq0/wPWv3oEU4cXCV+/myLbDWDtosHS2YdlzKwiOCGLMjWMJEW96Qgcpyi4k60QaeUnZWNlrCA12pyk5HZO+kdhOGEjNb3E0uTlTqFLT1duVLz/5jlkLryNa5GkR2pEsy2SfyiDjRAoGnQG3Qd1Rl5bibm1BUl4ZH7/xHVOWzEGpUNDd2JOS7GKiBkUT1rsLHr7unT184SpUHHcGdVYu9kYZSzt78gsr0Xq5YrX0HlTpuaitLDCLCcU2OhSlUiRKvRIZjAaUynNBIaNR/LYqXJharWbRolv49dddFBeXAtC7d3cGDuyNQqGgW1QEg4cPoHuPKAwGA/aO9kiyRGVFFfc+vpDiwmJeeeoNGhuaCIkI5KnXH2HxXS+w4oX3eGr5wxQXlrBv2wF8grypr6lH7W/GlIXTyUnOIrxnBFEDY1CbqLG215CXlM1HD71DQEwQugYtyDL6Bi1fP/kh81c9hGeEb4e+Npb9o/H96iXqjyWitLXGIjYCU38PAAwVVejSs5B1etS+XqhcxVJx4b/rYquPDaY5gJMJSICXJEk3y7K8+yL39wWigYOAy9mAEbIsF0iS9PtCdg/gwB92yz3b9udj3QbcBuDt7X0xT3/Fk2UjstGAJElIChW58emkbj+O0WDE28cRsw8/ozExGTMg0sMNtwVT2PPxZgrN9QydOIjEnCwKDxRRWtScF6O0qJzbH5rXuSf1Hyau0b+nsb6RgtNZONhb4zYsBhqaYPGLqIpL0QGNvbtzwD+AHz/9lsK8ImqqapEkidsenNPZQ/9PE9fp+clGPbIsIymUZJ9IJ2X3CWSdAVd/VzTf/4j+4DGagAB3F6bOm8yR7/ZSZmVk385DLHlvMRobaxEQukTENfr31GTlYWaqpEptiiErH9Ptu/GeMp7CqnpefvMz7njkVmzsrOkaK2ZXXiqX4zXaqvqYWD521bvYa7Rbtwh27/6BM2dSMTU1JSIiBGdnRwBc3JyZNXs6menZ6A0GfP28KCksY+6ds1AoFLz9UnPaCZVahdEg88vPO7h23jUU55fi6OJIlx4R+If6EdmrC4PGDSQnNQckGDd3AraOti1jSD+Rwqs3Psv0R29k3fOfodc2z260stcwYvZYdny8kRtevA2luu3XV32TjrLUfGqLyrF2c8Ah0P28/f4uhYkai9gILP70vqnLL6L06VdoOnwCAKWrMy4rnsck6OpNuyEbDchGI5JCgaQQPzr811zsv5ZXgZGyLCcBSJIUDKwBuv/VjpIkWdFcveweWZarL1DB6nwb5DYNsvw+8D5AbGxsm+1XG1mvxVBfgaytA4UKTGz57aWvydpzGgCHQHdGTO4NickAGPIKcC3MQaVQEhTqRfKpFAaO7s97L38INK/pvWfxQnyDxLKxf0pco39PRVYhPiGuWNkAsgGdzhz90scon3sfAE0HjjJgcB/eysyjsb4RSZK4++kF+AWKa/TfENdpa7IsI+saMNSWglEPagsUTY0ce/V7AEyszZn40EQUR0+A3oAhvwjX3AwMDTq6Dowions4foHeaGw0nXwmVw5xjV4co9FIfVUlplZGJEslJg7eFNvaUGpQ4ZSZjdrDm4Gj++Hq6UxQeGBnD/eKcjleo62WjynF8rGr3d+5Rn19vfH1PX/gyNTUlJCwoJbHlgGWzJ5/AxvWbQZg+LjBhIQHciY+BVdXZ4aNH8Iv637hwRsfBcDd240hEwdj72KPvYv9eZ8j9UgSft0Cid9xvCUgBFBbXk1tVQ2FqfloG7WY/ynYY9Dqif9mN1uf/ATZKCMpFYxdNp/wyX2QFBdbU+nvaTpyoiUgBGAoLKb66x9xeOSuq7JcvVHX2Hz/ZNAiqcxQWDmgUJl29rCEv+Fig0Lq3wNCALIsJ0uSdMFE0wBn+3wLfCHL8ndnm4skSXI7O0vIDSg+254L/DEBgyeQf5HjuyrJRiOGujJk3dkKTUY9NJYSPXMwWXtOY2Zrhd/ASGqcPbGdcyOGb3/EWF2DfCqR/rfN5e23V+Pm5Upqajpz7pmFX4APXv6e+AX5YnIZlIEUrg5mZkqsrHUtIWC1Wo/C2wGTbuFoTyQAIGflccv9s7GxsSY0MhjfQB9MzcWHjXDpyHothurCcw26ehx8rImY0hdrNwcUSiX5xQ34DR2I7pcdzX0Sk4mcOAWP2DC8/bxQXYJfJQXh76otLcdcWQty85d/pcKAW6gNeccUGC0s0DjaMvP267DWtE04LVx5jH+YKSQSTQvtydbeBnsnO3wDvHFyduDdVz5q2ebh4cr6Lza2PM7PLuDDZZ+y+J3HQYaK4nLMrSywcbBp6aM2M8HSzpqK3BJMLcxwC/KkIr+UqpJKaitriZ3YF3Prtkmey9ML2PrUp8hGGXt/N0LG9KAyq5DytAIcgtosOrkkms60LUvfdDQeY0MjSmvLdnnOy5XRoGu+fzr7GSTrGzFUFyLZeCApxX3Rf8XF/p86IknSh8DnZx/PBI5eoD9S85SgD4FEWZaX/2HTT8DNwNKz//3xD+1fSpK0nOZE00HAoYsc31VJNurPBYT+wMbdFgtHDb3nj+fIO+s5UV6Dub01wxbNwfTzzzD2iKZRKZEUn8yIycOob2ogtl803WIjRY4BoUPpdXpU5wkvKyUt1tdNoOxsUKjRyx0HU3P6Du6FnYNtxw5SuCrIBm2bNrXKQPfZw/nm2qXoG7XY+Lrg89h02LYLDEYU/Xrg2jUA/+Crd7q40Lky9sSjVsmYB/0p4GM04BzqTmN1AxYaCxEQuooYDOdyCimVSgyiJL3QjsK6BDNr/nW8+tSbLW1qEzWVZVVt+h7fF0duei5rXvuSg78cxMXLhQVLFhI1IAqFQkFQbCgb3/meyfdMpzijkMz4NHy79sLa3ho7V0fC+kWedwx1pVXIBiNevcJwi/Dh+PsbMWj1ZPxyjNGv34FjiOclP2+z6C7UfPl9qzaLYf1RXI3VcA26loBQC6MB2agTQaH/kIudU3cHcBpYBNwNJNBcjexC+gGzgKGSJMWd/TOW5mDQCEmSUoARZx8jy/JpYO3ZY28GForKYxcmSRJIbf8X6hp1RE4fxIHXvqOhvAaAhvIafnn1J5RzZ1Hm5YuuScsL7y9m7LSRvLTyWWJ6RYmAkNDhjLIRlVnbGT9GWUGT2gKUCqxunIrXqEGMmzpKBISEdnPe9e8KJelb49A3NgeMqjKL2LtiA+pB/VB07woDexMULRLyC52j4EwOOx77hMbKuvNu12sNWPm54xEkquBdTfR6Q8v9nEKhwGAUy8eE9uMX5EtYZEir4KNOq8PyPDN6onp3Zce67RzYcgBZlinMLuSZOYvJOpMJgGeIN/d8/ChpR5PZ+M73JOw5yc7Pt3Dghz0E9wnH0du5zTEBNO4OqMxM8BvQheMfbsZwdulZyeks9i37puUz/FIyjYnE+vrJcHZWnlnv7lhNHMkF0qRcuaT/8/3xPN9RhcvXRf3fkmW5SZbl5bIsXyPL8hRZll87WyXsQvvslWVZkmW5qyzLUWf/bJRluUyW5WGyLAed/W/5H/ZZIstygCzLIbIsb/q3J3elk5RqlJaOrRtVZlTmVKBUKtDVNbbapK1pIFurYuVjH+HgYEefwb0wNzfrwBELQmsmJiY01OgwGlu/FVXmNVBQ0oB62bPYL5qH2sGuk0YoXC0kpQmSuvX7oU5vTtynW1u1FcZnUjVsKJnjxmD7h/wKgtDRavJLqcoqIu6T7TTWtf4i0lCvwMLZAbfo4E4andBZRKJpoaOFdAlmxtxprdrS07IYd/2Ylscuns7ceOf1/PDBD636GfQG8tLzWh4rFAr2rt3Rqk9JVhElWUX/9/nt/FyZ9M6ilmDQH2XuOEF9WfXfOZ2LonKww+6eW3Ff+y5ua97BadmTqL3bZ6na5U5SqpHMbFq1KSzskJQiFcl/yQXndEmSFM95kj3/Tpblrpd8RMLfIplaoFS6Ixt0SAolksqEgBEaMg+eQaFWYtSduxlQmqiorKxBlmU0NtadOGpBOKexTkvm1tN4xPqjMlVTmVPOjme+wmdGPyqQ8TD5y/RlgvCvSUoVSitnZEMTstGIXg9Jm4/RVFXfqp+NjzOmHs70CfdDLa5NoRMpzEywcNSQsz+R3S+tJ2rWIMxsLTB3tEMra/GK9e3sIQqdoHn5WPMv90qlUiSaFtqdWq1i1u3X4xPgxfqvNxEeFcrw8YOJOxDP3c/fiYOTPSGRwZio1WjsNFRXtA7SWNqcW94q/59vnfL/20DzyomAYVHI51kq6Rzph6mmfXL8KExNMAkUy8clhQKlhS2yiXlzNWyFCkllcnXOmvoP+6uFftcALkDOn9p9EEmgLwuSpGj+dfsPv3Cb21ihcrUhcsE4Tq5Y35yJXyHR7Y5xbPlxN4NmjsDJ27UTRy0I57h38aMkIYuvpr6EUW8ASSJy3iiO7Ipj5vO3dPbwhKuIpFS1rH9XyDINRj2BU/qS+v0+AFTmpgxcPIuAKDH7Quh8dn4uRC+axIHn15C84RDJGw7Rdc5Iet41EUcfx78+gHBF0uv/PFOo7ewJQbjUXNydmH7zFCZfPx6VWoUkScT0jkI2yij/UI3r9ufu4OU7X2p53Htkb/zCzgVWnLydGTBjKLvXnJul6+jljEfwXy+Dde8eSNg1/Uj87jcATDUWDHpyJqbW5pfiFIULkBRKJJOrMJ/SFeSvgkKvAY/Jspz1x0ZJkpzObpvQXgMT/p2grkGYmpniHh2IvroBg0Li2K7jjL5jEpFDolGZiMRfwuUjZFwvbHxdqMosokGro6y8kusWz8Er3LezhyZcpSRJosvQWDJsrHGMCUCFhHOYNz49Qzt7aIIAgIObI419wxj8xu1U55Rg6+mIU5g31o62nT00oRM1Lx9r/oW+OSgkZgoJHeePM2gVCkWbRCV9RvXh1R+Xk5eeh42DBv+IAGz/8J6lNjVh/KJpeEf6c3j9bwT1CKPHhH7Yu/91oNvC0YbBz9xE5I3D0NY0YOfngq2v+BFcEC7GX0UGfGVZPvnnRlmWj0iS5Ns+QxJ+V5JRQGFyLkq1EntvF0qzi6ivqsPF3x2PMJ+/DOx4B3tDsHfL424T+7b3kAWhlab6RgqScihKL0Cv1eEZ7oNXF38UytZ3CWaW5vj2DIOeYZ00UuFKVl9VS8GZbGpKqrD3caGmtIraihqc/dzwDPdFbXr+ZWAaRxu6jerZwaMVhHOa6hspTM6hJKuYxroGXIM88Yn0R23WnKvBI9gbjz98zgtC6+VjCowiKCRcRtSmakKiQwi5QJEGOzcHBt0wgkE3jGjVbtDpyU3IpCi9AAsbS5x8XCnPKUbX2IRLoCcugR6Y2VjiEStm8wrC3/VXQaELZSEWc/HaUe6pDN6d+Tz1VXXEThtIUVYRaYfPAM2/YN/42gIC+3bBwdm+k0cqCOen1+lJO57MhqVryI5PB0ChUnLHRw8TNrBbJ49OuFo01NSx+dVv2PvZFrqN60VNdT1n9pz7rWPGi7cSOiQKJ1ex3Ea4vBh0elIOJfLbl1uJ/+VIS/usVxfQa+qgThyZcDn78/IxvVg+JnQivd5A+pkMcjNysbG3ITDMHxt7m7/e8TxO74xj1fxlyMbm/EL+PUJw83Xj8De7MLEw5fYvnsA3WhSAEIR/4q+qjx2WJOnWPzdKkjQPONo+QxIMegO7P9pEfVVzmVl7L+eWgBA0J1v76cUvKcjIIz+7oLOGKQj/V0VpBVnxqdQUVLQEhACMegPfLVlNXWVtJ45OuJoUnsll72dbiBgSQ9jgmFYBIYANL63hwOZ9ZKRk/Z8jCELnyEvOxtCgbRUQAlj3zKeU5ZZ00qiEy53BaEB5NiikVIrlY0L7MRqN1Ne3LsZQX1tPTkYOxw+c4MCuQ+zZspdbxt7O7s17yU7L5vi+ExzaeZjy4vL/c9Tzqy6pZO2TH7YEhADSDydh5+kEgLa+iV9eW4e24f+Xn28oq6bweBqlZ3LQa3V/6/kF4Ur3VzOF7gG+lyRpJueCQLGACTClHcd1VdM1ack7ndHyWGXWtqRfdXElst7IySOnSElIxTfIB58AMYVc6Hy56dlUFlaQv+0kRgvTNtvLcorQ1jdhaWt1nr0F4dKqrahm6JwxNCXlUZlV2GZ7XWUt/sF+pJ1Jx83TBTPzC02QFYSOkXQ0kfSkDKyktp//DdV1NNU1dMKohP8Cg8HQskRboVBgNIqgkHDpJSWmsObTbzm0/zjDRw8iJjYSo17mk3e+oKGunpm3zsDR2YGy4nIWPnUHZuamKBUKltz9IromHWNmjGLq3GtwcnO8qJlD2vomqooq2rTr/1BxrCApG219A03VdeTFpVGRVYRTkAfuUQHUF1ex+a63KTuTg6RUELtgAjG3jMbMTlRjFgT4i6CQLMtFQF9JkoYAXc42/yzL8vZ2H9lVRl9Vh760EqWNJWaOtnSfMoANS7/ENcQTj6gA+iwaR6NWi7oJTn6zl+C+Eez4ZS9rPlgHgIWVBW+seYUuMeGdfCbC1SzuaDxHDsbRUNtAfmE+113TNhd97KR+aJxtO35wwlVBV1KJoboOlZMtKo0lTv7ulBw4Q35SHkG3jKTfXeOp0zZhIamJ//Y3HLxd2Ln1NyL7RFKQV4RfoE9nn4JwlTtxNJ59uw6h1xsI9vNFZaJCrz23BMg/NgS7i0i6Klyd2lYfa1umWxAuhk6nIyU5nbKycjTWGs4kJJOXX0h0TCQfvbOa33YdBODM6WReWPYELz/5OoEh/oycMIw3n1/JDbdcy89rNlGYVwSAp687dz27EI2NNSV5pTw04yFs7GxY+NwCogdEt+TCOh8bVzuixvTi+MYDLW2SQmqV2Dpmcn8USiWbF3/O6Z/2t7SPfuZmSg4lUXamuZi2bDByeMWPePQMwWdQ10v6mv3OUNeIrqgMhYUZJq4O7fIcgnApXVQJKlmWdwA72nksV626+DRyHl1J/YkUTHxc8X5pIdET++DU1Q/ZXGLnvkPklRTy296D5OcVsvzFp3B3cWHBzAdajlFfW887L7zPsk9ewMJKlAQUOt7hg8f4cvV3mJmb8v23G+nZK4bihipGPjidg59upaasivAR3dGEeaDT6VuVKBWEf0uWZWr2niD74XfQ5hRh0T0E7yW34xTqQ1VyPr1W3Epafh77UhPIycnl9KkknnvqQcxlNS89/SYP+Xti62Db2achXMVqqmrIyytkz2+HWfvNj5w6lUjv3rE89Nod7HzlW0ozCwkd1I3Jj9yAubX4nBfOr7n62LmgEDQv8/n974Lw/1RWVpGZmYOFhTnu7q588dk6nnjsRQD69Itl5o3T+Oyjr6irqWPclJH07BND3NF48nMKsbSywMHRjpEThvLO0lW4ebpQkl/SEhACyM3MJzM1hx3fb0NtYsKCZxdQUVROwpEELKwtCYsJRZKaK+dVFFfQUFOHrbMdFtaWqE1NGHP3VIxGIyd/OYytmwMjbp+IrDciSRJRE/rQ54bhlKcVtAoIAVRkFpC1O77N+VakF2Lj6YS+oQlrLydMbSwvyevYkJpL3rMfUb3jKConW7yen4/N8B4oTM5f1EIQLgeiLnkn05VUkrHgFbSZBZj1jkAO9CT3ta+wfXoOOqWRptomirOLOX3kNKOGDia8WwivvvYedy9sk+qJ5FOp1NbUiaCQ0KFkWSb1TBoqWYGTrT1H9h9n4e1zkJWQk1/AN+99w4ixgwmw1fDbnsNseG0/fcf0xcy87dIyQfinGlNzSZvzPHKTDqWNJUZfNwq2H0HCSNC94yitqGTHpt0U5BQyfNRArr/hGrZv30uwhy+yLJOXnU9kz4jOPg3hKlVRXE52bj5ZKdk0lNcwYsgA7r7nVu64/SH2HjpMn4Vj8XVzw8zFFs8gsVRc+P8MBmNLTiEAlUrZKlAkCOeTmJjC/Nsf5ODBo0R168Lipx/g0Yefp2evaMaOG86+3w7z65advPL6M7z0zOuseutT7B3seP2dF9izYz8frfyCkVOGExQeCICbpyvZaTltnicrLZuI2AgMOj2Hth5iz/rdAHz73rc89+lzeAZ4UpRdyMp736Akp4iQHmHMfX4+3qG+VBZVUF1ayYg7JlFTVs0PL31Jj0n9eWTna9i62qM2NSE9p7jNcxYn5+EaFUD2nwJDanMTvh3xKEatHufYIAa+cgt2QR7/6nU0NDSSt+QTqnc0Z13Rl1SScfvLhKx/BctuIgm2cPkSQaFOps0vQV9UjvLpuXy7/RDJm/YSNSCa4bUN1Dc18Pyjy0hPzQTg9MkzxPaO4vqZU9E4aNoca/CYAdg72nXwGQhXM51Ox9GdR1n7+leUFZbSfURPYrp3ZcXL7zPluvEEdglAoVDwzec/tuwzfe41/7jyhCD8P02ZBchNOtQDu5ETE8IP329HOnqaybZWOPg6s2juwzQ2NAFw8vhpbp5/PYEBfthYN7+XBoUHiKVjQqeQZZnCwmKObj7Enu93YaGxYMC0wWz+4VceeWwRB/YfZUCfnshmKnxEQEj4C0aDAekPASCFQoler0etFrMUhPNramrixaVvcPDgURQKBTfOnMrRIycwNTVh9JhhPLf41Za+GzdsZdVHy1n90VpmzZ3BS4vfIC25OQ/q6ZNniDt6iieWPURZSTmSAeIOti7uEBIZjCSBvY0NHzy7qqV9ws0T2PX9Dg5vO4yrtwvTH5pJTVkVu9dt590HVvDY6mfIS8wk7UgSaUeSWvaL23KIofPGoTZtzr/m4OeGlbMttcWVLX0aqusZ9txsShOyqC+tbh7HpD4U7DmN8ezS3OIjKcSt+IkBr9yCyvSf/1vRFVVQvfVw60ZZpik9XwSFhMua+NmgkymtLVHfPJblK7/hyN4TVJdXs/vHXXy4eBUYjC0Bod8dORCHq4sTNhprZt11A6ZmzbMtYvpFMWvh9ajUIs4ndJxTB0/x0m0vkBafSmVJJdu+/AVrWY2vvzc/fbOJiLAQJtwwDpOzH7C9B/dg+pwpF1w3Lgj/hGxphqRWUTYwivfeWENRdhGFWYW8+/g7VOSVode1Lsv849qN1NXV4+LqxNx7biI4Ikj8ki50uMbGRpJPp3Jqz0l+fPc7yovKyE3JYc2LnzOoX2/cXV3p2zcWFzcnQmNFzkDhrxkMBpTKP8wUUipFBTLhgkpLy9mw4VcAevaMZtvWPZiamjJoSD82/LSlVV+dTseRIyeI6R1FXXVdS0Dod4f3HaOkpIwVS99DLxsYPXUECoUCpVLB6KkjiOoVyfH9cajUSgZNHsSMRdcx97E5lOWVsPXrX6kqrSTpWBJv3P8aNVV1xI7uTWleCeUFpdh7OrcZu0ugB6XZ55ao2Xg4cv0nDxI8sjsW9tZ0nTaAya/dgVt0IDPWP8uULx/h2h8WEziyOxk/tl5mlvXrMZrKa/7Va6m0Mkd9npxvSnuR0Fq4vIkIQieSZZn08grqwnyoLKlsae8xqhfhAyIxtTAjplc3jh080Wo/c3NzXl7wMnMfm8tLHzyLQqEgPCYMS+tLsxZWEP5KbW0tKWfS0ep13PTcLVTklrJ19Rbqqus48PM+hk7uz+pP16FWKfEK9uT9Vc+jdHPA3dtNLG8ULrlje4/z6+qfueHeGazf1/x+aWJqwpDrhuMa7IHSXM3AYf3YvmV3yz4mJmp0Oh0+fl70G9wLe0f7zhq+cJWqLK8kNzOPoqJSTDRmuPq4UZhV0LK9qrACPy8nIroEE9ottBNHKvyX/DHRNIBCqUCv119gD+Fqp9FYExPTlT17DqBQKJBlmR9/3MRtt87is0/XAuDi4sTgof2oqqpBr9MRHdMTyQjz7pzFz9/9QmH+ucCMt58XL769mGMHT6BxsuGBF++mKL+E/TsO8fSiJTz8wr1YWljw8xeb2P7DTmbffxMHNrcO0OiadBgMejZ9upnh04Zhbm2BV7gv/t1DSD/aPFPIzNqcqFE9ObM3nojB0S37ukb4cs2KhTRVN2Bma4XKpPnrrsbDEY1Hc8Ams7SqzevgGOmHiebf3aOqHW3xfuEO0uYtgbPBWJuRvbAI9/tXxxWE9iaCQp0o6UQSuzb/RnjXYPzC/eg7cQDWnvYUFRVjYWfF7u37iOoRSd9BPXnr5eYplsPHDaYsu4jy4nKW37ecJ955lMieXURASOgwBoOBovwSJIVEamYWJiYm2Po5cePz8/jqmU8xtzKnqrqGG+ddy6dLPmHaHdPQuDvjFubb2UMXrkB5mfmsXbmWyfMmk13bgENeEdGDorn2oZmcSUylurIatZUpY6eOQAZ2nA0MXTNzIhY2Frh7u4uAkNDhKioqyMnKp7CgiIrKKiytLOh381BSdpzm5J44AKztrAkM9ic4LKBzByv8pxgMBhTSuaCQUqlsVbZbEP7M2tqKF5Y8xvgJN6JUKpk8ZQx33/U4K9/9hHvumc/unfuwt7dl4/qtODjZc/uC2STGn6GqqgYrG0uee/Ux8nPzKSksQ2OnIT+3gG2bdhEWEYKTqyN52QUkx6fQf3hvZFnG2saK9xevIvNMJgCV5VVYaqyoqahuNS6FUkFNRQ2RA6Jw8nTGaDTS7/qh9Lt+GHUVNdRV1rLjk01MffRGoDmQVJyaR1VhObZuDjgHurcEhP7MqZs/vmN7kLmxeamXiY0FPR+dgdrS7F+/nppB0YT+/CqNaXmobK0wD/dH7SjSJgiXNxEU6iTZZzLJiUvD1cIaa0tLQoL8yDpwBu8eQWza/CsHDhzlkafvxcHeDlmSmXrDBAKC/XBzdmbFA28CzdUk9HoDNk4ij5DQMQoKiqjMLuXAj7spTM3DKzaIA6nHadTrGDNxOKPmjsNaY0WjZKAyv5ztJ1Moyi5i8PhBnT104QpVV1PLjFunkXE0GSdPZ6L6dGX/t7vZ9s56XKN9WbniY0qKSlm24lmunz0Fa2tLImMicHR1IDgkAEcnERASOlZ5UTlZZzLY9/0uqvPL8e4RzKnqDCK7d8Fh6gBO7onDztmOqAHRIiAk/G16vR6F8o9BIVGWXvhrPXtGs++3DWSkZ/HMM6/y3gevsvarH7CxtcbHx5NXX3oHgK7dwsnJzOGVF96isaERgMAgP+66/zaqa7J4Z/mHBIcFctdDt6HT6qgsryIwxJ/MpEw+Wv4ZALYaDRlnzi0727l+F5NnT+Dr19a0tHkH+1BdWkWfsX3xCmnO91dRUEZ1ZS1HtxzEM9iLLgOj0Ol1FGUVkn0qnaLEbNY99D6yLCMpJKa9NJ/u1wxo9e/hd5Yudgx4aR5d5o1CV9eIjb8rNr6ul+S1lFRKLCL8sYjwvyTHE4SOIIJCnUDXpGXP6l/YvfpX5rx9D+/MfwUkCYNOT8LuE1xz/3SOx53i9ZdX8uhT9yIpJebcPpM3H3idtSdTWx3LwdWhk85CuNqUFpdSU1DBygXLqClr/jUn+VAi/WYO57MtG+jZJ4aASH9O7TrJz1/8TNPZpL62DuLXEaH9NFbU8fGC1wGY/OQsPr/7nZZtyq1HWHT3HB57einLX3qHZ5c+ysxZU6lpqsc/yBdPT/dOGrVwtUpPy6KupIqP7llBbUVz7orkQ4kMuGkkpSVluLg5c8fShXiH+hIeE9bJoxX+i/5cfax5ppBYPiZcWEVFJXFxpygoKMLBwQ5HBztm3XQt5mZmfPn5ty39hg0fyHdrN7QEhABSUzJITUknNTmDwSP6s/PXvZw5lcyHb37G8LGDmXbjZPZvP9TSPz+3EI2dhuqzM4MqSys5sOMwD618hNzUHJRKJXVVtZQVluHh78Hzs55m0ev38cuqn9j/ffNs35TDiZzac4KowTF89+JqTC3NmHTXNGRZBkA2ynz/xId4RwfiEnj+imJmdla49RJLcwUBRKLpTpGfmot/TAi3vXs/FrZWjH54Bt1nD2X0A9PxjvAjYfMRBg7sTWNDI2Wl5djZ2bL+m01MmD2xVbR7ws0T8AsTa1SF9peTk0dZfil1lbXMXraQ2969HwcPJwAOf7ubSeNHUVVZjbm5GZvWbGoJCEXEhhEYGdiZQxeuULomLXnJ2TTVNDDjhVuY9vKtGM1VjH54Br2mNs9MM+j0NBZVY2tnQ15OAZZWlpiYmeLl7SECQkKHy8/Pp6m6Hn2DlnmvLWLWK3dgaWMFwKF1u3F3dsbczIyQXuEiICT8Y3+eKaRQKESiaeEvbfh5KzNvXEBGRjYPP3IXG3/eSkpyGl9//SN29rYt/XR6HbnZ+W32r6yoJv5EAuFn859VV9XgG+BNaGQIqWfSmH3vjdy8aCamZiZs+X4rM+6a0Sr3lauPK9s37EJpbkJwTCgegV54BXmz8cP15CRlc2LXsZaA0O9KsovQuNjR/7phDJszFjN7a+x9XFq265t01JW1XpImCML5iZlCHcBoMFBTVo2plTmV+WV888wnpBxKxMTclEE3j0bj50RlQx1xCWfoMrY7efuSMOob8A/0pSC/iKjuXdi34yCRMRE8/eFTaOu12Dvb4xfmi5XGqrNPT7jCZaVnU5FZzFdPfEhFfim2LvYMu2MSM56dy6oFryEpFCiVSnx8vfh29U88sepxyvLLUKlUBIT7i8ClcMlom7TUV9ViaNKz6Z3v2fv1diQJYsb3pVElc2jHEa5/YCb7Cg8TNaYXcZsOIikkjEYjo8cPw8LSHBcPVxwdxZJboWMV5RdTlFTAgbU7ObG5+brse+0QZr54G+8vWI5CqcDa2go7Fzv8Anw6e7jCf5jBaESpOFfhU6lUiuVjwgVVVlbzystvAZCcnEZuTj5e3p488/QrmJqa8OaKF7hnwWPIssyH73/BuMmjeP+tT3Bxc2bM+GHIsoxfgA8V5ZUtx3R2dWLajZN587l3WnJaOTo7cMMdM/j4tc8pLCpm7uNzMegMmFmYcWDrAaorqomICuPpm55Cr9Vj72LPtQ/OZM3Sz9DWNyFJUstMIABzawtcfd3Yt2YbZbklaJxsGb9wKrve/p7akmrMNZbYuosVFYJwMURQqJ0VZxaw7ZNNHF7/G2MWTSXzcBIphxIB0DY08eu7P3Ltklvw8nZHZ9RjZm/JwDmjObD8HW6cPZ3d2w+QnJSOj78Xv2zZyZDh/Rk3aWQnn5VwtcjNzqW6pIrP7nubuspaACqLyvl52VcMumMiQ28ejdagx6t3MGq1mrjDJxk5aSjDpw5DpRJvL8Klk5OYxYY3viH7dAb9Zwxlz5qtAMjAkR/3MuWxGzGzt2TL55sYO38ipRmFqLeboHa0IrZXNPPvnI23rxc2NqIsrNCxcrJzqS6rITc+nbhNBwCQDTJ712zDLcQbzxBvYsb1xsbZFh9/704erfBfp9frkRRSy2OVUolOJ5aPCf+fUqnA1MwUAFdXZxoam8jJzgOgqUlLRUUljy++j5KiUswtzIjsGs7jz9xPSXEpa7/8AUmSuGnuDG69cxZZ6TksuP8WSgpLSUtIw83TlWHjh6BWq0g9k05DQxMhXYOxsrRkxTMrmXf/zXz++mq0jVruenYhHzz9fsu4yovK2fj5RvqM60fC4dP0nz6EPWu3t2wfdcsEvnr6I2rOVhKrLqlk3UurGT13PEfX7uT61xZi79W2jL0gCG2Jb23tSNvQxLcvfcmxTQfwjwnGp6s/Py39sk2/quIKXlj2DiamJlx3yzS8fT3p3SeWoqIS/EN8MBoMRPXuxrFjJwgND+qEMxGuRtnZuZSXlWOoaWgJCP2usbYBdAbCB0VhUMELL77BiGGDmDX/Ouwd7ERASLikKgrLefuWpZTllRLUM4zEvSfb9Dmz5yRJunIGTOxLfW09boGe3Lx8AVoTeHhoD+yd7EVASOhwqSnpnIlLZuuGHbjXqttsT953ihueuwULW0u8Ar1bLacQhH9Cr9e3yimkEImmhb9gbW3F/ffdwc2z72LkyCE4OdmRlZnTsv3XX3ejMMrEHT+FtkmLQqHg4ccW8f7bnyJJEqPHDwMkevXrgbOTE6ve/AS1SoWzuzORMRF89eE3NDY0ERkTwegpw7G2MGf9Fz9z++O3kpmQibZRS2h0KBYWbSt/5abl0n9MPyJ6dyGoWzAufm6cOXAanwg/vEN9WgJCv9M2NOEc4smiH5eIWUKC8De0292HJEkfSZJULEnSqT+0LZYkKU+SpLizf8b+YdujkiSlSpKUJEnSqPYaV0cqyy/l+OaDXLP4ZiKn9ePkoVO4h7T9FdCgkDEajTQ2NPLJitWUFZWRlp7Jzp378Pb1JCIyFDtHOxbcfQsBQWIpjtD+kpPSqC6rJvFUCgYJlOrWQR6FUoFboAfFVRU89OCz3HjTdCK6htC1exe6Rkd00qiFK1VxZgFleaWEDezGwNvG4Rnm26aPna8LqQlpvLH0PZSmagwqmX3xJ1GbqvH288TZ2bHjBy5c1U7GnSIjKYtn7n2R1MR07P3bVrbx6uKHwsYEn2BfERASLgmD3tDqWlIqlegNYqaQcGHBwf788P0nmJgoMTM1Z8CA3vj6egGwbetuYnvHMHHyaDQ2Gm68eTp7du4H4O4Hb6e4oJS3Xl3F7bPuY/33m7j59uuZMH0MA4b15bOVa2g8m2cy/thptv28C1khMfraURw/GM/A8QN4ZMXDjJo+AoOxbe4rF28Xeo/pS5+xfdmw8nt2fL0d3+hgivJKKC0oRW1q0qq/pFBQW1mHxlUsExeEv6M970A+AUafp/01WZajzv7ZCCBJUjhwHRBxdp93JElSnmff/xS1qZr5Hz5IwukUXn/4DeqaGhlx1yRMLc9FwoP6RnAmPaPVfmWlFcy57QaWvPQ43bt3Y/Dw/kyYMorgUFGaVmh/KUlp1NXUUVZZQW1NHQnJqQy6ZSySdG46+sC5Y2hQGHB0sefFFx4jNDCAvgN7EdFVVHEQLj0Tc1NcgzwJHhnNO8+sJHJULI5/SCbp6OWMbGNCWUk5Oq2OvOx8rDRWDB7Sl27REVhYWHTi6IWrjdFoJCU5nfLSSpITUzEYDOTnFGDuaYed27lfrl383Qju34WQEDEDWLh09Hp9q9m6ItG0cCF6vZ49ew7w6vJ3Wf3FtxiNkHA6GYNBz8r3XmHZ8sW88urTqJRKUlMzGTl2CC7uLri7uxIUEkBWeg5xR+NbjrXq7c/IzS1AY6+hrKS8zfPt+XUf/qF+pJ1JR22iQlIoqKmo5t1n32fzul8ZM+vc/aa5lTl3v3IPAZEBVJfVoDY3pcugbmz/6lfy0/MwtTRn0oPXtbo/HTpnDFWlFSLILgh/U7ut8ZBlebckSb4X2X0S8JUsy01AhiRJqUBPYH97ja8jqCxNqdM1kZ6Yzp3PL6SooJjMrDwmLZ2LqtFAXUMjSakZfL/q61b72Tva8dkTHyIpJB57//FOGr1wNUo4lURpQSmFWYXomrT4enqQnZ3H+h27GXvPZOQmPQpTFZu37GR2rD8P3/cck4YN49DP+3nms2fxCREJUoVLS5ZlZHMV1y+bz2sPvc6C5xZwMi6BsOl9CQzxoyA1j8y8PN5+/eOWfQKC/bC0tCAsojnXlSB0pLTUTMoLy8lLzsXG3Iq7HpnP56u+5o1XVzFrznRi7O3x8vPE0deFoK7BnT1c4Qqj0+vbzBQyiJL0wv9x8NBxho2YjvHsLJ2v1/7Ipp+/5ODBY/j5ebNpwzbGjhvGSy+8CcD+fYcB+PCT1zExMWHX1t/aHPPw/mMU5hbi5dW2ymdgmD9piRn4h/hRmFeE0WCgqrya8TePx9ZOQ8KxRK69ZwaOLo6UF5VhZdtcUMfEwgSFSsGWT34GoLyglPcefovHVj/DpAevp6muEbWZCad2xTH9iZsueM4GnQEkUKr+8/MPBOGS6YzEH3dKknQTcAS4X5blCsADOPCHPrln29qQJOk24DYAb+/LLyFjXXUd9TX1WNlakp6ahUKppPeI3rz++JstfbwDvZj14E08/+wK7rhrLmbmZjQ2NAIwdNwgzM3NyE7JBuDojiN4+J33pRAuU5f7Nfr/JJ5Oob6yjrS4FPZtO0DKqVSUKiV3PHM7vQf34NWXVrZUfbjr8fmUlldwOj6RyWNHUlpQytZvfmXeE7d08lkIF+tyv07ra+upqaghPTWDlORMonpEcu38aTw172m0TToALKwsePDV+/ni+TdbbmhvXngDzu5ORHYLb/XrofDfc7lfo+eTciaN0rwS4vbGsX3DTkoKSjEzN+OW+2ex7JkVfPbhWp554zEcgt0JErN///Mux2tUr9OjbFOSXuQUulr91TX69dc/tnx+/m7vb4cI8PPhjvkP8fTiB/AP9MXFxYmiopKWPlmZuUTFRlJWWk5BflGr/R2d7HntxZV8vPZt+g3rw2/bmn/jt7A0Z96im/j4tc9JPHGGF959mtcefZ2K0kqgOeH17U/MZ9WSD5h55/V8+9Y35Kblcd/y+0CGfT/tASAwJpiQ2DBKcospzMwncmgM6cdTMBqNXP/sPLzDfc/7WjTVNpC+P4HfPtqEqaU5/eaNwbt7MCoTkQdTEDr6X8FK4DmaC8Y8B7wKzAXOd+cun6cNWZbfB94HiI2NPW+fzpJ4KIFPnvuQnKQsYob1YNytE9GqlXz/yQ+t+mWn5lBRVM6Ce+fxzmsfMv3WqagkBR4+7rh5uvHp06ta+iafSO7gsxD+rcv5Gv1/Us6kUZVbylcvf0FJbhExw2LpO6QXn674gn2b9qF2smTe/bORjUa6dAujrrGehbc+BIDq7C8tpw8loNfqxYfrf8TlfJ2mHE/ms+c/Ii0+lcj+3Zi8cBomGjMObD/YEhCC5sDRkT1HWfT0HZibmWNlY4mrpwvdYrqIgNAV4HK+Rs8nJTGVxN9Os/7d79DrDIydNoKs3Dx2/ryb7JQc7nvuLvwCffH280KsbLgyXI7XqMHQNqeQWD529fqra1Sn07bZJykpjR7duwHwzOJlBAb6snzF8yScTiIrIwf/AB+2bd7F4YPHWbzkYY4fPknp2aViPft2p7iwFL1eT0pSGjfePoMxU4bT2NiEj78Xrz25gtSEdGwdbMjLyGsJCAEYDEZ2b9xDj8GxmJioMRqNJMUl0VDfgLaxCY29hrG3TiTlRAqbPt2Iq58b/acMxjPUB8/Qv56pnvbbKb6Y/9q589x+jFu+fgrfHiF/6zUVhCtRh96WyLJcJMuyQZZlI7CK5iVi0DwzyOsPXT2B/I4c27+Vl5rLkpsWk34yFV2TjoMb97Fm6ecAVFVUt+lv0Bnw8fdi+o2T0Rn0qC1M2LhxK6knkslNzW3p12NIjw47B+HqdCo+kbK8El5f8Ap5qTloG7Uc+HkfxSn5hMeEUVFaSe8BsTQ0NWBQyBSWFHPnbQ+j0+kZOLAPhUnNZUsHTRooAkLCv1aUXcgLNz/DmSOJ6Jp0HNt2hFWPvsPxgycoLSxr07++qg5JrSArNw//ED+iu3cVASGhwyUmJJN1KoPPn/uIypJKaitr2PjBTwQF+2NmbkZ5URnh3ULx8/PCydkej/MsqxCES8FgMKJQ/jEopECnaw6mJyelsWnjtjYzQ4SrU0NDA7GxUW3y70yaOAqFQkHPXjEApKZmcvddj+Ph4caUa8aybMlbHD54HIB3V3zM00sf4fX3XuSeh+/A2dmRtZ9/D4BslMnLLuChBU/zxovvUlNZS2pCOgAe3u5Ulbf9flRZVsnEmyby8ycbABg4fgBWNlYkHU1iyt3XcmJPHEd+PYS2SUv2mSxev3MZOcnZf3mueq2OvR9sbNUmG2USfjn8N181Qbgydeg3OEmS3GRZLjj7cArwe2Wyn4AvJUlaDrgDQcChjhzbv5WXnkvT2ez6v0s8eJqw4VGMuGYYm9f+0tKuNlFTVVfD64ue4p4Hb6esrAK1iZqZ10zg2PbjSJKEpJCYMGcCkX27dvSpCFeR+BOJlJdX0FBYiUHfenr5sW1HGH37RMxsLCivrEJtqiYyMpTKvFIW3Xsrjg4OFCXlsXPtdoZOHUqfUX076SyEK0lBZgG1VbWt2nKSsqkpq2Ho5CGcONC6HH3MoO7oVTKxPaMJCQ3syKEKAgAnjsVTUVlN3PZjbbYl7osnLDqUoZMH4+jsgLuPCAYJ7Uun12GpPJdc//eZQqkpGYwcfi22dhqOH4/nscfv6bxBCpeF2tp6Pv1sLS8vfZIDB49iMBiYPHkMFhZmaLU6+vaNpVtUBHHHT9G7d3eqq6uxs7XmtbefJzM9G4PRiEql4tfN2xkzfjifvPsFNdW1KBQKZt0yg/q6euwdbBkzZQT7dh4kL7cApUqJQW8g9Uw6182b2mZMo6aPZO2KNVSWVtJzeE9GXjcKSZKI230cv3A/Eg6ebtVf26QlLy0Pr+ALL9+UkNpUKgPO2yYIV6N2CwpJkrQGGAw4SpKUCzwNDJYkKYrmpWGZwHwAWZZPS5K0FkgA9MBCWZb/Uwug5bM/TCtVSgZMH0LkiBiq62opL6+i9/h+2Ds7sOmrTTh7ujDtlmtY+tKblJaWcyYxlYmTR5OzK56tSz9i5GM3MHXBdJQqJa6+riJJqtBuTp06Q31DA1XVNSisVfSe3J8DP+xt2a5xtMEjwJOtu/YQEOrP0KEDWTPlOZxDPJnz6SNYOFhTmFnI9Fun4eLjgqmpaSeejXClMDU/dx31HN2LgbNGkp2bh95oxNnXlflP3saPH/+IUq1i7MwxuPq5YWFpRliESNgrdCyj0Uj8yQQqq2uoq6+n+9R+NNY3cGLn8ZY+9m6ODBkVS3BkMF4+Ij+g0P70bUrSN88UemHJ60ycPJohQ/px152PMn/+TTg42nfiSIXO5uhoz7ixw6lvaGDIkH7Y2Giws7Vh+asrmTZtAkajzOn4RGbdNB0TtZri4lJSUjJQq9T8+P0m8nMLuWnuDPoO6M2Lz73B0hWLKS0uo7S4jGMH43Ae5MRDC55m+qzJLHjwVrSNTdx05w18/PrnNDU0kZ2Zx93P38WPn/1EXU0dw6cMo0uPLnSN7YKltSUefh6Yna3YHBQdTHFOERbWFtTX1Lc6DwvNX1cYVZqo6D9/HKl741u1hY7ofmlfVEH4j2rP6mPXn6f5wwv0XwIsaa/xtKeCvEIajDoeWP0kOoOe2ro69LIRZxcn8nIKmHndHbz25nNMXjAV30AfPnjvc4aOHkR4RAg6vZ7jR07gUmvk2jfuxL9PONbOtp19SsIVLjExFW1jE6UlZZioVNjYaGh0VBE7phdHNh0EYNq915FdWkhM7yjsHe3I25fA2CdnETI0ChvX5htJryCvCz2NIPxtsonE3CXz8Y0OoKCgmNLyCry9PThx8jQPPfAsz7/wKFPunIq5hTl6gxErKwvCIkQ+AKHjpaakU1tbT0NdA0oUFBQU0vO6QZTllpKbmoOZhRnDrh+Bk58z7u5ihpDQMfQ6fUuuP2ieKVRTU8uWzTtY9eFyrK2t6NEjiu++/Zlb58/qxJEKnU2SJLpGhjFl6lz0ZyvU9e/fk1vmziQ0NJDgkAAGDurNu29/wv/Yu+vwKK4ugMO/uxZ39wSCu3tLsZY6balRqFN3d6Xy1V2oG3VvKYUixd0lxN3d1+b7IzQlJJQEkmxCzvs8+5TcHTmT3szOnrlzbkxMFAGBfuzelcKsS87jkXl34+TkxL7d+zFbzNz7wM3s27Mfdzc3evfricVs4Y3n5qNpGl9/8gO33Hstv3//J1fdPIe7n7kNo9FAaGQoQWGBePp4YrfbiNu+n1tn3oFvoA9v/PBqfUIIwCfIl21/b2X65afz3atf17cPmTSMqF7RzTre6JF9uOqrh9j523qc3Jzoe/IIwgd2a9XfqRCdlRQAOUZ5eQUU5Behsyu2r9qOX7AvOjcjGzZtw93dlSFDBvLo43fxv2de49Tpk3nkwWeZesqJjBk3AoPRQElJKRPPm05gYICjD0V0ETt37CE+Pon4hBQG9upFfkoOBVouk8aNxarsBHULBWc9pVoNvfv2wGbXcHdzYdgNJzk6dHEcM5vNpCRnYK42U1xaSvGKrfiF+/PCS28REODPzTdfxcCBfdi7J57qiirGjh+Jp48nffr0cHToooupqKgiJSGF1LhU0van4RXkg4uPG+5u7qQkp3H+o3PI3ZdJzIBuBEWFEBwS6OiQRRditR06Jb2OLVt20rdfTzw86qb3Hj16OD//9Ickhbq4wsJi7rn3yfqEEMCI4UNwdXXh8stuISkplR49Ynj22YcxGPSUlVYweuxw9EpPZUUlK5et5bOPvuGu+27k+jvm1c9QGxDkz0Wzz8Vc+28R67KycjLSsshMy8bZycR7L3/M61+8SGlhKY9d/yQALm4uXH7HpdRU1vDXD0sZOmEIvQb2xGqx8M2rXxHWPRyvAB9uevk2inIKcXZzYeTJo/Hy92rW8RqdjMSM6kPMqD6t+FsU4vggSaFjkJyYQmlZBbtX7eCDZz+qb48dEItbd1+++/oXQh8IxsfHm9KSck47axpDhg3EaDBgt9goLinj/Zc/ZdwPIw+/EyFa0Z7dcWzespPy0nL83Tx56743qDwwDFdv0PPwuw/hGeOPf4AvFaVVJCakYDVbGTZ8kIMjF8ez6uoatm3dSXl+GS/c+gJWS90FqoubC3c8dT3zP/mCb7/9hcuuvJhff1rEOeeehtHJKAkh0e5sNhvZGdksWvAnv3/+b9HSUVNGMfGCSbi7uWFycSJmeCxR0RF4+3g7LljRJVnMh4wU0unZvm0XAwf2q28bNLgfL730DrW1tfLodxdWWVlFQmJK/c9jxwwntnsMt9z8AEVFJQDExyezd288f/z2FxvWb8HJycQtt83lhBNH07d/b5579XE0mx2dToemacTERlFaXIqm2TEaDVgOfJ57eLhjrjUTFBLAL18tpLqqhjeefZeHnr27vs7QrBsu4vv531NeUg7Axy9+wv++eIaBowcQOzCWxQv+ZNXPf9fHe+WjV+MbJI9ACtEaZFLUo2A2W/h7+RpWr9yIpbqWytoazrx+Budcdw7efl4k7EygR1Q06WmZPPXky3h4unHdjZdhMVtZu2wDOzbtBg0euvFJZs4+G78AOaGJtrdj+27i45MJCvRj1869FGcW1SeEAGxWGwu/WIizycQ7z39IcIg/ezbt5bcFC6UWhmgzSYkprF65jsKiEsrLKjj16jOYcd05ePt7U11Zzc61O5l+yiR++fVPnJ1MDBrSH18/H/r2lUfGRPuyWq3s2LGHxMRUnH1dOfHsE+vfW79kPfYaK4HBAXh4etBvQB9JCAmHsFqt6PQHPz6mY9++ePr3713f5ubmSmREKNu27mpqE6KLCA4O4MILzqr/edq0k8jJya1PCAHMnjMTLy8PJpw4mrnXzUGn0/G/Z14nJyefF/73JtddeScvPv8Wb3/6Inc8cCO9escy/cyp9OzTA3fPupFpU08/iYR9SQSHBpKWlMH2jXV1fVIT0nDxcOXqe67A3cudmorq+oQQgN1mZ8HrX2Kz2jh59qm4e3vUvxcSE8rgE4e28W9IiK5DRgq1UHV1Ndu37MZqseHs4kR2Xj59R/UlL7cQu2bnvNsv4KvnFqDZ64ZQZqRnodfrGT1mGIlxKZw5czoGg55XHn+Th567h0mnnODgIxJdwY7te0hJTsdmseLq7Un/gX3xc3JvtFxJQQk+3t7c/fgtfPTmFwSHBPL8/CclcSnaxL49+0lMTMViNhMQ6E+FXo+P3ZecnHzOvvFcvn/5a6rKKjFWujF0yAA0u8bgwf2IiJQkpWhfFRUV7NuTQGpKOkaTEbdAD7759XdmXncO37/1PQAGnR4vHw+iosIwGOTySjiG1WrFcFBSSAMKCouJjmlYA7Bnz+5s2rSdUaOl0G5XZTKZuOfuGykpLsXL25PRo4ayYf0WdDoddrud006fypjRw7Hb7Hj7eOHt7cm8Z+5n0cKleHt7ceud11JaUsqaVRsozC8mLzcfm2bny0++49cfFvHyO09TWlTKto07sdvtXHbdLF598q36/Z923sn4B/py9uwzGTJuCEu+XdIoxqL8IqwWK936dePZH58jbX8qeoOBqN7RBIRJ6Q0hWotctbRAclIqb7z0Pv0H9eGj9xewb288ABGRoVx0ybn8+N3vPPT4XUyfPZ0Kaw0AXt6eeHp78tn8r+g3sBfdekTh7+/He9+/jpu7myMPR3QRWzZv586bH2HP7jgAwiNCeWzePTg5O9UP2f3HuNPG4xPgQ49e3Xj8xftxc3dtUJtAiNZQU13DqhXrWLVyPW+/8REABoOBex68mS2bttN3QG9q7BZOOGci3gE+5FeVMPeaOfgH+hMaGuTY4EWXU1xcwqb127j1hvspLCwGYMy4Edx8y1VsXr8NnwAf9AY9odGhhEaGyOM4wqGsVhv6g5JCVZVVBAb4NUpUxnSPYvOm7e0dnuhg4uOTue++W/hz8QoKCorQG/Q8+thdxMUlMvO803nj9Q9ZtrRuZlonJxNffzuf0884mcsuvgGz2QLA5VfPIic7j+++/IWwiBDuefQ25r/xMQn7kygrLic5KZUTp4zHx9cbN3dXKsoqOX3mKcy8dAY6nQ5XD1dsFiu9h/SGD39qEN/Zl5+Fq3vd7GIhMaGExEjRfiHagnzbawZN08jNzmX5klWcfc4pVFRU4OzsxEmTxxMcEkh6WhYZ6VlUV1fz4L3zGD55BK+99QF6vZ57778Zq9XGwCF9Oef8MwgNC8HkZJKEkGhzmqaxZcsO8vMKMZv/LfaXkZ7F4kXLsds1rnzoSmL6xBAeE8ZN825kxMTh9O7bA71ej4enuySERKvLzy0gPi4RnUHP1wt+pFfvWEaMGkJMt0jefOUDIiLCiNuTwLYtOxk8YTB7k+KZeNI4+vXtJQkh0e6ys3PITM9h54492A+MAAZYu3oj5eUV7I1PYOrMKdz18p0Ehgbg7dO8gqdCtBWr1dogKVRRUYWfX+PRvt27R7Nzx572DE10MLm5+Tz3wptkZmWzauU6bDYrgwb1Y9Kk8eTl5rNly876hBCAm7sbBflFfPPlT5icTPXtH87/nMjocNzcXdm7ez9PP/oil151EV5eXvTu35PR40cQFBqIk6sTny/+gO9XfcH9z95JWFRdgqcgt5CU+FTSUzKZ++DVdOvbjdDoUK689wr6j+jf7r8XIboiGSl0BBlpWfz49W+E+frjWaZw8/LAz9+PM2acTECgP5f7zKKysoovPv6WyKhwVv29npLiUq68+hLc3V3x9vFCr1Ncdf0cRx+K6GI2rN9KUlIKuTl53HHvDbi6unDztfdRWlpG3L5Exk0oJb0wj1Pnnk50dCTlFVX06NPd0WGL41RNdQ2rlq1DV2vH2dUZu7Iz94bLcHZ2IqZbJAajkbTUdMqKy1jw+ffMuux8dCY9F84+l9CQQIJDJCEk2ldBQSGpKRns2L6H8opynn/9cXZs280rz70DQFpKBmfPmM6w4YMICwvB21sSQsLxrNaGhabLyysICW58/oyICCU1NQOz2YzJZGr0vjj+VVZWMW3qiWxYvwVXNxcCgwIwGgxkZ+dy3fWXNeoX11wzh7Kycnz9fbjk0pnodDreeu1DNE0jNTWdux68iaceeZGIqHB8fLxY8ddqTj7tJH78+neS41NwdXPhiZceZNT4YRhNxvrtLv5xKTVV1Xz4wseYnIyMOmkkzi7OlBSX4R/s12rHmxmXzrbFG8iOz2To9FH0HNUXdx+PI68oRBcgwwD+Q2V5FXt27mNAr54UJ+bgPSCMsrJyyirL+XTB97z7/ufk5OSRlJzGVdfPYc+uONw93FA6hdFkwNPLA4NeT3i4DHUU7cdut7Np0zbWrtvE8y++xZJlqygqLiE3L5+nnn8AgBEjB2MyGTEY9Xh4efDD97/Ts1c3B0cujkfmWjMWs4Wd2/bg5+WJ3qSnqLYCo8lIrc3MO+9/xjvzP6Wquprg0GBCI0Pp1j2KkJBA/Px86dYtkuCQYEcfhugiiotLSU1OJykpmb/+WsXd9z7Bp198S0xsDG+99hH9+vdh4uTxAPQb0IfevWOJjY2RhJDoMCzWhlPSV1RU4uXV+IuvyWQiODiQ+P3J7Rme6EBCQ4NxdXGhqrqaa+bOobbWzPc/LOTee59kwZc/kJySxmuvPw3A8OGDCA0NIjengN59erBx4zYW/7mCWXPOQymF0Wjk91+XMO+Fh7j5jrm4uLjQrXskH779BYNG9OfGu+dSW2Pmodvm8c0nP7J6+TrsdjslRSUs+3U5drudmVedy/AThrNm8VoW//AXq/5c3azjsFqs1NbU/ucyeSk5vHTJ4/z4/Jes/2klb137PGu/X3HMv0MhjhcyUqgJRblFrPtzLX988Qf+oQFMu/QUliXu4OIJPVm/ZiuPPf5C/bKrVq3nywXvMP+9T+neI4azzz0VpdMx4YTRVJZV4OHmTlh4iAOPRnQlFRUVxO9P4sef/uC5594AYNeufSxfvobn//cw4eGhTDvlJAKCAojpHkWtxUJZaQUzzz+TEHk0R7Si6spqtq3axg/vfk9wVDDDTx9NRU0NmzdtY8q0E/jmm194480PAdizJ46/lq7igw9ews3dlSvmzqJHz+4EBPjh7e3t2AMRXcaGdVu49/bHmXzKCfTs24M5l97473sbtvLRh6+y6u91nDRlPP3796Z79ygGDZFHG0THYrFY0R8YKaRpdY+PeXo2PRoiIjKMffvi6ddfZnPsipydnRgzZjgeHu58seB7du/ax46dewGI25/Ils07eOmlJxg6dAC33n4ND9z7FBnpWfj5+3Ln3ddTWVGFXq/n2Rce4f13P8PX14f1azaTGJ+Mk97I8iV1SZ20lAyuvnEO9z15G6UlZQQE+3PD7Dv55s+PCYsI4dQLprNm2ToyUjIJDA3kuoev4eOXPqPv0D44uzgfNn673c7eTXv4/p3vKc4r5vTLz2D4ScPx9PFstGz6nhRK80satP380tcMO3U0viH+rfdLFaKTkqTQIex2Ows//50FLy/A3cudsWdNAKOeSaecyLJlq/n773UNltc0jZWr1pGVlcvDD95OaWkZJpMT377+FaB44OV7HHMgosvRNI0dO/dRUlzK559/1+A9i8VCZXU1tWYzF80+F18/b4qLSlnz4yomTBtH/0F9HBS1OF7tWLuDeVc/Sc9hvSlxsXDqWbOxWCzcc/eNVFRU8dHHXzVYvqamhuKiErxjoojoH0bv3rEYjcbDbF2I1pWclMol51/L/Y/eypBhg3jiyRcbLfPV1z8yZuQwhgwbQIC/L4EBMvON6HjqZh+ru7wvLi5Bp1SDR3UOFhYWwv79ie0ZnuhgTCYjDz/yLHPnzmbBgh8avBe3P5HKykqumjub6qpqLr38QgrzCxk2YjAZGVnk5xcwcuRQEhOSiYgMY9ac8/Dz96a60symdVvw9PZk8e/LufGOq3nt6bepqqoGYOK08Zxy5hTSktMJDg1k64ZtDBjeD5OzCVc3V0wuTtz48LXE9uuOwXj4r6oJOxK4/8L76ydMefHWF7jp2Zs4+aJTGi1rt9sat1lt9bNFC9HVyeNjhyjMKeT7d74nqncU0244g8eff5n98Yls27qL9PQs3NxcG63j5ubK+HEj8fX1ZkD/3mTFpXLmrNO59/k78A9qvWdhhTicsrIy9uzZzyeffE1VVTWuro3vrLi7u2MyGdm2fRc6nY68lBxmXX8hJ587RQpKi1Zls9r45YOfARh08jCefeENLBYLc+acz5K/VlJVXd3kudRoNOLn5y0JIdHuUpLTuf7mK0jPzCEjIwtXV5dGy3h6ejJm7HC8vb0xGYy4eciEEaLjqSs0XfeZnp6ehZu7K1artcllw8KCiduX0J7hiQ6mrKyc/PzCw14HVlZVo6Fx1ZW3s39/Ar5+3txxy0M89/RrKBSVlZWMHD2UirIKnnr0RVKSMrjv1kd5/cX57Ni+m8eeu48/flpSnxACWP7nKvoP7oOXjxc5mbl0792NV594i/UrNhIRHcauTbtZu2IjhXlFVB+03qH2bt7TYAZdgG/f/JbykvJGy4b3jsbFs+F1x8nXnoVPiHxPEwIkKdSITq/D5GRiwoWTuPvux8nLK6CoqAQ/P2/CwoI544xpKKXql3dzc2XE8MGcffZ03FxdWbNyI1POnsxJp59IUJg8jiPaXnV1NVlZeeRk5xHg74dOr7h0zgUNlvH396Vv3x64ODtzzjmnYrPYmHn5OYyYMAx3T3cHRS6OV0qnCIwIwsPbA6vx37twUVHhbN68HTS4+upLGqwTFhZMnz49GDSovySERLvz9fNm0LD+PPf8m2zfsYeTp53UoB8aDAYuvOAsvH186NmzG2GRYQ6MVojDs1is9dPPZ2Zm4+rigs3WeJQE1I0Uit+f1J7hiQ7Ebrfj7OLCpEnjWb16I6efPrXB+1OmnICbqyvV1TV88917DB48gGfmvUpFRSU1NbW8+/YnpKZm8OqL8wkND+Gsc6bzyN1Pk52VC0BCXBIvzHuNvgMbP55os9no0aduJJBSiqtuv4y5d1zBBy9+wu9fL2LJT0u5ffa9rF224bDxG5sokO7s6oxO3/jrbUhsGHd88QgnXDyFbkN7MueZaznx4mlyU1SIA+TxsUNUmWu4/uWb2bl7X32bn58P+QWFaBoUFhbx1FP3k5iYgr+fLyNHDiE6OorKikoeufcZNq7bQmRUONNOPcmBRyG6ipqaGrZs2Qkoli35m+DwYP78czknTRzLc/97mF274wgJCWTSSROIigwnLTWTGSfPZsLEMQwe2v8/n9UW4mjs3LGXRQuXonz1TLv1LLy8/322/58vJgu+/IHzzz+TZ555kN2744iMCGPSpPGMHDnUUWGLLiw5OZ2i4lIK8ouora3lpZfe4dNPXufNN59h86YdAEyePIGePbvTvXu0Y4MV4ggOrimUmZGFq5srFsvhRgqFkJychqZpDW54iq4hOzuX5ORUHnzgNv733Bt4e3vx6CN3kpWdS2REGEnJqSSnpFFUWIyrqzPr125qtI3VKzfg7OREt9hoNJudmuqaBu9nZmQTFRvZaL3wqDAKcgq499pHSIxLxt3DjUuuvqDR+h++/CkjTxiOexMjM/uO6IN/qD/d+najqryKPRv3cPFtFx92FGdU/25cMm8udpu9/m9ECFFH0qMH0TSN/NxCPlvwPR4HzdQQH5eIQa+jqKiYRYuW4+vjzbSpE/Hz9yUgwJ/KsnJSk9LYuG4LAIv/WOaoQxBdiNlsZv/+RNau20R6egZr12yiV69YMtKzeO21DwgI8OPss07B1cWVvLwCKssqWPzrUiorqlj021Jyc/MdfQjiOLN71z5On34xTz35Mq7urjz0wNOEhYUwZ/b5ANhsdry9vfjhh9956qlXCAzw46KLZnDRRTMYP36Ug6MXXVFyUipx++P59dc/yc3OY9q0iZSVlXPJ7BvIysxh6rQTueSScxk8qC+xsTHyxVl0eFarBYO+7gtvRkY27u5uh318zN3DDaPRQF5eQXuGKDoIJycTri4uWCxW5j15H2eeeTIREWHs3RvPE0++xPJlawgJDmTFirXE7UukW/eoRtuIjAoj78D1pMmp8cgdF1cXwsJDGDC034Gfnbn6lsvo1bcH81/+iMS4f2e/q6yoIqZnNFfcfimX3jyL2TdchKubS13F9Cb4BPoy84bzyc3MQxl0PPDegww+YUiDZayHJESVUpIQEqIJkhQ6IDM+jbi98ZSVV+Di4kxmZjZDhw0A4M1XP8CoMzBn9kymTjmBeU+9zFtvf0Sf3j3Q2eDzT76joqKyfrhuj17dHXkoogsoLChi79540tIySU/LJCkpjQtnncN1V9zBPffcxPARg3jo4WeZP/8zwkKDcdGbWLFsLQnxdR++wSGBuLk2rukixLFYs3oj5WUVDBkyAKvVyg8/fcLu3XGceMIYHnv4LtxcXPnwg5c5dfpkSkpK2bR5B25ubvTo0c3RoYsuaM+eOHLzClj0x3L+XLwco9HIdddcyty5c/Dy8mDDhq2YjCacnZ2JjIpwdLhCNIvZbKm/Hs3KzMXDww3LYZJCAGHhISQmpLRTdKIj8ff3IyoqnKSkVD797Bt8fbxZtmw1ycmpzDh7Oq+99hTfffcr5513Bh9+uICBg/sRFPRvgX1vHy/6D+iLs7MTmWlZLF2ykgtmn9NgH488fQ8xsVFMO2MyN917DXc+ejOnnTMNJycT61ZsrF+uoryS6NgoxkwayQcvf8IHr3zK1x9+z8wrzzlsmYNVv63i9ftfJ2lPEttWbeOJq58gNS4VgLS4VD6a9wEPzryPXz/4hfxMx98ILcspojynyNFhCNGkLv/4WHVxObuXbyHfYMY/2B+9Qccp0yfz0SdfMuuy85l6yiT8/Hzw9vbk4/e+ZNCQvnzw/iuYTAZys/JIT0rn2y9/Iicrh8FD+5OZkc2kqRMcfVjiOFZYWExScholJaU4OTmRmZVDYGAAP/26iPsfvo03X3mfmRecxamnTMFutWMyGsjPK+SJh5/ntruvY83KDTz53IP4B0pxPdF6svYlU1xcCsCpp08htmc3cnJziYtLIDIylMAgf6xmC5lpWcw85wzuuOM6goIC6dEjxsGRi65o9659bNi4jaiocL7/4TdmzjyD73/6jUtnn8+J40Yx+aTxuDg7ExoSSP8BMjuj6Dys1rqaQna7nfz8AgYM6tOoGK/V9u8MZSHBQSQlpTJ23AhHhCscLCQkCFdXFzZs2EpYaDBBwQG88cazaHY769dv5pxzTuO9+Z9RXFxKUnIa5188g9jYaCorqlAK0tIyue3u60lPycAvwJfY2GgmTZtASVEpYVGhDB8xGCdnJ8KvCqW4uISi/GLSkjMo9Sljxqwz+fiNz+tjKSsv59O3vqz/uaqymhceepWBw/sTGNJwtseykjK+ffvbBm02q429m/biH+THk5c9TkFWXSJo/9Y4kncncs1T1zc5mqmtVRWVs+u7lax+9UdQivG3zqDfOeNx9ZaanqLj6PJJoaQ9SagwL/yw4+riSmpKOlu37eTCC84mPj6JBx5+mnPPOY1+/Xpj1dlZsnw1Tq4ulJWU4+HuxtOPvgSAu4c7V869hPDIUCKjwx18VOJ4VVRUTHJyGtXV1ezeHUdlZSUTxo/mhRff4q67buCzL7/H19eb1IxMYmNjuPf2x3jj3f9x162PoNPpGDp8ID8v+YLefXs4+lDEcaQwI4/ssjLGjBmGwWDA18+bLZt34ObuxqhRQ7nm2rt4+OE7WLjwL1xcnBk8qD/9B/WRhJBwiKSkFNLSs0hNTcfPz5vBg/tRVFjMgIF9eXzei4wbN4oLLziLgQMb3hUXojOoKzStJz+/EHd3N0wmI1XVNdTU1PL1lz+yePEKSkrK8PT0YNLk8fj6+ZCYmOLosIWDBAUF4OHhzuTJE/j88++48MIZ3H/fPMorKrj6qktYtGg56enZvPnWs7z2ynucfvo03nr9Q4oKi+nZO5bEhGS+/epnLrhwBh/O/xyz2YJ/gB8XX3IOPfrE4uTsBIDRZGTP9n3ceNldWA8kKWddOZMpZ5zEkl/qym54eXty8TUXYHIysG75Rvbt2E9hXhHFhcWNkkKWWgsuTcwS6eTiRHp8en1C6B/Lv1vG2decQ0TPxvWN2lryql389eQX9T8veewzPIJ96X3qyHaPRYjD6bJJofKScn75ZiE7t+7hrDmn8/fKdZiMRvR6PRs3bsdmg2nTTuCF5x/l6WdeZc3aTdx7782YjAYqK6qZ//Yn3HLrXDRNQ6fTcdW1sxkzXu6yiLazb188W7bspLKyigH9+1BeXsGHHy5g/vwXuWbuHJ544kUmTBjN2WdNx2Kx8OtPixg9djjvv/UpNpuNK+ZewrgTRuPkgLsk4viVkpDGZ+9+ybATh2G12/jwk1dQOh0LFy1lwIC+VFRU8ugjd/LkvJcYMmQA00+ZzOjRQ+nfX0ZfiPa3adM2du+Oo6K8ErPZwrPPvsGTT97La6+/z9JlqznvvNM55eRJREWFS0JIdEr/jBTKysrFz98XvUFPRXkFt9z8AAEBflx2+UUEBPhSVFTCiuVriItLYPiIwY4OWzhIckoaefkFjBk9nMqKKp57/g1OOWUS00+ZxN698Zx55jT8/HwJCQ7kiSfvoaamltdfng9Afn4hAKefOY2Bg/tywawZBAT6o5QiJiaCD975jHn/ewBPb09ys/N48PZ59QkhgM/f/4Z3F7zCeXPOxs3dlc1rt/Htpz9QU13LlNMnMmBYP1b8sQrfgMYj25P2JjNxxkSSn/63JpG7lzt9R/SluIlHtJROoXSOqQm385u/G7Xt+mG1JIVEh9Ilk0IZ6VmsW7uZ0poKTrtoOjff8gCDB/Vn5MihZGZkMXXqRKqrq3niiZfo2bMbXy54G02DlJR0CvIK+eHb37jgwrPx8fHimhsu45TTJzPkQP0hIdpCYWERC/9Yym+/LeG+e29mz559+Pv7cvvt1zF37h2cfvrJ/PTjR1itNhLiU9i8cTtbN+9k3rP388cvf/Hm+88zZtwISQiJVpOfX8imDVtJTk5nzJTR7EtIJMDfl//97w2uu+ZSpkw5kYyMLHbs2EOPHjEs+OJtXFyc8TkwpbcQ7clitpCYmMLbb3+CxWymZ2w31qzZyPnnn8mbb37IJbPO5Zabr8Ld3R29Xid1rkSnZbFYMRoNZGfl4ufrjWbT2LJlJ9OmnsgJJ4ypX87Xz4cZ557GwoV/sfLvdRTkF+LfxJdvcXzLzMgmOiqcZ555jSeeuIcLLzyboqIS9uyJw9XVhdde+4CLLz6H339fwllnncKGdVs47/wz+PbrXwCIjArn/AvPIiM9my0btrN3z36GjxyMn++plBSVcu8dT3DpVRfi4+1NQV5h4/2nZXHR5eexeulaXnrs9fr2RT/9xUVXzuTpdx8jIKhxv9y9aTfr/trAXa/dTXVlNXa7Hd9AX3wCfPDw8iCiZyTp+9Pqlz/1stMJjgxpg9/gkfnFhpL8986Gbd1DHRKLEIfTZkkhpdQHwOlAnqZp/Q+0+QJfAdFACnC+pmnFB967D7gSsAE3a5q2qC3iys3J47