diff --git a/official_map_builder_NB-No_bootstrap_no_references.ipynb b/official_map_builder_NB-No_bootstrap_no_references.ipynb new file mode 100644 index 00000000..182f2eb6 --- /dev/null +++ b/official_map_builder_NB-No_bootstrap_no_references.ipynb @@ -0,0 +1,1335 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Demostration of ICAROS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The purpose of this NB is: \n", + "\n", + "- Selecting events.\n", + "\n", + "- Checking run conditions are normal.\n", + "\n", + "- Computing XY correction maps.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are **some differences** with *official_map_builder_NB.ipynb*:\n", + " \n", + " 1. Here the map is only computed function-by-function (i.e. the automatic script is not used).\n", + " \n", + " 2. The different distributions are not compared with other references.\n", + " \n", + " 3. There are three possibilities for the band selection: No band selection / Usual selection using a bootstrap map / Manual" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## It is divided into two main sections:\n", + "\n", + "1. __Section A:__ Map building showing the different steps that the script follows\n", + "\n", + "2. __Section B:__ In case the map is produced, map checking." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "****" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Section A: Map building" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import logging\n", + "import warnings\n", + "\n", + "import numpy as np\n", + "import glob\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from krcal.core.kr_types import masks_container\n", + "from krcal.map_builder.map_builder_functions import calculate_map\n", + "from krcal.core.kr_types import FitType\n", + "from krcal.core.fit_functions import expo_seed\n", + "from krcal.core.selection_functions import selection_in_band\n", + "from krcal.map_builder.map_builder_functions import e0_xy_correction\n", + "\n", + "from krcal.map_builder.map_builder_functions import check_failed_fits\n", + "from krcal.map_builder.map_builder_functions import regularize_map\n", + "from krcal.map_builder.map_builder_functions import remove_peripheral\n", + "from krcal.map_builder.map_builder_functions import add_krevol\n", + "from invisible_cities.reco.corrections import read_maps\n", + "from krcal.core.io_functions import write_complete_maps\n", + "\n", + "from krcal.NB_utils.xy_maps_functions import draw_xy_maps\n", + "from krcal.core .map_functions import relative_errors\n", + "from krcal.core .map_functions import add_mapinfo\n", + "\n", + "from krcal.NB_utils.plt_functions import plot_s1histos, plot_s2histos\n", + "from krcal.NB_utils.plt_functions import s1d_from_dst, s2d_from_dst\n", + "from krcal.NB_utils.plt_functions import plot_selection_in_band\n", + "\n", + "from invisible_cities.core.configure import configure\n", + "from invisible_cities.io.dst_io import load_dst, load_dsts\n", + "from invisible_cities.core.core_functions import in_range\n", + "from invisible_cities.core.core_functions import shift_to_bin_centers\n", + "from invisible_cities.core.fit_functions import profileX" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Set input/output variables and configuration file*" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "run_number = 7751 # 0 or negative for MC" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Input dst: /analysis/7751/hdf5/prod/v1.2.0/20191122/kdst/trigger1/*.h5\n", + "Output map file: /data5/users/ausonandres/maps_analysis/Kr_lt/maps/map_7751_test.h5\n", + "Output histograms file: /data5/users/ausonandres/maps_analysis/Kr_lt/maps/hists_7751_test.h5\n" + ] + } + ], + "source": [ + "input_folder = f'/analysis/{run_number}/hdf5/prod/v1.2.0/20191122/kdst/trigger1/'\n", + "input_dst_file = '*.h5'\n", + "input_dsts = glob.glob(input_folder + input_dst_file)\n", + "output_maps_folder = '/data5/users/ausonandres/maps_analysis/Kr_lt/maps/'\n", + "\n", + "map_file_out = os.path.join(output_maps_folder, f'map_{run_number}_test.h5')\n", + "histo_file_out = os.path.join(output_maps_folder, f'hists_{run_number}_test.h5')\n", + "\n", + "print('Input dst: ', input_folder + input_dst_file)\n", + "print('Output map file: ', map_file_out)\n", + "print('Output histograms file: ', histo_file_out)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "which band selection do you want to be applied?\n", + "\n", + "- None\n", + "\n", + "- bootstrap\n", + "\n", + "- manual" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To illustrate, the three methods have been tested for run 7751, and the energy resolution at the Krypton peak obtained was:\n", + "\n", + "- \"None\" : 4.026 %\n", + "- \"manual\" : 3.962 %\n", + "- \"bootrstrap\": 3.976 %" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The band selection will be applied manually\n" + ] + } + ], + "source": [ + "band_selection = 'manual'\n", + "if band_selection=='None': print('No selection will be made')\n", + "elif band_selection=='manual': print('The band selection will be applied manually')\n", + "elif band_selection=='bootstrap':\n", + " bootstrap_filename = '/home/ausonandres/IC/invisible_cities/database/test_data/kr_emap_xy_100_100_r_6573_time.h5'\n", + " bootstrapmap = read_maps(bootstrap_filename)\n", + " print(f'Bootstrap map: {bootstrap_filename}')\n", + " draw_xy_maps(bootstrapmap)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Loading data (only events inside detector chamber; i.e. R<=200)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "dst = load_dsts(input_dsts, 'DST', 'Events')\n", + "dst = dst.sort_values(by=['time'])\n", + "dst = dst[in_range(dst.R, 0, 200)]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8.5, 7));\n", + "plt.hist2d(dst.X, dst.Y, 100);\n", + "plt.xlabel('X (mm)');\n", + "plt.ylabel('Y (mm)');\n", + "plt.colorbar();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Rate before selections" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "if run_number>0:\n", + " plt.figure(figsize=(10, 6));\n", + " plt.hist(dst.time, 100, histtype='step', color='k', linewidth=1.3)\n", + " plt.xlabel('Timestamps (s)');\n", + " plt.ylabel('Events');\n", + " plt.title('Event rate');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Event selection" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### nS1 selection" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15,5));\n", + "plt.subplot(121);\n", + "y, x = np.histogram(dst.drop_duplicates(subset='event').nS1, 10, (0, 10))\n", + "plt.step(shift_to_bin_centers(x), y/dst.event.nunique(), color='k', linewidth=1.3)\n", + "plt.xlim(0, 10);\n", + "plt.ylim(0, 1);\n", + "plt.grid(True, alpha=0.7, linestyle='--');\n", + "plt.xlabel('nS1');\n", + "plt.ylabel('Fraction of events');\n", + "plt.title('Number of S1 signals');\n", + "plt.subplot(122);\n", + "plt.step(shift_to_bin_centers(x), y/dst.event.nunique(), color='k', linewidth=1.3)\n", + "plt.xlim(0, 10);\n", + "plt.xlabel('nS1');\n", + "plt.ylabel('Fraction of events');\n", + "plt.title('Number of S1 signals (log)');\n", + "plt.yscale('log');\n", + "plt.grid(True, alpha=0.7, linestyle='--');" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "S1 selection efficiency: 89.61842629691007 %\n" + ] + } + ], + "source": [ + "eff = dst[dst.nS1==1].event.nunique()/dst.event.nunique()\n", + "print('S1 selection efficiency: ', eff*100, '%')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "mask_s1 = dst.nS1==1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Some other S1 plots:*" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "s1d = s1d_from_dst(dst)\n", + "plot_s1histos(dst, s1d, bins=20, figsize=(10,10))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### nS2 selection" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15,5));\n", + "plt.subplot(121);\n", + "y, x = np.histogram(dst[mask_s1].drop_duplicates(subset='event').nS2, 10, (0, 10))\n", + "plt.step(shift_to_bin_centers(x), y/dst[mask_s1].event.nunique(), color='k', linewidth=1.3)\n", + "plt.xlim(0, 10);\n", + "plt.ylim(0, 1);\n", + "plt.grid(True, alpha=0.7, linestyle='--');\n", + "plt.xlabel('nS1');\n", + "plt.ylabel('Fraction of events');\n", + "plt.title('Number of S2 signals');\n", + "plt.subplot(122);\n", + "plt.step(shift_to_bin_centers(x), y/dst[mask_s1].event.nunique(), color='k', linewidth=1.3)\n", + "plt.xlim(0, 10);\n", + "plt.xlabel('nS1');\n", + "plt.ylabel('Fraction of events');\n", + "plt.title('Number of S2 signals (log)');\n", + "plt.yscale('log');\n", + "plt.grid(True, alpha=0.7, linestyle='--');" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "S2 selection efficiency: 98.87572562145967 %\n" + ] + } + ], + "source": [ + "mask_s2 = np.zeros_like(mask_s1)\n", + "mask_s2[mask_s1] = dst[mask_s1].nS2 == 1\n", + "nevts_after = dst[mask_s2].event.nunique()\n", + "nevts_before = dst[mask_s1].event.nunique()\n", + "eff = nevts_after / nevts_before\n", + "print('S2 selection efficiency: ', eff*100, '%')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Some other S2 plots:*" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "s2d = s2d_from_dst(dst[mask_s1])\n", + "plot_s2histos(dst, s2d, bins=20, emin=1000, emax=15000, figsize=(10,10))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Band selection" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "z_range_plot = (0, 600)\n", + "e_range_plot = (0, 18000)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(16, 7));\n", + "plt.subplot(121);\n", + "plt.hist(dst[mask_s2].Z, 100, histtype='step', linewidth=1.3, color='k');\n", + "plt.xlabel(r'Z ($\\mu$s)');\n", + "plt.ylabel('Events');\n", + "plt.subplot(122);\n", + "plt.hist2d(dst[mask_s2].Z, dst[mask_s2].S2e, 50, [z_range_plot, e_range_plot], cmin=1);" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "if band_selection=='None':\n", + " sel_krband = mask_s2" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "if band_selection=='manual':\n", + " x, y, _ = profileX(dst[mask_s2].Z, dst[mask_s2].S2e, yrange=e_range_plot)\n", + " e0_seed, lt_seed = expo_seed(x, y)\n", + " lower_e0, upper_e0 = e0_seed-4000, e0_seed+2000 # play with these values to make the band broader or narrower\n", + " \n", + " plt.figure(figsize=(8, 5.5))\n", + " xx = np.linspace(z_range_plot[0], z_range_plot[1], 100)\n", + " plt.hist2d(dst[mask_s2].Z, dst[mask_s2].S2e, 50, [z_range_plot, e_range_plot], cmin=1);\n", + " plt.plot(xx, (lower_e0)*np.exp(xx/lt_seed), color='red', linewidth=1.7)\n", + " plt.plot(xx, (upper_e0)*np.exp(xx/lt_seed), color='red', linewidth=1.7)\n", + " plt.xlabel(r'Z ($\\mu$s)');\n", + " plt.ylabel('S2e (pes)');\n", + " \n", + " sel_krband = np.zeros_like(mask_s2)\n", + " Zs = dst[mask_s2].Z\n", + " sel_krband[mask_s2] = in_range(dst[mask_s2].S2e, (lower_e0)*np.exp(Zs/lt_seed), (upper_e0)*np.exp(Zs/lt_seed))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "if band_selection=='bootstrap':\n", + " \n", + " band_sel_params = dict(\n", + " range_z = (10, 550) ,\n", + " range_e = (10.0e+3,14e+3),\n", + " nbins_z = 50 ,\n", + " nbins_e = 50 ,\n", + " nsigma = 3.5 )\n", + " \n", + " geom_corr = e0_xy_correction(bootstrapmap)\n", + " corr = geom_corr(dst[mask_s2].X.values, dst[mask_s2].Y.values)\n", + " E0 = dst[mask_s2].S2e.values * corr\n", + " \n", + " sel_krband = np.zeros_like(mask_s2)\n", + " sel_krband[mask_s2], fpl, fph, hp, pp = selection_in_band(dst[mask_s2].Z, E0, **band_sel_params)\n", + " print('Band selection efficiency: ', dst[sel_krband].event.nunique()/dst[mask_s2].event.nunique()*100, '%')\n", + " \n", + " plot_selection_in_band(fpl, fph, hp, pp, nsigma = band_sel_params['nsigma'])" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "if band_selection!='None':\n", + " plt.figure(figsize=(16, 7));\n", + " plt.subplot(121);\n", + " plt.hist2d(dst[mask_s2].Z, dst[mask_s2].S2e, 50, [z_range_plot, e_range_plot], cmin=1);\n", + " plt.xlabel(r'Z ($\\mu$s)');\n", + " plt.ylabel('S2e (pes)');\n", + " plt.title('Before band selection')\n", + " plt.subplot(122);\n", + " plt.hist2d(dst[sel_krband].Z, dst[sel_krband].S2e, 50, [z_range_plot, e_range_plot], cmin=1);\n", + " plt.xlabel(r'Z ($\\mu$s)');\n", + " plt.ylabel('S2e (pes)');\n", + " plt.title('After band selection')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "sel_dst = dst[sel_krband]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Post-selection distributions" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(16, 6));\n", + "plt.subplot(121);\n", + "plt.hist2d(sel_dst.X, sel_dst.Y, 100);\n", + "plt.xlabel('X (mm)');\n", + "plt.ylabel('Y (mm)');\n", + "plt.colorbar();\n", + "if run_number>0:\n", + " plt.subplot(122);\n", + " plt.hist(dst.time, 100, alpha=0.5, color='grey', label='pre-cuts')\n", + " plt.hist(sel_dst.time, 100, histtype='step', color='k', linewidth=1.3, label='post-cuts')\n", + " plt.legend(shadow=True, loc='lower center');\n", + " plt.xlabel('Timestamps (s)');\n", + " plt.ylabel('Events');\n", + " plt.title('Event rate');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Map production" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Selection of number of XY bins" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Number of XY bins commonly used (in NEW);\n", + "- If the number of selected evts is greater than 1e6 -> 100x100 map\n", + "- If the number of selected evts is lower than 1e6 -> 50x50 map" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "653306 events\n" + ] + } + ], + "source": [ + "print(sel_dst.event.nunique(), 'events')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of XY bins: 50\n" + ] + } + ], + "source": [ + "number_of_bins = 50\n", + "print('Number of XY bins: ', number_of_bins)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Map computation" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "map_params = {'nbins_z': 30,\n", + " 'nbins_e': 25,\n", + " 'z_range': (20, 550),\n", + " 'e_range': (7000, 15000),\n", + " 'chi2_range': (0, 10),\n", + " 'lt_range': (7000, 20000),\n", + " 'nmin': 100,\n", + " 'maxFailed': 10000,\n", + " 'r_max': 500,\n", + " 'r_fid': 100,\n", + " 'nStimeprofile': 1800,\n", + " 'x_range': (-200, 200),\n", + " 'y_range': (-200, 200)}" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "warnings.filterwarnings(\"ignore\")\n", + "logging.disable(logging.DEBUG)\n", + "this_script_logger = logging.getLogger(__name__)\n", + "this_script_logger.setLevel(logging.INFO)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "maps = calculate_map(dst = sel_dst ,\n", + " XYbins = (number_of_bins ,\n", + " number_of_bins) ,\n", + " nbins_z = map_params['nbins_z'] ,\n", + " nbins_e = map_params['nbins_e'] ,\n", + " z_range = map_params['z_range'] ,\n", + " e_range = map_params['e_range'] ,\n", + " chi2_range = map_params['chi2_range'],\n", + " lt_range = map_params['lt_range'] ,\n", + " fit_type = FitType.unbined ,\n", + " nmin = map_params['nmin'] ,\n", + " x_range = map_params['x_range'] ,\n", + " y_range = map_params['y_range'] )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Last check: number of failed fits" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Number of failing fits: 94\n" + ] + } + ], + "source": [ + "maxFailed = map_params['maxFailed']\n", + "r_max = map_params['r_max']\n", + "\n", + "check_failed_fits(maps = maps ,\n", + " maxFailed = maxFailed ,\n", + " nbins = number_of_bins,\n", + " rmax = r_max ,\n", + " rfid = r_max )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### chi2 regularization and compute relative error maps, instead of absolute error." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "regularized_maps = regularize_map(maps = maps ,\n", + " x2range = map_params['chi2_range'])\n", + "\n", + "regularized_maps = relative_errors(am = regularized_maps)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the outer bins are replaced by nans:" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "regularized_maps = remove_peripheral(map = regularized_maps,\n", + " nbins = number_of_bins ,\n", + " rmax = r_max ,\n", + " rfid = r_max )" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15, 5))\n", + "plt.subplot(121)\n", + "plt.hist(regularized_maps.lt.values.flatten(), 100, (10000, 15000));\n", + "plt.title('lt')\n", + "plt.xlabel('lt (mus)');\n", + "plt.subplot(122)\n", + "plt.hist(regularized_maps.e0.values.flatten(), 100);\n", + "plt.title('e0')\n", + "plt.xlabel('e0 (pes)');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Mapinfo table is added" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "xmin -200\n", + "xmax 200\n", + "ymin -200\n", + "ymax 200\n", + "nx 50\n", + "ny 50\n", + "run_number 7751\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "maps = add_mapinfo(asm = regularized_maps ,\n", + " xr = map_params['x_range'],\n", + " yr = map_params['y_range'],\n", + " nx = number_of_bins ,\n", + " ny = number_of_bins ,\n", + " run_number = run_number )\n", + "print(maps.mapinfo)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Temporal evolution table is added FOR DATA" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Mean core E0: 12276.8+-38.3 pes\n", + " Mean core Lt: 9797.9+-298.6 mus\n" + ] + } + ], + "source": [ + "if run_number>0:\n", + " masks = masks_container(s1 = mask_s1,\n", + " s2 = mask_s2,\n", + " band = sel_krband)\n", + "\n", + " r_fid = map_params['r_fid']\n", + " nStimeprofile = map_params['nStimeprofile']\n", + " add_krevol(maps = maps ,\n", + " dst = dst ,\n", + " masks_cuts = masks ,\n", + " r_fid = r_fid ,\n", + " nStimeprofile = nStimeprofile ,\n", + " x_range = map_params['x_range'],\n", + " y_range = map_params['y_range'],\n", + " XYbins = (number_of_bins ,\n", + " number_of_bins ))\n", + " temp = maps.t_evol" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "if run_number>0:\n", + " plt.figure(figsize=(20, 15));\n", + " plt.subplot(3,3,1);\n", + " plt.title('e0');\n", + " plt.errorbar(temp.ts, temp.e0, temp.e0u, fmt='.', linestyle='-');\n", + " plt.subplot(3,3,2);\n", + " plt.title('lt');\n", + " plt.errorbar(temp.ts, temp['lt'], temp['ltu'], fmt='.', linestyle='-');\n", + " plt.subplot(3,3,3);\n", + " plt.title('dv');\n", + " plt.ylim(0.907, 0.935);\n", + " plt.errorbar(temp.ts, temp.dv, temp.dvu, fmt='.', linestyle='-');\n", + " plt.subplot(3,3,4);\n", + " plt.title('s1e');\n", + " plt.errorbar(temp.ts, temp.s1e, temp.s1eu, fmt='.', linestyle='-');\n", + " plt.subplot(3,3,5);\n", + " plt.title('s2e');\n", + " plt.errorbar(temp.ts, temp.s2e, temp.s2eu, fmt='.', linestyle='-');\n", + " plt.subplot(3,3,6);\n", + " plt.title('Nsipm');\n", + " plt.errorbar(temp.ts, temp.Nsipm, temp.Nsipmu, fmt='.', linestyle='-');\n", + " plt.subplot(3,3,7);\n", + " plt.title('nS1 cut eff.');\n", + " plt.errorbar(temp.ts, temp.S1eff, fmt='.', linestyle='-');\n", + " plt.subplot(3,3,8);\n", + " plt.title('nS2 cut eff.');\n", + " plt.errorbar(temp.ts, temp.S2eff, fmt='.', linestyle='-');\n", + " plt.subplot(3,3,9);\n", + " plt.title('Band cut eff.');\n", + " plt.errorbar(temp.ts, temp.Bandeff, fmt='.', linestyle='-');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Writing final map" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "write_complete_maps(asm = maps ,\n", + " filename = map_file_out)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*****" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Section C: Checking map " + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Opening computed map: /data5/users/ausonandres/maps_analysis/Kr_lt/maps/map_7751_test.h5\n" + ] + } + ], + "source": [ + "print(f'Opening computed map: {map_file_out}')\n", + "final_map = read_maps(map_file_out)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "from krcal.NB_utils.plt_functions import h1, h2\n", + "from krcal.NB_utils.fit_energy_functions import fit_energy\n", + "from krcal.NB_utils.plt_energy_functions import plot_fit_energy, print_fit_energy\n", + "from krcal.NB_utils.plt_energy_functions import resolution_r_z, plot_resolution_r_z\n", + "from invisible_cities.reco.corrections import apply_all_correction" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Applying correction to the selected dst" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "sel_dst = sel_dst[sel_dst.R<100]" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "geom_corr = e0_xy_correction(final_map)\n", + "if run_number>0: total_correction = apply_all_correction(final_map, apply_temp=True)\n", + "else:\n", + " total_correction = apply_all_correction(final_map, apply_temp=False)\n", + " print('Temporal corrections will not be applied since MC maps do not contain time-dependence information.')\n", + "\n", + "corr_geo = geom_corr(sel_dst.X, sel_dst.Y)\n", + "corr_tot = total_correction(sel_dst.X, sel_dst.Y, sel_dst.Z, sel_dst.time)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,10))\n", + "plt.subplot(3, 1, 1)\n", + "plt.hist2d(sel_dst.Z, sel_dst.S2e, 50, [(0,600),(6000,14000)])\n", + "plt.title('Raw energy');\n", + "plt.subplot(3, 1, 2)\n", + "plt.hist2d(sel_dst.Z, sel_dst.S2e*corr_geo, 50, [(0,600),(11000,15000)])\n", + "plt.title('Geom. corrected energy');\n", + "plt.subplot(3, 1, 3)\n", + "plt.hist2d(sel_dst.Z, sel_dst.S2e*corr_tot, 50, [(0,600),(11000,15000)])\n", + "plt.title('Total corrected energy');" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "e_range = (8000,16000)\n", + "zrange = (10,550)\n", + "fig = plt.figure(figsize=(14,8))\n", + "plt.subplot(1, 2, 1)\n", + "\n", + "nevt = h2(sel_dst.Z, sel_dst.S2e*corr_tot, 30, 70, zrange, e_range, profile=True)\n", + "plt.xlabel('Z (mm)');\n", + "plt.ylabel('E (pes)');\n", + "plt.title('E vs Z');\n", + "\n", + "ax = fig.add_subplot(1, 2, 2)\n", + "(_) = h1(sel_dst.S2e*corr_tot, bins = 100, range =e_range, stats=True, lbl = 'E')\n", + "plt.xlabel('E (pes)');\n", + "plt.ylabel('Entries');\n", + "plt.title('E corr');" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Fit was valid = True\n", + " Emu = 12274.770545834292 +-0.5058142819164604 \n", + " E sigma = 206.9232273276848 +-0.3759858763616085 \n", + " chi2 = 1.1860859595573479 \n", + " sigma E/E (FWHM) (%) =3.9615370601374322\n", + " sigma E/E (FWHM) Qbb (%) =0.5116402614463076 \n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fc = fit_energy(sel_dst.S2e*corr_tot, nbins=100, range=(11000, 