CPI_Predictors.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "stuck-international",
   "metadata": {},
   "source": [
    "# CPI Predictors\n",
    "Which forward looking CPI estimates best predict actual CPI and Core CPI based on historical data since 1982? In this notebook I put the following ones to the test:\n",
    "* `STICKCPIM158SFRBATL` &mdash; Sticky Price Consumer Price Index (aka Sticky CPI). The Federal Reserve Bank of Atlanta calculates it from a subset of goods and services included in the CPI that change price relatively infrequently. Because these goods and services change price relatively infrequently, they are thought to incorporate expectations about future inflation to a greater degree than prices that change on a more frequent basis.\n",
    "* `EXPINF1YR` &mdash; An estimate of CPI over the next 12 months from the Federal Reserve bank of Cleveland. Its inflation expectation model uses the following inputs:\n",
    "  - Blue Chip forecast of CPI\n",
    "  - Inflation swap data\n",
    "  - CPI numbers for the current month\n",
    "  - CPI data from vintage FRED\n",
    "  - 1-month to 6-month treasury bill yield at constant maturity\n",
    "  - 1-year to 15-year US treasury yield: continuously compounded zero-coupon\n",
    "  - Survey of Professional Forecasters median year-over-year CPI inflation rate for the next 10 years\n",
    "* `MICH` &mdash; A survey-based estimate of CPI over the next 12 months from University of Michigan.\n",
    "\n",
    "I shift the respective Sticky CPI, Fed Reserve Bank of Cleveland 1-Year Expectated Inflation, and University of Muchigan inflation expectation publications by 1 to 12 months forward and take [the root mean square error (RMSE)](https://en.wikipedia.org/wiki/Root-mean-square_deviation) between them and the actual CPI and core CPI in that month."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "backed-license",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.ticker as mtick\n",
    "import pandas_datareader.data as web\n",
    "from datetime import date\n",
    "from dateutil.relativedelta import relativedelta\n",
    "from pandas.tseries.offsets import MonthBegin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "registered-factor",
   "metadata": {},
   "outputs": [],
   "source": [
    "report_start = date.fromisoformat('1959-01-01')\n",
    "report_end = date.today()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "worst-asthma",
   "metadata": {},
   "outputs": [],
   "source": [
    "cpis = web.get_data_fred(['CPIAUCSL', 'CPILFESL', 'STICKCPIM158SFRBATL', 'EXPINF1YR', 'MICH'], start=report_start, end=report_end)\n",
    "cpis.iloc[:,2:] /= 100.\n",
    "\n",
    "# Expected inflation from Reerve Bank of Cleveland needs to be shifted backward by a month given the way\n",
    "# the FRED publishes the data\n",
    "cpis.update(cpis.EXPINF1YR.shift(-1))\n",
    "\n",
    "cpis.update(cpis.iloc[:,:2].pct_change(12))\n",
    "cpis.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "underlying-possibility",
   "metadata": {},
   "outputs": [],
   "source": [
    "cpis.rename(\n",
    "    columns={'STICKCPIM158SFRBATL': 'Sticky CPI (Reserve Bank of Atlanta)',\n",
    "             'EXPINF1YR': '1-Year Expected Inflation (Reserve Bank of Cleveland)',\n",
    "             'MICH': '1-Year Expected Inflation (University of Michigan)'},\n",
    "    inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "signal-edwards",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CPIAUCSL</th>\n",
       "      <th>CPILFESL</th>\n",
       "      <th>Sticky CPI (Reserve Bank of Atlanta)</th>\n",
       "      <th>1-Year Expected Inflation (Reserve Bank of Cleveland)</th>\n",
       "      <th>1-Year Expected Inflation (University of Michigan)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DATE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1981-12-01</th>\n",
       "      <td>0.089120</td>\n",
       "      <td>0.095406</td>\n",
       "      <td>0.047058</td>\n",
       "      <td>0.063945</td>\n",
       "      <td>0.053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1982-01-01</th>\n",
       "      <td>0.082569</td>\n",
       "      <td>0.092506</td>\n",
       "      <td>0.045707</td>\n",
       "      <td>0.064321</td>\n",
       "      <td>0.051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1982-02-01</th>\n",
       "      <td>0.076136</td>\n",
       "      <td>0.091967</td>\n",
       "      <td>0.051338</td>\n",
       "      <td>0.063877</td>\n",
       "      <td>0.052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1982-03-01</th>\n",
       "      <td>0.068849</td>\n",
       "      <td>0.086806</td>\n",
       "      <td>0.002319</td>\n",
       "      <td>0.061406</td>\n",
       "      <td>0.042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1982-04-01</th>\n",
       "      <td>0.066218</td>\n",
       "      <td>0.088506</td>\n",
       "      <td>0.106899</td>\n",
       "      <td>0.054882</td>\n",
       "      <td>0.047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-02-01</th>\n",
       "      <td>0.031657</td>\n",
       "      <td>0.037620</td>\n",
       "      <td>0.040444</td>\n",
       "      <td>0.020822</td>\n",
       "      <td>0.030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-03-01</th>\n",
       "      <td>0.034751</td>\n",
       "      <td>0.037973</td>\n",
       "      <td>0.049802</td>\n",
       "      <td>0.027044</td>\n",
       "      <td>0.029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-01</th>\n",
       "      <td>0.033577</td>\n",
       "      <td>0.036155</td>\n",
       "      <td>0.045691</td>\n",
       "      <td>0.029357</td>\n",
       "      <td>0.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-01</th>\n",
       "      <td>0.032502</td>\n",
       "      <td>0.034111</td>\n",
       "      <td>0.023543</td>\n",
       "      <td>0.027258</td>\n",
       "      <td>0.033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-01</th>\n",
       "      <td>0.029756</td>\n",
       "      <td>0.032769</td>\n",
       "      <td>0.025811</td>\n",
       "      <td>0.025573</td>\n",
       "      <td>0.030</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>511 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            CPIAUCSL  CPILFESL  Sticky CPI (Reserve Bank of Atlanta)  \\\n",
       "DATE                                                                   \n",
       "1981-12-01  0.089120  0.095406                              0.047058   \n",
       "1982-01-01  0.082569  0.092506                              0.045707   \n",
       "1982-02-01  0.076136  0.091967                              0.051338   \n",
       "1982-03-01  0.068849  0.086806                              0.002319   \n",
       "1982-04-01  0.066218  0.088506                              0.106899   \n",
       "...              ...       ...                                   ...   \n",
       "2024-02-01  0.031657  0.037620                              0.040444   \n",
       "2024-03-01  0.034751  0.037973                              0.049802   \n",
       "2024-04-01  0.033577  0.036155                              0.045691   \n",
       "2024-05-01  0.032502  0.034111                              0.023543   \n",
       "2024-06-01  0.029756  0.032769                              0.025811   \n",
       "\n",
       "            1-Year Expected Inflation (Reserve Bank of Cleveland)  \\\n",
       "DATE                                                                \n",
       "1981-12-01                                           0.063945       \n",
       "1982-01-01                                           0.064321       \n",
       "1982-02-01                                           0.063877       \n",
       "1982-03-01                                           0.061406       \n",
       "1982-04-01                                           0.054882       \n",
       "...                                                       ...       \n",
       "2024-02-01                                           0.020822       \n",
       "2024-03-01                                           0.027044       \n",
       "2024-04-01                                           0.029357       \n",
       "2024-05-01                                           0.027258       \n",
       "2024-06-01                                           0.025573       \n",
       "\n",
       "            1-Year Expected Inflation (University of Michigan)  \n",
       "DATE                                                            \n",
       "1981-12-01                                              0.053   \n",
       "1982-01-01                                              0.051   \n",
       "1982-02-01                                              0.052   \n",
       "1982-03-01                                              0.042   \n",
       "1982-04-01                                              0.047   \n",
       "...                                                       ...   \n",
       "2024-02-01                                              0.030   \n",
       "2024-03-01                                              0.029   \n",
       "2024-04-01                                              0.032   \n",
       "2024-05-01                                              0.033   \n",
       "2024-06-01                                              0.030   \n",
       "\n",
       "[511 rows x 5 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cpis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "temporal-howard",
   "metadata": {},
   "outputs": [],
   "source": [
    "def rmse(series_diff):\n",
    "    return np.sqrt((series_diff**2).mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "hollywood-stable",
   "metadata": {},
   "outputs": [],
   "source": [
    "def construct_rmse_dataframe(date_from=None):\n",
    "    \"\"\"\n",
    "    :param date_from: a datetime.date or pandas.Timestamp object indicating if\n",
    "                      the calculation of RMSE should be limited to the range of months starting from the given date\n",
    "    \"\"\"\n",
    "    rmse_cpi = []\n",
    "    rmse_core_cpi = []\n",
    "    rmse_cpi_exp = []\n",
    "    rmse_core_cpi_exp = []\n",
    "    rmse_cpi_mich = []\n",
    "    rmse_core_cpi_mich = []\n",
    "\n",
    "    _cpis = cpis if date_from is None else cpis.loc[date_from:]\n",
    "                   \n",
    "    idx = pd.Index(range(1, 13), name='Sticky CPI/Expected Inflation forward shift in months')\n",
    "    for i in idx:\n",
    "        cpis_shifted = pd.concat([_cpis.iloc[:,:2], _cpis.iloc[:,2:].shift(i)], axis=1)\n",
    "        rmse_cpi.append(rmse(cpis_shifted.iloc[:,0]-cpis_shifted.iloc[:,2]))\n",
    "        rmse_core_cpi.append(rmse(cpis_shifted.iloc[:,1]-cpis_shifted.iloc[:,2]))\n",
    "        rmse_cpi_exp.append(rmse(cpis_shifted.iloc[:,0]-cpis_shifted.iloc[:,3]))\n",
    "        rmse_core_cpi_exp.append(rmse(cpis_shifted.iloc[:,1]-cpis_shifted.iloc[:,3]))\n",
    "        rmse_cpi_mich.append(rmse(cpis_shifted.iloc[:,0]-cpis_shifted.iloc[:,4]))\n",
    "        rmse_core_cpi_mich.append(rmse(cpis_shifted.iloc[:,1]-cpis_shifted.iloc[:,4]))\n",
    "    \n",
    "    return pd.DataFrame(np.array([rmse_cpi, rmse_core_cpi, rmse_cpi_exp, rmse_core_cpi_exp, rmse_cpi_mich, rmse_core_cpi_mich]).T,\n",
    "                index=idx, columns=['RMSE: CPI and Sticky CPI', 'RMSE: Core CPI and Sticky CPI',\n",
    "                                    'RMSE: CPI and 1y Expected Infl', 'RMSE: Core CPI and 1y Expected Infl',\n",
    "                                    'RMSE: CPI and Mich Infl Exp', 'RMSE: Core CPI and Mich Infl Exp'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "wanted-teaching",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_cpi_predictors = construct_rmse_dataframe()\n",
    "date_for_last_10y = report_end - relativedelta(years=+10) - MonthBegin()\n",
    "date_for_last_5y = report_end - relativedelta(years=+5) - MonthBegin()\n",
    "df_cpi_predictors_last_10y = construct_rmse_dataframe(date_for_last_10y)\n",
    "df_cpi_predictors_last_5y = construct_rmse_dataframe(date_for_last_5y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "vietnamese-commonwealth",
   "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>RMSE: CPI and Sticky CPI</th>\n",
       "      <th>RMSE: Core CPI and Sticky CPI</th>\n",
       "      <th>RMSE: CPI and 1y Expected Infl</th>\n",
       "      <th>RMSE: Core CPI and 1y Expected Infl</th>\n",
       "      <th>RMSE: CPI and Mich Infl Exp</th>\n",
       "      <th>RMSE: Core CPI and Mich Infl Exp</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sticky CPI/Expected Inflation forward shift in months</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.015065</td>\n",
       "      <td>0.012265</td>\n",
       "      <td>0.013020</td>\n",
       "      <td>0.009283</td>\n",
       "      <td>0.012341</td>\n",
       "      <td>0.011609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.015425</td>\n",
       "      <td>0.012295</td>\n",
       "      <td>0.013103</td>\n",
       "      <td>0.009153</td>\n",
       "      <td>0.012409</td>\n",
       "      <td>0.011325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.015927</td>\n",
       "      <td>0.012489</td>\n",
       "      <td>0.013274</td>\n",
       "      <td>0.009069</td>\n",
       "      <td>0.012526</td>\n",
       "      <td>0.011074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.016572</td>\n",
       "      <td>0.012750</td>\n",
       "      <td>0.013512</td>\n",
       "      <td>0.009056</td>\n",
       "      <td>0.012739</td>\n",
       "      <td>0.010877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.017099</td>\n",
       "      <td>0.012833</td>\n",
       "      <td>0.013774</td>\n",
       "      <td>0.009067</td>\n",
       "      <td>0.013035</td>\n",
       "      <td>0.010722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.017351</td>\n",
       "      <td>0.012798</td>\n",
       "      <td>0.014072</td>\n",
       "      <td>0.009134</td>\n",
       "      <td>0.013330</td>\n",
       "      <td>0.010633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.017738</td>\n",
       "      <td>0.012989</td>\n",
       "      <td>0.014345</td>\n",
       "      <td>0.009236</td>\n",
       "      <td>0.013674</td>\n",
       "      <td>0.010609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.018056</td>\n",
       "      <td>0.013041</td>\n",
       "      <td>0.014621</td>\n",
       "      <td>0.009403</td>\n",
       "      <td>0.014093</td>\n",
       "      <td>0.010647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.018429</td>\n",
       "      <td>0.013157</td>\n",
       "      <td>0.015056</td>\n",
       "      <td>0.009589</td>\n",
       "      <td>0.014522</td>\n",
       "      <td>0.010746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.018776</td>\n",
       "      <td>0.013403</td>\n",
       "      <td>0.015609</td>\n",
       "      <td>0.009840</td>\n",
       "      <td>0.014980</td>\n",
       "      <td>0.010904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.019290</td>\n",
       "      <td>0.013880</td>\n",
       "      <td>0.016109</td>\n",
       "      <td>0.010102</td>\n",
       "      <td>0.015511</td>\n",
       "      <td>0.011022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.020118</td>\n",
       "      <td>0.014882</td>\n",
       "      <td>0.016615</td>\n",
       "      <td>0.010414</td>\n",
       "      <td>0.015990</td>\n",
       "      <td>0.011171</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    RMSE: CPI and Sticky CPI  \\\n",
       "Sticky CPI/Expected Inflation forward shift in ...                             \n",
       "1                                                                   0.015065   \n",
       "2                                                                   0.015425   \n",
       "3                                                                   0.015927   \n",
       "4                                                                   0.016572   \n",
       "5                                                                   0.017099   \n",
       "6                                                                   0.017351   \n",
       "7                                                                   0.017738   \n",
       "8                                                                   0.018056   \n",
       "9                                                                   0.018429   \n",
       "10                                                                  0.018776   \n",
       "11                                                                  0.019290   \n",
       "12                                                                  0.020118   \n",
       "\n",
       "                                                    RMSE: Core CPI and Sticky CPI  \\\n",
       "Sticky CPI/Expected Inflation forward shift in ...                                  \n",
       "1                                                                        0.012265   \n",
       "2                                                                        0.012295   \n",
       "3                                                                        0.012489   \n",
       "4                                                                        0.012750   \n",
       "5                                                                        0.012833   \n",
       "6                                                                        0.012798   \n",
       "7                                                                        0.012989   \n",
       "8                                                                        0.013041   \n",
       "9                                                                        0.013157   \n",
       "10                                                                       0.013403   \n",
       "11                                                                       0.013880   \n",
       "12                                                                       0.014882   \n",
       "\n",
       "                                                    RMSE: CPI and 1y Expected Infl  \\\n",
       "Sticky CPI/Expected Inflation forward shift in ...                                   \n",
       "1                                                                         0.013020   \n",
       "2                                                                         0.013103   \n",
       "3                                                                         0.013274   \n",
       "4                                                                         0.013512   \n",
       "5                                                                         0.013774   \n",
       "6                                                                         0.014072   \n",
       "7                                                                         0.014345   \n",
       "8                                                                         0.014621   \n",
       "9                                                                         0.015056   \n",
       "10                                                                        0.015609   \n",
       "11                                                                        0.016109   \n",
       "12                                                                        0.016615   \n",
       "\n",
       "                                                    RMSE: Core CPI and 1y Expected Infl  \\\n",
       "Sticky CPI/Expected Inflation forward shift in ...                                        \n",
       "1                                                                              0.009283   \n",
       "2                                                                              0.009153   \n",
       "3                                                                              0.009069   \n",
       "4                                                                              0.009056   \n",
       "5                                                                              0.009067   \n",
       "6                                                                              0.009134   \n",
       "7                                                                              0.009236   \n",
       "8                                                                              0.009403   \n",
       "9                                                                              0.009589   \n",
       "10                                                                             0.009840   \n",
       "11                                                                             0.010102   \n",
       "12                                                                             0.010414   \n",
       "\n",
       "                                                    RMSE: CPI and Mich Infl Exp  \\\n",
       "Sticky CPI/Expected Inflation forward shift in ...                                \n",
       "1                                                                      0.012341   \n",
       "2                                                                      0.012409   \n",
       "3                                                                      0.012526   \n",
       "4                                                                      0.012739   \n",
       "5                                                                      0.013035   \n",
       "6                                                                      0.013330   \n",
       "7                                                                      0.013674   \n",
       "8                                                                      0.014093   \n",
       "9                                                                      0.014522   \n",
       "10                                                                     0.014980   \n",
       "11                                                                     0.015511   \n",
       "12                                                                     0.015990   \n",
       "\n",
       "                                                    RMSE: Core CPI and Mich Infl Exp  \n",
       "Sticky CPI/Expected Inflation forward shift in ...                                    \n",
       "1                                                                           0.011609  \n",
       "2                                                                           0.011325  \n",
       "3                                                                           0.011074  \n",
       "4                                                                           0.010877  \n",
       "5                                                                           0.010722  \n",
       "6                                                                           0.010633  \n",
       "7                                                                           0.010609  \n",
       "8                                                                           0.010647  \n",
       "9                                                                           0.010746  \n",
       "10                                                                          0.010904  \n",
       "11                                                                          0.011022  \n",
       "12                                                                          0.011171  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cpi_predictors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "above-strap",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RNa+hXsH58HaD6//ldcN5E08vCwjgfOlrD+67prxmnMK4OThZK+0qbeNAuf/n43xoqMJaW2KtnW+tHYrzgeD/A/7pCr50BPZba225VSpnzNTIGHO+MeZj4xSfPIrzZaRyO/dWOu7/LnfM2Ti/UNbWv+2sk+1S9re1hm1XN62257q2bZQ54vo3sNL0L6y1wTi/3r6P80GsOq/gZCZMoVLQyNWerdbaadbazji/0HbEGdpTYT/l/qIrbSKwXBurU91z25E6zr8a/AfntTQCZ4jWGpwv2BfgfDEprcd26/P81+u8Nsb0NMYsM06h+xycD9hl514XnAyrX8yVKfZn4xQOzcEZJgBVz/PqZAE1FmQtZ4C1tq21Ntpae5+tR2ZSHcdfpqa+7EjF876213wW0K6O+ikVXmecPM/KHCoX1AXnPHin3HmwFSdzqnzAtPz+69OHv3a9RrpZa2+pIQhcwS+8zja0D6Hu4yh7vbez1g6yJ7NL6qNyW061/ysclysglkX1funrrHLftnadZ9W9L9V2nQZnmFmZAgBrbeVpAThBEz9gQ7njX+GaXpva9l9bP1yFE0j/0TiFzwfXsNxhqr7P1NWOjkBZ4KtM5c8rlfsg0xVYK3sMNVxja+M6Nx8E3sK5JqbhBB3KiojPxxkGGIoz7O9t6plpZJwi+2U3fri2vm0yzp0L/w38zlq7rr7r/VKuoNlSnNdv+QB8Hs4PKuUFUS44aIzxwPlscAIon/X0EPAv1w8Clfc3vFz/lGUm1bavsuf5WWtturU2EydAflml5ev6PCEilShoJNKCWGv/g5Pm/qRr0s84H5oBcP3y2AXnF7GfgS6uN/IyXV3zwPklrb7W4XxJCOfk0Kkye3Fq6JQPiARZa8tuof6oa199rbVBOOn1hl/IWltgrZ2P8wG1D84v351cfVCma7n/H+PkL4eYqkWXX8UJmnSx1rbBqQ1RuZ2VP/j/plIgxNdae6q3e63u+Sg/rbbnurZtODOcL0y7qCad3DU/D5gNXG+M6V/NIm/hDH3bbZ1sjxq5fmFcyMn0/vqIoVxKejWqe25/pu7zr7o++Q9OcCzF9f9PcH7lLj80ra7tNubzvwCnTtN5rtfIHzh57u3FGZpYneqOrcJ5jjOcp8w1OENCLsap7xPpml6f1+NqYHyl60ljqe3465KO8zoo07WmBXHqJh3HGc5UkwqvM06eZ2Uq9/le4NJK50Fr6wyRqGw1ztBW/1r2f6p+yXW2IX24HeeYGzL0t6Eqt+VU+7/CcbmGFoVSvb1ULOheXkPeKyur7n2pS00LN1Amzpfo2HLH3sY6Bcih5nbXdjw19oO19itr7RU4gfN3ceo4VWcTNbzP1NKOn4EQV1ZKmfKfV04r149R51lrw3He61oBm12zE3BqD2VbJ2PtWWCgcd3xsI7tXmpPDg+s11BgV7bqauC/rLVVfqCpvIv6bLOe+/XBeV73UbWQ9PeUGz5ujOmOE0jb4XpscIbxhePUMioqt+5I4DbXjwIHcM7/140xd1tr15Xrn9i69mWtPexqX/njrtAHxrmznTc1DMUXkeopaCTS8vwVGGWM6Yfzoe1yY8xIV1rwHThfij7DqTmTD/w/Y4yXce4QMg4njRucX+1q+jJagetX0nE4hbRtpXnpOHWTnjLO7aQ9jDHRxpiyoRGBOL8cHXW9mZ9yqrUx5nbj3EbY1xjTyjhD0wJx6ht8jlN/5jbX8V5JxTsSfQvEGmMSjDGtqToEIxDnl85CY8xAnC/YtXkeuNc4d/rAGNPGOOP2T5fanuv6Wk7VIStu1hkO8hJOSnzleceAizhZq8rNGNPbGHOHcWpuldVimYJTg6pOrucjEafYc03ac/K5nYgTZFpej/MvA+hsytV+stb+gPNl6zrgP9YZXpeB80X4P65l6tpuYz7/gTjDHvKMMb1xgndllgEdXOe+jzEm0Jy8FXIGzpCM8u/1G3HqT3kZYyrX+AnEOWeycAJLdQ57KudpnF97/8f1pQZjTCdjzNPGGUbxS9R2/HV5Hee86GycWlr31LSgdYZaPADMN8b82hjj5+qnS40xj7sWWwzcZ4wJc30pfICKd4Gq7Hng/yvXJ2HGqXdVnX/hfCl/y/Wa8TDGhBpj/mCMqfxLeUP9kuvs68A0Y0wfV2DlwZoWdF3/fw/cb4yZXu61McwY8+IvOYBybnU9nyE4NaaqvcukS239/yYw1tU2b5whRTV9Ll4EXGyMudr13hJqnLou0ID3ymp8jpP5NMe13Suo+L50ylxZfH8H/mKMKcvs7WSMKav3lQGEmvoNPy1TbT8Yp07itcaYNq6AQA41D/VbDwSbcrelr8ex7MV5L/uTMaa165pyI7W/9urNdSytcQrne7r20co1r7UxJs44uuLcvey/XQEKcIa53+C6xnvh1Fv72ZXlUuu2T6EtnXBqRT1nrX2+Hof2S87N8m3ywnm9FOAUWq/83C4CxhknM8gf57X0drnMsAU478njqsmMHInzA1KC6+9nnKBUTbXf6trXy8BvjTHtXdf8uTjvk2UuAD5yBfhEpJ4UNBJpYaxTr+IVnGKX23G++D6L86vjOJw37RPW2hOux5e65v0NuMGVBQLOr0J9jJPW/m499vu9tbbagow4w9a8OXnHmzc5OXxhHs4dQI4CH+Ckdp+qfOApnKEAmTh3SrrKWrvbdbxX4gyhysapAeTel7V2B86Hj9U4NQoqZ0zdAjxsnNpRD1Dzr6hl23sHp77Sa8YZDrIZp69rc8ScTMXOM87tv+ultue6vtvA+TB8rTGmtgyEvwKXVRcIsNamWqcoZWW5OMVbvzTGHMMJFm3GCWyVGVzp2POMMcmueeOANfZkodbqfIlTpDcTZ1jiBGtt2VCT2s6/j3B+uTxgjMkst73/AFmuLytljw1OcegyNW73FJ//mtyJE6TMxfkS6P6S7PqgPAqnjw7gnLsXuma/4fo3yxhT1u77cTIFDuO89l4tt59XcIZ87HcdU72Ceq52ZOPUzyrCeZ5zcW4ff5STxVJPVY3HXw9/xymI+y3Oc1fr9cVa+xRO0OM+4BBOEGcOzi/s4NzRKBUnW+I71zYfqWWT/42TobjS1Sdf4LwWqtv3cZwsr204AdIcnC/Y7ahYWP5UnPJ11lr7b5zX/Uc4z2VNBY7Lln8T5/o6A+cLYAZOH1W+QcKpehUnYLsbJzvylPrf9X51q2t76TiviX3VbcSVPXkZzjUrGyf4Wpbt0KD3ykrbLXtfuhFnuMx1OF9wG+sL7d04z9kXruvQalwFgF3v9YuB3a62d6x5M+721tYP1wNprv3cjFP/q7ptnMDJNL2ugccyBSf78Wec4uEP2oYNa6zNfTgBkXtc7SrgZB2c1jjnSB7O6/FznOtomTtxav79gHPNuIyKxcxr23ZD23ITThDoofLvlbVs679xangdNsY8U8tydRmCUz9vNBU/pwwH92vpZpyAzkGcIHXZzRq64QSBEnDeZysMx7NOXawDZX84QdTDtoYbAtS2L5f/wgnk7cAZjvoNzmeCMtfiBJNFpAHKbkkrInLOMcYsxLnFbG0f4M4pxphXgdette82d1vKGGO+xLmF7uY6FxaRFssYk4Zz58PGChaccVzXu+ettXUWiT9bGWPK7ijZv5rME5HTwvVj1wvW2prqbYlIDWor9igiIucYa21dw+6anLW22swMEZGznXGGtG7HyZK8FojHKVjdYrkyons3dzvk3GKdO98qYCRyChQ0EhERERFpHr1whjv74wy5m+CqmSYiInJG0PA0ERERERERERGpQoWwRURERERERESkirNqeFq7du1sZGRkczfjFzt27Bj+/v7N3Yxzivq8aam/m5b6u2mpv5ue+rxpqb+blvq7aam/m576vGmpv5tWS+rvDRs2ZFprwypPP6uCRpGRkaSmpjZ3M36xNWvWkJKS0tzNOKeoz5uW+rtpqb+blvq76anPm5b6u2mpv5uW+rvpqc+blvq7abWk/jbG/FjddA1PExERERERERGRKhQ0EhERERERERGRKhQ0EhERERERERGRKs6qmkbVKSoqYt++fRQWFjZ3U+qtTZs2bN26tbmbcU5Rn5+61q1b07lzZ7y8vJq7KSIiIiIiItKEzvqg0b59+wgMDCQyMhJjTHM3p15yc3MJDAxs7macU9Tnp8ZaS1ZWFvv27SMqKqq5myMiIiIiIiJN6KwfnlZYWEhoaOhZEzASOZsYYwgNDT2rMvlERERERESkcZz1QSNAASOR00ivLxERERERkXNTiwgaiYiIiIiIiIhI41LQqBF4enqSkJBAXFwc48aN48iRIwCkpaVhjOG+++5zL5uZmUlISAhz5swBYPv27aSkpJCQkEBMTAyzZs0CYM2aNbRp04aEhAT33+rVq+tsy5NPPknv3r1JSEggOTmZV155BYCUlBR69epFv379GDp0KNu3b3dPT01NbczuqHW7y5Yto3///vTr148+ffrwwgsvAPDuu++yZcsW93IPPPBArce7cOFCdx82VF5eHr/5zW+Ijo4mMTGRlJQUvvzyS6Diczlx4kTy8/MBCAgIOKV9iYiIiIiIiJytFDRqBL6+vmzcuJHNmzcTEhLC/Pnz3fOioqL44IMP3I/feOMNYmJi3I9vu+025s6dy8aNG9m6dSu//e1v3fOGDx/Oxo0b3X8XX3xxre14/vnnWbVqFevXr2fjxo18+OGHWGvd8xctWsS3337L1KlTueuuuxrj0BukqKiIWbNmsXTpUr799lu++eYbUlJSgKpBo4cffrjO4z1VN910EyEhIfzwww9s2LCBl19+mczMTKDic+nt7c3zzz9/WtogIiIiIiIicqZT0KiRDR48mP3797sf+/n5ERMT4866WbJkCePHj3fPT09Pp3Pnzu7Hffv2PeV9P/rooyxYsICgoCAAgoKCmDp1apXlRowYwc6dO2vd1sMPP0xycjJxcXHMmjXLHXxKSUnh7rvvZuDAgfTs2ZN169YBUFBQwOTJk4mJiWH8+PEUFBRU2WZubi7FxcWEhoYC4OPjQ69evfjss894//33ueuuu0hISGDXrl1MmzaNN998E4CvvvqKIUOG0K9fPwYOHEhubm6F7X7wwQcMHjyYxx9/nNtvv909/e9//ztz586tsOyuXbv48ssveeSRR/DwcE7/qKgoLr/88irtHT58eJ39JCIiIiIiItJStWruBjSmeUu/Z8vPOY26zT4dg3hwXGy9li0pKeHDDz/kxhtvrDB98uTJvPbaa4SHh+Pp6UmHDh3IysoCYO7cuVx00UUMGTKE0aNHM336dIKDgwFYt24dCQkJ7u289dZbREdHc9lll/HSSy/RsWNH97ycnBxyc3Pp3r17ne1cunRpncGpOXPm8MADDwBw/fXXs2zZMsaNGwdAcXEx69evZ/ny5cybN4/Vq1ezYMEC/Pz82Lp1K5s2bWLAgAFVthkSEsKvfvUrunXrxsiRIxk7dixTpkxhyJAh/OpXv2Ls2LFMmDChwjonTpxg0qRJLFmyhOTkZHJycvD19XXPf+edd3j66adZvnw5Xl5e9OvXjyeeeAIvLy9efvll9/C3Mt9//z0JCQl4enrWevzFxcX8+9//5pJLLql1OREREREREZGWqkUFjZpLQUEBCQkJ7N+/n5iYGEaNGlVh/iWXXML9999PeHg4kyZNorS01D1v+vTpjBkzhhUrVvDee+/xwgsv8O233wJOpsuyZcuq7G/58uWn1M5rr70WX19fIiMjefbZZ2td9uOPP+bxxx8nPz+f7OxsYmNj3UGjK6+8EoDExETS0tIAWLt2LbfddhsA8fHxxMfHV7vdl156ie+++47Vq1fz5JNPsmrVKhYuXFhjO7Zv306HDh1ITk4GcGdRAXz00UekpqaycuVK9/SLLrqIZcuWERMTQ1FRUYMzt8qeS3D6v3IAUERERERERORc0aKCRvXNCGpsZXVw8vPzGTNmDPPnz3cHUAC8vb1JTEzkqaeeYsuWLbz++usV1u/YsSMzZsxgxowZxMXFsXnz5ga3ISgoiICAAHbv3l1jttGiRYtISkqqc1uFhYXccsstpKam0qVLFx566CEKCwvd8318fACnaHRxcXGD29q3b1/69u3L9ddfT1RUVK1Bo9pER0eze/duduzY4T6um266iUcffZTevXszffr0KuvExsby7bffUlJSUm22UdlzKSIiIiIiInKuU02jRuTn58czzzzDU089VSWYcscdd/DYY48REhJSYfqKFSsoKioC4MCBA2RlZdGpU6dT2v+9997LrbfeSk6OM0QvLy/Pffe0higLELVr1468vDx3baHajBgxgldffRWAzZs3s2nTpirL5OXlsWbNGvfjjRs30q1bNwACAwOr1CoC6NWrF+np6Xz11VfAybpIAN26deOtt97ihhtu4Pvvvwfg/PPPZ+/evbz66qtMmTKlyvaio6NJSkriwQcfdNdpSktLq1CsXEREREREREQUNGp0/fv3Jz4+nsWLF1eYHhsbW21R6pUrVxIXF0e/fv0YM2YMTzzxBBEREcDJmkZlf2XBm8suu4yff/65yrZmz57NhRde6C5gPXz4cHex54YIDg5m5syZxMXFMWbMGPfQsNrMnj2bvLw8YmJieOCBB0hMTKyyjLWWxx9/nF69epGQkMCDDz7ozjKaPHkyTzzxBP3792fXrl3udby9vVmyZAm//e1v6devH6NGjaqQ9dS7d28WLVrExIkT3etdffXVDB06lLZt21bb1pdeeomMjAx69OhBXFwc06ZNo3379g3pIhEREREREZEWz5S/JfuZLikpyZbdhazM1q1bK9zC/myQm5tLYGBgczejxRo7dixz585l5MiR7mnq81+moa+zNWvWkJKScvoaJBWov5uW+rvpqc+blvq7aam/m5b6u+mpz5uW+rtptaT+NsZssNZWqWejTCNpMY4cOULPnj3x9fWtEDASERERERERkYZrUYWw5dwWHBzMjh07mrsZIiIiIiIiIi2CMo1ERERERERERKQKBY1ERERERERERKQKBY1ERERERERERBqo9Cy6sdipUk0jEREREREREZF6KC4p5cNtB3n1y5+w+Se46MLmbtHppUyjRuDp6UlCQgJxcXGMGzeOI0eOAJCWloYxhvvuu8+9bGZmJiEhIcyZMweA7du3k5KSQkJCAjExMcyaNQtwbt3Xpk0bEhIS3H+rV6+usy1PPvkkvXv3JiEhgeTkZF555ZXGP+Ba9pOSkkKvXr3o168fQ4cOZfv27e7pqampjd6Omra7bNky+vfvT79+/ejTpw///Oc/AXj33XfZsmWLe7kHHnig1n5duHCh+7lqqLy8PH7zm98QHR1NYmIiKSkpfPnll0DFc2bixInk5+cDEBAQcEr7EhERERERkdNn3+F8nlq5naGPfcRv/rWB7Qdyae9nmrtZp50yjRqBr68vGzduBGDq1KnMnz+fP/7xjwBERUXxwQcf8MgjjwDwxhtvEBMT4173tttuY+7cuVxxxRUAfPfdd+55w4cPZ9myZfVux/PPP8+qVatYv349QUFB5OTk8M4779R7/ZKSEjw9PX/xfhYtWkRSUhIvvvgid911F++//36929AYioqKmDVrFuvXr6dz584cP36c77//HnCCRmPHjqVPnz4APPzww6etHTfddBNRUVH88MMPeHh4sGfPHnfAqvw5c+211/L888/z+9///rS1RURERERERBqmuKSUj7YdZPH6n1iz4xAAKT3DeOTX3biwVxifrFvbzC08/eqVaWSMucQYs90Ys9MYc081832MMUtc8780xkS6po8yxmwwxnzn+veicuskuqbvNMY8Y4xpESG6wYMHs3//fvdjPz8/YmJi3NkwS5YsYfz48e756enpdO7c2f24b9++p7zvRx99lAULFhAUFARAUFAQU6dOBeDDDz+kf//+9O3blxkzZnD8+HEAIiMjufvuuxkwYABvvPEGK1euZPDgwQwYMICJEyeSl5fXoP2UN2LECHbu3Flrmx9++GGSk5OJi4tj1qxZWNeY0JSUFO6++24GDhxIz549WbduHQAFBQVMnjyZmJgYxo8fT0FBQZVt5ubmUlxcTGhoKAA+Pj6cd955fPbZZ7z//vvcddddJCQksGvXLqZNm8abb74JwFdffcWQIUPo168fAwcOJDc3t8J2P/jgAwYPHszjjz/O7bff7p7+97//nblz51ZYdteuXXz55Zc88sgjeHg4L7OoqCguv/zyKu0dPnx4nf0kIiIiIiIiTWP/kQKeXrWDYY99zKx/bWBLeg6/vbAH6/7fhbw8fSCj+oTTyvPcGLhVZ6aRMcYTmA+MAvYBXxlj3rfWbim32I3AYWttD2PMZOAxYBKQCYyz1v5sjIkD/g/o5FpnATAT+BJYDlwC/PsXH9HLVb+UE/trGDgTTuTDoolV5ydcA/2vhWNZ8PoNFedN/6Deuy4pKeHDDz/kxhtvrDB98uTJvPbaa4SHh+Pp6UmHDh3IysoCYO7cuVx00UUMGTKE0aNHM336dIKDgwFYt24dCQkJ7u289dZbREdHc9lll/HSSy/RsWNH97ycnBxyc3Pp3r17lXYVFhYybdo0PvzwQ3r27MkNN9zAggUL3IGP0NBQvv76azIzM7nyyitZvXo1/v7+PPbYYzz99NM88MAD9dpPZUuXLq0zCDZnzhz39q+//nqWLVvGuHHjACguLmb9+vUsX76cefPmsXr1ahYsWICfnx9bt25l06ZNDBgwoMo2Q0JC+NWvfkW3bt0YOXIkY8eOZezYsQwZMoRf/epXjB07lgkTJlRY58SJE0yaNIklS5aQnJxMTk4Ovr6+7vnvvPMOTz/9NMuXL8fLy4t+/frxxBNP4OXlxcsvv8wLL7xQYXvff/89CQkJdWZuFRcX8+9//5tLLrmk1uVERERERETk9CkuKWXN9kO8uv4n1mw/iAUu6BnGw1fEclHv9udMkKiy+gxPGwjstNbuBjDGvAZcAZQPGl0BPOT6/5vAc8YYY639ptwy3wO+xhgfIAQIstZ+4drmK8CvaYygUTMoKCggISGB/fv3ExMTw6hRoyrMv+SSS7j//vsJDw9n0qRJlJaWuudNnz6dMWPGsGLFCt577z1eeOEFvv32W6Dm4WnLly9vUPu2b99OVFQUPXv2BE4OoSsLGk2aNAmAL774gi1btjB06FDACaQMHjy4QfsCZ7iVr68vkZGRPPvss7Uu+/HHH/P444+Tn59PdnY2sbGx7qDRlVdeCUBiYiJpaWkArF27lttuuw2A+Ph44uPjq93uSy+9xHfffcfq1at58sknWb58OYsWLaqxHdu3b6dDhw4kJycDuLOoAD766CNSU1NZuXKle/pFF13EsmXLiImJoaioqMEZYmXnDDjPc+VAo4iIiIiIiJx+Px8pYMlXe3k9dS/pRwtpH+jDrRf24OqkLnQJ8Wvu5jW7+gSNOgF7yz3eB5xf0zLW2mJjzFEgFCfTqMxVwNfW2uPGmE6u7ZTfZieqYYyZBcwCCA8PZ82aNRXmt2nTpuIwogmvVX8UZcvUOt+76vxKQ5Sq4+vry7p168jPz2f8+PE89dRTzJ49m7y8PEpLSzl+/Djx8fE8+eSTrF+/ng8++IATJ0642x0YGMjEiROZOHEi559/Pl9++SX5+fkUFxdXGSJVE2MM/v7+bNq0iaioqArzjh07RklJiXtb5bdtrcVaS25uLvn5+aSkpPDyyy9X6oLceu0HnGyrF198sUIGUG5uLiUlJRw7dqzCtgoLC5k9ezb/+c9/6Ny5M48++ihHjx51L1/WxoKCAoqKitzDzvLz893bKS0trbLdMpGRkdx0002MHz+evn37kpubS1FREQUFBe7lyx5X7qPybezWrRtpaWl888037uOaMmUKTz31FD179mTKlClV1uvWrRsbN27kyJEj1WYblZ0zZY4fP+4eMljf57wpFRYWVnnt1SYvL69By8svo/5uWurvpqc+b1rq76al/m5a6u+mpz5vWurv+im1lk2HSvh4bzGbDpUAENfOkwn9fegX5kkrj3R2bUpnVx3bORf6u0kKYRtjYnGGrI1u6LrW2heBFwGSkpJsSkpKhflbt24lMDCwEVr5ywQGBhIYGMj8+fP59a9/ze9//3sCAgLw8PAgMDCQe+65h4svvphu3brh4eGBt7c3gYGBrFixgpEjR+Ll5cWBAwc4fPgwPXv2ZNu2bbRq1apBx/aHP/yBu+++myVLlhAUFEReXh5vv/02V199NXv37iUjI4MePXrw1ltvMXLkSAIDAzHGEBAQQGBgIBdeeCF33nmne7ljx46xf/9+d4ZSXfu54YYb8PT0xN/fv0q7q5teUlKCMYbIyEhKSkpYunQpEyZMIDAwsMLyx48fxxhDYGAgF110kbuY9ebNm9m8eXOV7ebl5ZGamkrZufLll1/SpUsXAgMDCQkJobi42L28l5cXvr6+DBgwgIMHD7Jt2zaSk5PJzc3F19eX1q1bEx0dzV/+8heuvPJK3njjDWJjY7nooou488472bRpE5s2bapyvP369SM5OZknn3yS//qv/8IYQ1paGt9//727rlFNz+2ZcD5X1rp1a/r371/v5desWUPl16qcPurvpqX+bnrq86al/m5a6u+mpf5ueurzpqX+rl36USeraMlXe0k/epywQB9uuTCSycldTymr6Fzo7/oEjfYDXco97uyaVt0y+4wxrYA2QBaAMaYz8A5wg7V2V7nlO5dbv7ptnpX69+9PfHw8ixcvZvjw4e7psbGxxMbGVll+5cqV/O53v6N169YAPPHEE0RERLBt27YqNY3uu+8+JkyYUG1NI8Cd3ZScnIyXlxdeXl7ccccdtG7dmpdffpmJEydSXFxMcnIyN998c5W2hIWFsXDhQqZMmeLOennkkUeqBI1q2k9DBQcHM3PmTOLi4oiIiHAPDavN7NmzmT59OjExMcTExJCYmFhlGWstjz/+OL/5zW/w9fXF39+fBQsWAE59qZkzZ/LMM8+4C2ADeHt7s2TJEn77299SUFCAr68vq1evds/v3bs3ixYtYuLEiSxdupTo6GiuvvpqNm7cSNu2batt60svvcQdd9xBjx498PX1pV27djzxxBMN7SYRERERERE5RSWllv/sOMirX+7lo20ZWGD4eWE8OK4PI2PC8TpHaxXVlym7W1WNCzhBoB3ASJzAzlfANdba78stcyvQ11p7s6sQ9pXW2quNMcHAf4B51tq3K213PXAbJwthP2utrbVYT1JSki27C1mZrVu3VriF/dkgNzf3jMwmaclOR5+PHTuWuXPnMnLkyEbd7pmooa+zcyHifiZRfzct9XfTU583LfV301J/Ny31d9NTnzct9fdJB44WurKKfuLno4W0C/Dh6qTOTBl4allF1WlJ/W2M2WCtTao8vc5MI1eNojk4dz7zBP5prf3eGPMwkGqtfR/4B/AvY8xOIBuY7Fp9DtADeMAYU3YLrtHW2oPALcBCwBenAPZZWQRbzj1Hjhxh4MCB9OvX75wIGImIiIiIiJwNSkota3c4d0D7aNtBSkotw89rx/1j+3BxH2UVnYp61TRyZQAtrzTtgXL/LwSq3MveWvsI8EgN20wF4hrSWJEzQXBwMDt27GjuZoiIiIiIiAiQkVPI61/t5bWv9rL/SAHtAryZNaI7k5O70C3Uv7mbd1ZrkkLYIiIiIiIiIiKNpaTUsu6HQ7z65U986MoqGtajHX+4LIZRfcLxbqWsosagoJGIiIiIiIiInBUO5hTyeupeFq93sopC/b2ZOdzJKopsp6yixqagkYiIiIiIiIicsUpLLet2ZvLqlz+yequTVTS0Ryj3Xtab0X0ilFV0GiloJCIiIiIiIiJnnIO5hbyRuo/F639i3+ECQvy9uWlYFJMHdiVKWUVNQuG4RuDp6UlCQgJxcXGMGzeOI0eOAJCWloYxhvvuu8+9bGZmJiEhIcyZMweA7du3k5KSQkJCAjExMcyaNQtwbt3Xpk0bEhIS3H+rV6+usy1PPvkkvXv3JiEhgeTkZF555RUAUlJS6NWrF/369WPo0KFs377dPT01NbUxu6PW7T733HP06NEDYwyZmZkN2ubChQsJCwur0CdbtmxprCbXaM2aNXz22WcNXi8yMrLaY6xpennbtm0jISGB/v37s2vXLgICAhq8fxERERERkbNNqesOaDf/awND/vQRT/zfdrq09ePZKf35/N6LuPeyGAWMmpAyjRqBr68vGzduBGDq1KnMnz+fP/7xjwBERUXxwQcf8Mgjzk3k3njjDWJiYtzr3nbbbcydO5crrrgCgO+++849b/jw4Sxbtqze7Xj++edZtWoV69evJygoiJycHN555x33/EWLFpGUlMSLL77IXXfdxfvvv3/Kx3yqhg4dytixY0lJSTml9SdNmsRzzz3XuI2qw5o1awgICGDIkCFNts93332XCRMmVAg4ioiIiIiItFRlWUWvffUTe7OdrKIZw6KYnNyF7mH6Eb25KNOokQ0ePJj9+/e7H/v5+RETE+POulmyZAnjx493z09PT6dz587ux3379j3lfT/66KMsWLCAoKAgAIKCgpg6dWqV5UaMGMHOnTtr3dbDDz9McnIycXFxzJo1C2st4GQQ3X333QwcOJCePXuybt06AAoKCpg8eTIxMTGMHz+egoKCarfbv39/IiMjK0wrLS3lvPPO49ChQ+7HPXr0cD+uyzvvvMPIkSOx1pKenk7Pnj05cOAACxcu5IorrnBncs2bN8+9zv/+7/8ycOBAEhIS+M1vfkNJSQkAK1asYMCAAfTr14+RI0eSlpbG888/z1/+8hcSEhJYt24dhw4d4qqrriI5OZnk5GQ+/fRTALKyshg9ejSxsbHcdNNN7j6rSVpaGjExMcycOZPY2FhGjx5NQUEBy5cv569//SsLFizgwgsvrFcfiIiIiIiInG1KXXdAu2XRyayiTsG+POPKKvrDZTEKGDWzFpVp9Nj6x9iWva1Rt9k7pDd3D7y7XsuWlJTw4YcfcuONN1aYPnnyZF577TXCw8Px9PSkQ4cOZGVlATB37lwuuugihgwZwujRo5k+fTrBwcEArFu3joSEBPd23nrrLaKjo7nssst46aWX6Nixo3teTk4Oubm5dO/evc52Ll26tM7g1Jw5c3jggQcAuP7661m2bBnjxo0DoLi4mPXr17N8+XLmzZvH6tWrWbBgAX5+fmzdupVNmzYxYMCAOttRxsPDg+uuu45FixZx++23s3r1avr160dYWFiVZZcsWcInn3zifvz5558zfvx43nrrLebPn8+KFSuYN28eERERAKxfv57NmzdTUlLCRRddxOWXX46/vz9Llizh008/xcvLi1tuuYVFixZx6aWXMnPmTNauXUtUVBTZ2dmEhIRw8803ExAQwJ133gnANddcw9y5cxk2bBg//fQTY8aMYevWrcybN49hw4bxwAMP8MEHH/CPf/yjzmP/4YcfWLx4MX//+9+5+uqreeutt7juuuuq7FNERERERKSlOJR7nDc3OFlFP2bl09bPi+lDI5k8sCvRChKdUVpU0Ki5FBQUkJCQwP79+4mJiWHUqFEV5l9yySXcf//9hIeHM2nSJEpLS93zpk+fzpgxY1ixYgXvvfceL7zwAt9++y1Q8/C05cuXn1I7r732Wnx9fYmMjOTZZ5+tddmPP/6Yxx9/nPz8fLKzs4mNjXUHja688koAEhMTSUtLA2Dt2rXcdtttAMTHxxMfH9+gts2YMYMrrriC22+/nX/+859Mnz692uVqGp727LPPEhcXx6BBg5gyZYp7+qhRowgNDSU3N5crr7ySTz75hFatWrFhwwaSk5MB5/lr3749X3zxBSNGjCAqKgqAkJCQatuwevXqCrWUcnJyyMvLY+3atbz99tsAXH755bRt27bO446KinIHBsv3p4iIiIiISEtSWmr5fHcWr375Eyu3HKCoxHJ+VAi/H9WTMbERtPbybO4mSjVaVNCovhlBja2splF+fj5jxoxh/vz57gAKgLe3N4mJiTz11FNs2bKF119/vcL6HTt2ZMaMGcyYMYO4uDg2b97c4DYEBQUREBDA7t27a8w2KqtpVJfCwkJuueUWUlNT6dKlCw899BCFhYXu+T4+PoBTALy4uLjBba1Oly5dCA8P56OPPmL9+vUsWrSoQevv27cPDw8PMjIyKC0txcPDGXlpjKmwnDEGay1Tp07lT3/6U4V5S5curde+SktL+eKLL2jdunWD2lidsr4Epz9rGtYnIiIiIiJyNsrMc2UVrf+JtKx8gv28uGFwJFMGdqVHe2UVnelU06gR+fn58cwzz/DUU09VCabccccdPPbYY1WyV1asWEFRUREABw4cICsri06dOp3S/u+9915uvfVWcnJyAMjLy3PfPa0hygJE7dq1Iy8vjzfffLPOdUaMGMGrr74KwObNm9m0aVOD93vTTTdx3XXXMXHiRDw96x9lLi4uZsaMGSxevJiYmBiefvpp97xVq1aRnZ1NQUEB7777LkOHDmXkyJG8+eabHDx4EIDs7Gx+/PFHBg0axNq1a9mzZ497OkBgYCC5ubnubY4ePbpCplZZEfTyffDvf/+bw4cPN7gPREREREREznalpZbPdmZy66tfM/hPH/Lnf2+jfWBr/jopgS/uHcn9Y/soYHSWaFGZRmeC/v37Ex8fz+LFixk+fLh7emxsLLGxsVWWX7lyJb/73e/cWStPPPEEERERbNu2rUpNo/vuu48JEyZUW9MIYPbs2eTl5ZGcnIyXlxdeXl7ccccdDT6G4OBgZs6cSVxcHBEREe5hXLWZPXs206dPJyYmhpiYGBITE6td7plnnuHxxx/nwIEDxMfHu48F4Fe/+hXTp0+vcWgaVK1p9Le//Y3Vq1czfPhwhg0bRr9+/UhOTubyyy8HYODAgVx11VX89NNP3HDDDe5Mq0ceeYTRo0dTWlqKl5cX8+fPZ9CgQbz44otceeWVlJaW0r59e1atWsW4ceOYMGEC7733Hs8++yzPPPMMt956K/Hx8RQXFzNixAief/55HnzwQaZMmUJsbCxDhgyha9eu9e5zERERERGRs12WK6tosSurqI2vF9cPiuSa87vQo31gczdPToGp6w5PZ5KkpCRbdheyMlu3bq1wC/uzQW5uLoGBesFUlpqayty5c913ZPulFi5cSGpqKs8995z6/Bdq6OtszZo1pKSknL4GSQXq76al/m566vOmpf5uWurvpqX+bnrq86bVHP1t7claRf/3vVOrKDmyLdec35VL4zq06FpFLen8NsZssNZWqWejTCM5I/z5z39mwYIFDa5lJCIiIiIiIk0v+9gJ3tywl8Xr97In8xhBrVtx3aBuTBnYlZ7h+sG+pVDQSM4I99xzD/fcc0+jbnPatGlMmzatUbcpIiIiIiJyrrLW8sXubBav/4kVmw9woqSUpG5tmXNhDy6Pb9lZRecqBY1EREREREREpEbZx07w9tf7eHX9T+w+dIzA1q245vyuTBnYlV4RyipqyRQ0EhEREREREZEKrLWs35PNq+t/4t/fOVlFA7oG8+TEflzetwO+3soqOhcoaCQiIiIiIiIiABw+doK3vnbugLbLlVU0ZWAXppzfld4RQc3dPGliChqJiIiIiIiInMOstXyVdphXv/yR5ZsPcKK4lP5dg3liQjxj4zsqq+gc5tHcDWgJPD09SUhIIC4ujnHjxnHkyBEA0tLSMMZw3333uZfNzMwkJCSEOXPmALB9+3ZSUlJISEggJiaGWbNmAc6t+9q0aUNCQoL7b/Xq1XW25cknn6R3794kJCSQnJzMK6+80vgHXMt+UlJS6NWrF/369WPo0KFs377dPT01NbXR21HTdp977jl69OiBMYbMzMwGbXPhwoWEhYVV6PstW7Y0VpNrtGbNGj777LMGrxcZGVntMdY0vbxt27aRkJBA//792bVrFwEBAQ3ev4iIiIiInJ2O5J/gH5/sYdRf1nL1C5/z4daDTE7uwr9/N5x3bhnKxKQuChid45Rp1Ah8fX3ZuHEjAFOnTmX+/Pn88Y9/BCAqKooPPviARx55BIA33niDmJgY97q33XYbc+fO5YorrgDgu+++c88bPnw4y5Ytq3c7nn/+eVatWsX69esJCgoiJyeHd955p97rl5SU4OlZ9wWhrv0sWrSIpKQkXnzxRe666y7ef//9erehsQwdOpSxY8eSkpJySutPmjSJ5557rnEbVYc1a9YQEBDAkCFDmmyf7777LhMmTKgQ2BQRERERkZbLWkvqj4d59cuf+OC7dE4Ul5LQJZjHJ8QzNr4Dft4KE8hJyjRqZIMHD2b//v3ux35+fsTExLizYZYsWcL48ePd89PT0+ncubP7cd++fU95348++igLFiwgKMgZZxoUFMTUqVMB+PDDD+nfvz99+/ZlxowZHD9+HHCyUe6++24GDBjAG2+8wcqVKxk8eDADBgxg4sSJ5OXlNWg/5Y0YMYKdO3fW2uaHH36Y5ORk4uLimDVrFtZawMkguvvuuxk4cCA9e/Zk3bp1ABQUFDB58mRiYmIYP348BQUF1W63f//+REZGVphWWlrKeeedx6FDh9yPe/To4X5cl3feeYeRI0dirSU9PZ2ePXty4MABFi5cyBVXXEFKSgrnnXce8+bNc6/zv//7vwwcOJCEhAR+85vfUFJSAsCKFSsYMGAA/fr1Y+TIkaSlpfH888/zl7/8hYSEBNatW8ehQ4e46qqrSE5OJjk5mU8//RSArKwsRo8eTWxsLDfddJO7z2qSlpZGTEwMM2fOJDY2ltGjR1NQUMDy5cv561//yoIFC7jwwgvr1QciIiIiInJ2OppfxD8/2cPov6xl4vOfs2pLBlcndWb5bcN599ahXJ3URQEjqaLFnRE/Xn9DlWmBl15CyDXXUFpQwN5Zv6kyv8348QRfOZ7iw4fZf9vvKszr9q/6D+8qKSnhww8/5MYbb6wwffLkybz22muEh4fj6elJhw4dyMrKAmDu3LlcdNFFDBkyhNGjRzN9+nSCg4MBWLduHQkJCe7tvPXWW0RHR3PZZZfx0ksv0bFjR/e8nJwccnNz6d69e5V2FRYWMm3aND788EN69uzJDTfcwIIFC7j99tsBCA0N5euvvyYzM5Mrr7yS1atX4+/vz2OPPcbTTz/NAw88UK/9VLZ06dI6g2Bz5sxxb//6669n2bJljBs3DoDi4mLWr1/P8uXLmTdvHqtXr2bBggX4+fmxdetWNm3axIABA+psRxkPDw+uu+46Fi1axO23387q1avp168fYWFhVZZdsmQJn3zyifvx559/zvjx43nrrbeYP38+K1asYN68eURERACwfv16Nm/ejJ+fH8nJyVx++eX4+/uzZMkSPv30U7y8vLjllltYtGgRl156KTNnzmTt2rVERUWRnZ1NSEgIN998MwEBAdx5550AXHPNNcydO5dhw4bx008/MWbMGLZu3cq8efMYNmwYDzzwAB988AH/+Mc/6jz2H374gcWLF/P3v/+dq6++mrfeeovrrruuyj5FRERERKTlsNay4cfDvLr+Jz7YlM7x4lL6dQnmsav6Mq5fRwWJpE46QxpBQUEBCQkJ7N+/n5iYGEaNGlVh/iWXXML9999PeHg4kyZNorS01D1v+vTpjBkzhhUrVvDee+/xwgsv8O233wI1D09bvnx5g9q3fft2oqKi6NmzJ3ByCF1Z0GjSpEkAfPHFF2zZsoWhQ4cCcOLECQYPHtygfQFce+21+Pr6EhkZybPPPlvrsh9//DGPP/44+fn5ZGdnExsb6w4aXXnllQAkJiaSlpYGwNq1a7ntttsAiI+PJz4+vkFtmzFjBldccQW33347//znP5k+fXq1y9U0PO3ZZ58lLi6OQYMGMWXKFPf0UaNGERoa6m73J598QqtWrdiwYQPJycmAc560b9+eL774ghEjRhAVFQVASEhItW1YvXp1hVpKOTk55OXlsXbtWt5++20ALr/8ctq2bVvncUdFRbkDkOX7U0REREREWp6j+UW8880+Fq/fy/aMXAJ8WjEhsTPXnN+V2I5tmrt5chZpcUGj2jKDPHx9a53fqm3bBmUWlSmraZSfn8+YMWOYP3++O7AB4O3tTWJiIk899RRbtmzh9ddfr7B+x44dmTFjBjNmzCAuLo7Nmzc3uA1BQUEEBASwe/fuemUBlefv7w84UehRo0axePHiX7SfsppGdSksLOSWW24hNTWVLl268NBDD1FYWOie7+PjAziFxouLixtySDXq0qUL4eHhfPTRR6xfv55FixY1aP19+/bh4eFBRkYGpaWleHg4IzyNMRWWM8ZgrWXq1Kn86U9/qjBv6dKl9dpXaWkpX3zxBa1bt25QG6tT1pfg9GdNw/pEREREROTsZK1l5+ESlr7+Lcs2/exkFXVuw5+vdLKK/H1a3Nd/aQKqadSI/Pz8eOaZZ3jqqaeqBDnuuOMOHnvssSpZJStWrKCoqAiAAwcOkJWVRadOnU5p//feey+33norOTk5AOTl5fHKK6/Qq1cv0tLS3PWF/vWvf3HBBRdUWX/QoEF8+umn7uWOHTvGjh076r2fhioLELVr1468vDzefPPNOtcZMWIEr776KgCbN29m06ZNDd7vTTfdxHXXXcfEiRPrVfi7THFxMTNmzGDx4sXExMTw9NNPu+etWrWK7OxsCgoKePfddxk6dCgjR47kzTff5ODBgwBkZ2fz448/MmjQINauXcuePXvc0wECAwPJzc11b3P06NEVMrXKiq2X74N///vfHD58uMF9ICIiIiIiZ7+svOMs/y6dB9/bzMVP/4dHvixkxeZ0rkrszLLfDuO9OcOYPLCrAkZyynTmNLL+/fsTHx/P4sWLGT58uHt6bGwssbGxVZZfuXIlv/vd79zZJE888QQRERFs27atSk2j++67jwkTJlRb0whg9uzZ5OXlkZycjJeXF15eXtxxxx20bt2al19+mYkTJ1JcXExycjI333xzlbaEhYWxcOFCpkyZ4i6U/cgjj7iHtdW1n4YKDg5m5syZxMXFERER4R7GVZvZs2czffp0YmJiiImJITExsdrlnnnmGR5//HEOHDhAfHw8o0aN4n/+538A+NWvfsX06dNrHJoGVWsa/e1vf2P16tUMHz6cYcOG0a9fP3ftIoCBAwdy1VVXsW/fPq677jp3ptUjjzzC6NGjKS0txcvLi/nz5zNo0CBefPFFrrzySkpLS2nfvj2rVq1i3LhxTJgwgffee49nn32WZ555hltvvZX4+HiKi4sZMWIEzz//PA8++CBTpkwhNjaWIUOG0LVr13r3uYiIiIiInL0y846zfk82X+zO4ovdWezIcG5c5OvlSVJkW4a3L+LOqy8kQEEiaSSmrjsvnUmSkpJs2V3IymzdurXCLezPBrm5uQQGBjZ3M84p5fs8NTWVuXPnuu/I9kstXLiQ1NTUamsgtRQNfZ2tWbOGlJSU09cgqUD93bTU301Pfd601N9NS/3dtNTfTU99/stk5h3ny90ng0Q/HHSCRH7eniR2a8ug7qEM6h5KfOc2eHl6qL+bWEvqb2PMBmttlTozCj/KOeXPf/4zCxYsaHAtIxERERERkdPtUO5xvtyT5QoSZbOzXJAoKTKE8QM6Mah7KH07OUEikdNNQSM5p9xzzz3cc889jbrNadOmMW3atEbdpoiIiIiItHwHcwsrZBLtOnQMAH9XkOiqAZ0Z1D2EOAWJpJkoaCQiIiIiIiLSBA7mFPJFuZpEu8sFiZKjQpiY1IVB3UOJ6xhEKwWJ5AygoJGIiIiIiIjIaZCRU+geavblnpNBogCfViRHtmWSK0gUqyCRnKEUNBIRERERERFpBAeOFrprEn25O5vdmU6QKNCnFclRIUxOdoJEfTooSCRnBwWNRERERERERE7BgaOF7qFmX+7JZk+5INHAqBCmDOzK+d1DFCSSs5bO2kbg6elJQkICcXFxjBs3jiNHjgCQlpaGMYb77rvPvWxmZiYhISHMmTMHgO3bt5OSkkJCQgIxMTHMmjULcG7d16ZNGxISEtx/q1evrrMtTz75JL179yYhIYHk5GReeeUVAFJSUujVqxf9+vVj6NChbN++3T09NTW1Mbuj1u2mpKTQtWtXrLXuab/+9a8JCAgA4Oeff2bChAm1bjsyMpLMzMxal1mzZg1jx46ts53PPPMMMTExXHvttSxcuND9vJS3cOFCwsLCKjwXW7ZsqXPbIiIiIiLSsqQfLeCdb/Zxz1ubSHniYwb96UNuX7KRD75LJzrMnz9eFsPSOcPY+OBo/jEtmZkjuhPfOVgBIzlrKdOoEfj6+rJx40YApk6dyvz58/njH/8IQFRUFB988AGPPPIIAG+88QYxMTHudW+77Tbmzp3LFVdcAcB3333nnjd8+HCWLVtW73Y8//zzrFq1ivXr1xMUFEROTg7vvPOOe/6iRYtISkrixRdf5K677uL9998/5WP+JYKDg/n0008ZNmwYR44cIT093T2vY8eOvPnmm03Wlr/97W+sXr2azp07s3DhwhqXmzRpEs8991yTtUtERERERJrfz0cK3EPNvtiTxY9Z+QAEtW7FwKhQrhvUjUHdQ4npEISnh2nm1oo0PoU7G9ngwYPZv3+/+7Gfnx8xMTHurJslS5Ywfvx49/z09HQ6d+7sfty3b99T3vejjz7KggULCAoKAiAoKIipU6dWWW7EiBHs3Lmz1m09/PDDJCcnExcXx6xZs9yZQSkpKdx9990MHDiQnj17sm7dOgAKCgqYPHkyMTExjB8/noKCghq3PXnyZF577TUA3n77ba688kr3vLS0NOLi4gAoKSnhzjvvJC4ujvj4eJ599ln3cs8++ywDBgygb9++bNu2rdZjeeihh7jllltISUmhe/fuPPPMMwDcfPPN7N69m0svvZS//OUvtW6jOu+88w4jR47EWkt6ejo9e/bkwIEDLFy4kCuuuIKUlBTOO+885s2b1+Bti4iIiIhI09t/pIC3Nuzj/735LSMe/5ghf/6I37/+Lf/enE7P8EDuuzyGZb8dxjcPjOalqUncNLw7cZ3aKGAkLVaLyjRa9/oOMvfmNeo223UJYPjVPeu1bElJCR9++CE33nhjhellQZLw8HA8PT3p0KEDWVlZAMydO5eLLrqIIUOGMHr0aKZPn05wcLBzPOvWkZCQ4N7OW2+9RXR0NJdddhkvvfQSHTt2dM/LyckhNzeX7t2719nOpUuX1hmcmjNnDg888AAA119/PcuWLWPcuHEAFBcXs379epYvX868efNYvXo1CxYswM/Pj61bt7Jp0yYGDBhQ47ZHjhzJzJkzKSkp4bXXXuPFF1/kv/7rv6os9+KLL5KWlsbGjRtp1aoV2dnZ7nnt2rXj66+/5m9/+xtPPvkkL730Uq3Hs2PHDtauXUtubi69evVi9uzZPP/886xYsYKPP/6Ydu3a1ZpptGTJEj755BP3488//5zx48fz1ltvMX/+fFasWMG8efOIiIgAYP369WzevBk/Pz+Sk5O5/PLLSUpKqrWNIiIiIiLStPYdzneyiHZn8cWeLPZmOz9+t/H1YmBUCFOHRDKoewi9I5RJJOemFhU0ai4FBQUkJCSwf/9+YmJiGDVqVIX5l1xyCffffz/h4eFMmjSJ0tJS97zp06czZswYVqxYwXvvvccLL7zAt99+C9Q8PG358uWn1M5rr70WX19fIiMjK2TtVOfjjz/m8ccfJz8/n+zsbGJjY91Bo7LMoMTERNLS0gBYu3Ytt912GwDx8fHEx8fXuG1PT0+GDRvGa6+9RkFBAZGRkdUut3r1am6++WZatXJO05CQEPe88m14++236zz2MWPG4OPjg4+PD+3btycjI6NChlddahqe9uyzzxIXF8egQYOYMmWKe/qoUaMIDQ11t/WTTz5R0EhEREREpJntzc7nyz3Z7uLV+w47QaJgPy8GRoYwfUgUg7qH0jsiEA8FiURaVtCovhlBja2splF+fj5jxoxh/vz57gAKgLe3N4mJiTz11FNs2bKF119/vcL6HTt2ZMaMGcyYMYO4uDg2b97c4DYEBQUREBDA7t27a8w2KqtpVJfCwkJuueUWUlNT6dKlCw899BCFhYXu+T4+PoAT/CkuLm5wW8HJvho/fjwPPfTQKa3f0DaULd+Qdepj3759eHh4kJGRQWlpKR4ezohPYyq+wVR+LCIiIiIip9/e7HxXgMgJFO0/cjJIdH5UCDcOc4JEvcIVJBKpjmoaNSI/Pz+eeeYZnnrqqSpBiTvuuIPHHnusQrYMwIoVKygqKgLgwIEDZGVl0alTp1Pa/7333sutt95KTk4OAHl5ee67pzVEWYCoXbt25OXl1asw9YgRI3j11VcB2Lx5M5s2bap1+eHDh3PvvfdWyM6pbNSoUbzwwgvuviw/PO1MUFxczIwZM1i8eDExMTE8/fTT7nmrVq0iOzubgoIC3n33XYYOHdqMLRURERERafmstezNzuf11L38/vWNDP3zRwx//GPuenMTH23LoG+nNjw0rg8rbh/O1/eN4oXrk5g+NIqYDkEKGInUoEVlGp0J+vfvT3x8PIsXL2b48OHu6bGxscTGxlZZfuXKlfzud7+jdevWADzxxBNERESwbdu2KjWN7rvvPiZMmFBtTSOA2bNnk5eXR3JyMl5eXnh5eXHHHXc0+BiCg4OZOXMmcXFxREREkJycXOc6s2fPZvr06cTExBATE0NiYmKtyxtjuPPOO2td5qabbmLHjh3Ex8fj5eXFzJkzmTNnToOOpbFUrmlUdte14cOHM2zYMPr16+euXQQwcOBArrrqKvbt28d1112noWkiIiIiIo3MCRIVuIeafbkn251JFOLvzflRIcwa0Z1B3UM5r32AAkMip8CU3RXrbJCUlGTL7kJWZuvWrRVuYX82yM3NJTAwsLmbcU5pyj5fuHAhqamp1dZAOls19HW2Zs0aUlJSTl+DpAL1d9NSfzc99XnTUn83LfV301J/N73G7HNrLT+VG2725e4sfj7qjJII8fdmUPcQBnUP5fyoczdIpHO8abWk/jbGbLDWVsl2UKaRiIiIiIiInHGstfyYlV8hkyjdFSQK9fdmUPdQZncP4XxXJpHqiIo0PgWNRBrZtGnTmDZtWnM3Q0RERETkrGKtJc0VJPrSlU10IMdVbzXAm/O7hzIoyskm6qEgkUiTUNBIREREREREmpy1lj2Zx5yhZnucbKKMnOMAtAvwYZAri2hw9xCiwxQkEmkOChqJiIiIiIjIaWetZXfmMVcmUTZf7M7iYK4TJAoL9OF8VxbRoO6hRIf5K0gkcgZQ0EhEREREREQanbWWn/NKWfTlj3zhChIdKhckcgJETqCoezsFiUTORAoaiYiIiIiIyC+SU1jEDxl5/JCRy46MPH44mMvW9Bwy804Am2kf6MNgVxbRoO4hRClIJHJW8GjuBrQEnp6eJCQkEBcXx7hx4zhy5AgAaWlpGGO477773MtmZmYSEhLCnDlzANi+fTspKSkkJCQQExPDrFmzAOfWfW3atCEhIcH9t3r16jrb8uSTT9K7d28SEhJITk7mlVdeafwDrmU/KSkp9OrVi379+jF06FC2b9/unp6amtro7ahpuykpKXTt2hVrrXvar3/9awICAgD4+eefmTBhQq3bjoyMJDMzs9Zl1qxZw9ixY+ts5zPPPENMTAzXXnstCxcudD//5S1cuJCwsLAKz/mWLVvq3LaIiIiISFPJLSzi658Os+Srn3hk2RZu+Od6Bv/pQ+IfWslVCz7jnre/49X1P3I4/wQjeoYxLdabj+9M4cs/jOSZKf255vyudFd9IpGzhjKNGoGvry8bN24EYOrUqcyfP58//vGPAERFRfHBBx/wyCOPAPDGG28QExPjXve2225j7ty5XHHFFQB899137nnDhw9n2bJl9W7H888/z6pVq1i/fj1BQUHk5OTwzjvv1Hv9kpISPD09f/F+Fi1aRFJSEi+++CJ33XUX77//fr3b0JiCg4P59NNPGTZsGEeOHCE9Pd09r2PHjrz55ptN1pa//e1vrF69ms6dO7Nw4cIal5s0aRLPPfdck7VLRERERKQ6x44X88PBPHZk5J7MHsrI5WfXLe8BfFp5EB0WwPlRIZwXHkjP8EB6hgfQua0fnh5OUGjNmjVEtfNvrsMQkV9IQaNGNnjwYDZt2uR+7OfnR0xMDKmpqSQlJbFkyRLGjx9PVlYWAOnp6XTu3Nm9fN++fU95348++ihr1qwhKCgIgKCgIKZOnQrAhx9+yJ133klxcTHJycksWLAAHx8fIiMjmTRpEqtWreL//b//R0hICA8++CDHjx8nOjqal19+2Z2dU5/9lDdixAj++te/1trmhx9+mKVLl1JQUMCQIUN44YUXMMaQkpLC+eefz8cff8yRI0f4xz/+wfDhwykoKGD69Ol8++239O7dm4KCghq3PXnyZF577TWGDRvG0qVLufLKK/n+++8BJwts7NixbN68mZKSEu6++25WrFiBh4cHM2fO5Le//S0Azz77LEuXLqWoqIg33niD3r1717i/hx56iJ9++ondu3fz008/cfvtt3Pbbbdx8803s3v3bi699FJmzJhB27Zta+2Tyt555x2ee+45Vq9ezYEDB7jgggtYu3YtK1as4J133uHo0aPs37+f6667jgcffLBB2xYRERGRc1v+iWJ2HsxzB4V2uAJE+4+c/Jzt7QoOJUeF0DM8kPPaB3BeeCBdQ04Gh0SkZWpxQaMl8+6pMq3XoOEkjLmcouOFvP3nh6rMj73gYuJSLiY/5yhL//KnCvMmPfjneu+7pKSEDz/8kBtvvLHC9LLgRXh4OJ6ennTo0MEdNJo7dy4XXXQRQ4YMYfTo0UyfPp3g4GAA1q1bR0JCgns7b731FtHR0Vx22WW89NJLdOzY0T0vJyeH3NxcunfvXqVdhYWFTJs2jQ8//JCePXtyww03sGDBAm6//XYAQkND+frrr8nMzOTKK69k9erV+Pv789hjj/H000/zwAMP1Gs/lS1durTOINicOXPc27/++utZtmwZ48aNA6C4uJj169ezfPly5s2bx+rVq1mwYAF+fn5s3bqVTZs2MWDAgBq3PXLkSGbOnElJSQlvvvkm//znP/mv//qvKsu9+OKLpKWlsXHjRlq1akV2drZ7Xrt27fj666/529/+xpNPPslLL71U6/Fs27aNjz/+mNzcXHr16sXs2bN5/vnnWbFiBR9//DHt2rWrNdNoyZIlfPLJJ+7Hn3/+OePHj+ett95i/vz5rFixgnnz5hEREQHA+vXr2bx5M35+fiQnJ3P55ZeTlJRUaxtFRERE5NxTcKKEXYfy3EGhHzJy2XEwl32HCyir6ODt6UH3MH8GdGvL5OQuruyhALqG+NHKU5VNRM5FLS5o1BwKCgpISEhg//79xMTEMGrUqArzL7nkEu6//37Cw8OZNGkSpaWl7nnTp09nzJgxrFixgvfee48XXniBb7/9Fqh5eNry5csb1L7t27cTFRVFz549gZND6MqCRpMmTQLgiy++YMuWLQwdOhSAEydOMHjw4AbtC+Daa6/F19eXyMhInn322VqX/fjjj3n88cfJz88nOzub2NhYd9DoyiuvBCAxMZG0tDQA1q5dy2233QZAfHw88fHxNW7b09OTYcOG8dprr1FYWEhkZGS1y61evZqbb76ZVq2cl0NISIh7Xvk2vP3223Ue++WXX46Pjw8+Pj60b9+ejIyMCplkdalpeNqzzz5LXFwcgwYNYsqUKe7po0aNIjQ01N3WTz75REEjERERkXNYYZETHPoho1yA6GAuP2Xnu4NDXp6GqHb+xHcOZsKALvQMdzKHIkMVHBKRilpc0Ki2zCAvn9a1zvcLatOgzKIyZTWN8vPzGTNmDPPnz3cHNgC8vb1JTEzkqaeeYsuWLbz++usV1u/YsSMzZsxgxowZxMXFsXnz5ga3ISgoiICAAHbv3l2vLKDy/P2dMcbWWkaNGsXixYt/0X7KahrVpbCwkFtuuYXU1FS6dOnCQw89RGFhuTHSPj6AE/wpLi5uyCG5TZ48mfHjx3PPPVUz0OqjoW0oW74h69THvn378PDwICMjg9LSUjw8nDfzygUEVVBQRERE5NxwvLiE3YeOuWoOuWoPHczjx6xjlLqCQ608DJHt/IntGMSvEzq5aw5FtvPHS8EhEakHXSkakZ+fH8888wxPPfVUlWDBHXfcwWOPPVYhiwVgxYoVFBUVAXDgwAGysrLo1KnTKe3/3nvv5dZbbyUnJweAvLw8XnnlFXr16kVaWho7d+4E4F//+hcXXHBBlfUHDRrEp59+6l7u2LFj7Nixo977aaiyAFG7du3Iy8urV2HqESNG8OqrrwKwefPmCvWjqjN8+HDuvfdeJk6cWOMyo0aN4oUXXnA/Z+WHp50JiouLmTFjBosXLyYmJoann37aPW/VqlVkZ2dTUFDAu+++684SExEREZGW4URxKdsO5PD+tz/z1Mrt/OZfqVz05Bpi7l/Bpf+9jt+9tpEF/9nFrkN59I4IZM5F5/HcNf1ZOXcEWx6+hNW/v4C/XZvI3FE9uTy+A+eFBypgJCL11uIyjZpb//79iY+PZ/HixQwfPtw9PTY2ltjY2CrLr1y5kt/97ne0bt0agCeeeIKIiAi2bdtWpabRfffdx4QJE6qtaQQwe/Zs8vLySE5OxsvLCy8vL+644w5at27Nyy+/zMSJE92FsG+++eYqbQkLC2PhwoVMmTKF48ePA/DII4+4h7XVtZ+GCg4OZubMmcTFxREREUFycnKd68yePZvp06cTExNDTEwMiYmJtS5vjOHOO+8kNze3xmVuuukmduzYQXx8PF5eXsycOZM5c+Y0+HgaQ+WaRmV3XRs+fDjDhg2jX79+7tpFAAMHDuSqq65i3759XHfddRqaJiIiInKWOlFcSlrWsYo1hzJyScvKp8SVOuRhIDLUn/PCA9wBoJ7hAUS188enVd13QRYRaShjywa2ngWSkpJsampqhWlbt26tcAv7s0Fubi6BgYHN3YxzSkvs84ULF5KamlptDaTG1tDX2Zo1a0hJSTl9DZIK1N9NS/3d9NTnTUv93bTU303rTOjvopJSfsw6xo6yIWWuf/dkHqPYFRwyBrqF+LmDQs4dywLpHuZPa6+zKzh0JvT5uUT93bRaUn8bYzZYa6tkISjTSEREREREpJEVl5TyY3a+K2PoZIBod2YeRSUng0Nd2vrRMzyAi/uEOwWp2wfSo33AWRccEpGWSUEjkbPUtGnTmDZtWnM3Q0REROScVlJq+Sk73xUUOhkg2n3oGCdKTt41uUuILz3bB3Jh7/bu7KHosAB8vRUcEpEzV4sIGllrddcokdPkbBrCKiIiInK6lJRa9pYFhw6ezBzadSiP48Ung0Odgn3pGR7ABT3D3MPLerQPwM+7RXz1EpFzzFl/5WrdujVZWVmEhoYqcCTSyKy1ZGVluQu1i4iIiLR0paWWfYcLnILUB0/WHNp1KI/CopPBoY5tWnNeeCBDe4S6gkPOsLIAn7P+K5aIiNtZf0Xr3Lkz+/bt49ChQ83dlHorLCzUl/Ampj4/da1bt6Zz587N3QwRERGRRlVaatl/pIAfDlasObTzYB4FRSXu5Tq0aU2P9gEM6t7NqTkUHsh57QMIbO3VjK0XEWkaZ33QyMvLi6ioqOZuRoOsWbOG/v37N3czzinqcxEREZFzk7WWQ3nH2Zqey7/3FLHs0Lf84Bpiln/iZHAoPMiHnuGBTBnY9WRwKDyAIAWHROQcdtYHjURERERERAAKi0rYeTCPrek5bDuQy7YDOWxLzyXr2An3MmGBh+gZHsDVSV3o6ao5dF77QNr4KTgkIlKZgkYiIiIiInJWsdZyIKeQbem5bD2Qw9b0XLal57A78xglpc5NPFp7edArPJCLY8Lp3SGQ3hFBZO3axNjRFzZz60VEzh4KGomIiIiIyBmr4EQJOzKcrKGt6a7soQO5HMkvci/TKdiXmA5BXBIXQe+IIHp3CCQy1B9Pj4o3ylmzVzfOERFpCAWNRERERESk2VnrFKYuyxradsDJIkrLPIYreQg/b096RQRyaVwH+nQIpHeHIHpFBKrukIjIaaKgkYiIiIiINKljx4vZnpHrDC9Lz3HXHso9XuxepluoH70jAhkX35GYDkHEdAikS1s/PDyULSQi0lQUNBIRERERkdOitNSy93C+e1hZWYHqH7Py3csE+rSid4dAft2/k7v2UK+IQAJ89FVFRKS56UosIiIiIiK/WG5hkXPHsvQctrr+3X4gl2Ou29obA1Gh/sR2DGLCgM707hBE74hAOrf1xRhlD4mInIkUNBIRERERkXorKbX8mHXMqTmUfrI49b7DBe5lglq3IqZDEBOTutA7IpCYDkH0DA/E19uzGVsuIiINpaCRiIiIiIhU60j+iZPZQ67g0PaMXAqLSgHwMNA9LID+XdsyZWBXYlzDyzq0aa3sIRGRFkBBIxERERGRc1xxSSl7Mo+5h5WVZRGlHy10L9PWz4uYDkFcM7AbMR2c7KEe7QNo7aXsIRGRlkpBIxERERGRc0j2sROuYWVOcGjbgRx2ZORxotjJHmrlYejRPoDzo0LcdYf6dAgiLNBH2UMiIucYBY1ERERERFqgE8Wl7M7Mc9/WviyL6GDucfcy7QJ8iOkQyLQhkfSOcIaWRbf3x6eVsodERERBIxERERGRs97B3EK2uWoObUvPZUt6DrsO5VFUYgHw9vSgR/sAhp3Xjj4dgty3tQ8L9GnmlouIyJlMQSMRERERkbPE8eISfsjIcxenLhtelpl3wr1MRFBrencIJKVXe3ftoah2/nh5ejRjy0VE5GykoJGIiIiIyBnGWktGznG2HnDVHnJlEe06dIySUid7yKeVB70iArmod3t6RwTR23XnshB/72ZuvYiItBQKGomIiIiINKPCohJ2ZOQ6tYcOnCxQfSS/yL1Mp2BfekcEMrpPhDs4FBnqRytlD4mIyGmkoJGIiIiISBPIKSxi96Fj7D6Ux65Deew+dIyNe/LJ+L8VuJKH8PXypFdEIJfGRdA7IoiYDk7toTa+Xs3beBEROSfVK2hkjLkE+G/AE3jJWvvnSvN9gFeARCALmGStTTPGhAJvAsnAQmvtnHLrTAH+AFjgZ+A6a23mLz8kEREREZHmUVJq+flIATtdQSEnOJTHrkPHOFTurmWeHoZuIX5E+HswcVB3YiIC6d0hiG4hfnh46Lb2IiJyZqgzaGSM8QTmA6OAfcBXxpj3rbVbyi12I3DYWtvDGDMZeAyYBBQC9wNxrr+ybbbCCUL1sdZmGmMeB+YADzXKUYmIiIiInEZ5x4vZXSEw5Py7J/MYx4tL3cu18fUiOsyfC3qGER0WQPcwf6LDAuga4od3Kw/WrFlDSkrPZjwSERGRmtUn02ggsNNauxvAGPMacAVQPmh0BScDPm8CzxljjLX2GPCJMaZHpW0a15+/MSYLCAJ2nvJRiIiIiIg0stJSy89HC9hVaUjZrkN5ZOSczBryMNA1xI/osACGn9fOFRwKIDrMnxB/b4xR5pCIiJydjLW29gWMmQBcYq29yfX4euD8SkPNNruW2ed6vMu1TKbr8TQgqdI6E4B/AseAH4ALrbUl1ex/FjALIDw8PPG111479aM9Q+Tl5REQENDczTinqM+blvq7aam/m5b6u+mpz5vWudjfhcWWA8dKST9W9q/z/4xjpZw4mTSEbyvo4O/h+jN0CPAgwt+D9n4Gr1McUnYu9ndzUn83PfV501J/N62W1N8XXnjhBmttUuXpzVII2xjjBcwG+gO7gWeBe4FHKi9rrX0ReBEgKSnJpqSkNF1DTxMnDTmluZtxTlGfNy31d9NSfzct9XfTU583rZba36WllvScQidj6GAeuzNPDitLP1roXs7DQJcQP3p09GdMuYyh7mEBtAto/KyhltrfZyr1d9NTnzct9XfTOhf6uz5Bo/1Al3KPO7umVbfMPle9ojY4BbFrkgBgrd0FYIx5Hbinfk0WEREREale/oli5w5lmcdOBocOOrWGCopOJrUH+rSie5g/g7uHEt0+gO7t/IluH0C3UD98Wnk24xGIiIicOeoTNPoKOM8YE4UTHJoMXFNpmfeBqcDnwATgI1v7uLf9QB9jTJi19hBOke2tDW28iIiIiJx7rLUcyClk18Fj7M7MqxAc+rlc1pAx0LmtL93bBTCoe6i7CHV0mD9hgT6qNSQiIlKHOoNG1tpiY8wc4P8AT+Cf1trvjTEPA6nW2veBfwD/MsbsBLJxAksAGGPScApdextjfg2MttZuMcbMA9YaY4qAH4FpjXpkIiIiInJWKzhRwp7Mincn253p/D//xMmsIX9vT6LbBzAwKuRkEer2/kSG+tPaS1lDIiIip6peNY2stcuB5ZWmPVDu/4XAxBrWjaxh+vPA8/VtqIiIiIi0PNZaMnKOu+9OtqvcLez3HylwL2cMdGzjS3T7AJK6hRDdPoBo15Cy9soaEhEROS2apRC2iIiIiJxbCotKSMs6xq6DZUGhPPet7I+Vyxry8/ake5g/SZFtubpdF6Lb+9O9XQBR7fzx9VbWkIiISFNS0EhEREREGoW1lkO5xytkC5UNKdt3uIDyFS87BfvSPcyfiUld3LWGuof5ExHUWllDIiIiZwgFjURERESkQQqLSvgxK989pGx3uSBR7vFi93K+Xk7WUEKXtlw1oLP79vVR7fzx89bHUBERkTOd3q1FREREpAprLZl5JyoFhZwhZfsO51NaLmuoQ5vWRIcFMH5AJ3fGUHRYABFBrfHwUNaQiIjI2UpBIxEREZFz3MHcQrb8nMPW9Fw+2XScv37/KbsO5ZFbeDJryKeVB93DAujbuQ2/7t+JaFdgKKqdP/4++kgpIiLSEukdXkREROQcUVJq2ZN5jC3pOWz5Ocf9b2becfcywT6GPp09uSKh48nb14f507GNr7KGREREzjEKGomIiIi0QMeOF7PtQC5b0nPY6goObTuQQ2FRKQBenobz2geS0iuMPh2CiOkQRJ8OQXyz/lNSUgY1c+tFRETkTKCgkYiIiMhZrOyOZd+Xyx7a+nMOe7KOue9WFtS6FX06BnHNwG706egEh3q0D8C7lUfzNl5ERETOaAoaiYiIiJwliktKqwwv25qeQ2beCfcyXUJ86dMhiCsSOhHTIZA+HYPoFOyr29iLiIhIgyloJCIiInIGcoaXVaw9tO1ALseLneFl3p4enBcewIW92ruzh3p3CKKNr1czt1xERERaCgWNRERERJqRtZaMnONsST/qvoPZlvQc0soNL2vj60VsxyCuH+QML4vpEER0mIaXiYiIyOmloJGIiIhIEykuKWV35rEK2UNb0nPIPnZyeFnXED/6dAhifP9O9OkQRJ+OQXRo01rDy0RERKTJKWgkIiIichrkFhY5dy/72XX3snRneNmJcsPLekUEMiom3J091LtDIEGtNbxMREREzgwKGomIiIj8AtZaDuQUOllDZRlE6Tn8mJXvXqatnxd9OgYxdXDZ3cva0D3MHy9PDS8TERGRM5eCRiIiIiL1VFRSyq5Dee4A0VZXoerD+UXuZSJD/YjtGMTExM7EuIaXRQRpeJmIiIicfRQ0EhEREalGTmER29Jz2fLzUXf20I4DeZwocQ0va+VB74hAxsRGVLh7WYCPPl6JiIhIy6BPNSIiInJOs9by89GTw8vK6g/9lH1yeFmIvzexHYOYPjTSXX+oezt/Wml4mYiIiLRgChqJiIjIOaOopJSdB/Oq3L3saIEzvMwYiAz1p2+nNkxK7uK+e1n7QB8NLxMREZFzjoJGIiIi0iIdLShysobKZQ/9kHFyeJlPKw96dwjisr4dXMPLAukVoeFlIiIiImX0qUhERETOatZa9h8pqJI9tO9wgXuZUH9v+nQMYvqwSPp0CCK2YxCRoRpeJiIiIlIbBY1ERETkrHGiuJQfDua6A0NlmUQ5hcWAM7wsqp0/CV2Cueb8rsR0CCK2QxBhGl4mIiIi0mAKGomIiMgZp6iklANHC9mbnc//pRWx9PVv2ZKew86DuRSVWABae3nQOyKIsf06umsP9Y4IxM9bH29EREREGoM+VYmIiEiTKywq4ecjBew7XMD+IwXsP1zAvsP57v8fyCmk1J5cPizwEH06BJHSK4yYDs7t7aPa+ePpoewhERERkdNFQSMRERFpdHnHi6sEgvaVBYkOF5CZd7zC8p4ehoig1nRq68ug7qF0autL57a+dAr2I3P3Jn495qJmOhIRERGRc5eCRiIiItIg1lqO5Bex3xUEqhAYcmUOld3Cvoy3pwed2vrSKdiXkb3blwsK+dKprS8RQa1rLEq9Zr+KVYuIiIg0BwWNREREpILSUktm3nH2VQgE5bPfFRDad7iA/BMlFdbx8/Z0B4EGdAumU7Cf87itL52DfWkX4IOHhpKJiIiInFUUNBIRETnHFJeUciCn0B0EKp8hVPZ3ori0wjptfL3o3NaXyFB/hvZoR6dgXzq39XMHioL9vHR3MhEREZEWRkEjERGRFuZ4cQk/HykLCuW7g0L7yhWZLilfZRpoF+BD57a+9OkYxOg+4RVqCnVq60uAjz4yiIiIiJxr9AlQRETkLJN/orhKIMgZNuYEiA7mViwy7WFwF5keGBXiriNUliXUMdiX1l6ezXQ0IiIiInKmUtBIRETkDGKtJaegmH1H8t13Gjt59zEnKHQ4v2KRaS9PQ8dgJwCU0ivMnR3kDCHzJaJNa7xqKDItIiIiIlITBY1ERESakLWWzLwT5WoJnbzzWFmR6bzjxRXW8fXydAeB+nUOrhAQ6tzWjzAVmRYRERGR00BBIxERkUZUUmrJyCmsEhTaVy5j6HilItNBrVvRqa0fndv6Mah7aIVb0Xdu60dbFZkWERERkWagoJGIiEgDFJdafsw65houVumW9EcKSD9SSHGVItPedAr2pXdEIBfHhDsBIVdQqFNbX4JaezXT0YiIiIiI1ExBIxERkVrkHS/mq7RsPt+Vxee7sti8Px+7co17vikrMh3sy4CubekU72QHlQ0h6xTsi6+3ikyLiIiIyNlHQSMREZFyCk6UsOHHw3y+O5PPd2Xx7b6jlJRavD09SOgazNjuXowYEOMMHQv2I6JNa7xbqci0iIiIiLQ8ChqJiMg57XhxCRt/OsLnu7P4bFcWG386womSUjw9DP06t+HmC7ozuHs7Eru1xdfbkzVr1pCS1KW5my0iIiIictopaCQiIueU4pJSNu0/6h5ulvpjNoVFpRgDcR3bMG1oJIOjQ0mODCHAR2+TIiIiInLu0qdhERFp0UpKLVvTc/hslzPcbP2ebI6dKAGgd0QgUwZ2ZXD3UM6PCqWNnwpSi4iIiIiUUdBIRERalNJSy46DuXy+yxlu9uXuLHIKiwHoHubP+AGdGNy9HYO6hxAa4NPMrRUREREROXMpaCQiImc1ay27M4/x2a4svtiVxRe7s8g6dgKAriF+XBrXgSE9QhnUPZTwoNbN3FoRERERkbOHgkYiInLW2Zud7x5u9tmuLA7mHgegQ5vWXNAzjMHRoQyODqVzW79mbqmIiIiIyNlLQSMRETnjpR8tcBeu/mxXFvuPFADQLsCbwdHtGNw9lCHRoXQL9cMY08ytFRERERFpGRQ0EhGRM86h3ON8sdsJEH2xO4s9mccACPbzYlBUKLNGdGdIdCg92gcoSCQiIiIicpooaCQiIs3uSP4JvtjtZBJ9vjuLHRl5AAT6tGJgVAjXnt+VwdGhxEQE4eGhIJGIiIiISFNQ0EhERJpcbmER6/dku4ebbT2Qg7Xg6+VJUmRbxvfvzODoUOI6BtHK06O5mysiIiIick5S0EhERE67/BPFpKYd5jNXJtHm/UcpKbV4t/IgsWtb5l7ckyHRocR3Dsa7lYJEIiIiIiJnAgWNRESk0RUWlfDNT0f4fFcmn+/OYuPeIxSVWFp5GBK6BHNLSjSDo0MZ0LUtrb08m7u5IiIiIiJSDQWNRETkFysqKeXbvUfcw802/HSYE8WleBjo26kNNw7rzuDoUJK6tcXfR289IiIiIiJnA31yFxGRBisptWzef5TPXXc4S03LJv9ECQAxHYK4flA3BncPZWD3EIJaezVza0VERERE5FQoaCQiInUqLbVsO5DLZ7sy+WJ3Fl/uzib3eDEA57UPYEJiZ4ZEh3J+VCht/b2bubUiIiIiItIYFDQSEZEqrLXsOpTnFK7elcUXu7M4nF8EQGSoH2P7dWBwdDsGdQ+hfWDrZm6tiIiIiIicDgoaiYgI1lp+zMp3Dzf7YncWh3KPA9Ap2JeRMeEM7h7K4OhQOgb7NnNrRURERESkKShoJCJyjtp/pMBVuDqTL3Zl8fPRQgDaB/owJDqUwd1DGRLdji4hvhhjmrm1IiIiIiLS1BQ0EhE5RxzMKeTz3VnuO5z9lJ0PQIi/N4O6hzA7uh2Du4cSHeavIJGIiIiIiChoJCLSUmUfO8EX7iBRJrsOHQMgsHUrBnUPZdqQSAZHh9IrPBAPDwWJRERERETqI78on28OfsPWgq2kkNLczTmtFDQSEWkhjhYUsX5PNp/tyuTzXVlsO5ALgJ+3JwOjQrg6qQtDotvRp2MQngoSiYiIiIjUS86JHL7J+IYNGRtIzUhlS9YWSmwJ3X26M5vZzd2800pBIxGRs1RRSSlf7clmyfYTPL35EzbvP0qpBZ9WHiRFtuXO0T0ZHN2O+M5t8PL0aO7mioiIiIicFY4UHmHDwQ2kHkhlQ8YGtmVvw2Lx8vCib7u+zIibQVJEErnbcpu7qaedgkYiImeRY8eLWbvjECu3ZPDRtoMcLSjC00BiN09+e9F5DI4OpX/XYHxaeTZ3U0VEREREzgqZBZlOFtGBVFIzUtl5ZCcAPp4+9Avrx839biYpPIn4sHhat2rtXm/NjjXN1OKmo6CRiMgZLjPvOB9uzWDl9xms25nJieJSgv28uDgmnNGx4ZC+lTEXD27uZoqIiIiInBUyjmWQmpHqHm625+geAHxb+ZIQlsClUZeSFJ5EXLs4vD29m7m1zUtBIxGRM1Ba5jFWbclg5ZYDpP54GGuhU7Av157fldF9IkiObEsr15CzNYe2NXNrRURERETOXPvz9lfIJNqbuxeAAK8A+rfvz697/Jqk8CRiQmPw8vBq5taeWRQ0EhE5A1hr+W7/UVZ+7wSKdmTkAdCnQxC/G3keo/tEENMhEGNUwFpEREREpCbWWvbm7iU1I9UdJEo/lg5AkHcQieGJTO41maSIJHq17YWnh8o61EZBIxGRZnKiuJQv92SxaksGq7ZkkH60EA8DA6NCeGBsH0