Population_evolution_Results_OwWu17_smass_cks_5_6_2020.ipynb 3.13 MB
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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 703,
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   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../platypos_package/')\n",
    "from Planet_class_LoFo14 import planet_LoFo14\n",
    "#from Planet_class_MESA import planet_MESA\n",
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    "from read_in_PLATYPOS_population_results import read_results_file, read_in_PLATYPOS_results, read_in_PLATYPOS_results_dataframe, read_in_host_star_parameters\n",
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    "import keplers_3rd_law as kepler3\n",
    "\n",
    "import importlib\n",
    "import get_ExoplanetEU_data as exoEU\n",
    "importlib.reload(sys.modules['get_ExoplanetEU_data'])\n",
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    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.style\n",
    "import matplotlib as mpl\n",
    "import matplotlib.ticker as ticker\n",
    "import math\n",
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    "import seaborn as sns\n",
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    "from cycler import cycler\n",
    "mpl.rcParams['axes.prop_cycle'] = cycler(color='bgrcmyk')\n",
    "matplotlib.rcParams.update({'font.size': 18, 'legend.fontsize': 14})\n",
    "mpl.rcParams['axes.linewidth'] = 1.1 #set the value globally\n",
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    "from matplotlib.ticker import ScalarFormatter, FormatStrFormatter, FuncFormatter\n",
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    "import matplotlib.patheffects as pe\n",
    "from matplotlib.colors import LogNorm\n",
    "from matplotlib.pyplot import cm\n",
    "import astropy.units as u\n",
    "from astropy import constants as const\n",
    "from astropy.table import Table\n",
    "from tqdm import tqdm, tnrange, tqdm_notebook # for progress bar\n",
    "from scipy.integrate import simps, trapz, cumtrapz\n",
    "from astroquery.nasa_exoplanet_archive import NasaExoplanetArchive\n",
    "from PyAstronomy import pyasl\n",
    "\n",
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    "\n",
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    "Myr_to_sec = 1e6*365*86400\n",
    "ME = const.M_earth.cgs.value\n",
    "RE = const.R_earth.cgs.value\n",
    "ME_to_MJ = (const.M_earth/const.M_jup).value\n",
    "RE_to_RJ = (const.R_earth/const.R_jup).value\n",
    "RJ_to_RE = (const.R_jup/const.R_earth).value\n",
    "MJ_to_ME = (const.M_jup/const.M_earth).value\n",
    "\n",
    "p = \"../supplementary_files/\"\n",
    "# Tu et al. (2015) model tracks\n",
    "blue = pd.read_csv(p+'Lx_blue_track.csv', header=None).sort_values(0)\n",
    "red = pd.read_csv(p+'Lx_red_track.csv', header=None).sort_values(0)\n",
    "green = pd.read_csv(p+'Lx_green_track.csv', header=None).sort_values(0).reset_index(drop=True)\n",
    "# Lx sample Jackson et al. (2012)\n",
    "jack = pd.read_csv(p+\"Jackson2012_Lx_clean.csv\")\n",
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    "vanEylen = pd.read_csv(p+\"planet_radius_gap_data_clean.csv\")\n",
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    "vanEylen[\"a\"] = kepler3.get_a_from_period(vanEylen[\"masses\"].values, vanEylen[\"periods\"].values)\n",
    "df_eu, P_eu, R_eu, a_eu = exoEU.get_ExoplanetEU_data()\n",
    "P_eu_grid, R_eu_grid, prob_density = exoEU.gaussian_kernel_density_estimation(P_eu, R_eu, baseX=3, baseY=2)\n",
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    "\n",
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    "df_OwWu17 = pd.read_csv(\"../supplementary_files/OwWu17_valley.csv\", header=None, names=[\"P\", \"R\"])\n",
    "P_OwWu17, R_OwWu17 = df_OwWu17[\"P\"], df_OwWu17[\"R\"]\n",
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    "\n",
    "def vanEy_valley(P):\n",
    "    return 10**(-0.09*np.log10(P)+0.37)\n",
    "\n",
    "# for finding the models within the gap!\n",
    "def vanEy_valley_radius_boarders(P):\n",
    "    \"\"\" boarders of the radius gap as definied in van Eylen et al. 201X \"\"\"\n",
    "    m = -0.09\n",
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    "    alow = 0.29#+0.04 −0.03 and \n",
    "    aupp = 0.44#0.04−0.03,\n",
    "    return 10**(m*np.log10(P)+alow), 10**(m*np.log10(P)+aupp)\n",
    "\n",
    "def Mordasini_bare_core_mass(a):\n",
    "    return 5.82*(a/0.1)**(-1.05)\n",
    "\n",
    "def Mordasini_bare_core_radius(a):\n",
    "    return 1.67*(a/0.1)**-0.28"
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   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read in results"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 594,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Total # of planet folders =  5000\n",
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      "Non-empty folders:  5000\n",
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      "\n",
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      "Total number of planets to analyze:  5000\n",
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      "Total # of planet folders =  5000\n",
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      "Non-empty folders:  5000\n",
      "CPU times: user 37.7 s, sys: 354 ms, total: 38 s\n",
      "Wall time: 38 s\n"
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     ]
    }
   ],
   "source": [
    "%%time\n",
    "N_tracks = 1\n",
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    "path_to_results = \"./result_files_OwWu17_smass_cks_lowerLx_Mcore3_3Gyr/\"\n",
    "path_to_results = \"./result_files_OwWu17_smass_OwWu_Mcore3_3Gyr/\"\n",
    "path_to_results = \"./result_files_OwWu17_smass_cks_Mcore5_3Gyr/\"\n",
    "path_to_results = \"./result_files_OwWu17_smass_cks_Mcore3_5Gyr/\"\n",
    "\n",
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    "#planet_df_dict, planet_init_df, tracks_dict = read_in_PLATYPOS_results(path_to_results, N_tracks)\n",
    "# Now I have all info for analyzing the results!\n",
    "\n",
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    "planet_all_df, tracks_dict = read_in_PLATYPOS_results_dataframe(path_to_results, N_tracks)\n",
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    "star_df = read_in_host_star_parameters(path_to_results)\n",
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    "\n",
    "# read in data as arrays\n",
    "# read in the results as arrays\n",
    "M_init, R_init = planet_all_df[\"mass\"], planet_all_df[\"radius\"]\n",
    "M_core = planet_all_df[\"core_mass\"]\n",
    "fenv_init = planet_all_df[\"fenv\"]\n",
    "M_final, R_final = planet_all_df[\"M1\"], planet_all_df[\"R1\"]\n",
    "a_arr = planet_all_df[\"a\"]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 621,
   "metadata": {},
   "outputs": [],
   "source": [
    "# if Platypos is done:\n",
    "planet_all_df[\"period\"] = get_period_from_a(star_df[\"mass_star\"].values, planet_all_df[\"a\"].values)\n",
    "planet_all_df[\"fenv_final\"] = ((planet_all_df[\"M1\"]-planet_all_df[\"core_mass\"])/planet_all_df[\"M1\"])*100 # M_env/M_tot\n",
    "# get fraction of envelope lost (fenv_init-fenv_final)/fenv_init\n",
    "planet_all_df[\"frac_of_env_lost\"] = (planet_all_df[\"mass\"]-planet_all_df[\"M1\"])/(planet_all_df[\"mass\"]-planet_all_df[\"core_mass\"])\n",
    "P_arr = planet_all_df[\"period\"]"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 596,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(9,4.5))\n",
    "ax.set_title(\"Initial mass and core-mass distribution\")\n",
    "\n",
    "# 1D KDE\n",
    "#LogMin, LogMax = np.log10(M_core.min()),np.log10(M_core.max())\n",
    "#newBins = np.logspace(LogMin, LogMax, 50)\n",
    "\n",
    "b = np.linspace(M_core.min(), M_init.max(), 50, endpoint=True)\n",
    "\n",
    "sns.distplot(M_core, hist=True, \n",
    "             kde=True,\n",
    "             norm_hist = True,\n",
    "             color = 'red', \n",
    "             hist_kws={'edgecolor':'black', \"alpha\":0.3},\n",
    "             kde_kws={'linewidth': 4, \"bw\":0.5},\n",
    "             ax=ax,\n",
    "             label=\"core mass\", \n",
    "             bins=b)\n",
    "             #bins=newBins)\n",
    "\n",
    "\n",
    "#ax.set_xscale('log') \n",
    "ax.xaxis.set_major_formatter(ticker.StrMethodFormatter('{x:.1f}'))\n",
    "#ax.set_xticks([0.0, 0.1, 1.0, 3.0, 5.0, 10.0])\n",
    "#ax.set_xlim(left=2.5)\n",
    "\n",
    "sns.distplot(M_init, hist=True, \n",
    "             kde=True,\n",
    "             norm_hist = True,\n",
    "             color = 'blue',\n",
    "             hist_kws={'edgecolor':'black', \"alpha\":0.3},\n",
    "             kde_kws={'linewidth': 4, \"bw\": 0.5},\n",
    "             ax=ax,\n",
    "             label=\"initial mass\",\n",
    "             bins=b)\n",
    "             #bins=newBins,)\n",
    "\n",
    "ax.set_xlabel(\"Planetary mass [M$_\\oplus$]\")\n",
    "ax.legend(loc=\"upper right\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 597,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(9,4.5))\n",
    "ax.set_title(\"f_env distribution\")\n",
    "\n",
    "# 1D KDE\n",
    "# LogMin, LogMax = np.log10(planet_all_df[\"fenv_final\"].min()),np.log10(fenv_init.max())\n",
    "# newBins = np.logspace(LogMin, LogMax, 50)\n",
    "\n",
    "newBins = np.linspace(planet_all_df[\"fenv_final\"].min(), fenv_init.max(), 50, endpoint=True)\n",
    "\n",
    "sns.distplot(fenv_init, hist=True, \n",
    "             bins=newBins,\n",
    "             kde=False,\n",
    "             norm_hist = True,\n",
    "             color = 'darkblue', \n",
    "             hist_kws={'edgecolor':'black'},\n",
    "             kde_kws={'linewidth': 4, \"bw\":0.3},\n",
    "             ax=ax,\n",
    "             label=\"initial fenv\",)\n",
    "\n",
    "sns.distplot(planet_all_df[\"fenv_final\"], hist=True, \n",
    "             bins=newBins,\n",
    "             kde=False,\n",
    "             norm_hist = True,\n",
    "             color = 'red', \n",
    "             hist_kws={'edgecolor':'black'},\n",
    "             kde_kws={'linewidth': 4, \"bw\":0.3},\n",
    "             ax=ax,\n",
    "             label=\"final fenv\",)\n",
    "\n",
    "#ax.set_xscale('log') \n",
    "ax.xaxis.set_major_formatter(ticker.StrMethodFormatter('{x:.2f}'))\n",
    "#ax.set_xticks([0.0, 0.1, 1.0, 3.0, 5.0, 10.0])\n",
    "#ax.set_xlim(left=2.5)\n",
    "ax.set_xlabel(\"Envelope mass fraction f\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 410,
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   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>core_mass</th>\n",
       "      <th>fenv</th>\n",
       "      <th>mass</th>\n",
       "      <th>radius</th>\n",
       "      <th>metallicity</th>\n",
       "      <th>age</th>\n",
       "      <th>t1</th>\n",
       "      <th>R1</th>\n",
       "      <th>M1</th>\n",
       "      <th>track1</th>\n",
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       "      <th>period</th>\n",
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       "      <th>fenv_final</th>\n",
       "      <th>frac_of_env_lost</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
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       "      <th>planet_0788</th>\n",
       "      <td>0.157697</td>\n",
       "      <td>0.813152</td>\n",
       "      <td>7.571346</td>\n",
       "      <td>0.879762</td>\n",
       "      <td>9.062638</td>\n",
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       "      <td>solarZ</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>92.13</td>\n",
       "      <td>0.949605</td>\n",
       "      <td>0.813152</td>\n",
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       "      <td>False</td>\n",
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       "      <td>23.157052</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "      <th>planet_4404</th>\n",
       "      <td>0.239545</td>\n",
       "      <td>1.962650</td>\n",
       "      <td>20.403529</td>\n",
       "      <td>2.465750</td>\n",
       "      <td>12.487481</td>\n",
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       "      <td>solarZ</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>3003.60</td>\n",
       "      <td>4.014586</td>\n",
       "      <td>2.139367</td>\n",
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       "      <td>False</td>\n",
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       "      <td>40.711074</td>\n",
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       "      <td>0.082602</td>\n",
       "      <td>0.917398</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "      <th>planet_1867</th>\n",
       "      <td>0.115539</td>\n",
       "      <td>1.769366</td>\n",
       "      <td>4.986276</td>\n",
       "      <td>1.862221</td>\n",
       "      <td>6.720798</td>\n",
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       "      <td>solarZ</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>625.90</td>\n",
       "      <td>1.153332</td>\n",
       "      <td>1.769366</td>\n",
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       "      <td>False</td>\n",
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       "      <td>14.778833</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "      <th>planet_4219</th>\n",
       "      <td>0.276980</td>\n",
       "      <td>1.729287</td>\n",
       "      <td>12.880112</td>\n",
       "      <td>1.984951</td>\n",
       "      <td>10.050758</td>\n",
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       "      <td>solarZ</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>3007.00</td>\n",
       "      <td>3.324598</td>\n",
       "      <td>1.822463</td>\n",
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       "      <td>False</td>\n",
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       "      <td>49.714237</td>\n",
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       "      <td>0.051126</td>\n",
       "      <td>0.948874</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "      <th>planet_0077</th>\n",
       "      <td>0.374133</td>\n",
       "      <td>4.745419</td>\n",
       "      <td>5.552311</td>\n",
       "      <td>5.024389</td>\n",
       "      <td>5.818862</td>\n",
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       "      <td>solarZ</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>3006.00</td>\n",
       "      <td>3.226231</td>\n",
       "      <td>5.010534</td>\n",
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       "      <td>False</td>\n",
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       "      <td>79.528435</td>\n",
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       "      <td>0.052912</td>\n",
       "      <td>0.947088</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
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       "                    a  core_mass       fenv      mass     radius metallicity  \\\n",
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       "planet_0788  0.157697   0.813152   7.571346  0.879762   9.062638      solarZ   \n",
       "planet_4404  0.239545   1.962650  20.403529  2.465750  12.487481      solarZ   \n",
       "planet_1867  0.115539   1.769366   4.986276  1.862221   6.720798      solarZ   \n",
       "planet_4219  0.276980   1.729287  12.880112  1.984951  10.050758      solarZ   \n",
       "planet_0077  0.374133   4.745419   5.552311  5.024389   5.818862      solarZ   \n",
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       "             age       t1        R1        M1 track1     period  fenv_final  \\\n",
       "planet_0788  1.0    92.13  0.949605  0.813152  False  23.157052    0.000000   \n",
       "planet_4404  1.0  3003.60  4.014586  2.139367  False  40.711074    0.082602   \n",
       "planet_1867  1.0   625.90  1.153332  1.769366  False  14.778833    0.000000   \n",
       "planet_4219  1.0  3007.00  3.324598  1.822463  False  49.714237    0.051126   \n",
       "planet_0077  1.0  3006.00  3.226231  5.010534  False  79.528435    0.052912   \n",
       "\n",
       "             frac_of_env_lost  \n",
       "planet_0788          1.000000  \n",
       "planet_4404          0.917398  \n",
       "planet_1867          1.000000  \n",
       "planet_4219          0.948874  \n",
       "planet_0077          0.947088  "
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      ]
     },
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "planet_all_df.head()"
   ]
  },
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  {
   "cell_type": "code",
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   "execution_count": 5,
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>star_id</th>\n",
       "      <th>mass_star</th>\n",
       "      <th>radius_star</th>\n",
       "      <th>age</th>\n",
       "      <th>Lbol</th>\n",
       "      <th>Lx_age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
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       "      <th>planet_0788</th>\n",
       "      <td>star_age1.0_mass0.98</td>\n",
       "      <td>0.975658</td>\n",
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       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.969050e+29</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "      <th>planet_4404</th>\n",
       "      <td>star_age1.0_mass1.11</td>\n",
       "      <td>1.106452</td>\n",
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       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>2.270353e+29</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "      <th>planet_1867</th>\n",
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       "      <td>star_age1.0_mass0.94</td>\n",
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       "      <td>0.942110</td>\n",
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       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.892574e+29</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "      <th>planet_4219</th>\n",
       "      <td>star_age1.0_mass1.15</td>\n",
       "      <td>1.147050</td>\n",
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       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>2.364835e+29</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "      <th>planet_0077</th>\n",
       "      <td>star_age1.0_mass1.10</td>\n",
       "      <td>1.104660</td>\n",
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       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>2.266191e+29</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          star_id  mass_star radius_star  age  Lbol  \\\n",
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       "planet_0788  star_age1.0_mass0.98   0.975658        None  1.0   1.0   \n",
       "planet_4404  star_age1.0_mass1.11   1.106452        None  1.0   1.0   \n",
       "planet_1867  star_age1.0_mass0.94   0.942110        None  1.0   1.0   \n",
       "planet_4219  star_age1.0_mass1.15   1.147050        None  1.0   1.0   \n",
       "planet_0077  star_age1.0_mass1.10   1.104660        None  1.0   1.0   \n",
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       "\n",
       "                   Lx_age  \n",
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       "planet_0788  1.969050e+29  \n",
       "planet_4404  2.270353e+29  \n",
       "planet_1867  1.892574e+29  \n",
       "planet_4219  2.364835e+29  \n",
       "planet_0077  2.266191e+29  "
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     },
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     "execution_count": 5,
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star_df.head()"
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  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial: How to handle the output"
   ]
  },
  {
   "cell_type": "code",
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   "outputs": [],
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   "source": [
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    "# print(\"\\nExample\")\n",
    "# print(planet_all_df.iloc[:,0:7][:3])\n",
    "# print(\"\\na_arr = \", planet_all_df[\"a\"].values[:5])\n",
    "# print(\"M_init_arr = \", planet_all_df[\"mass\"].values[:5]/MJ_to_ME)\n",
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    "# # AND I can easily put conditions on the initial planet parameters and get the corresponding planet names\n",
    "# mask_coremass0 = planet_all_df[\"core_mass\"]==0.\n",
    "# mask_coremass10 = planet_all_df[\"core_mass\"]==10.\n",
    "# mask_coremass25 = planet_all_df[\"core_mass\"]==25.\n",
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    "\n",
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    "# mask_a0dot07 = planet_all_df[\"a\"]==0.07\n",
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    "\n",
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    "# print(\"\\nPlanets with core mass 0 = \", len(planet_all_df[mask_coremass0]))\n",
    "# print(\"Planets with core mass 10 = \", len(planet_all_df[mask_coremass10]))\n",
    "# print(\"Planets with core mass 25 = \", len(planet_all_df[mask_coremass25]))\n",
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    "# print(\"Planets with a=0.07 au = \", len(planet_all_df[mask_a0dot07]))\n",
    "# print(\"\\n\")\n",
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    "# # how to access the tracks_dict entries\n",
    "# # print([a_tuple[2] for a_tuple in tracks_dict['planet_367']])\n",
    "# # print([a_tuple[1] for a_tuple in tracks_dict['planet_367'] if a_tuple[2]==False])\n",
    "# # print([a_tuple[0] for a_tuple in tracks_dict['planet_367'] if a_tuple[2]==False])\n",
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    "# print(\"\\nEvolved off?\")\n",
    "# for col in planet_all_df.columns[-6:]:\n",
    "#     print(\"Planets which have evolved off on \"+ col +\": \", sum(planet_all_df[col]==True)) "
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
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    "## CKS sample"
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  },
  {
   "cell_type": "code",
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   "execution_count": 234,
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   "outputs": [
    {
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2025\n",
      "1298\n",
      "1290\n",
      "1074\n",
      "1017\n",
      "983\n",
      "921\n"
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     ]
    }
   ],
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    "###############################################################################################################\n",
    "# get dataset from CKS (California-Kepler-Survey): https://california-planet-search.github.io/cks-website/ \n",
    "# column explanations: https://www.astro.caltech.edu/~howard/cks/column-definitions.txt)\n",
    "df_cks_orig = pd.read_csv(\"../supplementary_files/cks_physical_merged.csv\")\n",
    "print(len(df_cks_orig))\n",
    "df_cks = df_cks_orig.copy()\n",
    "# sample selection based on Fulton 2017\n",
    "mask_confirmed = df_cks[\"koi_disposition\"] == \"CONFIRMED\" # only select confirmed planets\n",
    "df_cks = df_cks[mask_confirmed]\n",
    "print(len(df_cks))\n",
    "# restrict sample to only the magnitudelimited portion of the larger CKS sample (Kp <14.2):\n",
    "mask_magnitude = df_cks[\"kic_kmag\"] < 14.2\n",
    "df_cks = df_cks[mask_magnitude]\n",
    "print(len(df_cks))\n",
    "# planet-to-star radius ratio (R_pl/R_star) becomes uncertain at high impact parameters (b) due to degeneracies with limbdarkening. \n",
    "# excluded KOIs with b > 0.7 to minimize the impact of grazing geometries.\n",
    "mask_impactparam = df_cks[\"koi_impact\"] <= 0.7\n",
    "df_cks = df_cks[mask_impactparam]\n",
    "print(len(df_cks))\n",
    "# remove planets with orbital periods longer than 100 days in order to avoid domains of low completeness \n",
    "# (especially for planets smaller than about 4 R_earth) and low transit probability.\n",
    "mask_period = df_cks[\"koi_period\"] <= 100.\n",
    "df_cks = df_cks[mask_period]\n",
    "print(len(df_cks))\n",
    "# also excised planets orbiting evolved stars since they have somewhat lower detectability and less certain radii. \n",
    "# implemented using an ad hoc temperature-dependent stellar radius filter:\n",
    "mask_evolved = df_cks[\"koi_srad\"] <= 10**(0.00025*(df_cks[\"koi_steff\"]-5500)+0.20)\n",
    "df_cks = df_cks[mask_evolved]\n",
    "print(len(df_cks))\n",
    "# also restrict sample to planets orbiting stars within the temperature range where we can extract precise stellar parameters \n",
    "# from our high-resolution optical spectra (6500–4700 K).\n",
    "mask_temperature = (df_cks[\"koi_steff\"] >= 4700) & (df_cks[\"koi_steff\"] <= 6500)\n",
    "df_cks = df_cks[mask_temperature]\n",
    "print(len(df_cks))\n",
    "\n",
    "# drop columns which have missing stellar mass, planetary radius, semi-major axis or period\n",
    "df_cks = df_cks.dropna(axis=0, how=\"any\", subset=[\"koi_sma\", \"koi_period\", \"koi_smass\", \"koi_prad\"])\n",
    "df_cks.reset_index(inplace=True)\n",
    "\n",
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    "# # inflate uncertainties on the histogram bin heights by the scaling factors to account for completeness\n",
    "# # corrections -> stellar properties of planet-hosting stars come from a different source and have higher \n",
    "# # precision than the stellar properties for the full set of Kepler stars\n",
    "# df_R_bin_scaling = pd.read_csv(\"../supplementary_files/Fulton_Radius_correction.csv\", sep=\"\\s+\", header=None, names=[\"bin\", \"factor\"])\n",
    "# df_R_bin_scaling[\"bin_left\"] = np.zeros(len(df_R_bin_scaling))\n",
    "# df_R_bin_scaling[\"bin_right\"] = np.zeros(len(df_R_bin_scaling))\n",
    "\n",
    "# for index in df_R_bin_scaling.index:\n",
    "#     # Select rpw by index position using iloc[]\n",
    "#     bin_range = df_R_bin_scaling[\"bin\"].iloc[index].split(\"–\")\n",
    "#     df_R_bin_scaling.loc[index, \"bin_left\"] = float(bin_range[0])\n",
    "#     df_R_bin_scaling.loc[index, \"bin_right\"] = float(bin_range[1])\n",
    "#     factor = df_R_bin_scaling[\"factor\"].iloc[index]\n",
    "\n",
    "# df_R_bin_scaling.head()    "
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x1080 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(7, figsize=(5,15))\n",
    "LogMin, LogMax = np.log10(0.7), np.log10(19)\n",
    "newBins = np.logspace(LogMin, LogMax, 28)\n",
    "\n",
    "axs[0].hist(df_cks_orig[\"koi_prad\"][df_cks_orig[\"koi_prad\"].notna()], bins=newBins, histtype=\"step\", lw=2)\n",
    "axs[1].hist(df_cks_orig[\"koi_prad\"][mask_confirmed], bins=newBins, histtype=\"step\", lw=2)\n",
    "axs[2].hist(df_cks_orig[\"koi_prad\"][mask_confirmed & mask_magnitude], bins=newBins, histtype=\"step\", lw=2)\n",
    "axs[3].hist(df_cks_orig[\"koi_prad\"][mask_confirmed & mask_magnitude & mask_impactparam], bins=newBins, histtype=\"step\", lw=2)\n",
    "axs[4].hist(df_cks_orig[\"koi_prad\"][mask_confirmed & mask_magnitude & mask_impactparam & mask_period], bins=newBins, histtype=\"step\", lw=2)\n",
    "axs[5].hist(df_cks_orig[\"koi_prad\"][mask_confirmed & mask_magnitude & mask_impactparam & mask_period & mask_evolved], bins=newBins, histtype=\"step\", lw=2)\n",
    "axs[6].hist(df_cks_orig[\"koi_prad\"][mask_confirmed & mask_magnitude & mask_impactparam & mask_period & mask_evolved & mask_temperature], bins=newBins, histtype=\"step\", lw=2)\n",
    "\n",
    "for ax in axs:\n",
    "    ax.set_xscale(\"log\")\n",
    "    ax.xaxis.set_major_formatter(ticker.StrMethodFormatter('{x:.1f}'))\n",
    "   # ax.set_xticklabels([])\n",
    "    ax.tick_params(direction='out', length=6, width=2, colors='k',\n",
    "               grid_color='r', labelsize=8)\n",
    "    ax.set_xlim(0.7, 20.0)\n",
    "    ax.set_xticks([0.7, 1.0, 1.8, 3.5, 6.0, 10.0, 20.0])\n",
    "\n",
    "axs[0].set_yticks([20, 60, 100, 140])\n",
    "axs[1].set_yticks([20, 60, 100, 140])\n",
    "#axs[6].set_xticks([0.7, 1.0, 1.8, 3.5, 6.0, 10.0, 20.0])\n",
    "plt.tight_layout()\n",
    "plt.subplots_adjust(hspace=0.15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# dN/dlogR = dN/dR*R\n",
    "fig, ax = plt.subplots()\n",
    "LogMin, LogMax = np.log10(0.7), np.log10(19)\n",
    "newBins = np.logspace(LogMin, LogMax, 28)\n",
    "ax.hist(df_cks_orig[\"koi_prad\"][mask_confirmed & mask_magnitude & mask_impactparam & mask_period & mask_evolved & mask_temperature], bins=newBins, histtype=\"step\", lw=2)\n",
    "ax.set_xscale(\"log\")\n",
    "plt.show()"
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   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plots"
   ]
  },
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  {
   "cell_type": "code",
761
   "execution_count": 562,
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   "metadata": {},
   "outputs": [
    {
     "data": {
766
      "image/png": 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qjARYlsXXv/513L17F6FQCI8//jh+7/d+D3q9Xow6BQIBtLa2QqPRoLw8llAwNjYGs9mM3bt3w+12o6qqKuV85XM/ycCguKHoxfJAKafEWqJoxFEOPARgI4D/yTDMUQBfBWABcI9hmB8COMzz/OxyDpAgiAcsdDGT72I1n9ctJHLgcDgQCoXQ0dEBALDZbKirq8OOHTvg8XhSLiZyXcDLGSmcOHECvb29MJlMMBqN0Ov12LJlS1wPImE+EnsRSYXI0aNHUVtbK6YEdnZ2YnZ2FvX19QiHw6irq0M4HI4TgkJkTHqua9euobGxMclEQYrb7UYwGATP8+jv74ff78fg4CB++7d/G16vF4ODg+K4DAYD/H4/gFiPJYPBkNV8USRodUHRi+WDUk6JtcRKFUcA8AwADYCXANwC0ArgSwAeYhjmNxOjSAzDPA/gecSMGwiCWAJW4mJmIWLswIEDmJmZwZYtW3Dnzh0EAgF4PJ6Mi4knn3wSAFJGl6Qk7uB2d3dDp9PBZDLB6/XCbDbDZDLJ9iASrk14j66urjghcuLECXzxi18Uz+/3+xEIBBAIBDA3N4fy8nLxOoLBoCgE29vbAcRc6EpLSxEKhcDzPPR6fZyJghSHwwGtVovJyUnwPI+GhgbEEgOAQCAgOg1aLBY888wzmJycxMTEBJ544gnU1tZmLXgoErR6oOjF8kEbDcRaYiWKI+P810oA/4nn+f9v/v/b51Pufh/AkwB+Kn0Rz/NnAJyZT8G7t1SDJYjlZjnTUNbaYkZwYvN4PDCZTDh8+DDC4XBWBgnSNDfpzwWDB+E8iTu4LS0tuHr1KjZu3BgX/Tl37hyA5B5E0ufB4XDECRGdTgcA4vlNJhOeffZZfPe730UkEhF/brfb8fTTT2NmZgZNTU3weDzi60ZGRuDxeNDT0wOtVguPxyP2TGJZVpwnu92OP/7jP0ZHRwdcLhf0ej10Oh2cTic0Gg2++c1vikLPbreLvZHa2tqSms0SawOKXiwvtNFArBVWojgKzH8dlggjgf8HMXH0G0gQRwSxFlnuyE2hFjO5CLzFEoPZnDfX3dV04pFlWbzwwgsYGRnB7du3sXPnTphMJtnmrnKRFLkeRHLPw9GjR8V6JaHhrdPpFM8njEn4t8vlEr9nNpvR29srml44nU5RlNlsNoyPj+PMmTPQ6XT41a9+hUgkArVajaamJnz605/GhQsXoNFoYLFY8NnPflYUhz/+8Y9RV1eHQCAg9l9aqMjO9bmg2pbig6IXBEEsBStRHN2Z/zoq87OR+a/mJRoLQRQ1yx25KcRiRmoLLURGUrnPLZYYzOW8ueyuphOPLpcLly9fBs/zmJycBMMw4DgObpnmrnLvKTf3XV1dSc/D3r17cfr0abFuSO58whiDwSDa29tRUlKCUCgEv98PhmEgzWKurq6G0WgEz/NgGAY6nQ4Mw8Dr9aK0tBRqtRrd3d0YGBhAIBDA448/jlAohKqqKgDAuXPn4PV643obLVRk5/pcLPemApEail4QBLHYrERxdB2x6FGdzM/q57+OL91wCKJ4KYY0lIUuZtxud1JdzOnTpwvm/JbtGBbjvNmIR41GAwAYHx9HY2NjTvcwce7TPQ9C2lpnZ2ecGJCOcWxsDB0dHXA4HLh06RIYhhGjTC6XSzyHYLFtt9vxt3/7t7h06RJCoRCCwSB0Oh0CgQBKS0sxNTWF/v5+bNiwARqNJqk3kslkEudlISI71/u33JsKBEEQxPKx4sQRz/P3GYb5VwC/yzDMZ3mef13y4/86//WtZRgaQRQdqyENRa4uJtVidbHE4GKKzFTi0el0YufOnfB6vWhsbMTBgwezMmzI9F5yz4MgQEtLS+H1epPmV9qXqLOzE263G2azGTzPi3MCIE5QVFVVwel0iiYVdXV1GBgYQFVVFX75y1/CYDDAYrHgySefxBe/+EVRkGTqjZQPud6/YthUIAiCIJaHohFHDMM8C2Dd/P9WAtAwDPP1+f8fSmj2+jUAnwLwTwzD/A8AbgCfBvAUgFd5nn9vaUZNEMVProvKYqu1sNvtSXUxqRarhRSDifOQ73nznU+73Y5Tp04V9Fqkxg7S82k0Gly7dk1MIxOiVXJjOnToELq7u9HS0hJX63T37l3xfWpqasR7JJhUCOLrd3/3d8U0uy1btuDgwYOoq4slAkiNIKTCKN0cSn8GQPa4XO/fathUIAiCIPKDKZa+qQzDnAfweIofX+B5/jcSjncA+CsATwAwARgE8AqAb/M8H03zPkYA9+7duwej0ZjqMIJYkxRzrcVSirZU85DNGBIX68J5QqEQDhw4sODoT77XIqSrPfLII6Kxw927d9Hd3Q2VSoWf/exnKC0txezsLP7kT/4Ee/fuTbredPNy5MgRXLp0CRzH4bHHHsPLL78sXqe0Sa3JZBJNFoSoIADodDqx7kk6R+meSenPBPtwuea3xUKxbTwQRKGprgbGxpK/X1UFjMpVihPEAvD5fCgrKwOAMp7nfYU6b9FEjhLFTxbHuwH87qIMhiDWKMVca5EuApZp0ZnrolRuHgDghRdegMfjgdlsxsmTJ2WjGNKF/JNPPik2S+3o6MDMzExSTc9iI1xLaWlp3Nc333wT3/nOd8BxHICY5bfBYBAjc3KiJNXzIaTllZeXA4DYKFa4xnA4jIqKCvF14XBYtOL+t3/7N/ziF7/ABx98AIvFkmRpnu6ZlKYDjoyMQKfTYcuWLUX37ALFvfFAEIVCThil+z5BFCNFI44Iglh+MtVaLHX0Jpv3SoxKJC4681mUys2D4B5nMBgwODgIl8uVdJ7EhTwQSxXr7e0FAGzZsgUejyenhXs2aWPZXMvIyAjm5uYwPj6OmpoaTExMgOM4MfLT0tKCpqampGsR7LpdLhecTqfs8+FwOGAymTAwMAAAMJvNcc+OdD6DwSDGxsbAsizu3r2Lr3zlK5idnYXP58Pv/M7viI58wvWleyal6YBzc3Ow2+3o6elJm3opN69LIVKKeeOBIAiCeACJI4IgRNLVWizlzne278WyLE6cOIHe3l6YTCZs3LgxadGZz6JUbh6kVtepEBbyPT09CAQC4nlcLhfOnj0Lj8eTU4F/IdLG7HY7PvOZz+Cb3/wmGhsbwTAMDh06BAD4wQ9+AJZloVKpsH37dvz4xz8WHes+85nPgGVZXLhwASqVCmfPnoXT6RRrjhoaGkQBKNRHCXOk0Whw7ty5uLqkQ4cOgWVZtLe3o6OjA52dnVi3bh3m5uZgs9ng8Xhw+fJl7Nq1S5wfQcBI0/Ck1xwOh/HII4+AYRj88pe/hEqlQiAQwOHDh4vOqptMHhYfSlskCKIQkDgiCCKOVOlrS7nzne17ud1uMWIk9EFKXHTmuyhNnAepe5zQLFXuNYcOHRIjWW1tbTh27BiefvrpuMaq2cwby7JxPX8E6+xMaWNydUJnzpzB2NgYTCYTrFYrWJZFVVUVTp06hdu3b6OlpQXhcDguRe3MmTOIRCKYm5vDJz/5SXAcJ9p1y9UvCfPlcrnwhS98AcFgUBRdQrrck08+iZKSEvG+VlZWYm5uDv39/VAqlTAYDDh06JA47kxpjELEanh4GGq1Go899hg8Hg/C4XDauV2OKA6ZPCwulLZIEEShIHFEEGuMfHdXl3LnO9v0Po1GI0aMhAaxidckXZRqNJq4aEcuc5Gte1xifY2w8M7FNTDRRAGIRWP8fj+6u7vBMIyso1yqOiGpgJyenhYbuUoXkS6XC9euXUMoFEIgEEBzczN27NiB4eFh3LlzB/X1sTZy0rolhmEwPDwcl2L49ttvY2JiAnq9Hh6PBwMDA3A6nfB6vZicnMTk5CT8fj9MJhOeeuop3L9/H//4j/+IHTt2gOM4Udhkk8Yojcy1t7dnHZlLfL40Gg26uroWXbQsxI6cSA+lLa4OKPpHFAMkjghiDbGQ3dWl3PnOJb0vVcpV4vkAJL2ura0tp7nIZnFbCBEpLPSEnj+PPPIIPvzwQ0QiEVy/fh3btm1DW1sbamtrZVMIhTqht956C1arFUqlUhSQra2tuHTpUtIiMhwOo7GxEf39/Zibm8PAwACsVit27twpRr4A4OzZsxgdHUUgEEBXVxe0Wi3a29tFh7nKykoAQDAYRDQaxejoKN5++20AwN27d1FeXh6X+rZnzx78/Oc/FyNyuc6XcE8SI3PpFlmJgjnX54AoPihtsTioqkrtVpcJiv4RxQKJI4JYQyx0d3Upd76zTe+TOp+lI/F13d3dso50CxV/hRCR0oWeyWRCU1MTBgcHYbPZoFarYbPZ4owLpJG0UCiEN954A8FgEB9++KFoovDMM8+IAufy5ctJi0iHwwGGYRCJRFBVVYXy8nLU1dXh85//vFg3pNFowDAMACASiYBhGBgMBnEsAFBRUYHt27fjxo0bAID79+9Do9HA6/UiEomgtrYWGzduRDgcBsuy+Pu//3uUlJQk1Qplk8YokK3leOJ9stvt6OrqKrqIA+2e5w6lLRYHC7HrpugfUSyQOCKINcRq2F3N9xoSX9fS0oKrV6/GpVbls2spt5BdqIhMXOgBQGdnZ5LjnEPGcnvbtm3o6upCSUmJmMZWUVGBqqoqcUxyi0i7/UGzXZ7nMTAwAJ1Oh6997WswGAywWCyYnJyETqfD+vXrcevWLVHUTE9Po6enBy+//DK0Wi00Gg02bNiAkZER+P1+3Lt3DwzDQKfTxdWGud1ueDwe1NfXw+fzxdUKZZvGmIvluBzF9jshTakUUkXTCUPiAZS2uLIptt9FYu1C4ogg1hCrYXc132uQe50QEREW0bnuWi5mGkjiQk8weti2bZvoOCcX+YhEItDpdACAUCgkOvkJNUrpohJOpxOnT5/G97//fUxPT2NoaAgejwcMw+Bzn/sc/H6/2LRVq9WisbERwWAQBoMBb7zxBgYHB9Ha2ioep1AoUFpaCpVKBYVCgerqauj1+rjaMKPRiKmpKej1+qTFULrFrnAdY2NjSfctl0VWsf1OuN2x3k2Dg4Pwer04ceIETp8+nfe4/H4/fD4fjEYjDAZDgUe7vFCEbXVRbL+LxNqFxBFBrDFWw+6qMH4hlUv4d6YP1MRrT/z/XHctF5oGwrKsaH8t1OykQq6RKpC827p9+3Y0NDRgamoKlZWVeOihh6DX68U0tkQxJ1yHRqNBOByGx+PB+fPnMTAwAL/fj+rqakSjUdy4cQMmkwmtra2oqKjA4cOHEQ6HMTY2ho6ODpjNZgwODuLGjRuoq6vDs88+izNnzoDneXi9XoRCIZSUlMBms6G2tlac/7/6q7/KeTEkvY5gMAiGYeLuWzaLrMSFdbH8TjgcDgQCATGdUKfT5Z1e5Pf7cfHiRUQiESiVSuzZs2fVCKRiqU+JRPzgOB9UKiOUytUxt8tJMf0uAiTA1yokjgiiiFmrf5gzXXeq/j+hUAgHDhxIKzRSnTufXcuFpIEIVtWXL18GAOzcuROnTp3KOf1LzlzAYrGIVtq3b98W0wYTxVyiNXdjYyOuX7+OcDgMv98PjuMwOzuL3bt349Of/jTeeustnDt3DiaTSRwry7Lo7OyEx+PBrl274uZ/x44dcLlcOH36NEZGRhCJRFBZWRm32K+urkZ1dTXUanVWcyYXLWptbUVVVVXWqY2LsbAu1O+qNL1RcBnMN73I5/NhaGgIVqsVer0ePp9v1YijYqhPiUT8mJm5CCACQIny8j0kkFYRxSLAiaWHxBFBFClr9Q9zNtctXRgJ/X9qamrQ0dGBmZkZdHZ2yr4u07lz3bVcSBqIUG8jLFZff/3v8KMfWZKOq6yMYHxcKVuHJLWflqbYNTc3w+fzYcOGDVi/fj3Gx8fR3d2NlpYWhEIhXLp0CWazGUC8NTfP84hGo2KkR6FQAACeeuop8DyP7u5ulJSUgGEY0Vo7UZwl1g253W5YLBZ4PB7ZXlS3bt0CAGzevFn8npzQSBctyhR1k5v7Qi6sC/m7yrIswuEwjh49mtGFMRNGoxFmsxkcx0GhUMBoNOZ1nmKkGOpTOM6HUGgIarUVCoUeHOcjcbSKKAYBTiwPJI4IokhZq3+Ys7lu6cLIbDaD53n09vYCALZs2QKPxyP7usWY03zTQBwOh5iKBgDhcLIwAoCJCeiCT/AAACAASURBVCVYlhXfx26P9SSSRhaExbhGo8Hk5CQmJiYwNzeHsrIyzM7OYmBgABcuXMC7776L+/fvg2EY8DwPu90OlUoFr9cLlUoFhmGgUCig0+nAcRx0Oh2USiX6+/tx/vx5TE5OQqFQQKPRYGpqCsADIePxeHDmzJmkMTnmG7XK9aJiWRY3b95EQ0ODeL2phEbivZOLFuUy94VcWEvH1tPTg3PnzmH//v0pxxXxR8D5OKiMKigNSvH7hd4QMRgM2LZtG3p7e7Fu3boFRY1SjXm5KIb6FJXKCJXKjGg0Jj5VqtUjPoniEODE8kDiiCCKlLX6hznxuuUadMpFUVwuF86ePZu2EajcnC5X6qLdbsfJkyfFmqPPfS71sVIRx7IsTpw4IRotbNy4Ee752qu2tjbwPC/2QjIYDNi6dSsAoLm5GS6XCzzPY/fu3XDP1y0dOnQI3d3dePbZZ2E2m+HxePDd734XfX194DgOarUa3d3dGBoaEk0dDAYDrFZrnLOay+UCwzCwWq3imAQxJ7xHS0uL6LyWrQgSzpN476TRolzvYaEX1sLYenp6cOXKFUxMTODdd9+VTZOM+CMYeH0Ao3dHUV1bjcbPNopiYzEiWidPngTHcejo6MhbbEX8EcxcnBGyx1C+p7xoBNJybhgplQZYrfuo5miVUgwCnFgeSBwRRJGyWv4wL2Thmq5Bp5y5QmIj0HTnFsTTcqYuZru4kwo9t9stRmcSbbE5jhN7IRkMBszMzKCyshImkwlud6xnkjQdTaPR4Dvf+Y5Y/H/q1Cns3btXrBXq7e3FtWvXYDKZcOXKFUQiESgUCmzbtg1OpxMulwt37txBWVmZGFFKTJ1jWVa8h1evXhUb1wrjtdvt+PDDD8VoSza1VanS7VQqFY4cOQKTyZTRnW2hC+vqammzSzuA7wEAFIoJlJX9J0yzLK52dsL+hS8AknHcvnEb//q//hUBdQC8hscfNv0h1u9cL97nQke0pqenRav0fMUW5+MQGgpBbVVDoVeA83FFIY6KAYVCD41GL/b/IlYXyy3AieWBxBFBFDEr/Q9zvmlCiTU02eykZyvCpHO6lA1AF5KWJB1TujQ1IUVOqA9SqVS4cOECvvrVr4r1K8ADZz+Xy4UrV67AYDBgYGAgro5IMFs4fvw4hoeHUVlZiebmZszOzuJLX/oSAODs2bMYHBwUa1o2bdoEhmHixpQpEtTd3Y2PPvoICoUCV69exbFjx1JuCsj9PkjP39/fj46ODmzdujXJna3QEcIHwiieaLQS2kgEW4JBlN+6hfHXX0e/zYaGpqbYnE6xCCgDsFltGPYOg51isR7rxesrdESrtLQUk5OTMBgMeYstlVEFlVmFKBfFXGQOISYEU9gEg4YiJYFAPwBAr9+c4UiCIFYKJI4Iglg0MqUJZVqwSnfSg8EgxsbGxPobKfmKsGx36l0uV1JamBypridTWhLLsohFHzIjLKCFdDypLbawsP7www/x+uuvo6mpCR6PB+FwGHv37o07h3Bd2b5Xe3s7SkpKUF1dLUbotFotWltbcePGDezfvx/Nzc1J154pEvTP//zP0Gq1aG5uFp+RvXv3Zi0MpOfneR6RSASBQCDOnS3R3TCTo+FCWV9RgY9rtagymfCDf/gHDJWXw2804tixY1jftB5jjjFMBCcQrY1ifdP6uNcWYkNE6G1ksVjwjW98Y8FiS2lQwrrPCt+UD7/0/hKRexEox5X4mOljMFqNazqKpFZXLPcQCIIoMCSOCIJYNNKJj2wETeLivKOjQ3SiAx5EQPKt1ZDbqU8UOC6XCwcPHhTH+eqrr8Y1j02V3iW9Hs7HYeTqCKbmplDVUIVSX6m4oBReV1JyCqGQOWmMVVXyY+/s7ATHcejs7MShQ4fEyNDevXvhcDjQ3d2dtv4KiPVW2rVrFzweD8xms6zwk0aSBIEojVR5PB7U1dXhqaeeSlkDlC4aYjQa4fP50NPTk7NttfA+wvXbbDZcv349yZ1NeD7MZnNaR8OFRpe0Wj90Oh++/H/9GR66dRcTY2OIRKOwbdyI/rt3ReH35yf+HG63G+vXry+4QEvsbfTxj38ce/bsEZ0Hs0FuHhR6BQLRAIYmhmANW2G4ZsCkaRKR0oh8DZLfD/h8gNEYl1a4FPjDfvjCPhg1xkWPbqnV8kYqBEGsXEgcEQSxaKRbGGcraIT6lJKSEvFYoT+PIEQOHTqUd62GdKdeTuB0d3eLtTEsy+Ltt9/G0NBQ1kYCADDqHUX7/9uOKBdFVBfFH33sj7Cuep04D16vF1u3fhJerxdNTU04ffp02kWz9L16enpw4sQJVFRUxI0n2yao0pS7VOKGZVmxNklqNCD3Hh8NDeH4qVNggkHoAHE8ctG+I0eO4PLly5ibm0NjYyMOHz6ctVhIJUaF+hppzZEg0tM5Gi7UKU6r9aO5+SIUigiadmlR/vHfRrifxa2bN3H/7t2457IiWIGK6gro7fqsz58tib2Nrl27hsrKyjir9HSkmodAfwCasAZmrRnRiSgUIwpo9VogiuQaJL8fuHgRiEQApRLYs2fJBJI/7MdF9iIi0QiUCiX22PcsqkDi+SgAgGGyF58EQRQ3JI4IglhUUqUJZZvSxrIsxsbGEAqFxGMBxAmRcDhckFoNOYHT0tIClUoFlmWhUqlQWVmJwcHBlDU0ctdze/w22GoWG2o24Prgdfzk336C/fr94usCgYBoiqDT6TJGvgTLbr/fj0AgAJ1OlzSeRNGXKHZSCQG5n2WqTRLwRyLocLsxXlaGmk2bELh+PeW1CKKQ53kxHU7aIymfe2W326HX66HXxxfIC0Lurbfewr/8y7+gr68PDMOI7nvpzpctOp0PNtsQfD4rAD04TQR1jz2GF196Kem5VFdkbnibL4m9jXK18E41D+oKNdRQY1/pPngrvIiMRKBm1IAiVpMUh88HDA0BViug18f+P2EMi+US6Qv7MDQzBKveCr1KD1/Yt6jiKBAYAEA1R4vFSmiEvhLGSOQGiSOCIJaFbKMbwkKd53m0traKqV+dnZ1xQiSfWo3EDzU5gWO32/Hqq6+KKWW1tbW4fPlykghKdz0OhwPQAu+738e1D6+BU3Gi+YDdbsfRo0fj+hY50liMC+5vOp0OgUAAzz//PH784x+jp6cHgUAgbsGfOIeC2EknBOR+li0+jkPEagU0GoyMjcGm1aYUvQ6HA2q1GuPj4+I4E8