pr7mbFijUMGtyPa3w88ff3Iz+/kK+++pFZs87Fz8+HhIRk+vfvTe/ePaitteDu7kZsRBT+nj68+sZT9O7bE9cmhi0K0dqysnLIzs7lvfc+Z+Z5Z7J9+y68vDwJCgwkv6CASy+9AC8vT6qqqvHw8CAqLAQvNzcuu+wCho8awtRpEx19COI4U1ZazsMPPktaWgYnTRqHk4uJpMRUcnPy2LVrHy6uzmzetJ0+/XqxY8cezGYLtbVmQkODJSEk2p3NamPH5t2k52bz9dc/YzIZOeHpMZx95imkpmbQv38fSkpKCQ4OxMvLg9hYeaxRdE52ux273Y5OpyMzMwsfXx82bdqGi4tzg4TQwSaeOJa1qzdy1ZW388NPH8kMe11MYKA/mzZvZ/mKNUyeMpNFf3xFYWExpaXluLq6cMcd1/Lllz8xaFBf1q/bgsFgJCszh7vvuwmbzUZxUQmVVVU4OztxyhlTyM3LZ9r0k3j0vmfr9/HHL0v4/Pt36dknlpSkNMy1ZqBuJjDPA7M9b16zrVFsa5av59q7r2wy7vBu4cTmFLLwyz/YsmorAD4BPjz1yZP0HNCDe965j01LNxK/LZ7hk0cwcNxADCbHjIUYcN4Edn67ktqyKgCcvdzoe+Zoh8QixOG05V/HR8DrwCcHtd0L/KVp2jNKqXsP/HyPUqovcCHQDwgFliilemqaZuMYpKdlsuTPFfy1+G9OmDiGaadMYu+eOFasWMPYcSPp278X2dm5jBk9nHnzXqZnz+6sWrWe7t1j6NunJ9g0ivKLKAv0x6j0rFuxkVvuvxYXF0kGifaRnp7Jnj37SUlN59Tpk/nggy+49to5vPvumzz88B1oVhsGpcOo16PX6SkrLOXRO59B0zS++uNDR4cvjhOZGVn8tWQVixctY8zYEfQb0JvKyiq8fL3Q6fXk5Rfx/vufc/fdNwDw/AtvcevNV7N86Wp69o5lyOABhIWHEhMjMziJ9mW329mxfRf7EhNZvWYD4eEhJCWl8t0Pv3HO2adiqTbjF+1F39496RYbRWCgPDImOq/a2loMBgNKKTIysnF1daWoqISQ0KDDruPi6oKTkxOpqeks+OJ7Lp51bjtGLBwtOjqC9evrkirOzk7s2RPHfffNY9asc5k69UQKCoqYMWM6OhRzZt/IlKknMv6E0axcsRYvby/GjR+B1Wrn7tsexd3DjWdeeIQvPvy6wT5sNhvLlqzkujuuYNe2fbh7uLFt0w6GDB9ISFhd34yIaVyPNbZ3N5wP1CQ6VP+R/SnKK2Lhl3/UtxXnF/PF619y/6v3ENotjDO7hbXWr+mYBPeLZs73j5C7JxWlFIF9o/CPlZFComNps6SQpml/K6WiD2k+C5h44N8fA8uBew60f6lpWi2QrJRKAEYCa492/2Vl5dx/z5Ms/O0vAP5YuJSNG7Zx0uTxDB8+iBtvvoJzz7uSa6+9lIjwuj/M/fsTufzyC3nmmdcoKytnxIjB+Pp6M3bCCNat2MhFV5wnCSHRbtLTMygoKOb6G+7B19eHu++6gQ8//JKNG7fTr19vrrjiVjw9PRg+fBDTT5mEyWTi6fteZMCQftx411WER8oHjjh2VZXVPPnYi3zz1c8ArFi2hhdefYKx40fw+uvv4+7igpPJhNlsoaiolD59erJnz36uvf4eRo0ayqVXXkREZAhRMqW3cIC1azeRlJhKUmIK3377K/fddzMPPPA0S5euYtWqDVxyybmMmzCKoKBASQiJTq26uoYPP/oKu93OhRdeUzcbpAIvL09KSsvqaw01JSDAj9NOm8rDDz7LGWeejIeHzIrUVSQkphATE0H37tGUlJRiMBjo2bM77777Ke+++yk6nY7nn3+EXTv2ArBk8QqqKqs444xpfP/tb+Tk5OPl7cUtd16Ls7MJb29P9Hp9o/1YzFYev/858nIKALjtvusYMnIQfQf2BmDY2CF06xFFUnzdlPKubq5cduOsw84WFhweVD/i6GB7Nu2msqwSU0DHKpfg3yMM/x4dI0klRFOUpmltt/G6pNCvBz0+VqJpmvdB7xdrmuajlHodWKdp2mcH2t8HFmqa9m0T25wLzAWIjIwclpqa2uS+t23dxZQTzwHAYDBwyaUzufDiGSSnpOHj401iYgo33/IAer2eb76ez5NPvszWrTvx9PTg5puvwmg04ubmysCBfejbuwc+fj5NnuREl9donHVz++h/2bVrH8XFJeTnF3LRxdcC8O47zxMXl8iLL77NOeecxoABvTGbLQwZMoDg4AB69+pBbU0t7p7uuLg4H+NhieNIk88CNLef7tq5l4njzgLqvji8++FLeHi688cfS1ny10oMSoe51kxUt0i+/PJHrr32UgICfLHZ7IwePYxRo4bg6enZRocmjhPH1EcPZ/36LaxYsQZ/Pz8++mABMbFRbN68gzlzZlJdXYOzsxPjJ4yid69Y/Px8j/0oxPGsTfpoa/nmm5+56ab70ewaxaWlOBmNWCw2UGByMmG1WPD09OD8mWfSq1dso/W/+/ZXxo0byZ7dcQwZNoAHH7rdAUchWkGLr0nXrduC0kFuTj5//PEXgwcPYOfOvYSEBGKxWHF2diI8PITsrLz6kWh6nQ6z2cKo0UP5YP7n/PnHcgD0ej3vvPc8udn5zHv4hfp9GI0GXn77aW656r76NmcXZ37/+yuiDhpBnJOZy/7dCZjNZrr3iiGmR/R/Huy6v9bzwKUPNWg7/ZLTuOmJGzAYu2TZ3M5Ank/toHSODuCApjpIk9kqTdPe1TRtuKZpwwMCDn9Xz263A3XPyj774iP07tuDn39ZxEsvvUNRUQkmkxGoG9J47nlX8uijd3LjjVcSHh5CRkY2mt3OD9/9St++vfAP9JeEkGi25vbRw9m9O441azawdNlqamtriYqqG1I795o7GTd2BPPm3Ud8fBKbNm3Hz9eH3375E51Oj6eXBwFB/pIQEs3S3H76z42D086YyoOP3cG+ffFkZubg4enOli07GDN2BJs378DXx5ubbrqSlSvXkZCQwsSJYxkyZIAkhMRRO9pzqd1uZ/36LcTFJVBdXYNds5OUlIqPtzennjqZr7/+maTEVMaNG8m4sSMlISSO2rF+3h8rq9XKeeddyeWX34q7qxsTJ47Dzc2Vs2acik6nGDiwDyHBgej0eqoqq/nkk2/4/fe/OPSGsJ+fDxkZWVx48QzefftTiopK2v1YRNs4Uh91d3dhx/bdzL3mDvr160337tEMHz6YlSvX88eiZVisVvz8fPn0k2/43zOv89STL/PE4y/y9lsfYbfZ6xNCUPed6uUX3yEnK5f7H7udU06fzIyZp3HXgzeTlZ7TYL811TXU1NQ2aAsOC+KEaeOYcvpJR0wIAfQZ0oeLbrwQnb7u62zfYX0496oZkhAS4ii0d1IoVykVAnDgv3kH2jOAg58tCAeyjmVH3WNjmDhpHC+/8RS1ZjPffPcrv/66mPvuv4X4hGTKKyp54IFbMRgMaJrG/Q88xZTJExg/bhTr12xizeqNvPbG0/j7y8WiaD+7du1l+47dxMREsXHjVtIzsnn8sbvr++GDDz1DWFgIw4cNoriwhHVrN3PFVbMYMqS/gyMXx6tu3aK47MoLOf+is/nmu1+I259AZWUlu3fHcfFFM0hKSeXKqy/h80+/5c+Fy7j22jncdNOVDB06QM6fot3V1taycuU69h1ICLm6uvDUU6/y5tvPsmb1Br7/9lemTTmRSy+7gAED+jg6XCGOWm1tLcOGTmXRH8u48IKzuPnWq+ndJxajwcDunXsxGo24u7vh6emOs7MT48aPxNXVhVWr1vPllz/W3zwF8PP3JT09k+DgQMaOHc6br3/gwCMT7SU3N4+8/CICgwIoLCzm1tseoqS0lJdeehuL1UpQYAApKRls2bKDRx69kxEjhgDQp29PXn/zWVJS0httMyMjGzd3N+Y9/AKJCSls2bSDTeu3snHtlgbLjZ84mvCIYytz4OXryaW3z2b+n2/z5u9v8NTHTxIZG3lM2xSiq2rvVOrPwKXAMwf++9NB7V8opV6krtB0D2DDsezIy8uDx+bdS3JyKvfe9ySjRg3FydmJ6uoaXJydyMnOIz4hic8+fYOsrBwKC4tZuXo9o8cO47TTpxyoJ+RzLCEI0SJJSSkUFBTx6qvv8eADtzJ61DB27dzL5s3beeP1p8nMzKGquprExGSmTDuBs86ezsSJYw9bhE+I1uDm7saFs2Yw76lXqK21EBRcN6T8u+9+45mnH8DZxRm9TsfoMUPJzy+id+8e9O3bEycn6ZeifdntdhISknn77U8YOnQgOr0Cpbj1tqv54MMvueW2qwnw98fP35eQkEC8vGQUm+icLBYLAweeRH5+IXffcyPe3l4AWK02dHodSYmpeHnX9W+dTofdbsfTw51x40aya+detm3fjcFoYOZ5ZwB1jwYvX7YagBnnnsbddz7OLbfNldpCx7l9cYkUFhbh7ubKddddxltvfcQ119zF/HdfICcnj+rqGkBjwIC+XHHpLYwbP5I77ryOlJR01q/bzAknNp7RbvqpkxkwuC+Xz72Y3Tv2MWhYf5RSnHDSWCorq9m3ez8nnzGZq2+YjZu76zEfg9FkJLpX9DFvR4iurs1GCimlFlBXKLqXUipDKXUldcmgqUqpeGDqgZ/RNG038DWwB/gDuOFYZx4rKSmlvLyC4uISbrv1GioqKpk27UQ0ux1PTw9c3VyIiopg5669ODs7cfLJJxEXl8CVV95GQICfJIREu9q6dSd//bWSZ559jWvmziYrK5cRI4dQU1uL0Whk1+443NzcGD9uFKvXbOTii6/Dx9dLEkKize3aFcfOnfs4+eRJDB82kJrqWp559jVefXUeTz31Cjt37CU3r6Cuf44fyejRwyQhJNpdVlYOGzZsIW5/Eps2byM9PYOiohLy8wuoqqzitNOn4OHhQVCwP+HhIYSGBjs6ZCGOis1mY/SoU8nLK+Duu/9NCAFYrFYsFit6gx73AwkdnU6H3WY/8G/FgIF96RYTycYNW1m6bBUA/v6+5OcVYrFYCQ0NZvCQfnz4wYL2PzjRrux2O2GhwcTtT6RbTCQLvnibu++6gX374tm4aRt6vR5vb29cXFy4+ppLGDpsIMuXrebbb37BydmJhIRkXnnjKcIjQnFyMnHe+Wfi5eXBrp178fHzAZ3iqy9+ZNvWnfTt34v3vniZhau+4fH/3Uu32GhHH74Q4iBtOfvYRYd5a/Jhlp8HzGut/e/fn8TSZatwcXHmyXkv0a1bFOXllezdF8/Spau58oqL6BEbg1KKgAA/Vq1az+bNO/jqq3dlSLloV/v2JbDi77Xcc88TPPzQHdxz75PcdNOVvPLqfJ7738NUVFSi1+txdXPhu+9+ZefOvXz+2ZsMHtTP0aGL49zePftZtXodBflFvPb6+xQXl/DYY3ezb188n37yNS+//CRFxSV4e3sQGOjPIOmTwgHS0zMpKyvnlVffY9euvYwdO4K33/mEW265mkGD+mHQG/Dy8iAsLIQBA/qglNS5FJ2Tpmmcd+6VxO1P5K67rsfNreFIC3Otmeqqatxc3XA9MFuuTqewHfSomFLQp08PLBYrCxcuJTw8hJ49uuPn50NmRhbRMZGcPeNUnn7qFa697lJMpo41i5NoPX379CQxMZluMZHMPP9qLrjgLC44/yxsNhsxMZEYDEby8vNZ8fca3nvvcwoLi7nppisxOZlwMhm5/955TJ8+iRtuvJysrFz+Wvw3fn6+jB47nAknjqCmppaL5pzLqDHD8A/wA+pmFRNCdDwdpdB0q9q2bTd79+5nQP8+vPPOJwDMOPtU3n//cz755GvOOGMqd9z5KDfceB933vUoGZk5nHDCaFat/JkzzzgZo9Ho4CMQXUVaWgZ5eQW89tp7ODk5UV1dTUlJKQsW/MCsWecy65Lruebau7j33iexmK1ceun5rF+3kPPOO0NGY4g2VV1dw6I/l/P2Wx9TW1tLcXEJAGvWbGTu1bNZ8tdKzp5xKR988AVBgYGMGDHYofGKrqmyspKMjGzS0jL57rtfiYtLrCuUOmwQL7/8LtdeezcbN24jOjqCgQP7SkJIdGpPPP4Ci/5czhVXXNjkiPaEhGSUTkdNTTWurnWTTtQ9PtZ48P2AAX3w9/Ph/fcXUFZWQVBQAKmpGQDExsYQHh7KN1//3LYHJBwqKCgAm13jw4++4s03nuXnnxdx9ozLuOXWhygrK2fuNXdQVFjCJ598zcknnwTAm29+xNVzZ/PyS+8CsHDhUvyDAggI8OOMs04hKDiQE08ay5hxI7j3oVs49/wzjrl2kBCi7R135dmzs3MpLCwCDTIysnA6cIfDYNBjNlvIyMjmtdfe58orL8bJyYkB/XvzwP1P8933HxAWFuLg6EVXsn3HLqwWO0oHTiYn9HodFqsVqLuwmz//M6677jI8Pd3x9/Vl8eLlvPba0w6OWnQFmqYRvz+J3Jw8XN1c6vslwKJFyxg4sC+PP34PQwb3x9/fhyFDBjowWtFV1dbWkpGRxerVG+jVq3t9+7x5L3POOadx8iknMXrUMIKDA+nTp6cDIxXi2C38fQn/e+4NJk2aQI8e3RsvoGls3boTVxcXrGZL/QxMOp0Om83eaHGlYNSoofy1dBWvvjafMaOGk5SUyokTxwIw45xTeeG5t7jo4nPQ6Y7Le8iCus/7qVNOIDg4gBtvuAKdXk9pSSn33jePiopK7HY7JqOx/jrAZrOxe3ccVVXVQN009ObaWkaMGkJBfhFnnTOdHj27OfKQhBBH4bg6y9vtdrKzc1FK4eLqzM5de7njjusAWLzkb84793QAcnLyeOmld3jnnU/YvTuOCRNG0aNHjCNDF11MXl4+ZaUVpKWno9fpuf32a6iqqsbfzxeDoe5CLjMzm+eff5OK8koef/wFTpjQuKCfEG0hPj4Jq82Kk5MTsy4+F18f7wYjKHfs2INmtxMdHSEJIeEQNpuNjRu3kZ2dS1JiKs7OzowePRSo+5Lz3Xe/8vVXPxESEiSPNYpOLz4+iYsvvp6oyHCmTTuxyWX2xydhrjVjMOhxPaiA7z+Fpg+dhv6f98aPG0lZaTn74hJIiE+qf2/QoH6YnEz8/NOi1j8g0WGEhQbj6uZGSlomiYkpPPPMq7z19sdUVFQSGOhPdU0Nl1xyHgt//wsAX19vamv/nUp+1qxziekWyfCRQzjltMmSEBKikzquRgolJ6eRmZmNTq/H2dmZ00+bRkVFJR9+8ArLlq3ixIlj6du3J99++yvdY6MZO2YE69dt5pFH78TZ2dnR4YsuJCUlnbKycpYsXsk555xGr16xvPzSEyQlp/LRh6/w+RffkZOTz6mnTiY+Lomrr76EkyaNc3TYoguw2Wzk5OSxefN2RowcTFlZBT4+3rz7zvN8+dWP5Obmc8EFZ3HSxHH06CEXf8Ix1q7bTGJSKu+99zk33nA5DzzwNE8//QC//76EZctWM2bscC6+6BwGDuzr6FCFOCYlJWWcPO0C9Hodcy69oOlHIDWNJYtXEB4RSkZGFj7e3vVvKaUOjBay1d90OpiLizMjRw5h7brN5ObkoWkaSimUUsyceQZPP/UKZ551sowWOk517x5NeXkFJSVl9IiNpk+fnvz00x8MHNiXKVNPwKDX8+OPf1BRUUlMTCQvvPgYGWmZXD33EgYPGYBO6cjNLXT0YQghjtFxlRSqrq5BrzeQk5OLt48Xer2OkOBAVq7awM6d+1izZhNXX30J//vfw/j7++HkZOTqq2fh5ubm6NBFF1NrtpCZmUNhYTFlZeX4+noTGOjPzz//wfff/cbcubOZOuXEuhlE3N2Ijo5Ar9c7OmzRBdhsNuITkuumjt2XwIgRg1mxYi3bt+9h1sXnEhwcSGCAH3379XJ0qKIL27xpO1ablR6x0Xh5eXHRRTO49daHuOyyC3njjafx9/eTpKXo9CwWC+fMuJyCwiKuueZSXF1dmlxu374EKiuqCAoOJCkpFXf3hte1Br0eq9XaZFIIIDDQn549u7N/fyJr1mxk3LiRAIwYOYSvv/6Z77/9lfPOP7N1D050GN7enuTlF/Lww//jxRceZ/TooSil0OsN3HffkwwePIDnX3iUIUMGUFRYjNliZeq0idx8430UFpawYtVPjj4EIcQxOq6SQlFR4VgsZrZs2UFCQgoxMZGk2bLo0yeWESPuISDAj4ED+8rdDuFwTiYju3fvY/ToYXz2+bcEBvpz2qlTePzxe3FyciI2NvqwF39CtCWTyYTBoCc1LQOloKysnNy8fG6+5SrcXF3w8fGiW7doR4cpujirzYa51kx4RCgff/wlbu6uzJ//AiaTkYAAPyIiwhwdohDHRNM0rp17J1u27uS006YSGdl0n7bbbPz222KGDx9Ebn4B5loz7p7uDZbRG/RYrDb+a0x8n96xpKdl8OS8l/ni8zfx8fFGKcWcOTN59JHnOP3Mk3F2lgkujkdhYSH8/vtf3HvPTdx192OEh4UwfvwoYnvE8PQzD+Lm6oqzsxMlJWX4B/ixfdtuZs+6noAAPxZ89Q59+vRw9CEIIY7RcZUd8fBwx93dg1GjhpKVnUNJSSkKsFqteHq6M3hwf0kIiQ7BaDQSHBJEVnYOk04az8gRQ6k9UAtg4MA+khASDtWzR3f++GMpnp4euLg4M2zoICorqvDw8JCEkOgQRgwfxLvzP8PVxYXhwwczYcIYqqurcXFxloSQ6PQ0TeO+e+fx40+LGDKkP2PHjjjssqtXb8TZyZnI6AiKikowmYwY9A2vdQ0GA1aL5Yj77dUzFqUUV199R30h4YGD+hEVHcGLz791bAclOiyj0cigQf2Y/95n3HTjlZx62mRcXJ3R7Hby8wtZv2ELlZVVnHjiGEaOHMKNN1/JmnW/s2zFj0yddqJ8txLiOHDc/RX36BFDTEwks2fPpKS0jILCIgIC/Bk6VIqhio5jyJABTDppPAP69yEuLgGr1UpsbAxDhgxwdGhCMHr0MBYseBtvby+ysnOIiAylX7+e9JQCkqKDGD9+FB9+8DKVlVXk5uUTHh5Cz57dZZYx0enZ7Xbuuftx3nvvMyKjwjnrrOmHXTY/r4BlS1cxdtwIFFBUVIKrm2uj5Qx6PeZmJIWCggPQK4XFauXyy2+hvLwCgKuunsU773zCtm27jvq4RMc2btxIHnv0LvbvTyQxIZXQkCCKikrIysph7NgRDRKTHh7uxPaIITDI34ERCyFa03H1+Ng/YmNjiI2NYfKkCY4ORYjDGjVqKKNGDWX27JmODkWIBpRSjB83ivHjRjk6FCGapNPpmDhxHBMnSgF+cfyoqKjkqituY8nSlUREhjFnzkz0+qbv39bU1PDJJ18zfMRgvLw8sNvslJeXExUZ3mhZg9GAudZ8xP07Ozvh5eVJ/wF9WL9+M7Nn38jLLz9BdHQEc+fOZvbF17NsxQ/4B/gd87GKjmf48MEMHz7Y0WEIIRzguBspJIQQQgghRGeycuU6Bg+axKLFyxkwoC+XXnrhYQtDV1VW8/57XxAcHETv3rEAJCanAuDu0XjyFJPRSHVNbaP2poRHhLJ3734uvPBs3Nxduebau/joo68YN34U48aP5MzTZ5OXW3CURymEEKIjkqSQEEIIIYQQ7cxqtfLnouWceMJZnHnGHIpLSjnvvDM455xTmx4hpGnE7YvntVfm4+fnw+jRQ4G62XfXr92MBk0Wg3ZydqKiorJZMYWGhVBdXU1ycjrnzDiVYUMHsuDLHzjvvCuw2zX69e/NhHFn8MvPi9A07VgOXwghRAdxXD4+JoQQQgghREcRH59EcnI6GzZsIW5fPDt37iMxMQVN03B2ceKEE8cwZsxwTCYTFou1fr3i4mIyM7LJyMxh7+44bDY7w0cMIiIiDIvFSmZWNqtXbSAg0JfKtCo0DczmhvWDjAYjRUUl1JqPXFcIoH//PqxetZ7CgiKGDB1Ar17dWbd+C58v+B67zYabmxuXXnozJpORoUMGcOLEscyYMZ2evWJb9XcmhBCifajOnOVXSuUDqa20OX+gq4yHlWNtPQWapp1yuDeljx41OdbW8599FKSfHqOudrzQ+sfcnn20q/3/kuNtHcfYR5Vyc4kaatfs2NvoulvTNDT+e9s61TYPCOiUDp3CVlmduu0oVpc+2nqO5Zr0ePn/IMfR8Rx8LEc8lwrH6NRJodaklNqkadpwR8fRHuRYO6fj6ViORI618zrejudIutrxQuc+5s4c+9GQ4+2cjpfjaI6udKzQcY+3o8bVUnIcHc/xdCzHM6kpJIQQQgghhBBCCNEFSVJICCGEEEIIIYQQoguSpNC/3nV0AO1IjrVzOp6O5UjkWDuv4+14jqSrHS907mPuzLEfDTnezul4OY7m6ErHCh33eDtqXC0lx9HxHE/HctySmkJCCCGEEEIIIYQQXZCMFBJCCCGEEEIIIYTogiQpJIQQQgghhBBCCNEFSVJICCGEEEIIIYQQogvq9EkhpdQHSqk8pdSuZiz7klJq24HXfqVUSTuEKIQQQgghhBBCCNHhdPpC00qpE4AK4BNN0/q3YL2bgCGapl3RZsEJIYQQQgghhBBCdFCdfqSQpml/A0UHtymluiul/lBKbVZKrVRK9W5i1YuABe0SpBBCCCGEEEIIIUQHY3B0AG3kXeBaTdPilVKjgDeBSf+8qZSKAmKApQ6KTwghhBBCCCGEEMKhjrukkFLKHRgLfKOU+qfZ6ZDFLgS+1TTN1p6xCSGEEEIIIYQQQnQUx11SiLpH4ko0TRv8H8tcCNzQPuEIIYQQQgghhBBCdDydvqbQoTRNKwOSlVIzAVSdQf+8r5TqBfgAax0UohBCCCGEEEIIIYTDdfqkkFJqAXUJnl5KqQyl1JXALOBKpdR2YDdw1kGrXAR8qXX2adeEEEIIIYQQQgghjkGnn5JeCCGEEEIIIYQQQrRcpx8pJIQQQgghhBBCCCFarl2SQkopZ6XUBqXUdqXUbqXUY00so5RSryqlEpRSO5RSQ4+03VNOOUUD5CUvR77+k/RReXWA1xFJP5WXg19HJH1UXg5+HZH0UXl1gNd/kj4qrw7wEh1Ue80+VgtM0jStQillBFYppRZqmrbuoGWmAz0OvEYBbx3472EVFBS0VbxCtArpo6IzkH4qOjrpo6Kjkz4qOjrpo0KIw2mXkUJanYoDPxoPvA7NFp4FfHJg2XWAt1IqpD3iE0IIIYQQQgghhOhq2q2mkFJKr5TaBuQBizVNW3/IImFA+kE/ZxxoE0IIIYQQQgghhBCtrN2SQpqm2TRNGwyEAyOVUv0PWUQ1tdqhDUqpuUqpTUqpTfn5+W0Qaedjt1qwm6uwW2rRNLujw+nypI+2nGa3YbfU1PVjm8XR4XQJ0k8b0+x27Jbaun5olX7oaNJHm0/TNDSrGbu5Cs1qRmaWbR/SR5tP0zTs9X1Urlfbi/RRIURztPvsY5qmlQDLgVMOeSsDiDjo53Agq4n139U0bbimacMDAgLaKsxOw26uxlaaga0sB1tpJraqEjS7zdFhdWnSR1tGs1uxVRRiK82q68clWdittY4O67gn/bQhzW7DVlVcdx49cD61W2ocHVaXJn20eTRNw15bjrWk7lrAWpKBVlspiaF2IH20+TRLNbaSzAN9NBN7dZkkhtqB9FEhRHO01+xjAUop7wP/dgGmAPsOWexnYM6BWchGA6WapmW3R3ydVd2X6Xw46MJPqy5Bs5kdGJUQLaNZatHMFQc12LBXFsnFomhXmtWMVlN6UIMdW0W+JNlFh6fZzNgrGhaQtVXko8moS9FBaDYLtvJ8Dn4AwF5VhGaV61UhhOgI2mv2sRDgY6WUnrpE1Neapv2qlLoWQNO0t4HfgVOBBKAKuLydYuu0NLsd7NbG7TZbXSlvIToBrak+bK0Fux307T6YUXRRTfVDbBY0uw2l07d/QEI0V5OJS+0w7UK0P81uB62J/ih9tMMxm82UlJQRGOjv6FCEEO2oXZJCmqbtAIY00f72Qf/WgBvaI57jhdLpQW+EQ+4GKn175fqEOHZK3ziDqYwuoJOEkGg/TZ03lcEkCSHR8ekM1JVlPOhxMaVArgVEB6F0+rp+ekjyXa5XO54XXnyb//3vdYqL9js6FCFEO5JvXZ2Y0unRuwfAQV9adG5+KIPJgVEJ0TJK74Ry8fq3QW9E7+qNUnJ6Eu1H6Z3Qufr+26AzoHMPkKSQ6PCU3ojeI7AuEQSgdOg9gtA1kXAXwhGU3oDeIwDUP+dTVXf9qpfr1Y5m3754KiurHB2GEKKdSYq+k9MZnVFeYXWPPigdSm9EqaYmchOiY1J6PXpXHzQnd9A0lN6A0smpSbQvpdOhc/FCmVxBs6N0BrmLLToFpRTKyQ304XWP6Oj0khASHY7O6ILylutVIYToiOSK9zig9PLlRXRuSulQBidHhyG6OKWUjLQUnZbOYEQKCoqOTK5XhRCiY5LnM4QQQgghhBBCCCG6IEkKCSGEEEIIIYQQQnRBkhQSQgghhBBCCCGE6IIkKSSEEEIIIYQQQgjRBUlSSAghhBBCCCGEEKILkqSQEEIIIYQQQgghRBckSSEhhBBCCCGEEEKILkiSQkIIIYQQQgghhBBdkCSFhBBCCCGEEEIIIbogSQoJIYQQQgghhBBCdEGSFBJCCCGEEEIIIYTogiQpJIQQQgghhBBCCNEFtUtSSCkVoZRappTaq5TarZS6pYllJiqlSpVS2w68Hm6P2IQQQgghhBBCCCG6IkM77ccK3KFp2hallAewWSm1WNO0PYcst1LTtNPbKSYhhBBCCCGEEEKILqtdRgppmpatadqWA/8uB/YCYe2xbyGEEEIIIYQQQgjRWLvXFFJKRQNDgPVNvD1GKbVdKbVQKdXvMOvPVUptUkptys/Pb8tQhTgq0kdFZyD9VHR00kdFRyd9VHR00keFEM3RrkkhpZQ78B1wq6ZpZYe8vQWI0jRtEPAa8GNT29A07V1N04ZrmjY8ICCgTeMV4mhIHxWdgfRT0dFJHxUdnfRR0dFJHxVCNEeLkkJKqdOVUkeVSFJKGalLCH2uadr3h76vaVqZpmkVB/79O2BUSvkfzb6EEEIIIYQQQgghxH9raYLnQiBeKfU/pVSf5q6klFLA+8BeTdNePMwywQeWQyk18kBshS2MTwghhBBCCCGEEEI0Q4tmH9M07RKllCdwEfChUkoDPgQWHCggfTjjgNnATqXUtgNt9wORB7b7NnAecJ1SygpUAxdqmqa1JD4hhBBCCCGEEEII0TwtnpJe07QypdR3gAtwKzADuEsp9aqmaa8dZp1VgDrCdl8HXm9pPEIIIYQQQgghhBCi5VpaU+hMpdQPwFLACIzUNG06MAi4sw3iE0IIIYQQQgghhBBtoKUjhc4DXtI07e+DGzVNq1JKXdF6YQkhhBBCCCGEEEKIttTSQtPZhyaElFLPAmia9lerRSWEEEIIIYQQQggh2lRLk0JTm2ib3hqBCCGEEEIIIYQQQoj206zHx5RS1wHXA92VUjsOessDWN0WgQkhhBBCCCGEEEKIttPcmkJfAAuBp4F7D2ov1zStqNWjEkIIIYQQQgghhBBtqrlJIU3TtBSl1A2HvqGU8pXEkBBCCCGEEEIIIUTn0pKRQqcDmwENUAe9pwHdWjkuIYQQQgghhBBCCNGGmpUU0jTt9AP/jWnbcIQQQgghhBBCCCFEe2jR7GNKqUbTzjfVJoQQQgghhBBCCCE6tubOPuYMuAL+Sikf/n18zBMIbaPYhBBCCCGEEEIIIUQbaW5NoWuAW6lLAG3m36RQGfBG64clhBBCCCGEEEIIIdpSc2sKvQK8opS6SdO019o4JiGEEEIIIYQQQgjRxpo7UggATdNeU0qNBaIPXlfTtE9aOS4hhBBCCCGEEEII0YZalBRSSn0KdAe2AbYDzRogSSEhhBBCCCGEEEKITqRFSSFgONBX0zStJSsppSKoSxwFA3bg3QOPpB28jAJeAU4FqoDLNE3b0sL4hBBCCCGEEEIIIUQztGhKemAXdYmdlrICd2ia1gcYDdyglOp7yDLTgR4HXnOBt45iP0IIIYQQQgghhBCiGVo6Usgf2KOU2gDU/tOoadqZ/7WSpmnZQPaBf5crpfYCYcCegxY7C/jkwCikdUopb6VUyIF1hRBCCCGEEEIIIUQramlS6NFj3aFSKhoYAqw/5K0wIP2gnzMOtDVICiml5lI3kojIyMhjDUeIVid9VHQG0k9FRyd9VHR00kdFRyd9VAjRHC16fEzTtBVNvZq7vlLKHfgOuFXTtLJD325ql03E8K6macM1TRseEBDQkvCFaBfSR0VnIP1UdHTSR0VHJ31UdHTSR4UQzdGipJBSarRSaqNSqkIpZVZK2ZRShyZ3DreukbqE0Oeapn3fxCIZQMRBP4cDWS2JTwghhBBCCCGEEEI0T0sLTb8OXATEAy7AVQfa/tOBmcXeB/ZqmvbiYRb7GZij6owGSqWekBBCCCGEEEIIIUTbaGlNITRNS1BK6TVNswEfKqXWNGO1ccBsYKdSatuBtvuByAPbfBv4nbrp6BOom5L+8pbGJoQQQgghhBBCCCGap6VJoSqllAnYppT6H3VFoN2OtJKmaatoumbQwctowA0tjEcIIYQQQgghhBBCHIWWPj42G9ADNwKV1NUAOre1gxJCCCGEEEIIIYQQbatFI4U0TUs98M9q4LHWD8cxSjMLyI/LQNM0AntF4BXu7+iQOh3NbgdLDRidUbqW5hpFS5mraijYn0FZVhGeoX4E9A7H6Ozk6LA6vfp+bHJGKenHLWGuqiE/LoPybOmTrUGz28BiPtAX/3OgrThK1cUV5MelU11cgU9MEP49wtHp5e++NWhWM9jtKJOzo0Pp1KoKy8iLS6e2rArfbiH49wiT80Er0WqrwWBE6VtcSUMIIY47LToTKqWSaXqa+G6tFlE7K4jP5OvLn6M0vQAAzzA/zv/oLgJ6hjs4ss7DXpKLdc9q7Bn70IX3xtBnHDqfIEeHddyymi1s+3wpfz35RX3b1MfmMGTWJPRGubg5WvbinLp+nBmHLqIvhj5j0HlLP24Oq9nC1s+WsnTeQX3y8UsZcvFJ0iePgr0wE8vOFWh5qei7DUbfcwQ6T7lZ0ZqqSypY+tQX7Pj6bwB0Bj3nvnsbsZMHOzawTk6z27DnJGHdthitugJD/xPQRfZH5+Lu6NA6nYr8Ehbd/yH7/9wMgN7JyAUf30XUmL4Ojqxzs5cXYYvfiC1xC8ovHOPAk9D5yzW/EKJra+ktseHAiAOvCcCrwGetHVR72vvr+vqEEEBZZiF7f1nnwIg6F3tVOeYlH2PbswqtrADbnlWYl32KvbrC0aEdt4oSs1n69JcN2v568nOKknMcFFHnZ68qw/zXx9j2rq7rx7v/xrzsM+nHzVSUmM2ypxc0aPvric+kTx4Fe1khtQvfxp6wCa0sH+u2xVjW/4JmMTs6tONK3p7U+oQQgN1q44/7P6Ait9iBUXV+9oJ0zAvfwZ6VgFacg2Xl19hTdjg6rE4pZ2dKfUIIwFZrYfGjn1JdIp9LR0uzWrBs/gPrlkVopfnYk7bWnW9L8x0dmhBCOFSLkkKaphUe9MrUNO1lYFLbhNY+srYlNGrL3BLvgEg6J60sH62k4Rc/rSgLTT5g20x1cQWazd6gzW6xUV1c7qCIOj+trACtJLdhW2EmWlnBYdYQB6sqLkezNxxEWtcn5ctLS9lLcqCmsmFb6k7s5YUOiuj4VFlY1qitPKeImopqB0Rz/LDnJIPW8PPJunM52iF9WhxZVRN9tCA+E7P00aOmVRRhT9jcsLG2Cnux3MAQQnRtLX18bOhBP+qoGznk0aoRtbPep40iaXnDu1h9zxjTrjFoNhs1iZmYMwswBnjjHBuOztnUrjEcrcM9iy3PaLcdz3B/nD1dqSmrqm9z8XHHKzzAgVE1ZDdbqInPwJJXjCnUD+fu4SiD3tFhHZbSNR2b0nfcmDsSr/AAnDxdqT24T/p6tHt9Nlt1LbUJGVgKSjGFB+DcPazT1ThTemPjRp3+sH1UHB3f6GBQCrR/k5nhI3rhEejjwKjq6prVJGZizsjH6O+FU49w9J2oNpcyNHHtYnIG6b8t5hMd3Kit18nDcQvwckA0DVkKSqiJz0Cz23GODccU5OvokJpHpwe9AWyWBs1yzSqE6OpaerX8wkGvp4FhwPmtHVR76n7iQEZceQo6gx6l1zH88pPpNnFQu8ZQungj+6bfRuKcx9h36u3kf/YH9prO8aiA8gpE121IgzZd7DCUV+snKOxlhdjy0rBXlLT6tjsTn8hAzp1/G54HvnB7RQRy7ru34RXWMWqO2M0WCr9ewr5TbydxzmPsPeU2in9fg6Y1KkfWYSjvQHQxDf/udbHDUZ6BLdqOZq7FVpCJrTCrrtBqF3Fon/SODOTcd29t1z5pq64h/8Pf2HfaHXXn0um3Ubp085FX7GCUTzAqILJBm2HQZJSnX4M2raYKW346tuIcNJutPUM8LgT0iuDs12/Exbuu1k3o4O6c/OSlOHm4ODSusmVb/r0eOO0O8t//BVtVjUNjagldcDdwcm3QZhg0GXtZIZq51kFRdU7BA6I49bmr6/tk1Ni+TLjjPAxOjr1pWJOaTeKVTxF//gMkXPgQ8Rc+RHV8ukNjai7l4YthyNSGbb6h4OSGvVRGBgshui7Vkb+oHcnw4cO1TZs2HfN2bBYrJen5oIF3ZEC7FkatTctl3/TbsJUdNLRaKXr/9gKuA7q3WxzHwl5Zij0nCXt+OrqACHTB3dC5td6dLM1ux5a6C/OyL8BcjXLzwjTlUvQhHeL385/TgLRWH21KRX4JVUXluPp54u7v+DuH/6jem8Le6bfBQY+46Vyc6L3oZZxjQh0Y2X+zV5Rgz03Cnp9xVP3YXl6Eee2P2JO2Awp979EYh09H5+7w/zdHnKqmtfqpI/tk5fZ44k6/s0Gb3seD3gtfwims44yiaw57eSH2rETsxTnoQ7qhAqMbFOq1F+dgXvYF9rxU0OkxDDsZY/8JqEO+jHci7dZHD1WaWYC5ogaPYB+cvdxaffstYc7MZ9+pt2MtavjYUK9fnsNtcE8HRdVy9qIsbFnxUF0BngFYty9DK8pC120QpjFno/PoJKNKGnJYHy1Jz8dSXYtnqB9O7o5NWgLkffgrGQ/Pb9AWdON5hN0z20ERtYxWU4U9Lxl7diK4+0JNJZaNC8FowjThfPTdB3fmkUPHfE166WU3sWDBD5hrM1o1MCEOkOkTO6hmn/WUUkOAO4B/pj3YBPxP07QEpZRB0zRrWwTYHvRGA37dQhyyb2txWcOEEICmYcnvPMUudW5e6LoPge5DjrzwUdBK8zAv/gjsdXfDtcpSahd/hPM5d6Bz926TfXYG7gHeuAd4OzqMRiz5JQ0SQgD26lqshaXQgZNCOndvdO5DofvQIy/cBFvStgMJIQAN27616EK6oes1svWC7OAc2ScteY3PmbbicmxFZdDJkkI6Dz90vfyafE+zWbFsXVKXEAKw27Bu/B19YDT6iF7tGOXxoaOMsASwlpQ3SghB0327I9P5hqLzDcWSsBXLko/q2+1J27EFRaMb1KlLUbY774iOdf6q3LyvUVv5qh3Yb7ei6wSzTSpnV/SR/VCB0dT+8jpaYVbdG5ZazEs/w9k3GCWzkQkhuphmPT6mlDoX+AZYClwGXA6sA75VSo0BFrVVgMc7Y6APhkNrGBj0mEI71kWAI9nLCusTQvWqytAqSx0TkPhPxlA/1CE1sfTeHhiDm/6SezzQbDZsidsatdvT9rZ/MF2UKTwA9A0/0oyh/hg7S62LZtKqK7Cl7m7Ubi/OdkA0ojUZA3wwhR/yyKpO17itk7Anb2/UZkvcJo87dnKeJzS+Aeh96phOkRA6mFZR8m9C6N/WumtOIYToYppbU+gRYIqmaR9omrZD07TtmqZ9AJwNLAPWt1WAxztTiD8xb9yJ4cDddZ27CzGv34FzrNyl+EfdIzyHjDY0OqGcHTvUXzTNuVsYMW/cid6z7v+Pwc+LmLfuwqmTfrFpDqXXowuNbdSuC45u/2C6KJfYCKJfvg2dW93jFcYgX2JevwOjgwsHtzbl5IrukJpDAMrj+E26dhXGQB+iX7sdY3BdIlPn5kLUy7d22usBXXBM47bQHlLAv5PzmDAI35mT63/2nDoCn9PGOjCio6Oc3cCl8Vw5ytXTAdEIIYRjNTetb9A0LeXQRk3TUpRSqZqm3d+6YXUtHqP70/vXF7DkFmLw9cQpqvUfZbPmFYDNjj44AKVa53FOrbYaW1oC9vxslKcP+sge6Dy9W2XbB1NeQRjHnIVl7U+AVnfndOJF6Lw6zrB/8S+l0+E9bRQuv7+ItagUQ6Bvi2u6aDYb1rwClMGAIaDtvuzaS4uwpcWjlZeiCwxDHxmLMh3dTD+GniOxJe1AK8sHQAVEoI/se4S1RGtRRgM+Z03AdVAstpJyjCH+mNpgdJo1rxBsNvRB/sc8s5lWW4MtPQF7XhbK0/vAOfS/k1jKaMI48jRq89Ogtm62N13MIHSBjRNFovNxH96HXr88jyW7AL2PJ05RwS36zNY0DVtuASgwBLXPiGPNYsaWkYQ9Ox3l5l7Xj3380Uf2xRq3Aa2grjaJ8gzA0HNEu8Qk2o4pxJ+IeXMJvOoMsNtxigpB79GyembW3LrPyfbqowC2ghzsaQlo5lr0odHoIrphmngR5kXv149GNww7GZ2vY8pJCCGEIzU3KWRRSkVqmpZ2cKNSKgqQ6SRagSnUH1No6yc5bOXlVC5cTsnrH6JZLHhedgEe556Kwf/YHqnQ7HbMq/+k9qs369sMoybjfOH16Fzd/2PNllNGI4a+49GHxmKvLEXn4YvyCWrVfYjW5xQVjFNU4yl1j8Sak0/Zlz9RvuAHlJsrvrfNxXXyeHSurVtg015WQvVnr2Dbsa6+zfmyuzCNmXJU29P5BuN01o3Yi3JA6dD5BqOTO47tSinVZsXMbRWVVC1aTvFrH6DV1OI5+zw8zj/jmJKWlo3Lqfn0pfqfDUMn4DzrpiMWJ9cHRuJ87h3YS/JQRid0PsEycvI4Ygr2O6qEprWomIof/qD0/QUovR6v62bjftoU9F5tex6y7tpI9TtPwIGJS/Q9B+Jy5b3ovANwOvWaunOiZq87J7p5t2kson3oXZxx7dt4JNiR2IpLKf95EaXvfg4KvK+ZjfsZU9F7t+3EBLa8TKpeewgtL7OuwWDE9dan0cf2w2nm3WhlhSgX97pzqfHobgwJIURn1pLHx5YopS5TSg1QSvVXSl0O/Ak83HbhiWNVs2UXRU+9ir2sHK26htK3PqZq+dpj3q49P5va799r0GZd/xf2rNRj3nZTlNGILiACQ3R/dH6hKJ0MPz9eVSz8i7KPvkKrNWMvKqHgof9Ru7P1a/PYM5MbJIQAar5+C3th7lFvU+fmjSGiN4bwnpIQOs7UbttN4RMvYy8pQ6uppXT+51QtXXXU27MV5FDzzTsN2qxbVmLPTGnW+jpPfwyRfdGHdJeEkACgevUmSl77AK2qGnt5BcX/e4uaTTvadJ/20iJqvnyjPiEEYNu/A1t6AgA6V08M4T0xRPSWhJCgeu1mSl6aj1ZZhVZRRfEL71CzYVub79eWsPvfhBCA1ULtL5+B2YzeJxhDVD/0gVGSEBJCdFnNSgppmvYjMBOYBHwEfAKcBJx/4D3RQVUtX9OoreKH37HXmo9pu1ptNVgab0Orqjim7YquzVZaTsV3vzdqr9m8s9X3pVU30VerKtDMMvhRNFa9amOjtvLvfsdeVXN0G6ythpqqRs1aVWUTCwvx3zSbjYofFjZqr/xzRdvu11yLVtp4djTpx6IpFT83npem4ve/2ny/Wknj4tH2/Cz5vBdCiAOaXRDhQHHpOZqmDdM0beiBfzeeWqIJSqkPlFJ5Sqldh3l/olKqVCm17cBLRh+1ElNk4wKVxm5RKMOxjbTR+QahiziksK6TC7qgsGParujalLMJQ2TjPmQIbv26A7qgCDAYG7Tp+w5F5yMz/4nGDBGN60wYYyJRpqObcUf5BqKP7X/IBk1yDhVHRen1mGKjG7UbYyLadL86bz8MI048pFGHPrht9ys6J2NTfbRbVJvvV9+9cX0/0/hT0Hm07WNrQgjRWRxblczm+wg45QjLrNQ0bfCB1+PtEFOX4HLCaPQH1bxQri54XnDWMc/+oXP3wOWKu9APHFVXPyWiO643z0Mf1DlnSREdg87JCe+rZ6FM/yZrDBEhOA8b2Pr7Co3C9aYn0YVEgdJhGHYCzhdch3Ju3dpF4vjgMmYY+sB/674pZ2c8LzkHZTi6pJDOxQ3nS25BP3hs3Tk0LLruHBra9l+QxPHJfcZ0lPu/BX91Pl64TR7fpvtURhNOZ8zGOHoK6PSogFBcbngcXXi3Nt2v6JzcT5+KzuPfupM6Lw/cTp7Y5vvVR/fC+Yp7UJ6+YDRhnDYT45ipbb5fIYToLI7uaraFNE37WykV3R77Eg2ZukcR+MZTWBJSQIGpR7cm7yYeDX1oNK5X34+9vBTl4tbqBabbg722CmxWlIs7SrVXjlT8F6fB/Qj59DXMiSkokwlDt0g0vRF7TS0659Z73l8phaH3YFzveh6tphqdp3enqyegWa1o5kqU0QlldHZ0OMc1U7cogt9/ntrd+9HMFpx6x2LqeWxffPUhkbheeS/28hKUsys6t8bTI3dG9upyAHRNTPcs2o5Tnx6EfPIq5v1JKJ0OY89umKLrRuxodjvW3ELQ6TAGte6sfPrAMJxn34rpzDkoJ+cjFkrviOy1lWCzoVw8Wm2GVtGYU+9Ygj95Bcv+JACMvbr/20etNiy5hSiTEWPAf8/C2FLKyRnTqEkYeg+uu+bz9ut0tSk1cw2atRbl5IbSt8vXNyFEF9KRzipjlFLbgSzgTk3Tdje1kFJqLjAXIDJSpuD9L7bKGsoXryH3qfexl1fgc8kZ+A4a0Kr7UCZn9H6d78uoZrNiy03EuuMvNHMVhpih6LsPQ+d67Bez0kePjVIKU6/uGHt2o3LNdtKveQpzciYeU0cTeOelOHVv3ccSdG6e4Nb5ikLbywqw7F2BPTsB5RWEceAU9H7NH6kn/bRl7LVmqnYlk/vkh1gLSvCZOQ2/a87DFNHyGfYOpkxO6P2Oj9kU7bVV2NJ2YY1bXTf6rs94DOF9UaajG30nfbTlTN2iMB3yOI4lr4jiBQspnP8dymQk8I45eJ0xEb1n6xUoVwZjp+zHmtWCLScB686/0Cw1GLoPRx8ztNkTBUgfbTlTTCSmmIa/K3NmHoUf/EjJF7+h8/Qg6IGr8Jw6Gp1L615f6ryObeZdR9A0DXt+KpYdi9EqitFF9MXYcyw6j+Ydi/RRIURztGhohFKqp1Lqr39qAymlBiqlHmyFOLYAUZqmDQJeA3483IKapr2radpwTdOGBwRI7Y//Ur09jqw7XsBWWIJmtlL0wQ+U/tD2Bf06A3txNpZ136FVlYDVjDV+HbbkrWgHzaBytKSPto7a/amkX/UI5qQM0DTK/1xL9mPvYKtsXJy3q9HMNZg3/YI9Mw7sNrTiLMyrv8Re3riY5mG3If20RWp2JZB549NYcwrBaqN4wUKKPv4FzWZzdGgdhj03CevOJWCuhtpKrNsWYc9PO+rtSR9tHeVL1lHw6hdo1bXYSyvIefhNqjY2WeKxy7EXZ2HZ8ANadVndtUDcGmxpzZ/YQProsdM0jZJv/qT4o5/QzFZsBcVk3fYc1TviHR1ah6CV5WFe/SVaWT7YrdhTd2DZtQzNZmne+tJHhRDN0NLnZeYD9wEWAE3TdgAXHmsQmqaVaZpWceDfvwNGpZT/EVYTR1C9pfE03iVfLcJaXNbibZkTU6hcvIKqv9dhyclvjfAcyl7aeNpxa8o2tBqZMaWjMCdlopmtDdqqVm/FklVw5HWT06hc/DdVy9dizT76KeY7KntVCVpJdsNGqxl7RZFjAuoCavanNmor+XYx1oKSFm3HkplD1fI1VC5ZiTklvZWiczxN07ClNJ57wprR5KBf0U7sNWZKvmo841P5sg3/uZ45KfW4+sw/HHtRZqM2W/LWusfJRLuwFZZS8vWfjdqrt8f953rWwmKq12yi4o9l1O6LP24T9PayQtDsDduy49CqWn4tL4QQh9PSx8dcNU3bcMjz1tbDLdxcSqlgIFfTNE0pNZK6ZFXzb3mLJhmCG9cNMEaFopxNLdpOzfY95F5zD1pN3dTLxp7dCHzxUYzhjWfj6SyaepxBuXgeddFY0fp0Xo0fbdB5uaNz/e/h5LW748iZezfagRFFhuhwgl55AmPU8VMEXelNoDOAveHpV+oKtR2Dd+P6OMaIIHQuza9DZU5OI+/GB7Fm1iX0dB7uBL37P5z69Gi1OB1FKYXy8IOChskznXvne1zjeKKMepxiI6jZldCg3RQVeth1anbsIXfu8fWZfzjKqYlH6Fy9UHpj43bRJpSrE8bIoLqaVwcxBBz+3GEtKKLwsRepXrm+rkGvI/CVJ3AdP7ItQ3WIJmsdmlxA+qgQohW1dKRQgVKqO6ABKKXOA7L/exVQSi0A1gK9lFIZSqkrlVLXKqWuPbDIecCuAzWFXgUu1FrjOZ4uznV4P4zR/174KZORwFsuRt+CZ7TttbWUvPNZ/cUhgGV/ErVbW2foua0gF1tmKvaa6lbZXnPpfENR7gclzZTC2O8k+VLdgTj3jsF96pgGbcEPXYMpLPCw62hWK6WffFufEAKwpmRQvXFbW4VZV5MiOwNbTiaavX3uVCp3Hwz9JzZo04X3QechAyzbivOAHjj3O6iwtEFP0D1XoPdsfoH96jWb6hNCAPbyCsq++rnV7nDbCvPqzqfVjnnE0hA9CAwH3XQwOqMP6+OQWEQdpdfje+mZ6Nz+vRFiCPLDY+LwJpe319ZS8nbbfeb/F81ixpaVji0vu1Ue5W4OnV8EytX73walw9j3BJShZTfPxNHTu7oQePsclOnfm3Km2Ahchx3+3GGOS/g3IQRgs1P01GtYi0raMNK6a4x2/7z3CkIX0LBOmHHg1GbXvRJCiOZo6bCIG4B3gd5KqUwgGbjkSCtpmnbREd5/HXi9hbGII3CKDiXqoyeo2ZOEvboW515ROPWOadE2tKoaLMmNH5to7iM5tvJyrBlZKKMRQ0QYOqe6Ox6axYxlw0qqP3wVrbwM/cARuF52I/qw9imCp3PzwTTuArTiHDSbGZ2nP8r72ArGitZl8PUi9IkbqL7wZGyFpZi6heHc579ne7LX1GKJT2rUbknJaPZ+LRmZ2EtK0Qf4Ywg6fAIKwF6YT82vX2Fe9CPodDiddTGmaWeh92rdmVMOpZTCEDUInVcQWmUxytkd5R2Mcjq6gr7iyEzhQYS//RA1u5OwV1Th1CMS5z4tO59aEhufSy1xiWgWK0qvR7NasaZnYK+qxhAait6neYXvNYsFy8ZVVH/wClp5Kfr+Q3G9/Cb04dEtiu9Y6XxCcJp4KfaSXFAKnVcQOk9JVDqay8CeRH/7AjVxyej0Bpz6dsMpuumRQof9zM/KxV5VhTU9E5Sq+zx3ab3zjS0vm5pvPsKycgmYTDhfeCWmE09B59a2s5rqPHwxjb8Ie0kO2CzoPAPkWsABXEf0J/q7l6jdn4LOxRnnft0xhR++cLm9pLxRmzU7F62qGqvZjC2/AL2vN4aww4+Iayl7UQE1v32DeeH3oBROZ16I08lno/Nu29GQOhd3jMPOQCvJQTNXozz80Hl1vqLuQoiOrUVJIU3TkoApSik3QKdpWuOzsuhQTBHBxzQ7js7bE/fTp1I6//OG2x1w5Lu/lrR0ip96AfPWHaAUbueeiecVs9H7+WJLTqDq1Sfrl7Xt2Ej1l+/hduMDKKf2mRZc5+YNbt7tsi9xdAwBPnhMHNHs5fXubridMZWSV95v0O4yasgR19WsNqpXrKT4yefQqqrR+XjjN+9hnIYNPuw6ls2rMf/+Xd0PNhu1336MPiwK/diTmh3z0VJGJ/QBUXDIHUTRdkyhgZhC/ztR+F9cxo+k4vvfG7S5nzkNnbMTtooKKr/9ibJ3PwKbDUNMFH5PPoQx9sjT3ttSE6h69Qk4MLrCtmsL1V/Mx+2Wh1BO7Tv6UecZgM5Tipl2NM49o3DueeRzxWE/8/vEUvToM9SsWAWAy5ST8LppLobgY/9yqmka5mULsfx9oK5MbQ01H7+BPjQS3eC2fxxI5+6Dzr1tE/nivymlcOnbDZe+Rz7fAXWPgytVf84DcDlpLLbiIorufBB7SSnKzRWfh+7G5YRxKP2xTz9v2bIW869f1/9c+/2n6MIicRo/5Zi3fSQ6V0+QkUFCiDbUrMfHlFK3H/wCrgGuPuhncZxSSuF+9im4nX0K6HXoPNzwfeBmnAb+d1JIs9up/On3uoQQgKZR+e1P1G6vG4Juy25cYNW6cRX2UimUK46N2/RJeFxwJhj0KFcXfO68FqfBfY+4njUtnaKH5qFV1T3KaC8uofDBJ7Dm5jW5vGazYv57caN2y6bVx3YA4rjlPHQA3rdchXJxBoMBj0vOwXXSeAAs++Ipe+t9OPAomTU5ldK33sdeU3vE7dqyMhp8OQKwbl6DvUTOp6Jl6j/zZxz0mX//zdirKusTQgDVS5ZRs/a/i1U3l1ZRhmVl43Opdb8UKRdNM/WMIeC5h9D71SXzXCaMwnvurPqEEIBWWUXRQ/Owph17QX/NbsfcRB+1rP/7mLcthBAdQXNHCv1TYbMXMAL4+cDPZwByRmxDmqZhrarF4GJC6VpaAqp1GMOC8bv/ZryvuBBlNGAIOfKdQa2yipq/1zRqN+/YjeukE9B5Nn4sQhcUhnKWx186O5vZgt1mx9iCArytyRgciO+d1+J5yTmgN2AMbd6dbGtObv0X8n/Yi4qxFRQ2+RiZ0hvQd++FLX5Pg3Z9VOzRBy/alKPPp3pvT7wuOx+3aSeC3Y4hOBBlrPsYtmZmNVq+Zv0m7CUl6I4wGqPJ82lgCMrZtXUCF+3KUlmD3smAzkETHxjDgvG//2a8L6/7zNcHB5J/feP7f9Wr1uE+44xj3p9yckYX1Q17fk6Ddl1Q6z36I1qXzWxBs2sYWjhxSWtRJhNuUybgNLAP9uoaDIF+WBKT6xNC9SwWrDn5GGOij21/Oh362D7Y9u1s0K6P6XlM2xVCiI6iWVccmqY9BqCU+hMY+s9jY0qpR4Fv2iy6Lq40KZv9X68kdfEWwk4YQO+LJuLTM8whsehMRnSRzd+3cnHBNHRgozs0xl51X5j1MT0xDBuLdfOBxJHegMuVt6Dz9G6tkEU7s1us5GyIY9ubv1JbWsmAq6YTcdJAnJqYRaytKaMRY0TL/lb0fn6NhqMrdzf03oev62KadBqWNcvQykqAui/ixuFjDru8cJzS5Bziv11JyqLNhI7tS59LJuHTs/1npFNKYQxr/EivPqBx7R1Tv17oPBrPetZo3ZgeGEdOwLJh5YEGPS5X3obOy/tYwxXtqCKniJTfNhL35Qp8eoXR/6rpBA5u3uM0rU0ZjRgP+sx3GjEU85btDZZx/o9Ha1u0L5MTzjMuoWL3NjhQJF0X0wND74Gtsn3RemxmK9nr97HjrV+xlFfT/+pTCJ84ECfP9v+cBzAE/nve1Hl7oVxd6kf71jXq0Pu3Ts0f0wknY1m5GK20GADlH4Rp5PhW2bYQQjhaS29DRQLmg342A9GtFo2oV1NcwYrb55O7aT8AxXEZZKzYwWlf3odroLdjg2sGZdDjfv451K7fhO1AUWqnUSNwGlJ3kafz9sX1mjuxpSaiVVagD41AF9Gyoq2iY8nblsTvFz2DZq9Lqiy78Q1Oev16Ys8e6+DImscYHYnX7TdQ+tKbYLeD0YjPQ3f/Z6FKQ1R33J94HVt6MkqnQxfZDX2AFCntaGrLKll59/tkr90LQPG+DNKXbef0bx7ELbhj1BIx9emJ61mnUfXTbwDoPD3xuvk6dG5HHu2j8/LB5erbMU07C62iHH1ouJxPOxm7zc7uD/5kx5u/AlC0N420xVs565fHHHYz6GCukydS/dcKrAl1hfyNfXrhPKH1zu2G2D54PPUWtvQUlMkJfVQ3dL5Sm6qjyduWyMKLn62/ebL0+jeY/NaNdDtjtIMjA2N4GD4P3k3Rw/PAagWdDu87b8YY3ToTmBiiutV93qclyee9EOK409Kk0KfABqXUD9RNSz8D+KTVoxKUpeTWJ4T+UbI/k5Kk7E6RFAIwdY8h4N1Xsaam180+Fh2F3vvfQnk6Lx90A5ueFvcf1uwcrMl1F6GGmG4YQuQDuKPKWLGjPiH0jx1v/07U1KEY3dq32O3RUE4m3M8+A6fBA7EVFmEIDsQQGXHE9fTBYeiDw9DMZqwpKZh370Pv64uhWzd07m07c45onrKUvPqEUH1bci4liVkdJimk9/HB65ZrcTtzOvaKSowR4RjCQpq9vs7TG92AYU2+Z6+uxpqUhC0vH31wEIaYGHTOHf9vsiupzCpk9/uLGrRZKmso2pfeIZJCxqgI/F99FmtKWt3sh9FR6H1b72/HmpGBNTkNZXJGHx4jCaEOKv2vbY3ql+1453cipgxx2CPjB3OZOJ7AT9/FlpOH3t8XY0wUymhslW1bMzOxJqegDAb0Ud3QBxz9pANCCNHRtHT2sXlKqT+Af8ZLXq5p2tbWD6tjKkjPw2K24Bfqj6mVPvwKkrPZt3QrGVsT6HXSYLqPH4BnkA86Y+OZEgyuTh3iQ7clDIEBGAKP7uLOkpxM8V33YM+rK/SrCwzE57lnMcbIHfCWMFfXUpiZj9HZhH94yy9iyvOKSVyzm31LthA2sBu9pwwloFvj0TMG10P6plJ4RAWg9I6phXU0lMmIqefR1QSqWb6C0nlP1V8wu15wAe6XX4rOVeq6HKooq5Caymp8gn1x8Wje78dcVUPqpv3s+GUNbr6e9D9tFOEDuzdrXZ1BB0rh7OOOZteoLakAQG90TM2Ww9G7uaHvf+Si6C2hmc1Uff8DFe+8W9/mcestuJ55BspBNWs6E5vVRmFGHpoGfuEBGJrRZ7L3pLJ74QaKM/IZcNpookf1xvkI/VzpdeidjNhqLQc1KoweHSd5Z/Dzw+Dn1+rbteyLo+j2O9Aq6v4uDb164P3YYxhCpaZQc5XkFlFVWol3kA+uXv99M8Jut5OxLYEdv6zFUmNm0JnjiBzWA4PpyMkTo1vja1AXfy90Dqp5eSil12PqFg3dolt1u5b4hLo+WlpXs0gfGYnP0/MwRBz5xpEQQnQGLb4i1DRts1IqHXAGUEpFapqW1uqRdSA1FdWs++Fvvnv2c2oqqhly8kjOve8SgqKbfxe3KWV5xSy4/mVy9tbV3dn56zpGzp7CaQ/OxismmB7nTSD+25XojHoGXHc6mlFP3G/rqSqtJGRoLCb347soc83SZfUJIQB7Xh41S5dhvFKSQs2Vm5LNd09/xtZFG3B2d+Hce2cx+uwTcG5m37FarKyc/xur59dNo73z13Vs+mo5V3x2H14hDb8chJ8wgK0v/4i1qpbwSYMIGNGTysIy9v24hvAxffCOOvapizsqa2YWZS++1OAOatVXX+E88URM/Vr3S35nZjVb2L5kE589+B4VRWX0GNGHS+ZdTWjPI19YJ6zaxedzX6z/ed3HfzL320cI7X/k84FndBATXr6GnK2JoMAzxJeiHcl4xx7/XzqtqalUzH+vQVv5629gGjoEY3S0Y4LqJErzS/jrw99Z/N4vaHaNiXNO5uRrzsIn6PA1SnL3Z/DehU9QU1ZXG2fbD6s494VrGXruCf+5L/dQP4bfNZM1D30MQOiE/oROHEDqqj2UZhcRPqYvPjHH30hZzWKh4osF9QkhAGtcPOZt2yUp1Ax2m41dK7bzyb1vU5pXTNTAbsx5+loi+x3+vJixPZH3LngCm6VuYoXNXy7nsk/vI3Z8/yPuL+KkQWx77Res1bUovY4B15+Oyd+DtS9+R/iYPoQM64FTMxP9nYVmt1P144/1CSEAW1oatRs2SlJICHHcaFFSSCl1JvACEArkUVdjaB/Qr/VD6zhSdiTw+UP/XlRvXbQB72BfLnjoMvSGxiN6mitvf0Z9QugfGz//izFzphHYI5wR955P+MQBWM1W1rz8PeUZBQBsfvs3pr4wl74z//sis7Oz7NnbRNueJpYUTbFZbSx5/ze2LqqbNrimoprPH3yP4G5h9B575Is/gOL0PNZ+2PCRhoLELHLjMholhfz7R3PG9w+Ru2k/ZQWlrH7u3xr0/n0jOfOjO/EIbp2Cjx2NvbICraqqcXtJSfsH04Fl7EvjnRteQjuQPIvfuJcvH/2A6+ffjbPb4ROVtRXVLHvthwZtlhoziWv3NCsplL8njcV3z8d+4EuQ3snI2Z/ejbPvkYs4d3b2srK6GlkHs1rRysocE1Ansnf1Tha++W+/++uD3wmNDeeEi6cedp3MnUn1CaH69V78lp4nDcbd1/Mwa9WJPXcsHpH+5G1JAFcn/p63oP49n+4hnP3ZPXiGNS5I3plp1TVYE+IbtdvSj+t7ja0mKz6TN695DpvFCkDqjiQ+uON17lzwKO4+TZ/fdv++oT4hBHWzMq5+/3diRvc54jWt/4AYzvj+QdKXbcctPIA1L31HaWrdzbvNb/3KpKcuZ8Alk1vp6DoGzWzGEhfXqN2amOiAaIQQom20dLznE8BoYL+maTHAFGB1q0fVwaTva3xxsvHn1ZQXljaxdPMdWn/lnza7ra7dLdiH2LPHond3rk8I/WPVU19SmVt8TPtviYq9aSQ/9QU7zn+c7AVLqc0tavN9Ok8+qXHbiSe2+X6PF+WFpWz6dU2j9ox9qc3ehmbX0A79Qknd8POm+PePJnzSYLa8u7BBe8GeNAr3Ov4ivyYjn8wPFrJ95uOkvvwdVQmZrbJdfUAA+vBDZrIyGtGHhmLeF0/FD79S8csiLMnN/90fj3JTsusTQv/Yu2YXJUc4l2maVp/QOZjd2ritKbs+X9pgfVuthYTfNzRr3bZgKSoj78fV7LzoSRIf/pCKHUltti99UDDKreHMQDofH6wl5VQtWY71wEQAorEtf6xr1Lbux5WHPf8BaLbG79ks1ibPo4dy8nQjcvIQes46iY1v/tLgveLEbPL3dIzzh6WkkoJf17HzkqeJv/c9yrYlHPW2dJ4eOE9pnEQwDmg485glMYWKn/+g4offMMcd/f6ON/lpOfUJoX9k7kujOLvwsOtYD1ke6qaYby7/ATEMufls9G5O9Qmhf6x+9ivKs9v++rA5qhIySX3pW7bPfJzMD/+gJiP/qLajc3bGeWrjRLDTqJENfrZVVFKzcSvlX35P1bKVWHPzGq0jhBAdVUsfH7NomlaolNIppXSapi1TSj3bJpF1IL5NjG4I7RmBs/uxDZEN6BGGT0QAxen/flANPHMsvoc8ZtOgxsAB5orqZn8hOlbVaXnsumge5py6D/qSv3cSfsNZxNx3EeoYRkodiWnESFxmnE31z7/U1QOZPAVLXjHWwmIMfh2jOGxH5uzuQmjPCPavbzi6yiek+TUhfCMCGTrzRDZ/tby+zTPYl6Aeh5/K226xNnmBaW2iH7cnW2U1yU9+Rv6PdYmy0pU7yf9pNQO/fAhT0LH1J72PD96PPEzpM89iTUxE5++P5913YausJn/ubWCpO3adpwcBb7+AqUfzauEcbzz9Go+UqKsr9N+PMzp7uHLCdWfw9S1v1LfpDHq6jTnyo3maplFdXN6ovbq4ooml20fudytJeugjAIqXbSfny+UM+XUerj0P/3d1tAzhYXg/NY+yZ57Flp2NPjwcl7NmUPTwM2iVVZj69cLvf48dde2341nUgO5s/aNh8jBmcOx/1k8J7R+D0dmEpebfiVon3jgDD3/vZu/XbrFjrTY3arfVOPYc+o/ChRvYf9ub9T/nfr2cwb88iXu/6KPansv06diysqlZvARMJtwvvwxj/38HoJvjEsi79na0ikqgblKAgLdewGmAPJrr4dP4nOrq6faftdr6nzqK9R//2SBBP/bK6S0e+d7UZ7q12ozd2jjp1N5qc4rYc9ULVO2rG41funInZRv20fOFa9G7trxOl8vEE7GlpVH92+9gMOB28cUYBw2qf1/TNKp+/ZOSF16vb3MaNQy/x+9r1YLsQgjRVlqaFCpRSrkDfwOfK6XyAMef/dtYaJ8oznlkDuVF5ZiMRjb9tIoZd12M8zHOqOQd4secD+5i6/crSV6/jwGnjabvKcMxuZgaLOffOwKDswnrQReZQ66ajntI+zyKU7U3tT4h9I/Md38j5JLJuMQcW12l/2S2ULMzEZfzLwagetU6LD8uxmlAPwx+Tc+y01XZbDbS4tLITs7Cw8eDqD7RePp4MuOui3lp9hOYq2sB6DmqDzGDml9I2eBkZNIt5xLSN4rtP60hengvhpw7AZ+Iw3+B9AgPoPc549n77cr6NpOnK369Wv8Lb0tUp+TWJ4T+UbU3nar4zGNOCgEYe/XE95WXsBUUovP0QOftTeEDT9YnhADsZeXUrF7fZZJCmYkZpMenY3I2EdU7mvDeUYw6ezzrf1wFgN6g55KnrsEr4Mi//54nDebid25j3Sd/4u7nxeg5Uwkb2O2I6ymlGDBrMilLtzdo73PuhKM7qGNUm1NE2ovfNmizlVVRsSulTZJCAE5DBuP71pvYcnOp/GURJa+9j1Zbd04w747Dsj+xyyaFslOySItLw2A0ENU7Cv/Qf38PQ08eycoFSyg8MMLAO9CHMedO/M/thfSN4qovH2T950soSstj5MWTiT1h4H+ucyiPUF/6z5rEjo8X17cZ3Zzx6+34+iXmwjLSXmrYf+1VtZRvTTjqpJAhJASvu+7EbfZslEGPPiQEdVDirXr56vqEEIBWa6bim58w9evdYLnjVUFWPqn7UrFarET2iiQk+t9aS6G9Ijjp0lNY9vEfQN35bta8q/GPOPykEhGDY7niiwdY+/EiLNW1jLnsFGJG9W5xXP69IjC6OmGpqq1vGzBnCh4tuPHUVqoSMusTQv/I/2E1ETeefVT9VB8UhOctN+N6wfkovR59cDBK/28SzZqZTekbDWu31a7fjCUhGf1ISQoJITq+liaFzgKqgduAWYAX8HhrB9WRlBaW8sULn7H6l3+/xNz15j3EDu/VKtsP7BHOyfdchM1qO+xdGr/eEZz+we1se/8PSlPz6DtzAr1mjGvHiyF1mKYm2luRvdaMeecezDsbjnSxV1W36X47o20rtvL0VU9iP/DowoSzTuCKR64mdngvHvj5GXISM3FydSK8dxRegS27QPEO9WPMpSczctaUZt1JrCwso+c543AN8iZx4SYC+kUy7JrT8WnLBGIHofP0ROdZd+fWXlPb5KM5tryjG8Le2SRsj+fRWQ9RVV5XX6XbgO7c9eY9XPDIFYw/fzIVJeUExYQQ1owi0wAunm70O3kEvScPRafXoVTzzz/hY/pw6ts3s+nNX1A6xcA5U7EpjdLMArwcUaOlqdj/z95Zxzd5/V/8nTRpkrq7uxd3d4ehGzIYGwM2NsY25q7MmDPY2IYOHe7uVrxC3d2bWtLY74+UlNJiG2zj++t5vXhtuY/kSXL7PPeeez7nPNjbKUY21mira6n6c0cTj6H/r/fU1JgU3pv0DlXleiWZm587ry19Exdv/aTb2c+N+WvfJzshE51Wi2ugB/YedzbMd2vlh2ukL1qtFiOje1fTGolFhE3sjdTajKTtZ7Dxd6Xd7GHY+v/70fQPCgKJBLGnR7Pb1PlN76Pq3Hx9P/4fJ4Vy03JZ8NTHZCfrCQ4zK3PeW/0BPmH6hQUTC1NGvfgo7YZ0Rl5cjr2n0x3vqSJjET6dQ/DqGAQ6EP7FhFAzNzuG/vwCV5btozwtn+Cx3Ql6pCvCB6ggv2s0dWfQ4x6eG00ONTZG7NF8H9XV1aFTKJq0a2v/f95bW9CCFjx8uOsngUAgMAK26nQ6rU6nU+t0uuU6ne47nU5368Ll/wGkxaUaCCHQm/cufe9nyovur5/P7Sbb2ReTWP3kV5RV1mAa6MqFLadQVN75QaNS1FEQnUby3gsURKf95fIdk2B3jG9SJbnNHIbU48GuLIucHZD26NyoTSCTIvZu/qH8/xVlhWUsfmORgRACOL71GOnX0gBw8XejzaCOhPZodc+E0I24G0JInl/Kpjnfs3LSp1zYfAKzEHcCx/fEMeL2ZsCaOjVFcRmk7LtA3uUU6qqbDq7+LmTeTtiP7taozTTMC1nAg5loCaUSzMaObNIu7d71gbzffwl1yjo2/rjBQAgBpEanEHcuDnNrc4K6hNFuSGfcg70Q3uOk2UhkdE+EEICxmQz/IR3o/OZjYGvBljd+5Y/HP2fjM99RcRvvDQCFvIacqARS9l+gJDGniSfSvULiZIPni2MbtYksTTH9iyqLe4HI0R6TIf0aN4rFiL09H/h7/9egUWvYtWyHgRACyE7O4srxy432s3WzJ7JvW1r1b39XhNB1CASCv0QIAZSm57Nu1jecWXMI02B3ikvlKJopJwPQarQUXcskZd8Fci8kUVf1YCehxrYWeLw0rlGb0ESKeWv/B/aeJv2aegmajR2BQHTPAboPHa4cv2QghACqyivZtWwHGk2DfYCJpSkBHUNoN7QLnmE+dxUtDyAUCv8yIaTT6bj653FWTFlAaUUVpkFu5KXnY3ST0h306V0lidmk7LtATlQCSnnTUIb7DZMAN0xDGo8V7cd2R/aAEvxETo5IuzT2GBKYyBB7/vvqvha0oAUtuBvc9RNVp9NpBAJBjUAgsNTpdH/PYfkhgrykaUJLcW4xNVW1WN1FycPdQllVS/rFRJKOXcXK1Q7/bhE4+ruirlNzevEONIo6sqIa0g/STkRjf5tVQ41KTez6oxx+Sx9vi0BA34+nEfZor3texZF5OBK+9i2Ktp2m8nIy9iO7YtMrspF09kFAKJNhNXcWlfZ21B44itjXC8tnn0Ls1UIK3YjaqhpK8oqbtMv/phH63SAvPpPEY1epKpET1CsSgUZL9gV9kow8r5S4nWfJjErgqZ0fY+5g1ew5dDodSbvPsWfuTwbz9S7zx9HmqUGIZZL7dq1GJlK835iIZcdgSvacw7JrGHaDOyD5G0TZnSDr3gndy3OoXLEWgbExFrOnI4n8nw5rBEBZoyA9Lq1Je35G3j/y/jkxaSQcu0JdtZLA3q1wj/BFUVHNlhd+ovKGUtjcyykUxKQ3SdK7jtqyKk5+vo7o1YcBfWrZyN9exLN7+N+6Pocx3TF2sKJg4zFkfi44PNId0wdUOnYjBMZiLJ6cgtDcgppd+xB5uuvvqX53TnD7X4NKWUdKdNP0oKzEf87MuSy3mNQzcWRHp+HZJgCfDoFYONqQfSGJsnS9OiZu51kADn+5nokrX0NyU9l62sFL7Jj1ncFjsN3soXR8bhTGZrf36fo7sB3UnpDf51Ow7ghSd3scxvTALPTBEYuSVuHYfPAGFUt+B7Ua82kTkXZq98De77+ErMSmAQ0p0SmoFHUY3Sax8X5Ap9ORE51GwtErqOtUBPZqhXukL0YiI8oyCzn4iT4dL+t8ouGYiDHd8OrU2Osp43gM255ciKZO7zYR+Xg/uswfh9SysQH+/YTE0ZrgX16iePc5Kk7GYDuoAzZ9W2N0H8cUN0JoIsPqxWeodHSg9uBRxP4+LePVFrSgBQ8V7ooUEggEnXQ63RlAAUQLBIL9gKHAW6fTPX+H438DhgGFOp2uSRa2QL/s+y0wBKgBpul0uot3/SkeIFy8XRAIBI1WhyO7t8LG4f76+cTsjWLdSz8ZXls4WjNz7dtYOFhRltE0waAip/nVba1GS97lFORZRRx9b1XDBp2Ow++uwLVDILZ/YfJhGuiO6fx/fsVD7OGG9cvPYTZ+NKqKGjQ6IzTVtQ98MPQwwdrRhoiukVw92eCZIhAIcPZ+sKUG+YlZLHn0Q2rK9Ya9R5ds59GFzzTxv6ourmj0+maUpxdw4LXfGqXxnfpiA549I3C6g8LoXiF1s8dl6gBcpg64r+e9FYysrTCf8Aiy3t1RlVaiLqtCVVSOxPN/u/+aWZnTY1RPNn6/vlF7YNt79624V2THpLF4/PvU1ftcHF60lRmr3sDOw5GqovIm+ytvo7rMvZhkIIRAb/p/4LXfeGzre5jYWf7laxRbm2M/ogv2I7r85XP85fd2c8Fi9hNIB/dHW6tCYGt1z8qr/wVITWX0GNWTlQvSG7VHdm/9j7x/dXklm9/8lfjDlwE4+fse2k/ozYh3p1Jd3HQxqiK7GFWtshEpJM8pZv8rSxuFTpz/aSdW3s4gFODZNQwL1/vv7yK2NMVucAfsBne48873AUJTE0wG9UEU4I9GXgVmZghM/l7Qx8OCiG6t2LOycZpnz9G9kP4DY6Dsq6n8NP59g8r88KKtzFj9Jr6dQlDVKFHVKpsco7xJqVZdWM7+V5YaCCGAKysO4BDpg42fC86tfB/Y/cfE1wWPOaNgzqgHcv6bIbS3R/bII0gHDcLIwRqJ24NRJbWgBS1owYPA3epGr8dM7ATeRm80feGGf3fCMmDQbbYPBvzr/z0N/HSbff9ReAZ78eIP87Gw0fuEhHUKZ/o7T92TyXRBai4xRy+TEZ2KslZfFqOorkVd/5CsLKpg92drGx0jLygjNzYdiamMNpOaxrX69mzeuDL3UjJ/jPuQkqScJulkWpWG2tKmKTz/ddRcSydh/DskjnyVhOEvk7tgBarS/zditTtCZipj+nszCOmoV6BY2lry0o+v4Bl0f1ZuFdW1pF1JJvFsHAXpeYY45owLiQZC6DqO/rID/36NJ1Vho7pgfhsj5/L0AlTNlIvV/gNKp38CmupaitcfIX7gPJInvEXC0JeoPBPzb1/WA4VAIKDvhP70eKQXAoEAqYmUaW9NJ7DNXyeF1HUqsuMziDl6mZzELDRqDXUKJXU3EY4Jhy8bCCHQr3YfWbIdma05ETeZSwuMhNjdQnFZmpZHQTNR8fKson+k/OFBQVNdS9HvO4gfPJ/EUa/p++Pp6H/7sv4VdBvRnf4TByIUCjGWGDNx/mSC2z+YRKvywlLiT8WQFHWNiqIyyrKLSTrR+HuPWneYkvQ8XFo1NaJvM6kPZjcRkcqKmmaf6RVZReye/wsHP1iJovLh7as3Qn74AvFDXiZh5OskDJhLyboDaP/lRMt/AiEdQpn48mSMJcYIjYT0nziQrsO63fnAvwCVUkVmbBrxp2MoSM8j/XxCI9sBrUbLyWV70Wq1WLrZ4d6h8f1cbCLB9ibvQIW8hqpmIurL0wtYM/4j8q40Ves9jFCXVZK38A/iB84lYdRrJI54heorSf/2ZbWgBS1owV3jngqydTrd8r/yJjqd7phAIPC6zS4jgRU6vRznjEAgsBIIBM46ne6B1BpUyatIiU2hILsQB1cH/MJ8MbMwM2yvKKkg9Voq6jo1xhJjgtuH8OXOb6itrsXW2RaTe4iijz8Vww9PfYayRj/pfeKLZ6hTKDm2ej927g4MnDkSOzcH6mqbToqvk0ZBg9ujkFdz+uedGJtI6fPqBFzbNF+/H7PhGDqNFo1KjbG5jLobVsElliaYuzS/aqhWqiiKSac0PguJlRkOkd5YuP37aTSa6lpyP12GurDBw6l4+S4s+3VA3POfWdH9L0FVpyIlNoWs1GwsrC3wC/PD1sEGd393Znw0i7LCMqztragoreD49mO4+rjiHeKDsaRpnf/doLq8kp0/bEJqJqMku4j0S0kEdQ2j15RBqJoZkCsqa+nwxCCKErIpzyoifHQ3uswchkhya4+D8qwizJxsqLqhrMfIWHRX/a8kPoui6HQQgH2497+ecNYcauMzyPt8peG1Rl5N5svfEbD5c8T2Vv/ehd0H5GXkkRybgkqlwjvIG+9AL8M2R3dHxj43nm6jeiASi3DycMLU4q+VC2jUGs5sOc7K15eg1Wjxax9Ej0f7cmz1fgRCAYNmjSKwaxgSmRRFM54qtfJqhEIh3eeMRGQs4uqfJ7B0tWXAO1NwDGmePC2MzUDYjGeJS/sATO7id5NnFVF4NRVleTW2QW7Yh3tjdJdeHw8StfEZ5C24qT/O//5/oj/eDlXyKpJjUijMKcTRzQHfUF/sXR146r2nGTFjFPIyOWKJGJGx/jevraohJSaVwpwCbJ3s8AnzwdzS/C+9d15yNotmfom5jTlhvVqz8aMVGImN6PPSOGJ3nCE3Jt2wr6ZOg0ukD2MXz2X/R6upLa+m/eP9iBzX1FfH1NEKGz9nSpMbhkoCoQChWP8Zkvacp9Mzw3GObD7tUKvRUhSdRsm1TMSmUhwifLD0unvfpH8KyuxCMuZ9g/a6MkWjJfvtnzFtE4hJ6J0TCB8mVJRWkBSTTGlhKS6eLviF+jL62bF0H9mTsuKyepJdrxKSl8pJiU2hrLAUJw8nfEJ9kf6FuHXQl1MeW3OAgtQ8hEIB8SejcfZzZfBbkzj0zSaDAqi2ogqdVofU3IRhn07n6NebSNh/Acdgd/q/NRk7X5dG5zW1t8SptS/5lxqTPyKpMZo6NYm7o3BpdftE1OK4DIpjMhCIhNiHe2PzHzRcr4lNpejnrYbX6uIKst9fit/ydzEy//+hamtBC1rwcONuSSEfgUCw7VYbdTrdiL95Ha7AjdmR2fVtTUghgUDwNHo1ER63SAG4HVRKFZuWbmb5woZB8aTnHmPi3MeQSqWkxKbw9UtfkxKbgpHIiCGThiASiRg9azTu/vdWPlVRVM6yVxYZCCEbFzsyY9M4vEwvBc6JzyT22BXmLn+TgS+PZ+u7DZybSCLG2s2OqD+PYiQWETSiE5HjeiAUGTVZLbwR1w16r64/Sud5o7m4ZBfVBWWYOdkw6JtZWHo0H1OaefgKe2Z8Y3htG+bJkF/mYe52/5N5qjIKURRXIHWwwuw20eYA6ooqqqPim7TX5TQtqfuv4O/20dvh9P4zfDDrI0M5Y9uebZn51gxSriaz6O1FKGuVOLg5MPqp0fz+6W+o69S8/O3L9Hqk9196v6y4DOTFFcSfiiEnLh2A/JQcEs/EMeHdJ+j57EiiVh80KIZ6zRyOR7sApm58B1WNApFMQk5sGgmnY7B2tcMt3Acz68YTq6yoBNrMGsqlX/dQmVWEzNaCzi+Pxcb39mllhVfT2Dr+Y4PKyNhcxsh1b2Affn9KztSKOipT89Gq1Zh7OWL8FwkNVTN+T3WZBajL5P/qJPzv9tPMlCxen/wm+Vn5AEhNpHy2+hPUKg352fm4erqw/PPlxJ6LRSgU0vuR3oyeMRqfvzCJK0jNZdWbv6DVaBEaCYns25ZlL/1o2P7jU58xa8l8TCxMCR3UnhO/7kJzg1Ky67RBJJ2JpSKvjNCx3en09DCkFjJMrG89ydeqtVzbcZZOL47m4i+7qausxTbQjZ5vT0JifvvSDXl2MbufXEjJtfrHmkDA4KUv4D2g7T19brVCSWVqATq1BjMvh7/cB2+EKr9p6XFdZgHq0n+3PzaH+3UvVSgUrP9pA6u/X2Noe3zeZLr070xxYQknd57g0J+H0Ol0dBrQiRlvz+DkzhMs/6zhmTx65hgmzpt4z5NunU7HqY1HKMrIp8vYXmz5bLVhW8r5BKZ//RzR206RePgKXu0CsfV2RCw1JnhwBzw6BKGorKGiqIy4o5f199Awb8zqlcsmthYM/GY2e+b+RFlKHhJLU9rOGsrVdUcN76FVa5tc03XknI5jx+TP0dWHFFh42DNs1atY3aUZr06nozItn7ryKkxc7DBxejD+bOqSCjRlNymitFpU+aXwL5NC9/N5X1lRyS+fLGX32r2GtlnvzMQrwIPYs7FsXLwRjVpDQGQAL3zxAjuW7WDvmj0N+344myFThiD8C4lseck5nNl0DHsPRy7sOKVvS8om/mQMkxc8TV5sOlF/HKLrtEGG0Ak7P1dGLpxFdXEFQrERBam5nF5zCEtHK9zCvLFwsEZqaUrfT6ez54XFlMRnIbEwofVTg4nbehoAVc2tS8sBCi6nsHXcx4YSdImVKSPXvYldyN1/14qiCqqzihCZyzD3dnog6WiqnKapojUXElCXV/3rpNCDHJO2oAUt+N/B3ZJCRcBXD/A6misobjbiRafT/Qz8DNCuXbt7joHJSs1i5TerG7X98cNaegztjoOrA2u+XUNKrH5FQ6PWsH35dqa+MpWUmBTsnO6NIKkur6Qku+FBEdmvHee2HG+0j1qp4trJaCwdrBn/1WyO/bwDWy8nOk/ux+oXfqAsVz+AN7e3ZPbqt3G6gx9QxISexG8/Q21ZFSe+2UToqK749WuNfbAHZrco4akpruDEuysbtZXEZFAUm35fSSGdTkfugUucfv4nVBU1GFub0eXHZ3Hu1XwpHIDI2hzzruHIDzWuUjR2/++tZl7H3+2jt0JxfjHfvfVDI3+rC0cvkDyyN9+8/LWhrTC7kJ2rdtJtSDeObDnC4ncWE9IhFAfX5gnB26GsoBR7D0eibuq3uYlZJJ2L48CK3Tz2zjSiVh+k42N9Cemnn/SaWJmhkhqz99s/OfRTw+pZjycGM3j+BCQ3TKzCx3Zny8xvCR7ZGVNbC+pqlFj7OiO4w8A2ft3RRmVndZW1JG07c19IodrCcmK/2ULS8gOg0+HQJYT2n0/Hwuf2RFVzMHZr+r1LfN0Q2f51T5r7gb/bTy8ev2gghAAUNQrW/bSB8uJyTMxN8PByI/ZcLABarZaDfx4kuG3wXyKFKorK0aj0ykmvCF/iTzUtvzu98TAlOcVoVGqmr3qdQ99tQlmpoNv0weQnZ3Pghy2GfUd/8ARdp9zeV8o+2J3yzAIurTlC6MQ+GBmLsAtwxTHyztdfHJ3WQAgB6HSc/GA1Tm39kdla3NVnri0sJ+brzSSvOKjvg11D6PD5k5j/zfQcY5emRLzExxXR3/BIelC4X/fS7ORs/vihcYn2qm//QGgkRFOn5uDGg4b2M/vOEBAZwO6Vuxrtv2nJn/QY3h2/iHtL2VLXqbl2MhrvVv5cO36lyfZLe89h7eHA6AUz8O0QhIllg2rZ2EzGkV93cnBRwz2027RBDH3lUcM91CnCh/Eb36Yis5CM03FE/bqHmnpPIuc2ftj4NN9f6qpqOffFBgMhBCDPLCL/fOJdkUKaOhUZW05z/vVlaGqVyJxt6Lbkeeza3f8UMrG9NSI7S9TFN5QUGwkxdrn/i1b3ivv5vM9IzGxECAH8/vkyXv32Fdb9sM7QlnglkQ0/bSA3Nafxvh//RuserXH9C36CFYVlhHSPZN/iLY3aa+TV5CZlcXD1XqYvfA6/To2DEkQSMebONpxYtpctHzSQqJFDOzH24ycxtTLHIcSTcevfIO9SCpkn47j0xyGqCspAICBoWMdbXpNOqyVm+f5GnoTK8mrS9p2/a1KoLDaDEzO/oyo1H6GxiIjXJ+A3qTfi+2zE3tyY1LRTKKLbLDz8U3hQY9IWtKAF/1u42+WESp1Od/RW/+7DdWQDN8pw3IDc+3DeJqiSVxs8Ua5Dp9NRXVlNXmYel45fanJMTWUNNfLqJu3NoTC7kLTYVOSlFVjYWeES0PCxVIo6jJtZZRQaCVn77m84hXjw7Kb3efTrZzmz9hDhQzvRd+5o+r0whqDerYlvZkB5M1zbBzJ2+Xw8u4XhHOmDb9/WuHUKuiUhBKBRqKhpxoBVVXV/Y8ErU/M5OesHVBV6j4O6sipOzvyOqoyCWx5jJJPi8soUjD3qB6lCIQ7PjsEkvHk5/P8yFDUKyorKmrRXN+MZkZWchUP9IKWqogpFzZ1/S51OR35GPumxaVRV6Fdl7dwcEAhvYQIpEKCorGHX4i1MXjyP4P5tyEnMJPrQRYoy8inLLeb06gONDjn2+24KUxr/abt1CGTEoucozyok72oq3r0icG7GU+NmVKQ37TcV6fnN7HnvKDqbQNKy/VBPwBWeiiN1zdG/FEcuDfTA7YOnEdSXdIjsLPH48jnE/zIp9HeR10ySWE56LjaONgS3DuLyyctNtiddvXuPheLcYtJiUykvKsPGxQ5jqb4Esk5Rh6SZBBljmRSVoo68pGyuHr7IE7+/wqx172DpYkNhWh79542lz/OP0OeZkRz7bTfluU0VXDfCPtCdR9e8gUeXEDLPXMPCzRaPLiF3NEXVqNTN+rzUFJTf1nD9ZhSejSe5npQEKDwZR8pf7IM3Qhr0v9kfb4fqyuom35tWq0VsbEx6QnqT/c/sP4NHQNNJZ3XlnccB6jo12UlZZCZkoFQoEUvEtB7YQd9vm3n+S0wkXD18EZmtOVrg6sHzJJ2No6aiiuKMfA791FikfWLZnib3UBNbC5xb++E/qD0Rj/bGMcyLzs+PZOhXM5HdYlKqVqioym3meVJQRt6VVGorbv9ZKxJyODvvZzT1JV21eaWcfv4nFMX33wvO2MUOr+9ewqieMBNIjPH44nkkvv+9MqK/g6qKqiZtSoWyWXuBqMNR+N9EUCoVSmqbKZ+9GVqtlry0XNKvpVFbpR8/2LjYodVqm4+zFwioldfw56crqSqvIuF0DNGHLlKSrVdsl2QUsPOzPxodcmXnGfITsg2vZVbmuHUIwrVjINbeTnj3imD8qldxbn3rZ71Wo6MivakqvDytgPKsInTaW6vgQD+GvfjuKqpS9eMCbZ2ay++vpizm/icMmoT54DTvUahfzBK72uP29pMYPcAUwBa0oAUtuJ+4W6VQ+oO8CGAbMEcgEKwFOgIVD8pPyMXTGTsnW4pvkNBb21vj5OFMUV4RPqE+xJxtvAptYmaCq8/tBx9qlZpz+87y82s/Ui2vxsXXjee/mccTC5/lyoELqDUazKzM8Gntz6rXlxiOs7C3QmIiZeDskchL5Nh7OoFOh0/nEHZ89ycV9V46bYd1xtHfjQs7TqGsViAQCvHvFIKde2MVglhqjE+vSDy7hoFOh5HxnX/i2qoafIZ2IHnLaUObwEiItb/LbY66d9TklRoGkNehqqylJq8MM89bK39kId4EbFqAMjMfoakUqY8rwr/okfMww87Zji4DOnNqX8PvJDQSYuvYNAnPztmOinqj5ojOEdg5335FVVmr5OS24/z+/lIU1bV4h/nyxLtPUlerxLddEBH923F1/3nD/mG922DlbEvbYZ25tPsslcUVbP18DXHHrhA5sD2e4T4UZxbSdnxPbN0cqK2oQqvRUlNWSd1NBJVYJsG3Tyu8uoWBQICR+O6k3UGP9iTrWGOjVpfOIchzS7C4hXfW3aL4hojd68jee56Q54bfcwmPkUyK3eRBmHUJR1NehbGbw39ihfvvom2Ptmz8ZVOjtvY923Fw80FKC0oJaBVAdkp2o+2+YXcm+7RaLZePXOTHl75FXirHwd2R57+Zx8xFL7J/6Q78Ogbj4uvG1YMXDGb6ImMRnuE+RG07QXD3CCzsrSjOLMTR2wW1WkN5WSVnv9YnoY1563EGv/oo0YcuYe/liEuwF5a3UMk4t/JlSLg3WrXmtr5Y16GqVRK94RiaKgUCI2EjFUbwxN6Y3oacvxnFUU37YM6e+j74N8oRDP2xaziasv+d/ng7OHk4Y21nRVlxuaHNzsmW8tLyZlUVkZ0juXY+rlGbhbUFTh63VwqWFpSyZdFG9q7YjU6no/sjvRjyxDAc/Fzp+mhvhDoBMYcvoq3vFyJjEeF92lKnqCMvOYfVry/BxMKUro/2I2rLCUwsTRny2mPEHbiAX5cwtBotKkUddc2kPgHY+jjTY/44Oj83ErH09s9IEzsLQqf04dwXGxu164RCVo54B6/uYQz4ZDpWtyg5r84qMhCW11GVXkBtYQXSB6A6M+8WSeCuhajyihHZWiHxvrOa9GGDq7cLUpkUxQ0kkHeQF0bNeJsFtQ6i6KaSJc8gLxyaUabeiGp5NQfW7GPdV6tRKVWEdQnn0ZcnoaisJaRHJFq1hgO/bDfs7+jjgoO3M90e68u5LSeIPXyR7QvX03/mCGIOXUBoZERYr9Y4h3ji1SYAsYkEoVBI9J6zKKobE1TGplL8+7fFp2dE/bP+9uNTI7ERoZP7kH/T89jK35XfB7zG4C+eJnBI+1v2A2WpnMJTcU3aq7MKodP9TcI0sjDF8ZmxWA3ujKayFmMPR4ybGZu1oAUtaMF/FXdFCul0utF/500EAsEaoBdgJxAIsoF3AXH9uRcDu9DH0Sejj6R/4u+83+1g52THB7++z4/vLiL2fBzBrYOY8+GzOLo6oNVo6D68O5mJmcjL9PLrjv06EtAqAO+Q25cMZCdm8u2cLw0qpNyUbL6f9zWzPnuWncu2U1lfDz9qzlhm//IKl/eew9TSDGd/N9LjUjmy5gDbfvyTtoM6Mu71x0m9nGQghAI6h2LlYMOiaZ+i0+qwsLei/zMj+eO1xUz/fh5mNk1XAu92Yq2sqmH/W8twbeWH/5huZOy7gKmzDR3mj8Uu1Otuv9a7gtTOEqHYCK2qwevDSCpGYnfncgqxgzVih9tPqDSKOoQS8f9svLJUJuXpN59CIBRwau9pnNwdGTVtJMd3n2D006PZ9LN+gi6RSpjw7ASWf7aMDv07MO21J25rjl4trybh/DV+euV7Q1taTAp/fL4KU1MpGXHpPPftiwR1CScvKQsnP1cKMvL57dVFeIR68+iHT1FdUUXcsSs4+jhj5WjD9i/1Uvfwvm2prazlzPrD6HQ6rF3taDe6R7PXcTcE5o1w6xZGh1fHE/P7PgRCAQHjupN05ApCcxnh45p/j7uFVWhT82HHzsGI/qKJp0BkhKwZ5QHoY86FIiMERg/XBCekXQjzFszl1wW/UVurYPT0RwAoL6mgvKSCkVNHEH06mqJc/cQlvFM4rbq2uuN5c1Nz+HLWAoOReWFWAQuf+Zznv3uJkH5tWP3xMqwdbRg+/1FqSysRCASYWplzYOkOBsweSVpMKn98tAzR5yKGPjMav1b+JNSXmw2dO5bqUjnbFvyBVq3B1Nqcce8/QatBHQ0GwzdDaCREeJe/TXFiDgfeXo6VhyMd33yM+DWHqckvI2h8DyKeHHRPXhbWYV5N2hy6/PU+eCMEIiNk/ncuv9DUqfTGxc1MSh8mOLo68NGyD/nhnUVcu3iN0HYhjJw2kq9f+ZoRjw/HJ9SH1Fh90pyrjyv9xvWj54geLHl3CXFRcfiF+zHrw9k43qJsOS8jj8xrGZQXlbF72U5D+7FNh7G0teDExsPUVNYw87NnmbVkPgmnYxAaCbGwt2L1B79h6WBNp9E9qS6tYsCsUWz+eKVB2eTVxp+IPm3Z9c1GfZ+1MiO4d6vbft47EULXETiuO9o6DdHL9yGxMiPosV5E13u9pB+PIfnARdpNbz44VtaMf5DUwQqJtVkze98fSNwdkdymdFyrVqPT6v4Thu5/Be6+7ny66mO+ffN70uPTiegUTpf+nblw7CJte7XlwhF9Gb2ljSWPz38cZY2SotwiMhIyaNWtFU++/RQW1s2PpwqzCkiNTUVTp2bVJ8sM7TGnotmxdBtFmfkUZRby/Pcv4eTrQmZMGraudtTVqVky7ztsXGwZ9840Us/H0//p4ez+dqOBnDy19iDTv3uBNa8voaq0EqGRkN7TB2Pn1XwZ4r38Ph69Iuj63mQu/rANI7GIgAk9STkZi6pGyc4XF2Mf7I6tb/MLmMYWJliFelIe21gZJHtAZI1QIkYW5HXbfXRaLdo6NUZ3+Tfagha0oAX/FP6RkZ5Op3vsDtt1wLP/xLUABEYG8OmKj5GXyTG3Njckjzl7OBPYKohxc8aj0+pwdHXA1c8N3+A7e0gUZBU0KUvLSc4m5UqygRAC2PLDRqa8O522Qzqz7v3fkFqacHBFg1HghT1ncQ3woDy/QdYd1CWMnV+tN7yWF5Vzev1h7L2dyU/Jxs8m+C9/F7Vl1eREJZITlYitnws+43tQVVRObY3iridCdwsLXyfaLZhO1Cu/otNoEYiM6PDFDCxu4Xlwt6hOyyd30wkKdp/HrlckbhN6YPYfTKe4H3D3defFBS8weMIgzh89z8ZfNjHmqUfoPbIXPYf3pKK0AidPJyysLGjXqy3WDjbNltpch0qpYsdv2wyKixsRHxXH2OfGceXIJbYt2YxaoaLn+D6seGOJIaY2MzaNsztO0nN8XwBaDerI4V8bJkXerf3Z8WWDF0JZTjG7vt3Ik4vmNVtKcS8QScQknYjBZUAbdDod59ccpra0ElNn679NCjl0CcGxZxgFR/VkgpmHPf5PDLivBpXK4goK918ic/l+TH2c8HpyEFZt778fx4OCmbkpwyYPpVO/jmjUGuyc7UiLTyclNoVLpy6za90e3vrlbcoKSxEbi/EN88XS5s4KgqLsoibJdqUFpRRlF7JmwQo0ag3FOUWs/GQZtq52PPnB05xedxgjYyPkpXJi68ts1XVqtn6znic/fxaBUKC/p/u4sHxuA/lZXVbJjq/W4Rzojmvg3zfglNeXpJVnFnDki/X492+LU49wgib1weIOpvo3w7G5Pjit/32/LzcHlbya4qPRpP+yG7GVGd6zhmLdIfCBGLT+UwhqFciCVR9TWVaJhY0F5cXl9Bzek02/beGRJ0by2NyJmJqZ4OHvga2TXmn47rL3qCyTY2Zphtktkseyk7N4f/K7WNhY4NwMYZFwIR6PEC9iT0bz61tLGPzEMIK6hfPb/B+R15dalReWsW/ZTrpPGUDc0cuNSt3Ce7dpdA+tLq9izWs/8+KmD7H4m8bg5s62tH9pNKGT+3Bl3RGOf78FVU2DCin1yJVbkkJWQW5EvDqOq59v1KuSZcZ0/PppTJz/eXWEVqWm7FwiaYt3opJX4zVjMHY9whFbPHypTxEdw/l6w5dUyasoLyln4SvfkpWSxdSXHueRGY+ATk9cOrnrx00L1n9GdWUVlrZWyEybL1XKS8vl4+kfUJxTzKinH2myPebkVbqN6E5GTBp/LFiBq48bbfu3Z91Hy6gs0S+QlmQX8efCNfQa25fy/NJGarU2w7qw5dNVVNWXzWo1Wg7+spNWQzr/7e9DZmtB5JODcGjjx5U1Rzi3Yj+K+mALjVJFVX7ZrUkhKzPafTKNo1O+QCXXl8n5PzEA63Cvv31dfwXymHQyVx6k/GIyrmO74zSsIzLXv6dqbkELWtCC+4WHe/nvb8DUwrTZeOTAyADcfFypqqjCwtoSmendTVyt7KyatFnYWlKa1zTppaKoHLVaS/uxvShtJpno3I6TjHxuLNdOXAUwTMBvRO61TML6tkWjajqZvxfIrMxwaetP7oUkSpJzKUnWexVETuzzt87bHIRiEV5jumHbyoeavDJMXGyw8HNpJP29nmZSk1+OiaMV5t6Ot5WI11VUUXDwMmqVFqv2gWT8uofC/RfpsOFNpA5W9/0z/BdgZWdF5/6d8A/357E5jxoM0G82Qre8C4+QnNQcNny7jgnzmvK2Tl7OFOfo+2d6bCpt+7anMC2vSX+8diqakXPHASAUCg2pTwKBoNkyh6TTsVSXV/19UkhmjEtrX84u2t6o3a1dwN86L4CZmx1df5xDRXIO2jo1Fr4u9zTZqckrpTKjELG5DAtfZ0TNrAqWnI2nKqMQ257h5G05Tf6uD+my80MsmlEp/ZdxY7/zC/XlvV/eRV5WgZmlGabm956WZWlniUAgaDQxlppIEUvETciikpxiki4nUV5VzbB5E9jyzbqbT0dWQgYWdlZUFJZRfXOCEVCcUYCyGV+uv4IbyxbVShXXdpzB3MWWDs8Mv+dzmbrZ0eXHOciTctCq7r0P3oia/DIq0wsQm0n1/bEZolin01GVlk9daRWaagXR85agrtSXfxTuv0jn7e9jfR/+tv5NmFmYGRaBTM1NeeHT53l83mSkJjIsbZoqLEzNTe/Yhy8fu0RJXjH+kf44eTWdnLr6uZFwWm+4rqxVIjASknIx0UAIXUfciau069/BkPJ4Hc09/4uzCqkqkf9tUgj092lTJ2tEMuNGhBCAT8/IWx4nMpESOHMwzr0jUZTIMXO3x/wOiZF3C51OR2V6AbX5ZUjtLDD3cb4lGarT6Si7lELhiRhkng6Urj3CpSe/ptXPz+Mysst9uZ5/GhbWFlhYW+Di6cLCDV9QW12Ltb01xs2UzZtbm2N+BzPja+evkZuai0AgwMa5KQnh5u9OQYbedyfzWjpt+7YnLyXHQAhdh7yoHLHMmJryxvdRa2dboprx8yvNKcK79f1Z6JBYmXFt22lUN4wpjCRizBytbnucffsABu75iKr0AsQWJlgGuN43k+m6yloqU/LQqNSYezshu43qvSo1j/wDlxHZWiKyMuXaOyuoTs0j+MOp96ySftD4u751LWhBCx5O3NWSo0AgaHO7fw/6Iv9pmJqb4ujmeNeEEIB7kCcjZzVU2RmJjBj7/ATKC0ub7Cs1lVFXq2T30m2YWDV9mPu0DsCvfQitBnYAaHZC6RLsQa28GsdbrJA0B3WdGuVNfi4Scxn93puC6XUCRSCg47MjcGymdEyj1lAQn0nCoUvkRqehUjTva3A7GBmLsAr2wKVPJFZB7o1WnnU6HVm7z7Oz/1scGPsxOwe8Seau87c0E9QoVGRtOs3lj9cS++1W0vdcwO+NR6lJz6c6+YH4lP+nYOdke8+JeDejtqoGrVZLamwqnYY2DKCNJcYMenwI53bpo2mDO4aSFp3SrK+Ko48Ldu4ODH9pAgmnY2g9pBOg/z2Nm5l8+nUMxtTy1iUGOp0ORXVtE+XdzRAIBISN7Y7DDWU2fgPa4tElFJVSRV5cOgkHL5Efl4G6runE6k6Q2Jjj0CEIp25h9zQZL7maxp5h77F/9EfsGvAW0d9sQVne2LS1+GwCl95ZRey3W4n7eQ8Oo7pg6uuCPCb9nq/zvwaZqRRHN8e/RAiBfhL92CuTDa+FQiEjZ4+mICMf2U2DeYmJFBMzE+JOxbB3+S5c/JqmM7oHedLv6eGIJGJkzSwE2Hk4Yt1MItftoK5TNUt42gW40efdyYZSQImFCUMXzsTsBoJaq9FSmJhNwqFL5FxNbeKxdSOkNuY4dLz3PngjSmMy2Du8vj8OfJsrX/yJ8iYjbG2dmsw/T3Kg35scHv4e555fjO+r4zEyqf/71eooOnznoIOHDWJjMY5ujs0SQneL/PrJtA6wsLHA5QbzYzsXO5w8nSnM0pvim1qYolKqDJHyN8LV353KEjmhvVo3vsZmnv+2bg6Y3SHFrk5Rh0p598bm/gPb4dahwWfFvVMwDuFeJB29Qnl207htAJFUgk2ENy69I/ULPPepdDvn4GV2DXiL/WM+ZueAt8jYerpZNau2Tk3mplMce/QzYr/ZSuq2s/i+Mh4jUympi3agvouAhf86LKwtcHRzbJYQuluU1nto6nQ6JFIJIZ3CDNtMLEzpPLQrMfWLkAHtgkiPTUViIm3yexpLjXHydcXB27lRAEV5fgn2zSTW2dzBq0xdp0J1l+b71l6ODP16lmE8LJKIGfjZU1SWykk5EYO8oKlp+nWYezni3CsCuzZ+940Qqskr5dxrv7F7yDvsG/kBBx9dQEVSTrP7VmUUcunNFVz9bAMxX29GI5XiNqUvWSsPUpvV1Ei7BS1oQQv+DdwtPX27OHodcP9lJQ8ZTMxMGPPceNoP6EhFSQUmFib88PJ3jHhyJJlx6WQnZWEkMqL3Y/25FhXLiJmjubDrDHXKOtyDPcm6pq95Nre1oNu43tSp6pi68FmGZY1HIBSgVWvY892f6LQ6zO0sGfjsI7gEumN1F7XRWo2WlPMJHFiyDXlhGb2eGExo79aGgalThA9Ttr5PeWYhEnMZNr7OiKVNJ/PX9kSx8YVFhsHZwDcn0mFKf8OgNT8ug6RDl6gplhPQvy1ubf2aPc+tUJmWz8nnfkJTqx8kaGrrODV3MVZBH2Hp15T8qkjI4tIbywyvFfllJP2+H6eRXR7qMod/Eg7ujtg623F2z2k6DerMc1+/QEVJBeZW5qz9fBV1ijq8w30J6xJB1I7TOHo40WZQRy7uOQvoB2YT33kCK0cbBs4eRduhnVBU1eIR5kPU1uMYiUX0nDaIo8v0JZJWTjaMeHUiklsQriVZhZz98yiXdp0lpGcknSf0wcnv1qWAtr4ujF/xCqWpeQhFImx8nRDLJFzccJQdb/6OTqdDIBQw8rMZtBrdHaGREK1GS87lFBIPXEQoFODfrzWukb73xbRUVVXLhfdXU5NXTwbrdMR+tw3nbqE4ddNH+SpLK7kwfym1ufp9tAoV177bRvgrYxG09FskUgmDpw0juH0IsWdikJmbkJeaw+mdJxn9wgS2fL+R6ooqTC1MefabeVjYWWJmbU7K5SSmfTCDlEuJVNUrgvzaBhLUKQwbFzvC+7RBpaxj+PxH2blwPVqNFhNLUx77dAbWd2lMrlGpSYmKZ//irVSXV9PnySGE9GpliBEXyyS0ntIPz66h1JZUYuFm18SoN+HQJdY/861B5dnnxbF0fnIwElMpZZmFpJ2IITc6De8uIXh0DMb8bygeVTUKLn+6juqcesWqTse1xbtw7hGGS68Iw37yxByi5i4GrX6FWFFYTvyS3biP6Ub2Sn1ce4sHRvNo3bMNu5btIPrUVTwDPAjrHE7X4d0RiUW4+rry6xuLAb2iY9ScsRxde4jZ38yl4/BunN1+AgCxxJjJH87AI9iLktwi7D0dObJ8D2KJMT7tgxn99uNs+WQVWo0WmYUpk7+cfUuVkLJaQeqFBM78eZSK/FL6zxqBf6fQZgn6G2Ht6cgjv7xAaYpeDZpyJo6l4z8EwMzeiseXv4Kliy2ZUQmkHLmCra8Lvj0jsLuHham7QWVGISfn/IS6Wk/oaJUqTs/7GetQT6wCG5O+8qQcop7/ydBvlUUVxC/ehcfY7lQlZv/PGVH/VQS2aSD7UuNScfF2IbxLBGKpGBtHW1a+/ys6rRYnL2c6Du7Cpq/XMXz2aMa8MomNn60C9IswUz56mlYD2lOSXYSzvxtHl++lpqKKsD5t6Ty2N0tnfUV1eRVCIyEj5j+Kyy1KctV1atIuJRG16Ri5SZn0emIoIT0jMblNiINAIMB/YFum7vqY6oIyRKYS9n25ntTj+vJaez9XHl3yAlYutmRfSiZx/0VMbMzx79sKpxCv+/dl1qPwbALpmxtCP8rjMklceYh2701q0u9ydp6j4MhVw+u8A5ewnDMckaVpSx9tQQta8J/B3RpN937QF/K/AJmZjMC2+oevSqli6ptPsPzD3xgxYxTmlmaUFJSQlZTJ8BmPENwhlNdWv0teai6dR3SjqqySGnkN2SlZfDztAwCe+mgWXUd0R2wsxt7TicgB7amVV2Nqa4lKo0InFKLVaBAaNZ5IajUaUi8lc2H3aXRaHa0HdSDjcgouIR54tfZj76ItqJQquk3sZzjGwsW22cSmkowCUk7FIjIWsfvdFY1W6/Z9sgbvzqG4hHlREJ/Jigkfoayv2z73+17G/zKPwAHt7vr7q80vNxBC16GpraO2oLxZUqgmq2npXVVaARbTB2D6P+opdL9h62TLa7+8ye8fLOXMntPYOtvh7u9O1P5zDJs5CmcvF3wj/TASGeER5IlWq8POxY7u4/uSHpNKnUrFT6//yIiZo+k9vi+O9Sl9Tv7uhPRpg06nxcLeik5je6KoVuhVGc3I18sLSkmKiqe2qgaJpQk9nhhE5uUUfpvzDc+tegvz26TZmNhaYHLDqnlBQhY731lukEDrtDp2vPU7EnMZdj4uKCuqWDHhY0My1KklO5i6/m3c2vx9mbuyrIqiswlN2g2TcvQTl8qkpko2rVqNZYT3376G/wVITaQEtQ9BaiZj+ce/4x7gQachXTm25Sij503AxdsVV1837OvTFz/c/gWl+cWUFJTSbVJ/REIhImMxgR31CY06nQ6tABTKOtqP7UFonzZUlcix93TE1v3WaT1KhZLUC4lkx2cgNZPh5O3C73O/o7JIX/qzbO73PP71HDo80t1wjJFYhH2ge5NzadQacqJT2frKz43Kfg8t3Ihfj3Cs3OzZ8sIisi8kAXDpj0O0nzaAfm9MvKvks+ZQV15NwelrTdqrsxvfO2tyig0T6+uozSlBXP93JZQZY9czghY0RVC7YGZ9+gyrPltJdmo2fmF+HFp3ABMLEybOn8L7mxZQUVKOWCxGXaem49CuFGYVohbB8Hl6/0LfVv74tglAo1Kj0Wqx83Vm9m+vYSwxRmQswru1H4Fdw6kuq8TG1Q47jwbvotqqGrLiMqgoKMXW3QFVbR1RO09Rp9EQ0rs1279ax8hXJhHc4/a/X1VxBelR8aRHJWDv7cyR7zY3bCsq5+TSXfh1DWXbiw3pqVYeDkz54w2s7tEv63aoLSo3+L9ch1aloSavtAkpVJNT0rTf5pUisjbD7/mRLURmPQJaB/D81/NY/vHvHFx/gGc+fZZze86QcOEafR/rz/zf3gQdSGQSqsoq+WjHF9TWKIi7HM+IFyegUalxD/YipGs4IrEISwcramsVjHprMlb21gbl7ys7PqUkqwhTKzMcfF0Q1xtKy4vKybyWjqKyBidfV5TVtZzbfgJ5RSUhfdpyau1BBEDb4bcv9xMIhQiMjSgtLqfweKaBEAIoSs4hdtdZ3CJ9WTPlM0P76SU7mLrhHRyD/75n3I0ovpjcpC3v8FVUL49ulFCq1WjI3X2+yb4V8VkEvDYek1uk+/2b+F8Na2lBC1pwe9xzIatAIAgDQgDDUr9Op1txPy/qv4DSolKy0nIwlhrj6eNuSG9SKpSUFJZiYmaC1Q2mqSqlirLiMmRmJphbmiGWiOk8uAvB7UOoUyixdrRBUaVALBEjNZFSlFNESUEJFvZWOHs5U1FczpuPvIpQJGTI9OEIjIRcPXEZzyBPvMN8EUvEuIV4kR6byhdPfUx+eh5iiZiJr0+l1/h+SG9QXqRcSuLLCe+i1WgJ792GQ7/vNig7BAIBj7z8KKfXHab14I6Y3qYWXV5Yxpo535MTnUqfOaNQVjWOF9XpdFTVR/xmRSUaCKHrOPr1n3h1DkVifndyXamjFUYy40bEkJFUjOwWNeMyZ2tsOwZi6udCxZVUKmIykLnYYNcjHOMHmIDyX0NNVQ0ZqVnUKepw93bFxl6vHpOXy6mSV2N9GwNKABsnG+Z8NRcjkREm5iaYmpvSZVg3jIyEyG5ILTNpZUpeeh552QUkxSSz7adNKGoUtBvQgYqSclKjU/BvE0BliZz1X67m6IZDALTp246p7z2Fe1jzhu1qpYo9S7Zi5+7IpgWrDSUP3q388GkfREFq7m1JoZtRXSJvUmqgVqrIjUnn9Mr92NpZNYoK16o0XP3z+H0hhSRWpth3CKDwTGNiyLTeTFJZWQtSMdaRPpRdSW20j037wP8pg3SdTkdWWjbFBSXYOtjg7u2GUqGkrLgcU3NTLG+RkgNQUlCCQCjAK9ibV5e8TkWpHFMLU7QaLVITKQIjAWWFZXpVm7U5dSoVtQolCRfiObTugCEKObxrBI/On0xFcQVH1x/gwr5z2LrY8cJPrxDULfyOnyHm8CV+ee4bg09WYOdQJn0+m9Xzf6Ky3hPm0C/biRjQDult/sYAMi4kknoihpqyqibbKosqUNfWGQih6zi/Yj9tJvbFIbBpWdzdwNjKFIdOQeQdiW7UburWuKxD5m6Px6TelF1IpjI+CwCJrQWm3o74vTgah0Ft/6cJy+z0HArzirC2s8bW3oYqeRVWtlaY3OE3VdYqqa6sptuIHrTr2x6NWoOtsx39Jg7ESGSEQCBAXlqBe4CnwcMwPT6dmDMxmNlYsuN3fTKpUCjk4y2fk3I1ibKCUqrKKtGqNIx+YQJ2LvaIjcW4BjWd1CprFexdso2d3/9paBs8exSJ565RkJbH+R2nGPf6FKK2HL8tKaRWqTn+y06OLdmBuYMVwb1aNdkn83wiIkFjVUN5ZiEF1zLvKykks7dEbC5DVe9nJZSIcR3QGmlzaWfNjA2Mbcxw6NsKq4g7B4Q8TMjJyKUgtxArWys8fNyQl8lRKuuwd7RDdJtod2WtkooyOR0GdCSyayRqlRobZ1s6DOhETWU1xqYS5MVypKZSQ3JZcV4xMYeicAvw4MSOE2Qm6JXsH2/+jBKZlITzcWRey+DkpiO07tueiW9Mxd7VHls3B2zdGpMcZfml/D7/R64d1ytlRMYixr35OCfWH0Jdp+binrMMe34sp9YfJqxvm9t6DVaVVLD+xcVo1WpMmlEbp52OQ55R0PjzV9aSeS7hvpNCtq19Df9vJBXj3LcVLr0jEd10zxAaGeHQI4yS843v7XYdg3Aa3vGhSx1tQQta8L+LeyKFBALBu+ij5UPQx8gPBk4ADy0plJ9biEatxtHFAVF97G5qQjpvzHyX1MR0AIY/OoTZrz5FdWU1ixcs5eieE7h7uzL3/Tl06tWe7LQcVn69iuO7T+Dl78kTrz6BV4AHjq6OjQyoxdb6VZPo09F89swCKkoqkJpIee7z5/EM9MTBw4HQLhFsWrQRRbUCzyAv5DcYo9ZU1rDs3V/IT88D9ETU8veW4h3uS2C7hgSyUxuPoK2f9Pq09mfrwgbzVZ1Ox95ftjPoqeF3TLEpSMgiJzoVoZEQc0drzOytqCoqN2w3MhZh5aqfXKibqQtX1SgpyyrEKaSpcW55ViGFCdkgAIcAd6zc7bHwcaLLd7M49fxiNLV1GMmM6fL1zFumk2lERlRbmZB26BIu7QMIGtEJ+0gfLAL+dybWzUGlUlOYW4hILEIkFrHo01/YvnYXAD4BXnyy5H3k5XK+evMbkq+l0bFXe557exZWNpYoa+uwc7JDqVCSl5lH4tUkVixcgVJRx6PPjGfQ+IGYmptiZmmGRqOhrKhMT4gK4PCfh/n5vSWolCpsnWyZMH8SNfJqrpy4wo7ft3N402G6De9OcNtgAyEEcPHgeQLbhzBi9uhmP09hfRRu6sXERh4YaZeTiejdBqPbDHibg6WzLcamUuqqG/wkpBYmOAS6I7U2ozKtoMkx1SVy9n+1Ae+OQXi2C7ht2aOyqpbChCwq88uwdLPDIcANcX1phtjchLbvTebI1K+oLSgHgYDQZ4dhGepBxuErnPliA7XFcsIm98Us1IOsP44AEPzSaGweouSxm6FUKCnML0ZmIsXOwRadTsfh3cd497mPUdYqkcgkvPXlK5w9fI7df+7HJ9CLlz95gdadIikpLEVZq8TOyY6y4lIObj7MhsUbMBKLeGL+VHoN69koCjwvPY8Ni9ZzaNMhIjpH0ql/R3776DeUCiXWDtaMf3ki6z5fRc+xvdECb4x+Fa1WS0TXSIbOHMXOJVtY/NL3vLPhYyxu4yVTUVjGn5+uMhBCAAmnY2k/rAu9nh5G9J5zpF9MQmIqQ3iHEgCtRsvJ3/ZgYmWKpZsdFTcodQRCAdZu9lTfcG+9Dp1WR02ZnL2f/oG8oIzIkV3xbB+IxEyGRqWmKCGb0owCTGwtcAxyR2bVmAwXm0hp/foEKhJzqMktBYGAoBmDsL2B4Cm4mkrUwk0UXk3DrVMwAcPak7JoJ+2+nYlz31a3/VwPMyorKikvq6CksJSXp72BvLwSsbGYGS9OY9eGvTg6O/D8e8/gH6Kf/NUp6yjOL0Eqk6BQKCnOK2bdonVcOHGJ4FZBzHrnaQIjAwEwszQjPT6N3z9dxqVjF/WR9h/NpiSvhK/nLaS2qhZzK3MmPDeBrT9uRGomIyM+nZWfr0Qqk2BqZc7AR/sTeyqanmNvXZ2fn5zbiBAC2P/bTgbOGM7OHzYBcH73abqPu73YuzS9gBNL9c+QquIKrNyakjzBA9oiMZPR+bmRaOvUxG4+SVVhORq1GoCi1FwSDlwk61IyQf3a4NstDItblLcrKmsovJZJVVEF1u722Ae6G9Rw5p6OdP1hNidm/4ipuz0ej/bg2qYTpE39klZPDcJ/ZGeDB6JFgCsR703i6gd/gFaHUCqm/bezsO0QeNvP+7CgqKAYZa2S0qJS5k5+lerKasTGYp5/ezZHdx3n6vkYRjw2hMnPPIaLhzNqtYaivEIEAgGKGiWV5ZWs/XEdF05cbNJHMYLKiirWfPAzx7cfx8XLhaffn4mVnRWfP/sZ2cnZGImMGDRxEJb2VhRmF5CRmMnyj35DZmaCqYUJ41+ZxLrPVhHSKZT+UwY3+xkyolMMhBDoS8eO/XGAVgM6cH6H3rPw+JoDDJ458s5j0sQcMqLikZjJ6DKlH6knYhttDxnYnuLELLrM1Ses5UTFk3HqmmF8Ki8oI+VkDPH7L+AW6UvwgLbY+dy6/LEit4TC+Cy0ajX2Ae7YeDU8hxw7BeE5shPlCdl4jOtO3KYTZHyXSk2NgoCRnTGxb1jIcn+kCzm7zyO/pifcbdv54zqsA5K/4WXWgha0oAX3G/eqFBoLRAKXdDrdEwKBwBFYev8v68GjSl7F7s37+f6TJdTW1PLo9DFMenoCdg62rP11g4EQAti+dhede3dkx5pdnD0aBUBmajavTvdTpJIAAQAASURBVH+Lr1d+xvpF67lw/CIASTHJvD/jA558fTouns506tuxkRQzKyWLL577nIoS/SqzokbBwhe+4sM/PqJN3/YkRyczYsYo8tJyOb71GNuXbiWoXRASmRR5aQUJUU1LAQozCxqRQjca9zVnsFtdXoV7uA8yC1MqSypIPBtH7NHLuId4EdKjFY7e+gQRtUo/2Ov38jjObTlO12eGcXrJLuT5pcgsTRn1+dOGB6p7e31c8Y0KjeBhHVk54yseX/YKAh3kxqUjQICNhwPbX/6ZkhR9CY1XlxB6vDCa6hI5ZvaWDNzzIXWFFcicrLDwdmq25lqeU8yOJ76ipr6MI3lXFPKcEkZM7kNVfhl5F5MoTcrBPsQTpzZ+mNhaUBKXSf7ZeHQaDY7tA7GL8H7oZLJ52fms+GkNG1dswcRUxtMvPkF2eoO5YWpiOquXrCMjMZ3ka2kAnD0SRWlhGRFtQ9i+ehf9H+lDq84RqBRqfnj7R8OxSz/9DQsrC4ZOGkJOWg7blm8nJiqWVl0iad+zHT++/oNh35L8Enas2MnI6SMI7xqBb6Q/lWVyTCxMqK6uQSAUNjIIP7fnNEOeHIGomZQNnVaHjZMNKefjm2zTqLU4+jROtCnNLSbhdCxJZ2PxbRdEUNdwbF0bJjE2Xo5MWPQ8m15cbOhTPeeOZuM7v1FbWUPvGcPw6RVB6g01/i6t/dizYA1Hv9cx+deXCeqrj7nPi00nPz4LsdQYl3BvLBytOPvbHo5+tdFw7JifnsfE2pyaskpsvJxwCPFg0M4PqC0sQ2xmgqmbDUUxGWyf+iXUl7Sd+WIDHeePpe2iZ5HZW2LbyueWBpg1ReUUXUyh9Fom1oFuOLT1x+Q/lKyXkZLJjwt+4cCOw9g52vL6py/hG+RjIIRAv1r90cufM2nGeEBPvL84+TUWLH2fT1/8krKiMgaPH4B/iB+/LvjNcO6Fr3yDtb01Xfrro43VKjV/LvmTrOQsHN0cCWkXzOK3FxtKBcsKy9j661aeWfg8iZcSUdQomPTqFHb8uo2rJ6/g4u2CjZMtOclZVBSV35YUUlQrKG7GBLS2qpb9v++k3+ODSb+YxIBnHwEBXDt5lcv7ojC3sSCiXzs8QhuIF51Oh0JeTdLRK4z9Yib7F6ylIqcYqYUJvV8ci7GlKTLLpoSRX5/WnPp9D3F79eUHV7acZMKPz+Ea7qtfFc8vwd7HhbwrqZQk5+DTMwLrm8rhbMK9GLT9PX0anqkUC7+G9LGKjAK2T/rcEPGcuP0MVZ2D6Lx6PlKH26vz1LVKCi+lUHghGRMnK5zaB2Dh1TyB/19DzKU4Pn3tK+KuxBMQ6s+TL05lyWe/UlNdy5IvfuPJeY/z61fLeXv2B/ywYSGKagW/f7WcA1sPY+NgwwsfzuH3z5aRlaKf5F09G81rk9/kp10/4OTuhLxUzhdzviAjUa+wqKqoIulyEr9+uNSQoFdZXsma79YweMJAZGYydi3fyZhnx5Kdko3MTIZKo2kSDHEzqppJ07s5rUylVOERqSe2VIo6Ui4mcmnvWX0/7dsOjzBvNGqNYSFJp9WRE5dO6/E9ufLncbQaLb7dwwka1J7lz35DRUEZUnMZ/WaOJGnnORwC3ZHnl7J6xkKK65/psbvP0emJgQx6fRIiYxFlWYXkRKehrFZg7+tCxuk4jny+3nCNIxbOImJ0Nyrzy5DnFqMQG9F789soCsvY/sRCw33zxAerUSnqcOsain2oJyKZBN+p/XHoGoqiuAITNzvMb7GIBCBPzyc/KpGa/HIc2vrh0Nq32SS+fxtKRR1H9x7n87e+oayknJ4DuzF22iiWf78aVZ2Kr9/9gRkvTePSmStsXrkdY6mEiU+PY+2SDWxevg0TMxPmfvAsq7/5g+zUbKBpH1XWKvn90984s/cMACJjMWf2naEgM5/sZP0xGrWGnSt28vj8xwnWhnBg7T5GPzuW7ORsTC3NqFNr6DGuD+f3nb0lKVRV2rSPFqbnE9qjIdlOrVLj3TYAscQYlbKOtEtJXNp7Dpm5CZH92+MZrld9aevHpMqqWqorqgke2I74fRcAiBjVBc+OQVw7E8PV1fsBCOvXltZT+uLRIVBPRi3expnf9wL6Pnphw1GeWPUGlvUm/oXJOeTFpqPT6rD1dGTf+6vIvawvE7NwsWXMouepLq7AxNocay9HOn0+ndzziWx//EvDZznx/ipUtUqsfJxwiPDB0t0eCz8Xeqx9DXmyPgHOIsAVyS2M4lU1SoouJevvq87WOLUPxOIGMqoFLWhBCx4U7pUUqtXpdFqBQKAWCAQWQCHwUGp0r5yP4ZNXG27kq5asw87BllETh3HmcFST/eMux5EY01j+qVapqSitMBBC16FUKNFoNGSkZOHu64ZYLOb0/jMc33WCQeMHUFbYOCVBo9aQdDmR5Z/8bmjrMbInAW0CuXz8EhUlcmwcRIiNxbgFuJOdmNXoeGunxh4tncf05OyW4wAYicUYiYwarXZ7hvvgHuqFRq3h0LLd7LphpdE5wI25y9/C2tkWRz83/HtFkhKVQPqFRPLiM2n/SHdMLM0I7BmBd4cGIsolwpuJK17l1OLt1JRV4t+nNdmx6VTkFFOWWciGF37Ul84AUgtTes0ezuEF6zB3tMarcwgrJnxsGPh1mjGEHi+MNqyGlyTlUFlQhoWTDaZ2lmScvUZNbik1RRWYOllTV1mLqlpB4ZVUCqPTuLr6ECm7G37D1jMGEzqmOztGvY+6PnJXaCxiyPo3cWz3cKkzdm7cy9pf9YSEvLySL9/5jrlvzubSmYZkoPMnLtK6QwSxlxpIlqS4ZLoP6IxWq2XvnwewtrehsqSiyfm3r9xBjyHd+eWjpfiF++Eb6su1y/E4Ojete89JzcHcxoJ1361t1KdnvD8TJy8n8lIbfHPCukY2SwgB2Hs4IhAKCevZirNbTzTa5t8hyGDiC1BbWcOGj5ZzcZd+IHty/WHC+rThya+fx8RSX54hEAjw7xnJzO0fkn05hfLCMrZ9voZauT4B7OBPW3n8h7mo68sU/fq25sq20wZi4dhP2/DtEkpOdBq/T/4ETZ1+IGrlZsf4b5/j6MKGvxf/Pq2J3Xaa+Pr+JjASMnbxC4jERsRuP4OisoZ2U/pRFp2OmZM11YXlhtK1uD8O49wlhPjNJ3lk9Wu4dwlp8t2oahRc+moz8asOGtr8xnWn8wePY3yXZZkPEkplHT99sZT92/XKsKL8Yl6a/gY/rPnKQAgZ9q1Vwg0krKJWQXZGLuUl5Wi1WgpyishJym7yHke2HSWkdTBWdlbkZ+Zh5WhNemomnuE+WNhYNonPLcgqIDUujc1L9EoJkVjE469NY/lHv3Ht/DW86ssYze5QYmrtbENE37ZcOdDYD8LW1Z6y/FKq5dXM2/g+HuG+xB69zE9Pf27YZ/8v25m/4UPcgvUqSSOREV2mDWRTfBaZsWl49grHzNoCdV0dexdtQSAT02lCHx797WUurD5I5tl4god0wCHEk1UzGuc8lKYXsv+LDZTWR0ALRUYMfn0iMdtOo1FrSDsZi8zSFJ+eEUjMZLhE+mLqbEOtQkl5djHKZB12/i6IpRLK0/IbPRsAck/Hk3Eilug/DjFm/ZvY3MLoPX3PBY4+t8jw2sLbiUGrX8Xc4/6VEj0I5OcU8MLjr1JSpDd6T4xN4tdvVzDisaGsXboRjUZjWBDJSM7k+L6T2Njb4OjuiEAooDi/mOTYZAMhdB3yMjmxF+JAIKAou5CMxAxMzE0YN2c8KfFpKGoVBkLoOqorqhFJxFjZW9N9ZA9+/7iBEDW1NOXl71+57Wex83BAaiZDcUNpt7WzLdXlDSWKbQZ3oqq+ZPHaiav8+FSD38q+n7cxf8OHOHo6ETKgHXH79H09dk8Uft3CeWrTexiJREitTPh+7HtU1Cc8KSpr2fX1ep5Z8zZ2vi4kHbtqIISu49yK/XSY2A+RVMzqp76kIEH/ty00EjLo9YkYScRo6r+PPW8vw8bLkcQDF8m9kopDgBuWrnaINVrDuOA64tcfoyQxG//hnfAd0BYjqRirsKZq5JtRmVnE3ilfIk9riE7v+f0z+D3y34utvxadwKsz3zG8Prz7GBKJMX7BPiRfS0Wr1aK6YcFv94a9dOvfmUp5NWqVGnmZnKyULAMhdB3yMjnR52KorKjC2FjM2X1ncXR3ZMi0YVw5exUXX1f2rdnb5HqUtQpsnGxp378jyz9dZmi3tLVk5gezsHe99d98cwm5Yb1akXiuYYGz85ieqOp91hJOx/L9tE8M2/b9vI1XNn6IR5gPdr4uWDrbUpFXwrk/DuHdMYghH07DvZUvdr6unF1/mKu7zxmOjTlwgUfemYpzhA/FaXmcW7G/0XUUp+RSmJiFpbMNeXEZ/PbYR9RW6McJEjMZfZ57xEAKdZg+iIOfriGgXxsurTmMSGpM64m9KY3JwMTe0rBACZCw4Ti2Ed6cX7yT4b/Mw8zJGqmDFdK7WMxJ3xXFsRcWN3zHfi4MXDkf8/tYotmCFrSgBc3hXotZzwsEAivgF+ACcBE4d9sj/qOIOnGhSduWNTsA6NizfZNtrp6u6NA1aRcYCQ1+QzeitrqWlT/8QWVFFb99sYykmGRCO4QiEAnxi/BrfA6BoMlg8fi2Y0R2b4V3sDdV8io+e+4z3nniXcbMe6xRLPOg6cPwuilZwadNAI8vmEVQ1zByk7OY+vlsQ0qZb9tApn3+DDJzExLOxaFBx9AXx9Ou3uAvLzGbnIRMAGw8HBgwfzwp9Q9vZbWCE6v2s+/HzeTENx4QC4RC7ILc8B/agYChHTi1aj/xBy9i6+VE4qHLKCtrERoJ8eoUhHOoJ0XpBVi52xM6sjOnluxsNPA788suihKz0ajURG85yS9D3uSPKZ+xavKnRG85wcZZ32IkFdPu9fHY9wrH//G+tJ47EiOpGGVVbSNCCODyr3soTco2EEKgj7K9tnx/kwnlfxkVZXK2rd3ZpD0rIwcbuwa/hdadIkhJSGu0j0QqwdWrYXJ3aNsR7JybxsU6eTghr5DT+5HeCMVGlJdWcPVMNNVV1U32tXe1R2gkbEJybl6yiU4jGox3nX1d6T661y0/l7FMgk/bAMJ7tyGib1sEAgEyCxPGvj4ZnzYBAFRXVBF7Kpoz20/iEuyJX/uGNJWYQxfJT20aBWvlYodjkAd7vt5gIISuo6KwjIkrX6XL86MozimkPK9BnWHtbk9drZKTS3caCCGA8uxisq8kNzL9dW3tayCEAHQaLeWZBaybsZCrfx4ncd8Fakoq0UrE2HYLJfKFUfgM76j/3FZmKOU16DRazv+4DU0zqr6KlPxGhBBA8objVKQ0Nar+N1BcUML+bYcbtel0Ogpzi5DctAIvkUm4WZdXU13L2Cf1ZYVlJWXYOjU1ITe3tmDxJz8jL5Nz7sh5Yi/EEdYhFBcvZ0SSpkSjtYM1VTdMitUqNUmXE3H1c8MzyJOS3CJmfvkc1g63T240lkoYNf8xgrvrvVjMbCyY/PEMTmzUf16XAHd82wWhVqk5tmY/w16awMDnRjNk3njaDutC0rm4Rufz6xrKxEVzSbuQyKnVB9j3wyYO/bwDeWEZcQcvAeAQ6M6g9x7nic3vE/lYbzToMLshZUokNcbMwRILZ2tDwqJWreHS5hO0eawPe99dQeK+C1zZcIxtLy6mOCmHi6sPknYylqVD32L15AUsHf42VzYeJ/V4NInHo/Gb1Iu28x7BSKrv10JjEVqtlppiObk3+WAYfreics59+EejNnlaPsUx6bf9Tv8LyMnMNRBC11FSVGp4rhoZGRk8WsTGYgpyCvnizW/QCWDcjDH1RwgwaiYpMDsth3eefg+BUMAznz7Li9+9jKKujtLCUmqqa5scIzWREtopHGsnG45uPdpoW3VFtUGxcSs4ejkzZ+mrOHjq1TFuQZ489sGTlBeW4dsukFEvP0rC2Vhk5iZkx2eSmZjJ4LljGTB7FGKJMcpqBQmnYzA2lTL0rUn0mzcWB39XOjzWhyFvTsIt0hfnUE+qSispzytp9N5ajZYaeQ2lOcWIZGJDCS3o08r8ukcgFAnIuZpqIISuH3d+7WEC+rcxtPn2bsXxbzdzatF2si8kIbMyo6a8ipLCctq/MQH7CC/DvhIrM5QVNZxcsM6gcLsbFMekNSKEAKI++oOaZso2/22k3vT8Bji67yTtuum/M6FQaDBxBrB3ticjJQtlnZKuAzrXtzbfR3Mz85g9Yg411TU8s+BZpr/7FJXyKopyi4g6eh7v4KbrvG7+Hrj6uHJgXWNSpaKkgtKiUtoP6tzkmOvwDPNm+ldzDIs7kX3b0mVcb6ydbPBu7ceQOaMpzS9FaiKhrLCU3NQcBsx5hOEvP4pXpB8qRR1xx/WLXtaudkz7fT4dJ/XFwd8V747B+HUPxyXMG2OZMdG7zzZ5//hjV6kqlaPRaDG+ya/IKcQD43pvopidZwyEEOjVSDkxadj5ueAc7k1WVAL+fVtz4OM/SDp4iZSjV8mPTkOh1eA0sA0d3nwU60D9GMvYyhRlRTWFV1IpvpZ5y+/mZtQUlDW5r1Yk51ISm3HX52hBC1rQgr+Ke1IK6XS6Z+r/d7FAINgDWOh0uqu3O+a/CjfPpqufPgHemJia8NiMsVw+e5WMFP3NvP+I3ijrlDw6YxyLFzRUy7Xr1oZLpy4z+YVJ/PzRL4b2iE7hpCVlUF5aQUVJBX6hvmxbtYOs1GzExmKmPD8JqamMmNPRCIVCpsyfwvHtxxpdi06nw8jIiKlvTyfqUBRufm54B3uzYemfPLdoPsZiERKZFFd/90YkEYDMVIZrkAe6HQLKCkr544Pf6floP9oM6oizrwsyc1NObTnGT3O/MRwT1j2S1oM7cWn3mUYlYMYmUlxCPEk717i05+YI56KMfPYv3sa5Tcewdralx+zhXFx1AAtnG0qzCnEMdididHeuHrqITqMmMMQDgVqDSGJM3U0G1gCV+WUIjITsfP1Xw/X49W7F6SW7kFmbUVNZy8HPGrySLJxt6fPRNKoKy5ucS6fVoapWNmmvzi9Dp9E+NDHgUpkUTz9PstIbEyCuHi4G0sbD150OPdtTp1CRHJdi2Gf8k6ORVzTIuGWmUly8XLC2s6Ks3ixcIpXQe2QvNvy8kW2rdqLVaglrF8pjcx4l6vgFBk0ezJ5Vu/XXYiJl6mtTqSyTN7lORXUtQR1DeH7Jq2RcS6N9v464+t3eKNc10IMlz31NaI9WjHp1IrXyasJ6t0ZqKkNZo2Dr93+y+5ethv0HTR9GVVkl+cn67+JmtcN1WDrb4BbhQ+Lxxka7lo42HFq6k/2LtyKWGtNtUl9K47Px7BRM2pVkFk9bQEjPVkSYSLm65aThuOrSSswcrSmvN7NU30AagT4JrTS9AG39qmfoiM5cWnuYjDMNq6IRo7vh0MoH/xGdOVnfh2uKKtCoNBjdMNAH0DTj1QXNe3j9G5CZSnF0dSAvq/