b1CadLiF9zN1NERERE5IxlrWXP0T3uINGGjA0cLDgIQEjrEBLDE5kaO5Wk8CTOa3seHkY3iGkIBY1ERJpQ3vFi/rP9ECu3HOCjbQfJLSymtZcHF/QM487Rvbiod3va+p/b46ZFRERERGpSakv54fAP7npEGzI2kF2YDUCYbxhJ4UkkRSSRFJ5EVJsoZer/QgoaiYicZgdzC/lw60FWfn+AT3dmcaKklLZ+XlwSG8Ho2AiG9WiHr7fSYkVEREREKispLWH74e3uoWZfH/yao8ePAtDBvwNDOw51B4m6BHZRkKiRKWgkInIa7D6Ux8otGaz8/gDf7D2CtdAlxJcbBndjVJ9wErudLGQtIiIiIiKOotIitmZtdQ83++bgN+QVOfU+uwR24aIuF5EYnkhSRBKdAjo1c2tbPgWNREQaQWmpZdP+o6z8/gArt2Sw86DzxhbXKYi5F/dkdGw4vcJVyFpEREREpLwTJSfYnLnZPdTsm4PfUFBcAEBUmyguibrEGXIWnkS4f3gzt/bco6CRiMgpOlFcyhe7s1i55QCrtmSQkXMcTw/D+VEhXHd+V0bFRtAp2Le5mykiIiIicsYoLC7ku8zv3MPNvj30LcdLjgPQI7gHV0RfQVJEEonhibTzbdfMrRUFjUREGiC3sIg12w+xcksGa7YdJPd4MX7enlzQM4zRseFc2Ks9wX4qZC0iIiIiApBflM/GQxvddzb7LvM7ikqLMBh6h/RmYs+JJEUkMaD9ANq2btvczZVKFDQSEanDwZxCVm3NYOX3GXy2K5OiEkuovzeX9e3A6NhwhvZoR2svFbIWEREREck7kcfXB792DzfbkrmFYluMp/GkT2gfro25lqTwJPqH9yfIO6i5myt1UNBIRKQaOw/msXLLAVZ+n8HGvUcA6Bbqx/ShUYzuE07/rm3x9FB9IhERERE5tx09fpQNGRvYkLGB1IxUtmVvo9SW0sqjFXGhcUyLm0ZSeBIJ7RPw9/Jv7uZKAyloJCKCU8h6474jrPw+g5VbDrD70DEA4ju34c7RPRkdG8F57QNUyFpEREREzmlZBVlOJpGrJtEPh3/AYvH28CY+LJ5Z8bNICk8iPiwe31aq73m2U9BIRM5Zx4tL+GxXFqu2ZLBqSwaHco/TysMwODqUaUMiuTgmnI4qZC0iIiIi57BD+YdIzUh1B4l2H90NgG8rX/qF9ePWhFtJDE+kb1hffDx9mrm10tgUNBKRc0pOYREfbzvIyi0Z/Gf7IfKOF+Pv7UlKr/aMjg0npVd72vh6NXczRURERESaRXpeuhMkctUk+jHnRwD8vfxJaJ/AuOhxJIUnERsai5enPje3dAoaiUiLd+BoWSHrA3yxO4uiEku7AB/G9evI6D7hDI4OVSFrERERETnnWGvZl7uvQpBof95+AAK9A0lsn+jc3Sw8iV4hvWjloRDCuUbPuIi0ONZaVyFrJ1D07b6jAES182fGsChG94mgf5dgPFTIWkRERETOIdZa0nLSKgw3O5h/EIC2Pm1JDE/k+j7XkxSeRI/gHnh66IfVc52CRiLSIpSUWjbuPewqZJ3BnkynkHVCl2DuGtOLMbHhRIepkLWIiIiInDtKbSm7juxyB4k2ZGwgqzALgHa+7UgKTyIpPInE8ESig6P1WVmqUNBIRM5ahUUlfLYrk5XfZ7B660Ey847j5WkYHN2OG4dFMapPOOFBrZu7mSIiIiIiTaLUlrI1a6t7qNmGjA0cOX4EgHC/cAZ1HOQOFHUL6qYgkdRJQSMROasczS/i4+0HWbnlAGu2HyL/RAkBPq1I6RXG6NgIUnqFEdRaBflEREREpOUrKi1ia9ZWd4Bo/f71FPxUAECngE5c0PkCkiKcIFGngE4KEkmDKWgkIme8n48UsGpLBqu2ZPDF7iyKSy3tA30Y378To2MjGNQ9BJ9WGm8tIiIiIi1bYXEh32V+5w4SfXvoWwqKnSBRZFAk/f37M66/c3ezCP+IZm6ttAQKGonIGcday46MPFZ+f4CVWzL4br9TyDo6zJ+ZI7ozuk84/TqrkLWIiIiItGzHio6x8eBGd5Dou8zvKCotwmDo2bYn43uMJzE8kQHhA2jn2441a9aQ0j2luZstLUi9gkbGmEuA/wY8gZestX+uNN8HeAVIBLKASdbaNGNMKPAmkAwstNbOKbeON/AckAKUAn+01r71i49IRM5KJaWWr3867A4U/ZiVD8CArsHcc2lvRvVxClmLiIiIiLRUhwsP8/XBr91Bom3Z2yi1pXgaT2JDY7ku5joSwxNJaJ9AG582zd1cOQfUGTQyxngC84FRwD7gK2PM+9baLeUWuxE4bK3tYYyZDDwGTAIKgfuBONdfeX8EDlprexpjPICQX3w0InJWKSwq4ZMfMlm55QAfbj1I1rETeHt6MKRHKL8ZEc3FMe1pr0LWIiIiItJCZRzLqBAk2nlkJwDeHt7Eh8Uzs+9MEsMT6RfWDz8vv2ZurZyL6pNpNBDYaa3dDWCMeQ24AigfNLoCeMj1/zeB54wxxlp7DPjEGNOjmu3OAHoDWGtLgcxTOgIROascyT/BR9sOsvL7DP6z4xAFRSUEtm7FRb3bM6pPOBf0DCNQhaxFREREpIWx1rIvb587QLQhYwN7c/cC4O/lT0L7BC7vfjkD2g8grl0c3p7ezdxiqcmxo8dJ33mUnH22uZty2hlraz9IY8wE4BJr7U2ux9cD51caarbZtcw+1+NdrmUyXY+nAUll6xhjgoHvgDdwhqftAuZYazOq2f8sYBZAeHh44muvvfYLDvfMkJeXR0CAhtk0JfV506rc35kFpXyTUcLXB4vZfriUUgvBPoYB4Z4MaN+K3iEetFJ9olOm87tpqb+bnvq8aam/m5b6u2mpv5veudznpbaUjKIMdh7fyc7Cnew6voujJU6tTn8Pf6J9ooluHU0Pnx508u6Ep/nlN3Y5l/v7dLHWcvwo5GdCfqYl/xAUHXPm+YSU0GN0y/jB+8ILL9xgrU2qPL25CmG3AjoDn1lrf2+M+T3wJHB95QWttS8CLwIkJSXZlJSUpmznabFmzRpawnGcTdTnTevjjz8mvNcAVn6fwcotB/j+Z+eqel77AGanhDO6TwR9O7VRIetGovO7aam/m576vGmpv5uW+rtpqb+b3rnU58WlxWw/vJ0NB5wsoq8Pfs2R40cAaO/bniFdhpAYnkhieCLdg7vjYTwavQ3nUn+fLsUnSjj4Yw4/7zzKgV1HObD7KMfziwHwDfKmS882dIhuQ4foYLbs2dDi+7s+QaP9QJdyjzu7plW3zD5jTCugDU5B7JpkAfnA267Hb+DURRKRs1Rm3nG+2pPNl3uy+eCbAg793zqMgcSubfnDZb0Z1SeCqHb+zd1MEREREZFGcaLkBN9nfc+GjA2kZqSy8eBGjrlSULoEduGCzheQGJ5IUngSnQM7Y4x+MD0T5eec4MCuo6TvOkL6rqMc+imX0hJnRFbbDv5ED2hPh+g2RES3oU2Yb4XnceuPLf85rU/Q6CvgPGNMFE5waDJwTaVl3gemAp8DE4CPbC3j3qy11hizFGdo2kfASCrWSBKRM1z60QK+3O0EidbvyWLXIecN0tfLk/OCPbjj0j6MjAknLNCnmVsqIiIiIvLL5Rfl8+2hb92Fqzcd2sTxkuMA9AjuwdjuY0kMT2RA+wGE+4c3c2ulOtZajmTkk77zZJDo6MECADxbedA+MpCEi7s6QaLubWgd0DKGnv0SdQaNrLXFxpg5wP8BnsA/rbXfG2MeBlKtte8D/wD+ZYzZCWTjBJYAMMakAUGAtzHm18Bo153X7nat81fgEDC9MQ9MRBqPtZafsvNPBonSstib7VxcA1u3IjkyhIlJXRgYFULfTm34dN1aUgZ2beZWi4iIiIicuqPHj7Lx4EZ30eotWVsotsV4GA96h/Tm6l5Xu4NEbVu3be7mSjVKiko5+GMO6buOkr7LGW5WeKwIgNYBXnSIbkOfYR3pEB1M+66BeHo1/pDBs129ahpZa5cDyytNe6Dc/wuBiTWsG1nD9B+BEfVtqIg0HWstOw/m8cWebNa7MokycpxfUUL8vRkYGcL0IVGc3z2E3hFBeKo2kYiIiIic5TILMvk642t3kGjH4R1YLK08WtG3XV+mxU0jMTyRhLAEArxVbPpMVJBXNtTMCRBl/JhDabEzCCo43I/Ifu1c9YjaEBzupyGD9dBchbBF5AxSUmrZmp7D+j3ZfLkni6/SDpN97AQA4UE+nB8VysCoEM6PCqFH+wBdXEVERETkrPdz3s/uANGGjA2k5aQB4NvKl/iweGYnzCYpPIm+7frSulXr5m2sVGGt5ejBAlcW0REO7DrK4QP5AHh4Gtp3CyT+wi7uoWZ+Qd7N3OKzk4JGIuegopLS/5+9+46T467vP/6a7X2v96p26lYvlmVL7ja4YhtMM53QCSQhjfBLCAkkEEroAUKHJEBooReBDe69SlbXna7qypa77fP7Y/bmbnU6Wbalu5Pu/Xw89rG3852dmxnJ8u37Pt/Pl0e7Rrh7v1VFdN/BIeJpa0WAlooAFy+tsUOilgol8CIiIiJydjNNk4OxgyUhUXeyG4CwO8y62nXcuPhG1teuZ1nlMtwO9bKZa/K5Av2H43YVUfe+Ycbi1lQzb8BF3cIoHVvqrKlmrWFcHucsn/G5QaGRyDyQyuZ56MiwXUn0wKFhxrJ5ABbVhLhmTQOb2yvY2FZBQ5l/ls9WREREROT5yRfy7B3ey32999kh0WBqEIAKXwXra9dz24rb2FC7gUVli3A6FDDMNalklp79k6aaHYyRzxYAiFT7aVlRWZxqVkZ5XQBDLTPOCIVGIuegRDrHA4eG7JDo4SMjZPIFDAOW1UV48cZmKyRqr6AqpNXNREREROTsli1kefLYk3ZA9EDfA8QzcQDqg/Wc33A+62vXs752PW2RNlXSzzGmaRIbSNFTXNGse98Ig0et1ZkdDoOq5hArL2y0ppotjBKM6jPMTFFoJHIOGBnNcu/BQe45OMjd+4/x2NEY+YKJ02GwqjHKq7e1sam9gg2tFUQDKrUVERERkbNbKpfi0YFH7UqiR/ofYSxnre7bFmnj8tbL7ZCoIdQwy2crx8vnCxzrTNC915pm1r1vhNERq6eqx+ekbmGUxRtqrKlmbRHcXlWCzRaFRiJnof542gqJDgxy1/5j7O6NY5rgcTlY01zGm3csZFN7Betaygl69Z+5iIiIiJzdEpkED/U/ZFcSPTrwKLlCDgODJeVLuGHRDayvXc+62nVU+atm+3TlOJmxnD3VrHvfML0HYuQy1lSzcIWPpo7yYhVRGRUNQRyaajZn6NOkyFng6PBYcaqZNd1sf79Vqul3O1nfWs4LVtWzqb2C85rL8LmVwouIiIjI2W0oNcQDfQ/YIdFTg09RMAs4DScrKlfwimWvYH3tetbUrCHqjc726cpx4oMpq4Job3GqWVcC0wTDgKrmMMu2Ndj9iELlmmo2lyk0EpljTNPk0LHRkpCoc8gqtQ37XGxsq+DFG5rZ1F7BysYobqdjls9YREREROT56U32lvQj2ju8FwCPw8Pq6tW8ftXrWV+7nvOqzyPgDszy2cpkhYJpTTXbN2L3JEoMpQFwe53ULYiw4AXt1C+MUtseweNTDHE20Z+WyCwrFEz29ie4+4A13eyeA8fojVn/yFYEPWxqq+C1F7Szqb2CpXURnCrVFBEREZGzmGmadMY7S1Y260x0AhBwBVhbu5YXLHgB62rWsbJqJR6nZ5bPWCbLpHL0HozRvdcKiXoOxMimrJWZg2Ve6hdF7SqiysYgDv2S+6ym0EhkhuULJk92x4oh0THuOTDI0GgWgNqIl83tlWxeUMHm9goWVoe0soOIiIiInNUKZoH9w/vtgOj+3vvpG+sDIOqNsr5mPbcuvZX1devpKO/A5dDH1LkkMZSme98wPcVVzQY6E5gFEwyobAjRsbnOXtUsXOHT55dzjP5rFDnDMrkCj3aN2FVE9x0cIp7OAdBSEeCSZbVsbq9gc3slzRV+/SMrIiIiImc10zTZM7SHu7vv5ud9P+e9//VehtPDAFT7q9lQu8Fe2WxB2QIchipR5gqzYDLYnaR773CxafUI8WMpAFweB7XtEdZf2WpNNVsQxetXpHCu05+wyGmWyuZ58PCwFRIdPMYDh4YZy1rlmotqQlyzpoHN7RVsaq+gPuqf5bMVEREREXn+epI93NV9F3cevZO7uu9iMDUIQJWriotaL2J97Xo21G6gKdykX5LOIdlMnr4DMXtVs579MTJj1i+4AxEP9YuinHdxM3ULo1Q1h3Bqqtm8o9BI5HlKpHPcf2jInmr28JERMvkChgHL6iK8eGMzm9sr2NheQVVIKwOIiIiIyNkvkUlwb8+9VlDUfScHRg4AUOGrYEv9FrbUb2Frw1aeuvcpdlywY3ZPVmzJkbQ9zax73wgDh+MUCiYAFQ1BFm2ooWFhlLqFZUSqNNVMFBqJPGsjo1nuOTjRj+ixozHyBROnw2BVY5RXb2tj84IK1rdWEPW7Z/t0RURERESet2why2MDj9mVRI/0P0LezONz+lhfu54XLX4RW+q3sLh8ccl0s6d4ahbPen4zCyZDPaN075uYahbrt1Zldrod1LZFWHN5i9WPaEEUX1CfXWQqhUYiz6A/nrb7Ed19YJDdvXFMEzwuB2uay3jzjoVsaq9gXUs5Qa/+kxIRERGRs59pmhyIHbBCoqN3cW/vvSSzSQwMVlSu4NUrX83W+q2cV3MeXqeq6eeCXDZPst/k/p8dtKqJ9o+QTlpTzfxhN3ULoqy8sJH6hVGqW8I4XZpqJs9Mn3BFjtM1PGZXEd19YJD9/UkAAh4n61vLecGqeja1V3Becxk+t3OWz1ZERERE5PQYGBvg7u677Wqi3tFeAJpCTVzVfhVb67eyuX4zUW90ls9UAPK5An0HY3TuHqJr9xA9+2PkcyYH2U95XYAFa6qpXxilfmEZ0RotuCPPjUIjmddM0+TgsVG7iuieA4N0Dlklm2Gfi01tFbx4QzOb2itY2RjFrcZvIiIiInKOGMuNcX/v/dx11OpLtGdoDwART4TN9ZvZ2rCVLfVbaA43z/KZCkChYDJwJE7nU0N07Rni6N4Rcuk8GFDVFGLljkYG051cdt02/CHPbJ+unCMUGsm8UiiY7O1PcPf+iZCoL54GoDLoYVN7Ba+9oJ1N7RUsrYvgdCiNFxEREZFzQ76Q58nBJ7nz6J3c2X0nD/U9RLaQxe1ws7ZmLe9Y9w621m9lacVSnA5V1M820zQZPJq0K4m69gzbK5uV1wdZtrWexo4yGheX4wtZ/Yh27epSYCSnlUIjOaelsnl298T5+cEs3/zqfdx7cJCh0SwAdREfWxdWsqm9gs3tFSysDqlkU0RERETOKUfiR+zpZnd3300sEwOgo7yDly59KVsbtrKudh1+l3+Wz1RM02Skb2xSSDTEWNz67BKp8rFoXTWNS8tpXFJOMKo+UjIzFBrJOSFfMDl0LMnunjhP9cTZ3RNnT2+cg8eSFFeQpLUyzqXLaoshUSXNFZrXKyIiIiLnlpH0iNWXqPtO7jx6J12JLgBqA7Vc3HIxW+q3sLl+M1X+qlk+UwGID6bs6WZdu4dIDFmzIIJRDy3LK2nsKKexo4xIpUI9mR0KjeSsYpomffE0T/XE2TMeEPXGeLo3QTpXAMAwoK0ySEdtmBee18DSujCprie58cqds3z2IiIiIiKnVyaf4cG+B7mr+y7uPHonTxx7AhOToDvIxrqNvHL5K9nasJW2SJt+YToHjMYydO0eorP4iPVb/VR9ITdNHeU0dpTT1FGuxtUyZyg0kjkrnsqyp3eicmh3T5zdvXGGi9PLAKrDXpbWhXnFllY66sJ01IVZXBPG7ymdg73r2O6ZPn0RERERkdOuYBZ4euhpe8rZ/b33k8qncBkuVlev5k3nvYmtDVtZWbUSl0Mf92ZbKpnl6J5hOyQa6rZWZvb4nDQsKWf1jiaalpZTUR/EUD9VmYP0r4jMukyuwL7+xJSAqGt4zN4n5HWxpDbEVSvr6KgN01EXoaMuTEVQTd5ERERE5NzWk+yxm1ff3X03g6lBABZEF/CiJS9iS/0WNtZtJOgOzvKZSiaVo3vviN2XqP9IHExweRw0LCpj6ZY6GjvKqW4O4dDKzHIWUGgkM6ZQMOkaHisGQzF29ybY3RNjf3+SXLHxkMthsLA6xPrWcl66uaUYEIVpKld5poiIiIjMD4lMgnt67rGnnB2MHQSg0lfJ1oatbK3fyub6zdQF62b3RIVcJk/P/omQqPdgHLNg4nAZ1LVH2fTCdho7yqlti+B0KSSSs49CIzkjjiXS7O6dqBp6qifO071xkpm8vU9TuZ+O2jCXLquloy7M0roI7VVBPPrHVERERETmkWwhy6P9j3Jn953cdfQuHh14lLyZx+/ys752PTctuYmtDVtZXLZYv0idZfl8gb4DMSsk2jNEz74Y+VwBw2FQ0xpm3eUtNC4tp35BFNdxLTNEzkYKjeR5Gcvk2dM70W9oPCAaSKTtfcoDbjrqwty8oZklxcqhJbUhwj73LJ65iIiIiMjsME2TAyMH7BXO7u25l9HcKA7DwYrKFbxm5WvY2rCV86rPw+NUO4bZVCiYDByJ25VER/eOkEvnwYCqphCrdjTS2FFOw6IyPH59vJZzj/5WyynJ5QscPDZarByKWauX9cY5NDiKWVzS3utysKQ2zI6OapYWm1J31IapDnv1GxERERERmdcGxgbs6WZ3dd9F32gfAM3hZl644IVsbdjKxrqNRL3RWT7T+c00TQaPJidCoqeHSY/mACivC7BsSx2NS8tpXFyOL6Rfgsu5T6GRlDBNk55Yyl7SfrxyaG9/gkxxSXuHAW1VQZY3RLh+bWMxIIrQUhHAqY7/IiIiIiKMZke5v/d+KyjqvpOnh54GoMxbxub6zWyp38KW+i00hZtm+UznN9M0Gekbo2vPkB0UjcWt1ZojVT4Wrq22QqIl5QSj3lk+W5GZp9BoHhsZm7ykfYw9PQme6okRS+XsfWojXjrqIlywuMpuSr2oJoTPrfm5IiIiIiLj8oU8Txx7wupL1H0XD/U9RLaQxePwsLZ2Le9c9062NGxhWcUyHIZ6eM6m+GCKrt0TIVFiyGqtEYx6aF5eQVOHFRJFqvyzfKYis0+h0TyQzuXZ25co6Tu0uydO90jK3ifsddFRF+aF5zVYlUPFgKgsoDnUIiIiIiLHM02Tznin3Zfo7p67iWfiACytWMrLl72cLQ1bWFezDp/LN8tnO7+NxjJ2SNS5e4hY/xgAvpCbxiXlrL+qnKaOcqI1WrFZ5HgKjc4hhYLJkaHRYuXQREB0YCBJvrikvdtpLWm/ub2CjroIHXUhOuoiNER9+gdSREREROQkhlPD3N1zt92XqCvRBUBdsI5LWy5la8NWNtdvpsJXMctnOr+lklmO7hmmc49VSTR4NAmAx+ekYUk5q3c00dhRTmVDEEPtNUROSqHRWao/np4UDMXY3RNnT2+CsezEkvbNFX46aiNcuaLOakpdF6a9KojbqXJYEREREZFnks6nebDvQe46avUlevLYk5iYhNwhNtVt4rYVt7G1fiutkVb9AnYWZVI5uveO2NPN+o/EwQSXx0H9ojI6NtfR2FFOdXMIhz4LiTwrCo3muGQ6Zy9pP75i2e6eOMeSGXufyqCHjrowL97YbK9atqQ2TNCrP14RERERkVNVMAvsGdpjVxI90PsAqXwKl+FidfVq3rzmzWxt2MqKyhW4HPpZe7bkMnl69o+HRMP0HYxRKJg4XAZ17VE2vbCdxo5yatsiOF0KiUSeD/1LN0dk8wUODCTtfkNP9cTZ3RvjyOCYvY/f7WRJbYhLltVYU8uKfYeqw+riLyIiIiLyXPQke7jz6ERfosHUIACLyhZx05Kb2NqwlfW16wm6g7N8pvNXPl+g72Ccrt2DdO4eomdfjHyugOEwqGkNs+byFpo6yqlbGMXt0YI9IqeTQqMZZpomx8YK/OapXntZ+6d64uzvT5LJW0vaOx0G7VVBVjeWcfP6ZjrqwiytC9NcHsChObciIiIiIs9ZPBPn3p577Wqig7GDAFT5q9jWsI0tDVvYUr+FmkDN7J7oPFYomAwcidvTzY7uHSGXttpwVDWHWLmjkaaOchoWleHx6yOtyJmk/8Jm2Pcf6uLdvxuD390HQH3UR0ddmIs6qu3KoYXVWtJeREREROT5Mk2TnmQPjw48ymMDj7GrZxeHv32YvJnH7/KzoXYDt3Tcwpb6LSwqW6S+RLPENE0GjyYnQqKnh0mP5gAorwuwbEsdjUvLaVxcji/knuWzFZlfFBrNsI1tFbxyuYdrLlzPkpow0YD+0RMREREROR1G0iM8PvC4HRI9OvAox1LHAHA73DS6GnntqteytX4r51Wfh9upn8Vng2majPSP0bV7yA6KxuJZACJVPhasraapo5zGjnKCUbXiEJlNCo1mWFN5gItb3Gxs0zKcIiIiIiLPVSqX4qnBp+xw6LGBxzgcPwyAgUF7tJ1tjdtYVbWKVVWrWFK+hD/c/gd2rN0xq+c9X8UHUyUhUWIoDUAw6qF5eYUVEi0pJ1Lln+UzFZHJFBqJiIiIiMicli/kOTByoKSC6Omhp8mZ1hSm2kAtq6pWcePiG1lVtYrllcsJeUKzfNbzl2maJIbS9Owb4ei9Bb7+6zsZ6bcW+PGF3DQuKWf9lWU0dpRTVhvQtECROUyhkYiIiIiIzBnH9yF67NhjPD7wOKO5UQDC7jArqlbw6pWvZmXVSlZWrVTT6lmWy+bpP5ygZ/8IvftH6Nk/QnIkA4DDDS3Lgqza0URjRzmVDUEMLe4jctZQaCQiIiIiIrPmmfoQLa1YynWLrmNV1SpWVq2kNdKKw3DM8lnPX3YVUTEc6tkfY+BInELeBCBc6aNhSTl1CyLULYjy+L772Xnx6lk+axF5rhQaiYiIiIjIjJjch+ixY4/x2MBjHIodAk7ch2hx+WI8Ts8sn/X8lsvm6T8Up+dAbEoVkcvtoLo1zHmXNFO3IEpte2RK4+onDqiqSORsptBIREREREROu2fqQ1QTqGFV1SquX3S93Yco7AnP8lnPb89URRSpGq8iilK3IEJlUwinU1VfIucyhUYiIiIiIvK8mKZJ72gvjw48aodEk/sQhdwhVlat5FUrX2X1IapcSW2wdpbPWuwqov0xeg5YQdHos6giEpmXTBP2/Aye+CGU3TLbZ3PGKTQSEREREZFn5fg+RI8de4yBsQFAfYjmKtM0iQ+m6N0fs6qIDkytImpUFZHI9AoFePKH8PsPQ++jUNaC13/xbJ/VGafQSEREREREppXOp+0+ROMh0XgfIoD2aDvnN5zPyqqVrKpaxZLyJepDNAfkMnn6DsetkOgEVUQ1bRHWXNpMbXuUugVRAhH9mYmcnAm/eT9gwPWfhVU3kb79D7N9UmecQiMREREREQFK+xA9fsyqJNozuOeEfYhWVq1kReUK9SGaA0zTJH4sRe+BmN2PaKAzUVJF1NRRbk8zUxWRyCnIZeCRb8MDX4VX/gA8QXjF/0KkERzO2T67GaPQSERERERkHjqVPkQrqlaoD9EcNF5F1LN/xJ5uNhorVhF5HNS0qopI5DnLjsGDX4c7PgaxTmhYC/EeqFwIZS2zfXYzTqGRiIiIiMg8MJIe4fFjj5dMMxvvQ+RyuFhavpRrF17LqmqrD1FbpE19iOaA8Soia4qZtez9wJEEhUKxiqjaT9PS8V5EUSoag6oiEnmu4r3wue2Q6IXmzXDNx2HRJWAYs31ms0ahkYiIiIjIOUZ9iM5euUyevkNxeg6cpIroshbqFkSobVcVkcjzlopB5z2w6FII18Kqm2HJFdC2fV6HReMUGomIiIiInMXyhTwHYwftcOj4PkTV/uqSPkTLK5cT8URm+awFTrGKaFk5dcVpZpWNQRyqIhI5PUYH4e7PWo9cGt71JAQq4IoPzPaZzSkKjUREREREzhLH9yF6fOBxHj/2OMlsEij2IapcwW0rbrOXu1cfornDriIqNqvuPRArqSKqbYuw5vIW6tpVRSRyxiSPwR8/Dvd+ETIJWHYNbP8zKzCSKRQaiYiIiIjMUafSh+iaBdeoD9EcZFcR7S9WER0orSKKVvtpXlZBbXtEVUQiM8E0relmY0Nw56dh+XWw/d1Qu3y2z2xOU2gkIiIiIjIHpPNpdg/utsOhxwYe42DsoD3eFmlja/1Wuw9RR0WH+hDNIdlMnv5DMXqKfYh6DsQYO1EV0YIode0R/GH92YnMiKGD1kpoqRG4+T+hahG86wkI1cz2mZ0VFBqJiIiIiMywWCZGZ7yTuxJ3ccddd1h9iIb2kCuU9iG6duG1rKxayYqqFepDNIccX0XUs3+EY52lVUQtyyqsZtULolQ2qIpIZMYN7IXbPwKP/Bc4nLD2FVAogMOhwOhZUGgkIiIiInKa5Qo5epI9dCY66YwXH4lOjsSP0BnvJJaJ2fsGY0FWVq7ktuXqQzRXnbSKyOukti3M2mIVUa2qiERm32Pfhe++Dpxe2PQG2PZ2iDTM9lmdlRQaiYiIiIg8B/FMnM54MQg6LhzqTnTbq5eB1X+oMdRIU6iJVVWraAo10RRuYmDPALdceov6EM0hpmkSG7CqiHqLAdFAZwJzvIqoxk/L8go7IFIVkcgccfRBKOShaQO074Bt74Qtb1JV0fOk0EhERERE5ARyhRy9o70nrBTqTHQykh4p2b/MW0ZTqIkVlSu4su1KmsJNdjhUG6jF6XBO+R67DuxSYDTLspk8fQdj9B6I2auajcWzwEQV0brxKqIFEfwhVRGJzCmH74bf/yvs/SUs2AGv/AEEK+HS9832mZ0TFBqJiIiIyLyVyCRKw6BiINQZ7+Ro4mhptZDhoiHUQFPYCoaawlYg1BxupjHUSNgTnsUrkVNhmiYj/WMnryJaUWk1q14QoaIhhMNhzPJZi8gJHb4LfvOPcPB2CFTCJX8HG18/22d1zlFoJCIiIiLnrHwhP1EtVAyDJlcLDaeHS/aPeqM0hZpYVrmMy9sutyuFxquFXA79+Hw2GUtk6DsYp+9QjL6DMY7sMXniv+4EwO11UtMWYd0Vk3oRqYpIZG4zTTALVmPrnkdhYA9c/gHY8GrwBGf77M5J+r+eiIiIiJzVEpkEXYmukjBo/Lkr0WWvSAZWtVB9qJ6mUBOXtV5mTyFrDjfTGG7UCmVnsUwqR//h+ERIdChGbCBlDRpQXhsgVA9rzu9QFZHI2aZQgN0/saahrXslbHwtrLvNWhHN7ZvtszunKTQSERERkTktX8jTN9p3wkqhzngnQ+mhkv0jnghN4SaWVizl0pZL7UqhplATdcE6VQudA/LZAgNdCfoOxooBUZyh7iSmNcuMcIWPmrYwKy5spLY1QnVLGI/fxa5du1h5YePsnryInLpCHp74Pvz+I9D3OJS3Q7DKGnOpMnAm6P+YIiIiIjLrktnk1IbTiU664l10JbrIFrL2vk7DSX2wnqZwE5e0XmJXCjWFm2gMNRL1RmfxSuR0KxRMhnqSJdPMBroSFHJWQuQPu6lpi7BwXQ01rWFqWiMEIvowKXJO+O7r4PHvQVUH3PgfsOJGcCrGmEm62yIiIiJyxhXMAn2jfSVVQkfiR+iKd9GZ6GQwNViyf9gdpincxJLyJVzccnHJSmT1wXpVC52jTNMkfixF70GreqjvYIz+w3Gy6TwAbp+TmtYw513cTE1rhJq2MOEKH4ahaWYi54RcGh76Jiy71loBbcNrYMX1sPQacGilydmg/9uKiIiIyGkxmh2ddiWyE1UL1QXraAo3sbN5p70K2Xg4pGqh+WE0lrGWuz8UsyuJUgnr74nDZVDdHGbp1npq2qwKovLaAIb6EImcezKj8MBX4Q8fh/hRKORg0+uhfftsn9m8p9BIRERERE7JeLVQyRSyScHQ8dVCIXeI5nAzi8sXs7Nlp10p1Bxqpi5Uh9vhnqUrkdmQHsvRf2iigqj3YIzEUBoAw4CKhiDtq6uoaYtQ0xqmsjGE06XKApFzmmnCH/8d/vgJSPZD6za4/lOwYOdsn5kUKTQSEREREVu6kGbP0J4plUJH4kc4mjhKppCx93UYDqu3UGiiWmg8FGoKNxHxRDRtaJ7KZfMMHEkUexDF6T0YY7h31B6PVPupXxgtBkRWo2q31zmLZywiMyqbslY9Mww4fBfUrYLtfwZt22b7zOQ4Co1ERERE5pF8IU//WH9JlVBXossOiY6ljsGRif2D7uBEtdB4MDTeWyhUr2ohoZAvMNg9ajep7j0YY7ArSaFgNaoORDzUtEXo2Fxr9SFqjeAL6e+NyLyUPAZ3fRru/QK8/jdQuRBu+pIVIMmcpNBIRERE5ByTyCTsCiG7WmialcgmVwtd1HwRmf4MF62+qKS3kKqFZJxpmoz0j9kVRH0HY/QfiZPLFADw+F3UtIZZc3kLtcVG1cEyr/4Oicx38R5rGtp9X4LsGCy/zqoyAgVGc5xCIxEREZGzTK6QoyfZUxIM2dVCiU6G08Ml+0c8EXslsmfqLbRr1y52tO+Y0euRuSs5nC6uZGZVEfUdipMezQHgdDuobg6z/IIGaloj1LZFiFb71ahaREplkvCpTZCOw6qb4YJ3Qc3S2T4rOUUKjURERETmGNM0iWViVi+hxJEpwVB3spu8mbf3dxkuGkINNIWbuKzyspIpZI2hRq1EJqcklczSfyheXMnMeiRHrB5WhsOgsjHIwnU11LSGqWmLUNEQxOlUo2oROYHBA/DkD2HbO8AThKs/Ao3rrOloclZRaCQiIiIyC7L5LEeTR0umkE3uLRTPxkv2r/BV0BRqYlXVKq5qv6okGKoJ1OBy6Mc6OXXZTJ6Bw3H6DllNqvsOxhjpH7PHy2oDNHaUWz2I2iJUNYdwe9SoWkSeQf9uuP3f4NH/AYfLmoZW3garb57tM5PnSD9diIiIiJwBpmkymBqcOoWs+Lon2YOJae/vcXhoDDfSGGrkvOrz7JXIxoOhoDs4i1cjZ7N8vsBgV3LSNLM4g91JzGKj6lC5l5rWCMu21RcbVYfxBtSoWkSehXgP/PQ98MQPwO2HLW+C898G4brZPjN5nhQaiYiIiDxHqVyKo4mjdCY67dXIJgdDY7mxkv2r/dU0hhpZX7u+JBBqCjVRHajGYWiqjzw/ZsFkuG/UWsXskNWoeqAzQT5rNar2Bl3UtkZoP6/KnmYWjHpn+axF5KyVGgFfFDwh6H4Itr8LtrwZglWzfWZymig0EhEREZlGwSwwMDYwsQJZvHQKWd9YX8n+fpefxlAjTaEmNtdtLgmGGkIN+F3+WboSOReZpkliKF1sUB2j92Cc/kMxMimr35XL46C6JczKixqLK5lFiFT5tJKZiDx/h/4Iv/9XGD4Mb7kHvCF42wPg0DTWc41CIxEREZnXRrOj004h60p0kc6n7X0NDGoCNTSFm9jasHXKFLJKX6U+kMsZM5bIWMvcFxtV9x6KMxazGlU7nAaVjSEWb6qjpjVMbVuE8vogDq1kJiKni2nC/l3w+w/DoTsgWA1b3wqFnBUWKTA6Jyk0EhERkXNavpCnb7TPDoKOxI+UBEODqcGS/YPuIE2hJtqj7Wxv3F4SDDWEGvA4PbN0JTKfZFI5+g/HJ0KiQzFiAylr0IDy2gAtyyvspe4rm4K43PrAJiJn0N5fwTdugnA9XPlBWHcbeAKzfVZyhik0EhERkbNePBM/8RSy4opkuULO3tdpOKkL1tEUamJn884pvYWi3qiqhWRG5bMFBroS9jSzvkNxhrqTmMU+6eEKHzVtYVZsb6S2LUJ1SxiPXz/Gi8gZVijAUz+CzCisuRUWXgzXfxZW3ggu9UKbL/R/GxEREZnzsoUsPcmeaYOhkfRIyf4RT4SmcBMd5R1c0nJJSTBUF6zD7dDKUDI7CvkCQz2jdji0/9ECT37ndxRyVkLkD7upaY2wcG01NW0RalojBCKqbhORGZTPwePfg9s/Av1PQfNmOO8l1vSzNbfO9tnJDFNoJCIiInNCJp+hM97JodghDscP2897+/cy/PVh8mbe3tdluGgINdAUbmJF5YqSKWSN4UYinsgsXomIpVAwGe4Zpe+wFRD1H4oxcCRBrriSmdvnxB2B83Y2WwFRW5hwhRpVi8gs2vsr+Mmfw+B+qF4GL/oirLgB9O/SvHVKoZFhGFcCHwecwBdM0/zgceNe4KvAeuAY8GLTNA8ahlEJfAfYCHzZNM23nuDYPwQWmKa58nldiYiIiMx52XyWzkQnh2MTodDh2GEOxw/TneymYBbsfSOeCK2RVto8baxbuI7mcDNN4SYaQ43UBmpxquGmzCFmwWSkf8yuIOo7FKP/SIJcuriSmddJdXOIFRc2Ut0SpqY1TFlNgN/9/necv2PRLJ+9iMxr2RTkUuAvA3cAvGF48deh4wXgcMz22ckse8bQyDAMJ/Ap4DKgE7jXMIwfmqb5xKTdXgsMmaa5yDCMlwAfAl4MpID3AiuLj+OPfSOQeN5XISIiInNGtpDlaOKoFQoVA6HxkOho8mhJMBR2h2mJtLC6ejXXLLyGlnALrZFWWsItlPnKANi1axc71u2YnYsROQHTNIkNjBXDIauCqP9w3F7q3ul2UN0cYtn59dS0hqlpiVBWF9BKZiIyt2SScP+X4Q+fgGXXwAs+DK3nwxt+p8oisZ1KpdEmYK9pmvsBDMP4NnAdMDk0ug74f8WvvwN80jAMwzTNJHCHYRhTfn1iGEYIeBfwBuC/n/MViIiIyIzLFXJ0J7pLppGNh0RHE0fJmRONp4PuIC3hFlZWreTqBVdPBEORFsq95ZqKI3OaaZrEB1P0FwOivmJAlB61/o47XAZVTWGWbKqjujVMTWuEivoADqd+Oy8ic1QqBvd+Ae78FIwOQNt2WH7dxLj+vyyTGOb4sgzT7WAYNwFXmqb5uuLrVwCbJ081MwzjseI+ncXX+4r7DBRfvwrYcNx7Pgr8HngQ+PF009MMw3gDVrBEbW3t+m9/+9vP8VLnjkQiQSgUmu3TmFd0z2eW7vfM0v2eWfPpfhfMAkP5Ifqz/fTl+ujP9tOf66c/28+x3DHyTPQY8hgealw1VLmrqHZVU+OuodpVTbW7mrAj/LyCofl0z+eC+Xy/TdMkNwZjgzA2aJIahLEhyKeLOxjgKwN/BfgqDPwV4I2Aw6m/32cL3e+Zp3s+s07lfi/e8xkaj/6MYxXrONR6C7Hoshk6u3PPufT3e+fOnfebprnh+O2z0gjbMIw1wELTNP/UMIy2k+1rmubngc8DbNiwwdyxY8cZP78zbdeuXZwL13E20T2fWbrfM0v3e2ada/e7YBboTfZyKH5oos9Q7DCH4ofojHeSLWTtfX1OH82RZlZXr6YlMjGNrDXSSpW/6oxVDJ1r93yum0/3OzmSLlYQxeg7bFUSjcUyABgOg4qGIM3rrf5D1a0RKhuDuNynt5fWfLrfc4Hu98zTPZ9ZJ7zfiX6485Ow4npoWAvntcPoe6hsXEflbJzkOWQ+/P0+ldCoC2ie9LqpuO1E+3QahuEColgNsaezFdhgGMbB4jnUGIaxyzTNHad43iIiInKKCmaBvtE+OwwaD4eOxI9wJH6EtF1GAV6nl+ZwM+2RdnY07SgJh2oCNZpKJmetsXimZHpZ36E4yWHr775hQHl9kNblFVS3RqhpDVPVFMLlUbN1ETmLxY7CH/8d7vtPq9F1sNoKjcpbrYfIKTiV0OheYLFhGO1Y4dBLgJcet88PgduAO4GbgN+YJ5n3ZprmZ4DPABQrjX6swEhEROS5M02T/rF+OwyaXDF0JHaEVD5l7+t2uGkON9MSaWFbwzY7GGqNtFITqMFhqBeLnN1SyaxVQXR4YiWzxGAxHDWgvDZA45IyalojVBcDIo9vVgrwRUTOjF++D+76NBTysPrFsP1dULV4ts9KzkLP+H9H0zRzhmG8Ffg54AS+ZJrm44Zh/ANwn2maPwS+CHzNMIy9wCBWsARAsZooAngMw7geuPy4lddERETkFJimybHUsZLl6ievUDaWG7P3dTlcNIWaaI20sqV+C63hVpojzbRGWqkL1Gm5ejlnpEezduVQ36E4/YdjxAYmQtJotZ/6BVGqd1oVRNXNYTx+BUQico4xTTi213oG8ARhzUvhgj+F8rZZPTU5u53S/zFN0/wJ8JPjtv3dpK9TwM3TvLftGY59EDhhE2wREZH5xjRNhtJDdjA0Hg6NB0PJbNLe12W4aAw30hJuYUPdhpJVyeqD9bgc+mAs55ZMKsfAkYmAqO9QjJG+ibA0XOmjpjXMiu2NVBcDIl/QPYtnLCJyhuSz0PMIHL4bjtxlPSd6qFz5N8BOuOgvZvsM5RyhnyZFRERmwXBqeErz6fFwKJ6N2/s5DAcNwQZaI62sqVlT0ny6PlSP26EPxHJuyqbzEwHR4Rj9h+IM9Y5C8ZfooXIvNa0Rlm6tp6Y1TE1LBF9I/z2IyDkqNQKd90KoDupWQt8T8B8XW2PRFmjfDs2biQ1Xz+55yjlHoZGIiMgZMpIeKWk+PR4KHYodIpaJ2fs5DAf1wXpawi1cveBqu79QS7iFxlAjbqc+CMu5LZfJM9CVmFjJ7FCcoe6kPcsiEPVQ0xph8cZaqlvC1LRGCEQ8s3vSIiJnUqEAj30HDt8FR+6G3scBEza+Dl7wEahdCTf9J7RsgUiD/bbsrl2zdspyblJoJCIi8jzEM3E7EJrcfPpw7DDD6WF7PwODumAdLZEWrmy7cmJVskgLTaEmPE59AJb5IZ8tcOxoomQls8GuJIWClRD5w25qWiMsWFtNTWuEmpYwwTLvLJ+1iMgZlM9B76PWFDOALX8CDgf86v9BKgZNG2DHX0LzZutrAIcTVt44a6cs84dCIxERkZMYbz7dGe/kaOIot4/czi/v+KUdFA2mBkv2rw3U0hpp5dLWSyeaTxefvU598JX5JZ8vMHg0WVJBdKwrQSFvBUTeoIua1ghrL6+0VzILlXsxDGOWz1xEZAbc9yV4/H+h834Y71nYtMkKjQBe83OrikiLV8gsUmgkIiLzmmmajKRH6Ep00ZmwgqGuRJf9OJo4SjqfLnlPTbqGlkgLO5p3lDSfbg4343f5Z+lKRGZXIV9gqGfUDof6D8cZOJIgnysA4PG7qGkNs+bSZqpbrJXMwpU+BUQicu4bPmJNMTt8F/Q8Cq/+iRUE9T0FY8Ow9mVWFVHLFog2TbyvrHnWTllknEIjERE558UzcY4mjtKZ6KQr3sXR5FG64l10Jbvoincxmhst2T/iidAYamRhdCHbG7fTGGqkKdxEQ7CBfQ/u44qLr5ilKxGZGwoFk+HeUfqLAVHfoTgDR+LkslZA5PY6qW4Js2pHo11BFK3yYzgUEInIOS6fA8OwQqHHvge/+FuIdVlj7qA1vWx0EELVcNWHrH1F5jCFRiIictYbzY5yNHGUo8mj9jSyydVCk5tOAwRcARrDjTQGG9lUt4mGYAON4UaaQk00hBoIe8LTfq9OR+eZvhyROcUsmIz0j5VUEPUfjpNN5wFweRxUt0wsc1/TGqasJqCASETmh3TcWtXs8N1w5C7ovA9e8k1YcBGEaicqiJo3W82rnZM+giswkrOAQiMREZnzMvnMCaeNjX99fF8hr9NLQ6iBxlAjq6tX0xhqpCHUQFOoicZQI1FvVFNiRE7ANE0yCZOn7+u1+hAVl7rPpKyAyOl2UNUUspe5r24NU14XxKGASETmi5HiL4+iTdaKZp+9AMwCGA6oWQHnvQSCVdY+bdush8hZTKGRiIjMumwhS2+ytyQUsoOheBd9Y30l+7scLuqD9TSGGtnZvJPGUONEMBRuotJXqVBI5CRM0yQ5nGGoO8lgd5LBowkGu0cZ7E6SGTN5msdxuAyqGkMs2VRnVxCV1wdxOh2zffoiIjPDNKH3MasX0eG7rL5EI0dg85vgqg9C1RK48C+geRM0bQRfZLbPWOS0U2gkIiJnXL6Qp3+svzQUik8EQ72jveTNvL2/w3BQF6ijIdTA1oat1lSy0MSj2l+NUyuJiDyjk4dDOXs/X9BNRUOQJRtrOTZ6lO2Xb6CiIYjTpYBIROaRdAK67rOel73Q2va1GyHZB+F6a4rZ1rfAgp3WmNMNO/9q9s5XZAYoNBIRkeft+GXpj68WOpo8Sq6QK3lPjb+GxnAja2vXWo2mi/2EGkON1AZrcTvcs3Q1Imef5xIOVTQEKa8PUlEfJBDx2Pvs2tVNdcv0fb1ERM4pe38Ne35u9SPqeQzMPFQssEIjw4Cbv2xNRStrUQ8imZcUGomIyDN6LsvSV/gqaAw1srxyOZe2XlpSKVQfqsfr9M7S1YicvU5nOCQiMq8U8tD3hDXNrPshuObfweGAJ74Pj34HGtfD9ndB8xZo3jjxPvUkknlOoZGIiACly9LbodApLkt/YeOFdj+hhmADDaEGAu7ALF2JyNlP4ZCIyGmy/3fwh49bK5yli6uphuog3g3RRrjsH+AF/2ZNNRORKRQaiYjME895WfqQtSz95BXInmlZehE5NQqHREROk1i3NcXs8N3W85UftJa6z6WsgGjli6BlK7RshrLWialm/vLZPW+ROU6hkYjIOWJ8WfrxaqHnsiz95IeWpRc5fRQOiYicRoUC5MbAE4Rj++BrN8DwIWvM5bemmo33UlxyhfUQkedEoZGIyFnANE1imRg9yR66k90lz0/1PMX7//v9J1yWfnyq2ORl6cerh7Qsvcjpp3BIROQMyCSh6/6JKqIj98L62+Dy90OkERrWwuY3Wv2I6ldrqpnIaaTQSERkDkjlUvSO9pYEQr1J6/X4trHcWMl7XA4XtYFa/Pi1LL3IDDNNk9GRDINHi+FQd5LBo0mGepKkRxUOiYg8L/FeiB+1wiDThE+shUSvNVa9DFbeAO0XWa/dPrjlK7N3riLnOIVGIiJnWL6Qp3+sn55kj/0oCYdGe6dMHQOo8ldRF6hjUdkitjVsoz5YT12wzn6u9FfiMBzs2rWLHRfsmPkLE5kHnm04tHiDwiERkWdtYC8c/P1EJdHQQahcDG+7z+o9dOnfQ6DSWtVMPYhEZpRCIxGR52F82tjxU8YmVwr1jfaRN/Ml7wu5Q9QF66gL1rGyamVJGFQXrKM2UIvHqQ+bIjNF4ZCIyAzJjMLRB6DrATj/bVYodPtH4OFvQrAamjfDxtdZTavHrbl19s5XZJ5TaCQichKpXMqqDhrtoTvRTc/o1GqhE00bqwtY4c+G2g12EDQ5GNLKYyKzQ+GQiMgs6HkUHvqWVUXU/fBEk+rl10J5G1z4Z9ajYsHEqmYiMicoNBKReev4aWPHVwv1JHsYSg9NeV+Vv4r6YD2LyhZxQeMF1AXqqA/V288VvgochmMWrkhExikcEhGZQek4HH0IRo7ASKf1PHwEdv61NT54AO79grWq2flvsxpWN2+CQIU1Xrlw1k5dRE5OoZGInJNM02QkPVJSITQ5DOpJ9px02lh9sJ6VVStLpoxp2pjI3KNwSERkBmRG4cDvrEBo+HAxGOqErW+GFTfAwB74ygsn9g/WQFkzZEet10uugL86Ai7v7Jy/iDxnCo1E5Kw0Pm1schB0fHPp46eNuR1uagO11IfqS6aNTQ6GNG1MZG5SOCQicgbls/D494uVQkcmQqHzboVtb7cqib71EmtfpweiTdbDUVzavnopvPIHEG2GSKO1otm4w7sUFomcxRQaicickyvkGBgbmHbK2HTTxqr91dQF61hcvpjtTdunrDamaWMic18uk2ekf4yRvjGG+0cZ6R3lwO4Ce394u8IhEZFnK58DZ/Ej3wNfg6EDxWqhYjC0+FJ44UfBcMIP3gz5jLU6WbQZytsh0mC9N1QDr/u1tT1YDY7jfp7yBGHBjhm9NBGZGQqNRGRGjU8bKwmDRnvoSfTYU8j6R/unTBsLu8PUheqoC9SxqmrVlObStYFa3E73LF2ViDwbU4KhvjFGis+JoXTJvv6wG8OHwiERkeMVCpCOgb/Mev3AV6HnsYmeQiNHoGEdvOJ71vjv/9UaizRaVUKtW6FxgzXmcMCb74JQLXhDU7+XYUDThhm5LBGZWxQaichpY5omY7kxerO93Hn0zpJpY5MrhVL5VMn73A63HQBtqttkTyGrC0xUCYU8J/gBRkTmrGcbDEWr/TR2lFNW4ydaHSBa4ydaE8Drd7Fr1y4u2tExS1ciIjJLsilI9lu9gQAe/AYc+sOk6WNdUNEOb7nbGn/429D9iLV/tAmaNkLDmonjvf434CubqDw6nppRi8gJKDQSkWmZpkkim2AoNcRgapCh1BBD6YmvS57TQwylhkjnix8Gj1pPBoa92tji8sVc2HThlD5CmjYmcnZ6rsFQtNpPWU0xGKr24w2oSlBE5hnThLEhK/ypX21te+S/4akfT0wdS/aBJ2w1kDYMOPB7qxl1tBnq18DSF0Llooljvvx7Vu+g6ZasD1ad8csSkXOPQiORecQ0TWKZWEn4Y4dB0wRD2UL2hMfyu/xU+Coo95ZT5a9icfli67WvnGMHj7Fzw057tTFNGxM5eykYEhF5DvJZiB21wp/G9VZj6Cd+CPd/eaJSaHxlsb88DL4oDO6H3iesKqG6lVY4FG22AibDgBs+O30gBKXNp0VEThOFRiJnsYJZIJaOMZgeZHBsotqnJAhKTwRDw6lhcmbuhMcKuoOUe8up8FVQG6hlacVSKnwVdhA0PlbuK6fcV47f5Z/2vHYN7GJDnea9i5wtFAyJiDxLqdhE+NO0EQIVsPfX8LsPWdvi3WAWrH3fdCfULodMEsYGoboDFl02sQKZs9ijbcdfWo/pnCwwEhE5QxQaicwh+UKe4fTwlGqfodQQx1LH7O3jwdBIemRKw+hxYXeYcp8V9DSFmlhdtdoOf8a3T372OrUUqsi57NkEQ76Qm7IaBUMiMk8VCpDoKa4ydtiqFKpoh8774EfvsKaPpUcm9n/Zd2DxZeBwWQFQ+0VWGDTeW2i8J9GaW62HiMhZRKGRyBmUK+QYTg+fOPw5QTA0nB7GxDzhsaLeqF3t0xppZU3NGvv18QFQubdcU8JE5qHnFAwtKSdao2BIROaRzGjpCmN1q6FxHRzbB1+7wZpWNnl6/gs/ZoVG3og1Xaz1/GKVUHH6WM1Sa78FF1kPEZFziEIjkWchm8/alT6Tw5/JjaDHXw+mBollYic8joFBmbfMnuq1sGyhFQD5K6ZMA6vwVRD1RnE79CFORJ5fMGSHQwqGRORsVShAJgHpuLXcfDpu9QOq7rB6/9z5SWvqWDpefIzAokth/asgnWDbHS+HXfHSY17451ZoFKiA5k2lgVBZM5S1WvtVL4GXfnvGL1lEZDYpNJJ5LZ1PT10FbJom0UOpIeLZ+AmP4zAclHnL7KqfjoqOE4Y/46+jnihOh3OGr1ZEzhYKhkTknJUcsFYNS8cmwh1vCBZebI3//l+tKWHp+MR400a48p+s8Q8vgtFjpcdc/RK48XNWz5/f/CPkUtaqY74IeMPW9DIAd4D+6vNpWLYJylomwqFwvTXuL4cXfWFm7oOIyFlCoZGclfKFPKl8irHcGGO5MVK5lP2cyqcYzY1aXxe3PzL0CL/+w6+nVAYls8kTHt9luOywp9xXzorKFScMf8p95VR4K4h4I1oyXkSelWcbDEWrFQyJyCzJZ2F82vuxfdb0rcmVPg4nbHiNNf67f7F6/9jjMatS51U/tsa/cRMcfbD0+M1bJkKjJ39sNZH2FgMfb9iqJBp3wbsAszgWsR5lLRPjf/Y0eELgOMHPZQ4HezreTMOFO07HXRERmRcUGslpVzALEyFOfiK4KQl3TrJ98rbxEOj4/aZbBn46LlxU5CrsJeKbwk1Tw5/iWLmvnIgngqEVKkTkeVIwJCKzKp+bCHaizVaQ0vsE9D0BqZGJYCeThKs+ZL3n9n+DJ75fOsXL7bOWhQf49T9Y45OF6ydCo1iXFfr4olaY441Y/YDGXfgX1vcbrwLyRqxpYePe+LuTX9P5bz35uC/yTHdFRESeBYVG84xpmnZgY4c2+bHS1+PhTfYE4c7JthdDnXQ+/cwnchy3w43P5cPv9ON3+/E5fdZrl58yX9kJt/td1utn2u53+bn7jrvZuXPnGbijIjLfPd9gKFptBUO+oIIhESk6Ud+e2hXgCULPY7B/18T2VLGa54Ufg2Al3P15uP0j1rbs6MQx33PQmn71yH/BHz42sd1wWuHNZe8HlwfcfgjVQuXiYpVPBHxlE/tvfzdsfO1EJZAvaj2Pu+bjJ7+2pVc/79sjIiIzR6HRHGKaJplCZkoFznhQMx7ulGw/ripncgh0/Pbx/Z8tp+G0gphiKGOHOy4/4UB4YrtzUmjj8p1w/8nbx9/jc/lwOc7sX0VVDYnI82EHQ/1jDDxp8tvOp6YPhoJuojUKhkTOavkc5DOQT1tTs3JpKxzxRawqmd4nimMZyGWs54Y1VmVNrBue/NHU969+sbXKVs+jcOeni+MZVvV2wr5/gqv+xTrGo9+B774Ojl9N9Q2/s8Y774Ff/I21zTupWieTsEKj8jZYcvnE1K3xKV5Or/WeLW+CtS+f2O4OWL2Axm15k/WYTv3q03abRURk7lNoNMPu7bmXT/R8gs/9+HNTQ598ioJZeFbHMzBKAp3JVTaVvsqTVuUEXAErxDmuKuf4sEdLt4vIfJDL5on1pxjuGy2tGuobJTGcLvn8NhLsJ1rjp2FJ2aSl6hUMiZwy07RDEzt0cbohWGWNdz8M2ZQVuoyPR+qhYa01ft9/WkHM5OCmcT10XGl9/X/vmnr8FddbYcnoIHzl2qmhzoV/ZoUlg/vhE2unnvPVH4ZNr7fGv3jp1PHrPwtrWmDoIPz0z0vHHC7r/GqWwtgwHLwdnB5wenBnc+BuxP5HpmaZtZqXd1IjZ290YorXebfCypum79uz5HLrMZ1wnfUQERE5BQqNZpiBgYlJ1BelzllXEtD4nD4C7kDJVKvppmyNj3kcHlXRiIicony2wMiAFQQN940Vp5WNMtw3alUMTQqGvEEXZTUBGpaUEa0OUFbjJ1oT4LE993PJ5dtn7yJETrd0ApJ91vN4FcnTv7TCj3ymGM5kwV8Gm99ojd/xURh4ujhWDGXK2+GqD1rj//Nq6N9dGuq0bIZbvmqNf3y1tULWZEtfCC/5hvX1V6+HscHS8fNuhRs+a3390/dYx55s0xut0MgwYO+vrRDK5S2GM27IFqutnW5rGXWn26q+cXqsaVlVi61xfwXs/Bs71MFVfG7ebI2Xt8HLvjvp+G5rPNpkjTeuhz/fV3r8yeFO+3b408fslw/s2sWOHTsmxmtXWI/puP3WQ0REZAYoNJphG+o28I66d5T+cCAiIqdNPlcgNlDsMTReNdQ3ykj/GInBFObkYCjgIloToH5hmR0KjVcOTVcx9ORBBfVyFsimrCAoMf7otXrcbHuHNf6rv4fH/9caG19JNFQHf7bb+vqez8PTvyg9ZlXHRGh05F6rGmg8UHF6rLBlXKimWD3kmQhWqpdNjG95izWdavJ4+aRmyTd90apGskMfDwQqJ8bf+ehEWOPyWpU8479Ec7rh3U9Of2+8Ybj1W9OP+8vgor84+fsXn6DSaJzLA66q6cdFRETOIgqNRETkrJPPF4gPTEwlG+kbZbhYNRQ/VhoMefwuymr81C2IEt1SZ69IVlYTwBfSVDI5i+SzVtNihwP6noLOe60wKNlvPSf64RXfs0KUX/4d3PO50vcbDiuscbqsUKdpAwRrrK9DtaVTlm74HBTypdU6DufE+K3fPPm5jq/ENZ0tf3Ly8fHl16cTrj35uIiIiJwWCo1ERGROGg+GRvrHSsOhvlHig2nMwkQy5PE5idYEqG2LsGRT3cRy9cWKIU3jlTmrkIfRYxPVQE0brIbLB++A+79SDIP6rKqh0WPwjoet6VF7fga/ep91DG/ECn6CNVaTZpcXVt4IdStLQ6FgtRUYwckbHUPpEugiIiIybyk0EhGRWVPIF4gPpqz+QuN9hvomKoYKk4Iht89JWU2AmtYIizeOh0JW1ZA/rGBI5phsCoYPTYQ+46HQebdazZD3/gq+/2arSmjyIhiv/im0ng/JAWuVrGANVC60toVqrJWuANa+AlbcUNx2gv42LVush4iIiMjzoNBIRETOqELBJH4sxUixr9DkPkPxgdJgyOV1Ulbjp6o5zKL1NcUl660+QwqGZFaZJqTjVt8cbxjGhuCR/ymGQpOmiF3wLlh+rdXv50vHrWDlcEPTRis0CjfAkiuKlUC1xWqgGqhdae274nrrMZ1gpfUQEREROYMUGomIyPNWKJgkBlOlzaeLS9bHBsYo5EuDoWi1n6qmEAvX1pRMJQtEtCKkzLDs2EQ/oEQvRButZd1TMfj+myZCoUQ/5Mbgkr+D7e+2AqSf/rnVYyhYPRH6jFf9VC+BF31xYmpYqAZ8ZRPNmmuXw7X/PmuXLSIiInIqFBqJiMgpMQsm8aHUcY2nra9HBsYo5CYFQx4H0eoAFQ1BFqypKlYL+YlWBwhE52gwlM9CdhQyo9YHf3+ZNcXoyN1WsJBNQnaMhq5HoacS6lZZwcGen1vNgh0uq5LE4YSaZRBpsPrL9D9V3O4q7ue0qku8Iet7ZhKT3uuyxufi/TkbHX0I4j3FSqDiFLGa5bDh1VAowL+0Q2q49D0bX2+FRm4/DO63AqHmLROhUNsF1n6RRmtZdX9F6XLq4/zlsOqmM32FIiIiImeUQiMREbGZBZPEcHpSf6GJ59hAinxuoveK0+0gWu2nvC5I2+oqe0WyaE2AYNlpDoYK+YlAJztqreQUbbTGnv6VtZR4dsway45BdYc19cc04QdvndheDH5YcQNsfYsV+vzbCmt7ITfx/S76S9j5V1ag8NVrS05lCUB7sxUaxbrhu6+der7XfBzWvwr6d8N/nGAVqBd90QoUDt8JX7lm6vit/wUdV8LTv4Tvvm5S4OSyHi/6gtUw+elfwW8/UBpIOVxw9YetPjj7fgsPfq00kHK64aL3WAHIoT/C3l+Xvtfhts7dG7JCl97HS9/rcMHiK6yGysf2WYHM+HmNn0dNcWn10UHIpScdv/h+t+9Z/xWgkLf6/GRHoaK4NPt9/wkDe0r7BtWtspZrB/j2SyHWNXEMXxRW3Wx97XDAxteBJ1CsBCo2io42W+NON7z5zunPx+GEoJZVFxERkXObQiMRkXnGLJgkR9JTQqGR/jFG+sfIZycFQy6HNX2sNkDrqiqrWqhYNRSMejEcRjHQGQ9sRiDbA/1MBAf7d0Hs6ERwkxm1PmxvLIYtP/8bq6IjUwx0smPQsAau+6Q1/vE1MHSg9CKWXwe3fNX6+ruvnVotct6tVmhkGHDojmJQEbAentDEFCKXH9a81HrtDljPnoBVaQIQqIRX/WRi3BPgj3ffx/nri71qylvhLfdYgVM+a92LQhbKi6FGxQIrACrkrO2FvLVf04aJ8Ss/WHxvbuJRucgajzTA6hcX35uDfHHcGyn+Abmtc5x87MyoFZaBtdrW0YeKx81PHOf8t1njnffCHf9W2ogZrO/pDcGTP4LbPzz1L9Ffd1uh0T3/AXd/pnTMcMD7hqyvf/leePDrpePeKPzV4eKf3eus7zFeoeV0WxU8b/ydNf6jd8KhP3L+SA/sigEm1K6CN91hjT/0Deh9YmIKWPUSa8WwcTf+B7h8E1VCLm/puVzy3qnXJiIiIiI2hUYiIucg0zRJDmesMKgnxnD3iNWEuj9NbDBHblJRjdMJkXCGaChNy8Ik0UCcsuAo0aveRKjMi3HnJ6yKleEx6B+Fh0atio3X/8Y6wDdvsVaCmqxyMbztPuvrXR+Cw38sHW/cMBEaDR2EkSN2KEOwaqLaA6z9smOTgp2AteT4uNt+ZIUNbj+4gxP7jXvHw9PfKKcLrvrgScbd0LatZFPGu98KVMAKIao7pn+/v8yqGJpOtOnkS5/XroCr/2X68QUXWY/prLrp5FOktr3DehQKpaGVp3h9578N1r2ydKyQs4IYgE2vt8K5yYFUIT9x/PNeCo3rJwKtQs4K8MYtvhzC9RPHzWetJtP2/WmE6g4G3G00LFljBT9lrRPjr/q/qUHQZMf92YmIiIjIs6PQSETkbJHPWVNthg/D8CHyS28gOerA89QDPHH3/zGSDDM8FmUkXcFItoqcOfFh2kGWqLOXqOsozZ5uygLdRG/7FNG6EKE//g2O+78IOWAYiLmtsKPiT603p+NWFZDbb/Vp8QSsaTzj1rwM2i+cCHTcfghUTIzf8FmrkmU8FHL5rbBm3Eu+cfLrHq+KmU796lO4eXJSDgc4PICndLu/zHpMp3Kh9ZhO27aTBzerb7Ee07nwzwHYs2sXDTt2TB0/WWAkIiIiIs+bQiMRkbmikId4D+bQQca6O0lWbCWZDpB86h4SD+9idNRFslBGIl/JaKGCscLdxTeuAdbgMPJE/AnKokmaQl1E1++krKGcaPZJQmP7cHj94F4M7jVWsNNWYU0JuuRvYcdfTAQ+TnfpeV38t9ZjOitvPPl1lbeefFxEREREROYkhUYiIjPELBTIDHST7DxCsruHpHcByVyE5OFDJJ9+kGTKRzJfwWihjALVwN7iO33AFQR8WYJhCEc91FWGCFZXEqzws//wbrZfuoVwhReH8wSrOLGt+JjG5KogERERERGRIoVGIiKnQS6TJzmcJtnbT/LoUZJ9gyTNSpKZEMmBEZJHu0hmQ+TM8VWjIsAAMIDX7yDoaCFYXqA86iZY4SRYXU6wvo5gRZBgmYdAxDNNIAR92T1Eq/0zdakiIiIiIjJPKDQSETmJQr7AaCxDcjhDcjhFcmCYZO8AyWNxqzIo7SM5nCI9mj/unX5czjjBCpNg2EVNWYxgdJRgeYBgVTnBuhqCTS0EqiK4Pc5ZuTYREREREZGTUWgkIvOSaZqkklmrOmg4Q3IkbX19LGFVBg2nSCYdjI4CZul7DfIEHSMEwzHK2pfSuLiM4JEfECzzEayKEqytIdjQiKe+HcM3vhLU5pm+RBERERERkedFoZGInHMyqVwxDEqTHMlM+jpNcmjMesRzFPLGlPf6HSMEHccIOgepjvoI7nghwTIvwae+TDBYIFhbhb+uEaOiw1r6215Z6i9m9BpFRERERETONIVGInLWyGcLVvBzfBBkP1tTyLLpwpT3elxZgsYAQaOPBscgQd8QwbCD4LV/a4VCj36KgDGAs6IFylqgfC2UtUGw0jrA9r+Z2YsVERERERGZZQqNRGTWFQomY/HMiSuDJk0fSyWyU97rdDkIlnkI0k9VajetzqMEwkOEHMcIekYJvuVHBMq8eO7/NBzbWwyEzrOey1ohXGMdaMFfz/BVi4iIiIiIzG0KjUTkjDFNk/Ro7rhKoMlhkBUSjcYymIXSxkGGAQF/nmBVhHCln/rIUYJ9vyeQO0TIMUDQMUjQOYT3PQ9jBCvhwa/DoUNQ3gplW6xAqKwFIgHrYNvePkt3QURERERE5Oyk0EhETso0TbLpPJmxPJlUjsxYrvg86fVY6evuzgJHfvVHkiMZ8tmpU8W8AQehoEnQl6JicS2h6nqCY3sI7PkqodTTBB39+B0jOIwCvOYOqFsFu7vg8SSUr5+oEiprAX+5ddC1L7ceIiIiIiIiclooNBI5h+WzBdJ2yJMjk8pPCn2KQc804+mxHNnia9N8hm9kgMfrxON34fY5cZg5amtzBJuShBobCNQ3EMzsJ/THvyUw+iSuQtJ6Xxa44L+gYx0cGQBXAMqumQiEylsh2mLt23GV9RAREREREZEZodBIZA4qFMwTV/SkJgU9JwqBUvli2GOFPoXcM6U94HI7cPtdeP0uPD4r+ImGA3j8Tjw+Fx6/y3r2OfCYw3jMGJ78EJ78AJ5MH95Fm3AvuRBj+AB85VpI9IIrA8eK32D9R2DDWjiWgK5mKLtgIhAaD4cAmjdZDxEREREREZkTFBqJnEbjU7myxfCmpKJn8lSuE4Q942PpVJ5cOv+M38twGHj8Trx+F26fFfoEox7K6wITYc/k4GdSKOQp7u92mzhJgzcMhQI8/E0r9En0Wc/xXmh+AZz/Vhgbhg+tOP4sIPpeWHoR+CugbTuEqnm6d4zFmy4thkNt1q6VC+HmL5/mOy4iIiIiIiJnikIjkaJ8tlAyLSs9doLqnpNN8yp+/YxTuQC3b3LYY30drvBNhDrj1T1+56SvXSXjLrcDwzCmHtw0YWyoGPx0gssLLVussR+/Cwb3T4RCo8dg9S1w4+fB4YCf/AVkk+CNQqgGQrXg9lnv9UXhuk9b28bHApXgLP4z4i+DGz4DQNeuXSxesuN5/5mIiIiIiIjI7FFoJGcN0zTJZwvksoXjnvMn2J4nN2lb7+4Cv+/Zc+JpXsWv87mpDZuP53Q77PBmPPSJVgeeVdjj8ToxHCcIe07FSCeMdEFX70RFkCcIF7zTGv/KtXDoj1CYtDR923Z41Y+tr489DZlRq/qneZMV/DSsndj3rfdCoALc/qnf2zBg7cue23mLiIiIiIjIWUehkTxrhYIV3owHNicKa6YLd3LZAvlMgVyuQD6TLz4XX2cL5DIF8rkCuUy++FwoeX7ODIgf7CkJdQJRD2W1AauXz3Qhz3HTvJwux+m7kQD5HIwNWpU7APt+A10PTFQCJfrA4ZwIfX74dtj369ILa9owERot3GmFQJOrgaJNE7vf9qOTn0+08XRdmYiIiIiIiJzlFBqdxQr5UwhmJlfiHBfA5DITFTonDH7G9z2umqeQP4X5VyfhdDtwuR2Tnp24il+7PA58QZe9zelx4HJZ252u8fc4refiNpfHictV3HfSce393A5u/8Pv2bnzwtN0559ByfSwYvCz8kYr/Hnw6/Dod0qnhzlc8N5+q5Lnse9a+0yeHhZtnjj2hX8GW9584ulhABf86cxco4iIiIiIiJzzFBrNsJH+UY7tMXkwc/gE06qmTrM6WfWOWXge4Y3BlGBl8rPH58Tp9thhzonDmonQxn5d3O/4440/O13T9OE5w07b9xwdhIGni2HQpIbRl7wPgpVw56fhl39XOj0MYMEOCFVDOg6ZROn0sFANFPJW+HP5B+DqD594ehhA6/mn5zpEREREREREnoFCoxk20Jmg5wGTngf2AtYKWFMDlokgxxdw2eGNc3JFjR3aOO2w5vgg50THHf/a4TRmJbyZc/I5SPaDL2L1Bjq2Dx7/39IqoUQv3PRFa9rX7p/AD94y6QAGBKut6p9gJdSvhq1vKZ0eFqoFf7m1+5Y3WY/p+MvO5NWKiIiIiIiInDKFRjOsdWUlHdcbXLhjOy63A4fzNPfIORsVCoBpTd8yTUgNW9sKuYmHN2w1aM5nof+p4vZJ+5S1QFkzZJJw4PeT3puHfBb/aHEJ+/7d8NP3lE4Pw4RbvgbLr4XhQ/Cb95dOD6s/D5xe6/0LdsLLvjv99LC2C6yHiIiIiIiIyFlOodEMc7mduLzgcZtQyECuGG6YBSsUAUgeg/SIFXgU8tY4QN1K67nvSas6ZjwUKeTB5YGFF1vj+34L8e7S4MRXBqtvtsYf/AbEukpDmUgTbH6DNf7bf7bGzUmhTM1yq58OwPfeaAUu4+ddyEHrNrj0fdb4Fy6FseGJ723mYfn1cOU/WeMfbIFcZuLYmLD5T+CqD0EuBR9qm3rjtv8ZXPJe67ifPUEoc8n7YPu7rDDoWy+ZMlyx6HXAy63+Qen41OlhdausHdu2w9/0Tiwzf7xoo5pFi4iIiIiIyLyg0GgWLH768/C760s3Oj1WM2SAX/wNPPyt0nF/BbzngPX1bz8ATx63Cla0Bf70UevrP3wc9v+2dLxm+URodP9/Que91tcOl/Vo2jgRGh28Awb3Fcec1rM7MHGsdMyq6LHH/KU9eKqWQHZs0vudULt8YnzdKwFj4ns7nNC4YeI+XPHPpd/b4YTaYmDmi8CLvw6Gs3SfinZrPNIAb9g16djWPt0P7mExQOVCeP3k1ceO43RbDxEREREREZF5TqHRLDhWuZHGjnWTQhFXaVCx7jarcbLhnNjHNanyZcdfWZU5DtfEPpNDm+s/DfnMxLENZ+nxX/1TMBzFxwn6Gr36/05+Abd+6+Tj13/65OOX/+P0Yw4nbH3z9OMuLyy75uTjDWunbC44D5/8nERERERERESkhEKjWTBYuQ4u2jH9Dq1brcd0alec/BtEGk4+rkoaEREREREREXkG6sIsIiIiIiIiIiJTKDQSEREREREREZEpFBqJiIiIiIiIiMgUCo1ERERERERERGQKhUYiIiIiIiIiIjKFQiMREREREREREZlCoZGIiIiIiIiIiExxSqGRYRhXGoax2zCMvYZh/OUJxr2GYfxXcfxuwzDaitsrDcP4rWEYCcMwPjlp/4BhGP9nGMZThmE8bhjGB0/bFYmIiIiIiIiIyPP2jKGRYRhO4FPAVcBy4FbDMJYft9trgSHTNBcBHwU+VNyeAt4L/NkJDv1h0zSXAmuBbYZhXPXcLkFERERERERERE63U6k02gTsNU1zv2maGeDbwHXH7XMd8JXi198BLjEMwzBNM2ma5h1Y4ZHNNM1R0zR/W/w6AzwAND2P6xARERERERERkdPIME3z5DsYxk3AlaZpvq74+hXAZtM03zppn8eK+3QWX+8r7jNQfP0qYMPk90x6bxlWaHSpaZr7TzD+BuANALW1teu//e1vP4fLnFsSiQShUGi2T2Ne0T2fWbrfM0v3e2bpfs883fOZpfs9s3S/Z5bu98zTPZ9Zut8z61y63zt37rzfNM0Nx293zcbJjDMMwwV8C/jEiQIjANM0Pw98HmDDhg3mjh07Zu4Ez5Bdu3ZxLlzH2UT3fGbpfs8s3e+Zpfs983TPZ5bu98zS/Z5Zut8zT/d8Zul+z6z5cL9PZXpaF9A86XVTcdsJ9ykGQVHg2Ckc+/PA06ZpfuwU9hURERERERERkRlyKqHRvcBiwzDaDcPwAC8BfnjcPj8Ebit+fRPwG/MZ5r0ZhvGPWOHSO5/VGYuIiIiIiIiIyBn3jNPTTNPMGYbxVuDngBP4kmmajxuG8Q/AfaZp/hD4IvA1wzD2AoNYwRIAhmEcBCKAxzCM64HLgRjwN8BTwAOGYQB80jTNL5zGaxMRERERERERkefolHoamab5E+Anx237u0lfp4Cbp3lv2zSHNU7tFEVEREREREREZKadyvQ0ERERERERERGZZxQaiYiIiIiIiIjIFAqNRERERERERERkCoVGIiIiIiIiIiIyhUIjERERERERERGZQqGRiIiIiIiIiIhModBIRERERERERESmUGgkIiIiIiIiIiJTKDQSEREREREREZEpFBqJiIiIiIiIiMgUrtk+gfno2J4n+NXexymrrSdaV09ZbT1lNXW4fb7ZPjUREREREREREUCh0axIDw+ye/fjpBJxe5vL6+XtX/kOhmHw6G9/QXJwsBgo1VFW14A/FJ7FMxYRERERERGR+Uah0Sxo2HQBL/2LvyWVSDDc281wbzfpZBLDMADYf/+97L33zpL31C5YzMv/+aMAPPrbX4AJZcUqpVB5BYZDMw1FRERERERE5PRRaDSLfKEQdaHF1C1cXLL9uj/7G7LpFCN9vQz39jDccxSn222P3/uD7zDUfdR+7XJ76Nh2IVe+6Z0APPH73+CPRCmrrSNSXYPT5UZERERERERE5NlQaDRHub0+qppbqWpunTL2qo98hthAv1Wl1GNVKpXV1gNQKOT5xec+QT6XA8AwHISrqjnvsqvYdN1NmKbJ3vvuoqymjrLaevVREhEREREREZETUmh0FnI4nVavo9o6WL22ZMwwHLzuk1+yA6WR3m6Ge3sIRKIAjI4M88MPf8DePxAto6yugfUvuI4lm7eRzaQZOHSQaG0d/nDEnjInIiIiIiIiIvOLQqNzjGEYhMorCJVX0LR0xZRxXyjMy//5Y5OqlHoY7p2Y6nbs8CG++bfvBsAbCBKttSqSNlxzA/WLOsikxkgl4oQrqtRHSUREREREROQcptBonnG6XNQuWETtgkUnHC+rb+D6v3gvwz1WmDTc20P/of3k0mkADj3yID/8yD/hdLuJVtfazbjXv+B6ItU1ZNMpHE6n+iiJiIiIiIiInOUUGkkJXzDEwvWbpx2vaVvIpa97S8n0t8OPP8J5l18NwKO/+QW7vvIFwlVVxSl0DURr61hz+dV4/AHMQkEVSiIiIiIiIiJnAYVG8qxEa2o577KrSraZpml/Xb+4g8033lIMlHrYc88fScVjrL3ihQD8/ptf5onf/4ay2nrKauuI1tZTVlfPsgt2qH+SiIiIiIiIyByi0Eiet8lhT/2iDuoXdZSMp0dH7VXaGpYsJZ1MMNzTzZEnHuOJO3bhC4ZYvn0nAL/43Cfo3b/PCpSKU98qGptO2J9JRERERERERM4chUZyxnkDAfvrxZvOZ/Gm8+3XuUyG5PCQ/bqioYnE4DH6Dx9k7313U8jnqG5t55X/8u8A/OTfP0x6NGk36LZCpWZrJTkREREREREROW0UGsmscnk8RGtq7dcbrrmRDdfcCEChkCdx7BjpsdGJ/b1eBo4c4sgTj5FNjQGwYN1GbnjP+wD48cc+hMfvp6yuwZ7+Vl5XP4NXJCIiIiIiInJuUGgkc5bD4SRSXVOy7fI3vA2w+iiNjgwz3NuD02X9NTYLBeLHBhjqOcpYbMR+z3mXXY1r0XIK+Tw/+ugHiVRVE6muIVJVQ6S6hrK6hpJqKBERERERERFRaCRnKcMwCJaVEywrn9jmcHDr+/8VsPooDfdaq7uFq6rZ3dlNKhFnqLuLQ488SDadst93wa23sfn6m0kMHuMXn/sEkeoawsVAKVJVQ1VzC95AcMavUURERERERGQ2KTSSc5I3EKC2fSG17QsB2N3ZTSBaxqs+8mlM0ySViBPr7yM20EdFYzNgBU3J4WG69+4hlYjbx7r6re9m2fad9O7fy++/8SUrUJoUKtUuWKRKJRERERERETnnKDSSeccwDPzhCP5whNoFi+ztlU3NvOJDHwcgMzZKbKCf2EAfNa0LAKtpdzad5uDDD5AcGrTf9+L3fZCm5SvZd/893POD79jT36LVtUSqqmlcusJePU5ERERERETkbKHQSOQEPP4AVc2tVDW32tsaly7npf/4EQBy2SzxY/3E+vuobrNCJcMwcDqdHN3zFHvuuoNCPg/Aaz/xBcp8dTz8y5/y6G9+QaS6uqRSqX3tepwu98xfpIiIiIiIiMhJKDQSeQ5cbjfldQ2U1zXY2xas28iCdRuB4spvg4PEBvoIV1YB1pQ5XyjEwJHDHHjgPnLZDBgG7/z69wC4/VtfYf8D95Y06o7W1LJkywUzf4EiIiIiIiIy7yk0EjkDHA6nFf5UVdvblm67iKXbLgKs1d/GYiPEB4/ZVUbRmjqiNbXE+vvoeuoJ0qNJgmXldmj0f5/4V3r37y0GSla1UkVTM0s2b7OPaRjGDF+piIiIiIjI/GMWCrN9CjNCoZHILDAMg0C0jEC0zN62+pIrWH3JFfbr9GiS0diI/bp+cQeFfJ7YQB/77j/A6MgwtQsW26HRt977ZySGBu1eSpHqGmoXLGbRxi0A5HM5nC79Jy8iIiIiIgJQyOdJJROMxWOkEglSiTih8gpqFywin8vy2y//B6lEnLFEnFTxsfqSK9l8wy3kMpnZPv0ZoU+QInOUNxDEGwjar9dddS3rrrrWfp3NpEknk/brRRu3MnD4ILGBPo488RiJwWMs3LDZDo3+4y2vxjRNq1KpGCy1rFhN+9oNAGRSY3h8/hm6OhERERERkdNjPPyxVsE2qGhoBOCRX/2M+OAAY/GJ0Kd+cQfbbnk5AJ98zUvIpsZKjrVy5+Vc8Sdvx+F0sffeO/H4rTYjofIKqppaKK+3WpQ43W5M05zR65wNCo1EzlJujxe3x2u/3nTdTSXj+VyObDoFWFPX1lz+Akb6+4gN9NF3YC/77r2TfC5L+9oN5LJZ/v1Vt+ALBAkX+ylFqqtZtGErLStXUyjkSSUS+MMRTYETEREREZEzolDIk02l8QYCAHTtfpKRvh5S8RhjxUogfzjM+Te/DIDv/fP7OLrnKdKjE79Mb16xmlv+7p8AuO/H32O4pwdvKIQ/FMIXDJd8v223vAyH04kvFMYfCuMLhQkVe9IahsGffO5r056rw+mcF5+NFBqJnKOcLhdOVwiw/sHb8qKXlIybhQK5XNb6Op9n+623ERvoJz7Qx0hvN4cfe5hwZTUtK1cT6+/ni29/HS6vd9LKb9WsuOhSGpYsJZfJMBaPESwvx+Fwzvi1ioiIiIjI3JMcHiI20GdP/RqLx8lnM2y89kUA3Pmdb7H/wXutKqB4nNRokkhVDa//5BeL49/k0CMPWgczDHyBILULF9vHb1iyjLK6BnyhkB38hKtr7PGX//PHcHt9GA7HCc9v/QuuPzMXfg5RaCQyTxkOh12p5Pb5plQqmaZpN3fz+P3svO31xAb6iPX3Exvoo2ff0zSvWE3DkqV0793Nf//9X+FwughXVpJ3uok/dDebr7+ZmrYFJAaP0X/4IMGycoJl5fgjEYVLIiIiIiJznGmaZMZG7cBnvL/Pks3n43S5efqeP7L3njtLev6kEgn+5PNfw+Fwcud3vsnDv/xpyTGdbjcbrrnRqtIxwBcMUVZbXwx+IoTKK+x9L3ntm8A08YXCeIPBKZ8hjv/F+PE8/sDpuxnzlEIjETkhwzAwnNY/yoFIlHVXXzdln/E5vGV19Vz6ujcT6+8jNtBP54F99B/cbzeHO/L4I/zkkx+ZOLbDQSBaxov+6u+pbm2na/eTHHjwPoLl5cVgqYJgWTmRqmocToVLIiIiIiLPh2maZFNjdvBT3tCIx+en//BB9t17F6lkfFLfnwQveMefE6mq4d4ffpfbv/nlKcdr+syXCVdUMdzTTedTT+ALhfCHI0SqavCFI+RzORweJ6suuZL2tRvxh62pX75QGF8wZE/r2vqiW0963uV1DWfidsizoNBIRJ6z8X/swxVVnHfZ1fb2Xbt2sWPHDvt129oNvOTv/4Xk8CDJ4SGSw8MkhwfxR6IA9O7fyz3f/x9Ms3TZyjd8+suEK6t4+Jc/5ak//M6uVAqWW6HS0m0X4nS5yWUyOF2uactORURERETOdvlcjvRokszoKP5IBG8gSHJ4iEOPPEh6NEl6dJQjTz3Bz554iHVXX0tN2wIOPnQ/P/30R0klEhTyOftYL/5/H6Rp2Ur6Dx3gD//9ddw+vxX8hCL4QiEKuTwALSvP46JXvNYOfMb7/gQiZQBsvPZF9lSzE6ltX0ht+8Izel/kzFJoJCJnnD8UpnHp8mnH1111DWuuuJqxWIzk8BCjw0MkhocIRMsAcLicmKZJ38F9JIaGyKbGMAwHy7bvAGDXV/+DR3/zCwLRMjtYCldWc+nr3gxA74F95LMZgmXlBMrKSxqIi4iIiIicSaZpkk2nioHPGOnRJKHyCiLVNaRHkzz665+THhstGV+581IWrt/Msc7D/Pc//DWZ0VFy2Ykl3q9885+y4qJLGO7p5qef+jd7u8PlYixaTsf52wEIVlSyaMMWa+pXOGIHQxWNzQB0bL2AJVsuwOV2n/Dc6xYupm5SDyGZfxQaicic4HA47cDneKt2Xs6qnZfbrzOpMUZHRuw5zQvWbcIXCpMYGmR0eIj44DESg4P2/n/876+z/4F77dfeQJDaBQu5+b3WqgqP/OpnpJKJkiqmUHkF/nDkTF2uiIiIiJwlxhJxMsVKnszoKOmxJMFoOXWLlmCaJrd/6ysT48XwZ/Gmbax/wXWkR5N86jW3Tqmo33rTrZx/88vIptP87utfAqz+O55AAK8/QDpprQbmC4VZtGGLtT0QxOMP4A0EaOywfiFbs2Ahr/n45+2xO/7wh5KK/+qWNi57w1unvTan68Rhkcg4hUYictbx+Px4fH779YJ1G1mwbuO0+1/0itey5ooXkhwanx43hNvns8cf+92v6N7zVMl7GjqWc+s//AsA//eJfyWTGivpt1TV0krT0hUA5HNZ/Q9XREREZI4a7u1hLDZCemzUDnd84TCLN24F4Hdf/xIjfT2TQp9RmpettMOWL7399aSSiZJjLr/wYq5a9C4Mw+CRX/4Uh9NpBTfFcMdZrNxx+3xsuv5mvHbo48cbCFLR2ARAMFrGW//zv/D4/CdstRAsKz9p6OP2eNX3R84ohUYics6raGiioqFp2vGXvv/DZMZG7UApOTyE2+sr2Sc+0E/P3j2MxkbANFmydbsdGn32Da/AxCQYnahUWrB2A8u27wTg8GMP21PnfKGw3QtKRERERKYqFPJkU2m8AWvlq4HDBxnp77MCnzFr+pbT5WLDC28A4Pff/DLde56y+/pkxkYpr2vgpR+wFmL50Uf/mb4D+0q+R+PS5XZo1Lt/L8nhIbyBAL5giEh1rT19C6xfQGIYeAOBYqVPkGD5RHX8W//zv6a9FofDyQUvecW044bDgTcQfJZ3SGTmKDQSEaFYDuwPUF7fOGXsBW//c/vrQj7PaGzELjE2TZP1L7xhosn30BDde3cTrakFIJtK8T/v/xv7/Q6ni2BZORuuuZF1V11DNpXi3h99t6SKyZomV67qJRERETnrWEu0jzEWj9k/D/UWV9adPH0rm05x2eutCpo7v/MtnvrD7+wqn2w6hS8Y4i1f+rY9vufuP5R8n3BVtR0a5dJpMKxtVYEg3kCAaE2dve+FL3s1+WzWrgLy+gN4gyF7/Ja/+6eTXtPKnZc9/xsjcpZSaCQi8iw4nE5C5RX2a8Mw2HLji6ff3+Xilvf9c0mD79HhIcKVlQAkhge587vfBtMsed/OV72RdVddw3BPN7/8j09O9FuKlhEsr6Bp2UrClVWYhQLmce8VEREROZ3GEnGGe44yFo8xFouRSsQZi8fYeO2L8AaCPPrbX3D/j79f3B63V+kaD312//H33PvD79rHc3t9eAIBLn51DqfLhT8coaqlze7X4w0ES0Kd8295GRuvfdGkvj5+XJMWNrn41W886fm3rlpzGu+GyPyi0EhE5Axyulw0L1817Xh5XQPv/Pr/MhYbKZke17BkKQDZTJpsJs3RPU+SHBqyV8249t1/TbiyikOPPsSDn/8oT33ri/jDEfzhCL5QmPNveRnVLW0M9Ryl68nH8YUj1hKp4bC1Xyh8wnnzIiIicm4yCwXSo6OMJSaCn7qFiwlEy+jdv5eHf/XTkkBoLB7jRX/9D9S0LWDPnXfwqy98quR4hsPBsu07rYAnEKS8vhF/xPoZwx+O4AtHcLqsj5sbXngD5112td3k2eF0lhxrzRUvYM0VL5j23CubWk7/DRGRU6LQSERkljldLkIVlYQqKqeMVbe08dL3fxgYL/e2ei+NrzIXrqyi9rwNVFeUk4rHGUvEGOruopCzfsPX9eTj/PyzH59y3Fd86BPUtC3gqT/8jgd+8kMrTAqFrXApHGHNFS/AFwwRPzbAWDxW/CEwgsvjOYN3QkRERE6FWSiQSiZwut14fH7G4jH23Xe3FfYk4sXwJ8a6q6+jefkqDj/2MN/5wHsxC6UreN3wnvexYN1GkiND7LvvbusXS5EIFQ1N+MMRe+GR9jXrueEv34c/VPwFVTiMNxC0+zQu2byNJZu3TXu+gWjZGbsXInJmKTQSETlLGIZh/zZvXGVTC41bLixZWnWypdsuonnFKsbicVLjP0jG40SqawCsHzYDAZLDQxzrPMxYPE42NcbqS64A4JFf/ZS7vjfR3NHl9eIPRXj1v30Gt8/Hk3fsomv3k/gnh06hMG1r1mMYBrlsFqfLpebfIiIiJ1Eo5BnqtqZ/peITlT4Ni5fStHwliaFBfvRv/1z8/3iMdCKBaRa4+NVvZO2V15AcGrR/SeRwuuyKn8zYKABltfVsuu7mYlVy2K5OLi8uFLJg7Ube9PmvT3t+keoa+2cHEZlfFBqJiJzDXB4P0Zq6kmaQky3edD6LN51fsm086AFYtv1iqtsWlPwAm0okcHmtPgIDRw6x+4+/t5ahLfZWcnt9vP2r3wHgF5/9OLvvvB3feKl6KExZbR1XvvlPAdh7712MJWL4QxF76lwgEsUfjpyR+yEiInImFfJ5u6/PWHwEjz9ATdsCTNPk99/4T8ZiMcbiI4wlrF/mdJx/IdtueTn5bJYvv+tNU463+YZbaFq+ErfXi8vjprqlrST4aSyu5Fre0Mjr/v0L+MMR3D7/lF/WRKprTrqCl4jIdBQaiYhICZd7YtW2ioZGKhqmrig3bvutt7H91tsoFPKkk0m7Umnc4k3nE66qtqfOjYdP4x74yQ848sSjJcesam7ltg9bfRN+/LEPEevvK5k+V9XSyqqdlwPQs3cPjmIDTV84jHtSU0wREZHnI5/Lkcuk7QrfAw/dT3yg3/4lylg8Rnl9o70gxpf+9E8YOtpZcoyOrdt54Tvfg2EYPHn7b3E4XfYvSSKV1ZTV1gPWL1yufvuf2/2Axh/jv6TxBoLc/N7pV/hyutzT/oJIROT5UGgkIiLPm8PhtH/AnWzx5vNZvPn8ad4F17/n76Y03XROCq3CVdWkkglGR4bt6XMNS5baodGPPvZBYv199v4ur5eOrdu58k3vBOCXn/8khtNZMn2usqmF2vaFAKRHR/H4p/5GVkREzj3J4SHGjvVz5PFHiv/PiWM4DFZfciUAu776Bbp2P2FPEUuPJqlbuJiX/dNHAbj9W1+h/+B+oDhdOxzB4Zz4OLV8+04K+fykZtBRItXV9viffO5rJz2/ZdsuOt2XLCLyvCk0EhGRWePx+fH4/ERrak84ftHLXzNlW6GQt7++6q3vZnRkuGT63OQVVo7ueZLE0GDJ9LnzLruK2te9hUI+zydf82IcDge+ULg4hS7MiosuZdXFl5PLZnngJz+YWJUuHMYfipDPZE7zXRARkXGFfJ5sOkVmbIxMaoxsKkVt+0IMh4OevXvoO7jf3p5JjZHLZLjkNX8CwD0/+A5777mTTGrivU6Xyw5rfv2lz/D03X/kiUnfL1ReYYdGZqGALxiirLbeCn7CEbsSCODaP/0rnG73tJWt4xVHIiLnEoVGIiJyVnE4JpbpbSr2cpjO+DS3ydPnxleAM80CF73s1cW+EhPT58ZXlhmLj3D7N7885ZiNWy6Eyy9nqOcoX/3zt+H2enH7fLi9PtxeL5tuuIXFG7cy0tfLnd/9lrXdZ425vT4WrNtERUMjY/EYvfv3Thn3RyI4Xe4p31dEZK4xCwWy6RQujxeH08noyDCDXZ1k0mNkxorBztgYyy+6GH8ozMFHHuSpO3aVBELZ1Bg3/e0/EoiWced3v8Uf//sbU77PW//zv/EGAuy+6w7u+9H37O0uj/Xv787bXo/D6cThcOAJBAhVVuLx+XH7fPiCIXv/dVdeSz5ayfrNW0p+GTBu56vecNLrLaurP+m4iMi5SKGRiIic8040fc7pcrPhmhunfU+ovJK3feV/JqqYilPoDvZY0+E8Pj/nXX41uXTK+uCTTlsfntxWKJVKxDn0yINk0ymyqTSFfA6ASFU1FQ2N9O7fy3f/6e+mfN8b//L/0b52A/vuv5ufffpjdhg1Hkxd8po/oaqlja7dT/Lk7b8tCZzcXh8d52/HH44QG+gn1t87KZSyHt5AAMPhOJ23V0TOEoV8nrF4zK7SGX+ubmkjVFHJSF8vT/3hdyVj2VSKTdffTG37Qg4+/AC//uJn7EqeXDoNwK3v/1calizjwEP387NPf3TK921esQp/KEzi2ABHnnjUDnTcPj+BaBSzWAnatGwl59/8Mjz+iXGPz4/LYwXpm667iXVXX2u93+vD4XSWfJ8N19x40n/Xm5avZG/fAC0rzztdt1RE5Jyn0EhEROQEDMOwp89NXma4d9cuAIJl5ex4xWunfX/tgkW88TNfsV/nczn7N/IAdYuW8OK//xC5SYFTNp2isrkVgFBFFUu3XVTcnrbDKaNYaRXr62H3XXeQS6XIZSemzDWvXI0/HGHPXXfwu699ccp5vf5T/0mkqpp7f/Q9Hvi/7+P2+XB5Jyqlrn33X+Px+Xn6nj/S9dQTJVVUbq+PFRddguFwMNRzlHQiYY+7xoMtNSMXed5M0ySfzdqhjdvnIxCJkstkOPDgfSXTr7KpMVpWraF5+SrigwP88vOfnBT4jJFJpdh+622suOgS+g7u5xt//adTvt/Vb303y7bvJD7Qzx3f/iqGw4HH78fjC+D2+UgnkwD4wxHqFi2xQx8r3PETrrT69rSuWsPN7/2ANTa+jy+AJ+AHYOXOy1i587Jpr7t5+Sqal6+adlwra4qIzDyFRiIiIjPA6XLhdE1Mk/AFQyedXlfbvtBu2H0iy7bvZNn2nYA1/S6XTpNNp+0PVR1bt1Pd0m6HUeMVT/5wGLBWxmtbs8Eey6VTZEZH7aauPfue5pFf/YxsJm33gzIcDlbsuBSAe77/Pzz221+WnJPHH+BtX/5vAH75H5/k0KMPlQRO4apqu0n5I7/+GbH+Pnvc5fURLCtn4fpNABzrPEKhkMft9ZGJx4gPDuBye+zryxRX6TMcDhwOB4bDgWE41NRcpjBNE9Ms2FNb06Oj5LMZ8vkchVyeQj6Hw+mye6v1Hz5IejRpjRWscV8wRMOSZQA8fc8fSSeTFPJ58vkcZj5PpLqWRRu3AHD39/+HzGiSfN56byGXp27hYjss+eknP0I2nbbf29/XRyg+yIZrbiSXzfLZN76czNiYPVUWrAqb7S99Fdl0ih/+23EraBkGbp+f5uWrMAwHoyPDuH0+QuUVuL1WsBOpskKdaE0tl7zmTcdV8vgor7dWyWzoWMY7vvY9nG73Cf9bql2wiBe8/c+nvdehikpCFZXP5Y9JRETmKIVGIiIiZzmHw4nHH8DjD9jbwpVVhCurpn3PwvWbWbh+87Tj22+9je233oZpmuQy6WK1U9r+ILn+6utYtHFLydS8yapa2opjxfFUirF4zB7fd9/dHHjo/pIPxtWt7XZo9LPPfJSevXvssUe//nkaOpZz6z/8CwDf+Ot3Mdh1pOR7tq1Zz4v+6u8B+NI730BicLAkVFq0cQuXv/HtAHz1PW8nmxrDcFh9UBwOB4s2nc/5N78UgG+/7z3Fe1sMpBwOFm86n/Muu4pcNstPPvGv9nb7+Bu2sHjz+WTGRrn9W1+xxzCs5/a1G2hevoqxRJyHf/5/x73fScvK1VS3tjMWj/H0PXfaxx1/rl+8lGhNLWPxGEf3PFVybg6nk8qmFgKRKOnRJMM93SXHNhwOwpWVuL0+sukU6WRy0ve3xt0+Lw6HEzOfJz2aJJ/LYRYK5HM5Cvk84cpKnC43yeEh4scG7ECkUMhTyOVoWrEal9vNwOGD9B86QGHSewv5POdddhVOl4uDjzzI0d1PUMgXrGPkcxQKBS5+1RutP+vf/oLDjz5sv6+Qz+F0ubn23X8NwB/+62sceOiB4nutfXzhMC99/4cB+PHH/4UDD95XPC/r/eUNTbzmo58F4H8/9Pd0PfV4yd+d2gWLefk/W9Oqfvqpf7NXyBrXvHwVt7zvnwH4/Tf+k+Ge7pLxBes32aHRQz/7EWPxGIbTidPpsqdQjYdG/UcOUcjlcLhcVpBVKNhTRp0uF8svvNiefjVeyVPd2g6ANxjkFR/6REmlj8vjtf+7DJVX8PJ//hjT8YcjrLniBdOOO5zOKVO+RERkflNoJCIiItMyDMPuhzRZVUsbVS1t075v7RUvZO0VL5x2/Ib3vM+aglOctpdNpeyKJrBWzhsdGSabTvPkE0+wZPFiAtEye3zjtS9iLDZCoVDALD7Kauvs8eXbLyaVTGAWCvY+Ne0L7PG6hYvJplLWWD5PoVCwq7AAnG63vd0shie5jNW/xSzkGTzaaX1fc+L41cX7kctkeOqPt2MW8iXfPxCJ0rx8Fal4jD/899en3JNLX/dmqlvbifX38cvP//uU8ave+m6iNbUMHDnE9//lH6aMX/dnf8uijVvoeuoJ/vdDfz9l/Ob3foCWleex7767+b9P/OuU8Zd94N+oW7SEgd2P8cnPT+1L8+qPfpaKhiaevP23/O7rX5oy/sbPfIVQRSV77v4jd37nm1PGV1x0CU6Xi0OPPMh9P/qeHXY5nC6cTic7X/l6DIeD4Z5uevbuscZcVuji8fvt47i8PgKRiD3mcLrwhSb+7JqXryIYLSuGNtYx/OGoPb7+6utYev6FOFxOHA5rPDBp2tMlr3kT2XTKem8x9PEGgxP38W8/gGmaOFxWKGQ4nbjcE83r3/jZr0659sle+aFPlLzetWsX63fsAKz/3sbDsxNxOJzUtC2YdlxEROR0M8xJP6DNdRs2bDDvu+++2T6N523Xrl3sKP5wIDND93xm6X7PLN3vmaX7PfPOtXtumiaFfN4Ou8ZDJZfHg8vjIZ/LkhwenjIeLC/HFwyRGRtlsKuzJDArFPJUtbQRiERJDg/RvXcPZiFPIV+ww6uWVWsIlpUz1HOUw48+XHJss5Bn2fadBMvK+cl3/4car8sKc1xODIcTp8vFwg2b8QVDDPd0c6zriF2VMh6c1C5YhMvtZjQ2QiqRmBgvhju+YAjD4aBQyGNgqCF70bn293uu0/2eebrnM0v3e2adS/fbMIz7TdPccPx2VRqJiIiIzCDDMHC6pv8RzOly2z1oTsTjD1C3aMm048GychZtmH7qYXldA+V1DdOOByqr2XCSH4DL6upPuvR4IBIlEIlOOz7eW0hERETmPv2KR0REREREREREplBoJCIiIiIiIiIiUyg0EhERERERERGRKRQaiYiIiIiIiIjIFAqNRERERERERERkCoVGIiIiIiIiIiLPQnr/gdk+hRkx/XqvIiIiIiIiIiLzUD6RILN3L+kDB8kcOEDmoPXc9u1v4QgGGfnRD2Hlytk+zTNOoZGIiIiIiIiIzDtmJkPmyBEyBw6QPnCAzIGDVL35zXiaGhn53+/T+4EPWDu6XHiamvC0t5NPJnEEg1S87GXw8MOzewEzQKGRiIiIiIiIiJyTTNMk19dvVwsFNm/C295O4vY7OPLGN0KhYO/rrKqi7KYX4WlqJLRzB+7GRjztbXiamjDc7pLjuqqqwOmc4auZeQqNREREREREROSsVkgmyRw6hCMSwdPURKazi653vIPMwYMUkkl7v7r3/R3e9na8CxdQ+cY34G1vx9PejqetDWc4bO/naWrC09Q0G5cypyg0EhEREREREZE5z8znKYyN4QyFKGQy9P7TP5E5eIjMgQPkensBqHzDG6h515/iLIviLC8nunYtnvY2Kxxqa8NVVweAu6GBmne8YzYv56yg0EhERERERERE5pyRH/2Y9J49ZA5aPYeyhw4TufoqGj70IQy3m+Ttd+CsqiS4ZYtdLeQrNqd2hkK0fOE/ZvkKzn4KjURERERERERkxmUOHiT19NNkJq1Q5qqqounfPwHAwOc+S+bQYTzNzXja2wlddBGB9RsAMAyDRb/+1Wye/ryg0EhERERERERETjurCXWfFQgVVygrJJM0FFcl6/nHD5C84w4AXNXVVrVQe7v9/tYvfxlnWRmGS9HFbNGdFxEREREREZHnLJ9IkjlYrBY6dIiqN78Jw+Gg5+//nuFv/5e9n+H34124ELNQwHA4qH7HO6h+xzvwtLfhDIWmHNdVVTWTlyEnoNBIRERERERERE7KzOXIdnWRPnCA4MaNOIJBhr/3v/R/9KPk+vsndnQ4KLv5Jty1tUSuvBJfRweetjY87e24amsxDMPe1b9q5SxciTwbCo1EREREREREBNM0yQ8P4/B6cQQCjD36KAOf+5zVc+jwYchmAWj95jcJrFuLu66W4LZtxWll1gpl7pYWHF4vAMEtWwhu2TKblyTPk0IjERERERERkXkod+wYw//zHXtqWfrgQQojIzT+20eIXH01Zi5H5uBBvAvaCV+8E0+bFQ75lnYAEDz/fILnnz/LVyFnkkIjERERERERkXOQmc0yeu+9pA8cIHPwkN2QuvwVL6fyVa+iMJai/2Mfw1VTg6e9nchVV+Jtb8e3fDkAgbVrWfjjH8/yVchsUmgkIiIiIiIicpbK9vaS7ewk29lJ8He/p/MHP8C/ajWVr3k1pmly+HWvh0IBIxDA29aG/7zz8LS0AuBuqKfj/vtwBIOzfBUyVyk0EhEREREREZmjcgMDZDs7yXR2ke2yHq6aGqrf+hYADt50s92IOmgYpJqb8bYvAMDh8dD69a/hbmzEVVNT0oQawHA4MBQYyUkoNBIRERERERGZJfnhYTJHjtiBUKazE8Ppou5v/waAI29+C6lHHrH3d1ZUENy2zX5d+96/xeH3425s5M59+9hx2WUlxw+sWzczFyLnpFMKjQzDuBL4OOAEvmCa5gePG/cCXwXWA8eAF5umedAwjErgO8BG4Mumab510nvWA18G/MBPgHeYpmk+7ysSERERERERmSPy8TjZI0fIdHaS7TpKtrOT/PAwjR/5MADdf/c+4r/4hb2/MxrFu3yZ/br6bW/DzOfwNDbibmzEEQiUHD9y+eUTLw4fPrMXI/POM4ZGhmE4gU8BlwGdwL2GYfzQNM0nJu32WmDINM1FhmG8BPgQ8GIgBbwXWFl8TPYZ4PXA3Vih0ZXAT5/f5YiIiIiIiIjMnMLoqFUp1Nk5qVqoi8aPfBiHz8fAJz/J4Fe+au/vCIVwNzVhZjIYHg8Vr3wF0euuxd3UhLuxEWcoVHL80PYLZvqSRGynUmm0CdhrmuZ+AMMwvg1cB0wOja4D/l/x6+8AnzQMwzBNMwncYRjGoskHNAyjHoiYpnlX8fVXgetRaCQiIiIiIiJzSCGdJnv4MJliIJQt9haq/cv34G5oYOi//pu+D33I3t8IBPA0NpAfGcHh8xG59lr869fjbmzE09SEIxIp6S0U2LBhNi5L5JQYzzQjzDCMm4ArTdN8XfH1K4DNx001e6y4T2fx9b7iPgPF168CNoy/xzCMDcAHTdO8tPh6O/Ae0zRfeILv/wbgDQC1tbXrv/3tbz+/K54DEokEoePSYzmzdM9nlu73zNL9nlm63zNP93xm6X7PLN3vmaX7PfPOinuey+EcGMB57Jj1GLCek5dfRq61Fe/991P2H1+wdzfdbvKVlYy85jXkWppx9vbi6uwkX1lJvqoKMxiE4xpOz5Sz4n6fQ86l+71z5877TdOckmDO+UbYpml+Hvg8wIYNG8wdO3bM7gmdBrt27eJcuI6zie75zNL9nlm63zNL93vm6Z7PLN3vmaX7PbN0v2feXLjnZj5vTx2b3Fcoev11hLZvZ+yhhzj41rfZ+xtuN+6GBhYvWEho+wVkly1jtGMpniarp5CzshLD4ZjFK5reXLjf88l8uN+nEhp1Ac2TXjcVt51on07DMFxAFKsh9smO2fQMxxQRERERERE5KdM0S6aN/wMW2gAAK/tJREFUZbusgCi4bRvRa68lNzDAviuunHiD04m7vp7gBVavIM/ChTT8y4dwNzbibmrCVV1dEgq5a2uJvvAFM31ZInPCqYRG9wKLDcNoxwp2XgK89Lh9fgjcBtwJ3AT85mQroZmm2W0YRswwjC1YjbBfCfz7czh/EREREREROcdle3qsFcgmhUO+pR1U3HYbFArsu/IqyOWsnR0OXHW1eBcvBsBVXU39Bz6Au6kJT1MjrtpaDNfER2FnOEz02mtn47JE5rxnDI1M08wZhvFW4OeAE/iSaZqPG4bxD8B9pmn+EP5/e3ceH2dV9///9ZktM5N965J0p7TQjbYUQXaKYlEQ3H4CFZdbQUAQirght6AIgtw/lcWNnZtNBEQEtYBKgYIKbSmUnRtooS2lWZs062TmfP+4rkwmnaQUaGYgeT8fjzwymXMtn+vMUDLvnHMurgFuNLP/AxrxgiUAzGwtUAJEzOxo4DD/zmunANcDMbwFsLUItoiIiIiIyAjUU1dH9xvr06OEutevJ1RVxagzzgBg7XHH0bPxTW9jM0KjRhEsLfV+DAapufgiQpWV3mih0aOxSCR9bAsEKPvMp3N9SSLDwg6taeSc+yvw122e+2HG407gc4PsO2mQ51cAs3a0UBEREREREflg6mlqIvH66+nb0Sc2bACDseedB8D608+gY9Wq9PbBqioK99kn/fOYc87BIgXeSKGaGgIZoRBA6Sc0fUxkKLzvF8IWERERERGR97eepiYS69Z508c2biSxcSPJpmY4+igA3jr/J7T8tW8cQrC8nIJp09I/V5/6DVwiQXjcOMI1NQRisX7HL164MCfXISL9KTQSERERERGR7eppaqLr5Ze9QCgjGBp/xRUECgtpuPpqGq+5Nr19sLSUUG0NJBIAlB//BUqOPMKbPlZTS7CosN/xC/fdN6fXIyI7RqGRiIiIiIjICNfT1ETns8+R2NgXCCU2bKTmwguITJxIy71/4a0LLkhvH6yuIlJTS3LrVgKFhZQedRTxvfYiXFPTLxR6fdkyAOLz5uXjskTkPVJoJCIiIiIiMswlW1poX7myLxDyv0afdRbxvfaiY+VK1p96mrdxMEho9CjCNTWkOjsBKF54CAW7TCFcU0No7FgCBQX9jh+dNo1oxnQzERkeFBqJiIiIiIh8wKXa29m6fHm/UUKJjRup/OpXKT3iE3S//gbrTz4FAAuHvRFBtTXp/WN77snEG//XC4W2uSU94E0rq63N6TWJSP4pNBIREREREXmfcz09tCy9zw+F+qaQlR51FFUnnECqo4MN3zwdgEA8Tri2xrvLWGEcgIKpuzDp97cSqqkhVFWFBQL9jh8qLye01145vy4ReX9TaCQiIiIiIpInzjnMDIAt99xL9+vr0qOEEhs3Urjfvow991wIBHjz7LNx3d0Ey8oI19RQMHky4bHeaKFgRQWT7ryDSG0tgdLS9DF7BaJRYnPn5vryROQDTqGRiIiIiIjIEHGJBBYOA9Dyt7/R+cKLGVPINlAwbVcmXHklAHWXX07i9dcJVVcTrqkhNmsWsZkzAbBAgCl/vptQdTWBwsKs85hZelsRkZ1FoZGIiIiIiMi7lGpvJxD3poC1PPAAHaue7LfQdLC8jF3uvReApltupX3VKsJjxhCuqaFw772Jzp6dPtbEG28kWF5GIBIZ8FyRSZOG/HpERDIpNBIRERERERmAc45kczOh8nIAtj70EFsfWd4vFKKnh2krV2BmbP3732lZeh/hsWMJ19QQXXgIkUmT08cbd8XlBAoLsxaZ7hUePSon1yUisqMUGomIiIiIyIjkUil66uoIVVRg4TBt/3mclr/+tV8o5Do6mPb4fwiWlNC+6km23HWXd+exmhri8+d5dxRLJiEUYsx55zH2oouy1hPqFSwtzfEVioi8NwqNRERERERk2El1dNDT0ECyoYHI5MkES0oIrV3LxrN/QGKDf/exTZsgkWDy3XcTnT6N7ldfofW++wjX1lIwZQpF++/v3Zbev9NY9WmnUn3G6YOGQoFYLJeXKCIy5BQaiYiIiIjIB4JLJEi8+SY99Q30NNSTbGigp76B4o8cSnS33ehYvZoN3/kuyfp6Uu3t6f3G/+63FB10EIHWrbQtX+4tMj17NiWLFnm3pq+qBKDsmGMoP/bYQc8/2LQyEZHhSv/qiYiIiIhIXjjnSLW1A45gURGptjaa776bZH0DPQ1+MFTfQPnixZQeeQRdr77Ka0cdnXWc8NixRHfbjUBpKbFZswhWVRKqrCJUVUmwsjK92HT37Fnsetqpg9Yz2AgiEZGRSqGRiIiIiIjsNF4Q1Eayvp6e+np66hsIjRpFfP48XHc3689Ykg6DehoacJ2dVJ54IqPOXIJLJHjrx+eDGcGyMj/0qUrfsj5cO46xF16YDoNCVVXp9YgACiZPpvbn/38+L19EZFhRaCQiIiIiIjusY/VqEps2eVPE6uv8NYOmUPlfXwHg5QMOJFlf32+f0qOOIj5/HoTD9GzeTLCkmMiEiYQqKwlVVxGbNx+AQGkpUx9+yAuCBpgKFiwqpOzTnxr6ixQREUChkYiIiIjIiOScI7VlCz0NDaQ6O4nNnAlA40030/nC8yTr6v0pYg0UTJ7MhGuvAWDjD86h+5VXvIMEAgQrKyimb1pXxRe/iAWD3migqipvNNAo71byZsbkO24ftCYzIzxKt50XEXm/UGgkIiIiIjKMJFtb6dm0yQt86htINtST6uyi6usnArDpJxfQ+sAD9DQ2QiIBQHjcOKb+/QEAtj78EF3Pv0CwuopQZRUFU6dSMG1a+vg1F1+MhcNeKFRWhgWD/c5fdeIJObpSEREZagqNRERERETex1wqRbK52QtoAgE61qyhfcVKkg31/l3EGkg2NjLp9j9ggQCbf3YJzbf3H80TiMepPPEEzIzI+HEU7ruvNwLIXzMoPLpvdM/43/1uuwtCx2bNHLJrFRGR9xeFRiIiIiIiOeYSCZLNzYTWr2fro4+SbGig6JBDCBYX0/rPB2m6+ea+u4c1NkEyydSHHyI8ahRbH3qY+iuuwMJhb/qXvyC06+zE4nFKP/0pCj+8D0H/7mGhykoCpaXpIKjiS1/abm26g5iIiPRSaCQiIiIi8h4453Dt7RAKESgoILF5M22PPUaysYlkUyM9TU0kG5uoPv2bRKdPZ8u9f2HjWWcBUAm84R9n0u1/IDZ7Nq67i2RrK+GxY4nNnuXdJayyikA0CkDFl75IxRePJ1BcPGDAE583D+bNy9HVi4jIcKbQSEREREQkg0ulSG7ZQrKpiWRTEz2NjSQbm4jNm0t02jS6XnuNty64kGRjbyDUiOvqovaXv6Bk0SK6X3mFN7/3fe9g4TChsjKCFRWk2toBiE6fRtWppxKsKOfFNzexx0EHEqysJFJbC0DJokWULFo0aH3B4uIh7wMRERFQaCQiIiIiw1yqu5tkUxMWChGqrCTV1UXzbX+gp6nRC4YavXCo9OijKPvMZ0hs2MArHz0s6zijv/89otOmYcEgyZYWQtXVFEybRrCiglBFOQW77gpAbI892OW+pQQrKggUFWWNBirYdVeq/W27li0jvmDB0HeCiIjIu6DQSEREREQ+cLrXrydZX5+e+pVsbiI8fjwlhx2Gc451xxzrjxBqJNXWBkD58ccz5gdngxlvXXghmBH0RwEFy8sg4N0FLFRdzeizzyZYXk6wopxQebkfDFUAEJkwgcl/uG3Q2gLxOJGJE4e8D0RERIaaQiMRERERyRuXTJJsbibZ1IRLpohO927t3njTzXSvXUuysZFkcxM9jU1EZ8yg5sILAFh37HH01NX1O1bx4YsoOewwzIzQ6NGEx4/vC33KK4jO2B2AQCTCrv96jGBJSdbt4gEC0SgVXzx+iK9cRETk/U+hUR7E/vFP1t1wA8HiEgIlxQSLSwiWFFN50kmYGZ0vvUSqtZVAcTHBkhKCxcVYPK47WYiIiMgHRtdrr5FYv8FbCNpfE8jCYapPOxWADd86i7bly0m2tIBzAERnzGDyH+8EYMvdd9O9dq0f+lQQHjuWyIQJ6eOPOe9cCAYJVVR4I4XKygkUxtPt4y67dLv1hcrLd/Yli4iIDDsKjfLEdXbRVfcKqZZWkq2tmBlVJ58MQMNVV9Nyzz39tg9WVzHtkUcA2Pw//0Pnc88R8MOmQHEJ4ZoaKr6wGICONWtwiZ50W7CkGItGFTqJiIjIO+KcI9XS4oU+Tc0km5spXngIAFvuuZe25Y/0TQ9rbMSlUuy67EEA6i69jNalS/sOFgxSsMsu6dAouvtuBEqKCZVXpNcECo0Zm9580u9vHXAUUK/iQw8dgisWERGRTAqN8qDj0IVMOv/H/Z5ziUT6cdUpJ1N69FGkWltJtrSQamkBC/RtbAFS7R0k3tpMqqWFZGsrkQkT0qHRWxdcSMfq1f2OH5s3j0m33gLAhm9/h2RDAwF/FFOgpJjobrtReuSRALQ/8QSEQgRLStKjnXpv8SoiIiIfDC6RILl1K6m2Nv+rnVRbG/E95xOIx+lY8wxtjz3mtbW3p7ezjx8OQN2vfkX9b34LPT39jjv9yVUEYjG6Xn6Z9idW+OsBlVOwyxSCFZU45/w/hp1ExRePJ1juTQ8LlJRggb7fZyq/9rXt1r+9wEhERERyQ6HR+4SFw+nHBZMnUzB58qDbjvrWmVnPuYxf6Mb86Dx6NteRam0h2dJKsrWl3xBsC4VItbWR2LTJC6W2bKHwwAPTodH6JWeSrK/vd/ySI4+k9pKfAbDuy1/BQqF+I5niCxZQdNBBOOdoW77cD6P8UKq0lEAk8u46RkREZARwqRSuo4NkW5v3/85YjJ6mJjqeeqp/qNPeTukRRxCZMIH2J5+k4eprSLX3BUKp9nbG/+oKojNm0HzXXWz64blZ55py7z0UTJ1Kx5OrqPvFLyAUIlBYSCAeJxCPYx2dAMT2mEvlV79KsLzMmwLmrwvU+zvLqDOXMOrMJYNeU3T69KHpLBEREckZhUbDhIX6Xsro9OmwnV/Uan56YdZzmaHT+F//iuSWLV6g1NpKsqWVyORJ3nbOYaEQyZYWEuvXk/RHQ7nubi806urijRNOzDp+5UlfZ9QZZ5BsaeGNE07MCJRKCBaXUHTwwcTnzyPV0UH7ylUES/wRTiUlBIuKMIVOIiLyPuOSSXo2b84KdSJTplAweTI9jY003XRTRru3TfkXFlN0wAF0Pvccr3/967i2dlLt7enj1v7i55QcfjhdL7zA+pNOzjpvdMYMIhMm4Lq6SKxfT6CwkGBJCeGxYwkUFmKxGADx+fMZfc45XhhUWJgOhsK1tQCUHXMMZcccg4XD/aawv7FsGQBF++9H0f77DWEPioiIyPudQiMB+odOsTlzBt/OjAlXX9XvOeccpFLp40y85ZZ+o5xSLa3E5s3ztk0kCBQWkmxuJvH66+nQKVRdTXz+PBLr1/PGAMPVx17wE8o+8xk6X3qJTT88Nx029Y52Kj3yCAqmTqWnsZHO558nWFLqtfmhk4iIjFzOOVxXVzrYsUiE8OjRALQsvS9relZ0zmxKPvpRUl1drD/lG/3aUu3tVHzxeKpOPplkUxP/d8jCrPNVn3kmBSeeQGrrVup//Zus0CbV0QFAsKyM4oMPyWj3vkdnzAAgOmsWk/5wW799A/F4+v/Zhfvsw5S7/zTodRdMnUrB1KmDtmsUsIiIiLwdhUbynpkZ+OsOWChEfP68QbcNVVYy4dpr+j2XGTqFa2uZeMvNGaOcvO/RmTN7N8ZiUZL1DXS/tja9plNs3lxvqP3qp1h/yilZ5w0vWQIHH0zrP//J5p9dgsViBGIxAtEoFo8x+jvfITJhAh2rV9P64DICsSgWjRKIxQnEohQtXEiwqIjEW5vpqa9LP2/RqPcLfCSihcZFRHYCl0jgenoI+KNlutdvILRuHW2PP54ObYLFxRQdeCAA9b+7ksSbG71RPH64E5s1k1FnnQXA/x32MRIbNkAymT5HySePpPZn3pTrjd/9Lq6rq6+AUIiKxcdR8tGPYuEwydZWAoVxwpUV6XCnYPpuAARLShhz/o8JFhZi8ThBP9wJjfUWcw6PH89uzz3bbx2fTOGaGsZus8ZhpmBx8Xb/kCMiIiIy1BQaSd5lhk6BeJz4/PmDbhudPp2J113X7znnXPpWvfE95zPx5pv6Ta1LtmyhrroK8H7Bj86YQaqzk1SH/wGjoQHnf5jofOEFGq6+ut+HC4Bd/v4AwaIitvzpT976D9vY9bFHCVVUUH/VVTTf9gcvUIrFCUSjBGIxai+/jEAkQsvS++h4+mkvsIpF/fAqTtmnPwVA16uvkWptwaIxAnE/1IrFCRYVvsveFRF551wqBWaYmTddecsWb6ROVzeuqxOX6KFwn70BaF+xgq5XX8V1duG6u0h1dmGhIFUnnQRA4w030L56Na6rG9fVhevqIlhezrjLLwNg/ZIltP/7P6T8NpJJCnbbjSl/uguADUuWULlmDa9n1BebPz8dGrXefz+JTZvSo3AChYUQ6FtAufSII7wQKmO0Tu+Ua4DJd97h/QHAb8v8I4AFAkz+w22D9pNFIpR/7nODt5uB/qAgIiIiH2AKjeQDL/OX8mBpKfE998za5ll/fYb4ggXEFywY9FjlxxxD2ec/D4kEqY4OUp2duI6O9DSGkkUfo2DqLqTaO0h1duA6Okh1dBLwp8BFxo8nNn8erqPT37+Dnrq69FSCjiefpOm223CdnX31x2Lp0Kj+17+m5d57+9UUrKhg2mOPAt5fxNv+83h6hFQgFicyfjw1F/0U8D6cJTZu9MKoqBdMhcaMpeRjh3nnf/pp78NTNNo32qqwkGBx8TvrdBHJmVR3N6mWlv6hTVcXBdOmEYjH6V63jo6n1/iBTacfznRSvngxwZIStj7yCC1Ll6ZDm1SXt824Ky4nWFxMw3XX03TjjaS6/VCnsxOXSDD96aewSIS6yy6n6eab+xcVCrH7M2sAaL7zj2y5665+zcHKynRo1LV2LV0vvIgVFGAFEQIFUSzWd0fO+Ny5hMrLsYKo315AaNTodHv1Gaez5okVzNln73QoFCwpSbdPvvOO7fZf9TdP22779qZviYiIiIx0Co1EtmFmEIkQjEQIlpb2a4tMnEhk4sRB9y1ZtIiSRYsGbR/9/e8x+vvf8+6S0+kFS5nTIipPPIHSI48g5YdOrrOj31/Mo3PmQDCE6+zo2yaRSLe3/evftK9Y4a2X4Y+Wis6Zkw6N3vzhuXS98EK/muJ7783EG64H4NVPfZqeurp+U/cK9/kwo5acAcCmCy+EniQW65u6VzB9t/RCqVsfWe6tFfJ/r9BeUooFjGBVNZFxtbhUis7nn/emaZiBBbz2igpClZW4ZJLEG2/ANu2961K5nh6STU0Z7d4oCIvHCUQiuGTSC+MCgfQ2vaPYBpsaIsNLetRh75TXQAALBr31bDo7022921k4TCAaxaVSJJub+/Z1DpdyBIu8kSkukaBn82ZvQKNLEdy8mc6XXiJUXU2ovJxkayvtTzzhBTKdXf5omk4KDziAgilT6F63jsabbk4/n/LDm6qTTyI2Zw5t/3mct35yvvd8Z6cf7HQx4eqriC9YQOvSpWz8znezrnfSnXcQmzmTtn/9i03n/SirvfhjiwiWlND9xhu0LX8UKyggUFDghzcF6RsghMeOJb7XXt7z0d5t+kKd0iOPIDp7Vvr53mCn97bqo759FtVnnN537Eik363Sx56bffeuTBVf+tJ224v224+uRILCffbZ7nYiIiIisvMpNBLJAwsEvLAjHu/3fHTaNJg2bdD9KhYv3u5xx//2N4D/4dkfLeX89aLAW1A82dzsBVb+aKlQZWW6vXjhQnrq6tKBVaq9o9+Hv7bHHiNZV++PZvDCrtLPfJqi/ffDOccbJ50EySQVwDp/n/Ljj2fMD87GdXez9jOfzao5fWe95mZeWXR4Vnv1mWdSdeIJJDZu5JXDPpbVPvq/z6Fi8WK6Xn6Z147+VFb72It+StnRR9O+ahXrjlucFSrV/vIXFC9cyNZHH2XDN0/3AqnM9ksvpXDvD9H6zwfZdN556fbeEW7jLr+M6IwZtCy9j7pLL/XbDbNAuj0ycSJb7v0LjdddN+D+oepqttx9N813/tE/N+n9ay+9lGBRIc1/vIvWBx7Ibv/FzwFouv122h5ZDi7lrxPmhSLjLv0lAA3XXEvbv//thSle+kGgqJhxl10KwOZf/pKOFSv7gpdUitCoUen2N3/0IzqfXoNzKXCAc0QmTWLcL73pmhvOPJPOF15M7+twxGbOpPbnXn3rvvIVuteu6xfMxPfem9pLvHVlXj36U/Rs2uQFNt6bmOJDD03f7fHlAw4k2dLSF+oAZUcfxdjzzwfg+ZmzsqaVpt97nZ28OC972mv6vdfYyMv7H5D93vvWmVSdcAKJN9/s996rAl4Dxpz7Q8qPPZbE+vWsP+UbWfvXlJVRMGUKPQ2NbPnTn7xAJtIX2qTavcWQA4WFRCZN7gttIgVYNEqouhqA6OzZjP7hf2eFNpEJEwAvrI5/aG8CBREsGk2HQ/gjHCuOO46K447Lqq9XyaKPUbIo+7+tXrG5c4nNnTtoe6iiYtA2EREREflgU2gkMgxljpbKFOtdUHwQ1aedut32XTKmzvWO7PGXkwJg0q23kGrv4KlVK5kzew7gCPsLwlo4zLhfXeGP4ugNHlJEJk8BIFBURM3PLk6P8vAWR3fpRdCD5eWMOfeH6UAkHTz40xFD1dWM+vZZ2fvvvjsA4dGjqTrl5L5z++2R8eO99jFjKPvsZ/tCET9cCfnrYYWqqyk66MD++7tUempisKyM6O67eefuDU5cCvNfg0AsSqiqapvje6NhoG9BeJdM+vs6b1tfamsribc2edfu15bZ3lNXR/drrwIZoVdB3+ufamsjuWWLFzjhT+kMh/u/wL1hVsALzAIZU4iCJaWEqqrSo7wwIzSqOt0eHjcel3JYwPBTLSKTJ6fbY7PnEB4z1t/XC04Ldt013V500EGkWlvS+xIIpF87gLLPfZZUV1ffdFQL9C2QD1SdfLLX7xn1R2fPSb/3qr91pr9vIL1NbM4e3mUXFjL6nHPA8PotEACM2B7e/sGKCsZe8JP0vi+8+CIz5s4lOtO7w1Vk0iQm3XFHX2gTKSAQLUiHwvH585j+xOMMJjZrZnp9n4EUTJ5MQUZfbitYVkawrGzQdhERERGRd8tc5ie+97kFCxa4FStW5LuM92zZsmUcfPDB+S5jRFGf55b6O7fU37ml/s499Xluqb9zS/2dW+rv3FOf55b6O7eGU3+b2UrnXNYCwFroQ0REREREREREsig0EhERERERERGRLAqNREREREREREQki0IjERERERERERHJotBIRERERERERESyKDQSEREREREREZEsCo1ERERERERERCSLQiMREREREREREcmi0EhERERERERERLIoNBIRERERERERkSwKjUREREREREREJItCIxERERERERERyaLQSEREREREREREsig0EhERERERERGRLAqNREREREREREQki0IjERERERERERHJotBIRERERERERESyKDQSEREREREREZEsCo1ERERERERERCSLQiMREREREREREcmi0EhERERERERERLIoNBIRERERERERkSwKjUREREREREREJIs55/Jdww4zszpgXb7r2AmqgPp8FzHCqM9zS/2dW+rv3FJ/5576PLfU37ml/s4t9Xfuqc9zS/2dW8Opvyc656q3ffIDFRoNF2a2wjm3IN91jCTq89xSf+eW+ju31N+5pz7PLfV3bqm/c0v9nXvq89xSf+fWSOhvTU8TEREREREREZEsCo1ERERERERERCSLQqP8uDLfBYxA6vPcUn/nlvo7t9Tfuac+zy31d26pv3NL/Z176vPcUn/n1rDvb61pJCIiIiIiIiIiWTTSSEREREREREREsig0EhERERERERGRLAqNcsjMrjWzzWb2TL5rGQnMbLyZPWhmz5nZs2Z2er5rGs7MLGpmj5vZU35//yjfNY0EZhY0syfN7N581zISmNlaM1tjZqvNbEW+6xnuzKzMzO4wsxfM7Hkz+3C+axquzGy6/77u/WoxszPyXddwZ2ZL/P9nPmNmt5pZNN81DWdmdrrf18/q/b3zDfRZx8wqzOwBM3vZ/16ezxqHk0H6+3P++ztlZsP6NvD5MEifX+L/nvK0md1lZmV5LHFIKDTKreuBRfkuYgTpAb7lnJsB7AN8w8xm5Lmm4awLWOic2wOYCywys33yW9KIcDrwfL6LGGEOcc7Ndc7pl7Ghdymw1Dm3G7AHeq8PGefci/77ei6wJ9AO3JXfqoY3M6sFvgkscM7NAoLAMfmtavgys1nACcCH8P49OcLMpua3qmHnerI/63wP+IdzblfgH/7PsnNcT3Z/PwN8Gng459WMDNeT3ecPALOcc3OAl4Dv57qooabQKIeccw8DjfmuY6Rwzr3pnFvlP27F+7BRm9+qhi/n2er/GPa/tNL+EDKzccAngKvzXYvIzmZmpcCBwDUAzrlu51xzXosaOQ4FXnHOrct3ISNACIiZWQiIAxvzXM9wtjvwH+dcu3OuB3gI78O17CSDfNY5CrjBf3wDcHQuaxrOBupv59zzzrkX81TSsDdIn9/v/5sC8G9gXM4LG2IKjWREMLNJwDzgP3kuZVjzp0qtBjYDDzjn1N9D65fAd4BUnusYSRxwv5mtNLMT813MMDcZqAOu86dgXm1mhfkuaoQ4Brg130UMd865DcD/AK8DbwJbnHP357eqYe0Z4AAzqzSzOPBxYHyeaxoJRjvn3vQfbwJG57MYkSH2X8Df8l3EzqbQSIY9MysC7gTOcM615Lue4cw5l/SnNowDPuQPBZchYGZHAJudcyvzXcsIs79zbj5wON6U1wPzXdAwFgLmA79xzs0D2tC0hiFnZhHgk8Dt+a5luPPXdjkKLyCtAQrN7Av5rWr4cs49D1wM3A8sBVYDyXzWNNI45xwahS7DlJn9AG95lJvzXcvOptBIhjUzC+MFRjc75/6Y73pGCn8KyYNoDa+htB/wSTNbC/weWGhmN+W3pOHPHxmAc24z3novH8pvRcPaemB9xojFO/BCJBlahwOrnHNv5buQEeAjwGvOuTrnXAL4I7Bvnmsa1pxz1zjn9nTOHQg04a0/IkPrLTMbC+B/35znekR2OjP7MnAEsNgPR4cVhUYybJmZ4a2F8bxz7uf5rme4M7Pq3rsFmFkM+CjwQl6LGsacc993zo1zzk3Cm0ryT+ec/kI9hMys0MyKex8Dh+FNd5Ah4JzbBLxhZtP9pw4FnstjSSPFsWhqWq68DuxjZnH/d5ZD0WLvQ8rMRvnfJ+CtZ3RLfisaEf4MfMl//CXg7jzWIrLTmdkivOUiPumca893PUNBoVEOmdmtwL+A6Wa23sy+mu+ahrn9gOPxRmD03kL44/kuahgbCzxoZk8DT+CtaaTbwMtwMhpYbmZPAY8Df3HOLc1zTcPdacDN/r8rc4EL81vO8OaHoR/FG/EiQ8wfRXcHsApYg/d7+ZV5LWr4u9PMngPuAb6hxfV3rkE+61wEfNTMXsYbXXdRPmscTgbqbzP7lJmtBz4M/MXM7stvlcPLIO/xK4Bi4AH/8+Zv81rkELBhOHpKRERERERERETeI400EhERERERERGRLAqNREREREREREQki0IjERERERERERHJotBIRERERERERESyKDQSEREREREREZEsCo1ERER2MjP7gZk9a2ZP+7df3dt//gwzi2ds91czK9vOca43s8++yxqm+cd/2cxWmdkfzGy0mR1sZlv8up43s3P97Q82s3sz9g+b2Sr/cdLfvvfre++mpndYf5mZnfIu9jvPzM7a0ecH2O5W/3VbsiP9b2ZfNrOajJ+vNrMZ77TuAY5bYGZ/9/v78+/1eDuhnrVmVrWD2y4zswUDPL/AzC7zH/e7PjM7ezvH2+5/J7liZkdnvraDXaeIiMhwEsp3ASIiIsOJmX0YOAKY75zr8j9oR/zmM4CbgHYA59zHh6iGKPAX4Ezn3D3+cwcD1f4mjzjnjjCzQmC1md0zwGH2Bx71H3c45+YORa3bUQacAvw6Vyc0szHAXs65qf7P1+/Abl8GngE2AjjnvraTypnnH2/uju5gZkHnXPK9ntjMQs65nvd6nG0551YAK/wf+12fmW0FLhxkvyH57+RdOBq4F3guz3WIiIjkjEYaiYiI7FxjgXrnXBeAc67eObfRzL4J1AAPmtmD0H/0hpl90R/h8pSZ3bjtQc3sfH/ky41mdnTG8zeb2VHbbH4c8K/ewMivY5lz7pnMjZxzbcBKYOoA17EI+NtgF2lmpWb2oplN93++1cxO8B9vNbNf+KOt/mFm1f7zu5jZUjNbaWaPmNlu/vOjzewu/9qfMrN9gYuAXfyRKJf4233bzJ7w++lHGbX8wMxeMrPlwPTBas7YfpmZXWxmj/v7HeA33Q/U+uc8YJt9fuif+xkzu9I8nwUWADf7+8QyR5+Y2bFmtsbf5+KMY201swv8a/23mY3e5lyj8MLFvfzj7mJmh5rZk/7xrjWzAn/btf61rAIWm9lK//k9zMyZ2QT/51fMLG5mR5rZf/xj/b333OaNxLrRzB4FbjSzSjO7338NrwZsgH4M+u/JZ/y6lmQ0f27b/jV/NNsA13c7EPMf3zzAedaaWZWZTTJvdNxVfl33m1lsgO2vN7Pf+H37qn/ea/19r8/YbodfH/89+Ungkt7XZDvXOdN/brX/Xt112xpFREQ+KBQaiYiI7Fz3A+P9D5G/NrODAJxzl+GNRjnEOXdI5g5mNhM4B1jonNsDOH2b9kvwRgl9Bbgab3QLZlYK7Is3qijTLLwwaLvMrBLYB3h2gOZDgGX+494P9L1fn3fObQFOBa43s2OAcufcVf72hcAK59xM4CHgXP/5K4HTnHN7AmfRN4roMuAh/9rn+/V8D3jFOTfXOfdtMzsM2BX4EDAX2NPMDjSzPYFj/Oc+Duz1dtftCznnPoQ3+qu3vk9mnPORbba/wjm3l3NuFhADjnDO3YE3cmaxv09H78bmTVm7GFjo17aX9YV9hcC//et9GDgh80TOuc3A1/BGhM0FNgDXA593zs3GGyl+csYuDc65+c65/wWiZlYCHODXdoCZTQQ2O+fageXAPs65ecDvge9kHGcG8BHn3LF+nyz3X8O7gAkD9OFcoNY5N8uv67q36d8Br8859zn80WzOucUDnCfTrsCv/Lqagc8Msl058GFgCfBn4BfATGC2mc19p6+Pc+4x/zjf9ut8ZTvXeRJwqf/aLQDWv801iYiIvG8pNBIREdmJnHNbgT2BE4E64DYz+/Lb7LYQuN05V+8fozGj7b+BUufcSc7zELCreaN3jgXufBdTiQ4wsyfxAq6LnHP9QiMzqwUa/ZAB+j7Q937d5tf5ALAG+BVeCNArBdzmP74J2N/MivACrtvNbDXwO7xRWb3X/xv/mEk/kNrWYf7Xk8AqYDe8AOEA4C7nXLtzrgXvg/2O+KP/fSUwaQe2P8QfobPGr3fm22y/F7DMOVfnvz43Awf6bd1405x29PzTgdeccy/5P9+QcSzo62uAx4D9/PYL/e8HAL0h2DjgPv86vr3Ndfw5I/g6EO+1wzn3F6BpgLpeBaaY2eVmtghoyWh7p/27o15zzq3egWPf45xzeO/Pt5xza5xzKbxAchI77/UZ6Dr/BZxtZt8FJmaGiSIiIh80Co1ERER2Mj/4WOacOxdvNM5goyF2xBN4o2oqMp77X+ALeCOPrh1gn2fxgqvBPOKcm+ec29M599sB2hcB971dYWYWAHbHW6OpfDubOrzfOZq3CZ92f7tzZJ4O+GnGvlOdc9e8g/231eV/T/I2azyat0bUr4HP+iNqrgKi7+HcCT/Q2KHz74C2jMcP44VEE4G7gT3w1qfqDY0uxxs1NRv4Ov2vI/M4b8s51+Qffxne6JqrM5p3uH/foa6Mx9s7du92qW32Se1APe/k9cm6TufcLXij1jqAv5rZwrc5n4iIyPuWQiMREZGdyMymb7OGyVxgnf+4FSgeYLd/4q2NUukfIzMgWoq3vs9fzKx33+vxpsPgnBtoUd5bgH3N7BMZdR1oZrN28DK2u55RhiXA83hrKF1nZmH/+QDQe9ex4/CmObUAr5nZ5/x6zMz28Lf5B/50K3+dnFKy++o+4L/8EUuYWa2/Ns7DwNHmrSdUDBy5g9f4TvQGK/X++TPvqDbYa/o4cJC/Fk8Qb1TYQ+/y/C8Ck8ysd+2p47dzrEfwAsWX/ZE1jXjT9pb77aV4090AvrSdcz6M99phZoczQCho3npcAefcnXjTK+fv6AUNIJHx/smFd/P6DPZa92NmU4BX/SmpdwNz3muxIiIi+aLQSEREZOcqAm4ws+fM7Gm8dWLO89uuBJaavxB2L3962AXAQ2b2FPDzbdpvxxvd8mcziznn3sILazLXkMncvgPvDm6nmdnLZvYc3p3I6t6ueP8D9FTn3AsZT2+7ptFF5i2A/TXgW/76Pw/jBQfgjVj5kJk9gzeV68f+84uBr/rX+CzQu4D36XjTv9bgTfOZ4ZxrAB71Fym+xDl3P14Y9i9/uzuAYufcKrzpWU/hBV1PvN01vlPOuWa8/n8GL7zKPMf1wG/9foll7PMm3rpMD/q1rXTO3f0uz9+JN6rsdv/aU8BAI8Rwzq3FG5X1sP/UcrwRXr3Ty87zj7MSqN/OaX8EHGhmzwKfBl4fYJtaYJk/3fAm4Ps7flVZrgSetgEWwh4K7/L1+T3wbfMWEd9lO9v9f8Azfr/MwhsZKCIi8oFkfaNvRURE5IPAzOJ4a7XMH2T9n/dy7P2BLzjnTnoPx9jqnCvaiWWJiIiISB5opJGIiMgHiJl9BG+U0eU7OzACcM4tfy+BkYiIiIgMHxppJCIiIiIiIiIiWTTSSEREREREREREsig0EhERERERERGRLAqNREREREREREQki0IjERERERERERHJotBIRERERERERESy/D/JiS9+rkSmwAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = df_cpi_predictors.plot(\n",
    "        figsize=(20,10), grid=True,\n",
    "        title='Root Mean Square Error (RMSE) between actual CPI and Core CPI and CPI predicting metrics (from {:%Y-%m} till {:%Y-%m})'\n",
    "            .format(cpis.index[0].date(), cpis.index[-1].date()),\n",
    "        xticks=df_cpi_predictors.index, style=['-', '--']*3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "whole-aging",
   "metadata": {},
   "source": [
    "### Conclusion\n",
    "1. Federal Reserve Bank of Cleveland estimate of 1-Year Expected Inflation is head and shoulders the best predictor of actual Core CPI over the next 12 months. Despite its intent of predicting CPI over the next year, it actually is best at predicting the actual core CPI in 2 months.\n",
    "2. University of Michigan: Inflation Expectation over the next 12 months is by far the best at predicting the overall CPI ove the next 12 months. Despite its intent of predicing CPI over the next year, it actually is the most accurate at forecasting it for the following few months."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "wicked-expense",
   "metadata": {},
   "source": [
    "## Limiting the analysis to the last 10 and 5 years\n",
    "It's interesting to see if the conclusion would be the same if we limit the calculation of RMSE to the last 10 and 5 years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "valued-trout",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = df_cpi_predictors_last_10y.plot(\n",
    "        figsize=(20,10), grid=True,\n",
    "        title='Root Mean Square Error (RMSE) between actual CPI and Core CPI and CPI predicting metrics (from {:%Y-%m} till {:%Y-%m})'\n",
    "            .format(date_for_last_10y, cpis.index[-1].date()),\n",
    "        xticks=df_cpi_predictors_last_10y.index, style=['-', '--']*3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "norman-cemetery",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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j3yWEEHWQ/t5CXB5u1FonK6WGYvzy6IfRdDyQKq1CtNZmpdRhjF/eyoHDunrLgIOWdc31PsbNmMLoGlBVMEay5niVhj82GAmuyqTS/8NodeBuWXe6xjYyq/y/yHJctVi+RM8H5itjVpbpwDtKqS2W5xzVutoveDVbzNRLKdUX41fbaIwvfY7UHkvgcJX/BwP/T1WfCUZh1G99+/Vr4Ib1cCPLGnqtG9pGpVzLv+5USfoBP2mtB1l+uX4b43X6qI7nv4/RMmGApUy3qiu10apnGoBSKhKjddJrnLvh+0lr3dBgw+5VYqxLXa9tII2cf/X4DqNlwBGMLlobMBIDJRg3JmZL8qeh7Tbl9a95Xtc5gL2lxeCrGC1lXDA+u3+1rA7C+NX7D7O0Jvtf4GaMG67Ka4MftW9kasrG+AW4MVdprfc1M66Gjr9SfXUZSPXXuqH3fDbgp5Sya+B9WO19xrnzrNKpKkldMM6DlUqpqtfZCoxxfo7Wsf+m1OGN+lxrjCb5g9fZQKrXd2N1CMZxHGigXGPv94bUfD3Pt/6rnRta6zNKqWzq9kffZzXr1smSuKrrc6mhaxMY3cwqFQNorWsuc8N4D7sAv1ZtdIvRZbMhDe2/oXq4CaPV17+UUtuBx3TdrVtO07SES83Pt8rEV6WDGNeESjXrIMvynaDyMRj1klvXzpRSNhgJvVKMZEOlQowfC6ryoAmJL631LssPV69jvCf+i9GF74hln1VbFXZv6r6UMTB/AE1s0ddSlFL9ML5jTtRa77EsrjwGD859d6gr5i4YrdQe1Fp/b1nmijGkwph69rcQo/UcGAnPBY3sqxgjefmc5Rr+nVJqPUYr4DRLmca+Swgh6iAtjYS4jGitv8P45elly6JjGF+aAbD88hiEcbNyDAiyfFGq1JlzNzJVv8Q25nuML0T+nOs6Vekwxhg6ftro/uOltfbQWlc2J37esq8eWmsPjC8Iij9Ia12stZ6P8QW1O8Yv3x2rdlnDON5KZ6jy65+qPejyhxitqIK01p4YY0PUjLPmF/8/VTlmL621s9Z60/keUiPLGnqtG9qGseJck/tu9awvBGYCdyiletVRZAVG17d0S2uPell+wV1M/U3062KiepP0mup6bY/R+PlXV518h3FznWD5/w8Yv3JX7ZrW2HZb8vVfgDFOU1fLe+R/OHfuHcbomliXuo6t2nmOceNR6TaMLiHXYozvE2JZ3pT3YzIwvsb1pKU0dPyNOY7xPqjUub6CGOMmncXozlSfau8zzp1nlWrW+WFgdI3zwElrXTNhBEYdjrTcSLW0P3KdbU4d7sY45uZ0/W2umrGcb/1XOy6llAvnWkrVdJjqA7pX1ZzPyprq+lwKqq9wM2Vh3ERHVTl2T20MoAz1x93Q8dRbD1rrX7TWN2B0bf2Mun9cAKO7VZ2fMw3EcQzwUVVm7KL695U/xFL/b2N8h7nJ0jqp0g6qdGeyvD/Dqd3Fqk5a60+01tFaa1+MVuAhWFo56+oTPxyybDOmxvkQU8e+pmJ0B26oK+sfOS9rsXzufwFM11qvs+5E69MY53HVLl89qRKz5UeWZOAfWuuqLZG7YtTH90qpTIwBxzsoY1a0EK31vVXq5/km7Gt7HaHXrIfGvksIIeogSSMhLj+vAcOVUj0xvrRdp4zpYu2BhzFuijZhjDlThDHzhL1SKgFjTIBllu2coP6b0Wosv5KOwxhIW9dYdxxj3KRXlDGdtI1SKtzSKgqMX30KgTylVEeqNFtuLqXUQ5Zm4M5KKTvLL3zuGOMbbMZoXfWA5XgnUH1Gom1AlDKmu3WidhcMd4xfOkuUUn0wbrAbshB4XCkVZYnNUyl18/keWxM09Fo31Rpqd1mx0kZ3kLc41yy96rozwDWcG6vKSikVqZR6WBljblWOxTIZYwyqRllej94Ygz3Xpz3nXtubMb4YrmnC+XcC6KSqjP2ktd6LcbM1BfhOG93rTmDcCH9nKdPYdlvy9XfHGGep0NJKa2aVdasxvmQ/pIypiN0treIqjy2kRiJnK8b4U/ZKqZpj/LhjnDPZGImlRrs9VfEqxi++71luEFBKdVRKvWrpkvBHNHT8jfkI47zopIzxMB6rr6A2ukc9idFS8UZlTN1sr4xxuF60FFsKzFFKtVPGrEpPUn0WqJoWAv9bpU7aKWO8q7p8gHFTvsLynrFRSvkqpf5HKVXnL/HN8Eeusx8B05RS3S2JlafqK2i5/v8F+LtSKrHKe2OQUurNP3IAVdxveT19MMaYqnOWSYuG6v8TYKwlNgeMcW/q+168BLhWGdOr21lel1jLuiZ/VtZhM0bLp1mW7d5A9c+l82ZpRfwf4N9KqfZgfU9Wjvd1AvBVTet+WqnOelDGOIm3K6U8LQmXfOrv6rcF8LKch009lsMYn2X/VEo5Wa4pd9Hwe685FmB8ZozTtbvkrQSilVI3WT6LnsQYd2gXGC00LcvtABtLfPaVT1ZK9baUaYcxs9cXVbq+1bQB43x4wHI9r2zxZB0fShmtqG+h8a5ppzBeg/M9N62UMTtqEvBnrfWqOoq8j3Fd9LZco2dUxmd5nb/F6Fa6sMbzUjGSpLGWv8rJAGKpv8VbvfvCaBl8COOz104pNRBjhrWvqzx/KEaLJyFEM0jSSIjLjDbGq3gfY7DL3Rg3vvMwfnUch/GlqFRrXWp5PNqy7g3gzipfZt7GGJ8gVyn1WRP2u0NrXd8vb3didOmqnPHmE851w3gGYzaNPOBLjF+azlcR8ApGV4AsjJmSbtJap1uOdwJGF6kcjDGArPuyNLV+FuPXsL3UbjF1H/CsMsaOepL6f0Wt3N5KjPGVliml8jG+HI1uJP5cpVRhlb+/NH7I1v3V+1o3dRsYX2hvV0o11ALhNWBMXYkArXWK1rqurgsFGIO3/qyUOoORLErFSGxV6l/j2AuVUvGWdeMwZqU5Rv1+xvjVMguji9VErXVlV5OGzr9vMX6lzFRKZVXZ3ndAtuVmpfKxwhgculK92z3P178+j2AkKQswbgKtN8mW7hrDMeooE+PcvdqyurL7ZLZSqjLuv2P8Sn4a4733YZX9vI/R5eOo5ZialNSzxJGD0TWxDON1LsCYPj4Py8D8f0C9x98E/8G4YdiG8do1eH3RWr+CkfSYg3HTdRijq8pnliLPYYyXth1jhqbfLMvq8/8wfp3/xlInP2G8F+ra91mMVl67MBKk+Rg32H5UH1j+fJz3dVZr/RXG+/5bjNeyvgGOK8t/gnF9nY7RQuQERh3VnCDhfH2IkbBNx2gdeV71b/m8ut+yveMY74kjdW3E0gpkDMY1Kwcj+VrZ2qFZn5U1tlv5uXQXRpeZKRiJ4LPN2U4D/obxmv1kuQ4lYwxWXtnicymQbom9zm7fNeJtqB7uADIs+7kXY/yvurZRinGTP6Wu9Q2YjNEq5RhGIucp3cxumnWxJBT/hJGoyKzy+XO7Jd5TGD8Y/C/GOdKX6uNC3YHxI8MCjBaqxRjXnUr/D+O13W15/oz6YrHUzY0Yny25GO+hG2t8jt9oWbe+oePSWhdZYv7R8vr2a6h8Ix7G6O74dpX6qfp97ymM9+JBjM/Kl7QxGQMYiaAw4Omqn++WGMu11pmVfxjnlNnyuIK61bsvS8LyBoxzNA/jdbB+r1VKdcBoef7ZH6gLIa5IlVPSCiHEFUcptRhjetc5jZW9UiilPgQ+0lp/1taxVFJK/QzcpbVObetYhBBtRymVgTHz4R9OFlysLNe7hVrrRgeJv1RZWt18D/Sqo2WPEBeEMsYY3K+1fqOtYxHiUiMDYQshhLDSWjfW7a7Vaa3rbJkhhBCXOmV0ad2N0UrydowxbJIafNIlztJ6J7Kt4xBXFq31w42XEkLURZJGQgghhBBCtI0IjO7Orhhd7iZaxkwTQgghLgrSPU0IIYQQQgghhBBC1CIDYQshhBBCCCGEEEKIWi6p7ml+fn46JCSkrcP4w86cOYOrq2tbh3FFkTpvXVLfrUvqu3VJfbc+qfPWJfXduqS+W5fUd+uTOm9dUt+t63Kq719//TVLa92u5vJLKmkUEhJCSkpKW4fxh23YsIGEhIS2DuOKInXeuqS+W5fUd+uS+m59UuetS+q7dUl9ty6p79Yndd66pL5b1+VU30qpg3Utl+5pQgghhBBCCCGEEKIWSRoJIYQQQgghhBBCiFokaSSEEEIIIYQQQggharmkxjSqS1lZGUeOHKGkpKStQ2kyT09P0tLS2jqMK4rU+flzcnKiU6dO2Nvbt3UoQgghhBBCCCFa0SWfNDpy5Aju7u6EhISglGrrcJqkoKAAd3f3tg7jiiJ1fn601mRnZ3PkyBFCQ0PbOhwhhBBCCCGEEK3oku+eVlJSgq+v7yWTMBLiUqKUwtfX95JqySeEEEIIIYQQomVc8kkjQBJGQlxA8v4SQgghhBBCiCvTZZE0EkIIIYQQQgghhBAtS5JGLcDW1pbY2Fiio6MZN24cubm5AGRkZKCUYs6cOdayWVlZ+Pj4MGvWLAB2795NQkICsbGxmEwm7rnnHgA2bNiAp6cnsbGx1r/k5ORGY3n55ZeJjIwkNjaW+Ph43n//fQASEhKIiIigZ8+eDBw4kN27d1uXp6SktGR1NLjd1atX06tXL3r27En37t1ZtGgRAJ999hk7d+60lnvyyScbPN7Fixdb67C5CgsL+dOf/kR4eDi9e/cmISGBn3/+Gaj+Wt58880UFRUB4Obmdl77EkIIIYQQQgghLlWSNGoBzs7ObN26ldTUVHx8fJg/f751XWhoKF9++aX18ccff4zJZLI+fuCBB5g9ezZbt24lLS2NP//5z9Z1gwcPZuvWrda/a6+9tsE4Fi5cyNq1a9myZQtbt25l3bp1aK2t65csWcK2bduYOnUqjz76aEscerOUlZVxzz33sGrVKrZt28b//d//kZCQANROGj377LONHu/5uvvuu/Hx8WHv3r38+uuvvPvuu2RlZQHVX0sHBwcWLlx4QWIQQgghhBBCCCEudpI0amH9+/fn6NGj1scuLi6YTCZrq5vly5czfvx46/rjx4/TqVMn6+MePXqc976ff/55FixYgIeHBwAeHh5MnTq1VrkhQ4awb9++Brf17LPPEh8fT3R0NPfcc481+ZSQkMDf/vY3+vTpQ7du3fj+++8BKC4u5tZbb8VkMjF+/HiKi4trbbOgoIDy8nJ8fX0BcHR0JCIigk2bNvHFF1/w6KOPEhsby/79+5k2bRqffPIJAL/88gsDBgygZ8+e9OnTh4KCgmrb/fLLL+nfvz8vvvgiDz30kHX5f/7zH2bPnl2t7P79+/n555957rnnsLExTv/Q0FCuu+66WvEOHjy40XoSQgghhBBCCCEuV3ZtHUBLembVDnYey2/RbXYP9OCpcVFNKltRUcG6deu46667qi2/9dZbWbZsGf7+/tja2tKhQweys7MBmD17Ntdccw0DBgxgxIgRJCYm4uXlBcD3339PbGysdTsrVqwgPDycMWPG8NZbbxEYGGhdl5+fT0FBAWFhYY3GuWrVqkaTU7NmzeLJJ58E4I477mD16tWMGzcOgPLycrZs2cKaNWt45plnSE5OZsGCBbi4uJCWlsb27du56qqram3Tx8eH66+/nuDgYIYNG8bYsWOZPHkyAwYM4Prrr2fs2LFMnDix2nNKS0uZNGkSy5cvJz4+nvz8fJydna3rV65cyauvvsqaNWuwt7enZ8+evPTSS9jb2/Puu+9au79V2rFjB7Gxsdja2jZ4/OXl5Xz11VeMGjWqwXJCCCGEEEIIIcTl6rJKGrWV4uJiYmNjOXr0KCaTieHDh1dbP2rUKP7+97/j7+/PpEmTMJvN1nWJiYmMHDmSpKQkPv/8cxYtWsS2bdsAo6XL6tWra+1vzZo15xXn7bffjrOzMyEhIcybN6/BsuvXr+fFF1+kqKiInJwcoqKirEmjCRMmANC7d28yMjIA2LhxIw888AAAMTExxMTE1Lndt956i99//53k5GRefvll1q5dy+LFi+uNY/fu3XTo0IH4+HgAaysqgG+//ZaUlBS++eYb6/JrrrmG1atXYzKZKCsra3bLrcrXEoz6r5kAFEIIIYQQQgghrhSXVdKoqS2CWlrlODhFRUWMHDmS+fPnWxMoAA4ODvTu3ZtXXnmFnTt38tFHH1V7fmBgINOnT2f69OlER0eTmpra7Bg8PDxwc3MjPT293tZGS5YsIS4urtFtlZSUcN9995GSkkJQUBBPP/00JSUl1vWOjo6AMWh0eXl5s2Pt0aMHPXr04I477iA0NLTBpFFDwsPDSU9PZ8+ePdbjuvvuu3n++eeJjIwkMTGx1nOioqLYtm0bFRUVdbY2qnwthRBCCCGEEEKIK52MadSCXFxcmDt3Lq+88kqtZMrDDz/MCy+8gI+PT7XlSUlJlJWVAZCZmUl2djYdO3Y8r/0//vjj3H///eTnG130CgsLrbOnNUdlgsjPz4/CwkLr2EINGTJkCB9++CEAqampbN++vVaZwsJCNmzYYH28detWgoODAXB3d681VhFAREQEx48f55dffgHOjYsEEBwczIoVK7jzzjvZsWMHAH379uXw4cN8+OGHTJ48udb2wsPDiYuL46mnnrKO05SRkVFtsHIhhBBCCCGEEEJI0qjF9erVi5iYGJYuXVpteVRUVJ2DUn/zzTdER0fTs2dPRo4cyUsvvURAQABwbkyjyr/K5M2YMWM4duxYrW3NnDmTq6++2jqA9eDBg62DPTeHl5cXM2bMIDo6mpEjR1q7hjVk5syZFBYWYjKZePLJJ+ndu3etMlprXnzxRSIiIoiNjeWpp56ytjK69dZbeemll+jVqxf79++3PsfBwYHly5fz5z//mZ49ezJ8+PBqrZ4iIyNZsmQJN998s/V5t9xyCwMHDsTb27vOWN966y1OnDhBly5diI6OZtq0abRv3745VSSEEEIIIYQQQlz2VNUp2S92cXFxunIWskppaWnVprC/FBQUFODu7t7WYVy2xo4dy+zZsxk2bJh1mdT5H9Pc99mGDRtISEi4cAGJaqS+W5fUd+uTOm9dUt+tS+q7dUl9tz6p89Yl9d26Lqf6Vkr9qrWuNZ6NtDQSl43c3Fy6deuGs7NztYSREEIIIYQQQgghmu+yGghbXNm8vLzYs2dPW4chhBBCCCGEEEJcFqSlkRBCCCGEEEIIIYSoRZJGQgghhBBCCCGEEKIWSRoJIYQQQgghhBBCiFpkTCMhhBBCCCGEEEKIRuSU5LDt5Da2ntrK1pNbcTjjQAIJbR3WBSUtjVqAra0tsbGxREdHM27cOHJzcwHIyMhAKcWcOXOsZbOysvDx8WHWrFkA7N69m4SEBGJjYzGZTNxzzz2AMXWfp6cnsbGx1r/k5ORGY3n55ZeJjIwkNjaW+Ph43n///ZY/4Ab2k5CQQEREBD179mTgwIHs3r3bujwlJaXF46hvu6tXr6ZXr1707NmT7t2788477wDw2WefsXPnTmu5J598ssF6Xbx4sfW1aq7CwkL+9Kc/ER4eTu/evUlISODnn38Gqp8zN998M0VFRQC4ubmd176EEEIIIYQQQrScCnMFe07v4aPdH/HED08wduVYhi4fygPrH+D9He9TZi7Dz96vrcO84KSlUQtwdnZm69atAEydOpX58+fzxBNPABAaGsqXX37Jc889B8DHH3+MyWSyPveBBx5g9uzZ3HDDDQD8/vvv1nWDBw9m9erVTY5j4cKFrF27li1btuDh4UF+fj4rV65s8vMrKiqwtbX9w/tZsmQJcXFxvPnmmzz66KN88cUXTY6hJZSVlXHPPfewZcsWOnXqxNmzZ9mxYwdgJI3Gjh1L9+7dAXj22WcvWBx33303oaGh7N27FxsbGw4cOGBNWFU9Z26//XYWLlzIX/7ylwsWixBCCCGEEEKI+hWUFvD7qd/Zemor205tY/up7RSWFQLg4+RDz3Y9mdB1ArHtYunu2x0nOyc2bNjQtkG3AkkatbD+/fuzfft262MXFxdMJhMpKSnExcWxfPlyxo8fT3Z2NgDHjx+nU6dO1vI9evQ4730///zzbNiwAQ8PDwA8PDyYOnUqAOvWreORRx6hvLyc+Ph4FixYgKOjIyEhIUyaNIm1a9fy17/+FR8fH5566inOnj1LeHg47777bq3WLw3tp6ohQ4bw2muvNRjzs88+y6pVqyguLmbAgAEsWrQIpRQJCQn07duX9evXk5uby9tvv83gwYMpLi4mMTGRbdu2ERkZSXFxca1tFhQUUF5ejq+vLwCOjo507dqVTZs28cUXX/Ddd9/x3HPPsWLFCv7xj38wduxYJk6cyC+//MKDDz7ImTNncHR0ZN26ddW2W5n8Gz9+PMeOHbMe23/+8x927tzJv//9b2vZ/fv38/PPP7NkyRJsbIwGfaGhoYSGhtaKd/DgwdXOGSGEEEIIIYQQF47WmkMFh9h6cqs1SbTv9D40GoWiq3dXxoSOIbZ9LLHtYunk3gmlVFuH3SYuv6TRu9fVXhZ1I/SZAaVFsOTm2utjb4Net8OZbPjozurrEr9s8q4rKipYt24dd911V7Xlt956K8uWLcPf3x9bW1s6dOhgTRrNnj2ba665hgEDBjBixAgSExPx8vIC4Pvvvyc2Nta6nRUrVhAeHs6YMWN46623CAwMtK7Lz8+noKCAsLCwWnGVlJQwbdo01q1bR7du3bjzzjtZsGABDz30EAC+vr789ttvZGVlMWHCBJKTk3F1deWFF17g1Vdf5cknn2zSfmpatWpVo0mwWbNmWbd/xx13sHr1asaNGwdAeXk5W7ZsYc2aNTzzzDMkJyezYMECXFxcSEtLY/v27Vx11VW1tunj48P1119PcHAww4YNY+zYsYwdO5YBAwZw/fXXW5NEVZWWljJp0iSWL19OfHw8+fn5ODs7W9evXLmSV199lTVr1mBvb0/Pnj156aWXsLe3591332XRokXVtrdjxw5iY2MbbblVXl7OV199xahRoxosJ4QQQgghhBDi/BSXF7Mja4c1QbTt5DZOnz0NgJu9Gz3b9WR48HBi28XSw68Hbg4ybEilyy9p1AaKi4uJjY3l6NGjmEwmhg8fXm39qFGj+Pvf/46/vz+TJk3CbDZb1yUmJjJy5EiSkpL4/PPPWbRoEdu2bQPq7562Zs2aZsW3e/duQkND6datG3CuC11l0mjSpEkA/PTTT+zcuZOBAwcCRiKlf//+zdoXGN2tnJ2dCQkJYd68eQ2WXb9+PS+++CJFRUXk5OQQFRVlTRpNmDABgN69e5ORkQHAxo0beeCBBwCIiYkhJiamzu2+9dZb/P777yQnJ/Pyyy+zZs0alixZUm8cu3fvpkOHDsTHxwNYW1EBfPvtt6SkpPDNN99Yl19zzTWsXr0ak8lEWVlZs1uIVZ4zYLzONRONQgghhBBCCCHOT+aZTLaeNBJEW09uZVfOLsp1OQAhHiEM6TTE2ooozCsMGyXDPdfn8ksaNdQyyMGl4fWuvs1qWVSpcnyaoqIiRo4cyfz5862JDQAHBwd69+7NK6+8ws6dO/noo4+qPT8wMJDp06czffp0oqOjSU1NbXYMHh4euLm5kZ6e3qRWQFW5uroCRhO94cOHs3Tp0j+0n8oxjRpTUlLCfffdR0pKCkFBQTz99NOUlJRY1zs6OgLGoNHl5eXNOSTA6OrXo0cP7rjjjjq7hTVVeHg46enp7Nmzx3pcd999N88//zyRkZEkJibWek5UVBTbtm2rd5yoqmMaCSGEEEIIIYQ4P2UVZezK2WUkiCyzmp0oOgGAk60T0X7RTIueRmy7WGLaxeDt5N3GEV9aJJ3WglxcXJg7dy6vvPJKrSTHww8/zAsvvICPj0+15UlJSZSVlQGQmZlJdnY2HTt2PK/9P/7449x///3k5+cDxuxd77//PhEREWRkZLBv3z4APvjgA4YOHVrr+f369ePHH3+0ljtz5gx79uxp8n6aqzJB5OfnR2FhIZ988kmjzxkyZAgffvghAKmpqXWOBVRYWFhtQLKtW7cSFBQEgLu7OwUFBbWeExERwfHjx/nll1+Ac+MiAQQHB7NixQruvPNO64Daffv25fDhw3z44YdMnjy51vbCw8OJi4vjqaeeQmsNGLPpffll85OSQgghhBBCCCEMOSU5rD+0nn//+m+mfjWV/kv7c9ua23jhlxfYfmo7V7W/isf6PMayscvYdNsm3h31Lg9e9SBDg4ZKwug8XH4tjdpYr169iImJYenSpQwePNi6PCoqiqioqFrlv/nmGx588EGcnJwAeOmllwgICGDXrl21xjSaM2cOEydOrHNMI4CZM2dSWFhIfHw89vb22Nvb8/DDD+Pk5MS7777LzTffbB0I+957760VS7t27Vi8eDGTJ0/m7NmzADz33HPWbm2N7ae5vLy8mDFjBtHR0QQEBFi7hjVk5syZJCYmYjKZMJlM9O7du1YZrTUvvvgif/rTn3B2dsbV1ZUFCxYAxvhSM2bMYO7cudWSVA4ODixfvpw///nPFBcX4+zsTHJysnV9ZGQkS5Ys4eabb2bVqlWEh4dzyy23sHXrVry9677wvPXWWzz88MN06dIFZ2dn/Pz8eOmll5pbTUIIIYQQQghxRaowV7Avd58xDpGlq9mhgkMA2NnY0d2nO7dE3EJsu1h6tuuJv6t/G0d8+VGVrSAuBXFxcTolJaXasrS0tGpT2F8KCgoKcHd3b+swrigXos7Hjh3L7NmzGTZsWItu92LU3PfZhg0bSEhIuHABiWqkvluX1HfrkzpvXVLfrUvqu3VJfbc+qfPWdanXd9Vp77ee3Mr2rO2cKTsDGNPex7aLNcYiah+LyceEk51Tm8Z7qdd3VUqpX7XWtcaZkZZGQjRTbm4uffr0oWfPnldEwkgIIYQQQgghWlrNae+3ntzK/tz9aDQ2yoauXl0ZGzaWnu16XvHT3rclSRoJ0UxeXl51jvUkhBBCCCGEEKJu1aa9P2l0N6uc9t7d3p2Y9jGMDBlJbHtj2ntXe9c2jliAJI2EEEIIIYQQQgjRwiqnva9sRbQ7Z3e1ae+HBg21djcL9QyVae8vUpI0EkIIIYQQQgghxHmrnPa+MkG07dQ267T3znbORPtFkxidSGz7WGL8YvBy8mrbgEWTSdJICCGEEEIIIYQQTZZdnG3MZmbparYjewdnK4wZuANdA7nK/ypjRrP2Penm3Q17G/s2jlicL0kaCSGEEEIIIYQQok5Vp72vbEVUbdp73+5MiphEbHtj2vv2Lu3bOGLRkqTTYAuwtbUlNjaW6Ohoxo0bR25uLgAZGRkopZgzZ461bFZWFj4+PsyaNQuA3bt3k5CQQGxsLCaTiXvuuQcwpu7z9PQkNjbW+pecnNxoLC+//DKRkZHExsYSHx/P+++/D0BCQgIRERH07NmTgQMHsnv3buvylJSUlqyOBrf7+uuv06VLF5RSZGVlNWubixcvpl27dtXqZOfOnS0Vcr02bNjApk2bmv28kJCQOo+xvuVV7dq1i9jYWHr16sX+/ftxc3Nr9v6FEEIIIYQQornyS/P58eiPzN86n3u+uYeBywYycdVE/vHTP9h0bBNdvbvycO+HeX/0+/x0208sGbOER+MfZXjwcEkYXYakpVELcHZ2ZuvWrQBMnTqV+fPn88QTTwAQGhrKl19+yXPPPQfAxx9/jMlksj73gQceYPbs2dxwww0A/P7779Z1gwcPZvXq1U2OY+HChaxdu5YtW7bg4eFBfn4+K1eutK5fsmQJcXFxvPnmmzz66KN88cUX533M52vgwIGMHTuWhISE83r+pEmTeP3111s2qEZs2LABNzc3BgwY0Gr7/Oyzz5g4cWK1hKMQQgghhBBCtCStNQfzDxrdzCwtiapOe9/Nuxtjw8ZaWxF1cpNp7680kjRqYf3792f79u3Wxy4uLphMJlJSUoiLi2P58uWMHz+e7OxsAI4fP06nTp2s5Xv06HHe+37++efZsGEDHh4eAHh4eDB16tRa5YYMGcJrr73W4LaeffZZVq1aRXFxMQMGDGDRokUopUhISKBv376sX7+e3Nxc3n77bQYPHkxxcTGJiYls27aNyMhIiouL69xur169ai0zm81ERESwadMm2rVrh9lsplu3bmzevJl27do1etwrV67k9ddfJzk5mczMTIYOHcrGjRtJSkpi5cqV5OXlcfjwYe68806eeuopAP773/8yd+5cSktL6du3L2+88Qa2trYkJSXxP//zP1RUVODn58fbb7/NwoULsbW15b///S/z5s0jMjKSe++9l0OHjCaZr732GgMHDiQ7O5vJkydz9OhR+vfvj9a6wbgzMjIYPXo0gwYNYtOmTXTs2JHPP/+c9evX89prr2Fra8u6detYv359o3UghBBCCCGEEI0pLi8mNSuVbae2se2kMSZR7tlcANwd3OnZriejQkYR2z6WaL9omfZeXF5Joxe2vMCunF0tus1In0j+1udvTSpbUVHBunXruOuuu6otv/XWW1m2bBn+/v7Y2trSoUMHa9Jo9uzZXHPNNQwYMIARI0aQmJiIl5cXAN9//z2xsbHW7axYsYLw8HDGjBnDW2+9RWBgoHVdfn4+BQUFhIWFNRrnqlWrGk1OzZo1iyeffBKAO+64g9WrVzNu3DgAysvL2bJlC2vWrOGZZ54hOTmZBQsW4OLiQlpaGtu3b+eqq65qNI5KNjY2TJkyhSVLlvDQQw+RnJxMz54960wYLV++nB9++MH6ePPmzYwfP54VK1Ywf/58kpKSeOaZZwgICABgy5YtpKamUlFRwTXXXMN1112Hq6sry5cv58cff8Te3p777ruPJUuWMHr0aGbMmMHGjRsJDQ0lJycHHx8f7r33Xtzc3HjkkUcAuO2225g9ezaDBg3i0KFDjBw5krS0NJ555hkGDRrEk08+yZdffsnbb7/d6LHv3buXpUuX8p///IdbbrmFFStWMGXKlFr7FEIIIYQQQojm0Fob095XaUVUddr7UM9Qrg662tqKSKa9F3W5rJJGbaW4uJjY2FiOHj2KyWRi+PDh1daPGjWKv//97/j7+zNp0iTMZrN1XWJiIiNHjiQpKYnPP/+cRYsWsW3bNqD+7mlr1qw5rzhvv/12nJ2dCQkJYd68eQ2WXb9+PS+++CJFRUXk5OQQFRVlTRpNmDABgN69e5ORkQHAxo0beeCBBwCIiYkhJiamWbFNnz6dG264gYceeoh33nmHxMTEOsvV1z1t3rx5REdH069fPyZPnmxdPnz4cHx9fSkoKGDChAn88MMP2NnZ8euvvxIfHw8Yr1/79u356aefGDJkCKGhoQD4+PjUGUNycnK1sZTy8/MpLCxk48aNfPrppwBcd911eHt7N3rcoaGh1sRg1foUQgghhBBCiOYoqygj42wGH+z8gK0nt7L11FZOFp0EjGnve/j1kGnvRbNdVkmjprYIammVYxoVFRUxcuRI5s+fb02gADg4ONC7d29eeeUVdu7cyUcffVTt+YGBgUyfPp3p06cTHR1Nampqs2Pw8PDAzc2N9PT0elsbVY5p1JiSkhLuu+8+UlJSCAoK4umnn6akpMS63tHRETAGAC8vL292rHUJCgrC39+fb7/9li1btrBkyZJmPf/IkSPY2Nhw4sQJzGYzNjZGhrxmf1ulFFprpk6dyj//+c9q61atWtWkfZnNZn766SecnJyaFWNdKusSjPqsr1ufEEIIIYQQQlQqKS9h7+m9pOWksTN7J2k5aew9vZcycxlkQke3jsT5x1lbEXXz7oadzWV1+y9aibQ9a0EuLi7MnTuXV155pVYy5eGHH+aFF16o1XolKSmJsrIyADIzM8nOzqZjx47ntf/HH3+c+++/n/z8fAAKCwuts6c1R2WCyM/Pj8LCQj755JNGnzNkyBA+/PBDAFJTU6uN69RUd999N1OmTOHmm2/G1ta2yc8rLy9n+vTpLF26FJPJxKuvvmpdt3btWnJyciguLuazzz5j4MCBDBs2jE8++YSTJ42se05ODgcPHqRfv35s3LiRAwcOWJcDuLu7U1BQYN3miBEjqrXUqhwEvWodfPXVV5w+fbrZdSCEEEIIIYQQVZ0pO8NvJ35jSdoSnvjhCSZ8MYF+H/bjtjW38Y+f/kHyoWQ8HDyYYprCXX53se7mdSTdlMQLQ15gcuRkuvt2l4SROG9y5rSwXr16ERMTw9KlSxk8eLB1eVRUFFFRUbXKf/PNNzz44IPWVisvvfQSAQEB7Nq1q9aYRnPmzGHixIl1jmkEMHPmTAoLC4mPj8fe3h57e3sefvjhZh+Dl5cXM2bMIDo6moCAAGs3robMnDmTxMRETCYTJpOJ3r1711lu7ty5vPjii2RmZhITE2M9FoDrr7+exMTEerumQe0xjd544w2Sk5MZPHgwgwYNomfPnsTHx3PdddcB0KdPH2666SYOHTrEnXfeaW1p9dxzzzFixAjMZjP29vbMnz+ffv368eabbzJhwgTMZjPt27dn7dq1jBs3jokTJ/L5558zb9485s6dy/33309MTAzl5eUMGTKEhQsX8tRTTzF58mSioqIYMGAAnTt3bnKdCyGEEEIIIUTe2TzSctJIy7b85aRxMP8gGmOSnXbO7TD5mrg66Gq6+3TH5Guig2sHaw+LDRs2yLT3okWpxmZ4upjExcXplJSUasvS0tKqTWF/KSgoKMDd3b2tw7jopKSkMHv2bL7//vsW2d7ixYtJSUnh9ddflzr/g5r7PtuwYQMJCQkXLiBRjdR365L6bn1S561L6rt1SX23Lqnv1id1Xr+s4ix2Zu9kV84ua4LoaOFR6/pA10BMviZMPibrv+1cGp5dWuq7dV1O9a2U+lVrXWs8G2lpJC4K//rXv1iwYEGzxzISQgghhBBCiItZ5SxmO3N2WpNDadlpnCo+ZS0T4hFCjF8Mt0TcYiSJfEwyULW4KEjSSFwUHnvsMR577LEW3ea0adOYNm1ai25TCCGEEEIIIepj1mYOFxwmLTvNmiTalbOL3LO5ANgoG8I8w+gf2N/agijCOwI3B7e2DVyIekjSSAghhBBCCCGEaKZyczkZeRnVZjDblbOLM2VnALC3saerd1eGdR5Gd9/uRPpE0tW7K852zm0cuRBN16SkkVJqFPD/AFvgLa31v2qsdwTeB3oD2cAkrXWGUqoP8GZlMeBprfVKy3MygAKgAiivq++cEEIIIYQQQgjR1korStmXu69a97Ldp3dztuIsAE62TkT4RDAubBzdfY0BqsM9w7G3tW/jyIX4YxpNGimlbIH5wHDgCPCLUuoLrfXOKsXuAk5rrbsopW4FXgAmAalAnNa6XCnVAdimlFqlta6cj/5qrXVWSx6QEEIIIYQQQghxvorLi9mds9vacigtO429uXspNxu3sW72bph8TUyKmITJ10R3n+4EewRja2PbxpGL1qK15rdDuezMriChrYO5wJrS0qgPsE9rnQ6glFoG3ABUTRrdADxt+f8nwOtKKaW1LqpSxgm4dKZqE0IIIYQQQghxWSsoLag2e1ladhoH8g9g1mYAvB29MfmamNp9qjVB1NG9IzbKpo0jF22hpKyC1duP896mDH4/mkcXLxvua+ugLjCldcN5HKXURGCU1vpuy+M7gL5a61lVyqRayhyxPN5vKZOllOoLvAMEA3dU6Z52ADiNkUhapLV+kzoope4B7gHw9/fvvWzZsmrrPT096dKlS7MPvCV5eXkRFRVFeXk5wcHBvPnmm3h5eXHw4EF69OjBI488wpNPPglAdnY2Xbt2JTExkVdeeYW9e/fy4IMPkpeXx9mzZxkwYABz587l+++/Z/LkyQQHB1v389xzz3H11Vc3GMvcuXN57733cHJyws7Ojj/96U/cdtttLX7M9e1nzJgxZGZm4uTkhKurK2+88QZdu3ZlzJgxPPfcc1x11VUtGkd92120aBFvvPEGBw4c4MCBA3h5eWFr27TM/5IlS5gzZw6BgYHWZW+//TaRkZEtGntN33//PQ4ODvTt27dZz4uOjua7777D19e3Scur2rNnD4mJiSileP/99xk4cCDHjx+vVW7fvn3k5eU1OabCwkLc3GQwv9Yi9d26pL5bn9R565L6bl1S361L6rv1XUx1XlBRwJHSIxwuPWz9N6v8XMcXL1svOjl0IsghiCCHIDo5dMLL1gulVBtG3TwXU31fTnJKzHx7qJzvjpRRUAqBrophwfbEep7F1/PyqO+rr77617qGDbrgA2FrrX8GopRSJuA9pdRXWusSYJDW+qhSqj2wVim1S2u9sY7nv4llXKS4uDidkJBQbX1aWhru7u4X+jAa5OzszPbt2wGYOnUq77//Pk888QRubm6EhoaSnJzMSy+9BMB///tfTCYTDg4OuLu78/jjj/PII49www03APD777/j7u6Oi4sLgwcPZvXq1U2OY+HChWzcuJGUlBQ8PDzIz89n5cqVTa6fioqKJiVWGtqPra0tS5cuJS4ujjfffJOnn36aL774AltbW1xdXVv8tapvu8OGDWPixIkkJCTg5uaGra1tk/ft5OTErbfeyuuvv96isTZmy5YtuLm5ce211zbreUop3Nzcah1ffcurWrt2Lbfccgtz5syxLqurvJOTE7169WpyTBs2bKDme1VcOFLfrUvqu/VJnbcuqe/WJfXduqS+W19b1LnWmpNFJ42WQ5bWQ2k5aWSeybSW6eTWiV4de1lnMIv0icTP2a9V47wQ5BxvOVprfsk4zeJNB/h6xwnMWjMs0p9pA0IY2MUXpdQVUd9NSRodBYKqPO5kWVZXmSNKKTvAE2NAbCutdZpSqhCIBlK01kcty08qpVZidIOrlTS61PTv39+aQAJwcXHBZDKRkpJCXFwcy5cvZ/z48WRnG9Vz/PhxOnXqZC3fo0eP8973888/z4YNG/Dw8ADAw8ODqVOnArBu3ToeeeQRysvLiY+PZ8GCBTg6OhISEsKkSZNYu3Ytf/3rX/Hx8eGpp57i7NmzhIeH8+6779bKVDe0n6qGDBnCa6+91mDMzz77LKtWraK4uJgBAwawaNEilFIkJCTQt29f1q9fT25uLm+//TaDBw+muLiYxMREtm3bRmRkJMXFxXVut64Eh9lsJiIigk2bNtGuXTvMZjPdunVj8+bNtGvXrtH6XblyJa+//jrJyclkZmYydOhQNm7cSFJSEitXriQvL4+jR48yZcoUnnrqKcBIEs6dO5fS0lL69u3LG2+8ga2tLUlJSfzP//wPFRUV+Pn58fbbb7Nw4UJsbW3573//y7x584iMjOTee+/l0KFDALz22msMHDiQ7OxsJk+ezNGjR+nfvz+NtRbMyMhg9OjRDBo0iE2bNtGxY0c+//xz1q9fz2uvvYatrS3r1q1j/fr1jdaBEEIIIYQQFxOtNUcLj1qTQ5XT3OeU5ACgUIR4hnBV+6uMAap9TET4RODp6NnGkYuLVUlZBZ9vPcriTQdJO56Pp7M9dw0K5Y5+wQT5uLR1eK2uKUmjX4CuSqlQjOTQrUDN/k5fAFOBzcBE4FuttbY857BlIOxgIBLIUEq5AjZa6wLL/0cAz7bEAR28485ay9xHj8LnttswFxdz+J4/1VrvOX48XhPGU376NEcfeLDauuAP3m/yvisqKli3bh133XVXteW33nory5Ytw9/fH1tbWzp06GBNGs2ePZtrrrmGAQMGMGLECBITE/Hy8gKM7kqxsbHW7axYsYLw8HDGjBnDW2+9Va37VH5+PgUFBYSFhdWKq6SkhGnTprFu3Tq6devGnXfeyYIFC3jooYcA8PX15bfffiMrK4sJEyaQnJyMq6srL7zwAq+++qq1a11j+6lp1apVjSbBZs2aZd3+HXfcwerVqxk3bhwA5eXlbNmyhTVr1vDMM8+QnJzMggULcHFxIS0tje3btzeru5uNjQ1TpkxhyZIlPPTQQyQnJ9OzZ886E0bLly/nhx9+sD7evHkz48ePZ8WKFcyfP5+kpCSeeeYZAgICAKOVUGpqKi4uLsTHx3Pdddfh6urK8uXL+fHHH7G3t+e+++5jyZIljB49mhkzZrBx40ZCQ0PJycnBx8eHe++9Fzc3Nx555BEAbrvtNmbPns2gQYM4dOgQI0eOJC0tjWeeeYZBgwbx5JNP8uWXX/L22283eux79+5l6dKl/Oc//+GWW25hxYoVTJkypdY+hRBCCCGEuFhVmCs4WHDQaDmUbQxSvTNnJwWlBQDYKTvCvcIZ0mmItQVRhHcELvZX3o2+aL4jp4v44KeDLP/lMLlFZUQGuPPPCT24MbYjzg5X7iDnjSaNLAmfWcDXgC3wjtZ6h1LqWYwWQ18AbwMfKKX2ATkYiSWAQcBjSqkywAzcZxnnKAxYaekbagd8qLVOaumDay3FxcXExsZy9OhRTCYTw4cPr7Z+1KhR/P3vf8ff359JkyZhNput6xITExk5ciRJSUl8/vnnLFq0iG3btgHU2z1tzZo1zYpv9+7dhIaG0q1bN8DoQjd//nxr0mjSpEkA/PTTT+zcuZOBAwcCUFpaSv/+/Zu1L4Dbb78dZ2dnQkJCmDdvXoNl169fz4svvkhRURE5OTlERUVZk0YTJkwAoHfv3mRkZACwceNGHnjgAQBiYmKIiYlpVmzTp0/nhhtu4KGHHuKdd94hMTGxznKTJk2qs3vavHnziI6Opl+/fkyePNm6fPjw4daxgyZMmMAPP/yAnZ0dv/76K/Hx8YBxnrRv356ffvqJIUOGEBoaCoCPj0+dMSQnJ7Nz57nx5vPz8yksLGTjxo18+umnAFx33XV4e3s3etyhoaHWBGTV+hRCCCGEEOJiVGYuIz03vVr3sl05uyguN3oaONg40M27G6NCRlkHqO7i3QVHW8c2jlxcSrTWbN6fzeJNGSSnnUApxYju/kwdEELfUJ9LajyrC6VJYxpprdcAa2ose7LK/0uAm+t43gfAB3UsTwd6NjfYpmioZZCNs3OD6+28vZvVsqiSs7MzW7dupaioiJEjRzJ//nxrYgPAwcGB3r1788orr7Bz504++uijas8PDAxk+vTpTJ8+nejoaFJTU5sdg4eHB25ubqSnpzepFVBVrq6ugPGGGT58OEuXLv1D+1myZAlxcbXGz6qlpKSE++67j5SUFIKCgnj66acpKSmxrnd0NC74tra2lJeXN+eQ6hUUFIS/vz/ffvstW7ZsYcmSJc16/pEjR7CxseHEiROYzWZsbIxZE2peTJRSaK2ZOnUq//znP6utW7VqVZP2ZTab+emnn3BycmpWjHWprEsw6rO+bn1CCCGEEEK0trMVZ9l7ei87s3dak0R7T++l1FwKgLOdMyYfExO6TsDkY4w/FOYVhr2NfRtHLi5VRaXlfPrbUd7fnMGeE4V4u9hz79BwpvQLJtDLua3Du6jIPIEtyMXFhblz5/LKK6/USnI8/PDDvPDCC7ValSQlJVFWVgZAZmYm2dnZdOzY8bz2//jjj3P//feTn58PGCPnv//++0RERJCRkcG+ffsA+OCDDxg6dGit5/fr148ff/zRWu7MmTPs2bOnyftprsoEkZ+fH4WFhXzyySeNPmfIkCF8+OGHAKSmplYbP6qp7r77bqZMmcLNN9/c5BnVwOguN336dJYuXYrJZOLVV1+1rlu7di05OTkUFxfz2WefMXDgQIYNG8Ynn3zCyZMnAcjJyeHgwYP069ePjRs3cuDAAetyMAagLigosG5zxIgR1Vpqbd26tVYdfPXVV5w+fbrZdSCEEEIIIURbKCor4rcTv7EkbQlzfpjDTV/cRN8lfZn85WT+8dM/+CbjG9zs3bjNdBsvDH6BL278gs2TN/Pe6Pd4rM9j3NDlBiJ8IiRhJM7Lwewz/GP1Tvo+v445n6XiYGfDSxNj2Pz4MP46KlISRnW44LOnXWl69epFTEwMS5cuZfDgwdblUVFRREVF1Sr/zTff8OCDD1pbk7z00ksEBASwa9euWmMazZkzh4kTJ9Y5phHAzJkzKSwsJD4+Hnt7e+zt7Xn44YdxcnLi3Xff5eabb7YOhH3vvffWiqVdu3YsXryYyZMnc/bsWQCee+45a7e2xvbTXF5eXsyYMYPo6GgCAgKs3bgaMnPmTBITEzGZTJhMJnr37l1nublz5/Liiy+SmZlJTEwMw4cP57333gPg+uuvJzExsd6uaVB7TKM33niD5ORkBg8ezKBBg+jZs6d17CKAPn36cNNNN3HkyBGmTJlibWn13HPPMWLECMxmM/b29syfP59+/frx5ptvMmHCBMxmM+3bt2ft2rWMGzeOiRMn8vnnnzNv3jzmzp3L/fffT0xMDOXl5QwZMoSFCxfy1FNPMXnyZKKiohgwYACdO3ducp0LIYQQQgjRWvLO5rG7eDcZqRnWAaoP5h9EY0zk4uPkQ3ff7gztNNQYpNrXRKBroHQJEi3KbNZ8vy+L9zZlsH73SWyVYnSPDkwbEMxVnb3lfGuEamzmpYtJXFycTklJqbYsLS0Nk8nURhGdn4KCghafel40rGqdp6SkMHv2bL7//vsW2fbixYtJSUmpcwyky0Vz32dXwtSTFxOp79Yl9d36pM5bl9R365L6bl1S3xdOVnEWu3J2Wccf2pm9k6OF5ybd7uDaweha5htJdx8jQdTOuZ3csLcwOcfPKSgpY8WvR3h/80HSs87g5+bAbX2Dub1vZ/w9/vgQIHB51bdS6letda1xZqSlkbii/Otf/2LBggXNHstICCGEEEIIYYyDeqLohDU5VDnN/cmik9Yynd07E+0XzcRuEyk/Us6kqyfh7dT45C1CtIT9pwp5f1MGK347SuHZcnoGefHvST0Z06MDjnZX7ixo50uSRuKK8thjj/HYY4+16DanTZvGtGnTWnSbQgghhBBCtDWtNUcKjli7llXOYJZTYozJaaNsCPUIpU9AH+sU95E+kbg7nOtVsSF7gySMxAVnNmvW7z7J4k0ZfL83C3tbxdiYQKYOCCE2yKutw7ukSdJICCGEEEIIIa5wFeYKDuYfrJ4gyt5FQZkxUYudsqOLdxeGdhqKydeEycdEN+9uuNi7tHHk4kqWV1zGxymH+eCngxzMLsLfw5G/DO/G5D6daefu2PgGRKMkaSSEEEIIIYQQV5AycxnpuenVprjffXo3xeXFADjaOtLNuxujQ0cbCSJfE129uuJg69DGkQth2HOigPc2ZfDpb0cpLqsgLtibR0ZEMCo6AHtbmSS+JUnSSAghhBBCCCEuU2crzrL39N5qCaI9p/dQZi4DwMXOhUifSG7qepO1BVGoZyh2NnKrKC4uFWZNctoJ3tuUwab92TjY2XBDT6MLWnRHz7YO77IlVwIhhBBCCCGEuAwUlRWx+/RuI0Fk6WK2P3c/FboCAA8HD0y+JqaYplgTRJ09OmOjpGWGuHidPlPK8pTDfLD5IEdziwn0dOKvoyK4Nb4zPq7S+u1Ck6tDC7C1tSU2Npbo6GjGjRtHbm4uABkZGSilmDNnjrVsVlYWPj4+zJo1C4Ddu3eTkJBAbGwsJpOJe+65BzCm7vP09CQ2Ntb6l5yc3GgsL7/8MpGRkcTGxhIfH8/7778PQEJCAhEREfTs2ZOBAweye/du6/KUlJSWrI4Gt5uQkEDnzp3RWluX3Xjjjbi5uQFw7NgxJk6c2OC2Q0JCyMrKarDMhg0bGDt2bKNxzp07F5PJxO23387ixYutr0tVixcvpl27dtVei507dza6bSGEEEIIIS6U/NJ8thzfwns73uNvG//G9Z9dT78P+3HnV3fyry3/4vuj39PepT3To6fz74R/k3RTEj/c+gNvjXiLv8T9hdGhownxDJGEkbho7TyWz98+2U6/f67jX1/tIsjHmYVTrmLjX6/mvoQukjBqJdLSqAU4OzuzdetWAKZOncr8+fN54oknAAgNDeXLL7/kueeeA+Djjz/GZDJZn/vAAw8we/ZsbrjhBgB+//1367rBgwezevXqJsexcOFC1q5dy5YtW/Dw8CA/P5+VK1da1y9ZsoS4uDjefPNNHn30Ub744ovzPuY/wsvLix9//JFBgwaRm5vL8ePHresCAwP55JNPWi2WN954g+TkZDp16sTixYvrLTdp0iRef/31VotLCCGEEEKIStnF2ezK2UVaTpq1FdGRwiPW9QGuAZh8TIwOHU13n+6YfE20c26HUqoNoxai+coqzHyzw+iCtiUjByd7GyZc1YmpA4KJDPBo6/CuSJI0amH9+/dn+/bt1scuLi6YTCZSUlKIi4tj+fLljB8/nuzsbACOHz9Op06drOV79Ohx3vt+/vnn2bBhAx4expvJw8ODqVOn1io3ZMgQXnvttQa39eyzz7Jq1SqKi4sZMGAAixYtQilFQkICffv2Zf369eTm5vL2228zePBgiouLSUxMZNu2bURGRlJcXFzvtm+99VaWLVvGoEGD+PTTT5kwYQI7duwAjNZZY8eOJTU1lYqKCv72t7+RlJSEjY0NM2bM4M9//jMA8+bNY9WqVZSVlfHxxx8TGRlZ7/6efvpp9u/fz+HDhzl06BAPPfQQDzzwAPfeey/p6emMHj2a6dOn4+3dvKlAV65cyeuvv05ycjKZmZkMHTqUjRs3kpSUxMqVK8nLy+Po0aNMmTKFp556qlnbFkIIIYQQVx6tNSeLTlrHHqqcyexE0QlrmSD3ILr7duembjfR3ac7kb6R+Dj5tGHUQvxxWYVnWbblEP/96RCZ+SUE+TjzxBgTt8QF4eli39bhXdEuq6TR9x/tIetwYYtu0y/IjcG3dGtS2YqKCtatW8ddd91VbXllksTf3x9bW1s6dOhgTRrNnj2ba665hgEDBjBixAgSExPx8vIyjuf774mNjbVuZ8WKFYSHhzNmzBjeeustAgMDrevy8/MpKCggLCys0ThXrVrVaHJq1qxZPPnkkwDccccdrF69mnHjxgFQXl7Oli1bWLNmDc888wzJycksWLAAFxcX0tLS2L59O1dddVW92x42bBgzZsygoqKCZcuW8eabb/KPf/yjVrk333yTjIwMtm7dip2dHTk5OdZ1fn5+/Pbbb7zxxhu8/PLLvPXWWw0ez549e9i4cSMFBQVEREQwc+ZMFi5cSFJSEuvXr8fPz6/BlkbLly/nhx9+sD7evHkz48ePZ8WKFcyfP5+kpCSeeeYZAgICANiyZQupqam4uLgQHx/PddddR1xcXIMxCiGEEEKIK4fWmiOFR6xjD1X+m1NifOdVKEI9Q4kLiMPkY6K7b3cifCLwcJDWFuLysf1ILos3ZbB623FKK8wM7urHczdGc3Vke2xtpKXcxeCyShq1leLiYmJjYzl69Cgmk4nhw4dXWz9q1Cj+/ve/4+/vz6RJkzCbzdZ1iYmJjBw5kqSkJD7//HMWLVrEtm3bgPq7p61Zs+a84rz99ttxdnYmJCSEefPmNVh2/fr1vPjiixQVFZGTk0NUVJQ1aTRhwgQAevfuTUZGBgAbN27kgQceACAmJoaYmJh6t21ra8ugQYNYtmwZxcXFhISE1FkuOTmZe++9Fzs74zT18Tn3C0rVGD799NNGj33kyJE4Ojri6OhI+/btOXHiRLUWXo2pr3vavHnziI6Opl+/fkyePNm6fPjw4fj6+lpj/eGHHyRpJIQQQghxhaowV3Cw4KCRGKpMEuWkUVBaAICdsqOLdxeGdhpqHaC6m3c3XOxd2jhyIVpeabmZr1KPs3hTBv93KBdXB1tu7RPEnf1D6NLera3DEzVcVkmjprYIammVYxoVFRUxcuRI5s+fb02gADg4ONC7d29eeeUVdu7cyUcffVTt+YGBgUyfPp3p06cTHR1Nampqs2Pw8PDAzc2N9PT0elsbVY5p1JiSkhLuu+8+UlJSCAoK4umnn6akpMS63tHRETCSP+Xl5c2OFYzWV+PHj+fpp58+r+c3N4bK8s15TlMcOXIEGxsbTpw4gdlsxsbGGEiwZv9x6U8uhBBCCHFlKDOXkZ6bXq310K6cXRSXG8M3ONg4EOETweiQ0UaCyNdEF68uONo6NrJlIS5tJ/NLWPLzIT7ccohTBWcJ9XPlqXHdual3JzycpAvaxeqyShq1NRcXF+bOncuNN97IfffdV23dww8/zNChQ6u1lgFISkpi2LBh2Nvbk5mZSXZ2Nh07dmTXrl3N3v/jjz/O/fffz/Lly/Hw8KCwsJBPP/2UO++8s1nbqUwQ+fn5UVhYyCeffNLojGZDhgzhww8/5JprriE1NbXauE51GTx4MI8//ni11jk1DR8+nEWLFnH11Vdbu6fVrL+2VF5ezvTp01m6dCnvvfcer776Ko888ggAa9euJScnB2dnZz777DPeeeedNo5WCCGEEEK0tLMVZ9l3ep917KG07DT2nN5DqbkUAGc7Z0w+JiZ0nYDJx0gQhXqGYm8jN8jiyqC15rdDuby3KYOvUo9TVqG5OqIdUweEMKRrO2ykC9pFT5JGLaxXr17ExMSwdOlSBg8ebF0eFRVFVFRUrfLffPMNDz74IE5OTgC89NJLBAQEsGvXrlpjGs2ZM4eJEyfWOaYRwMyZMyksLCQ+Ph57e3vs7e15+OGHm30MXl5ezJgxg+joaAICAoiPj2/0OTNnziQxMRGTyYTJZKJ3794NlldKWRMs9bn77rvZs2cPMTEx2NvbM2PGDGbNmtWsY2kpNcc0qpx1bfDgwQwaNIiePXtaxy4C6NOnDzfddBNHjhxhypQp0jVNCCGEEOISV1RWxJ7Te4zZyyytiPbn7qdcGy3Y3R3c6e7TndtMt1kTRJ3dO2NrY9vGkQvR+krKKli9/Tjvbcrg96N5uDvaMaVfMHf2DyHUz7WtwxPNoLTWbR1Dk8XFxemUlJRqy9LS0qpNYX8pKCgowN3dva3DuKK0Zp0vXryYlJSUOsdAulQ19322YcMGEhISLlxAohqp79Yl9d36pM5bl9R365L6bl1Nre/80nx25+yuliA6kHcAjXHv5OPkg8nXZJ3e3uRjoqNbRxmSoA5yjreutq7v43nF/PengyzbcpjsM6V0ae/G1P7BTLiqE66Ol1+blbau75aklPpVa12rtcPl96oJIYQQQgghRBPllOSwK3vXuS5mOWkcLjhsXe/v4o/J18SokFHWBFF7l/aSIBLCQmvNLxmnWbzpAF/vOIFZa4ZF+jNtQAgDu/jKe+USJ0kjIVrYtGnTmDZtWluHIYQQQgghqtBak1uey3eHv6uWIMo8k2kt08mtEybfc2MQRfpE4uvs24ZRC3HxKimr4POtR1m86SBpx/PxdLbnrkGh3NEvmCAfmfnvciFJIyGEEEIIIcRlpayijPS8dPac3sPunN3sOr2LPTl7OH32NBwFhSLUM5Te/r2N8Yd8TET4RODp6NnWoQtx0TtyuogPfjrI8l8Ok1tURmSAO/+c0IMbYzvi7CBjeF1uJGkkhBBCCCGEuGTlluSy+/Rudufstv67P28/5WZjgGoHGwe6enfl6s5XY5Nlww39bqCbdzdc7KUlhBBNpbVm8/5sFm/KIDntBEopRnT3Z+qAEPqG+kgXtMuYJI2EEEIIIYQQF70KcwWHCg6x+/Ru9uTsYVfOLnaf3s3JopPWMu2c29HNpxsDOw4kwjuCCJ8Igj2CsbMxbns2bNhAbPvYNjoCIS49RaXlfPrbUd7fnMGeE4V4u9hz79BwpvQLJtDLua3DE61AkkZCCCGEEEKIi8qZsjPnupbl7GLP6T3sy91HcXkxAHbKjlCvUPoE9CHCO4JuPt2I8I6Q8YeEaCEHs8/w/uaDfJRymIKScqI7evDSxBjG9QzEyV66oF1JbNo6gMuBra0tsbGxREdHM27cOHJzcwHIyMhAKcWcOXOsZbOysvDx8WHWrFkA7N69m4SEBGJjYzGZTNxzzz2A8SuIp6cnsbGx1r/k5ORGY3n55ZeJjIwkNjaW+Ph43n///ZY/4Ab2k5CQQEREBD179mTgwIHs3r3bujwlJaXF46hvuwkJCXTu3BmttXXZjTfeiJubGwDHjh1j4sSJDW47JCSErKysBsts2LCBsWPHNhrn3LlzMZlM3H777SxevNj6+le1ePFi2rVrV+0137lzZ6PbFkIIIYS4VGmtOVp4lG8PfcuCbQt4aP1DjF4xmn4f9uPOr+7kf3/+X5IPJeNs58xNXW/iHwP/wUdjP+Ln23/m0+s/5Z+D/8m06GkMCBwgCSMh/iCzWfPdnlNMX/wLCS9v4L1NGSREtGfFzP6smjWIm+OCJGF0BZKWRi3A2dmZrVu3AjB16lTmz5/PE088AUBoaChffvklzz33HAAff/wxJpPJ+twHHniA2bNnc8MNNwDw+++/W9cNHjyY1atXNzmOhQsXsnbtWrZs2YKHhwf5+fmsXLmyyc+vqKjA1rbxi0Bj+1myZAlxcXG8+eabPProo3zxxRdNjqEleXl58eOPPzJo0CByc3M5fvy4dV1gYCCffPJJq8XyxhtvkJycTKdOnVi8eHG95SZNmsTrr7/eanEJIYQQQrSWkvIS9ufuZ/dpo/XQ7pzd7D29l4KyAsAYnDrYI5juvt0Z33W8tXuZv4u/jJcixAVUUFLGil+P8P7mg6RnncHPzYE/X9OV2/t2xt/Dqa3DE21MkkYtrH///mzfvt362MXFBZPJREpKCnFxcSxfvpzx48eTnZ0NwPHjx+nUqZO1fI8ePc57388//zwbNmzAw8MDAA8PD6ZOnQrAunXreOSRRygvLyc+Pp4FCxbg6OhISEgIkyZNYu3atfz1r3/Fx8eHp556irNnzxIeHs67775rbZ3TlP1UNWTIEF577bUGY3722WdZtWoVxcXFDBgwgEWLFqGUIiEhgb59+7J+/Xpyc3N5++23GTx4MMXFxSQmJrJt2zYiIyMpLi6ud9u33nory5YtY9CgQaxatYoJEyawY8cOwGgFNnbsWFJTU6moqOBvf/sbSUlJ2NjYMGPGDP785z8DMG/ePFatWkVZWRkff/wxkZGR9e7v6aef5tChQ6Snp3Po0CEeeughHnjgAe69917S09MZPXo006dPx9vbu8E6qWnlypW8/vrrJCcnk5mZydChQ9m4cSNJSUmsXLmSvLw8jh49ypQpU3jqqaeatW0hhBBCiJamtSarOOvc4NSWAaoz8jMwazMALnYudPPuxpiwMXTz7kaETwRdvbrK4NRCtKL9pwp5f1MGK347SuHZcnoGefHvST0Z06MDjnbSokgYLruk0fJnHqu1LKLfYGJHXkfZ2RI+/dfTtdZHDb2W6IRrKcrPY9W//1lt3aSn/tXkfVdUVLBu3Truuuuuassrkxf+/v7Y2trSoUMHa9Jo9uzZXHPNNQwYMIARI0aQmJiIl5cXAN9//z2xsbHW7axYsYLw8HDGjBnDW2+9RWBgoHVdfn4+BQUFhIWF1YqrpKSEadOmsW7dOrp168add97JggULeOihhwDw9fXlt99+IysriwkTJpCcnIyrqysvvPACr776Kk8++WST9lPTqlWrGk2CzZo1y7r9O+64g9WrVzNu3DgAysvL2bJlC2vWrOGZZ54hOTmZBQsW4OLiQlpaGtu3b+eqq66qd9vDhg1jxowZVFRU8Mknn/DOO+/wj3/8o1a5N998k4yMDLZu3YqdnR05OTnWdX5+fvz222+88cYbvPzyy7z11lsNHs+uXbtYv349BQUFREREMHPmTBYuXEhSUhLr16/Hz8+vwZZGy5cv54cffrA+3rx5M+PHj2fFihXMnz+fpKQknnnmGQICAgDYsmULqampuLi4EB8fz3XXXUdcXFyDMQohhBBCtJQycxkH8g5USw7tOb2HnJJz36cCXQPp5tON4cHDifCJINI7ko7uHbFRMlKGEK3NbNas332SxZsy+H5vFva2irExgUwdEEJskFdbhycuQpdd0qgtFBcXExsby9GjRzGZTAwfPrza+lGjRvH3v/8df39/Jk2ahNlstq5LTExk5MiRJCUl8fnnn7No0SK2bdsG1N89bc2aNc2Kb/fu3YSGhtKtWzfgXBe6yqTRpEmTAPjpp5/YuXMnAwcOBKC0tJT+/fs3a18At99+O87OzoSEhDBv3rwGy65fv54XX3yRoqIicnJyiIqKsiaNJkyYAEDv3r3JyMgAYOPGjTzwwAMAxMTEEBMTU++2bW1tGTRoEMuWLaOkpISQkJA6yyUnJ3PvvfdiZ2e8HXx8fKzrqsbw6aefNnrs1113HY6Ojjg6OtK+fXtOnDhRrSVZY+rrnjZv3jyio6Pp168fkydPti4fPnw4vr6+1lh/+OEHSRoJIYQQ4oLIO5tnHZi6Mjm0P3c/ZeYywJjavot3F4Z2GkqETwTdvLvRzbsbno6ebRy5ECKvuIyPUw7zwU8HOZhdhL+HI38Z3o3JfTrTzt2xrcMTF7HLLmnUUMsge0enBte7eHg2q2VRpcoxjYqKihg5ciTz58+3JjYAHBwc6N27N6+88go7d+7ko48+qvb8wMBApk+fzvTp04mOjiY1NbXZMXh4eODm5kZ6enqTWgFV5erqChhNiYcPH87SpUv/0H4qxzRqTElJCffddx8pKSkEBQXx9NNPU1JSYl3v6GhcvGxtbSkvL2/OIVndeuutjB8/nsceq90CrSmaG0Nl+eY8pymOHDmCjY0NJ06cwGw2Y2Nj/DJXs3+/9PcXQgghxB9VYa7gcMFhdp3exZ6cPdZuZieKTljL+Dn7EeEdQf/u/YnwjiDSJ7La1PZCiIvDnhMFvLcpg09/O0pxWQVxwd48MiKCUdEB2NtKaz/ROLmqtyAXFxfmzp3LjTfeyH333Vdt3cMPP8zQoUOrtWIBSEpKYtiwYdjb25OZmUl2djYdO3Zk165dzd7/448/zv3338/y5cvx8PCgsLCQTz/9lFtuuYWMjAz27dtHly5d+OCDDxg6dGit5/fr14/777/fWu7MmTMcPXrU2kKpsf3ceeedzYq3MkHk5+dHYWEhn3zySaMzmg0ZMoQPP/yQa665htTU1GrjR9Vl8ODBPP744w1ud/jw4SxatIirr77a2j2t5uvUlsrLy5k+fTpLly7lvffe49VXX+WRRx4BYO3ateTk5ODs7Mxnn33GO++808bRCiGEEOJScqbsDHtP7z3XeihnD3tz91qntrdVtoR6hhIXEGcMTG2Z3t7P2a+NIxdC1KfCrElOO8F7mzLYtD8bBzsbbuhpdEGL7igt/0TzSNKohfXq1YuYmBiWLl3K4MGDrcujoqKIioqqVf6bb77hwQcfxMnJGJX+pZdeIiAggF27dtUa02jOnDlMnDixzjGNAGbOnElhYSHx8fHY29tjb2/Pww8/jJOTE++++y4333yzdSDse++9t1Ys7dq1Y/HixUyePJmzZ88C8Nxzz9VKGtW3n+by8vJixowZREdHExAQQHx8fKPPmTlzJomJiZhMJkwmE717926wvFKKRx55hIKCgnrL3H333ezZs4eYmBjs7e2ZMWMGs2bNavbxtISaYxpVzro2ePBgBg0aRM+ePa1jFwH06dOHm266iSNHjjBlyhTpmiaEEEKIOmmtOX7meLXk0O7TuzlccNhaxsPBgwifCG7qehPdvLsR6RNJuFc4DrYObRi5EKKpTp8pZU16KU/8tJ6jucUEejrx11ER3BrfGR9XeR+L86O01m0dQ5PFxcXplJSUasvS0tKqTWF/KSgoKMDd3b2tw7iiXI51vnjxYlJSUuocA6mlNfd9tmHDBhISEi5cQKIaqe/WJfXd+qTOW5fUd+u6EPV9tuIs+3L31RqcuqD03NT2nT06G7OWWaa1j/SJvCKmtpfzu/VJnV9YWYVnWbvzBF/vyOTHfVmUVWj6hfkwbUAI15r8sZMuaBfU5XR+K6V+1VrXaoUgLY2EEEIIIYS4RGUVZ1UfnDpnDxn5GVToCgCc7Zzp5t2N0SGjifCJkKnthbgMHM0t5uvUTJJ2ZJKSkYNZQ2cfF6YNCKGzOZM7xjV/MiMh6iNJIyEuUdOmTWPatGltHYYQQgghWkGZuYyMvAx25exiz+k91hZEVae27+DagQjvCIYFD7MOTt3JvZNMbS/EZWDfyUK+3pFJUmomvx/NAyAywJ0/X9OVkVEBmDq4o5Riw4aTbRypuNxcFkkjrfVl35RWiLZyKXVhFUIIIS4HeWfz2HN6j9F6KMfoWrYvd1+1qe3DvcIZ0mmItXuZTG0vxOVFa82OY/kkWVoU7TtZCEBskBePjY5kZFQAoX6ubRyluBJc8kkjJycnsrOz8fX1lcSREC1Ma012drZ1oHYhhBBCtByzNnOy7CRfZ3xtTQ7tPr2bzDOZ1jK+Tr5E+EQwxTSFbj7diPSOJNgzGHsb+zaMXAhxIVSYNb8ePE1SaiZf78jkaG4xtjaKvqE+3Nk/mBHdAwjwlO/lonVd8kmjTp06ceTIEU6dOtXWoTRZSUmJ3IS3Mqnz8+fk5ESnTp3aOgwhhBDiklVmLuNwwWHSc9NJz0tnf+5+0vPSycjLoKSiBI6dm9r+qvZXGQNTe0fK1PZCXAFKy81s2p/F1ztOsHZnJlmFpTjY2TC4ix8PXtuVa03+MvOZaFOXfNLI3t6e0NDQtg6jWTZs2ECvXr3aOowritS5EEIIIS60sxVnycjLqJYYSs9N52DBQcrN5dZyga6BhHmF0SegD+Unyrmh/w2Ee4XjaOvYhtELIVpLUWk5G/ecIik1k3W7TlJQUo6rgy1XR7ZnVHQACRHtcXO85G/VxWVCzkQhhBBCCCGaoaisyEgI1UgOHSk8glmbAbBRNgS5BxHmGUZCUALhXuGEeYUR6hFabeayDRs20N23e1sdihCileQVlbFu1wm+3pHJd3tOUVJmxtvFntHRAYyMCmBgFz+c7G3bOkwhapGkkRBCCCGEEHXIO5tnTQjtz9tv7V52/Mxxaxk7GztCPEKI9InkurDrCPMMI8wrjGCPYGk5JMQV7mRBCWt3niApNZPN+7MpN2sCPJyYFBfEyOgA+oT4YGcrsxuKi5skjYQQQgghxBVLa012SXatxFB6XjpZxVnWck62TsaYQ/5XEe4Zbk0OdXLvJINSCyGsDucU8fWOTJJSM/n10Gm0hhBfF+4eHMbIKH96dvLCxkYmcBKXDkkaCSGEEEKIy57WmhNFJ9ifu/9clzJL97L80nxrOTd7N8K8whjUcZCRHPIKI8wzjEC3QGyUtAgQQlSntWbfyUKSUjNJ2pHJjmPG9cTUwYOHhnVjVHQA3fzdZKZvccmSpJEQQgghhLhsVJgrOFp4tNZ4Q+l56RSVF1nLeTt6E+YVxsiQkcZ4Q55Gcqi9S3u5uRNCNEhrzfYjeSTtyOTr1EzSs84A0DvYmyfGmBgZFUBnX5dGtiLEpUGSRkIIIYQQ4pJTVlHGoYJD55JDlsTQgbwDlJpLreXaO7cnzCuM8V3HWxNDYV5h+Dj5tGH0QohLTXmFmV8yTvP1jky+2ZHJsbwSbG0U/cN8SRwUyoju/vh7OLV1mEK0OEkaCSGEEEKIi1ZJeQkZ+RnVWg3tz9vP4fzDlOtz09h3dOtImGcY/QP7WxNDYZ5huDu4t2H0QohL2dnyCjbtyyYpNZO1aSfIOVOKo50NQ7q14+EREQwztcfLxaGtwxTigpKkkRBCCCGEaHNnys6cG4y6MjmUu5+jhUfRaABsla11GvtrO19LqGco4V7hhHiEVJvGXgghzteZs+Vs2H2Kr3dk8u2ukxSeLcfd0Y5rTO0ZGRXA0G7tcHWU22hx5ZCzXQghhBBCtJrcklyjS1mVmcr25+7nRNEJaxl7G3tCPEOI8ovi+vDrra2Ggj2CcbCVX/WFEC0rt6iU5LSTJKVmsnHvKUrLzfi4OjA2pgMjowMYEO6Lo51tW4cpRJuQpJEQQgghhGhRWmuyirNqTWG/P3c/OSU51nLOds6EeobSJ6CPNTEU5mlMY29nI19ThRAXzon8Er7ZYcx49lN6DhVmTaCnE7f37czIqADiQ3ywtZFB8YWQT2MhhBBCCHFezNpM5pnMWlPYp+elU1BaYC3nbu9OmFcYCUEJ1sRQuFc4Aa4BMo29EKLVHMw+w9c7MklKzeS3Q7kAhLVz5U9DwhgVHUCPjp4ye6IQNUjSSAghhBBCNKjcXM7RwqO1BqM+kHeA4vJiazkfJx/CPMMYEzrGOt5QuGc4fs5+ciMmhGh1Wmt2nyggKdVIFO3KNJLZ0R09eGREN0ZFB9ClvQyWL0RDJGkkhBBCCCEAYxr746XH+Trj63PjDeXtJyMvgzJzmbWcv4s/YZ5h3NT1pmrdyrydvNsweiGEALNZs/VILl/vyOTr1EwysotQCuKCvZlznYmRUQEE+cjA+UI0lSSNhBBCCCGuMGXmMg7nH2Zf7j7r3/7c/RzMP0iFroDjoFDGNPZeYQwKHFQtOeTm4NbWhyCEEFblFWa2HMghaUcmX+/I5ET+WexsFAO6+HHPkHCGd/ennbtjW4cpxCVJkkZCCCGEEJepCnMFRwqPWJNC+07vY1/evmothxSKIPcgwr3CGdZ5GKXHS7mu33WEeIbgbOfcxkcghBB1Kymr4Ie9WXy9I5O1aSfILSrDyd6GhG7tGRntzzWR/ng627d1mEJc8iRpJIQQQghxiTNrM8fPHDeSQlVaDqXnpXO24qy1XKBrIF28uzCo4yC6eHWhi1cXQj1DqyWHNmzYgMnX1BaHIYQQDSo8W876XSdJ2pHJhl0nOVNagbuTHdea/BkZFcDQbu1wdrBt6zCFuKxI0kgIIYQQ4hKhteZE0YlzLYdy97Hv9D725+2vNiB1e5f2dPXqSnxAvDU5FOYVhqu9axtGL4QQzZdzppTknSdI2pHJD3uzKK0w4+fmwA29OjIyKoD+Yb442MksjEJcKJI0EkIIIYS4yGityS7JZu/pveeSQ7n7SM9Np6Ds3FT2vk6+dPHuwoSuEwj3CqerV1fCvMLwcPBow+iFEOKPOZ5XzDc7TpCUmsnPB7Ixa+jo5cwd/YMZFR3AVZ29sbWRGRmFaA2SNBJCCCGEaEOnS05X61JW+f+8s3nWMl6OXoR7hTMmbAxdvLoQ7hVOF68uMluZEOKycSDrDEmpmSTtyGTb4VwAurZ34/6ruzAyKoCoQA+UkkSREK1NkkZCCCGEEK0gvzSf/bn7ra2H9ufuZ2/uXnJKcqxl3O3dCfcKZ3jw8GrJIV8nX7lZEkJcVrTW7Dyez9c7TvB1aia7TxitKGM6efLoyAhGRgXQpb3M1ChEW5OkkRBCCCFECzpTdqZaUqhy1rKTxSetZVzsXAj3CmdIpyHWMYe6eHWhvUt7SQ4JIS5bZrPm/w6ftrYoOpxTjI2C+BAfnhrXnRFRAXT0klkbhbiYSNJICCGEEOI8FJcXk56Xfm4qe0v3smNnjlnLONk6EeoZSt8Ofeni3cXaeqiDawdslAzcKoS4/JWbNd/vPcXXOzL5escJThWcxd5WMaiLH/cndOHa7v74uTm2dZhCiHpI0kgIIYQQogGlFaUcyDtgTQpVth46UnAEjQbA3saeUM9QerbvyUSvidZuZR3dOmJrI9M/CyGuLJl5JWxOz+L7PVl8nVrEmbItONvbcnVkO0ZGBXB1ZHs8nOzbOkwhRBNI0kgIIYQQAigzl3Eo/1C1LmX7cvdxuOAwFboCADtlR7BHMCYfE+PCxtHF22g51Nm9M3Y28rVKCHFlyjlTyk/p2Wzan8Wm/dmknzoDgJeLPbHt7Jg6rCdDurXDyV6S6EJcauTbjRBCCCGuKBXmCg4XHK41Y1lGfgbl5nIAbJQNQe5BdPHqwoiQEXT16kq4VzghHiHY28qv40KIK1t+SRlb0nPYtN9IFO3KNAaxdnWwpW+YL5PjO9M/3JfuHTzYuPE7EqIC2jhiIcT5kqSREEIIIS5LZm3maOFR9p3ex/48y1T2p/dxIO8ApeZSa7mObh3p6tWVoZ2GEu4VTlfvroR4hOBk59SG0QshxMWjqLSclIzTbE7PZtP+bH4/kotZg6OdDXEh3jw6MoL+4b706OiJva2M1ybE5USSRkIIIYS4pGmtyTyTaW05VNl6KD0vneLyYmu5ANcAunh1oX9gfyM55NWVUM9QXOxd2jB6IYS4+Jwtr2DroVw27c9m8/5s/u/wacoqNHY2il6dvZh1TVf6h/nSq7OXdDkT4jInSSMhhBBCXBK01pwqPmVtMVTZemh/7n7OlJ2xlmvn3I5wr3Bu6nqTdbaycK9w3B3c2zB6IYS4eJVXmPn9aB6b040k0S8ZOZSUmbFREN3Rk+mDQhkQ7kdcsDeujnILKcSVRN7xQgghhLioaK05UXSCA3kHSM9L5/vs73n3q3fZl7uP/NJ8azkfJx/CvcK5Pvx6a3Koi1cXPB092zB6IYS4+JnNml2ZBWzan8Xm/dn8fCCHwrPGmG6RAe5M7tOZ/mG+9A31xdNFxnET4komSSMhhBBCtInSilIO5R/iQP4BDuRV/ysqL7KWc7FxIdIlklEho6yJoXCvcHydfdsweiGEuHRorUnPOmPpbmYkik4XlQEQ6ufK9bGBDAj3pV+YL35ujm0crRDiYiJJIyGEEEJcUHln82olhQ7kH+BIwRHrVPZgjDkU5hnG+K7jCfUIJdTT+Ev9OZWrr766DY9ACCEuPYdzithsmd1s0/5sThacBSDQ04lhJn/6h/nSP9yXQC/nNo5UCHExk6SREEIIIf4wszZz/Mxxo0tZbnq11kM5JTnWcvY29gR7BNPNuxujQkZZE0MhHiH1DkitlGqtwxBCiEvWyfwSY3azfdlsSs/icI4xEYCfmwP9w/0YEO7LgHBfOvu4yHVVCNFkkjQSQgghRJOVlJdwMP+gNSGUnpfOgbwDHMw/SElFibWcp6MnYZ5hJAQlEOYZZiSHPEIJdAvE1kZm2hFCiD/q9JlSfkrPZpOlNdH+U8aEAB5OdvQL8+WugaEM6OJH1/ZukiQSQpw3SRoJIYQQohqtNTklOdZuZJXJoYy8DI4VHkOjAVAoOrp1JNQzlL4d+p5LDnmG4u3k3cZHIYQQl5eCkjJ+ycgxWhLtzyYtMx+twcXBlj6hPkyKD2JAuB+mDh7Y2kiSSAjRMiRpJIQQQlyhys3lHC08Wmu8ofS89GqzlDnbORPiEUJMuxhu6HKDNTkU7BGMo60MmCqEEBdCcWkFvx48bR2T6PejeVSYNQ52NsQFe/OXa7sxoIsvMZ28sLe1aetwhRCXKUkaCSGEEJe5orKial3JMvIzrF3Kysxl1nJ+zn6EeoZWG2sozDMMf1d/bJTckAghxIVUWm5m6+Fc6+DV/3col9IKM3Y2ip5BXtyXEE7/cF+u6uyNk7108xVCtA5JGgkhhBCXAa01p4pPWRNDVf9OFJ2wlrNVtgS5BxHqGcqQTkOsyaFQz1A8HDza8AiEEOLKUmHWpB7Ns45JlJJxmuKyCpSC6EBPpg0MoX+4L/EhPrg5ym2bEKJtyNVHCCGEuISUVZRxuOBwtZZDlWMPnSk7Yy3nau9KmGcYfTv0tQ5CHeoZSpB7EPa29m14BEIIcWUymzV7ThZYxyT6+UA2BSXlAHTzd2NSfBD9w33pF+qLp4tcp4UQFwdJGgkhhBAXofzS/FrjDGXkZXC44DAVusJazt/Fn1DPUG4Iv6Faq6F2zu1kthwhhGhDWmsOZJ1h0/5sNu/P5qf0bLLPlAIQ4uvC2JhA+of70j/Ml3buMj6cEOLiJEkjIYQQoo2YtZnMM5nVu5PlHyA9N53skmxrOXsbe4I9gunq3ZURISOsiaEQjxBc7V3b8AiEEEJUdeR0EZstSaJN+7PJzC8BoIOnE0Mj2jEg3I/+4b509HJu40iFEKJpJGkkhBBCXGBnK86SkZdhnb7+QN4BMvIyyMjPoLi82FrOw8GDMM8w61hDlbOUBboFYmcjH9lCCHGxOVlQUi1JdCinCABfVwf6h/tak0Qhvi7S+lMIcUmSb6BCCCFECzldcrrOgaiPFh5FowFQKALdAgn1DCUuIK5acsjb0VtuKoQQ4iKWW1TKT+k5bN6fxab92ew9WQiAu5Md/cJ8SRwYwoBwP7r5u8n1XAhxWWhS0kgpNQr4f4At8JbW+l811jsC7wO9gWxgktY6QynVB3izshjwtNZ6ZVO2KYQQQlyMzNrM4fzD1m5kVVsP5Z7NtZZzsnUixDOEHn49uD78emuXsmCPYJzsnNruAIQQQjRZ4dlyfjmQwyZLkmjn8Xy0Bmd7W/qE+jCxdyf6h/sSFeiJrY0kiYQQl59Gk0ZKKVtgPjAcOAL8opT6Qmu9s0qxu4DTWusuSqlbgReASUAqEKe1LldKdQC2KaVWAboJ2xRCCCHahFmbOXHmBAcLDnIo/xCH8g+d+3/eIcoPlVvL+jr5EuoZyvDg4dbEUJhnGAGuAdgomzY8CiGEEM1VUlbBbwdPs2l/Npv2Z7HtSB4VZo2DrQ1XBXsx+9puDAj3JaaTFw52co0XQlz+mtLSqA+wT2udDqCUWgbcAFRN8NwAPG35/yfA60oppbUuqlLGCSxt85u2TSGEEOKCMWszJ4tOcjD/IAfzD3K44DAH843E0OGCw5SaS61lHW0dCXIPMpJCOpSh0UOtCSJPR882PAohhBB/RGm5me1Hcq1Jot8O5VJabsbWRtGzkyf3Dg1jQLgfvYO9cbK3betwhRCi1SmtdcMFlJoIjNJa3215fAfQV2s9q0qZVEuZI5bH+y1lspRSfYF3gGDgDq31yqZss8q27wHuAfD39++9bNmyP3zQba2wsBA3N7e2DuOKInXeuqS+W5fUd/3M2kxeRR6nyk9xquxUtX+zyrMo02XWsvbKHj87P9rZtaOdfbtq/3raelpbDUl9tz6p89Yl9d26pL5bV35BIdlmZ9JyKkjLNrPndAVnK4xxNDp72GDyscHka0s3b1uc7aS7WUuQc7x1SX23rsupvq+++upftdZxNZdf8IGwtdY/A1FKKRPwnlLqq2Y+/00s4yLFxcXphISElg+ylW3YsIHL4TguJVLnrUvqu3Vd6fWtteZk0UkOFRwyWgoVWLqT5R/kSMERSipKrGUdbBwIcg8i0i+Szu6d6ezRmWCPYII9gmnv0r5J3cmu9PpuC1LnrUvqu3VJfV94peVmfth3ilXbjvP172coKjc+F7q2d2NSH18GhPvSN9QXb1eHNo708iTneOuS+m5dV0J9NyVpdBQIqvK4k2VZXWWOKKXsAE+MAbGttNZpSqlCILqJ2xRCCCEAIzF0qviUtfuYNTFUcJDD+YerJYbsbewJcg+is0dnBgQOINgj2EgOuQfj7+ov4wwJIcQVoLzCzE/pOazadoykHZnkFZfh6WxPb387Jg6Opn+YL+09ZFICIYRoTFOSRr8AXZVSoRiJnVuB22qU+QKYCmwGJgLfaq215TmHLQNhBwORQAaQ24RtCiGEuIJorckqzqrWWqiy9dDhgsMUlxdby9rb2NPJvRPB7sH069CPYHcjMdTZozMBLgHY2si4E0IIcaUxmzUpB0+zevsx1vx+nKzCUtwc7RjR3Z9xPQMZ2MWPTT9sJCG2Y1uHKoQQl4xGk0aWhM8s4GvAFnhHa71DKfUskKK1/gJ4G/hAKbUPyMFIAgEMAh5TSpUBZuA+rXUWQF3bbOFjE0IIcZHRWpNdkl2txVDV/1dNDNnZ2NHJrRPBHsH0CehjbTHU2b0zHVw7SGJICCEEWmu2H8lj1bZjrN5+nMz8EpzsbRgW6c+4nh1IiGgvA1gLIcQf0KQxjbTWa4A1NZY9WeX/JcDNdTzvA+CDpm5TCCHEpa8yMVQ5rpB1VjJL66Gi8nMTa9opOzq5d6KzR2fiA+Kt3ciCPILo4NoBO5sLPvSeEEKIS4zWml2ZBazefoxV245zKKcIe1vF0G7teXxMJNea/HF1lM8PIYRoCXI1FUII0Wxaa3JKcmq1FKr890zZGWtZO2VHR/eOBLkH0du/N53djcGnO7t3poObJIaEEEI0TfqpQlZtO86q7cfYd7IQWxvFgHBfZl3ThZHdA/B0sW/rEIUQ4rIj39SFEELUSWvN6bOnrS2Gqs5KdrjgMIVlhdaytsqWjm4dCfIIolf7XtZZySoTQ/Y28kVeCCFE8x3OKeLL34+zatsxdhzLRynoE+LD1BujGR0dgJ+bY1uHKIQQlzVJGgkhxBVMa03u2dzqg09XmZWsoKzAWtZW2RLoFkhn987Eto+1JoU6e3Qm0C1QEkNCCCFaxIn8Er7cbrQo+r9DuQDEBnnx97Hdua5HBwI8ZdYzIYRoLZI0EkKIK0BuSS4HC+oefLqg9FxiyEbZEOgaSGePzsSExVQbfLqjW0fsbSUxJIQQouVlF57lq9RMVm8/xs8HctAaunfw4G+jIhkb04EgH5e2DlEIIa5IkjQSQojLRN7ZPA7mH6w++LQlMZRfmm8tZ6Ns6ODagc7unRkTOoZgj2CCPYIJcg+ik1snSQwJIYRoFXnFZXyzI5NV24/z474sKsya8HauPDisK2NjAunS3q2tQxRCiCueJI2EEOISknc2r9qg0wcLDpJ6PJU5y+aQdzbPWk6hCHQLJMg9iNGho63dyDp7dKaTWyccbB3a8CiEEEJcqYpKy0lOO8mqbcf4bvcpSivMBPk486chYYyNCcTUwR2lVFuHKYQQwkKSRkIIcZHJL83ncL7RUqhql7JD+YfIPZtrLadQBLgG4G7jzsjOI63dyII9gunkLokhIYQQF4eSsgo27D7Fqu3HWJd2gpIyM/4ejtzRP5hxPQPp2clTEkVCCHGRkqSREEK0gcLSwnMJoRrjDJ0+e7pa2QDXAILdgxkePNzaYqgyMeRo68iGDRtI6J/QNgcihBBC1KGswswP+7JYte0Y3+w4QeHZcnxdHZjYuxPjYgKJD/HBxkYSRUIIcbGTpJEQQlwgZ8rO1JqqvjJBlFOSU62sv4s/nT06c03na6yDTwe7G4khJzuZJUYIIcTFr8Ks+Tk9m1Xbj/FVaia5RWV4ONkxpkcA43oG0j/MFztbm7YOUwghRDNI0kgIIf6AorKiaq2Eqg5CnV2SXa1se+f2dPbozNVBV1u7knX26EyQexDOds5tdARCCCHE+TObNb8dOs3q7cdZvf04WYVncXGwZXh3f8bFBDK4mx+OdrZtHaYQQojzJEkjIYRoRFFZ0bnZyKq2Gio4RFZxVrWy7Zzb0dmjM0ODhhLkHmS0GnI3EkMu9jJdsBBCiEuf1prUo/ms2n6M1duOcSyvBAc7G4ZFtmdcz0CujmiPs4MkioQQ4nIgSSMhhACKy4s5lH+oWnLoYP5BDucf5mTxyWpl/Zz96OzemUEdB1mTQpUthyQxJIQQ4nK150QBq7YdY9W2Y2RkF2FnoxjSrR2PjorgWpM/7k72bR2iEEKIFiZJIyHEFaOkvITDBYetU9VXHYD6ZFH1xJCPkw/BHsH0D+xPsEcwQR5BBLsbYw252ru20REIIYQQretA1hlWbzvGqu3H2HOiEBsFA8L9mJkQzsioALxcZKZOIYS4nEnSSAhxWTlbcdaYrr7goPXfyu5kJ4pOVCvr4+RDZ/fO9OvQzzpVfWWLITcHtzY6AiGEEKJtHc0t5svtx1i17Ti/H80DoE+ID8/eEMXo6A60c3ds4wiFEEK0FkkaCSEuOaUVpdYWQ1UHoT5UcIjMM5lotLWst6M3QR5B9AnoY52qvrI7mbuDexsehRBCCHHxOFlQwprtx1m1/Ti/HjwNQM9Onsy5zsSYHh0I9JIJG4QQ4kokSSMhxEWprKKMw4WHa81Idij/EMfPHK+WGPJ09CTYPZje/r2tCaFgj2CC3IPwdPRsw6MQQgghLl6nz5SStCOTVduO8VN6NmYNkQHuPDoygrExHQj2le7YQghxpZOkkRCizZRVlHGk8EidLYaOnzmOWZutZT0cPAj2CCa2fSw3eNxgJIYsYwxJYkgIIYRomvySMtbuOMGq7cf4YW8W5WZNqJ8rs67pyriYDnT1l1a4QgghzpGkkRDigiozl3Gs8Jg1IVR12vpjZ45VSwy527vT2aMzMe1iGBc+7lyrIfdgvJy82u4ghBBCiEtYUWk53+46yaptx1i/+xSl5WY6ejlz1+BQxsUEEhXogVKqrcMUQghxEZKkkRDiDys3l3O88DgHCw5yMP8gm3M2syx5mZEYKjxGha6wlnWzd6OzR2d6+PVgTNgY6xhDwR7BeDl6yZdWIYQQogWcLa/gu92nWLX9OMk7T1BcVkF7d0du79uZsTGBXNVZPnOFEEI0TpJGQogmMWszJ86csM5GlpGfYW05dKTwCOXmcmtZJ+VEqH0o3X27MypkFMEewdYxhnycfORLqhBCCHEBlFWY2bQ/m1XbjvH1jkwKSsrxdrFn/FUdGRcTSJ9QH2xt5DNYCCFE0/1/9u47PK76zPv/+0yvKjOSRho1W7JlWe7GgGnGBgOmGALpPVnSNyG9bXaz2d0kT7LtSZ7NZrMJpO/+kuwGCCaUYMDUUA02boC7eu9l6vn9ccYjCdtUW6PyeV3XXJJmzhl9z2Ds0Uf3974VGolIlmmadI91c7j/cLbH0LFb42AjsVQse6zH7qEyr5IFBQu4uOri7Lj66rxqnnvsOTZs2JDDKxEREZkbUmmTJw71sGVnC3ftaqNnOE7Q7eCypaVctbyM8xYU4bTbcr1MERGZoRQaicxBfWN9VqXQhObTx8KhkeRI9jiHzUFlsJLqYDXnRc/LhkLVedWU+EqwGSd+E6pKIhERkdPHNE22H+3j9p0t/HFnKx2DMbxOOxsbImxeXsa6umI8TnuulykiIrOAQiORWWooPmT1GOo/kt1SdiwYGogPZI+zGTbKA+VU5VWxqmRVNhSqyquizF+Gw6a/JkRERHLNNE12twywZWcLt+9opblvFJfDxvq6YjaviHLx4hJ8Lv2bLSIip5b+ZRGZwUaTo5PG1R+rGjo8cJiesZ5Jx5b6S6nOq2bTvE1U5VUxL28eVXlVVAQqcNqdOboCEREReTkvtg+yZWcrt+9o4WDXMA6bwfkLi/jcJXVcsiRCnkf/houIyOmj0Ehkmoun4jQNNo33F5rQiLpjpGPSsUXeIqrzqllfuZ6q4HgwVBmsxOPw5OgKRERE5LU40j3M7Ttb2bKjhX1tgxgGnFMT5sPrati0pJRCvyvXSxQRkTlCoZHINJBMJ2kZarEqhQaPTmpE3TrcStpMZ48tcBdQlVfF2rK12VH1x7aT+Z3+HF6FiIiIvF6t/aP8MRMU7WjqB+CM6kK+sbmBK5aVUZKnX/6IiMjUU2gkMkXSZpq24bZJW8iODh7l6MBRmgabSJrjI+sDzgBVeVUsL17O5trNk8KhfHd+Dq9CRERETpWOwTG2Hknwwx/9mScOW9vKl5Xn89XL67lyeRkVhb4cr1BEROY6hUYip5BpmnSNdlmB0MDRbCPqo4NHTziyviqvioWFC9lYvXFSMBTyhDSBTEREZJYxTZMXO4a4Z0879+xp59nGPgAWlsT5/CV1XLUiyvwiVQ2LiMj0odBI5DUyTZO+WN94j6FjDagzVUMTR9Y7bU4qg5VU5VVxXvQ8qvOrqQ5aW8lebmS9iIiIzA6JVJonD/ewdU8HW/e2c7THep+woiKfz19SR+FII+/ZfGGOVykiInJiCo1ETmIwPji+jWxC1dCRwSMMxgezx9kNO9FAlOq8as6InDGpAXWZvwy7zZ7DqxAREZGpNjiW4IEXOtm6p537n++kfzSBy2HjvNowH72whovrI5TmWz2Ktm1rzvFqRURETk6hkcxpI4kRGgcbx4OhTMXQkYEjk0bWGxjZkfVXzL/CCoby51EVrKI8UK6R9SIiInNcc98oW/e0s3VvO48d7CaRMin0Odm4OMIlDREuWFiE36233iIiMrPoXy6Z9eKpOK3xVu47et+krWRH+o/QMTp5ZH2xt5iqvCo2VG6gKq+K6qDVY6gyrxK33Z2jKxAREZHpxjRNdjUPcM/edrbuaWdP6wAANUV+/uK8+WxsiLC6qhC7TT0KRURk5lJoJDNeIpWgdbiV5qFmWoZarI/DLdbng810jnZiYkKrdXyhu9AaWR9dmx1Vf6zPkEbWi4iIyMnEkin+fKCbrXvb2bqng7aBMWwGnFFdyFcvr2djQ4Ta4kCulykiInLKKDSSaS+RStA23Ebz8IRQaMgKhZqGmugcyYRCGXbDTqm/lGggyjnRcygPlDPUNMSmszdRlVelkfUiIiLyqvUOx7n/+Q7u2dPOgy90MhxP4XXaWVdXxOcX13FRfQnhgKqRRURkdlJoJDmXSFuh0LEgaGLFUPNQMx0jHZNCIZtho9RnhUJry9ZSHignGohSHiinPFBOia8Eh23yH+1tfdtYVrxsqi9NREREZqBDXcNs3dPOPXvbeepwD2kTSoJurllVziWLI5xTG8bj1KALERGZ/RQayWmXSCdoH24/fuvYhFAobaazx9sMGxFfhGggytllZxMNRIn6M6FQ0AqFnDY1nhYREZFTI5U2ebaxl3v2dLB1bzv7O4YAqC8N8pcbFrBxcYRl5fnY1J9IRETmGIVG8oYl00naR9qPqxI6VjnUPtJOykxljzcwiPgjRP1Rzoycma0SOvYx4o8oFBIREZHTaiSe5OEXu7hnTzv37eugeziOw2Zwdk2Id59dxcbFESpDvlwvU0REJKcUGskrSqaTdIx0TAqCJlYMtQ23HRcKlfhKKA+Uszqy+rhQqNRXqhH1IiIiMuU6Bsa4d18HW/e08/D+LmLJNEG3g/X1JVzSEOHCumLyvXqPIiIicoxCIyGVTo2HQsMtx4VD7cPtJM1k9ngDg2JfMeWBclaWrMxuHYsGolQEKij1KxQSERGR3DNNkxfah9i6t5179rTzbGMfAOUFXt55VhWXNEQ4c14Il8OW24WKiIhMUwqN5oBUOkXnaOcJt441DzXTNtw2KRQCKPGWEA1EWVG8gvL5ViA0MRRy2V05uhoRERGRk0uk0jx5uIetezq4Z28bjT2jAKyoyOfzl9SxsSFCfWkQw1B/IhERkVei0GgWSJtpOkY6JgdCEyqGWodbSaYnh0LF3mKigSjLipexaf4ma+uY32o0XeovxW3X6FgRERGZGQbGEjz4Qif37Gnn/n0dDIwlcTlsnFcb5mMX1rJxcYRInifXyxQREZlxFBrNAGkzTedI5wm3jh0LiF4aChV5i4gGoiwNL+XS6ksnjaQvC5QpFBIREZEZral3hHv3WtPOHjvYTSJlEvK7uHRJKRsXR7hgYRF+t97qioiIvBH6l3QaSJtpuka7Tjx9LNNsOpFOTDon7AlTHiinIdzAxuqNkxpNl/nL8Dj02zQRERGZPUzTZFfzAPfsbWfrnnb2tA4AUFPs5y/Om8/Ghgirqwqx27TtTERE5FRRaDTFDvUf4k/9f+KBPz+QrRhqGWohno5POi7kCVEeKKc+VM9FVRdR7s+EQkErFPI6vDm6AhEREZGpEUum+POBbu7Z0869eztoGxjDZsAZ1YV89fJ6NjZEqC0O5HqZIiIis5ZCoyl2uP8wW/q2EBoLEfVHqSusY0Plhknbx0r9pficvlwvVURERGTK9QzHuX+fte3swRc6GY6n8LnsrFtYzMaGCBsWFRMOaJu9iIjIVFBoNMXOLT+Xf678Zy676LJcL0VERERkWjjUNczWPe3cs7edpw73kDahJOjmmlXlXLI4wjm1YTxOe66XKSIiMucoNJpibrsbt02/HRMREZG5K5U2ebaxlz/tsfoTHegcBqC+NMhfbljAJQ0Rlkbzsak/kYiISE4pNBIRERGR024knuShF7vYuqed+/Z10D0cx2EzWFsT5r1rq7l4cYTKkLbni4iITCcKjURERETktOgYGOPefR1s3dPOw/u7iCXTBD0ONiwqYWNDhAvrisn3OnO9TBERETkJhUYiIiIickqYpskL7UNs3dvOn/a0s6OxD4CKQi/vPKuKSxoinDU/hNNuy+1CRURE5FVRaCQiIiIir1silebJQz3cs7edrXvbaewZBWBFRT5fuLSOjQ0RFkWCGIb6E4mIiMw0Co1ERERE5DUZGEvwwPOdbN3bzv37OhgYS+Jy2Dh/QREfv3ABFy8uIZLnyfUyRURE5A1SaCQiIiIir6ipd4R793Zwz552HjvYTTJtEvK7uHRJKRsXR1hXV4TPpbeWIiIis4n+ZRcRERGR45imyXPN/Wzd0849ezvY2zoAQE2xn+svmM8liyOsqirEbtO2MxERkdlKoZGIiIiIADCWSLGzM8k9tzzH1r3ttA/EsBmwpjrEX11Rz8WLI9QWB3K9TBEREZkiCo1ERERE5rDhWJL7n+/grl1t3L+vg+F4Cp+rmXULi9nYEOGi+hJCfleulykiIiI5oNBIREREZI7pH0mwdW87d+5q48EXO4kn04T9Lq5eGaU01cFH37QBj9Oe62WKiIhIjik0EhEREZkDOgdj/GlPG3ftauPPB6xG1mX5Ht51VhWblpZy5rwQdpvBtm3bFBiJiIgIoNBIREREZNZq7hvl7l1WUPTkkR5ME6rDPq6/YD6XLy1jeXk+NjWyFhERkZNQaCQiIiIyixzsHOKu3VZQtLOpH4D60iA3XLSQy5eVsigSxDAUFImIiLxepmmS6u3N9TKmhEIjERERkRnMNE32tQ1y56427t7VxvPtgwCsqMjny5vquWxJhBpNPBMREXlDEu0d9P7614zt2cPYnj2kYzH453/K9bJOO4VGIiIiIjNMOm2yo6mPu3a1cdfuNo50j2AYcOa8EH+7uYFLl5RSXuDN9TJFRERmFDOZJH7oUDYYGtuzl7yrrqLw7W+DVJLun/8c98IFBC7agKehgbZUKtdLPu0UGomIiIjMAKm0yROHerg7s/WsbWAMh83g3AVFfHRdLZc0RCgOunO9TBERkRkhHY8Te+FFSKfwLl+OGY/zwtpzSI+MAGB4PHgWLcJwuQBwlJWx6OmnsGW+BmDbthysfGopNBIRERGZpuLJNI8c6OLuXW3cs6ed7uE4boeNdXXFfGnpIi6uj5Dvc+Z6mSIiIjNC3823MPLUU4zt2UNs/35IJvGfey5VP70Jw+Ui/LGP4SyN4GlowDV/PoZ9fJqoYRjZAGkuUWgkIiIiMo2MxlM88EInd+1q5d59HQyOJfG77Fy0OMLlS0u5sK4Yv1tv4URERE4k1dfH2N69jO3Za/UeGhuj8t9/AED/ltuIPf8CnoYGAuvW4WlowLN0Sfbcoo98OFfLnrb0jkNEREQkxwbHEty3r4O7drWx7flORhMpCnxONi0pZdPSUs5bUITHaX/lJxIREZlDkp2djO3bh//88zEMg7ZvfZveX/0q+7ijrAzvsmWYpolhGFT+4AcYPp+miL4GCo1EREREcqBnOM7WPe3cuauVR/Z3E0+lKQm6ecsZFWxaWspZ80M47bZcL1NERGTaGHv+BQbuujPbqDrV2QXAgvvvw1lWRuD883BGSnAvXoynoQFHYeGk821+fy6WPaMpNBIRERGZIm39Y/xpj9XI+vFDPaTSJhWFXt53TjWXLytlVWUhNpt++ykiInOXmUoRP3Iku71sbM8eIl/6Ip6GBmIvvkj3j3+Cu7aWwHnn42mwwiF7OAxA4MILCVx4YY6vYHZRaCQiIiJyGh3tHuGu3a3ctauN7Uf7AKgt9vPxC2vZtLSUJdE8lcmLiMicZCYSxA4cwJ6XhzMaZXTXbo68732YxyaYuVy46+pIDw8DENx4sTXBzOPJ5bLnFIVGIiIiIqfYi+2D3LWrjTt3tbGndQCAJdE8vnBpHZuWlrKgJJjjFYqIiEy9dDxO/+9/n6kg2kvshRcwEwmK/vIvKf7UJ3FVVVJw3XVWg+olDbhrajCc41NCFRZNPYVGIiIiIm+QaZrsah7IVhQd6LR+I3pGdSFfu2Ixm5aWUhny5XiVIiIiUyM1OJiZYLaH2N69uObNo+jjH8ew22n/p3/G5nTiWdJA4fvei6ehAd+qVQDY8/Io/euv5Xj1MpFCIxEREZHXIZ022X60lzt3WT2KmvtGsdsM1taE+MC587h0SSmRPP1GVEREZrdkTw/JtjY8DQ0AHPnABxl57LHs446SEuwhq+eQYbez4E93Yw+HtTV7hlBoJCIiIvIqJVJpHj/Yw127W7l7dzudgzFcdhvnLyzi0xsXsnFxhJDfletlioiInDYj27cz/Oifs02qk21tOMrKWHj/fQAELrgA/9q1VpPqxYtxFBdPOt9RVJSLZcvrpNBIRERE5GWMJVI8/GIXd+1uY+vedvpGEniddjbUF3PZklIuqi8h6HG+8hOJiIjMEGY6TaKxMdt7aOyF56n8wQ8wnE4G/ngHvf/937hqavCtWWP1H2powDRNDMMgfP1f5Hr5cgopNBIRERF5ieFYkm3Pd3Lnrlbu39fBcDxF0OPgksURLltayoV1xXic9lwvU0RE5A0zk0liBw/iqqjA5vPRd+uttH/zW6SHhqwDHA7cCxeS7OnFGSmh6C8/QcnnPovN78/twnNssGeMsT4z18s47RQaiYiIiAD9Iwm27m3nrt1tPPhCJ7FkmrDfxdUro2xaWsY5NWFcDluulykiIvKGJHt6GNy61aoi2ruX2L7nMWMxKm+6kcB55+Gqrib/6s24Fy/G09CAe+FCbK7xrdeOUCiHq88N0zTpbR2hZX8frfv7aNnfx1BPDH8EeFOuV3d6KTQSERGROatzMMY9e9q5c1crfz7QTTJtUpbv4Z1nVbFpaSlnzgtht6lRp4iIzDzp4WHGnn/e2l62Zw/BSy8huH49ybY22r7+t9gCATwNDRS+851W/6FFiwDwrVqVnWY2V6VSabqODmVDotb9/YwNJwDw5bkoW1DAyo35tA7sz/FKTz+FRiIiIjKnNPeNcndm4tmTR3owTZgX9vGhC2rYtLSUFRX5mugiIiIzhmmaJDs6MBNWqJEaGubw295G/NAhMK3tU/ZQCO/yZQC4Fy6k9k9346yowLCpghYgEUvRdqif1hf7aNnfT/uhfpLxNAD5xV7mrSgiuiCfsgUF5Bd7s+8TercdyOWyp4RCIxEREZn1DnUNc+euVu7e1caOpn4A6kuD3HDRQi5fVsqiSFBBkYiITGvHGk0D9Pzyl4zt3kPs0CHiBw+SHhoi74rL4eqrsQf8eJctI++KK6wm1UsacJSUZM81nE5cVVW5vJScGx2K07q/P7PVrJ+uo4Ok0yaGAeGKAA3nRSlbUEDZgnz8+e5cLzenFBqJiIjIrGOaJvvaBrlzVxt372rj+fZBAFZUFvDlTfVsWlrK/KK53cBTRESmr9iLL1r9hg4eJH7gILGDB3EUFVH9i58D0HfrraS6unHV1pB/zTW4amvwLl0KPT0ARL/7nRyufvoZ6B6ldX+/td3sxT5620YAsDtslMwLsurSKsoWFlBak4/bq5hkIr0aIiIiMiuk0yY7mvq4a7cVFB3uHsEw4Mx5If52cwOXLSklWuDN9TJFREQwTZNUTw/xgweJHThI7OABUn19lP/jPwLQ8a//l6H77we7HVdlJa6aGrzLl2fPn/eb30xqTp21bdsUXcH0ZaZNelqHs1VErfv7GOqNAeDyOiirzWfR2lLKFhQQqc7D7tQWvZej0EhERERmrFTa5IlDPdy9u427d7fR2j+Gw2Zw7oIiPnphLRsXRygOzu2ychERyR0zlSLR0kLswAHiBw8Ret97MRwOOr7zXXp+8YvscYbXi7u2FjOZxHA4KP7MZyj53GdxVlefMBw6YWA0R6WSaTqPDmaaVvfTeqCP2HASAF++i+iCAsoWFBBdmE8oGsCmARevyasKjQzD2AR8H7ADN5qm+Z2XPO4GfgmcAXQDbzdN87BhGJcA3wFcQBz4omma92XO2QaUAaOZp7nUNM2ON3xFIiIiMqvFk2kePdDFXbvauGdPO93DcdwOGxfWFfPFyxZxcX2EfJ8z18sUEZE5JB2LET98BFdlBTafj4F77qHrB/9O/PBhzFgse1xw48W4qqoIbFiPM1qGq6YWd20NjtLSSU2pPYvqcnAVM0N8LEn7wQErJDrQR/vBAZIJq2l1QcRHzcribFCUV+RRz8I36BVDI8Mw7MC/A5cATcCThmHcZprmngmHXQ/0mqa5wDCMdwDfBd4OdAGbTdNsMQxjKXA3UD7hvHebpvnUKboWERERmaVG4ykeeKGTu3e3sXVvO4NjSfwuOxctjnD50lIurCvG71YBtYiInF7HmlHHjxyh97e/s7aXHTxIoqkJ0mmqfvEL/Gefhc3rwxEpwX/OObhqa3DX1OCqqcFRWAiAf+1a/GvX5vhqZobRwfh4P6L9fXQ2DmFmmlYXVQZpuCCaDYl8earAOtVezburs4D9pmkeBDAM4zfANcDE0Oga4BuZz/8X+IFhGIZpms9MOGY34DUMw22aZgwRERGRl9E/mmDb8x386pkxPn7vPYwmUhT4nGxaUsrly0o5t7YIj9Oe62WKiMgslB4bY+TppzNNqA9YHw8dIvKlL5J/9dWk+vvp/fWvcc2bh2dJA/lXXWWFQwsXABA4/zwC55+X46uYeUzTZLB7bHyr2f4JTaudNiLz8jhjUzVlC/IprcnH5dEvjE43wzTNlz/AMN4CbDJN80OZr98LnG2a5icnHLMrc0xT5usDmWO6XvI8HzNNc2Pm621AGEgBvwe+aZ5gMYZhfAT4CEAkEjnjN7/5zeu/2mliaGiIQCCQ62XMKXrNp5Ze76ml13tq6fU+vTpG0jzTkeLZjiQv9KZJmZDnMllT6mRNxMGiQht29SI4rfRnfGrp9Z5aer2n3rR+zVMp7J2dOFrbsLe14mhrJ764nrG1a7H19VH8la8CkPZ6SZaWkiorZfScc0gsXAhpazsUtunVRHlav94nYJomsX4Y6YThTpORTkhmGtjYnOArBl+xgb8YPIVgs0+v9wAz7fV+ORs2bHjaNM01L71/SmI5wzCWYG1Zu3TC3e82TbPZMIwgVmj0Xqy+SJOYpvlj4McAa9asMdevX3/6F3yabdu2jdlwHTOJXvOppdd7aun1nlp6vU+tVNrk2cZe7tnTwb1723mxw3qnWBcJ8NELI1y8OEL/wWe5aMOGHK907tCf8aml13tq6fWeetPhNU8PDxM7eIj4wQPYgkGCF12EmUrx/JozMUdHs8c5SksJXXA+4fXrMU2TkbIo7pr52IuKZkxfnOnwer+cVDJNx5HBzGSzPtoO9BMbsZpW+wvczF+Sn2laXUCozI8xzX9RNN1f71Ph1YRGzUDlhK8rMved6JgmwzAcQD5WQ2wMw6gAbgHeZ5rmgWMnmKbZnPk4aBjGf2NtgzsuNBIREZHZZTiW5KEXu9i6t53793XQPRzHYTM4uybEO8+qYuPiCFVhX/b4bYem9xtGERHJPdM0SXV3k+zpwVNnNZFu+fJXGH7iCZKtrdnj/OeeQ/CiizDsdopvuAFHqBBXTS2u+fOxB/zZ4wzDwH/2WVN+HbNNfCxJ28F+qyfRi320Hx4gNaFpde2qYsoWFhBdUEAwrKbV09GrCY2eBBYahjEfKxx6B/CulxxzG/B+4M/AW4D7TNM0DcMoAP4IfMU0zUeOHZwJlgpM0+wyDMMJXAVsfaMXIyIiItNTa/8oW/da1USPHugmnkyT53Gwob6EjYsjrKsrJt+riWciIvLyzHQ6O2Ws//Y/MvznR7P9htL9/bjmz6f2zjsAsAUC+M5cg7umFlfNfNy1tbgqx+shwh/8QC4uYVYbGYhnq4ha9/fT1TiIaYJhMyiuDLB0XXmmaXU+3qCaVs8ErxgamaaZNAzjk1iTz+zAT03T3G0Yxt8DT5mmeRtwE/ArwzD2Az1YwRLAJ4EFwNcNw/h65r5LgWHg7kxgZMcKjH5yCq9LREREcsg0TXY1D7B1bztb97azu2UAgOqwj/eurWbj4ghr5hXitE+vXhAiIjJ9xJuaGNu5k9iEZtTJzk4WPvoIhmEw/OijDD34IO6aGvIu34S7pjbbiBqg9G/+Ooern/1M02Sga2xSSNTXbjWtdjhtRObnccbl84guKCBSk6em1TPUq/qvZprmHcAdL7nv6xM+HwPeeoLzvgl88yRPe8arX6aIiIhMd2OJFH8+0M09e9u5b28HbQNj2AxYXVXIVy6vZ+PiEmqLAyo9FxGRrFRfH7GDB63R9ZlwqPwf/xF7fj79N99M1w//AwwDZ0UF7poa/OefjxmLYXg8lP3dNzCcqlKdKum0SU/LEC0vWlPNWvf3MdwfB8Dtc1C2oIDF55URXVBAcVUQu0O/GJoNFPWJiIjI69Y1FOO+fR1s3dPOQy92MZpI4XfZWVdXzMWLI2xYVEw44M71MkVEJIdM0yTZ2krswEHiBw8QvPRSnGVl9N18C61/9VfZ4wy3G9f8+aR6e7Hn51PwlrcQvOwyXPPmYXMf/2+JAqPTK5VI03FkIFtF1Hqgn/io1bQ6UOgmWldIdIHVuHomNK2W10ehkYiIiLxqpmnyYscQ9+xp59697TzT2IdpQjTfw1vOqGBjQ4S1NSHcDnuulyoiIlPITKVItrcTb2rCVVGBMxplbN8+Qt/+Pzz/uc9jjoxkj3VESnGWleFduZKSL30p22/IGY1i2Mf//XBGoygWmjrx0SStB/tpfdHabtZxeJBU0mpaXVjqY8Gakmw/orywN8erlami0EhEREReViKV5olDPdn+RI091nji5RX5fHZjHRcvLqGhLE/bzkREZjHTNEn19ZFoasKel4eruppkVxctX/4K8aZGEi2tkEgAEPnqVwi9//3Yg0HSAT8FF16Iu7YGV00N7poa7OEwAO6a+bhr5ufysua04f6YVUGU6UnU3TQ03rS6KsjS9ROaVgfUtHquUmgkIiIix+kfSbDthQ7u2dPOAy90MjiWxO2wcd6CIj5+4QIuXlxCJM+T62WKiMgplB4dJdHcDDYb7poazGSSps98hkRjE4mmJtLDwwCEPvABIl/5MrZAgNTAAJ6GBvIuvQxnRQXOinI8ixYB4Cwvp++GG1i5fn0Or0rACv36O0czAZFVTdTfaf0SyOGyEZmfz5or5lG2sIDS+fk43aoYFotCIxEREQHgcNdwtproycO9pNImRQEXVywtY2NDhPMWhPG59NZBRGSmMpNJEm3tmGOjuBdYU8Za/+7viO3dR7y5iVRnFwDByy6j4vvfw3A4SPX24SwtxXfmmTgrynFVVODOhEI2j4f5//O7nF2PnFw6bdLdNETrgb5s4+qRAatptcfvpGxBPksuKKdsYb7VtFrTTOUk9M5PRERkjkqlTZ452ss9e9u5d28H+zuGAKgvDfKxC2vYuDjCiooCbGpsKSIyI5imSaq3l1RvL+7aWgA6f/hDRp58kkRTM4nWVkgm8a5Ywbzf/gaAZFs7httNYN06XJWVOMsrcNctzD7nvP/6dU6uRV6b+GiSzsZBOnebbHnuWdoO9BMfSwEQCLmpqC+kbEEB0QUFFJb61LT6VBjpyfUKpoRCIxERkTlkKJbkoRc62bq3g/uf76BnOI7DZrC2Jsx7zq7i4sURKkO+XC9TREROIj0yQqKtDXdNDQC9v/sdQ9seINGU2UI2MoKjpISFDz4AQKKpmfTICN5ly8i7/HKclRXZcwEq/+OHObkOef1GBuJ0Ng7S1ThI59EhuhoHs1vNAELRGAvPjFgh0cICgiFtJz/lOvbBTZdiP/NHuV7JaafQSEREZJZr6Rvl3r3t3LO3g8cOdBNPpcn3OtmwqJiNDRHW1RWT59F8GhGR6cDaQtZmTRKz2Ri87z4G/niH1Wy6qZlUdzfYbNTveBbD6SRx9CiJxkacFRX4zj4bV2UFzorK7PNFv/2tHF6NvBGmaTLYPUZX45BVRdQ4SNfRQYb749lj8oo8FFcGqT+njKLKAPtbnmPjZWfncNWzVDoNz98BfUfhnE9AST1c+vfQm+uFnX4KjURERGaZdNpkV0s/W/d2sHVPO3taBwCYX+Tn/edWc/HiCGuqC3Gof4GIyJQzTZNUdze2vDxsLhcj27fTd/PN2WbTibY2SKVYcN+9OKNR4keOMrpjB87KCoIXbcBZUYmzohzTNDGAki98gZIvfCHXlyVvUDpt0tc+QufRTAVRo1VBFBtJAmAYUFjmp6I+RFFlgOLKIEWVAdy+yb/0OdytbWenVGIMdv4WHv1/0L0fihfDWR8BuwPO+ACpbdtyvcLTTqGRiIjILDCWSPHogS7u2dPBffvaaR+IYTNgTXWIr15ez8aGCLXFgVwvU0RkTkgNDWM47Ng8HmIHDtD7m9+SaGwk0dxEvKkZc3SU6v/+L3yrV5NoaWVo2wO4ysvxrlpFXqbZtM3vByD8wQ8Q/uAHcntBckqlEmm6W4asCqKjVgVRd/MQyXgaALvDRrjcT+0ZJRRXBimuDBIu9+NwaaLZlHpxK/zhEzDUDmUr4S0/g8VXW4HRHDK3rlZERGQW6RyMcd++drbu7eDhF7sYTaTwu+xcuKiYjYsjrF9UQsjvyvUyRURmHTORwEwmsXm9JDo66P3Vr61AKFMtlOrtJfov/0z+lVeS6u2l//e/x1lZibOqGv+551mj6aNRAPKuvIL8q67M8RXJ6RIfS2a3lx3rQdTbOkw6bQLg8tgpqgyy5PxyiqqsCqKCUp+mmeVKfzOkYhCqgcJqiCyF634C89dZ5V5zkEIjERGRGcI0TV5oH2Lr3na27m3n2cY+TBPKC7y8dU0FGxdHOLsmhNuh30SKiLwRpmlixuPY3G7SIyN0//zn1vSxpvEtZCWf/xzh66+HRILun/0MZ3kUV3kFnksuwVlRgSczlt67ejV1Tz+FcZIfOE92v8w8o4NWg2pri5kVFPV3jDeo9ua5KK4MUL0sbFUQVQXIC3s1yWw6aN8Dj/4bPPc7WHQFvP1XULQQ3ntzrleWcwqNREREprF4Ms0Th3qyQVFTr/Xmc0VFPp/bWMfFiyMsLgvqhw4RkdfITCQwnE5M06T3l78kfrSRRFMT8aYmEs3NFLzlLZT+9dcwHA66/v2HOEIhnBUVeM84g/zKCryrVwPgiEatptT2Ewf2hk0VI7ONaZoM9ow3qO46avUgGu6LZY8Jhj0UVwWpX1tKUWWQ4qog/nx3DlctJ3T0MXjoX+HFu8HpgzM/BGs/ketVTSsKjURERKaZvpE4257v5J697Tz4fCeDsSRuh40LFhbxlxsWcHF9CSV5Gp8rInIypmlixmLYPNbflX0330Js/37yn32WQ//2AxJNTXjPXEPlD36AYRh033gT6dFRnJWVuGvmE1i3Dt/ZZwFguFws2v40NveJf+A3DANOEhjJzHesQfXE5tSdjYPEhscbVBeU+imvK6C4KkhRZZCiigAev6aSTlvpFGCAzQYv3gPNT8GGr1mBkS+U69VNOwqNREREpoFDXcNs3WNVEz11pJdU2qQ46ObK5WVsXBzhvAVFeNUAU0QEsMbSp3p7cRQXA9B3y62M7niWREsLydZWEi2tuObNY/7v/xeA3t/8hti+fTgKCrDX1eFZthTvipXZ56u5805sft9JqzZPFhjJ7JJKpOlpHZ6wxWyQrqbxBtU2h0E4GqB2VQnFlQGKKoOEKwI49e/zzJAYgx3/n7UN7dJvQv0VcN6n4YLPg8uX69VNWwqNREREciCVNtl+tJete9q5Z287BzuHAagvDfLxC2vZ2BBheXk+NvU5EJE5KDU0TLK9DXdtLQD9W25n6IEHSLS2WsFQezv2wkLqHnkYgKH772fkySdxlpXhrK7Gd845uGtqs89X9dObsPl8PPDggyxbv/6472cP+KfkumT6iI8l6WoaylYQdR4dtBpUp6wG1U6PnaKKAA3nRbMVRIVlalA9I432wpM3weM/guFOaxKaK/P/vCcvp0ubCRQaiYiITJGhWJIHX+hk69527t/XQe9IAqfdYG1NmPefM4+LF5dQUajfdInI7Gam0yQ7u0i2tuBZsgTD6WTgrrvp/8MfsqFQemAAgEU7nsXmdjO2by+jzz6Ls6wM/1ln4ohGcZaVYZomhmFQ/n//9aQ9hQDsgcBUXZ5MQ6NDcbqOWv2HrClmQ/R1jICVD+ENOimuDFK9JExRZYDiqiD5RWpQPSuYJvzsSujYDQs2WpVF8y6Ys5PQXg+FRiIiIqdRc98o9+5t55497Tx+sId4Kk2Bz8lFi0q4eHGEdXVFBD3qeyAis0d6bIxESyuJ1ha8y5djDwYZevBBum+8yQqF2togkQCg9k9346qqItXXS6KlBWdZGb7Vq3BGozjKyrLPGfniF4l88Ysn/Z4vFxjJ3GGaJkO9sezWsmM9iIZ6JzSoDnkoqgxQd1aE4kqrgshf4NJAidmkfbdVWXTZt8HpgUv/AQIlULos1yubkRQaiYiInELptMlzzf2ZaWcd7G21flteU+znA+fNY+PiCKurCnCovF1EZiDTNEn19FihUEsL3uXLcJaVMbJ9O+3f+jaJ1lZSPT3Z46t+8Qv8Z5+FmU5jJhJ4ly8nb9Nl2VDIEQ4DUPiOd1D4jnfk6rJkBjLTJn0dI5npZUPZCqKxYSuQxIDCiI+yBQVWOFQVoLgyqAbVs5VpwuGH4ZHvw/57wOmHFe+AyrNgwcW5Xt2MptBIRETkDRpLpHhkf1c2KOocjGEzYM28EF+7YjEXLy6hplhbI0Rk+kvH4yTb2jKVQq14GhbjWbSI2P79NH3