cud4+kr5cTo/39sQJ5uUhJd3c3tFotrl27hkceeQRtbW1izdbY2BiCwSDcGerbBKqq4k0ZAgEj/H4zzGYOgAKqW2OA0gf75s1J51Bb1PBHIpgKhWBUqWBQFq5mx2AwYN++fUnRs2xJNa9qS0zQqXgV9DY9op+JpjYYMRoBsxngOEChiP2/hMVscG3UGGHWmsFFOCg0CiigwOjs6KKl2KnVlQU/ZzGyHAJgJTRCXwljJHKHxBFBEMtGJkGTuFCvqqoSj19opChVI1W58zqdzrh6nFzc1ITvv3jwRfzsZz8DGKC+vh69vb1iBMbpdOLo0aOiAANSW4wLEZfS0lIAgNlsxqFDh8RrERb8csd7vV5x3KmiXMLPpGIrm9okADCqVNhgs+G3f+d3EJiYQGuae2O323Hw4EF4vV5UVVWB5/mkyJGQeie1GhfOl+peVVTIF8gLz5LNZoNGo4HNZgPHcXEpmgzDYPfu3bhw4UJcfZvcNYyOJn7HgEhE0vOGCcmOAwBm5zhc9HoRZQAlgD3l5bICSbogrbXUimIEQFrnQ2n0LBKJAACUWQqwVPPKR3kAQL8nJj43WTZBo9fIW1gbDMC+fSlrjhYapUuHQWPAvk37cOPWDQy7h/H2+NuwVlgXLcVOrU6uE1xtLJcAWMznpFCshDESuUPiiCCIoiXdIn4hrl6pGqnKpYrJkeqYdLurDdsa8ITlCfziG79AR0cHgJgVtiA02tra4PV60dnZid/6rd+Sjd643W54PB5cu3ZNXKhoNBqwLAuO42AymXDnzh1RdAGxFLxf/epXCAaD0Gq10Gg0cQtgjUYDt9uN+/cZmEz1sFjsotjieR4nTpzA0aNHcfLkSfHaACQ15gUAg1KJfVYrfCYTjA89lDEi4nQ60dHRgUgkItaUSXnzzTfx7rvvoqysDHNzc3HXleo+WCzyBfLCs+T1eqFSqTA7OwuTyQQgPkWT47i4+rbExU66exzX88aSehE+PjCLgaAPNfUG6BUK+Dguaa6kwtBqsOLo/3EUFdYKROeiYMCAUTMpG7JKo2eDg4Piv7NFbl4DAwEAQIU9Jj4D/bH/129OUTel18f+kxFP6X6vC8HU6BT+7tTfYZafxbBhGAc/dxAN1Q2LkmLH8zHxyTCr17FvuQTAYj8nhWAljJHIHRJHBFFEUO5yPNmk3uWD2y3fSHUhZNpdVVvUcFgcOHDgAGZmZuJMAQDA6/VicHBQHE9paSlGR0dhNpuh0WjEc09OTqKxsRE2mw2zs7NgWRZnz57FRx99hPfeew9Wq1UUXXa7He+//z78fj+0Wi0ikQhYlo2zsT5+/DgCAQWmprbgC1/4PVRX2wBw0Ol04nhOnDiB06dPw+GI9UY6e/YstFqt7HXqFQroNSkiCgnY7XY89dRTuH79epzbnTCfr732GmZmZuD1elFeXp7VfYhGYwXyie5siYJQ2vfp7NmzcLlcMJlMaGlpwdWrV2UXO5nucVzPm/lxQMYlzlKphdVXAi4ajbnqqZI/iqV1XuPecXxU8REsT1gQCUYQuhvC/bL7GPeOo8HaIDaRFZBGz2w2W1bzlgl1ZSytTq+LiaG5irn0L5gXaJARZYv1ey3wbu+7mMY0muxNGB0fxcjYCBy1Dhg1xswvzpFAICY+V3PN0XIJgMV+TgrBShgjkTskjgiiSCiW3OXlEmip3nchEaJUOBypG6nmgnTMmXZXhbQkp9OJzs7OJJttqSmDVqvF5OQkOI5DJBLB22+/Da/Xi+bmZkxMTMDj8UCv14uRj0gkAse8sUNLSwu0Wq0oul577TXcv38f4XAYZWVlmJycFKM+wphrah7GzZsmsOwkbDYbKisfmETodDrMzs7izTffxOXLl3Hnzh0MDg6itbU1yfENAPoDsYjCZn1mJzaWZdHR0QGO42TTAbVaLdRqNUKhECKRSFb3aGAgViAvFylJ5ZrHMAx4ngfDMKitrc3bYTGu5838OOTEQXmFFr9ltsHHcbI1R34/4PGUIBrVAQCCiiBgAKJcFMpSJWbVszj7w7MIqoKY/mAaX3/p63HjkEbPshWVmVCbY+IoOu/OJtQgpSRFeqPAYvxeC2zbuA0/VfwUd9134VA70LqtFVvsWxap5qgw4rOYWU4BsJjPSaFYCWMkcoPEEUEUCcWQu7xcAm2p37cQH/aJY85kJy6kJdk3y7+31JRhenoaw8PD0Ov16O3thc/ng8fjwf379zEwMIDGxkYEAgEcPnwYAHDt2jWEQiEEAgH4/X6UlZVBo9Hg3Llz0Gq1aGhoEPsRXbhwAZcuXYob88hIH/T67TCbbVAogC1b6vD888/j+PHjGB8fRygUwmuvvQaLxYKmpiYMDg7ixo0bqKurS7rOCnX2TmxutxsMw2DTpk1Jz7zD4QDDMDCZTNBoNNi0aVNWbnaVlbkVyLvdMZv43bt3i2NI1YQ20w56XM+bNOPgIzx0PCMbYRNcsEtKnLDb/0+oVC5UNumx/fntKDeVQ2VUofdiL0bfG0XNxhqE7oaS/lZIo2ccxwGA6PKYL3wkJu4HZmKib5N5EwCAUaSIEKZIb1wKtjVuwzeOxprfrlu3Dna7PatIZj6o1YURn8UOCQBiLUHiiCCKhGLIXV4ugbYc77vQD/vEMWeyExfSklK9t9PpxOnTp+F2u9HT04NvfetbohhoaGiA3W5HXV0d9Ho9mpubxfcEgEceeQSlpaUYHx/Hvn370NLSItYwCWLK4XCgtbUVly5dShqzy+VCMKhEU1MIW7YAH3zgwpkzZ6DRaMDzPB5//HF4vV5MT0/D5/Nh69atePbZZ+PS8wQsMuJIiLBJ09kEd0AgFu3RSpzthOOff/55nDlzJs7FLxNmc24F8rn83mUS1XE9b9KMIzAYQD8XgM6hS4qwPXDBtuG55/4IRuNvYufOOtTX18+fm4FjiwNzpXO4efem7Jil0bObN2+K/14IgcGYuK+0x0SfIPZT1hylSStcbKJ8FHX1dbDb7eib6kP/dD82W+Ovv1CNYqPRmPhUKGg5RRCrBfptJogiId9oRiHT4JZLoBWDMMwVuTGnE1xCWlI6hNc7HA5cuHABIyMjiEaj4HkeJpMJn//859HW1ga3241QKISxsTHY7XaYTKb59Lga7N+/XxRu9fX1mJiYwO7du/HFL34Rd+/eRUdHB/x+P5RKJcbGxqDRaNDZ2YmZGS9++MNX8KUvxQRJb28vdDod1Go17ty5A7PZDIPBgLm5Oeh0OllhBABRPhZhUMzv1AsRNq/XK1poC+6AAPDYY48BAD772c/Cbk/uwXT06FGEw2HROEKYp1QUyp0t0z2SIxAYwMjICO7eVcAhHCczDrVNjWoOUMsISakLdlWVDXv22GAwAPf77gOIiZGKYAVePPgi7iruyo5ZGj2rqqrKOAfZoLYl1BxVZqg5SpNWuNgMTM+LQ+tmVOiT0/sK2Sg2GIyJz4XUHPkjkZQplsTKgWqGVw8MP/9BtlZgGMYI4N69e/dgNBa+OJMglpLFSEcrtpqjYn6/XM4hpCUxyuzSexKjLdKvggmDYIpw6NChuIiM4HR25coVAMCjjz6KP/iDP8CPfvQj3L9/H9PT0ygtLYXZbMbk5CR4nsetW2r4fD7Y7QGYzWaMjIzA6/XCYrHgkUceQWNjIz766CMx6vTcc89h7969SeOM1taipqZGjIh0dXXhlVdeAcMweOedd/Drv/7rYs+qzs5OBAIBqFQqvPTSS7Db7eLx0vdxOBxZP+d9fX0AFh4pyQe3+zqOHfvvGBvzo0mpxAsvvICaxx/P+Tx+f7IL9tx0TIyoLeq4fy+UXH8PItF58anIsIj3eGJfc4zkFQJPIPbeZp38e4/OjuInH/1EbBT7aM2jqC6tzuu9OM4LAFCpTOL3IhH/A0t3ZXrR5Y9EcHFmBhGkt3VfCfj9/rz7a610iqVmeK3h8/lQVlYGAGU8z/sKdV6KHBHECmYx0tGWK7d8Kd9X+kEWDAbx9NNPp4yEpCOXMQtpSSnTkGTODUAUHm1tbeIH75NPPimmoQnpcXv37o177dNPP42ZmRlUVVWhp6cHP/zhDzE6OoqWlha8//77CIVCcDgc8Pv9GB4exv37QZjNZTCbzWAYBhs3bsTdu3dx69Yt3L17F0qlEjt27AAAMVImFxXSVlbihRdeAOajf0KELZWFdmK9kVxELpfnvFDubPlw+fJHeO+9azGHuXv38BtuN/bLiKMoF0WU56FQKcQImxQ5F2y1RR0TMj2ZhYw0ejY3Ny+kUqQ7Zrugi3KxNLlBb8ydbVP5fM1RKrGfQhRVV8c3zxWoqpLrHZUfUlEkGEgomAfpfYmNYhfiYicVRUBMGM3MXATm5U55+Z60AsnHcRgKhWBVq1Pauq8E/H4/Ll68iEgkAqVSiT179qwpgVQMNcNE4SBxRBArmJWYjrYQChVdEj7IzGYzOjo6MDMzk7bhZyEQ0pKyRbpwFaI7NpsNXq+wU53+vjudTrS3t+Odd96B3+8HwzDQ6/W4fv06wuEwSktL4Xa7YTKZ8Oyzz8bV9giRqDfeeAPXr1+HXq+Hz+fDpk2bsH//fjHFbWxsDBzHobS0VPzK37+PGZYVxVE6C+3Ozk709t4Gzxths61POl56n7N9zgvlzpYfETBMLELoUyoxl7A4FJ7f2mgtZivL42qOpM92IBC7Zmnw6/bQbfzlX/4luAgHlVKFv/iLv0DDugbZUUh7G926dUv8dyK5LOiCN4MAAFuDDf6wH+w1Fga1AdaHrSmmIibQEtMK5YRRuu/ngzS6JU2xExAaxRam5igmPhWK2O83x/kQCg1BrbZCodCD43xpxZFRpYJZpUpr676UZPM3Vu4Yn8+HoaEhWK1W8e/FWhJHa+2zeLVD4oggVjBrqceCtCmmyWTCqVOn8r5e4YPsxo0bAICmpqa4nkOLMZ/q8tzEkdvthtfrRWlpqehSp1aroVKpcPjw4Yz33W6348CBA5icnIRGo8Hs7Cy2b9+Ovr4+WCwWKJVKtLa2ihGz7dt3wO12Y8OGB+fr6ekBANH4wWKxYGxsTEzpCwaDYBhGjDzMzs7CWF4O+7p1SWORG+ORI/8d//t/vw+LpQJDQ/Wor4+lkSUen8tzXih3tnyE+I4d1fjEJx7C7dtRmI1GOHfujDufIHZ1UR3+y5HDqFSXgWXZpN5Rf/qnx1FXVxd3bvdFN/TTeli2WzD9H9NwX3SnFEfS6BnHcbh9+zZ0Ol3SdeSyoNNUaQAAvIJHz0RPrF5nTok94RT1OvMCrdA1R9mkrA165sWhdTMq9fKugXq1Hnq1fsEudsFgTHwKNUcqlREqlRnRKAeFQgGVKn1USmycXAQ1R9lEElMdYzQaYTabwXGx615rZQtr6bN4LUDiiCBWOGvFYlXaFHNgYAAulyvv6xY+yFwuF9rb28WeQ9Jmq4XOGxfSkhSq7Ny7NBoNrl27Bo7jMDc3h8bGRqxbtw6zs7MIh8NZ3Xehp1IgEIDJZMLHPvYx3Lt3T4wUVFVViecIheyoqbFDesqnnnoKb731FsbGxlBWVobr16/jnXfeietz1NraCgD45Cc/iYqKCvB1dXjP7YaSYTKOz2SqR329BVZrzNzM53tQY5NIts/5xYsXMTw8nNKOOxvyrR9oaNiOF1/8G7CsB43RKGrmHpgWJEZp7s3cxexo7HlL7B01M3MT27bFi6OGbQ3gfsrB7XYjykQxEZ4Ay7Ky4xKiZyzL4tvf/nbK68hlQacyxZYLo/dGcXP6JmylNuhVevjCviRxFIn4wZl4qFSlKORSP9uUNZvhgTgUUuwSxW7/dKxJbaKLXa5oNPG1SkqlAVbrvqxrjoDcGifL1aMVimwiiamOMRgM2Ldv35qtOQLS/40is4aVBYkjgiDWJMIHmdPpFD+0FjNvXEhLyrbmKBwOx1l0C41Ks7W0Bh4sfm/dugXHfN+g8+fPy0YK5Nry2O12vPzyy2IKXUdHR1KfI7vdLtZDBYNBzJWUoKSkBD+PRjOKCqMRqK7WIxqNOT7LbTbnsqhgWRavvPIKOI7Dz3/+87zFrdBbSqi7yvY5UKvL4XCUxzIK59MfBaRRGrVCjfraBgzeugWO45LmtKHBIc6J+PptDrz4jRdFQf+T8z/BT9/9qew1CtEz97yroVAfJncd2YrO6FxM3E/6JxGOhMGF5iMECfU6ooBRzQuYSHlWAiEbsk1ZK9c+SK10D7nh+qULr7e/Lkbmjh07hooMTWqzRaUqS/qeQqGHRpN9VCrbxslCD6xIJJatuGdPYQVSNpHEdMfo9Xro9QuPxiWy0t38yKxh5UHiiCCIFYHT6cSuXbvg8XhgNpvhdDoLct7ExeFi5Y0LaUnZ4nA4RItuo9GIT3ziE7BarTkbR9jtdgQCAQSDQWzevDllpCCVqZhwzNjYGILBIDweD3bt2oUDBw6IwlIQlC6XCzzPY5ukoWq6sRoMwK//uh+zs0BVlQEGQ7wYApDTosLtdkOhUGDz5s15i1u/34/x8XHMzMygu7sbtbW1WT8HcT1vTPGF+tIoTW20FvdCpWDq6qBSqZLmNBCwY2AgPiONj/Cor62Hu8oNrVqLdQ3r4L6dfI1+vx9Xr16FwWCAw+FAMBjEBx98AKvVuqDnOXgrJu7XN6yHzWADN8jBMGdIihqJAoYpz6rmJheyTVnj5u/DyPAIjvz1EYyOjmK0Z1SMzLndbuy175V9ba5Eo7GUU4Xiwe93IBCLSmVr751t4+QHPbBihh3pIq35IH1GbTYb1Go1/H5/XBQoXbSxv38+GlfAVMrV4Oa3mJtuxOJA4oggiBWB3W7HyZMnFzU1YTHzxoW0pFzHIkQK/v3f/x0qlSovUSjdJU8VKZDWz6cSKAzDxNUpidc2LyhNJhN4hQI3h4agyVJcejzDAACDYXPSDuuTTz6Z06LC4XBAoVDg5s2b0Gg0eYkBn8+HQCCAAwcOwOv14jd/8zezfg7iet4IKXXq5Oa/3D0OMxyHdcYybJB53jwe4M6dO+jquiV+X3A7dDgcKA+UY/r6NFTW+DkWHMPu3bsHpVKJTZs24fjx47h9+zbMZrNYU5fPc62pji3+9Vo9ykrKwK3nZCMEgoBhBu5AoSyDale8gKmqSu1Wl4lsU9ZuemL3Ycw9BnVYjYc3PIzRnlExMudwOGRd7PIhGHQDiBdCanVuUSmxcXKGnDlpD6xUkdaFYrfbYbFY0jrP2e121Fpqwfk4RPwRKA0xsVKoaJyUYnDzW6jDIpk1rDxIHBEEsWIoZH1VqnStxarhEtKSFOrkxViqtBG73Q63242SkhJRILhcrjjhko2Qs1gsGccn1M/rdCy+/OUvY2xsDFVVVTh48GCcQJHWKQljlArKm+FwrOZn/fqs5jEUenCMdIe1p6cHvb29CAaDYnrY2NhYyjobYSy///u/v6CaI6GwPBqNwuFwYMuWLeLPUj0zQn8Xna70wSJy3iVODP9IFr6qMgMq5j9+y2Wet9lZFt/9bnzErNoWq22xl9vxp8f+FLdv38b6bfFzLHUM0+l08Pl82Lp1K4xG44LTelRlsfHORebQN9UHtVItW68jChgMx2qOEgTMQu26s0lZqzLElJbOoYNeoUdgOhAXmbPb7eibmu+HVeCaIwBQqzP/vkmJ8jzg90Px3ntpc+YMBmDfvsWrORLI5DwX8Ucwc3FGKP1C+Z5yKA3KrP7O5EoxuPkt1GGRzBpWHiSOCIJYcyxHDriQlpRYc+SPRPD6wADuCFg76AAAIABJREFUjo6itroan21sjBNI0l3HUCgkupqFQiHwPB9XR5GyR010XpgpUu+SCwZn//zPb+L8+fNQqVTo7e3F7t27oVKp0NPTg0AgAI0mOT1QKijvud24n2kyJEKhvv7Bokuj0WBychITExMYGIhZMKtUKuzevRvnz59HR0dHRsv1HTt2YMeOHUJjQFnS1TGlKixP9czI9XdRqRDbbpZer6RYJNrycXB6PRRqBiqZezI46EY4HMGGDZKI2d4H43Q87IDjYUfS6wRhFwwGodVqYTQaEQqF0NfXt+C0nmg49gzd8t2Cf86PjdqNiM5FZcW+QqGHpnJTwWtPgOxS1lQRFXw+HywWC/786J/D7XajcUNj3DWncrHLFbmaI34+KsVkGZUaCASA6WlsziJnTq4HVqHJ5DzH+TiEhkJQW9VQ6BXgfByUBmXS35lcmuGmopjc/BbCWjFOWi2QOCIIYs2xFDngiQtwIS0pkRu3b+N//eu/Qh0IQMPzaPrDP8TO9evFn0t3HXt6evDGG2+gqakJvb29YBgGW7ZsyXgNXV1dGaMpQnugiYkJADGhwnEcIpEIDh06hBMnTkCn06GtrQ21tbWy52FZFt956SVwHIf2VIItQShMVFTAPTGB8vJytLW1QafTYXh4GI2NjWhubhbvlbTpbbprTSeKhDFmEsZyheVyzwwAXLlyBX19fWhsbIRWq4bXOx0TVNJxJBSLBD+cQL/ZFNfnSArDNCIQqBXTcDQaDd75xTtwOBxoWN+Q0vlQEHZCzZHBYEBfXx9UKtWC03qC7pi4r15XjerSaqiGVAgiKGswEgj0A3NzMQGTZT1NtmRKWfP7/bjwzgVEIhGUaEpga7Kh7uE62K3x97gsWhZLC4s+SAvLh2g0BABQKErE7wUCMWGfbc1RpVodq1HLImduvqwnP4f0LK3uMjnPqYwqqMwqRLlYNEdljC0lhQ2NzZs359wMNx1SN79MBi3kCkcUAhJHBEGsORY7BzyXyNQUy0IZCMBqs8E7PIwplgXWr5f9kH/55ZcxODiIwcFBbN26FTqdLuM1sCyL733vexkd3OYNzvDEE0/g+9//PoLBICorK/HEE08gHA6joqIiozhxu90IRyJYt3492Fu35I+TCIVxvx9//d3/Aa9Gjbm5MHQ6HZqbmwEAgUBAvLaWlhZcvXo1q2vt7+/HunXrsHHjRtljshHGcoXlic+MYPseCAQwOjqK0tJS1NdroVZPAbAD872hoNEkFYtoNlhRry2BSiP/Ebx9ew2OHfuv8HhuQaPRoK2tDfopPZQqJf7bt/8brIFY41U5YaLX6/Hwww+Lwq6mpgY1NTXYsGHDghaNYs1RiR5RPgquiktZr6NWVwC3BgD1rYL3OcqUsubz+XDlxhWYLWY0VjVCH9WLaXYCEX8Eni4P+AgPhVohpoXlQzA4BCCx5ii3qJRZEEdZ5MzlXdYzvynx+WcimJxR4j3swX08eI/E+pl0znNKgxLWfVZwPg4qo0qcu0qJ5WWuzXDTIbj56aam0v5dJVc4olCQOCIIYtlZaqvWxc4Bl1uA11XF+tYoNPELyqb16+EYG0NwYgK10Sia5oVR4oe82+2GVqtFa2srbty4gWeffTbOhjzVNbjdbiiVSmzcuFEci6W2Nmm+b8Zq2OF0OvFP//RP6O7uRktLC5xOJ1iWzUpMOhwOBMrL8cHUFKypjpMIhbHxcfj4DaiuXofJyX8XBZHJZMLhw4cRDofFa6utrc24Y3z8+HFMTU1BpVLh29/+tuxxUpHD8zz0en2SI5dcYXniMyPc402bNgEAamtr8fjjzgfnmY8sYfPmpGIRlcEAq+wMxigvB8rL6wHUo6urCxzHofKhSty+fRtutxs1j9SkfG2isBNSooxG44Kec6HmKBwJo2+qDxqlJmW9jlptAexbZH+2UDKlrBmNRqyrWgee56FQKFBXUQeDNsFRz8eB7WWhsChQX1UvpoXlg0ZTg0jEj1BoVEwfU6tTWD+mIMLzAABlFjlzeZf1zG9KBGesUEAPI3xx4iixfiaT85xCr4BGH9+bySyxvMy1GW46BDe/ngwbG0uREUCsDUgcEQSxrCyXVeti5oDLRaaEtKTE3X673Y4Tfx6ri1g/b2IgLIilH/LCOT0eD+rq6sTC8kzXkOjgZmtokJ1vqVuY0+nEwzsehi/sgz/sz1pM2u12HP/qV3F7aAjNqQwZJELB7PVCf/VlzMwMyAqixHNnsvHmOA5btmzB0NBQyoWRcC29vb0YHx/H+Pg4pqam4hy5UhWWp7J912q1eOyxx2AySURLdUKhvmThGw1FMReNQlGigFqm5kiI4qlUD56lwdFBqPSxZymd82FFRQXC4TDC4TA0c3MITkwARiO01nRyLDPRUEyUuGfdCMwFUFNSg2g4miT2gXkBYyzNuuYmFzKlrBkMBhzYf0BMCdNoNZiLzEGtVIvR2AZbA8pt5QAPQAExLSwfGEaB2dlrkKaPKRTa+Z9l93dsUOhzdOdO7Btpom3zZT1IUz4oz/ymhAocolDAh/RiJZPzXKA/Nmbp37PIvOWlUqnMqxluKgQ3v0wR/4VkBKRLx1uIwyKxMmH4+R2LtQLDMEYA9+7du5dUZEgQxNIzGgrhJ1NTolXro6WlqC4pyfzCIifxw5a7F1vxCjvwUvruxywMhPqTVOkh+ebTX7hwQaw5UttsGefbH/bjInsxVo+hUGKPfU9SP5sFwfOxaxkawtzcHObm5rB169aka8q1AWwuKTWjo6P4yU9+IjpyPfroo6ieFzTZGFhIxxeNRlFTU4PGRsf862Tqy/pi7mjYvBn3++6jnwukrDmSHCq+z62BW3Csc6BhQ0Na58PY6/uA+/exeXwcfUNDgFKJzc88syB7s/t9sWeUWzf/HA/FnmO51L779/uAcDgmYGQMPFKRTQR5bs4DAGmjMyEuVgdUoioRXel093Vxz8fRI0dRbaqOSwvLfqAPancCiglMTb2FkpJqKBR6lJY+ikjkHgBgakqX1fM7M2/7Xu7zxb6RJjyU+GzkOu7qUh98MMZFjQRyWQ7OTcfGrLY8qCnrmx+cEG0S1pcLNeaIzp9HsUg1R5SOt3Lx+XxCnWkZz/O+Qp2XIkcEQSwrxWDVuhgkRRlkRJFAYhPIVJGaVNGTTAuC7du3Y/v27SgvL4c/EpGdb2lbHl/Yh6GZIVj1VuhVevjCvqzFUXheWGjSCIv/OHsWL7/8MjyVlYhGGXz5y1+WFUa5LFiEOevr68O6desyLm7SOXJJC8sFm265wnThfkxPTwNI6HkTii3QIQhPyU68pkYDe0SRsuYocUfabrfH6ozmI0qpnA+BmLCz2WxQTEwAQ0OoFSJWC+wYqql5UHMUiUbA2TgoFfKiQq2unK85cme9is82gpxNytr5K+cBAP/Z+Z9RXRoTvP/x4X/ERWNvjtxEbWMtlLlGqRMMRbhHjeB5Li59TKHQYnj4Dl566WRWz2+58PufRc5c5UJM9vR6jEEPILNYybRBIBVFAjabLS7FMBQann/bhdWdDQiRNb0+YwQ5n4wASscjElkdqxCCIFYsq8WqNRNCWpKiJHmxYZFx9Mr2Qz4bEVEuWNEh9Xy/997IfHSpCpYqC8xaM7gIB4VGAaMm+yi7OxhbuMtFRITx/nVbG/rcbuDePVRUfBwsm3z9+SxY7HY7AoGAuLBLRzpHLqGwXM6mO1EgAQ/S8DhO8pE6FCvUF8WBZOGrMqpgSfPxazIlf0/qdpjK+RCICbuRkRGoQiFsjkRiTmgGw4I7hgqpZyEuhP7p/ljNUXmqmiMzYH8op/Nn2+yT52OpW+lS1h5qePDeSkYJX9gHW50tLuWKmWXQf7kfW51bcxpnovOgjrOhpOoZ8Dwvpo/FGilfz/r55eafV/GJSLOxYM6tnCme/n5sAtCPzGLl2rUB+P3Ao49ultXUfHQ+KqR4ILSMRjVmZnowOxuTuAZD04LS6QQsijCiER8iEb4g50tksQ16iJUHiSOCIJYdqVXraiU4lGa3X5I2kivZiAhuvohFNR8lSpxvlmXx/7P35kGOpWl5709n0XK0S5lSbsqtKtW19DrNTA/T04zNwPTt8OC+YTBjwtfYeMHmmoAAe+yxMbQx4YvBYZuIS0yYeyEM4Yh7A4PBXOMYGF+uaejuYZpheq3u6tzXyqUqV6X2s9w/vnOkI+lIqczqnuqq0fNPZmUdSd93dHT0Pu/7Ps/7K7/yc7ajnc4LL7zAc3PPUagViPqj52qpG7HbqLpVs1ZXVzHicUilOD4+Znj4Dk8+OdnxPBcNWEZHu5sVtKObI5cjLN/Z2ek5DNOBQ8ZaZt60r8MlFjEqBjXTRA7KnhU2dxXPgbvy2KsKWa1W+aVf+iVkWSYqSfz4D/4g4w89ROguJ4YaFUFK1oprVPQKY4ExzKrpSfYty4BouG/NDXhXkI2i0eGIVi6LacW9qhHTo9OAaA/9w9U/xDANgmqQz//Tz7O3tcf09DSa7E3ez15oq/OgEh/BUsVz+Xw+jKJB/aRCbnis7+t32Uko9KE5smU9XCiHNDSENAzc7vwvd7WyWISlpWEMQ/zuMY+W8mKn5qhaPaRcXiEQGEaSNHw+1dNd8DzzjwyjiK/4KjIGR5W7swTvhsGQ1gHaMSBHAwwwwD3Hgqtt4kGF05bkhcW72H8/JGLZtqJztADt53t1dRVJOiWfbxKsiYkJNNXbyrcXYorSs5o1PT1NIhbj8uwspUqFH//xv8vkZOdsolwux0/+5OdZW3uXqamrfQcs59GSdnPkcoTlZw3DdOC04V2+PAXYM2/aj7WPIZ+nul7tqTlaWWkc2oAzhFXySy2/t+Po6IhyuczExASFkxNeXV3lW4aHyV/YA1qgui7aBEenRhmNjCKvyT3mHC1BtYamzTXbCs9Ae0UzWIGjl48cn4OG3baqZs58rnJNXN+FWoE/vPmH6Kc6H5n5CI8+8igPzZ6votW50FbnQSMoUS6+hSQFCViXOHr5iKq5iF+Cn/z8T7K+t35mwJ11dFl99MwtCW54Mc1RKsXNvbMPKxTg4CBJOi04vVdHpjrcWe1dX79DtVplZER8XmQ5jGWZLcYc551/pOsFypU1FDWFKofvyhK8FwZDWgdwY0COBhhggHuOds3Ng4hejljDHvvvV1jcT9Yz2yZiaT/f09PT+HwBlpY2CAQEwVo4sImDbdfc73qqpsn8ykrXalYul+NffP/3s7W1RfaZZygUymxu7nDtWitBMowikcga168HgDUMY6KvoKiyvw+FAsHhYU+NjXsf3Ry5luwINJ/P9xyG6cBpw2uZeWNXAwgGnYMax/vHemuO2o3ugBa3w27OhyDObyQS4eDggOlajafSaUbGxz1f5zzwj4kAXgko6KaOntVRJO/1q2rG1hytnSuKdyqa8/NbvPPKBuNbMWauZZA0qWG3raqJM5/nj177IwCmh6d59b+/im7ovPvyu3zsH3ysoUGq1cUcKr/av2FEc6FN58FqaR7TrBAITKDv61TXqkhDQ0ghiXR8hKmHps58urijs+yjZy5zNjfsjj6t7qJRiMUMajWIRGTPjkw12XnPGh2dwTAyhMNSV83ReecfKUqUfTOEVSmRC0fPtAT/Ro+FGODBxIAcDTDAAPccXpqbBw1OW5Ic7PzCTrbt/yJmBL3+P94mYmk/37lcjr/xN/55Q3OUy+U4KB9caD1rlQrK+HjPatboo48y+uijkEzy9ts1z+e50BDJYpH13/kdMAzyU1Md/UD97iPjikB7DcN04LThtWiO1tfFT4ccuGfARHprjmJthTTDKGIlj0RgWCzi9x1BxDtIrNVq/NW/+lepVCpcHx3l0tzcXRkxuNcMUNErLOwvEFACPeYcJWDy/BWahXKZ5aUdfuHz/wWr6iNzmOZH//pHmbmeaSQXTFO0iEpdiBnA1amrAKwtrDFxOsHo1Cjba9vsbe01KkeLXxeVvHNrjgDsiiP5PIHAOIHAOLIcxogaKEkFqx5BDit9W4TXbdKiOnZxPYL6xNncsDtc1cteuHQJdnftEpVLn+QeFGsZtuZIbn4u4vE4liUuXp/P5zkM97zzj2Q5zMTwZzGNAolgquc94F6NhXBwUTfRAT58GJCjAQYY4J7jbjQ39wuctiSvbH9jCKS9//fbPalui1hUmxR5ne8nnhjliSdGG4F5KtTUCpxnPaN+P6NTU8z2qma5iEIu5525v9AQyUKBsWJRmB949AO172N5eZnx8fEORy63gcVZwzCh2YbXssaxsfaDxE9ZxigbVE0TOSQT8Mji12y+6Pe72pAkAwp1lBugoIoAOibInzsoC4fDHB4eomkaK8fHJAyDcKmEdpctq0ZZrH+9tE7NqDERmMCoGJ5k3zR1CId6EhgvDKkqry7ucnwcZ3IyzB632Egc8cTT+YbmqFIRLaK9NEeTI0LD5qv7UGWVndUdQkqohaSPTHmU5/peaLPi6LSOWZaJHJZJP5emdlJGifRvEb5yDs2RewbWudGn1Z2Y6dNZonLP+ikvdWqO6vU65fI8iqISsC5hFjRBEF25mIvMP0oF4kD8zBZfx9Qj7DPBrLBblpmN3A2b7B8DO/AHCwNyNMAAA9xz3I3m5sOGbtlDpy3JC0tt+3+/3ZNWbBGLE+B7nW93tWJjY4PllWWmp6eZmpw613oca/Bor2qWiyj4fCfOCloO8QqizszMRqNERkcFMZKkDt2Pex8BK4C+r/Pem+9x9fGrLce5DSzOGoYJzTa8S5cm7bUHIRJpP0j8zOepbvTWHK2uNg5tVNBkM418UMFcvYUvNQshDalQYOPgoCUo+6Ef+iGWlpawLIug38/pyQkPP/poT3LXD6obgtyPTY+xebzJW3/4FuPj41z61KWOYyuVZahUhebIaSvsAylV5aPXcmja19nZKRMKwtVvnWghGX7/2ZM3i9UiICqi3/G3voPd3V2+98nvbblmUiNn22Z3X2jzsYZRolRaQJZDaFoeSZMw2aLu86H24QoHTROTfnrmbPngxTRH57K6600q1ExntX9lZQXTLDI9OsPRV4+wdBOf7CPxyWTLeyhJGn5//3rG0+J7AEQjV3oeF1UUQhjcuH0TzWcQKS2TnXqfZ7R1wcAOvIkHoYI2IEcDDDDAPYeX5ubDgvdrEKnTluSFTJ9zji6KkTYRi9f5dsby7O2JPeyzT61W4wf+4g/w1FNP9b2eik18gr3aWVxEYWND9Olcv95pyuAOovrKzIbDlP/cn4NCgVAm09FO5pzXlXdXyO5lUXQFlsCYM1qCN7eBRaqP2TNOG161KlrpNC0PNgElFHIOahwfGA8wZcjIfu9zpOubrK+vEwrlGBtLoShJKosWai2ClBqhsm1BTEKLRln9+tdbgrLd3V00TeO3f/u3uWQY3Eqnefjf/Jsz93AWAuPCWOHW7i1+/n/7eSiDX/HzE7M/0fE++P1ZWF0EZf1cUbxpWczlx/niF5/n3Xc3uRTMMCmlW45RFA+f8za89PpLgJhz9MzVZ+Aq5BKta6zW7EGxfm/DiJ6Oai7tTrW6iWXVUFVBjMsLZUwzTuhy/4memFMG6qNnrn0G1rlwLqs7u0TVJUxUE533EHGfGcFXClBd28eM3EYK+dAL0ZbPV7ksqrH9zj/aMkWioTc1EqYenwjL7GxtMBZO4Od8M9ruBgM7cIEHpYI2IEcDPLB4ELIX3yxo19x8WHDeG32v7KHTliSHOgOTxF3MOeoHsTYRi9f5dsby7O6KPYykRvj93/99fnnvl/m93/s9XnjhBZ555pkzX2vdZlk9q4AtGfIZKJWEmCEabSE07iCq17l1f9bLpZJ4/S46m1wuR0bNsP9f91E1tUXs78BtYHHWMExotuG1aI42NsRPhxy4Al85LJPAO0Dd2Njg3/7b1mtubOw5qtIRshJFVmX827bmKBzuCMrC4TCJRIKxsTFmx8bY2dlhd3f3ritHzvl570/f447vDlNzU+zc2OF3fud3eP7551sHHivxC2mOGhXN/AT5/AT6Yb3jGNMUf5Ok7veM6zPXG79PJbwNEZZeEwTdS3N0pqOaS7sTCEwQCEwg29bg6pCKShpF6f+e1hic7JCuHj1zXjOw+sa5rO7sElWX6pep258Lpfm5iMViWJaJIQntlV6LofjlDu2Vqp7POXFU678FMhOMMRWKYdntuOeZ0XY3GNiBCzwoFbQBORrggcSDkr34ZkG75ubDgvPe6HtlD522JC/NUWMI5BkuUl7oJwlQs0Usfrt9x+t8O2N5QiF7D++uItdkrl69yuHhYd9fcmN+7/bBbuvMpWow/zW4UxMZbZeJgjuI6nZu2z/r/+R7vqejUtYOJaqgJBXqtTpKqFM47zawcGy6e5GLZhueq5Wu3SHOJRYxSgYV00QOSR0VttXVVapVmJq6xObmUsNWPZS225AsC+WScEqDzqAsFosRDod58cUXWT48xPL7WwwmLgqjJMi9OqQiKRK33rrFe2++h64HeOWVZV544cd56KEJwCYwWqAngfGCU9Fs+h10Pr5SES2iXasOxSITptJoqSzVBVnW1NbP3ch092vkTDMQl3ZHljUsy2B9fZW1tQ2mp6cZH89imjUkqT8nvMbg5Pl57MmrXU00vGZg9Y1zXQe9S1SV5U7HxFqtRrk8j6r6ST93Cb0Qb5lR5cBr9lEvxOT+74u3DIm53J9nRK6fe0bb3WJgB/7gVNAG5GiABxIPSvbimwXtmpsPC857o++VPXTakrzQGAJ5zv33mwRYtUUsToDvdb4deU40Kvbwyp+8wm/91m9xeHh4ri+5iEfWu2OdP2G3YikKVmEL1t+GXE7YI7tMFNxBVLdz2/5Z3zMMLk12DpV1wxHOv/v6u8hhmUy4NWh0G1gM9yFid9rwLl0Sa5LlUGdw6xKLVDerLHbRHE1PT1OpZLlx45R0Wpz3cnkBs2IR0i4jry9hVC2Yu9wwQ2gPyvb39/nO7/xOpiYmME3zfRmuXN0U5P5b8t/Cz33+53jxV18kdpJFj3yc7e3b/O7vHjIxMUE4bBOYckVojpy2wj7gVDQtmxNbpu2IJjXX7/f3IL7FIrz8MqVSASQZ7dPfyR9v2y12l59tOTSV7R6gn2kG4tLuGEaR5eU/5otf/BUOD8MossIX/sn/wtjYWN9tYyN+v1j78jI9J6/iPQOrb/RpdZfNwu5uZ4nK3dLnz3YSv9XVVUyzzKVL40iKhBKU8PmsjuMsSySD3POPeqFQnAcgdobmCISph6UopFT1gR4q/mHFg1JBG5CjAR5IPCjZi28WtGtuPiy4yI2+W/awl3NVtku15Sz0mwRor6R4nW/3WJ5cLscT2hOMXB1BOpTO9SVXtnUNIVdFpH2du1/5Crl6HfJ5vvbeMqfzKzytqgxdvtxiotAeRHmd2/bPenpujlIwyFk0U9Ikxq+NewZQbgOLZB8idqcNr1oVrXSalhetguIfzkGN4wMTAaYNBdljiGsul+Nf/IsfYn19nWvXxH7r9QPKK1WqahVtaIjqYhXWq55VyHq9ztzcHNeuXSNXLlOuVATxtHHRduPAhCD3sl9mZmoG6a9IvHRzgcXFOuFwkEwm2+C1fv+IrTnaOFcU71Q0UynxnpTmOx3RFKVTm9ZAoQBra7x3sI4RCPAtH/s414a9rbor9gUf9DCMuHXrgJWVGLlcmsnJK52aI5d2Z3X1a7z44h+wt1djbu46B28csPWnZab/cv+tYDFFERq1/X16Tl7FewZW3+jT6m5nB/b2RIIg42G8AKDEO5/D0RypaozSfIk7pRX0aYlsNN9iqV0ui2psv+TxlinuCXKxMXu3qzt9SlWZ359nH7pazQ/wweJBqKANyNEADyQelOzFNwu8NDcfFrxfN3qnLUnWOklS/IxgpRv6TQLIcoxCQXSthcPe57t9LE8mnCFzOUMieD4r3A0PzVH7OkceewyyWTY2Nvjir76Ir+LjxcOX+PFPf5qJFs3R2UFU+2e9XCyyub5O/krvLHN5oUyAgCfBcJNJx6Zb7iFid9rwDMP1PrbbMrta9WRNJt5FcwRw9eoEV69ONP6tqil8U3ZgG9HwX9O7PLJJ7GZnZ+HoiBA0qjd3027sXLeleomF/QVC2RA/8TM/yq//+glDQxmy2aEGr1WUGEydX3PkVDQvB239znDndWqaokXUs2UtGoVkkkkMrHgMolFyXaLo5TdEJa9dc7T23hr/+qf/NRVfGULwwgv/nFyu7Tls7c5GKMTP//x/4Pj4hNdeu0mt5mc4MszUw1d7k7g2VE0TwmEC0ajIUkQiHU6LDtpnYJ0LfVrdFQ2Dhf1Fwj4fmYz358is25ojtV1zZGBZBrWUxOtKGF9NYvHoqGXmkNf8o14Y07JOUZCdnT1u397ls59NNto4W9ZlWaRC6Qd6LMQAHzwG5GiABxYPQvbimwV3o7m5X+C0JXlm+50hkH3svz3zf1YSoFiE//E/apgmBIN+nn4aAqHO890+lue8pMjBeKCzfbB9nRNOS9ybbxIIHDI1N8n29gEre3tMPNQMqs8bRAFMOLZ7Z0AdUtF1vUEU3HAbWDg23b00R802PFcQPTHRfpD9wipG0aBsGsia3FJhc+Cu4gH2DB1JVNBME0WThFW5B0ZGRjg9PeX09JRIIsHp6SmcnhKJRO6q3dgoCpK4WdnEsAzC5Qw+Ncrf+3sTmGZrNt80axBS+9bcOHAqmk2/A68K5yrQhTCHw/Dcc6Rd5YXT6ikAkUCrtfrYzFjHw42iwervrhLbi/HwVJb31De9z5Gt3Vl96y2qVbh69WFM08e3fduneP755xkfz2CaVSSpeyutG2uVCsiyIPRtmqNisUihUCAajRIOh1tmYJ0bfVjdOYNUj0MRJB/MGYbnINXKSqfmqFqtcnDwBvV6HT12nd2gn7RPRUXMIGqSozOqscXWElFU9lEsweuv7/PlL/8GUObP/uwWP/dzP9bx3ghJtQ3RAAAgAElEQVRTjxD50IerRXuA+wsDcjTAAAPcc1xUc3M/wWlL8sJKn/vvlvnvFeAWCvDaa/skkyaXL49TKMCWr/P12sfy6KZtMnDOQZ7dJtK3rNMmCtPT08hykdJbLzOuaR2VrzODKDrPyT//0R9lop2YeEBNqazMr8BRJ/FxG1j0Y2bgVGsuXRKvK8tas52ueZBotRsZobojs+SXus45aq/ilcuLmGVbc7SxhFGxNUcezoexWIyvfOUrADz76U9za30dFIV8Pn9X7cbVLUE6J2YmKBbhtd8C06jim9Q65DGVyiqUykJzdI7PtFPRtGxObBm25kju1BwVa0UKtUKn6F7TOKYOPp048PLGy+JctGmOEplO8q8XdNJGGj9+tm+d4Msmvc+Rrd2Znp4mGLQ4OnqN8fEgzz//PBNjE5SK8/hkX99tY6MO05mZET9dxOjll1/GMAxkWebpp59ma0v834U0R31Y3TmDVKvHQYI+icKI7vmZ9o90srN3332X119/lWw2S91XJHBljroEkhRozD8r1oqcVI+I+qNEAh5lMKdEZBgNg5YTawOfApWKSb1uMTmZwTTnPYnrsKpiWiamZSL1qWm6W3i1qr5fbrkD1917gwE5GmCAAe45Lqq5uZ/g1U7nYKTP/V8k8x+NwtRUHMtqzkX112XMgoFhNef7tI/lWT60Z/2cs2+/ZLehab1mqdhkIpfP8/3f/7fZnZ/nz3/bxxlv24tlGRhFA+PU8nS9gs5z8s72NsnZWc7yqLJMi8xwpkXs735OEKQp0YeI3WnDq1ZFK52m5aFYxCga6GZArD0ahRs3YHubQB1mPv5xZI8qG3RW8VR1uKk5Gh4WmqMNb81RrVYjn88LZ8LlZSYNA2ZngbtrNw7kbM2RKnO7WGWpZJBNBzjYgDfeEP4BDpqao81zRfFOBTnpL0OhQOktGbRwh+aoWCvy8sbLGKaBLMk8nXMN+lxY4M03/pjS5ATPPvUsD2ce9nytUtl2sXNVGJSoQmY2w/f+pe/ldvk205/tco5s7U4ul+Pzn/+bbG7OMzX1CXK5HKX5EqaZONecI4c4sLsrftokplAosLa2RjqdRtM0CoUCIyN34b7Ww+quaBgUdB3J5yOpKByGakQVpbm2Niixzr9HIhEKBYtYTCZ8YPGIukn8yaGG5sh534rlNWSfzKfnPtfpJmfrxkinGwYt21oMAvC5z5ncvLmMaZ4SCpmexDX5DdYceSWsgPfFLXfgunvvMCBHAwwwwD3HRTU39xOctiSvAD/W5/4vkvkPh+G7v1trdKkEMah89RSfAUdymcTTCeSw3DGWJxsWLTjnzVxunjHnqFgrUoj6iPojhIGJiU8yMfFJxq92npfTg3kKf3ZCwLgMMo219jonAUVha32d/NWrPddZXizjx3+m5qhp0939PXLa8NyaI2NhnZOvn2CO2mu/bCLfuQPpNLKmETOrXYdxtlfxVDWJNG2bAIQ1AteMrmtxiN3MzAwcHxOEZn8eF2s3Fl1OspDB1Ircqi5QT2rocp5EAtrNARUlBtNCq3Ke62e5UsFXLDL7tdfAMFCrFnz8E+Cy1ygUDljeW2Z+d56x5Bia0jboc2iI/BOfwLKNNMZj4x6vBKtvrgJCc+QQg2hQIf1cmnghTj4y191ExaXdmZ5+iunpp5BlcY7VjIpK6lxzjhqDk9sERdFolGQyia7bM3ui0a5GBH2hi9Wd00onpjrBtyUSLOwvETZ9hGXvVrz1pXVW11aZmZtpvK+jo6OMjmbQ9Sq+ZITcpWni4RiqfZ0XagXWjtaI+4MoSsh7QKutG0PXG9mcMTuJEM0r/Kt/9WOsrXW/ngzLIhUa+oaNhfBKWAHvi1vuwHX33uHBj0gGGGCADz3Oo7m5X+G0JXlm+50hkGfs/6KZf0mqEI9DKBSkuqNTWi2jplXUsNIYgNo+licejF8ocznRpRoCdGb8ozEmJsLCncs0O3Q0UiWFsQFm0vQc1up1ToYOD5sZ8h5Qh1Xq9Tr1eh21LZPu1hw5Nt29NEfNNrzme6vHRymX/ahle+01GTkSAV1Hr5qUrACKYXhW2NqreJZlIGng88lgGMhBuhKrkZERTk5OODk5IRaPUygUwNasXAROl1P1VEeWYeyJWwRCJt/zqQzUDOJZuSNgN80qBGW2tvbOdf1k/X58Bwcs/dkRJBLkL5sgV1xrKfKVr/wXyvUyu8e7xAIxIolI66DPVIpsqmnTfVI9ASDW1sI1fklc8O3E4BPxOGHNLwYQl7tom1zaHVkOYpp1TLOOJKmoCRXDqNitcJ1OeF5oDE4+EWt1LOnC4TDPPfdci+bIkdQ1PmbFPizcHHSxunNa6dKqiiZJGKbJlcxYVyvsjY0N/t0X/h2GblBKlxrvqyzLfOIT0+i6Tjr9OFs+Hwd1cKRjUX+UZDCJaZkE1Jj3gFZbN+beU8Ru8RXzr3I880z3a0iYegS/YZqjbgmr98Mtd+C6e+8wIEcDDDDAPUe/mpv7GU5bkhdWz7H/i2T+/+iPtgF49tkZlKjCgWZhlarkos0BqO64amNjg8XlRXb3djsyl6lsylvrYaNXO52TOU6rMTRVZPwDek0o8OPxjox2MDFEIO7D1E0xbybq/ZXVck76JAFqsrvmqGpHoIFAoGHT3QtOtviSHXDLchglE0XJ1pprrxzC1aswMkJtR2bl0CQUr3q+5+1VvHJ5CaNkomlzyJtLGGUT5uY8WzVbNEff/u1sr6+Dql6YHDldTpGqTihoEfdNMDIE5rIFVAmFtA5eW6mssbO0zJe/fIPj42OuX7/eV+Y7riiQTGLmAmAWMc0QhMKU7cpO6fiY9fUiqVSKJ+PjzCZnuTRxqfU6NE0OTw9BkkhGknxlwz4XbZqj+JBoXdupVluIwcHNUyS/H3WmhxmIS7uj6wXK5QVkOYKm5TF1k3J5FUmW+tYcNQYne+jbNE1D07QGUVlbE3/P5/HU5xAOd+dLXazuoopCUlHQTXGt7tbr7O6qzCgaKY9xUKurq5yqp0xenmRpe6nxvq6vr2MYMpcvP4QiaSSrxRa9WNgf5rm55ziuHPYe0KrZmj17zycl4dAxNHT2nKOMqmJYZiMB80GjW8Lq/XDLHbju3jsMyNEAAwxwz9Gv5uZ+hpd43sEHvf+rV5uBnhyWmfyuDGbBIJEMNCoxzlie/X1RLdpnn1qtRrQWbWQuM+OZ7loPG0W7RchLxO1kjvVbm0j+GNFLUZZXtqAKSY9hq76QRep/imOc0lVz1I5Tu/0tcsZxlmGRHc62BG8O1uwINJ/PN2y6e6GpOdoCRLVBtsqknwmgW0GxdkMFy4JYjEDCZNYwqOgyOzudQWx7FU9VM+i7FaE5ymSoLlZg01tzVK1WeeihhwgEArCywpRlwdRUyzHtDmi90OhyqqgE4pBJyfh8FZZKFgE5gK/hLNd8zO3bBr/6L/89R0cV3rRbueLx+JmZ77ppQihE4rlvhZ0dSsUYxW14bVhUdupAMDGKrpvEwyFmM7OdAfbiIm+7NEePZh/1fK1isSj2Fwy2EIN4Nogqy6hqj0SFU5ms1ajtvwkBC3/6MgCV5QqWmcJ/Ds1RY3Dy3p746dK5LYhySYPAj466HuihzykS9uJLjfUCHVZ3YVnmuXRatBYqClXTJJSskpCrgEjqGEYRXS+gKFGmp6exNIuN9ZukLIsZm9SNjY2xsFBkZWWPCfxI5XVCcwrQvDg0VYP6Jj6zBHT5bNl7di6qHVMcd6X73N4GEvdgzpFXwur9cssduO7eGwzI0QADDHDP0a/m5n6GfmprVyKde/2g9z852UoVEjE/xGhpm3HG8uzuij73K9NXWFtb4y99z18im80yPT2NmlRZe2+NtJbu1HrY2OqhOXIyx4XULaE58odR1cswBCQ7WworlWUsn4WWzfc97f6WbfWWv+Y9/NNBeamMiupJMEZdEWjTpru7hqSpOXIdc+sWkmXhzztrj8H8POzuIufzSEWZ1/7EO4h18xXhylZBG9cI+AOg9dYcOcRuenqaIghLb10XZAlvB7ReBKnZ5SQ0R5Z6yru3F6jHwkwk83i9Levrd9hWIkw9eZ1Ho1E+9SlhcX1WkLdia45mvvY6GAb++iYH4x9jrVoTlZ1AgG/99k8SqlTYM464Vb1FPtIWAA8P89BHPollE4zR6KjHK8Ha2+I8XXvqWgsxcEi9ZYlz7PN5EHLHeXBvj6BRAVlCeloGBfxZP0YxjnEHfFGjL0LfGJzsUdkZGhpq+XdLAdBDn+PBl5rXk13h9DLJ0CQJze/H5/MRlmXuFFY4AjKZPIZR5OjoZbCbD8fGnuaFH/mHHH7pdxkZzZBZW4OJCSKRCJOTwk1ElVWoZ1HU1nvbwsECun5K3iaTnmjb87gmEid293E3F3tAmHqktGGUwZyjvjBww/PGgx+RDDDAAB969Ku5+TCgId52BVL9oHZLZG2VfOdtt2rvP/AB7b9YFCKWcFiIWE7eE1nz+JUmaXLcr0Mh0ee+vbqNpmg89dRTjS/NYq0oKj+GjuSXPDUDuR6aIxCZY23kcoPsTExIgiE4LMEFvz9LabFEWSq3kBijaKAXdM9q0qTRnTi4oWZUarUatVpNOLu54G5Bc2y6e2mOmm14IddCJikvlGDBXnu1KoLZQAC9oLO1bTC/rjCWkjuCWKeKZylCo1U3qsg+mWemPkVYDyD7gS6EenR0lKOjI7a2trhx4waFQgHp7bf5zGc+Qzgc9nRAO6t6pGngN3R8JiwXbgHwUDJL2K97kv3JyRF8msLi1hbxeLwvYgSiguo7OGD59xcgHif/iSGSSq21sqMeEArIBKVJ7ydJJskkmxbwR+UjABKhVtfBiUtNu3c3MbBMYR9erizZe/d430dGhLPc2hpSOo0ZVDGP95HCYUpmiY0/XSFMhGgo4Wki0o6NLpojgFRbX1vLDCwPfU6UDr7Uuu4uWLCFbnlNE4NU0yONQaq6XqBaXUNV00iShq4XSBf8DNdCBCMRwVoKBcqShM+3SzAYRNWyrJRC4NIcAQxpQ8AQitKjItu257Ak3pNFjyplO8RYiECL5qir7fv7gPuZXAzc8LrjviRHPp8vAvwI8H3ANFAF5oH/A/g1y7Kse7e6AQYY4Lw4j+bmG4FuwXe7eNs99f0sBCa7k4a1D3j/L720AwjNEcB2RJAxd3hiBQTpS42N8cILL7CwvMDU1FTLl2Wj8tMj0PAaaurGwsEC1GrkU3MQCFCrHYioJ5HoiHoUJU4o03pOjKLB0ctHThK7I/gMtlundYGa6K45qtjvRzAYbHGu6wanWjM7O2avOwLBIOq47D5I/BwdpTZf4qBQxkyF0HWtI4h1qnixMaHRishVAnqAo6MjwkdFjJKtOfIIuqPRKK+88goHBweUjo6oVCoEotEGCfJyQDsLCwtQXqkzN2MxOSvOr75oUqFmt0218trhYYsv/PDn2N6WmLx2re+AK+ZojvJxME1ME0JalOeiWiMhsbEgKoNXuvVYGQb7hX2QZdLRNF/d+irQqTmKDTWrNG5iUF4Uv6szPeZbxWJiw8kkunFCRS8iqTmsWpoXb77InYUV/HGVZ8b+ApFC5Exy1BicbLenuQPucbvHUrITJ+0zsNr1OR58qXXdXTDkqowulsus7CoNzZGiRJGqSWr7Jv64hJKIIl8KwdJQCwvb2NhA12tcvjyJqZukMDvaVlOhVIuBhSdMU+ipikWIRjk2xaaHh1sdKL3u01m/H93U0U0dRVJ6277fJe53cuG44f3mb/4ixWKEX/mV1v/PZmFnx/ux9zMp7Af3HTny+XwS8CXgE8CvAf87wufz+4D/AFwF/vE9W+AAAwxwbnyYNEe9gu92Vyf31PezIAe7Hzf6Ae//+vXWQG9spJVwFA2DP9g9wrAgHISnx8aY0MoYdFZhNFVDU7WubW6ntvV1pEtlY0gbgluLUFiDfJ7NzTtQk0h5iNFNs46coCWI0gs61bUqalptONjdOrjV+KJ25hKdFfKbuklmKIOkdFbr1p3WvHy+xbmuG5w2vFpNVFUUJQ+Fghgn45CP0dGGK19wKsgjhsrlvIRedAWxtpJ+Iin+YClCo1U3TpFOQvjv+GE8IjRHW96ao0qlwpUrVzAMg/nf/V2qhoEyOtogQV4OaGdhaAjMaIBgCiRFolwvs1S2CCpBfKLA0sJr/f4xJpUiszNhOEfgVDNNNvb32ZnLMJ1Oo8qTsCejxZuVnUxG6KdMSxD8jkGfS0u849IcPT7yOMVSkZ2dnZb9np6eAmI2j5sYqMPi956ao1pNzAp67jlq+69jBSz8yVnuVAqs7K4QMGUCvjCn1injUW8rcTca95C9Pba3t/np//gfGwH3X/trf43R0dEGgW+fgdWuz4EOvtREh9VdEynXORhWVUhWScgVIAiVIMrNT0C9hE/VIB1EGZHhuz/bwsLGx8dZWCixuio0Rz4PzZFpmZTKS0i+HoYVb74JX/+6+MzIMruP5yEU5IprJnS3+3RcUZjfX25ojhomMD1agS+K+91q23HDKxa9FZrO2K123O+ksB/cd+QIeAr4JPALlmX9mPNHn8/3ReAm8HcZkKMBBriv8GHSHHkF3w45and16jYgsdvzAp6Oa+d5notgYqI1GIi2uTgVdJ03dqskJZXLE4L0jUS8KyYLB7ZAvIvY+ZYt+s532VMqlILpZgY4EJiDYSDRSbYqlRUs00LT8o1hrUpUQUkqDRe4neMdfuZf/0wzmPy+72N0ZITo9esdz+fOdqbLaYySn8qIhiy3ZtjHXBFo06a7O4F1iEeL5mh7W7Ro5e21R6MNzZGUzxNGQrOAiB3EupzHNEeE5KrUaVOaCOpCMoFr3e0m3MQu+5f/stAcjY21kKB2B7SzILqcBAkpVAssHCxgxCNMdtEcKUoEZnvPmfLCV1ZW+MVf/EW020coisJP/aN/xvhIsqWyE4+L1sXFA9Fj1XEdZjJc/einsGwjjYgvwhuvv9GhsVq/Ic7TtaeutRADNSl+N237aEnyuI4d7c7cHMHgt4DPhyT5ifplshNZ9LROLBhn4vJEX5qjxuDkWIzVd95pCbiLxSLDLrMS9wysjY0NNhcWmJycxE3BPPiSQIvVXStMu+FG8vlIqiq3XZojvaBT3bRQUzF8flncy2RACiBn3VWrMLmcSBT4FT9WfRRZbd3/4sEiul7qrTkKBuHkRFSTNY0J3Q+hIZyOWVnufp+umyapUAbVvl80TGB6tAJfFN9oq+33u1rjuOG1V4zOwv1OCvvBhyci6R9OGu+W+4+WZdV8Pt8dHGuVAQYY4L7BB625OQ/ag283mWl3dTqX5mi71nj+djSGQJ7j+c6DQkGIWKJRkQ0/ni+yvbPDHXmb6elpUmNjzA4pmJhISPbevG+lQjPQHZNnaI5My4RIuJHxn5jwidYcnQ4djd8/QrlNcySHZdLPpRvtNO98vTWYVDc3mfKw33ZnO61AgL/9A/+YvZUh1PUqwWCgxRAh4opAHZvuXpojdxteA1NTQnO0aK+9UoFolM07d1j+vT9iaCJHVckRlhQRq7qU9EUpCrunhGfDaKpGUFbx+XxIkgz1OrKCqFx4YGxsjIODAw4ODkiOjKCfnGC06bDeeO89ipbF4/l8X9ewaYJ+oiNJsF3fRkLicnwETdE9r2fDKIMKshzyeLbuKG9toZ6ecv0kzZ07d1jfX2fq2hRD9WanfLksAvxhrYvFeiLBkMvtbf32OjeWbzCVmWrRWOXmmsGcmxhYhvi9UhXzrbpqjgAWFpAA8/IUplkl7A/z2Uc/y2Fpl6g/Qkw7u+oIrsHJJydMJ5MtAfcjjzxC0qWhcmZg3bnTPXs/1O0jOuptTgGilQ4EATUsi2R6tDFIVYkqmKE7VEoW4WgOJapQXa/iW1kgNBNqkK1SqQTsEAqFULQsy6VAh+ZoWBsGhsWg4G7I5YQI0m7Z06IhkMwWzVG3+7QYC+EnHxT3i35agS+Kb6TV9oepWvPNMH/pfiRHrwJHwD/y+XyrwFeBEPA3gCeBv3fPVjbAAANcCBfV3JzHkrhftAff7Zlft3j7PAhOdR8Iud7D4e39wCuviP4IR3P0emmbX/71/xOlvNf4ov2fx8ZaSF9Vt00GlFaykwr19tM9i+AtHixCtSo0R8Eglco+LC4STiY9NEcxgtnOAFvSJPyaeA/av6gnP/pRAhMTHY9xsp1js7P8abnMl2/tsPHmEY+Mhriev9piiFC2A8VQKNSX5sip1szOjtrrFsYL6rgggMVikcLrr1MsFPjZ3/xNtH2Nk3SM7/7hv8XTk+I9cTuPbZ2G4CRKHlGpK5dXmPVPEdIuo9xaQS+aMHfZ0wwhEonw8ssvi/WMj7Oyusq0qz2waBgsBoOYQPHoqC/d3OJiU3M0NSva2moLBmWX5sjNa6vVDSicomlzfc+dArg+M4NmWWxY2yhZhamxKcyaScrfjK43N8W94oq7x8oNXef28W1QFIbjw8yfzrMf2GdcH2/RWEVTzXW5iUF5Sfzun+0x38pptdR1dOOEcvFGY85R0AoSWCyiqxV4rIduyYXG4ORMhtFMhhdmZxsB99jYWKPqBc0ZWI6r5MzUVEf23ms2kdh09/di2EW2l8plVnblhuZIDssMf3Yco2AQTIn2Nf+YH4Kj4LoGNzc3qddtzVHdJGnqSGprwisZSmKaNUyzhiR1VmMNo4juO0L59NPIVVFxPTLXoQiZTLMa2e0+PeL3Uzfq1I26cMzj7Fbgu8E3ymr7g6rWiOTP+Z7nm2H+0n1HjizLOvT5fH8R+GXgP7n+qwB8t2VZ/+XerGyAAQa4KC6iuTmvJfF54A6+2+Fu8TnXcwa6V8XGPmDN0SOPtAZ61dNtrPpByxdtIjFBGD/hgD1s8tie9dPWttRV62GjYGuOurUKDmvDsL0Ip+u25mgf6gppj2qPadaYfhhu3Wo9PxOUGUrDa3e0ji/qWDzOCc0WAwcOiVra3qY8OUlmPEllK4oaCnUYImzYEWi/miOnDa+pOYrCyQmqDEVZFtfp6SnvvvsulWKR3MM5jjY2CJ1skErZ5MilpM8pUQiL62tIG0L3+2FDo6bUUEZGqC1W4FbN0/mwXC5z9epVQqEQ6soKiVSKxMxM4/8Lus6h309aVTHtf59FjoaHwYwHCCaF5qhUL7FUNQkpGj5RYGnhtYHAOKwtwPH2uchRZnycL/zUT7G9ttZofaysVgjOCYIs+Xxks4KcGaaohsmS3OogubzMTZfm6FtnvpVHM48SMkMtSZTCSQGAaCzaQgzUjPhdUXp8vh3tTipFrXQHDPD7BTF++623qR2f8sijj/S9b82lOQLI5fONgHN+fh5oVi6dGViOq2TpzTcZa8ved7W8brG6a0XSdQ4yqgqJCnG5jMg9QyCehnjT/l+JKBBpJX8TExMsLJRZW7vNBAGk8maH5sgwDUqlJWRJ7qjKOZbh0uIaIBF78nPISpi9giDCV1oNBz3v0zFFYf54uWXO0VmtwPcDPqhqzUWf50Gfv3TfkSMbp8DbwP8DvAKkgL8P/F8+n+95y7L+e/sDfD7fDwI/iNM4PcAAA3xocBHNzUUsiftFeUEQIC/B+1CPeTe9oJ/YmqOYR7b/A9YcjY217uPq5DSa6Wv5on1lQ+z52Wvi2NGIdwtOV62HjW1bo9PtPU2Gki2ao1AoL+IvD2ffSmUVRbKQyGPSDICOUTnebx7n/qKef/ttAGIPP9zyXA6JendlheWhIYaPwsw8InFtLkE20T6EtangaNp0d28XdNrwTNM1bHVnB8uwOInFGtdpVlVJn54yvzyPZVmMD2cxTVcQayvpQ65gT1TqUhizdmtcUCNwrft17hC7ycnJZhDsumajikJckqgbRt+6OdHVJRa5fXDCWxurhNQQ0+NznpojWQ5fSHO0VqnA0BBPpcW1Vz7xUTiFt99Z4WB/k2dmZhgbSwOwdCicIMYTl1odJIeGuP6xb8eKC1KbCWewNNEq5w6iN94V5+naU9daiIGacDRHYr6Vp6Oao925fJmgfwokqXHc6KRYe3C4v5Y6cA1O9iDimTajkuYsLHE9b771FrlcjgknUC0WWXy9BOEw+cfb7l8dVndNGHZroezzkVBV9k5XOAayWbtlbl7Y/4cfEte6UTbANMVwa/sC1jSNXE5UWv2KH7M+htSmOVo6XELXy56aI8cy3J8OoqweYtx8A/nhp8nZc47svEujSul1n66ZJikt0zIW4qxW4PsBH1S1JpfLMTxscPt2Z4LEI1/1TQPf/eZ67fP5HkG01v2YZVn/3vV3DUGYJOCS5Uxw63x8FDg5OTnpy8J0gAEG+OBxEc1NsVjkS1/6EqZpkkgk3tfKUf3AHvyZ6gyMes3Y6YXSvND9eBGuxhDID0hzdHxszzWKi/Nz+G6B7Z1d9pXtxhftrVOx57FIb/J3WD4EbJLjgbP0Y+6MP9gzfep1NI0OHY2un3A1XqJSirFJ53nz+vqq2eTI30aO3CgaBkcHFZS6TiwZIBTq3vLYnrn3grsNr7mQGqX5EkW9zouLL2KWyyQUhez4OP/9j18lMpzBUGd4+oknedwJYu3XOh0TrxWJiEqdadaQfJJoQ7LJJ12qjcVikTt37hAOh0mlUhwfH4v5QPEm+3z95s1zaY4MQ5D7SgX+88s7lKs1coEMf+7pILFRL82RuNZl+XzVVafquP1rX6FUldm7/Al2dvb4j//p1xmJraGpBf7hP/scIyOjGKogIRVfiP+6v99wkHw8EmHERWTvFO+wtLREMphseQ9PD223umSkhRiYurh+KzWRBPDUHBVE1YntbbHfS5P2fsV1pNfFcytqd+MMN+btwVZ5x8O9x7XmzMDyLFzbph6HRz4MdKLf8RBKPCvIKoDt0Nfi6tC+Bk3juF5nY/+UuCKTsy3PTzZvUqyX8A2PEfVH8a36OjRHxWKRSmWBUEhD0/Itz+ngqGLPnQomGo9xWukyn5QAACAASURBVKODQdjf/xKWZaIWJOLxp5CHc5imSFAsLgZaTo/XfdrrNQd4cFEoFJzqfsyyrML79bz3Y+Xox4Ag8BvuP1qWVfL5fP8N+GHE7KOlb/zSBhhggIvgIpqbi1gS9wsvUgSCGB2+dIRlWEiKr68Bjw6C090D8I0PWHP0J38i2nUczdFu3EKKZ3hmrJm9bSdFFd02GVBa192NFDk4y1Rj6XAJKhWhOQqFKJXuwOIiWirlqTnaLnVqjnxYjd/a4e9jzpEmSWhDGl/+smi3efbZ1tct2QGWpmkNm+5ecKo1s7MjjXXj96NO+EiAEIS//jrRcJjCyAihF9+iRBA5XiUYLIBD/Gwl/S3bbiifF5W6cnmFbD2DYWRInt7GbwaF5sjDDCEcDvPSSy+J9YyNCc3RQw+1kKNJuxrRr6HI0pLQHEUjFtWDLEMpkPfr3FmoERoSa3Dz2mp1E05O0bTLPWfrtJ9DJys+8rFJdu/IrN402d3YI7kVJu9/iNLtZb720jpPfGuaK3aPVdEwWh0kLYvd25ugqmQTWf5s+88oGAXmhuZaXi+SbBKEJVerbGVZXPf+2R5aMyexamuOSsUbKEoUTcujV3QO3lpG9iukH7vW194bg5M97Ox1mzAqdrmkgz+5LdxsU49YMsypuUJx5wDLGiaReFoQJA9S5CBjv4FFw+A/37nD1o7FuBzgc0mDsCxjJiO8tnkD3/YusiTz8eGPE9bGwXX/29raolarc/nysNCKGXUkf+v9IBFMYJpVTLNKuax3tEan08+hVw7FLKWAuGYPi6J3M5ttrUZ63adH/H5qRo2aUcMviwTCWa3AAwzQjvuRHDn9Dl53daXt5wADDHAf4KKam/NaEvcLy7TbcKTW59ULOhuLBaSUwkQy1GLzfRbagwQ3xnu0bL0feOyx1kBvItNJwo5PxJ7jMR8bGxv88Tt/zPj4OJ96+FMtx7VXflr0HrLMiR3MdbNnz4QzQnNU3LA1Rweg+xnyMD4wzSo1Fer11vMzjm3Z5VFNOrF/9grJF8plrJrJQ5dHOgTjIITlIKpF/XQYOG14tdoWYJOjkxNUCYjFUCwF7bHH8NmB7PDcMDXTIhExyeVcAautpJ90tlUskjkxObGGeO0P1vGxizpU5vHhjxDarnmSo1KpxNWrV9E0DXVlhdTQEPHZ2ZZj7tjtdr2tNZrIZMBMBlBVGN6WKFXL7JQtAsUQJzdEFaNVczQBhwtwstMXOXKcuKqWhSzL/MxP/iRjsxNob1WIVpNo9RCF/UUCQYXrMx9hZGQS3bbaDstKq4Pk0hJfd2mOnhx9EkYhFW7d7cmxuFJi8ViDGAD4s+Je1FNz5Gh3kklqpdv4DAm/X+jObrx9g/ppiYcf6V65hMZIK3tEUKvmCJfb3vKyIAZO1avDa2TJNWjKNvWolQ+p+O4gaTNImOh6QZAjx+ou1JlwSNjnYKda5dQwSGkGIaWpSSsbMluFA9JhH5qiUVJLxCZaP7O5XI6FhQrr60Jz5CtvEZxTcE8d002dUmkJRVIoFGIdrdGalsW/uYnPOoV8FCSJ2/aVeqWt9dbrPu1ojg5otv6e1Qo8wADtuB9JxDvAZxDudD/v/NHn8yWA54FDBlWjAQa4r3BRzc2CPdCjV8vTRVBe9NYcKVGFRDogvpQlb1vubuilOTqPJfhFMDLSGgxpHtLLP9kUe74W3eenf/qnKRtlFEVh9qdmW/rbHa1HPp2naBiteo9Egh277asbOUoEEzDTzABrWl5wHI8YulJZYzRrsrmZx3St+YjurX87tq6iXXPkxpCqUl0pE1cVtEudQfCEKwL1tOlug1O1NM1p10J2RItWPsLish2cAWHgL3zXX7ADwSjBoKviabckBoNSo0UqYRiYx8e8t7VEyecjF8xx9SMqyRHv9TjErkVz1PZeJM9pmS9idfGYp7/9hD+dX+NOKcXhaZjCCnz8463Hy7IGl/rXHDlOXImrV9nc2mL+rXk++ckM3/W9Ckd7Q+QuP0ypMMrHxkaZ+cgoclhm6dAmDel8q4PkyAgPa9/RIGVD4SFM06ReL2CaRRQliiyH2bwpztO1p641iAGAEhfnyjTFdezlqNbQ7ly6ZGuO5MY8pLEpQZKCQ01C0EqEWkZaIcvw2FM64TAcn56ysb7OeCjU+Mxl24QfHcVld7XJNvVY/foBR7UMs6EqEpIwCIGm1Z3H/VK3r72oojDm97N55xZlSSKqiNeXN3yEDgPoQTEvSNM1jEINWZPFJhBtpbmcON4v+zH18Y7kw/LhMrpeIZ+eIxqVSCaT6LrecBIslxcgdop2C2GTmM8zaWuG6qKLrlGl9LpPV02TpJZpqWAPa805UQMM0A/uR3L0C8D3A//K1h+9jEiA/R1gFPj7lmXp93B9AwwwwDlxUc3NUNeBHncHddg7+JbDMpPflbmQ5qi2Y8858iBHjSGQHxBJOrT1FUm7lehoQWiQUlebAdxjU2LPC18Xgerc9JynZWwm3AzGCrrOWrXa0HsUdJ3pHiQCROaYUADFDiZzOYSOpkaHjsbvH2XUKmFSadEcnaJ2FQvP9FFFTKkqes5HsVimWCwTDreRR1cE6h6q2g3uNrzmQmaozJdguSKu01JJBJGahr/uR1XjLN5SiUiuWNUe5FIYzePbLRBZW8NIJTk5ucNL/+9/47asEns5wFOPP440NYYXJiYmuH37Nrdv3yaVSnF0dISs6yRc1YhDe0/DfSYVdB30Yx1FgRNzh3BIRjtNIId0QlGlw5TBMIog09S6dEGxVqRQK5AZz6AoCgcLC8QUBe3GKWvbrzL3N58hllWITOXRT3WGEkFK5ntQgmy4aZrR4iAZi5F0Vav2inssLLxNVFplfHwUkEkknmbqStM8wyEGiiRh1m3NUX0V6KI5coYELy0hAcalHIZRR5ZDDA8PU68WqFcLqIFoBxF6+umWkVZoGizu19DvbPPln/1ZdF3n6Le/xBd+5AtMXplsaYcEQazAZSCSaLNw0zRGH9bImCkikUKDDAJNq7uON6LI2u4uZjTK3PAw35FMsmGqJFyz3IKJIz4dfhjfUFNzVFt5t0VzdHp6imHcQtPCKFqWWyW1Y85RNpwFsihKFEWhozW6Xh8S7aXB5kUVQLCipRWxFuey9bpPrzlzjgLNz+JZrcADDNCO+44cWZa15vP5Pgb8FPBp4K8AZeB14B9YlvVb93J9AwwwwPlxUc1NqutAj7uDmuxembBCPuSQinzO7Htwpjtp2Oxz/xed6/Tqq7cBePZZQY72EqIdxX32RsJiz3XbMnZxbRFF7bSMdYTUILLMLXoPRWlxifLC8uEylMtCc6RpnJ7ehqUlQp6aoygv3RDERXHFiM6gTi/NkdqH5qig6xQCBn/68iZBSe7QHBXtCDQcDjdsunvBqda0aI5UFf+EeI+0uAZ37oiDR0d55/ffYM1nMPboFTJB19fwsMhwb2+DrxRlLplk52iTpdvvMDU7zOX4VeqrNzj+6tvoU1c9ibamady8eVOsZ3RUaI6uXGkhR0PD58ukLy835xzpxgwxHdLUqe/WMJIK7V2h1erWmZqjYq3IyxsvY5gGsiTz+X/6efa29pieniZht3jefFskDa487IeYqAzdek/kPh96qHlBtDhI1mrsHO6A389IcoTXtl/jSF/nyUQJ00wgSRq6XiAcb7aELbvmrFVW+tAcOdqdTIa6fky5eANFiaFpeWqlGgdvL6EG/KQfu9ZBhJwKkj3SCkmCK0MBXnt9iwNFYSp3GektWP+DdWL7McIfCyOHZVR7j1uic7P5UWm3cFtYIAFYc3NAW8ux1z3DZm/ZalWwt099il1ga99PQA2DnX8KZUYIWhaqmsDn82FMGBCZAK2Z0Ll16xa1mi40R1WTtIfmKB6MYxgVDKOCLAc7WqNVNSVKRBEaJaKj0goAIyPNamTRMChoJlFFaakjj/r9VPUaVb3amNHW3go8wABn4b4jRwCWZS0Bf/1er2OAAQZ4f3BRzY1pZ3ylcxKVs+AE3z65M/ief0u4tV17LH2u5/TStjiY6GP/dzPX6YknWk0FcpnOxx0eiz07lrGO5qjdMtbReiiSyCq36D360Bxlw1mhOSptQj7P1tYR6AGGPTRHhlHBF2m6gDlwBnV6Of8d29eEhzM4IIKq37h9G6NqEBrXuBrvzCpv2RFoPp9v2HT3gtOGV6sJkqQoMTg+Fl+w8bi4TsfGkAwD6nXGnxhn2DIZGg7SEjsKz2ymNIAwzD1H5PYmmaPH8b35GxQ3i5jJJOnxh6nt1DzJUbFY5Nq1a4TDYZTlZYayWWKXLrUcc8e+3vpNLWSzYKYDBOMweiJxWjul9nETqxYhEofbtxtLByAQyJ2pOSrUCqwdrZHW0miKRnw0zuSUMAgJ5UQQG31VVOQK8+LajD0UZmREVHzqhu1UJquk3ORodZUFW3M08tQIHx3/KMbINazSVzFN0b6lKFGOD48BiCfjZF0VS/9IH5ojR7uTSFAv7eEzFDHbCXj3nXepFys8cknspZ0IOa119kirhubooZkZUrpO+eYqsfKjZBIZMGHxxiL+YX+jctnh4LzcNmhqaAhdh1JhAUVpq3x5Wd3Z7C2STgsyUihQDIeRw2XiIRCNoKBIceb35/HJt8mn86KdTmu9B05OTrKwsNDQHFHeItCmOaobdUqlJVRZRdPyHa3RlmXC8hI+0xJ7kmVuI17nin0pNdp5DUu086aTjQpXVFHYbtMcuVuBBxigH9yX5GiAAQZ4sHBRzc2i3Yb0vmuOegTfmZFOMXM/0I9tUhH3yPb3sf+7meuUybSSi5Bpkz7Xy766Zc85iovBqs9nn/d8rmWX1gNo1XvAmZqjeDDeMgNH0+a6ao6q1XVM3UQL5VvIpRSWME4NjKLR0dq4a7eMxR/xHsJZ0HUKuk5k3ySiqsRGOompmxB62nS3wWmnM83msFV2d0WLlhZlcaWpOQIYsq9XXQfddEmC7PbKQMDek18jPpXnkemH+OzfEZn5Z/78M4xnu7RH0SR2uVyORkmn7fo6r+ZIdHaJx8jaMbcriwRHo1xO5rvMOQrB5d6ao6g/SjKYRDeEhiXqjzYqyJNV8aQj1wRRea8ggvrrNM0Llo9ENSGfzmPaVtySrTl6NPyZBilLhVIYRhzD/xksq9RoM9uaf0fs7ak4cde16hBOxz5akjwSF452Z3aWkDoFIQWfT6xrfFq8N4G0INWdREg81B5phc8nrsnE6Cj/6xe+wPrCGvGjK6QSKZBgfHa85RrvuAzb+0tTKZbnoV6XyOfN1v/zsgq32VvdFvSo0SjTfj96ZYvj2lFjzlFx4ZRQNUgkL4iOUTRAtw1p7PMXDAbJ5UTbrV/2Y9TH8bXNOVo5WkHXa+TTguS2t0aXy4sQLwnN0dIS5PNM2STMcbEvWKKdd3jdJOSTKMSbg4wrhkFSyxJ0XePuVuABLga3m+SDPPzVwYAcDTDAAPccF9XcDJ+zPahfqJnubXVD2YvZbdd2bc2RBzlqDIHssf9oNNohXu4X+/ti/EM6LR5zuCjaxtIuzdET0617Dvu9iZfQDDTRovcAZs7QHNWNOgRUVFm83uQkUK1CFdr7s/z+McrrJSpSpUFUjaJB8UYRDCit7RP5mIw/mmjoKmbPuIaiisJ4IEA9baBXa1Cudbyumwg5Nt29CLi7Da+B2VmhOVqpiOu0WBQkJRymelDlxNDZ2A8QkZRmrGo7j52MiD/EdhbQTR3j0iTXH8vz6EceJaVpYNaaZgttyOVy7O3tsbu7Szqd5vDwEKVWI+kq7ZxXc1SvQ/2ojqrCdn0XxeeH3XG293WuPNl5Pev6KfhAUbpX3cL+sLA4rxWI+qOE/WHGZfE5WP+/XwHg8g88A8BEsPmZK5XEANaRSDNAW2zTHMVd1ard012WlpZIB9Pk8/kGiZ++Ot3cn11tVCUJs2ZrjnTxOp6aI0e7s7yMDzAuicqhLGsMDQ1Rr5xQr5ygBmP2czSJkAO7YEI+D1uHZayCQV4OM/6RhzHGL3XVNXaMKmrTJGGaZIcBKdE+NszD6o4Ge1t3NEfhMBHTZHIo19Iia8a2SACxkCA1pYUS1rvvEb4aRn5cEOFCoUC9vkU4HEHRsmx7aI5GIk7rqdhAe2u0qg5DerhFc+RH3DuXVsXncvySaOetp3Q0RWkOMi4W2drd5VSSyAaDSFGJcDjc0go8wPnhuEnquo6iKLzwwgsPPEEakKMBBhjgnqNfzU073AHf+wk10Z0c1XURwKnK+YhccLY7adjqY/93M9fpa18TepdnnxVk6LZ92txNMRmtdc+lum0yoLauKR5sDcaG2iIw9YyqxMrRCpRKQnMUDnNysgdLSwTTaQ/NUYTQWOt50ws65ZUycqpGNfZ1jDt+VCPYmOWinKE5Cssyn0mlKMQNvvb/LfPGapWRZ1uJ5qkdgUYikYZNdy841ZrZ2SzFWpGyKSohgQlx7rSYJnrPAEZHuWlrjsYfu0L2/2fvTWMcSdM7vx/jIBkRvK9kMsm8k1lXq/qa7pnu6dFqpVVv2xJWi7W8BtbyASxgwLDXWNmWZyAPxgIGgr1e+4OgXfmDYcAfvB9syDa8NtYYYyWPRq3RHH1OdXVV5cW870wmbwYjgv7wBs8kq7NrWu6Whn+gUV1ZmWS8L9+IfJ/3eX7/p585cp3Hjo7EX0OJBIWLdarHb7OozKH5UrCziVVxYHl5ZFmdpmk95iidZmt7m/lbtwbulcSIfjpP09YW1LcsVhbaOM4iKhCwTLBMmk1xDf3xpWkewFUZRV++vnnvk67q6GqPN+kcDmReFxm4x13mqHevHR6K4GV1tRcAJQebLHFwfgA+H5l4hveP3qdChcWwl3p9rRvs6KHeut44r4rgZCpIc1/ci97Fp/S36tx7U1O0rKLLHIXR9TzNapOLn2zg1XzdPkf9gVBHnYSJXbWJvNMEu02x4Sfy5SCSLuHVRTbWdNMlXrf0r78HFnDdwm19nTDQXlmm3QZPf2+fcc8XXSeZy4FH2Ph/d3MTpz3HlzPzHXd59NS0aEjcdmjX2jR3muBEsbYkwisig3t4eEizKZgju2ETt0wk3+DzIOQLYdt1bLuOLGvXSqNVNSpSRDpdg5bLLnMk5rNbzhvulfN22Knw1RUffPyQwu1baOEor7/+Oj5NLM6OCcxEn04dN8n5+fmRJj1/FTVZKRNNNNHnrpswN6NkuxkX+TN2eXMs9xe2cn2jv/aR6PD+qZmjEa/VUe6G43/Wvk4vvjhoKjCbvL5JurgSY46FxXXuldxeP0N1+v2sBzDIewBXLnMUHlNWlw6k4Wgd6vuQz3NwUAJHIzWi2apt1/EYbpmWKyWo0G62qR9fYEV28ftzgLfby6Xovv/TzooPm03aDYeXVrNI/utr58Ddgebz+YEgdNiSuaPORuGq+ph3Dt/FlqfxVeq8OvMqRmpGrNNMBtm2wTTJvZQj3W4Ti/sZQNFc04T5zsfjjZHUV4laFZyCSkNpEMhmMNcaMIY5qlQq3L17l0AggLyxQWp6muDysjufVSyrzLGsIsvajZmjdBraST9aCKZLHsrNMqfNNgE1wLZIsAz1OZqF4hqUj58aHK1duLyJu8Y6GeTALZHhCP1IBOilNZcjWw0wPS0yF6btBg2yl2j/GtzeZsNljjLxDK/OvAqAoQyWmF1eCHYw5Ath/KghgpP1IoHnAsiG3G26OlIddiccpnS1RaleIh6aB+DRx49oNUx+brU3IaNMNTtBR/PIwtk1UeMq0uUxdqFCsyrWu57XKRQKYo7cCb4W+2+JwKH7ASSTtFpQK62jqkOZr2tWd67W1ggBu5rG7/zO73AUCmG1ZO79u38fWAVAIsj6xRMk5ZS51hzmsYkaD9HWpG6/t7m5OdbWTHZ3O8zRgcsc9QJZ0zap1Tbwyl50PX+tNLrdtmFrA4/tMkeKwhmiQuBWX+mtLklokkq3H7TLTlmSxPreBoGwwmLwJcrlMvsNlyGcMEfPpHnXpKdQKKAo1016/ipqEhxNNNFEn7ue1cJ6wy1D+qyZo8amcKwaxRxNZW6eselXq+gGFSOyUje1MH/Wvk7J5GDw5bevM0c/2hdjfjMsxpwNjSjBwc380NtoDPAewLF70j0uOAr5QkPM0bI4JR5RJdhs7uK0XObIdS6QDZnUv5bCLPmpGBt4VAf6ermcuCVj5XJ5bI182bZp7jWY1QLomeuf8WzfDrRj091u69csmTt7zE4ZXtFKsF0xiRt1jNMLqq0ttMg0GwV3nbqvGXM/v1YLWnbv0L/jPOb1unPnOIS9QfCHeex5DPYlq4FV/PfGZxg7gV02m4Xb7jxLErZdpVh8G7BRzDbB4CuMaqI7SqJKTXy+Hq3ISX0dQiGmovlhnAlwDTRWPrnPUUIfjBp2ahe07TK5ZgBZNkjf8WPbVR4Wz5FlnecIoOviOjaLBUCsQ9tdg7LHA9PTPB96S0SwQESLYLnz2h/wHK4dAqDP6cj7LdS4CqoYphJSsO1GbyzDctmd6kyKdw/2sGQPcuU9Xs+9Tm5RrDVvtPecGGWq6SZMUIIKZsiD2bQIBiLIaQNPn1tmesio5Fo1pfvv/UxIvZ4bzRxds7pzlUhgOg5rDx9iWRZ3YzEePHjAo0fv8OKLIjiqrVcwTI3ASgjFUfD4PViXdbx+b7ffm8/nI5sVn6lX8WK3sjDEHBWKBWzbIh8X2cHh0uh6fQPCdcEcbW5CPs+8LibQTbDj84lyXmutzrymiee0y06plQqp6BSeYLJbfqzJz8aJ/lXXTTmijknPhDmaaKKJJvr/UTdhbkYp9SnLg24q79SIxo+u4smnMzXj1DoZHxxV3M3bJzXDfda+TqenJQCSSXH0erlxnTl6aWFwzMPldB11mIGO1oeYo8VPYI5M2wSvjFcW7zc3BzQa0ODazs/nm6E2xBwBeKe9eKcT6M6vYFmDvVyWVJXDw0P+i9/7vbE18ouahjWn0qiatK6qhMODAW9/w9eOTXcolL9mydwJjjpleCFflKiWwLItGvMzyPU8jUJDrNNKRdiVBQI0zhpc2RZ7l36C/cyR6zzWY47Wadkt7KUc8amgyKDV68IaYYxBxOzsLEdHRxweHpJIJLi4uEBtNDAMk2ZzG1WNUz+9wCo+Jn37ZutpY2OXwoMCS4s56lMmKn48x1mOzlvcevn6erYswbh1m4+OUUyLUa2KMkJdrxI2f0y7