{ "cells": [ { "cell_type": "markdown", "source": [ "# Create plots for panels used in figure S1" ], "metadata": { "collapsed": false } }, { "cell_type": "code", "execution_count": 1, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from scipy.optimize import curve_fit\n", "import matplotlib.gridspec as gridspec\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "code", "execution_count": 2, "outputs": [], "source": [ "# folder to save all panels for figure S1\n", "savefolder = r\"plots\\SI\\fig_S1\"\n", "\n", "# file containing the data for the controls\n", "results_ctrl_file = r\"data\\shape_analysis\\histograms_HealthyControl_deformed_undeformed.txt\"" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "markdown", "source": [ "## A" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "code", "execution_count": 3, "outputs": [], "source": [ "#define a color seed for each patient\n", "color_dict = {'VS': 'C0', 'VL': 'C1', 'RS': 'C2',\n", " 'KM': 'C3', 'LM': 'C4'}" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "code", "execution_count": 4, "outputs": [], "source": [ "def weighted_means_and_errors(counts, counts_abs):\n", " \"\"\"Calculate weighted mean values and error from the input arrays\"\"\"\n", "\n", " weights = np.zeros_like(counts)\n", " weights_normed = np.zeros_like(counts)\n", "\n", " # sum up number of cell in each velocity range, for every measurement\n", " counts_sum = np.sum(counts_abs, axis = 2)\n", " sum_counts = np.sum(counts_sum, axis = 1)\n", "\n", " # calculate absolute and relative weights\n", " for k in range(len(weights[0,:,0])):\n", " weights[:,k,:] = np.sum(counts_abs, axis = 1)\n", " weights_normed[:,k,:] = weights[:,k,:] / sum_counts[k] #needed for calculation of the error\n", "\n", " # calculate weighted averages, mask nans\n", " means = np.ma.average(counts, axis = 2, weights = weights)\n", " means = np.array(means) #remove mask again\n", "\n", " # calculate weighted variance and from that the error\n", " var = np.zeros_like(means)\n", "\n", " for l in range(len(counts[0,0,:])):\n", " var += (counts[:,:,l]-means)**2 * weights_normed[:,:,l]\n", "\n", " errs = np.sqrt(var)\n", "\n", " # make sure that probability sums up to 1\n", " for i in range(len(means)):\n", " means[i,:] = means[i,:]/sum(means[i,:])\n", "\n", " return means, errs\n", "\n", "def logistic_growth(x, A, x_0, k):\n", " \"\"\"The logistic growth fct\"\"\"\n", " return A/(1+np.exp(-k*(x-x_0)))\n", "\n", "def deformed_probability_curve(df, v_min=0, v_max=3, binsize=.25):\n", " \"\"\"Compute the values for the shape probability diagram to find a cell\n", " in a deformed state for velocities between v_min and v_max in the DataFrame df\n", "\n", " returns: *tuple* (deformed_bins, deformed_hist_normal)\n", " - deformed_bins: *array* limits for the bin ranges of the histogram\n", " - normalized counts for each velocity range\n", " \"\"\"\n", "\n", " bins = int(v_max/binsize) #number of Bins in histogram\n", " #find index of cells in a deformed state. Class definitions are:\n", " #1-parachute, 2-slipper, 3-asym. parachute, 5-multilobe, 7-undefined deformed\n", " #4-discocyte/undeformed, 6-tumbler\n", " deformed_index = ((df['shape'] == 1)\n", " | (df['shape'] == 2)\n", " | (df['shape'] == 3)\n", " | (df['shape'] == 5)\n", " | (df['shape'] == 7))\n", "\n", " #create new column in df that is True for deformed state\n", " df['deformed'] = False\n", " df['deformed'][deformed_index] = True\n", "\n", " df_deformed = df[deformed_index]\n", "\n", " deformed_hist, deformed_bins = np.histogram(np.array(df_deformed['velocity']),\n", " range = (v_min,v_max),\n", " bins = bins)\n", " #get the counts for all events to use for normalization\n", " all_hist, all_bins = np.histogram(np.array(df['velocity']),\n", " range = (v_min,v_max),\n", " bins = bins)\n", "\n", " #normalize the deformed histogram\n", " deformed_hist_normal = deformed_hist/all_hist\n", "\n", " return deformed_bins, deformed_hist_normal" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "code", "execution_count": 5, "outputs": [ { "data": { "text/plain": "<Figure size 432x360 with 1 Axes>", "image/png": 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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "warnings.filterwarnings('ignore')\n", "\n", "patients = ['VS', 'VL', 'RS', 'LM', 'KM']\n", "labels = [\"P1\", \"P2\", \"P3\", \"P4\", \"P5\"]\n", "\n", "result_summary_folder = r\"data\\shape_analysis\\result_summaries\"\n", "\n", "lw = 2.5\n", "xlabel = \"Velocity [mm/s]\"\n", "ylabel = \"Probability for deformed shape\"\n", "fontsize = 18\n", "color_ctrl = 'darkgray'\n", "color_ctrl_fit = 'darkcyan'\n", "alpha_ctrl = .99\n", "alpha_ctrl_fit = 1\n", "lw_ctrl =2\n", "v_min = 0.\n", "v_max = 3.\n", "binsize = 0.25\n", "\n", "with sns.axes_style('darkgrid'):\n", " plt.figure(0,(6,5))\n", "\n", " #plot control curves\n", " #load data from txt file\n", " results_ctrl = np.loadtxt(results_ctrl_file)\n", "\n", " v_ctrl = results_ctrl[:,0]\n", " probs_ctrl = results_ctrl[:,3]\n", " probs_ctrl_err = results_ctrl[:,4]\n", "\n", " #fit the control data\n", " fit_bounds=(0, [1, np.inf, np.inf])\n", "\n", " ind_vmax = v_ctrl <= v_max\n", " v_ctrl = v_ctrl[ind_vmax]\n", " probs_ctrl = probs_ctrl[ind_vmax]\n", " probs_ctrl_err = probs_ctrl_err[ind_vmax]\n", "\n", " popt_ctrl, pcov_ctrl = curve_fit(logistic_growth, v_ctrl, probs_ctrl,\n", " sigma = probs_ctrl_err, absolute_sigma=False,\n", " bounds = fit_bounds)\n", " ax = plt.subplot(111)\n", " plt.errorbar(v_ctrl, probs_ctrl, probs_ctrl_err, color=color_ctrl, lw=lw, alpha=alpha_ctrl, label='CTRL', zorder=1)\n", " plt.plot(v_ctrl, logistic_growth(v_ctrl, *popt_ctrl), '--', color=color_ctrl_fit, lw=lw-.5,\n", " alpha=alpha_ctrl_fit, label='CTRL fit')\n", "\n", " for ii, patient in enumerate(patients):\n", "\n", " result_file = os.path.join(result_summary_folder, patient + \"_results_MCFM.tsv\")\n", " df_results = pd.read_csv(result_file, sep='\\t')\n", "\n", " dates = np.unique(df_results['date'])\n", " dates = np.sort(dates)\n", "\n", " day0 = dates[0]\n", "\n", " color = color_dict[patient]\n", "\n", " df_date = df_results[df_results['date']==day0]\n", " #create new Dataframe to work with, leave out skipped cells\n", " df = df_date[df_date['shape'] != 0]\n", "\n", " bins, deformed_curve = deformed_probability_curve(df, v_min=v_min, v_max=v_max, binsize=binsize)\n", " bins_plot = bins[:-1]+binsize/2\n", "\n", " ax.plot(bins_plot, deformed_curve, c=color, lw=lw, label=labels[ii])\n", "\n", " ax.set_xlim(0,3)\n", " ax.set_ylim(0,1.1)\n", " ax.set_xlabel(xlabel, fontsize = fontsize)\n", " ax.set_ylabel(ylabel, fontsize = fontsize)\n", " ax.tick_params(axis='both', which='both', labelsize=fontsize)\n", " ax.set_title('All RBCs', fontsize = fontsize+2)\n", " ax.legend(ncol=2, fontsize=fontsize-6)\n", "\n", " handles, labels = ax.get_legend_handles_labels()\n", " handles = np.roll(handles,-1)\n", " labels = np.roll(labels, -1)\n", " ax.legend(handles=list(handles), labels=list(labels), fontsize=fontsize-4, ncol=2)\n", "\n", " plt.tight_layout()\n", "\n", " savename = \"fig_S1_shape_analysis_baseline_all_rbcs\"\n", " savepath = os.path.join(savefolder,savename)\n", "\n", " plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "markdown", "source": [ "## B-D" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "code", "execution_count": 6, "outputs": [], "source": [ "#define dict to store fit values\n", "dict_fitvalues = {}\n", "\n", "def dict_fit_values_patient(patient, dict_fitvalues):\n", " result_summary_folder = r\"data\\shape_analysis\\result_summaries\"\n", "\n", " v_min = 0.\n", " v_max = 3.\n", " binsize = 0.25\n", "\n", " #bounds of the parameters in the logistic growth function for our example\n", " #f(x, A, x_0, k) = A/(1+np.exp(-k*(x-x_0)))\n", " # 0<A<1, 0<x_0<inf, 0<x_k<inf\n", " fit_bounds=(0, [1, np.inf, np.inf])\n", "\n", " result_file = os.path.join(result_summary_folder, patient + \"_results_MCFM.tsv\")\n", " df_results = pd.read_csv(result_file, sep='\\t')\n", "\n", " dates = np.unique(df_results['date'])\n", " dates = np.sort(dates)\n", " day0 = pd.to_datetime(dates[0])\n", "\n", " #create dataframes to save fit parameters\n", " df_fit_all = pd.DataFrame()\n", " df_fit_healthy = pd.DataFrame()\n", " df_fit_unhealthy = pd.DataFrame()\n", "\n", " for num, date in enumerate(dates):\n", " df_date = df_results[df_results['date']==date]\n", " #create new Dataframe to work with, leave out skipped cells\n", " df = df_date[df_date['shape'] != 0]\n", "\n", " healthy_index = df['health'] == 0\n", " df_healthy = df[healthy_index]\n", " unhealthy_index = df['health'] == 1\n", " df_unhealthy = df[unhealthy_index]\n", "\n", " #calculate percentage of healthy cells in sample\n", " percentage_healthy = len(df_healthy)/len(df)\n", "\n", " bins, deformed_curve = deformed_probability_curve(df, v_min=v_min, v_max=v_max, binsize=binsize)\n", " bins_healthy, deformed_curve_healthy = deformed_probability_curve(df_healthy,\n", " v_min=v_min, v_max=v_max, binsize=binsize)\n", " bins_unhealthy, deformed_curve_unhealthy = deformed_probability_curve(df_unhealthy,\n", " v_min=v_min, v_max=v_max, binsize=binsize)\n", "\n", " bins_plot = bins[:-1]+binsize/2\n", "\n", " #exclude nan values before fitting\n", " ind_nonnan_all = ~np.isnan(deformed_curve)\n", " ind_nonnan_healthy = ~np.isnan(deformed_curve_healthy)\n", " ind_nonnan_unhealthy = ~np.isnan(deformed_curve_unhealthy)\n", "\n", " popt_all, pcov_all = curve_fit(logistic_growth,\n", " bins_plot[ind_nonnan_all], deformed_curve[ind_nonnan_all],\n", " bounds = fit_bounds)\n", " popt_healthy, pcov_healthy = curve_fit(logistic_growth, bins_plot[ind_nonnan_healthy],\n", " deformed_curve_healthy[ind_nonnan_healthy],\n", " bounds = fit_bounds)\n", " popt_unhealthy, pcov_unhealthy = curve_fit(logistic_growth, bins_plot[ind_nonnan_unhealthy],\n", " deformed_curve_unhealthy[ind_nonnan_unhealthy],\n", " bounds = fit_bounds)\n", "\n", " #days since treatment start\n", " treatment_days = (pd.to_datetime(date) - day0).days\n", "\n", " df_fit_all = df_fit_all.append({'A': popt_all[0], 'x0': popt_all[1],\n", " 'k': popt_all[2], 'days': treatment_days,\n", " 'percent healthy': percentage_healthy},\n", " ignore_index=True)\n", " df_fit_healthy = df_fit_healthy.append({'A': popt_healthy[0],\n", " 'x0': popt_healthy[1],\n", " 'k': popt_healthy[2],\n", " 'days': treatment_days}, ignore_index=True)\n", " df_fit_unhealthy = df_fit_unhealthy.append({'A': popt_unhealthy[0],\n", " 'x0': popt_unhealthy[1],\n", " 'k': popt_unhealthy[2],\n", " 'days': treatment_days}, ignore_index=True)\n", "\n", " dict_fitvalues[patient] = {'all': df_fit_all, 'healthy': df_fit_healthy, 'unhealthy': df_fit_unhealthy}\n", "\n", " return dict_fitvalues" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "markdown", "source": [ "Fill dictionary with patient data" ], "metadata": { "collapsed": false } }, { "cell_type": "code", "execution_count": 7, "outputs": [], "source": [ "patients = ['VS', 'VL', 'RS', 'LM', 'KM']\n", "labels = [\"P1\", \"P2\", \"P3\", \"P4\", \"P5\"]\n", "\n", "for patient in patients:\n", " dict_fitvalues = dict_fit_values_patient(patient, dict_fitvalues)" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "code", "execution_count": 8, "outputs": [ { "data": { "text/plain": "<Figure size 864x432 with 1 Axes>", "image/png": 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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "<Figure size 864x432 with 2 Axes>", "image/png": 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puGd4BwlSQgghhBCiQUmYEk2W2ebgi63ZHs8rtzv58NfjbMssDHynhBBCCCGEOEvXWDf+6aef2LJlC/v27WP//v2UlpZy1VVX8cYbb3jdRkFBAStXruTnn3/m4MGDnDp1Cr1eT9euXZk2bRrXXXcdGo3kxQvVSz8dwGSxe3Vuud3JI4t2y1Q/IYQQQgjRYBotTH3wwQfs37+fkJAQYmJiSE9P97mNn376ib/+9a+0bt2aoUOHEhcXR25uLitWrOC5555j3bp1vPPOOyiK90UMRNOwdHcOKUfzsbup3PdbEqiEEEIIIURDarQw9eyzzxITE0OHDh3YvHkzt956q89tdOzYkQ8++IBLL7202gjUY489xowZM1i2bBnLly/nsssu82fXRQP4x7qjVRvy+qLc7uSvPx3g27uHBqBXQgghhBBCnNNoc+AuueQSOnbsWK9Ro2HDhjFu3LgaU/lat27NjTfeCMDmzZvr1U/ROB4YlYhR5/u3p1Gn4YXLugWgR0IIIYQQQlTXbBcU6XQVg25arbaReyLqYmrvGEZ2isaXqG3UaZh9bW8GJUQFqltCCCGEEEJUabRpfoFkt9tZsmQJAKNGjfLqGq1WISoqJJDd8ppWq2kyfWlMb97Qj4F/X+XVuimjXsN/bhnIJZ1aNkDPAkte/4ubvP4XL3nthRDiwtMsw9Sbb77JwYMHGTNmjNdhyuFQKSwsC3DPvBMVFdJk+tLYQvRaij1U9AsP0vHa1J50jw5uFl83ef0vbvL6X7zktRdCiIbTunW4X9ppdtP8Pv30U+bMmUOnTp147bXXGrs7oh4cTpUSL0qjX98/Tqb2CSGEEEKIBteswtTnn3/O3//+dzp37synn35KVFRUY3dJ1ENRuQ1vCqMXmW0B74sQQgghhBC/1Wym+c2dO5dZs2bRtWtX5s6dS8uWF/7amYtdfpl3Iamo3LuNfYUQQgghhPCnZhGmPvzwQ95880169OjBnDlziI6ObuwuCT8oKLN6dZ6MTAkhhBBCiMZwQYQpm81GRkYGer2ehISEasf++c9/8u6779KrVy/mzJkjU/uakQIZmRJCCCGEEE1Yo4WplStXsnLlSgDOnDkDwM6dO3nmmWcAaNGiBU8//TQAp06d4oorriA+Pp7Vq1dXtbF48WLeffddtFotgwYN4rPPPqtxn/j4eKZNmxbopyMCwNtpfoUyMiWEEEIIIRpBo4Wpffv2sXjx4mqPZWZmkpmZCVSEoMow5UpWVhYADoeDTz75pNZzhgwZImHqAiXT/IQQQgghRFOmqKrqTcG0Zs9mczSZ/T1kr5EKLy8/yJJdOV6dm/LwSIJ0zaM4pbz+Fzd5/S9e8toLIUTDkX2mRLPn7ZopkNEpIYQQQgjR8CRMiSbL22l+ULEnlRBCCCGEEA1JwpRosrwtQAFQZJaKfkIIIYQQomFJmBJNlk/T/GRkSgghhBBCNDAJU6JJKrc5KLM5vD5fyqMLIYQQQoiGJmFKNEkFPoYjmeYnhBBCCCEamoQp0ST5sl4KZJqfEEIIIYRoeBKmRJOUX+p9JT+Q0uhCCCGEEKLhSZgSTZIvxScAisplmp8QQgghhGhYEqZEk5Tvwx5TICNTQgghhBCi4UmYEk2SzwUoZGRKCCGEEEI0MAlToknytQCFlEYXQgghhBANTcKUaJIKfJzmV1Jux+FUA9QbIYQQQgghatK5OvDNN9/47SbXXHON39oSFwdfR6ZUKgJVVIg+MB0SQgghhBDiN1yGqWeeeQZFUfxyEwlTwle+VvMDKCy3SZgSQgghhBANxmWYAkhISGDAgAF1bnzbtm1kZmbW+XpxcXKqqs/T/EAq+gkhhBBCiIblNkwNGDCAWbNm1bnxZ599VsKU8FlxuR1HHZY/SUU/IYQQQgjRkAJagEJVpSCA8F1dpviBjEwJIYQQQoiG5bYARWRkZL0af/jhh7n99ttrPfbTTz+xZcsW9u3bx/79+yktLeWqq67ijTfe8Oke/mpHNB2+bthbScqjCyGEEEKIhuQyTHXv3r3ejcfGxhIbG1vrsQ8++ID9+/cTEhJCTEwM6enpdbqHv9rxlqqq7Nu3l1atWtOmTZuA3utiVeeRKZnmJ4QQQggh/Ki0tJQ9e/YwYMAAdLqa0cntmqlAevbZZ4mJiaFDhw5s3ryZW2+9tVHbcUdVVVJTd/Dtt0tYunQxx48f47bb7uT112f7/V7C97LolWSanxBCCCGEqC+TycQPP/zA/Pnz+eGHHygrKyM1NZW+ffvWONcvYerXX39l//79xMXFMXHiRLRarcdrLrnkEn/c2m/t/JaqquzcuZ2lS7/h22+XkJFxDK1Wy6hRY3j44ce5+uprA3Jf4fuGvZVkZEoIIYQQQtSFyWTiu+++Y/78+fz444+YzWbatm3Lbbfdxo033lhrkAIfwtTXX3/N3Llzeemllxg0aFDV48899xwLFy6s+vugQYOYM2cOev2Ft9+Pqqps376VpUu/4bvvlpCZmYFOp2P06Et57LEnmTz5CqKjWzZ2N5u9gjqOMMnIlBBCCCGE8FZJSQnffvst8+fP56effqK8vJyYmBjuuOMOZsyYwciRIz0OEnkdppYvX05ubi7JyclVj+3YsYMFCxYQGhrK+PHj2bFjB1u3buW7777j2msvjJEbp9PJpk2biIuLZ8SIEWRnZ6HX6xkzZixPPvkskydfQVRUi8bu5kWlztP8yiVMCSGEEEII14qLi1i27EcmTRpL7969sVgsxMXFcffddzNjxgyGDx/u1Sy7Sl6HqSNHjtClS5dqI07ff/89iqLw1ltvMWbMGAoKChg3bhyLFi1q0mHK6XSyYcMGFixYwIIFC8jKymLZsmX079+P//u/vzN16lSioqIatY+tW4c36v0b08d3Dm3sLjS6i/n1F/L6X8zktRdCCP8rLCxk6dKlLFiwgGXLlmG1WlmzZg333nsvM2bMYNiwYWg0ddsxyuswVVBQQP/+/as9tnXrViIiIhgzZgwALVq0YNCgQRw8eLBOnQkkp9PJr7/+yvz581m4cCHZ2dkYDAYmT57MrFmzGDp0KJMmTWrsbgohhBBCCCHqqbCwkCVLljB//nyWL1+OzWajffv23H///cyYMYOhQ4dy6aWX1vs+Xocpp9OJ1XquMIDZbObQoUOMHj262nlRUVEUFBTUu2P+4HA4WL9+fVWAOnnyJEFBQVx++eW89tprTJkyhYiIiMbuphBCCCGEEKKe8vPzqwLUypUrsdlsdOjQgYceeogZM2YwePDgOo9AueJ1mIqJiWHfvn1Vf1+/fj0Oh4MBAwZUO6+kpKRJBJTPPvuMp556ipycHIxGI1dccQXTp09nypQphIfLNAohhBBCCCGag/Lycm655RaWLFmC3W6nY8eOPPLII0yfPp3BgwejKErA7u11mBo5ciTz5s3jxRdfZOTIkbzxxhsoisLYsWOrnbdv3z7i4uL83lFfmc1mRo8ezbRp07jyyisJCwtr7C4JIYQQQggh/Eyj0eB0OnnssceYMWMGAwcODGiAOp/XYeree+9l+fLlzJs3j//973+oqspVV11F586dq87Zu3cvp06dYvLkyX7tpM1mIyMjA71eT0JCglfX3HPPPdxzzz1+7YcQQgghhBCiaTEYDCxatKhR7q2oqqp6e/KZM2f4+uuvycvLo2/fvlx99dXVUt8333zDihUruOOOOxg4cKDbtlauXMnKlSur2k1JSaF9+/ZVe1i1aNGCp59+GoCsrCzGjx9PfHw8q1evrnM7QgghhBBCCOEvLsOU1WrFYDAE7Mbvvfce//jHP1wePz84uQtTvrQjhBBCCCGEEP7iMkz179+f0aNHM2nSJMaMGSNrjoQQQgghhBDiPC7D1NSpUzl48CCKoqDT6Rg2bBgTJ05k/PjxREdHN3Q/hRBCCCGEEKJJcbtmKjMzk2XLlrFixQrS0tKAimoZAwYMYMKECUycOLFJVO4TQgghhBBCiIbmdQGK06dPs2LFClasWMHWrVux2+0oikKPHj2YNGkSEydOJCkpKdD9FUIIIYQQQogmwadqfpWKiopYtWoVy5cvZ8OGDVgsFhRFoUOHDlx22WWMHz+evn37BqK/QgghhBBCCNEk1ClMna+srIxffvmFFStWsHbtWkwmE4qiEBsbyzPPPMOkSZP81VchhBBCCCGEaDLqHabOZ7Va2bBhA8uWLWPNmjXcfPPNPPDAA/5qXgghhBBCCCGaDL+GqfM5nU4KCwul8p8QQgghhBCiWQpYmBJCCCGEEEKI5kzny8lFRUV8+eWXbNq0idOnT2OxWGo9T1EUVq5c6ZcOCiGEEEIIIURT5HWYOn78OLfccgu5ubl4GsxSFKXeHRNCCCGEEEKIpszrMPXKK69w5swZBg0axO23306HDh0ICQkJZN+EEEIIIYQQosnyes3UwIEDiYqK4scff8RgMAS6X0IIIYQQQgjRpGm8PVFRFPr27StBSgghhBBCCCHwIUz16NGD3NzcQPZFCCGEEEIIIS4YXoepO+64g23btrF9+/ZA9kcIIYQQQgghLgg+7TP12Wef8e6773LzzTczcuRIYmJi0Ghqz2NxcXEe28vJyeGdd95h3bp1FBYW0qZNG8aPH88DDzxAZGSk109i69atfPTRRxw4cIAzZ87QsmVLunTpwsyZMxk9erTX7QghhBBCCCGEt3wKU1u3buW5557j+PHj7htVFPbu3ev2nIyMDG688Uby8vIYP348nTp1Ii0tjU2bNpGYmMi8efNo0aKFxz59+eWXvPjii4SEhDBhwgRiYmLIyclhxYoVmM1mHnnkEe677z5vn6JHubm5fPfdd/Tp04eBAwf6rV0hhBBCCCFE06GqKtu3b2fz5s3ceuuthIaG1jjH6zC1adMm7rrrLmw2GwBRUVFuS6OvXr3abXt33nknKSkpPPfcc8ycObPq8VmzZjF37lxuuOEGXnrpJbdt2Gw2hg0bhtVq5ZtvvqFTp05Vx44cOcI111yDRqNhy5Yt9SqccebMGRYtWsSCBQtYs2YNDoeDp59+mldeeaXObQohhBBCCCGaFlVV2bp1KwsWLGDBggWkp6cTFBREWloaXbt2rXG+12Hqd7/7Hdu3b+euu+7innvuISIios6dzMjIYOLEicTHx7Ny5cpqUwVNJhOjRo1CVVV+/fVXt4EtNzeXESNG0K1bN5YuXVrj+FVXXcXBgwfZuHGjV6Nc5zt9+jSLFi1i/vz5/PzzzzidTrp06cKMGTOYMWMGycnJsjmxEEIIIYQQFzhVVdmyZQvz589nwYIFHDt2DJ1Ox8SJE5k+fTrXXHMN0dHRtV7r9aa9+/bto1evXjzxxBP17vCmTZsAGDlyZI01V2FhYQwYMICUlBRSU1MZNmyYy3ZatmxJdHQ0x44d49ixY3Ts2LHq2NGjRzl+/Dg9evTwOkjl5ORUBai1a9fidDrp1q0bf/rTn5gxYwZ9+vSRACWEEEIIIcQFTlVVNm3aVBWgMjIy0Ov1TJw4kRdeeIGrr77aqwzhdZgyGo3Vwkp9pKenA7hsr0OHDqSkpHD06FG3YUpRFJ5//nmefPJJpk2bxsSJE2nTpg2nTp1ixYoVdO7cmdmzZ7vty8mTJ1m4cCHz589n3bp1qKpKjx49eO6555gxYwa9evWSACWEEEIIIcQFzul0snHjRubPn8/ChQvJzMzEYDAwadIk/va3vzF16lSioqJ8atPrMDVo0CAOHTrka59rZTKZAAgPD6/1eOXjJSUlHtu6/PLLadOmDY8//jjffPNN1eOtWrXiuuuuo3379jWuyc7OZuHChSxYsICUlBRUVWXdunUsX76CadOuo1evXlXn2u1OX56aX2i1Cg6H13VBLiivLz/Ah+uOujz+yPgu3H9pUp3afmvlQT74Jd3l8YfGdebBsZ3r1HZDas6vv/BMXv+Ll7z2Qgjhf06nkw0bfmXhwoUsXryI7OxsDAYDGzZsYO/evVx11VU+VRH/La/D1MMPP8yMGTP45JNPuO222+p8Q39bsmQJf/nLX5g4cSJ//OMfiY+PJzs7m/fff5+XXnqJzZs3884775CVlVU1ArV+/XoAevfuzV//+ldmzJhB585d6dYtGYDCwrLGfEpERYU0eh8CJa+43O1xndNZ5+eucbgPvvnF5RfE17U5v/7CM3n9L17y2gshhH84HA62bNnE0qWL+e67peTknCQoKIhx4yby5z//lcsuu5xOneIZMGBAve/ldZjavXs306ZN45VXXmHZsmUe95m65pprXLYVFhYGuB55qnzc1chVpaNHj/LnP/+Zrl278vrrr1f1JSkpiddff509e/Ywb9481qxZw65duwDo27cvf/vb35g+fTrdu3evastmc7i9l/APk8Xu9nhYkNffkjWEGNxfW2aV11gIIYQQojlyOBxs2rShKkCdPn0Ko9HIuHETmTr1GiZNmkxYmPtsURdev3N95plnUBSlqt76jh073J7vLkxVljA/duxYrccr97FKTEx0e4/169djs9kYMmRIjVD30ksvsWzZMqBivdff//53pk+fXmtJQ9FwTBb3gSYsSFvntkMN7q8ttboPckIIIYQQ4sJjMpkYN24Ex44dJTg4mPHjJzF16jVMmHBZ1SBOoHgdpq655hq/FWIYOnQoACkpKTidzhql0bdv305wcDDJyclu27FarQDk5+fXODZy5EhGjx5NRkYGL730UrW9rETj8RRoQj2MLrkT4iFMmW0Nv/5NCCGEEEIEVkhICDfddAudOiUxYcJltW6uGyhev3P15wa1CQkJjBw5kpSUFL744otqQee9996jrKyMG264odoeU0eOHAEqpvBVGjRoEADLli3jjjvuqDZtLz4+noKCAoKCgrjkkkv81ndRP4EcmQrRu7+2TEamhBBCCCGaHY1Gw6OPPtko9677MEA9vfDCC9x44428/PLLbNiwgaSkJFJTU9m0aRMdO3bk0UcfrXb+FVdcAcCBAweqHuvbty/Tpk1j0aJFTJ8+nYkTJxIXF0d2djYrV67EZrNx22230aVLlwZ9bsK1wK6Z8jTNT9ZMCSGEEEII/2m0MJWQkMDChQt59913WbduHWvXrqV169bceuutPPDAA16XKPy///s/Bg8ezOLFi0lJSaG0tJSwsDAGDhzI9ddfz5VXXhngZyJ8YfIwOhQWwGl+UoBCCCGEEEL4k8/vXE+ePMnmzZs5ffo0Foul1nMUReH+++/32FZsbCyzZs3y6r7nj0j99l7Tpk1j2rRpXrUjGo+qqpR6mOYXGsACFGap2CiEEEIIIfzI6zBlt9t56aWXWLBgAapasalg5X8rVVb78zZMiYtLmc2Bu+0og3Qa9NraS+17I9jDmimZ5ieEEEIIIfzJ6zD13nvv8fXXX6PT6Rg9ejQdOnRo0EoZ4sLnqfiEp5ElT7wZmaoM+0IIIYQQQtSX12Fq6dKlBAcHM2/evGpV84TwViCLTwDotBoMWgWro/bxL6cK5XanxxEsIYQQQgghvOH1nKq8vDyGDBkiQUrUmadpdvUdmQII8VDAQqb6CSGEEEIIf/E6TMXGxmIwGALZF9HMBXpkCrzYuFfClBBCCCGE8BOvw9SVV17J5s2bKS0tDWR/RDPWIGHK48a9EqaEEEIIIYR/eB2m7r33XhITE/nDH/7A0aNHA9kn0UyZPASZML9M8/NQ0c/mPtAJIYQQQgjhLa+HAgwGA3PmzOGGG25gypQpxMXFERMTU2tlNEVR+OSTT/zaUXHhK/UwMhXaANP8ZGRKCCGEEEL4i9fvXvPz87njjjs4fPgwqqqSmZlJZmZmredK6WlRm4YYmfJUxELClBBCCCGE8Bevw9Sbb77J/v37SUxM5MYbb6RDhw6EhIQEsm+imfE0MuWPNVOeyp5LmBJCCCGEEP7i9bvXX375hdatW/P1118THh4eyD6JZspzAYoGGJmySZgSQgghhBD+4XUBitLSUvr37y9BStSZ532mAr9mSvaZEkIIIYQQ/uJ1mOrUqZOURRf10hAjU1IaXQghhBBCNBSvw9TNN9/M5s2bpSy6qDOTxUMBiobYtFem+QkhhBBCCD/xOkxNmzaN2267jZkzZzJ//nxycnIC2S/RDJmsHkamZJqfEEIIIYS4gHj97rVHjx5V///888+7PVdRFPbu3Vv3XolmqdTDyFSoP6b5eQhkMs1PCCGEEEL4i9dhSlVVrxv15Vxx8fA4MuWHaX6hHtdMue+DEEIIIYQQ3vL63ev+/fsD2Q/RzFnsTmwO1yFbq4BR5/WsU5c8TfMrsznrfQ8hhBBCCCHAhzVTQtSH50p+OhRFqfd9gj2FKRmZEkIIIYQQfiJhSjQIz3tM1X+9lDftyJopIYQQQgjhLxKmRIPwNDIV6of1UuB5nymp5ieEEEIIIfzFZZi66qqrePfdd+vV+Ntvv83UqVPr1YZoHryZ5ucP3uwzJQVShBBCCCGEP7gMU4cOHeLkyZP1avzUqVMcOnSoXm2I5sHkYUQozE/T/PRaDXqt67VXTrWiGIYQQgghhBD15XY4IDc3ly1bttS58TNnztT5WtG8lDbQND+omOpX5HB9v1KrA6OH6YBCCCGEEEJ44vYdbEpKCikpKXVuXFVVv1RoExe+hhqZgooiFEXlrsNUmdVBy1C/3U4IIYQQQlykXIapwYMHN2Q/RDPXUGumAEIMOsDi8rhU9BNCCCGEEP7g8h3sZ5991pD9EM2cx2p+fhyZCvYwha/MJmFKCCGEEELUn5RGFw3CU0lyf45MyV5TQgghhBCiIUiYEg3CUwEK/07z87TXlPu+CCGEEEII4Q0JU6JBmCyeRqb8N83PU5iSkSkhhBBCCOEPEqZEgzB5GA0KNTTgND9ZMyWEEEIIIfxAwpRoEKUNODLlsQCFjEwJIYQQQgg/kDAlGoSnkamGXDMlYUoIIYQQQviDhCnRIDzuMyXT/IQQQgghxAVGwpQIOLtTxWxzuj3H02iSLzxX85MwJYQQQggh6s/rMPXGG29w4sSJQPZFNFNlHqb4hei1aDWK3+4X4mHNlFnClBBCCCGE8AOv51b997//5eOPP2b06NH87ne/Y9SoUfW+eU5ODu+88w7r1q2jsLCQNm3aMH78eB544AEiIyM9Xr9p0yZuvfVWj+f9/PPPxMbG1ru/om4asiw6eDEyJdP8hBBCCCGEH3gdpm6//XYWL17MmjVr+Pnnn0lISOCmm25i2rRpRERE+HzjjIwMbrzxRvLy8hg/fjydOnUiLS2NTz/9lHXr1jFv3jxatGjhto34+HgeeOCBWo8dPHiQ5cuX07VrVwlSjczTeqlQPxafAAjxsP5KClAIIYQQQgh/8Ppd7DPPPMOjjz7Kt99+y5dffsnevXt59dVXefvtt7nyyiv53e9+R69evby+8YsvvkheXh7PPfccM2fOrHp81qxZzJ07l9mzZ/PSSy+5baNdu3Y8+OCDtR577LHHAJgxY4bXfRKB4bGSnx/XS4E31fzc90cIIYQQQghv+FSAIigoiOnTp7No0SK+/vprpk6diqqqLFy4kOnTp3P99dezZMkSrFar23YyMjJISUkhPj6em2++udqxBx98kJCQEJYuXUpZWZnvzwjIz89nxYoVGI1Grrnmmjq1IfzH0x5Tfh+Zkn2mhBBCCCFEA6hzNb++ffvy6quv8ssvv/D4448THx9PWloazzzzDGPGjOGtt97i1KlTtV67adMmAEaOHIlGU70LYWFhDBgwALPZTGpqap369s0332C1Wpk8eXKdpiAK//I8MuXvaX5SGl0IIYQQQgRevUujR0VF0b9/f3r37g2AqqoUFBTw4YcfMnHiRN58800cjupvXtPT0wHo2LFjrW126NABgKNHj9apT19//TUAN9xwQ52uF/7V0AUoPO4zZXWgqqpf7ymEEEIIIS4+dR4SKCsrY8mSJcybN49Dhw6hqiqxsbHcdNNNDB8+nKVLlzJ//nz++9//otFoePTRR6uuNZlMAISHh9faduXjJSUlPvdr8+bNHD16lK5duzJgwACvr9NqFaKiQny+XyBotZom0xd/cCjuy563jDD6/fnqtQo2R+2ByamCMdRIsJ/XavlLc3v9hW/k9b94yWsvhBAXHp/D1OHDh/nyyy9ZunQppaWlqKrK4MGDueWWW5gwYQJabcUb1N69e/P73/+e6dOn880331QLU4H01VdfAXD99df7dJ3DoVJYWLc1Wv4WFRXSZPriD7nF5W6P61T/f+1D9FqKHK6nF544U0LLUINf7+kvze31F76R1//iJa+9EEI0nNatax/U8ZXXYeqHH35g3rx5bN26FVVVMRqNTJ8+nVtuuYVu3brVek1sbCzDhw/n+++/r/Z4WFgY4HrkqfJxVyNXrhQWFrJ8+XKMRiNXX321T9eKwPFUGj3MzwUooGLdVFG56/uaZd2UEEJcMPRZ6wlf8RCllzyFpUfNKfxB+74ibMMsTMOerfW4EEIEitfvYitLjcfFxfG73/2OGTNmeLWxbtu2bYmJian2WKdOnQA4duxYrdccP34cgMTERG+7B5wrPHHttddK4YkmxHOY8v90O48b90pFPyGEuCDos9YT+f3tKHYz4Wufw3D8Z0rGvwn6ELCVEb7qMQzHV6Gp7bgQQgSY12Fq6NChzJw5k3HjxtWowOfOE088wRNPPFGjLYCUlBScTme19kwmE9u3byc4OJjk5GSv7wPnCk/4OsVPBJan4BLq52p+ACF62bhXCCEudOcHKQDFbibo6DL0X27HNOqvhK37KxpzLorDcu74seXovxxL0ZRPcbSsfeaMEEL4i9ep6JNPPmHChAk+BSlXEhISGDlyJNnZ2XzxxRfVjr333nuUlZUxdepUQkLOfap05MgRjhw54rLNrVu3cuTIEZ8LT4jAK22EkSlvKvoJIYRomhSrCX3WeiJ+vKsqSFUdc1rRmE4QseIhNKYTVUGq6rjDgsaUTcSPdzVkl4UQFymvhwTGjx/P5MmTefLJJ92e9+abb/Ljjz+ycuVKt+e98MIL3Hjjjbz88sts2LCBpKQkUlNT2bRpEx07dqxRsOKKK64A4MCBA7W2V9fCEyLwTB6CSyDWTHmq1Cd7TQkhRNOlO5NG1BLXa58UVPhNyKreQDCmsa8GoGdCCFGd18NM2dnZ5OfnezyvoKCA7Oxsj+clJCSwcOFCpk2bRlpaGh9//DGZmZnceuutfP3117Ro0cLbrlFUVMSyZcuk8EQT5XHNVCCm+XkcmXLfJyGEEH7gsKDNPwiq07fLojrV+ZaqLpiiKZ9gix9e5zaEEMJbfn8XW15eXlUe3ZPY2FhmzZrl1bmuRqQAIiMjSUtL86od0fA8bdobGohpfnopQCGEEA1CdaIpOYG2KB1twRG0henoitLRFh5FU5KFojrJu20zzrA4r5t0hrTFqQ9FYyv1rSsSpIQQDcyvYaqkpITt27fTunVrfzYrLmCqqlLqYRSocUamJEwJIYTXVBWlvABtYXpFWCo8UvX/2qJjNdYt/Za28KhPYQpFwRHVCc2ZXd53URdM6eDHJEgJIRqU23ex48ePr/b3ZcuWsXnz5lrPdTgc5Obm4nA4mD59uv96KC5oZpsTp+r6uEGrYNDVv6jJb0mYEkKIOrCZ0RYdPRuYzoals8FJYymqc7PawnRs7Ub4dI0jqhN6H8KUYjcTuuUt7G2TJVAJIRqM2zB1/tonRVEoKyujrMz17ux6vZ4JEybUKIUuLl6NsWEvQIiHaX5SgEIIcdFy2tEUZ1aEpbPBqeqP6URAbqktTPf5Gkekb3tNQkWgivzuNpnqJ4RoMG7fya5atQqomKo1YcIELrvsMp566qlaz9Xr9URHR6PTBebNsbgwmTxM8fNUwryuZGRKCCFq0p3ZTdSCq1Cctga9b53CVB2LUEigEkI0JLfJJz4+vur/r732WgYOHFjtMSE8KfVQfCJQI1Oyz5QQQtTkCI9v8CAFoC10vU+kK/ZWPVE1BhSntdbjqi64xh5UlRS7mfBVj5J/6yaf7yuEEL7w+p2st1X3hDifx5GpQE3z8xCmSmWanxDiQuGwoi3OqKqUpy2qnJZ3lMJpi3FGdvC6KdXYAmdQFBpLYeD6WwttcSY4rKA1eH2No2V3Si6dRfja52qEpspiE6Fb3qo1UKm6YErGvVXvfgshhCcyJ08ElKey6GEBmuYX7GHNlFlGpoQQTYnqhOIs9Jl7qwo+VBaB0JRkorjYp0lbmO5TmIKK6XOaU9v90WuvOIMicUQloViKUEN8q/Zr6XEDhuM/E3RseVXFwPPLn9vb9CXy+9urBSpVF0zRlXN9LnghhPAv6/atmP72PMF33UvwlVNrHDd/v5Syf/+TkD/cX+vxC4XLMPXss8+iKAqPPfYYrVq14tlnn/W6UUVR+L//+z+/dFBc2DwVoAjUyFSoh3LrMs1PCNEYzi8vXq1iXtFRFHs5UT62pytMx9ZhrE/XOKI6ofdzmFK1QTiiEnFEJWGP6oTjvD+qsUW92i4Z/yb6L8eiMWXDb/aRsrUbQdGVc6sClQQpIZoG6/atFD/1GFjKKX37DWybNhL+7F9QgoNRzWZKZr2EdcN6KK95/ELj8h3n4sWLURSFu+++m1atWrF48WKvG5UwJSp52hw3UCNTHqf5eZh+KIQQdWY3oy06hrbgCLrCo+dNy0tHU17g11s1ZGEHVdHgDG9fIyw5ojrhDIsFxf/bXACgD6FoyqdE/HgXprGv1igqURmowlc/Rsm4tyRICdHIzg9SAJSXY12/loKZNxD60KOUvjsbZ0E+WK01jke8PhtdYlLjdb4OXIapyjVSlRvwypopUReNVhrdUwEKWTMlhPAjjekE4aseP1tePNvzBX5SlzBl9xCmnMGtsbc4G5QizwtNkQmgDaprV+vF0bIbBbesc3nc1m6EFJsQookw/e35c0GqktWK89QpSl56viJEqWotx3Mo/tNTRM9b2HCd9QOX72SvvfZat38Xwhsep/kFamTK0z5TVgeqqqIoSkDuL4S4uKiGcAxZrt/sB0pdR6ac+tAao0sVgSkRNSgiAD0VQlwsjDN/T9k/3zk38lRFBYvF9YVBRsKe+lNA+xYIUoBCBJTJ0zS/AI1MGXQadBoFu1Ot9bhTBYvdidFD6BJCNH+K1XRu89qzFfNKhz7pW5U8QziOkDZoy04HsKc1aU3ZYDeDzvt1Bo6WPci7ez/Ih0lCCD9w5uViS0vFlrYTW+pOHEcOgbP2ojkuBRmJeH02hv4DA9PJAPL6nazVaiU3N5eIiAjCwsJqPcdkMlFcXEyrVq0wGLwvfyqar9JGmuYHFaNeReWu719mc0iYCqBymwO9VoNWI2/YRBPgsKItzjyv+MORqvLi2rJTNU63dL4Kax2q5DV0mIKKsuOO6K7eXyAhSghRD47sLGw7d1SEp7SdOLMy69fgBRykwIcw9cknn/DWW28xd+5chg4dWus5e/bs4fbbb+epp57i97//vd86KS5cnkemAhdmQjyFKauD6JCA3f6itfl4AZ9tyWJLRgEqkBwXwcOXJtErJryxuyaaO1VFU3qyIiCdVzFPW3gEbXEmiur9Wsk6F3Y4sdHn67xRUV68cjreeRXzIjuCXn6QCSEaTvFfnsFx6KB/GgsyEnLH3RdskAIfwtTq1auJjY11GaQAhg4dSkxMDKtWrZIwJQDIM9W+c30lTyXM68PTXlOeKg0K35woKuftX9JZcyi32uM7sov5/Rc7+Nf1fRnQPqpxOieaFcVSdN7o0tFqZcZr28C1LrRFDVclr5KqDcIR2bEqNNnPBqeq8uIyoiSEaAL0fZL9F6Ys5ZTN+Q+6Hj0v2EDl9TvZzMxMunfv7vG8pKQkDhw4UK9OiebB4VTJKnL/xiYmPHCVoTwVt5CNe/2j3Obgsy1ZfLIlE4u99jnSKvDsd/v46d5LpOiH8I21lODdc9EWpKM7W2JcY84L+G0DVXJcRcEZ0R5HVCL2yOrFHyLadaaw2M3ibCGE8DPVbkfR+fbBtj65H+WL5vuvE5Zyip989IKd6uf1V6+wsJDIyEiP50VGRlJYWFifPokmRlN0HMVqwhkej2qM8vq6MyYLNkftBSAqtQoL3No6j3tNSXn0elFVlZ8P5/H2z0c44cUbwPwyG9uzihgoo1PCFxotoRteQcH9zxJ/0xYe9fma88OUM7jl2el4iedVyuuEI7ID6Iy1N6CRNZxCiMBynDmNPXVn1XonTWQkke984FMb+r79/d+xCzhQeR2mWrRoQUZGhsfzMjIyiIiQsqrNgaY4i/DVj2PIXg9UfKJqHvBHSoc8DlrPISiz0P2oVFyEEU0ARylCPEwhLJORqTo7mlfGG6sPszmj0KfrPtmcKWHqYqOqKOX5VVPxbO1H4QyL8/56nRFneDu0JfVc4OwjbdlpFGsJqsH7tX6OiA4UTP+2ory4Dx88CSFEIKiqiiPjeEV42lVRac958kS1cxyGIFSrFcWHwnGaVq3QxLfDmZ3le6e0WnC4eP9lKcf09xeJXrDU93YbkddhKjk5mVWrVpGWlkbfvn1rPSctLY3du3czZswYv3VQNA7FaiLyh9vR5e0/9xgqIdv/iVJ2BtP4tzy2kVngPkx1bRNa736643HjXqv7SoOiJpPFzn82HOerHSdwuCg7786GYwUcOmOiS+vaK4KKC5itDG3hUXSF6WjPTsfTFhxBW3QUjaWo6rTiSR9g6eJDmOJslbwGDlNQMdXP3ibZhwv02NsG4BNbIYTwgmq3Yz90EHta5chTKmphgfuLrBbsB/aj71P7e3tX9H37YfE1TJ0tNlE25z81N/U9ezzsT8/71mYT4HWYuuGGG1i5ciX3338/r7zyCiNGjKh2fP369Tz77LMA3HTTTf7tpWhwwdv/WS1Inc+4fwFlQ5/w+OlyZmEt/1DO0z7K+31R6sLTxr1SgMJ7TlXl+z2n+Me6o+SX2erV1qdbsvjbFZ7XX4omyGlHU5xZEZjO/1OUjtZ00qsm6lbYIREyf/H5Op/uEdr23FS8FknnKuUJIUQTpZaXY9u7+9y0vT27wOx7ER5b2s46hKlkLD9+V/V3TavW6Pr2Q983GX1yP8o++Rjrr+vObdx7XvlzXfceFD/1WPVAFWQk4rW3MAwY5HP/G5vXYWrUqFHccMMNfPXVV9x1113ExMSQmJgIwNGjR8nJyUFVVa6//noZmWpEdoeTz7ZmkZKeT16plUHto7hxQDydW3s/CqSUFxCc9rHr4zgxHF9Nea9b3LaT5WGaX7sWAQ5TngpQyJopr+zNKeGN1YfZdbLEL+2t2H+a+0Z0JC7SxboR0bhUFU3Z6Vqr5WmLj6M46zeiW5fCDvZ6Vsmr5DSEVyv4UFlm3BHZEdUgo6VCiKbNWVSIbVdaVXiyH9jnesqcD2xpO+HmW326Rj9gEEFTrj4bnvqjiY2rVmAq/E/PUzDzBpyncmrsI2UYMIiI1946F6gu4CAFPoQpgBdffJHExET+9a9/cfLkSU6ePPdJZIsWLfjDH/7A7bff7u8+Ci85nCp/nJ/Gjuziqseyi3JYuieH2df0YkSnll61E5w2B43N5PYcfc42j2HK05qp9lGBfTPtqZqfrJlyL7/MyvvrjrF0d45fl/47VPhyWxZPjOvsx1aFz5wOdLm7f7Mf09lqebbSgN02UFXyKqkafbXy4ueXGVeDW0l5cSHEBcNxKgdb6k7saTuwpaXiOOr7z09v2HeloTqdKBqN19do4+IJf/rPLo8rwcFEvD6b4j89RdhTf6pRVKIyUJn+7yXC/vT8BRukwMcwBXD77bczc+ZMdu/eTXZ2NoqiEBcXR69evdD5WFpR+NeS3TnVglQlVYWXlh1k2X3DPLahWIoJTv3I43m6nG1ujztVlSyZ5ndBsjtVFuw8wb9/PYbJ4vvXKNSgJcKo46SbCn9LduVw17AORAXr69NVUR+qk6iFV9d7pMlX2sL0ih9KPoSa2sKUIyy+Iii1qJiaV7mJrTO8nVTFE0JckFSzmfJlP5xd85RaMarTEPctKcZxNB1dkn8/5NQlJhE9b6HL44YBgy64YhO1qVP60Wq1JCcnk5zsw8JcEXALdp5weSy/zMaJonKPU6uCd32MxlozkP2WrjAdxZyPGhxd6/EzJqvLPYcADFqFNgHcYwogWEamfLY1o5DXVx8mPa+sTtdP7d2W+0clsjOriKe/3efyvHK7k/k7TnD38A517aqopDrRmE6iGsJRg3yopKrV44hIQFeHkaL60FiKUMrzUYO9GykHcIbFY7rkGRyVZcYjOoI+sB/GCCFEg1MUSt95E+wN+yGXEh5REdz8HKYuFnUeSlJVlYKCigohUVFRaHwYGhT+l1Vo5tAZ91NzjuaXuQ1TitVE8M4Pvb6n/tR2rB0nuOyPO/FRwQEtiw5ebNora6aq5BSX884v6aw8mFun63vFhPPkuCR6xVa8mR/TuRUJLYLJcFPR8asd2cwc3A6jhxFEUUEpL6g2FU933pomxWGheMI7WLpd51ObjqhODR6m4GyVPB/CFBot5oEPBK5DQgjRBChGI7pu3bHv2R3Q+2jatEWf3K+iYERyP7QdEn2a4ieq8zlMrV+/njlz5rBt2zYsloppPEFBQQwcOJA77rijRpU/0TDWHPL8Jjin2P20O+OuudVKGHuiP7nVZZjyVBY90FP8wItNe2VkCovdyedbM/l4U6bbkURXokP03D8qkSm92lYLx1qNws2D2jFrxSGX1xaV21m6O4fr+8fXqe9NiT5rPeErHqL0kqew9LihxvGgfV8RtmEWpmHP1nq8is0Mp45iyNyDrvBotRLjGkuh2z7UaS1SpH8KO3iiKhqc4e2rpuKpQVENcl8hhGgszoJ8cDjRtGrl03X6vv38Hqa0HRPPhqf+FeGpbYxf27/Y+RSm3n33XT744ANUtWI5euVoVHl5OevXr+fXX3/lj3/8Iw8++KD/eyrcWnMoz+M5J4pcr2HBVkaID6NSALpTrtdNNXZZdPC8Zupinuanqiprj+Tx1s/pnChy/1rVRqvA9f3juXtYB8KNtf8YubJnW/69/pjbUupfbM1iWnIcOs2FWxRAn7WeyO9vR7GbCV/7HIbjP1My/k3Qh4CtjPBVj2E4vgpN1fHVlA5+BJ3p5NlRpqPnKueZKqbqRtahH3UKUy38G6YcIW3OTcWLPFv8oUUSjogErzb6FkKIC5GqqjhPnqgoT566E3vaThwZxwm+8WZC73/Yp7Z0yf1h3ud174xWi65bD/R9+6FL7oe+T180kVF1b0945HWYWrt2Le+//z7BwcHccsstXHfddcTHV3yinJ2dzcKFC/n88895//336devH6NGjQpYp0V1Z0wWdp30vM7J3chU8O7P0JTn+3Rf/amd4LSDpua3kcdKfi0CXxbb86a9F2eYOpZfxptrjrDxmIeN/FwYnBDFE+OS6NTSfbn9IJ2GmwbE88+UYy7POVFsYdWBM1zWo02d+tLYzg9SAIrdTNCx5ei/HEvp4EcJ2/gKiqWwqsiDYjcTdOR7jEe+93tfAl0lr5JTH3a2Ql5i9fLiUYmohnCf2xNCiAuN6nTiSD9SLTw5c8/UOM+Wlupz277u90RwMPpefc6Fpx69UIJlTWlD8jpMff7552i1Wj788EMGDx5c7VjHjh15/PHHGT16NLfddhuff/65hKkG9Mthz6NSACddhSmbmZAd//L5vordjC5vH/bWfWoc87jHVBOY5ld2ka2ZMlnsfLQxg3nbs3E4fS92HhMexKOXdmJsl1bV9pJw57rkOOZuznQ7pfKTLZlM6t7a6zabkvAVD1UFqUqKw4LGlE3EmidqvSZQz1Lnpyp5UFlevMPZ0aXEqhEme2Qn1JDWUl5cCHFRUa1W7Pv3nQtPu1NRTe63kAGwH9iHajb7FG40EZFoOyXhSD9S63ElMgp9cj/0fZLRJfdH16UrilTTblRef/XT0tIYMGBAjSB1vsGDBzNw4EBSU31P4qLuvFkvBbgsVR289ws05pqfqHhDd3JrjTClqmqTWDMVqnf/7X2xjEw5VZWf9p3m3bVHySu1+ny9Qatw6+D23Dakvc/FIsKNOq7tG8vnW7NcnnPoTCkbjxcwrGPtlSGbstJLniJs7XNofhuoGqEvit2MpjQHZ1is19c4Q9pi6TAOZ3i7s1PzErG3SDpbXlx+OQshLk7OUhP23buwpVbs72Tftwesvv/+xOHAtnc3hoGu3zvXRt+3X1WY0sTGVWyM27c/uuR+aBM6XJAfPjZnXv+2LC0tpW3bth7Pa9OmDTt37qxPn4QPisw2tmV5VzQit7SiXHmQ7ryKLfZygrd/UOf763O2Ud7399Ueyyu1Uu6mmIFeq9A2wGXRwZtpfnZUVW3WP5T2nyrhtVVHvJoGWptLO7fkkUs7ER9Z9/B704B4/rc9G7ub0bBPN2dekGHK0uMGDMd/JujoMhRnHX7R+pm2MN2nMIWiUDzl08B1SAghLgDOvNyqUSdbWiqOI4fA6XtRptrY03b6HKaCrrgKfXJ/dH2T0bbx/N5bNC6vw1TLli05cOCAx/MOHTpEdPSF96boQpWSnu/TlK1TJRYSWpx7Y2zc9xXaslN1vr++ls17PRWfiI80om2AggMGnQadRnH5Jt6hVlSza46luQvLbLy//ijfpOXg+4Q+6BgdzBNjOzO0Y4t696VNeBBX9GzD0t2uv8+2ZhaxJ6eEXjEX3pob04i/EJT+Q6P2QdUG4YhKBKfrYh9CCCHOFovIysSWlloRoNJ24szKDNj9bKk7fb5G36Mn9Ojp/86IgPA6TA0ZMoRvv/2WTz75hNtuu63Wcz777DMOHjzI1Vdf7bcOXkzsB/ZTvuwHLNZy7C1aYRg2Al2Pnm5HTryd4lfpZFH5uTDlsBCy/R9uz1d1RhS763CkLclEU3oKZ+i5T048TfFriPVSlUIMWorLXW9+V2ZzNKswZXeqLEo9yb9/Peb2ebsSatBy97AO3NA/Dp3Wf3tO3DKovdswBfDZlkxeueoC++WhqoSvfxFFDfyU0cry4o6oxKoS45XFH5xhsaDIHiFCCOGK/cB+yj6fiy0tFTXfu7Xm/mDbswvVbpd1Tc2Y16/sPffcw08//cQrr7zCihUruPrqq2nXrh2KopCZmcmSJUvYtm0bQUFB3H333YHsc7Nk/mYhpW++CkBldDHP/S9KmzYYx0/CMG4Cum49qgUrs83BxuO+VWQ7cV4RCuP++WhNJ92eX5Z8D8YDC9Gasl2eo8vZhjXpiqq/e6zk15BhSu8hTFkdRIc0WHcCaltmIW+uOeJx82ZXruzVlgdGJdIq1P8lrBNbhjAmqSW/HHH9C2z1wVwyCszVRk6bOuO+eQT5uTKfGtoae8RvA1MnHJEdQBv46bFCCNEcqXYb1p9XN+g9lRbR6Pv2Qy0pQWlR/5keomnyOkx17tyZ2bNn89RTT7F161a2bas+vUtVVUJDQ3nttdfo3Lmz3zvanNkPH6oKUr+lnj6Ned7nmOd9jiY2jqBxEwgaOwFt125sOJrv80arVeXRHTZCtnkalQrBnHwX2qJjaA+7DlP634SpplDJr9LFUB79VImFd39JZ/mBuhUR6dE2jCfGdaZvXISfe1bdrUPauw1TKhX7Tj07sUtA++Ev2oLDhK17oU7Xqpog7NFdzisxnlT1/5FtYyksLPNzb4UQ4uKm69odgoLA4mbPzXrSxLdD37dfRbW9vv3QtGvfrNdliwo+jTmOHz+eZcuW8dVXX7F161ZOnaqYttO2bVsGDx7M9ddfTysfd3oWYFm9wqvznCdPYP7iU8xffIomvh2WhP50CupMemSc16WKT5yt6Gc8sBBtiesKawDmPrehBkdjjxkIh5e6PO+366Y8rZlKaIA9piqFNuMwZbU7+WJbFnM2Zrgt+OFKVLCe+0d2ZGqfGDQN8MO+b1wE/eIj2JntuhjGd3tyuHt4h4CMjvmVw0L48vtrlEX3mkZD6cjnscUP92+/hBCimXOcOY09dSf6gYPR+DDao+j16Hv1xra95lrvOlEUtJ27nAtPffqhkffAFyWfJ3C2atWK+++/3y83z8nJ4Z133mHdunUUFhbSpk0bxo8fzwMPPEBkZKRPbe3Zs4c5c+awZcsW8vPziYiIoFOnTkyfPp1rrrnGL/0NFLXU92lZzuwsBmdnMRjICm3Fuvhk1sYncywi1m2wyikuB6edkG3vue+TzkhZvz8AYIsZ6PZc3ek0cFhAG+RVWfSGHJkK9rAeqvQC3Wtq3ZE83vr5CFkegmtttApM7xfHPcM7EGHUB6B3rt06uD07s/e4PG51qHy1PZv7RyU2YK98F7phFvpc18/DE8VuJnzVo+TfusmPvRJCiOZFVVUcGcexp+7EllZRptx58gQA4S+8TNCEST61p+vbv+5hymBA16Pn2fDUH12vPmjCwurWlmhWGm01XEZGBjfeeCN5eXmMHz+eTp06kZaWxqeffsq6deuYN28eLbz8xOHzzz/n73//OxEREVx66aW0bduWwsJCDh06xC+//NLkw5S2Q8d6Xd+uNJebDq7ipoOryAxrzbr4ZNbFJXMsIqZGsDpRVE7QoW/QFh9326a5162oIRWfsNhb9XJbiEJxWtGd2Y09ZiD5ZTa3m+FqNQoxEQ03MuVpmp/5AhuZOp5fxuyf01l/NL9O1w9sH8kTYzvTuXWon3vmnRGdounUMoT0PNfT2BaknuD2oe0JNTTNxbqGY6sISf2vx/Nsbfujy9tf6+iVqgumZNxbgeieEEJcsFS7Hfuhg9hTd2DblVpRLKKw9rXhtl2pPocpfd9kvJ1PoISFoeudXDVlT9e9B4qhic+aEI2i0d6tvPjii+Tl5fHcc88xc+bMqsdnzZrF3LlzmT17Ni+99JLHdlJSUnj55ZcZMWIE77zzDmG/+ZTAZmv6pYKNV15F6Xtvg73+fW1vOsPvDqzkdwdWkhHWpmrEKiMiBoD80nJCtrzrtg1VG4S5/x/OPaDVY2udjOGk60/R9TnbsMcM9LheKj7SiK4ByqJXai7T/MqsDj7amMGX27Lc7tfkSpswA49cmsSErq0adf62RlGYObgdL/500OU5JouDxWk53DKoXQP2zDua0lOEr37M43mOsHYUXv01+lPbifz+9mqBStUFU3TlXGztRgSyq0II0eSp5eXY9uzCXlmmfM8uMHsXd2ypO3y+n75XH9BqwVHzd7+mVWt056130iZ2QtE2n2q/InBchqlbb721zo0qisInn3zi8nhGRgYpKSnEx8dz8803Vzv24IMP8vXXX7N06VKeeeYZQkLcl1p77bXXMBqNvPHGGzWCFIBe37DTmOpCCTIS+d4HFP/lWdTcuhURqE2C6TQ3H1jBzQdWcDy8LWvjk9G1c6ILSnd7nbnn76qVOgewxw70GKbMeK7k1y6q4UalAEI8jG409Wl+qqqybP8Z3l2bzhmT75vCGrQKtwxuz+1D2nuc8thQLuvehg9SjnHazfOZty2LG/rHofdjefZ6U52Er3oUjdl9SV1Vo6foyjmgD8bWbgRFV86tClQSpIQQFzNnUSG2XWlnp+3txH5gX63BxhuO9CM4S0rQhHu/P6ESEoKuS1fs+/ehTehQLTxpYuOkWISoE5fvNDdv3lznRj19M27aVPGmfOTIkWg01d8shYWFMWDAAFJSUkhNTWXYsGEu2zl48CAHDhxgwoQJREVFsXHjRvbs2YOiKPTo0YOhQ4fWaL+p0vfuS/Si77Dv3gW//kLJsmU4z5z2W/sdSk4xc/9y2A/pka0Jb28mIsFMUET1H2KqxoB5wH01rre19bBuKmcrqKrH4hMNWRYdPK+ZKrP6vhdTQzlw2sQbqw+7LdjgzpikljxyaacGXaPmDb1Ww82D2jH7Z9eh/rTJyk/7TnNV75gG7Jl7wTs/xJC51uN5phF/wdHq3H5ZlYEqfPVjlIx7S4KUEOKi4TiVgy11J/a0HdhSd+I4dtR/jasq9l2pGIaP9OmysGf+giY6Gk2LaP/1RVzUXIapTz/9NGA3TU+veBPVsWPHWo936NCBlJQUjh496jZM7dq1C4CWLVsyc+ZMtmzZUu14165d+cc//kGHDh380/EAUxQFfZ++RI26BN3d92PfvQvLmpVY16zCmefb5rzuWIr0WIr05O6OICjKRkR7M+HtK4JVec8bcYbF1bjGUxEKbekpNKYTHotPNHSYuhCn+RWUWXl15SEWp52kDjP6SGgRzONjkxie2HR/UVzdJ4b/bsigxOI6zH62JYsre7VtkEqDnuhOpxG6sfbtC85n6TiB8j6/r/G4rd0IKTYhhGjWVKcTx/GjZ8PTTmypO3Gedr9Ze33Z0nwPU7ok2b5H+JfLMDVkyJCA3dRkMgEQ7mJotvLxkpISt+3k5VVMt1mwYAFt27blww8/ZODAgeTm5vLPf/6TpUuXcs899/Dtt99i8LBoUKtViIpqGru3arUaWkSHwehhMHoY6l/+TPmOHZiWLcO0YjmOXD8Gq0I9Zwr1nNkVQVALG6GR7QgrzsWQkFD9xKgE1BaJKAWuP1WKLE7jZEms2/t1bxfVoF/nlpHupxU6FE2Ted0dTpX/bc3k7ZWHKDT7vn4u1KDl/rGdue2SDhh0TXtENgq45ZIEPvjF9ejU0fwyduSUMr5HmwbrV62sJnSrHkRxun9N1LAYNNe8T1Ro/Yp7aLVN53tSNCx57cWFquDjORR89BHOoqIGva+6N03+zYhG1zTLZXlJVSs+tnc4HLz11lv0798fqJgq+Nprr5Gens7u3btZvnw5U6ZMcduWw6E2mY0yo6JCavYlqQf6P/bg9DW/59X3FjEqO5URJ3YRbXEfOH1hKdBj+fdc8v89F22Xbmc3CB6PNr6iEEB4mwEY3YQp65ENHMu7zO09Wug1Dfp1Vhzu918qMJU3idd9Z1YRr68+zMEzvpfJB7iiZxseGJVI67AgykzlNP4z8uyanm2Ys/6Y242n3//5MANjG7f0bPiqJ9DnH3F7jopC0bi3sdlCoJ7fT7X++xcXBXntxYWq3Klp0CCladMWfXI/dAMGyb8ZUWetW3u/3s6dOoWpQ4cOsXPnTvLz8+ncuTPjx48HwOl0YrfbPY4CVRaKcDXyVPm4q5GrSpXHW7duXRWkKimKwvjx49m9ezdpaWkew9SFYvXRAna1SmJXqyT+1fcaeuWmM/pEKiOz04iy1u2NeG0chw5QdugAZf/+J7pu3TGMnYAuvgvuxnk0J7diskxweVyrQFxEkN/66I2mPs3PYnfyxurDfLMrp07Xd2sTxpPjkkiO921ftqYgOsTAlF5tWZh60uU5aSeKSc0uarTnF3RoCcb9X3s8zzzgPmztfZtqIoQQzYW+b7+Atq/tmFhRnvxswQhtjPtZMEI0JJ/C1IkTJ3jmmWeqrU265pprqsLU/Pnz+etf/8qcOXPcrnXq1KkTAMeOHav1+PHjFXsgJSa637iz8rir0FW58W95ue8bmzZVPx86N8XPqWjY1bozu1p35oM+19AnL53fWw7T5eBWNMX++4TIfmA/9gP7KQMKo1sRkWAmon05+tDqQcSQtxcjFsqpPTDFRhrRNXB1No+b9jZimCq3OXhyyV42Hq99Dw13Io06/jiyI1f3iUXbgKXm/e2WQe08rg37ZHMmb13b8GFKU5xB2M/PeDzP1iaZ0iFPNkCPhBAiMFRVxXnyBLbUHdgPHST0wUd9qmyn7ZSEEhqKWuqHD3W1WnRdu1eMPPXth75PMpqoqPq3K0SAeB2m8vPzueWWWzhx4gRdu3Zl0KBBfPnll9XOmTx5Mi+99BKrVq1yG6aGDh0KVOwR5XQ6q1XcM5lMbN++neDgYJKTk932qV+/foSEhJCdnU1ZWVmNMuoHD1bsZdOuXdPbr6YujuWXudzs1KnRktq6C8brr8PQIogn//YFo7NTGX5yF5FW/w2Bl+cbKM83cHpnJMaWViLanwtWGtVOXyWdzWqPWq9tjKpynkamzI1UGr3c5uCJJXvYdLzQp+s0ClyXHMcfhncgMrjpl/33pF1UMOO6tGblQddbAqxLz+dIbilJrRpwo2GHjYjlD6Cxup9G69SHUjzpn6C98F8LIcTFQ3U4cBw9gi11J7a0VOxpO3GetzVL8HXXV03x94ai1aLrk4xt46++d8ZoRN+rz7nw1LM3SnDTqkIrhDteh6kPP/yQEydOcPfdd/PYY4+hKEqNMBUZGUm3bt3Ytm2b27YSEhIYOXIkKSkpfPHFF9U27X3vvfcoKyvjhhtuqBaOjhypWLOQlJRU9VhwcDDXXXcdn332GW+//TbPPvts1ScpBw4cYPHixeh0OiZPnuzt02zSzh+Vqk1UsJ7k+Ei0Chxq14OdbbqS1r8z/yh4l+JMIyVZwTit/hsZKs8zUJ5XEayCW1oJTzAzPGYXm4NqD1MNXckPIMRDmGqMkam6Bqn+7SJ5YmwSXds07hoif7t1SDu3YQrg861ZvDC5WwP1CEK2zEZ/arvH80xj/o4zsmPgOySEEPWgWq3Y9++r2Bg3dSf23amoZ4uB1caWutOnMAUVU/28CVNKZBT6vskV0/aS+6Pr0hVFd0Ev4RcXOa+/e9esWUO7du2qgpQr7dq18ximAF544QVuvPFGXn75ZTZs2EBSUhKpqals2rSJjh078uijj1Y7/4orrgAqQtL5HnnkEbZu3conn3zCzp07GTBgALm5uaxYsQKLxcKf/vQnEn5bme4C9fNh95uFjk6KRnd2yldMRBBHckt50PANYbEWwmItqIOKKD0VRHFGMCVZRpw2/wUrc54Bc56By9hMu+jTrItPJiWuL3nB56ZnNfSGveA5TDX0mqlym4PHv9nD5oxCr69pE2bg4TGdmNitdbPcULBH23AGJ0Sxxc3X5Kd9p7l3REfahgd+zZ0++1dCtr3n8bzyrtdi6TY94P0RQghfOUtN2Hfvwpa6o2Jz3H17wer9xu+2tB0Yr/Btrbm+b+2ziTSxsej79kPftz+6vsloO3Rslr/LxMXL6zB18uRJLr30Uo//AHQ6HUVeVHRJSEhg4cKFvPvuu6xbt461a9fSunVrbr31Vh544IGq9U6ehIWF8cUXX/Dhhx/y008/8fnnn2M0Ghk4cCB33HEHI0c2j0Xhp0os7MlxP+VobJdWVf8fG2Gkbf5mBmoOVT2maDgvWEHpqSAKCrtSmm5x+wmVr3rlH6NX/jHu3bWE3S0TWReXTEpcHxJaNMLIlMdNexsuTJXbHDz2zR63oeF8CnDbkPb8fmiCx1B4obttcHu3Xxe7U+XLbVk8emmSy3P8QSkvIHzFQyi43+DLEdEB05j/C2hfhBDCW8683KpRJ1vaThxHDoPTfTVbd+xpqT5fo+veEwxBaNu1R5/c72zBiGS0bdrWuR9CXAi8DlNGo9Hjvk8A2dnZREREeNVmbGwss2bN8urc345InS80NJRHH320xmhWc/LLYfdT/EL0WgYntKj6e1yEkWm6xS7PV7QQFmfB+thsgsI7Ydu6uWKD4HW/+GcB6Vm9847SO+8of9i1BDWrL+ZJkwgaMxZNy1aeL/aDEIP7b/Eyqx1VVQP+KVm5zcGj3+xhqw8jUuFGHfePcl+EpbkY0iGKbm3COHDadaj/Ji2HOy9JIMIYoPVJqkr46ifQlrqvrKhqdBRPfA/V4J+SqkII4QtVVXFmZZ4LT7tScWZl+vUejswMnPl5aKJben2NEhREy2+XoYTIvk/i4uJ1mOrSpQt79uyhpKTEZfW8U6dOsX//fgYPHuy3DooKazyslxrRKZqg8zZqHcQeLtHsc3uNJekKHC27owCG4SMxDB+JarVi3bIJ6+qVWFPWopb5J1hpUGFPKqV7Uil9+w30/QZgGDu+Ilj58MPaVwatglaj4HBRLs6hgtWhEqQLXJjyNUh1axvGqeJyZk3pGbA+NTWKonDr4Hb8+fv9Ls8pszlYmHqS3w8NzLRd457PCTq6zON5pUOewB4zICB9EEKI31IdDhyHD1WEp7N/1Pz8gN/XlpZK0KXjfLpGgpS4GHkdpqZMmcKLL77I888/z6uvvlpjLymn08nLL7+M1Wpl6tSpfu/oxaywzMaOLPdTJ8+f4gcw+vQnHtstHfhwjccUg4GgEaMIGjEK1WLBunkj1jUrsaasQzX7qSqgqmLbsQ3bjm01g1WLaP/c4yxFUQg1aCkut7s8p8xqJ0jnfm+0ujLbHDy2eDdbM70rVf+7gfH89ereFBWZA9Kfpmxc19bEpRzjRJHrrQz+tz2bmwbEY/QwfdNX2rwDhKX81eN51vgRmAf80a/3FkIIdwrvuhXH4UOeT/QzW9pOn8OUEBcjr8PUjBkz+Pbbb/nxxx/ZtWsXl156KVCxge/rr7/OypUrOX78OEOGDOGqq64KVH8vSmvT83C4WcJh0CoMTzw3xU93ciut8ze7bXOdZgjdW/dye44SFETQqDEEjRqDainHumkDltWrsKWsQbXYfHoOLjmd2LZvxbZ9K6WzX0fffyBB4yZgGD3Wb/tKBOvdh6lSq4MWAfgwzWxz8Oji3WzzIUg9MqbTRbswV6dRuGVQO15bddjlOfllNr7fe4rrkuP8d2N7OREr7kdxWNye5jS2oGTiOxWLD4UQooHoOndpsDCliW9XUSwiuR/6/gMb5J5CXOi8DlM6nY4PP/yQv/zlL/z44498/vnnAOzevZvdu3cDMGHCBF555ZWL9s1goHia4jekQwtCz1sbFLr1bY9tvmm5mn+rKhovXyslyEjQ6LEEjR6L5uQu9O9cS0lmMCXZQagOP725dDqxbduCbdsWeOs19AMGETR2PIbRl6KJjKpzs41R0c/XIHXzwHY8PCbxov+3c1Wvtnz463EKza7D+udbs7jGj5sVh/36Mro819MLK5WMewtnaIxf7imEEN7S9+2H5acf/N+woqDt3OVceOrTD02rhlnPLERz4lNh/7CwMGbPns0DDzzA2rVryczMxOFwEBsby+jRo+nZ8+JZ49FQSq12Nh8vcHvO2M7nfvjpTu3AkPGz2/NXO/qx05FIXqmV1mG+l5p2xvQirHMQEe0LcNoVTCcryq2bTvgxWDkc2LZswrZlE7z5KvqBgytGrEaNQRPhXaXHSg29ca+vQeqWQe14aLQEKQCjXssN/eP496/HXZ6TVVjOmkO5TOjWut73MxxdQfCuuR7PM/e5DWvixHrfTwhxcVFVFUfGceypO7Gl7UAxBhP2xDM+taFL7u+fzhgM6Hr0PBue+qPr1QdNWPPat1CIxlCnXdKSkpKqbZ4rAufXowVY3czx0ygwOulcAYeQre94bPM9+7UAnCgqr1OYQtFgb9sfQ8bPaHQqEe3LiWhfXhGsTlQEq8IToWjrUZa1GocD2+aN2DZvhNdnoR88lKCxEzCMGo0m3HPlSE/l0f25ca/Z5uCRRbvZ7mGNW6WZg9rxoASpamb0i+OTzZmU211//3y6JZPxXVvV6+umMZ0kfPVjHs+zR3fDNPy5Ot9HCHHxUO127IcOYj+7v5MtLRW1qLDquBIeQehjT6FovP/gUds+AaVFNGqBb0UnlLAwdL2Tz5YpT0bXvSeKITDrg4W4mHkdpn755RdGjRqFxocfAKL+fvYwxW9Au0iiQipKRevO7CLo2Eq356919GGH2gWAk8UWkuPr1i9bzKAaI2AanUpEQjkRCeUctrTn48zLGJWdyuBT+zE4Xa9Z8onDgW3jrxW7rL+uqwhW4yZgGDEajYsqkw01za/M6uCRxbs9FgupdOvgdjwwSoLUb0UG67mmbyz/257t8px9p0xszSysth2AT5wOwlc+gqbc/aivqg2ieNL7oGv4PdKEEE2fWl6Obc8u7JVlyvfuBrPrAkJqSTGO40fRJXr/gbSiKOj7JmP9ZY3b8zQtW6E7u7+TPrkf2sQkFG3z3qNQiKbA6zD1hz/8gTZt2nDVVVdx7bXX0rlz50D2SwAWu5OUdFefRKlEYeK6WCeG46vRmE5i3D/fY5vv2KdV/f/JYtdV0zyxxbhfmNrfcJjft3uKX9r1J8RWzvf9HDh/WYV10waw+al4hd2ObcN6bBvWg06HfsglFSNWI0dXm7rQEGGqzOrgkUW72JFd7NX5tw5uzwOjZBd4V24eGM/8nSdclrQH+HRzVp3DVPCODzBkr/d4nmnkCzhadqvTPYQQzY+zqBBbWmpFeEpLxX5gHzh8+x1iS93pU5iCinVTvw1T2oQO6PqcHXlK7o8mNk5+pwjRCLwOUz179mTv3r189NFHzJkzh969e3PttdcyZcoUrzfpFV5y2tGYTnD4wAFGO7YRo80nRqn4E6vk05YCYpR8jIoN0qj444VfHT3Zpp57Y1ifMGVv2w9V0aCotU/FilTK6KSc5IgaT0R0JGGTh8Lky3GWmrCuT6kot+7vYPVrCrZfU0CvxzB0GIaxEzCMGOl5ml8910zVNUgVWPNJy0+lxFbMgJaDiA9tV69+NCcxEUYu696aH/aednnOxuMFHDhloltb3+b8607tIHTzGx7PsyReRnmvmT61LYRoXhw5J7Gl7sS+q2LkyXHsaL3btKfthGuu8+kafXJ/dN26ozu73knfN9nvW4kIIerG6zC1aNEiDh8+zKJFi/j222/ZtWsXu3fv5pVXXmHcuHFce+21Mg2wPpwOgnd9TNCBRehyd9NSdXIpcKkfpze/65hW7e8ni92XgnZHNYTjiO6GLs/1xsADNQc54oinXYtzU6Q0oWEYJ03GOGkyTpMJa8paLGtWVqyHsvtpKqDNhjVlLdaUtWAwMCkpmTOhXdnctgdmvbHG6eZ6jEyVWu08smg3O70MUrcNac/9IzvyQ9a3fLDvXcrs5/buuqLdVTza56k696W5mTmovdswBfDZ1kxevrKH120q1hIilj+A4mHaqSM0hpJxb4B8yivERUN1OnEcP1oRns5O23OePuX3+9hSd/p8ja5bd6L++6nf+yKEqD+fClB07tyZp556iieeeIKUlBQWL17M6tWr+emnn1i2bBmtWrVi6tSpMg3QV6qT8FWPYjy4KGC32OTszkZn9TedJ91sjuoNW8wgt2FqgHKIrxlL+6iaAQZAExaGcfIVGCdfgbOkBGvKLxX7WG3Z6PO0CZesVtrv28IzbMGi0bGlbQ/WxSezOaYH5bqK4ht1LUBRarXz8MLdpJ7wLkjdPqQ9fxzZkX2Fe5i96zWcVB/V+yHrWwBeHv23OvWnuencOpQRidGsP+p60fWKA2e4b2RH4iO9W9MU9suf0Ra7rhQIoKJQMvFdVGMd12MJIS4Iqt2O/cC+c+FpVypqsXc/z+vDefoUjpyTaGNiA34vIUTg1aman0ajYfTo0YwePRqTycR3333HN998w86dO5kzZw4ff/wxe/fu9Xdfmy199oaABimAd+3XAtU/Zc8psaCqap3nWNtiBhK85zOXxwdqKjYZbB/l+Y2uJjwc4+VTMF4+BWdxEdZ1Z0estm72W7AKctoZeXIXI0/uolyrZ2vb7vwS3w9rD9/fNPsapH4/tD33jahYI/XhgfdrBKlKP2R9y3Wnp5FokHU6ALcOaec2TDlV+GJrNk+N9/zhTdCBhV79Oysb+CC2+OE+9VMIceFRS00U3Xtno9zbvne3hCkhmol6z8kLCwvjxhtv5N///je33HILqqqiqq4XjYuagtJ/DGj7p9UI1jt713jcYneSX1b3NUueilB00WQTgcmrMHU+TUQkxiuvIvL1t0m8uzWxgwsJjSkHxX/fV0aHjZEndvHnLZ/xuzfuo/j5Z7GsWYVa7nm0rtRq5yEfgtQd5wWprNJM0vJ3uj3/5c1/w+qwetV2c9c/PpI+sbVXaay0dHcOBWXuv16aomOE/fInj/eztR1A2eBHfeqjEOLCpImMQtsxsUHupe2YiPHqawl77kVazF9C0DjZt06I5qJOI1OVnE4na9euZdGiRfz888/YzhYTiI2VT1t8oWrrsNeTD4Kw89tRqUo5xeW0DK3bwixnZEecxmg05a5HDgZoDtOuxZg6tR90eCnGwu0YkyAqqQy7RUNJlpGSDCOlp4NA9c96Fr3NinXNKqxrVoHRiGH4qIpy65cMQwmqPkXRZLHz8KLdpHkbpC5J4N7hHapG/37K+t7jNUeL0/lf+ufc2uUO359MM6MoCjMHt+eppa5Hui12J1/vOMEfRnSs/QSHlYjl96Oxlbq9l9MQTvGkf4BWX48eCyEag6qq4HCg6Hx7W6NP7ueXohLVaLXouvWo2Nupbz/0fZLRREX59x5CiCajTmHq0KFDVYUo8vLyUFUVo9HIlVdeybRp0xg2bJi/+9ms2WIGBKRdpy4Ys0PhXqvrT9pPFFvoVdfsqyiY2wwgNMP13lb9NYdoF1n7mim3bGZCf3252kO6ICctkspokVSGvbwiWBVnBlN22uC3YEV5OdbVK7CuXgHBwQSNGFVRFXDoMErR8tDC3ew66V2QuvOSBP5wXpByOO0sy/rBq2u/OPIJl8aOIyGsY12fSbMxpnNLOrQI5niB671b5u88wa1D2hNcS+XG0M1voD+d6vE+pjGzcEYk1KuvQoiGoTocOI4eqdjbKW0n9rRUjFOvJeT3d/nUjq5vf1iyuH6dMRrR9+qDPrlfRXjq2RslWPamE+Ji4XWYKiws5Ntvv2Xx4sXs27evaipfv379mDZtGldccQVhYb6VKBYVrJ2uwKkPQWMr83zyeVSNAWdoW5xhsThCY3CGxuAMi8UZGoMjqiP2Vr14ecVhNuzKcdlGTj3KowOciehLKK7D1DD9YYweSpPXJmTHB2hNJ10e1xmdtOhcRovO5wWrjGDKzvgxWJnNWFYux7JyOYSEsDmhP6fbj4bQlh4vveuSBO45L0gBbMndRJ7F/SbMlWxOG2/uepXZl/wTjXJxV8jUKAozB7fj5eWHXJ5TVG7nm1053DSg+i7U+swUgrd/4PEe5d1nYOl6TX27KoQIENVqxb5/L7a01IqCEbtTUU2maufY0nb63K4+uZ/P1yiRUej7JqPv2w9dcn90Xbr6PCImhGg+vP7XP2rUKOx2O6qq0rZtW66++mquvfZaEhMbZr5xs6Yo5N+0msgf/4AudxcOFRyqghaVPc4OHFATOEk0p9RoctQW9O/enZsuHYxqjPZYujkuwv2o0Il6VvQ7HNSTjm6O9+EwJqcDNN4HKk3JCUJ2vO/1+dWClVlDcZaRkspg5WJ6o8/Kyhiyfz2D9q/n372nsjRplMuvfW1BCuDHTM9T/M63qyCVHzK/ZUrC1XXudnNxeY+2/Gv9cXJLXa+N+nJrFjOSY9FpK8KnYs4jfOXDKLhfa2eP7IhplFRQFKIpcZpM2Pfswpa6o2Lkad9esLpfG2nbswvVbvcp2GjbxqBp09ZtCXRNbCz6vv3Q9+2PLrkf2oSaP9+FEBcvr3/iKIrC5ZdfzrRp0xgxYoT8IPEzNbwdhdd/z9G8Mq6fuwV3IeDGPsmowZFetRsT4X49Vn32mgJIc3ZijKpFr9RecS9YNWPOP4CjVU+v2wzd8HcUu/uQZ+kwHjQ6DBk/ozjOPQddsJPoLmVEdynDZtZQkmmkJNN/wUoD3Ld7KV0Ls/hn8rQa+1bdPSyBe4Z3rHFdgSWfX0+v8/l+/97/T4a1GUFLY6s69rh5MOg03DQgnvfWuV7bkFNiYfmBM1zRsy2oKuGrn0Bb5n6PGFWjp2TS+6gGGVUXojE583Kxnd3byZa2E8eRw+CsveqpS2Yz9sMH0Xf3/vcNVIxOWVYsq/iLoqBNTEKf3K9i5KlvMto2bX3rhxDiouJ1mFq/fj3h4e6raon6W3MoF3dv+qND9PSNi/C6PU8jUyfrOc3vaLHKXrUDyUq6y3P0Odu8DlO6k1swHlri9hxnUCQl42ejBkejWE0Yjq0k6Mh3GI6vqRas9MFOoruWEd21MlgFU5xhxJxb/4If47O2060wk1mDbiE9qmJqmasgBbAyexkO1fcS76V2E//c9w7P95eRk2nJsczZlOF2X7DPtmRxeY82BO+aS9CxFR7bLL3kaext+vqzm0IID1RVxZmVWS08ObOz/NK2PXWnz2HKMHYCmjZt0fdJRtc3GU24979jhRDC6zAlQaph/HzY/Zqa0Ukt0Wq8H2HxPDJVXq+9prIKzWx3diFZ4y5MbaW890zPjalOwta94PG0ssGPogZHV1xiCMPS9RosXa/xIliVEt21FFvZ2WCVGYw5t26VDAHamc4we+17fNj7KuJ/dxN3uwhSqqryQ9Z3db7PzydXMTFuMsPajqhzG81BWJCO65Jj+XSL6zddh3NL2Z22ibEbXnZ5TiVr+zGY+93jzy4KIWqhOhw4Dh86F5527UTNd10Ftj5saTsJvuF3Pl0TNGoMQaPqVnVWCCFkxWQTcrK4nH2nTG7PGdvFt+lercOC0GoUHM7a142YbU6Kyu1EBdetHHRmYTnbnV34PctcnqPL2eZVW0H756M/k+b2HHuLzph731brsRrB6vgqgg5/h+H46urBKsRJdLdSoruVYivVUJwVTElGMOY834OVwWnngbTFBIXn4Oz7MppaPnTYX7SX46b6ld59Z88bJLfsR4gutF7tXOhuGhDPvO3Z2By1fz8bsdB5wzPVXu/aOINbUjx+NlzkxT2ECBTHiWwsK37ClpaKffcu1DL3WxP4iy0ttV4fEAohhK/knUQT8vPhPLfHQw1aBidE+dSmVqPQNtzz6FRdlFkd5JZa2e7s4vY8XdExlDL3I26KtYSwDa94vKdpxAte7QOkGsKwdLma4sv/Q+4daTyhPsKPjsGUq9Wv1Yc6admtlI4Tc+l81Sna9CvCGO37hrmW9RsovvEyWPkx/GbT6h8yv3V7bagulJhg9/XpT5efYs7B//jcr+amVVhQxZooF57TfU6CI8NjOyXj3kINbePPrgkhzuPIyqTsv//GtnljgwUpACUsDLWwoMHuJ4QQEqaakIr1Uq6N7BSNXuv7SxYXoCIUWYUV+/5k04octYXbc/Wntrs9HrLtPTTmM27PsXQYj63DWN86CWAIZZ1hFPfZHmWA5d88YH2QHxxDMKvVR6L0oQ5adi8lcVIuSVNO0bJnMYrO+wXQ9mI7uS+9D0+NwLB3PjismO1m1px0XToeYFzcJB7p/aTH9hcfm8++Qteb114sbhnUrtZVhZdptnCLbpXH68v63om143j/d0wIUUXXuw9oAvwWQ1HQdumK8brrCX/p/4he/APR8xaiaREd2PsKIcR5ZJpfE5FfZmVnVpHbc8b5OMWvUkyEEXDd9sk6lkevDFOgsN3ZhSu0m12eq8/ZijVxUq3HNEXHCN75X7f3UjU6Skc8X6d+AoQYKkqzl2HkO+cwvnMOI4Ryxmp2coV2I5MNaWgd574OhjAHbfqaaNWzlJxtkRQdDfHuRqpC7kY7ocf/Rsz411jdZyxldvf7h13e7kq6R/VkfNwkVp1Y7rppVN7c9Qr/GjEHnebi/afbMTqEMZ1bVhvJjSWPV/UferzW3rInpcP/FMjuCdGsqKqK4/gxtDGxKEbvN2DXhISi7dwVx8H9/uuMwYCuR8+KMuXJ/dH16oNG9rcUQjSyi/cdWROz9nCe291wgnQahiXW7dO2QFX0yyw8d902D2HK3bqpsPV/Q3G6n1pn7nMHjhZJvnfyrJBaNg4uw8j3zkv43nkJcToH/a1buEK7kXGanQQrFf3R6FTihhYS2tbCya2RqHbvPmktPWnk+EIHu8pXQhfXX/9O4Ul0i+wBwB97PMSWMxspthW7PD+95DDzj87jpiQvCno0Y7cNaV8VpjQ4mW14nyjF/VQiVWekeNI/QVv/ao5CNFeq3Y790EHsZ/d3sqWlohYVEvH62xguGe5TW/rkfvUKU0pYGLreyefKlHfvgWKoe9EgIYQIBAlTTcQaD1X8LunQguBaAoE3YiMDM80vs2pkCnZ4WDelP50KDluN9U76zBSCjrouXgEVxQLKBj9cpz5WqhyZcuWEWcsJKoJV8NkRqyvPC1aRHc0Yo61k/xqNpdC7Yh12s5abFoJupJNFwxXUWqowTm43pWqhdIugaO7t8SCvpf3dbbufHPqI0TFjiQ9t51U/mqPesREMaBfJ9qwi/qhdwiWafR6vMY16CUe0++9TIS42qtmMbe9u7JWV9vbuBrO5xnm21J2+h6m+/Sif/z+vz9e0ao2ub7+q8KRN7ISirdvvPSGEaCgSppoAk8XOloxCt+f4WsXvfLGBGpkqOPcLd7eaiEXVEaTYaz1XsZejy9uLvU3yuQeddsJSPJdCLx36JGqQd5sUuxLqIUydz4yRH5yX8MN5weoK7SYmRaXSceIZTu+IpOCwd1X1NCrcsM5JzwyF96ZqKAw7F6h0ipaJ8ZdVO/+y+CtYc2oFW065HuWzOq3M3v0arw9556KuWHXr4PaQvYVHdAs9nmtJupLyHjc1QK+EaNqcRYUVFfbOhif7wf3g8LwHni1th8/30vdNdntcm9ChWnjSxMZd1D/ThBAXpjqFqZycHE6fPo3F4npEY/DgwXXu1MVmfXq+y1LPAFqlovhEXQUqTGWdNzJlRc9uNZGByiGX5+tPbq0Wpox7v0SXf8DtPewte/rlTbCnkSlXKoNV4vAbGTqgFYbjq4nq9j3Ba38hZ0MITpt30/76HFd5/SMH712lIa1TxTVjTSUkfH8X5v73Ye0wDhQFRVH485DnuP776VjdTH3cnreVFdk/Mand5XV6Xs3BiDgtQ43vo1PdFwmxh8VTcumr0MTfpG3NKOQvP+zn8YldmZBU89/70t05/GPdUR4YlcjU3jGN0ENxIXLknKwITWkVm+M6jtVtmwb7vr2oFgtKkPfTZDXRLdG0a48zKxO0WnRdulaEp7790PdNlkIRQohmwacwtXz5ct58800yMtyXHlYUhb17peqYtw7lul/rMbB9FJF13AcKoE2YAY0CLraawmRxUFJuJ9zo/bdDuc3BaVP1N/vbnF0ZqHEdpnSntgN3AqCUFxK66XWP9zGNehE09Z/mUdcpkgAPjErktiHtAbB2noK18xQYZ6b1rx9T+M5cLO6LEFaJLIPnvnKyeJjK16M0TCsxYTBvxHBiI/bobpT1vw9Ll6kkRCVwa+c7+O/Bf7lt7/197zKk9SVEBbmvpNgsqSrha/+EUT3t9jSHqrCg3V8Yb4xqmH7V0daMQh5dvJtyu5OXvt/LqsRonp/cjWC9FrPNwYs/HWD90XzKbU5eX3WYDUfzq44LUUl1OnEcO4otdQf2XanYUnfiPH3KP43bbNgP7EPft59Pl4Xe9yBKcDC6Xr3RhFzc++QJIZonr989r169mkceeQSn00l4eDjt27cnNFR+MPpDSXntU+MqXVqPKX4AOq2GNmFB5JS4Hkk8WVxOuNH7qkhZtVQA9LTflP7k1qr/D9kyG025+71ALElXYosf5nWf3PFlmt/5HhyVyK1ng1Q1+mAcY/5I2PC70b43i7LF33nd5rUbVJKPOxg00AZn/wnp8g8QseoRHJtehUv+yA0drmXVieUcNaW7bKfYVsQH+9/j2eS6Vzm8UAXtn4/x0BKP573nuJbPD7Vi1BgnBl3T3Ani/CAFFRtprz2Sx/Ufb+WxsUm8teYI+WVWrGdHr8vt546/Pa03Sa3k5/DFSj0bcKqm7e1KRS12XcCmvmypO30OU0GjLw1IX4QQoqnwOkz9+9//RlVVHnnkEe688070+rqPlIjqhnZswaK0k7Ue0yp1L4l+vtgIz2Gqaxvvw9T566UqeQpTWlM2GtNJFKuJ4F1z3Z6raoMwDX/O6/54Updpfg+NTmTm4FqC1HkUvZ6Qx55HN2w8JS+/4PUbmU4n4Hhua+KGFhAef+510ZpOwsq/0MbwOs91v4q7OIrqps7jiuyfmBB3GYNbD/XuSTUD2sJ0wtd6/t7Y4uzKe/Zrcdit/LjvFFf3cb8xcmP5yw/7q4JUJatDJafEwp++24e9liHlyuNPLtnDojuHNFRXRRNRvuxHLN8vrSgW4Wa6vb/Z0nY22L2EEOJC4fVHtQcOHKBHjx7ce++9EqT8bFSnaIJcfGpu0GloGVr/UrCxkZ7WTfn2C/n89VKVTtOCLNV98NPlbCNs/V9RVPcLnsv6/QFnhPsg44sQg2/LA70JUuczDBtB1MdfoEvu7/U1TquGrHUtydkegfM3Xw6NtZghaV9wU4n7KaAAb+9+nXJH3da9XXAcVsKXP4DiYe+uYjWER6z346AiRH+2JQun6m7zgYanqioni8sZ16UluloqPQK1BqlKOo3CxG6tOXDKhNnmuYCAaD6cp05i27GtQYOUtmMiusRODXY/IYS4UHj9DlOn05GYmBjIvly09FoN824dyGPf7OZYfkVIMeo0aBSFN67u6Zd7xPi5CEVmLWEKKtZNtdO6LvMesu099Ll73LbtCGlL2YD7feqPJ6E+rC3xNUhV0rZpS8Tsf/DV365i/Jp8rz+pKDgYhvmMgfjhBRjCq78pfigvj1XBBk7pXP9TPWk+waeHPuKe7v79mjVFoRtfRX8mzeN5z9juIpvWVX8/XmBm7eG8ek+ZrSuHU+V4QRkHTps4cKqUA2dMHDptosjDFF937E6VOZsymbMpE4CY8CA6RofQITqYjtEhFX9ahtAyRC8V0poZX6fa+UyrRdetR8XeTsn90PfpiyYyKrD3FEKIC5TXYapXr15kZWUFsi8XtfYtgpn/+8HYHE5CwozYzO43sfVVXIR/95o6f8Pe8213duFq7a8ur/MUpABKhz8LBv+uA/F2mt/DYzpxy6C67990oPQg/7mkmA0xGh5c6qSF54ElAMoLDBxd1pqYwYVEdjj3tQ1VVf6cV8BDbVu7uRq+Pvo/xsZOoEtktzr3vanTZ/xMyM5/ezzvf/ZL+cF5SY3HP92SyZjOLQMeLMptDo7kVQSng6dNHDht4tCZUix291UH6yunxEJOiYWNx6uvRQwL0p4NWSF0bHEuaLWLMqLTNs11ZBcD1eHAcfQI9sOHME6+0qdrdT16oer0KHabfzoTHIy+V59z4alHL5TgYP+0LYQQzZzXYeqee+7hrrvuYv369YwYMSKQfbqo6bUaQoN0FPo5THkcmaqloIQ7WbWsmQLY5mHdlCe2Nv2wdJ1WrzZq0ys23OM5j4zpxM31CFIAP2R+C8DujhqeulPh/m+d9Dvq3fQyp13DiQ3RlJ0upW3/IjRn/3WOLTMzsbSMFaEhrq9VHby561X+OeI/aJXmV+FNKcslYuWjHs874ozlRfuttR7bdbKEHdlFDGgX5bd+FZfbOHi6tGLE6eyf4/lluNnpoMGZLA52nyxh98mSao9rNQrtIo3ngtZ5I1q+VPYU3lGtVuz791ZsjJu2E/vuNFSTCQDD0GE+lQk/k22hJCyByMIjdeqLEhlVsbdTn2R0yf3RdemK4mb0WwghhGte//RMTEzk3nvv5b777mPmzJlceumlxMbGotHU/slmXFyc3zop6i/Oj9P8LHYnp1wUs9ivJmBWDQQrdQuDplEvguL/T8tjI4wkx0WQeqL2AhF9Y8PrHaTMdjNrTq6s+ntRqMKsGzRM3ahy4y9OtF6+wS48Eoo5t2LaX1BkxTSwZ/Py2Wg0UuJmJOFg8X4WH1vA9MQb6vU8mhzVSfiqR9GY3degd2r0PGR9EDOuv9c/25JVpzClqiqnTdaqkabKUacTPo7oNiUVUw/NHC8ww5G8asc+uqkffeMiGqlnzYPTZMK+O60iPO3aiX3fXrDW/nPx1I+/Yus9jBxdEcVFZuwWJ3abE4fVgd3qPPvHcfYxJwUnS0mMSPI6TJmNLSmMTKIosjPWDj0Y+5dJMvVTCCH8RFFV71Zld+/eHUVRUFXV4w9hb/eZysnJ4Z133mHdunUUFhbSpk0bxo8fzwMPPEBkZKRXT2DmzJls3rzZ5fG0tDSCvNhksKiomE2bXLfTkHQ6LXa7+wXl7dsn0qpVG6/btNqdjHgnxe057442YNR5/gV7otTJXze5nl4yP+hvDFb2ed23qnZbj2Z3l4e9Ord/f9+r1+WVWrnqw03YalnUH6aHt0Z5vxllbbaWbWFe0Ze1HuuWpfLwEgetfKharGidxAwsIjLRjKLA1+Fh/K2V+0+vg9EyZ+gHtG3Z26t7lJWVcuDAbu871QgSTnxH92MfezzPNPKvPJY5guUH3IeuebcNpPPZcuIZGUfJy6u+V5VTVTldppJhUsksUckocZJlUinx04yqC8FbowyE6Zvem21ff+65k5t7mszMmhvYqk5wOkC1g9Ne8f+6INB5mPWmKSoi6MgRgtLTCTpyBP2JbBQvi55ktBvL4c7Tfep/y7zdJO/6oGb/USgNjaUwsvPZAJWExVixF51Wr2HUzC60SYxg//7dmM1ezkNuAlq2bENCgn/WbV8IP/d+q1u33oT4aZ+u2n7uNWXBwaF07+7d7zRv7NixyW9tNYSG+LnXlNXl/Z4rv/25N2nSBL+06/XIlL9HmjIyMrjxxhvJy8tj/PjxdOrUibS0ND799FPWrVvHvHnzaNHC+81IH3jggVof12qb35SnujDoNLQOM3DG5HrEKL9cJS7M8xuo02Xu3yAc0nZhsNO3MOXQBHEo4RafrvFVy1ADi+4czN9XHGJHVhETurZCVWHdkTPc3av+U1w2mV3/gD7QTuHNe+L4y0/RhOz27pe46tBwcnMLSk8FETOoiOklJr4PC2G70fXIixkH//z5Nt5sMY7yAffhiLqwq2+Fm9Lpevwzj+dZEsZi7nsnt8aUegxTn23J5MXLuwNgc6gcL3FWhaZMk0qWScVyERfHC9Pjc5DKNau8tcNKTKiGmBDl3J9QhXA9fh8FUVUVh61i9MZurTmC47A5sVV73FHjXHNpOeZSBdVxLjSpdlCdNfvasreT6K7VOoDuzJmz4ekIhiNH0Oe6LrzjSVSR79P1iiI6oaKgKhqKwztQFJlEYVRniiI6YdfXnBJ8fpASQgjhPz5t2utPL774Inl5eTz33HPMnDmz6vFZs2Yxd+5cZs+ezUsvveR1ew8++KBf+9ccxUYY3Yap3HKVOC+2mjpjdh+msoK7gY8feKa3m4YlqKVvF9VBTISR967rU+2x/fvt9f6E9oz9DOlW92+IerccTt7do7H88gtRS75BcXj3jr34eAjl+Qbih+fzgj6f6+Jjsbt5c5oSHMTajCVctu9/WDtNpqz/fdhjBvj0fJoCraOcvodmo1HdV7xzBremZPxsUBS6tQ1jaIcoNh0vdHn+sv1nUICDZ0pJzy1tUuubfksBN7uMBUZMiO/B52SZk9xyyC13svu8GYMaFSK0EB+sEBOkoU2QQiu9Qgu9QrgGwuMUND583lVeYmfRB9uw25x++sJ491xVqxN9ZnZFeDoboLQlJZ4v9FJYSRZaezkOnfvp2Oez60PYOuBJSkNjcWrdb58hQUoIIQKnUVacZmRkkJKSQnx8PDfffHO1Yw8++CBff/01S5cu5ZlnniEkxPWie+Gb2Igg0k64Pp7v5bKp0x7CVGFoV5/ClDmoNcdjr/L+giZoS5n7KaJatAwIHgiKgunSS7F06kTLuR97/Wm2tUTHsRWtadO/iLtDivkg2v002FktWzDMbCYy/UeC0n/EGjcUc/8/Yu0wNiBr0vzBYC0izJxBWOlxwsoyiSo5QKjZzTfsWcUT3kYNOVfy/NbB7d2GKYdT5fu9TWOKiwKE68Fkg9/W+jNo4KpELd8edWCtpRCgVoFOLUPJK7OSX1a/OYgaFYJUMKgKiRoN5flnR2vOG7E5N/VNwWnn3IiOHSjVMtOsRa9S8QcFvQo6F2HFfPbPv2LKiQhXiD07ilU5ouVqurFGq2Cv7YvhZxqHlYiS40QVHiay6AhR64+itQVuLzcNTiKKj1IQ3cOn60oiOng8R6vX0GtcnAQpIYQIkEYJU5s2VUyHGjlyZI0CFmFhYQwYMICUlBRSU1MZNmyYV23+8MMPZGVlodfr6dSpE8OGDcNgqP9mt81JrIciFLnl3n3U62maX3BYJKXFsYSWn/SqvYMdbsOprd96pcbkUB1sMW9xe04vY2/CNOeG/WwJCZx68imiv/ofIdu3e3Uf1alwalsUU06Z+flqG/siXG+ena/V8lZ0C17MzQfAcGIThhObsEd3o6z/vVi6XA0ePs0OFK29jLCyjLN/Mgk/+/8Guw8Lys4q6/cHbAljqj02OCGKHm3D2HfK5K8u+4VOA+1CFdqHK7QP05AQrhAfphCkVfj3bhtpuU5sZ3OCQQMPJuvp1kJDhwgN/0i1YXdUBhUI02h55tIkukaHYrc6KCm1caqgnNyics7YHRzQOziWX0Z2odmrkbchFh2jys9+P5WAr1PqjSjE+HYJAPmlcKTcyY7fPB4VxHlTBSumDsaGKMQ2wH7xfXb9m5b5e9B42Fjc36KKjvgcprzhsDnZs/oE0fGhEqiEECIAfA5T+fn5zJ8/n82bN3Pq1CkA2rZty9ChQ5k+fTrR0Z7Lu6anpwPQsWPHWo936NCBlJQUjh496nWYevTR6mWTW7ZsyfPPP8/kyZO9ul5RKgo/NBar08qKkuVsKt1EubOcVrpWXBF5Bb2MvWtdbxAaGkRUlG+jdp1i3JcHz7d49zU4U3tV9Cqx4VqKI7p7FaYKInuR13YEOh/XVPj63N0JCtJis9X9tT9g3k+xs8jtOcPDhtX82oaHUXTnnVi7dydy/nwUm3ejC6VZwbzwiYPnpqkcjnf9dVsUHsYUUymDy89VnNPlHyBi1aOom1/HOfQ+tJ2nBez7XuOwEGLOJqz0OKGlGYSWZRBWmoHR4n5Nk7fUmGT0k18kqpZQeN+lnXnoq51+uU9dBOugQ7iGLgYNcUEa2gZpaKFXoHI0xwJqGZRmQ4kdplqDSCxz4LRDENAuWINhq8JRO+gdGh62aUGt/lpnL84ku5Z7d0+K5KlHKqZ1Wu1OMvLLSM8tJf2MifTcUo7klnLkjInS8xaGWZXGmeuod3HbQgsUWlT2F6icP2YXvPkI9xPk5eS8ulEVpcGClIqCKawdhZGdKGgRuD3iHDYnKZ8dYvJ9fYjrEgXU/+deQwsO1vvt575W62jU3/d1ER5uJDzcP8//zBn9BfX8g4K0fv2dfyE9d6jb+z1XzOagC+75N6X3e674FKZ++eUXnnzySUpKSji/CODhw4f59ddf+eijj3jttdcYM2aMm1bAdHZvjfDw2t/cVz5e4sWc9PHjx3PHHXfQs2dPoqKiyM7O5ptvvmHOnDk8+uijhISEMHr0aI/tqCoeK+gFikN1MLfgY/Zazm1om23L5j+5/2Fq+NWMCbu0xjWlpRYKC8t8uk+U3v30rlyz0+PXwOZUyfMwgtXSoFIQ1pXY02vcnqeisL/j77E7fJ+24+tzd8dicdTrtd9g2uD2eKQmkiRdF5f3KLlkGOUJHWj58cfoT+V4dU+NScvLn9v54lIt3w1RUF2E0ZdaRrPgxEmCfvOSKSUn0K78C1FrX6Nj64lkxF6B1eB9wZdqbakOgs0nCS/LPDvaVDFNL6Q8B6XG5DX/UHUhFIx/D0eJHai5pmpIXDjtooxkudhcWqOeG+XRqwqG86amVfxRMJw9plfBgMJ+vZ2Tuprf+1FBVI00tQ9TSAjX0NJYUXTh+AoFa4lSNa3NnUTO+wFfAtVXN3ofHyxmW7V/H60MGlrFhTMk7tzPW1VVyS21snLTdnLKVGxZiucOBoDBx1VhZrsTG+rZ6wKjKDKJNrmpAWnboegojuhYUSwiMomiyE44PJUJ9BO7zcmPH+yqWjtV3597Dc38m+/r+igrK7+gnjtASUk5Dod/3gSazbYL6vlbLA6//s6/kJ471O39nru2LrTn35Te77nidZg6cuQIDz30EBaLhX79+jFt2jTat28PQGZmJosWLWLnzp08/PDDLFy4kKSkJL93tja33357tb936tSJxx57jDZt2vC3v/2Nt956y6sw1Zj2W/ZVC1Ln+67kWwYGDyJM60VlCA9iw91P88vzsBaq8hx3Z4XqIFSvUBje1c1ZFbLbjqck1D+lbhtLiaOEPeXuq/MNDhmCxsM6JVtcHKeeeIKoBQsI27TRq3trnAozVzvpdVzhn1M0lNRSOOCYQc+HkZE8WFhz5CzL0psVpx/hksIvGX3iXk60uZRjcVdTFlxRubPoGOTtUWjZSyWyI6CqGC1nqk3RCyvLIMyc5bFIhD9ZnCEc7vQW5uOR2A+drqjSZnHisFWv6HZTuZHMEme1kGQ4+//aOrwZz9c4cUY4zwamiql67cMVIgyu21IaYSK1N2uKFEWhdVgQ3aM1dI+GEhVyPC9P8ztXI1PuWBUwuLlOcToIM2USVXQEVdGQ1W6sT+0XRnb2vVMu2LTBFEV2oiiyM4VRSRRHtEcx6NHoQNGCTgcGnYqiBY0OtHoFNOrZ4xX/1egqvo80WujavTs6g5Z1nx3Eaq79DYFWr8Fhq/17wGFzsnnRUaY8nuy35yiEEBc7r3/V/+c//8FisfDUU09xxx13VDs2bNgwrr/+ej7++GNeffVV/vvf/zJr1iyXbYWFVQQDVyNPlY+7GrnyxowZM5g1axb79u3DZDJV3bMp2m/Z7/KYEydbzFsYG+bbG4LaxES4X5dUYgOrQ8Wgdf3m0FPxidZn39CbQtpj0UcRZCus9Ty7xsDh9r9z3+ELwHbzNpweRl8GBw/xqi01KIiCm2/G3r0bEfPmoXGxwedvDTii8vpHDt65Wsu+hJqv3ZyoCCaXltHlvGmEWZbefF/wZ+wYWVt8N8ct/Rnv+Afxp1ZxImoEv+TfSVFuOE6nhrwddowH9jIh4m2C1cIa7TtUHeVqKHbViE01YlODsKnB2NSgisecxnP/X+0cI3bVyOSo19Ao3o9gFRj78vPatkC6x3Pb47/h/BmJOtp09+0aXyrV+Yvd6vunbo0R+qBuYcqmqNWmPGocFiKLjxFZdJiowiNEFB9F56z4t1Me1MLnMGUKi8euNaBz+L7xuD0yEmtSEpZOSZS2T8ISHYui16DVQWsdtNHA/7d33+FRVekDx7/T0nuD9AaTUBM6KggCSlMQdAUVXLvuirp2sa66imtBKbrYsGD72UUQEESQSE9IQq8hBQjpPZkkM/f3R8jImGQySSYJhPfzPD6Se88999zcSXLfe855j7WeOK1WTW1t0z8L3aLrEs/EjQ8laWVGg6CpPtnE3vUnGw2oNDo1Q6ed3y+whBDiXGPzn9CtW7fSs2fPBoHU2W655Ra+++47tmyxPuwpKqpu7Zvjx483uj89PR2AyMjW/9J3dHTE1dWV4uJiKisrz+lgylFlPcjZVrGV0a6j27xWi5NOg4+Lzmrmr/wqhUDX1gdTAc5njlVpOB48lZjjHzdarsQ1mmoH2xZmPlcpisK2Suu9SNEOPfDT+lkt81eVw4ZRGRqG74dLcTjR2KyYhnzK4NnPjXw9Qs13F6tQ1H/ew1qViuf8fPjk1GnUWAZSALU4kWYYyke57xOo28+p072pURxRzgQiRkVHRnk/Pip/B09NNgpqcyBUozhiom1ZAWoVBxxUtmdKc6gtaNP5WkvTigd/9TnaM/VXnRH0Qd0wypZS1ZTjV3gMz+Kj+JQcxbUks8k5Tk6GQvr016Dy747WQc2OE8WsOZJHtUqhhrrArEaF+d/VqrpBo35+4fQ7fbjZttQEBGCIjjb/Z/TxrZuAe0Z7pXiJHOTPqSPFnDxQhKm27oN5dvpznyBXNn162CKg0ujUjJzVk4AoSUIhhBD2ZPOf+ry8PAYPHtxsOb1ezy+//GK1zLBhdasZJyQkYDKZLDL6lZWVkZSUhLOzM3FxrR+KcOzYMYqLi3F1dW3R4r+dIUQXYnV/rjGHY9XHiHZs+9DJQA8nq8FUQRUEWllkvblMfuZgCsjsPoGozG/QGRvmSXertC1IOJdl1GRwuva01TLDnFu3cndtQACnH3wIr++/xz1hk03HqBWYsclE7wwVi6aoKTprAeYUJ0e+dndjRmkZa4v/ZQ6k6plwoFpxIL16SFO1Y8KBQmNYq67HmhrFCQeaDqYUoNLBn2oHb1yqTlFy8VPwld2b0SzF2PJVnzqjx6epIV7WtF/Qp4AGTGqoVdUluqhSoEJRqALK1M1/PwMqCuiTn0bf/DT65h8jrLRlae2jvXJwGl2XkOOL1cXsd2i+5y7ZO7JBMGVUqUnzCiK9exR5YVEYIqPw8vegu4sKf2cVWnXbXna11NBpkaxeuIeK4uoG60gFRHkwclZPc0AlgZQQQrQfm/+Eurm5mbP3WZOTk4Orq5WncSAsLIwRI0aQkJDAZ599ZrFo76JFi6ioqGDGjBkWa0wdPVq3IOrZc7EyMzNxd3fHy8vLov6CggKeeOIJACZPnoxW20ljWGzUx6kPKlRYm420rXKLnYIpR/ZmN53Yo7n06M0t2Btw1rwdk9qBPwYsoNexd/EtSiHHZygoCn7FqaTEPNiyhp+Dtldus7rfSeVEP+f+rT+BTkfRdddh0Ovx+eJz1JW2ZQjol1437G/RVWpSo/58UfGGjxeXlhuIdtzMnspJ5p6nzlar/BnYVTh2o8w1jDKXM/85h1HuHIii/rP3KzqkF3Cww9tpasW0sM7o8TEZFYy1JjRa29cTU2tB7aCg1vw5P+fsuTqW/1Yst5/5/9n/rt+v0lh01JgpSl3GvsgKDdnlarIrTGRXKJwuM+KRf5q++Wn0OfNfQGVRm74ftSnJcHldVtf0AtsmMu/1jaRKo+OAdxh7faPY6xvJfp9wqrRnjSLIBrLrPhRqVd2LpO5/WS+ru6sKlybWzGorrYOGkbP1/PHFYQZPjWiQ9rw+oNr+fRpDp0VKICWEEO1EpZydls+K22+/nS1btvDJJ58waNCgRsskJSUxa9YsLrnkEt577z2r9WVkZDBz5kzy8/MZO3Ys0dHRpKSksG3bNiIiIvjyyy8tepRiYurSxh48+OdD1Hfffcezzz7LoEGDCA0NxdPTk1OnTrFx40ZKS0vp27cvH374IR4ezf8Rqamxb7aYlno19SVWZa3AqcYNx1oXyhwLMKr/fHpzUDvw9djluOva9gdx4cZjLNuZ1eT+m4eGcs/IpodXXv3+dk4UN92LsPT6ePoFdf0/2pW1lfxt/VVU1Db9mbkqbBoP9H2kxXV7ebk0+CwaT56g9N9PUbu/8UQlTfn+IhVfjVTjUuNLbM5w4nKGoa3xanGb2tPkiVl4RkdS66MHXfMpUE0mhW+e3dkBLbMUMcCXodOjWnTMrpXpHN5qpwWCVaDVqdE6aNA6qNE6qNE4aM5sq9uuObO939gQNM1k7zwXKDU11B7cT01KMjWpydTuTkUpbfl6Y9ZoIqPw/uRLFEVh7FtbKDU0HxWrTUbUKNTaocvO382BH28fik7T/P1o7GdfCCFE+/D3b31uhrPZ/Jdi1qxZJCQkcMcdd/D3v/+dadOmERQUhEqlMqcj//jjj1EUhVmzZjVbX1hYGN9++y0LFy5k06ZN/P777/j7+3PTTTcxZ84cPD2bn0/Tp08fJk+ezN69e82JJlxdXdHr9UycOJEZM2acNwv3XuV/LapfQggpjkGNGhNGMr0OcMh/B8e991BNNetO/MK0iGvbdJ7uzSzce6qk6UCpxmiyuh8g1Ktj0vx2tk3ZG6wGUgATQybb7XyaoGA833qXinf/R+WXn9p83LQtCpccDOCw/p8YnJpfA64zVIaMw7Wb7b/Q1GqV1Yxl7aXW0PLzufo44hPsWhfknBUIac4EP2cHQvX/9/R2pqq6pkFZjVbV5nmTnc1UUU7tnt11gVNqCjX79oDB0PyBbWBMO4apuIhCrYtNgRSASa2xW1J/nVplUyAlhBDi/GRzMDV69GjuuOMO3nvvPZYsWcKSJUvMc51Mpro/O4qicOeddza7zlS9wMBAq1n/znZ2j1S9mJgYXn75ZRuv4NxVW20k7SsDYcW9zNvUaAgv6kN4UR8MmkqO+aSwuWYnU0Ono27DH+YgT+vJLk6VNP1gc6rEgMlKP6abowZP53N7SKW9/Jz1k9X9Ue7RxHj2slqmpVQ6Ha733Idu4CBKX/w3SrH1hYLrBRScwnvnPPbHziLP79xLidyahAnaNgZTKhVnApw/e3nMPTs6y+CmvrfHw7/lLwr0F3VHf1H3Fh3TVXsnTHl5FFx7FRg7fo2Tmt2pHA9vw5DbNgj3afmCk5vTCvhq10nCfZyJ8HE5858zXs668z6gFkKIrqZFT74PPfQQgwcPZunSpezatYvqM6mbHRwcGDhwILfccovNgZT404l9hZTmNd3j42h0plfucMiFHw8l0WNAd8LjfFv1cBfYhp6pzCLrc3ZCvZwviD/0WeWZpBYkWy0zIeTKdvteOFx0CV5LP6X0+WeoTdll0zG62gr673mXzODLOBI91WIOUmdrTTAVGOuFsdrUsJfH8ewA6c9A6OygSdNFennONypfX9S+vphy7DTs0RqNBm1ML3T949HGxaOLH4hLucIVMf4cL6ggvbASg5UU5PYU0Ypgal92KX+kFfBHmuV2Tyct4WcCqwgflzP/diHI06nDE2AIIYSo0+JuhFGjRjFq1CiMRiNFRUUAeHl5odGcG5PZz0e56WU2l60pUdi/8RT7N57CJ8SV8Hhfwvr64Ohq28Nxc8FUXlk11bUmHBqZvJ5V2HwwdSFYnbXS6n6tSsvlwePbtQ2agG54vvkWBYuXYPp2GSobs8yFnvgNz+Ij7O19K5UuAXZpi7mXxzxsremhbJqzeoHqt/uGWE9Y05iOWCtnV34iLyU/x636O5kYemWD/asyV/Dewf9xR8w/Gt0vLKlUKnT94zGss57ttVWcndH16fdn8NS7Lyony991vdzgxSvreotNisLpUgPHCyo4XlDJ8fyKM/+usJrttDUifFr+e/F4E4kyiqtqST1ZQupJy3llOo2KUC9ncw9WfZAV7uOMq8OFMVpACCE6S6t/y2o0Gnx9fe3ZlguWo2vrbkNBVjkFWeUk/5xJoN6TiHhfAmO8rGbxcnHQ4Omkpbiq8bkDCnC61ECod8MHgOZ6pkIaOaarMZpqWZP1s9UyF3cbiaeDV7u1oabKSMbufI7tzKUwfxjecZ703v8xjtW2Tdz3KMtkSOJ/OaC/npxuzS93UE+tURE/KRT/CI8zvT11QZG6C/by7MpP5Ikdj2AwVbFo33x25G3lkX5P4qx1prK2kldSX2Rb7maqjA33d1VKdTW1B/aZk0U4jhyN05SrW1SH1k7BlMrLG13/OHPwpO2hR9WCrK1qlYpADycCPZy4KMJyX0lVDekFleZAK/1MkJVVVImxFWuNtWaYX3qBbZk769UYFY7lV3Asv2EQFuDmYA6uzg60AtwcutzPrRBCdAZ5ZXUOCOntzf6Np1p9vGJSOHmgiJMHinBw1hDS14eIeF98Q90a/WMZ6OFEcVXTvWEnS6paFUyFelnv9eoKduRtI9+QZ7XMxBD791IoikJ+ZhnHEvPI3F1gMV+o0DuW7YPn0nv/J/gW7repPq2xir77P+RE0SEO97gWk6YuUYu1xA4mo8KBTdn0GNqt7Rd0Djs7kAKoMlax+XQCtxTewD29/8Vb+96kqLqQalN1g/3zhrxOpHvLMv6dq0xlZdTuST0TPO2i9sB+ODO0G0Dl6NTiYErXP75VbVEHBqGLi68LnvrHowkLb7dAwMNJR78gXYOspDVGE1lFVeYerPT6Xq2CCsqrm54HFunbsmDKpChN9ky1Rk5ZNTll1ezIKLLY7qLTWMzJivJ1YXTPli0wLoQQwkowtXjxYqAui5+Xl5f5a1uoVCruueeetrfuAuEd5IqjqxZDeSsWsvmL6kojx3bkcmxHLm4+joTH+RIe74ubz5+BTqCnEwdymg6mspuYN5VVJJn8VmVaH+Ln5+TPYP+hdjufoaKW48l5pO3MpSTXSqZFBw9S+v+T8Ix1RKb9hNrGXGTBp/7AsySNPb1vxeAVTJ8xQexdf7LRgEqjU3fI8LrO9lLyc+ZAql61qZqcqtM8mzS30WPq9z+T+DjLRnfCisJ2YMrLoyZ1l7nnyXj0SN2CUE2oSU1GUZQWBTWayChU7h7W05+rVGiiotHFDUDXLw5tXDwaf/sMSW0LnUZNpK9Lg+BIURTyy6s5XlBJmjnIqgu0qmqMeDu3bH5iTqmBqg6Yz1VRY2T/6TL2n677WxDm7SzBlBBCtILVYEqlUjF58mRzMKVSqbC2LFX9fgmmWu6Ke/qS9NNxTh4qRjGagLa/dS0rMLD3t5Ps/e0kfmFuhMf7EtrXh0AP6xn9TjaS0a/WpFhdXwpotDerKyk0FLA5Z5PVMuODJ6FRtW3+oGJSOH20hGOJuZzYV4jJ1rFFKjXp4VdQ5BVNn30f4mQotOkwt/KTDEl8BdWt9+F/yUB8glzZ9Olhi4BKo1MzclbPC2Lhz1v1d7Jw33wMRuuf97/SqnTc0vOOFgcYnUFRFEyZGdSkJtcFT7tTMJ1oev25RusoLMCUmYEmLNzmY1RqNdp+/anZnPDnRp0ObWxvdP3j0fWPQ9uvP2r38+dzplKp8HNzxM/NkcFhXhb7DLWmFn8WWjrEz15akygjt8yAodZEoIcTGkmAIYS4QDUZTN1zzz2oVCrzwrn1X4v24eyu45IbegJgqK3kiY/nEZ0zAL+KELvUn5dRRl5GGbtWZhDUzZHoGjVpWhOmRm5pYz1T2SVVGK3kRXd10LT4Dez5Zt2JNRgV62mdJ7RhbanK0mqOJ+WRnpxPiZXsjs0p9oxm++C59DqwDP/83TYdozFVw/uvUZa+B7+HH2PkrJ7mgOpCCaQURWFv4W72FKZSY6xu/oC/qFVq+E/Ks7xz8C36evenv08c/bzjiXCPRK3q3HWGlNpajEcPn+l1SqFmdzJKQUGb661JTW5RMAXgMHQ41Nb+OWyvV29Ujl1ziLCjlfmrTUmz4xC/lmhNooxvU07xwdYMHDQqwrz/zDJY/1+YjzPOOklOJYTo2poMpu69916rX4v2083PF7/BWr458So+5UHocwfTM28wrjXNL2TcHJNRQXWyiuk4UqFSOKAzstehlmyNYu4MO9VID1SzySe6eFp0RVH4OWuF1TLxPgMJdm1Z8GsyKWQfLubYzlxOHSpCsdPoHpOTG0Uz5+Jb9Ad8+T/URtsqNqxdTc3+vfg8P4+Rs3qy/fs0hk6L7NKBVH5VHr+cWMWqrJVklWe0ub7cqhx+O7WO306tA8Bd504f7/70946jn08ces9YdO2cml4xVFGzby+1Z3qeavfsRqm0/0N6TWoKTldObdExztdch/M119m9LV3FlX260aubG8cLKkjLryS9sG7Y4MniKqvr/LVV6xJl1H2mqo0KR/LKOZJX3qBMd3dHc2ZBc6Dl64Kvi6yZJYToGiQBxTlqcugU1p5YTYHrSba6Lmdb+E8EF+vR5w4lsqAfOpP1oXq2cFFUDKzWMrBaS77axF4HI/scjI0u3JtZ2Nx8qa75ZrnegeJ9pJelWS3TkvTY5YUG0pLySEvKpbLEfqmYPfydiBzsT0Sc75l0+T0wXDqQ43PvxrfAtvOYsjIpuvtW3O+5n8kPXtslH3hqTbVszfmDVVkr2Za7BVMzPY5tUVpTytacP9ia8wcADmoHenn1oZ9PHP284+jj3RcXbcvTw5/NVFZGbcquumF7qcl1ySJq2z4Hszk1qcntfo4LjZujlrhgT+KCLV+eGWpNZBZVWszJqv93ZRsWsK7XmmF+tvSiZZcayC41sDXdctixm6Pmz7WyvP8MtEK8nNC2YWF6IYToaDYHU2PHjmXChAk88sgjVsu9/vrrrFq1inXr1rW5cReyft5xhLqGkXnmTbmiUsjyOkiW10F0Rkci8/szsGgMXgVB2LjEkFW+JjWXVqm5tEpHRoWRIztyCO/ni86pbohGlg09U13ZqkzrvVKuWldGdh9ttYyx1sTJA0UcS8zl9NESu9w3qJvPFNrXh6jBfo1mcHTs3Q/VksVsfvYfXLzfxoeu6mrK33iVmqSduD32FGp3d/s0tpOllR5jddZK1p5YRVF1Uae0odpUTUrBLlIK6hZcVqs09HDvWRdc+cQxwmk4alr2cqJmxzZKn2k8OUZ7Mp06iamoCLWXV4ef+0LjqFXTw8+VHn6WgbdJUcgpNZyVzr2C44V1gVZume3DVcNbOOfVaFLIaGbtQWvKDEb2nCplz6lSi+0atYoQTycifV0sFyj2dsHdSd7/CiHOPTb/Zjpx4gQFNoyxLyws5MSJE21qlKib1DwpdArvHGiYRbFGY+BQwA4OBezgnfhPqT3iTHpyntVsby0RVqshaXk6KT9nENzLm/B4XzILrb+B7MrJJyprK1l/aq3VMmOCrsBJ0/gDcEluJWmJeRxPzrNLxsZ63kEuRA7yJ6y/Dw7NPGToAwfw67+u550fvuCWtSYcbGxG9cbfKDp0APdnX0TXp68dWt3xymrK2HBqHauyVrK/aG9nN6cBk2LkUMkBDpUc4Nvj/wdJEOIaZh4W2M8njkDnIKs9hLr+cR3TWAcHtL36/DnfqW8/1K5uHXNu0Si1SkV3Dye6ezgxLMLbYl+ZoZb0QstFidMLKskoqrSYA+vjosOzhXNeT5VUUdOahbeaYTQppBdWkl5YCeRb7PN1dWBEpA9Pjde3qu6dGUU8/fMB/jEigil9uzfYv3xPNos3pTFnZGSj+4UQojF2f81TVVWFRiMTTu1hfPBEPji4hFql6SffX4t/5u5L5xA7sjuFJytIT8knIzXfLg/txlqFjN0FZOwuIF4DOq2Ovbpacs6aX1WvK6dF35S9gYpa68HkxL8knqitMZG1t4BjO3PJS286DX1L6Rw1hMX5EDXIH++glg0Nu1l/B7detJG5Qad44AcjIfnNHwNgOnWK4nvuwOWue3CecQMq9bk/BMekmEgtSGZV1gp+P/UbBlPDoavnKrVJ4URpOlnlGfyc9RPOGheWX74ajarpX9dqXz/UIaGYsjLt2haVmzvafv3rgqd+8Whje6FycLDrOUT7cXPU0qe7O326W/Ys1xpNnCiuMg8VNFrJ0tsUe66FZav88mrKqlv3t21nRhEPfL+HqloTr/56hC1pBTwzIQZnnYbKGiPPrT7IH2kFVNU03C+EENbYNZgqLS0lKSkJf39/e1Z7wfJy9OaSbpeyMXt9k2V+OfEzt8XchU6twyfYFZ9gV+LGh5B9pIT05DxOHCjCVNv2t4fORhhs1DLYoCXXPL+qlvIzz9Vdec7Uz1k/Wd0f5R5NjGcvAIpOVXAsMZf0lHxqquw3D8cvzI2owf6E9PFG69C6P+7OWhfu7/MwT1Q+zNybNdy61sRlqTZ+NoxGKt5eSE1SIu5PPnvODuvKqTzNmhM/szprJacqTtq9fq1Ka/XlRms4Viv0OKnQKxNisxT0JxRenKnh4JlcJn28+6JRN/+rWtc/HkMbgym1nz/a/vHmnidNVPR5ETyLltFq1ISfma8Evq2q43gnpXBvTaKMhRuP8XnSCXNvXFWtid+P5nPdhzt58LJo5v92lIKKaqqNDfe/Ob0v0X5tm9MohOjarP6FHjt2rMXXa9asYfv27Y2WNRqN5OXlYTQaufbaa+3Xwgvc5NApVoOpouoi/ji9idGBY8zb1Bo1QTFeBMV4UV1ZS9beQtJT8sk9XtpkPS3hb1IzukrNpVVaMrQmDjmb8Oyib++yyjNJLUi2WmZ8t6s4tjOXY4m5FJ6w39taBxctEfG+RA7yxzPAPj1/wwMu5rLAcfx2ah3/m6xhT7iJO1abcLIxB0bN1j8ouuVG3J95Ad2AgXZpU1tVG6vZnLOJVZkr2Jm3HcVek9H+wlHtxN/1t/HxoQ8aLOpbR4UtE+HcKhRisxR6ZSrEZipEngbtX6ayxWYqHAyp6/7t52PbEL5T0V742FTyrBaHhuEQN8AcPKkDrQ8nFKKei4OGnv6uZBRWYuiARYbrtSaF+//tOtFgaY9qo0J2qYG5P+3DpDT8ya3f/8iPe/nuNvstxC6E6HqsBlNnz31SqVRUVFRQUdH0w6JOp2PcuHE8/PDD9mvhBW6g32ACnYM4Vdn0W/aVmT9aBFNnc3DWEjXYn6jB/pQVGshIyed4ch5l+W0f9qRGRUSthohSDT+9kkJwb28i4n3xj/RA3UUWcFydtbLxHQoElIXTJ+cS1DujSKxJt9s5g2O8CI3zIbiXN5pWrFPTnHt6/4udedsorSllU181RwJVPPCDkYgc24435eVS/K9/4nLLHTjPvhlVJw3rPVJyiFWZK/j15C+U1JTYrV53nTseOk9yKk9To9RFmY5qJ+YNeY1434HEeMbyxI5HLAIqR7UTLw15lVDXMPYUppJakMLughSOlR7Bt9hkDpxisxRC85pvQ69MhR8vqvt3f+/4Zsvvyk/kzdpved1KGaMK0rrBgVAV+0NVHAtzRONtZN6Q64l0j2q+UUKcZXr/QKb3D8SkKGSXGCzmZNX/u6DCfplK67Um66Cbg4aCysZ7lK1N+3LSqnnyitbNzxJCXDhUitL0YOn6YEpRFMaNG8f48eN59NFHGy2r0+nw8fFBqz0/s+3U1BgpKuqcxRL/ysvLxaItnx75iKWH3rV6zGejvyHQJcim+hVF4ZctJ9jwayaxNRqcFfsGPs4eOsL6+xIR74dnt/N3LpXRVMvM36aTb/jz6dexxgV93hBiTw/Ht9K277ctnNx1RA70I3KgHyFRPu3+WVyVuYJXd79k/lpXq3DTrybGJ7WsV0c3cDDuTz+P2s/P3k1sVEl1Cb+e/IVVWSs4UnLIbvWqUDHIbwgTQ67kkm4jMSombvn9BnKqTlsEUvV25SeaA6r6QGqA7yAUkwnj8TRqUnZRm5qMITUZcmyMUs9S7gi3/kuDRqPjpyvW4qixvhTC336dQn5VLu8sMuJ9ZqkfgxYOB6s4EKLiQKiKg8FgcGj4sx7sEsKy0V+1uI3C/v76u/98V1JVY5ll8My/TxRVWg1irNl47yW4tGCoc43RxMgFCS0+n5NWzZvT+zIo1KtlBwohzhv+/vbJVGw18gkODjb/e9q0aQwaNMhim+gY40Mm89Gh9zHR9FCKnzN/4raYu2yqT6VSERbtybotx1iv1BBVo6ZPjZboGjWav2aWaIXKkhoOJmRzMCGbEvdcDvht5WT3g0zoOZ5rI2e0eU2djrIjb1tdIKVAUEkPeuVcRGR+HFrFPguuqlQQqPcicpAfgXov1JqO682bEDKZtSdWk1yQBECNVsUH4+uG/d39swlXGzsua5J2UnjLjbg/9W8chl3ULm01KkaS8nayOmsFCad/p8Zkv7fdgc5BTAiZzBUhE+nmbJm9a96Q13km8XEe6ve4RSAFMMB3EC8NeZXXE//DXNcbiFy9l+LUz6jdnYpS2vZeMlcDhOWCW2yvZgMpgFv1d7Jo33xWDK0AFRwIUXGsOxib+Uw5qp14qN/jbW6vEI3xcNLRL0hHvyDLRb9rjCayiqrO6s36M9Aqr256rmk3d8cWBVIAWUVVEkgJIdqV1Z6pC8m53DMF8OTOR9mSk9DkMb6Ofnx52Xc2TVQHKKqs4fK3t1hsczJBbI2G3tUago32Hbplwkim1wGOBiQxZ/wd9A3oZ9f628MLfzxH4T4jvXKG41llv6Qqrl4ORA7yJ2KgHy4eDTOjddTb6cyyDG5PuIkak+VaNP5FCv/6wUjPUy2rz/nGv+Ny+12o7NQ7fariJGuy6pJJ5FSdtkudULdo7qXdL2Ni6JXE+QxArbJ9KKWpopzaPbvrFsZNTaFm3x4wtE+mwA+uUOP9t5u4M/afNpV/ftdTbD6dQLXJtrWFGutxE52rq/VMtZSiKOSXV3O8oJI0c5BVF2idLjUwLNyLxdf2b1Gdvx3O49Hl+2wu76RVc+fF4cweEtrS5gshzjP26pmSYOqMcz2Y2nw6gacSGx9iWe8/g17h4m4jbDqHoiiMWvQHlTWN93Z5GVW80DeM/APFlBfa92GxWlOJfy8XBgzV4x/ujuocml9lMimcPlLMwe0nyT5UglqxT1Cp1qgIivUiarA/3aI8rF5zRz5QNTWEVGNUuH6jiSnbWvbrQdu3P+7//g+abq1bo8VgNLApewOrslawKz+xVXU0JdazNxNDr+SywHG46WxfG6lmVxKGTRuoTU2m9vAhMHXMZPtjg4JxePppm4OdytpK89DE5kggdW660IMpayqqjZQaaunm3nxP7dk+3JbB2wnHW3SM9EwJcWFo92F+c+fORaVS8eCDD+Ln58fcuXNtrlSlUvHSSy81X1DYbJj/cHwd/Szm7/zVyszlNgdTKpWKQA8njuU3/oe7SKPg1N+LCRNCmfn6ZvRVGmKqNTjZYRigg9GZ4j0KG/YcxMXLgfA4X8LjfPHw77z5VeVFBtKS8jielEdFcd2bfTVtD6Tc/ZyIGuxPeLwvTq72GR5oTzOibuS3k+tIKztmsd2oUfHpGA17w0zcs8KEh41ZkGv3pFJ0yyzc5j6N48hRNh2jKAoHi/ezKmsl60+upbzWfutyeTl4cXnwBCaETCbSPbpVdVRv20zV11/arU020WiIdemBRwuCHWetM3N6/4tnk56wmtGwPiuhBFLifOLioGnxED+A9Fash1VVa+Jf3+2RgEoIYZMme6ZiY2NRqVT8/PPPREZGEhsba3ulKhX79++3WyM7wrneMwWw9NC7fHrkoyaPU6PmizHf4+9k25C0f323hz/SCprc/9zEGAaGeHLVe3Xp8DUKRNeo6VOtJbLWPvOrzuYT4kp4vC9hfX1w7IDAw2Q0cfJAEccS88g+UmxLVmubaHRqQvp4EzXYH78wtxanmu7ot9N7C3dz35a7m3wA9ylRuG+5kd4tXMLI6W8zcb17TpOLvBYZCll7cg2rM1c0CObaQo2aoQEXMTHkSoYHXIxO3bbPUvXmBEoee9BOrWuCszO6Pv3Q9Y/H65LhGMJ6oHJq2dptlbWV3Pz79eRWNZ/wQnqmzk3SM2V/h3LK+CIpi9X7c6k1teyXvPRQCdG1tXvP1Lx5886cyN/ia9F5JoZcaTWYMmFiddYKZve4xab6Aj2sD5fILjGQWfRnl4RRBYccTBxyqMblzPyqASY1Pgb7zJEpyCqnIKuc5J8zCdR7EhHvS2CMl93Tg5fmVXEsMZfju/IwlNtvAVav7i5EDfYnrL8PDs7nT1bLPt79mBI+nR/Tv210f4GHiudv0HDzNlcmbCwFG0cGV339JTUpyXg89yKakLr5B0ZTLTvytrEqcyWbczZhVOy3sHGIaxgTQyZzefAE/Bp5oaBUV2NMP462Z8tSHWv79a/LFmLHEdEqL290/ePQ9Y9HGxePtofePNfMxcuF6lY8UL+6+0WKDIU2lTWYqpi742EJqESXpw9w44+0wiYDKSetmqom1smqqjXx79UH+emOYe3ZRCHEeU7mTJ1xPvRMATyy/X4S83Y0eWx350A+Hf21TZPqP9meyaJNaU3un9qvO727uzNv7eFG92tcD+Ie+hXulW7o84bQM3cw7tXezZ63JRycNYT29SE83hff0Jb38tSrrTFxYl8hx3bm2m3xYgCto5qw/r5EDfLHO8jFLguedsbb6fKacm7ZdAN5VblWy91rGMulH+1EKci3uW6ViyuGe+9gZY9ifjmxyupQ1ZZy0jhzWeBYJoZcSR/vfhbff1NZGbV7d1OTsqsuYcT+fWA04vvzr6hcWrZWTeHfb8B47Eir26kODDIvjKuNG4AmNKzJz0pr7v+qzBUs2jefKmNjiwk3TXqozi3SM9U+lu/J5tVfjzQImuqTTby7Ob3RgMpJq+aNaX0ZHObVQS0VQnSkDkmNLs49k0OnWg2msitPkZi3gyH+zb9JC/S0Powou6QKD8fGPiImHPzW4eD3G0aVQpFLOdvDVrA9dCVBJdHoc4cSlR+Hg6llw5QaU11p5OiOXI7uyMXNx7FuflW8L24+ttVdlF3BscRcMlLyqa60Xy+Ib6grUYP9Cenjg86xcxattSdXnSv39X6QZ5Ksz418y2kDcQvfxHfBR9Ts2GZT3UpFOQ7/fRP3eBWl49Sga3vA2c87jgkhkxkdOAZnbV1gZMrPozo1mZqUZGpSkzEePdJosoiafXtwGDy0RefTxcXbHkypVGiiotHFDagLnvrHofEPaNH5Wuq9g/9rMpByVDtZLDB8NoOpiv+m/IcvxnzXns0TolNN6dudLWkF/H40n+ozedLPHsLXq5s7D3y/xyKgkkBKCGEruwRTx48f5+DBgwQFBdGv37mf8vp8dkm3kXg5eFFUXdRkmZ8zf7ItmGpmmN+pEgPOOstAQaUpwyno/9C6NdJbpVI46XmEk55HSIj8moiC/ujzBhNSFIuatg/VKyswsPe3k+z97SR+YW6Ex/sS2rfhkLoag5HM3QUcS8ylIKu8zeetV6Ut55D/Dq69YiLxPXrbrd5zxYjuoxjZbTSbTm9osoxJMfJq1tssenUJ1V98TsX7S8BoW5A6LllBn2XkjWkaTvi1PKDydfTjiuCJjA+ZRKhrGKasTGrWrKP0TPBkOpFlUz01KcktD6b6x1P1/TdN7NShje2Nrn88urh4tH37o3a3z9suW90R849Ge6bqk018fOiDRgMqR7UTj8Y92VHNFKLTPDMhhus+3El2qaHBXKjBYV68Ma2vOaCSQEoI0RI2B1O//PILX3/9NXPmzCEuLs68/e2332bx4sXUjxacPHkyr732mv1bKgDQqXVcETyJr9I+b7LMH6d/p8hQiJej9SF3gR7N90xpzkrhrXZOxzn4c9S64mbbWaup4Yh/IoaIXC4K68m6TQn4n4jCryKk2WNtkZdRRl5GGbt+ziAoxovwOF+c3HQcS8wlc3cBtdX2S1+d5XGI/d02c9xnN2EeYcRFP2y3us81c/o8QFL+Dsprmw5CDxbvZ3nm90yf9Xd0/eMpfe4pTDm2rQMVlgfz3zOyvj+8M0lTNxfpLKNTjNywQeHz0So2xGnQqDRcFDCCSUGTGFDsg2n3bmo+/R8Fu5NRCppOnmJNbWpyi4/R9v/zd57KxRVtv/51wVP/OLS9+qBybFm6ZnubGHolO/K2WqwzdfYQvhjPWJ7Y8YhFQOWoduKlIa8ywHdQZzVbiA7jrNPw5vS+PPLjXp68Qt8gqUR9QPXcmoM8Oz5GAikhhM1snjM1Z84c/vjjDzZv3oyzc10K60OHDjFlyhS0Wi1xcXEcOXKEkpISFixYwBVXXNGuDbe382XOFEBGWTo3/3691Truip3DjKgbrJZRFIWRC//A0MTkWwAVoKCg896MY7eVqFS2Bymjuo/hkf5zcdG6UlZTxgu7nuZoeib63MH0zBuMa42nzXV1tHJdMQcDtnPAfyslzn/O8flnr/u5NnJGu567s+dN/Jj+HQv2Wn8h4qRx5r0RH5NWepT1B39g6MdbGHy4ZQFsrgfM/buaEjc1jtUK/1hpYuBRBacaqNapKI8OxnvQSHSH06jdsxulwk69jE5O+K5a3+LFhat++gFtTC800T1QadpvaGdr7//Z60w1NhdqV36iOaCSQOrc1Nk/+0IIcSHp8EV7x4wZQ0BAAF9++ed6K6+99hoffPAB8+bN4+qrryYzM5NJkyYxbNgw3n//fbs0sKOcT8EUwP1b/sHuwpQm94e6hvHRpV80mxDh2qU7SC+0soiQ2oBT4LfoPFKt1nM2jUrD3bFzmB5xncX5jaZa3t6/kO/Tv0GlqAgu1qPPHUpkQT90ps59sw+gqBQyPPexv9sWMrz2YlJbBgdalZavxy7H08GrXdvR2Q9UJsXE/Vv/wd7C3VbLqVFj4sz3SFGYuFNh9noT2hbEVLUq+OwyNZN3mPCsAJ39prVZ5blkKbo+fTvmZC3UlvufVnqMZxIf56F+jzeaVGJXfiKvpLzIo3FPSiB1Dursn30hhLiQdHgCiqKiogbzoXbs2IGLiwtXXnklAKGhoQwaNIhjx+y3Zoxo3OSwKVaDqczyDFILk4nzGWC1nkBPpyaDKbVjNk7Bn6FxtJ7h7Wx+Tv48M+A/9PVuOHdOo9Zyb58HCXMLZ9G+N8nyOkiW10F0Rkci8/ujzxtCcHFPVHaYX9USLl4ORAzw5ZXKx8lSNf3ZvbjbyHYPpM4FapWaB/s+xl0JN1OrNJ063hxIAahUrBqi4mCIin/9YKR7kW3n0ipw0/q6euy7apl1NanJ52ww1RaR7lEsG/1Vk/sH+A6SZBNCCCGEHdkcTFVXV3N2J1Z1dTX79+9nyJAhaM8aLuPn50dSUpJ9WykaGNV9DIv3vklZbdNpvldmLG8+mPJwBFUNaocc1E7ZaBxPo3bMrvtPV9KiNg30HcyT8f/G29HHarmp4dcQ5BLC87ueory2nBqNgUMBOzgUsANXgxc98wajzx2MT2Vgi87fEiq1iuBeXkQN8icg2oPteZvJ2mn9JcDEkCvbrT3nmkj3KK6Pns2yIx+26LhjgSoeu1XDnatMXLLftlUXOjKIwsEBba8+qP38OvKsQgghhOiibA6mAgICOHr0qPnrnTt3Ul1dzcCBlkNJKioqcHNzs18LRaMcNY6MCx7PD+lNZBgDfs/+jXtrHsBd5wHUDd86VXGStNKjpJUe41jpUXaZDuAWk92iuVCNmdXjZv7e8zY0KtvmkgzxH8aii97lycRHOFVx0ry93LGI5OB1JAetw688BH3uEHrmDcK51j5dse6+TkQO9iMi3g8nN515+6rMlVaP83PyZ7B/yzLAne9ujL6JDad+JbM8o0XHVTqqWDBVzZ4IhVvWmnCw37rILaZyc69LFhEXj67/ALQxsagcHDqvQUIIIYToUmwOpoYMGcLy5ct57733GDlyJAsWLEClUjFy5EiLcocPH6Z79+52b6hoaHLoFKvBVLWpmgV7XsdR48ix0qOkl6U1uhZNW9aZdde5MzfuWYYHXNziYyPcI3n74vd5JnFuwyGLKshzyyLPLYut4T8SUhyLPncIEQX90Cq6xitsgkarIqSPD1GD/fELb7jwb5GhkM05m6zWMT54ks2BYlfhoHHkwb6P8cC2e1p+sErFr/EqDgWpeOwnDQE51fZvYCPU/gFoz6Qo1/WPRxMZhUrdscNGhRBCCHHhsDmYuvvuu1m3bh3z589n/vz5KIrCxRdfTP/+/c1l0tLSyMzMZObMme3SWGEp2qMHsZ69OVC8r8ky60+tbbfzBzv14NXh/6W7S+uH43k6ePHq0AW8secV1pz4udEyJrWJDO99ZHjvw6HWmaj8OAYVjcG9oJv1urs5EzXYn/A43wZrUZ1t7YnVGBXrmQ8mhExu/mK6oDjfAUwKvYqfM39q0XHuOnfGBY1nwiWT6TEjjLI3X8Pwc8vqsIUmPKIueDqTplwdGNRs0hUhhBBCCHuxOZiKjIzkiy++4MMPP6SgoIB+/fpx++23W5TZsmULsbGxXHbZZXZvqGjcpNCrrAZT7aW6cBgvTHqO7i4eba7LQePAo/2fJNQtjPcPLrF+Xm0lB7pt5UC3rcRq4phVey/ZuyqpNZxJYqCumw8VPyGU6KEBzT5YK4rCz1krrJaJ9xlIsKt91sc6H90Vew9bTv9BYbX1dZ1UqBjsN5SJoVdyccAIHDR/Zmh0n/s02r79KX/lxdY3RKNBq485EzzFoesXj9rb+lpqQgghhBDtyebU6F3d+ZYavV5FbTnX/jqFKqOV9OZ2pCgqqk7+DcoGkXD/CItFfe3h9+wNzEt+DoPJYFN5Twcvnh84j54OvampMuLq44i6BW3aX7SXezbfYbXM3LhnuDx4gs11ttW5mB45pWAXD26dg0LDXxdq1PxdfxtXBE+km3PTQ3xLnnmC6oSNUFNj83k1PfU4XHJp3bC93n1Rubi0qv3nk3Px/ouOIfdeCCE6jr1So3fqZILs7Gzmzp3LiBEj6Nu3L2PGjOHFF1+kuLi41XXu2LGDXr16ERMTwxtvvGHH1p6bXLSujAka13EnNDlRWzKQYE8nuwdSAJd2H82Ci/6Hr6Nt2daKq4t4ePt9/F68Dnc/pxYFUgCrMq33SrlqXRnZfXSL6uyK4nwG8OLg1whyDkaFCj8nf0JcQ3HVuvHK0DeZ3eMWq4FU5crlVG9JaFEgBWDMyEA3cBAOg4deEIGUEEIIIc4vNg/zO5vRaKSoqAiDoeneg6CgIKt1ZGRkMHPmTPLz8xk7dixRUVGkpqbyySefsGnTJr744gu8WziEp6ysjMceewwnJycqKi6ct3uTQ6e2eE6LrRRFhakqEMXogtrpJFUnbgQg1Nu5Xc4HoPeM5e1LPuCpnY9yuORgs+VrTDW8nPICmWXp3KK/E7XKtncElbWVzc4pGxN4OU4aJ5vq6+qGB1zE8ICvW3VsxTtvQVXD5CcA6HRNB1mGKspefA6fb5a36rxCCCGEEO2pRcFUSkoKCxcuNKdFb4pKpWLfPuvzeJ577jny8/N56qmnmD17tnn7vHnz+Oijj3jjjTd4/vnnW9I8XnzxRcrKyrjrrrsuiF6perGevZpNRNEcxeiE0dAdk6E7pqq6/xsN3cDUeNAU6tV+wRSAv5M/bw5/m5dTXmDT6Q02HfPZ0U/ILM/g8bhnbAqANmVvoKLWetA9MfTCWVuqPbncdQ/lb77WMKBydMLl1juoWPoeGBoJthydcHvimY5ppBBCCCFEC9kcTCUmJnLLLbeYgyhPT09cXV1bddKMjAwSEhIIDg7mxhtvtNh377338tVXX7F8+XIef/xxXGwc2rNu3Tq+++47XnnlFYxG65nZuhqVSsUj/edy26bZzZbVqXWEuUYQ6R5FlHs0ke7RbD3syKdbS2nJ8qkh7RxMAThrnXl24H9YeuhdPj/6iU3H/J69gdOV2bww6L/4OflbLftzlvXevEi3KGI8e9ncXtE058lTqNm2leo/fof6FzGOTni8+gYOAwahje1FyaMPWgZUjk54vDIfh4GDO6fRQgghhBDNsDmYWrRoEdXV1Vx33XXcf//9+Pr6tvqk27ZtA2DEiBGo/7IGjJubGwMHDiQhIYGUlBQuuuiiZuvLz8/n6aefZty4cUydOpXvvvuu1W07X0W6R/PfIW/ySup/yDfkAeCicaHaVM2owDFcHDCCSPdoQlxD0aotb3t+3mmg+eF0Zwv17pihb2qVmttj7ibMNZzXds+jVml+BdiDxQf45+bbeXHQK/T0jGm0TFZ5JqkFyVbrmRh6laTZtiP3uU9TOHsGptPZFoEUgMPAwXi8Mv/PgEoCKSGEEEKcB2wOplJTU4mOjm7x0LvGHDt2DICIiIhG94eHh5OQkEBaWppNwdRTTz2FyWTiueeea3PbzmdD/Ify9di6uSUmxWTz3KHuHo7NF/qL9h7m91dXhEwk0CWIZ5LmUlxd1Gz5vKpc7t/6D56Ie5YR3Uc12L86a6XV47UqLZcHj29tc0UjVM7OeLz6BiVPPIrbo0+YA6l69QFV2UvP4/bEMxJICSGEEOKcZ3MwpSgKMTGNv+VvqbKyMgDc3RtPSVi/vbS0tNm6vvnmG9avX88bb7yBn59tGeAao9Go8PI6N7KFaTTqDm1LbAuG9wFo1SpiQ73Rajo2GeRIr4tYFvAp92+4j7SSY82WrzJW8WzSE9wbfx9/73WzuZep1lTL2pOrrB47OmQ04QHWk6i0l46+/x1qQD/8Vln53o+5lIAx6zquPeegLn3/hVVy74UQ4vxjczAVExNDbm5ue7alxbKysnjppZeYMGECkyZNalNdRqNyzqzv0dFrjTiYFDQqMNq44liQpxNlpU1kZmtnbviwYNgSnt/1FDvztjdbXkFhYfICDuYe5sF+j6FT69ias5ncSuuf5bHdJnba50HWmrmwyf2/cMm9F0KIjtPh60zddNNNJCYmsn///jaf1M3NDWi656l+e1M9V/WeeOIJnJycePbZZ9vcpguZVq2im7vtQ/1CvDo3Vbibzo15g19javg1Nh+z5sTPPLL9foqri5pdW8rPyZ/B/kPb2kwhhBBCCNHF2dwzNWnSJI4cOcItt9zCfffdx+jRo5tdS6opUVFRABw/frzR/enp6QBERkZarWffvn2UlpY2Oa9qyZIlLFmyhLFjx/L222+3qq0Xiu4eTpwsaXrdsLN19HypxmjUWu7v8xBhruG8te9NTJiaPSa1IJl/br6dnMrTVsuND56ERqWxV1OFEEIIIUQXZXMw1avXnymiX3jhBV544YUmyza3ztSwYcMASEhIwGQyWWT0KysrIykpCWdnZ+Li4qy26eqrr6aysrLB9vT0dHbs2EGvXr3o06cPvXv3tlqPgEBPJ8gqtqlsR6RFt9W0iGsJdg3hhV1PU15b3mz5UxUnmy0zIWSyPZomhBBCCCG6uBYloLBX2bCwMEaMGEFCQgKfffaZxaK9ixYtoqKighkzZlisMXX06FEAoqOjzdueeuqpRuv/7rvv2LFjB6NGjeKBBx6wud0XssAWDPML9T53gimAof7DWXTRuzy58xFOVTYfLFkT7zOQYNcQO7VMCCGEEEJ0ZTYHUwcOHLDriZ999llmzpzJf/7zH7Zs2UJ0dDQpKSls27aNiIiIBkFQfYKJgwdbth6SsE2gp+3zoM6FYX5/FeEeyVsXv8czSXPZU5ja6nomhEqvlBBCCCGEsE3H5rY+S1hYGN9++y3Tp08nNTWVDz/8kMzMTG666Sa++uorvL29O6tpF6RAG9ea0qhsL9vRvBy9eW3oQq4Intiq4121rlza/TI7t0oIIYQQQnRVKqUl4/e6sJoa4zmTkrYz0uNmFVUy7YMdzZYL9nTih9vP7Ux3iqLwxdFlvH9oSYuOuyr0ah7o92g7tcp2kh75wib3/8Il914IITpOh6dGF11bN3dH1Das3XsuDvH7K5VKxQ09buLfA17EUW17L9rE0CvbsVVCCCGEEKKrsXnOFEB1dTWffPIJa9as4fjx45SVlTVarrlsfuLco9Oo8XN1IKes2mq5cy35hDWXBl5Gd5dAntz5KPmGPKtlA5wCiPHsZbWMEEIIIYQQZ7M5mDIYDNx0002kpqY2m61PRg6en4I8nZoNpjp7wd6W0nvG8vYlH/Dkzkc4UnKoyXLdnANRqWzomhNCCCGEEOIMm4f5ffjhh6SkpDBy5EjWrFnD1VdfjUqlYvfu3axcuZK77roLR0dH7r77brtn/hMdo7tH84HS+TDM76/8nfxZMPx/XNLt0ibLZJSnd2CLhBBCCCFEV2BzMLVmzRrc3NyYP38+4eHh5rf4Op2O6OhoHnjgARYtWsQ777zDypUr263Bov0E2ZCl73wMpgCctc48N/Al7o6dg7Ombv0yjUpDpFs0HjoPnhnQ9CLUQgghhBBCNMbmYX7Hjx9n4MCBuLm5WWw3Go1oNBoALr30Uvr168enn37K5MmyXs/5xpaeqaAWrEd1rlGr1FwXdQPXRs7EpJhQq9SoVZKDRQghhBBCtI7NT5KKouDl5WX+2smp7qG6pKTEolxoaCiHDx+2T+tEhwpqJphSq8BBe/4HH2qVGq1aK4GUEEIIIYRoE5ufJgMCAsjJyTF/3b17dwAOHjxoUe7EiRMykf881cPfFY2VW9e7m33y8QshhBBCCNEV2BxM9ezZk7S0NPPXgwcPRlEUFi9ebE6RvmLFCpKTk4mOjrZ/S0W783V14KJInyb3ezrrOrA1QgghhBBCnNtsDqYuvfRS8vLy2LZtGwCDBg0iPj6enTt3Mnz4cIYNG8YjjzyCSqXitttua7cGi/b1yJge6JpYvXdvdkmj24UQQgghhLgQ2RxMXXnllXz22WdERESYt7311luMHj0ak8lEcXExHh4ePProo1x++eXt0VbRAYI8nfj0poH0D3JHp1YxPNyLiyK88XLWMe/K3p3dPCGEEEIIIc4ZKsUOK+xWVlZSWlqKn58favX5Oam/psZIUVFFZzcDAC8vl3OmLaLjyf2/sMn9v3DJvRdCiI7j72+fXAA2p0b/5JNPcHZ25m9/+1uDfc7Ozjg7n5/rDwkhhBBCCCFEa9jcjfTyyy/z66+/tmdbhBBCCCGEEOK8YXMw5ePjg6ura3u2RQghhBBCCCHOGzYHUwMHDmT37t3t2RYhhBBCCCGEOG/YHEzdc889ZGdns3DhQuyQs0IIIYQQQgghzms2J6DYv38/U6dO5X//+x9r1qxh7NixBAUF4eTk1Gj5q6++2l5tFEIIIYQQQohzTpOp0efOncugQYO49tprAYiNjUWlUpl7pVSqxhd2rbd//347N7V9SWp0ca6Q+39hk/t/4ZJ7L4QQHafdU6N///33AOZg6uqrr242gBJCCCGEEEKIC4XNw/xefvnl9myHEEIIIYQQQpxXbE5AIYQQQgghhBDiTxJMCSGEEEIIIUQrSDAlhBBCCCGEEK1gdc7UmjVr2L59e4srValUrFu3rtWNEkIIIYQQQohzndVgqqKigoqKlqdplax/QgghhBBCiK7OajA1cuRI7rjjjo5qixBCCCGEEEKcN6wGU35+fgwdOrSj2iKEEEIIIYQQ5w1JQCGEEEIIIYQQrSDBlBBCCCGEEEK0ggRTQgghhBBCCNEKEkwJIYQQQgghRCs0mYDiwIEDHdkOIYQQQgghhDivSM+UEEIIIYQQQrSCBFNCCCGEEEII0QoSTAkhhBBCCCFEK1hdtLe9ZWdns2DBAjZt2kRRUREBAQGMHTuWOXPm4OnpaVMd77//Ptu2bePo0aMUFhaiUqkIDg7m4osv5pZbbqF79+7tfBVCCCGEEEKIC5FKURSlM06ckZHBzJkzyc/PZ+zYsURFRZGamsq2bduIjIzkiy++wNvbu9l6Lr/8clxcXIiNjcXX15fa2lr279/P9u3bcXNzY9myZfTu3bvZempqjBQVVdjj0trMy8vlnGmL6Hhy/y9scv8vXHLvhRCi4/j7u9ulnk7rmXruuefIz8/nqaeeYvbs2ebt8+bN46OPPuKNN97g+eefb7aeFStW4Ojo2GD7V199xdNPP80bb7zBe++9Z9e2CyGEEEIIIUSnzJnKyMggISGB4OBgbrzxRot99957Ly4uLixfvpyKiubf0DUWSAFMnDgRgPT09LY3WAghhBBCCCH+olOCqW3btgEwYsQI1GrLJri5uTFw4EAqKytJSUlp9TnWr18PQExMTOsbKoQQQgghhBBN6JRhfseOHQMgIiKi0f3h4eEkJCSQlpbGRRddZFOdX3/9NdnZ2VRUVHDo0CE2b95McHAwDz30kL2aLYQQQgghhBBmnRJMlZWVAeDu3vjEr/rtpaWlNtf59ddfW/Rk9evXj9dff53w8HCbjtfpNHabiGYP51JbRMeT+39hk/t/4ZJ7L4QQ55cus87UV199xcGDB9m6dStLly4FYPr06WzatKmTWyaEEEIIIYToijolmHJzcwOa7nmq395Uz5U13t7eXHLJJSxduhQnJyceffRRqqqqWt9YIYQQQgghhGhEpwRTUVFRABw/frzR/fUZ+CIjI1t9Dg8PD+Lj4ykoKODw4cOtrkcIIYQQQgghGtMpwdSwYcMASEhIwGQyWewrKysjKSkJZ2dn4uLi2nSe06dPA6DVdtpyWkIIIYQQQoguqlOCqbCwMEaMGMGJEyf47LPPLPYtWrSIiooKpkyZgouLi3n70aNHOXr0qEXZkydPkpeX1+g5vvzyS3bv3k1gYCB6vd7+FyGEEEIIIYS4oKkURVE648QZGRnMnDmT/Px8xo4dS3R0NCkpKWzbto2IiAi+/PJLvL29zeXr14s6ePCgedu6deu4//77iY+PJywsDD8/P4qKikhOTubQoUO4uLjwzjvvMHTo0A6/PiGEEEIIIUTX1mnBFMCpU6dYuHAhmzZtoqioCH9/f8aNG8ecOXPw9PS0KNtYMHXy5EmWLVvGzp07OXHiBMXFxTg4OBAaGsoll1zCTTfdRGBgYIdekxBCCCGEEOLC0KnBlBBCCCGEEEKcryQzwzkiOzubBQsWmHvpAgICGDt2bKO9dOLctXr1anbs2MH+/fs5cOAA5eXlXHXVVbz22mtNHpOUlMT//vc/UlJSqKqqIjw8nGuuuYbZs2ej0WgaPea3335j6dKl7Nu3D5PJRI8ePbjhhhuYNm1ae12aaEZhYSHr1q1jw4YNHDp0iNOnT6PT6dDr9UyfPp1rrrkGtbrhNFW5/13Hq6++yp49ezh+/DiFhYU4OTkRFBTEuHHjuPHGGy2GrteT+y+EEOc36Zk6B/x1/lhUVBSpqals27aNyMhIvvjii0b/CItzz9SpUzlw4AAuLi50796dY8eOWQ2m1q1bx3333YejoyMTJ07E09OT3377jbS0NMaPH8/ChQsbHPPpp5/ywgsv4OXlxaRJk9DpdKxZs4bs7GxuvfVWHnvssfa+TNGIL774gn//+9/4+/szbNgwgoKCyMvLY+3atZSWljJ+/HgWLFiASqUyHyP3v2vp27cvvXv3Jjo6Gl9fXyorK0lOTmbPnj0EBATw1VdfWQw9l/svhBBdgCI63a233qro9Xrlk08+sdj+0ksvKXq9Xnn66ac7qWWipbZs2aKkpaUpJpNJ2bp1q6LX65WHHnqo0bKlpaXK8OHDlT59+iipqanm7VVVVcqMGTMUvV6vrFixwuKYzMxMpW/fvsrQoUOVzMxM8/aioiJl3Lhxil6vV5KSktrn4oRVmzdvVn799VfFaDRabM/JyVFGjRql6PV6ZfXq1ebtcv+7nqqqqka3z58/X9Hr9cqzzz5r3ib3XwghuoZOSY0u/pSRkUFCQgLBwcHceOONFvvuvfdeXFxcWL58ORUVFZ3UQtESw4cPJyIiwqL3oSmrV6+moKCAyZMn069fP/N2R0dH7r//fqCut+Ns3377LdXV1dx4442EhISYt3t6enLXXXcBdcsCiI530UUXMWbMmAZD+fz9/Zk5cyYA27dvN2+X+9/1ODo6Nrp94sSJwJ8L0oPcfyGE6CokmOpk27ZtA2DEiBENHsLc3NwYOHAglZWVpKSkdEbzRDvaunUrACNHjmywb8iQITg7O7Nr1y6qq6ttOubSSy+1KCPOHfULh589B0bu/4Vj/fr1wJ9ZaUHuvxBCdBUSTHWyY8eOARAREdHo/vDwcADS0tI6qkmig9Tf08buvVarJSQkhNraWjIzM206JiAgABcXF7Kzs6msrGyXNouWq62t5ccffwQsH4Ll/nddH3zwAYsWLeKll17ihhtuYMGCBcTExHDnnXeay8j9F0KIrkGy+XWysrIyANzd3RvdX7+9tLS0w9okOkZz997NzQ2AkpKSFh1TUVFBaWkpzs7O9myuaKXXX3+dQ4cOMWrUKItgSu5/17V06VLy8vLMX48cOZKXX34ZHx8f8za5/0II0TVIz5QQQrSTTz75hKVLlxIVFcUrr7zS2c0RHeSPP/7g4MGD/PHHHyxevJjMzEyuvvpq9u7d29lNE0IIYWcSTHWy+rePTfU81W9v6k2kOH81d+/r30J7eHi0+Bj5vHS+Tz/9lBdffJEePXrwySef4OXlZbFf7n/X5+fnx+WXX87SpUspKiqySFsu918IIboGCaY6