diff --git a/code_new/NR_dynesty_t0_loop.ipynb b/code_new/NR_dynesty_t0_loop.ipynb index 6f963bc0cbe323f58313545683102a11e1a71204..02f2a0496c0ed143e142fcfd0cd2f10fd50a7761 100644 --- a/code_new/NR_dynesty_t0_loop.ipynb +++ b/code_new/NR_dynesty_t0_loop.ipynb @@ -2,38 +2,16 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 139, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "['nr-paths',\n", - " 'output-folder',\n", - " 'rd-model',\n", - " 'time-setup',\n", - " 'n-tones',\n", - " 'n-live-points',\n", - " 'prior-w0',\n", - " 'prior-w1',\n", - " 'prior-w2',\n", - " 'prior-tau0',\n", - " 'prior-tau1',\n", - " 'prior-tau2',\n", - " 'prior-q0',\n", - " 'prior-q1',\n", - " 'prior-q2',\n", - " 'prior-amp0',\n", - " 'prior-amp1',\n", - " 'prior-amp2',\n", - " 'prior-phase0',\n", - " 'prior-phase1',\n", - " 'prior-phase2']" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "usage: ipykernel_launcher.py [-h] [-c CONFIG_FILE]\n", + "ipykernel_launcher.py: error: unrecognized arguments: -f /home/francisco.jimenez/.local/share/jupyter/runtime/kernel-3eb2a646-b1fc-44ce-93d7-4af2c588e280.json\n" + ] } ], "source": [ @@ -63,27 +41,33 @@ "from dynesty import plotting as dyplot\n", "import os\n", "import csv\n", + "import argparse\n", + "import scipy.optimize as optimization\n", + "from scipy.optimize import minimize\n", "\n", - "#Remember to change the following global variables\n", - "#rootpath: root path to nr data\n", - "#npoints: number of points you re using for your sampling\n", - "#nmax: tone index --> nmax = 0 if fitting the fundamental tone\n", - "#tshift: time shift after the strain peak\n", - "#vary_fund: whether you vary the fundamental frequency. Works in the model_dv function.\n", "\n", - "parser = ConfigParser()\n", - "parser.read('config.ini')\n", - "parser.sections()" + "try:\n", + " parser = argparse.ArgumentParser(description=\"Simple argument parser\")\n", + " parser.add_argument(\"-c\", action=\"store\", dest=\"config_file\")\n", + " result = parser.parse_args()\n", + " config_file=result.config_file\n", + " parser = ConfigParser()\n", + " parser.read(config_file)\n", + " parser.sections()\n", + "except SystemExit: \n", + " parser = ConfigParser()\n", + " parser.read('config.ini')\n", + " parser.sections()\n", + " pass" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 147, "metadata": {}, "outputs": [], "source": [ "# path\n", - "\n", "rootpath=parser.get('nr-paths','rootpath')\n", "\n", "simulation_path_1 = parser.get('nr-paths','simulation_path_1')\n", @@ -92,23 +76,25 @@ "simulation_number = parser.get('nr-paths','simulation_number')\n", "simulation_number = np.int(simulation_number)\n", "\n", - "output_folder = parser.get('output-folder','output-folder')" + "output_folder = parser.get('output-folder','output-folder')\n", + "overwrite = parser.get('setup','overwrite')\n", + "downfactor = np.int(parser.get('setup','plot_down_factor'))" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 141, "metadata": {}, "outputs": [], "source": [ "if not os.path.exists(output_folder):\n", - " os.mkdir(dirName)\n", + " os.mkdir(output_folder)\n", " print(\"Directory \" , output_folder , \" Created \")" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 142, "metadata": {}, "outputs": [], "source": [ @@ -126,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 143, "metadata": {}, "outputs": [], "source": [ @@ -141,9 +127,19 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 144, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "model: w-tau-fixed\n", + "nmax: 0\n", + "tshift: 0.0\n" + ] + } + ], "source": [ "# model\n", "model=parser.get('rd-model','model')\n", @@ -152,12 +148,28 @@ "elif model == 'w-q':\n", " tau_var_str='q'\n", "elif model == 'w-tau-fixed':\n", - " tau_var_str='q'" + " tau_var_str='q'\n", + "\n", + "print('model:',model)\n", + "print('nmax:',nmax)\n", + "print('tshift:',tshift)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 91, + "metadata": {}, + "outputs": [], + "source": [ + "output_folder_1=output_folder+'/'+model+'-nmax'+str(nmax)\n", + "if not os.path.exists(output_folder_1):\n", + " os.mkdir(output_folder_1)\n", + " print(\"Directory \" , output_folder_1 , \" Created \")" + ] + }, + { + "cell_type": "code", + "execution_count": 92, "metadata": {}, "outputs": [], "source": [ @@ -209,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 93, "metadata": {}, "outputs": [], "source": [ @@ -260,7 +272,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ @@ -295,7 +307,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 