bfPR/7VLqL3C0m98hWL1z4n4RZth236danWbw8MjCoeWCGLjsNG/BoPBAR7vsHzIxuYGcSfGYnoRJaQiGzILdxew7SpO+wwn3MRsSfglCckr4TQdmrYIskcyRy67U3v8Hpdb7yOtLqKhUzbLpGNpzPoVZv0KryayZp1AqL/i1E2YkM/LNP56gHbZJle6QrZryLHenIaG3P7KYmrpDjEUGmBCVEniH/7Db5Gbm7vOHI3b1MZiFGo15JkZFEXhYHOTsC/Cc8+90v0WJ3xAmB5zFHguIJijjIFsiGdCqVTCNA8IBAIoeprDmjKWOercr8Ol0aqagniKquOhXPEQrILfL6KijW3dnTNRzmvPePB2BumyU8XjY174a3+NKb//U5cf/yzp03JEuVzuZyIo6mgSHE000USfu27C3IxSZLgB4mekUaYJHZktEch51U8XyGlL408vD9xsS/4TgqNn7ev07rvnALz5pthoHYXq2HaNiC11NykJbfC9q6ZrMjBkzBDyDW7WkkM7MOUTmKNCsQDVqmCOAgGKxWPY2GAqkbh2oi3LBlrGR7VV5ahy1AX3qw/da7tj4PUOlhnKs7Ns7+4+tUZeBmp+D9///sHIPkdldwcaDAa7Nt3t9nVL5s7Jq+M4TE9Ps7CQ4m8sfIW6IwvmqCEydnpIh5MT8eKZDI9d5ij7/C3S/cyR6zzWZY6SSbYv1qmefJ8FeQ5dTcHuJlbZZY5GrFO/38/jx48BWJya4uOtLeIrKzyXn0VRojiORTASJxBYuPazo7S7u8vXv/7f4S/6SUQu+NV//z9menoJw26C3aLRUN337f2MaR5CsSSYo0hkbH+ucsXh7beh7UjYdpNbt44Ih8NMvxAh4Evw6MMKxdIlt+6o3f5E7713yB/8wR+gaaHupi7Vn11pNNg72wO/n2wiy4fHH1JpVJguKJwXHuMzskRej+DVHIrFdwGb8y81Ue0vkZ5O0txv0jpr4V18Sn8r9zml5xbxNT+g0tjCyzRBb5BGucHFgw18up/4/TDVKrz/vti7P/98/0tUqVQqVKsBFmI6xEB2A5+247YSkDw03Wejzy29PRQJr15wZJpsr61113v9gw+o/eRtgveyLnPU95wa57joOKQVhfTcHIvf+laXOfL55nvXm8xgO3a3L5W2qsH0InLfc+Po6Ihm0yYQSGLXbWJmE9k/ijmqYds1ZFm/VhqtqhGqF03efteDLXuRC3DrfgFNh+npO93XiakqJIaiP10nPTtLrVXHkGV0r/ichkuBJ/rZ5Ig+jSbB0UQTTfS566bMzbBGlct8FnJaLnM0ojfR+sNnY45G9UzqaPaG43/Wvk4vv9wzFbDtKmHv+4BNsfika2RwVhSvnYiI194vj67T72c9gEHeAyi6gHjk2rG1UJc5ahxAPs/hYQUIMDWi2apt16ipVX5w+l53U/Z67nWcqrjWel2UGfaf7l+aJqHp6bE18p0+R07NJpQOcC913dTj0N2BBoPBrk03DFoyX1z0Tl4Bfvu3f5tW6wSl3WbKyOMpFgETXIdBMhkU24Zmk9kvzZJpt4lG/QygaC6fs9B5SzVKSl/Ftqu0N2XqxTrB2RnBHB2bI4OjcrnMvXv3CAaDNB4/xh+NcpVO839sHZI6CrIym6CRmKcla9zE67FQKKCq52RfmuPw8JJGfQcjGuLUbBNQQ7hVjANxrd8/B6U1qJxQVdWx/bl+8KjAH/25wfMrU4TDGlfVGN5AHWM2TjiyQvWdLwxWOgAAIABJREFUOpIKpY02iiwR/VKQRsNGlv1k57NsF7YpFAq80b+p29lhy2WOsoksX8l9BVM1qb9XRIop4AhTj6vyLqXSx4SjOaK6ih5wkA0Z73Snz9FTnikdd8LENF9VX6PUOCceuo/hNfjgww+wzBbP3b7V8QigWBSlmCvCg4RqtcrDh2JOdnZkXkq9hKZrgAig6yfiGvS8zrYLdeXzearVKj5f2c2MGZ0PiCVZ7q73YCBA7PZ9rq428HqHMl/XrO5cra8LKiifJ5TLcScS4eK8Slgr06l3ldoBwRypos+RuWsCfpQ+9875+XmePHnC3p5gjjz1Q5c56nFnTatJrbaJTxHM0XBptONYXH1UYPudAPHbKSSvxftbErkFjRf6jDKddhun5SB5PL3n9NoaBvCnl6L0981X3wSulwJP9LPJEX0aTYKjiSaa6HPXTZmbYW26ZUifOXO0NZ45Ss88I3N06Z5eRq8HDf4bjv9Z+zrF472SOcsqQ2VHdKLX9K6RwTsHLnMUEWPOhUafIhb6WA9gkPcATj4hOAr5QrDUOwHW9SWBvoxwfW429zi9PKZwViARSqAronQpcUuUg7VVtyzMdUqo6joP19cxZHlsjXzZsig0GsSPHOZUHWP49BmYm5vr/n+/TXe/JfO77w6evB4dHbG8/JpolNlYI3+OsIXWw2xuu+vUfc2o+/mZJph0Tbm6zmNqZ+5sm5BigC/EY+kxtC9ZNVbx3xufhewEdjMzM9RWVtg7P8c6PeUP/9k/I3J2SrDV4j/4z75+Ixc+EJsoXbc4PHqMoirk8kGOrccQDDMVDTMqhpAkX5c5Kp+ejuzPVa3C8VYCq6Lw0Ufw6qsanqnXqPrLRGs6zTOHzL0oU/ZbPLw8R1F0ZNng9u1ZwmGFj/Y+QvGLTZ3lHhookgSZDC9GfqUbAIR8IRrhBq1ICw8SSILzOf1JhYbtEAxbqMcKvks/3KLLz9i2KNWTR/EqHXZnfp6o7xbRoLd7YDG7JHg1b0Tn4oiRpZjlcpmtrR1isRjBoM6ZXCEZ0dFtEYio/t6anHaNSsY2gU6nmU6n+dbi4gBztL9fus4cXbO6c5VM0nQccBx8ksSi34/T2OfKLDE1Ja6ptlEmYGoE8iLQ8fg87gI2uwvY6/V2mSOf6sNq5WgPZdi3r7axbZt8XGRkh0ujG41N1Jk6UU2hUthjzzpn2T5jvwizX0pgGAZ+vyjnHWCOABIJarbNguEd+J0yXAo80c8mR/RpNAmOJppoos9dN2VuhjU13ADxM5I3PZ45iiWekTk6HR8cld3xBz9h/M/a1+nkRDBHqVQIRQlSO4jRbkPids/I4EuLg2PW1NEb8OGNxsYQc7T0lGapIE6OUTz4FJEtm58H6nWoc63sx+fLYlz60EvbWEavWajs2qh7pFjXwrdumnzcaGDHYpQ0jZVMZuQv/KCisKxpOGmbSr2JVW5c63Pk6/t7x6Y7n88PWDL3n7w6jkMikcDjkUl2+kBFI6LP0XZDrNNyuVuPVz+pU7Qt9q/8hCS1t1d1nceu3Mab4eMNTNvEXsqSmAoiyzrUaoI5GlOCOjc3x8HBAfv7++ixGFa9zsbGBo5l8dyil5PdYx7+6Efo7faN+hzlcjm+/vVvUXhQYHkpRy1ootoepOMsR2ctbt0xxdg8PQs/yxLrTVFCY/tzlctQK4Z4+QXxPvfuQToRBaLs/eH3AVj8t9/A0w6yMK11SyfDYYd/8A9+g50jh9m5WXK5HE9c04y8rkMggNGXGdkv7bNZ2CSxGmcxvYAS8iIbMsvPPYdtLyL7TBoeLx5JXLvdEGVeTWcX267h9aYHmDZ3UsSfhQLbl1vU51Pk4ysoSoBoNIpZK2LWigSDEaKuM7Wm9UrhgsEgzWaW/X2HO3ck6mmdM6NNbE/U1al9zo2d+To6OmJ7extdj+P39zWBdpmkXCgk1rtlUSpZoISuM0fjbO6jUbZrNWg0yOs6fkkik5gbaKTajhwSBoJ+cXDQbrbxbBWgrXWDrX7mSNbTHNXka8zRdECMTZbF+h0ujfZ6p/DOwlu/4WFj64zSuz9B8fhQ0Hn0qEYyaZDPi3JeO9vHHAHEYuzVamAY5Pruj+FS4ImEftY4ok+jSXA00UQTfe66KXMzrPBTbIJ/Go2ySO6oaYrNk8/7KZmj5aec9rvj/6Tg6Fn7Or33Xo85kmWD1sJXBXMUSXY3fTH/4HtXTLfXj3cwpTO80UgN7cA6GaRx2r7ahmqFfHQFgkEuLo5gY4N0MjmCOdJJzM3wq5lfpe6td5mj4x8eU6lVmHo5hVEu49nephEKcWpZEAwip9OULWukwYchy/xaIkE5avPuH2/x0cEx2TcH11GpJDb3oc6G01W/H0b/yavjOMiyTKt1SVDxiF4tgHdGBNJ6UIfjY/GDmQxP/qyfOeqn1UXgeewyR+FUip2LdaonP2BBmkPTk7C3RavkwPLSSHMPn8/HkydPAFhMpUhvbZEIhzm6uGDnvISiBLh7/z7xT3Gw4Dg5klqClK/NTtGPH9DtBlRL1P/oPbBtNN3TtfAzzSO4vELRlzGi0ZH9uYJBCIVtHAdiUVngVqbIsGV/fgmAtQc29WaB1dsWmr4i5uYYJGmaN3/hXvf6prx9gX29zu7JLm3Nz2xqlgcnD6hJNfJTOlZgB58h3Nd8ho92W/zcdqAO2ORB9O8BlPkItdojwU8hd8tPgV4Qn05jGFUkzjBNA0XJUy/VufhoE7/uJ34/wltv9ZijDm5lGAZ/5++8QaVSIZsNoPrcAxc3i9K2XeZI9tBoNNz5EkHm3p5FKNTXBLrfwg1gc5MQ4Cwv4jgg9ff2GWeWYttMyzId68HNRoPCMSyrWtdpT0tksBwLy7FQJAVfzgfhWdB699jR0RGNhi36HNVs4s0Gsi7R74oY9AWx7Sq2XUWWDa6aTcqWRdTvx5BlFCUMjQZyBBZ/boonB0Hq1g5yO8gLy3p3DqOqCvGh9e84ZFWVSqtGpVkh4BPPLtM22d3d5WD3YGyW5KbObRP9bGgSHE000USfu27K3AyrNVyG9BnJMV22x3ud7dn4eJA5GgebD8sjjQ8a5j7B4a2jZ+3r9Morg7bci1NxID7wOicXYsypmBjzQdnt9TNUp9+0XEDczfwMl89dtlpUzSpKu9ENZvo1HZiGozVoHEIwyPFxDeQw6RFlXrZdxaNDSAoRIoTH46FarfJnP/gzbMfGWyrxledvE4tqSM4luqKxJcsEms2nBpoHzSbtms2rt2eR9OtzeeQ6IoRCoa5NN1y3ZM7lcmRiGWpnNeSgTKu1h9N2kJUw0mVR/IKNxcQ6zWRQbRsaDeZenSPbbhOJaAygaG4WYLGzl1QipLQ8tl3D2ZRoFBuo81laa3U4aY0MjkqlEs8995xwOXvyhPTcHIEXX+RL+Xyv7Coe55zBJsBP0/Q0tNN+tKDoc1Rqljgx24Qdk93vX0AkQn7Z6daN+f3zUH4C1VOIRkf25zIMWP3yJh8/8DE1NYthQLEusgiRZREkRN6pEZD81HbAVGtEVwNkMiJz0bg6h3IZfzRJuP++292l4DJHs6lZXs+9DoCzXsE+A+6Kb7s4vaDZXCcci5BWeuYU3owImOy2g2keo6rxrhlENzjqsDuhEAHFQLMV0dsJePLkCZZp8dxt8Zq6DnfuiFLMfmUyOiDmpPZEZL68I5ijHRfqyufzvPXWW5yfDz5rqh9/TLlaJfj88+JrU1M0m1C72sLnaw8yR9es7lxtbAiyyD2caDoOvkCVsN+m06NIcgIUzp8gec/Ix/M0d5uAD72POVpYWBhgjqgf4V1R6O861rAa1Gqb+BUfbd8Sf/j++9jA3PIyr0ciaB4HChusr6swP89bb73Fe4fbGMEAU1O9z9lut3FMB9nj6T2n19fRge8NMUff//j7/P7v/z5GwxjpzPZpndsm+quvSXA00UQTfe66KXMzrC23DOkzZ44K45mj6Wx/U9AxHMAItS7cQC424rT/hgYLz9rXKTpUymdfuT7CsdXu1947cpmjmBjzbHh0Cc72lQuIu0HTAO8BbFeLvLv/faa9atdAoT9ACvqCsHy3+3dNWwSNLl/er2ZzH7tps1cH2SeTj+cpl8uctE+IJWJ4PEFqbR/SayGoeVjx6cgHZQKl67bw/Q1cH9fr2NtN/pVwDH3+emDaDyd3bLoDgcA1S2a7alN8uwjCaZrwawtsNDbwNNbJn4PdtEEPs7XjrlP3NSOdTWgTLPqq+twMotLJhFgWIVkXzJH8GLhkVV9Fewpz1AnsMpkM3LnDWq1Gu14nn8uRzYoA9KxWH/vzoyT20mJ3b3svOKys4zEiJGIzqNsqOGWQghAMdhvNKktz4AYT4/pzzSWThO57iLjDOWmLk3714AqA1J0AkOZxqQa0iQKa1oZalaP/51+AbZONzlF85RXKfj8xVcWYmeHl+N/qpmkCvgCmadKKB/H2ZZiONo9w2haJqQRsiXuTvIoSENsix5TxeDQcR5QDdspPbbuKtfsBisdAXriNX8qB5kPyuMzRcoc50tyxuy89dMt+/LH4hzt38tSj4md1y2WOtN79mukzKhkOMqvVKm8XCuLQ5E/+Ja++eo9weIrtYwPLGtHn6JrVnatUioZtg23jl2UWNQ2nvs9Vs8TUlAiOapslgqZGIC8CHckniQXcbHYXsKqqZLMi5PapPixrlvaQqc3O1Q623SYfz3FqWZTDYWKqioMoL/bY2xAzSQRsqO2g60t8aWEVj8eDW8GLpoly3mvMUTJJ1bZZDPoHeufVT+uoTXWsM9vEuW2iYU2Co4kmmuhz102Zm2ENN0j8rPQ05iga722my+XySNh8lFpn44Ojkjv+0CeM/1n7Oh0dic1mOi3Kx8p77saxLxPyytLgmP3K6GxWhxnoaNMt++kwRynZwmocU5fiXQOF/uCoYTVA7r3+wgJQq0GNaxyNz5ejvlsjaNbRl8W/BYNBYlMxnLaDzxclHI5Qq76DGorhlfy8HJDwKX0nzLbI7P3wh0Fs2xCuYS8G0BY1KjWT+rlNPD64WezfRHeaqubz+b7eNOJPq2zR3G7S0ltIfolAJUAq7JarxSI0n9RgpynWaakkoqpQiNpRjUvb4qCsEe5njgoFAIop8YXIySamZWItZUhOudxLtSrClDHrbH5+nr29PXZ3d0mlUjRLJXzNJug69boYwKXrJ3AT5ghEG6rWeQu/Hw5bZ3gxkI+zHMkqt/72L3ejTtsPxeLb2HYJj0cmFvtlZIyx/blOd8VGO+YmDXNecW/s/ot3AFj4t96g3XbIxnx43OCjXN6Gs1Pip1WIxag6Dv/r0RF2KMScz8frkcjAPbh7tcvm5iZpPcnKSm+8yz+3DICqemnGGt2v23WRnbXalwQC9waYo24j3Wgd2hdENmGndEx9PukyR0GikShm9RKzeonXiJJICPt3y2LAvKJS6d3L54YIYuIjmKNAHz+1trZGpQLLy3lCIff5c3pKNGrglB+xvV0m6I9iaK8Rmo5cN8voMxoZUCTCTq0GzSZ5Xcfr8ZBOzKFJvQCjHTkiRI85cpqOYI7oMUdXV1c0GvsEg0GXOZK6zFGnbC05kySXXUSWNYLYzMRiOO02EuL575XTEAP9RfG+T9bWcJwqy8srFHbFXOTzopz3GnMUjbJfqwE6M33PkrvLd9Flfawz28S5baJhTYKjiSaa6HPXTZmbYQ03SPys9DTmqN4UgYzmU8bC5qOkrTzltN8d/ycFR8/a1+mDDy6AXnB05f7ZH+ZEfYPvXW66vX58g2Ma/vsA7wGEfSFi/iiW3TNQ6NfO1Q5UKuSjyxAKcXZ2CBsbTKdSI5gjDf+MSpowittPxTAMvrbwNZc5SuL3g7ldx2nvcjy1iC81x2pAGFd0NrOXlzanpzKa9jq6bhAyfaTT8Mc/FsHCm28OXmM/czTrQuy2XSUUqqAoATppLiWooEQVTvZOkEISSb9GQJGEEyDgnXH7HAX0XvOiTIa1t13m6IVbTI9gjk7cb41MTQnm6PRHLHhc5mh/i9aVyxyNMPfwer3dTM32gwf8+N13eeGrX2VlehpVFfMSn/p0VvA7O1DfslhZaKO0V1AAzamD06KGDkEd3fBgNY9oNrdxnCbylY1l7SBP3x7bnysSsxAmaQqSBG1TZNhyvyACl7UHFg2zQP6Wje4yRycnEp5akHxyGhyHI0mioqrEJUlkH0olzopHtHWN+al5Hp4+pCbXuBUOUK9tYAREttSreWm3HdpthwNdBCd5cMvFwLeUpd1uI8u9TI1llbuNdCXJh5UMEAiD7DnFNAMoSpBqscrlxxtouk78fpRYDJ48EXbe/ct7dbV3Ly+oburQPfxwLLesV5Gou+kSTdNIJBIUi2IphUIuh6TrNKsX2J5TdncXiJwcIEkfcf/XX8FxoN6WKFsWQUXBGFe+bFlkJKkbvW3W6xSOYWWAOZqhZbdo2S1UWRXMUWRugDk6Pj6mUqkyP2+gWCUSlolsyOzung+UrX3zm/8J/pkshhLgl0IhypZFTNPcbG8I6nUcGdA0EgmL8+o5F/UdZmZ6LpeRUcyRbZNTFEpmjVLdIqSJ3w+p6RRf/8+/zuHu4UimaOLcNtGwJsHRRBNN9LnrpszNsEw3qPB6x2d6nkVO092c+K5vIrceiSzMnftxDMMYCZuPkmcYOujT/A3H/6x9nb785cFf9vPx64Ha0bkYczouxnxYcXv9DAVDDUucsncyP+Gha2l6vLw6/0uoY5ijTDAjmKOm2OGdnDRAjTGdHeSiACyrAn6QZB2n7XRLl/weP37DjyQdYZoQn/nbWHYFOTxNsdjgvFYjrmndzazfH8cwBDciSQZHco3iqc391Syy8XTmyO/3d4MsVRX1c7Yt4HzZkIm/FUc/15GDMo53l1bTRpLDyB3mKB4X6zSTwWvbUK+z8JUF5tptQiENaQRztNSZMjnMlD+PbeewN6BerKMu5mg16nDaGhkclUol7t+/T6lU4r//rd/Csm1+srXF4uJid9N3rtY4PDxE+vDDG20GMxkgo6EHYLoEV40rjs02QW+YJ999SNWu8vybd/ErQbfRrIm3UkWRmjA9vj9X0bPJ1pbKQnGBfB6akjCyiC6KIC72bg1L1qntCuYothpgZkZkLuoLC1AuEwzHyTQa3exD6OiIdx78GbXZLPNT87wx9wYA9loZ5wJw99fnJ+c0m+tE4lGm5R5z5HMDWlmWqdWEsUWH21E646uWkRQJZXoao7mP5kyL3k4Iu33bbHPvziIAjgPJZK8Us6NgsFPyJtHaEgGZ6jJHjT7maHd3FxCZy1gsxgsv9F7DMAzeunuXYvmM02CEhw8VlECcdnuRvb1dElmT98xkp+qT1yVJBCDDh0qbm8JJ343eWu02/mCViN+hyxzZBtsXw8yRFz3Vy9DMzU3x4x9/l7W1x+SYQ1Xj+G8FKRSOu2Vr69vrPNn8c5LJ11CUPMduH6fc6qo7XyZsb7C+7oX5efL3Ypx6V7kEUn2PEstxcJoOiiT1ntMbG2jAnwwxR9tX2xCEN954g3GaOLdN1K9JcDTRRBN97ropczOsgluG9JkzR9vjmaNMbnCzPwo2H6XWuVtWN3zaCXhvOP5n7esUHmoWahUFu0S8xxx9cCzGnI6LMc+FR5fg7Fy5gLjLHLXcja/qjuGs1aKNSt4Ij5yTgDcAK/3M0YJgjkY4U5vmAXbDZY78cvc992VRF7aiCh5DiofxAvW9PX70ne8wk8nwtbfe6m5m222LV16RgCDhMHynVscuNFkOx9DnB0/Td3d32d/f7/Y6KpfLNJvHmOY2knQdzpd0CX/bj12xkdVFwRw1NwRz1LBBj1DYLYg5c98j5H5+bkViz0TMdR6TOyf8rRZByQ++II/Vx+JntVW0e+OD6U5gd3x8zEUwSPDWLS6OjykUCmSzYr4q24/5H37v97BKGooC3/72N566MezvGdpSzjkw15GMKIGAyuPYx9hth7d3i7yee514/C3BHCUC3Tka158rqU2hZsFtrcWpI75f3b0U/34nBEx1maMY4PeLsrfN4rmo6AqF+EVNo2zbxFUVXdN4JZ3ulmjqqk6z2aQdC+D19Q5RjreOcdoOyXRygDnqBMu2XUWStAELb1k2xPjO3xfMUUvGxwzofiS3BG1uRawbb9jvjt196WvMkfiHu3fz1KLiPtFtEYh4td519vejEq6Ig0GmvrSEzhLBtsTGRpmKHaRSMUjXKjTlJtvNppgXSaK2v4/h9V4PjqamqLvMkdZhjvb3KTZKpFLie6ubVwRbGsFVEcBKfkks4IbUt4DrJJNXKEoU1euAP4qjTjM/r3XL1pr+Jko80zWwqA45jjYaBYhbJE/aUN/BcRaZ94eQJAnXsR1dF+W815ijVIqKZbEU0geYw+FS4Ikm+iRNgqOJJproc9dNmZth/YUxR9PjM1GR2ODGdBxsPqynBUc3Hf9N+zoN29IeHAiHvUxGlPKU9sVuN9BnV/bl5cExd9zohpUJZtjb2+N7D7/XdT6DHnO0omk8OX/CWsMzsiN9vVUHT6+P0uIiwi2hyjWOxuebpb5bI9Sqoy/1oqdUVpQfqaoYT63yiMOjQ373v/yfiJ+f80BRWLh3j1wu192sy7LgRjweeFEK4CxrlMpNqqcWyWSoO2/DrlX1eh3bruH3J3jwIEgwqPPGG71sWuWDCjvf3cGMm0xFp0h8OSE22HGXOdrtY47cU/vKQYUL2+KoahDpZ47cU/TLpPhC9HSLptWktThNMhUUJX2VimCOAiO65iIcw3Z2dmi1vJTNGIcfrKMbuM1BN7DtGo/e+1+gZjIzk+LBgxAff7zz1OCoXgfzzETT4LB1js8TRDnOsbVd5Dh0SVyP4zgOZbOMbkwhSS3a2F2LtnH9uU73xMY46u7/Z33i3tj5jmCO5n/jDdptm1zMJxq4AqWSmKPskZt5ScCJm0E2/H7QdXx9vMl2cZvNrU0yemqAOVq5L8r0VFWlEW92v27X3D5HiADc7x+cF0nS8S68JAL/7W12Lrdc5mgZRQkRCUdoli9oli/wBWMkk6K3b6vFQN+hWq13L18Ywro7sSfKOT3JIJZVxmMPZqPX19cplwVz1Ikp1lyThZWVFd58U6dy0cLjMTGiATw+jahyjuU4SJKEvrTUteseUDjMbh9zpHg8pBLz6H3MEbFjwRz5XOao4eDZ2qafOapUbCzLxu8vI2kSJ94wcqtNvq9sLTWTIpvNIsviOTofH/RM9HrT4AX9BbF2nqyv4zgVlpdX2NsT910+L8p57VkJb/8zMxLhwGWOpvvWwHD2e6KJPkmT4GiiiSb63HVT5mZYf2HMUXD8ddTqIsjRXUepcbD5sEZloTq66fhv0tdp1Ab/4UMRfHWDo2kxb5m+nwt7B9+71HS5m6G+RpfHl/zj3/3H3df/zW9+k2zf6bbH4yFpjG9Wu1vaHWCOTk4OYGODzNTUCObIj5ZV0Qgj97ENvmMRuDkJMS51r8TFe2tc6Dqh+XkuHz/uOk5Jko7Xq7O2JjZb+TykfT7wwf/7ww5zJMbYca1Kp9Ps7OxQKBR45ZVXqFbhBz9YpVxu0Gz6aTS0bhzXlJr8+PGPsRIWs4sRXii9QCQuSqo6JVq60cccTU+z8aeCOcq9eItMP3PkgvinrqlYNJ1m92Kd6tk7LOAyR2dbtIouczTC3ENVVR482OLBgzAv3/17bG6u82v/hmiW2moVabePSWc0ZCXCxUUJv18jHp9/qiX97uMa9Y/PWbntx6vn8QJ+p4bq8VJoh6lUWgRigi+r19eo17fQahEUfRni8bH9uSKxFiJhoSLL4DRFOdTsL4l1sD6COTo9Fet0NdM7GKk6fa5s1Srbx9u0dZ359DyPzh5RU2rcDYeoVzcxgiJbqvpV2m2bdtvmUBMBURBo7nWYoxztSpn24QGeULgbuNfr4jBE1/OQyRAM1ZE9Jy5zFKJyWeHy4QZ6wMB3P0Y0Oo456t3Li2qvz5FtV7k8/x7tto2kqHi9LyDLBrquk0wmuboSvZ46j4JE33V5PDBVFzGpMzMPwFvxeI85GucK2moxI0nd6K3DHOVVf485imcxbRPTNvHKXsEcRecHmKPz8yr1+leYmkoSVGaQWi1krwnoA2VrllUW2UUlSKDdHrgURQlBrYYtJplk0uK8esF5fZdstscchRUFokPPS8tiVpYptqoUayYRXTzvhkuBJ5rokzQJjiaaaKLPXTdlbobVdMuQfM/YJ2mc7IbbT8h/fTNReCKChk6fo3Gw+afRwg3Hf5O+TqNsaV977bXB94tdf7+DMzHmTEKM+ajicjdDwdHjjcc07AbL88sUCgXOd3a40+eCdd5qgRIkPuYaZ4IzcNxjjs7OTPAlyXQyF32e25bPAR94JB3bsZHdk+zO59NoiDJDfWqF6Xsage+9z/aTJ+jtdtdxqrOZTSR6O9PH1SpO1eGFW1nkQO/XYMe16vHjx13XKp/Px+Ul7O21icX8GIan084HAHPKhCzE1Bht+YKitEPEmUW5KCKLNxbrNJPBZ9tQq7HwlQXmXeZooPLQNfRY7sQmUoikOkPY9GEWfLSLNcLLs7SadThrjQyOrq6uWFy8z/5+mEh9j6WXotzrOrNFkCQVY2aBl76WwipKJBK/RC4XGW9JX60ys/Pn4LfRTyD93OsU5RYnJoS8ce6t3xXM0f27GF6DlieBLEdQT8+gfg7x+Nj+XEXPFlsFlYUrwRw1JHEvxebEgUPsvIalGFT32jTVGvHVANmsWGs1r1uKxtDzY3+fnQ++L5ij9Dw/P/fzALTWSgPM0dnxGc3mBtFElIy82P1xX9ZljhoNGt/9P2nZNpox121wq6oJKJfAKmHLBoqp8K//Wpp3fjKPZcFUfAMfHs4ulgmmYH9fMEfDcYlh2O7/yZhbYvOucIJln1JpbKBIMbRslO3tJ3i9SfL5PNFodIA5AohVq2J8qQSFM2h8AAAgAElEQVQbG6DUFGZmoHa5jdex8VoLJIIyik8W2Uu4Xla3tSUsRtzozW630YNVIn4bEFGYx9LYvthF9vUzRyp6snfos7S0xOPHFmdnEppHwanv4Rvqc1QrnlK7+BA9HEeJP8+m247hVpc5asLOJhtros9R/rkoJ+oqRaCvpRItx8FpOCiSp/ec3tzED3wwxBwNlwI/q76ojWK/qNf1l1mT4GiiiSb63HVT5mZY224Z0mfNHDV3RNA1KtszM8QcjYPNh2WeueYRiesle+oNx3+Tvk6jbGmDwcGdmXkpmCNf4lb3az85EWPOJMSY5yPzI19fTag0fc3u62fm5jAdp/sZnrdaOG2HqCJ3DRT6ZXiNAebI758HP4I7qlbh7bfBtkGWMV9KYeMTzJHWY44OFNde2ysyVm0tyEwkzO9+4xu8/Z3vkMlkupsEVRUb7X6X8I1GA3u3ST4cQ5/rfR4d16r19fXuRqNUKtFug6aVqVRA02YG2sSEwiGMXzSEBXQ8R8UbYfNyk/yFawutR9nec9dp52fcz6+/bwvQhZAkd7Nv1y+xij9G8krscYBXfpGw/wW0e+MPA46Pj7FtD6lUEqeZo+hvcKrUmUHHcSw8Hh9zqb9B/Jcq6J404bBBuXw03pK+XMY43oR4HBydVr3AgbeMosdIxSJ4DZHt0l3jjY5TH7d6VtXj+nMltTRqDqLuZ3PmiP9RC+cApO5GAT/ffbzJQWGNr+mLpNNi8reKInjPJ28NZkRyOb6c/vXupPpVP41GA09Mx+fvzVvh41MqVYXnX0/hPRH3JnkF2W0KbO0dIe2d4UmkhauCGxGragzOzihV9jjd0lDbGq0PDBRHxgLOy8LcwWp7qR2DO/QRzJH4h3v38tRibqBnhVAcBZ+2BziAxNxcvss92baNxzMYZDputlFVgx2zO3bPwCy3mTousdk8xyN7uPuLKeRO9nI4OEqnqbnMkS7LLGgadpc5CrO7u8vmnzwmlAqx9DXxzBDMUR3qnu5cy7JMPC54MV94mVZrHru/z1G1yt53/zmO3SQfyMHrK9SuMUfbkLBJnbahuYttLzDvCyA3m1Q3jyEQwEgZbI1ijqamKFsWy+EAAaU3R5lghp9WX9RGsZ90XZPA6dk0CY4mmmiiz13PyhxNT//FgLbezHjmKDyUdRkHmw/LuhBjHBUcXbnjH3Z+G9ZNGKtRtrR7e2LDks2K8qbygdgcBfsqAl/LD16XVx49By/nX+bbv/VtTvZPusxRodHoMkd5XefJ+RPWG6NPamstQVXrqvj+pSWgUoGK++f2ttiI6zr+ZpRaOUS4VUdP9KKbqRnBayiK2FjVyh8DkMne4te/+lXkvnRMZ7Pe38D1pUAAZ0WnVGpSObG60Hln/vo3ER2Dg1/5lQQffCATDg+iUdKOxEvOS5jLJtlUlsJugY1HG2jL94gTh72mWKdXVyJ9EA5T3itzblsc1wNE+5mjHXHCfeFmuQIHD6me/QB7eYFw2EcwGIByWTBHY2zjFxcXKRQK3LmzjaalOKmeYZheQO9m2q6O2rTbML1quJmrp1jSB4PU9AStgyZ6yseRY6ERQTme5fDERF45E587Yp7bbYdWq4jHI3WZsHH9uU73xLxH3L3rnGsnv/0vH4q//5tvsLOzxf/4T/8RLcvhj4Hf/M1fZ2oqTe7EfZEkbLlR5i3DAE1D1XpujIVigc3NTWaMFCtu/6hqFU6qK9gO/PCHCs/dbnY/U7sqMjqmr4wU8uPHLxaNOyfttkM1O8OfbxTRfvyAE+MITy5L7PTnOKglscwQMeMc1HMuqnFSKdHb1zTB64WqbVO2LC6rSTQ3yLnQe8yRDKSWfqVbdtZvCLGxsUGpJJijjqv/eoc5ChhEo+AxW/iApuKn8W6VUFjCo3iwyhbyQs+Vb0ChEHt9zJHs8ZBMLGBIcnfzHVRKyLLCf3TrvyKUC7nM0Q79zNHl5SWm2SAcDiL7ZY4doOUQ7CQ4y2WyRzWIx5EcBcplFq4xR9ODzNHGBk71hOXTU/a3YyDL5P/uC6R9Puw5GW9fEEQ4zGGtBmhM9Z2GBLyj+bxPoy9qo9inXdcXNaD7y6BJcDTRRBN97npW5uhpfYV+GimB8ddRrYnSNkMXv/HHwebDehpzdOyO/5OCo5syVsMb/I8+EoYMneColBHz1n+eOtxjahxzZHgNVhdXWV0UZTCdwLZfSX38nOyV9qBcFsxROMzR0T5sbjIzNQUzMxCNio6ZkoQUTqBF/GiEBkocvUcicHMSbpnhfgWAjdk6nlSKlb6NUbstoqL1dXGCnc9DyusFL3z3BwK67zBHHRWLYr4ikUi3PE9Vvdy/z2AZHKAmVS4/uES6kji9tc4//W//a6pVhT9U/pBv/tY3BXyuy+BuYpmeZvNPP2Abm9mXbjHTzxxlxCdyJhJjhGcWOTID1C7XWPIuYhhJODykdekyRyPMPRRFYWNjg3YblpLnVPZ2id8VmTqvVwSVwdgG2wUPa2tiPp5qSW8Y7N19k/qjc1ZW/ahOErUGPrsGOHisQZ6oXl8XzFE1jKovQyIxtj9XJG66DVK9KArYzQIAc2+K7MTGRxbvvvcTIvIF0cRzbO1t8f77p7z00uwAc1TrZ44qFbaOtmgbBovTizw+e0xdrfNcOEK9soURWqVchv0DhVjMQpYtNls2Sb8wrW7ud5ijW7R/NUO71sITivQxR+tcmCY7WoTpXBrVYzGdPqNon0EtiaaUyYc3sOwAF9U4kUiPOZpZsnm7WMQGGlMevhwWr7nYMT/pBJGWHwU/sixTdcvmDMMglUpRKsHJCd3gKNl3XY4D+h4YEnins5jhNjoeFJ8iOEp1DHNkmmQ9HhG9IYLNrWNYVX0cH4vNd3R2ma2dTZ5sPiGXy+HNeSE2D1rvuXF6ekq1GiISWcYqWyTNGkpApmtFGQyix9NY7QqWVEcJBtH7PzuEXTrVKpYNuGM+21nn7OghucBdkQIulwkZBkSGnpetFnOyzEWzzEWlQcztcl1vub2i1PG95j5JX9RGsU+7ri9qQPeXQZPgaKKJJvrcdVPmZlgNtwzJ/4w/P0523WUktOubie21QeZoHGz+abR4w+t/1r5OX/3qoC33QuR6WdbeqRhzNvl05mg48zMc0J6ZJsgGiTHXmA1lBXNkCqr8/NwCf4qZ2VlhCfzWW33MkQ1UQdKxHAtFEu9lNzvMkSgz1NMC1k+pKmfFIqeW1Q1a63WR2Usme1msR7Ua7YrNS7dzyCPMN05ORFoiEol05/rxY7GJW10dLBVUoyre58T37Ox8iEeukJt/juKjNQ4ff8hcfk6s00wGv21DtcriVxZZBILBoYDZdaBbEcPB45nmlv/fodU6p73lp3EM/pU5WmYdzlsjg6Niscjzzz/P6WmU2sYGr8zOoi0KpqaTaSv5UkgpSPSdLTzNkj67osFKFt3wMF2Gy/olxyaEvVF4/1h805tivlU1iaLEUM9OoXEBicTY/lxFCgPMUVNy76ms+DN+UuPu9Dw/Ls1wdFJECSu8/PIrZLNZqorIthgMPT8ODtj74IfUZrMsTi/yCwu/AEDzcbHLHAWDIHHFyfERM1mD5fAUhvux+nJ9fY6UbQiBbvQMR1Q1SbhaJKJYVP9mikilxqP/JkfhUHBdofAm+02Zs3PxIVoWJBKiv2rZsrrW2j7NwfY2AAOzIAIyxe1zVLREGWb8zn3290UAn8/niUQi15ijaJc5SrKxAXKHOWruY/yCjWotIAdl4aB4JXq0MWzsUiiI8MXNADntNoFghYjfQtPE5nv7yTE1fxslLj5Dc9cEVJS+Q5/l5WUeP37EwcExOY8Pp36CvKIA7jPSMKj+4teoXXyIEUmgGAabj4VF/W2XObLtBuxsstlhjn4uwnHrBa7Wy6QtEzQdgkFMx8Gu23glqfec3trCB3w4xBztltxeUT8Fc/RFbRT7tOv6ogZ0fxk0CY4mmmiiz103ZW6GteOWIX3mzNHueOYoOzdYojEONh+WeeoGNsnrQYNyw/E/a18nwxh8ffNSlFf5kj3m6KNTMeasC1gvREaX4OyV9sQ1uBuNpnvy2+lVdWFZ2I5NVJG7Bgr90lUd8v3M0Zxgjjr7W10X/3k8mLUn2HWbvRrIeo85OlTdUqIucyROzyMemdPjY4r0Mnqqmuy+bEeFRgN7r8lq2Is+ez3AWFpa6v5/yYXYDeMEy4JWa3nAkrltt5nOTuORPYSNMMfm/8b+3gNu2wo5bxC7arOz765T92eC7ufX37cF6EJInk5ZWLNJ0BOCYJI1bQ04IeLLoz+FOeoEdpnMFCSXOfTXwC17dByRaYt5wsRi4NNtjprCyWx/DBcEoO8LUwvyeRrSKQfmBooeJxWL4g0ObrRV1d0Ir/ZqNsf150r4BXMUcxNVp47LrmyKUr3kvRjJe/f4W7n/kIPDfb52e5F0OgA02bp0maPUbbT++2d2lq9k/m63945X9lKv16n6NSxLQ6qKJND9lQMq1TovfDWNetyCc0SfI3ejbVll5M0jJMmA3nJFVaOEL095y3EopUL4o3nWt0LgiEVxVhKBqI3r/LbZnTpkWyGqKFiOw+mTbZKhENn7t6jGXeaoJQ4idG8v09a/2R0VZNp9zFHH6X/vFCzLw8qKw6Zp4fHYaLuHHH/ve8zMzDD98z8/8DmQTnNaKlE+OGAqHGZB07D29yk2yuTzeb71rW+x+SePCKciLK2IZ4bH74F6DWp0F7AkScTjIuvqD+cxWwtY6uCzZ9++xAmmiUdd7m4oq9hs7kCqzdSFBa09LGue+UgC5Zf/VSrHVQgECBgGhVoNa32IOUqnKVkWK5HgQCZ8JjjDZ6EvaqPYcdf1RQ3o/jJoEhxNNNFEn7tuytwMK5P56UHbUepYMI9SaCjrMg42H5ZVdJmjEcFR0XWhizzFhQ6eva/Tzs4FALOzoszkeDNMreph6dUeP/PV1cFxqfLoa8mGskAP9HUyGaanp68xRxvN0Se1VdMtE3IB/uVlRKaojDjSX+ttxP3+eWq7NSKt+oAr1lSmwxyJzWStLBgVr3GLBU0bCDY7m3U3hkWW4aVgEGfVoHjZpHTUIp0e3OD3B7od5mhhIcmTJxJbW4NwfX2jTqvYwrfsI5fL8Tv/6e+ws7PD3eW7ROtxmvtNsU6LRZBlqrrKwaM1mpKfij1FTPb2Xm9XnHCfu/MWP9/msvyI1kKcZHJejHec45irpaUlNjc3KRY3SafTNA5O0TQNdL2baXv4zj7r+wd4X3yZZCqBDNyOxTDGBOlVLYF51sI4MTluXaETQznOjWGObFqtSzweuTv34/pzne2LMYTd2zjbArtss/d/f4zsg9m/9waO0+JLt7JIdxbQZZnz8/cBmD11rzUFW24G+bZhgN8/sLHZutzi4cMCR4/mSadnUAvCeO6F10SmQvZKlJxenyOrIu5TUzqEqIZPX6Rf7bYN87PoSHj+6CHb1R1m7s1Q3FimWg1jt4LEA2fga6IYCaamRG/fZhMMn8zXIhGOmk2OvEvIlngWXGoiC5Y8F5+t1rfAtD5+anNzk6srwRx1EtYbXeZIJxIBT7OFLwH4A7S2aoRbFqfGBf/o29/GMU0UReGbi4sDG+WqLPPPHz7EdhzmJIn7X/4yycQiAfc+yOVyRH5Z3LednkHtRhtPYQ88Pebo4uKCRqNOJBJC8kmc2G1o2YT6HiU51/hFSomxLw65fXq9GcEcPe8yR5ubos/R0hIHVgquPOSnIO31Ys/L+Pp/Z4RCHNVqgJ9k32lI51nzs6gvakD3RdckOJpoook+d92UuRlWYEwjzJ9WsjE+C1SpikAmYIjf+ONg82HpK+OZo5MbBkfP2tfp449FOc3sbIxqFb63E8a22xy93XUovtYD5aohfibsHwwcdFUfAH0dv59vfOMb0GfnnTLGz8l+eR9KJcEcRSIcHOzB5ibZdFoER319oyTJizYroxEcYI7UQzFPTkKsG3VfpGA2ZxuQTncDNXA3s8DGhvj5fB4Sqgoq/Mn3RRZsODi6vBQGFtFolAUXYpdllZkZweb3S02pHHx4gOfCg/HXLZZzSe4sCb/ogfLMgwOqVo23ayesfbDGqeLnb77+a2RDfUC62y/qXFRSEZ+e5ljap14+ZMkTw6cn4aKAeWHDsn+kuYcsy2xtbeE4YJ1fcnqwx/y9e4BosLm/v8f//L//E87qU2y8W+Hf+/tfYzaVQg0GiQ1Z4nfMA44qYTxnJitBC68jysd8jsscmW7wWbWxyhamvIUpbaNVwqj6EiSTY/tzReJNt0GqD8m0ufruOm27TSSaI/Ilg82HFo3mNvlVG5++DDKcnYmMUL1tsbOzQy4UpdGffSiX2TjYoB0I/H/svXmMJGl6n/fEkZEZkfd91H1l3z3XirM7s7vYQ1h5ZMg0IVIrmpBtGYIAWhR8yCAMkevhIZoAQRASAUOwYcGyYVEwKRDmwpbJXZNLcTnk7nI590x3131nVmXlUXlnZBz+44vMyqqu3ulpNrHrmfoBg6mqroyKL/KLyO/93vf5vSxPLbNaXaViDWnWZQL+Y5KpacEcNWUcZ0ixaFP2i/cpApiHYk4Fludw81M4kp/Jt7zXE5sh+0zjLuWI4/Ctr1dJhI4wjCjNapP6vQ1C4TDJZ8RcnmSO3mi1sF0Xc0ribsgzJVHOM0d2XwRoSkCl3RY8XSgUIpvN0mpBpcI4OMqMmaMNbFswR4YC9tIsw7hDUtFZe29PsCeeWcdF9qR1csJgY4NYNotjGLxXq9HppLjmC43/jpGYpW/16Vt9AmpAlB8mF8/1OTo5OaHdDgvmqGmRHnRQIxPMEaDnprHsJpbVRFUjotQUxj2WRo2Oh0MXvDFX2nVOHvwJs+7yuOY0oqoQvfB5YZrMyzIngyYnrS4pz3HmYinwla70QfrAlYgkSf/dX/Bv/G+u627/BY9xpStd6SOsx2VuLqrnlSFN7q4+Ddldb1FrPBwk7a6fZ44eBZt/GC095vk/aV+nz352fvx1qwX9uo9E4pxDMbvHYsyzGTHmo45gSS4GRx2zw72Ne5yenhIKhehVq5zs7o6Do4ppgmyQfgRzNBOZEczRUFDltZoDep7puVnxCxM7yZbVBB+4ko5jO+NsljUQi8d+X+yaG3mxYMpqGpVGg2PTHAeto8VsJjPBHHU6OE2bv3JzFiXy8MdgpVIBRHA06in14IG4PteunZ8TvpgP/12/d74Nho4JShSt6vU5ymTEPC0UaDUP2dl6QGwlQUE1mA8Nz5X7jdJ4Z4mDMHOBF3Eck8F9k85pB+3aPJbZg5p1aXBUr9d55plnqFTi9DcFcxTwAjxVjbC7W6WmJIjNzuBvVCkdHTGfyRCUZRzHGVvSd+wz8wAr5PKpF6MYER+FNtR6NcoDiPkT8PYRTt+hoctgg+0aRF56Af+gCmYD0ulH9ueqOffY2TaZa9xiIabS3tdRkyqReBg5FCLVMrG1MO2SS0/pkr4eZnZ2jv39fX7mn/0ylmWh/7bOf/mzP3vWiLhUovT263Rnp1meWuYLC1+gk4Gvvt7FOnaRMyIGP61WGA636fejTElnJaT+WfFeyrJCt+0xbaGz8lOfLwPNU1L0YD6JbnVwnCCBgMgwbW1tYeNjalm8icOhiPd9PsEcfafVIq6qzPl8DH2CORrseGW8lzBHh4eebX2xSDQafYg5io2Zowy7u6D0VQoF6Nb2CAZdfPoKM3NzqKrK8eoqYUV5iD2J1OssDIc0PbfCYDCILDeJBYaMeaGBn93azthSX5QeK+dKj1dWVnjw4B6lUtljjiooQRU4u6fbIY1ut07INFHVCJteqfDNmRlotbANFQ4O2Vrzwdw8xWeilJXrnEqn5AKhcfntwHGwuzZ+WT57Tm9vowHvXGCOLpYCX+lKH6TH2ab9OcAFHqY0P1gu8MfA9hO89kpXutLHRI/L3FzUnleG9NSZo/1HM0cz8+cd8h4Fm1+U6fVS0TKX7PZfAsFfpift66TrZ8cPhyEilxnWQY7MjB2h752IMc9mvF4zbR/b29voi/q5XeaD1gGnzilvv/22sH4OBHAnFr0Ny8JyLOKqPDZQOHcuPh2uTTJHs2LBM4r3Jjy3TbOM3bXY64IaVMeLm7JflLqNmCMnIM45KqtUjo5ocpbR8/nE/yeDkN3BALs04EbUjzHz8DkuLy+Pvz71IPZQqMJwCKa5zGTc51gO+XweSZUw9Dir1VUYbFNsylgdC4wEe4dink5ZXeJdFyfqI6gHkYdhOp0Ja/CLEFK/j+4CgQiHujCWiGtxjNuPNuQYBXZTU1nIrlDyTzJHJnNzBeSGzenJPVYCAb6Y+Y8oDGJsvLeJYbjjuTVpHmDUS1jtCkRu0JWOOehv4AumyCQSaJEo5vGQ7rcH+JI+FCOI1A8hFc8ygJf157LtDv7+DlNxm6DRQDI+STcSwDVdpNIpcn5I6nYGCHD/VAQAaUBVe5RKq7TtBtMz05zudijv7rI0mqNzc3xqehrbUhlsNlDpooV9fOmHA1i2TrwgrrfdriC5LpqWw9wUwRtF3zhDaVlNlK0jFCU0bhwLopEu1WMSDHA1P6YdRwmHkL25vnRT8GqqoXpj9w5dBNlWmfb7cVyXg/1jMr4GM3ev0b7AHAX9ZyYvs7Oz468vCzKtCeZoVHV7cAyWVSAWdVjvdJFSKV599dUz5uhCmZWxtMTz6TQtSSIXjeL6/axV12n022Qy4ly6Ow1iQ4PwdbEpJPkl6Hag444nsCRJE8zRNUzrYebo8HQfx/GRioiAdJBIIE/0NxsOSzjP3SKXVsA+YDicY17T8eUjtNoSCK8Wdvp9rI3LmaNiPHKOORqVAl/p6emj3j/pcWtY/ivgdz7ksRPAn3/I11zpSlf6GOpxmZuLmpp6OqDtRfmnH52ZCUfPL0wfBZtflNX0mKNLgqO6N/74B4z/Sfs6bXtNNefnkwSD8OIdlU5HYnmCOfrMBHO0t7fHL/3iL13aH2MmMsOuvMvdu3cJhUKUFIV9rywSYMVjjjYfwRy1Ta9MSJtwZms2oYngaLy+UYI5WqC71yVh9TCyZ9FNLi9WgWPmqPkeAL7QDeZ0/ZzBx6jXzshxXFXhE+EwzvUQtVqPxqFJoXA++zfZ0PfoSGTQFhYyrK7KbG+fZ476m30G9QH+JT97J3tsrm+KBe3yTczVLhyaYp7W6wSVMK9M/wQHB1UGwwCbZR8JZeJ4+2KH+yQhfpCq7VJv3sNcTJHJLDwWc7S8vMzGxga12ga5XI7e4RHGmDnaJpWCv/93foL9/RLPPfdZ9venebAj0e1mefFFe3ycsHpmHjBQYww7GuaRybHVIiSlUcozlI5MlOIJTswhEU/gWA6DPrQap8QCKrGYyBhcxspZVov97QE+X4x8ysH1dyn+jQR2y2bvq29hfhcCxZwI6KIqsizum9PTHRIJmeWWjPPuPmoijVQosNXvczMYBL8fOjatPzyCt99jzy5RSRwy8/LnWb77zHgT49rzNwBQVIlOqn92Xi2POVLKkDAeYo4cx4KFWUCh83+/w3ZtCz4/zfXpa/h8MUJGiH6jQt/sEYilyeVEb99+H4IBhb+VydCyLDZKQXyWCMQaHnOU8ZijwMQEm3Ti3NraotEQzNEowbrpMUfLQZ1IBOQRc6QHGW4L5ihQ1InNzDDz5S9fOmcIh6l7cz4YDNKyLJKpRcLKxBIxXSHE2X3rDlyk3QNQzpijarVKr9cjFosiazLH1sPM0eyJeNbJWfHDxUQCyTTH/c18/gTIaYxnxJxZ3drCcVosLy5SOoiCLBMOQ17TcBbOmKNOp0Or26Xs82EEI6QmdkOuyumerj4O/ZMeNzg6cV1358McWJKk9hOcz5WudKWPoR6Xubmoc/1YnqIuK6cbqdUWgUA4JBZrj4LNL8pYfvQHdOUxg6Mn7ev04IFYdM3Pi11fazmMn/PNTI0J5mh7e5uu02V2fpbydvkco6D7dK4tXSMajWJZFllV5fm581bh2eCjr8lh6xBOTynGl+loGvfv3ydUqXBtcVEs+Cf6RsmyD30uhE4IxX92fuqh+OhyUiLbpR2Kxe3mbB8mzCHAW8wCm5viNcWid5198M0/ERmdi8FRrSYMLBKJBIueDbYkiXKli6aEWlbj8O1Dqg+q/M63/1ds28Kywrz66qsUZoXTgBJQwLNkNnIr9Pb32ZU6zL+QYiYwESxPix3umoiRSBUKHCklwRyRQDNSUPeYo6XApeYesiyzvb2NbYN1Uqda2id89644V00sOIu3O/hDCd6upNg47HEzYhAMRphMfgYVhVeSScEc1VTqjSGpuI1mi8yIny64IA3ioELylQStI4tvf/eI3lvH6N8x+OJnLIILmUtZOVUNk8q6WMM6lhVHVcP01X2kOCz/qGCk1t636A92KV6zGbp5Tq0upRIYxiL/8Of+iWCObt+mGothjjKOzSZrb93n9LstFisV9mKHOLJJ48DmHeeQ5z4h3s+NLQnHMSkW4SggXhsFzNKIOZrHyQ5xZO0cczRqpLvbyWPWwwS0JPZbx/RDUXzpGKcnp9TvbRCORAjE0kQiUC4L5qhYhIAkEfD5CE1sRiwrXgDkZTutnjgHVddotVqAuPdzuRztNuyWO5hai7AWJuvdxP3+JrYN+p5oPWQvzTBM2CQVnXK5zDvfa5e/32e4sYHr98O1a2z1+2wfwXWfdsYcxefoDXv0hj10ny6Yo9TSOeaoWq3SaoWJxZawmhaZQfsh5igwZo5OUdUo2nAonAW9/mZKKAaKgdmzwRvzUbtOZfVbzHHGHIVVFSJngdFrr72G2+/jyjJLz9+iYoVIR8Sz5KIJzJX+Yvo49E96nODoU8D6Exy74b32/Sd47ZWudKWPkR6XubmorleGZBhPd2fQ7njM0SXGDHsbYrEyYo4eBZt/GC0/5viftK/T5z533pbbPvYW1RNeANtHYszzWcEk9HSXt072yPhD5xH1MNgAACAASURBVBiFttkmno0/0iL22DRB1kWj1Us0G52F4zU6Ozu8dnzM+noZ2XaYfvFFgnBGmgOWdQoqOJKObdtoijjmcDD0rofHHBXEgimnaRzX6xz1++OgdbSYzWbPduPveczRi7fnLmWOTk6EA1sikRhnGu7fF0HW9evnf1+NqujP6lTeqCDLPQqzOe7fa3Hw+uvMfFJjzzS5f/8+czMzFPN51vbewL0u84VEkWDwwrwdOf55p9oxJQKJWZJqEWtTodPsoF1fwLJ60LAuDY5qtRp3797l5CSBubHBX5mfx++9f6NMW1PLombhTlqlXxVZNde1vT9/NucNWcbQNGKzDsz6CAQVpjpQ7VYpDSDuT8I7IrMmfylFT9co1VPE4wl8w1Na5Q5koFo1CYchHj87X0UJIsWvcbhh4lNukc0GOd3wmhPfFXMgfdjFDoQ52ujw3bf/gMiUH8uyeOmll9BCGneWZwn7w0QmGxGXy1R23qGuRJnXg3xSWiEybVAOzYJ5dp+5w2OGwy36/TjTnN0fgTlxb8myTL8jeDUjfGP875qWhdMGieM2zUEAPR5ECgTRLLFBsL29jSP7mSkKNzzTFMzR6Hb4fz2zj8+PNzo0+jvivh4xR6eWYCmTN5+h5GWGwuEwkUiE4q0Or+29Rqlko8gKLw8yBFUDK5tlfR0UUyWfhG51n1DIpXQS4Bd/8RdxhkMits1P//RPM33nzvlJs7vLdL+P4wXnMhANnxILmIx5ob7GXm17bKkvmCMZo3h2TYvFIvfvv8/hYYlZ2Y/dO0ELqkw+aFqGSrdXJWwOUNUom16p8C2vv5ltKHBwyPaqBnNzFJ+NUFJu0JSa5APBcflt37axOzYBRaHVarGzs8PcYIAeCPDdt1okEokxc3TQ8npFXTFHT0Ufh/5JHxgcua777Sc5sCssgp7otVe60pU+Xnpc5uai9r0ypKfOHB08mjmaXTifvXkUbH5R5pHHHGUv2e1/zPE/aV+ni/4NYWnb++rsOKtVMeb5rEGiUOBHfuorlI6OmcrnSUxYph+2PEB8psjMzAw926Zn2+heSqVpWQztIXFFutQOPKAG4NotyuUyO3/2ZzhOEk03aA0GIjia8Nw2zSPsjsVe7zxzdKSLBfmKJhZzjhcsRmSVSqVCm7OMnqaJ/0/Gzwcec3Qr6se4xLZ9ZdSFFdFUFSASOcE0JQaDpXPX0xk65LN5nOccvvF73+C7ayXUgMpsIsHBmw/4pX/1Gxy1jlBVlV//qZ8ildBheZmgHsQzImNsuujB9QSDdMwOf7r2B9i2iWQYZJQ8hmYQ98Uxbj56ro0Cu6mpLORWKGmTzJF4jxNukEQEMlEfCylhylEub1Iuu0QiZ3NizTM8KR54qaxikbZ7xH5/Ay2YJpNIosXE5kBvrYfWhWTSwHFAmQkhLwmUZGdnG0WBL3+5eC5bmQ4s4Z+BZFj8sJkQFyL4QDBlSY85+uPVFg9au9zuTWMYFv3+EdWhKEUL527hm7x/5ud5eXYWe6jgVDqodOmHVOJ2AGMiGLXbJ0iu9BBzJPtFnsiymijblYeYI1WNQvWI5LAHuka/FkQtxFAj4r5eviV4tVG/JM9vYBzwrngbIffvi6Dg7t0VWheZo8CZgcHcRFbWNE1qnSq7pzskjSSGalCLB9FCOXxqmFHV7eER2PYUiZjDn278OXVd55mpKXpvvUX5nXceDo4KBZRMBsWbiAu6jtXdp9HvkMmIc+nu1IlbBuGsYMkkvwSdNrSdiQkMqdSIOQowGC4yvMAclU73cVyNdERk8IZJL3Dy+psNemuQU8iduuAcYpqzzKt+tNwUzZYETZFg3h0MsLYEcxSeChOPx2l3OgyiUe7eepb8RLZyJvLRymp8v/Vx6J90ZeV9pStd6fuux2VuLmp6+i8HtPXPPJo5CkXOBzeXweaXyW57i/5LKs5q3vgTHzD+J+3rtLUlmKOFBbEQkYcPl+dNMkcty2IQjbGSSmPIMi3LGlt9z0Znz71uz3PQG5WyLXvM0ZZ5+U5ta+CVCUWjxONxHMci5usRdsViF69vlGCOFuntdUlY3fPMUW7EHIlxdE/fFd+HbzITCKBNMEOqKhbv3iXG54NPRCK4NxxOTrrI+wOmp8+yVSDA8pFGTVUXF7Osrsp861slZHl9vCjob/XpVrvklnK8+uqrvL/+PrNzsxQWb/BHv/FHaC2NmzdvUlldZadW45Of/OvUD7qs2sdUrRjJyT5HXuldJV7kqN2m9uAtQsMabiZIaPqvky+sgGcQwSMylisrK6ytrVGprJHP5+kcHBL0Fp79vliQ18sWlgUxI0JAB8OQCATSDx0r5c3Hlp5hcGwSLg+oWB0iUg6lPE2pbKJcE8HYQmoBH/DXlobUanWiUYV+P8nODuh6Dl0/c0Ycad9r9rowJd7Hpby4t7b+5VvivZrJ4TgDbkzF2CtksSwL06xg23XmT73x52DLC+JuhUKgiTI4ye9CMML6/ja7b95nKjnP0t1nGC17ih5zpKoS7fQoc3PGBppqGZKXMUdDwRxJKoHttzmqbcG1adKajkKcoB6kVzui12ujJ7LkcqK3b68Hug6L3n3yunXGD556zFF2xBzlzu6bSWfK7e1tDitdVCWOZVvImky12qHXKrEcDBAOg9z3mCPDwNzucsst8LvDIdvb2/gSCbIvv/zwpAmFOGi3od/neiiE7brEU0tEJpgjKVslxFlpmjtwkfYOQRXMUafT8TIJNQqFPLJPpjJ0YOgQ9Z09M+eq4jkoZ8WxF0eZYq+/mX9pGvxgPOP1OdrexnGaLC0sUD6IgaIQiUBB03AWBXOk6AqvvPIKrVaLss+HT9dJTOyG6L6n62Z6pY9+/6Sr4OhKV7rS912Py9xc1NMupxtJ0R/NHJ02RTAQjYhFy+M2ZtWXHv0BffKYwdGT9nVaXRWLrlFw1Co8HBzpEzBNWFXx2QMadp+QET3n/BRQz5f0TV1iK54LPfqalNolaDQoxpd55ZVXuHfvHqFKhWCrBfn8mLsAkGUVfV4wR6MdfQD1QJyPnRSLWs3jRDZ9faRolBXbZmQD5zji2m5tiWtbLHr9tFT44weCOboYHFWrIphMJpMsLQnGxnUVbHuff/EvfhlZ7oxB5HwuT/mdMlJD4vYXp8hmnx1nq+Z/aJ7+1/s0D5pMAXOJBI7mY2dzh33JZeGFELOTzJG32Gjsg22GCaRynL7+AK1WIrH9Or7PXYdhBbNqw5J+qbmHJEns7u5i2xL2SYPG0QGxZ54R10kTC/JwaoOdbYlvvN8Hn8uCalAsPmxJP5qPq70Y/UaflbiDZolgwS+JgETui2vnmxK/a3ZWCQa30OphfO4S8XgWx4kQDsNFZC6V9WOaokGq3w9mTwRvi/+hYKQevD9kMNhl5ZrN3/jCK3TtLuVymX7fQJs+m2PWKLAGaDZZ3VulX9FYPh2yvf8bmJEw7Xfh3U6E5z4r0kCbY+bI5dgvmKMYYJZHzNECTsbEkX0XmCOxGbLPNM6dKdKAFaowHFbw+eLUj+s07m0SiUXRE9kxc3R6Kube0HGw7Q7z813R0wdYkr17yMt2Wl3xjFENP03PgCMSiYyZo+cCK+RmBXNkVxrj87IswRwFfGAvTWMlLW5m5vmllX/8vXf5ez3sjQ3cQEAwR70e20dwwxceV7nqsTm6wy7dYRfDZ4gNpPQy6MqY+dnZ2cE0+/zIjzyL7lhkBy3U6HnmyJ+fZmidMhw28PliqCMzF6+/maIY0GwyGADemI8qJSrf+T3mA7fAm8shVYXw2XPJMAwMWSbluhwNmhyZLbIxcT0vmsB83PSD4Cz3g3AOH0ZXwdGVrnSl77sel7m5qI5XhvS0jRmstmfPHXr4EXmwJT5oo8+IBc2TNmad1Mpjjv9J+zp9/vPnmSP32AvCJpijrbIY80JOJagoPBsY0LFdno3FzjWIHWd+/GKle7F57JFpghQg+wjmaC46B8cmnJxgrKzg82UxM0lY8LKAE32jhsMGyII5wgK/Kq65ORQLKmUwYo5EKVNuOOTk93+fsiSRS6fh5ZfpSyIbY1kGu7u76PoMR9EozqnFJ+/Mo15sJMn54Ejxxnf//pC3395HljvnQeTPzGA8JxZ/tt1mYA1w5CiBkwazIY2v/MJXuHfvHnOzs+TzeVZ330S6rvCFRPHh4N57X0VVn8HK7hdovlnBH8si1Q0622W0z6xgOT1oWpcGR9VqlTt37lCtJrE2NvjEgobmlWaNMm1NXxZfFq4HVGwHYurDlvR2x8ZsDlHDKnNTwJSKP6gy3YWT7gmHA0j4U/CuKIFz82Jxu7NTAArc9B8BbV55JcvJyYBwGILBC01mfW22dnwM+yJwaGyKe2nqrsgKZfe72EqEVtlFViB7PUvcW603EQFEBFEGNla5zMm9d2nF8tzITPOFzSkqXYMHWyeEE6fwWfFrjlnGHG7R7yeZ4Sw7FJifYI7aIpthRM7q6jQtB406Gbr0+zp+KUAkuIyui3tsd3cXxxdg9ppgjgYDse73+4FOh2/srjOQ1nkh4gNkgsHPM9j1yuoQ5aKTzFG5LK5vJBIhEonw/PPgui5giAxnx5vf2Zzoc2Sp5FLQPTkgHHaRA8vkIlNiQVqrif8meokBsLfHtGnieLbhiiQRDzc85kg8JNyeyl6tPC5vFcyRhFEM0CqX2dnZIZlMUq0es7GxQSybwOpV8YVU4MzWvanLdLtVIkPhVLjplQrfvi56Sdl2Bw422XngMUdFhdJGl1bbR8Fdh5vLoAXp2TZ22yagyKghlbW1NXxbWywsLPDuhT5H41LgjyFz9IPgLPeDcA4fVlfB0ZWudKXvux6XubmoA68M6WkzR+ah5xZVfPgRObd4fvvb9HY+tUcEAyMNyl4D19zDmRbpMcf/pH2dLp5aSBqZj54dZ70uxrGQE2O+kxTcjSKfD35KbQ8Q94KjrscIjdzujntNGr0qWjRDXD+fkQEvwLku+hytra1RLsPCQhFGSbMJz+3h8Bi77TFHoTPm6FgXpW4rmviAdbzsS+S4xsnqKt1oFJJJaLXQUjkODvb5tV/7ufGH80v/6B+RaIe5HQ1gFB5+3yavb90D6KPRKsvLNl//emAMImemMpRqJSKRCKFQCD0QZa+6CuYuxa6K1bLILyzSmxeLXY6OSJs2LC1g6AaeEdlZRuUChKQHQgQSBVA09rU63cgBEWkW4/qjXQtHgd3UVBbyK5R8Z8yRbYtMW8I1SIQFczTS6uqZJb3dsWm81mDdGYAMn8g0UQwZikWaTpm97gaakSGTTKHFREDTWxdjzOW83XmPHzJc6Pd3GAwgkTg/b5O+PNo0JL39hVZSbHI03heL2eTtPKBzv9Fme32NpbUQ8/NiYV+uekFD/vZ5ZnFhgU/Nz4PPh9TtUnnL4Lf+1W/Qw2C/+gbpL04zMzOD06khuyqalsfc9LIXRRVZGzFHpyg7FRQlfIE5ikCtTIwBAz1B34ogaykkSbyueEeMceSu6PkNUJwSvXyK3SM6nTdZjc8iBSMkky2aKREMGqa4ELKr0+50CHQ652D3URPonbbX7yxZxPRAI00NM6q6LZXBtqdJxhw22j0kVRJlrx6P9lBwNDWFlM2ieJtMi7qO3d2n0e+SyYjgqLdbJ2kFCedF+aXsl6HdgpZNOCyYH8uySCZ7zM1ZBAoBzOEyQ/X8s63c2Md1NbIxkZG1vYzRqL/ZYHAAeZV8E3APGZxozK9v4c/laBKGwzaRlSB7gwHWtmCO1KJKKpWCQIBGOMy1VILYRLb7YinwR025HHgdB84pm4Xf+q3vv7Pc/x/d7Z5qcCRJUgr4tPftH7uue/I0j3+lK13po6nHZW4u6i/rAeuffTRzFAyfX0xve8T1BwUsTtd55L9VvfEnP2D8T9rXadNjOxYXPZjafDjb9Zni+TFv9M+zRCPNRc/bdu9PMEcds0Pp5HV2GjuslRS+fOvLD9nnNgdemZA/QiqVIpWChHIKpwiOxusbtafrbG0dUnAKJNNRjNwEc5QZMUdiAd5tCOZICc4xk0iIOEuWIRxGVYPs7lYZDFzm55fY29sgeXzMD31igcpxG2m3z+zshcXihEZNVRcXc9TrOf7u311EltfJTGXYcXdwvuvQaXZ44cUXiM5EKYS9FWoyJPoclU0xT6tVUBTiyXlqe23u20fU7DgpRTsLjg5FUHAcE3Ops/UGrWSN2FwOWfETCbc43fk9otEXUZKXz4VisciDBw8olx9QKBRo7+0TCgZhdpbBQOzS18tDhkOI6BEURWQKJi3prZbFYGdAIiUj6zI1Jw0th0hpwIndIyoXUMoFSuUBynWPZ0uLzEkgamKaJ5imhqalWFuDTifPhMfFWPtbYl7Oe8zRck7M/83fFdyZb66AbfeZiyjElmbxyzKNxrZ4TcO7D/NnzNHtUEgERYDruLj+AF/PKvxBwmUpP02rPxgvzFYmmKNWxjNgYZI5OoJUCL+xdO6cHceExVkcycfwa29z2N3DieQoJpfx+RLofp1etUyvfYqezJHPi96+3aMWxs4OhtPn9PSYWnee2NI0qhqmFRBlgbmTJt1ulz87Psa2bZTNXV5++eVxZnxnZ4d6HRJTKUY+BtvjPkd+QiGQex5zFAxi7nSJWzaBkaPcZW8C4ncPWi3o9YiEw1iuSyy1fJ45ytUIctYzyBk4dPcPaMh+wsUir7zyCltbW6iqQTweR1Zljk0LhhCdeK7N1xzveCJ4XBhlir3+Zv5cAjotlOUIBIOs3r+P4zZZMn2UW0nohIkgynmdZR9+RQSliUQCEglWPQfT2MRz62Ip8EdNlwVGo5//IDjL/SCcw4fVUwuOJEn6L4D/Bvh33o9+XZKkX3Vd99ef1t+40pWu9NHU4zI3F/Vhy8seV0rg0cxR41QspGLRD8kcLT76XB83OHrS8sH1dZGRGAVHramHa+8DF8rjFHvUqu58cDQqbRtpeoI5apktdho76D4dXdVpma2HgqNyuwz1OpH4Molkkp2dHVqbm8xNTYngKJtlf3+fn/+VX8GyLDRJ42d/9mfJ+s8W72PmKCUWxZrHiWzOKkh/+2+zYtt0DB8tt0WwbzI3V6Dfz/Huu22SSZVr8/OE/SqvrYp+RheDo5HjWyqVYnlZlOzZtkw+D7OzIUKhPOV2mZ0HOyTjScp7ZVZfXyWfCeAD/H4xJ8YlWposVsiAnc2ws7XDoQQLn4gwN7lu88qamp45XGL5FpWKRUktkaqfYFhxpHaN3u4W2o30pc6HIFwcLUvCqTZpHh+QePZZcZ00EbiFUxvs7Ej8u3uTzNGZwYMaVlHjKpGhixpUOJZjDKtDQgkHbegFQaq49lLPY46mxdxtt1c5OdnFOYqQTdukUllSqfBDvBFAKu9n4DVIDQRg0BXB29LfFOd7//0hA3OPlaJNxlhBCSqsror3JjN1dt85k8zR6Sn3d+8zOAmwYvpQ3FM6WZ1yzY/mC48XZltbErY9oFh0qWhiwR5nkjlaxNEGOLJ6gTnaFteYaZxrUySRGCrHDIcn+HwJakc1Gve3iMai6Mkc4TCUStDshonZNr/5W/8nDUVnK3mff/DCv4eiBFmURmYtWR68+Sbf+N2vs7i4yMzyAoeHh2SzWSKRCPl8nnYb3G6YhFeFmvOCgH5/m+FQMEd+DezoFJ3oKabtEHRkQIVHZai7XZyNDVxdh2vX2Oz12LnAHBmxeTpmh47ZIagFsQoqfxbIgiahNBq8FI2iaRrtdh7HWWTYGJIzH2aOtMIMQ6vBcFjH54ujeJsrpNPQ6aB863XBHNkK7l/9EvmlJcrhT3F8eMBCIAq3xLGCigITrRYcx4FejyVJotRvUBqcko+LrNrFUuCPk34QnOV+EM7hw+qpBEeSJP0I8J8CnwA6iD3APPC7kiTtuK77O0/j71zpSlf6aOpxmZuLantlSE9qVPAoWS2Pvwg//Ig83BZ/M/YUmaOL2ZlH6Un7On3+8/Pnf3DkjWuCOdo4FGNeKniBh9nw/iXDpCYzP3C+eWxYC4MSpOu4ZPxh8f0FzcfmBXNUreLE49TrMnJ0ERa9TEg0ytbbb2NZFsvLWXZ3d1ndWyUzlxnvAA8ssaAaM0dTYkc8r2mUTZMNx2Sj9h62Y6PYJV7IP8/P//xPsru7y61bM5QiEd49bPLS3XnU2MMB6agJbCqVQvac71ZXxaL5+nVtPNZ4II7lWviv+0llUjhOl77Vx5Gj6CcNsajO58U8LRQIOQ4be2+h3FD5QmLl4eDesyT34jFgmmeOG1i9JOX+Jt1+D+3aFFSvCffDS5wPT05OuH37NrVaCntjgxcW/fi8xcgo09bUsmhZuBFQcVz4oZtQqXh2fvgAhQBJZjJD3t1QCUsOrChoQR8zPah0Khz2IRFIw3vnmaP79wu88cYM00qDddnm5R8DRel7AdD5HfyO0mar5MPymKP6tgjQpu+IeZPzd7F9UZpHLi25TXpFplAIoChhml7EEgHmJ6/j0RG1B/fpxAvcLD7Lj1U+w6d//AXeWIVCPj9emDlmieFwi8EgxYx7xuTZGZt2q43biyBZ2wAY0VvC4KPVQtPDYA7I0qHf1/HhJ5xfIRCYB0Tpq6MFmPcYmn5fMEeBQJA3jhf52o3n6fM8w/e2+drXTlle7uAcHKFIYdpH7/Ov/+k/5aTf5vjBW+g//h+Ty+Uol8tEIhHC4TDPPw9Ou4VTaiFHokS8Z4KV85gjx0c2CicHa7zb+i6SL4vcUfjc3GcItkRZ5TjtNNL+PjOWheNlD32SRCLcIBYYMOKFnI7CXv2MOTrZ67LZH5CfDmIAb62tERwM6HRabGyscj10m2Gv6nGbE8xRQJpgjuJseaXCt69fh8EAa+sB9E0qJyEG8TJLX1riUHqetrHClBEcl992bRu7ZaErCmpYZX19fcwcvecxR/kXRXB0sRT446YfBGe5H4Rz+DB6Wpmj/xb4e67rHkmSFARwXfdYkqS/D/wPwFVwdKUrXemRelzm5qIOvTKkp84cee5nlwVH88vng6ERBzBpuXuZBiXv9/Lf+/e+l560r9PFhFRY2fW+OjvOVlOMeRQcLcWXuUzltsd6eMFRx2OOgopCUAvyqYUvUe+dcCuSubQjvaZocOM2AOurqxwfe8zR6FIPh8xPTaGqKsfHq0S1AIqusHu6O2aOTgyRPVjxewtdSbw4LKucvP46FbPOzpIlesHIUfoEuXlzmps3xXb7m5UKztGAu9EAev57M0ejQCkWq9HvS/R6S+i6sDR+ZeUVTlunuDmXcDiM7o94zNEexb5PBNlBi8Py4fhqZ0wHlmfRAzqluk3bsigkhAnGRQjJabdQDB1fKM3QF8B1O8SSz6JkHp1BHJ3v1FQWCiuU1C4MBh5zJLI9CTtAIgiZmI+9vT0qlRlgazR6APrIrGk227JDcX+fUqnEuiyjZ3QG+gB/KEsmkUZLeMzRhjh2KBSi24XejI5hCJe2ZnMXWX543iZ9efwzEAjalAcWxzE/hqJQf1ewhInbBcbM0drbTN17QDZrADKN4TyybBAp3D6X2WFxkZcWF2HEnEQVIq0Wn74WJRQOjYMcqocoAQ1NK4z7HHWmTP70O3+Kbdu4bpdPJYOEwxlQBS+EbaMqCmQyRA2TgD9OzwqCmh4/w67dFUYMI3bJ8xugWITZ69eRfvMP6ZSbKHYbx2lzfPwa6F2QZI7rXfo+HzPXn2Vna4dMJsOtW7fGQ+v3+3SOO5S+9jvoms1Sbo7B3bsQDOKfYI7KZThqxdnun9JiSCwUF1lczyr8oeBoehosC9nbdFnUdezegcccicCmt1cjZQcJ58VmSSSgEuuaWB2Qw2FShsE7770H7KAoMsUv3kTxrzBULjBH9T2PORLPFyftWcjbNhgGVtDF9UNSVrBDbfr9PqmNTYaaxqE/S/BUJJj3BwOsHY85Cquk02kwDOqhENdTyXPOpxdLga90pQ/S0wqOisAnJUn6nwEJkCRJeh14jclP3ytd6UpXukSPW1Z2UbOzfzmgbWDu0TXqRvD8Oe54xPUHMkf9RzNHJ56pQ+oDTB2etK/T+rrgZpaXxULEHVzGHJ0f80Zf7DJfzGrNx+bPfX9woc/RrUiS1WGVk94JCeNhlmcy85ROp0mnIS41oIFwqtvaYgZ49dVX2drapOAUiISiGOEJ5igtSqoURQQJ3fo7AMiRmxSyWTJunN1AxesFEyOmFxhV7/j98GIkgnvL5bjchu0e8/NJ7I6N1bJQwyrKRLnOqMRucTHH6qrM3t5ZQ0/DZ8AJ1I5r9Jf6RAoRpsJeBiwZHDNHs7OzcHKCPZDQo1M0H3T5ru+QbzZVQpKPOdnh5ViMoMePHHU9s4vtP6HVWSNx5xb5fBGfr4jSHAAm43qnCyoWi9y7d4+Dg3tMTU3R2t4jHArB3ByDgdilrx+ZmCbUT5r88i//E+B/As6Xh07Tw6nbZHw69xoO//zXfpuh3+Qo1OEnf/InSQxmKB0OUG54zFFGZF+mlAGpVIteTyUUinF8DK5beCRz1LcdTudi2G2Q/V0+FY1R/n8Ed+abn8K2e8yHZSJzcXrtFq1WHUnyM93LoilBKMC2N1dvh0LjoMi1XbBt7g8P2T7eY0bPs+IvoH73TbBtllwFnnkZVQ3SyorJMWjV2bu3RyKRQArXaQTCxKeXRTC1swPJJE7AB+kYdm6G069+m/X6Gn7/HHen7uDzJQloAbonJbqAkcpTKIh4rNOBmX6fX/vRV/jfv63T632RZFJGVX+fphpCknVmYhph12X78Bg1GObGjRvnmkvfv7/Ld75a4dpOCy0fpxBxONzYwE6nWQ5qgjnqDgmkwEj5+drXavSsCoPZKjKfO5u4F2UYrB216Jz0eCEbxvK7RBIX+hzl6xic9QwyhjJ/7aSLZdiEZ2ZoDYcEg0FisSy1Wp12t01TlcH2rPM9LTQAJKS8CB4XRv26vP5mvv/gJ6DVQtEFc/Tmr9nk1gAAIABJREFU5iZvVrfITk9TetDg+ViMZ6MK034/zopvXA4cj8chHh8zR5GJ59bFUuArXemD9LSCoz7wh8CbiOLS3wX+IWADP/qU/saVrnSlj6ieNDi6WKbztDTZU+ei6g2xkIrHxAduftSW/gOkLzy6dLDmObR9UHD0JH2d9vb2+OpX3yKXy42Do8uYI798fsyKdTlzpCnnz3HmQsZsrbZGZ9hhJXE5/D1mjmJLxFMptre3Od3cZH56WgRHHsM1E4kIV7GhCCpl39n5KQdiQWSnxEJIOxLzZ9M/gDt3KBoGr1g9sVuuauiqyurbNm7Hovisiu5XQIE310SWZSYdo/FaQ3xiKWAVLeSgTDqdZsVb1Q+HEvn8eee/tdoajt+hfdxGaktEkzYq4PeLORFYCIzP3T5p03jdxMqpbL+zzdodlfZKkoIRxMFrtOtZbrdHzNHKHSoVh+NODbXyLm5gFsNSGFRsWDIudT4EkVEdDiXcaov2ySGp554DwO8XgVs4LZijP/n2EQfOyNjhfMB8ig86PmI+H/92vU2tn+T2gkZ5p05lzce1ZS/Y7wig3jcr7t1+a5WXXtrDPQqTTc9iJnJAiMsqX1N5Pwcti7XGgHzER7B/QF1usPy3ngfg3vtDBuY+K0WblD7FqTzF4eE+smwQmL02Do7dSeao0eD93fcZVHSuWX4OA9+BTI5uVef93V2eOxBBzlHNoPt2haWXZSo+8fopNUxciuNUHUKZKZILz2IHNWHnHo+DZWFaDRytwWotyJ+ebKAND4m8sc18OCasrMtVGve3icVjGKk8oZDw2Tg9hWIqRSEe5x+8lKBVVQgGO0CcQN9CVfzE79zlJ18t8s3vvEG+kGNmZoZTr+lvNBolHC6QXY4y5S/ROnXo9WUymcy4wa9pgrEv5qicVcin4/j9UZLJJA6P3pzpHHd467cPGagG/bkwoWd7HB/DTS08NrYzogu0zTZts01IC+Gf9qOliyiGgqQoOMEgkiRxcOBHlgvolo7RbKLGzzNHvsIMQ6vGcFjD50sgeYHtqL+ZEo6Co9DrS6D7CWcyxHxlUp0yjl8jNRsCFFHOa5xtYti2Dd0uy7LMQa/OQa/OlGdacrEU+KOmbPbRbnVXejI9reDod4Afdl33v/fK6iTXdV+TJOkfc1VSd6UrXekD9LjMzUW1vDKk8GW0919AI8cqNfLwI7K0I4KGUXD0NP72445/sq9Tp9Oh1WoRDocfadQw6i9hmg6qqvKZz2SZmZlBPn6YOVo7EGNemfKYo+HjMUf6BSMHSwkT0MOPrO9fiC1AZQi1GnY8Tr2uoMRXYMmrCZpguIZDEbxY6DA827XuW2JBpQyEzbYxLXbEC5pGaX+fQ1UlPzWF4TPo9dbo1I8IbWfAhsZrsHZHwjVdPv3MAmrch1UfMNgZ4Ev6kA2Z+mEdJa2QTp+VS21unmeOAFJGSqz7XhDfO06fvtXDlqMYFY85KhRotVoMQinMdoPd8nvYC37+6vVr/HHIxHEdZGTRaNe7lktjg7QCzx7VcLsO9YHOwJTh7gKO3OPF2w7vVB++vul0hXfeuU29nsZaX+f5xQCql3EcBRNNXwYtA59WB3zn90fvs2dnjRhfCx/IDpbj8Mnn43zj93a537AIxlSiy6esq2WmQwtwT5RZOgWx+N7bK+C6BW5mKkhSj2Bc9Ofq9R42UOkobUoVBdsNYoUsOrtxzFAY+Vlxnnm9i+2P0ay4gEt65UsEAiK7dqo4KIpDlAvM0fExjdU1uokpfNef5QvHd0COcKBlIBiG+DZYFo5VY6BuMBiYzDqeyUTIx5f+ky/RarWIxCNIwy0GrWOM2G145RVotVB1YNBH2t7i3jffQFMbdPxd8ukv8ulPi9JXxx9g4YYor+v1BHOk64Ce4I+qVRyzzmczOrIso2mv0FoVzJEi15nWNF66ecZAHXmr3mg0Si4XYiMVYl3/Er5+i+IXYgQbB9DpYGXzgjlyfWRjYDZXySYVenII1WcI/m9k5Z06Y4AAumsHqAd9tOvTOA5YPYlkpE4s0AfEhorTltmvl8eW+oP9AWtWD31epwiUSiVyuRytVoBg0MDX9dHrHXjP0PT4b51qLl27SnRo4vMlxszRnRvCPdB6/3XY3mFvUIQ5halnYmw4t6mqHXyKQjwgnk8d28ZuWhiKghpR2djYGDNH73vM0Sg4ulgK/FGT1wrrSk9RTys4+hngm5Ik+YF/DfwzSZJ+Hvgxzqy9r3SlK13pqarklSE97eBo5Fh1WXC0uBI9933f2/n8oCzW4NBjjgpPXuIx6us0NTXFa6+9Jux+FeWc3e+kRv0lFhfP95cIyw8zR7ttMeYV72Nh6XtlfjhbaLS9rFfIK53R/TEGVp++1b/UQten+MZ9jjZWVzk58ZijUYzllRiiaQyHJ9gtr89R+KzPUdUQUUHCL8oqbY86CSkqvjffxATWdJFVWozmMesD5IoIfnBkjk9NaNtIER1/zoftubM5loMsy6w8szIurRv1DYrF6vR6Et3uEqNYNqEnsPs2clxGDsgTzNE+RVMTQXbQonRUwu7aJDFJnvpQcwXS2TAvm+L6FWIec9T0mBAvQLSbp0gBP2okQrN6CthkZRl9OXhpYARQqTRoNqFQyEKheIE5EtckYPqwNYf5m9P86s//1/zm/wKw7R1BXGMJF7fQY7MvUZRtfuE/+zu84w544D7gvvUm/v4h16YzxD8hzrW/Ke6DQiHE+jqs+UIUiwIl2d7eQ1EuYY7UPM/NwqdCBo7fojTvx1Zkau+IeR6fZI7W15jfkIjHVwGHSvMUTX+O6MyL5y/A0hIvLS2NA00iCs1mk2AEIpEsIIKc3oNDFEVk0wYbnhlF0UcwEiQYCWJZDZzNKooSgRhgGGAYqJIEq6uEm01O6wfcX32fflCmWv115ubmuP6sMGKQVTEnvbW/qGhzHG7qOvfv7fN/rR9SLE7x7LPLdHM5JEki3Bf8Xi5/FkwsLp41qJXlHs8/Dw8qJYJBCGam6OtellINM3L6L5XAtq8xH+/yoNNjOn1X8H81cV0vBkfGtRnkHQvL50eW4VZCp1Q65HTQJ5MR59Lbr5G2Q4SnxGaJ5JdI9QfofQkMQzA/gOt2AQs9pjOwVjCl87nno/oeLn5yMe/5MkpveM8RM2LBzSxTJzLIJWRzmucPDrD8fuxMkWFLgZgo57V2PeYooooMWihELRjkRiZ9zvn0Yinwla70QXoqwZHrulVJkl5GBEn/B4I7+jrwadd1a0/jb1zpSlf66OpxmZuLmpv7ywFtRxbMl/6bcf6xuesR1x/IHJmPLmupeONPf8D4R24/p6en4470hmHQarUuDY5G/SXeemsHVfWNbYydy/ocrVxgjrzeMRezWguxhXPfH3rnXvSCo7mAn9XqDrum/FBH+lwOjhqiTIhBlFFWqpiu8+ABonTJ6xtFsYiur9Dd65K2uxiFs/PIp8WCUFHEz7q1twGQorfI5XIEFIWaIRaAqhpGihk4RpVB10EPybyYiyIHZMoHTaStLgsLKZKvJC9ljkbB0eJintVVif39M3TDcR16Oz2aR038i34i0xGmI9Ps7+/zzf09Ck6BfMAU87RSQf33JaL+FU4rbe7tHFMnTkbxE0x70Lq3BVzueiYHO9/ymKOb5HJFfL4E1EYfqY/qzbSCab7H3t57zMzM0NrcFZsHc3MMBvv0bJs/2O8wGMC6KfFyKkcmA8fH55mjKXrEJZusZnCq51CMBDeiPf5k6x1icozg4Sxb/VM6L3g28VmxiPeH+hQKJ8iyH0izsQGDwdTlzNG2yGTczc8DGum8CA42/u0Zc9Q0W+gBi5vzMyiDP6fdPiIYfIZst0VoKAKyEXN0JxTiwXqJe/f2ub4yRXEpx73eHttHe8zqBZZjK+iBIBgGC4kRtwaD3Fmfowd//gCA2ZsypMNnfY7W1gDY8UvslHeJT0+zEIpT1iT8N9OENGe8+dA9OfSYowJTU6K3b7sNocN1ZgBtOsO7jSiSFKbXW6Pp9vEFVqAiMuG+zFm2Vp3gdUZNoO9YLeEJDOx6G0RLhg/DAMVjjgiHKd+bImTbFILehs4jnlHBlM71LzTpdLp8IhdhqDkYsQWiylmAIRXq6Jz1DHJNl0S5gh7QIZEQzA/Qaol/l2SJiiWCzthEoLJ4KoJGKS/m/MIoU+z1NwssPwOAXBD/vrq9jWNWWEpPs1Wy6WgKsZgo53WKZ8xRLBaDWGzMHIUmnlsXS4GvdKUP0lPrc+S6bh3R5+hKV7rSlT6UHpe5uagPcoh7Uo2cpi5TvS4WYvG4WAQURhZRHyB9/tHMUcMb//cKjvb29sZ9IhLeYsSyLGRZfmTmbNRf4t/8m7fJZrPj4KpZePj3tYeYI8857QJz5FPOc2GzF96D9do6vWGPleTDq+GjIyB5RJwaymCJE9LAFmZlEyozIjia6BslSRL6ko6OPt6JB5APxNd2SpQZasdiUb0ZOGOOEl45nG33IQDtW0ncjkX+WZWOXzAmr6+LsryFhRSyIaMZGpIkcXx8DEAmkxkHvYMB5PPC0GFyrE7AoX3SRupIxNI2R4cH/Mov/Y9YloVP9vGVr3yFWf8s9Hq4rouUS7P/YJ8jWUa+FcDyO2fX2Ateux5z1Aul+O7eW0xvr3LXGBIIzKLbCoNjmwRBalw+/4+OjjBNCaptOrUS6ecFw+P3T9MYDOgH38Q89fPOpk231uGb34xRLJ4PmId1H+CjXCrxzW8ekVWyPPd8kIR1C6flEAwMSYcCOMcqnTYMbqoEg9BsbqIou0TaOhwOyWQKQJDLKj9TBT/9Hrxd7aEbUBiKxf/Kj38CgD9/e8C3T3cpLAwJagU+kb5OdX2VbneNqXQWf0hkaUZ+aA8e7PMz//m/5LRfw2/H+NW/9znKyxsouSz9E4N7bx/xfFzMlffNaVqDKs/cDFBRxcnFgagjAgldz2JrPWxJFknNVIqDgwP+6T//BWzboqTM88N/84c5kA8JpFuoSMzPz1MtVWnc3yWejGGkCgSDcHDgMUfpNB3bJhQL8fLLgtVSlBTzQxufo40zOg/eFE2Nbzx/l0ZDlD3GYrFxE+jg4CzzU/Au7GCwy2AgmCO/H6wItILHyEpQlGx+L7XbBA/W0YNBgsEIr7f67BzDLc03NrYzIou0Bi1agxZhfxh/wY+TKtLy9em0yxiKQVALYtsiSB7WhuQGDXwJlclniFqY9pij/4+9N4+R5Ezv9J648oq8s/Koysy6K9kXyWZzhsf0zEhDSqvlWLIs2cIagncF7xqWF4IWkLGAoJHXo9VIIwhYr3YNrHcNrb22ZUiAIUtYWKN7JEsazsnhkN3NbnadWVfWkWflnZFx+I8vsiqrupvdHJMraZQ/gCCqKzPyi8gvor7f977P+1bRtASOuwkziiDJaNBo0O3L4J5zP9FleLTDkqLAkrgf/YoC/rNNDNM0odNhRVHY7dXY7Urkp9zn3Xc4czTRB68PzBxNNNFEE327+naZo6abhvRB9Boa13syRztiQT4yRx9Ej6WVx5z/iB3q9Xqoqsov/MIv8Nprrz2WOQJhkP7RPzrfX0I5do3GGHO0uifOuZAbMUfu1vSFZjonfRcQ94lF5MXmsaYaxquGCXoecV3qi8SxkGhQIQaoFLkEy25hi3PMkYjaDF3mKKC5DS8vMkd5sWDKer2UdnbYVxSm84KzGQxEZC+7tAJ4UHSJdxoN7LrJx59dQIsLs9dbE4u0QCFwOq9SYzv4m5siunD58pkhSQaSYt0nvAe2bbC2fY+e1eNGPM3u7i7be9tEE1FIp1FXu6x96Rt4rkR4Jb5C54IhHVV7WFwU3/nnP/+viVbLrKoK6X/wj0lnPPDsIrbaw/NIwP6Yq1ev0mikMNfXeW4pgOIuqhUlQMTrxdYyGHFY1BVuhPyktQdL0msxjc2dHX7hc5+DroGqqhQ+9nP8F5/8BFv1LRrlAD0lzt3f3sK2oVq2efljsFfKYttZkoEyGAbRGdGfq9t9sKBIRxZ9jmJBjXwB6utiTgWfERsJur/BAI32sReTDt1kikuXfgzLatFzJA4tE6V9SFL2o3t0/vjeHnJVIqkPuW+UuN1v8mn/Cq2BREvRCcg6TDl0jA7f+tbvIdkH9PQAH0n9MLom7qHM88KcS5KE0RLsSiB2DeJxNt95h1bLw6Vklv5eBXPrhB/9j34UJaeysPAi+Xyet994G9vvZeGymJPdrvA8gQDgi/GlahW7XufjPh+KouDzxRkedRkwIICoKqkPW6fXaGTUo9Ho6X1u+sV3pAJBl0M00zOCOZI0UlHolneJRIc43jh9yxL3abnsTtyztD0ASiXsHYnBnJgnflkmGa4S9fUYRXfttsS+yxyFvCEG+wNu9Wvc9dxlWrE4KB1wI3kDrySeB3PKEsNeAzWiMc4tNjw2XbNCdGigaQm23PYEz1xgjvYGBZhTKdwIovueBnlOhPncx03bNLEOW+i9LupMlM39/VPm6J7LHI3M0Xc6czTRB6+JOZpooon+2urQTUP6oM3RezFHS4XzzFHP3fl8oKHnBQ323cVn9v1Hu0bsUDweZ29vj2KxSC6XIxAIPFGPqAv+hbDsghBjzNFu102Pc/8sLD6iz9FRxwXEXXPUcqNeo93pgCdCf9ijN+ydFlA4J1tlg8vuD6tn4xj5hLGa28NhFbM5ZLcHWlg7Y470EXMk0iot9621UonV3/gN0qkUrR/8CI7VYTG2jKLoGJvuDnUoQNU0sasDpPAQT0aYI23qLCK2fNaF9bSUdzxep9uV6HSWT6MgMX8Mq2chR2Vkv4zfG8I7tY3hNSjt7KBbPvKx/Ok8XbBtcpoXLT6L1+ulP/Kfoyk1xhwVi0XkXofphTxbx2XeqRXxL06RkST8iwEezWA3abVGzNEKB8o4c9TBB3yaBG1M5hNhwsoQWnXWtg5xAoHTSJljOXxlc4u6388rPt/pvFt4RqLnNIjFA/gNaOphYjFwSn3q70D2ms7aWof7io9CIYRjQrG4h6qK1NNRm6FQCOLKNP5ZSEQ0AhpsJ3x0LIvel+5h9/skXlhith9lr9mju7PN8naX7OXLSFKEta2v8ubRW2QSc/Rth5fyN7l8OUc54qVatdC8FmXvEV/kBKNtInkO+d6V74VomFbbYFrVifuepSZVaezW8Pk9ENJwJBFVNId1lL0qqhoRISXbZn52FvBTfnebpKoSD9vYapAXXnr1tKfXleeuACArYkK7a3+R0WZZXPX5ePfdfb6wJpij555bop60kSSZQF88x9LZMzOxdFad47QJ9F7HTeVNXqLnVsv0q0FGlf5LJbDtWexQl52TfRYzQbEB5UahHjBHs7Po/iEBn3g2Lfr92IMBTcM43SDo7VVJWUFC2TR0OkjNKv72AT1W6aVnCEfC+CN+Ui4P6I/66Q+XGUjSudjzcX0P8DETF/NMHkWK3YqlRsSCa9PkKgooB5TLWVq3tkgnPBhzK1AXAebSyQnmH36TectGnZNJX7sGzz5LNRDgSjp9rvLpxVTgiSZ6nCbmaKKJJvpL15MyNxc1Ymg+aI1KMD9MXv/5x+aIA3gcc+SYziN/d+yef+oR5z9ihxqNBpFIhPn5edZcBuJJGsK++64wNJcuiSiQNYg88JpPLp8/581H9DlajC2e+/nAHfvIHOW9HlbbRXaHygPMEQA+d4HWjzKKSsWoQQ2Ix0U/GXFiBAIFuntd0maXQG6MOZoaMUfCfHWrb3N4dMjP/8vfIndwgF+z+NsvmiSmErTbHaLRm1hj/ak+FongPONwsNtA2uywuJg8jSCBqITVMk1CqnraVHVxcYZqVWJ//wzdsGyL7naXxmEDz6KH0GyIF556gc//9Oc53Dtkxp4h5UmhzqtwfIwWUkikVjherVK0WjTkBCnFSyRynjk66ITx+xfxWXVKtU2UmTg3biwxO5sDl4FKpxOPKN+7TL9/h+3tO+TzeZrFHcKhEMzPMxjsY3VsWn/UwRjASdJGlu/g9TpkrQHWSy+dHqe30eMqM/zBcMibFZOgNU/Om+OtbcGGJE6ydHoDjKkqBzbEEotEF8HnrxAO/z6yrNBoJCiXbzIc5pifF71+3F6qKApEIhV8PshmgrRMi7KnSac/4Ou//edMWxa+Vo1nblzjozNhpNhVvGaRo6M38fmWmWoYDKvH9CIpDocS91oVXnlqic/94iv8wR8oXL9WoCdXKfUa+GSdbv2AinFM2A4SUnXMrMKh08WnBtByEfqaTABY/aYw7LNXZUiNMUfrghf6J//kp9ne3mZmvoD61U0OuvtsVW/zQ59cYn09CWhko6LwwX4jSyoFt265hvBggxzgyae5cxJFUUL0euu0R8xRRfBb6ph5UcZ2NkZNoKcHIlpEEnZPmSMVvx+UzpDFKSAc5uBejEXLZmZWPFc6MytiHB3Opzn6fLTDA6ALROhaFt7wPNFx5ijbwAd4Bya8/jrOrk3+cIulKz2aUybRUJRcMoc9EAZOkiQq7sbJeEPWpRP3fNxA8Slz5PY5OmWOpiU6Hfh/fusIs2WQndLJGgaBqIdYDGYHA2xjB188DnaAiCxDJnPKHI1HKS+mAk800eP0gZsjtzDDzzuO8+oHfeyJJproO1NPwtw8TJ73+fon1XhPnYuq1YRpiMeFmRhxAI/TezWWbbrn/yhzNGKHRsxRPp8/XbQ/ifb3R2Wo3c97SJ8j7SJzNHSjGBeYI1U+/2dj7kKVvo36BgNrwErk4dXu0I+JUUXtL1EmBWwSYQsqeWGOLvSNGjFHknIWIZP3xFjNhFhMessO1bf3OfF6Cd28SbX4Jq3qJrOZFLbdwzCOOeiI3eMQiIpjksTGhgjdLC4mcWxhXruOze+srmIBU6kUN5eW0BWFfl8Mbfx0N+ob2AGbZq2C0+oTmWqjKAFWFlZYWVgRjUhBjL3fx7EdjKk4ewd7HMsyytUA9jhztCDG2N+DRCLLf/Pf/xJfffeL5HJBomaD/v42PkthcGSx/WbwkZUP//RPyxiGjFzt0Gsckj5ljvIYdYNm4y4NS+Kk2SZZ22ZqLkl2+QJbltK4mprnF5c+I5gjNc10Jkm5IcD7oM8h6IO/lY3S7sDlq4I5qlTuY9tvEugnwLKYmmqhaRkCAeH93F6qBALgC/nQdYdblR4dzcDulNA7Xfae9hLz++kUNXbkbV54IURAX8EJL7KxsY4sH5Odv0Tc2cG0TBTZe5rGeX02ycFygNZxmcBJG0c5ZjCTwaoHOFjtsdhYRwdy9k3BHC16OXT89LCJA1EECySYoy6WJIlMLtewJL1lkslZ9pii85EAi1IUWy3T6zWAJCFvmZy+g2HE2QeOjwVvdHICoVSKlmnij+rcvCk2KGQ5yZxholoao6ZCqyPm6PlnqddF6mgsFjttAh0YRVeB7ClztEu/L5gjn2+MOZJ1gqpKpwNf/eJZ2O6lV8c4sFYLZW0dWw9CJMJWv8/9XZgdaPj9wkgFQks0B02a5RLh7W08gQTKU7N87NlluqkIftmPV/bSGCSx7TZav8H0sIOWOM8cKdkchlnFMip4PFNYblrgiDWUHQXqdTp9hSMjRq83hR7p0Gtukei1yX7kGgC+SASmomCbIMsMfT6o1yloGvfKu3yj3ebK4hV0XX8gFXiiiR6n92WOJElKAEtAzXGc9Qu/ewn4eeBVeI9uYxNNNNFEF/Q45uZR+tCYoxOXOYo8+Ig83BV/zEfm6L14nyfV8hOcfz6fFxWZXMXjj6pW9qA+9amLzJFrNMaYo3d3xTlfyotztk8LMpyvYtbou4C4T4zlYvNYU43gUSOnaUbjSqfh6HiJGA4STcrEAI1m7AqsZM4VnciHQhiGSGkb4geL02P2LJEipxhiLIHZAtNygMj/+zXWv/QlpMEJivoMlmXgOF1M84SZ6VHkTuJ2u41dM/n4M/OivDfQWxfHbM0prNfrxFSVuLuY1RWFrS1hii9fPnNHKT2F5esweOorOFicnByg+i/jlyIEjxuiUEAuJ+ZpKoV6v8val97AcznCK4kCnYspke4O+8JpFtBzFGRhgCp9L/0WcH2JjlmjvX9EIpJ4YP4dHR1x5coVTk7SmBsbXF8OIrtFQ/p9m5NBByscJGRpzIR1ovEoQZ/JYDjE0TRGZ6dFNQzbJh3O8nd+UBgDRfdxPePjsH3Izm6fpD+DtHlACPBrNrYBx8cFer0bRLUTsB1isRD9fodOB0IhfdRLFVkGJ9hm40AlHtSYW5K5e5iiPxigx1oogwEpfYA3leN2yUPOc8LMpTArK8LoNY0mLy19N6qiIrvFAADK93qktAX8L0d5KjyD2tim5YV2ep6AqkNSzIN8XaWntFCdHvPW2b2Ufl5EMyVJonewgdV2CM1eQ3GrsXktD1TKTDtN7t49xFTKPPWpS+zvi3ssGtyl3lfZq56lw01NuZEab5QvV6tYtRof83jRNBVdjzE87mJgoCLmu261T99bdjmhWCx2Gg0Zet1UUEB3zYWVybKzA7LsMkfHO0TCQ2xvnJ5l0T7q4/zO7xAK2kiJBO1rN9EX3blzcIC9K58yRwxkDopVHKNLp5Pm5k3wmlCqH6IqBuFYDGPPYS2h4QsnKOgJ1tbWsO0u/f5XARtLzqHaWZRohHFusa6adIdlYqaBxzPFltue4NkLzNF+f4VuSmVqSqXd7IAu40xv4TgLgE7L68V68VWCvS5qNsqWyxyl02l++89/F9uyqV+tc/PmTY7651OBJ5rocXoicyRJkgL8K+C/wi0MI0nS14EfBPrAvwH+DsIU/Trwix/GYCeaaKKJxvWhMUdHLnP0EHO0/NT5P7Ddh6RxPEz9PbcfUu69+yG9l8b7Otm22IOSL0L9D9HFl4QlF4QYY45KfTe65P5ZmI8t8TAdd1xA3DVHo6hX2E2r070ResMu3WH3tIDCSOLrUgDRIHN1dZXdXdHnaHdPFJ2QBgMUReFnP/c5Eol78cw2AAAgAElEQVSeYI66oEXOmKNaUETNEt55ACxsppdy/MO///f51Z/4CTweD//Tb7zBj//4ZT526RUURWewccYcNUwTqzYAc4g2Yo6S4v8hVeap5WVsx0EG+vU6ZUUhkWjQ6Ui028uManBEfVG69S5BtYMnHMPjSXDQG+CxShRsH8OTIehDDssuc4RNziuYI4/HQ3fUf3XkeU9cCCkSYXd3l63bb5OPBpi9fJVmWfwu1Onwxt4bosfV6w/2uDo+PqbT6bCwEET/xBIlWTBHWcfh9df/GMuyaOoOz19+noWnZlD4fmi1WDs8xKlWKbjlyWzTZrPXRVZkCvtn4Mxhb4ft9jbBSI5UFHZabp+jopjfuVyStbUfoq61KBRC2LZOsbiKpokUULeXKqEQ9IwMCRWmYhp+n0b4qSwt0yT/TYdWz+TSf7KEGvOw1uxwt7hFf9NHoVBAkhQqlR0cx2El/ywty8JyhOmJfGSFp1khnnCN50kI8+QEbzpAOBI6rXDmr3bxqmm83gCDDTH3PSEV2xH31bBRo/OFGn1kSrn7SLM2lVqF+aUl8v0hIYbYgyOqZh9TFsbJh0WynkUGClqJe16FwSBKIiG+n5mUydc3vLx7v8Tvr5UoFHI899wCtZSNJCkEeuJaTufONiTG+bdRE+j9EXOUukzXjbQGFB23GCX7+y5zFOwJ5mg6SI4W3qkwzXCKuFUmRAtw583cHIHAkIBbjGNq6CfYNNATQ2w7TasFVrVCyg4SvpKB11aQ71VJm0NKjS3WpBrpdJrh8Ih+X0bTkqiqB8Oboa+lzsWeyy5zlHWZI2UUKXbTc42oDc9kyVc0kA9JLqgc33qL6USCvsdLpdIindY5MAzMqs28P4qq62QyGYhGKTabKJ44i9Eotm3TarVYTJ1PBZ5oosfpSSNHPwn818Ae8FVgGXgRYZhywAvArwGfcxxn40MY50QTTfQdrMcxN4/SwsKHA9r6Fh9tYDy+84/NEQfwWPbnPeLpR+75px9z/uN9ndbX15/sc4G7d8Xi/MoVsegyjegDr/nk0vlz3noEc7R0wTQdumMfmaOsR2W1dcieoT6UOar33DQhf4xMJkMmA+Fhla985W1M0+T5aPQU/s/nP0F3r0vG7BHIn41jJiEiIYoixtytvgXAyWBAOpdjNpXiz3otuhUvHo8Ayk19ePr+m5EIPAul7Tqst1leTqHFznbjX0skTpmj0uYmDc6Yo1LpjDkybROjpNB6N4Q82yGwmGQhfglF0SHhY7jahfJQzNOjI8EcpQscv1thy2pRVxKkFS/RqLuQdyGib6y2+ef//F8QN28RCLf5z//bn6Qw+3E8nika61sc3rlDcH7+gR5XnU6Hg4MD1tbWeOutt/iBH/gBTqpVIqEQLb+fUuk20WiUZk+mWNtiilkU2Yc3FmD6QtXF/mafqO0QWPZQ98/QLw2I7fa53RBM2FR9moOdPv2sYKA8SbfPkd4lkzlGUfwois7GBlhWnlEvU7eXKpIE6+siUjIzHcRyIBAa4nTg93/fxHYkql6dj3ykzfWMQnd5keFgg6OjN/F6l1nqelltbrGmB+h5xAL72VDo1BTZhg2GQdVps9EoEcDLUmgJ3RLXSs4FkAmgKNCbPutztPZNwfJlphxqHYc74R0a++/yF7/+fzE18NOdSvCZz3yGdG6JmW/tc9CvUqzeJhpdQmpEUGwVdWoHNfNN1H6Kge2D3Zsw1NGPN8mWwDuX5p12DFUN0ett0LX7aP4VqAjzI401aR3f/Bg1gZ4xXKOfgr1T5kjB5wOlY7KUBMJhSu9EWbJsZua9BNIhPvKSQq9dxh+U8afHyvl7vXSCPcAEokgBi3huDq+tIcvCyBI4wY/bMyig4UQlosV1fAEHOztFxB/BslTq9QyOYwMyDceHMhyea8i63DrP/yyO2hBcZI4y4ntsrt1BjnbREn6Oqwp9PUQ6LdJ5HW0HjyUBT4kNsnAYQ1HwRKewmgOcgEMoFHogFXiiiR6nJ50xfxe4DbzsiPbHSJL0r4B/CFQRzV6/8uEMcaKJJvpO1+OYm0dJ0z4c0Ha8p85FVatiYZJIiGIAIw7gcfLNPtpwtS1Rby39yFcIjfd1Sl6sOPUeOjgQxuCKKKRFK/tgypv6QJ+jUSm18+ZIkc+Xvpu/wBxt1jcZWsNHdqUvd8tQqRCLLhFOp9nY2KC8tcV8KISqqtyp1VDD4dNiG/5llzmSx1LQ3GJ7ZkKk/nnL4nfebJbVhQX263XSMZOn5oJYlojsHXbEeYThtMLf1pZIy1xeTp3jg5pu+WR9epoVt3tpryewiPGihJv1TeywjSEt4Rz28V+dRXZ6+NTE6dhBNMRkMMCxHAZxg92jXSqSgnItAOPMkesgtn7rTYZDidjl51g9eJN3tzbIOgks3yyh4ZBU20f72EZePN/jqtVqYVkWqqpSLrfZ+OrbyOqQwPPPEwqFCAYXMQwbWbKoH3v42vqAwP4qOcXPwvedN7KetIcpRBPS1V6QQV8jhkPKeQaAoDtk3Q17jSo7NhqbWNZX8J94wPwEmUwO8J9eN7eOCIUCJLManQ7cKvfQgzAz2KdypGBfCpOIWxwVh9xxDvnYy0NC+gpObMQclYnlZ0n1ghAIcGCdzQ27XKXUKmE0dDLlPo1IkUg+T2fLy/1bZW4kxEbBDgVMs0Oh4FB1K8slgKgszieUTjLMdNlpfZ3eicGJ12F2dg6ru8/29hsMkjmMj1xlQYriaBUCgSa1RgLDd0I6vEXTf8zAjMLQBu8WDBc5Is1JfIgWCfDyyyICLUkpZgcmqqmBmza79vaIObp+yhbG4/HTPmX+MeYod8oc7dHrCebI7wczBK2QYI50RQFdx/fKTXytFlI4dL4iQ7OJsrqBHQxCNEpZ7pO5Dsu2Rsh9qeMsC+Zo0CS8fYjWtjGfLxAMqaiqynA4BDzAc9h2m6CTId/soE0NGX+GyNkcxrAMRhmPJ4l5kTmyJajVaPdViMcZDi9h+2YJGve4EtDp50TGwMnJCbXiBrOzs2QBwzCg1WKxDwfDHJhdrrKMD98DqcATTfQ4Pak5KgA/NzJGrv41whz98sQYTTTRRBd1jh/J59/ztU/C3DxMJ24aUiTyweaSDxvCTGjRB83X0Z54DI7M0ePS6Z5ES48pAz7SOGM16kj/JHrllfPXXx5VORtjju7uuAZqVpyzY3YeeqzxyA882DzWVCNoauSBlLqRluPLUJeg3caIxWg0PGipp1l6Js1nFxfPzRnDELyFgbg+I+i+ZwuDqhri+w/MiYX9Cx4PP/nDP0y5VOLZjxaYyWYZDERkLzs9KhAhcWvEHD09izYlDHlv46zP0V13QTo9VhyiWBS/v3z57LtK62nQwXleGCtZ9tExmgylFqERc5TPi3k6NYXxVo9bd94k8lyEV3IFHrjCbvTt5Zen+cM/bLC3a7LUifJdwZtI9jyDLkSvX+YF7yyddof4lfi5lLpQKISiKMzNzaFpQYLDAIUpkcOm6zqvvfaDtFot3q21wPZzKa9hh6YJyuoDJenViMrAtrFsm+XsALIg636uZ3wctA7Y3u2S8k9jr4rIhZ0TodGDgzyGoZMMVMG2CYeh3W7TboueYGNBEdpSl61DjURQIxUDZzuF3oXYlILlwJQ6xOP3cqvoJac3yF4KUygI5qg2aEAgQNwfx2dZp8fcfrPKcadB+qMhPKlpVo770PFy4He3HlLiu5qqGfSsbQxDZd48i0CPM0fpl4ZMrct0pDjGjkbxqE7QE2EhOE+s2eSddw4wlQqXXrmMZeXoA/f0AcV2lp5niCl1wTmAgQwc0ORjfFUyMas1XvZ48Hg0gsEow/KIORJRON0+W2qdlZKPn343hkdsUAwti1azSUiS8GVmBXOkaiSj0D3aJhweYnvidC2LgKKwVtIBncL5midweIi9f8Yc6bJMt1cBbwddd6PNJzZ79RJaWCM8NYXRGLB20MHr8VJQAmxtid5ClssDhhQvRv8IJX7+GVpTDLqDCnHTxONJsulGw65fvkzH6FC/9UVC+1WOjKdhTiW3GIahgtdzhY5h8OUvv87h4SH/x2/+JplghpCi8JnPf4Zer4e1scGhGub17RKqLnHV48dsmRxr51OBJ5rocXpSc6TDA20VRj/f/uCG81dD72dRN9FEEz2oUdNS0zRRVZXPfvazH8q9dOSmIX3g5uj40eZo5fL5P7AjDuBxhRn6uy5zlP/2maNxxspyF4TKxSZGD9FF7j8qj5ijp07/7chwzRHinGejD8/TL3ddQNw1RxeZo6A3Qtfo0DE6Dy3KIEsyLAujUlxdpdGAxUUxN/L5PPmx1bNpNjBPhux2HbToGXPUCImd4KRvHgDLEWPwKwoLtRoLPh+9iM5uu8FS1G0GO8YctUwTszbAMU3UjDBHWursu35uLFVx1IRzauqEVkui1VpmFKyJ+CJYHYsprY+sS/h8l9nprMLwgBB+YbL1IUeVI7pdidItLy07Ssuf53JKwzHcDxn5XLcPzag64ebtt8hFA0xfucrGsTCCaSB2KUaM2AM9rnRd5+bNm7RaLW48JaPfvk291oQ/+zOCr76Kx2ORSAS46kZokxEVIiLtcHVVlLAepWnaQ5utXhdZPc8c7beL7DZ3CUfypGOw3XaZo20xv7PZAOvrWXadLIVZgZIUiyU8HnHs8ToicXmawKxgjnwamLkQfuA17y6NsoPljTDEy2ajz117B2PLx8pKAVlWqZZ3sB2b6GyUoXNWJj/6QoEoBU73DsIKjUYDb9giEo2Ab8Qc9fBq03i9fgZ7Yu57wtrpfWXbDSLtPj80/Ql6i/N8z/x3c7x/zPzyMvnBANptnMExNbPHUIqMqrBj2QXhcevXwLsBA2DoAyxUajzjjXGvWOUPXebo+vV5qmkLSVIJdF3mKH/mXkaRSxAmE6DU2aFqmmwrKRyvF11ReBUvsnzA9u677B5myGRmIdxjt77P4ozoczRuTM9pfp5AcIgjmRy2D0mrOpgm3THT2duvkrHDhGczoGhI6R7peoWD0gbr8ahgfgBFEWY5oAfoDZfoAuNbP5XaHuAllxDnpbnFQjqtGq/vfZnOcBMlJXFTs9C1I0yPDNtroOtsmxHeeeeQbneXrs9HIrYApRLFYpFnn32W42CQXt9mds2gIdu0ZYtsSGXJ/3B+cqKJHqX3k4h5sUnH6OfhxRf+ddZ/qEXdRBN9J2vUtHR+fp5isejyI4++j56UubmoxcUPB7T1Lz06kqN5zpuREQfwJOzPo3TopslkvO/dIHa8r9OGm6P/JJ97545YsFy7JhZdhvFg1OmTF865+AjmaDl+vjnsReZoWlNYbR6yP9QeyhzVem6akD9+xhwZFaggynq5faNEn6MVuntdpq0+gcgYcxQXCyrZreTWrdwFwI4+TXxmBl1VaQTcCmuKW+HLZY52d3eRNjdZmptjz2jBaotCIY0W1bCsDoNBlYgaEtwQZ9G6hYUslYrEwQGn5mhoDent9GjsyGgLKokIzEVcLizhZdjrQmXI4uIih7eO+UbfT2IxT2+7wZe/UUJJxsgoXmIxN/rmGrH9ThRZzpOKvMle/SsM222y09fxeJJQLrO5sYEVjz/0u9d1nbW1NaRKhcVBnePhkOBgIIou1N4GwCFFryehaBEU2cYnKw+UpO9v9Ym5zFHNn6W/PyC+0+edxh4gMVXPUNruM8hfYI4CHTKZQ7cH1QzFIjjOLLOz4rhuHRFkGfZ3RFQkk9YxbcDvRq9230Wrm+x7bqKGLZ7uW0jJHFJ0j62t1zGMFLN9hz3zmPXgOl2XOboeCp2aIntgw2BAxTxho7FPwPHhCS4RNN15NONHxo+iQHfmjDla/6Zg+bJX+nSaJoHADGk9TYYmT2WzWDNxLMDAx/S39jk0qmzXblNILOHxpFFkhdnoLg4Ou/VFYB3RPyjEAlWmSz088xnudhNoWpB+f5O+5TJHbnEXEmch3XEDXCqVAIj2Otw6afLljA9rd5crus5ds8O/+xe/QEo/QFZkfuTH/ksC1RdZxsOM+1x5ZIFLj4djtcK3Dt9krq3QcRReyL7IrH626aTMnqDg9gyybRjaRKt1/LKEHUgS9gtjZ1lny8qq29h1vCHrSvv8M27RZd1O7nyV7f1vEZ+7hFfzM0wn8QUzvLu2AZbDpUgEo6ihKClisTbBdhun/zVCHg+pbIqu3CUcC6J2h3i/K0241SO27EXRH795NNFEF/V+zNGnJUkar+kaQBikH5Ek6fqF1zqO4/zK/+/R/SXo/S7qJppoogc1alpaLBZRVfWxzVqflLm5KFX9cEDb8Z46F1WpiAXc1JQwE0/6fHiviNH6/j77e3t8bGHhPY833tdp1Ln+SXR8bJ37uZN7sM+RciEKIQ9HpdTOmyNZOp9Gt3CBOdpqbGE5FovhhxvXSrcC5TLx6BLhTIb19XWOt7ZYnpsT5ujCIt2/4jJHY+NzdsTenJkQxsVbFQugjYABV69SCATwdEUkxLLENTvq6BwcHPBrv/ZP6coyiqLw2if+HqlUikIhzXDQ4qT5OpLsUK3W8QdeIJ9bPq0W1u0KLGLcK241tnBCDq3+EGnTJDMrjJ3Plz8dO4gFbswzIOKV6PR7NFqHBAYGoYwf2eucXeMlscNt7kHX6HI/ZLBvwL2tb/K3dZloaBkvKqGKhK0/ukJjs9lk0HEIVLpY7WP0bBZCIVKq4IVW7+9yfCBRVQ18G/eYHnhY+o8vn1tIejIeEoyYI5WBoRKXHdKSyxy5U0i3XeYoJO7Fen2L4fDL+BseMD5OJpMHfKf9odw6IhQKkMp7aLfgVrlPMAQzfbH4L83PY6dsTt6W6J8cMRfvMR28Qd9r8oUvfBnT9LKQyXDpucvogcQ55sg6qrDf3GfYDDJdGdCMFInPztLa8LJ6q8yNKXEv7FLANNsUCg41l6ObAmJqDNvqYRg7OKkOt5pfIFF+mctpkXo3GIjNkD1yDJ6/woIcBa2MZbWBNPVendmZIxqdJrtyDqrfhzBHOnbSpJ4YIof9vPRS2J0bafIDE3WogVt1c/3WiDl6jqrb9DeRSDDrOsyTZpOaVsEjSUiRCCG/n9re2/h8beYSCrVyi6OjLaZySVTPHAE3ujxuTC9MGIy7tzlovUVq+QolS+deu37OHAWCK5z0TzjpnxDZOUJr2wxvFAiEVDRVFcwP0Gq5aXW2ysyghpY83+dIyuUwhsdgHOPxpDDcaFgov0RsuIFlDlG7FkgWLVlhOJwDL3CyzfUYrPyDT9BqXefVV1+ltrFBYjpB0dmmv9PH0+lzKXOdeydv4HEsbp9UCYdvYlhibKNo90QTPU7vZ2Xxo+5/F/XjD/k3B/hraY7e76JuookmelAPa1r6XnpS5uaiGm4a0nj/nw9Cw7qbVhd7MK3ueF/s7o7Mkf/bHPtIu7u7/G+f/zymafJHj4lWjzNH7+ecX3nlfNEI6dBdJY3tJN/ZFud8bU6cs+SyAxc1HvmBB5vHmmoUVQW/9uB12d3d5XDrkCVJAk+XwWBAo+HFk34WCq7ZG0tPNAwRSRk44lghrwjZdF38VTXE9RgxR7Oaxs7GBjuyTDInrs9oMZubXmZnawPTNPE+/TT1rRoxucnlywt0Oh2GO2Xa/Q303DS7nTYM9snnzqJk29viMy9fPlvoZYIZCILz3FkpwrbRwpCahI9c5mh2VszTXIxPPdPjVu1bXPmRGM/mrp5jjjqWdVohb24ODttNyvcbLPXC+BQfHW0aX88LzywS9vYf+t2M9MlPfpLVVbDybZ6aqiFFIqDrTLnXdrNtE4/BSlyhcTuIz1I4/uIxwZeDhJLiGqthlb5lYVoWKy5zJOkBrmd8lFolituQDsxgrYmopJUTpuPwMM9g8LdIBUVUKBwWhSJE+e4Q43VEWk6HrUONqZCHdALYEdsjyYwwvwvLYd4pz7BTHmBVmqjDIZnMEqlUio3SBk3TIOePnWOOdt6qUe60SL8QxTOdYPmwD20PhwF36yXtMkfVAT17G8PQWBieZ44Gg0PabQvV1ydutYh6vOCm7notDxwfkeWEO3cP2ZerXHn1Ml6vMPXlbpl/+6chpgILSLKEOgwwHAYIhyU0Df6gWmVYrfKSquH1egiFIhinzJG4t4L22fc7bo58rsPsSjZBa8gzyHg6HV6RJHrzH+HXjr/GPWkTRfWjaVHCIS+OP0bHstAV5ZwxPafDQ/RKFF2+hmkZBFUJpdXnwD445e7MhsV+vYQW0YgkkxgngjnyaB4KgQDFYlHMA7cAil8t0Oi1GIZUUmpSFIUAdoZVys13mSVL0pM6ZY6eu3KF14L/KbXbf0HooMrxdoNmI0JuOSJyMz1J8HgIBAIEHIeAZZG8+hIdpcP20S0GjQGpUoP+0Efg7oCoL4qdsmkZLZoD8Zx4P+Zoglf8zdaTmqNPfaij+Cuk97uom2iiiR6ufD7/od8/Ix7kAzdH5Uebo6eunP8DO+IAgsEHozHj6u+4zNGFqnXvJ1o9zhyZLuvz7UTPzpijS6f/VhmOMqTFOU+HUphmC8vqnKaYgRv54cwcnbjjiLjjCHnDdIw2baN9WkABHp6y3Nveptk8Y46As9SiQADTbGI2hux2bbSYdmqOTsKCv0n5xKLWtMXOsE/xEbh3T3xeTDSVXIqKYw82+iz4psXmV62Gbmsc7R1w65aNoih85PI1vP4pbNtkOZtDD4uSwiOuLZls0mzKNJtLow1+wt4wZtskrg5QghI+X95ljg4J92G4dwJEOO6LeboQtLnh86HNzKKqKpZYC9OJWLzeaCA1GijAi/PzhDwhon2JrjJAS6UYelWaqkkG8OTOp58+bCEniigG2UOY1xBguE1zF0I+CEF46OD0gmgJjYPjAxqrDS4nxXWzDZtir4esnWeOdlqb7DX3iMbmSEeh2BEXY7AzcD83wNraNLv2NIU8DAawvX2AxyPM0Xgdkbg0jT4LU3EVrwqmG9EMHhbFC5ZjLAZirMW7rBY3ydRMFMWhXC5z0tynVPWQy+SwFXejQlGIvVggRoHTR0JwmXq9jhYeiiImXnE9BHOUxefz03eZIy2iMRwOcRwfoCDvN0gTIfrULLj3h6L5oWuh04X+MXWzy4AQo2SxUdrpKML6B38uChV83/ctgGFw3evlbrHGH63uu32OfFQzJpKkEWiL+Z2ZnTm9RuOpk62WqM5Y6exwxbFJx1eQfD4CqkoqFOKzn/3HbG+/iyRliEbnaA222WntszQTohAI8MgClwsLxMI5Pu1cYirUw68FOd4/pt8/M2m9UoVpO0x4fhpkFSnVI1MvUyqts5GInTJHqiqeUY7Xy1cqcayeQ9xscDMaBavPH7/7BSzHpjpUuBlYwutW+9xdW6NYLDIzZeF54TJzFT9wjKHKsLUGwSCVeIH1r98mvvUNmJnB3JNIPlMgpsfohDt4Y2ni8zdwdn+Xql0lIkcIeUKk9CePssMEr5joCc2R4zh/9mEP5K+S/kMs6iaaaKIzPSlzc1FLSx8OaDsqwfwwKdr5SMmIA3gs+/OI6uDz8/MYoRB3j44IPyZaPd7XaXNz88k+F7h9W+zuP/20yxwNEw+8Zpw5sqwOt8tfAWyWvTLR6M1Tg7QSXzn3vhEvNjJHaU1mtXlIaeg5xxyNTGBqPsXOzg7FYpHr168zPQ2hfhnKQDIJe2cL8UBgme5elxlrcI45ysbFLr0sC5PQr4o0pEr4KoPpaTKqSkgfMUduhS/dJLE8x2c/+1nubm7iDwQ4Klbw+VIMBmUMTSY18/2YZgt1jDkamd/5+RzlssTh4Wn2E4Zl0Nvt0ShKaAsKiTCihHmnA8VvMNy2ofg1lv6zl6DZZOPYA6lLhN895L5Vp+5JMK34SOgm24MBc+UyqiRxnxwpr841khybh6SSXvLRqOjZdHzM1sYGViJBoVB46EKuXC67Y56nUSwSiUZhcZH19a8BYNtJuj2JufxV2n4Hb3tIMpUkWDgzs/1in7jLHFX9Ofp7AxLbfe6dHAAKU7U0+/QZzp1njvC1mZ4uuaxXju1tgDlGLbpGQR5Fgf1dYbRTaZ2hDZJPGGPLrffdmlrGNHtcj0BveYnBYJ3Z2RlOumG0W1sc7N3hN+Ual+a+H7/m5zlNOzVFVt+C/oCKVT9jjnSVkCzmkZPxI+FHlqGTfZA5Knz0Ji1tDkn2I8l+2BD/bi7OwFwaQ/KT+dYeR0aNndptVuJLeL0ZZEmmfbCD49jo07M880yEZlPi5AQiR0XSgLaQQesl8HqD9PtbDKyBYI5cM+LI4v68aHpHTaBnjAE4sB+xKO7ssOD3s+iXWFiIsjz1PI4DUizE/u0oBcs6ZY4eWeBS02h5WjiOQ1pPUx0OieVyTI2l8SpzTRRAlVV2i0W2vlJkAYulaxFsPUXYN2KOxOZK2TQJqiopj4eyYdAyTRi2mO6rpHwJyraI6izqSXb39vg3n/kMx0qDk1iYf/Yz/wOzV0QK4eb9dbDgcjhMbb+H3A8w1WwSikZx7BraQOe166/RMlqEPCF0j86nv/vTtI02+XT+oUVhHqcJXjHRpDPWRBNN9Jeurv0eHVLfQ09Sqe3b0XhPnYsLlHJZpJslk2LRPeIAHidf7uHMUT6f5yd+6qfYewLmaLyvUzr95IRWpXL++nazYhGcyZz2HQXOzrlQaPHrv3sHWY2CdwbTbJ2ahYsV0hYvMEfFRhHHcZiNnL8uo5Tltb01YtaQRb+fUCjE2toah8UiK/Pzwhxd6BsVKAQIXOCe7KI4HzPuMkc1ja5t87tmDSuXY87r5fnhIX5FwTTFNTvuBN1zyxPMZOh0OqzfrnNyUmZ2Vkb36WD58HgC7JVKQIN8NsvS0hKdDmxvi0IM46hXsVHECTu0hyZS0WJ6fgcAX9cD29sEEgkBKXW7MBwS95j09A57pT0asoZ6LYjqhZDqJaaqNObmiKoqqbaKbUP22U/QKen0+ie0NtdonhRp7h2gD/1yHPYAACAASURBVCIknhdm5GELOYBeT0aWqww6HULurn46LfDg+/d3OC5B3WPhCxwxPfCQe/VB5iiOiEyWeiqGqTKlOmRc5ijkGsSgKVbcalAsJ2q1AwaDr6FWvBzufIxwLoeuexnte7h1RE6Zo1YLbh/3CYZhpicW/6VRoZVjaHcrzA8GhPRlAjERlRl6u5hzM+TVRcpWC8vq4fOK+bn9xlt8a/1NUpFLXJejtCPbJGdnaW54WbtV4UZSuLO9U+bIpi6p2B2LcAtiZgw5IKMoOr75FGuNdby1PgX3Gm5vf5P9/X2c7IvEblxhTo4ieSrYbvntWq9Go3RMs9si4DUoTBdotcR9FslkRJGCoI+XXhoZjwy5gYlqqKcg1/qtOxwfHfF//vb/TbvdRlVVfumXfum0CbR3MGC92+XEsng6GiWuqhhGiW4XpOIW/gBooRdZ773FwWGLj099nHw+f86YntPJCeb9De5Sx1mexfSKyNW4OQroBRr9Blvrd/iNn/mn0JMpJxL89Md+miVflIG7wdVqiWRRr6ljnFQoRWS8WpyQqoIUQkmmKZk1ZGtIyBOi32qx9s47VDwe0nPX6O3vU3rjTaJWCBIJLGtelLtrFin4m/DJLHRyYJqQiMHiAgEtgGzJSI0W+CxC3hAhb+jUGF1MBX6cJnjFRI81R5IkfQy47zhO9f0cWJIkBXgRuO04TuvbHN9EE030N0CL3ya3U6+7PXfeR8+fJ9GwJlJoDjuHD+zKt2pioT4yRz7ft1+ae6Sbi4unDUDfS+N9nd5P+fJPfep8kQMOxSrpzBgBITetrqWxsxPCI3twrDYgo6pnjUarXZeBCIjd7YvNY4dqFFkFn3r+uoynLC/JMjOJBP1+n0bDhzd9HVbcnJ+xigeGIQbYd5mjsFesyDsuraMa4k9LYL5AxzAYnJxg7e1xoCg0L03jVzwYhojs5aZH/JDMrU4HpzLkB7/7owx8AyKRENK+RMO8g3/ez1pTXJ98NkunA6+/DpubfRQFfvRHfYzWjCPmqPTc3umx20YLw6MRNk04OICVFeqmCdEogeMu+/ffRL82xXOJAh23BLWuKLyWSJwyR3pSrF5XqxXiNZOF2DXeOqzxv/zbX6UdsAn3w/zUZZH+9rCFXD6fZ3UVHMdh4er8qaFNJISh1rI2iQRcznqworMEZIU+feiclaRXwyo9y2JoWRSyfcgCus71jJf95r7LHGWx1kfMUdydU7PU62Eq93toqhelBk8/3cRxRDrouLkcMUfJkIfMFLAjDEjKZY5CIXi3neDuepu0WiP/VASfz0fIozBwJKq1KsFQkCuhOLrmY3d3l3/23/3PdJwOw+yf8os/8TMsyRloaxzp7maCe+xk+Yw5mjuZo/nVDm2fgaZoRJ8T4afS4dfY21kj99R3w3KY3d1dfvmX/x16u42p/B6vfervYaYlrn7PFbyuoah0KzhzIWYDi0iSRKNhE49DNCqDGuaNahWjWuNFRcHn8xIOh8+YI0mkPYacAXuVEqZpkkwm2dvbOxe96CsOAU0mrnqJHx7CYICVmWV3Fxx/DI8msfrFVX7zC/879b6H3/+9P+MXfvZn6fXE+y8Gm7ulEu/uDyjNLOAzNZZ9Eq1qlVK7zYxbantQaVKs3OHu9hp1TaMQu8TOsM/rW5vM5bNsixAhptsfLW8u80zNwg5LZKJRwRwpOjdXXuX45DYhj47u0Xlz/S6S34/l97NXqrM8HDDfOubwm/swq5ArREVupidJx/RycuIj9PHvw7aamEMfYX+YrdoaW1tbFKoiur6xIaK9N167cfqdwJObowleMdGTRI7+Avi7wK+/z2NH3fd+L/An7/O9E0000USP1Sh96AM3RxVhFIpHD+7K33z55rnXjjiAUCj0wHHGNeoD45t7bzP1XiDweF+noctAjEeTnlSxhzBHRM7MUb+vs5j7MUyzRdATOcccVXvnzVHDHUfUHUfEG6Y9aNEatE4ZoZEupizvrK7SbkMqNXaebt8odB3LajOsGez0LDwxz6k5akZExCjtE4bStPsEPBZJj4dKqYQmSZzMhxgaMktREcEabLj8RChA17KwWkP8IZ3EjJg7ZsZEMqdRNZUby2fj3tg45NYtSCYtHAdKpSyj1jNhbxizZZKQhyghCZ8vJ5gjWoS/53swdhuwtEK5ewzdLvOKzWxAxxOdRVEUhqMtxwQEZJlAuy2MTDzO7u4u99/4GrmoD/tShHvf/Cb7wzrPzj/L5uYm271tFlh45EJO/E9i1/1+wqrKYCA2E+Z1DXSYCip0S8KM7rlc0Wmfo4HNdq+H7JEpuNA8hQJbjXX2m/vEYgukIlB0e/MMdgfu5wbY20vz9h5cvQpqH+7dOySXGxUSOfuqY0wTnBPMkUcFKy8iJ8q+G16KRsnpOr0liY3NTeztMisrBdFA5H4Xq9fGivnp5S1kxaZYLFKNw+zsZQ4P77PdrTJ7/Tq1Wg0lPCAej4NHmHlftYfHk8Pn89P8VpfOnQ76VR1Ls+hVe9Rrdf7Xn/9VLMuiHH+bz/7Mz7C9vY1hwNVkltXVVb72pd/h6eefZpkXTpmjUdrpyJCeY44GA254PLxTrPHH90sUCllu3PBRSRtIsodAS9xnmdkZrHgC9S++QqvVIpFIMD8/f1qQ5bAjIpSZzFVOMhlkSSKk+Jibg07Hx7//93DvXpnV+9fIvWDQbLYoFos8/fQjCr3MzuL1xXnRH6CnGSQ1jZDjnFags6wOR7e/SLBt8mxO489DGqvVQ6btIbmTXbb27jA9LVKcFeUAq2NjfMsgbKXhNvhuIrplAvoQFgJPnxZe8efzzOfz/Fwux1Zxi+kpg/D0DPGKDzimL8uwv05HDvGF1RX290tEwhY3fiCO56iLv9tnamEK35yP+FIIgkHk6jvnzu9iKvCTaIJX/M3Wk5gjCUhIkvRkuSNnijOepzHRRBNN9AgduCkZ0++TORqVWf6gNSrBPO9/cFdeVs9HSkYcwOPMkaQ++nFYcs/fOj5+TxB4vK/TqCP9kzBHb78toifPPit2gfvGQ7pB7p2P3u0ZMhDhKeV8zv7F3kXHY+Zod3eX1c1V7KiNnJt7wBzB2S7uVGCKmZkZZmYg2D2GY0TO2thC3O9fwul0yVkGgehZRCkXE6l3siwMWb9yGxW4GblKJ59nWtMwQyJEoSjCjBq6KBwRAL4rGoUo9E8U+jXR/0UNq6iI94yX95DlLn4/eL1ZWi3p1LsBDMwBvd0etSJo8zLxK7AQdbmwuIppd2EgiXlaKrF+pEH6EsF7Je7aFRqepGCOEjJrvR7a3h4Lfj9fW+vzK7/yP5Kw3sIfbmFM9fjoR5f4kz8JU7t3D0+3ey698eJC7o033gDELnrt7iZhLYL19BIb218HwLKm6HYlHC2GrdkEZIV86vxCsL/dJ2E7BFa8VPx5ent9/j/23jzKlfu+7vzUgiqgsO+NBtB791vIx/dI6j2SeiS1xZJpS17GshKP5SVnJk4mceYoc+JEcTzWyPJ4izNxbGU81ozteJztxHYmiWOb8lgaKxJlPVJcHt/eezcaje4G0EBjR6GW+aMKvbyFm0jTlPue8w7Z6GqgqvCrqt/9fe+938Rql/lGGVBIVlNs0sOcdBiemnQmx7baZGqqyNpaHMNIUq9DJjPBUJnk5ncgy7C54Y6FlB/dAlF1Tq7hxqo1k3MYRodzUejNzdDrLdDrrdJshti+sUA/NKAfELleqZCQJCYmJtC0AVtbt1BRGY+k2epVWKpvolk+PD6ZMMO+VwpGS8TblejPehisyFiGxVZhC8WvUPVU6fTTjIxmKPYW2L50ielsFq/X4lJ5jec2NvhwQ+Mrm0tEH4/y+Ml3o6oZBEGgWVzDskwC2XHOnYuwtydQr0NkZ40k8MBkBk8vgdfrp9dbRbf6KOqsk8oGWMhkcuN3kN5ho96sPsDGZj7UYW1lhUmfD5/POaf6zoCRgET6vVGuXYpiv7xBeKTHxMQE98qtCXq9eLwNds0GPo/KwLYJZbMk3RJpf28Pq6rhFSJ4lvf4B3/7f6D0wi5z81cIFOtY4jKB98+6Cxoe9JqObg5QUgp6WcdoGgeSzUPXN8CUS5JU26YTtTHzM/jicwhpZ3wv3lgAA2LeMEFPl3PnAlSulEjM90loOsIuhMdPEEseVIUmTk0cOb7bpcDHePPwzZrq91o9R7/k/nu9uL1x7FsCQRA04BowAfwL27Z/9M/jc49xjGO8Oei9Qc+ReEfDjjcHw4fp3Vbld3Ycz1Eq5ZCJoQ/g1aBm7038dPf4C69iBD6cTDdMh3otqNeP/tzN3s2kfHQCYTZfcP7H/8Qrvvcwhn0YDFCliiAL/MInfwHi0G63aTabBINB/H6/o//f3iYRmSYwOupM+NbWmJucdMjRbQ/Yu3mOzBVH9mbEHJmht+ZM4gp+A06fxu/303H7HB14jhyiFuFgvFUqzoQtFnPS2WzbQlRE1jecCdx4Ps/9908xOQlbW6CqcNjqtba3hh2xaZkGQsGkN+VIi7zecZifRxM40DAZBnGvSUdrUdwssicqqA+EXYmeRsLjgVOnwOOh8HvPYpom4VMPsbDxAosr63xgYpQf+6G/TqO4hb8fIRE7dc/vpN/v0+mIlAvX2P6TZU6eOEm9ESd1+hySX+TGzVV2igJ1r45WXCIn+ZgcP0p6lYyCAsiSRLHrQzckUorNiHgGgGDEGS9iL0zLNul5HXlgtbqFJH2dbz2rIPMYwlgev1/ZlyK6OSKO52jM8RxddT1HmY5D4kvDRY8yNNsVxF6fUGAGb8QhYMGgRHR6mpbRJqzGSYRCaKJIPp/nJ37k7/DC4gukoydJbBpstZcYGR9nb0nl0p/eItZeIhPLsLF5DstsMz1uUHswDh8KEzEV7CUbURMJJoIYCZ2XBi8w8MqMnDtHJpfjx3L/HV/4whfY1RKY6Rns0tcRautYliPhqnaq1Es7NLttNM1gLj3H3p7T3zeSyVAeDCCg8uijzni07RFyPQO5L+9LSpfcPkenzz98RLY79L4ovR6LnQ5N0+RsNEpUktD1Eu026OV1jL0wgu8k7/voBeIjab7lsXeTz+ePENPD8DebZJcLXBfqTM6OURkoVAaDfXIkdDUES2IvsoG5K3KiESeV9NCQR9FnJojstemVyyBJNJtNrIGFLMm0N0sggBw8xMryefr6FvS3UNUROq5UWM1mScY1kGWE4iYN3QuJBJY1ARoEjTWkmk7flyM8CqGkTvtaF0wbq72L+pCKx+w4rRVue5zcLgU+xpuDb+ZUv9dCjj79DX7G8jf4968FP4XTv+0YxzjGOxCTb9BztLvrGm3v2fr9jWFQdSVrcc8dq/KVkmO8HpIj9XVWu+6GCff4pVcxAh/u6xQK3bsJ6O14z3tGj76wbd65UciV1TUcMqFId48mP1z5gYPmscNggMzcWYqbRUqFEplkhmeeeQbTNJEkiYsXLzqVp6YCuk6326Ve9+FNPwgz7i380Fjo951Y4L5LjvY9R8JtnqNJZ2I/0HWKCwuomkZy3JHL6bpT2ctnhoRQ5EqrhVUxeHcojJJ2E+9We3SNBXwTPpbbzuxqSHs1DXq9Fv0+5A410M0EMhCA4oOOzEkQZBr9Bn32CA8jyXHHaShE4/IKly49TfrJOd5//3toHVoUiB2SRz7yyChPP93gxmaVfEfi/eEnsMkTCsOJJ95Lb+OV+xxdvHiRL32pxL/83L9gctfDrVur/FA0wuQDk6hRFSVrkkzAqVEFM5rDJ0p3RNLLQZmOaaKbJnOjXRgFAgHOjahsNDZYXYNOXeDLl14iFI1SjihcDIQol8fp9SLMRCr4fSJC2unP1Wg4srrD5LJptVkpHXiOhHVnnKYzhz1HCa4vtEhXquRPhvH5fMgyPPWd37lPuuVDY8beC5L338fIuSyqFGZqU4emzJWWze//1u8w8G4SGAT4+IdGiZ3sYHR0xmopPCkPckI+sujwiU98D7fWl8iffC+5mdMATAYe5akHPVz98q9SffYW4YDE5PgT+HxOxbDarcJkmAm/I+Wq1UxiMYhGJZCCvFCtoleqnBclNM3reI4qrueotwXtNiGzC6oz5ofXfDKZ3G8C3RVMNI+fuOwl6sb7W5lxx3OUiPPk/bBb32HuARFP9D1E3Gv1MDE9gp0dtKqXiZGzjAcUyrbM9vY2xWaTbDaLEgkSCN1HsXENWfWij6V54WtLVMo7YG/xocgUW/U6tq5jms61OXfxAVo7NaSgeCToA58PCxvcAIsVt/IePX2aqN/P4NqzDNbW2erMQV4ifzIKvR5+JcHFnJd63yQY9NPfk+h4TGLjGtfXr7P74i4nbZHJyUmWF13P0bc9dPCdcEyO3mx8M6f6vSo5sm37GyVHbykEQXgI+ATwD4B/+jbvzjGOcYw/R1QqrtH2LSRHt+PUmaOfdbgx6yuhu+pUnHwT9yaCr2YEPtzXaegHUA4lSr1WxFzPUTp98iCU4RA5SqchG3vgrn87TH4akqOaK6sbBgOUN3bwyCLx0TjNZpO1tTXi8TiaptFsNh3Dv0v6CvPzdDowMnLoON1JOoEAltVxPEedCkrswHPUjDik6MBz5Ey0RlUfwtoaiiBQTDiVlZmoQ3F6iweeo65lYbYHWKLJUHGjjCiIxijSbZ6jUqnE0hIoSp9k0mRvLzDsB0pQDWI0DBKCgRQSUdUstVYbBtuEUyn0qg5lnUqtQqlU4o9/43P0bZ3K5T9j5idn8Pnc406AZdtQrSIKwv44uPzcn5KLeEmeO8HytjPOMoA8cu9H91DmsrRUoFj7Oj7pHGbdoFAokPfEsXsi4z4JfBDzS3SKznjc6Bz1HJk9k7VuB0mVmNvcpFQqsSiKWFELO2DT2PTzW7/xJyxPanjpkUiHqKRl8mMRFhaSPLOcZHIS8l1YXd3C63WukcM5IjEyBMchEZfxyGCOOQRWWneivAmHyWka3Rknut5erzA7O4soqmiGgUeREbwKTTeGTRVF4o/MEGdmP24dbYZqtcpa7wqtQJXxqTk2FjbY29si1z4BIpgdk+6lLr5JH9K4M5FXVZVxMcf4RA5p5n4nFAAQVRVJt/nWRx9l6eYG+dEYsdChvkS3yU4//6VDnqNej9Fyma8+P8/v1W0uXLiPhx9WKY/oiF0D7bkrYFlkEhG437n+ZmcP/DLDe812yyHj6cx91NJpJEEgJKpMJNvQHKCqQcKTk9wo9Fje2sTIhQjKMvcMuJyeJpuErCQR8oFsGNRMk4aukwUkv0T0yTQPNaLIQZkqVZb9bbS5LC1PiavjYc64DZNF0an+SZpEePIusudWCx+p/WQ+bZj22elgWia9mICUmGKy4gXKdAWJzsrL6KqAdt852qtLtJsWbW+UVrWM3A+S0BKMnBohEYqA34+0e9RzdPt3cow3B68n1e+dJr97R0d5u4l4/yfwNPAfOCZHxzjGOxJDz83o66zCHJ44vJnQ5rR7/u5wzDccbcz6ShCVe0sAi+7xZ1X1FY3Ah/s6DSObX4vn6MUX3S70DzqpdZ1Bwt33w1sdPeZb7S6l0hZSqXTkgXb7RKPskqM5d0J/a+kWVtRCjsgEvUGi0SiGYSCKIsFgkHLbCdFI+pNks1myWfC3tmEbR7Pm9o1yPEdT2J0OeWtwxHOUjQz7HDmPsF7F8ajIsQcYGx8nKMs0XPImis6Y6msHnqP3up6jdl2iU4V4fOg5chLzDucA9no9/H7I50epVAQnktndoGf06G50qayAZ0Igeh9MRYe+MBGj2YW6wezsLLtXrrDdiRAaG0OoLvJfvniZ6XfFGZW8JBIii90unmKRSZ+P9XYcyHNfNsVu6wZrnefJZk+hqiOwtcXa0hJmMnnHdz+UuWxtbVEul1lbW2NZmEe1VL735PtZ23akkgMjTqcjYHpiWLKJX5QYGzlqK+6v90laoM2q/FlR5v/4mS/j1XZZiW/y0W//fuq/ESWwNEsy1acammd3UCGRm0NVG6RS6/h8IRIJJ0FNkiYZtuga9hr2eKDoeo5iKT99CyTFIcYDt8TRTJ3EMDqcjdn052Zdz9EamjbHwte+xkp3g8knnqClOP27Yh7PPikyOyZ0OuxYOyzVS0iqhKxKbCwtISsyyfdNIoSjREZkqoKBmRAIaR4WX3DG0qnHTtG3cxiWgWYZyG4a25pq8HP/6tfodwQevbrB6PmT7P7xv8X7oe9EdRvANjdWMSyDYG6Chx6KUq8L1GrQe/kS/+6zn6XgC9FsZjh58iF6vTUMs4+3G3TjqeMYAwu73kKKHBXEDO81Od3AwmY+3GF9dZVJnw/NbiN97WtIrT62KCA89WGCtRAnLIusK827Z8ClJCEpbUzLpDHw8ke7NaxAgLjHw5hp4pckJL+E5bGo6lXEgUlUDGDKIvH8BBPZ+/Yrjpb1KjLjQ9c3wNQwnXJxkaXGCvbEBHOHPEef//zneebl/5cHT44RlyqcHHkXwq1lSgtfxexYLNc8nP3+7yaUOrj/3u45OsZbg9ea6vdOlN+9o8kR8Pdw4pa+5+3ekWMc4xhvHPob9By9HUbbrS1HNjIy4qxyv9YeGOrovYmfYd/DntluQ7Pp6Iv8/iN9nV6P56jVOkrMeplXb4xYWnma3/6//xXmTuQVH2gzhyRN+XyertZFN3UmIhMoksJTTz11xHO0Wd2E7S2SYR1/1kn9Yn3d8Ryl03Bb3yht9k6iaqw4RGcQdSRHQ8/RvL8Pc3Oc9PuR9z1HzmOu7KaqRYG2O96qVed8xuNOOpttm4iqyGrBIZOTY2P7jXebTWf3DudurO+tY0dt2isGQtGkO7UKgM83ceA5mnUmgePRKPd1Nlir75KUymx7WkyPdFF8ABpJjwdOnwaPh2GYYOTMI1Q3ZJrtJv6dFXS1R1TxEmr4IHRnQuNQ5pJOp9ncbBKPTxCPKfT7feSAzOjowwBcu75MedOm4dPRisuO52jiNs/RqOM56vck/tPnB6zWxpgKTSNWLtO9GWM6IFNTdxG/AtEpkY/8rUlCQYVKZY1+/zJpQyTSsFCzE4CHoWrQzRFhbg7SYwqNBlzd7hEMQ6btSKz2PUcVaLieo3BgBjV8sDiQOHsWRZ8iFkhTMg7Gt17YprC3jtWLkK0O6IVWyU5MUmtm+N4P/w1i7SWy2SzNwBjb/SZhtcee7oGYSEbzkPAdEBJxFNZqq6i1GnMZh4Ctvfj7eDxNovn7KJfqGKeShP0DrL0axBzZaX2rTKvbRvNbzCXnqNWgXIZyr8d6KERsMkdv+RYD4QaK8hij3QGyR4RMBiyL0tIia4MBYqGAJEmEQiEmJyf3x6Kn12Oh06FtmjwYjRKRJPTqMoObVzE9A7whBc/uOq1IA1GOoLrezMPE9AhqNdauL7Ek7BKbyiMIMdKqim5ZNA0DvyTR1tv80eIfYVkWkWqLx4InaY/niaQixL1But2ue504Vd1UKkW/71xHqnqolcDYGH29BP0Sqpqh5coGY7kcqV4ARBGhUGBP97HR7/Or/9fTFKQCm5e/ynd/5LuQph5BSCZZff55ookEPp+PptFEaAlIjSaapmEaR58nt0uBj/Hm4bWk+r0T5XfvWHIkCMIkjh/qp2zbXhUEYeJVtv8R4Ee4Z5/6YxzjGG8XJt6g56hadbXk8TdXS65XXMla4k7J2u62I88akqM3Imu7HeN365U0bLBjmk7XxosXqblSumg0+ro8R088kTn6wo7rzD40V3hx2XnvB6ec4ylvNui1LGZve6AdrvwAiLcR1IEcRZBBkZz30TQNTdP2iexsfBZaChgGnU6HWs2HL/UgTLvf4aFz0e87k+We7RCksNdZ+u6IjozOM3AmYp6pEwCY/T4b8/OoPh/JSef9dN1ZbR/LDL1CIi83m1hlg8fDYdQRh7T21g48R2tdh6y6xQ4sC9bWWogiRKMHnqPRoCOn2ji36ryzqNDo79EX6kQOeY6q1SrKyAgf/I6P8CfeZ4hHMmRONsgrFhl3/EQ9Htp6m61WlWjKaWA5X90hXjMYC02wMdAZWDbRk1P45RqG0cI020di1ocyF8MwyGQewjRNMqqJqiicOnWKSMQ5J2reIJWG0xkFM5bHK0p3RNLLAZm2abK9bRLTgmiBGoW9AcmkzgPvkak2BB5OvJfS0gYn3v8AM4kcZtukUhmn14sS16pYsoLf7/Tn2ttzIugPc/qG5fQ5sjo1KtISojXCyEiGkdHDnqMk1+dbpCoVxk6G0TTtiEQnpIbweg4mw8VbLXbbFplHfagTI0wWB9CUCAbTjAXTJKZOu+cbOp0tdN1mQp/Etmxsr00v3mN1dZVeoUdcKZNQOmj+OfAG3XP8CEr1P9Ir3SJU7SGV+vhPnURNOe97bfkaxWqRszNnSfvTVKsG0SjE4zI+32m2Mkmu9wpEqLBurrK0Ps7217bJZrNMX7wIzSZ7/RZP/8f/h3XdplAo8OEPf5hz585x8eJFJ2yEAX7ZR1L2EXF1sfLIaWrSOqbdJTgSZuDtExAsdE+Y1KRBefXO6V467VaPy2XEqko0c46JoMStvT6rm5tkPR6CbsRdU2/i9/hJ+VOUrVX6exGaTY1u1CLo0SkUCgC0WhXa7TZ4H6FDj6AkckQQ4PVi2YDl3EdX3WpY7PRpIprG4NolBusFtttzXK1U8CtNTmZUKlVYFSzeJ/og48PO56lYFrlgkCvFK1z742s8Iae5cOECKwvOWI59uyOBvl0K/BcV7zTp2WvFO7Gp7juWHAG/CqwA/9tr2di27c8BnxMEIQg03sodO8YxjvHng7eKHBm7Dnm4Gzk69cAb9BytuJ6jyddIBJtNWFtzyhqaBs0mZfezotHofkf6NxIIERfdON1DfY5agkuYcI757IkP8AfmpTseaPWeaxB3ydGuuxw9DBSIekM0+w0a/QYhNcTCguMfOSIBcxP+Nubn6fVgdPTQRMCdpBMMYlk9BlWdQqeKElf2yVEz8S7ezQAAIABJREFU7Gwz4nMqCYZrAh9VfYhra3gFgU13sjoTdfb7sOdIt23Mnol1aFKtZBREI0tPFMjmfQTcKt3m5iZLS+D19kkkTOr1mf1I5IASwGgYJLFcz9EotVYLBjtE0mmHZO/oVOtV0HVS0xonDQFRidL1+qhWOyi+GME0NPotnr38R2CbWIkYF/MXCbYGmBpUfTfZajTBlEjrSVrer2PbJoO6SiRycZ8gHZa5ZDLOcT93c5lMJuNU9boOsR33irSlNj2rjNSUEGQvpfaGe9odEmB2Tda7HfqqxFTEJvzev0IraHHq8V1Idch+bJRAJ4Wua7QjIv2iMx7HxjQWFhL82UqCyUnIdWB1dRufzyFHhy+TGBlayiaf/bWfxbJ0VFR+/B//OOMbbl766dNkfT66szZry8sIhQper5fPfObnkdptBFngxz7zGSJZp9oYF0XiF6aJM33wOb4ZKpUKdqhLPBEHN4rfCyiKQ397GzrdlS51b53P/OZnME0TVVX59F/7PtLpNPJYGHo99/im+Z/+zifY2Nig3BbpKDbdh9+N6vdTKBT47V/6bQzD4IvyF/nUpz7F9evOxPxDH5okn0jwj7/7/fzOVz+P7Zlkc73HT//eTzKQIgiCyj/1fZzR0VHq4QjbCGQyI2xvbxOLxbAsi2KxSDqdZsf1HKUy97GbTCKLIqFgiOQPfgc0m3jiQQTVZnf1RTb0FcpGiLtN9/b9hjMzZNOQFUWCfviYanCj2yUoSU7zViCoBJFEiXK7jOgPUul3MXsr6I0eS90AY9lZ2u02N29+hbZp8eVLcOr0afxeLxfNBv5Ox2G7loWPxH4J1j9M+2y3MSyDblxETk4zVfHiK0n8wVd1QreqKL4YT73ru9ne2AbT5NwTT9BuNEh0u/z0L/8C/X6fq3jJPP44SvLofTsbzNLUm7T1Nn7llavmbxdBeSdKz14r3olNdd+R5EgQhI8DHwSetG178HbvzzGOcYxvDIc9N68Hr8Vv80bwip6j2yolr9lz5L130XrDnXjlDleQgkGIRh0fgihCMMhMKrX/62FH+tdyDp5/3pn4Pvyw0x+obSTv2OaJyaPHbCdi/PCP/X2k0taRB9ps/KjPq3I7ORItKp0SWwMvITVEInF0tXan7YRKpPwpcrkc2ayN1ijBlgAjI+CmVxEM4vNNYvc6jGGgRQ/1OYo4x+HYTkGvOgRMjJ8lOzVFu1xm5eV5xsbGEONurxa/c/414H2u56hRk2hXIJFw0tn6ZpRn63VMukg4jVN1XScUglwuS7nsRjK75Kg76NItdNlZtvFMQOQMTEdd6ZcNRqNLe8sglJojSJFC8CxRtUOHJs/u+rC6Jim5xscTUa40d5lfX2LGH6DUHeF6v02iuUG5fgnfTIATJy6g6xX0tStsr/wpVnqMXG4Gw2geqR7l83k2NzepVjd55JFHMO2DZLuVFcdz1OxrPLd+g0g2j9Tp8uTI43dE0vcLfVK2gDajEv5QgsrNIJPTHi6Zl+k0IFWPAyaZSccnpGYct7/taZBKreDzhUkmJ9jYAI9nimGLLrf4iaI4nqMb1+cZCCbjU1PsbNxkrXSNTNu5xprp0wwGbc7EbQZzc3S7C1y79pxTGZMkbtWXuXTrEifjznURP+w5apvQbrNt77BUK6GZPmRVIupzxlFz4AVkgkFo5k3MgJfiS0UG2wMyoxkqRoXlIgRSaTRzgGfdISTG1AipC/cTvHCB5Is7lDqrbOjL+PoH8qH7smk2ShssLi/yrnc9RK0mUCmY+NeuMCst8PiDXgoLPirbEhFRJzIT4OZCl431dUZHRhjNjmPZEqVSCVmWUVUVURTpdDpsb2+TH1iYtuM5KqytOZ4jDcSAjWiA0dpmr7eIUqqTswXU+v30eQWIIoLUwrAMDCtAQJY5f8jfCOBX/FzMX6SpNwmistcu0+lfRRZtMMt4vbM0mxaSlCSSTrC91yTd6RAwTfovv+yQLEly4vo1bZ8cTQ1VA4uLfG3pWdZFkSdOP0H+dJ786Tl+0BbYXFri/Q+fIZccZc+yYHGRgHsffvHKFaSBxOmp006Fu1Dg7Nmz+/vd1ts8U3gG0zKRRImL+Yv3JEhvJ0F5J0rPXg/eaU1133HkSBAEFada9IfAliAIwziUoag17L5WsW27frf3OMYx3gn4Zi2x3w339Nz8BUSp5KxqZ1zfztAH8GpQM/cmfnd1XPn98NRTRzxHh+lVJpO521/dFd2udOTn3sire47M5oukAnD6iSdfcbvZ2ySRhUYBSZT2m6HeniTY6Ddgq0QqpKPlco7nqFBwPEewX1UaQpu5k6gOlh1CNojWAPDWHVK5FuhT8vv5N7/yK2haFUmS+cQnPk02m6PcPvAcNdx0s91d57wkEk46W63fYbXbxWg08AoCzUBgv2LWaDgypMMcuNAoYMdtOusGwpZJd8Yx1Ph8kzA/j90VeHFnFrMIUlXm1EQQb/7buLbyElErSiQZpNTU2W4aTGhhFk/MUhdMPHsCEV+A+NSjlNdMOp1l9iqLgEgkkiVQz2NoEUBElo822i0UCrz44ouEw3lOnYJw4OD32ewFAL76/HPsrA7YwWSkXmKrvkB27uKR91GzKiogSRKGKKElIZiATOV+AEYVh+UE+26ku885l+XyNt3uNVK6QKRuo+YmAXm/t46bI+J4jiYUar1RGl9Jca1SYdoDmYjG6oib/laFvXaVXreH5BsnHJtgfFxFlr/ISreLHMlxbuYc8iEvXn9ty/GC9SPkdg304Cr5yUl2FxVWrtaIph3/SYk5BoMGc3MWTVuBiMDkmUmiviitcgs5JZN9KMW6toJajzA36uyTrru9mMjRjclMJ3zIah3bdia2A2XA2voGtghiXCQeD1MumGz+1zqpmMim3GJmYo4T6T6mNMHvfuEWS4vL+AJB0mfO01fS9Jcv88Pf871IkRCpVIpwOEwwGNyvEsuu56hrWTwcjRKWJHR9i+7lFdjZQJ7QIBfBGJXB2EXztOkTBK8JPgO6MvQO3RN2d1m/vsSSUCcUVmjuCoyNjfHAbfInv+J3iMX8PO32Njv+JjGCJBUfzeY2khTE41Hp1PYISRKIbezaDr7NTeci0zSIRumEW5jNl9C0WRp1h7x3BYHf+Pd/iGkaXO7/J37ob/84o2fPMjr6bnRtlIG5BKUS4bk5mJ5mcXERRJGRc+cQv/gn3Fq4RcS0mYxEGPTcNfOQIwc0LdORA7bLjjzwHuTo7SQo70Tp2Tcz3hRyJAiCDHwnEAN+37btrVf5k28EPiAJfLv773Z83P33Y8AvvoX7cYxjvGX4Zi6x3w139dy8BgyjvG+vTnyj0Muu5yh5p6yutuM8zIfkyHOHu/n1Y+xex69pzj93lfRwX6dgMHj3v7kLHn/8KJGyt93l+8TB5z6/5Lz28LRzzF45wt1wuPIDd1bSBnIMZPBIznmx3PCDYcPemdiM4zmyLNrtNru7PrTkgzDlkqhD1cN+35mIdl3PUcTr7FNbdgiqZ+BULTzTjufI7vV46ZlnaJXLjL5rlkKhwNraSySTMuP7IRQSl1strJ0BT4YjqBkV02zTXNnGMLbRIhqLuo1fFAm6M3pdb7O6uoUkBYhGD/KQs0FnTa7wwLJ7jF72enV61Ih2OjQrMmtroCh7eL0qAyHIzcLLGJMZcp4xnr9sYtserhZlPnAxzEdPfKuzMq8E8Ssa89V5knWJsdDjFCQdSfajnLiPtDaDabTQIrH9qlFbb3Nz5Sa//Iu/jDAQaLcLjI4+xImEe9wZCIedEIfAxAkC1EiFO0QSacayE3fIQyW/RMswwDCwmz08XlBHAjw0orK+t049YJIL5ShdcrwmRt75bqrVCbrdGDGtiunxomlOrx5ddyLoj3iOjDZ9Yvytj/0oorTEtJUho45gjtjuvsCLjRi/e6NM0CqQ0TU+kJu9Q6IzOBTosrnYod6G0Uf9qNMRJjYMOtt9+rrmxMiPOmN+3AOdzjaDgc14fxLbtPGM5viH//wf7r933FOmoffQAiOgOl4zrzUJm0XG7SqXr+6wIe5y5kMPoChp8nn4m//j32SjuMG5mXPkcjnK5QEhWcc2+whWgjUhSa9sML5i4jEUrIGKrxvDK3rpPdejFW+hbraYORknd/FR7oa2IuAXVVKKRtiN95cykyxYMq1ojFNTUdCX8ak6LU+IjqA5xOi+uuO6toBrkQOCVKkg1XwYosav/8ufpxaI07UsfuL7vo/3PnqwD229TVNvIkb8PL8R52arjiHrfFfMwCw3EEWDRx45Q7PZ4t2hNB0qBIMKvlhsvwJuRn3stb8EWOj6DitbMQRBo1OtYtkKj8Y1uvOLzP/Xm8hqntzpGJrmI6TMQDzHYDAAv59uLkfbsjiTTvNDn/ghvv71r/OEnCanqnz9WWeRIv7h+FE5oCgSVO5933w7Cco7UXr2zYzXTY4EQfgF4H22bZ93fxaAPwGewGmx/jOCIDxq2/bSm7qnB2gD33uX15PA/44T6/3rwMtv0ecf4xhvOb7ZS+xvFoZk4c0mR0bd9RzdhRydPnvU37TndngP3zMn10F32fUcTb2O8AnXrzOMvT3c16nnSvG8b4BYJiQ3TpeDMkhXOuo5Skfvu+vfNvrOJHpIjqqurC7uksSYN0ijt8deb4+wN+ys8HKb/M9NpCvOz6PrkMsdGtvuJJ1QCMvSGVR0Njq7KAllnxy1Qg4pyvgc4YBhOh6kUVXjkcGASrvNlbUld4LzKF5vnt6iKywKahi2janbWD0L02xTrz+DGezjtXp8W/wxqvEYAddvUSgssLz8LKrqyOsqlY+RcAmHX/Fj7BmkbBspLKKqGeqtJhhloiMjqP0BAWHAdq1FKGQTGh9h2pBRgzZWL0ITg/GUTKsiUduzSEst0oKIEHDeP9jUsf0qdm4EvXRglZVSGhIakuQQyaF06KUbL7EpbXI+e57C0hamuUQ94vTLGcEhAwAnAj5yJy7gC/uQ1iX8up+NrQ33tDtjwuyYFLpdJJ9Ewhiud85wo3yDUqtEUjhJw/ZwK+2M54lNh1yPj2ssLMS5tBpnchKybVhd3UHThs2LD77qmJ0hPAGJRBBJymL2nIqetHjD2eD++wnKCpOTYYSNDcqb2+wlQuTzeUb9fvpmn77Rp2k5BD2hKCQuTJFgaj9VsG1mePrppxlIHmLRGFHBCTVQAUVxtH7djT7dFafPUSKfIOGmoBkvN0igIo+FwE1jE30+aHZRWy2QutRFkbapMLxTPHn/k3D/wTF+/oUV6Fk8GA1it/s8JD7GnzVv8v8tVEm0tlF8NtH3T7KzvEv5K7eIPWQRzp8kOHnnJH7YELbseo6So/dTicfxiCKyoVNMLGLaJl/fqfHo6Dlau7coDmT6mgy2Aak+ND3QF50K0pAczc6SzcDqV7+KaStEJiaora3xhe1tzrtR3oflaXu2xEuSF1XyEbBFtsw0D48Nr+8NYjHw+YJAECEkwFPj+xVwo7eJYmgokUl0vYw/G0NSRkiLIl7bZL5XRpmM8rHHM2QiVZqWSKRSIhIKwajKyvw8ncGAF8JhTNOkUS5z/+QZTuRO0Nze48ulEjoG6ZH0/jW6LwdUgq/oOXq7Cco7TXr2zYw3Ujn6VhwyNMRHgCeBXwBeAn4F+CTwN77hvbsLXI/R797++qG0uiXbtu/4/TGO8U7CX7YS+109N68Bb5nn6C7x0ffCtutqfjVyJGr39hwV3OPP3378t5G+w32d1l0PxGs5B88956zunz/vPHjbVuqObR6fOHrMha6TtnYycHSSNhM72tjxdnIUFk12uiW2DR9hb5hk8qi/abvlnK90IE0+nyebtfDVi1Byo4yHzZdCIScSW+8yIZr4oociwyPOcQiCc071iksi42c5c+ECU1NTXBE7jOXHGRtzJsA9vzOB1oAPRKMQhVpVZLC9BazhUeN4xCCaKBFVffsVMV2v4/MVSCan2NvzUS4398lRZ9Chu9Fle9nCMyEQPnPo/JgW3r0u3/KIgZHMEtzboLhUxk5PwU6RQa9EkAzVbfB5oOLpsXLrBXKKhND5IAD2dpFq8zp6WmV62vVRbG6yNv+nGKk4p09/CHCkQ2v1NSLxCKIkcunFS2iWxuzs+D4hghCrqy8BYJhJWi0Ym8sxUDp4RJuJ3MSR76m/0Sfteo72MmN0V3v4lrosNxuAH7EcYYsO0RlncUDNOGPKlvdIJpfRtDCJxBTFIqjqNEMLi2svRFWhWHTIfiihgQmy5BBAw00+a47cj9Dv4vN0GaRSpPUWqlkCIiw999x+n6OmxylHJRRlnxQZLQNabebL83RCMBYZoVrdpbmzg39khMbAB0iEQtAYkzBDXkLeQ32OLp5CF3Polo5m6ijuPhnpABRu0jG9JNd1zJkQG7Ur+IQpvF7HC9dcX0Y3dYJjU1y4EGd3V0DwaEQKO8Q1ETFznqTPRtizWP7Sf6De2sT2pkiOxbEMG2sgYNylID1sAj02AMO2mI902FhfdzxHKSjUb5DoSkiGQCc4Q7wzQdi2SVledro2tGUQLbBE6B5qCisI2DTJ5IKYXoXt7W0SsszciRP7Ud7DMRbX4oh9k2arjK76oQ9ZfwbN7VdkWY48dsElk3PD6rdbAZcLbdAb6FoZEJnyJ5EkL7Io8vG/9iHWBJ13nzhLZuwkkuRn4+oCliUTCgYQGw1GRkbYnp8nPRiQkiSqto0YPcFgt83P/5N/gmEYWJbFJz/5yf3zti8HfA04JijHgDdGjvLAwqGfPwKs2Lb9SQBBEO4Dvv9N2LdjHOMvLd7uFaw/b7yxLkdvDzY33WS0UedhOzV0mr8KhpHRrwu3+XUOS9hGXQ/E3XC7X20wODrT6iVfnfxZLce8T+A9r7jdnHb0vTYaG3gkz34z1Gj0aD+elt6C0ibpkI4vnz/wHE1NOTK4jQ3Gx8cZjnjf9J2VNt2VAMpRZwLm3XP2YTWow/Q0px94gLDb52h19Rrr6+vY9jkymQwxoGY4VbLNHYOW3mMs7UPs6ViCyU122VorM62GmJ2YYGLiNMHgGp2ORSymkskckMWNxgZ2wqa3YdHftunOOPI6n28KlhfxCeC93yGvwsAmGRqwp3nZ2u4Q8AiMvStGuwmJwS7Xr15DjikoaoDNFy+Ry+U4cfYxNldtitUGcuk6flkjqmmE23ns/oE+LagEiXqjWKrFD3z8B6hdrpGKzhAO51Hk7f3tstlHAHjhyk2uLFZ5qe/jTEcnJ/mITB0l2WruwHNU6EkMZJACMNp1yiJZzfUcdV3PkdepQuzs7NDp3CDRFYjsgpqfAiSGtiA3R2Tfc7RXE7i61ScchUzT2dfSkEntQr29x6lwD8k3RiR3bj89LfXww/j0E0QCcTCd19qmye5Sgd1WCa8ZI79r4vVsIw36LF6uIAgioak9GAzYYo5+f4upqTpNO4EY9uPxeUiFDxYOhIzBem2Z2o0e8maf8fFxYnsrYFXYSpyjUy0xFTPw+ASGd7Gd9g6l7Q0qrSpxX49zI+col2HXsEmcm2SlcRO8Ft/yV5zK7Nz5n2L16irjYyfIT+UxmgYLNy9TWxI5nXzXke9k2ARacj1HfdvmfDRKSJKoUcazUqS+eBVPPElwkKc4m8f2a2wXnUWE3U6cpmmQ0OT98whAtcr6tSWWBzU+/tHv4eZAIpyK4pFlurUaW4CoikS9UQzTwL9R5OFyG2MqTUSR0GTJie8GR7oIJDzQ6xfp9SS86939L12aOk3EHMcQ+8hykFqtC/RJjI1xX0IhV/saoeIl1q9dJnjmI0jSFAVzleD6FSajk4Tm5pCmpvjK/DxbgkA+m8Ur2Dx/9WXEep1T09O8vLLB8vwyp0+f5hjHeCN4I+RIAcxDP7+Po5WkZeC1O4XfJNi2vYoj6zvGMb4p8JdpBeuenptXQbns9txJ3pm+9o1A33E9R6k7ZXV7ZafKMyRHsvyNWzfvqBgNMfRSuH6dw9Hlw470t+NufrV3v/voOLJ33OX75MHnPrfoHPP5Gbc/kXL3ePTDlZ+7YeBx/k4WnfNiuuEHwwa207FpaDuf0Wq1XM/RQxTk1h37nUo5x92xHPIT9TlEq6W4XqOB6z2acTxHQq/H+vXrqF4vqZkUxc0iv/bZn8U0Dbr1ET75jz4JjHO51aK70UBtzWMmTW60Q9zfGaVvPIMn1UDvyWxyDq9LMkdHz9BqSchygLGxgxXoXMipFKyfcVTkoqhR79XoskvM7XO0sODIP6envfj9fq6vX0aa8vJo/n7apslGZ4Of+dmfZFPaRB/oYEPOzuGTfHz0Rz/KdvF5Uv4UXxqUuJB4F9HTE0TUo49Yv+LnqdmnDqRDj/mZn3eKcKGBQy4LhnMsqbEx5uNJej6NTMLLpJAkJnvu9BxpEk3DoN3vs7PX4a/+NyLFrTCgQHiNgG1CI890dJ1//a8PPEe7u5Osrpqs1l4mGLhFv1gkEomQy+WIRqMczhFpGG1Wtz2kQyrZEaDgnM/MoT5Ht9opOgs9knsdxKCG5EoOI4kEEbdRl8+yaFsWz9Tr7C7u0tIHvO8xP+psjFMFk/GYSTEew+/3o806Yz4vttnZeZq9vQFhPUvQ+xiWR6UT7jgLCwXHc2TXCvz65/4z4kB0xuXf/3tkxRwT1SovLpUpqGkeeOAsiuKQqq3mFi94lgimgzRqK4SMccJhP8E9g25R4FYkSnu3S/+leUL+AOPnT5DsO9enqIkomkJs0+boNIsj11DLY+P3K6QVH6GdHRgMiGfu50Lgo/SDWWYePIG/DjFRYU8LsWcYhGWZckEEFPwnbpsqFQp4brXwt7LMzgaYseDzL3yZntHj35bLnDp1Cr/fz5Pnn8TyWEjxDl/+8lcpNATsmIxH9FDccNoDTE0594WYJ0zPJa1HKuCKgoTCkJqtbq+6myTQBC+8XMX3pZus1SO0b3yB8R/4CH6fl6AyC4kcuq7jCQT4lpkZWpZFPh6nWF+iRg1vq8Xu/DxCy49Y+8ZaWv5lCkQ6xp14I0/1AvAoTs+g+4Ap4CcP/T4FtN6EfTvGMY5xjFfEUIP/ZpMjo+F6ju5Cjk7d5jka7kMkcvcAgyG6S67n6C6VkHvC9esMPUeHydGwI73vtrS41+JXS0puXDYHUsCN3SKlUokR1SHlidBJ7oaW7tze0ziToIqbzZxwm5nG1QB7vTr1Xp2IN8LS0pJ7CIcqE+7+bM7PMxhAPJ5nefkqhmFwIpNhbW2N1dVVkskx9HKfYruGklT2yVE76FbvfI7McGA40q5RNYBcLBIQBEqjKi8s3qRe9zExMUG1UKf44hrTp8YxbZtmr0OlWiQcDaNJPgZxCbEPcY+XcCZMvanz6U9/mr29PTqdNH/37/4gJ07A7q5T0Bua030dHykT5IiIqo6w12qAUSGWydDf6RM0+2zpNRYWLObGYszkFbwuv/JLEjvr6/SsHkrOy+DlErIpkjl3nspqhcr1m3jjErHcOMWNdXbEPWYBO3pnrVXzaGieg2a7w/C/pTJsbW/zmz/xzzCMPlbEw2M/+Nc5l05jBYLoOxJIHrZat3mO2iYL7TYvGW2CgypmFqifhuBN8G/RKp8GPFyOanxNhZElHZ8GklTl137t31CpeNjY+ArnzqUAi0984kd4z3vew+EckajleI6SSQlRBMuVdorz15wNzpwhq3rhfi+by8vsbpSYnZ1FkjSMSoWe0UNOJGhaItu6zlq/j3YmT1wU8UcCSKoK6gwaMKO6CwGic37E/haBQBpFSdFcKbB3q0Tbu8tnfvMzGIaB1+vlf/nYf0t/s4s4EJnNZp1xWd4lf/FJlGYT0fKzJ+i0TJlhjTcVSGGYBqIg4pN9XHpxgZiS5P3nc9Bu87ga549vvMh/eWGHx+5/gBGzQynTQZQ00l9yrpWRJx/aP0fDcRZUguht51qruJ6jRPYMO9EoiigSEWVOPH4ahBqeug2iyE6/z1qphDkWJizLtGPd4Wg5+BLabdjZYUTq4V/cRkk/RocOk0oYdTTFH169Sjqdxufz0ewM0BIJtFQSYaxCaNDlZCxEtVvdv8fouiM/FKUQippzmkQfXvs55CkECA0HarOJpev0/V7EyQiTloS/v0urXiDYbBINh2FUYXV+HgYD535imjAYMBIY4YPv/iCPTF9ga2uLQfPAc/RG8JctEOkYd+KNkKN/B/zPgiCkgPtwGqr+4aHfPwi8VWEMxzjGMb4JcU/PzavgsAfnzcTd4qPvhaEP4NXIkRSQ7vm79V6Pzc1NBsXi0ZXK20jfYYIx7Eh/u+fobn61Z591tr1wwXnfpus5Sh16rz/43P+KYRi88PvOZKAddYjTycDR/k3TsaP9T3ZdiVpCUSgUCtxYuoEVsRDyU0S8EVKpo/6mrZbjKRoJjDA2NkY2a+LdLYDXiyzL1G/eJO7ut9ebxx508ZaLFHeK+CZ95PN5xiJOoMOQCAzcPkdW/BypmRnCHg/+QIKHZ8/wRemLrKysI3gjRGcmAPiWWIx2QOXfX1qiumMRSJfQtAi2ksW0LFRRYbdYwzAMcrkcu7tL2PYC/f5fpVIBNeCY09t6G8+ah0wnTnA6QOgszMbcMWkYWPUenoFFrzeNWdrmPz9T49wHppBLBdaENZLvypEeG8MrellpNIiGVPydAQtXDbzSCGP+AFuNNUq9dbKjKc7kZ6FYZH3+TzHSiX3PEcDCrttsNz7HM888A8DFixcRWlssvfg8m5uTZDJldjf3KCwsYrcM7ECc2mqRs9k83lGZtbU1fD7nHPeLfXyGSS9kYfvTDEydtK/JttyGfpBsOwx0KA72qO7A8500j70bSlevkMtdIRqNsLGxhSA8uJ9YCPu9VPF6YXPT8RwFXc+RR3RI7mDTCQxpjJxhMGiSTNqMjY3R7S7Q72+gaXMsP//8Ec9RxzSJyjKWZOGXRbQuGNU6W2xBIIC37SwiJDTnv51+kGZTIRgs005KqMk4xZduMdg69zsOAAAgAElEQVQeMJoZpWyUWdkSiGfPIchfpHH9OklZJp+Pslpe4eb6LhEi+AMdirUraMIUXm+eoBJEbfSo1ldRcnM8+WieXiPAnuUh0d1B7licPzVLzHOKRCxJv7+IZOooyiyeuCN/7XbdNEmPfqRHT6qfQpM1xg2RgWUxH+1QLBSY9Pnwetvc3LuM54SPU/5pxFCc4OIup+wDL+dE5C5GpmbTIRnZIMa1LWhWCWSSePDQ7XYJhUJ4PB50UeSPm5vIgwrjaooxoswKaTKKBEofRbGQJD+W5chpFw97jg5XwA95CgGmh4s7CwsUGiuYqdPEtv1IghfJo7Gx18fEQygYQHI9RywuYroLR5IkEZqbI6SGSIVTzM7N0Rw2kn6DOA5EOsYbIUc/i+M7+i5gD/jBYT8hQRDCwHcA/+xN28NjHOMYx/gLhGLRqVpks87y//RtzRLvBSV9ZxVqiK1SiX/+S7+E2mgcXam8za9zGNls9q6v382vVixuH9mmnzhK/u42GYjLrqwn8N5XPK6h52i42lqliiRL/OI/+kWI30kaO4MObG5CUMc7NuZ4jjY2mJua4lOf+hRri4uO58idjFQ8FX7ut37uyCpuqOBKv6LOd1G/2aS4uUnjQpSRiQnCgQBiZ578iMpP/MQnXM/Rg6gRR9NVGQxAUDif+ADtQZvT+R6q6QVplgWrzsZWG5/UQpZlarUafn+YXO4BRkZkwmHYbjvm9L7Zxxvzouoq4o6XbtdZF/T5pmFlBZ8AtdgcK89AUpQI+iwGlsiV4irtcots4hEymQw//ZM/zfOL15FjMkk1wOYNm3w+z9yZIK3dIiBg7rQwlisQ8BPpTmAd8hwBJLQD6ZKqqrRaEnt7EA1GGM+eptvts7JioShhHlHSFG5u8jsv/iFzuw2+WG3SGu2jqur+OR7Nj5I1ZVIdg2JXpG14UbsqNB3PURgniGO3mOY9KZuaLtLWIRwOEYl0iLc3maYBrBOJhPa9eW6OiOM5mlSo1wSulvpEYpBpOAsNJbeaINSh1q4h9XtEAzOEDhHz9Pnz+PVThIMxNg0ndv2hUIjdyzfZ216ipOXI97xsdZ9jTRQJGHMkEwkSI071tcwcpvkYmUyD2kDGkPxM3j9JVIvS3G0iJ2SyD8Vp+Tr88Cd+GLmkMz4+Tt8s8dnPfpZVM4Palvjx//6D5HwH11NLb3HWf5ZKp0o8nCObzDBfg2rFJp7Psdy8AYrBex91PEeWnWOkPUAyRTxnnB5f83/2LADxM2P7IQiarJHKpRgJjCD2eqx3Oui2zYVoFL/Qp1r7PMK1RQYekeXJPqVFP2bAJJPJILuyXM10ydFhjhQMgiRRWVxmM1kmet7k5IksceL/P3vvHSVJXl/5fiIy0kV6U+mzMrNMVtuZ7h7TQzfDgOCBQBJIyCCEzPKQY4V4LEhihdCycKQHEhJvkcQTeivtStoV0ltJWGGFm+kxPbane9qWd1mVVemq0ruIeH9EZLmeHsegxzB1z+lzurKzMsP8ftG/+/t+773UajVOnTqFqqo0bTZmNwrIkoS6sE7nG2u0/D2U5SqxU17y1Ys4nXfg8YRRGgruDY2+OU9bNGNbbG/f9D25cGXDgXMolSLS0UOvLbePUi5p4HRibthZ3pjDs0NzxNgY09PTaILA+Pg4XaVLrVbDslHD5XJRqtSo1+tkxjNbGqhngxebIdI+rsezJkeapnWAtxl/9qKGrjdqfofHtY997ONFhGdbMRpgULXZW534TtE1coCejNDUysaurkGOTKYbV4SeKTrLy1ir1et3Kg29zkDNvjPX6an+09+rV7vjjt0tJpqhmyJk7Cin05S1YQrTPaI2fTGgWp9893Vn5WcnBgQrOnGC3MoKS4tLpFNp+kZlaaDNGvGNbGmOarUapZIdR/AEpL0kjWMfoN1eZm7uIRpqg+H0MGvza8zPzzPq0BfJ5l6d1dVVPvI//o5+v0/t4Uf5sVe9CmsiQSirH18otEkoNIakhNB1HCYu1Ouo+S4vc3uxxoMIgkBzskmzN4kvYWXJZMcUdmyRzHg8Ta3mIZer4vW6twwQ2v02HpuHQMSF3WzCZHJSbpVpaiUChkA9X1JYnStAQiMq+7gw9w0+ffafCJdEOHc373vf+0imUiQSut5GEAQwOhonS5OYFxfJ+DLkRD8tFUil8Fh3X3sAv33bvOPWW29lchLW1sDVs5EJZPjZn42xtlZgdDTI6dNO7n3kG8QeXSQ9kuHxyiy19Ta33XYb+Xx+e/z1NU6bPcyKDcRpkc22scvvnWdBVaA6jJc8K1fBEXUja2CzvYRTp/4UqXKB1/6og67Pidfr3RqvO31Eqr0GC3kzEbeVRBS0Tf3ex+K65sjphGuNMMXpNmxUkG3yVr6Xx+/HYzSzjZr194uNBhv/+giW9iaBww1KqUN8/sOfo6NptMRR3v72t4NxnTNmABmzWSZV76H2VMyROO/9LztyjqR1at0OmfETuI7o33vPPStsbNg5kg4wd3GG8/fOcOCWN2Gx6FXeereOYzRGxnEMQRBYXe3gcoGnptDKwaTXT73YoPXoVbwuF4nbE3QqTVR6SD59jviNx+FgnPWVPqJFxGPzIIoiNZOCbJcIW+24CwU6ShmLP4rZO0KpfJ6//rO/YmPDQc/S41ff8x7CgR5es5n5Bf06HdipOXI44PRpupYSFrNA4pAbk82EAwcOhwPNCOhuqiqJbhdV0xCtIp6UyHKkQmktj7Mi0BDqVKvTWDWJ6v0NzIIDra+gnDLvroDvyYVb2KEbdVuHYFI3Ullc8dNothm73YHTZsNpzUIwQafTAauV4MAIx+lkvjTJ3Nwc2RKI4TCf/9w9qJrKoVOHOH369LMmSC82Q6R9XI/nJQR2AE3TVPRq0j72sY99fNcxEJE/3+RIqRuk5Ena1g8c3V3NqVQqwPWubHvRnNb3jJ6sZe+GO5WGXmegOdqZ69Q0BP+y/MxbAAcIbWmO9KpOMpnkbe94Kyurq/zwcZ1Y1fr9J/3dZm/33lfB0BwNzqG0kMNi7uON6p89OztrnMKO9j9jgbo6OUm/D8HgjsWHkRuFxwOoRG1hTIqJyeVJAlKAdDpNvVVHaDaJVSPkZ+YRTE1GM8NcXijjeeIJ3P0++YS+kB83qg2tKd2EwuKSUTQNRYXZ4iySXWLcP4Ylbqbb7OERVW4Jj1Kv1fAb93RmRsVuX8JqbXLx4mEyGd0A4ercVUqTJeRYg/iEG4slTLW2Cf0SgXic5nyTzj1TBDYv4rH6uP1n7uT+qSJJmsTSR5ifn2dtcZFsKsWl4jXEtTUmAuOYojqDcG22URxm+jEPzR05R6pncG+2HRBVzQjbNezNB2vHaX3tyc8dHCKf7+J09tC0KiOJGF7RSnlmg7CcoMcy165dIxDQr3G/3me53cJkFzlEiUhbYBYvhJ4AeZ1G4TBgppGRKB2Al/m73HUUHi/JQNb4o8Pnm+Ts2SJ+v5+dPiJeJcKxNIRCJgQB1Ix+z8QrT+hvuPlmvSXsiI3czAyV3EBz5KC3vk6r38I8FKKm6ZsHtfV1SLtJxo9grxeYys2x6nCQSqVYW1qmYMlxUDaI9Y4x3Cv1WHxokXVxnfAtYU6cOIHD4UC5UMeKjCnl0rU5QCYzislkYWlujq6tjTkS5OrCKpv5q6TTaUaTo0yWJsk38mQDWe6/oAeS/sDtCajXeZnFx1dyC3zpwjovOXwT7m6VK8E6ToubjKE5Ct+la45EUdpltNGpd+jQoTTQHCVuIu/xIGkWBDYJjDXJX+pSr1tIp9NcnrvMw5cuE04ewGs20wpcrzlqdBvUtBqBYwGCCwLmxV23jikjay2bzfIav4+aouC0+7j/viLtiojF12VVqzEaGsXtPkBzdYHqdB17LIPZ6UfquWCnU+eu+Q3uwbOuWqXT70A0RL9jZe2+MooqcOZMlZNDq3ijboiaWZichG53W3PUahFxRvBlfbitbiqVClafFX/Aj6qq1Gq151Q9ejEZIu3jejyv5Ggf+9jHPp4LFg0hwrN1rRsbG3v6Nz0HPBvThIFj3tORI8l948etOjTE2973Pvp7NUd7SN9OgrG8vHzdazfC2bP6YuqOO3StzqamVx52KprecFsG2G55ybX1xeAB5+78poFF9wAbBokaN3ZbL09fRvWpWH36gigc3s0wV2s6MYu6oqRSKeLxPtbiAuQkiMf1cgeAx4PNNkxiaIgP/tIHyak5MpkMyWSS9lwJ4do1WF0lu7LCeGedzfkKJssI47ffTiiRwOHQ28wEQV84txz68cjAq/1+8MO1BStqDVr2aRDA4R2l1qjz2EMPgqIwYzKRSqXweucQxTW+/e2bUZRZDhwYJZMp8/E//jjOkhNTU+Gn3vWT3PmDh8gGjPvR7ZJbLvLAP36FinOD9sUK12Ie/BMnsSx8i6XWElrCSsgIxG2KTkqFC9jbPbSWTo6EYh6lu0xXTJDJGCWX5WWWJr9NPzK0S3M0XTbCdgNZzpw5A8Cdd96JUNWvtxxx025fpNOBWs3B2nqLN7/t3VTnV8nGk8hJM/Pz84yNjZFMJmlONolpAstxjUveKA6vRnyjSc7Uho6beMMFNGg4NpkYAV8szMUSOJ0VotEp6nUfq6u6/qpSGcdmW+LMmTNEIhkSiQR2O6yu6i1uTiM3yiLo5iY9YwxsrkOvt0kopJFKpQzNUQ5ZzjJ37tx1OUcZvx/JZcVeL9BvqcT9MbpSk/Or1/BaPPh83i2Ss9l3DIYZl81r/OmZv8BSq9P9VJe3vvWtvPzHX05HStBW2sj9Nrac7sYWyQzx/vf/H1xZrOCreyl2FvnoJ34bd89Op+PlN9/3m1Q355BEM23PMC95SZBiUWCjb2aoVUBqKpw8PE7IdgiX28/Z4qOU+300yyjxIQmHIFIrNFDrKu6IG1neNtrIFfVjSPcluqrKVLNJbnmZjN3O6Ohprqw8Cp5xRPGy3hrbDvBSx4EtXU/as7tqszPYtd1qc9R2FJtvT7vmDqe5lQ19oyPmGCZ9qwdVCRCZSIO1i0fW53nTsgZOuNK8iuQcZdzmwNvt6tbhJtOu+Q0wtkNztFCdg0wGdz/LmslMV8mxeGGF3kSL1yU8eDY3iUaj5O+9l7OPPUY8HieZTOqtdgb/crlcRFIRVFVFFMWtSuM+9vFs8KzJkSAI33wGb9M0TXvlcziefexjH88TXkhWpN+Z6eq/LZaXdLe2RFLfAn+mBO3JnO8GkASB4Xic+N7MpKcweRi0YT0TiOJu0tkLPD35a1bup9lv0rD84PUBio3GVuL9+I5d2WQySUtuoWrqVhjq3nDcdr8NuRy4ulhTKRYWFiCXIzs49z3XwJ6xM5oZZZRtvUnniSLSY3OIR6x48wv878N3UOj1WfmZt9AbGQGnk3ZpkkYD+h4BWYZSQyevAWDdCK41K/prZjMoTQUUG5c2ysz2ehwbGqJWLuPxeEgk0jzySI5aTSOR6NLvt/jmuYf5h3t/lP76YaLVBv/8TQFhSCcoijJG/p55NjbOU5Y3wTJBvjxDr59jNP1SXv0zP0G9UCX+qpMIRsvRAU+EjdteiVsy0dY5AvJNd6BVK9j6bjZmdYLrdzvxtkd35RwBDMnbVNfhcFCrmdjYAL9bbz2bmoLNzdO4XC2unf8aS+tVSv5NXhdJIrcgk8mQ2aEHsQ7rOUdafonLD6/z8b+OcfpUiGtFXXM0vKFXDJ3junujaBHpA253iVhsFntBQ14VmGEMEPjQhz5Ev9+n0Yjzjne8gze9KUqxaQFNQHF1wARjaoFAAP72n9L6Z1ahXNc1R37nOK7A9hiInDyJq3cEt8tLrq+3ifllmeZtd3Fl6QmEmpnhtp13vuENLIoici9Lt+wAq04w1ozyiMcDM0tL1M09jmbj5B/P02/phF+MtslVZrBu+skaz9Beb4lQyEo3dCv15U0sFx8malHwhYe5OLnGpx79FAmnn77SRwgHOBY5xtoaVEoawWSSmfoVkBSOH0wzU1llqu0h1rFgbwu0x6O4+hIz/+1+0CB14BDrB9cxySaygeyWAY3QbrNgaI7u8PtxiSKiyYFryY5Z7fPe9/47VlZEFJeCJ+rCZBiX2Pq7NUc7g11XVytsmh7jVPAY2R2lI/+OrLWqaMzlpSWswhzFFPQsw4ScB6jX63Q6a4gOCL5uiFqhyBPWPJvtDoFrVU643cgHD143v4vG5lIonSbaCUCvy+rKNT71qS/S6XRZXzfzqtf76Jbu4Sde9kNsBAJ8/O//nnK5jGg285GPfIShfodqtYpts47L5eIVL30FtVoN75D3OVWN9rGP51I5GgG0J/mcKPoapwg0vsPj2sc+9vEd4IVmRZp4jpqjNWMXcm91Yi+eLVHs5PUWrCcLbm1s6gvrQUqpKH7n1C5uvUFA7KC1zdDr7Mx1ejbtdLffvrsCpRaM9prQ9nU/O6mf8x1ZK41ug6vlZVRNo6nex+nk6S2ClM/PYD77EAGrV98JPn1a1y0Y6Jn1neZBe1dvQEQMrUHGl4GmThSr1SqFgh2n/wSkPLvOFaDd1l32GkbOUUDWF+KNgIg1YEWsrSFUcgSOv5qA34/g8TB/8SKKamW+kkRRwWktcMstkIkOXPdMXKjVUPM9Xub2sK6tc/bsIjE1hie4RCyocl5RuLKywrCsa1xE0UWjMYSitOj3ZSTJzi2Hs/SW/dD2Uw5eA8DWdIO9xEatCI0GyaiXqYBKvXgNRyJP5shbuLJ8FettUV6f/GFaA00Z4DSJOB0+/boZvGeylMc8N4fHl6Gp6ffKPzyM90k0RwObc4ATJ04wOQnr6+Ds6WPL7oaVFSedTpe51TRHjnfoaGXSKT/RSOQ6S3qTzcTlhQU++gd/QH/Jzj0mE2Mn3snRg0nmKnMUZZWUN0VjTtegyRYfMrCyMkK5HMavlehutW+VqNfrHDhwgKmpFTqdWdbWouBvgmKGohUEaHeHya1A3NAcORww2YxSnmnDZhnZJm9Zjbu9XtxGW6iyMs+VhQWUVAqhk2JDHGfkpj42s4db5lVusVjY7BmbCUmdKIzsKKKc9AxzpgSLm4uIQZGJu/TcLLW1QNjURXbFwKJvKNg1nfSPaPDIpYsoG04ajSDr62U0i8ZofJSDqYMsbi7isriYmmpTr8OwoNLKwZTXT2GpQPNf/g6TLJM/FMFnzmC2tGgE+5irNoJpEZNfghp4FS9WWb+HA3fGqthDtov0C2WunT1LIpEgFo+zqWRpNKMcHvIwOuoiv56nstGlaG0T9NqYX9Sv60FDc7RT02SWoqRdNxGRd7tTDpwGRVFk1GXEGFhd2NwSLdpM14uYtAuU1+woSpNQyERfKmIJitQ6dqyqQHtoiJrDoY+GPblwi0Y8QSgUwmUJwOQk164+yojjcWzhKI8o06R8L8URSFALBrl29SqbmsbwkSMsLi4yt75OMyhsaY5cmQy9dgAbNhzpfWK0j+eG52LIkH6y1wVBsALvBt4KPHWk+j72sY/vKl4sVqT1upG58xTk6LkQRbV5fY7MABNHdrfPDXRAO3dYnwzNKUMjNP4sNEKGXmegOdqZ67Q3kf7ZIGwy7HTZPhfRvn3OtW4Nqy1BUB6i1S5S69a2yFF3o4S4MA/JCZBl1isVMJsJGTlHQzYnlVaZcquM3+5nbm7OOIUd7X+G015+chJNg5AzoFv8ulxgkKlB1ay71mG1sYklbNkiR/UhjcarTxJwu+H+++lZOmBqEPX5MJ87R7Ni5sJGBJ9fZSw8RrcLvZLeuml2yWiCgAo8ePVBPvHPn8DZsWPFyrt/40eJylF+6uUvp16rEfZ6KZVKzM4qBIMjnDq1RC6nMTJSYmLiCNTBRY+YKNEwiSznQ2DaAHsZEgncgpPffHuIcwvXOHDgfyNyJI1Wq2J36a1+9h1mHpeLemrrgcAYHU+CWg2kQhuzw0wv7qG9um2Q0XcZ+im2q5GKaoTtikbYrlFkmSroC2EvUCrlkOUOkmSjU+8QDLrx4Uetmlg32u8G5Khf63Pu2jw1s5mTMRP5lRXm5+cpm8sUm0VCHKHckbgHfTH9unwXP9BEpt12scLOdqYS+XweRVHweDwcPKi3EtpbOslr9fRjXjUCcRyT5/VfO36chNUKh6wsz8ywsbKKLI8jSU66+TzNXpP5bpd3/93/oq+qaBYLv/GGn+JUOooi1WhZFBxGtcWzZwNi5+InZA/xjh96B+viOqEToa0WWUvBiR8nUsoJxrNGMERTkqBnW5ntAX7u9HvIr9VIxYYoCEucXzuPKIi4hAj/9X9VUFU4eTjIycM1Xm7x8qnpx3g8V2Y8IpNeX8B23M2KsIn0lXXowcHQaaw1B4gQGgphsuvXZ5BzVq4vkl/L81d/+RmazSZWQeD9wRRL9SiK4uTsWRN3HFOY+/oc6+0uvaAZ3ytDdIJG+LNBWgfhwVfnrrLSrzC00UVaknZpjqYNy+xsNovHZGwEORycu1Knq2kMxy2stTqMpXQXEUkap3alhEewEQyoCIKA6pFwDqrgxjNsML/dKd2hj2pVryrHQoRvuw33Zz9La+MqstwhTA93R8Hl82E2m+k1GhRzOcy9HsXFRYLxILdO3IrL6gKLhbVzlwEI8ORB1i8EvJA6P74f8bxpjgwXuw8LgnAI+Bjw5ufrs/exj308O7zQrEgXDM1R6llWkJ6JjfZzIYr2kWeuORo4yD0dOZK8N37czhuZIOk9ga7sIX07c51yhgbimWiO7r9/AYBTp/SFyIagW1rvyK3n9uT2d7ssLjZVlUotz7DVgsuyvdAdTh6G+KJe1RJFqnY79Ptb5MiudVhuriD0nfjtfj2XZAdWanqGTcwVI51OE/duYPnyP+oZKOGwrrOSZfB69ZwjrcWoDPYdrYApbwo8GoSsEA7Tm7kbZJme3Y5vYoJwz8LoFRuaqu94u93QVK/XHP3PKxfpbQQ4cNxMLrdMviSQHE/jl5yEjApFpVIhEJhHVRU++cl76PdVzpwp8bv/6XfB6sWjdjEVujQMbRMl/X4sVJ5g/omv41VjvPZIkHAwwNy5VdTYCO2leeaEOYaM3CmnJNEyuZiaOcOl+y+yXP9pvN4g7uYmBw4t4R9JkE7r94ylJZYn76Yf3a05mqkYYbuBLPfccw8AL3vZyxAN0uOIulDVWep1yGaHGQpbCCTj1LsgiH1GM7vnUne1yy2WOJ+WJO7uWUhqI8TUGNdWNwAvpryTIg2ih3WBvS0aZhVwucrEYteo1/3kchPGp2Vxucap1cq84x2/QiCgn7fbrc+dlqbfW4dFXzi3jTm1uQbd7gbhsEY6nabVmqTbXUGSssyfP89ca5lpm422KDLs85EvFikUZjlnm0WpKphabYZjCWRfGHtV/44hY45t9HWS4/XCRspEtW2GFchfzJO/mMcUNhHrRfAOeZB7LexG9lIvo8+aBi4C7iT1ZpfL6iKx8RQFS4hjchzfpookSDQaIgcPepEkjXLTTLdYxEWfbHyIvzz/OS48doVUao43j/0KVbFLyw92yUZ7pItL9eCJehBkAVVTEQVxixylFTOr19apyDIut5v6zAxXrixT7G3i83ew9A5RzQsMOYaIDks4a2b6tT7pwB7NUQOuXKnwJ3/6l/R7m5hVM+/7j+9jgomt9+wM2J4ydG0H5CTjFiea3Uws4EEUJazmAfm04ohZyHVaTDgEIhYLLsBhuN5hOIwOyFHMYqGmKDQXFlhuLEImQ3Y8y6/98R8zPz+PyxVGNkuErH0cvR633HILv/dLv8S1q1f52te+xtl/+ie++K1v8YEPfIBAUidDqWyKFzJeaJ0f34/4bhgy3IuehbSPfezj/ye80KxIJUF4+jc9RzzfRHFpUd/BTw7rhOGZBtFahm6sObLcqDVvj15nJ57NPTWbd5Ounu+pyZ/D4uC1kRiNXoOo9/huzZHDAa997ZbmaGxP5Wq1vorD7NgKQx20QQ3QVbqwvAzOLpZ0mvmpKd196sQJKBR0298dhMqevv5YW1MtxMVphKN9GB/BbhkBRWC204FkkiNOJ6+J65ojj0fDYoFcQyevQSDf0XfQ05FDWFQvMzOLWDUvyaFR5jsC3U6DcVlGNplIJBKEw06+9rXPIoo9kskUtdoa9125DxIBlitpolWwoRKP685eudw4f/Oh32ZoaJl1aZgTll8i0xRIBATKth552vjMFlYMp7+sJOGs9fnCVx+gklMp59f5tV/7ScT0CazhNPaek+KledSWSjDswdsdh85u4hxybLdOut1uqlUTlQr4XHoVZHUVjh07QTgsUMpdZWphnRkksvUuCZMd/9hukm1L2cimRvjP6Xdy9oF1xhwxkodDtIt61S/u06/hAaOaJ5pFgmEwmcqEw4tkxHnsOZFpxpGkOm73XayvrzIzYyJq8LxiS9cc4euCCcKqToqWhoYQGw1Yb1JSNxA3WniwIacziFadhEbuuAN3r0l4c5Mv3HeV4uoqNpOJlDtIvV4kUQ9Snr9MqzWJ84CTxSm9RXUoprtLrhvlEa8X5nM5Pv5Xf4J9cxOxIIIGakjFZYYf/cU3kqweIGsYZ/R6i8bv22iYakSFMqu9Bi1NxA6oopWsfIj5zUU2tSWczizLyyCoKvbxJNPaFdZWlxhNKESiEaa7NiqrXjziKhe6K4zGRwk119CkKn7HbUyWdGvrbCC7vRHSboMmIp5/Alcuh0tVqddXsa9UsdZqiAkn7sgo5ckmrIDL60JySViMCh1mnRjddx/862PnmC67OBjyMrtxkUfXHuWuyMSWb8LO6rLvNg9f+yqwvIzUmqPoB3cnSdh1YMs51O12Y/abSfQFms0F3IqIvGxUg7PZ7ZIm0FAUvjg1hQIM+XzcFB/C0etBrbblFjc5CXOVOSyFK3jXCjiPHWPspS/lsZUV8pLETYcOsbKyyLknzuHt9XC5XNicT71R9b2OF0vnx/cyvhvkKAPceBWwj33s498ELyQr0orP/r8AACAASURBVBtqbp4GeSNtfW91YieeC1HsrBqao+j1x9Wq7ba4Fp4HYhe70fkPWswMvc7OXCf73irTU+C223ZrjpR1QxYa2v7e+6/p53xqQn9tyDXGECBJu8nPSm0FNI1YOAZPcu49s77TPLguXYMAWIzKUtqb3q05aodwKjWdGImivlo12s3abX0hWjc0R4Og07q9jhCxInk1mHkci5SGbBZLs8nc+fNYrFZCE3HcNjALRXo9GNnSHElcqNcpXMwTLxR417tfj9JTiKkxXOomVnWFVSHJcqezFXCrql4E4SiieI1i8SoOh8TR0aOQH4K2j8rQFQCsdS/YiyAX0OoK3liQS00XV5ZyjNx0GIvZx9Xlc5hSVk4lD9LeoTlaW5ijV6yyurDC+rrGJz7xj/zk236cA64Caj9O+ZyApohIbReuA2FMjt35Wl7btnnHsWPHCAahVIKEQ7/Wyw0AB6EQTE8dIjKewOY0Y6+bkAThOkt60Sqy2e8znEhgHTPazIIWDgdhtjJLwa6S9qWpzuhz0Gn2sXwNZvKj1GpRhuUSHredi2s5/v2//zTz8zWcThsTE5GBkzuK1NI1RwVdc9TqDWOjRXLxPjRFwd64l96B46x/2USjt4Jl2kLy1UlwgNvjwY2HSDDKx3/xF7mysEB2eJhWbYiltSb2WAnRN8REP4TcMOEOGc+IYX0jYnRHEaV/aRn/SpfIRIYH8g8gCAIn0ydprTwMa4vEj78SLHpV267ppH+00eDyp79EU9kkcTjK+h1ORCu4JAlbNk6m68UkmkjYW4yPg3tTQ9yAGW+AopzA2w/QneviikpEe36+8I9fpeAoMCfOcctvvIVIRF/g7zTaaDQa1Go1NIvGWDrKh3/915n94hf58pe/zNe//jmsHYlf+ZW3M3YihtttInRXiHKlixZyYHKYmL+mt84emhCp1WBhAWTCtMsa01UBX+Agx0eO7yBGoGeDAZioXAkw6gSsbqxeM021xUyjhEm9QGVdnytutxtN1XCLJpZUE6UuHNlZAd/RSlrr92k0GgTMZhSzGc3qxJlfAGp6haleJxEbw630cc1VwWmi9c1vwktewpGXvIR/uftupnI52rY2VaFKcXoaVyZDZUV/9gRv3lkbf+Hghdb58f2I5+JWN3yDf/IDrwLeCXz7OzimfexjH/t4Rhhk/Twdni1RVNs31hxlD+/WHA1aXQKBp+5vb04amqPss9AcGXqdgeZoZ67TQG/l3Bkc8wwRkQarn+0dVrNj9zk30cnX7rqPXvmRpmfB3YBsljWD/IQN8hOyOSg3S5SaJQJygPn5eeMUdlQmjCTQ/OQk2CD86peBXNU1R92u/sfnA0S6+Q75Zh5L2LJFjprOJjitxBNHoVym1y9Dr0TU4sGyvo4TeLCn36dX364vZltTeuui5JIoFAp8+jOfxro8T00W+ej7fodUKkqjuYFV7OKVtwnhwsICs7N9IhE373rXj1AoiBw7pldP7KodsyISEy3UTSLL+SEwbeCLlag4A5yfFhCsXo68dgK7HVSflQmbE9mtL9BtOxaKXa9Gr7OCbXOZUAjCYQtj9vN4gwnaDgetYhmT1wQqtNUGZtm8S3PUV42wXVH/b90YlpTdBoFtgMezSKcDLvcwLre+2K8tF2hrNdaEKqIob5GjfrVPrt1CcIhExHXD8czDudVzlJolwsJNlFoSZwRDc2QEJ4+MyExOOji35CCT0W/1D/zA7dTrJU6evJVjx0LIst5BWavppL3Z169D2apyPLGMubqOKRAHVSVabtGMO1jtlumWNwhtOJEdQTorKzR6TazRKJ5IhDsiEfJ1hY0uvPLQcazuGq6eiFxrg8uFw2KlX+ujKBImh4md1DLuiROoBShdKuF0OtE0Td+t33RzwHqE8lqZ85fvZXh4mMTBgwCY6nW05jpNWWLcKjNhMuHwenGYTEyWJmk2BCKWcfL5KWRZw5MZgWqVkyYn+ZZK6lWvYdzl4/hpLw9enafitHBXa5x8aYVCwcKBA4eAbaONRqPBl770JRRFod5aZfSmUY4eegWXk0kKDgcH0mlm52fZFKq43fozoSpWWZJbSJYgQaAXNMKfkXG5QFEKPPDN+wi7BQRhknf9+G9gWdm7t21krZGFpoDLBJhlHr9Uo6dpDCesrLd7jO9YwLemW/Q0laF0FLMo7g5+NUg4Ph8uSSKRyaAClmoVSWnTioWwd1X4whdAVZHX1pBNJqi1YTzK0rlzcOECh06d4v/8nd9hYWGBwNgw4XAYp8UJZjOFx/XNiiAvTHL0Quv8+H7Ec6kczXO9W90AAnAVnSDtYx/72Mczwg01N0+Dkb3W188T7JlnfhzPlBxJ/hs/bueM88/sPf89FbGdtuErhgbimWiO7r13HoCXvjQNPLnm6LbE7u/OtfT2QbdrNxlMe9Mwsk2Z6kb1Y7A3bNXaNFqrCIqTgBy4rqqXq+paqbg7TiaTIR7vYjZLYDHeZ2ip8Pmw2RIgtBlzgC2wrUdLe9Ogqvofv59ebgrWS3SGjuOemMBvsXBE1lsSBxWsxo6co+FCAVthiZr2SorzZb7+9ScYenMXt3uUnqphFgR9UQdIkkQotEgwGKRcPonPZyKZhG/f821e/6ZPcth5mNUri7zsp+/kp3/xAKCTsaWpDzD34DwhKUl8ZBhZXWPmsRXUeIbG4hyzwixDJ/W9Rpck4U9M8Jqf+Anu6f6/KK44Ho9GbEiiWV3AHY0SnnChqRpicZlC/wL9TmiX5mi2YoTtBrJ8+9vfNl59Oc3VgfmGG6dTb9EqFS0Uyz1UWaZbewCnoBBM2/F4Tm99XjffJaGJLDvgoitGdBUKd8/wr4tPEAqFiKkyJerEBpqjmD4CFK2Ew3GVYNCH232IahXe9KaTRCI69wW9pSufh/Pn9bkzclhGURp0Nr6K1m6yfu9FXMst6q6jtEIaslAnZonRjbVQbAUgyMITT+g5R847keQkzSbMPmpGUeCayczJkT7WB77JgriKanHTa92CZrYStFvw3uGkavUOhhm2kwle/9G30l7JoVb1TQJTxESsH2Uyv8Af/tovM97VcLlc/NJHf5d4PE7dZiM4lMbSWaPZXiLqqGM3mVAaCp3HSzx82UEw3cKkJRgZUSm1JZyNdR4qN7Gk4ljtZkZ9SXyOayQKKvKqxrV8DoZaBIND1Gp13G73ltFGrVbD6XTi8rl4/Ov3U7D2+H/aTTbmV6nVaszPz9Mx18HZRFFamEx2/DY/PqtGcCvnaJv4OBwwMnKeI0e/TTTqYX2txMzmo/zdVx8H/uuOGbuj6hyYYaoMB+0Jxq0ONLtEPOBjZWWNBx98cGshbx4yM9dpYVYUslbr7gq44biJz4fDZOK010ut38e9vs5yaZJyJkO259a1h6EQjaUy3XgIZ7iGuVAgHgqB3U53epoQkEinYWT3M/C7oTn6tzZIeCF1fnw/4rmQow9xPTnSgDIwCXxd07Qbb7vuYx/72Mce3FBz8z2IxQWdNAyn9JXeMyEnoLck3Qi2G52/e2/dZhvDwzcq4l8Pu313a1zP+/TkLyYYwmmeJNx2h/nE6B5Cl6/ncVqcW2GoezVHfbUPS0vg7GLOZK53s9uTG2VLXW/SUbtQQ5iaQr6tj3hkDLnmAVFkxtOFRAK/04mvqROBXk//76rS0MnrEGBPJGhagzTXVgn7m3i9P0ij5MMpmVgQe3S6uubIYTIRj8cJh53kcrMUCstEIvrCS/ALbMgbPNZ6DI/dQ8AZpWl8pyxnSWoawaMqTQ/MrJqRFQfhYJ+itc2a2CZgtbFqVN1cksQBd4jYT7yVl5/+QUorJdLpNJ4hD9rmBk7JTTu5hNpScUe9KLMH0PZojsKO7Z91cxC9NmI2qoM9IJc7BUBu5ioXp9apRX3E8gskzQ68GTuq2gDDZc6W1q97TFBoqbBUy/OP//DHrLRtmEQTp94yQjgc5qBdv66CpI/hhbkKFy7k8FQWmT4vceSNWWRZXxcLAkzql4hsFoZSfYqFBheXnHh9NQINFxbzCEvjDWrdJJL3dopqnuFbOviIITqOb7UTRk+dwttr4XK5sJvt5DfhgQXdy6MhQ/XyJua2HSkVoj+7yfpmE/OwhWCxTH+mRmFomxz1NQ3FISDIAhF7hFg0hnvczeyVx/mjv/gQFxdnKRNgRJZZXLxIKGSjYElQf/VdJNrTrIf7zEs2sg2Fjfs26FzxMfVIj5a1SHY4Sb0ONklFicQobVwlaGvgSyUIOHss5wN0O20EGjTMJhTZzvr6DKJYx+2+fctoI+6KYzKZWFxdpB4KIIRTfOGL/8LEUp2UJPEDP/zDHPXZcUsdOp0lZDlLua07aQ459dY8qWMs+aTBVPPBw8vMV/OYOg7mmvMULcU9s21H1prLS9ME5HJIrTkKPmgsmPm/P/o/aTTaSJLE7//+7+sL+75AozlPoyniWO5v3/Q987tmkCV5fJx4NwatJmia3n5XKJArO5nzSYwcSzNuieBwuUDTmJqaApOJ8WSSVq/FZnUTuaITSqvz+XWp2zdIePHhuVh5/+fvwnHsYx/7eBHjhpqbp8Hqqu7EFR0ovJ8ndFYMzVHs+uPqNPrXvfadInqj8zcWzxgtaztznWzPwtnvlluGdv2sFAzNUXj7e++9qp/zSw/orzls8Sf9rFw1B6pK3B3XNUJ7D9myW9/UMcwPrMY5prwpaFnI5XJcuHqVZnOI0dEdBHPHZ7bbusteTdFbEYccQygNhdVrq4h1Bd9CB5dwHosrA9ksVkNzZLVaCU4Yx9/TqxNWpc7C4gJ2e4aS282P/NRbqN7TwTsRJRSK4mg2qS1fwZu0siqkyO3QHPX7HtbXg4ii7hcBcPPYzXz4nR+mkq8g+rqEI0Ekyc8TMxfIrVzl9q6ZQNBOvhFhdaNCJqNgFr1cyz2GKWXjVHKCjrq9j2gTwWZzERv1Mci7nSxNYp7Xc45adgfYwZRN4fZdP949tm3zjptuumnr72Gn3tK0XIeBhfPoocMER4Yx27s0F6cwCRq1Wh1N6zEYiqJFZMPY8XdVG0yvzNCUmhw7EuLC8gXOKef48UM/TmVar0y5zPoiemVljEcfjZMdKhHw2mi34epVfQF8xx1DDNaUitKgvHEfhaKAT86TiB5jc9FEu1kiMJHEEz6F0ynTb0aoAvZeG1TwiPo5uFwuXDvswl0ucPtUlpfB5xbx/aAf23mR+OIGimbCno2CxQouB9JBN2PGmr/RbbB27hJ/8yf/jZ7UQ7AKfOADH8CNm/zMQ6QskDMHKJZrDHW7ZDJ3IstJxjSNh2fLzAkSmZtPIJn99Et9OgsdfEEvqbiAve+g220zOqriqEAjL9By+rlYruNeLzMsWXFlPLQrVwj0AoTHwlzULqKqZaJRPZB3YLThsDk4ffo0a6U1nJtOnpiZwr5Z4kAgQ6G1RjgcZuLmm1GUBlj1DQmfzUe516PU6xEwm5lf1sfb4Ql9jnW7B3jF7T8LrOEwHaXVOcK1h39vz8gaPO8kWPPrmiObG4vXQlNtMTV5BpO9QMCWZnl5mfn5eRKxBC7BxKJq1jVHkR016j3PjK3WaEnCIXlg2Wj5PX1aN2a41YWnWcFud8FQRH+/IBAeGDvY7SyVJvWco4qIO5OhbGiOho7tfu49V+wbJLz48N0wZNjHPvbxIsD3Qg5Du91++jc9B6jdGxe/xw/trqQMrLyDwafub39OmiNDrzPQHO3MdarV9AqWy+V6st98SkSlQVVouwJkd+0+54aRObPXL6+v9pGmZ1ltzDItisiJBPFYjIixqo5YZUrNIsVmn6AcZGFhwTiFbQK01O/zwU9+klKpRL/v5YMf/D221E1GbhR+P4Ig0Vlts9ZYwxqxMuQYol/r07A0MI/bscgHMDsUur4qdIvELF6sa2s4gYcNzdFrTmZZWlriv/ynj6H0FZqBJq/8zd8kkQoSfEOFlqvJTckedslEsylgFfoc3BGwOz8/z+xsD59PIxg0bccw2bwcnzhON9Cl2ZjB7BBZW2vxBx//JP1+n2+0Zd79C+8maLfSj1SwWkH1hpmwuZFdApqmYd2xULxcnIJcjgPBMSzJNADuchNFluglPLQe2Nh6b8emk9udmqOeYoTtmnbbNZcGkrQ6eL3zADhcaRwu/X7VxNegaDXy7SrdbovBMO5X+6y02yALREwFjsVN/KtJ4tHco/QtfXzhgxSbEmdEffz90Lr+/UeOmHnoITuXVxP42iXaD5yl2+0zMhIGhhgUGjudGuZOkpFIELd7FamtYG0cRuk2kR5oYb+9CVkYNsbV4vIyqlrH4RhDkty0l5ep9xrY4nFqmhkkmHiFwlAZbvbLOANO8JyG8kFMLhcBs4t+rY/kkraqT41ug/uW7uPxi49T6VU4EjzCldIVLl26RDKZJCVlCdRijKdD4K/y3ne/e+tZJwoCltYK66111utRMl4nkstGx97h8uZFRg55uOmlpylUZ6lUNHyRESzVKm+S/fzFA1f55r/aaY55OdjUEO70krumYJ29RNICY2OvwO1Obo2zARwOByOOEcJFO8muh8vKJR7Z2MBms5FOp+k57IB9awxU2hXmWy0Ei1c3PRja1hwBhEIOgsFfxuWqUauJXP7GHO4NNxZLmW538GwwstbIEnKDQwTsds5frOqao0CMb6oi5uomPp9Pt1yfadHVVIbSEb0rYKfmaMf8hh2t0RsbNHtNiIeQzbK+IeRwYAfskzloA0OwvLwM7TbZ8XFQFKjXibvihA+FdVdNSaJ4XtccDfH8kKN9g4QXH56WHAmC8PPGX/+Hpmnajp+fEpqm/e13dGT72Mc+vmfxfLcZ3FBz8zTIZDLP+TufCk9mH30jDEJgn44cmfdkjOzErHH+I0+jOdqZ6zSomj0TcnTmzDwAd96Z1o9Z1D93Z/PJLfHd373S0s0fPK7dtrgpb4pla5UPf/wPqZpMNL1e3vnOdxIxFjkWrU2jlUdQnATl4HVVveXqMg9dfYh+v8/Ro0eZmZmhUrkKGJUeg2zi92O1xtHENmOubc2R5JIYS41BTwFNQUoG6FRmYb1IK3QC56FDBCwWbrJvt/PNz8+zhsJwJkm1fInE+jp33jnBZlv/TJM6R1cD2TNKV1UxCcJWq6fFYiESWWJoKEipNEq3q8sh+mqfaqdKP99n7WoLadhEsbOO3JZJp9PkpqdZXC9yWGqSCYeRe3lmH8uhxtPUF2Z1zdEdeoueW5Lomb0UGldxMsuIQY5a1RL97hI9kgzfZIyvhQXyU3fzxv8Q5uLFbc0RAb09MSxl+fu//5bx4ito5QfmGx5kWW/RKhasrJe6tGQ/qysr9Fbz3HLnwV1zuJvvktzSHMWJ1uP89s/H+OeF+wmFQySrI1TO1Uke1ceJ3bjPklLkjW+8zOSkwn//75/n/vstSJLExz72q8BWlip2u4vNTSuwieRUURsWRFHENuym+ugMtXyVlgu63QrRqMrIyIiRc5Tn0UevcM/f/i3OUS+v/IVfwCzrx512W0i7wWuG3kYPsJBzKcAGtppewYwodqhCue9mrVFjYWMBLeui8ESXKxtXsG5asdX0ceELH+Gnf+ZXWXVuclj2EI1G6Xb18VkXPNgjGRbWrjIz8zlm3XHuiL2Oq+6rVArzqIqK5D1ANhInn4diUyLSLFKbXuTBz36Ztfww31q/n2DilRwccfNjv/5aeo9e4eTIbXi9Xmq1Gm63+zqjDQBHucYBOcTP/8b7OPOVrxAyKpBz69dQlBbZ6GFMJplmqUl3aQl71g+yTNq9u7XX74e+YqXR6HP33V/nsccfY6m/xHve80esrKzwtre9basK6fHA5eIsUxU4ZIuTtcqodguJVIaR90yQX85vbZT1NnrMtXdojnZWwHfMb9h24HPn8yz31/ScI8f2Rkq9Dh1fDKcTrEAikYCpKbozM1vz05HN7vJITmfTPJ/YN0h48eGZVI7+Gl1T9A9Ad8fPT+VfqwH75Ggf+/g+xfPdZnBDzc33IBbm9YpNKv3sNEdPRY7k56A5SqWeueh4r6Nd3/305C8uGsJprs8MmdvYoGoybd1/LZcDgxzt1RztJW+qpjIsQKTZZHFxkW63iyTt+K9oT25UQSjoixJBX5SYHCYsYQvKY1cwj7VQxHHkum7/PdPtokWj+J1OPC09c6jbVUkm3fRwcW2uSCAgYUskWOl0iBmtaP2+oDuZdQUWTCrtToNxux2nJBGLxQiFnORyM7z+9ctMTRnXPTAL3jnYyHDQJPKpT2nE0io+X4P5+Xni7Tap0BpqpsDs6iiy6iIy1GPN2mJd6jBkk8kbi0b3QHN04uVUVlc5c+YM6XSawJHb0DbGsXfdXDv/OGtra4xnR/D1D9Oe3rMrXtcJ71pnENw50BzpFLgHrKzomqOV2Sucm8xzxmKnevar2OsNPnvPp/m9979/ax7bMgPNkUpLhb6sMTY6zOtjug93tKxXIQ5aDYpt0pcExbUNer01XKWLJFvzWI8eZ25ugdlZ/Rlh+IiQzTrwj3hZWikxVTlKzGdjyNSlW+hSkkRqbglrGwr1KjZ/n7ArhMMxxkMPPcQv/MLb6Ha7iBaRw3e8hped0quDf/uZS7TbJn7kRw6SMunj1uLQj3O9ZOQj2XQDiSJuOn0XPpuPTrfJ61/zeg6KMdLONLFYDBoNxLlvonZzDHc9RO+4k6VymbmzXyMej6NEb2PO0cPjN2Oy28n3VPKVPMtry3jNHq6tinzz7BJvft0tADQ2VBYx8dnJezDL66TCJ1nLF7m4auWQK8Fd8TiM34zP7uPq1QfJ59cwmXyoPpVoNLo1nwBIp1lqNqFQoP7ggzTabT544QK/9eY34gu26fg9lEp2fv9jv0+/3ydAgA984AP4fMYz2ngcqCo8kfsGm5tlIEjo0BjNy3czMzODy+XSdW87stbaklE1X1mhvPgQlywFjmk3cfPYXYT82+20Zq+ZZF+g3pyj3hRxLiuDm75rfjcaDT7/+c+jKAqhQIDjtx/HAVCtgtuN0lCYP6+w1F9j9IhC1p5FlmUYG9vWHA0P0+w1dYOa5TWi0Si28PNvyLBvkPDiwjMhR68A0DStu/PnfexjHy9ePN9tBjfU3DwNBo5tMcMa+vlCJ2foZOLXH1evrVz32jOBZiTEP1kuUuRG52/odQZCkJ25TtZncc2OH99d1VKK9cEXb7125or+XXceHGiOEk/6WcvVZax+CbMoPun971l2GwUMWh8HGqlhzzDDRyyY/p2dr1+8iNt9Ex7Pie1f2HF9Zmfv5+Mf/zj5mu4a95Hf/Qgxf4yFexcQ6318HhXX5Sd0zdH4uK45evxxbFYrgQl9IWPvlwmF7PzRB3+ZhcUFMoczXJJlitdKuJwubCkbZslNt9Ck2buMJ2GlJaZZ6XbJGqSt13OTzwe3OoIAqIeh6YeOh7noRWxHYdh3hLf8ytvJ5Wqc7FkJ+GQmG1FWN8pkMgqS6GUq9yimlI3TySzdHZojCyqtQoWPffhjWxXZn3vXzzHcaNNs2/jDP/9rVKWPFLTx/l9/P+vtPdlenW0ifeTIka2/h136OSzXAMOeffzoTQipKAuXznFJrSONxylemeT8+fPbbWNmkUqvBxo4N/XxYvb7mPBpTJenWe0rDJuHWZ9cRbSLeCS9/ateH+PixQTmbpa6dZG1xVmKRQezs31uvbXB8LBuDtLoNrh3+RFWFxwEnSLHh4/hPu2lX+szetsoJocJmw16zQibgHVDbyt85JHH6ff7pFIplpaWuPDYBTLJDL/1W7/F2Udm6PWGufvuJH/+if9AMplEntE3HiJHjIVtX1/KjJsBHIxsvJqFxxewd+x4hjz4T/j1trt8Hk2oEk9Gsdft5GZn+eCf//nWvXn3u5Nsfm6JOVOF6M1efBNDRHwR7C07daVH8oiPWw+maTQahMOQfyTP//Vnf8ZMsMT8wjpHOUvaEeTHXhsk43fgNZtRuypqV0UQ6nzmM3/D5qYL1azy3v/43t1lXouFhMnEwoULiK0WyWSS85UKxb6J0fRpsLqYn38UsSMSHz1IcanE/Pw8m029OnvE0BxNT0OvnSUTbjD78Aamdpy3vuGtJBNJDh7UK4k9o4/UbDYzaoSrLhU2+dPPfImyX+Zbjkd5z093sYt6Vdvj8aD2VZyILKpWyl04EtlB5HfM71qthtfrJRQKUSgUUHogV6tAFcXkYOO+DXwtsJSKhGURbA0MtSSRQRXdZmNy6XG+9JUvMb7Soej3Ezvyamz+AKHju/WP+9jHM8XTkiNN+//Ye/M4R+7yzv8tVekole5bLalb6kM9Mz0zHttjD8PYsYEQY2LCsfzCJiE4u7AhIQmwXgIJlzkSfhwbdv0jPwjZhCtZjmBIYAkhDvjAGHvi8TX39PShbrVaUqvVum9Vaf8o9TWHjY3ZdXB/Xq9+vbpbR9W3qr5Vz+f7PJ/P07/vyf7ewQ528PzDc6XMYL3B6LONfu9y3QpgfJdz29/5gduSz/fk9e3rfXaeluZooNdZ1xxt7eu0tSP908WQuJ4V2oy4rI7tY66qWp2Kc3uvUdS+SqTV5kO33sqMXo8UiSD6N4OQoNnCaj1Pvt7BJ/tYXFwcDGGL5qjb5dPf/OZAc3SaQ4f2se6SttGgx+NhaSmHUDIT9fqYK8+RTCbxG/w0TA0MQxJGaRKDtUfHXYVOnrDJjbSyggw83NMCuZsOadv1iQ18oz4sUQvn19ZQjQJLjSWEksC4K4ZxWE+vIWDSq7i3aI7m5+eZm+vg8YDRuOWR2dZW1B10GFLNDFsFDAYPLv8ILj8EcdFKt/AqRnrBNcxmHYrDzC7JqWmO1P42l8bThRlO3PfPWMpF3FP7SCaT1E/OUPJJHD2TpL3aJTYSY7o8zTd/8DWahjdBd0vELAzmgmKk3+/j98PKio5Vy+C8VsHlmsPhAMkyyqjJz2hkjMeEMIW0gr7V2pblS55K8r8ef4ye1OcmyUfEMWoJOAAAIABJREFUH6CvOnks9xhrq2u4jo2xZGhwqqqne0DilrwWRI+NGVhbM7O0dAW/+rsfoVA4zbFjT1CtzvHAA12OHDmCLMtka1VMrSgH414UKUO7V0ew2hBkgcLRx0mlUgwdOsRIWAvoFwaao4MH9yCKItW5OZwmHXuu3MOx+Xky3S7mmAOjWqfXm2UhtcBwbJh6JEC1U6WcPMdKemXjftWoQ7UKhrqRkCtEv9Wnm+uytryGKWDCbrNh0A9jKKiIsp5UKoXYaBBJJDi/tMS/nF3EqawRMEe5wvgCRtxDuF1ubnn1LTyReQJHyMFE1MP0wJ4v28yi9NfYo7NSMtpxTNh51396I+GEi9lmgWzHSviBRQS9nhWTkXLZtpGZXVte2zDpAKBS0SzpR0ZIWywsZzJYrVYCk+MoVhdGwUgsFkM1qZwqLmN1BfEPD9Oxb9cc+XzgI47LBa9+dZ3cEzk8ziu3GRlsdZOUdBqZP57NUtN7CRl9lFYe5mRyidf94ks3PtOaa9Huq/jiQUw63XbN0Zb5bbPZEASBfD5PfXqaE4uzVK69hsTUlRvmFka5g+34UaQ1AxSLpP1+Gq0WQb8f22Ce2rGz1xNnV7dApVikfOy7NG64ET/PDjkKBrmgMa6GQECzpN/Bzx92DBl2sIMdPCM8m2UGl9XcPAV+VsLYS9lHXw6lwYr2U5Ejg/fyZXWzg/FfaIvNBXqdrX2d1rNIPwk5uu8+LcC54QZNo7UqaFmHrQVzVw5tH3OmpZEvp2G7Le6wYxjGtG2GnE7mm01aWzIgotKg3siiN9nwyb6LsnqpcoqjZ49u0xwVCmfY0BxtCZ7i8YP02vfQW2zgdri1jKVNZGx4DLo96PcQI17aa/PQXKUecCDt3YvbaOQK8/ZSwqqsjc8CvNjtBjdU2trxbrWS2mv2Mdqqik6n2zBLMJvNhMNpPB43mcyWCFXfBVMZa0+BXJPkCYHd1/YZdY1q2cFGg76xjyHTIOYLYGllmJ9ZQo3EUObnqOvm8B3e1BwpBheCy0HX2NzIyPWVFl/76hdZ7VuYW1tGsVconDrFfCtJIHCApaUtmqOB2QKFBPfccw9f+Qq8+MUvZnpaM9+Ix508/PA8ogj5FRO5fIdDziiRW15OKZPl6l+4dWM+p1IpPvrOj3Li1ClSUfhfw0f44Kt+h6ttTTJVHbpVF8aulZ5dJEgDvbmLNK5lGueTD1Kr/YCR4SvYs+cWHn9CRzze4aqrtOxAJlOl2y3yyIl7eXA+T3w0ztgBC/2BC10qleLPPv5xFEVh9RsP8ra3/RZXXeVnbGyMRmOa4WErX/rSl7hvoDmK7IpgLovYXC4Wz2pExLV3D1FnlHKuzD9k/oF8Ic8PvvFDvC0njh687W1/zBPzu1EUqOjm8XXWSBjj+PwGcjM59Gk9e27cQ2fkamrlFSz73YwcP4un2yWTOYvJLuOO+RmrOKh0ygjGOXTmHuCm0q9Qm5tBV3JS8Y0TjUbJZMDilRGaqzz+z/eQlZzYDEFagkCztYxZ6ZFpFMFTZNwRx91WUFWVZDKJXtQTHr7AOTKbpaEoNCMRfuXWW9Hlclx//fU0hRKzy4+RGNpLNBrlv/zn93DXUppYeIwFq5V9FgF5S+Nhlwu6SoeuAi6XjH7f5lxfN9zpdrt0Oh0kSaIiaYszca8XX6NJcymJw+Tk0K4XbZTGBoNQyxlRI02a9GDJgpE2AT8s5kzb5rcsaw580489xrGvfpWzUoO7v/tVfu9jf0UoMo7oEqktF6lbfQSuiWJo1nAbDJx96CEWVRW9Xs+LXvACAhMTLPZ0VIpFum43Ez4fpuCzZ+d9KWL0ZP/fwb99/CSGDHc/g+/t9/v9lzyDz+1gBzt4HuKympvnIJJzGmmIDRqhTlygkbkcDO7LkyOrIFz6hScxW3g6xNDp3E6gFOtTk9CIfr3fySWCDOdm9uxCE41sLYtslJnwaMflQr0TwAgQ2qI5MmxdWd6SYYpGo/zhJ/7wogyl84gT5fEzqKYiPV0XS90Joshsu43q8+G22bC3ZgDodLQyyHOzPZaWlrj++iAtj4eaopCwyMiCQK+Hpjlq91kUFZoDzZFNFAmFQvh8MktLs/h8afL5gZ7BNQ/OedKlOGpNT6fepznQOVksCVhchOY8SmyUxcwYlr6DULBDxlhjxdTCf5HmyEf4Ja/hwNQLWE2vEovFODlzknzdx8TwBLZdLrweLwv9Pgnvbsz5qe0HtbZZZhcIBCgWBVZXwWvTSirn58FmO8LEBEw/cZqT51fwTMBwbZWATdy20JFMJlnoLtB01HF0DLSyRRbLOV7gCzMhTKEaFRzpEv1il4DNjtNpQafXsbBwjs9//kPIchFf4e+IvKDKvhf+IqWSQDabx2DQMzNT51Of+nOmp7+DKqiM7zlCeOjdVMMiofVtqyqRaJRuRsfZZJL4lJmALYAsaz1yDh1KsHfvXtq9NrIsk/CY+PT738/fDzRHt9yyG7/oZnV5Fb/OgrJmoNWwIHuiyHOnST50Anl0N34/zGUCWBM2JKeVRrtI/om8ZlMP6Ee75IprmFSBxAtfyO9Eo8wvPYRnaIi0K0C2mcbUfID6kMpCc43KgsQ7/st7sbcEqsYhfqUT5fW3XItOB25riOt+7Q0s/OMXOWC4kXq+x7f/IcMvvjGBxQy7zH1whBDNTvL3PszkZBBVtbHryC561gvaB8TjLDUa6HU6XjM+jpRIQDRK5VSeRi9N2+PCYkmgOEyETBGmPGHynQ71OlgN4kaSVlHgRPoeBD3E7TcxW81jtalUUhU++MEPUi6XOX78OPv378fhcPCad7yVYDBIRCjxpl+7QdMcxfYzOjyysUiUyzkBEQoSgfAc+oge65IKKwCJbfMbNAe+9uoqFYsF++guTDPnyRw7RmRyEs/NHlYeMpJvn0LMnSXiHKYnSeQUhU67jdlioepyYTPAnusOIQKS2YxBZwTpEv3ZdrCDnxA/SeZolIubvspsNlcvoZkzrKv2VoHas7J3O9jBDp4XuKzm5imQTqcBCIcv3ZPnmaK1NNDJRC7OICndZ9bjuq8ONEf6izVHAeNlGsSuW5UP9Dpb+zoZL/eZS+CKK7YTHKWgmUoQ2jzuPzyjbesXdg8yLOZLZwVT5RT0ekQdURAvfoQo5u3ZruYgKyYNSFTUESW638jQH43yRDZLvR7A4Zi85LaazXm8XjC6tgdUhXoBXcCM1WqnnzwHYhTGxzXN0fHjSCYTroTWJFemRCaT4St/9RV6vR7/fJ+ewFvegrtuIWM0cXi/D5dR0xzVu6dxRow09XEynQ62wfg6HTu5nBd166mvBaHuhY6dUug45r1gMHhZqeeoqFmC7TaiamWlHiJTKhCP9xD0LmaWjyEMmzkyPEF3a8YNBZdJIjC6W3vqAg+df4j2aorltTo1KcBLjryU+fu+zclahYruAoI70BwFAhpxLpUaLC01cIsDI4Jh6PXMiCIk9u8nNFnFLIm0loxU6zoWFlaRZc11MRaL4fQ4OZleRCnViRm6DPvtGFwGxp0q5wvzlA6rjBhHqGRTFIpVXA4PyRNnWVnxo+/8AsalH7JsPMHVNi8R9wFqqsqBAzYeeugxut0ZZFnTHrUKIspihfhh7bqLxWI4nU5KpRJOp4n4NXsoCyGMxSIALpcW9MqyjMxmc+NoNMrrfiPM7CyIoh5pvI+740Y4WsUktDFaSlQKSfouF8M3XMPCMuTz4DC6OTzhZjW9wEf+34/Qpq05cA7fjsfTJuxyYrEMg2ggOjpKdJC9jSkK3z//L/T6Xfx7bkQUqiycO4Or6cI/5KdczyH3G9RqNXw+0C/rORA9yFfdD6M014j769h0RcwNHUGnBYcoorZVFmcW+fKXP8upUydZWTGx/8x+pj48tX2NwmAgOlh0kLYsLNlHEshqFEzaaxGLm2WlSr7TQQ+s5fS09OqG5mh2FpTWLobjkM2AvjFE2Nfn0dOP0uv1sFqtdLtdJEmi1+uhXykxPr4HJAdBl4mq0qCmrLBSPkElv74I4kRAhaaeptEMRqheqpH0FkR270YnirTnFnF3IerRBqu36Bk/4iA0dQPmTg08QXS1Gma7HaOq4nQ6sXm9pKtpkCDxildAtUputgHpFoHAhY0IntvYKd977uAn0RzFtv6t0+lGgXuAO4CP9fv97OD/QeCPgFcBO1mjHexgBz9z9HrPfkNWAJ6E/4xNbtccraxoZUt+/5PXtzdnnoHmaKDXWV9t3drX6afRHIUNg9IWNo0aHNuHRUXVsjmuSyS1xOQi2LqQSLA8MI1Yb+QbNEnk6yus1Fv4ZT+pVGowhC0EJxAgHAhQn55mbQ3C4S3ZpdVV0uk0c5UKkYiEp++h0ChgGjIRILBt7L7gFSCV6XTz0FkhYvIg5/NYgH9VtADrpkMTLC9nMVQNxCIxHu0lKReLTLic5GrLnC5UOByYwDiio9cQMethSt4Muufm5pifb+Px6AkEDBtVQetkxEmHvU5poDly0+6XoNuA4WGUpRbenogaaiJJOnp2M7slN7JNR1/pYxC2ao5m6acW2e0ZwxwbJ5VKcc9f/U9ku5ksCr/xotcwGd7N7bdfyenTj/O296fYs2czYm73tPPQa/e4//77URSFet2AOr4XyWJh2A7Hjmn2xwcPjmGWXNTr8OB9BhSlT1EocNVVTbxeL9FolLe98W0s//+foi60CderBIVV+kqfx1ce5yW/XKR05gC0LDCuHavITJdg4DA3vekvKM/qSDUTNIdvpFpWcbtURiaCyDIkEiN4PFbm5+v0eh5iMQM3XBfCMAjyo9Eof/rmN7O0tETo0CECg4WP5NISvd4KJpMfkylMO5Wn0qliGRmhinbt1SUF+yTEJC2TZTVbOXLta6l2qhw88MptmqNIXNMcyVYVyQILxxYwlU24Jl0sLi6STCYJOQ9j1GlmIJTLg4kyCLhbLaqLp4E55k4ZmJrax8jIbkT3XUy3p9HZ+xw8MLZhGjMaGmVEcvCh3/wVvnz3OazSEC6/Ha+UI9OwktZbiT6wQObUaRYXVep1N7IMjWKDwnJhu+aoXEYCarLMvCAgiyJ+oG02AAZMgnY82t0yEwaFoNWKTRSZF9povoXrfY7AzwhOGzjM0JgGXVq3YbhTLpfp9/usrKwQiUQYHx5iZSnJE6kMyZqC2enEE7Ww1Opz5ZY2AyFa9A0q6XQAegLbQs11K+8trQ8ik5P86h13MH3yUcLj4wSnrgQ2dZqeRAAGc7+cTrNvfJxgIIBNkpAVheigJxQGCWSZtfwZoL1xv/i3gp3yvecOnonm6L8BP+73+/956z8HJOntA5L039BI0g52sIMdPCUuq7l5CjwdO+unA/PwT645Wg/Un4ocGXyXL6ubGRgtjFsuIE4X6HW29nV6Opqje+7RGjm+6EXaqveKXgsatq7nXhHaPubsQHPkukBzFHVEYXxzmx11O5PUK3XqzRyCascv+y/K6i2WNcI37BhmfHycZrOJXt9k3Uktc+oUn/7zPycty4iiyHt++z2MDo2Sr+e5/5RmcT0+Pg7drvbjcNBLnYHmKtWAE+P+/biMRq40bx7LWCzGmlkkn01jdqtcHwrh9VppdoKMOhy0WprxhcU2SktV6ff7mAeljhaLhUgkg8fj5M47R9HrYXISOkqHUqtEP9knd7rJ/HGBPYdU/BYftW6dereL3iBiyDaJev1Y6sskp1Oo0Rjd+Vkqull8h2MAWtbA4CLXOo+jvMQo45pdvtJgbMxNuqnDERMJ73NgqdVpska3vz1zuFDWxmDv2kmlUng8HgRBoJmZx+rz0XE76XQWMBhgJWciudCmWA2j9OtER0BSI9vaanVWOuzHQ/+aMOfPNnh81kh4tkmmoqe07MHQcgIK3brmH7ZEmKWcxKdueRdnHvkqkUwP4+pp5ipBLBM2ogPyXa3quPnm17F//35WVmxcd9112EMhyr0ejkGmzuZwsNvhoKKPspRcIRxWicdDrKz8kFLpDCbTCPnzLRaaBeIeEyZZyxL6BCMIWjud7ppmECG77ciSHbWewTZmZ0i2QLmM7HAgyzBdmGG50sZ0xRDtu9qUHithFrSmqp1Mh2q3imXcgm0QoXak9mAcKnI0jtkyTrWWptmSGRud5F1/8i5O/vj7yC4nNo8Tn97H8jKsVEWGmmuM2028/nUeGnUdHmcd0WREUlpkmiXSvgpD144jPyBTqVQQBAGrw4pO1G3Yu0ejUcjlqPd6nI9GWS0UiEsSfr+fhdw5ekqDxNBeRNGKR/LgATyDhYsR6/ZrxumETq9FpwdGg5l+oEMHiHo3DXfWNUdTU1OcK83ymc98Bl9JoG2wse8/3YpBjNIUjbRgQ8+0hhE10AQUWDJhYn1Rx7zZBPaCvnCRyUka3kFWfXAdGLwGKhWoFprY7SAZJIaHh+m3WlCtoqvVoFrVygq3YDQxyv8ppFKpHYvvn0M8E3J0I/CuJ3n9XuBjz2RndrCDn0esC1t3msddHpfV3DwHMT+rkYb4wJRgfHz8J/qcwXV5cmS/RHkaAJfQ66zj6TTA9Xq3p4VU68XZq4HT+IbTbvTJNEdbep/EJIlUKsX9g2u8LjWwGGTG3dpxkbdkYVKpFA+ffZgYMBzvoB8f3yiNXM8szej1pGV5w6lrqb2E2BcvbjrcbNLprNCPD2uaI4OB2U4HxeOhXiyyePp7hMNhnPbdBAIm3vyWP2RpaYnrrgviHhqi2uthE50DzZFIr9JDaaksGnq0aDAuSdhFkWAwiNcrk0rNkc1mCIe1QDxZSjJfnCcejKOu6FGbfdYqx3kk8yiKEEJIpbnK6qYfm2IhM4aMi6GhDo+unefU+UfYF92F2tHIr0MU2W33Eb3qRqRBNikWi9GyB5lJNZAEiaBJprm8isXvwiMcgN52A5CQVStn1Pf0uN1uikWBXs/E3okRSsUSd955DJ9vlF/4hRDHj57m+98v07JakFN5hHIF897rtkncYi+M0fp+k/rMDP01O9nWGiudFSbdU7ACATSS0Mlo19bKoPXh+9//FwSDaxSXzxCUDiC6PLzjNdfR68lkMiluv/0vqFarzM//M/v37+cb35hDF34re/f7N8hRZnA/MPVgrdlA7vRwGsFsDmM0+ul08gSv2UtQcGOxWDAKWtA/Pa01DRXGQVwdWFDrtCr/1VVNezZUy227hn0WHx2hhdPt4r0ffi8zD84QiUaIRqO0qhlWirOYan5sg3K6XiepHWe9nTNzGRRFoWyqENhvZwxoNVpEvHtYqJg5emKVmw7F0euhVVVQIjFW2i0sRBn2DSEINuYBBNgt9cExhMPs4A96b+DUqasJBBL03X3u+OIdyC1589ofHSXdaCDqdFxvs230iQuVejR6GTpeN6KYoNDU0pweizaH+43BfWawttHrwcnl+xD0ELPdxGx1FZtdxYnzkoY7d82coWPwMOUReLSSIt88yTU6C1WCpAoFAgYD4KKBCKsSgcgs+qgea2pdmXGx5mgrhh3DUCppP04nBreBwirMzywRH++S8CQwm81MA8mFBWKjoyRiMWod7Rxbjdr9UugMnifPrFr7IgQCl87emM3ln7rH3w6em3gm5KgP7H6S16e4WKO0gx08L5FKpS4O6nZupBfhspqbp8DS0hIw6Jr+LKKVGmiOohdnkJ7M5vvJ0FcGmiPhYs2R/3LjH2TUGGTUtvZ12mZi8BTYt297I1elMCgRCm0G2D88q435hoHmSDIPX/K7FsuL0O1qgYzBcNE1/uvveiehLS576/bjhUJh432ubpfgO0aR1tbIZCQcjs3929pDy+lsEA7reOTcI1T7VXbHdpNMJnn00UcxTU1h89lh4bymORobw9Ro8PAPfsD3Pvc5FI+MIAh88I9/m2AwxOH9MdjvQ3SIPF6t0l1skzAaaMfNmEQbndUG9e4p3BEzGX2MbKezQVrbbRsrKy5MJt1GdiVoDeKz+LCb7MxMHQeg1ZdQdFb8sp96c56eSWStMUS2tEos1iO30ubTX/40ZbnGIw8+xHt2DRMdXLv6fg+7wYRJ1CK6aDTKG9/2RipHj3Fw/CBtR5RqHzyhEHbT9lV3AJtpwGxM8LKXvYwnnmggyzLz84t87st/R723RrfaolC4mdjItUzsHycYEcicNRAaCeCL52k0QJa1a2I4NswfvP89PPLII/zTX9zN0fvu4sePfYlXveZV4NnPqqqDtQmCJo3c2tvaOTxzJs/p0+OoqsyLX+xH1Lc5ejSHokTJ5ZKYzVkkScf585qmpVIRaCZXGL12eGMhaWhoiGg0itEI7YafMiBUC9RqdWy2PKDHZgsgCPK2Y+DwqqyWIZvVMzGhkfaVf/oR4XCY/TfcoL3pglJcl+TCJYFSV8A9RPRXN+/PfbFB1OVGkkY2shkWUSP9lUqWMV8Mq1mm5O7iM2nXvLVmxWAzcGCfF5Noolqt4vGAkBFop6EaCtLuNqkcK1HIzuI9MkIkHNYcC1sKSkvh4MFJDh6cxGrdxffu+R6GtuGihtvDg0UH85aFFVtsEos6AibtNbe0fd4vZDSCuM+ukYe5OVDbuxmJQ24ZxEaYiH/7/a09KJs1mUwcHp3kvk6fx2sl6rIdv2+ShUYZUd+m1XRwPJfD7T5MZU2Elp6G0QJGqODC/+RmnoOxmGFN63OE00lf7TMyDL4hP+u3yGq1isnhYPeVV+J2u8FoZLmQBNholLt6XlvYCV4VvMRWnj6y2c1n+YUmFbHY7c/KNnbw3MIzIUd3Ab+r0+keAf6mP+hsqNM6G74BeDPwD8/eLu5gB/92kUwm6fV6Fz3YdvDsQFWfmTnCT4PRye0i39xgSTEQePL69ubsM9AcDfQ666utW/s6lQcaCIfD8bSzkxFDcfDbZsTivkAzXVa1x4P7gqSeXqdHXEyDVYFEgofn5ykbjUxFIiSTSVqZLHqvhVytQcAa2CCwuVxu21yYq9UIrK5iNkMkskVYbzbzu699LQ/OzHDw4CjefgSnrkdf7G9YXLvdbqo6Hf7AfpAqdLor0MkRNXlJnT7NWKXCzPDVZLM50mkYHR2nMa2RNNEhUlEUsuU8s8knCLVDXLf7EMYYKE0jXKA5mp2dZX6+jdcrYLMZqdfBbge7SVt+7+Q6BBtmDAGBvhhGEBfJ1/MYh4KY1H14OwL9oTayrON0LYtdbLIv4GdmtcLSwgLxYY2Eni7Mojt3jl2mAOa9V4AsM2mwoly7D8/ELhYfrG7sU12vlSY5t2gqWr0BoRfNmM1mDh0y0wL+5J+WmAmJeOUhzn/9X/j8579KMPgDXvrSD1Av+TGremIulVI3Tam0aUnfLXYRzG70Xi9ucxOraOFbR8+w0FkA64dpZa8EBJKDEtTIeS1T4/UWWV5O0+uFWF01IUk9isUc3e4SsVgMk0lHuVxGFEVWV0VsNoXxeJ9/+OY3ufPOOzGbzfibTd7+9rczdPgw8YEZyfxSE1UdJxQKIoo2Wgs5Kp0qcjxOZVBi2DCrOCYhLllYWlriQx/6EEq3iyiKvH90VJsbF2RpFVUjDOuNnzt+bY45nU4M3REMDDRHAze2dadGm82GU26iqnV89hHCA6MI/4Sf6eI0BkOWYU+C6Wmt3HF0aBSKRXb1DNy3fIbPfPkzWJtWDPe3ed1tt+ELjhF9IImoF7H+0p6N/Zsan8IiWLY3XC6VMANVq5V0q4W12STgctEyCYCMWdCO2VJliXqnjhSUkI0yuuCgqfRAcxQIQIBhHFZwjEJjug9pYEtyZ2HQay2RSDAaDvC+d95GdilLsqogN514fF1kvQ4XEp/60pd4xSs+j6vu4k2/9xa8h4eRBGF7ZnzQF45LtD6otqsQ8W8Q/XWdpiuhzcdUKsX9999PxOXiF66/HioVWF5m2O+BLXO2ZNTOVZBnhxzB5rN8akpzibzhhht45StfufM8/znFMyFHtwHXAJ8HPqrT6c6jZYoSaIq51OA9O9jB8x5bV8E3Hmw7uAiX1dw8BYaHL53d+GlxqYzR5VCraSUdT0WODP7LZ3rOD8Y/ceH4L9DrbL1+1klZpVJ5yuzk3XdrmqMXv1grDcq0PfTrKra6giBr7Gdf8ELNkUa+3IYLtAH2yDbNUSgSQW8wbFzj0SEX9eYKYt9BgMBGVk+SJERR5OTSSQSTQCwWIxKJ0Gg00OkarAdsmTNn+MZf/zXLsszjjz/Oe968m8O7DjP23rHtBLDT0X7sdpTF01BfpRxw4n3Ri6geP46uMkfEvjnnKlv6HMWrVb70uT+jqTQR7hGI/JHmACjJozQVFaXfRxqUdlmtVkZGcrjddlZW4vR6Wvupdq9NsVmEVcidaiBEBKYOm3lh5AXUug1sXR36nI5+rsGQx4elusxiyUh1LcTM3BLtrg6z10up28VpMKDrmek8coKi6Tyhcg2OHKHRrKB0cvTUCuG9A1I+N8fKuR/SjYZwOjf7HK1ruRKeBLOzmvGCfWQEl9DFlFtkQS+hN5eJxULQb2Iy38/k1MtxJ2rIMvgC2y3pu/kucUQeVczcWziInOlhrL8It10HDS/GlgNQ6FS1AHZpcP5eMD7GFVfkePnLf4luN8Jf//VdfO1rf8/99/8Nn/jEJ7jttg+wuLiIyyWQTOoxGAz8+Rc+y/LyMounT3PLLbdQL5U4NzuLGj1Mu50nElE3LPN1g7rP9Nwc880l4j4J87rmSG8Eo9ZzdP6JeYSaQGSXRtofe+wJ9HqRsCyRSMD5/KDU1DMLnjbG0hh+THzvc/OoTRXbzTY62Q6VbgXLuAX7wHilY9EIhiwHuO7mm6nWavSdDZQBq9Db9DSOzZNcXqJ1qMdkbIx0GnJlkXCziNJo0V6tICgCkYkI+eIJyulTSHaJ5WCdcUec1VWt4a3HE8Uf8vNH7/0jMqnM5rU/PU2t1+O818vaj35EXFUJZDIsxu30TCqJoX20VT0zhRmUvkK9W+dI9AgxeXudmcMBrW6DVhfMBguXw996AAAgAElEQVRKoI0CWNi8D23NAs8UF8AK119xBZHFHKpFJOzzIAgSD/34IRRFIRaLkZ5O83h7mWuUMAGTaXsGfHkZ6nWwWLYRGoBMTXPjtFm0c2PwaZqjSqFBpbLEx//047TbbUK1GpFWi6FsFrMoYh4ZgSNHNiLan4XmaOuz3OFwPOvE6OjRoxiNCTqdi539nuLRsoOfAZ42Oer3+0s6ne4Amu7olcC1g5fmgC8AH+/3+6VnbQ938LzDz5NGJxrdFLb+PIznZ4XLam6eg5ib0UjD6LgWrI6NjT3Z2zdgcF6eHDkvN/4LgoetWG8I++CDDz5ldtLv39QcKXWF9skeqH1K1RLOI04EWdiwqV53Bh7RX+xot4EtJhCHR0eJvOMdG9d4TWogYmTMrR0Xy4DwWSwWbr/9dh4+9zCxfp9oqwU63cWaI52O5a2ao9YS8XCcKBdoIJJJUqnjJHUqYzofQyMjzHS7qLt28fsf+Qip1IOEw2ECASOdTo7qmpd+vYfPKW6sAk/EJkgmk6TTLcJOH91ml5RRodXZ1BwFAgE8HpnFxTkymSyRiBaIL5QXNjRH5EUy6RXW7v8a4XCYsbEb4PRpms0kveExljJOrHo3Bw5YuTX4Kv7xe3cy5QpzIpXC4PdzwONhFybao1MYAwEoaUJz766rYS2OpWWnsKwZcEgBN17jQVC3n5ch26Z5h9/vJ5/X0VwTmRiZxHXrm3nsRJkTs12SyXli0TFqNCibkgTXFulWQQzctO37pHGtLO3bX/gGdiGA4FhG8njo5zuYKsP4Bpqjbla7FnKA293h1ltvw+crMDHh4+67Uywu/gCLxcHycp2jR4/i8x1hbc3I1FSAQ4ei/P3fP8Rqx8OPT3+Q1oyf//7fAab59Le0/Rjf1+L+B3oETdvLUaNHjhBUNJtpg6DNrelpzYFufBzCtjAWxUL+3Dkcoogsh1lbUwnXVyAPMJgTdT+Y2nRUrS+UOqvicXooPVDCtL/FSmcec82PfTDPlYHmCAIYTT48Jh8zYppST5Py3H/v/Xz5U1+hoPNR/+5p/scn/hBBiNKpKSiROJnOWTx6GWvfSmomRdUXwRG5lt3OIDiH0IkCSyf+B6AiCHvJq370NgvXX3/95uCDQXIrK5gKBa4PBDD5/ZDPM7RcpeGq0/FmqKp2iq0iHosHVVWpdqpY1EEGpqw9Y8PhGCXhNIIAI9abmC0XsDtUXFusWmxbhGhd40B/mM1CfZ62G3qdMEbLBE6nE0VRtEUSi8jBXTHk7iKlmh7n8uALwmFNvKMo8MADGqHZco8bcYxAsaj9uFwYXAYKeZjPLlEoHaPX6zE2Nsbpxx7jn44d45WxGJGrrqKaXYBCBtugD5a+NbiJPbNq7UviZ/ksT6VSfPjDHyYSOYPD4WBsbIy3vvWt28/5Dv6P4hlFJP1+vwy8e/Czgx08a/h51OhcSti6g+24rObmKbBuE/1sH9/W4qBE6RKudbpnWMmn9rQP6sWLG976Ljf+QUaJAcHY2tdpvSP9T5Kd3Lt3U3vQq/ZQyzX0bhFUA71qD0EWNjRHN+7Rxmw2X9oJcKG0QGZhgV6hx8jExMb1vX4Ozta3t7mrD9zMZFnefN+gtKZQKJDJSDidm6YPF2uOIFMd9HeyaavY2WxW61309S9jadT4XtPB73zyk5j0epZPnkQ2Gkns/0UAFKWK0lBwTOvoq31KFZFK0E/PPMLKyRVwQjy+B7Vgot49iSdiJqOPb9MctVpW8nkHksSG5ihkDRGQA9hMNn7kuYsv3PlZ5I6EIAi8+92jRBUFg97FajNMrpxHivXQCx7mMjN0fH12T+0GVcW3XippNWM2GDGVahpDtdnI1tMYUvPYXXEqqnZePMEgNtPFJhnrYnTQSsJWV0GpQyKnIiw3uGXSTtbRo9y2MG23cuXYHhZVmWhgH7KgZ2VlhXQ6Ta1W2wj+nlhI0hebjFgirDYtXHfzFIeP9LntI48itAVO3X+KR75/Hz6/n+nFNK9//etJJP4dx493aTah2VxGp4Nud4hut8nq6irf/e4H6PV63H23jttvvx2/fxhrXaE1t7XMatNsZKbooyKAoVAgnU5TLpc39k9iu7ulw6ewWoFcTiBxwxi3jd5G7v77CYfDhG7Q7KFRFGa3fqjlhGUw08NFm6//49e5+ddvpvNEhyGHnpEpH5IUg0EmUZI2F0O6WW1+hicjjE9APglDJOiLHyaj84Ji5oq7KiSTFcSsSDsN9VAQ0WPnD97wB6xl1+iNGmmmM5SMZsK+MJ1alnB4AqPRT69XwG+2YjBuSR3U6/DQQ0QHbo1GvV6bT3o91j0HsEgimC30ez0i9ghqX0Wv12Mz2pidV8hmsvzd32rP2Ho9zG+9+TUcPuxnJQ2G+sWao/X2AWazmXF5QCjjDnQeM2Z9h1IrQ7V7EkURePWrX43VamXX6C4iwQinW8sUFXCGB2SrWtWI0YDMaV7qm+TIJJqgqBne4HLRV/rEhiEQCZDLHeRu8W6mp6fRmc0cuukmvKUS5PNkeiXQ1SgNFlZtVRvBYPBZ0xyt42f1LE8mk0iShMPhoFwu02w2d6pM/i/j385y7Q6eF9jR6OzgOYGL+csG4ontmqN1S+1g8MkfxK05Lch4WpqjgV5nXXO0ta/Tekf6n2RFcyANRafTIdpEQuE29NugtyLatMeA94J4u6RqwaDnAs3RSnaFr33kYxg7RgoeD7/9nvcwFAoRMZtJpVLMzc9j8Uk4o1GC1uBFmSFgQ29QmJ4eaI42j0nUZOKDv/d7zNVqRCIyHtVNOlna1pC30Wgwnc2y0rIzGZ6ktHKW+flHuHboFTgKBczAQ31tGzcdGqNdbiNYahj9Rjr5DlbJzatu/ff0kk8Q2hdiaMhLX+mjtCR0eh1Tls2AbWZmhvn5FlarCZ3OzMqKljhb10W0s236MyU8enAPJTh16hTf+ta3eNWLXkQ3b2Ex9RjmqAmrNcR8qcDjD9xFsbjIp75/lte/4fU4B1m4060cnQk3+80hLO4AyDL2xQqKpKMz4kDZqjnSaVk95xZNRbM7aLZrkAb3UK1p8Ec/91F6vR6r1VVE0cP43iuZFVqI1TrG4RjlFQFJMHIu9wif+tSnsFgsiKLIe9/2XmR7CMVlJJD/Z3xeid943S3U3DmmF6e58/97iHa5zcOVDmp5kV1La9z1jbu49qXXEo9HWViA4eEXsG/fjRQKbXw+L16vF1VtMzqq3d+PHUvzghe8gE9+4i3c+bXNzNAI2jWzQAzTmkpYX+Vfjz/Bpz/918gDi/d33norsteGNR6nMrAla5pUnJMwKmnXUzQaJfprv7b9AhaE7W3M9Nqc8qodTCgUK0W+eMcXcXlcVB6t8M73vRPHHqOWzQBwbWZVLIaBhZmYIJ/Ufi3jR3WcAzJQmKRYXCObBVPfRPrECUbaI+iGTCgTAiPhET52x3tZkyQ6qsTHr3wFgYAT/UEDvV4B0OOwhLYbTwwIhjEYpJ7JsOR2Y7FaCY6N0TRqNy5Jb0I2mrg6dDXZepagHEQ2ygihBtnluY1n7PR0FqHXxi1HcYxpmqPMIxmW9csb95LFQa+1RCKB2Nd0ZRgkTk9r95/YqEyr3iSfq2Ee6MPkmszafB1v3IdFELbrvARhg8xhs22rFHH4HRD1b+j51nWajoQFRzzB7bffvqE5Onjlldp3VKuMSNeSKq7xwT/RSF+j0uAtb3nLs6o5+lkiFottZIyazSbve9/7duKe/8t4xuRIp9MdBA6htcq4MJTo9/v9D/80O7aD5yd2NDrPT1xWc/MU+Fk9QLYG4k+FdTe2p4IxcPns2PTgOxIXjv8CF76tfZ3Wm886nZe23d2Ku++eB+AlLxlFkAUqh6P0qwoTAduG5mhvYPuYcy0t+PEYtgunW/kWTcGBf9cIuUyGxVSKYCi0kfWtq3Wapibv+P13EJwKotPpWFhYQJIkotEoyVISgJgzRiKRGGSW6qRSaySTScaBcChE+Eptpb+93GZUApNrUy8xOjqKQVW553vf41wmQ9SkMGyGYq+H/sABHCYTB42b7xdtIsUyUOzg8sJ1Q26ECR/+/ydKPg8Rv5aBXF2N0zcpOOx9covacbHb7YRCeZJJSKdHEEVNcySYWqw119Ct6ehl3KzNS2SzJzh58gQAx+65B2tHQlaDNEw6bvudV3D2RJniaoAD/lHmystIfj9z+TylRx+l5nPQloy0yyn0yTSxWIxup0avk8elVBmaGpQ3zc6ycvaHdIeHOHdugYcffphrrrkG17gWtCc8CebmNI1ZLpejUCsQiUSotDu0WsvkkqsYvGFqtTydbgOPXcQodCCnlT66XC7OnDnDo/c8yste9jKEt7yFdDrNoX6YkNHDPekiS2d1GBtmYrFRssnTtNsdrnnNCykWiySTSfbtWyEc1uF0XsXb3vYh0uk011+vZT++/e37mJ7OYbGI+P3DtFpQ0ylg7UJNK4/rDPrimEwNrrri+1RLNfT6HA6HkUhEI1bHjx3DNuEm7rcgbdUc6bVYvLOqZeSMXm3epVJabVfUKuEESuulY6458LTIlcZgxcJZ8Sx2s52ha4aon6lz+pHTuMZc2AfZzrZl3b0tuJFGLNfPER6B9MIkdWDKXKMvdjhdDUEnxr33fp+vfe1rTBlyOFwSv/EnH2BkeIJHHnoEnaFBYsjLI7MZHtHN8tpdr6bdD6AoNbzeYbp9gW6vpTm5AdhsIAjUMxmWez2WDAZGrFaQZVKpx+mpNRLh/bRVgfsX70dVVbK1LEeMR4jJZsTRYX44eMZaLCJjky6anRqS0cpCb45Pfv6TqKgblRtDW3qtzZQ0orTPGGSPVUKVRcJuD/l8hZx6gkAgQD6fp2VtUXYYERWFoMm0kQFPra2xCMR8PsK7dpFaW9tWKfKbb/9NQqEQdmmgOfIbKJehlK/jcGj3+9e+9rUoZ85QnZ5Gv2sXcjCICcgcP7VB+hbPLaKWVJQtmsrnMnbK7597eNrkSKfTScA3gV8CdGhmDOtLPv0t/9shRzt42ti5STw/cVnNzXMQs+c1zdHYhJZBWtf+PBVEx+XH6L7c+J+ELP6kWieAUGi7yFftmMDEtsBB0Uy71quHiAkXO9qBtoDRs1g4l8kgiiKH4nGiZjP3D7K+7riX9FKa/lqfVCrFxz72sY1Skfe9731E90RhdhYsHUgkWFpKk8lk+Nu//Zvt5bSD7ZmGLt2sJKqqvOf1v0wShTG9