WVRUFADHjx9vdH999qfIyMiOapLoIPX3tLF7X1tbS1ZWFlqtltDQUJuOycnJoaKigu7du8sQn0720Ucf8cILL6DX6/nkk0/w9/dvUEbu/4UjODiYHj16cPjwYQoKCgC5/0II0VVIMNXJhg0bBkBCQgImk8liX1lZGUlJSTg7OxMXF9cZzRPtaPjw4QBs2rSpwb4dO3ZQWVnJgAEDcHBwsOmY33//3aKM6Bzvvvsu8+bNo1evXnz88cf4+vo2Wk7u/4UlJycH+DOjo9x/IYToGiSY6mRhYWGMGDGCEydO8Nlnn1nsW7RoERUVFUyZMgUXF5dOaqFoLxMmTMDb25uVK1eye/du83aDwcCCBQsAuP766y2OmT59Og4ODnz22WdkZWWZtxcXF/POO+8AmNc0Eh3vrbfe4vXXX6dPnz589NFHFgkH/kruf9eSlpbW6PA7k8nEG2+8QX5+PgMGDMDT0xOQ+y+EEF2FSlEUpbMbcaHLyMhg5syZ5OfnM3bsWKKjo0lJSWHbtm1ERETw5Zdf4u3t3dnNFDZYt24d69atAyA3N5eEhARCQ0MZPHgwAN7e3hbzJtatW8d9992Ho6MjkyZNwtPTk/Xr15OWlsb48eNZsGBBgwWAly1bxn/+8x+8vLyYNGkSOp2ONWvWkJ2dza233mpRv+g433//PY8//jgajYZZs2Y1Om8lODiY6dOnm7+W+991fPTRR8yfP59BgwYREhKCl5cXeXl57Nixg8zMTPz9/fnoo4/o0aOH+Ri5/0IIcf6TYOoccerUKRYuXMimTZsoKirC39+fcePGMWfOHPObTHHuW7RoEYsXL25yf3BwsHkBz3qJiYksWbKE5ORkDAYD4eHhXHPNNcyePdtikdezrV+/nqVLl7J3714URSE6OppZs2Yxbdo0u16PsF1z9x5g6NChLFu2zGKb3P+u4dChQ3z55ZckJiaSnZ1tTk8eERHB6NGjmT17doMkJCD3XwghzncSTAkhhBBCCCFEK8icKSGEEEIIIYRoBQmmhBBCCCGEEKIVJJgSQgghhBBCiFaQYEoIIYQQQgghWkGCKSGEEEIIIYRoBQmmhBBCCCGEEKIVJJgSQgghhBBCiFbQdnYDhBDC3saMGcOJEyfMX6tUKpydnfHw8CAyMpJ+/foxefJkYmNjO7GV9hcTEwPAwYMHO7klQgghxIVBeqaEEF3WiBEjmDZtGldffTWXXnopYWFh7Nmzh3fffZepU6dy9913k5ub29nNFE3IysoiJiaGMWPGdHZTbDZmzBhiYmLIysrq7Ka0m++++46YmBgef/zxdj/Xtm3biImJYfbs2e1+rsbExMSYX1IIIURjpGdKCNFl3XnnnQwbNsxim8lkYv369bz88sv89ttvzJo1iy+//BJvb+9OaqX9/Pzzz53dBCGEEOKCIj1TQogLilqtZty4cXz77beEh4dz/Phx/vvf/3Z2s+wiOjqa6Ojozm6GEEIIccFQKYqidHYjhBDCnurnTH3yyScNeqbOtmHDBu666y40Gg0bN27E39/fvG/z5s2sXbuWxMRETp8+TXl5Of7+/gwdOpQ777yzQdDy97//na1btzJ//nwmT57c6PlefvllPvzwQ2677TYeffTRZq/DYDDw8ccfs2rVKo4fP05NTQ1eXl4EBwczfPhw/vnPf+Lo6Ggu39Scqfrvx6+//kp6ejrvvvsue/bsoba2lpiYGO666y7Gjh3baBtqamr47rvvWLFiBQcPHqSiogI/Pz9iYmKYPHkyU6ZMsSivKAo///wz3377LXv37qW8vBw/Pz9GjBjB3XffTUhISLPXDfD444/z/fffN7ovODiY9evXW5SbN28evXv35u233yYxMZGCggIee+wxbr75ZgAqKir47LPPWL16NWlpadTW1hIaGsqECRO49dZbcXV1tThHWVkZK1euZOPGjRw+fJicnBzUajXh4eGMHz+eW265BScnJ3P57777jrlz5zZ5Pb/++ishISHmctOmTWPu3LksWrSIdevWUVBQQHBwMDfddBPXX389AIcPH2bx4sXs2LGDsrIy9Ho9999/PyNHjmz0HC29xkWLFrF48WLmzJnD9ddfz8KFC9mwYQMFBQUEBAQwadIk7r33XovP2F/nI55t2rRpvPzyy01+D+qdPn2ad955h02bNpGdnY1arcbb25vo6GiuuOIKZsyYAcDs2bPZvn17o3UMHTqUZcuWAXDixAlWrFhBQkICGRkZ5Ofn4+LiQkxMDNdddx1XXXVVg+O3bdvGTTfdxNChQ3n33XdZsmQJa9as4eTJk0RGRjJu3DgWL17c5DXIvEQhRD0Z5ieEuGCNGjUKLy8vioqK2LZtG1deeaV537PPPkt2djY9e/Zk8ODBQN3D7Q8//MCaNWt4//33zduh7sFv69atfP75540GU1VVVXz33Xeo1Wrzw7I1JpOJO++8k61bt+Lu7s6QIUNwd3cnLy+PtLQ0lixZwqxZsywCwOZ88803LFmyhH79+jFq1CjS0tJISUnhnnvu4c0332TChAkW5YuLi7nrrrvYtWsXDg4ODBw4EF9fX3JyckhKSuLw4cMWwVRNTQ0PPvggv/zyC05OTvTt2xdfX18OHz7M119/zS+//MIHH3xAv379mm3roEGDqKioYM2aNbi4uDB+/HjzvsaGZCYlJfHss8/SrVs3hg4dSnl5Oc7OzgBkZ2dz2223ceTIEXx8fBgwYAAODg7s3r2bxYsXs3btWpYtW4anp6e5vgMHDvDMM8/g6+tLZGQkffv2paioiJSUFN58803Wr1/Pp59+ag40wsLCmDZtGmvWrKGiooLx48fj4uJiru/sfwOUlJQwY8YMysrKGDRoEEVFRezcuZN///vflJaWMmTIEG699VaCg4MZNmwY6enp7N69m7vuuouPP/6YIUOGWNTXmmusd+rUKaZPn46iKAwYMIDy8nISExN57733OHLkCEuWLDGXHT9+PMnJySQlJREWFsagQYMs7llzcnJyuOaaa8jNzSU4OJiRI0fi4ODA6dOnSUlJ4cSJE+Zgqn5fQkICfn5+FkFkVFSU+d8//vgjCxYsICwsjKioKAYOHEh2djaJiYls376dlJQUnnrqqUbbYzAYmD17NkePHmXIkCHExsZSU1NDr169mDZtmjmgnzZtWrPXJoS4QClCCNHFXHbZZYper1e2bt3abNmbb75Z0ev1yvz58y22r127VikuLrbYZjKZlC+++ELR6/XKxIkTFZPJZN5XW1trPu/BgwcbnOfrr79W9Hq9cuedd9p0Ddu3b1f0er0ybdo0pby8vEE7du7cqVRUVFhs1+v1il6vb1BXfbv69OmjbNy40WLfW2+9pej1euXyyy9vcNw//vEPRa/XKzNmzFCys7Mt9lVVVSkbNmyw2Pbqq68qer1eufHGG5VTp05Z7Fu2bJmi1+uVcePGKTU1Nc1/AxRFyczMVPR6vXLZZZc1Weaxxx4zX/f8+fMVo9Fosd9kMikzZsxQ9Hq98vzzzyuVlZXmfZWVlcrDDz+s6PV65bHHHrM47tSpU8rmzZsb1FdcXKzcdtttil6vV955550G7an/XmdmZjba3m+//dbc3nvvvVepqqoy79uwYYOi1+uV+Ph45bLLLlM++OADi2NffvllRa/XKzfddJNdrnHhwoXmtjz55JOKwWAw7zty5IgSHx+v6PV6ZefOnY1ew1/rs8WiRYsUvV6vPP300xY/P4qiKAaDQdm+fbvFtq1btyp6vV6ZNWtWk3WmpKQohw4darA9LS1NGTVqlKLX65Xk5ORG69Xr9crUqVOV3NzcRutu6mdKCCHqyZwpIcQFrb6Xo6ioyGL7uHHj8PDwsNimUqmYOXMmAwYM4OjRoxw5csS8T6PRmHucPv/88wbnqd92ww032NSuvLw8oO5t/197NVQqFYMGDTL3vNhq9uzZXHrppRbbbr/9dtzd3UlPT+fkyZPm7fv37+fXX3/F1dWVt99+m27dulkc5+joyKhRo8xfFxUVsWzZMlxcXFiwYAHdu3e3KD9r1ixGjx5NRkYGv//+e4vabYuoqCjuu+8+1GrLP2u///47u3btIj4+nieffNJiaJ6TkxPPPfccvr6+/PTTTxQXF5v3de/enYsuuqhBfR4eHuZejjVr1rS6va6urvz73/+2GEI3atQoYmNjqaioICAggFtvvdXimLvuuguAxMREampq2nyN9QIDA3nqqadwcHAwb4uOjmbq1KkAbNmypdXX+Vf5+fkAXHrppahUKot9Dg4ODXrcbNG/f3969uzZYHtERAT//Oc/AVi9enWTxz/zzDP4+fm1+LxCCAEyzE8IcYEzmUwADR6aoW7o1IYNGzh27BhlZWXmsvWBzvHjxy0e4v72t7+xePFili9fzsMPP4ybmxsAKSkp7N27l9DQ0Cbnu/xVnz590Gg0fPPNN0RERDB+/Pg2P/CNHj26wTYHBwdCQ0PZt28fOTk5BAUFAbBp0yagbo6Mj49Ps3Vv27aNqqoqRo8eja+vb6NlhgwZwoYNG0hOTrZ7uvOxY8ei0WgabK8P3K644opG77GLiwt9+/Zl48aN7N69mxEjRpj3KYpCYmIiO3fuJDs7G4PBgKIoKGemGh8/frzV7e3bt2+j39fw8HAOHDhg0Y56Xl5e5mGpRUVF5iGebblGgOHDh1sEYPXqh9Ll5OS0/AKb0L9/fz7//HNeffVVAC6++OIGLwtaw2AwsGnTJnbv3k1hYSHV1dUA5qUPmrpXfn5+DBw4sM3nF0JcuCSYEkJc0AoLCwEazCVZuHAh77zzDrW1tU0eW1ZWZvG1l5cXV111FV9//TU//vgjN954I/Bnr9T111/f6MNuY8LCwpg7dy7//e9/ef7553n++ecJDQ1lwIABjB07lssvv7zR4MGa+kDpr+qDPoPBYN5Wn2Tg7Lkp1mRmZgJ1ST2aW5enoKDApjpboqlrq2/XK6+8wiuvvGJzu/Ly8pgzZw67du1qsvxf739L/LXnrl59YNHUfldXV4qKiizuVWuvsV5gYGCjZes/F/WBiT1MnTqVhIQEVqxYwT333INGo6Fnz54MGTKESZMmtSqw2bVrF//617/Izs5uskxT96qpz40QQthKgikhxAVLURT2798PgF6vN29fs2YNb731lnko1vDhw/H39ze/vX/ooYdYsWKFuYfibLNmzeLrr7/myy+/5MYbb6SwsJBVq1bh6OjINddc06L2zZ49mwkTJrBu3ToSExNJSkpi+fLlLF++nF69evHpp5+aH3ht8ddhVfYqC3/28EVGRhIfH2+1bFxcXIvqtkVjPSsARqMRqMv+FhwcbLWOsx+sn3rqKXbt2sXAgQO59957iY2Nxd3dHZ1OR3V1tU1JNKxpLqi2NeiG1l9ja87VVmq1mtdff5277rqLDRs2kJSURFJSEsuWLWPZsmVcc801vPTSSzbXV1lZyZw5c8jLy+Paa6/l+uuvJzw8HFdXV9RqNQkJCdx2221NHt/U50YIIWwlwZQQ4oK1YcMGiouL0el0FinU6+dXPPjgg/ztb39rcFx6enqTdcbGxjJkyBB27NjBjh07SE5OxmAwMH36dLy8vFrcRn9/f66//nrzfKwDBw7wyCOPsH//ft59910efPDBFtdpi/qH7rS0NJvK1/ek6PV6m9Jjd5T6XpcJEyaYewqbU1FRwcaNG9FoNLzzzjsN5s5lZGTYvZ1t0Zpr7Gx6vd78AsNkMrFx40Yeeughvv32WyZNmtToMMfG7Nixg7y8PPr06cOLL77YYL+1n1UhhLAHSUAhhLggFRcXM2/ePKBu6NHZ83zqJ+k3NtTq6NGj5t6spsyaNQuATz/9lC+//BKwPfFEc2JjY7npppuAusCqvdQ/zP766682Dcu7+OKL0el0bNmyhZKSEru0QafTAVgdatmc+oQb1hIQ/FVpaSkmkwlXV9cGgRTATz/91OSx9W2u7y3qCK25xrawx305m1qt5rLLLjOvdXb257q5c9X/rDY1VHHFihVtapu9r1UI0fVIMCWEuKCYTCZ+/fVXrr32WtLT04mKimqwgG79PKGvv/7aYr5Ifn4+jz32WLMPVuPGjSMwMJDVq1eTlZVFv379WjwsbMuWLWzcuLHBuYxGoznhQHvO9+jduzeXXXYZ5eXlzJkzp0ESAoPBwMaNG81f+/n5ccMNN1BSUsI//vEPjh492qDOiooKfvrpJ3MCj+b4+Pig0+nIz89vNAudLcaNG0efPn3Yvn07zzzzTIOsjVCXpOCrr76yuBZPT09KSkoaBE6///47H374YZPnCwgIAGj0+ttLa66xLeozOx47dqzFx/7www/s3bu3wfbCwkKSk5MBy891/bkyMjIa/bmr/1ndunWrxffcZDKxePFikpKSWtzGs3XG/RRCnF9kmJ8Qost69913zYtuGgwGCgoK2Ldvn7nnZNy4cTz//PMNkk/8/e9/54cffmDDhg1cccUV9O/fH4PBwPbt2wkMDGTcuHGsW7euyfNqtVquv/565s+fD9CqoVcHDx5k3rx5uLu707t3b/z9/amqqiIlJYXc3Fz8/f254447WlxvS7z88svcfvvtJCYmMm7cOAYNGoSPjw85OTkcOHAAd3d31q9fby7/yCOPkJOTw6pVq7jqqquIjY0lNDQUlUrFiRMnOHDgANXV1fz88882ZSbU6XSMHj2atWvXMm3aNAYMGICTkxPe3t48/PDDNl2DWq3m7bff5o477uD//u//WLFiBbGxsQQGBmIwGDh+/DhHjhzB19eX6667DqhLc3/33Xfz3//+l4cffpjPPvuM4OBgMjIySE1N5e6777ZYyPZsl19+Odu3b+fhhx9mxIgRuLu7A/Dwww83utiwPbTmGtsiPj4ef39/9u7dy/Tp0+nZsydarZaBAwc2Oy/wl19+4bHHHqNbt2706tULd3d3ioqKSExMpKKigsGDB3P55ZebywcHB9O7d2/27dvHlClT6NOnDw4ODkRGRnL77bfTp08fLrvsMn777Teuvvpqhg0bhru7O7t37+bUqVPcfvvtvP/++62+1ssvv5yPPvqIm2++meHDh5sThDQ2pFAIcWGSYEoI0WUlJCQAdckUnJ2d8fDwoE+fPvTv358rr7zSIunE2UJDQ/n+++954403SExM5LfffqNbt27MmDGDe+65x6YHqYsvvpj58+fj5eXFpEmTWtz2MWPGUFpayo4dO8jIyGDXrl24uLgQFBTEzJkzueGGG2xKWd4WXl5efP7553z11VesWLGC1NRUqqur8fPzY9CgQVx11VUW5XU6HW+++SZTpkzhm2++ITU1lUOHDuHq6oq/vz9XXnklY8eOJSwszOY2vPDCC3h6epKQkMDq1aupra0lODjY5mAK6oZrfvPNN3zzzTesWrWKQ4cOkZqaipeXFwEBAdxyyy0WD/AAt956K8HBwSxdupTDhw9z6NAh9Ho9r776KlOmTGkymJo1axZlZWX89NNP/Pbbb+aezX/84x/tFky19hpby8HBgffff5833niD5ORk9u/fj8lkwmg0NhtM1X9fd+3axZ49eyguLsbb25vevXszbdo0pkyZYh5aV2/RokW89tpr7Nixg5UrV2I0Ghk6dCi33347UJd586OPPmL58uVs374dFxcX4uPjef3116mqqmpTMPXAAw+gUqlYu3Yta9euNa/vJcGUEKKeSmksHZUQQog2eemll/j444+5/fbbeeSRRzq7OUIIIYRoBxJMCSGEnZ06dYpJkyZRU1PD2rVrm5wcL4QQQojzmwzzE0IIO3nttdfIzs5m8+bNVFRUcNttt0kgJYQQQnRh0jMlhBB2MmbMGE6ePIm/vz9Tp07l/vvvbzD/QwghhBBdhwRTQgghhBBCCNEKss6UEEIIIYQQQrSCBFNCCCGEEEII0QoSTAkhhBBCCCFEK0gwJYQQQgghhBCtIMGUEEIIIYQQQrTC/wMCxcSWRQzNBAAAAABJRU5ErkJggg==\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "<Figure size 864x432 with 1 Axes>", "image/png": 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IIYQQQgSlbBIFYHN5+HN3JlfOWMMDQ9oy9bfdZBU6cLi1Cu2vXdqVtgk1W4J9+PBRDBgwCE3TyMhI55dffmLatCns3buHhx9+nNzcHKZPf4/GjePp0KEjWVmZNRpfTSibRAG4nR7StuUwd9pmuo9pyYafD2AvcOJ2aRXaB49vT2xSRI3F6u/5OtVrr72M2x1aBb6qkERKCCGEEKKBSrfamfbnXtYdzOG4NbQzdRxujaP5dib+uMVn+9UfrQ1ovCZRRnq2iOPec1JJiDKFFFv79h0ZNWpM6eeXXHI51113BT/99D233XYH8fEJfPfdHJo0SQJgxIjBId2vOhXlOdj460HS9+VTlOcMaSyPS6Mw18Gymbt8tv/65uaAxouIMZDYOpqzzm9BRLSxynH5e74aN44vbVuy5A/+/PN37rjjX7z99rQq37MqZI+UEEIIIUQDdDi3iPGfrmfu1uMhJ1HV4bjVwdytxxn/6XoO5xaFdezIyCi6du2GpmmkpR3GaDSWJlF1mTXbzvx3tnDgr6yQk6jqUJTn5MBfWcx/ZwvWbHvYxj31+SpRWFjA1Kkvc/HFl9GxY+ew3S9QkkgJIYQQQjRAM1YcJLOg7iVQp8oocDBj5cGwjqlpGocOHQIgNjYurGNXp61/pGGz1r0E6lS2fCdb/0gL23jenq93330Tt9vNP/5xV9juFQxZ2ieEEEII0QAt3ZtV2yEEbOme0GK1223k5OSgaRqZmRl8++2X7Nq1gy5dutGiRcswRVn9juzIre0QAhZKrIE8X5s3b+L777/lqaeeJyoqKlxhB0USKSGEEEIIcVr74IP/8sEH/y39XFVVzj77HCZOrFi4QNQ+f8+Xy+Xi5Zefp3fvfgwbNrK2wpRESgghhBCiIRqU2pgf6sn5ToPaNA7p+gsvvIQhQ4ajKApmcwQtW7YkJiY2TNHVnKbtY9m7NqO2wwhI0/ZV//76e74+/fRDDh06xKRJU8IRapVJIiWEEEII0QDd1L8FS/dmkVHH90klRBq5qV+LkMZo3rwlffr0C1NEtafTuSkc2ZGLLb9u75MyRxvodG5Kla/39XxlZGTw8cczGD167Im9UwdPPF58gHBeXi6HDh0kPj6BiIjqLdkuiZQQQgghRAPULDaCT67vwethKn8ebuEsf366iGpkYsQ/O7NxbnjKn4dbuMqf+5KdnYnDYeeHH77jhx++q9D+6acf8umnH/Lccy8yZMjwaomhhCRSQgghhBANVEKUiefGdAz6upHvLCe7sPI38Wa9WnpQb2WSY0zMvq3+zw7VlohoI/2vaBv0dT+8uB57gavSNp1BLT2otzKWOCPjHjwr6HtWh6ZNm/Hccy9WeHzv3j1Mn/4e558/lkGDBtO165nVHoskUkIIIYQQIij/GpzK5IW7KiRMZr3KPwa24r1l+ytNpsx6ladGdaipMIPy7bdfkp+fDxQXMzh27Cgffvg/ANq1a8/ZZ59Tm+GF7MwRzVk350CFhElnUOkyNIW/F6VVmkzpDCp9L0mtqTD9ioqKqnSmKTZ2DQBt2rSr9pmoEpJICSGEEEKIoFzYNZnle7P4c3cmDrcGFCdJr13alV4t4uiUFM39szaXS6bMepVXL+lK75ZxtRS1bzNnfsrRo0dKPz9yJI3//e9dAEaPHlfvE6nUXokc2ZVL2rYcPK7i50xnUBk8/gyapMbQOCWSxZ/uLJdM6Qwqg68/gyZtYmor7DpN0TRNq+0g6iKn001OTmFthwFAXJylzsQiaoe8BoS8Bho2ef5FuBw9up/k5FZhGavI6ebKGWs4mm8vl0SVWHMgpzSZqutJVEPhcriZO20zhbmOcklUieN78kqTqYaQRAXy7yExMdprmxrugMIpOzubr7/+mrvuuosRI0Zw5pln0qtXL6655hq+/vprPJ7K13KuW7eO2267jb59+3LmmWdywQUX8OGHH+J2u2v4KxBCCCGEOD1FGHS8dmlXWsSZKyRRAL1bxvHqJV1JjjFJElVH6I06Bo9vT1S8qUISBdCkTQyDrz8DS5zxtE+iwqFOz0jNnDmTp59+msTERPr160dKSgoZGRnMnz+f/Px8Ro0axeuvv46iKKXXLFiwgHvuuQeTycTo0aOJjY3lt99+Y+/evYwaNYpp06YFdG+ZkRJ1ibwGhLwGGjZ5/kW4hHNGSoj6LtQZqTqdSC1fvpyioiLOO+88VPXk5Fl6ejpXXHEFR44cYdq0aYwaNQoAq9XKiBEjyM/PZ+bMmXTr1g0Au93ODTfcwPr165k6dSpjx471e29JpERdIq8BIa+Bhk2efxEukkgJcdJpvbRvwIABDB06tFwSBZCYmMjVV18NwKpVq0ofnzt3LllZWYwdO7Y0iQIwmUzce++9QPEslxBCCCGEEEKEok4nUr7o9cUFB3U6XeljK1asAGDw4MEV+vfp04eIiAjWr1+Pw1G3DpwTQgghhBBC1C/1MpFyuVz88MMPQPmkae/evQC0bt26wjV6vZ7mzZvjcrk4ePBgjcQphBBCCCGEOD3Vy3OkpkyZwo4dOzj33HPLJVJWqxWA6OjK1zJGRUUBkJeX5/ceOp1CXJwlDNGGTqdT60wsonbIa0DIa6Bhk+dfhMuxYwo6Xb38PboQYacoob3fr3eJ1Mcff8z06dNp06YNL7/8crXdx+3W6szGXtlkLOQ1IOQ10LDJ8y/CRdM03O7Kj48RoqHRNP/v9+ttsYlTffrpp/znP/+hXbt2fPzxx8TFxZVrL5lxys/Pr/T6khmrmBipiS+EEEIIIYSounqTSH344Yc899xztG/fno8//pjExMQKfVJTUwHYt29fhTaXy8WhQ4fQ6/W0aNGiusMVQgghhBBCnMbqRSL13nvvMWnSJDp16sRHH31EfHx8pf369+8PwOLFiyu0rV69mqKiInr06IHRaKzWeIUQQgghhBCntzqfSL311ltMmTKFLl268OGHH9K4cWOvfc8//3waNWrEnDlz2LRpU+njdrud119/HYBrrrmm2mMWQgghhBBCnN7qdLGJWbNmMW3aNHQ6Hb179+aTTz6p0KdZs2ZceumlQPEeqeeff5577rmHCRMmMGbMGGJjY1m0aBF79+5l1KhRjBkzpqa/DCGEEEKI05Lh0FKi599DQf+J2DtdVaHdtPVLopZPwjrg0UrbRc1zrFuD9bknibj1DiLGXlihvWjOjxT+9y0st99Vabs4SdE0TavtILx54403ePPNN3326du3b4UEa+3atbz77rts2LABu91Oq1atuOyyyxg/fny5A3x9cTrddaZCklRrEvIaEPIaaNjk+RfhcvTofpKTW4VlLMOhpcTOuRHFVYSmj8Deajj5w6aAwQLOQqIXPoBx/0LUytpryLp1a7jnnjvKPRYREUGLFq04//yxXHbZleh0OrZv38b8+XNZt241aWlpADRv3oIxYy7gwgsvQa+v03MPAXOsW0PexAfAbgOzGeOAs4l+9N8oERFoRUXkT3oWx/KlYKvYXhMCfb6OHEnjiisqT/JSU9vwySdfBXS/QP49+KraV6cTqdokiZSoS+Q1IOQ10LDJ8y/CJVyJVNkkqoSmM+GJSMA6+GmiFj+NWpSB4rZXaM8d9zHu+A4hxxCIkjfmw4ePYsCAQWiaRkZGOr/88hP79+/jggsu4eGHH+eppx5lzZpVDB58Hh06dMLjcbN06RJWrVpO3779mTLlDRRFqZGYq0u5JKqE0YjaqDGR99xPwbRX8WRngcNRoT1m8qvoU9tWe4yBPl8lidQ55wzh3HOHlBsjKiqaQYMGe7lDeaEmUqdHei2EEEIIIYKmFhwlctl/MKStQGc9EtJYituOznqY2F9u89ne+IthAY3njmqKM6U/BQOfwBOZFFJs7dt3ZNSok9s7Lrnkcq677gp++ul7brvtDi677Coee+xpTCZTaZ/LLruKZ5/9N/Pm/cKyZUsCfnNe3dwZ6RS+/QbOjevwHD8e2mAOB55jR8l//GGf7TkTAqsxoDZpguGsnkTeeQ9qQkKVw/L3fJVo27ZduX41rc4XmxBCCCGEEOGn5h0g7qsxmHfMCjmJqg466xHMO2YR99UY1LwDYR07MjKKrl27oWkaaWmHOfPM7uWSqBJDh44AYM+e3WG9f1W50w6Tc8sE7PPnhp5EVQPP8ePY588l59YJuNMOh23cU5+vsux2OzabzcuV1UsSKSGEEEKIBsiyZhq6wrr3ZvxUusJjWNa+EdYxNU3j0KFDAMTGxnntl55e/P3xVTW6JhV+PAMtK7O2w/DLk5lB4Scfhm08b8/XF198xvDhZzN8+NlceulY/ve/d3GUXZpYzWRpnxBCCCFEA2Tc/1tthxAw475FIV1vt9vIyclB0zQyMzP49tsv2bVrB126dKNFi5aVXlNYWMjnn39CVFQUgwefG9L9w8W5YllthxAw5/KlVb7W3/N19OhRevXqw+DB55Kc3JScnGwWLVrAhx/+j82b/2LKlDcCLjAXCkmkhBBCCCHEae2DD/7LBx/8t/RzVVU5++xzmDjx8Ur7u91unnvu3xw5cpinnnqemJjYmgpV4P/5Sk5O5vXX3yl3zbhxF/PSS/9h9uxZLFw4j5EjR1d7nJJICSGEEEI0QI5WQ4jY+kVthxEQR+uhIV1/4YWXMGTIcBRFwWyOoGXLll6TI4/Hw6RJz7J48R/84x93MmLE+SHdO5wM/Qdin/NjbYcREMOAQVW+Npjnq6wbbriZ2bNnsWzZEkmkhBBCCCFE9SjsfQ/G/b+hKzxW26H45LYkUdjr7pDGaN68JX369PPbz+Px8OKLzzF37hxuuuk2Jky4OaT7hptlwk04VyzDk5lR26H4pMYnYBl/Y5WvD/T5OlWTJknodDpyc3OqfO9gSLEJIYQQQogGyBPTkpwrf8bW/hLcUU1rO5wK3FFNsbW/hJwrf8YTU/k+pnAqSaJ+/nk2N9xwC7fccnu13zNYupRmxP3vY0wjzkdt0qS2w6lAbdIE04jzifvfx+hSmtX4/dPSDuN2u2usOIjMSAkhhBBCNFCeyCTyRwRfES9+enfUospnRTR9RLmDek/ljm5G1oSVQd+zOmmaxksvPc/PP89m/PibuO22f9Z2SF6pCQlEP/ls0NdlXjgKLTu78kaTufxBvafeMymZxt/UnSWFubk5Faotejwe3n//bQAGDjynRuIIKpGaMGFCWG6qKAofffRRWMYSQgghhBA1yzrgUaL/fKJCwqTpIyjo8wCRq6dWmkxp+gjyh06tqTAD9tZbrzNnzo+0a9ee1q1T+fXXn8u1N2vWnK5dz6yl6MLDcvtdFLz2Cpx65pLJjOXm2yic/n7lyZTJTNRjT9ZMkAF66aX/UFBQQLduZ9KkSRK5uTn8/vsitm/fyuDB5zJkSGCHPocqqERq1apVYbmpoihhGUcIIYQQQtQ8e6erMO7/HdO+eShuO1CcJOWO+whns4G4mpxJ7JwbyyVTmj6C3LEf4mxe9SIE1WXbti0A7Nq1g+eeq5g0jB49rt4nUhFjL8S5cgWOpX9CyVlLJjMxk1/F2KMX+o6dyJv4QPlkymQm5uWpGHv2rp2gvRg4cBBz5/7Mjz/OIi8vF4PBSGpqGx544GEuvvgyVLVmdi8pmqZpgXbu2LEjgwcP5rbbbqvyDd977z2WLl3K1q1bqzxGTXA63eTkFNZ2GADExVnqTCyidshrQMhroGGT51+Ey9Gj+0lObhWewZyFNP58CKr1MJRJokoYDi0tTabqchLVkGhFRWSPvwrPsaPlkqgSjnVrTiZTdTSJCqdA/j0kJkZ7bQt6j1RCQgJ9+/YN9rJSs2bNqvK1QgghhBCijjBYyB33MTG/3Ip1yEvlkigAZ/NB5I79kOhFD5A/dKokUXWAEhFBzORXyXtsIlETHyuXRAEYe/Ym5uWpWF94lqjHnjytk6hwCCqR6tixIykpKSHdMDk5mQ4dOoQ0hhBCCCGEqH3u+A5kX7/Ya7uz+aA6V1iiodOntqXxzG+9tht79q5ThSXqsqCW9jUksrRP1CXyGhDyGmjY5PkX4RLWpX1C1HOhLu2Tc6SEEEIIIYQQIkiSSAkhhBBCCCFEkMKSSKWlpfH999+HYyghhBBCCCGEqPPCkkht2rSJRx99NBxDCSGEEEIIIUSdJ0v7hBBCCCGEECJIPsufX3DBBQENUlBQEJZghBBCCCGEEKI+8JlI7dmzh3bt2tG5c2efgxw+fJgjR46ENTAhhBBCCCGEqKt8JlJnnHEGrVq1YtKkST4H+fXXX1m9enVYAxNCCCGEEEKIusrnHqkzzzyTv/76K6CB5FxfIYQQQgghREPhM5G69dZbeeKJJ/wOcu6557Jw4cKwBSWEEEIIIeq+9ZlruWLhhfxy8KdK2385+BOXLhjrtV2I+szn0r6WLVvSsmVLv4OYzWaaNWsWtqCEEEIIIUTdtj5zLY+tfgi7x8YbW6ayOmMFD3V7nAh9BEWuIl7+6z+sTF+GzV2xvaasW7eGe+65o9xjERERtGjRivPPH8tll12JTqdj8+ZNfPHFJ+zcuYOsrCwAkpOTGTJkOFdeeS1RUVE1FrOoP3wmUkIIIYQQQpyqbBIFYHPbWHZsCTdlX8tdne/jrS2vkePIxuFxVGif1GcKqdFtajTe4cNHMWDAIDRNIyMjnV9++Ylp06awd+8eHn74cQ4e3I/NZmPkyNHExyegaRpbt/7Nxx9P5/ffF/L++x9hMplrNGZR91UpkbLZbGzatIk+ffqEOx4hhBBCCFFDMmzpvLftLTZmbSDddjyksRweB8dtx3hq3aM+229ZfH1A4yWam3BW4+7c3vFfxJsTQoqtffuOjBo1pvTzSy65nOuuu4Kffvqe2267g9GjxzF69Lhy11xyyeW0bp3K229PY8mSxQwbNiKkGMTpp0oH8qalpTFhwoRwxyKEEEIIIWrIkcI07lh6MwvS5oWcRFWHdNtxFqTN446lN3OkMC2sY0dGRtG1azc0TSMt7bDXfklJTQHIz88L6/3F6aFKiZQQQgghhKjfPtv1EVn2zNoOw69Mewaf7f4orGNqmsahQ4cAiI2NK33cZrORk5PD0aNH+eOP33j33TcwGAz06dMvrPcXpwfZIyWEEEII0QCtTF9e2yEEbOXx0GK124sTJE3TyMzM4Ntvv2TXrh106dKNFi1OFlb73//e5YsvPi39PDW1DS+99CrNmjUP6f7i9CSJlBBCCCGEOK198MF/+eCD/5Z+rqoqZ599DhMnPl6u30UXXUq/fgOwWvPZvHkT69evJScnp4ajFfWFJFJCCCGEEA1Qv8QB/Hxodm2HEZB+TQaEdP2FF17CkCHDURQFszmCli1bEhMTW6FfixYtS2eohgwZzsqVy3nwwbtRFBgx4vyQYhCnH9kjJYQQQgjRAF3X7gbiTaFVw6sJ8aYErmt7Q0hjNG/ekj59+tG7d1+6du1WaRJVmX79BtC4cTyzZn0T0v3F6UkSKSGEEEKIBqipJYV3B01neMpIEs1NajucChLNTRieMpJ3B02nqSWl1uJwOOzk5UnVPlGRLO0TQgghhGig4s0JPNb96aCvu3TBWHIc2ZW2mVRz6UG9lUkyJzNz6HdB37M6ZWZmEB9fcXbul19+wmq1cu65Q2shKlHXVTmR0jQtnHEIIYQQQoh64rYO/+SNLVOxucsnTCbVzA3tb+GjHR9UmkyZVDMTz3q8wuO17aGH7iUmJpauXc8kKSkZq9XKX39tYMmSP2jSJImbb/5HbYco6qAqJVJNmjRh0qRJ4Y5FCCGEEELUA6NbjGN1xgqWHVuCw+MAipOkSX1eoXt8TzrEduSx1Q+VS6ZMqpkX+kymR3yv2grbqwsuuITff1/E7Nnfk5ubg16vp1mz5lx33Q1cc8315c6aEqKEosnUUqWcTjc5OYW1HQYAcXGWOhOLqB3yGhDyGmjY5PkX4XL06H6Sk1uFZawiVxE3/Xktx23HyiVRJdZnri1NpupyEiUarkD+PSQmRnttk2ITQgghhBAiaBH6CCb1mUIzS/MKSRRAj/hevNBnMknmZEmixGlJik0IIYQQQogqSY1uwyfnfeW1vUd8rzpXWEKIcAk5kcrOzmblypVs3bqVjIwM8vPziYmJIT4+ns6dO9O3b18aNWoUjliFEEIIIYQQok6oUiLlcrmYO3cun3/+ORs2bEDTtEqr+CmKgqIo9OjRg2uvvZZRo0ah18skmBBCCCGEEKJ+Czqr+f7773n11Vc5fvw4mqaRkJBA9+7dadu2LXFxcURFRWG1WsnJyWHXrl1s2LCBtWvXsm7dOiZPnsz999/PRRddVB1fixBCCCGEEELUiKASqSuuuILNmzcTHx/PTTfdxCWXXMIZZ5zh97odO3Ywa9YsZs+ezSOPPMJnn33GV195X08rhBBCCCGEEHVZUInUkSNHeOKJJ7jyyisxGAwBX9e+fXsefvhhHnjgAb788kvefffdoAMVQgghhBCh0zQNRVFqOwwhalU4ToAKKpFasGABZrO5yjczGAxcf/31XH755VUeQwghhBBCVI2q6nC73bJnXTR4Ho8bVdWFNEZQ50iFkkRVxzhCCCGEECJwJlMENltBbYchRK2z2YowGIwhjVFtB/Lu27ePX3/9lU2bNlXXLYQQQgghRBAiI2MoLMzHas3F5XKFZXmTEPWJpmk4HDYKCnKJiooLaayQ5nXnzZvH119/zb/+9S/OOuus0sfffvtt3nzzzdJ/nGPHjuWVV14JKVAhhBBCCBEavd5A48ZJFBTkkZV1FI/HXdshCVHj9HoD0dGNQp6RCimR+vHHH1mzZg3t27cvfWzHjh1MmzYNvV7PWWedxa5du5gzZw4jR45k5MiRIQUrhBBCCCFCo9cbiI2Nr+0whKj3Qlrat2XLFjp06EBERETpYz/++COKovD888/z2Wef8c0336DX66XcuRBCCCGEEOK0EVIilZOTQ1JSUrnHVq9ejcViYdy4cQC0aNGCXr16sWfPnlBuJYQQQgghhBB1RkiJlMPhKLdJ0eFwsHXrVrp3716urGZCQgIZGRmh3EoIIYQQQggh6oyQEqkmTZqwe/fu0s/XrFmDw+GgZ8+e5foVFhYSFRUVyq2EEEIIIYQQos4IKZHq06cPe/bs4f3332fbtm28/vrrKIrC4MGDy/XbuXMnycnJIQUqhBBCCCGEEHVFSInUHXfcgcViYerUqVxyySVs3LiRAQMGcOaZZ5b22bt3LwcPHiz3mBBCCCGEEELUZyGVP09NTWXmzJnMmDGDrKwsunXrxq233lquz/Lly+nYsSNDhgwJKVAhhBBCCCGEqCsUTY60rpTT6SYnp7C2wwAgLs5SZ2IRtUNeA0JeAw2bPP9CCFE7EhOjvbYFtbRvzZo1IQcjhBBCCCGEEPVdUEv7rr/+euLj4xk2bBjDhw9n4MCB5cqcV4e5c+eyevVqtm7dyrZt2ygoKOCCCy7glVdeqdD30KFDDBs2zOtYY8aM4dVXX63OcIUQQgghhBANQNCJ1MKFC/nqq6/4+uuviYqK4txzz2XkyJEMHjyYiIiIsAf4zjvvsG3bNiwWC8nJyQEd7NuxY0eGDx9e4fEzzjgj7PEJIYQQQgghGp6gEqknnniCJ554gk2bNjFv3jwWLFjATz/9xJw5czCZTAwaNIgRI0YwZMgQYmNjwxLgo48+SnJyMq1atWLVqlVMmDDB7zWdOnXi7rvvDsv9hRBCCCGEEOJUVVqX161bN7p168aDDz7I7t27+fXXX5k/fz4LFy5k0aJF6HQ6+vbty4gRIxg2bBhNmjSpcoD9+/ev8rVCCCGEEEIIUR1C3uDUtm1b7rzzTu68804OHz7MvHnzmDdvHitWrGDZsmU899xznHnmmYwYMYIRI0bQsmXLcMTt0/Hjx/niiy/IyckhLi6O7t2707Fjx2q/rxBCCCGEEKJhCGuliGbNmnHTTTdx0003kZmZyfz585k/fz4rV65kw4YNvPLKK0ycOJGbbropnLetYOnSpSxdurTcY3379uWll14iJSWlWu8thBBCCCGEOP1VW8m9+Ph4rr76aq6++mry8/NZuHAhCxYswOPxVNctiYiI4M4772T48OG0aNECgO3bt/PGG2+wcuVKbrzxRr7//nssFovfsXQ6hbg4//1qgk6n1plYRO2Q14CQ10DDJs+/EELUPfXqQN6VK1cyYcIEr+XPvXG5XFx77bVs3LiRxx57jBtuuMHvNXIgr6hL5DUg5DXQsMnzL4QQtcPXgbxhmZE6cuQIq1at4vjx49jt9kr7KIrCXXfdFY7bBU2v13PFFVewceNG1qxZE1AiJYQQQgghhBDehJRIuVwunn32Wb755htKJrZOneBSFAVN02o1kQJo1KgRAIWF8hs9IYQQQgghRGhCSqTeeOMNvvrqK/R6Peeccw6tWrUiMjIyXLGF1caNGwFK904JIYQQQgghRFWFlEj9+OOPREREMHPmzDpRXvzvv/+mU6dOqKpa7vHly5fz4YcfAnDhhRfWQmRCCCGEEEKI00lIiVRmZiYDBgyo1iRqwYIFLFiwAID09HQANmzYwCOPPAIUL9l7+OGHAXjxxRfZt28fPXr0IDk5GSiu2rdixQoA7r33Xnr27FltsQohhBBCCCEahpASqaZNm2I0GsMVS6W2bt3KrFmzyj128OBBDh48CBSfXVWSSF144YUsWLCAzZs3s3jxYpxOJwkJCYwePZrrr7+e3r17V2usQgghhBBCiIYhpPLn06ZN47PPPmPRokV1dm9UVUn5c1GXyGtAyGugYZPnXwghaoev8ueq15YA3HHHHaSmpnL77bezd+/eUIYSpznDoaU0ntEL09YvK203bf2S+OndvbYLIYQQQghRl4R8IG9hYSFXXXUVe/bsISUlheTkZBRFqXgjReGjjz4K5VY1SmakwsdwaCmxc25EcRWh6SOwtxpO/rApYLCAs5DohQ9g3L8QtbJ2AdT/14AInbwGGjZ5/oUQonb4mpEKKZHKysri5ptvZvv27RXOj6pwI0Vh69atVb1VjZNEKjzKJlElNJ0JT0QC1sFPE7X4adSiDBS3vUJ77riPccd3qI2w65z6/BoQ4SGvgYZNnn8hhKgdvhKpkIpNTJkyhW3btpGamsrVV19Nq1atsFhkFkGcFD3/nnJJFIDitqNaDxMz9w7Q3Jw6f1na/sutZF+/uOaCFUIIIYQQIkAhJVJ//PEHiYmJfPXVV0RHe8/WRMNV0H8iUX8+gXpqMgWgub1fqI/AOuSlao1NCCGEEEKIqgqp2ERBQQE9evSQJEp4Ze90FY5Ww9F0poCv0fQR5I77CGezgdUYmRBCCCGEEFUXUiLVpk0bCgoKwhWLOE3lD5uCJyKBQDbjSRIlhBBCCCHqg5ASqeuuu45Vq1ZJ6XPhm8GCdfAzUGE3VHmazkhBnwckiRJCCCGEEHVeSInUpZdeyg033MD48eP5+uuvOXr0aLjiEqcTZyFRi58CP3NSittB5OqpGA4vq5m4hBBCCCGEqKKQyp936tQp8BspClu2bKnqrWqclD8Pn+i5/8S071cUtyOg/rK8r6L6/hoQoZPXQMMmz78QQtQOX+XPQ5qR0jQt4D8ejyeUW4l6yrT1S4z7FwScRAEoriJif7pBZqaEEEIIIUSdFVL5823btoUrDnGailo+qULp80AoriKiF95P1oSV1RCVEEIIIYQQoQlpRkoIf6wDHkXTRwR9naaPIH/o1GqISAghhBBCiNBJIiWqlb3TVdhbDUdTAn+pafoIcsd+iLP5oGqMTAghhBBCiKqTREpUu/xhU0A1BNRX05kkiRJCCCGEEHVeSHukShw5coRVq1Zx/Phx7HZ7pX0UReGuu+4Kx+1EfWOw4I5sij5vn9+uhT3ukCRKCCGEEELUeSElUi6Xi2effZZvvvmGkirqp1ZTVxQFTdMkkWrINA21KCOwvjpT9cYihBBCCCFEGISUSL3xxht89dVX6PV6zjnnHFq1akVkZGS4YhOnCcWRh+q0BtRXzd1fzdEIIYQQQggRupASqR9//JGIiAhmzpxJx44dwxWTOM2o+YcD7qvL3Vd9gQghhBBCCBEmIRWbyMzMpG/fvpJECZ90wSRSAeyjEkIIIYQQoraFlEg1bdoUo9EYrljEaUrNPxRwX13BMajCAb5CCCGEEELUpJASqbFjx7Jq1SoKCgrCFY84Demsgc9IAehyD1RTJEIIIYQQQoRHSInUHXfcQWpqKrfffjt79+4NV0ziNKPmpwXVX/ZJCSGEEEKIui6kYhNGo5Hp06dz1VVXMW7cOFJSUkhOTkZRlAp9FUXho48+CuV2op7SBbG0D0CXJ5X7hBBCCCFE3RZSIpWVlcXNN9/Mrl270DSNgwcPcvDgwUr7VpZciYZBDXppnyRSQgghhBCibgspkZoyZQrbtm0jNTWVq6++mlatWmGxWMIVmzgduB2oBceDukQq9wkhhBBCiLoupETqjz/+IDExka+++oro6OhwxSROI6r1CApacNfIjJQQQgghhKjjQio2UVBQQI8ePSSJEl4Fuz+q9BqPqxqiEUIIIYQQIjxCSqTatGkjpc+FT6o1uIp9AIrHhRrEIb5CCCGEEELUtJASqeuuu45Vq1ZJ6XPhla6KCZFU7hNCCCGEEHVZSInUpZdeyg033MD48eP5+uuvOXr0aLjiEqcJtQpL+0Aq9wkhhBBCiLotpGITnTp1Kv34ySef9NlXURS2bNkSyu1EPaSrwtI+kEN5hRBCCCFE3RZSIqVpgVdjC6avOH1UfUZqX3gDEUIIIYQQIoxCSqS2bdsWrjjE6UjTZI+UEEIIIYQ4LYW0R0oIX5SiTBS3vUrX6nL3g8xiCiGEEEKIOkoSKVFtdNaqlzBXXEWohcfDGI0QQgghhBDhE1QiNXXqVPLz80O6YX5+PlOnTg1pDFE/hHoWlCqV+4QQQgghRB0VVCL1/vvvM3z4cN58803S0oKrxpaWlsYbb7zB8OHD+d///hfUtaJ+qur+qNLrZZ+UEEIIIYSoo4IqNjFz5kyef/553nzzTd5++2369u3LgAED6N69O23btiUuLg69Xo/L5SInJ4ddu3axYcMGli1bxpo1a/B4PJx55pk88cQT1fX1iDpEDWFpH0jlPiGEEEIIUXcFlUh1796db775htmzZ/PRRx+xYsUKVq5cWa6P0WjE4XCUfl5S9rx79+5MmDCBMWPGhCFsUR/o/JQ+d8V3Rp/p/WwxSaSEEEIIIURdVaXy5xdccAEXXHABmzZtYsGCBaxatYpt27ZRVFSE3V5cpS0iIoIuXbrQr18/hg8fXu7wXtEwqPm+l386mg/yk0jJ0j4hhBBCCFE3hXSOVLdu3ejWrVvp50VFReTn5xMTE4PZbA45OFG/+ZuRcjYfBBvf93697JESQgghhBB1VEiJ1KkiIiKIiIgI55CivnIWodqyfHdJ6YeGgkLl50WptmwUex6aKaY6IhRCCCGEEKLK5BwpUS10Vt/L+tyWJmjGaDxRTX2PI7NSQgghhBCiDpJESlQL1c+yPk9UCgDu2NY+++ly9oUpIiGEEEIIIcInqERqxowZLFmyJKQbLlmyhBkzZoQ0hqj7dH5Kn7ujmxf/HdvKZz9VZqSEEEIIIUQdFFQi9dJLLzFnzpyQbjhnzhxefvnlkMYQdZ/q5zBeT3QzANwxvhMpKYEuhBBCCCHqIlnaJ6qFzl8iFejSPpmREkIIIYQQdVDQVft+/fVXVq1aVeUbZmdnV/laUX/42yNVsrTP42dpn8xICSGEEEKIuijoRKqwsJDCwsKQbqooSkjXi7rPX9W+QJf2qdaj4LKBXs4lE0IIIYQQdUdQidTChQurKw5xOvG4Ua1HfHZxn0ikNFMMHnNjr2dOKWjo8g7ibnxG2MMUQgghhBCiqoJKpJo1a1ZdcYjTiFp4HMXj9Nqu6S1oprjSz92xrXwe3qvL2y+JlBBCCCGEqFOk2IQIO9XfYbzRzaHM8k6p3CeEEEIIIeobSaRE2On8HcYbnVLuc7+V+ySREkIIIYQQdYwkUiLs/J0h5Y4qv0TUXyKl5koJdCGEEEIIUbdIIiXCzu8ZUidKn5dw+yuBLmdJCSGEEEKIOkYSKRF2qtXPjNSpS/v87ZHKOwged8hxCSGEEEIIES6SSImwC3ZGSrMkouktXvsrHqffAhZCCCGEEELUJEmkRNgFu0cKRfG/vE/2SQkhhBBCiDokqHOkfMnPz2fTpk1kZWWRkpJCz549wzW0qEcUex6qI89ru6aoeKKSKzzujm2FPnOr1+t0eftwcnZYYhRCCCGEECJUISdS+fn5vPDCC8yePRu3u3gfy8UXX1yaSH399de8/vrrvPnmm3Tv3j3o8efOncvq1avZunUr27Zto6CggAsuuIBXXnnF6zXr1q3jnXfeYePGjdhsNlq1asVll13G+PHj0el0Vfo6RWD87Y/yRCaDWvFl5/8sKZmREkIIIYQQdUdIS/sKCwsZP348s2bNIjY2lnPOOQdN08r1Oe+888jMzGTBggVVusc777zDp59+ytatW0lKSvLbf8GCBVx//fWsWbOG4cOHc9111+F0Opk0aRL3339/lWIQgdPl+97L5IluVunjcpaUEEIIIYSoT0KakZo+fTrbtm3jwgsv5JlnniEiIoKOHTuW65OYmEi7du1YsWJFle7x6KOPkpycTKtWrVi1ahUTJkzw2tdqtfLvf/8bVVX5+OOP6datGwD33XcfN9xwA7/++itz5sxh7NixVYpF+Kf6OYy3wv6oksf9JlIyIyWEEEIIIeqOkGak5s6dS5MmTXj++eeJiIjw2q9169YcO3asSvfo378/rVu3RlGUgOLJyspi7NixpUkUgMlk4t577wVg5syZVYpDBEbnb2mf1xkp30v71Lz9cMpspxBCCCGEELUlpETq4MGDdOvWDaPR6LOf0WgkJycnlFsFpGTWa/DgwRXa+vTpQ0REBOvXr8fhcFR7LA2V34p9p5Q+L+GJSkGrZO9U6bjOApSizJBiE0IIIYQQIlxCWtqn1+ux2+1++x09ehSLxfs5QeGyd+9eoHgG7FR6vZ7mzZuzc+dODh48SNu2bX2OpdMpxMVVf8yB0OnUOhOLP7qiIz7bI5LbYPb2tcS2hOw9Xq+N8xxBi2sZSnj1Vn16DYjqIa+Bhk2efyGEqHtCSqRSU1PZunUrDofD66xUbm4u27Zto3PnzqHcKiBWqxWA6OjoStujoqIAyMvzXp67hNutkZNTGL7gQhAXZ6kzsfjTOOegz/Y8JQG3l68lNrolRh+JVOHh7dijunltP53Vp9eAqB7yGmjY5PkXQojakZhYeV4BIS7tGzVqFJmZmUyePNlrn6lTp1JYWMjo0aNDuZWoD9xO1ALfe+E80SneL5dDeYUQQgghRD0RUiJ1/fXX07ZtWz799FOuueYaZsyYAcDhw4f5/PPPmTBhAl999RXt27fn8ssvD0vAvpTMOOXn51faXjJjFRMTU+2xNERqwVEUzeO13WOKRTN6z+rdMa19ji+JVMNlOLSUxjN6Ydr6ZaXtpq1fEj+9u9d2IYQQQohwCymRioiIYPr06Zx11lmsX7+el19+GYDVq1fz3HPPsWrVKjp37sx7773ntyBFOKSmpgKwb9++Cm0ul4tDhw6h1+tp0aJFtcfSEOn8lD73eCl9XsL/jNS+YEPyas2BHEa/u4IfNx+ttP3HzUcZ+c5yr+2i5hgOLSV2zo3oCo8R/ecTRM/9JzhPLHFyFhI99w6i/nwCtSijYrsQQgghRDUJaY8UQFJSEl988QV//vknf/75JwcPHsTtdtO0aVPOOecchg8fHlDp8nDo378/s2fPZvHixYwbN65c2+rVqykqKqJPnz41ktQ1RKqf0uduL6XPS9v9nSWVF54ZqTUHcrh/1mZsLg+TF+5i+d4snjy/AxEGHUVON8/M3c7SvVnYnBXbRc0qSaIUVxEAiqsI0755GD8egK39RZh2zkZ15KG47eXaDZ8PIXfcx7jjO9Rm+EIIIYQ4jYWcSJU455xzOOecc8I1XJWcf/75vPLKK8yZM4frr7++9Cwpu93O66+/DsA111xTmyGe1nT5aT7bvZ0hVcId43umUC3KRHFY0YxRQcdWomwSBWBzefhzdyZXzljDA0PaMvW33WQVOnC4tQrtr13albYJkVW+twhe9Px7SpOoEorbjuK2Y/lreqXXKG47qvUwMb/cSvb1i2siTCGEEEI0QCElUmlpaVgsFuLi4nz2y83NpaCggJQU74UGvFmwYAELFiwAID09HYANGzbwyCOPANCoUSMefvhhoHiP1PPPP88999zDhAkTGDNmDLGxsSxatIi9e/cyatQoxowZE3QMIjCqn6V9bj9L+9BH4I5MRlfgfTmdmrsfd2KXqoQHwL9/3laaRJVwuDWO5tt5ZPYWPJWc+VvS/tAPf/PdLX2rfG8RvIL+E4uX7Z2STPmlj8A65KXqCUoIIYQQghD3SA0bNqx0X5QvkydPZvjw4VW6x9atW5k1axazZs1iyZIlQPFBwCWP/frrr+X6Dx8+nE8++YTevXszb948Pv30UwwGA48++iivvvpqjS0zbIh0fpb2ebwcxluW331SefuCCamCf57dGrOh8pd9ZUlUCbNe5fGR7UO6twievdNVOFoNR9OZAr5G00eQO+4jnM0GVmNkQgghhGjoQpqR0jQNTfPx7vOUvlVx9913c/fddwd1Ta9evXj//ferdD9RdWq+vz1S/mck3TGtIW2l1/ZQC05c2DWZ5Xuz+HN3ZunyPX/MepXXLu1KrxZxId1bVE3+sCkYP+5Xug/KF01vliRKCCGEEDUipBmpQOXl5UmBh9OdpqHzk0j52yMF4PFXcCIMJdCfPL8DjS2BvR4liap9iqsI3I6A+jqaD5YkSgghhBA1IugZqbS08gUFCgsLKzxWwu12s3v3bpYuXUrz5v6XdYn6S7FlVygKUJamGvBYmvgdpyYO5Y0w6Lj7nFQen7PNb9/rejeXJKqWRf35b1RnQUB9jfvmY9w7H0fqiGqOSgghhBANXdCJ1NChQ8vtM5o3bx7z5s3zeY2maVxwwQXBRyfqDb/7o6JSQPE/Aep/j1ToiVSR080ri3YH1HfGygP0aRknyVQtMez/DfOuHwPurwAxv9xG7kWfy8yUEEIIIapV0IlU2cp7R44cwWw206hRo0r7GgwGkpKSGDFiBNdff33VoxR1nv/9Uf6X9QG4Y3wnUmr+YXDbIYjiA6d6du528mzOgPp6NLjn201Mu6ybJFM1zVFAzPzg9kcCKJqL2NkTyL3gY0mmhBBCCFFtgk6kFi1aVPpxx44dOf/885k0aVJYgxL1j85P6fNA9kcBaOY4PKY4VHtOpe0KGrq8Q7gbtQ02RAB+3HyUJXuzCLDOBFBc/vy+7zbLXqkaFrlqstfXgT+K20b0wvvJmuC9cIkQQgghRChCKjYxadIkLr/88nDFIuox1c9hvH7PkCrb1+8+qX0Bj3WqNxfvxeb0+O94CpvLw9Nzt1f5viI4+mPridj4QUhjFPa6J0zRCCGEEEJUFFIidckll9CrV69wxSLqMZ01PDNSAG4/lfvUEPZJ/WtwKga1ameJ3XtOapXvK4LgdhL920MoVO3IhBKmXbOhiscuCCGEEEL4E9I5UiXsdjsrVqxg3759WK3WSs+MUhSFu+66Kxy3E3VQuPZIgf99UqHMSF3YNZl3l+wjvSCwctpl/b4rk+Ed/FceFKGxrH8XfabviooeUyyeiHj0OXu89jEeWoLhwO84Ww0Jd4hCCCGEEKEnUr/++itPPfUUubm5XvtomiaJ1GnO/xlSgZe/r84S6C63hwKHq0rX/rotnYu6JdOnZeXFVUTodNm7sax5zW8/66An0SLiiZ1zo89+UcueJ7vFOaDqwhOgEEIIIcQJIS3t27hxIw888ABWq5WxY8fSvn17AP7xj38watQooqOjAbj88ssliTqduYpQizJ8dnFHNQ14OL+H8oawtO+vI3kUVmGPVInJC3fjdFf9euGD5iHq94kobrvPbo5mg7B3vBJHq2E4Uvr77KvP2o5p+zfhjJKv98xk2M9n8/LG/1Ta/vLG/zDs50Fe24UQQghxeggpkfrggw/weDy8+eabvPLKK3Tu3BmA+++/n9dee425c+dy7rnn8scff3D11VeHJWBR9+isR3y2eyISQB8R8Hj+Z6QOgMcd8HhlLd+bXaXrSuzNKmTmWt+zb6JqzFs+x5jmu8qepjORf96LoCigKBQMfMLvuJErXwan98Oig/H1npm8s+0NNDzMPTyHqxZdTLYtC4BsWxZXLbyIuYfnoKFVaBdCCCHE6SWkRGr9+vWcccYZnHfeeZW2N27cmFdeeQWHw8G0adNCuZWow8K5PwrAY0lC05u9tiseB2rB0aDGLLF8n+9EqkezGL9j/G/Ffo7m2ap0f1E5teAokcte8NuvoO+DeOJOFv1wJXXHdsZFPq/RFRzDsvF/IcdYkkSVlW47zhWLLuTVzS9zxaILSbenV9q+5OifId9fCCGEEHVLSHuksrOz6dmzZ+nnOl3xPgSbzYbZXPxGOCoqij59+rB48eJQbiXqMP/7o4JLpFAU3DGt0Gd5Lzeuy90X9LgZBQ62H7f67POvc9rwyeqD/L4r02ufIqeH1/7Yw4sXdA7q/sK7qD//jerI89nHmdCVou7/qPB4Qf+HMe3+BcXjvYBIxLq3KOp8DZolofQxTdMocheS58zD6swn35lPviOPfNfJj63O/OLPHXmszVxd6dgePMw+8L3Xe3vw8Mz6x5k/Wn4GCiGEEKeTkBKp2NhYHI6Tb15K9kQdPXqU1q1blz6uKAqZmd7fmIr6TfVzGG8wZ0iVXhPb2ncilbcfJ4OCGnOln9moaJOezsnRPDCkLcv3ZWN3ed8LtXBHBiv2ZdG/deOgYjhdrM9cywsbnuHm9v9gdItxFdp/OfgT729/h9s6/LPS9rKMu3/GtOcXn300RYd16GRQK/7IKopMYn+Xq3Fum0meqpKrU8lTi//kqip5Jz7PXnwjOdFNi5OkE8mTW6vaEtFg3d5R9ogKIYQQp5uQEqnk5GSOHDm5P6Z9+/Zomsbvv//OjTfeCEBhYSFr164lKSkppEBF3aWz+j6MN+gZKQIpgR58wYnl+3zvVenXKg69qtA0xswt/Vvy9pJ9PvtPXrSbmRPiMOpDWiFb76zPXMtjqx/C7rHxxpaprM5YwUPdHidCH0GRq4iX//oPK9OXYXNXbD+VYs8l6s9/44RySc+pSVBm0llkp31P3v6PT84eOfPId+bjLJmJau6noIk7C3Jqfr/SnZ3u4fJU2SMqhBBCnG5CSqT69u3LJ598QlZWFo0bN+a8884jIiKCKVOmkJ6eTnJyMt9//z3Z2dmMGDEiXDGLOsbvjFRVEik/BSfUIBMpt0djhZ8ZqQFlZpeu69Wcn/4+xoFs70UKDmQX8emaQ9zcv2VQsdRnZZMoAJvbxrJjS7gp+1r+2eke3t76Gjn2HJyas7R98dE/WJ2+ikFJ56AqCvnO/BPJUB5W60HyEw0UqX6+h479cLjq1Rpryx0d75YkSgghhDhNhZRIjR49mm3btrFlyxbOPvtsGjVqxMMPP8wzzzzD9OnTgeJ9CE2bNuXee+8NS8Ci7vG7R6pKS/vCeyjvtmP55Np8nx/Vv/XJ86GMepWJQ9vxr283+bxm+soDnN+pCSmx3otjnE5e2PBMaRJVwuFxcNx2jGfWP17pNW7NTYHLyrzDP1c+qHr6zujtzNuOy+NCX8mSRCGEEELUbyH9737mmWcyY8aMco9dffXVdOnShXnz5pGbm0ubNm249NJLiYnxXw1N1EOaB9VP+XN3EIfxll4TyFlSmlZcBjsA/qr1tUuIpEm0qdxj/Vo3Ynj7BBbs8H5Glt3lYepvu3nl4i4BxVHf3dz+H7yxZSo2t1QtDMTCtHnY3Xae6P4MRp2xtsMRQgghRBiFlEhZrcUV0KKioso93q1bN7p16xbK0A3W8T15rPhmD92GNSO1V2KF9r1r0/lr/iHOHNG80vaapham+6yWpunNaOZGXtu98UQ1Q1N0KF6KAaiOfBRbNlpEYMUe/CVSA1pXHuN957Vl6d4sinwc4vvH7kyW7Mnk7DbxAcVSn41uMY7VGStYdmwJDh/PuzhpybE/eHLdIzzTcxImncn/BUIIIYSoF0JaU9O7d29uuummcMXS4B3fk8fiT3diy3eybs4Bln25C5ejOJFwOdws+2IX6+YcwF7gqtBeW/yfIdU84FmjcnQGPH5msgJd3pdnc7L5iO/S2gNSK0+kkqJN3DbA9zJDgFcW7cbmrN3noqbc3ekBPJpW22HUK6vSV/DomgcpchXWdihCCCGECJOQZqQiIyNp1cr/m0zhX0kS5T4x8+F2ekjblsPcaZsZdMUZLP16J/YCJ26XVqF98Pj2xCZVrIhWE6pjf1QJd2yr4iV83u6duw9Xck+v7SVW7c/B4+N9f4RB5ayUWK/t1/Rsxuy/j7E30/ub4MO5Nj5ZfYjbBp7e/x7cmpspm1/EdaKYRH1nUI1EG6KJNsSU+zvKEE2MIYYoQ3Tp44+veQiNqieQGzLX8dCq+3ixzxSiDNFh/CqEEEIIURtCSqTatm3LsWPHwhVLg7bimz2lSVQJj0ujMNfB/P/9Xek1Je1LZ+5kzH1n1kSYFahWfzNSKVUe228JdB9JVln+yp73buG7hLlep/LwsHbc8dVfXvsMUP/mlnV3UWiaiKXX+Artpq1fErV8EtYBj2LvdFVAcdc1mqbx5t+vsuz4ktoOpRxV0Z2SDEUT44GEvQuIcbuJ9XiIOfEn1n3y42hjHIXX/4pmDCypGdVsDHMPz6m0rbGpMVl2/6XVt+Rs5oGVdzO572vEGuOC+TKFEEIIUceElEhdccUVPPXUU2zevJmuXbuGK6YGqduwZqybc6BCMhUIRVFY+c0eohPMRMWbiI43ExVvxmDSVUOk5en8lD73tzzPF78FJwIoga5pmv/9Uan+91n1ahHHqI6J/LotveL16t98YJiMRXFgW/E0pC8lf9hUMFjAWUj0wgcw7l+I6ioi+s8nMO7/nfxhU4rb65Ev93zGDwe+q5axFU0jyqMR63ETZWlKZEwq0cYYovXFs0PRxhNJkv7kxyWzRhE6C0oly0ejCv6PiK1feL9pUSbaurcp7P9wQDFOPOtx1mauJt12vNzjd3a6h0taXc5dy25jR573Q6RL7Mrbwf0r7mJy39eJNycEdG8hhBBC1D0hJ1Lbt2/n5ptv5tZbb2XEiBE0a9YMo1GqUwUrtVciR3blcmRbTunyvUDlZ9jIz6hYRc0cbSA63lwuwYqONxPZ2IQuTIfIqvm+D+N1h7i0z5dAZqR2ZxSSbvVdFMFboYlT3XduG5bsyaKgzL60skkUgBk77r3zafz5EKyDnyZq8dOoRRkobjsAiqsI0755GD4fQu64j3HHdwjo3rVtYdo83tv+dpWv1yk6LnBH0C3rQPGMkNtTZqbITZRHQwc4k3qSM2wWqKH/EqCw74OYd36P4vJeYdCy4T1sXcfjiQps5vTdgdO5YtGFeCj+hUfZw3bfHvQB9yy/gy05m/2Os8+6l/tX3MUr/abRJEIOKxdCCCHqI0XTqr5rvFOnToHfSFHYsmVLVW9V45xONzk5Nbsx3OVwM3faZgpzq7camqKAJc5EdLyJqNJEy0x0vAlLnAlVDbw4RNyXozBkVL70ECDn4q9xNhtQpTh1mVtp/IX3g5w9EYlk3rze5xifrD7ItD/3em1v2SiCb2/uE3BMM9cdZupvu0s/X2G6i2Sl4oxX8T8qBdCo7LupAe7YVLKvXxzQfePiLDX+eiyxMXM9E1ffh9MT2r6opk4X8w55T7w11UD2lXPDmlxaVk4mcs3rPvsUdbwK67ApAY+55OifPLP+cW7veFeFw3Y1TeP+FXfxV/aGgMZKikjmlb7TaBbpf+a2Nl8DovbJ8y+EELUjMdH7FoCQZqSCycFCyNcaDL1RR48xLVn6xS5C2NPul6ZBQbadgmw77CpfzU7VKUQ2MhGdYD6xRPDkx+ZoQ4UlVP6W9rmjQ5iR8rNHSi1KB0cBGCO99llWxbLn3lzRPYXZm4+yM70AgFdcV/Cs/iMsir1cv+Lvko8nUR+BdchLQd27NuzL38u/1z4SUBLVtdGZ7MzdUeHAXgCzR+P5jEyf1xf2vCvsM3RFPe4g4u9PUYu839u87SuKut+KOz6wXwydnXwO80dXngArisKr/d/iw53/45NdMyrtU9axoqPct+JOXuk3jVZRrQO6vxBCCCHqhpASqW3btoUrDkHxjNT6nw9UaxLlj8eteV0qqDeqRDU2E51wYiYrFtz5ScTpPZjV/Ar9NRQ8kU2rHozBgtuShK7Qe0ETXd5+3AmdK20rdLjZcCjX5y36B5lI6VWFiUPbcduXGwH4xn0eQ9X1jFLXoFMCe+I0fQS54z7C2WxgUPeuaRm2dB5Z/QBWV8Xn9lTdGp3F1P5v8lfWBh5b/VC5ZMqMylvHjtDXZvd6vatROwp73x2WuMvSjNEU9HmA6D8f99pHQSNq2X/IveDTsNxTURRuan8bJp2J/21/12//THsG96+4k8l9X6dtzBlhiUEIIYQQ1S+kREqE16pZe7EX1N2y0i6Hh5yjheQcPbm8ZBXFsyomJZ84fRpxujTi9GnE6tKIiXbgdqkYQtju4oltVeVEas3BHFw+6p4bdAq9WsQFHVP35rGM7ZLEnL+PEUkRjckPOIkC8JjiUAszQfOAEp69auFW6CrgsTX/x3Gb/6qcraNSebnva+gUHT3ie/FCn8mlyZRJMfBW2iGfSRRA/nkvQzUdVmvrfC0Rf32APmeP1z7GA79jOLgYZ4vBYbvvtW0nYNaZeXPLa3775jhyuH/Fv3ip76t0iqv89SxEMOrb4e5CCFEf1c13cQ3Q3rXpHNmeG3ShibrCrkVzzNmB7bYhrLRex7zch/jm0OPMen4d3764mjdf+ZpZn/3BtiVHOLw1m7zjRbhdxRv2fzn4E5cuGMsvB3+qMK7fghM+Kvet8LGsT2fZTVS7F/j96C+VtvuKCeCec1JJMRXxqXES/XXBzczqCo4QM++fxH01BsOB34vXWtYhLo+LZ9Y9wa68nX77JpgSebX/W5jKJEElyVSSuQlv5tj9JlFFXSfgSukbctxe6QwUDHjUb7fIZf8pTm7D6NLWV/Jgt0dQKt0pV57Vlc9Dq+5hY5bvfX9C+FMfD3cXQoj6KKRiE6ezmi428cOL67EXuCpt0xnUKpVFr/MUcEQUkG48RJb5KAWWHJo1TeTGXjfSKD4GVVWwrH6NyFWveB2iqMv1WM97sdK2Sz5YxaGciksUdZbdRLT4EEV1YtaZ6d9kIA91e5wIfQRFriJe/us/rExfhs1tq9BeGnphOnx5BQmFu0L+NjhS+lMw4FFcyb289qmpjeaapjF50wvMPVT5eUllNTI24o2B75FiqXwfXOSSZ7BsfN/nGO7IZLKvWYRmiqlSvAHTNOJmXYrhyGqf3fKGv4a9w+Vhv/3Cw/OY9NdzeDT/b1ZNqolne71In8R+5R6XYgMNW6DP/6mHuwOoegVzpIHuY1qy4ecD5Q53L9tem4e7CyFEXeWr2IQkUl7UdCK1d216pedI6Qwqvce0Zs3P+ypNplS9Qqdzm6LTq1gz7WzatwXyjEQ6Ymsq9Gqh6CC6sZkYUzYJWb+WWzZoUbMpqXnhaD6Y3ItmAuWXsujbRHHp9PJvmrvYdZxrV1nZ6lt2JC8rfdyoGokzNuKuzvfx1pbXyHFk4/A4KrRP6jOF1Og2qPmHif3xGp9LxarC3nokBf0n4o7vWKGtpt5Ef7TzAz7a+YHffmadman93qSjl2Vo+mMbiPv2QhQ/Mzy5Y6bjSB1ZpViDpT+6lkbfXuSzjzsqhazr/gS9Oez3X3z0D55b/29cWuW/MCnLoBp4ssfzDEo6udRQEqmGrezz73F7sBe4sFmdpX/bCpzYrS52rTzmdWWDv1/KRcWbau1wdyGEqKskkaqC2ih/vuzLXaRty8Fz4j9BnUFl8PgzaN8jmR3rjlb4LaPOoDL4+jNo0ubkb/MLnAVcumAMmksh1pZIXFEisbYmxNoSiS1KJM7WBLPLe5W7+sCt2rCbjlNkOk5RRCbWRBOqU0/b7f3QeQy4VSeHG+/hl5Qfcekd6N16hu0fR6u8MzB4jDhVO/sb/c3vbWfi0p1MmBQUNB+VPppZmvN59xeJ/eEadNbD1fK1aSjYO1xKQd8H8cS0LH28Jt5E/3LwJyZvesFvPxWV53q9xICkQZV3cDtp9PUY9JlbfY5jazuO/PP9F2MIp5i5t2Pa7Xu2zTrgMYp63lkt9195fDlPrXu0XKLujU7R8dhZTzEkZTggidTpzml3Yy9wYrO6TvxdJkmyOnHbPVhz7NgLnDiKwr8Mr+T/myap1Tw7LIQQ9YwkUlVQ2+dIlf1PreQNVNklG5UlUQA/H5zNK5sm+byPyWkpTrJsTYgtSjyRcBUnWwZP9Wz4r2ke3Dh1drY0WcYZmb0xOy3otZMHRbsUB0UGKz93+i/ZlqN+xzOpZl7qcDdDfnu2uOx6ADQNlMCP5Cp/rWrA1uU6Cnrfi2ZJrPY30avTV/LYmv/DHcDSs/u6PMSFrS7x2h6x9k2iVlS+3LKExxRL1jW/oUU2CTrWUOhy9tBo5lAUj/dZIY8xhqzxS9HMwVV0DNT6zLU8vmYiNneR374qKv935qOc33ysJFL1XF56EUd35VVIkuxWJ7YCV60u35YkSgghvJNEqgpqI5ECyD1WxNKZO+l9UevS/9TKvoE6viePVbP20veS1ApJVK4jlwm/X0W+K6/CuAHRwOKMIa6oCc3dbellGEgTZwuKspxYs+x43KfXS0VDI9eczhc9/uOzn0k183K72znv92dR7b7LqZdwajredF3Ev/Q/YFCq/ttjTR9B4Vm3YTzvfnJshiqP48uuvB3cu/xOitz+X+/XtBnPbR3/6bVdl7OHRl+MQHH7qdI3ZDK2ztcEHWs4RP75byybfJ/xVHjWrRSc/XS1xfB39iYeWf0gBS6r374xhhg+Oe8rWiQmSyJVy9wuD/ZCFy67m5jE4PYS7duQwapvvR8OXlskiRJCCN8kkaqC2kqkKhPob6KnbnqJnw7+ENZ7W3SRaGjc1O4fnN/oQqyZdvIzbeSnF2LfOJ80dzOcrgTUelgA0oOH7Ykr2Zm4huNRB8ot8ythUA1MSb2Vc/94HtVZENC4Tk3HeOejrPB0ZoD6N9MNLxOhhFbWXjPHUdDjToq63QSG8G0GP1Z0lH8t+weZ9gy/fYeljOTRs55E9VayXfMQ+/2VGNNW+BzH0WwguRd9WfXpuhApRZk0/vRsVIf387E01UDWtb/j8VM1MhQ7crczcdV95Dm9J+cWvYXJfafRKa6zzEhVA03TcDk8J2eJrC5sXpbXlV1SZ4k1Mu7/zgrqXkd35fLnRzuq48uoMp1BpcvQFDqeHcJ5f0IIcZqTRKoK6lsitTXnb+5adlu1xtHc0oL/9J5Mi6iW5Gdt4+nfruUvswlN0xNjSyDOlnhiL1aT4o+LEol0xlVrTOHiwU1G5GGORu/haMxejkXtpcCUix4dM46m073I/8yBRnESNeFEElVigPo3HxgmY1EceFBRqfoSHndkEoW978fW6SrQhTZDZXXmc8/yO9hn9f9b8u6Ne/Jin6kYdUavfcxbPif6t4k+x9F0JrKvno87rk3Q8YZTIMsPbe0uJH/U29Uax9783fzfynvJdmRVaDOpJl7q+ypnNu4OyB6pQGkeDUeRC9uJpMhephBD+b+rvqRO1Stc9mQvlCB+GZB9pJD5b/8d9L2qm8xICSGEbzWSSLndbnJycrDbvS/pSUlJCcetakR9SqTcmps7l97KzrztNRJPalQb9loDq1hncJuKk6ySohdl9mSZ3XW76EW+KZOj0XvJiNrD3bbV9NH2oCqVv+nSUHGYGnFD/j/LJVElBqh/M9nwXx523s7DY3vRcfvrGA/8UeXYXLGtKez3EPZ2F1TpUF+H28Ejqx9gQ9Y6v31bR6UybcC7RBm8/yBRC47R6PMhqA7fy0qt/R+hqNe/go437FxFNP7sHHTWIz67ZV8+G1dSj2oN5VDBQf5v5T3lDj82qAb+02syvRP78tmaQ0z7cw+XdE/hkaHtKlz/7Nzt/PT3McZ1SeLJ8ztUa6x10c4Vx0jbllM6e2QvdIb7OLBKXfJ4TwzmwE8bL8p3MPvljdUYUdVJMlVszYEc/v3zNv55dmsu7Jpcof3HzUd5c/Fe/jU4tdJ2IcTpqVoTqY0bNzJt2jTWrFmDw+G9EpWiKGzZsiWUW9Wo+pRIfb/vW6ZtmeJzDIvOgltzY/f43rtSk+pb0Qu9UkhTw3aaGreRbNhKkmEnRtWGphrJG/U2jjbn8+KCnXy70feb8x7NYvjvVWdhTFtO5PIXMRzzn8x440zoQmH/h3G0HBLwUjmP5mHSxmdZmDbPb994UwJvDnyPpAjfbxpi5v4D0+6fffZxxXcm+4o5Ic+khYtp61fELHrAZx9HSj9yL/6m2pchHi06woMr7+ZIYRo6RcfTPV9gUNJgPltziNf+OPlLiyZRRj4Z35PGFiNZhQ7Gf7KO41ZHpe11WcmSupIlcyVL6SyxRpq2jwtqrHVz9rNrxfHqCdSH0fd1Izo+8DL5HrfGN0+vqcaIQtPQk6k1B3K4f9ZmbC4PZr3K2W0a8+T5HYgw6Chyunlm7naW7s3C5qzYLoQ4vVVbIrV27Vpuuumm0gQqNjaWyEjvswyLFi2q6q1qXH1JpLLsWdzwx9V+N60/2eM5Yo1xPLb6IeyeiofU1illil6UlG2PtRUvF4yxJaDT9LUdIQAKbhIMB2jcvgWNurQnoWU0LpPCZdPXkFPke0/UM6M7MKZzEmgaxn3ziVzxEvqsqs8oOpr2o2DAI7ia9vHb9/1t7zBzzyd++1n0Fl7r/zbtYtr77GfcM5fYX2712UdTVHIun42rSXD7SqqVx02jr873W6a9ps66Srel8/Cq+xjf7iaGpAyvkESVUBW4rlczPlt7GE8lP71VBV66oDPnnZFQ7TGX5TmxpK5kyVzJkrpy+43KLKur7Kyj5l0aMfDqirNuvmz5PY3NC6vnOAJfht7akYRW3v9zrcz3k9bjKPR/jlggjBE6TJEGzFEGTJH6E38b2L7kCC5H5VNy/s6RssQZGfdgHfo3WkPKJlEljDqFxhYjDwxpy9TfdpNV6MBRpuBSSftrl3albULdXl0hhAhNtSVSN954IytWrODKK6/k3nvvJT4+vqpD1Tn1JZF6ceNzzDv8i8/re8X34eW+r6EoCusz15YmUybVzANdJ7I5ZxNzD83BGcDZNuGiV/Q+DyaNNcbxf90eQUFFZ8smduH96AA8Ci5XAnZXMnZnU+zOpthcKeQ6zySAc06rnSXWiC1Wz7z0HA7rPKTrNLRKJjMaWwx8c1Mfos0nkkKPG9POWUSunIIu/2CV729vPZyCfhNxJ1R+UO6P+2fx2t+T/Y6jU3RM6j2F3ol9ffZT7Hk0mjkEXcExn/0Ku99OwaB/+71vTTMc+J242df77ONq1I7sqxeAWv0JvMvjQn/iPv2m/llpohQohZMTaeVegiceVMp/Wq5Pyd4fnQYRHoj0KERoCk+e1w53kbvSQgz2AhehLhQ/YtSYE++udAJQOSXuktjPsCoMyqn5YjdLm0BaVJlYKP+NPDVOgOEHNGK8/JhVVIoTo0g9pigD5kgDpqjiBMkcaSA+KQoXbjZlFTB9wyE0Ran0Hs2z3XQ6pqE/5blwK7A7UaVtugddJc+TW4ENrfTkRKnlxiu5xwND2nJGYlTFC314YNZmnCdexBVfbyejP/X5PtlXqeSxivcp+9ro0TyWq3s2CyrOoW8uI99e+X8gRp2C0+39hMEWcWa+u8X3z0khRP3mK5EK6Z3BX3/9Rdu2bXn22WdDGUZU0V9ZG/wmUXpFz91dHij9j6ZHfC9e6DOZlzf+h4lnPU6P+F6MaH4+N5xxM9/u/YofD3xHgSuw6nRVZVLN3ND+Fj7a8UGls2Mm1cyTPZ6jR3yv4gc0DwmO+8qU1D4IykEwAkbYWjiUP1xn4fZxmG5NKcx1QK6D4RQvrbKjcUTv4bDew2GdhzS9B6cCWYVO3l26j4eGnfjtu6rD3uFy7O0uxPz3Z0SumRbweVVlmfYtwLhvIfb2F1PQ9//KVZ1bdmwJ0/72vQS0xIPdHvGbRAFELp/kN4lyx7SkoO+DAd23pjlbnoejxTkYD/7ptY8+exfmLV9g6+o74QqV26NxINvO9uOZbD9WQJxZT1ZR1X87oEHliU1A2Y7GDXkmmnjKJygbftxf5XgCYXRpZPuZzT1VrFMFan4pcGG+g32O4I42aKzqMZmgQNUoVCA21sgLl3fFHGXAaNahqN6XkJb8Qs2aY+XvY95XIGwGDHoDbZ06DCfSDyca31ocHHR4aGFRuazAWNpWrj2nCHIqH9dqD/4Yh1UHcrC7avZ8LJM++KS6U1IUqw7kVNrm8HHsh1mv8vhI3zP2QojTW0iJlKZpdOjQ8DY31wUuj4vXN7/it99Vba6lZVT5Es494nsxc+h35R5rbIrnto7/5Jq24/nxwHd8u/erSiuJBSpeH8OglGHsy9/LttwtOE7MdplUM5P6vEL3+J50iO1YYamhSTXzQp/JJ5MoAEXFHdMSffbOSu+13Doet5df3TvRyr1hqGkmFFq7dLR2Fa+j96CRrtM4rPOwefUxNrWKp1u7Mge/6ozYzrwJW8crsfz1ARHr3/FZprsyChrmHbMw7ZqNrfN1FPa+hy3OTJ7f8CSeACoG3njGrZzffKzffoa0lUT87X+JYP55L4LBElDstcE64HEaHVyM4iMRj1w1BVv7S8AYniU8DpeH3ZkFbD9mZdtxKzuOW9mZXlBuaVGgFA0iNLBoChaPgkVTiPSc+FxTiPQorDe52GsIbmxXLfyziaxs+taPAqVmf4FSpGgUKhpVSXFXm8tflRqhENskuOMMAsmD51qc3JSnEqOBC/g20sHBE8//QYOHbyMdpcmUE61cezjVl6LAqfEWr4mUN2a9ymuXdqVXi7hqiUkIUT+ElEh16NCB9PTgf2suQjdr39d+K+clRSRzXbsbgxo3yhDFtW0ncFnrq/jpwPe8s+1NPFpgv4lMcroYV1DA0MIiml71FUQ3p8hVxE1/Xstx27FySRScnB0ru9SwQhJ1gju2lddEakDUJ/xRcBdud/nfRDrRWGp2McimrzSZcisusixHSLIl4XHXzOZ8FYUkt0KSWwUHbP1oF/tiDCS0jCahVRQJLaOITbKgGiMp7H0PRV3HY1n3NhGbZqC4gtvbpnhcRGz+iIydX/N4sxRsmv+lm2OaX8D4djf5H9xlI8pPqXMAW4fLcbY4J5Bwa407sQv2Dpdh3v6N1z5qUTqWDe9SWIWZtQKHi53HC9h+vDhp2n7cyp7MQq/JPxQvqStOjChNhiyaQmQlj0Voxa8rXw7qPUEnUoU1nKAAmDUFnVa8zCxQhSEmfIqqYI7Uc8zpJNPlplDRSmeMClWNghOJU4GqUaSAJ5wJZjUlq04Fvo1ycHGBkXkRzgpJUkkyNbrQwC+Wiu01GGrY1cTxdJJECSFKhJRITZgwgf/7v/9j69atdOrUKVwxCT/Sbel8uPMDv/3+1fk+zLrAq0qVZdKZ+DtnE3pFhyPARCpXpzKoyEY3p4eMyOIDHiP0EUzqM4Un1z7Cg90eKU2iSlS21LAy7tjWXu/bybKIPZFXsvtoUuna/7K/ZT2q81RYyqLqYVm3b7jTfJgBe5aR6WrJUUcnjjg7ss/ZCac7MaCvORyK8pwc3JzFwc3FM4B6o0rj5sVJVUKrKOJ7PoLh7LtwLXoR85aZKAE+HwDZqso/E2PJDiCJ6pPQj/u6PhTQ2TiWtW+gz9nts48nIh7r2U8FHGttKug3EdOu2WWWj1ZkWf9fbF2uxxOZ5LVPTqGT7SeSpZKk6WB2Uelcl06DZLdKG4+CRVNPJEanzCJ5FMxhfttqqUJOVKjWzmxChAbWYBKpSuLUdApRMUbMUfoKBRlK9x5FGjCVWVJ3y8wN/JVWFMavpHZl6jQ+iPH+ej5o8PBebN2p4lpfmPUq/xjYSpIoIQQQYiI1ZswYdu3axU033cQ999zDeeedV6/Oiqqv3t06jSK370IY/RMHMrDJ4Crf45eDP7Hi+LLSJXmBsKkqdyYl8ka+Qlv1ZEnY1Og2fHLeV16vq2yp4ancMa18tvdvMZeNR8cTg+J1Kcs1djOaSysu83t1S27ZmoZx7xJQINGwj0TDPrpRvOdsvqEZ75p6kWhtQ3J+G+ILUlCpmTK3LoeH43vyOL6n+EwmRYHGKZHENfsnTXrcQIv0GSQc+Nzvb15tisLdSYnsN/gvN94upj1P9Xy+tNCBL7rMrVjWveW3n/XsZ9DMjfz2qws80SkUnXULlnXeD+BVXIVYVk3FOuQlNE3jaK6N7ekF7EwvKE2ajuX7fmNq0uBaa83v54mswjRKTS+ZKxHpUbAGkcQ5Ffgu0k6hcnIW6Z6hbRkbZMGB+sJ72YPqVZWZnvqxsC84NpeH95btp3NytCRTQojgEilfs07PPfcczz33nNf2+naOVF21LmMNvx1Z6LOPUTXyry73BzSz4M3729/B5q58KZlJMWDXKt8QblNVnozR8VmV71y5skUTKqNl7/C5lCU7SuHsK85g7ff76DuuCe033YbhqPczXUY4D+MxZDGxdQIeRUHvNpJkbU1yXirJ+akkWVMxuqs22xcsTYPMwwVkHi5gN7CcK4iIvIJk0w6aORfT1LiVBP3ecocFu4FHE+PZaPb/pr2JOYlJvV/Bog9g/4/HTfRvE1E8vneI2FsOwX7GRf7Hq2G+Dtws7PkvPBu/QnNAoSeOInds8d+eWIo8xR8XLoljz9JleJx6zB6YHm0nq7ISaF4UKcX75PwtxQs3SxX2HlX3jJSbk4lPoXJiCZ2qYavCt2Z3GPb31MZ2nvqyXK4+qcr3NNjn3ubycN93m2V5nxAiuEQqlI2j9WXTaV3mcDt4/W//BSaubTuBFEtov429rcM/eWPL1ArJlEk1c2v0mXyQvQKbWrE6ktnj4Ulj+AuQ+FraB2ApOOBzKUvflo1o2jaWC+5sTuyP12LI+NvvPUcVFlHoSeQpXSYunYPDsTs4HLsDAEVTaFTYlOT8VJLz25Ccn0qMvebK/xcVwN6C9uyluGKUXrGRZNhJU8NWko3b+KLJURZE+p+JinZ7eDsjn+SjG3G0Gur3184Rmz7EcGy9zz6a3oL13Ek1s1nBD03TcNrd2K0uNu7J5n+/76