yUyRaWzFj41Ub0e9+h/xrrsHm82EPhfAsWYIzGsUZLcNZVoZ78WIAguvXEzxBLyGRVyOVTNPTMjxpvH1X8xDJWAoYb1A9f2URxZnx9uHyAE63KtDmhJEe+PWboWU7+Irgor+GNddrEtopotBIRETkdegYHOO+vR1s3dvBw/s7GUukCbgdXFhXzMaGEtbXlVDod+V6mSIiWaZpkh4YINHSkukd1Ip7QS3+tWtJdndz6E3Xkuzqsn5jn1H8mc/gWbQIe34+7vp6Ahs2WM2my62eQq7qagA89fVU/eTHubo0mUXiY0m6m4YmjbfvaZnQoNptp6gywOJzyyjO9B8qLPVjd6iCd05JjELrDqhaC95CKKyG1e+FFe8EpzfXq5tVFBqJiIi8Sgc6h7jtQJz/u/sRdjT2AVBe4OUdZ1Zx8eISzp4fxqU3rSKSI2YySbK9PdtMOtHSirOigvyrrsRMpXjhnHOzDaaPKXzXO/GvXYs9Px//ugtwlkXHK4WiURylpQA4ioup+N7/zcVlySw2NpSYNN6+8yUNqj0BJ8WVAVZurKSoMkhxZZD8YjWontNGesYnoSVG4HN7wVsAb/15rlc2ayk0EhEReRlNvSPcvrOV255tYU+mP9HKSvjCpXVsbIiwKBJU80wRmRKpoSFr3PyEUMheUED4+r8A4MCll5FoaZl0Tt4Vl5N/1ZUYdjuh97wHW14wEwxZoZA9ZG3fMBwOot/61pRfk8wNxxpUT2xO3Xl0coPqQMhNcWWQhWdGKK4KUlwZwF/g1r+xYhlotfoVbf8lJIZh4aXWJDRPfq5XNuspNBIREXmJjoEx/vhcK1t2tLD9aB8Aq6oK+PpVDRQOHeLaTefldoEiMislu7qINzZaoVBrK4nmFrDbKf3aXwHQ+KEPM/rss+MnOBz4zz0nGxqFP/pRsBnjoVBZGTbv+DaN4hs+NZWXI3OQaZqMDibo6xihv2OE3rYRDu9Ic+D2hxkbGm9QXVDio6w2n6Iqq3qouDKIJ6AG1XICqQTYnTDaC0/eCMveAud+CiJLcr2yOUOhkYiICNA7HOeu3W1s2dHCYwe7SZuwuCyPL21axOblUSpDPgC2bTuS45WKyEyV7OwkdvAQiebm7K3g4AHINIhu+9a3GLzzruzxtrw8PHV12a/DH/kw5tgYjrLM1rGiokmj5gvf/rYpuxaZ2+KjSfo6Rqxb+yh97VZI1NcxSnw0mT3OZjdw5cH85UXW9rKqIOFyPy6PfgyVl2GacPghq7LIkw9v+SlEGuDzz4M/nOvVzTn6v1VEROasoViSe/a0sWVHKw++0EkybVJT5OdTFy1k84oyFpQEc71EEZlBkj09xF7cPykUSjQ3U/nj/8Tm9dJ900/p+fnPrYMNA0ckguH3YyYSGE4nofe9j/xrrsn0FIpiD0yeuhi86KKpvyiZs5KJFP2do/S3j2bCoUxI1DHK6EB8/EADgoUeCiJe6s6KUFDioyDioyDiJRjy8OBDD7J+/eLcXYjMHOkU7L3NCotangF/CZzzl+OPKzDKCYVGIiIyp4wlUty/r4PbdrRw374OYsk05QVerr9gPpuXR1kSzVP/BBE5oVR/P2PPP0+iuWVSKFT27W/hqqhgYMsW2v/Pd6yDM6GQs7yc1OAgNq+XgjdfR+DCdTjLy3GWlmK4XGzbtg3DaW3L8a1alcOrk7konUoz2DP2kmohq3posHcs25AawJvnoqDEy7ylYSsUKvGRX+Ilv9iLw6XR9nIKPPyvcN83IVQLm78Py98BTk+uVzXnKTQSEZFZL55M8/D+TrbsaOVPu9sYjqcoCrh551lVbF5RxqrKQmyaxCIy56WHhxndvfu4UKj4s5/Bt2oVw489TvOnP20dbBg4SkpwlpeTHh4BIHDxRtx1dZNCoYncCxfiXrhwqi9L5jjTNBnui2f7DFkVQ1ZINNA1mh1lD+Dy2CmI+Citzac+UkZBxJsJh3y4vfrRUU6xkR6rT1Hl2VBzIax8DxTXw6IrwKYgcrrQ//kiIjIrpdImjx/sZsvOFu7c1UbfSIJ8r5PNK6JcvSLK2TVh7AqKROaUdCzG2M6dxJsmbx8rfM+7ybv0UmIHDnD0fe+3Dp4QCpkJq4Gv78w1VP30Jpzl5TjKyrC9JBRyVZTjqiif6ssSAazx9eN9hjK9hjpG6O8cJRlLZY+zO23kF3sJRf3UrCymIOIlv8SqHPIGnaq2ldOv9wg89sPMJLQRWPdFKzTKK4O8zblenbyEQiMREZk1TNNk+9E+tuxo4Y/PtdI5GMPvsnNJQ4SrV0Y5f0ExLoct18sUkdPETKUYefrp8UqhFutj8LJLCb3rXaT6+zny3vdZB08IhY5xL1jwsqGQIxTCce65U3lJIpPEx5L0d07YSnas31DHCLHh8QbUhs0gL+yhIOKjoq6Q/BJvps+Qj0CBG0O/NJFcuftr8Nh/gGGD5W+zJqGVqOfVdKbQSEREZjTTNNnTOsBtO1q4fUcrzX2juBw2Lq4vYfOKKBsWleBVrwWRWWPk6aeJNzZmqoSsUMi7ehUlmW1jR6//ECQS46FQNIrhsN7yOoqKqLzxRlwV5Tii0eNCIZvPh1+hkORYKplmoGt0vFqoc4T+dqt6aLg/PunYQKGb/BIfC86IUFDizTahDhZ5sNv1SxKZBo5NQqtcCw4XhObD2o/D2k9AviozZwKFRiIiMiPt7xhiy44Wtuxs4WDnMA6bwQULi/j8pXVc0hAh6HHmeoki8jqM7txJ7ODBSaGQs6Kc6Le+BUDLl75MorkZIFspZPP5ADDsdqp/9lMcxcUnrBQybDYC5583tRckcgLptMlQz1i26XT/hG1lg91jmBMaUHsCTgpKfFQ2hLLbyAoiVhNqp34pItNVKgl7/2BNQmvdAdf+GFa8Hc78UK5XJq+RQiMREZkxGntGuH1nK7ftaGFv6wCGAWvnh/nQ+TVcvrSUQr/rlZ9ERHJqbO/ezASy8VDIcLuo+vGPAWj/x39k9KmngfFQyFFYmD2//Hvfwx4MWKGQ233c8/vWrJmaCxF5BaZpMjIQn7yNLNOEeqBzlFQynT3W6bYaUJfMy6PurNJJ08k8fv0SRGaQVBKe/hk8+m/QdwTCC2Dz/4OGa3K9MnmdFBqJiMi01jEwxu07W9mys4VnjvYBsKqqgL/d3MCVy8ooydMoVpHpJHbgAGO7dhHPNppuIdXXR82ttwDQfdNPGbj9dgAcxcU4KypwVVVlzy/9+texuVwnDYW8y5ZOzYWIvEqxkcSk3kL9x6aTdYyQGBtvQG1zGOQX+yaPrc80ofbludSAWma2ZNzafmazw9M/h0AELvt2ZhKatkrOZAqNRERk2ukdjnPnrja27GjhsUPdmCY0lOXx5U31XLW8jMqQL9dLFJmz4o2NjG7fPikUSjQ3M/+Wm7EHAvTfeivdP7kRyIRC5eW4a2sx43EMl4viT32Sor/8BM5o9IShkKeubqovSeQVJeOpbAPqYxVD/ZlgaHQwkT3OMCAY9lBQ4qO0tszaSpZpQh0IebCpAbXMNr2H4c//Dnv+AJ98Ejz58IHbwVv4iqfKzKDQSEREpoXBsQT37Glny44WHnqxi2TapKbIzw0XLWTzijIWlARzvUSROcHW20f/bbcRb2qaFApV/ug/cNfWMvTAg7R/85vAeCjkXb4cMxaDQIDCd7+b/OuuO2ko5KqunupLEnlVUqk0g11jk7aR9Wc+H+qNTTrWl++ioMTH/BXF2W1kBREf+UVe7E5VVcgc0LrD6le0+xYw7NYktMSYFRopMJpVFBqJiEjOjCVS3Levg9uebeG+5zuIJ9OUF3i5/oL5XL0iSkNZnsr1RU6B9OgoADavl0RbG/23bSHZ1kaio51kWzuJ9jai/+c7BM4/D+eRI7T86EfA5FAIw/pBOO+Ky/Gfd+5JQyFnaenUXZjIa2SaJoOZBtQTt5H1tY8w2DVGOj3egdrtc1AQ8VFeV5jdRnYsIHJ59GOUzGHdB+A/14ErCOf8JZz9cU1Cm8X0t52IiEypeDLNQy92smVHC/fsaWc4nqI46OZdZ1WxeUWU1VUFCopEXiXTNEn395No78CeF8RZVkayq4uO732PZHtHJhjqIN3fT+nf/x2Fb3sbye5uOv/1X7Hl5eGMRHBEIrjrF2EvLAAgvqiOmjvuwBktw+Y5vmeYIxTCEQpN8ZWKvDbptMlA1yg9LcP0tg3T0zJMT+sw3S0me377aPY4h8tGfomPooogC1aXZPoMWeGQJ6AG1CKA1dx6z63QcxAu/BKEa+G6G2HhJeAtyPXq5DRTaCQiIqddKm3y2MFutuxo4c5dbfSPJsj3Orl6ZZTNy6OcXRPGrj4PIpOYqRTJri6S7e0k2tpwlpTgXbmS9MgIjR/7OIn2NpLtHZhjYwAUfeITFN/wKbDZGHrgAZwlEZxVVfjOPBNHJIJ32TIAPIsWsWj709kx9cd9X68Xd838KbtOkTcinTYZ6Bylp9UKhXqPfWwbIZUYn04WCLkJlfkxfbD0jEXZYMhfoAbUIicVH4Zn/gv+/G/QdxRKlsD5nwW7E5a/Nderkymi0EhERE6LdNrkmcZetuxo5fadrXQNxfC77Fy6pJTNK8o4f0ExLof6PsjclI7FSHZkKoHa2kl2tOMoiZC/+SoADly2iXhTE6TGJy/lX3cd3pUrMbxeMAy8S5biuCiCs9SqFvLU1wNWJVDdQw+d9HsbDgeGQ28BZWZ5aTh0rHKor21k0uh6KxwKULGokFDUT2GZn1CZP7udbNu2bSxdp200Iq/oxa1w84dhtAcqz4ZN34W6TZqENgfpHYOIiJwypmmyu2WALTtbuH1HK819o7gdNi6qL+HqFVE21JfgcdpzvUyR0y5+5AjxxiarSihTEWQvLKDkM58B4NDV1xA/cmTSOYH167OhUeDiizFcTpylpThKrGDIGY0CYBgG1b/4+VRejsiUmRQOZYKhlwuHKheHCJX5CJUFKCzzqdeQyBvRcwiSMSiph+I6qDoHzrsBqtbmemWSQ/pbVURE3rD9HYPctqOV23e0cLBrGIfNYF1dMV+4rI6NiyMEPeoLITOfaZrZbSwjzzxDbN8+q0ooEwwZLhdV//mfALR+/W8Zefzx7Ln2UAjfGauzX4c//jFImzgiJVYwFIlgDwSyj0e+9MUpuiqR3Ein0gx0jU0KhnpahulrnxwOBUMeQlF/JhyyqoYUDomcYi3PwCP/z+pbtGAjvPt/oKAK3vnfuV6ZTAP621ZERF6Xxp4RtuxsYcuOVva2DmAYcE5NmA+vq2HTklIK/a5cL1HkVTPjcZKdnTiiUQzDYOihhxl+5BGrSigTDKWGhqh7/DEMw6DvN7+h/w+3gcNhTRiLRHBGxqeGFX/m05BK4YhEcJSUHDdlrOBNb5riKxTJjXQqTX/nKL2tI/S0DtHTOvKy4VBVQ8jaUhb1U1iqcEjktDr8MDzwj3DoAXDnwbmfsiahiUygv4VFRORVax8Y4487W9mys4VnjvYBsLqqgL/d3MCVy8ooyTt+0pJIrqWHh0m0d5DsaMe7ciU2j4fB++6n73//N1Ml1E6qqwuAuscfw56fz8hTT9H7m99Y08VKS/GuOcMKhZJJcDop/tznKf7853GEwxj247dc+latmurLFMmpY+FQthl1poKot32EdHJ8jH0w7CFUZoVDx3oOKRwSmUKpBGCA3QGNj0PXC3DJ38MZHwBPfq5XJ9OQ/nYWEZGX1TMc585drWzZ0cLjh3owTWgoy+Mrl9dz5bIyKkMnnsAkcrqZpkmqr49ke2aLWFs7gQ3rcZaUMLhtG53/8i8k2tpJDw5mz5n/h1vxLFpEqr+fRFMTjtIInobFOCKlOCIl2QbRxZ/8S4o/8+mTTlVyRkqm4hJFpp2J4VBPy4RpZScKh6J+qhrChKJW5VBBROGQSM7Eh2H7r+DP/w4b/xaWvcWqKjrnk+Bwv/L5Mmfpb20RETnO4FiCP+1uZ8vOFh5+sYtk2qSm2M+nL17IVcujLCgJvPKTiLwBZipFsrOTZHs77meeoedoI4n2NvKuuALvkiUMP/YYjR/9GGYsNum8ytIf4SwpwR4M4qyuxnfW2TgixyaMleKqqACg4No3UXDtm076/Q2n+nDJ3JZKpa2G1C/tOdQxORzKK/JQWOanaknY6jkU9VNY6sfp1tADkWlhqBOe+DE8+RMY7bWaWwcz26ld+sWfvDKFRiIiAsBoPMV9+zrYsqOF+57vIJ5MU17g5UMX1LB5RRkNZXknrboQea3SsRjDjz5KsqPTGj3f0UGio52Ca68jb9NlxPbv59A1bwKgAGjHCnI8ixbhXbIEZ0Ulhe9+N85ISbZKyFlaiqO4GADfGWfgO+OMXF2eyIyRSqXp7xjNVgxNbEidTk0Oh0JlfqqXZiqHyhQOicwI//VmaN0J9VfCuTdA1dm5XpHMMAqNRETmsHgyzUMvdnLbjhbu2dPOSDxFcdDNu86q4uqVUVZVFigoklfl2FYxUikcRUWYySTdP/kJiY6OScFQwZuvo/iGGzDHxmj6+Ceskw0DeziMs6QEMzYGgKuigtK//zscJSXsaGxk7VVXYS8Y//PoqijXhDGR1+BYONTTMkxv23jPoUnhkAF5mZ5D85aFrYbUCodEZpTgwItwy2/hin8CdwA2fRd8YSiuy/XSZIZSaCQiMsek0iaPHezmtmdbuGt3G/2jCQp8Tq5ZGWXziihnzw9jtykoEotpmqSHh7Ohj+Fy4VttjY5v+epfET98OPuYmUiQf801RL/7HbDb6frxT7C5XDhKSnBEIrgXLsS9qB4AW14e8373W+uxcPi47WA2v5/Ct70NgOS2bTgKC6f2wkVmqFQqTX/7aLZq6FgF0QnDoWiAecvCmTH2CodEZqRUApqfhkMPwf57OKPxcXDnw+r3QfU51k3kDVBoJCIyB6TTJtuP9rJlRwt/fK6NrqEYfpedy5aUsnlFlPMWFOFy2HK9TJli6dHRCVvDrIogw+0i9K53AXD0Ix9h5KmnMUdGsuf41q6l+uc/AyDZ3YXhcuE9YzXOkhIcJSW4661QyDAM6h5/DJvLdcLvbRgG3uXLT/MVisxeLw2HjlUO9bePkE6fKBwqIlTmIxQNUFDqw+lSOCQyI6WS0LoD7E4oWw6DrfDTy6zHIss4UPMBat/2D+DJy+06ZdZQaCQiMkuZpsnulgG27Gjh9p2tNPeN4nbYuHhxCZuXR9lQX4LHqR8aZrPYgQPEDhwg2d6RDYfAJPrd7wLQ9JefZPjRRyed4164MBsa+Vatwj2/xqoGytyc5eXZY6t+/OOX/f4nC4xE5NVLJdP0dYzQ2zpCT8sQPa0jJw6HiryEyvzMX16U7TmkcEhklmjdCYcehMMPwZFHITYAS66Dt/4MCqrgXb+DijPBF6Jx2zZqFRjJKaTQSERkltnfMchtO1q5fUcLB7uGcdgM1tUV84XL6rikoZSAW3/1z1RmMkmyuwdHSTGGYTD8xBOMPPZYpkrIqhRK9fWx4P77MAyD7pt+Sv/NN1snOxw4SopxVVZln6/wve8h7+rN2SohR0kJtmAw+3jRxz8+1ZcoMmcdC4cmjrHvaRmmv2P0xOHQiiJrWpnCIZHZxTShYy/0HrKaVwPc+nFo3wWhWlj6Zph/Acy7YPycustys1aZE/STg4jILHC0e4QtO1vYsqOFfW2D2Aw4pzbMR9bVsGlpKQU+VXxMZ2Y6TaqvL1sN5FuzBpvPx+D999P3u//J3p/s7oZ0moWPPoIjFGLkscfp+tF/4giHrSqgsjK8K1ZgxuMYbjfhD3+I0HvfgyMSsZpI2yZvQQxu2JCjKxaZu9KpNP2do3Q3D9PTMkTjzjT/ve2x48Kh/CIvhWV+5q8szoZDhaU+HAqHRGaf3sOw/16rkujwwzDcCa4AfPkI2B1wzQ8gEIG8aK5XKnOQQiMRkRmqeyjGbTta+NWfRzl41/0AnFFdyDc2N3DF8jJKgp4cr1BM0yQ9OHhc36D8K6/AWV7O4H330f7Nb5Ho7IREInvevN//L94lS0gPDZFobcVRUox7cX22IsjIbPsKf+TDFH3i4xiOE/9z7p4/f0quU0SOZ5omQ70xelqG6W4esj62DNHbOkIqmbYOMsDlh/Ja33g4FPVTGFE4JDKr9R62GlcvfTO4fPDMr+HBf4JgFGovgvnrrEoie+bf9+iqnC5X5jaFRiIiM8hYIsV9+zq4eXsT257vJJk2qQra+Mrl9Vy5rIzKkC/XS5xT0iMjjD63a7wSqKODZGcHhe96F741axh+5FEaP/Sh485zL1yAs7wcR1ERvjPXWFvDiq0JY46S4mzYk795M/mbN5/0+9s8CgZFpoOxoQTdLUPZ6iErIBomPprMHuMvcBOO+qmoDxGOZsKhMj+PPPoQ69erKbzIrDbaCy/cbfUlOvQQ9B+17s+vgNoNcMYHYcU7IVQDhibYyvSi0EhEZJozTWvy2e+3N3P7jhYGxpJE8txcf8F8rltVQeu+p1l/YW2ulznjmaZJemiIVHc3hteHM1JCamiInl/8glR3D8meHlLd3YQbG+n9RAeFb3sbiZYWjr7//dnnMLxenCUlJHt7AaupdMmXv4yjpHi8b1BxMTafFe55ly/XBDGRGSQRS2V6DY0HRN3Nw4wMxLPHuH0OQlE/dWdGCJf7CUUDhKJ+PH5nDlcuIlNqsN3aahautaqEeg7CLR8FbyHMOx/O/ZRVTVS8yDo+v/zln08khxQaiYhMU409I9y8vZmbn2niSPcIXqedTUtLuW51OefWFmG3Wb+Jat2X44VOc4m2NpLd3aR6eqyP3T245s8neNEGzESCw29/RzYQMjNbxMIfup6SL3wBTJOuf/sBtvx8HKEQ9nCIZFkZjqJiAJyVlVT9/GfjTaT9fowJvyF0RkoIf/ADubhsEXkDUqk0fe0jL9laNsxA1yhk2g7ZnTZCZX6qGkKEygOZ6qEA/gLXpL8HRGQOSKdg7xYrKDr0IHS9YN2/9hNWaFS2Ej76EESWwkv6C4pMdwqNRESmkYGxBHfsbOXm7c08cbgHw4BzasJ86qKFbFqqyWemaZLu7ycdi+GMRADou+VWEo2NJHu6sxVB3qVLiHz1qwAcvOZNpPv7Jz1P/jVXE7xoA4bTibM8invRIhzhEPZwEY5wCPeiegBsgQD1O3dkewgBHN62jeD69dbjbjf+tWun4MpF5HQw0yaDPWN0t0yuHuptGyGdstIhw2ZQUOKluDJI/dpSwpnKobxiLzabwiGROWm0D448AvFhWP42MGxw55chPgRV58Cq91g9icpWWMfb7FCmymKZmeb2Tx8iItNAMpXmoRe7+P32Ju7Z004smaam2M8XL1vEm1aVU17gzfUST6v02Bip7m6SEyqBsNkouPZNALT9/T8wsn27dUxvLySTeFevZt5//xcAPT/7GbEXX8ReUICjKIw9FMaWl5d9/tKv/w02txt7KJwJhsLY/P7s4xX/9m8nXZthGODS5DmR2WBkIE53yxA9x7aVtVgj7ROxVPaYYMhDqNxP9dIwoWiAcLmfgogPh1NNqUXmvCOPwvN3WD2JWncAJoQXZEIjAz54BxRUgV1bUWV2UWgkIpIDpmmyp3WAm7c384dnW+gailHoc/KOMyu5bnUFyyvyZ+z2BjOVIjUwgKOwEICR7dsZ272HZHdXthKIVIrKH/0HAM2f/RxD998/6Tmc0Wg2NDKcDpxlZXiWLsERCuMoCuOsrMweW/3rX2Hz+U46QSz/yitPw1WKyHQVH0seN7Gsp2WY0cHxCYWegJNwuZ/6c8sIR/2EywOEyvy4vHprLCJAfAQaH4ejj8GFX7a2lO38HTz7X1BxJqz/ilVJVLFm/Jyw+kvK7KR/GUVEplD7wBh/eLaZm7c3s69tEKfd4OL6CNetLmf9ohJcjum3z900TcyRkWzfn2MVQQXXXIPhctF3y630/+EP2cdSvb1gmtQ/txPD4aB/yxb6/r/fgM2GPRTCEQrhyGwtAyh8x9sJXnyRVQmUqRRyhAqzjx/bZnYy9glVRSIyd6QSaXrbR7Lh0LHtZYM9Y9ljHG47oTI/85YXWdvKyv2EowG8QeeMDeZF5DTpPgA7f2tVEjU9CekE2Byw7K1QtAA2fA0u+za4NKlW5haFRiIip9loPMWf9rTx++3NPPxiJ2kTVlUV8A9vWspVy8oo9E/99iczmQTDwLDbSTQ3M7J9e3Zr2LHeQKV/9w2ckQg9P/0ZHf/0T8c9R+CCC3CWlmLGxjBjMZzVVXhXr7a2gIXCmOk0BlB8ww0U33AD9vx8jBM0fwxceOEUXLGIzFRm2qS/a/S4ptT97SOk01bfIZvNoKDUR2ltPg0XRLPVQ8GQB0N9h0TkpVIJaN4Ohx+Euk1QuswKjR78J6sP0dqPW9PNqtaCO2idEyjO7ZpFckShkYjIaZBOmzx+qIebtzdx5642hmJJygu8/OWGBVy7qpya4sAp/X4Tx8Une3pIdnXhXb4cZ2kpY3v20PWTn5Dq6s5WC6X6+qj+9a/wrVnDyPZnaPnil6wncjgyU8LCpIeHAfCddSYlX/j8eE+gTEWQo9h681T4jndQ+I53nHRtx7apiYi8HNM0GemPZ7eTjVcQDZNMpLPH5RV5CJcHqFk5Xj1UUOLDPg0rNUVkGokNwZM3WtPNjj4GCet9Dp4CKzSquRC+dAi8Bblcpci0o9BIROQUOtA5xC3bm7nlmWaa+0YJuB1csayU61ZXcNa80GuatGOaJoZhkB4ZYeSpp0h295Dq6bY+dneT/6Zr8J9zDo7Dh3n+hk9jxuOTzo/+yz+Tf+WVpMdixPY9jz0cwl1bi/2sM63eQCUlAATWXUDNHXfgCIew5eUdt2XDu2wZ3mXL3viLIyKSERtJZBtRT+w9FBtOZo/x5bkIRf0sWVdOKGptKyss8+Hy6O2riLyCdBran7O2mnkLYdW7we6CB75rNate+S6YfwFUnw/+sHWOw23dRGQS/asrIvIG9Q7HuX1nC7/f3syzjX3YDLhgYTFf2rSISxtK8bqsqTtmKkWyu8/aBtbTgyMcxr1wIenhYdq/812rCqhnfHtY+MMfpuijHyHV20vjRz6a/X6G2409HMJ/7jkApAsLCb3vvZN7AoVDOCurAPCtXkXtnXecdP32/Hzs+fmn8RUSkbkqGU/R2zaSnVp2rIpoqDeWPcblsROKBliwusSaWBb1Eyr34w1ocqGIvEbP/Jc14ezIIzDaa91Xf5UVGjlc8Lm9qiQSeY0UGomIvA7xZJr7n+/g5u1N3Levg5rOwyzzJvmLYjvL/Wk8Lc/iDizEu/JtmKbJi+vWkerqBtPMPkfhu95F6df/BsPlYvD++zPbwkJ4lyzFHg7jWboEAEdJCfN+8/9hD1lbw2x+36RqoHR+PiVf+MKUvwYiIsekU2n6O0fpzoyzz/Yd6hjJ/rVnd9goLPMRrSuwtpVl+g4FCt1qSi0ir41pQvd+a6tZ1wtw+Xet+1+4E9p2wqIrrUqieRdAfvn4eQqMRF4zhUYiIhOkYzGr2qe7B9IpvMuXA9D1k58Q23+AvpZ2+lraMXt7acyv4OmLP8r7z5nHdd/9LkZnBwCjQCwvj7wrrwDAMAzyr9qMzeuZ1BfIVWWNjTecTuoefuikazKcTrwrV57W6xYReTVM02SoN3bctrLe1hFSSavvkGFAfomPUNTPwjWZ6qFyP/nFXmx29R0SkTfg8CPw9M/h8EMw2GrdF4xak808eXDdT8DpzekSRWYbhUYiMifEGxtJNDdPmhBm2OwU3/ApAJo/93mGHngg2/wZwF1fT82tt9DcN8qRLfeQbmmm2+FjwBPEX7ecZWet4rFPX4TDbmMk+j1sHjf2cBhHYSGGa/K2isiXvzSl1ysi8kaNDSXozoyxn1g9FB8d7zsUKHQTivqpqA8RzoyzLyz14chsyxURed36m61w6NCDcMHnIVwLfUfg4P1WBdH8ddYtVGOl1aDASOQ0UGgkIjPKS6eE+VavBmDw3nsZ/vNjVqPorm6SPd2YsTgL7vkTAJ3/93sM3DGhr4/NhqtmfjY08q5Yjr0ojCMUxh4OkQzm89igna/9+DEeO9SN2fB+zroyxJtXl3PNsjLyPM5J6/KtXjU1L4CIyClmpk36OkboPDpI59FBDj+X5md3PMzIwHhzfbfPQbg8QN1ZEcLl1tayUJkfj9/5Ms8sIvIa9TfDg/9oBUU9B637vIWw5DorNFr2NljxzvGQSEROO4VGIjItpPr7iR9tHJ8O1mttESv6xCewB/z0/OrXdN90E6nubsxEInveoqefwub3M/LU0/Tfdlt2XLx7fg32cAgzncaw2Qh/6HoK3v52a2tYOIw9Px/DNr5NIvT+95NKmzyyv4ubtzdx1yNtjCUSzAvb+OzGOq5dVU5lyJeLl0ZE5JSZGBB1HB2k88ggnY2DJMZSANidNpxBmLcklN1WFo4G8OW71HdIRE6t4W448rA14ax8tTXRzOmF3bdA1blw5oesiqLIUjj2ns2uH19Fppr+rxORUy+dJtnVRbK7B2d5FHsgwNgLLzBwxx2ZrWE92Uqhyh/+O+4FC+i//Xba/+Gbk57GcLspfMfbsQf8OKNl+M89F0eocFJfIMNp/Za75EtffNktYJ6GhpM+9nzbIDdvb+LWZ5tpH4iR53Hw5tUVXLe6gtVVBfpBSURmpGMBUceRwWwV0UsDoqKKAPVnl1JcHaS4Ko/CMh8PPfQg69ef/O9MEZE35J6vw/57oX2X9bXTP96g2heCLx0eD4lEJOcUGonIq5KOxYgfOpQZCd9LqqeHVF8vwcsuw7NoESPPPEPrX/8NqZ4eSvr6eDEzLqfyJz8mcMEFJI4epfsnN2IPFeLIhD7eiuUYDuuvocC6dTh/+O/ZSiFHKIThG58SFrz4YoIXX3zS9b3WYKdzMMZtO1q4eXsTu1sGcNgM1i8q4Ruby9lQX4LHqX4cIjJzvDQg6jgyQFfjEInYyQOiUJlPjalF5NQzTYgNwEAr9B6m5sBvYOBmuPr/WY+37gRfGC76a5i3zqoysk/Y6qrASGRaUWgkMgelR0ez4Y8jVIizvJxUXx/dN91kVQFlQqFkby9FH/0oBW++jvjBgxy69rrJT2Sz4aquxrNoEfa8PNy1tdjPXEPT4CC1q1fjCIfx1NcDENiwgfrndk7aEjaRq7ISV2Xlab3usUSKrXvbuXl7Mw+80EkqbbK8Ip9vbG5g84oo4YD7tH5/EZFTIZ026WvP9CA6MkjH0ckBkcNpo6gyQP05ZRRXBSmpDlJYqoBIRE6RwXZr3P1gKwy2WR+HO+Ha/7R6DW25Abb/Mnt4heEAx3mQTluB0HtvUU8ikRlEoZHILGGaJqPPPkuqt5dUb282/PEuW0reFVeQHh3l4JVXkeztxRwdzZ4X/thHKfnMZzDTabp//gscBQXYQyHsoUK85eU4SooBcFZWUf7972e2h4WsW14eht2qyHHX1lLx/74PwPPbthFav37S+o4dN9VM0+SpI73cvL2J23e2MjiWpDTPw0fW1XDdqnIWRoI5WZeIyKuhgEhEpkQqAYYNbHbo2AeHHpgcCg20wl/cZW0fe+LH8NA/j5/r8EJeGcSHwR2A+s1QVAfBMsgr5+H9A6y7+LLx4xUYicwoCo1EphkznSbV32+FPz09GE4n3hUrAOj43vdINDZZTaIz1UD+884j+n++jWEYHL3+Q5gjI9nnMjweMN9B3hVXYHg8+M46C3smFHKECrEXFuJesAAAe2Eh9Tt3nHSblz3gJ++yS0//C3CKHOke5ubtzdzyTDNHe0bwuexsWlrKm1dXsLYmjN2mNywiMr2k0yZ9bSN0Hh2wmlQfHaSzcYjkpIAoSP25ZZRUBSmuUkAkIq8gnbaqgAZboXCe1Tuo5Rl46qfjgdBgm3XMxx6G0mVw5BG480tgc1jBT7AUiusglZmouOIdMO/88cc8+ZODoLpLrduxJRzaNpVXLCKnmEIjkdPs2PQugNHndpFoPJoNfJK9Pdjz8yn5zGcAOPLe9zGyfTukUtnzfWeeSfWvrBLf4YcfIdXfjz1UiLO0FE9Dw6RR75U//Hdsfj/2QisUsvnGp30ZhkH0O//npOucDc2e+0cT/HFnKzdvb+KpI70YBpxXW8RnNi7ksiWl+N36K09EpofjAqIjg3Q2TQiIXDaKKoIsVkAkIidimjDaOzn4qTwbihZAy7Pwx89Z9w21QzppnfPO38KiTTDcBS/cbQU+eeVQfoYVAHkLreOWvRUWX231HTpRW4GihdZNROYE/QQl8hqlY7FsFVCyp5f00BB5m6yS257//m+GH310Uk8geyDAgnu3AtD5/e8z/PDD2eey5+fjWbYs+3XgoovwnrHaagZdaG0Rc5aVZR+f/7//87Jr869deyovdUZIpNI89GInv9/ezD172okn0ywoCfDlTfW8aVWUsnxvrpcoInNcOm3S2zac3WLWefT4gKi4MkjDuWWZJtVBCkv92FQRKTI3pVPQc2jy9rDBNli4EWovgq4X4UfnQ3Js8nlX/qsVGrn84M6D4norGAqWWbfy1dZxCy+BL7xw8u/vyTt91yYiM45CI5nTTNPEHBnB8HoxbDZiL77I6HO7Mtu/Mg2he3up+MG/YTgctH372/T+8leTn8ThIHjZpRiGQaKxicSRo9hDIdz19fhDhTgipdlDI1/9CmYqZYVCBQXZyWHHhD/4gSm46pnPNE12twxw8/ZmbtvRTNdQnJDfxbvOquLNqytYWp43KyqnRGTmeWlA1HFkkK6mQZLxNKCASGROM01rG1c6DXtvmxwIDbZA3eVwzicgNgg/OGPyuU4f5EWt0CgQgbM+PB4GHdsmlhe1ji1aCO+7dcovT0RmJ4VGMquk43FS3d1WT6C+futjfx+G3w/A4LZt9P76v7JVQKmeHsxYjAXb7sdZWsrg1q10ft8aB2o4ndmGz+mREex5eQTOP39SFdCxz4+JfPlL8OUvnXR97tra0/sCzHJt/WPc+mwzt2xv5vn2QVx2GxsbSrhuVQUXLirGqW0bIjKF0qk0vW1Wk+pjW8yOC4iqgjScH81sMcujoNSngEhktkmnrJ5AyRgUVlv3PfSv0HNwcrXQwkvh2h9ZwdGtn4DEMNic46GPLfOjmScfrv3xhCqhUnAHx/sGefLg0m/m5lpFZM5RaCTTjplOkx4czAQ+/aT6B3DXLcRZUkLs4EH6fvu7CY9Zt+i3vol35UoG7/4TLV/84nHPac8EOWYsbvUEKi7CXVeXbQht83gAKHjb28i78krsoRA2v/+4apXAunUE1q07/S+CZI3Ek9y9u42btzfz8P4uTBPOqC7kW9cu5aplUfJ9zlwvUUTmgEkB0ZFBOjNTzJKJTEDktlNcGVBAJDKbZPsGtVq3dHq8wfMdX4KmJ8b7BplpmHcBfOB26/Gdv7PODZZCQRVUngWVmTYChgEfuR98RVYfoZf2DTIMWPH2qbtOEZGXodBIThszHic1MGCFNHl5OIqLSfX303fLLaQHBiZUAvVT+J53E1y/ntGdOzn89ndY/0hPEP2Xfyb/yitJdnbR9z//g60gH3t+Afb8fNwLFmC4XAB4V66g9B/+Hnt+5vGCfOx5ebTv2QNA3mWXvuwEMEc4DOHw6XtR5FVJp00eO9jN77c3c9euVobjKSoKvXxqwwKuXV3B/CJ/rpcoIrPYsYCo41j/oZMEREsuKM9uMSuIKCASmVFiQ+Nh0EDmYzIG679sPX7zR2H3LZCKjZ8TqhkPjVIxq1F0ZMl4NVB4wfixH3/0xE2kjyledOqvSUTkNHhVoZFhGJuA7wN24EbTNL/zksfdwC+BM4Bu4O2maR42DOMS4DuAC4gDXzRN877MOWcAPwe8wB3Ap03zJUmB5Jxpmpijo5jpNPZAADOVYvDee0n195M+VunT14//nLXkXXEFqb4+Dl53Hem+ftITRr8Xf+YzFH3so6SHh+n4znfBMLDn5VnhT14+Zswa4eksK6Po4x/Dnp+PLT8/G/64a+YD4D/7LBZtf/qk63VVVuKqrDz+geefP7UvjJwW+zuGuOWZJm7Z3kxL/xhBt4PNK6Jcu6qcM+eF9AOZiJxykwKiI9Yks+6m8YDI6bZTpIBIZOYZaIXOvdDfDP1N1m2oDco/aT1+15fhmV9PPsdXBBd+yar0qVoLgRKrT9DEZtLHbP7+y3//lwuMRERmkFcMjQzDsAP/DlwCNAFPGoZxm2maeyYcdj3Qa5rmAsMw3gF8F3g70AVsNk2zxTCMpcDdQHnmnP8APgw8jhUabQLuPDWXJS9lmmZ2q9XYnj0ku3uswGfACn+cFRXkb94MwNG/uJ5Ee7v1WF8/ZiJBwVvfQtk//APYbDR/9nPjI+GdTuwF+TjKrGbPNr8f/1lnW2FPwXjw41ncAIAjEqHuicexBQLZMfQTOYqLKb7hhil4RWS66BmOc/vOFn6/vZkdjX3YbQbrFhbx1SsWc0lDBI/TnuslisgskU6l6Wm1xtx3Hhk8YUBUXBVkybpyiquClFQHKSjxYSggEpl++o5C4xMwMCEU6m+C994C/iJ4+mfwwHczBxtW4JNfjj01at218j0w/8JMIBSFYMTqG3TMmg9O+SWJiExHr6bS6Cxgv2maBwEMw/gNcA0wMTS6BvhG5vP/BX5gGIZhmuYzE47ZDXgzVUkhIM80zccyz/lL4E0oNHpVkr3WRC9re1cfqf5+bC4XeVdcAUDHv/wLY/uezzaBTvf141nSQNVPfwpA02c/S+LI0UnPGbxkYzY0suXl4Q4EssGPPT8fT4MV+hiGwfybb8aeF8Sen29NHZvQ98dwOol+5/+cdO2G3Y49T2M857pYMsX9+zq5eXsT9z/fQSJl0lCWx19fuZirV0YpCXpyvUQRmeEmBkTHtpl1NQ2RUkAkMn2ZpnWz2aCvEV68e3Ig1N8M7/gvKFsOB+6HLZlfNLrzIb8c8isgkQmFlr/dCoXyK6xqIbvVAzG1bZv1ePU5wDlTfokiIjON8Uo7wgzDeAuwyTTND2W+fi9wtmman5xwzK7MMU2Zrw9kjul6yfN8zDTNjYZhrAG+Y5rmxsxjFwBfNk3zqhN8/48AHwGIRCJn/OY3v3lDFzwdDA0OEnC5sA0PYxsZwRgewYjHiC9bBoDnscdw7j+QeXwYY3gE0+2m94tfAKDg+/8P9969k54zWVpK9zf+FoC8m27C0dFJ2u8n7fdh+vwko2WMXnghAM4XXwSbjbTfj+nzkfb5wDG721sNDQ0RCARyvYw540Svt2maHOhP82hLksdbkwwnIN9tcE6Zg/PKHVQGVcb9eunP99TS6z31Xuk1N9MmsX6r5+xoj8lYL4z1gZkpirU5wFMI3hB4Cg28IXAFOW7YgVj0Z3xqzaXX20gnMMw0absbV6yb0rZ78Yx14Y514hnrxB3rYu/iz9JddDaFPdtZsfPvSBt2Yu4iYu4ixjzFHK16CyP+SpzxflzxPsY8RaQcr77X4Vx6vacLveZTS6/31JpNr/eGDRueNk1zzUvvn5KkwDCMJVhb1k7egfgkTNP8MfBjgDVr1pjr168/tYvLgac/8lF8Dz446T7D5WLRjmcxDIPWe+9j8Pl9482cyytwlpayInPtQ3aH1Vx6QiXQsRsAr/QazYLX8LXatm0bs+HPzkwx8fVu7Bnh1meaufmZZg51jeF22LhsSZTrVpdz/oIiHHaFRW+U/nxPLb3eU2/ia55KpeltHc70IMpsMWueUEHksVNcGaR4VTAzxUwVRK+V/oxPrVnzeqfTMNIFhs3aHjbaCw/+M/Q3Tugp1AGX/yOc/RHo2Ac//AvwF1vVQCUrIL+SZSs3QdkKiJ8FG9+JLVCC12bHm/k2pW9wmbPm9Z5B9JpPLb3eU2suvN6vJjRqBiZ2Fq7I3HeiY5oMw3AA+VgNsTEMowK4BXifaZoHJhxf8QrPOWvFVixn3llnWv1+8vKz4c8xZf/w95S9zPmBC84//YsUeQNGkya/e6qR3z/dxOOHegA4e36Ij19Yy+XLSgl6nDleoYjMBKlEmp62YXoPmDzQ8ny2B1EqOR4QlVQFWXah1aS6pCqP/GKvAiKR0yE2ZPUPsjkgXAupJNz2qfFQaKAZUnE47zNwyd+BYYenfprZHlYOCy+F/EqoyPwSu2ghfK0NnN4Tfz+Xz7qJiEhOvZrQ6ElgoWEY87GCnXcA73rJMbcB7wf+DLwFuM80TdMwjALgj8BXTNN85NjBpmm2GoYxYBjGWqxG2O8D/u2NXsxMEV+yhPAsTyNlbtrV3M9PHz7E7TtGiKd3Mr/Iz+cvqeNNq8qpDOmNn4icmGmaDPfF6Goaort5iO7mYbqbh+hrGyGdtrbRd3naKK4Ksmy9AiKRUy6VtCaL9TdZlUKVZ1n3/+/10Pm8FQyN9Vn3LXsrvPlGsDug+WnwFkB0FSzePDkU8uTBX7VYk8hOxGYH20kCIxERmTZeMTQyTTNpGMYnsSaf2YGfmqa52zCMvweeMk3zNuAm4FeGYewHerCCJYBPAguArxuG8fXMfZeaptkBfAL4OeDFaoCtJtgiM1A6bXLvvg5ufOggjx/qwe+yc165g09tPotVlQXqGSIikyRiKbpbhuhuGg+HupuHiI0ks8cEQx7CFQHmLy8iXBHgYOseLr1ynQIikdfDNK2tYsemjKUS0HC19djNH4XDD8NgC5hWBR9V58JfZN6Wp2JWg+nKs6yKofxKKKkff+5PPvHy31vvAUREZrxX1dPINM07gDtect/XJ3w+Brz1BOd9E/jmSZ7zKWDpa1msiEwfI/Ek//t0Ez99+BCHu0coL/DytSsW8/azKtn+2COsrirM9RJFJIfMtEl/16gVCk0IiPq7RiEzg8PpthMuD7DgjBLC5QHCFQHCUT9u3+QtrM3b9iowEjmZxNjksfNj/XDOJ6zHbrsBnvtfSAyPH19QNR4a5ZXB/AsygVDmVjh//Ni3/3rqrkNERKal2T0yS0ROudb+UX7x6BH++/EjDIwlWVlZwA8uW8SmJaVqai0yR40NJ7IVQ91NQ3S3WAFRMm5VLhgG5Jf4KKoMsGhtKeHyAEUVAYIhj8IgkZeTTsNwhzVqfmLvoEu/ZY2lv+ur8NgPJ59jd8HZH7MeL1sBLv/kUCh/QqvSjd+Y0ssREZGZR6GRiLwqzzX1c+PDB/njzlbSpsmmpaVcf34NZ1Srokhkrkil0vS1jYwHRJnqoaHeWPYYj99JuMJPw/nRbDhUWObH6bLncOUi01RiDN/wUXhx6+QpY5d9G/xheOif4f5vTT7H6YcLPm9NKKtZD97CyaFQXrkVGAGcef2UX5KIiMwuCo1E5KRSaZOte9u56eFDPHGoh4DbwfvPnccHzp2nxtYis5hpmowMxOluGqKreYie5mG6mofobR0mnbL2ltnsBoWlfqJ1BVY4lNle5stzqZeZyIkkY9C+C1qehbpNVq+gnb/hrCc/bY2dAWviWF4Uhjut0GjBxuNDIU/BeK+gususm4iIyGmi0EhEjjMcS/I/TzXys0cPcyTTr+ivr1zM28+sJOhxvvITiMiMkYyn6GkdpqtpPBzqbh5ibCiRPSZQ6CYUDVC9JGT1HioPUFDqw64tqSIvr6/RqhZqeQba90A68/+VJx+WvQUWXMKexZ+n4ZzLrEAoWGpNFTumfLV1ExERyRGFRiKS1do/ys8fPcz/9/hRBsaSrK4q4EuX1XPZkoj6FYnMcGbaZLBnzAqHWoboaso0pu4Ywcw0pna4bISiAWpWWFPLjgVEHr/CYpGTSiWgc58VDLU8Y1USrXgnnP0RsDlg963WSPpzP2l9jK4a7yuUX05HZB0NVWfn8gpEREROSqGRiLCzqY8bHzrEHc9Z/YouX1rGX5w/X/2KRGao2GiS7uYhepqH6GoezjSnHiIxlsoek1fspag8wMI1JdmAKL/Iq8bUIi8nlYSu562tZuWrrcDou/MhPmg97s6H6Arwhayv88rgy4c1el5ERGYshUYic1QqbXLPnnZuevggTx7uJeB28IFz5/F+9SsSmTHSqTR9HaOTG1M3DTHYM5Y9xu1zEC4PUL+2jHC5n3BFgFCZH5dHbwFEXpU9f4DDj0Drs9C6E5KjMO8C+MDtYHfChV+y+hBFV1nj6m0vqcxVYCQiIjOY3jGKzDHH+hX99JHDHO0ZoaLQy99c1cDb1lSoX5HINDYyEKe7JTPSPhMQ9bQMk0pmxtrbDApLfZTW5rNk3fjkMn+BW42pRV5JOg3d+61gqOUZGOmG635sPfb0L+DoY9b4+jUftMKh8jPGzz3vhpwsWUREZCooNBKZI1r6RvnFo4f57yeOMjiW5IzqQr5yeT2XNqhfkch0kkqk6Wmz+g0dC4i6mocZHYhnj/HluQhXBFi2oYKiTPVQYcSP3an/l0VeUToNvYcgVGNVAT34z/Dw98a3mDm8EF1pbUWzO+DNN1qNqyc2qBYREZkjFBqJzHI7Gvu48WGrXxHApqWlXH/+fFZXqV+RSC6ZpslQb2x8a1mTFQ71tY9gpq3O1HanjVCZn+qlYWukfbmfcHkAb9CV49WLzCBDnXD4ofFG1a07IdYPn94BhfOgaCGseMd4k+qiOissOuZYfyIREZE5SKGRyCxk9Stq46aHD/Hk4V6Cbgd/cZ7Vr6iiUP2KRKZafCxJT8vwhHDI2l4WH01mjwmGPYTLA9SuKs5MLfOTX+zFpkpAkVfHNKHvaCYYehaWvx1KFluB0f9+EOwuiCyFZW+2wiFPvnVewzXWTURERI6j0EhkFhmKJfndk4387NFDNPaMUlHo5etXNfC2MysJuPW/u8jplk6bDHSOZraUjW8vG+gab0zt9NgpKg9Qd2ZkfKx91I/Lq/9HRV4107QmlzlcVlC05dPWqPvRHutxm9MKiEoWQ+0G+MgDUNJgHS8iIiKvmt6hiswCzZl+Rf/f40cZjCVZU13IX12+mEuXlGLX+GyR02JsKDEeDmUCop7WYZLxTGNqAwoiPkqq81h8btQKiKJ+gmGPGlOLvBamCYOtme1lz45vM1vzQbjor8FbCMOdUH/l+BazyBJwuK3zvYXWTURERF4zhUYiM9izjX3c+NBB7tzVBsDlmX5Fq9SvSOSUiI8mGegeZaBrjIGuUQa6xziyL83P73qE4b5Y9jhPwElRRYAlF5Rnt5aFyvw4XGqcK/KaDbZboRAmLLrcCo1+cJbVqNqwQfFiqNsE5Wus491B+NjDOV2yiIjIbKXQSGSGSaVN/rS7jRsfPsTTR6x+RdefP5/3nzuP8gJvrpcnMqOkEmkGe8YDoYEuKyAa7B6lv2uU2HBy0vEujx2bF6rrC7PhULg8gC/PpeohkTfiyZtg/1YrLBq0BjdQtsIKjWw2uOYHECyD0mXgUm8+ERGRqaLQSGSGGBxL8Lunmvh5pl9RZcjL325u4K1r1K9I5GTMtMlwf8yqFOoeZaBzPBwa7B5jqC8G5vjxNodBXthLXthDcXUeeWEPeUVe8oqsj26fgwceeID16xtyd1EiM9VwN7RO2GI22Aofvs967Mij0L0f5l0wvsWsdNn4uUvelIsVi4iIzHn6SVNkmmvqHeEXjx7mN080MhhLcua8Qr52xWIuaVC/IhHTNIkNH7+FzKoYGmWwZ4x0ckIqZECgwE0w7KFiUSHBY4FQ2Proz3dj6P8rkTdutNcKh+adD3Yn3P9teOC744+Haq1gKDEGTg9c9xOrokhERESmFYVGItPU9qO93PTwIe7K9Cu6YlkZ158/n5WVBbldmMgUS8RTDGYDocnh0GDXKPGx1KTjPX4neUUeiiqC1KwsHq8UCnsJhjzYnfrBVOSU6z0Ce24db1Lde9i6/6MPWtvMataDy5+pIFoO3oLJ5yswEhERmZYUGolMI8lUmj/taefGhw6y/WgfQY+DD2X6FUXVr0hmqXQqzVBvbLxKaMIWsoHuMUYH4pOOdzhtBIu85Bd5iC4smLyFLOzV6HqR02lsANp2jk8yO/N6qD4Xeg7APV+HgiorGFr9futjeIF1XvW51k1ERERmFL2zFpkGBscS/PbJRn72yGGa+0apCvn4xuYG3qJ+RTILmKbJyECcwQmNpq2KIevzod4YZnp8C5lhMwiG3ATDXuYtC1tbx4qPbSHz4g061XRaZCrEhiA5Bv4i6G+GX15j9R061ggsvxIWX2V9XnUufPEg+MM5W66IiIicevppVCSHGntG+Pmjh/ntk40MxZKcNS/E31zVwCUNEfUrkhnluNH02WDImkSWjKcnHe/Nc5Ff5KG0Jj/bZPpYxVCg0I3Nrq0qIlPKNKF9Nxx5lPq9d8DuL0Pn83DWh+GKf4JABErqYfnbrAqispUQKB4/3+mxbiIiIjKrKDQSyYGnj/Ty04cPceeuVgzD4MpMv6IV6lck09SJR9OPh0MnGk0fLPJSUOKlqiE0ua9QkQeny56jKxERAFIJaN0JI11Qd5l133+9FQZbKHQVwryzYcm1Vi8iALsD3v7rnC1XREREckOhkcgUSabS3L27nRsfPsgzR/vI8zj48Loa3n+O+hVJ7plpk6G+GIMnnEI2xnD/yUfTl8w78Wh6bSETmWZanoH9W63x9kcfh8Qw5FXA53aDYcCbb4T8Cv684xDr16/P9WpFRERkGlBoJHKaDYwl+N2EfkXVYR9/d/US3nJGBX71K5IpcsLR9BOCoZcdTV9fOKlSSKPpRWaA2BA0Pg6NT8CFXwKbHbb/Ep76KZQsgZXvOr459bzzMp8cysmSRUREZPrRT6wip0ljzwg/e+Qwv3sq069ofoivb25g42L1K5LTIxFPWQHQhH5CE7eQJTSaXmR269gHz/7aqiRqeRbMFBh2WPYWKFoI674IF/0N+EK5XqmIiIjMEAqNRE4h0zTZfrSXGx86xN2727AZBlcut/oVLa8oyPXyZAYyTZP4aJLRwQQjA3FGB63byGDC+nwgTsvRNAfvePiko+nzijxE6zSaXmRWGWyHI49YAdHKd0L5GdDfBI//J5SvgfM/a1URVZ4F7qB1Tl40t2sWERGRGUc/MYicAslUmrt2t3HjQ4d4ttHqV/SRdbW8/9xqyvLVr0gmSyXTmfAnwcixEGjA+vpYKDQxJEqnzBM+j8fvxBt0YrNDVb1G04vMeiM9sPVvraCoe791n9NvBUblZ0DNhfCVRk0xExERkVNGoZHIGzAwluC3TzTy80etfkXzwj7+/polvHm1+hXNJaZpEhtJHhf2HPvaqgwa/zw2kjzh89gdNrx5TnxBF758F+GKAL6gE2/QhTfowhd04c2zvvYEnNgzY+m3bdvG+vWLp/KSReR0Mk0rFDpWSVS8CC74PLgC8OJWKFsBq98P1edB2XKwO63z7M7xz0VEREROAf1UK/I6HO0e4WePHuJ3TzYyHE9x9vwQ37h6CRfVl6hf0SyRSqQZHZpcATSS2Q52oiDohNVAxrFqIBe+oJOiioD1ed54EDTxa6fbrsogkbnu9s/C3i0w3Gl97S+BvHLrc4cLPrfHmnQmIiIiMgUUGom8SqZp8vQRq1/Rn/ZY/Yo2r4hy/fnzWVqen+vlySuYXA0UZ2Tg+OBndGD86/joSaqBnDar4ifoJFDgprgymAl/MuFQnmv864ATm13NpEXkJVIJaN0xXkk01A4f2WY9ZnNA7cWZyWbnQbh2ckikwEhERESmkEIjkVeQSKW5c1cbNz18iB2NfeR7nXz0wlref848SvPVNyKXkonUeNXPS3oCvTQMGh1MkE6fvBrICnucFFcFx7eCTQqCVA0kIq9TYhQcHivwefTf4P5vQ2LEeiy80AqIUglra9kV/5TbtYqIiIhMoNBI5CT6RxP85omj/OLRw7T0jzEv7OMfrlnCm8+owOfS/zqng5m2qoFGTtAMelJ/oMx98ZeMkD/G4bThzVT8BAo9xwdBecc+d+HxO1QNJCKnVmwQGh+3qoiOPArNT8NHH4KSeiiqg1XvzVQSnQuBklyvVkREROSk9JOvyEsc7R7hp48c4ndPNTIST7G2JsTfX7OUi+pLsKlf0Wt2fDXQhKlhA5PHx4+9TDWQNzDeB6ikOrMlLG9yRdCxqiCn2z71Fyoic9dIj/XRF4JDD8IvrwEzDYYdoqvg7I+BMzNJs+4y6yYiIiIyAyg0EsHqd/PUkV5ufOggf9rTjt0wuHpFlL+Yo/2KzLRJIp4iEUuRGMt8fOnXsRTJSfcls/e3t6ZpvPfPjA7GSZysGshtz04GC4Y8RI4FQZkJYb4JjaI9AacCOxGZPgbbxvsRHXkUOvbAxX8LF3wOIkutSWfV50LFWeAO5Hq1IiIiIq+bQiOZ0xKpNHc818pNDx9iZ1M/+V4nH7+wlvfNkH5FpmmSSqSzYc2rvyVJjE0IfV5yS8bTr3oNhgFOtx2n244j89Fmh0hV3gmbQx8Lg1QNJCIzgmlC3xEY7YPoSkjG4HvLIRUDVwAqz4albx6vHvKF4KK/zuWKRURERE4ZhUYyJx3rV/TzRw/T2j/G/CI///Cmpbx5dflp61eUSqWzVTrJE1TtnDTciaUnfD4h2Ml8NE+wm+tkHC5bNuCZePPluSeFPq/lZnfajmsMvW3bNtavX3KKX0ERkSnStR8OPzheSTTQbFUNfegecLjhmn+HcA2UrgC73kqJiIjI7KV3OjKnHOke5mePHM72KzqnJsw337SUDYvG+xVN2pr10ttLQ5+JW7PiE8KdiWFQ5th08tWnOzaHMR7MuDIfPXYChZ7MfTacbgdOz+QAx+GyH3ffxMe0xUtE5CXSKWjfBW27YNW7rfv+9DV44S4IRKyx99Xnwrzzx89Z/tbcrFVERERkiik0khkjnUqTTKRJJdOkEpnPM19nP08cf0wykWLvjhT3P/gwLV0juDB4f76fypAHd59B5/8e5r9iB07Z1iyn244n4CIYtuN0Z8KdiQGOZ0IQ5B4PeRwT7rM7NM1LROS06doP+7ZYVURHH4PYgHV/3Sbwh+Hir8Nl34ZQjfUXvYiIiMgcpdBIXrXXG9pYx6QmH5M8yecner7M4+aJpmq9agaFRoxil4uA34nH5cCJcVq2ZomIyDQSH4Hmp6yAaOW7oaASjjwMW78BRXWw9DqrmqjqHCswAohoe62IiIgIKDSaMUzTJJ02J4crLxOwpBKplw1gTh7uHPs8RSppnsLQxvplrd1lx+GwYXdaN4fTht2R+ei04fI5Jj9+3LH28c9fcq7daSNlwNONvfxpXyePHu4iljapiQQ4oyjOV995EV6Xmi+LiMx6g+3w+H9YQVHzdkgnAANKGqzQaMm1sOhKCBTneqUiIiIi05pCoynWeXSQlqfS3Hd07yuHNi8JeV5Lw+MTsdmM48KaiQGMw2XD43dkj7E7Xntoc6LnPXaMzX56tlyZpsnTR3r5/fZG/rizhYGxJMVBN2+9YB7XrqqgIZrHtm3bFBiJiMxGw91w9M9WQFS+Gpa9xbr/0R9Y087O+YRVSVR5NngLrMc8+blarYiIiMiMotBoig31xRhohER3zyuGNlZgY3/FMOblqnLGjzVOW2iTK4e7hrnlmWZueaaZoz0jeJ12LlsS4drVFZxXG8Yxy65XREQyTBPu/DIcehA691r3OTzg9FqfByPw1cbxr0VERETkdVFoNMXmLy+i/lob69efl+ulzEh9I3Fu39nKzdub2H60D8OAc2vD3HDxQjYtLSXg1h9pEZFZI52C3sOUtt4Lt/4PmCm49kfWfueu5yG/3JpkVn0eRFeBwz1+rgIjERERkTdMP2HLtBdPprn/+Q5u2d7Mffs6iKfSLCwJ8OVN9bxpVZSyfP1gICIyY6VT0N8EPQesj6vfZ91/x5fgqZ9COkE9gDcEtRdZVUaGAe/7Qy5XLSIiIjInKDSSack0TZ5p7OOW7c1s2dlC30iCooCL96yt5rrV5SyJ5mlqmYjITJFOw0CzFQxVnQsOF2z/JTz6b9B7GFLx8WMb3gSePKg406oWCtfyRCucdfl7wKZtxyIiIiJTSaGRTCuNPSPZPkWHuoZxO2xc0hDhzasrOH9hEU71KRIRmZ7SaRhssSqCXD44/Aj8+d+toKjnEKRi1nGfeBxK6sEVsEbe122CcC2EaiBUC+6gddzytwJvBWBk2zYFRiIiIiI5oNBIcq5/NMGdz7Vy8/ZmnjjcA8DZ80N87MIaLl9WRp7HmeMViogIYAVDZgrsTqtC6MmboOfg+C05Bu/5PSzYCIlRKzAK1cLCS8ZDoYJK67mWXmfdRERERGTaUmgkOZFIpXnwhU5ufqaZe/a0E0+mqSn284VL67hmZTmVIV+ulygiMreNDcDuW6zgp/tAJhg6BFf8o9V3aGwAHv8RFM63KoVqL7KCoeJ66/yFG62biIiIiMxYCo1kypimyXPN/dy8vZktO1roHo5T6HPyzjMruXZ1BSsq8tWnSERkqqRT0Ph4JhA6FgwdgmVvhvM/C6kEbLkB7C4onGdVCdVeBMWLrfMjS+FrbWCz5/QyREREROT0UWgkp11z3yi3ZvoU7e8YwmW3sbGhhGtXVXBhXTEuh/pUiIicFkMdLwmFDlhhz4VfAgz41bXWljKbYzwYCkatc30h+PROyK84cTCkHkMiIiIis55CIzktBscS3LmrjVu2N/PYoW5ME9ZUF/Lta5dx5bIy8n3qUyQi8oaZJgx3WlvHjoVCTi+s+6L1+E83WfeBFQwVVFvhEFihz3tvhWAp5FeC/SVvCQwDCqun6kpEREREZBpSaCSnTDKV5uH9Xdy8vZk/7WljLJGmOuzjMxfXce2qcqrC6lMkIvKamSaMdI8HQ2N9sPbj1mP//XZ48e7xYw07VJ87Hhpd+k1re1lovhUYvTQYqj5nSi5BRERERGYmhUbyhpimyZ7WAW7e3swfnm2hayhGvtfJm1dXcN3qClZXFahPkYjIKzFNGOmxgqHeQ7DsrValz/3fhsd+BLH+8WOdPjjro1al0PK3WX2Gjo2sL6iyJpsdU3/F1F+LiIiIiMwaCo3kdWnrH+MPzzZz8/Zmnm8fxGk32LCohOtWl7OhvgS3Q41RRUSOcywYiiyxtpHtuhke/TdrC9nYhGCoZj0ESiC8EJa/1eo1lA2Gqsf7CS17S04uQ0RERETmBoVG8qoNx5LcvbuNW55p5uH9XZgmrKoq4B+uWcJVy6MU+l25XqKISO6N9oHDbYVCLc/An3843oh6rM865sP3QfkZVp8hTx4sfUsmFMoEQ96Qddzyt1o3EREREZEcUGgkLyuVNnn0QBe3bG/mrt1tjMRTVBR6+dSGBbxpVTk1xYFcL1FEZOql01a1z0ArPPOryRPKRnvg7b+GxZshNghHH7N6Ci29bkLFUK31PA1XWzcRERERkWlIoZGc0PNtg9y8vYlbn22mfSBG0OPgmpVRrl1VwZrqQmw29SkSkTkinYaOPXD4ITj0IOcefAQ8fwVrPwbxIbj/W5BXYQVDDVdbgVBJg3Xu/HXw2edyu34RERERkddJoZFkdQyOcduzLdy8vZk9rQM4bAYX1hXz9asquHhxCR6n+hSJyBxgmlaFkCcPEqPwvWXWWHuAUA3d4TWUldRnvq6Fr7VZW9FERERERGYZhUZz3Gg8xZ/2tHHz9mYeerGTtAnLK/L5280NbF4RpSjgzvUSRUROv76jcOjB8VtkCbzn91YYtPr91payeRdAQSXPb9tGWc166zybDWwKjERERERkdlJoNAel0yaPHermlu3N3LmrjaFYkmi+h49dWMt1q8tZUBLM9RJFRE6vkR7wZZpN/88HYffN1ue+ImtL2cJLx4+9+G+mfn0iIiIiItOAQqM5ZH/HIDdvb+bWZ5pp6R8j4HZw+dJSrl1dztr5YfUpEpHZa6QHDj88XknUcxC+cgRcflh8FVSebYVFJYvB0N+FIiIiIiKg0GjW6xqKsWVHC7c808zOpn5sBqyrK+bLl9dzaUMpXpf6FInILDQ2AHantb3s/2/vvuOrqu8/jr8+ubnZew8CYe89lA3iwFH3XnWP1mrtttvu3dr2Z61Vq7XDtq666qiKiltAAcUFhCUhCVkkgYyb7++Pc3KTEEBUuBeS9/PxyCP3nvM953y+3wTkvv2e71n2V/jPVYCDYDIMmA4Tz4H2Nq/tmFOiWqqIiIiIyIFKoVEvtKM1xJOrKrh36UaeebeStnbHqMI0vnnsSI6fUEReakK0SxQR2bdat8OGlztnEm1aCqfeBqNPhH7TYP7XvZlERZMgNi7a1YqIiIiIHBQUGvUSMDfu5AAARgFJREFU7e2O19bVcO/SjTy8YjPbdrSRnxbPxbMGctKkYkYUpEW7RBGRfaetBZrrITkH6jbBbydAqAUsAMWTYda13q1mALnDYO5XolquiIiIiMjBSKHRQW5tVSP3Ld3Ivcs2sbFmO0lxARaOLuDkSf2YPjibgNYpEpHeoD0Em1+Htc95M4nWvwgjj4eT/whpRTDrC9BvCvQ/FOK1mL+IiIiIyL6g0OggVNPYwkPLP+DeZZtYtr4WM5g1JIcvHDGMo0YXkByvH6uIHOTa26F+E2SUeO9vPQI2LfFe546AiefCsIXeezOYf1106hQRERER6cWULhwkmttCPP12Bfcu3cTT71TQGnIMz0/luqNHcMKEYgrStU6RiBzEnIOtq2HtM95MorLF3kLVX1kDMQE45EovHCqdDan50a5WRERERKRPUGh0AHPOsXR9Lfcu3chDyzdTt72VnJR4Pj29lJMmFTOqMA3To6FF5GBVux5SCryFqZ/5GSz6kbc9tQiGHO4tXN0e8kKjcadFt1YRERERkT5IodEBaP3WJu5dtpH7l22ibGsTCcEYjhxVwMmTipk1JIfYQEy0SxQR+ei2bYGy5zpnE9WUwQUPQ+ksGL4QUnJh4FzIGuTNKhIRERERkahSaHSAqGtq5eEVm7l36UZeW1eDGRw6MJvPzh/CwjEFpCYEo12iiMhH01QNoVbvdrJNS+FP873t8eleUHTIFZA12NtWON77EhERERGRA4ZCoyhqaWvnmXcruW/ZRv73VgUtoXaG5KXw5aOGc+LEYoozEqNdoojI3mveBute7JxJVL4Cpn8WjvohFIyFI77nrUlUON675UxERERERA5oCo0izDnHmtoQT/9nJQ8u30x1YwvZyXGcfUh/Tp5UzNjidK1TJCIHh9btULcRcoZ6C1n/bgo0lEMgHkqmwfyvw7CjvLaBIMy8Jrr1ioiIiIjIR6LQKMLuWbqJ7720g7jYDRwxKp+TJxYzZ1guQa1TJCIHurYW77H3a5/1vja+Aun94Opl3hpER/0QknO9wCiomZIiIiIiIgc7hUYRtmBEHheOjuPzp84jPVHrFInIAaw9BJvfgKKJXij0yBdh6V8Ag8JxcMjl3sLVznn7x54a7YpFRERERGQfUmgUYZnJccwtCSowEpEDT3s7VK7qnElU9jw018FnXoa8ETDpAhh6JAyYCUlZ0a5WRERERET2M4VGIiJ9lXOwdTXEp3pPOHv3UbjrLG9f5kAYfSIMnANphd62fpOBydGqVkREREREIkyhkYhIX1K73p9J9Jz3fdsHsOA7MPsLMGAGnHAjDJwNGf2jXamIiIiIiESZQiMRkd5s2xZorISCMdC6A343GUItkJTjhUMD58CQw722iRkw8ZyolisiIiIiIgcOhUYiIr1JUzWULYYyfyZR5dvQbxpc8gQEE+DkmyFnOOSN9BavFhERERER2Q2FRiIiB7PmbWTUrADmee/vv9JbmyiY5N1uNuFs7wlnHUafFI0qRURERETkIKTQSETkYNLSCOtf8mcSPQcfLGOCC8ERZ0JKLsz+Esy6FoomQWxctKsVEREREZGDWMzeNDKzhWb2jpm9b2Zf28X+eDP7p7//ZTMr9bdnm9nTZtZgZr/f6ZhF/jlf97/y9kmPRER6k9YdXjjUUOm9X/4v+OvJ8MLvICYAs67ljXHXQ0K6t79kKvQ/VIGRiIiIiIh8Yh8608jMAsD/AUcAG4FXzewB59xbXZpdDNQ454aY2ZnAT4EzgB3At4Ax/tfOznHOvfYJ+yAi0nuEWmHTEv8JZ8/Chlcg1AzH/w4mnQ/Dj4GMEig5FOJTAKhZtEghkYiIiIiI7HN7c3vaNOB959waADO7CzgB6BoanQB81399N/B7MzPnXCOw2MyG7LuSRUR6kVAbbH7dW5S6eLK3kPVtRwHmPfFs6iXeU84GzPDap+Z7XyIiIiIiIvuZOef23MDsVGChc+4S//15wCHOuau6tFnpt9nov1/tt6ny318ATNnpmEVANhAC7gF+4HZRjJldBlwGkJ+fP/muu+762J09UDQ0NJCSkhLtMvoUjXlkabz3LGXbGjJql5NZs5z0ureIDW2nKnsaK8d+A4CsrUupTxtCWzBtr86n8Y4sjXfkacwjS+MdWRrvyNJ4R57GPLI03pHVm8Z7/vz5S5xzU3beHs2FsM9xzm0ys1S80Og84C87N3LO3QzcDDBlyhQ3b968iBa5PyxatIje0I+DicY8sjTeXbS3Q+Uq2Po+jDrB2/an73m3oGUPhYlnQelsckpnMy8l1z9o3ke6hMY7sjTekacxjyyNd2RpvCNL4x15GvPI0nhHVl8Y770JjTYBJV3e9/O37arNRjOLBdKBrXs6qXNuk/99m5n9He82uB6hkYjIQaemDN57wnvCWdliaNoKgXgYthBi4+G430ByLqQVRrtSERERERGR3dqb0OhVYKiZDcQLh84Ezt6pzQPAp4EXgVOBp3Z1q1kHP1jKcM5VmVkQOA7438eoX0QkupyD6jVeQDT6JO8pZivuhqe+D2n9YOiRUDrbW5coNt47pnBcdGsWERERERHZCx8aGjnn2szsKuAxIADc5px708y+B7zmnHsAuBW408zeB6rxgiUAzKwMSAPizOxE4EhgHfCYHxgF8AKjP+3LjomI7Dfba+Cd//pPOHsO6jd621OLYNiRMPE8GHMyZA70FrgWERERERE5CO3VmkbOuUeAR3ba9u0ur3cAp+3m2NLdnHby3pUoIhJl9Zu9mUSZA6Fkqvf+/ishKRtKZ8HAa6F0DuQM9drr6WYiIiIiItILRHMhbBGRA1N7O7x1vzeTqOw5bxFrgKmXeKFR7gi48gXIHQkxMVEtVUREREREZH9RaCQi0lQN656HHXUw8VwvCPrfd73tA2bA5Au8dYkKxnrtY2Igf3Q0KxYREREREdnvFBqJSN9U9jy8/TCUPQvlKwEHGQNgwjneOkSffhDSiiGgvyZFRERERKRv0qchEen9mhtg/UvebKL5X4dAEFY9CK/dBiXTvG2ls6F4cufC1ZkDoluziIiIiIhIlCk0EpHeaetqeP3v3ppEm5ZAexvEBGHsaZA/CuZ+BQ7/LgQTol2piIiIiIjIAUmhkYgc/NqaYeOrsPY575H3xZOhbiMs/jUUTYQZV8PA2VByCMQle8ckZUW3ZhERERERkQOcQiMROTi1NMFLN3pPONvwMrTtAAwSM73QaMAM+GoZJKRFu1IREREREZGDkkIjETnwhdqg/A1vJlF8Kky9GAJx8MJvIb0EJl8IA+d4QVFihndMIOh9iYiIiIiIyMei0EhEDlxL74S3H4J1L0Bzvbdt+LF+aBQL174F8SnRrVFERERERKSXUmgkItHnHFS+7c0k2rICPvVb7ylma5+Bqndh9EneTKLS2ZCa33mcAiMREREREZH9RqGRiERP2fPw6p+gbDE0Vnrb0vvD9hpvoeoTboTYuOjWKCIiIiIi0kcpNBKRyKgp8xatXvsczP4C5I2EhnJY/xIMPsybRTRwNmSWdh6jwEhERERERA4gSx/5D5veWcW2rZUULjgu2uXsdwqNRGT/qd8MT33fC4rq1nvbknNh7KleaDTqRBh9sncrmoiIiIiISJQ556jbUk5F2WoqytZQsXY1FhPDSV/9DgDvvPQ8jTVbySsdjAu1Rbna/U+hkYjsG3UbvdvN1i2maFsSMM9bc+i9J6D/ITDzam82Ue7wzpAoJhDNikVEREREpA8LtbWxdeN6qjdtYMTMuQD89/e/ZNXiRQBYTAzZ/fpTNGxE+JjTv/1DArHeU5oXLVoU6ZIjTqGRiHwyj3wF3nvMu/0MID6d+Pwj/dep8KV3NZNIREREREQOCBtXreStZ59iy9rVbN2wjlCbN1uo/9gJJKWlM3L2fPqNGkNe6WBySgYQG9d9yYyOwKivUGgkIh/OOS8UKlsM656HHfVw1t+9fY0VkDcapl0OpTMhfwxrn32OAR3HKjASEREREZEIaqqvC99aVlG2hoqyNRx/7dfI6V9KTfkHvPfqS+SVDmLi0ceTN3AweaWDSExJBWDghMlRrv7AotBIRHpyrjPsefmP8PwNUL/Je5+UDQPnQHs7xMTAabdHrUwREREREem7nHPUV1ZQUbaanJIBZBYWs27F69z9g2+G26Tm5HrrDzkHwOg5Cxgz7whM/3N7ryg0EhEvJKp6t3Mm0boX4JInIb0Y4tOgZBoMmNlzTSIREREREZEIam5q5MW7/0FF2Roqy9awo7EBgNlnX8C0E04lr3QQc869iLzSQd4MotS0bsfHBLSu6keh0EikL3IOQq3eI+3LFsO/L4DGSm9faqEXELXt8N5POMv7EhERERERiYDWlmaq1pdRsXZN+Clm/UePY/bZFxAbF8eKpx4nq6iYYYfOIm/gIG/9of7eAhmJqWlM/dTJUe5B76HQSKQvaG+Hire8WURlz3kzieZ/HaZeApmlMPgwfybRLMgapJlEIiIiIiISEdsbtlFZtobW5mYGT54GwJ8/fwXbtnr/Uzs+OZm80sGk5uQB3kLUn73tH8ToScwRodBIpDdqD8H2WkjOhpYm+M0YaNrq7UvvD0OPhJzh/vt+cPLNUStVRERERET6lhVPPc7qJa9QuW4N9ZUVAGQWFoVDo1lnnkcwIYG80sGk5eb1WH9IgVHkKDQS6Q1CbVC+3J9JtBjWvQglU+HceyAuCaZc7M0gKp0JGf2jXa2IiIiIiPRi7e0hajZ/0O0JZnUV5Vz8m5uxmBg2v/8O1Zs2UDhkOOOPOMZbf2jg4PDxo+YcFsXqpSuFRiIHo1ArVL0H+aO8938/HVY/6b3OGgyjT4DBCzrbH/aNyNcoIiIiIiK9XltLC1s3rmfL2tWMmDmHuIREXrz7H7x0z10ABGJjyS4ZQMmocbS2NBOXkMgRl3wWi4mJcuWyNxQaiRwM2lrgg2X+ekTPw/qXIdQMX1sPcckw7VKYcLa3LlFaYbSrFRERERGRXqyibA1LHr6firI1VG/aQHsoBEBWUTH9Ro5h6LQZpOcVkFc6iOx+JQRig92OV2B08FBoJHIgamuGja9BwRhISIdX/giPf9PblzvSC4hKZ4L59/IOPzp6tYqIiIiISK/inKOxptq7vays8wlmc86+gGGHzqK1uZl1K14nb8BABk+e5j/efjDpefkA4cfdy8FPoZHIgaCtGTa84q9H9DxsfNV75P3pf4FRJ8DIT0HGABgwA5Jzol2tiIiIiIj0Eq69nZryzVSuW0NKVg7Fw0dSX1nBLZ+7ONwmo6CQ/NLBJKamAVA0bARX3PSXaJUsEaTQSCQaWppgw8uQmAFFE6F2A9xxHGBQMNZbuLp0pne7GUBmqfclIiIiIiLyMTnnMDOccyy640+Ur3mfynVrad2xHYDR8w6nePhI0nLzOOyiK8jtX0rugEHEJyV1O8/OTzOT3kuhkUikvP9k50yiTUuhvRXGnQkn/xGyB8M5d0O/qV6QJCIiIiIi8gm0bG+iYt1aKtZ23l6Wmp3DSV/5NmbGpndWEQgGGT13Qfh2suySAYAXCk086rgo90AOBAqNRPaHHfXeTKLGSm/9IYD/fhWq10DxJJj+WSidBSWHePvMYOgR0atXREREREQOSqG2Nuort1BbvpnKt5bDvHkA3P/zH7DhzeUAJKalk1c6iKJhI8PHnfOjX2nGkHwohUYi+8q6F+Hth7yZRJvfANcOyXkw/iwvFDrzb5BWDPEp0a5UREREREQOIq3NO6jbUk7tlnIGT56GxcTw2kP38fpjD1FfWYlz7YD3VLLQZVcSiA0y7cTTmHzsieQNHERKZnaPgEiBkewNhUYiH0dTNax/Eda9AAu+DbHx8O5/4ZWbvVvMZn/JW5Oo3zQvMALIHR7dmkVERERE5IDV3NRIbflmsvqVEIyL5/1XX2LJw/dTu2UzDdVbw+0u+8PtpGblkJiaRsGQ4YycNY+MgiLS8wt4e92G8OPtS8dNjFZXpBdRaCSytyrfhdduhbLnYctKwEEgHsaf6S1ePetamHcdBBOjXamIiIiIiBxgnHNs31ZPMC6eYEICW9au9kKh8g+oLd/M9m31AJz9g19SOHQ4zrXjXDsDxk4kI7+AjIJCMgqKSEpLB2D03AWMnrug2zXeL6+MeL+kd1NoJLIrDRXebWZlz8Pok7xZQ9urYckd0P8QmP8Nb1vxZG+WEUBiZnRrFhERERGRqHLt7bS3hwjEBtlWXcXrjz1M7ZbycDDUsr2J4z7/NYZPn0Xr9u1sevtNMvILGDpthhcK5ReSUVgEwNBpMxg6bUaUeyR9nUIjkQ7NDfDEt7wnnFW9620LJkP+aP9Ws6nwtfUQGxfdOkVEREREJOpam3fw5jNPeYHQls3Ulm+mbks5M888jynHnUSopZXXHryX9Lx80vMLKRo2ksyCQvJKBwLQb9QYLv39bVHuhcieKTSSvqlukz+T6DlILYL510EwCVY/BTnDYMI53tPNCsdDwLsnmJiA9yUiIiIiIr2ec441S1+lbstmaso3U7tlM3VbNjNk6nTmnHMhZjE8edsfiI0Nkp5fQEZBEaXjJ1EwaCgA6Xn5XHPnvcQE9BlCDl4KjaRvefL7sPJuqCnz3senw7jTvNcxMXD1650LV4uIiIiISK9WtWEdNR9soqb8A//pZB+QVVzCgouuxMx4/I+/pamulrjERDLyi8gdMIickgEAxMbFcfkf7iA5PQOLielxbouJQZ8s5GCn0EgObu0haKyElHwv7Cl73ptBtK0cGrZ430PNMPz7XvvWJsgbDdMu82YS5Y/pPntIgZGIiIiISK+xo7GB2vLN4TWFareUE4iN5YjLrgLg0Rt/zZY17wOQmJZORn4BCckp4eNP/eYPSM7IJDE1bZePqE/JzIpMR0SiRKGRHJjamv3QZws0lMPgwyAuGVY96C1G3VDu7WuqAtcOXy3zFqJ+/wlY/GvvdUoBpOZD6lACoe3eeRf+OKrdEhERERGRfcc5R1NdrR8IeV/b6+s5/JLPAPDYH37D+6++FG6fkpVNvn/7GMBhF15OIDZIRkEh8UnJPc6f2790v/dB5ECm0Egiq60Z6jb6M4HKO0OhKRdD5gBYeQ88/EXYXtP9uCtfhPxR3mLVjRXeOkRFEzuDoRh/3aHZX/Iee9/xRDNfaNGiyPRPRERERET2Kdfezrbqqs5gqHwzM884l0BskGfuvIUlD/8n3NYshrS8PEJtrQRig0w65gRGzz2cjPwC0vMLCMYndDt30bCRke6OyEFFoZF8cs55t4kFYqGpGt59rHsgtG0LzP86DJwNq5+Gf5zR/fhAHAxe4IVGGaUw5pTOMKjje9Ygr+2Es7yv3YlP2f0+ERERERE5IIXa2qivqgjfSjZ8xhyS0tJZ/uSjPPXnPxJqbQ23jQnEMv6IY0jPy2fwlENJyy0gs6CQjIJC0nLzCMQGw21LRo2NRndEeg2FRrJ77SForPKCn8RMyOjvvX/6R53rBTVs8b4W/gSmXgz1m+D+K7zjg8mdwY8LeduKJsCJN3UJhAq8c3fcH9xvsvclIiIiIiK9SmtLM/UVW6gp30z+wMGkZuewfuVyHr/5t9RXVuDa28Nts/v1p/+Y8eSUlDJx4afIyPdCocyCIlKys4nx1yUtGTVWwZDIfqTQqC9qa+kMezpuE8sa5K0b1NIEtx3l7Wus9NYLAu+2rwXfAgzevLdzBlD2EO97gf8Xdc4wuGqJty0+tee1Uwv2PFNIREREREQOSu3tIRpraqivrCAlK4v0vAJ21NXwr+uvo2bLZhq2VoXbLvzMtYyeu4Ck9HQKBg9j5My5ZBQUkZ5fQGZBEUnpGQAUDRtB0bARUeqRiCg06o02vAJ1G7rfHpY3AmZd6+3/2UBoaeh+zPizvdAomAjpJVA43gt4UvK973mjvHbJ2d6i07sTGw85Q/ZLt0REREREJHraWlvZtrWS+soKktLSyR0wkB2NDTzwix9SX1XBtq1baQ+1ATDz9HM59JQzCQTjCIVC9B89joyCQjIKisjILyC7uASAnJIBHHfNV6LZLRHZA4VGBzrnvEWhm7d5a/4ALPsbbFnZ/bHyOUPh7H96++//DGx9z3sdiPNmBXWd9bPg2xCb0D0USsrx9pnBWX+PXP9EREREROSA0LK9ifrKCuqrKolLSKTfqDE45/jnd79K7ZZyGmuqw23HHb6QIy69irjERNrbQxQOHcHw6bmk5uSRlptLbv+BAASTkjnrez+LVpdE5BNSaBQt7SHv9q+O4Kd5G4w91dv3zM/gvcf9mUJbINTs3T529TJv//J/wsbXOtcFKhwHBeM6z33Kn7xQKCW/+3pBHQ65PDJ9FBERERGRA4Jzju31dX4oVIHFxDB02gwA7v3xd/jgvbdpbmwMtx84cQr9Ro3BzEjNziWjoIi0nDzScvNIy8kjq6gYgJiYAGder1BIpLdSaBQFg9+/FZ45qXO9IIBAvPfUMDMItUAwCQZM75wJlF7S2facuyE2bvcXKJq4/4oXEREREZEDTnsoREP1Vi8U2lpJW0sz4xYsBOChG37G6tdepq2lOdw+p39pODTKLhlAWl4BaTm54VAoPS8/3PbYq78c2c6IyAFDoVEU1KWPomTgsO63h6V0/qXMYd/c8wn2FBiJiIiIiEiv09rSzLaqyvBMocbaGqaf4j1g5n+33MjyJx/t9vSx+OTkcGhUNHQ4KVnZXWYK5ZKWkxduO/fciyLbGRE5aCg0ioKq3Okwb160yxARERERkQOAc47mxkbqqyrCoVB9ZQUzzziXYHwCz//rr7x0z13djrGYGKYcexLBhAT6jRxNQkoqabm54WAoNSc33HbSMSdEuksi0ksoNBIREREREdmPXHs7jXW13QKh+qpKpp1wKmk5ubz++MM8ddtN3Y6JDcYx4chjySgopGTUWAKB2PCtY2m5eaRkZRMTCAAwYubcaHRLRPoAhUYiIiIiIiKfQHsoRH2XW8c6vk886jjyBw3h/Vdf4oFf/ajbMQnJKYycNY+0nFz6jRjN3HMv6hYKJaalY/4DbfqPGU//MeOj0TUR6eMUGomIiIiIiOxBeyhEzeZNPWYKjZw9j0ETp1KxdjV/+8YXuh2TnJnFkKnTyR80hPzBQ1lw0ZWd6wnl5hGXmBRumztgILkDBka6WyIiH0qhkYiIiIiI9GmuvZ2KsjU9QqGBE6cwbsFRbN9Wz+1f/Ey4fUwgQGp2DgPGeU8tzizqx5FXXN25nlB2LrHBYLh9Wk4uE446NuL9EhH5pBQaiYiIiIhIr/fBu6uofncVL9f4wVBVJYVDhjPjtLMB+Ps3v0R7qA2AYHwCabl59Bs5BoCk9AyOufrLfiiUS3JGJjExgfC545OSGDv/yMh3SkRkP1NoJCIiIiIiB72y5cuo3rSB+qpKtm2tYtvWSjLzCzn6qi8C8MjvfkFdxRbWAompaaTl5mEx3ppBFhPDSV/5FonpGaTl5JKQkhpeTwjAzBipxaZFpA9SaCQiIiIiIgek1uYdBOMTAFiz9FU2v/8O26oq2ba1kvqqSuKTkjn3x78B4OV7/8nGVSsJBIOk5eSSmu2tHdTh2Gu+wusrVnL40ccSTEjoca3SCZMj0icRkYOJQiMREREREYm4UFsrDdXVpOflA7B6ycusXbaEbVsr2VZVSf3WSlx7O1f9+V+YGW8//wxvP/8syVlZpGbnkD9wCJlF/cLnW/iZawkmJJCYmtZtllCHwiHDeWfj5l0GRiIismsKjUREREREZJ9y7e001dexraqSnAEDiQ0GWbP0Vd585snwTKGG2hpwjqv+/E/ik5LZ9M4q3nlpManZOaTm5lE8cjSp2bk4145ZgAUXf4aFn7mWmEBgl9fsCJ9ERGTfUWgkIiIiIiIfSXNTU3hGUMGQYSSmprFu+eu8fN8/qd9aScPWKkJt3qLSn/7F/5FTMoCGmmoq15d5Tx0bPyl8C1nHgtKzzzyfOWdfsNtrxicl7XafiIjsHwqNREREREQkrK21lYbqrWzznzBWPHwUGQWFfPDu2zxx8++or6qkZXtTuP3J113PQH89oFAoRMHgYaQdMtObMZSTR2p2DgDjFhzFuAVH7fa6FhOzfzsmIiIfmUIjEREREZE+wrW301hX27luUFUlRcNGUjRsBNUfbORf119HY21Nt2OOuOwqMgoKiU9OJj2/kH6jxvqzhLxQKKdkAAADxk1gwLgJUeiViIjsLwqNRERERER6AecczU2N/ppBVeEnjBUMGsrQQ2awvWEbN112Hu2htm7HTT/1bIqGjSApLYOBE6d2CYT8J5Dl5AKQXVzCiV/+ZjS6JiIiUaLQSERERETkIFFbvpn6qgovFPKfMJZdXMLkY08E4I+Xn09ba0u4fUwgwMSFn2LoITNISE5h6vEnk5KZTWpODqnZuaTm5JKQnAJAQkoKR11xdTS6JSIiByiFRiIiIiIiB4iKsjXUbN4UDoS2VVWRnJnF4RdfCcA9P/42teWbw+2T0jPCC0mbGfMvvJz4pCQ/EMohOSOz2/5ZZ54f+U6JiMhBS6GRiIiIiMh+1NbaSmwwCMCGN5ezZe1qGmqqaaypZuPq96l87glO+9YPAVh0x5/Y8NYKAIIJiaTl5JKYmho+12EXXkEgNta7dSwrh9i4uG7X2tNC0yIiIh+VQiMRERERkY+hPRSiqa6Whuqt5A8eipnx3ssvsHrpKzRUb6WxppqG6q2E2tr43B3/xsxYueh/vPXsU8QG40jJyoaYAOn5BeFzzvv0pVhMDKnZOcQnJWNm3a7Z8ZQyERGRSFBoJCIiIiLShXOOHQ3baPBDn4aarQyfPpu4hERWPfc0Sx75Dw011TTV1uJcOwCfvfUuElJSqFi3lnXLl5GSmUVGQSHFI8eQmpWNa2/HAgHmnnsR8z99GfHJXiC0aNEi5s2bF752XumgKPVaRESkJ4VGIiIiItJntLW2Ul9ZQWPNVj8Q8oKhScccT3peAauee5rH/vhbQq2t3Y4rGDSU3AEDiYkNkpiWTu6AQaRkZZGSmUVyZjaBOO/2s5mnn8PM08/Z7fWT0jP2Z/dERET2KYVGIiIiItJr7GhoYP2bb4QDoUZ/ptChp5xFyaixrF/5Ovf95PpuxwQTEhky9VDS8wrIKi5h4sJPkZKZTUpWNimZWaRkZZOanQPA8OmzGD59VjS6JiIiEnEKjURERETkgOXa22mqr8NiYkhKS2dHYwNLH/lPt1lCDTXVzDz9HMYfcQzbtlby4K9+DEBMIJaUrCySM7PCM4fyBw7h6Ku+6M8QyiI1K5u4xKTw9fIHDSF/0JCo9FVERORAo9BIRERERCLOOUfL9iYv9KmuJiElhfxBQ2hrbeXhG37mLSJdU01jbTXtoRCHnHS697h4By/ecxdJaenhGUCFQ4eTWdgPgMzCYs776W9JycomMSUVi4npdt3kjExGzZ4fjS6LiIgcdBQaiYiIiMg+1drSTGNNDQ3+ukGNNdUkZWQycuZcAO782jVUf7CRtubm8DGj5hzG0Z/9AoHYWOqrKkhMTaN/cT+SM711g4qGjQQgPjmZz//1PgKxu/5nbGxcnBaTFhER2UcUGomIiIjIR1K1YR215Zu7PV0sMTWNuedeBMBfv+qFQl0NGDcxHBr1GzGaklFjSMnMJjkrm9TM7PBj582M835yw26vbWa7DYxERERk39J/cUVERESEtpYWYuPiACh7Yynl77/rzRSqqaahuppAbCxnff/nACz6yy2sW74MAIuJITkjk8Khw8PnOvTkMwiFQt4i0plZpGTlEJ+cHN4//4LLItgzERER+bgUGomIiIj0Aa69HcwwMza+/Sbrlr9OXUU5dVvKqasop7mpiavv+DcAb7/wLG8u+h8JqWmkZmaRnJVNel5B+Fyzz76AWWeeT0pWNknp6cTEBLpda6TWDBIREekVFBqJiIiI9DJbN25g3fKl1PqBUO2WcuortnDpjX8mKS2d9Ste56V77yI1O4eMvAIGTpxCel4BoVAIgPmfvpTDL/5MeObRzvIHDo5kd0RERCRKFBqJiIiIHGQaqreybkXnTKHaii3UVZRz0le/Q/7AwXzw7iqevuNPBBMSycgvIKuoHwMnTgHnAJjyqZOZduLpxAaDuzx/fFLyLreLiIhI36LQSEREROQA09zUxMZVK/1ZQpv9W8i2MPfcixg4cQpVG9bx6I2/BrPO2UITJodnBg07dBaDpxxCYmoaZtbj/HEJiZHukoiIiByEFBqJiIiIRFiorY3y99/tFgrVVmxh3IKjGD13AQ3VW7n/Z98DCM8WyiwsJhifAEDR8JFc+Os/kpabt8vZQvFJSRHtj4iIiPROCo1ERERE9jHnHNWbNnRZU8gLhvqPmcDkY08g1NrCXd/5itfYjNSsHNLz88OPks8oKODsH/yS9PyCXc4WiktIJKuoONLdEhERkT5GoZGIiIjIx9BYW0Nt+ebwQtN1WzaTUVDE9FPPwsz4x7e/THNjIwDB+AQy8gtoD7UBEJeYxClf/x5puXmk5eb3mC0UiA12e4S9iIiISDQoNBIRERHZhdaWZuortoRnC9VtKScQF8ecsy8A4O4ffouq9WVeY3+2ULDLWkHHfO5LJCSnkpFfQGJaeo/ZQqXjJ0WoJyIiIiIfj0IjERER6ZOcczTV1XbeQla+mZbtjcw7/1IAHvzlj1j7+pJw+2B8AkXDR4bfzz7r05gZ6fkFu5wtNGji1Mh0RERERGQ/2avQyMwWAjcAAeAW59xPdtofD/wFmAxsBc5wzpWZWTZwNzAVuN05d1WXYyYDtwOJwCPANc75z4EVERER2Qe82UIVnbeQVZQz97yLiIkJ8ORtN/HG4w93NjYjLSePOed6+ycefTwjZ88nPa+AjILCHmsLDZqkUEhERER6tw8NjcwsAPwfcASwEXjVzB5wzr3VpdnFQI1zboiZnQn8FDgD2AF8Cxjjf3X1B+BS4GW80Ggh8N9P1h0RERHpS3aeLVS3pZwJRx1LYmoaSx6+n0V/uaVb+2B8AlOPP4WUzCyGHTKD7H4lZOQV7HK20MAJkyPdHREREZEDyt7MNJoGvO+cWwNgZncBJwBdQ6MTgO/6r+8Gfm9m5pxrBBab2ZCuJzSzQiDNOfeS//4vwIkoNBIREZGdtLe1snXjhvBsocGTp5Gel897r7zAI7/7JW0tzd3al46fRGJqGoVDRzDj9HPCoVB6XgFJ6Rnh2UL9x4yn/5jx0eiSiIiIyEHBPuyOMDM7FVjonLvEf38ecMhOt5qt9Nts9N+v9ttU+e8vAKZ0HGNmU4CfOOcO99/PBr7qnDtuF9e/DLgMID8/f/Jdd931yXp8AGhoaCAlJSXaZfQpGvPI0nhHlsY7sjTe+45rb6elYRutTY20NjXS1tRIa1MD6QMGk5xfSFPlFt5/5F5amxq7HTfwiOPIGjKC7dVVVK1aQXxaOvFpGcSnpROXmk5MrJZs/CT0Ox5ZGu/I0nhHnsY8sjTekdWbxnv+/PlLnHNTdt5+wP+ryjl3M3AzwJQpU9y8efOiW9A+cP/ttxK3vY6E5BTik1NISEkhPimZ4hGjMTPaQyEsJqbHU1bk41u0aBG94XfnYKHxjiyNd2RpvPfMOUd7qI1AbJC21lbee2kxDbU1NNZU01hbQ2NtDSNnz2Ps/COp3VLOrVdf0u14sxhGjZ/IhHnz2La1ipiqzdQ0bmfCIYfucrYQnBr5TvZy+h2PLI13ZGm8I09jHlka78jqC+O9N6HRJqCky/t+/rZdtdloZrFAOt6C2Hs6Z78POWevtW3jOlavWNptWyAY5PN/vQ+Ax266gXdeeJb4jlApOZnUnDw+9fmvAvD2C8/SsLXK3+e1SUpPJ6dkQMT7IiIifUOorY2muloaa6oJxMWR278U5xxP/fkmGqq30lhTQ2OdFwqNW7CQwy68HIBHfv9LAGLj4knOzCQ5PRPDC3xSsrI58vKrve0ZWSRnZJKUlk5MIABAanYOC6/8PIsWLWLk7HlR6beIiIhIX7Y3odGrwFAzG4gX7JwJnL1TmweATwMv4v0vv6f29CQ059xmM6s3s0PxFsI+H/jdx6j/oFQy6zDOue47NDc10tzYyI7GBlp3bA/vHzLlUJIzs2huaGBHUyPNjQ2EWlvC+1c+/QTrli/rds6s4hIu/NUfAPjX9ddRuWEdCUnJ4ZlM+QMHM/vsCwB485knCbW2+qFUMgnJKSRnZJKanbP/Oy8iIgeUlu1NNNTU0FRbQ0NtNY01NSSkpDB67gIA/v2Db1JZtobt2+rDxwyZOp0TvvQNzIz1K94gJhAgKSOTfoVFJGdm0W+k9+yL2GCQi37zR5LSM4lLTOwxgzY2GGTsYUdGrrMiIiIi8pF8aGjknGszs6uAx4AAcJtz7k0z+x7wmnPuAeBW4E4zex+oxguWADCzMiANiDOzE4Ej/SevfQa4HUjEWwC7Ty2CHRMIkJiaRmJqWo99Qw+ZwdBDZuz22FOuu56WHdvZ0dDAjsYGmhsb6frv8CHTZpDVrz/NjR37G2isrQ3vf+meu6jdsrnbOQdOnMLJX/suAH/+wpW0tTR3zmRKSmbA2AlMOOpYAFY89Tix8fEkhGc6JZOckUl8UvLHHxAREdlnnHPhgOaDd9+metOG8K1hjTXVxCUlc9QVVwPw7+9/g/LV73U7vnDYiHBolNt/ABn5BeGZQMmZWWTkF4TbXvjrm/ZYS2Zh8b7smoiIiIhE0F6taeScewR4ZKdt3+7yegdw2m6OLd3N9teAMXtbqHSymBjik5KJT0omnfwe+ycd/ak9Hn/+z3/nhUl+6LSjsZGE5M7AZ/DkaTTW1oQDp5rNm8goKAS8RUufuPn3ONfe7ZwTjjqOBRddQaitlVuuvrTbLKeE5BSGTJvBkCmH0NbSwjsvPuet4+SHTgnJKSSkpnV7zLGIiPTU2tJMU20NTXV1FA4dDsDbzz/DuhVv0OjPEmqsq8GAy2/6CwCvPnAP77/6IgDxSckkZWSS2780fM5pJ55Ga3MzyemZ/m1imSSkpIb3zzv/0oj1T0REREQOLAf8Qtiy7wXjEwjGJ5Catevb0eacc+HuDzbj8pvuCAdKHeFTRkERAO1tIQaMnUCzPwOqvrKCirI15PgfUJrqann0xl/3OO288y9h8rEnUlP+Aff/9Hvh2+Y6gqdRcw6jcMhwtm+rZ+Pbb4ZnQHWEUsGEnrc9iIgcDJxz7GjY5i8UXUtjbTUNNdVMOvp4YuPiWPbYQyx79CGaamto7vIUsWv+eh+xwSDlq99l7euvkZyRSUpWFnkDB5OSlR2ebTT3vIuZe97FJGdkEIxP6HH9odN2P7NVRERERPo2hUbykZiZd3tCRuYu9wcTElh45ed3e3xyZhYX3XBzeJZTc1MjOxoaKBo+0j9/DDklA9jR2EBjXS3VmzfR3NBAv5FjKBwynMp1ZTzwix/2OO/xX/oGQ6dOZ+NbK3nmr7d2W0Q8ITmF5hSv3tryzXzw3tsE4+KJjY8Pf8/uV0IwPoG21lZce4jYYBwWE/PJB0xE+rzG2ho2v/eOf3tY5xPEDrvwctJy8ljy8P08c+etPY4bPn0W6XkFJKSkklsygORxE8N//yZnZoWD8nnnX7rH2UBdbyUTEREREfkoFBpJRAViY8n0ZyXtSkZ+AZ/6wnW73V84ZBjn/uSG8CynHQ1e8JTbfyDg3bqXkJpGc0MD9ZUV4RlRQ48/A4CNq1by2E039Djv+T//Pbn9S1n+v0d5+vY/At6TfmLj4wnGx3PW935OanYOq557mjeffYpgfDzB+IRw8DTrzPMJJiSw6Z1VbN2wrlsgFYyLp3jEKCwmhh0NDbS3hwjGxyuYEjnIeI+SD9HWvIPqDzaSlJZBQkoKNeUfsPx/j3ZbM6ixrpbjr/0aJaPHsXHVSh76zU/D50lMSyc5I5PmpiYA+o8Zz/xPX0pyZlbnLWKZWcQlJAIwcuZcRs6cG5U+i4iIiEjfptBIDirBhATyBw7e7f7iEaM45brre2x/+umnARg2fRbFI0fT1txMa3Mzrc07aGtpJj03zzt++Ehmn30BbS0d+5tpa24O39IRamujpamJxtoa71i/zcwzzgXgvZcXs+Th//S4/hf+8QAAz/39dpY/+Wh4e2xcPImpaVx2458BeP6fd7LhrRXExsWHg6mkjEzmnXcxAO++tJhtW6u8/QkJBOPiSUhNpWTUWADqqyrAEQ67FEzJwag9FCLU1goQ/rNXW76ZttYWQm1thFpbCbW1kpyRSVZRP9rbQ7zz4mJve2ur16atlYLBQykZNZaWHdt54V9/7TzWbzN8xmyGTptBQ/VWHrrhp53H+ueffurZjJ67gMr1Zfzt69cSamsD/8GgbwBHf/YLjJpzGE11dSx79MHwLKDMwmL6jRwTftBB/zHjOedHvyY5M5OktAwCsd3/05tXOoi80kGRG2ARERERkb2k0Ej6hI7bOOISEokrSNxtu/xBQ8gfNGS3+8fMP4Ix84/Y7f6Zp5/HlONOprWl2Q+UdtDW0hIObkbMmktO/wFeGOUHU13FxsUTE4jtFkwlJHcuSLv8ycdYt3xZt2Oy+/Xngl/eCMDDv/0FH7zzVrf9xSNGceb1PwPgP7/4IfVVFV6gFOeFUgWDh3LISacD8NpD99HW0uKve+XNlErPK6DYv32womwNgdhgeJ+CqYOXa28nFAqFF6Bvqq+jpamJUFtncBITCIT/PGx4czmNtTXhQCbU1kZiSioj/BkwS//7APWVFZ37W1vJKuoX/t165Pe/pL6ygva2NtraWmlva6PfqLEcfvGVANx69aU01FQTam0NL7Q/avZ8jr7qiwDc/sUrvdCmi/FHHusd7+CR3/68Rx+nHn8KJaPG0h4KseKpx4mJDRIbG0tMbJBAMEjJaC9sjQkEiAnEEkxIJBAbJBAbSyAYJDkzC4CktHQmHXOCtz0Qy7qNGxk3aTJFw0cBUDR0ONfcee9u11Xb3ZMyRUREREQOdAqNRPahYEICwYSeC812KBk1NjwraFcOOen08IfsXTnpq9/xwqYdO8LBFF0+qE4/+Qy21WwNz4Bqa2nutv5UWk4u7aE2Wpubw8FUYmpnKLX0vw+wraqy2zWHTZ8dDo3+df113RbiBRg97/DwOla3fO5iArFBtu/YwbqH7wa8D/5Tjz+F1uYd/ONbX/YO8ms2jHGHH8X4I46hqb6Oe3/8nS5n9tpMOvpTjJpzGPVVFTz465+Ej+toMvX4Uxg6bQbVH2zksT/c0P38BoeefCal4ydRUbaGp2+/eefTM+uM8ykeMYoP3l3F4rvu7Ho44C0inFc6iPUrl/PKf/7d42dy2IVXkFVUzNplr7H00Qe7nhrMOOLSq0jNzuG9V19k5VOP71SfcdQV15CYmsbbLzzLOy8826P/x3zuiwTjE3jzmSdZveTlnfpvHPf5rwKw9L8PsmbpK+HAJtTWRiAQy9k//CUAj9/8O9576flwYNMeCpGSlc3lf7gDgEdv/DVrl73WrW+ZhcVc9Bvvds0X/v13Nq5a2W1//qAh4dDo7cXPULVhXThwCQSDuPbOpyy2t7URExNDbFISiUEvmOmY4QcwYuYc2lpbvdAmGEsgNkhO/wHh/Qs/cy0WE+g8f2wsqdneYv4WE8MFv/oDscEggdggMbGx3utgHAAJySl87vaeP7sOSekZnP7tH+12f3JGJnPOviD8fseiRYycPS/8XqGpiIiIiPRWCo1EDiKB2FgCsbHEJyXvcn/phMl7PH7+BZftcf9l//dnQm1t3YKpQGwwvP+Yz32Jlu1NXWZSNZNT4n2wd+3t9Bs5ltbmHVRs2UJGjveBPjzDwoy03HzAu73H+bf5xCUmebtjYsIBV8c+8G6169ifkJIavj2oo01HfWbmtQ0f6/ztnR/oO2aCODrP38E577aozvoI9wugvT1Ey47tdNvZZX9bWys7GrZ1qc/b750TWnfsoKGmuuP04Ro6jm9ubKBuS3mXyjsu5b1rqq+jetPGHts7tO7YTktTE4FgkLjEJAKx3syZDkVDRxAbjAsHKjGBWBJSUsL7Jx1zAsOnzw4HMoFgkPjEzt+zo664xguiuuzvmKUEhMOp3ekIt3Zn5hnn7XH/iD2s6WNmZBeX7PF4ERERERH56GznDx4HsilTprjXXnvtwxse4BYtWsS8efOiXUafojGPLI13ZGm8I0vjHXka88jSeEeWxjuyNN6RpzGPLI13ZPWm8TazJc65KTtv15x6ERERERERERHpQaGRiIiIiIiIiIj0oNBIRERERERERER6UGgkIiIiIiIiIiI9KDQSEREREREREZEeFBqJiIiIiIiIiEgPCo1ERERERERERKQHhUYiIiIiIiIiItKDQiMREREREREREelBoZGIiIiIiIiIiPSg0EhERERERERERHpQaCQiIiIiIiIiIj0oNBIRERERERERkR4UGomIiIiIiIiISA8KjUREREREREREpAeFRiIiIiIiIiIi0oNCIxERERERERER6UGhkYiIiIiIiIiI9KDQSEREREREREREelBoJCIiIiIiIiIiPSg0EhERERERERGRHhQaiYiIiIiIiIhIDwqNRERERERERESkB3PORbuGvWZmlcC6aNexD+QAVdEuoo/RmEeWxjuyNN6RpfGOPI15ZGm8I0vjHVka78jTmEeWxjuyetN4D3DO5e688aAKjXoLM3vNOTcl2nX0JRrzyNJ4R5bGO7I03pGnMY8sjXdkabwjS+MdeRrzyNJ4R1ZfGG/dniYiIiIiIiIiIj0oNBIRERERERERkR4UGkXHzdEuoA/SmEeWxjuyNN6RpfGOPI15ZGm8I0vjHVka78jTmEeWxjuyev14a00jERERERERERHpQTONRERERERERESkB4VGIiIiIiIiIiLSg0KjCDKz28yswsxWRruWvsDMSszsaTN7y8zeNLNrol1Tb2ZmCWb2ipm94Y/39dGuqS8ws4CZLTOzh6JdS19gZmVmtsLMXjez16JdT29nZhlmdreZvW1mq8xserRr6q3MbLj/e93xVW9mn492Xb2dmV3r/zdzpZn9w8wSol1Tb2Zm1/hj/aZ+v/e9XX3WMbMsM3vCzN7zv2dGs8beZDfjfZr/+91uZr36MfDRsJsx/7n/75TlZnafmWVEscT9QqFRZN0OLIx2EX1IG/BF59wo4FDgs2Y2Kso19WbNwGHOufHABGChmR0a3ZL6hGuAVdEuoo+Z75yb4JzTP8b2vxuAR51zI4Dx6Hd9v3HOveP/Xk8AJgNNwH3Rrap3M7Ni4GpginNuDBAAzoxuVb2XmY0BLgWm4f19cpyZDYluVb3O7fT8rPM14Enn3FDgSf+97Bu303O8VwInA89GvJq+4XZ6jvkTwBjn3DjgXeC6SBe1vyk0iiDn3LNAdbTr6Cucc5udc0v919vwPmwUR7eq3st5Gvy3Qf9LK+3vR2bWDzgWuCXatYjsa2aWDswBbgVwzrU452qjWlTfsQBY7ZxbF+1C+oBYINHMYoEk4IMo19ObjQReds41OefagGfwPlzLPrKbzzonAHf4r+8AToxkTb3ZrsbbObfKOfdOlErq9XYz5o/7f6cAvAT0i3hh+5lCI+kTzKwUmAi8HOVSejX/VqnXgQrgCeecxnv/+g3wFaA9ynX0JQ543MyWmNll0S6mlxsIVAJ/9m/BvMXMkqNdVB9xJvCPaBfR2znnNgG/ANYDm4E659zj0a2qV1sJzDazbDNLAo4BSqJcU1+Q75zb7L8uB/KjWYzIfnYR8N9oF7GvKTSSXs/MUoB7gM875+qjXU9v5pwL+bc29AOm+VPBZT8ws+OACufckmjX0sfMcs5NAo7Gu+V1TrQL6sVigUnAH5xzE4FGdFvDfmdmccDxwL+jXUtv56/tcgJeQFoEJJvZudGtqvdyzq0Cfgo8DjwKvA6EollTX+Occ2gWuvRSZvYNvOVR/hbtWvY1hUbSq5lZEC8w+ptz7t5o19NX+LeQPI3W8NqfZgLHm1kZcBdwmJn9Nbol9X7+zACccxV4671Mi25FvdpGYGOXGYt344VIsn8dDSx1zm2JdiF9wOHAWudcpXOuFbgXmBHlmno159ytzrnJzrk5QA3e+iOyf20xs0IA/3tFlOsR2efM7ALgOOAcPxztVRQaSa9lZoa3FsYq59yvol1Pb2dmuR1PCzCzROAI4O2oFtWLOeeuc871c86V4t1K8pRzTv+Hej8ys2QzS+14DRyJd7uD7AfOuXJgg5kN9zctAN6KYkl9xVno1rRIWQ8camZJ/r9ZFqDF3vcrM8vzv/fHW8/o79GtqE94APi0//rTwH+iWIvIPmdmC/GWizjeOdcU7Xr2B4VGEWRm/wBeBIab2UYzuzjaNfVyM4Hz8GZgdDxC+JhoF9WLFQJPm9ly4FW8NY30GHjpTfKBxWb2BvAK8LBz7tEo19TbfQ74m//3ygTgR9Etp3fzw9Aj8Ga8yH7mz6K7G1gKrMD7d/nNUS2q97vHzN4CHgQ+q8X1963dfNb5CXCEmb2HN7vuJ9GssTfZ1Xib2UlmthGYDjxsZo9Ft8reZTe/478HUoEn/M+bN0W1yP3AeuHsKRERERERERER+YQ000hERERERERERHpQaCQiIiIiIiIiIj0oNBIRERERERERkR4UGomIiIiIiIiISA8KjUREREREREREpAeFRiIiIvuYmX3DzN40s+X+41cP8bd/3sySurR7xMwy9nCe283s1I9ZwzD//O+Z2VIz+5eZ5ZvZPDOr8+taZWbf8dvPM7OHuhwfNLOl/uuQ377j62sfp6aPWH+GmX3mYxz3XTP70t5u30W7f/g/t2v3ZvzN7AIzK+ry/hYzG/VR697FeePN7H/+eJ/xSc+3D+opM7OcvWy7yMym7GL7FDP7rf+6W//M7Ot7ON8e/5xEipmd2PVnu7t+ioiI9Cax0S5ARESkNzGz6cBxwCTnXLP/QTvO3/154K9AE4Bz7pj9VEMC8DDwBefcg/62eUCu3+Q559xxZpYMvG5mD+7iNLOA5/3X251zE/ZHrXuQAXwGuDFSFzSzAmCqc26I//72vTjsAmAl8AGAc+6SfVTORP98E/b2ADMLOOdCn/TCZhbrnGv7pOfZmXPuNeA1/223/plZA/Cj3Ry3X/6cfAwnAg8Bb0W5DhERkYjRTCMREZF9qxCocs41AzjnqpxzH5jZ1UAR8LSZPQ3dZ2+Y2fn+DJc3zOzOnU9qZt/3Z77caWYndtn+NzM7YafmZwMvdgRGfh2LnHMruzZyzjUCS4Ahu+jHQuC/u+ukmaWb2TtmNtx//w8zu9R/3WBmv/ZnWz1pZrn+9sFm9qiZLTGz58xshL8938zu8/v+hpnNAH4CDPZnovzcb/dlM3vVH6fru9TyDTN718wWA8N3V3OX9ovM7Kdm9op/3Gx/1+NAsX/N2Tsd823/2ivN7GbznApMAf7mH5PYdfaJmZ1lZiv8Y37a5VwNZvZDv68vmVn+TtfKwwsXp/rnHWxmC8xsmX++28ws3m9b5vdlKXCOmS3xt483M2dm/f33q80sycw+ZWYv++f6X8e1zZuJdaeZPQ/caWbZZva4/zO8BbBdjGPA/51c6dd1bZfdp+08vubPZttF//4NJPqv/7aL65SZWY6ZlZo3O+5Pfl2Pm1niLtrfbmZ/8Md2jX/d2/xjb+/Sbq9/Pv7v5PHAzzt+Jnvo52h/2+v+7+rQnWsUERE5WCg0EhER2bceB0r8D5E3mtlcAOfcb/Fmo8x3zs3veoCZjQa+CRzmnBsPXLPT/p/jzRK6ELgFb3YLZpYOzMCbVdTVGLwwaI/MLBs4FHhzF7vnA4v81x0f6Du+znDO1QFXAbeb2ZlApnPuT377ZOA159xo4BngO/72m4HPOecmA1+icxbRb4Fn/L5P8uv5GrDaOTfBOfdlMzsSGApMAyYAk81sjplNBs70tx0DTP2wfvtinXPT8GZ/ddR3fJdrPrdT+98756Y658YAicBxzrm78WbOnOMfs72jsXm3rP0UOMyvbap1hn3JwEt+f58FLu16IedcBXAJ3oywCcAm4HbgDOfcWLyZ4ld2OWSrc26Sc+4vQIKZpQGz/dpmm9kAoMI51wQsBg51zk0E7gK+0uU8o4DDnXNn+WOy2P8Z3gf038UYTgCKnXNj/Lr+/CHju8v+OedOw5/N5pw7ZxfX6Woo8H9+XbXAKbtplwlMB64FHgB+DYwGxprZhI/683HOveCf58t+nav30M8rgBv8n90UYOOH9ElEROSApdBIRERkH3LONQCTgcuASuCfZnbBhxx2GPBv51yVf47qLvu+BaQ7565wnmeAoebN3jkLuOdj3Eo028yW4QVcP3HOdQuNzKwYqPZDBuj8QN/x9U+/zieAFcD/4YUAHdqBf/qv/wrMMrMUvIDr32b2OvBHvFlZHf3/g3/OkB9I7exI/2sZsBQYgRcgzAbuc841Oefq8T7Y7417/e9LgNK9aD/fn6Gzwq939Ie0nwoscs5V+j+fvwFz/H0teLc57e31hwNrnXPv+u/v6HIu6BxrgBeAmf7+H/nfZwMdIVg/4DG/H1/eqR8PdAm+5uD97HDOPQzU7KKuNcAgM/udmS0E6rvs+6jju7fWOude34tzP+icc3i/n1uccyucc+14gWQp++7ns6t+vgh83cy+CgzoGiaKiIgcbBQaiYiI7GN+8LHIOfcdvNk4u5sNsTdexZtVk9Vl21+Ac/FmHt22i2PexAuuduc559xE59xk59xNu9i/EHjswwozsxhgJN4aTZl7aOrw/s1Ru1P4NPLDrtH1csCPuxw7xDl360c4fmfN/vcQH7LGo3lrRN0InOrPqPkTkPAJrt3qBxp7df290Njl9bN4IdEA4D/AeLz1qTpCo9/hzZoaC1xO9350Pc+Hcs7V+OdfhDe75pYuu/d6fD+i5i6v93TujnbtOx3Tvhf1fJSfT49+Ouf+jjdrbTvwiJkd9iHXExEROWApNBIREdmHzGz4TmuYTADW+a+3Aam7OOwpvLVRsv1zdA2IHsVb3+dhM+s49na822Fwzu1qUd6/AzPM7Ngudc0xszF72Y09rmfUxbXAKrw1lP5sZkF/ewzQ8dSxs/Fuc6oH1prZaX49Zmbj/TZP4t9u5a+Tk07PsXoMuMifsYSZFftr4zwLnGjeekKpwKf2so8fRUewUuVfv+sT1Xb3M30FmOuvxRPAmxX2zMe8/jtAqZl1rD113h7O9RxeoPieP7OmGu+2vcX+/nS8290APr2Haz6L97PDzI5mF6GgeetxxTjn7sG7vXLS3nZoF1q7/P5Ewsf5+ezuZ92NmQ0C1vi3pP4HGPdJixUREYkWhUYiIiL7Vgpwh5m9ZWbL8daJ+a6/72bgUfMXwu7g3x72Q+AZM3sD+NVO+/+NN7vlATNLdM5twQtruq4h07X9drwnuH3OzN4zs7fwnkRW+WHF+x+ghzjn3u6yeec1jX5i3gLYlwBf9Nf/eRYvOABvxso0M1uJdyvX9/zt5wAX+318E+hYwPsavNu/VuDd5jPKObcVeN5fpPjnzrnH8cKwF/12dwOpzrmleLdnvYEXdL36YX38qJxztXjjvxIvvOp6jduBm/xxSexyzGa8dZme9mtb4pz7z8e8/g68WWX/9vveDuxqhhjOuTK8WVnP+psW483w6ri97Lv+eZYAVXu47PXAHDN7EzgZWL+LNsXAIv92w78C1+19r3q4GVhuu1gIe3/4mD+fu4Avm7eI+OA9tDsdWOmPyxi8mYEiIiIHJeucfSsiIiIHAzNLwlurZdJu1v/5JOeeBZzrnLviE5yjwTmXsg/LEhEREZEo0EwjERGRg4iZHY43y+h3+zowAnDOLf4kgZGIiIiI9B6aaSQiIiIiIiIiIj1oppGIiIiIiIiIiPSg0EhERERERERERHpQaCQiIiIiIiIiIj0oNBIRERERERERkR4UGomIiIiIiIiISA//Dy5DgFNCRpN5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = df_cpi_predictors_last_5y.plot(\n",
    "        figsize=(20,10), grid=True,\n",
    "        title='Root Mean Square Error (RMSE) between actual CPI and Core CPI and CPI predicting metrics (from {:%Y-%m} till {:%Y-%m})'\n",
    "            .format(date_for_last_5y, cpis.index[-1].date()),\n",
    "        xticks=df_cpi_predictors_last_5y.index, style=['-', '--']*3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "solid-treatment",
   "metadata": {},
   "source": [
    "### Conclusion 2\n",
    "The main difference is that when we limit the comparison to the past 10 and 5 years only is that:\n",
    "1. University of Michigan: Inflation Expectation over the next 12 months is by far the best at predicting the Core CPI as well as overall CPI over the next 12 months (when we take the entire period from 1982 into account this indicator is the best only at predicting the overall CPI).\n",
    "2. Sticky CPI is doing a better job at predicting both Core CPI as well as the overall CPI at 1 year time horizon than Federal Reserve Bank of Cleveland estimate of 1-Year Expected Inflation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ready-bullet",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "cm = sns.color_palette('Blues', as_cmap=True)\n",
    "IDX_FORMAT = '{:%Y-%m}'\n",
    "pd.options.display.max_rows = 15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "infinite-outside",
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_96884_level0_col0\" class=\"col_heading level0 col0\" >1-Year Expected Inflation (Reserve Bank of Cleveland)</th>\n",
       "      <th id=\"T_96884_level0_col1\" class=\"col_heading level0 col1\" >1-Year Expected Inflation (University of Michigan)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >DATE</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row0\" class=\"row_heading level0 row0\" >2023-01</th>\n",
       "      <td id=\"T_96884_row0_col0\" class=\"data row0 col0\" >2.61%</td>\n",
       "      <td id=\"T_96884_row0_col1\" class=\"data row0 col1\" >3.90%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row1\" class=\"row_heading level0 row1\" >2023-02</th>\n",
       "      <td id=\"T_96884_row1_col0\" class=\"data row1 col0\" >2.07%</td>\n",
       "      <td id=\"T_96884_row1_col1\" class=\"data row1 col1\" >4.20%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row2\" class=\"row_heading level0 row2\" >2023-03</th>\n",
       "      <td id=\"T_96884_row2_col0\" class=\"data row2 col0\" >2.65%</td>\n",
       "      <td id=\"T_96884_row2_col1\" class=\"data row2 col1\" >3.60%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row3\" class=\"row_heading level0 row3\" >2023-04</th>\n",
       "      <td id=\"T_96884_row3_col0\" class=\"data row3 col0\" >2.65%</td>\n",
       "      <td id=\"T_96884_row3_col1\" class=\"data row3 col1\" >4.70%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row4\" class=\"row_heading level0 row4\" >2023-05</th>\n",
       "      <td id=\"T_96884_row4_col0\" class=\"data row4 col0\" >1.37%</td>\n",
       "      <td id=\"T_96884_row4_col1\" class=\"data row4 col1\" >4.20%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row5\" class=\"row_heading level0 row5\" >2023-06</th>\n",
       "      <td id=\"T_96884_row5_col0\" class=\"data row5 col0\" >2.47%</td>\n",
       "      <td id=\"T_96884_row5_col1\" class=\"data row5 col1\" >3.30%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row6\" class=\"row_heading level0 row6\" >2023-07</th>\n",
       "      <td id=\"T_96884_row6_col0\" class=\"data row6 col0\" >2.61%</td>\n",
       "      <td id=\"T_96884_row6_col1\" class=\"data row6 col1\" >3.40%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row7\" class=\"row_heading level0 row7\" >2023-08</th>\n",
       "      <td id=\"T_96884_row7_col0\" class=\"data row7 col0\" >2.81%</td>\n",
       "      <td id=\"T_96884_row7_col1\" class=\"data row7 col1\" >3.50%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row8\" class=\"row_heading level0 row8\" >2023-09</th>\n",
       "      <td id=\"T_96884_row8_col0\" class=\"data row8 col0\" >2.77%</td>\n",
       "      <td id=\"T_96884_row8_col1\" class=\"data row8 col1\" >3.20%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row9\" class=\"row_heading level0 row9\" >2023-10</th>\n",
       "      <td id=\"T_96884_row9_col0\" class=\"data row9 col0\" >2.79%</td>\n",
       "      <td id=\"T_96884_row9_col1\" class=\"data row9 col1\" >4.20%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row10\" class=\"row_heading level0 row10\" >2023-11</th>\n",
       "      <td id=\"T_96884_row10_col0\" class=\"data row10 col0\" >3.09%</td>\n",
       "      <td id=\"T_96884_row10_col1\" class=\"data row10 col1\" >4.50%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row11\" class=\"row_heading level0 row11\" >2023-12</th>\n",
       "      <td id=\"T_96884_row11_col0\" class=\"data row11 col0\" >2.42%</td>\n",
       "      <td id=\"T_96884_row11_col1\" class=\"data row11 col1\" >3.10%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row12\" class=\"row_heading level0 row12\" >2024-01</th>\n",
       "      <td id=\"T_96884_row12_col0\" class=\"data row12 col0\" >2.43%</td>\n",
       "      <td id=\"T_96884_row12_col1\" class=\"data row12 col1\" >2.90%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row13\" class=\"row_heading level0 row13\" >2024-02</th>\n",
       "      <td id=\"T_96884_row13_col0\" class=\"data row13 col0\" >2.08%</td>\n",
       "      <td id=\"T_96884_row13_col1\" class=\"data row13 col1\" >3.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row14\" class=\"row_heading level0 row14\" >2024-03</th>\n",
       "      <td id=\"T_96884_row14_col0\" class=\"data row14 col0\" >2.70%</td>\n",
       "      <td id=\"T_96884_row14_col1\" class=\"data row14 col1\" >2.90%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row15\" class=\"row_heading level0 row15\" >2024-04</th>\n",
       "      <td id=\"T_96884_row15_col0\" class=\"data row15 col0\" >2.94%</td>\n",
       "      <td id=\"T_96884_row15_col1\" class=\"data row15 col1\" >3.20%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row16\" class=\"row_heading level0 row16\" >2024-05</th>\n",
       "      <td id=\"T_96884_row16_col0\" class=\"data row16 col0\" >2.73%</td>\n",
       "      <td id=\"T_96884_row16_col1\" class=\"data row16 col1\" >3.30%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_96884_level0_row17\" class=\"row_heading level0 row17\" >2024-06</th>\n",
       "      <td id=\"T_96884_row17_col0\" class=\"data row17 col0\" >2.56%</td>\n",
       "      <td id=\"T_96884_row17_col1\" class=\"data row17 col1\" >3.00%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x12935dd60>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cpis.iloc[:,[3,4]].tail(18).style.format_index(IDX_FORMAT).format('{:.2%}')\\\n",
    "    .set_properties(subset=cpis.columns[[3,4]], **{'width': '200px'})\\\n",
    "    .set_table_styles([{'selector': 'th', 'props': 'text-align: right; width: 100px'}])\\\n",
    "    .background_gradient(cmap=cm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "abroad-sandwich",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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