Fky9behve+fYP3nv8YpaIOidSYee/NYfl3qwz79BrSg6S4FDx89H0jJS6VUZOHE3XkPIr6shkLawvsnGzZ8PGfjJg8jLLiMurUKpZ9vRKAnkN7MPfreXz34jfodDokUgmTXpzE8k9/b3Q9SoWCx16eRG21gvaDOuF2i6jkm+EW6MEzi+eTE59BYtQ1Nn+9DnlxBS5+bvi11Xtz6DQaQnq1ZuX7vxpKcLzCfAjuHtnoXBIzE3w7h+DTPpC0qMb3U+/2DR4o1eVVnNt8nL3fbwKBgG4T+lCamE1VYTlhI7twetMxtFodfV6ZQOy2U+TFpCMvKKM4La/ROTV1ahSVNdgHu7N9/s8Gjy1jUymK8mpWv7nAsK+pvSUdnx7Cpe+2EvpYb1L26BUjSnlTMhj0pHpdM9s0tU3vs/81mFuYIxQK0d5Q3ioUCjGqn2g//uxEDmzRK9/GTB3JgZ1HKMgtBKEAiYme+Di+9yRjZ4xh3U8NJVDdh3TjytlorO1tyM3K5/j+U5w+oFc0durTEY1Ww5hnxrLxxw1oNVpEYhFPvfsUqQmp2DnaGczRb4SipmnbzQjsFMqrf35EdXklZtbmnNl2krLCMoxlErZ+t4FekwZgZCziw3FvUlP/m1naWzHw2VHsWLjeUG5m4+FI37mj6frkYIxlkkb+LlJzGSaWptRUNP7Nq8sr+aDPC9i42NHn1Qmc+30PgX3bUKfVkhIVz5FlewnpEYmRsagRwS4vLMe/a6jhtWeHQPa8sxyAzk8P4fzK/VQXNzxb+r06gfLkPNSKOvxHduLEJ2uRWJo2S6TfCpqapvdMZUU12rrmnx3/Jm4MMbkOFw8nivNLEIlFTJ87hYPbjgB6FeLQ8QNZ+vUyeg/uga2vByf3neb4vpOMfXoM6xY19NEeQ7tz+exVZCYyaqpr2f7HLuIuXUMoFDJgbH+UNQp6jOpBQWY+8vpne58xfdAJddRW196iPwpw9Lx1yZ6xVELnMT0J7ByKslaJpb0Vh1bupSCrAHMbC/b/vpM+jw/G2tmWDZ+v5sjaA4ZjRzw7hsqSCupuCB9xCvJgxAdPUFerRHrT2NerXSDJZxqT8c4hHnwx8k0EQgEDX53AhVUHkOeW0OO5R0i5lMiG95fTcXwvJJam3Ax5QRkmtuaY2FggkhqTfLhBkd1l1jBOLdqO4nrAikDAwDcmcuHz9fiP6MTxj9cA9/as1tSpqausadr+ENxXW9CCFjz8uFej6YM6na4vgE6nS7+57WFC+25t8PB2IzNNv4IlM5Exbc4kxMZifAK9+fDHtzm69zhuXm4c23+SL9/+joBQP55+dTrowN7JjvjLiRzbdZyv136Bs7sTyXEpGIlFZGfksGu9XoJramHC0V3HyaqX8arqVPz25TI+/OU9AtsFYetoi2+ID3tX7250fcHtQwjtEsaeP/ZyYKP+ITng0QF0GtiZP35cS3DbYPqM6tOEELoOn1b+PPbOE+QkZGJkLMIjxAv7erPW4pwiVr6rJ7fEEjFeYT4UZhYQPDaE5KhrOAc0xCmf3XqCsEHtKUjMpqZ+VS58cEfcb0j2UNep2fvjZs6sPwJAUXo+mxesZspns3D2d6M0s5DSvBI2fdwwIUw5F8/oNyZTmZqHjbcjpTeY/xoZizBzsibtzDXD5FooMsIu0A1LN3tExiLO/NxYMSPPK6FGXo2mshYzZxuq8hpWgp1a+2LTTKR9yNR+htX2hwESqTEzXpjK+VMXDZNmLz8Peg3qTrsurYm+GEtaUgbvvfAxPQd2Z9brTyESibB1sGHD75vp2KMdoB9EDp80lO/eX8SYaaMQi8RY2VhQKa+mpKiULSu2G94z5nwsHn7uFOYWoa5T8+ri15CXyinILeT7dxcxbsYYxBJxI6XboClD2L1uL0KhkNbdWpOVkoVvuC+3g3uQJ8/9/CpZ19LR6cA92BOner+qnORsjq47QEC7IAoyC6goLGP/it2MemYMu7//E7cQTxxvYRZZp6wjfEgncmLTqa73NgjsGYlOANu/WAvoSyF2f7+JmT+/zIoXfqCuXlGWeTWVHo8PxMrdnvKsIgB8uoTi3yWMba/8TEVWETJrcwRCAbobYpFvnEzZ+boQu+10o2uK3nKSsT88x7kvNhomSq2eHGRYsbwRFt6OWAW6UX7DSruFtyMW3s5N9v03YGNrzeufvsQLj79qmGR37N6OoPAAbB1s8A3yITM1i7gr8Rw7cJJRU4ajrFVi72SHiZkJX771LW6eevWFkZEQLTrmL3yZtPg0JFIJjq4OfDZfXz6l1elQKJSNynWP7jxGWLtQ5i96hRp5DZZ2lihqFFTfNHlt1astx/ecwjfEm/Xvr8cz0JOXv3kZEzMTZKay26b3SE2l+LQJwNhUirWzHcYyCZ6hXgYfK61Ox/4Vu7G0t8bOzZ6s+AzSY1JRa9RNzlWcVYiRqRQ7byeK61ULjgFu+HRoUL7Fn4hm04cN2Q17F29l/PtPIBKJWPdmw6JEytlrPPLGZPJjMwgf1om8q43T7ECvIipOy6cip0EJ12ZSHy6tbazuqi6qQGxjTsdXxpEblUhpci4CoQDntgHNficmTjaETO1P9JJdhjahsQjrv5iS9k/C09eDp196gsVf/Gpom/78FKztrHnxw+dQq9T0GtoDG3sbstKzyUjWLw4JBAID+SwyFmFiZcorX79MRUkFGo2GuCsJXDhxkVlvziA1PtVACAGcOXQWT38PYs/F8thLk3D1dCEzJZNVP6yh++BuVFVU03N0b9Z8tdpwjNBIiFgmIeFKQoM58C1gYWeJRX1CY/fxvfEK96Eos4Dhc8bgHurNxi9WY2pphqu/GxmxaVQUlVNaVIaVozUBncManevmiTZAdWUtvWaPZO/C9Wjq1AgEAnrNHM7RFftQK1UUpuWx/oNlPPPrq5xcfYDoA3oldnZsOlf3nafT4wM4tbShr7Qe05386HQAHILcMa33V7mexHQjIQRwacMxerw3GUVpFVeXH0Cr1hAxrT9CSWMS/XawDnLTq+BuIKeCp/bHpJlUs38bIZFBRLQL4+p5feS6SGTEC289Q3ZmHh5+7mi0GnoP70kfXU88fN34/uMliMViFAolWo2+j9bW1BLRKRxLG0tEIiNqqmtJjE3mwvGLzHzjafas20vcJf1ihVarZc/6vUx/eRrLFq7k8XmTcXCyJz8nn3NHzpP2+zb6j+lLn/H9+POHDYbrFIlFKBRKog5F0bFfx9t+JhuXBmVy36mD8G8XRElOEcOeHY17iDc5SZmc2nIM/3ZBlBeUUpRVyJ5ftzNk+vBG/kOg/9u4uZ8WZxUgkBhh7+tMUYqeIHcKdEcnEFCWq7//rXlrKU/9+ALVRXK2fbUWRb2lQVZ0Kr1nDMPW15mSlAZyPWRge05+uxljEwmdZw8jvj5aXmwiQVlZ00AIAeh0RO88Q68vZnB24SZ0Gi1iUymW3nfvs2bqbEPwlL7E/tpQwmckEWP1ENxXW9CCFjz8uCtSSCAQSAETwE4gEFiDoQrAAri1df9/GJ6+Hixa/w2JMUnU1anwC/LBN7DBGNTD142czDx0Op3BLyMxNpnEWH198TcrPiOyYxiPPj0WN29XSotLqaioZOPvmw3ncPdxQ2oiI+Z844QEgOz0XJZ9uxKhUMiC5R/Rb9JA0mPTyLiWTmDbIJx9XclIzDIQQr7hvtTVqfnlI/2k4MrpqxzafJivNn6Bo1vzJnSuAe5YOlojEouQ3iCbVdYoqCqvou3ADrgGexIXFYd3uwBcgjx4YfXb2Hvoz1enUHJlfxRFGfn0mjwAcb0/kVAqxsLBmqryShTVCnRqLef+bKx00mq0aIUC3CJ9sfVyYuO7v3Ez4k5cpf2gjjhH+BL1+x6KEnMwc7Ciz2uPUlNZQ01lDSKJGJFETLd5Yzi/6Rh5cRmM+3IWdc0of5RVtXh3DcV/UDuiftxOXlQi3n1b0erJQZg729BnyfNc+noz2jo1kc+NwKV7WJNz/NcR0S6Mlbt+ISU+FYlUQkCoHy7uzly7msBX735v2O/gziMc3HmE+R/OZfPq7STGJTPrlSfx+MaNSnkVa3/eQGVFFcu+XcXoqSM5svso1RXVdO3fVAYefS4G/zA/zK3Mqamp5es3vjOU3f352xamvD6NK8cuUZRdRLcR3clIyeLgJv3fzPGdx3lz0Rt39dkcvJyQWZkiM5EhvmGwr6hR0u2xPiRfTabVoPZYWlmw/YdNSMykDJo9is5je2Fh27wpblWpnHUfLaP3lEFY2lliYmWOWq1m36ItTfYtziw0EELXcfbPo/R9fBBXt5xg4OsTcW/th7FMwvTN75FyKpas6FSGLniSQ5+tp6ZEjqWLLZ4dg7m0/gitJ/bF1LHphEOn1SEUGSEykWDp6UjbWUPxuaGU4kbI7Czps2gO0T/vIudYDC5dQgifPRTTZqKY/y107tWBlbt/IT0lEwtLcwLD/LF31E8AvPw8SIhJ5OeFeuXOsX161ZVILGLB4veprVHgE+jN4y9MQmxszM51u5nz9ixMLU1Jiklm8ad6BaaJmQn2znZ6z5abcPVsNOV+7lw8coEB4wdwbMdxJr3yOGf3nEYoFNBhYCf2bthP/KV4Tu6RMuGZ8az6ciVnD5xl8+9bCWkbwpgZj+DTTNnEdShqFNi42uEe1NS7RFGtoNOo7hTmFpKblkuvKQOpKaukrpkVYnlRGVsXrqX7Y/2IHNEFgUBASV4xyto6SvKKkZpIOb3+cJPjSrKLKL+B2LmOxLNx9Ht5PDWF5Xh2DCblhpVsI2MR1r7OJJ+Ow9rbkbK0AlpP6oNDmBdXNxxrci6Vsg5djZLS1FycWvvS6aWxON4ihl5oJCTkyYGILWQk/nEEc08H2rw0BpvQO3u7/NuQSI2ZNGM87Tq3Jj+3ACcXR7RaLTPHzW2y79PzngAgtHUwuRm5dO3XmSfnTyM/p5Dzxy/y3Luz2bdxP2sW69UYljaW6LRakqKTm5wrIToRI5ERCoWCA1sPcXLvKXoN70lMVCzxF+PpMrAzY58bT9T+c5hbm9O+fwe2LdtOUnQS42aPwzu4+d8C9AszNdU1mFqYIjWV4d8uCP92eqJRo9bgFuJJtVJBcW4RA54eQUFKDuWFZcz+5VU8Qr3u+J0Vp+dxcOVuBrw0DolUgrWLHXt+2ETm1QY1qk6rQ6PVGQih66jIK8Ex3AsbDwcqiypoP6kvLuHe1ClVuHUKwtHfleitp/DuFkbmuXg0qqbKHWVVLRI7C2LWHEGr1dLu+ZHk5RRxesx7DH9/Gj6dQ+6YAGgT6sngNa9x8as/qcwoJGBiL/zH9bhj4tW/ASdXRz7/5SMSY5KoqqzGO8ATY2Njnp/S1GPq6XnTyM8pYNb8J9m7+QBdX+rI9JenogNkZib0HtGLjORMXnqs4Vg7Rxu2rdja5FyFeUWIxEZotFpSEtNY+fUqxBIxj78wme/f+IHeI3vxyOyxXDwUhbWTLW16tmHjz38iNBJiLDUmIDIQU/Omdgqg74dV8ipMzU2RmZkQ2LGxh55KqWLA0yOIvxCHb6dgek7sz/bvNhLQOQSvVnf2fiwvKGPr1xvoObEfXaYMwMzGgvTLyU2e9fLiCszsLAyE0HWcWLGXJ3+ax5b5P6PVaOn29FAKUnMJn9gbocgIMycbQod3IuN0HEZiUSOl4XUoK2uoLatEU6fCvXsobv1as+uLtfSbNxbXsFv//V6HUGRE6IzBGFuakrj2KBZejrR5eQw2wXenbG1BC1rQgr+Du1UKzQReQE8A3eiqLAd+bO6AhwGu7s64ujesuGu1WkpLyjE1k2FiasKcN2dx+VzT6jgjIyOcXR3xD2nwBgqKCKS2WoGdoy2JMUn4hfjSbUAXjKXG+AT5kBrfeBX3eiqYV6An5aVyflnwG+Edwhgx6xEqyuXUViuQ3UDktOvVjrU3yIABCnMKSU/IaJYUqiip4NTuU2xZuhkzKzPGzByLq68rLl4u2Djb0nFYF8ydbVj3zRrDMef2n+XjTQ0mlMZSCaE9I9mzKI09ixsGEE9+O5eY41dY+d6vFGbmM+Xd6Vg6WlOW29hzwMRCPziQWZoiszJvco0isYgLfxxCJBHT942JVBdVYOFqi12AG0nHo4naeJQe80ajqlGy75uNKOQ1eHcKIjsxk9BRXbi8pmHyJJKI8ekRjlv9yvaAhTOpq6xFYmliiDT3HtoBl+6hoNMhucG8+GGDX5APfkH6CWx5WQXyikokUkmTkgjQK+CMxWJ+XLeQiHZ6EiwrLRuhUEBCdBLh7UJJvJpISV4Jjz37aLOy9cDIQNp2a4VSUUd+Vj46nY7uQ7rhGeiJTqcjPjqRcc9PIP5iPHvX7yf1WkNfV9QqyUrNJrwqvFnvrevIy8hj35q9HN12FL9wP8bPmYBfuB8leSXsXrGD0zv1ZELs6Whc/dwYMnMEHYZ3xcbZ7rYJcmZW5jh4O2Nmb8mJnSdJvZJMtzG9sPN0JCumsW+DqJlVZ5GxmNZje9D1qSGY3ZAWYmxhQlFWIRc2HaekXSB933iMssxCzB2tubY3ijE/v8jaVxYTOagDZk7WVOU3+C55dAwi7thVbLqH0vWJgZg73d7bxjrQja4LplNXUYOxhQlGtzDs/rcgEokIiQwiJFI/CU1PzaTsWhKWVlY4OtsjkTZN9zExlVGYW8i3qz9Hq9FSWlSGm5crb339Gt6BXtjY2ZBwJRGZiRS/UF+eeXsWji6ORHSMIO5i4wRGF09npFIJ454dT7W8muioGLLSspn/5Usc3XaUZQtXGkxZFTUK6pR1GImMyEvPo6ywjP0b9nP5xGW+3vwVDq6NDdUVNQouHr3I2u/WoFFpGDdnPH4RfpQVlGFhY4GrjytarYZ96/ZSVJ9UFns6mq7Du+Nxk9cbgLmtJcYmUo6u2mdo6z55ABcORnFw1V68wnzw9fcg4abjrJxtqSlr6p9iam1OlycGUpZVRFVpJf3fnULasWhk1mYEDenA5veXUVlUwbBXJxKz8RhSByuqK6oIGdmF8783rEYLxUa4hHvjEORO26cHYyQWYXwLFep1mLnY0nruIwRN7otIZozYpKnS7b8KMwsz2nZpTWZ6NooaBUX5TQk3kViEq6czT82bisxERmCYP9WVNeRm5RPeLpSpz0/C2d2JkY+PoE5Zx+4N+3Byc8DO2Q7PAA8unGgcQBEQ5o9/qD/2znbsXL2LAeP607prK754QR94cWrvaS6fvEKrrpF06tuR71/7Hq1Wi9REyh8/rGXay4/j6t207D01NpU/F2/k2oVrdBrYmaFThuLq07BfQWY+qz5fSVW5XikZffIqQ6YNo03PtnhF3F7BeR1Wznb4tgsiP7eI438eodf4vsib8eIRScQIjYSGMkrD921jwcwtH6BWqjC1s+Tw4m2kX04kLy4Tr3aB+Eb6IQCcI3ywcrVtkmQaNrorQjMp3T98nKLkHHYtWEtl/fsvm/YZz27/GOeg20+cBQIBTh2D6L/sJdS1dchukf70X4Gjsz1SmYTCgmIE6BW+IrHIYIJ+HfZO9rzwzjOUl8p56cO5HNt1HK8ATzr2ao+Hr171bWZpyts/vMHPny5FUavE1sEGn2AfCnIapyu6+7jT4eN2GEuNObz1CGEdwhj06EB2rdArsw9vPYKZpRmRnSMJbhvEukXrKSvSP9uunL5KbXUtXQY2Ne7OSs5i22/bOH84ilZdWzFyxii8Ar0M23U6HbHnYtnw3VpDm7m1OWPmTcAr3K9Zb6SbYWFvhaWDFXY+Lhz88zAO7o5Uphc08Y00tbHASNT0GWpkLMIpyIM5uxeg0Wgozsjn5B8HKK9PgzS1tWDcJ08y6pvZ5Ean4RTm3UQl3HZyP+xb+RI5dxSXt53i/Acr9SmmcRk8s/kDLO7wrAcwd7OjzYujCZ7a76G7r7agBS14uHFXswudTvct8K1AIHhOp9N9f8cDHkJkpmezZtlGdm7aR0CIL8++/DQFuYWcOnKGyA4RXLmBHJr09AS8/BqviJqYmeDg5kBlVTXDWwXgE+CFnaMdW1ZuZ+qLk/n8pa+ortSXNPQZ0Yv4KwlIZVKGTxqGRqXG3MqcTgM6sfDt76mtN6T8YNHbCAQCw0OtucmvWtV8Tf3pvaf48Y2GCPFPZ33C1NemIRDAkClDGT5nLO+Mf73RMTXyajLi0nH3bxhcdR7Ti5jDl8i+pje6C+3ZCht3ez4a9xZajZaI3q0pL6lg9PtPsPm9ZZTWr2Z7tfbH7YZI5rYjunBq9X7DKqBAKKD74wOxsLHAwsWG9JhU9m7YT428hgEzhuPu74G8sIwjv+1mwAtjDDJdn67h7PpqHZ3G96b9U4NJPXwZC2dbIif2RidtmNRfVxjlJmSSU29+6hbmjXNgQ2ncw4zysgr27TjM0h+WI5FImDl3Gk++8Di/LFxm2KdTrw5Etg+j58CuWNs2KFbcvd1w93YjKy2HhNgkWnVvzSNPjMIn0JvstGxadY7k8mm94sDe2Z623dvg4GLPr9+s4LEnxzH26THEXIrjwI4jAPiG+DCorg61SmPo4zeiqqKK3PRc/ML8mmwD/cT7t49/5fQefZlVYXYhV09d5cPVHxF3NtZACF1HTnI2fq8FYety5zQOMxsLJn86i8tHLug9DRRKjq47yPSPZhJ76BJ19bX65naWeIT7YG5vSeUNKSJDX56Aww3pKTqdjqTz8ez6YRPF2QW0GtMNVWkV+xdtJWJwB0ztLen23CiOr9hLeV4JJ1bvZ9iLE/TJeHEZ+PSKRGQu49APWwBo9UhXamsUZEWnoVLW4RbihWuoV5O/dSOxCJndf3sSk5uTz/rlm9iyfheOzvaMGDuEoDB/AsL88fLzID25wXDzmVdnMHz8YGQmeuLhZnN/kURE1yFdad+3PX5BvvgF+1BdVUNEx3BO7j1pKMf1C/HF0tYSzwBP9qzbi6OrA/bOdox5egynDp3h6tnoRik9N8Ir2Js2PVpzYtdJivKKyErJbkIKxUXF8cnMjw2vv3z+C6a+No0/vlqNTqfjqXdm4OzhaCCEruP0zpOMeX58k/e093Ri5s8vk3A6lsKUXLLj0pFYmLDtR32iXcK5ONr1a4/UXGZYyTaxNMW/Uwge4T6c33zcMOEWGgnpNKE3YhMpDoHu2Ot0YCwiv6yc9KvJyA+eI2JEF44u2sbur9Yx5tOnKEjKZc83GwnqHkHHmUNJOXQZUzsL2kzuR02dmpykbIpS87Bxt8c93Aczmzv3uf/65Lo55OXks2HlVjat3Y6Dkx2TnhxP78E9OLy7QUE1bc4kBo0eQGVFJcq6OizMzTA1N6XPsJ6GfZLjU0lNSKNV99YMf3w49o52ZCZnUlEqxyvAk/T6SHrvQC/sXe2pqJRz5ngUM956itWL1mF/0z2spqqGU3tP4xviayD4Ow/szMGth0m4koiThxNGRg0T5MKcQt6d+o7B7H/br1tJi03lraVvY2qh90hJuZpsIISu49D6AwyaOvSW349KqaIwuwCBQICDuyNuQR44B3mwdoHey+vwugOMfW48Oz5bYxifeLXyw9HXmR5PDObI0obybtdQL5wC3TG1sSA/NZe9n6/m8v4o3IO9GDCiCwcXbqSmvIoRb07C1NoCKy8HhDIJV9cfoaakEr9+rSnMLabm4EXOrD9Cz+mDMZI0fAcalYbilNw7kkLXITaRPhQT7eT4VM6cOM+lqCtEnbpIaEQQH//0Lu89/wm19d4+rTpE0H1AV4RCAVqtFhMzEzr2bNfoPJUVlSTEJqPWaXj1m1dw83BBrVYzaPwAEqOTKCnQL+a179kWiamEi1FXyErLZtjYwRzbc4KD2w43Clmpqqji5J6T2DhYG/poeKdw1Co121fsoEPfDohuIF3kpXK+eO5zUmP1i0X71+8n5mwMCzZ+hq2j3psyKzGTrfVpkYbrLqvEwsEKc+umC4pQH2iQVUCdog57V3scPJ2Y+tUcvn/mC6rKq8iKT2fSq4+Tl7DacM908nfDM9IPdDqsnG0bmacPmTceaxc7MmJS2fvzNtKvJhPSPZwwc1NO/LyT6hI5MQcv0Xf2CEycrVn/+lJ6vzmRxN1RKOU1+A9qh1Ym5svRb9N1Yl/q6uoMfxsVeaWUZBbeFSl0HQ/jfbUFLWjBw417XXJeIhAIngd61L8+AizR6XR37/b3H0BqcgbHDp7kWlwSvfp2pU2HSL7++Ed2b9WXahXmF3Hp7FWmzZrIhlVbmfjEWLr360xRfjG+gd5UVlaRkpgGAgF29jbYOdhy/tQl5kx8ybCK07pjJF8s/Yi0pAxOHMhl2JRhiMRG2DnaIRIZoaxVEto+lDqVClNzE57/ZA5Hd5/gsWfGo6pTYSyRsGX1dp79ZA4rPl9O1KEo+o3py951DSvMjm6OKJV1aLXaRtLpKnkVW5Y2lgbrdDoKsws5ufMEIe1CcXBzaF5hcVOTk68rc1e+RUF6HlqgKK+Y9IQMhsx+BKmplKiD5/hj4WqkpjIee2kSDg62GEvEeIT5Yu3cYEbt2cqP59e/x9V9UWhVGiIGdcCzlX4FKPHcNb6d9gkiYzFdxvWiICMfMxsLnl77Nkd/2t4oblel1JdknFl/GDM7S3zbB1FeXEHmtQxObjjM9J9ewlhmDOjrxH989AOU9QarUnMZz655B7e7kPH+V1BXV8fl89Hs3XkYmUxK/yG9iGgdyrGDp3jnpYbJ6suz3+aDr95g5vwnKcwtxMvPg6CIQH744hci24YREhFEZLswxGI9cRZ7+Rqzxs2lukpPtnn4uPPtis8wNjYmpH0o/R7pi0AgQGoqI/ZiLNeuJpKTkcvC977n0SfHcvVcDKOmDsfKzhqtRktuVgERXSJQq9X8/vkyw3XJTGWYWZpRelPaz40ozC40EELXUVVRRcKlhGZJJtD7vDQHtUpNelwa2SnZmFuZ4+TpxN4/dnNw3X4EAgHdR/bELdCTDQvX8NTXz1CaVYyZtRk+bQNx8Hbm2dVvE3f4EkVpeYT3b4dP+8ZeHpmxaSyc9D7qOjUiiZia6hq8Owbi2yUUI6EQ97b+FKblk5+gT+fT1KnZumA1riFehD3SGRNbS04t1qccGptKUavU/DzlYwMRZWQs4pnVb+FzQ7rafxnxsYkc2HOM/Jx8ItqEce7UBfJzC8jPLSDuajzz3ngGRyd7Pvv5Q6IvxJKekom9oy0lJWWcPHIWLx93fAN9Gt2L0pMzePaxl8jL1nvumFmYsWTDt5hbmnE5KppWPVozfuY4RGIRIrGIxLhkkrYewtHTiVN7TjF3wfOkJ2di42jDqOkj+fnDhhAAmakMqVTKqKdGsXfTfoJbBWFuZUZleRXiZhRYR7Y0LeW6ePQiAa0DiDsXx5J3FvP64teb7AM0KWdRq9ScP3COk9uP4xnsjXWAC21GdeP05salXJt/2MD0j2ZSXVqJzMwE79b+OPm5otVo9ffQvedAICBiYHv9BKceJTlFLJn7NWG9WuMR4YtAIKAor4TwoZ0wt7PEJcybqtJKqkrknN9yAlNrc/w6hVBVVklGfAZn1h0mclAHTq7UP2O6PzGIofMfM5grP8xIiEvi4N5j5Gbl029wT7LSc1i0UF+Kre+rH/Dpd+/SrV9nstNziWgbipe/J9GXYsnPKeCnhb9iYmrCS2/PoV3n1giFQq6ej2HW+Lko6ollv2AfvlnxOcf3n6Igt4BJz09EpVSh0+koLS7lxIHThLQK5uLpy1iYm5Ean8aQCYOI6BTO1TMNRvjhHcPISclGIBDQaUAnqmtr6DG0O9lpOUQdu0Cn3h0M+2YnZzdJf4w+E01+Zj6+YXoVUE1VU+NaAGOpcbPtxbnF/PnDekpyiwlsF4zIWIRHoGejJDRFVS2HNh7k0c9nItSBiZUpHmE+WDvb0W/mcDxb+RF/7Aru4T4E9YjA0sGamooq1r7/O46+zrQb1gV0cP7gOTpPHYCFnRWukX6Y2pijUqqI2nYCtRBM/Z05uvYgNeVVRAzuiLm9JQcWb6Pv9CEcW7TNcD1Si1urUB8W5OcVcvr4OU6fOE+rNmFYWVqw/c/dXLmg9xUq3H+Cyxdj+HbFAs4ePY+3vyehrYLIy8knJyuPNb9tQKvV8uJbz9KmYysEAgE1NbX89t1Kli9qSLSa/+FcHJ0dWPnjGua8N5vqyhrEEjGJcclkp+dw/vhFnD2cKS0u48TeU4x/egxuHi4kXE40nENsLMbVy0UfpBLuR7u+7VEq65CZy4i9EEdkxwjDvrnpuQZC6DryMvLISc0xkEJFeU2VekCjMvIbUVtVw9FNh0m4EI+LjytCIyP8WwegVWkMyZPqOjW7lu1kwLyxWFpbYG5jgXuYN7bueuJ/9so3iDt8iYKUXML6tsG3fRCFGfl898QnhPdpQ7vherKtqrwKv66hmNtZ0Xv2CGy9nZGXypEXlrH501X4dQpFaufAwWW76Dp1EAAn/zjIsBfHk3VRX0YqEAqQmt9eedmCFrSgBf827pUUWgSI6/8LMAX4CXjqTgcKBIJBwLeAEbBUp9MtuGl7L2ArcL2mY5NOp/vgHq/vjsjJzmfGxLmkp+pXrTeu3sqcl2YQH9M4ere6ugYdYG5hhqevB8cOnqKkqAQbBxs8vN14ZvJLFOQV4urhwkffvMVPny1tJOu9dPYKMRdj8Q70JCk2meU/rG50/mETBnPh5CUmP/soKo0aEWIEIiE/f6H33hAKhcx8ZToySxOe/nAWZUVlCEVGzAqaSdSR87h6uRDZJZKo4xcIahWIi2eDmkEkEmHRzOqKRCZBVaeiKLcIS3tLRsx6hD8+W2nYbmZphoOH4/+x95bRbXVbsvYjyczMzEnMjh1mZmZmZmZmZmZmZmaOk9hxzMzMJNv6fsiRo9c53ef0gXtvf6kxMka0tdlLC2rOWUVJSQnKylULAS0DHTLTsljSbyG5mVIBSE1dLYbOH8aPD1KNj+KCIo4sP8i4dZNo1LoJSsryE06hUIiNlyM2XtVrw7+/+AICAd3m9Ofe4Zukx6fRpG9LTB3MKVQVUiSU0GPrOJK+x2DsbIlIUUS5uJz89By+3nmHga0pOSmZJHyPIe5HFEbWJmjqa/Ph0nMZIQRSQeFP117+P0UKfXjjz5Ce42URp0N7TnLm2gFOHjxXbd/3rz7hVNMBRXVljh44y/DxAyjIK2Dd4q0oqygzZtow+g3tiZq6Ksf3nJERQgCxkXEEfAqihrsTn9984fA7+bLJXsO7IxKJMLc25funIPqM7cXLh2+IDpNGwjW1NVh7aAVaRtrM2Did1/dfo6GtiV0tOzQ01Tm18wwW9paYWVUXSFZQVKgmVg1QUlTM9/ff8Wnpy6eHVbbv1jVsUNPRoLSktFo783/6ibWjVssimK713DC2MJJFCp9eekzPSb0pLRET+SOaC1vPoqalzsqr0rJJUycLTJ3+tqhj/I8YykrLEAiFdJvdn7iQWDKSMokOCMfMwRIDJwsUVZVxbeNLxLuqMqeEoGhcmnkS+PATOmb6ZCek02HhQOKDouUyk8pLy3i09xpW7va/LWf7vwlhIZH07zKanGxpn3Dm+GWmzR1H6I8I8vMKEIvLUFRSZOa4RaQmp9FncDdKxaUUFBbx+uk7dq7fj6qaCtMWTqRrnw6oV5YXvnr0VkYIAdRt4kvglyDsnewQiYRcOHxF7j4sbc1x9a7Fh+efaNKpCVHhsWxfJh2i6jSuzcRVE3j/6APGlsbUbupDSlIqavoaJN58SnpyOl4NvclIycDoN2W4OgbVNaHUNdVI/aXsQl1LHWNrU1JiqgRKW/ZvAwIBmamZ6BlJo8NxoTHcPHgNI2tTTm2o6nd7TuyNuaMlCWFSIrEwt5CY0Fiu7b+CurYGKypLeoUiIbY+Ttj+DfHnpPB4WgzvIOtDFRQVGL5uHDnp2UR9DSfkUwgWHnaYOluSFBJHQVYeX++8QyAU4NTYg9y0bFR/ceB5ceQuHu3rYv//CEH5txBe2U6zs6S/szPHLzFt7ji0tDVljoxlZeVERcTi5lmT1p1b8OXDN6aOmEtoUDjaOlqMmzGCqIgYzhy+gLaOFtZ2luzdeFhGCAHERMSREJ1AaWkpdy4+4M7FKvtud19XNLTU0dLVwtbJhm/vA+k8qCP3rz/Gy88NBzcHooKj8WrohV1NW5LjU2jQsSH3Lz3k7N4LjJojJfu3L9yBy/Ud6OjrAL8ndoQiebvy8ooKtPS0ZGM3QNshHUhPzSQ7KwcbJxs5ofUPD94RFxqDoaUxJ9dXCZ73mNALUwdzkiodHxPD4on4HolXq9q4NagSAtY01MG7Yz28O8rr06XFpVKrqSfXdl4kLyMXRWUl2o/pgn2dmljVsAEFIf4PPvDu5it0HM3Q1dPiyc6rMp03E2dLvj38KM02/oVwtanjgobR/31i0f8ICguL2LRqJ5fPSgMGl05fx7euFxZWZjJSCCArI5vi4hJGTRvK108BbF2zl0e3n6KgIKLHwK4YmRhw4sA5tHW0cXCxIzosRo4Q0tHXIScrF3V1NX58CWbemKWy75RVlek9vDseddwJ+BhIalIaw2YM5sTuM5hZmzFs/jB+fPiBjr429drUIz01k0kbplCQV8DelfuoVbsW3YZ0YcPMTaw/uRYza+lYr/Q3xrFfx27/F/40692Su8eqMsy09LXRNtQh6FMQ5rbmaP9S2h4ZEMHX518Ql5Vx+hdx9tErxqJrok9WsjQDKC0uhYtbzzFp70w8W1aRqQAmDuaYOMiXY4Z9Cqb16M48OnWflOgkBEIhjXs3p9WcfugY61JaXMqjE3f58SYQ36GtKcsp4u1J6e9cy0iXol+cw8p+yVCt3bcZiv8LyPU/+IM/+N+Nv0thTyAQ/Jwx+EokkiESieRx5b9hgO9/dWzl8SKk2kPtgJpAP4FAUPM3u76QSCSelf/+5YQQSCOGPwmhn9i/8xhtOlc3UBOJhPQf0Yvt6/by8skbGrdsgJ6hHoumrSIlSbooSIhNZMboBbj7Su1Vza3MGDy+H8MmDSQrIxttXS2atG/0l/OKsHW2ITM9E2sHK5RUlPnyORBLB0tGzhyKQqWI3el951HTVGPXugM8f/SaUrGYE/vP0mdCb/RM9Hn16A3OXs4EfAoiKjRadn4VNRX6TekvF33XM9bD2MIIcakYDR0NJnecyreP3+k1rR9eTb1pN6wjnSf0ZE6/+Wyavpn4yHi5e355/YXcpDIvK5fv7wMxspRfSKXEJZMam8I/AlVNNdyaefH2xkvS49Nw9qtJQU4+Z1ce48PtN5xZdYxr+6+SUVjA2Y2n6LZiOBqVTiuG9mY0GNSKT9df49jQlaOz93Bg6nZy07Ox8LSn79YJDNg5Gd9eTbDxcULxN/omv6K0qITEkDhSIhP/ps35fwpicRkHd52Qq4kvLSnl8f3nOLpU14LQ1dclNjKOo3tOoayiRHBgKC8eSzNwSopL2L5mL98+B1JUVER4cCRKykq079Ga4VMG02NQFyokFYzoPpHugzvLnVekIMK3sTe9RnTHwsESz4YeeNR1JzYiTrZPXk4+5w9e5svHAHIL87F1tyc3L4+rx66hqKqERwNPvrz9RlhQBH+FsZUx/Sb3A0BbXxtDM0NcvF3Q1NXi2+tv6Bjr0WVcD9wbetJ9Yi+8Wvkxsf1ktszeRnJsFXmQlZbFvoV75XSVAt8EYGQp7/4R9jWMTuO68vmx1EmkMLeA2MryyP8OPyOXNRu7E/ohGDVNda5sOYv/w4/c2nuFTcNWkp2RTXJSOp6d6yMUCRGKhPh0b0RWcibODVxx61yfdksHYeZpR2pkEqY1rGg1rSe9N46l94YxODfzkpUH/FcozC0g/kcMaTHJ1XQT/hP4+ilQRgj9xOVzN2netqq8Jjcnjy8fA0iMT2bL6j3oGeoR/D2Uz++l5YlFhcWsnr+Rz+++ANLFeWRYNAB+jWozd810fBv6IBKKWL9oKy7uzqioymeJjZgxFBtna1zruKJnooe+sR5OlaWK755/ZP2ibdRpUwdnHxfWLdzKlw+B5GTlMGbBKFr3bo1vS19a9Gohy0L8FY06NZLTRFJSUcKvVR2SY6raXUF+IfW7NqbjyC54NPFixPIxKGurMaLpKCZ1mMLHpx+pqKggOToZt0aePLn4SO4aV/Zewqd9XdlnA0tDysrLKSstIyctm7iQv69tqmlr8Oa6tA8FqN+tCXf2X+fc6hO8v/WGg7N28uDkPXqsHolppXCpuq4m7ef2R0FLhVqtfEj7i6196NvvxH6XxmkykzIIff+D8E8hJIXHU1JYIrfwKS4oIiE4lpSopN+KsP6fQsDXIBkh9BPnTl6lZfumcttEIiH6hnp8/xbM5pW7CA2SRvlzsnNZt3grdg42REXG8SMwlJzsXKLDfxLimvQc0pVVuxZz5fQNDM0Mq2mg9BnVE/c6bkRHxtC8c1MGTumPi5cLtk7WnN5/gSvnb5Oem8PbVx8J8A9CTUudtNQMvBt7M3j6IGxdbLhx6hZJscmkJ1eVvFg5WuHT1Ef2WUFRgcGzB2NqU0W+SyQS2o/sQvO+rfBo7MnwZaPRszBkZo9ZTO44lf0rDpBemalRXlbOi6tPcW/oxdNL8lly1/Zfwa9jA9lnbUMd1HU1uH3o5t/V/wiEAm4fuE5ehrTPEJeUcn3HRQpzClg7eDnPzz9i66i1vLn2gjsHr3Nt/1UajuyASFFEgyFtECkrUC4uR9tYF9MaVjSZ2JUW03uiaWFAeWVAriA7n5B33wl5952MxDTExaUyN66fqKioIDUqiYTgWIoL/vt+9j+B6MhYGSH0Ex/e+leTKQBQVVXm+7cfPLrzjIe3niCRSBCLyzh75CJCoZDkxFTCgiMoLiqW65/rNvFl0cbZFBYUkZWVg95fCO/x80ehra+NRCChTY9WeDf0RKSsQMuuzQn7Hs7O1fuJSUjEsqY1x/eepVxSTnp6Jura6vSf3J9WPVrx+fUXkmKTSP6F1DezNafdgHZy12o/uAOWjlWl/NZO1qSnZdJzal88GnvRbmhHJm2Zxta5O5jWdQYzeswk6FNVkCUuNBZbV3s+VY7hP3Fy/XE6T+4pt635gNbcPnKT3Az5PuB3UNPW4Oszf1Kipf2gpKKCZ2cfkhSVwOVt5zkwYwfHFx3gw+03XNt1ibi4JJyauKNnZUzHhQMprMxsVlBWxKyWDU0mdqXlzF6kxqdSVCmBkB6fSsjb70R8DiUlOomSkhLKyuR1ogpyfo7t/9hc+g/+4A/+4J/B35sp9B7wBsoFAoG9RCKJABAIBHbA37Ny9gPCJRJJZOVxZ4EuQHUrmX8zysur3255WTmunjXktnn4uGJqbkJ8bCL5eQW06tCU71+DMTI2oCBfvqQlMz0LMyszGrWsj5mNKacOX0BcKqb7gM5oa2ri7uvKgs2zeXH/Narqqnj6uXF852kWbJ7Nj4BQtiyr0v4xtTCh7+ienNx1lpysXMK+RxAfnUB8dAIBn77Td2RPPr72Jyslk+jIWK6dldq8Kqsos+3MBjz83ABwrevK+kvr+fzcH2MrYzIysvD/GMDAeUMoKCigeffmXDt8jY/PPrNw3wJ2L95DSpx0AHp2/Tnqmuo0bN8QM1szTC1NiA2uvjBJS0hD11iP1LiqgUtZRRkFRQXys/NRUlWqlsnxV5QWl2Lr4UBpUSmXtkhFBmvUq8W17Rfl9osNisa7tR8pMcmcXHuc4avHoiCBoGdfubb2NPZ1alCjhTcCdSWenbxPUkQCD0/cJfxTCEKRkKb9W+HduynPzz5E38kcZ78aaOpry03e02JTuLr2FJ9vv0XHRJceC4egqKyIpoEOpo4WqP43wqv/akgqKn5LDhQVFdN3SHeuX7iNuHIyrKGpjrefBzPGLACgfhM/mebPr/jyMYBnj17TskMTtHS1OHv0Mlcv3Mbe2RYPPzcGj++P/6cAFm6dw6v7b1BRV6VJ6/rcvfKIu1erIt+NWtZn1tqprJu9WbYtOiwaG2cbNi/Zyfz1MykpLKFZ56ac2H2G4G/S1HM1dVW2n91ILe8qTlgkEtFuUHts3R34/PIzxcUl1G1RBzUVFaycrLl98g5qmmpMXD+JnQt3k52eDcDjy4/RN9Jj0IyBxEclkJmUTmayvNg5UG3CZVvLjpiwOCK+VTkEqWurk5edh+ZvBNF/hbmLNdrGeljVtKVUXMbT0/flvs9JzSbCP5TbB65h5+FAg3GdUNfRoCAtm6LMAoycLXlx5Rnq2upIlBVxaeZFdl4+V3ZcoLysHDtPRzxa+PDw8C10TfWp1cgDQ8vqGSxJYfGcW3IIS1c7lNWUMba3wMHPBV3jv1+z4J/F7/TMSopLZGVYVjYW5P+l/C8/r4BXT95VOy74exiFhUUc33+Wzt3bMm72SN6++sjyOevRM9Bl9NShdOrTjrcv3rNgy2w+vvxMelI6LTo349PbL1w6UVUu6+HrRueBHbl5+jbB30IpLytHLC7j2rnLJMYmkRSXzIINs1g5Y72stMbZzQkbJ2v+qjjm6O7I+ssbCHjzDS19LcQVFbx//olm/VqhoqSEspISYUEROLk5UlhQiIGtCTdP3ia8slwiPTmdpSOWs/bMarT0tOTEc3+ivKwcIxsT+i8aSlFBEYX5hdw8UPU8Kuoq5GXnoaquKpfR8VeoaKgS+aUq41XPTJ/n5+UJqNeXn2Hn6YhT29o4tvCisKCIK3svk5+dz+TdMzk1cbtsXx1TfbLTsnh2+gG1O9Zn/+St5KRlo66tQfvxXRGXlJKbnkvNBu6YOphzaflRvj/7iqKyIh2n9aZh/5aoaamTnZIpyy4xdTRHx+g/10aBasK8ACUlJbJSWpAGc+wcbHCsYceNC3cJDgyV218ikVBUVEzI9zDmTVrGxn0r6dirLfeuPqTLgE6c2H+W00cu4tfQh2bGBsxZP4PPr/0pLiyhy4AO7Nl4iMDP0unOhWNX6Tm4K5/ffkUoFDBwQj9O7DxNUFYuWrpamFqZoqOnzd61B8nPlf5+HGs60G14VxKjE3nz5D1m1qaoaaihpafFxLWTCPoQRHFRMWVUEPw1hLsX7uPTyBszK1OcfVw4uOwARflFdJ/Qk9SEVA4uOiR7tmtHrmPjbE27/u2IDY/DppYd5WXV31mZuAwzRwu6TumFQCikVCzmyq5LeLeo0rApLiymvKxcpmf0K8rLK8hMlC8TkkgkpCWkYefuwJ198iXvBdn5KOtpUH90Bz49+kjt1n4YO1rQcGArzszaI8sgsnC1RVFNmcTweE4s3E/I2yCEIiENejbFo5kPXx5/otmA1th6OFCUW8CLM4+4ufkc4hIx7q196TClB7lpOSirq2DmaIH6fzMG/DvwtwJQBkb6cp8bt6iPg4s9928+5tPbL9X2Dw0Kp7CgkOmjF7D5wGosrMzQ0FRnwJjefPkUyKQhs9HV12HcjBFMXTlJKsofGU+7nq0J8A/i9IEqMxP32q6YW5ni/+4bo2YNY/eq/YQGhvHlrRlpKencunAPV6+a7FlTVZ47cvoQWnZvSXxUAgamBljZWaKipkL/6QPwauJNWkIquqb6fH0fwJVj16nb3A+HmvZYOlny4uYLxBXlWHs7oK6lwcoJa8jPkZaCxYXHs3zUCnbc3IaOvg5q2uoygetfUZhXiJahDt1n9EVcIkZRRYmA199IT0hDUOkyV1pSSklRyW/HenVdTcI+/VXmH5IiEtE10uX56Qdy278982fs1in8eBXAvtk76TimK7rm+jQZ1o7Ly46Rmywtm7fzc6GsooIvDz9yaMZOCnLy0TLUocP4bkgqJCSGx1G3S2Mca7uQEpnIidl7iP4SjrK6Cv1WjcKihjWZCWmo62ph5miByn94LvoHf/AH///A30sK/Uw5mQk8EQgEPwuEbYBhf8fx5kDcL5/jgTq/2a+eQCD4CiQCMyUSSTUvd4FAMBoYDWBl9Y/bNNo52KCrp0NWZjYAbp41mDhjFApKiizZNA8tTQ1UVJRxqeWEto4m/u+/MX3hBMwtzUhPy6CkpLSay5OikiKmFsY0at2ApTPXyLafP3aFCbNGsWP9fpq0aoijpxOKigpoGWjTe2Q3NLQ12bB4u9z9JcUno1sZwXFydZRFzUFqcW9qaUJ2WjZWjlZcPnVD9l1JcQm7V+9n84m1qGuqo6ikSI3aNTGzs2DJuBUyJ5T7Vx7RukdL9Ax0qde6LjlZuXx7801GCP3E+0cfKKsox8bRmobtGtCoa2M+PHovt0/9Dg04u/Gk7HOtem44+rgQ+CmI2ydu0bxbc3SNdDG3NcfC3kK2oCkpLEEgFFBRXsGtoze4uu8KY5aPwdrVjphAadP6beSxcltBdj7Xd12i2/S+WNeviWVdF5IjEtk2YSO1GrjTaWov3lx5Tnjl4F5RXsHjE/cYsmYM0YER7Ju0he6z+5OVnEmTfi2lqevAu0vP+Xz7LcrqKrQY1YmjM3chrrSVbjmyIx0m90TtN5Pdv+KfbaOyxwUGjujNh7f+ANRpWJveA7ogFovJyMzi9M2D+H8MQFlJCY/abkgqKlDXUCMvNx9XjxrEhMeSliI/CdfV18Wxhj0ikQJLZ6wmO1MaPYsMjebb5+841rSnsLCQL58DyS7Mo32b+pQjkSOEAF48fE2LDk0wMNYnKz0LZVUVfBp68+zeS9Q11BApiKjXog5f3wfICCGAwoIiDmw6ypqDy1H9JeMjOT6ZBSMXU1QoLfe7dOQq01ZOwsbTHr+2ddDU0STYP0RGCP3E81svqNPKjwVDFmNX0w6vpt58flJliSwUCuUWKIYWRji4O3Ll+Rea9WtFdkoWHs28uHbiBua25lg5WmFoZoi9qz0aWvIOdTkZOfz4/IOGg1thYKxPflZeNZcdkJJ5AJFfw4n8KiWephycS2lJKc8vP+X1VamGjKKyIuO3TOHpLxPNyC9h6FsYkhyeQO0O9Tiz/CgDl49E7xd9rtKiUq5tOINrcx/u7rkii7y7NvVi4Joxclpe/xX+mXZaWirG3skWVTVV6jXyxdLKjFKxGN963mRnZbPl4Gq0dbQZ1Wey7Bg1dVUaNKvL+5fSbAj5dyZBS1sTgUCArqEOL5++5d0LaRRYQUGB7MwcjEwNcXZz4uvHQCztLek6sBPxUfFc+aUfBPj6IYB6TXxp1LYBwd9CUVZRpqiomG8fpGUY3vU8uX/1kZzWSkhAKIGfg3D1qVXtWU1sTMkvLOTto3ec3Fnl1mjtYEWLzk05tuUEExaP5cDqQ/Qb30dGCP2EuFTMx2ef8G3qi7G1KRraGrLFDoChuSHiEjEVIiH5ufncOih9HoFAQL/5g3l57zWb52yly7AuWNhboKquioW9BVq6UiFSiURCYX4hWgY6cn0ov+lDJRIJ+uYGnFh0oNp3edl5tJnfj9KCYsrzi9Ew0uHi+tO0HdeVvRM3y9pZQU4+Vzefp+3ozugY6bJzzHoGrxpN8Gvp+xWXiLmy9hQWNW3QszBk75gNJIVJM0/NnC0Zs2cmJnZm1a7/O/wr+lKnGg5oaGnQsHEdPHxcESmKUFAQYWVtQS0PF8rEZdRwdcbZ1QFVVVUUFEUYGhtU6ztV1VSYOHs0O9fv5/r524yZNgyHWvbMn7ic3oO7oqquikgk4sf3UIK+BpOUkMyEWaMIDY6QEUI/ce3sLQaN7cvh7SfwbeCNroEuWelZ+DX2oSC/gOd3X8kIIYCwoHBadGqKTwMvZg9bSJN2DbGqLLc0NDOkfrv67F65j4uHqkorXWvXYuG2OWyYsxlTCxPaDe7Ahf2X0NWt7jD58NJjavrUZHzHiQydOgjKKlDXVqcgp+oejKyM0dTX5saTq0RWEuoCgYA2Q9pTXlZOwNsAzu46Sy2fWlg5WmFgZoBtDVvUNaX9r7aBDtqGOuT8xbWstLgETV3N3xIj+Vm5XK0UYdcx1qXLssFkJGXQelZvPp9/hq6lEbV7NKaksIiXl54R8lb6nivKK3hx7jHGNqYIgA39lzLrzDKKcwq4suak7N6d6tZk64AVFFTq0Hi19aPvspHoGP/95Wj/ijZqZGJA/cZ+pKWk06xNY6xtLclMz0RLW5OD57bz9WMgto42ePt5oKung1AoxNbBuhp5aW5pilcdd9Yt3saLR6/p1LMti7bO4+6VB5QUlzB+9ijKxGLSUzMoKyvn7u3HdOndnvKKCs4dviR3rm8fA6nf1I87lx/w9XMgTq4OhAaGY+diy+M7z2nXvRUHNx6VO+bU3nMs3jaPb+8DMTI3wspOSrPrGupSv219nt1+wYJRS2X7n9x5hvXHVzF7wDx6juhG8LdQ3j56x8DJ/eX6SJBmAqfEpxD+PYJPr7/gXNOhWtm5g4cjWrqafE5M4/3tNxRUnmPy9ulo6mgS9CmIczvOoaKmQoN2DVDTVMPK0UpmMKBnoo+DjzNBL+XL5xWUFP6my2lyVCLPLjwGICIggo6LByMuFVNveFtyYlIoySvCrX0d8rPz2DNhsywjNTctm5s7LlG/e2P0TAzYOGAZM08u5tGBG0R/qfp95aXnsKbzPNlxrUZ3psPE7qj+HXPRn/hXzUn/4A/+4H83/l5SyFAgEEyv/P8+pLpABYAK4AVUV+OUx+9607/OWD8D1hKJJF8gELQHrgLVBGgkEsl+YD9A7dq1/6GaiYT4JPbuOMyoSYMJCgjB29ed3Lx8zp+5yr1b0k5dIBCwbd8amVV9VlYOyUmp1PKswbH9ZygqKmLAqD6c2Fe1OJgwaxSH95xCX09+IiEUCgkJCmPouP4sn7NBlmHUoVtr2nRuQUlxSbWsI5AuFqevmoxQQURMRCyTFo9DV1+HhzefcOvyfbr27fBbYb7IkCgK8gtlkzCAmPCYata4Dy4/YvXh5cTqxpCWkPZbq3AzW1MSo5PQN9Ij/HsE7g09GTR3CBd2nAeJhO4TeqGurcHYdZPIy8xFTUud5MRUlk9YhZufK52GdGLHvB0UFxYjUhAxbvk4nD2d8X/pT0FOAYbmhhiaGfD8ylMKcvLZNmMrIxePIiMhjXD/MNyaeBLw7IvsfoysTcjNqEqFNnO05P6Ze3x8ICWq3Bp40LR/K56efkDHMV04vmB/tWeKD4nD2NaMxNA43l17gZGtGRsHr2DRlTVoaGvw8abU5cqnYz0eH7ktI4QAHh68iUcrX5zq/K7qUR7/TBv9iZTkNHZuOciPoFBmLJyAiooymtqazJi4SJb50qhpPTbuXIGJaZVj0uJ1s/n+NQQdPW3adGlBgH8QebmVE15fd4xNDZkxdiHDxw2UEUIA42aO4MHtJ5yo1CqytDGne59O5OXlU/qbshqQlgbN2zST5MRU4qLicazpgJ2LDbFRCZw/dgXPOu5oqlWfuET8iKQov1COFHrz6J2MEKp8hzy6/gRbJ2uObD2OkrIi4xeOrXYucxszfviHoKahRuD7QIZOHwSA/9PP6JsaMHrlWDR1Nek/axDq2hpSPSqBBD1nMx7ee46zhzMlZWU4eTjx6OIjLu6RZqjVa1uPccvGYWBqQHl5OSGfQ4gJiyE5Nhk1DTVU9DVR1VSnYa/mPD5xV3Y/alrq1dbialpqfH8bwPUD13DwcKT9mC7c3ncNRWWlqgX8Lwh9F4R7M2/KSsR8efCBul0a4dexyuY3LyObgpx8Ap/5yxbqAIFP/Yn0D8Pn7ySF/qftNC01nT3bj/D88Ws27l7Gnm1HyMvPw8nFgcmj58j2W7hiJt5+Hnx48xl1dTU27ltJdGQMA0b1YfnMtRRWZsHVa+JHZlYWOVm5dOzRlrAfkTy99xIALW1NBo/ty5bVe2TtcMTEQTy894xdmw6wcM2s35YqlZdXYGymx5JdC9A30OW7/w+6DuzI3UsPadm5Gcd3nKp2TOZvIs8Aj64/ISE6QW7BDRATHgsCgXTinpNfmZEkRk1DrZq4r4KSAkc3HWPhrvnoGetxfPURooKicKldg06jurB75T60dXXoOrgT4zdNJiM1E0snK87sPEvw52B6ju3JkytPCP0qXQS6+rkyYfUEEqMS+fH5B2oaamjradN5ck8Oz95NQXY+eZl5GNmYkhpdVRLm2sSTuLA4dI31yEqRF3/Pzcrl+NpjANRu6Ythpi7iklL0LQzl2hlIS38kFRWyPvLttRfY13Yh9E1VHCc1Konob+EyQgggMSQO/zvvaDeh22/f9V/xz/alAV+D2LZ5P6s2L+Dm1XskJiVzZF/V337WwkmMGj8E5V8yWp1dnZi3ajrB30P5+iGQdy8/0qZTC549fo1QKMSzthvaulosnrGaVu2bMX7WSI7tO0NqsrRsz8vPnX5DezJvwlLWL9nG5Dljqt2XuFQscxGLDItm/PxRPL75DJ8GXiTGJvH9Y/Uk6tycPM4euIi+sX61MfvHl2CuHJXPtAn8+J2okBhCvoYS8jUUa0drkmOTcHGvrknl4uXEvYsPEJeIObr1BH3H9Gbc2olc3H6e6B/Sdtqyf2vWTFuHex03xg3rQFJ4PL5t6mLlYk3o11AWDVrE4NmDuXfmHkmV+lpNuzRlxIIR6Jvoo2eqz6iNk9gxbgMlhcUIhEJaD+/Ax/vv0dTVoM2IjlzaWDWvUlZTQSCsyuQ1c7Rg3/w9JEUlIlIQ0X/OIGK+RlJQUIiZljVfH36s9lwpUUkY25pSXFBMxOcQJKVVGVDODVz5cv+9jBAC8L/7nrrdm+DZ2q/auf4W/tk2GhYSyeypSxgysh+vnr3F2NSA5QvXyTT/nFzsOXhyO9a2VXmMbl61UFVTwcHFjrDgSB7dfip1Faso59Cek3Tq2RZtHS0Wz1xDm07NKSkpQd9Ynx3r9gFSgn7F5gVkZWSxd/Nhdp/c9Nss+opKu/WQgDDmrp7G59dfKC8vx7ueJ8LfkCRFhcWUFpdy6ehVWnWVl2RIjE3k2NaTctsK8goI/BSEQAACkZC3j6RZpCJFhWrBVwVFBVTVVNk8Zyux4XEoDunMxI1TOLv5NElRiXg19abNoPasm72ZslIxncd3RV1ZGRtXe2xcrIkOjmZBvwV4NvJEUVmRtROksqa6RrosPbIURzdHVNRV6DK5FwkhsTLy0rd9PaK+R2Jqa4ZVDRtif0TL7smxtgtxwVVyFKb25jy59Jj3994CYOViTY8JvchMzUTbQKdaiXJeZi5KKsqUl5VRUV5B4IuvxHytKrH36VSfh4dvyR33YP91PFr64Oj3389Ff+JfMSf9gz/4g//9+HtJIRGggTy58zOM/vfk2saDXGa+BdJsIBkkEknuL/+/LRAIdgsEAgOJRPJ7W4L/Ae7dfsyZk1LbywFDenL7xgPqN64jI4Qqr82i2atxqemIiooyEeHRXL14i1PHLtClR3sUFRX58PYzE+eMpri4BB8/DyIjY3DzqomKUtXEsl4TP3zqeaKsosyhnScwNTemIL+ApIQUbl25T5NWDTAyNqRd99ZykW4lZSVECiLiYhL4+Nqfrx+lriQjpwwhOCCU1KQ0Prz8xLq9y6o9X/NOTavViZcUl1TbTyKRkJ9XgLq+Jtnp2RiYGuDk7kjoN2npgaq6KvXa1GP30r141HOjuLAYbX1tuo3rQaMuTQAJBmaGFBUUEfIllNiYeC4cvUrkD+kC19DUkH1L91FcucgvLytn14JdDJo5iOMbpMKVisqKDJ09lKa9WpAQkYCeiR7ZuXn0Xz4CSWk5uqb6WLva8eNNII7ezth5Ocmi22paatRuX5d1o1bLning1VecfZxRVFZEpCjCxtWOjEptjZ8wtTOjuLCYxNA4FJUVqSgrQyAQkBgeh2sDD2w9HUiJSETLUKfasQA5f1lE/Tvx8vlbjhyQLl4K8wvo2bcLu7cekiuFevH0DV8+BdCybRMUFBTIzMgmKSmFU8fPc+LoWfoM7M6MpZNJik9GJBJSXFyMvoEuvQd3Q0NLHaFQiJ6BLiOmDCY3K1dObD0jLQuEYG1viZKiIo417eX0gKzsLNHU1mT2+CV4+bljaGTA3PFLmDh3DKaWxpw5dIFvHwOZvnhitWdr1aW5TCj1J/Jyq5OjhflFeDbwRE1DjevHb2DjYoutiy1RwVKNEzUNNWo39yU7I5viImlbO7r5BK6+tRiydCSN2zdE11iP8vJyFJWVSAiPQ9/ckD3L9xH8RZpF9u7RO/Jz87BzsCE+omrx+ubuGxq1b0TTrk0JDwgn9Gsoh1YfkkWzvZt402VoF7zb1sHE1pQPt15jYm9O7fZ1SU/OxKddXT7ffYdEIqHrtD7cOSEt8wz/GoZL7Rpo6GhQmFeIzm/KvSxcrEmJSsLe2wmhSEhSZALZqVnoVIqpqmqq4eDnwsuzj6sdmxqVWG3bvxpvXn1k/+5jTJk5hqnj5lNYUMT0eRPYsna33H7rV2zjws2jJMYlUVJayuI5a0iMT6JZq4as2LaQkKBwFBQVMDU3Jj0lAx09bSIjovH0c8enricf3/jToXtrDu06KUdMXjx5jbnLpxLm4UJBfgG163vx8bW/7HsDY32KCotJSU5n+9q9uLg60b1/J/IKC1mycz5pianUbujN7fP35O7X1sma7MxsdPR0ZNvSktPZtXo/PQZ3pqy0ekmNtq4W/Sf1k4mgPrr6hB5junNy8ylZtmPzbs34+uYbmWlZKCgp4NnYCwd3R/Kyc/n80p+l41ZSUV5BcmwKm+ZGMHXNZG5evkfzzs2wq2VHYnQiYrFYRggBBL4P5PmN59w6cUum9ebs5YxrbVcGrx6DpLycigoJbs28CHoVQIR/KC51a1FUXEx0cDQ9Fw4mMTSOr/c/EB8SS62G7kQFR8vO//HhB/pM7Yd32zpYOFuhrKZCyS+krUAoREFJEbVKYWolFSXKCuTHGhNHC+7sks8+AAh9//3vJoX+GWRl5TBz8mLadWrJlDFzmTh9FDs2yWdIbVq9iwaN6+DqXgNFRUUkEgk5WbmsX7mdqIgYGjevz9Yjazl34grPHr5CQUGB0ZOG4O4tzShzdLHjzrWHMkIIwP/9N9p1bkmdRrVp06k5ugY66Ohpy5Hw9Zr68a1SQNipliNPH72mQ/92pKdkUFxWStN2jTi977zcvdo523Dx4CVWHVyGgbE88ZuSmEb5b7IWCwuLmLNlNrHhMSirKpOVno2WnhaGZoakJUrvWcdAh5Y9WrJr2V5Amul1YvspFBQVGDVvOJMbTOP8/ousm7mJivIKHl5+TGx4HN2Gd2PV9PW4+taibjM/HNwdCPsWJiOEAJ5ee0q9NvVo1FGqq6htqsfgdWNJiU7CzMaMByfuUFpcilfbuhRk5dJ5ck+C33zH0MoYr5a1eXdLqomnbaiDnbczSYmppMWnUiYu49Ta4/Sa1AdtI130TPWx83IiLS5V7vn1zQ0xsDFB00Cbgpx8zGyqMtSMbEz4cPN1tXeW/pux/9+FkpJStm/eR0lJKXdvPiQtOZ2kxBQ5E4jQ4AhePX+LialRlb6ZAM6euMyr5+9wqenI6p2LCfT/wf4dx5BIJHTp2R53L1fSUtIxNTPBwECfdUu2ys5ZWFDEjvX7GTiqD1o6migpK+HbwJsPr6oCiAZG+hRWai55+rlx6cwNuvbtQHyMdL7m5OaEsooSJb8Ez8ysTPn6PoB+Y3pj4ySfkZKckEZxcTF/RUlRCbM2zQSJBGUVZUqKS3h97zUdB3fg+tGqufHIBSPQNtQmp7K/u3rsOnfO3aNJx0YMWzoSFTUVpveaJet39606wORVE9myaAfO7k40ad8IiUSCs6ezbB4KkJWaxaGVh1h8aDFqGmpUCCT0Xz6C6KAoDEwNiA2KJuxzCM51a9FqZEciPoUQFxxDrQbuWLhYER0cTV3VRoS8DaJWIw+5zOjY4Bh+fAyiWffmiBRECIRCWSYxgJKqMhUVFZjXsKZB72YIBAL0rYxlJLymnhZZidWXQDmp2dW2/cEf/MEf/LP4u4SmgSSJRLJcIpEs+92/v+P4D4CjQCCwFQgESkBf4PqvOwgEAhNBZX6mQCDwq7y36gIh/0OUl5dz40pVRN/AUJ83Lz8gLq2ui5GTnUt4aBQvn71n+4a9ZGVmU1pSyoXTV1FWUSIxIZnNa3azb/tRCoqKyMzIRlVDFWNLE3wbeGNobICLuxObV+9GUUmRDj3aYO1gRb2mfkxfOAFtHS3EpWJiouOoXd+L/qN6YWVniV9DH1btWsyeTYc4sO0YjVpWZQecPXyRVp2ayT6/evKOMXNHyCKGDVvVY8DYPtU0JwxMDTD/ZSIEUKt2TQryC9ixci816tZCw0ALt6aeTF0/hf5T+tF1ZBeObzmJuY0ZBbmF2DhLxQ4FAgECBQGIhAgEAtJTMlg0eikFeYUyQgikUajcLPnIskQiofSXyYO4REzQxyB0TfQJ/RFOako6hUVFBAeGYWBngqKyAjY+Tgj11bh3+ylbFmyn58LB9JozgGZD2hFXadn7K1LiUnBr7ImFkxWtR3RE21BH9p1znZqUCyRk5ebgVKcmTfq1wszNFsfGbmSmZ5OTlUvz4R3Q1NciNSoJi5o21dqFgbVJtW3/Ljx5+FL2/waN65CelkFsdHy1/WJjErh++S6xMfG8fPqGNUu2kJ9XQGFBEUf2nSIuJp4Du46zdd1eEuJTyM7ORU1TDVMLE+asmMLgcf24fPYG378Fy87Zb1hP+g3vQVBACIUFhSQnpTJrxRQ69WmHhbUZrbu0YMj4/oT+CCcnK5fnD16jqa2BuoYah7YfJzc3n56DugDw4tFrxswZgaqaCgKBgGYdGtN9cJdqdt0edd2qbWvWqQnvnn8kKTmNCcvHs3TaavrP6M/A6QPoP6UfXUZ05tLBS3g18JRLNQ/88B0tfS1UtdRITkihqKAIe1d7GndtSnlFhYwQ+gk9Qz2+f6hWqUrIV+l+STFJfHz6kfKycpSUleg3tT8NOzbmw/OPLB+3in2bjtJ5Vl/0HE1ZNHwpm2dvISY5iTE7p9FtZj9ycvNxql0V1YsNjcXI2gRJhQQrVzs8WlQJxWrqa+HWxAuLmtbExyTQZWpvdC0NeXD2HtcOXCXqeyRq2hp4tKj926w1y9+02381Xj6TRkEFIFs0/E63pbRUTF5ePpa2FsycsIj42AQqKip4dO85505d4c3LD2xdu4fysnK8/NwJ/hFOcXEJXz4F0H1QZ7z83LFxsCY9VToMCAQCRkwcRNe+HfgeGIyHjysKyooMmzKIviN6YmFtRrN2jRk0th9aeprcuHgHoVBIaFA4719+JCM9k03LdqKtr4O+sT71mtdBIBCgqqbC6NnDSUpIIfIXwf6fz1VUUERIYBgtuzWX+05LV4vs7FwObD1GTm4exuZGpCel8+TGMwbNHMT4FeOYu3MOBYWF+L/6QrfhXWRZnBo6GogUFfj8+gs9RnXHrY6r7HrJcclEBUdzaP0RsrJzqdOyDtE/5O8LIOiD1JUHpOYCzl4uOHg6UFxaSkhwJOFh0ZzcfQ4tSwOaDmxDZHAUqtoaRIbHsHrCGk7sOoNdI1emHJqHgb0pL64+kzt/UVExwzdPwtrVjiFrxyKs1OQQCAS0GdUJcUkpQmUFNPW0aNyvFcmVukEgzcIwtjXDu528AxWAV+vfVY7/65GanMb3gGDKSsWIxWWUl1dUy4aoqKjgy6dAFsxaRVRkDIHffjCs7wQiw6ORSCQ8e/SK3VsPoaBQpZNV092FsrIyLO2kOnMiBZHcWCQUCtHR1aZ5hyYgFJCensmavcto2bEZljbm9B7WHadajrx7/pF6Tf0oLi7m4a3HRIREkZyYgoGRARIRNO3QGIFAgIqqCr1H9iA9LYNZG6ZRy1te/xAgIz0Tvya15bYZmhpQWlrCkimrOHngPLpGulg7WXNy+2kadmjAgGn9mbhqAu2HdqCgsJAugzvJjrW0t8TCzhwHV0fyCvKpkFSg9IujWei3MOKj4okOiebmyVtsWbCdtv3bEvZN3sUVkM0NiguLSY5PprCoiNS0TN4+/0CzIW3pNK0XH1584uPjjyQmpGLfyJWvAcEsGbOC5OxMJh+eR9tJ3Vk3bQPhYdH0mzcYLX1tKsorUFZXwdbdAQVFBdqO7iw35jv4OGPqZMHe+btoP6Ebdt5OlInAsa6034z+FoHjb/pQM4e/7T75r0ZmRhb37zyhUdN63Lv5GBNzY+JiEqrt9+N7GIvnrSUkOJzI8GimjJrLq+fSrJrgoDBmT16CSFGERCJBRVUFpxr2ZGdnY2lngYGJPiZmRtXaaOuOzTAwNUBDS4P4uERGTh9K/1G9sLA2o2WnZgwc04cLxy5Tw8MZM2tTHt1+xoObTxCLy6jh7sySGauZu3EWhqYGgLScdvDkAdRrXocWnZugqiave5OblUubHq3ktolEQuxq2DJ3zBL2bDhE95FdAQgLDCc0MIwxS8cwYuEIBs4aiLaxDroGunQbLp1baOlqYe1kRcSPSHQMdYgIjqymZfXk+lPUNdS4dfo2a6dvoMOQDnLz0J8I+hhEfk4+5eXllJaKiQiNpqislCe3n2Pv50LbcV35ERDK82vPePv4PRbudhQLy1k1ZR3Htp0i8EcY/VYMZ8moZZQKK+g/b7Csvwz9HIpFDWvMnCzpv2SY7O8gFAnpMK4byuoqXNh5ntS0TGo0dKfZiPYyQ4u0uBQsalQXGzewNKq27Q/+4A/+4J/FP6op9D+CRCIpEwgEE4F7SLOODkskku8CgWBs5fd7gZ7AOIFAUAYUAX0l/0JLHZFIRNMWDanp6oxEIp3YqmuoSe2wFRVkgr0AtdxceP7kNSq/cap69vgVk2ePYeeG/fQc0AWxuIzQH2F8eOfPig0L6Nq/A5mZOZSViqnf2I/ysnI2rqgSklZTV2Xxmtn4fwrg7LFLODjZMm/ZdJxdnSgrLycyIpY23VqirqaGUeVgC9LFl/Iv5TYRIVGIy8vo0L8tDZvXx92nFipq8q48CbGJrJixjta9WxEXFk9EUAR+TX3R1NGksKCI3Ow8sjNyePPkHUamhnzNDMLCzISM5AyGzRpCaYkYFy9pdC4uJoHE2GSO7ziFBBg+dRA2DtYUVGZ4/JrqW5BXgI6Bjpz+i1AorEZYlZaUkpmWSdOuTbl44DIp8SnoGelhYW+BoakBZ3eeRUdfh4ryCnIzc9mxcCddBnXk5oFrjF8/qZrukKOHE55NvNEy0EHLQIeJB+YQ9yMaBSUFUhJS2bdwDwDzDi0iLDAcgQC0jXVJSUjlwZl7dBnVjdlXVpEUEY+CohJnFh0gJSoJJVVl+i4djoXzf64Wu0792qioKKOkrESFREJYcARNWzbk4d2ncvuVlpayaukm1m9dyo3Ld6ud5/3bz9RydyEsOIJO3duQn59PTFQs29fvZfbiKejqaNO8bWNs7a15+fgN9ZvUITIihtfP3jF76RSWzl5Lako6yirKzFo0ifY9WpOWnMHd6w+xdbJhzIxhiEvFmFmY4teoNk/vvkBbW1NGEnx49ZlGreszeOpAarg54eHrjoqq/O8qPDiSo7tPMXbhKF7ff0NRYTGdBnRAQ0ed0wcv0LxjU/asP4ShiQFB34KxsbMmIjAcHX1tZm6agYunC4v3LSQhJpESsRgtbU30TQ1YOG45755+wMXdifHzR5MUl4y2tiYiBZGcfkXkjyjqNKktlykEYFfTjoCP31FSViI/Jx8lZSWGzB3K1aPXiI9KQFtPmz7jenHz2C0SoxL5/v47uoa6pCel8+NTMM/MXpAalkDD7k3QMdFFSVmJ0pJSHD0dyYhJpc/cQdh5ODB840QiPoeQlZwpJbJikvj28TtR3yNZcHwpQR+DqKiooLxCwuU9l+g2tjt2no60GtWJrKQMIj6FIFQQ0W58N2w8q1Xc/svRtGUDNDU10P2lXLa8rAxNTQ3y8qrIOVMzYxISkkmIS6xW4vXs0Su27luDlrYmHz98ITIqhldP3xHwRUrONWpWj8kLxhIWHMGEOaOQlFeQlZHNs0evkCChcfP6TBw+G6FQiK6+DkvXzaVhy3qkJqWhpKzEge3HaN+9NeJKMWwVFRWcajoyf+JSkhNSCPsRTn5BIYMm96e0RIyiqhKx0fHVBjojM0P6j+mNpq4mSfHJdB/elS+vv2LjZE3rHi05tFUacT649RgjpgzGwEAXFTVV1DTVOLn3LMnxKUxdOoEadWphYGFIQV4BMRFxPL/7EhcPZ8Ijorl/+yk+9b0YPncYN07cRM9YX9ZGn99+wYLtc0mIiOfr669y92ZX046HFx8iFAkZNGswp3edxdrZiu+fgrh/8SEV5RXUb12PuKh4TJv60rhXC2LDY4kJjan8m5Vzaf8lzGxNUVFX4a9w9HKSjSm129VFTVud1JhkNLQ1yM3O49m1p6ScT2bU6nGc23WOLkuHUFZWhoKSIra17NA11cOtuRd+3Rrx/soLBAIBdbo1wrWp1/+g1f3j0NHVZOK0UegbSLNqCguL0DfQIyO9KuNTT18XbV0t7B1tuHfrMQYGetXKZb98CmDyzDE8f/SKKXPGkJeXT2ZGFlGRMWxes4uJM0Yxc9lkSotLuH3lAd5+Hlw6dwNvPw92bz5EeXk5yirKbNq1nGFTB5GbmUNUeCwjpw2RlhoWFTFobD/UNdXIycnFwEiPY7tPMXbmCKwcLBGXinl48wledTwQl5VR9hvtnRruTmjpaGJiZULA+0BsnW1o06s1ebk56OrrkJWRzdKpa9h6fB05GdlUSCrQM9TnxJ4zfHrlj6tPTUbPGs7a06uJjYjny4cAfOp7cuvyfe5dfoCRiQEDZwzk9snbJEYnoaCkgK6hLgamBhiaGODbtDZqWuq41XHjUby8uLmDqwM5mbmc3nGaiwcuIxQKGb9sHPfO3ePmmTuoa6rRZ3xvVNyVKC4q5sGFB9jWsKW0tJTPzz9jbmfOm3tvKC6UZrkdXneE3qN7cmPvFVx8a8iIAGtXO+ZeWEnYp2AkFRLKK8rZPW8neVl5JMQkUaEoJD0pHbeu9XFrXwctbQ2MbUzJTcsm8nMoIkUFOkzqgbV7dWfPfxe0tCvbqL4uBoZ6fHznT6u2zao55Nao5UhRcSl3bjygZi0XQoPD5b4vyC+UkQ0zFkxg79YjjJ4ylLCQCDav2cWIcYOYu3Iqebn5RIXFoqGpzqf3X6nfxI8dGw5QVlaGUChk2ca5rO21nMgQKSk6aHx/TMyNSIhPYuiE/ujq6ZKXV4CxiSGW1uY8f/SS9r3bIpFUkBCXxM0Ld+k6oAM6pTrVntXc1oywkAgGTxvI2wdv0dDRpMewriASoG+sT0xEHN++/mD21pmkJaZiZmuBsqoy88cspaSoBGVVZdZrqlO3dT0sHSz59uk72npaZGfmMqb7FNQ11ekxsisfH38g2F8a0DGzNqWwoJj6revhUMsec1tzyouqB4Ld6rqhrqnOo8uP2TxnK+JSMe37tUXfzJCVk9aABJp0bIxPS19+vP+OrbsDDy4+QFJZXhf1I4qrh6/h5OHEl5dfyMnIoW77Bry+8YLaLX1lhiuN+7bAwceZpIgEEArITMni/tm7xIfFERMcTcOujUmITqTT8iGoKCmhpaWBlp42h6dtJzU6GWU1FfouG465yx9doD/4gz/41+PvJYWq+7X/g5BIJLeB23/ZtveX/+8Edv71uH8VsrKysXeyJSs7G0trc2rVcsHJxYFNq3YwZ/FUDu89SWJCMt6+HrTt2IItG/YwcvTAaucxMzfh9s0HDJ84iO8BPzh84BQbti/HqaYD3z4HEh4axaN70ojr9HnjeXz/hdzxhQVFCBWEnD12icYt6uPj58Hzp28wNjbAwEifTSt3yPZt0LQuvYd0Q1NHEwMjfSrKKtAz0CUzPYsWHZuwY91+xKViUpLS8Gvkw1/x4uFr/N9/w//9N2wcrKQkTkkRBpoGRAVHo6SshLGZIbm5ebx+9g5X71pYWJtx99ZjpvpOoH49LzYt2sbz+6+YtGAs25dVlYdsWbyTOWuno6isyNtH72jTuxV3zt5D11CXosJi5u6dT0ZyGpnp2WSlZ2NmY0b8X6yV/Vr4IRHA0Y3HyKokkDJTM9m3Yj/zd85F3UCL8LAovJr7oK6mytUDV1HX0WTC5qmUlZVh5+4gE7xs0qMZddrVQ8+kKq0+P6+AnXN38FeIy8uooIJTm0/LiKVOQzoSExKDs5czBlZSt6dZF1eQmZiOqqYahtYmf1No8F+NnJw8FERC7BysKSwoxtHZlsbN6hEdEUdxcTEvn75FT1+XyTPHcPrERZKTUsnMzMHKpnqE09bemkbN6iEuFZOZkYW4vIyU5DR69OvEljW7GDt5ODs27cfc0pT5q2eQnprB9vX7cfWswad3X8jOzmX89BGUlZUTFRmLiZkR6emZOLjYce3ibZISpALlIpGIJetm06B5HZAIsHOyQUNTHV0DXeJiEjhz6CL7zm2rRghVVFRw+eR1Pr35gv+7b3jX80RVX524+AS+3wph4IS+lJWU0WNIFwL8gzh14Dz2zra0694acYmY9LRM1NRVMbMzZ8Xs9dg52dB9SFfWzdlERGWZWcDH78wetoAVexaTnZ5N295tuHVa2hUZmhkybtlYkhNSGLVqLMoKipzbfhYnDyc+vPbn1tQ1zFk7Hd8Wvlg7W3Pp0GWSYqV2uzmZOZzafprZW2fx5PpTwsOj8G5RG1UVFa4dvErAuwDGLh3DhT0XUdNQw87NHjVtDZr1aomBeZVttaauJiJVJXbNr979lRSXcGHvRVkZqE8TH2JCYrBztcfGw4GJR+aRHpuKorIiRjYmiP4Ld6p/BQK+/iA9LROJADS0NJg0YzSlpaWEhEQwfd54Thw+T2R4NM41HOkzsBuL565h07bl1c5jbGrIp49fadKqAScOnyMqMpbDp3cwsNtoAF48eUOd+rXZuEr6+9XU0mTdtqWcPHyByXPGsGPDfrr0ao+ljTmpKelEhEZRr7EvSQnJCEUiOvdux84NBygokJZhqGuos3LLAuasnIZQKMCzjjt71h/i0xt/zK3MaNCyLneu3KffsB5y9ykSiWjVrQXj+04jNSkNfUM93HxqERIWgUWgJYaWRgys487JPWeJiYyluLSESyevoa6uTvcBnXh2+yUhgWEc2iYlj9YfWkHw11AcazqwfMoamfbQ26fvyc7MocfYnrx6/p4BUwfw40MQvs1qk5KcirmTFYMWDkNZSYn4kBhS41IxNDckLzuPuq3r8uDyQ/Ky8yguKuXO2aqyuFf3XjNs9hBycnK5duIGxYXFdBvXg+D3QXx5+QWA2LA42vRrw5dnX4gKlJaItujbGmefqowUBUUF0pPT2btoj9z7UVFTISMlA49GXpzYeoqEKGmWg4GpAcuPL8fG2YZBq8fQZow0um9kbYKSavVgy78a4WFRHDlwGjNzY3T0dZg6axzFpSXMXTKVfTuOEB4ahYOTLf2H9mLZ/HX0Gdide7cfM3/x1Grn0tTSxM2zFlPmjmXtim0sXj2bGRMXUruOFz37d2HP1sNMnDGKbev3MmfRFPQN9NDW02Lf9qNUVFQwfPxAlFWUefXyA4gEqKmpkRiXRHpaBpERMXypLBEHmDR7NJmZ2YycNhQtbU2O7jhJUlwyCgoi7Fxs0dPXwdDYoNo9ihQVWDBxOcZmRtRwd+b7jxAej3nBoPH9mLx0HCd2niEyJJqCokIeP3zJm6fvsbG3okvfDkQGRxEZEs2LB6+xtrdk25LdjJw1lK/vA7h9QdqW4qIS2L5iL2NnjyDwXSB1W9fl1bP3dBvRheyMPPSM9UmIT8bRzwXvZj5cO3CV0K+htOnbBtuadnx++ZmLB6Sl+37NfHly7QlhgdKxuyCvkMPrjrJsv9RowLG2M0H+wTi7O9Kse3Ne3XyJg5uDrNytpKgEhDBh0xTs3Bzk3oO+uT575z0k4LW8UHBedh7vjlwjLkzqd9J7Qm+iwmIZ0aE+k47MIz0uDUUVRYxsTOUcSf+dyEjP5Nb1+4hEIlJS0lixYQGf3n/B2MSIjl1bc+fGI1TVVBgwpBe3rj/Aw9uV0ycusW33GlmZ1a9wrunIlLljUNVQpeegrsyYuBBPbze69GrPoT0nmDZ3PFvW7qZJiwY0alEXDW0N9m0/SllZGS3bNcXNswaBX4MRCkSYWZgQGxFHaWkpOzceILHSYl4kErFk/Ryio+Lo3L8DVEh4ducFzx9Iy/CmLBrHw9vPWL5lfrXnzUzPYve6A6ipq+FT35P8vAI2r9hF3aa+DJs6iHsXH/D22Qd8G/uQkJzKwT2n0DfUY+TModw8c4eY8Fj8335FLBYT8i2M+i3qkJ9bwOm9Uh3EwvxC9q4/xMT5YwgLCKff5H6UiEsx1VAjMiQKPWN9MtKzUFFVZvHRJZzdeobQL6EYWRgxYv4IokKj2VBZIqmiqoKOgS6nd1RpXD25/pQGbevTa+5Azhw4j7KqMoPnDOHhuQfEhccR+C6QbiO78e3NN6J+RNGwdX1cfGvSsGtj2TkUlZVQ0lQlLT2TY8sPVXtHSbFJHN90AgC7WnZ06N8e9+Y+zLq4gqzEDFS11DG0Nv6PzUX/4A/+4P9f+LtWEBKJ5D8npvJvwotnbxk9dBpTZozh9csPLF24Hksrc+YunEJ+bgGrNi4kPT2T2zcfsnLJJioqKlBUUsTCypz4WOlEV0VVhaatGrJk/jqePHrJ1t2ruXbxDjk5udg72REREolzTQcZKbR3+xHpZLSoGL/63qQmp3P3xkOys3KwtbfG0saCjat3ye7R08eNIWP7oa6uhrisHAWRCOdaDsyesITiohI0NNWZv3w6QuDSyeuy0jcdvepuIrk5eQR8qiqJiQ6PJTo8FgcXOxLik6jp5ky/0T1ZNWcDiXHSAf/d8w/ERcfTqW97zK3MiI+KJy0lnVW7F3P9zO1q13hy5znjl4zl+JaTuPnVYtG+heTm5iFSELF73X78GtZm/4bDsv0btKhL5xFd+PT4I+0HtcfEyoTc7DwZIQRSnZjJayezcvJasjOk22PCYqnbvA6ejTwxtjJBSV2ZzbO20GVwZwYtGIpYXIa2gTYFRUVEPPuItp42Vo6WaOlrYWprRtIvOiu2rnYkxCQSFhAul2l08/gtvBp5U1FRIStj0tTXRlO/+rv9d+P1y3ekpqZz++YDOndvx8rlm0lJTqN3366MGDeQYaMGkJWVzYrFG2VR7+jIGFq1b8rVC7fIzJAK5mrraGFta0FeXh66+noYGenz9NFLnFwc0DfQlcuOS4hLIisrG9/63oyZOgwFkYirF24xfOwAzp+6SkqlZsbxg2fZtn8N1g6WVAgkKCkp8ezBSwL8g7hw6hqGxgY8vPMMPQNdlm2cS3R4NHs3HZGK8eblU1xUIkcMlZaU8unNF0BKEH2s1DRQUVUmITaBY/vOsH7PcjYu2c53/x8AfP0YSERoNBsOrESp0v78zZO39BnRA3FZGZEhUTJC6CfycvL5+j4AoVCAb3NfavnWJCYsBre67swZuUi60ACMzA2ZtmwSaYlpHN9xGpFIiJqWGhraGti52nPz7B2583Yc1JGNs7fItdV6LergWscVFVUVbp++Q9i3MDoM6kDzbs0xtjRG30SfnMwcYsJjqSivwMreEgt7C0xsTEn+RRTY3sOBCiRyJa6fnn2iQbuqslI1LXWsXG3/keb1P0Z0VCxvX39g5dJNKCopMnv+ZB49fkHAtyAaNqqLg7M9g0f2IS0lg6jIGFYs3ohYLKasopy6DX15+/IDIM3SHDyyHzu2HCA3N49te9ZwZN8pkhKTad+1Nbev3gfk9dDycvP4+M4fnzoe6Orr0Kh5PTIzs7h0rkpzol98d/oO6UlGchr+HwMYOn4ApaViBAK4dOo6b55/4PWL98RGxWNpbc78DbMI/haCuoYaB7cfx8TcWE5P6CcEAgGpSdL2n5GWydO7UqK/Ycv63Llyn/bdW+NRxx09Y30ObpUKNWelZ7N99V7mr52JY017KgQSFBQUKCkWc/XcLbr161hNjDr4WwiN2jYgLjKOlw9es/7gCuJjEynKL2HuyEWy/eo0qc2MlVMQCYUkxySjbajNs7svsXKwJOhT9TJIDW1NVk5aI+vvQgPCGDFzKEEfgigtKUXPWA9DU0MWHl9C1I8oJBIJeqb6CBVFBHwMRFxahpWdBUZWJrJst59o2K0pqSkZqKuryQghgPSkdB5eeMjIhSNRUlXGwqV6CcS/C3l5+cydsYyWrZty7cpt2nZowYlTF8jKzGbAoB4sWTOHrMwcJJIK5s1YQW5OHgoKIkJDIigsKKJx8/o8f1ylNTNq4mBEiiIMjPSxsjEnu9K59OM7fxo3q0d5ebnMhfDowTNs37cWBAJKS0oZMKwXTx68JDxUWkJ18vB55i+fTrturYmKiMHE0oR6TfxITkjh6rlbHNlzin7DerJv21FpdubiSWSnZKGtr83pQxdYvXPJb585q7L/SUlMJSWxSlenpLiEBZNWsGzzfO5fecSV0zd5/Vha/hnoH0R4cASLNszhxb3XJCemkJ+dT/ehXaiQSLh/VT7jp6KiAmVVZZp0bsyq2RspE5fhXdeDWj4uLJu0WlZKqmegy4SFYxi2cATObo68efKO9JQqJQD7Wvac2n662jMUF5dw/tBFwgKkZFFseCxW9pb0GNqN2ydvye3r6OmMT1MfhEIhpSViYsJjyE7PRl1DjYZdm1Qjhbyb1+be5Yeyz5f3X2bUwpFIKiSoaWtgpS3vNPmfwMP7z8jJyeXA3pNMnDqSrZv3EfAtiAYN6zBuwlB69utCXl4Bq5ZsIj4uEc/a7qQkp/EjKISho/uzb/sR2bnad2mNiZkhBQWFZGZkoqGlTmFBEa9fvGfGvAlAVYnvs0ev6De4BzZ2lhQWFFHT3QVtXS3ZXPQ0F2nSoj4z508kwD+Irn07IhaXIRQKuHz6BudPXsXeyZYDO44hFAoZNWkwo92dUVVT4dbl+3j6uqGpVV1q9GcZcGFBIS8eVP2+WnRswso561m6cS4ZaZmkJKXJnNBysnLZsnwXSzfP49DmY+Tm5qNvoEv9lnUJDgzlx6cf1a+Tnsmq4yvZu+EgwQFhjJ01gibtGrFschUJr6uvw6TF4xg0ZwjW9paIRAoEP34r+x1bOVoSFiBfCqmsokxqYip7VlaZmAR++M64BaM5uvoI1s7Wsj5QSUUJj8ZedB7ZBQ0dTcrKyomLiCMtOZ0KcRlWztZYOFoSH1ZlymzlYk1actXvJPJ7JLnZuVRUVMiy3//gD/7gD/6d+PeGlf8Po7CwiB9BoZSXlbNjywFq+3ny/XsI9+5IBVrDQiMZM2IG6zYuQiASMGvKEjkh36ysHJZvmEdKYiqJCckIFURs21Q1IOTm5rJl72qOHDhNSnIanbq2wc2jKrpaWFCEs6sjgYE/uHj+OgOH9Wb1jiUYGurTZ3A3NqySzwz48imA4eMGcPH0Nfw/BEjFWVfOREdXh+SiFPLzCli7dCszFk2kXos6GJoa8urJW+o1re6UkZ6SgaVt9cwRzzruPH3wkuKiYoaNH8jBbcflvk+MTcLW2YY71x9gYmpEu15tSElOQ0+/ukWrqYUJWTk59Bzfk09vv6CgpYK7jxtTB8yi36he1YQyXz16S9serfBq5s2dyw9Q1FTBxNQIJRUlWZ13zzE9iA6NkS2yf+Lt43cs3b2QnNxcKBDSd0o/tLQ0WDhxBWlJ6QgEAjr0aUtmaibvn3xg+MwhtOragiGLRvDi6jOivkfg6OmMrrk++1ceZOisIcSExJCWmEZ5WTkSiYS0xDSy0rLQ/4uI538a924/RlVVlXYdW7Js0QbZYu7YkbOIxWIK8wtRUVGWEUKKioqoqqmSk5PHmCnDKMgvQCKBCkkFWzbupXXbZjg42bL83A0srczoN7AH8bHxmJoZk5WVLbtuWVk57959RiKQYGVvSdNWDREqiGSE0E9sW7+PkeMHUlBQyKvn76ldzxM1NVViouKxd7YDpFHBTat2MW2+1Dmvdn0vju49jbmVGbXcXWTnUlFVoVnbRoR+l5+A2TnZ8vjeC8SlYhLik2SE0E/k5+YTFR6Ntp42/h++YWRmTGxkHEd3nmLI+P4oKCpU07mxdrAiMSGZ8yevYOtkg199H84duigjhABSE9KIDImmQlJBmz6tcfWsQVZ6FroGOuTnF6KupS4rmQSpYHr1tvqeUbOHo6qqwv5l+1HXUsfA0ohRXSfiWdeDKcvGs3PJHr68lZYD2dewY/n+xQxcMIzX118QHRSJk5cz2qb6XD18Fb8Wfrx98Lbq7ySuXj7y70ZRUTGRETF8eO9PcXEJI8cOYsO6nWRnScVzHz96QVxcAgsWTWPRnCoCom59H16/fM/4aSPo0bcTMVFxKCkrce7MVXJz8wCIiY7DvbYraWkZNGxSh9tX7yMQCKplRCQlJDNi4iDEpWI8a7uxeY28sPXZE1ewc7SlpKQEWycbZk5YjImZMRZWpoyeMoRPb7+go6NNLPHExSRw9cJtjA31OXlAGmkeMKo3KmrVs1j0jfRwquVA6Hf5kg1lFWlJwOM7z5izfBqn9p+rdmxcTDxJySmoqamSVBltT0tORyiqno2grKKEibkRhhZGNO/UlFKxmIToRO5eeiC337tnHwn8HISJpQndx0v7y5reNYgJj6VuC3m9HiNzI6JDo6uV2r56+Aa3um6UlZVhW9MONU01Xj18w9LxKykqLEZJWZHRc0Zw9dh1kmKSMLcxY8W+xUzcMo1HZ+6RkZyBZ1NvMrKyubbnFtPXT63mFvT9w3fKxGXVyob/3YiPTSQjPZP37z7TrlMrVizZKPtu/94TSCTSPrakpJSBQ3oRGhzOl88BGBkbUFRcjLq2BlPnjUdcUoqKqgo3r9/HyMSQbZv2Y2ikj6aOJpZWZsTFSgXADQz1ZBlp6akZVEgqUFFTRlNLQ+reGSrvMLhj4340tTUoLyvn4J4T2DlYo2egz6gpQ9i/9ajMlaykuIQ1i7awdN0cVs3ZQJNWDdDS+b2vh5mFSbU+z8jUkNycPCoqKsjNyaN5h8asnL1B7rjiohKSk9PoOKA9sRGxhAaEoa6lTmxkHIbGBrI2+xMKSgo8uPOUoVMGEhYYjqWdJbfO3ZERQiDt+0O/h3P38gOGTR3Mk3sv8atbVTKYkZKBqZWJLOPyJyRIZITQT8RGxKFjpENsaFU5lXdTH/zff8PMwQIDIz2un7zJrmV7qaioYNbaqRTkFtJn5gDe332DSEEBv3Z1CfgUiFcjL6JDoslKzaJMXIaOgS4KSv9npsClpaXcuvEQAwNdevTuyKb1u8nMlAZznjx+SWxsAnXqevPxnT9NmjcgIjyK2CgpgZCTncfr1x+YPn8CJcUlKCkr8+3rd+Ljk7h+7R5hIRF06NKKMZOGsm/HUUpLS9HQVKesvKptFBUVo6yqjJ6+Ds1aNWTXFvmslWePXtOucyt0DXRYPHctFlZm6BvqMWRcf66fvy0LnFVUVLBv21HW71rG4skrUVZR/q25BICFlVm1bW4+tQitNLCIiY6nS/+Ocs6+INWjTIhPYvb66Ty/9xInV0fOHblEmbgMfWN94qLkNZj0DHW5dvE21k7WtOjcDAsrM+5eeiBHwmdlZBP8LZT71x7Tb0wvbl24S6Pm9WRlu2mJadT4i3aXR313Ht+Q112TSCREhUZj5WRFy54tObjyIAAdh3Tk6K5TTFg4BhUNNR5dfczaGRsoLytn9OwRaOtpUadTA2yjkon4Foa9uyPmzlZkpmVibGlManwqEomE7PRsWX/wB3/wB3/w78b/WlKorKyMM6cusWr5Fvr260Z2VjbdenVk2+b91fZLSEjBwNCAHfvX8eHdZ3KycjGzMKFB47qoqanw5sUHDE0MyMjIYvjoAXx458+zx69QV1fne0Awnbq1Ifh7GNeu3EFBQYF125cyZ/JSfOp4kpWVjaOLAw7O9mRkZpGYmExOTi5durX/rdV3RGgULdo1xbmWI/m5BaxcvJlR4wezZ7N00M7NySM3J4/N6/YwYtxAVu1cTPpvrJS1dbXITM+ic9/23Lpwj/Lycuo0ro2quiopianUbewrR4D9hEAgIC0lnaN7pJE8U3NjZi6ehJWDJZraGuRVCvqqa6pTr0UdLp+6zrMHUiv3h7ee4lHbjdZdW6CqpkJ+bn6180eERmFsYYKWtiZLp67GzNKU/pP7cWzDcRSVFSkqKpbVX/8KBUUFtPS0OXfkMokxSSzZtZAjm4+RliR1ZpBIJNw8e4fRs4fz7vF7Dm04Sv2W9SguLSEoKAwrR0s+ffhG4gVp1pCOoQ5Wnva06NeKopxC7p68Q4WkAlV11WrX/k/DzsGWkB9haGlrVlvMXbtyh8FDe+PmVpPysnIsrMzx8fWgqLiY3Lx8NLU1ycnNRSgUkpmRTWFBEXYONogURHTu2gZFJUVycnJxrunEghUzECkqcO/WY9JS0tHU0iAyKpbD+04iEok4fm4Pwd9Dq91fbk4uX798p7i4hBpuThQWFtJvWE++fw3m6oWqjLLoyFipCOaqaaSnZnD98l1ZtPBXNG3XmIDP33n95B1CoZC23VsRExWHuFSMUChEgKBahgJIBeEDvgQRHBhKjwFdKC0tRVwq5tHtZ3Qf0oXzB6ucj1p1bUHojwgO7ZCSoM8evOLHtxCcnR2A93LnzUjNIDggFEt7Cw5tP0aXvh2ZPXIReoZ6DBzXm+MbjssWvwYm1Us5FBQVcHRzJD4ynrHLx5GRkcXhbdKU8C9vv/Li7iupnXklIn5E8uLuawpzCvjxIxwrR0s+vv9KYnQSti621G3XAAdPRz48fI9QKMTa+T+XdQHSif+VSzeRSCC7UkBeQVFRRgj9RFhoJCkp6cxaMImYqDjMLUxw96xFqbgMCWBsZkRaWgZ5+QV06taGjLRMThw5j5m5Cbl5eWhpa2FlY4Wjiz09+3Xm27cgVmxayLqlUvF033reREXF8vzJGwYM7lntPiUSCTnZuWzbuJdO3dqyavNCPn/4SmJCMnl5+fQZ0pPR/SbL9v/w5jP7Tm5GVV0VTz933jx/T+uc5qiqyvcB2jpazF45lWUz1hIXGY+6hhqDxvXl7lVp5oGRiSHONR0xNDEkKky+RFZbV5t9245SkF9An6HdZdt/BIRQr5kfb55Utb3eI3uwZ9Mh4qITeHrvBQNG9cbSyqyaaD9IiaV71x7RY0hXFo1fxoQ5o0ndexGhggj3Om7U8K2JBAl6Brpy2m4/oaGpQZcRXZAAaxdsYdGm2SyftIaiSoex0hIxe9ccZPDE/hzbcoKE6ESiwmLISEgns7AAfTsTbp6/J7s3cVkZfab3Iy44huzUbOIi4mjatel/nBACKXHRf1BPnj5+JecK9hM3b9ynWfOG/Pgeildtd2q4OaOgICVU0lLSsbWzolRcilBBSFJyKtFRsYSHRVFeXk73Xh0J/BbMsHEDyUjLxNBQnzVblxAXm4hAIKBjtzZ8+xrEm1cf2Lh3JSlJqdWuX1hQRGx0POdPXWHttiWcO3kFHT0tHJzs6DOoGwFfquzoy8vLUVBUYMyM4ega6JCTXb0tANg4WrN+/wqWTltNbnYeJubGDBzblx1rpRbkOnramJoZo66hJudsBdJszYVTVrB883xEQhEpiak8vPmEUVOHsmf1AdkY5FTLkdDgCJ7cfcGTuy8YMLI3AiGyLLpfkZmWRVpyOu+ff+TmhTvkZufSuncrHlx4yNMbzxg1bwR7V+7HxdMF9wbuaOlpoWtYPfAEkJmezfStM4iPiEdBSZGI0CiO7TiFrqEunnXd2bGkihyuqJASS+8evcOrgSfl5eUcXH8UFy8X/FrXQdfaCKca9jw4cw/bmv+ZDMvfQSgU0q1He+7efoyhsaGMEPqJiPAounZrR1FRMc1aNqBR8/qoqarg4GyHqakRqSlp0jJ4AZSVlxEYEIxzDQdePnvDxGmjUFVVoay8jBUb5qOkqMSqzYvJzZGS8JpammhqaTBz8iI2bF8BEn5rRx8fm8ixB8/YvHclD+89IzszG3GZmKnzxrFu6Ta5ffNy8xkwuje2jjYIFX7vX+Ps6siijXPYsHgbxYXF2DpZ06pTMzYtlwZHjUwMqVHLmVuX78oy335CIpGwfM46RkwYhFgsJjUpjcjQaGYsncT3zz9k2bTG5kbk5eVz/dztymfVYMP+Fb/9HWakZpKSmIr/m6/cvHCXrx8DGTFvOEfWHyUrPRtdfR2snaxxreOKpp4mVvZW3D9/v9p5dAx06DGuJ0KhkB7jeqKoosSrx2/59iEQCxtzug/twvpZm2Q6ho9uPqHrgE4c2XgcS3sLbJxt+PYliPs3njB90zRSMzPpMLwT3158wa2e+2/f5R/8wR/8wb8D/2tJocCAYFJTM+g7sDue7rUwNNRHS0cLAwM9UlPlLR4VFESoqqoQFh+J/5cArKwscPWoyemTF2nQ0A/f+t6sW7WdgK/SyVrPPp0ZM3Eo795+4vSJS6iqqrB4xSxKSksRKYgQl5UxYdoIlFSUefroFU2a1efUsQvo6OqgpqZKmbiMY4fP0LhFfZ4/qkqj1dbRorikhLSUdPZuP0Lr9s1w96qFhZWpbB8NTXXUNdSYu3QqNy/fRUlJCZda1cVl9Q31aNmxKbvWH2DN3mVEhUfj//4bR3efQlNLgxbtmvDlcyDturfizuWqSHTH3u1wqGHHyMlDOLj9GEkJKWRmZHP+2GV6DO+GSCBEIpGgqqGGuEwsI4R+4uvHABo0rUPwtxDc/Vz59l5qu6tvpIexmREKCgqUi8s4vV+aRZQYl8TNy/cYMmcIOtraZGZmkZyQImc9DtB5UEfWLd6KX6PaVJSVU1pSwtd38iniILV4BRg4uT+71u3HwdkOHQMd3j56h7hEOnEwNDMkODCMe1cecu+KdDE2ees01DXUECn8Z38SGRlZfPr4lYBvQTg42lK/vi/1Gviip6/zW2c8YxMjfP28EAiFOLjYU15ezq4dB6nl6kK7jq0YNmAi+XkFmJgaMWR4X/Yc2YS+vi5D+k+QTQpVVJQ5eGwbK5dtoW6D2sxcOImMtEzOnLpM63ZSh7vJM0azftV2uvXsgEgkkps0dujamjs3H5KSnMaEaSPYsekAL5+9Y87CyQR8CZJNwCxtzHGp5cTHd18wNjFES0sDc0vTas/k4urIoPH9adCiLmoaapw/doVAf+lvrVv/jjy4+ZheQ7pyan9V5lmdRrUJ/h7Gq6fv6D+iFx9ef8beyRZbR2uiQqMxMNRj9JzhiEvLsHGwQtdQl1E9J8ld992Lj3Tq2bba/dTyqsHXj4EUFBTSpktLtizdiUQiISM1g8tnbtB/Wn90dLXRN9LDyNwQh1r2hH+PkB3fpldrti3bjbufKykJqbx9Ik86fX7zBUs7C7LSpQsBgUBAZlombrVrcX73eZkQMIBfSz92r92PRAJLd8wnJjKOgpJicnPy0NL+fdbAvwoFBYV8/vSNt28/USYuo2mz+nTr3QFvX3dsbC2r7a+oqIi5pSnfvmQiUhBh72TH9KmLSU5Kxa+uN3PmTSKvoICw0Aju3HyEvYMNS1fPITk5lb07jwIwbtIweg/qSsiPCE4eu8Ct6/cZM3EopcWlPHzwjL4De9C8ZUPevfmEuaUpCXFV5XZOLvbEx0tJ39vXH+DkYs/Zk1Idk+dPXjNtzjj6D+/FscpItKePG9FRsTx8+IzjR8+zbvtSdPV1fvsuXL1qMmXhePJy8shMz+TMkUukJKYiFAoZOLoP2dk5tOrUjM9vv8iyNfQN9TA0MWDltoUsn72Oy6eus2nfKgCe3XtJm64tGTVrGCpqKhibGXHq0AXioqui3heOX2XWkkl41/fk8+svsu0Kigro6Ong19iH/RsPU5BfyPbVe+narwOqWmq0HdSOpdPXUFxYjKKSIlsPr0VFVYXiIinhIxQK8W3mS3pGFuUVFbTt3pKE2EQK8qoy4EBabvKT/FRRVaG4uAQnD2dun74j59bn6O7I62fveXTjKWNmD8etiRflZeU41PrPCPYWFRXj//kbYWFRqKqoEBsbT4VEQrdeHUj+zWLQ2dmB5i0aYWisT2xsPME/wqlR04nc3DzMzU3YsG4nJiZGtGnXHG1tTXYdWE96RhbL18xl+KDJsr7QxNSIJStmM2roNBavnMX8FTMoKCggNTWdVm2bMmvKYlZvWISqmoqMbANo06E5z5+8JjUlneCgMJ4+kjpN3r35kN2HNvLu1SdePJZasQuFQhSVFNm2aT9lZWUcPb+r2vOAVOulWbvG2DvbEhoUztvnH9i+Zi9FhUXU8nBBKBJy6/oDxs8ZxYZFVQt6N59axEbHkZqcRlR4DCKREBc3JwryC7l2/jajZg+jtKQUAyN9UlLSObD1qOzYy6evU7eJLz4NvPj+OUjufjzruPPk9jOZRcnrJ2+ZNH8cY5aOJisjh/jEZCaunsjHN/7sWC8N1LXr1ooWXZrx6NoT2Xl8GnqTGJNI0NdgvryVH+/fPfuAk6u8plBpqZjaTXx4cesF7x5V9btejbzYu/4QJcUliBRErDu0Am2D/2xpeGBgMO/efsLS0ozc3HzCwiJp16nFb4lLBQUFXN1d0NQaREpKOqqqKqxevoXwsEiWr5pDSEg4KSlp1HR1JjwskoXLZpCfm8+xs7uZMmEeyZUlhCKRiF371zNzymIGDu1FvyE9cXSxJzcvn6mzxrFjy35GjxuCh48rXz8Fyq5vYKRPYWEhgV9/EBEWxZXzNwGpK+rKDQvo3rcjm1ZWtUUDQz02rt5JXm4+67Yvxa9+dY1LFVUVug3ohIevG3FR8Ty684wtq3ZTUVGBhZUZEomER/efMW7WSGaPWiTre8ysTCkqLiE+JpHCwiIiw6Np3aUFu9cd4OjuUwybNghxiRhTSxNSk9PYs7lKsiAvN5/IsBh8G3oT+FG+jXrX9+DZ/RdIkF4nISYRJXVluo3uBhLIKypkwPQBbF6+k8TYJIRCIcu3LODzK38ZUaqiqoK6lgZ71x+idkMvbp6VN/t4++Q9Lbs0k5vLKSopYuVohYKiAnER8cRVGly06NGCIztOEhEcxa0L95iydALmjv85J7w/+IM/+IO/15L+/ykkJqYwedJ84uMTUVNT4/qNe7h61OTRo5eMHCMvHu3p7Ya6uio5ObnMn72St68/4epWg62b99GgYR3WrdnBoH7jsba1ZOKUkQBcPHcdBydbGjWrx4jRAykqKubl83d8+xLIy+dvyM7KoU4jX9av3oGiogKaWpr41vXmycMXWFiZo6ikSL2GfoyZNJSe/TpjamZMo6Z1mThjJMcPnZWJyN2//YQGjf1QUVVGUUkRFVVlps0fz5b1u1m5eCOderRDQVGBzL9EVX7Cr2Ftlm1ZgKa2On4NfejYqy1rdy9j48HVZGRkIRIKKSgqYvzcUQwe35/xc0dhaGbA9nX7MDI1pEX7JgBkZ+XQf3QfXjx6zf6tR3n/5jMCAdXsm39CQVGBV4/eUq95HRq1rs/I2cOo364+GsZaKKgqyqw6fyIiJIptq/agpKmMqqYqt8/fw6exN/0m9KVl9xbM3jQTm1p2NGnXiLSUdNr1aYtIQUQNr+rWvMrKSlg7WJEQn4SikiLK6iro2xvTa2pfeo7rSd1Wdek0rBN3Lj/AuNKm9dLRq8RGxDKu11RO7jlD/l8WR/8uiMVidu88TK8eI3j54h1RUbE8eviCLp0GMWH8XEJCI3CpUUX4CYVCps4YTUZmNmtXbSMuNoEtG/dQr0EdbO1tOLD7OPl5BTRv1YjuvTuxa+dhJoyZzaOHL1izcRE1XZ0BqXbDqRMXmTx9FFcv3kJDU4MDe4/zPSAYgUCAvaMtMdFxfPkcgIOzHXOXTcXHzwNLa3OGjx1Abl4eSYkpKCoqUF5Zgx8ZHs2PoFC863oCUleVYeMGMGPSQpxq2pOcnMqm/auxdfh9lotvfS/qNPbF3NKMUVOHsnTTPLYdW0/t+l4UF5WQl1fAmr1LGTJhAOPmjETPRI8Ht55gZGKAl587+XkFfHr9mc79OlC7vhef337l6f2XePi5UlRSQsZvMpRAWv7VdWBHVFRV0NXXYdz8UYQFRTBwXB8cazkgUlKQy1CKi4pn1/oDZGXnUFpeRmpqBm4NPBi/ZCwdB7Rn2pop2NawJTk+Gcda9tT8jX20TwMv4iKlE0HvRt4MmTWYwrISgoJCmbt3HjYuNhiZG9FrXE8iI2NQVVNFIICQwDAKC4u4fPIaz+6+rJZF9q/Gjev36Nh+AKtXbqW2rwdTJy9i7OhZrFmznYcPXtCzTye5/ZetnM2tG9LSr4ZN6jFp3FySk1JRUFBgwKCebN6wh/VrdhAcHM7iFTNJSU6jqKgIHT0dFi2fiZe3G4f3nyI1NQNlFSXMzE3IysrB3NKUs2eu8OLpWzQ01Fk8by2ZmVmMnTKMlm2bYGpmTPvOrejYvY1s8aKgIKKoqFju/g7sPo6XrzTyamRswIgJA8nOyiUnW1pio6auhqKiIr+DsooyjVrUw8XViZoeNZgwexST5o1lxbZFFBWVIEGC/8cARs8cxvApgxk1fSidB3Qk9Ec4CXFJDBnXH7G4jOTkVOavnYm+oR7P77+iVCzGxsmGiNAoPr/9InfNivJyMtOz8GnoTf0WdRCJRFg7WLFo21yKy0sQKYqICpUS58VFxZw9fIn0jExWzlpPcSUJIS4V8+mtPyPmDKfb0C50HtSR+TvmIlIWoa6jzqe3X9i1/gBhwZGoa8rbOSsoKsjKRPpN7EtObh63bzykxYDWjF89AUMzQxq2b4hvKz8e33yGtq4WN8/fQ1lFmddP3jK5/0zePf/4P2h5/xju33tCuzb9yM3JIy0tnd27j7JqxRZGDJ+GQCTExqaKwFRWVmbkmEHMnrEUVVVVFs5bg5W1BQvnrcbUzJgbV+/RrUcHvGq7s3fPUQ4fOk14eDRCoYDAgB/Mmj8RvUrdqeSkVEJDIhAIBMTFJGJsasil8zcxMjbk6MEzDBrWm0VzVzNjwUQaNKmDmYUpfQd3x8jUgG/+UlLtV8HYgvxCPn/8ipqGNFNNUVGB2UunkJObK8vqzarUM/pbsLKzxK+RD03bNmLS3DEs3TSPoRMGcu/GIwyNDVDX0WDFzkUMmTiAsbNHYl/DjmvnpVkVJubGlJdL2Lf1CDOXT6a4sIj9W46Sm5OPiaUJ+7ccketzyssrQCLNEus5vBtq6qpo6Woxbv4oPr7+TPtebXjx8DUNWtRj+orJCBWF7Fx3gP1bjnB050mSE1O4drZKK+jOlQdYOFsxbc0UOvRvz/gl42jRowVvn33As55HtWf1aeCFprYmQqEQZ3cnRs4fQVRcHAmpKSw5sgS7mraYWJkwdM5QgoPC0NKVkujlZeXcufSA8OBIiotKqp3334EvXwJp26oPly7cICYmntEjZ7B29XaGDJqEUEFEj14dZfsKhULWb1rMgX0nkUgq+B4YzOqVWwkPk5YhlpaU0qlrW9IzM9m8cQ8REdHk5OQQFRtHXGwCQ4f3o0nzBtJnLS9n/97j1Knvw9mTl+nUvS1rV2xFWVmJ+/ef0rR5Q6ZOWEDj5vXpPaArpmbGNGvVkFETBnPiiDQI89dh5tDek+jo66ChqY5AIKDvkB4IRSKZjlBIkHwp+K8QCATYO9vi17g2HXq0YebSySxcN5txs0aSlZnD7SsP0NLVYvXepQybPIgxM4fTvGNTju87jVAoxNjMGCVlJaKjYuk9rDsFeQWcOXQRfWN9anjV4PyJq9XKxsXiMopLSuk1oru0jepoMm7eSD6+9qdjn/Y8vfcK77qezF0/g5ycPA5sPcaBbcf48Poz187dIjFWGnioqKjgwPZjLNg5j56jejBgYj9mbZpOmaQCJWUlHF2rB2drN/JBR18bZRVldPR1GDF3OO6NPLl/5wnz9s2nfpv66Bnr0WN0d5S1VMnPLUC50vX46LYTRIZEER4cWe28f/AHf/AH/w78r8wUCgz4gaamBrm5edy8cZ8RowZSWlqKlZUZX79+Z96iqWhoqGNja4lAIEQsLuPQvhPo6enSq28XAgN+MG7CUMaOnCmbBF27cocevTriUsOR4B9hREfFIRQJefPmA/0GdicyIgYdXR1evXhPl+7tUVJWZsKUEXh4u1IhkSCpkGBjZ4WikgKZmdm8fP6W9LQMnF0dKasoJzY6nuULN2BqZiy3mLF3siUxPomNe1ego6PNrMmLSatc4D55+AI7OxvcPGv+zXdhY2+Fjb3UvtKzckH0zf87m9bsZOL0UXz58I2Ht5+ioCBCQVGBSXPH8vnDN/wa+uBU04EXj96goKDAxqXb6T20O0u2zCUrI5fZIxfiXc8Dn3qeMqFgAAdnOzz93Jm+bBKFBYX0HduLqSPnye75/q0nbNqzEkUlRbnoibmVKQX5BYiUFFi0fS7XTtykpKSEQZMHsGHFDsJ+SDMxvP3c6WrVEf/332jasTEpCSkyTaFOA9pTJhbjXteNyMhYTK1N2bmuqlzQo7YbE+eM4t2zj/Qc2R1DUwPEYjEVZeWYmBnTslMz9qw/iHc9T7zqVp+E/qsRER7Nls378PSsRZNmDfjiH0BYaCQFBYWoqamSkZHFuEnD0VBXIzUlHSNjA0zMjHn84Dmt2zZj3+6jjJ80nJPHL9C8ZSNCQsJRUFDAt44Xq1dslV1n66a9TJ81jt79u7J+5XYKC4tIS5XazE+dOQaRggi/ut7k5uQRHBRKvYa1efrwFSPHDebT+69s37SPY2d28vzpW65euiX7W/Ye0I17t+TFSJ1r2LN+9zLKy8pZumAd+XkFfH7/Fd+6Xvg18P6b9fEikQh7J1vsnapS+vNy8lkyaw2d+7ZHW0+LzPRsnj58SViwtC0IhUL6DO1BWko6fYZ0Z+Hk5fh/CKDX4G6MmjEMOwdrVFRVuL5oM4NG9sbD142vH6qcfpxrOaKlq4VdTXuWNPVDWUWJvNx8VNRUCA2JYM+Wwwwe2Qd9Qz0y0qq09lXVVHGr7UpEeBSqysrERseTkpbGu9efOXr8Ajp62qzZuxhlRSWiImJx861FQGVmRQ0vFzzrexAeGE5oQDi2tWzYtkZmwoiNgzVLNs7hzaP3RETG0LJbC2rUroG6hjoGhnqsmL0OMwtT0lLSiQiJwsHF7n/Y+v5rJCelMn/eagCmThuNv38gwcFhmJmZ0K59C0pLS/H2cadz57YgFFSSMCVk5+SyZ/dRRozsT3GlUHS3nh3YveMwwT+ki4UfQaGsXrmV0WMGExubQFxsIiWlpbRq15TIiBhEIhFXLt5i3uJp3Lx2j6ysbFq1aUJ5eQXZ2TlUVFRQs5YTs6ctxcPLlVWbF3Ls0Fk2rKpyGhw+dlC1timRSNDQUmftjqXoGeiwc/MBJk4fRV5uPiKRCFu7/9rmV0lZCRc3J0C62CouLObr50ACvn1HXVuNNl1aMHX4XFmGjb6hHr0GdyUxIZmysjLadm2JiooKbbu0oEnbRpSWlqKsqkxachrGZkYyZ8mf6NS7HR6+boQEhtG6e0v6j+tLXnYu/p8D2b/9KF6+7vg2rM3Lh1XZpopKStVI7eP7zrLl8Bry8vMpLS9jypj5VFRUoKqmwpS5Y9HU1uTG+TsMmdSfY1tPyDSFJi+ZwN3zd9HU1kDLQJvlM9fKzmlgpM+KbQu5fe4uKAqZumoSqmoqxEXHU15RTlFpCUMmDmD5tDUcvb3vt45Z/wqkpWWwYN5qbO2t0NBQ5+7dx3KW81cu3Wbb7tXk5uZTWlpKbm4e0VExNG5aj2uXpaLxxcXS8TY6Mpb8/EJEigqcOSzNJispyWTB3FWs2bAIJxcHli5cx/gpI1i5ZBMgXeRu3bOK/NxCkpNTmT57LJraWnwPCKZbzw4kxCexcslG1mxegqS8nJ2bDxJXaVzh6GxP2l+ylsvLK9A30GLJujmYmBlz5uQlGjWti6KiAmJxGeYW1TMt/wotbS0aNq+HXwMfUlPSmTB4BskJqYyZNoyTBy8QFhJBzVrOXNpxTHZMjwFdePvqIy4uDoQGhbNn00HGzhiBp587lrYWXD9/G21dLXJ+KWXs2rcDl05ew8rWgpqeLnjX90RTU53Y6ATqN6uDuqY6T++/pFHbBiydvZZa7i74NvLh6e3nKCkrkfub8vK3Lz9Rt6kv95+8IPXMZQQCAcs2zKUwr4iaXi4E+QcD4FHHDVefmljaWbBwxzzi4xLZtKJKo1HfUI8pC8dhbGxIBRKUtFWoVdcVIyN9Lhy8Qn5uPpuX78LMypQp88di9psM1n8lbly/R1lZGQsXTaN3r9Fymbe7dx5h99519O7XjbzcfAoKC1EQiZBUVPDo4Qt8/TxJTJDqLykqKmJmYcaq5ZuJj5NmRX798p3lSzaybNVcVFSU2bBuJ527tCUqMobY6HjSU9OZu3Aq+vq65OXnM3X2OLR1tHjz/D1+fl4UFhSyce1O5i+dRn+bnjy8+5SVi6U6XK07NOfzh69yzyKRSBAIBSxYNQN1dTXCw6KYNmE+YycOY+u6vXjWdvtv34eamip1G/vi28CbqLBoZo5dRF5uPvNXTycvL59jB89iZWnGjYtVmTeDRvfl0tkbTJkzhp1r92FobMi4uaOwcbDCw8eVH9/D6DGoC7vXHZAdo6yihIaGGnlZubi4O+Hp54aWjhZx0QnUaeKLkooSty7dZcycESyctpLp8yfIjrV3sePxXXkNoZiIWMLCojB1MGfbmj2kpWagqKjAvJXTKSwuol7zOrx5/A6QlnTWa1kHMyszluxeSFx0PFvW7KakUj/z/NHLLNowB1tPO2p61SAzPRs9c3109XXITc/l0KZjfPkYyMZlO1m1czGevv/9e/2DP/iDP/hn8L+SFCosLKJlqyasXrmVjZuXUFoqZs2qrURGxtKhYyvs7G148eItFy/epG49HzTU1anX0Bc3z5p8+fodGytLkpJSq0Xi795+zJChfYiOikUgFCIQCPj2NYh2HVpiYWnG9s37UVCQRlfHjppJ6zZNUVRWQktLA6eajigoKmBmbsKjB8+p18CX3Nw88nLzsLG1oqKiAi8fN1TVVNmzTaof1K5TK65fuk3vgd1IS89EXCam7+DurF+xHZBGLuwdbfH6OwbhX3Hv1mNquDmTnZfHzOVTiI9OoKysHAUFEXu3HUEoFKKkpISmlgb7z2xFSVkRj9pbSUhMYuywGYjFZYycMRhtTU00NDXw9HPn/fOPONZyQN9Yj/nTV2BqZoS+gT7FZaUyEuEndm86wNy109m1ej+Z6VlY2lowa+UUlFSUWb1wE+aWpng29MDAQI/H95/LCCGAz++/EfjtB2XiMrav3kPX/p3Q1tZEKBLxIyAEezd77D0csI63Yd2iLXLX/foxgIz0LB49eE6PgV1YNX+DLK2/VYemNG3ViKd3X8i5t/w7UVxcgkQiYdaciUyetIARI/pz/do9nF0cGDCwB8eOnOPDe3+6dG2LlrYWeQUFJCQmU1pSipGxoezvlJSUwssX7+jRowMP7j7li391B6Lnz97g6GhP67bNuHr5Nk2bNyQ1NY0TJy/StFkDhozsh6KCiNFDpzN11liyMrJp2rw+b159RCAQEBubQN0GtdHV1SYsNBJPb1fevf5ERFg0AFbW5pSXVaCkokSFQEJhfpFM/6K0tJQatZxQVv7HrKg1tTUYMLIXB/edxMzcBHNTE3wbetO6c3PKxGWoqKrwIygUazsr2nVuyclbB0lLTefsqSuMHT6d+o3qMGLsQJq1bcSDO09p07UFHrXd8H/7Ba+6HtTyrMn0sQvJTM/C0cUON69a6Onq4OXrzua1Up2KS2dvMn3eOM4duERiXBKGJgYMHNeXckk5R/acYs7SqTi5OrJ1bZVVd0ZaJvu3H2PEhEGc2HeWlh2bMmTaIAAiw6LIzcnDzsuBXuN6MaHfdLlnjg6P4eMbf9Q0VWjaqQlzJiyWRbNbtm/K3FXTmTZsHtq62vjU8+LfhZLSUnKyczE3N6VOXW/Onr1G127tsLO34eaN+xQWFNGmbTPevvv0/7V3luFVXE0Afk/c3d1DsOAuxa04FHd3d3d310KBlhZvC3y4u2uIEHd3T/b7cS8pKbQFqsC+z5Mn9561mb2zu2fnzJnB2cWRiePnMHbcYNTU1EhKTEZD45e8YI6Odvzw3dFi+09Py0CoCGxsrQgJCScnO4evd3zHwGG9ePLwGfqG+vj6BpCanoG5hRmOzo4YGemRlqJweFhaWQDw6MFTAgKC6dqrA2W8vQgLjcDd0xU3Dxe+3X2g2DE792iPJEmoqKsQHRNLq/bNyM5W5DBbsGI6Lu5O73x+VFVV0dXXxdDEkDLlSxIREU10dDyT548hJioOFRVBbm4eW9buZvDoPkSERdBvWA+0dLTIzcvD57kfyxesIzYmji69OuDgYMuCdTM58/N5/H0CqVKrIjFx8fT6ahhT549l/qyVmJgYMWbyUL7ZpnBYPLjzmDFThpKanMrju0/R0dWmRBl39Az03sjnlpGZhZGFEdNGzy9qy8rMZsf6PTRr14gfvj7Mnq37adOnNQ7OdmRnZePg5YBzJQ+6j+vB4ikri+0vPjaBsOBwTO3MWDZX8TwSQjB4TF/WLdlK/1E9+fmHkzh7OJEUn/y3OYVyc3NJSkph5uzxGBsb8sLHH11dHQwNDejdpxNPnvjQvm1fevXuxMuXwZw+dZFVq+fSuFl9AvwVUVaayhx2B374kfETh7F65ZY3jhPgH4TPMz+69eyAn+9L7OxtCA+LxN3DhflzV9Gj51dYW1tgaW1JUKBi+qe+gaKi1YRpI1i8cA2VKnszcERvHtx5hIWVOd7lSzO07/iiY+joaqOpqYmNnRUFhQWkZaRx+sR5vCuUYuy0YUiFEl7KaM93QUNTAzsHGybNGU1mVjbbN+/Bxtqax989w8TUiBGTB5GdlYO1nSWP7z/D56EfQ0b1wbWEM8nJqWxas5PVq7fyVZfWVK9dhZkrJnP2pwtEhEZRq2F1PL3cefrwOagKlsxbS1JSMurqGoybNpRZkxez84f1zFo9hXFDpgOKqnCVa1cgOTGFhzcfYWhkUEzeshVL0a5HS8b0n1qs77V45mrad/oSU1szpvWeRHhwBGlpGaSmpfPtroOULuvF2qXFf7OEuEQiQiPR0NBg8+qdRdEWltYWTFswjqyMbGaOWcDje0/xKOlGvxE93vm8fgjRUbGMHjuIhMQU0tLSMTIyQF1Dndatm5Gbm0PH9v1o3KQeamqq7P/uKPMWTKZ3v658u/cgBQWFaGlpkp2dQ15eHpJUWOQQKtI3IYnYmDiyc3LpN6Aby5dsYMCgHmxYs4MOnVqxfs02GjetR3RULJWqeOPzzA+vUp7o6OoAULtuNQJeBmNpbkbzVo1wdHHAzsGGkqVLMGZI8fLybTo0R09fVxnRIrF25VZUVAROrg4MHtWHytXe/bmkqqqKWwlX5qyYQmBgCIcP/oyNrRX+Pi8xNDRg+KSB5GQrEr6bWZpwcP+PmJgas+vYZuLjE9mxZS/PVvjQrFUjWrRqTHpmBpPmj+HUsbOYW5nRpHVDkhOTUdVSY/WyLURHxZKXm0e9RrUwtTChcrUKLNg4m0UzFfe3G1dvM2LGEHat3YP/85d4VyrNxf9dLZJXT18X78qlGdJ9XFEEcV5ePktmraHf0O5kF+QyYHJfjIwNeXD3MSFBoVy6cJ1qtSoSFhFZ5BACRWGP8ycvYWxmhJa+DgumLC9yFnbt24FpqyexecV2wkMiGN9/Gvv+tx1La4t3NzoZGRmZ9+STdAp5ebmjqqpKq9ZN0NTSZNyY2eTmKm7GtrZWjB83i9gYxQjdzRt3GTV6IKamxqxSdga3bl/xRggqgI2tNXl5+cycN4H/nbyAm5sTAKZmJlw4c4Xs7Bx69+vM9m37CAkOY9uWPfi+CKBjp9ZIUiEVq3gXTfW6deMeHTu1QkNDg4mjZ2PvaEuf/l2Ij0ukUtXylKtQGg1NTXT1dAgMDOHnH0+TmJjM+IlDKVnak+dPfenaqwPuHi6Ympm887mRJIm7tx7QtXdHhg2YgIWlGeMmDGXRzNXk5uSiqqpK/xE9eXj3MfOWT8fUwoSzpy4SHhrJ/Bm/VHGZMWkhi1bOZO2SzbTu9CVquppcOHeVSGW1EntHW8JCI/Ao+WZeiYiIaMLCo/iiZV0MjQxwL+nKxSs3KOddisjwaHye+vFF41qoa2nw9OGbJUcf3X1C3Ya1yM7KYf+Og0Xtnft3YM2yrcRExbJ93xry899MnpidnY1bCRcO7j1KVmY2xqZGdOrdjoKCQoSaCh36tMXS1vKdz+efwcnZgQEDu1NYKNG9ewecXRypV78WNWtVYef2b+ndtwvBIWHk5OZia2vFwP7jmDptNF6lPMnIyKRLt3bk5xdQqXI5mrVogJ29Nemp6RSKN4/l6upEcFAIlSuXZ8SYAQQFhmDnYEvgyxACX4bw+NFz5i6YTO9B3dDW1aF568YkJaWgqaVBmw4t2LnjW4KDwhgxagDNWjZEkiS8K5QmJTkVd09XvEp5YGhswKoVm7l39xFdu7en35Du7Ny8j1btm1GyTIk3hfoDEhOTmTh6Nq3aNWPZwnV06d6ejJQMdm/dD4CllTm9h3SjtHcJEhKTuHbtNl9v/ZaggGAAjh06wYO7j5k6Zxyrl2xix751fPf1IXoM7MSGFTvYsv6XkXJDIwOiI2M5/N1PzF85vahzlpGewa5t3zFh5kiSE5MRqirKaUZqRIZFERoShrrGm1OOnj58TnpaBgZG+pz9+SJnf74IgLW9FZXrVGTJ3LVMmzv2rdMX8vPzsXOyYe3izWRn5VClZkUq1ayguIepCKp9UZlbV+4wfPLA9z6n74qNjSX9B3bHxcWBR498aNzoCzS1Nbh96wHValSiQb1azJ61DA0NDVxdncjJySUwMAR7O1sAzp+/Ss/enTA1M8HN3bnopeZ13D1cOHv6Eh07t2ZI//Foa2vh4enKsoXrWL1xIbt3fc+tG/e4c/sB33y7gZcBIdy+/YD5S6cSH59Ii9aNCQuJ4MqVG8yfe50evTrR5MsG9O85GjNzE9ZsXcyZExcIDgqldt3q2NhbkZqaztzZy4mKjKFt++a0a9+CXT9soHK18h9U5UWSJHx8Ati6cTfZWdnMXzKN7785XPR8qde4FoEBwXzZtgkjh0xRREktm86syYuLcmasWLie3gO60rR5fYJDw1HT0eCbnd8X5QBLT8sgNiqO2Kg47t99XDRlE2D14k00bdWA1fuWEhkZw+kzF5m6ZDzzxy8lMyMTTS0N+ozsyeqFmxg8rs8b8sfFJqCnLMcdFxPP9Uu3CAoMpVzl0vTvPIr0tHSys7LJSH9zSm12dg67NyscVKqqqopE2qqCHoM7k52Vg6aWJhWql8PkbyylbG1tyey5E7l27Tb9+3dlyrRRPHvmS2pKGoZGhiQmJpORkYmRkSGnT11ERUUFTS1NRgybwqTJI3jy2Ad/v0CatWiImbkJtnZW2NvbEhIcVuw4Dva2rFyxid79upCRkYFXKQ8mTBlOdEwswUFhzJqxhBmzx2Nja4WqmhrtO7XE2taKRs3qcfXqbcLDIgkPi8TI2IjA4FB+Pn6GQUN7MX/ZNE6fuICpmTGVqpYHAcHBIUybvIhGTb5gxoIJREfFEhQYwuLlM9HV03nvc2RgYsidUw85sP9H+g3sRvnKZbl45hoXz1zDwcWOdp2+5Id9R1mybjaD+42j9hc1WL9iK7nKSN51K7eRkJBE6TJePHr0DEsbS7as20XL9k05e/Iica+Vm8/OyiExIYnc3DzFlDcVRXTLmOlD8fN9yaFDx+naswP9RvckIS6R9j1ac3jvjwDUb1UPn6d+bwzGJSeloKGtyfmTl3HycGTT8h30G9mT9Su2cffWQybOHEnaW6KOpEKJ8NBwAl4EYmVjQbturcjLyycuIRF7R1s8S7vz/NELTh4+TZc+7dH5gHP7rnT8qhXXr99FV1ebBYumEhoaQV5+HhUrlWXFso2kpKTh5ubM4kUKB6uurg5Dh0xk+syxfL3tW0aNGciSRevo2qMDevp6b+T5AzA0NODMgZ8oU7Ykaupq6OvrMWBwDypXrcCa1ds4e+YyK1bPpVCC3Lx8OndvS35ePjZ21lStWYmF81cDCif+uEnDmDp+HvUa1mLFunlcOHeV2Og46tSrjomZCVnZWfTpOVIxIDBjJEnxSSyYu4pN25cXOezfh6ycHIKDwvjp6ClMzUwYOqIv65Zu5dz/LqGiokK/Yd05fuwUvQd1ZffO/aiqCPbuPEBKimLgafe273jpF4imhibObR1BXQX/l8GcHT6Trn06sn198Sq76ekZZGRk4l2xDFq6mkhIDJswgMjIaK5cv8XY+SMxNTMmKyObQL8QQgMV94Mxc4Zz79bDN4pe5CifbdfO38TM0pR7Nx8SGhTOwjqV2LlpL5fPX6ecd6k39E5Pz6Bz3w6MGzgNG3srWn3VnJzcXDQ0NNDS1aRmg+r4PX9JXEw80RExslNIRkbmb+WTzClkbGLE+fNXadK0HvFxiUUOIQA7e5uiDvsr4uIT2LlDUW3L2NiQ5OQUHjx4QslSv4zKqaqqMnb8YPKlAoxMjBg8rDeHDx3HwFAfCwszTEyNmTR9FI2bNyDptUoSly/dIC8vj6DAULKysklNTcPM3JTCwkLu3X3MgR+OMW7KMKpUr0h+QT5CVaCmqU5CcgoPHz5h3uzl7Niyj4qVvfF57sfIYVOZMGMkG3cuJyY6Dse3JHz9PYQQtGrXjIQERYh9bEw869ZsZ8n62UxfNIHxM0egqqbCxNmjsbaz5NkTH1Ys3sCdmw/e2NfRgydYsG4mHl6u+PkEFDmENLU0qflFNR7efYKOrs4bI4Jd+3bk1pU77NvxAypqKly6eA0VFcHxn8/QpGV9QFES9fTPF/CuWPqN47p4OPPT0VP0G90TQ2MD1NTVaNu9FeWqliVGGeF1+IefqVm/WrHtTMyMMTY1ws7Rhpe+QaipqTJgdG82r9/F2hVbGTNkGg8ePcXc6p8pSW9kZMCAQT1RURWcPXeZ+w8e07dfF7IysxgwqAezZi1l+7a9PHniw9c79xdtl5uby88/nyY1PZ3KVcrRoFEd5s1dyZHDJ3BwdaBhozqYm/+ig76BHk2bN6BWnWp4lfZEXV2NOvWqY2z6S6LNu3ce4u8XiJubE8bGBkybshAtLQ1O/+8ijZp9wbOnvmRkZLJ44Rqys3N4/syXVSs2Y2VvhYqaCnt2/8Do4dPwLlea3Nw8du3cj1BTZdWWBcXyIr0P0VEx+L4IICdH0eH6bu8h7F3tWLZxLhNmjqDXoC54lnSjbPlS7Ny6j/jYhCKH0CtCQ8JJT0vDxd2JuPgEmrdrhO2vSuOqq6vR+Mv63LxyB1AkyO7at2PR8vbdWrNgzgpS0tP5+afTfL39W+ITEmnWpjE/HTxVlKvidcpVKsvRg8fpP7Y3Lp6KKXGlK5Rk9qqpLJmrSPT64+H/0bxDk2LbvRq5zc3JIyQwjIrVymFhZ8GKRRtYt2IbA7qPpnajmlSsXh6rv9F5qa6uzpChvfn22yPY2Fhi72jD8GFTWL9+Bzt3fMuz5774+wViYKBPcrKiCpmtrTWGRoocHzev36VESXd27drP/HmrGDC4+Eh8+45fcvrURerWr0l+Xi6SJNGzdyeePHrO1Flj2PPNDwwd3gdra0sKCgp4/tSXC+evkp2VTXZOLk4uDnTq0ob+g7vz8IEiKfjmjV/j5/uS/Px8ypUvzdyZy3gZGEyVGhW5ePEaA/uM5eyZS+Tn55Ofn8+B73/k4IGfSE1L++Cyv4oRe6koifP82SvoPawbC9fMYOq8sTg42dO8dSPWrd6Gz3M/NDTUiQiPKla6HeD4sVPk5efTvksrbl65U+QQci/hWqzi1KWzV+na55fKa5Ik4VbClaEDJjB+5Azu3LxPHgWMnj2MPiN70HVQJ37Yd5SQ4DD0DfSL5bABsLG3LqqKU7F6OZq0boi+gS4a2lqkpyletM+fvkKTNg2LbaemroaljQV5eQrHQb+RPTl75jIrF29k2vj5rFmxhY692lK5ZgXM/qYoIVBMIa1XvyZ16lQDIZg/fxUrV25m+459jBs3i6rVK2JhaVb0Al2ypAcnjp8lKyub48fPsmjZdHJz8xgyvDe+fi+ZM2cF/QZ2K4oeAnBytsfU3JikpBRUVVRp/mUj2nZozo2b91DXUGfCZMWUk693fIuqqiq7v96Prb3iHtO5W1sePfglga+aqiq+PgGkpaZTUFDIlInzQE1gamnKyRPnmDh2DokJKUiSxOn/XeDo0RN4ernx7MkLMrOy+BBSU1KJjFDkRdmxdR9mNqZMmD2SpRvn0L5LK86cuMiyDXM5d+4KN68rksrn/qrIwcHvjmFqboKzuxPXL90iPS2D40dO0394z2LrlSzrSUx0PMamRkSERxESFM6U+WPZuHYnB747RhlvL+7dfcjC+asoEIX4vAxgwsLRzFg5CX/fl6ipqb5xLZpbmKKqosq8dTM4su9nGresj42DNXdvPQTgm+3fF6vsBwr7NDY1xvf5S3R0deg2sBNrV2xl7YqtTB07j+/3HKZDz9aAItm2pvb7RbG+L14l3XF0tENVTZUFC1azYcNOtm7Zw8CB4+ndtwuqqqrF7gkxMXFkZWWzb+9B+g3sRlp6Ood+3EVwSBjbt+5l6PDiDt7uvTqir6/Ltau3UVdXo2GjupTwcsfBxYHYuHimTB8NwLd7D5GTncPaNduIio7FzMKUNRsXFnM2hodHERYSQVZWNh6ebvTrPQpfX3/KVizNrdsPGDtyOgF+wRQWFvIyIIiZ05dQtmJpdPV0iHlL0ux3ISYqtmiKXEJ8Itu37WXouH4sWjuLmYsnEuAXxFfd22JhY8GG1dtRVVUrcgi94uqlW1SpURFTcxMC/ALxeeJLZkYWmpoaWFqZF62nrqFOg2Z1uXXtHlo6iunf42YM5/tvj7Bv9wHCQsKJiIpm/bqdRMXFUrVhFfqM7sHCzbNBRYW8/Hy0dbSKHVtHVwcKJVp1ao6+oT4JcYlMmDuSPTu+BxRVd8tUeNMpVKNuVZISk1FRVaFtt1asWrqZdSu2sWLRBn4+ehpbR8V9REtbE0Ojfy4x+t+dr1BGRua/yScXKfTyZTChoeF8v/8ojRrVeWN0WkXlzc5/QX6B4oYbEs6qtfOZOH4OsTHxrFw9F1UVFaKjYtHR1SYsMorQ0Aj+d/IC7do3Z9rMMWRkZDJyxDTU1dWIjY2nrHdJxk4YwthRMwFFFQldPR1evPCnRs3K+LzwY9S4QZw/c5mH959QpXoFZs9cSv0GtbCwMkNDXZ3T/7tQTD4TMyN8lKXBMzIyiYmJo3RpL+rUr1H0Evk+1G9Shwf3fqnkER4WyaC+Y6leqzKDhvWiUCrEo4QrUVExPHrwjNTUdIyM33wgGZsYcvf2I9Yu38L2PWt4ePcJampquHk68/3uI7h6OKOmpsbi9bM5ceQ0EWGRVK5RkbjYBHoN7kqPgZ3Jzs0hNCKCdSsV88CHjexHk5YNOHviIr0Gd6F85bL4vwjk9rV7Ctmb1iE+PpGrF2/i88yPlm2a4OTiwIP7jzn0w0+UKOWOz1M/jh89zdrtS7B3tuPauRu4erpQoZo3ebl5+Pu8pErNCujq6XL4h5+LVYa5dvkWL577Y+do+97n9X158cKfmJh4khJTqFKlPJcu3WDLlj1s27aSfXsPFL3IFBQUoqIi0NbWwsrKgoCAIBo1rktsbAKhYRHcvHWPjVuWsH7dTqZNW0SjRnXYsmMlN27cQVVVlfIVypCclEpQcBjbt+8jMzOL9PQMtmxbjoaGBrm5uaioqJCZmYm2tqKz0617BwIDQ2ndthk+z3zxLl+aRw+e0qV7ew4fOU7dujVITUnjuz2/lH13cLQt1lE78P0xatdd9MGjW4aGBpiYGhebdrZh9Xa0dbRp/1VL2ndqSeWq5YmJjuXQ/h/pO7DbW/ejoamBRwlXkpNSOLj/R8IiomjWrhG62tro6uni6GzP/l0HcPN0pueAzpTy9kJNVRVVFRWePHpOSmoqnXu0Z97MX8K7b1y7w+Gfd/PNlv3ERcfRe0hX9mz9noKCApxcHajVoDoLZ67k6sWbNG5Rn9pNa1KmfElevPAnKVHhRHny8Dl9B3fD0MiAK2euYetgQ8tOzTiw+4gitL1GBarUqsjyRb9UeZEkiWUL1vH1/vVF01P+DpKSknn5MojQkHCsbSw5feoiqalpRctfORfu3X3EpMnDuXL5JhmZWZw/f5W5CyZz8vhZEhKSiI6OpXTpEnhXKMOchZNJSUrB0socTU1NRgyfyrnzV9m6bTlTpo0mOjaW73cdK6oOKVRUGD1uEJPGz0VTSxNNLU28vNyJiYlj9+7v6dCxJTZWFlSrXonDBxUJpg0NFRUmFVM0DLl4/hoXz/9SIVFfX69YzrZjR/7H4GFvRtC8K2bmpggh0NTUICcnl+ysbGZPW4KxiRHT542nMLIQUwsTbt1Q3L8KCgqLTa17hbGJEfl5eVy7fINV2xYSHhyBuoY6rh7O3L5xHycXB8wtzWjdqTkSElPmjeXUz+dwdLbH1MKU5CSFTXXq3o6h/cazZtMi/HxfcuHUFUV+lalDiI2LZ8LskaxZtJmc7BxMzU3oNaQrvs8DWLFrEWmp6cTGxPHo2XOMLH8pDx4VEU1iUjIjpgzipwP/w9zKjC8a1yI8JBIdHW00tDRITUsnJOiX6Jq4mHiuXLzBrMWTPvjcvivx8fHY2Fpx7dptgoJCiy3btnUPXbu0IyMzE0tLczIyMjE2NgKgRAk3tHV1qFKjIplZ2XTu0oazZy8zceIcps8eh7qaGmrqavj7B6Kjq4O1jSVlynrxze4fOH36IgALFk0lJiYOO3sbDAz0kYBbN+/TvEVDcvNyuXrpJjVrV+HwQUVC5fPnrtBnQBdWLduMJEkUFBRy6sR5Tp04XyTz64UYbt98wBf1ajFqwmCsbT7MCWxgoI+V9S/bHjt8kmOHT9K2Ywvc3VxZumEO6emZHB2kkPFtDlJDIwNysnNo2qoBTi72+D4PoHzlsuTk5jFqymA01NXR0tYmNiYW/xeBrN2xhNs37rF90x6mzR1HUmIyDZrU4cljH65duUX5imU4cuA4Vy7e4Oqlm8xeOAl9Az2OHTzJ5HmjWTFvPdlZORiZGDJx7mhu33iASYoJnfq3x87RhmG9JxTJFh0Zg1tJN3oO6cLlM9cxNTemfrO67N22n+6DOqOto83OLd+S91r0989HT1Onfg1MzIzp3Kf9BzuF34Xc3FyCgkJxdLLnp59OFbuPSpLEsWP/o3adakRHx+Lm7kyAf1BRgvew0EgcnOwokArJz8+nYaM6REZG89THj5lzx6Oupo65hSnf7z9GRlY2hoYGlCzlgaa2JgMGjCU1NZ3KlcvTqEkdypQtiYGBPoWFheQoo8Izs7P5cdd+mjSpVySTsbGhcrq3Bvn5+Whra3Hn9kPu3H5YtI7qazaal5fHvXuPadW2GfaOxQdc3hV9A/1i9h0VEc3Ceato3b4ZdepWZ8rcMRgY6tO4Tnvl8d/8vTQ1NdDS1uLh/af0Hdqd0KBw4mISUFNXZfC4fmSmZ6KmpoqKigpXL9xk4pyRZKRnsnH1DsZMHEJoSDhCCNp+9SXzZi7H2NgQT09XdmzeC0DdBjVp36Elh7/7iakLxrFk5mrS0zLQ09dl4pxRJMQlUrVeFSLDo+g7pidBwWHcu/2o6Hd++tiHyYvG8uP+ExTkF9CgxRfcvHyHanUr81Wvtmzf+E2x6K/v9x6hao2KCCGYvGAsDi5yJTIZGZm/l0/KKZSRkcGuXftJSUmlZcvGBAWFoqOry5JlM4mLT0BfXw8nZwfs7W1JT0+nabMGNG1en8LCQjp89SUvfALQ1dEhJzuXNesWkJmZxYQJcwAoVcqTHj2/omnzBlSs7I2zkwO3bt7n/LkrRVE3AC98/LF5LRnkwME9sbAwIykxBX0DPb7euZ+CgkJ27FyFjo42iYnJVKzkTaUq5Zk/fxVLl83C1NSYhARFtJGKigodO7VmysRfckHExsZjYWWGgcGHlaS2trFEqHgzbHR/Nq3dSWFhIQYG+vTs04kp4+cxcdpIUlPTmDVtCSU83YgMj8LFzRFdPR0y0jMB0NBQp2qNiujp65GTncPTJz4sXaxI9Kqurk6detVxcLcjPikRKzsLWrRrwpkTF7l35xG9B3XFwdGOlKQUcvJy+eG7Y0WybVi7A+/ypdl+cB2PHz5j6oR5dOnZnlYdmxETHYehsSEzJygS4CbEJbJr23cMHNGLMycvULd+zaKOX5UaFTn8/U/UaVCDirkV8SrjTnxUgqLMeKuGFBYUEhMdy4WL1/g1Mb+KJPs7iI6O5fz5q1hamiMh4eTsgKWVObl5eeTn51GrVlUuXLiGlpYmBgb6jBo9gJCQcDQ11anXoBbr1+3g3LmrHD22m/ZaGoweNYO0tHS+6tQaDw9Xrt24jaeHK0ePnKRESQ8WLVyDv3/xKhbJSSkYGRkQGxtPn36dsbWzRgjByZPncXZ2YNXqrSxZPJ2AgGDGjR/C1MkLsLWzZvfu76lfvxb2DrZFSVMBevfvyvKlvzgwbGytSE5OfSM64V2xtbNm6erZfL3tW3r06cTeXT8gSRKaGuq4e7oopsNVLY+qqhoOzvZcvXKLVu2a8uPhX5JTduyiGA1u0LgOCYnJDB7Vhz27fuD+3V+cogZGBkyZMYr4uESs7CwxMNCjTPmSZGRmkpGVhZ6uLiHBYW+E6z969Izo+Dicsh3RMdBm/OwRmJgao6amylhlHo28vHyOHz1NzbpVuXXzHtVrVS7a3tDIAN8XAVy7eouuAztx9MBxRg+cSuee7bCysaRT7/bce60j/oq01HQ0NN90LPyVXL9+FyMjA/r268KtW/fx8nJn0uThqKqqkZCQRFhYJN7eJVFTV6eMd0lWrp7L5Us3GD1mEPn5+cxfNJXz566weNkMrK0t6dVzBPn5+ZQp40WHji0pLJRYu34hgYGh3H/wBFd3J+bOW1FMBt8XARj2VDh53N2dsTA35flzP9w9XFi7djvz5q5k8uQRdO7alhc+/jx/5ktiUgoDh/fm2WMfatauyq0b94p+N0MjhZPxlQMFwNbOqlhUyPvi6eXGjau3GTluEGuWbyY3Nw9NTQ0GDe/NsoXrMDExomOXNgghlE6AAvIL8rGysSQ6MgZQONiGjxnA1Uu3KFuhNEvmraZpy4acPX2JF8/9MTE1pladqgihgkQhi+et4YdjO7F1sObw/p+KIlPdPJx5eP8JkiQR4B9IRHQUvUd0IykhmXWrtvJl2yZUqlSOXoO7AIoBhhULNmBopE9hYT779xwukqd5y8bF9Hz66Dk9+n/F0ycvMDDUJzMrCwHMXjGFg3uPEhoS/sa5efzwOXl5+air/z3djEylE9LCwpRbt+6jIgR169agTt1qZGfnoK2txYsXATRsrKiiWb1GZc6cvkir1k34on5NtLS02LjhayZOGs7Vq7d49vQFP/54in79upKUkgpIVK1akSNHTmBkZMjaDQsZ0H9csUTWgYEhpKWmYW9vQ+++XSiUCqhQsSzunq589+0RLC3NaNaiIc+e+uL7IoCKlcqRlJLKiLEDCA4KpUfvr9i147ui/dWoXaUoITsoojzT0tLxfRHw3jnZXuHm4cLLgCDqN6rD+TOXAXB0sqdlm6YEBobg7umKn+9L1NXVycvLIyUlFScXB4IDf3GwDRzeGw0tTa5duommujqxcXFIFDJv1jJAYTO2dtZUrlqer3q2ISU1lXIVy5CanFoUSVi6bElWLlXkarO2sSJQmdNJkiRmTVnM4pWzSEpMxs/3JcMmDiQtJY3MzCxmTFhIWmo6oycPZsXC9UybN66Yfta2VuTm5fLjkf9Ro04VKlcrT1REDK07t6BC1XLo6uuyb89Bfk1BQQF7jm/9WweACgsLuXjxOhIQHBRKelo6NWpUpmGjOmRlZaOlpUlSYgpeXh6Ym5vQpm1zjv98Gk9PN3buXouFuQnTpi1m9pwJXLhwDXV1Ndau3U6Hji3JyMomMzMRZzdHjIwNiYqKYe/+TUyZNJ9Hj37JK/jihT8NG9XBxdWRtu2ao6mpgSRJlCrtyfkL1/jh+2OUL1+acROHsmblVtp/1Yq5c5YzZdYYfJ/7029gd9av2V60v7LlShEeHlVMT3V1NXZs28tXyuft+1La2wt/35fUb1ib82evAIoIvRYtG7NuzTZq16uBtrY2ru7OREXGEBgYTIXK3sWSYPfo2wlnFwce3H0EKoLzZy8zafYYRgycWBT5pm+gR50vatCmawvmTl/G2o2LCQsOJy1dERVZxtuLG9cUEcMmZiZEKe/RAJfOXcPO3gb3Ei7ExyfSqU97VFVUyM3LY9mC9aioqNCsVQN2bf0WNw9nyvxqupi2rjb5BQXomxrgVdoDVTVVylYujb2TLQbGBqxZvpVfU1BQwLenduDm6VLkKPwn+NA+m4yMzMfNJ+UUCg4Ox8bWCn19PUp4upGbl0d2dg6jRs8vmoLSqVNrtmxfTlRULElJSQwYOA5HRzs6fdUGf/+XXLt2m3UbF5GYmMSRI4pSrba2VsyZO4k7dx7w8OFTGjasg46uNpWqeNO4SV2+2X2An386jSRJ1P2iBiDRrWdH7O1tMDYxRENDgzZtmxEbl0B+fgEFBQUEvAwmLSWdlwFB9O7XpagCyuxZSxk7djBIik5vlWoVmD1jaVFJ2qbNG3D7xj3atGv+p86VlZUFg4b3olLVcsTGxGNgoMfaVduIjY3Hq5QHAf6BHD74M926t6dSlXKsX7WdwSP7kpmeibGJEe4lXDE0NuD82St07d2BwtfyXOTl5XHu9GXcPFxo1bYZGpoa1KxdlcrVKyBUQEdHEd306uGvplZ81OfRg6c8feKDjrY20VGxrFqyiXoNa1O5anl09XT4qnsbDn6ryEPQtGUDkpOSycrMpm7DWjx96EOXXu2xc7Dh0rnrlCjphqWVBdPHzCc5KQVnV0eWbZxDfGwiJmbGNGz6BT8eOlns+G7uzvzd3L//mPiERPLy8qlUyRsdnRj69B1Nbm4uBgb6DBvWl6PHviE5OQV9A10GDhxHWHgUixdNIykplePHz3Li5HdMm7aQhg3qkJaWzsyZ4/DzD8TCwozExETCwqPo1qMDGhoarFg9m2lTF/Pk0XNAMdLmWcKNxs3qY2dnjSQkrG0siYyIYd/eQyxYNJX4uAQ2bPyaFi0a8jIwhBmzx/P0qSLH04Txcxk3fghamhqkJKdSo1YV9uw+UFT5SENDnbbtW+Dv9+fKqTZsUhdHJzte+Lykeq1KREXGEhMdy+rlm9h3UBFdFhERRdsOLVg0ZxUWzcwYO2UYKUkpeFcoTc3aVbl39yH6Fmb4+geSGJ9EjdpVizmFUpNTSUpMwdLSHAdl+WotbS2+aFiLKjUq8DIguOiF+XVePPfH0tqCdSt+6cx5erkzc954xk0bztplW8jMyKJM+ZLUqFuF7Ru+oX3nVtg52OBZ0o0OXVuzccV2VITA0cUOa+V0sIPfHqP3oK44uzuiqq5aVHnoFU4uDkXr/h3k5uaSkZFBamoq9erXIjAwlCHDJit+07bNcXZywMnJnh49O3Lx4nW+6jQQS0tzpk4Zxa3b9/npp9OsXDEHr1Ie3Lv3uCi/SMeOrahTtzphYRFYWJgRERmNnb0Nbq6OqKmrsWnLUiZNmFtUlahJ03ro6mrTu38XunUfyoIFU8jIyMRKOaUMYPHidSxYOIXR4wYRFBSKto4mkybMo2QpD9S0NJgxdzwR4VHY2VlToqQHK15zWqqoqNC7X9di04vfF319PfoM7EqAXzBlvL2IiY4jISGJ3Tu/IzwskskzRuPoaEefAd3YuVUx4rxl/S5WrJtXlIC/VGlPsrNzqVWvOllZ2XTt3REtbc2i6NCE+ESOHT5Jl+7t8HnuT6261bCxs0ZDQx2vMp4YGOpjZm5Kfn4Bqsp76e0b99HT1y1mm999c4jGTb9ARVWFRbNWkZiQjJOLPQOG92LO1CVF67Xu0BwXdydatGnMw3tPqFGnMn2G9MDR2Y6Gzeoya+Ji0lLT8fByY/mmeSxaP4dL569x7leVelp3aPa3OYQArl69RXhEJIaG+sTFJeDtXRJXNycuXb5BuXKl8Q8IpH37lmRkZDJu3CzGjx9KxcrePHz4nP37jzB8WD8GDOzO6NEzGD16ADt3fse27av49ttDlC5TAiFUuHTpBv0H9kBLSxMNTQ0qVSzLqVMXi2QoW7YkCfGJVKhYljVrtzFp0nAmTh7OksXrMDUzYfOm3Rw+fIJdu9dy/+4jHJ3t6dFtGIaG+lStVhETcxMmThtJeloG7h4uJCYmMWfmsqL9Dxzck73fHKRq9YoffJ60tDRp3LQ+5uZmtG7fjIL8AoKDw+jXcxR7vlckyHdxdWTKrDHMnb6UnVv3MWBoT8zNTYmPS6RiZW9Cg8OIiYmlWcuGHP7+Jxo3r4+jiz0qKioUFhYiSRLhYZEUFBRQqUp56jeujbGxEbMXTyY+PgGLX00hvHPrAa3bNsPf95fnw7yZy1i1cSFhIeE4uzqwfMEG/HwCMDDUZ/TkwRw7dAJbBxusbCzp2L0N1y/dolRZLxo1/4LcnFymzh/HnElLOPTdT9jYWbF88zxKlHLH2taSqjUrceva3WIylCjt8bdHBN9/8ARf3wA8PF0JDY2gYqVy6Orp8uDBU5yc7bl0+QZdu7bDyFifJ09fUFBYQOmyXjx+8px9+w4xc8ZYRo7sz4YNO2jevBF79hxg5aq5XLt2h6ysTNzdXXjw4Ak1alXG3d0FTS1NqteoVMwp1KRpPXT1dKhZuyqTp8xn7rzJzJw9npUrNuPi6gjAlMkL2L1nHQuWTMXA0IB167YzaeI8KlUuR+3aVZk6awwpyWm4ujliYGhA354ji/Zfo2Zl/HwDiYtLLJqK+r5YWJjxVdc2lClXkjYdWpCbl4evjz+D+o1j5NgBioFMIRg/ZTh3bz/k8A8/06PPVzRsWpe01HRKlPQgKTGJwJchVKtVhaMHj9O+cyukwkJU1dRA6RRKS03n4vmrOLs4MHbiUMpVLM3qLQt58vA5ru7OyoIrintWcGAo7b9qyYkfzxTJuW/XAVasn09Bfj5W1hYsmr2a+NgEbO2t6TO4GysXKSrgte/SCkcnB2Kj44iKiKHJlw2oUrMCFpZmBPoHs2XNLiRJol2XlnTs3gZtXW1KlvHk+RPfomOpqKhQsozneyWXl5GRkfkzfFJOIQ0NDSwtzDl/7gpmZiZYWlqwafPuIofQjOljiYyK5tq129jZ2zJi5DQABg/qyZgxsxg0qCeSJPHihT937z7G2dkB73Kl6Ny5DZcv38DD0xUrawuCgkL54cCP6Ovp0rVrOzR1tJg4eTjnz12lctXy3Lr1gOMnzhAXl4Ceni5Hj+3m7LnL2Nvb0q59Cw788CP37z3G2MiQKlXLk5WVRVx8ImpqamRmZjF//iq0tbWwt7elavWKdOnWjoyMDLS0tXjyyAdDIwNsPjCU/HVMTIyxc7DF57kfm9btxMnZgQVLp1GqdAluXFeMluzbe4guXdtSt34NsnNyqNuwBlWrV+LUyQv87/g51q3ZjoenKz16f8XkmaNZtWQjOTm5WNtYMmXmaAwNDShfqSzAG0kyCwsLmTtrGYOG9WbF4l9e1iwszRAqKphbm9N3UDf27T7I9au3sbW3RtdIj7HThuFVxgMLS3OePfYhPDSSybNHY2xqwJhpw8jMyMTM3JRGLerhrOz0lPIuQWpyKpZWitLPr7BztCEpMZkrF26gq6fDpJmjKF3O60+f2z8iISEJFRUVypb1IjMrm7XrtpObm4u3dyk6tP+SPXsPULp0CZ4+9eHwkRMEvAymU6c2bN26l6lTR9G9R0f8/QO5c+ch7dq1YM3aBWhra1KhYlmysrIoKCggNCyC7eP3YmllTreuHejVpxOnT17g7t1HjBw1gMioGH4+fpq4uAQkSaJMKS8yMjKoVr0iaWnp6Ohoc//eY9q0aUZsbByWVuZo62gDCsff4kVr0dTUoEevr1i7dge9e3eijHdJCgsKUFdXZ/2aHWzZvvwPzsTvo6amhp6BHpY25jy894Tv9hzC3tGObd+soUxZxe+Uk5PDmlVbGTZ2AAX5BRQWFpAvFWJpY4G5pRk5OXk8e3aPlcs3Uat2VXr37ULN2lW4duU2AM1bNqJUGU/sHWxx+lWOLh0dHcqULUlqyzT27z1cbDqqu6cLBfkF5ObkcObkRUzNTGjdoTkREdGYW5lx5PQeIsKj8HnqS2R4FD0HdGHT+p2UqVSKFq2boKamxurtizE1M0ZXT5dylcsydGw/VFVVsXeyRV1dHRNTYzbtXsnk0XOIj03Ao4Qry9bPfa/k8u+Lqqoq+QUFmJmaoqamxr59B/H0cKFjx1Zs3baHA/GJzJ07SVEueq7i923RvAGzZi1l0KCevHwZTE5uLoGBoYSGhlO+fBl2715HWno6GRlZVKzozY6d+yhRwp2MjAxWrtyIg4Mdbds2Z9/+LfTrPRLPEu581ak1PXsOJy5O4TzZtGk3kyePoFAqxMjIgGRlrp2FC9awe+96EhOSsFPmcnn+zI/nSqdKs+YNqFK9PPfuP8K7fBnq1KuhqF6npcmNG3fo2r39nzpfenp6GJkYkpGVhaGxIfu/PYKuni7rNi2mYaM6aOtoo2egw4RpI4oiWHbu+A5jY0P27Fe8lD+8/4TQkAgmTZhDvfq1qF27Gp27t+P7fUeQJImy5UpRo05VCgsKqVGnCrq6Oug6OzBgWE+iImIo9W0Jzp+5jK29DT8dOcXN63eZOG0k+QUFXLt0S1FQYMpwggJDMbMwo02XL9HS0qRuvRqcPX2ZHv06ERQQjGdJd0zNTTE0MmDgqN6YmplgamZc9KL0ZfumlKtclrTUNKxtLDEyMQKgfuM6DBzRi68376OgoJCvurehUbMv/tR5/SMCg0LwcHchJSWVukpno6urEz4v/Fm3bgdLl8zgzu0HmJmZULKkJ+kZmQQGhvDTT6dJSUnDzMyYBw+foqurjZqaKitWzMbXN4B+/bpy/vwV4uITqVWrKvPmr0SSJPr06Uy9RrVp3LQeUyYtYNCQnhgbG+Lj48/6WYqKoS9eBFChQhmysrOpWbMK/zt5ntiYOHp0G8b6DYvw83tJ1aoVuHXrPqdPXeT0qYsIIVi+ag6aWhrk5uezZsNCgoNC0dbW4uefzhAZGU3HTq0++DxlZ+fg5/8SSUURAbB9yx5U1dTYtnsVVapWABT32Tbtm4OApMRktLQ0uXT5Ojdv3MPAWJ9mzRtw68Z97t9/QkpGOhnZWYSEhDF+ynDWrtxKdlY2pmYmzF44Ca9SHjg4Kqa69BrQhfDQCOo3qoPPMz9atGrE8R/PEBcbT25eLu07t+LYwRNoaWsyfOwA8vLyEGoqjBw0icGj+jJ9gWLq2dVLN6ldrzo6ejoMGzARV3cn2nT5ki9bN8HAUB8dHS309PUoW6EUyYnJmJmbFlW8MzQyYM7iSUwZPZcH955gYKjPnCWT8Srp8Sct8I95/syXMmVLkpSYTM2alQkNjcDR0Y6LF6/x8/EztG3bDG0tTVJS01FRETx95s/Ro/+jRfMGhIZGoKunS3p6Bvb2dly/focJE4bh4+NHpUreGBoZsGvXfjp2bMWVq7dYvGQddepUp06d6nyzbwM9uw2jeo1KdO3WnmvXbzN5siLa/Oud3zF9xhgSEpNo2bpJURTjuLGzWb1mHpGRMdjb2xAWFsndOw+5e+chqqqqLFk6HVU1NX7++Qw796zl6SMf1DXVeRkQzPffHWXAoB4fPMURoFCSUNfUwMjEkB1b9xESFMr02WNp1a5ZUeRKpSrlmLVgItFRsaipqhIVHcP3+49Rv2FtNm1dxrnTlwkOCePJsxcYmxkTHBzGlJmjWbZwHWmp6RgY6DN93njs7G2oULEsmlqatO7QgirVK9KyfTOuX7mNsYkRp09eoKCggAf3HtNvSA++++Yg+Xn5dOnZHkdnO174+LNu4Taat21I7S9qYGRkwIljZ/iiYS1KlinB/05e4P6dR7Tr1JLJc8dgbmaKkakhmpqaTJnrQvd+XyFJEvaOtsoqbrB07WwmjpjN86e+mJgaM3/FdNxLvFmoRUZGRubv4pNyCrm4OODv/5IhQ3qzePE6Zs+ZwMuXwQDUr1+Lq9duUc67NEIIgoMVodHq6uqYmpqQn5+Pn18AI4b3Y+++w1SrVoHy5Uvz40+nSE1N59r1u1hZmuPi6lj0IgRw+84DFi2cxsvAYMqWK8Wc2cuZOWscMTGKhHsqKoKkxGQGDenF40fPFbk0RvXn+rU7lK9QhjLeJVHXUCcuLpFpM8awZtUWkpNTMTY2Yt6CyUybuoj+/bty+NBxwsMjafFlI0aOGfDWvBTvy+3bD2jXrg8qKirUqV2NOnWr4eHpihACVzdn3NxdCPAP5LtvjwBQqnQJ+g3qjqqqKtWqVyQjPRMPT1d8nvsxdeJ8XN2cGDCsF2W9S1GytAfOLo6/e3wzc1Py8gq4/+AJM+aN5+H9pzg42lK1eiWO/3gaBwdbnN2cGD1xCMlJyZw5dYn2nVthbm5K+creTBo1S5G428KMRi3qceDbYwQHhzNoeG+qVC9fLDGfrZ01tq9N63uFi7sTG79eTkR4FFramtg72P4jobOWVuaYmZmQkJBMRkZGkZ127NCSadMX0aVLWx4+fIqWpga+vgGA4sX78KHjZGRk0L17e27ffoCamhqVK5fj9u0HGBsbkp2dzZEjJ7C2sWLFCsULp59/IDdu3GP2rPH06dcFZxdHfHz8+OmnU0V2KoRAVV2VyMgoGjf+gkePnjN95lhu3brPqVMXGD68L8YmRoQEh9Gnbxf2fHOA/Px8Spfxok2bZrRo1hVbW0uMjY04clCRgH3BkqlUqOT9p87TgwdPaNeuL1FRMZiZmTBzxjjatG2GhcUvI88urk6YmZuwSFk9BcDN3YXho/sDUMa7JKpqKmhpaXL1yi2uXrlFsxYNGTVhMDVrV6VchVLo6ur+rhw1aldh36GtHDt0goz0TOo2qElycipJGck0bFGf3gO6Eh+XSGREFFs3fcOG7Utx83TBzdMFr1IebN30DSuWbEBdXY269WpgZmZE+UrexULCtbW13ugEqqioUL9xbX48u4+U5FQsrMwxVr6I/12oqqpiY2PF48fPqFC+LAEvgxg0sCfTpi8CwNzclDKlPTl16pfIEEMjQxISkooc8Kamxpw8eQ5v71J4ebkzddoi7t59yMSJw1mwcBVmpibY2VqzdZsieibgZTDXrt9h0cKpfLNvA4cOHmfHjn1FDiHFuRA4OTtw+NBxVqyex4mfzxASEk6LLxvh9+Il9RrUxshInwkTh7F2zTZycnIpWcqTWrWroqevx4plm5g+cyzHfzrDs6cvqFmrChMnj8DkT57Pmzfv0a5dHxITk9HQ0GDNmvm0aNGwmI1WrFyOzh0GFNtu7/ebiz57eLoSn5CEq5szP+w/xg/7j1GlagVGTRiEd7nSVK5a/q2/u5a2Fs5uivtsuYpliAiPYtnaOdy99ZDgoFAGDu9Fp+7tEAJUVdWIjIxm/dodREfFMmfhZLxKe+Ln+5I1y7egr69HAYUMHNabsuVLofGWqnoAdg5v5g0xtzBl3NRhdOrelsKCQuwdbf/2KY7u7i4EvAzG3MwUPT09vMuVZsSIqQQEBFG/fi00tTQRQvGMr1jJm4yMTDQ0NIiOjiMnJ4fsnBxUVFT48stGmJubsXjJOnp078g3ew7wv/+dZ/68yYwbN6voeGPGzGT+vMk4ONiyaOl0HOxtWLx4Hbdu3S9aRwjB8+d+dO7cFj+/l8ybP5mzZy+jpqpKeEQkru7OTJ0xhnFjZhLgH4S2thaDh/ZGQ10dIyND+vcbS6PGdSlT2osd275FRVWFVWvnUaNGpQ86RxkZGWzZsofp0xXV7qysLDh4cAclvdzfyEeoyPWlUWwKsIqKCtVrVMbNw4XAlyHkFeRx7MgvkbX2DraMnjiYSpW8cXCyf+sz1s7BFjsHW8pXKssXDWtRv1EdTp+8gKWVBWW8S9KgSR3y8/PJys5h7qxlTJ89nv7DeiGECmXLl1JECxkZ4O7hzOplmxVRghLUqVcdN4/iUb3WNpZvdUx4eLnx9Q8biI6MQVdPpygR+N+NtbUFPj5+5OXlU6VKBdTV1en4VX8yM7OwtrakXdsWBAaFoqqiQkZmFg4Otpw/d5V05TT9uLh4UlLSsLAwpXr1Spw4eRYbGys8Pd3o+FV/+vXryrp1O3gZGAxAcHAYd+8+Ysb0MWzYtIj8gkL27TvE998fLZJJRUUAEv36deX+/cfMWzCZixeukZeXT0hIOI4OdqxaM49RI6YTERGFoaE+I0cPRAgVHBxsuHTxOteu3mLosD58t/cwkVExDBrSiyHDehc5j9+XoKBQBg+ewKVLNxBC0KdPZ76evx53D5di6wkhMLcwY+yoGcXaO3VpoxhMcbAlLTWNx4+ecVt5XVpYmNG1Vwdq16mGi5szjk5v5uaxtrXC2tYK7/KlycvLw8XNiYP7j5GfX0D1WpWpUr0CkiRx4fx1QkIiMDI2pE3HFmhoqmNrZ4WruzMFhYXExyWwad3X3L/zCHMLU5o1b4Cnlxvq6r/cSzU0NXD1eDMavWSZEuw7soXoqFj0DfWxsbX6oHMpIyMj86F8Uk4hVVVVVFRUycrOoUHD2sTGxNOubXM2bPyaqlUqsHDRGjp91Zqw8CjcXJ0AGDCgO0+e+GBubsqVK7cYNWogurrauLo6cf3GXQSCkNBwSpRww9PDlY2bdr1xXD//QJ48eU7FCt7MmDmWw4eOFy0bNrwf+gZ69Oo5nBYtGtHiy4aYmBjTrFl98vLzSUlO5dq1O+Tm5mFkZMCgwb3QN9CjZEkPdPV0qVSxLNOnLaZJ03rUrV+DOnWr4+b256c3JSenMHr0DOKV+REOHvqZg4d+xtPTjbp1a2Bpac6uvevYuukbLl28Tv2Gtek/sDtmyggFE1Nj2nVsgZmFCT27DCUrK5uXAcH4+wfSb1D3Yi9Ev4VXSQ+mTB/FwL5jOXfmMh6ersQlJGJiZkLXHu2pWKUc924/5NqV2xgYGrB640K8yyvmaZcp68V3R7YTGxOPoZE+Fpbm1G9Um4KCQnTfM/m2rp4OHv/wiIyhgT7h4VEEBgVTsqQnHTq0ZN++Q0THxALQpXNbNmzcSY/uHTE3N0VfT4+ExGQaNqxNUFAo7u4upKdnsG3bck6ePIeOjjb5+QUEBoVSo2YVFixYXex4+fn5JKekEh4eyf37T2jfoQX79v2SJLpbt3ZkZmSxefMeOndpy4iR/cnKzsLbuxQSEhkZmZw/fxUHBzuEUGHKtFHo6upQqpQHhYWF9O7bhV07v8PW1pq2Hb+kVq0qlPUuVZS4+kPIyMhg+vTFREUp5vXHxycyctQ0nJwdaKzMEwJgZmbClh0r2b51L+fPXqHuFzUYOKQnlpaKiiMuro6YmBgxb+EUJo6bgyRJnDx+lspVy1GxsjdaWn+cq0MIQdXqFZGQmD55Id/tVzhK7ext2LJ9BTm5uQT4B2JsYsSGbUuLjUJbWJkzafoouvbsgFRYiK29zTsd83WsbCyx+guiA9+VmJhYsjKzyc7OplvX9sTF/+KcGT68H0FBYRi8lug6Ly+P8uVLoa+vqHB1/PhZTEwMMTc3JTQ0grt3HwKKqaKJicnMnTOJiZPmFjtmTk4OCYlJpKdn8GXLRnTuNKjY8hEj++PvF0jZMl5YWpoxZtxg8nLzCQoKQUdXm2dPfbC2saJ0mRKsXb+Q8PAocnJy8fBw5dDBn2ndthlTJs3ni3o16dazA2XKliQvP58/Q2JiMsOHTyExMRlQTL0bMmQiZ878UOweWKNmZXbtXcfK5ZspLChg9LjB1KxVpWi5jq4ODRvVQUNDnZ5dh5KelsHtW4opYN17dXxnR6CtnTXmFmZcv36b/IJC9u49iIOjHStWz8HW3pa0tDQ6dm5N1RoVqVSlPLq6OnTt2YE69WqSkZ6OlY0FhoYfVuVGXV29KDLznyAqMgZVVVV+Pn6aHt2/IjMzi4CAIPT0dKlZswoCgaamJlpamkRGRKOpqU56eiZt2zZj//6jBAaGcPv2A4YM6cXFi9cICgpFT0+HEyfOUq1qBW7dvv/GMS9fuUnbNs0xNjYkKzu7mENIW1uLst4luXzpOjVqVKFylXLkFxRQu05VoqPjyM7OISE+kazMDBYvmY7Pcz9ycvMw0NfDwcGOuXOWM3HScJYt3cCdOw9p3boJderWwMjYEANDgzdkeReePfNj6tSFRd+jo2Pp2nUwV64ce2uRii9bNUaoCDZv2I2pqTHjJw+jXAXFQFqT5vV5/syX1m2bFTmG4mLjqVCxLNVfs+Xfw8bWis7d2+FRwpWuXw0uysfo5u7ClGkjmbdoKn6+Abi6O1O5Wnn09fWoWKUcpb1LkpubS72GtUlKTMHU3OS9nbkGhvoYGH5YHsYPJT+/gOysHPz8AqhQvgzR0bFkZiqqyA0d2pvTpy9ia2uFq6sTmpoafP/DMWrUqIyVsqz7ypVb6Nu3C+7uLty994igoFAqlC/LnTsPkCSJmjUqs337vmLHfP7cl6ioGJyc7DEwMGDUyOnFlvfs9RXHjp3EwMCQwUN6k5efT+061YiKjCEtLR0JiaCgUDZsXsLjh8/Iys5GXUMNN3dnFi5cy9hxg5k9axkzZyylWfP6DBrWGxU1FewdPnwq3v/+d4FLl24AihxTO3d+h729LVOmjHxj3Vq1q7Lt69WsXrEZVTVVxk0YQrXqCqepVykPLK3NmTN/MpMnzEWSJGJj4zE2MaJ6rSrv9NxVV1enSrUKODjZMXnCXLp1Hgwo3i82bVuGqZkJPs98MTIxomadqngqq6tWrlqenOwcKlctT1JSCvr6usUSvL8LhsaGGL6lqIuMjIzMP8E/5hQSQjQF1gCqwHZJkhb/arlQLm8OZAK9JUl6s1f2B6ipqRIdHoOVlSWXr9ygRo3KREfHFlUdSUhMony5UgQEBNOxYyssLcxYtnwjs2dPYPOmXWzfvo+JE4czd94KXJwduHL1Fh4erujp6hAZFYO+/psVfywsTPH0cKN9+y95/tyXylXKY2tnzZdfNlLkDwoIQlVVjaSkFK5dv8uChasBWLliDpYWpjy4/4QyZbxo0KA2mpqKalCqaqpcunSdkqU92dy4Dn5+gaSkpjFjxhKqVav4Vjneh8TEZO7ff/xGe1jYLwkES3i5s3TlLNJS09E30HtjFEhVVZV69Wtx7vIRAgKCMDTQx6ukByamxr/e7VvR1NSg+ZcN+enkPvz9AzEyNqRECTdsbK2LHt6VqpanUtXyb93e0MigWLl7La0Pd0D84whBYWEhly/fpHSpErRq2YSEhCT09BS/a1JyCnXqVCc4JJyxYwajqqbKtGkLmThxOLdu3qdylQqUK1caPT1dnvv4Ub1aJdQ11EhPS8e7bEn09XWJKp4LEhMTY0zNTJg1ezznz19l2PB++L7wp3adapiYGBIeEYWVlQVly3rRuFmnogShQ4f0xt3VmWfPfClXvgyubk5kKyudIODsmcvo6+uxc/caoqNiiIyKpW//MRw7uhuHP9FRTExM5rpyGuPrhIa+mdTWs4Qbi5ZOJy01HT193WIjcwBGxoZ07dGBCpW8CQ+LxNraEk8vt/dyzgghqF6jMivXzMPHxx9NTQ28y5XCRelgrl2n2m9uq66uVpS/4WMgOTkNdXU17j94QqNGdblz5yFA0RTX6Jg4hIoK9evX4vz5q2hpatC+Q0tu3rjHwoVT2bXre9atW0BoaFSRHcEvVWNcXBwwMNAvekF6haWFGSoqqhw/fo6Fi6Zx4/odEpOSadO6Gbu++R5bGyu6dm1HREQUjZp0Ksq15ubmxOaNyzA00Cc6WnGfdnd3QU1dlRvX75GWmkG5CqXZ/vUqXvgEkJWdzajR01m/fiGV/kQ0W2JiEk+fvnij/deJWHV0dfiyVRO+qFcLCek379916lbn7MXDBPgHoqenSwkvd8zMTd9LpnoNarFh6zJ8nvuhpaVF6TKeuLkrRtzdfyNfmp39mxEe/3Wio2OxsbHi3r3HdOncDh0dLVRVVWnUqC6HDv1Mz55f4enpxthxM5k2bQz6errY2lrz8OFT1NTU2L37B+bNm4yWthbHfjxF48Zf4OcXiIaGBl26tOXuvTefj+bmphga6mFsYkRsTDzLls/i3LkrGBkaULt2NQ4fOUHNmpV5+TKI1DRzRoyaRlJSMqCoAvbN7nXY2ViTkppGuQpl0NPTo6CggG92/0CpUp7YO9oye+4EkpJSECqCSVPm0aVLW+rXr/VB5yg8PPKNttDQCOLjE7G0fLMqpJm5Kb36dKZNu+aoq6mjo6tdbHnJUp4sWzWHfgO6kZySiouLE54fMKBSrkIZDhzdybMnPmhpa1G6jBe2dtZoa2vRtEWDN9bX1NRAU1MDfX29974e/k0yMjNRURGoa2gQHh5ZdN3r6+sRH5fIjZt3WbBgKvv2HaJOnWo4OdrTrVt7Dhz4ifnzp7Bz57dUrVYRFSE4dux/dO3SjoOHfqJ+vVqYm5v+ZvJxKysL9PR0KSjIZ9XqeVy8cI2cnBzqflGD0LBIbO1ssbO1ISgkjDFjZxIdrRiM0tbW4pvd6/EuV5rCwkJq1qpCVlY2Bgb6nDp1ARMTY1TUVFm4ZBohweGoa6ixfuNOcnJyafll4w/ul158S8GPU6cuMHHisDcqjekb6NG2fXMaNq6DAPR+dUwTE2O69+pIpSrlCA+LxMraghJe7u8/EGNlwYJF0/iqU2uSklJwc3OmdJkS6OrpUqdu9bdu86pK5sdkozIyMjKv+EecQkIIVWAD0AgIB+4IIX6UJOn5a6s1A9yVf1WBTcr/70V2Tg4amhqoqqqyefM3fNmiMbFxCXh7l2La1FEkp6SSlZVNckoKCQmJODjakZqaxrRpC+nYoRW2dtZERESSkpKCuYUZjx8/x8nJnjNngzhy5ASjRw/k6tVbFBYqEivr6+tRvnwZ6tWrRUJCIqmp6dSpUx1PT1fatu9DSEg4+vp6/Hh0N+MnzOHb748UyTpr9jJmTBvLwsXTCA0NZ+267fz40ykANm1aipeXB8NHTCma4gMwaFBPdHSKd9Q+BDMzE6pXr8SNG8WTLzr+KvGimpraH45Se3i64uH5YZE2ampqVK5ansq/4fj5VDE3M+XsmUs0bvQFCQlJxCckULt2VdzdnPn++6OEhkbg7uZMSEg4GzbuZP36RWhrazFr1lIaN/6CBw8eU7tWNdLTMyhTpiR79h5gxfI55BcU4OPjT6+enYqm+wBYWppToXwZNDU1CAuLxNnZnoyMLOrVq8H3B35k796DjBjRj+kzxtCmXZ9iyXc3btrFsSO7qVqtInfuPGTtum1cvHgdUDg2W7VuSq/eI1i9dmvRS7qOjjbmf7JjZGpqQr16tThx4myxdmdnh7eu/0e2+sqJ412u1G+u8y54ly+Nd/nSf2of/3W8SrgxZ+4K+vbpQnBwONWrV8LNzZmgoFCEEGzYsJNt21YqXhxqVMHLy53efUbRrFl90jMyGTasD/fuPaJp0wYEvAxCTU2N/Px8wsIiFEmA/YMYOKBHsYpj9vY2lClTkuzsHOrVq4GfXyB1v6iBpqYmw0ZMIVFZZatZs/ps3Ly7yNYAAgKCefjoKZUqenPrzgMWLVpbtExXV5dbt07Qu9dI7t77pVoNgLXVn4u+MjU1oUKFsm842B0c3l4+WE//96cpgiLR/Z9Ndv9X2Pl/nSpVyvPTz6fp27crs+csZ/Wq+YwbOwSfF36oq6sxc+ZSfjy2m4SEJEaPnk6zpg2YMmUEgYEhlPUuSd261QkPD8fW1gpzMxOMjRVTIMeOGYSRkSHeZUvyg6Zm0ZRIDQ0NvmzRiLj4BKysLNDW1sLCwpxWrZqQlZXNxSs32Lv3IIePnGD1yrncu/+4yCEEkJqaxs/Hz9CtSzs2b9nN4cO/RBTPnjWeceOGMGjwBL79tnhS+1IlPzzRrKPjm3bo4uKIufnvR/Ia/k5kkomJETXeMTLot1BRUaFMWa+ivHCfKiW9PNi44Wu4tmbVAAAgX0lEQVQGDOjOrNnL+HbfRlp+2ZjzF66ioqrC8+d+qKgITIyNGDFiKp07t0VNTQ0NDXVycnOYMGEYD+4/plWrJnxRtwa+vgG4ujpRrnwZ2rRuhn9AEE2b1uN//7tQdMx27Vrg7GxPdEwcSBLGxoY0aFhbEc0aEMTqNdvQ0tJkw/pFhIZGFDmEALKysvn220OMHzeEQ4eOs3nLbvLyFEma3d2cOX36AOfPX6Ff/zHF9BwyuNef6pc2alSXY8f+V6ytZcvGby09/4rfc0D9Vc/630o78DkiSRKPHz/H2/vTfq7IyHzO/FORQlWAAEmSAgGEEPuB1sDrTqHWwDeSJEnATSGEkRDCWpKkqDd399tUqliWkyfPY2pmgrOzA3v3HWTqlFFcu36bnNxcqlerxIqVmxgxvB9r1mzD2tqyKPHjN3t+AKBbt/YMGtSLvXsPMmRwL+bOW8HcOZPw9w9i48avmTdvEmFhkWhqalC1SgVUVVUI8A8iMjKawMBgIiKiCA4JJURZpjctLZ2w8Eju/erFIS0tHQ8PFx4/fsb27fu4/+AJAC1aNKJhgzpIUiElvTyKnEJOjvYMGtjjdx+U74qBgT4rV86hY8f+hIdHoaqqysyZ4/D2/rRfdv8ruLg48sUXNXn85BlmZia8DAzBycmBjMxMtmxZTnJyCtev36VGjUpIksSQIZMYP34okybN49SpC5w6dQErKwuOHfuGy1du4O1dioGDxrF92yrCI6JYv347CxdMJSg4FH19PaytLTEzM+HatdtERcWQmppO3S+q065Dv6JO36VLN2jTqtlbqzFFRkaTlZXFwUM/FUXv1K9Xi+bNG2JnZ82A/t0ZOUqRuF1NTY0tW5bjqoyg+VB0dLSZM2cCL174ExgYgoqKCuPGDaFChTJ/ar8yf0yNGpUZNrQP/zt1gc6d2nDr9n02b1qKr+9LzM1N2Zidw5o1Wxk2tA8dvxqAl5c7vXp9xZYt3xRVbfTycsfY2BAXF0e2bFnGypVbOHjwZ5YtnYmWthbffnuY+fMmExQciomxEYZGhmhqanD37kMSE5NJTk5FW0eb3n1HFZPt2XN/UlLS3pA5JSWVceNnM3rUQHR1dcjIyERTU/Hy4+zkwIIFU2jXvi8ZGYp8HRPGD6VMmT/3UmpsbMi6dQvo2LE/kZExqKmpMXfuRMp+4i+7/wWqVClPZGQMYeERDBvWh/DwCNw9nalYsSwpqakMGDCOn34+Q58+XdixYx8n/3eO9PQM2ndowejRv+QkmTF9DOPHD2X69MXo6esxYEA37O1t+e67I0yfPpqYmDgkCayszCksLMTF2ZELF65TUFCAvb0tGzZ9XazaU2JiEhYWZrwMDHlDZn//IFRVVYuq5wGUKeNFu3Yt0NDQYMzoQVy+fKMo0qxpk3rUqPHhDpiSJT1Zs2Y+48fPIS8vD3NzU7ZvX/VO07tl/jwlS3oyZcoofvzxFIsWTScsPJqGDevQsWNLtLW12bLlG1at2srQIb3Ztft79u8/Qk5ODl98UZNRyucpwJ69B1m6dCbz5q3k4aOnuLk50bt3J86evYy5mSkzpo8lLDwSB3tbdPV0yM3NJSw0kujoWKysLTh69CRnz11B0b1WVLY1MTZ+Y1AQIDAoFB8ff9zdnYvyK+rp6bJ8+WxsbCypXbsaX9StwcVLioEhJycHBv7JfmnjxnVp2bIJPykHRevVq0nbtn+uwq7Mn6dDh3707duF5s0bcuf2Axo16MjLoNtyJJSMzCeKePWQ+FsPIkQHoKkkSf2V33sAVSVJGv7aOj8DiyVJuqr8fg6YJEnS3V/tayAwEMDBwaFiSMibHa+MjAyePPGloCCf8xeuUrlSOebMXUG1ahXw9i6Nnq4O0TFx2Fhb8vDRMypX8ubly2Du3X9CmdIlcHC0Q0WokJ+fz7nzV6lcyRsrKwtMTIzo0LE/SUnJmJgYU867FE2a1qNMGS98XwQQG5eApqYGpiZGzFuwusiZo6+vxze71tG1+xCysrKL5KxTpxqrV83H2sqc1NR0omNi0dDQwMPdpWikLj4+kRcv/MnNzcPT0xVb27921CIqKoagoFAMDfXx8HB9Y9qNzB/yRlbqd7HRV/i88CMpMYWo6Bh0dHS4fu02y5Zv5OCBHRQWFhAeHoWDgx3Pn/tiYWGGhoYGp89cxMbaimrVKvLo8VO+qFuTq9duoauri4mJEe5uLsydt4LTpy9ibm6KiooK27etJDMzCz//QLKysjE3MyEwKJS167YXydK/X1eqVKnA/AWrCA2NKGq3srLg6JFduLs5kZCQTExMLCqqqni4u2BsbAQocqn4+PgTHROLna0Nnp6uH5x08tfExMQSGBiKnp4u7u4u7x0GLvOmjcIf22lhYSHPnvmSkJCEvr4u9x88IT0tg/+dusDgwT25ceMuKiqCunVqcO78FdzcnNHV0eHixWvY2lnjYG+HqpoKnh6uxMUloqauRmFBAYUS2NhYsnTpBo4ePYGFhRn5+fls3boCqVDihW8AZmYmGBsZcuLkOXZ/80MxuZYvm01YWARr1m4r1n708C7c3Z0xNjYkJSWNqKgYLCzMcHd3KXph8fcPJCgoFBMTI7y8PN47/9hvERkZTXBwGIaGBnh4uMj30ffng2wUICAgiLi4BNTU1IiNi+fly2BOnDhL1y7tOHv2Mg0b1kaS4Pr1u5Qu7Un1GpXxfeHP2XNXsLK0oGGjOmRlZpObl0tiQjLp6elYWVmgo6NDn76jEEIghKBixbJMnToaX9+XxETHUrlyOdLTM+jafWgxJ4+JiTEzpo+moKCQ8RPmFJN165blNG9WHzU1dYKDQ8nNzcPd3blY5E5YWCR+fi/R0tKkRAl3TN9xOvZvkZ+fj79/EImJSTg42GH/DyVZ/gT5YBsNDg4lIiIaDQ11YuPiuXXzPucuXGX40L7cvvMATU0N6terxeXLN8jKzqFD+5YEBgZz/sJVTE2NqVunOvoG+qSmphGjzEukoalB6dIlGDlyGs+f+2Fqaoyqqiq7d60jIiKKly+DKV++DCqqKnTqPIjs7F/6njo62iycPxWhIhg1unjOoRXLZ/NVx1ZKWROIjYnD1tYaV1enIidRXFwCvr4Bf2m/NDU1DX//QCRJws3NGSMjObfOB/Kn+qQAvXqP4LvvjqAiVOjTpwubNi1hzzcHGD50MqfOfF+Uw0lG5gP5+6v5yHwQ/5RTqCPQ5FdOoSqSJI14bZ3jwKJfOYUmSpJ077f2W6lSJenu3TdHOl7Hx8efkNAItLQ0CA2NoKCggJIlPXjxwp+kpBTc3Zyxt7dBqKiQk51DVlY2QkUFrxJumJqaEBgYTExMPHl5+WRkpKOjq0t4WCRCRWBpYcbJ/11AX1+X9PRM0tMzaPllYwoKC+jcZTA5OTno6Gjz9c7V3LxxD3sHW3bt/p4XLwJo1aoJs2eOo0QJ97/gDMv8i/zuze1dbBTAz+8lz338MTTQIyUljcysTIyNjHj8xAcLc1NFbhFTU7Kzs9DR0SEpKZnYWMU0htKlPQkJiSAxKZHc3HzycnPR1tYmPDySjIxMPDxcMTU15tiPp3j85DkO9rZUr16Jr7/eXzRdsWKFskybNpo+fUczc/pYjv74P27evEfNGpVZsmQGFSuU/WvOlsy/wR8+gP/ITlNTUxUvNpGx5Oflk5SUjKOTPampaVy9epvKlcvhqawUY2pmSkpyKrGxceTm5uLm5oyZmSn+AYHk5xUoKj9l5yAhkZaaTnp6Bi4ujjx75suNW/fwKuHOw0fPmD5tNBnpmfTpOwo//0AAevfqRI0alXnw4CnZ2dn8cOBHTEyMWLZ0Fi2aN/xTic1l/lX+tI2GhIYTEx1HamoaObm5xMXG4+7hQlBgKD4vAqhTuyoODrbk5RWgpaWBrq42sXEJPH36Agd7O2xtrUhKSkZLS4vIyCjU1TURKorKSEaGBlhYmLF370H09PXQ19dl776DHD64g5u3HjBq9Axyc3PR09Nl+7YVzJy1FDdXZ8qWLcn2HfsoKChk2pRRdO/eHjMzeZT9I+VP22hubi4vfAOIioohLy+PlORU7OxtiYmO5b5ySriLixOFhQVoaGigra1FTEwcwcFhWFiY4enpSkxMHPkFhSQlJpGSkoa1tQUvA0MoLJBwc3Pk8JET5OTkYmtrxc6v93Pgh608ferLwEETyM7ORltbi61blrNx49doaGhQt251tm7bS2ZmFhPGDaF3785Yv2eCZJn/FH+6T/q6U6hZswYcOfI1ixauYfHCtSxeMp0hw/r8pQLLfHbITqH/KP+UU6g6MFuSpCbK71MAJEla9No6W4CLkiR9p/zuC3zxe9PH3vWF+3UCg0K4eeMeSUkpNG/eAENDfQwM9H83qiE3Nxdf35ckp6Ti5GSPvZ1ipE2SJAICggkJCcPC0gxPD1c0NTUpKCjA3z9QGY1khbu7M5mZmbx8qZgCo62jhZ2t9W8mCZT5qPhLnEKvk5eXx717j7l9+z6enq54eipGi/8oiWN6ega+fi/JzVG8iP86p090dCwhoeEUFkp4eiiiJ3z9XpKfl4+7uwsmJkYEBASRlp6BjbUVefl5mBgb/emk5jL/On/6ZebX5Obmcu/eY54+9aF8+bLY21tjbm6GiorK726Xk5ODn1+gIkmts0OxEeaUlDSCgkIUznp3F+yUuRyio2MJCFCU7/b0dEVDQ4OAgCAKJQktLS0M9PXk6TAfP3+5jYaFRXDr9gPS09KpVasaZmbG7xR9kJubi59fIEnJKcWe96CIQvbzCyQxKRlXVyecHO2VkTiBxMTGY6eMqAgNjSA2Lh5ra0tUVVQoLJSwlUtMf+z85TaamprG7TsPCQoMoVr1ilhZmv9hvieAgoIC/PwCiYtPwN7OplievczMLPz9XxIfn4SLqyPOTg4UFhbi7x9IVHQs1taWuLs5ExcXT1hYJCYmxmhra1NQUICtrVVRNJDMR8tf6hSqUKEMR47som+vUVy9eovadarx84l9v7u9jMwfIN9k/qP8U04hNcAPaABEAHeArpIkPXttnRbAcBTVx6oCayVJ+t3J9B/ywi0j8xfzlzuFZGT+Yv7ylxkZmb8Y2UZl/uvINirzMfCn+6Q9ew1n//6jODs5UFBQgKG+Pn5+gairqWJhYc4L/+t/qcAynx2yU+g/yu8P6/5FSJKUj8LhcwrwAX6QJOmZEGKwEGKwcrUTQCAQAGwDhv4TssnIyMjIyMjIyMjIyHzuvIoWc3V1UqTPyM9HXV0NDU0N4uIS+CeCCWRkZP55/qnqY0iSdAKF4+f1ts2vfZaAYf+UPDIyMjIyMjIyMjIyMjLFsbFRTHmtVMmbkOAwCgpUEQKCg8OKTVmUkZH5NPhHIoVkZGRkZGRkZGRkZGRk/vtERkSRl5dHQkIShQWFZGVlk5Obxze7vv+3RZORkfkb+EdyCv1dCCHigN+vrfjumAHxf9G+/uvIuv51xEuS1PS3Fso2+sHIuv51/K6Ngmynf5LPTV/463X+J230c/u9ZH3/GuT76N/H56Qr/L36/pk+qRkQL1S0DdRUjZxVhIoKQkVFQIGqiqpq0VpSbnpGdqTvXyv2X8qnYk+fih5QXJc/vJfK/Dt81E6hvxIhxF1Jkir923L8E8i6fpx8Srr8EbKuHy+fmj5/xOemL3zcOn/Msn8Isr4fJ5+KHu/C56Qr/Hf1/a/K9b7Ievz3+JR0+ZSRp4/JyMjIyMjIyMjIyMjIyMjIfIbITiEZGRkZGRkZGRkZGRkZGRmZzxDZKfQLW/9tAf5BZF0/Tj4lXf4IWdePl09Nnz/ic9MXPm6dP2bZPwRZ34+TT0WPd+Fz0hX+u/r+V+V6X2Q9/nt8Srp8ssg5hWRkZGRkZGRkZGRkZGRkZGQ+Q+RIIRkZGRkZGRkZGRkZGRkZGZnPENkpJCMjIyMjIyMjIyMjIyMjI/MZ8lk4hYQQO4UQsUKIp6+1mQghzggh/JX/jV9bNkUIESCE8BVCNPl3pP4whBD2QogLQggfIcQzIcQoZfsnp68QQksIcVsI8Uip6xxl+0ep6+dip7KNfty6fi52+orPyV7h47fZz8k+Zdv8uGzzFbKNftL6fpQ2KoRoqjx+gBBi8r8hw5/lbdfVx8hvXTMfG791Lcj8h5Ek6ZP/A+oAFYCnr7UtBSYrP08Glig/lwQeAZqAM/ASUP23dXgPXa2BCsrP+oCfUqdPTl9AAHrKz+rALaDax6rr52Knso1+vDb6Odnpa7p9NvaqlP+jttnPyT5l2/y4bFO2UdlG/4v6AqrK47oAGkp5Sv7b5/ID9HjjuvoY/37rmvm35foAPd56Lfzbcsl/v/33WUQKSZJ0GUj8VXNrYLfy826gzWvt+yVJypEkKQgIAKr8E3L+FUiSFCVJ0n3l5zTAB7DlE9RXUpCu/Kqu/JP4SHX9XOxUttGP10bh87HTV3xO9gofv81+TvYp2+bHZZuvkG1UtlH+W/pWAQIkSQqUJCkX2K+U66PiN66rj47fuWY+Kn7nWpD5j/JZOIV+A0tJkqJAcQECFsp2WyDstfXC+QgvRgAhhBNQHoV39pPUVwihKoR4CMQCZyRJ+tR0/ZR0eQPZRj8ZXT81fd7K52Cv8Ena7Mcs+zsh2+ZHr++noMPvItvof1bf/4IMMm/hV9fMR8dvXAsy/1E+Z6fQbyHe0vbReTaFEHrAIWC0JEmpv7fqW9o+Gn0lSSqQJKkcYAdUEUKU/p3VP2pdf8VHr4tso2/lo9b1LXwy+nwu9gqflc1+zLIXIdvmb/LR68unoYNso7/Nf0Hf/4IMMr/iPa6Z/yzveS3I/Mt8zk6hGCGENYDyf6yyPRywf209OyDyH5btTyGEUEdxI9knSdJhZfMnqy+AJEnJwEWgKZ+Wrp+SLkXINvrJ6fqp6VOMz9Fe4ZOy2Y9Z9t9Fts2P3jZf8Sno8FZkG/3P2+h/QQaZ1/iNa+aj5VfXgsx/lM/ZKfQj0Ev5uRdw7LX2zkIITSGEM+AO3P4X5PsghBAC2AH4SJK08rVFn5y+QghzIYSR8rM20BB4wael66ekCyDbKJ+ejcKnp08Rn5O9widrsx+z7L+JbJufhG2+4lPQ4Q1kG/0obPQO4C6EcBZCaACdlXLJ/Av8zjXzUfE714LMfxXpP5Dt+u/+A74DooA8FB7xfoApcA7wV/43eW39aSgy8fsCzf5t+d9T11oowj4fAw+Vf80/RX2BssADpa5PgZnK9o9S18/FTmUb/Xht9HOy09fk/2zsVSn7R22zn5N9yrb5cdmmbKOyjf5X9VX+Jn5KOab92+fxA3V447r6t2X6QD3ees3823J9gB5vvRbkv//un1D+cDIyMjIyMjIyMjIyMjIyMjIynxGf8/QxGRkZGRkZGRkZGRkZGRkZmc8W2SkkIyMjIyMjIyMjIyMjIyMj8xkiO4VkZGRkZGRkZGRkZGRkZGRkPkNkp5CMjIyMjIyMjIyMjIyMjIzMZ4jsFJKRkZGRkZGRkZGRkZGRkXkDIcROIUSsEOLpO6y7SgjxUPnnJ4RI/gdElPmTyE6hTwwhhJ0Q4pgQwl8I8VIIsUYIofFvyyUj8zpCiPRffe8thFiv/DxYCNHzD7YvWl9G5u/k17YqI/Nf48/aqBDCSQjR9a+SR0YGQAhhJYTYr+yLPhdCnBBCeLzLS6XMp4UQwvQ1J0G0ECLite8av1p3tBBC5x32eVEIUelXbUeU+wwQQqS8dowaHyDzbCHE+Pfcpo0Q4rEQ4oUQ4qkQosP7Hvcdj1PsHCmvLSPl39C/45jALqDpu6woSdIYSZLKSZJUDlgHHP6bZJL5C5GdQp8QQgiB4sI7KkmSO+AB6AEL/lXBZGTeA0mSNkuS9M2/LYeMjIzMZ4ITIDuFZP4ylP3RI8BFSZJcJUkqCUwFLP9dyWT+DSRJSnjNSbAZWPXquyRJub9afTTwh06h3zhOW+Ux+gNXXjvGdQAhhNoHK/EHCCG8geVAa0mSSgAtgSVCiIp/w+FG89o5kiSpuSRJyYAR8Lc4hSRJugwkvt4mhHAVQvxPCHFPCHFFCFHiLZt2Ab77O2SS+WuRnUKfFvWBbEmSvgaQJKkAGAP0FUIMVUYQ/U8I4SuEmPVqIyFEdyHEbaU3fYsQQlXZni6EWCCEeCSEuCmEkB/mMn87r4/OCCEqK0ddbgghlv1qhNFGac/+Qoil/5K4Mp8hQohyynviY+XIpLEQwkIIcU+53FsIIQkhHJTfX77LyKeMzF+FEKKlEOKWEOKBEOLsq+e3EKLua6PnD4QQ+sBioLaybcy/K7nMJ0I9IE+SpM2vGiRJegiEvfouhNASQnwthHiitMV6yvZSr/VJHwsh3JXtb+2rynycCCEaKH/3J0IxNUlTCDESsAEuCCEuKNfbJIS4K4R4JoSY8wHH6S2EOCCE+Ak4LYTQE0KcE0LcVx679WvrTlO+I50FPF9rfxfnx3hgoSRJQQDK/wuBccp9FEU2CSHMhBDBys9Oyn3eV/7VULZ/odzmoDLyaJ9Q8LZzFCyEMENxL3dVXiPLhBB7fqXfPiFEq/c9h7/DVmCEJEkVlfpvfH2hEMIRcAbO/4XHlPmbkJ1CnxalgHuvN0iSlAqEAmpAFaAbUA7oKISoJITwAjoBNZXe9QLlOgC6wE1JkryBy8CAf0AHmc8D7ddeTB4Cc39jva+BwZIkVUdhm69TDoXtlgE6CSHs/y5hZWR+xTfAJEmSygJPgFmSJMUCWkIIA6A2cBfFi7YjECtJUua/J67MZ8hVoJokSeWB/cBEZft4YJjyeV8byAIm88uo+qp/Q1iZT47S/Ko/+haGAUiSVAZFNMFuIYQWMBhYo7TRSkD4H/RVZT4+tFBMR+qk/P3VgCGSJK0FIoF6kiTVU647TZKkSkBZoK4QouwHHK860EuSpPpANtBWkqQKKJyXK5TOlopAZ6A80A6o/Nr2v+v8UPLGOxiKfkDJP5AtFmiklKcTsPa1ZeVRRAWVBFxQ2P/bztErJgMvlffyCcB2oA+AEMIQqAGc+AN53gkhhJ5yfweU/fgtgPWvVusMHFQGKcj8x/nbwuhk/hUEIP1O+xlJkhIAhBCHgVpAPlARuCOEANBGcYMCyAV+Vn6+BzT62ySX+dzIUnbsAMVIDorOH6+1GQH6r8J+gW+BL19b5ZwkSSnKdZ8Djrw2Cikj83eg7FgZSZJ0Sdm0Gzig/HwdqAnUQTFC2BTF/ffKPy2nzGePHfC9EMIa0ACClO3XgJVCiH3AYUmSwpXPfhmZf5paKPKNIEnSCyFECIq0BzeAaUIIOxQ26i+EaMBv91VlPj5UgSBJkvyU33ejcBKufsu6XwkhBqJ4Z7VG4SB5/J7HOyNJ0qupTwJYKISoAxQCtiimNdYGjrwawBFC/Kj8/7rz49X+NN9yjLe9g73LzVUdWC+EKIfC2enx2rLbkiSFK+V4iGKq79V32CcAkiRdEkJsEEJYoHB0HZIkKf9dt/8DVIDk1/vyb6EzSuevzH8f2Sn0afEMaP96g3LU2h7FjebXNysJxQ1rtyRJU96yvzxJkl5tU4BsLzL/LH/0MM157bNsnzL/Ba6g6Fg6AseASSjusz//3kYyMn8D64CVkiT9KIT4ApgNIEnSYiHEcaA5cFMI0fBfk1DmU+YZ8EdJdt/6jJck6VshxC2gBXBKCNGf3++rynx8ZLzLSkIIZxSROZUlSUoSQuxCEWX0Z47XDTAHKkqSlKecxvVqn28bWH8X5wcobL4SxR1WFVBEC4FiEP7VDJ3XdRgDxADeyuXZry37K/q5e1Do3Bno+wHbvxVJklKFEEFCiI6SJB0QCo9ZWUmSHgEIITwBYxROXpmPAHn62KfFOUBHKCs3Kedbr0ARopkJNBJCmAghtIE2KEYMzwEdlF5klMsd/wXZZWSKIUlSEpAmhKimbOr8b8ojIwOgjE5LEkLUVjb1AF5FDV0GugP+kiQVokjK2BzFvVZG5p/EEIhQfu71qlEI4SpJ0hNJkpageFkpAaQB+v+8iDKfMOcBTSFEUdoBIURlFA7zV1xGOQVMCOEBOAC+QggXIFA5TeZHFNOG5L7qp4UW4CSEcFN+f/05+vr9yACFQydFKPKiNfsLjm2IYkp3nlDksXplR5eBtkIIbaHItdYSitJwBAkhOoIiibpQJJX+NcuBKUIIJ+V6Tiimfi1TLg9GEe0GxR2mhkCUss/QA0UU1R/xW/fst7XvUsqBJEnP3mHfb0UI8R0KB4+nECJcCNEPxfXbTwjxCIVTrPVrm3QB9r8WXCDzH0ceWf+EkCRJEkK0BTYKIWagcPqdQFHxoQuKkMM9gBvwrSRJdwGEENNRJF9TAfJQhPqF/AsqyMj8mn7ANiFEBnARSPl3xZH5DNERQoS/9n0lipfszUKRPDoQ5Zx9SZKCleHll5XrXgXslA5OGZm/i7fZ6GwU0x0igJsokn0CjFa+CBUAz4GTKKZQ5Cs79rvkvEIyf5bX+qOrhRCTUUQ/BKN8OVWyEcV99AmKKIrekiTlCCE6Ad2FEHlANDBXkqREua/6SZGN4rl5QCgqgt1BUZUMFPl7TgohoiRJqieEeIDC4RDIXzPAsg/4SQhxF3gIvACQJOm+EOJ7ZVsIxad9dwM2KW1QHUWetkev71SSpIdCiEnKfWuimOpVT5IkX+Uqy4EfhBA9KJ54eSNwSOl0usC7RVEVO0evyZAghLgmFEVZTkqSNEGSpBghhA9w9B32+5tIktTlNxa9tUy9JEmz/8zxZP55hOzA+zx4lbNFkqTh/7YsMjLvihBCT5KkdOXnyYC1JEmj/mWxZGRkZGRkZGRkZN6KEGIxUBVoIklS7r8ohw6KghgVXuXhlJF5G3KkkIyMzH+ZFkKIKSjuVSFA739XHBkZGRkZGRkZGZnfRpKkyf+2DMqccTtR5JeTHUIyv4scKSQjIyMjIyMjIyMjIyMjIyPzGSInmpaRkZGRkZGRkZGRkZGRkZH5DJGdQjIyMjIyMjIyMjIyMjIyMjKfIbJTSEZGRkZGRkZGRkZGRkZGRuYzRHYKycjIyMjIyMjIyMjIyMjIyHyGyE4hGRkZGRkZGRkZGRkZGRkZmc+Q/wOqKewiUnjk4AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1164.62x1080 with 42 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(stock_df, hue= 'Turnover (Lacs)', palette= \"rocket\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5a23fd02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       233.75\n",
       "1       233.25\n",
       "2       234.25\n",
       "3       236.10\n",
       "4       233.30\n",
       "         ...  \n",
       "2030    118.65\n",
       "2031    117.60\n",
       "2032    120.65\n",
       "2033    120.90\n",
       "2034    121.55\n",
       "Name: Close, Length: 2035, dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_close=stock_df.reset_index()['Close']\n",
    "df_close"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "358f6c1a",
   "metadata": {},
   "source": [
    "* **Let us plot the Close value graph using pyplot**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fb9de301",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,6))\n",
    "plt.plot(df_close, c= \"g\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bdfcbf9",
   "metadata": {},
   "source": [
    "* **Let us plot the High value graph using pyplot**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "60d01f91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,6))\n",
    "\n",
    "df_high=stock_df.reset_index()['High']\n",
    "plt.plot(df_high, c=\"g\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1da618be",
   "metadata": {},
   "source": [
    "* **Since LSTM are sensitive to the scale of the data, so we apply MinMax Scaler to transform our values between 0 and 1**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d4b27c60",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "scaler = MinMaxScaler(feature_range = (0,1))\n",