nyFfjBPdLl27HbfVitTVCGG73daedHt99Os9nHtFBFkglUqRT2tbWV0NI9PFpm9T9Sms6PScShaYisXw+/30ejLnz6ex2/PU62GqVai0FjXNUSCOdyrAbwX+I3OFH2K314lEpsh8//uYbE3sVw8x/aiFf53rcfWVUb5xvMqJegGXz4Jqs/GhO+5ALhbRGY38+q2/zue/8AXoag5pt/3xbUSlGJamjcKylqWwBD34LIc4eSLDmz74ho1j9tnPfZZrrrkG0MxBVlZ0yLKMy+yinC0jCHFe/vJb+e5372CCJtPf+ja7Im6M/Q5dIBbbQ7vd5jvf+Q4Af/fA33HwVQe5emiEXb4RzHUwyjBlmqKdbnO89I9UWmtca/bQF/sUi0VEUcRuH2V1NY3L1cdshhtuCNHpaOWQRiO88Y3v3iBL0egQDz+c5oN/+XlwvmuDHGUG660Oc42K4qBrihAI9DGbNx0Lr7jlFkLhEGazGVGvzZ/77sswPZ3l8GEfo0atlNSo0zJuA3NHos08PraQo1oAjG26iggIvObXX8O9997L3PIc9lAX4+462VoW+6CfmdpOblyDnY5GWJYNZmqDqapnhtpan47NBpYCdOJ84AMfwoyJmq/J5FiImaWTSIqT3GKOZNvL8kIPT9fIvhdejzDiZ216GhAIBGRmC9PApk01sgxHjpDN5ejIMgcsFtr1OvV6nXAVGr0CHV+WqmrHYrDgl/3k63mqnSqSIhN0jmw8Y4eGYpR0p5leWWRYvokHz51hubtMyBiiXL64h49iHOjc5ufRL5+hkbBQqgVp6W106ZLP59Hr9ThDTlxmM8XaNMWaHteyjkwmwwf/Zvscv7BSRCkoxAJ2rVGs243BaWBtRdMcrfc5MhqNTAsCyVSKmM1GIpGg0q7gGfIgiiJL55cYXhkmVAhRemBTU/lcx075/XMLzyQieT8aMfpT4AfAPcCtwArwx2htzt/wbO3gDp5/2LlJPP9wWc3NU2C95OPZdq1rLQzq7EcuziAJOt1F//tJoHYHmiPDxTV73suNf6DXWa/L39rXSXgajXP37LmAHJUGxCe8qWX44TltzC96Cs2RYlN44++/HqWgMJJIbMzV9axvugCidXgj4CkUCszNzVGr1fjwhz/MZz7zGaIRrVXe6uoq2axEMilcspy20ZgBoKRokee66UAmk0Gn0+HbvxtffgWzGIZ4HFOjwfLJk8wbjVgTmm7FZdY0UON7BUA7Zt85f56v/NnfMiS8nWWdmVZLxkuDSPwEGcHMQneUD9xxB5+87Tai0Sh6vUynIwM6vF5t8d5qGCJkDWE1WpnZ8wQjeBmvv47HHtP232u1YhAlnpjuUe818CVkhiIJfvm1v0zesMa/m3qpVoJYLBKLxZhZmOHEo49Cl43j8PjM40hODzZXnLIy0BwFAlhNbk48fC+9Xo9oNEoqleLkYye58ciNgGbvvroKDoed9/zOe0in0/ivGuX8+XNEIk68oWHOJxcR1nroprQMnVHt85KXvIRSqcSuXbsoFov8y8MP4/f5cBY8BAIBEi/0ohbn+J/f+yjtQBuxIvKW1/4HvF4vta7CcHSYjhTm8ccDuN1wzTXasUomtWsnkYAjR0JAaKPSan4+jalYh/RW/ZC24NBut8HVZblZwKU388Y3vpVarXvJhbNUKsVnv/AJ8vkA3/62nv/6X3+TyckITGtzZu/eAblQVap+tIgFoO2ADEj0kMxrHD16FL1ezy233MJVV4Xw+n1IUnzDqUSSNhdDeuuao11hyprjNUEcdLpGMkUv9CSgAiwyZBxFXRPJ1CTKOhefeO8n0Hf1mK0NfuWlv8SN11xDxBtGaSgMDQ1RrVap1+sM2YYYHYV8eutoZRBj+Lx1/vaLD6IoCoIg8KbXX0WxGKeFRE/XhagAujxOp56lH9uYmdNWQK7YpT1jvV5oKNq4miUQ9a9Ap7sFlRpjY9dhNBppDpzmJEliXHZoWaDlZYS6gv54nn8JnQaTjH04RsKeIOAOaFbiXTi30iSzvMwNoQQLnc5Fc/zCSpGJ0QmM65ojtxu1pxIbhlA0uHG9VCoVzHY7+66+GufAVj1byyI6NcI1/8g8UlbCtssGTTY0lTvYwdPBMyFHrwW+3u/336/T6dar1NP9fv9unU73A+Bh4LfQiNIOdrCDZ4CfJ8e+nyX0+icRB/0U0ImXJ0CxLTbWoAXqsN3y9lJozT8DzdFAr7OuOdra16k40EC4XBdbv16I9c+tH6/R0eZF7wl4t495raf97b2AtxkFI6OqQCA6BNEoqYFgez3re3J+HslrRnRqZbHFYpG1tTV8Ph+SJGnEZ+DCtDY9jSTB1VfH+dGPtCDJ3e0yOiCDomintdik0qxss1dvtVogigR9E2Aept3NQjvDiDmAq1DABDyIH4CbDl2c2VtcXqZpUGjas6AXMNUirNJHVGVoASkZNZ3W+ja1WszPNxkelgAzXu86V9UMENqZNr6GCWNIwOJL8O53/ynJZJK4x0N3qcv0YgXTiInxxBBdq8T11gSyuY/Lqtm0GwbBYc2qYJ300T++mR2ZMtoxWqATc9B/cNPooqrmmbx6mH6/z/nz5xEEAVVQmZ6fJhFP0O12GR4Gg8FA0zvE0IEhjFaVZPJxXK4Szc6/YjEPsWtsF2pRG0dNyDA5OUk4HKZYLNIv9/nH79xLzyEQX17jrf/hzagdN3/5rb/k1MIp9rhuQrAKPKA3s8sf5WO/5GW1wEAttBmM+nxw9Ch4BtHC1iTp8jLE42FczhJmU4VWS8vGxtDKHJOtOIUTB/G05ugqAWTZws03J8jlwM95VHOFVcbAbsbhdHL9SwyYh+PUz2b5zne0+bGyktPuo+sb1evJ5Db3oatoOpoHv/Ygd379TqRAgEcffZQf/ehHRFz/nmHPKKIgatkMAPemuYnFOGBYohMG1bUlfPQdZ8EwA7UhaGfp9/t4dnmwd7u8/Tf+I+eaq2TlLPuH9tPK5zF6TVRddqr3nUTp9HhEKmwQniNHjpBPX8K1sqcnX/7f7L15mFtneff/kXR0tEsz0miXZjSrx3ac2I6XBCcECISShrLkLRRKWtoUaCktAd68P/YQ8iuU5Q3lBxRaCPB7S0shDQUatkASEmdx4th4ibdZNSNpFmm0r0fbef84kmY0tmMnQFvIfK/L15VRpKPnHD3nOc/3vu/v986SkyQGfT4SiQSRdA5UHqiJgAiRfaDLk5m3YBJNaP3tEmBlDUomAVbbBbibTVRAFCcjIyNUq9WO6c3Y2BhquQrZFVCpOFm1kklnsflduJxjpCtFjL1GTCYTpYkS0wsxvnL3XagkiQeBt7zlLWeVzK+vFLG5bORka0dz1NZpWtasmUtLS1Ao0D8y0mmOHeoJASA6RHx2H0996ylikzFG+kcQLMLG83QDzxrPhRwFgTtb/90qxFAME2VZrqtUqm8Cf8EGOdrABp4Tfhsd+y6E82puLoDAOk3Orwo6/7lLuc6FtpvThSB6noPmaN3vvjZDlmhpIC6GHD34oBLWvvZaJZsSkRXisMYigS2u7nOOS4rmqE90db3us/hg1MK5EAwGMTqMzGXmqNQrDAYH+ehHP8rHP/5xzGYzNpsNtUOtlKP1DjI2NtbpE9XeJA0DPpuySRZFF7JJYtAEup7V8Q0ODkKlovyzWGjOnYB8krTHjvryy7HqdOwWuq3TWxwWrxdeOTTE4fIS6UJLq+JWsgtLy4rmCFHm6aNHEUWRnp4eRkaS2Gwq4vFgx/K8XCuTLCXRpDUsHy+j8WnYuq+G3+9R7tdcjrK6gM3gQ7aZMKZiRE6EkUOD2PMlKisVTIMe3vnBD5KJRCi6eogWolz+osvx6Xzs3buXWnqG+YVjTKfT+G2b8Pq8MDXFyun9aAxaLrnkEubn50mn0/zwkR+y/+h+7vzAnczMzLRK167uRP7dWDGbbbz4xTeir8fodV2G3W1HTCmR+mHPMMPDw53IfuIXCX7+4M+Rx73MN5vE0g3i33uCr33lfnJZmcTKQ+zZs4erLjHi9dQ4mlydu6Ojh2g2VUxPX04iATt2VMlmz57/fX1w8KCfd37wg+x7xc+wyDJ79+7FWpRYXFzkI//wRer1On/7sVxnHWy190LLPDVTFLBAs59sSouY1ZJIxLFbi4hlNZ943+dpWpcQBIG3ve0vcLs99JtbGaoWyZnNzBKpVNDt8FP5aYWjB45y6NAhJiYmOPS9Q3z44x9mz6v3YFtZAaCkT9NoFDAaR9h0lYd4Amyh0wRCEA2PU0Jmq3kFqe9ppgoeNHKD97/r7/H2+djnrOBy2zBr3dwn3MdMbAaro8Gwx0C5vMRSoIytaqERb7Ts2BPE03EQPK0s1BoY6+ARyMlyp5xNb13CaptGWw2RTPqoVExQWyVWIePZ65pGp/z+DcnKiq7VJFYyMjU1hSiK+Nf0WpvKRFA1SmzTaNgsF8nbjIQNRtKVYscRD0D0iRwLL1DWaLgsEGBhcpJ6NnvOkvm1lSITrRJCq751/7tFYguQfLqI3y/j7jXjcrlIRyIsHDmCdedOzGYzomZ1bmlMGrbfuJ16vo6+V89CauF59zzdwC+P50KO8ms+lweagG/N/8/Cb4hFyAY28N8Qz0fHvvNqbv4bYqrl0jQyppR0DA4OPtPbOxCs3ee4NprpOJ/TncFw7teBkZYG4mLg93cTqEaqNZY1XKxthNf+KUKadru6bnIEKLVSLQT165rHFhPotEYGe5Xr8sIXvpDBwcHVMpoeAWamIVFraY4Uofz4+Ng557nOex6iOj+PJC0h9/swVHpBp2OqWqVmNGK3WNDXwwBIkkJeK5XVzF47Yn3XXcrGMZEIYKaGVVMh52yACsZ37aJareJ0OrHbTZRKk8Rix4jH1RiNbsrGckdzpEoqDmiViqJzMhrHYH4eKmGqgVGii71YNX0E+quENXEWDWoGLTaitSo6l4urQyGm5+f55zs/g1ytotfo2bt3L2nRzJf/5adoq1qcul7e9KY3MX7pFlyWFxCbC2O323E4HDz88MM4dU5kSeaJJ57g+9//Pvm8iXvvfYoPvPtm/D4/i4taTCYfY2NNyhN6MpJALB8juKyMWWjNwfZmNRKK8MNjP6Q8OYlBNtI3GuLnP78XXVbLJvso6soC1146xsv6hmHVRLEFGUFYzXKeixgBrKwoDVvPhOGHjzyCKZ3mxz/+MTfddBOxxUUajRquwRDp7Imz1sEYV0GqAehAVjJVb7npFn7+8yxbt/aSPbGArlZj0OVifn6eyck4RqMPKgrJaZMjj9kDWglLn5UPffRDfPrTn2Z2dpbBwUGKuTkei/+QgeIAttFRGo0i2cQ9QJOFheMUcjegxkhOv3ojaZgmly3zjludVLVN3GM5+rVX0m8coGpM8e+L+7G63fw/776NRCRCc8iHzevFJzTB5kddV6NJxjqEJytnwVaD5NpQBmCvQsPMa1/8YirFIhaLhcHqMXaMP0KaMPH4ACdO7FMIUgvVvHKdjKttz+gbfhyA5ZMvRzImQd0EqZe5uQNcccW6wEuoD7sDkg+NIc0dQRa17HS4qavd9BhcmMRWxtcssGdTiEd+miSeWcBZVTGk0+G9QMn8YM+gks5KJsHhQBIE7n8cYtkE/mCDG16o4siRJ5mbmSERj3O91cr27dvJSQrBa2ecdDYdOpuyboQPP/+epxv45fFcdiTTtAKOsiw3VCrVCZRSu6+qlNbVr4VWTrDircgAACAASURBVHwDG9jAs8bz0bHvvJqbC2BuTsmIrHVx+1WgHG7V2YfOJidazXMr5WtWW6Vtovris4OtrApmpfRpbV+nWKvs62JKRcbHe7r+lnOtEqE1cayHJ5RzfskW5Zz1+tA5jzWbnkVVkQj1hkB/tiZLa+rWf+XzeXp6erobGgaU3zuRSLC8bMBu7zZ9aKNUmgQgXVc2n36rEsVeWFhApVLR63VCLAqCD0IhRXN08iRhUcQ4opAzh1HRbQ0OKuZiy8vAphzuhg6fkGJBpUeSjDgpERw6xaJGT1R2IrpcnXuvWDQyM1PgO9/5EtmskQceaHDr+2/lqv6rMIkmpjYfAUAUu0muVuskVfaTyC5jCtVB42Ru6TTCgJ5Ra5BRWTGG2D83x/ziPHK1ysjACOFwmFPTp3hg+QGK9Qj9ff1Mh4s8fGiChE6Dtq4lJReQJIl4PE6hUCAWjnXMQdRqNVqtjRMnznDgBwd4wxveQDBopFS6Bp0uj32PGWdTjUqjQtUizust6YPBIN/9+edIJjU4Mlnu+yokeTto/oyo9ATD/j/lqhuvIhpXyGcPijtcBpHp6Z3I3e1yzot6HZqx5Y72KhwOI8syL3jBC3jggQdYlKYRTCYsFksrW9qeKzrF+mkNtl/hZHSbE5NGQ3ZPlSOfypKcTGITBPbtG8LjUdHQ+LqssccGrCwvg5E64KXEZ4HPEovF2bnzcl5y+T6GeodApaLeKCCKLtLpJt/4xv+HR9xLTupjdm41Puymh2qln/4r5mhWm5yeeBq9Xk96/mkeeuIAJ3dYkdUneeMeGzf278AQMtAAxfK62OjoCp1OJ+Pj46BFkS2tx6Jy7/VY1J1gRVrrZW5lJ4lsAJstgcGQ7yJH4SWl2Gd7z2rZYy62rfPf2kwQlUqmCkhSmxitKcVb6iG1BJg0qHyDiE0PRqGIRlPDKJo6AZ9+Tz9DgQC//9b/qWiOfGN4LyLLr9VoYWFJ0Vpu3042ZcDthPGtdlYSsLSUpdFoMLZ5M2abrUtzBKvkqN3moKen53n5PN3AL4/nQo5+BvypSqW6RZblBvAPwOdVKtU0ylI1yEZz2A1s4Dljw7Hv4iH8mjJOavH8BGhguFtztLCgZD7WWt6eC5XwquZofXZwdnaWQCCAar3ZQ+vYjHVHjSORCO9///up1+uYTKYLloo0WlZ0bROHoSGpc5z2PPO5ujNEyVY2wLmOt+oFPZrFGOTVMDbGfKussL9FlDyiyGJ+gYWGgM/i62iyLGuyTW0BSmZyEpMJAmut01ubdDweBKGHylyZQrnQ1ZC3Wq2CVou+bxT0QaTqIkgLhPQe7CsriKzVHK1m9tolWWhkyioNassyqDXoi356hrdzyZWDjNWqDA5fy8te9nqCwSATExPMzpZIJpcolfS43ZtIpY4Rj8XZNLQJaUHCURIRvRoEYc3c6O+nNlvGVVEhBJuYLBqqJj1bzU5MemhKTWLxGB/96Eep1+ssqNM0NHXkuUkMggGH18GOpIO83syEJoWxYuSRnzzCT5/6KUePHiAQCFCva5mamkIQBM7MnuHP/+rP2btrL1//+td56KF7UKlU/O3XnmZk3wjXjF3DqVMNwMiuXebOw78ULUAxT9lWQl5T1lldqSKVq9CjwVjOoZMgh4Oa8xiyAO99z9fwha7g4RUlQGFspY8yiDSbF29aIghw5ZU+7rtvdQM7Jgj4mk1uu+02ZmZnCYVCVCWptelVyJGbMzT1WRKMgk0h9DmxCSJ4jEY8nkBnHe3vd2E2z1EoNAANPT37OgRpeaUKGrA3lPGXUGztmk0Xg84rCdp2KW54ySTxSJiZ7EnS6RT1epOGVERAhvJqhiVDH5hX2OTzoCkLFM8sIuUlJhITlEgwjpOJVJTp0hmq3m30yFmmSyVqajO67xzk7m9+m0nPuqBJ7RwXrqEGU51svYmttQ6m60aKKhU2W4JmU0253F3+qvO3yubWpIzL2dV1q0+TA32eRcm9phyv1WuNMWi0S4hNnD6lZOAG9yiumWsDPr3FXv7kL9/Oliu3sGdwG+aLXKdPHn+KzM9+zIirH1exiNayg0bCQk6rRy+Cx2NiaUlDeWUFh16Ps9UvbbCnO3u/vs3BxvN0A88Wz2Vn8bfAP9Gy75Zl+e9VKpUeeBOKBunLwKd+ZSPcwAaeh3i+OfY9V83R2nr4XyXOZx99LlSr1Yt631rN0fpopuz3M1kun33+61z42nNi//79FAoFAoEA+Xz+gqUiDz6ouPq99KXKJmK+6WRxcZF/+vjHz5u9WmlpjpzrNEdeixfGVjdd62lktZqhWFlBZ1DKltZn9WbSMyDLDPUOMTo6Sj6fR6nQVhpCLj32GH6/H5/Hgyg6kS0SIUu35igUCkG5rPwzm2mGk5BLkvI6UO/eTZ9Ox15t9+OtzTMBOGlTgvFaZVPd547yj1/+GLFYlbvvvZeJuTkiX/kKQb8fu92OKKYplSx873t2ZmeXcTgE3AE389l5hKxA/LiExqth6z5lLqjVrd9a10CdKGLXODAmY0RPzCGHhjqao6NLsxQ0GsYDAZIpA1uu3Mxl9j6u3nI1dredQuI0L33li4iqG/Rd1s+jDz1Kz3KBnJQim5OZnpOQZZlAIEC8Eefp+ad53Wtex/DwMAcPHmRwcJBYLMb9D98PWiPf//5P2b59nM2BPRRrJYxmG/rT90OjyaDTBfv2dS5RPVWnZ0FLIQARp5dAFJxUWCgpxLYYM7L/vifx7q3i8fhIocNAHT0N+scOI8sqJid3nTUX16NeB7PPw19/8INkIxFCoRDGYpFMtUpTM0RoIMjAOcwoNcSQTRGgBxrKHHOyOkeq8SpunZvg1UEkaYmZGQ2i6Ka3eYa6NIfGt0V5Y08YnBWWMsOwZGCVDDjw6Dyc+MUJekZ6KD/9NF/6/OdZtok0m0WqVRvhqkIMAqFTAETDmynR5FJdAVtMpKjTc8+/3kOhYKder7PTUaS6MI3e2cvm4cvoMYvkS2EMzToFqchJ7RxLlgqh0EinBMzhceDyQzy2bm0w1em9pMxyVdMhR053lHDEgaoyTLls6WSN3C1TyvWaI7cbkrlM63fQkhh6CFnVpMfUQ+bYvhZBWpPx6WsXBY2z1e+i0SgiyzKCYCYcPtwJ+EQnoxyvLrCr7sMtimdlwM+FSCTCpz79EdypFCaNi7fdeCP2QYlrXtFLolrAbJFx2S3cdNM+jPGnUAMznXa+Wtzu1bjK+jYHz7fn6QZ+eTxrciTLcgE4s+61O1k1adjABjawgWcFh1Z74Tf9N8HkGWUzMbpJKem42DKNtZqj9dFM0/k0R+coW2t/p91uJ5fLodVqLziG/n5719+NlJb54/Gu7NXU1BweT5D2TzHwTJqjNZucwFmaoxVEwdhxkNLpujdkRq1R6XO00mhpjhZbh8x0lxoODBAMBtF5zkNUIxEkaRE56MMg9YJeT7pWo2owYDebERtKRkOSlHLBavUcmb2asuGMx4PsGPFQTT6CbO/B6BumMDFBOBzm6quvprfXRLk8yVveciPxuJqrr1Y0R6cSpxh0DaLyqWkiU6mElXNsa47Ks0iBMWKLDqyCk+BAlRn1EjGjimGrFYvGT8OoZBKdWi1/vPd30KpUhFve16OXvpjy4jDXmT1EToU5wVMcz2YpJH3oBCcazQyZTIaJiQnUOjXbBpQSqVe96lV873tPsrgo0yP24LV6efObP0itVuM//uPrDImfwuI3Y7In8OmK4HIg5JuQz3ds441jRoUmJJSs40q7hi0XAho89v1/wGpdQPP94/zuS29gr+mVlIoiTaDcbFJtbS+02jS12vlNQzQaOBGu4/G7uLQ1jycmFGG+SYB0rUaqBvbWxHS7lQzgAlcp4xUlkOq47SYSLV7TOwb1nJIJElVZhEaFYlGkWMxgbxQQ6tVVpXTBA4JEvSqgUP3VLG2pZx791jLxYpxltZqYyUSo1YT21a++gR/8szI3c/rV+0FghkxSxQuuCrEs2YF70OsTvPKlf8dLXncV1n6JXq+HMfcmdGWZmGYANDBuamK+4mp++sATXSVg0VyU/UfBUDJ0ZT8mSlXqspqhNfffxPcEwIJhy7nXk0pOyRwbWj9HOAzHF55AFEHb2M7x5R5GAr0kiglesTPfIkdrSNmaQIlkylGXZimXCxiNo90BH4OiOTI2IqSKKhwLrUziugz4WoTDYTR1C5t6bCQXl1mOx3H5erGZBJaTC+Rk8GAhHjehoQ8IA4uABXRZljMAipHDxbQ56JTYrsNakrWB5y9+5TUpKpVqH/BRWZav/VUfewMb2MBvJ54rOWpvIn/VdeTl2ZbmaPBszZHuHH2KLgZNqaU50imfv6hoZl5pYNnWFKzt6/SRj3zkoktFxsZsXX/LuRWCPcau7NWyKsjDk2Wu7WiOzm00MZOeQVWuKIYL5zCMENdpjnK5lljaqpScecweCCqZlXg8TjxuwOFwEQ4/eZZw2uFQfodUS3MUsCpR7Fgshkqlwu7zwOICaLwwMIBYKhE7cYI5UUQ/ouhvnCYlK9k1RcazuBsVhFmBmEpPtWqimZZxmhv4hAQzUR06k2mN5shAqWTisstMGI3DmExQqpUIWAMYtUamNp1Dc6RSodV5SJcDzC/N0teXplcMESnOIfTr2WQZ4BrLMEPvfjfhcBiX3wXIfOJvPtkhiDfdchP9JQmT2oG2N8grfv9PGE/P8uW/+zK1eg2H3tGK3Auo1WpULfv1l7zkJXzmM1/k6NGjvHzrGMePHwei9PcPsbgo8IvlCDe/5mZU5RKqk0uw0CBZT1MrFrvdlHqVTFhfWiHKK7hAVQVLjJhxBddAkyd/tkhq6T56bT9iaHsv6lyAoev+AHXfOCMjkM3WueWWKoXC2bpCtxui0QXi0SiDem+n6XHbbESthmKpxkoN6i3r+qUlZYNerNZ4NHKIRrOBRq1hX3Af+VKbKGhI6pKEw2FGp0t4LBZ2XLKJLbubzM/v6tLhgBU6mqM6pTXboutf+XKuGN+JXj+AIWRAkiQOHDhAb28ve/fuZcReIJmC2fCq2YeLHqoNkWW5TepNVCom/HoVO/p3ELrKT6GapzKTQau14B/WUW820Ws0jPQN86F3f4D5ZLRzX5dqJaLRKLf/TbdG0e3xkG80kGS5M2LD8KazrvFaHDgaY3FxgZddpTgqzs+DpnoZIQ/MzljIJbQsGZbQGrUgtbPDxc55sKSsI0888QSz2SX8PidBixpJihIMjq2WMbr7CTgDnK7HoQmO/gs7aoZCITCYeLxcxuxy0XvDDTS1Bqg2GbB1Z58bBFGCNq0yVrPCcvbvP0YoFMLcCt48k5PnuYjRM72+gecXnhU5avU1GgZSsixPrft/VwAfBa4Fmuf4+AY2sIENnBNyS719lubmAhCfo5HDhaDWn58A9Q91a45irV5EFyrxazeWPVefo2br/NXrz7/tP90iR2v7OhmNRrZs2YKj3UDmGVBvWdG1NVqDg1UGB3sYHl7NXpWN3RmilboyJte6S2zUGtGEF6EgwNgYcy3N0cAazdFCLkasLuC3+jtC/zY5AjpOYbmpKSwWCAR02GxK5Dl98iSOVtRcEAxUwmVKlVKnIW8kEuHAAUVz4xu9EvQBpOoCSDEG9V76UikyKyvcfSKB2+3mTTfsOec1KakE1JZ4S3PkQxyCft8wrxNv5KnDSXbv2rVGc1TE4zFiNBqpVJTkilGr/I5STMJe1CL6zqE5miljShbIJJ+kVGywYshyyQ47DqOORqWBRq/pkORDyyd5/KnHKTfKjIZGOXHiBNP3PED/i3cg9ZtRP1nBZ/UxfPkwslykWq1x5MgZ7r33Xmw2G3kpT7mhkElJkrj++s285jXbKWaLSL0S4rfqzM0V0Gh87N67G4NoANFAaeSFUMyT7ykjr5lf1UQVs6FCQafGUM4jVmSyOKi5j4JQodda5NipZWa9ATTBEPbIGbwGL01DDYNDQmOU8Xjg0CEnd9wBxeLTHDv2JURxD4uLCV7xiuvYtauPz372M+h0CX7849XSTvWs4qDH8DCjLQI+3aqLdLW0cQsnDpNLhxkcv5yn01FOZuPYTEr9WC2S5Pbbb0ddLjOeTPKmN74RV6FAdGIfFdb1DNIoOhx7S5dXop0x7eM9b/0T/jipoYAGBwbgcyTpQ6/P8MlP5jn4uKK7kUeVTbhaDWn6wHYKFXPIK1s6X3PLx24hoNehSeVZVqdp9Dbos/fRaKSZL5eoqcwEHpnDqdEx8PJV8xKj1sixQ8eIxWKd5rwPPfEEy04nRqcTd18fW8tl4vPzOP1OAoEAZs7OtkYiEe767mdoNBo8dn+R2267DZ8vCHgwG2H7JeBXbyFfy+MOunHbTS2i0O4+OwZyGVFMc8cddyB6htFo1Hz6/X/RaanQnsuliRIr8yUcg3YsgqCkBy+AYDDILe+9hfn5ebaNbiPQOg6cvWZakQGRXPs800og5K67PqYEFW66Ca/Xe1FtDi6EjR5Jz09cFDlSqVQa4AvAn9HSGqlUqieBV6G0zPsS8HoUUvQvwN/8Oga7gQ1s4LcTk61eLM9Wc3QhE4TnivPaR58DbeJxIYje8xO5qfOd/zq9ztq+Tkmlg+NFkaMHH1S0Ai97WbvPkSJkHgsaz/vAT7U0R651miOP2dOlORLWETpJSlOqJDEYlXGtz+pNp6ah2WTYPszIyEgrs5TrlBouPvaYQnza47JVCdlAtIldom8jkIpGmV1eZsxawmKxsuLdTiqT4ZEf/IBGr4XTGoFrLvO23P2UvjorK8BpG3kAQbne45dEqFYhmdTy5X++n6oEx44cIeD343A40OvTWCxqlpb6af1UFKtFEqUE2pyWxNNVNMsatu5TNtpqtQ6aTdBVKSUzGCUDAROcPp0i7hnHVzchJSVKIeUR3CeKaPVuyqKRWC5G5mCGqakp7OUy4fnDvDngxD2m/HaqxSVC5RQlnxPd3r0sLi5SLBbxO/3onXr2799Ps9nE6/UyNjZGbDmGr9/HHXfcyT33/IArr9zB1n4fy3OnMXr8GLaYABMhsXvu1TN1BstqjqvVRPoUzZEbiahQxWzPc9NrX006nuae419FUs0zY1/Arrejt+t5/SsWmZ01MD8/jtkMu3bB7KyLp55ykEwmMJtLuFxuJiai1GoNgpeMMj8/39HOnYpEiEajmJYN+Hw+QqGzretf9fI8S5YMaVUCLBpYtEFah9MJ93wzjJAXGLcP0FheJlat0lwRMFLEgPIDJulTDtQzB64Ki5lhWFzVHNntVurJJlZ9kgJG7JVU53OVSg/h8HGCO3Yor2UP02gW0esvp1wRuFQsISNyfO2AxQE0lUnqpQKBgSAamwWNoCGTT2CUG6xIJRKeHCMal+LW1ipvPDNzhm9951tMTU0xNTXF5s2b+ad77mGlpwdDTw8vvOEG/u2b30QsFKhrMrz1rW/lhXuvP2tTHw6HMeSzDAwMEJ3Jdq51vpIiXwGL3o590I4dOxpR0yktK5eDRKNRPvGJP2NZkyWTyWBo9jDktLK0FGZubpaBge5yOV1Ax1y5hLpewy1qz8qAnw9ir8hI7whBh3Lvt3Wa6626XUSAIjk2A1ZoKvdRO+sMz67VwfnwfOw5uAEFF5s5+ivgrSirxgFgBNiLQpgCwB4Uk4Y7ZFme/jWMcwMb2MBvMfp+gzRHE6cV0jDWsse+WBtxwXL+5dZ5vvPXnZ+kjT1D/f56DA52E6hGsvV9a/bDbV+JdjKu/5k0R6bV6Lt/3RjjpRQ6rYmBnoHW8ZQDtjdrJrcJf7kCKbmlOVJ2YVu2WJXI8+tfvzrORhG5J48gWACxy+Uv9uCD/OOH/5K4XqA6mWP00ks5oP0mdoeD7LFjvOENV5PLpZmdPYjLpaZe9/PUU+v5pqH1Pf3UklXCx/ZT1GuxDXZrjgqFFMeOPUqtJtHfr2SiYvkYBycOosqpcGqduNVuKpWWc1tHcxRGOxpkZdZEYSWHy6tCZ80SsdQZtQaI1ltla6KIJVvk6W//FLvGztzSHD09PajHgsQXl4k/ncQ2oETBHYEAm1OvoqAVuerFXq655hrF/loj89WvfhXq0Gw2ufnmD2E2g8fiIbYQ4+67H6NWM3P8+AFi27Yg6ST0ZjWBVmWkIHbPJ+OokWMp+Od/+zfuuuvbbP2dUZaTk4R1Ycw2M9/5gZs/euXbuMrxappA758OM16v88bX7uOBx44gyyWm1+wGbDYXDz74Vh54IIXL5cbtduF01rj33h4OnWpidxoJhUJEIhE+/IUvUK/X0et/wc233ILF7zmr9PZU4mWQeQHoKjBv6birJWLKJlkv65mPpQgIAn6djkJNSwEzwRb56ZCjvBc0VV58zZ/QI8ts3bqVcDjMzTffzI2vCVHvmYGMl8lK9/UJhUJUiyKNRolY4zQyTbZurXDmhINUCqpy97qgrtSp+wapamZYjJ0gNqVioH8AaaClOZILsDyBhhIsRxRzDJOJQ5OHqBvr3HDDDZw6dYqxsTH+/Uc/Qt66lYXFRUI+H6pKhVAoROrpJ8mcmuSM8wyf+tinujb1oVAIqmamTy1jMimZ2XIZTi0cRKcDv/7lgIa+vq5hYzAYGB0d5bbbbuP+6TNotVoe/No/MZF4GkdfGa9XptEodtmja4wahvQmVvITJAvQt9jKSF6AHA33dhsptHWaS8luq+4Z1EASWAKsoFfWqnaJ8NDQUFeW/bni+dhzcAMKLpYc3QQcB66UZbkEoFKpvgD8BcoMvUqW5cd/PUPcwAY2sBa/jWl++3MkR7Ot8puLbcR6sSjPtDRHQ2dragy6C5eInAuNSstOW3/253vPd/4tvQ6tkrTn2tdpZKS7FJBCovUfq5m3/VPKOa9qjobOOk4kEuHRk48SdDjYt2VfRyOyFlpT95zM5XJEo1HuvPPOzmbtI+98JzidLC8vE48b6Otzn3WcRqNIPP4tZLnBStWA1bq7I/o+ceIEC7kcTVFgUG/klJwl3GzSqNVwNZvUJYlHDi/j9rgJBLzIcr2LFD2ezVKbrbBF0KAf02MWzUiZJk5LE5+mW3M0Pz/PBz/4WQyGNFrtT3nnOz8BBFDlVPz0qz+FGjQtGd72tj9HFFfd3tBoEI0+auoxdr9gDJcrhzmr4XD+JLneApvNIcZaj+BIJMJ3vnc3uVyakD/E4ScV56/s/Qtc7w0S0utJ1xSS6ejro2dXDz2AYBIwmUwEg0H2798P9dXo+fJymoEBEKoCiTMJdLo4g4PDLCxkWNY22LP3BahUKuSsUrq0kDnbkn5Jkhi//HJCX3uUXLRASpdC0AvYPXamq9P87Xc/i8U5jqVa4/rdu7l0cJBkUkOxuAmDIY9eX+zoe7JZ2LHDz9iYn3xeKUE7csTPi170l6RSCd70JjPBYID9+/djNCpEaW5ujrg0S7LmoJ5SMjfutvUaWqj1dNtc65UsbjAY5D3/+z2Ew2EGXS5cNhsui4XKm41Msi6oULVAHFxVLeVyucsMQaWREfIDkDrbLi8YDFI+kaIqrXDrh23MzbmwGVIEDSLpYi9xuTtT7FBVqS7Cil7NHZ/8R/QrFgxqA69+z+spSRKiyUSgpKXudCKUVjrmGLvHdnOf6j7S6TSBQICRkRHU1Sr6cBi50WC3qGSoJucmSTvr7Bo0842Hv0F4Icy2TdtIp9Mdkv/Gm/8XC4sLXNfSHE1MgLa6g0EfLEWgXqzTo1eauLZRaDnNBYNBXt+aGy/sH+LRk4fx+Vx4vRYkKaYEBNr3brGBAGRUPSBD38DFlbdp1N1rY1un2TZ3gbYhR4AuzZEpjtkscfPNNysGNyYTqVQKu73biObZYqNH0vMXF0uOxoCPtIlRC19EIUef2CBGG9jAfw5+W9P859XcXAD687i5/bJQG88fdQwOdkc/200bAxdocijNKyVX59IcNVrnr1l//u3alhY5WtvXaWVF0Tv0rQ/1ngO1mrKD1LZI2EDo7FLAfnf3OSfqysbE3drjtedevpknUCgx9Jci3muuIdyqMwu1tCFeUSSWixKtCwSsAZaWljhy5Eh3X6dMhsC2bRSmp+npgWBwzUaypS2pO9SIopfmshUpf4pYYYpm2spb3vIWIpEI2WyWT37yk6TTZdQuFf1uNamJNDvUavYMDiK/5I2Mj48zNLT7rHMVVCpUPQKJapz4RBxVqsLAQD8Du0d4R+DtLCwIneDDv/zLv5BK5dm6dZilpTjHji0wNhZgKboENdhk30QqdYJqYgXhkjVzo78fabqEs9JgYNSI0eYknYbNVTdmXYNGuYHGoOlc19n6MmeWzpBYSaDVarn+mmsIHT7MNcMj2KsrSKkAsqE1d4zKo9jjsa4KyMXtwOegakGvX+YDH8gRCkEh28R9mRv9AzKHDs1RqdTIZDIcPHCQUCiEo6xkFatitusaVeNVMlUJ0enkPbf+PulwjHr/a/jQdz/E/Mo8pZQLS9NL1e1jIp1i1/IyWYMBvb6PSy55GLW6QaOh48SJfR2CFIlECAaDmEzK1G404IUvdHDyZINTp2YwGmVCoRCuXI70wYPITidXDw4SNBqZbunv2uTIzVPIFImzCzytuSu0u8IKF2/fLCiaOZfWxev+8HWs6Fc6ny3H28xLTR9KQGGF1YbFYm0ZVbFIISZiM6RoNtUslPup2uZQU6aZ2NoaM2j7tDRmF4kdOUG2UcKy2c7CyQW+9Nn3YxzyUi4Zud17Nf60GqF/tbHr6OAod3z4jk5ADODnP/852WwWg9PJS17+cl57/fUcOnOInDGHw+Dgrof/D/OReeYm59i1a1fnc0O7exmil6DJ2AqyzTMwMIDVEMA6BqWJKtUFEMZW15l2H7exsTHqdWXeBYNBrNE0hQIYDN3ZHlB0eLlmA8dgL9aL1BxFIhGOTx4n2B9k24jiungunebSEpBpEo0u8ZG/ey/1eh21oObDH/owoZZbY9vt8JnIUdv18Fyvt7HRI+n5E11nfwAAIABJREFUi4slRyaU/OVatP8+zgY2sIH/FPy2pvnPq7m5ALxe74Xf9BxwXvvoc6DZvDj/GdF3fs3R9PnOf12kcq3pQ6oVSb8YcvTggwqBu+46JcMWlZXPrI2hjzq6zzldUdzB3KKyW2jPvc2hzSxMTTFTreIFxHXlK2UpRUlKYdQo3zE4OIggCDzwwAOEw2FK+hLYGtBoMDw83NEcdaLArfo+QXACGhq6FKaClq987ttIkqoTFLhml53l+B9QwsRlrgPMHYBJeTv/Wl3ikX/PYR7oNshocVgCAdhttYIVJmdTfO2TX8NqzKLRCNxyy8dwBPfgCumVTR2wbds2Bga+jSQdRZI24XQq95vT76SkKzEVnUJYMdFMemm0mmRqNHqo11HpKiSnl3nqWJYRr0xTHej0OZJUEsWQwJHZWer1OmPje6kYDVzu8bJ8chltpYLW58N/3YtoNmo4vRKyywYTE0jZWeSREMvLazKClpZ5R9JCpbJIPF7E5/OxsLyASqviD//wbXzgA3egVlf4zEc+wOD4MHWTlY++74MEAgFCYqjretVzdfoRiKqBPdvZ6dsOwGf/8rOcCZ9BuzDAT+75CenZJ9CbBW4IvZn4/DwGgw6nM0Y+70CStBgM+Q456u9fXav6+hq8970nOXNG4Pv3/wy7c4J77y1z6623svXKK0kkEoS8LyCXU8jb2t41xWKRKg8i0wQkkHaBygTJ1S2NtKQEI9r38uKiojljZR3Jsc1jHMzxmr95B3uHBpmeXa0FtFGjaUiRx0hPOdP1uUaxwcyjaZLzYQynL+ek1UgmZ6dS0bDLnUIUZQ7lQlQqJmZONpi8N4e3towz18SDhUw0Q1XOsnm0gDNQYmohyqGhnQzv3gZ9tk7paqFaoNfd27XOf+pTnyIcDtP0+dC5XASNRuxuO4+evo+nTx5GFEV+96W/y/TpaW688cbOZ0OGVVOTdpBNra9x6//8X2weuQxd/9nrXv+aXmtTWcWcYYdrnGGvhUI5TlHKYDV2r8O6oI5YMU+5XGS72Qy5luOddV0Gu4X2eJIkEQSBOz9wJ8FgsKPTXMwvUqgW8Fl8mEQTUjSKoVDg3e9+N8lk8iziMjo6es7vWYuLteve6JH0/MSzcauTz/P3uXo3b2ADG/g14Lc1zX9ezc1/Q5w5pZCGTZuVUpH+/nN0qDwH1paqrIfrfOf/DG58z6Q5Wlt6CZBKzXRlthorre9bM3RJ2Ut2ZE79QjuToJCjrrmn19M/Pg6Ab53mKFFKoxNM9NuUg2u1WoaGhjoRWLPbjL9SUXodjY0RiSi7lK1bWxun1pg1QE/PPurmPBOxY0iSqisoIMTLXOaIsSB4KC33UsYIA3XCNRP2UTeyrJhQVCoK8Ww2A2ddmyt2DZBKfR2tVsJKlW9/pUTGV0DX12Ty5wYcWi3btm3jve/9NLOzj1Krbcbr9RKJRDg8eZirf+9qyAARSOQSPProd9BqtdTrHkbKZeq1KJ/7yX4i8yEsYoE73nUTRXWUiEnNmC1IrC5h8/sRBIHimWlGBDN//Ud/jagRmT91Cv3Th0g8eRqdbwC1uwlLOTKqGr/42QLVx7PAGuvmTLtusAjMcfKklrm5p3jJ3k0YjUaeWszhco3T0xMndSyFw6QhrE4zH30Kl+ccmqMRhaj3Nxrk8oqzs9UKO0072eLdQuLbCcZf+Pvk8tP0X+smMDCAUa2mXLaQzfah0TRoNpW/z4WVFQ2HD3+OuTkDeMyYfTZih6Z4+OGHCWzbxjaXi6NHC5yJ5jD7BAZ6V++FfD5PmktQSqsSkK4Cq1mC/fv341f58fpWN+2VCjz5JAzWMxw8eJAv3HcfoVCIyblJfu+mmxgPXYpaUHdtrA0jC6wQhbSPqfLq9XG7IfKL0zz21S8gCWW2aOGM6hoqFRMm8TAWyynq6iFGRn5Bo7EDoSogqEHYPo5xpcm7rvpjlpJatGKeu5/4CqejOhxouWz7pagHuk1mFvKtzI1j7Kz5619zT5tEE/uEQdx2maONKQrpAn6/n71793beU0grgYx2oMPvH2U29wiHp35Gn+0yQINzNTEGdGfnaxobxVqReCHOo+kHUdcXSIbtXDF4I1bDasqlIsJSsU4qF2WhqOKGnIhRozkvOWqP59LQpV1BP8EiUKwW+dGJH9FoNhjoGWBfcB8xjYZTCwv0NRrs3LmTqrpKupymt9XA6dm6nm7g14/fNDnAsyFH16tUqrUtEIwoBOn3VSrV9nXvlWVZ/swvPboNbGADXfhtTfOfV3NzAczMzAAwNHS2PuaXQXm6pTkaPltzZDI+t7E2yi3NkeHsEpOei9Qcna+v03oy1I4KS5KELMvo9XoEQWBgQCnDVJXirU+uZlf2t875pS3N0fpymfbce+TkI/TbHQTPUbISiUQ4OrusZLham6xsNks0GiWVSq3O2YwShV9aWmJlxUBfn+es46yd46IzTEVX6QQFRFEkgooyQbyNRTK4iRKERglb7QRP/SjFoqgjEAiwc1zZ3PX3r0aoY7299BYsGPN/QUrUU6ta0NNgYGCaZZWO6dgmkrUaDq2WZrOJ2TzE6KgKnU4mlYpy++23IzUkJElC3VSTV8WYmJxgyLGJSCSCyzXATqOR6172IpaSDnwhJ4VClMhChoqYRaPXsdkUwtfQYQkEuPVDHyI8c5r+gX6GQ6vX/dZvfw5PYgXj6dPsNvpYXlrmngfuYfbEbKtE8nWrF63RJqlpQMTrDZBMJqnMVtAb9Fy+1ckPTBWKxQrq/kXqVpFRoxmfbQx1yUUsfbYl/WKLMeePK79X79VuyrUyZ+bOoLKoGNoxRPIJAW3ru4PBIJUKHD58HQZDnnLZsq6nUDdGR31kMotkFpd49OhhAO677z5e9apXEYtlePJJgeDOATJSkxddsoTRCB6Ph2w2iyiWqVYTKI1bWwTMUEenz3HXXXehk3W896/fS3+xH41Jw6oscRSPXo/QymQaBAMvGN1Kb0lFrVRD27N6L/7kviR3fuaL5HJ6tIK2q4z58X+doNGsYbEPQVGD0NIUBo1aMIjE8iZ6jGXq9Tz+USeZuGKPrlH3YQ0YMRtMWAQL5leniC0vEvD4GHJcQj1X72oY3Q4yALhcDRKJINC97rcbl5pGt3LZ6Fb+3827z/mMmEso5bTtQMfJkzkEwyZ2jb6UTAbqhTq9+m7zmHzLaU6tUxNPH6fRbPDASpZGQ4fbegVyY4pMcaqLHKVzEs1KE73YQ7JaJxdwY3wGc5n2eObCc2iF1abWjUqDTCGD1+zFZXKRKCbIV/NYe3upNZukUikeffRRXJtdGI3GDjl6Nk6evwx+0zb8/1X4TZQDPBty9MbWv/V42zlek4ENcrSBDfwa0E7z5/NQKimaeElSkgy/SQGztQ8WXysCepbm5gIwPssyvIuFxnw2gTnfgzASUTIUF1rspcj5NUf1VmmesN5haZ3maG1fp0RCKQ+qVCpdD57f+Z3f6ZReHjhwAJVKxejoaFdENjhwdingoKf7nJerykbKs8aAIhgMcq39WjST0xCLwdgYs62SQGFlhdtvv50yIIkV9H/1V+zdvJcjR47w+c9/HpPJdNaDsTQz09IcrW5IFw4e5LN33smKTocgCLzvj96Hw+bg3e96N1JC6mycKkA0GWQFP33OKE4iJBYCXCbn2f/FL/JgzxiCRuAfP/U/O9/XjlAH3W5WSivkzElQqzGWZdKAWmoRvogZQzLC/kOHaDabVCoWPB4Ter2ZY8di1Ot1hkPDHDhwADEjItcLqHJ5jsUmyefzVKsaUrLM9p2vJFhLkkkfxWBs0Lt5AJurjEXXIJevcqCapwFozGYMm3wsNfL4pRxWnZVT06dYEcqY97qZiC5w5ivfoFqs8tjEo1itAprGuse3rkWkJQugQRBieHvVNOINCtoCfTYzr3/VnxPPnWLLlr3U6xZcLh3NpTpPnjiGdlDbZcZQXa6Sq0pUe9X43SWMkkyj1CBSjtAwNqjkvUwer5NTqVEZNbS3xm43JBIi1aqDZvOZAwnhcBivV+Cqq7bz3e+G2bZtG/V6HcvSEvt/cpTJ+iXE46cJ3fg2EolSJ6sRj8d56/X/hMPpZLJY5Pfepmf37t0cOHiQu//t3xgyD1E+WGb+/nmsSSs9+3rQmLrncTvI5Al46PP0UZtVimDSVSUz7HK5CFh38p4/+wSRbIQhs7nLmTG4YwtPOAoUiqeYbV5LoqlsxBcrAxgMBzCZTqPK9yMIFjQ6DT37epCmJylpDhOTiqBT4Qy8ni3iaxG8y1SaAoVYHYNY7SJHemE1c5NIrFuXLMqYl5db17kVZDlfKZi5XylZDRqV8z99WtEcjQ0r629pQjGNWEuOFltaL6vPikZu4DW7iGQlToVXSAnL7LgkQK95vOt7hHCVaqGCJmTAb1BjMRqfUXfU/j2OTR6jv7+/M3ZpXkKsi2h0GhLFBGq1GotooZCJYGs2sft8JBIJXIILj301wPKfQY5+Ezf8/1X4TZQDXCw5evGvdRQb2MAGnjV+8QvlebNjB3zpS/CmNymOUI89Bm98Izz0EDidsHUr3H03vOY1kEpBJAJ79sDp0+BwKO85dgwuvVRpr1EuK6/lcmAwgCAoLVsuQlN70Vj/YLnpfe9T+rI8S7Lj8Xgu/KbnANHdXc72q3gQ6vznj5zOtBqpnnX+61z41m5eM2uyL2sfPECn/K23txdZljlwIIVG09shFjFZ2TSsLaQatndbbsseC26PB4+u+xq7TC7YtFoqpW8RuqnWA9Ab6uNM7AyRaIS9m/fSbDYxGAyd8e0/uZ/duh3oi3pisRh2ux1ZzgI2AKLhMHKtRmjTJsLhMLFsjCs2X8GocxTW7MFMFIACRcw4UDZDiT4nx5uXc0lfH/s2WYlEop0HcSQCojiMIAhUn34auyCQyynX1+6da13LQWRjHYz1zu/daDR417tex8BAgIWFAC6XGkEQmJybpGauUUqUqM7qkOpO1JYigtBAFEW0lQo9Li1//uY/ZDaVZ9gnI8eblI3D2Asl4s0SDRe4RJFEtUpDdBGeP8riyXu5esvVOLwONBoNpXieel3CFJKwN/SMToBfr2JOlDvtOQEwt4i0NAbsY/v2PPqSnrn75yg7ylAw4DCoGdg0gsdgoVwrkK4n+fK3PockqVCp9dx2222dwzUKDbQLKxyajZLy+9mt8yJFJfwhP1gg/WI99UIdu1NEvSY5tLQEpZLiImk0jj1jwObmm29GFEU+/sUvEq/VeOihh9i1axeq3l5UNjUBg5fFxTjx+DKvfe22joN8KBRCr9ORS6cx2GyMBIMY1WoudQ/yo0KTxeVFnGon/q1+aEI9X2c5qyxgPkHJmrYJxERygv3LE4S8I4wajSzMrjabrSVraFQatly+BcdCGnI5IpLUCZL8jy98huipU/zv6SsopfRQgWxFS+rgtQiizIrRS6ViJB4H0OCTF1Fllul37KBqytNUF5HkPmwGP+XsLCuOMqOObr1MXlIyNxbdOcoTXRXQN2BaIcRkW6WwNts5r3doTYlc+/yz5TjZchybwdVptLwWbWfMuqqOhIa5fAKzaOSP9lxHo5nD43Jg0a+SkEaxgRCtE4oXmDs0zfB1AUxtUnmesrr2eMrGctdrok9ERGSfuI98NY9FtCiao2wWdTpNIqEQJpvVhlq1Glh6Nm0Onit+Ezf8/1X4TZQDXBQ5kmX5oV/3QDawgQ08O+zZo7i9Virw5jeDLCvPxOuuU56RIyOKXW42C8PDCtmpVJTsUirVaoaJ8p7jxxWpx+yssrm56ir40Y8UwuR2K+TrPe+BI0cgnYZrr4X/+A9lDFYrPPAA/N7vwcwM1OswPq68d3RUIVXRqDKeTEb5vnA4TLmsYWQkSDg8SyEaw3WR2p3/CnQ9CGcqPP7oDME/UB6EF/tAXBu5Xg/3+bRFz1Bu2NZGtEvm2g+evXv3snfv3q4yu8cemyAQCHTG2ki0jrvG3rpSUYjRJz6hkILe3iLveMc7wHIOAmpYLTf0tjY+9dYD8Nj0aSRJImhVvmtkZARRFDvj2zK4BenoBF//x28QM5nI5cq8/e1v56UvvUY53hVXkP3JT0i23q9z6Xji9BOEKt0ZOx8L9DmiLAluSsu9lDDBQJ10U6Co06FJncZqFQgERCqVCBDE5/N1MgYDAwPcdZcIqFhaCtFDFbchTdojU1cZiUsSDkGgUqlQKJgQBC21Whyvd5DbbruNf3/43/nO/d9B59dRjVfZ4t+COZhBrVaRy9nYJsvsGFKhucSAY3ErslhiwCoxIc8zZ1YTtPiZquZJVKuoAU+hzP/5+3+lUa/zgPAAt77/Vm56003kTk8gakWmfjZDRaqgcjqxWsfZajYTS1TIZFob2kxodT65TdTrJs5EouSTCVxqFykVOHaOMn6ZhvypJPHMKU4XMgjaEgOhAKdO5bs2eCviCh/7/z+G1GzSbFqw/9V72LLZj0bUUG1UkTRhFnILDJdbGafWfnxxEQoFLx7Pepny2bj66qu5++4nqcj9vOj6AEuHDnHjjTeyY+9evv/44zTLj2ANOnjBK6xrW2sRDAb5H+96FwcPHmT37t1c3goi5FRB/uyPP4BKmsQdd9Or6eUP3gCPZAQqrc8Oo2TYCm4XS0vgt/gRdVVMohaVRtXVPFTdv0ImNUO57MMxMnbOIMkVr34137s2T7GRZ7vFwvzTYQoxmcMTo6hNWh59VFl/TRQRlvPQLJHa/wNi+h6CQyPUBhXCsLlXuRljS7GuDPViQcncnEWO9A3oqYJahq0Zio0eTG37tfOQo1xKIRBtD5diEU4v/gK9HrziywE1rnVtzXSt+1uHjpDrcoq1ItutDkyiiXz+CNXy00gaFbpWEKWer7OSXuFb//F1dEKdRyay3Pr6P1LMc56BHAGM2ruJYVunKSBgElcnwIrNhmP3bjw+HxaLhVQ9xXxinn7b/2XvzcMjK8v0/09Vndq3VCqpSq2prN3pxW666W6aphFE8RJx+CoOjAMOKOKgX4YBXBlRBlFBHJX54riAMqPOOI7CTxFGERCVloam6X3PnlSlkkqlktSW2k7V+f3xVvakaVRkGHNfV65UTqpOneU95zz3+zz3/QTnve/VxOsx4H+t8HqUA7ySsroVrGAF/8OgVi8fP88t8e7oEL+NRmZKUzZWlYKKIoiNogiCFApBqSRIVtVhmr/9W0HEGhvB5xNEa80aQXwyGfB6BeHK5USWaWxMODLX1oq/Dx8W33vgABgM4HKF6OvbgSzvplJxceT5dbxlu5Zf/lI8uDdsgP/4D7jiCkgkBGk77zxB4urrweOBvXvB4eghk1HhcjXj9QryZTSKEkNZPi23OC2muoVl7bQofd6DUFNLS7PvdB9fEuWpqubItJgk2aVlbsULZoKX6uu03INn7gPoyivnP4zU+WkP21lB967eKY4cGZ4zG9rH0JAI7OaiK9GFKpOl1dkKFsu87bj++uv5xNe+htGm58EHH8RbDV5uvvlmJiYmZrZvd88w41otTqeT4eEphof189YzvT86nY4HH3yQSSbRaDT80+3/RCAQYHBwkCknDCghvPIQSdwM4YfyFCHjUa679FKGDAb8Pj8ej7O63plvYMBqpac/j18bJ6I2IBds6JAJuHvQY6Ant4oj/f2oo1GRvZkyk0waCQTKmExgMARY61/LgcIBNto3MrD6OC3tLVxy4zuIJWO89NJRdtbX421aRWcugNGqobHNSjmsYWTsBBqTnrXWJnaUa0jLMlZJYtfhvRTKedpD7fT393Nk/xFcdS42BKy0+Ft4yTbOyPAI7/nY31OYLNDY2Mh/rTYsW+75wgtR7vvG/8OiGcegGLjpkx/D6XOSyYC1w8nq8jbMES9Pf+cZ9p7so2TUzATCICYEUlotgUCAxLMjPP/fu5mc8mF1WzkxfoJrrvBTCu/EV22qOp3FqquDu+7KoyhDXHqpE7c7cFrL5FDIj6M4hRIZmzEQmDsGFK+XOk/9THmXx+Nhz5493HXXXRiNRg4ePIjX6xX20h4Zm6eeBquHcraMnJarxGj2muuhSn6q22TWmTHrzJQmSpSyJbSOuTcNNW21rRgM/pljsjBbUOv1ciASYTgWo8/j4byyg5SqgLO5SJNPSzwujOcaSENZS6Gymp/98KvEygEK2jE+/E834/L5UKvVjJwMc88995BT55Akieuvv55MPiOyNwsrxIyykFsl9WAvkpZlzG63uFFns/MaNU9jcEyuniNxvxkaAkNpC60B6DkFyZiMfh3YPbP3o1RV92iz2eiwOgAHerWaY/F+RpPd+HVjFAph3O4r0WjMSFaJWDyGlJFgtZ+oupOeSgXPGfSiW2iksJxOc7oM22KxkC1mearzqXmGDblUrrqfL+/k+fvi9Rjwv5Z4vbn+rZCjFazgzxzTz6MzkfvMJVxzdNsz5Gvu5NnOnbPk6qKLxOuzzppeFuBb37qQwcEmAoEQ9Q01jCcrrFmjRqMRJGfjRvGcl2XxnE8khMZqclKQnt5e2LjRwvi4mtFR0Rbk6acFafN4RLbr1lvh0CFB3C66CH7+czj7bDGB+eyzcMklMDAg+q20tIhSw8ZGqBgkxsYhhMiouN3LPwgHBweBl3etK0SW1xyVqpoj7ULN0ZyZ4HA4zMGDBwkEAjQ1NTEqanVwuVzLPnimA2ePx0MgEJgJfv1L9JBt9UiYFBfHnxIksGi1YQos3qcaQw2acAIKUWhvp7eqOWo2GikWi/j0emoCNmKDg/T39+N2u9HpdOzcuXNmHYF16yiZTPT392Mymdm8eU6PqEiEgEpFYOdO0RA0YcIVdNGV6ZrJbKjVal44aMLv9xPuKtM/sBdf8zihpm1M/TyHGiOF+vXkSxCPUz1vs4TRpNEwUk5ScmUhb8GkEaZz6rwIpmqndJzd0ICltZXh4WFOnOjE43GQSmUZHn6R7ds9tDe3Y1bMxIZjWOpU7Ni4GaYMfPvb/44syxwHPlqzFndNCWObhF6tkLBoWWWox2aoUM6WMZs1mKv1qqVaHZPWEp0DnVTyFR555BH0ej02W4FbbrkFo2zEIBvwNjTgOcsmZkaYDTpShRSpql4JoFTqwWAYRW82c6rzFIc79xKoOsdt21aLVqPlnC2N6OMPiMPOGD/7mTgFbjc8/99+DGUrXaOj1BuHOfr8wzx1UMUp6ykaWxspSTeCNMWQqXqRVyVPY2Pw9NP3US6X2bdvjL1776CuThx342J/E7Zs8XLvvX8//9rq7CQABOaMmWN9fWSzWVKpFHfddReTR45QsVqho4Pn+vrYUldHuqiQzYJVLWE2a9CYNTMZo+UwVaq2b6z2RR4vzjabVWeqaRQDEIvRXNXNzc0WnBwc5If/+Z/osll+azKx6q+vRWopkTo8QTxuRj3TssgKGg2Jo70ksxVKG+xMDk8yMjiIUl9PtjRF/KVTaNNa3BvcHDt2jLvuuou6urqZLNU8I4acBBXAXoQKWAsF2LNH3Mw0GtixYxFBmtYcTYd+gQBki3piyTT9Q1nKETW/Dau46Epp5qMjVd2jzWZDXx1z2XKZh08MUJIVzm5bw1maSWQ5jUZjRmPWELo0RGpfikxqDIMBGltbz2imKjFV1QqZBBNcTqdpKRZnXqeL6UWGDalxMRhfTXIEf7yAf8XY4X8eVsjRClawglcNpyNeoVCAUEg8CLryIkBpq5l9CE4b0BmNQhsFQj81jbe9DcDNtOyoXBYECAQB++AHRVYrEBCZrVRKlPmBWO5wCMKVTIpMWSIhyJHJBJWKjuePQV2z0HAZDLB1a4Af/ShARwf09wtb4He9Cw4c0GO3K/j9gpxdcIGYuI3FRHlhNCoSLGa/ntFRMCoimwazOq6+5TRH1YOwVDlPoeok5lpYB1PF3M+MjNi4+uqrufrqrQAMVYTxwNzK/CaHjiZHiGCVBNJgxVa3OJqtN9fD6tkSH9McQhcKhVDUUwwOxbBIFmG24Z1vTdyZ6ARtiTv+4R/oHxrC4XDg9c5moJjTNyoUClE2l0nEEtgt9pnSFb/fL5hzOk2grY16dQIUCBcKqDdtImAwsE2SGRoa4s47v4Ysy+TzLm6++WbOOcdL/eQkX//Gl9hx7gRHjhzh/B3NWK1WbrnlHqwNHqLRKF/9nB1Zlqmvr+eCCxwYjT3cffczFApqnnwywa233cq7b3436WfSmFImypM1DI51oyh5QqFW4qdOMTx2ihpLHcl+DSWiJOIaonozqmgXfp+eljfOpuWamjdxxfs+iG40ji6t4/HHHycUChGPH+XAgX3s+sUeZFlmz2++z/XXXkbdOVuwOGfLp0Yy1SBWb6OhAWKxncBOQDTEfPrpduz2k+zapaEYt5DKp4intBgM1UGYnyXCsRg0OBr4x7+5gcdHD9LT20visYMkhqPErXFK4RJUtKDLLDn2vN7j+Hx+TpyQz0iLoXO7aXe7Z8tL9XpxkVYzINlslqGhIcrlMrt27UKr1WKxWkmm06hzOdoDAVQFDT3PSZTLkDUvyQ0AcFVTRqNVC4lIKkJfLkfI20q7ycRw32yzWXlcZqwwhslkoi6TwWe3L5okOfHss0yl01RMJvKZDMPhHra63kBDswGNVxAjMcdhRtfYSP/AAD2WBlSxKXQ6HXXBIBa1mkxhDN16Hbnf5KplxzmMRiOekIeBgQH27NmDwWAln6+pni8NHKsBo4zLKmGeiouboMslZgTS6UUHoGlB0+yKJstvI48xPlFmNFnPzo7tZCbM8z5aX19POp0WxFSSyJTLaIA3BBsx53NMlnNkFQOSNHtPaFzVyCe++An6+roJhRoJ2GziRrtMud80Oag4Kng8nhlytJxOM9fZCVNTGLdtw6qzolHPN2xoaH91tKivBlaMHf5nYoUcrWAFK3jN4dIu389nOZxpxmuunGfuM2e9aKY+Q8IUBd70JvFbUQT5KpVEpglEnHb11dB1ahxZhs38kKkmAAAgAElEQVSba0kmoa3NjcEgtFgqlchsjY8LUuR2i1JAjSZKqdTD88+v4xOfcHDiBLz44hirV5/g5MkOzrmwBq8Pvv99YabR3y++b/16iSNHIBoNUywq1NRsIpXaz4kTg+zYsQOzWcRDavXi4zC3BCiTGUavnw1ky/HqQZmTQaomgGZmQ6emOhHpgCUCjTlBVsNcB69AgOtu+hBDQ0NcuGbHkg/5WmMtRLup02sJ7NzJ0aOdRCKj1NRUg745GbhAIMAn7/7k0rOqw8Pk82EUr4vJcJ7B8XHSSh02q5VanQ6NaozR0ePo9ZO0tATYv7/E0FAY8IpjU5JZ37EetaJm48bzuGT723BqTPTnJ0k7HNx4++2kw2FB+JQSTzzxHcrlcfz+jaTTMQ52H8Td5qbj6g4yhzOoTCr8AR02W1Wwn88TtE2Q86c5cEAhMxaluUbmgf/6AXlNgfqSidubb5/Zp7UWO6vecAEqlYrhoWGeeOIJ+vv7cRZ16BIS+pyGRrePznwvQ0M11MW980qtmmpmy5bml7HNHs9kcjU1NWHkSZnRiVGwSEzz30hkvojd2GxEq9Vy4HtPMBYvcaTrKBpDGrPbjMlpgvAUlMwEp8TAGZzz2Xi8mVQqMZNdyVSH3pwqzBn098NAvoK/URF0JZuFU6fEwB4aYnTrVg51dnLw4EHWrl2Ly+XCaDQidXRQGh/n0ksvpV6S0OZ1mLTg8i3LDcQ2IDZmmhz5bX4MhiImrRaVWjWv2aw6GCc53ks+56OuRRyfAPNLVu16PSNPP01RktDJMvlN20lICdrWt6GrljCbTDA0NMQ3vvElZFlG1up597mXsWHVBkqWWjKVCmtqQ5T1ARr/byPhRBi9XZSmnoycRNKLUO2Nb/wruru7GR8fp7a2ltbWVj71qU8RCoV47vAJ2hIJXCoVc9JV8zCZEBMZ06XVIxNpSvk0zU4no0MVIuNZ6gzWmY9ms1n27t1LuVympNEw1N6OpNPh1unQmM2UzOsxFUfx2OrRaOYf7EAggK4mCxRheHkt1FLkYHpcL6nTzGYJHzsGlQrtsox5xw52BOYbNryesGLs8D8TK+RoBStYwWsOu+b3uxX19HQD0NLS+jLvfHnMJVv5qubI0Do/k6PTQb1TEIvphM3c59g554jfPp/IVgH4/cLkgDxoNBp6e29Hr4fnn7+TZ5+VUalMbN16G6pcgDe8QZCrYlEkUCb6Jhnp0mBtCFIsGnjhhSw+3xSpVAsvvii+78EHRQYL4Fe/gquugpdeglyuFY1G4rnnTPh8atasaefYMZF9G4/E0OsVaPSTSAht2LO9Yp/fulbss9G4dJf5zkQnqnRGuGotEYAFmjeLn2oWbGJCWCM7HKIHSZ2pDhp1RCIR9v7kJ5RKAdavP2vZ8xIIBChby5QpzywbGBDucg2hFuL79/PNf/lPhsxmsrt28c7t26lpaEDdtgrMHWg0WsLhCHa7na1bxUkZcbvJW1qJHRnC6DRy2WXvoq5YRyZ5AK9Vz4i0GsnlYmMoRF9fH7ff/lVUqmEikSOUy1PU1prZtkpoY2LRGIe0v8VX72Nd6HxuvvnzDA7GaC2XcblqebZXy0Pf+zpmc5RKJE8xBM72egrHJuc46YU51n2MYDDImpY18/QMLdXM3I8e20V4vB+j14z/jesx+uePTa1mubKl+dmCT33qHj7/+U/SfnY7TEA+XS0rIzx9xGfeu7evj4wksc4eQgqWiam7cdvdyDUy+9N+KJmRmVz0jV7v5Tgcea65pk04wonkFUuZiOl00KYz4J1OUqbT8zIgnV1dfOO73yXd2cmvfvUr3vve93LHHXdw5MgRHn74YV544QVeeuklPvaxfySvaaA/LsrqlhiaAPQyX0Rn0poIak2UxkuUKKGtnT2OKpVEu7MdvX55jWGxWGTj6tVYLBYymQw1cg0mm4m8LY8Oca9oaICurt6ZILinpwd9rx6TygSFPIZtNsqyiqlfpTGXzay1r6VmXQ3eO7x09XbR2NiITqPjkUceEeSq+uNwONDpdDPkwqQofOqmm/CtXr0kMwyPC81Rfb2436YTVrJpN1arwvp1alarjbhrZMzm6v/TacrlMi6Xi1PxODZZZrXTSbxYpK5cxKTR4LYZ0DO16LsAEtXGvO7mxT3RpnE6crCkTjOdxldbKxheJgPpNOaGhnmkaLrNQf3Cjrb/A/GnMnZYKd17ZVghRytYwQpec5SUquZGpX6Zd86H7WXcj35faGqWvzW6ffOnvwcHRaAeDM4X8kyTrUhEPPw7HB1Eh4aIRvsBKJdlmppCDAz0M5Loo6nNR3Oz2P/pxveqrlHObYJKazuf+cwnOXBgHz7fxWzY0MDoaIyBAbjqKjdKtVTv/PMFuRIW7R5uuukOfv3rOFu3WimX64jFBGmbSGmpra2QTsP3vgfXXQeVCYlTx9Vc2Abf/36cKUMfm8+up39fE1deKVwMT5wYJqc6hXbQhHtDDPMGK8/35vD4ISiJ6Nav1zM4OcBAUUNjTeNMoDJNjgDCySQfv+suotEoarWN97//OiyWzeKhXe0bNc06pzqnKE+V5zXklSQJJAm9zcdAuYdMncyqYA0nT03Q0t9PwGJhd6QI1PGxj927KCho83i45rq/ZLJ3P97VXjweG1DEXBQahQ7TbKD1/PPPk0ymWLt2LbmcjfXr38h1171phtTceeed6HRjSJIG38fWolaL7Sz7fBRytVQ6j+LQjRIKeTkwEUabT2DqK1FQagmFQjPrGNalqUgVvnTTHaxrXTeTwRNOe/B37/s7RoZH2HjJehoaLFQ0aTTUzGxnMi/MO+yGhbPz6epvKzBOJFKeDUArYCguPdYLwwVcBg9lo5HJieO0+1R84savUJJK1PnqePzb4lhG7VXSmpz9bG/vo0iSBhAE2+lc3idgQdWlINwajUj/qNWoJiawZbOs3rKFnp4eXC4Xq1atInn4MD5ZxhoKsX9ykmdGeti40U4lr2Gjc1Yz43YvzKTNLgfIFrMAqMbEBZsoCt1LQ0MDqlQ1uK5ntufYgvYBoVAIu12UYNrtdladt4op0xQjmZEZ/Vc4HCYWi5HPi0bGilpB06bButFKMV4kmsyRz03RIFWwN9opxovIaZlAIECtu3YmK3LvvfeyZ88eOjs7KZfLXHzxxRSLxXnkondqCt9SKTMgLQ1w6NAheo9U2LZtG6ubAwT8F1FSi/Wr+lWQLkLVkMFqtaLRaIjH41jUajCZZtwV6ROp8qxHz7H+AZqajIuC7hZzVfOzUEu54PhNkwNZJ2NrmL2nL6nTtFoxm82CGC2XIau2OXg9kKM/hbHDmZburRCoWayQoxWsYAWvOfoLQnPTZnhlfY7q65fW2/yh0NadeZmftJzTXBXBYAitVqJzohOtXSIYDInv0EoMDPSj1UpovD4GivlF+680i1lulWqx+DefF+VBOt1sZ/ppwft0/OZyBWhuDvD0033EYsNcdJEovfJssqAoYoL+2muF6cXWDh1nr4KTJ8M8+eQXKTjK7NoDV7/5M0xMeDh1aoj77/8XjMYoqUQb5mATraOw99daLvvLCnuOVV0Mt43yg++qecfbdJhl2L+/lcsvh2PHRCyjru/k2w+9yIE9h0GnIxyOUyx+iaef3sDtt99Gm0GUNU5XCWqdWoLOIFrr7Iy+b9oyMZWisb0de0Eme7KLfE0rXHwxxlCIbZIQbVsswrBiYECYbzQ2wkarlY2bVlHaIGoqiwXhAmgwNDEpyxRLJWqqAvINGzbw3HM/oljch1bbwQUXvIVAwEuqkGLXsV2klBSBqRZGhkfYs+e3PPXUUxQKKuyyzC0f+DD+hhr0eQeJAz245DouetdNuEpJ/D7R7HLXrl3Iskxj6wZOxU5xuOcw61rXLRpHHdvddODGksqTOfgSSmsj2rpZchTLCgawmBwNV38LctTb+2u0mWuJD8bBoGVsOgzIzw+GKvkKm+v9/P2HP8zQ0BDbFB8ej2cmUHXayiQSgDI/8NXpxjnnnCmGhkSPqdraAPv2ibHW2bm0Fmikqp9r0OvFP3fsEGzKaiU4Po4kSUSjUaxWKx1V9xd/KIRKq6UrEiETCCDX1TGhLnCux455ThJtmtNEhKkeqtg+wuEwvs2bgQBD6SGhOfIJzdFI38jMZ+VJmXg+jslkon5q6ezIwuC2traW9Kk0RpMRnCLg/MhHvo4sy+j1Ki699FI2rd2EZdBCMV4krS5jtxoplqOMF2WMcSOoRSPWbDHLkz1PUlbK2PQ2dgR2sG3bNp544glkWebBBx/k+uuvP6PMQzgc5l9uv539+/ejqlQ4++yzuffee3G5dJTLWfQaKxWXlnK6zMCpAQZHBwmFQuzYsYN0Oo3VagWDYcZdUdthZSgyxGc/+/llg24tIlPFZPXY1dQs2q65x6/iqGCsnZ0E0fuX0ByZzUyddRak05jc7iUzZNNtDl4veLWd3M6kdG9F+zQfK+RoBStYwWsO9++hOXqtcOq4cLNatUaUini9p7f19vsDfPKTdzA42E8wGMLvFw+cuctsHs/SHz5N593m5pZl/7cQq1aJGdTpbFZlTBxvzRwzuunYb3i4H40mw2aflWg0gl7fjV7voVTqxWyO0tgYYkDdRaY4hMnUzPuukFAUqFkjSM2JySxvfKuKYK2HUgnWr1eTTDJDxqS8E+2QQn2uQGdWRam0Gr2+xNBQgF/9Ko7/mk3cdx986EPCJOPoUS1vfzs8/7wgfRpNmEcfneBd6ybQaCFvqeeG997KsUiW7ZtWQ62FpEpCqxaNvPJ5oYmRpPmZPaWsICGh0qjQGJopxgpMjY8StUIaCy1GIy6dDpvNxoUXvge1OorNtgOv10s4HGbX8V1MVCZQSSqik1Eku4RaPU65HEOl8qAdGSHR8xtU684nuOXNWLVp3r6tlYn6MiqrgUCtOCfTM+dTJztplDSE7CF27dqFTqejWCzSbDDg8/kYH6sKd4IuVEkLqoQV5phxNTualzn7c/e7lS1b3kBxskg8FscZlDBWz/tczZHbDcYmEaSeW2liwtGEuqCgryb/8nKeHz78O/793/6dZrWaZ555BuO5HdjtdnK5Wl56SY/NVkcoFFpYJbdIC9TXB4N5hUBoTl8ks3nmTTqtlg9/6lNkI5F5M9reLVv4+3vvZV9fHymXi7U+H/FikfwcQ4+5qFQgGo3y0698kXK5zMTjj4sAsCGAyVjCqNWhUqlwu90zBgRqf5zUeB/FvJ/65vkB98JZ9untOn7gOJXJCu1BcTz7+/tRqbI0NwcYG4vjdrtp7mimHBRW46PaIho9rA20UK4to8lpkKwSGrOGdCaNQTLMc2JbGOgWi8Uzyjz09/czFlPQS1602gkmJiY4frwTWR5Ary+jw49ydC2JkSn+4wf/wbBzGIwsCpKn3RWxa4gcjqBSTdHS0khPz/CioHs02wtAw2iVQC9BjmB5crBU2wOASLVUt32ZDNkK5uNMSvdWtE/zsUKOVrCC1ykeeUS4o1mtIo744AdFEPL000IAbDIJi+1gELq7hYbeZBKi6OV6jr5WsP2emqPu7i4AWlv/uDOF+a6q5qhtcSbL4XjlB8/vD+Cp8SxaNk2UlkU1CKBaktbb2wO8MmIEEAjMLwXUlqLVV7PsaPeg2OfV1UzXiRNptFrnTKZrOgN2JHoIm6TQXOdcslrGZPNisoGpKnUpFsfJZqGxcVp34OSt7/DxsydkylMx1GqFfH47LS097NhRz9SUKPOTZTFm16xRODTYx6QiIUfUfPObd9Lb6+O39ce4/oP/AKdK7DjLR2q8HWMxR+TF5/jhz5q47tMWTp2QMKFw/vlFjh4V9vC5HDz46xRufZjK8Ries31csH0Vo5ESkn4Aj1mHSt1BSpYpxGLccccdZDI6HI48f/3XAfbtC/Pooz9GZ9AhSRK3Xn8rQ6lj+LxelLSRF164n1yui9ZKhbcVLuNbX36cYlFNbW2Ct27/OxKTzyBp1KRNaWoMO2Zmzo92H0Wn1fHQtx8imUxy+PBhWltbcedy/N3f/R3GBpExqa2pwbB2cSmRpJ69huaXks3Ovut0SYxGN03nNeH1eYmdgIHD3Xz1q19hOCsMFL70pS/NBEWRqovi1GExIVB3gaiBG0wOoq3TiozOaIXm1Tu55LrL2LZtG5GIhqeemmTdOieBgJtsdl6V3KIqKIMB2g0GPEvYfANkymXsDQ1sWqJPTiAQoNbr5bnJSeLFIrlymaWpkbgPDgz0MGIyCRfAOQGgMjLGsUMHqa+rJ5wKUy6X0Wg0bNnSTHvdKvT6+bV/p5tlryvUMSFPkFFnqEWUTlqtU4yNHZsJTCdyE6AGR4ODlopWbLdKjcmun2mmCyzpxLZUoHsmmYdQKIRU4yc1nMKQjeBwONDr60ilijQ3u8jGolDOMFocoyyXafY00znWuWyQPDY5hr3WjsVSIh4/iSQ5FwXd41XNUUPLwiZNZ4Zytqo5WmDM4HA4ZgiseQmCNLfNwQrOrHTvT6V9er1ghRytYAWvUwSDoqdPoSBq+VUq4Zb67LPi72wW3vte8b5rrpntE3TWWfDoo3DjjfDUU4Iwmc3w5JNCyP+tb82SqGuuEQTr61+ffV9bG2zbJlzYSiWxzGIRJgSVitiOl3OQW4hidbZXd5ra9KVQs8xM5B8KqXb5W6PLM59oDAz0A9DYGDrtOkvDosxL07Z43YXq/usX7L9qTOh1lCo5ssyx+4rFRPmP2/3ytrXZrMiemM0iAm3wL96GVV6xzG8Tma79g334fLMEbjoDdrTnEK3lCtJYnN27d6F4fTQ0NNBSLQn06/QMJvsZKGhotIdIJEQGp7ZWBEqKopDTSrSctYVWFYyOZrj00i28852XAHD8J/+Oz+6gfucF6G1mdLEchbxCa5OW3sPdKIrM5s0ZIhE1oxO91NfX0qtoOO88HaOjGsYPHuQDm6Kc6rmQEiXWrAmQz4vMRaFQvQ4SSX74u38nE85R/rUK553XsfdIE+ef76L7yCg/+UmUG2808Mhj4/T0OGhuVnP06BruvvsXJJN6IpEC7363h0hERTxe4cId24jFJGKFUVav3oTFYqaYmqQ/osabLeFY5yAcDXMy3sXqDaupNTuRc3Fki+gNEwgEiEpJntv3PNlKFovFQqFQoKuri1F7gXt/9DU+cuUXcbvdhPv66Os7SrA5RCi0fub8TeaFzqLGUDNTShYOhzl2TBg9WK1WHn+8E4/nw/OCo8jxGKqUnmBTcCYbEggEKEQL5EpFCk41vlAJ85SCnJaRrBJeq5dczMc117RzsH8vDe4G3n2xsIkPBMBunw2GF1TJLaqCWi5pOo2WpZojAdHdu4lEIni2b2eH10talhkpFumKROiJRpcMApcKAE/2nuQLd9+NfcyOXCqx/YrtrF27lng8TnbIgNlVBy6g2oQWj2fZWfZytow6rmZiaoLJXZOc/eazlwxMOxPCocJhdKBTq+nP58kUM7QaDTM6JRANahc6sZkD5t9LoxIIBPjUlz7EoUOH8FaE5mjHjlpcrhhqdRxtRUI5ZkHOu9Hqmuhw34lkXD5IHj01ioTELbd8kf7+AZqaWhdtS+sZaI7mIp6tGimYRVa1MLRYc5TNZjlw4ADlcpnu7u6qa+f8QTXduHaFHM3i5Qj0SlPb+XjdkSOVStUOXA1cDLQgrHh6gB8D9ymKkn0NN28FK/iTYcsWQY7mZoGcTkFuFuK55xYvu/tuuO02QZiyWTGD29wMV1wh/p6aEqRHloU19eCgWJbLCXL0ne/A/v3ivTqdKHv66lfhc58TAZDJBD/6kQiIbrhhlnC9611w+eVw770iWDWbQXKXeNvlZXKdJqLR2c+vXy8I17SQW6+fT7zq6l4dwa3kPPPskO4M03C6wNI9OwAGi0trrpQFLnwu16y+aGoZDcRSeP55ES2/+c1i9j2qCFI5N98WsM3uh98foFS7uKRlOtsV6e3h81/6HPmKgmw1c9NNH4WgWPfkVIxcMYnNLEjbwqxe92QXirVAndVCrqIQDBq48MJzAfjKXbezob+XYyo1b0tOUHvpO5GcOnwEkSxa5KCMVisxPp7AqpR58uEfUjZbCGnGefsll/Hl3x1GNzWFbv9uLrKUeMMbzqK2VjzktVohU9JowmhHH6Uy0s2mDR0MDPQTiRzmkkt0jI5q+ZfvfY9SscIdd1S48soPUlc3iVodo75+gGy2Do+nmUhkgP3HjqAYziJVNnHquQo/e9LMe66vB0L09gbZ6H+eidImUrksoy/lSYzvxHpxLf19EElnWNVSYTBnw+MRYz2ZrkfjrCGnK1Aak6lUKhSLRRwOMzU1KsbLRylPxXnk1gewGwpMOO38/SfunQliRrNitrzGMDthsGVLgFgsN32GARFsttcV2bV3Eq1bS+OOeorPTpIaV2O3z/aSqhQr+NESVivEXfXoI8BwEckqYdFZ8NSBp85M84bNi8ZJKDRQfSVKy+ZUyS2J4armyKNf/hqZi3A4zH3330+5XCbz5JMzmZtcLMb/u+ceKqXSooyO8PkIcOcNNwjN0dmCuPzglz9g2FzB3uojdfgw8Xic48ePMzo6SkAdQEbGZDbhys+2k11ull1Oy2RLWerlerSjWuS0jMasoVAI4PEEZpwtW2tnr+uULGPVaEhMDXEkNcXGho3znNfMOvMie+rfV6NyXnMz5zU3o6neRMNhiMd3YDSmyeWskDdgRCZXrOGeG645bZDc1iGua61NSzC4dEmnREm8mKjeq+aYsiyFaYI/TY70S9wz5zroxeNx0un0InLU2vqHu5e+nvH7Giu82tqn1xNed+QIeD/wf4GfAf8BlIALgc8BV6hUqnMURcmd5vMrWMEKEKRlYYmL3z/rlDYXd921eNl99y1e9pGPwE03zZIrp1OQq89+dnbZdF+h2lpRajMxASZFwq3V8OO98POfi/dNTcHDD4sM1bXXir9lGe6/X/Qb2rRJGBCYzbBzJ3zmM3D33RMcOZKjocGCx2Pjox+Fnh44elQQM6tVNGa1WODEiSESiT5aWhpfvrxtDk5WNUerq5ojj2eh3dbSUBuW1w81LKe5Os2Ma1PTchqTxejomD+DWo4t7nOUrU4rTccZHvXSDT4VRWFgeIh8RRH6o4F+spHILDkqTaHX2fBYxHFRLUgjOg111Gkmab/qWrrVanI5BdAzONiPlMtj8gfpSaWIjwzjzKSR5mTG5uq3cocOsG/fY5ib6xg9qOHIyRHyCqgcDvb85hlyujH27v0lN9xwMw0NXnS6EMPDQzz00J0kk0mOHDzAxFgCl8dFY+O5aFMuho8/jWxWMLeuItPVhU5X4HOf+0cGB3vQamM89NBzTE7G2bbNxrZLtlPX5GJdi510T5K3/58E9fVGbr/9EiIRNW2ZZkqMU7JfQk+PnrpWG4GglgOpIaYkmY7arXQeMjE8PEQ0fpIn9xq59CoTa95wPYaki7/6qyHuueco67y/QSsXefxnURprD7I/amBLcAfFoQF+97sRtm4VjonOugBr1/qFmYVKmE+I0rrQnKMvgsbMWI7jJ47jtXrx12v42MeuIxpVzwumjCGRsWmuVBifgCmruGYBcqUcyWyEkcgILWq1aPRbTXhEIpBM+vD5FBb2NF4Kvb0QzisEm5Ql/z/PrKGK/v5+Eno9oVCIyTmZm8jAAJVS6bS6CZ/Tic/pnHFD3NK+hccf/Q1jPT2YjUY2b97MAw88gEqlYnDwRS5737sIFjbjapoNuJebZZesEiOTIygphSZ/E5JVhFgLTTXVc1w5R4pFpko5xjNRKkqF58LPsSOw41Xp1zM2Kq5F9+wcC/m8mXx+9rvyiPvUzp07T7surU24XsiysCmUpMU9jPpTPWQqCq0xNSaN5mXJUZtz/kSKxjj/nhkOhzlx4gSJRAKVSiVKDZfzbP8zxYqxwh8Hr0dy9DBwt6Ioc4xD+aZKpeoCPgVcB3ztNdmyFazgzwSRSHiRwcA0tFqhu52ueNPrYfv2xev4wAfm/iUegtddJ37m4k1vElkrEORIqcZQP/4xnDw5QC6nYvXqIJFImBdffJjJyXqGhkxs3XoRKpWdgQFBstJp4f76hS+AWh3lbW+roVQ6B5VK4dprU9x3n433vldUz5jUZRp9Fe7/Vy1PPAEvvigIlcUCF5xvQKWCZ56ZJVwej9jfcnl5D4VyWjg3aayLb7vW5TRX44KITUelC/s6ne48zIXPNz/Q0pWHqq9m2dHzYTG7++bVIqI1GJZoSoPI/Gh0GaxKZcZtb1qXBCAZ55PFREJYIzudotSq1lgLwQ4IQimVpLdXQafzEwwakY0GYsNRatRqNDo9Lxw7jLdQpGQtoVKpaKppxu8PIMsysUqFsa7nkTsHkLQW2t/4ZvQ/+SGJgwdw5vNoazfQF08xNBTD4wnh8UBfXy+lkoyycQPGSS36iQRFdQmVSoNSUOFyKgQ1I3T16dAZDQSDIVwuNxqNm0olzK23ehkeVtHc3EiD10MkEiZ6Ioy+NovL3YDRGKSpKUhLiwFVVyfDsQqtq5o5Z4eOsTHIVXLoa8DoM2OyW2lqCnPPPXeSVtJMmiYpTdzExnNUrHX6aLBspr4+yOjRYX737CHGCvsZGc4wXnKwPzGIx12ku9vGz352N/m8lomJ1Tz44KUcPx7A5ZpbrraYeEcx8s3vfZMPW75MoM1Gvc6D7BqnssDMIFzNluQOi3NYd6EwH3nx1It87Wtfw5w3Y0rq+NsbbmBDVRNUqcCJE2bGx8WkxcvBZIJVJgMNy2iOppYwWFguc+MIBCgbjUvqJmbjw/napbamNr5426fpO9hHMBgknAqj0+mENmj4OOrePMHmxeVZS82ya8wa1l22jsHYIAlLAovWghkzC6u7xnPiuq411tJkMNBbnKCoqAlaG2aMF14NcjSUEpkct3u5nlhnjvi4KIEzG4QuciE5ypbL/CpjpILCSJ2VHTU1vK6eKfYAACAASURBVNI9kjPinilZpHlBv6Io3HTTTaxevXpJzVGsKrhzz2WBfyZYMVb44+B1R44URXlpmX/9F4IcLfZAXcEKVvBHQyQiArpSSZQ4ffKTd7yizMtSWE5zsxBzXbNbW8HhEA9GpxN27+7H5TrEli0im/HOd9YDO7noIrjoovnr2b27h8sv/w7BYIi+viH+4i+uBXZw++2Cj0xGlZmMh8UiSg4nJ0UZymWXmRgbEyWE6TRMTBR573tTfPSjdYRColTQYoE3vhH+9V/hi18U5MoEWEzw1QfFbPmTT85m7zafU6bBAz0nNFitYqbZagV9Va+jVMnR3L5OBw68xP33fwWtVvey5yFdbfRptQri4/ItDo46Fiwbqpb6+XTzm4g6DXW4jZN8/G+uo1utpuL1kq+b1ZgEdHoGkn30FzSE7E2Mj88nRxWlAhYzapWayuQELhf4fCrM5gDv+cCHOfLC72isrePrzz5D9uB+nDkH77r2SgLbQjPfYTAYaGxt56Zb7yXc2423toDHoeLua2+g+7++z+5iiRdiIEkOgsGz0em8RCJh4vEYxWKB2KmTFIpj+M5pZCw/xuDgERq2bsff0MH7G24lGlXPEM6urk4GB5M0NNiYmLAzOlqguRlGosPcecdtTE4m8Xrhpps+gtoxe6yUYCPa5BTloyUSeTVafRnFqqLDsY5anUw5JRMOi0CmubGFF5IHeSGyj03ta3Barei0sGFDGy8WQki9R2mZKtB52MRb39TE9u0baF61hnB4lBMnpmhvD9EdeZb9xxu5aEdgAUlPVX/bgDHERISD8GCMx36WZvV7HHT3qziWMPOmNxX4wQ/g7LOhjgI/+nmFt7y/QlkC9YQKOSXTHZVIhmWmYo1YHavp1b/Ir4cjrK9sQq0WGsdsdroEbf7YWQqlkigBKpWWLgFqXkJzFAgE+Oz73ic0R+eeO/M5ncvFBz76UdRLaI6WKzVKF9LY6u1sat+MWqVCU6tBkiSG+/pYl/Ji6zERrezBu74RndWyRGOmBbDC7oHdVHIVIqXIklmgsamqDs9Yi1atJqcyMKFoMM4xXng1YPFVy9z4I5CjLkGOnFuWnkRJyzJ+ow2XTke8WCRdqbwsOZouDXWZBZssRoVOU2qXFgX9U1NTSxIjgExGZL3/HMnRirHCHwevO3J0GkwXAy3R7m0FK1jBHwuDg/2USvJMSdXgYP8fTI6W09y8HJzOWS/jaTe1pbIZCzH93sHBfsrlPKnUMJFImFWrpvdj9tZ43nniZxqKouBywWOPCfI0MpKY3Y9BocnKZGBoaIjdu3vZurWNDRsaSE+qyWYEwSuVYGxM2BinUqBuKNFsqHDjDSbSabHsHe+Ar93fxhVXiv4wNht4vS5++EP4xS/gW9+yMzj4bnw+GzU1j3PiRJjDhwMzhMvvh7o6QdZeeCGGSjWrORpeQnPkq/YRms5GaTxmoXHSzbcqrzXWwqqzsAEurZaxUpHocJTdkTDBYAi1XU2umMJu9swQkrnnomeyGwoF2mraCASCJBIJ8vkEExNTfPe7D1IqyfxifAyDwUhHx1qGu6IUS0XcVQ3T9PaFHLX4vX78m7dSeexBUCroHK00/c11WHe+ifruPaxdu1FopCJhPvWpf0GWZXQ6hb/atpPflX5NPl3AoXXg9ZqR5Th6fQtWX5DVfg21kpZIJEx/fy8+XwWDYZQvf/nX5HJqfvObcVZvXMMLPbuxSFZGj0k8Zt1D4i/K+P1BgsEOVOkUVluSzWssjBVUOE3D5IbUpKUmbMnSvHHYc6ILxWTDbPLR7GjFrBVBn0Zjxu+/lGx2H7mpIjWNGq4693zcNSrKZi2akPh8ONxPxSRj85hZLNuZ7ttjY7pTqwMTyeFx2t6wj5dG+vG1BLn8gjUoiiD1Gg1kIwrnr1KTy0DC6sA5piJ2okh3XMLpWIWOpzh6VENofRqt0sbTT8MFF8D3vw9veUuESgV+8YtW3vpW2LVrmJMn9+N05qiv38GOHR4qFejpifDlL99JSqtFI0ncfPXVFIvFM9JKeJub8TY3E5Zldu3aRSgUosXvp6W5GU3LfDfHcDjMxz52v+gnpR3m1ltvxbdli7gWMsP05XI0BdpoN5kwYeKOO+6g96X92ON5NM0W4qMJnHEbOv3L6wuHx4cxx8wEHAHSlTTpYprogDif0+132mpnr7ykLOM2WHhH4zmUy1Mzxgunw++rKWldxtzi90H7WkGKFKWALKeRJCsazex2WyUJlCIj+RLGZAZrpQIv05R1JDNCtpjFrBU6K31wdjC/kqC/peWVuXm+HnCm53zFWOGPg/8V5EilUmmAzwAy8IPXeHNWsIL/1XglJORMsazm5hVguX5Cp3vvvn17+OlPH+EXv3icp59+Yib7olRr9xbqZWC2z9HqtSIT0tAwa7elUokyofHxMN/5zvLZtQ0bxM80MmVxK969e+G3qfjGN4Quq6dnhHB4hEjEidcbYPv2OiYmYHS0QF2dFrM5xD//s8hmpdNw1VXCCGPTJhgZCWE2wznnCJOM731Rz0t7VXhcgnTdeScMDir89KeT7N79S9TqDC0tJ7jllqvow4fNBna7IHYVpQKSZkY3kY/FeODez83s67v/7/twNzQgT8pLZhjrjPWoot2o0oMobe1Eo4JcptOxGdKdzWbJ53NijJklgmsFqZubtfTnslz3/nfi9NRj0vtRQk1kRofpHOjjkR/8GzZblu7uA3i9NoaGIpRKZerrm8lkUnR0rOHiN72NcLifYHMTPp+P4nCBXCXKaA2MVEyUExN89wv/SGYsQU2Njcsv344k5fD5VpNOjzKYGKBsKKNUFErmIs8efobRyktIksSHP/wVAmNjqEr92DetIR1xkSk00OgucEw+QaZGYr2jBb8uwDXXXM+9995FvWJk8Ce7cbS/Zd4ICKrNfOTKm+nrjeB2u2k8az25nhzqCQv+NvPMmPcHgvPG2MC0J8K8MjIRNBrI0dTcxPcfeZBmu4FiMc/113+RLVu2zRq8rDJQswrKikKiAOp1CpZaOL8DssVa/uGO9xOPxmhWtQEJuou7OHEiRHt7gN5eL/X1Cm43HD0a5vOf/wqnTr2ERjOCy3UD3/zmFWi1AX784xTxuIOkchGZwjPcdNMtyPJ72bDhe/zt396JWu3Ft75Ab7eKtT4ddrvQNAWDINd7CIfDfP7zL6+v6O/vp1wuEQwGUA0OMtTXN0OOGu2N2Ewl9NJsNiUQCOC224k+uYeBkQio1ejf0LFYPLQEMuMZMpUM4/px9Gq9sONeYKo5974SK4rsSLvJxoxw6zT4QzQlozHxvdNNouvrhe5zIc4k4SJZJMrlLInEEyhKBUmyU1OzY4YgmTUaztYnSZcVGkpgmpg4LTnKFrOMZEYoV8qzuivDLNn6cw76X+k5XzFW+MPxv4IcAfcB5wD/oCjKqaXeoFKpPgh8EHhlXsErWMEK5uGVkJAzxbKam5dBV5ewxG1ra5/ZtjPdHr8/wOBgPzqdflEWrNAtPF2W6nPkrHv52delsmsemyBRGtvifbUst/+JBE4gZ5jiscfuZHx8nGef1fCFL3yFT3wiwFVXbameh5vw+72ce+7iVRw7BoWCinRaZKwALjhvhOaghMnkJpUSurA9/Xl+u69ILLIGSXKi0cgMDKi58UaRyUqlhNPgbV/u5nO3Ogj3OrA5JBRFT0ODjEazkwMHHBT/1c2qDj+r6g+Qz6tQqTYxMtLL4cNDuFwBHAYHNHagIMjO5KSRhoYADodxhnTX1Ni55pqPUioVCfgaKRgL9E72MDIYpVSSsdvtdKaSDGiMuPIaVOkUjMVBp2Pw0H6kkWEqDVvoHx5iaGiU2tpWcrkhentzSNJqem1uclkt65zt6Or0qFRqKEGhNEhdRWJfIcD+ruPsTk1iHOxDPmFk69azcTjGGB8/gF4v8a4Lr2T05AipZBLFM47NpsLhWMupU8f5+c8f5f+sWY+rrg2NoYnmNjVgRo6oSWfLqDUSap14FJVKRWpr62bGSjg8QCAwpztvpYLH3YAzuFH8bdOh75gNGueO+bkaNJ0ugNMJicTiEqqELkdRKmGYMtHXmyKdTnFn9DY+/enPsW3b7CAKVzO6hWOiDKzujaJAY3gqgqYWdrbs5OjTB3jooW+RtebRaiWuueazRCJe8nlh4b17dz+KcgKbLQ2YsVieJhrdyvbtAS6/3MrRo2V0qUeIHn0StVqF1fooY2NWenoGaG/3MjJRoS+swqUT4/eXv4T3vAcOHYJnn01SKMhks29HpXqOF44O8JsXPFx1ucTAgNAnCgOYVszmHGNjR9Fq6/C1tMxYYMoVGcoZmChR1JrR1Qt2qLPZ8F68DflkDUMTE8SSSQJnQI46WjoIBoIUVcVZ++0FnCAxVS01NTlpNhjIVipky+XZBqunwR+iKYmmxQ2goUGMid/9TixvX7oy7rQYTYwil0bRa03odC6KxTiynJ6XPbLpHJjLGfRtbtCcPhuWLqYpV8rzGt7qCyJzNG1scbqgf25mRavVVvfz5dscvB6woiP60+N1T45UKtVdwI3AA4qi3L3c+xRFeQB4QKVSWZktwl7BCv5X4EyF+X8svBIScibIV0SzP4P65YODuait/f2aC05juSyY5Fy+Jr/ePZ8w9fWJLvBz3eOWWm8pVu1ztAQ5ylX337hg/1VVvc5gXGRVmptbCIerZW8aDRqNhnPPfXnVez6fRauFujoRoGw9T81WKljnlGC9/UKJTatzPPTPD1EqyRRrbJibLufoUfF/RYG+vjBdR7q57q06DNp2krYg+wcq7D1mYOLwYUqlN6JKu3np2QLGi9KMjJQ5cOBtVCpW9u6t5/3vh9s/Xebiy8xMTKgwGrU0NZV44AH45S8DqNVfQasdx++3097uQJbh0FN5ZF2CujU66uv1aLUSIyMj6ExGAk1nIzV4yPqcqAp5mmrW8Y74GBlJ4rd9aTRVzZFWG+CKKwIUi0PodD4CNjO1BplkfhhVTo1VUtD4wCjXMyYXcen02MbGSWfTTGUzGApl+vtjbN9+A7Js4ZxzGsQ14BUEu1KJ8NOfPszx46c4duwYsqzh2IF93HrFx6mbyqNvViHpZRLAas86nFXNkcYmzYyVU7ERynYJm3u+sF2pdaLKpCmPJMFoRlsDlUoCdDrUzI7/oz1H+Od/vhd1QTOTqevrC5BMJtm//yU+8pEPk04Lgn7bbX/F+vWf4d5776IwXqbW0oBk0DE6OluVXhzKEx0O01OMstlipM3aQDklM5waJtw3QKXcCj54LjFAn77MlsYQx48f48CB/4+OjktwuTyAkWAwhN3umGlgXFNjp6kphCRBKBTgrrtu4ec/fxSIEosNk0p1USx2cNZZ/qpzppG288T4UxT4y78UJGmtsRfnhkmOHZNQqZ7GYFBQOz2Ya0qMj0tMTgpziPFxGBnx8KEP3c7gyW5Gd2twhkf57/8G3ZYmkoHf8pvHvOzYOMYGyzZO7ipTqewiFjPR0uLm4Ye/RTJpJaj5N26++Ra8W7Ysa7oCIMsyhXQBq1UQo3A4zMaNbsbH5/ZcENe1W3IyMqImVjW+aD8De78/RFOibsiTLZfJlq2YNRqW6Kt7xhjrHkNR8jS0aSgW44AaSZrVSpXLWTKZQ0CZXK5nXlZpKSzV8LbYX9UcLWFiMxcLMyvXXnutcFD8X4IVHdGfHq9rcqRSqf4RuB34V+CG13ZrVrCCPy1KJeGO9moYJPypES4Ku95Xrjn6w8jRclkwqXZ5clSpltypq6UxpiUCmqXWWykudt2aRmSZ/VeqGbGgUWRV4vE4VquFYDBEsVqOcybYu1cInac1RyOKCMDnyr49Fi2ethCu6nZrPCbq62YDuqGhMF/5ihhneo2aj3/802wNQcNgnkP78thsAwSDMa6/xc94PsF/fef7OBwlzj33Fj7+8U+zZYuYxe2a6OHz98nUKs1M5g0kkzlyuTFcrjpaWmwkkzbicTG2+/rgi9/WkUx5SWdV3HYbfOITd7BtWwNWs8K736nhTW/RcOedbr75TROHuvXYjH+Bo+Mibrl4N2p1C52dAXQ6KJVcOJ0ujEY4yyksyyuKOALFgnAB1OtbqZAnW0yjrq3BarYi6Q2YTUOMjf2axx6D973vVvx+LxP5CVKGJI3rm0jus/OOc1x0Te5Hqy3R2rqWiVMniI8dwmG1M9YjYSBKNqlBCTVhS84S5emx8sJgHxV7BX3tHBODbBbNC89BuYwmFae0+WxUAxLyRB/l5kakOUYYx/uPkKlkWN+4YV4WdHQ0Rjweo7V1O5VKhVIpwer/n703j2+trvP/n9nXNkuTtGmTNt3vvnC5G5dVEJBFr4LiIAMDDjoouIOIOgyg4gbOD8cvMzrqICqKwIiCXgEFROCucPela9qkW9I0aZM0e87vj0/SNF1u772CDtrX49FH0pOTk3NyPufk/fq8X+/X276MensDH/7kx/jhd+5Dq9Wh09lYu/Z0/H4fu3fvINodYefOHYw26NimVHD3JTdDoI9v/uxeMpksuZyZj3/8Vjac5mLHK3EOHz7E4cP7kcnA632RD33oZuAcXC4399zzdXbv3oFMBuvWbQTglVdemro21l10Kdu7jqHT6UmlEtx22xdn3cNmNpeWVepxVbbw+c+XrjNTjZNYPkdWkaOlRTAYSYILL4S+PhdL3GouvmAPqUoHZ7QFGbKoCKW0tKyTM2TIYEj5ePDBH9Hd/RTp9BLq6gyY6uLkkm/HqXqMF14MoewVfdqeflr0mWtogF/9Cq68Erq7J3nmmVdw5qJMpmyseHsN3/72Nxgb+175BRkS1/UIEMlkqFAoMCtPLBw7VXlZPJdjJJ0mJ0m8HIkI9zjVyU1GTUf7inbxRJucs+Yom40COdRqB5nhbrKpPhS1y+bd3lwNbzO2DLlojlw8h8Iw/77OzKxIkkRT04m3Ovi/jr9nSeFfC29ZciSTye4E7gR+BPyzVCwSWMQi/k7wsoiZyOe9HDx4Dmed5aO3N8BPfxrlU58SDVotFmhuZqpYOhqFQACWLhXmAZWVwoK6r0/o+NNpYZdtMIhZ15kByZsF5ynWHB2vNuhEMVcWTMoXtiufvd2OGTVH1dVzSzdmbrcoo5oLtarjN7/8c6WMK1eW72NuqPB9T5s5Hp+QyvY7mewCSi3jilJBd0O9CL4H/bg8jUT9PirysGL9Rvr6vHQMiGKX9FgGo9EICOlYEXadA4eiC7OqH2lVG/v3BxgYgC1bbGzZUr7fViv87rny702S3Bw+DNH9PYTCwygclQQ7QSaTMFfXkElpiCbMbNq0hmef1fHAA2FCIYlksoKvfEWFyyWkVqZKCZNJxjX/KONjH2vlC5/OMR6Ngz2Prc7Euy5bzR5pOX5lExMTXkymJYyPJxkcHARqGU0EGU2MUqGuZCQ7QiA1zOrVHnp6dtLX56UpncZVEUW1NErU7ySaqqWhPsXB1CGiVSpWWcrt2DfVN84mBLEo5HJIdgd53yCSfxxp9XKIm1GEjVDyI2Fz25m8yO+nspWjoxU88cROTjvNzoYNm3nqqUNkMllqatTU2V1ExsdoWOrhy1++g6GhAdzusxgaGuTuu+8oWJ5nUKmUXNr4boYHMxwJj2AyZclksjgbavH19xGN9rDFUMu9V93Ekwf3IZNBbe0Z9PUN0tmZozjBPVP6V5zMSadTbN58LXJHDWecdR72fJ516zaWfQ+v9fUyMOBj7YzvRypcd67C9jt8fTyx62XsjmocNjubjGYMCsXUPUyjASxGFBMKFJEgaOVU1dWgjQxTZR9GJlMjjQeRpKMYDAYMBh9qtZlEVo7F/ijhvIU1lyyntlZITKur/Rw65GVysoH6ejfhMPj9MVIpDeZmC/v+JBF9tYto9PgEpHs0Q8chOf9wgYKBAdEKweEQ9+mqqlKrs+m3uFOpKYlmswTHwK7UkK9ME81mycbEvplmtyhaECWyYpgzIySySCKrJB+LocymYYFkzvSGt7l4jondE5ADFGDeYp6XIP09ZFYW64j+snhLkiOZTPavwL8BDwPXS5I0/5TsIhbxN4oLLxRExufzsHz5TwgGk1RWarjsMhMqFXg84ocWRJApScK5bHJSkKCBAUGuNBp4/nm4+mrhiub3i95Cjz8Oa9YI17OHH4YPfQiOHoXxcdG36MUXYeVKYUDw2muip8ngoNim2y3sqmtrhfNVOCx+8JNJ8WOvVjPVrBKOU3OzALq6OoFSzdEbhVT3/DVHNvupOT7lJgp9juaQ1c1XayArWnlX2XC53CQSCRKJk+9xXV1dvs8afIVnJXa0a1Bs94LKYp+j8i7zRfnXocEDmBR5PGZL2fIpCWHjaQSCAQ4d2k82m0Umg3ixwyxg1pqnao58vn4iES1OZz3zQcrm6Y50IVPIaba0IJPB2Fg3OHMs39BE6OUXeORbP6G3opKIw87WtetZZXfQE1yG0TnA6tX3kcnkyGYrWLfuTurq3Pxwb4iJIxlccQWmJSpkMjMbVufxDgaJSxqMORNrGxq54Kzb+El/mmQywc9/buCyy76MXF5PTQ2YTK2YTK1cf/0Yh/r+Hy///iZUMgXr1t1Hff0k158zgj/g4sirDZisMsxmPTm5nPgkyOVyZCr5gllfyVgBCgWy0SBqcw1y9xKorES91Djre3K76/nc7f9Gf78XlUrNgw8+TDab5Q9/iHP77XfypS/9C4cP+6ivr6dhWanTczJpxt7g5kD/Me655yt0dh4jmUxgtVYRM+rZPzxA20QtlpQGV5NbSAAHj6DSCUngSFiNrKKNSy7xsH//XgYH+5mYaCUeXz7n+SySbIvFwrZtT9HfnyAYHGH1ahcmk2kqswSCSD3w4L+TyeT4XSo5b1bc7/fxtQe+QaCyEmM2yzuvvYGY3lh2XQmVlZ6ccwuyWBTJWIHeYGCTYQuxdBTNuIaJyghms4neXpFJbG9fykc+8gkymXTZpITf7+O//qv8vAUCMDFxhMrKAOGsjdWb5bhczbzySnb2l6AfhbwcklYsKR2p0CCP/robZaaNhoYaNBp44glR4zc2JibC/vEfxT3X6RSTW7/+NVx6qSBqoZCoGxoZEW0E9Hpxrw8GS3U41tpachkYyqSprRRucgMFFeWpkKORYKGXkH1u9waFwoDZvEVklU4/67iSurmQjWYhB2qHmnQwTTaanZcczcysKJVKhoaGcJaafS1iESeFtxw5kslkHwXuAvqB54CrZ8waj0iS9OxfY98WsYi/JIoko7nZzZe//PlpKXdhvWycFj+dd554tNmgvV0Qk7e/vdRQ9fLLfRw44KWhwcP69SIAuP76ks7/gx8UvX6am4WcT6GAxkbQ6cTrOp0gXFEx0U0qBceOCUvpXE4U/l5+OWzfLvb59NPhwQeFo1o8Di/vyHH5VjiwW4HFIn7ot20T/YliMUG6Vq0SMqvKSjGj2tkJVquNVEoQNpNJ7INSWZptPVUobfPL6myOcsJUrKVoajq+fezxao4mCzVH+pk1V8UmsAXLcmuh3xHAnj27GBjwcdpp6xfMJIXDou+HxSIGRVXtbIK3sr78mIvF+O5Cn6Ni9upwzwFacnnqVGokIGGr4v2f+RzywUHRNLW2jid6dtKwpokaTQ1DQ0NEImNT283ms6DToJQrkUfC1NUdv3VMqjeJJqVG21T63osZKVXOSOSgj0r1KOeaFLwQgJZgkEZ7Da+MyjhyJMjwsMhgxWLjU1KzZrOW/AoliuQQsgo52WyOSz8g6kUgi7agbLvlliouvriDvXs7USiS2Gwfwul00N0NkYiM8XHo6enk2LE8y9sHGRhQIpc3U1e3BMfGZn74hRzPvwrRtMT4hMS2J/Mc+NNyvvxlCbNJQqW20NjYzKpV8PhTZzN4R5pV7XHO3mzgbW+DHQcNSPKzsGhi6FQyHBkNqlSKfHYUNBrk01JHoUQIXZWeM1xn8corL6FShWhp8dDZGeTw4QNceOElDAxoGJ/WPj2XixOb2A5SnvHx16isVGOxWPD5oujjOpYtX88ZV17KBbUu2owOpAont99+J89vfwbfkIYjXRl0dlHkf6araSq7KUm11NRUzFkLWSTTHR1HAKirUxMMBjAal5DJZMtaA/T3e9GEx2mbo22ArHDdSU3N9Pd7YTJJdXMrI8ERgoERjJ7pRvXTYDAgTeuPY1AZ0Ch1pIYSOIzV3HPPN9izZweSBKefXspiyQb8MOBHqnPNMlzZvXsHzz23jUwmC0h8+MZbaGtbgrHSyB133MmPfzxjH3SF6yFpxduzk+//8j9QqzXUSUI2KklurrpKrOJwwDvfKe6tra3i3jY2Ju53kYjIMI2OCiO4HTvEPbquDr761QiBwF0EAjVksxYefPB9WPpr8SzLUqdVsm+Hgg0bBLEKBMTnTEwI1cAJ+EIQ6inUTc1DjkAQpJMlRUUoK5SggHQwDfKF646mZ1Z6e3tP6TMXsYgi3nLkCFhfeKwHHprj9ReBRXK0iL8rnGzKvTifIJOJYtYvfen4NqHFYHF6ec2qVaXnxQm6qqoS4brySvEoSUwV/l58cWnZZz4jnmcyMGFMEQCWLNGjUjHVTFImE+QKBOEaHRXLjEbYtQuuuMLKyAgcOCAI4P/+r9ivujp46CFhZX3smAgiNm8WJG3ZMvH+vXvFspERISF0OgUJs9lAUaliclLU5EzPcAFkCw1rlQUGZjTOnsWfCxrP/A0xBxaoOSqi2NfJ7/fx7W9/k2w2xzPP/GbBOrM9e4Rf7wUXiH0dkYTr1nTvrWp9OTnKZUTWCrWrLMi98OxLhNSrsJ5VqcLqqqfKI8ihP+rDYjdhrbCST0pUV1fT0tJOPB7HYDDQO94DiQSt5lbq6lyMjgaJx4PodHPb/KocampxodCXfq4cjmoIh5EN+Kh2VBPTmMgOhsBhZ/Lct6Gob2S9KooqmeV79++fGtuqgnyzXWcAHUhSJX6/NVaKZgAAIABJREFUj11Hf4fTWUdDw9mEshni2TRVSrGu01lLVVUcjSaL3+9GLhcBZEo+Rlg9QLVSRvIHZrS551izRs4nP3maGLuBMT55Q5ib3ltJHDNaBhn3K7jwwkbeszHBeFRGXzrGL34xjN+foMrlweKqYTyeJBIRAeXPfgb79+sYH9ehVaV45peDfP2LFXz3URsmK1iscPfdgwwNDfDEb2px1GhpdkJbWysqlZI9exRks07icSt+P2g0cTGJMJQinBxDqhpDV6NCqXTQooricnWhUFTgcFTz3nP+gXPOOZ/0ShH89u8eYmjvK2Tq8zyx/Rck4npeOfYkd9z8cZrdIstYlM95vS9y8ODTPP74K6jV2rKsWJFk7969gyeffIxMJgd2G0Ekama0Bjhu24Bp1119vQedDBIHDuDQa7nY5ZmVjS1amzc0zB5jvakkuGS0avW40JddS8OxITEO8iWBysz9kskoI0upnkmUJjlUMvd1GSpd11/+/76O19uDWanC6GrA7/dSX1/+nqICoFhi6ff7SKe9jI56qK9343Yz1aOqOKF11lkHePjhLO3tGvr6jnHwoJd6txszChJhMaEkyL1QIOh0wub/oovEZ/z2t2KCbM8e8drKlSJztWmTuCcr9O20NIttqNWlibI5Fc6jhXuJzTbHi3NDYVBg3mImG82irFAet+ZoJhr/HKeJRSyCtyA5kiTpn4B/+ivvxiIW8TeDN9omdDrxOhFotbBaL2puDNP8FYq21DYbtBQUXsUMmCTBjTdCLpdn7VpYt06OJMF114nX8nn48IfFD3ZTk8goKRRCIqjRiB93mUwQrlBIBAdWK+zcKQhTJiXx/AvwvqtkvPCCIIUbN8JPfwrLl4RJJmUkM1bOPx9GRqqn2p/s3i2kiImECBpcLkHMtFrQauWk06CaI4CoUx+/5mgm+vu9aDQ62tpOrBHv6tXl8pLcUOHzpsUQ4XFBdywmsXNOpSBsM6Vfn7nt87hcbpRy8fNRpSwnVbFclgb3Uu669at0dBwhGAwQDAYYGwuxadMWHPpqZENdBHp20SWXE4+Lui2bbW5ypDDN/TMlGw2Sjh7DUJPl0tMupqunE/nZ53Fo0IdJrqCpyUA+P8nmzU0YDHoGB+VltU/5VJ6BAT9fu/9uYQ+eruSmj+pILqlBqbRNkSNBfteSTHaQzY4hlwsNUig5Sjg5RqOzias+cg2BwAgbz3DjcBT2d2gIWboP1fIlxPxOYqk6bJoUu4YPYXQr2by6lXZlDcuWfWaKeAL09x8uPHfzrW+Vjjd62E8uBB+7VcP7LowRyerpS43w0ENfIpFQMTywiXrHJfj9sGRJDR/4wN186lMGolEFn/iEAqczwqc+FeK555awa7sKnd6E0WbgR/89xO7dw/zqV62YTGdgt4c599wA57x9JRMTbkwBiYGBQb7//f9AqYwwGPeRMCVpqWmhZ3CE8M4j1KhqkAqJ0x07BvmP/3iGePwgPT2HufjiywiHw2VjtEiSTj99I6++Osw5SiUyZS/2fLlC3uVyc/2tnxcZ0pk1R47qsvUWqsmb6t80Bxwzah6nTwZkK4QsTnKXLpaZnwfw7LPbpsiS0q7mtd7d1OvEPlssOcLh2cG9xZJGZrFgiDuIdXeRsjsW7Bs3nxRz5j2lqcmDRqNkaKgbg0FJS4sHhUJIm51O0dg6HBZZW7NZ3BOvuKJ0/7z0UnEPK9Y9jY2JdcJhkcXq9imoqReSP4cDli+Hb3wDPv1pIdnu7hbS7927wZUap7Y6x+5eG+vXCzVAOi3uuZmMyPbP9XuhMChOihTNhVNtmLuIv2+85cjRIhaxiDcW/xeKWU+kvwfMJl5dXaI2oG2ORh3FbNf0pvBr1pSez5Xtuvpq8TzRkeCac0Fbqefyy0vmFO9+N2RSOtJpKIZxRqMIvNJpEUAUH3t6RNCwc6cgSQ22LN/+TxmfuE1BR4cwxLjoIvjDH2DJEgXV1fCbP8A73iEyWMkktJiCeH1y7O1VaDSwe3c3VmuO2loPCoXqhBvx2u3lWSutrNghtOTotGeoUHNkEtkrjUZEu/39L5XNiu/sfJV8fpQmUwtYLLNMMRRaEbS6zHpUKhX79r2O3e5gdDRILBalurqGAVUF9/342wRiMZLJGj7xic/Pu+9SJk93pBOUclosQirV3S3Oe8PKzQz39PDDHz/AcDzBzv/3LVZUmjmYy3L5HV8GdRM6nZV0OovZXDH1Pf1+PESuP4XswAFiuRhtDUsYPRxkaHgfq5cqMGhLNVCJRKLQKFNJY2NJctdibqXF3CqO+zQ/LXkZTvPqkoxIr0elakGhbKKlVUY8ruPlp+QcmVShGFOy2ibHoCwRhYXqjzQ2USektmuoPztPPTC5uwOYZMkSDzrd77j8cteUtfvISC333dfFN75xM/F4jL6+Xh555FyUShsfuukS3O41qFTVTPqdPP3II+zrWsrk5DBgpr9/Nzt2bGPna99gMq4iMlqNu+q9XHndMzz/8A2MT1o5JFeg1kXxNht57IUqhn4rguzOzhjDw27s9lqy2TEOH+7F7bbNOUZdLjfnnedmcHCA7373O2QyWZ59dlvZsdtrnNhrnLg082dei9s63gTB8cpPTAolmUCaDGlG0iMn5P458/OKZEmlUvPQQ98T7/+VeH9fn7uMcGkLjoTJsST3fhXUlirSK/Xc9onbF5TIztVDbb79m0kYS42BBYoJnWlq3SloCvMn01sFbSyUgxmNIFcNMzIKZ5xRI+6ZCbjpJnHf0uvFhFY4LCalknXNjBjAu18s7+4Wk1Jnngk//7noh2W3izrX668Xta/ptGiUvXevkBOq1TA8LBQFqZQgbCrV7P0GCqYpkMvlTrlh7iJOHDU1QoExE9XV4py9FbFIjhaxiL9z/F+wCZ0saOf0J0iSirAfp+P6iWIuRz5trfjVnWmiJ/qulEvf9HoRqFdVtUzNvNrtQr4nSfCud4n1Jo+lue060Jn0rFkjXtdoRP2VpMmRBFwuBbmcCAySScikI3Qd0KGuEYHAvn0OLr88TWdnFatXfwqb7TD9/eehUlkJBERN16WXCuMMjUbUH7z2GjidUXI5kKQK6utBaTSiVApSk82KmdvVDSpRg1AMoKpFzREjZ6HVruLd7/44KpWSlY2rqZ5MIssEkSwWulKCVBUlgR6Nlp5IF90JOTVGJwqFgtFR0bvEaKwgk8vQPTJAXBImAn19w2Sz3cDc0WvKm0Sb0pbVHFUWUnVKtQPf2DHS1iQ2mxzZ4WFO1xnJ5yU6jo6yYsVqrrrqY7z++i7Wri3VZtWrteRrVARTBvK7cgwPH0VVraR2RRsKRUXZ5+/Zs5ODB7tZsaKVeHwpSqUI1opkMJeLk48dBPLEVXmMxi0oFCokRzWpgyFSfxxF5apkIp9HpldyTnsbI30ZIgMZDG2l6G5vfy9BTY7WWjvBvuCsoDc/XtCXVibJZYKg1ZbJu3KaLBXVJaFkdTXs2nWQbDaL2Sz6DEWjcny+A2SzHdTV1YngeUcIAxHOP/919u3bg1qtZd26jYwezvGlO7fT/PZ1JF4/xiP3/5z+Izk2bXialWuv5tAROS5nA5mqLMfiKcYHhLx1eNiN1TpGLKYkEPgVQ0OVgJylS2XcfDO8733iurBYhFTrllvg0UdDdHSsx+UyMjraQ09PH9XVhXM1DymSFQiy1Nwy5+sng4yUJxXNoJLJ6R+em3zI/MLERJqHvBTJ0iuvvEQ2lcPT0IjX10t/v5e6Ojd1dSUy1RUWRjItrlY+d/udvOLrpdZZx3rP8esWYQGp4Tz7VMRMSeGpul3LZDDRHwbA6SixpyJZUatLJg/t7aX3XXSRyOQEAt5COwI3W7eK8ZDNCmVAJFIiPqGQCK6rqsQE1Y4dYty88oqY/Nq0Cb7/fXj/+wU5O3BAZKsOH5YwGvNkMl5CIRsrV+ro7e3nyJH+RXL0JmAuYnS85W8FLJKjRSxiEX91m1B/Ski4TqQJ4nRYLJY3dD927NjBrl27WL9+PRs3bpxznUxWBKkqpSByxUC9iPnsz43tIsiTK0XwUKwJ93igYzJFBtiyRRx/8bAkqZV3nl58Dh//uAjcGxuhvd2AJK3n8suthT4+sGGDCCwqK8WMbTYrpDGDg6PE43JstgpqauD5PZVYqyQuWAkPPCBmfEN+VYkYARWaMWTKHBO4SSZNbN36YSyWBpY21TI8mEduAk0eNAkVxml8YjjqJ5GOUVfhwqA3sGnTFmKxKEZjBQaDgc5wB3J9CgMSY2Nj6HQyLBbxZcxVwK+qVuOkrqzmyG53wNgYgwcPEAiMEI/nyWRy5Gtr2V1TQ60EV26pAvzcd5+Yxd+/fy9Op3B+ODyt4P4rn74fn+8lnM46PJ5zGM2kiWXS2FRq/H4fDz/8AwyGMYaG5FxwwdeorRV1E6FEiIGonwplhuA+GQplFcaNUTKZARTJOpTP/pZMME7imIPh+tVI8hByg5VRXQPSRA5tMg+UyFFVrYusTk7PYDdWlRWVSl3WCyhvEpGGzJchF/aSa2zA5Wqfyg7kLXm01nKjjba2pSiVSiKRMDKZiclJPwqFl9V17ycQC7C/ey/2egd9aS+afh0ORw0g0dfnJTuRZu9zz/J6yIvJ9DZWb/kskfAoF11jpa7OxfbtImCdSI+xbkMGz9Q8hQ6vd0vBHjyGy2UhkShlZz/9aRH0hsOla2A07WQgtI6+PhWZzCZqajQ8/TTccIMg+RYL3HefaEdw440iQ2XRONmwNsPlzULalU6L9SyWueuKvN7S9TZzrCVsVVAno1Wro15dTj60di1DscGFXKinUF/vwZoyEz4UQlUlyEshwU1rwSOimAEF0NfUcLbDgUU5TxpkBk7W1v94DcJPci6qDC3LTtwhVDYqah79ySRf//r8Wblilr+urvTeM6c1AL7oInFPW79e/B+LwSWXFFtaCIlgOAwVFXUYDDA0NEhPj4lcbi8KRTPd3W0kk/Dkk2JyqrUVHnlEOAEODop75cqVIrNVXS0yYGNjQto9bz3VIv4mIft7aw8kk8kqgImJiQkqKioWXH8Ri1jEm49TzRzlCu9T/Dm/8gXs2LGDa6+9lmw2i1qh5oc//CGbtmyatd7hfcKladnqP68B7XQkCsehW+A4TrWvUyAgyKfNpkGS4FCn+LylzYqpwGM4mMdTD0jCaKK6uheZTGJ4WEwv790rAo8lyzI8/7yMlcuVVFSIIu5i4XY8Ds61Xl78nZ4rzneg1QrjjAsuEAXxMhlYaibofd6HVROiVyEnFFLQ3GzHbNbwta8JCcyJNDMO/OlFfvKTexmq0BEMatm69QpStXVMhEOc4fLQ3FzBnj07+d//fYS6OhdHjkzwjndcxpNPPsbuQwdQqI2saVvKl+6+B5fLTdqfJJMbwlclR6m006LV88orL/HQQ9+nocFDJLKP9etvYM2ay2lthc5wByPxYeqNNYQ6/wiShKtRgV5/GsZYDfJXXiKeSzHZIWfAdTbZlBJXq5w9igBGt5It7nZkivLzWAxky6RZhe/CNCFc4SrqHSS7hXZpLqv5Inp6xGM2e4yOjiNEozVEIhF27vwfrJkqktoEF1z7Dn7/6O8YHx8nmRTNV53OWp555mm++c17iUTCSJKDJUs+wGdv/RfkihpWr5FRXS3OdSwGFYEuDDoJqUUE/H19EImkcLslrNbjS+FAuE6OZFJoDINkBvxlQbwkQcdYkvGwjCUODRqNMAqIRMRYbGoSmdk77xQZ0nBYjLGXXoL77xfEv0iY7r5bkLGf/AQUinF27fotVVVHqK4e4PxL76G+wY7bpsRshkCgRChyFeJaaTB5FjyWIvqPePH7+6lfKmqOiqaTc8nXOpOTwMk3wD4RzJRqXn/93TidtVPukGGR/OHPmWM6HvkqQlZoufByYHjqeurr83LddR+ckoG+0fD7fdx7711MTIyTSCT4zGe+yLp1G5EkQaRlMjGRNDAgpHqBgBjTjY0iA79kiSBrv/oVXHutWJZOCwfVX/5SmF9oNOK+d955YjtKZUliVqzV+kv1Cvxr4njH92ZTjGg0WpygrJQkKfpGbXcxc7SIRSzir46TJUVFdHcLO9+5ao5OFrt27SKbzeJ2u0l3p9n/u/1zkqPq2lOzps1ERHCrMosZ4hMqFA4ExKPDAUBnpwgyTvZ4HY5ywweDyiv2RVWS8RydSEId4BdB2shIuePT6tXih+7YaC+nrYmgS+jo6Y3w7vc0YKxwc845MrJZ6Ek72HCeCA6yWRF45HLieT4PWlkl/kQLrpVNqH1BDh7U0t7u4LHHDjA0VM/atXl+9zsnTzzxFJs3v5NoxEntyg56e7Ws8XhwOuHpp/uIRf10Yqfa0Mz4uBeTqQb3ijX4/vgH1AN+OgwrmFR6kCQdvb0jqFQVyGQQik+SuOhiquJGwtExdne/PhXUZfLDuGVqDFqReqiv9yCTwcGDAWw2G+vWmaacF1stbbRaxHlQL1Ei5eNYDPUoFAYkUsiiUTTRHCl5PfpciEAiQlzuotKqQF6hmkWMoFyaNVPatb5lg1jJqEGzbOFAumjm5nC009YmtE1jY3DWWSuZmOihvt5Df78X5YSKZnMz2ztf4bXXdnHppe+io+MoqVQKdX0D6bQS1egwvTuO0na2c2q7BoP4Gw6YmEhAUVylVsPRoxq8XkGKDQtcLlYrWNFQVdUIDeVjTiYDfQXoKyQqCxLXrVtnb+Ouu2Yvu+UWEdSGw+K4ly0TUtXmZti/P8LEhJWGhnYymT6++SUZY6NpEgkZDY1Z7r3Xyy9+sZpduypFlsoC3/mOyC5s2yb+N5tFBsPpFIGxxSIyDTIZ1C/1UL/UU3aM0xGcFNe1Xe+gRaNjIpdlIpel8hT7vc2H2fVJfuz2Ug6sWHN0KuRoODDE0PAg3//ugwvWZxWJc71We8KSwD8Hg4MDvPaauJ8vXbqcvj4v+Xy6TPZXRNHsx1Vq/cVZZ5WyVVddJcbNqlXiPjY+Lswnis/VapEJ9fmEFFCnEz2oLr9ckPg//lEYBf3xjyXjiqefFs6tsRgEg0J6GAyKa0WvFyRMpfrbJ1X/l7FIjhaxiEW8KTgZl6B4IXNyosYMRTgKpOGNwPr161Eqlfh8PowaI6vOWTXnelUzzA2KhKW1tXWu1aeQCZTIkc/nKysU/swXv4irrg6jcsYteWJCPBaO0zbNCtfnEzUQJyKHDAbFdux2IQG01s7Omq9rVEN42oLqQrPZkZJUSyYDk7YCX+dOvv+jxwnoTcQtFm6++WbOaRZEa1leS2euk5Akp9XRWtz1qQAslU2z9R9kqBU6FAZhclBTAzabGa+3n66ucaLR37Bzp4dDhw5w/cW3oQ/qseiM5PMiUAmFzCxbtpynnj6If4+OpUvjHDlipbpaxzrJyI9+W8tyq5KRAQ9nn30/VmsH4XAbHk8WnXUbmcMKJmX7iDY0kFCbyGSCJCtBrawq65Hlcrm55prrOXSoixUr2killtHVVZJHFWGUOUABSmWROSjJbr2S9IEQ4bE4//nL/ySXjSI7BJ/84peokdeQDWdQWkpSquFMitDkKA6Vas66klyh5khVkSCbCYBOh4rS+B+dDDI4OEAsEJ13Fv/IkRFAyZYtpdn6fDLHn/a8yEB+gEceeYg//OEZstkchpiBjFJOwpLG0Rpm82lmGpdkMBjK5V9dStE4qQahq6ushHw+RjwO27cb2bTp+ASpaoEEbLHP1kwUsxHFwHsmVCohh5ruHl1RISSkfr+cr371USKRcUZHx6it/xc2NNaTTyUZN0zw0ENaJiY0XHnle6mtXYVK5UA/2k9+QEUo5KSrS5Aus1kc7wUXiP9zObjmGvjWN/J89nMy+v0yLBZx+d55Jxw+LOoBk6oMJkue808HrVbGSCaDTMYbTo5mjqP1651lJKB54RInYO7sUNQ/Tt+hnqmGvh0dR9i9e8dxs70nKwk8VWSzWaqrnadMxBbK9ky/5RbvaytWlAjVlVeWak/f/W7h7tfcXGqIXlkpiFUwKLJM1dXw6qsia1VfD9/+tmh1cfSoeP388wW5WrZMfN7evcIcIxwWE05VVaLmSqP583v8LUJgkRwtYhGLeMMxM/hfyCVo4BRrjsxm85+1n9OxceNGfvSjHy1Yc5TOiCBVrVKc1D7omkskY6Z9+mt9fcjtdtpmkqOW8mJz61y6nBPAa68JKeBFFwlyFJREED99wtimU0K89L/ZKKaVIyOl8xZPxzkQOMDezACvW6Ksdy6ld3CU+MDAVKQ1MOEjkYnjNs19vvvGvRCP02Ztxe2uZWRkhHh8hOZmN3fffSdPPvkkCsWLLF++DK/Xi8bRT/uKM1g+rXnuRz5iQhp10/Sv76d3YhyX6yJqa+30ZCYZq13GDev1qExhxj05JKkOq7WaQ4dELcNtN/8r33nKh3tlEJ20BiduEokefvazSi67rI1gJs2f/pDlQ9coef110Gg28N73WtixQ4VCIazH43Fwt49ysG8QR6WZ/NEwyZSMVRfUI5OBUlmImpemGNxzmGAOVlc4iYSO0d/vxWYXjGA6OUrm84RSUbR5Jc2ulllBZDwgdHIyf5bcWB+5xgZU0yYHjvYd4bv/9W10CcOcs/ihEBgMSSwWSA8kCSVCaGo1nP+BC+n8zw4qQpUMDg4yPDzE1q3vxZg04nDYqTp/LWeeeS5LMk6YzDC9TgqgvaG85i4WA7t9EKsVQqE2YrGFs0czGw6fEE7y2i/2BW1sFEH6ddfdyNe/fg+5XI5DY6NUnbWCwGsdSOMy2tud7NjxFKlUH2a3hY9+9FOoNE6WL8lxz/mzt330qHhMJETtX8qb5IqzZQTlOsJhkVXo7haPv/41RCJ1hMPg+Q4Mp1O87+06TCawWuAjH4F//mf47GdLxhXNzcLIoqNDzJcUpYIWy/GD+IXIyIkE0vO5KDYva0Vr0vHkH55g27anAHjyycfKGucW3z+8/3Xq6tw4V69d0FXwjUB9fQP19Q3UFRr2vplEbDqOR6qmk/R168Sj2y0yVpIEZ58tHnM5QeDjcUGqzWZBpMxmkVEaHRWkamxM9PBLp8X2fvITkY1SqUR289prYf9+kdlatkyYWaxdK8jU6KggYZOTYv35XP9OFNXV87vVvVWxSI4WsYhFvOE42d5Jbo1m3teOh2xW9CBRziQVp4iNGzeyceNG8pk8+UweuWp29NB1OAKUao5O1DFvuozK4/GQSqXYvn07FouF9Q0NC34HPp+Pnp4ePB4PDQ0NJ2Wgcc01dVMSGgBU4rOqrSWr1dFIHlsNjA6LY9bGs1OrF3/koukouXyO5Z4V/F75B7p93VTIKlhZ0Jr5fD5ePLqbuto6Tqud+3upMdbAcBckB6GtjaGhWOEzqnG73bzrXe9i7969U9byjcsbUVaWn1+ZDGThEA7FMFm3lsHBKBpNEiw6xqUkdSYlOl0enQ7yeZFhOOMMkWFoaKjntNNriURTVCpUVBgVSFIrH96aJJXtIW6Xc8GVDrRaJUK9qGNiwoLPd5hXXokRi1mwWq1cYgpz6LBE3qXBbJHxi5/baNwYoL9fhddr5rItYf74pxA6exUTE2oePehgY/0IfaMSIe0gl61pJhgU2QyNBpzo8DiW4Pf7eOWIMGKYXo8xciTIyMgQ9WuWUqU7DcW4jmmJI+RhGbqEYUpCtX37MGvXuqeyA2NjIJc3oNXCZCRJLBNFnlKybt1GjMb/YWDAh8ViIR6Pc+zYUeoa6/j47Z+dCip9/f34+r1TvXuK2YSWfJ7qaidSq2PqcwKBBiRJBN8L9UgWNUcyGlvmLk7wF4iTawZxkubpizUfZs67ZDJprFYbzc2t+F94joEDB7CZLIDEsWOC7bS1LcUf9dE/4GXdeetnb3QGdDrxl0PN6dWgKPDGYm1Pa6uw6i8insvxeniMbxyUsCS0NKdNVJvFpMv69eLajERK6trf/lY0uh4bE8tff13U9N1+e4ksfeITokfc175WXOamvd2NyyXWV6lg6VKRxTheLVQR81mHy7UK3M0NbN16BZFIhPb2JbP6WRWJlXVsDKVSyQ1fue8vQlKK+EsQsT8XxyNU0+V/07PVxWa/RUfUTAbe+17xfff0eFmypJFIxIVeX+pRFYmIx1gMjhwRY+PFF0V2a80aUZ/3kY+IsdbTI+qoDhwQNVQOh8h6LlsmbNRzufIJj7eqXffxsEiOFrGIRRwXp9JE72R7Jy1kRDAfegpV529EzdF0JHtFQKZvm53Jqqk7xZqjcEFWZ1ExODhIIBAgl8shSRJauRztXN9BYTrOl05z1113EQqFUCqV3H///SdFjkZHyz3JnTYvAENDJV3NnsEkP/49XDRVzzK7y3yFugKFXIE6E+WDl2/FrG2mrWkJtS7XVLYwpNejVCho+1Rd2T6WjaPmZQD09vYSCslxT2uwOdNavs5Rx9Gho8jVctqqxHnu6OgAQG2q5b6vf53JSQVKpZLr77iD5OHDBBUKJttXALDMNTvDMJxJkxhOIk+HybRqsBvsKDWQlEZo0amprPQAIqC22ycYHbVity8hl1MyNiastL7/fROBgDhnIzEZd6wCm66ZyUkfExMvE+nMstrmJGSqpaJimHFTloxSwWRCRzqiI52RsXMn2GwDjI152bNnGVdfHeNzn/sfkkkldXUPsXnzvbzjHXZGR/3cfd+fsJs7iG57iVs++knWLLMQDIogRy4Hl6tcQtXaWst0I8XaWnjmGUFGzGYtmzYtwWCAdDLFbTd8gTu//Tk0Gi1ms5mtW69g3bqNZOw2elMJ9Lt388P/+jYDOj0qlZLrrrtxyjBCEzVwww03saYQvFksUF+vQa8XtRQnXHN0nCatp4rjmQUUJWfhcJh1S1fwnnOvZNWq01DYlezZs4Nf/vJxwuEwZpWZ9a2zaw+PB8UMMj+zpicQF9e1pDZTo1Kj1ygIadM4K7JUFzLSV145e7sf/7j4m47ZqsWFAAAgAElEQVRzzoHHHisFwI2NpSbXPT1iWTAIp50GX/2qcPaLx0Wt1JNPwm9+A88/L86DxSJqtUymUm1VNttGNmulr8+LUqmakqcNjQwAsG7dRp59dhvhcHiWfK1IrLQrVp1Qs+o3CgMDfgDq6lwLrPnWxUxS5ff7uO+++Z0AzzxTPBqNYrIrlxP9pYquf1ddJTKfMpl4fWxMjJNIRCzbs0dkuo4dE2ToggtKPaocDlFHddVVwhUykxGGFh0d4j0qlch4Wq1vHde/RXK0iEUsYl6crDyuiJPtnRQrZIBm1dwsgOo3KW+vrpk/UrPaymewi4H6QgQtExTkaDg2zD333IPX68VkMmG32znc24vZ6aRi5vHHRFbFOzhINpulra2N/v5+vF4vAwMD+P1+Nm7ceALnpFC7hIiWY7nZNUfrm8qPuTchao4ap3XRNagNbHFvYXJiLwZXG/oVa+iYnKQ7kWCkkC1cabWyf2A/Lx1+iavdVwPl40imlPH5L3wejULD3r17qalx4/GUE7Hp1vKTHZMYUgb0zSWiWpQXHjlyhMlJBUuXVjAw4Cc/MMB5BRfSlyPieNRNszMMdpUKn2yYl/p2UKesw9QmIXeAPmsrW8/n8zE6msBsDqFWWwiHSz1dxsYUU1bIFXIdfr+fVw/9kcceewytVks6meTKTVeCXE5lpZqt5xvo7w+xrj3JxmUOJCnDpk3D3HPPXaTTWTKVFTx5cAU4XmeVYwXBgSwVFb0YDHZef70PdSZHQ1UTe/pDHNt/gLYlKp59tpqLLhKBx6+fMfFPN3+U7c8paGtzsHx5DU8/LeyP43E4eBCSSWGpHI3aicVE/ZYhlWfl0tXce+/9DAz4WLVKSJ9SfQlGBtPEqxV0T0RIpTW0NLTQFeji9dd3TWUTdnb3sSN8hDUIMlpTA5mMMI0yGBZ2hF2o5mhmxqgIWae47qTWua+7hZrqTpec1bgbsGeqUMvlaFw6XC4369ZtLCNWsn7hcy/Vz+ETPu0z+/u9uGsaqHO5kKtFFrZQUjk1XmKZQrZUa0MBdCUnkctkGOUnH5LpdLPUtwDcccfsZT//OVP7E40KEvTud4tMUjgs/rRacdv5/e+LZhbVXHTRFzn77IP80z9t5te/VmKxwJLmCr78hSF2HGknm/0WcvkYdXWVWCwWQiEhI8znW8jlTPT29qHRvHkGDDORz+cXXulvDCfaHHi+TFUxS6XRlK7JlSvFY7FfXz4vxlpzs5DkXXRRoclvUtRcRSKCYGWzQsZ76JAYT/m8IODvfz+88IKYdDrjDOF0etllgkx1dIhl/f3idZtNzA3a7bObv/8lsEiOFrGIRcyLk5XHTcfJ9E4aTKcBZtfcLABTsdPgG4yZMq7pSKVFpKNRi0hnvjqgmRk3XYsgGd6Xveh0OkwmE+PjwmZWW1fHUDo9mxwVNFEetRqlUsnIyAgGgwG1Ws2///u/k81m2bZt2wmQ1lDhUZCjqHq21smqnSFdywYLz+rLlhvUBgxrt0z97ygI1nWFbOFh/0FQ5anSV/HSSy9NjZ3iONrn38fvfv8Eh188SFwuJ51O8+lPf5p1RSH+DCw7U00g6CRR9nNlY6l9lGeeMaJUKujpCaJUGsjX1tJtMtGq17NeLo55rsxnbHiYB+77yhTpd91xHTU1TvT6VkbSaaLpNOmREe666y7gq+j1AxgMI0Qi04iWPsiewX6q9FV0Pd3Fjx/+MWGND6+3l/Xr38bLe/aQjY1TUVnBeMLMUGCQKkMaj8dDNiSIsm/ESy6XpbnZw+ujQ3Smu4hWBjk08Sq1+lrOPdeJwwHr19fzXNO36BqN0qxScr57LdrsBP/8z9VTReAKewCZrIIbbxSRskolZm8VChEMT05CJJJnZERFqyXJaO0ov365kk9+pJJDh6C/fy2XXLKWZ58VwY01L2ffq3qWvifDpG0l45m9ZLoCpLV2li/fwL59++juHsRmSLN5bbkpgt0+VHi2MDmSJOhPJYXL2zwNX+fEAvV3M4PF7duHOe00d1nj06LsqjM5yTDQqtXNem0g6mcg6seVTiOLx5CqbHOmw6aTsaqEhQ996GY8Z4rrt2irXpRGNZlLGdtNRjPtuQxGueKkDWlOFQqFqGGJx0UwvGXL7EP67/+e/p8FOIsjR0T9SzgM6UkjTW2tBFMwMVHB2FgFoZA4n0eOwBe+AOGwk1Dofj5yzV4+8B45l17qnspQve1tcPPN8LOfiaDaahVB+fnnC+KWzQrydioGA253/cIr/Y3hZJoDnywWIlTAlIvn9B5j559fMqnYulUQp/XrS05/q1cLYjUp3OwZHRW1gWazuH/94heiB1Vvr7Dtn9FS8E3FIjlaxCIWMS9OVh53qqg/xZqjTKYgVftzK0pnIJ8WM4/Fmd/p6D5SXnM03UGuiONl3DweDyaTiebmZhKJBF/84hdZ09g4axvTUczEdXd34/F48Pl8aDQa2tvbT5C0zpCXDM/+vgNj4pgd1kKfI+WJzb6aC9+9ubCPLxzdhUql4hcP/WLq+G+88capcVShqsAZg/5oFPvq1bz2Wgf79/fMS476gkpAKvyVfqGzwTGqZAE+97lrGRyU4/F4GLdYCIyNUSWXo9eLJpAPPPBNcrksk5NVU+ehu7eXXAqa6pvoGehhYABqFS4mst34LJBV2Jjo7SWRSACvMTiYo6pqCIPBRjxemFbVRkhkEqgVaoakIZLmJCtb3IRCXRw4cABTLsfqdjMjmSRrWt+DrbKSjR4r3kAIf12UTdVL8ehK15dBnebt7VuoWnMuh/sO87albys7p6q4AU1SImSUgX416sm6siaenion0XQUnTqOQW2gs1MEl1ar+Mvnoa2tGocDNONJAqk4196UYmJinGzWy4YNHvR6N2ecUbSk1uBZBR6VCpnVg/6mD6JUdNHXv5TGRjs33ljLo49O8tG3D9G708qfhoWD1g9/CKef7sHjgX37xLKBARGEF2eDbbZSsNXdDYGMfN6ao7nMGsrkcvOMy5nBYktL7bz1TzWq+TPFeSkPk5PI+/ohl0MxGiS3aTabmE7GBrsGGEwM4EGQoOOVJRoUfzlS5BdqM1wuQYyeeUaMC7OZBV0FQZCq4ngCcZ/YvFn8TceZZ4oMQeFdyHrM5PPw+ONCrlV0+gMRMHd2iuWZjAiof/YzYc8ej4sx/PjjYsx85jOCWFmtcOGFgmBt2yaC9KIr4PQGsn9P+Es5AZ4MFnL9KxKpYqYIhGlEkVB94ANifLrdwnjiLynJWyRHi1jEIubFycrjThVz1tucAHoLFlRveM2Rd/6aI6dr4ZqjuTJuNQYhyTrR79Tn8zGwZw9ut5u6detwu90kEgnS6fQpkNZy8ui0e4HymqNn9vsYGRnhfWc4RaZLd5xtFt0dbDayBQmLUi7H7XazsaqK3bt3lx1/Op0uO2ZSKZ7Ze4SuAwfIZKppajrzOHueQ6rqIIsCQsXz3EEnoFy2gXqguVkUdeQSCQJ79zKqUBBbspLXXhticlJBfX0jnZ2BKRIpq6tD0tTgP+onU5XB4/Egk8uIpEfwT8rR6MyEqqvJKBRADnCQzw+hVkdKOzbWypkNIhWwcsNKtv1xG36/hNu9mXPOOZdjv/418a4MSYudCy9cgcnkQh1NMZzsR6FUIZPJcLvd3HjjjezatYsVa1eQrk6Tz+dZvXI1S9xLpj7K6/WSUujwrGila7QLv2aUxualU6/H03Fe9r1MLp9DIVewxb0Fs7l8nJbZj9dqqaIdn8/H1z//dXLZHEGC3HLLLZx99tlTq1WvTTAGrDH4Wb0cpBbxmiRBc7OLTZvAt7eKRhvULBOzvRs2QDKpZnBQSL7SaVHzotMJ84lt28Qs8vCwMBN4+9vhwMtqrDJwtJZ6xBSDaGMjjAyBpUoE70eP+vnOd+aXyxUxO1icP2quUChJD6VIk0PtLJ84cFfWI0sMQ64Xye5ANhpEFosizWASZWRMr6R+aWnCY6ax3khcVLBXF+4J4zkhKza9wVbex0PRRdBuF5fzibgKTkd3fyfxTJzm+lYMquO/UWpqRgbMof7j+utnL7vxRvGXyYgMQ0WFMAK44YbSuCjOh/3mN6LOJRwWdVSPPgof/nCUZ57RY7MpsFrhpz+FoSF45JFSbdU554hsxMGDJcJ1kmap/+fwVjCgWAjzEaqCuOQvhkVytIhFLOK4OBl53IlgLplTtFBzNEtWtgBqamoWXukUcLyaI0vVwjVHc5GXzGghy2VVzfpOJwrHX1k4fp/Px6233opuaIiKigpuffBB3G73VF8ns9nMBz/4Qfx+P5s2bVrw/Nhs4wU+I2SI0Vyh35E1jc8nisO3PfJVstkcR57Nc+edd5IpTOU1Tas5mkLR5spmoycpiGTRhr1Fp2PAkieujZcdf/GYk1mx/ufvvps9e/bgdLo57TTnvPteTYr8ZAWDTI9cRPZGpRKkaHJSnIMGXSv1ZjMymYw/jWswVzSRyxnp7AyUkcjV9fV86jM3cOjYDlwtLqqr1UCE7GQV0mQah1qNzGbjY7ffzi8e9mOxdKDR5InFZucpfD4fwz3DfPD9H0SlUk0dq++SS+h9qRdLlZtdu9SM9O6mpsbG1qtbUSczZEIZhieH+d73vkc2m+XlY8e46ZabaKu1UqGuwKAuBZwejwedpCPQHUBfKVFvl5POjqBRiPFfdBF0GBwE40Gi6Sg19tkB68zeWF6vl3wmj9vlZmx4jPHx8al1Y4di5GNJEk1qAkYjlgkJwhlUVeVNjEey4HBUs8QszslZZ0F/v6g5qq8XsrozzyzNBt90k3hMp320tXkBD+94hxuFQmQmWltFcJROi6yCR9JyrFsIQyUJfvCDJOHwOMaxBkZjanp6vOzf72btWohG/Tz33BjvfKcFpdKNQuHmjDPcBAIi0C7OwcyUaiXzOdLJLJp5NFySsQIUCmSjQZDLxf8zMJ2MuWsaqLWXyFjh8qZ4e5vMTJa9N5ARkd+bTY6m9zgyGsX3MTp6Yq6C0xHPxNlzaCeSlCeoCLCpbsuCBOlUUOxVBSLzON3pr4gHHpi97LOfjfAv/zKBVls31VcoEhGZpbEx6OsTktO6OvjQh8SysTFByn/wA2F60dkpCJPDAfffL7Kg+/eXyNXKlYJM5XLl8rK/Jo5nQLKIk8MiOVrEIv6OcCrOc2/0588lNxsqTAudLDmqfJNEyMerOUqkRKSj04h1quaoKJ8rOyRJc8uGAIYLx18kRzt27GD79u0olUqy2Sxn79iB2+0u66lUX19PfX09dSegI/nxj8cIBoO88MJ3yWazBLVakCTsqRR33aXk4osvRplK0FLI9PzmN78hIo+wYsVygnL77N5P04hg9YzIoC/ixVRVyY0fuJGOfR2sX7++bKz1j/dDLMbF6xrpDW0Fhgp/giBVV5dbw46ihkQN5T9XVdgIIgWGwW5HpRLnoDORQLZ8uag5kgVhmZmNy2dn6cwqFeYlTaxaIgpQEolu8dkVLRhyEYLpNHJgbXs7DkcDSuUBjMYU8XgpALR7Ajz12k4e/q+HUfeoUSgU/Nt/fpqaGrGOu74e2zs07D8Q5OGHn6Qm7edPMT2TbOBtbctwOp14R0oZxoPBICPDo5zdtmzW+XO73Xz0jisYGBykzVhNRThFOhRDUyteL7oIBuNB5HI5FerZwXsgIAJhmw2S/UmC8SB6h56UOcWxyDGMRiNr1qwBIBfPEdsfoyIHkfE04XWVGGVyCAlyNP06zqoy3HrrrWWfZbOV1xzNnA32+Xx85Svi/QqFius/9zlcdU48Ot2URKs41CVJBK1FcnXNNSFuuGE/xtQe5AoNRuO7aG+HWMzH/fd/mVDIwcGDg7z3vfdgszmxWkUxuMcjCNfRo3DddbB9u8hIrFwJP34qw4azZLjlOroOwfLlQv6n08GEzEcsKqN94xbk8aggRvOkWIoz98nOSdL9SbStgtAXeywVs3eN5qay9zWeTK3VGwSDQUjpYjEYH/ezb1/vCQfVsXQUc7MVm85OKDtKLB09LjmSjYgLWqp+cyazZqKpafYxNDfDFVfMJg+vvlpap6DS5uabYXBQEKbp9TAvv1wyrvjmNwUp2rxZjBOrFT76UUH+b7utULdnFdmpq68WLm/j4yVZ4kI9qk4WCxmQLOLksEiOFrGIvxOcqvPcG4n5DB4atKcWHKQLpEL9Bk/d5VOFmiPN7Jnk3qNidr1Yc1RVVYXP5+Pw4cNlAfjM7JDsOL+EnhnHPzo6ylihN0g2m2W0IGOb3tfpREhREZs2uXn55f6p777rBR8ymYz154jzAJCWzBzuHCUVC/O1r30Nmy3LzzJZxsZUKJVKlEolP/rRj2Y1xzXNILQJFEQiWR596FGy2Sx79+6ltrZ26ruorahleO9LKENGRKF3suz9M5sJJlGCLA/kQSqeDwkzYZLDXiSjB71ekLV0KkYkFsMKGAxi3aqqSaqqqtHrS+cim8+Tm8yjlMlQGBTodM0kvAky2R7WOTVklNVUKJUYFApGRgzAJiYnO+nqiqHT2Whtha6xCZ55uR8pK1G5qpKB4QEu3ZpkIjSK32/FSohap5cxmZVA4INs2fgAwz2DBB7/H35oS/CtW+4syzCalUo+euUW3hdkFqqr4ehzbmwNbszNDiY7ExArjZmii2A0HZ3KOhUSmlM8dmICKircuN2Q9CdJ5BJYaixzSjyz0Swqswq1Q01TMI0xo0LTVpKbTb+OE/v2kdl9GNoEsRIuZY1T/ZXmQplBx74E+3aEaLpy7vHcnxLjo3iPkKQ0q1evwmg0EovFkMvTtLTASy95UamSbNokx+vNYjZ3sXmzk/5+Hy0tXgyGJmpr6zi/0MR140ZBtpRK/n/23jzMzfK89/9IerVLI400o1kkzWjG9tjGG2AcE4wTcighzSF7mzZJD0l/lOQsQJIrJG0owaUkTQJdEkKv0HJy0qRZrtM2aUloyglZCMYFxxjbgPEyY49mNJoZzaJZNNpeva/0++PRvsxibGOIvtflS2PplfQuz/Pq/j73/f3eXLFewmsGOSZ0Luk0DA0JIql3wz99x8qdt1k5M2Xl7LPw9rfD/v0i8PV64amnhFZmdlYIzDs7DczNgVYW2Y9yx616kDTn4DpwDsgnDinclqxWmJsL8eCDawuqbQY7OoOOWWUGrUaLrQ4Zr0AisfzrFwGrIQ+FUr0NG6rKUBHXtzB2yhGNirkVjZbK8vbsEQs8hYwUCH3XD39YKgt87jmRjfrMZypt1PfuFcSrUOq3bp3oQzQ7K7JnVmv9sbRat7omVocmOWqiid8QvBLnufOFRlqZRuUsK6EQ2J+L5mi5LFpqpKQ5qt6u218txB7l3nvvRVXVZUlnJu9QVihLKoeh6vjb2tpwu9105nKoqlo0fTjXvk4Oh8S2bf388Ifi3K/rlcnlxPn7p3/6Kt/6lgN8bxcbj4lf+LGxKC0tA4DM1q1bCYVC/PSnP0WWZfrtdkHO2tvJ5DVH+vwxSMY2JqaHySgZ+gJ9NWPNZrAxqTESJACcye9h40ja51GJqKfJVGiOBpl2yERauvHqPcWsnF2SmD56lFmtluFN2wHYEajN7J1NpUiOJmlNxzFuMNJh60Br0KJmZ9CrBtzWkttVKBTi0KFxOjqyXHGFuxgArXetx3i5kYM/OshLyZfQurS8HItCRGiB3MySm2hhhn4UdJwc+hekRBL9YhfR+CL33XcfX//61yvIyTe+UV97F4mA2ZNfdTcbMW81FfetfGyWl+JVm7mV2z2bfCYGfOJcpuIp2vvaGU2Mcvr0aQYGBpDsEujg5EwMtHDl5DQsaotMq3wea3M+cu4dxc+22WBkRM/ISMnBqhrl77fZWnjT9i66G5iySFWRYMHQRMlkcLS0FO8h1feWvr4AY2Mh7ruvckHIaBTjsPzrrnujRDqcBrPK+uuN5HJC8C+yVX7+4h7x9xVXiEaYBoOwLrZYhGDcZhNZqWhUZAfa2iT2Hxa9hSwWoXn5H/9DBMSKAv7LJjh4wMD117jR6+Ho6QyXbYXsoh6dTpgQpFJiH89ndqHebfZcgmqr3sou+9XEMzFa3M6VNUd9/cu+fr4RCo0Cla51F4o8aDTiepUbp77rXbXb3X67+FeOa68VGqkCiQoExPhIpUTT1WgUtm8X5OiTnxQES1EEIT92DP7t34Sjm8sFkrSDdLqDoaFJZmZ2MTW1kRMnhA6rWvPWxMpokqMmmvgNwcVynlsOjcwIqjU3q8W5ao5WyqIZugyr2g7g6aefJhqNsmPHjmVJ53LkqPr4d+/ezdVXX40hHMbhcBSzNeV9nQrEcDXXcXx8Hp3OXjz3Tq8oR5wPLwpiBDBbmX3LtJsxdAXQTEwwODiIJEkcOnSIM2fO0B2Pc/vtt9PV3s5wleZog9nMuCtHwpSoO9aSmSSqSUcGA7Cy0OHU/jRzcguWdRZazeKa3HXXfSiKwuc/b2Xfvn243VMA+M0b8LvdaDUaDiwJrVSh5K4cHQYDql/H7GKUjJzBmc6BGyxZT8V2hesvyxImk4LXewflp9vv93PHnXfw74f/nc3+zTz5HzkwLkHGxiAD+EjgIc0YFm58Yx8HDhxgNhhjXds6WltbCQaD7N27F7/fz1gqBW0pmKmfRVXn881yLEvI6UnGF+f5whcebjg265goMjoqgsaenjKr47wpYbklvc6qw7nHSedckjljlhlVS+tCFmZkDG2GinkcUSDVURrTHR0gy5V9tapRex9o3KzTW0WaCu+N7N+PXq8vzoN695b9+/evakEoqaqk00rRGGY5l62CBK88M/ZbvyUeC00u1aTK778XtCYduVypcevWrSK4nVFTtLhVdDqhqxqZVXEmssQG9RgMgoB94xuiL8zCAhw5IgLuw4fFde3vh6efFn1h4nFhfe31ihI5o7GUAak5l3WSc+dqAW2IShhoxdR56bkYaOuwwAtpdX2uMJtrM1QA99xT+9y3vy0ek0mRqQJhha3RFMhVCx/84McZGxvjH/5hG1//upnZWeH49slPCgvtZFKM0SuugK9+Ff71X0UvokKp3zvfKcZnobm003luVuqvBzTJURNN/IbgYjnPrWY/qr+7WnOzWpyr5milLJpkF/sRPBpkYWEBm83GwsICwWAQd1snY2NhIpMhAoEA69atQ6fTMTg4iNlsbkhW6jnfFVB9/H6/n/vvv7/mWpX3dVqulLA6o/Dii3MA3HhjH36/n9P5Mpe9/WX7lKw89y5zhC/92e38y9//gEgkgiRJGI3G4jkb0mjoAjqr9mN4fpiWthbuufMe5ifma8ZaaDHERGQQO1cQowMYz//rrrv/3d5uOulkfGacl4IvEYlE0Ol0bO/sJBQKMjw8RGenyFwMJZNoLruMDRYLOxH1eYWmuX19faXzKEmE5ieYDE4SCATImsX5MJsrM1iFcXLZZVamp0McOzaOxbKddDrE86efJ21P42n30J5qZ3FwkRaLBgxyseWu3CKMCVi00AncsG0bp4E+fR92o71irGSh4I5cF7JpCDWbwBgykZmZZXRhtmZsLjenIxGYndXS3i4yo1NLU+h79HT1CK2XiUpSprPqIDrHyyeGWfD52KnphKiCoU1c78I8nl2qrQN0uwuiscbzs/B+VYWhpSQ6XWXDYRANZavLLAE6OvwcfmIb999/Pws6XQU5LD8H5QtC8Xg3uVw9vzQIpdPQqWHAUktMRxfyhNKxcu+cAqlKhdNAac4XNEeFhG8XfWwr44P/X48ggNqukrbqU58Sj+3t0N0tslW9veJRUYQRQCYjtDBjY4I0/fKXIkPY0wMPPwx33CHKA6NRoS86fFiQupYWYThw2WXgdPq5/fY/Y3Z2GJ9v9UJ+Y2D1pdCaSaFBy3U2Nl45n/B6a8n2pWh1fS4wm0sEva+vOjvbza5d3bznPbXv+/nPSxmqQo/clhZBfoaHxdj47d8WRPyOO8R28Th8/evwvveJUtJCqd+ePaL/0E9/KrYp9KjaulV89uuBUDXJURNN/AbhfDvPnS9Ua25Wi3RaBCHGBiU5Db9vhSyamhKr9AaDgRdeeKG4Om8wGPj1gTN85zvfQWGMXC7HDTfcwDvf+U6mp6e56aabzun89tU5/nrXqryvU3d3d817oH6265prKgO7zGh+aXlT2ZP6fGYiI1bPpZiWQIsVl8vFlVdeyfHjx4lGoxw8eBCHw4HBYCg2eS3fzxR65udV9DPxuiTca/eic/joZJIYLUCtR2v1/qtZlT+/78/JKlnS6TTZbJapoSE6nCm8Xi16vch6jIwMcfr4cRKBAJs2tTE+Ps6DD95f0+fo7OgoX7zni+QyGTDDvn37aFPamFcGMflNmEylnlSSJHHy5AJOpwWbzcWpUxN861v3MqWZYsoyxQff/UG6NnexpXULLffJYEmxGAU3M3gsQeZ0Lljs4B133EG31svhZJApZnjnlr0V56bHZIKpupcUkynOYugUkIWAFUP6SgyTIzVjsxzVmqOlJWhp8eHzQTqcJk0aVVHrfyG14yjQoFzUPT6X/yLRzGdoCLLZ/ooyvnqfXSC/yaSfKVnHug21hiWRCNCRzP/HXPH82fl5FnS6ZbNC5QtCdns/Xm/94NxrNDI2Nsb+0dHa8aykWJKXcJvdFWWL9Y6l8D5Dd+W1WCnBLWkb184ZDCX/h/IswzveIR7b2oSpRC4H73+/eMxmRbbAYBBEyeMRpG1hQfSc0mqFY9u6daJhqyz72LXLxze/CTfdJHRYTz0F732vMLAwGATpeuEF4fKWy8HCgjafJRTbLxsQp1LLvHjx8Hqwuj5XtLSIf+U/dfV0VNddJ64zCPKdy4lre999JXKVN03l+HFBqqJRMQ5+9jN46CH4/OdL2aivf11s/+Uvl57bvVtkso4dE0TP7RZZqovU7mtVaJKjJppo4lVHteZmtRgZGQHWrsFZKYuWHhWkS5Zltm8vib9lWSadiaBkZwn0Bzhx4mVxKIsAACAASURBVATj4+Ncf/31TE9PV2R2qiHP5M0j2mozPvpGxz8+Lh7zRGg1fZ3qZcX27q08Ppt5NP9XWaakQxxzQXM0NdXDyy//hHQ6TTAYRKfTYbPZSKfT6Ofm+D9f+hJphwONwcDdd9/Nup4eQqEQPzt0iMf/3+O0p9PoJX1NuZfVYGXd3utZalNhZij/bCmSdrnkiv0fPjlMKBlijjl2BETp4pVXXklbWxvXXLMDn89HLpclFArxjQcfRBoe5kQqxY2f+zwTkxPE4xI9Pf0MDUWKAfSzwSApTSv9Lj0nEycJBoN41ntQkzPIsqFIjgrj5Ne/PoPHs8Tllxs4enQIRVEYCAyQmExgSViw++y4ulyMBUtRsIsouUmhOQK49i1vIT2RZnpOR3/HJvzu1QdpZnMMfacJg9QGpgX0mzRkFjM1YxNKwbrD0V9h2lFeBmb0GtngFZF2KiQC19GkGBOFsRUMBomazXh9PizPPktk/378H/xgxX51dkIqIur3Fsqed7kkDh0S5V/VqCZdn/jEn7HV58PZaH1DqT83Aj096HW6FcuEV7MgFB0f52//5K9QFAXZIRfHbFyOE5wPomZVZhIz7PHvqSBIjcpuJVtlaFWd4B6PiXndbRfzei6/6NF6Ds2sG5UAFtaLypNxBS8Vr1eYMuRyot9PIVt1++0Fm3URNOt0pdKqQrlVX58wFHjh1yrXX5fjyUMSHo/QxnzjG/CRj4jtxsZEturkSfB4+nC7YWhQEDxZFgTuHNfEVsToqPhd6OnpvTBf8BuC8uF49dW1r3/yk7XP3X473HJLyXiir09c761bxXPhcCkb/PnPiwzm3Jwgbb/6FfzFX8ATT5SI1P33i9dLzYcvDprkqIkmVolX2wb7QuFSOK5z1Rx1dZ17mcZyQVNh5Tdgzou/FQWHw1EMwCRDhmAwiMlkoru7m+npvIWyveTaVH1elag4xnrkaCF//NXOb9Wd78o1VgcOHGBsbIxrrrmmYSlRIWgcGxOr+z6f6Atk89RR6M5U7Vd3gi9++9vsaGvjfe97HwCPPfYYgUCA0V/8AjmRILBjB8eiUQ4Ggxg0Gj796U8zPDzMWHKMG264AWVWqVnRL/R4GZ+2MDXVgqqKlcXCqmEoFOHee0v77zV4sWvs2DS24nNvectb8LW20ipJkJZIaIYIBp/DEIux1+NhcnycseFFurrWk81aGRqKVATQl/f28lNpnhOxGTCCz2cGVxRLtoNqdHe72LTpaRQlRjKZoqdnG6lUimOHjpHpyGB0GYnH46hJlY6O0g9/QXPUTppxrQWHRtCHRdbhQAZkTB0GJifFWDk4PIxr01VET9aWX1qtFkjkSOciGHOQVSL4/eaasVkvWHeXkbDCYkJvb23QWLCkL4xbg8GAOZtldGKC9rY2PN2bkadlDO2lcRKJAO58Q+DZUuSSTC7kA6vaxYJq8j43N8zWrY01R8zWZ03+dJo/v/lmhrTaV3zvOjk8TDqbI+Dzc2ruVHHM1usfVU6OGpXnqkmRkdOZxaAuTGODIV8qmM4/Uegp7MvgboOZI2snR2tBueZoOV2VyVQidJvKssvveY8gT11d0KtLQwre+16pSK4+9CFhQFEwAMhmRfYhlRKGdYcPi0zWyy8LN7frr4cf/EAE3m63yDy8+90wOirI2Pr1wv2wu1sE6rGYKO1aCdIaf0eaOH/QaESm02otuSIC/NEf1W77z/9c+rvQ6eIjHxHjopClMpsFoWpvv6C7XYPmCGqiiVXgUrDBvhC4VI7rXDVH5WTkfKKw8uu31WaY4okMn/nM3UQiQnPkcrmIxWLY7Xas+fqXUCjEbbfdxuTkJJ2dnTz00EP4B5bRg+SPv4YcVa2GFzRWoVCIv/3bv0VRFJ544omK61adFQP49refoaWliz/8w1asVpjNieVkN5QC+lTld3vsp/C2KmQyGTo6OggEAjz++OMEg0FS3d1oNBpRrmQ2c3lvLwcPHuTw4cPknDnm4/MMHhtkc2BzzYr+2OIYxGIMtK7H4/EQDoeZnAwXsxzV+59NZomNxLjtj25DlmVxHVwueOwxshkZ2tzor95OT882ks5D/FSWcXd28qG9Vrq6bFy56XN5zVF/8Rxd1tvLffd8tvgdbW0K2WwKs7k21aEoMTo7nWg0bqam5lhaSqDRaEhLaQxZA30tfUgjEjORGUZHRSBvMIhsSnJeqI8srRY68hqoRRzYEGQ4HDEU5+CCwcANN/wLD/z006KJbBW5Tk29GUVZwrwwTWI0iru/d1kDguHhIMPDJWIqrIXFKv+29iTTySkiWj3ECuWZJtrbVd75zj8u3g/uuPVWguk0Xp+PNrUTZV6pIEcAmoSIVsuL4lpbpwiHp3G5rqlpCVRN3n2+AKdjSSSpQcPhRmhvp6u9na58tNxYnySOvbrMsBwGr5dot0R67lQFiV6pf1Sj8tx0qFJzlPeMYGCgsI+Byh0Im5kNr/7QX00USJV1g0j7aMtuGwXyZbOV/r72WmB8nJwKt9zSTS4njCQKhOr3fk9kprJZ2Lmz9B0gLNUHBwVRy2TgySeF/uWppwQJe8MbhD32294myNTQkMiOKYq3OO4ikVJgvRwhbOLVReG6dHcXCyWK2Lq1Zp3wgqNJjppoYhVYScD/WsWlclz1NDerQSpfy246z/UZ5Su/1RmmkcFFwM7evXuLz1mrIsCf/OQn/PKXv0Sn03HixAl+8pOf8LGPfaxim/Lgt38VPYsOHjzIM888w1VXXUUul8NgMDAwMFD3uhX2ORQKcffdXyQUWo9GM4TT6eU97/Ewf0IiEQfvVaWGq78+FiIUCuFr1/GVr3yFM2eeQZkGR39/MfiuJl3lgfnLhw4BINlaadHq2POmPdzyB7fUjCdfiw8igyBHwOFgdlYQhfJTUL7/991/H7IiI0kS9+67V6zMh8NgtSK36mF6HHPqSgKBbXzsf/0vThw/zt7eXrxeURjf1rZEW1tXRZ8jOZvF3dJB1+VdRfON5Nkk88ppTD0mTKaSRkuS7ICOVCpEPK7nzJkYWpMW10YXU9NTHBw8yId3fRir3oqiiEYyBkMbTE+TS4xAu8jInKWfLlK09x0mrDPC0NbiOVQUhS0+X8W1rB532Xk9WloZ1ycJDs/SnYN1b25sQJBIeCsMCBIJcDi8eL0wMZOGlgxoyylNjulpLQsLC2zZsoXjx49z6NAh3vWud+H35TM7dSLL9UmRlRyktLQ7Pt7PU08lWFwU4u3C9CiM+VtvvbVIdJNJP9Mjcl3NEQCdec3RZBVxqkoh1CNG5c8vV5KzKxDgC5/4BJEqzVG9/lHlaFSea/RWZrtWNNXMXZyIvUDSzodRqVZaQym0LKMB6rVzKpfKFaqSy6uTf+d3SkRq3Trx+Pa3CzKk04myQJtNZJUKlurT04JY2Wzw4x/DBz4gTAdeeknoqH75S/FZvb3w+OPwX/+ryFLEYqIMbGpKEDKjUXzPOVQ7NvEaR5McNdHEKrCSgP+1hMoV1r35f2A2L3DffYuN3nZB0VBzswIK1sTn0udoOVSv/JbD17uy/fTUlFDWG41GEokEU1NTyNN5zVG7YfUZu7BYTj44NsbNN99MIpFAkiS++tWvrmo8BoNBUik9XV0eFhcHmZiIEIl4OH1yGlXVIKe72bMHotEQ93zt26iqQq8uxAc+8AGOHbuM9vZ2rrjiCoJldsl+v784gPx795LOZklns+zevZurrrqKEY2CvW2Jy66/jJHcCD7Zx7oea9mYs6BjCwBO9yDf+x4EAnX8bPP7TxKcASehSKhIHM5OT2OemqITBxjc5GwWyKls9PkwvPgi1pERjppEbc+V62rrMYKpFMlwEmdqCcMGA132LrQWLWpyNq85KpEjnc7K0tIeEomXGBgw4vG4efTnOZYml/BoPHg6PCgOBbPNDJSNw/l5jAkHtAk7KRWJOHqyGRdkS9HWau8tklMiHA7zhb/9EiTBlDPx6c5P07uxVCJXHqw7nZUGBOX6n1mMsCiIkyffhHcKMZdeeOEFEokEQ0NDxBwOfnXmDA+++92ihLXOPIto8p7hFdxGx5YtHWSzIuCMRkMcPHiQH/zgBxiNxooxv7AAHRhw1Kme6+iAiFx7b+joQNi1wapV3PWszQuw6HT0aDvoCXRg8puW7R9VjXrluTpr5T4VStRCoRDgB3s+TRTLrwjYM/ktL2wUfj57ZWfm8+YwzlXs8yv4vayX7SknKwWTCqezVMbV2xskl4PW1gB33CEIldst+k4VMld6vfjcnh6K43RhQZCr556DLVsEufrud+FjHxPmAbIsSgCffFJ8ltEoMluFJq1areDsiYQoB2tmqV67aJKjJppYBS4VG+zzgUYrrMmkA7+/saHAhURDzc0KaOTY9kpRvfJbjpaGyvES3vrWt/LNb36TVCpFW1sbb33rW1Hm85qjdkNNxu7F4WHsnZ04q5co8+fl0KFDKIpCb28v4XCY0dFRPvKRjxAOh2s0R+UIBAKYTBlGRkbRaq10dQlNjd5up6s9R2ZRBAXBYBA3w/T29TD44gJf/epXkT0eDAYDTz75JCaTqZLELS2JL+joYKTQ5yhvP3741GEWLYtsCWwp6jQikbLgUh9HBchYmZ11smNH43ryQCCAXbaTOJnA7ipZX7cHAtDejqTTgd1OQhOGJHSZ1tPl8SBptTw5byOR0CD7W2tKuzoNBrK9EtHYAiklRTo9Dq1gcdRf4tdqrRiNGzGZcvj9rez7k3089sJj6CQdU5EpRowjGANGWl1l2YwNG0ifTkA4DVhwME8WWBjrw5nXHM1T6hl0cHgYn8/X8FoqiwqhkyGMizLb9euYXFgg+FgQn89XEYwvp6UrkNzysq5s8S/BHrZv347X68VisdDX18epqSmei8e5MdcCUzIGT2WEveiq1RyZTItks1b0elhYGOOBB+4lHA4zNDTETTfdxNzcXJHoLuNhks9qNphvp/MNhM/DwkhcVUmrWSw67XkpNVYT+cyzRVyXvKlm/vz7QatUvsFxccjR+bxdZqbWQI4uMoxGMUYb8eby83DtteKxtbWUoSrPVn360+Jx505R2qfXC65nNIrrGo+Lx7NnxWtWq+hJ9Lu/K/oRPfec0Go9/7zIXvb3wzPPiPK/Qs8ir1d8jsHQzFJdKmiSoyaaWCUuVRvs1wMaam5WgM22chbnXFC98luOpbgICmzWxr9iu3fv5vvf/z6HDh1i165dxSauBVRnC6xeL1OZTC05ygvnd+3ahSSJzIFWq2Xr1q2sX7+e9evXL9sI1+/38/nPf5YnnvhPnE4/N94oSs3iLxmITeXosYDdLvbHDIyfPUs0GuXEiRM4kyNkMiqqtZfrrruusnyvzPqsq2w52u/3M2eY4/DE4YY6DVrC2FhEN7ueBSyEw6dYWJhjYGCgZsXe7/fzib/4BCMjI/RtLPUpcjqd4HSSzYpxo1fFcZ1NpWDLFrw5C/KhMNosHDjg5JprwGYrXdMWSQIJnFaRTkkmgwCYzRVNQ8qOC9LpFOPjWoxG2Ni/EYB7v3QvmoyGB7/7RtKZUVIOEfQuLAi2t2X9AoeeA7Dgyft0L+DEktcczVPqGaRZQXEsOSV6LuvB8z0N6ekJfnHyY/z7T3oYulNhjtKxFTQ2zzxzkEOHDrF7txh/ExMwN2egowM6SYI1wqRWz0whe5Hvc+RwOPjABz7AI488wtTgICaHA3dvL0o0AWkdBk9pPz0emFkUhLBEsmDDhghbtmjp6LDz/PPDKIrCpk2bGBoa4sSJE/h8viLRzWTgTDKJXg/r1qI58nhW3qYMy2mOwuk0eGDAYiK4/5WXGqfHKjPPeR+MUlZwocoQY2wNx32JwLxuDfucz4DX7UJ7AXCui2bLaZKMZRz9iitKf/f2CvJ03XUlQvWJT4hHj0eYVxR6VOn1JZOKQo+qkRGR1fzFL0qlfn/3d3DbbaIUcHZWZKuOHhWkrKVFmFRs3CgyVCD0V02cXzTJURNNNPGqo/8cNUPJpNAjmNcSVK0C1Su/5RgdEqWHl+1wL/sZ3d3d7Nixo+4PdXUmstu3jFsXgmz93d/9Hd///vdZt24dsixXGEAsB7/fzx/+4fuB0g//e67TEouB21lwFvLzR7ftYywU4tDTj/LUU08BkM1mWfK565Z8NXI5lAwutnXvwWdpqavTYMFPB4NAkAWmePbZCbRaHblcjgceeKBmxb53Qy/d/ZXnUMln1GQ5CIDFIiJeOb3E7NwcclxGVU20tUE0eoZoFGy2UlSczmZRFhWMWi1Si4TZHODs/rOEJv4J/1V++vvfWHMeVTXG1JSebFYQyqnwFAbZQCAQ4NHMlQA4bUJztLDQTjtTaGMhMLjp6IAzkXV0kcTT9xzjOiMMbcPlkgmFIvj9fnwrzAElquAxe/jIX9zNyH+E+M6TPWSBZNXPeCQCDz/8MF/4wj/nz83X+Pa3v43Hsxuns5vubpBJg1aFiv46gt4Uznt3d7cwsvB48A0PizK2mB7WlUREx47BqR/P4XbDmKWdyy8XK+G53Dr6+sR4KywEzM3NsXPnTn7nd36H3bt3F8fM8DBEZR3rGiSAzubneI1Zg7OO4+IycC8zXf1lke/5KKE2+sTnFeZIW1sfPp8Pu91Pe7vK9HT1fUUjSgUvMArNaPvqrwGsCRrdGmrGFGXlbV7DaESqDIYScSnv+1XoUdXeLswGqntU3X67KMvzektaOUkSr8Xjguj39QkNVTIpyNM//qMwpjAa4cAB8R1DQ+J969YJS/XCnFxaEp+byzVL/xqhSY6aaKKJVx1SmeZoLdbioob//GmOCt/dne2mq6urrubIH1jZIa9eaU6HUUQ/hbKkVWUix8bEo8/Hpk2bePe7343H42F6epqTJ0+SSCRWdZ40Vb+ARimIsbVEKgAWDG7s69zYjv4co9FIKmVAlmXe/OY38+53v7vie8KHD/M3f/VXRA0GMBj40z/9Uzbks1x6owuH0UVno+VMxcwwW8gxCUzQ2bmVaHSaEydO1F2xHzk5wtMnn8a33sebt74ZgLNnzwLQ3y+yZtmsCL6cksTcsWNkZR2T2isZXwK/w1NTujWSSrF0Jo5hKkJmYwYLFr728NewOydQDqncccfXKs7p6CjMzkpMTEjo9SL46O3tKwbR8XzWJR4uaadaWESNtKBXe/PlYTrkiIEX59uYyc7yz3/1RyiKwr33rq50S3KIn+vejg34+vsZ+mOFJBIpagn8ww8/zPx8lI0bNzI3p3Do0CFuu01kL0OhELg6iEZF9q8jrzmKMIrDIeP3C6MIv99P0u0mMTMjoqjOTqF0j8WK5MhuB9ndRjgr9BZ2uwjGQFsMulYqSe7shE4MtFTpYQpz0eLz4a2XCVAUsc3YGIFAgI4Of0O3OlieHJl1OlKjKVJk8Pe88hJqnUVX9x5gt/uZmtIJx0by5iTAbObilNWdT9+azFy+rK51Fftcxzr+QqLQD67vfLDAC4hGpKrA1cvXA/bsEY+5HPz+79f2qProR8VnyTK88Y1iPhqN4rFQ9tfVBfPzcOSIMLV4/HHx3OWXw/e+J5wD5+ZEom/nTkGmnU5RcjgxIbYtEKrXO6lqkqMmmmjiVcd8PjiITU6uqd7fex7LNMqDGSNG7rrrLnqp/VG3Oww176sOpOq5ALq7RHRWrtkommPY8sHRkgg0CqVRZEvFSna7HZ1Ox/T0NDMzM/z93/89AC6Xa8XzNDs7C5R62SS0Ql9STl/2bhS/yM68Xire2orVYOD9739/TVng+NAQunSawMAAx6JRDo2MFMnRhpVqPAxLIkchOwEdS0svMz8/xfr1O2tW7EOhEF/53FdIZpMkXAn67xF23B35iFeShNL9zJlfEQ6HcfVcQ6C9HZdWi32dnviSlr4OZ43myKPoyI4lORY8Ti6YY8Z9grQzjM/fy9jYWE0plVYLmYwbjUaLxyM4gsPhKwbR3/5WFIAcJd3NGdbjI4E8LiMNSDA3h8EAOzcGeOrRUaSYhG9zyaEumy+r620QwapLeQMC8yKZVBhdm53UTP2Mo8iozjEx8TI2m41du3YBojfWgw8+yDveYUaSJG699Va+85XvoCoqMVOMz3zmMxWf49brmTCbGdfpaD89Dlot+rx9fnHsVvU56uiAUCia12eI55ZbCKhukAr1Fxeoev/EgQM8/NBDhK1WJEni0KHl50Chj0q9oG5JUZCzKhZJt+L+rgZqXGX4xHDxHnDmTJhTp0aKn5nNZSu2L5Aj9wUWnLyCtnA1yEyvgRxdZJxv99JLCctlqaCyz9S2baXXC5mpri7Ru6qgrSr8xNx4oyBTRmPJOn16Wui2jEZBpD70IXjxRUGefvu34T/+Q5QYut3w9NPw1reK3y1FEdN1clJkqCRJJJ5fS3qqJjlqoonfMJQ3qqx+/tXCVD44iJyDtXgsFgNq7bTXimpCMxoZpXeglhzFloTOxW5r7DpXrzTH4q8lDcXr4KwkR8Xne0quaVarlT179hCLxXjhhRfQ6/X4/X5mZmZWPE/V5CiaFcFDuYGXJa9eLuilnn7x51x22ZYaYgTQec01zD3xBNPBIC0mE1fmiVEoFGL/y/vxeX28aeubittXjDn7OHYW0M2uR2q7mh/84L+h1Wo5efJEhcVzoW/PhDqB1WpldnyWRx99VFhL5481k4kSCp3ib/7mYZZUPWf8Qd7x9rdzeXc3Oy0LdNp1GI1OslnQ5huyhEIhhg8PY5g24Ohx4Ew4wRpBo89y8uQ8kuSsKaXy+cBiSTA1pWd62lbMklitIoj2cAyAtDOvJZoXehjZOY+mA8AiIg0g53TibfViypkqxod2haXYSCzCaGiUDS05XK4cWm3j8a4oCtu2Xc6NN97I2952A7t372Z8HE6enCeXy7HJsYnB8UHGFsf4zP2faZglcev1xGw25KuuQjm9AFY7+vw8K1xPXVxojtTCfkYgkxGEqUCOloMsw1AigcEA6y2FvkAr3weGEwmiev2q7xVPPTVBOBxm796Omu3GZRk8GgYs5yeoTofTeI3e4j0glfKi15d0ej2OnortB16DohHz+jWUMpdlwC8GXklz8NcrVsr2mEwhjh0T94GdO8X8uP568VouJzRQuZwwsMhmxd9veYvIbuVy4tKqqkgsZzJiXj/7rCj5y2bhscfgwx+GQ4cE2briCnjiidLnjY0Jh8CZGUH0WlpEyaDJ9OpkqZrkqIkmfsNQ6GvzaqBRyVxBiG1eQ71/PB7n5z//OaqqFonDKyFI5YTGmDPS4+mpu13ojCBjl+1wNwzi1uxuGF5doGG1WrFarWQyGbRaLS+99BKtra0r6iKqyw77jLWlWMGICG8DHTp2797Nhm3dxNQscVXFWmX7VO/4CkRx2pBB0uow/jdjkehMTpaOP6X0wOAgJt00+yMRHnjAQUeHl1RqAlmWK/pHGQwGjhw/QlJOMj8/D8DRo0e566676O52MTT0DY4ePYJeP0a793qCyRSZ4WFmjUaSZgs2rZFUSpTgWSwDJTIra2mPtvOG/3I5mlYNrp7NfPydv8XMzEv4r6qfNZCkCFdckQTMOJ2WimxUjE0AOC2izHN+3oOHCB2GMcg3hGX9ehJDSZ45eBhpvZFP/dWn1lQ++tUvfBVFVZCdcW655RampuqPT4DNmzfz4Q9/gR07dhQNCGQZNm++gmee+VdGJkfImrJIeqmke+vuRlVVdGXXOpfL0WsyoTGb4er6RKc/VdvnKBTasGoTuWAQFmSpQnNUPhcTTmddIb9/61YyFsuq7hWhUIj//b//EkVR+MUv0jWZ1p5ytf15gNFvJOAPsK9fzJH29j58vlc/YM9Xo1bYup8rNNo1RKzZ7MrbNPGqodEiX4GUNCIn5dOyULa6c2ep1O+DHyz9ffvt4vENbxDDQa8X41CvFzrFWEyU/508KbJN69bBww/DrbcK4nSx+W6THDXRxOsQa9HtXCwsZ5Gry99910IqYrEYer0er9fL9PQ0sVjsFZGj8u/uznbTrqnvHtbTV9IcLSferi7NkSP5PkcddZqNNGoCmddUVZcUgQhcNRoNuUK90BqQSQv7LH2Z5uj0rHDYCnRYiKsqzyUtqIBOnmeP01lJkCYm8EsS/r17SaoqSVUtEsXu9es5dfYE+76wj05XZ7F8qzwjxEbR5yhgNmM0+olEFNzu2gBXlmV2bt7JBBOcCJ+gtaMVRVF49tln6egw8atf/YyZGZVI5AymmAtT13Ysc3Okjx9ntm0bSVlGH8swOjpKX5+5uI/2LZsJjkxyQ8DB1j1bsbVIaN0pPGkPRndtoHz2bILZ2ZN4vYsYjYuYTHuA0liztktMT+tIjJdU1zaWcCoO9EqexGi1SE49Lk07klmPv7W7SCr379+/7HgPBoOktCn8vX6OjBzhz7/4RUym75JK1fpgu1wyX//617HbKz8rEIBAoBu/X4xxg8HAI488gmnehE6n473/8710dXVVEOnBvBnCcpmNiXyJZrldXVubZtWrvfU0R+Vz0erz1S2f9Xd2su+uuwiGwyveK4LBIDrdAuvW1c8ymXQ6UiNCc2TqfeXZI515+fK80IKY136HeG0m79bZdj4bEdXB+UxQZaL5sjrXKmqlehoT+QuBkibxPLDA3wCsJlO7FiyXpSpfh7jqKvHY3l5q8HvjjSVC9dnPike7XZT3XcwMUpMcNdHE6wzno0/HhcByN+C5fFlda75UbDX7W67B0Wq12O0rGyWshMJ3q0m14TYaq46YoqBR1TWRuaJmpF75YqEJZGx1RdnBYBBZltmwYQOLi4sr/pjNzIgyp2QySTAYxOFtpau7u0JzdKXfSCwm3JBikoIKeAwGpmWZmKJUkqNUivHxcc4MDZHtFuYVgUCApfQSx4/+iIySwe6y0x3oZvD4IPfddx9tbW1IksSn7voUPq8Pu9GO3+/nr//6vzc8f4FAAJfBRUQXQWPXMJIdoV/fz+WXX87ICB3imwAAIABJREFUyCkymSwbN3bgcs3T27uZq2+4Bcf4OG6NhoTFRTgc5qH7H8rPhR9w6623IkkS0cFBsqkUi9lFMqkY8exzaLRZciaw6K6qcwaXMBgsWCydqGoSRYmh05XI0f955D/43ve+x8DmAYLBILfccgt79+4lcTqBPCEj2SWIRjFIcMWGXtKTadKTaaYyU8W5mnQ4+PjHP841dQK6QCCAMWdkfHgczdIiPW057rnnzzh1aq74XSUYgPpjoRA07t27l/379wsy29tNKBQiHo/jqbLHbtPrGU+nCafTtIkEEcbOSvK41Frb56ilZTavOVre0VFsW/q7npV7QwwP40c0Il4JgUAAnU7P8PAIen0tCY8pCjIqtjW2EmgEZUmUV0o28Xl5jkkjU81o3s3tQpOjZVz/14zMzBrI0UWG5TVYpvhqYrlFvouJlfRUFxNNctREE68znO9VoPOF5W7A02XkaLUo1+Cs1tZ6tSis/FYjrqr8bGwGNZfDZtezx+lcNZlbti+IowE5Wqa5q9lsJhKJYLfbV/wxi0ajTExM8I//+I8iEG+z89GP3sx164zodFbicXj+GR2qCoM6uPxqiYwcYUwGs6EDe1XQGJIk7v3mN1EUhZxRmFeg1aLoFLJKFofkAC2cCZ0hmUxiNpuL4/HI4BF0uRj21vXgconSrd7euufQ7/fzkc99hF+c/AU3O25mKjHFFtcWZmdncbm6iUa7mZ9PodVu4NZbbybd7iHlcmG1WNBmRlicPImqyvT19TI8HEKWZfbt28evDh7kX37yE/718cd58skfctttb8Pr3YIsTyNJrTX70dtrZX7eyOTkKJHIFIFAH729pUjTFDNhWDAwOXkCm600tjWdeUaBRRTTA9lWJ0pcQavREgyX5urLkQiRsbG6NU9+v5+Pf/bjhEIhHOkIP/rRPxAKjSFJjobXvuCeXLh04TAsLFjo6oKz+89y+vBpomqU07OnkVoktm3bJvpHlcGl1xNTVZRcjmyifoZSWhLnq9ysWZZn0WhWR47SaaE5mo1O8O0vfnH1izpriPT9fj833/znDTVHE7IM7RrcltWV162UmZfHRSZIGijo3MTzhaRcIWNUwGtSc7RhDZqjZTLgFwLL9X5rohavpyb35wtNctREE68zXCqrQNVY7ga8/hz7FBU0OOcb1Su/BcQUBeOkiluvZ9ZObUZlGdQLqIpGBVVNIDs64OBB0cSzp6enqCsqvM/v93PHHXcUm8yu9GM2MDBAJBJBURT6+7tJpQ+iGf8Z8+45nM49xGJWllSF9naIz0hkEzqudbQQU7O0WZw1x1hOwAfHxjgxMoIFsOqt9G3cxtT0FG++cid7A3txmB088sgjxfH4ho1vwJ9MCbLgcjE/L2zcG1XebN64maglSjabRTej45tf+yYLMws4nU7+4A/+gNHRUXbt2kVv72UsKgqRaJTJRAKXy4bfP4DT+QNmZ19CktwiE9XdzVhbGwteL/a2NmIvP08kMk2LHCKTnca0wY/RWBlc6XRWYrFu/vIvHyISSWCzPcf9999fPO9vvunNrLt8HaHoQXw+r3h+chKSYejMl2du2EBiMMF/PnsYqdfEdd3bCOgDpNNpnn32WVpbW7lqGevh3FIO4uC6+io+ctVVRQvrRte+oC8pBOSKAi5XJ5lMiL9++K9ZzC2CFm666SZ2795NV1dXkZgUkM3l8BuNwiyiirMVxm5fulJz5HZDODywas3RyAjEZImFaLjuos5QvtPl+moCUc/mbhls397F9u1dtNZy34YOgfWwmsy8saeSZF2k3qcr4swZ8VjWw/mcUd0e4FLCpVhWfqmj2eS+Ek1y1EQTrwCX4k34Ul4FanQDXsmp62KjeuW3ALskoe3WMwto8/9fDUKhEF/+4y+jqioZe6YYUJXMMSqP/+DBg9x88814YzHUhQXc116LK39dCzqVRx55BEVROHr0KN3d3Ste5wJpnpg4Q3u7RI9vO5BFUWLY7VbmdTLRWejRStjtEJ3NMRocQRvQYK367H6TCXc6zeDYGFPd3Uy3t2PWapEMNmJTGpySlz940x+wsX8jQLGhqMFgYCI0gbEsU2QyLe9gZUwZ2e3cTdKY5GdHfsbRQ0eRJImXX36ZcDhMS0sL//mfv+JLX/oSPT3rmDlwgEQiweJvXQEtNj7xiXsZGRnFaGwlGAwypSh0d3ZimJ/n5ZkZ/BkdgcBNWDMGlhZfJDE/iskUqCibCwbh8ccPcfLkMZaWWonHRzh48GDxGPROPX3OPvooIzeJBPqYE9x+MAMaDVKrHlvWTiqXJi7HgdVpx0KhEA9+7UE0KQ2JxxPc/fm7q0rpalHtPlloNbN/f5Al/RL9gX6CwSAe1UOb0lYsuSvXHA0tozkqjN3MnJux8Bhjc0I3ZbX6i/u80j0oFAoxPByip6cHb18fj9ZZ1GlpNMfyOp3V1tzUI0UFGLVaksEkScAcWH6hZjWZeZ2pcjGhev1mdGEUKLnWTeePJRWJXND7ts12/j4rM5svq3OvItt/EX+DQqEQn/rUp1AUZVVtDppooh6a5Oh1iEsxYH894lLV9sBrbxUomi+rc73KjRAKc6enswefvzZot+p07Ol2EVMU7JK06qxRMBiENPT6ejm5cLImoJrNZAiHwyyEQgQCAQ4dOoRelnmDJDGjqnREo0y3tRXfFwwGiUajeL1eYrFYzedV3wOmp6cxmUzs27eP4eETGNunwa4DtEiSHaMR3vVGoTlqd0A0uvzY9ra386nbb+fXisKix8MWr5dpWeaOP/kTEnUyGoW/7733XhJqAkmS+MI9X8Dv92M2i301mxuUKE3K6NHjGHBg0ooVfkmSyGQynDlzhs7OTmKxOZ577t/paP1D/BMT6HM5Zl4YhDe8gbbeAbRae/F4ckYjOz/8YVJGI1pFQZJlSJmQRzQkcmESs1k0GmjteFORIBkMoNPZWFiQqHfJpyeFTXd7Z5mJR38/8ukETMpILRLMzpJR4yzqR0mNpfhlOIQhYUBVVTo7O4loNPzn8DC/V+ccDJ8YxhV20d7WzujpF/j5dx/mTe9/B/39Vzccc9WNbwHO5FMH5Zll/zo/WpOWDletGK5dryecTjOWStE+Jwi8sasyK/Kf4Zd46KGHsKasxbGiqlEeeOAB4nGp4b2x3v2z3qKOpxH5CQbF4ypTVGpe8lfv+i0qCiNT48yFw/Tp+pa9dzbKzJfPuS6nsNaS7CLEKvTO7egQREmr0VZ85ryiMDGxxrLCc8D5bNewJnL0ClDsp1WFYi+4KgSDQTQaDf39/atqc9BEE/XQJEevM1zKAfvrDZeqtue1iNFUiriqcrndvmrCcb6x2rljSoEJCV0dO+xGCAQCzOhnOHP6DA5HrU7kpdFREWDOzSFJEu985ztxaLWMx+OMSBJdgC2XK76voDmanp7mRz/6O771repI2I/J1MKHPvQp9u3bRyqVAmDDhg34/X5OxGZJqXGcdneRALjtOtx5T4vnnw9iMs3h8/k4eXKhdmwHAnQHAtygqhyYn2daltECm3p6sDYoDSvMF3fATfTsWcaOid5Ad955J7FYDK1Wy0c/+tGaEkJToFTytHv3bnbu3MnCwgItLS2Ew2EAFhYkZmez/PvPfsZ6u53tl1+OZeYYJMfJZrsYHh6smKuZI0fojMdZ19XFeDLJyIkRBoxtmFs9sOBESSTYtGmeoaHyJf/fBX4XgyHKe97zPyv6P40fGwegpVVE4IWyPE1XmeZodpZYchrVouLWuZlJzqBoFV544QUUUfOGrQER8Lv9aPQaTkdPI58dYvgpiefHz/LpT3sb3nPy6w3FxotjY7C4aGNgYIC7PnwXR88cpXt3N32bxfUyUkl6CsG+3uulpbubbKq+HXMqvIA5oSXQL87t2bNBcrkQOl2cQGBHw3tjYTz4fOt5IRpl//AwH3zTm1Z/D12jrqRQUlaPSx0ZGeGh7+fn378v/7u5nI194d7x2f/2Wbq6upDsEvE4/PjHgpz19sKePeBrqVx42WCxMDk+/pr6PbEMrEEnNSoyZefiWlePGC33fCAQwG63MzMzc0mVlTfx2kKTHL3O0AzYLx4uVW3Paw1xVSUiy6i5HAfm69hGXySUz52xwTGGXx6uO3fSYWF5vabgAIqlU/Vq9bXj41jn5orztrW1la984xuE//mf6Whvx2a303rTTfjKNEdf+tKXCAaD/N//WydFAKRSDhRFIRgM1pRgbbK5AFfFvsTyCn57fixrNEZGRiaQpJaGY9uq07HH6azIpE2mxfnpNFYG24X5Mh+cx58yEbDbGQoGiUY1hEILpFJhbrvtNnbv3o3D4SgGqFpDaZXd7/fzwAMPcOzYMRRF4bvf/S6xWAyjsZef//xZLMYjdIVCaOJxNm7qhJZOUqkgXq+uYq5ee9VVnDhyhPGzZ5Ekid7NvehGNMQWJ0AbRom3MjZWaU4gSaL0SZZdPPDAAxVjY8sbhTV5JjtaesOZM+SmjpHpbcNgcaIbGED3ciuTwaeY8mboajVDCLZv347NZmNpaYmWAqOpQs+mHt77jvfy/PPPcySXRdreyuLk8vf34WHxWCADS0uwtGQjHo/h8rm4svtKpPZSCJDJf7dery8G+7KqIkkS995zD+a++t+z3eTgqWS2eG5hPRrNehKJX7C42PjeWBgPx4/HwOJgS4PAeTCvOdrwCjVHVUZ8FVDDYUwLC6v+3azOzBfuHa2trZw4cYIj40fou1qQzlhM9GjxeEoZpHoyyYvxezI0JB7Xr19+u/MOrXblbc4TLuWy8iZeO2iSo9cZmgH7xUPzJnx+EFMUskCH0VjfNvoioXzutMqteE31VdRGf62jVXlJDVAzJoLBIE7VybYt2zg9e7om+Ko3b/1+P7t27RLRlN1eE1GtpnSy0T2gHkF7fmREuHn1ibKiz3zmy43HdjgsrLxTqZrXEw0aPpbPlz6Phy6HA3VhAUVpIZEwYTIZkGUZm81WJHV+vx9lMW+O0SJ+rlwuF1NTU6iqyrve9S48Hg/Dw6f48Y8fo6vrMuLBIOFQCOPbdoGaod/QSW9vJ/v29VccT0EHVfi/6lPRz16Pxpzi2IlpUqnK893WNoYkKYyNDdScj8K+SQXXgngc9amfI0+fIjfoYv66eZze63F4HLzRci1Je4oBextRQxSHQ5DY6oxidWnkpv++CctJC08/+DSLM4PYbDl6ehpH/OWJlXgcTp+O8+KLB8jlVLZv13H99aJpcvKs0BWFFOEoNjAwUAz2HZs3MxYOL0sW3Du2csu+uwnPLRIIBLDZREnZSvfGwnh4+eVRent72RSorz1zNtIc5Ul4ReOUZVBlxFeBDX19uOJ2Zl6cQWpd++9mICCMNR577DEA/uXRf2H3tbvx+/3FHi3T04Ij2O0wMi/6jPU6hRBsSpYxdnRc8N+TNfLJZSHP5Pu2ta1C8+VbXld4vpFOp+nq6mr+JjdxzmiSo9cZmgH7xcVrTdtzKcIuSeigWJq1WpODV4J6urzyudPb1VtXcwS1Nt/lJTWpVAqNRoPRaKwozQsEAhg0BsaD43WDL3NHB7fffTeLec1RcUxZrfWXmYHTp0/n/2qsuSh8/9TUFECxj81sPkvgztdchUIh/uHLX0ZRFH6h1Rbf12hsT5w6xf/+ylcYs9vJms0VZUj9yzgP+v1+HFYJnn0WNCZ8Oh337/sg9/7lX5LLbWBoaIilpaUKoiBP5s0x8gQkFovR1dWFx+Nhenoat9vND3/4OPPzJ3niJ0E+0t7OVX19aAbD4PIyMbFQvNbLmRjorDqc1s0A9KVCNa/Pz3vQaOoTv4mhCdQlla4NXeisOojFUN1WMtoA+oUcmqUllMkgRmMHmwIdpMfTkK4ccxqvl0xbW/F61Cvx7NvZx92fuoWRkf9La78Xm20EVfVVmEcUUB4Ix2LkLe9VNBoPS0ulpslai1jV77SU2FSBrM+eOYPGbsfg84l9BozdlWQkqM5Cl5m9W3cUn5PlaaxWE37/8qYRq7l/tjfSHI0IgrFazVG1tXk5HF1d/NGddzA3FqbvquU1R/Xg9/t53/vex/z8PJs2bWIpssTwcZF5tlpFKV35Gsf8YuVOLOZ3bv0F/j1ZLnu2VihRsc+rIkcXGS3nkwU28RuJJjl6HaIZsDfxWkK90qwLieW0RauZO9U23+XleAcPHiSXy3H11VdXlOf4/X7u/Ms7Gy5aRBUFs8fDjjWsWLtcrpU3ymNxcRFoTI6CwSA5WWZdWVlRW5vYxmyu8nCOx5k5cgRrIsG1DgdP5xvLrvaeMzl1FlIztPReCdPTtFut3HXXXaiqisEgskcVmqO+Spvl6ua/s7OzKIqTN77xJk4Phlm/dSttu3eTmDlKZPgwX3zkRyiKglZrrHD7W05fVu9YUqn6Vl9qXOXw3x9mLjrHzv8SoO+3+zDbW9Hp7ej1QTTtkLMFkBYzoItCWxtZuUSyCuOjUI5YuB7V5dEevbh2HdoMNs8mpJ4rkeXpmoa0BZw5E2JkZIQNG3pxufzY7XaCQR0wTZ9ey/TQNGlTmt5Okb0o1xyVkzaDz0d3VxfZyfrEsFOqTMmoKqTT8+h0YDC0131POZJJUTpnMq+x309X17IvVy+AVFubl2NSljFu6eJNu87d43r37t08/vjjzM3N0ZppxWsuZZ6r1zi8LZVZ6Rqb8tcA1lRWXCCyBcvECwyr1UosFiMej1+QVg9NvP7RJEdNNNHEqw6rTnfRSulWo8urLuUqR7XNd3lJnMPhQKPR1C1rXY54eY1GYopCXFVXfR7a8lmG5XDvvfeyb98+urq6KoKF6iA0EAgQU1UOHDmCO9+wVatt4EIVi9HR3s6MVsvciRNovN6K45zIB/ldZeVO5YFqX/cWCC4U64wW1VZsNgvbt3fX/TqtvlKvUN38NxqNAmamp+N43G68Hg/jJ0/ibrMxFpUxmebxen2cOFFy9SsfA8ePH+fRRx/lXe96F21t4tqazbVBsiTJ5HKgqgYOHjxYJHHKlMKvj/2auCHO6L8d5Hc3vJ+BXW9C96brsc9vRTGD5OhAp7OSOJ0g/EIUrc+IT5ZQ46rINFGp0SrpcY6TTCYxGAxkE4KcGDZuJzsfQ5anKbgNViMUCvEnf/KwMMBwz7Jv3z6uv97P1q17gBgurYmF7AKStjS+5bydtCGfqfH7/XTlG/T4urWNHcOemhf/cQjyJowPNqy6z1EoBMmMHm+D7U/nNUc1xMlee9ylz6wlvx0djcl73xr6HDVCRea5u3Hm+dXE4KB43LDhIn/xK6gGKPaCq/N8PcTjcQ4cOICqquh0Ovbs2dMkSE2sGU1y1EQTTfxGoV7gWY3qUq5yVDd4BHjb294GUHQwq5chalSWFM87vqmADtZsSNEoeLBal1AUhRMnTgCsGCykrFZSilLsuFTdCLUIux20WlpkmRiQrjp/qSrNUd0szd43l+qMzliJx4Uupl4MoyzkiaqjdC3Km/9arVY+97k/ZmRkhL6+jaixGHI8zkinnuzCArJsZ3AwiiSZiySufAy88MILABw9epQ//dP/iTdPCKrPq8MhShNjMSs333wz27dvx+Fw8Lbr3kYmm6GnpYfJqUkm5/KFjlYrOaUHHaDTiX3XmrRoolkSTy+wpDeCDpx7nEWCVIDf7+fWW2/lvvvuw2w288gjj/C5T3+OTkcnyBacrr0oSgxJstfNGgWDQfT6Wdav72ViIlIkhf39VkBs70RkfJJn8pojtaQ5KuBs3uUwEqmfJYhEIO1xA2DMX+uhIdG3CFZHDrxe8KLHWoeLh0IhTg0Pi8+rzqrm9406xKbeAsjevbVW4uXzNHk2iQKY+8+tITWsvmojOB8EIOAMABDJE9OOVfZsOlcsp7taK+TpPJluX8U+v4IuuPXsupdDLBZDVdVi2W2hfLSJJtaCJjlqookmfqNQL/CsbqJabh9djfIGj9WB/+7duxsGSOWlVOWIKQoqop/LWgwpCpqjycnKJffqfXK73UxNTVUEC8l8OV1bPhgLBoO4ZJkrN20iNDy8fJmc1cqgx8NkRweea66B8fGK7fuqNEfVgepLQy/R8sZrcHR2Eo+L4EdV4cABoc2ojmNGjgqjiL69jbUg7e052tt70BhF9sms0zGzFMLRYuSzn/1TRken6urLHn30UQC2bNlCMBhkbCxOX19H/ryWPj8eh5/+dJB/+7d/RKvN8dRTStE4AhOEXWEmliYwdhuL1tgAciRPsh0SajBC/NcJbBkzUlBG92YL6pKKElPQWXWcyTdcXZc/f7Is09bWRiDvnhh8LIjtMhua+ByO3Q6M/sZW1oFAAItFYWLi1IrGPDpbPnNlrv28DoOBUCoFnhRtU4I2z1RZfo+os+KchxLFcWe1Zrjzzjvp67ui4fcWYLWKRri5XKVRyIrW+gV76DopqnoGJ+XW5tWf/cm776bD4MEunZ/s9XKZZwCDrpJQLOWbMJ3HNkR10b5yleOqocznNUerIUcXEdVlt/ZlMoxNNNEITXLURBNN/MahPPCsV1pXsI+uZ9ygxPKBj11aVYleAeZA/RXpczWkcLvddZ+vNmVxuVzMzs5WBAuD6TRxVcWcL2cMBAIYtVpCw8PFYDKZFI1h6pWY9WzeTNxuZ3B8vGHwXTh3BoPh/2/v3sPjysvDjn9/c9NlNNZYl9HFGlm2d727LFkMXq8BZYE20PZpN5AWQhMoG8AsaXgolMASAqQbypISIKGUNmnZbAJLQwtZLiEkDRDIErNPMIa9L7vrm0aWJduSdbFGI41Gc/TrH+eMPJdz5iKduUnv53n8yJrLmd/cjs57fu/7/nIOVNt727mcuExnayfxOExOjtHdDUrtK2hzPDExwce/8HHS6TTe73sd158JBMyg6JyV0negRbMW/y5aGwSD/Rw9+lICgdzXKxqN8prXvIbHHnvMNg0yWzAIt956HX/91x6uXr2K1pqxsTEGBgY4evQokUiECxcucPToEOHwLIbRhdcbpHX/tSA7PTUPiylab9xNMpYkeT6Jv8e/sVBoR15AnH2A36E76OvtIxAJkH50FuN8Em/02pFu/uc0Go3yrnf9Ls89N8ktt+whmpfitXxqmTNzZ1iNrvK83ucRDAQJUHiQ2+nzEff5YB28aNvXZsBrTkc8FnuOdDrN8PB+ZmefYGLi2bKCo+VlOL28Qlt7bupcye/WoH0aJtg3Jsr0Lzl4sHDbj58/z623RuhpL6/zXSnFZp4BBkO5Yz9QpIlJo2q/voKao1jM/FmD7rn5abcyayQ2Q4IjIcSOY3dmOVt6Mc3khUk++ocfLThznbpoHfiEfCW3U47NNqRwCo6gML0n+2CB1lamrTS+zLpS0WiUf/+hD3Hq/HkOWweTqZTDKosU74o5tbrK5NQU/+tjH9t47e66666NGp2BPdcK6c3htLK0BD09hWUksViMtfW1jQVGnYLPixfnzaYFw8N4lOKCnqU92EcgECGx9DjLy89y+fLwRrCW3fQh+3l0d6+yvHyG9vbChWAGB3v5nd/5LU6efJzV1VXW1tbQ2gwYXvayl2EYCaanv8rS0jqp1DTh8Che37UDM98LroelBaZmVzBuCBB50S5a+lrwBr1MTEzwzNgYbzh2hNkLBiS9QBT4EwCGelJ85M1xM5UpegDvC67lR9nNsHR1RfnJT4YwjCHGx81OytnHiKmOFD+79DPSs2nmk/OMRkfxafNwoCWr9mltfd1M9briwenT4JmaIr6WILIngs/n48knE6RSUaanzfWSSqWZXbgAq2t+onkTQJnv1uNzc/ishYFzdNg3yMjI/w5ktzbP/96+ZGSEqAt1Rxn5TUQaRXaAWFNVThfMl512K8RmSHAkti27s/5CQOmW96lLKcYfG7c9c926t7Xs7WTLLB7bsqfw7PRmGlJkDszt1iwq2H7WwcKl1dWCND6AJ1pbMa6/nvGWFoYMg2CgeJKPU/pgan2dsYmJnNculUrZttEOBuHVrx7YKD+am5vgkUeuvZYjIyO0GW1MnZrC1+48Q3Xvvb9DOp1GqVaOHTtGf3+Yi0uXgYsMBHuZn2/jYx/7CFevXuWJJ57YqBfKb1meSk07Pt/V1fP09kJfXx9dXV05zRyOHDnC6upFIhHYs+fnNrrIrcfNg0J/2G+2Ch8NM3s5TqoddG8LXq8ZGH343nuZ6upidvfN0LkMT4etAMl04UqA8GiYdDyNL+TLqVGym2Hx+6MMDMD6+iUef3yG7u4uDh/es7FPbI+00znQSSQYYeL0BJeXL5NuMT8H2TVHY5m6HhxmCfwJvr92hnUM2nSCuz94Nz86/gzf/OY3+da3vsWDDz7I6173uo10UztDQzCEn/a8mqPMd+txq+ao4P5WGiJlzrpkd3e2+96unF1hDWg7sPVZnPwmIvnG5s0VevftNlMwnRZOrlSpv3kVNLgsKTVt1RxFygh8iszyCdGIJDgSTaOSYKdkvrrY8YoVT7fua2XEN4Lv+4WzQp6W3AOfcouwddo+LWmzTlutpw5WeBrYLo0vnk4zEAhUXPeUb2JigolYjL0tLY4zagtJs7tZuNWc/ci0OXb6zr7vbe8rWnMUi8VoabnK/v1DPHlqmaW1Nfbtu4krSyHWjSW6OqI8++wjpNPX6oTyF5rNCAScF4LJpO6NjLTlNHNYXl7m05/+NLfccgPPf/46b3zjG+nt7cPnC7E6bRa6+MN+mJ4maRjEOgMYwLQ1axeLxUh6PET6++FqADpT0JbOCY7AXIfJG/TC7CwkAWvm0G72MhSC2dlpvvjFL7G+bvDUU2O84x2/xn333Uc6nUb7Na9666tQKPxBPyvJFS5MXbAaKVzTHwhwPpmk5+YkPG1edoVrJwd69sTxtQeJBCPMJGboHOhk//5uensThMOdfPWrD7OwsMDf/u3fOu6D29thXWvGz09wfny8oDbM8bs1Ya1F5fD5P3HiBCdPnuTIkSMcPXoUq+e2TWhzAAAgAElEQVTBxiRG9rYX1tZYa1mn0+/QobFCdk1EsrX6cmeWnBZOrkQ5f/PKaHBZtkxdVVnBkRBNRoIj0RQqDXYqqQURIp/H72F4/7DtrFCpYmsn2TNObiinlbcdpzS+/IBpefkMgG2KmZ3872h2Kl32d286Yc7OZIKjc9YCNJOTk7bf2f0/v5/97Ed57WfIRkZGWF3dxenTc6zuihCwOmP1dJh1NoaxwvBwPz6fj6tXr+Lz+QoWmi2Hz2emcUWjHTnNHDo6OnjyySfxeNq4eLGV6ekQ118/itcbpO1AVkC8uMhyKoXR15cThI6MjNC6vs65WMwMjNaBlSKfrVmzAUImOHKavYxEThMOj3PgQISpqWVOnjy58frOPT5H5EyEW37uFq56r/LJ3/uk7b51l8/Hbr+fx34K3ZfN59KaFT8lUiEePr3GzOoEnrZ2QoEQe/aM4Pd7GB9/DoCbbrqJ+fl5x31wIgHHz41x/59+luD8fMEYHGdIi3RAO3HiBHfeeefGc3rggQfYvdvsJGkXS02vrUGXorfdnQP97EYcdgZCuWs0FVs4uVy1/pvXfl0FNUdj5kwZ+/YVv50QDUKCI9EUKt3xu1ELInauzJlfuzPXpYqta6WSRWDz5afx2QVMKV9lq8xnvqNdBw8yceGCYyrdgd25DR7arSJ8p+9sflBk13zgwx++l1gsRmhoiEQ6zanxcQ5YTQhWVyfo7eXaoqY2C81mLC+ftsZUuBCMYZhpXF5vW04zh6tXr9LW1obH4wHa2Lfv8EZ77ZyxX3cd7YaBd2EhJwgNRqPc++EP85VvfpMffqHDDIySRWbtbI7u7T6nN900TCiUYGrqND6fjyNHjmw0n2gPtnPwBQfp7+jn9KOnSafTDA0NMT4+nrNvnV9bw9Cabr+f1uHCMQUDQUZXeokvzhB64SGCgSDpdJDXve4PmZl5GPgq81bA47QPnpyEiSdm8SUStvv301b6XME6R0VqSjKBYGbB35MnT3LnnUcdb19uQ4RysxeyG3HUSjl/8+pWc+RiPZcQtSDBkWgKlQY7ldSC1EK165+kvqq4Sl+fYmd+i7X5Lmbsx2NMTEyw7zbnltSVWLdSccyD8q3LD5iKpZjZyXxHz09O4vX7Hb+jXk/uQXZ/VqW83Xd2bd5KTdvtd5xBHhzsprMvzI/iKS5euMDY8jLLbcu0e70cCJszDNFosOjrPjExwdjYswwPR22baq2ummlc7e0Hre1FSwZcyQtJjCWD1mgr3qDXcdYuGo3y+le/mve9051uafnjy4xrcHCw4PUd1IPsTuzm6aefztm3JgyDr1+5gqE1e1ta7NffSiQITs0QNAw4+RiMjtLfH6S/f4Bdu8xao1Lfu2gUXqEGOPH367Zrj/U4pbpZi8OSHzQBR44cwefzMTExsREY7ioS63uVYvmMuT2nGZFKshc8vuLfyXPz5mzp/t37AfuFkytVzt+8Ij1cKpbZRwb6rr1X/f1OC7YOVLxekRD1pDJT1juFUioELC4uLkr/+ybTrAGA2/VPTn+AWluv8sY3vlfqq/Js5vVfu7qGETfw7/YXLNC52TF88u5PYqQNVsOrrrxHmXWOKq05covd97Gc7+j8yjwAu9t2l/U4Z39wdqPmKBaLcf/992/MMBw7dozbb7+d5eVTXEmleNoY2EhZ2+dL09fSspG+V+x5nDhxggcffJDW1lbHz4hhJABsF129bH0h+/quNbEwEgbTX55GG5qWvS2Er1s1P0t9zo0uIhGDmZnCz1tvr8H0tHX5lSvmzzLSKp3ej+xUtdRMiqnJKZ67/Bx79+7lxhtvBMwmAY8uLZHWmrm1NV6eDNLvC9AazTo5cOkSPPooRCIwMwOHDkF/P6ur5pGw40LCeQytOXHiBL937720tbXlNMtwVGIaJL/myIo/sIs/5tfWWJtOEfb7HWtojh8/bvvZs7O2kFVrZuPSkvn69HeYr8+YNTuWv0ZYI8ssHpzdwKJYb5gddqgpaiQej7PLPPOxS2sdd2u7MnMkmka5he+Nxu1ccLvACCCZ7LQtMt/pKn39jYTB4olFMAAvhEfDOQHSZmqOYrEYi62LrtYD9BZZ0dGNEwnFUsy2EvDPLM8A14Kjs2fN9ZQOHLiWbpe9RtJ9D5hNBHzfN+uY7GaQW1qGCPsMvPEUE/PzJJeWCER2k/QmWVyZIRgI4vUWzghknseFCxc4e/Ysd9xxh2N9jF1QlLG0tATkBkfpeJrAQIBAJEBqJkV6fApvW5oLCwuMTU/bvjeZAMjuQBysA/G5OfNnieCo2Hu0cto8sG0/2E6gN8BI7wgjjOTcP9O4Yy6dxq8UIY/NSYJQCLxeMzDyeCAUIpWCZHK57O7NS0vmOkcxh7XH1q2jak/+kffQkM3Wrjl69ChHj15LpRsfN3/axVIza2uwWxEpUnNUSfbC2nTx4CgTFGXUKijKBCjFgphyVdLVbx/n4Bywf//WH1iIGpDgSIgqq2X9k9RXFar09U/H02Bw7aA2ns4JjlKXUly8eJEpz1TZwUc1PgO7d9vPvExMTPD+97+f+fl5du/ezSc+8YlNBUg+n/OMSywW4+rVq3R0dHD16lVi1iKPH/nIR7hqLfr6ibvvtn3c67pyGzx05K1Xk31Qf+XKFdra2rj55puJWS3B7VKHvN52dnnhkH+Rr3zve2gjxZ97Z7jhhTfQ2Rrn8MCL6O48ZPs80uk0N910E2fPnuXy5Z/S19dn+/4YxvLGY+XLDuwyfCEfeDHXJkol8KVmmJ6Y4Stf+hLPdnez3tbmGFQW/byUOVNY7KSAv6fwoH3Fmr1osw7Uy1p/KxiE0VE2erEHg8ROAewvu65lagomL8yxNj9DMpkseM5nnGqObNLpihkYcL7uujKCk0pStd1oB57NrawJq8FlzWuOlml37AYvRCOS4EhsC42cclfL+idJqStU6eufc1DrsX7PcsV3hY9/4eOsra+VPWsSjUb50F0fMmuOjrpTc2QYBgDevIPWEydO8JOf/IRgMMjZs2c5ceJExY+X+30qvD4QCPDEE09szEoEAoGNg/GhAweYuHDBcXbMo3LrMfry0syyD+oTiQT6qmbquSl8QV9OE4bscQ4PRxgaGmJ9eZkD/f3MLs/y6OMnGBkaYX24i1XsC04yQcj8/Dy33norr33tqzh8+LDtuFdXLwDXao5KyaxrlI6n8S0n8T4Hk6kU6+k0BwcGeOrKFcfXyI19RrEAy991LThaPmUGfRcwn192mmbQ6+XChQv8aHycm/bu5Ya9ewsfKNOL3dJfXibdBqUmePCBjwFJlFLccccdOesi9fr9XJic5PjERO5rkUhce/wSsj/PoZDdZ1KxfNqqObre+Si+3OwFp86KGWfnrNnSLjOonrJy/gZtcv7cTMt2s5X36iVr3bb+0nVSl+mHCj8XQtSTBEei6TXDmka1SglstOfdKCp5/XMOakM+puamiGUtTDo+Oc7a+lrFKXIDgwMMDA7k1mxsQSYdze2ao3K+T6lUiltuuYWOjg6WlpY2mhH4fD7mn3uOcJHZsbkVMy2sq82+2172QX1nZyfHXn+MtbW1gnWOsse5e3eCd77znfT338rs7Cx/9r//jDnvHOOXxnnLW95C5z77Op9KgpCWFuc0rktWtXl/XmSwsTZRIgxnvOxpacHj8/HsxYv42tqKziA6fmZnzLREiqRVZu6f3TAiM7sXjUbR61bNkUfh6zIPA/a0FbbGfm58nLd/8YusaU3kquLe1/4Kz39J8dbuu3bB6upFVlehpaVwuib/RNalSzHW1SojI/s4PzZGX19fzvNeunSJz9x7b+Hn8fRpM0A6dKhogJT5nKyuKrxeL7/xG28paJ4xt7ZGOghhvzuHRNlNROx0BHJnS1NF1jlyMy3bzUVg15e3vjZTtkY+wSl2HgmORNNzu6ZHiMxBrW2g0BWlbb2t4hQ5t4KijEjEvpvc0aNHOXz4MFevXqWzszOn7qLYAUjmusuXL1upZiEmJ+1ngEZGRujsNGvcMusFlRtoXFk2GwpkgqMzZ8z1lK67zjzozt/OkFVbkr/OTfb3fmLiDJOTaxw4ECQSidDT2cMLD7yQicsTRFYDeIzLGEZfQd1QJQdkdul0GcuZzmlOrPSzSDzO62+7zbHmyEnOOJNJ88ISwRFcO1mS/xnuXjHblrUfbCfQY9bZBCist3lmfBz/8jI3dHUxOZ/g9MVJnk/x4GhuDmZm1ujuXi9ofmD3ferp2cdiex9Pzs7SbfN9Ojs2Rsow2J+9f+/qgvPnYX0dHn7YTO1zCJAyn5Nw+DCnT5/mox/9KD09PTmB1pW1NQhTtOaoEmszxYOjvo7cYH2kSFqfmym5mRjMjQaXbfsLx9zXZ18Te1v3WTgL2KSfQnOc4BQ7iwRHounVsqanETj9ASrSBEtskl3gfbjvMO879r6Kao6qIRy2rwmKRqN88pOfLDjoL3YAkn1dMmmmN42PL9Ha6mF4uDAIcwqEotFoyYP267tyGzzssumxXM5MX+73vpV9+24AzEVHQ6EQV6auEG5pZbBnnPn5q7S07CUcHt0IkOxej+5uq1GBTepcsW51+8spNLfSz4b6+xm64YbSt7ds9cDR7jPc//zCHKdMgNeeVctz0969+Lxezs3N4Qt6ed7hkaKPlUjAN74BhjHM3r2FMYvdWPr6bueu174Tj+8cz99XmHKq9uxhJRzO3b/H4+D3X+uSF487BkeZz8nc3FPALG3WjF32ibTrXW6I0Hade9tzMy3bOg9RtZojx3bdlzscrjDJCU7RaCQ4Ek3P7ZqeRp/el/Uiascu8G4daGXf/n0c8JlnQcv9vCTPm2f8W4ftZ5Dyt1Nqu+m01TXPV7gbz9w+O5Wq2AFI/nV33PFKensv09fXS0fHOIYxVBAUlBPA2D2H/BkgpxmwjLVZ6yx8d+5Z+Ozv/fBwLwMDuwsuHxpqZ9euaQKBCKnUDOl0fON52AYN/c9zHMfq6iRQfs2RW7Z64Gj3Gc6e0bCrOcp+3z7ztrfxTLGaoyzxuNn4wC5mmZiY4PLly6yuruaMJRKBnqEBUt5eQjaf5RcMD3PPu9/NfHbNUSJR0CXPSX564X333VdwIk0pRfyxOEbCIHQotOX2/cpTvObozJw1W2o1J5m0ao725E+1ZT0HN/4WlTHZWLbVi1bN0UDpmqNSZ+522glO0fgkOBLbglt/PGR6X2QrFXhX9HkpksqSv5277rqL++67r+h2z50zF5K0qzmyG1exA5D86w4fvoldu7ptg4qSr1lra9HXZnZ5FoDu9vJWpMwOjgrX+IoCUQ4dOsXDD0/h811boDUajWIYCRYWZkmlZgAPPt+1g2jboMHvPKaWFuf9wMWLFwEYsFqiOS+GWfnJjfxx7u/ogOlpMwIpg91nWBtWzZFXbQSdQ21m+qLd+/ZLL3sZyfEkyfEkrXud00Mznb2npq6gFIRCPQXb1FrnNF1IGAY/is9jaE2Lx1Ow2GzY7yc8MgLZB8w2XfJKvQY9Peb7d889hQvhziwkWXxmiaBSGAmjoH1/pdbmrM9sl31a3a6W3NnSdI0WAXJocLkp60n3ao5q2bRIiHJIcCREFpne3znKnfHJD7yzF3is5PPSOuR8UJm/nZMnT5bcbqYZQiKRIJh3cGg3rttvv93xACT/4GRwsMsxqCiX02szu5IbHJ22+gtff/21dLuc9+bgtXE6rfH19NPDtot7er1BwuFR0uk4Pl8oJ8CzDRqyFkct3JZzqlQyUwdUYpxOlxeTP849q6uwuFh2cJTZRvb7nVnAs/1g+0Zw5Mf8+dOf/tT2fVO+0ovjZGKW6ekVQqF1gkEzOMr/LGQ3XZiaS7OS8DDS7WcmlSKeTucER2mrUMaXXyiT1yWvlIkJ8+fBg4Un0q7MJUm1aiLDHbbt+yu1dqV4cBQJ5r53e1vdrUd0YjW4xK4re6Xa9lWQOpjJ57vOuV6tVk2LhCiHBEdCZGm26f1GTwFsVFuZIcxe4NGtz0v+do4cOcJjjz3muN1EIsFTTz2FYRjEYjFGR0dzAiSncRU7AMm/zimoKOW8FSg4jeFgd+5MV37t1Gbem7W1VscDPq836Dj+gqBhJbPwbeFsXDptLvTq8xXWT2Q/z2p8D90+cPRHrh20ZwLCTM2R0/vWsqeM9CnMeGXfvsIGHk7fk8QVH1cXFTOhFB4oSK07Z32eCtY5qtCewmZ8Gw72hVgIGo7t+yvVdn1tFnWtlNXgsubrHOH1mqmQiURFAa0Q9aJ0jaZzG4VSKgQsLi4uEiqSpyx2rmYJOCQFcPOOHz/O/fffv3Em+9ixY9x+++1l3Tc7JQkqqDkat2qOHNKSStUcZf/u9/t59NFHiUQizMzMcOjQoYI20vX6HF+wDmaHWlvLHoNTGlpr61W+/ZXHefFLXkygJ4DNhA4AbW1xFhfZ1AxXtmRyAsNYorV1uCCgWl4+BRQGTnbfw+Fh5+faaH9yS9UcufXZcdrm/DxcXjAIdKbp6yxcbPaqVVvXaVOP5CYjYWy0799qzVEpp2et2dJuc7Y0+ztTTQsL5k+HXi4VWZ2yao4GSwTNiYTZUdAwzCCpSGdBISoVj8czTX12aa3jbm1XZo6EyNMs0/uSArh5W5nxyV/gsdzPS6m0pPztZP+efwB+99134/V6mZmZwePx2J7oqdfnOPsAz24MmVbePe3XVqR0SjdLJjvZs2sP6bn0RstpO93dF0mlthYcGUaCROIZwCCZnMjpbAfQ0jJse79YLMbi4qKZMjg7SywWw6yFqpLMi7WF9pTraTNVzePz4O8xZ5GibfafvYyVmJmK1zZSelYk07yipeXadI3dNhMJOHkSDMOL1+ulbxTIO252KyjKdFu3m4AaX1lhSRuM9LbR4kLOmVMTkYxwa2504u6KQc7cCIoy1lNljjoeNwOjMjoLCtEomjI4Ukr9NvAi4DCwDxjXWo/UdVBC1FizpQA2kkoKgPPPeJda4NFJuWlJdvID4enpaUZHR4nH44RCoYKao2pxY0YhswhsJjg6deqUdY19rs+Bl9uvjZLt8uW9VHrSPf+5pNNxwHBsQuH12j/AyMiI1fp8nHA4XP3v4ZKZ3reV4Ch5zpypaD/YvlEXk6k5cuIJlL84jtbpsm5XznHzmlVz5N/i4jwXzImxgpSyhGHwvYUFDK2ZXF0taAixGaWCo95gbtu44RrVHFmTcLgRb5YTJAPXunSU0VlQiEbRlMER8HvAHPAI4OK5ECGah3T42ZpyW1Hnp0yFZ8Obavm7lcDCLhAOBoM1C4qg/DTOcStFyKnIPL/mqKurq+wxOK3x5fMlmZxcrGhR1fznMjjYBXgdm1CYwVPh7FQ0GuVTn/pUzntb1bXIHBbSrESg79osnF438/wSy+Y6Th0d9mvSlEyfytLaWrzld0Y5x81jLtUcWWsJF4in0wwEAkQCAduGEJvRfnBrY60Wq8FlbWuOKuwsKEQjaNbg6IDW+hyAUuopoPgKY0JsU82SAtiIyglW8mdsxp4Z4+b1m9GGZuHhhbJb/k5MTPCp930KwzBIhpMV14c1QiBcKo0z83q2Dg0xODjouJ1EKkE8FScUCBEMBOnp6XG8LWAWyQOB3kBOG+zsurHJyVOMjd2Zk4ZY7LVyei7FmlCsrJzFMBKEQodKrvmUPc5SY6lHbZiv89qf/qUnljASBpeCl/C0e2xbw0N1anLKOW7uDzinU1bCKbYK+Xx4gZmUfUOIajg1a86WZk4UTFgBYLTKM0huLhS+OmnVHJUzI15hZ0Eh6q0pg6NMYCSEEJtR7ixI/oxNtDsK09DS31JRy99YLEZKp4jujXJq9tSm6sPqHQgXS+PMWcempYV3feADhIeHC87AJ1IJ/vr0X7O+vk5Xexej0VGCgeIHTT/67o/YM7SHQDKQE0Rkj2f37jX27GkrGIvTe+v0XLzeIFNTc8Rij+QEK4aRYHX1Alqvs7DwcEE90uSkWWOzJ68lWqmxbKqpSibyymvAUYn1NTNVTac0K2dX0OuaztZOdr10l+3tjYTB9IPTsA6BPYGSJwWSSTOHrbXVYbomSzAIc3MTPPKIfYC4y6VgJZG49ng5j+/1MhoOE0+nCfkKG0Jsxsr4CsaSQdtIm+3r1NVW/mypmzo73duWTjdYZxEhXNSUwZEQQmxFuc0sCtb/6RpkYXah4pa/IyMjrO1a49TsqaatDys2e5V5PQf37+fkygrfO3+e2V27Cuo3MjNGkWCEmcQM8VScydgk3d0wO1s4Y9HWdpU//c6fkkwmUUrR0tKSE0RkxhONhunv78QwEmW9t07PxSlYSafjKOWlpWXAth5pcXGRpaUlwuFwTqpjqbFsqqnKlSvmkf4WUpSSY+ZMhXeXF2+7l0AkQGomhW/N/vOcjqcJRAIbtyt9UqD8FgOlAsSUVXMUqKDmyKn7YXe3+fLlC3q9rgRFYAaSC99bQBua1clV20AyuxkJVH/GKGPNLIXCX6S8rNwFjIstBixEs9sxwZFS6u3A2ym6Tr0QYieopJlFwfo/o+GK04saIS3ODU6zV5nX8+zFi3h6e7l5zx7WoaB+IxQI4fV4mUlYXfYCIfzdfp57zjxwzZadNnfixAm01rz4xS/OCSKi0ai1YO3DJBIXAC/Dw3tt39v89DW75+IUrJh1Rvb1SIlEgpe+dIKFBQN4GLjWcq2396W8+tVfcPycVdxUJZGAqSmzi8HDD2+6LXKg30xVU14FXjN1cSW5ghcvLRSmSflCvo3blXNSoLXVvrOfnZIB5CZqjpy6H87Olr2JTUvH0wQGKgkka2dszPxZrObIzQWMhWhWOyY40lp/DvhcZp2jeo9HCFE/WwlWvEHvpg52etI99Az10BZtzAUityLzej4zNsZ0Xx/e3btt6zeCgSCj0dGcmqNgt/3BfSZwuPTMJfpa+lhtW7UNIvK7zPX3dxa8t5tNo8xOt3OqR4rH41ZgFAFmgDiZ4Ghmxlv0c1bx59CltsjKqzYC/EywP3NphuXFZcL9hT2OvEHvpk4KlKNUgOhWzVGtlBNI5tccZRZOrnbXui1kYhZIXrDWbRuSGSSx/TT9IrCZhgzltvKWRWCFEPWwetEqYB7YfEvvZpAwjIrqNzJ/g5QqXAdqYmKCsR+OMTQ0hH/EbxtEGEaChYWHMVO5PAX1QFDZor+VNkhIJBJ0dFx7/OyZI/P5ldxE+TILaq6vm+3dSswc2T0XI2Ew/9A8el3jafFspH2trlqfz5atfz6TyQkAWlvL7x7o5qyqzUdpQy0OeUo1r5hdNqewutvN6dJaLQJbjnJfu+R5Kzgarv+Yxc4li8AKIUQT2+5BUUal9RunT58GsO2SFo1Gif5q7uKk+YrN6mRsJY2yFLPGaBRzxihEwSqmbqqgLbJj/VQ8jfKogqYibgRFm1XsNV+1ao5atrjOUS2Vml3OBEUZtQqKUmbjR9yYjJOgSGxnEhwJIYSom1KtvMvh9QZtg6KM6td8BalqUJTzUOW1RXasn3JI+1pcNLPNrbOwW1LujFE5xl1a56iRFJstraZYzPxZ03WOhGhCEhwJIUQNrJxbAaBtv/s1R/VYK8ctpRaBTV221jnq29rp7nq3Qq81x/oph/qhS1YrMjeCIzcNbGKao6qL8Lrg9Jw1W2rVHJVaONkt5dQclfvaJSestLqozCCJ7acpgyOl1JuAzBLcvUBAKfVh6/dxrfUX6zMyIYSw52mvTlrQptbKaSDrVtqUxyFtylgyzP80yIGtHbcOxstto1yOYrNldmlfbraXTybPA5V1rXOymUVZ7V6rS5dgacks26r3eqT5rbx9NZpBKifurfRzJsR21JTBEXAMeHneZR+1fv4AkOBICNFQWvqrU9OxqbVybNRr9unMmTOAfc0RQNuBxu/u59YBpdttlCuZLQu42hXOvRMBScMMjlu3sA5RIgF/8zdmo7+9ezfdAd01+YvA7qlRvZfVcwM3Hk5mjMR21pTBkdb6FfUegxBie2q2FLWK18qxsdXZp628Zr29vZUOV1SBuzVHQ1veRsZ564h+KzVH8TgMDGy5A7pr1rU1W6pq22RifNz8KTVHQhTXlMGREEJUQzVT1FbOWjVHLs+EuNFsYCuzT1t9zXbv3l30+tVLVovpKs28CVOj1hwNujCjFQqB12sGRh6P+Xs9nZmzZkutmqPYirlvGGmr7izpwIB725JW3mI7k+BICCEsbqWo2fF2uLdwZr6tNhvYyuzTVl8zw0qb8jqkTa0vr5e9LbF5kUiEeDxOIpGw2pNvXjJpTlG0tu4tccvSOjZRc5Svgg7oNdHbnjtbGqhRm3JXg8Lm6awuRMUkOBJCCIsbKWpOttptrZq2Mvu01dfs7NmzQJGaoyp098vXbKmUbkskEvz4xz/GMAy8Xi+jo6NbCpCUcu/QYsUKntu2UHMEZXdAr4ndbbmzpYM1qjmymuLhRlO81iGZMRLbl9K1WC66gSilQsDi4uIioXrPrW/CTv8jLkRGtb4L8h2rnN1rVu7ruLCwAEA4HLa9j5EwCtpOuz32enb7y37OR45EK+5W58bn9dKlSzz66KNEIhFmZmY4dOgQ/eX0fa6BU8vLwOZrjhrx+2ysW7OlnurNJts5dcr8KTVHYruIx+OZVOBdWuu4W9uVmaMmUu8/4kI0imp+F6q1Hs7yGfMgr/267bOYZUb+a1bJ+xMOhx3vM9g1yMw3Z8AAf8RPeDTseoBUKi3Qzfba+fKf88mTlTfCcON7EAqF8Hq9zMzM4PF4GurE4VY6uTXq38yz89ZsqVVzNGbVHO2rcs3R4KB720qOWzVHe2UGSWw/kjXaRLL/iKfTaWKZ5a7rbGJiguPHjzMxMVHvoYgdolG/C8X4dvnw7doZ56MqeX/S6fTGbfLvk46n8Yf9BG8Kwjqk42nXx1oqLdDt9trZtvo5dut7EAwGGR0d5dChQ1tOqQNYWYmxsrK5sRSMzesluMmUukbdT3Tu3SIAABkSSURBVESCESLByMbvrR4PrTWoO+roMP+5QfkUyleb9ZmEqLWd8Zd6m6hmPcRmNeqZObG9NeJ3oZRApHFrjtxWyfvz1FNPkUgkiEQiBffxhXzghdRMCjyYv5ehklQqN7r9VSJ7bOW+Tk7Px83vQTAY3HJQlOHxuPdZX7Zqjto3ESA16n4i3BrO+X2gRjVH1gQVbkxQteyR7pFi+5KaoybTaPnTx48f5/77799ISTl27Bi33357vYcldoBG+y6IXOW8P4lEgm9/+9sYhkFnZyd79+5lenp6SzVHbp+wUUVOjlfy53NiYoITJ07w1a9+lZaWlo2xAUVfp1LPZ7t/D7ZjzVF63ZwB9Xlqe35aao7EdiM1RwKoXj3EZjXqmblG1Ih/pJtZo30XSlk+bdUcXb/9ao7slPP+xONx2traNhoBdHZ2csMNN+Tcxhv0VlRnVM127JuVCXAmJyc5c+YMd9xxB/Pz88RiMW6//fai4yv1fJrte1Cp3T4fccMgYRibSq9rxNfnqemnSKQSHOo/RDAQ5Jw1pbO/yjVHe/a4t62VmLVu20j1u0kKUWsSHIktqXVKSrOS9EPhC8vuNl81GgE00gmba80cosCfbFz+R380x5ve9P6yxtZIz6dcKytjALS17dvSdhKGwaPxOAZwZnmZ0XB40/VHjSKRSnBu7hyGNkisJRiNjtJeoxkkN1uZ67TGWDIwEkZVukgKUU+SVidEDUj6oXBDNTun1UsikSAejxMKhVyreXFzlnYrr3mxlLzz5yfKHluzzTqvrl4EoKVlYEvbubS6yqNLS0QCAWZSKQ51dNBfo/qcarm0dIlHLz5KJBhhJjHDoYFD9HfUpm26laHIJjMUNxgJg4WHF8AAvFSli6QQ5ZC0OiGaWDOe/RW1Vc4BcDU7p9WLm40AMtxMpapW0FnJ+BoxNayYrQZFGSGfDy8wk0rhsX5vdqFACK/Hy0zCmi0N1O4k7YUL5s+t1hyl42kwzCYzqZkU6XhagiOxrcjMkRA10mxnf4W7lk9ZNUcHC0/blpt26VZzgJ2knt87eb+2LmEYxNNpQj5f06fUZSRSCeKpOKFAiGAgyFmr5uhAlWuOXJ85Wgc8MnMk6kdmjoRocs129le4y9flvLttxCYC24HU+tXHyso5ANra9m95W1tZ56hRBQNBgoFrs6UdNXp+Ww2KMrxBL+HRcEVdJIVoJrIIrBBC1ECgJ0Cgx379F7u0y0ZZXLlRxrEZjboI6Hbn8bTj8eyMroxu6AsE6AtUfx20RML85wZv0EtLf4sERmJbkpkjIYSos/yuj0BDzHg0+8xLvWv9+vqcmzlsZy0ttWkwICozOWn+lHWOhChOgiMhhKiBYjVHkJt2efz4cds0u1ofbDd7ul+9lxpo1g6CorbOWMVA17mV9+agib66QtSVBEdClEkaKoit8Hf7y76t04xHrQ+26z3z4oadVuvXCPuplZWzALS1HajL4zebXTXqwlflfg9CbBvSrU6IMjR7epFoPo1wkNtI4xClNcp+KpUypzcDgW2eP9hklpbMnx0d9R2HEG6RbnVC1FGzpxc1qp104J05EaWK9XfO0igzHo0yDlFao+ynJChqTFNT5k+pORKiOAmOmtxOOrisp+2QXtRoGuUsd62snDbXMnGqORKNo1n3q7Kfak6nrZqj66tcczQ8XNXNC7FtSHDUxHbawWU91buweztqlLPcteLvKb/mSGyOG0FNM+9XG2U/FY8/gWEkCIVuwesNlr7DDheuUc1Ra2tNHkaIpifBURPbaQeX9dbM6UWNeCZ8p53l9ndJcFRNbgU1zb5f3ex+yq19hGEkWF5+Bq3XMYw44fCobYDUiPukeumtwRpHAHGrIkPKrYUoToKjJrbTDi7F5jTqmfBGOctdK3rdqjnylFdzJCrjVlCzE/erbu4j0uk4Pt8uAoEIqdQM6XS8IDhq1H3SdnfxovlTgiMhipPgqInttINLsTmNfCa8mWfjKrVyZmfVHNV6ZqBUUFPueHbiftXNfYTPFwK8pFIzgMf6vXqPtx2csmqODla55mjv3qpuXohtQ4KjJreTDi7F5uzEM+GNyN+7c9Lq6jEzUCyoqXQ8O22/6uY+wusNEg6PWjNIIduUOtkn5eqqUc1RS0tNHkaIpifBUZOTvG1Ryk48E96I/LurFxw12n6gXjMDTkGNzFQU5/Y+wusNFm3EIPukXD01qjlaXDR/msvCCCGcSHDUxCRvW5SrWc+EN9pB/1Zow6o58rpbc9SI+4FGmxlotPE0olrvI5p1n9TMLl0yf0pwJERxEhw1MTkbKrazRjzo34qVs9WpOWrE/UCjzQw02niEqb8fLl8uvLyv79qB/E5Qq5ojOScgRHkkOGpicjZUbGeNeNC/Ff5IddLqGnU/0GgzA402HmEfGBW7fLvq9temHrFG2XtCND0JjpqYnA0V21mjHvRvlj9cnQMg2Q8I0dxqFRxJzZEQ5ZHgqMnJ2VCxXW23g/719DoAHp+n6O0k1UgIdzV67aLWVj2iqu4aaFJzJER5VOZLuVMopULA4uLiIiFZCU0IUQV2Ac4Qy/R0w6NXitcVFDs+sttdb7faLLFzVPpZ34xm+H7UquZobc38WaOJKiGqLh6Ps8uM9ndpreNubbf4KUwhhBAVs5v5mSfA6Vn3k/6za7PS6TSxWMz1xxDl6e83D/jz//X313tkO1czfD96/H56ahCx+P0SGAlRDgmOhBCiBhL4SOBz/UB5u9VmNTNpMFCZvr7KLt+MZvh+dPn9dNUgapmaglOnIJGo+kMJ0dQkrU4IIVxmly7kxaw5MvAUTRnaTKpRo9dU7BTlvHfyXtVeo7/m8XSauGHQ6fMR9Hqr8hiJBHz5y2AYsHcvjI5C0HmdXiGaQrXS6qQhgxBC1MAASQAu4H5dgTRmaQ7NUP+yHTXy9yNhGPzFzAyG1uxtaWE0HK5KgBSPw8AARCIwM2P+LsGREPYkrU4IIWpgjgBzlK45qkWqkaiPZqh/EbUVT6cZCAR4USjEuvV7NYRC4PWagZHHY/4uhLAnM0dCCOGyvr7COpPlMne30q57+2qG+hdRWyGfDy8wk0rhsX6vhmDQTKWLx83ASGaNhHAmNUdCCFEF+fUnPqvmKF2i5kg0tmLrUEHpNaoavf5F1F7CMIin04SqWHMkxHZUrZojCY6EEKIK8g+ihzDXMlnra5fZoSZWbsMMCYKEEKK6pCGDEEI0kfwAaPWiF2PJoGXQAOTscD3UKmCRxgtCCNG8JDgSQogqMxIGS08ugQErYyuER8N4gxIg1VItA5bsxguxWIxYLCbBkRBCNAnpVieEEFWWjqfBgEAkAOvW76KmatkpThovCCFE85KZIyGEqDJfyAdeSM2kwGP9LmqqlgFLNBrlnnvukZojIYRoQtKQQQghasBIGKTjaXwhn6TU1YkbNUfFutVJow0hhKgd6VbnEgmOhBBCCCGEaG7VCo6k5kgIIYQQQgghkOBICCGEEEIIIYAd3JAhHndt9k0IIYQQQghRQ9U6lt+JNUcDwFS9xyGEEEIIIYTYskGt9UW3NrYTZ44uAYPAUr0HsoP9N+BdNXqsHwAvr9Fjifqr5WdL7DzN8PmSfV5zaobPlmhO2/2zdRzz2N41Oy440uZUmWvRpaicUuprbnYVKfFY67V6LFF/tfxsiZ2nGT5fss9rTs3w2RLNabt/tpRSae1yGtyOS6sTO4tS6ida61vrPQ4hhKgF2ecJIXaSauzzpFud2O4+V+8BCCFEDck+Twixk7i+z5OZIyGEEEIIIYRAZo6EEEIIIYQQApDgSAghhBBCCCEACY5Eg1JKeZRS71FKPauUSiqlJpRSf6CUCrp9f6XU65VSf6aUelwptaaU0kqpEbefkxBCVMqFfeFvK6X+Qil1ztq3xao8ZCGE2DS39llKqTuVUo8qpVaUUpeVUn+ilOot675ScyQakVLqM5h9+b8O/D/gJuA/YPazf6XWet2t+yulHgKOAo8DYeAGYJ/WOubqkxJCiAq5sC/UwBzwCHAYWNRaj1RzzEIIsVlu7LOUUu8B/hBz3bcvAUPAbwLjwG1a60Sx+++4dY5E41NK3Yz5x/9rWuvXZl0+hrmY2a9gftjduv+dwJTWOq2U+u+YwZEQQtTVVveFlgNa63PW/Z4COqo0XCGEcMOW9llKqR7gXuAk8Ataa8O6/CTwTeDdwO8V24ak1YlG9KuAAv5r3uX3AcvAv3Pz/lrr81rr9KZHK4QQ1bHVfSGZgwwhhGgGLuyzfgloBz6bCYys7f4VcI4y9psSHIlGdARYB36cfaHWOgk8Zl1fzfsLIUQjkH2ZEEJUJrNf/Eeb634E3KiUKjobJcGRaESDwBWt9arNdZNAj1IqUMX7CyFEI5B9mRBCVGbQ+jlpc90k5mz8oM11GyQ4Eo2oHbA7GABIZt2mWvcXQohGIPsyIYSoTGafaLfvLGu/KcGRaETLQIvDda1Zt6nW/YUQohHIvkwIISqT2Sfa7TvL2m9KcCQa0RRmuojdB3sPZppJqor3F0KIRiD7MiGEqMyU9XOPzXV7AJ11G1sSHIlGdBLzs3lb9oVKqVbgEPCTKt9fCCEagezLhBCiMietny+xue4o8JzWeqnYBiQ4Eo3oy5iR/X/Mu/wuzDzRP89coJQ6oJS6cbP3F0KIBrbVfaEQQmxbSqlhpdSNSil/1sV/CawA71RKebNu+4vAAco4BlRaa9cHK8RWKaU+C7wTc1X4v8FcFf5dwMPAP82sCq+UigF7tdZqM/e3bvsy4GXWr3dgnln4A2ABQGt9b1WepBBClODCvvBNwF7r1/8ABDD3bwDjWusvVvs5CCFEuSrZZymlHgJeDuzTWseyLn8v8CngIeD/YKbTvReYAI6UmjmS4Eg0JCva/4/A24ER4ArmWdT/lP2hLnJAUNb9rdv+LnCP01jyty2EELXiwr7wIcyDBzs/0Fq/wvVBCyHEJlWyz3IKjqzr3gy8B7gBWAS+BXxAaz1dcgwSHAkhhBBCCCGE1BwJIYQQQgghBCDBkRBCCCGEEEIAEhwJIYQQQgghBCDBkRBCCCGEEEIAEhwJIYQQQgghBCDBkRBCCCGEEEIAEhwJIYQQQgghBCDBkRBC7AhKqVcopbS1MF5Dssb3+XqPww1KqZi1QKGb29PWvzNubbdalFIfyBqvVkq9ot5jEkKIckhwJIQQLlFK7VdKfU4p9axSalkpNa+U+plS6gtKqX9S7/GJpvcs8CbgvU43UEq9wwpGriql2ivZuFLq89Z9Rxyuf3MFAfZfWWP9XCVjEEKIevPVewBCCLEdKKVuBX4ArAEPAE8DbcBB4BeBOPD3dRsg/IM1nrU6jqGUNsCo9yBccgOgXd7mZa31/y5xm7cCZ4EDwC8DX3B5DGXRWj8NPK2U8gFvr8cYhBBiMyQ4EkIId9wDtAMv1Fo/ln2FUuqdQH9dRmXRWq8DyXqOoRSttevjU0qFtNZxt7dbitZ6tdaPqZR6AXAYuBN4D2agVJfgSAghmpWk1QkhhDuuB2bzAyMwAxOt9VT+5UqpVyqlvqOUWlBKJZVSTyil/r3N7WJKqYeUUi9QSv2dUmpJKTWtlPqUUsqnlGq1/j9pbecflFI35W2jopoj6/FiSqkRpdTXrTHOW6lXHUopj1Lqg0qpMesxH1FKjeZtw6OU+pA1nktKqZRS6rxS6o+VUt02j2lbc6SUepu1/RUrXew7Sqmfd7q/UuoXlFI/VEotYaZ3FXuet1n3OWWlQsaVUg8rpf513u2iSqlZpdSTSqm2vOv+XCm1rpR6ZdZlBTVHSqmXKqX+n/VaJK3362+UUi8uNsYKHAOWgK8BnwdeppS63qVtCyHEjiDBkRBCuOMs0K2U+jfl3Fgp9XbgO0AH8DHgN61t/LFS6pM2dxkCvgs8A7wP+CFm7cnHgAeBFwIfB34fc/bgG0qpre7jg8D3gavABzAPun8N+BPgs8C/sX7eA0SBv1JKhbLuHwDuBk4DnwTeZT2HY8BDSqlAqQEopX4fuA8zHfCDwB8AzwP+Xin1L23ucivwDeDHmLMnf17iIf41cCPwFeDdmK9nF/A1pdQbMjfSWk8AbwGeD/zXrPG9FXgD8Pta678r8jxuwHzuB4HPAO8A/gdm6t0LSoyxJKVUC/BG4EGtdQL4EuZr9patblsIIXYUrbX8k3/yT/7Jvy3+A14CpDAPdk8Bfwr8BnCTzW0HMFPcvmRz3Wcw624OZF0Ws7b7y3m3/SmwDvwloLIuf5d1+3+eddkrrMveXObzeci6/d15l3/NesyfAP6sy19t3f7Xsy5TQJvNto9Zt3193uUa+HzW7zdYj/VDIJB1+SCwYL0u3rz7a+CVFbxvQZvL2oHngJ/ZXPffrMd4HWZQtQT8I+DLu10MeMjmPbltk5+vnO3ZXP9vre2/IuuyrwOT2a9Ricf4vLWNEYfr31zJZyjvPq8o9z7yT/7JP/lXz38ycySEEC7QWv8j5ozNF4BOzDP2fwT8TCl1XCm1P+vmrwNagPuVUj3Z/zDTwDzAL+Q9xKTW+i/yLvshZgDyWa11dvH/cevnVlOqDMyZoWzHrcf8n1rrtbzLcx5Tm1YAlFJepVTYeo7ft25ytMTjv8Z6rE9orVNZ253CPJDfizljlu1xXWQGJ582Z1mwxthupfu1W2O8SSm1K+8udwOPYs5mPQikgTdordMlHupq5jkppVrLHV8FjmEGUD/IuuzzmIHkv6jC4wkhxLYkwZEQQrhEa/2k1vrNWus+YAQzBe048PPAX2alkWXqgf4OmMn7913rur68zY/ZPOS8w3WZywvqerIppfrz/nXl3eSiLmySYPuYWmvbx1RKvV4pdQJYse47A5yzrt5dbHzAPuvn0zbXPWX93J93+akS28yhlIoos/36ZSABXLHGmKn9CmffXpuNFn4VCAE3A+/QWtu9N/n+L+b7/UFgTin1faXUbyml9lYyXofnsBczmP4OcEApdZ1S6jrM2a9FzMDJTW534RNCiIYh3eqEEKIKtNbjwANKqS9iBkijwG1cm+0Bs6vYRYdNnMv7vViLa6frlMPlGfmP/QPM9DtXHtOqv/oyZv3Pu4EJzHRCL/C3lD5BV2r8dpbLvaFSSmEGFDdhpsudxJzhMTBn/t7gMMZ/hfkcwJy5+lKpx7KCqlcppW4D/jnwMuA/A7+rlHqD1vrr5Y7bxluscb4d+7bZdyilIlrr6RLbWbF+Oq2PFMy7nRBCbDsSHAkhRBVprbU1czIK7LEuPm39vFJJClgVvCrv93nbW23emzCDoX+itd4IWpRSN5Z5/7PWz5uz/p/xPOtnfhBZiVswmyH8Z631PdlXKKXeZncHpdRh4L9gzvBdAd6rlPqu1vo75Tyg1vrHmMEiSqkoZorevZj1QRWzArw3A49hNpPI14+ZGvkmzGYWxWRmwG4CfmZzfWbGcyuvuRBCNDRJqxNCCBcopV6lzAUv8y9vA/6Z9WvmgPMrwCrwkfy20NZ9Oq3uY1Wltf67vH8/dfkhDMwUrI2/NdbB/IfLvP83rfvfrZTyZ21jAHO2ZBwzuNjK+CBvhkop9XzMLnbkXd6BmR63gBls/DpmQPGAUipS7IGsWqt8FzBT+PLTGSvxSszaqy9qrR+0+fffrTG+NWssfqXUjUqp4bxt/SXm6/3O/E6CSqlB4FeA82S95kW2JYQQTUlmjoQQwh2fxmzl/U3gScz0rihmatZB4AGt9ZMAWusLSqnfwGyJ/YyVejcO9AI/B/wS5sxIrNZPwmUPAq8Fvq+UegDwYz43p7StHFrr56y25u8H/kEp9WXMWp+3Y7ZAf6PWuljqXynPYNYzvV8plelQdxAz6HkKeFHe7f8YOAD8C631ZQCl1K8ADwNfUEr9y7zGGNk+rJT6Z8C3MIMVBfwiZse7T2zhOWTqib5W5DZfw5zherHW+keYM5jPkJdGab3eHwd+G3jEer0vYz7nt2G+9nfmvea22xJCiGYlwZEQQrjjNzG7q/08ZkAQxqxfeQJz7aHPZ99Ya/1nSqlTmGsW/bp1+yuYB+i/A1yq1cCrRWv9f611j94DfAozbe+vMNdMmi1zG7+llDqDuS7QxzHbpZ/A7BB3vOidS2/bUEr9K2tsv4ZZU/OU9f8XkBUcKaXuBP4dZue872Rt46RS6kOYAc5v4py69g3MFu6vx2y2sYKZXnkXcP9mxm810Pgl4BGtdazITb+KuSbWW4EfFdum1vqDSqnHMRtSvBfzNZnF7N73+1rrn2xmrEII0SyU80kuIYQQojaUUl7Mttj3a61t6312MqVUDHPNotcARlZ3wIZkpYsGMVPxPotZd/ZQXQclhBBlkJojIYQQjWDQ+lmqo9pO9lLMGqWT9R5IGd6NOdb8dbKEEKKhSVqdEEKIulJKvQX4ZevXb9dzLA3sjUCmeUfZ7crr6P8A2Sl4j9drIEIIUQlJqxNCCFFXSikDs0nBp7XW/6Pe4xFCCLFzSXAkhBBCCCGEEEjNkRBCCCGEEEIAEhwJIYQQQgghBCDBkRBCCCGEEEIAEhwJIYQQQgghBCDBkRBCCCGEEEIAEhwJIYQQQgghBAD/HziaCCMBbSSfAAAAAElFTkSuQmCC\n",
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      "text/plain": [
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       "<Figure size 864x504 with 1 Axes>"
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      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
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    "fig, ax = plt.subplots(figsize=(12,7))\n",
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    "#ax.plot(M_init, R_init, marker=\".\", ls=\"None\")\n",
    "#ax.plot(M_final, R_final, marker=\".\", ls=\"None\")\n",
    "\n",
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    "ax.plot(a_eu, R_eu, marker=\".\", color=\"k\", alpha=0.5, ls=\"None\")\n",
    "ax.plot(vanEylen[\"a\"], vanEylen[\"radii_p\"], ls=\"None\", marker=\"s\", color=\"blue\")\n",
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    "ax.loglog(basex=3, basey=2)\n",
    "ax.set_xlim(3**(-5), 1)\n",
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    "ax.set_ylim(0.6, 23)\n",
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    "\n",
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    "for i in range(len(list(zip(a_arr, a_arr)))):\n",
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    "    ax.plot(list(zip(a_arr, a_arr))[i], list(zip(R_init, R_final))[i], ls=\":\", marker=\".\", alpha=0.2)\n",
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    "\n",
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    "    \n",
    "# Plot vanEylen radius valley\n",
    "P_arr_valley = np.linspace(3,100,100)\n",
    "a_arr_valley = np.linspace(0.015,0.95,100)\n",
    "R_arr_valley = vanEy_valley(P_arr_valley )\n",
    "ax.plot(a_arr_valley , R_arr_valley, ls=\"--\", color=\"b\", lw=1, alpha=1)\n",
    "#ax.plot(vanEylen[\"periods\"], vanEylen[\"radii_p\"], ls=\"None\", marker=\"s\", color=\"blue\")\n",
    "# KDE of vanEylen sample\n",
    "#P_vanEy_grid, R_vanEy_grid, prob_density_vanEy = exoEU.gaussian_kernel_density_estimation(vanEylen[\"periods\"], vanEylen[\"radii_p\"], 3, 2)\n",
    "#ax.contourf(P_vanEy_grid, R_vanEy_grid, prob_density_vanEy, cmap=\"YlOrBr\", levels=15, alpha=0.7)\n",
    "# plot upper and lower boundaries\n",
    "y1, y2 = vanEy_valley_radius_boarders(P_arr_valley)\n",
    "ax.plot(a_arr_valley, y1, ls=\":\", color=\"b\", lw=1, alpha=0.5)\n",
    "ax.plot(a_arr_valley, y2, ls=\":\", color=\"b\", lw=1, alpha=0.5)\n",
    "ax.fill_between(a_arr_valley, y1, y2, color=\"b\", alpha=0.05)\n",
    "\n",
    "    \n",
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    "from matplotlib.ticker import FixedLocator, FixedFormatter\n",
    "x_formatter = FixedFormatter([0.01, 0.1, 1.0])\n",
    "y_formatter = FixedFormatter([1,2,4,8,16])\n",
    "x_locator = FixedLocator([0.01, 0.1, 1.0])\n",
    "y_locator = FixedLocator([1,2,4,8,16])\n",
    "ax.xaxis.set_major_formatter(x_formatter)\n",
    "ax.yaxis.set_major_formatter(y_formatter)\n",
    "ax.xaxis.set_major_locator(x_locator)\n",
    "ax.yaxis.set_major_locator(y_locator)\n",
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    "ax.set_ylabel(\"Radius [R$_\\oplus$]\")\n",
    "ax.set_xlabel(\"Semi-major axis [A.U.]\")\n",
    "plt.tight_layout()\n",
    "#filename = \"MESA_population1_try1_lowest_track_high_radius_group.jpeg\"\n",
    "#plt.savefig(os.getcwd()+\"/result_files_MESA_population1_try1/\"+filename, dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 712,
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   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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