15000))\n", + "plot_fit_energy(fc)\n", + "print_fit_energy(fc)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+fbFYLHQoLGT8kSP2V71Wr7Z/DrffTyX8CMffMdu4NU9E2gPvi0hDOuYXv6voSTrfePNNEqocphs6d4abbmLGtGnw5ZfQq5f9VfapU7B7NxCev59K+OGP37OQ2TnoiDFmuTHmCtvn48aYscaY3raf3zvEe9QYc64xpq8xRleKA8lrrzmHJ06EpCRmz57N8uXLyfjDH5zfv/FG0KqmKIoScIqKuMx1tfjee7l2+XKGHj5s7SDa6GAMQz3YYagoihI2fPstvP22s+1nP7P3A8e79PtGHj0KLrsMFUWpizHmJNbjw5dgc6cFoH5XQwxj4IUXnG233w6tW1s/n3uu9WImR1zHz4oS4oTk5KASGhQUFDB69GguveACSubMcX754x87h6+/HqKja8Offw7l5YGvZCNER0eTl5dnfx5//PEG4y9fvpzVDqvdrixYsKDRPPzNU089Rf/+/cnJyWHs2LF8/fXX9neO7bvqqqvs9r179zJkyBB69+7N9ddfT7nt32L+/Pnk5OSQl5dHfn4+n376aVDboihhyxtvkOjogLpTJ7jhBuvnVq1qP9u4+Lvvgli5hokEHXzttddITk62t+Gll16yv3vggQfIzMwkIyODn//85xibq4vnnnuOXr16ISIcO3bMHl91UFGawF//ar1wpIZeveCSS2rDY8ZAau0cRVx1tfWCuhAgEjRw5cqVDBw4kJiYGP75z3/a7RaLhWHDhpGZmUlOTg5vvfWW/d2tt95Kz5497e22WCxAwxr49NNPk5mZSVZWFlOmTAm7o7rhgogk23YMIiJxwEXAF3jpTst29Pi0iAy1+XK9xSGN4k/WrAHb/yEAoqLgpz91juM6Pv77362Tis1MJGsgwIwZM8jKyiIrK8tJA0eMGGFvc7du3bjmmmsAa/uSkpLs737/+9/b09x222106dKFrKwWeiDBGNOinkGDBhnFM0aNGmWSkpLMY337GmOVNutz9tnGVFbWTXDppU7xdqxaFfxKu9C2bVuv4j/88MPm//7v/9y+q6io8EeVvGbZsmWmqKjIGGPMCy+8YK677jr7u/raN3nyZDN37lxjjDF33HGHeeGFF4wxxpw+fdpUV1cbY4zZsmWL6du3byCrHlR27NhRxwZsMCGgO6H0qAY2gepqY7KznXVwxgznOOvWOb2vEDHm6FG3v5fBJhJ08NVXXzV33XVXHfuqVavM+eefbyorK01lZaUZOnSo+fjjj40xxmzatMns3bvX9OjRwxw9etSeJlJ1UDVQdTBglJUZ07WrswbOnl033q9+5Rxn1CjVQD+xd+9es2XLFnPzzTebd955x27fuXOn2bVrlzHGmEOHDpmuXbuaEydOGGOMmTp1qlPcGurTwIMHD5r09HRTXFxsjLH2JV999dVANsuvhJMGAjnAZmArsA14yGbvBCwFdtt+dnRI8yBWv6o7gUsd7Pm2PL4EngOksfJVA5vAj37krG9XXVU3zqlTxsTHO8XbsXFj8OvqQiRr4AcffGAuuugiU1FRYc6cOWMGDRpkfvjhhzrpJ06caF5//XVjjDEff/yxufzyy92Ws2LFCrNx40aTmZkZmIYEGF91MBx8DirNSF5eHjONgZ07a4233OK8S7CGm26CRQ6nu4uKrLIYgn4W0tPTmTp1Kv/+97+pqKjgnXfeoU2bNvzlL38hOjqaOXPm8Kc//YmXX36Zjh07snnzZgYOHEh2djYbNmzgueee4+jRo/z0pz9l//79AMyePZvhw4ezYsUK7rnnHsB69n/lypUkJiY2ua5jxoyxfx46dChzXHdxumCMYdmyZbz55psATJ06lUceeYQ777yThIQEe7yioiL1gaEonrBypXU3dA1RUXDnnc5x8vOhXz/44gsAYoyBefNgrFv3aSFBOOlgfYgIpaWllJeXY4yhoqKCs846C4ABAwa4TaM6qChe8s9/Wo8V2yiOjib+1lvrxps6FR57rDa8YgU47rgOMcJJA9PT0wGIinI+9NWnTx/7527dutGlSxeOHj1K+/bt682rIQ2srKykpKSE2NhYiouL6datW5PrrNSPMWYrUOePlDHmOOp3NWQoKCiw+lQtL+fttWuJdXz5//5f3QSJiTBpknXHYA1FRYGuZpOJBA3csWMHo0aNIiYmhpiYGHJzc1m8eDHXXXedPc7p06dZtmwZr776aqPljBw5kn379jW5nuGOHitWGqRbSYl1YOzI1KnuI199NSWO/2Grqprd30xJSYnTNmrHrcadO3dm06ZN3HnnncyaNYv09HR++tOfcu+992KxWBhh8xuxa9culixZwpNPPumU9z333MO9997L+vXreffdd7n99tsBmDVrFs8//zwWi4VPPvmEuLi4OvVy3Obs+CxZsqTB9rz88stceuml9nBpaSn5+fkMHTqUf/3rXwAcP36c9u3bExNjnftPTU3l0KFD9jTvv/8+/fr14/LLL+eVV17x5utUlBZFjWuFFbZbN+1cfTX06OFsE7EunDji2DlsRiJFB999911ycnKYNGkSBw5YL20cNmwYY8aMISUlhZSUFC6++GIyMjIa/U5UBxXFC1wuIvnwrLMgKaluvL59YehQZ9uZMwGsmGdEigY2xrp16ygvL+fcc8+12x588EFycnK49957KXO4WNCdBnbv3p3777+ftLQ0UlJSSEpKYvz48U2qi6JEAhaLBYvFwmWHDxNrao8HH01KgnHj3CdyPVpcXNzsiySRrIG5ubksWrSI4uJijh07xscff2zvI9bw/vvvM3bsWNq1a2e3rVmzhtzcXC699FK2b9/ucXmRju4cVBpkvKvfrOHDoXdv95HbtmVlcrKTr60f9u7l2zZtiIuLIy0tLYA1dU9cXJzdx4orEydOBGDQoEG899579eYxefJkot3slFyyZAk7duywh0+dOsXp06cZPnw4v/jFL7jxxhuZOHEiqampddJ+8skn3jaFOXPmsGHDBlasWGG37d+/n27duvHVV19x4YUXkp2d7SR8NTiuCk+YMIEJEyawcuVKfvvb3za5E6ookY7FYuHopk1c4LrI8bOfuU9w443w61/Xhtevd/bR1UxEgg5eeeWVTJkyhdatW/OXv/yFqVOnsmzZMvbs2UNhYSEHDx4EYNy4caxcuZKRI0c2mJ/qoKI0TkFBASUrV/LXzZud7O93786E+hJNnQpr19aGQ+AUSSRoYGMcPnyYm2++mddff92+s+axxx6ja9eulJeXM336dJ544gkeeughwL0Gnjhxgvnz57N3717at2/P5MmTmTNnDjfddJPf6qko4cag3Fx+snevky354Yetp0jcMXIkh9u0IaXGX6cxcOIEJCcHuKb1E8kaOH78eNavX8/5559PcnIyw4YNs2+QqWHu3Ln2SUuAgQMH8vXXX5OQkMDChQu55ppr2G27WbqlozsHlXoRY7jE9XZOd8dIHPhq2DCncEJFBaXFxZSUlPi5dr7T2na7VHR0NJUNrOi0bdvWrb26upo1a9bYV5UOHTpEYmIiM2fO5KWXXqKkpIShQ4fyhe2YoSPerpQsWbKERx99lAULFtjrDdiPe5xzzjmMHj2azZs307lzZ06ePGlv08GDB90eCxk5ciRffvmlk6N+RVGcmdmhA05docxMGD3afeS0NKtTfkdC+DgJhI8OdurUyV7Xn/zkJ2zcuBGwrgYPHTqUhIQEEhISuPTSS1nrODHRCKqDilI/FouFXJcdFes6dKDj+efXn+j66yl3nAisrGR/YaH9yFmoES4a2BCnTp3i8ssv5w9/+ANDHXZupqSkICK0bt2aH//4x6xbt65OWkcNXLJkCT179iQ5OZnY2FgmTpzY4KUEitISyPrhB3DciRYX1/B4OCqKxTb3JnZCuI8RCRr44IMPYrFY+OijjzDG0NthI9Px48dZt24dl19+ud3Wrl07u3uFyy67jIqKCu0H2tDJQaVezi0qoqvDEQTi4mDy5AbT3PnOO+AgiNFAcmxs/QlCjMTERE57eBR6/PjxPPfcc/ZwzYrMl19+SXZ2NjNmzCA/P9+tGH7yySd2EXV8LrroojpxN2/ezB133MGCBQvo0qWL3X7ixAn7EZFjx46xatUq+vfvj4gwZswY+01Or7/+OldffTUAe/bsqXFezKZNmygvL6dTp04etVdRWiJjjxxxNtx9d8M7YFyOFledOsXOL74I2YGxO0JRBw8fPmz/vGDBAvvR4bS0NFasWEFlZSUVFRWsWLGi0WPFqoOK4jnjXfpwg//6V2bPnl1/gg4d2N6rl5MpvqQkJBeJ6yMUNbA+ysvLmTBhArfccguTXfroNbppjOFf//qX/fbN+jQwLS2NtWvXUlxcjDGGpUuXeuSmQVEimQEnTzobJk6EDh0aTPOh6+RgURF7d+wIm75gOGlgVVUVx48fB2Dr1q1s3brVyR3CO++8wxVXXEGbNm3stm+//daugevWraO6ulr7gTZ0clCpl+wffnA2jBvn3seMIzExMGWKk6ltVZWfa+Y5rj4WZs6c2WD8K6+8kvfff5+8vLxGtzo/++yzbNiwgZycHPr3789f/vIXwOqINSsri9zcXOLi4px8BDaFX/7yl5w5c4bJkyeTl5fHVVddBUBhYSH5+fnk5uYyZswYZs6cSf/+/QF44okneOqpp+jVqxfHjx9n2rRpgNVnV1ZWFnl5edx111289dZb6ow/hBCRviJicXhOiUiBiDwiIocc7Jc5pPmViOwRkZ0icnFz1j/S6FpaSreaYyEArVpZL15qiGuvpdzhOEO0MUQ18+7pSNDBZ599lszMTHJzc3n22Wd57bXXAJg0aRLnnnsu2dnZ5Obmkpuby5VXXmlPk5qaysGDB8nJybEfKVEdVBTPSCovp5fj7mcRjy5ZGuAyedjBGMTBX1ewiQQNXL9+PampqbzzzjvccccdZGZmAvD222+zcuVKXnvtNXv7agbnN954I9nZ2WRnZ3Ps2DF+85vfAPVr4JAhQ5g0aZL9woHq6mqmT5/uU70VJdzJc50crM/XoANdhw1js8uYuXUzLpJEsgZWVFQwYsQI+vfvz/Tp05kzZ47TseJ58+YxxWVu4p///Ke9bj//+c+ZN2+evR84ZcoUhg0bxs6dO0lNTeXll1/2qd7hhphm/GPdHOTn55sNGzY0dzXCgo+7dGHM0aO1hlmz4L77PEj4MVx4IYWLFpHRuTPlUVHsbduWvn37Bq6ySounsLCwzgq3iGw0xuQ3U5V8QkSigUPAEODHwBljzCyXOP2BucBgoBuwBOhjjKl3Rl410HMe79ePmY43tY8cab19szFuvBFst4UXLlpEt5QUvm3TRjVQCSiRpoGBRHXQMx7OzOR3Dr6kGDAANm1qPGFlJZx9Nnz7rb0veCAujrNtgzlFCQSqgZ6jGugZ40eM4INVq2jlOF+yb1/dS+nc8eKLcMcddg0sio7mYHy89gWVgOKrDurOQcU9xtTdOWi7rahRhgyx7iC00aq6mujqaj9WTlFaBGOBL40xXzcQ52pgnjGmzBizF9iDdaJQ8QN1jpK4+hOsD5ejxW0rK60OqRVFUcKIOjtmPNXAmBi47DInU1wzniJRFEVpClmnTjlPDPbs6dnEINTxTx1XVaV9QSXk0clBxT1ffUXn8vLacHy8dcXYE+LjYdAgJ5N2ChXFa27AuiuwhrtFZKuIvCIiNc5OugMOXpI5aLM5ISLTRWSDiGw46rgbWKkfY5o+OTh2LCQm2oMxxtBKF0gURQkzmqyBAKNGOQXjtR+oKEqY0eQFEoDevaFrV3swCmijfUElxNHJQcU9rv4Fhg4Fby4WueACp6BODiqK54hIK+Aq4B2b6c/AuUAecBh4siaqm+R1liWNMS8aY/KNMfnJyckBqHEE8uWXdHG8kKlNG6sOekJMjGqgoijhzeHDpBcX14ajo62uFTzFZXKwTVUV6MBYUZQwwqcFEpE6uwd1kUQJdXRyUHHPp586h10Guo3iEl/FUFG84lJgkzHmOwBjzHfGmCpjTDXwN2qPDh8EznZIlwp8E9SaRioff+wcPv98aN3a8/S6a0ZRlHBm+XLn8KBB0K6d5+l79ID0dHswCsDxchNFUZRQpqiIfq439rpM9jWKS18wrrLStzopSoDRyUHFPa47B3CulD8AACAASURBVD31N1jD8OFOwdbV1aCDY0XxlCk4HCkWkRSHdxOAbbbPC4AbRKS1iPQEegPrglbLSMZ1ctCb1WJwPzmovmYURQkXfNVAqKODuA60FUVRQpVVq4h17Lf16gWpqd7l4To5qH1BJcTRyUGlLt99B7t21Yajoz0/TldDcrLTMWSBiFoxvu222+jSpQtZWVl224EDBxgzZgwZGRlkZmbyzDPPNGgH2Llzp9PV8u3atWP27Nn12t3xzDPPkJWVRWZmplOcxYsX07dvX3r16sXjjz8eoG9C8TciEg+MA95zMP9RRD4Xka3AGOBeAGPMduBtYAewGLiroZuKFQ8xxveB8aBBVv+rNmKMAcdjyhFAoHWwoTSu1KeDAFVVVQwYMIArrrjCz9+AokQwy5Y5hy+80Ps8InxyMNAaWFpayuDBg8nNzSUzM5OHH37YbT3qi+dNX1JRFBdcd097u2sQoF8/iKqdbokGcHTXEOYEWgMB0tPTyc7OJi8vj/z8+i/cdVcXgKeffprMzEyysrKYMmUKpaWl/vwKIg9jTIt6Bg0aZJRGePddY6zDY+uTn9+kbHZ88okx69fXPocO+bmizceKFSvMxo0bTWZmpt32zTffmI0bNxpjjDl16pTp3bu32b59e712VyorK81ZZ51l9u3b55HdGGM+//xzk5mZaYqKikxFRYUZO3as2bVrl6msrDTnnHOO+fLLL01ZWZnJyclxW2YksWPHjjo2YIMJAd0JpUc10AMKC501MD7emLIy7/O56CKzY9GiWg08csT/dW1GAq2DnqapTwdrePLJJ82UKVPM5Zdf7tf2hxqqgaqDfmP/fmcNjI015swZ7/P56itnDdywwZiqKv/Xt5kItAZWV1eb06dPG2OMKS8vN4MHDzZr1qypk8aTeA31JSMF1UDVQL8ydKizDr7xRpOy2bFihfN4+PBhP1e0+QjGeLhHjx7m6NGjTarLwYMHTXp6uikuLjbGGDN58mTz6quvNrm94YCvOqg7B5W6+HqkuAZX/1zNtGI8evRodu7cCcDx48frrCg0hZEjR9KxY0cnW0pKCgMHDgQgMTGRjIwMDh06VK/dlaVLl3LuuefSo0cPj+wAhYWFDB06lPj4eGJiYhg1ahTvv/8+69ato1evXpxzzjm0atWKG264gfnz5/vcbkVpEbjuGrzgAmjVyvt8QmjXTDjqoKdp6tNBgIMHD/Kf//yH22+/3ef2KkqLwVUDBw+Gtm29zyc93Xr6pAZjmu0USThqoIiQkJAAQEVFBRUVFYjUvYfMk3gN9SUVRXHh9GlYv97Z1pSdg2C90M4172YgHDXQ17oAVFZWUlJSQmVlJcXFxXTr1s2rfFsaQZkcFJFWItK18ZhKSODrZSQ1uE4OFhU1y011e/bsoXfv3gBs3bqV7OzsOnFGjBjhtJ255lmyZEmTyty3bx+bN29myJAhHtkB5s2bx5QpUzy2A2RlZbFy5UqOHz9OcXExCxcu5MCBAxw6dIizz669pyI1NdWtACvBQTUwzPCHry2oOzl45kyz+ZoJdx1sKE19OghQUFDAH//4R6KidC00GKjWRQj+OFIM1ts6Q2RgHK4aWFVVRV5eHl26dGHcuHFu03gSr6G+pOJfVAcjgFWrnH3l9+kDTZ1Uch0PN1NfMFw1UEQYP348gwYN4sUXX/Sq/O7du3P//feTlpZGSkoKSUlJjB8/vkltaSnEBCpjEZkH3AGUA1uAziLyv8aYWYEqU/EDZ87A5s3OtqZODsbGWsWvosIarq6GkpKmrT43ka+//pru3bvbB4Zbt24lJyenTrxPXHdL+sCZM2e49tprmT17Nu0cbvarzw5QXl7OggULeOyxxzyy15CRkcGMGTMYN24cCQkJ5ObmEhMTg3HzR8fdarMSOFQDwxRj6vqZaerk4ODBznmVl1sfb2499gPhroMNpYH6dfCDDz6gS5cuDBo0iOWu/6aK31CtizCMH3yuOhICp0jCWQOjo6OxWCycPHmSCRMmsG3bNrc7fhqK11hfUvEd1cEIw58aWDMerrmpuKrK6ndQx8MeaeCqVavo1q0bR44cYdy4cfTr14+RI0d6VIcTJ04wf/589u7dS/v27Zk8eTJz5szhpptu8k8jI5BALqX3Ncb8AFwOLANSgVsCWJ7iD9ascVop2R8XB126ND0/2zEHO2fOND2vJmCxWJzEb+PGjW7F0F8rJRUVFVx77bXceOONTJw4sVF7DYsWLWLgwIGcddZZHtkdmTZtGps2bWLlypV07NiR3r17k5qaat85A9ajdbqNOuioBoYj27fD0aP2YFF0tPVykabQunVIDIzDWQcbS1ODOx1ctWoVCxYsID09nRtuuIFly5ZphzAwqNZFEnv3wv799mC5CAwb1vT8XHcONsMpknDWwBrat2/P6NGjWbx4cYNlu4vnSV9S8RnVwUjCn5ODIjoebsRegzutqhm/dunShQkTJrBu3TqP67FkyRJ69uxJcnIysbGxTJw4kdWrV3vVlpZGwHYOAjVX1Y4CFhpjikUk+GdKFe9wOVL8eVISab7kl5AAJ07Uhs+cgSB2TrZs2WK/lWj37t3Mnz+fP/zhD3Xi+WOlxBjDtGnTyMjI4Be/+EWjdkfmzp3r9rhHfXZHjhw5QpcuXdi/fz/vvfcea9asITExkd27d7N37166d+/OvHnzePPNN31roOItqoHhiEuHcGtSEsNifPhT6W5ysHPnpufXBMJVBz1JU4M7HezQoYN99Xn58uXMmjWLOXPm+NxGpQ6qdZGEy5HibUlJDHSd4POG2FgqKiqIrTnRUF1t3TXjOlgOIOGqgUePHiU2Npb27dtTUlLCkiVLmDFjRp10jcXzpC+p+IxXOigiZwN/B7oC1cCLxphnRKQj8BaQDuwDrjPGnLCl+RUwDagCfm6M+dBmHwS8BsQBC4F7jLsjRIpnnDoFGzc621zdxHhLYiKcPFkbPn1ax8NucNWqoqIiqqurSUxMpKioiP/+97889NBDHtclLS2NtWvXUlxcTFxcHEuXLm3wxmMlsDsHd4jIf4GrgaUiEhfAshR/4SIKW5OSfMvPtfN3+nRQ/SxYLBaqq6vJzc3l97//PRkZGbz++us+5ztlyhSGDRvGzp07SU1N5eWXX2bVqlX84x//YNmyZfaVloULF9Zrr6G4uJiPPvqozgpKfXaAyy67jG+++QaAa6+9lv79+3PllVfy/PPP06FDB2JiYnjuuee4+OKLycjI4LrrriMzM9PnditeoRoYjrhMDlrat/ctvxDwtxWuOthYmsZ0UAkaqnWRhIsGbvZVA4ESx0tJIOg6GK4aePjwYcaMGUNOTg7nnXce48aN44orrrC/r9HAhuI11JdU/Iq3OlgJ3GeMyQCGAneJSH9gJrDUGNMbWGoLY3t3A5AJXAK8ICI1/7H+DEwHetueS/zaspbGJ5847W7eFx8PXX10IZmY6BzW8bBHGvjdd99xwQUXkJuby+DBg7n88su55JLaX2/HfqC7ugwZMoRJkyYxcOBAsrOzqa6uZvr06T63O5KRQC0s2ETxYmCLMWaviHQHso0xDe+HDzD5+flmw4YNzVmF0KW8HNq3t/oFtPGjwYN587PPmpRdYWEhGf36Ub1xo/MsdFZW3QFzgOjVqxebN28m0VWUlYijsLCQjIwMJ5uIbDTGNMsSkWpgGFJdDcnJ8P33dtP0gQN50XUF2QsKd+ygb3GxswZmZwfV76DqYMuguTQwVLWuIVQH68EY6N4dDh+2m36Wl8efXH1Re0FhYSEdKivpWlZWa2zXzurgP0ioBrYMmrMf6KsOish84DnbM9oYc1hEUoDlxpi+tl2DGGMes8X/EHgE6+7Cj40x/Wz2Kbb0dzRUnmpgA9x/Pzz5pD34frduTPDhUsea8XDVpk1EO8679O8P8fG+1NRjVANbDr7qYMCOFRtjSkRkB5AD7AVOAZ4fEleCz+bNThODx1q14htfJ/FEKImO5sE//hHLrl1WW5s2VuesPpKXl8fs2bPrfX/69GmioqJUCJVmQTUwDNm61Wli8HRMDHt8PfomQml0NPFVVRQ8+aRVB/2kgaA6qDQ/qnWRw//eeiu/dpgYLAIK/aAdxTExUFZWq4HufHA1EdVAJRTwRQdFJB0YAHwGnGWMOWzL87CI1Dh+7w6sdUh20GarsH12tbsrZzrWHYakpfnkNCqycbnAzNK+PRN8zVOE4uhofvvEE7Xj4datoVUrX3NWDVT8SsCOFYvIVGAB8LTN1A14O1DlKX7A5Ujx50lJ1g6cj5RER2PZtatWDB2vhm8iFosFi8XSYJzExER21ZSpKEFGNTAMcekQbklKotpPGgjU6qAfNBBUB5XQQLUucohdu9YpXNi+PVkDB/qcb4UIlSK1GmiM9gWViKKpOigiCcC7QIEx5lRDUd3YTAP2ukZjXjTG5Btj8pOTkxurWotkxp13UuVyWmSLry62bOh4WAkHAnkhSQGQD3wCYIzZKSI+HthXAoq//Q3aqBkY5/Xpw/K//tW6ayYry6c8R48e7YeaKUpAUQ0MN1ascAr67G/QRnF0NJ1sn/P69GH53/5mPVrsI6qDSoigWhch5Dk6zAfy77uP/N/8xveMbbtmwKEv2L07pKT4lK1qoBJCeK2DIhKLdWLwDWPMezbzdyKS4nCs+IjNfhA42yF5KvCNzZ7qxq40AfPppzh6SN0XH0/64MF+ybuOBsbEQG6uTxtxVAMVfxPIC0nKjTGu93RXBrA8xReqq2HVKifT5+3a+SXrOo6oS0s5tG+fX/JWlBBGNTCcqK6GlSudTP5cLXZaxi8rs/p4VZTIQLUuEjCG3B9+cLb5ekOnA8XNfCmJogQYr3RQRAR4GSg0xjzl8GoBMNX2eSow38F+g4i0FpGeWC8eWWc7gnxaRIba8rzFIY3iJa4amH7LLQ0e2fWGsqgo575gZSWH9+71S96K4i8COTl4XET6YNvaLCI34ewTQQklvvgCjh+vDbdrx1d+8gfTJj6+7tG8M65/PxUl4lANDCMev+UWJ3+DZ6KjeXfPHr/kbUQojXL5c6sDYyVyUK2LBPbto4vjpSGtW4OfdswAnKiocApXnTrFgf37/Za/ojQz3urgcOBm4EIRsdiey4DHgXEishsYZwtjjNmO9ZjyDmAxcJcxpuZc6p3AS8Ae4Etgkb8b11Kos0AycqTf8o5zMx6OKiryW/6K4g8Cfaz4TaCviOwDioErA1ie4gsuR4o5/3yqHS4n8YW0tDSiYmOddsrE+cnnlqKEME3SQFvc00AVUGmMyReRjsBbQDrWm+muM8acsMX/FTDNFv/nxpgP/d2QlkAbl1vZP09KIic7m7y8PL/kXxzj8uf2zBno1Ml9ZEUJL7S/Fwm47Jxm6FC/3aoeFxdHiTFODtKigWpdKFYiB6900BjzKe79BQKMrSfNo8CjbuwbAN/8NSlQXEw/14VbP04OpqWlEd2qlfX0iI14HQ8rIUYgbyveJSJDgD5YxW+nwwqHEmJsePppHO+3/tsXX2A5ccJvA2NcjpOoGCqRjo8aOMYYc8whPBNYaox5XERm2sIzRKQ/cAOQidX59RIR6aNa6z2uq8XDZsxg+QMP+C3/E5XOp4vKjh/nOxG9MVAJe7S/FyG4+Fz155HiGp2TmBhw0EJdKFYiBdXBCGDtWmKMw8Hfc8+1+kb1Jy7j4biqKusFTX64/E5R/IHfJwdFpLUxpkxE4m2mr20/W4sIxphif5ep+E6qiw/ArUlJ5PXo4dfJQcuuXYy+445aW0JCk8XQYrH4r24+ctttt/HBBx/QpUsXtm3bZrc/88wz/O1vf8MYw09+8hMKCgrs76qqqsjPz6d79+588MEHXuXraXqleQiQBl4NjLZ9fh1YDsyw2ecZY8qAvSKyBxgMrGlq/VskxpDr4ojfnwPjuLg4Sm0dTkcdLImOJi4+vqGkDRLOOvj000/z0ksvISJkZ2fz6quv0qZNmzr51pe+IX1UgoP29yIM152DftwxYycmBsuOHXYNrBIh2gcXNqGigQcOHOCWW27h22+/JSoqiunTp3PPPfcAsHjxYu655x6qqqq4/fbbmTlzJuCZhpWWljJy5EjKysqorKxk0qRJ/O53vwMa7mMqwUN1MIJwXSAJhAa6Gw+3bQuurmc8pKVq4M6dO7n++uvt8b766it+//vfqw76gUD4HKwZlJ7BejTO9We9iMjZIvKxiBSKyHYRucdm7ygiH4nIbtvPDg5pfiUie0Rkp4hcHID2RD7799PV0c9Mq1b8ae1ali9f7jcnrHkDBpDXr5+z0YcV47y8vJAQQ4Bbb72VxYsXO9m2bdvG3/72N9atW8eWLVv44IMP2L17t/39M888Q0ZGhtf5epNeaTaarIE2DPBfEdkoItNttrNsTqex/exis3cHDjikPWizKd6waxcdHf1htW0LAwf6Lfu0tDT69OtHXmYmeX362O3RxjSQqnHCVQcPHTrEs88+y4YNG9i2bRtVVVXMmzevTp4N6WhD+qgEDV/6e6+IyBER2eZg87qvJyKDRORz27tnbQ75FW85dAi+/LI2HBMDw4b5vZi8AQOcNDAqQjQwJiaGJ598ksLCQtauXcvzzz/Pjh07qKqq4q677mLRokXs2LGDuXPnsmPHDsAzDWvdujXLli1jy5YtWCwWFi9ezNq1axvtYypBxdc+nxIquC6Q+HGRuIa8vDzy+vd3NkbAeDjYGti3b18sFgsWi4WNGzcSHx/PhAkTgtHUiMfvOweNMQNtP5sy8VgJ3GeM2SQiicBGEfkIuBU9Uhc4Pv3UOTx4MLjZweELs2fPhq+/hqNHa41du0Jqql/LcceWLVv42c9+xrFjx/jiiy8wxvDQQw/ZV199ZeTIkexz2XlZWFjI0KFDibftCho1ahTvv/8+DzzwAAcPHuQ///kPDz74IE899ZSbHOvPF/A4vdI8+KiBAMONMd+ISBfgIxH5ooG47gbCdUZbtknG6YAeY3WH62rx8OEQG+v3Ymb/7//Ct9/awydjY2mfm+v3ctwRSjp44403UllZSUlJCbGxsRQXF9OtW7c6eTako/XpoxI8fNS614DngL872JriPuHPWLVtLbAQuAR1xu89roPi884DH3Y118fsP/0JtmxxOlpMRoZ1QSbABFIDU1JSSElJASAxMZGMjAwOHTrEDz/8QK9evTjnnHMAuOGGG5g/fz79+/f3SMNEhATbzsqKigoqKioQkQa1UQkufujzKaFAWRmsXetsC8DOwdmzZ8Phw9YFmRo6dLAeYQ4wkaSBjixdupRzzz2XHj16+NwOJUA+B0UkGlhrjDnPm3S2HTE1u2NOi0gh1l0weqQukLheRjJiRGDKSUhwnhwMgiPq0tJSrr/+ev7+978zePBgfvvb31JaWsojjzziFG/EiBGcdnN76KxZs7jooou8LjcrK4sHH3yQ48ePExcXx8KFC8nPt3p1LCgo4I9//KPb8jzB1/RK4GmqBgIYY76x/TwiIu9j1bTvRCTFGHNYRFKAI7boB4GzHZKnAt+4yfNF4EWA/Px837ZqRCLBOEoCkJjoNDkYLN+roaaD3bt35/777yctLY24uDjGjx/P+PHjPU6vhA4+9PdWiki6i9mrvp7N6X87Y8waW13+DlyDTg56TwD9DTohYtXBEydqbadPB3xyMJgauG/fPjZv3syQIUP473//y9ln1/6JTk1N5TOXy68ao6qqikGDBrFnzx7uuusuhgwZQrt27VQbQwhf+nxKiLB+PZSW1obPPhvS0wNTVmKic/jMmYD7HYw0DXRk3rx5TJkyxas8lfoJyOSgMaZKRI6JSBtjTGnjKepi6zQOAD7D5UidbUcNWCcOHaf53R6p010zjRCsyUFXMSwqgurqJvtZ8IQlS5YwcOBABg8eDEBOTg6LFy+us+rwiet34CMZGRnMmDGDcePGkZCQQG5uLjExMXbfCoMGDWL58uVe5+treiU4NFUDRaQtEGVbHGkLjAd+DywApgKP237OtyVZALwpIk9h3VHTG1jnx6ZEPsYEb2Bc42fVdpSuVXW19Rb3Vq0CU56NUNPBEydOMH/+fPbu3Uv79u2ZPHkyc+bM4aabbvIovRI6+KO/54C3fb0K22dXu1u0L9gAwfA3WIO7ycGuXQNXHsHTwDNnznDttdcye/Zs2rVrh3FzbNrbk+/R0dFYLBZOnjzJhAkT2LZtG1lZWaqNIYSfdVBpDtxpYKAm6+LjrWPf6mpruKLCunPRz6f2HIlEDQQoLy9nwYIFPPbYYz7VW6klkH9JdgMrReSfWP0uAGCMeaGxhCKSALwLFBhjTjXwS+TRkTrdNdMAx4/D9u21YZGA+JkBrAPgVq2sg2GwDpCLiupOGvqRbdu2kZ2dbQ9v2rSJgW58ifl7xwzAtGnTmDZtGgC//vWvSU1NZdWqVSxYsICFCxdSWlrKqVOnuOmmm5gzZ45HefqaXgkqTdHAs4D3bZoXA7xpjFksIuuBt0VkGrAfmGzLa7uIvA3swOqW4S51q+Ale/c6H+9o08Z6pC4QREdbd8g47po+fRo6dQpMeTZCTQeXLFlCz549SU5OBmDixImsXr26zuRgfemVkKPJ/T0Pqa+v51Ef0KE+2hd0x5EjUFhoD1YB0cOHB6481z7f6dMB3zUTDA2sqKjg2muv5cYbb2TixImAdZfMgQO1boEPHjzo1oWCJ7Rv357Ro0ezePFisrKyVBtDj0DroBJIgrVIDNaJwYQEOHWq1nb6dEAnByNRAwEWLVrEwIEDOeuss5qUp1KXQE4OJgLbAcdbExrtjIlILNaJwTeMMe/ZzD4dqVMaYNUq53BODrRvH7jyEhOtE5I1nD4d0MnBTp06sWzZMgB27drFe++9x+rVq+vE8/eOGYAjR47QpUsX9u/fz3vvvceaNWvo0KGDfXVj+fLlzJo1y6uJvccee8yn9EpQ8VoDjTFfAXWc0BljjgNj60nzKPBo06vZwnHtEA4dCq1bB668xMSgTw6Gmg7u2rWLtWvXUlxcTFxcHEuXLq33SJy79ErI0aT+nhu87esdtH12tSve4PL/fk9CAn3btQtceW3aWC88qfE7WF0NxcUBPVocaA00xjBt2jQyMjL4xS9+Ybefd9557N69m71799K9e3fmzZvHm2++6XG+R48eJTY2lvbt21NSUsKSJUuYMWMGoNoYgvhLB5VgU1lZdzwcyN3TYO0Luk4O2hZMA0EkaiDA3Llz9Uixnwmk89R7jDE/dnyABu+Xtt0y9zJQaIxxvGmh5kgd1D1Sd4OItBaRnuiROu8J1pHiGmxORe0E2O/glClTOHPmDFlZWUyfPp25c+fSyc8D8SlTpjBs2DB27txJamoqL7/8MgDXXnst/fv358orr+T555+nQ4cOjeQEl112Gd98802D+Sphg9caqDQDQbidzgl3u2YCTKjp4JAhQ5g0aRIDBw4kOzub6upqpk+fbs/LUQfr01HVx5DCX1rnVV/PdgT5tIgMtfUfb3FIo3iKywKJJZALxFDrd9CRAOtgoDVw1apV/OMf/2DZsmX220MXLlxITEwMzz33HBdffDEZGRlcd911ZGZm2utUn4bVaODhw4cZM2YMOTk5nHfeeYwbN44rrrgCaFofUwko2ucLVzZtsp5ks/F9bCw43KoeEOrbQR0gIlEDi4uL+eijj+y7FBX/IO7OgvslY5FNNTc4NWRzeX8B8AnwOWA7iM+vsfodfBtIw3akzhjzvS3Ng8BtWI/UFRhjGnREnZ+fbzZs2NC0RkUiw4Y538701ltw3XV+ybqwsJCMjAxnY2kpbNtWG46KggEDAnqcRGkZuPt9E5GNxphm8dLdFA0MBqqBLpxzjvVocQ3LlsGYMX7Lvs7vZVUVWCzOncCcnID7HVQin+bSwCb29+ZivXykM/Ad8DDwL7zs64lIPtabj+OwXkTyM+NBx1Z10IG8POsNwjYezMzkUcd+mo+47QseOQL799eGk5Kgd2+/lam0TJqzHxiqfb76UA10YNYs+OUv7cGPk5MZc+RIAwm8w60GVldTvWmT8y6trKyAHi1WWga+6qDfjxWLSAzQCogSkThqfcIkAfENpTXGfIp7HzKgR+r8T3ExuP5hCPTOwdatqRQhpqbvHoTjJIoSTHzRQCXIHDjgNDFYIUKsyy1ofqeZ/A4qir/xsb9X3zkgr/p6xpgNQJandVZcOHECtm51Mm1NSgp8uc3gd1BRAoH2+SIAlxMkW5OS8N8ScT1ERVESHU3bKgc34QH2O6gonhCIY8UPYnXEmg0U2T6fAQqBNwJQntJUPvus1ucLcKhNG0hJCWyZIpRERzvbAny0WFGCjGpguODSIfwiMdF6i1ygaYajxYoSAFTrwp1PP3Xaxfxl27acjo0NfLlt2lDpOBFYs1CsKOGH6mA4U1VVx8WWJRgLJECx63hY+4JKCOD3yUFjzO+MMVHAn40xUQ5Pe2PM//i7PMUHXMQwKKvFqBgqkY1qYBgRbF9bNejkoBIBqNZFAC4auCVI/UC3C8Wqg0oYojoY5mzbBidP2oM/xMSwL0in2UpiXA5wnjkTUL+DiuIJAbuQxBhzN4CItBKR+JonUOUpTaCZJgfd7hxUMVQiDNXAMMBlYBwsDaRtW7tTXQDKyqyPooQhqnXhSUFBAXv//Gcn23yHQXKg0YViJZJQHQw/CgoK+LPLZRafAiZI7g1Ko6Kc+4Ll5dZHUZqRgE0OisgEETkIlAKnsW6x1r/8IUBBQQFjR42ixHaleQ3BGhiXRUVR5WiorLReVKIoEYRqYGjzP7feCrt22cOVwLZ27YJTeHQ0pTowViIE1brw5Ojq1fR0OMpbBXxvu2UyGNSZHNSFYiWMUR0MPywWC3lff+1k25OeHjQNNCIUudgO797NfsfLmhQlyARschD4P+A6IMYYE23bYh3dWCIl8FgsFszGjcRV165XfB8bS/KwYcGpbrfBigAAIABJREFUgAhFLqsy3+7Z0yxieMcdd7Bq1Sq/5llSUsKoUaOosjmZjY6Otl/rnpeXx759+7j33nuZPXu2Pc3FF1/M7bffbg/fd999PPXUUwAkJCQ45f/aa69x991328Miws0332wPV1ZWkpyczBVXXEF5eTkjR46k0sG3ZDApLS1l8ODB5ObmkpmZycMPP1wnzs6dO52+n3bt2jF79mwOHDjAmDFjyMjIIDMzk2eeeaYZWuATqoEhTCeXndOfJyXRNz94F1u7HRg3E6qDgcUTHQR4+umnyczMJCsriylTplBqWzS77bbb6NKlC1lZIXvvhmpdGHLB8eNO4egxY/j3qlVO/ycDSXlUFBWOhqoqvi4s1L6gamAdDTx58iSTJk2iX79+ZGRksGbNmmBW31NUB8OM9uXlDKly2q7CPUuXBk0D4+LiKGvVysnWpqyMkpKSoJTviGpgYAknDQzk5OD3xpjVxpjqxqMqweZWl5sxO159NbODNPniTgxblZc3ixh+9tlnDB061K95vvLKK0ycOJFo2+A/Li4Oi8Vif9LT0zn//PNZvXo1ANXV1Rw7dozt27fb81i9ejXDhw/3qLy2bduybds2+/f30Ucf0b17dwBatWrF2LFjeeutt/zZRI9p3bo1y5YtY8uWLVgsFhYvXszatWud4vTt29f+3WzcuJH4+HgmTJhATEwMTz75JIWFhaxdu5bnn3+eHTt2NEs7mohqYAgz4tgxp/CA3/0uaB1CcONe4dSpZts1ozoYWDzRwUOHDvHss8+yYcMGtm3bRlVVFfPmzQPg1ltvZfHixc1RdU9RrQtDhrtoINdcE9Ty4+LjKXXxudW6pET7gqqBdTTwnnvu4ZJLLuGLL75gy5YtZGRkNEczGsNrHRSRV0TkiIhsc7B1FJGPRGS37WcHh3e/EpE9IrJTRC52sA8Skc9t754V0Wu/PeH848edJ0IGDIC0tKCVn5aWRudzznGytTMGaYa+oGpgYAknDQzk5OD7InKnTeTU90KI4Tow5sorg1Z2WloayT17OtmSAiiGW7ZsYeTIkfTv35+oqChEhIcffpjCwkL69OlDdHQ0kydP5u677+aCCy6gR48efPrpp9xyyy306dOHadOm2fMaOnQo+/btA6z/ifPd7DR64403uPrqqxus0/Dhw+1iuH37drKyskhMTOTEiROUlZVRWFjIgAEDPG7jpZdeyn/+8x8A5s6dy5QpU+zvrrnmGt54o3kuTBMR+0pPRUUFFRUVNNRnWbp0Keeeey49evQgJSWFgQMHApCYmEhGRgaHDh0KSr39hGpgqPLdd2SeOuVsC/LAuCQ6uo6vmcN79wasPNXB0NfByspKSkpKqKyspLi4mG7dugEwcuRIOnbsGNQ6e4lqXbhx9GhdDWzk/6u/SUtLI/Hss51sHUUCtkiiGhieGnjq1ClWrlxp//5btWpF+2BdHuYdTdHB14BLXGwzgaXGmN7AUlsYEekP3ABk2tK8ICI1q4x/BqYDvW2Pa56KG4a77J4Odj8QgLZtweGG+GigrctuRn+hGqga6AmBnBx8FHgeOIb6Xggpzi4udvIzQ0wMXHFFcCvRtq21XBvRQHwAxLC0tJTrr7+eWbNmsWPHDh588EHuv/9+HnnkERYtWsQll1j/fn7++eecc845fPrpp0ydOpVp06bxxBNPsG3bNt577z3KysowxrB//3569OgBwNatW8nOznYqr7y8nK+++or09HS7raSkxL6FesKECQB069aNmJgY9u/fz+rVqxk2bBhDhgxhzZo1bNiwgZycHFrZdlc6ps/Ly+Ohhx6q084bbriBefPmUVpaytatWxkyZIj9XVZWFuvXr2/0uxoxYoRTOTXPkiVLvPvSXaiqqiIvL48uXbowbtw4p7q5Mm/ePCchr2Hfvn1s3ry5wbQhiGpgqLJgQd3VYtv/62DRJj6eYpddM60CdLRYdTD0dbB79+7cf//9pKWlkZKSQlJSEuPHj/epzCCiWhdufPABTnuXc3ODroEAJCWBwwCpVXU1rav9vwFVNTB8NfCrr74iOTmZH//4xwwYMIDbb7+doiJXT20hgdc6aIxZCXzvYr4aeN32+XXgGgf7PGNMmTFmL7AHGCwiKUA7Y8waY4wB/u6QRqmPoiLyT5xwtgV5gQSw6l+HDk6mhAAcfVUNVA30lJjGo3iHiKQZY/bbrnV3fTfI3+Up3lNn1+Do0RDsXQk1Ynj0qN2UGAAxXLJkCQMHDmTw4MEA5OTksHjxYkSEDz/8kFdffZXS0lJOnjxJQUEBYN32PG3aNFJSUgD+P3v3HR9Vlfdx/PMjoRN6JyBFpISESGdViiwK2GgWFhd31WUtPII+rm0f18La1rJRULHtqqCoqKysgiggoIBCgNCLSNEAUgOElnqeP+7NMHcySSbJTKb93q/XfTH33HtnzpkkX24591xq1KhBlSpV2LFjB23atHGd6fcWhocPHy50Nr+gG7Wngqsly5cv55577mHv3r0sX76cOnXq8Jvf/KbI7d9++21SU1Md75WUlMTu3buZOXMmw4YNcyyLiYmhSpUqZGZmEhcXV+R39a3HGGz+EhMTQ1paGseOHWPEiBFs3LjR69hZ2dnZzJkzh6eeespRfvLkSUaNGkVKSgq1K+qBEeWgGRgG/vMf57y9k1KRWrVqBTVqgH3lFewMNMZxsOwPmoOhn4MZGRl89tln7Nq1i7p163LttdcyY8YMbrzxxoDUxx8068LYZ58554PRYwasi8S1a8Px466iQBwYawaGbwZ27NiRNWvWMGXKFHr37s3EiRN5+umnmTx5ckDqWVoByMEmxpj9AMaY/SLS2C5vAbjfh5hul+XYrz3LVXG++sp5IaJ1a0hKCk5d6tWDgwdds7VyciA/Hyr5rw+XZqBmoK8C0XPQddQlIis9lr0RgM9TpXSx58lBj8e4VxiPKyU1c3OtMPSjjRs3OgJrzZo1dOvWjdOnT3Ps2DGaN2/Opk2b6NatG5XsEF63bp3rbH56ejrNmzdHRNiwYYPjvQquaLirXr26a/DQkhSMs7Bhwwa6dOlCnz59WLFiRanGV3B39dVXc++993rteZeVlUW1atWK3T5QV0oK1K1blwEDBhQ5dta8efPo1q0bTZo0cZXl5OQwatQoxo4dy8hg/Z6WnmZgKMvMBM/f6WAdGNetW6jXDAEYb0tz0BLKObhgwQLatGlDo0aNqFy5MiNHjnTdahPCNOvC0enT8NVXzrJg9Jgp4LEv6LpI4keagZZwzMD4+Hji4+NdP4vRo0ezZs0av9TFTyoqB71dNTTFlBd+A5HxIpIqIqmH3DpnRCXPi8TXXOP3C7M+q1Wr0N10ZPq3871moEUzsGR+7zmIM6QqF7NMBUN6Op09AydYO4UFYWhfJY41xnpipx97hzVo0IBFixYBsH37dj799FOWL1/ON998w8CBAwGrC3XXrl1d26xfv94VcuvWrXO9Pnr0KNWrVwdgy5YtfPHFF0ydOtXxefXq1SMvL4+zZ8+WGD4XXXQRzz//PG3btiUmJob69etz7NgxNm3axBtvlH5/4uabb6ZOnTokJiayePFiV/mRI0dcQVOcQFwpOXToEJUrV6Zu3bqcOXOGBQsWcP/993td13NsCGMMt9xyC506deKee+7xe90CqMwZKCItsW4JaQrkA68bY14UkUeBPwEFe3MPGWPm2ts8CNwC5AF3GWPml7sFkWzePMjOPjffrh0E6ymwXnrNcPSo1aPQjzQHQz8HW7Vqxffff8/p06epXr06Cxcu9DqGT4jR/b1w9PXXzosQrVpBcnLw6lNwkcQ+IVg1Px/OngU7Z/xBMzB8M7Bp06a0bNmSbdu20aFDBxYuXEjnzp39Xsdy8HcOHhCRZnavwWZAQZeydMB9kM54YJ9dHu+lvBBjzOvA6wA9evQIzhPQQkFuLnz+ubMsWBeJwcq/unXBvfNORoY17IKfaAZqBvoqED0HTRGvvc2riuZ5paRvX7AHPa9wlSpZYejOc/yHchozZgwnT56kS5cujB8/npkzZ9KgQYNC4ysk2zvGZ8+e5cyZM9Szr2S7B+Pll1/OwoULue6665g1axYNGjRw9HIrcNlll/Hdd9+VWLfExEQOHz7seDpUYmIiderUoWHDhqVua3x8PBMnTixU/s033xTqWl1R9u/fz8CBA0lKSqJnz54MHjyYK+3xLYcNG8a+fdb+y+nTp/n6668dvQOXLVvG9OnTWbRokeuqzdy5c4PSjlIqTwbmAv9rjOkE9AHutAehBvinMSbZngpODBY3QLXyxjMDhw8P3tViKDykQ0aG33vNaA6Gfg727t2b0aNH061bNxITE8nPz2f8+PGA9fPr27cv27ZtIz4+nrfeeiso7fBC9/fCkectxcHsMQPnLpK4031BzUC3DJwyZQpjx44lKSmJtLQ0HnrooaC0owj+zsE5wE3265uAz9zKbxCRqiLSBuvBIyvtW5AzRaSP/ZTicW7bKG+++866EFugfn24+OLg1QcK9aDm2DG/7gtqBmoG+swY49cJ2Ax0Ajp7vO4MbPb355V26t69u4lqAwcaY8WNNf3jHwH7qM2bN5e80rFjxqxadW5au9aY/PyA1anAhRdeaLKzswPy3mvWrDE33nhjQN67LEaMGGG2bt0a7GoEnLffNyDVVHDG+DMDsXbwBgOPAvd6Wf4g8KDb/Hygb3HvGdUZmJVlTO3azgz87ruAfmSJOZiba0xqqjMHT54MaJ0KaA5GlorOwFDf3ytuitoczM01pmFDZwYuWBDQj/RpX/DQIWcGbtwY0DoV0AyMLMHYDyxPDgIzgf2cGzfwFqAB1lOKf7T/re+2/l+Bn4BtwFC38h7ARnvZVEBKqnfUZqAxxkyc6MzAceMC+nE+ZWBenjFr1jhz8PjxgNbLGM3ASFTeHAzEbcU1APfuPe6v9UpyMB0+DEuXOsuCMBC/Q1wcxMRAwZOKc3OtW4uLGSjUHwJ5r/6FF17IwIEDycvLIyYmuJ24srOzGT58OB06dAhqPaKMXzJQRFoDFwI/ABcBE0RkHJCK1bswg6IHqPZ8r/HAeLAfhBGtvvkGTpxwzR6tXJn6blcqgyImxrp15Nixc2UZGdYT3QNMc1CVk+7vhZvlyx23rmXGxhLXr18QK2TzvIvkzBlr8uOtxd5oBio/KHMOGmMKD4pmGVTE+k9gPRXZszwVCNL4KGHGGO+9p4Ot4G66I0fOlWVk+HWoLW80A5Unv58cNMa09vd7Kj/573/PnYQDSEyE888PXn3ACsM6dZzduzMyAn5yMNBuvvnmYFcBgCpVqjBu3LhgVyOq+CMDRaQW8AkwyRhzQkReBSZj7WhOBp4HbsbHgaiNjjNjmT3bMbusYUOuCvIOC2DdTuJ+cvDoUWjRIri3+vmB5mBk0/29MORxUPx9/foMLmH8pQpRcGux28UbMjICfnIw0DQDI5/mYJhZvx5273bNZlWqRNXLLw9efdzVq+c8OXjsmDUmbBjvC2oGhp9AjDmoQpXHgXHQnlLsyXOchQCMuaVUuBCRylgnBt8zxnwKYIw5YIzJM8bkYz39rpe9elEDVCtP+fmFDoy/bdAgSJXxULcujue0Z2dbTxRVSil/8dJj5rsyjOcUMN72BZVSyp88MnB13boVcqeGT2rXJs99PifHuptOqQqkJwejRWYmfPWVs6wCbik2vpzkq1PHeWCckwOnTgWqSioC+fR7FgbswaTfArYYY15wK2/mttoIrLFloIgBqiuqvmHlhx/g119ds6diYljreTAaICX+fsbEcCrWoyO/e29qpUoQKRmoAmjtWtixwzWbLcLKUMlAgLp1nd3ez5yxnlqslA80A1WJjIFPPnEUVdQFEp9+PytVKrwv6H5XiVIl8EcO6snBaPHll5CV5ZrdW60a2E8dCpRq1apx5MiRkn9RK1XipGcY6hVj5SNjDEeOHKFatWrBroo/XAT8HrhURNLsaRjwDxHZICLrgYHA3QDGmE3AR1iDYH8J3GmMySvivaPb2287Zn+oX5+cSoH/L9DXHMz0loF6sKN8EGEZqAJg0qRJLPa4dW5xTAxnPHMnAHzeF6xcmdMewzwc2r6dn3/+OYC1U5FAM1D5YtrIkdZtxbZ8YEUF3EHicwZSeF8w5+BBzUDlE3/lYOD3ClRo+Phjx+x3DRtyfYDHMIiPjyc9PZ1Dhw6VuO6xI0eom5PjVnBMu1Irn1WrVo34+PhgV6PcjDHf4X0cwbleygq28TpAtTrn8Ztv5qG333b8h/duBeWLrzl48NAhMrKyHFfsjhw+jFStSv369QNbSRX2IiUDVWAcX7aMAW4PIgH4pmNHkpOTA/7ZpdkXPHX8ODXdegvmAEePHOGU3k2iSqAZqIplDBcvWuQoWt6gAef16lXEBv5TmgzMOH6c45mZjgOBY8eOaQYqn/gjB/XkYBR4ctw47v/oI9yvxy5t2JDrA/y5lStXpk2bNj6tO3T8eD797jvch56elJQEAweSkpISmAoqpaJCt3nziHW7Yru3WjV+6dGjQg6Mfc3B1157jeHvvec4gP+ocmVe+c1vWLx4cQBrqJSKdDfu2eMsuPBCnlq9ukIGui/NviD161sPY3J7eN4/LriA+7ZtC1DtlFJRYeFCurg/8Ai4eP58Lu7ePeAfXaoMBPjd72DmTNfs7ho1aH3iBITCA/RUxNPbiqPARfPmOU4M/ly9OlX69Qtafbzp0L07qzzGfRi3aRPr1q4NUo2UUhFh506Guo01CNDi1VdZuHRpSF14SElJYcBrrznKrsvJoaPHzqxSSpXK1q0M9Oyx8re/heYTMJs0AY8nSv5x9259QJNSquyMgccec5ZdcQVUwInBMvnrX8Ft2JvWp0/D9OlBrJCKJnpyMNJ9/z39PW4lafXuu/zzxReDVCHvUlJS6OfxBKlueXkMOngwSDVSSkWEv//dcXGE88+HG28MVm2Kd801hcaCvfOnn3TsQaVU2T35pHNnPzERrr46WLUp2WOPgduYSY2ys+Gll4JYIaVUWFu8GL77zln2yCNBqYpPEhIKXSThkUf0AU2qQujJwUhmDNx/v7OsVy8YNSo49SnJb34Do0c7im7dtct6Yp1SSpXWjh3w7rvOsr/9DSpgEP4yiYmB5593FCWeOFHo6XpKKeWTHTvgvfecZQ8/7OiVEnJatoS77nKWPf00HDkSnPoopcKbZ6/BoUOhZ8/g1MVXjz4KVaqcm//5Z5g2LWjVUdEjhPcOVLnNmwdLlzrLnn46NG8lKfD001C5smu2aVaWXjFWSpXN5MmOsavo0AHGjAlefXzx29/ClVc6y+67z/G0eaWU8smTT0J+/rn5zp1D9wKxuwcegLp1z80fPw5PPRW8+iilwtOSJdbk7m9/C05dSuO88+COO5xlTzwBmZnBqY+KGnpyMFLl5Vk7V+6GDIGBA4NTH1+1awcTJjjLnnwSfHjCk1JKuWzbBjNmOMseeSR0ew26e/ZZ58DTu3bBlCnBq49SKvzs2lV4nCqPsaxCVr168NBDzrIpU8DzwSpKKVUcj16DK+vVgz59glSZUnroIU677wsePgwvvBC8+qioEAZ7CKpM3n8fNmxwzeaD1SsvHPzf/1k7hgVOnCjcJVwppYrz6KOOHjO7a9SA664LXn1Ko2NHuP12Z9nf/27tGCqlVAnuvusuvuvZE3JzXWU/V68O118fxFqV0oQJHKxa9dx8dnZ49PhRSoWGOXPgm28cRe+cd16QKlMGjRrxUXy8s+y557TDjAooPTkYiU6dssaUcbOwcWPo2jVIFSql+vUL1Z9p06yeQEopVYJ5ffvCBx84yt4+7zxnb7xQ98gjnHSv7/HjhXNRKaU85edz2UcfcbHHGH3fXnJJeGVg9er8q3VrZ9n06dYBv1JKFePlUaPIGjHCUbY4JoZNdeoEqUZl81F8PMfchtvi5Em46SYdj18FjJ4cjDB/HT+ezc2aOW69yAbe8tzBCnV33MFet6fVkZfHnm7dmPzHPwavTkqp0Dd5MkO//95RtLNmTY4PHhykCpVRw4a863mFe9o0uPde5xhiSilVwBiYNImhBw44yxMTGfvFF8GpUzl81aQJm91vgzaGvGuuYcbllwevUkqp0LZsGTf/5z9UddtXygc+SkwkOTk5ePUqg9OxsTzjeVFn3jy2X3CBjj+oAkJPDkaSnTu5bcYMOnuExZwWLWjat2+QKlVGVavy1aWXOorOO32aCe+9B8uXB6lSSqmQNnly4dvO4uJou2QJ/3zxxeDUqRxmt2jBLs/xwZ5/3ro1UK8aK6U8Pfxw4fFJW7aEzz8Pj/FWPSRdeCH/SkhwlMUAN371FYRhpiulAiw1FYYNo7rHRdRKr7zCK2vXkpKSEqSKlU1ycjKre/ZkZ82ajvIL0tNh8GDIyAhSzVSk0pODkWL1aujbl5aeB4zJyYzevDnswhDgj59/DsOGOcrq5eTApZcWumVQKRXF8vOLPDHI/PnQvXtw6lVOCd268XxSEmc8TxB+/DEMGqTjziilLGfPWvn3xBPO8iZNYOFCaNUqOPUqp5SUFJ5bvx7eeKPwg1QmTbIeMmVMcCqnlAot330Hl11mjVXv7vnnC4/jHCZSUlL4aulS2u7YAV26OBf+8AMMGACePcWVKgc9ORjmJk2axL1JSZzu3RsOHnQu/O1vrce3164dnMqVlwh88gmMGeMsz8qyyv7+d90pVCqaHT/OpwMG8HOtWoVODJ6KiYEvv4Rw6zXtJiUlhalr11J91Spo1sy5cMUK+M1v4Mcfg1M5pVTwHT7M3L59yahd27pA4uZ4bCx8/TW0bx+kyvnRrbfChx+C+9hbAI8/DnfdpUMtKBWt8vJg9mx+atECLrmkcE+6yZPhnnuCUzd/atrUOqbv2dNZvn499OsH6enBqZeKOGF/clBEhojINhHZISIPBLs+gTRp0iQGDBjgmI68+CJPbdhAjbw858pjx8IXX4TvicEC1arBe+95f0Ldww/DH/5gnSxUKopFUw4CsGkT3HEHtGjByCVLaOXRY/p0TAxvjBxpnTyLBN26wfffs6tGDWf5jh0c79yZF264ITj1UipERF0G7tgBd94JrVox7Pvvrbsq3JyKieHNUaMgMTFIFQyA0aPh888L96SeOpUlYdo7XCl/iboMPHnSGkLhggtg5Eja7dtXaJUFPXrAX/8ahMoFSP36sGABaZ4PVdm+nb3t23PvhAnBqZeKKGF9clBEYoCXgaFAZ2CMiHQObq0CJy0tjbS0NEdZQocOVPZc8b774N13oUqVCqtbQInAY4/xZIcOZHss2vHJJ9x3991BqZZSoSCacnDSpEnMb9rUurXi1VetJ7N7qlWLGkuXMumjjyq+goHUqhWvjxvH6rp1HcWn8/L4fvfu4NRJqRAQTRkI8NGll5Lfvj288or3sUdr16bmokX8byQOv3LZZbw2ejQn3MZPPA5MD6enMCvlZ9GWgU+OG0dmvXpWr+GdO72vdPfd/HblSusYMpLUrs17Y8eysl49R/ETIqRu3BikSqlIEn6jEzv1AnYYY3YCiMgHwDXAZn99wIABA/z1VuWWlpZGcnIyixcvdi548knryogIpKRYYRmBDg4Zwr3VqjF50ybq5OZyuEoVBpw6xd5XX2XlZr/9yFUIK/S7ryDAORhKGbhkyRJqAF6fUxkba/UsefRR6NChYitWQZ569VVrEP4//cm6AFSzJg936MBXW7eG1M9JBZbmYCFRk4EAvy5ZwnXeFsTFwZ//bI3F16JFRVerwkz68EPYuNEaWywjg//r0IGPd+xgR4j9nFTgaAYWElUZuHTJEkYDcd4WDh4M995r5UOEevbll+GFF+B3v4NPP4WXXmLzJ5+QlpYWcj8rFRiBzEAxYTxmm4iMBoYYY261538P9DbGTPBYbzww3p7tAGwrxcc0BA77obqhTNsYGbSNhZ1njGkUqMqEAl9yUDOwRNrGyBANbYTStVMz8Nx6Zc3BaPi90jZGjmhop2agG81Av4mGdmobI0PAjofDveegt77Chc52GmNeB14v0weIpBpjepRl23ChbYwM2saoVWIOagYWT9sYGaKhjRA97SyFgO4LRsP3rW2MHNHQzmhoYylpBvpBNLRT2xgZAtnGsB5zEEgHWrrNxwOFRyRVSqnIpTmolIpmmoFKqWimGaiU8otwPzm4CmgvIm1EpApwAzAnyHVSSqmKpDmolIpmmoFKqWimGaiU8ouwvq3YGJMrIhOA+UAM8C9jzCY/f0yZbsULM9rGyKBtjEIVkIPR8J1rGyNDNLQRoqedPtEM9AttY+SIhnZGQxt9phnoN9HQTm1jZAhYG8P6gSRKKaWUUkoppZRSSqmyC/fbipVSSimllFJKKaWUUmWkJweVUkoppZRSSimllIpSUXFyUET+JSIHRWSjW9m1IrJJRPJFpIfH+g+KyA4R2SYil7uVdxeRDfayl0RE7PKqIvKhXf6DiLSuqLa51c1bG58Vka0isl5EZotIXbdlkdLGyXb70kTkKxFp7rYsItrotuxeETEi0tCtLCLaKCKPishe++eYJiLD3JaFXRtDjWagZmC4tNGuh+ag5qBfaQZGRgba9Yj4HNQM1AwMBM3ByMhBzUDNwIC20RgT8RPQD+gGbHQr6wR0ABYDPdzKOwPrgKpAG+AnIMZethLoCwgwDxhql98BTLNf3wB8GCJtvAyItV8/AzwTgW2s7fb6Lrc6Rkwb7fKWWAMN7wEaRlobgUeBe72sG5ZtDLWpiO9cMzAy2hhRGVhUO+1yzcEwamMoTUV835qBYdbGYtoZUTnorY12uWZgGLUx1KYivnPNwchoo2ZgBLSREMjAqOg5aIxZChz1KNtijNnmZfVrgA+MMVnGmF3ADqCXiDTD+sNbYaxv+V1guNs279ivPwYGFZy1rShFtPErY0yuPfs9EG+/jqQ2nnCbrQkY+3XEtNH2T+AekmlYAAAgAElEQVQ+zrUPIq+N3oRlG0ONZiCgGRgWbQTNQS/Cso2hRDMQiIAMhOjIQc3AQsKyjaFGcxCIgBzUDNQMJIBtjIqTg6XUAvjFbT7dLmthv/Ysd2xjh89xoEHAa1o6N2OdTYYIa6OIPCEivwBjgb/ZxRHTRhG5GthrjFnnsShi2mibYHeJ/5eI1LPLIq2N4SBSv3PNwPBuo+bgOeHexlAXqd93xGYgRH4OagZGVBvDQaR+5xGbg5qBLmHbRltQM1BPDhbm7YyqKaa8uG1Cgoj8FcgF3iso8rJa2LbRGPNXY0xLrPZNsIsjoo0iUgP4K+dC3rHYS1nYtdH2KtAOSAb2A8/b5ZHUxnARcd+5ZuC5VYspL26boNIcjKg2hoOI+74jPQMhsnNQMzCi2hguIu47j/Qc1Ax0CLs22oKegXpysLB0rPvZC8QD++zyeC/ljm1EJBaog+/dRANKRG4CrgTG2t1NIcLa6OZ9YJT9OlLa2A5rbIF1IrIbq75rRKQpkdNGjDEHjDF5xph84A2gl70oYtoYRiLqO9cMdAnnNmoORkgbw0REfd9RloEQmTmoGRghbQwjEfWdR1kOagaGZxtDIgP15GBhc4AbxHrCSxugPbDSGLMfyBSRPvb92uOAz9y2ucl+PRpY5BY8QSMiQ4D7gauNMafdFkVSG9u7zV4NbLVfR0QbjTEbjDGNjTGtjTGtsf7QuxljfiVC2ghgj5lQYARQ8OSmiGljGImY71wzMDLaqDkYOW0MExHzfUdDBkLk56BmYOS0MYxEzHceDTmoGRj+bYQQyUBTwU9mCcYEzMTqmpmD9ct0i/2FpwNZwAFgvtv6f8V6Csw27Ce+2OU97B/ST8BUQOzyasAsrMEhVwJtQ6SNO7DuNU+zp2kR2MZP7PquB/4LtIi0Nnos3439dKZIaiMwHdhg/xznAM3CuY2hNhXxnWsGRkYbIyoDi2qnx/LdaA6GfBtDaSri+9YMDLM2FtPOiMpBb230WL4bzcCQb2OoTUV855qDkdFGzcAIaCMhkIEFGyullFJKKaWUUkoppaKM3laslFJKKaWUUkoppVSU0pODSimllFJKKaWUUkpFKT05qJRSSimllFJKKaVUlNKTg0oppZRSSimllFJKRSk9OaiUUkoppZRSSimlVJSKDXYFlAokEdkNnLWnAsONMbuDUiGllKpAmoFKqWimGaiUimaagao09OSgigajjTEbg10JpZQKEs1ApVQ00wxUSkUzzUDlE72tWCmllFJKKaWUUkqpKCXGmGDXQamA8dKVOtcY0yN4NVJKqYqjGaiUimaagUqpaKYZqEpDbytW0UC7UiuloplmoFIqmmkGKqWimWag8oneVqyUUkoppZRSSimlVJTSk4NKKaWUUkoppZRSSkUpHXNQRbQiHt9+qzEmNTg1UkqpiqMZqJSKZpqBSqlophmoSkNPDiqllFJKKaWUUkopFaX0tmKllFJKKaWUUkoppaKUnhxUSimllFJKKaWUUipK6clBpZRSSimllFJKKaWilJ4cVEoppZRSSimllFIqSunJQaWUUkoppZRSSimlopSeHFRKKaWUUkoppZRSKkrpyUGllFJKKaWUUkoppaKUnhxUSimllFJKKaWUUipK6clBpZRSSimllFJKKaWilJ4cVEoppZRSSimllFIqSunJQaWUUkoppZRSSimlopSeHFRKKaWUUkoppZRSKkrpyUGllFJKKaWUUkoppaKUnhyMUCLSWkS+EZHTIrJVRH4bgM94W0SyReSkiBwVka9FpGMAPudREcmxP6dgauu2vFRtFZG7ReRXETkuIv8Skar+rnOgiYgRkVNu38ebHsuLbKOI1BeR2fb2e0TkdxXfAqUCK8IycKDdluMistvL8mLbKiK/s//WT4nIf0SkfjGfFfb5ICJ/EJE8j/8zBrgtD/s2KuVJM8+xPNoyr4uIzBeRwyJivCwvto0iMsj+Hk/b3+t5FVd7pfxHc9CxPNpy8CYRWS0iJ0QkXUT+ISKxbss1B32gJwcj10xgLdAA+CvwsYg0Ku2biEgdKf7k2T+MMbWAFsBe4K2yVNaHz/nQGFPLbdrptszntorI5cADwCCgNdAWeKyMdW5Slu38+P5d3b6PW922K6mNLwPZQBNgLPCqiCT4s+5KhYBIysBTwL+AvxSxvMi22n/brwG/x/qbPw28UkxV/JIPIlJdROJKu50f33+Fx/8Zi92WaQaqSKSZR9RmXg7wEXBLEcuLbKOINAQ+BR4G6gOpwId+rLpSFUlzkKjNwRrAJKAh0BvrOPhet+Wag74wxugUYRNwAZAFxLmVfQvc5uP2lYDfAu8BJ4AWRaz3NvB3t/lhwKlS1NPXz3kUmOGPtgLvA0+6zQ8Cfi1FnZtihfRm4NUi1pkKnHSbcoFH/fX+9noGOL+0bQRqYgXjBW7LpwNPB/v3Vied/DVFWga6rf9bYHdp2go8CbzvtqydnQFxXt6/3PkA9MHaIc0A+haxzjG3fDxl51lrP77/H4DvilimGahTxE2aedGdeW7rng+Y0rQRGA8s91j/DNAx2L/XOulUmklzUHPQY5t7gP/60kbNwXOT9hyMTAnATmNMplvZOru8SCLSVkQeB3YBLwBrgPbGmL0lfaCI1ATGADt8WLcsn3OV3XV7k4jc7lZe2rYm2Mvd120iIg2KqW9lERkpIv8FtgFJwF3And7WN8ZMMHZvFeBirCD7zF/v72apWLcOfyoirX1s4wVAnjFmu8dy7TWjIkkkZmBRSmqrIw+MMT9h7yB5ea8y5YOINBOR+0RkC9bO7j6gmzFmhbf1jTF13TLyRawd2iLbXtr3t10o1i1220XkYbdbSzQDVSTSzNPMK0pJbfT8vk4BP6GZqMKP5qDmoLt+wCb7teagj2JLXkWFoVrAcY+y41hdnwsRka5Yf6SdgQ+AEcaYNT5+1r0iMgGoDewBrilqxXJ8zkfA68ABrG7Cn4jIMWPMTErZVi/rF7yOA454qfNk4M/AVqwrRb/zCOIi2V27/wP8jzFmbRHrlPX9+wPfY3Wh/jvwuYgkG2NyKb6NRX1fAesCrlQQRFoGFqektpbmb75U+SAirbBuU7kImI2VZd8a+7JrSUTkeuB3QE9jTI4f338p0AXr55GAdWtILvAUmoEqMmnmRXfmFaekNtYCDhWzXKlwoTmoOVjwHn8EegAFw25pDvpIew5GppNYYeWuNlDUSae6QEesqx7r8OHqh5vnjDF1sca2OwN0KGbdMn2OMWazMWafMSbPGLMcK2BH24tL21bP9QteF7V+B6AykAasL8WJwcrAx1hduj8oZtUyvb8xZqkxJtsYcwyYCLQBOtmLi2tjab8vpcJRRGVgCUpqa2m+i9J+bzWxTr6lY7VnSyl2Di/EGoJhhDHGc4esXO9vjNlpjNlljMk3xmwAHqfs/2coFQ4086I480rgz+9LqVCmOag5iIgMB54GhhpjDtvFmoM+0pODkWkT0NZjwM6unOta62CMWQLEY/WquAL4WURmisgQEYnx5QONMT9jnaR6UUSqB+pzCt4KEPt1qdpql3f1WPeAMaZQr0G7ztcBycBh4EP7tuYHRCS+hDpOwQqU/yu2IWV//0JvhfM7KaqN24FYEWnvsbyo70upcBTpGeiupLY68kCsJ71XxcoCT6XKB2PMFqwHHt0FdAd+FJE5IjK6mAG2C3pVzwYmFNWrujzv7+2tOJePmoEqEmnmaeYVpaQ2en5fNbHGJ9NMVOFGczDKc1BEhgBvAFfZF4d9baPmYAETAgMf6uT/CeuW0+eAasAIrEFAG/m4bUOsoFuLdX9/4yLWexu3AVntslRgop8/5xqgHtbBXS+s8QluKktbgSHAr1hdu+sBi/BxwFX78/sD/8bqavxoEev9GdgC1C7lz8zX90/AOqEYg9UNOgVrrMLKvrQRq0v7TKwrMxfZn5UQ7N9ZnXTy5xRhGVjJbsdQrNtXqgFVfGmrnRcngEvsv/kZwAfF1KnM+YB1+8UtWOPIHAWSvKwTi3Xb7xNl+JmW+P72ekOBJvbrjsBG4BF/tFEnnUJ10syL6swT+7vojHUxpBpQ1Zc2Ao3s+VH2ds8A3wf791knncoyaQ5GdQ5eijVEWL/StlFz0O17CnYFdArQD9bq5rwYq6vzNuC3ZXyfrkCtIpZ5C8frsU7eVfXj58y0/9hPYo3Nd1d52or19KIDdmj+u7R1td+jJpBcxLLFWE+Qcn9i8UN+fP9L7XaeAg5ijWvY3tc2Yj2i/T/29j9jjXMY9N9ZnXTy5xRhGTgA64DPfVrsa1uxxnb52f6b/wyoX0w9/JIPWE/NbFrEz8XY7++eka388f72sufs/DsF7MS6rbiyv9uok06hNGnmObaPtswr+Az3abevbcR6GupW+/tcjI9PENVJp1CbNAcd20dbDn6DNb60+/vP87WNmoPWJPaXoZRSSimllFJKKaWUijI65qBSSimllFJKKaWUUlFKTw4qpZRSSimllFJKKRWl9OSgUkoppZRSSimllFJRSk8OKqWUUkqpCiciMSKyVkQ+t+fri8jXIvKj/W89t3UfFJEdIrJNRC53K+8uIhvsZS+JiASjLUoppZRS4SzqHkjSsGFD07p162BXQylVAVavXn3YGNMo2PUIJZqBSkWPUM9AEbkH6AHUNsZcKSL/AI4aY54WkQeAesaY+0WkMzAT6AU0BxYAFxhj8kRkJTAR+B6YC7xkjJlX3OdqDioVHUI9A4NFM1Cp6FGaHIwNdGVCTevWrUlNTQ12NZRSFUBE9gS7DqFGM1Cp6BHKGSgi8cAVwBPAPXbxNcAA+/U7wGLgfrv8A2NMFrBLRHYAvURkN9aJxRX2e74LDAeKPTmoOahUdAjlDAwmzUClokdpcjDqTg6qcjIGpk6FBQugTh1o1w7atrX+7dIFatcOdg2VUkopFfpSgPuAOLeyJsaY/QDGmP0i0tgub4HVM7BAul2WY7/2LC9ERMYD4wFatWrlj/orpZRSSkUMPTmofDZp0iRazJvHX7Zv975C9erw2mvw+99XbMWUUqoCTJo0ibS0tELlycnJpKSkBKFGSoUnEbkSOGiMWS0iA3zZxEuZKaa8cKExrwOvA/To0SO6xtTxI285qBmolIoWkyZNYvOaNdy6cyftTp0ivXp1ttSujenZkwffeQcq6SMdVPjSk4PKZ+vWruV/duwoeoUzZ+COO2D4cIiLK3o9pZQKQ2lpaaSlpZGcnOwoU0qV2kXA1SIyDKgG1BaRGcABEWlm9xpsBhy0108HWrptHw/ss8vjvZSrACnIwe5JSRgR1qxbF+wqKaVUhUlLS+PqlSu5LisLgO7HjnHN/v2wbRvMmQOXXQbPPw/aQ12FIT05qHzWMyODdvn5xa908iQzR4xgzIIF5OTkkJ6eztmzZyumgipqVatWjfj4eCpXrhzsqqgIl5yczOKHH4Zp0yAujhf27WNLZibk5ICX3z/NQVURwi0DjTEPAg8C2D0H7zXG3CgizwI3AU/b/35mbzIHeF9EXsB6IEl7YKX9QJJMEekD/ACMA6ZUaGOi0F0tWvD4+vVw+jSra9ZkRXo6/PgjtG9faF3NQFURwi0DVfiqlpfH+Nxc7wtPnICPP4ajR2HhQkAzUFUcf+SgnhxUPhuxd6+zoF8/Fp46RbPt2+mcmekqTly1CoD09HTi4uJo3bo1It7u/FGq/IwxHDlyhPT0dNq0aRPs6qgI1+zMGbjySrB38gqeokBcHPToAQ8+CFdc4Vpfc1AFWoRl4NPARyJyC/AzcC2AMWaTiHwEbAZygTuNMXn2NrcDbwPVsR5EUuzDSFT5VM/N5b5t2yDP+vq7HztG92PH4IILrJODf/oT/O//um6t0wxUgRZhGahC3OADB6iVl1f8SosWWT0JO3TQDFQVwl85qDfFK9/s3Envo0edZc88w6DUVDqvXeso7nLiBGzZwtmzZ2nQoIEGoQooEaFBgwZ6RU5ViOH79rlODDpkZcGyZTByJLgNv6A5qAIt3DPQGLPYGHOl/fqIMWaQMaa9/e9Rt/WeMMa0M8Z0MMbMcytPNcZ0sZdNMMboeIIBNKS4A+Mff4T77oM333QVaQaqQAv3DFRhxBhGenaWufRSfqhXjxMeq35lj8GvGagqgr9yUE8OKt+8+qrzl6V7d+jd23rdrh0MGOBc/623ADQIVYXQ3zNVEarm5THs11+LXyk725V/BfT3UwWa/o6pCpGfzyjPA2NvXnnFMau/nyrQwu13TEQ6iEia23RCRCaJyKMistetfJjbNg+KyA4R2SYil7uVdxeRDfaylyTcvoxwsmQJbU6fPjcfEwNvv83MceN49YILHKt2Xb8e7OG49EeiKoI/fs/05KAq2enThQ52mTAB3H8Bb7nFufzdd0Ev3iulIsiggweJcx9npl49ljZsyOEqVZwrzpjhuuVOKaUixty5xJ85c26+cmVea9OGb2JjcYxIvW4dz9x4Y0XXTqmwYYzZZoxJNsYkA92B08Bse/E/C5YZY+YCiEhn4AYgARgCvCIiMfb6rwLjscZibW8vV4EwxWNI2+HDoWVLUlJSuH/VKqhe3bWoSVYWfPNNBVdQqfLRk4OqZDNnQkbGufkGDeD6653rjBoFdeqcmz90yHp6cZDFxMSQnJzsmp5++uli11+8eDHLly8vcvmcOXNKfA9/mzZtGomJiSQnJ3PxxRezefNm1zL39l199dWu8oULF9KtWzfXNjs8njK9atUqYmJi+PjjjwGry3uvXr3o2rUrCQkJPPLIIxXTuCglIv8SkYMistGtTK8WhzJjGLHP4yGo48fzt4QEularxplKbv+dpqfzyrXXVmz9ihEJObh06VK6detGbGysK7cKvPPOO7Rv35727dvzzjvvuMrHjh1Lhw4d6NKlCzfffDM5OTmA1b46deq4vo/HH3/ctc2XX35Jhw4dOP/88yu8jUqFvJQU5/z117Pl6qt57KKLSK1Xz7Go1ZIlFVix4kVCBr7wwgt07tyZpKQkBg0axJ49ewDYs2cP3bt3Jzk5mYSEBKZNm+ba5pJLLnG1uXnz5gwfPty1bPHixa5t+vfvD8Avv/zCwIED6dSpEwkJCbz44osV2sYoNgj4yRizp5h1rgE+MMZkGWN2ATuAXvZT3WsbY1bYQyq8Cwwv5n1UWf38M/znP86yCRPOva5d2zoedue2TxJMkZCBb7/9No0aNXK14U234SuGDBlC3bp1ufLKK71u+z//8z/UqlXLNX/8+HGuuuoq13Hvv//9b9eyY8eOMXr0aDp27EinTp1YsWJF4BoViowxUTV1797dqFLIzzcmOdkYqx+gNd13n/d1b7/dsd7mxYsrtq5e1KxZs1TrP/LII+bZZ5/1uiwnJ8cfVSq148ePu15/9tln5vLLL3fNF9W+9u3bm82bNxtjjHn55ZfNTTfd5FqWm5trBg4caIYOHWpmzZpljDEmPz/fZGZmGmOMyc7ONr169TIrVqzwd1MCqqC97oBUEwK54zkB/YBuwEa3skexntjpuW5nYB1QFWgD/ATE2MtWAn0BwRqEf2hJn60ZWEbLljlzUMSYXbvMxIkTTf/+/c2XTZo4ln/ZpIkxxvvvZUWLhBzctWuXWbdunfn973/vyi1jjDly5Ihp06aNOXLkiDl69Khp06aNOXr0qDHGmC+++MLk5+eb/Px8c8MNN5hXXnnFGGPMN998Y6644opCn5Gbm2vatm1rfvrpJ5OVlWWSkpLMpk2bKqaBfhBOGRjsSXOwDNavd2YgGJOaem75jBmOZQerVDEmN1cz0E8WLVpkTp06ZYwx5pVXXjHXXXedMcaYrKwsc/bsWWOMMZmZmea8884ze/fuLbT9yJEjzTvvvGOMMSYjI8N06tTJ7NmzxxhjzIEDB4wxxuzbt8+sXr3aGGPMiRMnTPv27TUDK2AC/gVMsF8/CuwG1tvl9ezyqcCNbtu8BYwGegAL3MovAT4v4nPGA6lAaqtWrcr7dUefBx905l+XLtZxsruvv3auU6OG2bxxY3Dq6yYSMvDf//63ufPOO70uW7BggZkzZ47XfbtVq1aZG2+80fEdPPHEE+Y++3zGwYMHTb169UxWVpYxxphx48aZN954wxhj5WtGRoa/mxJQ5c1BfVqxKtKkSZPIWbKEl9PSXGX5QKXbb/e+wS23wKuvnps/c8Yaf8vzlrsQ0Lp1a2666Sb++9//kpOTw6xZs6hWrRrTpk0jJiaGGTNmMGXKFN566y3q16/P2rVr6datG4mJiaSmpjJ16lQOHTrEbbfdxs8//wxASkoKF110EUuWLGHixImAde//0qVLiYuLK3Nda9eu7Xp96tQpn8YTEBFOnLCGxj1+/DjNmzd3LZsyZQqjRo1ilf1U6YL1C66o5OTkkJOTo+NjBJAxZqmItPZxddfVYmCXiBRcLd6NfbUYQEQKrhbrkzoD4eWXnfNXXgmtW5NS0JNm4UL47W9di/sdOgRuT3EPReGUg61btwagUiXnDQ/z589n8ODB1K9fH4DBgwfz5ZdfMmbMGIYNc3W+pVevXqSnpxf7GStXruT888+nbdu2ANxwww189tlndO7cucz1VipivPSSc/7ii63xpwsMHw41a8KpUwA0ys62ntgZH1+BlSydcMrAgQMHul736dOHGTNmAFDFbR87KyuL/Pz8QttmZmayaNEiV++Y999/n5EjR9KqVSsAGjduDECzZs1o1qwZAHFxcXTq1Im9e/dqBgaQiFQBrgYetIteBSYDxv73eeBmrIvAnkwx5YULjXkdeB2gR48eOvZTaZw9C2+84SzzHGILYOBAK/MK9jdOn7amEBVOGVicQYMGsXjx4kLleXl5/OUvf+H9999n9uzZrnIRITMzE2MMJ0+epH79+sTGxnLixAmWLl3K22+/DVj5WiUEz2MEkt5WrIqUlpbGgE2bHGWb2rYF+yCtkG7d2FGzprPsyJHAVM5HZ86ccXSj/vDDD13LGjZsyJo1a7j99tt57rnnaN26Nbfddht33303aWlpXHLJJQBs376dBQsW8Pzzzzvee+LEidx9992sWrWKTz75hFtvvRWA5557jpdffpm0tDS+/fZbqruNP1HA/VYP92nBggVe2/Hyyy/Trl077rvvPl5y20E/e/YsPXr0oE+fPvzHrav7m2++ybBhw4iPj2f69Ok88MADAOzdu5fZs2dz2223FfqMvLw8kpOTady4MYMHD6Z3wQNnVEWaICLr7duOC+7RagH84rZOul3Wwn7tWV6IiIwXkVQRST106FAg6h3ZDhyAWbOcZXfe6ZwfMMBxEFw9Px8+/TTwdfNBpOSgN3v37qVly5au+fj4ePZ6PDAhJyeH6dOnM2TIuWGYVqxYQdeuXRk6dCib7P/nfHkvpaLSoUMwfbqzbNIk53zNmoVvqfPcJkgiLQPfeusthg4d6pr/5ZdfSEpKomXLltx///2OC8IAs2fPZtCgQa6Lzdu3bycjI4MBAwbQvXt33n333UKfsXv3btauXav7goE3FFhjjDkAYIw5YIzJM8bkA28Avez10oGWbtvFA/vs8ngv5cqfPvwQDh92zWbGxoK3cVVjYsB+SrHLyZMBrlzJIiUDP/nkE5KSkhg9ejS//PKL13XcTZ06lauvvtp10aPAhAkT2LJlC82bNycxMZEXX3yRSpUqsXPnTho1asQf//hHLrzwQm699VZO2Re8ooX2HFRFisvJYbj74PtAottYJoWIMLdpU+766adzZYcPQ9Omha+sVJDq1auT5tbz0d3IkSMB6N69O58WcxB/7bXXEhMTU6h8wYIFjvH/Tpw4QWZmJhdddBH33HMPY8eOZeTIkcR7uWr+7bfflqodd955J3feeSfvv/8+f//7313jav388880b96cnTt3cumll5KYmEi7du345z//ydy5c+nduzfPPvss99xzD2+++SaTJk3imWee8dqemJgY0tLSOHbsGCNGjGDjxo106dKlVPVU5aJXi0PVG2+APV4dAO3bw+DBznUKdgifeupc2TvvQK9eBFuk5KA31t0STp69nu+44w769evn2sHt1q0be/bsoVatWsydO5fhw4fz448/+vReSkWl11+HrCzX7K9Vq9L0mmsKr/f731sPpCvw6adw//0VUMHiRVIGzpgxg9TUVJa4jenYsmVL1q9fz759+xg+fDijR4+mSZMmruUzZ850HbAD5Obmsnr1ahYuXMiZM2fo27cvffr04QL7aasnT55k1KhRpKSkOO5eUQExBphZMCMizYwx++3ZEUDB2NRzgPdF5AWgOdaDR1YaY/JEJFNE+gA/AOMAj6dmqHIxptCDSOY2bcr1nh1iCtx0k3NfMCvLmqpWDWAlixcJGXjVVVcxZswYqlatyrRp07jppptYtGhRkevv27ePWbNmee1ROH/+fJKTk1m0aBE//fQTgwcP5pJLLiE3N5c1a9YwZcoUevfuzcSJE3n66aeZPHmyz/UMd9pzUBUp+dgxKrsfLLVvD4MGFbvNgiZNyHIvyMri582bXV2NQ0lVO6RjYmLI9TgJ6q5mEeGfn5/PihUrSEtLIy0tjb179xIXF8cDDzzAm2++yZkzZ+jTpw9bt24ttG1ZrxbfcMMNjh6CBVeH27Zty4ABA1i7di2HDh1i3bp1rqu9119/vWtQ2dTUVG644QZat27Nxx9/zB133OF4P4C6desyYMAAvvzyy2LrovxLrxaHqNxceO01Z9kdd0AlL/99jhvnnP/mG2v7EBaOOeguPj7ecfU4PT3d0Wvmscce49ChQ7zwwguustq1a7uGURg2bBg5OTkcPny4xPdSKiplZxcaVuHTFi0g1kv/goEDoYVbB/ZTp0L6ljoIrwxcsGABTzzxBHPmzHHV213z5s1JSEhwHHAfOXKElStXcsUVV7jK4uPjGTJkCDVr1qRhw4b069ePdevWAVZP61GjRrkO6FXgiEgNYDDgfuF7trEAACAASURBVEbmH/aD5tYDA4G7AYwxm4CPgM3Al8Cdxpg8e5vbgTexHlLyEzq8jN9MmjSJW3r2hNWrXWX5wGfF7Rt06MAmz9tng3wnXXHCJQMbNGjgquuf/vQnVrv9TLxZu3YtO3bs4Pzzz6d169acPn2a888/H4B///vfjBw5EhHh/PPPp02bNmzdupX4+Hji4+Ndx9CjR49mzZo1xX5OpNGeg6pIFx475iy48krvB8Ru2vbsybIff+RSt1sXq589y1FvO5EhKC4uzjVWX0kuu+wypk6dyl/+8hfAug07OTmZn376icTERBITE1mxYgVbt26lY8eOjm1Lc6Xkxx9/pH379gB88cUXrtcZGRnUqFGDqlWrcvjwYZYtW8Z9991HvXr1OH78ONu3b+eCCy7g66+/plOnTgDs2rXL9b5/+MMfuPLKKxk+fDiHDh2icuXK1K1blzNnzrBgwQLuD4Gr/dFErxaHqDlzzo0dA5ypVInqf/iD93U7drR6Cq5cea4sDG9HCMUcLMrll1/OQw89REZGBgBfffUVT9lX7N98803mz5/PwoULHWMV/vrrrzRp0gQRYeXKleTn59OgQQPq1q3Ljz/+yK5du2jRogUffPAB77//frnrqFRY++QT2L/fNXumUiXmNmvGHd7WjYmBsWPhH/84V6YZ6JcMXLt2LX/+85/58ssvXWMEgnURo0GDBlSvXp2MjAyWLVvGPffc41o+a9YsrrzySqpVq+Yqu+aaa5gwYQK5ublkZ2fzww8/cPfdd2OM4ZZbbqFTp06O91CBYYw5DTTwKPt9EatjjHkCeMJLeSqgt/oEQFpaGhd7DLGVWq8ejfv2LXa7+U2bkuA27nT2/v3sOnGC6jVquMb6DGWhmIH79+933R48Z84c17FtUa644gp+/fVX13ytWrXYsWMHAK1atWLhwoVccsklHDhwgG3bttG2bVsaNmxIy5Yt2bZtGx06dGDhwoVRN+aq9hxURSp0cvDSS0vcJiUlhUvfestRVjuIt2V5jrFQMPZeUa666ipmz55NcnJyiYH10ksvkZqaSlJSEp07d2aafct1SkoKXbp0oWvXrlSvXt0xLkxZTJ06lYSEBJKTk3nhhRdctxRv2bKFHj160LVrVwYOHMgDDzxA586diY2N5Y033mDUqFF07dqV6dOn8+yzzxb7Gfv372fgwIEkJSXRs2dPBg8eXOTj4FX5ichMYAXQQUTSReQW9GpxaPLoNfh1kyZQt27R63v0Hsw9fpxtW7cGtfd0JOTgqlWriI+PZ9asWfz5z38mISEBgPr16/Pwww/Ts2dPevbsyd/+9jfXw0luu+02Dhw4QN++fUlOTubxxx8H4OOPP3bV7a677uKDDz5ARIiNjWXq1KlcfvnldOrUieuuu871OUpFo0mTJrHIHlC+wPTYWE4Wd8HXc7yts2et3odBFAkZ+Je//IWTJ09y7bXXkpyczNVXXw1Y+4K9e/ema9eu9O/fn3vvvZfExETXdh988AFjxoxxvFenTp0YMmQISUlJ9OrVi1tvvZUuXbqwbNkypk+fzqJFi1zf1dy5c8tVb6XC3RU1ajjmez322LmH0RXh0KWXku12/FvFGOT0ac6cOROQOpYkEjLwpZdeIiEhga5du/LSSy+5HhoCVg/Ea6+9loULFxIfH8/8+fOLfa+HH36Y5cuXk5iYyKBBg3jmmWdo2LAhYD24c+zYsSQlJZGWlsZDDz1UrnqHG/E2xk4k69Gjh0lNTQ12NULfgQPWWIEFKlWCo0ehTp2Stz1+HOrXZ8sXX9DJ/kPbUbMm55dwhl+p8tiyZUuhq0gistoY0yNIVQpJmoG++8uECTzxyitUcft/8pbu3XmruO/vyBFyGzcm1n5i5JZ586jUuDHUrEmHDh0CXWUVxTQDfac56JsB/fsz69tvaeSWgXcmJ1O5f/9iD45/jIujvT0I/5Z582jQogVn69QJix4zKnxpBvpOM9A3g/r3Z86yZdTMyztXuGED+DIm+3XXwaxZbJk3j04NG3KkShUOV62q+4IqoMqbg9pzUHnnOXhnjx6+nRgEa71u3RxF1d1DVSmlwkDOt986Tgz+WrUqcRdfXPxGDRoQ6zFQf2MvAzgrpVSoa3P6tOPEILVq8fLKlSX2mtl44YWO+bisrKD1mFFKqbJqn5npPDHYqBH4ekeBx5idNUJ8DGqlQE8OqqJ4Pv1n4MDSbT9ggGO2hp4cVEqFGc+hFZqOGVPiQTFgPanOTVxurvW0O6WUCiMX2mN5uvTvD5Url7jdiI8+coxRXR2obPemVkqpcNHNc4itAQPA1+Gy+vd3zFbLz0d0X1CFOD05qLz75hvnvJ4cVEpFmULjrvqag0OHgtsYNbHGOJ/8rpRSYaDQgbEPY08D1rA0HnmpvWaUUuEmuaz7gQDNmoH9EEkAQe+kU6FPTw6qwtLT4ccfz83HxkJJt9J58li/an4+5OT4oXJKKVUBTp+mk9uT5gDfdwqrVIHf/MZRpBdIlFJhJS+v8IGxrycHvayrGaiUCivZ2SQeP+4s084yKsIF7eSgiMSIyFoR+dyery8iX4vIj/a/9dzWfVBEdojINhG53K28u/10zx0i8pJIEB+LG0k8ew327g01a5buPerUsQ6Q3XkeaCulVKhatszZ269dO2jZ0vftPXcItdeMUiqcpKVRy/1Atn59SEryfXuPW+qq5+Xp8ApKqfCxahXV3YdDaNoUSvswEW85qFQIC2bPwYnAFrf5B4CFxpj2wEJ7HhHpDNwAJABDgFdEpGB091eB8UB7expSMVWPcJ7jDZbmSrG7atWc8xF0cvDmm2+mcePGdHF7WtUvv/zCwIED6dSpEwkJCbz44ovFlgNs27bN8Wj52rVru8Y0a926NYmJiSQnJ9OjR9EPGHrxxRfp0qULCQkJjvHQjh07xujRo+nYsSOdOnVixYoV/v4alIpc5R1aIQoOjAOdg2fPnqVXr1507dqVhIQEHnnkkSLr4i0HS7O9UsqDt7GnK5XisKFnT6he3TVb2RjIyvJT5UJDRewLevsMT8Vlna/7kkopD972A0vbD8lz3MG8PIigE4Shsh9YXIbq8XApGWMqfALisU4AXgp8bpdtA5rZr5sB2+zXDwIPum07H+hrr7PVrXwM8FpJn929e3ejSnDeecZYh7HWtGhRmd5m8+rVxqxadW7asMG/9QyiJUuWmNWrV5uEhARX2b59+8zq1auNMcacOHHCtG/f3mzatKnIck+5ubmmSZMmZvfu3cYYY8477zxz6NChYuuxYcMGk5CQYE6dOmVycnLMoEGDzPbt240xxowbN8688cYbxhhjsrKyTEZGRvkbHsI2b95cqAxINUHIuFCeNAN91KePMwffe6902589a0y1ambzvHnnMvDMmcDUNUgCnYP5+fkmMzPTGGNMdna26dWrl1mxYkWhbYrKQV+3jxSagZqDfjVkiDMDX3659O8xaJAzAw8e9H89g6gi9gW9fYan4rLOl33JSKEZqBnoV5de6sxA+5iqtDZ//bXzePj4cT9XNHhCZT+wqO2N0eNhY0qXg37tOSgiVUSkqQ+rpgD3Ae6PLmtijNkPYP/b2C5vAfzitl66XdbCfu1Z7q1e40UkVURSDx065FNbotauXbBnj2s2WwT69i3be1Wt6pw/ezYo4w4OGDCAbdu2AXDkyJFir776ql+/ftSvX99R1qxZM7p16wZAXFwcnTp1Yu/evUWWe1q4cCHt2rXjvPPO87keW7ZsoU+fPtSoUYPY2Fj69+/P7NmzOXHiBEuXLuWWW24BoEqVKtStW7eszVU+KkUGqlCWmQmrVjnLSttzsGrVQuMOcvJk+epVDuGYgyJCrVq1AMjJySEnJwdvo4cUlYO+bq/8RzMwQmRnw7ffOsvKcheJx/AKwbyDJBwzsKjP8KRZF1o0ByPA2bOwfLmzrLT7gQVC5E66cMzAsmSb+/Z6PFx65T45KCIfiEgdEakObAQ2i8i9xax/JXDQGLPa14/wUmaKKS9caMzrxpgexpgejRo18vFjo5THbSQb69QpHGq+qlSp8FiFQQjEHTt20N5+WtT69etJTEwstM4ll1zi6I5cMC1YsKBMn7l7927Wrl1L7969fSoH+OCDDxgzZoxrXkS47LLL6N69O6+//rrXz+nSpQtLly7lyJEjnD59mrlz5/LLL7+wc+dOGjVqxB//+EcuvPBCbr31Vk6dOlWmtqjilTYDVRj47jvnbR8dOlhPnSstj9tJgnlgHK45mJeXR3JyMo0bN2bw4MFetykqB33dXpWPZmAEWrUK3PcZmjUr/VhbUDgDT54M2vAK4ZqBvioq63zZl1TlpzkYYb7/3jpBWKBlS2jbtmzv5dlZJkj7guGagaXdj3PfXo+HSy/WD+/RwRhzXERGA4uAe4DvgeeKWP8i4GoRGQZUA2qLyAzggIg0M8bsF5FmwEF7/XTAfRT4eGCfXR7vpVyVh8f4Cmvr1qVbed4vLs65g5mZaQ1qXUH27NlDixYtqGSPk7N+/XqSvAyo/a3nFfJyOHnyJKNGjSIlJYXatWuXWA6QnZ3NnDlzeOqpp1xly5Yto3nz5hw8eJDBgwfTsWNH+vXr59iuU6dO3H///QwePJhatWrRtWtXYmNjyc3NZc2aNUyZMoXevXszceJEnn76aSZPnuy3diqX0magCnXlHW+wQP/+cObMufkg7RCGcw7GxMSQlpbGsWPHGDFiBBs3bix0tbuoHPR1e1VumoGRxtvY02XpidarFyxefG4+O9sad7CsF53LKJwz0FdFZZ0v+5LKLzQHI4k/xhssUK2ac7zVU6cgP790Y7iWUzhnYGn24zy31+Ph0vPHb2Vl+9/+/8/encdHVd3/H399spEAkRAWWQICKhiWEHYQFfy5+7VVFhVcW7HYftWSr7VS67cutX5dShVUbF2rrQpaixUVUQMFZBNZEg0gi4AsUmULBJJAlvP7496EuZOZZCaZfT7Px2MeZM7c5ZwhvLnLuecA84wxpTgfF3YwxtxrjMkyxnTDmmhkoTHmBmAucLO92M3Ae/bPc4EJItJMRLpjTTyyyn70uEREhtuzFN/kso5qDGPqHBCua2rX2/R05/sQnxwXFBQ4wm/NmjUewzBQd0oqKioYN24c119/PWPHjm2wvMZHH33EwIEDOfXUU2vLOnXqBED79u0ZM2YMq1at8rjPSZMmsXbtWpYsWUJmZiZnnnkmWVlZZGVl1d5dGT9+PGvXrvWrLcpnfmWgigKBujg4bJjzYLLmxDjEojkHa2RkZDB69Gjmz5/vcZ+ectCf9VWTaAbGmkBNTNesWd1eM2EYXiEWMtBX7lnn67GkajLNwVgSqONAgKQkSEk5+d4YZ8eZEIiFDPTlOM59fT0f9l8geg5uEJFPgLOA39jdqRvjMeBtEZkE7ASuBjDGrBeRt4ENQCVwuzGm5nmvXwCvAmnAR/ZLNdbmzbB3b+3bsoQEvna/uOevli2dz4DXjDuYnFzPSoFTWFhIud0tfMuWLbz33nv84Q9/qLNcIO6UGGOYNGkS2dnZ3HXXXQ2Wu5o1a5ajC/WxY8eorq4mPT2dY8eO8cknn3D//fd7XPeHH36gffv27Ny5kzlz5rBixQpat25Nly5d2LRpE7169WLBggX07t27yW1UHgUqA1UkOHwY3A8c3MfN8lVqqvOAEKwbJO4ny0EWrTm4b98+kpOTycjIoKysjPz8fKZOnepxXU856M/6qkk0A2NJWVndsbYae3EQPD9S17Zt47fXCNGagb7ylnX+HEuqJtMcjBWlpdZjxa6acnEQrM4yBw6cfF9SUrcDTRBFawb6exznvn6HDh30fNhfvs5c4u2FdWHuKqC7/b4zcGlTtxusl87OVI/nnnPMyvR569Zm1KhRjd5czWw5pe6zFh84EKAKN2zMmDHmuuuuMzk5OeaGG24ww4YNM7///e+bvN0JEyaYDh06mKSkJNO5c2fz0ksvmc8++8wApl+/fqZ///6mf//+5sMPP/RaXuPYsWMmMzPTFBcX15Z98803Jicnx+Tk5JjevXubP/zhD479X3bZZWbPnj3GGGPOOecck52dbXJyckx+fn7tMuvWrTODBg0y/fr1M1deeaU5ePBgk9sdycI1S51mYIyZO9eRg9uaN2/S5jYsX+7Mv23bAlRR30VrDhYWFprc3FzTr18/06dPH/PQQw859t9QDja0fqzRDNQcDIj8fEcG7klNbdLmNqxd68zAwkJjqqsDVFnfRGsGettHjZoM9JZ1DR1LxppwzlYcbTmoGViPTz8NbAZu2GDMvn3OHPz66wBV1jfRmoH+HAd6y1A9H/YvB5vcc9AYUyYiG4AcYDtwBNA+61EmLy+PK998E9f7Ih+6jpXVBKVJSaSdOHGyIITjDn755ZesW7eO9ADfnZk1a5bHcuvfn+/lAM2bN+eA690koEePHhQWFnpdZ968ebU/e7vLk5uby+rVq71uQwWGZmCM8TDuavembC811Tm5SRgeqYvWHMzJyWHdunVe12koBxtaXwWGZmCM8TC8TKembK9ZM6pLS0+OY3TihPUKYQ/qaM3A+vYBJzOwU6dOHrOuoWNJFTiNyUER2QGUAFVApTFmsIhkAm8B3YAdwDXGmEP28vcCk+zlf2mM+dguH8TJJ+nmAVNMfb9sqn4ejgOblIFQt5fg0aMhHXcwWjPQn+NAbxmq58P+afLFQRG5GbgXSMEa868TMBO4sKnbVqFTsG4dv92/31H2fXY2ubm5Td52WWIieX/6EwWbN1sFnmYxboTc3FymT5/u9fOSkhISEhICHoRKudIMjDEeDgrrjorih5QUqsvKSICTOdiiRcAOCDUHVbhpBsYYt4uDazMy+K+mbE+E8sREmldVnczA1NSADS+jGagiQRNy8HxjjOsJ2G+ABcaYx0TkN/b7qSLSG2us/j72tvNFpKexhtr6MzAZawKUecCl6FBbjed2HFjQ1AwESEmhQoRfT5t28ny4eXNITGzqljUDVUAF4uwkDxgMHAYwxmwCOgRguyqEupSV0d71an7Llvxl1ap6w8ZXZYmJFGzefDIMq6utjtpNUFBQQEFBQb3LpKens7lmn0oFj98ZKCKviMgPIlLkUpYpIp+KyBb7z9Yun90rIltFZJOIXOJSPkhEvrI/e9qenEk11sGD4NLLohoobOqkTAkJlNsHf7U56NqTsAk0B1WE0OPAWFFSAl984Shq8sR0QKlmoIp9gcrBK4HX7J9fw3pUuaZ8tjHmuDFmO7AVGCoiHYFTjDEr7N6Cf3NZR/npnttvp9JtvMFAZCAilLqfDwcgBzUDVaAFYkKSE8aYo27npJUB2K4Kof7Fxc6CkSOt2ZUCoFqEKiC3Z08WPf88APtbtaKt22yS/hjd2AkClAq8xmTgq8CzWAdxNfRucbgtXuy4cbGtRQuOBKB3S5ndawbsHHzjDejWrcnb1RxUEUKPA2PF0qWOE9ZvmzfnYAAe/y116R2T27Mni154ATzMlOkvzUAVQRqTgwb4REQM8Lwx5gXgVGPMXgBjzF4RaW8v2xnrWK/Gbruswv7ZvbwOEZmMdcxI165dfWpUvKlaupQkl+PAPampZNkz3TZVmX1eXXM+fCwxkQNt2jTp70IzUAVaIHoOHhCRnlgBh4jcgDOkVBTof/iws+C88wK27bS0NKrdHqFLLC0N2PaVCjO/M9AYswQ46Fasd4vDbdEix9uCQNwtxnliDHDi4EE2bdrEzp07A7J9pcJMjwNjRP7vfud4/2llYK7xlicmUu1acOIEHD8ekG0rFSEak4MjjTEDgcuA20WkvpMvT0+GmHrK6xYa84IxZrAxZnC7du0aqFp8ynHrLNP5uusC8hQdQLXbkFqpVVWU6fmwijCB6BqWB7wJ9LIHVi0FfhSA7apQMYZc956Do0YFbPNdu3YluVkzcJngpHmAHilRKgIEKgP1bnEY5eXlccfLL3OGS9mcQ4cCsm1p2RLjkn8p1dVUHDsWkG0rFQH0ODBGdHJ79GzP6acHZOxpY4876FBSEtJJSZQKMr9z0Bjznf3nDyLyLjAU+F5EOtrHgR2BH+zFdwNdXFbPAr6zy7M8lKtGqNNZJoDnw526dQOR2idUEoHU6up611Eq1AIxW/FmERkG9MS6e7HJftxNRYvt22nnOptwaioMGRLYfbgdFDarroaKioANSK1UuIQgAwNytxh4AWDw4ME6g50H33zxBT1cLthVAyW5uQE5Mc467TRwuzucmZJCSZO3rFT46XFgjDh6lF4lzlR6YOFC6BCY4SOPuJ0EH96zh8OlpXrDSsUEf3NQRFoACcaYEvvni4HfA3OBm4HH7D/fs1eZC7wpIk9iDTFzJrDKGFMlIiUiMhz4HLgJeCYojYx15eX0PnLEWRbAJ+kQsYbsqqioLWoeoN7ZSgVKoy8OikgzY8xxEWluF31r/9lMRDDGaD/ZaLF4sfP9iBGQkhLYfYjUnZGppAQyMwO7H6VCJAgZqHeLwyjn8GHHOBsJ/fvz/rJlgduB2yxxzauqKNGbIyqK6XFgjFm2DMdRWq9eAbswmJaWRoXbSXBqRQX/celRrVQ0akIOngq8a49RmAS8aYyZLyJfAG+LyCRgJ3A1gDFmvYi8DWzAGsvwdpeLj7/AGss6DWvcaR17ujFWrSLFdcLMrl0DMj60Q2Ki8+KgPkmnIkxTeg6uAAYCRznZi8X1z6bPza1CY8kS5/sAdqF2VbBpE6Nvu+1kQUpKox8pKSgoCEiPnqbatWsXN910E//5z39ISEhg8uTJTJkyBYD58+czZcoUqqqquPXWW/nNb35Tu15VVRWDBw+mc+fOfPDBBx637W39p556ipdeegkRoV+/fvz1r38lNTU1+I1V7gKdgXq3OIyCObQCUHtxsGDzZkbfdhsGe6KS5s3rX68ekZKDALfccgsffPAB7du3p6iodhJuZsyYwYsvvogxhp/97Gfk5eUBUFxczK233kpRUREiwiuvvMKIESPqbNfbct62q0Kq0RkoIl2wxkntgNVR9wVjzAwRyQTeAroBO4BrjDGH7HXuBSYBVcAvjTEf2+WDOHliPA+YYo/DqvzhfqM4wMPLYPccrMlAsDIwLU4z0JdjOW/HmOXl5Zx33nkcP36cyspKxo8fz0MPPRTS9qpajcpBY8w2oL+H8gPABV7WeQR4xEP5aqBv46qvagUxA2vZMxY7zofdbh77I1IysDHnw/WdJ7vydhzo6/rKP42ekMQeQBVjTIIxJtH9z8BVUQVdCMIwNzeX3H79nIVN6EqdG6DH/ZoqKSmJP/3pT2zcuJGVK1cyc+ZMNmzYQFVVFbfffjsfffQRGzZsYNasWWzYsKF2vRkzZpCdne11u97W37NnD08//TSrV6+mqKiIqqoqZs+eHYqmKjdNyUARmYV1QNlLRHbbd4gfAy4SkS3ARfZ7jDHrgZq7xfOpe7f4JaxJSr5B7xY3Wp1xZgI9A1zLluT26kVuz56Addbg6blwf0RKDgL85Cc/Yf78+Y6yoqIiXnzxRVatWkVhYSEffPABW7ZsAWDKlClceumlfP311xQWFnrNQ0/L1bddFTpNPA6sBH5ljMkGhmMNxt+bk7O2nwkssN/jNmv7pcBzIlKzj5pZ28+0X5cGtKHxwm1CpoBnYEICuX371mYgQGITr+FGawb6eizn7RizWbNmLFy4kMLCQgoKCpg/fz4rV66ss74KPj0fjiHunWUC+UixLXfAAHJ79XIWNqH3YKRkoL/nww2dJ7vydBzoz/rKP00ac9A+MFtpjAnwAHUqZHbtgu3bT75PSYEATdnuavr06dbFwIIC5wf9+wd93MHCwkLuvPNO9u/fz9dff40xhvvvvz8gd1k7duxIx44dAUhPTyc7O5s9e/Zw+PBhzjjjDHr06AHAhAkTeO+99+jduze7d+/mww8/5L777uPJJ5/0uN1Vq1Z5XP+mm26isrKSsrIykpOTKS0tpVOnTk1uh2qcxmagMWail4/0bnE4HDrEGUePOsvOPTew+0hMZPr994PLfvamptKxb2j++oKZgwDnnXceO3bscJRt3LiR4cOH1/aOHDVqFO+++y4///nPWbJkCa+++ioAKSkppHgYyuLIkSMel/v00089bveee+4JSFuU75qQgXuBmgmYSkRkI9aESlcCo+3FXgMWAVNxmbUd2C4iNbO278Cetd2uT82s7XqjxB/HjsEXXzjLgnCjePqjj8J3J0e/OJyURKsQndhGUgZef/31Ph3LeTvG7N27Ny1btgSgoqKCiooK7MdTVRjo+XAMqKiA5cudZcHIwBkzYNs2OHjwZGHnzmD/Ow+mSDofHj16tNfzZFfejgNXrFjh0/rKf026OGg/1rZfRFKNMeWBqpQKIfdeg0OHQlpacPaVlATNmzsH5j96FFq3Ds7+gPLycq699lr+9re/MXToUH73u99RXl7Ogw8+6Fju3HPPpaSk7vQA06ZN48ILL/RpXzt27GDdunUMGzaMTz75hC5dTg4Tl5WVxeeffw5Ys6I+8cQTHvdXY8+ePR7X79y5M3fffTddu3YlLS2Niy++mIsvvtin+qnA0wyMEUuXOrvR9+sHbdsGfj/p6Y6Lg6EaayaUOeiqb9++3HfffRw4cIC0tDTmzZvH4MGD2bZtG+3ateOnP/0phYWFDBo0iBkzZtCiRQvH+t6W87ZdFXqByEAR6QYMwBoeQWdtD4cVK5xPc5xxBgTjxqOHsVcxxhqXOogiLQMbcyzneowJ1hMmgwYNYuvWrdx+++215Sr09FgwBqxe7Tw/7djRysFgSE93XhwsKQn6xcFIOx/2dp7rzttxoK/rK/81ebZiYAuwRETewRpvAQBjzHMB2LYKthCNN1grPd0ZviUlQb04mJ+fz8CBAxk6dCgAOTk5zJ8/v84d1s8++6xJ+zl69Cjjxo1j+vTpnHLKKXga7khEasejGTRoEIvcfg00cgAAIABJREFUH+Fx4W39Q4cO8d5777F9+3YyMjK4+uqref3117nhhhuaVH/VJJqB0c7932KwcjA9HfburX0bqlnqQpWD7rKzs5k6dSoXXXQRLVu2pH///iQlJVFZWcnatWt55plnGDZsGFOmTOGxxx7j4Ycfdqxf33KetqvCptEZKCItgX8CecaYI/X0ftJZ24Mp2I8U12jRAhISascfTDYGjh+HII+bHGkZ6O+xnPsxJkBiYiIFBQUUFxczZswYioqK6BuinujKIz0WjGaeHikO1k0L9zEGjx61MjGh0aO9NSjSzoe9lbvzdhyYk5Pj0/rKf4H4LUwH1gPZwBD7pbfwo4V7z8EgjK/g4B6I9fSeC4SioiL6uYx1uHbtWgYOHFhnuXPPPbd23AbXV35+foP7qKioYNy4cVx//fWMHTsWsO5g7Nq1q3aZ3bt306lTJ5YtW8bcuXPp1q0bEyZMYOHChR4PBr2tn5+fT/fu3WnXrh3JycmMHTuW5e7d4FWoaQZGu1CdGLds6TjYrD0xDrJQ5KA3kyZNYu3atSxZsoTMzEzOPPNMsrKyyMrKqu3pMn78eNauXVtn3fqW87RdFTaNykARSca6MPiGMWaOXfy9PVs7Omt7CIViIH6wTn7tx2FrBfk4ECIvA/05lvN0jOkqIyOD0aNH1xnvUIWcHgtGs1BlIFiTcboOqVVd7ew4EwSRdj7srdydt+NAX9dX/gvErfYpxpgjrgUickoAtquCbe9e2Ly59m0VkHj22cHdZ8uWzlv9ZWXWoyxB6vXRpk0bFi5cCMDmzZuZM2eOxwOwxt4pMcYwadIksrOzueuuu2rLhwwZwpYtW9i+fTudO3dm9uzZvPnmm/Tp04dHH30UgEWLFjFt2jRef/31Otv1tv7Ro0dZuXIlpaWlpKWlsWDBAn2cLvw0A6NZcXHdsVCDdZOk5sTY9WS4pKTRs7b7Ktg5WJ8ffviB9u3bs3PnTubMmcOKFSto3bo1Xbp0YdOmTfTq1YsFCxZ4HCemQ4cOXpfztF0VNn5noFi3+F8GNhpjXAff1VnbQ620FNwfxwrmiXF6Ohxx+XU5cgTatQve/oi8DNy8ebNPx3LejjH37dtHcnIyGRkZlJWVkZ+fz9SpUwNed+UXPRaMVpWVsHSpsyyYGSji+dFi9xsnARRp58O9evXyWO7O23Ggt+2qpgtEz8FFPpapSOMWAJvS04MaTAAkJXHcvdt0EO8aT5w4kaNHj9K3b18mT57MrFmzaNOmTcC2v2zZMv7+97+zcOHC2rsr8+bNIykpiWeffZZLLrmE7OxsrrnmGvr06dPg9i6//HK+++47r+sPGzaM8ePHM3DgQPr160d1dTWTJ08OWHtUoyzysUxFoqVLax9xA6BPn+CeqLr3nj5yxPNyARTsHKzZx4gRI9i0aRNZWVm8/PLLAIwbN47evXvzox/9iJkzZ9LaHkbimWee4frrrycnJ4eCggJ++9vf1m6rJgfrW87bdlVYLPKxzNVI4Ebg/4lIgf26HJ21PfRWrrQG47ftSU2FLl3qWaGJPD1B0sRZixsSaRnY0LFcTQZ6O8bcu3cv559/Pjk5OQwZMoSLLrqIK664IqDtUX5b5GOZijSFhY5z0eLkZMjODu4+Q/wkXaSdDzd0ntzQcWBjz7NVw8TTM98+rSiSBKQAy4ERnOwM1gr4tzHmrIDUMMAGDx5sVq9eHe5qRIbbb4fnTg6FMSsri4kuXXSbauPGjWR7CNeDhYVkuhyIcuqpwT0QVXHB0++biKwxxgSla6VmYIz49a9h2rST7//7v2HmzIBtvs7vZUkJbNp08n1yMuTkBH1AfhX7NAN9pzno4v77wWW8z3kdOnC5y9ioTVXn99IYWLeu7k2ZYE2Gp+JGqDPQ3n5U5qBmoIsnn4Rf/ar27eK2bRm1b1/ANu/xfLi8HIqKTr5PSIDc3KCOO6jiQ1NzsCm/gfdhDbjaDzhm/3wU2Ai80YTtqlBxG1+hMCMjJLstc3+EOATjzSgVBJqBsSBU4w3WaNHCeSGwoiIk4w4qFQSagbHA7ViwoFWr4O6v5pE6VyHoQa1UkGgORju3yUgKg52BAM2aUeF6LBiCcQeV8kWjLw4aYx4yxiQAfzbGJLi8MowxDze4ARVe+/fD+vW1b6uBr0IRhkBZYqKzoLTUGu9BqSiiGRgDjhwB94kwgj0pU5gG5Fcq0DQDY0B5eZ3xBkNyozjEj9QpFSyag1GuurrOMFtfhiIDReqeD2sOqgjQ5L6rxpg7AEQkRUSa17yaXjUVLHl5eTzkdgL8VUICx4I0KYi7KhHK3Mp2b9rEzp07Q7J/pQJJMzCKuY03uKN5c2uYg2A7xW2Mcj0gVFFMMzCKrVzp6Lm8NzWV71NTg79fTxkY5HEHlQomzcEoVVTkmBikJCmJbS1ahGTXpfoknYpATb44KCJjRGQ3UA6UYHWl9vrbLSJdROTfIrJRRNaLyBS7PFNEPhWRLfafrV3WuVdEtorIJhG5xKV8kIh8ZX/2tD37nWpAQUEBvbdudZRt7NSJ3NzckOw/LS2Nctcp3IGU8nLKytwvGSoV+fzNQBVB3IdWCFHv6XAMyK9UsGgGRrFwZWBaGlWuh+xVVfpInYpqmoPRJy8vj+fGjHGULQWqQ3Q5odS95+DRo86xWJUKg0CMevlH4BogyRiTaHelTqxn+UrgV8aYbGA4cLuI9AZ+AywwxpwJLLDfY382AegDXAo8JyI12/8zMBk4035dGoD2xLzE6moucwufCbNmMX369JDsv2vXrrTu2tVR1kpET45VtPI3A1WkcBtvsCBE467SvDmOBK6osB7vUyo6aQZGq/nzHW9DloEidU+MtdeMim6ag1GmoKCA3G+/dZRtPe20kHWWqRDRcQdVxAnExcGDxpjlxhifLnUbY/YaY9baP5dgDdjaGbgSeM1e7DXgKvvnK4HZxpjjxpjtwFZgqIh0BE4xxqww1pTLf3NZR9Uj9/BhWlZVnSxo1w5GjAhtJdLTHYPyN6uuJiUMd0tuu+02li1bFtBtlpWVMWrUKKrs7zgxMbF2Wvfc3Fx27NjB//zP/zguxl5yySXceuutte9/9atf8eSTTwLQ0m18sldffZU77rij9r2IcOONN9a+r6yspF27dlxxxRWcOHGC8847j8owjelYXl7O0KFD6d+/P3369OGBBx7wuNyMGTPo27cvffr0cXwvt9xyC+3bt6dv376hqnJj+JWBKkLs3w9uM/WFalImEhIiaqwZzcHg8iUHN23a5Ph+TjnlFKZPn+61PMJoBkah+2+91Xqs2MXfvvsuZPuPpIuDmoHB5eux4FNPPUWfPn3o27cvEydOpNy+aTZ//nx69erFGWecwWOPPRbKqvtDczDKZJw4wTDX82HgzgULQvd/rEidrqX7tm0LyzBbmoHB1dQMBKiqqmLAgAFcccUVQa1rIC4Ovisiv7AfC/ZrjAUR6QYMAD4HTjXG7AXrAiLQ3l6sM7DLZbXddlln+2f3ck/7mSwiq0Vk9b4ATk0erUbu3+8suOIKcD9IC7akpDqP1rUMwz/Yzz//nOHDhwd0m6+88gpjx44l0f5O09LSKCgoqH1169aNs88+m+XLlwNQXV3N/v37We8yQczy5csZOXKkT/tr0aIFRUVFtY9lf/rpp3TubP1TSElJ4YILLuCtt94KZBN91qxZMxYuXEhhYSEFBQXMnz+flW4nI0VFRbz44ousWrWKwsJCPvjgA7Zs2QLAT37yE+a79WyIQI3OQBU+syZMcDy+sT4hgYMpKSHbfySNNaM5GFy+5GCvXr1qv5s1a9bQvHlzxowZ47U8wmgGRqHWbo8Ub0hPp/3AgSHrNePx4mCYHqnTDAwuXzJwz549PP3006xevZqioiKqqqqYPXs2VVVV3H777Xz00Uds2LCBWbNmsWHDhrC0owGag1FmxIEDOFIoNxdOOy1k+09LS+NEs2aOsuYnToRlmC3NwOBqSgbWmDFjBtnZ2UGvayAuDj4CzAT248cYCyLSEvgnkGeMOVLfoh7KTD3ldQuNecEYM9gYM7hdu3YNVS22GcPIAwecZVdeGZ66tG7teJsepIuDhYWFnHfeefTu3ZuEhAREhAceeICNGzfSs2dPEhMTufrqq7njjjs455xzOO2001i6dCk33XQTPXv2ZNKkSbXbGj58ODt27ACsf8SDBw+us7833niDKxv4TkeOHFkbhuvXr6dv376kp6dz6NAhjh8/zsaNGxkwYIDPbbzsssv48MMPAZg1axYTJ06s/eyqq67ijTfe8HlbgSQitXd6KioqqKiowH1o0I0bNzJ8+HCaN29OUlISo0aN4t133wXgvPPOIzMzM+T19lOjMlCFV/d16xzvv+jSJWQnxVD3xLiyuJhdQbxbrDkY2TnoasGCBZx++umc5naS4q08AmgGRqFz3W4U9/7tb1m0aFHIes2cSEigwrWgupqdX38dtF4zmoGRn4GVlZWUlZVRWVlJaWkpnTp1YtWqVZxxxhn06NGDlJQUJkyYwHvvvRfqJvhCczDKnON+PnxVaB9A7Nq1Kx169nSUtQCSgnSTRDMwOjMQYPfu3Xz44YeOXpXB0uiLgyLSFcBt2vZEezr3oQ2sm4x1YfANY8wcu/h7+1Fh7D9/sMt3A11cVs8CvrPLszyUq/oUFHCqy8x0pKXBRReFpy5uj/ClVlc7Zs0LhPLycq699lqmTZvGhg0buO+++7j77rt58MEH+eijj7j0UmuYyq+++ooePXqwdOlSbr75ZiZNmsTjjz9OUVERc+bM4fjx4xhj2LlzZ+2J2Zdffkm/fv0c+ztx4gTbtm2jW7dutWVlZWW1Xahrenx06tSJpKQkdu7cyfLlyxkxYgTDhg1jxYoVrF69mpycHFLsXkyu6+fm5nL//ffXaeeECROYPXs25eXlfPnllwwbNqz2s759+/LFF180+F2de+65jv3UvPLz8/370t1UVVWRm5tL+/btueiiixx1q6nfkiVLOHDgAKWlpcybN49du3Z52VrkaEoGNrDdHfZESwUistou83vCJlWP4mIGHTrkKPrJ+++H9HHNhJYtcX2YJcmYoPUe1ByM/Bx0NXv2bMcBbUPl4RKsDFQhcOgQuYcPO8tC3CM1rXlzytx6UKeWlQWl14xmYORnYOfOnbn77rvp2rUrHTt2pFWrVlx88cXs2bOHLl1OngZmZWWxZ8+eJtUlkBqbg/VM0PmgiOyxjwELRORyl3V0gs5AOXaMwW7HgaG+OAhASgq4PS4bjM4ymoHRm4FgTZ7zxBNPkJAQiH599UtqeBGv/gUMBBCRVcYY1wB8seYzd3ZgvQxsNMY86fLRXOBm4DH7z/dcyt8UkSeBTlgTj6wyxlSJSImIDMd6LPkm4JkmtCc+uN9tu/hiaB6mXu/JyVYgHj16sqy4GE49NWC7yM/PZ+DAgQwdav165uTkMH/+fESEjz/+mL/+9a+Ul5dTXFxMXl4eYHV7njRpEh07dgSgefPmpKSksHXrVrp37157pd9TGO7fv58Mt4ueNd2o3dXcLVm+fDl33XUXe/bsYfny5bRq1Yqzzz7b6/qvvvoqq93GSsvJyWHHjh3MmjWLyy+/3PFZYmIiKSkplJSUkO4+S6qLzz77zOtnTZGYmEhBQQHFxcWMGTOGoqIixxiC2dnZTJ06lYsuuoiWLVvSv39/ktwfuYxMjcpAH51vjHHt1lEzYdNjIvIb+/1UtwmbOgH5ItLTGFNVd5Oq1ocfkuw6AdKZZ0KIx7Xs0rWrNUOny53rYPWe1hyM/BysceLECebOncujjz7qU3mYBTMDVTB98IF1Q6JGdjb06hXSKnTt2tU6Bty2rbasNXAoCJPTaQZGfgYeOnSI9957j+3bt5ORkcHVV1/N66+/TjO3xy6Benteh0Fjc7Bmgs61IpIOrBGRT+3PnjLGTHNduIHjvZoJOlcC87Am6PwoIK2LVZ98QjPXHnrdukFOTnjq0rq141w4vaKinoUbRzMwejMwIyOD9u3bM2jQIBa5TaQYDE25/OiazMn1fOZuJHAj8P/c7oo8BlwkIluAi+z3GGPWA28DG4D5wO0uJ76/AF7CmqTkGzQIG+Z+cTBcjxTXcHu0GPe7OE1UVFTkCKy1a9cycOBASktLKS4uplOnTqxfv56BAwfWXo0vLCysvZq/e/duOnXqhIjw1VdfObZVc0fDVVpammPw0PrUjLPw1Vdf0bdvX4YPH86KFSv8Gl/B1Y9//GPuvvtujz1Ljh8/Tmpqar3rB+tOSY2MjAxGjx7tcQzBSZMmsXbtWpYsWUJmZiZnnnlmQPYZZI3NwMbwa8KmAO879vzzn87348Y5JkgKGbdH5ltWVgZlzC3NQUuk5yDARx99xMCBAznV7SaZt/IwC2UGqkCyh+6oNXZseOrRqhW49IRINoa0qsDf29IMtERyBubn59O9e3fatWtHcnIyY8eOZfny5WRlZTmeJqn5u4ggjcrBeibo9EYn6Aykf/3L+f6qq8JzHAh1zoXTgvAknWagJRozcNmyZcydO5du3boxYcIEFi5cyA033BCQunjSlO45xsvPnt6f/MCYpXgPywu8rPMI1lgO7uWrgYiexjSifPstuF6xT0iwJiMJp4wMcH2E9OhRqKiwehUGQJs2bVi4cCEAmzdvZs6cOSxfvpx///vfnH/++YDVhbp///6163z55Ze1IVdYWFj788GDB0lLSwOscfI+/PBDnn32Wcf+WrduTVVVFeXl5Q2Gz8iRI/nTn/5Ejx49SExMJDMzk+LiYtavX8+LL77od1tvueUWWrVqRb9+/Rx3Fg4cOFAbNPUJxp2Sffv2kZycTEZGBmVlZeTn5zN16tQ6y/3www+0b9+enTt3MmfOHFasWBHwugRBozLQx+1+IiIGeN4Y8wJuEzaJiOuETa4j2nqdmEnZjh0D9wsz48aFpy7p6dbkTHaPwdpHi1u1CuhuNAejIweh7hg5DZWHWbAyUAVTaWndDAzXJDeJidZx4MGDtUWnBKEHtWZg5Gdg165dWblyJaWlpaSlpbFgwQIGDx7MkCFD2LJlC9u3b6dz587Mnj2bN998M+B1bIIm56DbBJ0jgTtE5CZgNVbvwkN4P96rwI8JOrF6GFo9d+NVZSW8/76zLByPFNeoebTY9Um6Q4egQ4eA7UIzMHoz8M4776x9amTRokVMmzaN119/PeB1rNGUnoOpIpJtd3Ou/bnmfYDqpwJp7lzn+7PPhnBP0NKsWd3HmouLA7b5iRMncvToUfr27cvkyZOZNWsWbdq0qTO+Qs1EBOXl5ZSVldHavovjGoyXXHIJCxYs4JprruEf//gHbdq08diL4+KLL2bp0qUN1q1fv37s37/fMTtUv379aNWqFW3btvW7rVlZWUyZMqVO+b///e86XatDZe/evZx//vnk5OQwZMgQLrrootop2C+//HK++84aJnTcuHH07t2bH/3oR8ycObP2+584cSIjRoxg06ZNZGVl8fLLL4elHV4EKwNHGmMGApcBt4vIefUs69PETDpju4v588F1TKuuXWHQoPDUJSGhbu9pl5PkQNEcjI4cLC0t5dNPP2WsWy8ub+URQI8Do9HHH9fNwIFhfAI8BD2oNQMjPwOHDRvG+PHjGThwIP369aO6uprJkyeTlJTEs88+yyWXXEJ2djbXXHMNffr0CUs7vGhSDnqYoPPPwOlALrAX+FPNoh5W1wk6G+Ozz5xPqmVmQiN6qAVUkJ+k0wyM3gwMOWNMo17ADmC7l9e2xm432K9BgwaZuHXBBcbAydcf/xjU3W3YsMG3Bb/7zpgvvjj52rQpqPUyxpgBAwaYEydOBGXba9euNTfccENQtt0YY8aMMV9//XW4qxF0nn7fgNUmSFkSigwEHgTuBjYBHe2yjsAm++d7gXtdlv8YGFHfNuM6A40xZuJEZw7m5QV1dw3m4OHDzvxbs8aYqqqg1qmG5mBsicUMDNYrrnPwxhudGfjLXwZ1dw1mYFWVMWvXOnOwuDiodaqhGRhbQp2Bpok5iPUY8sfAXV4+7wYUmXqO9+xjwq9dyidiPXWiGejNL3/pzMCbbw7q7nw6Hz5+3JmBX3xhlQWZZmDsaWoONvqxYmNMt8auq8KguBgWL3aWhXu8wRoZGeA681hJidXlO4iTUqxduzZo2x4wYADnn38+VVVVJCYmBm0/vjhx4gRXXXUVvUI80Hg8CEYGikgLIMEYU2L/fDHwe/ycsCnQ9YoZx4/DBx84y8L1SHGN9HRrGIWaAairq+Hw4bp3kYNAc1A1hR4HRqGKirqP04W7R2pND+r9LnNwHTwY8OEVPNEMVE3V2Bz0NkGniHQ09jAywBigyP5ZJ+gMBGM8jzcYbikp0KKFNfRNjUOHAjpJpyeagcpdVEwJqgJg3rzaca0AdjRvTrdImfQhLY3jCQknZ40yxjo5btMmvPVqgltuuSXcVQAgJSWFm266KdzVUL47FXjXngEsCXjTGDNfRL4A3haRScBO4GqwJmwSkZoJmypxTtik3OXnWzcfbAdSUmjjMhNaWIhYJ8Y//HCy7ODBkFwcDDbNQaUizKJFjqFbipOTyTjnnPDVp0ZmpvPi4KFDcNppjslKopFmoKpHzQSdX4lIzYDwvwUmikgu1qPBO4DboMHjvV8ArwJpWJNz6gSd3hQWws6dtW/LExJIvfjiMFbIRevWIb84GGyagdFHLw7GC7e7JMvatKFbeGri0dGkJJqdOHGy4NChqL44qFRjGGO2Af09lB/AzwmblAdusxQvbdOGKyPh5DMz03lx8PBhqKqyButXSqlAcZuleFmbNvxXJORMGHtQKxUOxvsEnfPqWUcn6Gwqt/Ph1a1bc4772Pfh0ro17HaZW+boUThxwupVqFSIRMBZkQq2B2+5hcp33nGULWvEAJ+NYT3m3rAS90eIjxyxTo6V8oGvv2cqjlVUwHvvOYqWhGhA7gZ/P1u0oEJczhGqqwM6MZOKfZqBqkHV1XVOjJdGyrFgTQ9qV0GYnEnFLs1A1SBjwO18OGIyEKBZM8rcb1gHeGISFdsCkYN6cTAO9P/4Y5Jcfll2p6XR7Nxzg77f1NRUDhw44NMv6vGEBI67FlRX8/2GDex06fqtlCfGGA4cOEBqqk6OqeqxeLHjZPNwUhIFIRjTyqccFOFIcrKzTE+MlY80A1VD8vLy+HVuLuzdW1tWAqwJQc88n48F3WYtprhYbxIrn2gGKl+8cNVVsH597fsqYEUInlLz53y4xP1YUC8OKh8FKgf1seJYt3cv/+VyMAiQ9eyzPBWCMQCysrLYvXs3+/bta3DZgwcPUlJaSguXA8EqYP/+/RxzHX9BKQ9SU1PJysoKdzVUhMrLy2P866/jOrLW+yJUheCRYl9z8MD+/bRxHVph/37rcZJIeOxZRTzNQFWfgnXrmLZhg6NsVbt29B44MOj79udYsOrAARJdT6DXroWWLYNYOxUrNANVvYzhvH//21G0rG1bug8ZEvRd+5OB+/bt44DLsaDZv58j+/bRKkQ9HFV0C0QO6sXBWPfkk6S4Hmh16QI33BCSXScnJ9O9e3ffV/jhB+jeHUpLa4v+3KMHo7/5Jgi1U0rFixOLF3POgQOOsoKzziI3Nzfo+/Y1B0f//Of87Ysv6FpWdrLwL3+B224LYu2UUvFgxMGDDHbrhXfBvHlcMHhw0Pftz7Hgm5dcwnW7dtW+X5ORwd9vvpnp06cHq3pKqXjw0Uec5TIhHcB5n37KeRF0HAjw/PPPc9srr5DtUtfFbduS7cOFRaUCQbskxLL9++HPf3aWTZ0auQObtm8Pd97pKJq4a5djdlGllPKLMUzevt1ZNnw40woLI+uEU4RZNTO22/b98pfc89//HaYKKaVigjH8dMcOZ9mVV0IILgz6a7fbkDeDiotJWbgwTLVRSsUEY+DBB51lV10FIbgw6K/p06eT/eKLjrJR+/fDypVhqpGKN3pxMJbNmOGcEr1DB4iQKcW9+vWvrVnrbBkVFfDMM2GskFIqqn3yCbmHDzvLHn3UGgA/guTm5rIuN5cTLvVqd+IE/T78MIy1UkpFvXffpefRo86y3/8+PHVpwD2vvw7nnOMou2PrVmuIBaWUaoz58+GLL5xl998fnrr44uqr6968+fWvrYucSgWZXhyMVYcP172odvfdkJYWnvr4qk0byMtzlk2bZrVHKaX8UV0N997rLLvkEhg9OizVqc/06dOZvXIlKVOnOsqv3bULtm0LU62UUlGtuhoeeMBZdvXVkJMTnvo0RASmT3fcvOlaVgbPPhvGSimlopYx8NBDzrIf/xgGDAhPfXyRkABPPOEsW7oU5s4NT31UXNGLg7Fq5kzHBbXDSUnRM3bVXXdBRsbJ94cOwVNPha8+Sqno9M47sG6ds+z//i88dfHVb38LHTvWvk0xBn71qzBWSCkVtd5+G4qKTr4Xqft4XaQZNAgmTXKWPfQQfP99eOqjlIpeH38Mn3/uLHO/YRKJzj8fLr/cWfab30BlZXjqo+KGXhyMRSUl8OSTjqJ3srKiZ8a3jIy6J8NPPQUHD4anPkqp6FNRAf/7v86ya6+FEMzO2STp6fD4486yf/0LPv00PPVRSkWnysq6FwKvuw569w5LdfzyyCPQqtXJ90eOwH33ha8+Sqno46HX4LI2bSL/OLDG44/jmEbq66/hlVfCVRsVJ/TiYIz51Z138vlpp4HLzJyHgXc7dw5fpRpjyhSrt2ONI0esHjU63oJSyhd//Sts2VL7tgrg4YfDVh2/XH89DB/uLJsyxbrgqZRSDcjLy+PxPn1g06basiqIjh4zYE1Q517XV16BNWvCUx+lVFTJy8vj0ezsOhN5vHbaaWGqUSP07cvHHTo4yx54wDmfgFIBphcHY0l1NZe9/TbDDh1yFM/t2pUzInBWunqlpzOrSxdn2fPPkz9kiF4gVErV64/XX8/h2293lH3YsSPEYMi4AAAgAElEQVSceWaYauSnhAR4+mln2caN8Nxz4amPUiqqNFuwgLzNmx1lq3v3jp4MBLjjDnY0b37yvTFw553WOIpKKVWPUz79lF+73BwBWJ6ZSXO3GdEj3V+7deN4gsvlmv/8B26/XR8vVkGjFwdjhTEwZQoX/vCDszw3lxvXr2f69OnhqVcTbLvsMvalpDjKLlyzxnq0RC8QKqU8WbaMX7z1Fq1cDpyOJySwxn3slkg3ZAjz3O8Y33MP/P3v4amPUio6fPABD69fTzPXsuRkhn3wQbhq1DjJyTx7+unOshUr4JprtOeMUsq799/n/o0bSXItS0ri7AULou58eF+zZsxMTnYWvvYahWedBeXl4amUiml6cTBWPPxw3dnczjjDmr49WsYadPPEzJm0W7nSOTkJwKOPwu9+pxcIlVJOH38MF11EyyrHKC00e+ABHnrppTBVqvFe6t6dI64FJ07ATTdZg1K7tVEppZg7F8aOtSYycvXss9C9e3jq1ASrMzOZl5TkLPznP9nVvTvs2hWeSimlItcnn8D48SS5ZmBCArz+OuTmhq9ejZSbm8uCwYPrdJbp/803cNll1rBbSgWQXhyMdrt2wR131B2bpWNHKyBPPTU89QqUAQMgP7/uBcJHHrEmLXF7hFopFafeeQd+9CMoK3OW33WXdTMhCnUdOpS/9OxZ94PHH4cxY6zJp5RSyhiYPRvGj687Nulzz8HkyeGpVxPl5uby2qBBHHTrOdNl3z4YOrTuLKRKqfhUVQWzZsFVV1k3UmuIWGNQX3tt+OrWBNOnT+fDpUtpV1gI7sNtLVoEo0frTO4qoPTiYLTasgVuvZXKbt1g5kzHRyVJSVYPmii8S+zRoEHwySccTUx0lj/1FGVt2/JZ//6OQbeVUvEjLy+Px3v1ourqq+ueFD/8MEybZh0cRqHp06dzz6ZN8MYb0KyZ88P334ezz4bt28NTOaVU+B0+zD9Hj+bbli1h4sS6Gfj88/CLX4SnbgEwffp03lq5kswtWyAnx/nhf/4Do0ZZFwSUUvHp8GF46ikOZGZas7G73yD+y1+sJy6i3VlnwbJlkJ3tLF+3Ds45R48FVcBE/cVBEblURDaJyFYR+U246xN0hYUwYYIVEi+/TJLbwMzlCQm8PGYM9OsXpgoGyZAhvDB+fJ0LhGnV1Zz75ZfW93H55dZFUX3cWMWZuMtBF6kLFjB182bcbh3wz1Gj4H//N2ovDDpcdx0sWcIBt8dKKCricM+ePDVhQnjqpVSEiLsMLCyE226DTp0Yt3gxp5WW1llk9gUXRG2PwTpOO806Mf7xj53lx4/DddfxwciR4amXUhEi7jLwm28gL8/qTXfXXbTx8HjtP0eNip0MBKutn33GhvR0Z/nWrfwnO5u777gjPPVSMSWqLw6KSCIwE7gM6A1MFJHe4a1V8Nz/s59RlZsLb73leba2zp1Jzc8n7+23Q1+5ELhr9mxaLlsGbdt6XuCjj+DSS3k/ymaiUqop4ikH8/LyGD16tOP18s6drMjMPLlQYiK89hrjFi0KWz2DYuhQnr7hBja5jSFbWlXFsm+/DVOllAq/eMpAgHfOP98aO+uFF8DDRUFE4OWXmZCfH/rKBVPLlvDuu+QPHuworgKW6BALKo7FWwY+etNNVJ9xBsyY4Xl4lYQEePLJ2DsOBGjThldvvJFVrVvXFlUD9yYksLqoKHz1UjEjqeFFItpQYKsxZhuAiMwGrgQ2BGoHo0ePDtSmmmzx4sWcBVznVr6vVSvaTZsGN95Y99GzWDNsGHz9tfWozMyZ8N13jo8rgf9etow/RdDfmwqcRbH4H33TBTUHIy0DAUaNGlVb1mfAAOb06cOIoiJYudK6eXLVVeGqYlA99PLL8Mwz8NOfwttvQ7NmPNS7N/kbN0bU35MKLs3BOuImAwF2LF7MWDzc3U9KgrFj4e67YciQMNQsBBISuPCLL6xZ22+9FU6c4LnTT+eFnTtZFWF/Typ4NAPriKsMXLx4MRcC7ilXkZhI8k9+Av/zP9CnTxhqFhpPzJwJTz1lHQu++SYJzzzD9nfeoaCgIOL+rlRwBDMDxUTxI5giMh641Bhzq/3+RmCYMeYOt+UmAzX9insB/gxQ1xbYH4DqRjJtY2zQNtZ1mjGmXbAqEwl8yUHNwAZpG2NDPLQR/GunZuDJ5Rqbg/Hwe6VtjB3x0E7NQBeagQETD+3UNsaGoJ0PR3vPQU+DSdW52mmMeQF4oVE7EFltjBnc8JLRS9sYG7SNcavBHNQMrJ+2MTbEQxshftrph6AeC8bD961tjB3x0M54aKOfNAMDIB7aqW2MDcFsY1SPOQjsBlzn9c4CvvOyrFJKxSLNQaVUPNMMVErFM81ApVRARPvFwS+AM0Wku4ikABOAuWGuk1JKhZLmoFIqnmkGKqXimWagUiogovqxYmNMpYjcAXwMJAKvGGPWB3g3jXoUL8poG2ODtjEOhSAH4+E71zbGhnhoI8RPO32iGRgQ2sbYEQ/tjIc2+kwzMGDioZ3axtgQtDZG9YQkSimllFJKKaWUUkqpxov2x4qVUkoppZRSSimllFKNpBcHlVJKKaWUUkoppZSKU3FxcVBEXhGRH0SkyKXsahFZLyLVIjLYbfl7RWSriGwSkUtcygeJyFf2Z0+LiNjlzUTkLbv8cxHpFqq2udTNUxv/KCJfi8iXIvKuiGS4fBYrbXzYbl+BiHwiIp1cPouJNrp8dreIGBFp61IWE20UkQdFZI/991ggIpe7fBZ1bYw0moGagdHSRrsemoOagwGlGRgbGWjXI+ZzUDNQMzAYNAdjIwc1AzUDg9pGY0zMv4DzgIFAkUtZNtALWAQMdinvDRQCzYDuwDdAov3ZKmAEIMBHwGV2+X8Df7F/ngC8FSFtvBhIsn9+HHg8Btt4isvPv3SpY8y00S7vgjXQ8LdA21hrI/AgcLeHZaOyjZH28vKdawbGRhtjKgO9tdMu1xyMojZG0svL960ZGGVtrKedMZWDntpol2sGRlEbI+3l5TvXHIyNNmoGxkAbiYAMjIueg8aYJcBBt7KNxphNHha/EphtjDlujNkObAWGikhHrH94K4z1Lf8NuMplndfsn98BLqi5ahsqXtr4iTGm0n67Esiyf46lNh5xedsCMPbPMdNG21PAPZxsH8ReGz2JyjZGGs1AQDMwKtoImoMeRGUbI4lmIBADGQjxkYOagXVEZRsjjeYgEAM5qBmoGUgQ2xgXFwf91BnY5fJ+t13W2f7Zvdyxjh0+h4E2Qa+pf27BupoMMdZGEXlERHYB1wP328Ux00YR+TGwxxhT6PZRzLTRdofdJf4VEWltl8VaG6NBrH7nmoHR3UbNwZOivY2RLla/75jNQIj9HNQMjKk2RoNY/c5jNgc1A2tFbRttYc1AvThYl6crqqae8vrWiQgich9QCbxRU+RhsahtozHmPmNMF6z23WEXx0QbRaQ5cB8nQ97xsYeyqGuj7c/A6UAusBf4k10eS22MFjH3nWsGnly0nvL61gkrzcGYamM0iLnvO9YzEGI7BzUDY6qN0SLmvvNYz0HNQIeoa6Mt7BmoFwfr2o31PHuNLOA7uzzLQ7ljHRFJAlrhezfRoBKRm4ErgOvt7qYQY2108SYwzv45Vtp4OtbYAoUisgOrvmtFpAOx00aMMd8bY6qMMdXAi8BQ+6OYaWMUianvXDOwVjS3UXMwRtoYJWLq+46zDITYzEHNwBhpYxSJqe88znJQMzA62xgRGagXB+uaC0wQa4aX7sCZwCpjzF6gRESG289r3wS857LOzfbP44GFLsETNiJyKTAV+LExptTlo1hq45kub38MfG3/HBNtNMZ8ZYxpb4zpZozphvUPfaAx5j/ESBsB7DETaowBamZuipk2RpGY+c41A2OjjZqDsdPGKBEz33c8ZCDEfg5qBsZOG6NIzHzn8ZCDmoHR30aIkAw0IZ6ZJRwvYBZW18wKrF+mSfYXvhs4DnwPfOyy/H1Ys8Bswp7xxS4fbP8lfQM8C4hdngr8A2twyFVAjwhp41asZ80L7NdfYrCN/7Tr+yXwPtA51tro9vkO7NmZYqmNwN+Br+y/x7lAx2huY6S9vHznmoGx0caYykBv7XT7fAeagxHfxkh6efm+NQOjrI31tDOmctBTG90+34FmYMS3MdJeXr5zzcHYaKNmYAy0kQjIwJqVlVJKKaWUUkoppZRScUYfK1ZKKaWUUkoppZRSKk7pxUGllFJKKaWUUkoppeKUXhxUSimllFJKKaWUUipO6cVBpZRSSimllFJKKaXilF4cVEoppZRSSimllFIqTiWFuwJKBZOI7ADK7VeNq4wxO8JSIaWUCiHNQKVUPNMMVErFM81A5Q+9OKjiwXhjTFG4K6GUUmGiGaiUimeagUqpeKYZqHyijxUrpZRSSimllFJKKRWnxBgT7jooFTQeulJXGmMGh69GSikVOpqBSql4phmolIpnmoHKH/pYsYoH2pVaKRXPNAOVUvFMM1ApFc80A5VP9LFipZRSSimllFJKKaXilF4cVEoppZRSSimllFIqTumYgyqmeZm+/VZjzOrw1EgppUJHM1ApFc80A5VS8UwzUPlDLw4qpZRSSimllFJKKRWn9LFipZRSSimllFJKKaXilF4cVEoppZRSSimllFIqTunFQaWUUkoppZRSSiml4pReHFRKKaWUUkoppZRSKk7pxUGllFJKKaWUUkoppeKUXhxUSimllFJKKaWUUipO6cVBpZRSSimllFJKKaXilF4cVEoppZRSSimllFIqTunFQaWUUkoppZRSSiml4pReHFRKKaWUUkoppZRSKk7pxUGllFJKKaWUUkoppeKUXhxUSimllFJKKaWUUipO6cVBpZRSSimllFJKKaXilF4cjBEi0k1E/i0ipSLytYhcGIR9vCoiJ0TkqIgcFJFPReSsIOznfLsth0Vkh4fP622riFwnIt+KyDER+ZeIZNazr0wRedde9lsRuS7Q7Qk2EZkgIpvs7+sHEXlNRE5x+bzeNorIBfb3WGp/r6eFvhVKNY1moOPzeMvAn4hIlf33UvMa7fK5ZqCKO3GWiTtEpMzl3/8nbp9rJvqRiUpFK809x+fxlnt9ReRjEdkvIsbD53os6AO9OBg7ZgHrgDbAfcA7ItLO342ISCsRaVbPIk8YY1oCnYE9wMuNqWwD+zkGvAL82svnXtsqIn2A54EbgVOBUuC5eqoyEzhhL3s98Gd7G34RkTQRSfd3vQBtfxkw0hjTCugBJAF/cPncaxtFpC0wB/gdkAmsBt4KSiOUCi7NQOI2AwFWGGNaurwWuXymGajiUTxlIsCPXP79X+yyXc1EPzJRqSinuUfc5l4F8DYwycvneizoC2OMvqL8BfQEjgPpLmWfAT/3cf0E4ELgDeAI0NnLcq8Cf3B5fzlwzI96+rQfl+UvBHb401bg/4A3XT47HSsI0j1sv4X9WU+Xsr8Dj/nRpuFY4XsIGOFlmWLgqP06BhigW6C277Z8S+BvwDxf2ghMBpa7fSdlwFnh/r3Wl758fWkGxncGAj8Blnr5TDNQX3H3iqdMtMt3ABd6WUczMcBt1Je+IvGluef4LO5yz2XZMwDjTxvRY8Hal/YcjA19gG3GmBKXskK73CsR6SEivwe2A08Ca4EzjTF7GtqhiLQAJgJbfVi20fvxoKG29rHfA2CM+QY7DDxsqydQZYzZ7GVbHolIRxG5R0Q2YgX7d8BAY8wKT8sbYzKMfVcHmIH1H5XXtvu7fXudc0TkMFACjAOm+9hG9+/rGPANDXwHSkUYzcA4z0BggP0oyWYR+Z2IJPnYRs1AFYviKRNrvCEi+0TkExHp71KumehfJioVrTT3TorX3PNGjwV9lNTwIioKtAQOu5UdxurqXIcdHjOA3sBsYIwxZq2P+7pbRO4ATgG+Ba70tmAT9+NNQ2319rmnLsj+LIuIdMXqkj0SeBe4DfjM2LcYGiIi1wLXAUOMMRWB3L4xZinQSkQ6Az/DupsEDbexJbCvns+VigaagfGdgUuAvlh/H32wHgWpBB5FM1DFp3jKRLAeEVsLCDAF+FhEzjLGFKOZ6G8mKhWtNPfiO/fqo8eCPtKeg7HhKFY4uToFqxeZJxnAWVh3OQrx4W6Hi2nGmAygG1Z32171LNuU/XjTUFv9+S78/d5aYB1k7cZqz0Y/gnAA8CzWfwju4dPk7dew7z7Nx/rPBwL7fSkVqTQD4zgDjTHbjDHbjTHVxpivgN8D4+2PNQNVPIqnTMQYs8wYU2aMKTXGPIr1+Nq59seaif5lolLRSnMvjnOvAXos6CO9OBgb1gM93Abo7G+X12GMWQxkYd1B/C9gp4jMEpFLRSTRlx0aY3Zi3aWYISJpwdqPBw21db39HrC6cAPNANduxDU2A0kicqaXbbm3ZyPWhB+/BAYBW0RkroiMr2/QWnsg3HeBO4wx67wt19jte5CENbYENNxG9++rhb2ux+9AqQilGagZ6NgU1p100AxU8SmeMtHjrjiZAZqJ/mWiUtFKc09zzxs9FvSViYCBD/XV9BewEpgGpAJjsO4etPNx3bZYwbYO63n+9l6WexWXAVjtstXAlADvJ8Fux2VYXbVTgRRf2op1p+EI1p2TFsDrwOx66jQba2arFljdlw8DfXxsTzrWjEifAQeBHA/LJGE93vFII/5OG9y+vdz1QFes/xBOAxYDc3xpI9DOfj/O/j4fB1aG+/dZX/ry96UZGNcZeBlwqv3zWUAR8IAvbdQM1FesvuIlE7GOf0YCKXb5r7EeD2tjf66Z6Ecm6ktf0fzS3Ivr3BP7u+iNdaE0FWjmSxvRY8GT32O4K6CvAP1FWt2aF2F1bd6El9mLfNhOf6Cll888heG1WIOJNgvgfkbb/6hdX4t8bSvWOAY7sWZCeg/IrKcemcC/7GV3Atc18ns7A+jg5e/F2Ns/6vLqGojt2589gtX1+pj95ws1/zn40kasWbC+tr/PRfg4c5S+9BVJL81Ax/rxloHTgO/tfWzDeoQu2dc2agbqKxZf8ZKJWCfBX9r/vg8AC4DBbutrJvqRifrSV7S+NPcc68db7tXsw/W1w9c2oseCGGMQ+8tQSimllFJKKaWUUkrFGR1zUCmllFJKKaWUUkqpOKUXB5VSSimllFJKKaWUilN6cVAppZRSSimllFJKqTilFweVUkoppZRSSqkQEpFEEVknIh/Y7zNF5FMR2WL/2dpl2XtFZKuIbBKRS1zKB4nIV/ZnT4uIhKMtSqnoF3cTkrRt29Z069Yt3NVQSoXAmjVr9htj2oW7HpFEM1Cp+KEZ6JnmoFLxIdIzUETuAgYDpxhjrhCRJ4CDxpjHROQ3QGtjzFQR6Q3MAoYCnYB8oKcxpkpEVgFTgJXAPOBpY8xH9e1XM1Cp+OFPDiYFuzKRplu3bqxevTrc1VBKhYCIfBvuOkQazUCl4odmoGeag0rFh0jOQBHJAv4LeAS4yy6+Ehht//wasAiYapfPNsYcB7aLyFZgqIjswLqwuMLe5t+Aq4B6Lw5qBioVP/zJwbi7OKgCxBjQXutKqXj08cfwl7/AiRPQvTv06GG9srOhV69w104ppZRSkW86cA+Q7lJ2qjFmL4AxZq+ItLfLO2P1DKyx2y6rsH92L69DRCYDkwG6du0aiPorpWKMXhxUPsvLy2PDmjXcv3Ejgw4doiQ5mV1paZR16cI5kybBiBEwdGi4q6mUUkGRl5fHgeXLeWnNGppVV3teaOxY+Mc/IEGH9FVKxZ68vDwKCgocZbm5uUyfPj1MNVIq+ojIFcAPxpg1IjLal1U8lJl6yusWGvMC8ALA4MGD42tcsQDylIGgOahig569KJ8VFBRwxapVnHPgAGnV1bQ/fpxBxcWc89VXkJcHw4bBvfeGu5pKKRUUBQUFnFdY6P3CIMCcOfCvf4WuUkopFUIFBQWOE2P390opn4wEfmw/Fjwb+H8i8jrwvYh0BLD//MFefjfQxWX9LOA7uzzLQ7kKkprMa1lZyelHj5JSXa05qGKG9hxUPkutquKn9Z0UA/zxjzBlCnToQEVFBbt376a8vDw0FVRxKzU1laysLJKTk8NdFfX/2Tvz+Kiq8/+/TxISEhJ2giQhhk0MWU1YRbZaFhErq4Wfa8GiLVZw6RdtX1Vr66vWFRVp61YXBKwLxSpEDcgeDAESDAmr7PsSIJCFLM/vj7mZzJ3MJJNkZrJw3q/XvDLnueeee26MH87ynOdpxgSXlnJXaWmN9X64/34Wr13Liy++qDVQ4xW0Bmq8yS979OBfpaVw8SIpLVuy8+hRSE+HhAQICDDV1WNBjTdoahooIk8CTwIYnoOPi8hdSqkXgXuB542fy4xbvgQWKaVewZKQpBeQbiQkyVdKDQR+AO4B3vDqy1yF3NGjB29t3w75+RAUxPrAQNKOH4djxyAszFRXa6DGW7hDB/XioMZlbj51ipCaJsZlZSybMoXb163jyJEjhISEEBUVhdLxCTUeQkQ4e/YsR44coVu3bg3dHU0zZsyJEwTabpB06cKyHj3w27uXW0+csJr75eXxyqZNWgM1XkFroMab+IrwdE4OGBPdMcCYkyctp0datIApU+CddyAwEEDroMbjNDMNfB74j1JqBnAImAIgIjuUUv8BcoBSYJaIlBn3/AZ4HwjEkoik2mQkmvrz2337LAuDAAUF3FRQwE1nz0J4ONx0E7z9Nlx/PaA1UOMd3KWD+lixxjVEmHD0qNn24IO8M24c34aGmswJW7eCCEVFRXTo0EELocajKKXo0KGD3pHTeJaysqoaOGsWt69bx63Hj0NystXsA9xy4oTWQI1X0Bqo8SaDzp4lzNnfWkkJLFoEL7xgNWkd1Hiapq6BIrJaRMYZ38+KyM0i0sv4ec6m3nMi0kNEeovICht7hojEGtceEhEdT9CD9MrPJ/HCBecV1q+HX/3KWtQaqPEG7tJBvTiocY316+l5+XJl2ccHnnyS+//3P0b9+CP4VTqhRhUUwCZLQi0thBpv0Bj/zpRSXZVS3yulcpVSO5RSsw17e6XUd0qpPcbPdjb3PKmU2quU2qWUGm1jT1ZK/Whce10ZL6yUClBKfWLYf1BKRXn7Pa8ali8n3PYf3IAAmDmzsvzrX5uqjz1xAkQa5d+mpvmh/8403qLKJokj3n0XbLys9d+nxtPovzGNt5jkigZu2gQ7dliL+u9T4w3c8XemFwc1rjF/vrl8++0QGWn5HhoKt91mvv7ee97pl0bTeCkFHhORaGAgMEsp1Qd4AlgpIr2AlUYZ49pUIAbLSa0FSilfo61/ADOxxJjpZVwHmAHkiUhP4FXg7954sauS1183l6dOhU6dKsvTpkFQkLUYWlxsPXan0Wg0zYLcXJLPnzeZPu7aldUdO4K/f6Xx8GFYs8bLndNoNBoPc+IEN586Zba9+irvREVxyG5hJvXee73YMY3GPejFQU3NHD1qycBpy0MPmcvTp5vLS5aYdo0bCl9fXxITE62f559/vtr6q1evZuPGjU6vf/nllzW24W4OHTrEiBEjuOGGG4iPj2f58uXWax988AG9evWiV69efPDBB1a7iPDHP/6R6667jujoaF63W9jYvHkzvr6+fPbZZ1bb9OnTCQ0NJTY21vMvdRUgIsdFZKvxPR/IBcKB24GK/1gfAOON77cDS0SkWET2A3uB/ka2utYikmYcFfnQ7p6Ktj4DblZ6e9L95ORAaqrZ9rvfmcutW8Mvf2m2VcSjaUCagwauXbuWpKQk/Pz8TJpVwcWLFwkPD+ch+3+XgN/97ncEBwdbyzt37mTQoEEEBATw0ksvmeo608BPP/2UmJgYfHx8yMjIcNNbXd0opd5TSp1SSmXb2J5RSh1VSmUan7E212rlVa3xEAsWmMuDB/N29+6MLynhu7ZtTZfSZ83yYseqp7nroLOx4J133knv3r2JjY1l+vTplJSUAJb3a9OmjfX38eyzz1rvSUlJoXfv3vTs2dPr76jRNHr+8Q9a2J7a7tEDHn6Y7Ntv56PevU1V47OzG8VcGJqHBr7yyiv06dOH+Ph4br75Zg4ePAjAwYMHSU5OJjExkZiYGP75z39a7xkyZIj1ncPCwhg/frz12urVq633DBs2DIDDhw8zYsQIoqOjiYmJ4bXXXvPqOzYKROSq+iQnJ4umljz1lAhUfqKjRcrLzXVKSkSuucZULyc9vWH6a0OrVq1qVf/pp5+WF1980eG1kpISd3Sp1vz617+WBQsWiIjIjh075NprrxURkbNnz0q3bt3k7Nmzcu7cOenWrZucO3dORETee+89ufvuu6WsrExERE6ePGltr7S0VEaMGCG33HKLfPrpp1b7mjVrZMuWLRITE+OlN3MvOTk5VWxAhjQC3QGisASWbg2ct7uWZ/ycD9xlY38XmAz0BVJt7EOAr4zv2UCEzbV9QEcHz58JZAAZkZGRbvhtX2X85jdmDRw82HG9jRvNGrhihUhxsXf7akdz0MD9+/dLVlaW3H333SbNquDhhx+WadOmyaxZs0z2zZs3y1133WX6HZw8eVLS09PlD3/4Q5X3dKaBOTk5snPnThk2bJhs3rzZjW/mXhqzBtp/gKFAEpBtY3sGS8ZO+7p9gCwgAOhm6JyvcS0dGAQoLEH4b3Hl+XosWAcuXhQJCTFr4aJFMnv2bBk2bJg8Fhdnulbg4yNy6ZLDv0tv05x1sLqx4Ndffy3l5eVSXl4uU6dOtY4lv//+e7n11lurPKO0tFS6d+8u+/btk+LiYomPj5cdO3Z45wXdQFPSwIb+aA2sA4WFIqGhZg18/fXK6/n5IkFB5usrV2oNdBOrVq2Sy5cvi4jIggUL5I477hARkeLiYikqKhIRkfz8fLn22mvl6NGjVe6fOHGifPDBByIikpeXJ9HR0XLw4EERqZwnHzt2TLZs2SIiIhcvXpRevXo1KQ0Uqb8O6mzFmuq5cgX+9S+zbdYssN+c9xsCEx0AACAASURBVPODe++Fv9ucarx0yfP9qyNRUVHce++9/O9//6OkpIRPP/2Uli1b8s9//hNfX18WLlzIG2+8wbvvvkv79u3Ztm0bSUlJxMXFkZGRwfz58zl9+jQPPvgghw4dAmDevHkMHjyYNWvWMHv2bMBy9n/t2rWEhITUua9KKS5evAjAhQsXCAsLA+Cbb75h5MiRtG/fHoCRI0eSkpLCtGnT+Mc//sGiRYvw8bE4B4faJI154403mDRpEps3bzY9Z+jQoRw4cKDO/dQ4RikVDHwOzBGRi9U4tji6INXYq7vHbBB5C3gLoG/fvjpQdW04fx5sPDEAePhhx3UHDoSYGFOcGc6ehS5dPNe/OtKUNDAqKgrAqme2bNmyhZMnTzJmzBiTV19ZWRm///3vWbRoEUuXLrXaQ0NDCQ0N5euvv67SljMNjI6OrnPfNY4RkbW1iJFq9aoG9iulKryqD2B4VQMopSq8qnWmTk+wcKHZG7pzZ5g0iXnTplnKZWWWcDPHjgFYMrt/8QX07dsAnXWN5qCD1Y0Fx461Ot/Sv39/jhw5Uu0z0tPT6dmzJ927dwdg6tSpLFu2jD59+tS53xpNs2HJErA9Uty6Ndx3X2U5OBgmTYKPPqq0ffghzJ3rtS7WlqakgSNGjLB+HzhwIAsXLgTA3yakRXFxMeUOvDXz8/NZtWoV//73vwFYtGgREydOJNIIkVYxT+7SpQtdjDF7SEgI0dHRHD169KrSQH2sWFM9n38OJ09ai5d9feGeexzXtcnMBEAjiLlVWFhocqP+5JNPrNc6duzI1q1b+c1vfsNLL71EVFQUDz74II888giZmZkMGTIEgN27d5OamsrLL79sanv27Nk88sgjbN68mc8//5z7778fgJdeeok333yTzMxM1q1bR2BgYJV+2bo5235S7Y8uAs888wwLFy4kIiKCsWPH8sYbbwBw9OhRunbtaq0XERHBUSNI7r59+/jkk0/o27cvt9xyC3v27LHes3TpUh588MH6/Fo1LqKUaoFlYfBjEak4m3/SOCqM8bNipHEE6GpzewRwzLBHOLCb7lFK+QFtgHNo3Md770FBgbV42t8fJkxwXFepKolJOHPGsn/cQDQHDXRGeXk5jz32GC+++GKVa/Pnz+cXv/iFdZCnaTI8pJTabhw7rkjWFA4ctqlzxLCFG9/t7Q5RSs1USmUopTJOnz7t7n43b0Sqxp6eOdMcZ9DXF+66y1znww893zcXaM46WN1YsIKSkhI++ugjxowZY7WlpaWRkJDALbfcwg5jQ8uVtjSaqxIRmDfPbLv/frBf7Lr7bnP5888bxdHi5qaB7777Lrfccou1fPjwYeLj4+natStz5861OtJUsHTpUm6++WZat25tfZe8vDyGDx9OcnIyHzr4t+rAgQNs27aNAQMGVNuX5ob2HNRUj91g8JvOnZnobNW/d2+2t25NvOHlBli8ZsKdjtU9TmBgIJmZmQ6vTZw4EYDk5GS+sI+paMOUKVPw9fWtYk9NTSUnJ8davnjxIvn5+QwePJhHH32UO++8k4kTJxIREVHl3nXr1rn8DosXL+a+++7jscceIy0tjbvvvpvs7OyK41YmKrzSiouLadmyJRkZGXzxxRdMnz6ddevWMWfOHP7+9787fB+NezFiX70L5IrIKzaXvgTuBZ43fi6zsS9SSr0ChGFJPJIuImVKqXyl1EDgB+Ae4A27ttKwHEFeJY7+MDR1Ys6cOfzunXfoYWP7b1gYv27RwvlNd9/NlUcewb/iP0NxscXbxhiQeJvmoIHOWLBgAWPHjjVNZgGOHTvGp59+yurVq+v9DI1X+QfwFyzez38BXgamUzev6qoXtAd13VmzxhJ71aAM8H3ggar17rkHXnihsrxyJZSWer5/NdCcdbC6sWAFv/3tbxk6dKh1kp+UlMTBgwcJDg5m+fLljB8/nj179rjUlkZzVbJmDWRlWYtlgK+DOMf87GcQFmb1oObSJSgs9E4fq6E5aeDChQvJyMhgjU3Sq65du7J9+3aOHTvG+PHjmTx5Mp07d7ZeX7x4sXXREqC0tJQtW7awcuVKCgsLGTRoEAMHDuS6664D4NKlS0yaNIl58+ZZFxSvFvTioMYpf/nVr/iTXTDS/4aHM7Gae5Z36WJaHCw5cYKf8vMJDAqyuu42FgICAgBLkNbSagavrVq1cmgvLy8nLS2tyk7IE088wa233sry5csZOHAgqampXH/99aY6Q4YMId9BsoKXXnqJn//85ybbu+++S0pKCgCDBg2iqKiIM2fOEBERYZr8HjlyhOHDhwOW3d5JkyYBMGHCBH5leHVmZGQwdepUAM6cOcPy5cvx8/MzBWjVuI3BwN3Aj0qpin+R/4BlUfA/SqkZWOIQTgEQkR1Kqf8AOVgyHc8SkTLjvt8A7wOBWI7MVRybexf4yDhmdw5LtmONmziYnk6Py5et5TLgwMiR1d/Uvj1rOnVipM3Rk4s//cT59u21BtpQGw10RlpaGuvWrWPBggVcunSJK1euEBwczJAhQ9i7dy89e/YEoKCggJ49e7J3716X2tU0DCJiPaaglHob+Moo1sWrWuNO3nzTVFzfsSPDHG38xsRAcjJs2WIpi4CNhjZGmroOVjcWBPjzn//M6dOn+ZdNiCDbye7YsWP57W9/ax1XHj582NSWvQeORnNVYuc1uKFjR4Z261a1nq8v3Hkn2J5oaMRhtqBpaWBqairPPfcca9assfbblrCwMGJiYli3bh2TJ08G4OzZs6Snp5tCzERERNCxY0datWpFq1atGDp0KFlZWVx33XWUlJQwadIk66Lm1YZeHNQ4paXdwmBmmza0v/HGau8597OfUbhnjyXWDNBCBL+CAgqbyM5jSEiINb5fTYwaNYr58+fz+9//HoDMzEwSExPZt28fcXFxxMXFkZaWxs6dO6uIYW12SiIjI1m5ciX33Xcfubm5FBUV0alTJ0aPHs0f/vAH8vLyAPj222/529/+BsD48eNZtWoV06dPZ82aNdadkP3791vbve+++xg3bpxeGPQQIrIex54tADc7uec54DkH9gygShppESnCWFzUuJ8bzp83lX379+e5t96q8b5dQ4Yw8vPPreWg0lKO2xxNbsw0Rg10xscff2z9/v7775ORkWHNnnfixAnrteDgYL0w2ARQSnURkeNGcQKWhEtQN69qjbs4ehRsJlUAS8PCGOas/j33VC4OgmVxUKRqrOpGTFPSwerGgu+88w7ffPMNK1euNMUqPHHiBJ07d0YpRXp6OuXl5XTo0IG2bduyZ88e9u/fT3h4OEuWLGHRokX17qNG06Q5dAi+/NJk+iw8nKHO6t99t3lxsKjIEsPfNgxDI6cxauC2bdt44IEHSElJMcXSP3LkCB06dCAwMJC8vDw2bNjAo48+ar3+6aefMm7cOFq2bGm13X777Tz00EOUlpZy5coVfvjhBx555BFEhBkzZhAdHW1q42pCxxzUOMV+Ypz4+98zzz7egh0vLFhAoG1wVqBDAx5htY+x8MQTT1Rb/7bbbmPp0qUkJibWKFivv/46GRkZxMfH06dPH2vq9Hnz5hEbG0tCQgKBgYGmmAh14eWXX+btt98mISGBadOm8f7776OUon379vzpT3+iX79+9OvXj6eeesoakPqJJ57g888/Jy4ujieffJJ33nmnxudMmzaNQYMGsWvXLiIiInj33Xfr1W+NpqmTZEy2rPzsZy7d99B//gMdO1rLfkDLBoo50xw0cPPmzURERPDpp5/ywAMPEBMTU+e2Tpw4QUREBK+88gp//etfiYiIsA6AnWng0qVLiYiIIC0tjVtvvZXRo0fX6300oJRajCUcQm+l1BHDk/oFpdSPSqntwAjgEbB4VQMVXtUpVPWqfgfYiyWLsU5G4m4+/NCSbMRgf1AQmW3bOq8/bRqltguBJSUczM21BqtvCJqzDlY3FnzwwQc5efIkgwYNIjExkWeffRaAzz77zNq3hx9+mCVLlqCUws/Pj/nz5zN69Giio6O544476qW3Gk1TZ86cObw4cqQpdvR2Hx+2t2nj/Ka4OPbaedmd2rWLXbt2NZgONgcN/P3vf8+lS5eYMmUKiYmJ/OIXvwAgNzeXAQMGkJCQwLBhw3j88ceJi4uz3rdkyRKmVSTOMoiOjmbMmDHEx8fTv39/7r//fmJjY9mwYQMfffQRq1atsv6uli9fXq9+NzWUp8JTKaXeA8YBp0Qk1rC1Bz4BooADwB0ikmdcexKYgeXk1sMi8o1hT6byON1yYLaIiFIqAPgQSAbOAr8UkQM19atv375im9FQ4wQRzrZsSYcrVyptGzZADZ6DAHz7LYweTe6KFUR37MgVHx/2t2pF7969PddfzVVPbm5ulayiSqktItJ4UyU2AFoDXedoYCDhtkmVvv0WajpWXMGUKeTOmEG0sUh4KiCAUJvBikbjbrQGuo7WQdeYM2cO93zwAUk2m8X/17Il6QMGVBvT88cePYj76ScAclesoGOnTpwLDtbjQI1H0RroOloDXWP48OE8tHEjk0tKrLZ3oqLIvv32ah1m/jt0KOONRbXcFSvoFhpKrlIEBQVpHdR4lPrqoCc9B98HxtjZngBWikgvYKVRRinVB0usrBjjngVKqQp3s38AM7EcI+ll0+YMIE9EegKvAn/32JtcjezcaV4YbNUK+vVz7d7Bg8Gv8sS6f3k5fo0gU5NGo9G4zIED5oVBf3+LtrnKiBGmYlAjCMqv0Wg0tSFn61b62J0iORwfT2JiYrX3xdkmJQHaQYNmbddoNJo6IYL9mZH7Fy2q8STd+E8+AZuj/C3Ly2nrIEaeRtPY8NjioIisxRIg35bbgQ+M7x8A423sS0SkWET2Yzke0l8p1QVoLSJpRgbOD+3uqWjrM+BmpVNquY/vvzeXhwyB6jJ02tKqFfTvbzIF2hxJ0Wg0mkbPqlXm8qBBEBTk+v32i4NlZaA3STQaTROiz8WLtLQ1REayeNOmGifGjBsH7dpZi34iehyo0WiaHFEFBbS38RokOBj6uuCA1aVLlZMmIXqTWNME8HbMwc4VwaaNnxXRJMOBwzb1jhi2cOO7vd10j4iUAheADo4eqpSaqZTKUEplnD592k2v0syxnxi7GGvLik2mNDAmxhqNRtNUqK8GXn+9JWudgQ9AE0lKotFoNACJdl6DjBjhWmKRgAAYO9Zk0ouDGo2mqWEff5+hQ113lplizheoNVDTFGgsCUkcjTSkGnt191Q1irwlIn1FpG+nTp3q2MWriPJysI8lY+cFUyN6cVCj0TRVRGDlSrPtZocJpp2jlGWCbEt+fv36pdFoNF6kysTYbmxXLXocqNFomjh1TUwHVNHAwLIylA6voGnkeHtx8KRxVBjj5ynDfgToalMvAjhm2CMc2E33KKX8gDZUPcasqQs//ghnz1aW27SBG26oXRt2iUv8y8stadw1Go2msbNzJ5w4UVmuTcxVW1q2NJf14qBGo2kqFBTQx8jkbaU2G8XDhpmKgTq0gkajaUqUlZF44YLZVpvFwe7dIaJyGcMHS+xBjaYx4+3FwS+Be43v9wLLbOxTlVIBSqluWBKPpBtHj/OVUgONeIL32N1T0dZkYJV4KvXy1YZ9vMFhw0zH41yiVatm7TUzffp0QkNDiY2NtdoOHz7MiBEjiI6OJiYmhtdee61aO8CuXbtMqeVbt25tjeUTFRVFXFwciYmJ9K0mvoWzeikpKfTu3ZuePXvy/PPPu/tXoNE0X+y9BocOtSQkqS2OFgebycCwMWnga6+9RmxsLDExMaZYaK+++ioxMTHExsYybdo0imwTzGg0murZuJEWtsPqbt3g2mtdv79nT0vcLYPmGFrB0zpYVFRE//79SUhIICYmhqefftppXxzpYG3u12g0dmRmmuMEtmsHCQmu369U1U2SZhZ30BtjQUfPsKc6rXN1LKkxEBGPfIDFwHGgBIuX3wwsMQFXAnuMn+1t6v8R2AfsAm6xsfcFso1r8wFl2FsCn2JJXpIOdHelX8nJyaKpgdtuE7EcrLN85s2rUzM5GzeKbN5c+dm/3739bEDWrFkjW7ZskZiYGKvt2LFjsmXLFhERuXjxovTq1Ut27Njh1G5PaWmpdO7cWQ4cOCAiItdee62cPn26xr44qldaWirdu3eXffv2SXFxscTHxzt8ZnMiJyenig3IEA9pXFP9aA10gQkTzBr44ot1aiYnJ0ckM9OsgxcvurmzDUNj0cAff/xRYmJi5PLly1JSUiI333yz7N69W44cOSJRUVFSUFAgIiJTpkyRf//73+549UaL1kCtg27lD38w6+D06bVvY9o0yVmxolL/jh1zfz8bEE/rYHl5ueTn54uIyJUrV6R///6SlpZW5R5nOujq/c0FrYFaA93KCy+YNXDixNq38fbbJg28tHWr+/vZgHhjLOjoGfZUp3WuzqebC/XVwVp7Diql/JVS17iw6DhNRLqISAsRiRCRd0XkrIjcLCK9jJ/nbOo/JyI9RKS3iKywsWeISKxx7SHjBRGRIhGZIiI9RaS/iPxU23fROKC0FNasMdtqG2+wgkZypG748OHs2rULgLNnz1a78+AqQ4cOpX379iZbly5dSEpKAiAkJITo6GiOHj3q1G7PypUr6dGjB9fWZmfeCenp6fTs2ZPu3bvj7+/P1KlTWbZsWc03alzCVR3UNEHKyqp6T9c2GYktISHmcgPoYHPWwNzcXAYOHEhQUBB+fn4MGzaMpUuXAlBaWkphYSGlpaUUFBQQFhZW19fVuIjWxmaEvQ7WZSxo5zXTkCdImqIOKqUIDg4GoKSkhJKSEpSDhDDOdNDV+zXuRetgM6G+iemgUYVXaIoa6OwZ9mitcx8uLQ4qpZYopdoopQKxePHlKKUe92zXNA3Ctm1gE2PmfIsWUFfx8Pc3Z7UrLm6QuIN79+6lV69eAGzfvp24uLgqdYYMGWJyZ674pKam1umZBw4cYNu2bQwYMMAlO8CSJUuYNm2atayUYtSoUSQnJ/PWW285fZajekePHqVr18ownhEREQ4FWOM6WgevEjIzwSYI/0U/P0hMrHt7rVubyw0wOW7OGhgbG8vatWs5e/YsBQUFLF++nMOHDxMeHs7jjz9OZGQkXbp0oU2bNowaNapO76KpHq2NzZBLl2DzZrPNHYuDly412MS4qepgWVkZiYmJhIaGMnLkSIf3ONNBV+/X1B+tg82MK1dg3TqzrS6Lgz17mkJzNWR4haaqga7iTOtcnU9rLPi5WK+3iFxQSk0GVgGPApuAlzzWM03DYLdTnNmmDcN96hia0sfHEnvw0qVKW34+dOhQjw7WjoMHDxIeHo6P8Q7bt28nPj6+Sr119v8A1INLly4xadIk5s2bR2ubhQFndoArV67w5Zdf8re//c1q27BhA2FhYZw6dYqRI0dy/fXXM3To0CrPc1TPcLA1oXdQ6o3WwasBu53ibW3bMqyuGghVPQcrJsf1abMWNHcNjI6OZu7cuYwcOZLg4GASEhLw8/MjLy+PZcuWsX//ftq2bcuUKVNYuHAhd911l9veU2NFa2NzY/16y0mSCnr1gvDw2rfTuzccOlRZLi+3TIwNDw9v0ZR10NfXl8zMTM6fP8+ECRPIzs6u4vHjTAddvV/jFrQONic2b4bLlyvLXbrA9dfXvh2lHJ+k0xrosga6ijOtc3U+rbHg6uykhfFzGLBcRAqA5hFVXWPGbmK8tV27+rXXwEfqMjMzTeK3ZcsWh2Lorp2SkpISJk2axJ133snEiRNrtFewYsUKkpKS6Ny5s9VWcQQuNDSUCRMmkJ6e7vCZjupFRERYd40Bjhw5oo/U1R+tg1cDdslItrVtW7/2AgIosV2YFzFvmHiYq0EDZ8yYwdatW1m7di3t27enV69epKam0q1bNzp16kSLFi2YOHEiGzdurNW7aFxGa2Nzwx1HisH5xNjLNGUdrKBt27YMHz6clJQUh890pIO1uV9Tb7QONifsE9P97Gfm03C1oREk6GwOGugq9lrn6lhSY8FVz8EcpdS3wPXAE4bLtKa5ceWKZbfYhsz6ToxDQuD48cqylwUxKyvLmqFyz549LFu2jL/+9a9V6rljp0REmDFjBtHR0Tz66KM12m1ZvHixyYX68uXLlJeXExISwuXLl/n222956qmnqtznrF6/fv3Ys2cP+/fvJzw8nCVLlrBo0aJ6v+NVjtbB5o6DYyT13iABCvz8aFNSUmnIz6963NhDNHcNBDh16hShoaEcOnSIL774grS0NHbv3s2mTZsoKCggMDCQlStX6ix1nkNrY3PDXYuDUHVx0IubIxU0VR08ffo0LVq0oG3bthQWFpKamsrcuXMd3utIB2tzv6beaB1sTrgj3mAFLVuaw2p5+QQJNF0NdBVnWlebsaTGgqt/lfcCC4BhInIZaA884bFeaRoGOxfqM/7+HAqs579trVqZt828HHcwMzOT8vJyEhISePbZZ4mOjuaDDz6od7vTpk1j0KBB7Nq1i4iICN599102bNjARx99xKpVq6w7LcuXL3dqr6CgoIDvvvvOtINy8uRJbrrpJhISEujfvz+33norY8aMsV4fO3Ysx44dc1rPz8+P+fPnM3r0aKKjo7njjjuIiYmp93tf5WgdbO788IMpFoxbNBAosIk3A3h1k6S5ayDApEmT6NOnD7fddhtvvvkm7dq1Y8CAAUyePJmkpCTi4uIoLy9n5syZ9X5vjUO0NjYnLlyALVvMtuHD696eI89BB6FPPElT1cHjx48zYsQI4uPj6devHyNHjmTcuHHW6zXpYE33a9yK1sHmQkEBpKWZbfVZHGzRwvKpoCK8ghdpqhro7BkVVGigM62raSypqYpyFJvMYUWlrgOiRWSZUioEaGGbbbip0LdvX8nIyGjobjRO/vpX+NOfrMXvQkN5Ljqa1atX16m53NxcoqOjKdi2jaCyssoL3bp5Le5gz5492bZtGyH2x5s1zY6KvzdblFJbRMRt7kLNQQe1Bjpmzpw5xP/3v0w/eNBq+6RFC/5x44311sB9ubn0sI1do5QlyYn9oqEH0Bp49eANDXRGU9NGrYPV8NVXcNtt1uKBoCCibPWrluTm5tKroAA/2/lGdLQlJrWX0Dp4ddCQGmg8q8nooNbAakhNhZEjrcVjLVsSVlhY5+Zyc3OJ9veHvLxKY3i4JY6hl9AaePVQXx106VixUupe4EnAH1gGhAFvAj+vVW81jRv7ZCT1PVJsUOjryx9eeIHM3bsthhYtqu4k14HExETmzZvn9Hp+fj4+Pj5aCDVuQetg8yYzM5MJR46YbAe7dSOxPpmKDUp9fPjdyy/zY4UGAsU+PuDnR4B9LJpaoDVQ0xjQ2tjMsBsLbmvblqh6Nlno60tIaSlzXn7ZMhYMCAB//3q2akHroKYxoHWwGeEgMV29o7aHhEBeXqUG+vmBG06mgNZAjXtx9VjxHKAvcAFARHYB13iqUxrv89jvfkeRnXfMx8ZRhfpS4OtL5u7dlYuDtl6EdSQzM5PMzMxq64SEhLDbZjKu0dQTrYPNGL/ycgbYedL/39dfVzvgcpXAwEC27dlTqYGAKi+nrB5aqDVQ04iotTYqpd5TSp1SSmXb2Norpb5TSu0xfrazufakUmqvUmqXUmq0jT1ZKfWjce11peoaMV5jxQMbxRWhFaxjQTeMA0HroKZRoceIzQU7DdzqDmcZY2FOa6CmseNqQpIrInLJbsxV6oH+aBqI4vXraVleGR3wtL8/bZOS3OI1U2gMChOvu47V//oXAMc6diQsKqrObQ6vT/wbjaZuaB1sxlyfn2/SQMLCoEcPt7QdGRmJX0CASQMLfX05FBRE796969Sm1kBNI6Iu2vg+MB/40Mb2BLBSRJ5XSj1hlOcqpfoAU4EYLN44qUqp60SkDPgHMBPYBCwHxgAr6v9KVyl5eWA30XTn4iAYY8F//tMSWqGea7laBzWNCD1GbA5cumSJwW+DW07StWxJqfG3YdVAN4RX0BqocTeueg6eNeIoCIBS6i7gSPW3aJoSCefPm8qdJk9m9Zo1bvGaaRkURLndAFA1QLY6jaaeaB1sxiTaaSDDh9d74mrCz7wX17KsDOXloPwajYeotTaKyFrAPhbX7UBFhPQPgPE29iUiUiwi+4G9QH+lVBegtYikiSWA9oc292jqwtq1pmQh+1q14oJtIP06csXHx7xKUlbGgdxcDh06VO+2NZpGgh4jNgP+effdJq++PT4+nK1H+BcrSjVocjqNxlVc9RycAywCeiulDgAFwG3V3qFpUiRcuGA2DBvmtrYjIyPxadHClKU40E3u1BqNF9E62IzxpAYCloVGn8r9OIXWQU2zwV3a2FlEjgOIyHGlVKhhD8fiGVjBEcNWgnnyXWF3iFJqJhYvQyIjI+vQvebP6j//meE25dSSEre0GxgURGFRkcnmV1jIZS8kZdJovIQeIzYDgu0yte/s3Nktp+ig8iSdlfx8uEafPNc0LlxaHBSR3UqpAcB1WOY0u4zjHJrmQEkJcZ6eGPv5mRYHg0q1p72maaF1sBlTUkKspzUQqmQnDtKLg5pmgBe00ZELr1Rjd4iIvAW8BZZMne7pWvMibM8eU/loz55umRhHRkZakpDY0MbXl7rnQNZoGhd6jNg8sN8ovu2ll7jt//0/t7Rt7zlYduECxw4doqverNI0IqpdHFRKBYhIsVIqyDAdNH4GKKUQkQLPdk/jFbZuJdA21lbnznDdde59ho/5BLu/iGWx0E3Z6jQaT6F18CpgyxbPayDoxUFNs8ID2nhSKdXF8BrsApwy7EeArjb1IoBjhj3CgV1TF86fp6ddyJdnV6+GTp3c075dpsygsjLTEWaNpimix4jNiMuXibY/6uvGjWLf4GDTrpYvUK7DbGkaGTV5DqYBScAlKndpbX/q8wDNgTVrzOVhw9wbawtAKTL37GH4Aw9U2lq2hDrGssnMLJcJYAAAIABJREFUzHSbm3d9OHz4MPfccw8nTpzAx8eHmTNnMnv2bABSUlKYPXs2ZWVl3H///TzxxBPV1relqKiIoUOHUlxcTGlpKZMnT+bPf/4zAK+++irvvPMOSini4uL497//TcuWLb363lcZWgebO/Ya6O54gwaZO3aYNRAgOLhOz2qqGghw/vx57r//frKzs1FK8d577zFo0KAqbTu7PyoqipCQEHx9ffHz8yMjI8N7L6yxxd3a+CVwL/C88XOZjX2RUuoVLAlJegHpIlKmlMpXSg0EfgDuAd6o1xtdzaxbZw5EHhPjvoVBgMBAy1hw1y6rDhb5+tIyKKiGG53TWHQQYPr06Xz11VeEhoaSnW1Nws1rr73G22+/jYjw61//mjlz5gCu66Czes7a1XidOumgUqorljip1wDlwFsi8ppSqj3wCRAFHADuEJE8454ngRlAGfCwiHxj2JOxJHkKxJKYabYRh1VTG9LS8LP9tfXoAeFOI1XUmsjISJSfH5k5OVYNLPHxoUU9kpI0ZQ10ZT7rbIxZ3TxZUz+qTUgiIknGTx8R8bX/6Z0uajyOo8VBN5OYmEhiTIzZWA+vmcTExEYhhn5+frz88svk5uayadMm3nzzTXJycigrK2PWrFmsWLGCnJwcFi9eTE5OjtP69gQEBLBq1SqysrLIzMwkJSWFTZs2cfToUV5//XUyMjLIzs6mrKyMJUuWNMCbXz1oHbwK8JYGJiZW8aKuqw42VQ0EmD17NmPGjGHnzp1kZWURHR1dpd3q7gf4/vvvyczM1AuDDUh9tFEptRjLpLq3UuqIUmoGlkXBkUqpPcBIo4yI7AD+A+QAKcAsm+N6vwHewZKkZB86U3HdcbRJ4k6UIjE2lkQbr2zfeq5fNBYdBLjvvvtISUkx2bKzs3n77bdJT08nKyuLr776ij3G0W1XdNBZvera1XiXeuhgKfCYiEQDA4FZRmb2iqztvYCVRhm7rO1jgAVKqYr2K7K29zI+Y9z+olcDntZAIDEhwaSBPlepBro6n3U2xnQ2T9bUnxpjDhrCs0lE+nmhPxpvU1YG69ebbR6YGM+bNw8uXoTduyuNAQEQF+f2Z9mTlZXF7373O86cOcPOnTsREZ566im37DB06dKFLl26ABASEkJ0dDRHjx7lwoUL9OzZk+7duwMwdepUli1bxpNPPumwfp8+fUztKqUIDg4GoKSkhJKSEpThXVRaWkphYSEtWrSgoKCAsLCwer+Hpnq0DjZjSkth3TqzzVMaCHDgAJw5U3nhmmsgIsLhPe6iMWlgREQEa9eu5f333wfA398ffwfhJdLT0x3eb6+VmoalrtooItOcXLrZSf3ngOcc2DOA2No8W+OE1avNZU/o4N//DocPW8uX/PwI9tLE1pM6CDB06FAOHDhgsuXm5jJw4ECCDO/IYcOGsXTpUh588EGXdPDixYsO63333XcO2/2///s/t7yLpnbURQeN5EsVCZjylVK5WBIq3Q7WvEAfAKuBudhkbQf2K6UqsrYfwMjabvSlImu73iipLd7QwNdfBxuvunLAJymp6saxB2hMGnjnnXe6NJ91Nsbs06eP03mypn7UuDhoHNs4o5RqKSJFNdXXNDEyMy2LdhV07Aiemny1amU5PlexS1Jc7PG4g0VFRfzyl7/kww8/pH///vzpT3+iqKiIZ555xlRvyJAh5DtIKf/SSy/x85//3KVnHThwgG3btjFgwAC+/fZbunatDJEUERHBDz/84LS+I8rKykhOTmbv3r3MmjXLWu/xxx8nMjKSwMBARo0axahRo1zqn6buaB1sxmzbBrYxXzp1AiceHG4hJMS8OOhAd9xJY9PAn376iU6dOvGrX/2KrKwskpOTee2112hld6zm6NGjTjVUKcWoUaNQSvHAAw8wc+ZMV38dGjejtbGZcOGCRQtt8URSptatTcXA0lLLmNDDkzpv6qAtsbGx/PGPf+Ts2bMEBgayfPly+vbt67IOOqvnrF1Nw1BfHVRKRQE3YAmP4LGs7TpjezUUFEB6utnmCQ0MCLCE1DIywfsAXL5cJSaru2lsGhgeHl7r+az9vNnZPFlTP1zKVgzsAdYqpT7DElMBABFZ4JFeabyHvQv10KGeG6T5+loWCG0n4vn50KGDZ54HpKamkpSURP/+/QGIj48nJSWlyu7COnvPoVpy6dIlJk2axLx582jdujWOQn3YPtO+viN8fX3JzMzk/PnzTJgwgezsbMLDw1m2bBn79++nbdu2TJkyhYULF3LXXXfVq/8al9A62BzxpgZC1QFgQYHFg9vXMyfUG5sGlpaWsnXrVt544w0GDBjA7Nmzef755/nLX/5iqludhm7YsIGwsDBOnTrFyJEjuf766xk6dGi9+q+pF1obmzrr14NtUqboaAgNdV6/rrRsCX5+Fo9tjGBsly9bYq96EG/poD3R0dHMnTuXkSNHEhwcTEJCAn5+fi7rYHX1HLWraVDqpINKqWDgc2COiFysxvup3lnbdcb2ati0yeKwUkG3buCJBVSlLOPAc+cqbfn5Hl8cbGwamJeXV6v5rKN5s6N5cmysPkhQX1z1YQ0BdgDRQD/jo7eomgNeiLVlwl78POw1k52dTZzN0eWtW7eSlJRUpd6QIUOscRtsP6mpqTU+o6SkhEmTJnHnnXcyceJEwOLlctjm6MyRI0es7tKO6ldH27ZtGT58OCkpKaSmptKtWzc6depEixYtmDhxIhs3bqyxDY1bqLUOKqXeU0qdUkpl29jaK6W+U0rtMX62s7n2pFJqr1Jql1JqtI09WSn1o3HtdWX8a66UClBKfWLYfzB2nzW1wQsxZkz4+1t2jisQMW+YuJnGpoERERFERERYd3gnT57M1q1bq7RZnYZW/AwNDWXChAmk2+/2a7yNHiM2dbylgxUTY1s8PA4E7+igM2bMmMHWrVtZu3Yt7du3p1evXrXSQWf1HLWraVDqMkZsgWVh8GMR+cIwnzSytaOztnsRb86HtQbWaj5b07zZdp6sqT+ubjPNFpGLtgallGN3J03TobzcK7G2TISEwPHjlWUPC2KHDh1YtWoVALt37+aLL75wKD513SkREWbMmEF0dDSPPvqo1d6vXz/27NnD/v37CQ8PZ8mSJSxatMhpfXtOnz5NixYtaNu2LYWFhaSmpjJ37lw6derEpk2bKCgoIDAwkJUrV+qjJN6jLjr4PjAfS0a6CiqCTT+vlHrCKM+1CzYdBqQqpa4zAu9XBJvehCUT3Rgs8WRmAHki0lMpNRX4O/DL+r3mVURZmfc1ECw6WFxcWc7PhzZtPPKoxqaB11xzDV27dmXXrl307t2blStXOowj6Oz+y5cvU15eTkhICJcvX+bbb7/lqaeeqlPfNW5DjxGbOl6ItWUlJATy8irL+flgxJTyFJ7Wweo4deoUoaGhHDp0iC+++IK0tDTatWvnkg5Wp5eO2tU0KLXSQWOT910gV0Resbmks7Y3BN7cKLY/MXbpkmVO7sG4g41NA3fv3u3SfNbZGNPZPFnjBkSkxg+w1RVbU/gkJyeLxiAzU8TityICcsHPT6SszG3N5+TkVDWWlkrZ5s0itp/iYrc90578/HwZN26cxMTEyLBhw2TLli1ubX/dunUCSFxcnCQkJEhCQoJ8/fXXIiLy9ddfS69evaR79+7y17/+tcb6IiK33HKLHD16VLKysiQxMVHi4uIkJiZG/vznP1vrPPXUU9K7d2+JiYmRu+66S4qKitz6Tk0VR39vQIa4STvqqoNAFJBtU94FdDG+dwF2Gd+fBJ60qfcNMMios9PGPg34l20d47sfcAZQ1fVHa6ANW7aYNPC8NzRQROTMGbMG5ua67Zn2NDYNFBHZtm2bJCcnS1xcnNx+++1y7tw567UKDXR2/759+yQ+Pl7i4+OlT58+pnavdjytgc4+TXGMqHXQhgsXRHx9TVoox4+7rfkqf5cFBWb927LFrbrrCE/roIjI1KlT5ZprrhE/Pz8JDw+Xd955R0REbrrpJomOjpb4+HhJTU211ndVB53Vc9bu1UxDaaDUQQeBm7Ac/90OZBqfsUAHLFmK9xg/29vc80csWdl3AbfY2PsC2ca1+TWNA0VroJnCQpGAALMG7t/vtuYdjgWzssw6eOGC257niMaogdXNZys00NkYs7p58tVOfXVQWeo7RinlB/gDG41JasXB9DbA9yJyvdObGyl9+/aVjIyMhu5G4+D112H2bGtxfYcO3GQbKL+e5ObmEu0gsH/Btm0ElZVVGrp182jcQc3VgaO/N6XUFhGpl2tlfXXQOOr7lYjEGuXzItLW5nqeiLRTSs3Hku1uoWF/F4t34AHgeRH5uWEfAswVkXHGceUxInLEuLYPGCAipv+R7YJQJx88eLCuv47mxauvgs1O5LoOHRjiBQ3kyhXYvr2yrBQkJnos7qDm6sBTGuiMpjxG1GNBG1asgLFjrcVDgYFEFhS4rfkqf5ciFv0zAvIDcP31Ho87qGn+eFsDjfabpA5qDbRhzRqTp+CJgACuKXJffi2HY8EDB8zJ6bp0gXCHeWQ0mlpRXx2syX/1j1iCqsYBl43vl4Bc4ONa97aygweM+FmZSqkMw+a2OFwaF7Fzoc7y0LE2ewrtJ8BeiLWg0dQDj+igA+oSbNqlQNQi8paI9BWRvp06dapHF5sZ9hrYtq2Tim7G358rtsdHRCxB+TWapoW3tFHjSex0MNPTOugo7uDFi47rajSNH62DTR1vayA0SNxBjcYVql0cFJE/i4gP8A8R8bH5tBWRv1R3rwuMEJFEm1XMijhcvbC4UT8BYBeHawywQClVsbpUEYerl/EZU88+XT2IwNq1JpO3JsYFenFQ04TwgA66M9i09R5j97oNYJMCTeOMRx9+mItff22yeWVAaKB1UNPU8fAYUeMt7OIN6omxRuM6WgebAXYa6BVnGXsNvHzZEgdbo2lgXIp8KSIPASil/JVSQRUfN/flduAD4/sHwHgb+xIRKRaR/cBeoL8xqW4tImnGWeoPbe7R1MSOHSZ35ku+vuz10pGOQl9fym0NxcXm9PEaTSPEjTpYEWwaqgabnmpkIO5GZbDp40C+Umqg4R19j909FW1NBlZJdbEiNFZK166ldWmptXzRz4+QG2/02vPtFwcLTp3i0KFDXnu+RuMuvDRG1HiCS5fA7mhhg0yMKwLyazRNFK2DTZTiYrBL5uOVDRJHJ0guXfL8czWaGnBpcVApNUEpdQQoAvKxuEvXZ5tPgG+VUluMWFgAnY1JMMbPUMMeDhy2ufeIYQs3vtvbNTUwZ84c/vWLX5hsG5Si3EunskUp7KPZHNu9W0+MNY2auuigUmoxkAb0VkodUUrNwJKBbqRSag8w0igjIjuA/wA5QAowSyyZigF+A7yDZXNkH5ZYhGDJdNdBKbUXeBTD41pTM4PPnjWVW0+dyquvv+6154vdZkzLsjKK3RjnS6PxFh4YI2q8xYYNJm+Vw4GBnA0I8PxzAwIosR1z6tAKmiaO1sEmSno62MQXPBUQwPGWLb3yaH2CRNMY8XOx3ovAHViC5btja2+wiBxTSoUC3ymldlZTty5xuMwNmIPx17avzY7MzEz+n91CXE5UFImJiV55fmBgIMXFxQTbeAsGFBeTX1joledrNHWk1jooItOcXLrZSf3ngOcc2DOAWAf2ImCKK33R2CBSNfnS7bd7tQvhUVGWXWJjUOoDBNt4Mmo0TQh3jxE13qIhYm0BKEWBnx9tbJOS5OdX9SjUaJoOWgebIsuXm4pZbdpY4qJ6gQJfX9raaqCOvappBLjkOQicE5GN7hI7ETlm/DwFLAX64944XPbP08H4bWhfXEx/u7gGj3z/PfPmzfPK8yMjI+kQFWWytQHLzrGXeeCBB9iwYYNb2ywsLGTYsGGUGb9jX19fEhMTrZ8DBw7wyCOPmH7fo0eP5v7777eWH3vsMV555RUAgu08jN5//30eeugha1kpxd13320tl5aW0qlTJ8aNG8eVK1cYOnQopQ206FBUVET//v1JSEggJiaGp59+2mG9V199lZiYGGJjY5k2bRpFRUXs2rXL9Htr3bq11/5GneBWHdQ0IDk5hNtmovP3h9Gjndf3FO3amYoNsTioNdCzuKqBr732GrGxscTExFTRubKyMm644QbGjRvnjS7XBa2NTZA5c+aw185betn58157fhWvmQacGGsd9Cyu6KCzMV8jHAs6Q+tgE2PO7Nkceu01k+0/XvTeq6KBBQXQQP+Pag30LPWZDwOkpKTQu3dvevbsyfPPP+/Rvrq6OLhUKfUbI6NwveIoKKVaKaVCKr4Do4Bs3BuHS1MN9sfp6NcPIiIcV/YUwcFgI4p+IgQ2QCDWH374gYEDB7q1zffee4+JEyfia7xfYGAgmZmZ1k9UVBQ33ngjGzduBKC8vJwzZ86wY8cOaxsbN25k8ODBLj2vVatWZGdnU2h4Xn733XeEh1tO2Pv7+3PzzTfzySefuPMVXSYgIIBVq1aRlZVFZmYmKSkpbNq0yVTn6NGjvP7662RkZJCdnU1ZWRlLliyhd+/e1t/Zli1bCAoKYsKECQ3yHgZu00FNA7PM7p+Km29uGI8VOy+dVqWlXg9IrTXQs7iigdnZ2bz99tukp6eTlZXFV199xZ49e6zXX3vtNaKjo73d9dqgtbEJcjotjZ42R3nLgDPGpM0bVJkYX77cYHEHtQ56Fld00NmYrxGOBZ2hdbCJkbdxI5E2p9ZKlOJ4UpLXNLDMx4diH7ulmAaKO6g10LPUZz5cVlbGrFmzWLFiBTk5OSxevJicnByP9dXVxcHngDeBM9Q/jkJnYL1SKgtIB74WkRTcG4dLUw1VjtONb4A8Lj4+YBf0OsRDq/lZWVkMHTqUPn364OPjg1KKp59+mtzcXK677jp8fX2ZMmUKDz30EDfddBPXXnst69ev55577uG6665jxowZ1rYGDhzIgQMHAMv/xH379q3yvI8//pjbaziiOHjwYKsY7tixg9jYWEJCQsjLy6O4uJjc3FxuuOEGl9/xlltu4Wsj8+rixYuZNq3yNOv48eP5+OOPXW7LnSilrDs9JSUllJSUoBy465eWllJYWEhpaSkFBQWEhYWZrq9cuZIePXpw7bXXeqXfTnCnDmoaEvvFQbsYrF4jKMjitWjgAx7xntEa2Lg1MDc3l4EDBxIUFISfnx/Dhg1j6dKlABw5coSvv/7atJPeCNHa2AQZcvq0qew7fDj/3bjRa15ZpT4+FNsaRDiSm+ux+NNaBxu3DtribMzXSMaCztA62MQYYjcfbjFqFF+tX+9Vz9SLdqfm8g4e1Bp4FWugo/lweno6PXv2pHv37vj7+zN16lSW2c9j3Ei1MQeVUpEicshI0W5/LbkuDxSRn4AEB/azuCkOl6YaLl4kyf7YSEMsDgK0bw/nzlmLwaWllqPFboz1UFRUxC9/+Us+/PBD+vfvz5/+9CeKiop45plnePXVVxkzZgwAP/74I4MGDWL+/Pk89dRTzJgxg9WrV9OhQwc6d+7MggUL8Pf359ChQ9ZByfbt24mLizM978qVK/z0009E2RybLiwstO5CdevWjaVLlxIWFoafnx+HDh1i48aNDBo0iKNHj5KWlkabNm2Ij4/H31g0sL0f4Ny5c/zCbjFj6tSpPPvss4wbN47t27czffp01q1bB0BsbCybN2+u8Xc1ZMgQ8h2407/00kv8/Oc/r/F+Z5SVlZGcnMzevXuZNWsWAwYMMF0PDw/n8ccfJzIyksDAQEaNGsWoUaNMdZYsWWISeG/iCR3UNCDHjlkCUNvSUIuDSlm8B0+dqrTl5VU5blwftAY2fg2MjY3lj3/8I2fPniUwMJDly5dbB9pz5szhhRdecNivhsZT2qiUOoBlUl0GlIpIX6VUe+ATIAo4ANwhInlG/SeBGUb9h0Xkm7o++2piqP1G8cSJXn1+YGAghUVFBNjE3AosKuKMn6vh0F1H62Dj10FbnI35GnIs6Aw9Rmy62C8O4mWP1MDAQIpLS8HGezG4pIRTHkhOpzWw8Wugs/nwZ599RteulRH2IiIi+OGHH+rcj5qo6V/g/wJJAEqpdBHpb3Pt7YprmibEihW0sN2l6NULGuq4UuvWFg9C4xhJi4psdXYxBepDamoqSUlJ9O9v+dONj48nJSUFpRTffPMN//73vykqKuL8+fPMmTMHsIj1jBkz6NKlCwBBQUH4+/uzd+9eunXrZl3pdySGZ86coa3dUcEKN2p7KnZLNm7cyKOPPsrRo0fZuHEjbdq04cYbb3R6//vvv09GRoaprfj4eA4cOMDixYsZO3as6Zqvry/+/v7k5+cTUs3RyQrxdDe+vr5kZmZy/vx5JkyYQHZ2NrGxlWv6eXl5LFu2jP3799O2bVumTJnCwoULueuuuwDLPzBffvklf/vb3zzSPxfQOtic+Oorc7lfP7DzVPUq7dqZFwcvXLBoov1RkzqiNbDxa2B0dDRz585l5MiRBAcHk5CQgJ+fH1999RWhoaEkJyezevVqj/StnnhSG0eIiO3M7QlgpYg8r5R6wijPVUr1AaYCMUAYkKqUus7mhInGEYcP08d+8uPlxcHIyEjLCRKbI/RtgbMeiD+tdbDx62AFzsZ8jWAs6Aw9RmyKHDxIb9sjvEp5PTFdZGSkZbyXmVk5FwaCPBBeRmtg49dAZ/PhgICAKm1V53ldX2qafdg+uUU11zRNhf/+11weP95rWZmq4OBoMXl5bn1Edna2SbC2bt1KUlISBQUFnD9/nrCwMHbs2EFSUhI+xmQ8KyvLupp/5MgRwsLCUErx448/mtrKyMggPj7e9LzAwEBr8NCaqIiz8OOPPxIbG8vAgQNJS0urVXwFW37xi1/w+OOPO9xVLS4upmXLltXeP2TIEFOg2IpPampqrfviiLZt2zJ8+HBSUlJM9tTUVLp160anTp1o0aIFEydOtLqYA6xYsYKkpCQ6d+7sln7UAa2DzQl7V3wvDwarEBwMtp4yZWWWrJ1uQmughcasgQAzZsxg69atrF27lvbt29OrVy82bNjAl19+SVRUFFOnTmXVqlXWTZNGgje18XbgA+P7B8B4G/sSESkWkf1Ywsz0d3C/xpYvvjCXBw4EIzaTV2nd2qR/viIemRhrHbTQ2HUQnI/5GsFY0Bl6jNgUsZ8P33gjXHON9/vh41PltIgnwmxpDbTQmDXQ2Xw4IiKCw4cPW+tV/LfwFDV5DoqT747KmsZOcTEY5/CtNNSR4gratTMvCOblWZKjuGnBskOHDqxatQqA3bt388UXX7Bx40a+//57RowYAVhcqBMSKk+6b9++3SpyWVlZ1u/nzp0jMDAQsMSI+vrrr5k/f77d67SjrKyMoqKiGsVn8ODBvPzyy3Tv3h1fX1/at2/P+fPn2bFjB2+//Xat33X69Om0adOGuLg4k5fJ2bNnrUJTHZ7YKTl9+jQtWrSgbdu2FBYWkpqayty5c011IiMj2bRpEwUFBQQGBrJy5UpT7Ar7mBENgNbB5sKlS7BypdnW0IuDFUeLbY+3nD9fdeOkjmgNbPwaCHDq1ClCQ0M5dOgQX3zxBWlpabRr187qJbN69WpeeuklFi5c6PY+1gNPaaMA3yqlBPiXiLwFdDYS0SEix5VSoUbdcMA2qvcRw6apDvvFwUmTGqYfSlnGgTbxD1vbHDN2F1oHm4YOgvMxXyMYCzpDjxGbIkZcXysNmeSmfXuwSRYaUlrq1hMkoDUQGr8GOpsP9+vXjz179rB//37Cw8NZsmQJixYtcnsfK6jpr66lUiraOLZh/V5R9livNJ5h9WqzR0rnzlBNzA+v0KaNeSHwyhVLKnc3MW3aNC5dukRsbCwzZ85k8eLFdOjQgRUrVpjiK1TEMCgqKqKwsJB2xi6OrTCOHj2alStXcscdd/Dpp59a4y/YM2rUKNavX19j3+Li4jhz5owpO1RcXBxt2rShY8eOtX7XiIgIZs+eXcX+/fffV3Gt9hbHjx9nxIgRxMfH069fP0aOHMm4ceMAGDt2LMeOHWPAgAFMnjyZpKQk4uLiKC8vZ+bMmQAUFBTw3XffMdHLx53s0DrYXPjmG8smicHRli0hJqYBO2RgH2Pw/HlL/FU3oDWw8WsgwKRJk+jTpw+33XYbb775pvX338jxlDYOFpEk4BZgllJqaDV1He0kOvyfRyk1UymVoZTKOG2XjOOq4uRJsJ/8NOS/se3bm4rBHsjarnWwaeigszFfIxkLOkOPEZsap09X1cCGXBwMCaniQe3u5HRaAxu/BjqbD/v5+TF//nxGjx5NdHQ0d9xxBzGenLuIiNMPlqDP+518fqru3sb6SU5OlquWBx8UsUw5LZ9f/9qjj8vJyXGt4p49Ips3V34OH/Zov0REbrjhBrly5YpH2t66davcddddHmm7LkyYMEF27tzZ0N3wOI7+3oAMqadmNDcdvKo18O67TRr4SXi4Rx/nsgaWlUmprQZu3ixy8aJH+6Y1sPnhKQ109vGGNgLPAI8Du4Auhq0LsMv4/iTwpE39b4BBNbV7VevgP/9pHgsmJnr0cTXqYHm5SGamWf/OnvVonyrQOti88LYGShMeI17VGvjOO2YNjI/36ONcGgseOGDWwH37PNqnCrQGNj/qq4PVHisWkajaLDRqGjHl5VVjbTX0keIK2rWzeMpUkJdniX3jwViIW7du9VjbN9xwAyNGjKCsrAxfX1+PPccVrly5wvjx4+ndu3eD9qMpo3WwmVBaWiWswoaOHbmjgbpjwseHy35+tLaNM3P+vGU32UNoDdTUF09oo1KqFeAjIvnG91HAs8CXwL3A88bPigHNl8AipdQrWBKS9ALSqzSsqeTzz83lhjpSXIFSFu/BkycrbefOVfEo9ARaBzX1RY8RmyD2R4obg0dq+/am8AqcP2/xoPawdmgN1NhTU8xBTXNh82Y4ftxaLPD1JehnP2vADtnQpg3l2JxxLy499YwxAAAgAElEQVS2pHUPCmrATtWP6dOnN3QXAPD39+eee+75/+zdd3hUVf7H8fdJJRAEQoeAAWkxlFCVVYrLotS1gC6IiIK9ESus/sSC7uLqKghWLLA2XAuCuyAKSFFhIUBEKZEOAemdkH5+f9ybydzJJJkkM5lyv6/nmYfcc8ucM4QPd84991x/V0MI//vhB+MLp+lURAS/emleP28449o56OX5V6uaZKCooIbAXPNJfBHAx1rrb5RSa4F/K6XGAXuB6wG01puUUv8GNgN5wL1anlRcsuPH4fvvrWX+7hyE4p2Dp05VyRdjX5McFCLAnD4N331nLfPnLcWFYmMhMhIK51wtKDBysAoukviSZGDwkc5Bu3B5KtP/4uK4oowJQqtMRASZERHGPDOFTpwI6s5BIUTgSElJ4cpPP8V5ppEFSpEfQB1v5yIirBdJcnKC/iKJEOWltd4JdHJTfgzoV8I+zwPP+7hqoeHrr41R1Kbd1auTkJjoxwqZqleH6OiiOWG1NkbO1K3r33oJIULLwoXG+ZVpf7VqNHV68q7f+HEEtRDOvPcYHBGwHr7/fg6+8oql7IcqOuEybnMv25kIl35q5ycYC1EGT3/PhD0dWL2a/gcPWsp+bdPGMfGyL3n6u6mV4oxLZ+XxbdvYu3evL6olQoxkoPCIyy3FKysw2XtFlPn7WfjUYmdOI72FKItkoPCIyy3FP9SrVyV3aHj0++naEXjqlOVijhBl8UYOSuegDTT69lsaOT2hM0cpMvv29fn7VqtWjWPHjnn0i3rWHDXjkJXF7s2b5YuxKJPWmmPHjlEtUEbCioDzl4wMIp0LWrfm+Z9/ZurUqT593/JkYExMDJnR0ZayWrm55Jw756vqiRAhGSjKkpKSwqDLLyfnP/+xlC+vgs5Bj3PQ9Yvx6dPyxVh4RDJQeGLS7beT/dlnlrIVgZSB1auT49xRWTiCWggPeCsH5bbiUJeby00uHWxR99zD32fM8Plbx8fHk5GRwRHnCVZLcPz4cc6dO0d0QVEX4XngVHQ05+TLsShDtWrViI+P93c1RCA6fJghTvOtAjBxYpXMZVWeDAQgLIyTJ04Yc22Zzp04wRYf1U+EDslAUZq0tDT+mJpKlNOX0wPVqhF7+eU+f+/y5GDesWNEOH+BXr/epw9mEqFDMlCUpdPChZbvmYejo4nq3dvn71ueDDx7/DixTueAnDsHDRr4sHYilHgjB6VzMNR98AGNs7KKliMjYcKEKnnryMhIWrRo4fkO8+fD1Vdbiu5JTub1DRu8XDMhhG1MnWo5GSQ+Hm66qUreutwZCLB4MYwf71jMCguj2v790KiRl2snhLCLmrm5POQyCq/Jo48y9dlnff7e5cnB9wYOZOyePUUFPXvCjz8G7YOZhBABYt8+hh44YClq8PLLvHLPPT5/6/Jk4K0338z7qamO5Xzg+VtvZdJ77/modkJYyW3FoSwvD553maN73Dho1sw/9SnL0KHGiaCT23ftMoZVCyFEeZ08Ca+9Zi179FGIivJPfTxxxx3QpIljsVpBAbzwgh8rJIQIdiP37bOORqlTBx56yH8VKsFS1xEyq1bx/pAh/qmMECJ0PP+8ZeQ0zZsb34kDTK3LLmOX04PowoE+X3/tvwoJ25HOwVD20Uewc2fRcmQk/PWv/qtPWZSCv/3NUtT51Knij5wXQghPvP66MW9VoXr14Lbb/FcfT1SrVjyn33wTXG+NFkIIT+zfz7D9+61lEyZA7dr+qU8p6v3hD6x2mXtw4JIlkJnppxoJIYLe7t3w7rvWsiefNJ6QHmCmTp1KC5epv/ocPQrff++nGgm7kc7BUOVu1OAttxhXSgJZ375w5ZXWsscfl9GDQojyycwEl6e08+CD4HRFNmDddhs0bVq0nJUFU6b4rz5CiOA1ebJ1aoXGjeH++/1Xn1JMnTqVS3/8ESKKZj1qlJ0NL77ox1oJIYLa5MnWhxu1bAljxvivPmUZMwa6dbOWPfCAPKBJVAnpHAxVc+bAtm2OxTyljE62YOAyepB16+CLL/xTFyFEcJo5E44edSyeDQ+HKphbxiuqVSue12+9Ba6jf4QQojTbtsE771jLnnoqsC+StGtnfBF29sIL4PJwPSGEKNP27TB7trVs0iTjbrpAFRYG06dby3791TgPFMLHpHMwFOXnw3PPWYoWNWwICQn+qU95de0Kw4dby/7v/+SKiRDCI5Nuu41jjz1mKfuqSZOAvI2uROPGccj5lpfsbBk9KIQonyeftDz9nFatYOxY/9XHU5MmWZ/Qef68MV+sEEKUxzPPWDJwb0wMjBrlxwp56NJLYfRoa9mTT8KxY/6pj7AN6RwMMSnjx/P5hRdCerqjLA/4MNBvJ3Y1eTL5zsvp6cWvfgshhKvTp7l5zhzq5uQ4irLDwtg6YIAfK1UB0dF85JLb+TNm8N7gwX6qkBAiqKxfD59+ai2bPDmwR8wUqlWr+F0k//43LF/un/oIIYJKSkoKd3btSsGHH1rKZyUkWKYtCGhTppAZHl60fOKE0UEohA9J52CI6frVVwx3ufXsu4YNaejyFOCA164d3zRqZCnKu+ceZg8a5KcKCSECXk4OXHcdrc6dsxRHP/YYz739tp8qVXH7r7qKg06jB8OB0QsXwn//679KCSEC3tNjx7Lv8sstZdtiY+GGG/xUowq49VbSY2OtZQ88YOS8EEKU4tzKlUzZsMHS0bGrenVO9O/vtzqVW5MmfOA6uOett4zptoTwEekcDCV/+xujXedkadCAgampTJ061T91qoS1AweSo5RjOUJrblq4sPjcEUIIUVAAt94KS5ZYy4cMMUbLBKF/Tp9Oo88/N+afMUVqDcOGFW+nEEIAbN3KPR9/TLPz5y3FS/v1s2RJwAsL49VWraxlGzcaD61zmk9WCCEs1q3j5Y0bqePyMMsWH37IK9Om+alSFfN5fDwZMTFFBQUF0K8ffPut/yolQloQnSWIUr36KjzxhLWsTh1YvBji4/1Tp0p6+r33iJo9G5w6CMPBeOrym2/6q1pCiECjNUyYAB9/bC2/5BLj4UzBcguJO0OGwPvvW8uys+HPf4YffvBPnYQQgWnDBujdmwbZ2dbyYcO4c+5c/9SpEjbVqsWnrrdBL1/O0YsuMiboF0IIZ2vXQr9+1HSdp/7hh+Haa/1Tp0rIDQvjYafvwQCcOkX+gAEwY4Zx/iuEF0nnYLDbtw8efBDGj7eW16wJixZBhw7+qZe3jB4NH30EznMuANx9NwThaEghhBdpzWvDhvFznTrw0kuWVftiYuDrr6FGDT9Vzotuvrn4BZHMTBg0yJiX68QJ/9RLCBE4fvgB+vaFI0es5ddfb1w4cf2CGQSSk5P5pFs39lerZimvd/o09OwJ//mPn2omhAgo+fnw1Vfwpz/BqVPWdY8+Ci++6J96VVJycjKHunVjbpMmlvJwreH+++GeeyA310+1E6FIOgeDVVoa3HQT+QkJxTrJssLCjDmpunf3T928beRI+Pe/yXU9sX3wQWa2aEFKSop/6iWE8A+tYelS6NOHe7/8kk4uJ4LHIyOZ9Ze/QP36fqqgD9x5JzMuushaduYMPPEE2Q0bQkoK7Nnjn7oJIfwmJSWFxzp2JKtPHzh92rryttvgk08gKso/laukqVOn8tVPP9F03z7o08e68uxZYwT1iy/K6Bkh7OroUfjHPzgaF2eMDHTNwAkT4IUXgvLiCBgZuGz5cq7NyDCyzrUdb74JAwbA8eP+qaAIOUHfOaiUGqCUSldKbVdKTfR3fXxKa2M0YP/+0LkzfPQR4QUFlk1ylOL9P/8ZevXyUyV95LrreH/oUMschAB/3rOHXWvX+qlSQgQGW+Wg2SlIv36wcmXx9bGxxK1ezZOut+KGgO1DhjAzIaFYeXRuLkybBhddBDfeaNxaKISN2CoDXWxfu5YnfvmFai7ng0u7dIG33y5+50UwqlfPmGPr9tut5VrDY4+xtFs3/9RLiABhqwzUGlavNu6qiI+HCROM0cQuvu3eHf7+96DtGLRQCh55BObPtz7BGGDpUvY0a8bD993nn7qJkBLUnYNKqXDgNWAgcDEwUil1sX9r5TtP3HknOQMHGvMIutOwIVELFnB3EM4r44k75s0j6rvvoHp1o6BePSZ07cryTZvo27ev4yUjCYWd2CkHU1JSSB02zH2nIMDAgcYJY5cuVVuxKjJ16lRu37XLGC3u+hRPMG6r+eQT0q64QnJQ2IadMhCMHHQ+5/lh0yamtG9vnVv1+ef5Y2pqaHwpLhQVBW+9xRd9+pDvVHwe+FRGDgobs1sGPnfLLca0Ah98YMzB7M5TT3Hl//4XWhkIMGQIr44Ywe8uUy28UVDAOpmHVXhBEM/SDkAPYLvWeieAUmoOcDWw2Vtv0LdvX28dqtKWL1/OhcAdLuWH6tSh4QsvGPPzuYRFyOnXD775Bm66Cb76itqzZ5PsNKfY8uXLWb58OWlpaX6spPCVZcuW+bsKgcinORhoGZgKuD6GY8uFF5L46afGA0jsYPx4GDMG3nyTU5MnUysz07L6/06d4r/TpkkOhijJwWJsk4Fg5CBAH/M22+TkZM4nJ8PjjxvngdOmwb33+rOKvqMUw5Ytg+++gxtugJMneTExkU937iQ9wP6ehO9IBhZjuwy8HOjrUp4bHk7kTTfBffdBCI8mnvjhh/DKK1B4sfz221mdnk5aWlrA/V0J3/BlBiodxFfblFLDgQFa69vM5dHAJVrr+1y2u4OiPrW2QHo53qYecNQL1Q1k0sbQIG0s7kKtdQhNPFecJzkoGVgmaWNosEMboXztlAws2q6iOWiH3ytpY+iwQzslA51IBnqNHdopbQwNPvs+HOwjB92NFS7W26m1fht4u0JvoFSq1jp0Lz8gbQwV0kbbKjMHJQNLJ20MDXZoI9inneXg03NBO3ze0sbQYYd22qGN5SQZ6AV2aKe0MTT4so1BPecgkAE0c1qOBw74qS5CCOEPkoNCCDuTDBRC2JlkoBDCK4K9c3At0Fop1UIpFQWMAOb7uU5CCFGVJAeFEHYmGSiEsDPJQCGEVwT1bcVa6zyl1H3AIiAceE9rvcnLb1OhW/GCjLQxNEgbbagKctAOn7m0MTTYoY1gn3Z6RDLQK6SNocMO7bRDGz0mGeg1dmintDE0+KyNQf1AEiGEEEIIIYQQQgghRMUF+23FQgghhBBCCCGEEEKICpLOQSGEEEIIIYQQQgghbMoWnYNKqfeUUoeVUr86lV2vlNqklCpQSnVz2f6vSqntSql0pdRVTuVdlVK/mOteVUopszxaKfWpWf4/pVRCVbXNqW7u2viiUmqrUmqjUmquUqq207pQaeNks31pSqlvlVJNnNaFRBud1j2ilNJKqXpOZSHRRqXU00qp/ebfY5pSapDTuqBrY6CRDJQMDJY2mvWQHJQc9CrJwNDIQLMeIZ+DkoGSgb4gORgaOSgZKBno0zZqrUP+BfQGugC/OpUlAm2BZUA3p/KLgZ+BaKAFsAMIN9etAXoCClgIDDTL7wHeNH8eAXwaIG28Eogwf34BeCEE23iB088PONUxZNpoljfDmGh4D1Av1NoIPA084mbboGxjoL1K+MwlA0OjjSGVgSW10yyXHAyiNgbSq4TPWzIwyNpYSjtDKgfdtdEslwwMojYG2quEz1xyMDTaKBkYAm0kADLQFiMHtdYrgOMuZVu01uluNr8amKO1ztZa7wK2Az2UUo0x/uGt0san/C/gGqd9Zps/fw70K+y1rSoltPFbrXWeubgaiDd/DqU2nnZarAFo8+eQaaPpFeAxitoHoddGd4KyjYFGMhCQDAyKNoLkoBtB2cZAIhkIhEAGgj1yUDKwmKBsY6CRHARCIAclAyUD8WEbbdE5WE5NgX1OyxlmWVPzZ9dyyz5m+JwC6vq8puUzFqM3GUKsjUqp55VS+4BRwCSzOGTaqJT6M7Bfa/2zy6qQaaPpPnNI/HtKqTpmWai1MRiE6mcuGRjcbZQcLBLsbQx0ofp5h2wGQujnoGRgSLUxGITqZx6yOSgZ6BC0bTT5NQOlc7A4dz2qupTy0vYJCEqpJ4A84KPCIjebBW0btdZPaK2bYbTvPrM4JNqolKoOPEFRyFtWuykLujaa3gAuApKB34F/muWh1MZgEXKfuWRg0aallJe2j19JDoZUG4NByH3eoZ6BENo5KBkYUm0MFiH3mYd6DkoGWgRdG01+z0DpHCwuA+N+9kLxwAGzPN5NuWUfpVQEUAvPh4n6lFJqDDAEGGUON4UQa6OTj4Fh5s+h0saLMOYW+FkptRujvuuVUo0InTaitT6ktc7XWhcAM4Ee5qqQaWMQCanPXDLQIZjbKDkYIm0MEiH1edssAyE0c1AyMETaGERC6jO3WQ5KBgZnGwMiA6VzsLj5wAhlPOGlBdAaWKO1/h04o5S61Lxf+2ZgntM+Y8yfhwNLnYLHb5RSA4AJwJ+11plOq0Kpja2dFv8MbDV/Dok2aq1/0Vo30FonaK0TMP6hd9FaHyRE2ghgzplQ6Fqg8MlNIdPGIBIyn7lkYGi0UXIwdNoYJELm87ZDBkLo56BkYOi0MYiEzGduhxyUDAz+NkKAZKCu4iez+OMFfIIxNDMX45dpnPmBZwDZwCFgkdP2T2A8BSYd84kvZnk38y9pBzADUGZ5NeAzjMkh1wAtA6SN2zHuNU8zX2+GYBu/MOu7EfgaaBpqbXRZvxvz6Uyh1EbgA+AX8+9xPtA4mNsYaK8SPnPJwNBoY0hlYEntdFm/G8nBgG9jIL1K+LwlA4OsjaW0M6Ry0F0bXdbvRjIw4NsYaK8SPnPJwdBoo2RgCLSRAMjAwp2FEEIIIYQQQgghhBA2I7cVCyGEEEIIIYQQQghhU9I5KIQQQgghhBBCCCGETUnnoBBCCCGEEEIIIYQQNiWdg0IIIYQQQgghhBBC2JR0DgohhBBCCCGEEEIIYVMR/q6AEL6klNoNZJmvQtdorXf7pUJCCFGFJAOFEHYmGSiEsDPJQFEe0jko7GC41vpXf1dCCCH8RDJQCGFnkoFCCDuTDBQekduKhRBCCCGEEEIIIYSwKaW19ncdhPAZN0Op87TW3fxXIyGEqDqSgUIIO5MMFELYmWSgKA+5rVjYgQylFkLYmWSgEMLOJAOFEHYmGSg8IrcVCyGEEEIIIYQQQghhU9I5KIQQQgghhBBCCCGETcmcgyKklfD49tu01qn+qZEQQlQdyUAhhJ1JBgoh7EwyUJSHdA4KIYQQQgghhBBCCGFTcluxEEIIIYQQQgghhBA2JZ2DQgghhBBCCCGEEELYlHQOCiGEEEIIIYQQQghhU9I5KIQQQgghhBBCCCGETUnnoBBCCCGEEEIIIYQQNiWdg0IIIYQQQgghhBBC2JR0DgohhBBCCCGEEEIIYVPSOSiEEEIIIYQQQgghhE1J56AQQgghhBBCCCGEEDYlnYNCCCGEEEIIIYQQQtiUdA4KIYQQQgghhBBCCGFT0jkohBBCCCGEEEIIIYRNSeegEEIIIYQQQgghhBA2JZ2DIUIplaCU+l4plamU2qqU+pMP3mOWUipHKXVWKXVcKfWdUqqdD97nCrMtp5RSu92s362UOm/W46xS6luX9TcqpfYopc4ppb5SSsWV8l5xSqm55rZ7lFI3ers9vqaUGqOUWqeUOq2UylBK/UMpFeG0vtQ2KqX6mb8zmebnfmHVt0KIypEMtKy3WwaOUEqlm5/XYaXUbKXUBU7rJQNFyJMMtKy3WwbeopTKd/o8ziql+jqtlwwUtmOXTFRKNXf5t39WKaWVUg87bSOZWI5MtDPpHAwdnwAbgLrAE8DnSqn65T2IUqqWUiq6lE3+obWOBZoC+4F3K1LZMt7nHPAe8GgphxiqtY41X1c6HTcJeAsYDTQEMoHXSznOa0COue0o4A3zGOWilIpRStUs735eOn51IAWoB1wC9AMecVpfYhuVUvWAL4EngTggFfjUF20QwsckA7FtBv4IXKa1rgW0BCKA55zWSwYKO5AMxLYZCLDK6fOI1Vovc1onGSjsyBaZqLXe6/xvH+gAFABfmMeVTCxHJtqe1lpeQf4C2gDZQE2nspXAXR7uHwb8CfgIOA00LWG7WcBzTsuDgHPlqKdH7+O0/Z+A3W7KdwN/KmGfvwEfOy1fhPGPv6abbWuY69o4lX0ATClHmy7FCNwTQM8StjkJnDVf5wANJHjr+G72eQj42pM2AncAP7l8JueBdv7+vZaXvDx9SQZa1tk6A4FY4F/AAk/aKBkor1B4SQZa1tkuA4FbgB9KWCcZKC/bveyWiS7bPAV877QsmejlNobyS0YOhoYkYKfW+oxT2c9meYmUUi2VUs8Cu4CXgfVAa631/rLeUClVAxgJbPdg2wq/Tyk+UkodUUp9q5Tq5FSehNF2ALTWOzADwM0x2gD5WuvfnMo8+dwaK6UeU0ptwQjzA0AXrfUqd9trrWvroqs50zD+cyqx7eU9vhu9gU3mz2W10fXzOgfsoIzPQIgAIxlYxJYZqJS6XCl1CjgDDAOmethGyUARCiQDi9gyA4HOSqmjSqnflFJPqqLpZSQDhR3ZMRML3QzMdlqWTCxfJtpaRNmbiCAQC5xyKTuFMby5GPMkahpwMTAHuFZrvd7D93pEKXUfcAGwB7i6pA0r+T6lGYURogoYDyxSSrXTWp+k5M/C3bDj8myLUqo5xjDsy4C5wJ3ASm1eciiLUuovwI1Ad611rrePbx7jVqAbcJtZVFYbY4EjpawXIhhIBto8A7XWPwC1lFJNgdsxRhaBZKCwB8lAe2fgCqA9xt9HEsZtwXnA35EMFPZkt0wsPH4vjFtlP3cqlkwsXybamowcDA1nMQLJ2QUYIyjcqQ20w7iy8TMeXOFw8pLWujaQgHHbQdtStq3M+5RIa/2j1vq81jpTa/13jKHJvczV5fksyvu51cAImAyM9mwpR/h1BmZg/CfgehJW6eOb73ENMAUYqLU+ahaX1cbyfgZCBCLJQMlAAMyr7t9gnHSDZKCwB8lAG2eg1nqn1nqX1rpAa/0L8Cww3FwtGSjsyFaZ6GQM8IXW+qxTmWRi+TLR1qRzMDRsAlq6TMrZiaJbSy201suBeIze88HAXqXUJ0qpAUqpcE/eUGu9F+Nq7TSlVIyv3sdDGuPqMRhtdtxeopRqCUQDv7nZ7zcgQinV2qmstM9tC8Zk9w8AXYFtSqn5SqnhpU1Ua05+Oxe4T2u9ocRGVPD45nsMAGZiTND9Szna6Pp51cCYi8LtZyBEgJIMtHkGuojAyDGQDBT2IBkoGWg5FEWfh2SgsCPbZaL5ntdjvaUYJBOhfJlobzoAJj6UV+VfwGrgJaAacC3GVdT6Hu5bDyPMNmDcw9+ghO1m4TTpqlmWCoz38vuEme0YiDEcuBoQZa5rjjG0OMosfxTjdoi65vokjAlde2FcbfgQmFNKneZgPM2qhnncU0CSh+2pCYzDmCfhONDRzTYRGEObn6/A32mZxze3+yNwDOhd3jYC9c3lYebn+QKw2t+/z/KSV3lfkoG2zsBR5ueigAuB5cCXnrRRMlBeofKSDLR1Bg4EGpo/twN+BZ7ypI2SgfIK1ZddMtFpmxvNdcqlXDKxHJlo95ffKyAvL/1FGkOZl2EMZ06nhKe4eXCcTkBsCevcBeBfMCYQjfbi+/TF6OF3fi0z1yUBGzGebHQMWAJ0c9n/RmCvuc08IK6UesQBX5nb7gVurODn1gpoVMLfizaPf9bp1dwbxzfXfY8xj4Lz8Rd62kaMJ19tNX93luHh06LkJa9AekkGWva3WwY+j3HLyTnzz7cxOwo8aaNkoLxC4SUZaNnfbhn4EnDIfI+dGLfQRXraRslAeYXiyy6Z6LTNImByCftLJpYjE+38UuYHJIQQQgghhBBCCCGEsBmZc1AIIYQQQgghhBBCCJuSzkEhhBBCCCGEEEIIIWxKOgeFEEIIIYQQQgghhLAp6RwUQgghhBBCCCGEEMKmIvxdgapWr149nZCQ4O9qCCGqwLp1645qrev7ux6BRDJQCPuQDHRPclAIe5AMdE8yUAj7KE8O2q5zMCEhgdTUVH9XQwhRBZRSe/xdh0AjGSiEfUgGuic5KIQ9SAa6JxkohH2UJwdt1zkovKCgAE6fhlq1QCl/10YIIaresWOQmwsNG0oOCiHsZf16uPtuyMiA5s2hZcui16BBRi4KIYQQIqhI56DwWEpKCrvXrOGljRtpde4cpyMi2FqzJsdbt2bApEnwhz9AnTr+rqYQQvhESkoKP2/YwMT0dK46dAiAs+HhHKtXjwv794cOHWD0aGjc2M81FUII33j4/vuZMHMmDbKzjYIDB2D16qINYmKM5Y4d/VNBIYTwoZSUFNLS0oqVJycnM3XqVD/USAjvkQeSCI+lpaUxdN06Wp07B8AFeXn0OHGCAWvWwJAh0KQJzJ7t51oKIYRvpKWlEZ+a6ugYBIjNz+fCQ4fgww9hwgS45BI4edKPtRRCCN+pvXhxUcegO+fPw6RJVVchIYSoQmlpaUWdg1oXLxMiiMnIQeGx2Lw8bszLK3mDrCy47z4YNgxiY8nNzSUjI4OsrKyqq6SwpWrVqhEfH09kZKS/qyJC3INRUZCZWfIG+/YZF0nGjweQHBRVQjJQVJVh+/eXuU3+vHk8c/vtPDtzpmSgqBKSgaIq9W/Xjs9OnICNG6F1a76LjmZrRgasWgWdO0O1ao5tJQNFVfFGDkrnoPDYgIMHiSkoKH2js2f5aNgwRi1aREZGBjVr1iQhIQElc3IJH9Fac+zYMTIyMmjRooW/qyNCWMK5c3TxYFTgjieeYPrOnUydNk1yUPicZKCoMv/7HxefOWMpmj1gAId37uTGvXtpan75DQfilywBkAwUPicZKKra3Tt3wpEjxsK2bfQH+h8+bEyxVa8ezJkD/foBkoGiangrB6v8tmKlVFulVJrT67RSKkUp9bRSar9T+ZduqocAACAASURBVCCnff6qlNqulEpXSl3lVN5VKfWLue5VJf/ifKeggGtdrxY/8AAf9+/Putq1LcXt1qwBICsri7p160oQCp9SSlG3bl25Iid87uoDB6wFl1/OU+PGMaF9e/Kdii86d47MH34AJAeF70kGiiozfbp1ecAAxixcyKPp6TSdMsWyavDvv0NBgWSg8DnJQFGV6mVn0/vo0ZI3OHoUbr/deIAnch4oqoa3crDKOwe11ula62StdTLQFcgE5pqrXylcp7VeAKCUuhgYASQBA4DXlVLh5vZvAHcArc3XgCpsir18843jijAAUVHwxBPc+O23dP3pJ8umnU+ehD3GE7MlCEVVkN8z4XOnTjHg4EFr2f3388w77/DCL78QPniwZdVAp23l91P4WqD+jimlmimlvldKbVFKbVJKjTfL45RS3ymltpl/1nHap1wXhJVS0UqpT83y/ymlEqq6nbZw8CD8+9/WsgceKPp59GiIjnYsNs3Kgu+/BwL391OEDvkdE1VlyO+/E2HONViiXbtg5UrHovx+iqrgjd8zfz+QpB+wQ2u9p5RtrgbmaK2ztda7gO1AD6VUY+ACrfUqrbUG/gVc4/sq29SMGdblG26ABg2MnxMToXt3x6owgA8+qLKqCSGEz/3rX9ZpFRo3hmuvLVoeN86y+Z8OHzYm5hfC3vKAh7XWicClwL3mRd+JwBKtdWtgiblc0QvC44ATWutWwCvAC1XRMNt56y3IzS1abt0arrqqaDkuDq67zrrPzJlVUzchhKgKOTkM/f13a9nDD/Nay5Zsr1HDWi4P6RRByN+dgyOAT5yW71NKbVRKved0FbkpsM9pmwyzrKn5s2t5MUqpO5RSqUqp1COF8wMIz23bBgsXWsvuv9+6PGaMdflf//JtnTwUHh5OcnKy4zXF5bYXV8uWLeMnl5GQzubPn1/mMbxt1qxZ1K9f39GGd955x7FuwIAB1K5dmyFDhrjd9/777yc2NtaxfOrUKYYOHUqnTp1ISkri/fffd6w7efIkw4cPp127diQmJrJq1SrfNUqIYFJQUPwCyV13gfOEv4MHQ/36jsWaeXkwdy6BIBRycO/evVxxxRV07tyZjh07smDBAse62bNn07p1a1q3bs1sp5NxrTVPPPEEbdq0ITExkVdffdVyzLVr1xIeHs7nn3/uKBs7diwNGjSgffv2vm+UDWitf9darzd/PgNswThXuxoo/MuaTdHF3YpcEHY+1udAP5lmxstycuCNN6xl998PYS5fI26/3bo8dy7k5+NvoZCBK1asoEuXLkRERFgyq9Dp06dp2rQp9913X7F1rueCW7dupWfPnkRHR/PSSy9Zti0pAz/77DOSkpIICwsjNTXVS62yN/P77mGl1K9OZTLNViCbO5e6OTlFy7GxMGkSnzVrxgSX0YRZH35Y+gPsqlCoZ2BJ54GjRo2ibdu2tG/fnrFjx5JrXuBatmwZtWrVcnwezz77rGOfb775hrZt29KqVasqb2NA0Fr75QVEAUeBhuZyQ4w5jMOA54H3zPLXgJuc9nsXGAZ0BxY7lfcCvi7rfbt27apFOY0fr7XxsHbj1aNH8W2OHtU6MtKy3eYNG6q+ri5q1KhRru2feuop/eKLL7pdl5ub640qldv777+v7733XrfrFi9erOfPn68HDx5cbN3atWv1TTfdZPkMnn/+ef3YY49prbU+fPiwrlOnjs7OztZaa33zzTfrmTNnaq21zs7O1idOnPB2U3xq8+bNxcqAVO2njAvUl2RgBXz7rTUDIyO1/v334ts99JB1u3793P5eVrVQyMHbb79dv/7661prrTdt2qQvvPBCrbXWx44d0y1atNDHjh3Tx48f1y1atNDHjx/XWmv93nvv6dGjR+v8/HyttdaHDh1yHC8vL09fccUVeuDAgfqzzz5zlC9fvlyvW7dOJyUlVVHLvCfQMxBIAPYCFwAnXdadMP+c4eacbzjQzc0533/Mn38F4p3W7QDquXn/O4BUILV58+aV/8Dt5MMPLdl2Njxc61Onim9XUKB1q1aWbTevXl319XURChm4a9cu/fPPP+vRo0dbMqvQAw88oEeOHFnsfNHdueChQ4f0mjVr9OOPP16snSVl4ObNm/XWrVt1nz599Nq1a73YMu8J9Ax0fQG9gS7Ar05lTwOPuNn2YuBnIBpoYeZcuLluDdATUMBCYGBZ7y3nghXUq5f1PO+ee7TWWo8fP17/sXdvfTQqyrr+o4/kPNBLSsrA0s4D//vf/+qCggJdUFCgR4wY4TiP/P77791+d87Ly9MtW7bUO3bs0NnZ2bpjx45606ZNVdNAL6lsDvpz5OBAYL3W+hCA1vqQ1jpfa10AzAR6mNtlAM2c9osHDpjl8W7KhTedPQtOo8sAcHNVkrp1YejQ4vsGqISEBJ566im6dOlChw4d2Lp1K7t37+bNN9/klVdeITk5mZUrV3LLLbfw0EMPccUVVzBhwgRmzZrluCp75MgRhg0bRvfu3enevTs//vgjAMuXL3dciejcuTNnXJ7s5039+vWjZs2axcrz8/N59NFH+cc//mEpV0px5swZtNacPXuWuLg4IiIiOH36NCtWrGCceWtkVFQUtV0eNCOEbbmOGhw+HBo1Kr7drbdal5csgbw839WrkoIpB5VSnD59GjBGQDdp0gSARYsW0b9/f+Li4qhTpw79+/fnm2++AeCNN95g0qRJhJmjmxoUToUBTJ8+nWHDhlnKAHr37k1cXFyl6iqKU0rFAl8AKVrr06Vt6qZMl1Je2j7WAq3f1lp301p3q+80yld4wGXU7cJGjeCCC4pvpxTcdpu17OxZ42tyAAqmDExISKBjx46OPHO2bt06Dh06xJVXXmkpL+lcsEGDBnTv3p1I59HvppIyMDExkbZt21aqDcJKa70COO7h5jLNlr9t3GiZRxCAe+8FYOrUqSxZvpy6zvOwQsDfWhwKGVjaeeCgQYNQSqGUokePHmRkZLg7tMOaNWto1aoVLVu2JCoqihEjRjBv3rxK1TvY+LNzcCROtxSb4VboWowrwQDzgRHmhNMtMOaZWaO1/h04o5S61Bw+fTNgr7+9qvDBB3C66Dz+RGSkMd+gO7fcYl0+d87xpCZ/OX/+vGUY9aeffupYV69ePdavX8/dd9/NSy+9REJCAnfddRcPPvggaWlp9OrVC4DffvuNxYsX889//tNy7PHjx/Pggw+ydu1avvjiC24zT4hfeuklXnvtNdLS0li5ciUxMTHF6tWrVy9LvQpfixcvdtuOL774go4dOzJ8+HD27dvndhtnM2bM4M9//jONGze2lN93331s2bKFJk2a0KFDB6ZNm0ZYWBg7d+6kfv363HrrrXTu3JnbbruNc+fOlfk+QoS83bvh66+tZe4ukAC0bw89eljLAuAiSSjk4NNPP82HH35IfHw8gwYNYrr51NT9+/fTrFnR9cP4+Hj2798PwI4dO/j000/p1q0bAwcOZNu2bY595s6dy1133VWZj1V4SCkVidEx+JHW+kuz+FDheZ/552GzvCIXhB37KKUigFp4/oVblCIlJYW7u3SBNWss5XPNznm3xowhz/muxtxc43zQj0IhA0tSUFDAww8/zIsvvlhsXUnngiLgyTRbgei116zLV1wBF19sLbv5Zuvy4sUBcZE4lDOwtPPAQrm5uXzwwQcMGFD07NpVq1bRqVMnBg4cyKZNmzw+VqiL8MebKqWqA/2BO52K/6GUSsa42ru7cJ3WepNS6t/AZoyJre/VWhdOYHI3MAuIwRhG7TIxnqgUrYuNmPlP48aMdnoancWAAZyIjKRO4YTVWsPJk8Yk1X4SExNDWlqa23XXmRNnd+3alS+//NLtNgDXX3894eHhxcoXL17M5s2bHcunT5/mzJkzXHbZZTz00EOMGjWK6667jvj4+GL7rnS98lSKoUOHMnLkSKKjo3nzzTcZM2YMS5cuLXH7AwcO8Nlnn7Fs2bJi6xYtWkRycjJLly5lx44d9O/fn169epGXl8f69euZPn06l1xyCePHj2fKlClMnjzZ43oKEWpSUlLo8eWX3Og06uW32Fja9OxZ8k5jx1q/SBeOmvHjFEChkIOffPIJt9xyCw8//DCrVq1i9OjR/Prrr4W3W1kUTreUnZ1NtWrVSE1N5csvv2Ts2LGsXLmSlJQUXnjhBbftEd5lXrx9F9iitX7ZadV8YAwwxfxznlP5x0qpl4EmFF0QzldKnVFKXQr8D+OC8HSXY63CuAV5qXb3iyHKLS0tjRHml6ZCq+PiqP+HP5S8U6NG/FS3Lr2PHnUUndqxg1N16tC8eXNfVbVUoZCBJXn99dcZNGiQ5QstlH4uKALaG8BkjO/Dk4F/AmOp2Khqa6HWbwNvA3Tr1k0ysjxOnoQPP7SWmaMGLTp0gORkKMybggK/XxyB0M7A0s4DC91zzz307t3b0dHZpUsX9uzZQ2xsLAsWLOCaa65h27ZtHh0r1Pmlc1BrnQnUdSkbXcr2z2PMQ+hangrIrOE+8sLo0Uxw+seeB8xv0oQS/6IiI1ncoAHXO/Wwn92zh/1HjhATE+O3k8KSRJudnOHh4eSVclWnhuvTp0wFBQWsWrWq2JWQiRMnMnjwYBYsWMCll17K4sWLadeunWWbXr16uR1e/dJLL/GnP/3JUla3btE/ldtvv50JEyaU2q4NGzawfft2WrVqBUBmZiatWrVi+/btvP/++0ycOBGlFK1ataJFixZs3bqV5s2bEx8fzyWXXALA8OHD7TkJqxBO0jZs4GGXWxDWXXopbUo7URgxgqx77qFa4ajp/Hz2bd6Mrlkz4DIQgicH3333XcdtIj179iQrK4ujR48SHx9v+fKbkZFB3759AeOK77BhwwC49tprudW87Ts1NZURI0YAcPToURYsWEBERATXXCN3YvnAZcBo4BelVOE3k8cxOgX/rZQahzEP4fVQ4QvC7wIfKKW2Y4wYHOHrRtnJVRERxgNJTJfOnMmlrk8ldrHlssvo7XQrVmxuLocCZGJ+V8GSgSVZtWoVK1eu5PXXX+fs2bPk5OQQGxtLr169SjwXFIGrcLotAKXUTOA/5qJMs+VPs2dbHi5yJCqK+ldf7X7bMWOKOgfB6Bz080Xi0gR7BpZ2HgjwzDPPcOTIEd566y1H2QVO02IMGjSIe+65x3FO6XyHXkZGhmMaG7vwS+egCA7VV6+2LK+Ni6Op2XlUkt19+sDHHzuWa+TnkxsAV0w8VbNmTce8VmW58sormTFjBo8++ihgXGFPTk5mx44ddOjQgQ4dOrBq1Sq2bt1aLAzLc6Xk999/d9wSMn/+fBITE0vdfvDgwRw8eNCxHBsb6zgZbN68OUuWLKFXr14cOnSI9PR0WrZsSb169WjWrBnp6em0bduWJUuWcLHrUHkhbKZJVhbNnK8iRkczsqy5R2rV4pc2bei+daujqEZWFkcigue/20DMwcLsuuWWW9iyZQtZWVnUr1+fq666iscff5wTJ04A8O233/L3v/8dgGuuuYalS5cyduxYli9fTps2bQDYtWuX47i33HILQ4YMkY5BH9Fa/4D7kS0A/UrYp1wXhLXWWZidi8K76uTk0MK5Uy8sDP74xzL3u/OLL6BFCzC/ZIUD1QPgqcWeCsQMLMlHH33k+HnWrFmkpqY6Lu6WdC4oApdSqrE5dRYUn2arvKOqhTcUFBS7pXh+kyaMK+m8buRI8h98EMcYu9xco2OxhM61QBRMGVjaeeA777zDokWLWLJkiWWuwoMHD9KwYUOUUqxZs4aCggLq1q1L7dq12bZtG7t27aJp06bMmTOHj536NezAn3MOigDX+eRJy3LPJ55g6tSppe7z6EcfQceOjmUFNHAz4XFVcZ1jYeLEiaVuP3ToUObOneuYgLU0r776KqmpqXTs2JGLL76YN998EzAmpW3fvj2dOnUiJiaGgQMHVqoNr776KklJSXTq1IlXX32VWbNmOdb16tWL66+/niVLlhAfH8+iRYtKPdaTTz7JTz/9RIcOHejXrx8vvPAC9erVA4wJ+keNGkXHjh1JS0vj8ccfr1S9hQh2rhnIH/4A1auXuV/3N96wLNcqfG6dn4RCDv7zn/9k5syZdOrUiZEjRzJr1iyUUsTFxfHkk086JsKeNGmSYzL9iRMn8sUXX9ChQwf++te/8s4775T5PiNHjqRnz56kp6cTHx/Pu+++W6l6CxHMimVgt27gycPKwsNhyBBLkT87B0MhA9euXUt8fDyfffYZd955J0lJSRU+1sGDB4mPj+fll1/mueeeIz4+3tERUFIGzp07l/j4eFatWsXgwYO56qqrKtUeAUqpTzCmQ2irlMowR1L/Qyn1i1JqI3AF8CAYo6qBwlHV31B8VPU7GA8p2YFMs+Vda9aAOWcxQK5S/Ke0eTwbNuR/LlNqHd++nfT0dPbu3eurWpYqlDOwtPPAu+66i0OHDtGzZ0+Sk5N59tlnAfj8888ddXvggQeYM2cOSikiIiKYMWMGV111FYmJidxwww2VytpgpOw2LUu3bt10amqqv6sR+PLzOVOtGjWdhxdv2GDMo1CWl1+Ghx9my8KFJNarx9mICPbHxMhTzoRPbdmypdioSqXUOq11Nz9VCaXUe8AQ4LDWur1ZFgd8CiRgzK96g9b6hLnur8A4IB94QGu9yCzvStHtdAuA8VprrZSKxngyXVfgGPAXrfXu0uokGei5xQ0b8qfDh4sKJk+G//u/sncsKIAGDeDYMUcO7q5enQQZjSt8KBAzMFBJDnrmP40bM8Rp9BkTJ4I5IqNMn38O11/vyMCssDCqdenim4oKgWRgeUgGeiYlJYX28+Zx2+7djrKvIiKYetllpc7n+f7gwdy6YAEAWxYupHX9+vwaFkZM9eryfVj4VGVzUEYOCvd+/tnaMRgXZxkRWCqnJwEBxOTl+XXUjBB+NAsY4FI2EViitW4NLDGXUUpdjDFXVpK5z+tKqcK7Et4A7sC4jaS10zHHASe01q2AV4AXfNYSu9G6+KiZK67wbN+wMOjTx1IUTLfUCSEEuBk52M/tneDuOc35BBBdUBAQT+0UQghPpaWl0cppDjqAbS1bklzGYJlbv/jCMso6QmvqRUX5pI5CeJN0Dgr3vv/eutynj/GF1xOJiVC/vmMxHIom5xfCRrTWKzAmyHd2NTDb/Hk2cI1T+RytdbbWehfG7SE9lFKNgQu01qvMJ3D+y2WfwmN9DvRTdnuslq9s3Updp0n4qVEDunf3fH+XL8bSOSiECCq7d9M0K6toOSrKmFrBU/XqGU/uNCkANxPPCyFEoIosKKCnywCXR//73zKn2aJaNfjLXyxFNeTiiAgC0jko3HPtHPR0xAwYT2NyGTUTI1+MhSjUsHCyafPPBmZ5U8D58mSGWdbU/Nm13LKP1joPOIXLk+ABlFJ3KKVSlVKpR44c8WJTQphrBl5+ufHl2FMunYMygloIEVSWLrUu9+zp0ZyrFq7njtI5KIQIIomnTxujngvFx8NFF3m28+DBlkW5SCyCgXQOiuLy8mDFCmtZeToHQW6pE6L83I3406WUl7aPtUDrt7XW3bTW3eo7jeoVpXDtHPTgCZ0WSUlQt6ifNhyMp9UJIUQwWLLEulyeW4oLSeegECKIuZ1extMbdHr1smwbXVBAuFwkFgFOOgdFcevXW0/g6tc3vuiWh+vIQRk1I0ShQ+atwph/Fj7xIgNo5rRdPHDALI93U27ZRykVAdSi+G3MorwKCio3ehrczjsoX4yFEEFB6+IjB8t7gQSKZ+D585CbW/F6CSFEFarw3NNgzDnoMjdhjNxaLAKcdA6K4ly/FPft6/lVkkJJSZY5CkNt1MzYsWNp0KAB7du3d5Tt27ePK664gsTERJKSkpg2bVqp5QDp6emWR8tfcMEFTJ06laysLHr06EGnTp1ISkriqaeecluPkvYHOHnyJMOHD6ddu3YkJiayatUqH34iohzmA2PMn8cA85zKRyilopVSLTAePLLGvPX4jFLqUnM+wZtd9ik81nBgqbbbI+h94ddf4dixouVataBz5/Ifx+XW4lDrHPR1DgIkJCTQoUMHkpOT6dat5AetlbTdN998Q9u2bWnVqhVTpkzx9kcgRGjauhWcn1Jcowb06FH+49SpU3w6hhDKwUDKwGnTptG+fXuSkpIs86G98sorJCUl0b59e0aOHEmW8zySQoiSnT/PxadPW8sqeSddqE2zFSjfh8F9BpZnf2HSWtvq1bVrVy3KcOWVWhvXjY3X669X6DCbly3Teu3aotfBg16uqP8sX75cr1u3TiclJTnKDhw4oNetW6e11vr06dO6devWetOmTSWWu8rLy9MNGzbUu3fv1gUFBfrMmTNaa61zcnJ0jx499KpVq0qtk/P+Wmt9880365kzZ2qttc7OztYnTpyofMMD2ObNm4uVAanaj3kDfAL8DuRijPIbhzEn4BJgm/lnnNP2TwA7gHRgoFN5N+BXc90MQJnl1YDPMB5esgZoWVadJAM98Mor1gwcOrRix9m4UW9euLAoA9ev17qgwLt19SNf56DWWl944YX6yJEjZdbF3XZ5eXm6ZcuWeseOHTo7O1t37NjR7XuGikDMwEB9SQ6WYfp0awYOHFjhQ23+8UfruaD5bzsUBEoG/vLLLzopKUmfO3dO5+bm6n79+unffvtNZ2Rk6ISEBJ2Zmam11vr666/X77//vjeaHpAkAyUDvWrJEmsOJiSU/xhffWU5DzxvZkCoCJTvwyVlYEW+Twe7yuagV0cOKqWilFKNvHlMUcVycuCHH6xl5b1KUqhaNeuyn64W9+3bl/T0dACOHTtmubpRUb179yYuLs5S1rhxY7p06QJAzZo1SUxMZP/+/SWWu1qyZAkXXXQRF154IUopYmNjAcjNzSU3N5eyHkLrvP/p06dZsWIF48aNAyAqKoratWtXut3C4GnWaa1Haq0ba60jtdbxWut3tdbHtNb9tNatzT+PO23/vNb6Iq11W631QqfyVK11e3PdfWbQo7XO0lpfr7VupbXuobXe6ZsW20xl5xss5DKCmvx8v42gDsYcrKw1a9bQqlUrWrZsSVRUFCNGjGDevHll7yjKJOd7Ic4btxQXknNBn2fgli1buPTSS6levToRERH06dOHuXPnApCXl8f58+fJy8sjMzOTJk2aVLS5wkOSjyGistPLgDHvoJPoggJjbn8/CMYM9PT7cEkZWJHv03ZX6c5BpdQcpVQtpVQMxsiWzUqpRypfNeEXa9davrwejYqCtm0rdix3J4S66u943L59O61btwZg48aNdOjQodg2vXr1sgxnLnwtXry4Qu+5e/duNmzYwCWXXOJROcCcOXMYOXKkYzk/P5/k5GQaNGhA//793e5T0v47d+6kfv363HrrrXTu3JnbbruNc+fOVagtwiBZZxP5+bB8ubWsohdIwsIC5otxsOagUoorr7ySrl278vbbb5f4Xu62279/P82aFU3jGR8f7/ZEVHhGMtAm8vOLfymuyMNICkVHW5+SlZXll3kHQzkD27dvz4oVKzh27BiZmZksWLCAffv20bRpUx555BGaN29O48aNqVWrFldeeWWF2iJKJ/kYgrzRORgXB5GRjkUFcPZspapVUcGagZ58Hy4pAz3dXxSJ8MIx2mqtTymlhgNLgYeA1cBLXji2qGouQbihdm36V7SHPTLSmNi/cH6F/HxjMurq1StZSc/t2bOHpk2bEmaO3tm4cSMdO3Ystt3KlSu99p5nz55l2LBhTJ06lQsuuKDMcoCcnBzmz5/P3//+d0dZeHg4aWlpnDx5kmuvvZZff/21xKs8rvvn5eWxfv16pk+fziWXXML48eOZMmUKkydP9lo7bUiyzg42bIBTpxyLpyIiqOXmBMpj0dHW5TNnoFHVDigI5hz88ccfadKkCYcPH6Z///60a9eO3r17F3s/d9tpNxej5IpxpUgG2kFaGjhNwn8qIoJanTpV/HhhYWSFhRFTUFBUduaM8aW5ioR6BiYmJjJhwgT69+9PbGwsnTp1IiIighMnTjBv3jx27dpF7dq1uf766/nwww+56aabvNZO4SD5GErOnoX//c9a5s076ar4bq5gzkBPvg+XlIGe7i+KeOO24sLu8D7AAq11JlBQyvYikLl0DqZVJryUAnMor0MVj5pJS0uzhN+6devchqG3rpTk5uYybNgwRo0axXXXXVdmeaGFCxfSpUsXGjZsWGxd7dq16du3L998802J7+u6f3x8PPHx8Y6rI8OHD2f9+vXlaosoRrLODtxlYFgl/qt0PSk8e7bKR1AHcw4W3gLXoEEDrr32WtasWeP2Pd1tFx8f77hyDJCRkSG31FWOZKAdLFliWax0BgKZES5jEeRc0OsZOG7cONavX8+KFSuIi4ujdevWLF68mBYtWlC/fn0iIyO57rrr+Omnn8rVFuExycdQ8uOP1tt/W7WC+PiKHSsA7iAJ5gwsVNb3YXcZWJ79hcEbIwc3K6W+BdoBE83h1CIYZWeDy0nDhspe2ahZ0zIKhzNnwM0/eF/5+eefHU9m27ZtG/PmzeO5554rtp03rpRorRk3bhyJiYk89NBDZZY7++STTyxDqI8cOUJkZCS1a9fm/PnzLF68mAkTJpT43q77N2rUiGbNmpGenk7btm1ZsmQJF198caXbaHOSdXbgMtfW+tq16VPCph6JjCQvL4+Iwg7BwnkHa9SozFHLJVhz8Ny5cxQUFFCzZk3OnTvHt99+y6RJk4rtV9J23bt3Z9u2bezatYumTZsyZ84cPv7440q30cYkA+3A2xkInA8Ptxa4PgHUx0I9AwEOHz5MgwYN2Lt3L19++SWrVq3it99+Y/Xq1WRmZhITE8OSJUtKfeKxqBTJx1DijVuKC0VHG9MpFMrMNDoeXS+a+FCwZmB5vg+7y8Dyfp8W3ukcHANcBfystT6nlGoKTPTCcUVVW73aEl6HoqM5icH3AAAAIABJREFU4Hq1o7xq1rQuF46aqaJbu9LS0oiJiaFTp0507NiRxMREZs+ezZNPPlmp444cOZJly5Zx9OhR4uPjeeaZZ2jbti0ffPABHTp0IDk5GYC//e1vXHDBBW7LBw0aBEBmZibfffcdb731luP4v//+O2PGjCE/P5+CggJuuOEGhgwZ4lg/aNAg3nnnHZo0aeJ2f4Dp06czatQocnJyaNmyJe+//36l2iwk60Jebi64nBhV+gKJUpwPD6em8xXoM2eqtHMwWHPw0KFDXHvttYAxVcKNN97IgAEDHOsLczArK6vE7WbMmMFVV11Ffn4+Y8eOJSkpqVJttjnJwFCXk1MsA9fXqVPpw2aGh6Mx59sC42J0Tg5ERVX62J4I9Qxs0qQJw4YN49ixY0RGRvLaa69Rp04dLrnkEoYPH06XLl2IiIigc+fO3HHHHZVqsyiR5GMo8WbnYHg4xMQYU2sVOnu2Sm8tDtYMLM/3YXcZuHHjxlL3F8Upd3PylPsgSrUBErXW85RSNYFI5ydwutl+N3AGyAfytNbdlFJxwKdAArAbuEFrfcLc/q/AOHP7B7TWi8zyrsAsIAZYAIzXZTSoW7duOjU1teKNDWVPPw3PPONY/KZhQ6a0a8eyZcsqdLgtW7aQ2K4d+evW8fA//0nab78ZK2rUqPQtKgDJyclMnTq11G1atWrFhg0bqOnaSSlCzpYtW0hMTLSUKaXWaa29dpm8vFkXiCQDS/HTT3DZZY7FY1FRDLv0Upa5PqCkHLZs2UJcXh4Ns7NJKczBiAjjRNELJAdFIclAz0kOujfthhsY/9lnjuUDSnFjr16VzsCwsDCaZWby+D/+UXQuWK2aZaL+ipIMFIWqIgNLE0z5KBlYitOnjTlRC+fMBzhwABo3rtDhtmzZQmKNGnD4cNF5YFRU8TmpK0gyUDirbA5642nFY4D5wCtmURPg3x7seoXWOtmpohOBJVrr1sAScxml1MXACCAJGAC8rpQqvD/hDeAOoLX5GoCoOJdOwErNN1hIKc5HRJD2229FJ4TOYVtBaWlppKWllbrNmTNnCAsLkyAUXlGJrBNBICUlhZmjRlnKlnpplHOmeUudIwe9kIEgOSiqlmRg6Ku+dq1leVP9+iR37uyVY58uKLCcC+ZlZ5OdnV2pY0oGikAh+RhCVq60nKftqV69wh2DDuYc/HIeKAKdN24rTgG6ASsBtNbpSqmKPIrxaqCv+fNsYBkwwSyfo7XOBnYppbYDPczRhxdorVcBKKX+BVwDLKxwS2zskfvu428rVuB8g8fHBw4Q54WnahZ+MU5u04Zlb70FderARRdV6ph9+/Ytc5uaNWvyW2GHpBCV562sEwEoLS2NoRkZlrI9CQmOWx8qIycsjDyzkzG5TRuWvfkmJCZW+tZiyUFRxSQDQ1wn5zmigf6TJ9PfC7ehxsTEkGtOrVB4LpgN7K5Zk7Zt21b4uJKBIoCUOx+VUu8BQ4DDWuv2ZlmV3EknSuFyS/GG2rW5sLLHdOqYS27ThmWvvw6dOxu3HFeCZKDwNm88rThHa33WpSzP7ZZFNPCtUmqdUqrwrKOh1vp3APPPBmZ5U2Cf074ZZllT82fX8mKUUncopVKVUqlHjhwps0F2lP3DD0Q5/T9yMDqauC5dvPLF2HUi6ryTJ9m7d2+ljytEFatI1okgEV5QwB8KrA8WfOTrr8u8VcMjSuH6i3N4507JQRFsJANDWW4uHVw6B+lT2UeRGJo3b06zdu0sZdFARIE8zFWEjIrk4yyK3/Umd9L5m8uddJWeexogMpJs1ym1zrr+ugjhf97oHDxmzrGgAZRSN2HttHPnMq11F2AgcK9Sqncp27q7p0uXUl68UOu3tdbdtNbd6tevX0bV7CnZ5YSw0Q03sGzZMq98MQ6LjbX8xURoTb4Eogg+Fck6ESTanD1LjPMX1YYNoU0brxw7JiaGbJeJ96NzcjjvPDm1EIFPMjCUrVtnzcBGjbyWgYAxQsblYnF1L91aJ0QAKHc+aq1XAK5zEl6NcQcd5p/XOJXP0Vpna613AYV30jXGvJPOHC34L6d9RDlNvPtu8tets5Sl1arllWO7DpY5tmePXCQWAcdbtxV/DLQ1b/XNBIaWtoPW+oD552Gl1FygB3BIKdVYa/27GXSHzc0zgGZOu8cDB8zyeDflogI6nTxpLfDS1WKAZs2boyIijMe2m2LkhFAEn3JnnQgebjPQS09Vb968OWRmWspitTae3C5E8JAMDGWuDx3xYgY6hIdb5tqSc0ERQryVj5Y76ZRSznfSrXbarvCOuVzKcScdxghD47xEFPfDDzh34e2qXp0WPXp45dB51atblqvl5HBULhKLAFPpzkGt9W9KqUuANhij+dK11iX+b6+UqgGEaa3PmD9fCTyLMYnrGGCK+ec8c5f5wMdKqZcxJndtDazRWucr9f/s3Xl8VNX9//HXJwlLWMOqAmKgAkIChEXEBYGfikjdEFBwQStW22pram2tX+tSra22LuDaat21Ii5U6oIKCoqgbAYBEUU2gwv7GgIk+fz+uDfJnclMMklmn8/z8biPzJx7Z+45Q3jnzrn3niN7RGQw8CkwEXiwvu1JSYcOkbN7t2/ZydVdzFkH6ek+nYN2ttgkmtpmnUks/mNthfMECeDMTixS0SGYDjSyW+pMArEMTHKBOgfDLSMDDh6seNqkxO5KN8khCvkYljvpgMfAma04fFVLHnl+J4q7XHZZeIaXAdpmZ/s8bwKInSQ2cabOnYMi0khVD4hIeTf4BvdnIxFBVYuCvPQwYLo4ZyMzgP+o6kwRWQRME5FJwEZgHICqrhSRacAXOGM3XO0J219SOQDr29hkJHXjfyvJEUfA0UeHdx/p6RR89RXDrroKcP+a1WPWpIKCgrCMh2hMTeqRdSZRlJZGbKytCiJODn7xRUUOHkpLo0E9JiWxHDTRYBmYAkpKnBk6vSLROZiW5nMsCDgTM/mPxRUiy0ATaxHIR7uTLoaqnCgOYcKPkDVo4GTgl19WZOCBtDQa2XGgiSP1GXNwgftzL7AnwM+AVHWtqvZ1lxxVvdMt36aqp6hqN/fnds9r7lTVn6hqD1V921O+WFVz3XXX2MxMdeR/tvjkk8N+K0le//7keWakE4B6XDWTl5cXF2H47bffMnz4cHr27ElOTg5TpkypWDdz5kx69OjB0UcfzV133VVjub+dO3cyduxYjjnmGHr27MmCBQtq9XoTNnXKOpNACgpo5r2auW1b6NUr7LvJ69uXPM8YXmn1/JOVqDlY3fZexcXFDBo0iL59+5KTk8Ott95ase7+++8nJyeH3NxcJkyYQHFxcWQbmdosA5PdZ5/5Do7frp0zo3qY5fXrR57/+9bjTpJEzUAIfoznL9jrs7Oz6d27N3l5eQwcODByjTM1CXc+lt9JB1XvpBsvIo1EpAuVd9J9D+wRkcHiXHkz0fMaUxu7d9N9j98/WZjvpMvr3dv3OLC+7xcnGQhw+eWX0759e3Jzc33Kp0yZQm5uLjk5OT5XYYaagcG2C/a+pp5UNaWWAQMGqPEzalT56FfO8sgjYXnbL774wrdg9WrVRYsqlx9/DMt+Yum7777TJUuWqKrq7t27tVu3brpy5UotKSnRrl276jfffKMHDhzQPn36VFseyMSJE/Xxxx9XVdUDBw7ojh07avX6VFPl901VgcUaB7kTT4tlYAD33uubgeedF7a39vm93LfPJwNLFi1SLSsL275ipbY5GGx7f2VlZbpnzx5VVT148KAOGjRIFyxYoIWFhZqdna1FRUWqqjpu3Dh96qmnotPYOGYZaDlYZ//4h28GjhkTtreu8ntZWOh7LLhuXdj2FSu1zUDVwMd4/qp7/VFHHaVbtmyJUgsTQ6JlIPAi8D2V4wZOAtrgzFL8tfuztWf7m4BvgNXAGZ7ygcAKd91DgNS0b8vAAN56yzcHe/YMy9v6/F5u2+aTf0VubiSDuXPn6pIlSzQnJ6eibPny5ZqTk6P79u3TQ4cO6SmnnKJfffWVqoaWgcG2q+59U119c7BeHdYiku7eDmwSVWkpzJvnWxaJW0kA/G8j9j87EyHLli3j5JNPplevXqSlpSEiPleg1McRRxxB//79AWjevDk9e/Zk06ZNLFy4kKOPPpquXbvSsGFDxo8fz+uvvx603N/u3bv58MMPmTRpEgANGzYkKysr5Neb8LKsS3LRGGsLnHEHMypH80iHKhOVREo85WCw7f2JCM2aNQPg0KFDHDp0CHdIEkpKSti/fz8lJSUUFRXRoUOHsLTFBGYZmOT8MzCct9L5s2PBoMd4/uyYLzHUNR9VdYKqHqGqDVS1k6o+oXYnXezMmeP7PBI56Jd/jcvKfMbkj6RIZiDAySefTOvWrX3KVq1axeDBg2nSpAkZGRkMHTqU6dOnh5yBwbYL9r6m/uo1IYk6k4JsFZHGqmr39CSiggLwTkbStm1EbiUBAh8QqoZ/NjyP4uJiLrjgAp599lkGDRrEzTffTHFxMbfddpvPdkOGDGFPgAPUe+65h1NPPTWkfa1fv57PPvuM4447jnfffZcjj6wcGqRTp058+umnbNq0KWC5v7Vr19KuXTt+9rOfsWzZMgYMGMCUKVNCfr0JL8u6JFZWFp2xtsDJumbNwDvg9Z49zphbERRvORhs+0BKS0sZMGAAa9as4eqrr67Y7vrrr6dz585kZmYyYsQIRowYEVL9TN1YBiax0lL48EPfskhlIDh555mciQMHnKVRo4jtMt4yMNgxXlO/vwXVHfOJCCNGjEBEuOqqq7jyyitD/ThMmFk+JolonChu0MA5UezOUizgDOkQoGMsnKKZgV65ubncdNNNbNu2jczMTN566y0GDhwYcgYG2y7Y+5r6q/dsxTiXPX8oIq/gjK8AgKo+Eob3NpHmf0AYgfEGKzRp4gw6XT7WYEkJFBc7IRkhs2bNon///gxyp6Hv06cPM2fOrLj6pNxH/p0DtbR3717GjBnD5MmTadGiBYFO2rkDEwcs91dSUsLSpUt58MEHOe6447j22mu566676NOnT0ivNxFhWZeMli+HHTsqn7dqBb17R25/zZtX7Rw8/PDI7Y/4y8Fg2weSnp5OQUEBO3fuZPTo0axYsYKOHTvy+uuvs27dOrKyshg3bhzPP/88F198cb3qb2pU6wwUkSeBM4HNqprrlrUGXgKygfXA+aq6w113I86tdaXAb1T1Hbd8AJUT0L0FXKuqKiKNgGeBAcA24AJVXR+2FqeCZct8ThLvysigZU5O5PaXnu50EHrHONy7N6Kdg/GWgcGO8e644w6fbavL0I8//pgOHTqwefNmTjvtNI455hhODvP4aKZW7Bgxke3ZA4sX+5ZF8k46t3OwYt8R7hyMVgb669mzJzfccAOnnXYazZo1o2/fvmRkZIScgdVtF+h9Tf3VdxxMgObASqAncKy7WNdtogg0GUmkpKU5V814Rfh2khUrVtDb80V/6dKlFbd+eA0ZMqRiUFfvMmvWrBr3cejQIcaMGcNFF13EeeedBzhnd7/99tuKbQoLC+nQoUPQcn+dOnWiU6dOFVfJjB07lqVLl4b8ehMRlnXJyD8Dhwyp88yZIfG/gnrv3soraCIk3nIw2PbVycrKYtiwYcycOZNZs2bRpUsX2rVrR4MGDTjvvPOYP39+je9h6q0uGfg0MNKv7I/AbFXthjOm1h8BRKQXMB7IcV/ziIiku695FLgSZxD+bp73nATsUNWjgfuBu+vYttTll4Gft2wZ2QyEqN9aHG8ZGOwYz191GVr+s3379owePZqFCxeG8lGYyLFjxEQ2f77v5Eg9ekTuxG0MhlaIRgYGM2nSJJYuXcqHH35I69at6datW60yMNh2gd7X1F84ulivVdXd3gIRCXwJgIkv0bydrlzz5r63Me/ZA+3bR2x3bdq04f333wfgq6++4rXXXgv4JbKuZ0pUlUmTJtGzZ0+uu+66ivJjjz2Wr7/+mnXr1tGxY0emTp3Kf/7zH3r06BGw3N/hhx/OkUceyerVq+nRowezZ8+mV69eQd/XRIVlXTLyH2Mm0hlYPu5g+RgzpaXOuIMRvLU43nIw2Pb+tmzZQoMGDcjKymL//v3MmjWLG264gXbt2vHJJ59QVFREZmYms2fPtttJoqPWGaiqH4pItl/xOcAw9/EzwBzgBrd8qqoeANaJyBpgkIisB1qo6gJ3n88C5wJvu6+5zX2vV4CHRERszK1a8OscXJaVxZBI77N5c/j++8rnEf5yHG8ZGOwYz1+w1+/bt4+ysjKaN2/Ovn37ePfdd7nlllvqVHcTNnaMmMiiMd5gOf/OwaIi55gwgle+RToDq7N582bat2/Pxo0bee2111iwYAGtWrUKKQOry8pA72vqLxy/hXMA/67nQGUm3qxcCdsrxrllT0YGzSN5Ox0Ev2omQrfGTpgwgRkzZpCbm0vbtm158cUXadOmTdje/+OPP+a5556jd+/eFVPJ//Wvf2XUqFE89NBDnH766ZSWlnL55ZeT496mE6wcYNSoUfz73/+mQ4cOPPjgg1x00UUcPHiQrl278tRTT5GRkVHt601EzcGyLrmUlUV3rC2IybiD8ZaD8+bNC7o9VObg1q1bufTSSyktLaWsrIzzzz+fM888E3DOHvfv35+MjAz69etn421FxxzCk4GHqer3AKr6vYiUnyHsCHzi2a7QLSufydO/vPw137rvVSIiu3Bm+9xayzqlpgAZWNCyZeT327QpZXhuX4rwuIPxloFAwGO8ct5jwUCvX7t2LaNHjwac2+4uvPBCRo70v0DXRNkc7BgxcUVrYjpwOgE94w4CznFgq1YR22WkM7B8H3PmzGHr1q106tSJP//5z0yaNIkxY8awbds2GjRowMMPP0wrt52hZmCw7YK9r6kfqevJVRHJABoC84HjccfUBFoCH6jqMWGpYZgNHDhQF/uPKZCqHnoIfv3riqfzW7fmhG3bwvb2q1atoqf/5CZlZZQuXUq6tywnJ6LjDprUEOj3TUSWqGq9LilK1KwLxjLQY8UKn/EF96an0+zAAWdMrDAJmIM//gieW8Vo2RLsdghTT/Gage6Vg294xhzcqapZnvU7VLWViDwMLFDV593yJ3DGF9wI/E1VT3XLhwB/UNWzRGQlcLqqFrrrvgEGqWqVgxkRuRLn1mQ6d+48YMOGDXX6PJLKsmXgdmaBc5L4nBNO4H3/L8r1EDADgaLPPqOJ9za+Ll0gzF9WTWqJVAZWJ1GPEe1Y0GPfPmfMP++swZs2QZiGbQqYgd9+6xwLlmvfHjp3Dsv+TGqrbw7WZ1CRm3AGXO0N7HMf7wVWAS/U431NtPidLV4W4cFQAUhLY7//F+8ojLVgTD1EJOtEZL2ILBeRAhFZ7Ja1FpH3RORr92crz/Y3isgaEVktIqd7yge477NGRB4Qm6EmdH5fgJe3bBnWjsGgYjDuoDH1EO4M/FFEjgBwf252ywuBIz3bdQK+c8s7BSj3eY37Jb0lsJ0AVPUxVR2oqgPbtWtXh2onoQDjDZZF6U9IkR0LmuRg34cT3fz5Ph2D32Zmhq1jMKgYjDtoTCjq3Dmoqn9W1TTgUVVN8yxZqnpHjW9gYku1ykFhVG4lAfb7j6lggWjiWISzbriq5nnO5oRzoH5TE/+xtqKUgWRmUuL9Al4+7qAxcSgCGTgDuNR9fCnwuqd8vIg0EpEuOHm20L0FeY+IDHZPfkz0e035e40F3rfxBkOTn5/PvNtv9yl7e9++qO3fThSbZGDfh5OA33iDBdG4WKZZM3z+UO3fD4cORX6/xtSg3tORqeo1ACLSUESalC/1r5qJqNWrYfPmiqdF6ems8T+LESFVzhbbVTMmAUQp687BGaAf9+e5nvKpqnpAVdcB5QP1H4E7UL/7hfhZz2tMdcrKAg7EHxUi9sXYJJy6ZKCIvAgsAHqISKGITALuAk4Tka+B09znqOpKYBrwBTATuFpVy+87/SXwb5zs+wZnMhKAJ4A27uQl1+GeUDE1W7VkCf39hpL5sVevijHzIm1/ejpl3oIDB/hm1So2btwYlf0bE072fTiBxeJEcUYGB/xnhbfjQBMH6j0hiYiMBh4EOgCKM9aCAlG4N8vURX5+Pt3+9z+u9pTNF6E0SreSFKelUYrnF+TQISgutnEHTVyLQNYp8K6IKPAvVX2M8A7U7627d6ytOlY3udx34YVc5zlBsgf4qlmzqO2/KD2d5p7bWPb+8APbDx60fx8Tt+qSgao6IciqU4JsfydwZ4DyxUBugPJiYFxNdTdV9d+xA5+ei06deHzx4ohNEOevcZMmFO/f7zPuYIP9+9nv/4XZmARg34cTVFERLFzoUxStE8VFGRk0PniwsmDPHmjdOir7NiaYcPwF/gdwPpChqunupdQWhHGsoKCAfn4Dca866qionS1GhH1+B58/rFljZ4tNvAt31p2oqv2BM4CrReTkarYN9G1Nqyn3LbCxtqpoP3++z/MlbdvSu3/0JhUs85uduHFJCfvt1mIT3+x4L4mc5D8B3dlnR61jEJwTVU0OO8ynrLUNmWsSl+VjIpo/3+d23k2NG7MlQrOm+7NxV008Ckfn4HZVna+qZTVvauJBy4MHOc47Qxzw61mzmDx5clT2n5mZyYGGDX3KGh88yH7vlO5RctVVV/Hxxx+H9T3379/P0KFDKXU/4/T0dPLy8iqW9evX89vf/tbn8z799NO54oorKp7/7ne/47777gOgmd/VTE8//TTXXHNNxXMR4ZJLLql4XlJSQrt27TjzzDM5ePAgJ598MiXeGbiiqLi4mEGDBtG3b19ycnK49dZbA253//33k5OTQ25uLhMmTKC4uLhiXWlpKf369ePMM8+MVrWDCWvWqep37s/NwHRgEOEdqN9UY4jfF+NhkydHLQMBjujSBTzjr2aA78ydUWQ5GFn1ycHVq1f7fG4tWrSI6u+pHzveSxalpRzv3zl4zjnRr0erVj5Pm5SWkhaDYWYsAyMr1AycMmUKubm55OTkVMm5ODoWDMbyMcHk5+fzymWX+ZS9H8XjsKL0dN+z+cXF4L2SMIosAyMrlAwMdrwX7ePAcHQOTheRX7qzbNoYCwng+O3bfa9xz8uD7Oyo7b9z586069rVp6yFKhKDA8JPP/2UwYMHh/U9n3zySc477zzS3TNCmZmZFBQUVCzZ2dmccMIJzHevXCorK2Pr1q2sXLmy4j3mz5/PiSeeGNL+mjZtyooVKyo6V9977z06dnTuLG3YsCGnnHIKL730UjibGLJGjRrx/vvvs2zZMgoKCpg5cyaffPKJzzabNm3igQceYPHixaxYsYLS0lKmTp1asX7KlClVpmSPkbBlnYg0FZHm5Y+BEcAKwjtQvwnmyy85ynuVXkYGjBoV3TqIgN+tK81jdNBiORhZ9cnBHj16VHxmS5YsoUmTJowePTom7cCO95LHp5/S2jv4fYsWMGxY9OvRuDF4rtJJA5rGIActAyMrlAxcsWIFjz/+OAsXLmTZsmW88cYbfP311xXr4+hYMBjLxwSz7LPPGPyd7/n01d27R+1OOhWhOE7GHbQMjKxQMjDY8V60jwPD0Tl4J/AwsBVn2Ka97s+ARORIEflARFaJyEoRudYtv01ENolIgbuM8rzmRhFZIyKrReR0T/kAEVnurnvA/XJsanDS1q2+BefGYP6CJk3Ac/VgJA8Ily1bxsknn0yvXr1IS0tDRLj11ltZtWoV3bt3Jz09nXHjxnHNNddw0kkncdRRRzFv3jwmTpxI9+7dmTRpUsV7DR48mPXr1wPOl7mBAwdW2d8LL7zAOTWcgT/xxBMrwnDlypXk5ubSvHlzduzYwYEDB1i1ahX9+vULuY1nnHEGb775JgAvvvgiEyZUDvN07rnn8sILL4T8XuEkIhVneg4dOsShQ4cI9N+0pKSE/fv3U1JSQlFRER06dACgsLCQN9980+csUgzVKutqcBgwT0SWAQuBN1V1JuEdqN8E87pf/+nw4VWuYIkKv302KymJ2ORMloOJm4PlZs+ezU9+8hOOOuqoqNQ7gHBmoIkl/ww84wyfY7KoEamSg5E6SWIZGN8ZuGrVKgYPHkyTJk3IyMhg6NChTJ8+HYi7Y8FgLB8TzDF79tDJe8zVpAl/Wbgwqlfn7/I75ttVWBixYbYsA+M7A72CHe9F4ziwzhOSiEhnVd3oTt/uv25ANS8tAX6nqkvdK2eWiMh77rr7VfUev/fqBYwHcnAGeZ0lIt3dL8aP4gyy/wnwFjAS+2JcvX37OHbHDt+yWHQOlh8Q/vhjRVEkDgiLi4u54IILePbZZxk0aBA333wzxcXF3Hbbbdx///2MHDkSgOXLl3P88cfz0EMPccsttzBp0iTmzJlDmzZtOOyww3jkkUdo2LAhGzdurPgP+fnnn9O7d2+f/R08eJC1a9eS7bkSc//+/RVnobp06cL06dPp0KEDGRkZbNy4kfnz53P88cezadMmFixYQMuWLenTpw8N3QN17+sBtm/fztlnn+2z3/Hjx3P77bdz5pln8vnnn3P55Zfz0UcfAZCbm8uiRYtq/KyGDBnCngBnrO655x5OPfXUGl8fTGlpKQMGDGDNmjVcffXVHHfccT7rO3bsyPXXX0/nzp3JzMxkxIgRjBgxAnAu+f/73/8esF7RUo+sC0pV1wJ9A5RvI0wD9Ztq/Pe/vs9jkYEAzZtDejq4t1xkqDqzt4d55njLwcTOwXJTp071OdCNlkhkoIkx/87BWNxSXK5VK/jhh4qnTUtKnNnkwzgxiWVg/Gdgbm4uN910E9u2bSMzM5O33nqrosMhHo4Fg4lUPorIepzOxVKgRFUHikhr4CUgG1gPnK+qO9ztbwQmudv/RlXfqeu+U8UQ/4tlRo1yLl6JkszMTA6WlIBnWK2mhw7xYwTGn7YMjP8M9Ap2vBeN48D6zFb8X6A/gIgsVNVBnnWPl6/z594GVz7lsmA/AAAgAElEQVQb5x4RWUWA2TU9zgGmquoBYJ2IrAEGuaHZQlUXuHV4FjgX6xys3rvv0qjMMxzGUUdBnz6xqYtf52CzCBwQzpo1i/79+zNokPPr2adPH2bOnImI8M477/DUU09RXFzMzp07yc/PB5ywnjRpEkcccQQATZo0oWHDhqxZs4YuXbpU9PQHCsOtW7eS5XerYPll1P7Kz5bMnz+f6667jk2bNjF//nxatmzJCSecEPT1Tz/9NIsXL/Z5rz59+rB+/XpefPFFRvndHpmenk7Dhg3Zs2cPzavpdCgPz3BLT0+noKCAnTt3Mnr0aFasWEFubmVf1o4dO3j99ddZt24dWVlZjBs3jueff56srCzat2/PgAEDmDNnTkTqFqI6ZZ2JU99/D36X8uN3cBE1aWnOrcXesb927Ah756DlYOLm4MUXXww4B9ozZszgb3/7W0TqVwPLwGSyerWzlMvIcK4cjJUmTaBBg4pJAdIAdu+uMuxCfVgGxn8G9uzZkxtuuIHTTjuNZs2a0bdvXzIyMnjjjTfi5VgwmEjm43BV9fZg/RGYrap3icgf3ec31HAhjQlElaFbtviWnXdeVKvQuXNn526Rzz+vyL8MoGkExj20DIz/DCwX7HgvWseB9emF8V4L2aCadcHfQCQb6Ad86hZdIyKfi8iTIlJ+n0FH4FvPywrdso7uY//yQPu5UkQWi8jiLf5BkGoCXTETq7uxmzZ1DghdaQC7doV1FytWrPAJrKVLl9K/f3+KiorYuXMnHTp0YOXKlfTv3580t1Ny2bJlFb35hYWFdOjQARFh+fLlPu+1ePFi+vh1rGZmZvpMplGd8nEWli9fTm5uLoMHD2bBggW1Gl/B6+yzz+b6668PeEbhwIEDNG7cuNrXDxkyxGfA0/Jl1qxZta5LIFlZWQwbNoyZM2f6lM+aNYsuXbrQrl07GjRowHnnncf8+fP5+OOPmTFjBtnZ2YwfP57333+/4otylNU760wcmTHD9/mxx0KnToG3jQb/25l37Aj7rcWWg45EzMFyb7/9Nv379+cwv9ldo8QyMJn4Z+CwYWHtiKu1ALcW43+HSz1ZBjriOQMBJk2axNKlS/nwww9p3bo13bp1i6djwWCimY/nAM+4j5/BuSimvHyqqh5Q1XU4w8wMCvB6U+7zz+no/T/asCH89KfRr0egoRW848GGiWWgI94zEIIf70XrOLA+Vw5qkMeBnlchIs2AV4F8Vd0tIo8Cd7ivvQO4F7icwMGq1ZRXLVR9DHgMYODAgdGf9SJelJTAG2/4lsXqdjqoDMTNmyvLduwI69hfbdq04f333wfgq6++4rXXXmP+/Pl88MEHDB8+HHAuoe7bt/IOz88//7wi5JYtW1bxePv27WRmZgLO2ChvvvkmDz30kM/+WrVqRWlpKcXFxTWGz4knnsi9995L165dSU9Pp3Xr1uzcuZOVK1fy+OOP17qtl19+OS1btqR3794+Z1e3bdtW8YWzOpE4U7JlyxYaNGhAVlYW+/fvZ9asWdxwww0+23Tu3JlPPvmEoqIiMjMzmT17NgMHDuTXv/51xdmROXPmcM899/D888+HvY4hqFfWmTgTL7cUl2vRwrmCsPyK7kOHYN8+8JuVrT4sBxM3B8v5j50TZZaBySSebikul5Xleyy4c2dY7ySxDIz/DATYvHkz7du3Z+PGjbz22mssWLCAVq1axcuxYDCRykcF3hURBf7lfpc9zL0DD1X9XkTau9t2xBliq1zAC2ZE5Eqc4bicq9ZS2auv+j4fMcI5HouF1q198q9ZSYkz3Ex6ejUvqh3LwMTIQAh+vBet48D6/NVtLCI93UuZKx6XP6/uhSLSAKdj8AVVfQ1AVX9U1VJ3CvjHqTzjUQgc6Xl5J+A7t7xTgHITzLx5sH175fPWreGkk2JXH6jaEVh+QBgmEyZMYO/eveTm5nLllVfy4osv0qZNG95++22f8RXKxzAoLi5m//79tHLr5Q3G008/ndmzZ3P++efz8ssvV4y/4G/EiBHMmzevxrr17t2brVu3+swO1bt3b1q2bEnbtm1r3dZOnTpx7bXXVin/4IMPqlxaHS3ff/89w4cPp0+fPhx77LGcdtppnHnmmQCMGjWK7777juOOO46xY8fSv39/evfuTVlZGVdeeWVM6htEnbPOxJndu2H2bN+yWHcOpqVBy5a+ZWG+asZyMLFzsKioiPfee4/zonzLk4dlYLLYvBk8V6QCsRtWwat5c+f25nKlpc74q2FiGRj/GQgwZswYevXqxVlnncXDDz9c8fnHuUjl44mq2h84A7haRE6uZtuQLphR1cdUdaCqDmzXrl09qpYEXnvN93ns/r46d9L5TdIZ7jvpLAMTIwODHe9F9ThQVeu04AyEui7Israa1wnwLDDZr/wIz+Pf4lweDc74CcuARkAXYC2Q7q5bBAx23/NtYFRN9R4wYICmrGuvVXVuWHOWSy+N6O6++OKLmjcqK1MtKFBdtKhy2b49ovVSVe3Xr58ePHgwIu+9dOlSvfjiiyPy3nUxevRo/fLLL2NdjYgL9PsGLNY6Zpxq/bIuXpeUzsCpU30ycGNmppNBERRSDm7b5puBy5ZFvF6qloPJxjLQcrBGTzzhk4GrmzWL+C5DykBV1XXrfHNw/fqI1kvVMjDZRCoDq1uikY/AbcD1wOry78vAEcBq9/GNwI2e7d8Bjq/uPVM2A1VVv/zSJwc1PV1169aI7S6kDNy40Tf/vv46YvXxsgxMPvXNwTrfVqyq2XV86YnAJcByESkfVfL/gAkikodzpmM9cJW7n5UiMg34Amem46u1coDVXwJPA5k4nYM2GUkwqvF3Ox1E5dbiQJYuXRqx9+7Xrx/Dhw+ntLSU9DBeEl4XBw8e5Nxzz6VHjx4xrUciq0fWmXjjl4Hz2rRhQqzGXPVq2ZIyPJfyHzwIRUXO2eQIshw0obAMTCJ+txR/3KYN3WNUlSqyssA7e+jOndC5c0THxbYMNPUViXwUkaZAmjoTdzYFRgC3AzOAS4G73J/l/6FnAP8RkftwJiTpBiwMd72Shv8txcOHQ5s2salLudatfSbpZNcuZziwjPqMAFczy0DjL7K/cQGo6jwCX/78VjWvuRO4M0D5YqDqNC+mqmXLYMOGiqfFaWk0HjEihhXy8O8cDPNYM7Fw+eWXx7oKADRs2JCJEyfGuhrGxN6BA/Dmmz5F89q2JWajuHmlp7MvI4PmJSWVZTt2RLxzMNIsB42JI0VF8N57PkUft23Lz2JUnSpatPA9SRKB8VejzTLQ1NFhwHR3NtgM4D+qOlNEFgHTRGQSsBEYBzVeSGP8+XcOjhkTm3p4NWkCjRo5x6rgXNSzcyfU4bbaeGIZmHii3jloYsTvipnFrVpxUpMmMaqMn2bNKBEhQ93hMcrKnLHBYjl7njEmucyZA3v2VDzd3qABq2I1+HQAewJ1DnbsGLvZ5I0xSSM/P5+Ob7/N7/fvryj7VoQ18XQCIi2NvRkZtPDPwQTuHDSmLlR1LdA3QPk24JQgrwl4IY3xs24deK6WKwPS4uVOutat4fvvK8u2b0/4zkGTeBL30iwTst/+5jd8+/e/+5TNi1LYaHmHX3VE2ON/2bR34hRjahDS75lJWfn5+cy9+GKfshlAWZQ63kL5/dyXkYHPVEwHDoDni7wx1bEMNNVZ/tlnjFmzxqdsfseO5PXrF5X9h/r7udfvWPDQ5s18u3FjJKpkkoxloAnJ9Ok+T1e0aAGHHx7x3Yb0+9m6te/z3budK6iNCVE4ctA6B1NA6/fe40jPl8xSYM/J1U16FR6NGzdm27ZtIf2iVukc3LUrrLMWm+Slqmzbto3GjW3STBPY7nnzGOodywpYfswxFbOyRVKoOVgmwh6/zsrtX3/NRvtibGpgGWhqMnTLFrp6j6kaNOCC+fOZPHlyxPddm2PBsubNfU6SNFClYZhn7TTJxzLQhCI/P5+Vt93mU/ZhFGZtDjkDMzM54D+k1o4dkauYSSrhykG7rTjZlZYy0e/LZfpll3HnY49FfNedOnWisLCQLVu21Ljtj5s3s/vAAbzDle5+/31KMjNp7X8mxRg/jRs3plOnTrGuholTEz3jrQIwYAD3LloUlVt2Q83B7du3s6O4mJaes8QKbN22jX379kW4libRWQaaoFS5yP8kw8SJcOSRUdl9bY4FAVYfPOhcMeMqBbanp9sQC6ZaloGmJmkffECOZ3gZgG1RuFimNhm4Z/t23yFm9uyBbdsiWDuTTMKRg9Y5mOymTeOooqLK5+npcNNNUdl1gwYN6NKlS0jb/utf/+KkV15h7KZNFWU/iPCzE0/k7Y8+ilQVjTHJbsUKhvldNcgtt0Tti2ZtcpD9+6FbN/Dk4BuHH87J3jFojDGmNt54g594TzCkpcENN0Rt97XKQHBm7OzSxXdYhfvvh/z88FfOGJMaVPn5unW+Zaecwq1PPhnxXdcmAy+67DJeWOiZaFoEVqyAXr0iVDtjfNltxcmstBTuuMO37OKL4eijY1OfakyePJmxn34KmZkVZYerMu7bb2NYK2NMwvvLX3yf5+XBWWfFpi41ycx0Oi49zvjhB/jqqxhVyBiT0FThTr85CsaNc05CxKvDDoOrr/Ytu/tuG4PVGFN306fT0++qwSrZGAc2ZWayNN1zH50qX55xhpPlxkSBdQ4ms5dfhlWrKp+npUXtqsE66dgRfvtbn6LxhYXOWWRjjKmtL76AadN8y6J41WCd/OxnPidw0gFuvjlm1THGJLA5c+DTT33LbrwxJlWpld//Hpo0qXz+ww/wz3/Grj7GmMRVUgJ/+pNv2ejRcNxxsalPNfLy8vhvjx4+Zcds3AgzZsSoRibVWOdgsiorC3zVYDyfLQb4wx+gTZuKp01KS+H222NYIWNMwrrzTt+zrX36wDnnxK4+oWjQoOrVjtOmwdKlsamPMSZx/fWvvs9/+lPo2zc2damN9u3hmmt8y+6+G7zD5BhjTCiee67qxTL+x1lxYvLkydy+YgUMH+674rrroLg4NpUyKcU6B5PVK684V824SqHqWZN41LJlldvqeOwxu63OGFM7q1fD1Km+ZTff7BwUxrtx45zbn73i+apvY0z8WbgQZs3yLfu//4tNXeri979nvzevf/wRHn00dvUxxiSe4mK49VbfsokT43sMPxGYMsX3eHXtWmfsVWMiLAG+JZlaKyurcrXdrMMOi/+rBsv94hfQtWvl85KSxDqgNcbE3h13OFnoWtu0KZx3XgwrVAtpaVWv+Jk5Ez78MDb1McYklN9ffTVfnHqqT1lBy5ZwwgkxqlEdtG3Lax07+pbdfbcze6cxxoTi0UfBM379QRG47bbY1SdUvXvDL3/pW3bnnT4T1hkTCdY5mGTyr72Wl446ClaurCgrBZ7r3Dl2laqthg2rfjF+9VVYsCA29THGJJRXhw2DF17wKXu2c+fEuGqw3MiRLGvZ0rfs+uttUH5jTPVKSjj3pZfo5deJtsD/NrUE8NKRR+LTii1bWNK5M9f733JsjDEe+fn5/PSkk9jpNzP76x06wFFHxahWtXT77ezKyKh8vm8f/PGPsauPSQkJ9E3JhKL/f//LBYWFPmWz27enbSKdLQYYN45VzZv7lo0d60znbowxwTz1FGPmzvUpWt+kCbv8rqKJeyI83qWLb9miRXzVvTvs3RubOhlj4psq/OpXnLhtm2/56afzy9dei02d6qHrscfyX7+T2wN27mTMiy/CwYMxqpUxJt6tWbSIWz/5hKxDhyrKitLTKRg1Koa1qqXWrXkyO9u37Pnn4f33Y1IdkxqsczCZ/OUvTNy40besTRtGLFzI5MmTY1OnukpL41/eW4sBvvuOfQMHwvz5samTMSa+vfQSXHGFb1lmJtmzZnH/Aw/Epk71kDF0KPM8EzQBdC8shNNPh127YlQrY0zcuuMOePxx37I+fZxsjOdZ2oOYPHkyl3zxBfTr51N+/PbtcOGFzrAzxhjj9cMPTF62jEGlpT7FTf70J+587LEYVapu3ujQgRV+d70cPPVUnhs5MkY1MsnOOgeTxT33OIPte2VlwXvvJc7l0/6GDeONww/3KWp64ACceiq89VaMKmWMiUv/+58zI7tnnEEaNoTp0+H442NXr3qYPHkyJ61a5Yw94zV/vpOD27fHpmLGmPiiCv/8Z9WB9zt3hrffdiZ7S1RNm8K771adQODVV+Gyy8CvA8AYk8I2bIAhQzh63z7f8oED4Q9/iE2d6qF3v3487ncM2FCVS955xxmP33vMa0wYWOdgolu1yrlS5ve/9y1v3hzeeafK2dZEMnnyZM4sLISrr/ZdsX8/nH22c2m1MSa1rVsHv/mNM+yA5yqSUnCuljn99JhVLSzatYMPPoABA3zLFy+G4cNh8+bY1MsYE3uqPHLeeSzPyqoyeP3ujAxnIqMOHWJUuTBq29aZedl/Yr0XXoATT3ROAlknoTGp7csv4aSTYM0a3/IhQ5z8aNIkNvWqh8mTJzOloAD+/OeqK//2N2eiPZukyYSRdQ4mIlWn42/kSOdM6hNP+Kzen5bmnCkeNChGFQyj9HR48MGqM0uVlsIll/DQ0UeTn58fk6oZY2Jo0SK44ALKfvITJyM840+VAX895hg499zY1S+c2rSB2bNZ3qKFb/nnn7OhSxdu8b+V2hiT3FSdL7tDhvCr6dPpvXu3z+oDaWk8NXo09OwZowpGwBFHwOzZ/NCokW/5p586X5B79oR//csmbTImBd1z4YXs7NMH/MbdZ9Qo5yRJIl89DXDLLfDss84dMV6vv+6cIFm/PibVMskn4TsHRWSkiKwWkTUiktxT+BQXO2PJ5OY6HYPvvFNlkwNpaTxx7rlOUCQLEbj1Vl4eNgz/i6fPX7uWtYsWxaRaxsSLlMrBN9+EoUOdkx/TppGmWmWTe7t3Z1uiXzHor2VLnrvoIj7zO8BtW1TEtiVLYlQpY+JDSmXgxx87V8Kcdprz2F9GBo1efZVrp02Lft0i7cgjeXzCBLb4f0EG+Ppr+MUvnKF07rjDrqYxKSWVMjA/P59hw4b5LF1efNFn8hGApd27O1cVJ+AVgwFdcgnMncv2Bg18y5cv54djjuF3Nou7CQPRAF+sEoWIpANfAacBhcAiYIKqfhHsNQMHDtTFixdHqYbhdcOvfsXNjz1Gs2C3TmRnw1NPwbBh0axWdE2b5owrdugQNG/Oz7t14+VvviEvL69ik7y8vMSbgMVEhIgsUdWBsa5HJNU2BxM5A/Pz8xnz/PMM8Z+Js1yHDvCPfzgD1SeroiLnKpl33oFGjfhdjx48sWGDTwaC5aBxWAYGlsg5+OzIkUwMcHIYgJ/+1OkYS+AhZUKybp0z5MzbbwdcvScjgzt+/nP+/sgjUa6YiTeWgYElSgbm5+dTUFDgUzZ37lwAhg4dWlGWWVrKo2vWkP3DD07BlVfCI484d6AlmdsmTeLCadPovndvRdnPMjNZN2gQc+bMiV3FTNyqTQ5mRLoyETYIWKOqawFEZCpwDhA0DGtrWBx1tM2dO5f2wO/8ytcdcQRdpkyB0aMhI9H/SWtw/vnQujWMHw8vv0zT118nr3nzitVz585l7ty5Vf6QmORgf/QCimgOxlsGLgL8r5X5rk0bOtx3n5MLga4oSSZNmji3kVxyCVx6KaXvvUdegANny8HkZTlYRcpkIMBHc+dyLOC9YXhldjY506bBscfGqlrR1aWLMzHd8uUsvOAC+n/5JRmeix0eLCnhH48+ysIvwvZ1wMQRy8AqkjYDA3UEDh06NPAJ0O3bnTtLzjgD7r47IWdoD8VtTzwBDzzgTMj0yivwpz+x7qOPKCgoiLu/VyYyIpmBiX7l4FhgpKpe4T6/BDhOVa/x2+5K4Er3aQ9gdS120xbYGobqxjNrY3KwNlZ1lKq2i1Rl4kEoOWgZWCNrY3JIhTZC7dppGVi5XV1zMBV+r6yNySMV2mkZ6GEZGDap0E5rY3KI2PfhRL/MLNApgSq9nar6GPBYnXYgsjgFLke3NiYBa2PKqjEHLQOrZ21MDqnQRkiddtZCRI8FU+HztjYmj1RoZyq0sZYsA8MgFdppbUwOkWxjok9IUggc6XneCfguRnUxxphYsBw0xqQyy0BjTCqzDDTGhEWidw4uArqJSBcRaQiMB2bEuE7GGBNNloPGmFRmGWiMSWWWgcaYsEjo24pVtURErgHeAdKBJ1V1ZZh3U6db8RKMtTE5WBtTUBRyMBU+c2tjckiFNkLqtDMkloFhYW1MHqnQzlRoY8gsA8MmFdppbUwOEWtjQk9IYowxxhhjjDHGGGOMqbtEv63YGGOMMcYYY4wxxhhTR9Y5aIwxxhhjjDHGGGNMikqJzkEReVJENovICk/ZOBFZKSJlIjLQb/sbRWSNiKwWkdM95QNEZLm77gEREbe8kYi85JZ/KiLZ0Wqbp26B2vgPEflSRD4XkekikuVZlyxtvMNtX4GIvCsiHTzrkqKNnnXXi4iKSFtPWVK0UURuE5FN7r9jgYiM8qxLuDbGG8tAy8BEaaNbD8tBy8GwsgxMjgx065H0OWgZaBkYCZaDyZGDloGWgRFto6om/QKcDPQHVnjKegI9gDnAQE95L2AZ0AjoAnwDpLvrFgLHAwK8DZzhlv8K+Kf7eDzwUpy0cQSQ4T6+G7g7CdvYwvP4N546Jk0b3fIjcQYa3gC0TbY2ArcB1wfYNiHbGG9LkM/cMjA52phUGRisnW655WACtTGeliCft2VggrWxmnYmVQ4GaqNbbhmYQG2MtyXIZ245mBxttAxMgjYSBxmYElcOquqHwHa/slWqujrA5ucAU1X1gKquA9YAg0TkCJz/eAvU+ZSfBc71vOYZ9/ErwCnlvbbREqSN76pqifv0E6CT+ziZ2rjb87QpoO7jpGmj637gD1S2D5KvjYEkZBvjjWUgYBmYEG0Ey8EAErKN8cQyEEiCDITUyEHLwCoSso3xxnIQSIIctAy0DCSCbUyJzsFa6gh863le6JZ1dB/7l/u8xg2fXUCbiNe0di7H6U2GJGujiNwpIt8CFwG3uMVJ00YRORvYpKrL/FYlTRtd17iXxD8pIq3csmRrYyJI1s/cMjCx22g5WCnR2xjvkvXzTtoMhOTPQcvApGpjIkjWzzxpc9AysELCttEV0wy0zsGqAvWoajXl1b0mLojITUAJ8EJ5UYDNEraNqnqTqh6J075r3OKkaKOINAFuojLkfVYHKEu4NroeBX4C5AHfA/e65cnUxkSRdJ+5ZWDlptWUV/eamLIcTKo2JoKk+7yTPQMhuXPQMjCp2pgoku4zT/YctAz0kXBtdMU8A61zsKpCnPvZy3UCvnPLOwUo93mNiGQALQn9MtGIEpFLgTOBi9zLTSHJ2ujxH2CM+zhZ2vgTnLEFlonIepz6LhWRw0meNqKqP6pqqaqWAY8Dg9xVSdPGBJJUn7llYIVEbqPlYJK0MUEk1eedYhkIyZmDloFJ0sYEklSfeYrloGVgYrYxLjLQOgermgGMF2eGly5AN2Chqn4P7BGRwe792hOB1z2vudR9PBZ43xM8MSMiI4EbgLNVtcizKpna2M3z9GzgS/dxUrRRVZerantVzVbVbJz/6P1V9QeSpI0A7pgJ5UYD5TM3JU0bE0jSfOaWgcnRRsvB5GljgkiazzsVMhCSPwctA5OnjQkkaT7zVMhBy8DEbyPESQZqlGdmicUCvIhzaeYhnF+mSe4HXggcAH4E3vFsfxPOLDCrcWd8ccsHuv9I3wAPAeKWNwZexhkcciHQNU7auAbnXvMCd/lnErbxVbe+nwP/AzomWxv91q/HnZ0pmdoIPAcsd/8dZwBHJHIb420J8plbBiZHG5MqA4O102/9eiwH476N8bQE+bwtAxOsjdW0M6lyMFAb/davxzIw7tsYb0uQz9xyMDnaaBmYBG0kDjKw/MXGGGOMMcYYY4wxxpgUY7cVG2OMMcYYY4wxxhiToqxz0BhjjDHGGGOMMcaYFGWdg8YYY4wxxhhjjDHGpCjrHDTGGGOMMcYYY4wxJkVZ56AxxhhjjDHGGGOMMSkqI9YVMCaSRGQ9UOwu5c5V1fUxqZAxxkSRZaAxJpVZBhpjUplloKkN6xw0qWCsqq6IdSWMMSZGLAONManMMtAYk8osA01I7LZiY4wxxhhjjDHGGGNSlKhqrOtgTMQEuJS6RFUHxq5GxhgTPZaBxphUZhlojEllloGmNuy2YpMK7FJqY0wqsww0xqQyy0BjTCqzDDQhsduKjTHGGGOMMcYYY4xJUdY5aIwxxhhjjDHGGGNMirIxB01SCzJ9+xWqujg2NTLGmOixDDTGpDLLQGNMKrMMNLVhnYPGGGOMMcYYY4wxxqQou63YGGOMMcYYY4wxxpgUZZ2DxhhjjDHGGGOMMcakKOscNMYYY4wxxhhjjDEmRVnnoDHGGGOMMcYYY4wxKco6B40xxhhjjDHGGGOMSVHWOWiMMcYYY4wxxhhjTIqyzkFjjDHGGGOMMcYYY1KUdQ4aY4wxxhhjjDHGGJOirHPQGGOMMcYYY4wxxpgUZZ2DxhhjjDHGGGOMMcakKOscNMYYY4wxxhhjjDEmRVnnoDHGGGOMMcYYY4wxKco6B40xxhhjjDHGGGOMSVHWOZgkRCRbRD4QkSIR+VJETo3APp4WkYMisldEtovIeyJyTAT2M9xtyy4RWe+3rrO7f++iIvI7zzYXisgGEdknIv8VkdbV7Ku1iEx3t90gIheGuz2RJiK5IvKOiGwVEQ2wvto2isgp7u9Mkfu5HxW92hsTHpaBKZ2Bl4rIEhHZLSKFIvJ3EcnwrLcMNEnPMjClM3C8iKx2P6/NIvKMiLTwrLcMNCnBcjClc/AyESn1+0yGedZbDobAOgeTx4vAZ0Ab4CbgFRFpV9s3EZGWItKomk3+rqrNgI7AJuCJulS2hv3sA54Efu+/QlU3qmqz8gXoDZQBr7rvmwP8C7z0eNkAACAASURBVLgEOAwoAh6ppioPAwfdbS8CHnXfo7btyRSR5rV9XZje/xAwDZgUZH3QNopIW+A14GagNbAYeCmMVTcmWiwDSdkMbALkA22B44BTgOs96y0DTSqwDCRlM/Bj4ERVbQl0BTKAv3jWWwaaVGE5SMrmIMAC7+eiqnM86ywHQ6GqtiT4AnQHDgDNPWUfAb8I8fVpwKnAC8BuoGOQ7Z4G/uJ5PgrYV4t6hrQfz/anAutr2OZW4APP878C//E8/wlOEDQP8Nqm7rrunrLngLtq0abBOOG7Azg+yDY7gb3usg9QIDtc7+/Z9mjnv3TobQSuBOb7bb8fOCbWv9e22BLqYhloGej3muuA/4XSRstAW5JhsQy0DPRs3wx4FngrlDZaBtqSLIvlYGrnIHAZMC/IOsvBEBe7cjA55ABrVXWPp2yZWx6UiHQVkduBdcB9wFKgm6puqmmHItIUmACsCWHbOu8nBBOBZzzPc3DaDoCqfoMbBgFe2x0oVdWvPGWhfG5HiMgfRGQVTrB/B/RX1QWBtlfVLK08szMF5w9V0LbX9v1rUFMb/T+vfcA31PAZGBNnLAMrWQbCycBK97FloEkFloGVUjIDReQkEdkF7AHGAJNDbKNloEkWloOVUjIHgX7iDLP1lYjcLJVDzFgOhiij5k1MAmgG7PIr24VzqXMVItIX5z9lL2AqMFpVl4a4r+tF5BqgBbABOCfYhvXcT41EZAjOpcGveIqDfRaBLkGuzbaISGecS7JPBKYDVwEfqXuKIYT6XgBcCByrqofC/f5B1NTGZsCWatYbkwgsAyuldAaKyM+AgcAVbpFloEkFloGVUjIDVXUe0FJEOgI/B9a7qywDTaqwHKyUijn4IZCL8++Rg3NbcAnwNywHQ2ZXDiaHvTjh5NUC5+xhIFnAMThnOZYRwtkOj3tUNQvIxrnctkc129ZnP6G4FHhVVfd6ymrzWdT2c2uKEzaFOO1ZVYsg7Ac8hPMHwT986v3+1aipjbX9DIyJR5aBlVI2A0XkXOAu4AxV3eoWWwaaVGAZWCllMxDAvQppJk4nBFgGmtRhOVgp5XJQVdeq6jpVLVPV5cDtwFh3teVgiKxzMDmsBLr6DdDZl8rbqnyo6lygE05P+k+BjSLyooiMFJH0UHaoqhuBa4EpIpIZqf0E4+5zHL6XUIPT5r6e7boCjYCvqOorIENEunnKqvvcVuEM9PwbYADwtYjMEJGx1Q1a6w6EOx24RlU/C7ZdXd+/BjW10f/zaoozLkXAz8CYOGUZWCklM1BERgKPA2e5B4WhttEy0CQDy8BKKZmBfjJwcgwsA03qsBysZDnojGko7mPLwVBpHAx8aEv9F+AT4B6gMTAaZ9DPdiG+ti1OsH2Gcz9/+yDbPY1nAFa3bDFwbZj3k+a24wycS4MbAw39trnQXSd+5Tk4g7sOwTnz8DwwtZo6TcWZ2aopzuXLu4CcENvTHGeG4I+A7UCfANtk4FzmfGcd/k1rfH93O3E/o144QdgYaBRKG4F27vMx7uvuBj6J9e+zLbbUdrEMrChPxQz8f8A24OTattEy0JZkWSwDK8pTMQMvAjrjHA8eBcwFXguljZaBtiTTYjlYUZ6KOXgGcJj7+BhgBXBrKG20HPR8jrGugC1h+od0Lmueg3Np82rg1Dq+T1+gWZB1gcLwApzBRBuFcT/DcDq5vMscv23eAe4I8voLgY04MyG9DrSuph6tgf+6224ELqzj53Y0cHiQfxd133+vZ+kcjvf324d3WR9qG3FmwfrS/d2ZQ4gzR9liSzwtloE+61ItAz/AGVfG+/5vh9pGy0BbkmGxDPRZl2oZeCfOLXj73J+PAW1CbaNloC3JslgO+qxLtRy8B/jR3cdanNuKG4TaRstBZxH3wzDGGGOMMcYYY4wxxqQYG3PQGGOMMcYYY4wxxpgUZZ2DxhhjjDHGGGOMMcakKOscNMYYY4wxxhhjjDEmRcWsc1BE0kXkMxF5w33eWkTeE5Gv3Z+tPNveKCJrRGS1iJzuKR8gIsvddQ+IiATalzHGGGOMMcYYY4wxpqqYTUgiItcBA4EWqnqmiPwd2K6qd4nIH4FWqnqDiPTCmXZ6ENABmAV0V9VSEVmIMxX4J8BbwAOq+nZ1+23btq1mZ2dHrmHGmLixZMmSraraLtb1iCeWgcakDsvAwCwHjUkNloGBWQYakzpqk4MZka5MICLSCfgpcCdwnVt8Ds6U3QDP4EwhfYNbPlVVDwDrRGQNMEhE1uN0LC5w3/NZ4Fyg2s7B7OxsFi9eHM7mGGPilIhsiHUd4o1loDGpwzIwMMtBY1KDZWBgloFhsmcPNG0KaTZSm4lftcnBmHQOApOBPwDNPWWHqer3AKr6vYi0d8s74lwZWK7QLTvkPvYvr0JErgSuBOjcuXM46m+MMSZVlZbC0qXQogV062YHhcaY1KIKK1bApk3QtSt06QINGsS6VsYYEx2bNsFpp8GqVdCoEWRnV2bhSSfB2LGWiSYhRb1zUETOBDar6hIRGRbKSwKUaTXlVQtVHwMeAxg4cGBs7qNOAvn5+RQUFFQpz8vLY/LkyTGokTHGRE9+fj7Lly7l3s8/J2/XLgD2pqezqUMHekycCCecACNGQEaszrsZY0xk5efnk/v661yxfn1FWWlaGundukGPHnD++XDRRbGroDHGRFB+fj5jn3+ek7ZtcwoOHIDVq50F4JFHYNEiuO++2FXSmDqKxTeYE4GzRWQU0BhoISLPAz+KyBHuVYNHAJvd7QuBIz2v7wR855Z3ClBuIqSgoICCggKu6NyZ3rt2sa5pU57ctCnW1TLGmKgoKCig++LF5O3fX1HWrLSUHt9+C3fe6RQMHgxz50LDhjGqpTHGRE7hp59yj6djECC9rKzyy/GMGZCeDuPHx6aCxhgTQT8uWMAJ5R2DQRycPJk/79vHnf/6V5RqZUx4RL1zUFVvBG4EcK8cvF5VLxaRfwCXAne5P193XzID+I+I3IczIUk3YKE7IckeERkMfApMBB6MamNS0C+OPJK7li+veP4nEZYXFMC998I558DRR1esO3ToEIWFhRQXF8eiqiaFNG7cmE6dOtHALuE3EZZf01WBn3wCL78MF11kGWiixjLQRMtZ331X85eHe+6p6By0HDTRYBloouXc776jpsFkGqrSYdYswDLQRE84cjCe7n26C5gmIpOAjcA4AFVdKSLTgC+AEuBqVS11X/NL4GkgE2cikmonIzH1pMplG3zHs8xQpd+uXXD99fCHPziXUF97LQCFhYU0b96c7OxsRALdBW5M/akq27Zto7CwkC5dusS6OiaJHbN7N7327Klxu0W//jUvLFrEtddeaxloIs4y0ETNgQOc9f33PkV709NpVlrqu92SJfz9oov4wwsv2LGgiTjLQBM1e/fyU78M5MEH4cQT4d//dm4pdv30hx9A1TLQREW4cjCmo6ir6hxVPdN9vE1VT1HVbu7P7Z7t7lTVn6hqD1V921O+WFVz3XXXqKqNJxhBubt3c0x1X4zLyuCPfwR3LK7i4mLatGljQWgiSkRo06ZNQp2RE5EeIlLgWXaLSL6I3CYimzzlozyvuVFE1ojIahE53VM+QESWu+seEPsPFzGjv/MbuWLECP46cSL3e66YBhiwYwebPv3UMtBERSJmoElQr75K60OHKp+3aMHtV17JqBNPZElWls+mXefOBexY0ESeZaCJmuee8z0Z0rYtXHEF9OsHN9/sM+Z0dlERzJ9vGWiiIlw5aFMsmpCN8R9fMDOz6kbFxbw4dmzFUwtCEw2J9numqqtVNU9V84ABQBEw3V19f/k6VX0LQER6AeOBHGAk8IiIpLvbP4ozG3s3dxkZxaakjs2bGb55s2/Zb37D/z3zDL/9+mvo37+iOA047ccfgcT73TSJyX7PTFQ89JDv88su4++PPMJb8+Yx4J//9Fl12o8/OgP1Y7+fJvLi9XdMRI4UkQ9EZJWIrBSRa93y1iLynoh87f5s5XlNrU4Gi0gjEXnJLf9URLKj3c6UoOpcJeh11VXQuLHz+PDD4ayzfNc//jgQv7+fJrmE4/fMOgdNaDZs4OQtW3zL/vc/7rj0Ut5r396nuOeiRVGsmDEJ7xTgG1XdUM025wBTVfWAqq4D1gCD3MmbWqjqAvfK6WeBcyNf5RT0+OM09F6c3rUrnHFG5fNLL/XZfOQPP0SpYsYYEwVLlsCCBb5lv/pV5eNzzoFWFf0btCwpgf/9L0qVMyZulQC/U9WewGDgaveE7x+B2araDZjtPq/ryeBJwA5VPRq4H7g7Gg1LObNnw6pVlc/T0+EXv/Dd5uc/930+bZpzZ50xCcI6B01oHn6YdO/z3Fz4f/+Pm59+mtM++shn07xdu2BDdf0c0ZOenk5eXl7Fctddd1W7/Zw5c5g/f37Q9TNmzKjxPcLtvvvuo1evXvTp04dTTjmFDe5nu2HDBgYMGEBeXh45OTn803PWfsiQIRVt7tChA+eeW9lfNGfOnIrXDB06FIBvv/2W4cOH07NnT3JycpgyZUpU25jixgMvep5fIyKfi8iTnjPJHYFvPdsUumUd3cf+5T5E5EoRWSwii7f4d/KbmpWUwKOP+pZdfTWkef6ETpjgcztJ5/37K66aiaVkyMCnn36adu3aVbTh3//+d8W6kSNHkpWVxZlnnhnwtb/+9a9p1qxZxfNdu3Zx1lln0bdvX3Jycnjqqacq1u3cuZOxY8dyzDHH0LNnTxb4d4QYk8oeftj3+YgR0KNH5fPGjeGii3y3efLJyNcrBMmQgxs3bmT48OH069ePPn368NZbb1Wse+aZZ+jWrRvdunXjmWeeqShXVW666Sa6d+9Oz549eeCBB3zec9GiRaSnp/PKK69UlF1++eW0b9+e3NzcyDcqBajq96q61H28B1iFc5x2DlD+j/UMlSd263Iy2PterwCn2BAzEeD3/4cxY6BTJ9+yESOgc+fK5/v3w759ka9bDZIhAz/88EP69+9PRkaGT2aV2717Nx07duSaa66pss7/WPDLL7/k+OOPp1GjRtxzzz0+2wbLwJdffpmcnBzS0tJYvHhxmFoVh1Q1pZYBAwaoqaU9e1SzslSdC6qd5d//9t3muP/P3pmHR1Vk/f9TSUhISCAsAQkhArKFrIR9kG0YQHFlUxgFFxwcX31fcJlBnUdl3hlHdFBB1HF0GHEFxxFe+I2AGlBAiEIIYUsIICCrLCFIQvb0+f3RnaZvpzsk6SWdTn2ep5/ue25V3bpN8825VadODTKef/55yc7Obpj+2tCiRYs6lX/uuefkr3/9q8Nz5eXl7uhSndmwYYNcvnxZRETefPNNueOOO0REpLS0VEpKSkREpKCgQK699lo5efJktfoTJ06U9957T0RE8vPzJS4uTn788UcRETlz5oyIiJw6dUp27NghIiKXLl2SHj16yL59+zx7Y27G0e8NyBAf0B1nLyAYOA90sBx3AAIxT9w8D/zTYn8DuNum3hJgEjAASLOxDwP+X03X1BpYDz791KhvYWEi+fnVy91+u6Fc9ubN3u+rHf6gge+++648/PDDDs+lpaXJ6tWr5aabbqp2bvv27XL33XcbvoPnn39efv/734uIyNmzZ6V169ZSWloqIiIzZsyQd955R0TM+prv6N/Yh2mMGthQL62DdeT8eZGQEKMOrl5dvVxmprFMQIBk797t/f7a4Q86+Jvf/EbefPNNERHZt2+fXHvttSIikpeXJ127dpW8vDy5cOGCdO3aVS5cuCAiIv/85z9l+vTpUllZKSJXfD4RkYqKChk1apTceOON8umnn1rtGzdulB07dkh8fLyX7sx9+LoGAl0wb7rZErhody7f8v66A39vMtDfgb/3H8vnvUCMzbkfgHYOrj8LyAAyYmNjXf/CmxKHDokoZdS3b791XHbePEO57PXrRUwm7/bXDn/QwCNHjsiuXbtk+vTpBs2q4n/+539k2rRp1fxFR77gmTNnZNu2bfL0009Xu09nGpidnS379++XESNGyPbt2914Z+7FVR3UkYOaq/P++3Dx4pXjdu3g1782lpk+vXodH6ZLly4899xzpKamkpiYyP79+zl69ChvvfUWr776KikpKWzevJl7772Xxx57jFGjRjF37lyWLl1qnZE4d+4ckyZNYsCAAQwYMIAtW7YAsHHjRuvMTN++fSmoxe6mNTFq1CjCwsIAGDx4MCdOmAPFgoODCQkJAaC0tBSTg7D1goICNmzYYI0c/Pjjj5k4cSKxllmt9pYl4R07diTVkjMtIiKCuLg4TtrnmNR4ghuBTBE5AyAiZ0SkUkRMwDvAQEu5E0Bnm3oxwCmLPcaBXeNO7HPMTJ8Odsn3gWpLiykq8tnlJI1JA2ti9OjRREREVLNXVlbyu9/9jpdeeslgV0pRUFCAiFBYWEibNm0ICgri0qVLbNq0iZkzZwJmfY109G+s0TRFliwxREL/FBIC48dXL9e3L6SkXDk2mXwiasYZjUkHlVJcunQJMEdAR0dHA/DFF18wZswY2rRpQ+vWrRkzZgzr1q0D4G9/+xvPPvssAZYo9/Y2aYAWL17MpEmTDDaA4cOH06ZNG5f6qqmOUioc+AyYIyKXairqwCY12GuqYzSIvC0i/UWkf1RU1NW6rLHljTfMQ30WcsPD4Re/cFz2vvsweH5lZWZ/0AdpTBrYpUsXkpKSrHpmy44dOzhz5gxjx4412J35gu3bt2fAgAE0a9asWlvONDAuLo5ettHyfooeHNTUjMkE9ktMf/vb6puR3HmnYUkdubk+saSuuLjYEEb9ySefWM+1a9eOzMxMHnroIRYsWECXLl347W9/y6OPPkpWVhbDhg0D4MCBA6SlpfHyyy8b2p49ezaPPvoo27dv57PPPuOBBx4AYMGCBbzxxhtkZWWxefNmQh1s3GK77Nf2lZaWVuP9LFmyhBtt8pwdP36cpKQkOnfuzNy5c63OYhUrV65k9OjRtGzZ0nov+fn5jBw5kn79+vG+g0Hco0ePsnPnTgYNGlRjXzRuYRo2S4oty0aqmIB5NhhgNTDVknS6K+ZcM9tE5DRQoJQabFlCMgNY5Z2uNxF274ZNm4y2hx92XHb8eGjb9sqxyWScWGkA/EUDP/vsM5KSkpg8eTLHjx93WMaW119/nVtvvZWOHTsa7I888gg5OTlER0eTmJjIokWLCAgI4PDhw0RFRXHffffRt29fHnjgAS778KCGRuM1KivhzTcNpv+Ljjbn23LE/fcbjwsLDQ/VDYE/6OC8efP48MMPiYmJYfz48Sy2TFqdPHmSzp2vzB3GxMRYJ3d/+OEHPvnkE/r378+NN97IwYMHrXVWrlzJb+3zpWk8glKqGeaBwY9EZIXFfKbK57O8V+14Vp/JYGsdpVQQ0Aq44P47aXrMmTOHG4cNo9BuSfGKTp3A2crt2Fi22Q8unT/voR7WDn/QQGeYTCYef/xx/vrXv1Y758wX1Dgn6OpFNE2adevgwAHrYblSNHvooerl2rWDm26CVTbjEj7wYBUaGkpWVpbDcxMnTgSgX79+rFixwmEZgClTphDowAlOS0sjOzvbenzp0iUKCgoYOnQojz32GHfddRcTJ04kxj4fBbDZLk9jbfjwww/JyMhg48aNVlvnzp3ZvXs3p06d4vbbb2fy5Ml06NDBen7ZsmVWkQaoqKhgx44drF+/nuLiYoYMGcLgwYPp2bMnAIWFhUyaNImFCxdaBxQ1nkEpFQaMAR60Mb+klErBPON7tOqciOxTSv0LyMac3PphEam01HkIWAqEAmstL427sMuztbNVK/omJjouGxxsjqq2jTTMy4MGjMLwBw285ZZbmDZtGiEhIbz11lvcc889bNiwwWn5U6dO8emnn/LNN99UO/fFF1+QkpLChg0b+OGHHxgzZgzDhg2joqKCzMxMFi9ezKBBg5g9ezbz58/nT3/6U637qdH4G3PmzCE0LY0XbPJIFwNrOnbE6bDSr39N2ezZVzZwqqgwDxA6iPD1Fv6gg8uWLePee+/l8ccfJz09nenTp7N3796q5aIGqtLNlZaW0rx5czIyMlixYgX3338/mzdvZs6cObz44osO70fjXiwTt0uAHBF5xebUauAeYL7lfZWN/WOl1CtANFcmgyuVUgVKqcHA95gngxfbtZWOeQnyBnH0w9DUmaysLDplZhJeWWm15TdrRt6vflVjvf907MjgC1fGZyvPneOH4mKah4VZV295E3/QQGe8+eabjB8/3jBJAjX7ghrn6MFBTc0sXGg4/DoqirF20WlWpk+vPjhoMhmT9vsQVUtyAwMDqaiocFquRYsWDu0mk4n09PRqMyFPPvkkN910E2vWrGHw4MGkpaXRu3dvQ5lhw4Y5DK9esGABv3LwByctLY3nn3+ejRs3WvttS3R0NPHx8WzevJnJkycDkJeXx7Zt21i5cqW1XExMDO3ataNFixa0aNGC4cOHs2vXLnr27El5eTmTJk2yirjGs4hIEdDWzjbdSXFE5HnMeQjt7RmAzhzuAebMns1z775Laxvbyk6d6FtTpXvuMQwOys8/80NODsEtWjSIQ1gTjUUD29pEY/7mN79h7ty5Nd7Xzp07OXToEN27dwegqKiI7t27c+jQId59912efPJJlFJ0796drl27sn//fmJjY4mJibFGTE+ePNnrybY1Gl8jKyuL39hMEAN8fc01dBswwHmltm35tl07fmmz+dXPhw/zc+vWPqeB0Hh0cMmSJdblwkOGDKGkpITz588TExNjePg9ceIEI0eOBMw+36RJkwCYMGEC9913HwAZGRlMnToVgPPnz7NmzRqCgoIMm9dp3MZQYDqwRylVNTrzNOZBwX8ppWZizkM4Beo9GbwE+EApdQhzxOBUT99UU2Ji69aGZcGtf/tbFthvTmJH0ahRXDhwgDbl5YA5mXhIURHFPrhPTGPRQGekp6ezefNm3nzzTQoLCykrKyM8PJxhw4Y59QU1ztGDgxqnzJs5k3lffWWw/TsmhrFOynPzzRQEBRFRJSwmE1y65Dg3l48SERFhzelyNcaOHcvrr7/O7373O8DsRKekpPDDDz+QmJhIYmIi6enp7N+/v5oY1mWmZOfOnTz44IOsW7fOkBvmxIkTtG3bltDQUPLz89myZQuPPfaY9fynn37KzTffTPPmza222267jUceeYSKigrKysr4/vvvefTRRxERZs6cSVxcnKENjaYp8/PWrbS2OHYAlwMDKfzlL2uulJrK6bZt6ZiXB5gTAYUWFVHoo5Mk9viiBp4+fdq6JGT16tXExcXVWP6mm27ip59+sh6Hh4dbncHY2FjWr1/PsGHDOHPmDLm5uXTr1o127drRuXNncnNz6dWrF+vXr6dPnz617qNG45eIMNpOu8Z/9BHjr6KDB4YO5Zf/93/W4/Dycs74aM4tR/iiDlZp17333ktOTg4lJSVERUUxbtw4nn76afLz8wH48ssveeGFFwC4/fbb2bBhA/fffz8bN260rhI5cuSItd17772Xm2++WQ8MeggR+RbHOQEBRjupU6fJYBEpwTK4qHE/qZb/W1ZqMWj1yuLF0KIFvPii1RYZEMBPNdTxJXxRA53x0UcfWT8vXbqUjIwM6+SuM19Q45zG8bSiaRCaWxKKVpEdEUGYJe+AQ0JC+Nouwe2lo0fJzc3l2LFjnujiVbHPsfDkk0/WWP6WW25h5cqV1gSsNfHaa6+RkZFBUlISffr04a233gJg4cKFJCQkkJycTGhoqCFHYH343e9+R2FhIVOmTCElJYVbb70VgJycHAYNGkRycjIjRozgiSeeINFmuePy5cuZNm2aoa24uDhuuOEGkpKSGDhwIA888AAJCQls2bKFDz74gA0bNli/qzVr1rjUb42msZNily+wxQ03mB2+mlCKjnY607YBZ4r9QQNfe+014uPjSU5O5rXXXmPp0qXWc8OGDWPKlCmsX7+emJgYvvjiixrbeuaZZ9i6dSuJiYmMHj2aF198kXbt2gHmBP133XUXSUlJZGVl8fTTT7vUbw0opf6plDqrlNprY2ujlPpKKXXQ8t7a5txTSqlDSqlcpdQ4G3s/pdQey7nXLEv1sORh/cRi/14p1cWb9+fvdCwp4Rrb/NEhIc6T8Nvw23//G2yWeAUCYTbL8ryNP+jgyy+/zDvvvENycjLTpk1j6dKlKKVo06YNzzzzjHUzgGeffdaaTP/JJ5/ks88+IzExkaeeeop//OMfV73OtGnTGDJkCLm5ucTExLBkyRKX+q3RNGbalJXR1XZiIyAAhg+vXWW7TZvCKisbLP+qP2jg9u3biYmJ4dNPP+XBBx8kPj6+3m399NNPxMTE8Morr/DnP/+ZmJgY62CoMw1cuXIlMTExpKenc9NNNzFu3LiaLtFoUU0tJUH//v0lIyOjobvRKPjimmsYd+bMFcO8efDcczXWWXTHHcz+9FMActaupVe7duwNDCQkLKxJ7PCjaThycnKqRRQppXaISP8G6pJPojWw9mxu145hlghAABYsgMcfv3rF06chOpqctWuJa9cOAQ6Fh9PDbsZUo3EnvqiBSqnhQCHwvogkWGwvARdEZL5S6kmgtYjMVUr1wbxB00DMubbSgJ6WXFvbgNnAd8Aa4DURWauU+i8gSUR+q5SaCkwQkTuv1i+tg7XjpV69+L3tsuKRI+Hrr2tX+aGH4K23rDqYFxxM26Qkj/RTowHf1EBfRWtg7fjfPn14NifnimHgQPj++9pVLi2FyEhyVq4kzjIJebhFC7pdZfWDRuMKruqgjhzUOEakehj11ZbTAbM/+QS6dbMeBwDtHWwTrtFoND6NyUTyzz8bbaNG1a5ux46QcGXljwJCGzBqRqNpKERkE9V3zbwNeM/y+T3gdhv7chEpFZEjwCFgoGUnz5Yikm5Jsv++XZ2qtv4NjK6KKtS4Tl/73dZr4QdaseS9qyKshlxWGo1G44v0q8ez8k9laQAAIABJREFUsJWQEBg61GDSOqjxdfTgoMYxBw4QVVZ25Tg0FCyJ2mtEKfPGJDa00EKo0WgaG7t20dJWuyIjITm59vVHjDAcNuSSOo3Gx+ggIqcBLO9VyXQ7Acdtyp2w2DpZPtvbDXVEpAL4GbuNnjT1RKT64GBtJ0igmgY2N5lA66BGo2lEVNPA0Q7TRDrHTjO1L6jxdfTgoMYxGzYYj4cNg+Dg2tW9+WbDYWgD5ljQaDSaemG/dG7ECAgMrH19u6iZUD1JotFcDUcRf1KDvaY61RtXapZSKkMplXHOZiddjRNyc2lnO0kcFmZeUldbrrkGbFIpKIDCQrd1T6PRaDzKkSNEl5RcOQ4OrlXOVQOOBgf1M7HGh9GDgxrH2A8O1iWMOiUFIiKsh0EiBJtMbuqYRqPReAH7wcG6RMxAtYTVOmpGo7FyxrJUGMv7WYv9BNDZplwMcMpij3FgN9RRSgUBrai+jBkAEXlbRPqLSP8ou83TNA6w18Drr6/9JHEVdpMkFBS41CWNRqPxGvbPwkOGmCdJ6sKAAeZVdRaCRMB2wFGj8TH04KCmOiZTdaewLoODQUHmSEMbdBi1RqNpNFRUwKZNRltdBwfbtwebfKs6akajsbIauMfy+R5glY19qmUH4q5AD2CbZelxgVJqsCWf4Ay7OlVtTQY2SFPbac9TuDJJXIUeHNRoNI0Vew2s65JiMPuBISFGm9ZBjQ+jBwc11dmzB2x36GzVCvr2rVsbdrlm/C0Z//3330/79u1JsNl04Pjx44waNYq4uDji4+NZtGhRjXaA3Nxcw9byLVu2ZOHChU6vYU9JSQkDBw4kOTmZ+Ph4nrPZTbpLly4kJiaSkpJC//56ozaNptbs3AmXLl05btfOsMFIrfFjh9DTGliTttlSk4ZevHiRyZMn07t3b+Li4khPT/fgN6JxhFJqGZAO9FJKnVBKzQTmA2OUUgeBMZZjRGQf8C8gG1gHPCwiVc7DQ8A/MG9S8gOw1mJfArRVSh0CHgOe9MqN+TsmE3zzjdFW1wkSqOYLcvmyX0VQe8MXrK0v56zcunXr6NWrF927d2f+/Pnu/go0Gv9ExD0TJADNmxuPtS/oEQ1ctGgRCQkJxMfHW+sCvPrqq8THx5OQkMC0adMo0ZGbNSMiTerVr18/0VyFV14RMcui+XXrrXVv4/vvJXvtWpHt20W2b5fyjAwRk8n9fW0gNm7cKDt27JD4+Hir7dSpU7Jjxw4REbl06ZL06NFD9u3b59RuT0VFhXTo0EGOHj3q9Br2mEwmKSgoEBGRsrIyGThwoKSnp4uIyLXXXivnzp1zzw03ArKzs6vZgAzxAd3xpZfWwFrw4otGDZw8uV7NZFv0z/py8BttrHhaA2vSNmfYa+iMGTPknXfeERGR0tJSyc/Pd/3GfRitgVoH3cauXUYNbNlSpLy8Xk1lp6UZdfDiRTd3tuHwhi9YW1/OUbmKigrp1q2b/PDDD1JaWipJSUkOr+kvaA3UGug29u0zamCLFiJlZfVqKnvnTqMG7tzpN8/EvqKBe/bskfj4eLl8+bKUl5fL6NGj5cCBA3LixAnp0qWLFBUViYjIlClT5N1333XHrfssruqgWyMHlVLBSqlr3NmmpgFwx0xJaqrP5FgYOXIkubm5AOTl5dUYiVdbhg8fTps2bQy2jh07kpqaCkBERARxcXGcPHnSqd2e9evXc91113Httdc6vYY9SinCw8MBKC8vp7y8HKUc5WfXeAOtgX6CvQbWJ2IGqs8WN1DUTGPUwPpom239S5cusWnTJmbOnAlAcHAwkZGRLt+3xozWOj/HPrXM8OHmlDH1wUciqBujDrrKtm3b6N69O926dSM4OJipU6eyatWqq1fUXBWtgX6OvR84fLghVUydCA42bmhXUQHFxfXvWz3xZw3Myclh8ODBhIWFERQUxIgRI1i5ciUAFRUVFBcXU1FRQVFREdHR0fW93SaBy4ODSqnlSqlWSqlQYC+QrZR6wvWuaRqEigrYuNFoq8/gYFCQz4RRHzp0iB49egCwe/duEhMTq5UZNmyYIZy56pWWllavax49epSdO3cyaNCgWtkBli9fzrRp0+p8rcrKSlJSUmjfvj1jxoyxtq2UYuzYsfTr14+33367XvehuTpaA/2M8nL49lujrb6Dg4GB1XWwAfIONlYNdKZtzrCtf/jwYaKiorjvvvvo27cvDzzwAJcvX67XvWjMaK1rQrhrOR1oX9BFHaytL+eo3MmTJ+nc+coePzExMQ4fxjW1Q2tgE2L9euNxffINVqEUWCY7rTSADvqzBiYkJLBp0yby8vIoKipizZo1HD9+nE6dOvHEE08QGxtLx44dadWqFWPHjq3XvTQV6jkNaKCXiPyslJoMbMCc8+U7YIEb2tZ4mx07DIKV36wZrePj69eWo9ni9u1d6Fzd+fHHH+nUqRMBAeZx8N27d5OUlFSt3ObNm912zcLCQiZNmsTChQtp2bLlVe0AZWVlrF69mhdeeKHO1wsMDCQrK4uLFy8yYcIE9u7dS0JCAlu2bCE6OpqzZ88yZswYevfuzXC7HVQ1bkFroD+xfbs5ws9CXnAwbXv3rn974eHGqOmCAnMeVy/RmDXQmbY5wr5+RUUFmZmZLF68mEGDBjF79mzmz5/Pn/70J7fdZxNEa11ToLKy+iRxfSdIwDw4aKuBVRHUtpE0HqYx62BtfTlH5cyryYzo1SUuoTWwKVBZWT3nqisTJAAREfDzz1eOCwqgQwfX2qwD/q6BcXFxzJ07lzFjxhAeHk5ycjJBQUHk5+ezatUqjhw5QmRkJFOmTOHDDz/k7rvvdtt9+hvuWFZcFWM7AlgjIkWAyQ3tahoCu9ninZGREFDPn4mjiBkHjoonycrKMojfjh07HIqhu2ZKysvLmTRpEnfddRcTJ068qr2KtWvXkpqaSgcX/lBERkYycuRI1q1bB2ANm27fvj0TJkxg27Zt9W5bUyNaA/0Ju+V0Wa1aGVIk1JmICOOxlyMH/UED7bXNEfb1Y2JiiImJsc5KT548mczMzDrdi6YaWuuaAjt3Gh5ifw4KAgeaUWsCAym19yO1DtZaB2vryzkqFxMTw/Hjx61lTpw4oZfUuYbWwKZAVhZcvGg9/DkoCJKTXWvTbhCMggKvPhM3BQ2cOXMmmZmZbNq0iTZt2tCjRw/S0tLo2rUrUVFRNGvWjIkTJ7J169Y63UtTwx2Rg9lKqS+B3sCTllBrTWPFweBgvedKgoPNO96ZLH83y8uhtLT6oKEH2bVrl3VXooMHD7Jq1Sr+/Oc/VyvnjpkSEWHmzJnExcXx2GOPXdVuy7Jly+q1pPjcuXM0a9aMyMhIiouLSUtLY+7cuVy+fBmTyURERASXL1/myy+/5Nlnn633vWlqRGugP2E3OLgzMhIXFpNUHxz0ctRMY9VAZ9rmDPv611xzDZ07dyY3N5devXqxfv16+vTp4/I9NnG01jUF7CdIIiMZUd9JYgtFgYGEmGzGULwcQd1YdbC2vpyzcgMGDODgwYMcOXKETp06sXz5cj7++GOX77EJozWwKWC3pNgdGkhoKJVKEVg1IFhZac47GBbmWru1xN81EODs2bO0b9+eY8eOsWLFCtLT0zlw4ADfffcdRUVFhIaGsn79+hp3PNa4J3LwHuBNYISIXAbaAE+6oV2NtyktrZZrK9OVBO4+kGMhKysLk8lEcnIy//u//0tcXBzvvfeey+1OmzaNIUOGkJubS0xMDEuWLGHLli188MEHbNiwwTrTsmbNGqf2KoqKivjqq6+qzaA4ukYV48eP59SpU5w+fZpRo0aRlJTEgAEDGDNmDDfffDNnzpzh+uuvJzk5mYEDB3LTTTdxww03uHzfGodoDfQXSkthyxaDaaerm1gEB1NmG3koYli27GkaqwY607YqqjTQWX2AxYsXc9ddd5GUlERWVhZPP/20y/fdxNFa1xSwmyTOcsNGPsX2kyHaF6yVDl7Nl6vSQWflgoKCeP311xk3bhxxcXHccccdxNc3VZAGtAb6PXPmzGHb/PkGm0vPwlUoRZG9Dl665Hq7tcTfNRBg0qRJ9OnTh1tuuYU33niD1q1bM2jQICZPnkxqaiqJiYmYTCZmzZrl8n37M8pRPoo6N6JUTyBORFYppSKAZiJyweWGPUD//v0lIyOjobvhm2zcCCNHWg/PhoRwx6BBfGOfe6aW5OTkEBcZCSdPMufll8k6cMC805ObIgdTUlJYuHBhjWW6d+/Ozp07ibCP3tH4HTk5OcTFxRlsSqkdIuLxKaL6aKBS6ihQAFQCFSLSXynVBvgE6AIcBe4QkXxL+aeAmZby/yMiX1js/YClQCiwBpgtNQi71sAa2LQJRoywHp4LDmbK4MGuaWBcHBd37WLe/PlmDQRzVLV9TtZ6oDVQY4s3NLAx+Xs1oXXQCeXl0Lq1YQLjnv79eW/79no3mZOTQzOg++XLV3xBME8euyH/ndZBTRVaA2uP1kDHjB4+nFWbN2Mb2vKX6dN5+v33691m1e/yzJ49vPCXv1zRwKAgCHU9+FRroMYWV3XQHbsV3wOsBl61mKKBf7narqYBsJstzoyMdN1xs4hQ1oEDZjGsqHCtPQtZWVlkZWXVWKagoICAgAAthBqP4qIGjhKRFBvBfhJYLyI9gPWWY5RSfYCpQDxwA/CmUqpqCvJvwCygh+WlQ0TrwZw5c/jnjBkG2wYRtzy8FgcGXtFAMC8ncRGtgRpvo/09/+fVu+82DAyeUYof3bDsrTIggNKAAK2DmkaN1kD/p2dhoWFgkA4deNoNEXZgTq9gq4FSUUFpaalLbWoN1Lgbd+QcnAP0BzYDiEiuUuoaN7Sr8TYOcm25TFiYNVNvSs+efPPWW5CQ4HL04EibCEdnREREcKDKCdVoPIc7NfA2YKTl83vAN8Bci325iJQCR5RSh4CBlujDliKSDqCUeh+4HVhbz+s3WbKysphw4oTB9mPXrqSkpLjcdtVSkpSePfnm7383Dzj27Vv/zZ7QGqhpELS/5+eE2UUI7mvXjpS+fd3SdjUdvOYaiIlxqU2tgxovozXQz0mx2YgEMK8mcdMO30Hh4Qg2Ggj8GBbGtS7kQ9YaqHE37hgcLBORQmX8j+Oe8DCN9yguhu+/N5jckWeGgADHuWa8uCmJRuNh6quBAnyplBLg7yLyNtBBRE4DiMhppVR7S9lOwHc2dU9YbOWWz/Z2A0qpWZijC4mNja3VTTU1gkwmBtmtxv79559D9+4ut10REIAJm1B9EY7l5EBEhP730DQmtL/n5yTb7FIM8Mt58/jlf/2XW9q+aBcpWHz2LOdMJq2BmsaE1kA/x14DqcXgW23pHBuLCgoyrKILdUMEtUbjTtyxIUmeJf+CACil7sb4sKppBLx+991QVmY9Pt28OV/s3++WtqslYPVyImqNxsPUVwOHikgqcCPwsFJqeA1lHU1bSg12o0HkbRHpLyL9o6KiatG1pkevggKa2+6mGR0N113nlrZDQ0Mx2c08Nyspobi42C3tazReQvt7/kxFBYn2D8Y2OVhdITQ0lEq73FrNTSZKi4rc0r5G4yW0BvozHtRAK0HGuKwwPTio8THctaz4Y6CXZYlbEXCLG9rVeJHwHTsMx1mtWpHSu7dbltQV2wlheX4+p48d07PFGn+hXhooIqcs72eVUiuBgcAZpVRHS9RgR+CspfgJoLNN9RjglMUe48CuqSPVZouHD3fbUpLY2FiCQkKgpMRqaxUQgPf2qdNo3IL29/yZrCxa2D6otmsHLix3s8Xq7wUEgGUSRqGjZjSNDq2B/oy9BkZFgd3GDi5jFzATWlEBbspvrdG4A5cHB0XkgFJqENAT89/6XBHRf+0bGfY5Fm6cP58b773XLW2rcENqV5qJUGGT8FqjaczURwOVUi2AABEpsHweC/wv5kTX9wDzLe+rLFVWAx8rpV7BnAC7B7BNRCqVUgVKqcHA98AMYLHbb7IJkOwoz4w7sXMIm1dWopxvKq3R+Bza3/Nz7Hdld+MEiZXAQOvgIOjBQU3jQmugn+MNDQwIMLQZCFBUBC1auPc6Gk09qffgoFIqRERKlVJV25j9aHkPUUohInqtQGOhpIQ+l+xiWNycY4HAQLJychj54IMAlAUEEOyCEGZlZbklqlGjqS8uamAHYKUlb00Q8LGIrFNKbQf+pZSaCRwDpgCIyD6l1L+AbMz5bR62cUgfApYCoZg3ItGbkdSVigoS7TXQ3YODAQFkHTxo1UCA0oAAQuqpg1oDNd5C+3tNBPsHY3drIEBQEFn79ll10KQUAXYTyHVB66DGG2gNbCJ8843x2I3PwrZkHThg8AUJCYHg4Pq1pTVQ42ZcyTmYbnkvBAocvDtEKdVZKfW1UipHKbVPKTXbYm+jlPpKKXXQ8t7aps5TSqlDSqlcpdQ4G3s/pdQey7nXlNIxufXi++8Jto1giY2FLl3ceomU5GRSeva0Hge6GDGTkpLiM2J4//330759exISEgz2RYsWkZCQQHx8PAsXLrTaX331VeLj40lISGDatGmU2Cw1rOL48eOMGjWKuLg44uPjWbRoEQAlJSUMHDiQ5ORk4uPjee655zx7c5qaqJcGAojIYRFJtrziReR5iz1PREaLSA/L+wWbOs+LyHUi0ktE1trYM0QkwXLuEREdjlZnsrKMeV+ioqB3b7deIiUlhRS7JXqu/AH2FQ10plUA69ato1evXnTv3p358+df1W7PxYsXmTx5Mr179yYuLo709PQ61de4jXprnaaRUFkJmzcbbR4YHExJTTX4ggEi5iV19W2vkepgTeVtqcnnq40vqXEbWgP9HW9pYEoKKYmJ1a/tSnuNUAPBuY9nj7P6Xbp0ITExkZSUFPr37++5m2tqiIhXX0BHINXyOQI4APQBXgKetNifBF60fO4D7AJCgK7AD0Cg5dw2YAjm0O61wI1Xu36/fv1EY8cf/1jlnplf06e7pdns7OwrBwUFItu3W1/lGRkiJpNbrtPQbNy4UXbs2CHx8fFW2549eyQ+Pl4uX74s5eXlMnr0aDlw4ICcOHFCunTpIkVFRSIiMmXKFHn33XertXnq1CnZsWOHiIhcunRJevToIfv27ROTySQFBQUiIlJWViYDBw6U9PR0z99kI8Dwe7MAZIiXNc7XX1oDHbBggVEDJ01yS7PVfpPnzhl08HJmpluu05A406qKigrp1q2b/PDDD1JaWipJSUk12h0xY8YMeeedd0REpLS0VPLz8+tUv6mhNVDrYL3ZudOoga1bi1RWuqXpar/LPXsMOigXL7rlOg1JXXXQWXl7nPl8tfUlmxpaA7UG1pvMTKMGtmnjOQ0sKjJqYGZmo38mrqsGijj28eypqf61114r586d89IdNh5c1UGXditWSgValsHVGhE5LSKZls8FQA7QCbgNeM9S7D3gdsvn24DlIlIqIkeAQ8BAS7L+liKSbrnp923qaOqCN8Kow8LMeRYsBIkYkvN7kl27djF8+HD69OlDQEAASim3RtwNHz6cNm3aGGw5OTkMHjyYsLAwgoKCGDFiBCtXrgSgoqKC4uJiKioqKCoqIjo6ulqbHTt2JDU1FYCIiAji4uI4efIkSinCLUtwysvLKS8vRwfMNhz10UCND7Jpk/F4eE0bR7tARIThsHllpSH/lqfwpAY606pt27bRvXt3unXrRnBwMFOnTmXVqlVO7fZcunSJTZs2MXPmTACCg4OJjIysdX2Ne9Fa5+c4yrUV4NIjgnPsdJAC7wRe+ZIOOitvT00+X218SY370Bro53hTA5s3N+5aXFlpzjvoYXxJA535ePZon8/7uLQhiZiT4Z9XSjUXkTqP9CilugB9MSfS7yAipy3tnlZKtbcU6wR8Z1PthMVWjnH7+Cq7o+vMAmYBeodce0pLwT6M1xN5ZgICIDwcbPN6FRRAaKj7r2VDSUkJd955J++//z4DBw7kmWeeoaSkhHnz5hnKDRs2jAIHDuqCBQv41a9+VefrJiQk8Ic//IG8vDxCQ0NZs2YN/fv3p1OnTjzxxBPExsYSGhrK2LFjGTt2bI1tHT16lJ07dzJo0CAAKisr6devH4cOHeLhhx+22jXex1UN1PgAJpNXlpIAV/LKlJUBlmXFly9Xf1h2I97UQFut+vLLL+nc+coG2zExMXz//fecPHnSod2ew4cPExUVxX333ceuXbvo168fixYtqnV9jXvRWufneCPfYBUREXDu3JVjLwwO+poOOivvCGc+X119SY1raA30c+wDZTypgUqZdTA//4qtoMCjm5L4mgY68/Fa2H0HNfl8SinGjh2LUooHH3yQWbNm1fbr0NSAy7sVAweBTUqpf2POvQCAiLxZUyWlVDjwGTBHRC7VEP3k6ITUYK9uFHkbeBugf//+Oh+XLdu3GyP4YmKgWzfPXKtly+qDg+3bOy/vBtLS0khNTWXgwIEAJCUlsW7dumrRdpvtBwdcJC4ujrlz5zJmzBjCw8NJTk4mKCiI/Px8Vq1axZEjR4iMjGTKlCl8+OGH3H333Q7bKSwsZNKkSSxcuJCWLVsCEBgYSFZWFhcvXmTChAns3bu3Wr5DjVeplwZqfIQ9e4wOWmQk2OeDcScREZCXd+W4oMCjg4Pe0kB7rTIH9BuxJG53aLenoqKCzMxMFi9ezKBBg5g9ezbz588nKSmpVvU1HkFrnT9iMlWPnvb04KAtly+bI2fsdnR3J76mg87KO8KRz9epU6c6+ZIat1FnDVRK/RO4GTgrIgkWWxvgE6ALcBS4Q0TyLeeeAmYClcD/iMgXFns/rmw+twaYLSKilArBvHquH5AH3CkiR912x00BR5PEHtqMxIqjwcFrrvHY5XxNA535eH/6058MZWvS0C1bthAdHc3Zs2cZM2YMvXv3ZrinVv40IdwRLxsB7APigAGWV41ZIZVSzTAPDH4kIiss5jOWpcJY3s9a7CeAzjbVY4BTFnuMA7umLjiaKfHUg5ajpSQO/tO7k71795Jo86CfmZlpDXu2ZdiwYdakrravtLS0el975syZZGZmsmnTJtq0aUOPHj1IS0uja9euREVF0axZMyZOnMjWrVsd1i8vL2fSpEncddddTJw4sdr5yMhIRo4cybp16+rdR41bqLMGanwI+4fiYcM8t5QEvL6kzhsa6EirYmJiOH78uLXMiRMniI6Odmq3JyYmhpiYGGuUzOTJk8nMzKx1fY1H0Frnj2RnGyYsCgMDITnZc9dr1sy8rM6WwkLHZd2Er+mgs/I1Yevz1cWX1LiV+mjgUuAGO9uTwHoR6QGstxyjlOoDTAXiLXXeVEpVjZr/DfMquB6WV1WbM4F8EekOvAq8WM97a7rs3QsXrPv/URAU5NlJYqjuCxYWevSZ2Nc00JmPZ09NGlr13r59eyZMmMC2bdtq81VoroI7Igdni8glW4NSyvH0l/mcApYAOSLyis2p1cA9wHzL+yob+8dKqVeAaMyCuM0S3l2glBqMeVnyDGCxG+6naWG/lMSTMyVhYeaZ4apdmSoqoLjYbPcQbdu2ZcOGDQAcOHCAFStWOHSg3B05CHD27Fnat2/PsWPHWLFiBenp6Rw4cIDvvvuOoqIiQkNDWb9+vcMdlkSEmTNnEhcXx2OPPWa1nzt3jmbNmhEZGUlxcTFpaWnMnTvX7X3X1Ik6aaDGx/Dmcjpw7BCaTB4bkPS0BjrTqgEDBnDw4EGOHDlCp06dWL58OR9//DG9evVyaLfnmmuuoXPnzuTm5tKrVy/Wr19Pnz59nLar8Qpa6/wROw3c06oVQzwYxQeYddB21UpBAbRq5bHL+ZoOOitvjzOfLyoqqla+pMbt1FkDRWSTJY2WLbcBIy2f3wO+AeZik2cfOKKUqsqzfxRLnn3LNavy7K+11JlnaevfwOtKKSWOQq40jrHTwN2tWjHU0xrYvDkVSplz8MOVvIMeWlrsaxrozMezx1n9y5cvYzKZiIiI4PLly3z55Zc8++yz9eq7xog7nka+qaWtiqHAdOCXSqksy2s85kHBMUqpg8AYyzEisg/4F5ANrAMeFpGqPb8fAv6BeZOSHzCLpKa2lJXBli1GmzdyLNji4aiZadOmUVhYSEJCArNmzWLZsmW0bdvW7dcYMmQIubm5xMTEsGTJEgAmTZpEnz59uOWWW3jjjTdo3bo1gwYNYvLkyaSmppKYmIjJZDLkSBg/fjynTp1iy5YtfPDBB2zYsME6a7NmzRpOnz7NqFGjSEpKYsCAAYwZM4abb77ZrfejqTPf1NKm8TVEvLucDq7kHbTtw+XLHrucpzXQmVYFBQXx+uuvM27cOOLi4rjjjjuIj493aq+iSgMBFi9ezF133UVSUhJZWVk8/fTTV62v8Sjf1NKmaUzYPRhnOUgK73b8zBesqw46K19FlQ468/mu5ktqPMY3tbRdDUOefcA2z/5xm3JV+fQ74TzPvrWOiFQAPwMOf9xKqVlKqQylVMY527yfTR27VXS7PDhRYUUpiu0HID2og76mgeDYx6uiSgOd1T9z5gzXX389ycnJDBw4kJtuuokbbrAP0NXUB1XfiQWlVBAQDGwFhnAlB2Ar4GsR6e2WHrqZ/v37S0ZGRkN3wzfYuhWGDrUengsOJqqkxG3LinNycoiLizMaz5wBm/BgWrWCHj3ccj1N08bR700ptUNEPDKdrjXQD8jJAZuZysuBgbQoKTHuIudS8w40EODIEWPeweho80ujcQFPaWBj1bqa0DpoQcSc5+rsWavpt3378paD5V31xaEOlpfDrl1GW9++Hs07qPF/fFUDLZGD/7HJOXhRRCJtzueLSGul1BtAuoh8aLEvwZxf8Bjwgoj8ymIfBvxeRG5RSu0DxonICcu5H4CBImLjZFRHa6AFEXP++/PnraZZqam8vWOH2y7hzBc8s2cPHUpLrxj0M7HGDbiqg65EDv4BczLWROCy5XMhkAN85EK7Gm9hP1MSGem5fINVeDmSYC9XAAAgAElEQVTHgkbjQbQGNnbsImb2tmzptoHBGvFy1IxG4yIe0Tql1FGl1B7LCpIMi62NUuorpdRBy3trm/JPKaUOKaVylVLjbOz9LO0cUkq9pvQONbUnN9cwMFgUGMhBD26QZKVZM0rtUyl4OO+gRuMC7tZAd+bZt9axDGK2Ai6gqR3Z2YaBwcLAQA6Fh3vl0kX2kyH6mVjjA9R7cFBE/igiAcDfRCTA5hUpIn+6agOahsfuwdgrYdShoVTY+u1VORY0mkaG1kA/wG5J8S5vLKcD53kHNRofxMNaN0pEUmxmtN2ZqF9zNRxMkFR6aWy12oOxniTR+Cge0MCqPPtQPc/+VKVUiFKqK1fy7J8GCpRSgy2THzPs6lS1NRnYoPMN1o45c+bw+m23GWxblMLkJQ0sCwjQz8Qan8PlnIMi8giAUipYKRVW9XK9axqPUl5eLd+gV/LMeDnHgkbjabQGNlJEGmaCBCAkhHJbh9DDeQc1GnfgJa27DXOCfizvt9vYl4tIqYgcwZxreqAl6qaliKRbHojft6mjuRpff2049IofaEH7gprGRn00UCm1DEgHeimlTiilZuLePPtLgLaWzUsewzKhork6WVlZJB09arAdio0lJSXFOx1QCvt46bOHD3Ps2DHvXF+jcYDL66eUUhMw7xIcDQjmPAwC6MQhvsz27YaH0QvNmnE8NNQrl74cGEhERcUVw6VL5pw3Gk0jRGtg42TBXXfxxKlT1uPLQK43ltNZKAoKolV5+RVDQUH1iEKNxofwgNYJ8KVSSoC/i8jb2CXqV0rZJur/zqZuVUL+cpwn6rfv/yzMEYbExsbWs8v+w+P//d/88d//xnYB3b/OngUvfTf2kYNy+TKH9u8nJCxM//tofJL6aKCITHNyarST8s8DzzuwZwAJDuwlwJSr9V1TnYjycoZWVhpsD3/5JVx3nVeuHxoaSmlZGdjkHQwtLSW/uNgr19doHOGO3Yr/CtwBBIlIoCXMWj8U+zBz5szh46lTDbavwfP5Bi0U2+f0asAldQ8++CBb7HdsdpHi4mJGjBhBpeUPTmBgoHXnppSUFI4ePcqjjz7KwoULrXXGjRvHAw88YD1+/PHHeeWVVwAIt8t9sXTpUh555BHrsVKK6dOnW48rKiqIiori5ptvpqysjOHDh1NhOxjrRUpKShg4cCDJycnEx8fz3HPPOSz36quvEh8fT0JCAtOmTaOkpASAdevW0atXL7p37878+fO92fW6oDWwERJl9/8+s21bElJTvXZ9+wfjojNnGmS2WGugZ3FVAwEqKyvp27evL+xM726tGyoiqcCNwMNKqeE1lHXkoEgN9upGkbdFpL+I9I+Kiqp7b/0MtXEj4TYPxheaNcPUr5/XomaCW7Qw5B1UQGBREcUN8GCsddCzuKKDubm5hu+tZcuWhu/My2h/z48YfOGCcVQ3Pt5rA4NgnqTqYLcBSTgQ2ACrwrUGepbaauCiRYtISEggPj6+ms55yxd0x+DgBRHZKiI6YVIjIWvnTgaePGmwZV93ndccwjKljEvqTKYGy7Hw/fffM3jwYLe2+c9//pOJEycSaHn4Dw0NJSsry/rq0qULv/jFL9i6dSsAJpOJ8+fPs2/fPmsbW7duZajNTtI10aJFC/bu3Wt1qL/66is6dTIHTgQHBzN69Gg++eQTd95irQkJCWHDhg3s2rWLrKws1q1bx3fffWcoc/LkSV577TUyMjLYu3cvlZWVLF++nMrKSh5++GHWrl1LdnY2y5YtIzs7u0Hu4ypoDWyEDM0zbuQ37OWXvfrAIXZOTvPKSkobQAe1BnoWVzSwikWLFjne9dr7uFXrROSU5f0ssBIYiHsT9Wtq4Ho7DWxz771s2LjRazoYGxtLSLt2BlvbBtqtWOugZ3FFB3v16mX9znbs2EFYWBgTJkxokPtA+3t+xVCbjUgAsMs/6BWaNweblXsKaNEAA1haAz1LbTRw7969vPPOO2zbto1du3bxn//8h4MHD1rPe8sXdMfg4Eql1EOWHeZ0vq1GQJeiIrrbRuo1a8Yz333nvQdjR3kHL13y2OV27drF8OHD6dOnDwEBASileO6558jJyaFnz54EBgYyZcoUHnnkEa6//nquvfZavv32W2bMmEHPnj2ZOXOmta3Bgwdz1JKf4uTJk/TvX31X8I8++ojbrvIHZujQoVYx3LdvHwkJCURERJCfn09paSk5OTn07du31vd444038vnnnwOwbNkypk27sorh9ttv56OPGmbzXKWUdaanvLyc8vJyHG0kWVFRQXFxMRUVFRQVFREdHc22bdvo3r073bp1Izg4mKlTp7Jq1apqdX0ArYGNjcOH6W6b4y8gALwclRXdpQuEhFzpAp5zCLUGNk4NBDhx4gSff/65YSa9AXGb1imlWiilIqo+A2OBvbg3Ub/GGSZT9Qfj2xsgVaNdjsPwigqP7dapdbDx6mAV69ev57rrruPaa6/1Sr8doP09f6G0lIH5+UZbQwwOArRubTiM0L5gk9TAnJwcBg8eTFhYGEFBQYwYMYKVK1cC3vUF3TE4+DzwBnAeKMC8tbvOKuzDDLN3CEePBm8l4rdw0W4ZcfFPP3lkSV1JSQl33nknCxYsIDs7mz/84Q888cQTzJs3j7Vr13LDDeZNDffs2UO3bt349ttvueeee5g5cyYvvvgie/fuZcWKFZSWliIiHDt2zOqU7N69m8TERMP1ysrKOHz4MF26dLlyb8XF1hDqqtnO6OhogoKCOHbsGFu3bmXIkCEMGjSI9PR0MjIySEpKIjg4uFr9lJQUnn322Wr3OXXqVJYvX05JSQm7d+9m0KBB1nMJCQls3779qt/VsGHDDNepeqWlpdXtS7ejsrKSlJQU2rdvz5gxYwx9A+jUqRNPPPEEsbGxdOzYkVatWjF27FhOnjxJ585XAkViYmI4aRfx6iPUWQOVUp2VUl8rpXKUUvuUUrMt9nlKqZNKqSzLa7xNnaeUUoeUUrlKqXE29n5KqT2Wc68pRx63xoj9IPOwYdC2rff74QWHUGtg49VAMKcBeemllwgIcIe75jLu9Pc6AN8qpXYB24DPRWQd7k3Ur3FGRgZRZWVXjsPD4Ze/9H4/IiLAJtVMoAhhdjnA3IHWwcatg1UsX77c8LDfAOhnXn9hwwaj1nTsCA4GuLyC3SRJWEWFeediN6I10Pc1MCEhgU2bNpGXl0dRURFr1qzh+PHjgHd9wXpvSKKUihWRY5at3e3P9XOtWxpPcr394KCXw/NDQ0MpN5kMG6KEmkyUe2C3zrS0NFJTUxk4cCAASUlJrFu3DqUUX3zxBe+++y4lJSVcvHiROXPmWPs3c+ZMOnbsCEBYWBjBwcEcOnSIrl27Wkf6HYnh+fPnibQT+aowanuqZku2bt3KY489xsmTJ9m6dSutWrXiF7/4hdP6S5cuJSMjw9BWUlISR48eZdmyZYwfP95wLjAwkODgYAoKCoioYcODzZs3Oz3nCoGBgWRlZXHx4kUmTJjA3r17SUi4klM5Pz+fVatWceTIESIjI5kyZQoffvghITZRVVX40riXixpYATwuIpmW6JkdSqmvLOdeFZEFdu31AaYC8ZgTYacppXpaHo7/hjnJ/nfAGuAG9MNxzfzf/xmPGyJiBsyDgz/9ZD1sUeUQunFpndbAxquBkZGRtG/fnn79+vHNN994pG+1wRP+nogcBpId2PNwU6J+TQ3Ya+CNN5qXt3kbpcwPxjZ+qScmSbQONl4dvPvuuwHzYMPq1at54YUXPNK/mtDPvH6I/STxLbeYV5E0BKGh5pUklo1JAgB+/hnatHHbJbQG+r4GxsXFMXfuXMaMGUN4eDjJyckEBQXxn//8x6u+oCv/C6yehVJqm925d1xoV+NJfvyRXoU2G6cr5fUw6tjYWK6LizPPVNvQ0gMO4d69ew2ClZmZSWpqKkVFRVy8eJHo6Gj27dtHamqqdTR+165d1tH8EydOEB0djVKKPXv2GNqqmtGwJTQ01JBIviaq8izs2bOHhIQEBg8eTHp6ep3yK9hy66238sQTTzicVS0tLaX5VRx/T82UVBEZGcnIkSNZt26dwZ6WlkbXrl2JioqiWbNmTJw4ka1btxITE2OdMYEr/xY+RL01UEROi0im5XMBkIOTHTYt3AYsF5FSETmCOUJmoCUnV0sRSRcRAd4HGmikq5Fw7hx8+63R1lBLScLCwDIjCjYOoRvRGmimMWrgli1bWL16NV26dGHq1Kls2LDB+qDsZbS/529YlipZaagJEqgWQe2JpcVaB800Rh2sYu3ataSmptKhQwe39KOOaA30J0wmWL3aaGsoPxCuTJLYYr/k2UW0BprxZQ0EmDlzJpmZmWzatIk2bdrQo0cPr/uC9Y4cxLhDXLMazml8CXuHcOhQaJg/tOYZEZuByojycrdfom3btmzYsAGAAwcOsGLFCrZu3crXX3/NqFGjAHMIdXLylQCG3bt3W0Vu165d1s8XLlwg1JI0Nicnh88//5zXX3/dcL3WrVtTWVlJSUnJVcVn6NChvPzyy3Tr1o3AwEDatGnDxYsX2bdvH++8U3df4/7776dVq1YkJiYaZhby8vKszlZNeGKm5Ny5czRr1ozIyEiKi4tJS0tj7ty5hjKxsbF89913FBUVERoayvr16+nfvz8DBgzg4MGDHDlyhE6dOrF8+XI+/vhjt/fRBdyigUqpLkBf4HtgKPCIUmoGkIE5ujAf88ChbebaExZbueWzvd3+GrMwRxcSGxtb2675J//5j3F39ORk6Nq1YfqilPnB+MyZK7b8fLfOFmsNbLwa+N///d/WKJlvvvmGBQsW8OGHH7q9j7VA+3v+xP795lcVQUFgF2HhVSIizNHSlmV0QSJQUAAtW7rtEloHG68OVmGfP8zLaA30JzIy4PTpK8ctWjRMWgVb7H3Bn382+6puimbUGuj7Gghw9uxZ2rdvz7Fjx1ixYgXp6em0bt3aq76gK784cfLZ0bHGV7AfHGy4Hb+qzRY3N5nAssOQu5g2bRqFhYUkJCQwa9Ysli1bRtu2bavlV6jaqbmkpITi4mJaW/pmK4zjxo1j/fr13HHHHXz66ae0bdvW4Qzm2LFj+dY+MskBiYmJnD9/3rA7VGJiIq1ataKd3Q5+tSEmJobZs2dXs3/99dfVQqu9xenTpxk1ahRJSUkMGDCAMWPGWLdgHz9+PKdOnWLQoEFMnjyZ1NRUEhMTMZlMzJo1i6CgIF5//XXGjRtHXFwcd9xxB/Hx8Q1yH05wWQOVUuHAZ8AcEbmEeYnwdUAKcBp4uaqok+s7sxsNIm+LSH8R6R8VFVWbrvkvvrKkuAr7gcCff3ZrrhmtgY1XA30I7e/5E/bL6UaNqh614k0CAqpf/+JFt15C62Dj1sGioiK++uorJk6c2CD9R2ugf2EfNXjDDQ2TVsGWFi3AdtDKZHLrZp1aA31fAwEmTZpEnz59uOWWW3jjjTes379XEZF6vTAnhY4D+th97gNk17ddT7/69esnTZazZ0UCAkTMCzbMr8OHPXa57OzsqxfKzRXZvv3K68QJj/XHlr59+0pZWZlH2s7MzJS7777bI23XhwkTJsj+/fsbuhsex9HvDcgQD2mJqxqIefb5C+AxJ+e7AHstn58CnrI59wUwBOgI7LexTwP+XtN1m7QGFhaKNG9u1MCdOz12uVppoMkksmuXUQfz8jzWpyq0BvofntLAxurv1fRq0jo4eLBRA994w6OXq5UO5ucbNTAry6yNHkbroH+hNVBrYK1ISDBq4Pvve/RytdJAEZGjR406eOSIR/slojXQH3FVB11ZVhyGOfl9Fbaf9SyKL7J6te8sp6uiTRvjzMiFCxAdbV5u50EyMzM91nbfvn0ZNWoUlZWVBLpxY4H6UFZWxu23306vXr0atB9+Sr010LKj8BIgR0ResbF3FJGqtQ4TgL2Wz6uBj5VSr2DekKQHsE1EKpVSBUqpwZiXJc8AFrtwT/7Nl1+CTQ6Un0JCuCa52p4I3sULS4sdoTVQUwe0v+cvnD4N331ntN16a8P0xZaWLc0RhFU+anm5edM6u9zU7kbroKaWaA30Fw4fhr17rYeVQOBNNzVcf2xp3dqcF7uKixfNw5cefCbWGqixp96DgyLSxY390HiDFSuMxw0Xnn+FyEiz6Inlb2tpKRQVmcOrGzH3339/Q3cBgODgYGbMmNHQ3fBLXNTAocB0YI9SqmrrraeBaUqpFMzO5lHgQcu19iml/oV5xroCeFjMOxUDPAQsBUIx71Ksdyp2ht2S4m/btWOyL+yA7SjXjJt3LfY2WgP9B+3v+RF2y+lyIiKIi4lpoM7YULW0+MKFK7b8fI8PDnoarYP+gdZAP8IurcKeVq1I8fBkbK0JD6dSKQKrnokrKsy5+WvYWdfX0RrY+HAlclDTmLh0Cex32WnIfINVBAVBq1bG/DIXLjT6wUGNpiZE5Fsc5wtc48BWVed54HkH9gwgwX2981MqKuD//T+D6du2bZncQN0x0KIF5UrRrMohNJnMA4S+4rBqNBr/wH6CpG1b4hqoK9VwNDgYE+PxlSQajaYJYTc4+G27dqQ0UFeqERBAYVAQrWw36MzPb9SDg5rGh3u2wNH4PmvXQlmZ9fBk8+aQ4CPjCfYPwPn5VyIJNRqNxh1s3mzWFguXgoLY05BJ+G1RioIgu7k6m75qNBqNy1y6BOvXG0zf1iPZu8do1QqT7XFZmXkliUaj0biBF+++GzZuNNi2tG3bQL1xTKEjX1A/E2u8iB4cbCp89pnhcHO7dl6ZjZXaCJojh7Cw0FNd0vghtfqdaZosc+bM4cupUw22z5Wi0lc0ECiw3aUO3L5rsca/0RqoqYk5c+bwt759zbn8LBwKCODHsDCvXL9Wv8/AQC7rSRJNPdEaqLka/b76ynCcHRFBhyFDvHLt2v4+LwcGYvD8yss5d+iQR/qk8T/coYN6cLAJ8Od776Xy008Ntk1emC1u3rw5eXl5V/+hBgY6ninRaGqBiJCXl0fz5s0buisaH+X81q2MPnvWYNvTsycpKZ5dTFJrDQRKAgIotx2sNJmMmzVpNE7QGqi5Gjk7djD5yBGD7dvOnUnp29fj166LDtpHUJefOcPxH3/0VNc0foLWQM1VOXSIUXZ+YJ8PPmDhwoUev3RdNLB5WFi1SZKIggIdPai5Ku7SQZ1zsAkwYN06bNPaHwsNJWT4cI9fNyYmhhMnTnDOduclJ+Tn5dHaNsfChQvm6EGda0ZTC5o3b06MLyRV1/gk048dM2ggffrwl927zUnwPUhdNPCnn37i59JSbDPLlOflURAeThude1BzFbQGamri1lOniLJ9uAwP594dO8ALS+rq5AtevMjFwkJDQt6C/HwK9fJizVXQGqipkZdeMvqB8fFwyy1euXRdNBDgslKcPH/eaMzMBC9FemsaL+7QQT046O/s38+vbHfBBGL/8Q9e/fWvPX7pZs2a0bVr11qVHfPgg/x782Za2djm9+rFTzfc4JVZHY1G46ccPFhNA3n2WY8PDELdNPDvf/87RZs383ZmpsE+Ly6OednZnuieRqNpChQVMe34caPtkUe8MjAIddNBAH7/e/jrX62Hl4KCaHnunHnDEo1Go6krJ0/C0qVG21NPecUPhHpoIMDzz4Ptqr/kZPMAoZf6rGm66F+Yv/PHP1aLmOHOOxuqN06JT01l8zXXGGz3HTjAgYyMBuqRRqPxC55/3qiBcXEw2Sf2KDawcOFC3t6xAyZONNh/c+SIYTMpjUajqRPvvEMb25UZLVrA4483XH+uxty50LKl9bBlRQUsWNCAHdJoNI2al1825Fula1effBY28NxzxtVzu3ZV221eo/EEenDQn9m7Fz75xGibNw8CAx0Wb0gWLlzIzVu3QkiI1dZBhBk614xGo6kvhw7Bhx8abc8845MaaOUvfzH0r1NJCfz97w3YIY1G02gpKYEXXzTa/uu/wJd2KbanbVv43e+MtoULwT4CXKPRaK7G+fPVfai5c8E+172vER8Pd9xhtM2bZ85HrdF4ED046M8895wxgWlSEkya1HD9uRpdu1ZzCCedPAkHDjRQhzQaTaPm+eeNO/727l3d2fI1evXi/7d371FSlGcex78P1yAiqyhyGS5qBOXsboaLLqtHMRoRUAfI4upKcBSM4h41Q3SNLhyM7HLW28JA1CicgEIWkSjIJQicaBijogQJAq6Dok6UgGxYTViNlxnm3T+qBrp6epAZZqa63vp9zulj91vV8jwF/Jh+u+otbrghOjZtmm5OIiL1N3cu7Nlz6PUxx8Dtt8dXz5EqKYHOnQ+9/uyzIM9FROpj9mzIWLN0X5s2UFwcY0H1MHUqkanAbdtg6dK4qpGU0OSgr373u9oBMm1a/q9VcOedkLGQZmvnYNKkGAsSkUR6911YuDA6lu9nDda4++7g0r8a+/bB/ffHV4+IJM8XX8C990bHbropOumWr449FiZPjo49+ihUVMRSjogk0P798JOfRIaWFBRAUu5q3a8fL2Tn9T336OxBaVJ5PlMkDTZ1auRleYcOUFQUUzH10L59ZCFqAFavDh4iIkcq66zBD9q1y/81ZmqcfHLty+pmzIDdu+OpR0SS57HHIpnxZYsWyThrsMaNN/JRxlIzVFYGl9WJiHyNST/4Ac9/85vwpz8dHPvEjJXdusVYVf0t6Nkzevbg9u2waFFc5UgKaHLQMyUlJUzr1w9WrYqMz+vVK7qwaT678ko477zoWEmJFuUXkSOy5MILYf78yNiCXr2ScdZgjdtu4+PWrQ+9/vxzmDIlvnpEJDHmFBVRlXXVxYquXSHrxm95rW1bHu/dOzq2cCH86lexlCMiyTF46VIu+uMfI2PP9uxJ34EDY6qoYT5o356nM38WBL4sLuahfF4mTBJNk4OeOXHtWia/9VZkbPtxx/HVhRfGVFEDmMGsWdFvSt55J7jtfOYaiiIi2R5/nH/89a8jQx+0a8f/XnxxTAU10LHH1v5gPH9+sJC2clBE6vL881y7ahWtMnLiixYt2DZ8eIxFNcy6k0+mPHM5nOpqvho6lMdGjoyvKBHJbzNncuWuXdGxPn24bts2SktL46mpgQoLC1lZWEhVxgk+baurmfDss/DKKzFWJr7S5KBPFi7krvJyIufGtGjBX69eTemsWXFV1TD9+7Oqa9fo2IwZbD7jjOAMGhGRbE8+CRMmRMfatqXnmjXMnD07npqOwi+7dOHt7HVi778/6LGqKp6iRCR/vfwyFBXRJvMLBDO+sXAh0+bOja+uBvrb/v15vF+/yFgb5xi/ciUsWxZTVSKStxYvhh/+MDrWpQusXQsdOsRT01EoLS1l4caNtHrkkch4u+pqGD4cXn89psrEV5oc9MUTT0BxcXRisGXLYF2Cc8+Nq6qj8tpll/HnrFvND3j7bTj/fK29JSJRS5fCuHHRhZpbt4ZnngkyI4H+ZsAAZn7rW/wl+3Lo+fODO8/rixIRqbF5M4wYEbkzJxDcyOPqq+Op6SiVlpZy77ZtwZqrGVo7B1dcEXwhJCLiXPBz4DXXRMc7dIDnnoPsKzGSZuJEePDB6Nj+/TB0KGzdGk9N4iVNDiZdeTnccgtcd130UrOWLYMfmpKyAH8O0+fMoWNZGXTqFN2waROcdVbwXxFJtQfGjmVNly5UjRkTuQHJAYCnnoJLL42ttqNVWlrKTzdv5pjXXoOTTopuXLECLrkksti2iKTP9OJiVnTrxpdnnRV8WMw0YwbccEM8hTWmSZMg68wZDhyAsWNrrS8rIiniHKxdS0W3bsGXppWVBzdVmgUThoWFMRbYiG67DaZNi459/HHwmXjCBMhaVkykITQ5mESVlcHZMBddBGeeCQ89FJkYrDILPhRfcUWMRTaSc86BjRsh67ISdu8OzgZasiSeukQkPtXVweTYt7/NvyxaxLC9eyPrax0Afj58OIweHV+NjWngQHjppeidOwF+8xt2FhQw9fvfj6cuEYmHc/DSSzBqFHctWEDRnj20rY6s1MzqwYODSTVf3HQTzJ/Pgcwx52D8eH6RpHW1ReTohZOCnHMODBtG748+qrXL4qFD4TvfiaG4JjRlCot69IiOffUVzJsXfFa+/HJ48UWtTS0NlvjJQTMbZmY7zGynmd0Zdz1N6tNP4Z57glOjx4yBF16otUuVGU+MGBF8e+KLU0+FDRvYcMIJ0fHPP+fTq6/mXydOjKcukTyRqhycMwf69oWRI2H9+trbzWi5YAHFq1c3e2lNqk8fHvne93ivffvIcMFnn/GJzqKWlEtVBq5fH3wgPu88WL489w/yd9zBCB8Xq7/2Wn4+bFhkgrAaKN+zJ66KRPJCmjLw36+9ljc7doRhw+DVV2vvYAalpYxbs6b5i2tqZmwcPZqnu3fPvX3VKhgyBAYPhg0bmrc28YK5BM8sm1lL4G3gYmAX8Fvgn5xz/13XewYNGuQ2JeSDVElJCVu2bDn4ulV1NUtefZUTMk6ZjujSBX72s2DNGQ9NuvVWBi9bdvAOVAeAS4G1wJAhQw7uV1hYmLi7UUnTMLPXnXOD4q6jKdU3B5OcgQA/Ki9n+N69ud9w2mnBmiyjRjVDdTH55JPgm+GXX4YWLZh85pk8vGsXhVmXzSgHBZSBdb0nKTmYKwPP3beP6W++mfsNPXvClClw/fXBB2RfLVsWLJtTWcl9ffrwH3v3KgMlJ2VgbknOwNfLyqgAOuV6Q1ER3H03DBjQDNXFyLlgSYXp0+G993LucmP//uw47rjImHIxneqTg62+fpe8djaw0zn3HoCZLQZGAnWGYX1dcMEFjfW/qreysjLg0MRXVYsW/LJrV8Z98EFkv3e7deO0Bx+E734Xsi8788jM2bNh9uzg1OmJE2n5wAOc8f77fJHxj0ZZWRllZWW1/iERP6zPdaaYNGkO5lMGAjxdUFBrcvCdggJOf/jhYH3B7Jt3+Ob442Hduhtgmy0AAAfmSURBVOCD8ejRfLZ1K4VZeacc9JtysJZUZeArnTrxYbt29Mi4IdGHnTvTY9as4KqSVkn/0f4IjB4Ny5dDRQV7duxQBqaMMrCWVGXgwCFD2FBZyWWZZ0dffnkwKThwYHOXGA8zGD8eioth6VJ+f8st9Mr42XhLx461JgaVi/5oygxM+pmDY4Bhzrnrw9fjgL9zzt2ctd8NQM2KzH2BHfX4ZU4E9jVCuflMPfpBPdbWyzl30tfvllxHkoPKwK+lHv2Qhh6hfn0qAw/t19AcTMOfK/XojzT0qQzMoAxsNGnoUz36ock+Dyf968Vc10zUmu10zs0B5jToFzDblILT0dWjB9Rjan1tDioDD089+iENPUJ6+qyHJv1ZMA3HWz36Iw19pqHHelIGNoI09Kke/dCUPSb9hiS7gMxb9hQAu2OqRUQkDspBEUkzZaCIpJkyUEQaRdInB38LnG5mp5hZG+AqYEXMNYmINCfloIikmTJQRNJMGSgijSLRlxU756rM7GaCG9a2BOY55+q4hVuDNehSvIRRj35QjynUDDmYhmOuHv2Qhh4hPX0eEWVgo1CP/khDn2no8YgpAxtNGvpUj35osh4TfUMSERERERERERERabikX1YsIiIiIiIiIiIiDaTJQRERERERERERkZRKxeSgmc0zs/8xs+0ZY1eY2ZtmVm1mg7L2v8vMdprZDjO7JGN8oJltC7fNNjMLx9ua2VPh+Gtm1ru5esuoLVePD5hZuZltNbNlZvZXGdt86fHfwv62mNk6M+uWsc2LHjO23W5mzsxOzBjzokcz+7GZ/SH8fdxiZiMytiWux3yjDFQGJqXHsA7loHKwUSkD/cjAsA7vc1AZqAxsCspBP3JQGagMbNIenXPeP4DzgQHA9oyxM4G+wHpgUMZ4P+ANoC1wCvAu0DLcthH4e8CA54Dh4fg/A4+Gz68CnsqTHocCrcLn9wH3edjjcRnPb82o0Zsew/EeBAsN/x440bcegR8Dt+fYN5E95tujjmOuDPSjR68ysK4+w3HlYIJ6zKdHHcdbGZiwHg/Tp1c5mKvHcFwZmKAe8+1RxzFXDvrRozLQgx7JgwxMxZmDzrkXgY+zxt5yzu3IsftIYLFz7kvn3PvATuBsM+tK8BdvgwuO8gJgVMZ7ngifPw1cVDNr21zq6HGdc64qfPkqUBA+96nH/Rkv2wMufO5Nj6GZwB0c6g/86zGXRPaYb5SBgDIwET2CcjCHRPaYT5SBgAcZCOnIQWVgLYnsMd8oBwEPclAZqAykCXtMxeRgPXUHPsx4vSsc6x4+zx6PvCcMnz8DnZq80voZTzCbDJ71aGbTzexDYCwwNRz2pkczKwL+4Jx7I2uTNz2Gbg5PiZ9nZseHY771mAS+HnNlYLJ7VA4ekvQe852vx9vbDAT/c1AZ6FWPSeDrMfc2B5WBByW2x1CsGajJwdpyzai6w4wf7j15wcwmA1XAf9UM5dgtsT065yY753oQ9HdzOOxFj2Z2DDCZQyEf2ZxjLHE9hn4KnAYUAnuA/wzHfeoxKbw75srAQ7seZvxw74mVctCrHpPAu+PtewaC3zmoDPSqx6Tw7pj7noPKwIjE9RiKPQM1OVjbLoLr2WsUALvD8YIc45H3mFkroCNHfppokzKzYuAyYGx4uil41mOGRcA/hM996fE0grUF3jCzCoJ6N5tZF/zpEefcXufcAedcNTAXODvc5E2PCeLVMVcGHpTkHpWDnvSYEF4d75RlIPiZg8pAT3pMEK+OecpyUBmYzB7zIgM1OVjbCuAqC+7wcgpwOrDRObcH+D8zGxxer30NsDzjPcXh8zHACxnBExszGwb8CChyzv0lY5NPPZ6e8bIIKA+fe9Gjc26bc66zc663c643wV/0Ac65j/CkR4BwzYQao4GaOzd502OCeHPMlYF+9Kgc9KfHhPDmeKchA8H/HFQG+tNjgnhzzNOQg8rA5PcIeZKBrpnvzBLHA3iS4NTMSoI/TBPCA74L+BLYC6zN2H8ywV1gdhDe8SUcHxT+Jr0LPARYOP4N4BcEi0NuBE7Nkx53ElxrviV8POphj8+E9W4FVgLdfesxa3sF4d2ZfOoRWAhsC38fVwBdk9xjvj3qOObKQD969CoD6+oza3sFysG87zGfHnUcb2Vgwno8TJ9e5WCuHrO2V6AMzPse8+1RxzFXDvrRozLQgx7JgwysebOIiIiIiIiIiIikjC4rFhERERERERERSSlNDoqIiIiIiIiIiKSUJgdFRERERERERERSSpODIiIiIiIiIiIiKaXJQRERERERERERkZRqFXcBIk3JzCqAL8JHjVHOuYpYChIRaUbKQBFJM2WgiKSZMlDqQ5ODkgZjnHPb4y5CRCQmykARSTNloIikmTJQjoguKxYREREREREREUkpc87FXYNIk8lxKnWVc25QfBWJiDQfZaCIpJkyUETSTBko9aHLiiUNdCq1iKSZMlBE0kwZKCJppgyUI6LLikVERERERERERFJKk4MiIiIiIiIiIiIppTUHxWt13L79eufcpngqEhFpPspAEUkzZaCIpJkyUOpDk4MiIiIiIiIiIiIppcuKRUREREREREREUkqTgyIiIiIiIiIiIimlyUEREREREREREZGU0uSgiIiIiIiIiIhISmlyUEREREREREREJKU0OSgiIiIiIiIiIpJSmhwUERERERERERFJqf8HDad1I3A8+eAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Ri = (50, 100,150,170)\n", + "Zi = (50, 100,200,300,500)\n", + "\n", + "FC, FCE = resolution_r_z(Ri, Zi, sel_dst.R, sel_dst.Z, sel_dst.S2e*corr_tot,\n", + " enbins = 50,\n", + " erange = (11000, 15000),\n", + " ixy = (5,4),\n", + " fdraw = True,\n", + " fprint = False,\n", + " figsize = (18,10))" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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