    "df_high = scaler.fit_transform(np.array(df_high).reshape(-1,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e71df25a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2035, 1)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_high.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "79d479a6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.62268754]\n",
      " [0.62614353]\n",
      " [0.6391543 ]\n",
      " ...\n",
      " [0.15917869]\n",
      " [0.15938199]\n",
      " [0.16344786]]\n"
     ]
    }
   ],
   "source": [
    "print(df_high)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e99cc487",
   "metadata": {},
   "source": [
    "**Train Test Split**\n",
    "* In time-series data the one data is dependent on other data. The training size should be 75% of the total length of the data frame, the test size should be the difference between the length of the dataset and the training size.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d0eaa12a",
   "metadata": {},
   "outputs": [],
   "source": [
    "training_size = int(len(df_high) * 0.75)\n",
    "test_size = len(df_high) - training_size\n",
    "train_data, test_data = df_high[0:training_size,:], df_high[training_size:len(df_high),:1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "841e1d29",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1526, 509)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "training_size,test_size"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e02b5a1e",
   "metadata": {},
   "source": [
    "### Data Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "21082826",
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_dataset(dataset, time_step = 1):\n",
    "    dataX, dataY = [], []\n",
    "    for i in range(len(dataset) - time_step - 1):\n",
    "        a = dataset[i:(i+time_step), 0]\n",
    "        dataX.append(a)\n",
    "        dataY.append(dataset[i+time_step, 0])\n",
    "    return np.array(dataX), np.array(dataY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5b738541",
   "metadata": {},
   "outputs": [],
   "source": [
    "time_step = 100\n",
    "x_train, y_train = create_dataset(train_data, time_step)\n",
    "x_test, y_test = create_dataset(test_data, time_step)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8ee6d18",
   "metadata": {},
   "source": [
    "### LSTM\n",
    "\n",
    "* Reshape the input to be [samples, time steps, features] which is the requirement of LSTM\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "297dd767",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train = x_train.reshape(x_train.shape[0], x_train.shape[1], 1)\n",
    "x_test = x_test.reshape(x_test.shape[0], x_test.shape[1], 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "52875de3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1425, 100, 1)\n",
      "(1425,)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(None, None)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(x_train.shape), print(y_train.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "94bfc507",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(408, 100, 1)\n",
      "(408,)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(None, None)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(x_test.shape), print(y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d90218a4",
   "metadata": {},
   "source": [
    "* **Import required modules for the stacked LSTM.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "492bfdc4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "from sklearn.metrics import mean_squared_error\n",
    "import tensorflow as tf\n",
    "from tensorflow.python.keras.models import Sequential\n",
    "from tensorflow.python.keras.layers import Dense\n",
    "from tensorflow.python.keras.layers import LSTM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "dcb052a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.8.0'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking my tensorflow version\n",
    "tf.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "47537b45",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Create the LSTM Model\n",
    "model = Sequential()\n",
    "model.add(LSTM(50, return_sequences = True, input_shape = (100,1)))\n",
    "model.add(LSTM(50, return_sequences = True))\n",
    "model.add(LSTM(50))\n",
    "model.add(Dense(1))\n",
    "model.compile(loss = 'mean_squared_error', optimizer = 'adam')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "3627e731",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "lstm (LSTM)                  (None, 100, 50)           10400     \n",
      "_________________________________________________________________\n",
      "lstm_1 (LSTM)                (None, 100, 50)           20200     \n",
      "_________________________________________________________________\n",
      "lstm_2 (LSTM)                (None, 50)                20200     \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 1)                 51        \n",
      "=================================================================\n",
      "Total params: 50,851\n",
      "Trainable params: 50,851\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "23fea91f",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/100\n",
      "23/23 [==============================] - 40s 942ms/step - loss: 0.0285 - val_loss: 0.0043\n",
      "Epoch 2/100\n",
      "23/23 [==============================] - 20s 862ms/step - loss: 0.0031 - val_loss: 0.0010\n",
      "Epoch 3/100\n",
      "23/23 [==============================] - 20s 851ms/step - loss: 0.0014 - val_loss: 0.0010\n",
      "Epoch 4/100\n",
      "23/23 [==============================] - 31s 1s/step - loss: 0.0013 - val_loss: 9.7704e-04\n",
      "Epoch 5/100\n",
      "23/23 [==============================] - 20s 873ms/step - loss: 0.0013 - val_loss: 0.0013\n",
      "Epoch 6/100\n",
      "23/23 [==============================] - 20s 888ms/step - loss: 0.0012 - val_loss: 9.5420e-04\n",
      "Epoch 7/100\n",
      "23/23 [==============================] - 20s 864ms/step - loss: 0.0012 - val_loss: 0.0012\n",
      "Epoch 8/100\n",
      "23/23 [==============================] - 21s 911ms/step - loss: 0.0011 - val_loss: 9.8788e-04\n",
      "Epoch 9/100\n",
      "23/23 [==============================] - 20s 863ms/step - loss: 0.0010 - val_loss: 9.2632e-04\n",
      "Epoch 10/100\n",
      "23/23 [==============================] - 21s 899ms/step - loss: 0.0010 - val_loss: 6.8666e-04\n",
      "Epoch 11/100\n",
      "23/23 [==============================] - 20s 877ms/step - loss: 9.9067e-04 - val_loss: 0.0010\n",
      "Epoch 12/100\n",
      "23/23 [==============================] - 20s 862ms/step - loss: 9.4888e-04 - val_loss: 7.1801e-04\n",
      "Epoch 13/100\n",
      "23/23 [==============================] - 20s 871ms/step - loss: 9.4392e-04 - val_loss: 8.2883e-04\n",
      "Epoch 14/100\n",
      "23/23 [==============================] - 19s 843ms/step - loss: 9.5713e-04 - val_loss: 6.7758e-04\n",
      "Epoch 15/100\n",
      "23/23 [==============================] - 20s 851ms/step - loss: 8.0091e-04 - val_loss: 6.6546e-04\n",
      "Epoch 16/100\n",
      "23/23 [==============================] - 21s 898ms/step - loss: 8.3781e-04 - val_loss: 9.7833e-04\n",
      "Epoch 17/100\n",
      "23/23 [==============================] - 19s 836ms/step - loss: 8.6465e-04 - val_loss: 7.4351e-04\n",
      "Epoch 18/100\n",
      "23/23 [==============================] - 19s 846ms/step - loss: 7.8247e-04 - val_loss: 7.2176e-04\n",
      "Epoch 19/100\n",
      "23/23 [==============================] - 20s 852ms/step - loss: 7.4327e-04 - val_loss: 6.9540e-04\n",
      "Epoch 20/100\n",
      "23/23 [==============================] - 20s 880ms/step - loss: 7.5766e-04 - val_loss: 8.3390e-04\n",
      "Epoch 21/100\n",
      "23/23 [==============================] - 19s 833ms/step - loss: 6.5927e-04 - val_loss: 6.2772e-04\n",
      "Epoch 22/100\n",
      "23/23 [==============================] - 20s 892ms/step - loss: 6.7538e-04 - val_loss: 6.4363e-04\n",
      "Epoch 23/100\n",
      "23/23 [==============================] - 19s 843ms/step - loss: 6.2062e-04 - val_loss: 6.5749e-04\n",
      "Epoch 24/100\n",
      "23/23 [==============================] - 19s 846ms/step - loss: 6.3673e-04 - val_loss: 6.9375e-04\n",
      "Epoch 25/100\n",
      "23/23 [==============================] - 19s 846ms/step - loss: 6.7224e-04 - val_loss: 7.2949e-04\n",
      "Epoch 26/100\n",
      "23/23 [==============================] - 20s 860ms/step - loss: 6.2112e-04 - val_loss: 7.7408e-04\n",
      "Epoch 27/100\n",
      "23/23 [==============================] - 20s 866ms/step - loss: 5.5501e-04 - val_loss: 5.0922e-04\n",
      "Epoch 28/100\n",
      "23/23 [==============================] - 20s 875ms/step - loss: 5.7776e-04 - val_loss: 5.4439e-04\n",
      "Epoch 29/100\n",
      "23/23 [==============================] - 20s 849ms/step - loss: 6.0714e-04 - val_loss: 6.3695e-04\n",
      "Epoch 30/100\n",
      "23/23 [==============================] - 19s 845ms/step - loss: 6.2952e-04 - val_loss: 5.9530e-04\n",
      "Epoch 31/100\n",
      "23/23 [==============================] - 20s 849ms/step - loss: 5.1562e-04 - val_loss: 7.9929e-04\n",
      "Epoch 32/100\n",
      "23/23 [==============================] - 20s 856ms/step - loss: 5.2078e-04 - val_loss: 4.7933e-04\n",
      "Epoch 33/100\n",
      "23/23 [==============================] - 20s 859ms/step - loss: 4.8985e-04 - val_loss: 5.8290e-04\n",
      "Epoch 34/100\n",
      "23/23 [==============================] - 30s 1s/step - loss: 4.7156e-04 - val_loss: 5.1491e-04\n",
      "Epoch 35/100\n",
      "23/23 [==============================] - 21s 936ms/step - loss: 4.3768e-04 - val_loss: 6.0511e-04\n",
      "Epoch 36/100\n",
      "23/23 [==============================] - 20s 884ms/step - loss: 4.4783e-04 - val_loss: 5.2413e-04\n",
      "Epoch 37/100\n",
      "23/23 [==============================] - 20s 877ms/step - loss: 4.6963e-04 - val_loss: 4.7258e-04\n",
      "Epoch 38/100\n",
      "23/23 [==============================] - 21s 873ms/step - loss: 4.4819e-04 - val_loss: 5.3331e-04\n",
      "Epoch 39/100\n",
      "23/23 [==============================] - 19s 833ms/step - loss: 5.3188e-04 - val_loss: 7.1027e-04\n",
      "Epoch 40/100\n",
      "23/23 [==============================] - 21s 936ms/step - loss: 4.0533e-04 - val_loss: 4.1347e-04\n",
      "Epoch 41/100\n",
      "23/23 [==============================] - 25s 985ms/step - loss: 3.7651e-04 - val_loss: 4.3576e-04\n",
      "Epoch 42/100\n",
      "23/23 [==============================] - 19s 839ms/step - loss: 3.7206e-04 - val_loss: 3.3225e-04\n",
      "Epoch 43/100\n",
      "23/23 [==============================] - 20s 862ms/step - loss: 3.9253e-04 - val_loss: 3.4338e-04\n",
      "Epoch 44/100\n",
      "23/23 [==============================] - 19s 839ms/step - loss: 3.4978e-04 - val_loss: 2.9966e-04\n",
      "Epoch 45/100\n",
      "23/23 [==============================] - 20s 865ms/step - loss: 3.2629e-04 - val_loss: 3.0493e-04\n",
      "Epoch 46/100\n",
      "23/23 [==============================] - 20s 872ms/step - loss: 3.0745e-04 - val_loss: 3.3683e-04\n",
      "Epoch 47/100\n",
      "23/23 [==============================] - 20s 870ms/step - loss: 3.3589e-04 - val_loss: 3.3102e-04\n",
      "Epoch 48/100\n",
      "23/23 [==============================] - 20s 860ms/step - loss: 2.9358e-04 - val_loss: 4.0184e-04\n",
      "Epoch 49/100\n",
      "23/23 [==============================] - 20s 860ms/step - loss: 2.8858e-04 - val_loss: 2.8819e-04\n",
      "Epoch 50/100\n",
      "23/23 [==============================] - 19s 837ms/step - loss: 3.0933e-04 - val_loss: 3.2885e-04\n",
      "Epoch 51/100\n",
      "23/23 [==============================] - 19s 830ms/step - loss: 2.7800e-04 - val_loss: 2.7706e-04\n",
      "Epoch 52/100\n",
      "23/23 [==============================] - 20s 862ms/step - loss: 2.8307e-04 - val_loss: 2.2249e-04\n",
      "Epoch 53/100\n",
      "23/23 [==============================] - 19s 830ms/step - loss: 2.9253e-04 - val_loss: 2.7332e-04\n",
      "Epoch 54/100\n",
      "23/23 [==============================] - 20s 863ms/step - loss: 2.9878e-04 - val_loss: 2.2321e-04\n",
      "Epoch 55/100\n",
      "23/23 [==============================] - 19s 829ms/step - loss: 2.6061e-04 - val_loss: 2.8248e-04\n",
      "Epoch 56/100\n",
      "23/23 [==============================] - 20s 852ms/step - loss: 2.4590e-04 - val_loss: 1.9755e-04\n",
      "Epoch 57/100\n",
      "23/23 [==============================] - 19s 813ms/step - loss: 2.5466e-04 - val_loss: 2.1326e-04\n",
      "Epoch 58/100\n",
      "23/23 [==============================] - 20s 856ms/step - loss: 2.2913e-04 - val_loss: 2.1794e-04\n",
      "Epoch 59/100\n",
      "23/23 [==============================] - 19s 829ms/step - loss: 2.2750e-04 - val_loss: 2.6225e-04\n",
      "Epoch 60/100\n",
      "23/23 [==============================] - 20s 890ms/step - loss: 3.1769e-04 - val_loss: 1.8848e-04\n",
      "Epoch 61/100\n",
      "23/23 [==============================] - 19s 830ms/step - loss: 2.6218e-04 - val_loss: 2.0233e-04\n",
      "Epoch 62/100\n",
      "23/23 [==============================] - 21s 897ms/step - loss: 2.0382e-04 - val_loss: 2.2901e-04\n",
      "Epoch 63/100\n",
      "23/23 [==============================] - 19s 833ms/step - loss: 2.1014e-04 - val_loss: 2.4848e-04\n",
      "Epoch 64/100\n",
      "23/23 [==============================] - 20s 860ms/step - loss: 2.1855e-04 - val_loss: 2.3162e-04\n",
      "Epoch 65/100\n",
      "23/23 [==============================] - 19s 827ms/step - loss: 1.9829e-04 - val_loss: 2.3775e-04\n",
      "Epoch 66/100\n",
      "23/23 [==============================] - 19s 839ms/step - loss: 2.0833e-04 - val_loss: 2.8647e-04\n",
      "Epoch 67/100\n",
      "23/23 [==============================] - 19s 835ms/step - loss: 2.3371e-04 - val_loss: 2.5106e-04\n",
      "Epoch 68/100\n",
      "23/23 [==============================] - 19s 844ms/step - loss: 1.9039e-04 - val_loss: 2.0881e-04\n",
      "Epoch 69/100\n",
      "23/23 [==============================] - 19s 826ms/step - loss: 2.0377e-04 - val_loss: 2.5785e-04\n",
      "Epoch 70/100\n",
      "23/23 [==============================] - 20s 871ms/step - loss: 2.0051e-04 - val_loss: 1.6196e-04\n",
      "Epoch 71/100\n",
      "23/23 [==============================] - 19s 817ms/step - loss: 2.1579e-04 - val_loss: 2.1536e-04\n",
      "Epoch 72/100\n",
      "23/23 [==============================] - 19s 833ms/step - loss: 1.9344e-04 - val_loss: 1.8376e-04\n",
      "Epoch 73/100\n",
      "23/23 [==============================] - 19s 829ms/step - loss: 1.9834e-04 - val_loss: 1.7495e-04\n",
      "Epoch 74/100\n",
      "23/23 [==============================] - 19s 821ms/step - loss: 2.2397e-04 - val_loss: 2.5543e-04\n",
      "Epoch 75/100\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "23/23 [==============================] - 19s 829ms/step - loss: 2.1325e-04 - val_loss: 1.6905e-04\n",
      "Epoch 76/100\n",
      "23/23 [==============================] - 19s 825ms/step - loss: 1.8709e-04 - val_loss: 2.5266e-04\n",
      "Epoch 77/100\n",
      "23/23 [==============================] - 19s 836ms/step - loss: 2.4917e-04 - val_loss: 1.6463e-04\n",
      "Epoch 78/100\n",
      "23/23 [==============================] - 19s 811ms/step - loss: 3.2060e-04 - val_loss: 2.1213e-04\n",
      "Epoch 79/100\n",
      "23/23 [==============================] - 20s 868ms/step - loss: 2.0663e-04 - val_loss: 1.8055e-04\n",
      "Epoch 80/100\n",
      "23/23 [==============================] - 19s 815ms/step - loss: 2.1119e-04 - val_loss: 1.6447e-04\n",
      "Epoch 81/100\n",
      "23/23 [==============================] - 19s 819ms/step - loss: 2.0058e-04 - val_loss: 2.2404e-04\n",
      "Epoch 82/100\n",
      "23/23 [==============================] - 20s 881ms/step - loss: 1.9004e-04 - val_loss: 1.4952e-04\n",
      "Epoch 83/100\n",
      "23/23 [==============================] - 19s 817ms/step - loss: 2.7477e-04 - val_loss: 1.9467e-04\n",
      "Epoch 84/100\n",
      "23/23 [==============================] - 19s 834ms/step - loss: 2.3443e-04 - val_loss: 2.1564e-04\n",
      "Epoch 85/100\n",
      "23/23 [==============================] - 20s 863ms/step - loss: 1.7262e-04 - val_loss: 2.3736e-04\n",
      "Epoch 86/100\n",
      "23/23 [==============================] - 20s 856ms/step - loss: 2.0611e-04 - val_loss: 1.4926e-04\n",
      "Epoch 87/100\n",
      "23/23 [==============================] - 19s 819ms/step - loss: 1.8404e-04 - val_loss: 1.7649e-04\n",
      "Epoch 88/100\n",
      "23/23 [==============================] - 19s 819ms/step - loss: 1.7096e-04 - val_loss: 2.4492e-04\n",
      "Epoch 89/100\n",
      "23/23 [==============================] - 19s 808ms/step - loss: 2.0080e-04 - val_loss: 1.5852e-04\n",
      "Epoch 90/100\n",
      "23/23 [==============================] - 19s 818ms/step - loss: 1.8991e-04 - val_loss: 1.3719e-04\n",
      "Epoch 91/100\n",
      "23/23 [==============================] - 19s 816ms/step - loss: 2.0856e-04 - val_loss: 1.8233e-04\n",
      "Epoch 92/100\n",
      "23/23 [==============================] - 20s 855ms/step - loss: 1.6800e-04 - val_loss: 1.4664e-04\n",
      "Epoch 93/100\n",
      "23/23 [==============================] - 19s 818ms/step - loss: 1.7316e-04 - val_loss: 1.9180e-04\n",
      "Epoch 94/100\n",
      "23/23 [==============================] - 19s 815ms/step - loss: 1.7140e-04 - val_loss: 1.3852e-04\n",
      "Epoch 95/100\n",
      "23/23 [==============================] - 19s 819ms/step - loss: 1.6896e-04 - val_loss: 1.3864e-04\n",
      "Epoch 96/100\n",
      "23/23 [==============================] - 20s 884ms/step - loss: 1.7404e-04 - val_loss: 1.5827e-04\n",
      "Epoch 97/100\n",
      "23/23 [==============================] - 19s 818ms/step - loss: 2.0805e-04 - val_loss: 1.7637e-04\n",
      "Epoch 98/100\n",
      "23/23 [==============================] - 19s 829ms/step - loss: 1.6652e-04 - val_loss: 1.5170e-04\n",
      "Epoch 99/100\n",
      "23/23 [==============================] - 19s 820ms/step - loss: 1.8481e-04 - val_loss: 1.3992e-04\n",
      "Epoch 100/100\n",
      "23/23 [==============================] - 20s 858ms/step - loss: 2.1488e-04 - val_loss: 1.4724e-04\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.keras.callbacks.History at 0x1805d15d070>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(x_train, y_train, validation_data = (x_test, y_test), epochs = 100, batch_size = 64, verbose = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b80b9647",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Lets predict and check performance metrics\n",
    "train_predict = model.predict(x_train)\n",
    "test_predict = model.predict(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "5b35056e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Transform back to original form\n",
    "train_predict = scaler.inverse_transform(train_predict)\n",
    "test_predict = scaler.inverse_transform(test_predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "8b10f856",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "164.49258446995975"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Calculate RMSE performance metrics\n",
    "math.sqrt(mean_squared_error(y_train, train_predict))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "7a54db81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "107.39751932277417"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Test Data RMSE\n",
    "math.sqrt(mean_squared_error(y_test, test_predict))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1177ef16",
   "metadata": {},
   "source": [
    "### Plotting the graph according to train and test data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "9725cab4",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Plotting\n",
    "\n",
    "#Shift train prediction for plotting\n",
    "look_back = 100\n",
    "trainPredictPlot = np.empty_like(df_high)\n",
    "trainPredictPlot[:,:] = np.nan\n",
    "trainPredictPlot[look_back:len(train_predict) + look_back, :] = train_predict\n",
    "\n",
    "#Shift test prediction for plotting\n",
    "testPredictPlot = np.empty_like(df_high)\n",
    "testPredictPlot[:,:] = np.nan\n",
    "testPredictPlot[len(train_predict) + (look_back * 2)+1:len(df_high) - 1, :] = test_predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "3dbd9e14",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Green indicates the Predicted Data\n",
      "Blue indicates the Complete Data\n",
      "Orange indicates the Train Data\n"
     ]
    }
   ],
   "source": [
    "#Plot baseline and predictions\n",
    "plt.figure(figsize=(10,6))\n",
    "\n",
    "plt.plot(scaler.inverse_transform(df_high))\n",
    "plt.plot(trainPredictPlot)\n",
    "plt.plot(testPredictPlot)\n",
    "plt.show()\n",
    "\n",
    "print(\"Green indicates the Predicted Data\")\n",
    "print(\"Blue indicates the Complete Data\")\n",
    "print(\"Orange indicates the Train Data\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "3ea8bc02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(509, (408, 100, 1))"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Predict the next 28 days Stock Price\n",
    "len(test_data), x_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "257d3b13",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 100)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_input = test_data[409:].reshape(1,-1)\n",
    "x_input.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c6d2b83",
   "metadata": {},
   "source": [
    "### Predicting values for next 30 days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "6069a649",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.1612018]\n",
      "101\n",
      "1 day input [0.13254727 0.13397032 0.13356373 0.13498679 0.14108559 0.13498679\n",
      " 0.12644847 0.12685505 0.12482212 0.14515145 0.1467778  0.15003049\n",
      " 0.15368977 0.17198618 0.16548079 0.17625534 0.17564546 0.19129904\n",
      " 0.20817239 0.20309006 0.18479366 0.17930474 0.1896727  0.17483228\n",
      " 0.17849156 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599\n",
      " 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665\n",
      " 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754\n",
      " 0.21610083 0.22748526 0.19150234 0.1833706  0.17340923 0.16751372\n",
      " 0.1622281  0.17056312 0.17462899 0.17930474 0.18174426 0.16853019\n",
      " 0.16548079 0.1742224  0.1713763  0.17300264 0.17157959 0.17767839\n",
      " 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654\n",
      " 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037\n",
      " 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811\n",
      " 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385\n",
      " 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696\n",
      " 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612\n",
      " 0.15917869 0.15938199 0.16344786 0.1612018 ]\n",
      "1 day output [[0.16128556]]\n",
      "2 day input [0.13397032 0.13356373 0.13498679 0.14108559 0.13498679 0.12644847\n",
      " 0.12685505 0.12482212 0.14515145 0.1467778  0.15003049 0.15368977\n",
      " 0.17198618 0.16548079 0.17625534 0.17564546 0.19129904 0.20817239\n",
      " 0.20309006 0.18479366 0.17930474 0.1896727  0.17483228 0.17849156\n",
      " 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258\n",
      " 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479\n",
      " 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083\n",
      " 0.22748526 0.19150234 0.1833706  0.17340923 0.16751372 0.1622281\n",
      " 0.17056312 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079\n",
      " 0.1742224  0.1713763  0.17300264 0.17157959 0.17767839 0.18459036\n",
      " 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372\n",
      " 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744\n",
      " 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062\n",
      " 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481\n",
      " 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145\n",
      " 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869\n",
      " 0.15938199 0.16344786 0.1612018  0.16128556]\n",
      "2 day output [[0.16065887]]\n",
      "3 day input [0.13356373 0.13498679 0.14108559 0.13498679 0.12644847 0.12685505\n",
      " 0.12482212 0.14515145 0.1467778  0.15003049 0.15368977 0.17198618\n",
      " 0.16548079 0.17625534 0.17564546 0.19129904 0.20817239 0.20309006\n",
      " 0.18479366 0.17930474 0.1896727  0.17483228 0.17849156 0.17645863\n",
      " 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186\n",
      " 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838\n",
      " 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526\n",
      " 0.19150234 0.1833706  0.17340923 0.16751372 0.1622281  0.17056312\n",
      " 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224\n",
      " 0.1713763  0.17300264 0.17157959 0.17767839 0.18459036 0.18702988\n",
      " 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995\n",
      " 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463\n",
      " 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966\n",
      " 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517\n",
      " 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852\n",
      " 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199\n",
      " 0.16344786 0.1612018  0.16128556 0.16065887]\n",
      "3 day output [[0.15978853]]\n",
      "4 day input [0.13498679 0.14108559 0.13498679 0.12644847 0.12685505 0.12482212\n",
      " 0.14515145 0.1467778  0.15003049 0.15368977 0.17198618 0.16548079\n",
      " 0.17625534 0.17564546 0.19129904 0.20817239 0.20309006 0.18479366\n",
      " 0.17930474 0.1896727  0.17483228 0.17849156 0.17645863 0.18540354\n",
      " 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186 0.20004066\n",
      " 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838 0.22036999\n",
      " 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526 0.19150234\n",
      " 0.1833706  0.17340923 0.16751372 0.1622281  0.17056312 0.17462899\n",
      " 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224  0.1713763\n",
      " 0.17300264 0.17157959 0.17767839 0.18459036 0.18702988 0.18987599\n",
      " 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995 0.16609067\n",
      " 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463 0.15043708\n",
      " 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966 0.13478349\n",
      " 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517 0.13051433\n",
      " 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852 0.15816223\n",
      " 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199 0.16344786\n",
      " 0.1612018  0.16128556 0.16065887 0.15978853]\n",
      "4 day output [[0.15883964]]\n",
      "5 day input [0.14108559 0.13498679 0.12644847 0.12685505 0.12482212 0.14515145\n",
      " 0.1467778  0.15003049 0.15368977 0.17198618 0.16548079 0.17625534\n",
      " 0.17564546 0.19129904 0.20817239 0.20309006 0.18479366 0.17930474\n",
      " 0.1896727  0.17483228 0.17849156 0.17645863 0.18540354 0.18377719\n",
      " 0.19190892 0.18987599 0.19028258 0.19394186 0.20004066 0.19638138\n",
      " 0.19495832 0.20349665 0.19597479 0.21162838 0.22036999 0.20979874\n",
      " 0.21528766 0.21589754 0.21610083 0.22748526 0.19150234 0.1833706\n",
      " 0.17340923 0.16751372 0.1622281  0.17056312 0.17462899 0.17930474\n",
      " 0.18174426 0.16853019 0.16548079 0.1742224  0.1713763  0.17300264\n",
      " 0.17157959 0.17767839 0.18459036 0.18702988 0.18987599 0.19109575\n",
      " 0.18581012 0.17015654 0.16751372 0.16974995 0.16609067 0.15531612\n",
      " 0.15003049 0.15064037 0.14860744 0.14596463 0.15043708 0.14413499\n",
      " 0.12441553 0.12827811 0.11547062 0.12034966 0.13478349 0.13498679\n",
      " 0.12868469 0.13295385 0.12807481 0.12624517 0.13051433 0.13905265\n",
      " 0.14718439 0.15104696 0.14515145 0.14311852 0.15816223 0.15328319\n",
      " 0.14921732 0.15531612 0.15917869 0.15938199 0.16344786 0.1612018\n",
      " 0.16128556 0.16065887 0.15978853 0.15883964]\n",
      "5 day output [[0.15788825]]\n",
      "6 day input [0.13498679 0.12644847 0.12685505 0.12482212 0.14515145 0.1467778\n",
      " 0.15003049 0.15368977 0.17198618 0.16548079 0.17625534 0.17564546\n",
      " 0.19129904 0.20817239 0.20309006 0.18479366 0.17930474 0.1896727\n",
      " 0.17483228 0.17849156 0.17645863 0.18540354 0.18377719 0.19190892\n",
      " 0.18987599 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832\n",
      " 0.20349665 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766\n",
      " 0.21589754 0.21610083 0.22748526 0.19150234 0.1833706  0.17340923\n",
      " 0.16751372 0.1622281  0.17056312 0.17462899 0.17930474 0.18174426\n",
      " 0.16853019 0.16548079 0.1742224  0.1713763  0.17300264 0.17157959\n",
      " 0.17767839 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012\n",
      " 0.17015654 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049\n",
      " 0.15064037 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553\n",
      " 0.12827811 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469\n",
      " 0.13295385 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439\n",
      " 0.15104696 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732\n",
      " 0.15531612 0.15917869 0.15938199 0.16344786 0.1612018  0.16128556\n",
      " 0.16065887 0.15978853 0.15883964 0.15788825]\n",
      "6 day output [[0.15697412]]\n",
      "7 day input [0.12644847 0.12685505 0.12482212 0.14515145 0.1467778  0.15003049\n",
      " 0.15368977 0.17198618 0.16548079 0.17625534 0.17564546 0.19129904\n",
      " 0.20817239 0.20309006 0.18479366 0.17930474 0.1896727  0.17483228\n",
      " 0.17849156 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599\n",
      " 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665\n",
      " 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754\n",
      " 0.21610083 0.22748526 0.19150234 0.1833706  0.17340923 0.16751372\n",
      " 0.1622281  0.17056312 0.17462899 0.17930474 0.18174426 0.16853019\n",
      " 0.16548079 0.1742224  0.1713763  0.17300264 0.17157959 0.17767839\n",
      " 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654\n",