W5S+OPH/dy8LcjdGschavQRZHVSV6uHZ37fb9jlk1NLZpCVhC/d9eU4mQqsoZ/HFYpkarC06c3qieW0hUvqbPrYfbO9BPJUkm1uuI/NoVqyyRq/5Un6pO9mcFXqpVkSggBIZ4jdTqrrXOkHOvWYH3uSSJuvYOIsRcCJ8vefr7rY3Z9/RbX/q7x+XkKv59VcalZiqUZ0wd/ilEX+vKhZ9c/wbJjSypU3Bu0bQ6bt33IXUmJ5ZIps8fDW8fS6dLldgr7+y9EEBS3g4T/tkPRvP/m+Szbe+RS+Tknj484g0vbaMT+eC367F0B3dLeZjR5I99k9uFfeHXzy377WxwxnKeOY6huHJkHC8g5UoiPcKuVhocsy1GORu/haPRejkbvId+UVe4dpkHT+O/R4/SxFSefzqZ9sfZ/BFdK5WXP1bxDNJ45FMXl+9+F9exnKDrrlrB9LYHIPVbI/o2Z5Q6CLTn81VPJwa/h8oPFzg5jcE/yjXkmEj01e+6ROdrAmP87q/RX7yXfkZKf/mW/QyX/JaTvzWf5JzsxnDj41RSpJyLaUGafUfGZR+aokx/rjeV/Jrk8GgUnzucpvUeZm5UsUyt//4oxnRp3Zf3K/lcWbdYTaQxu5fqxfDsOl6fS70X5WCrGV/p1VBp7+T5l+xl1Kq3jA6toWfL/QHahg7RcW8DfC699KomnYt+TDR2bRJ889y5Ay/dloWkVn/vK7n3qaxJffSoJtuSx5GgTXZrGBBXnsDeXkeflHCmTXvVZwj05xsTs2/oFdT8hRP1SbedIifByrFtD3sQHwG6j4LVXcK5cQfSj/4Y4C0ez9hL78jvcvEvD7ISb52t03+PmnbEqduPJd8f3dHmQyCNriJ5/DwX9J2LvdFWF+5i2fknU8klYBzxaaXuJh7o9zk3ZFSvuqfnv0ddm561j6aXJVEkS1ddmJz+6GvYm6Ix4opr5PKy2lXKMv7TKE6nB8fnEfXdDwIfd2jpcRv7QKaDquaDlxdjddt7e+rrPawqNefzM59hTMnhkzL/RnJB1qICMA1aO7cvj8J48jFWYGagKBZX4whTiC1PocuxsAAoMucWJVcxejkbv5f8KNpYmUQCGI6vY98kMlls1Wncy0OfaMoVBNI2oPx5lUcaNbLMNo6N5IcPiKu4ncib1oKjbjUHH63J6Sg95ddk9JLUN7o1QQY6DbYuPBn3fUFWpXLeqkVjDCba9wIkOUHSBJ3DN2sZy+dO9UIO45lR6VSE2wv/MaF2QFF3ze9eqopHFSCNLzVQZDdWA1o1rO4SA3HteGyYv3FXh+IGSwhLvLdtf6dEEZr3KU6PkCBghGrKQZqTS0tKwWCzExcX57Jebm0tBQUG9KkSRm5vHypWraux+ph07SPjvu6jOk3uPPHo9nuho8q64AvXLGUQUODGV+aWZQw+5Fph0pY5DiQrnJJ/Hf5qMJXbOjSiuIjR9BPZWw8kfNqX4HB9nIdELH8C4fyFqZe0nZGQc5+DBvQAcdR5hRvZ0roi9inam4sNj+/71CHHW4lLkq8wmnkiI5/mMTPqeeFO+ttMTZDbqEfbvUa+/nyY+d5PX9rsd/2K2Z2CFx4c0yuR/yvPoCn0fHFsirdk4Nre8AZTybyAXWOfzS/7PAY3RN6IfV8ReiVpmjNVH3cza5KaZSy3+41aJq+GZibJKlgMmG7bR1LiN445UVhVcR/G0lUakmkmvbss40nYcjQ8vZ/PqDhR44su0Z3Bl/P9h0RUXxfAoOlac+QrWyJZoGnic4LYX/3HZwW0Dt10p/rj08+I/njKHFql6jbYXBv5jqUOHrhRlaSz879awfn8CsczkZGlEcCcKjS0w0NkZ3t9hOVQbRYZ8igxWigz5FBrzKdLnU2Qsfkwxe3hoxH20j+voc5z161eGNa7q1qJFKgkJTcIyVtmfe3WRXq/D5SpfsbNHj/DNhGzbtpmiouo9jD2c4uOb0LJlaljGKiws4IFv1/NXhgfniXzJqMLdZxno0EhlW7aHNzc6cZTJpYwq/OssAx0b1c7P8A4dumKxhOdcuwMH9pKZeTwsY9WEiIhIOnbsGrbx5Ode3f25V5na+Lk3cuRwr20h/W8+bNgwLrnkEl544QWf/SZPnsx3330nxSZ8aPzxx+WSKADV5ULJzibuf/8Dj4dTf1wbXZCQBw9/7ebR2yO5O3ZgaRIFoLiKMO2bh+HzIVgHP03U4qdRizJKSzyXbc8d9zHu+Iq/WUs2NOXRJo+Xe8xszyj9uK/NzrxDaeXai0zVUzq80JzsM5FqpVRMlLoqe3jTMRmdOzewe/S8i91x48BWcfna8KgRODUnC6zz/Y6zqmglBsXAJTGXlhb96J2ksviIm43Zbjaait8QRXo4kVTpaOZSaeJW0NXQDg+XZuawoxuHHd2gAIoXx5TcW6HAE8/ijWPpsnceq/JGoKGe0p7AjPQZpBpXYtIVkmHoSP7KlNLkSKvigTsel4LHraEGUSTRHFU7sx7RAf4eKsoALaMVWkaptM1QIM3fFRo6I2CEvTbPibOMoE0idGiiojOD3gTf5axmo/FrXLrKi7+U9eCqe3ixzxS6NOoWUMxCNCQ3dtLz1AoHWfbySRRAx0Yq/zrLUJpM1XYSJYSoO0JKpDRNC7iIhGzF8i137FgaffsNqqN8uXEFUDze1wEpQFIuTH+5AE15hh2GWHT6aFSDhmrwFP+tL0T97SGK9B50eiOqQY9q0NAZPKh6DcWQjunTm8m/6hsUiwXc3s8pUjxOzM5sn1+L3ZQQzJcesCJzss/2UxOpPso2PjBOJtId2Nkw1v6PUNTrX7Bts9c+50eNxqHZ+bPgT7/jLS1cglExMjZ6HIqioCgK17TX8+wqJ+4T/xwKVNhh9LCD4udYr0FTl8o1yXoirCq2LPA4a2rr/Kn3UdBQ2Zw3yms7KOx1DCj+NIxH8LjtoAa2dQQAUwCFNapDBy2DuZQv8d7IBC2j1eLE6UTyFGeiNKHOM0C+W0NnAr0ZdKbij3Wm4uSo5OOSycy84x6++dvFFWcY6Nu8/Bu3W5qdx8z0GP7M+y+Kn3LlBS4rD626jxd6T65wnpsQDZ1Jp3DPWQbe3uRkfMeTSVSJkmTqw61ObuwkSZQQoliN7JHKy8vDaKwfa7prS+GAAZi3bcW86S90rsAPXC1HU/A4FDyOqvyAd8I3J8tVNzMY0MxmPGYzmunE32YzilHjSF5saRJWmqwZNHR6D26zBSUjF9VsRzOb0YzGsFVvK/STSLVUTy5NOEfdyH8NrxKhBHYOVv45z2MLYG+PoihcGH0xTs3J8sLlfvv/VrAIo2JkZHRxMtI0UmVESx1z91f+HLuU4nOvZtqdPD7QgIKCI1/Dka1SkK5hywRnQU3WJKud+mduW7nVpn7pDSp6k4rLXrObj1oq2ZyXaKJxTDQto1VaRClEG31/z2JaQUyrwH+x1L2Jjnea6Cpd2gXwzOAJLExLZtLG5/D4OazZ5i7ikdUP8GyvF+mb2L/08V8O/sT7299hpHkk/SL7+xhBiNNXSpTK8wO875Xr2EjlxYH1Yy+dEKJmBJ1IpaWVX5NSWFhY4bESbreb3bt3s3TpUpo3b161CBuQNZf3p/Pu9STk1X75XtXpBKcTXX5+hbYcfK/Lbjr3+dKPNUUpTshMptLE7NTkrPhvU7nPK+vjL5EqmZEapa7iDcMbGBX/CammqOQPnYK94xU++5l27KDxxx+TO3YshQMGcGnM5Tg0J2uLis+iOm+j22s1xV+tczEoBoZEDQVgbGsdK4+6yfZxdutBq8bvhz0Mba7DFAORjRWiWxUnCS5bcUJVmKlx8FgGkdZ4dNrpVTfG5ftc20qZIw1Y7VW4sAyt5GyjE2catdPtppNuOxY1hwg1F4uaS4SaS4QuB4uai15x0DP6Ina2mhDSfUM1LGUkJtXEcxuexOnxvczP4XHw+OqHeKrn8/RK6MvLf/2HlenLsLltzHLMYrtjO1fFXo1JlTeMQgghhC9Bv/saOnRouYNe582bx7x583xeo2kaF1xwQfDRNSC77Dv5n/VDuo9QefBbT60nUuGiaBpKURFqUejrvjSdjh36pBMzYcWzYTqDhqovmRVzM0n9L8NNayk0GLEZNFT9iSWMJUsd9cWPKSpoqoG8kW/iaDvW533LFgJp9O03mLdtJfva67gq9moUu42zv91Iz92+qyn+lD8bg2Lk7MizMekUrjpDz7ubfRcp+GGPi95NVGJOmeHQmyEyRWNu1NcsT1yOzm2gSUHL4jOt8tqQlN8aszs8m5Bri7sq+ZCp8plYFyfOLlKLE6STZxmVOddILT4QtkgpPusJQFXg4pRYbsr+DIPHe0Atj/zMweTzsZnDs/m3qs5OPpfne73Ev9c+UnpkgTdu3Dy17nGiDdHY3EWl/Z04+Nu2mcmOl7i18W0kG5rWROhCCCFEvRR0IlW28t6RI0cwm800atSo0r4Gg4GkpCRGjBjB9ddfX/UoG4DPcj5FdTi4cf7pk0SFm+J243brfL7J7s5OMvBfOlvVaxAdi7LkQ5TIr1EskSiRkSiWSCLtNowGHR6TGTUvj+gli1FO7BtTHQ4iNm3C9Pzz5Fx6Kfd/vx/ywXAiJzI7ofcujanvu0urKZaYlfctBsVAP0s/eiSqdGms8HeW9yVeRS74dpeLmzpX3P+zqGBh6dJCt87JkZjdHInZDc0ATaFRUROS89uQYm1HF0cfHDn1a49iMIlUrs3F2yt2sSkvF2NESbJE6cGv9ioe/OrR4KcjMVyZchH9M77y2k+nOWl3cCabz7g3+JuEWZ/E/rzU51UeW/MQRW7f531peMhzVizC4sJFtiebGdnTKxSaEUIIIcRJQSdSixYtKv24Y8eOnH/++UyaNCmsQTVE50eNpvl3XxBTWPvL+hoCj0uB7LziP6eIOPHHG9XlQs3NIX7GdKDi81VSTfGhb93ce0f5f2Jf536JQTHQM6InV7fX88xKJ77Oi11+1MPZKR46JRQvF1yS5mLWsTWQPMf7RYpGtuUYOZbjXD36QgYn98ZmdZJxwErmASsZB/LJTivE465LydXJggslRRj8cXo0fjvkZu6SzVgdbqhivQmjTsHh5Xvh8MADGeezyDDfZ5GVlPQ/2d/0AvKj2lQtiDA6K74Hk/u+xiOrH8Tqqrg0NxAGDFwR6/2MOSGEEEKEWGxi0qRJtGzZMlyxNGhD/tKI3uXBGNyRNKIW+Ut4nTq4Y46btHiFw/GQ1ljheJzGzJzPMCh6ulnOZFQrHXP2+d7L9fl2F4/G6pix2cnmoh0Ymn8TULJ9V+f7GJx8LlBcHrx550Y071w8e+x2eshKKyBj/4nk6qAVR2F4X3yKWj45OrVKXfHHJ/4YKxzb5ZWmaaxN9/DdLhcZttBi9HfgplGFqztFs9txNV12v+NzrPb7P2Zt56fCVlwlFJ0bdWVKv2lMXH0/uY6coK41YODWxv8oPTdOCCGEEJULKZG65JJLwhVHg9fox+9QnZX/Vtylgt5nMTLtxBmptf8GThRTgJYZ0DJDo/h8pmIuFY42cnOk8Qe4mp3FFcmdyLA25m9jE6zGysvUHS7QmLjYhkt/FGPLT1ACKKJxZeq1XNraewENnUElsVU0ia2iAVj57W72b8gK6mssptHcuBFdagL2uJST5bvNoOrDn1PsyfXw9S4Xu3NDn00z61Veu7QrvVrE0SkpmvtnbS6XTJU9KyZNG0KrtNlEFR3yOl587iYSctaT0ahulBY/I7YDr/Z7i/9beQ9ZjsyArpEkSgghhAhcSIlUv3796NevH/3792fAgAGkpobnlPFQDR06lMOHD1falpCQwNKlS2s4Iv8Sz8wja5UezV3+1/J2PXw1WOXKxR5MlUwYKDoPLc7JwtLEgeYBj1PF41Rwn/jb41JOPuY68ZjzxGMn2txl+rndejRHXVrydXrRe6B5JjTP9MDO9cB6nj7RlmOM5GB0Ew5FNeFQVCKHoptwMKoJxyyNKMKKpfkMFJ3/zUNDmg7jHx3vDCou30lU2YN6T6Vw2NGN2/OvY13zx8iODd9p82VlFGnM2u1i9fGqlTfXqQqXdEvmz92ZHLc6yiVRAL1bxvHqJV2577tN2N1ahQM3NUXHjlYT6LnN9+HjZ+z/hIy4s0AJ4jThatQ6OpXXB7zDv5bdRm4l+6HKMqlmRkSOkCRKCCGECFBIiZTVamXevHnMnz8fgKSkJAYMGED//v0ZOHAgiYmJYQmyKqKjo7nhhhsqPG6xBHE4TQ06PvRKog5/Se5hE8YTEw52PUy6UmVLK5U9TeGRr8onU5pOo+U5WUQmFVfcUnSg6jxgBjg5a6GpRjQ0VD9lkUvYI5uzpuV92IhDsdtRbTYUmw2jNZNO297B4yqTrLlOJmZup0quqQ2KzYZ64o/ikrWKgYpzFBCXuZdumXvLPe5UdRyNU0hLdJPWGA7HKxyOV0hrDEXm8gnOmY268/CZT6AGuk7uhNY94tm3vrJZC42WprUcsPei8mRKY0DUR+g8drruepPFvd4N6r7+FLo05u5zs+CQm0pW3gXkvHbx/GtwKq0aW7i8ewoP/fA3j49sX5pElejdMo5Hz05g2sr0Sg/czGjUk6yYLjTO+9vrvaILD5By/HfSkoZVLdhq0NgUj0H1v4HM7rHxa/5cWhhaSjIlhBBCBEDRNK3K0w9Wq5XVq1ezfPlyli9fzs6dO4sHPbGep02bNgwYMIABAwbQr18/oqKiwhO1H0OHFp/XU7YwRrCcTjc5Ob6rXoXb89+O5PLpOcTngaNMElWiy35PaTJl18PUyxXuNmfQx1Z+lqLs/IGmjyB33Ed4jLHE/ng1Opv3DfNleUxx5I6Zjiulb+lj+mMbaPTNOK/XuGJTyb5+cflYnE60wgK0goLivwsLiz8+8bmn9HNr+fbSa4o/dxdYUav+Uj1tZUdCWjykxSscjI3msOdilGbtadSqOamJ0aTGW2iTYKFpjBnVzzq72ZM3UJTnoMyrh0FR0+ke9RPrCy9lWd71lE+mNAZGzaBH1Ozi19nYD3E2HxSWr8vl0fj+ryO8t2w/2UWB/QLgVB2bRHHfeW0qJEyh0B/fSKOvfZfLd0cmkXXdEjD4KlkSvLg4S5V+Jj27/gmWHVvityR6CZNqZlKfV+geXzeWKIpiVX3+hRBChCYxMdprW0iJ1KkyMzNLk6oVK1Zw+PDh0qRKp9OxefPmcN3Kp/qYSL294Su+OfQWzTMdPPStm/+OLp9Eleiy38OdP3l4e5zK361UzB4Pbx9Lp4/NjiuuLYU9bidy9euo1sNwIolyNhsIgGpNI27WFejy9gcUk6YayR82FXv7iwEw7vqJ2F/v8Nrf0XwwuRfNDP6LD8CPm47w/vz1fOV+lCRXTums2Mlliyc/LmnLdVj429mGdtF6LE4bnhMJGrYQKxTUAw5Vz+GoRA5FJXIwqglH45KgWUssbVrTvGk8bRIiaRNvISX2ZIJlszqY/fJGSn4klCRRJcn45n1t2Dj3ACc25FVLEqVpGkv3ZjHtj73szarav78mUUbuGpzK+Z2a+E0eqyJ63l2Yd/7gs09Bv4kU9r4nrPetyhvpXw7+xBtbpmJzB/eal2Sq7pFESgghakeNJVJl7d+/ny+//JLPPvsMu92Ooihs3bq1Om5VwdChQ3E4HDz00EMcOXKEiIgIOnToQJ8+fdDpAtu7UNOJ1NDZI0FnrbTN5PFgV70v1Up0aXzf6RHsbceBqkOXuZ2YX27FOuSl0iSqhOKwEvvDVRiObww4toJ+EynsdTcRG98naumzXvsVdboK69ApAY8brEdnb8G4Zy5v6l5FVXy/bPd6krjM8xIvXNq7woyE5nKhFRWVnymrZBZMKyzAsXUL7k1/gcd/gYf6IsMcU7wPKzqRIzFJuJq1xNS6NYmtm5NSqJD353H6N/qGHobPKiTj25ce5a9fDzAg+lN6WL4LaxK147iV1//Yw6oDOVW6PsKgckPfFlzXqzlmQ/XtUVLzDtD4s/NQfMzweAxRZF2/BM2SELb7VuWN9KULxpLjqHwW2qSasXu8J1hJ5mRmDv0uqPuJ6iOJlBBC1A5fiVRIe6TKysrKYsWKFSxbtozly5eTlpZW2ta5c2cGDBgQrlsFJD09nYkTJ5Z7rHnz5kyaNIm+fft6uar2jEi8gfkZ74FafhmT2ePhzpxc3o6LxVZJMqV6dFza7jnsZ5xX+pg7vkOFJXYlNGMUOZf9QNSf/ybi708Cii1y5cuoefuLS7H54IluHtB4VfXUsBboDnwMAeT+yUo2757jIbWSZV2KXo8SHQ3R3v9hlLBdOMp7EmUygT2Ik2PriARbHgm2PLpn7Cp+4ERObdMZOByZiDW6CYtjzDSKa8qC1uPJ251Ay8IMUuMttBuQRIdByRgOOXEvWkn+0KkhJ1HpVjvvLt3H7M3HqMpvdVQFLuyazO2DWpMQaQwplkB4YlpS1O1GLBvf8x6T00rkmlexnvOfao/Hl9s6/LPSGSmTauaG9rfw0Y4PKk2mTKqZiWfJYbxCCCGELyHNSC1evLg0cdqxYwceT/Fu8JYtW5bujerfvz9xcXHhijcgb775Jr169eKMM84gMjKSgwcP8umnn/LVV19hMpn48ssv6dixo88xPB4P7ho+sPT26YPYaMzHcSJhKrtsb5XZxF1JieWSKbNH48Fmt3LZkLuDv5mmoa54A92ipwO/BAXFx1td17g30c66NvhYApT76fVE7ZuPWQlsz4ymj8B99Zdorc6u+j1nzSLjhf+gnbIcUDGbaXznnWS9/XaFNgDFZCLu5ltQ9Dqc+/aRt3Mrtj27iAhsm0qdczwijkNRiaTFJGFLbo6hdSqxHdrRsn0r2jWJomVjC3pdxUR/xZ5MHvzmL+4fdgaX9yqfaBc6XDz49UYWbEuvclxnt4vnkVEd6ZDsPykOq6Js9G/3RLF5r4SnqXpc/1gG8eEp3KDTqbjdwVfceHjJRP489Ad2T3HSb9aZmXbeG/RO6sPqY6u59/e7yyVaZp2Z1897gz5JfcIStwiPqj7/QgghQmPwscolpESqY8eOKIpCfHw8/fr1Y8CAAQwcOJCUlJSqDlmtXnrpJaZPn87w4cN56623fPat6aV9pq1foi5+gkuTGnFEr8OsaaVJVImyyZTZ4+GtY+n0canlll4Fy7jrJ2IW3IviDn1mpbD7HRQMeiLkcSqTv/pjklc+g0UJLk7tlKVpVZH35GM4lv4JjhNZkMlMzORXMfbohWPdGvImPgD2MsmUyUzMy1Mx9uxdbpyt2X/z/KK7aXy8kJRMSMnUaJYJKVkaCbkQXJ29uqFIZ+RQVCKHY5pQkNgMrXlLLG1SSezQlgL0vLRwFzaXB7Ne5ew2jXny/A6Y9Crf/3WEqb/txu7WuHjnH9z690/Mb9Gb13tdVeEe9679kpEH1zCvTHubeAv3ntuGgamNa/pLLhWx/r9ELXvOZx97m9HkjX4/LPer6tKuIlcRN/15Lcdtxyrd+7Q+cy2PrX4Iu8eGSTXzQp/J9IjvFZaYRfjI0j4hhKgd1bZHqmRWJyEhobTk+cCBA0lOTq7qkNVq//79jBw5kri4OFauXOmzb00nUvHTu6MWZbDLYODepASezsgqTaIcmg7jiUNYV5lNPJEQz/MZmfQ90e6OakbWDb6/Hl/0R9cS+/PNqEWBHdrpjaYzY289gvxhU8AQvjLzGQUOkj7sQWMq/+2/TTP4nKVyRzcja0LVvz9aURHZ46/Cc+xouSSqRLlkyksSVeKvrA08vOr+0tmBEganRtNsaJapnUyysoo/NletaF2t8qBw3BJ34kys4v1Yh6ObkB3fFGdsY9Lyir/+i3f+wT/+nn2ifAWkm2O5+7z7yDNHE2PL543fXyPRllvanmmJY8cTrzFmUCf0ai0fQO2y0fjz89Dlez+kFyD70lm4moY+uxPKG+m9+Xt4cu0jPNjtkUoLSKzPXMvLG//DxLMelySqjpJESgghake1JVKLFi0qrdC3c+fO0gp9LVu2ZODAgaVL+2JiYqp6i7DKz8+nd+/eGI1GNm3a5LNvbcxIRf35BKqrqNzjhZqR11yXcZ/+WyxKxXVhhZqR1xOf4/ILriTO4v+sGG/U3P3E/jQBfc7uKo8BoOlMeCISyB33Me74DiGNBVDocHPHVxvpkvETz+o/qjAj5e/7U6QZ2TToXVJ7jAwpDtfe3eQ9NpGoiY+VS6JKONatwfrCs0Q99qTXJKrEmvRVPL72IZyBnOulaTTOP5FgZRUnWCmZ0PS4hSaFBVX9cmpVod7EwagmKB4PZ+QdPqWgenES9m27c7ls1x+oaBVPr1JVop9/EdPg82osZm9MO2YRM9/30lpnci9yLv0eQqwgKG+kGzZ5/oUQonbUSNW+jIyMcqXP09LSUBQFVVXp2LEjgwYN4oEHHgjHraps8eLF3HrrrbRt25aff/7ZZ9/aOEdq74xrObNgeensSqFm5GbnRFZ4OjNA/ZsPDJPLJQuFmpFb/r+9+w5r6mz/AP49CQkQVpgOFAQ0oKJVEUeLdWG1zqJt3a1Vqx3aYbW2b1u1+lZtte72V31ba7W1Vqt174FKXSiIiuJkqSCyRyCQ5Pn9AYnEJJATRgDvz3V5gWfeJznAufM8z/2UzMJZdVu42Ykxb4A/urZwNvv8XFEWHA9Mhvih+a03QOnDsMrAnFJ8KdUMn+y8hjPxpVXH1ohWIVRwiffrE2/fCXve7lqlWKrbmUcRmBv1OVSMXzVAxoDC5DehKmgNJ5RgWbAT/IszoExKhDIxAUXxCeAeJENQXP+KYGiU/4VkNPUQWsEt/EwtRFMJpoZ02yCIHlf8wUzOgLUo9qt4/qnK0IP0s43ef0IIsQyLlD9PTk7G5s2bsXnz5lotf3737l00adIEEolu17L79+9j4sSJSExMxMcff4x33jE+HxJQ+4nU7mupWHP8GvYIZqIp0lGEJ0mCRvlkoXwSVd6YIE+8H+IDsZWZI25UCjgcnwmbW/+YfS3VMS6JMYZvjtzGrqup2mW2KMIR60/1Xh8bKwEYAzqxq3qvT7SgHZaHBaKzl9TsWGpKeMpxLIj+CoxHrTrlw3EozAmEjZXA6HUxtRrqtEdQJSVClZSIksQEFN6LhzopEaLsqnXfrDNEIghcXME5OkHg5ATO0RECRydwTk4QODjqfnV0AufoBM7BAZyJ0x/wCuX+v5Du0h/bVZ7SqQWyRp8AhOa3GtOD9LON3n9CCLEMi0zIe/bsWaSkpGgn9xQKhYiNja2uUxm1evVqrF+/HsHBwWjatKm2al94eDgUCgV69uyJNWvWQCyuuExybSdSL/3fWWTJS9CKu491omX4XDlZJ4nS6C6IxRLRWswqmaqXRGnI3O3w30Gt4eNq5jglxiC5sBR2F1fy37UakigA+PlsItae0Z84+OnXRyTgsHbkc1Ao1fj4n2voqL6qfX3qchKlcfjBASyOqbhggcarLUahi/0b+PrQTczt72/WdakL8qFKToIqKQnKxHgU3LmHkqREiFIfQKish4Ox+OA4cPYOT5Ku8smXoyM4RydYDxgIgZ0970M77n0D1okVTwCe12MBitq/ZW709CD9jKP3nxBCLKPGEim5XI4LFy7g7NmzOHPmDO7cKZ2XRnNIHx8f7Viprl27wsGEeXuq6sKFC9iyZQuuX7+O9PR0FBYWwsHBAa1bt8awYcMwbNgw7ViuiliiRWpJWYWz8mysBHi+pSuO8ywRbW0lwEc9fTHiuSYmXa/BY9zYCocTs8CZ2P2supKoPddSMf/QrUq34wAsGdYGPVuWTnp6MSkbH/9zTVslrq4nUUBpRbVRJ8KQV5Jb6baGKq5VF6ZSQf0otbQFKyEBeXfvQREfD+HDZNjkZVf7+eoql537IXA1fRJdVliIosMHYCUogGPk17ASKyEUqyG0ZhBY6f5qVdu4lE7Sa23emFF6kH620ftvnOj+v3A48gEKun0KRWv91mHrG3/B/uwi5Hf/3OB6QgipSI0lUoGBgVCpVNrEycPDQzt/VPfu3dGoUSNzD21xlhgj9fme6zh1NwPFZfNX2VgJsGJ4IPq2a4oNp+9i4eHbvCcsbeUmwQ+vtYezRLcFbve1VKw5HY9pPXwwNNB4lUXR/X/huG+CXhGMpzGBCAVdP0Vhp3d5RqjrbEImPv4nFip15Vc6q09LvN5Rt9T+xaTsKrXY1Lb50V/izKMIFKtNm2CqJpMpY9R5eVAlJ0GZmICc23cgv5cA7n4iJI9TIDQ2WXE95Xr8X3Ai07vfqZKTkDXmVYPrOCErTarEagitS7+qPVtD3fLFJ10SHRzLuiY+aRUzdn56kH620ftvmOj+v3DaNwGcshDMyhYK79AnlWNL5HA4NgPixGMQGFpPCCEmqLFEKjg4WDt/VPfu3eHr62vuoeocSyRShSUqvP7rRaTmKbRJVFBzqfYP6Jl7GZixMxZ85wkWCzksHNwaPVu6obBEha8P3sS/8ZkoKtGd38fW0IRjJXK4/B4CgTzN+MD/MlVtkbr5KB9T/oqBvKTyh/M3gpth+ov1+347kLwXq68v05kM1RSWSKYMYUol1KkpKElMQPatu8i/ew/q5ETYpN6HRJ5n0djMwdlK4Ho4nNc+JbFXkfPOpOqNQ2IHriyp0iRXAicn2Lq7othaAs7RCaJ27SH0bFb5wUiDQYmUvvJJlIamcmx+j3mwPz0PgsJ0nXkSq7uyLCGk4auxREqtVkMgqI/TiFbOEokUANxNL8CsXbH44iUZgppLAej+Ab2YlI3/7L0BpVqNPAW/1oAQXxfcflyALHmxttULKE20XCRirBgeCD83O519HA6+C+uEwyZP2GtuMpWSW4S3Nl9GRkHlLTP9A9wxf2AABFUsJ21pw48OQnZxlsF1YoG4wlaqRjaN8WefHTUVWpXtP38bO/adh0d2KprlP0azvDQ0z09Dk4IMWDF15QewAEHjJnDZtovXPsVnIpA7u/arkdrP/gI2g4fx2qf4wjmAMd0CHHZ2Znf9JTWAqQG1CmAqgKlLu1WrS793chAjNzuvdJuy5Zzme6YC1GXbl+1bul6FEo8OgMjW9BhUJbC5vhlgZcc3GI9+fKXbl8ahicn4/vrbK/wGoqjdBF4vl+vaVgZ7SzAAEFoDqmJwBvpxVFdlWULIs6GiRMqqKgd+OolKS0vDo0ePAACNGjWCh4dHVQ7/TPJzs8OOSV2Mru/sJcXh97ojo6AY8w/d1JYGN0XEvUyDy4tVDKl5CszaFatzbusbf0GceNTkJAoAOGUhnPa+ySuZyikswYfbr5mURAU1d8Kc/v71PokCgLf93zXYImUtsMGbskn47dYvUKj1W6usBTb49LkvaitMs6yISkeWkxfg5KWzXKhWwVuRBffsRxgddwSynPuVtnTWFs7Rifc+6tzKx7bVBM6Mufnyly+B+n6y7kKh0GD3Qk23w/KFOEqXlX21sSmtxW/CgzyfB3+V1AdM4s7ruqxv7wFXlMnzwd/0RMRQ/EoXGQp6zOcVp03s77A7v8RoImHKWFRXXmcslTn6BFQurUzfQa2Ew6na//2idA3gvY/KtTUEj6L0lnMAUNHfLStb5Pf+lvf5CCHkaVVKpDS2bt2KX375BUlJSTrLvb29MWnSJLz22mvVcRpSjqudGCvCArE1+iFWnbqn08JkDhsrAb54SaazzP7sIqNjo5iVrU53ivI4ZSEcjn2MzDd056O6mJSNr/bH4d2QFtpxWQqlGrN2xSI+s/LWP19XCZYMbWt+afc65uXmgxGZfk5njFT5bnv+TgH4T+QsnWTKWmCDhcFL0NFVf1LgumRaDx+DxVNEYhEG9wrGujOJmHN+Q51JogBAYEZywnJzaiCSytnd3Qybkr0mPPirwDghcodsMhyrSgWWnQVVtukfyABPjf8qNwZM9yuDyF4JG6nS5OPm9l0BRYDhMWfGSCKXwyqr8uI01cnY776K9ymCoNAC0w/wnKsOFuplYmpRo/JUzn4QGUikKlJdRZEIIQSohkTqs88+w65du8AYA8dx2laotLQ0JCQkYM6cOYiKisKiRYuqHCzRxXEcRnbyRJCXFF/uu4G76eZ1RSw/Hqu8/O6fw+HUl3oPDczKFgXBM2AXuczgAwWzskVen2U6y8pX1Fty7A7Oxmfiy/4y/PfQLUQ/qPxTfXd7MVYOD4SDTbXk/nXGrHZf4K2sMUgreqQ39qmjaxAWBi/RJlP1JYkCgKGBjXE2PtNg8ZSg5lK0buSAY5GdEZoYaTCZEnV7ASXn/jV6fJtJU2Dbpx/UeblgOTlQ5+aA5eaWfs3JgTo3Fyz3yVeWkwNWWPHPh3ktUpZJpCQpR2AtNy1BYQIRmEoFlld949aYioOyUAhlYcXzcjk0K0SzEB5JGlNBdT8Z6pxs7TxgnH0l839Z4sHfjCIrTGCh3118Y+Wqf641k6j5d/llHL/3npIoQkh1q9Jv9r1792Lnzp1wdXXF9OnTMXz4cO38TMXFxdixYwfWrFmDnTt3IiQkBIMGDaqWoImulm52+G1sJ6w+dQ9/RT/kta+xJAoAFK1HQpwYrjNGqvwfIqVHe/2Bvla2yBm0ASXNXtAuK59EAUCRUo1TdzMwcO15yIsr/yNvJxZi5fBANHa04XVt9YGtlS0WBX+POZc+wyftPtMrIKFJppZeXYiZ7f5TL5IojTkD/A0WTwFKu6hi4TdIn/wa3ApzdJIpyfSPIXl9NOR//QH5Gv25zCTTPoRk5FgAAJ9HPlZSUpZclSVdOTlgeWVfc3Mg9G3J+xpZjmUSKYGYx0MnU4EV5Jd2xatlvOJEaatE4Y5tKNq2pdzCsvm/9CZZLp0HDHdKIC6x1W0RE6shEDHUWA9gc8b5WShB4d3SY6lEyowWKT6xaj4ApCSKEFKdqpRIbd26FSKRCL/99htattR9CBGLxRg1ahQ6d+6MV155BX/99RclUjXI2kqAmX1aoruPC+YfvIlMuWmTq77ZpbnBJEojr+/3EG3uDUH+A+CpT/NKmr2AnEEbdErPPp1EAcBX++P0ungVqxiKVab94fxuaBu0cuc/SWp94ePgi029thpd39E1CPteOVDvKnbZioRYMTxQr3iKRmcvKaK+Xwf1+6MgYAwcniRRALTJUvlkqnwSxRcnEoFzdeM1T1RlrALbw7q4uDRByynXKpadAbCa67go5JGgcEwNlp1dY7FUxIpnIgW1Wr8LImNgebmlSa+BXUp/Kpz1V3DsqeSK6SRaT3dHtJYqTU+8zHrot1CXZN6JFAcGzmCRhhpVw4kUpyyEXeQyKBs9R8kUIaTaVCmRiouLQ5cuXfSSqPJatmyJrl274urVq1U5FTHRCz4u+HVMB7y+4RIUysofYn4+l4SOzZyMJ1MiCXIGb4TjgcnI7/2t3h8gTTLlcHwG8vos00uiAODdkBZYcvwOikr4f4o7oUtzdPE28JBE6oXKiqd0aucDxTffIu+r/0Dy3nRtEqWhTaZ+XF263swkqqbY9H8ZNv1f1lvOCh7D5X+doVYAqmIBVApB6ddi7sn32mVPvlcXc0AlI8c4KzUEPBsN1DnZ/HaoJkJrng/jTAV1TjUV8GAcVAohVAoTXiwBQ8BrKSYfmmMqMLkcqkcpTyogVjb/mMVaesxoPRMIAbXpY9uqA2dWnPySU3OKIRFCSEWqlEgVFhZCKpVWup1UKkVREb+5coj5Vp+Kh6lV7VVqhg+3X8PKEYa79wGAytW/wjKxJc1e0CssUZ6h8TKmGBbYCO/38DF5e1I/WffoBevwM0bXS0aOrXMJVGU4O3cour4DSdQPEMP0T9qZGlCVlCZb6mIBlMUCqMuSLGXZMnOw3Gyz9qsqvl37wFRgebXfXVIoVvPrBqhWo+T6NeR+PE27iLOVlI7perr6YVkXRFV+HPDQGlZiNQSaljARq/mGKnMmzeaEAGo3kTInTkHWXd77UDJFCKlOVUqkGjVqhCtXrmgLTRjCGMPVq1epFHot2X0tFRHxmbwSFoVKjY92XDM6Vqo6zBngj1fXRyItv/IS5wDwop+LXhVBQuoNeTok0T/x3o0TAFbWDFbWKoBHAlbpcR3sIO7ZW9v9UDNWDMWm/TyaS2jNd4yUGmoLjDuz4hknmEpvfBwrlJcWNElNMfjOFQDI0itgziAQM93uhtYMQjEgtGEQ2HAQWnMQWgNCiRACaw5COwEEVkJAICwttsAJS/8JhGBlX1G2nHFCMDH/btGFbceCU6tKjy+wKj2e5viacxr8f/l4BGXrhUb3B1e2jcAKagn/ZwRR+g2j68ypLEsIIXxVKZEKCQnBX3/9he+++w4zZ86E8KnKSmq1GkuXLkVycjJGjRpVpUCJadacjjerC12RUo15B29iz9tdayAqQMBxsBGZ9tFrCxdbfDu0LU0USuotl60vl84NZOlAyogDAiD6r+68OYwxQKEoK7qRoy26oc7NBZd6D+LI9eW6HXI6XRBNHf/FOTpBZe+sfbhmZQ/Umofrpx/81RIPsLzan5uLuXsjr/enZfEIjMT75P9MZAf12fhqODMHdTEHdbEApo1qBRyXrYY4mN/vaVX6YwjsHQBra5N+r/KdI8tS8p//T7VVliWEEHNUKZGaMmUK9u/fjw0bNuDIkSMYPHgwmjVrBo7jkJycjH379uH+/ftwdHTElClTqitmUgFj8/dUhgPwZQ21ADHGMP/QTSRlmda9MyVXgZgHOTXWOkZITbI/NgOCghTeSRQDUNKsB0qadH7y4F7uod7WzgbyItWTT/g5IVi5JOTp7cEJytYLwaz0K15yHAfY2EBoYwM0aqS7UlUCwbhxEBpoUWDgwORFYPn5UOfl6ZSf15acL1tW8MYsFHk2M/01UKvB8hbyfOWqQZNWKGozuvLtymG5l2smlkrwne+MMYas118BSkoAsfjJmC5HR+3EywYnZC7rkmjS+C8Lqa7KsoQQYq4qJVJNmzbFunXr8NFHH+H+/ftYu3atznrGGJo0aYIVK1agSZMmVQqUmMbY/D3u9mIkZxtPZBiA+9mF6FoDhR1+v3gfh+Mem7y9QlnzXQ0JqSk2cduMJlEMxktJcABED84gZ9ifBtdbSyUoqq3KjUIR1HaNDa7iAHBOtoCTM6/y8yYpLoaoU+cn83/l5oLJC6r7LHrMmkPMQqXvecdaVFSaRAFAcTHU6Y+BdNN/HwPlxn89nXQ9VYpe+9WU+b+qSXVUliWEEHNVeYbADh064PDhwzhw4AAiIyPx6NEjAKXjp4KDg/Hyyy9r55YitcPQ/D0A8M7WKxXu99O/iXjJ36NaJ709fTcDq07x7wJTRMkUqaeKAl6DTdxWvYSJASj26gNx0nGDyRQDUND9PzUfYB3G2djAafkanWVP5v/KfVJmvtz8X+WTrifL+I3/4tvKA0C/THst4Zz4JVLVMWl0ZeO/DLF5bRTsP5jB7zzFxYBIxK9bdzVUliWEEHNV6Yk5Pz8fAGBvb49hw4Zh2LBh1RIUqRpj8/f0aeWG47fTje6XXViCX84l4aNevtUSx930Any1P87s/Wt63BYhNSG/7zKIk0/rdO9jAApemIvCDm/DNnot7M4s0EmmGICC579CYceptR9wHWfu/F+sqMjg+C9mIBETennzjkudW/tjuSAUgrOV8NrFYpNGm9HKlzf/KxRHnCpr8TLc/bB8q5emKyJz8q5SZVlCCDFXlRKpzp07o127dti2bVt1xUOqiaH5ez7o6YPT9zJQUkFFv7+iH2D4c03g5WxbpfNnF5bgk52xKCiu/PNLKwEHpVo/JhsrAeb2969SHIRYQubrB+C2IQisbJJRTRIFQJssaZIpSqJqBmds/Fc1Ebi4QuDZrLT7YS0VyOCcnHgX4amOFilzcGa08qlzcgCVCiwrE6qsTH47i61NSrp0x4E5gbOqvh4YhJBnT5V+g9jZ2cHbm/8necQyPJ1sMSaoGX67kGx0G6WaYeXJe/j+lbZmn0epUuPzPdfxIKfy4hJD2jbCy609MGNnrE6BDBsrAZaHBaKzl9TsOAixGIkbcgesg+OhqSjo/oU2idLQJlNnF6Kg+38oiaqHHD77Uvs9U6nA8vK03QpZbm7p15wcqPM0xTd0uyaynJzS7nI8mNPKY6kuiLUea7EC6sdpwOM0XhMHCFu2gvOvf5h/XkLIM61KiZSfn592TBSpH97q2hx7rqUiU2682O6puxk4n5hlduGJpSfu4mJy5X8Q2zd1xGehrSAuS5o+/ucaipRqSqJIg1Ds2x/p7yYYXV/YcSolUA0EJxSCk0oBqZRXAY4n47/KjfEyMv6Ly88FmppeAVHDYkUxeI7lAgBmge6SnIj/GO6ifXtQ8MPK0pYuByNFNwy0inESO5rWg5AGpkqJ1GuvvYa5c+fi2rVrCAwMrK6YSA2yE1vh/RAfLDh8q8Ltloffxe/jg2Al4PdL/+/LD7E9JqXS7Ro5WOO7oW0gtiqdW6qzlxTLwwLx9aGbmNvfn5IoQkiDx2f8l1QqQbaZVRs5qXNp90NV9U3yXBlzyrRbohuiOQmfOie7tFUxLxe8JhoRCvW7FxrqiuhYvjqiEzgb/ekLCCF1Q5UTqZs3b2LixImYPHky+vXrB09PT6rSV8cNDmyErZcf4mZavtFt7qbLsetqCkY819Tk415MysbS43cq3c7GSoDvX2kLVzvd+6Szl5QKSxBCSDWyDXsVtmGvgjEGVlDwpAXMUOuXTlfEnCqN/zKrTDuPSovVpVa7IFZx/JfTD+sgbGL632RCSM2rUiLVunVr7ffLly/H8uXLjW7LcRyuX79eldORaiLgOMzo7Yupf1VfOfT72YX4bM91VFDHQuvrgQHw97A3NVxCCCFVxHEcOHt7wN4ewqaeJu9n2vgv3fLzLDeXd7EJi1RBhJlFMWo71rLxX3wrNqqzMpE99S1wDvqtXzrFN8p1Tayt+b8IaSiqlEgxZsJTsxnbkprXqZkUfWVuOHar4nLoP59LxMe9/Co8Vr5CiRk7Y5FTpKz0vFOe90afVvzKGBNCCLEMc8d/8cXk+YBYXOutUvWmgAfHgXNw4LWLOjsb6pQUIMX0+b/AcaXJVAWTLWuSMBr/RUgVE6m4OPPnCCKWN/1FH5y+m4HiCsuhP8Tw9k3g7WL4kzCVmuGr/XGIz6i8736ozA2Tu3mZHS8hhJCGycrHD27HIkrn/8rNeVLhsFwLmLYrooGCHOaO/zK7THstM6elyKxumYyVG/9lvMKvnnLjvyQTJsM69CX+5yakHqIJFJ5hmnLoGyooh64qK4e+LMxwMZEfI+IRca/y/t7+HvaYO8CfPrEihBBilHb+Lw/T5//SG/9VvtR8BV0RWX4eBPWlumBdT/jKjf9iJfxbFfO+/hLqjIzS7oVPT8hsoEAHJxLVwEUQwh8lUs+4CV2bY0/sI2QUGP/Fd/peJs4nZKFrC91y6PuvP8LGyPuVnsNFIsLSYW1gI6J+14QQQqpXVcZ/wYxhB7U1AXN59aYLIswoNAKgJPZqaTdEU88hsXuSdNH4L2JB1ZZIPXz4EFlZWQbXNW3aFM7O5s1JRGqWndgK74W0wIJDFZdDXxZ+F3+88aQc+tWHufimkhLqACASclg6rC0aO1L5VkIIIXWHuQ/Vzlt2lHZ907R0PTXZ8tPdDzWtYlUZ/2VWmXYLFfAwL+njFyuTF4DJC4BUnuO/HBy0LV6iTp1hN/U93rESUh7vRGr27Nm4e/cu5s6di3bt2mmXr169Gjt37jS4T/fu3bF+/XqzgyQ1a3DbRtgW/RBxFZRDv5chx84rKXi1Q1M8ylNg5q7YCsdWaXzRT4Z2Tfl3SSCEEELqIk4sNnn+Lw3GGFBUVC7pyi6XbBkYB6YZ/1U2/5fAgf/fUVZPJmNmSiVYQUENRVP+RKys22fp+C+BhwfvQxTt243i0yd1uxk6GeqKSPN/PSt4JVJXrlzBrl270KdPH50kSoMxhqZNdec4KCgowNmzZ3H16lWD+xDLKy2H7ocpf8VUuN1P/yagZ0tXzNwZi0x5SaXHHde5GQa1Nb2fOyGEENIQcRwH2NpCaGsLNOIx/kutBpPLATX/YhqW6IIIgHfSZ6kuiOaMj1Peuonif0+btrHYWndsl6HxXwa6JNL4r/qFVyJ18OBBcByHt99+2+B6juNw/PhxnWU3b97EsGHDsH//fkqk6rCOzZwQKnPD0QrKoecUKTFmYxSyCytPol7wccG0Hj7VGSIhhBDyTOEEgtLxX2aQvDsdtiPHVDD/l26XRJaTA1ZYeQXeSmPmW6bdYnOI1fC4s2IF1OmPgfTHpnc/hOHxXw5z5tP4rjqKVyIVHR0NV1dXdOzY0eR9/P394ePjg+joaN7Bkdo1/UVfnKqkHLopSZSPiwT/HRQAoYAq9BFCCCGWINAU4OCxDysuNjz+y9A4MAPjvzh7B3BW/EaN1KeiGLVRCVFv/JeNDe8kSpWUCPlv60u7HWq7HzrqdUmk+b+qjtfdnpCQgMBAw2WwK+Ln54eoqCje+5Ha1dTJBmM7N8Ov53nMHfEUO7EQ37/SFvbWVBCSEEIIqU/MHv+lUJQmV3L+Y50sMS8XYGZRDItUbOQ/Pk6V8hCKwwcq31A7/5fh7oY6EzLX4Piv4qiLyF8wB7aT34HtoKF66wv37YZ87Q+QTH3f4HpL4vW0m5eXB6lUanDd4MGDERAQYHCdRCJBXl4e7+BI7ZvQxQsbLiSbUxEWACARC9Hc2bZ6gyKEEEJIncRxHKCZ/8sMok5BcFq3oeJ5wMoX5MivnudJsyohWmIy5ppsOSs3/xcvRsZ/2b46Ela+frwOVRx1EbmfzgAURShYsRQl58/B4fOvwNnaghUWIm/RfBSf/Rco0l9fF/BKpGxsbCCXG+4/+8ILL+CFF14wuK6goABisZh/dKTWScRCDGnTCLtjH/He10rAYcFAw8k0IYQQQsjTBHb2ELRuY/L2TKUCy8t7kniVH/f11KTLFY3/MqsSogW6IdbJOcSMjP+yDn2J32GiLiJ3xnRAVXaUoiIUnw5HZkwU7KZ9DPnaH6DOynwydUBREYr/PYWs8SPhuGQ5rHz4JW01gVci5ebmhjt37vA+yZ07d+DmZnozMbGsL/rLcOJOOvIUpg+PFHLA6hGBCGourbnACCGEEPJM44RCcFIpIJWaP/4rNxdCP34P4bVWpv0pnBld+9SWqoTIM+nLmz/nSRKloVSCZWYif/ECoKREf9Ls4mKoH6Ui9z+fwuXP7VWMuOp4JVIdO3bEzp07cfPmTfj7+5u0T1xcHBITExEWFmZWgKT2CTgOiwa3xrTt10zcHlg1PBCdvWjSZUIIIYTUPeaM/3qa44ofDHY7NDQhs16CYCZzyrTXlznEbMdPgHzFUsMrK5rA2toG9p/+h9e5agqvRGrw4MH4559/sGDBAmzYsAFWlVRmUSqVWLBgATiOw8CBA6sUKKldXVu4oH1TR1x5WPnAykldvdClhUstREUIIYQQUvs4KyuIg4JN2pYxBlZQoNv90Oj4r7KqiEbGf3EO9aMoBsC/MIZ19xeMJ1JGd7KB45LlEHcM4rdfDeGVSL3wwgsIDg7GxYsXMWHCBMybNw8tW7Y0uO2dO3cwd+5cREVFISgoCD169KiWgEntKCxRISW3yKRtN128jyAvKXXrI4QQQsgzj+O40vm/7O0hbOpp8n6a8V+aBIvl5EDQtCnv81ukEqK1NThrfgVHeMdZx5IogGciBQArVqzAyJEjcfHiRQwZMgQBAQEIDAyEi0tpi0RmZiauXbuGuLg4MMbg6emJFStWVHfcpIbNP3gTOSbMGQUARUo1PtpxDSuG0xgpQgghhBBzaMZ/CYxUyDaVZNwEqHr3NTwPmHZZTsXd53iq8aIY1jaQTHy7TiVRgBmJlKurK7Zv34558+bh0KFDuHHjBuLi4nS2YYyB4zgMGDAAc+fOhbMzjZ2pT3ZfS0VEfGaFE/M+jZIpQgghhBDLE3XsBFHHThVuozP/V16OdpJlTTdDvuO/arwohqII8vX/g1XrNnUqmTJr1lQnJycsX74ciYmJCA8PR2xsLLKysgAAzs7OaNOmDXr16oUWLVpUZ6yklqw5HY+iErXBdWIhZzTBKlKqMe/gTex5u2tNhkcIIYQQQqpAZ/6vRo1M3s/Y+C9ObM07Bt5FMRRFyJ31cZ3q3mdWIqXh7e2NN998s7piIXXEtB4+WHLsDoqUusmUjZUAU573xroziXrrNOvn9jetmiMhhBBCCKlfzB3/ZYg6NxewsgKUStN3qmPJlMDSAZC6Z2hgY4T4ukAs5LTLbKwEWDE8EOODm2N5WCBsrHRvHRsrAZaHBaKzl7SWoyWEEEIIIfVN0c6/jSdRFRWuUBQh/5uvayYoniiRIgbNGeAPF4kYwJMkSjP2qbOXVCeZoiSKEEIIIYTwIZn6PmBjIGEqKyxhNJmytoH9f+bUbHAmokSKGGQrEmLF8EA0l9oYLCChSaYaO1pTEkUIIYQQQnixHTQU4u4hgFj8ZGFZiXPJmPFw/G6ZfjJlbQPH75ZB3Klz7QZrBMcYM7002zOkpESF7Gy5pcMAAEilkjoTC7EMugcI3QPPNnr/CSENESssRNb4kVA/SjU4T1Rx1EXkfjoDUBRZLIlyd3cwuo5apAghhBBCCCG1jrO1heOS5RA0a26wgIS4U2c4frcMgkaN61RLlAa1SBlBLVKkLqF7gNA98Gyj958QQiyDWqQIIYQQQgghpBpRIkUIIYQQQgghPFEiRQghhBBCCCE8USJFCCGEEEIIITxRIkUIIYQQQgghPFEiRQghhBBCCCE8USJFCCGEEEIIITxRIkUIIYQQQgghPFEiRQghhBBCCCE8USJFCCGEEEIIITxRIkUIIYQQQgghPFEiRQghhBBCCCE8USJFCCGEEEIIITxZWTqAmpCamoqVK1fi9OnTyM7OhoeHB/r27Ytp06bBycnJ0uERQgghhBBC6rkGl0glJSVh1KhRyMjIQN++feHr64srV65g48aNOH36NP788084OztbOkxCCCGEEEJIPdbgEqmvv/4aGRkZ+PLLLzF+/Hjt8kWLFmHDhg1Yvnw55s+fb8EICSGEEEIIIfVdgxojlZSUhIiICHh6emLs2LE666ZPnw6JRILdu3dDLpdbKEJCCCGEEEJIQ9CgEqnz588DAEJCQiAQ6F6avb09OnXqhMLCQsTExFgiPEIIIYQQQkgD0aASqXv37gEAWrRoYXC9t7c3ACA+Pr62QiKEEEIIIYQ0QA1qjFR+fj4AwMHBweB6zfK8vLxKjyUSCeHubvg4llCXYiGWQfcAoXvg2UbvPyGE1C0NqkWKEEIIIYQQQmpDg0qk7O3tARhvcdIsN9ZiRQghhBBCCCGmaFCJlK+vLwAgISHB4PrExEQAgI+PT22FRAghhBBCCGmAGlQi1bVrVwBAREQE1Gq1zrr8/HxERUXB1tYWzz33nCXCI4QQQgghhDQQDSqR8vLyQkhICB48eIA//vhDZ93q1ashl8sxdOhQSCQSC0VICCGEEEIIaQg4xhizdBDVKSkpCaNGjUJGRgb69u0LPz8/xMTE4Pz582jRogW2bNkCZ2dnS4dJCCGEEEIIqccaXCIFACkpKVi1ahVOnz6N7OxsuLu7IzQ0FNOmTYOTk5OlwyOEEEIIIYTUcw0ykSKEEEIIIYSQmtSgJuRtSFJTU7Fy5Uptq5qHhwf69u1LrWr10MGDBxEZGYkbN24gLi4OBQUFGDJkCJYuXWp0n6ioKPzf//0fYmJiUFRUBG9vb4wYMQLjx4+HUCg0uM+JEyewfv16XL9+HWq1Gi1btsSYMWMQFhZWU5dGTJCVlYWjR48iPDwct27dwqNHjyASiSCTyTB8+HCMGDECAoH+cFW6BxqWJUuW4Nq1a0hISEBWVhZsbGzQtGlThIaGYuzYsQa7nNM9QAghdRu1SNVBT4/z8vX1xZUrV3D+/Hn4+Pjgzz//pHFe9ciwYcMQFxcHiUSCxo0b4969exUmUkePHsUHH3wAa2trvPzyy3BycsKJEycQHx+P/v37Y9WqVXr7/P7771iwYAGkUikGDhwIkUiEQ4cOITU1FRMnTsTs2bNr+jKJEX/++SfmzZsHd3d3dO3aFU2bNkV6ejqOHDmCvLw89O/fHytXrgTHcdp96B5oeAIDA9GmTRv4+fnB1dUVhYWFuHz5Mq5duwYPDw9s3boVTZo00W5P9wAhhNQDjNQ5EydOZDKZjG3cuFFn+cKFC5lMJmNfffWVhSIj5jh79iyLj49narWanTt3jslkMvbJJ58Y3DYvL49169aNtW3bll25ckW7vKioiI0cOZLJZDK2d+9enX2Sk5NZYGAg69KlC0tOTtYuz87OZqGhoUwmk7GoqKiauThSqTNnzrBjx44xlUqlszwtLY317NmTyWQydvDgQe1yugcapqKiIoPLly1bxmQyGZs7d652Gd0DhBBSPzSo8ucNQVJSEiIiIuDp6YmxY8fqrJs+fTokEgl2794NuVxuoQgJX926dUOLFi10WhyMOXjwIDIzMzFo0CC0a9dOu9za2hoffvghgNIWjvK2b9+O4uJijB07Fs2aNdMud3JywtSpUwEAW7ZsqY5LIWbo3r07+vTpo9d9z93dHaNGjQIAXLhwQbuc7oGGydra2uDyl19+GcCTCeMBugcIIaS+oESqjjl//jwAICQkRO/By97eHp06dUJhYSFiYmIsER6pYefOnQMA9OjRQ29dcHAwbG1tER0djeLiYpP2efHFF3W2IXWLlVXpMNXy413oHni2HD9+HADg7++vXUb3ACGE1A+USNUx9+7dAwC0aNHC4Hpvb28AQHx8fG2FRGqR5n019P5bWVmhWbNmUCqVSE5ONmkfDw8PSCQSpKamorCwsEZiJuZRKpXYtWsXAN2HX7oHGrZffvkFq1evxsKFCzFmzBisXLkS/v7+mDJlinYbugcIIaR+oKp9dUx+fj4AwMHBweB6zfK8vLxai4nUnsref3t7ewBAbm4ur33kcjny8vJga2tbneGSKvj+++9x69Yt9OzZUyeRonugYVu/fj3S09O1/+/RowcWL14MFxcX7TK6BwghpH6gFilCCKllGzduxPr16+Hr64vvvvvO0uGQWvTvv//i5s2b+Pfff7FmzRokJyfjlVdeQWxsrKVDI4QQwhMlUnWM5pNGYy1OmuXGPnUk9Vtl77/mU2dHR0fe+9A9Uzf8/vvv+Oabb9CyZUts3LgRUqlUZz3dA88GNzc39OvXD+vXr0d2drZOaXK6BwghpH6gRKqO8fX1BQAkJCQYXK+p7OTj41NbIZFapHlfDb3/SqUS9+/fh5WVFZo3b27SPmlpaZDL5WjcuDF156kDNmzYgAULFkAmk2Hjxo1wd3fX24bugWeLp6cnWrZsidu3byMzMxMA3QOEEFJfUCJVx3Tt2hUAEBERAbVarbMuPz8fUVFRsLW1xXPPPWeJ8EgN69atGwDg9OnTeusiIyNRWFiIjh07QiwWm7TPqVOndLYhlrNu3TosWrQIrVu3xm+//QZXV1eD29E98OxJS0sD8KR6I90DhBBSP1AiVcd4eXkhJCQEDx48wB9//KGzbvXq1ZDL5Rg6dCgkEomFIiQ1acCAAXB2dsa+fftw9epV7XKFQoGVK1cCAEaPHq2zz/DhwyEWi/HHH3/g/v372uU5OTlYu3YtAGjnKyKW8cMPP+D7779H27ZtsWHDBp3CAk+je6DhiY+PN9jlTq1WY/ny5cjIyEDHjh3h5OQEgO4BQgipLzjGGLN0EERXUlISRo0ahYyMDPTt2xd+fn6IiYnB+fPn0aJFC2zZsgXOzs6WDpOY6OjRozh69CgA4PHjx4iIiEDz5s3RuXNnAICzs7PO+IijR4/igw8+gLW1NQYOHAgnJyccP34c8fHx6N+/P1auXKk3ue+mTZvw3//+F1KpFAMHDoRIJMKhQ4eQmpqKiRMn6hyf1K5//vkHn332GYRCIcaNG2dwjIqnpyeGDx+u/T/dAw3Lhg0bsGzZMgQFBaFZs2aQSqVIT09HZGQkkpOT4e7ujg0bNqBly5bafegeIISQuo8SqToqJSUFq1atwunTp5GdnQ13d3eEhoZi2rRp2k8tSf2wevVqrFmzxuh6T09P7aScGpcuXcJPP/2Ey5cvQ6FQwNvbGyNGjMD48eN1Jm8t7/jx41i/fj1iY2PBGIOfnx/GjRuHsLCwar0ewk9l7z8AdOnSBZs2bdJZRvdAw3Hr1i1s2bIFly5dQmpqqrYEeYsWLdCrVy+MHz9er+gIQPcAIYTUdZRIEUIIIYQQQghPNEaKEEIIIYQQQniiRIoQQgghhBBCeKJEihBCCCGEEEJ4okSKEEIIIYQQQniiRIoQQgghhBBCeKJEihBCCCGEEEJ4okSKEEIIIYQQQniysnQAhBBSm/r06YMHDx5o/89xHGxtbeHo6AgfHx+0a9cOgwYNQkBAgAWjrH7+/v4AgJs3b1o4EkIIIaRhoBYpQsgzKSQkBGFhYXjllVfw4osvwsvLC9euXcO6deswbNgwvPPOO3j8+LGlwyRG3L9/H/7+/ujTp4+lQzFZnz594O/vj/v371s6lBqzY8cO+Pv747PPPqvxc50/fx7+/v4YP358jZ/LEH9/f+0HFISQZxO1SBFCnklTpkxB165ddZap1WocP34cixcvxokTJzBu3Dhs2bIFzs7OFoqy+uzfv9/SIRBCCCENCrVIEUJIGYFAgNDQUGzfvh3e3t5ISEjAt99+a+mwqoWfnx/8/PwsHQYhhBDSYHCMMWbpIAghpLZoxkht3LhRr0WqvPDwcEydOhVCoRAnT56Eu7u7dt2ZM2dw5MgRXLp0CY8ePUJBQQHc3d3RpUsXTJkyRS9hefPNN3Hu3DksW7YMgwYNMni+xYsX49dff8WkSZPw6aefVnodCoUCv/32Gw4cOICEhASUlJRAKpXC09MT3bp1w3vvvQdra2vt9sbGSGlej2PHjiExMRHr1q3DtWvXoFQq4e/vj6lTp6Jv374GYygpKcGOHTuwd+9e3Lx5E3K5HG5ubvD398egQYMwdOhQne0ZY9i/fz+2b9+O2NhYFBQUwM3NDSEhIXjnnXfQrFmzSq8bAD777DP8888/Btd5enri+PHjOtstWrQIbdq0wY8//ohLly4hMzMTs2fPxoQJEwAAcrkcf/zxBw4ePIj4+HgolUo0b94cAwYMwMSJE2FnZ6dzjvz8fOzbtw8nT57E7du3kZaWBoFAAG9vb/Tv3x9vvfUWbGxstNvv2LEDn3/+udHrOXbsGJo1a6bdLiwsDJ9//jlWr16No0ePIjMzE56ennjjjTcwevRoAMDt27exZs0aREZGIj8/HzKZDB9++CF69Ohh8Bx8r3H16tVYs2YNpk2bhtGjR2PVqlUIDw9HZmYmPDw8MHDgQEyfPl3nHnt6/GF5YWFhWLx4sdHXQOPRo0dYu3YtTp8+jdTUVAgEAjg7O8PPzw8vvfQSRo4cCQAYP348Lly4YPAYXbp0waZNmwAADx48wN69exEREYGkpCRkZGRAIpHA398fr7/+OoYMGaK3//nz5/HGG2+gS5cuWLduHX766SccOnQIDx8+hI+PD0JDQ7FmzRqj10DjEAl5dlDXPkIIMaBnz56QSqXIzs7G+fPnMXjwYO26uXPnIjU1Fa1atULnzp0BlD7Y7ty5E4cOHcLPP/+sXQ6UPvSdO3cOmzdvNphIFRUVYceOHRAIBNoH5Yqo1WpMmTIF586dg4ODA4KDg+Hg4ID09HTEx8fjp59+wrhx43SSv8r8/fff+Omnn9CuXTv07NkT8fHxiImJwfvvv48VK1ZgwIABOtvn5ORg6tSpiI6OhlgsRqdOneDq6oq0tDRERUXh9u3bOolUSUkJZsyYgcOHD8PGxgaBgYFwdXXF7du3sW3bNhw+fBi//PIL2rVrV2msQUFBkMvlOHToECQSCfr3769dZ6gbZlRUFObOnYtGjRqhS5cuKCgogK2tLQAgNTUVkyZNwp07d+Di4oKOHTtCLBbj6tWrWLNmDY4cOYJNmzbByclJe7y4uDjMmTMHrq6u8PHxQWBgILKzsxETE4MVK1bg+PHj+P3337VJhpeXF8LCwnDo0CHI5XL0798fEolEe7zy3wNAbm4uRo4cifz8fAQFBSE7OxsXL17EvHnzkJeXh+DgYEycOBGenp7o2rUrEhMTcfXqVUydOhW//fYbgoODdY5nzjVqpKSkYPjw4WCMoWPHjigoKMClS5fwv//9D3fu3MFPP/2k3bZ///64fPkyoqKi4OXlhaCgIJ33rDJpaWkYMWIEHj9+DE9PT/To0QNisRiPHj1CTEwMHjx4oE2kNOsiIiLg5uamk0D6+vpqv9+1axdWrlwJLy8v+Pr6olOnTkhNTcWlS5dw4cIFxMTE4MsvvzQYj0KhwPjx43H37l0EBwcjICAAJSUlaN26NcLCwrTJfFhYWKXXRghpoBghhDxDevfuzWQyGTt37lyl206YMIHJZDK2bNkyneVHjhxhOTk5OsvUajX7888/mUwmYy+//DJTq9XadUqlUnvemzdv6p1n27ZtTCaTsSlTpph0DRcuXGAymYyFhYWxgoICvTguXrzI5HK5znKZTMZkMpnesTRxtW3blp08eVJn3Q8//MBkMhnr16+f3n7vvvsuk8lkbOTIkSw1NVVnXVFREQsPD9dZtmTJEiaTydjYsWNZSkqKzrpNmzYxmUzGQkNDWUlJSeUvAGMsOTmZyWQy1rt3b6PbzJ49W3vdy5YtYyqVSme9Wq1mI0eOZDKZjM2fP58VFhZq1xUWFrKZM2cymUzGZs+erbNfSkoKO3PmjN7xcnJy2KRJk5hMJmNr167Vi0fzWicnJxuMd/v27dp4p0+fzoqKirTrwsPDmUwmYx06dGC9e/dmv/zyi86+ixcvZjKZjL3xxhvVco2rVq3SxvLFF18whUKhXXfnzh3WoUMHJpPJ2MWLFw1ew9PHM8Xq1auZTCZjX331lc7PD2OMKRQKduHCBZ1l586dYzKZjI0bN87oMWNiYtitW7f0lsfHx7OePXsymUzGLl++bPC4MpmMDRs2jD1+/NjgsY39TBFCnh00RooQQozQtG5kZ2frLA8NDYWjo6POMo7jMGrUKHTs2BF3797FnTt3tOuEQqG2pWnz5s1659EsGzNmjElxpaenAyj9lP/p1gyO4xAUFKRtcTHV+PHj8eKLL+osmzx5MhwcHJCYmIiHDx9ql9+4cQPHjh2DnZ0dfvzxRzRq1EhnP2tra/Ts2VP7/+zsbGzatAkSiQQrV65E48aNdbYfN24cevXqhaSkJJw6dYpX3Kbw9fXFBx98AIFA90/eqVOnEB0djQ4dOuCLL77Q6Y5nY2ODr7/+Gq6urtizZw9ycnK06xo3bozu3bvrHc/R0VHbunHo0CGz47Wzs8O8efN0us317NkTAQEBkMvl8PDwwMSJE3X2mTp1KgDg0qVLKCkpqfI1ajRp0gRffvklxGKxdpmfnx+GDRsGADh79qzZ1/m0jIwMAMCLL74IjuN01onFYr2WNlO0b98erVq10lveokULvPfeewCAgwcPGt1/zpw5cHNz431eQsizgbr2EUKIEWq1GgD0HpiB0u5S4eHhuHfvHvLz87XbapKchIQEnQe41157DWvWrMHu3bsxc+ZM2NvbAwBiYmIQGxuL5s2bGx3f8rS2bdtCKBTi77//RosWLdC/f/8qP+z16tVLb5lYLEbz5s1x/fp1pKWloWnTpgCA06dPAygdE+Pi4lLpsc+fP4+ioiL06tULrq6uBrcJDg5GeHg4Ll++XO0lzfv27QuhUKi3XJO0vfTSSwbfY4lEgsDAQJw8eRJXr15FSEiIdh1jDJcuXcLFixeRmpoKhUIBxhhY2bDjhIQEs+MNDAw0+Lp6e3sjLi5OJw4NqVSq7YqanZ2t7dZZlWsEgG7duukkXxqa7nNpaWn8L9CI9u3bY/PmzViyZAkA4Pnnn9f7oMAcCoUCp0+fxtWrV5GVlYXi4mIA0E5vYOy9cnNzQ6dOnap8fkJIw0WJFCGEGJGVlQUAemNHVq1ahbVr10KpVBrdNz8/X+f/UqkUQ4YMwbZt27Br1y6MHTsWwJPWqNGjRxt80DXEy8sLn3/+Ob799lvMnz8f8+fPR/PmzdGxY0f07dsX/fr1M5g4VESTJD1Nk/ApFArtMk1BgfJjUSqSnJwMoLSAR2Xz7mRmZpp0TD6MXZsmru+++w7fffedyXGlp6dj2rRpiI6ONrr90+8/H0+32Glokgpj6+3s7JCdna3zXpl7jRpNmjQxuK3mvtAkJdVh2LBhiIiIwN69e/H+++9DKBSiVatWCA4OxsCBA81KaqKjo/HRRx8hNTXV6DbG3itj9w0hhGhQIkUIIQYwxnDjxg0AgEwm0y4/dOgQfvjhB233q27dusHd3V37qf0nn3yCvXv3alsmyhs3bhy2bduGLVu2YOzYscjKysKBAwdgbW2NESNG8Ipv/PjxGDBgAI4ePYpLly4hKioKu3fvxu7du9G6dWv8/vvv2oddUzzdlaq6tgWetOz5+PigQ4cOFW773HPP8Tq2KQy1qACASqUCUFrlzdPTs8JjlH+o/vLLLxEdHY1OnTph+vTpCAgIgIODA0QiEYqLi00qmFGRyhJqUxNuwPxrNOdcVSUQCPD9999j6tSpCA8PR1RUFKKiorBp0yZs2rQJI0aMwMKFC00+XmFhIaZNm4b09HS8+uqrGD16NLy9vWFnZweBQICIiAhMmjTJ6P7G7htCCNGgRIoQQgwIDw9HTk4ORCKRTpl0zXiKGTNm4LXXXtPbLzEx0egxAwICEBwcjMjISERGRuLy5ctQKBQYPnw4pFIp7xjd3d0xevRo7firuLg4zJo1Czdu3MC6deswY8YM3sc0heaBOz4+3qTtNS0oMpnMpBLYtUXT2jJgwABtC2Fl5HI5Tp48CaFQiLVr1+qNlUtKSqr2OKvCnGu0NJlMpv3wQq1W4+TJk/jkk0+wfft2DBw40GDXRkMiIyORnp6Otm3b4ptvvtFbX9HPKiGEmIKKTRBCyFNycnKwaNEiAKXdjcqP69EMyDfUveru3bvaVixjxo0bBwD4/fffsWXLFgCmF5moTEBAAN544w0ApUlVTdE8yB47dsykrnjPP/88RCIRzp49i9zc3GqJQSQSAUCF3SsroymuUVGxgafl5eVBrVbDzs5OL4kCgD179hjdVxOzppWoNphzjVVRHe9LeQKBAL1799bOZVb+vq7sXJqfVWPdE/fu3Vul2Kr7Wgkh9Q8lUoQQUkatVuPYsWN49dVXkZiYCF9fX73JcTXjgrZt26YzPiQjIwOzZ8+u9KEqNDQUTZo0wcGDB3H//n20a9eOd1ews2fP4uTJk3rnUqlU2uICNTm+o02bNujduzcKCgowbdo0vYIDCoUCJ0+e1P7fzc0NY8aMQW5uLt59913cvXtX75hyuRx79uzRFuuojIuLC0QiETIyMgxWmzNFaGgo2rZtiwsXLmDOnDl61RmB0oIEW7du1bkWJycn5Obm6iVNp06dwq+//mr0fB4eHgBg8PprijnXWBWaCo737t3jve/OnTsRGxurtzwrKwuXL18GoHtfa86VlJRk8OdO87N67tw5nddcrVZjzZo1iIqK4h1jeZZ4PwkhdQt17SOEPJPWrVunnVBToVAgMzMT169f17aYhIaGYv78+XqFJt58803s3LkT4eHheOmll9C+fXsoFApcuHABTZo0QWhoKI4ePWr0vFZWVhg9ejSWLVsGAGZ1t7p58yYWLVoEBwcHtGnTBu7u7igqKkJMTAweP34Md3d3vP3227yPy8fixYsxefJkXLp0CaGhoQgKCoKLiwvS0tIQFxcHBwcHHD9+XLv9rFmzkJaWhgMHDmDIkCEICAhA8+bNwXEcHjx4gLi4OBQXF2P//v0mVSAUiUTo1asXjhw5grCwMHTs2BE2NjZwdnbGzJkzTboGgUCAH3/8EW+//Tb++usv7N27FwEBAWjSpAkUCgUSEhJw584duLq64vXXXwdQWsr+nXfewbfffouZM2fijz/+gKenJ5KSknDlyhW88847OpPUltevXz9cuHABM2fOREhICBwcHAAAM2fONDiRcHUw5xqrokOHDnB3d0dsbCyGDx+OVq1awcrKCp06dap0HODhw4cxe/ZsNGrUCK1bt4aDgwOys7Nx6dIlyOVydO7cGf369dNu7+npiTZt2uD69esYOnQo2rZtC7FYDB8fH0yePBlt27ZF7969ceLECbzyyivo2rUrHBwccPXqVaSkpGDy5Mn4+eefzb7Wfv36YcOGDZgwYQK6deumLQZiqBshIaRhokSKEPJMioiIAFBaOMHW1haOjo5o27Yt2rdvj8GDB+sUmCivefPm+Oeff7B8+XJcunQJJ06cQKNGjTBy5Ei8//77Jj1EPf/881i2bBmkUikGDhzIO/Y+ffogLy8PkZGRSEpKQnR0NCQSCZo2bYpRo0ZhzJgxJpUlrwqpVIrNmzdj69at2Lt3L65cuYLi4mK4ubkhKCgIQ4YM0dleJBJhxYoVGDp0KP7++29cuXIFt27dgp2dHdzd3TF48GD07dsXXl5eJsewYMECODk5ISIiAgcPHoRSqYSnp6fJiRRQ2kXz77//xt9//40DBw7g1q1buHLlCqRSKTw8PPDWW2/pPLwDwMSJE+Hp6Yn169fj9u3buHXrFmQyGZYsWYKhQ4caTaTGjRuH/Px87NmzBydOnNC2aL777rs1lkiZe43mEovF+Pnnn7F8+XJcvnwZN27cgFqthkqlqjSR0ryu0dHRuHbtGnJycuDs7Iw2bdogLCwMQ4cO1Xan01i9ejWWLl2KyMhI7Nu3DyqVCl26dMHkyZMBlFbY3LBhA3bv3o0LFy5AIpGgQ4cO+P7771FUVFSlROrjjz8Gx3E4cuQIjhw5op2/ixIpQp4dHDNUWooQQkiNWbhwIX777TdMnjwZs2bNsnQ4hBBCCDEDJVKEEFKLUlJSMHDgQJSUlODIkSNGB8ITQgghpG6jrn2EEFILli5ditTUVJw5cwZyuRyTJk2iJIoQQgipx6hFihBCakGfPn3w8OFDuLu7Y9iwYfjwww/1xnsQQgghpP6gRIoQQgghhBBCeKJ5pAghhBBCCCGEJ0qkCCGEEEIIIYQnSqQIIYQQQgghhCdKpAghhBBCCCGEJ0qkCCGEEEIIIYSn/wdJ2/DFqrxFNgAAAABJRU5ErkJggg==\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#compute control fit values\n", "results_ctrl = np.loadtxt(results_ctrl_file)\n", "\n", "v_ctrl = results_ctrl[:,0]\n", "probs_ctrl = results_ctrl[:,3]\n", "probs_ctrl_err = results_ctrl[:,4]\n", "\n", "fit_bounds=(0, [1, np.inf, np.inf])\n", "\n", "v_min = 0.\n", "v_max = 3.\n", "binsize = 0.25\n", "Bins = int(v_max/binsize)\n", "\n", "ind_vmax = v_ctrl <= v_max\n", "v_ctrl = v_ctrl[ind_vmax]\n", "probs_ctrl = probs_ctrl[ind_vmax]\n", "probs_ctrl_err = probs_ctrl_err[ind_vmax]\n", "\n", "popt_ctrl, pcov_ctrl = curve_fit(logistic_growth, v_ctrl, probs_ctrl,\n", " sigma = probs_ctrl_err, absolute_sigma=False,\n", " bounds = fit_bounds)\n", "figsize = (12,6)\n", "\n", "with sns.axes_style('darkgrid'):\n", "\n", " #plot control values in every plot\n", " for ii in range(3):\n", " plt.figure(ii,figsize)\n", "\n", " fig = plt.figure(1,figsize)\n", " height_ratio = 5\n", " spec = gridspec.GridSpec(ncols=1, nrows=2, figure=fig, height_ratios=[1,height_ratio])\n", "\n", " fontsize = 22\n", " linewidth = 8\n", " markersize = 15\n", " xlabel = 'Day since treatment start'\n", "\n", " params = ['A', 'x0', 'k']\n", " plot_titles = ['All RBCs']\n", " ylims = [(.5,1), (.3,.85),(0,22.5)]\n", "\n", " for jj, patient in enumerate(patients):\n", " data = dict_fitvalues[patient]\n", " color = color_dict[patient]\n", "\n", " for ii in range(len(params)):\n", " para = params[ii]\n", " fig = plt.figure(ii)\n", "\n", " for n, health in enumerate(['all']):\n", " df_plot = data[health]\n", " if para=='x0':\n", " ax1=plt.subplot(spec[0, n])\n", " ax2=plt.subplot(spec[1, n])\n", "\n", " if jj==0:\n", " #common axis for both subplots to add a joined ylabel\n", " ax1.set_title(r'${}$ - {}'.format(\"v_0\", plot_titles[n]), fontsize=fontsize+2)\n", " # hide the spines between ax1 and ax2\n", " ax1.spines['bottom'].set_visible(False)\n", " ax2.spines['top'].set_visible(False)\n", " ax1.tick_params(labeltop=False, labelbottom=False) # don't put tick labels at the top\n", "\n", " d = .015 # how big to make the diagonal lines in axes coordinates\n", " # arguments to pass to plot, just so we don't keep repeating them\n", " kwargs = dict(transform=ax1.transAxes, color='k', clip_on=False)\n", " ax1.plot((-d, +d), (-height_ratio*d, +height_ratio*d), **kwargs) # top-left diagonal\n", " ax1.plot((1 - d, 1 + d), (-height_ratio*d, +height_ratio*d), **kwargs) # top-right diagonal\n", "\n", " kwargs.update(transform=ax2.transAxes) # switch to the bottom axes\n", " ax2.plot((-d, +d), (1 - d, 1 + d), **kwargs) # bottom-left diagonal\n", " ax2.plot((1 - d, 1 + d), (1 - d, 1 + d), **kwargs) # bottom-right diagonal\n", "\n", " ax1.set_ylim(1.1,1.25)\n", " ax2.set_ylim(.3,.8)\n", " ax2.set_xlabel(xlabel, fontsize=fontsize)\n", "\n", " ax1.tick_params(axis='both', which='both', labelsize=fontsize-2)\n", " ax1.set_xticks([0,100,200,300])\n", " ax2.tick_params(axis='both', which='both', labelsize=fontsize-2)\n", " ax2.set_xticks([0,100,200,300])\n", "\n", " if health=='unhealthy':\n", " ax2.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n", " lw=1.5*linewidth, alpha=.75, label='CTRL')\n", " ax1.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n", " lw=1.5*linewidth, alpha=.75, label='CTRL')\n", " else:\n", " ax2.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n", " lw=1.5*linewidth, alpha=.75, label='CTRL')\n", "\n", " ax1.plot(df_plot['days'][:-1], df_plot[para][:-1], c=color, label=labels[jj],\n", " marker='X', lw=linewidth, markersize=markersize)\n", " ax1.plot(df_plot['days'][-2:], df_plot[para][-2:], '--', c=color,\n", " marker='X', lw=linewidth, markersize=markersize)\n", " ax2.plot(df_plot['days'][:-1], df_plot[para][:-1], c=color, label=labels[jj],\n", " marker='X', lw=linewidth)\n", " ax2.plot(df_plot['days'][-2:], df_plot[para][-2:], '--', c=color,\n", " marker='X', lw=linewidth, markersize=markersize)\n", "\n", " if patient == 'RS' and health=='unhealthy':\n", " ax1.legend(ncol=2, fontsize=fontsize-4)\n", "\n", " if health=='unhealthy':\n", " ax1.get_yaxis().set_ticklabels([])\n", " ax2.get_yaxis().set_ticklabels([])\n", "\n", " else:\n", " ax=plt.subplot(111)\n", "\n", " if jj==0:\n", " if health=='unhealthy':\n", " plt.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n", " lw=1.5*linewidth, alpha=.75, label='CTRL')\n", " else:\n", " plt.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n", " lw=1.5*linewidth, alpha=.75)\n", "\n", " plt.plot(df_plot['days'][:-1], df_plot[para][:-1], c=color, label=labels[jj],\n", " marker='X', lw=linewidth, markersize=markersize)\n", " plt.plot(df_plot['days'][-2:], df_plot[para][-2:], '--', c=color,\n", " marker='X', lw=linewidth, markersize=markersize)\n", "\n", " plt.ylim(ylims[ii])\n", " plt.xlabel(xlabel, fontsize=fontsize)\n", " plt.tick_params(axis='both', which='both', labelsize=fontsize-2)\n", " plt.xticks([0,100,200,300])\n", " plt.title(r'${}$ - {}'.format(para, plot_titles[n]), fontsize=fontsize+2)\n", "\n", " if health=='unhealthy':\n", " ax.get_yaxis().set_ticklabels([])\n", "\n", " fig = plt.figure(0)\n", " fig.supylabel(\"Plateau probability\", fontsize=fontsize)\n", " plt.legend(ncol=2, fontsize=fontsize-4, title_fontsize=fontsize)\n", " plt.tight_layout()\n", " savename = \"fig_S1B_treatment_fitvalues_A_allCells\"\n", " savepath = os.path.join(savefolder,savename)\n", " plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')\n", "\n", " fig=plt.figure(1)\n", " fig.supylabel(\"Transition velocity [mm/s]\", fontsize=fontsize)\n", "# ax1.legend(ncol=2, fontsize=fontsize-6, title_fontsize=fontsize)\n", " plt.tight_layout()\n", " savename = \"fig_S1C_treatment_fitvalues_v0_allCells\"\n", " savepath = os.path.join(savefolder,savename)\n", " plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')\n", "\n", " fig = plt.figure(2)\n", " fig.supylabel(r\"Growth rate [(mm/s)$^{-1}$]\", fontsize=fontsize)\n", " plt.legend(ncol=2, fontsize=fontsize-4, title_fontsize=fontsize)\n", " plt.tight_layout()\n", " savename = \"fig_S1D_treatment_fitvalues_k_allCells\"\n", " savepath = os.path.join(savefolder,savename)\n", " plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "code", "execution_count": 8, "outputs": [], "source": [], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }