{ "cells": [ { "cell_type": "markdown", "id": "ce6fabcb", "metadata": {}, "source": [ "# GEONE - logging\n", "\n", "Some functions in geone allow for logging, based on the `logging` package. This allows to write information, warnings and errors in a log file.\n", "\n", "First create a `logger`, an instance of the class `logging.Logger` (see `logging` package for details). Then this `logger` can be passed as keyword argument to some functions of `geone` package.\n", "\n", "A simple example is given below." ] }, { "cell_type": "markdown", "id": "c26a897f", "metadata": {}, "source": [ "## Import what is required" ] }, { "cell_type": "code", "execution_count": 1, "id": "80820c35", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os\n", "import time\n", "\n", "# import package 'geone'\n", "import geone as gn\n", "\n", "import logging" ] }, { "cell_type": "code", "execution_count": 2, "id": "fce4cefd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sys.version_info(major=3, minor=13, micro=7, releaselevel='final', serial=0)\n", "geone version: 1.3.4\n" ] } ], "source": [ "# Show version of python and version of geone\n", "import sys \n", "print(sys.version_info)\n", "print('geone version: ' + gn.__version__)" ] }, { "cell_type": "markdown", "id": "a6dd2074", "metadata": {}, "source": [ "## Set-up for logging" ] }, { "cell_type": "code", "execution_count": 3, "id": "f0d9359e", "metadata": {}, "outputs": [], "source": [ "# Log file\n", "log_file = 'a_logging_example.log'\n", "\n", "# Set logging format (for log entries)\n", "logging_format = '%(asctime)s.%(msecs)03d | %(levelname)-8s | %(name)-15s >>> %(message)s'\n", "date_format = '%Y-%m-%d %H:%M:%S'\n", "\n", "# Reset logging module (if required)\n", "logger_root = logging.getLogger()\n", "for h in logger_root.handlers: logger_root.removeHandler(h)\n", "for f in logger_root.filters: logger_root.removeFilter (f)\n", "\n", "# Set logging level\n", "# log_level = logging.DEBUG # more logged messages\n", "log_level = logging.INFO # .\n", "# log_level = logging.WARNING # .\n", "# log_level = logging.ERROR # .\n", "# log_level = logging.CRITICAL # less logged messages\n", "\n", "# Optional : open the log file and write an header\n", "with open(log_file, 'w') as f:\n", " f.write(\"A LOGGING EXAMPLE\\n\")\n", "\n", "# Create logging file\n", "logging.basicConfig(\n", " filename=log_file,\n", " encoding='utf-8',\n", " level=logging.INFO,\n", " filemode='a',\n", " format=logging_format,\n", " datefmt=date_format)" ] }, { "cell_type": "markdown", "id": "3a86c9eb", "metadata": {}, "source": [ "## Example - DeeSse\n", "\n", "See notebook `ex_deesse_01_basics.ipynb`." ] }, { "cell_type": "code", "execution_count": 4, "id": "d7517a9d", "metadata": {}, "outputs": [], "source": [ "# Get logger and set a name\n", "logger = logging.getLogger('Example-Deesse')\n", "\n", "# Print system vesion info and geone version in the log\n", "logger.info(sys.version_info)\n", "logger.info('geone version: ' + gn.__version__)\n", "\n", "# Load data\n", "# ---------\n", "logger.info('Loading data') # write \"info\" message in the log file\n", "\n", "# Data directory\n", "data_dir = 'data' # directory containing the training image file\n", "\n", "# Training image \n", "filename = os.path.join(data_dir, 'ti.txt')\n", "ti = gn.img.readImageTxt(filename)\n", "\n", "# Simulation grid\n", "nx, ny, nz = 100, 100, 1 # number of cells\n", "sx, sy, sz = ti.sx, ti.sy, ti.sz # cell unit\n", "ox, oy, oz = 0.0, 0.0, 0.0 # origin (corner of the \"first\" grid cell)\n", "\n", "# Hard data (point set)\n", "filename = os.path.join(data_dir, 'hd.txt')\n", "hd = gn.img.readPointSetTxt(filename)\n", "\n", "# Input for DeeSse\n", "# -----------------\n", "logger.info('Input for deesse') # write \"info\" message in the log file\n", "\n", "nreal = 20\n", "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=nx, ny=ny, nz=nz, # dimension of the simulation grid (number of cells)\n", " sx=sx, sy=sy, sz=sz, # cells units in the simulation grid\n", " ox=ox, oy=oy, oz=oz, # origin of the simulation grid\n", " nv=1, varname='code', # number of variable(s), name of the variable(s)\n", " TI=ti, # TI (class gn.deesseinterface.Img)\n", " dataPointSet=hd, # hard data (optional)\n", " distanceType='categorical', # distance type: proportion of mismatching nodes (categorical var., default)\n", " #conditioningWeightFactor=10., # put more weight to conditioning data (if needed)\n", " nneighboringNode=24, # max. number of neighbors (for the patterns)\n", " distanceThreshold=0.05, # acceptation threshold (for distance between patterns)\n", " maxScanFraction=0.25, # max. scanned fraction of the TI (for simulation of each cell)\n", " npostProcessingPathMax=1, # number of post-processing path(s)\n", " seed=444, # seed (initialization of the random number generator)\n", " nrealization=nreal) # number of realization(s)\n", "\n", "# Input for DeeSse\n", "# -----------------\n", "logger.info('Running deesse') # write \"info\" message in the log file\n", "\n", "t1 = time.time() # start time\n", "deesse_output = gn.deesseinterface.deesseRun(deesse_input, nthreads=8, logger=logger) # pass the logger as keyword argument\n", "t2 = time.time() # end time\n", "\n", "logger.info(f'Elapsed time: {t2-t1:.2g} sec') # write \"info\" message in the log file" ] }, { "cell_type": "code", "execution_count": 5, "id": "607a2793", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, [])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Total number of warning(s), and warning messages\n", "deesse_output['nwarning'], deesse_output['warnings']" ] }, { "cell_type": "markdown", "id": "3e97c41c", "metadata": {}, "source": [ "Compute statistics and plot the results." ] }, { "cell_type": "code", "execution_count": 6, "id": "d607fa31", "metadata": {}, "outputs": [], "source": [ "# Categories and colors\n", "categ_val = [0, 1, 2]\n", "categ_col = ['lightblue', 'blue', 'orange'] # colors for the proportion maps\n", "\n", "# Colors of the hard data\n", "hd_col = gn.imgplot.get_colors_from_values(hd.val[3], categ=True, categVal=categ_val, categCol=categ_col)\n", "\n", "# Retrieve the realizations\n", "sim = deesse_output['sim']\n", "\n", "# Do statistics over all the realizations: compute the pixel-wise proportion for the given categories\n", "all_sim_stats = gn.img.imageListCategProp(sim, categ_val)\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "0a6c4ee8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(5,5))\n", "gn.imgplot.drawImage2D(ti, categ=True, categVal=categ_val, categCol=categ_col)\n", "plt.title('TI')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "8683aee8", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Color maps for the proportion maps\n", "prop_col = categ_col # colors for the proportion maps\n", "cmap = [gn.customcolors.custom_cmap(['white', c]) for c in prop_col]\n", "\n", "\n", "\n", "# Display\n", "plt.subplots(2, 3, figsize=(15,8), sharex=True, sharey=True)\n", "for i in range(3):\n", " plt.subplot(2, 3, i+1) # select next sub-plot\n", " gn.imgplot.drawImage2D(sim[i], categ=True, categVal=categ_val, categCol=categ_col)\n", " plt.scatter(hd.x(), hd.y(), marker='o', s=50, color=hd_col, edgecolors='black', linewidths=1) # hard data\n", " plt.title(f'Realization {i+1}')\n", "\n", "for i in range(3):\n", " plt.subplot(2, 3, i+4) # select next sub-plot\n", " gn.imgplot.drawImage2D(all_sim_stats, iv=i, cmap=cmap[i])\n", " plt.plot(hd.x(), hd.y(), '+', markersize=20, c='black') # add hard data points\n", " plt.title(f'Prop. of categ. {i} (over {nreal} real.)')\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "id": "f4cfc878", "metadata": {}, "source": [ "## Example - Kriging and Sequential Gaussian Simulation (SGS)\n", "\n", "See dedicated notebooks (e.g. `ex_geosclassic_1d_1.ipynb`)." ] }, { "cell_type": "code", "execution_count": 9, "id": "28bba836", "metadata": {}, "outputs": [], "source": [ "# Get logger and set a name\n", "logger = logging.getLogger('Example-Kriging-SGS')\n", "\n", "# Set-up: 1D grid, data\n", "# ---------------------\n", "logger.info('Set-up: 1D grid, data') # write \"info\" message in the log file\n", "\n", "# Simulation grid (domain)\n", "nx = 1000 # number of cells\n", "sx = 1.0 # cell unit\n", "ox = 0.0 # origin\n", "\n", "# Data points\n", "# - equality data\n", "x = np.array([57.2, 83.6, 438.9, 861.8, 973.3])\n", "v = np.array([ 3.4, 6.4, 4.2, 2.9, 3.3])\n", "v_err_std = 0.2\n", "\n", "# - inequality data\n", "x_ineq = np.array([ 257.2, 690.3])\n", "v_ineq_min = np.array([np.nan, 4.8])\n", "v_ineq_max = np.array([ 5.4, np.nan])\n", "\n", "# Set covariance model\n", "# --------------------\n", "logger.info('Set covariance model') # write \"info\" message in the log file\n", "cov_model = gn.covModel.CovModel1D(elem=[\n", " ('matern', {'w':7., 'r':150, 'nu':2.0}) # elementary contribution\n", " ], name='cov model')\n", "\n", "logger.info(cov_model) # write \"info\" message in the log file\n", "\n", "# Kriging\n", "# -------\n", "logger.info('Kriging') # write \"info\" message in the log file\n", "t1 = time.time() # start time\n", "krig = gn.multiGaussian.multiGaussianRun(\n", " cov_model, nx, sx, ox,\n", " mode='estimation', algo='classic', output_mode='array', \n", " x=x, v=v, v_err_std=v_err_std,\n", " x_ineq=x_ineq, v_ineq_min=v_ineq_min, v_ineq_max=v_ineq_max,\n", " method='ordinary_kriging',\n", " searchRadius=700.0, nneighborMax=20,\n", " nthreads=8, \n", " logger=logger) # pass the logger as keyword argument\n", "t2 = time.time() # end time\n", "logger.info(f'Elapsed time: {t2-t1:.2g} sec') # write \"info\" message in the log file\n", "\n", "# SGS\n", "# ---\n", "logger.info('SGS') # write \"info\" message in the log file\n", "t1 = time.time() # start time\n", "sgs = gn.multiGaussian.multiGaussianRun(\n", " cov_model, nx, sx, ox,\n", " mode='simulation', algo='classic', output_mode='array', \n", " x=x, v=v, v_err_std=v_err_std,\n", " x_ineq=x_ineq, v_ineq_min=v_ineq_min, v_ineq_max=v_ineq_max,\n", " method='ordinary_kriging', \n", " searchRadius=700.0, nneighborMax=20,\n", " nreal=200,\n", " nproc=8, nthreads_per_proc=1, \n", " logger=logger) # pass the logger as keyword argument\n", "t2 = time.time() # end time\n", "logger.info(f'Elapsed time: {t2-t1:.2g} sec') # write \"info\" message in the log file\n" ] }, { "cell_type": "markdown", "id": "ef365a75", "metadata": {}, "source": [ "Compute statistics and plot the results." ] }, { "cell_type": "code", "execution_count": 10, "id": "1784fa69", "metadata": {}, "outputs": [ { "data": { "image/png": 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Cv/jFL2hqamLOnDkMGzZsv+fcuXMn48aN47TTTuP0008nMzOTuro6/vWvf7F+/Xpuuumm2O7OycnJvPfee8yYMYMRI0ZwySWXcPzxx2MwGKisrIwt2927LuENN9yAx+Ph/PPPZ/DgwQQCAZYvX85bb71FQUEBV1111QFdsxBCCCGOQZoQQgghRA945ZVXNEBbtWpVu8fC4bDWv39/rX///looFNI0TdNKSkq0yy+/XMvMzNQMBoOWk5OjnX322dq8efNi/R566CFt3Lhxmt1u1ywWizZ48GDt4Ycf1gKBQJvz//Of/9T69eunGY1GbeTIkdonn3yiXXHFFVp+fn6bdoB27733tjn24IMPajk5OZqqqhqglZaWagsXLtTOPfdcLTs7WzMajVp2drZ26aWXalu3bj04T9Zu+fn52llnndXm2MqVK7X4+Hjt5JNP1jwej1ZaWqoB2hNPPNGu/57HXnnllTbH33zzTW3w4MGayWTSioqKtPnz52sXXnihNnjw4Dbtfvh83HvvvRqg1dfXt2m35/+2tLQ0dsztdmvXX3+9lpycrNlsNu28887TiouLNUB79NFH93ndkUhEmz17tpafn6+ZTCZt1KhR2n//+992/2f7uvaO/i/feecdbciQIZrJZNKGDh2qvfvuux1+H/yQw+HQnn76aW3KlClabm6uZjAYtPj4eO3EE0/U5s6dq0UikXZ9qqurtdtuu00bOnSoZrFYNJPJpPXr10+7/PLLtS+++KJN248++kj7xS9+oQ0ePFiz2Wya0WjUBgwYoN1www1abW3tPucmhBBCCLE3RdMOUZVjIYQQQghxxBo5ciRpaWmd7jp7MKxbt45Ro0bxz3/+k8suu+yQjSOEEEIIcaySGn9CCCGEEMewYDBIKBRqc2zx4sWsX7+eSZMmHbRxvF5vu2NPPfUUqqpy8sknH7RxhBBCCCHE96TGnxBCCCHEMWzXrl2cccYZ/L//9//Izs5my5YtPP/882RmZnLdddcdtHEef/xx1qxZw6mnnoper+ejjz7io48+4tprryUvL++gjSOEEEIIIb4nS32FEEIIIY5hra2tXHvttSxbtoz6+nri4uI4/fTTefTRR+nfv/9BG2fBggXcf//9bNq0CZfLRZ8+fZg5cyZ33nkner18Fi2EEEIIcShI4E8IIYQQQgghhBBCiKOQ1PgTQgghhBBCCCGEEOIoJIE/IYQQQgghhBBCCCGOQoe9oEokEqGqqor4+HgURTncwwshhBBCCCGEEEIIcUTTNA2n00l2djaq2nle32EP/FVVVcnObUIIIYQQQgghhBBC/EiVlZXk5uZ2+vhhD/zFx8cD0YklJCQc7uEPqWAwyKeffsrkyZMxGAw9PR0hjknyOhSi58nrUIieJa9BIXqevA6F6HlH++vQ4XCQl5cXi7N15rAH/vYs701ISDgqA39Wq5WEhISj8ptKiCOBvA6F6HnyOhSiZ8lrUIieJ69DIXresfI63F8ZPdncQwghhBBCCCGEEEKIo5AE/oQQQgghhBBCCCGEOApJ4E8IIYQQQgghhBBCiKPQYa/xJ4QQQgghhBBCiJ4VDocJBoM9PQ0hDplgMIher8fn8xEOh3t6Ot1mMBjQ6XQ/+jwS+BNCCCGEEEIIIY4RmqZRU1NDS0tLT09FiENK0zQyMzOprKzc7wYYvZXdbiczM/NHzV8Cf0IIIYQQQgghxDFiT9AvPT0dq9V6xAZEhNifSCSCy+XCZrOhqkdWpTtN0/B4PNTV1QGQlZV1wOeSwJ8QQgghhBBCCHEMCIfDsaBfSkpKT09HiEMqEokQCAQwm81HXOAPwGKxAFBXV0d6evoBL/s98q5cCCGEEEIIIYQQ3banpp/Vau3hmQghumLPa/XH1OOUwJ8QQgghhBBCCHEMkeW9QhwZDsZrVQJ/QgghhBBCCCGEEEIchSTwJ4QQQgghhBBCiGNSWVkZiqKwbt26np6KEIeEBP6EEEIIIYQQQgghumDVqlVkZ2cDUFVVhcViIRAItGnz8MMPc9JJJ2G1WrHb7T0wSyG+J4E/IYQQQgghhBBCHFF+GGw7XFasWMH48eMB+PLLLxk7dixGo7FNm0AgwEUXXcT//d//9cQUhWhDAn9CCCGEEEIIIYTo1SZNmsRvfvMbbrrpJlJTU5kyZQoAGzZsYNq0adhsNjIyMpg5cyYNDQ2xfh9//DETJkzAbreTkpLC2WefTUlJyQHPY/ny5bHA39KlS2Nf7+3+++/n5ptvZvjw4Qc8jhAHiwT+hBBCCCGEEEKIY5SmafhD4cN+0zSt23N97bXXMBqNLFu2jOeff56WlhZOO+00Ro0axerVq/n444+pra3l4osvjvVxu93ccsstrF69moULF6KqKueffz6RSKTL4y5duhS73Y7dbmfevHnceeed2O12nn/+eZ555hnsdjuPPvpot69HiMNB39MTEEIIIYQQQgghRM8IhCPcN3/TYR/3vnOGYtLrutWnsLCQxx9/PHb/oYceYtSoUcyePTt27OWXXyYvL4+tW7cycOBALrzwwjbnePnll0lLS2PTpk0UFRV1adyxY8eybt06tmzZws9//nPWrFlDU1MTJ510EmvXrsVsNkstP9FrScafEEIIIYQQQggher0xY8a0ub9+/Xo+//xzbDZb7DZ48GCA2HLebdu2cemll9KvXz8SEhIoKCgAoKKiosvjms1mCgoK+Pbbb5k2bRp9+/Zly5YtTJw4kcGDB1NQUCCBP9FrScafEEIIIYQQQghxjDLqVO47Z2iPjNtdcXFxbe67XC5mzJjBY4891q5tVlYWADNmzCA/P5+5c+eSnZ1NJBKhqKioW5uD2Gw2APx+P6qq8sEHHxAIBNA0DZvNxsSJE/noo4+6fT1CHA4S+BNCCCGEEEIIIY5RiqJ0e8ltbzF69GjeeecdCgoK0OvbhzcaGxspLi5m7ty5TJw4EYjW6+uudevWEQqFGDlyJJ999hmZmZlMnDiR5557juHDh2OxWH70tQhxqMhSXyGEEEIIIYQQQhxxrr/+epqamrj00ktZtWoVJSUlfPLJJ1x11VWEw2GSkpJISUnhhRdeYPv27SxatIhbbrml2+MMGDCAlpYWMjIymDBhAkajEafTyYwZMxgwYAA5OTlt2ldUVLBu3ToqKioIh8OsW7eOdevW4XK5DtalC9FlEvgTQgghhBBCCCHEESc7O5tly5YRDoeZPHkyw4cP56abbsJut6OqKqqq8uabb7JmzRqKioq4+eabeeKJJw5orMWLF3PyyScDsGTJEk488cQOswwB7rnnHkaNGsW9996Ly+Vi1KhRsZ2HhTjcZKmvEEIIIYQQQggherXFixd3eLywsJB33323035nnHEGmza13bVY07TY1wUFBW3ud+b222+PfT1z5kxmzpzZadtXX32VV199db/nFOJwkIw/IYQQQgghhBBCCCGOQhL4E0IIIYQQQgghhBDiKCSBPyGEEEIIIYQQQgghjkJS40+Io0gkotHsCdDsCeL0BXF4g/hCESKahkGnYjXoSLAYSDAbsMcZiDfpURSlp6cthBBCCCGEEEKIQ0ACf0IcBVz+EJVNHnbUu2h0BfCFwigKGFQVvaqiKBCOaIQiGqFIBIA4k560eBMFKXHkJlmwGuXHgRBCCCGEEEIIcTSRv/SFOIJ5AiG21jgprnXR4glgNepIshqxGHX77BfRNDz+MNXNPkrr3SRZjQzMsFGYEU+cSX4sCCGEEEIIIYQQRwP5C1+II1AkolHa6GZ9ZQv1Tj9JViN9U+NQu7hsV1UUbGY9NrOeiKbR7A6wsrSJ7XVujstLpF9qHHqdlAAVQgghhBBCCCGOZBL4E+II4/aH+KaimeIaJya9jr4pcajqgdfpUxWFFJuJpDgj9U4/i4vrqWzyMLpPEklxxoM4cyGEEEIIIYQQQhxOEvgT4ghS5/Tx9Y4mdrV4yU607HdJb3eoikJGghl/KEzJ7lqBYwuS6JsaJxuACCGEEEIIIYQQRyBZyyfEEaKi0cPnW+qpdfooSInrNOjnCUQ3+tiwq5XvdrWyYVcrpQ1uPIFQl8bZk0UYCEdYUlzPuooWQuHIwbwUIYQQQgghhOgVysrKUBSFdevW9fRUhDgkJONPiCPA9joXK3Y0oEWgT5K1XQZeg8tPeaOHymYPDm+ww3MoikJmgpnCdBv5Ke3P0VFbhzfIqvIm3IEQYwuSMRsOXoahEEIIIYQQQhxpVq1axbnnnktVVRVVVVX079+f1tZWjMZomaSysjIefPBBFi1aRE1NDdnZ2fy///f/uPPOO2NthDicJPAnRC+3vc7J8u2N6HUK6XZzm8caXX5WlzdT6/DFjimKQqLFQLLViKqCpkGLN0ijy091q5fqVi+p1SaOL0gmLd60z7ETLAaMepWNVQ58oQgn9kuRXX+FEEIIIYQQPS4QCPRIIG3FihWMHz8egC+//JKxY8e2mceWLVuIRCL87W9/Y8CAAWzYsIFrrrkGt9vNH//4x8M+XyHkL3gherHSBjcrShox6NQ2QTpfMMzaimZK6t1omoaqKPRJsdIn2UqO3YKhgx15nb4gJfVuNlc7aHD5+WhDNUOyEhjdJwndPjYHMRt09Em2UlLnIhzRGD8gFZsE/4QQQgghhBCH0aRJkygqKkKv1/PPf/6T4cOH8/nnn7NhwwZuu+02vvzyS+Li4pg8eTJ//vOfSU1NBeDjjz/moYceYsOGDeh0Ok488USefvpp+vfvf0DzWL58eSzwt3Tp0tjXe0ydOpWpU6fG7vfr14/i4mL++te/SuBP9Aip8SdEL1XV4uWrkkYUlFjQT9M0ttY6eX/dLrbXudA0jX5pNs4flcPJhWkUpMR1GPQDiDcbGJln57yROfRPtwGwudrBhxuqae1kefAeBp1KfrKVsgY3S7fV4/J3rV6gEEIIIYQQopfTNAj5D/9N07o91ddeew2j0ciyZct4/vnnaWlp4bTTTmPUqFGsXr2ajz/+mNraWi6++OJYH7fbzS233MLq1atZuHAhqqpy/vnnE4l0vY750qVLsdvt2O125s2bx5133ondbuf555/nmWeewW638+ijj3bav7W1leTk5G5frxAHg6TtCNELNbsDfLWjEV8wTF6yFYhu2rG8pJGqFi8AyXFGxvVNJj3evK9TtWMx6hjfP5U+yVaWlzTS7A7w8YYaTh+STqqt86W/+t3Bv/JGDzq1gfEDUrEa5UeIEEIIIYQQR7RwAD76/eEfd9rjoN936aEfKiws5PHHH4/df+ihhxg1ahSzZ8+OHXv55ZfJy8tj69atDBw4kAsvvLDNOV5++WXS0tLYtGkTRUVFXRp37NixrFu3ji1btvDzn/+cNWvW0NTUxEknncTatWsxm83Y7fYO+27fvp05c+ZItp/oMfJXuxC9jC8YZmVpIw0uPwUpcQDUO/18XlyHLxhGpyqMykticFY8agcbdEQ0Dbc/hDsQxuMP4QmE8YfCRDRQAKNOxWLUYTXqmTAglTXlzbR4Any6qZZJA9PItls6nZtep0aX/da70asqJ/ZPkQ0/hBBCCCGEEIfFmDFj2txfv349n3/+OTabrV3bkpISBg4cyLZt27jnnntYuXIlDQ0NsUy/ioqKLgf+zGYzBQUFvP3220ybNo2+ffuyfPlyJk6cyODBgzvtt2vXLqZOncpFF13ENddc040rFeLgkcCfEL1IJKLxTUUz5Y0e8pOtqIpCWYObZSUNhCMayXFGJhamkWgxtOvr8odocgWocfpw+UIEQhEUBXSqgk5V2BMijGgQdER/2akKJJj1OLxBXL4QC7fUcvrgjH0G/ww6lT5JVrbWOjHqVH7SLxl9J8uLhRBCCCGEEL2czhjNvuuJcbspLi6uzX2Xy8WMGTN47LHH2rXNysoCYMaMGeTn5zN37lyys7OJRCIUFRURCAS6PO6ewKLf70dVVT744AMCgQCapmGz2Zg4cSIfffRRmz5VVVWceuqpnHTSSbzwwgvdvVQhDhoJ/AnRi5TUu9hU5SAzwYxep1JS72LZ9gYA8pKsTChMbVfDz+kLsqvFS02rD18wgsmgYjPpMcbtPxgXjmh4g2HS4o2U1LupdQT5z7dVTC/Kii0x7ohRr5KdaGFjdStWo46RfewoHWQfCiGEEEIIIXo5Ren2ktveYvTo0bzzzjsUFBSg17cPbzQ2NlJcXMzcuXOZOHEiEK3X113r1q0jFAoxcuRIPvvsMzIzM5k4cSLPPfccw4cPx2Jpmzixa9cuTj31VMaMGcMrr7yCqkqihOg58t0nRC/R6PKzpqIZi1FHnElPeaOb5SWNAAzKiOeUQWltgn7+YJjttU7WlDdT1ujBqFfJSDCRZDVi1Hftpa1TFWwmPRkJFo4vSCbepKfBFeDfa3ayqdpBaB8Fby1GHalxJr6pbGF7nevHXbwQQgghhBBCdNP1119PU1MTl156KatWraKkpIRPPvmEq666inA4TFJSEikpKbzwwgts376dRYsWccstt3R7nAEDBtDS0kJGRgYTJkzAaDTidDqZMWMGAwYMICcnJ9Z2165dTJo0iT59+vDHP/6R+vp6ampqqKmpOZiXLkSXSeBPiF4gGI7wTUUzTm+INJuJqhYvX25rQNM0BqTbGNc3uU09v3qnPxpwq3dj0KlkJpixGvU/KuvOoFMZW5BMdqKZQDjC/76tZnVZE82ezlPgEywGLAYdq8qaqG71HvDYQgghhBBCCNFd2dnZLFu2jHA4zOTJkxk+fDg33XQTdrsdVVVRVZU333yTNWvWUFRUxM0338wTTzxxQGMtXryYk08+GYAlS5Zw4okndphluGDBArZv387ChQvJzc0lKysrdhOiJ8hSXyF6ga01TnY0uMlLstLqDbJkaz0RTaMgJY4T+qXEAnqhSITyRg/lDR40NNITTB1u8HGgdKpCUU4igYpmXL4QK0ubcPnDDM6MJzep46W/afEmKps9fF3axGmD04k3t68/KIQQQgghhBA/xuLFizs8XlhYyLvvvttpvzPOOINNmza1OaZpWuzrgoKCNvc7c/vtt8e+njlzJjNnzuyw3ZVXXsmVV1653/MJcbhIxp8QPazB5Wf9zhYSzQZCYY2FW+oIhiNkJJgZPyA1FtjzBcNsrnKyrdaF2aiSYju4Qb89DDqV4TmJGPUqEQ3KG92U1rvxBsKd9slJtFDT6mNNeTOhcOfLg4UQQgghhBBCCHH4SOBPiB4Ujmisr2zB4w+TaDGwqLgOtz9EgtnApIFp6NRoYM/tD7GhqpVdLR5SbEasxkObrGs16inKSUQBWr0hShvdVDR5Oq35p6oKuXYLW2udbK52HNK5CSGEEEIIIYQQomsk8CdED9pR76Kk3kVmoonlJY00uvyY9DpOG5yOyaADorv2bqhqpdEVIC3e3G5X30MlyWqkX5oNRYnWFPxuVysbqxydZv6ZDDqSrEbWVbZQ1SL1/oQQQgghhBBCiJ4mgT8heojLH+Lbna3EGfVUNHkpa3SjKgqTBqWRYInWyXP6gmyqdtDiCZIWb4plAB4ueUkW0mwmVFWhptVLRaOH73a10uoNdtg+yWokFNFYU96MJxA6rHMVQgghhBBCCCFEWxL4E6KHbK52UO/yo9cprCprAmB0nyQyEswAeAIhNlc7afEESY8/NPX89kdRFAZnxmM16ghGNBpcflo80ey/Rpe/wz7ZiRZ2tXj5bmdrl4rkCiGEEEIIIYQQ4tCQwJ8QPaDO6WNLtYNkq5Gl2xoIRzRy7BaGZMUD4A+G2VLtpNkTIC3eFNvVtyfodSpF2YmoikKLN4g/pOEPhtlQ1Uqtw9euvU5VyEwws6naQXmjpwdmLIQQQgghhBBCCJDAnxCHXSSisanKgS8UprzRTas3iMWgY/yAVBRFIRSJsLXORZ3TR+oh2rm3u+JMevqnxQGwo8GN2aAjokWzFmta2wf/bCY9OkXhm4oWXH5Z8iuEEEIIIYQQQvQECfwJcZjtbPayo96NWadjQ1V0B9yf9E3BbNChaRpl9W52NXtJsR3+mn77kmO3kGQ1EtE0Ntc4sO+uQ7i5xkFNB5l/mYlmap0+vt3ZIkt+hRBCCCGEEEKIHiCBPyEOo2A4wsbqVtA01lQ0o2ka+Slx9EmxAlDd6qO00U2ixXDYdu/tKkVRGJIZj15VcPpC7Gz2YrcaUYAt1Q7qnG2Df6qikJVgZku1g4omWfIrhBBCCCGEEEIcbr0rsiDEUa680UNlk4dWX5AmdwCjXmVcQTIArd4g2+tcGPU6LEZdD8+0YyaDjv5pNgBKG9z4gmHsViOaBluqnTS5A23ax5n06FSVbypaZJdfIYQQQgghRK9TVlaGoiisW7eup6cixCEhgT8hDpNAKMKmqlbQYMOu6BLf0X2SsBh1BMMRttU58YXCJO5eQttbZSWaSbQYCGsaW2udaJpGUpyRQDjC5moHDm+wbfsEM7UOHxt3L2sWQgghhBBCiCPVqlWryM7OBqCqqgqLxUIg0DYB4pxzzqFPnz6YzWaysrKYOXMmVVVVPTFdISTwJ8ThUt7opsbhY2ezl2A4QqrNRGG6LVrXr8FNvdNPSpypp6e5X4qiMCgjHgVodAdocEV/yaXEGXEHQmypceINhGPtVVUhzWZic5WD6lZvD81aCCGEEEIIcTT5YbDtcFmxYgXjx48H4Msvv2Ts2LEYjcY2bU499VTefvttiouLeeeddygpKeGnP/1pT0xXCAn8CXE4+ENhNlU78AbClDW6URSFcX2TURSFBleA8iYPdouxV23msS9xJj19kqN1CbfXuwhHNBRFIdVmoskdoLjGQTAcibVPsBgIRSKsr2xpc1wIIYQQQgghumLSpEn85je/4aabbiI1NZUpU6YAsGHDBqZNm4bNZiMjI4OZM2fS0NAQ6/fxxx8zYcIE7HY7KSkpnH322ZSUlBzwPJYvXx4L/C1dujT29d5uvvlmTjjhBPLz8znppJO4/fbb+eqrrwgGg+3aCnGoSeBPiMOgsslDTauX7XUuAAak2Ui1mfAHw5TUu1Cg19b160x+ShwmvYovGGZnc3TzDlVRSLUZqXH6KKl3EdlrN9+sRAsVTZ7YcyCEEEIIIYToeZqmEQgHDvtN2+tvha567bXXMBqNLFu2jOeff56WlhZOO+00Ro0axerVq/n444+pra3l4osvjvVxu93ccsstrF69moULF6KqKueffz6RSNcTEpYuXYrdbsdutzNv3jzuvPNO7HY7zz//PM888wx2u51HH320w75NTU28/vrrnHTSSRgMvbuskzg66Xt6AkIc7aK1/RzUOvy0eoMY9Sqj+tijS3wbPbR4gqQnHPgS37AWwB9xoRFBpxjQK2b0yqFfMqxTFfql2thc46C80UNmghmTQYdep5JkMVLR6MFq0NEnJQ4Ag04l3mTg252tZNstvb6WoRBCCCGEEMeCYCTII18/ctjHvWPcHRh1xv033EthYSGPP/547P5DDz3EqFGjmD17duzYyy+/TF5eHlu3bmXgwIFceOGFbc7x8ssvk5aWxqZNmygqKurSuGPHjmXdunVs2bKFn//856xZs4ampiZOOukk1q5di9lsxm63t+kza9Ysnn32WTweDyeccAL//e9/u3WtQhwsEvgT4hCrbPaws8VLeWM0K25knh2zQUejy8/OZg+JVgOq0rUlvsGIl5ZQJc5wDa5wPf6Ik5Dmb9fOqFqxqMkk6DJJ0Gdj06WjKgc/ozAjwcSuFgMOX5CSBjdDsxKA6O6/lnCEkgY3cSY9KbZoIDLVZmRHg5uNVa2c2C8FpYvXLYQQQgghhBBjxoxpc3/9+vV8/vnn2Gy2dm1LSkoYOHAg27Zt45577mHlypU0NDTEMv0qKiq6HPgzm80UFBTw9ttvM23aNPr27cvy5cuZOHEigwcP7rDPbbfdxtVXX015eTn3338/l19+Of/973/lbyBx2EngT4hDKBSOUFzjpKzBTTAcwW41MjAjnmA4QmmDGw2wGPYdkNM0jeZQOXXBLTQHK4D2KfE6xYiq6AlrASJaiEDEQyDioTW0E/ygKLpYEDBBl41Nl3ZQAoGKolCYbmNNRTO1Dh+5dgsJuzP54s0GGlx+tta5GGHUYTXqURSFjAQzW2ud5KfEkWO3/Og5CCGEEEIIIQ6cQTVwx7g7emTc7oqLi2tz3+VyMWPGDB577LF2bbOysgCYMWMG+fn5zJ07l+zsbCKRCEVFRd3aHGRPYNHv96OqKh988AGBQHS5ss1mY+LEiXz00Udt+qSmppKamsrAgQMZMmQIeXl5fPXVV5x44ondvWwhfhQJ/AlxCFW1+Nhe66S61YcCjMlPQlUUKls8NLoDpNo6X5KraRpNoVJ2+tfgCTfFjsfpUknQZxOvy8CsJmJW49Ep36fIhzQ/3nAL7nA9jnA1raEqQpqP1tAuWkO7AFAVPfG6DBL02STqcrDqktEpB7b0NsFiIDPBTI3Dx/Y6F6P62GOfYqXEGalz+Nle52JodgJ6VcVm0tPkDvDdzhbS400YdFJqVAghhBBCiJ6iKEq3l9z2FqNHj+add96hoKAAvb59eKOxsZHi4mLmzp3LxIkTgWi9vu5at24doVCIkSNH8tlnn5GZmcnEiRN57rnnGD58OBbLvhMa9mQZ+v3tV2sJcahJ4E+IQyQS0dha56S4Nrp5R7bdQo7dgssforzJg9Wo63QX30DETYl3MS2hnUA0UJdpHEaaYRBWXdI+x9UrJuL1GcTrM8ikCE3T8EaacYSqaA1X4QhVtwkEVrIKiC4PNquJmNQEzEo8Zl0iNl0GJsW233T0fqlx1Dn9tPqCNLkDsaW9iqKQbDNS3eIj3qynb2r0k7KsRDMVTR5KG9wMzIjvztMqhBBCCCGEEABcf/31zJ07l0svvZTf//73JCcns337dt58801efPFFkpKSSElJ4YUXXiArK4uKigpuv/32bo8zYMAAvvrqKzIyMpgwYQIVFRU4nU5mzJjRLuC4cuVKVq1axYQJE0hKSqKkpIS7776b/v37S7af6BES+BPiEKlz+llf2UyLJ4BepzI2PwlN06hsdOP1hzvd0MMVqmOL9xOCEQ+KopJtHEGW8TgMqvmA5qEoClZdMlZdcptAYGuoCkd4F45QDSHNF1seDNVt+htUK0n6PJL1/UjU53S4RNhk0JFjt1DZ7GFHg5vkOGMsWGjQqdjMekobPCSYDaTYoll+cUY93+1sJTfJgtUoP4qEEEIIIYQQ3ZOdnc2yZcuYNWsWkydPxu/3k5+fz9SpU1FVFUVRePPNN7nxxhspKipi0KBBPPPMM0yaNKnbYy1evJiTTz4ZgCVLlnDiiSd2mGVotVp59913uffee3G73WRlZTF16lTuuusuTKZDvwmjED8kf20LcYhsr3Xy3U4HOjVaB89uNdLkDlDV6iPRaugwi64xWMI27+doWhiLameQdTKW/WT4ddfegcAsosVsgxEfvkgrvogDv+bEF3HgDTfhCjcQjHioCxRTFyjGqMaRbTyOdOOQdkuD81OsVLV6cflD1Dn9ZCR8H6iMM+nxBv1sr3cRZ9JjNuhIs5kobXRTXONkVJ+De41CCCGEEEKIo8vixYs7PF5YWMi7777bab8zzjiDTZs2tTmmad/XTS8oKGhzvzN7ZwrOnDmTmTNndthu+PDhLFq0aL/nE+JwkcCfEIdAiyfA0pIGfKEwcUY9I3LtRCIa5Y1uIpqG+Qcbemiaxq7AN1T6ostuk/R9KLSe3qZ236FkUM0YVDPxZLQ5HtFCOMI1NAXLaAyWEIi4KfOtoCqwngGW00jU53x/Dp1KnyQrpY1uShvcpMWb2uxWnBxnpNbho7TRzaCMeFRVITnOyOZqB/kpcSTHHZl1RYQQQgghhBBCiN5KquoLcQhsr3WyrrIFo05leE4iFqOOepefepcfu7VtgEvTIuzwLYkF/bJMwxlknXLYgn77oip67Ppc+lkmMCb+/9HPMhGTaiMQ8bDJ/V8qfF+jaZFY+9wkCwadijcYpqbV94NzKSRbjexs8lDniBa1TbIacfpCbK52dOlTNiGEEEIIIYQQQnSdBP6EOMh8wTCfbqojEokucR2cFU8oHKG8yYNOVdrsYhvRwmzzLqQuUAwo9LVMoMB8EorS+16aqqIjwziUEbaLSTcOBmCX/xu2eRcR0cIA6HUq+clWAMoa3YQjbYN5JoMOvU5lR70LTyAEQEaCme11LmodssOVEEIIIYQQQghxMPW+6IIQR7gd9S7W7WzGpFc5LjcRvapS5/TT5PZjt3yfxRfRQmz1fEpjcAcKKoOsZ5JpHNaDM+8anWKgv+UUBlhORUGlMVjCDt+XsYy9bLsFk17FH4pQ3ept199uMeDwhShtiC57tpn0hCIRNlU5iEQk608IIYQQQgghhDhYJPAnxEEUiWj877tqwhFItBjon2YjGI5Q0eTBpNehU6M17yJaiC2eT2gOVaAoOgZZp5Js6NvDs++eNONABlrPBKA+UEx14DsAdKpCn91ZfxVNnnZZf4oSre23q8VLrSO6HDgj3kxZo5udze0DhUIIIYQQQgghhDgw3Qr8hcNh7r77bvr27YvFYqF///48+OCDUptLiN3Km9ysLmvGrFc5Li8RVVGoc/hp8QRJMEd3wdU0jW3eRbSGdqIqeoZYp5FkyOvhmR+YZEMBBebxAFT4VuIK1wOQnbjvrD+jXsWgUymtd+MNhDEbdCjApupWQuFIu/ZCCCGEEEIIIYTovm4F/h577DH++te/8uyzz7J582Yee+wxHn/8cebMmXOo5ifEEeW/31YTCEVIsZkoSImLZvs1ezAb1Fi2X7l/BU3BUhRFZbB1apudcY9EmcZhJBsK0IhQ4l2MpkVQVYX85Dig46w/iC75dfqDlDW60DSNzEQzlU0eKpo8h/sShBBCCCGEEEKIo1K3An/Lly/n3HPP5ayzzqKgoICf/vSnTJ48ma+//vpQzU+II0Ztq5cVJY2Y9Cojc+2xbL/WvbL9agKbqPZHl8QOsJx6xAf9ILp0t5/5FPSKCU+4ierABgCyEs37zPpTFAW7xcjOFh/1Lj8GnYpJr2NTlYNASLL+hBBCCCGEEEKIH0vfncYnnXQSL7zwAlu3bmXgwIGsX7+epUuX8qc//anTPn6/H7//+906HQ4HAMFgkGAweIDT7p32XM/Rdl2ia+av24nHH6RPspXcRAOBYJBdTU4sBtArEVyhesq9S4EI+abjSdf3hd274R7pTIqBAtPxbPd9wS7/KjINA9ArJvKTzGyrc7OzyU1eohFFUdr0s+jB649QXu8g0aQjLU7PzhYXO2pb6Z9uO6C5yOtQiJ4nr0Mhepa8BoXoeb31dRgMBtE0jUgkQiQiH7aLo9uesnR7vuePRJFIBE3TCAaD6HS6No919eeLonWjQF8kEuEPf/gDjz/+ODqdjnA4zMMPP8wdd9zRaZ/77ruP+++/v93xN954A6vV2tWhhejVghH4T7lKMAITMiPkxLV9PKAFWOJbgltzk6XLYpxxXLsg2JEuokVY7F+MI+JgoH4gQ41DCUXgPxUqgTCckBEh/8BieUIIIYQQQoiDQK/Xk5mZSV5eHkajsaenIw6xbdu2cfbZZ7N69Wri4+N7ejqHREVFBSNGjOCLL75g+PDhbNmyhQsvvJCvv/6auLi4/Z+glwsEAlRWVlJTU0MoFGrzmMfj4ec//zmtra0kJCR0eo5uZfy9/fbbvP7667zxxhsMGzaMdevWcdNNN5Gdnc0VV1zRYZ877riDW265JXbf4XCQl5fH5MmT9zmxI1EwGGTBggWceeaZGAyGnp6OOIz++201zqoK0hNMDCjKIgysr2zB7Q9jt+jZ4v2UJlWPWc3DHnc+OxRTT0/5kLDpTOz0fso3WhM6Yx/0ion4FA+ljR6WO3UEk+0dBjzd/jDBSIQRuXasJh07mzycNCCVgRnd/+Ukr0Mhep68DoXoWfIaFKLn9dbXoc/no7KyEpvNhtls7unpiENs9uzZ3HDDDeTkREtMLV68mKeeeopVq1bhcDgoLCzkd7/7HZdddlmbfv/+97+59957KSsro7CwkEceeYTp06fHHtc0jfvuu48XX3yRlpYWxo8fz1/+8hcKCwsP6/UB2GzR7JK4uDgSEhIYN24cJ5xwAi+99BJ33nknTqeT+Pj4IzbxxufzYbFYOPnkk9u9ZvesqN2fbgX+brvtNm6//XYuueQSAIYPH055eTmPPPJIp4E/k8mEydQ+yGEwGHrVD8CD6Wi+NtFeJKKxeFsjGgrH5Sah6g3UO3w0ecKk2EzsCn5HU6gSRdFTaJ2Mqlo5MpOM989u6Ic1kBqt9RcsJsc0iuzkOMqafTgDERq8YVLi2v88sJh1OB0+ypq8DM+xYzWbKK7z0D8jEbNB18FI+yevQyF6nrwOhehZ8hoUouf1ttdhOBxGURRUVUVVu1XyXxxhKioq+N///sezzz4b+7/+6quvGDFiBLfffjsZGRn897//5corryQpKYmzzz4biO7tcNlll/HII49w9tln88Ybb3DBBRewdu1aioqKgOjGr3PmzOG1116jb9++3H333UybNo1NmzZ1OaAcCAQOStbpnmvb+3v6F7/4Bddccw233347QOx7/kikqiqKonT4s6SrP1u6deUej6fdk6XT6Y7YtdJCHAxflzVR3eojwaynX1ocEU2jqsWLqir4tWYqfCsBKDCfhE2X1sOzPbQURSHbOAKA6sAGIloYg04l2x794V/R2PmOvUlxRmodfmqdPlJtJuqdfkob3Idl3kIIIYQQQojebd68eQwfPhyLxUJKSgpnnHEGbnf074VQKMSNN96I3W4nJSWFWbNmccUVV3Deeed1qX9XXHnllZx33nnMnj2bjIwM7HY7DzzwAKFQiNtuu43k5GRyc3N55ZVX2vSrrKzk4osvxm63k5yczLnnnktZWVns8VWrVnHmmWeSmppKYmIip5xyCmvXrm1zDkVRePHFFzn//POxWq0UFhYyf/78fc737bffZsSIEbFsP4A//OEPPPjgg5x00kn079+f3/72t0ydOpV333031ubpp59m6tSp3HbbbQwZMoQHH3yQ0aNH8+yzzwLRbL+nnnqKu+66i3PPPZfjjjuOv//971RVVfH+++93Op9Jkybxm9/8hptuuonU1FSmTJkCwIYNG5g2bRo2m42MjAxmzpxJQ0NDrN/HH3/MhAkTYv+3Z599NiUlJfu89jPPPJOmpiaWLFmyz3bHim4F/mbMmMHDDz/M//73P8rKynjvvff405/+xPnnn3+o5idEr6ZpGp9srCEQijA8145eVWl2B2hwB0gw69ju/RyNCEmGfDIMQ3t6uodFiqE/RtVKMOKhIbgNgLwkKwrQ4g3i8HZcgNSgUzHoVcoaPYTCEWwmPZurHXgDR8cGKEIIIYQQQvRmnkCo05svGD6obbururqaSy+9lF/84hds3ryZxYsXc8EFF8Q2b3jsscd4/fXXeeWVV1i2bBkOh6NNEGp//RcvXoyiKG0Cch1ZtGgRVVVVfPHFF/zpT3/i3nvv5eyzzyYpKYmVK1dy3XXX8atf/YqdO3cC0SXfU6ZMIT4+ni+//JJly5Zhs9mYOnUqgUAAAKfTyRVXXMHSpUv56quvKCwsZPr06TidzjZj33///Vx88cV8++23TJ8+ncsuu4ympqZO5/rll18yduzY/T63ra2tJCcnx+6vWLGCM844o02bKVOmsGLFCgBKS0upqalp0yYxMZGf/OQnsTadee211zAajSxbtoznn3+elpYWTjvtNEaNGsXq1av5+OOPqa2t5eKLL471cbvd3HLLLaxevZqFCxeiqirnn3/+PhPQjEYjI0eOZOnSpfu9/mNBt5b6zpkzh7vvvptf//rX1NXVkZ2dza9+9SvuueeeQzU/IXq1HfUutte5MOgUBmdG69FVt/pA06gPf4c73IBOMdLPPPGIrSnQXaqiI9M4nArfSqoC35JmGITZoCM9wUytw0dFk4einMQO+yZaDNQ5/Oxs8dI3JY7SRjdljW6GZB1d9UCFEEIIIYTobYbe80mnj506KI1XrhoXuz/mwc/wBjv+gP4nfZN561cnxu5PeOxzmtyBNm3KHj2rW3Orrq4mFApxwQUXkJ+fD0RLj+0xZ84c7rjjjlhS0rPPPsuHH37Y5f5Wq5VBgwbtd+lkcnIyzzzzDKqqMmjQIB5//HE8Hg9/+MMfgOgeB48++ihLly7lkksu4a233iISifDiiy/G/h585ZVXsNvtLF68mMmTJ3Paaae1GeOFF17AbrezZMmS2PJbiGYcXnrppUC0dt8zzzzD119/zdSpUzuca3l5+X4Df2+//TarVq3ib3/7W+xYTU0NGRkZbdplZGRQU1MTe3zPsc7adKawsJDHH388dv+hhx5i1KhRzJ49O3bs5ZdfJi8vj61btzJw4EAuvPDCNud4+eWXSUtLY9OmTbGlxx3Jzs6mvLx8n/M5VnQr4y8+Pp6nnnqK8vJyvF4vJSUlPPTQQ7IbkDhmfbyxFm8gzNCsBMwGHQ5vkHqXH53RRaV/NQB9zeMxqj9uN6GIpuHwBqlp9VHT6jsYUz+kMoxD0CkGvOFmWsO7AOiTHN3Fu8Hlb/cp4B6qohBv1lPZ5MHlD8Wy/jprL4QQQgghhDj6jRgxgtNPP53hw4dz0UUXMXfuXJqbm4FoxlptbS3jxn0fmNTpdIwZM6ZL/QHGjRvHli1b2iyL7ciwYcPalD/LyMhoE0DU6XSkpKRQV1cHwPr169m+fTvx8fHYbDZsNhvJycn4fL7YctXa2lquueYaCgsLSUxMJCEhAZfLRUVFRZuxjzvuuNjXezay2DNOR7xe7z7r7X3++edcddVVzJ07l2HDhu3zug+Wvf9PIPr8fP7557HnxmazMXjwYIDY87Nt2zYuvfRS+vXrR0JCAgUFBQDtnp8fslgseDydl5o6lnQr408I8b06h49vd7YQjmiMyLXHjvkCIRr0X6JpEez6PFIN3d/ZSNM0qlp8lDe5qWzy0uj2E4lmoWPUqVx7cr9Y29VlTTj9IfKSrOSnWDHoer5oqV4xkWoYSG1gI3WBzdj1udhMeuwWAy3eIFUtXvql2TrsG2fSU+vwUt7kYXBmPBVNHkobJOtPCCGEEEKIQ2nTA1M6fUz9weqlNXef0UnL9m2Xzjr1x02MaEBtwYIFLF++nE8//ZQ5c+Zw5513snLlyjbLVA+kf9++fbs8jx9mBO7ZdOGHx/YsQ3W5XIwZM4bXX3+93bnS0qL136+44goaGxt5+umnyc/Px2QyceKJJ8aWAu9r7H0td01NTW0T3NzbkiVLmDFjBn/+85+5/PLL2zyWmZlJbW1tm2O1tbVkZmbGHt9zLCsrq02bkSNHdjofiAYs9+ZyuZgxYwaPPfZYu7Z7zj1jxgzy8/OZO3cu2dnZRCIRioqK2j0/P9TU1ES/fv322eZY0fMRAiGOUEu21uPwhshLtpJgMeALhql2+PDqtuEK16FTDPSznHxAS3znr6/ivXW7WFvRQr0rGvRTFYg364k3t43Xb61zsbHKwccba3h5WSkLNtVS7/QfrMs8YBnG6Cc1TcEyghEvALlJ0ay/qlYf4T2RzA4kWU3UtHpp8QQl608IIYQQQojDwGrUd3ozG3QHte2BUBSF8ePHc//99/PNN99gNBp57733SExMJCMjg1WrVsXahsPhDjfI6Kj/oTR69Gi2bdtGeno6AwYMaHNLTIyWP1q2bBk33ngj06dPZ9iwYZhMpjabWxyoUaNGsWnTpnbHFy9ezFlnncVjjz3Gtdde2+7xE088kYULF7Y5tmDBAk48Mbp8u2/fvmRmZrZp43A4WLlyZaxNV40ePZqNGzdSUFDQ7vmJi4ujsbGR4uJi7rrrLk4//XSGDBnSaTDzhzZs2LDfQOSxQgJ/QhwAlz/Eih2N+ENhxuYnAdDoCtDqc9OgRX/B9DH/BJPacVbbD0U0LVZYFqIBMqNOZVBGPGcOzeDyE/K57pT+XHFiAZeO69Om74n9UhiZZyfBrCcY1iiudfLW6ko+WLeLWkfPLQuO06USp0tFI0J9cCsAqTYjJr1KMByhztn53Iz66Jbl5Y1u7BYD9U4/5fvYEVgIIYQQQghx9Fq5ciWzZ89m9erVVFRU8O6771JfX8+QIUMAuOGGG3jkkUf44IMPKC4u5re//S3Nzc2xJIz99f/6668ZPHgwu3btOqjzvuyyy0hNTeXcc8/lyy+/pLS0lMWLF3PjjTfGNgApLCzkH//4B5s3b2blypVcdtllWCyWHz32ng05wuHvEyg+//xzzjrrLG688UYuvPBCampqqKmpabNJyG9/+1s+/vhjnnzySbZs2cJ9993H6tWr+c1vfgNEA6g33XQTDz30EPPnz+e7777j8ssvJzs7u80uyl1x/fXX09TUxKWXXsqqVasoKSnhk08+4aqrriIcDpOUlERKSgovvPAC27dvZ9GiRdxyyy37PW9ZWRm7du1qt0nJsUoCf0IcgFWlTTi8QRItBrLtFsIRjV0tXppYS1gLYNUlk2EY0qVztXgCvLNmJ6UN328lPzwnkStPKuDMoRkMyognwWJolzK/R9/UOCYMSGXmCfn8dHQuAzNsKApUNnv5pqLlYFzuAcswRp+D2sBmNE1DURRy7NFfYruavfvsm2Q10uDy0+AKELc7688fkqw/IYQQQgghjjUJCQl88cUXTJ8+nYEDB3LXXXfx5JNPMm3aNABmzZrFpZdeyuWXX86JJ56IzWZjypQpsRp3++vv8XgoLi4mGAwe1HlbrVa++OIL+vTpwwUXXMCQIUO4+uqr8fl8JCRESxm99NJLNDc3M3r0aGbOnMmNN95Ienr6jx572rRp6PV6Pvvss9ix1157DY/HwyOPPEJWVlbsdsEFF8TanHTSSbzxxhu88MILjBgxgnnz5vH++++32Ujj97//PTfccAPXXnstxx9/PC6Xi48//nifNQU7kp2dzbJlywiHw0yePJnhw4dz0003YbfbUVUVVVV58803WbNmDUVFRdx888088cQT+z3vv/71LyZPnhzbyOVYp2h7pxkdBg6Hg8TERFpbW2Pf6EeLYDDIhx9+yPTp0/e7G5A4ckUiGrM/3Mx3u1oZm5/EqD5JNLj8LC/bRqX2X1RFYVjcOSTos/Z5Hk3T2FTt4MttDYQiGunxJi4ak3tQdv91eIN8XdbEuIJkEizR78VwREOnHt6dhcNagNXOfxDRQrHnJBCKsGJHIxFNY2x+EvHmzl8rLZ4ARp3KcXmJ1Dn9nDooncKM+H2OKa9DIXqevA6F6FnyGhSi5/XW16HP56O0tJS+fft2O0hzJIlEIgwZMoSLL76YBx98sKen02P+8pe/MH/+fD75pPMdm482gUCAwsJC3njjDU488UQcDgcJCQltNmU5kuzrNdvV+Jps7iFEN22qdsSW0A7Njr64alq9VIe/RtUppBoG7DfoF4lofLm9ge92tQKQa7dwxpCMgxL0A0iwGDhjSNvt1T8vrkPT4JSBaRj1h+eHnk4xkmroT12gmLpgMQn6LIx6lVSbkTqnn+pW3z4Df4kWA7UOH3UOPxajjs3VDvJT4g7b/IUQQgghhBC9X3l5OZ9++imnnHIKfr+fZ599ltLSUn7+85/39NR61K9+9StaWlpwOp3Ex+87geJoUVFRwR/+8AfGjx+/z81PjiUS+BOim1aUNOL2h8lPtmLS63D5Q+xo3UFAqcWg6OljHrfP/oFQhI82VFO5e6nrCf2SGdMn6aAF/TrS7AlQXOtE06De5WdaUSZJVuMhG29vaYZB1AWKaQruIGKegKroyUw0U+f0U+vwMSDNhtpJJqKiKNjMBnY2exmRm0it009ls4f+newILIQQQgghhDj2qKrKq6++yq233oqmaRQVFfHZZ5/Favgdq/R6PXfeeWdPT+Ow2rM5iPiepM0I0Q21Dh9b65y4AyGKcqLZfg1OH5X+r9GpCpnGYZjUzj9JCYQifLB+F5XNXvSqwvSiTMbmJx/SoB9E6+WdPzIHq1FHkzvAv1fvpKLp8GyWEa/LxKTaCGtBmkJlACRbo5t8hCIaDe5970AcZ9ThCUR3TDbqVIprnITC8smNEEIIIYQQIiovL49ly5bR2tqKw+Fg+fLlnHzyyT09LSF6BQn8CdENq8ua8QbCJFkNZCZYCEUibGzaSFBpQq8YyTGO3md/vU7BbokGvc4flUO/w5i5lm238LOxeWQlmgmEI/z32yo2VzsO+biKopBqKASgIbAtdiwzIVqfoLp13zsPK4pCosVAVYsPk16lusXLrpZ9bwwihBBCCCGEEEIIWeorRJeFIxrrKptx+UMMyohHVRXqHV5K3Ssx6FWyTSMxqPsukKsqCqcPScfpC5Fo6V6R30Aogj8UjtXEC0c0Fm6pRa+qGHQKNpOeJKuRFJux07p5cSY9543M4bPNtWyrc7FwSx3eYJjRfZK6NZfuSjUUssv/Dc2hSoIRLwbVQmaimfImD03uAP5gGJNB12l/i1GHwxekutVHolnPlhoneUnWTpcICyGEEEIIIYQQQgJ/QnTZ1lonLZ4g4bDGgPRopt63jd8QwEmCGk+WcXiH/TRNY0uNk0GZ8aiKgro7g60r3P4QxbVOyhrc1Dh89E+zMWVYJgCqAttqXXS0LXeCWU//NBvjB6S2e0ynKkwemkG8Wc+6yhbs3QxAHgirLok4XSrucAMNwRKyTEVYjXoSzQZafUHqnH7ykq37PIfdGt3oIzUugZ3NHqpaveQm7buPEEIIIYQQQghxLJPAnxBdtLaiGU8wTFq8kUSLAYfPx1bH1xh0Krmm0eiUjgNoK3Y0sraihYomD5OHdm3n3lqHjzXlzZQ2utH2iuz5guHY14qiMKEwlWAogj8UwekP0ewO0OQJ4PCF8Ifa1sHzBcOYd2fVKYrCSf1TGZyZQHLc4drko3B34G8rWaYiANITTLT6gtQ6fPsN/Jn0OhwEqXH4sMcZ2FbrIsduOeT1EYUQQgghhBBCiCOVBP6E6AJPIMTmagduf4jCHDuqorChcT2+sAe7KZF0Y8e7RW2rc7K2ogWAgpS4LgWpPttcy5YaZ+x+ZoKZgRk28lPi2mUKjsi1t+sfCEWoavGSsFfbOqePeWt2MiQrgeMLkrGZoi/9vYN+Tl+QXS1eBmcm7HeOByLFMIAy31e4wvV4wy1YdHbS481sr3Ph9IfwBEJYjfv+kWS3GGlw+UmOM1LR5KHO6ScjYd/Lq4UQQgghhBBCiGOVBP6E6IL1la34gxEMqkpeipVQOMzG5lXoVIVs00hUpX19uiZ3gEVb6gAY3cfOoMzOd/vdm91qQAEGZcYzqo+dlDhTt+Zq1KsUpMa1OVba4CaiwcYqB8U1Tkbk2Rmbn4RBF93fxxsI887aXbj8IRSULs+1W/NSrdj1ubSEKqkPbqOP7niMepWkOCNN7gC1Dj99U/f9I8mgU1EUhXqXn2SLke21Lgn8CSGEEKJDgVCEcETDbFBlhYAQQohjlgT+hOiCb3e24A2GSY03Em/Ws7HxO1xBB1aDlXTjoHbtA6EIH26oJhjWyLVbOKFvSqfnbvYE0LTvs++Oy7HTP81GkvXgLcH9Sd8U8pKsrNjRSHVrdBnx1lonkwamkZ8Sh9mg0i8tjm93trJwSy1mg0p+Stz+T9xNqYZCWkKVNAS3kWcai6IoZMSbaXIHqHP6KEix7veNud1ioMkVIMlqpLTRxZDsw7dcWQghhBC9lz8UZmOVg427Wqlo8uDyR0ukGHQKuUkWRuTaGdUnCaNe7eGZCtE7+YJhAuHI/hseBEadGitDJMSkSZMYOXIkTz311D7bnXzyyVx33XX8/Oc/PzwTO8juu+8+3n//fdatWwfA7bffjtvtZs6cOYd0XAn8CbEfrd4g5U0e3P4QQzLjUYDvmr4mgkaO+bgOa/stK2mgxRMkzqRj8rCMTnef3VbrZFFxHTaTnovG5GHUq7tvBz+QlW23cMGoHEob3Hy5vQGnL8R/vq2mKDuBSYPSmTggFV8wzNZaFx9tqOHC0bmkxXcv23B/kg0FqD49/ogTd7gemz6dVJsRVVHwBMK4/KFOdyTeQ69T0ekUGt0BwpqBHfUukuOSD+o8hRBCCHHkcPqCLNpSxzcVLe1qHAMEwxqlDR5KGzx8uqmWk/qnMLEwTQKAQuzFFwzz6cYaWn3BwzJeotnA5GGZEvzrZcrLyxk8eDD19fXYbLYfda7Fixdz6qmn0tzcjN1u/9Fzmz9/PrW1tVxyySUANDU1ce+99/Lpp59SUVFBWloa5513Hg8++CCJiYmxfpWVlcyaNYvFixdjs9m44ooreOSRR9Drez4cduutt9KvXz9uvvlm+vXrd8jG6fkrFaKX21jVSjAcwWTQkZFgptJVSoO3HpNqItM4rF17hzfI5moHAGcOyeiwbp2maawub2ZlaRMAFqOOcKSj/XkPLkVR6JdmIy/ZysrSJtZXtsSy5RRF4fTBGXgDYSqbvXy4oZqLx+RhMR68X8Y6xUCSvg+NwR00hLZj06ej16mkxBmpd/mpc/r3G/iD72v9JZj1bK9zMSgzvkv9hBBCCHH0iEQ0VpY28emmGnzBaMAvJc7IqD52CtPjSU8woVMVmt0Btta6WLGjgSZ3kM8217GqrJnpwzMZnpMoy4CFAALhCK2+IGa9DtMhDor7Q9GxAuGIBP4Oo4KCAl599VUmTZrUaZsPPviAU0899UcH/Q6FZ555hquuugpVjX5/VlVVUVVVxR//+EeGDh1KeXk51113HVVVVcybNw+AcDjMz372M7Kzs1m+fDnV1dVcfvnlGAwGZs+e3eWxg8EgBsPB/3szNTWVKVOm8Ne//pUnnnjioJ9/D/mYS4j92LCrFV8gTHKckQSzgY1N3xCMRMg2D0GvtM+IS7AYuHhsHhMHpJKb1H6n2oimsWRrfSzoNyrPznkjcg5qgG1/DDqVCQNS+dnxeQzP+f7TkHBEY8qwTBItBpy+EB9trD7oAclUwwAAGoM70HZvWZyeEH0e653+2LF90akKRp1KiydIo8tPWYP7oM5RCCGEEL1bZZOHvy4pYf76KnzBCDl2M1dP6MvvJg/k9CEZ9EmxYjboMOhU0hPMTChM5XdnDuKS4/OwWw20eoP86+tK/vFVOa3ew5PhJMSRwKRXsRr1h/R2oIHFefPmMXz4cCwWCykpKZxxxhm43dG/A0KhEDfeeCN2u52UlBRmzZrFFVdcwXnnndel/l1x5ZVXct555zF79mwyMjKw2+088MADhEIhbrvtNpKTk8nNzeWVV15p06+yspKLL74Yu91OcnIy5557LmVlZbHHV61axZlnnklqaiqJiYmccsoprF27ts05FEXhxRdf5Pzzz8dqtVJYWMj8+fO7/yTuxwcffMA555zT5fbl5eXMmDGDpKQk4uLiGDZsGB9++CFlZWWceuqpACQlJaEoCldeeSUAbrebyy+/HJvNRlZWFk8++eR+x6mvr2fRokXMmDEjdqyoqIh33nmHGTNm0L9/f0477TQefvhh/vOf/xAKhQD49NNPKS4u5h//+AcjR45k2rRpPPjgg/zlL38hEAh0OFZZWRmKovDWW29xyimnYDabef311wF48cUXGTJkCGazmcGDB/Pcc8+16Ttr1iwGDhyI1WqlX79+3H333QSD+/4dM2PGDN588839Pgc/hgT+hNgHhy9IWaMHTyBMdqIZb8RJhasEBcgyDe20X6rNxIg8e7vjEU1j4eY6NlRFMwJPLkxl/IDUTpcCH2qpNlPsU25/MMzbqytZXd7MtKJMDDoFXzCCLxg+qGPa9XnoFAOBiBtnuAaAlDgTqqLgDUaX+3ZFgsVAizdAMKyxtdZ10OcphBBCiN7HEwjx3jc7+euSEnY2ezEbVM4Zkc2vJw1gQLptn9l7qqowIs/OLWcO5Iwh6ehVhc3VTp76bCtrypu69OGjEKJnVFdXc+mll/KLX/yCzZs3s3jxYi644ILY6/axxx7j9ddf55VXXmHZsmU4HA7ef//9LvdfvHgxiqK0Cch1ZNGiRVRVVfHFF1/wpz/9iXvvvZezzz6bpKQkVq5cyXXXXcevfvUrdu7cCUQzxaZMmUJ8fDxffvkly5Ytw2azMXXq1Fjgyel0csUVV7B06VK++uorCgsLmT59Ok6ns83Y999/PxdffDHffvst06dP57LLLqOpqekgPcPQ0tLC0qVLuxX4u/766/H7/XzxxRd89913PPbYY9hsNvLy8njnnXcAKC4uprq6mqeffhqA2267jSVLlvDBBx/w6aefsnjx4naBzh9aunQpVquVIUOG7LNda2srCQkJsWW8X331FUOHDiUjIyPWZsqUKTgcDjZu3LjPc91+++389re/ZfPmzUyZMoXXX3+de+65h4cffpjNmzcze/Zs7r77bl577bVYn/j4eF599VU2bdrE008/zdy5c/nzn/+8z3HGjRvHzp079/u992PIUl8h9mHjLgehcASjXiU93szm5pX4QiGSDblYdElt2la3eDHoVVJtndfF+7q0ieJaJ6oCk4dmMiC996RQlzV6aPEGWVfZQqPLz/SiLDISzAe9/o2q6EnSF9AQ3EZDsIQEfRY6VYkt963v4nJfnapg0utw+ILUtnqpbPJQmHHwdyMWQgghRM/TNI015c18vKEGdyD6Yd+oPnamFWV2u9yHQady+pAMinISmbdmJzubvcxbs4viGhc/HZMrtf+E6IWqq6sJhUJccMEF5OfnAzB8+PDY43PmzOGOO+7g/PPPB+DZZ5/lww8/7HJ/q9XKoEGD9rucMzk5mWeeeQZVVRk0aBCPP/44Ho+HP/zhDwDccccdPProoyxdupRLLrmEt956i0gkwosvvhj7YOKVV17BbrezePFiJk+ezGmnndZmjBdeeAG73c6SJUs4++yzY8evvPJKLr30UgBmz57NM888w9dff83UqVO792R24sMPP+S4444jOzu7y30qKiq48MILY8/l3nXqkpOjddjT09NjNf5cLhcvvfQS//znPzn99NMBeO2118jNzd3nOOXl5WRkZMSW+XakoaGBBx98kGuvvTZ2rKamhvT09Dbt9gQBa2pq9jnmTTfdxAUXXBC7f++99/Lkk0/GjvXt25dNmzbxt7/9jSuuuAKAu+66K9a+oKCAW2+9lTfffJPf//73nY6z5/kuLy+noKBgn3M6UPJbTYh92LCrFV8wQrLVgM2sUNzyLaGwRq6lbW2/YDjCgs21vLW6ktJ9LDsdnpNISpyx1wX9AAZlxjN1WCZ6VaGy2cuKHY1tlvkezCW/3y/3LUHTojV59mwk0tXlvgAJZgNObwhPMMyWGifBw7QLmRBCCCEOn+pWL3/7YgfvrN2FOxAmI8HEtSf34+KxeT+qxm9Ggpn/O6U/U4sy0anw3a5W5n65Q5b+CtELjRgxgtNPP53hw4dz0UUXMXfuXJqbm4FolldtbS3jxo2LtdfpdIwZM6ZL/SGadbVlyxZycnL2OY9hw4a1CT5lZGS0CSDqdDpSUlKoq6sDYP369Wzfvp34+HhsNhs2m43k5GR8Ph8lJSUA1NbWcs0111BYWEhiYiIJCQm4XC4qKirajH3cccfFvo6LiyMhISE2Tkeuu+662Jg2m42KigqmTZvW5tje9l7m++WXX7Zpt2ep6w/deOONPPTQQ4wfP557772Xb7/9dp/PX0lJCYFAgJ/85CexY8nJyQwaNGif/bxeL2azudPHHQ4HZ511FkOHDuW+++7b57m6auzYsbGv3W43JSUlXH311W2el4ceeij2/wjw1ltvMX78eDIzM7HZbNx1113t/h9/yGKxAODxeA7KvDsigT8hOuH0BSltdOMNhklPNFPj3UGr34lRtZJs6Num7aqyJhy+EHFGPTl2S6fnjDPp+dnYvF4X9NtjQLqNC0bnYDao1Dn9vPvNThzeIGvKm/n3msqDFlhL1OegV0yENB+OcDUQLcatKgqeYDj2Sf7+6FQFo0HF7Q9R1eyhqsV7UOYnhBBCiJ7nC4b577dVPLtoO+WNHkx6lenDM7nhtEL6psYdlDFUVeGUgWlcPaEfVqOOnc1envt8OzubD90fYEKI7tPpdCxYsICPPvqIoUOHMmfOHAYNGkRpaelh6b/HDzMCFUXp8FgkEv27yeVyMWbMGNatW9fmtnXrVn7+858DcMUVV7Bu3Tqefvppli9fzrp160hJSWlXg25f43TkgQceaDNmdnY2L774YptjewQCAT7++ONY4G/s2LFt2nW2/PeXv/wlO3bsYObMmXz33XeMHTuWOXPm7OMZPDCpqaltArV7czqdTJ06lfj4eN577702z1NmZma74GhtbW3ssX2Ji/v+94zL5QJg7ty5bZ6XDRs28NVXXwGwYsUKLrvsMqZPn85///tfvvnmG+68885OawnusWe5dlpa2j7b/RgS+BOiE5uqHEQiGkadSrrNTHHLdwRC0U09VOX7jThady+PBThlYFq75SE76l1sq/2+PkNP1fPrqvR4MxeOysVm0tPsCfLONzv5prKZBleAL7c1HJQxVEVHsiGaBt4QjH5CotepJFmjP6Trnf4unyvBbMDlC9PsDbKt1knkMOyOLIQQQvQ0byBMeaObTVUOttU6cfiOniw1TdNYX9nCnxdsZdn2RiJadNXEzWcMZGJhGrpD8F6qb2oc1586gPR4Ew5fiLlf7GBrrXP/HYUQh42iKIwfP57777+fb775BqPRyHvvvUdiYiIZGRmsWrUq1jYcDne4QUZH/Q+l0aNHs23bNtLT0xkwYECbW2JidJPFZcuWceONNzJ9+nSGDRuGyWSioeHH/931wzH1ej05OTltju2xePFikpKSGDFiBBDNQtu7XXx85yWV8vLyuO6663j33Xf53e9+x9y5cwEwGo1A9P9ij/79+2MwGFi5cmXsWHNzM1u3bt3ntYwaNYqampp2wT+Hw8HkyZMxGo3Mnz+/XVbgCSecwKZNm9oE/xYsWEBCQgJDh3Zes/+HMjIyyM7OZseOHe3+H/v2jSYFLV++nPz8fO68807Gjh1LYWEh5eXl+z33hg0bMBgMDBs2bL9tD5TU+BOiE9/tasUfDJNkNaA3eNnpLiOsaeRY2hYUXba9gYgGfZKtFKS03cW30e3n0021hCIaRr1KfsrB+XT6UEuKM3Lh6Bw+WFeFBhyXE8+KHU1sqnaQl2Q5KLX0Ug39qQtspim4g77m8aiKjvR4M43uAPVOf5c/yd+T9ef1hyltcDM4o3dmUwohhBA/Vp3TxzcVLWyrdVLV6uOHlTHizXoGpNsYmGblSK1+Ud7o5qMNNZQ3RjPuUm1GzhmRfVjq+CbHGfm/Sf3519cVbK118fcVZVw8No/jcu2HfGwhxL6tXLmShQsXMnnyZNLT01m5ciX19fWxzR5uuOEGHnnkEQYMGMDgwYOZM2cOzc3Nsbp6++v/9ddfc/nll7Nw4cL9Lvftjssuu4wnnniCc889lwceeIDc3FzKy8t59913+f3vf09ubi6FhYX84x//YOzYsTgcDm677bbY8s/DZf78+d3a1GOPm266iWnTpjFw4ECam5v5/PPPY89pfn4+iqLw3//+l+nTp2OxWLDZbFx99dXcdtttpKSkkJ6ezp133rnP2n0QDfylpqaybNmyWN3DPUE/j8fDP//5TxwOBw5HdBPNtLQ0dDodkydPZtCgQVx++eU88cQT1NTUcNddd3H99ddjMnVem78j999/PzfeeCOJiYlMnToVv9/P6tWraW5u5pZbbqGwsJCKigrefPNNjj/+eP73v/91KbD85ZdfMnHixEP6fy6BPyE64PKH2NHgxhuMkJ9qpMpXjCcQIkGXhVlNjLXb2exhR4MbRYEJA1Lb7CQXCEX4aEMNoYhGXpKFvCRrR0P1WvFmQ6zAtaooBMMaq8ub+by4nsxE84+qqQOQoMvCoFgIal5aQ7tIMvQhxWZEAdyBEG5/iDhT135EJZgN1Lt8NDgDlNa7ftS8hBBCiN5mW62ThVvqYsGwPZKsBuJMegKhCPUuP05fiG8qWlhT1kTtLhVbcT0TB2ZgMeo6OXPP8wXDVLf6qG7xsqnaQUl9tFayQadw6qB0JhamotcdvkVKZoOOmSfk8+81O/l2ZytvrqpEVRSKchL331mIo4A/FAFCh2GM7klISOCLL77gqaeewuFwkJ+fz5NPPsm0adMAmDVrFjU1NVx++eXodDquvfZapkyZgk6n61J/j8dDcXExweDBzZ62Wq188cUXzJo1iwsuuACn00lOTg6nn346CQkJALz00ktce+21jB49mry8PGbPns2tt956UOexP/Pnz+fll1/udr9wOMz111/Pzp07SUhIYOrUqbFdbHNycrj//vu5/fbbueqqq7j88st59dVXeeKJJ3C5XMyYMYP4+Hh+97vf0draus9xdDodV111Fa+//nos8Ld27dpY5uDe2YsApaWlFBQUoNPpePPNN5k1axYnnngicXFxXHHFFTzwwAPdvtZf/vKXWK1WnnjiCW677Tbi4uIYPnw4N910EwDnnHMON998M7/5zW/w+/2cddZZ3H333futOfjmm28etLqEnVG0w7xvvcPhIDExMbbN8tEkGAzy4YcfMn369P3uBiR6t69Lm3jvm524/WHG5ttZ2fIvypprGRR3GtmWwUB0GcpbqytpcAUYnpPIKQO/X5OvaRqfbKxle70L2+66fr35TXdXRCIa89ZWUucMkJdk4ZwR2W0CnQei1LuUmsBGUg2FFFqju1mt39lCkztA39Q4CrqRIdnsDqCqMCDNgr1ho7wOhehB8vtQiIOj3unnf99WUVwb/VBLVaKbcQ3PSaRfmo1Ey/evr0Aows5mD5urnayvbGJD8Q7y+vTBYtRz2uB0TuqfclgDaB3RNI0GV4BtdU521LupbvXS5G77R7aqwNiCJE4bnNHm+g63SETj/XW7WFXWjF5V+MWEvgetrqA4NvTW34U+n4/S0lL69u3bZlmkLxjm0401tB6msgGJZgOTh2ViNhyav5EikQhDhgzh4osv5sEHHzwkYxwt1q5dy2mnnUZ9fX2v+l79oZqaGoYNG8batWtjOzPvTyQSweFwkJCQsN+swp7w0Ucf8bvf/Y5vv/0Wvb7jpJfOXrPQ9fiaZPwJ0YHvdrUSCEWwW/SEdPU0+ZoAHRnm/rE2EQ0GZcQTDDsY1ze5Tf9N1Q6217tQFZg6LPOID/ppmsaqsiaMeh06BSqbvWyocjD8R376nWLoT01gI82hMiJaCFXRk24z0bR7uW93An8JFgMNLj/VzV7sP2pWQgghRM/SNI0VOxr5eEMNwbCGToUT+6UycWAqCZ1k3Bv1Kv3SbPRLs3HGoBT+1rKdUIKJeleQjzbUsKqsiQtH51LQA8ErbyDMN5XNfF3aRK2jfR1fu9VAdqKZPilxHJeTSFKc8bDP8YdUVeG8kTm4A2E2VTn4x4pyfnVKPzISOt9VUogjmdmgY/KwTAKHqU6AUace1KBfeXk5n376Kaeccgp+v59nn32W0tLS2AYaonOhUIg5c+b06qAfRDfjeOmll6ioqOhy4K+3c7vdvPLKK50G/Q4WCfwJ8QOeQIgd9S58wTC5SRaqvd/gDYZJ0Q9Ap3z/w1CnKozqk8TIPHubzLcWT4Cl26PFWE/ol0Jm4pH/BrHFG2RtZQvhiEZ6vIkGl5+DkSwcr8vEqMYRiLhpCVWSbOhLarwJap24/CG8wTCWLr4h0KkKBp0a3RFYB95AqNf/8hJCCCF+qNUTZN7anWyvi2b5DUi3ce7IbFJtXa9FpKoK+TaYNqkf31W7+GRjLQ2uAC98uYMzh2RwysC0w7LZWLM7wKItdazf2UIwHH3foFcV8lOsFGbEk5tkISvRjNXYO/8kUVWFS47P46WlpZQ3enhlWRn/N6l/j2YiCnEomQ26Q5aBd6ipqsqrr77KrbfeiqZpFBUV8dlnn8XqzYnOjRs3jnHjxvX0NLrkvPPO6+kpHFQ//elPD8s4vfO3rBA9aHO1k4gGRr2OBLOOjS1bCYYi5MR3/Evjh8tddzS4CYY1cuwWRuXZD8OMD70kq5GpwzL5cEM1dU4/g3cvM/qxFEUhxdCPav93NARLSDb0xaBTSbQYaPUGaXT5ye1GbcREi4EmZxB0UNHspSju8BbFFUIIIQ6Upmms39nK/HVVeINhDDqFaUVZnNAv+YBLayiKwpj8ZIZlJzJ/fRXfVLTw6aZayhvdXDKuzyH7A98bCLO4uI7lJY2EItGAX0aCiXF9kxmVl3RErYQw6FQuPzGf5xeXUO8K8PflZVx7Sj9M+iPnGoQ4FuTl5bFs2bKenoYQvVLvW+QsRA/bVO0gFIkQb9bjU6pwB72oWEk2ZgMQCkeYv76KknpXh1lvo/skMb0okzOGpP/oGni9Sd/UOE4fnA7Alhon3+6MFmD9sZl/Kfro8unmUDkRLVpIOG13VkODK9Ctc+3J+gPYWuMkcACFg4UQQojDrdUb5J9flfPWqkq8u1cc3HBaISf2Tzko7yXMBh0Xj83jorG5GHQKxbUuXvhiB62eg1vLKxSOsHRbA098UswX2xoIRTT6p8Xxq5P78dvTCzmpf+oRFfTbw2rUc+X4vthMOqpafcxbs/OgrHwQQgghDgfJ+BNiL4FQhG21TnyBCJkJZuoD2/EGw6Qa+sXeeG+ucVLR5KHR7Sc/2Ype1/4Neb802+Ge+mExODMBTyDM8pJGvtzeQCgSYUe9mylFmZ3WHNofmy4do2ojEHF9v9zXZmJ7vYsWT4BgOBIL5nVFglkPIdhR52RXi1cKcQshhOi1guEIK3c0sXBLLb5gBJ0Kpw5KZ9KgdHSHYCnuyFw7SVYDf19Rzs5mD08v3MqlP+lDerwZNNBoH8xSUECJbroBoCoKihI9rijs/ho27HLw2eZamncHEzMSTEwrymJghu2o+CA0Oc7IZT/J58WlO9iwy8HCzXWcMTSjp6clhBBC7JcE/oTYy/Y6F8Gwhl4HcUaNTc4SgiGN7ISBAIQjGmsrmoFoZt+e3fE0TWN1eTNDshKwmY7ul9WoPDstniCbqh18taMJDVhSXM/Zx2Ud0Bv76HLfvm2W+1qMOuKMetyBEI2uQLfqJOp1KoSgyROkuNZBfrL1sNQxEkIIIbrKHwqzrqKFxVvradkdKMtNsnDh6Nwu/84LhSP4Q9FbYM8tHP3XH4hmzC/f3oA/ohAMRx+LRDTCWnSs5dsbKW1ws/n9DRxfkExafDTbfk8iW5tf6buDe4qioMQOKUB0l94NVa20eqPXYTXqGJFrp3+ajcpmD7UOH2a9itmoQ6+qGPXR7Pw9N6NOxahXMeiUHt91eH8KUuM4f1QO89bsYuGWOtITTByXa+/paQkhhBD7dHRHKITops3VDjRNI95swKPswhP0oScOuyH6ie62OidOXwiLQcewrO+3yy6udbKytInvdrVy+Qn5vf6N64+hKAqnDEzDHQiRnWhhZWkj5U0ette5KMyIP6Bzpuj7U+3/LrbcV1X0pNqMuJtCNLj9B7RBSiissXmXgxG5drISpdafEEKIntfg8vPVjkbWlDfjC0bLUSRY9Jw5JIPRfZLafFAVCkfwBMN4A7tvu792+oI4fCF8wTDBcIRgWCMUiRCOsDsop6EQJg0oa/Cg6nWoioJOVVAVBVUBu8XI5KEZLCtppMHlZ21FCyf2SyY/pX2WvLZXJmD0a0CDWqePDbtaqXf5QYuW2xiYEU//9Dh0ikqrN0izJ0A4ohGOaEQ0DWJhQw1l95z0u8t06FQFvU6Jbi6gV7EY9Vj3ChbqVRWDXsWg7umnoqrErkunKugU5ZB/2DcmP5lah58vtzUwb81OkuOM3apHLIQQQhxuEvgTYrdIRGNztQN/KEyKzUhTsARvMEKKoT+KoqBpGmvKo9l+I/PsseCePxRm2fZGAEbk2o/qoN8eOlXh7OHRDL9wROPrsia+2NZAXrL1gAqF773ctzlUQYqhH6k2E+VNHppcASIRrdtv5PU6hRqnj5JalwT+hBBC9BhN06ho8vDFtobdHzBGj6fajJzQL4VxfZMJRzQa3H4c3hBOX5AGV4BWbwBfMIw/FM3U04guszWoKobdWXNWox6DGs2U23tpsBYO4WmGbLsZRdf52/3pwzNZtr2R8kY3K0ubcPnDjMyz73OZca3Dx/qdLdS0+gCwGHQUpsdzXG5it94DRLRoQDC0O3AZimj4gxE8/jChiEY4rBHW9tTqjWYXgoKqEg36KdFdd1UUFBXU3Y/pVAXj7mxCkz76r9mgw6iPZhaa9ComvQ6zIXrcpFe7vWJh6rBM6hw+imtd/OOrcn49aYDs9CuEEKLXksCfELuVN3lwB8JoGlhNGpudZQRDEbLio8t8S+rdNHuCmPRqmx1tV5U14w2GsVsNjDxKdvHtij1vksfkJ1Fc66DVG2J5SSOn7d4ApLvn2rPctzG4gxRDP+LNekx6FX8oQrM3QEqcqVvnTDAbqHUF+XZXC8NyEkmKM3Z7XkIIIcSBikQ0NlU7+HJbAxVNntjxQRk2RuTZSYkz0uoNsbi4niZ3AE8gRDAcQVHApNNhNuhIMBsw6lX06qH5UFGvqpxcmMoak45NVQ42VrVS0eRheE4i+SnWWI3dcCQavNxS46De6QeiQcjCdBtFOYnEHUCZE1VRUHUK0Vhh1wKGmqYR3h0wjESiwcOIpqFpu7+O7M6U9Idj9/e0Z6/6heqe4KBexWrQkWg1kGg2YDMbiDPpsJn0xBn1nX7oqKoKl4zrw18Xl1Dn9PPPr8q59uR+3apJLIQQQhwuEvgTYrfN1Q4A7FYjrvBOfMEAemzYjWkArKtsAWB4TiJGffSNXbMnwLc7o8cnDkg9JIW4e7uIphEIRd9Mb6p2MCw7gYyE7i/N7Wi5b0qciapWLw3O7gf+jLs/5a9o9FDW6JbAnxBCiMPCHwqztryFpdvraXJH697pFOifbqMwPR5PMMSWaieuQAhN0zDrdViNOjITzD0SOFIUhbH5yaTbzKwsa8TpC7K8pIGVpUp04y4FHN7g7uBZNGA3YHfA73DXNVYUBb2ioP+RT1M4ohHcXSPR7Q/T5I5uJqYRzRg0G3RYDDpSbSZSbEYSzAYSrQbiTfrYB59mg44rTirgL59vZ2ezlw/WVXHh6JyjYiMTIXqrSZMmMXLkSJ566qlu9SsoKOCmm27ipptu6lL7srIy+vbtyzfffMPIkSO7Pc/e5r777uP9999n3bp1PT0V0UMk8CcE0U+QN1U5CIUjpMQZaQyX4Q2GSd69m6+maYzqY+fbna1tsv2WbmsgokF+irXDujjHAoNOZURuIl+VNgGwtqKZaUVZ3T5Ph8t9443RwJ/Lz0Ct+7sCxlsMNLp8rC1vZlBmPFaj/MgTQghxaPiCYZZtb2B5SSOeQDhaEE+BvqlxJFoMeINhNlW1YjLoSDDrSYnrXZtP9UmxkmU3U1zjZGudE5cvRLMnEHvcatRTmGFjYHo8FmP3y3r0JjpVQafqOlyaHI5oeINhfMEwJXUuttREUBQFq1FHvElPlt1CcpyRZKsRu8XApeP68PKyUtaUN5OfYuX4guQeuCIhxL6sWrWKuLiu/62Wl5dHdXU1qamph3BWh4aiKLz33nucd955sWO33norN9xwwyEfWwKMvZf8FSwEUOf007j7016zUaPOVUYgHCHLNgCI/gDtn2ajf5ot1mdns4fyJg+qAhMGHHm/FA6mMflJVLV6qWjyUuvw4wuGu13rr6PlvkkWIzpVIRCO4PSFSOhm/RyLIVoUfEe9i4omD4MzE/bfSQghhOiGSERjVVkTC7fU4fSFCIQi6HUKWQlmbGYdYS264VRanAnTAdTBPZwMOpWinESGZSfg8odw+kJogM2kJ8GsPyay2XSqgs2kb5PNGIloeIJhnL4QdZXNRLToe4x4s4Fsu4URuYl8XdrMB+t2kZVols0+hOglAoEARqORtLS0bvXT6XRkZmYeolkdfjabDZvNtv+G4qglhSiEILpEFSDFZsIR3ok35EenWUkyZnTaJ9VmYnQfOyNy7SRZj+1lpIqiMHVYFokWAy5/iEVb6tA0bf8dfyBVHw20NoXKCGsBVFUhefcS3QaX/4DmFm824PSH+Ka8mWA4sv8OQgghRBdoWnRTsKcXbuP9b3ZR6/DhDYTISDDRN9lKis1IZoKF/qk2MhLMvT7otzdFUWJBrRy7hUSL4ZgI+nVG3R0MzEgwU5Bio29KHHaLEW8gzLc7m2nxBAiEwpQ2uHlm4TZK6lx4AqGenrYQR73//e9/JCYm8vrrrwNw5ZVXct555/Hwww+TnZ3NoEGDgOhS372XB2/ZsoUJEyZgNpsZOnQon332GYqi8P777wPRpb6KosQy1xYvXoyiKCxcuJCxY8ditVo56aSTKC4ubjOfhx56iPT0dOLj4/nlL3/J7bfffkBLhV988UWGDBmC2Wxm8ODBPPfcc7HHAoEAv/nNb8jKysJsNpOfn88jjzwSu06A888/H0VRYvfvu+++NvPY8zzNnj2bjIwM7HY7DzzwAKFQiNtuu43k5GRyc3N55ZVX2sxr1qxZDBw4EKvVSr9+/bj77rsJBqMlLV599VXuv/9+1q9fj6IoKIrCq6++CkBLSwu//OUvSUtLIyEhgdNOO43169d3+3kRB04y/oQAttU60TQNi0FHQ7gMXzBMkn4giqKwprwZTdMYlpOIZa837WaDjpP6H9uZfnsz6lWmDMtg3pqd7Ghw83lxHacN7jxw2pE4XRpmNRFfpJXG4A7SjYNJjTNR7/TT4ArQr3sf1gFgNepo8SpsrXWyq9lLQeqxuSRbCCHEwVPr8PGf9VVsq3XhDoTwBsJk283kJVlItZmJP0ay445ViqJgMeqwGHWkYULTNJKsRv7zbTVba108s2gbJ/ZLITXeRI7dQootujRYL5t/iF5uXwFrVVHarOj5sW1/bAmeN954g+uuu4433niDs88+O3Z84cKFJCQksGDBgg77hcNhzjvvPPr06cPKlStxOp387ne/69KYd955J08++SRpaWlcd911/OIXv2DZsmUAvP766zz88MM899xzjB8/njfffJMnn3ySvn37xvovXryYU089ldLS0lhQ7odef/117rnnHp599llGjRrFN998wzXXXENcXBxXXHEFzzzzDPPnz+ftt9+mT58+VFZWUllZCUSXNKenp/PKK68wdepUdLrOP3BatGgRubm5fPHFFyxbtoyrr76a5cuXc/LJJ7Ny5UreeustfvWrX3HmmWeSm5sLQHx8PK+++irZ2dl89913XHPNNcTHx/P73/+en/3sZ2zYsIGPP/6Yzz77DIDExGiJrIsuugiLxcJHH31EYmIif/vb3zj99NPZunUryclSHuFwkMCfOOb5gmHKGz34QxHMBmhwlxEIRciM608oHGFtRTP+UIQUm4m+qXGxTDZ5Q99eeryZcQXJfFXaxKZqJ8fl2EmN7/qmHIqikGYcSKVvFfXBbaQbB5NiM6JA7A+r7tYVUpRocfIGV4ANVa3kp1jl/04IIcQB8QRCLNhUy/KSRpzeIA5fNMPvuJxEcuyWXpfV5wtFCAWDBMMaoUiEcGSvHXGJ7oar7d7tVkFBUXbvtqtEl7zqVRWdqmDQKRh0Kkad2qvqEvYWiqKQHGdi8tAMFmyqpckVoN7pxx+MsKPehUGnkmgx0CfZSkaCmbR4U7dLoghxOAy955NOHzt1UBqvXDUudn/Mg5/hDYY7bPuTvsm89asTY/cnPPY5Te5AmzZlj551wPP8y1/+wp133sl//vMfTjnllDaPxcXF8eKLL2I0drwia8GCBZSUlLB48eLYct6HH36YM888c7/jPvzww7Hxbr/9ds466yx8Ph9ms5k5c+Zw9dVXc9VVVwFwzz338Omnn+JyuWL9rVYrgwYNwmDovHzRvffey5NPPskFF1wAQN++fdm0aRN/+9vfuOKKK6ioqKCwsJAJEyagKAr5+fmxvnuWNNvt9v0uVU5OTuaZZ55BVVUGDRrE448/jsfj4Q9/+AMAd9xxB48++ihLly7lkksuAeCuu+6K9S8oKODWW2/lzTff5Pe//z0WiwWbzYZer28z9tKlS/n666+pq6vDZIr+XfjHP/6R999/n3nz5nHttdfu51kXB4ME/sQxb3udK1qrxajiDFfhDflQNDMpxiy21rnwhyLEm/Tkp0TrtWypcbKp2sH4/qlkJnZ/99qj3Zj8JLbWuWhyB/iqtJGzj8vuVv9UQyGVvlU4QlX4I05MunjsViPNngANLj95yd2vm2Mz6WnxBNm4y8HxBckHtOuwEEKIY5emaXy1o4mPN1RT5/TT7AlgtxiYOCCV/BRrj2ZyBcMRfMHw7g0pIngCIbw+PwOBVWVNhCIqIS2yZ68RNL7/t43dB3/4mKKwOwAY/ddq1GEz6TEbozvf7tkBVycBQbISLQzNSmBTtYPvdrVyzohszAYd/lAYhzfEuooWUCBhdxAwx24hPcGESS9BQCG6at68edTV1bFs2TKOP/74do8PHz6806AfQHFxMXl5eW2CU+PGjeu0/d6OO+642NdZWdHNDOvq6ujTpw/FxcX8+te/btN+3LhxLFq0qM39LVu2dHp+t9tNSUkJV199Nddcc03seCgUimXPXXnllZx55pkMGjSIqVOncvbZZzN58uQuzX9vw4YNQ1W//92VkZFBUVFR7L5OpyMlJYW6urrYsbfeeotnnnmGkpISXC4XoVCIhIR911Bfv349LpeLlJSUNse9Xi8lJSXdnrc4MBL4E8e8bXVOABLMBhpDpfhDERJ1/VFVHRurorX/hmUnoCoKEU1jTXkzLd4gu1q8EvjrgKIoTCvK5I2vKyhr9LCz2dOtItdmNZ4EfRaOUDX1wW3kmkaTaosG/uoPMPCnKAoJFgO7WrwU1zgl8CeEEKLL6pw+/r16J5uqWmlyB9GrCif0TWFIVsJhD3ZFNA1PIIzbH8LtD9HqDeLyhwiGNIKRCGjRenRGnQYqmPUqik6PXlUOONs9okWzBEMRjVA4QosnSL3LHwskGvTRTMBEi4FEi4E4k544k+6YDWaN7GOnutVHsyfA8pJGTh2UhkmvIy1eR1q8iVAkgsMbYsOuFjbuasVuNdI3NY6cJAtpNpNkVIoetemBKZ0+pv7gZ8iau8/octuls079cRPby6hRo1i7di0vv/wyY8eObfezrTu793bX3pl6e8aNRA5eDfE92YFz587lJz/5SZvH9izbHT16NKWlpXz00Ud89tlnXHzxxZxxxhnMmzevW2P9MOtQUZQOj+25vhUrVnDZZZdx//33M2XKFBITE2PLmfd3TVlZWSxevLjdY3a7vVtzFgdOAn/imKZpGttqXYQjEUw6hSZfNPCXb+5Po8tPdasPVYEhWdFPMrbXuWjxBjHpVYbnJPbw7HuvJKuRouxEvtvVymeb6jixfzKDurGjbpphII5QNQ2BbeQYR5FiM7GtzkWrN0ggFMGo735mRTTrL8Da8v/P3n3HSVLXif9/VVV3dY4zPTltTizsLrtkcREQDhFR7kTld4CKp+cphlM5TvFA1PM84avo3RkP/PJVxBPBhB5ZgYXNOU7OsXMOVfX7o2eHHTbN7Pak3c/z8eDBbk9V9ad7Z6ar3vUOIc6r9+KZ5IRgQRAE4eyi6QYvHRzitzv7GIlnyRZ0zq31sHaeD/UEfZNKLZ3TiGXyxNN5gqkcqZxGrqADBmZFwWKScdmUccE92dAgW+xHrEunl40oSxKyImFWgDeVpxqGQV4zyBY0BmIZesIpZFnCZlZwW834nSpuqxmnxXTWZASaZJlLF5bzxz399IRTtI0kWRBwjvu636Hid6gUdJ1oKs+WzhA7e2Qq3VYWVjip9dpwWMRlmjD9JtN3b6q2PZkFCxbwwAMPsH79ehRF4Xvf+96k9l+yZAnd3d0MDg5SWVnsR7558+bTXteSJUvYvHkzt95669hjkz1uZWUlNTU1tLW1ccsttxx3O7fbzc0338zNN9/MX//1X3PttdcSCoXw+/2YzWY07dgl2Kdjw4YNNDY28sUvfnHssc7OznHbqKp61HOvWbOGgYEBTCbTcfsaClNPfKIIZ7XhRJZwqtj7JisPkdXTGLqZgLWWV1vCAMwrd+CwmDAMgy2dxcdW1XtPKfh0Nrmgyc++viiJXIEXDw5T67XjtE7sV06ZeT7tmVdJ6xHi2gBuczVOi4lEtkAwmaXaY5v0ehRZwmUx0R5M0T6cYFWDb9LHEARBEM4OveEUj2zo4OBAnES2QKXLypXLKvDaj18+Viq6YZDIFLP5RhJZouk82YKOBFjMCnazgneWTNmVJAnVJKGaZFyjj2m6QSavMZLIMhDLYJIlHBYT5U4LPnsxK/BMH3Lhd6icW+dle1eYzR0hqj3WYwY+TLJMmdNCmdNSfM/iWbpDKTx2MwsCThrL7AScllnxby0Is8nixYt58cUXWb9+PSaTadzE3pO5+uqrWbBgAbfddhvf/OY3icfjY73rTudn7ZOf/CQf+chHWLt2LZdccgmPP/44u3btYv78+WPbbNq0iVtvvZXnn3+e2traYx7nvvvu484778Tj8XDttdeSzWbZsmUL4XCYz372szz44INUV1ezevVqZFnmf/7nf6iqqhrLnmtqauL555/n0ksvxWKx4POV5ppn0aJFdHV18Ytf/IJ169bxhz/8gSeffHLcNk1NTbS3t7Njxw7q6upwuVxcddVVXHzxxdx4441885vfZPHixfT19fGHP/yBd7/73axdu7Yk6xNO7Mz+1BWEk2geLKZT++xmgrl2cgUDt9yAYcgcHCiWAK+oKWb2tY0kCSVzqIrMuSLb76RsqsK6puKUpoJu8Nz+wbHBKCejSCrl5gUADOb2AVDuLDaDDSZyx93vZNw2M3lNZ1N7iMxxmhELgiAIZ6+8pvPE1h6+/Ju9Y8O93rakgvesqZ3SoJ9uGETTebqCKbZ0htnSGWZff4xQKofFpFDhslDhtuKxmbGYlVkdCFJGA31lTguVbitum5lsQad1OMG2rjCbO8K0DCUIp3Lo+sTOC+aiFTVuypwWcgWd19tCJz0HspoVarw25pU7UCSJ7V1h/rR7gD8fGqYnnDqj3ytBOBVLlizhhRde4LHHHpvwVF4olsw+9dRTJBIJ1q1bxx133DGWxWa1nno7oFtuuYW7776bz33uc2PluLfffvu4Y6ZSKQ4ePEg+nz/uce644w5+/OMf8/DDD7Ny5Ure+ta38sgjj4xNB3a5XHzzm99k7dq1rFu3jo6ODp5++umxfn0PPPAAzz77LPX19axevfqUX8+b3XDDDXzmM5/hE5/4BKtWrWLDhg3cc88947a56aabuPbaa7niiisIBAI89thjSJLE008/zeWXX84HP/hBFi9ezPve9z46OzvHMi6FqScZE70SL5FYLIbH4yEajZ60EeRck8/nefrpp7nuuutOOKlHmD0eebWdg4NxfDYzB/O/ZCQZpslyNX5TE6+1BRmOZ3nfunoAfrmlh+FElrWNPi6aX3bM4yl6lsrEATzZfsAgoQYYcC4jrzgoaDqZvE6uoJPXNYqdcYoON862mGSsZhlFPjNi8gVN59HXO0nlNAzgrYsDEy6RTmjD7E78GkmSOd/5/5HJmdjSGUaWJC5bWH7ckiHZ0FiQbabVsghdOroUayiWwcDgI5cvYHGl6xhHEAThdInPQ2EuOtAf4+FX22kbSZLXDBZXOHnLosCkp8lPRipXIJzMMxBLE00XyBU0LGYFh2o6rcqCk30WzhRNN0hmC2TyGrJc7L9b7bZS5lRLWgo4W0RSOX6/qx/dMLhsYTnzjyj5nYhktsBIMosE1PvtLK1yU+O1nTVl03PdbP0szGQytLe3M2/evNMKdJ1JXn31VS677DJaWlpYsGBByY579dVXU1VVxaOPPlqyYwqTo+s6sVgMt9s9bpjJXHKin9mJxtfOvE9YQZggTTfoCKbIFXR0U4RMJo6my1RY6rGYTFy1rBLdMJAkic5gkuFEFrMicV6d95jHq47vYknwOcxaduwxA4OG4RfZ5lxPl3MldrOJcreK02LCLMtIMuh6sT9OPFMgkSkQGr0DbldNOCymo5rjziUmReaWCxvZPxDj5eYRXm0Zod5nm1DWhFMJ4FDKSWojDOUPUmM5D4tJJlvQCadyYxmAk+W1q3SHUmztDLEg4BQnz4IgCGe5wWiGxzZ3sbEtRDqv4bGZuHxRgMayqWkQr+kG4VSOoViG4USWdF5DVYqTclXH1JcSzyRlNNh3OAM/kS2wpy+KXVWocBazGn129YwZcOG1q5xb52FHd4RNHSGqPbZJBZKLg1JMZPIa3aE03aE09X4bS6vc1HptZ8z7JAjT7cknn8TpdLJo0SJaWlr41Kc+xaWXXnpaQb9UKsX3v/99rrnmGhRF4bHHHuO5557j2WefLeHKBeHUiMCfcNbqDaeLPXMkiBa6isE2qQaL6Y2A0uGgW53PzpVLK8gW9KNO2GS9wJLgs9TFdgCQMvsYdCwmnoOK5CHKjSBvyz5PyJ8n3nQNphM0BM/rOvF0gXAqx0A0w3Asg8Ws4LaZ52wAUDUVS6PbR5L0hNM8u3+Qm1bXTehktVJdTlv6Lwzm9lOjnke500JvJM1IInvKgT/VJGNVZfb2xRiIZaj1Tr5foCAIgjD3ZfIaT23v5X/3DhBN55ElidX1XtY2+aZkIu3hvnd9kQzRdLFthcNiwm2dHf36pptZkfHZVQzDIJ3X6A6n6Ylm8NvN1HhtlDstmM+AXoDn1HjoCqUIJXNs7ghx+eLApI9hNSs0+O1kxwKAKeaVO1lW7abSLXoACsJkxeNx7rrrLrq6uigvL+eqq6466XTakzlc0vq1r32NTCbDkiVLeOKJJ7jqquNPPxaE6SICf8JZq22k2N/PY1PpzreTLuhUmZtoH0nitJgod6pjJ1KKLI1N9j2SScuweuCXeDO9GBK0+d7CXscFRNMaHrcZfdE1+JMbcQ28iCv8GsN2J8Hqy4+7JvMRk97q/XaGR5s8D8UzOFXzhIdjzDaSJLGu0UdfJM1QLEv/BANu5eaFdGZeI6vHiBR6KHdWjgb+chij2Zinwm+30B9NsaMrRK332I11BUEQhDPX1s4Q/+/1TnrCaQqawcIKJxfO809JH794Js9gNEN/LEMyW8BiVvDZ1TN+wMVESZKEXTVhV03kNZ1IKs9IIofHZqbWZ6PCacFinj3lypMlyxKXLCjnD7v76QgmWRBxnvJNR8toADCT12gdjtMVSrGo0smyKje+MzxbVBBK6dZbbx03fbcUbDYbzz33XEmPKQilMjejCIJQAu0jSQzDwJBSJAojFDSDClsjv9o9RCqnccN5NTT47ccNMJm0DGsGfoEn009esbAr8C5ajHrIw8IKJ/V+OxaTQtT3NmSzjcrupwn0PkvOWk7ct/yk61MVmVqvjYDLQn8kTWcwxVAsg98xNy8WtnZF0A1o8tsnfMKrSGYC5sUM5PYykNvDEnsdJlkir+nEMgU8tlPrl2JTFRRZZkd3hIvml1N2itmDgiAIwtySzOb56YZOXm0ZIZnTKHeqvGVRoOTZ38bosI6+SJqheJZMXsdpMVHptorsrBMwK8Upt5puEM/k2dsbo9tqotZno8ptnbMBQL9DZVmVi339MTa2B7nh3JrTOpezmhWaypwkMgV290TpHEmxrNrFkir3lPakFARBEOamuRc9EIQS0HSDzmCKbEEjLXVjYKBSTjihkMppWM3FoFsyW+Dnm7rY2R0ZN41N0XOc3//YaNDPyubK97Nfq8FmkTm3zsPCCte4MqFw5cWEKy4EoKb9V1hS/RNeq6rINJY5WN3gpcJjJZjIksoVSvdmTJML5xUn/HaOlrtMVJV6DgCRQhdZPYZ/9I72SCJ7ot1OqsxhoTecGZveLAiCIJzZdnZH+KcndvP8gUEyBZ2L5vv5m/PrSxr0MwyDUDLHnr4Y2zojdIfTWEwKVR4rTqtJBP0mSJElvHaVCreFgm6wfyDGls4wncEk2YI208s7JefVe7GrJhKZArt6oyU5ptNqYn65A0WW2Nge4n/3DtA6nEATE4AFQRCEI4jAn3BWGuvvh0S00ElOM/ApTRwYDQItqnChyBJ7eqOEU3lahhNvnKwbBiuHfos7O0BesfF65ftpzXkJuKycW+s9bu+5wfrrSLoXIul5att+iaRNPPgF4LKaOafGzaIqF5m8XgyeTe9Q7tNS6bYyv9yBAWxsDxJK5mgZSpx0P5vixWuqA2Awt3fs/R2Jn17gz2EpBmY3tYfmZCBVEARBmBhd13liazf/9qcDdIfTlDss/M35daxt9JdswJNhFAd27OmNsa0rzEA0jcOiUOm2igys0yBLxWEglS4rmm6wvz/Gtq4IveE0eU2f6eVNilmRx26C7u2LEU5N7jzweCRJwu9QaSpzEM/keenAEC83DxM8zRukgiAIwplDBP6Es1LraH8/m0Unku8jV9DxKU20jSQBWFrloqDp7O4r3pE9cpLvotBLBJLN6JLC5sBNdOQ81PrsnFPjwWE5QfW8JNM7/28omN2omREqep+Z9LpNssz8cifn1LpRFZnhZHZcJuJsd/iEt3U4yS82d/Hc/kGi6fxJ96tSVwIwlD+A1y4hAam8dloBO0mS8NnNtA4naB1KnvJxBEEQhNkrmSnw4LOH+NnGLnIFnTX1Xt69pvaUB0QdSzSdZ19/jO2dEfpjaVxWEwHX3C1LnY2k0QBghdtKNq+xpzfK9u4Ig7EM+hzKbqv328fayLzeFizpOZwiS1R7bFS6rRwajPPM3kH29kbnXIBUEARBKD0R+BPOSu3DSTRdJyv1o6Oh6E6CMRVNN/DZzVS4LBwaTJDJ67hGyygAKhP7aYq8DsCusr+itVBOrc/O0moXqunkP066yU7fvHcD4BvahC3RdUrrr3BZWVnnwW01MxTPoOtz46SuzGlhSaULKN75LugGLx4cOumJr9dUj1V2oxl5wnoLvtHm68OnmfXntqnkNJ2NbSPixFgQBOEM0xlMcu/v9vJKSxCrWeGtiwNcvKAMk1ya099UrsDBgTjbu8L0hFPYLQoVLuuUTAQWimSpWAJc7rIQz+TZ2RNhd2+kZNlz02Fdkx+TIjMcz9I8gcqHybKaFeaVOZAleLV1hJcODp32+ZIgCIIwt4nAn3DWKfb3S5It6CTpRDcMXHIjh0ZPvpZUFQNTO3oiAJxb60GWJSyFOMtG/ghAm/cCdrOQGq+dJVUuzJO4iEi5FxItWw0YVHX9/pTLdT02MyvrPARcFobiWbQ5Evy7YJ4fWYJsQUeWoCecZv9J+uxJkkSVugKAgewe/I7iUI9g4vRO9BVZwmM1c3AgTm84fVrHEgRBEGaHgqazuT3IV/+wj9bhBF6bmauXVbKs2l2SHnu5gk7HSJKtnWHaRxKoJplKtw2ryPCbNoosUeaw4LOrDMWzbO+KcHAgPidadzgsJlbXewHY1hUmnSt9z0JJkihzWqj32ekIJnl234DI/hPOCOvXr+fTn/70pPdramri29/+9oS37+joQJIkduzYMennmo3uvfdeVq1aNdPLOGNJksRTTz0108s4IRH4E846veE0Oc0AQyemdZMt6HiUprG7xUsqXQxEM4SSOUyyxPJqNxgGK4b/gFnLErVU8ZrpIgJuC0uqnKinMJVtqO7taLKKkuiF/u0MxTMMRDP0R9MMxorPncgUKJwkmGc3m1he46HKY2V4jgT/PDYzq+q9XDTPz7qmYunvKy0jJLMnPlkPqEuQJRNpPYLFNgJANJMnVzi91+xzqMQyBTa3h+ZU2bQgCIJwtFgmz//uHeA7zzcTSxfwO1TevqKSer/9tI+tGwaDsQzbu8McGIgBxf61dvUEbT6EKWVWZAIuKzazQvtIgm1dEXrCqZOeP820JVUuypwWcgWdzZ2hKXsesyIzr8yJSZZ5tXWEPx8cEr3/hBPK5DVimfy0/JfJT9+gns2bN/N3f/d3E96+vr6e/v5+zjnnnClc1dQ4VhDqc5/7HM8///yUP/dMBxh/+tOfctlll5XkWDP9WkpNnKkIZ53D/f0wj1DQc6BbqHHVcNvFCkPxDC6rmdfbiidhiyqdWMwKddFtlKXa0SUTrziuxWmzsKTSPelynrymE0nlSWQlsva1zA/9hZrBF0mXn4NqNiONbpPJa6TyBYIpDU0zsJgU3DYTTsvREwGtJoVl1W4ABqIZAi4LSonKmKbKJQvKAdB1g/aRJEPxLK+0jHDNiqrj7mOSLATMSxjM7SWk78NpuZBEtkAomaPKYz3ltZgVGbtFYVdvhLcuDVDhOvVjCYIgCDOnJ5zipQPDPL2nHwnw2VWuWlaBd7Q9xOmIpfN0BJMMxDKYZJkKlxW5RINBhNNnUxWsZiuxTIE9fVGG41kayxz4Haf/bz8VZEnionl+nt4zQMdIkgUBZ0mnS7+Z36HitJhoH0kxksixptHHwoBTfA8L42TyGs/sHSCaOXn/7VLwWM28fUXVlGZL53I5VFUlEAhMaj9FUaiqOv51yVzjdDpxOp0zvYxT1tHRwbx5806apPGb3/yGG264YZpWNbfM7uiAIEyBtuEkBU0nLfVgYOCQ6lBNprGmyADLa9wsqnByTo0HtZBgUeglAHa530JCLWNxpQvniQZ5vEkqV6AzlKQvksZqVji/0cfyy95FY3UlS10Z3unt4poVVbx9RRXvOLeGd6+u44ZVtVy3sprLFgWo8VlJ5TXaRpIMRDNHlWpYRoN/hzP/dGN23+k+TJYl1i8OIAHNQwl6wqkTbl89Wu4bLnThcRQzNEdKcOfa7yiWS+/qipz2sQRBEITppekGe3oj/GFXH3/a248iF/vAXXtO1WkH/fKaTttIgm1dYfqjGbw2Fb9DFQGTWUiSJDw2M+UOCyOJLDu6I7QMxslOY1bRZJQ5LSwdbS+zsT1IYYrLcFWTTFOZHcOAvxwaZkPryasthLNLTtOJZvJYTQoeq3lK/7OalGLlzml+3//hD3/A4/Hws5/9DIDbb7+dG2+8ka997WvU1NSwZMkS4OhS3wMHDnDZZZdhtVpZvnw5zz333LhMuTeX+r700ktIksTzzz/P2rVrsdvtXHLJJRw8eHDcer761a9SUVGBy+Xijjvu4J/+6Z9OKWvsxz/+McuWLcNqtbJ06VL+8z//c+xruVyOT3ziE1RXV2O1WmlsbORf//Vfx14nwLvf/W4kSRr7+5uz1w6/T1//+teprKzE6/Xyla98hUKhwOc//3n8fj91dXU8/PDD49Z11113sXjxYux2O/Pnz+eee+4hny8Gih955BHuu+8+du7ciSRJSJLEI488AkAkEuGOO+4gEAjgdrt529vexs6dOyf9vpxIJpPhmWeemVTg76WXXuKCCy7A4XDg9Xq59NJL6ezsPOFraW5u5vLLLx/73nn22WdL+jqmisj4E84qBU2nK5gkk9dIWroo6AY+qRHDMMZl0tV6bWN3XhcN/R6TniWiVrLXvJLFAceEpwHmCjr9sTSyJLEg4GRBwEmVx4r5cHnw8r+CPU/AoT9B/QWgFHvXybKE01LM8Kv22Fhe4yaaytMXTdM8GKc3kkaRJSpd1rGhIhaTwtJqNwXdYDiepcJlLUkvo6nUGUyysT3EwgonAZdlLPB6PDbFh8dUR7TQg2ZpARYTSuXQdeO0LsJsZgWzLLG1K8yFC8pwWc2nfCxBEARh+mTyGls7wmzpCrGjK4IsSbitZq5eXoljEjfo3swwDEYSOdqDSUKJLE6ruSSZg8LUM42W/6ZyBVqGk4wkc8wrd1Dhssy686JV9V46gykSmQK7e6OsbvBN6fNJkkTAZcGZM7G3L0YomWPdPP9Jz7+Es4vFJE9DC4MCmcLpBeV//vOf87GPfYyf//znXH/99WOPP//887jd7uMGZDRN48Ybb6ShoYGNGzcSj8f5x3/8xwk95xe/+EUeeOABAoEAH/vYx/jQhz7Eq6++CsDPfvYzvva1r/Gf//mfXHrppfziF7/ggQceYN68eWP7v/TSS1xxxRW0t7ePBeXe7Gc/+xlf/vKX+d73vsfq1avZvn07H/nIR3A4HNx222089NBD/Pa3v+WXv/wlDQ0NdHd3093dDRRLmisqKnj44Ye59tprUZTjZ1O+8MIL1NXV8Ze//IVXX32VD3/4w2zYsIHLL7+cjRs38vjjj/PRj36Uq6++mrq6OgBcLhePPPIINTU17N69m4985CO4XC6+8IUvcPPNN7Nnzx7+9Kc/8dxzzwHg8XgA+Ju/+RtsNht//OMf8Xg8/OAHP+DKK6/k0KFD+P3+Cb33J/P8889TW1vL0qVLJ7R9oVDgxhtv5CMf+QiPPfYYuVyOTZs2IUnScV+Lruu85z3vobKyko0bNxKNRk+p5+RMEIE/4azSF8mQ0wzyRMkZcQqaxGDIy6v7O1nX5GNFjWfc9t50NzXx3RjAq7b1VHmd1PlOfnJ0+IIhni0wr9zOihoP1Z5jBOIaLoGW5yETgd6t0HDRcY/psZvx2M0srHDSE05zYCBGTyiF1axQOVpyZDUpLKtys6cvykgyS8BhgVl2knukrlCKoXgWWZJ4+/LKCZ2QV6kriBZ6iNOMWVlAXlOIpvP4TrOcp9xhoTOY4sBAjHVNZad1LEEQBGHqhZM5NrYHOTQQZ09vDE03cNvMvH155WldtGbyGp3BFN2jWegBlxVFZPjNOXbVhNWsEEnl2d0TpdZrpanciU2dPUNYzIrMBfP8vHRwiD19MeaVO6YlwGxTi5N/e6Npnt8/yJoGP0urXCKTVZgz/uM//oMvfvGL/O53v+Otb33ruK85HA5+/OMfo6rH/ll69tlnaW1t5aWXXhor5/3a177G1VdffdLn/drXvjb2fP/0T//EO97xDjKZDFarle9+97t8+MMf5oMf/CAAX/7yl3nmmWdIJN6Y3m2321myZAlm8/GTDP7lX/6FBx54gPe85z0AzJs3j3379vGDH/yA2267ja6uLhYtWsRll12GJEk0NjaO7Xu4pNnr9Z60VNnv9/PQQw8hyzJLlizhm9/8JqlUin/+538G4O677+Yb3/gGr7zyCu973/sA+NKXvjS2f1NTE5/73Of4xS9+wRe+8AVsNhtOpxOTyTTuuV955RU2bdrE0NAQFksxeeZb3/oWTz31FL/61a8m1XvxRCZb5huLxYhGo1x//fUsWLAAgGXLlo19/Viv5ZlnnuHAgQP87//+LzU1NQB8/etf56/+6q9K8hqmkij1Fc4qnaEkYJBX+gGwGJV0h7IksgUkSWIwluHl5mFCyRwYBkuDzwDQYj2HnLOBBQEHppP0z8trOp3BFJIMb10c4IolFdR4bccOaikmmHd58c9tL01owq9ZkZlX7uDqZZVcsbQSl9VMezBJNF1Ms3ZYTCytcmEzmQilpqdHx6la0+BDkSUGYhm6R6fqarpxwql8PlMjFtmNZuRQnT0AjCRPv9zXYTWhGwab2sKnPTBEEARBmFq9kTQvHBiifThJy3CCbEHDbT29oJ8xOrxjR3eEtpEEDouJcqdFBP3mMFmS8DtUXFYTnaEU27vC9EfT6LNomFeD3069z45hGLzWFpy2QWOyLFHvs2OWZV5tGeb19uC0DlsQhFP1q1/9is985jM8++yzRwX9AFauXHncoB/AwYMHqa+vHxfQueCCCyb03Oeee+7Yn6urqwEYGhoaO+6bj3Osvx84cIDa2tpjHj+ZTNLa2sqHP/zhsb58TqeTr371q7S2tgLFMt0dO3awZMkS7rzzTp555pkJrf3NVqxYgXzEdW1lZSUrV64c+7uiKJSVlY29PoDHH3+cSy+9lKqqKpxOJ1/60pfo6uo64fPs3LmTRCJBWVnZuNfU3t4+9pqOt77D265YUWz3dOT+RwbbDMPgd7/73Vjg7+tf//rYdm63eywj8kh+v5/bb7+da665hne+85185zvfob+//4SvZf/+/dTX148F/QAuvvjiE+4zW4iMP+Gs0hlMkdcMMlIvugFKroFgMocswfxyBy+3jHBwIE6uoHNL3TCu7BA5SWW7/RKWBBwnLRtK5Qr0RzI0BRysbfRRNpGS4IaL4dD/Qrwfhg9AxbKT70OxlGVhRbEZ9P7+GHv7okTTeWq8Vjw2lSVVLvb0RUlkCjits/NH3WExcU6Nm509UTa1h7CYZJ7dP4jTYuJd59UcM1gqSRJV6go6M69RMDdj0MBIIsfCgHFaJTzS6MXBoaE4HcEkiytdp/PSBEEQhClgGAbNQwk2d4TI5jU6gikiqTxWs8KVyypOOeiXzWu0B5N0h9MokkSl24o8izPmhcmxmBUq3VYi6Tx7eqKEfMXy39kykfmCeX76YxmG41mahxLTeg5S5rRgUxV2dxfPGS+cV4bHLlqeCLPX6tWr2bZtG//93//N2rVrjzr/dzgcU/bcR2bqHX5evYRTxA9nB/7oRz/iwgsvHPe1w2W7a9asob29nT/+8Y8899xzvPe97+Wqq67iV7/61aSe681Zh5IkHfOxw6/vtdde45ZbbuG+++7jmmuuwePxjJUzn+w1VVdX89JLLx31Na/Xe9z9nn766bH+gb29vaxfv36s5yKAzfZGFd6mTZsoFApccsklAHzsYx/jve99L1D89zleOfHDDz/MnXfeyZ/+9Ccef/xxvvSlL/Hss89y0UXHr8Kbq2bHp50gTAPDMOgMJknnsqRNA2i6TiYeALLU++wAtAwVf9meU+NkYfgJAHZY11JeVn7SybGxdJ6RZI6V9R7WNPgmPqFKtRdLfNv/DK0vTjjwd5hNVVjT6KPaa2VbR5jOYIoqt5WAy8LCgJP9AzHMioRlCidmnY41DT729MUYiGUIJ3PEMwUiqfwJT3wr1CV0ZzdTUGLoygiZfIBUTjutfk4AHpvKcCLOxvagmHYnCIIwy2i6we6eCNu6IlhNMt3hNP3RYs/bty2tOOX+rCOJLK3DCULJHD67OqUTJoWZI0kSPrtKrqDTHUoTTeWZH3BS4bbMeJDXYTGxut7L5o4Q27rC1Pvs01qSbFdNNJTZ6QgmSeU0LppfdtLzXkGYKQsWLOCBBx5g/fr1KIrC9773vUntv2TJErq7uxkcHKSyshIo9sY7XUuWLGHz5s3ceuutY49N9riVlZXU1NTQ1tbGLbfcctzt3G43N998MzfffDN//dd/zbXXXksoFMLv92M2m9G00mfvbtiwgcbGRr74xS+OPdbZ2TluG1VVj3ruNWvWMDAwgMlkOm5fw2M5soTZZCpe4y1cuPCY2/7mN7/hHe94x1hw1O/3jwX7dF0nFosd93lWr17N6tWrufvuu7n44ov5+c9/zkUXXXTM17Js2TK6u7vp7+8fy/h8/fXXJ/yaZpIo9RXOGsFkjkRWI6b1IUk6suGgP1y8g7GgwknzUAJNNyhzqKw19mLLR4ljp8e7jqYy+wlPCiOpHOFUjnVNPi6cVzb5i4Z5bwUkGDkIsROnGB9PtcfG25ZVcl6dh5FEluF4ljqfjQa/nXAqh1bCu1GldDjrD2Bvf4y1o42tX2kZOe4kPpNkody8CFmSkG3FFPFgMnfaa1FkCY/VzN7eYiBSEARBmB3yms6WjhCbOsJ4bGb6ohlahxJIksTliwMTHrr15mO2DCXY1RMlnilQ6baKoN9ZQDXJVLotZDWd3b0RDvTHSOdmvsR1SZULv6MYmNzcEZr25zcrMk1lDsKpHC8eGKJ1OHHynQRhhixevJgXX3yRJ554YtLDFa6++moWLFjAbbfdxq5du3j11VfHetedTvXQJz/5SX7yk5/w05/+lObmZr761a+ya9euccfctGkTS5cupbe397jHue+++/jXf/1XHnroIQ4dOsTu3bt5+OGHefDBBwF48MEHeeyxxzhw4ACHDh3if/7nf6iqqhrLnmtqauL5559nYGCAcDh8yq/nzRYtWkRXVxe/+MUvaG1t5aGHHuLJJ58ct01TUxPt7e3s2LGDkZERstksV111FRdffDE33ngjzzzzDB0dHWzYsIEvfvGLbNmypSRr++1vfzup/n4A7e3t3H333bz22mt0dnbyzDPP0NzcPNbn73ivZfHixdx2223s3LmTl19+eVwgdDYTgT/hrNEZTIJhkJN7iwMvMo2EUvmxMt8DA8U7ASuq7CyIvIqBwQ77xdSXe06YRRBJ5YhlClw438+qeu+p9QJylEHVaE+FrtdO5eUBxey/C+aV8ZbFAQwMusNpmsodVLitjCRyE+ohOBNWj/b6649mqPJY8drNpHIar7cf/8S3Sl0OgG7uQSfNSOL0+/wB+B0WQokc27pK90EpCIIgnLpMXuPVlhF2dEeodFkYimfY1RMB4MJ5/rGs/cmIpfPs6Y3SMhTHapYpd8581pcwfQ5n/7ltZrpCKXb0RBiMZaalv15/NF08J30TWZK4eH4ZkiTREUzSFUpN+VqOtYZ6nx3dMHi5eZg9vRF0fXaeOwpTJ1vQSeUKU/pftgT9tJcsWcILL7zAY489NuGpvFAsmX3qqadIJBKsW7eOO+64Yyx4Y7WeeqbrLbfcwt13383nPve5sXLc22+/fdwxU6kUBw8eHCthPZY77riDH//4xzz88MOsXLmSt771rTzyyCNj04FdLhff/OY3Wbt2LevWraOjo4Onn356rF/fAw88wLPPPkt9fT2rV68+5dfzZjfccAOf+cxn+MQnPsGqVavYsGED99xzz7htbrrpJq699lquuOIKAoEAjz32GJIk8fTTT3P55ZfzwQ9+kMWLF/O+972Pzs7OsYzL09Ha2kpLSwvXXHPNpPaz2+0cOHCAm266icWLF/N3f/d3/MM//AMf/ehHj/taZFnmySefJJ1Oc8EFF3DHHXfwta997bRfw3SQjOnqIDsqFovh8XiIRqO43e7pfOopl8/nefrpp7nuuutOOKlHmBm/3tbDK83DtGlPIClJEgNvo7lfptFv57JF5fxsYxeSBPesCHJ+7AWCeHit4SOsbixDVY4dI49n8oSSOS6Y5+ecWs9p3SVicC9s+iGoTrjqvuLgj9MwEM3weluQoXgGv11lb1+MnKbjm4Zpcadie1cYl9XMgoCD3kiap3b0AXDz2noCrmNncuxJPEU43088tBh7YSWXLizHIhssyDbTalmELp1a5kZXMEnAbeGTb1s0LdP1BOFMIz4PhVJJZgu81jpC63CSOq+NkUSOFw4OYRgGK2s9rB7NEp8o3TAYiGZoGU6QyWmUnaHDO2RDO+3PwrOFYRiEU3l0w6DeZ6epzD6l7VHahhNk8hrLazzH/Pq2rjB7eqPYzAo3rKrBYpqZf79wKkcsnee8ei+r6r2YjnMuLBzfbP0szGQytLe3M2/evHFBqUxe45m9A0Qz0zMc0GM18/YVVbMi0/rVV1/lsssuo6WlZWzCaylcffXVVFVV8eijj5bsmMJ4Dz74IM899xxPP/30Mb9+uNTX7XaPG2YylxzvZxYmHl8TPf6Es0ZnMEWiEEGXE6DLLC6vxCbnqPHaODgQB6DRZ+Oc1EZ0w2C/ax2N5c7jBv1SuQLDiSzrGksQ9AMILAOLG7IxGNoL1eed1uGqPFauWFLB6+1BOkaSNJTZOTgQJ50vYDPPvh/9Iy/e6nx2Fo2WX/+leZj3rK495vtbqa4grg2iq23ohRWEkjmqXad/YlXuVOkJp9nXF+OSheWnfTxBEARh8mKZPBtaRugMpmjw24ml8/y5eRjDMJgfcLKq3jup42ULGm0jSbpDKSwmhYDLcvqf3cKcd3i4Vyav0T6SJJLOsSDgPKXy8YnIaTp57fh5F+fWeegKpYil82zpDHPpgpk5D/HZVUyyxLauMDlNZ22jH9U0Ny+ahYmxmhXevqKKnDY97YFURZ6xoN+TTz6J0+lk0aJFtLS08KlPfYpLL730tIJ+qVSK73//+1xzzTUoisJjjz3Gc889x7PPPlvClQtvVldXx9133z3Ty5j1Zt/VvyBMgVSuwFA8S7jQhWIFs15Bg9/NvPLiCX8kncNmVrjYE8JSSBI2bGQqVrHIdex077ym0x/NsLLOw7n13tJcOMgy1K2D1uehe9NpB/4APHYzly8KYDHJHByIUe2x0B1Ko7pklFl8x0PTDS5dUE77SBKTLJEr6Me8+15mnk9HZgNmNU4+08tIwlaSwJ9NNSFLEpvag6xpnMSgFkEQBKEkIqkcrzaP0BNJ01hmJ53TeOHAEAVNp9pjGyuJnKhoOk/zUJyReA6f3TxrB14JM8dqVqhwyYRSOXZ1R2nw22gsd2AucaZbXtNPGFgxyTKXLCjjf/cO0jqUYF6Zgxqv7bjbTyWX1YxJltndEyVX0Llo/in0sRbmFKtZOSv+jePxOHfddRddXV2Ul5dz1VVXnXQ67ckcLmn92te+RiaTYcmSJTzxxBNcddVVJVq1cCyHp/cKJyYCf8JZoTOYAsMgQy9mScIh1Y0r7Vnb6Gd1nYdLen6MZui0uC6grsxzzH4/umHQHU6xIOBgzWhvupKpv7AY+BvaB5kYWE+/HN6mKlyyoByzIrOzO4zbZmIkmaXSNTMnkSezszvC1q4w166o4n3r6vHYzMe9uJMlhUp1GanCViKmQ4SSDegl6F4gSRJlDpWW4QStQ3FW1HpP+5iCIAjCxISTOV5uHmYglqGpzIFuGLxwYIh0XsPnUFm/JDDhz17DMBiIZWgeSpDNawRcZ2Zpr1AasixR7rSQyhVoGUkQyeRZEHCWtE1KrqBT0AwMwzju+U2Fy8qSShcHBmK83hbknefVlDwAOVE2VaFutDpG0w0uXlCGXRWXkMLcduutt46bvlsKNpuN5557rqTHFIRSmb0pP4JQQp3BFJlCjoIyhKYZhEJV9IRTaEc0LK5ON+MuhEjoKqmqC/A7jp051hdJE3BaWXcq03tPxlUJviYwdOg5/bHyh6kmmQvm+Tm/0Y/LqiIjEZum/h2TFUrlSOU0tnaG8drVk2Z0VKjLUBUZ3TRE1ogQTRdKsg631Uy+oPN6e2jc94kgCIIwdUKjQb/BWJYmvwNZgg2tQaLpPDZV4cqlFRMOgBRGp/bu6Y2i6wYBl1UE/YQJsasmAk4r4VSOnd0R2kYSFEpU/pjXDDTd4GSnFqsbvDgtJhLZAtu7IiV57lNlMSs0+O20DCV4uXmE+Cw9hxQEQRCOTQT+hLNCVyhJuNCHJOnoBQ+7urI8taOPaDpHTziFYRg0xLaiGTqdztVUl3mQOPriIJLKocgS6+b58NimqElv3QXF//fvKOlhzYrM+Y0+Ll1YjstmIprOk5+mHh6TsabBhwR0hlIMxTMApPMafz40TCSVO2p7q+zCZ27EYpLJmJoJJo/e5lTIsoTHprK/L05PePon6wmCIJxtgoksfzk0zGA8Q6PfjixL7O2L0RlMIksS6xdXTDjTKJUrsLc/SutwEqfFLAY1CZOmyBIBpxWTItM8mGB3b5Ro+vQCXrp+OOhnnPSmolmRuWh+GQAHBmIMxjKn9dyny6wUB+J1jCR5uXnktN8LQRAEYfqIwJ9wxitoOj3hNNF8DyZZJh2bh0FxgMNIIsdTO/r47bYOfOkusgWDeNWFeO1HB/Xymk4omeO8ei91PvvULbhqJSBBpAtSoZIe2jQa/LtyaSVWk0x/JA3TO9j7pDw2M4sqnQBs7QwD8JdDw+zujfJy88gx96lSV2Axy2SVNoaTyZKtxedQiWVybO4o7b+DIAiCMF4wkeXl5hGGExka/Q5kWWI4nmV7dwSAC+b5jzvh/c3CqRy7eqIMRLKUO1Vs6pnfr0qYOk6LiXKnheFElu1dYTqDSQr6qd041Yxi0G8igT+AGq+NRRUuoJj5OtM3bE2KTGOZnZ5wipePc0NWEARBmH1E4E844/VFMuQKOimjH1mCWKx493ReuWNsmu8K6zCaoTNgX0QgUHnMbL+ecJr5AQfLqk+/794JWd1QNjpRqn9nyQ+vyBLrmvxcvbwKzTAYTmRL/hyn6/zRCb+tw0lCyRwXzPMjS8UswI6RowN7HqUOj+oDCoQLbSRLdBParMjYzSZ2dkcIzsL3SRAE4UwQTuZ4peWIoJ8kkdd0XmkZKU7wLXeyqMJ50uMYhkFfJM3uniiJbIEKtwXTDPVFE84siixRMVoqfqA/zu6eU8v+0/Q3ynwn2kZkbZMPu2oinsmzYzQQPpNMskyj30FfNM1fDg0TLlGlhTA73Xvvvdx///0lOdb999/PvffeW5JjCYIwOeJsSDjjdYaSpApJdCVCXpMJxovf9jVeG92jJZzXmbaR13RiFcfO9gsmsrisJlY3+KanufLhib4lLvc9zKTIvHVJgMsXBxhJZEllS9MXr1TKnBbmlzsA2NYVxmdXOa/OC8DLLSNHnSxLkkSNZQWqSSZraqG/hJW5ZS4LQ7Esu3qipTuoIAiCABRbaLzcPMxwLDsW9APY0hkmnsljV02sm+c7ab9XTTdoH0myrz82mtVvmdTUX0GYCJfVTJlTHcv+6xhJTqr3X2E06KcbBtoEKy7MiszFCw6X/MZnvOQXioHQJr+DoViWl5uHCYng3xlLURS+/OUvn3bw7/777+fLX/4yiiIysAVhJojAn3DG6wqliOR7kSXIxhvQ9GLZRiydRzeg2qZRr4SIm/xYqpcele2XK+hEM3nOrfNS5pxYmdFpqzq3+P9wB6TDU/IUZkXmhvNqWFXvpT2YRJtl/f7Obyxm/R0ajJPKFVjX5MeuKkTTx77jHTAvxmo2U5BDtKWP/vqpspkVFFlic0eI5CwLkAqCIMxl0XSeV5pHGIhlaPDbx4J+vZE0zYNxJEniskXlWEwnvlDMFXQODsQ4NBTHripT14NXECjePK1wWTHJMgcG4uzqiRKeYMnr4f5+h3v9TVSt18bCCieGYfBaa7Bkg0ZOhyxLNPjtDMWyvNIsMv/OVPfccw9f+cpXTiv4dzjo95WvfIV77rmnxCsUBGEiROBPOON1h9JECz0oskQ8VgMUy3xbhhIAvMXWQU7TGSlbR5nj6MBefyzNvHLHWN+5aWHzgm/e6AJ2Td3TqCb+Zl0DDX477cEk+izq91fptnLRfD/vXVuPXTWhmmQuGb3jvaXz6CCcWbZRbVkIQEehs6STeMudFjqCSZqH4iU7piAIwtksnsnzassIfdH0WE8/KPbT3dgWBGBplYsqt/WEx0nlCuzti9IVSuG3WyY8/EMQTpfTaiLgshBMZtneFaFlME42r51wH00vBv0MJl7qe9jaRj921UQskx/rfTnTjgz+vdw8TDQlBn6ciU4n+DcdQb/169fz6U9/ekqOLQhnChH4E85osUyeSDJLXO9FkSUymWL5aK3XSk8kDcAVloPkMWHUrTuqLCiazqMqMufVeaenxPdIY+W+pe/zd6Qqt5V3r67FalYYjKYxZlHwb22jn/IjsiyXVLqocFnIawZbOo/OhKy3r0CRJZJKD8FU6YZ8uKwmNM3g9VnQWFsQBGGuS+UKbGgN0h1K0eC3o8hvfPbuGu3P57CYWFXvPeFxouk8u3ujDMWzBFxWVJM4rRWmlyJLBFxWrGaZluEE27sjDMYyx72Rqo0G/SSYcKnvYapp9pX8whvBv4FYhldbRohlRPDvTHQqwb/ZmOn30ksvIUkSkUhkppciCNNKnCEJZ7SeUJqEFsGQUmAovPPcGt67to5sQccwoMGaplyKMeJZidfjGbevrhuMJLIsq3ZTcZKMgylxOPAXaoNc6YJYx7KyzssVSyvIFPRZ26clr+lIksRbFpVzTo2bdU2+o7Zxm6pxmfwYUoHO5MGSPbckSfgcZg4NxukKTu2/hSAIwpksk9fY0BqkfSRJo9+OSX7jVDSYyLKvPwbARfPKTnjDbSSRZXdPlFg6T8BlGRc8FITpZldNVLitpHIau7oj7O2NHXP4h6YbYw1lTqUy4ciS31dbR2bNzUhZlmj0O+gOp9jQMiJao5yhJhP8m41BP0E4m4nAn3BG6w6P9veTJaxSAJfFRoXLyvJqNzevKufD7s0UdINs7UWY5fE/DsOJLAGXheU1UzzF93jsfnBVAwYMHZjSp1JkibcsCrCixkMmr82qu7V5Tef5A4M8sqGDTF6j2mNj/ZKKY5ZzSZJEnXU5AP25/eh66U6IvTaVeFZjc0d4VmVFCoIgzBXZgsbrbUFahxLFoN8RgT3DMNjUEcIwDJrKHNT6bMc8xuHJvXt6o2Q1jXKnZaw3oCDMJFmS8DtUPHaVvmiK7V1hWoYSZI4o/z0y2HeqLUnWNflxWkwkMgU2dYROe92losgSjX47ncEUr7UFx71u4cwxkeDfVAb9kskkt956K06nk+rqah544IFxX3/00UdZu3YtLpeLqqoqPvCBDzA0NARAR0cHV1xxBQA+X3Fo1O233w7An/70Jy677DK8Xi9lZWVcf/31tLa2lnTtgjCTROBPOKN1h1JEtR4UScJO9VhGgCRJrJbbOEftJ2WtxB5oHLdfXtNJ5gqsrPXMbL+gimIQi6G9U/5UfofKWxcHKHOqpLIa6dzsOGEzyRLD8SzZgn7MybrpN51YznMtQ0Iha4QYyfaXbh2KjMuisKsnytAsKa8RBEGYK/Kazpb2MAcH4tR5bUdl87WNJBmOZzEpMmuPkdENxUmoXaEU+/pjSJJEmUNM7hVmH9UkU+kufo+3DCXY2hmmO5wir+ljwb5T6fF3mFmRuXRhOZIk0TqUoCuYKuHqT49JkWnw22kdSrCxXbRHOVOdKPg31Zl+n//85/nzn//Mb37zG5555hleeukltm3bNvb1fD7P/fffz86dO3nqqafo6OgYC+7V19fzxBNPAHDw4EH6+/v5zne+AxQDip/97GfZsmULzz//PLIs8+53v7ukSQSCMJNEB2Rh1rv33ntRFGXSHx66btAdTBIv9GOSLLx+KMCr277JPL+Na/72k9QkdpPXdOLVq3Gax/8oDEQz1PvtNJU7SvlSJq9yBbQ+D0P7QddBntpY/aJKF+c3+tjYHiaazmNSpOnvbfgmkiSxpsHHM/sG2dUbYU2DF5Mik8gUeOHgELF0nvdf0DAW1LUqVirlWrqMAToSe6iw1ZZsLX6Hha5Qih3dEa7xHDsbRRAEQRhP1w22d4bZ2xelxmPDYh4/pTev6Wwb7dt67nFuuOm6QdtIkraRBHbVhNMiTmGF2c1hMWFXFWKZAnt7Y/RF0jhUU7HHn8RpBcUq3VZW1LjZ0xvltbYg5S511gy2MSsytV4bB/rjWE0Ka5v8ohT/DHT4uuzLX/7y2N+nOuiXSCT4yU9+wv/7f/+PK6+8EoCf/vSn1NXVjW3zoQ99aOzP8+fP56GHHmLdunUkEgmcTid+vx+AiooKvF7v2LY33XTTuOf67//+bwKBAPv27eOcc84p+WsRhOkmMv6EWU9RlFOaIjWSyDKcGUAzsqSTVQz++TFa//jftI6k+Mu+LtLxMEgyes354/bL5DUMYEW1Z8aDXvjmgdkB+RSE26f86VSTzHn1Phr8dnx2M6FkdlZM+l0YcOKymsjkdfYPFCfrqiaZ4XiWSDrPnt7xmYCL1SYAhnKtaEbpehZazQqqIrO9KzKryqEFQRBmK8Mw2NkTYWdvlAq3FZuqHLXNrp4o6byG22pmWfXR7TUKms6hoTgtw3FcFrMI+glzhiRJeGxmAi4LyaxGTySFSZGQJYlc4fQyic6r8+J3qGQLGq+1BmdVGxKrWaHKbWVXb5TdPZFZtTahdI7M/LNYLFPe06+1tZVcLseFF1449pjf72fJkiVjf9+6dSvvfOc7aWhowOVy8da3vhWArq6uEx67ubmZ97///cyfPx+3201TU9OE9hOEuUIE/oRZ71RHyHeHU4QLPUgytP92I9FXfsaSd3wYfdVN7BrMoek6MddCXO7xJUWD8QxNZQ7qjtNfaFrJMlQsK/55cOrLfQFqvDZW1Lhx2Ux47CrBRHZanvdEZFli9eh0x+1dYXTDQDXJXDi/eNduU0doXC+ZRTYviuEmq+UYypa2P0e5U6UzmOTgaAN6QRAE4fgODMTZ1hnBb1ePGbBL5QocGCj+Pj2/yXdUZlBe0zk4GKdjJIXPph4zcCgIs50iF/v/VTit+O0qJlkilsnTF0mfcuafIktctrAcRZbojaTpmEUlv1DMePTbVbZ1RWgeSsz0coQpcs8996CqKrlcDlVVZ3SQRzKZ5JprrsHtdvOzn/2MzZs38+STTwKQy504EeCd73wnoVCIH/3oR2zcuJGNGzdOaD9BmCtE4E+YE04l+NcdShPX+uj+3Vb6n/sVnstuYfl1HwRgoSWCT0qSrV47rj9QKldAkSWWVruQZ0tZQuVon79pCvwBLK9xU+OxU+ZQsZiUY06mm27Lqt1YzTKxTIG24eJk3eXVbsocKtmCPq7BtVuVcLEQDOhKlfZ9c1iKZTob28NkC7OjD6IgCMJs1DqcYFN7CJfVhMdmPuY2e/tiaLpBwGWhzjv+hlu2oLG/P0Z3KIXfoR5VIiwIc40sS0iShNtqJpPX2dUbYUtnmM5gklRu8pNwvXaVlbUeALZ0hGbdeYnHZsZmVtjUHqQ7NLsCk0Jp3H///WNBv1wuN+kKrclYsGABZrN5LCgHEA6HOXToEAAHDhwgGAzyjW98g7e85S0sXbp0bLDHYaqqAqBpb/ysBINBDh48yJe+9CWuvPJKli1bRjgcnrLXIQgzQQT+hDljssG/jmCcvU/9no6nNuG57Baq1/9/jMSL2WsXWTrBbEWuWjFun8PZftUe65S8hlMSWAaSDIkBSAan5SldVjPn1ntQZIl6v61Y/jzDZRpmRR47ud3VEwGKE/QuW1gOwJ7eKOFU8a6cJEGtdTEAoVw/aS1SsnVIo1P7Dg3G6RhJluy4giAIZ5LuUIqNbUFMo5lOx5LKFTg0WGzfcF6dd9yNuExeY19fjN5ImnKnBdUkTlmFM4c8+nMRcFrJFXT298fY0lEcfhNO5SbVZmVFjQePzUw6r7G9KzJ1iz5FAZcFTYeNbaFZUUUilM6RPf2y2ewpVWhNhtPp5MMf/jCf//zneeGFF9izZw+333478mgP9IaGBlRV5bvf/S5tbW389re/PWotjY2NSJLE73//e4aHh0kkEvh8PsrKyvjhD39IS0sLL7zwAp/97Gen5DUIwkwRZ1HCnDLR4F9B03nsR9+g46nXqX779XgvfT+1Xhs9kTQAayzdpHzLsKhvBPhSuQKqorC0yj27pgSq9mKvP5iW6b6HzSt30Oi3o+kGdlUhmZ35u8jn1nq5cJ6fv1pZPfZYvd9OU5kd3YBXW0bGHq90eDHr1WTyOkO5gyVdh8emkslrbGoPoZ/iVD5BEIQz1VA8w2ttQfIFg0r38W+kHZntd+QNt3SuGPQbimeocFkxzXS/XUGYIopc7AFY6baiyBKdoSRbO8Ns7wrTG0mPa2NyomNcNL8MgEODcYbimale9qTVeKyE01lebw2SzE4+s1GYfY41yONU2zNNxr//+7/zlre8hXe+851cddVVXHbZZZx/frFfeyAQ4JFHHuF//ud/WL58Od/4xjf41re+NW7/2tpa7rvvPv7pn/6JyspKPvGJTyDLMr/4xS/YunUr55xzDp/5zGf493//9ylZvyDMFNEdWZhzjjVF6s3+6Z572fTLn1J/wzocq28nnQGbKqMbUGuOU2tKEKo8jyMLj4biGRZWuKh0W6bjZUxO5QoItcLgPph3+bQ8pVmROafOS38sg8dmpjeSxmFRZjQoalMV1jX5j3r80oXldIW6CKfyYyfJXrsZq7aQuNxPX+YADdZ1SFJpLh4VWcJlNbG3N8ZALE2N116S4wqCIMx1kVSODS1B4pk8Db7j/248XrZfKldgX3+MYDxHucsqpoEKZwVJknBYTDgsJnIFnUg6z0gih82sEHBbKHdY8NnNxw2CV7qtLKxw0jKU4PW2EO9YWT2rfnYkSaLB56AjmGRzR4hLF5bP/AA94ZSdaHrvRK7TTofT6eTRRx/l0UcfHXvs85///Nif3//+9/P+979/3D5vrlq65557jlrXVVddxb59+064nyDMZSLwJ8xJJ/pQuf/++3ngX+9nybuvpuy6hSgxSJssJEYz1i6wdIPZhhx4YwJUOqehyDJLqlyzK9vvsMoVsP+3EGyGQhZM0xOcrPFYWVzpYksqhNdmJpjMUe6cPYHRgqZjUmR8dpUbzquh2mPDLOmQLQbnKq1NJLSNxPNxIoVefOb6kj13mcNCRyjJts6ICPwJgiAAyWyBDa1BhkbbZpzo8/RY2X7JbDHoF0rmKHdZZlXgQhCmi2qSKTNZMAyDVE6jJ5SiO5jCaTFR4bbid6h4bOajfj7Ob/DRHU4TSeU4OBBnec3RE7JnkiJL1PlsHByI47SYOL/RNzvPuYUTOlHQ77CpDv4JgjB5IvAnzFnH+lA5/GH0vo/9IwPrCujkOb/RR42zls0dIRKxMGvUbjLly1FMb/QcGk5kaCpzUumaRb39juSsBHsZpIIw0gxV50zL00qSxPJqN13BFBazQlcoRSJbOOZkxuk0GMvwSssIbquZq5dXAlB3OLPkiJtzZQ4b3eEmsvkWhvMHShr4U00yVpPM9u4Ily0qx2s/dg8rQRCEs0G2oLGxLUR3KEVjmR35BBf0x8r2S4wG/cLJHAGnZfYM2BKEGXJkFqCmGySzBdqGE7QHJdxWExUuCz67ittqRpYlLGaFNfVeXmsLsqs3wvyAA+ssG4hjMSlUuqzs7I7itplZXOma6SUJkzCRoN9hIvgnCLOLCPwJc9qRHypf/epXyeVyfOUrX0FadxVdPY9iNan41AoA1jV6+bT2f5HzCWIVqzh8SVGcgCaxqNI5ey80JKk45KPzFRg+MG2BPyhOjFtR42ZDa5BGv51DQ3EsJnlGSzQkCfqjGQZiGS6c78dtfaNoW9MNXhuU8NfqlDksWIbnE1MOMZJrZ74ti0kqXcZimcNCbzjFnt4oly0KlOy4giAIc0lB09nSEaZ5KE69z45JPvHnw57e8dl+iWyBfX0xwqksAZf1hEFDQTgbKbKE22bGbTNT0HQS2QIHBxKYlOKE4AqXBZ9DZV7AwcHBOKFkjh3dkbHef7OJ02oindfY3FGc+F3tsZ18J2HGTSbod5gI/gnC7CGaKwhz3j333DM2Ql5VVf75i1+iOdROQQMjuRBl9ALEl+lGKSRQLHYoXzS2/0g8R7XXSo13lp94HC5NHi7toIqJWFTpotJtRTXJ1HrtBBO5Ge17UeGyUuezYRiwszsy7mu/3T3AL9oUdvbGsKkKbnMAxfCSKeQZyTWXdB12VUGWJLZ0hEnnZn74iSAIwnQzDIPdPVH29kWp8dhOOn03lSvQPPRGtl9ydJDH2Rz0s+Yj1MR3sTj4POcM/Y4VQ79nUfBFKhP7UHQxBVUYz6TIeO0qVR4rHpuZVK7AgYEYWzvCbOuKUOu1kdN0Do0GAGejgMtCrqCzsS1ENJ2f6eUIJ3EqQb/DpmPghyAIJycy/oQ57/777x8L+uVyOe6+51+ILnGTy3oY7JvHowOdXLm0knl6M5pukC9bhiQXv/ULuk5W01lc6Zr9vYTKF4EkQ3IIUiGwHz3kYqpYzQrn1Hp44cAgDT47iWyBUDJH2Qz2+1vT4KMnnGZff4x1Tf6xcpallU66wxk2d0ZZWuOlzGEhFJtPJr+TofxBqiyly5aUJAm/Q6V1OEHrcIJzaj0lO7YgCMJccGgwwfbuCOUOCzb15GWFR2b7ua2mYnnvWRj0M2tJqhL7qInvwZ0dOO52uqQQtM+nx72aEdv8Ysq7IIwyjwYBAXIFnWS2QDavo+kGI+ksz+8f5NpzqnBZzSc50vSr9dpoHykO+3jLonIsptlVliwUnU7Q7zCR+ScIM09k/Alz2pEfRtlslq985Sv8+9fvZ9eTT5JPF0svfQ6V3+/u5+sHKlFkiXz5irH9g4liL6E63yzP9gMw28DbWPzz8IFpf/qmMjuNfjvRTJ6FAScSEqlcYdrXcVi9z0a5UyWvGezujY49vrTSSa3dIKfpbOkI4XeoqFoT2YJBQhsmpYVKug6X1Tx61zpIQdNLemxBEITZrDuUYlN7EIeq4LadPLBwZLbf0ioX+wbixZ5+Z0nQT9YLVCb2sbr/l7y187ssHXkOd3YAQ4KItZYuz1qay9bT7F9Pt2cNKbMf2dAIJJtZ3f9LLu3+AbWxHWCIzxrhaKqpOOysymNlaZWLvGZwaCjOs/sG2dkTYSCaGW1vMzvIkkSD307rUIKd3VExQXWW0jTtpEG//v5+7r33Xvr7+4+7zeHMP02bPd+DgnA2ERl/wpx1rDtQ99xzD9t7Bnjyh/9JWaQK54VLUEYvJparg6hmM4nyYsmsbhgkMgVWNXjnzl3GwFIItxcDf42XTOtTmxSZFbUe+iIZHBaFxnI7zYMJVEXGNAP9/iRJYnWDj2f3DbKrJ8rqei8mRUaSJG5o1Pmv/Qq7e6OsqPFgkmwohRoK2jBD+QM0KaV77xRZwmMzc6A/Rm8kTWOZo2THFgRBmK1GEllebwtiGEw4+/twtp/PrjKSyBJK5qlwWs7ooJ+sF/Cn26lIHaIycQCT/kbpZcxSRZ/rHAacy8krx/jsMAycuWFqEruoje3Cng+zfPiPNEU2cqjsCoYdi6fxlQhzicemsqjCSUcwRV80g9NiYiCawaGaqHRbKHdZ8NjMM/6zZ1ZkKl1WdvdE8drFsI/Z6N577z3pNv39/dx3333ccMMNVFdXH3c7keknCDNHBP6EOelEaefz3nEVtf1b6P3drykUbLiv/FsAzrf0kPfOR1eKFyixdB6P3UyD3z7t6z9lgSVw6I/Fyb66DidpoF5qtV4b8wIOmgcTNPrtxNJ5huJZKlwWpBk4eVwUcPK6NUg8U+DQUILl1W4AlnoNGnw2usJpNnWEqPFYyaTnkykMMJxrpsFyIbJUumCv167SGUqytTNMg98+I++FIAjCdElmC2xsDRJN52j0T+xmx+FsP003sKsKoUSegOvMnN6rFhKUp1qpSDVTlmpHNt7Ijs+Y3PS7VtDnPIeUWn7iA0kSCUsFhyxX0eq7nNr4DuaHN2DPh1g18ASDziUcKHs7OZNzil+RMBc1+O30RtLkNR3NMKh0W0llNdpGknSGUnjtZmo8NsocKpYZnP57eNjHlo4QHpuZSrd1xtYiCIJwphKBP2HOOVHQT9cNOmOdlF1xDYnwIqKv/IwuoOzSm1llGyQfeMfYtqFUjvPqvLOy78lxeRvBbId8CqJd4Gua1qeXJInlNW66QylSOY2FFU7i2QKxTAHPBMq8Sk2WJS5ZUIZhwMLA+Aufyxb4+fmWXlqGEtR4rJj1GtJ5lYIlQ6TQjd/cVLJ1qCYZm0lhZ3eEyxaVU+ESJ62CIJyZ8prO5o4QPZE0TWWOCd/o2NMbI1fQ0Q2DXEGjwm2b/b11J2o0M68Y7DuEO9uHdETVYsbkYtixiEHHUsLWhlPq06fJKl2eC+h1nce88AaaohupTBzEn+5kb+AdIvtPOIpJkWksc9A6nKBjJEWly4rTasJpNZHXdGLpAiPxKE6LiSqPlUq3ZcbOiQMuC52hJJvaQ7xtaQUOi7hEFQRBKCXxW1WYU44X9MsWNAqaQSJbIJrvJ5eqw3vphbgsJnqe/ykVShL/zR7CZcsByOQ1VJNMU/kcK8uU5eKQj/6dxem+0xz4g+JE3cWVLnZ0R5hf7mBBwMnevii5gnLSaY5TYVHFsctCyp0qS6tcJDIFyp0WgskcZBrRHe0M5Q+UNPAH4Heq9EXS7OmJ8rZlIvAnCMKZR9cNdnRHODgQp8438cDd4amjkXSeGq91zgf9ZL2AJ9uLL9OFJ9OHN9OL6U3Td2OWKoYdixi2LyKuVpRsKIcmW2gpu4JB53JWDP8eV3aIVQNP0ONezcGyq9BlcWovvKHWa6MnnCJT0OiLpqnzFatczIqM36GiGwbJbIHW4Tg94RQBl4Vqjw2vffrLgOu8djqCxWEfly0sn5E2MsLst379elatWsW3v/3tmV7KhEiSxJNPPsmNN94400uZkHvvvZennnqKHTt2zPRShBITZwfCnHGiTL+OkRQjiSxZPU5ai5PPFAd7VLz1FuLZAs1//hk/KLuMd7+1OAk3mMhR7bESmMGptKcssHQ08HcAFl8zI0tYUuWifSRJOJWn2mMlksrRHUpR6bbOaJmrphtIvJFmccWSCmSp+KHbHUpRKMwjW2glLHWR19OY5dINdbGZFUyyxJbOMOvm+edWJqkgCMIENA8l2NUdpdJlnVRv3J3dEULJHLIE88scczPoZxiUp9uoi20/qnwXQJNNhK0NY8G+rGlqe5XFLZVsrL2NhaGXaYq8Tl1sO67cADsrb5ry5xbmDkWWaCxzcGgwTmcwRbVnfNBdliRcVjMuq5l0TqM3nKY/miHgUqnz2vE51GkLACqyRK3XRvNgnDKHyso677Q8rzC3/PrXv8ZsPnPPsWc68Pa5z32OT37ykzPy3MLUEoE/YU442Sj5vKYTSuQ4GGlB0w0qq1ppML+Nje0hvJe+n+uch/jPX79CsuZBPvDRz5DVNBZUuOZmb6HR4SSEOyCfAfP0Z5d57SpLqlxsag/htZuZX+4klikQSuUoc8xMMHVnT4RtXWH+alkFC0fjeUee3PodKqmIF73gA3OM4XwzNZZzS/b8kiTht6t0BpMcGoxzfqO/ZMcWBEGYab2RNJs7gjgsCk7rxE8fE5kCW7vCJHMF1jX5Mc+VYVqjZL1AdWI3jdHNOHLBscdzioOQrYGItZ6ItXY0q296M5QMyURz2RWEbI2sHPoNnkw/F/U8zI6q9xC3HL/BvnB2qXZb6QqlyOQ1esKp4w4hs6kKNlUhV9AZimUZiuUIOFXq/dMXALSaFbx2lR3dEXwOdSxDURAO8/vF+fVUcjqdOJ2ib+yZSORQC7PeyYJ+ALmCTiqvcWCkA80wCDg8rGnwcfP5tdzq2cld71zOHX/3UX76vW/y4+/+O167Sq23dNle08pRBo4AGDoEm2dsGYsqXfgdKsFEDpuqsCDgwDAgnddmZD3BRI5kVmNrd/Sor6XzGh3BJOFkDiPdiIHBcP4ghmEc40inzmkzo+kGm9rCZAsz8z4IgiCUWiSVY2NbkLxmUD6JTHndMHjp0BCxdIGAc45l2Rs69dGtvKXrP1g+/CccuSAFWaXLs5YN9Xfw58ZPsrvyRro95xO3VE170O9IQft8NtZ+kIQaQNWSrOv7GTXxnTO2HmF2kWWJeaPBvq5Qirymn3B71SQTcFnx2MwMJ7Ns646wpzdKOJUr+XnTsfjsKppusLk9TCyTn/LnE+aW9evX8+lPf3rs701NTXz961/nQx/6EC6Xi4aGBn74wx+O26e7u5v3vve9eL1e/H4/73rXu+jo6Bj7uqZpfPazn8Xr9VJWVsYXvvAFbrvttkmX5zY3N3P55ZdjtVpZvnw5zz777FHb3HXXXSxevBi73c78+fO55557yOeL3+ePPPII9913Hzt37kSSJCRJ4pFHHgHgwQcfZOXKlTgcDurr6/n4xz9OIpE44XokSeIHP/gB119/PXa7nWXLlvHaa6/R0tLC+vXrcTgcXHLJJbS2to7tc++997Jq1aqxv99+++3ceOONfOtb36K6upqysjL+4R/+YWzNwtwhAn/CrKdp2gmDflDs2ZfJF+hNdKMbBgFrDZIksVAZ4q9s+zDbHNx8579w2ye+QDqXZ0HAiU2dW1kH4wSWFv8/fHDGluC0mFhe7SaWzaPpBgGnhQa/nWgqh6ZP/Ynhm62q9wLQHkwxmB7/tebBOAcHEwzFs+iZejRdJqWFSOojJV2DLEl47WYODRVLagRBEOa6TF5jU3uIkUR2UjfMDMPg0ECcPb0xVJPM/MDEB4HMNE+ml4t6H2bpyDOoWoqMyc3Bsiv5S+MnOFh+NUk1ULKefaWSNnvZVHsrg84lSIbO8uE/UhPeWLxJKJz1Kt0W7KpCQTfoDk3s/EQ1yQScVjxWM4OxDNu7IhwYiJHIFE6+82mq8doYSmTY1hk+aaBSEB544AHWrl3L9u3b+fjHP87f//3fc/Bg8Ropn89zzTXX4HK5ePnll3n11VdxOp1ce+215HK5sf0feeQR/vu//5tXXnmFUCjEk08+Oak16LrOe97zHlRVZePGjXz/+9/nrrvuOmo7l8vFI488wr59+/jOd77Dj370I/7P//k/ANx888384z/+IytWrKC/v5/+/n5uvvlmAGRZ5qGHHmLv3r389Kc/5YUXXuALX/jCSdd1//33c+utt7Jjxw6WLl3KBz7wAT760Y9y9913s2XLFgzD4BOf+MQJj/Hiiy/S2trKiy++yE9/+lMeeeSRsYCkMHeIwJ8w6917770nDPpBcbhHMJEikhshPnIeiXgZBU3HEz+ESZHI+paCJPPXd3yKmz7yGep9czTb77DAaLnv8IEZXcaCCicVTisjiSySJNFYZsfvtBBO5aZ9LX6HyrzRYS0v9o3/1baixoPHZqagG4QTBuZCHQBDudIHTr02lVS2wKb2IPoMBEAFQRBKRdcNtneFaR9OUu+zT6rUryeSZmN7EEUGj81MmUOdwpWWiGHQGHmddX2P4soOkVcsHCh/Oy83/D1d3gvQ5NmdsajJKrsq3k2r/y0ABOL7WD3wP5i15AyvTJhpkiQxv7xYvtcTTpMrTDyYdjgD0K4qdAXTbOsK0zaSmNQxJkuWJOo8Ng4NxtnfH5uy5xFK43Am6HRkhB7Lddddx8c//nEWLlzIXXfdRXl5OS+++CIAjz/+OLqu8+Mf/5iVK1eybNkyHn74Ybq6unjppZcA+Pa3v83dd9/Ne97zHpYtW8b3v/99PB7PpNbw3HPPceDAAf7v//2/nHfeeVx++eV8/etfP2q7L33pS1xyySU0NTXxzne+k8997nP88pe/BMBms+F0OjGZTFRVVVFVVYXNVrxm/fSnP80VV1xBU1MTb3vb2/jqV786tt+JfPCDH+S9730vixcv5q677qKjo4NbbrmFa665hmXLlvGpT31q7H04Hp/Px/e+9z2WLl3K9ddfzzve8Q6ef/75Sb0/wswTgT/hjJAtGLRGuslmHWQTjWxqS/DcgSFah2KoikyuvJghF0zmqHJbJ1WqNCuVLSqWFSWHIRk8+fZTxGpWWFHrJpkrUNB1LCaFBeUOZEkimZ36O8Jvtno062/T8PjnV2SJi+eXATCSzJFNNAAQzLeiG6UtyTUpMk6Lib19Ufqi6ZPvIAiCMEsdGIizty9GtdeKeRITNgeiGQ70xxlJ5jApMg1++6zP9jNrKVYP/A+Lgy8iGQYDzmW8Wv/3dHvOn9Ey3kmTJNp8l7Gr8t3okkJZup1Lun9CWaptplcmzLByp4rLYkIzDLommPV3JKtZocJtQZYkDg3G2d4dZjCWQZ+iYI/FrOC3q+zsjtATFlUUs1VnZycf/ehHAfjYxz5GV1fXtK/h3HPf6NktSRJVVVUMDQ0BsHPnTlpaWnC5XGP96/x+P5lMhtbWVqLRKP39/Vx44YVjxzCZTKxdu3ZSa9i/fz/19fXU1NSMPXbxxRcftd3jjz/OpZdeSlVVFU6nky996UsTes+ee+45rrzySmpra3G5XPzt3/4twWCQVOrEPxtHvjeVlZUArFy5ctxjmUyGWOz4AfYVK1agKG9UylVXV4+9v8LcMYfOZATh+LIFjb5kN7l0seGrw2KiZSjBlrgfq2oi6V6Ibhhk8hrzA865OdTjSGYr+OYV/zzDWX+NZXaq3FaGYlkAypwWGsvsxDP5aS/5rfZYqXJb0AyJXb3jP8AWBBxUuCwYBvQMOVGwUDAyRAu9JV+Hz6ESTubZ3hUu+bEFQRCmQ28kzdauEC6LCbs68WEewUSWAwMxhuMZZEnCZlaocM3um23edBcX9/yE8lQrumRiX+Badle8i7wyd6sDhhxLaK5651jfvzX9j7M4+DySMf035WYD3SiQ1eMktREihR7C+W5ihX6S2gg5PVnym4CzkSRJzA8Us/56I2kyp9CTWZIknFYTFU4ryazGrp4I+/piJKboZq/XrlLQDbZ0hImLfn+zSqFQ4IEHHmD58uUMDAxw++2309fXx/Lly3nwwQcpFKbvd82bp/xKkoSuFzNSE4kE559/Pjt27Bj336FDh/jABz4wbWsEeO2117jlllu47rrr+P3vf8/27dv54he/OFZyfDwdHR1cf/31nHvuuTzxxBNs3bqV//iP/wA46b5HvjeHb8Ad67HD79fJjnF4nxNtL8xOYqqvMOfpukFB0wnl+sllilPstNG7j2us/eRd9egmO/F0HrfVTLVn+qfgTonAUgi1FgN/TZfO2DIsJoXlNR5eODBEXtMxj2Z3hFM5QqksAef0vd+SJLGm3sPTe4fY1Rfn/KYyTKNZKpIk8ZaF5TyxvZdwqoCWWgj2vYzkW/CZG0q6DqtZQVUUdvZEuGRBOWVzPcNUEISzSjSdZ1NbiIJmUO2e+O+vaDrP/oE4+YJOOFW8SG+czdl+hsG8yGssCP8FyTBImf3srLyRhKVypldWEhmzj/01t7Ew/BL10W00RjZRnmplb+A6ota6mV7elEtpIYbzzUQLPSS1k/f0VSQVs2TDLNtQJTsW2YVVduNUKrDJPmRpDveGHuWzm/HazETSebpCKRZXuk7pOLIs4Xeo5Ao6vZE04VSOeeUOqj02lBLfXK/12GgPJtnaGeYtiwIlP74weZs3b+bv/u7v2LlzJ5/85Ce5//77cbvdxGIxvvSlL/G5z32ORx99lB/+8IesW7duRte6Zs0aHn/8cSoqKnC73cfcprq6mo0bN3L55ZcDxaDm1q1bWbNmzYSfZ9myZXR3d9Pf3091dfF69PXXXx+3zYYNG2hsbOSLX/zi2GOdnZ3jtlFVFU0bH5TfunUruq7zwAMPIMvF65qJlPkKwpFExp8w5+V1nVxBJ6kNkc+UA5DMFn9hrrMPkvcX++FF0jka/HZcVvNxjzWnHO7zN3IIZviuS2OZnTqvbSzrz6zILAg4McvytJf8zi+3c3mVzrvPqxoL+h1W7bWNZZ509lYBECq0oxmlv4vsd6r0htOiN40gCHNKXtPZ0hFiKJ6Z1DCPZLbAgYEY6VyBbEEnp+lYTDKV7tl5s82sJVkz8AsWhv6MZBj0u87h9boPnjFBv8N02cSB8mvYUXUTOcWBIxdkXd+jLB35XxQ9O9PLmxKx/ACv9v2Z59o3sKU9xt62AM0tq9i3/0J277mU1pZ12JUyrLIHs2Rj3/4L2L5jPVu2X8ymnSt5fVcTr+7x8+e9Ei8eGGZX4gk2xx9hf/KPtMX2kCzEZ/olnjJJkmganfDbH82cdp8+1SSPVVPs7Yuxpy9S8sw8WZao9do4NJjgwIA4p5pJsViMT37yk1x44YVIksTGjRv5zne+MxZQc7vdPPTQQ2zcuBFJkrjwwgu58847T1hGOtVuueUWysvLede73sXLL79Me3s7L730EnfeeSc9PT0AfOpTn+Ib3/gGTz31FAcOHODjH/84kUhk3HG+973vceWVVx73ea666ioWL17Mbbfdxs6dO3n55ZfHBfgAFi1aRFdXF7/4xS9obW3loYceOmqISFNTE+3t7ezYsYORkRGy2SwLFy4kn8/z3e9+l7a2Nh599FG+//3vl+YNEs4aIvAnzHmabtAVGyCft2HoKodvBNabotTaciQ9iyjoOoYB9X77zC62lDz1YLZDIQORjhldilmRWVrtIq/rY9PXfHaVhjI78UxhWkt+ZUnipnn6cUvL1jX68NnNVLldqJIT3SgQLnQec9vT4VAVJCQ2tYemrARGEAShlAzDYHdPlJahxKSGeWTzGgcH4kRSeXwOle5wsb9pg98+K1treNNdo33vOtAlE3sr3sGewPVo8hwYQHKKhh2LebX+7+h1n4tkQH10G5d1/YD66NY5W/6byhXoDCbZ0hliS0eItBblYOoZ9qZ+w+7Wcrq6l9I/MI9gsIZYrIx02kkuZ0UqlHGe869Z7Xofa923ouJH1xV03UQ+byGTcZBMeojFykgly1EkFd0oECl08eK+HA+/3M9/v7aX3+5uY0tniN5ImsIcmjzrtZtxW83op9jr780kScJtM+N3qAxEM+zojtAbSZe095/VrOCxmtjRHWEwlinZcYWJe/LJJ8cGYzzwwANs2rTpuNl869atY9OmTXzrW9/iJz/5CcuWLeOpp56a3gWPstvt/OUvf6GhoWFseMeHP/xhMpnMWMDyH//xH/nbv/1bbrvtNi6++GJcLhfvfve7xx1nZGSE1tbW4z6PLMs8+eSTpNNpLrjgAu644w6+9rWvjdvmhhtu4DOf+Qyf+MQnWLVqFRs2bDhqgOVNN93EtddeyxVXXEEgEOCxxx7jvPPO48EHH+Tf/u3fOOecc/jZz37Gv/7rv5boHRLOFpIxzeN3YrEYHo+HaDR63HTbuSqfz/P0009z3XXXHVULL0yd7nCK2376v/SnOknHFuFQFZI5jXc69vOJhk661/4zI8k8ZkXm+vOqsZjmfqnGmC0PQ/8OWHwtLPmrGV1KQdN5Zt8gg7EM9b5igDWv6ezuiRJMZgm4pifrQzY0FmSbabUsQpcUDMMYV2am6QavtIygGwa1Na0E9V34zI0stV9b8rVEUjki6Tx3XDafVQ3ekh9fEGYr8Xk4N7WPJHnp4BAeqxm3bWL/bgVNZ/9AnJ5wigpXccr7vv4YZkXm4vlls6sszzCoj21lSfA5JMMgqZaxs/I9JNXymV5Zyb35s/BI/nQHy4b/hD1f7EObMntp9V3OoHMpxiwuZ+0IJhmMZhhOZBlOZMeqOwBsqsaKc/6CQTEA1991EYruxWO14bCYiv+pChaTgsUs47O/EeRNZAvouoFuGOQ1g2xBI1fQyRZ0TLLEwgonKT1EpNDNH7eayWSPvrEoS9BY5uAdK6un/o0ogWAiy67eKIokcdH8MlRTaXJBDMMglimQzWvU+mwsCDixmkv3PdUZSlLttvG2ZRUlPe5Uma2fhZlMhvb2dubNm4fVOrHz83/5l39h+/btfO9736OhYeItcjo7O/nkJz/JmjVruPfee09xxdPv9ttvJxKJzFjAUigdXdeJxWK43e6xUum55kQ/sxONr4kef8Kc99BzzbQNqMBCwBjLOFttGyTvL06/jWfynN/oP7OCflDs89e/o9jnb4YDfyZFZnm1m/5ImlxBRzXJmBWZ+QEHsUyeRLaA0zJ9v3KS2QKvdwYJJnLctKZ2LPinyBJem5lQKoeUa6DAPiJSNwUji0kqbS8+l9XMSCLHxvYgy2pcZ973nyAIZ4xwMsfWjjAmWZpw0E83DFqHk/SG05Q7LcgSdI9mENV5S9/r63TIeoFlI3+iJr4bgAHnMvYFrjujs/yOJ2RrYkP9R6iN7WRB+BXs+Qgrh37LkuDz9LrPpce1iozZO2PrMwyDcCpPOJVjwegwCoDN7SEG4+PLk102UK0jWO1hdEPHZ66n0XoRF6/0T/j5JnJu4lDKcChlfPhig3AmSkvkEL3xIMmkm2TCR76gcmSCrGEYvHRomAqXhaYyB45pPP+ZCL+jOOE3ni3QE06NDf04XZIk4bGZyZkVukMp4pkCiyqcJet1XOu10RlMsbM7wgXz/LO3f+gZ6Mtf/jKyLE/6PW9sbOQ3v/mNGAYhCDNsdn0KCcIp2N0bHf2TxKVLDQ50m0mkUqx2hEh7riRb0DDJMjWT6FU0Zxzu8xfpgnymOO13BtX5bNT6bPRHMmNl1d7Rkt9DAwlsZmXaLgRlSeLgQJyCbtAbSVPne6PM2+9QGYxn2NRSIK1dyPLlGwjl26lQl5Z0DYos4bGZODgQpzN46k20BUEQplK2oLGlM0QolWXeaP+viegKpugMJvHazZgVmWg6TzxbQJakWfWZaynEWDXwBO7sAIYEh/xX0uVZB2dx0MCQFHo8a+h3nUNDdDMN0a2oWpJ54ddoirxG0DafHvdqhu0LQZr6DIlUrkB3OE1XKEV3KEUqpyFJ8JHL5o9loy2scOJ3qARcFrwOg5hpM3G9HQCr7Gae7Tq8pvopXackSfhtXi6wXUCyYoS29F+IF/aQy1nxKYvQjQCyZCKSyrO3L8ZeAIap89pYVOlkQcCJbhjYzMqMBq0kSaKxzMGevig9kTT1fjtmpXT/zqpJpsJtJZTMsbMnyvxyB/V++2mfA5rkYt/QvX0xKtxW5pVP/PeVcHoU5dRvXkuSdFr7C4Jw+iYd+Ovt7eWuu+7ij3/8I6lUioULF/Lwww+zdu3aqVifIJyU0/LGSUSTt5p1ATj30M9wqgo97oVEUnnKnCrlzjPwrr7dD/YySAUh1AaVy2d0OSZFZlm1m95wmmxBG8twq/fZCSdzhKax5NemKiyrdrO7N8q2rsi4wF+ZU0WWJOKZAgXdyvBILZ7q5pIH/qAY+OwYSbK5PciCgHNWZcAIgiAc7uvXNpykYRITeAeiGVqGE9gtprGSu8PZfpVuS8lKB0+XL93JuYNPoWop8oqVXZXvJmRrmullzRqarNLuu5QO70UEks3UxbdTluqgPNVGeaqNvGJlxL6QIcdigrZ5Jc+Q3N8fY1dPlOHE+Ew+kyxR4baQyWtj30urG3wABPNttKX/QkHPAhK1llXUWdYgS9Obz+BQylnheBc92a30SttJsZtdyR4W267GbHJxQZOfjmCSoXiWnkiankialw4OYwAratxcsaRiWtf7ZuVOFYdqIpkr0BtJjw39KBVZkih3WkhkCxwcjJPMFUpS+uu0mIhn8mzrDON3qHgmmKEsCJPxyCOPzPQSBKGkJvUJGQ6HufTSS7niiiv44x//SCAQoLm5GZ/PN1XrE4ST0ig2Eff42vFYFuCK7sJl0tCc9Wiqi2Qswbl1nqMmvJ4xyhdD12vF6b4zHPgDqPPZi1l/0Td6/RVLfp3EMhGS2cK0lbysqveypzdKVyjFSCJL+Wipic2s4LCYCLgs9Ecz9PfPo8y/gZwtiSqX9sTXrMg4LSb29sXoi6So94u704IgzB6dwRS7e6JUuCwTzvgJp3IcGoxjkqWxMsl0XhsL3hx5o2XGGAb1sS0sCT6PZBjELRXsqLxpRktYZzNDUhhyLmXIuRR7PkRtbAc18d2oWorq+B6q43vQJYWQrYkR+wJG7AtIT/K91HRjrBekTS0Gf/KaPvZ9U+5UafDbafDbqfYcXSquGxrtmVcZyu0HioG3Bbb1OJSy038DTpEsKTRYL8BtqqEl9QJpLcyu5BPMt17GuqYlXDDPTyyd59BQnObBBMFkDihOwJ3pwF8x68/Ovv4Y3aEU9b7Tz8g7FqfFhKrIdIdSJHMaSypdpx2sq3RbaR9Jsr0rzFsWBcRNVUEQhJOY1NX3v/3bv1FfX8/DDz889ti8efNKvihBmIyhRAowk4rX0htOsSDViqrIZH2LyeSLWWeVnpktgZ1S5YtGA3/NM70SoFjeuqzaTU/4jV5/UJzy2+i3c2gwjnWaSn49NjMLAk5ahhNs745w9bJKYLRUx6GSzhWIpvOkcioDg42MOFqpsZxb8nX4HCo94dRY5qHoSSMIwmwQTeXZ2hlGkSVc1oldiCeyBQ4MxMlp+tjNFIDe0Um+Prs6rf1cj8nQWRp8lvroNgD6XSvYV/5X6LLIDJqIlNlPc9nbaPavx5fpJpBqpiJ5CFs+SnmqlfJU69h2/c7l9LnOJWP2HPNYBU2nI5iidThBZzBFTtNZvyTAOTXF7RcEnKgmmXqf/YQ3BTUjx8HUs0QLPQDUWlZTZzkfeZYMI/Ga6jjX+de0pF8gWuilNf1nIoUeFtgux21TWdvoZ22jn/94sYU3T1Xc0hEilMqxpsE37mdqOlS4LLSPKKTzGr2RNA3+qQnaqyaZCpeVYDLLrp4IiypdVLlP/dxcliRqvTYODcap9thYUiVaqQiCIJzIpFKgfvvb37J27Vr+5m/+hoqKClavXs2PfvSjqVqbIExIVo8DBvmCym929fNErw+rWSHpWUQklafcqVLumN4TqWlVtqj4/1gv5JIzu5ZRdT47dT4bQ/HMuMfr/XbKXRbCqdy0rWX16DTd5sE4iUxh7PEyh4okSWMnnkNDDfQm26dkDVZzcZLgzq7IUeVMgiAIMyGv6WzpDBFMZqma4M2xbEHj0ECcWDpPmeONks+CptMXLQb+6n0z29tP1gucN/gk9dFtxX5+ZW9jT+CdIuh3KiSZsK2RQ2VX8Ur937Oh/g6a/esJ2+oxJAl7PsSC8Ctc1v2frO5/nEDyEJKhoRsG3aEUz+0f5CevtvOnvQM0DyXIaTp2VUHX3wh9OSwmlla5Txj0y+kp9iZ/R7TQgyyZWGr/KxqsF8yaoN9hqmxnmf0dNFgvACSC+VZ2Jp4gURga2+bNQT9dN9jVG+XQYIJfbO7mdzv76I2kp23Nh7P+oFiqr+lvXmHpyLJEwGWloBvs7Y3SMZIY970wWVazgstiZnt3mFBy+s4rBUEQ5qJJ3ZJta2vjv/7rv/jsZz/LP//zP7N582buvPNOVFXltttuO+Y+2WyWbPaNC91YLAYUx5vn8/nTWPrsc/j1nGmvazbLFXJY3AcgfMnYYzYpi2JWSVmrSYWznFfnRNMKaNoMLnQqKTZkewASg+iDB6Cq9Blrp2JhuZ3eUIJcPo95NLvPBMz329idzpHJ5rCrpT9plwxt7P8yUO0yU+ux0hvNsKsnzGULipP+/DYFGQObSSLgNDGcgNYeD+e6g9gUb8nXVW43MRhLsrszyOUzXN4jCFNNfB7Ofvv6orQNRanx2JB07aiAxJtphkHrYJxgPEOFU0VBH4tiDEbT6JqOQ1Uotytjv4enm2RonDf4a8pTreiSwp7AOxlyLkU+Yq1nizd/FpZC2uyny3sBXd4LMOkZylJt1MZ34k93Eki1EEi1kFWc7Let4b/2VY+95S6LicUVDuaX26lyW4pZ7xP8HknrUfal/khGj2GWbCyzX4NLqZjw/jOhXj0Xr1zJofQLZPQIe5K/psq8nHrr+ayp97CtO4pZlpANDVmCG1ZWsq07SvNQks5Qis5QijqvlUvm+04rK26iql1mOkYksnmNgUhyyoP3ZTaFZFajZTBGNp9nXrlz7Dxx0seyy3SGUmxrH+bSheWzrq3PbP0szOfzGIaBruti2q5wxjMMY+z/c/X7Xdd1DMMgn88fNShnor9fJOPwOzEBqqqydu1aNmzYMPbYnXfeyebNm3nttdeOuc+9997Lfffdd9TjP//5z7HbZ0EPGGFOCxaCfLd1iHBo5dhj9/mfZZVfoyNw1QyubHrVhl+nPL6fEedSev0Xz/RyZp2DEYmWmMRbqnTcR/Qlf6lfYjAlUWk3eLJDwabG+f/O6eIcy5KZW6wgCMIcYhjwpx6JWE5iTbnBIs8MRdgMg4bQy/iSxaBfW+BqktbqmVnLWSSUhZ2DOeLJOHe7n8GkFTP97w9dgWK2srrKQpXPi3wKgZ2wHub17OtkjSwOycHFlotxys5Sv4QpkzNy7MztpFfrBUCVVJYoS5lnbkI+xqTkkQy80Cfz+pCEZhTfrxsaNK6snfqfqZYobB2RsZngHQ06iuhIckYzmUxUVVVRX1+Pqp6Bww8F4QyTy+Xo7u5mYGCAQqEw7mupVIoPfOADRKNR3G73cY8xqYy/6upqli8fPzxg2bJlPPHEE8fd5+677+azn/3s2N9jsRj19fW8/e1vP+HC5qJ8Ps+zzz7L1VdfjdksSkqmw+N7niO5Z/wJ0VJHktz864lbVuJ1mLl6WeUpnXDOKQN1yNseod7p5LzLr5vp1YzpGEny5+Zhajy2cXdzc5rB7p4I8WxhXLlYKUiGxvxcG23qfIzRMiBTJSythGGK/x1muNPEsklMJjNvWTpMwrqR/bIHq7pwSvrwxdJ5Qqkc719Xz9p5M9eMXBCmmvg8nL0yOY2XDg0zEs9SN8HMnoFYhv0Dcexm5ahM7Wg6T48WRTaBXuandYYybhaE/oySGSaqeNlZ9R5G7AtnZB2zxbE+C0slk9doGU5yYDBJXzRD8XLCTsOSL7BQa6M+to1PKVtHN4Z4sIJu9/kMOJdPuOQ6qQXZk9pAQbbiVOqps13DoGxnsKSvZOr5rStQCn20ZzYwoocYMTrZpWVYZFuPTX5TX0QLnO+BRfPybOqIcGAwgauygVbL1Adm9HKDTDxMrKDzWtZJ9TT1xi5oOsFkjjKnyuJKN45TrAQ5PDTliqUV+Et8Xnk6ZutnYSaTobu7G6fTidV6BvdBFwSKmX7xeByXyzVn+6xnMhlsNhuXX375UT+zhytqT2ZSgb9LL72UgwcPjnvs0KFDNDY2Hncfi8WCxXJ0fzWz2TyrfgGW0pn82mabbf2d5NJ1Y39vNIXxW3X6fItJxgxWV7ixTMMJ04yrXAqyAqlhFC0F1mM32Z5uTRVuDgylGEnmqPG+cYFpUaAx4GZnT4RkoThlt1QOX3IakoJ+nIsdwzCQJAmf04oxkiKc1rh4QRPbkibSeoy4EcYpB0q2psPsNpnBZIHN3XHOayrHrs5wA3xBmGLi83B2MQyDfd0x+mI5GsscSPLJg3ThVI7m4TSKYsJqMfPmIpneWBJDkgi4rcimo78+HcqTzTRFNmIgs7fiHQw5RNb2RD4LJ6svkmZHT4SOkSRHtmar9dpYUunCrNroN62k37USV3aQ+tgWquP7cOZGWDbyvywM/4V270V0u88/YQAwpYXZm/ojBSOPU6liueMdKJI6I99bpeAy17PS9DcM5Pazd+QAaSVFQnuSJttFVJqXH3Uh6rQpvG1ZFRfOL+CwmMZe96b2EB6bmcWVzpJfvEoK1PkdtA4n6AhlqPBMzyAy2aTgd5kYTmTJ9SdYVu0+pYm/ZS6FjmCKPf0J3ro4MOtKfmfbZ6GmaUiShCzLyBP4HDi8jyzLp/R9cbjE8s0liqdi/fr1rFq1im9/+9unfazpIEkSTz75JDfeeONML+Wsdbi89/D3/Fx0+GfvWL9LJvq7ZVJXnZ/5zGe45JJL+PrXv8573/teNm3axA9/+EN++MMfTuYwglAShmGwqycM1ANw25IC62MvoNsDxGUPVnOOCtdZchdLdYCnFqI9MNICdefP9IoAMCsyy6pdvHBgiIKuYzril225U6XeZ6dtJIHFbUWehhPMnnCKzR1hlla5WFbtxq4qWEwy2YJOPA1+UyMjuXZ29XdxcW15yU96ZUnCZzPTMhSndSjByjpvSY8vCIJwIp3BFPv6Y1S6reN+Hx9PKlfg0GCcrKYRcB79eVrQdIZixT7O05Uh9GaWQoxzhn8PQJdnLX2u2dHn9kxgGAa6Acpoxn4sk6dtuDhErMyhsqTSxaJK5zEnQsctlewLvINm/9uoie+iPrYVWz7K4uCLNEU20e69iF73KjR5/M3ZnJ5kf+oPFIwMDqWcZY7rUKQT38A1DINMQSeVLZDMaaRyBTJ5nVxBR5Elzm/0jW27sT1IJFXshyRJoCoyZkVGNcmoiszKOs/Y+YhuGCU7N5EkGa+8lAOHiskQdnuUzLwtRJzdLLJdiSId/R4eOfBkJJFlc0cIA9jTF2X9kgBlJR5cV+Ox0hlMksprDCey03YOrcgSFS4LI4kse3qjLKt2TzprT5IkarxWWocT1PpsLK06s6rKZoOvfOUrbN++ne9973s0NDRMeL/Ozk4+8YlPcP7553Pvvfee9jp+/etfz6ogaqnde++9PPXUU+zYsWOmlyKcYSYV+Fu3bh1PPvkkd999N1/5yleYN28e3/72t7nllluman2CcFzDqQixTDG1XwKWGq34zBo570Ki6Tx+h1ryMtJZrXzxaODv0KwJ/EFxkm+Fy8pIIjeuSfXhSXKhVI5IKj8tpRmDsSy9kTTpvMbSqmK6d5nDQl80XSw18S3kld1lpFJuAuY4iypLf+LosauEU3lebwuxuMqFxTS7phIKgnBmimXybOsKY5IlnCeYoHpYXtNpHowTSeYJuI8dYBiKZ9EMA7tZOaUsndNm6Kwc+i1mLUPMUsmhsiumfw1noFSuwIH+OPv6Y5xT62FVvReA+eVO1jTkWFzpotw5saBTXrHR6b2QTs86ahJ7mB9+BVs+ypLg88yPvEKvaxXd7vPJmD1oRp4DqT+R05PYZC/L7O/AJL3xPOmcxkgiS7ags7DijV5/P9/URTh17ObmdlUZF/jrCafpj2aOua1ZkTi37o2Kiad39zMYy+JzmPHbVXwOFb9dJeCyYD2FSoVM/o2BJKmUh0LBSjjfyT799yy1X4tZPn7pvc+uctH8MjZ3hOiPZnh8czfrmvysafCNBWZPl0mRqfXa6Ayl6AqmCDgt01YWJ0kS5U4LwWSOPX1RllW5CbgmF9i0mIpTfnd0R6h0WfGdTdcA02D16tX8+Mc/Zvny5XzlK1/hzjvvxGQ6/mdJoVDgO9/5Dl/+8pfx+Xx8+MMfLsk6/H5/SY4jCGebSec6Xn/99ezevZtMJsP+/fv5yEc+MhXrEoSTOjjcTsFIA2A1K9ijbVhNCin3AhK5Ao1l9jO/t9+RyhYV/x9sntl1vInFpLCs2k0yW0DTx/djtJoV5pc70HSdbGHqJ/SdU+PGrEiEkjm6QikAypzFE8NQMofP3IDXEwZgQ9vwUestBUWWcNkUDgxE6QymSn58QRCEN9N1gx1dYYbjWSonMCVUNwzaR5L0RzOUOdXjZj0dDqBUe20z0jenPrYdX7obTTazu/JGDEm0TzhVumHQGUzy9J5+HtnQwYa2IJF0nubB+Ng2qknmkgXlEw76jSPJ9LnO5dX6j7IvcC0psw+zlqUpspHLuv+LcwaepDf2a5LaCCbJSp1yNR0jeV5rC/K7nX08vKGdn7zazm929vHnQ8PjDn04kG01y/gdKvU+G4sqnKyocbOsevwNvPPqvLxlUTlvWVTOJQvKWNfkY1W9lxU1bpZXu8d9HyezGum8Rl8kw56+GC83j/CbnX38+JV2HtvUhT7x+YjA+MAfQI3pUhRJJaENsSf5G/J6+rj7Hs5cvOXCBprK7OgGbGwP8cst3QzGjh3IPBV1PjuyJBHPFo4bTJ0qh4N/Bc1gb1/0lF5XuVMlls6zsycyJedwZ7Mbb7yR/fv386EPfYjPfe5zrFu3js2bNx9z282bN7Nu3To+//nPc8cdd7Bv376SlbquX7+eT3/602N/b2pq4utf/zof+tCHcLlcNDQ0HFWN2N3dzXvf+168Xi9+v593vetddHR0jH1d0zQ++9nP4vV6KSsr4wtf+AK33XbbpNfc3Nw81oNt+fLlPPvss0dtc9ddd7F48WLsdjvz58/nnnvuGZvK+sgjj3Dfffexc+dOJElCkiQeeeQRAB588EFWrlyJw+Ggvr6ej3/84yQSiROuR5IkfvCDH3D99ddjt9tZtmwZr732Gi0tLaxfvx6Hw8Ell1xCa2vr2D6tra28613vorKyEqfTybp163juuefGvn7gwAHsdjs///nPxx775S9/ic1mY9++fZN6v4TpNTeLnAUB2D7QTl4bPdlTDDxaCJNJJmxrQJXlCV3cnFH880GSIRWEZHCmVzNOY5mdcqeF0Gjz5SMFXBZqvTbCyTyTGDJ+SixmheWjFwHbuiIAeG1mJCCd18jkDVbUqZhMOeKZ4onnVPDZLSSzGhvbghS0udq1SBCEuaJ1OMGhwQS1XtuEShf7Ixk6R5J47epxe2UlsgVimTwSjMvmni5qIcHC0EsANPvXkzKLLJBTtaUjxP99rZPf7eqnbbjYv6/SbeFtSyp416rakj6XISn0ulfzav3fsb3qrwnZGtF12B47ALEXqUoe4jJjPn/e//+z99/RkZznmQf6q9g5N3LG5EwOORySkihRkkVKMiVbkqVdZYe7lnUs+9jWeq+vrV2vtV6vjy15pQ2HZ722FeyVZFvBViSVxTgccnIezCDHbnSOVV1V948CegachNAYAJz6HfIAg67wNdBd/dXzve/zFHni9DQvDacZTpUoVm3RLORRaA25F4g6j+xq5Tdeu4lfe3U/772vm7ff1cEju1p5eFszD/QvDNLa3OxnX2eYfZ1h9ndHONgX49Wb4zy8rZnXbFno7fv2u9p5972dvHFHM/d0R+iL++qVraIgLHgvff/MND85P8NgsohWu/7nekVf+HPRDLLb9wuoop+KmeVs6TsY1rXzpKsJuBXeuqeNN+1swa2IzBY1/vX4xA3PuVRUWay37Q/PFhtyzKUS9alYwJnJHJPZMqZlcTlZIFmo3nJfQRBoD3m4OJ3ncuLmoojD0gkGg3z2s5/l0KFDCILAwYMH+a3f+q16uEAul+NjH/sYBw8eRBAEDh06xGc+85lVD/T81Kc+xb333svRo0f56Ec/ym/8xm/Ucwl0XeeRRx4hEAjw1FNP8cwzz+D3+3n00UfRNK2+/+c+9zn+9m//lqeffppUKsXXv/71JY3BNE3e8Y53oKoqhw4d4vHHH+c//If/cM12gUCAz33uc5w5c4bPfOYz/PVf/zV/9Vd/BcB73vMefu/3fo9du3YxOTnJ5OQk73nPewDb4+2zn/0sp0+f5vOf/zw/+tGP+P3f//1bjuuTn/wkH/zgBzl27Bjbt2/nve99L7/+67/OH/zBH/Diiy9iWRa/+Zu/Wd++UCjwlre8hR/+8IccPXqURx99lMcee4yRkREAtm/fzl/+5V/y0Y9+lJGREcbGxvjIRz7Cn//5n18TAuuwvnCWRh02LMfGh6npPgC8QhVZEtB9baR1lbBXurPafAEUN4S7IT0EswPgWz+psW5FYntrgKcHktdUj4iCQG/cR6qkky3rhL2r+3e7qyvMifEs45kyM/kKzQE3IY9CpqyTKmq0B7bS3naYkdHtvDCUYntrEFVu7BqJIon4XDKnJ7KMp8v0xH0NPb6Dg4PDPJmSxpGRDB5FWlR7YqqocXEmj+sW209m7eqkuN/V8GvkYtg2+wNkUyPnamU0uP+2n38jY5rWgo6IZEGjUK3hkkW2twbY2RYktpyqvkViWRaZco0T6SZGUq9jPF1EN+HNff+Tn6t52FR+mkGxyGFPD+FQiGjQR9ynErvBa205bbeLwT33Hni51115zkdwnmrN4OJMHtOCUxM5RAG6o162tgToi/tQ5sTz8ssq/iq6iVeKsNP7Vk4V/4WikeR86Um2e9+MeJNAFkEQ2NoSoCvi5amBBB1hT0Pfg91RLxOZMpmyTq6sE1yDNv6IVyVb1jk7mSdfqTE8W8Ili+xou3ULsFuR8Koyx0ezNAfda2ND8ArnwIEDvPDCC3z2s5/lE5/4BF/96lf5uZ/7Ob7//e+TzWb51Kc+xcc+9rGbtgI3kre85S189KMfBeyKur/6q7/ixz/+Mdu2beMrX/kKpmnyf//v/61X9P7d3/0d4XCYn/zkJ7zpTW/iv//3/84f/MEf8I53vAOAxx9/nCeeeGJJY/jBD37AuXPneOKJJ2hvbwfgv/7X/8qb3/zmBdv90R/9Uf373t5ePv7xj/PlL3+Z3//938fj8eD3+5FlmdbW1gX7vbzK8b/8l//CRz7yEf73//7fNx3XL//yL/Pud7+7/rt54IEH+MQnPsEjjzwCwG//9m/zy7/8y/Xt9+3bx759++r//uQnP8nXv/51/vVf/7UuEH70ox/lO9/5Du9///tRVZUDBw7wsY99bLG/Koc1whH+HDYkeq3GuQmdcto28Q5YRVyyRMHfT76qs601sO4SvW4LsS1XhL/ug2s9mgX0xn2cnsiRLmrX3FB4VZn+uI+T41l0w6xPkleDgFthS7OfC9MFjo5keGRXKzG/i0xZZ7ao0RFuprOpyPRMkUrVx5GRNPf3N15EjXpVxjIlDg/N0hW9w9rSHRwcbguGaXFsNEO2rNEXu/UCw3yYR820iPtvvAhjmBZT822+axDqES0N0lo4iyXA2aZH7Wp3h1uSKWmcmshxfirPO/Z3EJlbaLu7O0x/k4/+uG9V504TmTLnpvKMpkrkq7WrHhGQJJ2y7z0gm2jZI3woeJQPcRRTkJhSdjKl7iQjdmKw9ou6HlXCo14R5mRR5C172hieLTE8WyRXqTE0W2JotoQsCtzbE+He3ug1rb7VuX97pDA7vG/mdOmbZGvjDFWeo9/z6kWN4007Wxd0S4ymSqRKGns7Qstuv3crEi1BN1O5CiOpErs7QrfeaRUIeRSyZZ3BZAFZEtFNk7NTOUTh1sJ0U8DFYLLIybEMD26KO3OsVUCWZX73d3+Xd77znbzrXe/i85//PPfeey/PPffcksI/GsHevVdCnQRBoLW1lZmZGQCOHz/OwMAAgUBgwT6VSoVLly6RzWaZnJzk4MEr902yLHPvvfcuqRPp7NmzdHV11UU/gAceeOCa7b7yla/w2c9+lkuXLlEoFKjVaouqiPzBD37An/3Zn3Hu3DlyuRy1Wo1KpUKpVMLr9d5wv6t/Ny0tLQDs2bNnwc8qlQq5XI5gMEihUOCP//iP+fa3v83k5CS1Wo1yuVyv+Jvnb//2b9m6dSuiKHL69Ok1sftwWBqO8OewIRnMTJLN2xdwSRRoFtK4FZExdw+SINB8AyPyVzzxLTDwfdvnz7LsyLp1gs8ls7XFz6HBFFGfes0HRGvQTbJQZTJbpiV4Y4PrRrC/O8KF6QIDMwUe6LeDRS4lIFPS7RYn9zY62i9xeXAvx0Yz7O4ILcoMfym4FAm3LHF8LMeDmyu0h1f3OTs4ONx5DMwUuDhToCN0aw++mmFycSZPpqTTcovP0GShSs20cMnibQlmuhrBqrEjaVdijAbvIedqu63n32hYlsVwqsiJsSzDqSu+shem8xzssxe1WoLuVbFHKSVtp7EAAQAASURBVGk1ZFGsV6MlC1XOTNotgaJgi8aqfwi3f4Qmv4ed/rdxWZAYDN9PS+Ec3bkXCVUmac+fpD1/EksQyblayKmt5F2t5NVmCmozpri2tzOSKNAb89Eb82FZcdIl2xvxwkyBbFnHPScSvlz4q1zVnuuXm9nieQPnS08wrZ0mIDXTpG5d1Pnn39vVmsEPzk1TrBoMz5Z4445mvOryfjddUS9TuQqJQpWSVlv2cVZKyKPgUSQUyfY7SxaqnJ3Ms6tDqAvX10MUBNpCbtviIOKlz+msWDV6enp4/PHHuffee3n88cdvu+gHXJPyKwgCpmm/vwqFAvfccw//8A//cM1+TU1N1/xsNXnuued43/vex3/+z/+ZRx55hFAoxJe//GU+9alP3XS/oaEhfv7nf57f+I3f4E//9E+JRqM8/fTT/Oqv/iqapt1U+Lv6dzN/rbjez+Z/Xx//+Mf5/ve/z1/+5V+yefNmPB4P73rXu+pt0fMcP36cYrGIKIpMTk7S1uZ8Fq93HOHPYUNyenqQStn283m4x8UHC8+iyj6GrFZiHmV5xtOvBCK9duVDOQ2l1Lpq9wXoa/Jzbip/3ZZeURToi/vIlHTyFZ2Ae/VaM+J+F3s7QjQHXfhcMqIALlmkWjPJlDWaPFsJh1/A58sQVOKr5sMX9bmYyJZ4cTjFY6F2Z7XMwcGhYaSKGkdH0/hVGdctWiEty2IoWWQqWyXuv3Zh5uXUQz0WISg2mr7M83j1NFXZx0D0tbf13BsJ3TD5yaTAj6fHyJSvVNf1RL3s7gjRE73xjeJKyFV0Ls0UuDwXDvO6rU31irH+uJ9sWac76qU97GG6dozRymkkQWGr7+fr7a2WIDMV2M2Ufxeh6gQd+WPESoO4a3lClUlClcn6+SwBynKUnKuFgtpMXm0i72qhKgXWZPFTEASiPpWD/THu64syk68Snms17Y56USSRqWyF8cy1QR5RpZdO1z2MVV/iUuVneKUoPim+6HOrksg93RGeuTTLSKrElw+P8uiu1mUtLPpdMjGfymxRYzRVZltr4NY7rRJXtzHPj+nsRI5dHaGbtvF6VRlZ1Dk+mqEl6Foz8fJOYP5zYD3OY/fv389XvvIVmpubb1hZ19bWxqFDh3jooYcAO5H4pZdeYv/+xdtI7Nixg9HR0QUi2PPPP79gm2effZaenh7+8A//sP6z4eHhBduoqophLFwkeOmllzBNk0996lOIov1++Md//MdFj20pPPPMM3z4wx/mF3/xFwFbOL06CAUglUrx4Q9/mD/8wz9kcnKS973vfRw5cgSPxyliWM84V0CHDcmh0csYur1Ks1eZRBQFjHA3JVNib9izan4v6x7ZBeEeSA+uO58/sFduNzf7eWk4fV0vv4BboSfm5dxkHo8irWrL0UNbF67yRX0qk9kKqYJGzBcgqvawZfMxOjw7CXt6V2UMHlVClUSOjWS4vy9G850WSOPg4LAq1AyTYyMZcmV9US2+07kqQ6kSQbdyy+tuWTNIl+yV/9bb3Obr0dP0pZ8F4ELsjRjiHbrIt0ieGBUpGTVUSWRHW4A9HaFV8dEtawYDiQIXpvN1UXie2atCvfxuuR6gUTJSjFVeAqDP/Wrc4nVuyAWBrLuDrLsDLAtPLUOoOkmgOkWwOkVAm0Exynj1FF49BZyt71qVfcz4tjHt207a3b1mIuDVlZSdES+dES+WZS0QSLSaWRe3Ol33UDBmyNRGOV96gj2+d6KIi3ufCYLA3s4wnREv3zs1Raqk8fVj4zzYH+OurvCSRZnuqJfZosZUrkJf3LcmXp4vRxAEYj51rvIvd8uOjNagm8uzRU6N57ivzwkAuhN53/vex1/8xV/w9re/nT/5kz+hs7OT4eFhvva1r/H7v//7dHZ28tu//dv8t//239iyZQvbt2/n05/+NJlMZsFx/uf//J98/etf54c//OF1z/PGN76RrVu38qEPfYi/+Iu/IJfLLRD4ALZs2cLIyAhf/vKXOXDgAN/+9revCRHp7e1lcHCQY8eO0dnZSSAQYPPmzei6zv/4H/+Dxx57jGeeeYbHH3+8ob+nq8f4ta99jcceewxBEPjEJz5Rrwac5yMf+QhdXV380R/9EdVqlbvvvpuPf/zj/K//9b9WZUwOjWHtr+AODsvg6GgGAFU2adcv45JEtMgWfC55TfyG1hWxzfbX2YtrO44b0N/kx+eSyFf06z7eEfbQFHDVbyxvFzGffQM5nzzcrGxDkgyS+kVMy7jZrisi6nMxmSlzbCyzaudwcHC4sxhIFBhILK7FN1vWuTiTRxaFBb5lN2I+1CPqVfHczkU2y2J78klEy2DW28uUb8ftO/c6x7QsBpNFfnRupu5JpUgij3aZvG5LjA8/2MtrtjStiuin1Uw+99wQP72QqIt+HWEPD22J86EHenjt1mtb6SzLZKD8YyxMInI3cWXLrU8kCJSVCFP+nVyMvZ6X2t/LT3p+m5/2fIwjbe/mYux1TAZ2UVDjWIKAq1akK3uEeyf+H68a/T90ZV9EMm+dCns7ePl78lsnJvj60XHG0iUEQWCL9w24xABVs8BA+UdL8hkDeyHzXfd0srXFj2XBM5dm+e6pqSV3L4Q8CkG3gmlZjKVLt97hNiEIAnG/i2xZ49xkjrJ24zmaKAq0BFycncxdt8rS4ZWP1+vlZz/7Gd3d3bzjHe9gx44d/Oqv/iqVSqVeAfh7v/d7fOADH+BDH/oQDzzwAIFAoF7xNk8ymeTSpUs3PI8oinz961+nXC5z33338Wu/9mv86Z/+6YJt3va2t/E7v/M7/OZv/iZ33XUXzz77LJ/4xCcWbPPOd76TRx99lIcffpimpia+9KUvsW/fPj796U/z53/+5+zevZt/+Id/4M/+7M8a9BtayKc//WkikQgPPvggjz32GI888siCyscvfOELfOc73+GLX/wisizj8/n4+7//e/76r/+a7373u6syJofGIFhL/TRZIblcjlAoRDabXfVo79uNrut85zvf4S1vecs1XgMOjSNTLvDa//F3ZFP9CMDD3sv8dvxFzAd/i8tGM2/a1bqqbaLrnsR5eP5/gycCb/hP68rnb55nLyU5NZ6lP+6/7uOZksbR0QzqXPrtUhAtg03Vi1xybcG8SSoe2Ab1pyayXJjO89jeNp6/nMIC7u+L4VYEXir8A7pZokd5I5fGg2xq8jfci8+yLEZSJdrCbn79oU2rmqTo4HC7cD4P145UUePJ01NYFrdMv6zWDE6OZ0kVNZr8rluKhJZl8dzlWao1k13twWvSTleT5sI59k1/HVOQeK7zVymp66uifS2o6AZnJnOcGs+Sq9jtvG/f124HRi3hs3CxWJbFRKbCdL7C/u5I/ef/enyCim6wtSXA5mb/LT1xx6vHGKkcQhJU7vK/G1VsrP+aaNaIVoZpLp6jpXAO2bQX9GqiykRgL6Oheygp66P6K1PS+H8vjGDO3Y11RTw8uCmO11vgZPFrWJZJr/tVtLl2L/nYlmVxaiLHUxcT9Df5eWRny5Kr/hL5KqcmssiiwAP9sXUVnGeaFjP5Ki1BF7vaQzetSBxJlWgNuXnDjmZc8u1bsFivn4WVSoXBwUH6+vpwu1d+HT9y5Aj33HPPkttj1zMf/vCHyWQyfOMb31jroTisENM06+El863SG42bvWcXq685rb4OG45TM0OUivaE08JeORYVF8H2zfSVzTtb9IN17/MHsLnJz8XpAsVq7brCXtir0h31cnEmj1uRkFYxje3oSIZCtcZAokjIo8yl+1bpjHhpUrYyUT3GC0MpxqYtpnIV3rW/s6EeJnbbiouxVJmTYxlet72lYcd2cHC4szBMi+OjGXKVW7f4mpbF5USBZF6jKXBr0Q/sts1qzUQWBeK+27dIIRsVts9+H4Ch8P13vOiXLFQ5MZatJzCD7VO7qz1408CD5VKo1jg3lePspO3RC7C52U9wbr71lt2tixaEykaa0ephAHrdDzRc9AMwRZmkdxNJ7ybOx95Ie/4U3dkX8eopurMv0p19kaS3n+HQfaS8fQ0//1IIe1U+cH8PR0cynJrIMpou85UXR9nWGqC/4wFmeIbh6nME5TZ80tJe94IgsKcjREvQRdhzxbvz5a3GNyPuV/EqEiXdYCJboXuVvCGXgygKNAVcTOeqKFKe7a2BG74O20NuhlMlLkzl2dMZvr0DdXBwcFgHbEzJ0+GO5vTMIO7QBUTRXt3e45qhEuylNexnf0/kFnvfAcz7/IHt87cOaQq46Il5SRZv3HbTFfES9a1uy68kCtzVFQbg2EiGiNe+ibnS7rsdgGjzKWRRYDpX5VKi2PBx+FwSgiDwwlCKzG1ucXZwcHjlcGkJLb4TmTKjqTIRn7LoxZWxtN0q1xbyIK7igszL2Zr6Ea5agZISYTD84G0773pkOlfhy4dHOTOZo2ZaxP0qr9/WzIcf7OXBTXH87sas6RumLQx/68QEn39uiOcvp8iWdRRJYGfbwoqCxYp+dovvT7Ask7DcRZOyrSFjvRmG6GI0dA/PdP07jrS9h6R3E5YA8dJl7pn8MndPfgWvllz1cdyMgFvhoa1NvP9gD1ua7U6I81N5njzigfJWLMvkYvmHy7YdaQ6469VwlmXx5JlpXhhMLaqFWBCEutg3li5hmre1UeyWSKJAzK8yli5zKVHEvMFzkiWRiFfl5HiW2cL6aPl2cHBwuJ04FX8OG45ziSEkZRbTtEv17/ImKQX3IEvrr6V1zYhtngv4uAjdB9d6NNcgCAJbWgJcThSo6MZ1w1hUWaQ/7uPYaOaG2zSCnW1BW3Ar65Q02/8mXdIxTAuPFCIkd5BlnP72IhfGvDx3eZa+uK+hVYh21Z/CULLE6Ykcr9q8+BQ/BwcHB5izSBjJLCrFN13SGJgp4FalRbe9lbRafSGmo8GWBzcjWh6iI3ccgNNNb8EU76ypa1kz6lXoAM0BFzGfSsSrsrczRFvIvSpJmhem8/zw3Ez9320hNzvagmxu8i875GFSO0XBmEESFPo9D93eBFBBYNbbz6y3H6+eoiv7Il25o8RLl4mVB7kYfR3DoYNrao8S9Cg8squVu7oqPHMpSUU3uTt+kJOlEcpGmgntOJ2ulbVRjqbLXJwpAJAqabxhezPKLYTblqCby8ki1ZrJdL5CW2h9JXcqkkjYqzA0W8QlC/TEfNd9bUV9KoPJIifGsjy0tWlVu0kcNj6f+9zn1noIDg4Nxan4c9hQGIbJQHqEmhYHBNrlHM1qlaK/H9n5AL9CfM4oe3YAbq+N56JpC7rpinpJ5G+88hrzqXRFvGRK2pLNrReLKovsbrerF85O5nDJIqZl1duZWtSdAATjJ/AoEtmyzumJbMPHEXArCAI8fylZP7eDg4PDYjBNi2OjGbJljbj/5q2eFd3g4nSBmmnVWzUXw7wxfsynLioEpBFIpsbOxHcAGA3tJ+Ppvi3nXQ/M5Cv84Ow0n3tuiO+emkKfC2YQBIF339vFo7tbaQ/furJzMVhz4Q0jqSsBDpua/IQ8Cnd3hXnffd28c38nO9uCyxb9KmaekeoLAPS478clXt/j93ZQUqKcj7+JZ7v+PyS9mxAsi62zP+au6a8iG5VbH2CVaQm6+cW7OnjH3R24ZS+97gcwTYFnL+ZIlFIrOnZ31MvrtzUjCjAwU+BrR8YpVGs33UcUBTojttg3kiqt2nxsJbgVCb9LZiBRvCZZ+mraQm4uJQoMJhvfveHg4OCwnnGEP4cNxWB6hvFEGK1gT/73qFNYsgcr2H57V47XOy/3+VuHiKLA1pYApmXVb2hejiAI9MS8hLwqmdLqiWH7OsOIAkzmKohzr6P5dt+o3IsqerHEIju77Mnx4aE0Wm1p6Xi3QhAEYl6Vy8kiZ1ZBWHRwcHjlcjlZ5NJMgfZbtPiapsWlRIFUsUp0CV5whmldSWyN3L5qn03pn+HRs1TkABejr7tt510rDNPiwnSef35pjH98cYxzU3kM0yLkUSheJc40qlJJq5mcHM/ypcOjfOPYBE8PJOuijiqLvP9gN6/aHCfiW7lv4FD5aSzLICi30aysj0TmkhLlaOsvcbbpEUxBoql4kfvH/5ZgdXKth4YgCPVOh7iyhWxyNzOJTv7pcJLjo5kViW8724O8/a4O3IpIolDln18aq895bkRH2IMkCpQ0g9lbbLtW+FwyiiRyYTp/w3ZetyLhViSOj2ZuKXg6LJ62tjb+03/6T7S1ta31UBwcHG6AI/w5bCiOTlwiPb0brdwKwB53goKvB7d6hwd6vJwN4PMH9kSyNei+adWfW5Hoi/moGWbDxbZ5fC6Zba0BACazdlXL7Jz/oCCI9ZsUX+Q0YY9CWTc4Oppu+DgCHgXLgmcHkuQqTtWfg4PDrclXdI6PZnDN3dDejLF0ibF0majPtSSPvqlcxbY/UKQlCYYrIVQZpztrh0CcbXozhvjKTjwfni3y+eeGePLMNFO5CqIAW1v8vGt/J790TyfhBv7es2Wdn11I8HfPDvLTCwlSRQ1FEmgPuethIUDDFlRT+hDp2ggCIn3u16yvhVpBYCy4nxc6PkhZCeHRsxwY/yJd2ZfWTceEIAjc1bIVvz+DaYo8NZDkG8cmyK2gO6Aj7OHd93QR9igUqjW+emSsPv+5HrIk1lv8r64MXW+EPAo10+L8VJ5C5frCXnPARaJQ5fR4dl1WL95OGvX829ra+OM//mNH+HNwWCUa8V51hD+HDcVzQ6NYlgyY9KsZ7vYlyfp6cSvOS/kaYpvtr7MX13YcN0GWRLa1BajUDGrmjUW95qCLtrCH9Cq2/N7dFaG/yceB3igCUNIMyrptpN2i7gAEitY0+/tUdrcH2d0eavgYBEEg7rOr/k6PO1V/Dg4ON8eyLE6M2Wb1zYGbC2OposblZBGvKi2pXdOyLMbnQj06GtRaeisEq8auxLcRLJgM7Cbp3bTq51wLrg5KCHkUSpqBV5W4rzfKhx7o5U07W2ltsIffi0Mpvvj8MCfGs+iGRdij8JotcT78YC+v23Zrv7elYlg6g5VnAGh37cMrrc8Qtryrlec7foUZ31ZEy2B78kn2zPwLkrk+giDag3Ee3m3S1XUOUTQYz5T50uERTq5AvAp6FN65v5OWgAvdMDFuEdzRGfYgCgLZsr6uLUliPpV8VefcdI6qfm0giigItAbcnJvKM3GTtuBXMopiF0yUSutXxHVwcLjC/Ht1/r27HO4sh2SHDc/J8RwQwOuq8cfR79PkEhl299C0SHPyO4r4Fhj4PiQv2qvW62mF/So6I16a/G5mCxotQfd1txEFgd64j3RJI1epEfI0vsIz6lN5y257pXImXyVb1kkVNTrCHlTRR1TpJaUP4g5e5HUtDzX8/PP4PQrJosazl5Ls7ggRWIIHl4ODw53FSKrE+akcrSF33abgelR0g4EZ29dvqZVj2bJOUavZN8uh61+jG01f+jl82iya5OV87I235Zy3C8uymMhUODKaRpVEHtlldzCEvSq/cFc7bSFPQ0MHTNNCx6wLek1zAnFP1Mu+rjBdkdUVcyerJ9DMAi7RT4fr7lU7TyOoSW6Ot7yD7txhts7+iNbCWYLVKY61vpOi2rTWw6PDvY+Z5i8RCqaYGr2fZE7kpxcSZEoar9myvPF5VIlfuLuD6VylHiBzI1yKREvQxWS2wkiqxJ6Oxi+ANgJBEIj73czkK1ycKbC9LYAsLhS0/W6ZVEnj+GiGuF9ddMjRKwVJkgiHw8zM2AE+Xq93fVXiOjg0ENM00TSNSqWCKG6sYiHLsiiVSszMzBAOh5Gk5V+rHOHPYcOQK1eYSttv1la1hlswENQABbUJn9t5KV9DpBcECSoZ2+fPF1vrEV0XtyKxrTXAUxcTNFnWDW9e/S6ZvriP0xM5fKqE3OCqhKuJ+dQFwh9Aq7qLlD5IQr9Ij/t+JMG+ea4ZZkPHIs5X/SWKnBzP8uAmJ+HXwcHhWsqawbHRDJIo4lVv/BloWhaX53z9mgNLF+7G5qr9WoPuhleDXQ9/dZr+jF0hdi7+JnRpfSWILhf771Dk6Eia6Tl7C1Gw05Ln/363El6WglYz+cmkwA+nxtjSEuCBfnsO0B318r6D3URuQ8u2ZpYY147Z53UfRBI2wEKWIDASuo+sq4O901/Hq6c5OP55Tja/jYRv65oOTRZcdLr2M2Q9x6bNz7Mt91aODOdWLMApkrjgtZcuaoxlytc9blfEy2S2QrJQpVit4XOtz/m3JArEfC7G02U8qkR//Nqk3/aQm+FUiYvTeXZ3hNdmoGtIa6u96DAv/jk4vFKxLItyuYzHc3u6FlaDcDhcf88ul/V5tXZwuA4npkcolexJyCYpa5sMB/pwqTIx3yvb+2dZyC4Id0N60G73XafCH0Bv3MupcZV0USPmv/Hfsi3kIZmvMpOv0nyD6sCVkq/oXJgukCxUkQQB07QQRYGg1I5bDFExsyS0C7iNrTw1kEQUBN66p7GeJoH5qr+BJHucqj8HB4frcHoiy1S2Qm/Md9PtJjLlZfn6gS0uJuZM8m9HqIdg1did+BaCZTHj28K0b/uqn3O1qRkmZ6fyc6nLdnukJArsaA1wV1f4pqLtcihUaxwfzXB6IotmSECNS4kC9/dFEQQBQRBui+gHMFp9EdOq4Zeaickbq1076+7g+c5fZt/0N4iUR7hr6qtciryay5FXr2kHRYu6i0ntJFWzQFvzMB9sv2uBID88W6Qz4l121WhZN/jGsXGKmkFVN7i3N7rgcZ9LJu53kSxUGU2X2N4aXNHzWU1UWSTgkRmcszhoCy28hsmSSNijcGo8R3vYS7QBITYbCUEQaGtro7m5GV1fv63bDg4rRdd1fvazn/HQQw+tqFV2rVAUZUWVfvM4wp/DhuHwyDBGzV6R/H6mlV8JuMi4egi6FSLejfcmvi3Et8wJfwPQff9aj+aGeFWZrS1+nh9MEfWpN1yNkUSBviY/mbJOoVrDvworzZmSzvnpPIIAcb9d+ReZG1OrupOhynNM6WfoFrYwkiphWTCeKdcrAxuB3aYyV/U3luXBzU7Vn4ODwxWmshXOTuaI+103vcHPlnUuJQq4laX5+s0zmrY9ZaI+dVWuty9nU/ppAtUZdMnD2fij69aiYimcnsjx1EASAJcssrczxJ6OUMMFv0xJ48hIhnNTOeat2prdFru642xrDd32KoeSkWJGOwtAj/v+DVlloUs+Xmr7N2yd/RHd2RfZlH6aoDbNyebH1ixsRhQkulz3MVD+ERPVY7QoOwB7/jGWLvHNE5M0B1w8uquV4DJsUdyyyO6OEIcGUzw/mEI3rbpoPE931EuyUGU6V6UvZuC6RajQWuJVZbSaycXpAh5FusbqIOpTGZwtcmIsw0Nbmpa8OPJKQJKkhogKDg7rFUmSqNVquN3uDSn8NYqN1eTscEfz4kii/n27lCPqMphSO+iMela17XNDMx/wMe/zt47pi/sJuuVbGkaHPAq9MS+FSu2WRtTLoTPioSXowrIgWdSYLWr1x5rUbQiCRNlII7tS7GqzV7qfHUg2PHRkvsrv6YHEujbRdnBwuL3ohsnxsQyaYd7U71SrmVycyaPVzGUJAFrNZHLO+L472rgW1BsRqozRm3kOgDPxR9Fk/6qfczXIlXVm8lcCA3a0BWnyu3hoLkDjYF+s4aIfwNHRDGcmbdGvLeTmsd0t/MFdBnvag2syRxquPA9AVOklKG/cpE9LkDgf/zlONb8VU5BoKl7k4Pjn8WqzazamuLIZnxTHsHTGq0frPzdMC5csMpOv8pUXRxmeLS752IIgcKA3yoOb7C6Rl4bTPP2yOU7IoxDyKJiWxWj6xknA64WwV6VqGFyYLlB5WdiHIAi0hzxcmikyvI7Tih0cHBxWiqOWOGwITNOkKl5C9Y4BsNs1DWqAohKn6SatoXc8L/f5W8eEvAqbm/wLhLYb0RHxEg+opEqNT9sTBIF7e+zWlnRRYzp3ZVIrCy6aFFtMndJOc6A3iiIJTOerXEosfYJ9q3E0+10MJoqcGM009NgODg4bl0uJAsOzRdpDN64ytiyLwWSRZL5KdJlWGOOZMqZlEXDJhFchUOlqJFNj98y36im+M/6N1+I7W6zy/TPTfPHQMD8+l6gLJaos8p4DXeztDDfUI3EyUyZ11efl/u4IPTEv77i7g3fu76Qv7mWtipeytXEytVFAoNu1frsNlsJkYC+H299PVfbj02Y5OP454sWLazIWQRDodt8HwJR+Bs20BauemI9/c6CLloCLas3kmycmOTyUWtbC5P7uCK/dageGHB/L8rOLC8W/nrnFgIlMGd0wV/qUVp2Yz0WqWOXidIGauXC8bkVCkQSOj2YoabU1GqGDg4PD6uIIfw4bgolMkZSWwKwFANjtTpL39+JzK0T9d5Ynx5KY9/kD2+dvndPf7MerShQqN594KZJIf9yPJIirMknrjdleL6YFY5kKZe3KCnGLuguAlD6Iomjc1RUG4LnLsw2vQPS5ZQRB4OmBJJnSrQVRBweHVzbZks7x0SwBl3JTEWk6V2UkVSTsVZfl9WWYFuMZe9GjK7r6aY9bUj/Gq6epyAHOxX5uVc/VaCazZb59cpIvvTDK+ek8lgVuRaRaa7wYYlkWw7NFvnZkjK8eHefQ4JWqs5BH4bG97bQ30HZiOViWyVDlWQBa1Z14pPWZ/Loccu52nu/4ZTLuTmRT467pf6Yv/cyadFSEpE78UhOWZTCpnaj/POBWeMf+Tna12x0JhwZTfPvkJNWXVbothj0dIV6/vRmAk+NZjl21CDnf/m9YVj0AaD0jCgIxv4vxTJnh2dI1Ymhr0M10rsLZyfwajdDBwcFhdXGEP4cNwanpMcoVqGn2RGafN8msu4eIVyWwThPF1g3xLfbX2YG1HcciiPtd9MS8JIqVW24b9al0RzzkyjpmgwU3QRA40BMBIFWoMnVV1Z9farIn25jM6Oe4uyuCV5XIlnVOT2QbPo6WgIvh2SIvDqcbemwHB4eNhWVZnBzPkClrxG+y4FWo1hhIFJAlEfcyvbemchV0w8QtSzQHVreqPla6TFf2CACnm95KTVqd4KZGM5kt87WjY3z1yDiDSbvie1OTj1+6p5O339Wx7N/99TAti4GZAv/44hjfPDHJRLaCKIBLlhpuM7FSZvRzlIwUkqDS6bp3rYfTcDTZz4vt/5bR4N0IFmxO/Yx9019DMW6v+CUIAh2u/YDdgaCbV+ZNkijw8LZmXr+9GUkUGJotLbsrYWdbkDdsb6Yl6GJH25UgD0EQ6InZVX9j6RK1DVD1p0giwbmwj5n8wo4RURSI+12cmcgynbv1HNTBwcFho+EIfw4bgqcHh0lO7QcE2qQsrS6dabWbrsjGjeW+bWwgnz+ALS0BZEG8xoflenTFvER8KulVqIbb1OzHp0oYlm3OfjXzVX/T2lkUCe6bS72zqz0aXfWnIEsizwwkmC00vrXZwcFhYzCWLnNxukBb0H3Dz72aaXJpJk+xWlt2e65lWYzOeV11rvJnrGxU2JX4NgAjoXtIeftW7VyNpqKbTGRsAW5HW4D33dfNm3e30dLgxPnBZJEvvzDK905PkShUkUWBfZ0hPnh/L6/f3ryu5kCGpTFSOQxAl+seFHFjiLhLxRJkzjU9ypmmN2MJIs3FCzww9tfES5du6zgicg9eKYZp1ZjSTl3z+M62IO/c38GBngg72gLLPs+OtiDvvLvzGjG7ye/Cq0jUTIuJ7MYQy7yqjCQIXJwpkK8s9E8OeRQ0w+TEWGZDCJkODg4OS8ER/hw2BEeG0+gV22tkhzqD4QqiqxGijr/frdlAPn8ALQE3nVEPiUWIXC5Zoj/ux4JFCYVLQRQE7u2NEPOruGVxwSQwrmxCElQ0s0C6NsKOtiCv29rEO+7uXJWbsNagm7FUhecuJRt+bAcHh/VPtWZwfDQDAjcNhhhLlZjMVondJB39ViQKVcq6gSwKq942un32SVy1AiUlwsXow6t6rpVgmBanJ7ILqrp7Y17u74vygft7eMP2FiK+1bEdyZQ0UiUNlyxyoDfChx7s5TVbmvC711+3w1j1CDWrglsM1RfIXsmMB+/ihfYPUFKiuGpF7p78R3YmvoNk3p5FOkEQ6Jyr+pvUTmJY1waBNQfcHOyP1a8H1ZrB+emlt7NenXZ7fDTDs3Pzke65qr/RVGlVAtdWg7BXoVjVGZgpXONP2Bb0MJgscTnZWN9mBwcHh7XGEf4c1j25ss542hZ12tQZXu8bIufrw+9Ria3SRPsVxQbz+RNFga0tAUzTWpRhdNyv0hnxkClpDa+229MRpj/mQ5JEUldVFYqCTLNqm89Pa6eRRIHdHaFleWktBrci4VUlnrucYjJrtxMZhrHs52tZFobRWKHUwcFh9bg4nWc8U6YtdOMKqlRRY3C2RMAtLzvF1faQm6/2867aNQ2gpXCWtvxpLAFONT+GKa5ugMhy0GomR0bSfP65IX58PsFzl2frn0uCIHBvb7SewN4I5kNZRq9KF93dEeL+/igffKCHg30xPA1sIW4kFTPHpHYSgF73A4jC+hxno8m523mu81cZDh/AEqAjd5wHxv6GcHn0tpw/KvfhFoMYlsaMdv6m25qmxROnp/n+mWmeuphYlk1KslDlqYEkR0YyPH85RXPAhUsW0QyTqQ1S9ScIAnG/m+l8hcFkccFcSpVF/C6J46OZayoCHRwcHDYyjvDnsO4Zns1TKNpVB6/1DLDbm2bW3U1zwNVQD51XNBvI5w+gI+yhLeQhkb/1qrkgCPTGfIS8KplS4ydpsbmq0tnCQmGxVd0JQKY2RtnI1H9umhZDq7BS3BpyM52t8NQFOy3yT/7kT3j729/OyMjIko4zPDzM2972Nj75yU82fIwODg6NJ13UODWeI+JVkcXrT9uqusHATAHDtPCtwPc2VdQoVGtIgkBnZPWq/dRagR3J7wEwGH6QrLtj1c61HArVGs9eSvL554Z49tIsJc3A75K5tyfKakihlmUxNFvkn14a49snJ3lq4EqCqiKJ3NsTxSWv7/nOcOV5LMskJHcQlrvXeji3FVOUuRB7Iy+1vZeyEsKjZ7l38h/ozryw6hYrgiDQ5toL2FV/lnXjBVNBgPa5xYPjY1m+dXISbYkhNHG/i4e2xAF4aSTNi0NpuucSfkdSJcwNYCkDtg9i2KMyPFtk6mWefnG/i1RR49R4dt15aDo4ODgsF0f4c1j3PDc0gmG4AZNXCUO4ZImku5u28CvTO2ZV2GA+f7IksrXVT6VmUDNvPSl1KxJ9cR8101zyJPZWxPwqpWqNQ4Mpzk1d8fpziyEiczc38946hmnxlRdH+dbJScbSpeseb7kokkjIo/DCUIqRVIm7776bl156iZ07d/LpT3+aWu3m6ca1Wo1PfepT7Ny5k6NHj3LXXXc1dHwODg6NxzTtQI9cRSfivX5lmWlZXJ4tkipqRL3Lr4K/utqvPey5aWrwirAsdia/i2JUyLuauRx51eqcZ5mcmcjxheeGODKSoVozCXsVXr+9mQ/c38NdXeFlV1Nej/mU3n8+Msa3Tkwyk6+iSAJ9Md+GaZsEyNUmSemDAPS6H1xXvoO3k7Snh+c6f5XJwC4Ey2Lb7A/ZO/P1VW/9bVK2IgsuqmaOdG34htvNV6k+uqsVWRQYSZX42tExitWbzx9ezt7OMK/ZbIt/h4fTTGYrKJJIpWYwk9s4XsRuRUKRRAZe5vcnCgItQTfnp/MbxrvQwcHB4VY4wp/DuufZwXEAFKlKRfBQc4Ux3dEV3eDccSzw+Ztd69Esis6Ilya/m9nC4oI7mgMu2sMe0g2u+gt5FCo1k0K1xuGh9ILV7FbXbgAS+gUMS0MShXor3tMDyYavfDcH3aSLOj8+O8Pb3vZ2zp49y6/8yq/w8Y9/nAMHDnD48OHr7nf48GEOHDjAv//3/55f+7Vf48yZM/zCL/xCQ8fm4ODQeMbSZQZmCrTeJNBjOldhLFUi7FUW+HAtlUxZJ1vREQWBrujqVfu1F07SVBzAEkRONT2GJaytV51pWQs8YltDbkzLrox6y+5W3ntfNzvbgg1ve57KVvjqkXG+eWKS6Zwd2nF3V5gP3t/LA5tiDRUYVxPLMhmsPANAi7oTrxRd4xGtLYbo4lTTY5yNP4IliLQUznP/2OfwaYlVO6ckKLTMdSFMaCduuf3mZj+/eHcHHkUiWdD45yNjSw5J29cV5lWbYgAcGkxhzC3SDqeKG6pKLuRRKGkGF6cX+v35XTKWZfsZNnpB2cHBwWEt2BizCoc7Fq1mcnHGNiHWDQ9DZgsZbw8Bt7xqRtqvSBb4/G2Mdl+3IrGtNUChWluUgCYKAn1x34ra3G503M3NPiQBcpUal2YK9cdCUiduMYRh6cxoFwA42BdDlUWSBY1zU0s30L4ZkijQEnTx0kias5M5gsEgn/3sZzl06BCCIHDw4EF+67d+i1zOrkzM5XJ87GMf4+DBgwiCwKFDh/jMZz5DMBhs6LgcHBwaT7VmcHIsgyAINwz0KFRrXEoUkSVxxdYX89V+rSH3qrWVuvUs25LfB2Ag8hAFV/OqnGcxaDWT46MZ/v75YX528YooE/WpvP9gN+/Y30l/kx9xlarXyrrBVK6CNJ/S+0APr9ocx6Ou75bel5PQL1AyZpEElS7XvWs9nPWBIDAW2s/h9vdTkQN49RQHxz9Ha/7a5N1G0aruQkAkX5uiUJu55fYtQTfvuqeTkEchX6nxvVNTSxbs7u6OcG9PBICT4zn0mklJM0gucsF2PWD7/bmYKVQYepnfX2vQzVi6xMBV8z4HBweHjYoj/DmsayazZXLlKy0Id3sTpDw9tAVXsQ3plcq8z19y/Qd8zNMT8xLxqqSLi5tEelWZ3rmEuUau0LYEPPUE6cND6frEUBAE2lS76m9KO4VlWXhUiQNzE+HnL882fKU44lWp6AY/ODuNVrOrVA4cOMALL7zAX/7lX/I3f/M37Nixgw9/+MPs2LGDv/u7v+NTn/oUL7zwAgcOHGjoWBwcHFaPgekCY5kybcHr21oYpsWlRIFitUbYs7KAiVxZJ13SEKDu19VwLItdiW8jmxpZdztD4YOrc55bkKvoPD2Q5HPPDvHUQJJcpcZYurwguT28Ch0FE5kyF65KU+2NeXmwP8YH7+/hNVuabprWvF4xLJ2RygsAdLr2o4irmwK90ci6O3i+81eY9fYimTX2zHyT7cknEKyltdYuBlX0EVM2AYur+gO72u2d+zvoinj4uZ0ty2rRPtgXZU9HiAf7Y2xpCQAwPLuxqv4kUSDkVhlOlZi5yltakUSCboWT41myq+Ah7eDg4HA7cZQTh3XNWLqIO3gZgKiYo92tk/L00BJyrfHINiCxqwI+NsiEzOeS2dLiJ1PWFz2JbAnar42l7HMrYn47QVoUIFXSGEhcWf1tUrciCQoVM0umNgbY/jfz7SMvDacbMoZ5hDnT/dOTOQ4PXTm2LMv87u/+LmfOnKG9vZ3Pf/7ztLe3c+bMGX7nd34HWd54N5UODncq2bLOqYkcIY9yw5bPsXSJyWyZqE9dsafa8FyKbEvQvWqpsV25I0TLw5iCzKmmnwfh9k5Bp3MVvndqii8+N8yx0QyaYfv3vW5rEx+4v2fVWmsns2X+5dg4Xzs6zk8vJKjOLdgIgsD+nkjDq9RvJ+PVo+hWGbcYpHVuEcxhIbrk5Ujre+pell3ZIxyY+Adctdwt9lw67XMhH7P6Zarm4joOvKrM2+/qIO6/Mq9eSpqtIAg8tCXO/p4IHWEPoiCQr9Yabruy2nhUCUkQGJgpLPA8jPlUMmWNUxNO0IeDg8PGxhH+HNY152YmKJdCAOyQp6m6ooieCBHH32/pbECfP4C+uI+AWyZXWdwK+XxblkeVyC9yn1uhSCJRn1pP+L266k8SVJqUbcCVkA9JFOreN8fGMuTKjZ0A+1wKkiDww7PT1xy7p6eHxx9/HIDHH3+c7u47K13RwWGjY1kWZyayZEoasRtYWmRKGoPJIj5VXnH1e6FaI1mwq1xWq9rPq6fYkvoRABdiD1NSY6tynpsxni4zkChgAZ0RDz+/t4333dfN7o7QqnQQTOcqfPP4BF89Ms5ouowo2N5qi8ir2hBUzDwT2nEAetwPIAobq0X5tiKIXIo+xNHWX0KXXIQqEzww9jdES4MNPY1PihOU2wGLae3sso4xkSnz94dGODaaWfQ+8wsPqizSEnAxPFvi9ER2WedfS8JehXy1xkCiUA+WEwSB1oCbC9N5xjPlNR6hg4ODw/JxhD+HdYthWpxLjlIt20bR29UkWW8PQbeyKm04r3hkFSI99vcbxOcP7JarvriP2eLSkuJ6ol7KurHArHklxHx21Z8kCqSK9k33PK3qLgAytRHKhj3Z7Yv76Ax7aA26MVZhlbg76mUoWeQn56eveWx+En6nJis6OGxkpnIVLkwXaAlcP9BDN0wuJ4rohknAvbIWX4CRuWq/Jr9rSdVnlmWhmxUqZo6SkaJsZKmaeTSzRM2qXqmOsSx2Jr6LZNZIeXoYDd6z4jHfimrN4OhImqHZK9fpne1BdrYF+TcHuviFuzrojflW5RqZLml868QE//TSGMOpEoIAO9uCvP9gDw9va95wHn43YqjyLJZlEpTbicg9az2cDUHSt5lDHb9CztWCYlTYP/VlNqV+1tDW3/n5yLR2FtMybrH1tYylyximxdMDSV4YTC25ym0iW6FQrXFqIsfo3LVloyAIAjGfymSmzFjqisg3f108MZZ1gj4cHBw2LBu3v8DhFU+mpPHj02X0qu2XtseTJO29j/awu+HpencMsc2Qumz7/HXfv9ajWTSbmv1cmLbbLxZ7Y9oacjNbNpjKlmm+wQ30Uoj7XVxOFmkJuNjaEqAn5qs/5pHChOUuMrVRprXT9HoeRBAE3rKnDUUSVuXmUpFEIl6Vn15Isq8rsmA8Dg4OG5OaYXJqPEvNNPG7r3+tG54tMZOv0BS4vvffUihrBtO5CmB7qt4Ky7JI14aZ0c6SMyYxrBtXMwuItu+YXkDVz+OVVS6HN6OaSbxidFUqxLJlneNjGc5O5tANi5agi965a6NbkXj99tsQJmLZfyMB2NYa4EBvlNAKPRjXGyl9iLQ+BAj0uV/tLDItgbIS5nD7B9k2+306c8foTz9Dc/E8p5veSs7dvuLjR+QeVNGLZpZI1QaJK5uXtP+B3giCYCf1vjCUQjdMHtwUW/Tf+NWb44ymS+QrNZ44M8V77+veUP6ViiTidysMzRYJeZV6h1Fr0M1ousSlRIEdbU5AmoODw8bDqfhzWLeMpUqk8yog4BYq9LnLZDw9xAOOv9+y2YA+f2BXovTEvCSXUPUnCQL9cR8eVW5Iy69XlXArEhGfSkvwWvF53t9oRj9XvxlWZXFVb4hagy5SRY3vnpzCNDfO39PBweH6DM2WGEwWaQtePyRhtlBlJFUi6FEasgA2X+0X9am3rB7M1iY4Vfw650tPkK6N1K9zoiAjC24kQUG4yrfPwkQzMljlkwyIRZ72uDivH+Vk4Wsczn+O08V/ZbTyIrna5LIqk65mJl/hu6cm+eLzw5wYy6IbFlGfys624Kr7cs0Wqpwcv9LWGPGpvHZrE+892M0bd7S84kQ/w9IZqjwD2J5yXimyxiPaeJiizNmmN3Oi5e3okge/luTg+OfZM/0NvHpqRccWBYlmZQcAU9rpJe8vCAIHeqO8enMcgKOjGX5yIbHo95Eqizy2px1FEqjoJv9ybGLDVcn5XTKaYTJyVUiJIokEXAonxrJkG2zf4uDg4HA72DhLMA53HCfHsximApj8mu976L5mZG+IqNPmu3yu9vkrJsHftNYjWhSCILC52c+lRIGqbuBapPl8wK3QF/dxZiKHR5VW5OMkCAJxv8pYusxssUpTwIVhWoiC/VhY7sItBqmYORL6hXq7DUBFNzg8lKI54GZba2DZY7hmTKJIZ8TDsdEMhwZTPLDp9vtmOTg4NIayZnByLItXkVHla69VVd3gUqKIaVkNqaApawaTWbudrfcmFcNVs8BQ5VlSuu1HJgoyreou4spmPGLkmso9y7KwMNGtEm2pHxLWJkjJLo75X4tk5ckbMxiWRq42Sa42yVj1JURBJiS1E5I7CcmdeMTwohdNnrqY4PjYFeGtO+rlrq4wXRHPqi68pIoah4dSXJwpIGD7Bs5XB+3uCK3aedea8epRqmYBVfTR6Vr9tu1XIhXdwLQspv07SXl62Db7I9ryp2gtnKWleI7xwD4uR15FVV5eZVmLuoOx6hHytSmKxiw+aelzg7u6wiiSwI/PJzg9kUM3TN64vQVxEQsOUb/KPd0RDg+nmS1qPHF6irfsadtQ3Toht8JsUSdXqdXF+7hfZTBZ5MxElvv7F18F6eDg4LAecIQ/h3WJZVk8M2gnpHrUFHvVHGnPPgJu5RW3en5bmff5S12G2YsbRvgDaAt56Ah7mMpW6Iws3oC+PeQhVagylavQcoMqmsUS87ls4a+gcW4yx6GhFK/ZHKe/yW8bQKu7Gao8y1T1FC3Kzvqk8OxkjuNjWXxqgb6477o39csl5FGZLVZ58vQk21r8RP1ORayDw0bk/FSOmVyFvvi1IpxlWQzNlkgVNZobVPU+nCpiARGvesPP1WntDEOV5zCtGiDQou6g03UPqnjja7AgCAhIBA2Lu3MXEC0fuei76PVuqT+Xspkhb0ySrU2QrY1TsyqkayOkayMAqKKXkNRJSO4gLHehiFeu3ZZlYVrURYT2sIcT41m2NgfY3xMm5lvda2C6ZAt+F6avpLv3N/nqwVKvZMpGph7o0et+EElw5mPLIVvWwbITdXXJx6nmxxgK3ceW1E+Jly7RmTtGe/4ko6F7GAw/iC4tbe6iij6iSi8pfZBp7Sz9nlcva5y72u3gmx+cncZYYlfB9rYg0/kKQ7MlhlMlnhlI8tDWjTPndCkSmZLOTK5Svz4KgkBzwM2F6QLdMR8d4ZXNKR0cHBxuJ47w57AuKVRrnJ9OARJNyjRuWWLa00NvxLOo1UaHmxDfOufzdwF6Hlzr0SwaSRTY2hJgJFWiZpjIi6zek0SB/iY/2XKNXEUnuAIz/PBce51mmEznKuQrNQ4PpemL2ybxzeo2RqovUDYzZI1xwnInAHs6Qpwcz5Kr1HhxOMWDm+LLHsP16Ap7uZgo8MTpKd59wEnxdXDYaKSLGmcn80T96nU/42byVUbSJcJepSGfgWXNYCpre/tdX2g0Ga4+z2T1JAABqYU+z2uWVDnUn34W0TJIe7pJ+rbUfy4IAl4pgleK0KLuxLIsSuYsmdoY2doYOWMKzSyRMC+Q0C8AAhGlm5i8hVQqzksjWba1BLinx24x7Y/7+MD9PSu6ti+Gklbj2UuznJ/KMy+B9Md93NcXJX4HLLhYlsXlys+wLJOw3EVU7lvrIW1YBMB62du44GrhaNu7CZdH2Zz+KZHyKD2ZF2jLn+Z005sXvIcWQ6u6i5Q+SEI/T4/7PiRhed0yW1sCBFwyzUH3kq49fpdMd9SHYVrM5KrsbN94vnhBj8JoqkzEp9bf4363TKpU5eRYhuaAa1USwR0cHBxWA+dq5bAuSeSrTGZtzx9L9+CRJQr+XmI+p813xcS32l+TFzeUzx9AZ8RLS9BNsqgtab+AW6GvyUdZW1nKrygK9Vbz1pAHRRJIFKoMzdo+WZKg0qRsA2BKO1XfT5ZEXrPFXuk+NpohvcTx3wpFlmjyu3ju8iwnxzINPbaDg8PqYlkWpyey5Ks64etU3pU1g8vJIpIg4F6kzcGtGJq1q/2ivmur/UzL4EL5+3XRr8t9gF2+ty9J9HPrGTrydmXYQOQ1N91WEAR8UpwO113s9P089wU+zA7fW2l37cMrRbEsi0vTFf7lpQLfP5sgVdQ4PZmpe28JgrDqoh/Yi0iDSfv31hvz8u57O3nLnrY7QvQD2y8uV5tEFGT6PK9y2hxXiYynixfb3sfRtndTVGOoRpG7p/6ZXTPfQjIX73MclNpxiyFMq0ZCv7iiMbWFPfUK2/nr1WIqAPvivvr8y9XATofbhUeVMLG4lChQ0a/4kLaFPIykbD9WBwcHh43CxrsKO9wRDM8WKVfsglTD9KD725A9AaKO8Ldywj0guUArQG5irUezJFRZZFtrgGK1tuQwi/aQh9aQi1SxuiKz95jffg3mKjp75nycXhhM1Y/ZNuftl9aHqZi5+n59cR89MS+mBT+7uHij7MUS97vQaibfPTVFutRYYdHBwWH1mMhWGEgUaLlO+rhpWQwmC2RLGhFvY8StklarJ/n2vczbz7JMBso/IqUPIQgiW7xvoNO1f8kiT3/mWQTLZNbbS8aztCpkUZAJy510uw7iLT3K5fNvYnBoN5WKD0nSaW+7xKZtP2VCO7biUJCbka/ovDh05drukiUe3tbML93Tyc/vbae5AanKG4WykWWkegiAHtdB3OIr18PwdmABgmC/v6+LIJD0buL5jl9hKHwQS4D2/EkeHP2/RMtDizqHbT+yE7Bb9hs153hqIMmPzyd44szULcU/v0umJehGFAQuz4lkE5ky4+lyQ8ZyO4j6VFJFjcHZYv3vpUgiPlXm5FiWQnXl4XEODg4OtwNH+HNYl5ydzCFJtnixQ54g6+0h6FFuy6r+Kx5Jhtgm+/vkhbUdyzLojnqJ+NQli1uSKNAf96845XfeP6pQrbGzLXhN1Z9HihCaa/F9eaLeazbHEQUYTZfrk+BGIQgCHREPQ7NFLuQk/uN//I+0tbU19BwODg6NpWaYnBrPYpoWPte17ivTuQrjabvVrFEVVsOzpXq1X/Cqaj/LsrhU/imz+mUERLZ5HiWubF7y8T16mvb8CQAu3aLa72Y8PZDkidPTZEoGLlnkvt4I77zPz9auCqJYZaTyAqeK31iwwNIICpUaP72Q4IvPD/P8YIrhuWs7wOZmPy3BO0fwA1sMvlT+MaZVIyi303JVcJXD0jEtC0EAWRBvKZyZoszF2Ot5se19lJUQ7lqOeya+xLbkk4jmrecxTeo2BEGiZKTIG1MNGX931IsowOVEcVHiX1/Mh4AdhnN+Ksc3jo3znVOTG2aBUhTsTo+xVImZ/JWKy6aAi0ShytnJxl5/HBwcHFYLR/hzWHdUdINEKQWCPZnYp6TIeHpoDzv+fg0jPucVswGFP68qs7XZT7qsL3kFO+BW6I/7KOvLb/lVZbEuQBc1o171d/iqypD5RN8Z7RyGpdf3DXtV9ndHrtm+UXgUGbciMl5183v/3z90hD8Hh3XO0GyRkVSJttC1JvElrcblRBFZFnHJjWnxLVZrTF2n2s+yLAYrz9Q99bZ430BE6VrWOfrTzyBYFklvP1l355L2vbqSe1d7CLcicl9vlA8+0MN9fTGa3V3s8r6NzZ6HkQUXRSPJicI/M6tfXtZYr6ZYrfGziwm+eGiYk+NZTAs6wx68rsb87jcqI9UXyBvTSILCJs/rnBbfFWKYFrIgIoosunMh4+nmuc5fYyx4NwDd2Zc4OP53+LTETfeTBRdNij3fe/lC5HLpjfl4y562RYt/HlWqX9/y5RpNARfVmsm3TkwuaJ9dz7gUCVkSuTxToKTZgqsoCDT7XZybtEOZHBwcHNY7jvDnsO5IFzUGZicxah4EDHa4U5QCjr9fQ5n3+Zu9BMbGa1Poi/sJumVyy6jcawt5aAu5SRW1ZQtv8bl239lClbu7IiiSwEy+WjfLj8jduMQAhqWRfJm3zj09EfZ1hnjbvvZVuYGK+VRnFdrBYQNQ1gxOjuXwyNI1BvGmaXE5UaRQqV3X92+5XErYSbRNfteCar9x7SjTc8LAZs/riCn9yzq+V0/RVrC9AZdS7TdbqPKtExP85MIVISPqU/nlB/u4ry+6QPgUBIEmdSt7/e8iILVgWDoXSlc8CZeKbpg8PZDkC88Pc2LM9i5rD7n5hbva+YW7O+6olt6Xk9IHmajaXo2bPK/DLQbWeEQbH8O0EEW7C8FYwhzEEFXONj3KkbZ3o0k+/FqS+8c+R0fu6E39mlvm2n1T+iCaWbrhdkthqeJfb8yLKAjktRoP9McIuGWyZZ3vnrp1xeB6IexRyFXsxZj5lt+gR6FaMzg5vjjPQwcHB4e1xBH+HNYd0/kKw7P2zUlMTiD6W1A9fsffr5EEO0D1g1GFzPBaj2bJhLwKm5r8zBYXb3Q9z3zKr1eVliUcAsTmzNzTJR1VFnloSxPvvLuDtrC9qi0IIq3qbgAmtVMLBEZlLujDq65OqLoqSbgVkSMjGf7l2LizEu3gsE65OJNnJl+hOXBtOMRkrsJEprEtvumSxmxRQwD6m65U+yX1AUYrhwHoc7+KJnXrss/Rl34WwYKkdxM5d/stt89XdH5wdpovHR5laLbEualcvaIGqAcKXA+X6Gen77F66+lQ5VmGK88veUFHFgVGUiUM06I16Obt+9r5xbs76Ix4l3ScVxolI81A+ScAtLn2LFsMdliIYVpIooAoCMsSi2a9m3iu81eY9fYhWjV2Jr7H3plvIBvX/6z3S034pWYsTGb0cysdfp2Xi38/PDd9w21dikRnxJ4fTWYrvHV3K4okMJ4p85MLMw3vflgNBEEg6lOZyJbri7wAbUEPQ8kiw7NO0IeDg8P6xhH+HNYdZyZzjEzb7ZBd8gylQB8Bt+Pv11AE4ap235Wlva0VfU0+3LJEcRnGyn6XzKYmP9WagVZbesuvT5VwySKmZZEuaexoC9ZFv3ma1W2IgkzZSJMzbhyiMt1gYU4SBVySRLqkcWgwxdMXk+Qr+q13dHBwuG1kShpnJnJEvOo1FhaFao3LiQIuRUJtUBKmZVlcmrEX1NrDnvrCQ6E2s0DcaXXtXvY5PHqGtoKdZn4p8uqbblvWDJ4eSPL3h0Y4N5UHYFOTj397X/eSFkVEQaLP/Sq63AcAmKgeZ6jyzE2FhLJu8MJgqm73IAgCD22J87Z97bxzfwddUe8d385aNfOcLX0bw9IISC10uw6u9ZBeMZiWhSyKKPKtPf5uhCb7OdL6Hi7EHsYSBFoK57h//G8JVcauu/28/ci0dhbLWp7NyfWYF/8UyfZQvhndUS+SKFCo1jAseHRXKwJwdjLP0dFMw8a0mqhztguXE8V6qIdLsSu2T4xlN0zrsoODw52JI/w5rCt0w+SlwdTcv0x2ydOkPL2Ov99qMN/uuwF9/sBuVeuOeUkuo+oPoDXkpiPsWVbLryAIxOeq/mYLCw2qS1oNy7Je5q1z6ppjWJbFd05N8k8vjTHUwJViQRCwAL9LYSZX4ehomkOXZ50JqYPDOsGyLM5M5siW9WuSek3TYjBRpKQZBN2NqwqeyVfJV2tIokDvnLefbpY5X34SyzIIy930uO5f0Tl6M88hWBaz3r6bVvuNpkp84fkhjo1mMEyLjrCHd+3v5M2724h4l17ZLwgCna799Hvs1uIp7TSD1xH/KrrB85dn+cJzQ7wwlOLUeLb+WGfES7cj+AGgmxXOFr+DZhbxiGG2eR9FFO5sn8NGYpgWqizgkkRW1B0qCAyH7+eF9g9SVkJ49CwHJr7Irplv4arlF2waU/qRBReaWSBdG1nZE3gZvTEfH7y/l83NNxf+FEmkO2pX0Q4mi3RFvbx6SxyARL66Iar+AIJumaJWYzBRrHs0tgTdTOcqXJjO32JvBwcHh7XDEf4c1hXZss6FRBqAFu9ZXuOaoRzsqXuqOTSQeeEvPQS15Ylna4kgCPWJZnUZopYoCPTFfQTdMpnS0iviYvM+f8UrE9bDQym+8NwwA3OVNfPtvil9iIq5cEIoCAKhuSrWpy4mG+4PUzNMPLKIblgcGcnw4lBq2YEmDg4OjWM6V+XidIGWgPsaoWkyW2EiWybawBZfY84vEKAn6kWVRSzL5GL5h2hmEbcYYqv3DQjC8qeErlqOjrkk38vhB2+6bXPAhSgINPldPLa3jV+4q53W0Mp99FrUnWzyvBaAae00g5WnsSyLas2u8PvCc8O8OJxGNyziftWxD7kOhqVzrvRdymYGVfSxw/dWFPHO9ThcCoZpodVMqrpBVbe7CWqGeY2gZZgWLlnCpSy/4u9qcu52nu/4FSYCexAsaM+f5NUjj9OfegrJtBcmRUGmWd0OwLR2ZsXnfDke9YownK/oHB1JX1fI6wx7UCSRsm4wla2wtyPEW/e08aadLRtGdL+65XdyruVXEgUiXpXT4znSxY2RVuzg4HDn4Qh/DuuKdEFjImvfoLTI02jednxeH+FlVAE43AJvDDxRsAxIrTwRcS1oC3noCHtIFJYnXHpVmU3NfgzTWnJFXNijIgkC1ZpZb/kAqJkWLwylMC0LrxQlKNuVL9PXSdQ70BvFq0pky/ZEuZGYFnhUGQE7rfLYaIajIxnHgNrBYQ0xTItTE1lqpon/ZRV9hUqNy8kCbuXasI+VMJYuUakZuGSx7ls3Wn2RbG0cUZDZ5n0ESVjZZ2xv5nkEyyTt6Sbj6a7/3DAtjo9l+O6pyboQ4FIk3nVPJ+++t5OemK+hN/zN6va6+DdVPcP3Lx3lC88N88JQCs0wiflU3ry7lffc20XPVanGDsyJwT+iYMwgCSo7vG/FJd68iutORTdMchWdRL7KdK7MdK5CqqRRqNYo6wZl3aCo1ciWdWbyVaZzFWbyFXJlHc0wcc21jDaqyq0muTnd/PMc6vgQGXcnolVjU/ppXjX6OO35E2CZtKg7AMjURqmY2VsccXnohsnXjo7zzKVZXhq+dk4jSyI9c1V/Q7NFTAv64leuAZZlLWsh93ajSCJuReJyslCf/0W8CvmqzqmJ7IapXnRwcLizcIQ/h3XFSKpIpmh/YHZJibq/X6iBqYYOcwjChm/3lUSBrS0BdNOitsxqtuaAi86oh0xJr7dtLPbckbmKkeRcu+++zjAuWSRd0rk4bVf9tal7AJjRzmFaC/0IVVnkVZvsVpfDw2my5cZ48QkC9dS5qE+lWK1R1GocHUlzfDSzpOfp4ODQOEZTJYaTRVpflhRrmBaXkoWGt/iWdYOhWTvJsz/uRxIFUvoQ49WjAGzyvBavFFnROdRagc6cnfx6OfIqwG5ZPjOR4++fH+api0kuJYqMpsv1fSLexlU0vhxb/HsdggAz+QrVmknEq/Dorlb+zYEuNjX5N0x10e3CsiwGK8+S1ocQBJHt3kdX/Lp4pVHVDVJFjelchXy5hiKKdITd7GwLsb87woGeCPf1RTnYF+NgX4z7eqMc6I1yb0+E3R0huueqbV2yhEuWkEXblqOR5NztHG5/P8dbfpGyEsJVK7Jr5tvcP/53tFZzhOVOwPb6Ww0USWRfZxiA5wdTHLuOd1972INLFqnWTCYyV64JNcPkiTPT/MvxiWXP524nQbdMSTPqLb+CINAadDMwXWDsqmudg4ODw3phdWIlHRyWgWlaHB3NYJgSYKEaPvK+PnpD7psm+zmsgKatMPo8JDam8Ae2N1NzwEWyqNEaXHpLkiAI9MV8ZMs6qZJW9+5bDHGfSrJQZbZYpS/uQ5VF9ndHeO7yLC8MpdjS7Ccid+MS/VTNAkl9oN5uM8/WFj9nJ3OMZcr89EKCx/a2rfimVBIEtJqJKApzbSkukvkqXkXipeEUArCvK+z4Zjo43Ea0msmp8SyyKOJSFnqmTc4lRTayxRdgYKaAaVmEPQotQRdlI8tA+ceAbUUQVzav+By92UOIVo2su51ZVzcXp/McGkzVFzJ8LokDPVE6XhaA1Gh0w+TkeJbNTX6aPdsQECi3vUAkPMO2liibPN2O4HcDJrTj9ar0LZ43EJTb1nhE6wPTtChUa5S0GqosEfYoNAVdBN0Kfpe8xLmpp348t2IHcMmSQKJQIeRWGxbkgyAw499OwreZ7uxL9KefIVCd4d7Jv8cI9vOkbDKjnaPLdS+i0PjbwLu6wuiGaYeLDSSRJYHd7aH645Joz7nOTecZmi3SGnKjSCIlzWA0VaJaM/nJhQRv2N68rt+vV7f8Rv0qHXOhSbOCxqmJbP15OTg4OKwXnCuSw7ohX6lxemK+/UCgT6pQCXQTW4IQ47BEYnPJvrkxqBbWdizLRJVFtrUGKFZry65kcykSm5v8iIJASVt8SvD8azNfqVGt2e0pezpCuBWRbFnn3HQeQRBpmUvUm9ROXtMCIggCr93WhCjASKrEQGLlfwdJFKjWDOS5mxJVFvGpClO5KqIocng4xZGR9IZYVXdweKVwOVlgIlumJbjwMy1f0bmcLOJpcItvslAlWagiAFtbApjUuFB+sp7U2uNeWZgHgGKU6MwdAeCo91V8+cUxnjwzTbas41ZEXr05zgcO9rC7I7RqC3i6YXJ0JM0Xnhvm2UuzvDjXYtikbmVP9D6i0WkS+lkuV37mtOBdhxntHCOVQwD0uh8gpvSv8YjWHsO0SBU1ZgoVZFFgW2uAe3si3N0dpiviJeRRlvV6FkWBoEdBlUWaAi72doRp9rvstuFCpaGfyZYgMxw+yNPdH2E8uBfBgvuyl+grXkaopZnVV8/i5d6eCPu7wwD85HzimtCL1pAbnypTMy0uzc15gh67KlcQ4NxUnhNjq9OO3EjmW34HE0WKcy2/rUE3o6kSg8nGhbY5ODg4NAJH+HNYN2TKGqmS/UEpCVXiagSf13tN6qFDA3EHITC3sj97cW3HsgK6o14iPpV0afmmyjG/i56Yl1y5tmgfPFUWCcy15aXm2n3nq/7ADvswTItmZTuCIFEyUuSNqWuOE/Gq3NsTJeCWccsrT0+0hT8T+SoRwe+WMUyLiUwJvypzZCTNC0OpumDp4OCwehSrNU6P5/C75AXvS8O0uJwsUtaM+rWkEeiGyfkp+2a7K+rFq0pcLj9FyUghC262en+uIUmt3dnDSGaNnKuFaqgfy7KvgQf7onzw/l7u6goveL6N5GrB75lLs5R1u026PXyl8rtJ3cpmz8OALXBdrvzUEf+uIq0Pc6n8MwDaXftoc+1d4xGtLYZpMVusMluo4nfL7O0Ic6AvSl/cT9CjNLQCTRQEmgIu9nSGubsrTNznYraokSlpDX2N6pKXM01v5Wjru6hJfvbqEs3F82jZ74C1Oot/giDwQH+MPR12pd8Pzk4zmioteHxbawCwA43m525dUW/d/uTpS8kF+6xXgm6ZYrXGYLKIaVkokohPlTk5lq2LgQ4ODg7rAUf4c1g3zOSqZOeqzlpcQ5SCmwh6VMffb7Wp+/xtXOHPq8psa/GTKetYK3DN6Y7abcOzSwgLifvs6p3kVUluezpCeFWJkmYwk6+giG6aFPv3PKmdvO5x7umJ8N77uumaM75eCZIoUNXNesXfPDGfSq6sM5YpE/O6ODmW5ZmLswvCSRwcHBrPhek8yUL1GiuB1WrxvTCdRzNMvIpEb8zHtH6WpH4RENjq/TlUceXBFjOpLP90ETRLZDDyKkRR5E27Wvjg/T0c6I02rnXxOpyayPLF5xcKfq/f3sz7DvawvTW4YNsmdStbvG+wx6yd51Llp1irJHhsJPK1ac6Xvw9YxJUtdLsOrvWQ1gzTssiUNBKFCgG3wt6uMPu7w7TPpdCuJqIgEPO72NsZZk9HCEUSmc5V0GqNfY0mfVt4tuvXCLvvRkTAqJxj08Rf49YzDT3PPIIg8NCWOFua/YS9at0TeZ6QR6E9ZLf/X5jK1xdc93WG2N4awLLge6enGuZ9vFoIgu33PJG1Q14AmgIuEoUqF6byt9jbwcHB4fbhePw5rBsuJwukizog0SlPUg4+zI6Qe9WqBRzmiG+FwZ9u2ICPeXpjfk5P5MhXjGVf2BRJZFOzn0K1Rq6sE1yE6BzzqwzOFkkVNQzTQhIFFEnkTTtbCHtV/C57NK3qLma0s6T0Iapm4Zq0REkUkLhy429Z1rKFAJcs4VJE1Je9dwRBoMnvYjpXQZVF+uM+Ls7kKWo1DvZFaV6GR6KDg8PNyZQ0zk3mifpUxKve06vV4msniNotvjvagpTMGYYqzwDQ7b6P0FzS+HKZyVc4dDnFcKoEdNDv3UvYay9sLMUjdSXkKzVKc1WSB3qibGsN3LT1Mq5sBi9cLP2QhHYeLItNntciCHfm/KJkpDlb+g6WZRCWu+Z+F+vXT201KVZr5Cs6Ia/KlpYALQHXmsw7JVGgPewh7FUYTBYZz5Rxy9Ki5iGLRZe8XGh5N650hVLpEMO1C7xm7G84F38Tk/7ddjJYAxEEgTfuaKFmmNf4mgL0N/lIFqqUdIPBZJHNzXbwzuu2NpEuakznq3zv1BTvvrdzXb8+VVlEkUQGE0XCHhWPKhH3qZyZytEeWlliuoODg0OjuDNnPA7rjmK1xoXpPPmSPcHZJM+i+btpCjj+fqtObDMIIhQTUEqt9WiWTcirsLnJT6q0+Gq96x7Ho9Df5KOsG4tacfe7ZFyyWK8YmKcz4q2LfgA+KTZnmG4xrZ254fFMy+LEWIavHxtftmehJAo0B9zXDe8QRZG438VYqsRYukxP1MtMvsIPz85wfirvJP46ODSYM5M5chWd8FU38KvV4lvWjLqfVk/Mh9ulcb78JJZlElV6aVf3LfvYqaLGd09N8o8vjjGcKiFi8ibfZVrbexouGFxNzTA5PpZZkAB6d1eYh7c18f6DPexsDy7Kby2ubJ6r/BNI6BcYKP/kjqz8q5oFzpa+jWFp+KXmhrV9bzRqhslMvoJumGxuDrC/K0xH2LPmi81eVWZHW5Bdc4EYiXylsZ/LgoA39PNM+7ZzToGiWWT3zLfYM/MvyEalceeZQxKFBaLfwEyBfMWu4lMksd7yO5oukZrrnJAlkTfvaSPuV3nNlvi6Fv3mCXsUchWdodkClmUR9qoUqzXOTa5/r0IHB4c7A0f4c1gXZMo6LwymMC0JMGlWvfi99sqnwyqjuCHcbX+/gdt9Afqa/A3xyGsPeeiMeEgVq7f02hEEgdhcu+9s8foeg9M527S7Vd1t/1s7i2ldv722qttpeBOZCsfHMst/EjdBkUQiXpXBZIGh2SLdES+CAD+7MMPTA4l131rj4LBRmM5VGJgu0BxwLbh5XY0WX8O0ODWRpWZaBN0KXVGV86Un0M0SHinCZs/DyzqXaVp8/+w0X3phhEsJ24f37kiF/9X2BL/ceplKdPstjrA8aobJibEMX3x+mKcuJnn+8mz9euxWJHa1Lz0wJK5sZuuc+JfULzJQ/vEdJf7pZoWzxW+jmUU8Ypjt3jcjCXfWPMuyLHJlndmiRrPfxd3dETY3+69bkbZWiIJAR9jDvq4wIa9aFygbhU+KEVA3k/Bt4YehdixBoLVwlvvH/5ZQZbxh53k556fyfO/0FP96fIKyZvsLx/0u2ucSv89O5uoLrn6XzHvu7ao/tt4RBIGIV2U8XSExZxfTGnRzObH+fQodHBzuDBzhz2FdkClpzOTt1fygOoHl3kLEqxD2OCXyt4W6z9/GbveN+1W6oyufJIqiQH/cT8irklpEYEjMb79Ok4VrhcKfnJ/hn14a49REjqjciyr6qFkVkvrAdY/lUaW6ufWhwRS5yuqIcC7FbiG6lCgwmCwS86m0hTycnczz5OkpLkznndRfB4cVYJoWZyZyaIZBwH1FXClUbCP4Rrf4DswUKFRrKJLIzrYAg5WfUTASyIKL7d5HkYTlfZ6KooBWM7GA/riP993bxv8v/EPalQKDkQftivEGYpgWJ8ezfPHQMD+7mKSoGfhdMltbAg05fkzZxFbvG7HFv4E7RvzTzQpnSt+ibGZQRS87fG9BEe8sewfdMO02eAF2tQfZ2R5CkQTSJY3pXIXxdJmh2SKDSftzceHXhT8bmi0yli4xk6+QLeuL9uSbTUzzhf/1F8wmpm+5bcijsLcjREfES6qoUdEbF8bV4bobEDitWjzd9i7KSgiPnuXAxBfpzTwHqxCC0x5243fJpEs63zoxUf+dbW7y41UlNMPk/HS+Po+6eqEiVdQYWedhHy5FQhDhcqJIVTfwqjLzDi7OfMrBwWGtcYQ/h3XByGyRXMUWWHb6n6Ma2kRz0L2q5uAOVxHfZn9Nnl+Vyd7tQhAE+pvsm8PKCo2xParE5iY/giVQ0m4efhHx2t5d1ZpJ/mVBGfPt6i8Np6mZttcfwJR2+obVhDvaArSH3NRMi5+cT6xaCqVHkQm6FQbmxD+XLNIX96EbJj85n+CHZ6cZTBadCauDwzIYS5cZTBZpDV5ZjDBNi8vJQt2frlFMZstMZO3Fs51tQVLWqbnFBYGt3jfhFoM3P8BVVHSDZwaSFCpXrmUPborxS/d08pY9bdxtnEA1SpSVEJP+XQ17DmCLl198fpifXkhQrNqC32u3NvGB+3vY3RFqWHVkTOm/o8Q/3SxzpvRNSsYssuBmh/etuMTGCKkbhVxZYzJbxq2IxPwqmmExmSuTrehYQNir0Bv3sq8rzP39cV61Oc5rtzXz8PZmXr+jhdfvaOHh7c28dlszD26Osb87Qn+TH79LRjdMpvMVLs9V0Sfy1RuKdKnENF/8358itQjhD+zq1h1tAfriPnJlvWFJsQGplYDUgmWZnBeSPN/xK0z5dyBYFltmf8Jd0//c8NbfgFvh7fvacSsi0/kq3z01WfdG3tkWRBQEkoUqE5mF553JV/inl0b53umpBZYq65GIVyVT0usiZcucd/J6Fy0dHBxe+TjhHg5rTkU3OD9doKzZE/ouKY0Z6Kl/WDrcBiK9ILmgmofcOIQ613pEy6Z5TmhL5qt0uVZWMdoUcNEd8zIwU0CVxBt6/0iiQMynkihUSearBK+q7tneGuSl4TS5So2T41n2dG5ntPoSRSNJ3pgmKLdeczxBEHh4ezNfPjzKSKrEuak8O9oWf+O+FDxzK9IXEwUMy6I/7qM54CbsMZnIVhhNl2kPe9jeGqAr6l31hEMHh1cCumFyejKLgH3jPs9ktsJkg1t88xWdC9MFAPpiPiRXgpHiIfvf7gcXHeZhmLa/6IvDaao1E80weXhbM2DfzALIRsWuBgIuRV6D1WBvuJppUqjW8KkS9/REltXOu1jmxb8LpR/UK7A3e16/IfzEloJuljlT/i4lI4UieNjpewyvFFnrYd0WaoZJoVJjKl9BFgU2NfnY1hqsh2j4XDJeVcarrqz6tqIb5Cs1smWdVFFjIlNmdq5Cz6tKRLzqguvAUpFFkc3NflRJYGCmiGlZC6qIl4MgCLS77uJ86QmmtTN0uO7mZPPbSXl62Z58kqbiAAe1v+N4yzsouFpWdK6rifhUHtvbzjeOjTOaLvP9s9M8srOFgFuhP+5jIFFgIFEg5FXqPskxn4uYz8VUrsJ3T03xrns61+1cRBQEQh6F0XSZmN9FxC2iA2cn8/Q0BVf0OnBwcHBYCY7w57Dm5Mo6J8ds81u3lMYlRfF7XfUbDYfbgCRDfAtMn4LEuQ0t/M0HWlhY6Ia54slhT8xLvqIzk6/QHHDf8KawKeAiUagyk6/SF/fVt5NEgQO9UX54boYjI2l2t/fSpGxmRjvPlHbyusIf2DfaB3ujPHt5lqcHknRHvfhcq3PJ9igyAgKXEwVqhsXmFj+qLNIV8dqVDLkK4+kSLUE3W1sDdIQ9K77p2GjUDFsI0eYEEd2w0GsmNdP+vmbYr7f5bXTDpGZaGIaFYVkYpoWFhXlVUZEogoBgJzoLArIkoEgCqiziliWUuaRARRJxySKqbH91yRIuWbxueIvD+mB4tshYukznVf5UhUqNy8kC7ga2+FZ1g5PjWUzLIupTaYtYnCj+AIAmdRst6q0r8izL4uJMgecvz5Kbq/KL+lT6475rtu3JvoBiVCmqsRVX+9UMk7NTedSrDP63NgcwTdja4r8tIQsxpZ9t3jdxvvQkSX0AjxSh07V/1c97u6hYFU6VvkXJzN4xol/NsMXjqm5gWLYIv68zzKs2x9nSYlfoNVrcdSsSbkWqV/gbpkWqqDGTrzCcLJEo2BWAQbeCYS6vslQUBHpiPiRJ5MJUnlxZX3Hib0TuwSNFKBtpprTTdLr2Mx68i7yrhb3TX8erZzg4/gVON7+VKf/OFZ3ralqCbt68u41vnZhgYKaAT5V49ea47a1c0kgVNc5M5LinJ2J/PooCj+5u5R9fHGW2qPHj8zP83I6WdSvSe1SJomZf7/e229e2mXyFgZk8uzvCazs4BweHOxZH+HNYczJlnfNTOQAMy0VN7ifudznBHrebpu228DdzFja/ca1Hs2Jagh4S+eqKjaEVyV5pL1Tt1fzwDQTpmM9u9y3rRt2Tap5tLQFeGkmTKekcHU2zu3s3M9p5ZvVBNLOIKl57gw1wV1eYgUSBRL7KWLpcvzleDdyKhCi4GJ4tohkmW1v8eBQZRRLpnBMAZwsaPz2fmAsO8NAV9dIUcNk+NhsUw7So1gwqukm1ZlDVTao1+/uSZlCo1ihVa1RrJjXDombOf7UAC9vAZ/4rSIKAKNo3aaIgIAj29wAv1+ksw+6st7CwLDvR2bTsdlDDsq5q8RawsNuh1DkhUJFFAi6ZsEfB71bwuSS8qozfJeNWxHV7Q3QnUNENTo3ncM8Jt2D/TQeTRUqaUa9KXimGaXFiPEu1ZuJVJba3+rlY/hY1q4JXitLnftUtXwcTmTJPDySZydtm9D5V4mB/jO2tgfrrdh7FKNKTfQGAgchDy/b2qxkmpydyHBlJ16+Vm5v9SKKAKArsbF+d6uYbEVV66fe8msvlpxitHMYjhokp/bd1DKtBxczzVOUpSqKMKvrZ6X0MjxRe62GtCpZlUawaFDUdURQIuhWCHgVVFrmvJ8L+3uhtrbSSRIGmgIumgIsdrUGSxSrj6TKXE0WmcvZ7raovXQAUBIGuiBdREDg/lSdb1gmtQPwTBIEO9S4Gyj9msnqSdnUvoiCTc7VxqOOX2T3zr8RLl9kz/S/4tRkGIq9tWIJ3d9TLG3e08OSZ6fq1RhAEdrQGOTyUoqjVuJQo1L09/S6ZR3a18o1j41yYLtAadLO3M9yQsawGEa9KIl9lMlMmDoTcCqcn8nTHfAu6QhwcHBxuFxv3bs3hFcNUtkyyaE+E/MoMhmcPzUG3Uw5/u2neYX9NDYJesdN+NzCbm32MD6SomSayuLLKkYBbYXOzn1PjWSq6cd3XpiyJRH0qyUKVRL66QPgTRYH7+2J87/QUx0Yz7OnoISC3kq9NMaWdptt933XPK4oCb9zRgm6Yt6X1XZVF4n4Xk9kyFd1ga0ugXnmrSCKtITemZZGv1Dg/lefMZI6gR6E16K63ToU96rrx5ny5qFfRTSq6UW/LKlRqlPUaWs1CM0xqholpXRHzJEGcq8Kzv7oVEUWSkUQBWRRuu7g2Lzrqc1WF09UKI6kSpmUhYL8GPYqEV7UrTyI+lYBbIeRR8KmSIwbeJi7NFJjOVeiNXRH0J3MVJrLlhrX4mnMJvvNhHns7wkzWDpE3ppEEha2eNy0qrXUwWWQmX0WRBPZ3R7irK3zDasTNqaeQTJ2cq4UZ37Ylj1mrmZyayHJsNENpLtHT75LZ3x1e8rEaTYu6k7KRYVI7yUD5x7jFID4pvtbDWjZlI82Z4jdxW0XcYhc7fI8tyedxo6AbJvlyDd008KkK/U1+wl6VQqVGwC1zT0+ETU3+Na2OFkWB5oCb5oCbne1B1EwMgExFYyhZJOZXl1xB3xH2IADnGlD5F1M2MVo9TNUsMKOfr/sQ65KHo62/xJbUT+nNPE9f+jn8WoKTzW/DEBuzeDE/x2i6ajFElUW2twU4MZZlPGNfM+N++/GOsIdXbYrz9ECSpweSNAVctIXWZ+qvJAr4XBIj6RJxASI+hcFUlfNTeQ70Rtd6eA4ODncgjvDnsKbUDJOR2TK2A4ZMh3sAOfggbaGNLTptSHxx8MahlITZi9C6Z61HtCI6wh6a/G5mC1pDRLPWoJtcucZgskBTwH1d36kmv4tkocpMvkLfy9rkNjX5aA64KGp25WCbd09d+Otw3X3Dm/So7/a2vMuSSEvATbJY5cRYhk3NfjpCnrpYMe9fE/IomKZFrqIzmChyYTqPIon4XLI9Ufep9Uo0z1wblEteeSWaaVro5pVW2/nW2vkqvYpmUNDmRT0D/SpRz5hPCpx7nvPVc25FJOi2qxvXc/usLIrIIjdcFNENk/JclWIiX8WwLERBwKtKBNwKbSE3UZ9KxKsS8ijr+rluVPIVndMTOYJupX6NKFRrXE40rsXXsizOTOZIFTVEQWBPR4iSMMxk9SQAmz0P45FC1923pNXQama9cvmengimZXFPT+SmlbuB6hQd+aMAnI+9cclVPwMzBX5yYYbKXJXTvCizozW4ah5+S6XHfT9lM02mNsa50vfY43sHquhd62EtmaKR5Ezx29SsEk1CgDbvYyivMNGvohvkKhqiIBL1KbSFAsR8LkzLYixTpivs4UB/lObA+ppLumSJjogtVD3YH8fXFuTybIFEoUqT37UkAXC+m+HcZJ58RV+2/YYoSLSp+xiqPMNE9Tgtyg6E+WpeQeRi7GHyahO7Et+hqTjAgYm/56W2f4MuXb9TYalcLfrVDJNMWSfud9EV8TKaLnF2MsfBvlh9QXFfZ4jpXIWLMwVOjGXXrfAH9qJxMqeBalf3x/0uzk/l6Iv76mKmg4ODw+3CEf4c1pRsWWcsXaKk2y/FFleKiN/ttPmuFc07YOgpSJzf8MKfS5HY1hrgqYsJmuYEkJUgCAJ9cR/5qk6qWKXpOjcUMb+KAJQ0g2K1tsCTTxAEHt3VileVkCURy+rFLQapmDlmtLO0ufbecgyzxSqXE8VVXy0WBIEmv9sWMcazZEs6/U0+PMrCjwxRFAh71bqIoNVMilqNiXSZwYQdNiAKtmedIttCm1uW8KgiqizZP5dERMH2upvHnPPEMywLrWaLdpXanL9ezaBmgjHvrWeaGKa1YH9lrkpvI4l6jUCRRBSPSJAr10/DtChrBrmyznSujGmBR7GFwI6Ihya/a1kVJw7X5+J0gXRJqwv/pmkxmChS1AxaGtDia1kWZ6fyJApVREFgb0cIVS1yvvgTANpd+4gqfdfspxsmx0YzHBlJ0+R38Yt3dyAIAm5F4jVbmm51UnYkn0CwYNK/k4yne8njDrhlKrpJyKNwT0+EbS2BdSP4zSMIIlu8b+Rk4etUzCznS0+wy/cYorBxpsrZ2gTnS09gWBp+Mc6r1a2MiT5eKXnFZa1GrqKjyhIdES9tQQ8Rr4IgCGRKGqmSxs62APf2Rte9BUU84GL/ljjb2gJcnM7bth6FKi0B96L9fNvDHsy5a4JQrS3oNFgKzeo2xqovUTXzJPVLNKlbFjw+FdhNSYly99Q/E6jOcGDiH3ip7d9SlRtnP1KtGXz7xCTJosY77+6gP+4jXdIoVGucn86zuz2IINiV9g9va6bJ7+KurnDDzr9aRLwq1GA6V6U96me2WOXMRJbXbGlyqvAdHBxuK+v7U9HhFU+mrDMwJxB45SSi0krM77qhj5rDKtO03Rb+Zs6s9UgaQm/cy6lxlXRRI9aA1VVVFtnSHOD4aOa63jqKJBLxqaSKGolC9ZrJ+9XtOIIg0ubax2D5KSa0k7SouxBvkpBZ1gz+6cUxaqZF3O+6pqJwNQi4FVyyxGiqRLas0xf30Rq8ccCJKouoskrkqiIZw7SuBGLU7Iq0RMGq+9jNt6nazPvl2d+Lc/54omh/b7fYisiigEuWUUQBSRJW3Mr9SkYSBfxuGb/bfi1alkVFt83vj4+mMS0Bv0siNldh0RRw2X6V60yU2QikihrnpnJ1v0+4qsXXu/IWX8uyuDBttxELwK72IEGvwMnikxiWTkBupdu10DbAtCzOTeU5dHmW4lx7bc20qNbMRdtptBdOEqpMYIgKF2Ovv+X2Zc3g+FgGC3ig325rbAm6edu+djrDnnX92pIFF9u9b+Zk8WsUjBkulX+6YZJ+Z7RzXC4/hYVJQG5lp+dNuLThtR5WQyjrNbIlHbcq0Rf30xpy133SLMtiKluhZpnc3x9jZ1vwtgTDNIq430Xc72Jzc4DzUzkGEgWSxSptQc+ibDM6wh5qhsWFmTySIOBRl26TIwkKba49jFYOM6EdI65svuY1n3O3c7jj/dwz8f/wabMcmPgiL7a9l4oSXvL5rj8GAQt7AfGbJyZ51/5OdrQFeXEoRbJQZSpXqVf3qbLI/p6NEVKjSCLUYGS2RDTgoTXo5nKyyObmwIo9qB0cHByWgiP8OawpdnKXnegbUKepKVtpCbrxLWPi4tAA4ltAkKA0C4UE+G9RCbLO8aoyW1v8HBpMNcxbK+Sx/f5Oj2epyOI1N8/Nfpct/OWrCzy+rsa0LM5P5WkK9CILh9HMArP65WtW2a/Go0rs7QxxZCTDj8/P0BrqxnMbfDBVWaQl6CZb1jk1niVZ0OiOegh5FifOS6J9I+LhlfOeNi27fbiq2+m98//XTKvegqwbdiWiiX1jenWIB5aJ38jg11MEaikCRgqvWUSQFARZRXdF0TzN6N4WTE8MWVVRJbEhAqcwd2PoUSWasFvjitUaU9kKw7NFXLJE1KfSE/PSGnQT87vWXWXWesSyLM5N5chXamxq8gMLW3wb4Xs5NFtiIlsGYEdbkJhPZaD8Y8pGGkXwsNXzxnqLnmVZjKRKPHtpltmiBthVdw/0x9jS7F/0tdCtZ9iW/D4AlyKvvmmFT0mrcXQkw6mJLLphh9Hs7QjVF0C6oxujbdYjhdjmfRNnit/eEEm/lmUxWj3MeNVuxY4p/Wz2PIzMxn/fajWTTElDkUV64z46Il4CVy2oGabFWKaE36Xwqr74bVkQWynzoU1XwptsmgIu4v44/U1+Tk9kGZot4Z1LCr5Zx4IgCHTHvNRMi0uJAqJotxQvlVZ1FxPVY5SMFOna0HUrh0tKlMPt7+feyf+HR8/Otf3+W0pqbMnnezmyJPLWPW189cgY6ZLON09M8I79HfTFfVxOFrk4UyDiVa+ZcxmmxTOXkrSHPGxu9q94HKtFvqozPFtia4sfw7Q4M5GlJXh92xgHBweH1cAR/hzWDNO0GJ0tMZOrAAKiqKF4t9umxRtgdf0VieyCaL/t8Zc4u+GFP4C+Jj9nJ/M3TeRdKq0hN7mKzlCyeI3fXzzgQpjOU6jWKGvGdVffnxlIcnwsS1/cx76t86vsx6+7yn419/VGGUwWSZd0fnohwSM7W27Le0UQ7JZe3TCZyJZIFqq0hdzX3IS9krAsi+qcuFetGVRrZj0UpKIbc2KfhWEYiJgopgaYSAJIgp3gK2IgYeA2SoRqCYLaDEE9QUBPIlnGXG2jNf+f/b9lcXUTuSXIZF2t5N0dFL0dGKEeRG8EjyrPeSeKSCsQBEVBIOBW6q2+Fd0gW9Z5/tIsylzYS1/cV/cHdK7N12cmX2VgukDLnAXAfItvo1J8JzNlhmaLAGxtDtASdDOlnSGpXwQEtnjfuCAdfGi2xLdPTgLgkkXu7YmwtzO8tJtMy2R34lvIpkbG3cFw6PohRIVqjaMjaU5P5ObSrm2/03t7I3g36CJeSO6gz/NqBueSft1ikLiyea2HdQ2mVWOg/GNm9csAdLjupst1wH6fWsYaj275mKZJqqRjYdEW9lx3sUmrmYymS3SEPRzsjy3wiluvDA8P8+u//usAfOQjH+GrX/0q3d1XWucFQaA97KE54GIwWeTEWJbBZJHW4M3bf0VBoD/uQzdNhpNFYn7Xkv1EZcFFq7qb8epRxqpHiMi9173eV5Qwh9s/wD2TX5qr/PsHXmx/L0V15WE4bkXisb3t/PORMWaLGt85OcVje9tIFjRyFZ1zU3n2dYYWjOvURJYTY1nOTuaI+dV6INl6I+hRGE+XiftVWgNuhmdLjKZK9G4AsdrBweGVwSvzjs1hQ5Cv1BjPljDmFj1jnmFagkEitznMwOFlNG+fE/7OQ99Daz2aFRPyKGxq9nF0JNMw4c+eZPspVmvMFqo0BVz1iagiiYS9KumSxky+Qs91qv52t4fqE/q9nZsQpaOUjFmyxjhhufOG55UlkTfuaOGrR8YYmCnQF/exraVxHju3QpFEWgIeynqNoWSRqVyF1qCb1pCbkFvZkKKQhYVesyjrdhhIRTcpVGrkq3o9GMQwbVnObZSJWQnaagkitQSR2gy+WgbBWqKDlgimoFJQY5SUKEUlRkUOIloGslXFq6fwa0l8WhLJrOLSJ2jSJzCzL2BMWFREPym1lZS7k4K3AyvYic/nw6fKeOfCVIRlVvu454JYAKq6Qbqs88xAEq8q0Rpy0xf30x52r3v/rNuJaVqcmcihGQZ+t9261cgU39lClfPTeQB6ol46Ih4KRoKhyjMAdLvvIyS3Y5pWvY22J+qlye+iI+Lh3p7Iott6r6Yv8zyR8iiGqHCq+W0gXCskXE4UeOLM9Nx7BFoCLg70RumJeTfk9eBqWtWdVK5K+nUJAQJyy1oPq45mljhfeoKCMYOASL/nIZrVpactryssi3y1RqlaIxZw0RvzEbvOe6hYrTGVq7ClOcB9/dFle9vdLmq1Gp/5zGf4j//xPxKJRPjwhz/Mk08+yc6dO/mTP/kTfuu3fgtZvvIcZElkS0uA1pCbk+NZzk/Zi5etIfcNq/9EUWBzkx+9ZjKRKd8whOxmtKl7mNROUjSSZGojRJSe625XlQMcbn8f90x+mUB1hnsmv8QL7R9oSNtv0KPw2N52vnZ0jPFMmR+em+HVm2O8OJwhUagwkXXRcVWL7J72EJdmCkxkK3zv1BS/dE/numz19igSea3G4GyRfXOLMGcmc3REPA0JfXJwcHC4Fev7k9LhFU2mrDEwU8RCQBGLuBQXzUGXE+yx1jTtgLPfhOQFMGogbfzLxKYmP+enV5Z893Lm/f5KWuaaasKmgIt0yfb5u57wF/Gp7GgLcmYyx+HBPHdt38a0fpqJ6vGbCn9ge2Xd2xPlhaEUP7uQoCPkqfu33S48iownJFPWagzPFpnIVIj4FFqDbiI+Ffcy2oxWG2uuPbei2yEhFd2gqNXIzVXwabUrAp8sinhEnQ59nCZ9gpA+Q0CbxlUr3vwcAtg+hQIWApYgYgoyuuiioDaRV1souJopqE2U5PB1hZSXDRqvniJUnbD/r4wT0GbwWBUixiBmYRAjZ2FMQlaKkFLbmPG0U/Z2oEY68Xvd+OfEwOUIgS5FonVOMCppNcbTZQaTRUIelf4mH91z4tJ69my7HYxnynNVOfbNaKHSuBTffEXn1EQOC/u93xf3oZsVLpSexLJMIkoPcXEPz12a5XKywHvu7UKeC7L5pXs6l/23iZaH2JT+GQDn4m+ifNUNvWFadUGhNWRXOLaF3BzojdIVeWVV7Pe476di5Ujrw3bSr/8Xca+DhNyCkeB86Uk0s4AkqGzzPkJIbl/rYa0I3TBJFat4VJkd7UHaw57r2htkShrpksZdXWHu6g4vq631dnL48GH+3b/7dxw/fpyPfexjfPKTnyQYDJLL5fijP/ojPv7xj/PFL36R//N//g8HDhxYsG/ArfBAf4z2kIejIxkGk0XaQ54b+vgpksjWlgCaYZIsVGgO3NiT97r7i565lt/jjFWPEJa7b7i/Lvl4qe3fcmDi7/Fps9wz+SUOt38ATV55u21TwMWbd7fxrRMTjKRK6EYU3TAZmCmCCVGvWv8diKLAm3a18pXDo8wWNX56McEbtq8fgf5qIl6VRL7KRKZMe9jDaLrM8Kzt9+fg4OCw2mz8O3qHDUu6qDGVygEQck2gy5tp9l8xbHZYI4Lt4ApANQ+pS9C0wSsIgJjfRV/Mx7nJfEPTS4MehS3NAU6NZxe09Tb5XVyYzpOv2FVk1/PiO9Ab4fx0nons/5+9/46OKz3Te9HfzpVzoVDIBAnmTDY7qJPUQWpJrTAKM5JGE+2xZzwz9pl7wvX1spd91ngdn7Xsu+w5mrHnyp7xaJTDtFpqtaRudVCrE9mBbOYIIgMFVM5VO90/CkSTTYIEyQJBsvdvrV5AA1X7+zZYVfvbz/e+z1NnS3UdKEcoGBNUzAxe6fJ+Obv7w4xmKqRKDQ5M5Ll3zfW32FwLblXGrco0DYtsuclssY5blYl4VaLeVlKsV5VuqBBg2TZ1w6Sht8S9um5SbpiUL1HBJwqt9F9NFvF6FCRRJFifYDD3CtHaWYT3eDDZAtTkCEUtQUlNUNI6qChRdMmNKajQ7vMUBKpqlKoaZdrfStkWLZ1AY4ZgY3JeDJzCZZRwUSCh5zEbRzGzNs0JiZySoOjqIe3rRYwM4PJF8Lmki9KZl4JHlfGoMpZlk6/p862dBZLzvko9YfdNfwO+HOimxeGpAgKtaknTshlOl9vS4qubFkemili2Tdijsj7hB2xO156jYZVRhQCN7B18fWSMmt5q6zwzV2FdZ+sm8lpFP5eeZ2vqCQTbZtq/mSlf67WXKtZ5azSHblp8cns30HpdfHFPHwGXfFsJfucQBJEh90Mctp6kamY4Xvkpm32fQhZWrq10rnmSM/WXsG0Tlxhgvecx3FJoxeZzvdi2TaGmo5sWXSEPgzHvom2tqWId3WqFeGzqCt7Umw7FYpF/9a/+FX/5l3/J9u3b2bt37wXCXiAQ4C/+4i/48pe/zD/5J/+EO++8kz/+4z/mz//8zwkE3hWXBUFgIOYl5tc4MJbj+EwJryov2trsUiTWJwIcMgtkKk1iVxlsllS3Mt08TNmcpWBOEJJ7F32sLnnmxb+/x6Pn2TX9Ld7s+k106fpDK/oiHh7d2Elkfi2RqzQxLZuzmQoBj8KegcjCZ45Pk/nwpgRPHpji2HSJZNDNxuTKC/TvRRIFvJrEaKZK1KvhVkSOTBXpCXuuqSrbwcHB4WpwhD+HFcG2baYKdc6kCoCEJueQlW30Rz039ULufYEgQMcmGH8dUkduC+EPYCjh58xchWrTaGubYiKgUa57OD1XQZEEZElElUWCboVCTSddatB7CVN7v0thS3eQA+N53jpbY8fGQbLGMFONAwx5HrrsmKIo8PDGBMNzFXb0hdp2LteKKotEfRq2bVPTTabzdSayVTSl1XYa9qr4NLnVRiqLKLKIIgnX3I5q2Ta62arca5gWTd2ibrT89yoNg6ZhoVsWlmUDAoooIssCiizg1ZRLeuLJZp21c8/RXTy48LOaEiTr7qeoJVvVemocU1xZKwJLVMi7e8m7370ZU40ygcY0wcbUgijoMxv47BnMyjRmqdUiXJECFN29TAfWYMU34PEF8blklKvwCBRFgYhXJeJVqTVNpvI1RjNVYj6VtQkf/VFvW8X1m53RTIWJXI2e+daz6UKN6UL9ult87fk03ppu4pIlNnUFEEWBkfpr5I0JiqUYc5M7yFdzAIQ8Ch9YHWMgen0BGpLVYHvqByhmnaLWyZHoRxjP1XhrLMdErrbwuHy1uVDl/N5089sNSVDYMJ/0W7PynKg+wwbPRy+bwr4cWLbJSP01Us0jAITkPoY8H1pREfJ60U2LTKWBX1NY1+lfNDXesm2m8jU0WeK+ofhCgM7NyhNPPMEf//EfUygU+E//6T/xJ3/yJxe08p7PHXfcwb59+/iLv/gL/vW//tf84Ac/4C//8i/51Kc+dcHjfJrMPatjdARcvD2aYyRTpifkuWRbq88lsy7h5+BEnmJNJ3AV71FV9NCpbGS6eYiJ+lsEvT2X/SxryH7eSn6RO6a+hq+ZZsfMd3gr+QVM8fpfl+eHdXxsa5LvvTlBqWFweLJIwu+6wB+vJ+zhzlURXj+b5Zcn5+jwa1ctet4IfJrMbKnBSKbC2k4fE9mWf+v6zptPqHRwcLi9cIQ/hxWh2jRJFWukG/MJhHKDLm8nsVvAnPl9QefmeeHvMGz6dPsrmVaADr9Gf9TDmbky/ZH2ffSd240vNwxSpQYd835/HX6NQk0nVapfUvgD2NUf5uhUkXS5SaO4ETzDpPUz9Fp7cImXb/0Ie1R29d9cfpiCICxUhmHbNE2bum4ylqlg2TbCfIWdLLaEP01uiaSKJCKJAqIgIAgsyIE2YNlgWtZCmIZuWDRNC8O0MSwbw7Ja6YgCKKKEKom4FYmALCNeqZV2nlBtnG2pJ1DNVivvZGArI8G72pJUeCNoyj7S8hBp73wqtG3j0TOE5tuDQ/VJvPocbrtCqHYMs3IUc+pH5LQust4hGtH1KKFuAm71qtqC3apEr+rBsCyylSavnM5weLLImg4ffeHb/7O8rpscnizillstvaW6zvBcBXcbWnwncjXS5QaiILCpO4Aiicw2jzNZO8Lw8DYKxRhgockid66KsKkreN3pkJLVZOf0d/A3ZqmLHr4nf5y9+2dIlRpAK7BmbcLPzr5w2/xSbxVU0ct6z2McrjxJ0ZjibP1lBl3337Aqx6ZV4WTtF5SMGQB6tF30aLtu3SpL26ZYN6jpBj1hD6tiLY/SS2FaNuPZKmGvyt2ro3SFrr+abLk5cOAAu3bt4itf+coF4R2LIcsyf/Znf8ZnPvMZ/uRP/oQDBw5cJPxBa+NlbcJPxKvy5kiW0XSVRNB1SY/DiFdlbcLPkakCtaa4aHvwpejStjGjH6FkpiiaUwTl7ss+vqaEFtp+g/Vpts98n/2dv44ltm+t5VFlHt/WxffeGqemm/zqdJqYT8V33kbTrv4w04U604U6lYZxUwp/giAQ9qhMF2rE/RpeTebIZJH+iPeq/o0cHBwcrhZH+HNYEXLVJofGCrRu8W00d46eUPii1DaHFSK2FkQZqhkozUAgudIzum4EQWBNh48zc2UauonWxraKc0bcNaMlgER9Gh1+F6dny5TqxqJVhm5FYkdfiNFMlYQ3SkbqoWBMMNXYz6B76cEqhmlxYCLPjt7wdd/8tw1BQJUFVFkEWgtz226JdbrZEu9quoll2Vi2jW23gjbmnzz/xQZbQBRa/36i0PpeFkUUWcAjSkiicF03v4nyUTbPPoVom1TUKEdjj11QTXdLIghU1RhVNcaUfyvQquQKNqaJ1EaIVc/gb8zitmboyE9j5l6kgYuyq5OKN4kY6kEK9SAHEkjSlStFZFGkw+8i5mu17L01muPEtIAPmCs36ArfnhVhp2dLpEp1BiJeDMtieK5MTTfo8Luu/OTLUGkYDKdbIvTquJeAS6FoTDNc+xWiaOGWgpQE2NId5I6BSFtaxERLZ8fM9wjVJ9EljW8pv8aPjhWAVnvaxmSAHX2h97UVh1eKsdb9MMerP2O2eRwBgVWu+5ZVfLNtmzn9BCP11zDtJpKgsMb9ISLKwLKNudwYpkWm0sStSmzuDtEVXNyHTjctxrJVekJu7l4TI3KLhL/9m3/zbxBF8apfG/39/Tz55JNY1uUDo2I+jQfXdfCOJ8/hySLV5qU/d5JBF9WmyenZMrIkLHlDQhW9dCgbSDWPMNF464rCH0BFjfN28jfYNfVNIrUxts4+wYHEZ67sZXsVRLwqH9uc5Ml3pijUdH5+NMWntncvrHsEodUN0dDNm3pzQpVbPqwjmQpbu0NMFqqcmSuxuTu00lNzcHC4jXGEP4cVIV/VyeazAPjVGSy5ywn2uJmQNYitg9kjraq/20D4A+gKuukJe5jK1RatwrtWvJrM2g4fBycLlOsGPpdM2KuSrTRJFRusil3643ZnX5jd/WEEQcBt7KRgTDCrn6BH24UqXhwM8l5s2+apg9NM5GvUmib3DcXbel7tpFXxt/Sbj+Wmt/AG69O/AGDWO8Shjk9iibfnZ5ApamTdA2TdA5yOPIhmFIlXTxOrniFaHcFl6/iaYxj1Uax0qzpTlBSq4XVU4juxOtbjUi5/IyXOVzKEPSrFSh2A546mWNVRY22n/7oFsZuJYl3nyFSJkEtBEgVGM1WmC3ViPu26hCDLtjk23fL1i3hVOgMu3hpPUfe8gChbRJRVbFy7GotW1W87UMwam6a+T6lcxO9SebvzN0iqSaKT4wxEvWzrDTopzvOElX5Wux/gTO2XpJrHMG2dNe4PIrRR3DhH2ZxjtP4aRWMaAJ8UZ437Q7e0n1+lYVCu6ySCLlZ3+PFfJo23rptM5musjnu5czB6S1kISNK1i/GCICzp+S5F4o6BCBGvylujOUazFXpCngs2/1odCR5quslUvkrc51qynU63tp3Z5jGKxjRFY5qAfOV1YFFLcqDzs+yc/i7xymk2pJ/hWOzDbe0a6Yl4eGBtjBdPppku1Hl9OM09q2MLn7vueYuRc5wfRnQzEXarpEp1pgs1Qm6Vo1MlBmK+mz6h2sHB4dbF+XRxWBFSxTpz+QKgEXSPoIk99Ec9N40g4ECr3Xf2CMwcgqFHVno2bUEUBdZ3+pnIVtFNq+2vt6hPYzDm5fhMCVUWSfhdZCut0IuBqOeSgsD5C9KAnMQvd1IyZphqvMOA+54rjikIAtt6Q0zka7wzUaA37LnA98bh0vTl97Eu8xwAY8HdnIg+1NbKhJudhhxgIrCTicBOBNvA10zjb6TwN1MEGim8jRS20UCbO4Q2d4jmqRDjHQ+iJ3cScLc8G8XL3Mz5XTJVwK8pHJsucTZdYTDmY22nf1FT+luJEzMl8tUmgzEv+WqTs+kKXk2+pN/W1TCaqVJqGMiigE+V+fabY+SrBtFoN5sG06xxfxBJaKMAUs8zffJ1/ja3A1U0+f3dUUquLiTgN+7ovXVbSZeRDnU9oiBzqvo8af00JgZr3Q+3zfOvYZUYq+8jrZ8GQBAkerXddKlbl0VgvBFYtk220kQSBdYlA/SEL53Ye45yw2C2WGdjV6BtVa23I6IoMJTwE/Qo7BvOMpKp0B1yX/D3kkWRoQ4ftaZJptIgvsQNGE30EVfXMds8xlTjwJKEP4Ccu59DiU+wNfUP9BT3U1OCjITuvqbzW4zN3SHyNYO5UoOmaXN6rsyauO+iz6vxbJVfHE/x2KbkQgL5zYIoCgRcCmPZKtt7Q2QqTU6lSuzoC6/01BwcHG5THOHP4YZT101mi3Umyq0LtOzKEVF30hVqbwWWw3XSsbH1NT8K9SK4bg/j4e6Qm2TIzWypQfcyeAX1hj1UGwaj2Rphr4IoCFR1k1LDuGybXNOweHM0S93airtjhhn9KN3aDhTxynNcFfOytSfIwYkCvzie4gt39C2aiugA/fm9rM08D8Bw+B7OhO+/LXwsrxVbkClpnZS0zvN+aONvzpIsHyJZOoxXLzI09STTc/s5GH0M0Rsh7tcIulUC7sUDQryahM+jUa4bHJkuMJwus6bDx/rOAOFbpG3vvcyVGhyfKRL3aRhW66ZTNy1Cnutv8R3NVNBNi0LN5J2JVqutLDcJeGus83y4baJfpWFwfGyad6bKVK01AAQUgTG7g3O3nY7otzgxZQ2iR+Zk7Vly+ghHrCcZ8jxyRW/Wy1G3SqSaR5huHsK2rYVx+lx70K7juCtN07DIVhqEvSpDHf4rtuvmq01y1SY7+sNs7w05G8JLoMPv4kMbOth3NsvJVImoV7sgdMelSKxN+Dg4UaBQ05ccyNOlbmW2eYycMUbNzOGWliZKzXrXcTL6EOvSzzGUeZG6HGTGt/Gazm0x7l0TI1Wsc3S6yESuhm3DUMeF4t+R6SKVhsnPj8zw+Tt6L6gEvBnwajKpYp3RbJXukJsTMyUG477bPjDJwcFhZXDuDB1uOPmqzvBskYKpAhYNWacn2OW0+d5suEMQ6oP8WCvdt7+9O7YrhSyJrOv0M5mvLUvVnygKrO7wU9VN0uUmUa/KXLnBbLFxWeEvVazz9lgeUYBd4W4sZZKp5kH6XXcuadx7BqNM5Wuky01+eXKOj265Pdqz201//nXWZl4A4Ez4XobD976vRb9FEQRKWoKSluB0+AH6Cm+yOvcyA/Yk3Zn/yVvND3GqsgFRlPCoElFfK+k36FbQ5ItvrnwuGZ/LR6muc3CiwNl0K8VwKOG7pVr4LMvmyFSBRtOi0y9zZrZMurT0KprFsG2bYzNF5soN5koNLBvApiM+Tlf3CNv8H0MTrz/JtFjTeXM0x8mZAoYtAApdSoWtA52s6uq4KVviblYiygAbhI9yovoMZXOOg+XvM+i+j6i8ekmiqWnrlM1ZSmaKgjGx0NILrervftfd+KSb17phKRTrOnXdpC/qYXXcd8nPhvNJlxtUmwZ3DkbZ3BVccluqQyv84t41MYJuhQNjeeq6SSLw7udSyKOypsPXCvvQxSWJYG4pRFjpJ6ePMtU8xOqr8B4eC+7BrRfoK7zJptmnqEs+8u4rB51cDYmAC920ODZd5PXhDMW6foHX8YfWdTBXalCo6fziaIqPb03edBsaEa9Kqlinw6dR1U1OpUrsHois9LQcHBxuQ5xtNIcbTq7aZHRiYuH/DdHLQDhCyAn2uPlIbGl9TR1e2Xm0md6wh4RfI11uLMvxVVlkbcKPT5MXUtpSxTqWbS/6nN6Ih/6IB8uG6ckNAMw0D6Nb9SWNKUsiD8z7+00Xlvac9xutSr/zRL/IfY7otwQsUWEkfDev9fweeVcPim1wV/EZHqn/nE6XgW3DWLbK/vE8e89mOTJdYHaR95bfpbA67kOVRPaNZPnpoRmOTBao6+YNPqtrYzJf48xcmUTARbrcZCxbI+BWrlswmynWOTNXIVVsiX4xP2xYv4/e3lOs896LX060Zf6Vhs7R6SKGLbBOzfDHXSf4/F1rWNOTcES/ayAod7PV91l8UhzTbnKq+hxHKk9SNGZaaePvwbSbzDVPcaL6c94o/R1HK08xXn9jQfQLyF2s83yYjZ7Hb2nRz7It5sp1bNtmU1eQDZ2BK4p+04XWZty9Q3G2dDui37UgSyLbe0PctzaOKAiM56oXrDuSQRcDUS+FahPDvHyAyDm61G0AzOkn0a3aVc3nRPQhZr1rEW2T7anv42mmr+r5S6En7KFYNyjWDQ6M5XntTIbM/PVHlUUe29zZ8mHNVnlrNNf28a8XRRJRRJGRbBWfJnMyVSJXaa70tBwcHG5DHOHP4YYzW6oTMloXf486h0uK0h3yODH2NyOJTa2vcyfAuH0WIqossiEZoKabGFdIz7tW/C6FtQn/QstG02wl/l6OD6yJIQgwkbVpVvqwbIOp5oEljxmYH6uum5e86Xw/05fft9DeuyD6OVwVVTXKG11f4lTkQWxBIFE+zj1Tf0uvPUmH30WHT0MSBKbyNQ5N5AE4liqSKtVpGBcKeyGPymDMi2XbvHw6zc+PzHB6trzkm9GVQDctDk0WEOdTp0/PlbGxrzv4omlYnJ4tE/Wq+F0yH1jrYWDol3g8ZZLaVuLq2ms6rm3bnE1XODj/b6EZJT5We5LPBI7xf3U8zx+tKyGs/QiG7HiCXg8u0c8m7yfp0XYhCBIlM8WRypMcrHyfsfo+Us2jTDb2c6zyNG+U/o7TtefJ6iPYtokqeokqgwy47man/4ts8j5ORBm46aqSroaGYTJbbBB2q2zvDdEdcl/2fGzbZiJXRZFE7l8bZ23Cf0uf/0ojCAJrOnx8cH0HIbfKSKaysM5phX14SQRcZCrNJa0T/FInXimGbZvMNI9c5WREDnV8koKrC8VssHPmu6hG+VpO67I8siGBSxapGxan58q8M5Hn4ESecsMg5tN4YG1LRN97NstErtr28a+XoEehUG1SqhuUGgYnU6WVnpKDg8NtiCP8OdxQmobFbLHBbLG1a6i50vjEGANR58bjpiTQBe4wWDqkT670bNpKX9RDh79VtbNcxP0aQx0+Ai4Z07KZyl9+tzziVdmUbHkpTk4OYdsw3TxE3VraItClSAzGvGzsCmBajvB3jr7Cu0Eejuh3nQgiI+G72df921SVMC6jxK7pb7I6+xICLc+iuM9F3NcK8Jgp1DkwlmPv2SzHpovzZuytm1BREIj5NAaiXoo1nReOp3jhxCxT+dpNKVwPz1WYyFXp8GucmStTqDav6Fe2GLbdahn+6eFpTs+WMCybgEvh1/d0YAdexMYgKHfTry2t1f98TMvm6HSRb+4b4yeHpnn1TAZ/9gh3T3yVaHWEL0WOY/bfy6nYw9htCqR4vyMKEr2u3ez0fYEOdR2CIFI1s0w29jNc+xVj9X3kjXFs28IthujWdrDV9xl2+r7EWs8jJLWtt7SP3zmKNZ1iTac/5mVrT4jgFTo5LMtmLFfF71J4YF2cfmct2DY6gy4+uD5OX8TDaKa6sPmiSCJDHa2OhFxVv+JxBEGgS2tV/c00j2DZxlXNwxJl9nd+lqoSxq0X2DHzPSSrveuugFvh8W1dyKJAuWEwU6iTLjd4YyTL0ekiq2Je1nf6sYFnjqaoNK7uHJYbURDwuxQmclVcksjJ2RJzpeXpSHFwcHj/4gh/DjeUfK1JrZhhpNYK8rC1EjFXgqjv1k95vC0RBEhsbn0/c2hl59JmNFliQzJAtWEsq0jWG/awrSdIw2h5/r238um97FkVQZEEsmWoFdZj2xbj9X1LGksSBT66Jcn9Q3H+7rVRvv3G2BXHu62xbVblXmVduiX6DYfvaXn6OVw3RS3J6z2/x0RgO4INg7lX2Dr7xMIN3bmKnZhXo8PvQhIEJnJV3h7L8sbZLKdnS+SqTSzbRhIFkkE3XSE3Y9kqzx5N8dpwhnz15qkyLjcMDk0U8KotM/bJfI2IV7umyqR8tckTByZ54cQcZ+YqnJ5rVcCsTXgZrj9PwyqhiX6G3A9fVYprwzB5ezTH3702wvPHZ8lVdVRJ4KFwio3pn6GYDYpaJ3u7f7ftRvsOLVTRy2r3g+zyfZnV7gfoUNcTlvuIKWvod93FNt/n2e7/dfpce/BKsdumsu1cay8CbOwKsj7hR5Uv/9o1LIuRbIW4T+OBdXGSwfaHbb3fCXlU7l8bZ12nn4lcjWqzJXj5XDJrOnxYtr3ws8sRlQdRRR+GXWdOv/pNYF3ysj/5eXTJTaAxw5bZJ8Fub3V3IuDikY0tS4RsVadhtI6fKtbZdzZLT9hNxKPSG/Fc8bW5Eng1maZhka40qDQMTswUb8oNMAcHh1uXm++Tz+G2Jl/VOXX6FCNGCABBLbIm3EvQCfa4eenc2vo6cwis20tE6o96iPtdy+b1B62wj609YToDLuq6yXT+8v57HlVmV38rOW9yuhfbhrR+mrI5t+Qxq02Dmm6SrTRRJfGy3oK3LbbFusyzrMn+EnDSe5cDU1Q5Fn+MIx0fwxZEEuUT7J76OppxYYWqIAitSkC/i7hfw7JtzsyVeWs0x5ujOcayFcoNA02W6I94CboVDk0W+NnhGQ5P5m8K/79j00XSlQaSKDCcruBRpau+eTQtm7dGc3zrjXGm8nVkUaA37ManyXQF3RTE/RSMSURBZp3nwyji0gNDRtIV/uerI7w6nKHaNPGqEo93Ffmb7h/zR95f4pd1zkTuY1/3b1FRY1d7+g5XiSK66FDXs9r9AOu9jzHkeYgubRueJaai3ko09PnWXo/Ktp7gFVt7odU2P5qp0hP28MDaDmLO5u+y4VFl7lkdY2tPkJlinVK9VeXX4ddYFfNSqhtXtFgQBJGk2vJ8nm4cuiZBqqpE2N/5OSxBJl45zYb0M9DmtcnquI9717Q+387MtUTlsEfFsm2mC3WSQRerop52D9s2wl6VVLGBgMCZuQqzTtWfg4NDG3GEP4cbylyxwfG5GiAgCDqKJNIfjeLXnIDpm5boGlB9oFduu3ZflyKxoctPeZmr/lRZZM+qKIosMpyuXHHRvL0nxLaeIL+2vY+4ugaA4dpLWPaVBRDbthe8BL2qTKVp8sT+SY7PFK//RG4RBNtg6+yT9BXeAuBE7CHORB5wRL9lYsq/lTeTX5yv5khx5+Tf4m/MXPKxoiDidykkAm5CboVqw+DoVJE3RrIcmiwwW6qjKSKDUS8C8MrpDM8eTTGSrmCtUPv6TKHO8ekiAU3mzFwZw7KvOol4tlTne2+N89pwBtOy6Q27uWd1lIBbwaVIBEPTTDXeAWCN+4N4pegVj3n+Z1bMr2FaNhGPwmf6G3y1+yn+kfxz/NQouLrY2/27DIfvdVp7HdqHbVOoNSnWDQbjviW19kLLg3YsW2V13MsDa+POxu8N4Nwa5I7+CNlKk2yliSAI9EdaQWdL8ftLqOuRBIWalSdvjF3TPAqubg4lPoEtQE9xPwP516/pOJdjW0+QzV0Bgm6F7rCb7b0htvWEWvcZAoznarw2nOHYdOGm8/s7F/QxW2pQbugcm3aq/hwcHNqHo7Y43DAM02I2V2Si1loYykoJ97y/n5PedhMjitC1A0Z+BVP7oWPDSs+orQxEvRz1F0mXGyQCS6+wuVrWd/p5YyTLbKnBZL5GT9iz6GNlSeS++YTefusucsYYFTPNZGM/va7dlx3np0dmGJ6rAK3WkRMzJaYLdWZLDaJejbj/9q6skM0621M/IFwbwxZEDnc87rQ13gDy7l72dv8O22e+h6+ZZvfUN8iHt4M2tOhzZEkk5GldD+q6yUyxzlS+it+t0BV0E/Np9HsUUoUGzx+fZTDuZUt38IZaQ+imxTsTeWq6SblukKs06bjKzwnLtnn2aIpcVUeTRe4bipEMunh7LA9Ab7zJSPMlALq1HUSVwUWP1QpCqHFgPI8NfGJbFwA+TeYfb4J7a88S0OfAhJoS5FTkQVLeDY7o7dBWLMtirtLArchs7vbTGXAtqW252jSYLtRZn/Rz56ooLsURom8UkiiwvS+EKou8MZrFLNnE/RprEn6qTZN8VSd8Gc9SSVBJqBuZarzDVPMdwkr/Nc1j1ruOE9GHWZ/+BUPZF6nLAWb8m671tC5CEATuH4rTNK2F11fEqxL2hMlUmoxkKuSrOnvP5qg2DTZ3BegKeYj5VIJuZcXb74MehdlinYBL5my6wlDCT3fIaYN3cHC4fhzhz+GGka/pmOkTzBktwcMXPURAXkOPc0G7+Ulubwl/M4fANEC6fT46XErL6++lk3PErJbf2HKgSCIbOgM09ByTuRpRn4Z7CTc9quglYt3HnPAcE423CSv9+KT4oo93ye8e06tJ7OwLMZWvMZqt8vThaT6/u3dJ496KKGaFXdPfxt+YxRBV3un8DFn3wEpP631DTQnxRteX2Tr7Q2LVMwzMPUdaCDAavPOKwpNLkXApEpZtUa6bHJ8u4lIkYn6NzoALtyJyMlViKl9jQzLA+s7ADUmCPz1bZiRdpmnYTOXrRH0a4lXeGIqCwEPrE7wzkee+oRiaLPHmSBaAqN9iTngB2zIJyb30apcW9k3L5mSqxIHxPJn5il4BKNWaDNgT9Bf2Eq2OAKBLGsOhexkP7sQWbp/Paoebg7pukq826QhorOnwE1hi9WuprpMuN9jaE2RXf+Sm9Fm73REEgU3dQVRZ5PXhDDPFOp0BF6s7fByaLFBrmpf9XO1UNzPVOEjRmKZszl12LXI5xoN34DYK9OffYPPcUzRkHzn3tQmJl0IUBVziu+cxla8R82nEfBpRr0q20mQqX8Oy4eRsGd2yGc9VkUWBgFsh4FIIuhV8mowiCTdUDDwX9DFXaoDQsplIBlxOgYSDg8N141x1HW4Y+WqT6ckxDCQUqYqkFujx9xC6xlREhxtIZBC0AOhVSJ9Y6dm0nVUxL3G/tqxefwBrOnx4tFbCb6bcQL+Cr45t2/z8yAw/2w9CbSNgc6r6Cwx78Xm6lHc/1r2ajCAIPLIxQcAlU6ob/PzwzG2Z+KsaZXZPfRN/Y5am5OHNri85ot8KYEgu9nd+jkn/dgRgXeY51meeWbKRuyiIBNwKnUE3miIyXaixfyzP0ekSmiyBDfuGs/z8yAynZ8vL+lrOVZq8M56n0jCZyFYJuhUUaWnLphOpEkemCgv/3xl08eFNnXhUmdNzZaq6iSIbGL6XaFhlXGKAIc9DF4V51Jomb4xk+bvXRnju+CyZShNFEtje5eN/25jnI3N/w87p7xCtjmALIqOhO3il9w8ZC+1xRD+H9mLb5KtNSvOtvZu7Q0sW/fLVVnvprv4Ie1ZFHdFvhRlK+Ll3KI4otESxDr/GQMRDoda87GeqJvqIKasBmG4cvK45nIw8RMq3HsG22D7zA7zNpfsYXw3HZ4o8cWCSnx+dwbJsBEEg6tP49I5uNFmkrlsUawayKGBYLauUkUyFdybyvHImzcun0+wfy3EyVWIsW2U6X2O2VCdXaVKs69SaJrpptbUl16vJNAyLWsNkNF1hMl9r27EdHBzevzirQocbRrrUYDLTakHUXK0L/JpID0G34+9y0yOKkNz2brtvon1tGTcDN6rqL+ZTCXtUmF8fZsoNOvyL7+QKgrDQqjI81sfa9aPUrSKnqs+z3vORS+5Cn1/N51VbH/EuReKjW5L84O0JJvI1Xjo1x4Nr4yve0tIuNKPI7qlv4dGzNGQfbya/QNUJMFgxbEHiWOzDBKniLZ2it/A23maawx2foCH7l3wctyLjVmQM06JYNzg0kcfvUkiGXMyW6rx4osFI2sPm7hCdwfa26Rumxf6xPGfTFYo1HZcqLanCsKGb/PLUHCdTZSRRoCvkbr3n50mXG0zla9gYqOHXaNg5FMHNBu9HkYWLW5jPZirsPduqDvRqEjuTbj7qOcba6tvI5VblnyGqTPm3Mha8g5oSas8fwMHhPC5o7e1cemsvtF7z1abBnlURNnUFncqlm4RVMS+yKPDK6TRT+Tr9MS+lhsFsqUGHf/HE8qS2lbR+mrR+hj7rTjTRd20TEAQOxx9HM0qE6pPsnP4O+7p/+6quEUsh7FERBYHRTJWXz6S5f95Gxe9SeHRjgh8fnGYyX2Nj0k9XyE2hplOsGS1RTzcxLJt8TSdf0y87jiqJhDzKgqXK9a4jwx6VXLWJLAkcnS7SFXIv29rUwcHh/YGz5eZwQzAtm8L0MPsqHQA0LTey4GMoHllyBYXDCtO1o/V15hCYl18A3YrciKo/QRBY3+lHEKDaNAl7VTKVxmV3ivesiqDJItmKjl14EEGQyBtjjDfeuOTjzxcnzhfVYz6NRzd2AnBkqsihycJFz70V0Ywid0x9HY+epS4HeKPrNx3R72ZAEJgLbOFg4lOYokKkNsZdE39DtHrmqg8lSyIRr0oi4MK0bU7OlJjI1ag1DY5Nl3jmyAyvnUlTqLbvc+n4TJE3RjMUak0kUVhSmMdUvsa33xjnZKqMIMCuvjDB857XNCyOz5SwaCCGfoUppZEElQ3ej+ESg/P+fVVG5jfIANZ2+OiLePjw+ij/bt04f2b/PRvLryNbTcpqjKPxj/BS/59wIvaII/o5LAt13WS21CDu09jRGyIZvHJq7zlminV00+IDa+Js7nZEv5uN3oiHe4diaIpIqlhvdSWoEsW6sehzfFKcgJwEbGaah69rfEuUOdD5OapKBJdRYsfMd5Gs9q7BEgEXj2xIAHBwosDBifzC7/qjXnb3t5K2Xzw5h27a9IQ9bOwKcNdglPuH4uzuD7OhM0BfxEMi4CLqbXkBelUZTRaR5t8LTdNittTg2EyR14YzDM+VaRpLq3S/FKosIoki5YbB2bky49mbK4jEwcHh1sOp+HO4IRRqOkr6KBatmyABA48Qpz96jTuFDjeeyCC4I1DLwsxB6N610jNqKy5FYmNXgF+eWN6qv8G4l/1jeeq6iV+T0Q2bXFUnskjLu1uRuGswyi9PznFgpMljO+9n3HiBycZ+vFLsoiCAcxV/MZ/Kmo4L31+rYl4+sDrK0eki/VHvspzfjUQxq+ya/jZuvUBNCfJm8ovUHfHjpmLOu47X1QRbZ3+IvzHLzunvMhbczZnwfRjS1VXpCYJAwKUQ0Fpp1aOZKi5Vom6YpCsNRjNV1nf6GUr48V5HUvxUvsYvjqVIFRq4FWkhgGQxTMtm30iWt0dz2EDAJfPoxs4LqhBt2+bYTJG6VaTheYmQVkcSNDZ4PopLiHB8psiB8TzpcpOgW6E/4kEQBGQR/umqOYayv0SttgTBgquL4dAHSHtWO6EdDsuH3ap00i2b1R0++qNe1CVu1Nq2zWS+hiZL3LUmxqrYrX+9uV3pCXu4b22cX52ao1DTWR33cWSyQEMW0RbxA06qWyka06SaR+nRdiIJ127Zo0tu3k7+Onsm/w5/Y5atqR9yoPOzbU0gX9Ph4+5alNeGM/zqVJqAW2Fgfg20Z1WEmUKdiXyNZ4+m+PzungVh+9ymz5U2fkzLpljXyVWazBTrNAyL0WyV8VyN7qBK0gtcQyZVyK0wW66TLjc4Ol2kO+x2iiUcHByuGefTw+GGkKs28eaP4xNbO3mye46I1kFH4PZOGL2tEATo3dP6fvzS1Wa3OgNRL4mAi7llrPqTRZG1iZYgN56rsbaz9X35Mjvsm7oCxHwqDcPi1ESIpLYVgNO1F6iY6Qsee67ir6ablzzW9t4Qn9/de8u32EtWgx0z38XbzFCX/byZ/JIj+t2kVNUo+7p+m7Fga7Ogr/Am947/V/ry+66tukMQ8GoynUE3qiQyW6yTLjUYnivz3PEUTx+a5vBknkpj8ffUYmTLTX7w1gQnZ0q4VemyKZfQSux9Yv8kb82Lfhs6/fzGHX0XtR6PZqrMVlOUtGfxe2u4JB9r1Mc5MaHwd6+N8Itjs6TLTWRRoC/iQTdtItWz3DX5t2yaexrVrFBVQryT+DT7un6LtHeNI/o5LBum1apekkWRzd0B1nT4liz6WbbNWK6KV5O5f13cEf1uAbpDbu4biuNSJQzLoifqIVfVsRbx+wvL/bjEIKatk2oev+7xa0qI/cnPY4oyseowG9I/gzZ65gHs7AuxodOPDfz8yMxCd4coCDy6KUFnwMWD667NAkUSBcIelcG4j7sHo2zqCuDXZCzbZiJX5ydjIqfnKlftSSuKAj5Nodq0OJkqMuZU/Tk4OFwHjvDncEPIp2fRajOcbkYAkLUsq0Ldt7z48L6j547W17njUMuv6FSWg3NVf9WmgWFde4vGlVjX6UcQBFLFOrIosjrupaob1BcR60RB4L55X5ojU0U8ze0E5W4s2+B49ac0rPLCY72qzOq4l9WxS1fTCoJwwY7xWLZK+RoEkpVEsA22pf6BYH0aXXLxdvI3qCvBlZ6Ww2WwRJkTsUfZn/w8FTWKYtZZl3mO+0e/wrr0s3j07DUd16PKJAJu3KpErtokU25yfKbIzw7P8NTBKfaP5ciUL99Of46xTIW/eWWYA+N54j7XBd58iyEKAv1RD5os8pFNnTy0IXFRcEGm0uBkbpii9iwBj0FAjSIXH+W7ewu8fjZLtWniVSXuHozyO/cM8JFVCnvS/7CQUK1LGieiD/Fq7z9m1rfeEfwclpW6bjJXahDza2zrC5EMuBFY2mvOtGxGM1WiXo0H1sXpDrmXebYO7eKc+OdRZVySRMSnkq02L/lYQRDomt+AnGkewl5ieNPlKGpJDnZ8CluA7uJBBvMvX/cxz0cQBB5c10F3yI1utlLSz+FRZT6zs5tE4Pq9YgVBoMPvYld/mK09QYJuGcuGsWyNvWczZK5yY9mnyeimRabU5Mhk4brahx0cHN7fOK2+DsuOZdlUJw4xXo9RtxUEwUBRS6yL9eNRnZfgLYU31mr5zQ7D5Juw5uGVnlHb6Y966Ay4mC026FqmmxaPKtMf9TCSrnBsusjdq6PUdYuz6TIxn4Z8icqK7pCboQ4f04U6DcNmrf8RDpd/SM3Kc7z6UzZ7P4kkqHg1mcc2J5c0j+MzRZ47NkvEq/JrO7oXbeu5qbBtNs3+hGh1BFNUeLvz16k4nn63DGnPatLuVXSXDjKQ34tHz9JXeJO+wptk3X1M+zYz61131W3A54JA6rpJsaZTbZgL7cCJgIvukJveiIeIV8XvankzAdR1i2y1yf6xHK+cSjNTqrM65sWlLH5tqjVNGoa50AK8qz/MxmTgku3FNd1k/8whisqruBWZhKeb9Z6PkDIsDKtI3KexvTfEmg4fCiYDhVdZlXsd0TawBYHxwC6Gw/eiS46A4rD8FGs6DcNkMO5jILb01l4A3bQYy1bpCbm5Z03sitWyDjcf3SE39w7FePlUmrphUm0YlBsGvkt8tsWVtYzV36BhlckYw8SUNdc9fto7xPHYh9kw93NWZ1+mLgeZ8m+97uOeQxIFHtvcyanZMpu7Ahf87vxKv7lSS5yL+6+9K0kQBKJejZhbwp2b4/m8SM2wODhZoDfsYTDmXbLn5bmgj2MzRTZ2BVjT0d4AFAcHh/cHjurisOwUajpq+ih/PvsBAGSlhCYGGIpHVnhmDtdEz56W8Df+Bqx+6LarPtFkiY1dQZ4/PotuWsvmp7IxGWAkXWEkU2FnX5jBuJe6YTCdr9MRcCFe4u96/1AcWXq3Ym+996McLj9B1cxyrPpTNng+iiQsvYq2K9iqlMpUmvzk0DSf2NZ1SdHxZmKg8DrJ8lFsQeBA4jMUXV0rPSWHq0UQmQxsZ9K/jWhtmL7Cm8Sqw0RqY0RqY2xI/5y0ZzUzvg2kPWswxaULCC5FwqVINAyTYl2n2jSpNAym8zUOTeYJuhU8mowyf8NVbphM5mtM5WpIIqxP+JDExQXwsWyVXxxL4VIkPr+rB1kSEedbj9+Ladm8NrmPqUqKavF+khGTjcltiIJMV9Dmszt7SARa6ZnB+iSbZ59aqHzMuvs4HvuwI2o73BBs2yZdaaBKIhu7gnQFl57aC9AwTMZzNVbFvNyzOrqkMByHm5OesIcPrInxq1NzVBo66XITTRYvWguJgkynuomJxltMNw4SlVdfU5vse5kI7MSlF1iVf52Ncz+lokQouHqu+7jncCkSW7rf7RCwbBuBd4W/0UyFpw/P4FUlfn1373VviAqCQLcX9oTCnEnXmMjXGM9VydeabOoKLvgyX45W0IdAptzgnfE8vREPmnwLbNQ6ODjcVNzcd3gOtwW5UpliLkXVbt28ya4MHilOd9ipYLgl6doOogLlGSiMr/RsloX+qIeesJvZ4vJ5/cV8GnG/hmnZnEiVUCSRtR0BIl5t0dZEtypdsPh2iX7Wex9DElRKxgzHqk9j2ktPNg24FR7f2oUqiUwV6jxzNIXVZl+ddhKrnGZN9kUATkQfIetZtbITcrg+BIGMZzX7k7/Or/r+kFORBymrMUTbpKNykq2pJ3lw5L+wNfUEHeXjiNbSX9uaLLXadd0Kz3/zL3nq7/4f5kpNRjIVTqZKHJlqhWkcniowV6wT8ar0hj2Lin66afHSqTm+9lf/iannv4Zt21Sbl27NB8hVGnz/4AGOjYQoZjZj6D5y+SggzZ+6QGfQhYDNYPZX3DH193j0LA3Zy8HEJ3kr+UVH9HO4IRimRapYJ+BS2NoToju09NReaFXATuRqrO/0c/9Q3BH9bgN6Iy3xLxlqbQ5mK81Lrkk61U0IgkjZnKNkzrRt/NORB0n51iHYFttn/gHNKLbt2OfTNCyePjTNa8OZhZ8lAq6FZOPnjs8uySZiKciiwFDCz5buILIoUKobvDmSJVu5dDv1ewl7VAzT5shUgdGM4/Xn4OBw9TjCn8OyU5k8ypFqCABBMFFcWTo9SeK+6/fScFgBFDd0bml9P75vZeeyTCiSyMZkAMOyaBiL39xfLxuSrVaTEzMldNPCrUqs6/TjUiTytcVFDtu2OTpV5JXTaXxSnI2ejyEJCiVjhuPVn12V+Bf3a3x0SyeiAMPpCr88Ode2hW478TbTbJl9EsGGicB2xgM7V3pKDm2kroQYCd/Naz3/iNd6fo8Tod2MKgqnhTyjtdeYzfw1ucn/lfHUn3M4/zccLP+A49WfMVJ/jZw+tqjHlCyJeDSVV777X3njia8iIFBvWtSbFrYNfk2mK+Qm4FYWrV5OFet8581xXvrOf6Pw8jdIBD18fndv6znvYTJX46mDU3xj3xhzOT+2reDRTO4fivHFPX0XVPKeS6VenXsZwbaZ9m3k1Z4/IOXbeNtVUjvcnFSbBplKg+6wh229oSX5Wp5Pqa4zXayxuTvI3aujC+FSDrc+/VEv9w3F6Qm7sW0uuSZRRDdxZR0AU8132je4IHAk/nHKahzVrLAt9Q+IVvu9iCfzNUYyVd4ey3NkqgC0KgI/sundNdGB8Xxbx4z5NHYPRAi4FAzL5uBEnulC7YrPk+aDPnIVnTdHsot6Qjs4ODgshiP8OSwrlmXTmDzEkXqrcsEbGEdxzzAU6cXvcjrNb1nOpftOvg3mrRUMsVR6Ix56Ih5Sy1j11xfx4HcpNAyT07OtgI6gW2Ftwo9tsWjoRrrc5PkTs+wfzzOVr+GTO9gwL/4VjSmOV3+KaS9tFxlarT2PbuwEWuEhe89eW9DCciGbdbbPfB/ZapJz93I89ogjjNxmWLbBXPMkp2ov8MvmM3xHHubvgj5+EIzxqsfFWdmkQAO7OUGgtA+tvI9y/SjTjYMcr/6Ud8rfY6556pIC4CNf+iMe/fKf8ouv/z+8/oOvEvGqRHwqIY+KR5UXrW6yLJu9ZzN8/+0JRp79GoWXv8Gdn/2n/OM//d8WtQA4ky4wkqkCApp7lq2ravzu3WvZ2hO6IPQj0Jjmrom/JVIbxRQVDiU+yeHEJ6/a29DB4ZqwbbKVJjXdZCjhZ0PSj+sqWwfz1SaZSpOdfWHuXBVxWg9vQwbjPj60PkFnSKNY0y8pNnWprY3gnD5Kzcy3bWxTVDnQ+Vl0yUWwPs3G9E/bnvS7KubljoEwAL88Ocf4fGpuIuBaCFR7bTjDdP7KwtzV4FYkdvSGSPhd2MDxmRKjmcoVn+d3ta5XhycLnE2Xr/h4BwcHh/NxhD+HZaVQbeLOHl8Q/hT3LJIgsCnev2RTW4ebkNg6cAVBr8DskZWezbIgiQIbkwHApnaZlr7rQRQENs0bTB+dLmJZrUVtIuBiMO6l0jAuWXEY92vzc4MXT85hWjZ+OXGe+DfNkcqP0a2lL1bXdPh4YG1roaub1s1T9WdbbJ39IR49R10O8E7i09iCs2lwu6BbNcbrb/JW6Rucrr1AWj9F02rdfKmiH482hMf/KO7YH9AT/l3uUe7kY3qCT1RVPllIs7NeR0WgZuU5XXuew5UnqZq5i8Y5J/498/d/wbPf+KslzU0QWhUhuZe/ReHlb/ChL/0xn/1H/2Lh98Waziun00zO3xQWjWl03wt4AmeJ97zEnsEQ9w9suUhYTJYOcsfk3+MyilSVMHu7f5sZ38Zr/As6OFwdpmWRKtXRZJEt3UEGYz5k8epuB+ZKDUp1gztXRdjZF77pvWEdrp2hhJ/HNiUJe1Sm87WFdco53FKYsNwHwHTzYFvHrikhDiY+jS0IJEuH6S/sbevxAfYMRBjq8GHZ8NMjMwutt5u7Ags//9nRmbavA0VRYEPST3/EA7SqC68k/gmCQMSrUqwbvHom41T9OTg4XBXO3ZPDslJKnSVfbTBl+AEbWcugiSEGY6GVnprD9SCK0L0bzjzXavdNblvpGS0L3SE3g3Efp2ZLrIr6lmWMwbiXA+N5Kg2DkUyFwXhrnL6Ih5phMpKu0OF3Ib1HKL97dZThdJlspck7E3l29oXxywk2eh/nWOVpKmaaw5Un2eB9DJcYvNTQF7GlO0jEq161sftysjb7PNHqWUxRnt/99670lBzaQM3MM908yKx+Ettu3byooo+4MkRQ7sYndVwcVKPBhO9Ocs00q/KvsbF0mI3lKh+qNnk2NMhhMU/ZnOVg5fv0aLvoVrcjCO8KEo986Y8AeObv/+KC/z8fy7KxbBtZEhEEAfXgExRe/gaPfvlPeeRLf4Rt20zl67wzkedsuoIN5Kp16tow49XD5PUm4WiNVdrDbI33XnBswTZYl/4FvcX9AMx513A4/rhT5edww6jrJvlqk86gi6EO/yVDaS6HbdtMF+oIItw7FGNNh++muVY4LB8buwI8vi3Jt/aNM1Wo0RP2XPD7pLaVnDHGnH6KPtedyMK1p+G+l6x7gBPRh1if/gVD2ReoKWFmvevadnxBEHhofQflhsF0oc5TB6f43K5e3KrEB9d1kC43yFV1Dk7muXNVtG3jnht7MO5DEgWG0xWG0xVEQaA34ln0OS5FwqNIHJkqcHKmxNbeUFvn5ODgcPvibNE5LCv1iYML1X4A9UonISVOV8gJ9rjl6bmj9XX2KDRKKzuXZUKcr/pzyRKl+tJ9864GWRRZ3+kH4Mh0caHSThQF1sR9dAZcpC8R9uFWJD6wuvXe2nc2S3F+fj4pzmbvJ1FFH3WrwKHyDykaSzfdPt/Y3TAtTqVW7t82WTpEf/4NAI7EP05JS6zYXByuH9u2yOojHK/8lAPl75BqHsO2TbxSjCHPQ+z0fYE+1x6Ccvdl06kraozDHY+zr/u3KGoJPJbBJ7Mn+c2ai6jYgW1bjNff4GDlHygbsxc893KVf+lyg++/PcErZ1pG789+46/45bf+kke//Kc88Ov/lEOTBb71xjhPHJhkeF70iwWbKKG3GKscJlNpohqDrJIfZ2tn7wWCiEvPc8fU1xdEvzPhezmQ+Kwj+jncMAq1JqWGweoOH5u6g1ct+lm2zXiuhqZIPDDUwVDC74h+7xMEQWBXf4SPbO6kpptkyxdaoASkLjxSBMs2SDWPtX388cBuxoM7EWzYkvoRgfpUW48vSyIf3Zwk4JIp1g2eOdpaM6myyEc2d3Lnqgh7BiJtHfN8+qNeBqKtTc3Tc2VmS/XLPj7iVak1LX51Or1sHSkODg63H07Fn8OyYVo2xvQhetQyimCj2wKCVKHHv4aw9+oMpB1uQgJJCPa2kn0n34LBB1d6RstCR8DFmg4fBycK+LTF/cCuh3Wdfg5PFclVmkwV6nTPC+OKJLKu00/DsMhUmsR8F+6ir+/0c2y6yFShzosn5nh8axJBEHBLIbZ4P8Xx6s+omGmOVn/MGvcHiSlrljwny7b52ZEZRjJVstUmewYiN/QmL1ifZOPcTwEYDn+AlG/DDRvbob3UrSKzzePM6ifQrXfTCMNyH0ltGwEpeU2vrYKrm73dv8NAfi9rci/RXxnjH9c1Xght4E1xhqqZ4VDlCRLqRvpcexaqUN5b+fehL/whb45meWs0h2VDoaZT3fsdnv/GVxYq/b7/1gQzxdbNmCRCIpYlFD2J6ipTquvky178+v0k3D1s7gq+G+Jh23SVD7Eu/Qtkq4EuuTjc8QnSntXX8yd1cFgylm0zV6mjSRKbu/zzadJX934zLZvxbJWoT+OeNVESAUewfr8higIPbUiQLjX4xbEUblXCrbZuIwVBIKlu4Uztl8w0D9Olbr2g2vq6EQSORx/BreeJVYfZMfN99nb/NnVlad0MS8GtSjy+tYunD09z1+C7lX1Rr0bU274KxsVYFfNiWBYTuRrHpktoskTwEgFS0BIqIx6FY1NFjkwW2L1q+URJBweH2wen4s9h2Sjm0sjlSXySjm4LgIWqFVgf77/A5NzhFqbvrtbX0Vfbbrp8M7G+M0DApVw2afd60GSJtR2tFt/Dk4ULfudRZdYm/MiiQOE94wuCwAfXdSCJAmPZKrOld3fhVdHLJu8nCCv92LbFqepzTDTeXrJ3nygIdAZbN3dvjOR45Uzmhvn+aUaJ7TM/QLRNZr1DnAnfd0PGdWgflm0xZUxxpPIT9pe+xWRjP7pVRRZcdGnb2O77ddZ7HyMod12foCyIjITv5vXu36WkdaCaDT6cOcDvlqFbaFWIpppH2V/6NpONAwuhN+dX/v2X//h/8cZIS/QbjHnpGv4Jz3/jKzz8m3+yIBIOdAh4XQZ9PcNs3vxL4l1voQt5crkYYuk+go2PMRDoZ0t3cKEt36UX2DHzXTbN/gTZalBwdfF69+86op/DDWWu1CDkVtnWGyQZdF+16KebFiOZCl0hNw+uizui3/sYSRT41M5utvWGGE5X0M/zII4pa5AFF02rQtYYaf/ggsjBxKcWkn53zHwXyWpv+FrYq/KFPX2LvsYN0+LFE7PkKksPT7sa1sR9RL0qlm1zaLJwWQ+/kEfFtGxeODFLZZEgOAcHB4fzcdQXh2WjMn4Qw7LZbwwCIKslZNliU0ffCs/MoW107wZJg3IKssMrPZtlI+xVWZ/0k600sZZJ/NqQDCAIAqlinfR72mgiXpWhhJ+mYV7U1hH2qjy4Ns5ndnZftFiVBIV17kdJzqfujdffYLj+Syx7aa0hu/sj3DfUaic+MJ7nhRNzy3b+5xAtg22pH6CaFcrzLZ1Ogu+tg23bZPRhDlS+x77mPvLmJABBuZshz0Ps8v8m/a67cEuhto5b1jrY2/07nIo8iCnKdNVm+L30MT5Vc+G3VQy7zlh973yIyItMVg8j3vEYoXu/xPTzX6Py+rd5cG2M2Ze+yYvf+kuC936J8AOPMVJ7lQOl79D0/4S1G14kEDlNpWFTyg4h5z+Or3k/UbWP7T1h1ib8rUo/26an+DZ3T/x3YtVhLEHiZPSD7Ov6MnWlveft4LAY1flrRTLkZktPkKD76jst6rrJWLbK6riX+9fFnW4NBzyqzOfv6GUg6mUkU8W0WknqoiCTUFuV+dPNQ8sytilq7O/8HE3Ji6+ZZmvqh3CJJPfrQTxvvVFpGJjnhZm8cibD4akiTx+epmm0d1xobeZu6gri02R00+LoefYvl3psIqBxeq7MW6PZts/FwcHh9sMR/hyWjebUQSabPn5R7gdA0fJ4xAj9kcAKz8yhbSgu6N7V+n7k5ZWdyzKzNuEn5tMuEuXahVeTGYy1PF6OTBUv+n1X0MWqqJdCTUc3L1xwbkgGSAYv7ZspCCID7nsYcH0AgNnmCY5Vn8awl3Ye23pCPLS+A4FW8vCzR1MXLITbim2zMf00wfo0uuTiQOfnMMXlb7FxaA91q8TR6o85WX2WmlVAEzR61B3s8H+Bjd6PE1PWIArSso1vCxIj4bt5tecPSPnWI9iwtTLFn2Snebiu4MeFaTeZa57gTPUNTs7UCX7gC3Q89GnSv/w6f/cH93Lkx18leO+XiD3wGWYaR5luHqJq5ajpJqViB43sXailj+M2thJxB9nSHWRXX5jIvCDi1vPsmv4WG+Z+jmw1ybu6ea3n9xkN3QXtbH1zcFgM2yZXbVKfr8Za3+nHJV/9+65U15kq1NjUFeDeoTi+q/QEdLh9SQbd/NrOHoJuhalCDWtefOtUNwECJWOGsjm3LGPXlSD7k5/DEmRi1WHWp59Zlo6TvcMZvvb6KMdn3l2P3TEQxqtJ5Ko6zx1PLUsXhCQKbOoKIM13eZxNL57063MpyKLACyfmKFSXpwrRwcHh9sFZhTosC0azjj17gucr/RwqtAQJSc0ScXUutA863Cb03936Ov3ObRvyAS1hblN3gHLDwDDbv9MLsKmrJYqPZavk37OIEwSBgbiXrpCLTLmxaOVdrtpkNHPxQjGpbWa95yOIgkzRmOJw+YfUraX9e21IBvjwpk5EAU7Nlnn++OyVn3QN9Bf2kiwdwRYEDiY+Tc2pjrplSOunOVj+PkVjGkGQ6FV38rDrYfpdd+ASb+xmT10JcjDxaV7v+T3mvGuQbYF7yin+8dwsn6y6GBK66HAnWdM3gabWcO/+fZBkMA0ESWb7l7awdcur9CdqqMYgjeydkH0crXYvbruX7pCXOwYi7OgLE/NprVZl26a38CZ3T3yVSG0US5A5EXuIN7p+k6ra3iRIB4fFsCyL2VIDVRLZmGy976RrqJjOVppkK0129oW5azCKS1k+wd7h1mRTV4BHNiYQBYHZYh3btlFFLzGlZWUw3Vieqj+AopbkYOKT2AL0FvfTV3yj7WOosohp2bx8Os3cvI2KR5V5bFMSUYAzcxX2j+XbPu65cdYlWqFvo9nqZVuLu4JuxjJVXjmTXpa5ODg43D44wp/DslCaPIphNDlY71z4mazmGAz1OLvGtxuhvtZ/tgnje1d6NsvKYMxHT8izYPLfbkIelb6IB9u2OTCev+j3sigy1OEn4tXIVC6u2Jsp1Pn2G+M8czR1Sc+XsNI/n/jroWblOVS+OPV0MdZ0+PjYliRuRWJLd/sMtc8Rq55hKPsCACeiD5N1D7R9DIf2Y9s2o/XXOVV9DtNu4pM62O77HH2u3SiXSea9EZS0BAc6P8feri/zI303fzj5UVIpjS/MHeb3smP8XjhEpzdE8dVvg2kgygq2aSC/cpZt7t/Cyj1MMb0Nmt24JBer4z7uWR1lXcJ/wXUsVBtjz9TXWJ9+FskyyLn7eLX3HzEW3ONU+TncMBqGyWypQcyvsrU3RNx3bdXSM4U6Nd3krtVRdvaFkSXnNexwMaIocM+aGHcMRLBsgXSlAba9YC2S0c/QtBavVrte5rxrORX5EABrM88Rr5xs6/G39oToCbvRTZunDk5Rqrc8ljuDLu4figPw2nCG8Wz1coe5ZhIBF13znRwnUqVFOy00RcKnybx0Mn3FNGAHB4f3N87V3GFZaEwcpG4KnKiHANDcsyhqhY0d/Tc0GdThBtHfaiNl9LXbOuRDlUU2dQcwLS5runw9bO8NIQitsI7MJdqK3arE2oQPTZIuCvuI+zUiHpWGYfHiyblLtqF4pRibvZ/GI0Ux7DqHqz8ioy/Nn7E/6uW37u6/oGq3HW2/nmaGLaknEWyYCGxnPLDruo/psPxYtsGp2i+YarwDQLe2g83eT+IS2y8MXyvZSpO/PWbzP6ZXUbQ0/jK3i5QVwNvMsD79C/pe+tfkfvV1PvGF3+H//vFBHv3yn/Lc1/+ab/71fyFf0xEFgcGYl7sGo/RFPO+KILZNtDrMjunvcMfUNwjWpzBFheOxR3kz+UVqSnhlT9zhfUWxrlOs6QzEvGzuDuG/hg1Wy7YZy1aRJYH718bZ1BVEFJ31msPieDWZ+4biDHZ4EWyBdKWJT+7ALyWwsUg1jy3r+KPBPUwEtiPYsGX2SbzN9rUXS6LAY5s6iXhVKk2Tpw6+6+u3qSvAhk4/NvDzozMU68sT/LY67kWTRWq6ycglOjnO0RV0kSrUeXGZujEcHBxuDxzhz6H92DbmzBHONMIYtoAsQqhzL4ossj7Wu9Kzc1gOunaA7IJqGtLt3XW92egNexiMe5ku1pbl+CGPyqpoy+tv/yWq/s49Zk2HrxX2cZ4AKYkCD23oQBTgbLrC0emLvQIBNNHHZu8nCMl92LbJyeqzTDYOLMmvRjmv+mO2VOfre0eZLlz730I26+yY+T6y1SDv6uF47BEnzOMWwLR1jlV/SkYfRkBkjfuD9Ln2INwkFW66afHC8Vm+uW+M6cK7ArqAwA98X+B47FG+8swpvv706/zRx7fzf95r8+DIf+a39oS598Mf5+TT/4PJ5/6OPQMR+qNeJFFAsA2C9UnWZF/kA+N/zc7p7xCrDmMLAhOBHbzc+08ZD+5yXr8ONwzLtpkrt9osN3YFWZfwo15DhZ4xn9wb8ao8uK6DVfN+sw4OV6I34uGewRgRn4okCOSrTTq1zQDMNI9g2cuYOCsIHI89SsYzgGQZbEs9gWS1z+tOUyQ+vjWJR5XIVJr89PA0pmUjCAIPrI0T97eqaiv15TlHWRJZO9/yO56tLlQdvhdJEon5NV47k2HsMgKhg4PD+5ubY4XucHtRmIBagUONBAAurYkN+OUY/RH/ys7NYXmQNei5o/X9bR7yIYoCm7oDuGSJYm15dnm39QYRBIGpfI3UIm3FyaCLgaiXQlW/wHMw5tO4a7DlKfarU+lFvWEkQWW958PzZtwwVt/LWGPvVZlV7zubpVQ3+OGBKU7Plpf8vAVsiy2zT+LRs9RlPwc6fw1bcKwAbnYMu8HRylMUjSkkQWGD92PE1bUrPa0Fjs8U+e+/GubIecK3R5XYMxDht+8ZYCgZ4W+e2st/f/JVPvmF3+bxz32BpqBQLBWIlI7x/3nAw+9/ZAvv/Oh/MPnV3+b+0b/ggZG/4KGz/5E9k19jVe41PHoOQ1QZC+7i1d4/4Fj8IzRl3wqetcP7jaZhMVusE3KrbOsN0R1yX1NHRV03Gc1W6Yt4eHBd3PFhdrhqNnUH2NoTJOBWsGxQjV5U0Yth10nrp5d1bFuQONTxCRqyD28zw4b0z9raeRJwKXx8axJFEhjP1Riea611ZEnko5s7+fzuXpKhS4ertYOYT6PDr2EDJ1PlRddoHT6VfE3nmaMzyxI64uDgcOvj3GE5tJ/UEQzLZn+zBwBRbnlTdHq7FnbHHG5D+j8AI7+CmUNQzYInstIzWjY6/C7WJwO8NZrD55IR21zh43cprOnwcSpV4sB4nkc3Ji66oRMEgYGYl0rDYKbUIOHXFh6zozfEeLbKeK7Gz4/O8LldvUiXaNkSBJFV7nvRxACj9dcWWjb7tDuXdAP56MZOnjk6w0imys+OzHBHJcyegciSbz7XZX5BrDqMJcgc6PwcuuRUmdzs6FaNo9WfUDUzSILKRs/H8MkdKz0tdNNaqEZVJBFz/r6nw69xx0CE/qhn4X367Df+imf+/i949Mt/yr1f+iP2NgwOl3ME5Gl6hXG2eTL8/ifCKJLIf/vxm0i2wR88tq01jqSRcQ8y5xlizjuEKaorcr4O729KdZ1q06Av6mEw7rum1N5zx5krNVif9LNnIIpbdUI8HK4eTZbY1R8hV9GZKdWYKTQICxtI8SbTzcPElXXLavOjS14OdnyS3dPfJFk6QtY9wJR/a9uO3+F38ejGToo1naHEuwUMfteFPrbnX4fayZq4j3S5SbGuM1du0OG/WJwXRJHuoIv9Y3mOTBXZvAxezA4ODrc2TsWfQ9uxU4fRTZvj1dbFsViKgqWxPtLvmETfzgSSEFsH2C0B8DZnfaefmFcjfQkfvnawtTuIJAqkinWmC5eu+lMkkaGEn6BbIXteZZ8gCDy8IYFLEUmXmxyeKlx2rC5tK6tcLZ/GqcY7jDeWlpCnyiIf3ZJka09rgfnGSI6nDk3TWIL/YW/hTfoKbwFwqONxSlpiSWM6rByG3eBo9SmqZgZZcLHJ+4kVFf1My+ZUqsQT+yf47pvjC1UOq+M+tvUE+eKePj6/u5dVMe8lRb9HvvRHpMsN3hrLUWpaTAkJ5pL382byN3g6+c9I/s5f86HP/Q5/9dQB/l8v2Pys85/wfN8/51DiU8z4Nzmin8MN51xrr2nbbEwGWd8ZuGbRL1NukK3o7OoPc8/qmCP6OVwXcb/G9r4QPlWmN+xGMwexLJGqmaFoTi/7+Hl3H2fC9wOwLv0smnFpq5NrZVXMy7be0KK/P5uu8LXXRplZZL12PWiKRF/EA8DwXAVrEW/lkFejYVg8e3QG/bxOEAcHBwdwhD+HdlPLY+XHALh3VQAAUaqiKE3WxftXcmYON4LBB1pfR18DY3kEsZsFv0thc0+AcsNYlgWWV5MXvF32j+cXbd3wajJr4j4EQaB8XpKvV5N5aH2CO1dF2NJ15Z3fTm0zA/Pi32RjP9ONw0uapygI3D8U56H1HUiiwGimynffmrhkqvA5YpXTrMs8C8Cp6IPM+tYvaSyHlcOyTU5Uf07VzKIIbjZ7P4lXiq7IXNLlBr86NcffvnqWnx9NMZmvk6vqTJ13w3XfUJyI90Jh7nzR7+Ev/iGjmQqHJgpUGyaaLPLgug4+sCbOnoEIdw1G2T7Uwx/+H/8nv/aP/hee+/7X+Nn3v0m6ojNbqlFpGE47lcMNpWGY77b29oTojXiuqdrctm0mclV0y+LeoRg7+8PLUqXk8P5jbcLPUMKPIoqsiUXxWKuwbJuZ5qEbMv7Z0F0UXF3IVpNNc08vW9hcQzf58TtTTObe9Tc+PlOkppv89Mg01Wb7Pf/6Ih5UqRX0MZlf3Fe5J+zm+HSJN0eybZ+Dg8OtSqHWPu/PW5nrutL/h//wHxAEgX/xL/5Fm6bjcMszexTLgrI7Sbo+33blyqFKGutjXSs8OYdlp2MjeONg1GB870rPZtlZHffRG/Ews4gP3/WypTuILIlkyg1Gs9VFHxf3awzGvJQb+gUi5KqYlzsGIktOZkxqm+l1tbwaR+qvXJU3z4ZkgM/s7Mbvkgl7FDyLVI/4Gym2zv4QwYbJwFZGgncteQyHlcG2bU7XnqdoTM97+n0UtxS64fMYy1b57pvjfPuNcd6ZKFDX332tq5KwaBUEXCz6nUiVODNXoaYbdIdcfHZXDzv7Q3T4XXg1GU2W8CgyIbfKH/4v/we//cf/Oy9+6yuMPPs1+qM+LLsVbpMuN5Yt4dvBAQDbJl9tUqzp9Me8bO0JEvZcW7WpYVmMZqr4XQoPrutgXad/WVswHd5fSKLAzv4wsYCGR5PYEttNXTdJN89St9pbgXdJBJHD8Y9jCTLR6lm6SweWZZg3R3OMZqs8fXh6wUf5ofUJwh6FSsPkZ0dmLns9uhYkUVgI3RnJVDAXOb5PUxAFeO74LOVlSht2cLiVyFaavDbsCOFwHcLfG2+8wV//9V+zdWv7PBQcbgNSR7Bsm2nXGlLFVsWXrOYIqwl6Io5/122PIMCq+aq/sy+BdXu3GiiSyJZ5H5XLVbhdKy5FYlNXq3L2wFj+sgvJ3oiHnpCHTLmBdYldbsO0ODCev+Tvzqdb3bEQ+HG6+gJ5Y2LJ8+3wu/j8rl4e2fCuJ2HTsGgardeBZpTYMfNdJEsn6+7nWOwjTgLqLcBkc/9Ceu86z4fxSrEbMq5t2xcI2aZlM1tqIHDhy2Z9p5/fvKuf3vlWqPdyvuj3oS/8IQcnC0zl69QNgw3JAJ/a0U0y6EZg8dfib/7hn/Hbf/y/873/3/+XN/7hq9y5KsLW3hAxv0ZNN5kp1CjWdKzb/DPP4cZimBapUh1JFNncHWR9wo92ja29dd1kNFOlO+LmQ+s76Alf+v3i4HA9BFwKu/rCYAsMhrvo8g5Q102m6zem6q+qRjkVaa1D12ZeQDWuIXjsCty5KkIi0Gqr/fHBKapNo2V9srkVAjKVr/PqcKbt4yaDLtyKhGHZl6366w67GUlX+NXpdNvn4OBwK6GbFm+P5UgtQwv+rcg1CX/lcpkvfelLfPWrXyUcDrd7Tg63KqYOcyewLJv/Pp5kttR6kymuLP3+HgJu5QoHcLgt6N0DigcqczBzcKVns+x0h9ys7fAzU6wvS+vfxmQAlyJRrOucnlt8ASuJAqvjPkIe9QK/P2gJKD86OMXLp9PsO3v5XS9BEBhw3UNUGcTG4kT155TNuSXP161KaMq7N6a/PDnHt98YYzZfZvvM99GMMhU1yjuJX8MWHE+pm528McF4veX5uMr9AYJy97KPWazr7Dub5Wuvj/LmaG7h571hNz5VxqbVwRX3a3x2Zw8Pb0jgURfPKrMtk0e//Kc89MU/5PBUgWyliW5abO0O8fCGxEUG7YtxTvyzLBNVFkkG3GzrCbK7P8z6ZABFFklXmsyV69T09m8EOLy/KNV1MpUGnUE3O/pCLXH6GjdKCjWdqUKNjV0BHlzbQdjr+FM6LB/9UQ+buoPkKk3u6rwTtyoxWj2CYd0YC5ix4G6KWiey1WBt9vm2H1+WRD6+pYuAS6ZYN/jJwWl00yLsVXl4Q8uv+MB4npOpUlvHFQSB/mhLsB/LVhet+nMpMl5N4pVTaUfwcHhfc2KmyPBcmewy+bHfalxTqu8/+2f/jI997GM8/PDD/Pmf//llH9toNGg03v1jF4utUm9d19H126sE+dz53G7ntWRSR6iUykyQ4K3pc38DC1Ursi7a8/79u7zvEBF670E4/Qyc+BlWbOMNrepaiffhuoSb8UyJbKl2ka/Y9SIDm5M+3hzN8854jlVhbdGQHJcEg1EXBycKYBkX+D9tTfqZytd5czRHp19lMHb5ao+1rgc4ZtXIm5Mcr/yErd5P4hIDVzX3WtNkKl+j1DD4/v5p1GCQT4TyHEh8BktUEG2nRfJmpmGVOV19FrBIKOtIKutgif9mwvzjBNtc0g5j07A4k65wPFVmPPfujcrZuTL3DAQRBAFVhLUJL0enS9wzGGZj0t96jV9hTh/5zT/Ctm2OThfIlRuYls3GpI+7V4XxKQK2eaFIZ2Fj2yAKXFQF+KU/+FOAC57jUwR8IY3uoEq+opMq1clWmpSrDdyqjE+T2p787XD7YpgWuaqOpkhsTHhJhtxIAhe9Tq+EbbXeF6l8FUMQ2N0bZEMygCxY6LpTmeqwvGxMeJgrVpnJx+n2x5gozHKmeIgNge03ZE14PPYIeya/RlfpENO+zeTc7fUZ9yrwya2dfO/tKVKlBr84OsNjmzoYirmZ7Qvy1liB54/PkvB2grz0a+GVSPoVRtMCdd1kJl+hN+y+5OO6/Coj6QovHpvmUzu6l2z54uBwuzBXavDOWBbBMpktVFnnvX01mqWel2BfZYnKt7/9bf79v//3vPHGG7hcLh588EG2b9/Of/7P//mSj/+3//bf8u/+3b+76Off/OY38XicNoPbiZ7sq0TLJ/i+eR9fmWmZ9Wtahg2rXuQ3go/iFi99cXK4/ZDMBhunv4toGQzHH6Hk7lnpKd3SmDY8PS5S1WFr1GZD6NoqC39wVuSlGRG3ZPO/bjWJuS7/eN3WebnxMgWrgE/wcb/rflTh6oTNqgE/OlHktWIEgD53k98YEul2Ov9vakzb5OXGy+SsHEExyP3a/UjLVKH5/WGR1+cEdOvdG5O1QYs7Yja5BmyK2PTMv17qJphW66Zrqdg27M8InCoICALc22nR5Sw/HBwcHG4Iw/owB/WDBMQAH9Q+eMN8JbuzrxErH6ehBDjR+all6TI4U4S/PCph2gIPd1k83m9h2fDfjonEXfDpAQu5zdk5Z4rw5pyIS4aP91o42TwODu9vqtUqX/ziFykUCgQCixdpXFXF3/j4OP/8n/9znn32WVyuK9wxzvMv/+W/5M/+7M8W/r9YLNLb28ujjz562Yndiui6zrPPPssjjzyCorzP2lptm/LTrzKrhzhibAJMfC4DOXiGKhHu+sBH6V5kV8rh9kQ4LiMMv0BvuI5112M3rOpvpd6HDd3khRNzZMtNukJL+3y8GnYHK7x6JstpW2RzXxJtkZVkVTd5azSHR5GwbBtNFhcW2VvW2pysTjNTbPBXJ918bkcX6hVWpJ3qALOVH1K0yzxtnmGT56OIwtIvHTHjFP/v4LO8IA/w14U7GKup/MdDsLM3yJ7+0KLViw4ry5nar5gRLGS5gyHvpxm5ympPwTYZbA4zrA5ecLNl2zZz5SZxn7rwusxLaXSrRMitsD7hZW2Hl9lykx8P5yjWDfYXNT67I3nNN4sjmSrD5Sq2ZJMMaOixIK5OPyIChZpOttok7FHpDbuJ+LT5YBoBw7QoNQxShRqzpQblpoFbloj6NJQlVk80LZtsucF0oUa+qiMIAkGX7LzuHS7AMC2yVR2XItEfcdMZciNfxzWzplukCmU6iifZ9YEHSQQdpdthZTg+U2Ty9CByZZa8qfOy4cUjdhC6AfY/ox293NP8KqpZwaxlORu+p/2DxOGR9WVeGc6R6EpwRmttjj60zUYWBcYWuRZeD1bUplHMUTQsXq576Vnk/sq0LEbSFXb0R/iNO3ovsGFxcLideWc8z9tjOQyzFWhVqjT4cGT2ttVoznXUXomrEv7eeustZmdn2blz58LPTNPkpZde4itf+QqNRgNJuvBDRdM0NE276FiKotyWf3i4vc9tUQoT6JUCVVsm1XQDZVzuEoJ7hqhrHT0RH3K7t7wcbm6GHoKxV6AwhlQYgfjaGzr8jX4fKorC1r4Izx2bpW4KuBdJtb1WBjsCHJ2pkK82OZaqsKPv0v6qsi2AIFE3W6KGLIkkAi0hUpDgI5uTfPfNcTIVnZ8dm+OjW5KXbUOUJT/rvR/jcOVJiuYsp+qvsMa9tB17b3OOzXNPgSCypjvGb6wf5KVTc5yZq3BspsyOvgii4/N30zHbPMGMfgIQWeN+GFUKc7WNgec+7W1BwhIkijWdE6kSJ1Il8lWdX9vRTVeodbOyrTfM+mSQDr/GdKHOz4+lSZVaFiEeVWJzdwhLkK5J+Jst1TmTqYEg0Blw0x/zsKojAILEeL6KKovcMRhnbcKPV7v0kmhLb8t3cDpf51SqxFSxjiwKJAIulCsIeJoEybBCR9BDptJkIlcjU2kCFmG34giA73dsm2LdoKabdAY9DMa8S/acXIxspUm+prM+GSJXhETQ8/5bkzrcNGzoCpOpmpw8PQjyGSTXKEalk0LDuu7X+pVoyl6ORx9hy+yPGMi/zqR/K3Ul2PZx1nQG6Y/7USRx4VopSmDRuhaaNozlm3RHfO0ZUILeqJdTs2VGcnU6Q95LtvIKkoTf6+bQVJkdc1V29UfaM76Dw03MRK7KkZkKgiQxkW3gc2vkqq1W2NtVo1nqOV3VivOhhx7i0KFDHDhwYOG/3bt386UvfYkDBw5cJPo5vH8wpw5SaRrk3KsoNlq+MrZcQEBgdajPEf3ej7iC0Hd36/vjP271293m9IY9DMa9TBcXT1u7VkRBYEdfCICj00WqzUv7PUmigCgINEwTryajiOIFj/VpMh/bkkQSBWaKdYq1K/tCeKQIaz2PAAJp/RQzzSun8ylmlR0z35tP8O3jRPRhvJrMY5uTPLa5kw+t71jYfbZtm3LdCUO4GaiYaYbrvwKgR9tFWOm75mPlGvD2eIHvvTXO114fZe/ZLPmqjiQK5KrvBtCEPCqqJPL04Rn+Yf8kqVIDRRLYMxDhy3f1s67Tf02iX7Guc2y6Za6eCGjE/BqDcR+SIDKSqdDhd/Hwhk529IUXFf3OEXAprOv08+HNnTy0IUEi6GIiV2UqX8NYQpKvJIp0+F1s7w2xozdE3KeSq+mkyw0M0/Fbez/SNCxminUEQWBzd5DNXYHrEkIs22Y8V6VhmHxgdZQ9q6JtnK2Dw7UhSyI7+sJsjuyg2jQoWGcZiMvUDWvRdUw7mfFtJOfuQ7QN1uReWrZxzt8EOndtADAsm/96VOSJd2YYzVTaNl4y6EaTRRrznyOLEfEoGJbJr06lyb0n+M3B4Xaj2jR4ezRHQzeZLTawbBv3ZcLf3m9clRrj9/vZvHnzBf95vV6i0SibN29erjk63ALUJg/TNC2a0Q0LQoJuNpFEgXXxa79xdLjFGXoUJA3yY++LhF9RFNjSHcSnyRcIG+2iJ+Qm7tcwLbsV4HEJZFFEEgV0w0YSBbrCLoo144L0t0TAxWObOvncrl5CnqV59oXkHgZcdwEwUn+dgjG56GMF22Rb6gnceoGaEuTgexJ8V8d99EffNfk7NlPi63tH2Xc2i+6IICuGaTc5WX0W2zYJyT30aLuu+VjpcpN/+7bMy2eypIqt6r2ekJuH1nfw+x9YxaauC6suJgs1zqYrCAJs7grw5bv62bMqcsWKusVo6CaHJwtYtk3EoxJ2K3SHXAQ1mfFslaEOPw+u76AzeHVt+Yoksirm5ZENCT60IUHIozCaqZIpN5aU6i0KAjGfxraelgAY8arkqk3S5QbmEgREh1sf27bJV5sUak26wx529oXoDrmRxGvfIG0YJmfTFcIelQ9tSLCpO4jkmPk73CQE3QoPrVmPT4rSMHR05Syr415KdYOGvswhX4LAyeiHAOgsH8bfSC3rcJP5Gj96Z4qfHJomU24giwId8524zxxNUVjCZutSkESB3nCrhX88W130+iOKIiG3ypnZMvvHcku6Tjk43IrYts0743mmCnWahkWu0mx74OKtjlOG5XD91PLomREsy6YWWU+12bqI16phFElkY6y9SVoOtxCuAAw+2Pr+2FPwPrixjfo0NiYDZCqNC8S2diAIAjvnW3xPzZYXrdZTZQHdtJBFkdVxH4mARvo9wsRAzEvwPI+dpcy1U91CXFkL2JysPkvdurSnxLrMLwjXxjBFhf2dn0OXLu/vOZapYlg2+0ayfGPvGEenim3/2zlcmbO1V6hbRVTRyxr3Q0uusqs0DN6ZyHNgPL/ws6hXIaLZdAVd3D8U43fvGeBTO7rZkAygyq0q1JnCu1UKGzsDbO0O8sU7+nhwXQee69ihNS2bQ5MFGoaFR5XoibgIuFWSIReThTrrkn7uWRPFd4Uqv8shS6331qObOvnAmii2AMPpypIrWIR5AXB7b4htvSHCXoV0uUG20nQEwNuYum6SKtbRFJHNPa0qvytVm16JfLXJZL7G2oSfD23ooDvk+Ck73HwMxLzc13cXtabJ6cIh+iMeVsW85KrNZa96LmpJZnwbEGxYm3luWTtQEn6NDr+LhmHxo4NTlOoGvzZg0RnQaBgWPz083bYNzmTQhSwKVHWTdHnxzeagR0UAXh/OMJFrf0eKg8PNwNl0hWPTJVRRZCJfI+RRL2tl9H7kuoW/F198cdFEX4f3CTOHqDYMKp5eaqIXv6tV2aO45giqEQZjl/Yic3ifsPpDoHihMgsT+1Z6NjeE9ckAXUH3ZdsvrpVEwEV3yI1t2xyYyF/yMaokYlg2qiygzAsUbkWiuEg77UimwtdfHyV7hTYQQRAYdN+HT4pj2A1OVH+OaV8oPnYX99NbeBtbgIMdn6Sixq94Th/elOAjmzrxazLlhsHzJ2b55r4xTsyUsJzd6RvCXPMUc/pJAIbcD6GIl6+Ey1WbvDWa4/tvTfC3r47wq1Np3hzNYs0LtoIg8C+3mXx2R5KtPaEFcaPWNHn1TJqvvTbKz4/MLAi8oihw/9o44evcnbVtm+MzRUoNA1kU2JgMYJjQHXaTLeus6/Rz9+oorjaZnLuUlgfhY5uSbO4Kkik3Gc9Vl9T+C60KwA6/i+09LQHQ75JJl5tkK00s2xEAbxcsyyJdblBpGqyK+9jRFyYZcF9Xuqll20zkqlSbJnsGItw7FCOwzJ5pDg7XiiAIPL7+TkJuNzPVObLNKQbjXnoinhtS8Xwq8iCWIBGpjRKtDS/bOLIk8vGtScIehUrD5MmDMzRM+OimDtyKRLrc5IUTs22pvJMlcUHoH7tc1Z8gEPKopIoN3hjJ0jSca4vD7UWhprN/LI+NzVShhigIbVvn3U44FX8O101z8gA13aQW3UTDMCnVWxV/mitDp7eLkMdZiL6vUVww9Ejr+xNPg9meNoebGZcisaUnhGHa1JehjeVcsMdIunJJsU6Z99TU5NZFL+BWWN3ho6GbFy34bNvm7dEcpYbBj96ZuqLXnijIrPU8iiK4qZpZTtdeWFhsBhrTrE8/C8CZ8P2kvUNLOh9BEFjT4eNLd/Zx75oYbkWiUNN59liKF0/MLekYDtdO3Spy9jxfv4CcXPSx70zk+cbeUb6xd4zXhjML4nYioLG7P3KBUHt+vk1dN3l9OMPXXh/h7bE8hmXjUSUqbfZ4Gs+1EngFYEt3kLphEvep6KbF6riXuwajC++LdhL0KNyzJsrDGxPEfRqjmepVtftLokhnwM2OvhBbe4J4NYm5UoN8temI37cytk2xrjNXahDyKGzrDbE24cN1na/But5q7Q15VD64voPtfeFrbot3cLhRBF0e7u/fhSwKvJN+G1kUWZvw0xl0MVduLOtnXV0JMR5s2VeszTwPy7ix4lIkPrGtC68mka3q/PcTEi5Z5CObOhEEOJkqc3Dy0nYtV0tP2IMoCBTr+mXbiP0uGVGAA+N5zsyV2zK2g8PNgGFa7B/LtTbXGgb5apOwoz1cEmeV4HB9NCs0UyfRTRu9Ywuj8y17YKG6i6yN9F/XjrbDbcLAveAOQ70AZ3+50rO5IfRHPKzu8DJVaH9bRcSrMjDvkXd06uJ2W1UWEQRwKe9+xCeDLrrDbnLVC1t+BUHgsc1JQh6F8rz4dyWxUhN9rPU8ioBIVj/LZHM/sllna+oJRNtkzruGs6F7rvq8ZElke2+IL9/Vz12DETRZZEPSv/D7+iWES4frw7JNTlWfw7R1/HInPdrOhd81DYszc+UL2pIqDYNcVUcUoC/i4YG1cX7nngE+t6uX7b2hi1JqG7rJvrNZvvb6KG+O5tBNm7hP42Nbknx2V09bK5QKNZ3h+RuaoQ4/qiwiCQKyLNIX9nDX6tiy7gALgkBvxMPDGxPcuSpC07Q4mynTMJYu/suiSDLoZmd/mM3dITRFYrZYp1BrOt5Mtxg13WiFdyCwoSvA9t4QMa+GwPWtiTLlBlOFOus6/Ty0oYPeiKdNM3ZwWH4e7L+TuE9jrHyKfK2MKoms6/QT9WrMlerL+jl3NnQPuqTha6bpKl05pOx68LsUPrG1C1USGS4J/OzYHMmQiw+sjgGw92y2Lf6GqizSGWhV6I9lq4s+Tpiv+ivVdPYNZynWb/9NeIf3BydTZU6mysiSwGS+TtirOtrDIjjCn8P1MXOYWkOnonXQ1MIcm2olKIpSHUWCjfHBFZ6gw02BpMC6j7a+P/Us1C/tDXc7sdxBH5u7W+EIZzOVi6r0ZFFEFgXU85LWRUFgMOYj4FbJvmc+bvX83ekmPzl0ZQ+agNzJKvcHABivv0Fk7u8XwjwOxx+H67joqrLI7v4Iv3PPAMngu35Vb4xk+Z+vjfDK6TT5Zfibvh+Zar5D2ZxFElTWuD5Iuqzz1miOf9g/wX9/eZifHp65wBNoQzLAhzcm+P17V/GJbV0Lr/HFyNUM9s23FkW8Ko9t7uTzu3tYFfO2dWHWNCyOTBWwgYTfRTKoUajpuBWJvrCXu1Zfn6ff1eBSJLb3hXl0YyerYj4m83Vmr/KGVhFbLVy7+sNs6g6iSCKp+RRuRwC8uWkaFqlSjbpuMRj3sbM/RF/Ei3wd4R3QqmoYzVYwbZv7hmLcNxS/rhRgB4eVoMvXxfpYH0GPxP65A1iWjVuRWZ8MEHArZJYxeVaX3JwNtdYtQ9lfIlnLu46I+jQ+vqUDWbCRRQHbhm09QXb2hfjMjm60Nm1E9UZa66RMpUmlsXgVvVeVEAU4NVvk2CU2jR0cbjVmS3UOjOdQJIHJXA1FFJalq+N2wRH+HK4La/odyg2DcmQjf/PyWfaOZAGwLQW37GJ9vHuFZ+hw09BzBwR7wajD8adWejY3hHNBH9lKc8meX0sl4lVJBltef0enL1zAyWLL20+WLhRW3KrE6rgX2255rZ1PYH53WpNFpgt1fnZ45ooBGwl1Iwl1I75Ginf0/WQFk3cSv4YhXV1S6mKc37pm2zbT80ld+8fzfH3vGE/sn+RkqrTsxuC3KxUzw0T9Lep1N7Pj9/LN1zN8581xXhvOMJWvY9mtNMbzXwdhj8pQwr/owqpQ0zmVKi38f2dAY3NXSyz8wh29rI772r4Te+49cC7MY12nn2LdQJEEkiE3dw5GiPq0to65FOJ+jQfXxnlwXRxZFK8q/OMcqiTSG/awuz/Cpq4gsiSQKtadFuCbEMO0mCvXKdSbdAU97OgLsTbhx3sdQTXnKNZ0RrIVukJuHt6YYEMy4KT2Otyy7OrcRcynUeIkk/lWlZpfk1nX2Qp/Ws6NvbHgLqpKCNWsMJB/bdnGOUdPyM2fbTH58IY4kiggCAL3rI619ZrkUWVi88e7bHjHfNVfTbd4azTH9DJ0pDg43CjquslbozkqDZN8VadY0y8ILXS4GEf4c7h29DqN6aM0TYtiaBP7RnILvxKkJlGtiy4nXc7hHIIAWz7b+n58L2TPrux8bhDrkwGSQRepYqPtx97cHQDg1GzpgvZcSRRQ5YuFP4C4T6M/4qFQa14k7EXnWzBlUWA0W+XQEjxodtjdrK1n0LH4dsBDVgle51ldGkEQ+NyuHj62JUn/fGvbZL7GM0dT/O2rI7wxv+ngcHmqTYNTsyXGc+WWPyMWAbmHkVmBatNEFgUGoq0W3i/f1c+X7+pnTYfvisdNlxs8c3SGr78+yi+Ozy6kuwM8uK6DoYR/2VovRub99ERBYFNXENu2KTcMAm6FuwejK9oKKUstD6sPb+5kU1eAdLnJVL62EIKyVFRZpDcyLwB2B9EUkblS3UkBvgnQ5wW/XE0n7tPY0Rdmc1eAkPv6gmqglVA9katSahjs7o/wwXUddPjbs7Hi4LBSbIltwau6cLlqFMypha6IiEdlXacfy4bSMrWi2oLMqeiHABjI70Mzlr/yrdvLwvWvtYn5ruA2na+x92zmusfoDbfut2aK9ctaorjVltffVL7KwfF82xKGHRxuJLZtc2iywFimiii2Xs9Rn+a0+F6BG9P34nB7MnuERqNJRQoh+DqBmYVfSXKNvkAv7jbsdDvcRoQHoPfOlvB3+Adw75/BdbY/3ey4FImtPSGePz5LrWniVttXgt4ZcBHxqmQrTY7PlNjeGwLmK/5E8ZJm74Ig0B/1kq/p5KrNhV3ic3SF3HxsS5JTs2W2dl9exFONMttnn8Iy43zTa5FWPDRqz7DR83FEof2l9oIgsCrmZVXMS6muc2y6xNHpIuWGccHi1bRsZgp1OoOu93VVjG3b5Gs6qWKdmUKdqUJ9IQwmGWnSNZBBFjQ2h+7EWtWgM+CiK+Re8t/Mtm0m8zUOjOcZybzrLdQdcrduPG5At0Wm0mAkUwFgXcKPT5NJFWvIosC9a2JsSAaWfxJLIOhWuGd1jJ6whwPjec5mKsR9GoGr3J1W5VYFYCLgIl1qMJmvtf5NBYGAS3ZaXG4gdd2kWG8iCiJxv4uekJtoG72Fyo2WR2BX0MWOvrDj5edw26BKKptjm3kr9RaCOEyumsSjSGiKRMLvopmwOD5dQpYM3Er77yNmPWvJuXsJ18YZyr7I4Y5PtH2MS2FaNs8eS3FmtsxjmzuJ+zWeODC5UF2/vvPar1dBt0LApVCs60zma6yKeRd9bMitUqwbHJ4qsiruY23Cv+hjHRxuRsayVQ5PFvCoMqdmS7gV2Qm4WgLOX8jh2pl8u2X0HtqMoohs7nr3giVJOuuiAys3N4ebl/UfB9kNhXEYeWmlZ3ND6It4WNPhZapYa6s/lyAIbO5qiXMnZkoL4pckCiiygLyIgKPKIqvjPiRRuKQfTG/Ew4fWdyCK7+5QX1ShZNtsnnsK1axgqAni0X+KJKiUjBmG679adh8yv0thz6oIv3V3P5/Y1sXG8wSe8VyVJw5M8j9eOctPD09zZKpwxbTi24HzKzgt2+Z/vjrCN/aO8YtjsxyeKi6IfmGvCOokAKvc96JJXu4YiNAb8SxZ9EuXG3z3zQl+eGBqQfRbE/fx+d09fGLbjUlzr+nmQrhNV9BNZ9BFtalTrBvs7A9zx0B04TV8MyCKAgMxL49uSrCrP0ylaTCarVxTxYUqiXSFWinA23pDxP0alYZJqlij0jAcH8BlwrZtynWDmWKNmm7SHfKwsy/Mtu4gsTZVG1iWzWSuRq7SZEdviIc3JhzRz+G2Y3diNwAFa5S+mMREvrZgX9ATdrM67qVY05cn0EsQOBl9CIBk6QiB+lT7x7gEogCKKGADPzsyQ76qs6s/DMALJ+aYK117Z0grXKpV9TeRq17WqkVTJBBsClWdd8bzlC/jC+jgcLNRqOm8OZIDbFKlOrWmQcDlFBotBeev5HBtNCvo04ep6Sb1jh3UG+YFCaKyZLAq1LeCE3S4aXEFYOMn4OB34PjT0LkVPJGVntWy0gr6CDGVb1VctdPbpS/qwT+uUKrrnJ4tsyEZQJZEVOnSFX/niHhV+qMeTs6UcSnSooKPZds8f3wW07J5ZENiQUjpL+wlWj2LJcgcTHwalxJjiEc4Xn2aueYJPGKELm1r285zMURBoO89N8WVhoFLEanrFmfmKpyZqwBzhNwKyaCLXf1hQp7rb8NbKWzbplQ3mCs3SJcbpMtN0uUGqiTyhT2tz11REPC5ZOqGRdyn0Rl0kQy6SAZcnNF/RNmcI6IMEJVXX9W454QNj9oKgpFFgfWdfrb1hgjfwL+pYVocmSxgWDZ+TWaowwe2zVSuTl/Uw6ObOttaXdtOPKrM7oEI3WE374znGctWCbiUa6oWk0WRDr+LuF+jWNNJFRvMFOukinVUWcKnyaiys8d7vRimRalh0NBNvJrCmriPjoALv0u+7pTe8ynVdVKlBsmgix29YXojbqd1yeG2pNPbSbevm8nyJIpngrh/gOl8ne6wGwGB/qiHhmExmqkQ92tIbe4OKWpJpv2bSZYOsz7zLPu6fuu6QsmWgiAIfHBdBw3TYniuwtOHp/nEti5miw1Gs1WePjzN53f34r7G0I+4T8OlSNR1k+lCjZ7w4hsGIbdKrtpkOF3h6GSBPYPRaz0th5sA27Yp1HSKNQPLtrEBSRAQxVYxgCQImLZNrWlSbZrU9dbXmt76XhQEXIqESxHxajIxr0bcr9106yjDtNg/liNdbiCLkCrUiHq1ZX/v3i44wp/DtTF1gHrTICd3YLg7ePF4irPpd1u9NFkh6nV8aBwWoe9umHgTsmfg4Hfhzn9y239oh70qm7sDvHI6Q9CtILepJL3laxbg9eEMR6aKC+2OQx1+XFdYPPaFPRSqOnPlxqK+UXOlBidTJSy7VVH26MYEEX2GoeyLAByPPUxFjbXOUellwPUBRuqvMFbfS0BO4pPibTnPq2FTV5ANyQBzpQajmSqj2QqpYoN8TSdfe3eHHeBkqkSqWCfm04j6VMIe9aZpF2gaFpWGQdj7rqD27NEUZ9MVmpeoEhOF1r/RORH3I5s68ajyBaJuqnmUsjmHJCisct27JFEhV2lyYKJVFfD41i6gJV49tqmTRNB1zTcp14pptbxdSg0DRRLZ1B1EFAXmSnUUWeTjW7suamG/GUkG3cR8GqdSZQ5O5hlOV0gGXXiuwSJDQCDoVgm6VfqiHjLlJqlijXzVQK+YaEpLBGzX5877Acu2qTZMqk0DQWzdKK9N+In6VFxtbqk2LIvpQh1RENjZG2JzT/CaXgcODrcS2+PbmSxPcjJ/iI/17+CFE3MU5g36JVFkdYePhmkxk6/REXAhtnmdeCryIB2VEwTrU/SU9jMR2NnW418KURT48MZOnjo4xXiuxlMHp/nYliS5apNi3eCZIzM8vq3rms5VEAR6w25OzZYZz9XoDi2+caBIIqIgUG8aHJku0Bf10hl07ttuVizLJlttkq82yVV18lWdatOg2jTJVprMlRo0lqE6tsOvMRj3sqkrwGDMt+JdFMemi5xMlQi4ZI5OF/Gq7bufej/grCr+/+z9d5Rc6X3fCX9urpyrOicAjZwmJ85whpwhOQwSJSoyyLItWSvZsjf4+N3d98jHa3n3rL3nPd6VZWkt27JlipIVTIkapuHMcHJOyEADaKBzd+Wcbnz/uI0GMMAA3UAj38+ZOd3ovvXUU9VVdZ/7fX6/79fjyph/n7ZukY/uYLLQ4JkDi+f92i/7b+mKGo9rjCDAnl+Al/8l5I/C/PsweO+NntU1Z7wnzEypzWKtw9AldmLXyoZ0kP2zFVq6yelik43pEKFVlL3LksiGdIhq26DeMQj7LmzP7In4eHpnHz88vMSpQpPv7p/nnye+j+A4ZENbmQ/vPe/4XnUHNWuBknGa463n2RP6CpJw/T8LREGgJ+KjJ+Lj/rEEHcNiqdohV++el/p1utDkRK5x3m0DqkTUrxD1Kzw2nl6pmDpjNq7JEookXFEljuM46KbtttosM1Nqka93aXRN6h1j+atJ17SRRIFfe2zDykWA7Tjolo0oQDKokQqppMIaqZBGKqieJ/J99O9p2G1mOu8AMKTdiyp+vAeQZTucLjQ5NF9lrnLWiLzY7Lq7q8DoJTyErhW27XB4oUqlbSCJAnsGo/gVCcO0yNW7PL2zj92D1yZg5lqgSCLb+yP0x3wcmq9yPFtHEHT6oj7kK6xw8ckSAzE//VEftY5BuWWwVO1QaRtYto0meyLgx2GfqYgwTGwHgorMaCpIKqQRCyjrLjwAlJo65ZbOUDzA7qHoJS/WPTxuJ3akdvDs1LPk2jlkrcruwSjvni7hU0Q0WUKVRLb2hjFNN0CnJ+Rb103irhzmZOIxthReYLz4IvnAOF352vvdSaLA0zv7+M7+ebK1Lj88vMSntmT44eElZstt3jld4sErrMDri/o5XWjSMdxzYk/k48W8eECh0OiSq+kcnK+QCmW888JNRL1jcHC+yslcg1P55mWFPVGAWEBBWn6PWI6DZbvnNdNykETwKxJ+VcaviARUGZ8q4VckbMehs1z9d6ajpNY2ydW75Opd3jpVIuKXuXs4zt3DcdLh67+5OldusW+2QtgnM1tqoVs26ZCnNawFT/jzWDvtMlbxJA3dojO6hyMnz03EsukZfJst8fuvexWIxy1GKAPjn4WJ78Hhv4L0VtAunx56K6PJErsHozx/tEOjY65KnFsNsiiyrS/CBzNlDs1X2ZAKrvrCMepXGEsFObpUw69IF130jaWCfGl3H987uMhctcu/aN3NP+nfz7HU0xcswgVBYKP/kzSsPF27xqn2q2zyf+qGX8j6FInRVPACsWo8EyKgSivtsl3TprXcCpGtdfjUlszKsa+fLHIyf1YkVCURRRZQJBEB+MX7h1eEgTcni0wVm5i2g2U7mLaNaTmYy747v/HJjSs7p0cXaxeIj2eQRYG2bhHU3NfKfaMJ7h2NE/Oraw4umem+jel0CUgJetWdFz2m3jE4vFDjyGLtvGTesVSQvYMxEjdwQ8dxHI4u1Sg23QTf3QNRwj4Fx3E4VWyyKRPiczt7bvhr7UqIBVQe2ZRiOBHkwFyF6WKLmF8hcRVhEYJwtgpwKO6n1jEpt9zKgGrHwDBtVFnCr4r4ZOmWfN6uGseha9m0dYuuaSMI4FdkBmMBkiGVmF+9Zq3Sbjteh6Am8dDGJJt7Ll+l7eFxO+GX/WxLbuNg4SAf5j7kMyNPU2kZHM/WGUsF3fZDWWJLb5iD8zaF5oWBZFfLTORe1+evu8SW4nMc6PnpdR3/41BlkS/t7ufbH85TbRsIAjyxNcNzR7JU2sZ51hprQRIFhuIBThebTBdbZMIf7z0qiSKKJNExTE5kG4wkg17Qxw3GcRyOZxu8frLAyXyDc+16FUkgHlCJBxRiAZWQJhNQJSJ+hUxEIxnU1jXQrqWbnMo3OZlrcGCuSq1t8tJEnpcm8mzpCfGJ8RQb06Hrsnaod1xfP9N2aOkWuVqXzA0QH291POHPY+3Mv0/XsCmoA/jCKY4tHl35laJVCYbKjEYHvV0jj8uz8VOw8AHUF+HgX8A9v3zbt/wOxPxs7Qmzf65KQAuuWwXJlt4whxaqVNsGs6U2w8nVVxQOxP1UWjpLtQ6ZsO+iJ/HBeIC/u9XkT48anDLi/M9LT/D5HpHERYq+ZEFj3P9pDjf/hoJxkqg8SEbdcjUP75qxIR1iQ9oVnB3HoWPa1NoG1bbh+p6cs4hycBAFOOOZrVs2rjbmCmTnPmvVtkFxOUzjYnRNe8U7pT/mRxQEwj6ZkCa7X30yYU25QHRIBK9MeKubWXL6BABjvkcRhIt/Pi9WO7w3XQbcysftfRG290eIXKQa9HpyZjGcq3cRgJ39kZWq8kKjiyZLfHFXPxH/rbv7KwgCw8kAPVGNk9kGBxeqnCo26Qn7CGlXt1yTRHH5gkFlNOmmYtfaJoVml1rboNY2AAFNFvEpEpos3pZCoO3YdE2brmHTNd33rSpLBFSJoURgJRnzWvoiWrZDttbBsG3Ge0LsXA4G8fC4E9mb3svBwkEOFQ7xmdHPcPdInHJLX/H7A7d6fWtvhIPzFSotfX07igSRI+nP88D8f6KnMUE6dJx8cPP6jX8JfIrET+7pp9o26I+5jzWoSldd9TsQ9zNTatHUTYqXEUtjAZlcrUvIZ3Fgtkpf1HfR7g+Pa4u9bGHy0kSepVpn5efDiYDbZpsO0h/1X9dW24Aqs3Mgys6BKF/c3cexpTrvT5eZyNaZyDaYyDYYSwX43I6+NV1zrBXDsnl/uky21iHskzmRbRDxK4jr7Pt5J+AJfx5rw3Fg5m3ahsViaCeOZTN/ThuY6ivjl2LE/GFk6fa7aPBYZyQZ9n4VXvvXsLjPFQEH7rnRs7qmCILAjoEo85UO+cu0YawFRRLZ0hPm4HyVQwvVNZnCy+Jyy2/HbTGN+C9c9Klmg8dbP2BPj8RvFZ+kpCt0DOsio7lE5F6GfPcy23mX053XCEu9+KWbuwVTEAS3DUKRLvp3eXpnH47jVu3ppo1h2eiWjWE5F+zO3z0SY1tfGEUS3ZRlSUQWBSRRuCBMZddAlF0D1+65cRybU51XAUirW4jIvQA0uiZHF2sEVIkdy+nQG9MhNqYbjGfCjKWC67p7fKU4jsNkvslC1T3XbOuLrATkdAyLYqPLp7f3sOsWavG9FJossWMgymA8wOHFKieyDYrNLr0RH9o6eMuJ51YCJgJ0TIt6220zLzZ1mrpJte2K1qosrbTdXYs212vGmfepZaOb7v+ucC+gyiIhTWYoESDkkwmpbtXEtRY6Hceh3DIot3R6Ij52D0YZTQZvuGeSh8eNZCw6RlSNUtWrTJQm2JnayX2jCV48ljtP5EsEVTb3hjmyUKPZNVeq4NeDutbDdPQBRitvsa3wLGXfMKZ0ffzugpp83mOJ+BUMy0GVBRzHwXZY83lYkcQV8W+62LpkcJQouC2f9bbBYq3NkYUa948lbsuNn5sR23bYP1c5L9VZk0XuG03w4IbEuoYBXg2yJK6IgIVGl9dPFnhvqszpQovff3mSHf0RPrOj52P9wq8Ux3FWbFBSYZVji3Vsx/E8cK8Q71nzWBulUziNHHVDpDm4m/lsHQdWqmA0f5mw1EtAk1A8Jd5jNcSG3Zbf4z+Ag38JiY3gj93oWV1Twj6FPUNRXjyWo2tY5/m9XQ3b+iIcWaxRaLjJnn1R/5rmtCEV5PBCDb8qnR9w4ThsL/wAxWoTDmX48tgGlhrmyg71xzGg7qVqzlMzFzjRfp6dwS8jCrd2K5sgCCiScNkAkPVe/FwNS/oRWlYRSVAZVu9nptTi0EKV04UmjgMRn8z2vgiCIKx4D91MzJRazJbd8KgtPeEVUdayHRYrbUZTQZ48J3H6diEaUHhoQ5LRZJDDC1Wmiy1USSQT0a7Y/+9i+GQJX1giHdYYSzu0DYtmx6LedUWqZsei3uniOA6SKKLJIqrsJoffyItDx3Hb6I3lNnrDclvqneXeKEVyP8dCmkwkphDUZPyqW92nyeK6pvFejkbXJFvrEPEpPLghyZZer63XwwPcc+qe9B5emX+F/fn97EztZCgRYO9wjLdOFfEr0soaqS/iRzdtji/VVzbR1ovJ+KNkmhMEjDLjpZc4mv7cuo29WorNLt/Zt0AioPKZ7T28cqIAwGd3rN3CYigeYK7cptZxQ83il6iSDPtksrUOsaDKsaU6g4kAA5dZ33lcHbbtsG+uwkvHcuQb7kabX5F4dDzFgxuSN12a7rmkQho/uXeAxzdneP5olvdnyisWMQ9uSPK5Hb3rVjU/VXR9/RIBlYVyh1JTp3edCibuRDzhz2NtzL5N17SZ928lFApy5MQ8cLb1LeCvEpG3EVRlr+LPY/WMPwXZQ1CdhQ/+Czz090G8eU9668FYKsRMus2pfGPdQhJ8isSmTIiJpTqH5mtrEv4A+qN+yk2DhWr7PF+Y/voB0s2T2ILEofSX8Gkao9rZXch8vcvB+SqPjqfOE8QEQWST/wkONP6SplVgtvsuI74H1+WxeqwO3W4y230XXdewag/yXw/nqHXMld/3RX3s7I/iODdnl/1StcOpQhNwqxHPFZsLjS6yLPLUth7SN5HQup4IgkB/zE8mrDFdanF43hUAIz6FZEhd9yo8AYGAIhNQ5BXz7o5p0exatLomtY5BtWPQ0i0qlgGOu/GnSKJb1SoJbmWrIKz5BeVWt7gVLrbtfm/ZYDn28lcH27HBAQRXtpNF9z4VSSDiVwhp8kqrsiaLaIobEHCj6BoWS/UOsiiysz/K9v7IeSndHh4esDu9m1fmX2GyMklDbxBSQ2zvi1Bq6kws1RlLBml0TXyKxHA8gG7anMo1kELaZTfhVostyhxJP829C3/CYO1DFkPbqfiH12Xs1eJuYNjMVdp879AiuVoXB8jMatw9HF/TWKos0hf1MV9pM11sXVL4EwSBsE+h2OiiiAIH5iqkQ9o1tTy4UzEsmwNzFV6ayFNYFvwCqsQnxlM8tCF5S20IRQMKX7lnkEfHUzx7eIkji3XenCwymWvwC/cPrfka5KPk613eOV1CEUXahsVcuXVVvscenvDnsRaMNix8SMe0mI7sJqPKTCzVAddw1BZaiEqbuNKHsrz49/BYFaIEd/8SvPr/g9IkHPkO7Lw+Bss3CkkU2D0UZanWptTUr9i77aPs6ItyPNtgsdomW+usqZVYFAXG0kEqbZ1axyTqV1DNBluKLwBwMvEYDS1z3m1s2+HZw0tU2gbZWofP7ew9b4GpiSE2+B/jeOs5Frr7iclDROWBdXmsHpdnqvMGlqOTW7yLbFEGTFRJZEtvmJ39kZumjeRilJo6x5bc8KiheIDhxFkPmXrH9WC8byzBnjVeEN2KyJLIxnSIgZib2Hh4vsbpQnPF6PtaLoR9soRPlkguf0adSb5tm5abgKtb1NsGXdOmbViYloNl27iul845Xz/KuT8XEAS3DVkUBETR/V4WBVRJPivkydJKoI4iiiiyiLYcsnM9K/guh2HZLNU62DaMpILs6I/QG7m4f6qHx51O0p9kIDTAfGOeg4WDPNT/ELIkcs9InFrb4FShgSKLmA2H0WSQsVQQ3bSZLbVIhzWkdaqALvtHmI/sYaC2nx35H/Dm4N/FFq/fpXJPxMeXdvfzN/sXyNa6JIIqpabOm5NFMmGNwfjafNSGEgEWKm3KLZ1ax7ikV29QlViqGei2zWyxxYlcfcUCxOPqcByH6WKLD2fLHJir0jHcdN6AerbC71YS/D5KJuLjGw+NcjJX5y/emyNX7/J7L07ys/cOsnswdkVjNromb58q0ugaJAIq+2erKJK4LnYndzKe8OexeuY/AEunJMTRQ0MAfOOhEV6ZyJPvzlNTf4yEH8WJoN6pCYEeV04oA3u/Bu/9Rzj9stsCPHjvjZ7VNSUV0tg5EOXNySIRn7wugTghn8ymTIgT2Tr7Zit8ZvvaWkRCmszGdIhDC1V0U2JX8Xlku0tN62U6ev8Fx4uiwONb0vzoSJZiU+fP35vlk5vTbOkJr9xvUtlARt1GTj/KyfaP2R38WRTx9qzQutE4jkO+0WViqc5AuklROAUI3D04zH7LZEdflA3p4LpVSVwr6h2DQ/NVHKAn7GNj+mxVrL4cwNIX9fHoePqWXjCvFZ8isa0vwnAiwIlsnWPZOpOFJsmgSsx/bQXAM4iCcNaX6pxiZdNe9rw0bQzbwbTcSj3bdrBxWP4PcIsBRQRE0RX5ZMH1wpREt4pPFJcTJ0XhllpLmJZNrt6lY1oMxl1T9sF44KbwyvTwuJnZk97DfGOeA/kDPNT/EOBakNw3luD1kwXGkkEWqx3mKi2G4wHGe8KuwF51NzjX63PieOJTpJsnCRglxiqvM5n45LqMu1r6Y36+uLuPZw4sUmrqhDSZRtfkh4eX+Pl7h9YUvOFXJDIRH9lah5lii52X8hIWBGIBlXxNJ5CUOThfZSDmX98glTuMclPng5kyH8yUKTWNlZ/HAwoPbEjy4IbEbSVkbcqE+c1Pj/OX780ykW3wp+/MUmzoPL4lvab3Z9e0eOdUiYVKm4G4n6OLNZq6Qc9t2tlxPfGEP4/V4Tgw8ya6ZXM6sJvo8omgbVgkQipLVhZJtInJ/YiSuzPv4bFm+na7fn8nnoX9fwr+OCQ33uhZXVO29IaZK7dZrHUYWuNu7sexeyDKqXyDbK3DYrVzWS++j9Ib9VFq6piLh+ltHMERBI6kPw8fkwQ7GA/w8/cO8ezhJRaqHZ4/muNUvsnjW9IrBryjvoeom4u07QqTnZfZ4v/MLXVBf7NTaekczzY4nqtTabkLzKy+xMAg9Gm7GPX1sjFxgye5Stq6xf65KpbjEA+obO09KyLbjkOp2cWnSDwwlmQkce2S5G5mgprM3uE4GzIhJrMNJrJ1Tl2nCsCPQxZF13vwDgyENCybfL1Lx7Tpj/rY1u+Ksze7wO7hcbOwI7mDH57+IUsKVb1uAADJH0lEQVStJXKtHJmA213QF/Xz5LYewj6FoWaXHx/NkVsORtvcG0a3HPKNDpmQb138KkzJx9HUZ9iT/StGK2+zGN5FS7m+J8/BeIAv7OrjewcXaXRNNFmkY9j84NASP33XwJo2iUcSAbK1DvlG97KhKD5Fot41qHUMHODAXIVPbErfdv6515rZUotXTxQ4tFBl2XIWTXbDMe4ejjGWCt6269+QJvNLD43yg0NLvHaywI+OZMk3uqt+3ZrLCb7HczWG40HmKi2y1Y7bnXKbPmfXE0/481gd5SmoztI2BWYi2xnQZHTTptzU6RgWpphDFAXSviH8inRHVWB4rDNbnob6IiwdgHf/AzzyjyDce6Nndc3QZIk9QzGeP5Kl3jHWtJv7cQQ1mc09YY4u1vhwtkJfdG274aIgsDGpED/5Y7qmzVLqQepaz2Xv88t7B/hgpsw7UyVOFZosVjv8zD2DRP0KkqAwHvg0Bxt/RdmYIisfpVfdfrUP9Y7GtGwOLdQ4nq2TW06DA7eNPBPvEIosoIohhrRbp3JWN232z1UwLJuQJrOzP3LeRUepqaPKIpsyIXYPxe74C5KIT+GuEVcAPJU7KwDG/Arx4Pp7AHqcj266gp9u2/RFfGxdrsb0vLE8PNZGQAkwHh9nojzBgfwBnhx5cuV3Z6rOMmEf940leGUiT7VtEPUrbO0Nc3DOptQ0SITWpzotF9xCIbCBVOsUWwrP8WHvz1130WE4EeDzO3v53sFFQpqM4xjk6l1eO1ng8S2Zyw+wTFCTSYc08o0u06UW2/silzw+7lcp1Lskgyonc02GE8F186G+3ZkuNvnhoSWmiq2Vn21MB7lnJM72/sgVVffpyxYaXcOia7pV9eZykJVlOzjnVtLDcuX82RA6ddkiw6eI+GTpuqyZRFHgC7v7SIVU/mb/Ah/OVKi0dL72wMglhWfbdtg3W+HQfJX+qJ9ax2Cq0CLsV9alI8rDE/48VsvUqwAshXfgqEFEQeAPXp2k2taZKrRQAyNkBvJkfEMENQmft+j1uFIEwfX7e/N3XcH57X8Hn/jvwXf7eo0MxPxs6w3zwWyFoCqvy4l510CUE9kGxUaXuXKboTVWRg0XXiWgtJi3wxwKPsJqltOiKHDvaIKRZJDnj2YJqBIR39nTTFBKMex7gOnOm0x13iAi9RGQbn9/tvWkY1grGyuiKPDBTJmWbiEIrg/e5p4QPXGdY50XAIcx32eRhFujBMuyHQ7MV2gbFj5ZYvdg9LzFXrPrhpLE/Cp3DcdXwic8IOp3BcCNPa4AeDzb4HShSUiTSYbUdU0B9nCrUvMNN+m4L+ZnS2/Yq/Dz8LhKdqd3M1Ge4GDhIJ8e/vRFNyw3pILUWgbvTpfwySIRn8KWvjCH5qvU2gYR/zqc7wSBidRTJGb/A6nWKTLNCXKhrVc/7hoZSQb5iT39pEMa2XqXF45m2dp7aeHuYgwnAuQbXXK1DmOpIP5LFGfIkogkimRrXXoiGvtmK2Qi2kr3hseFVNsG3z+4yIG5KgCSCHsGY3xiPLXqgAvLdmh03ACtesek2tYpNXWaXYuuZWGYNqbtLDvZnvXHdV10BRycC1x1BdzgFkUSUSURVRGJ+RUSAZWwXyakKUT8Mn7l2thzPbAhSSKo8q23ZzhdaPH7L03ytx4evejazbYd9s9V+HCmTCbkQxDgZK6B4zjr8tpT7fZVj3E74L2LPS5PpwYL+/itb73FqWCHn/r1z1Np6eybrawc4jgiqhBkU7IHwwLtMhV/v/3bv41lWfyzf/bPru3cPW5NJAXu+1V4/f+GZh7e+QN4+B+CfPte6O8cjLJQ7bBUW3tr7sVwvcDCHJyvsm+2wmDcv+oTu9ZaIpl9A1SJbM+XKLUhozqrFiTTYY2fu3cI3bRX7rNjWHwwU2bv4HYq8ixVc44T7efZFfxpRMGrEP44HMeh2NQ5lW9yqtCg2bX424+MroQg3DeawHEcNmVCBFQZ27E42HwWcEgoYySU0Rv9EFaF4zgcXqhS75jIosCeoeh5u+OGZdPomMSCCpt7w1d08XMnEPEp7B2OM94TZrrY4ni2zmy5jSIKpEKaV41/FTiOQ61jUmrqKLLAcDLA5kyY/pjPq0bw8FgHxuPj+CQfNb3G6dppNkQ3XHCMIAjsHIxS7RhMLNUZSQZIBTW29IQ5vFCjpZvrIhS0lARTsQfZUH6dLcXnKQY2YInX3+/uTKDHcCLA1x8cYaHSxnGcNQk1Eb9CPKBSbunMllps7glf8vhYQCZf65KJaGRrHY4s1Lh39BbxCrnO7J+t8J19C7QNdwP2vtE4n9raQ/QyArRp2RSbOrlal6Wqa/dT75i0uiaW44p4ynJwlSyI7veSgCQse+AKbqK9LImokoAqiRd9Tdi2mxStWza6aTNfbnOq0MBx3OrAgCIT9Sv0Rn3EAu7rJOpX1q0ycLwnzK8/vpE/emOKYlPn91+a5GsPDrMxHVo5xrId9s9W+GCmTDKo4VdFjizWqbT0NQUUXgzFajJeeom7yvvpxD53tQ/nlscT/jwuz/Qb4FhYWpQ/+cM/QPJH2fy5XwbcNF/DclB9JaJyHxvTYaZLTWTp4z8wfvu3f5t/+k//Kf/8n//z6/QAPG5JtBA88N/Ba/8aqnPw/n92xcDbtHIloMrsGYrx4rHcui1ct/dHmMjWKbd0ThWa551oPxbHoXf6O+DY1GPbCY3sITFXpdTSSa0hAVYSBfzqWZHh7dMlDs5XOThfZdfAPQjxMi1KzHTfZtT38JU8vNsWy3ZYrLaZLrY4VWhSbZ81hRYEKDb0lR3TXR8x657tvkvLKiELPsZ8n7iu875SHMfh2FKdYlNHFAR2D8bOe/07jkOpqZMMqSSCGnuGYue9tjwuJKjJbO+PsDETZL7c5kSuwUKljWk5xAMKEb/itQGvEsOyKTV1Gl2TsE9m50CEDekQmbB22/o0eXjcCBRRYXtyOx/kPuBg/uBFhT9wBZH7xxK0uhaz5RajiSC9UR9d02ZiqYYkCJctQFgNp2MP0dc4hN+osqH8OieST1z1mFfDkcUar54osKU3zO6BKILgtj+vhpFkgHJLZ7HaYTQZvKQdgSiI+FWZuVKb8Z4gRxdrDMT9q65euxPomhbf2ee2sQIMxv389N0DF32ODMum3jHJVjvMV9rMlJrMFFtU2gZd0034lSU3xV4SWD6vnJ967+KcM6pwVgAUBWRJIKDKhDQJvyqjKSJ+WUJTRDRFuuj7wbTcNuJyS2e+2gLHLRoI+xQG435SIY1kSL1qC6KeiI/feGIT33xzmplSiz987TRPbu/h8c1pdMvmg+kyB+erpEMaYZ/CqUKDhUqLVOjKz7GCYzFUe5+NpdeQ7S5VR0drz1zV47gd8IQ/j0tjmTD9GgC/8Bv/M0eUHXzz3/5f7JytwLafxF52LdX8JRLqLoaWy8k/rt3lXNHvt37rt67Xo/C4VQmm4P6/B2/8G8gdgYN/Drt//rY1eB1JuK2ahxdqjKWCV31hrskSO/ujfDBT5sOZyqpa0aKF9/E357AljezwF9BkiY2pIPvnqlclSI6lgixVXYPpD2YaKPMPkkyfxkhPkJDHiMh9VzTu7ch70yXenSqv/FsSBYYTATakXK+dj2vTqZmLLHT3A7DR/xiqeGsEX5wqNFmqdRCAHf2RC3bKyy2DkCbj1yQ294bu2ECPK0GTJTakQ4wmg+TqXaaKTaYKTU4Xm/hliURQ9aoAL8KZ6r5KWwcHkiGNvcMxBuOBy1ZyeHh4XDl70nv4IPcBR4pH+PzY51Gki7/fAqrMAxsS/PiYuRJiNpIIoJs2p/INUiHtqitxbVHhWPIp7lr6S0aqb7MQ3kVTTV3VmFdDQJEQBJhYqnN8qY5PEfn5e4cJ+S6/Lov5FSI+hVrHYKbUYlPm0hvBYZ9Mttah2nbDRfbPVkgGNc+/FCg0unzrrRmWah1EAZ7YkuGJrZmV9HbHcai0DIrNLlOFJieXN96Ky774oiAQVGWCmkwyJCIJIpLoCn5rWffbjuNW9Nmu71+pqZOr2ziOA4JbBahKIkFNdlt6VYmA4gqDqiQiSyJhSVwR9hzHoW1YNLsWH86WcRyBkCaRDKoMJgIkgxoRv3xF1wEhTeZXHh3jrz6c58OZCj86nOXIQo2RhJ/5Soe+qI+AKpOrd1xfP98V+vo5DpnmBJvKrxDUiwDUtB6eVR7k/pD32vWEP49Ls7QfunVMJcSEMMZXf+1/JOZX+aPf/VdESy1ij/wiYOPzVxmOjJIOqwQ1GfkiJcKe6OdxRcRH4J5fdoM+Zt50k343f/ZGz+qaIIoCu4diZGtd8supdVfL1r4wx3N1Gh2Twws19g7FPv7+rS6Z+ecBKPQ/gam67ZTJkMZwIsDJfB1NllYWN2thOBFgKO5nMt/kndMlSi2dpaUxstkRcqlT/NSO1C3jRbceGJbNUrXDXLnNTLnF/aMJxpYNtIcTAQ7N1xhOBhhLBlcVFmA5OifbLwKQVreQUMau+WNYD2ZLLWZKrhH2lp7wBVWlLd3EdhzSIZVESGPPoBfocSWIokBv1Edv1MfOgSjz5TaT+Qa5eoeuYRPxKcQCyh3vUdfSTcotg45pEdEUNveEGU261UR3+nPj4XE9GAoPEdfilLtlJsoT7Ezt/NhjkyGNB8aSvHw8R6mpkwiqbEgH6Zo28+UW6bCGdJVdIoXgOPngJtLNk2wrPMt7fV+9YZvP4z1hRFHg2cNL2A60DZtnDszzlbuHLrtGEASBkWSAg/NV5itthhL+S4ZNCIJAxK8wV26zeyDCdLHFxFKNXYOxdX5UtxZHF2v8+XuzdAybkCbxi/cPsyEdWulMWKp2mMw3OF1osFTrUGu5axifIpEJafjXyccb3CA+cbndl48snx3HwbCclYr1bK0NuMEfmiwR1CTiAYWQphDQpGVR2a0aDKgyaTRsx6HZNcnW3GAYSXQFy3RYYyDuJxnUSATVVV8TKJLIz94zSG9E4y/em+Pl4w1EAT63o5eAKlNtG0wsNRAE1i4uOjY9zWOMVd4k3M0BYEh+Pgg/wautYVxtPLu2MW9DPOHP49KcdkM9yun7qbYcBuMyn/+lf8Bf75un+tq3AEg98TQ+2cdwNO22Kw7GLtgR90Q/j6uidyfs+hk4+Bcw8X1X/Bu6/0bP6poQ8SnsGYrx8kTuvCCHK0UWRe4ZjvPy8TyHF6psyoQIfUyqVmrxJSSzie5LUU4/cN7vRpIBKm2dUrNLepWtJR9FEAQ2ZUJsSAc5lW/y4WyJbE3HpstM5x3G/I/gOA4dw77tWjkt22Gp1mGu3GK+3Gap1sE+p2vjdKG5Ivz1Rnz8nUdG19TiMNV5g65dRxNDjN0irdOL1TYn8w3ANWzv+4i3pWnZ1Nomo6kAkiiwcyBCPHj9PZZuN0KazJbeMOOZEIVGl/lKm9PLKdyW7RD2uZ4/d4LQdabCodIyaBsWAVWiN6Ixlg7RG/URWYeUdQ8Pj9UjCAK7Urt4Zf4V9uf3X1L4AxhOBrh7JM6bk0VUWXQ/33rCGJZNrtahJ+K76pb8ieRTJFtTxNsz9DaOsBTecVXjXQ0b0yGe3tnHDw4tYjtQbBr88PAiX9zdf9lqsWRQXan6myq22HIZr7+AKlPvtpmvdBmI+Tg4X6U36r9jg7XemCzwzP5FwN2g/eoDw/gVidOFJpP5BpO5OovVDo2O69MniyKpsEZAla67tYYgCKiygCqLBM/5c5mWTde0qbQM8vUO4HYG+FW3si/iVwj53MAPURAI+5SVikDTsmnqFrOlFidzDXyKRMSnMBDzkQhpxAIKYZ98UUHZth2qbYOpQpOFSoeRZICmbmFaNi9O5BnvCeI40DFN0sHVv74CeoHe5lEGagfwmTV3nqLKa8ojfLcyxMnTbRyK7B0Ig2dT6Ql/HpegOgfl0yBITAf34LQsZFHk6GKN2CO/iCwKFF/5YxStTHjjpxlNhRAEt6rgXDzRz2NdGP0EtEow+QLs/1M35Te95UbP6pqwIRVkrhxiYqnOhlTwqhetw4kAPREf2VqHD2bKPDaevuAYpVMknn0TgOzg53DE808PiiSyMR1if6dCo2t+rHi4GsRlAXBTJsSJ0jQL1gxLepe0uplKLcjf7F9gNBlkYybEaCKwLl4915tG18Qw7RWhqqWb/NWH8+cdE9JkBmJ+BuN+RpJn21fX+vcuGVPk9AkANvqfQBJubnHMcRymii2mik0ABmN+hj/Svnsm1KQ3oqHJIoOJAJt7vECP9UQUBTIRH5mIWwWYq3dZrLjekgvVNpbtEFRlwr5rl/p3I7Bsh0bXTU/UTZuAKpGOaIwkgvRE3AqG2+WxenjciuxO7+aV+Vc4VTlFQ28QUi/dlrqtN0KzY/LhbAUl7laybe0LY9oOuUZnOSX0yt/TbSXGqfjDbCq9wpbiCxQCGzGlq+/IuFLGUkG+uLuf7x5YwHZgptTmleN5Prk5fcnHKQgCG9NBPpytsFhpMxT3X7ayKhHQyNba9EQ1WrrJ/tkyn9ySuSM2hs7gOA7PH83x42NuJdkDYwme2JJmvtzm2GKNU8Um5YaObtk4yz55IU2+KUOf5OUW3zPamuM46KZNW7eYbDUAAZ8iEvbJJEMaUb/iPhbRvV3UL64U93QMi3rH5MB8FdsBTRaXH7vrE3imCrWtm1TbJvWOQUu3SARVdg/G2NEf5d2pEhPZOm+cLOE4DnsGoyuJxB9HwCjR0zhKb+MoIT2/8nNdCjAbuZsTgbv48ekmJ/L1ld81dWudn8lbE0/48/h4Tr8CgJHZxemGRNTnXnxX2gaqJLLhM38LpDaFF/4bU7Eg/Z/7lQuG8EQ/j3Vl25egU4H59+G9P3STfqMDN3pW644oCuwdipGrdck3uqs2b/44hOX01+8dXGSq0GRrb/iCMdPzzyM4Fs3IOM3o5ouOEw+ojCYDHFtq4JPFdVnUjCdGoDVEwTjJ6fZrNMuPYTuu79upQhNRgIGYn7FUkNFkkLBPvqkuyh3Hod41KTZ0Co0uhUaXbK1Lo2sykgjwpT39AIR9Cr0RH2GfzEDcz2DMT9SvXPVjMew2k+2XAejTdhOV+6/6MV1LLNvh2FKNXL0LsOJd+NHnobLs69cb9WE7sGcw5nkLXUMUSWQg5mcg5mf3YIxis0uu1mGm1KbS0lmqdZAEgZAmE9LkW0qMt22Hlm7R0E1auom4/DhGk0EG4n7Sy5UKN9PniofHnUzSn2QgNMB8Y56DhYM81P/QJY8XRYG9w3FahsWxpTqjyQABRWZbb5hDCzaFpk46qF5Vi+5U7AH66wcJGGU2ll9lIvXUFY+1HgwnAvzEnn6e2b+I5TgcWqgR1GTuu0z6biygkgiqlJo6pwtNdvRHL3m8IolIosjU8rGnCk36YvXL3u52wbYdnjmwwFunSgB8YjzFYMzH9w4sMlVsupu8lu22RvsUfMrF03VvVoTlIJwz53THcZYrAk3y9S6S6HoEpkMqsYBbEagur/19ioRPkUjjqoh/+Dv/ChuBL/3yb5Kvd7Hd3BKk5dThqN9dB595fkRJ4N6RBM2uSa7WRZEEDi7UiPoVZl/4Jj5Z4LPf+E0A/EbFFfuaR1ZaeQEcQeB9dvD95jihaIb5BZ3TxSzWOS01AzE/0VX4YN4JeM+Cx8XRm664AuTTD1KdMxiMu21Ye4diiIJDtt5E+oUMoeh97P9vf8Efbt3G//kv/reVITzRz2PdEQTY81XoVKF4Et75d/CJ/8Ft/b3NiAVU9g7HeGkiR9RnXfWFdiKosikd4kSuzjunS3x+V99K64HazhIpHwYgN/iZSy6OB+MByi2DfL1LZh08CAFGfA9SNqdpWDk2DuYZz4wxka1zutCk3DKYLbeZLbd55USBX3pwhMjybmOt425CXI9wAsdxaHYtOqZ1ng/df3lrmnrHvOB4ATDP7eUFfuaewXWf02TnFUyng1+KM6zdt67jrze6aXNovkq1YyDgevp9tL0XoK1bWI7DhlSQpm5x90ic/osc53FtUGWRvqib4LhrIEalbVBquoL2UrVDoanTNV2Dcr8iEVAl/Ip0U1Q3nLloaRsWLd2ia1oIuCnHiYDKzv4IyeWkwvVITvfw8Lg27EnvYb4xz4H8gcsKf+B+bt03mqClW8yV2gwnA4R9Clt7Ixyar1FqGSSuwirCEWSOpZ7i7sU/Z6j2PvPh3TS0nisebz0YjAf4+oPDnCo0efVEgWytg+04l20r3ZAKLgdBdBnuGJdNbY0FFHK1DoVGl6hP4cBsld6Ij2To9m75NS2bv3h/jgNzVWzbYe9wlHJD54PpEs2Oiek4KKJIIqjdNhWQgiCsCHrgPgct3WIy30QQmgQUmVTYFY9jfvW8DVlVkfmj3/1X+BSJr//6/3jZ+2obJhNLdSzb4fHNKWbLburxe3/9Hzjx/f/I3i/+EsH5V9lunySmL63czhEE8r4xXjR28Hw2RK7prsFjzRqiKGLZDomgytbeMJszYUI+meOLlfV9om5RvFWPx8WZeh1sE6JDzNppHKrIywa5paaOLIqUu4sgO4z/5ONsjz7Ev/zf/zlBTea3fuu3PNHP49ohyXDv34U3fgfqi/D2svgn334LkI3pEAuVNsezdcaSV9/ye9dwjOlSk1JTZ2KpzrY+t3UyvfAi4FCP76Ab6L3kGPJyy2+9Y1JrGysi3NWgikEGtXuZ7rzJdOdt7gqP8fDGFA9vTFFuubvSpwvuzmr4nF27l4/nmS62CKoSUb/rQxLyyYQ1tz1xJBlcOdaw7JXvzzyLDq4YZdrOeb6kRxdrlFs6Td2irVtuW2DbwLQdIj6ZX3podOXYsCbT7JrEAyqpZUEhE9bIhH3XvEItb0xQNqYQEBn3fwpRuHlP6c2u2w7SMSxkUWDnQJR44MKLMNOyqbYNNmWCWI5DT8THjn6vxfdGIYoCiaC7yN+UcX2zqm2DSsug3NLJVjvUOyallo5lOwiAKktosogmu4mCiiyuu7+Radnolo1uun5FXcPGdGxAQJNFAqrEYNxPT8RH1O8Gl4S0m6ta2MPD4+PZkdzBD0//kKXWErlWjkwgc9nbBDWZhzYkeXEix0KlzWA8QDygsq0vzKGFKpWWTuwi553VUgxsJBvaQk9jgi3F53n/BgZ9nCHsU9gzGCOsyfRH/Tx/NMvDG1OXtGMJ+xQyYY1cvcupQpM9lwnscKukFWaKLe4aiVOsd/lw5jZu+bVtut0mf/7WJFPZMrYBA/EA03NNGjqYCPgUmaDfhyBJXLox9dZGlkQifpGIX8F2bFpdm5lSi+lik4CqkA6rJIMa0YCyIvb90e/+K4BLin/lls7JXINio7sSwrMpE2Lyh/+RE9//j/zEZx7h1x7uIGSfoyMItPwK7cgGZv3beLbSz/uTTbqmjfvXgPGeELv6o5i2G6SSCnmWHRfj5r1K8LhxWAZMuW2+3eFHmS60ifrcE2Vteee/3jGpmVmQISz28wt//6d5aGOKf/pP/yn/4l/8C3Rd90Q/j2uHGoD7/x689q9d8W/fn7jJv7fZh7y03PKbrXUpNPSrNlT2KRJ3D8d561SRfbMVRpIB4maBcPkwIJDvf2JV40T8CmPpIEcWavhVaV0Wfr3qDnL6Udp2hbnO+4z63YCKeEAlPqxy93Ac23bOO5HrpivmNXXL9e+odlZ+51ck/u4nzibbPrN/gYVzfn8uAVXi7zxy9tgjizUWL3KsILhCyLk76p/d0YtPubKk46uhY9eY6rwBwKDvHoJS6rre/1ooNrscWahh2g5+RWL3YPSi1Vbn+vqlQxq1rsneoZhXmXUToUgiqZC2UvXqOG4bbb1j0uiaNDoGpZZOtW3QNWxqHbcNygFXace9RJJEAVEUEAVW3ktn3tqO4x5q2w6242DbYC2Leu4wDrIooMgimiwRCyjEAyrRgEJYWxb/ffLteUHq4XGHEFACjMfHmShPcCB/gCdHnlzV7eJBlYc2JnnpWJ7scrhHKqSxpTfM0YU69VVUuF2K44lPkW6eJNGeIdM6Ti54c3hNb0iH+NGRJY5nGyxWOnx6a4bBj3jnnnd8KkS+3qXU1Ck2upet3gv5ZLK1NlOFJpszIU4VmvRGa+wciK3zI7mOOA40clCYcLuImgVolTC6LU4s1RhrGwyYNj5FQii6N5ElEUUSED4i9tmCTENNUtd6KPg3UghswhZvr7WLKIiEfCIhn4ztOLR1i9nyWREwFVL59Fd/Hd2yLyr+ObidM0tVt4vHtG0yER8iDonWaV7643/N89/+Eb/xxb38yuc20tItTpkpDovjHHc20qoGmDndoqWf9e4TgM/t7GVj+tI+oB4ut9cr0mN9mH8funXwxcgGt1Obza+0+f77V08xXWqhSALV9hjxTI1wYIjRVJCf+63fWhH9VFX1RD+Pa0sgAff+HXjj38DiPpj8MWz69I2e1boTC6jctdzyG/FdvbfWeCbEZL5Bvt7lvakyvyi+CEAtvgPdv/q2lYGon0rLYKHcJhPRrnpnTRQkRv2PcLT5PRb1Q2TUbQSk81u4xY+Ia1+5exDdtCk1dWodg0bHpN51DYQ/WmGkn1Pxdy4CF+7VbkyHyIQ1AqpMQHVbGc9UFH5U4AteRcjJlWI7Fidaz2M5BmGphwF173Wfw2pwlk3HTxRaAER9CjsHoh9bCVluGYQ1mY2ZELl6l50D0fNCTzxuPgRBIKjJF7wPzqRztw2LjmHRNd3qPPd/t2VeN210y8GyHBwcbAdEYfk9KQooklsxqJ6pHlypIpTwKSLacpuxJ/B5eNye7E7vZqI8wcHCQT49/OlVrzP6on4e2JDg1RMFSk2dRFClL+LHtt2KfrFrXvG5u6PEmIo9wIbyG2wuvkDBv/GmEXgeHEuSrXWptg3+ev8CT27NsLXv4hXzflViMB5gttziRK5BPKBesMb6KPGAxlKtQ09EI+ZX2T9XJRP2rZvty3WjOgezb8PiAdc3/By6ZyxJ2gYtU8CnaViCgCqBKoKIc9EhRcck0s0S6WYZqB3AkDSWQjuYjdxNU3UD9RzHwcFGFG4dj9yPQzzn3H9GBJyrtJgpOow99Us8UevwR7/7ryg1u3zpl/8hpu12C9Q7Jl3DIuKTGRFL9JSO0dc4zB898zrf/O4+fuOLe/nGTzzG6dAulsI7mO0GObZU4+BcDcs5K/hFfDJ7BmNs6Q1fF7uf24Wb45PK4+bBcWDSFQLY8Enmal0EAWRRxLRtJvNNdMvmzLnB76+TVAdJhTR++7d/e0X003Wd3/7t3/bEP49rS2IMdvwUHPpLOPoMxEchMnyjZ7XurGfLryAIPDCW5HsHF6llTyNKB0BVKKyy2u8Mouimw9XbBpW2cdG2zbUSkweJK6OUjSmmOq+zLfCFyz5WVRbpjfouSBP/KD97zxC24+B8ZM2mSMIF97F3KHYl079uzHTfpmHlkQSV8cCnEYSbT/iwbIe38wInW00QBPqiPjZnwh97YdHsuh4t4z1hGl2TVEhj92DUa9W4RREEAb8q4Ve9BbmHh8eVMR4fxyf5qOk1TtdOsyG6YdW33ZAO0TYs3posokgCYZ9Cf8yHZdtMZBvAlW/cTcUeYqB+AL9RZaT6DqfjD1/ROOtNxK/w5T39/Mk7Mxi2w/PHcpi2w86BiwdxjCYDZGsd2oZbuXWuPcrFUGURSRA4XWhy13CcxWqb92fKPLElc/OLL7YNix+617jV2bM/F2VIbIDUFmatGL//domjlkBLlBgbDJMO+wn75LObyY6DgI3gOAhYiI4N2Ch2l5CeJ9qZp7dxBMwKrformM3nKCkB5nxpmpIGOEiCiiaGCUu9ZJTNBKVLpzHf7JwrAuI46JbDoz/7a5iWwzP/6f+h1NR5+Gd/DZ9oM2TNM6hPkqmcQDPd9+Ef/GA/v/fdfXztK0+z9xv/E8+LvcyW2xw/1uB0ocS2vjCW46BKAhG/QiKgcPdI4jy/bY/V4Ql/HueTOwqNJZB9tHrvY+ZImehySfzpZdFPkQQMy0EQDCI+lUw4wr//nf+L//Nf/POV9t4zHn+AJ/55XFtGPwGVaZh7Fz78Y3jk8oaytxpnWn7z9S65epeeq9xdTQRVtvWG6Tv+HXJ2l9imu9D9l/fP+SgBVWZDJsShOde7bT0WfqO+B6mYM1TNecrmNAll9KrHBPc5lG4DH5aSMcVi9yAAm/xPoInhGzyjC6l3DI4tVpFaAoIMmzIhBmL+j13YGpZNvWuwuSdMUJPI1y0e2RS7qnYsDw8PD49bG0VU2J7czge5DziYP7gm4Q9gW2+ErmHz3nQJSRQIqDJDiQC2AydydQSBK7KSsESV44kn2JV7hrHKGyyEd9GVb45zcdiv8LUHRviTd2bQLZuXjufpmhb3jFyY9nvGs/noUo2pYoueiO+y67gzQR9z5RbD8QBTxSaH5qvcMxK/OcUry4SZN+HUi9Ba7tcVZejdBQP3QmozOjIvH8/x714+RaGhoMkiu4ZjZELahZuVgoCDhCMAyFjLPzakIE05zgktzKKvQ7tzhIDRwG80wGoQa+bwyRGqWh+mBC2rSMsqktUP4xdj9KjbSKtbkIVbXMwSBFRZQJVFfuJv/QMiksH3vvX7bDBP8o+eGkW29ZVDLVHh/3luiv/y3X185ut/n9QX/i7/6UiJherUeUNatsPP3jNILKBwdLFOuaVzcL7K5oyfULhOw8rRsoroTgvT6eDgnNOK7X4t0qFkre3z43bEE/48zufUcrXf8ENk2yK1tsnoskfEvtkK4JrZl1oGiq9MVB7kjb/8A575w//7PE+/M1898c/jmiMIsPNnoDgJ7RLCkb8Gbr8wgFhAZe9QjJeP59dFZLs/pSMfm8KwHH5s38WOKxynJ6xRTQQ4XWiSCYuXbRW5HD4xSr+6h/nuh0x13iQmD90WbRHrQceucrLtfkb3qbvWTRRdLxzHYbrUYqrQBMchLcGGgQix0Mcn8tqOQ6nZZSAWYCgeYLbUYnt/hNHLVB54eHh4eNz+7E7v5oPcBxwpHuHzY59HkVa/ISSKArsHo3RMi4NzVQZjfjRFYiQRwHYcJnMNBMB/BeLfUmgHw7X3iXYW2FR6mcOZL655jGtFyCfztQeH+JO3Z+maNm+dKjGcCJAOX7hp3BPRWKgqVNsGk/kGO/ovXh14BlFwqydnii2SQZWesI+D81XSYe2yFYPXneIkHPgzaGTdf6shGH0Uxh4FNYjjOCxU2nzr7UmePZzFMG1iAYX7x5JrWmM7jkPFnGW++wF1a/m+5DCiNkpESLOlOcum5il8uoDYbjIVGuRwZAc5e5GieZq2XWGq8ybT3XdIKZsYUPfg/4jVza2CaJukWifpbR4h0Z7iqYe7jFT38nvffo6wvpdf/uLD5ILj5IOb+bNv/4Affvt5dv7ErzI79kUm9i2cN9a2vjB3D8fP6yjaPRjlcHae6dY+3qpNETYgrF3+M6FLF5PbryNsrXjCn8dZKrNQOA6CCGOPMT3bRF424AY4uuT21tvLvXI+f5mT3/mQD/7bH180yMMT/zyuG4oP7vo6vPFvEObeIdIav9EzuiZsTIdYrLY5uuS2/F5NUmam+DZqROP15gDvFxXilTb9sY8XaD4OQRAYTQWoLpv6r0fp/YC2l5wxQdeusagfZEDbe9Vj3upYjsFE60dYjk5Y6mHY98CNntJ5lJs6k/kG9eWW3UxI5XNxm/mAysXdFV2KzS7xgMZ4JkSh0SUV1tgzFLtqAdnDw8PD49ZnODxMTItR6VaYKE+wM7VzTbeXJZF7RxLops2xpTojiQCKJDK2LFKdzLnthmsW/wSBY8mneGD+j+ivH2Q2cjc1X//axriGBFWFrz8wzJ+8M0PbsPnugUV+6q6BC1KNBUFgPBPivekyuXqX/qZOPHhp65agJpOrtzldaLJrIEq9Y/LeVJmY3w1ZuuGYOhz7Lpx+BXBcwW/zZ2HoQZDdx9bomrxxMs+fvjPLiVwDRRIYTgbZNRBddVib4ziUzWlmu+/RstxqQkEQySjb6FN34pdiANSCcMwosbH0Cr2No2yrn2RTa5aTiceZDj1C3jxFVj9MyyqR1yfI6xNk1C0MafehijeZmHoRRNsk0Zmmt3GEdPP4eVV9tiDxC1/+LGXfEL/3l89wMv4oT33taZ771u/xoz/+XWKPfo36tp8E3a2dFAXY3BPmoQ0Jgh8R9Dp2jZnOOzT8kyiCQbdj0mj7CDj9jEYH0cQgsnBud8lZe5/pVo2oaF6Pp+OmxhP+PM4y+WP3a/9d1MQwC5UFYn73TXcmuQfcD0uA8ivPMPe9l/iN/+l//VhRzxP/PK4byY2w8VNw4jkGy2+C8cug3AQLkHVEFAX2DsfJ13Vyte5lfe0+DsloEC18iKDKtGKPQhXemCzypT19aPLaq+s0WWJTOsSBuQqNrknoKgMvJEFlRHuAk+0Xmeu+T1oZvyUWP9cKx3E43X6NllVCFnxsDjx101RBVtsGp/INKm0DAFkUGM+E6QvL+PTsJW9baxuoksh4TwjLdjAsh7uG416Lr4eHh4cH4ApTu1K7eHX+Vfbn969Z+APXm+6BsSSm5XqVjyQDyOL54p/D2tt+a75+FsM76asfYmvxOd7p/6Wz8eQ3AX5V5qv3j/BX++Ypt3TKLTdcIRPWzguKC/sUBmJ+5ittjmXr3D+auKz4lQhoZGsdUmGN/qifqWKT96ZLPLY5fWMDl9pleOffQ23e/ffQA7D9y6C63WuW7XBkscZ39y/w0kSOtmET0mRGk0E2plfvoV03s0x33lyp8BMFmV51B33qrouuV1tKgoM9X2Ymei/bCs8S7ubYln+W/vpBDmW+RE9wG3Ury4K+j7IxTU6foGBMMqzdT6+64+bycnYcgkaBZOs0qfYp4u1ZROesqNaRwyyFtpMNbqWuZXAEmbt/BeblYX70zX/DC3/6/2KZBlu/8Cu0d36Z3oiPsXQQSRDY0R+54PVjOxYL+n7muh/gOK5AOBzagCBvYaEQwugI6GKAwUsk++apoAlL1+b5uIXwhD8Pl2YRFj50v9/4KZaqHeodk3TKrd45tFDFcSCoSTS7FpXX/4Tqay/xyV/8+/yT/+V/veTQnvjncd3Y8jTM70OxZhGOfx/2/sKNntG6E/Ep7B2O8fJEnpZuXpE/TTz/DoJj0Q4OsmF8J0cOLlHvGLw5WeSTm6/MZDgRVBlNBjmWraHJ4lUv/FLKOEv6YRpWjunO24wHPnVV493K5Iyj5I3jAGwOPHlTiKD1jsGpQpNS093ZFZcDPEaTQVRZRHCsS96+bVh0TYvt/VGiPoVTxSa7B6OMeim+Hh4eHh7nsDu9m1fnX+VU5RQNvUFI/fgL/I/Dr0o8uDGFbrmWFGOJIKIorIh/k8uVf2tdU51IPE6mOUG0s0Bv4zBL4bULk9cSvyrx5b395GpdNFnkr/cvEPUpfHF3HxH/2U22DakghUaXjmFxutBkU+bSz7EsifgVmVP5JjG/ymAswMnldOC7hmM3xu+vOg/v/DvoVEELw56vQs/2lV9nax2eP5rlx0dznMw30CSRqF9ha2941d7ZptNlpvMOWf0IAIIg0a/upk/djSJefoyqb5C3Bv42Q7UP2FR6hWhngQfn/pCJ5JPMh/cQCXyOupllqvMGDSvHVOcN8sZxNvgfIySlr+x5WQdkq0OyfYpU6xTJ9umVYI4zdOUQueBmloLbqfgGVwRw23GYLjQ5OF9lZuRpBOkPsEwDJJnMY1/lkU0pEpeoMG1ZZU60n6dllQCIyH2M+h4mKKUgCGHJDT6cLrXQZImB+No7l+4kPOHPw2XyBcCB9DacyACnZ5fwKdLKB7cmi4xnQgRUiXe/+39Qfe0H7PnKz/Dlv/2bRP2Xr87wxD+P64KkYO/8GTj2AcL0GzD8gJv8e5sxlgyy1Nvh0HzVbfldQ1ukYOnEc28DUOp5BEWWeHQ8xQ8PLTFTanFsqc62vivzSBxKBKh1DBYrHTIR7arTh8d8j3Cw+VcUjBP0mjsIyz1XPN6tSsPKc7rzOgDDvgeIygM3dD61tsF0qUWh0QVc2+S+qJ+RZGDVnjimZVNtGWxMB+mP+pivtOmL+tgzeIMuFjw8PDw8blpS/hQDoQHmG/McKh7iwb4Hr2ickCbzyKYUrx7PM1NqMZwMIArCinXKiWxjuchh9ZfHXTnM6djDbCq9zObSi+SDm7HES7fKXm8CqsxoSiZf7+KTRUotnT97b5bP7+xbEUpkSWRLT5gD81Vmyy3SYe2y13cRn0y23uF0ocmO/giZsMa+2TIRv3JZ4XDdqczAm/8WzA6EeuGBX4OAG2iimxavnyzw/JEshxZqNLomQVUmpMnsHIisWuytmgucbL+AbrsdcGllM8O++9e+GSuIzEbvJRfczM7cMyTaM2zP/4BUa5Ij6c8TlnvYGfwyOeMo0523aVoFDja+TZ+6iyHfvUjCdXh9OQ4hPUeqdYpUe5JYZw7hTN8sYAsyZf8QBf8GioExmkrqvGrXlm5yZKG28nwDVF7/UxzLFf2wTMz3/4LEnn/0sVPI6kc43XkDx7GQBR+jvodIKePnrRMHYn5002aq2OR4ro6miF7a7yXwhD8P6NRg1hUC2PQkxaZOttYlfo5Pg0+RuGs4yit/9vssPvsDRn7yPh766X9APKitui3LE/88rgupccrBjQyhw4E/h8f+MYg3R1vkeiGek/K7WOswsAZvvmhpP5LZwtDi1OPuTmgqpHHvaJx3Tpd4b7pMKqSRDq/9xCmJApsyIRodk3LLuOQu3moIyRnS6hby+gRTndfZGfypO0oYMuwOx1s/wnFs4soo/eqeGzaXcktnutii3Drr3dIT8TGaDKypQsJ2HAoNnb6YxlgqSL1jIggCdw/H13Sx5eHh4eFx57AnvYf5xjwH8geuWPgDiPoVHtmU4uXjeWZKTYYTrug3kgwgCHB8WfwL+VZ/PpqO3s9AfR9+o8pI5W1OJR694vldS9Jhjc/v6uO/fTBH17T5633zPDqeYtdAFEEQSIY0eiI+srUOx5Zq3DeSuPTGsiCQDGosVNskgioDMT8t3eK9qRIhTb5iO5o1U52Ht37fFf0SG+G+X1lp7T2erfGDg4vsn62Sq3exbAefItET8bGlJ7wqPz/HcZjXP2S28y4APjHCBv9jV70R25UjvN/3VUaqbzNeeplM8zjR7gIHMz9B2T9Cj7qduDzKdOdNCsZJFvWDFM1TjPkeIaGsf1GDZHdJtKdJtSZJt05eUNXXVJMUAhso+jdQ9g1jixe+RxzH4bmjWU7mGthndUIqr/8p1de+xdYv/Ao/8yv/iHe+/e/50Td/h5Cm8NTXfuMjY9ic7rxBVj8MQEweZKP/CVTx4h0ho8kAummzUG1zZLHGvSPxK+qGuhPwnhUPOPUS2CbERyG5kcX5Kh3TIqC6YoJp2xQaXd799n/g7b/8AwZ/4j62fPnTaGKEoYR/1Sao4Il/HteH+dj97FY+gPqCm1S96ckbPaV1J6jJ3D0c54VjWeodY3UCvOOQyL4BQCnzkBvks8yWnjDZWpfpYpOXj+f50u6+8zxgVktAldnUE+LAXJW2buFXr050Hdbuo2hM0rDy5I3jZNQtVzXerYLjOJxsv0DXbuATI2zyP35DRM9ax+BUvrki+Am4gt9wInBFQl2pqRMPKoxnwgDkGh3uHUkwlPBafD08PDw8Ls6O5A5+ePqHLDYXybVyZAKZKx4rHlT5xHiKV47nmS23GI4HEASB4UQAEYHjuTp22zmvFfZS2KLMicQT7M7+NWOVt5iP7KErX1nnxLUmHlDJhDWWal0c4JUTBfKNLp8cTyNLbndXqanT0i2mik02XMI3DZZbfmWJyXyDiF+hJ+JjptTkrVNFHt+SviBMZN1p5OGt3wOj5V7H3v/3QPFRbnV57kiW108WyNW6NHUTZ3m+45kQfVHfqtZUht3hZPtFKuYM4NrQbPA/iiSskxexIDAde5CSf5Td2e8QMErcs/gnzEbuZTL+KEgBxgOfJm1u5lT7Vbp2nYnWj4grI4z5PoEmrq2yUnBMAkYZn1nDZ9bRzDp+s0pYzxLScwjniHW2IFMMjFL0b6AQ2EhbiV10TMOyUSQRw7I5mWugmza24yZGx/wKh777h1Rf+xZPfv03+ezX/z7Aitj3o2/+znn/Np0ux1vPUTVdj8Yh330MqHdd8m8lCALjPSGaukm1bXBwvsq9I5f3qbwT8YS/Ox29BdNuGxmbnsSwHSbzTYLnKOVHFmucKjQwTZO+J3+KzKe3EJEG8csivZG199KfEfss69IeUB4eV4ol+XC2/SQc+jOY+CH03QXB5I2e1rozlPCzcyDKB9Nl/KqELF7aVy9UPYbaKWBLfiqpe877nSAIPLwxSbmpU+sYvHaywKe2Zq5IbEqHNEaTQU4uJ6XJV+H3p4pBBrV7mOm8zUznbeLyMIp4+3t4zHXfp2LOIQgSmwOfQRaub+vCGRP0hWobWG7pjfkZTgTwX4EgDG4QiCqJbO4JE1BlpktNRpNBdg5E13HmHh4eHh63GwElwHh8nInyBAfyB3hy5Oo2dFMhjU+Mp3j1eIHZcouhZfFvKBFAFAWOZ+tUWvqqhatscCsV3yCxzhzjpZc4lPmJq5rftUKVRX5y7wDfP7jIbNk9vx9drNMT8bGzP4oiiWzuCXF4ocZ0qUU8oF425ddt+e0ymauzcyDKYDzAVLHJG8u+0desmt/owLv/AfQGRAfh/l9DF1TePVngucNLTBWaGLZDreO2mvoViR39kVV3qtXMRU60X0C3mwiCyJjvE2SUrddkE7au9fLW4N9mS/E5BmoHGK6+R2/jKCcTj7EQ3klMHmJv6OeY637AfNcNAKmZC4z6HiatbLn4nByHgFEi2l0g0l1c/ppFcOyPnUdLiVMIbKQQ2EDZN3LRqr4z5Oqu5dDxbIPRZJDpUhPDcrh/NMEDY0nSYY0ffevfsvDj/8JnvvEPL6js+6j498gv/ALHWs/StWuIgsy4/1OrrmwUl4NB3psq09Itji3V2N4XuaO6hFaDJ/zd6Uy/7pZGh/ugZyfZSptiQ6c/drY8+8dHcxxaqDF498+hVtrUimXi6TChgELEf2UvIa/Sz+Na4wzcC4sfQPEEHPxzeOC/u6nS1tYDQRDYNRAlV+2wUOkwfJmqqcSSW+1XTt+DI124kFMkkcc2p/nBoUXmK20OzlfZPRi7onmNJgPUOwa5epdM+Or8/vrUXeT1Cdp2hZPtF9kaePq2PpmXjRnmuu8DsNH3GEHp+orWxWaXiaU6XdNdHPZEfIwlg1dVvdnSTXTLZmd/hHhApdjo4lck7h6Jr9ob0MPDw8PjzmVPeg8T5Qn25fbx+NDjyJcQJVZDJuzj0fEUr544X/wbiPmRJYFjizVKDZ1EULn8+lEQmEg9yQNz/5m++mFmIvdS8/Vf1fyuFYok8sXd/bw4kePYUh2ARsfAcRwEQSAT9lGM6CzVOm7r5GgcTb7EeVoQSAZVstUOsYAb9DacCDBdbPHmZIGHN6XWv/XSceDDb0JjCXxRrHt/lZMlk+ePTHJgropp27QMi6buFpn0RHxszoRWtRHtODZz3Q9W1mE+McLmwFNuoMQ1xBJVjqS/QDa4la2F5wkYJbbnf8DG8qvMRu6m5B9F0u4hpWxisv0yDSvHZPtlisZJdkq7SVgdgkaRoF5c+Srb3QvuxxQ12kqUrhSiI0foyiEaSpqKbxBdvnQFoWnZnMg1ODBXJd84O/bJvNsWHPW72kA6rPHct36P5775by4q+p3hXPFvrvs+W79yP5oYYkvgc2te+2qyxM6BKB/OlMnVu0R8ba+b5CN4wt+djGW4bb7gtkIKArOlFjb2SiKnbbtVHwAdswNAIFDBzxYSAXXVZfAeHtcdQYDdPwcv/0vIH3NTqwfuvtGzWnd8isTdo3GeP5K95O60rzlHoDGFI0iUMw997HiJoMr9YwnenCyyf65KPKBe0YlTlkTGe8K0dItKy7jsjvGlEAWJ8cCTHGz+FRVzlgV9PwPa3ise72ambVU40X4BgB51O2l183W7b8dxmCq2mCq6n/l+RWJLb5j4Vbbq6KZNrWOwOROmN+KjY1jUuiaf2JQiE75OHkAeHh4eHrc0m+ObCath6nqdidIEO1I7rnrMTMR30cq/nrAPSRQ4tlAn3+ySCl5+A7Om9bEY3klf/RBbis/zbv83rnp+1wpJFPj01gxhTebd6TLvTVdQZYmd/VGOLdXY1heh3jFpLoc07BmKIV7i8cuSSMincLrQJOxTSAZVhhMBTi5fQz60MbW+lX8TP4DsIRxBZmnz13jlcI13TpWotnVEUSBX17EdB1kU2Nyz+tTellXiVPsV6lYWgLS6hTHfI+vX2rsKioGNvDE0wlD1A0arb6OZDTaVXgFewRYkdClIR/IzIZQ5yCKCvY8Fvs9mI8Wgc35HjC3I1LQealofVd8AVa2fthxdcyFEx7B4d6rEsXM2hc8gCrApHWJHf5T+mNtC/dy3fo8fffN3Lin6gbvu3PaVB5jtPsSRP38dTQzys7/0L6+4sye6HCxzItdgMt8gHlQJef7RK3jPxJ3MzFtuebQ/Af130eiaTBdbxP1nL/Imcg3ahoUsCtQ6OqAQD4lIokIyqBHyzDM9bmZCGdj0FBz/ARz+K8hsB+X2Exr6on72DMV4a7JIUJNXhPtzSS69BkAtsQtTvbT3zKZ0iGJD53i2zqsnC3xuR+8VBXWENJlNmRAH56u0dPOqdnyDUpIx38Ocar/KTOcdQlKGqHxz7qZfKZajM9F6FsvRCcu9jPoevm73bVg2RxZrlJqul19/1M+mTOiqPVIs26HUNBhKBBhJBnGA+UqbLb1hNveE12HmHh4eHh53ApIocXfmbl6ee5n3su+ti/AHbjXYY5vdyr+ZZfFPFARSQY1dgwJHF+vk6h3SYQ1RuHTF2InE42Sax4h15ulpHiUfvHl9iQVB4IENSYKazIG5Ktv6IrxyIs+xpTqnCk0e3ZTi8EKNStvgeLbOlp7wJcXPoCbTaXQ5masTHIrhkyVGEgEm801M2+HBDcn18fxb2Idz/FlausXB9Od47oDJfCWHaTtUOyat5Sq/eEBla294VV0Fht1mQd/PQvcA4CAJCmO+R0mr41c/3yvAEWRmYvczG72bvsYRMs3jxDqzKFZn2Z+vxgPAZiHJq3KBnGjyPV+dzWIPQ+puWmqKppKkqSZxhKvrqqi0dOYr7RXRL+yTEQWQRZGdA1E2Z0LneYKvVvSzHIOT7RcpGafZ9pUHCUsZ3vnT75BWtl7ydpdjIOan1NQpNnWOLda4ZyR+xWPdbniqzZ2KbcHkj93vN34KRImFSp1q22AsdTaWfN9MBYDeqI+5sgM4DIaTyBIMxv2XTnvy8LgZ2PRpmH8PmnmY+B7s/MqNntE1YVtfhFytw+lCi9Fk4LzFmdopEC4fAaDY+4nLjiUIAvePJqh1DJaqHX58LMfTO3uvaLc2E3bTW09kGyiSeFFRctVjKduomgsUjUkmWs+yM/hlAtLtcUJ3HIcT7R/TtiuoYoDN/qcQr3KxtlrausW+uQodw0IUBLb0hNctja/Y1OmJ+BnPuOl58+U2mbCPe0binvGyh4eHh8eauCtzF6/MvcJUbYpCu0DKvz7tl5mIj0c3p3jtnLZfURCI+lV2DUQ5ulQjV+uSCmmXbBftymGmYg+ysfQa46WXKPo3rsv8riU7B6Js64sgiW6b88lcg7lym+/sX+D+sQT5epfFage/IjGSDF5yrERQJVfrcCLbYFtfGEUSGUkGmCm1aOkW941eXZiXWZyi/dZ/ptpos1/Zw/fnMpSaNVq6hbkcIyuLAhtSoZXqs0vRsessdveTNY7hOK5gmFBGGfU9subgjGuBI8gshHezEN4NjoPPrKJZTRSrhSNImKJKVPSzYB4iZxwjC/SoDmO+K/cirLUN9s9VmCq20GS3elIAHtqYJLFcyWnZzkXX85cT/WzHodk1qeoVpo3n6TglBET6pYfZ+rN/m5A4dEHgx1oRltex70yVqHdNZkqtKxrndsQT/u5UFj6EdgnUEAw/iG07nMo38CnSSim3g8PRxRoAiuSW9SpqjaQ2SkhTSIaur9m8h8cVISmw62fd1K/Tr8Lg/RAbutGzWncUSeTukQSFpk6+0T2vhTK59Crg0IhtRff3rGo8URT45OY0Pzi0RK1t8NyRLJ/d0btmnzdBEBhJBmh2TRYqHXoiV+73JwgCm/yP07XrNKwcx1rfZ2fwp1DFW9/DY677PmVjGkEQ2eL/7HV7TM2uyb7ZCrpl41dcf5T1aItwHHcBHvHJbO4Jo8oi1bYBAtw7Gl+1ubaHh4eHh8cZolqUzfHNTJQneC/7Hp8b/dy6jZ0J+3hsc5rXThSYKbYYSgSQRIGgJrNzIMrxpQYLlRbxoHpJz7up6IMM1PbjN6qMVN+CwOrWXTeSMxtx2/oi1NoG7067IQkvTeTZmA6iyiKnCk0USaQ/9vFtmIIgkAxpLJRbBFWJsXQQWRQZTQZZrLgbydv7I+zsj65pPVnvGCxllxBf+39o1SscNvr5Y3snLbOOTxYRBAFJFOiP+hlJBi67ydyx68x3PyCnTwDueiUopRjU7iGhjK56XtcVQaCjxOhcJF13o/pJgnqa0+1XyepHsRyTTf7HES5ToXoGa1kHeH+mTKGhn3+3sNy1ESAZdK/9RenCdfylRD/Hcah1DDq6ha3kyIkvEfDrxKUYeyJP4xMylFs6D//M36NrWPzom7+Dads8/Y1/sLrn5iNoisSmTIhjS3Wmii0Sfs9LGjzh787Ecc5W+419EiSFfK3DUq1DKnhWzCs1dBZrrq9fw6gDKqFAG0UIENCkKw728PC47qS3QP9druB98M/hkf8BLpOAeyuSCKrcMxznleP5ldZaWa8SKe4HoNj76JrG02SJJ7f18KPDS9Q6Bs8dzfKZ7T1rDmOQRZFNmRAt3aLY1EldxaaBKMhsDXyOQ82/pmPXONJ8hu3BL93S4l/JOH1OmMcnCcmZ63K/9Y7B/rkqhmUTVGX2DsVQ5fV5X1TaJkiwuSdMUJPRTZtio8t9Y1e32+/h4eHhcWdzT889TJQn2J/bz6eHP40irt9GUiqk8cnNaV4/WWCu0mIk4Va4+WSJbf1hVFlgutgi7HM+1r7EFhVOJD/Frux3GKu8yaLyKbhFaiUcxyFXPz8QYjLfJKTJ9EY0JrJ1DMu+ZOWfLIlE/AqThSaaIjEQ8yMKAgNxP/WOwfvTZZpdk7uG4hi2TcyvXFBFaVo2tY5JqakzX2kxk63Qf/jfITaWmDOjfFP6JIIMQVUm6lfIhDV6Ir7LdhJYjsF8dx8L+j6c5XTbiNzPoHY3Ean/lg6O61W3IwsqJ1o/pmCcwMZk3P/pS3aPNDomBxeqHF2srbRInyHsk9k1EGXL8jrucji2dVHRz7RsCo0uIU0mnJhmtvsWIcEhoQ7wcOZLBOSzti8tw2Tzf/9PCPoUWh2dbLVNQJMJafKa/za9ER+5epdSU2eh2sG+ttkstwSecnMnkp+A2jxIGow+AsBsqYVh2udd0O+bq+A4rlFmvdMCVNJhPwKQDGhEvIoNj1uJ7V+G3FGozMDUK7Dh8Rs9o2vCxnSIXK3LoYUqY8kgiewbCI5FKzxKOzS85vFCmsxT23t49rAbHvL9g4s8viWzZs+/gOpWfh2Yq1DrGFf1+aGIfrYFP8/h5jO07QqHm3/DjuCXUMVLt6DcjLSsMifa7kZMn7rruoV5VJdbOSzbIeyT2TMYu6o27HOpd4yV76N+BdtxmKu02JgJsXMgui734eHh4eFxZ7IxtpGYFqPSrXC4cJi9mb3rOn48qHLvaIJnDy/R7JoroociiisV7JP5BqblfGzI4VJwG/2B/aRapxgsv8HR4N1u6dRNjiAIfGFXH2+eKvLhbGX5Z654M5IMsFTrcqrQpGPYl/QB9qsyhu1wPFtHkYSVLpSwT0GVRI5n6yxVO3RNm5AmEfGr+BR3DdLSLeodg1JDZ6bcJl9tcX/hrzD0OWq2j29rnycZidAX9ZMOa6tauziOQ9GcZLrzFrrtBo5E5H6GtPuIyL3r8MzdHKSUTYgBmePt5ygZp5lwnmVL4DOIwlnJx7Id5sotJvNNFElg/1wVcAPdbMdhUybI7oHYmjv7PvON37zgZ23DpNYy6Itp1OV3mOscRRBgJLiNvfFPgSPRNSxkSUQSBQKKTCAq84//P/8LjY5Jvt5lodIhW+sQUGXCvtULgOe2/LYNm8naLfAGvMZ4wt+dyKSbGMnwg6AGaekmp/JNov7zL+QTQZXP7egBwWZf8xmMbogN8ScRRYFUSCWwxpY/D48bij8G274EB/8Cjj4DyXGIDtzoWa07oiiwdzhGsdklX8ixLf8OAMXex654zLBP4antPbx4LEetY/DDw0s8uim15sqtRFBlPBPmyEKVjiSuuXLwXHxilB3Bn+Bw8xk6dpXDzb9he/BLN4Uny2oxnS4TrR9iOyYRuZ9h3wPX5X7LTZ0D81VsxyHqV9g9EL2kZ9FaaOkmHcNiW08QSu7PlqodkkGNe0cS6yYuenh4eHjcmYiCyN2Zu/nx7I95P/v+ugt/AD0RjQ3pIEcWaowkA8jLXSKiIDCWCuJXJI5n6xQaXZJB9UIxQhA4lvosD8/+AbHOIr3NI65P2y2AKAo8sinFYNzPc0ezdAwbw7YRBZGN6RAnc3VOFxtU2jo7+qKEfBeXEyI+hXJLX7GNOiP+aYpET9iHYdmEgiot3WKu1KLaNmh0TWodg0rLoKmbCMCe+sv0dicxBYl9vV/h7symNbUJN60iU53XqZmL7v2LIUZ8D5GQx27pCr+PI6GMsoXPMdF+loo5y9HWDxiRn+JktsPhxSq1jom17IeYCbsBKKPJIGOpIKLAuj0nza5JSzcZSMKi8yyl9hKGZTOkPUiaPSzVDBTRwgFM28ayHSRRIKwpRPwyYZ9C2KfQH/eTq3WYK7fXLAD6FInxdIgJy2Ik5KzL47qV8YS/O43KLBSOgyCuVDzNl9tUWjqj55RtN3WTattgIO5ntnEcQTAJB2zCShJNkeiN+W/LD0uP25yRR9yqv+wh+OCP4NF/DPI6JIzdZAQ1mXtGE0y++F0MXceKjtCMbLqqMaN+had39vLyiTxL1Q4vHc+zezDKroHoii/oauiL+WjqJqfyjcuaZF8Onxhxxb/G31AzKrxT+m8MSk8RkBKokkhQk9etdXW9cRybE63n6dg1NDHEZv+T1yXMo9Docnihhu04JIIqO/uj6xay0TUs6h2T8UyI/phGuwS1jomD6+sXDXhV4h4eHh4eV89dmbt4afYl5hpzLDWX6A2ub9WWIAjsHoxR75hMF1sMJ876xgkI9EX9aLLERLbmJv6GNMSPWMi0lASnY49wV+G7bC6+QC6wGVNan+Cs68FIMsgv3DfMj44ssVDp8PyxLF9/YIR4QOX1ySLJoEGjYzKUCDAUD1xUjIsHVMotncMLNYweh/6oD9uBWscgW+tSbulUWwb1rrniDQyuK1XXtNmmH+Yecx+BgMqJwZ8mEV59SrLtWMx132e++yEAgiAxqN5Fv7bnvAq425G4MsR24QscrP2QN48M8mJnlnNLTv2KK+JuyoQYjK+//Uq9Y9A1bWLxLCf012kabUxL5oHkF3lweDuJoEpIk1ElEQfQTZtG1yBf7zJbbjNbaiGJ4nKhkcxwIkhvxM9Src1sqc1SrUPEp6yqBbkv5qfe7uLVK3nC353HGW+//rshkMC2HU7mG2iKdF5Cb63tGnDGfAqLnRMApJSNOI6AXxGJexdwHrciggB7fhFe/pfQyMKB/wp3fcP9+W3GgNZF0w+SNy1yPU+sy2PUFIknt/bw7lSJiWyd/bMVFiptPrEpteqwBlEQ2JAK0jZMFitdMhFtTcIhuAuESlun1japdUyqnUeoqi9gC2VyfJuw/iiK3efOWRZJBjUyEY2YX7lpNixmuu9SMecQBIktgc+iiB9vlr1eZGsdji7WcIB0SGN7X2Tdktl106bcclPhR5NBhOV0vFKzy70b0pdNAvTw8PDw8FgtITXEtuQ2DhcP8172Pb644Yvrfh9Rv8Jjm9O8NVlgMt9kIOY/r1MhEVTZPRBzxb9al0RQu2CzcSp2P9uqr6JaLcZLL3I0/fS6z/NaEtJkvrx3gPemyoD7nDS6JgDFpk6t41bmzVfapEIaiaBKzK8QUKWV9VbMr7BU6/Djo1lEUcC0nIsuSVVZJKTJyKKA7TjEu/M8ZbyGL6hyKv4o2fCOVc+7ZZU40X6BluW2HiSUMUZ8D+ETw5e55a2JZTvkah3mK21KLZ3dA1GOLEqcyD2KsWLd51q7bO+Nsnd4/exdPkq9Y9Aw6jjB/Ux2TtPULRJqD1/Z+hXuGRy6xCawj02ZMHcZFkvVDqfyTWbLLXK1LumwRlBzBcBMxMdCuc1suUW21iYWuHTYjsdZPOHvTqJZdMMNADZ+CoBsvcNSpUMmfH4f/0sTeSbzDXYNBDk5F0cQQmwb2oAk4pbgev5+HrcqWgju/iU35Xf+fVACsPMrt5/4d/J54n6RkjrOhNXLmOOsi+gligIPbEiSCmu8c7pEvt7lb/YvMJ4JsyEdvHjLy0eQJZHNmQhdo0qx0SUVunzSb9ewWKh2KDS6K4vOMwgESBifpeN/DUPM0ZVfQTbuRehupGvaLFTbLFTbaLKbRtcX8aFdRZvx1VIwTrLQ3QfAJv/jBKVr7zi8UGkzka0D0BPxsa03vG4iqGnZlJpdhhIBNmaCiKKAZbo795s8Xz8PDw8Pj2vAPT33cLh4mIP5gzw18hSatP4JGiFN5hPjaXyKxJHFGumQdt5Gp5v4G+OkUme21CKknV+F5Agyc/GHyBTfYLC2j2xwK6XA2LrP81oiCgL3jyVW/v3oeJpYQOGNk0UMy2Gm1Cak6XQMi0Kjy/Ef/CGiKLHri38HURDomBaW7WDZDrppIYkiUb/CYNxPKqwR0WQ0RaJtmJSaBm3dJCjafLrzPN/80QFqcoI9v/aJVc3VcWwW9APMdt/FcWxkwccG/6MklQ3X6um5IRiWTXZZ6FuouAGdZ9p3wQ3VO7LcYh1QBSKxGdKZaVKBBFsDTyOtMu13rdQ7XWY6+zC1I8imTVu3ubfnIb6263P0RVe3AexTJEZTQUaSAXL1LhNLNU4XWhSaXXrDPnyKxIZ0iHRYY6bUYrHaoYFJPKggXqPHdbvgCX93EqdeBBxIb1vxNpsqNLFs57yL4JZhcnixxlK1g9/foN3oBUSiSgJREIiH1I81s/XwuCVIjcPer8OH34SpV0FSXf+/20X8a+Rg+nUkQaD3vp8iseQjW+vSG12/FpON6RA9YR9vnCqwVO1wbKnGsaUaIU0mGdKIBxRifpVYQCHkky+o6vOrElt63bCPSssgfpGwEMdxKLcMFiptCo0u57pznElyi/jdr35FwuFnOdV+hbxxHDhAUm4Tc+6n1LDJ17t0TZvThSZThSbJkEZ/zEcicHmhcj1pWkUm2y8D0K/tIaVcXQv2apgptZjMN9z7jPrZ3BNat8ds2Q6FRpe+qI/NPeEVH6TFaoc4XNNdZQ8PDw+PO5fRyChJX5Jip8jB/EHu7b33mtyPT5F4cEOSgCrz4UwF3bTPCz5QJZGtvRECqsxkvoFhuUm1Z9aUTV8fs5G7GaztY0f+e7w5+Cu3VMvvR3Ech6OLdQzbQRTcttxG16KZbzKSDCCKEse//x9xgPHP/i0AJEEgEVZJ+BV8qoSDg+NAtWVQbemA690YUCUyYR/bCs/yrWde5ve+u4+nv/4bq1qfd+waJ9svUjeXAIjLw2zwfxJVXP9W1uuNbtpIorBizfLWqeJKKMcZVElkKOGnP+YnHdKwHYdtvRH6Yz4aVoijrdPUzEWOtr7PtsDTSML6Wh0ttk5zqv06fn8bWRDw0cPPbf8CT2zafEWe3oIg0BPxkQlrjPd0ODxfZarYQpNFesI+wj6F7X0RMmEfU8UmuVqX8Crbf+9UvGfmTqFbh5m33O+Xq/2qbYPTheYFF9z5WpdcrQNAw1oC+lEVE1WRUWWBZFC9KlN+D4+bgsF7wGy7YR+TL0C7DHu/CtJtIGof/mtwbMjsIDK4jXt8TV48lqXeMVbdkrsaQj6Zp7b1sFjtcDLfYK7UptE1aXRNpotnj5NEgYhfIepXiC1/TYU0on6FLb1hDs3Xzpubbro7mQuVNq2zPQpE/Qr9UT+JoHpR7z4BiY3+x/FJUWY771I0T9AS82xOf4bxTMpNB6u2qbYNCo0uhUYXnyzRH/PRH/Nfc4HKsNsrYR5ReZBh7f5ren+O43C60GS61AJgOBFgQyq4bqKfbTsU6l0yYR9beyMrz1+x0UWW3PsIabfB+8nDw8PD46ZDEATu6bmHH03/iPey73FPzz3XbCNPlkTuGo4R1GTemSoyX27TF/OtbGqKgsBoMohflTi+1CDX6JAKaZxZVZxMPE6yfRq/UWVz6QWOpL9wTeZ5PRAEgce3pHn5eJ5srQuAIgkYlsOewRhf+M1/zA/jfn78rd+lN+LjU7/46wQ+Yil1KZKtSX7wZ/+Z3/vuPr78C9/gka//w0sebzsmC/oB5rsfYjsmoiAz5nuEtLLlprF3WQtnNr2ztc7y/10KzS4/uaefwXhgJQRDEgVs21nZFB9JBvjsjrNel/2xsxYyYbmHbYEvcLT1PermEgebf83WwNPr0vrcsWucaL5Grnva3YiXgoyHHuGLWx5ge1/0qi1lBMH11Dwj8B2YrXK62CQd0oj4FdJhjWhAYa7cYqbUIltvkwxcnYf47Yon/N0pnH4VbAOiQ261EzBbalLvmKRT55fGfzhbwXYg7JOotN0P9EzY3TnQZJneyK27S+XhcR6jnwBBgoN/DgsfQDMPe78Gkb4bPbMrJ3sEcofdAJ8dXwZgNBlg50CMD2fK+BVpXU+GgiDQH3N3GA3LJlfvUmnplFsGlZZOtW1g2Q7lpk65qZ9324AqkwlrOI7DVKGFLIm0dYtqx1g5RhIFeiOuMBdaxS6eIAgMancTlno50Xqetl3hYPPbjPkeoTe6ld6oj0bXZLHimgN3TItThSZTxRaZsMZg3L+u4ugZLMfgWOsHdO0Gmhhh3P9phGvYkmDZDseWauTq7mf4hlRwXX32bMch3+iSDKts64usVI23dJN61+TBsTiT+XW7Ow8PDw8PjwvYk97DCzMvkG1lmW/MMxgevGb3JQgCW3rDBDWJt0+VmCo2GYoHzts07An73MTfpTrZWpdM0F23WKLKofQXuXfxWwzUDpALbKEQvPYV/9eKTNjHz9w9yNGlOm9MFugYNuBWoj2yKcXT3/gH5OtdXv2v/xZNFvns1//+qsZVrDZv/ef/jT/47j6++pXPc9cv/38/9ljLMcjrEyzoB+jarpVJWO5lk/8JfGLk6h/kdSZb6/DmqSK5Whfdsi/4/VK1w/Fsg8l8g6559vexgMLmTJjNPaFLjh+We9ge/BLHWj+kbZU52Pg2mwNPEZX7r2i+lmOw0N3PbOcD2qZB1KeyMbiXzZEH+MSmPjamLz2ftSKJAhvTIfqiPg4v1Di6UKPSNuiP+VAlkQ2pEMmgyulC82z6rybfPt1c64An/N0JmF23nRFg06dBEOgYFsezjQvisJtdk+PLPlDpqMlMOQ7AaCKGKICmiEQDt18KqscdzMhDEEzDe38I1Vl45V/BwL2w6UkI99zo2a0Ny4Qjf+1+P/ZJCGWAM+l0UUrNLnPlFqPJ9T0Zn0GRRAZifgbO2WW0HYdGx6TaMdyWjrZBeVkYbOkmU0U39bXeNqh2DDRZQhIFwj6ZvqifnvCV7dpF5X52h36Gk+0fUzXnmWy/TMWcZdT3MCEtyHhPmA3pELl6h7myW6m4VHN9UqI+hYG4fzml7+oXDLZjMdH6EQ0rjyxobA18DkW8dhsoXcPi4HyVetdEADb3hM/b+b1aHMchX+8SD6hs642sJPkZls1ipcPuoSjj6RCT63aPHh4eHh4eFxJQAuxI7uBA4QDvZ9+/psLfGQbjAYJbZd6ZKjGVb9Ib9Z3XXhjxKewajHIy12Cx3IDly6aKf5iZ6H2MVN5le+H7vOn7VQzp2gd7XSsEQWB7X4SN6SAfzlTYN1shW+9SaRvEAyrtnV8mWmrx/B//G3L1Lj//q//9Rbs1zuX9//hP+ObfvMOv/sRDbP27/5IL5S+3e2JRP8iSfhjLcTeUVTHAsPYgKWXTTV3lp5s2uXqHXK3LUr3DpnSIzT1u1Z0oCMyV2wDIokA6pBLxq4ylgvRENEKazJ++O0vXtAmqEuM9rtiXXoVP9hlCUppdwZ/iWOuHtKwiR5rP0KftZki7Z9Wtv4bdJqsfYVE/iG536BgWg6FRdsceI+XP8MimFMPJa9deHVBl7htNMBDzs2+2wlSxSTrkI+pXiPpVdg64lkOnC02y9S7Ji1gJ3al4wt+dwMybYLRccaN3DwDzy55Zw4nz35jlls788oeOqC1g6u4uQH/Ut2zGqhLxeS8bj9uM1CZ47B/Dof8G2UMw9w7MvQt9u2HTUxAbutEzXB0nnnXTitUQbP7seb/yKRL3jCSotAzydTch63ogCm6bb8SvMBQ/+3PDsik2dfJ1N6zDsGwKy99vTAUJrkPVnSoG2Bb4AvP6h27rr3GKijnLkHYvvepOJFGkL+qnN+Kj1jGZK7fI17uuSLlooEoiI8kAfVH/iq/KWrEcgxOt56mac4iCzNbA0wSk+OVveIVU2waH5qvolo0sCuwciBJfx82aM6JfLOB6q5y52LEdh9lyi9F0kLuG44gXXa57eHh4eHisL/f23suBwgEOFQ7xmdHP4JevvZgWD6p8cnOaiE/myEKNlm6dt67SZImtvWECClCBctsg6hc5GX+cdHOSgFFiS/E5DmV+4prP9Vqjya4H4u7BKIfma2ztCeMAj25K86b4NQAOfOcPmC+3+OTP/zq7B6MX9WF78z/9M7797ef49S/exd6/879TE89fB+p2kwV9P1n9KLbjhrz5xAi96i4y6hYk4eazFtFNm+O5+krLbrmpn+dXrcniivCXCKo8Np7CdiBf7zBVbJFv6Dy+Jb1SVfrwxiSy6HbafNQ7e7VoYoidwZ/kdOd18voEi90D5PRjpJXNhOUeVCGEKgZRBB+2Y2Gh07JKNKwcVXOehpUD3PWgZQa4O/4oG6LjBBSFT4ynGEpcH0/F/phr/XN0oeZudncM+qJ+ZFFkKB4g5leYLDTJVtuc96TfwXgKzu2ObcHki+73G54AUcSyHY5n62iStGLEDuDgcCJXp6lbiALUzAIwQEAFWZJQJGHZTP/m+2D18LhqAgm4/1ehPA0nfuQKgIv73f/T22D8KUhuvNGz/HiKk3DiOff7XT8DyoUL33RY4+6ROK8ez9PSJQLqjTsFKJJIb8R3nnWAYdkcWayxWGnjU+UrFtvO5Uzrb0we4nT7NRpWjqnOm2SNYwxp95KQxxAEYXmnMIpu2sspaW10y+ZErsFMqcVwIkB/1L+mCsCOXeN46zmaVgFBENns/wxh+dpUkTqOw1SxxVSxCbjhJ7sGoivVeOt1H/lGl4jfFf1C52wCLVTapEIaD4wl8CkShuEJfx4eHh4e157B0CA9gR6yrSz7cvt4qP+h63K/PkXigbEkyZDG+1NlpktNBmL+lWsrSRQZTQRpVUAVRXL1LqmQyqHMF7lv4b/QVz9MLriFXHDLdZnvtSagyuel/27pDfPO6SKxR34RQYDiK3/MC7bDvke/ytM7ehlNnbUfefGb/5rv/9l/5Te+uJcnv/rrTPrOtp+2rQqL+gFyxgSO464tglKKAe2ulTXczUCj43aOyJLr9wjuuumlifN9T0KaTE9EoyfiYyDmp9E1mSo2mS62mCu3MKyzKpVfkai0jBVReXSdLFskQWGT/3GS8hhTnTfp2FWW9EMs6YdWdfuAlMJnbGVTYivpsA9NkXhk0/UT/c7gUyTuGomTifr4YLrMVLFJT8RHSJMJ+xR29keIBxQOzZSu67xuVjzh73Zn/gPoVEALw5BrJL9YdS9qP+rV1+ha5Oo6iYCKrHQxLQtJbtEXTWNYNmFNJRlSvYRGj9ub+IgrANYW4eTzMP8+5I+6/yc2ugJgeuvN5RnRrsD7/wlwYPA+6L/rYw/dlA5RaHQ5MFdlNBk4T/y/0SiSyNaeMJblrFQlrkerLbjtDTuDXyZnHGOm8zZtq8zx1nMEpASD2j0ri0dVFhlLBRlJBFisdZguNumargA4X24z3hMmsYq2gbIxzYn2j7EcHVnQ2BL4LBH52nhHdg2Lw4s1qm3XG7En4mNzJrSuXo5nKv0ifoUd/ZHzfBDPhHk8sCFJzLOC8PDw8PC4jgiCwH299/HdU9/l3aV3eaDvAcRr6KF7LqIosLknTCyg8N5Umelii56w77yNMYCdg1FO5N3kUSPQy1TsIcbKb7It/0PKvkEMaf08eG8WLNth83KAW/ThX3RTfF/7FqIgUBr9DYYSAUzL5r/+wf/NoWf+Pb/xxb38wpc/wzvxh3Ech6o1x2L3IBVzdmXMsNTDgHYPMXnwhgp+hmWTr3dZWg7gWKp1aHbdMLr+mG9FoNMUt/IzqMn0hF2xz6dIOI6zskb7cKbM65NnE/FCmszGdJCN6RC9Ud8VV/athrgyQkweomzOUDZnaFsldKeJ7rRWRFZBEPGLMYJSmrCUISYNU2lJJCIamYiGLIo8vPHatvdejoGYn0RA5cBchcMLNRodk57luY0kgrS7OjRu2PRuGjzh73bGcdy0UnD9viQFx3E4mXNf+Zp8fiVIudkl5pf56gPDfFB5htPVBUa0JE8M76DaNpAk18zVw+OOINIHd38DtjwNJ19w239Lk/D2JEQH3Rbgvj03XgDUm/D2/+smd4f7YdfPXvJwURS4ayhOpWkwX2kzkri5FpuaIrG1L4zpOOQbHTJh37ot7gRBoEfdRlLZwEL3AEv6QVpW6aICoCgKDMT89EV8LFTbTBVbtAyL/XMV0iGNjZkQ/oukmxt2m6nOmxSME4ArOG4OPIW2DslpF6PU1DmyWMOwbCTBvQDpja7v57T9kfbec0W/RsdNcX5kPHWet6OHh4eHh8f1YndqN89PP0+5W+ZE+QRbEte3ii4T9vGprRkOzLrCQ61j0Bv1cWb1ElIldg7EOKU2mC21+NB3P2n1BCG9wLbCsxzI/NSNX0+uM6rsCkL3jiQ4nq1zKPS3OAmUX/1jvu84NH/+v2P2hW9y6Jl/T/QTX2Py7if5f40wWu0tWsIpDKe9MlZcGaFP3U1E6rvugp/jOLR0a6U92XEcvvnWNC3dOu84AUiG1AuulZ/YkiFf7zJfaXNoocZitc1j42m29bkBJKPJIJP5JqPJAMPJwJo8+9YDQRBJKKMklNGVnzmOg4WOiIwonLPWdRzyTZ2IT6I3ogECD25IMpa68dcSflXi/rEE6bDGB9MVThebDMYCqLJ4geZxp+IJf7czSwfg/9/ef0dJdp73ve93h8q5Ovd0mARMRB4ABEAwA6RIy5Jp6YgipEvROuIxBdqi6CUreCnZS6bCsq6PZIoU7WtRlphEixRFSqQFgiRAEDmnwQCDyaFzqOqKO7z3j5ppTGN6Ijr378PViz1Vu6rf6u7dqPrV+zxP+SS4cRi8DYDRcoPD41XaU3P7e4XGMFxqEHMdmmGF8eYRADqjV2Jo9SBIRBxyKvOV9SbVDtf8VKtn3oHvweEHYfpYa4ddurs1BGTD9WAvw39U/AY88uet8zyea+1UdC/cuy8RddizscB39jYZm2nQnl6afn8XKxl12dmT5YUT04zONBb8SZBrxRiI30hv7GpONp7jZPPZ2QAw4RTYEL2WYmQTjhXBti36Ckm6s3EOjlc4PlljdKbBeKXJYDHJQDGJbVs0wwpDzRfmNJvuiV7FQPzmuU+aFtCJqRr7Tg1jSsdcdvVmF7x8Owxb5b2FZPSs8t6GHzBcrnP9YIErOxcn2BQREbmQiBPhhq4b+OGJH/LIyUeWPPiDVtnhjZuKdGbjPHlkkoNjFbozr71uijo227oyZOMR9o/O8P3knby3+QW6ZvbRndrLUHrnkq95MfmmQSOcoWlmaO+ocFtbnR2b3scDaZ9D3/4833z4y4S+T//bfxT7pg/wUsOCQ8ChbpKJJPn8JLt6EwykdpFwckuy5iA0TNc8xmYajJQbjJ76iLo2P3frRqD1JnJHOsboTGO2ZU1XLk5nJjZbFVf3Ap4/Ps2J6Tonp2tzyneh9fztdPBXSEX5iRsWfyjNpbAsC5ezXxtMVDzirkNfIUEYWrxpc5ErulbO8z/LstjckaaYivLE4UleHZm5qCqd9ULB31plTKtPGcDG2yHa2n67f3SGhh+Qis3dmVGqewxN12lPRxnz9lOpWzhBO12ZNhpegOtY5JIRsgvQcF9kVUrkYde/aO30O3gfHPwBzAzB038NL32jFa4P3ALx7NKsx6vBo/8dpg5DJAU3f7TVp/AidWbj3DBY5AevjJKMLm+/v/mkY63w7/kTpdlwcqHfAXWtGP3xPfTErpoNAGvBJPtr38Oq30/RHaQtsoWs00vEiXNFZ4aeXIJXhstM1uq8PHmAA9Ux8tkpGtYop7sHJ50im+NvWbJ+fl3ZONu6MgvSE/FMQdja6deejrLjjEEep687NlljW3eGa/ryC1aSLSIicjn2dO3hwRMPcrB0kJHqCJ3JziVfg2VZbGxP0Z6J8czRKV4+OUURCIzBPXV9bz5BJu6yf8TlydpNXFt7mO1j32YiPkDTTS/5mheCMSHVcIJyMMKMP0w5GKYeTp99YASu/3AvR77jEPo+tmvx4x8s8/jYS5yY2jF7WLWWpVrLUiBDkLXY3BEwNtPAsSw6s/E39HzHD0JmGj6VRsCGwmuvh7+zd5iXh8uE8wyCCIyh1gxm+ya/Z3c3rm1R90LGKw3GZhpUGv7soA7LgocPvtZXLubabMgn2JBP0JtP0J5efWHUVLWJ48BgWwI/hD2DeXb2LNFrnkuUT0Z5y5UdtKWiPHtsGqPpHoCCv7VrZG9rV5IThc1vA1olYQdGZ87a7QcwMdPk6aOTHJuqs7FvjInJbdRm+hl0W+9yZOJR0rEIGU30lfUulobt74Mt74TDD8CB70N9Gvb9I7z8f6D32lbYXti4eGUb9VJrp1/pWGtH780faZUmX6IrOlv9/p4/Ps3GttSCB0dvVCbeKi198eTihX8wNwAcar7AaHMf9bDEuHeAce8AAAk7T8zOtsp2CtOQnGCm2sQYmJyGTNylJ9VHb+xqiu5GrEXqLxQaw76hMkOlOgCDxSSb2lML/n3xg5CxmQZd2Tjbu7NzhoQYYzg6WaEvn2DPxiJRd+X0iRQRkfUpH8+zvbidvRN7eXToUf7Z5n+2bGtJx1xu3dJGTybCcw/DkYkqbZnkbOVUJh7hqr4cxxJ3ML73ILnGSXaM/APP9Pxfq6bkNzQB0/4JJvyDTHgH8U39rGNcK07Mfm1KrIXLE3/zTUI/wHEdAj9g6BuTvOmDuzk2lWJo2p+zQ+6Fk2VeOFmmrzjIwwcmGCrVsQDHtohFWtVoyahDKuqSjLoYDDduLM7uvHvu+DSHxys0/ZCGH1Jp+tTPGD72C7dvmi0DjTg2oYGIY1FMtUp2OzIxOjMxCskojm3x3PFpJipNxisNJiseNe+1ct/eXHw2+Iu5Dtf05cjGI2woJGhLRVfMEJLLUap5GGBzewo/MFzbn+eavvyKfkwRx+bagQLtmRhPHx4nmFruFS0/pThrkTHwyv9pfT54WyuoAF4dnaHSDOjOzt3t54UhJ6ZrDJUaBKHBs4dp1HdhjE0uEcFgsC2LzgVstC+y6kXirTLfTW+Dk0/DoR/A5KHWMJDjT0C2D7a8vTVoYyHLgKeOwBOfg+o4RNPwpo+2eg5eBtu2uG4gz1SlybGp6orr9weQSyxN+AetALAvdj0botdRCccY815h0jtCPZymFk5RC6dmj01EHFK5IrVKgVq1DbvRRaNWINaTXbTQzw9Cnj9RYrLaKiW+siuzKH31mn7rHezefILtXRlir+tleGK6Ti4R5eYtbaRjehohIiIrw809N7N3Yi/PjDzDO/rfQTKyfAMHLMuiv5jkOeD6gQIvjVSYrDTpzrUGPLi2zcaOLDXnA0Se+xTp6ZcpRJ9msv3cA9pWgsB4DDVf4ETjmTlhn2NFSDudpJ0uMk4XaaeTiD233909n/8zHv3i3/H+n/oAv/WWGH/+rWf49N8/zZ25b3HHXb8ItN5cnKg2GS41GJ9pMF3zSEcdMnGX6ZpDzQvwQ4PfCGYHapzpuv4CDx8YpeG3BnCMV5pnHePaFumYS8NrDW+rNwMsYFtXBj8IqfkBxydrzDT8ObvaHj88cdbXzMZdiqkova97Pnb7FR2X/L1dicp1Dz80bOlI4fmGXRuyXDdYWDWZQF8hSUfS5duHl3sly0/P2NeisVdaAYTtwpZ3AK3tua8Ml2mbZ+LiVMXj8HiVhh8ScUJCu0rgtQKAzkycZhAScWzaMyurD5jIiuC40Len9TF1BA490JqmXToGT/0V7P371nCd/pta07UvV22q1WPw4P1gQki2tcp702/siUUy6nLjpiLf2Tu8Ivv9QSv823Uq/BstN2jPxBZ1ypllWaSdDtJOBxvjt+KFNWaCUZqmAhiiVpqU00bESkIWRsoNXh4uU274PH5ogk3tKQaKyQUNKGtewHPHpqk0fRzLYldvlrZF+FnVmgGlmsdgMckVXZmzpriPzzSwLXjT5rYV+bsiIiLr10BmgK5kF8PVYZ4eeZpbN9y63EsC4Jr+PIMdrd7FB0YrWBZ0Z+NEHJtEsY/givdQOPBtdk7ew7ftbuK5rrP++7vcjDGM+69ysPbD2cDPteK0RTZRjGwm6/Sct6fxPZ//M/7pr/6E9931EX7jzUDY4I4PfpRXCy/wT3/1JwDccdcvYlkWbakYba+rUHv3ru5TrU4qnJiqM1XzKNc9Ko2AqGuzsa31vMuxLfYNl+fs7DtTWyrKB27sn32O9uTTk5Tq/rzHeuHc+9jelcVgKKaiFFNRCsnoivs5LaRKw6fuB1zZlcEPDFu60uw5Y0flarFaQsrFpuBvLTq92++MfmOvjlYo1302zzN1Z2Sm1XgUIJsdZ2am1UC1LRUlNIaYa5GKOervJ3Ih+QG49oOw88daQ0AO3tcqA97797D3G5Dvh/ZtUNzcKgWOXuCdaL8BYy/DiadaH+bUE5Cea+DqD1z49hdppff7A8gmIuzqPSP8S8eWrDQ5Yico2APnvL4rGyefjLBvqMx4pcmBsQoj5QZbO9MU5nmz5VIYYxiarvPK6AxBaIg6Nlf35eZM1l0oM3WfquezpSPFpo70Wd/fct1jphHw5iva6S8u3y4KERGR+ViWxc09N/P3r/49jw49ypt634S9SLvwL1VHJsZbruhgU3uKF06UODpZI+7adGZiTPfcTr70Mt3Th3hX/Tv8g/sT2I5DPumuiPUbE3Kw/kOGmy8CELOz9MWupyNyxUVVOZwO/d79sx/j378tg1s/wXS8l1cLt3PHXW8FmBP+nYtlWWxqT7Op/dy9EI0xvGlzG00vpO4Hs2W+Qdjq9JaNu3PemN3Skabhhzi2Rdy1iUcdEpHWRzI2N8i8ZUvbBR/rWlFt+lS9gCs70wShYUM+wc2bisQjmpC7Wq28V3fyxoy/CuP7wXJg6zsBmK56vDxUpjhPf4Gq5zNWbjA03QAgkTnJ+ESrIf1gMUnDD2hPx0jFXLKa6CtycaIpuOIO2Pz2VtnvoftbPTenjrQ+Tsv0QH6wNTgkkgAsCD2oTrSOLx2H8Ix3IYubW8NFuhZ+8tuZ/f4G25K49vI/0Xy9TDzCrt4cLw2VGC3X6ci8sQbPCynmOly1IcdwqcErI2VmGj5PH52iLRVlY3vqkt84McYwVfM4NFZhquYBkI23ws+FftJljGGq2urfsr0rQ18xedaOylozYHSmwZ7BIld2rc7m4yIisvbtbt/Ndw5/h+nmNPsm9rGjbceFb7REbNtisC1Fbz7B4fEqL56Y5uhktdVnbuD9XLnv02wKRnhP/HkedG5gpNQgGXXJvC6sWkqh8Xmldi8T3iEA+mI3sCF23Xl3953pdOh358/+G37xPdvITT2G58R4tvPH4FRoeDrsu5jw70Isy2J378VPAb5ta/tlf621qtr0qTR8tnamsbBoT0e5dWv7orzpLEtHwd9ac3qSb//NkCi0LhopU6p78+72m6g0GS03mKp5WJbBiQ3TrLX+A7mhkCA04DoWmXiEVFQJv8glcVwYuLn1UZuC0Zda4fzkQaiMQvlk6+N8km3QubN1Tuf7F22pZ/b7Oz5VW5H9/qDVMHtXT46XrBLDpQbFVHTFDJewLIvuXJxiKnqqFKXGeKXJeKVJMuqQS0RIx1wSEYdYxCHu2ji2NftkPgwNpbrHRKXJcLlB/VTTaNuy2NSeor+QWPAn/mFoGK80iEcctnVn6MzEzzrGC0JOTNXYtSHL1X25Fd3MWURE1reIHeH6rut54PgDPDr06IoK/k6LODZbO9MMFJMcmajy0skSh0shtfy7uGr0G2ydeoDwiu0czrZxZKLKcKlOKuaSji1tAOibBvuq/4eSfxLLsrki8U7aIpvPf5sgpOoFNLyAH37ls/zwb/6MN//UL/KeO95K5+jXqAFPFX6cmpvjzEeykOGfXL5a02fmVOgXdWziUZfbtrZTTK2+ScQyl4K/tWTycCtYsOzW0AFavf1eHi7PO00oNIahqTqj5dZuv3RqkkbTIQgiWFZrS3qtGcy+mNWLPZE3IJGHgTe1PgAa5VYvzqmj0KyAV2ld7kRbQztyfa3S4WTbkk14O93v7969I4yWG3Ss0L6eiajDrt4cEafMsckauWSExAoqPYi69uzgjcMTVUbLDarNgGrz7CbUjmXhOhahgSA0hMa8dp1t0ZWJM9CWXJTH5wUh4zMNiukY27oys9MGz+SHIUcnqrN9XdxV1tdFRETWnz1de3jw+IMcKh1iqDJEd6p7uZc0r6jbCgAH25KcmKrxynCSE5X9FKaep+vV/41/1d10ZAsMT9c5OlljuFQnHmkNunAWuTKjGVbYW/1HqsEEjhVhW/Ld5NwNZx9oDHU/pNoM8IIA17FJRB2e/Lu/4Id/82f8xEc+wV0f+jl2vvLnkIpyMHsjw/ErmCnXSUZdsjF39nmuwr/lVWv6lE+FfqmIA7bFrVva6Mqe/aawrD4K/tYKY+Clb7Y+37AHUq0eBPuGWg3nN7edvXtnquYxVfPY3p2hYZ2kzFG8oEBXNkZnJk4YQjziEHNtCklt7RVZULEMdF/V+lhBOrNxbthY4Acvj1Jtrsx+f9B6sry9J0PMtTk4XsEPwhVXgpCKuezsyeJ1hkxVvVM98nwafkj91FS6wBgC/7WwL+LY5JMROtKxRe1jWGn4lBsefYUkWzvT85YPh8ZwdKJGXzHJmza3qa+LiIisCrlYjh1tO3hh/AUeHXqUf77lny/3ks4r4tgMtrUGg411/hzB9z5JpTyG9fK3GOl+F/lklM5sjLGZJiemakxUmmC1qiASrrPgbxBXgnH2Vb9NI5whYiXYkXovKee1klhjDHU/oNoI8IKQqGuTijpkE3FiEZtv/9V/4x8+9//yYz//cd5710fpO/C/sLwajXQ/Zts/4ybLZahU49B4leFynbZUbPaNRYV/y+PM8t5sPELDD7ltU5t6Oq8hK/MVnVy60X2tIQC2C1e+p3VRucHLI2U6UrF5d+uNlRsEoaEtEyXT8QzN2hSR0k30dmW4ui/P2EyDjnSUuOuov5/IOrK1o9Xv77ljK7ffH4Br22w5FVrtH51hvNKgmDx7d/Nyizg2HZnYWTsog9DQ8AP8wGCfmkQXj9iLun5jDBPVJhYWV3ZlGCym5g0XjTEcm6zSno5x65Y20jE9XRARkdXj5u6beWH8BZ4dfZZ39L+DdHTl96e1LIuO9ja4/efwH/ksHc1nycWv5UDQzUTFm2394QUhExWP8UqD6apH1HVIRVubNd5oCDjm7Wd/7fsYExCzs+xMvZe4ncMPQmpewEzDx/MDbNsiGnEopqJk4hGyCZd4xOXrf/EnfO1//Ff+71/6VX7h3/4K+cPfIsMw9XiK5/v/JRNlD9cO6C8kKSSjHByrcnKqSjYRIXHqzWaFf0ur0vCpNgO2dKYpJKKUGz63bm1ja+fKP2fk4umZ/FpgTGtiKMDgbZBqwxjD3pPT1JoBPdnEWTep+wFDpTrpmMuUf5xmWKHRdEgF/bSnWy9Og9AQdR2SMVcTfUXWEdu2uH6gwFTV49hklcFiasWFaafZlkV/MUk84vDKcJmRJZ74+0Y4trWkOyq9IGRipkk2GWFrR/q8pdwnp+ukYhFu3dpG/g1OJhYREVlqfZk++tJ9HJs5xkMnH+KOwTuWe0kXr3s37uCbyB59hJumv83ON/07RmswNF3jxFSdhh+SijlEnTiNIGxVFDR9pmohtmWdqthyiDrWRQeBxoQcbjzMycZzGAwpq5cu3srwpEPDK2HZFlHHppCK0tGWoisbo7+YJJ+Mkj7VfzARddjbmeI//sf/yG/+5m/C0PMw8xjk4rDn5+lp38WJqRo/3D/GK6MzuLZFMRUhGU1zaLxKMwjJJVrPOU6HfSY8u02KLJxy3aPhh1zZnaaQjDBZ8bhpU5FtXZnlXposMAV/a8HxJ6B0DNw4XHEnACem6xwYq9B9jpr88Zkm1YbPUKnORHAMK2XjVzZTqoWkYy5B2NqBYgH5ZEQlXiLrTDzicNOmIt/Z6zFSbqz4/h4dmRiJaCv8Gy7VySWiJDSQaFa57lFtBvQWEmzpSJ03cBwtN7Bt1NdFRERWLcuyuL3vdr740hd5fOhxbuu9jWRkFZUt7np/q5qrOk761X8gffX/Nbvbb7LaZKrqMVpuMFpuMNPwZluKlGo+U9UmgYEgbAWBtm0RsWxsu/Xmro2FMRCYkNBAM2hw1P8e5fAYAHnrKlL2dZhYlN58jN58nP5ikg35BPlklEy8NahsvjeFf+d3fqf1SWUcnv5C6/NNb4Weq4kDmzvSrQEgzYBkzOXFEyWGSzX6CwmGSnXGZxq0paJgWdrpt8imqk0MsKMnSy7hMlJusmewwK5eDXJbixT8rXZ+47XdflvfBbHWH9Pnj08ThmbeF3dB2JrQGHFtHjs0QcPvoH9jksbMIGOlGve/Msrbt3USj9jYtkXXCm3wLyKLqz0dY89gkftfHqVc91ZcD73XS8dcdm/IkY65HJqoUvcC8snIun7y4gchE5UmsYjNju4MGwrJ8+6GnKw2qfsBt1/Rrr4uIiKyql2Rv4KuZBfD1WEeHXqUt/W/bbmXdPEicbjmg/Dwp+DwD1s9oTt3EHFsOjNxOjNxruzKEIaGStOn0gioNH1qzYDpapPRmQaTlSYzzYBa06fWDGn4IV4YEBiDZbUqD1yrybB9L7HoGIVImtt63suutp20p1otSjJx99IHe3l1ePSzrcF1+QHYMbfH4pXd2dnPB4pJXjpZ4vkT0zT8kOmqx2ilQfs5WlXJG2eMYbzSbPXL7s6QjrkMlepc21/gmv489iqompFLp+Bvtdv/HahPQaIIm98GwKHxKkfGK2zIz/+ibfLUUI9q3afhGxynScx1mKhHgICBYpK6H1BMRok4lsq8RNaxLR0ppqpNHj80STziEFnhU10jTmtCXjYRYf/IDCOlBoVUlKi7ste9GMp1j2ojoDMbY3NHet6pva8/vlTzuHlzkS0d6usiIiKrm2VZ3L7hdv73K/+bR04+wi29txBzVtGGho4rYePtcOgH8NRfw1t+BRL5OYfYtkUmHjnnm7NhaPBDQ2gM5tQsMXMq+Jvxpvnyy18kUfeIO118cPsH6c/2v7E1hyE8+ZcwMwTxHOz5eXDOHTnEIw7XDhTozSd4/PAkL50sYaqGkXKdjkwM21p/z98WU2hCRstNsgmXbd1ZEq7DiekaV/fluH4gvypa5cjl0Zm0mlXG4dXvtj7f9ePgRKg1A54/Pk084pzzhe5wqQ4YDo7PAJDLjxLWtlBttnoo9BeTeL4hHXOJabCHyLpmWRZX9+XZ2pniyGSV0JgL32iZWZZFVzbOdQN5NhQSTFWbrXKGVbD2hdD0Q4ZLdYyB7T0ZrurLXTD0qzZ9RmcaXDdQYGePSjxERGRt2NG2g7Z4G/WgzuNDjy/3ci7dzh+DbB80Z+Dx/1+r2usS2LZF1LWJRxwS0dZHMuYy7Y3xV3v/kvH6ONloln+1+1+98dAP4MW/g5EXwY7Ajf/3WUHluXRm47xjeye3bW2nMxsn4tqMlBoEYfjG1yRAq9fzcKlBWzrKVRvyJCOt0G/3hhx7NhYvfWenrCr66a5mL3wVQh/at0H31QC8NFRieLpOV2b+vkwzDZ/RUoNU1OHVsRIAmfQkXq0HA2TiLtmYi32qF2wq5pCNa2OoyHoWdW1u3NhGRzrGianaci/noiWjLjt7suzekMN1bIZLdere2m0SHYSmNeGv1qQ3n+C6gTyDbakLTmWuewEnp+tctSGnEg8REVlTbMvmzRveDMDDJx/GC71lXtElciKw58MQScHUEXjsf7RKad+Ag9MH+dwLn6PslelMdPLzV/08HcmON77Wg/fDwftan193V6vM9xLEIw43bixyx85utnSkcR2LkVIdP1D490ZVmz4TlQb9xSRXbcjh2hbHp2rs6s1y06biiq/okTdOP+HV6sTTMPw8WDbsfj9YFmMzDV48WaItHT3nC7eRcp2GH1CqBdSaFrbtk3GLVBqtP6j9hSTNwBA/1bC1PRNT+i8i5JIRbtpUxLEtJirN5V7ORbNti958gusH8gwWk8w0fMZmGgTh2tn9Z4yhVGs1+c7EIlzdl2dXb/aiejI2/ZDjUzV29GTYs7GoEg8REVlzrmq/inwsz4w3szp3/aXa4eaPgBNrDfx46L9Bo3xZd/XC+At8fu/naQQNBjOD/NzunyMbzV74hhcy9Dw8/9XW59t/FHqvu6y7sW2Lbd0Z3rO7h+v6C7iOzUi5TtNX+HdZjGGy2qTaDLiiK8OO7gxhyBmhX5tCv3VCP+XVqDEDz32l9fnWOyDTTRAanj06Ta0RnLMnX9MPOTlVJxl12TsyDEAuN0ZY20il4QOtBqt1LyAVc7As6EhroqOItPQVklw/WKBU92b/ZqwWyajL9p4s1/bnyScjjM00mKw2CVdxAGiMoVz3GC41sG2LnT0ZrhvI05WNY19Eqa4fhBydrLK1M60nfiIismY5tsPtG24H4AfHf0DNXz3VC7MKG+GWuyGahumj8MD/FyYOXtJdPHryUf725b8lMAE7iju4a+ddJNzEG1/b9DF48n8BBgZuga3vfMN3uSGf4M5d3bz5inZirsNouUbNW13PPZdbEIYMl+tEHZur+3Jsak/R8MNWeW9vjps2ta3LHtjrlX7Sq9Hzf9vq85DpgSvuBODg2AyvjpbpyZ07qBudaVCue6RjLuO1McDQkbHwgyiNU++i9BUSNIOQfCKCbVlkEyrzFZHX7OjOsrs3y1CpjrfKSi8sy6I9HePa/jy7N+SIRxxGyg2mVlkAaIyhdCrwA7iyK82ewQIDbamLDu+C0HB4osrG9hS3bGkjHnEWc8kiIiLL6trOa+lIdFDzazx4/MHlXs7lKQzCbb/UGupYHYcf/r/w4tcvWPprjOHeI/fyrUPfwmC4setGfuLKnyBiL0Af96mj8PCnIWi02k9d9ZOtflELoJCK8s4dXbxrRyfpeISJmSYzdYV/F6Pa9BktN+jKxrmmP09nJk6lETBUqnN1X46bNhcV+q0zSnVWm+NPwIknWyW+134QHJdS3ePpI9Mkoy6xc7x488NWOVcs4lAOhtkw+DidvVGStXdR9m3esb2TuGsTO/UHwHFsElHngg3hRWR9sW2LawcKzDR8DoxV2NiWuqjdZSuJa9tsyCfoSMcYLtc5NlljpNwg5tpk4u6KbW/gByHlhk/DC0nHXLZ1p+nOJkhELy20C43hyESV/kKSW7e0kYzqqYCIiKxttmXzzoF38qV9X+Lhkw+zp3sPuVhuuZd16dKdrem+L3wVjj3WGvR45GHY+GYYvBUShTmHB2HANw58g2dGnwHg7f1v5/YNty/MEK+JA/DIn4Nfh1x/qxehvbBvJCajLrdf2Uky6vKdl0aYmGnih61NKgsVMK4loTFMVppYlsWV3RkGiklc26Zc9xidaXJtX57rBwsr9rmuLB49219NKuPw7N+0Pt96B+QHCEPDs0enGK802NSeOudNJyqtqZZtqSj7ak8A0J3YxMmJOGAYKCZJx1zqXkDMtbEtyMRc0jH9iojIXPGIw42b2phpBBybrDFQTC73ki5L1LXpLyTpysQZnWlwfLLGZKWJsSATixCP2Ms+3dYYQ7UZUG223uHOJaJc0RmnIx075xs95xMaw9HJKp3ZGLdubbuoPoAiIiJrwZWFKxnMDHK4fJh7j9zL+694/3Iv6fJEk3Ddz0DPNbD3GzAzDK/8U+ujuBm6dkPbVprpTr6y/6vsn9qPjc0/2/LPuK7z8nrvzWFMK2x8/m8h9KC4BW76CEQWp0VU1LW5eXMb6bjL/3lhmONTVbwwpC0VW3VvPi+muhcwWW1STEXZ2pmhLdVq/zVZbVKqedw4WODq/rz6Oa9TSnVWi8CHJz/XekelsAmufA8AB8cr7BuaoSd37p5OxhhOTNWwLYtKOMJ4fQjXtYh7uwiNIRlxSJ3aMVL3ApIxlzA0dGXjy/6iV0RWplwiwps2t/G9l0YYLtXpyq7efqBRt7UDsCsbY7LiMVKuM1puMF1vEnFsUlGXmLt0IWBoDHUvoNoM8ANDMurQl0/QkY2TT0YuOKX3XIwxHJuskU9EuW1r+zn7wYqIiKxFlmVx58Y7+R/P/Q+eG3uOazuuZXN+83Iv6/J1X9UK+YaehQP3wcSrrV14EwcohR5fbg5xIuLixrL8xOZ/zrb0YCu0eyPPZyYOwr5/bA0ZgdbXv/5D4C7ucwrbtti9IUci6vKdvUPsH55heLpGRya+7nevhcYwVfEIMWzpSDPYliTmtl7bj5Yb1P2AmzcX2dmTO+cAUFn7FPytBsa0tnNPHYFIEq7//4BtM13zePrIFLGIfd5SrYmqx+hMg1w8wlNTT/DMc7fTlmuS7HCpe3VGSg1SMZfdG3I0/JC+QpQQi2JKLwpF5Ny6c3Fu3FTkBy+PMl3zVn1rANe26cjE6MjEqDZ9Jisew6U6pbrHdM3DsiARcYi5DhHHWrAg0BhDww+pe8Fsv9VExKHz1Fryiegll/PO5/hUjXTM5c1XtNOejr3h+xMREVltetO93NR9E48MPcI3D3yTj17zUSLOKn7+YlmtnX8910BtEk4+w9DJJ/nCifspBzUSgcNPk6f/5Xvh5XshkoL8AOT7W+W52Q0Qz4FzjteSxkB1Asb3w7FHW/8PYEdg23tgyzuXrOTWsiy2dqZJRDdw374Rnj02xehMnWw8SmqdVqlVGj7lukchFWVze5r2TBQLq7XxZ7qOY8PtV7SzpSOtDT3r3Po8Q1abV78Lh38IWK2+fskifhDy1JFJxmbOX+JraO32AyiZg5wYdwCbKFkmqx7lus/oTIND4xV29bZGuSeiNmHIqn8RLyKLb0tHipm6x6OHJog41prpF5eMuiSjLr35ONVmQKnuMVX1mKw0mWn4s4NNHNsi4ti4toVrWzh2KxA88w1VQ+t5cxAaAmMIQoMfhHiBITQhYBFzW31V+woJsokI2XhkQQdunJiqEY843HZF+6renSkiIvJGvX3g7eyd2MtkY5LvH/s+dwzesdxLWhiJAi/lu/nqaB1vw3V0OHE+ULyWYnUKpo9A6QR4FRjd2/o4UzQNttvqI287YDmtSrNGCcwZw9wsG/puag2YTLUt6cM7bUM+wXt295CJuzxxeIpq06fmBRRT0XVT+tv0QyarTWIRmyu7MvQVkrPDOoLQcGyqSjbeqs7pX6UteWRhrY1XaGvZ8Sdh79+3Pt/1460t3cBLQyVeHi7Tl0+c9w/cVNVjtNwgHbN4sf4wk5M7AejKJvGC1g4TgIFikqYfEnVtbMsiFrPJKvgTkQuwLIur+vJUmgHPH59moJi86Mmyq4FlWaRiLqmYS08uQRAaqk2fajOg5gXM1P3ZILDmhYQhBMZgjMHM3gfYloVtWTh2a2dhOuaSjrukoi6JqEMy6hCPOIvyhHVouo7rWNy6pZ0N+cSC37+IiMhqEnNivHfTe/nSvi/x0ImH2JzbzJb8luVe1htijOHBEw9y75F7MRi25LfwE1f+BHH3jDf7Aq8V/k0fbU3jnT7a6g8Y+tCcOfed2y5ke6FzJwy86awBIsuheGribyYe4dFDE5SqHiOlOvlkdEHfOF1pgjBksuphgN58goFics5mnYbf6r+9IZ/gTVvaVOEhsxT8LbBc9RCUT0Jx4I3f2Ymn4am/an2+8XbY9NbWxVM1nj46RT4RPW9zd0Orn5MfBoyHeylVQ6q1LBYQc20aXsBMo9Uwvr+YpO6HJKMOQWjoXON/NEVk4Ti2xQ2DBWpewKsjMwy2JS+7D91K59gWmXhkzlAMYwx+aPCCsLWrLzSEpnU5tMJDx7ZwLAvXae0QXKrGysOlOliGW7d0MNCmd3xFREQAthW3cX3n9Tw58iR/+8rf8v9c/f+szim/gB/6/MOBf+Dp0acBuLHrRt6z6T3Y1uueizkRKAy2Pk4zBpqV1s6+0IcwaO3wMyE40VYZcCwLK/B5XTLqctvWdrKnwr/xmQblU2/IFlORsx//KhaGIVM1Hy8I6MjEGCimaEtF55TvluseI+UGV3ZluHFTUUM6ZQ79Niyk0gkGxu/HfvAIXPdB2HDD5d/X8SdboZ8JYcMe2PV+sCzKdY/HDk3gBYbu7Pl78J3e7ReP1jnQeJLJyX6g9e7ATMOn0vQJDWTiLvlEhLGZBr25OF5g6Mro3QERuXjxiMObNrfR9EOOTtQYbEuum3ILy7KInAr0VpLhUp0Qw21b2tl4npYQIiIi69F7Nr2Hk5WTnKyc5Csvf4UP7fzQquv3N1Yb429f/luGqkNYWLxn43u4qeemi78Dy4JYuvWxCkUcm+sG8mQTER47OM6J6Rp1L5ztYZ+JuUvWg3AxBGHIdK1VWVJMRekrZuhMx3DOCGKNMYyUGzT8kBsGC1zdl58t+xU5Tb8RCymepRLrhKAJT/4veP6rrWm8lyIM4MWvw5N/2Qr9+m6Ea+8C28YLQh4/NMnQdJ0NufOXa53e7dcMfI77D2JMwPTUBgA60q3A8HQT+Y1trReEYQjpuAsYTXsUkUuWjrncsrlVVnB0sjq7402W3pmh3+aO1flkXkREZDFF7Ag/eeVPEnfiHJ85zhdf+iJe4C33si5KM2jyw+M/5LPPfpah6hAJN8EHt3/w0kK/NeL00I937uxie1eWXCLCpo4UYDFUqlNpXOLr8RXAD0LGZhqMzTTIxF2u7stx3UCenmxiTujnByGHJio4jsVbruzghsGCQj+Zl3b8LaRomgMdd7Jjiw0HvwsH74PRfXDNT0HxIkbFTx2F5/6mNb0XYNNbYOe/ANsmDA1PH51q9fUrJC44inuy4jFSrmOix5lqHKPeSFOpxbEtcG2LZhBSqrX+CA4Wk3iBIeLasztWNNhDRC5HIRXltq1t3PfyKMenavQVVF661IamW+W9Cv1ERETOrxAv8MHtH+Sv9/41B0sH+eJLX+QD2z9A1Fl5myBCE3K0fJRXJl/hyZEnqfmtAY6bc5v5sa0/RjaaXeYVLq/OTJy37+gkf3iKvUMlBtsTNJpRTkzXGSrVyMQipKLOyt0BaAzVU/2jbduimIqwoZCkLRWdt4XO6dLewbYkezYW1c9PzkvB30KzbMy290L7Znj2yzAzBD/8E+jb0xp3nu05+zblIdh/Lxx7DDAQScI1H2iNZT9l33CZZ49O0ZWJE3PP33vPGMORySrNsMbx8GEABpPb6NrWyXilQc0PMabVFHW03GBDIUGtGZCMOhhjSEZdMnH9aojI5enMxrl1azs/eHmUE1M1ejVQYsmcmKqdGuTRofJeERGRi9Cf7eeuHXfx+b2f52DpIP/z+f/JT175k7QlFn9qbTNo4oev7Uir+lVKjRLTzWmm6lNMN6eZbrQ+Ss0SgQlmjy3Gi7yl7y1c3X71nF5v61ky6nLLljY6sjGePDxJGMDVfXnGZhqcnKozVKqTjLqkYw72Culb6AUh5bpP0w9IRl3625J0ZeIUkpF5f65haDgxXQMLbhgssHtDTr355YKU7iyW7qtau/xe/DocfaQV6h17DDI9kB9oNUutTcL0MahPvXa7DTfAjh+dMy3p4FiFxw5OkIlHTpXint/YTJPRcoNp63G8oErczrExdS122uXA6AyHJ6p0ZGK8c0cXQWhwbItJv0lXNk7dC9lQSOKusF5VIrK6bMgnuHVLOw/sH2Vouk53Ln7hG8llM8ZwbKpGIuJw65Z2DfIQERG5BAPZAX5m58/w5Ze+zHB1mM888xlu6b2FPd17FnQn3VR9iv1T+9k/tZ8j5SOzu/YuVsJNsDW/lW3Fbewo7lhTAywWim1bXNmVoS0V5akjkxwYq1BMRunNJRibaXBiusZYpQlAKuqSjDpLG5waQyMIqTUDGn5AxHHIJly6c2mKqSjJyLlf75frHsPlBj25ONcPFOgrJBT6ykVR8LeYoim49oOw8c3wyj0w/Hxr4m/55NzjLLs1Hv2KO6Cwcc5VxyarPPzq+Kntvhfecu6HIYcnKpSCQ0zyKgBbE2/HtlyMMQyXGgB0ZVsvwk9PljQGsgmXmteaFCQi8kYNtCW51bTzw1fHFP4totAYjk5WycWj3LK1jQ3aYSkiInLJ+jP9/MLVv8DX93+dg6WD/OD4D/jB8R/Qk+phS24LPekeOhIduLaLbdlYlsXp/wE4tkPUjuLYrd1Xdb/OVDjFEyNPMFQb4mj5KBP1ifOuIWpHycVyr31E536ejWUV9l2ktnSMt27rpCdX5tlj0wyX6/TmEvQWEkxVPMZmGozONBgp18GChOuSiDpEbGthy4GNoRkYGn5A3QsIjSHqOmRiLps6UuQTEbLx+Xf3neYFISenazi2zfX9eXb35UhGFeXIxdNvy1LID8CNPw+NGRh/BWZGIfQgmoZcH2Q3QOTsF8Qnp2v8cP84TT9kQ+HiXsgNlxoMl6cY5yEAemPXcHQ0gedP0ZmJUfcDLAsSZ2wHbvohEccmEXFo+KH6+4nIgjldbvrgq2Mq+10EfhhyZKJKZybOrVvb6MwoXBUREblcuViOn935s7w08RIPnXyIY+Vjs5N/L5ZjOTiWQ92vc6R+hAOHDsyWlVpY9GX62Jrfytb8VtoT7bi2O3uddm8trIhjs2tDju5cnOeOT/PqyAyuY9OVjdGRibHZDyjVfKZqTcZmmpTrPl7QKqd27Vb/e8e2Zj9amWAr6rUAc/rDGELTel4WBK3/9wJDaFrDNKOuQyxi05dOkk9GyMRb/QYv9PMOQ8PoTINK02egmOTqvryeS8tlUfC3lGJp6L3uog49OV3jgVfGqDX9i969UfcDDo2VGQrvJ7AbJOw8fdEb+OLhE0zVPHb3trapW8D/evgwmztSvHd3D3UvIBF1sIBk1FHwJyILamN7Cse2+OH+MY5OVunLqyxhITT8gGOTNfqLSW7d0qZp7CIiIgvAsix2tO1gR9sOZpoz7J/az9HyUYYqQ0zUJwhNSGACjDEAmFP/Oy0wwWwvvqgVZWN2I4O5Qfoz/fRl+ki4Cm6WWls6xluu6GCwLcVzx6Y4PF4lG4/Qlo7SkWmFgFs6DJVmQLXpU28GlBs+lYaP57d264UGgvDUT9u0KuasU5sDLU6Fg5aF41ikoy7pWKuMOBFp7SRMRh3si3z+GxrDZKXJVM2jPR1jz8YimztSs4M4RS6Vgr8V6NhklR/uH58N/S72BfLxyRqvVh6l4QzhWBGuTN7B2EzAVM3DPWMKcLXZ+g9RJtb68Tf8gM5sjLofkk9GSEbVHFREFlZ/McntV3bw4P4xjkxW6S8kL/rJj5yt0vAZKtW5sivDzZuLKvcQERFZBOlomms7r+XazmsveKwf+jSDJl7o4Yc+cSvOd8a+w3u3v5dIRBsrlpttW2xqT9GTi3NgtMKLJ0ocHKu0AsBUFNu2yMTc2dfIp/lhiB8agsDgnwr+wtNb/SxauwCxcG0L17GIOPZlP8c9M/DLJ6PcsqWNrZ1pPc+TN0y/QSvMgdEZHj4wjuebSwr9pmtNnhvdy7T1HC42m+NvIekUeWJ4FICefBwDRB2Lg2N1AAbbWiV4oYFcIkLN89mWzWgnjogsig35BG/d1sGD+8c5NF5hoJjEXSET1VaTyWqTqWqTa/vzXDdQIOrqeygiIrLcXNudLdsF8DxvGVcj5xKPOOzszbKxPcmB0Rn2Dc1waLxCPOLQlo4Sc+dugnFtG9dmUZOTph8yXmlQbQYUUq3Ab1N7ikxcgbEsDAV/K0QQGl48Mc2TR6Zwbeuie/q1bhvy9NDLHGzcSzxi0xXdRUf0CsLQ8PLwDAC5eARDa8R5tRng2ha9ufhsf790zJ39QyMislg6M3Hetq2DB18d5/B4lb5C4qwnWDI/Ywwnp+sY4JYtbezsyWHbeqNGRERE5FIloy67N+TZ0pHh6GSVl4fKDJXqmBCyiQjZhLuob1D7YUip5lOqeVg2dGXi3LQpQ38xoR1+suD0G7UC1JoBTx6Z5IUT0xSSUQqX2KfpqZFneWLqW8Rci4I7wKb4rQAcnaxS8wLirt3qQWFZ1LxWmW9fIYHr2JRqHomIg2tZxCPq7yciiy+fjPLWKzt49OAELw+X6crGScf0n6Pz8YOQY5M1cskIN20qzu7YFhEREZHLl4g6XNmVYUtHmuFSnWMTVQ5NVDk+WcMYSMVcUjGHROTCwzjOJzSGuhdQrvtUm62Bm9lEhKv7cvQVk3RmYrjq4SeLRK+0ltlwqc4ThyY5MlmlNxe/pHQ/NAFPjj7Ig8MP4NiG9ugWrki8A+vUiPfTu/26c3GwLHKJCK+Oti7bdGrS5mx/vyDUYA8RWTKpmMttW9tJRR2eOz5N3QtoT8eWe1kr0ul+foNtSW7cWKRN3ycRERGRBeXYFr35BL35BFf35xktN1pB4GSN6ZrHUKmOBbiOTdx1iDgWrmPj2tbsgA+DIQxb1Xx+GNIMQhpeONsbMBF1yMUj7OjJzg4ViUdU+SKLT8HfMmn4AfuGyjx7bIqGH7Kx7dJ6XU01R3l09P9wYOo4XhCyNX09A/E3nfUuhG1B7NQfk0IyynCpAcDG1/X3qzR8BtuSmhQkIksm6trs2Vgkl4zyxOEJjky0Jv6qfLXFGMPoTINaM+DqvhzXDRT05FBERERkkcUjDv3FJP3FJNcPGEp1j+maR7nuM1Fp9VqueyHVpk8QtoZ9GAwWFrbVChFdxyYTjzBQjJBPRsnGI+QSETJxV891Zckp+FtiYWg4PlXjuePTHJ2oUkxF6c5efD+/6eY4e6cf4UjlZSoNj0bTYWfm7fTErzzr2Dt2dnHVhhwvnpzGtS16cnHu3NnFeKVJKubO6e83MtOgMxtfyIcqInJBtm2xrTtDLhHh0YPjHByvsCGfWPcBlxeEHJ+skY67vOXKDrZ0pPUkUURERGSJ2bZFPhkl/7p2XE2/taPPD8JW8GcMlmXhWK3pvlHX1qYaWTEU/C0RYwzDpQYvDZU4MDqDhcVgMXlRdfyhCRmqHWJ/+RmGaoeA1otCx+tnV/JNtMfz57ztWKWBZVl0ZePEI63+BafVvYBE1CHhOtinSoFFRJZDdy7OO3Z08eThCV4amiEXd9dtSetUtcl4pcnG9hR7Bgvr9vsgIiIislJFXZuoq2BPVgcFfwvsmH+M4eowfbk+oPVOwMnpGq+OVDgyWcEPQroyCRLRC+9mmfGmOTjzPIdmXqQWzJy61KInsRm7toMZK0174uxdenUvaIV6EYexcqu0tzd39q7Cuvr7icgKko653La1g7Z0jGeOTnF4osKGXGLdNDr2g5AT0zUijs1Nm4rs6s3pCaWIiIiIiLwhCv4W0Eh1hKeaTzHy3Bg3dL6F3shuDk82mKw0sS2L9nT0gsM7gtDnWPUVDs68wEj96OzlUTvOpvQutmSuZmTa5ZWZcmsXyDyThfaeLPHDV8fpLyTIJlq9BEp1j5eGS2zpSFNIRjHGYM7o75eJu5qqKSLLzrEtdvXm6EjHePzwJIcnqrSnY2v+jYnJapOJSpP+YpLrBvL0zPNmjYiIiIiIyKVS0rOAUpEUHU4HRyZneHnkH4jZ97ElcxWbchtJRzI4tkU9aBIYn9AEBMbHDz0806TUHGe0foyR+lF8483eZ1d8gE2Z3WxIbsWxHEbLDQ6NTZNJRObdBWOMYe/JcuvzU5f1FRI8d2yavUNlas2A26/owAvMbH+/8UqTK7szb2g8uYjIQurMxnnH9k5ePFHihRPTTNea9K7B3X91L+DkdJ1UzOGWLW1s684Qc9d3f0MREREREVk4Cv4WUCqS4ubozbwYdznqPE5AnaONxzg68til3Y+bZWN6FxvTO0i5udnLKw2fV0Zaod65dg6OlBtMVJvYVqtsLubatKWiHBqvArCpvTXNt+4FJKMOqWhrsEfhdc1KRUSWWzzicP1gge5cnKePTnF4oko+EaGYiq76Nyq8IGSoVMcYuKIrzVUbcurlJyIiIiIiC07B3wKzLIu+xA52tl/FaPNVjtf2M9kYwQsbszv5bMvBsVwcy8GxIrhWhFQkS3tsA13xAfLRjrNe1DaDkH3DZcp1j87Muafv7j1ZAqCQjOLYFn2FJCPlBjUvIOras+VjdT+gOxfHC0Nirr3my+hEZPXqzSdoS0fZPzzDc8enOTBWoTMTIxNffX+3/CBkpNygEYRsyCfY3Zujr5DQxF4REREREVkUCv4WiWtH2JTZxabMrtnLQhNiYV3yTpXQGF4dnWGkVKcjEzvn7b0g5OXh1hCQdNzFtix6cnEeOzQBwGAxiWNbrf5+IWQTEarNgGTUVfAnIitazHXYtSFHXyHJiyen2T8yw9hMk45MbFX0J/WCkNFyg4Yf0JWNs7M3x2BbksgaK10WEREREZGVZeW/WlpDbOvSX+AZDIfHKxwZr1JIRXHsc9/HgdEKzaC1gy8VdejNxXFtiwNjFeC1Mt9mEBKNtPr7TVc9+tsSmhwpIqtCLhnhli3tbOlMs2+ozMHRCiPlOu2pGNkV+AZGtekzNtPEGENXNs72ngwDxZT+5oqIiIiIyJJQ8LfCnZyq8+pohUzcvWDD9/2jrd1+2biLY9sMFJNMVj2mqh62BRvbTvf3C0lGHZJRh+Fy/bylwyIiK1FnJk5HOsa2rgz7R2c4OFZhdLRBNh6hkIrgnudNksUWhIapapPpukfMdRhoS3JFZ5refEI7/EREREREZEldUvD3yU9+kq9+9au89NJLJBIJbr31Vv7gD/6Abdu2Ldb61rWRcp19w2Wijn3OYR5nevfOLr67bwSAnlycWMTh6GSNiGPRm39tV1/DC9iQj4MBx7LIJ1feLhkRkQuxLIvObJzObJwd3VmOTFTYP1Lh6EQV27LIJSJk4hGcJeif54ch5bpPqeYRGEMhGeWGwSL9xQQd6XO3aBAREREREVlMlxT83Xfffdx9993ceOON+L7Pb/zGb3DnnXfy4osvkkqlFmuN69JYpcFLJ1sTfC+2fG2m4RNxbCxgoJgEYGtnmo1tSepeCNDq7wdk4qf7+znq7yciq14hFaWQirK9J8vQdJ2jE1WOTdU4OlnFGEhEHVJRh0TUWZDdgH4QUmkGVBo+dT/AsSwy8Qjbe7L0FRJ0ZePEI+ffpS0iIiIiIrLYLin4+/a3vz3n35/73Ofo7OzkiSee4C1vecuCLmw9m6g02XuijB8YiunoBY83xmCM4dXRVi+/nlxizgtO17FJnyova/itHoCZuEu57pNNRFZFY3wRkYsRcx0G21IMtqWoNQPGZhqMlRucnK4zXfOYqDYJQrAwuI5N1LFxbQvHtrAtC8sCi9buPIMhNK3SXT8M8XxDMwgwgGtbJKMuXdkYPfkEbekYbamowj4REREREVlR3lDiMz09DUCxWFyQxUhrp9/eE2UafkB76sKhH8Ch8Srf3zdCNhGhIx1jY3trt1/DD4g69pwSs5oXkI65JCIOI+UGV3ZnVIImImtSIurQX0zSX0xyrTFUmwHlus9Mw2Om7lOq+8zUfWpeQGAMfhBiTCvwa01gB9uycGxIRiNk4q0J6Om4SyYeIRuPkIgq6BMRERERkZXrsoO/MAz5+Mc/zm233cbu3bvPeVyj0aDRaMz+u1QqAeB5Hp7nXe6XX5FmH08YYMIAE5hLuv3ITINXhmcIA0Nn0gVCuIi7eO7YFJVmQCJis7EYJ+EAJuDvnz5B0w+5Y0cH3dkYAIHv016Iza4xF7PX3M9B1rfTv8/6vZbXi9rQlnRoS84N64wx+KEhDA3hqXYIFpzaAWjh2hb2vH0CQ7xTbRRkLp2HIstL56DI8tN5KLL81vp5eLGPyzLGXFo6dcpHP/pRvvWtb/HAAw/Q19d3zuN+53d+h9/93d896/IvfOELJJPJy/nScobxOvzHpxzA4pbOkJ/cFOLYMNmA33nSxcLwH28IyF7c5kEREREREREREVnhqtUqH/zgB5meniabzZ7zuMsK/j72sY/x9a9/nfvvv59Nmzad99j5dvz19/czNjZ23oWtRp7ncc899zBd2EEhkyDuXriBfDM0HBlvTaGMR1zSsUsrG7t//zhPHyuRijq8b3fX7M6+p49Nc//+CXpzMX7iul4Aas0ALzTcMFig1gywbXjvVT1EnDfe6F5kpTh9Ht5xxx1EIhpcI7IcdB6KLC+dgyLLT+ehyPJb6+dhqVSivb39gsHfJZX6GmP4N//m3/C1r32N73//+xcM/QBisRixWOysyyORyJr8xgNgO1i2g+WcP8Qr1T32j5QZKTXIJ2PEIw6XUjQWhIYXTk3+7Ssk6MgmCE/169s/WgVgc0eG0Gqto+IHFJJRErEoY9UqmztSJONn/2xE1oI1/TdGZJXQeSiyvHQOiiw/nYciy2+tnocX+5guKfi7++67+cIXvsDXv/51MpkMQ0NDAORyORKJxKWvcp3yw5ATUzUOjVWp+T4dmRiOfem77p47PoUXGFzb4qaNxdkhHdWmz4npOgBbOlKzxzf9kLZUK+jzgpCOdHwBHo2IiIiIiIiIiKxElxT8ffrTnwbgbW9725zL/+Iv/oKf+7mfW6g1rVkGw3ilyZHxCqPlBsmoS1fm8gJTYwzPHGtNVe4vJsklX2vit39kBoDOTIxMvJUAB6HBtiEdd/HDEMeyyCfXXuItIiIiIiIiIiItl1zqK5fOGMNk1eP4VI3hUh0DtKcvb5ffacenarSnoziWxS2b2+Zc98qp4O/KrszsZXUvIBFxyMRdqo2AVMxV8CciIiIiIiIisoZdUvAnl6bhB0xUmwxN1xmfaWIw5OJRohcx9ON8mn7IwbEKyajLtX0Fiqm5I3tv3Fjk5eEyWzvSs5fVvICubJyIYzPWbNCeiZGM6scvIiIiIiIiIrJWKflZBBPVJqMVn1Ldp9r0cGybXCKyYNNzD45V8ENDOubSmz+7T99AMclAMTnnsiA0FE+VA9e9kJ6s+vuJiIiIiIiIiKxlCv4WwaGxCpZtk0/G6MzEZ4duLIRSzeO541M0/ZDbr2i/qPv2ghDHtkjHXUJjMEDhdbsERURERERERERkbVmYLWgyR2gMhVSMVMxd0NDPGMNLQyXGZppMVD1mGsGc66eqTX64f4yRcn3O5XUvIBlxSMWcVq+/aGsHooiIiIiIiIiIrF0K/laR41M1TkzX8UNDIuLMGd4B8PLwDE8dneLhAxNzLq97AcV0FNe2qTQCMrEI2biCPxERERERERGRtUzB3yrR8AIOjFUYn2kCsHtDFsd+bTehMYZXRsoAXNmVnnN5EEI+0SrtrXo+3bk4tr1wOxFFRERERERERGTlUfC3SuwfnaFc96l5AbYFu3tzc64fm2kyWfVwbIvN7a8Ff00/JBaxScdb7RyD0NCeVn8/EREREREREZG1TsHfKjBeaTBSbjA+0wDgyq4MqdjcuSynd/sNtiWJuq/9WGteQCrqkow6NPyAqGuTSyj4ExERERERERFZ6xT8rXBBaHhleIaGH1Cq+wBcN5Cfc0xoDPuGTpX5ds7t+9fwQ9rTUWzLotJohYAa7CEiIiIiIiIisva5Fz5EltORiSq1U1N5r+vPU20GtKVic445OlGl0gyIuTab2lOzl4ehwbIgc2qQR6Xps6k9NWdHoIiIiIiIiIiIrE0K/lawatPn8HgFgB09OToysXmPq3shiYjD1s70nIEfdT8g7jpkTvX384KQzkx88RcuIiIiIiIiIiLLTsHfCmVOle8aoJiKnncgx7buDFs70/hBOOfyWjOgLR0lHnHwwxDHtiikVOYrIiIiIiIiIrIeqOZzhTo+VWOq5mEMHB6rcnSyhjHmnMc7tkUs4sy5zAsMbenWLsHT/f3yGuwhIiIiIiIiIrIuKPhbgSoNn1dHK6f+ZTgyWeWB/WPzHjtcqhPOEwj6QYjrWGROTf+tNHwKqSiJqHPWsSIiIiIiIiIisvYo+FthjDHsHSoRGkM2HuHAWCsAvH4gj2VZc46drnl85Ylj/NXDh88u8z01ECR9qr9fww/oyam/n4iIiIiIiIjIeqHgb4U5PF6lXPdxbQs/DKl7IblEhCs7M2cd+9JQCYB8IoLrzP1R1ryAYjqKa9uEYWtHYCGpMl8RERERERERkfVCwd8KUq57HDo1xXdjW4rnjk8DsGewgG3P3e1njOGloTIAO3qyZ11nDORPBX3VZkAq5pJParCHiIiIiIiIiMh6oeBvhQhCw4snSxigIx1juFSf3e23revs3X5HJ2uU6z5R12ZTe2rOdQ0/JObaZE+V+VaaPtl4hHRMQ5xFRERERERERNYLBX8rxP6RGarNgKhjs7EtxVNHpwC4cePZu/0AXjzRKvPd1pUh8voy32ZAOu6SODXlt9r06c0nzuoRKCIiIiIiIiIia5eCvxXg5FSNE9M1ALb3ZEhGHW6/op3BYnLe3n7Vps+BsRkAdvVmz7q+6Ye0p2JYloU5NfG3mFJ/PxERERERERGR9US1n8usVPN4eaQV4m1qT9GWigGwvTvL9u6zQz2AA2MVQgNd2Rjt6dic64LQYNuQTbT6+dW8gHjEUX8/EREREREREZF1RsHfMpqp+zxzbIrQGNrTMQaLSYwxFyzJ3dWTpS0V5dSw3jlqzYBExCVzur9fIyATj5CNK/gTEREREREREVlPVOq7TGYaPk8fm8IPDZm4y47uDJVmwF8/coTnT0zPlujOx7IsenIJNuQTZ11X9XyKqchs379K06c3F5+3T6CIiIiIiIiIiKxdCv6WwXilwVNHJvGCkEzM5Zq+PK5j8+jBCaZrHvuGyue8bTDfNr9TjDEYA4VT/fyMMYQG2jKxc95GRERERERERETWJgV/S8gYw6HxCs8em8YPDdl4hGv680Qcm4lKk70nW5N6b93SNm+5b60Z8BcPHuR7+0bmDQAbfkjMtcmcKutt+CFx1yafUJmviIiIiIiIiMh6ox5/S8QPQvYOlRmbaQDQm0twRWd6tgT3wVfHMMDmjhQ9ubNLeAH2DpWoeyEj5QbOPKW7NS8gE3NJRR2gVU6cirvkk5roKyIiIiIiIiKy3ij4WwKVhs/zx6epegG2ZXFFZ5reM/rzHZ+scWi8imXBLZvb5r2P0BieOz4NwFW9uXmPaXoh7W3R2d2ClabPzrbsvCGhiIiIiIiIiIisbQr+FtloucHekyUCY4i5Nrt7c2TPKL0NjeEH+0eB1rTewjl25x0er1Ku+8Rcmyu70mddH4QG24Zs4rXb+6GhQ/39RERERERERETWJQV/i8QYw4HRGQ5PVAHIJyLs6s0Rdee2VTwxVWNspknMtbl50/y7/QCePTYFwK7eLK5zdmvGatMnGXXJxFs/0oYXEHcdlfmKiIiIiIiIiKxTCv4WgR8aXjxZZqbhA9BfSLKlIzXvwI6+QpKfuL6PStMncao33+tNVJocnaxhAbvPUeZb9wL6ikkip0LBmYZPOuaS02APEREREREREZF1ScHfAptswCsjFWzbJuo6bO/O0JWNn/c23bnzX3+6t9/G9tScMuHTjDGEIXPKhCuNgG3drwWBIiIiIiIiIiKyvij4W0CHJ6rce9ymGYTkYhGu7y+Qjs//LZ6oNHFs66J25F0/kCfq2Ay2Jee9vu6HxCI22TO+lm8MHVn19xMRERERERERWa8U/C2g3lycbNSQsV2u7cudM/QLjeHel4YZLTe4c2c3WzvPHtZxpkw8wi1bzt3/r9YMyCciJCKtUuGGHxB1LfJJlfmKiIiIiIiIiKxXqgNdQBHH5q09hk1tiXkHcJz23PFphksNHNu6YJnvxWj6IR2Z2GwPwUojIB1zzzkhWERERERERERE1j4Ffwss5jDvEI/TSnWPhw+MA3DrlnbSsXNvunx1dIavP32c45O1cx7jBSGuY83p/TfT8OnKxtXfT0RERERERERkHVMytISMMXx/3yheYOjNxdndmz3vsU8emeToZI2jk9VzHldtBqRi7pwA0QvDCw4UERERERERERGRtU3B3xLaN1zmyEQVx7Z4+/bO8+4MPDldny0Hvrovd87j6l5ARzqKY7fuq+EHxFxb/f1ERERERERERNY5BX9LpNYM+MErYwDctLF4wf57Tx2dAmB7d4Zk9BxDQkKDZUH+jPtSfz8REREREREREQEFf0smFrG5fqBAVybGtf358x47WWlycKwCcN5jq15AIuKQjZ/R36+u/n4iIiIiIiIiIgLnniwhC8q2LG4YLHBdfx7bPneJL7y2229Te+q8O/dqzYDefJyo+1rIp/5+IiIiIiIiIiIC2vG36Mp1Dz8IZ/99odCv0vB5aagEwPXn2e1njCEIDcXUa8FgwwuIRxyV+YqIiIiIiIiIiHb8LaYgNHzz2ZMY4Ed2d19UIBePOLxtWyfHJ2t05869c6/uh8QjNrnEGWW+DZ90zNVgDxERERERERERUfC3mB58dYzxSpNExCF6kT33HNtiZ0+WnT3Z8x5XbfoUk1ESEWf2spmGz47erPr7iYiIiIiIiIiISn0Xy4HRGZ45Ng3AO7Z3kopdOGM1xlz0/Xu+oT0Tw7JeKx32jaEzE7v0xYqIiIiIiIiIyJqj4G8RlOo+D+wfB+CGgQKb2lMXvE2tGfDFx47y/PFpwgsEgE0/JOra5M6Y5lv3AhKu+vuJiIiIiIiIiEiLgr8FVvPhscPT+KGhv5Dg5s3Fi7rdM8emmKg0ef7ENOcf/9Eq803HXNLx13YRlus+2USEvII/ERERERERERFBwd+C+7vDNpVmQCrmcOfObmzrQjFea7fes6fKgm/cWJxTvjufhhfSmYnOue9K06c3F8e5wNRgERERERERERFZHxT8LbD39oe0pyK8Y1sniahz4RvQ2u3XDEKKqSibL1AW7AchtmORO2NnnzEGY1o9/0REREREREREREDB34LLReGWTXk6LjKEqzZ9nj46BcBNF7Hbr9oMSEddMmeU+da8gHjUoZhSma+IiIiIiIiIiLQo+FsEFwrvzvT4oUm8oDWNd0vHRQwB8Xw60lFc+7UfXbnuk09EyZ4x7ENERERERERERNY3BX/LqNr0ef5Eq7ffLZvbLhgYBqHBxiL/up191WZAXz6Brf5+IiIiIiIiIiJyinvhQ2SxJKMu77+ujwNjM/QXkxc8vtr0ScZcconXdvaFocFgaEurv5+IiIiIiIiIiLxGwd8y687F6c7FL+rYuhfQX0wScV7bqFlp+qRjLsW0+vuJiIiIiIiIiMhrVOq7TCoN/5KOD0NDaDhrgEe57tOWipKOKcMVEREREREREZHXKPhbBofHK/yvhw/z6MGJi75N1QtIRp05Zb4AdT9gQ+HCZcIiIiIiIiIiIrK+KPhbYkFo+MH+MYLQ0AzCi75drenTnooSc53Zy/wgxLGts3YBioiIiIiIiIiIKPhbYs8em2Kq6pGIONy4sXBRtwnNqTLf1w3wmGn4ZGIRBX8iIiIiIiIiInIWBX9LqNLwefRQq7z3li1tc3bvnU+tGZCInF3mW677dOVixCMXdz8iIiIiIiIiIrJ+KPhbQg8fGMcLDJ2ZGDu6Mxd9u2ozoC0dPSvga4YhPbnEQi9TRERERERERETWAAV/S2Rous7eoTIAb7miA8uyLup2xhgCE9L2ujLfuhcQdx2V+YqIiIiIiIiIyLzc5V7AejFd83Bti62dabpz8Yu+Xc0LSEZc8vOU+WbjkbMuFxERERERERERAQV/S2Zbd4buXJyoe2mbLCuNgN58/Kwy30rTY2tXGtfRpk0RERERERERETmbgr8l9PrhHBdyrjLf1pRfi47XXS4iIiIiIiIiInKatostotAY7nlxmBNTtcu6fbU5f5lvtRGQjjkU0+rvJyIiIiIiIiIi81Pwt4ieOzbNvuEy33zuJE0/vOTbVz1/3mm+pbpHMRUlE9OGTRERERERERERmZ+Cv0UyWW3y4IFxAG7Z3HbJvf1CYwhDaJ+nnLfuBfQVkhc9GVhERERERERERNYfbRlbBEFoeODlUYLQMFBMsrs3e8n3UWsGJKLOWWW+XhDiONa8gaCIiIiIiIiIiMhp2vG3CF4arjBR8YhHbN65vfOyduZVmj4dqSix15X5lus+2XiEQurSBoWIiIiIiIiIiMj6ouBvge2btnh1rArAO7d3kbqMPnxhaDAG2jJn7+or1z16cwlirjPPLUVERERERERERFoU/C2wZ8Zbu/u2daXZ1J66rPuoNgNSUZd8Yu7UXmMMQWjoysXf8DpFRERERERERGRtU4+/BfaTm0Jq0Ty7NuQv+z6qTZ/BttRZA0GqzYBEzKE9HT3HLUVERERERERERFq042+BWRb05eNEnMv71gahwQLa5gn3ynWftmSMXEL9/URERERERERE5PwU/K0wlYZPKuaeNc0XWgM/+oqJyxoWIiIiIiIiIiIi64uCvxWm7gV0ZuO4r9sx6AchrmPRnj574IeIiIiIiIiIiMjrKfhbQbwgxLatect8S3WfTDwy73UiIiIiIiIiIiKvp+BvBak0fDJxl1z87DLfct1jQy5BzHWWYWUiIiIiIiIiIrLaKPhbQepeSE82gW3P7eFnjCEIDV25+DKtTEREREREREREVhsFfytEwwuIujaF1HxDPQKSMYcO9fcTEREREREREZGLpOBvhZhp+BSSEdIx96zrynWPtnSMbOLs60REREREREREROaj4G8FMMbgh4aubBzLss66vtYM6C8k571ORERERERERERkPgr+VoBqMyARcSimzp7Y2/RDIo5NR0ZlviIiIiIiIiIicvEU/K0A1aZPRzpKPHL2xN5S3SObjMwbCoqIiIiIiIiIiJyLgr9lFoQGA7Rn5p/YW254DBSTRBz9qERERERERERE5OIpTVpmlYZPJh6hkDx7mm8YGoyBrnOEgiIiIiIiIiIiIuei4G+ZVZsBXZkY7jw7+soNn2w8QntGZb4iIiIiIiIiInJpFPwto4YfEHVt2tLzD+4o1Ty6c3GSUXeJVyYiIiIiIiIiIqudgr9lNFP3KSQjZOJnB3vGGJphyIZ8YhlWJiIiIiIiIiIiq52Cv2VijMELDF3ZOLZlnXV9tRmQjDp0ZObfDSgiIiIiIiIiInI+Cv6WSaUZkIo5FFPz9++brnm0p2PkEmcP/RAREREREREREbkQBX/LpNLw6czEiUecea+veQEDxSTWPLsBRURERERERERELkTB3zLwghDbts5ZxtvwAmIRW2W+IiIiIiIiIiJy2RT8LYOZuk8uESF/jjLe6bpHPhGlLaXgT0RERERERERELo+CvyVmjKERBPTm4tj2/GW8lYbPYFsS5xzXi4iIiIiIiIiIXIiCvyVWbQYkI+45d/OdLgPuysaXeGUiIiIiIiIiIrKWKPhbYjMNn85sjER0/qEepVqrzLc9rTJfERERERERERG5fAr+ltDp3XydmXPv5is1PPoLCaKufjQiIiIiIiIiInL5lC4toXLdp3CeoR5+GGJh0Z1LLPHKRERERERERERkrVHwt0SMMXhBSE8+cc6hHuW6TyYeoTOrMl8REREREREREXljFPwtkUozIBl1aEtFz3lMqebRl08Qj8zf/09ERERERERERORiKfhbIpWGT3c2fs5QLwwNgYHegsp8RURERERERETkjVPwtwQafkDEsenMnnuoR7nhk427dKnMV0REREREREREFoCCvyVQqvm0pSJk4+45j5muNenJx0lGz32MiIiIiIiIiIjIxVLwt8iC0GCMoTuXwLLmH+oRGoMfGvoLySVenYiIiIiIiIiIrFUK/hZZue6RTUTOO9SjXPfJxCLnLQUWERERERERERG5FAr+FpExhpoXsCGfwHXO/a2ernn05OOkYyrzFRERERERERGRhaHgbxFVmgGpmEt7+twDO1plviH9RZX5ioiIiIiIiIjIwlHwt4gqDZ+ebJxE1DnnMafLfLtU5isiIiIiIiIiIgtIwd8iqXshEce+YN++6arKfEVEREREREREZOEp+Fsk5bpHZyZGNn7uQC80Bt+ozFdERERERERERBaegr9FEnVsenJxLMs65zHluk82rjJfERERERERERFZeAr+FoGFRTYRoZCMnve46VqTDYWEynxFRERERERERGTBKfhbBDHXpjMTw7bPvdsvDA1+CH0FlfmKiIiIiIiIiMjCu6zg71Of+hQbN24kHo9z88038+ijjy70ula1tlSU7tz5y3dLdY9swqUrG1uiVYmIiIiIiIiIyHpyycHfl7/8ZT7xiU/w27/92zz55JNcc801vPvd72ZkZGQx1rcq9eQTRJzzf2un6x4DxSTJqMp8RURERERERERk4V1y8PfHf/zH/MIv/AIf/vCH2blzJ5/5zGdIJpP8z//5PxdjfWuSH4YYA315lfmKiIiIiIiIiMjiuKTtZs1mkyeeeIJf//Vfn73Mtm3e9a538dBDD817m0ajQaPRmP13qVQCwPM8PM+7nDWvWLOPJwwwYYAJzLzHTVea5GI2xYS95r4HIsvt9Dmlc0tk+eg8FFleOgdFlp/OQ5Hlt9bPw4t9XJcU/I2NjREEAV1dXXMu7+rq4qWXXpr3Np/85Cf53d/93bMu/6d/+ieSybW54y03uZdwEqrnuP509797Tz6zVEsSWXfuueee5V6CyLqn81BkeekcFFl+Og9Flt9aPQ+r1XOlTnMteoO5X//1X+cTn/jE7L9LpRL9/f3ceeedZLPZxf7yS8rzPO655x6mCzsoZBLE3bMrqb3QMDRd446d3RccACIil+70eXjHHXcQiUSWezki65LOQ5HlpXNQZPnpPBRZfmv9PDxdUXshlxT8tbe34zgOw8PDcy4fHh6mu7t73tvEYjFisbMn10YikTX5jQfAdrBsB8txzrpqqlqnmEnSXUhdcACIiFy+Nf03RmSV0Hkosrx0DoosP52HIstvrZ6HF/uYLil5ikaj3HDDDdx7772zl4VhyL333sstt9xyaStcp8p1n80dCv1ERERERERERGRxXXKp7yc+8Qk+9KEPsWfPHm666Sb+63/9r1QqFT784Q8vxvrWlFozIB5x6MkllnspIiIiIiIiIiKyxl1y8PdTP/VTjI6O8lu/9VsMDQ1x7bXX8u1vf/usgR9ytolqk65sjLZUdLmXIiIiIiIiIiIia9xlDff42Mc+xsc+9rGFXsuaZoyh7gds7khj29ZyL0dERERERERERNY4NZpbIqW6TzYW0SRfERERERERERFZEgr+lshUtUlfMUE2vvYmyYiIiIiIiIiIyMqj4G8J+EGIAQaLqeVeioiIiIiIiIiIrBMK/pbAZNWjkIrSlYst91JERERERERERGSdUPC3BEp1j83tKWKus9xLERERERERERGRdULB3yKrNn3iEYe+QnK5lyIiIiIiIiIiIuuIgr9FNlFp0pOP056OLvdSRERERERERERkHVHwt4jC0NAMQja3p7Asa7mXIyIiIiIiIiIi64iCv0U0VfPIJaL05hPLvRQREREREREREVlnFPwtoqlak80dKZJRd7mXIiIiIiIiIiIi64yCv0XS8EMijk2/hnqIiIiIiIiIiMgyUPC3SMZnGnTn4nRmYsu9FBERERERERERWYcU/C0SPzRs7Uhj2xrqISIiIiIiIiIiS0/B3yJpS8fYUNBQDxERERERERERWR4K/haB41h0Z2Ma6iEiIiIiIiIiIstGwd8iyCejbGpPL/cyRERERERERERkHdOWtEVwTV+eDUWV+YqIiIiIiIiIyPLRjr9F0JWNYVka6iEiIiIiIiIiIstHwZ+IiIiIiIiIiMgapOBPRERERERERERkDVLwJyIiIiIiIiIisgYp+BMREREREREREVmDFPyJiIiIiIiIiIisQQr+RERERERERERE1iAFfyIiIiIiIiIiImuQgj8REREREREREZE1SMGfiIiIiIiIiIjIGqTgT0REREREREREZA1S8CciIiIiIiIiIrIGKfgTERERERERERFZgxT8iYiIiIiIiIiIrEEK/kRERERERERERNYgBX8iIiIiIiIiIiJrkII/ERERERERERGRNUjBn4iIiIiIiIiIyBqk4E9ERERERERERGQNUvAnIiIiIiIiIiKyBin4ExERERERERERWYMU/ImIiIiIiIiIiKxBCv5ERERERERERETWIAV/IiIiIiIiIiIia5CCPxERERERERERkTXIXeovaIwBoFQqLfWXXnSe51GtVimVSkQikeVejsi6pPNQZPnpPBRZXjoHRZafzkOR5bfWz8PTudrpnO1cljz4K5fLAPT39y/1lxYREREREREREVkzyuUyuVzunNdb5kLR4AILw5ATJ06QyWSwLGspv/SiK5VK9Pf3c/ToUbLZ7HIvR2Rd0nkosvx0HoosL52DIstP56HI8lvr56ExhnK5TG9vL7Z97k5+S77jz7Zt+vr6lvrLLqlsNrsmf6lEVhOdhyLLT+ehyPLSOSiy/HQeiiy/tXwenm+n32ka7iEiIiIiIiIiIrIGKfgTERERERERERFZgxT8LaBYLMZv//ZvE4vFlnspIuuWzkOR5afzUGR56RwUWX46D0WWn87DliUf7iEiIiIiIiIiIiKLTzv+RERERERERERE1iAFfyIiIiIiIiIiImuQgj8REREREREREZE1SMGfiIiIiIiIiIjIGqTgbwF96lOfYuPGjcTjcW6++WYeffTR5V6SyJrwyU9+khtvvJFMJkNnZyc//uM/zr59++YcU6/Xufvuu2lrayOdTvMv/+W/ZHh4eM4xR44c4X3vex/JZJLOzk5+5Vd+Bd/3l/KhiKwJv//7v49lWXz84x+fvUznoMjiO378OD/zMz9DW1sbiUSCq666iscff3z2emMMv/Vbv0VPTw+JRIJ3vetdvPLKK3PuY2JigrvuuotsNks+n+fnf/7nmZmZWeqHIrIqBUHAb/7mb7Jp0yYSiQRbtmzhP/2n/8SZ8zJ1HoosrPvvv58f/dEfpbe3F8uy+Lu/+7s51y/UOffss89y++23E4/H6e/v5w//8A8X+6EtGQV/C+TLX/4yn/jEJ/jt3/5tnnzySa655hre/e53MzIystxLE1n17rvvPu6++24efvhh7rnnHjzP484776RSqcwe88u//Mt84xvf4Ctf+Qr33XcfJ06c4P3vf//s9UEQ8L73vY9ms8mDDz7IX/7lX/K5z32O3/qt31qOhySyaj322GP8+Z//OVdfffWcy3UOiiyuyclJbrvtNiKRCN/61rd48cUX+S//5b9QKBRmj/nDP/xD/uRP/oTPfOYzPPLII6RSKd797ndTr9dnj7nrrrt44YUXuOeee/jmN7/J/fffz0c+8pHleEgiq84f/MEf8OlPf5r/9t/+G3v37uUP/uAP+MM//EP+9E//dPYYnYciC6tSqXDNNdfwqU99at7rF+KcK5VK3HnnnQwODvLEE0/wR3/0R/zO7/wOn/3sZxf98S0JIwvipptuMnfffffsv4MgML29veaTn/zkMq5KZG0aGRkxgLnvvvuMMcZMTU2ZSCRivvKVr8wes3fvXgOYhx56yBhjzD/+4z8a27bN0NDQ7DGf/vSnTTabNY1GY2kfgMgqVS6XzRVXXGHuuece89a3vtX80i/9kjFG56DIUvjVX/1V8+Y3v/mc14dhaLq7u80f/dEfzV42NTVlYrGY+eIXv2iMMebFF180gHnsscdmj/nWt75lLMsyx48fX7zFi6wR73vf+8y/+lf/as5l73//+81dd91ljNF5KLLYAPO1r31t9t8Ldc792Z/9mSkUCnOek/7qr/6q2bZt2yI/oqWhHX8LoNls8sQTT/Cud71r9jLbtnnXu97FQw89tIwrE1mbpqenASgWiwA88cQTeJ435xzcvn07AwMDs+fgQw89xFVXXUVXV9fsMe9+97splUq88MILS7h6kdXr7rvv5n3ve9+ccw10Dooshb//+79nz549/ORP/iSdnZ1cd911/Pf//t9nrz948CBDQ0NzzsNcLsfNN9885zzM5/Ps2bNn9ph3vetd2LbNI488snQPRmSVuvXWW7n33nt5+eWXAXjmmWd44IEH+JEf+RFA56HIUluoc+6hhx7iLW95C9FodPaYd7/73ezbt4/JycklejSLx13uBawFY2NjBEEw58UMQFdXFy+99NIyrUpkbQrDkI9//OPcdttt7N69G4ChoSGi0Sj5fH7OsV1dXQwNDc0eM985evo6ETm/L33pSzz55JM89thjZ12nc1Bk8R04cIBPf/rTfOITn+A3fuM3eOyxx/i3//bfEo1G+dCHPjR7Hs13np15HnZ2ds653nVdisWizkORi/Brv/ZrlEoltm/fjuM4BEHA7/3e73HXXXcB6DwUWWILdc4NDQ2xadOms+7j9HVnttVYjRT8iciqcvfdd/P888/zwAMPLPdSRNaNo0eP8ku/9Evcc889xOPx5V6OyLoUhiF79uzhP//n/wzAddddx/PPP89nPvMZPvShDy3z6kTWh7/5m7/h85//PF/4whfYtWsXTz/9NB//+Mfp7e3VeSgiK5ZKfRdAe3s7juOcNb1weHiY7u7uZVqVyNrzsY99jG9+85t873vfo6+vb/by7u5ums0mU1NTc44/8xzs7u6e9xw9fZ2InNsTTzzByMgI119/Pa7r4rou9913H3/yJ3+C67p0dXXpHBRZZD09PezcuXPOZTt27ODIkSPAa+fR+Z6Pdnd3nzV4zvd9JiYmdB6KXIRf+ZVf4dd+7df4wAc+wFVXXcXP/uzP8su//Mt88pOfBHQeiiy1hTrn1vrzVAV/CyAajXLDDTdw7733zl4WhiH33nsvt9xyyzKuTGRtMMbwsY99jK997Wt897vfPWsb9g033EAkEplzDu7bt48jR47MnoO33HILzz333Jw/+vfccw/ZbPasF1IiMtc73/lOnnvuOZ5++unZjz179nDXXXfNfq5zUGRx3Xbbbezbt2/OZS+//DKDg4MAbNq0ie7u7jnnYalU4pFHHplzHk5NTfHEE0/MHvPd736XMAy5+eabl+BRiKxu1WoV2577EtpxHMIwBHQeiiy1hTrnbrnlFu6//348z5s95p577mHbtm2rvswX0FTfhfKlL33JxGIx87nPfc68+OKL5iMf+YjJ5/NzpheKyOX56Ec/anK5nPn+979vTp48OftRrVZnj/nX//pfm4GBAfPd737XPP744+aWW24xt9xyy+z1vu+b3bt3mzvvvNM8/fTT5tvf/rbp6Ogwv/7rv74cD0lk1Ttzqq8xOgdFFtujjz5qXNc1v/d7v2deeeUV8/nPf94kk0nz13/917PH/P7v/77J5/Pm61//unn22WfNj/3Yj5lNmzaZWq02e8x73vMec91115lHHnnEPPDAA+aKK64wP/3TP70cD0lk1fnQhz5kNmzYYL75zW+agwcPmq9+9aumvb3d/Pt//+9nj9F5KLKwyuWyeeqpp8xTTz1lAPPHf/zH5qmnnjKHDx82xizMOTc1NWW6urrMz/7sz5rnn3/efOlLXzLJZNL8+Z//+ZI/3sWg4G8B/emf/qkZGBgw0WjU3HTTTebhhx9e7iWJrAnAvB9/8Rd/MXtMrVYzv/iLv2gKhYJJJpPmX/yLf2FOnjw5534OHTpkfuRHfsQkEgnT3t5u/t2/+3fG87wlfjQia8Prgz+dgyKL7xvf+IbZvXu3icViZvv27eazn/3snOvDMDS/+Zu/abq6ukwsFjPvfOc7zb59++YcMz4+bn76p3/apNNpk81mzYc//GFTLpeX8mGIrFqlUsn80i/9khkYGDDxeNxs3rzZ/If/8B9Mo9GYPUbnocjC+t73vjfva8EPfehDxpiFO+eeeeYZ8+Y3v9nEYjGzYcMG8/u///tL9RAXnWWMMcuz11BEREREREREREQWi3r8iYiIiIiIiIiIrEEK/kRERERERERERNYgBX8iIiIiIiIiIiJrkII/ERERERERERGRNUjBn4iIiIiIiIiIyBqk4E9ERERERERERGQNUvAnIiIiIiIiIiKyBin4ExERERERERERWYMU/ImIiIiIiIiIiKxBCv5ERERERERERETWIAV/IiIiIiIiIiIia5CCPxERERERERERkTXo/w/9BALFJpu2OwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Mean and standard deviation of the sgs\n", "sgs_mean = sgs.mean(axis=0)\n", "sgs_std = sgs.std(axis=0)\n", "\n", "# Coordinate of cell centers\n", "xc = ox + (0.5 + np.arange(nx))*sx\n", "\n", "# Display\n", "plt.figure(figsize=(16,8))\n", "\n", "# First simulations\n", "for i in range(3):\n", " plt.plot(xc, sgs[i], alpha=0.6, label=f'real #{i+1}')\n", "\n", "# Simulation mean and mean +/- std\n", "col_sim = 'tab:blue'\n", "plt.plot(xc, sgs_mean, c=col_sim, ls='dashed', label=f'sgs: mean ({sgs.shape[0]} real)')\n", "plt.fill_between(xc, sgs_mean - sgs_std, sgs_mean + sgs_std,\n", " color=col_sim, alpha=.3, label=f'sgs: mean +/- std ({nreal} real)')\n", "\n", "# Kriging\n", "col_krig = 'tab:green'\n", "plt.plot(xc, krig[0], c=col_sim, ls='dashed', label=f'kriging: estimate')\n", "plt.fill_between(xc, krig[0] - krig[1], krig[0] + krig[1],\n", " color=col_sim, alpha=.3, label=f'kriging: estimate +/- std')\n", "\n", "# Data\n", "plt.plot(x, v, 'x', c='k', markersize=15, label='data') # add equality data points\n", "plt.plot(x_ineq, v_ineq_min, '2', c='k', markersize=15, label='ineq. data min') # add inequality data, lower bound\n", "plt.plot(x_ineq, v_ineq_max, '1', c='k', markersize=15, label='ineq. data max') # add inequality data, lower bound\n", "\n", "plt.grid()\n", "plt.legend()\n", "plt.title(f'Results - kriging and SGS')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5eb770e7", "metadata": {}, "source": [ "## Ending" ] }, { "cell_type": "code", "execution_count": 11, "id": "e845ed7b", "metadata": {}, "outputs": [], "source": [ "# Get logger and set a name\n", "logger = logging.getLogger('Example-End')\n", "\n", "logger.info('All done!') # write \"info\" message in the log file\n" ] } ], "metadata": { "kernelspec": { "display_name": "py313", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.7" } }, "nbformat": 4, "nbformat_minor": 5 }