      " 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037\n",
      " 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811\n",
      " 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385\n",
      " 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696\n",
      " 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612\n",
      " 0.15917869 0.15938199 0.16344786 0.1612018  0.16128556 0.16065887\n",
      " 0.15978853 0.15883964 0.15788825 0.15697412]\n",
      "7 day output [[0.15611725]]\n",
      "8 day input [0.12685505 0.12482212 0.14515145 0.1467778  0.15003049 0.15368977\n",
      " 0.17198618 0.16548079 0.17625534 0.17564546 0.19129904 0.20817239\n",
      " 0.20309006 0.18479366 0.17930474 0.1896727  0.17483228 0.17849156\n",
      " 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258\n",
      " 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479\n",
      " 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083\n",
      " 0.22748526 0.19150234 0.1833706  0.17340923 0.16751372 0.1622281\n",
      " 0.17056312 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079\n",
      " 0.1742224  0.1713763  0.17300264 0.17157959 0.17767839 0.18459036\n",
      " 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372\n",
      " 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744\n",
      " 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062\n",
      " 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481\n",
      " 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145\n",
      " 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869\n",
      " 0.15938199 0.16344786 0.1612018  0.16128556 0.16065887 0.15978853\n",
      " 0.15883964 0.15788825 0.15697412 0.15611725]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8 day output [[0.15532534]]\n",
      "9 day input [0.12482212 0.14515145 0.1467778  0.15003049 0.15368977 0.17198618\n",
      " 0.16548079 0.17625534 0.17564546 0.19129904 0.20817239 0.20309006\n",
      " 0.18479366 0.17930474 0.1896727  0.17483228 0.17849156 0.17645863\n",
      " 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186\n",
      " 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838\n",
      " 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526\n",
      " 0.19150234 0.1833706  0.17340923 0.16751372 0.1622281  0.17056312\n",
      " 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224\n",
      " 0.1713763  0.17300264 0.17157959 0.17767839 0.18459036 0.18702988\n",
      " 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995\n",
      " 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463\n",
      " 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966\n",
      " 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517\n",
      " 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852\n",
      " 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199\n",
      " 0.16344786 0.1612018  0.16128556 0.16065887 0.15978853 0.15883964\n",
      " 0.15788825 0.15697412 0.15611725 0.15532534]\n",
      "9 day output [[0.15459861]]\n",
      "10 day input [0.14515145 0.1467778  0.15003049 0.15368977 0.17198618 0.16548079\n",
      " 0.17625534 0.17564546 0.19129904 0.20817239 0.20309006 0.18479366\n",
      " 0.17930474 0.1896727  0.17483228 0.17849156 0.17645863 0.18540354\n",
      " 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186 0.20004066\n",
      " 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838 0.22036999\n",
      " 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526 0.19150234\n",
      " 0.1833706  0.17340923 0.16751372 0.1622281  0.17056312 0.17462899\n",
      " 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224  0.1713763\n",
      " 0.17300264 0.17157959 0.17767839 0.18459036 0.18702988 0.18987599\n",
      " 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995 0.16609067\n",
      " 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463 0.15043708\n",
      " 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966 0.13478349\n",
      " 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517 0.13051433\n",
      " 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852 0.15816223\n",
      " 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199 0.16344786\n",
      " 0.1612018  0.16128556 0.16065887 0.15978853 0.15883964 0.15788825\n",
      " 0.15697412 0.15611725 0.15532534 0.15459861]\n",
      "10 day output [[0.15393333]]\n",
      "11 day input [0.1467778  0.15003049 0.15368977 0.17198618 0.16548079 0.17625534\n",
      " 0.17564546 0.19129904 0.20817239 0.20309006 0.18479366 0.17930474\n",
      " 0.1896727  0.17483228 0.17849156 0.17645863 0.18540354 0.18377719\n",
      " 0.19190892 0.18987599 0.19028258 0.19394186 0.20004066 0.19638138\n",
      " 0.19495832 0.20349665 0.19597479 0.21162838 0.22036999 0.20979874\n",
      " 0.21528766 0.21589754 0.21610083 0.22748526 0.19150234 0.1833706\n",
      " 0.17340923 0.16751372 0.1622281  0.17056312 0.17462899 0.17930474\n",
      " 0.18174426 0.16853019 0.16548079 0.1742224  0.1713763  0.17300264\n",
      " 0.17157959 0.17767839 0.18459036 0.18702988 0.18987599 0.19109575\n",
      " 0.18581012 0.17015654 0.16751372 0.16974995 0.16609067 0.15531612\n",
      " 0.15003049 0.15064037 0.14860744 0.14596463 0.15043708 0.14413499\n",
      " 0.12441553 0.12827811 0.11547062 0.12034966 0.13478349 0.13498679\n",
      " 0.12868469 0.13295385 0.12807481 0.12624517 0.13051433 0.13905265\n",
      " 0.14718439 0.15104696 0.14515145 0.14311852 0.15816223 0.15328319\n",
      " 0.14921732 0.15531612 0.15917869 0.15938199 0.16344786 0.1612018\n",
      " 0.16128556 0.16065887 0.15978853 0.15883964 0.15788825 0.15697412\n",
      " 0.15611725 0.15532534 0.15459861 0.15393333]\n",
      "11 day output [[0.1533239]]\n",
      "12 day input [0.15003049 0.15368977 0.17198618 0.16548079 0.17625534 0.17564546\n",
      " 0.19129904 0.20817239 0.20309006 0.18479366 0.17930474 0.1896727\n",
      " 0.17483228 0.17849156 0.17645863 0.18540354 0.18377719 0.19190892\n",
      " 0.18987599 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832\n",
      " 0.20349665 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766\n",
      " 0.21589754 0.21610083 0.22748526 0.19150234 0.1833706  0.17340923\n",
      " 0.16751372 0.1622281  0.17056312 0.17462899 0.17930474 0.18174426\n",
      " 0.16853019 0.16548079 0.1742224  0.1713763  0.17300264 0.17157959\n",
      " 0.17767839 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012\n",
      " 0.17015654 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049\n",
      " 0.15064037 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553\n",
      " 0.12827811 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469\n",
      " 0.13295385 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439\n",
      " 0.15104696 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732\n",
      " 0.15531612 0.15917869 0.15938199 0.16344786 0.1612018  0.16128556\n",
      " 0.16065887 0.15978853 0.15883964 0.15788825 0.15697412 0.15611725\n",
      " 0.15532534 0.15459861 0.15393333 0.1533239 ]\n",
      "12 day output [[0.15276444]]\n",
      "13 day input [0.15368977 0.17198618 0.16548079 0.17625534 0.17564546 0.19129904\n",
      " 0.20817239 0.20309006 0.18479366 0.17930474 0.1896727  0.17483228\n",
      " 0.17849156 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599\n",
      " 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665\n",
      " 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754\n",
      " 0.21610083 0.22748526 0.19150234 0.1833706  0.17340923 0.16751372\n",
      " 0.1622281  0.17056312 0.17462899 0.17930474 0.18174426 0.16853019\n",
      " 0.16548079 0.1742224  0.1713763  0.17300264 0.17157959 0.17767839\n",
      " 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654\n",
      " 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037\n",
      " 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811\n",
      " 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385\n",
      " 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696\n",
      " 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612\n",
      " 0.15917869 0.15938199 0.16344786 0.1612018  0.16128556 0.16065887\n",
      " 0.15978853 0.15883964 0.15788825 0.15697412 0.15611725 0.15532534\n",
      " 0.15459861 0.15393333 0.1533239  0.15276444]\n",
      "13 day output [[0.15224959]]\n",
      "14 day input [0.17198618 0.16548079 0.17625534 0.17564546 0.19129904 0.20817239\n",
      " 0.20309006 0.18479366 0.17930474 0.1896727  0.17483228 0.17849156\n",
      " 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258\n",
      " 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479\n",
      " 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083\n",
      " 0.22748526 0.19150234 0.1833706  0.17340923 0.16751372 0.1622281\n",
      " 0.17056312 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079\n",
      " 0.1742224  0.1713763  0.17300264 0.17157959 0.17767839 0.18459036\n",
      " 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372\n",
      " 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744\n",
      " 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062\n",
      " 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481\n",
      " 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145\n",
      " 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869\n",
      " 0.15938199 0.16344786 0.1612018  0.16128556 0.16065887 0.15978853\n",
      " 0.15883964 0.15788825 0.15697412 0.15611725 0.15532534 0.15459861\n",
      " 0.15393333 0.1533239  0.15276444 0.15224959]\n",
      "14 day output [[0.1517747]]\n",
      "15 day input [0.16548079 0.17625534 0.17564546 0.19129904 0.20817239 0.20309006\n",
      " 0.18479366 0.17930474 0.1896727  0.17483228 0.17849156 0.17645863\n",
      " 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186\n",
      " 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838\n",
      " 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526\n",
      " 0.19150234 0.1833706  0.17340923 0.16751372 0.1622281  0.17056312\n",
      " 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224\n",
      " 0.1713763  0.17300264 0.17157959 0.17767839 0.18459036 0.18702988\n",
      " 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995\n",
      " 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463\n",
      " 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966\n",
      " 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517\n",
      " 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852\n",
      " 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199\n",
      " 0.16344786 0.1612018  0.16128556 0.16065887 0.15978853 0.15883964\n",
      " 0.15788825 0.15697412 0.15611725 0.15532534 0.15459861 0.15393333\n",
      " 0.1533239  0.15276444 0.15224959 0.1517747 ]\n",
      "15 day output [[0.15133609]]\n",
      "16 day input [0.17625534 0.17564546 0.19129904 0.20817239 0.20309006 0.18479366\n",
      " 0.17930474 0.1896727  0.17483228 0.17849156 0.17645863 0.18540354\n",
      " 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186 0.20004066\n",
      " 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838 0.22036999\n",
      " 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526 0.19150234\n",
      " 0.1833706  0.17340923 0.16751372 0.1622281  0.17056312 0.17462899\n",
      " 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224  0.1713763\n",
      " 0.17300264 0.17157959 0.17767839 0.18459036 0.18702988 0.18987599\n",
      " 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995 0.16609067\n",
      " 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463 0.15043708\n",
      " 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966 0.13478349\n",
      " 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517 0.13051433\n",
      " 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852 0.15816223\n",
      " 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199 0.16344786\n",
      " 0.1612018  0.16128556 0.16065887 0.15978853 0.15883964 0.15788825\n",
      " 0.15697412 0.15611725 0.15532534 0.15459861 0.15393333 0.1533239\n",
      " 0.15276444 0.15224959 0.1517747  0.15133609]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16 day output [[0.15093069]]\n",
      "17 day input [0.17564546 0.19129904 0.20817239 0.20309006 0.18479366 0.17930474\n",
      " 0.1896727  0.17483228 0.17849156 0.17645863 0.18540354 0.18377719\n",
      " 0.19190892 0.18987599 0.19028258 0.19394186 0.20004066 0.19638138\n",
      " 0.19495832 0.20349665 0.19597479 0.21162838 0.22036999 0.20979874\n",
      " 0.21528766 0.21589754 0.21610083 0.22748526 0.19150234 0.1833706\n",
      " 0.17340923 0.16751372 0.1622281  0.17056312 0.17462899 0.17930474\n",
      " 0.18174426 0.16853019 0.16548079 0.1742224  0.1713763  0.17300264\n",
      " 0.17157959 0.17767839 0.18459036 0.18702988 0.18987599 0.19109575\n",
      " 0.18581012 0.17015654 0.16751372 0.16974995 0.16609067 0.15531612\n",
      " 0.15003049 0.15064037 0.14860744 0.14596463 0.15043708 0.14413499\n",
      " 0.12441553 0.12827811 0.11547062 0.12034966 0.13478349 0.13498679\n",
      " 0.12868469 0.13295385 0.12807481 0.12624517 0.13051433 0.13905265\n",
      " 0.14718439 0.15104696 0.14515145 0.14311852 0.15816223 0.15328319\n",
      " 0.14921732 0.15531612 0.15917869 0.15938199 0.16344786 0.1612018\n",
      " 0.16128556 0.16065887 0.15978853 0.15883964 0.15788825 0.15697412\n",
      " 0.15611725 0.15532534 0.15459861 0.15393333 0.1533239  0.15276444\n",
      " 0.15224959 0.1517747  0.15133609 0.15093069]\n",
      "17 day output [[0.15055592]]\n",
      "18 day input [0.19129904 0.20817239 0.20309006 0.18479366 0.17930474 0.1896727\n",
      " 0.17483228 0.17849156 0.17645863 0.18540354 0.18377719 0.19190892\n",
      " 0.18987599 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832\n",
      " 0.20349665 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766\n",
      " 0.21589754 0.21610083 0.22748526 0.19150234 0.1833706  0.17340923\n",
      " 0.16751372 0.1622281  0.17056312 0.17462899 0.17930474 0.18174426\n",
      " 0.16853019 0.16548079 0.1742224  0.1713763  0.17300264 0.17157959\n",
      " 0.17767839 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012\n",
      " 0.17015654 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049\n",
      " 0.15064037 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553\n",
      " 0.12827811 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469\n",
      " 0.13295385 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439\n",
      " 0.15104696 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732\n",
      " 0.15531612 0.15917869 0.15938199 0.16344786 0.1612018  0.16128556\n",
      " 0.16065887 0.15978853 0.15883964 0.15788825 0.15697412 0.15611725\n",
      " 0.15532534 0.15459861 0.15393333 0.1533239  0.15276444 0.15224959\n",
      " 0.1517747  0.15133609 0.15093069 0.15055592]\n",
      "18 day output [[0.15020964]]\n",
      "19 day input [0.20817239 0.20309006 0.18479366 0.17930474 0.1896727  0.17483228\n",
      " 0.17849156 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599\n",
      " 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665\n",
      " 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754\n",
      " 0.21610083 0.22748526 0.19150234 0.1833706  0.17340923 0.16751372\n",
      " 0.1622281  0.17056312 0.17462899 0.17930474 0.18174426 0.16853019\n",
      " 0.16548079 0.1742224  0.1713763  0.17300264 0.17157959 0.17767839\n",
      " 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654\n",
      " 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037\n",
      " 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811\n",
      " 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385\n",
      " 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696\n",
      " 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612\n",
      " 0.15917869 0.15938199 0.16344786 0.1612018  0.16128556 0.16065887\n",
      " 0.15978853 0.15883964 0.15788825 0.15697412 0.15611725 0.15532534\n",
      " 0.15459861 0.15393333 0.1533239  0.15276444 0.15224959 0.1517747\n",
      " 0.15133609 0.15093069 0.15055592 0.15020964]\n",
      "19 day output [[0.14988972]]\n",
      "20 day input [0.20309006 0.18479366 0.17930474 0.1896727  0.17483228 0.17849156\n",
      " 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258\n",
      " 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479\n",
      " 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083\n",
      " 0.22748526 0.19150234 0.1833706  0.17340923 0.16751372 0.1622281\n",
      " 0.17056312 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079\n",
      " 0.1742224  0.1713763  0.17300264 0.17157959 0.17767839 0.18459036\n",
      " 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372\n",
      " 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744\n",
      " 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062\n",
      " 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481\n",
      " 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145\n",
      " 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869\n",
      " 0.15938199 0.16344786 0.1612018  0.16128556 0.16065887 0.15978853\n",
      " 0.15883964 0.15788825 0.15697412 0.15611725 0.15532534 0.15459861\n",
      " 0.15393333 0.1533239  0.15276444 0.15224959 0.1517747  0.15133609\n",
      " 0.15093069 0.15055592 0.15020964 0.14988972]\n",
      "20 day output [[0.14959426]]\n",
      "21 day input [0.18479366 0.17930474 0.1896727  0.17483228 0.17849156 0.17645863\n",
      " 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186\n",
      " 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838\n",
      " 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526\n",
      " 0.19150234 0.1833706  0.17340923 0.16751372 0.1622281  0.17056312\n",
      " 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224\n",
      " 0.1713763  0.17300264 0.17157959 0.17767839 0.18459036 0.18702988\n",
      " 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995\n",
      " 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463\n",
      " 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966\n",
      " 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517\n",
      " 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852\n",
      " 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199\n",
      " 0.16344786 0.1612018  0.16128556 0.16065887 0.15978853 0.15883964\n",
      " 0.15788825 0.15697412 0.15611725 0.15532534 0.15459861 0.15393333\n",
      " 0.1533239  0.15276444 0.15224959 0.1517747  0.15133609 0.15093069\n",
      " 0.15055592 0.15020964 0.14988972 0.14959426]\n",
      "21 day output [[0.14932112]]\n",
      "22 day input [0.17930474 0.1896727  0.17483228 0.17849156 0.17645863 0.18540354\n",
      " 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186 0.20004066\n",
      " 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838 0.22036999\n",
      " 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526 0.19150234\n",
      " 0.1833706  0.17340923 0.16751372 0.1622281  0.17056312 0.17462899\n",
      " 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224  0.1713763\n",
      " 0.17300264 0.17157959 0.17767839 0.18459036 0.18702988 0.18987599\n",
      " 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995 0.16609067\n",
      " 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463 0.15043708\n",
      " 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966 0.13478349\n",
      " 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517 0.13051433\n",
      " 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852 0.15816223\n",
      " 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199 0.16344786\n",
      " 0.1612018  0.16128556 0.16065887 0.15978853 0.15883964 0.15788825\n",
      " 0.15697412 0.15611725 0.15532534 0.15459861 0.15393333 0.1533239\n",
      " 0.15276444 0.15224959 0.1517747  0.15133609 0.15093069 0.15055592\n",
      " 0.15020964 0.14988972 0.14959426 0.14932112]\n",
      "22 day output [[0.14906837]]\n",
      "23 day input [0.1896727  0.17483228 0.17849156 0.17645863 0.18540354 0.18377719\n",
      " 0.19190892 0.18987599 0.19028258 0.19394186 0.20004066 0.19638138\n",
      " 0.19495832 0.20349665 0.19597479 0.21162838 0.22036999 0.20979874\n",
      " 0.21528766 0.21589754 0.21610083 0.22748526 0.19150234 0.1833706\n",
      " 0.17340923 0.16751372 0.1622281  0.17056312 0.17462899 0.17930474\n",
      " 0.18174426 0.16853019 0.16548079 0.1742224  0.1713763  0.17300264\n",
      " 0.17157959 0.17767839 0.18459036 0.18702988 0.18987599 0.19109575\n",
      " 0.18581012 0.17015654 0.16751372 0.16974995 0.16609067 0.15531612\n",
      " 0.15003049 0.15064037 0.14860744 0.14596463 0.15043708 0.14413499\n",
      " 0.12441553 0.12827811 0.11547062 0.12034966 0.13478349 0.13498679\n",
      " 0.12868469 0.13295385 0.12807481 0.12624517 0.13051433 0.13905265\n",
      " 0.14718439 0.15104696 0.14515145 0.14311852 0.15816223 0.15328319\n",
      " 0.14921732 0.15531612 0.15917869 0.15938199 0.16344786 0.1612018\n",
      " 0.16128556 0.16065887 0.15978853 0.15883964 0.15788825 0.15697412\n",
      " 0.15611725 0.15532534 0.15459861 0.15393333 0.1533239  0.15276444\n",
      " 0.15224959 0.1517747  0.15133609 0.15093069 0.15055592 0.15020964\n",
      " 0.14988972 0.14959426 0.14932112 0.14906837]\n",
      "23 day output [[0.1488339]]\n",
      "24 day input [0.17483228 0.17849156 0.17645863 0.18540354 0.18377719 0.19190892\n",
      " 0.18987599 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832\n",
      " 0.20349665 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766\n",
      " 0.21589754 0.21610083 0.22748526 0.19150234 0.1833706  0.17340923\n",
      " 0.16751372 0.1622281  0.17056312 0.17462899 0.17930474 0.18174426\n",
      " 0.16853019 0.16548079 0.1742224  0.1713763  0.17300264 0.17157959\n",
      " 0.17767839 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012\n",
      " 0.17015654 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049\n",
      " 0.15064037 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553\n",
      " 0.12827811 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469\n",
      " 0.13295385 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439\n",
      " 0.15104696 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732\n",
      " 0.15531612 0.15917869 0.15938199 0.16344786 0.1612018  0.16128556\n",
      " 0.16065887 0.15978853 0.15883964 0.15788825 0.15697412 0.15611725\n",
      " 0.15532534 0.15459861 0.15393333 0.1533239  0.15276444 0.15224959\n",
      " 0.1517747  0.15133609 0.15093069 0.15055592 0.15020964 0.14988972\n",
      " 0.14959426 0.14932112 0.14906837 0.1488339 ]\n",
      "24 day output [[0.14861573]]\n",
      "25 day input [0.17849156 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599\n",
      " 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665\n",
      " 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754\n",
      " 0.21610083 0.22748526 0.19150234 0.1833706  0.17340923 0.16751372\n",
      " 0.1622281  0.17056312 0.17462899 0.17930474 0.18174426 0.16853019\n",
      " 0.16548079 0.1742224  0.1713763  0.17300264 0.17157959 0.17767839\n",
      " 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654\n",
      " 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037\n",
      " 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811\n",
      " 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385\n",
      " 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696\n",
      " 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612\n",
      " 0.15917869 0.15938199 0.16344786 0.1612018  0.16128556 0.16065887\n",
      " 0.15978853 0.15883964 0.15788825 0.15697412 0.15611725 0.15532534\n",
      " 0.15459861 0.15393333 0.1533239  0.15276444 0.15224959 0.1517747\n",
      " 0.15133609 0.15093069 0.15055592 0.15020964 0.14988972 0.14959426\n",
      " 0.14932112 0.14906837 0.1488339  0.14861573]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "25 day output [[0.14841191]]\n",
      "26 day input [0.17645863 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258\n",
      " 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479\n",
      " 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083\n",
      " 0.22748526 0.19150234 0.1833706  0.17340923 0.16751372 0.1622281\n",
      " 0.17056312 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079\n",
      " 0.1742224  0.1713763  0.17300264 0.17157959 0.17767839 0.18459036\n",
      " 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372\n",
      " 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744\n",
      " 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062\n",
      " 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481\n",
      " 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145\n",
      " 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869\n",
      " 0.15938199 0.16344786 0.1612018  0.16128556 0.16065887 0.15978853\n",
      " 0.15883964 0.15788825 0.15697412 0.15611725 0.15532534 0.15459861\n",
      " 0.15393333 0.1533239  0.15276444 0.15224959 0.1517747  0.15133609\n",
      " 0.15093069 0.15055592 0.15020964 0.14988972 0.14959426 0.14932112\n",
      " 0.14906837 0.1488339  0.14861573 0.14841191]\n",
      "26 day output [[0.1482206]]\n",
      "27 day input [0.18540354 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186\n",
      " 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838\n",
      " 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526\n",
      " 0.19150234 0.1833706  0.17340923 0.16751372 0.1622281  0.17056312\n",
      " 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224\n",
      " 0.1713763  0.17300264 0.17157959 0.17767839 0.18459036 0.18702988\n",
      " 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995\n",
      " 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463\n",
      " 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966\n",
      " 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517\n",
      " 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852\n",
      " 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199\n",
      " 0.16344786 0.1612018  0.16128556 0.16065887 0.15978853 0.15883964\n",
      " 0.15788825 0.15697412 0.15611725 0.15532534 0.15459861 0.15393333\n",
      " 0.1533239  0.15276444 0.15224959 0.1517747  0.15133609 0.15093069\n",
      " 0.15055592 0.15020964 0.14988972 0.14959426 0.14932112 0.14906837\n",
      " 0.1488339  0.14861573 0.14841191 0.1482206 ]\n",
      "27 day output [[0.14804019]]\n",
      "[[0.16120180487632751], [0.16128556430339813], [0.16065886616706848], [0.15978853404521942], [0.1588396430015564], [0.1578882485628128], [0.15697412192821503], [0.156117245554924], [0.15532533824443817], [0.15459860861301422], [0.1539333313703537], [0.15332390367984772], [0.1527644395828247], [0.15224958956241608], [0.15177470445632935], [0.15133608877658844], [0.15093068778514862], [0.15055592358112335], [0.15020963549613953], [0.1498897224664688], [0.1495942622423172], [0.14932112395763397], [0.14906837046146393], [0.14883390069007874], [0.1486157327890396], [0.14841191470623016], [0.14822059869766235], [0.14804019033908844]]\n"
     ]
    }
   ],
   "source": [
    "temp_input = list(x_input)\n",
    "temp_input = temp_input[0].tolist()\n",
    "\n",
    "lst_output=[]\n",
    "n_steps=100\n",
    "nextNumberOfDays = 28\n",
    "i=0\n",
    "\n",
    "while(i<nextNumberOfDays):\n",
    "    \n",
    "    if(len(temp_input)>100):\n",
    "        x_input=np.array(temp_input[1:])\n",
    "        print(\"{} day input {}\".format(i,x_input))\n",
    "        x_input=x_input.reshape(1,-1)\n",
    "        x_input = x_input.reshape((1, n_steps, 1))\n",
    "        yhat = model.predict(x_input, verbose=0)\n",
    "        print(\"{} day output {}\".format(i,yhat))\n",
    "        temp_input.extend(yhat[0].tolist())\n",
    "        temp_input=temp_input[1:]\n",
    "        lst_output.extend(yhat.tolist())\n",
    "        i=i+1\n",
    "    else:\n",
    "        x_input = x_input.reshape((1, n_steps,1))\n",
    "        yhat = model.predict(x_input, verbose=0)\n",
    "        print(yhat[0])\n",
    "        temp_input.extend(yhat[0].tolist())\n",
    "        print(len(temp_input))\n",
    "        lst_output.extend(yhat.tolist())\n",
    "        i=i+1\n",
    "    \n",
    "\n",
    "print(lst_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "23814add",
   "metadata": {},
   "outputs": [],
   "source": [
    "day_new = np.arange(1,101)\n",
    "day_pred = np.arange(101,129)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "578cc15f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100,)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "day_new.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "c8603232",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(28,)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "day_pred.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "30cb5193",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2035"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds3 = df_high.tolist()\n",
    "ds3.extend(lst_output)\n",
    "\n",
    "len(df_high)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f32b4da",
   "metadata": {},
   "source": [
    "* **Graph of actual values in last 100 days**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "a56715d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(13,6))\n",
    "\n",
    "plt.plot(day_new, scaler.inverse_transform(df_high[1935:]))\n",
    "plt.plot(day_pred, scaler.inverse_transform(lst_output))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69de18e3",
   "metadata": {},
   "source": [
    "* **Graph of predicted values for next 30 days**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "393017c6",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(13,6))\n",
    "\n",
    "ds3=df_high.tolist()\n",
    "ds3.extend(lst_output)\n",
    "plt.plot(ds3[2000:])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "04eb2259",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(13,6))\n",
    "\n",
    "ds3=scaler.inverse_transform(ds3).tolist()\n",
    "plt.plot(ds3)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7da1c95b",
   "metadata": {},
   "source": [
    "### Model Created Successfully !\n",
    "## Thank You!"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}