95, "metadata": {}, "outputs": [], "source": [ @@ -310,22 +322,22 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7fadbd831cc0>" + "<matplotlib.legend.Legend at 0x7f29da971090>" ] }, - "execution_count": 29, + "execution_count": 96, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 864x576 with 1 Axes>" ] @@ -348,22 +360,22 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7fadbd55ec50>" + "<matplotlib.legend.Legend at 0x7f29dcdcf090>" ] }, - "execution_count": 30, + "execution_count": 97, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 864x576 with 1 Axes>" ] @@ -386,7 +398,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 98, "metadata": {}, "outputs": [], "source": [ @@ -398,26 +410,7 @@ }, { "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "RD freq in Phys. units: 256.607043264397 Hz\n", - "RD tau in Phys. units: 0.004047225085452862 s\n" - ] - } - ], - "source": [ - "print('RD freq in Phys. units: ',wRD_to_f_Phys(w[0],70),'Hz')\n", - "print('RD tau in Phys. units: ',tauRD_to_t_Phys(tau[0],70), 's')" - ] - }, - { - "cell_type": "code", - "execution_count": 48, + "execution_count": 99, "metadata": {}, "outputs": [], "source": [ @@ -430,7 +423,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 100, "metadata": {}, "outputs": [], "source": [ @@ -450,7 +443,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 101, "metadata": {}, "outputs": [ { @@ -469,22 +462,22 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 102, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7fe815c16710>]" + "[<matplotlib.lines.Line2D at 0x7f29dcc11810>]" ] }, - "execution_count": 51, + "execution_count": 102, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -507,7 +500,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 103, "metadata": {}, "outputs": [ { @@ -520,16 +513,16 @@ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7fe815977400>]" + "[<matplotlib.lines.Line2D at 0x7f29dcbc4510>]" ] }, - "execution_count": 52, + "execution_count": 103, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -559,7 +552,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 104, "metadata": {}, "outputs": [ { @@ -578,22 +571,22 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7fe8135a7cc0>" + "<matplotlib.legend.Legend at 0x7f29dcb6efd0>" ] }, - "execution_count": 57, + "execution_count": 105, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 864x576 with 1 Axes>" ] @@ -615,22 +608,22 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 106, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7fe81352d908>" + "<matplotlib.legend.Legend at 0x7f29da595690>" ] }, - "execution_count": 58, + "execution_count": 106, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 864x576 with 1 Axes>" ] @@ -652,7 +645,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 107, "metadata": {}, "outputs": [], "source": [ @@ -667,7 +660,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 108, "metadata": {}, "outputs": [], "source": [ @@ -745,7 +738,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 109, "metadata": {}, "outputs": [], "source": [ @@ -754,25 +747,51 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum likelihood estimates:\n", + "[ 0.39001235 -0.52160959]\n" + ] + } + ], + "source": [ + "#I need to provid an initial guess for 4*(nmax+1) the parameters\n", + "np.random.seed(42)\n", + "nll = lambda *args: -log_likelihood(*args)\n", + "initial = np.ones(prior_dim)\n", + "soln = minimize(nll, initial)\n", + "#x0_ml, y0_ml, a0_ml, b0_ml = soln.x\n", + "print(\"Maximum likelihood estimates:\")\n", + "vars_ml=soln.x\n", + "print(vars_ml)" + ] + }, + { + "cell_type": "code", + "execution_count": 111, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "60339it [01:53, 530.04it/s, +2000 | bound: 51 | nc: 1 | ncall: 225322 | eff(%): 27.667 | loglstar: -inf < -820.178 < inf | logz: -851.150 +/- 0.195 | dlogz: 0.001 > 2.009] \n" + "46679it [05:40, 137.14it/s, +2000 | bound: 132 | nc: 1 | ncall: 1059820 | eff(%): 4.593 | loglstar: -inf < -inf < inf | logz: -inf +/- 0.141 | dlogz: 0.001 > 2.009]\n" ] } ], "source": [ - "f2=dynesty.NestedSampler(log_likelihood, prior_transform, prior_dim, nlive=npoints)\n", + "f2=dynesty.NestedSampler(log_likelihood, prior_transform, prior_dim, nlive=npoints,sample='rwalk')\n", "f2.run_nested()" ] }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 112, "metadata": {}, "outputs": [], "source": [ @@ -807,7 +826,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 113, "metadata": {}, "outputs": [], "source": [ @@ -833,7 +852,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 114, "metadata": {}, "outputs": [ { @@ -843,10 +862,10 @@ "Summary\n", "=======\n", "nlive: 2000\n", - "niter: 60339\n", - "ncall: 225322\n", - "eff(%): 27.667\n", - "logz: -851.150 +/- 0.195\n" + "niter: 46679\n", + "ncall: 1059820\n", + "eff(%): 4.593\n", + "logz: -4432611.206 +/- 0.141\n" ] } ], @@ -859,7 +878,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 115, "metadata": {}, "outputs": [], "source": [ @@ -869,7 +888,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 116, "metadata": {}, "outputs": [], "source": [ @@ -878,16 +897,16 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 117, "metadata": {}, "outputs": [], "source": [ - "f = output_folder+'/summary'+str(simulation_number)+'_'+model+'_nmax_'+str(nmax)+'.csv'" + "f = output_folder_1+'/summary'+str(simulation_number)+'_'+model+'_nmax_'+str(nmax)+'.csv'" ] }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 118, "metadata": {}, "outputs": [], "source": [ @@ -901,12 +920,12 @@ " if (outvalues.shape)[0]>1 :\n", " writer.writerows(outvalues)\n", " else:\n", - " writer.writerow(outvalues)" + " writer.writerow(outvalues[0])" ] }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 119, "metadata": {}, "outputs": [], "source": [ @@ -916,7 +935,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 120, "metadata": {}, "outputs": [], "source": [ @@ -932,7 +951,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 121, "metadata": {}, "outputs": [], "source": [ @@ -941,7 +960,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 122, "metadata": {}, "outputs": [], "source": [ @@ -950,24 +969,24 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 123, "metadata": {}, "outputs": [], "source": [ - "file=output_folder+'/best_values_'+str(simulation_number)+'tshift_'+str(tshift)+'_'+model+'_nmax_'+str(nmax)+'.csv'\n", - "dfslist = [pd.DataFrame(sigma_vars_all[i].reshape((-1,prior_dim)), columns=labels) for i in range(3)]\n", - "df2 = pd.concat(dfslist, keys=['max val','lower bound','higher bound'])\n", + "key =['max val','lower bound','higher bound']\n", + "file=output_folder_1+'/best_values_'+str(simulation_number)+'tshift_'+str(tshift)+'_'+model+'_nmax_'+str(nmax)+'.csv'\n", + "dfslist = [pd.DataFrame(sigma_vars_all[i].reshape((-1,prior_dim)), columns=labels, index = [key[i]]) for i in range(3)]\n", + "df2 = pd.concat(dfslist)\n", "df2.to_csv(file, index = False)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 124, "metadata": {}, "outputs": [], "source": [ - "f = open(output_folder+'/best_sigmas_'+str(simulation_number)+'tshift_'+str(tshift)+'_'+model+'_'+str(nmax)+'.csv', 'w')\n", - "\n", + "f = open(output_folder_1+'/best_sigmas_'+str(simulation_number)+'tshift_'+str(tshift)+'_'+model+'_'+str(nmax)+'.csv', 'w')\n", "with f:\n", "\n", " writer = csv.writer(f)\n", @@ -976,7 +995,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 125, "metadata": {}, "outputs": [], "source": [ @@ -992,14 +1011,14 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 126, "metadata": {}, "outputs": [ { "data": { - "image/png": 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opei0l1tERERERJojJdQiIiIiIiIiOWhT7AAkOYMH134uH7PCXbpA/3WaPk42dcUuIiIiIiJSCpRQl7GBA5Mdf9HO0KtXMmMnHbuIiIiIiEhTacm3iIiIiIiISA6UUJexIUPikZQZM+GLL/IzVvUl6EnHLiIiIiIi0lRKqMvYoEHJVtCeOhXefDOZsZOOXUREREREpKmUULdASlRFRERERESaTgm1iIiIiIiISA6UUIuIiIiIiIjkQAm1iIiIiIiISA6UUIuIiIiIiIjkQAl1C1PKBclKOTYREREREZHq2hQ7AEmOe7Ljr7IyDNwpmbGTjl1ERERERKSpNEMtIiIiIiIikgMl1CIiIiIiIiI5UEJdxvr0iUdavvco//wzPPZYfsdMx1g9dhERERERkVKjPdRl7MMPkx1/3nyYPDmZsZOOXUREREREpKk0Qy0iIiIiIiKSAyXUIiIiIiIiIjlQQi0iIiIiIiKSAyXULUS+C5KJiIiIiIi0dEqopeQo+RcRERERkeZAVb7L2FFHJTt+506w1krJjJ107CIiIiIiIk2lhLqMDRmS7PhLLQUDBiQzdtKxi4iIiIiINJWWfLcAzXEJdXOMWUREREREWhYl1GVs+PB4JGXuPJg0KZmxJ01KNnYREREREZGmUkJdxvr2jUdSxo+Hxx9PZuzHH082dhERERERkaZSQi0iIiIiIiKSAyXUIiIiIiIiIjlQQi0iIiIiIiKSAyXUIiIiIiIiIjlQQi0iIiIiIiKSAyXUUtLUj1pEREREREpVm2IHIMnZY49kx192Wdhj82TGTjp2ERERERGRplJCXca6dUt2/PbtknuNpGMXERERERFpKi35LlNaKi0iIiIiIpIsJdRlbOjQeCRlypTkxs+MXV8OiIiIiIhIKVJCXca+/DIeSZk5K7nxk45dRERERESkqZRQi4iIiIiIiORACXUZKscl0uX4nkREREREpHlTQi0iIiIiIiKSAyXUIiIiIiIiIjlQQl1mtDRaRERERESkMJRQl7GuXeORlHZtkxs/W+z6skBEREREREpJm2IHIMnZc89kx19uOdhzp2TGTjp2ERERERGRptIMdRlpCTO4LeE9ioiIiIhI86CEWkRERERERCQHSqjLRLaZ2yFD4pGU78cmN37SsYvkg5kda2ZjzGyOmb1vZps09R4zO9fMvNrjy+TehYiIiIjkSgm1NDta9i2FYmavm9mhtZzbF7gKOA/oDYwAXjCzpesYr6H3fAYsl/HYsmnvRERERESSoIS6DCjBFCmKk4Bb3P0Od/8cOBr4DTg8D/cscPfxGY/JSbwBEREREWkaJdTSLLWkLxHMbBkzm5Za+ntDseNpDDNbysyONLPHzWyUmc02s+lm9paZHWFmOf8bZGYHZSyJPrSO6zYys6fMbGrq9T8ys0FmZk147XZAH+Dl9DF3r0z9vnke7lnDzMaZ2Wgzu8/MVs41VhERERFJjhLqZq4lJZbVtaD3fimwWOrnDYsYRy72AW4BNgXeB64BHgXWBW4FHsolsTWzFYDrgZn1XNcfeBfYEXgWuA5oC9wMNOXLia5Aa2BCteMTgGWbeM/7wKHATsBfgFWBN81s0SbEKyIiIiIJUEItUsLMbHPgz8AdwBRgg6bMrBbB18BuwIrufqC7n+7uhwNrAT8AewG5dB2/HfiFSIyzMrM2wG1Ae+CP7n6wu59K7F1+EzgmlXBn3nOGmc1MP4D+wM2Zx5KeLXb359z9YXcf6e4vAL8HlgD+lOTrioiIiEjjKaFuxlrQDG2tyvnPILUc+gZgFnAm8AnQGVijmHE1hru/6u5Pp5Y2Zx4fz8JkeOvGjGlmfwF+BxxB/NnUZhviz+o1d38u47XnAWelfq3+CbqZWAWQfgwDzq52bBwwGagAlql2/zLA+FriyeUe3H0a8cVEj9quEREREZHiUELdTDUkkezfPx5J6dIlufGTjr2ZGEjMpl7i7j8TCTXARsULKa/mp54XNPQGM1sduBz4l7u/Vs/lW6eeX8xy7i0iGd8686C7T3X3UekHMBuYmHnM3RekkvLhwHYZsbVK/f5utmByuSd1TWdgdeDnut+uiIiIiBRam2IHIMnp1SvZ8RftnNxrNGbcQYNg8OBk4igWM1sKuBAYS7RZgqoJ9YN5fr0TiGXFDfW6u7/ehNdrQyxlB3i+gfe0Au4CJgKnNuCWnqnnb6qfcPcKM/sOWNfMFnH33xoSQzVXAXeZ2TDgA+AEoBOxPD8d83HAHu6+XSPuuQJ4GvgeWJ5osVUBPJBDjCIiIiKSICXUzVA5L3POVRkm1RcCXYDj3H126liSM9QnAKs08p7Xm/B6lxCFyZ5L7RNuiL8D/YBt3b2upd5pi6eep9dy/teM6xqdULv7g2bWDfgnUVTsY2And88sOtaVmF1uzD0rEsnzUsAkYjZ9M3ef1NgYRURERCRZSqibmcYk0198Ec9JzSLPmBmvkcT4ucReLkm1mfUGjgLeA/6dcepTwEmg0re7d8/3mLUxs78C/wd8xcJZ6vruWZdIQm9sysx4Y7n71vWcv4E6qoW7+7nAuY28Z7/GxCgiIiIixaM91M1IY2em33wzHkmZOjW58XONvbnP3qcqeN9A/G/zJHf39Dl3nwmMAZY2s+Uz7hlgZk+n+ha7mf2xwGE3WGoJ9LXAF8DW7j65gbfeDfwEnNaIl0vPTC9ey/nFql0nIiIiItIomqFuJpp7olhIzXym+hBg89TP79TRIWsjoto0xB7cEUQrqcdyedFC7KFOvcbVxEz7du4+sRG3p5e5z6zlz+QOM7sDOC81KwxRGRuyVEU3s9ZEf+efctw/LSIiIiKihLo5UDLdeM0xqTazxYm9xXOA+2q5bD1gEyLBfBaibzHwXGqMXF/+BBLcQ21mpxLv7WPgd42YmU67rZbjvYk/i6FE8bEPq8V3BrBD6rUzbUl8EfFEI+OowsyOBU4m9kOPAI539w+aco+ZnQucU+22r9x9rabEKiIiIiL5p4S6xCmZzl36z64ZJdbnET2Jz3X387JdYGZ7Aw+T58JkSe6hNrOziP3Pw4Ed3H1qPdevDrQFvnX3+an4jqzl2nOJP4s73P3OaqdfI5Lsbcxs53QvajNrB5yfumZILu8pNc6+RNXuo4H3iS8lXjCzNWubfW/EPZ8B22f83uDWYiIiIiJSOEqoS5CS6PxqDol1qujWscBo4NI6Lm1WvajN7BAima4A3gT+mmUW/WN3fyLj91eI2fJViT3jOXH3BWZ2JNGH+gkze5Do5fwHYB3gJncfmuv4wEnALe5+B4CZHZ0a+3Bqzog39p4F7j6+CbGJiIiISAEooS4RSqKTl/lnXILJ9fXE/x7/5u5z6rhuFLEkfFUzW8LdpxUiuCZYNfXcmpiNzeYumrj0ujbuPtTM+hGz/7sCHYi91X8Bcv4UpGa5+wAXZ7xWpZm9zMI98E25Zw0zG0f8Xb8LnO7uY3ONV0RERESSoYQ6YUqUS1ND/l4KmXS7+zYNvK4C6JhwOHmTrW1UA+7pns/x3f1DIpnOp67ElwQTqh2fANS217mh97wPHEq0FVuO2E/9ppmt6+4zmha2iIiIiOSTZXTlkSzMbBLwfR2XdAUaW2CpUEo1tlKNC/If2yru3i2P49XJzBzYo9oSamkgM7sEOLWey3oBvxJtvPq5+7sZ918GbOXum2YZe/nG3pM6vwTxb9BJ7l5bcTYRERERKQLNUNejvmTIzIa5e99CxdMYpRpbqcYFpR1bbcysM9Aj49CqZrYhMFXLhBvtSuDOeq4ZnXquIIrIZVoGqG3v8+Qc7sHdp5nZ11T9OxYRERGREqCEWqT560tUtE67KvV8F7F0WBrI3ScBkxpyrZkNB7Yjtf/bzFqlfr+hlrHnNfae1DWdgdWBexr4NkRERESkQJRQizRz7v46kHMDasnZVcBdZjYM+IAoutYJuCN9gZkdRyzB364R91wBPE0s816eKKhWATyQ7NsRERERkcZSQt10OfexLYBSja1U44LSjk1KiLs/aGbdiLZgywIfAzu5e2bRsa7E7HJj7lmRSJ6XImbL3wI2S82ei4iIiEgJUVEyERERERERkRy0KnYA+WShTernsnpvIiIiIiIiUlrKYobazLYCtgb6ED1db3H3D8yslbtXNmXsrl27evfu3ZseZLkZNSqee6jwcF2GDx8+ua5K8c358zV8eDz36ZPQC4waxfTpMIoeibxG4vEXQH2fLxERERFJVrNPqM3sAOA6oi/sPGAloC2wo7u/ZmbmjXyTZjYQGAiw8sor9/n++7raULdQu+4az08/Xdw4SpyZDa+rDVffvn192LBhhQwpbyxVBi2xf0J23ZWnn4HdeDqR10g8/gKo7/MlIiIiIslq1suizWwH4HrgbmA3d18L2Bv4BLjFzFZobDIN4O5D3L2vu/ft1k2TPyIiIiIiIlJTs02ozawLMYs8Ahji7p8CuPtzRIK9CqBsWERERERERBLRbBNqoDOwNvCWu38JYGatU+f+DbQGNi1SbCIiIiIiIlLmmmUfajMzYCpwFvBs+pi7V6QumQXMBhbNONeMd0qKiIiIiIhIqWlWCbWZ9Xb3D1PJ8Uwze8bd5wKkE2YzawssAH4BOlU719ndZxYnepHyUohaav37w7Crkxm7mdaCExEREZES0myWfJvZYcAwM9s5fSydTGdy9/nuPgf4DVg+4/51gPvMbI9CxCtS7vr0Sb7l1NjvYciQZMYuRPwiIiIiUt6aRUJtZocCtwFXE0XIGmIe0D51/9rAhcCuwOgEQhSRPBs5cuHPgwbFQ0RERESklJR8Qp1Kpm8HrgGucfdxtVxnqef0MvbJwGJmtgZwFbA9sJG7NzQhF5E6DBwYjySkk+cpU2Do0GReI8n4RURERKRlKOmE2sx2I5Lpy4DL3P2H1PF9zOx4MzvdzPqYWSd3dzNrBaQLk80AegFXAP2BLZRMi+TPLbfEI0kzZ8GXXy78PZ+z1IWIX0RERETKW8kWJTOzRYCtUr+u6O7jU8cfB3YiYm8FnAzcb2bnuvvk9Ew1MA1YE1gGJdMiIiIiIiKSZyU7Q+3uvwHXAZcCB5jZtWZ2H9CPSKK3ADYE3gEOAS42s0VTM9UGvA+MBLZ094+L8BZEJAf1zUJrL7WIiIiIlIqSnaEGcPfvzewGoDVwArGM+1DgBXefl7psFzN7CDgIeBz4TyqpfgD4t7tPLnzkIiIiIiIiUu5KdoY6zd1/Aq4nipLdC7yTTqYzCpAdD8wlloJjZubuU5RMi5QnzVKLiIiISCko6RnqNHf/wcxuBOa5+5SMU+kCZPOIhHrx1PVe4BBFJA+UKIuIiIhIc1L0hDo1m+y1/Z7m7t/Xcd8WgAEf1TWGiORP797Jv0a7ttB18WTGLkT8IiIiIlLeir7kO7XfuUO131vXdU9mwmxmmwF/BWYCj6XHSDBkEQGGD49HkpZbDvbcM/u5ps5mFyJ+ERERESlvRZ2hNrMdgAOA/mY2GnjF3S9x9woza+XuldnuSyXdiwH/B2wDrAVs7+5jCxa8iIiIiIiItGhFm6E2s4OAB4C1gQ+BlYDTzexKgNqS6Qx9gbOIfdQD3H1kguGKSMJymXHWnmsRERERKaaiJNRmNgC4gqjafYC77wNsRfSO3tfMNkpdZ7WN4e6vEsn4Pu7+ZfJRi0gms3gk6fuxMGRIMmMXIn4RERERKW8FT6jNrBNwIDARuN3dRwG4+wTgZKAbsGnqmFe7t4eZ7Z/+3d2/VGssERERERERKYZiLfnuCTzl7iMgZqJTs9HjgSnAmtVvMLP2wGnAfWZ2QgFjFZGEaem2iIiIiDRHBU+o3X0WcDgwBCBVfCxtAjAOWDF1rnXGfXOBJ4F3gJcKHbeIlCYl4yIiIiJSLEWp8u3u32X8XAlVWmHNBdqmzlWkzq3g7j+5+9Nm9oq7/1aMuEVERERERETSit6HOkM6llnAIumDZtYLuNXM7kgdml3owERERERERESqK2of6kzp2WgioV7WzNoCawCXAlsCA1LXefYRRKQ50pJtEREREWmuSiahzjAL6Ei0xLoA2BrYMl3ATERKw+DByb9Gly7Qf536rxs0qPHxFCJ+ERERESlvJZNQp4qTVRJLursCNwAboWRapCQNHJj8ayzaGXr1SmbsQsQvIiIiIuWtZBLqdHEy4EdgeWBRoJ+7jyxeVCIiIiIiIiLZlVJRsrRHgI+AzZRMi5SuIUPi0RT17Z+eMRO++KJpr1GbfMQvIiIiIi1bySXU7v4ZMTOd0H9Gi0g+DBqUfEGxqVPhzTeTGbsQ8YuIiIhIeSu5hBrA3efmcp+ZtU89W34jEhEREREREamqJBPqXJjZ74DLzKyXWmuJtDyabRYRERGRQiuLhNrMDgYeAnoBDWiyIyIiIiIiItI0JVPlO1dmtj1wPXAXMNjdP6923ho7Y21mA4GBACuvvHK+QhWRDJpRFhEREZHmrtnOUGfsk94R+JSMZNrMtjCzbc1sPaBdY8d29yHu3tfd+3br1i1/QYuIiIiIiEjZaLYz1O7uZtYKGACMzEimHwF2ADoD84GHzOxWd3+jeNGKiIiIiIhIuWm2CTWAu1ea2VigLYCZ/RvYGjgTmAT0BM4B1jKz09z9lWLFKlJuClH6b5WVYeBOyYyt0oUiIiIi0lTNcsl3tbZYPwH9zWwVYCXgfOBf7v6Au58H7AZsCBxjZosXPFgRqSGp/dPaly0iIiIihdSsEmozWwb+t9w7Pbt+ObAo8ASwGrH8e4GZtTazVu7+DHAK8EdgvcJHLSIiIiIiIuWo2Sz5NrN9gOPN7BJ3/08qaW4FTAQuA/4PWAbY3Mzecfe5qaS7EngrNcy6GT9LgYwbBx98AJ98Al9/DZMnw4IFsPjisNpq0KsXrLsu9OwZx6R56NMnnocPT+41fv4ZHnsM9twz/2MXIn4RERERKW8ln1CnlncvD9wMLEkk1fPc/WV3rwQqzexeoDtwCLAv8KqZfeju81LDrAD8Cowr+BtoAebPh08/hdGjYcIEmDYtkuZvv41Eevz4hdcuuyx06QKtW8M338BTT8X9aUsuGUn2gQfCYYfBEksU+t1IQ334YfKvMW9+fJaSUIj4RURERKS8lXxCneoh/ZOZvQz0IdpkLZVqL/1K6prxZnYhMBP4C3ALcL2Z/YdY5n0MMBXQXFSeuEeivN9W8P77MHdu1fMdOsDyy8N668H++8fzGmtAx45Vr6uogB9/jGR87Nj4+dNP4aST4Ior4KWXYO21C/e+REREREREGqrkE+rUPuhK4Guicve/gaHARWZ2RkZS/bOZXQqMAE4jZrQBfgFmAbu4+08FfwNl6K23YN7rMGsWfNEN/vhH2GADWHll6NoVOneOhLohWreGVVaJR6YRI+CUU6BfP/jvfyMZFxERERERKSUlX5QslUwDPAscBHwO/B7YmEiqt8+4/Fd3f4Co6r0vcCwxY93P3UcWLOgyVVkJ554LW20FFQtgrTXhmWfg5JNhhx1grbUioW5oMl2XDTaAW24Bs0iqP/206WNKaVAlbhEREREpFyWfUMP/9lH/BEwGtnT354l2WBsDF5jZH8zsHuBAM+vo4WF3v8ndH3L3H4sYflmYPx923hnOOw9+/3vo3Ru6LR0zzElZeWUYMiSS6k03hfvvT+61REREREREGqtZJNSpBPkH4EPgz2bWOtUOaydgE+BO4EBgsrvPTlX/ljyZNQu23RZefBGOPx7OOQdaN2KzwPz5MGMG/PprzHI3xmqrwZ13xpLvAw+Eww+PCuEitdEMuIiIiIgUSsnvoYYq+6g/AvZ29woAd3/RzN4DNgW+IVpkZS4TlyYaMyZmpL/6Ck4/Hfbaq/Zr3eO6N96AL76Azz+HmTNh3ryF15hFsbJ99oG9927Y8vBlloHBg2O2+vbbo1L4RRc1+a1JEx11VPKv0bkTrLVSMmMXIn4RERERKW/NIqHOSJAfAU42swHAB8CDwJrApUQf6mvMbJC7v1GcSMvH/Plw7bVw9tnQqlVU3B4woPbr33kHLr44+gabwVJLQffu0faqc2do3z6umz49+lFfcw3cdRfccAOsuWb98bRpA8ccA5MmwSWXwF//Gom1FM+QIcm/xlJL1f25a4pCxC8iIiIi5a3oCbWl+l/V9nvmcaL11SSiFdbRwADgaHd/0MzeBu4BxhYm8vL16acxE/3119C/fxQdW3757NeOGQOnnQajRsHii0eLrI03hk6dah9/r71iBvu226LX9E03RRGyhth9d3j6aRg2DHbZpdFvTYpMy7FFREREpJwUPaF2dzezDu4+J+P31ull3ZnXAVPM7EXgemA6cBRR/Rt3f9bMVnL3WQV+C2XlmWci4e3UCS6/HLbZJvt1C+bDDz/An/4Us8d77gnbbRc/N0SvXvCPf8Bll8Gxx8Ldd8d+6fosskg8V+97LYU3PNXVvU+f5F5j7rxYldCtW/7HLkT8IiIiIlLeilq8y8x2MLM7gc/M7CUzOw3A3SvqKCx2H3AdMBB4JlWEzFLnfks86DL2/POwxx7Qowc8+GD2ZHrWrNjP/P778ONPsPnmcOGFsOOODU+m05ZcEv7v/6JS+NFHx37r+kyZEs9LL92415L869s3HkkaPx4efzyZsQsRv4iIiIiUt6Il1GZ2EPAAsDZRvXsl4HQzuxJqLyzm7u8B5wNPZs5qZz5L4w0fHjPTq60GN94IXbpUPT97dux53mmn6A+9yCJRefvPf4bFFsv9dbt2jWR62jQ44ogobFaXCRPieaWEClVJedDSchEREREphKIs+U4VFbsCuBe43t1HmdkyxB7ofc3sXnf/qLb91O4+Ra2x8uejj2D77WMP9LXXwqKLLjznHjPXl10Wra9WXRX23RdWe7buMWfNgrFjIwH+7bdInNdcM16jup49Y+n4v/8NDz0U49fmt9QahGzjiIiIiIiIFFLBE2oz60T0jJ4I3O7uowDcfYKZnUxU794U+Kh6Mm1mPYBN3P1+tcZqOvfYuzxoUFTjvvHGqntVx46Fv/0t9kovu2xct8Ya2cf55Rf47rsoZPbBBwsT30ytWsF++0XV5v8t0k/Zemv473+j+ve229a+Zzbdx7qVvk5pdjRrLCIiIiLlplhFyXoCT7n7CPhfBW+A8cAUohVWFWbWHjgNONzMlnb3awoUa1maMiV6Qb/2GvTuHX2du3ZdeP7ZZ+GCC2J/80EHwRZbLExi3WH2HPh1Opx6aux9XrAgzrVqFUvA11479jkvuWS0zJo2LV7r/vth8uSa/azNouL3OefEHu0zz8wed7r91pw5mqUWEREREZHiKnhC7e6zzOxwoALAzFplzDZPMLNxwIqpc/+r9u3uc83sSWAt4KVCx11OPvoIdt45kuq//hUOPDASZ4jE+Npr4YEHYOWVo/fzkksuvPfbb+Hmm+HeX+P3+Z2iiNlSS0UC3aXLwrEyde0Ke+8Nb78NL74YyfD221e9pls36NcvKo3/7W9Vl56naYZaRERERERKRVFmqN39u4yfK6FK/+m5QNvUuXTSvYK7/+TuT5vZK+6uat45+vTTqN7doQPccUe0r0qbNQsOPzyS5m23jQQ4nRxXVsJzz8FTT0G7dpFkd1oEDvxDw1/bLBLmCRPg4YcjYe/Zs+o1m20Gb74ZfaazVRmfNCliakohNBERERERkXwopXm+dCyzgEXSB82sF3Crmd2ROjS70IGVi19+gd/9Dtq2jWXVmcn0tGlRDGz06Jix3nffhcn0/Plw1lmRTPfoAQccAIstmn0muj6tWsGuu0LHjrFnu6Ki6vlVVonE+4svat7rHvuze/ZcuPRbimfYsHg0RK77p5ddNlq5JaEx8YuIiIiIZFOsPdQ1pGejiYR6WTNrC6wBXApsCQxIXafWWDnad9+Y4b39dlhxxYXHZ8yA/feHqVNjiff66y88N3MmnHce/PprzB6vt17NgmKN1a4dbLVVVA8fPhw22WThubZto5/1nDk17xsxAj7/HG64oWmvL/nRp0/yr9G+Xe0F6pqqEPGLiIiISHkrpRnqtFlAR6I/9aXA1sCW7v5RMYNq7p55Bl56CY46CtZZZ+Hxigo48sjYT3388VWT6QkTojjYjBmxBHz99ZueTKettFLMVo8dW/X4nDkxI55tSfdtt8Xe60MOyU8MUt5UVVxEREREklYyM9QZxclmA12BG4CNiGR6RFGDa+amT4+90T16wJ//XPXc/ffHnukDD6y6BHzCBDj//FhmveuusfS2ujlz4fXXo1VWpt69Yya7rmXZZjETPWtW1ePjxsXz6qtXPf7FF/Duu3DJJdC5c51vVwpk4MB4HjIkudeYMgWGDo1Wa/lWiPhFREREpLyVzAx1RqXvH4HlgfWBfu7+cdGCKhMnnxyJydlnx3LrtDFjYvl0z57Qv//C4wsWwMUXRzK9xx7Zk+lff42ku3oyDfDhh3DXXTBxYu0xucdMdPVK3t98E8+ZM+UADz0EiywCRx9d51uVArrllnjUpykzxTNnwZdf5n5/XRoav4iIiIhIbRJPqC00Zn7pEeAjYDN3H5lQWC3G889H0nDggdEbOq2iAk44IfYsH3lk1aXcw4bB7Nmw3XZVW2alffst/DKt/td+4olYLp7N9OmRVC+zTNXjY8bAEktEG65Mn34KO+yg3tMiIiIiIlI6CjFD3Q54raEXu/tnxMx0ljrP0hhz5kSyvOqqNWd277kHfvwxipFVT1KHDYu2WiuvXHPMb7+FV15peAyffZb9eHr2uvprjBkDG22U/fps8YiIiIiIiBRLXvZQm9mf6jjdro5zWbn73BxiMFUAr+qGG+Cnn6I9VeZ+5q++gn/9C9ZaCzbdtOZ9X321sH1Vpi+/jP2sjTFtWvbj48bFHuoVVlh4rKIirl9llZrXt2oVM9oiIiIiIiKlIl9FyR4A3geyJcKF2qfd3szmAu3dPUvTpZZlxgy44ALYfPOqSXNFBfzf/0Uf6IEDaybNM2bAvHk1l1yPGtX4ZBpg6aVrHqusjH7XvXtHopw2eXKc69695j2LLBItvKR5KXal7UGDoue6iIiIiEgS8pVQfwmc5e41FgObWQfgtzy9TlZmthuwH7AaMNnM7gDedPc6ymKVt2uvjX3K1Zd6v/gijB8PRxwBnTrVvC+dNGcWIqushFdfzS2OzMrhaV9+GYXPqs+OjxkTzz161LynbVuY2+h1CyIiIiIiIsnJV0L9MLBMLecWAHfl6XVqMLP9gLuBocCkVBwPA0+a2fXu/mrqugYvCTezgcBAgJWb4cbdqVOjvdSAAVV7TrtHot2tG/TtW/O+r76KftVLLVV1Zvn773OLY9ttYyY809ix8M470Wc6MzaAkSPj+jXWqDnWrFnZvwCQ4undO/nXaNcWuiZUiK4Q8YuIiIhIectLQu3u59ZxbgFwWD5epzozWwb4O5FAn+7uY81scWAPYAjQ3cwucveHG7O/2t2HpO6nb9++zW7n7rXXRgJ6zDFVj3/8cSyr/vOfqy61hpg1vvbaKEa2885Vz40enVscmTPNCxbA8OEwYkQkxmeeWXW5+cyZ8NFHsPfe0Lp11XEmT4ZffqlapVyKb/jw5F9jueVgz52SGbsQ8YuIiIhIecvXDHWxdAR6APe6+9jUsZnufqeZjQPuAM42s9nu/kxOrzBqFOy6a36iLYDKSuj3ErzVBda5seq51t/B08A6w6HVRwuPV1TA8l/A9gbLLQmtM/ZKu8MuP9R8nY35AICnyP5ns+yy0P75+HnBAhg/Af5YAV2WhOWXh1b3VL1+/Hh4vAL6jIJFTqx6rsNP8BSw1eNAIyqMS3EVe/+0iIiIiEjSEisYZmZLJDV2BgdmAEunXrMVUJla3v0icAiwInCyma1bgHiKbvx4mDcfll+u5rmZM6Fd+5qz01N/icR56aVrzg7PybG8W/tUbfdKj5gqK6LY2Ior1nz9+QtiFrpz5yg+lqmyIiqVL7ZoLBMXEREREREpFU2eoTazjsA6wLrVHsvmY/xaXtM8fG9mnwF7mtkV7j7VzFq7e0XqmpfN7HDgUWBP4NNGt9fq0QOefjqJt5GIUw6CZ0fDC7fD1GrJ8f5/hE7LwEnHVT1++ukwuyMcvFvN8V5/Hb6eVPN4emZ6N2r+2ey9N3TpEj9//DF88AP87W/Zl2y7w9VXw6hW8Mg98O1KVc9fey3c8w4MfQnon+0dl7jqZdTLSPqtJdnO7PuxMGRIVKTPt0LELyIiIiLlrcEz1GbWxszWNbP9zOwCM3vCzEYRM8TvA7cBJwJrA98Ad+Y72NSeadzdzaxt6vD5RCGy21PnKsysdep6c/fHgVuAk8xslXLvVf3661FwrPpMM8QM8S+/1Dw+e3bVqt5pFRXw9deNe/3NN1+YTFdWxp7pJZaoff/z0KFRDO2YY2Clasn0O+/APffE0uH+zTGZlpKgpeciIiIikpTGLPmeBYwA7gdOAXqmfr8EOBUwYF93X9ndt3H3I/MZqJntAzxsZr8HcPf5qVMjgCuBXczsrtS5ilQ86enBl4H2wPL5jKnU/PprLI/u2TP7+ZVXjgrglZVVjy9YEMXIqps2rXGvv/fesN56C3//6adodfWnP2W//t134YEHYPXV4eCDq56bPh3OOy/OXX114+IQEREREREphMYsyW4LfAcMAl5PVe8GwMxWBy4DKmu5N2dmZkQifDOwJHC8mc1z95cB3H2mmd1CzFL/xcw6uPu+7p4ZSxtgJtHCq2x99lk8r7569vOrrx7J86RJsExGkzP37CuT27dv2Ovutlv2Ge4PPoA2bWD99WueGzoU7rsPVlkF7ryz5r7qyy+PhP7ll2u23pLSp1lhEREREWkJGjND3YdYyv0kcLGZdUkmpKpSe6V/ImaZRwM7AheZ2XYZ10wALgKuAHY3szfNbFczW9rM+hPFySYAYwoRc7G88UY8V+/vnLbiivE8dWrV461bR6JdXX19nxdbDI44InsyPWECTJkSLbjatq16Lp1M9+gRz9UT5vfeg+efh7POgg03rDsGERERERGRYmlwQu3uH7n7TsCuwADgOzM7x8wWTSw6/le5G+Br4PnUa/elZlL9M3ApcATQBXgc+B54EFgPOMDds5TXKh/33AO9ekHXrtnPL754PM+aVfV427YwcWLN683gqKNgyy1rnltmGVhyiex7tWfPhhdegHbtYPvtq54bM2bhMu977qm51HzmTLjwwthPfdpp2d+HiIiIiIhIKWh0FW53fxXY1Mz2Bi4AjgPuI1pY5V3G0u1niYT6bOD3wH+IpPof6eXfwK/ufp+ZPQAcAHQDpgKvZfSpLkvffAOffw4nnFD7NRUV8Vx9efWGG8ascGVlzXNmUVCsV6+4v3XrONbh+eyvMXs2PPYYzJsHf/971YR57ly4+eZojzVkSM2Za/dIpidMgLfeaviSc5H6DBoEgwcXOwoRERERKTc5t7Vy90fM7HFiRvhsogDYVmb2grvPqvvuxknto/4JmAxs6e5PmdluwFPABWbWHtgPeNnMHnL32cC9+Yyh1D2fSnC33rr2a8aPj+cll6x6fN11I4H98ccoXJaNWeyHrsv06fDkk5FMH3tszb3czz4bVcZvvnnhbHmmW2+Fl16Ciy+OauFS2mpLUPO5f7pLF+hfyxaGplKCLSIiIiJN1Zg91DW4e4W7DwF6AGcABwM/mNmF6RZX+ZDaR/0D8CHw51Sv6WeAnYBNiBZdBwKT3H12xjLxdDJe9t57L5Zhp/dJZ/PJJzEDvdxyVY+vu24sz3799UiGc/Hzz/Doo7EX++9/jzEzff89vPhiFDDr27fm/Y88EgnOn/8Mp56aWwxSWAMHJtMfOtOinWN1RBIKEb+IiIiIlLcmJdRp7j7H3S8BVgNuJfpRf5ePsaHKPuqPgFVTbbFw9xeB94g909+QqjKeWeG73PtOp40cGRWza+MOzzwTe5Or71tu2xb+9jeYMyeS4h9/jH3WM2bA5Mmxv3rq1Dhf3YIFMGxYjN22LZx9ds2Z6dmzFy71PvHEmmO8/jpcemn0mr711uwVx0VEREREREpNzku+s3H3acApZnYdcE4ex00nyI8AJ5vZAOADouDYmkQxsv8DrjGzQe7+Rr5eu7mYMSN7te20b76J5HiHHbKf79EDDj88CoX95z+1j9OmDSyyCOwzP9b43313JNXdusHpp9esDL5gAdx4Y7TAuvlmWLRaCbtvv41q3r16RSGz6vuqpXQNGRLPSc7yzpgJX3yRzCx1IeIXERERkfKW14Q6zd1/BI5qyLVmZpmzyNV/zzxOFBibRFTtPpqo+H20uz9oZm8D9wBlXXysNrX1kk5755143mij2q/ZdFPo3TuWhs+cGcvDO3eOQmTz5sUs9fjxMRs+b27cs/Gmsd95zTVrjjd3Llx7bSTNp54aY2dasCBmtDt0iL3T6jfdvKT3SieZkE6dCm++mUxCXYj4RURERKS8JZJQN4a7u5l1cPc5Gb+3Ti/rzrwOmGJmLwLXA9OJpP3Z1PlnzWylfBdEay7at48EtjajRkXf6MUWq3uctm1rJr7ZrHNDPB96aPbzP/0UM9NTp8KZZ8If/1jzmjvvhK++imXmyy9f/2uKNIUqfYuIiIhIvhU1oTazHYj2Vv3NbDTwirtf4u4VZtYqcy90hvuACuBt4Bl3n5Mxq/1b4aIvLYstBr/+Wvv5jh1jRri+meymqqiAV16BJ56ImecbboiZ7+o+/TT2S++wA+y5Z3LxSGHls8K3iIiIiEipy0tRslyY2UHAA8DaRPXulYDTzexKqFpYLJO7vwecDzyZOaud+dwSrbZatKSqzXrrwW+/RSKblLFj4Z//jBnn1VaLftTZkunvv49+2cssA/fdl1w8IiIiIiIiSSpKQp0qKnYF0Sv6AHffB9gKeB/Y18w2Sl2XdS7V3acACwoUbrOw9NJ1J9Q77xw9fW+/fWE/6nyZMQPuvx8uuihmyS++OH5faqma177/fhQ/A3j1VejaNb+xiIiIiIiIFErBE2oz60T0jJ4I3O7uowDcfQJwMtAN2DR1zKvd28PMDkidyzqD3VItt1wks9laW0Hsjb7llvj5iiui4ndTVVRGu6wzzoChQ2GffeL33/2u5rLyBQuiyvfxx0ei/cEH0LNn02MQaQwtSRcRERGRfCrWku+ewFPuPgJiJjo1Gz0emEK0wqrCzNoDpwH3mtkJBYy1WejePZ7Hjav9mlVWiRnq+fPhyiujkncuKipg8hT48gt4+ul47YceglNOyV70bORIOPjg2DN90EHw8cewxhq5vbaULiWrIiIiItLSFDyhTlXhPhwYApAqPpY2ARgHrJg61zrjvrnAk8A7wEuFjrvUrbNOPH/1Vd3X9egRhcKmT4err47kujFGj4ZzzonEvX17uOuuWN696qo1r/3xx6jwffjhMXv++ONxffVe1NI8uccjSausnFxbq0LELyIiIiLlrSgz1O7+nbuPTf1cCVX2S88F2qbOVaTOrZD6/WlgB3f/rOBBl7j11otE9f336792ww3h/PMj4b3gAvj885h1rssvv8Ddd8Oll8ay8rV7QZ8+CxP5TDNnwjXXwF57wWuvxZLwb77J3jpLRERERESkuSp6H+oMrYh2WLOARdIHzawXcJWZjXf3w4DZRYqvpLVuHXuYH3gATj4ZOnWq+/oddoBWraKQ2LXXxmzzssvGsvAuXWLpduvWUXBs1KhYtg2xZPuoo2CpM2uO6Q7PPhvJ9PTpMTP9z3+qx7SIiIiIiJSnkkmo07PRREK9rJm1BdYALgW2BAakrtMizVoMGhR7pJ98Eg44oP7rt98ettwS3norZrbffx/++1+YXe0ri8UXh333hf32gxVWyD7WtGlw4YUxI73BBhFH795NfktSwvr0iefhw5N7jZ9/jvZrSfQqL0T8IiIiIlLeSiahzjAL6Ej0p74A2BrYMl3ATGq3ySaw0UbR23mffaKyd306dIjEevvtFx6bPTsS5AULoHNnWHLJuscYORJOOy2WhV9+OZx0Usx+S3n78MOFPydVkGze/PxUpM80aBAMHlw1fhERERGRXJRM2mNm6VhmA12BG4BtgP5KphvuootgwoSovp2rjh2jDddKK9WTTDvce28UjWrbNma4//53JdMiIiIiItIylEzqk9FX+kdgeWB9oJ+7f1y0oJqhHXeE9dePGbhZs5J7nV9/hREjY790v37wyScxOy4iIiIiItJSlExCneER4CNgM3cfWexgmhuzSKanTInZ6gULar92wYKYzf7yy5hdfued2E/600/Zq35PmACPPAKHHQYjRsTS8DvugNdfr39ZuIiIiIiISLkpuT3U7v6ZmfVL9Z2WHGy2GVx8MZx+evSNPuaYWMI9cWLMJH/6abSxmjKl9j687dvHku9llole1WPGxP0QPafXWRtWXhnaHFqodyWlKqn900lqjjGLiIiISOkpuYQaoCnJtJm1ylg+3mKddhosvTScdRaceOLC461aweqrwy67REK8/PJx3VJLQbt20UN6zBj44otIur/+OpLr7beHvn1jSXmvXmC7Fe2tiYiIiIiIlISSTKhzYWZbAh+6+29KqsPhh8P++8N778Xs8nLLxT7nRRctdmRSDo46KvnX6NwJ1lopmbELEb+IiIiIlLeySKjNbDfgCeB1M/uDu89WUh06doRttil2FFKOhgyJ5ySXTy+1FAwYkMzY6fhFRERERHJVikXJctEt9bwJ8IqZdXT3yoxWXCIiVWgftYiIiIg0VbkknD8Q/auvAXoALzYlqTazgWY2zMyGTZo0Kc+hipSH4cPjkaS58yCp/wlOmpR8/CIiIiJS3soloX4D+JDoYf1PoA/wgpktUn3Zt5lZfYO5+xB37+vufbt161bf5SItUt++8UjS+PHw+OPJjP3448nHLyIiIiLlrVwS6vlABbC2u98AnApsRCTV7QDM7PcA7rU1ihIRERERERFpuGZflCxdfMzMbgeON7M2wL3ElwUXAK+Z2VSgp5l97e6jihmviIiIiIiIlIdmnVCbmWUs6f4eWA/Y0N2HmdktxPu7iEiuD1MyLSIiIiIiIvnSbJZ8m9m6ZvZ7MzvRzNZLFR3z9J5od0/vo94sdcscYBtgAbEk/Mj08m8RERERERGRpmoWCbWZ7Qc8CtwPXAm8QiTIbartiZ4I/N7MWgOPAP2AvwBnAAOAJxpSlExERERERESkPiWfUJvZvsA9RBK9H7AcMBo4AeiauqZt6vK7gBWBt4FtgaPd/W5gMHA0cJKKkomIiIiIiEg+lPQeajPbhNgDfRtwibuPTR3/N3A6sAww3t3np275iuhDPRM4AngGwN1nm9ktSqZF8mePPZJ/jWWXhT02T2bsdPyDBsHgwcm8hoiIiIiUt5JNqFPVunsDY4H70sl0yqqAAYeY2QzgB+AZd//czDYDVgZedfe56RuUTIvkz6BBUIgW7e3bJfc6ajEvIiIiIk1Vsgm1uy8ws6HAj+7+Zvq4mR0FHAO8R8xE7wisDvzZzPZ395Fm9mlG9W8RERERERGRvCvpPdTu/rm7PwNgZq3NrBexH/pKYF93P9vdNwNuAjYHTjKzVoBmo0USNnRoPJI0ZUpyr1GI+EVERESkvJV0Qp3J3Svc/Qsicb7Q3cdltMw6GxiZOuda3i2SnEGD4vnLL+ORpJmzknuNzPjT70lEREREpDFKdsl3dWbWyt0r3f39zMMsnI2eDVRvoyUiIiIiIiKSiKLPUFfvC11bn+jqe6LTCXbq562B5YE36xpDREREREREJF+KnlC7u5tZh2q/t67rHjOzjGR6c6KFVltiL7UqeotIo2nZt4iIiIg0VlGXfJvZDsABQH8zGw284u6XuHtF5gx0damkezHgFKA/0BPY0d1HFyx4kRZISaeIiIiIyEJFm6E2s4OAB4C1gQ+BlYDTzexKqLnEO4u+wP8RrbO2dveRCYYrIiIiIiIiUkVREmozGwBcAdwLHODu+wBbAe8D+5rZRqnrat0L7e6vAusAB7n7V8lHLSKZunaNR5LatU3uNbLFrxl4EREREWmMgi/5NrNOwIHAROB2dx8F4O4TzOxk4ANgU+Cj6nuhzawHsLG7P5C6R0u8RQqkerK5557Jv+Zyy8GeOyUzdiHiFxEREZHyVqwl3z2Bp9x9BMRMdGo2ejwwBViz+g1m1h44DbjPzE4oYKwiIiIiIiIiNRQ8oXb3WcDhwBD4X/urtAnAOGDF1LnWGffNBZ4E3gFeKnTcItIyaNm3iIiIiDRUUWao3f07dx+b+jnd/iq9X3ou0QILd69InVsh9fvTwA7u/lnBgxZpwbIlmUOGxCNJ349N7jUKEb9IU5jZsWY2xszmmNn7ZrZJU+8xs3PNzKs9vkzuXYiIiJS3ovehzpCOZRawSPqgmfUCbjWzO1KHZhc6MBFpWTRLLYVgZq+b2aG1nNsXuAo4D+gNjABeMLOl6xivofd8BiyX8diyae9ERESk5SqZhDo9G00k1IuaWVszWxu4jPg/++tS13ktQ4hIApRcihTFScAt7n6Hu38OHA38RmyZauo9C9x9fMZjchJvQEREpCUomYQ6wyygI9Gf+lJga2BLd/+omEGJtEQtOZluKe/dzJYxs2mppb83FDuexjKzg8zsJjN7z8x+S72Pc3MY5zIze9XMfjSz2WY2ycz+a2YnprpTVL/+0CxLp6s/vs3xPbUD+gAvp4+ltke9DGyeh3vWMLNxZjbazO4zs5VziVNERESK0DarNqniZJXEku6uwA3ARkQyPaKowYmIlK9LgcVSP29YxDhydQGwCvALUdRy9RzH+RswHHgemET8mWxNLKE+wsw2c/eZGdd/TCytzmYnov3j8znG0hVoDUyodnwCsFYT73kfOBT4iljufQ7wppmt6+4zcoxXRESkxSqZhDpdnAz4EVgeWBTo5+4jixeVSMvVUmZoWzIz2xz4M3AHsDuwgZlZM9tacyQwyt3HpPYj31HP9bVZ3N3nVD9oZncDBwODgCvTx939YyKprn69AQemfr2l2rkzgDMyDnUENqu2MmBtYEFO76AB3P25jF9Hmtn7wPfAn4DbknpdERGRclWKS74fAT4CNlMyLSLFVM5fKphZK2Il0CzgTOAToDOwRjHjaix3f9ndx+RhnBrJdMojqeceDRxq69S1w1JJd6abiVUA6ccw4Oxqx8YBk4EKYJlq9y8DjK/ldXO5B3efBnxNw9+fiIiIZCi5hDrVEqufu39R7FhEWqqGJJL9+8cjSV26JPcaDY2/jJPqgUQl6Evc/WcioYbYaiML7ZJ6bugXvEelnm+pfsLdp7r7qPSD2OI0MfOYuy9w93nE8vPt0vemvgDZDng324vmck/qms7EMvmfG/j+REREJEPJLPnO5O5zix2DSEvV0ASyV69k4wBYtHNyr1OI+EuVmS0FXAiMJfYIQ9WE+sE8v94JwBKNuOV1d389nzE0VGpZdjtgSaLDRG+isFe9y6HNrAuwJzHr/0ATQ7kKuMvMhgEfACcAnchY0m5mxwF7uPt2jbjnCuBpYpn38sQ+8Io8xCsiItIilWRC3VTNcA+gSEko49nYJhk0CAYPLnYUeXUh0AU4zt1np44lOUN9AlE4rDFez38YDXIGkYSm3Q0cm5oBrs/BQHvg3qYW+HL3B82sG/BPYFliv/ZO7p5ZdKwrGUXYGnjPikTyvBRRfO0tYovVpKbEKyIi0lKVTUJtZssQBV7apJbSiUiCvkhtykhypnfGzHidJF6jsfGXS1JtZr2JZcnvAf/OOPUp4CRQ6dvdu+d7zKS4e+dUYbFlieXSlwL/NbMd3X1sPbcfmXqusdy7ltfaup7zNxD73Gs7fy5wbiPv2a8hsYmIiEjDlNwe6lyY2R7AY8R/EH5mZmebWccihyXSrDR2dvrNN+ORpKlTk3uNXOJv7jP4qUTxBuLf/pMyV/KkWkKNAZY2s+Uz7jk91Y95hplNNLMnzGzNQsdeSB5+dvd7iSXcawHX1XWPmW0GrAt84u7vFyBMERERKQHNfobazPYD7gSeBF4j+mqeS+wfy6kHqJkNJAr2sPLKK+cjTJGS1twTxUJq5jPVhwCbp35+J/LrrDYiqk0DbAXcCPyX+P+Mi4AXzWxtd5/VkBdtTnuoq3P3981sGlG9uy6Nmp0WERGR8tCsE2ozWws4iyi4com7f29mSwMDgPXIMaF29yHAEIC+fftqL7aULSXSuWmOSbWZLQ5cAswB7qvlsvWATYiE+lkAd9+p2jiHAhOBPsDQBr78CTSfPdRVpKpgLwb8Us81+xJ/tvfm8bWPBU4mlp+PAI539w+aco+ZnQucU+22r9x9rXzFLSIi0pI064SamI1eAXjB3b9PHZsF/Ai0MrOjgdHARyq4IlKVkummSf/5NaPE+jyiJ/G57n5etgvMbG/gYeouTLZ46nlqQ1+4lPZQm9nqQFvgW3efnzrWExjv7r9Wu7YtsdS7FfCfOobdn+jhfa+715p4NzLOfYmq3UcD7xNfSrxgZmu6+8Qm3vMZsH3G7wvyEbOIiEhL1NwT6tWImYPMZYcHEUsU09+2LwM8ZWaXu/vbBY5PpOQokc6vzD/PUk2uzWxd4FjiC8ZL67i0zkrfqb7G1wBvu/un+YwxV2Z2JNHeCqBH6vmPZtY99fNb7n5rxi2vELPlqxJ7xgF+D1xkZm8B3xFfFixHJJ0rAF8Bp9QRRq29p5vgJOAWd78DIPUF8R+Aw4mVBk25Z4G7j89jrCIiIi1Wc0+oHyeWtl1rZq8Ssw5HAFcDdwE/A38EBgOY2XfuPi77UCLlS0l0YZRwcn098e/939x9Th3XjSKWLa9qZku4+7Rq528kCm9tWf3GItqS2BueaYPUI+1W6vYysEZqrD7ELPwM4HPgWuBGd/8t241mth6wMfC1uzd0CXydzKxdKo6L08fcvdLMXmbhHvim3LOGmY0j/q7fBU5vQAVzERERyaK5J9TTgEHAlcSSOwfeAK5y959S19xiZosQy+BuYWGhHZGypOS5NNT291CMRNvdt2ngdRVE+8EazOwGYBdggLv/mMfwmsTdDwUObcT13bMc+5SYwc/l9T8Baq3ulqOuQGtgQrXjE1i4+irXe94n/ry+ImbhzwHeNLN1m9o7W0REpCWyjK4pJc3MViP+g6EHkTRPdve5qXOtiCV8WwI93f2s1PE27r7AzNYHPgYucPezG/m6k4Dv67ikKzC5kW+nUEo1tlKNC/If2yru3q22k3V8vkrlz0hxVFVqcdT5+cqHVKut64E9gK3d/ZskX6+cmdklwKn1XNYL+BX4Cejn7u9m3H8ZsJW7b5pl7OUbe0/q/BLEv0EnufttjXtHIiIi0ixmqM1sH+B04lv2DsS+t2vM7DZ3n+XulcB3ZrYFsA9R+Rt3Txda6Uks3/uysa9d33+smtkwd+/b2HELoVRjK9W4oPCx1fb5KpU/I8WhOIhl3gcAuwMzzGzZ1PHp7j67QDGUiyuJNo91GZ16riBqgGRaBqht7/PkHO7B3aeZ2dcs3H8uIiIijdCq2AHUx8z2Au4BPiIql/4OmEJUrN0idU36fbwPrGxm95lZWzNrbWabEj2lJ9HwFi8iIhL+Quwpfp2oS5F+7FvEmJold5/k7l/W85jn7vOA4cB26XtT/z+3HbHnOdvYjb4ndU1nYHXi71REREQaqaRnqFN9pv8BPAD8M90ay8y2JWabjwReTM1QQ+wVGwz8jahSO4toZdIZ+EMp7fsTEWkO3D3f+4OlYa4C7jKzYcAHRAusTsAd6QvM7DhgD3ffrhH3XAE8TSzzXp74crqC+P9ZERERaaSSTqiJPdFrAGdlJNPt3H2Gmb0IbGFmSxLFyXD3X1N71L4lipS1J1qkXO3u3yYU45CExs2HUo2tVOOC0olNcVSlOKoqlTgkIe7+oJl1A/4JLEvUAdnJ3TOLjnUlZpcbc8+KRPK8FLFy6y1gM3eflNy7ERERKV8lXZTMzHYEjnb3PbKcO55oD9Iz3QrLzMyrvSEza5Uxgy0iIiIiIiKSFyU9Q+3uL5jZe5A1Wf4FWISMdiXu7ukEOiORLt1vDERERERERKTZKumEGsDdp6eeqyfG6f3QSxGtQjCzNYhl4E+4+7Ra7muUrl27evfu3ZsyRHkaNSqee6gwbF2GDx8+ua5K8fp81UGfsXrV9fkqh8/W8OHx3KdPAoOPGsX06TCKHomMn2jsBVDfv10iIiISSj6hrkO6XUsbADPrBVxNtP54gdS+6qbq3r07w4YNy8dQ5WXXXeP56aeLG0eJM7O6epjr81UXfcbqVdfnqxw+W5Zaf5TI29h1V55+Bnbj6UTGTzT2Aqjv3y4REREJRU+oqy/lzrYPuhbpVlmtzGw14HKiiFl/d1f7DxEREREREUlU0RPq1L7nDu4+J+P31u5eUc+tv6aetwEGAFsDW7j7iOSiFREREREREQlFTajNbAfgAKC/mY0GXnH3S9y9ogHVuacBvwEnAYsCWyqZFhERERERkUJpVf8lyTCzg4hemGsDHwIrAaeb2ZUAdSXTZmZAR6LK95LApu7+cdIxi4iIiIiIiKQVZYbazAYAVwD3Ate7+ygzWwa4B9jXzO51949q20+dOjbKzHYHRrv7ZwV9AyIikrikC3r17w/Drk5m7OZajExEREQap+AJtZl1Ag4EJgK3u/soAHefYGYnAx8AmwIfVU+mzawHsLG7P5C6R+V/RUTKVNItp5ZYHIYMqXps8OD8jN1c22WJiIhI4xRryXdP4Kn0nmdLAcYDU4A1q99gZu2B04D7zOyEAsYqIiJlaOTImscGDSp8HCIiItJ8FTyhdvdZwOHAEIBU8bG0CcA4YMXUudYZ980FngTeAV4qdNwiIlJYAwfGIwkjR8KUKTB0aDLjJxm7iIiIlI6izFC7+3fuPjb1cyX8r9AYwFygbepcRercCqnfnwZ20J5pEZHyd8st8UjKzFnw5Zc1j+djljrp2EVERKQ0FK3KdxbpWGYR1bsBMLNewK1mdkfq0OxCByYiIiIiIiJSXckk1OnZaCKhXtTM2prZ2sBlwJbAdanralT9FhERaSjtkxYREZF8KZmEOsMsosf02sClwNbAlu7+UTGDEhGRlkNJt4iIiDREUfpQZ5MqTlZJLOnuCtwAbEQk0yOKGpyIiJQFJcoiIiKSTyWTUKeLkwE/AssDiwL93D1LYxMRERERERGR4iqZhDrDI8BuwEHu/kWxgxERkeLo3Tu/41WfnW7XFrount/XSMt37CIiIlKaSi6hdvfPzKxfqu90o5iZqWiZiEh5GD482fGXWw723Kn284MGweDBuY2ddOwiIiJSGkqxKBk5JtO7AduYWUm+JxERERERESkvZZF8mtmhwBPABkDrogYjIiIiIiIiLUKzT6jN7DDgduAq4BF3n5+HMQea2TAzGzZp0qQmxyiSSZ8vkYYxi0c+ZKvu/f1YGDIkP+NXl8/YRUREpHQ164TazA4EbgMuB6539x9Sx1ubWbv08u/GLgN39yHu3tfd+3br1i3vcUvLps+XiIiIiEh5aLYJtZkNAO4BXgFuc/fvU8fPAh4G3gAGm9nGGS25REREGkx9q0VERKQuzTahBkYBw4ENgQ3NrI2ZPQOcBawNtAUOBN42s32g8TPVIiLS/CkpFhERkaQ0ywTTzFq5+zhgF2A0cC3wFlGUbG+gn7v3BfYEhgL3m9mWmqkWERERERGRfGlWCbWZLQ7g7pWppHoCsDsxW70JcDrwH3efmrrueeACYApwtpl1KE7kIiIiIiIiUm6aTUKdWrZ9g5n1gSpJ9XhgX2KW+h13X5C63lLXvQ68DqwLtCtC6CIiIiIiIlKG2hQ7gPqkEuNVgQdTh+aZ2bXuPjIjqR5nZqe4+3wzM0/JGKYNMAuYV+j4RUQkN4MHN32MuvZPd+kC/ddp2BiNjSUfsYuIiEjpK/mEOpUYjzazl4EVgcOAJczsXHf/JJVUW7r/tLt7KsmuBDCzTYgiZe8CFUV6GyIi0kgDByY7/qKdoVevZMZOOnYREREpDSW/5NvMWplZG2ACUXhsH2APYk/0evC/JNrS92Qk09sB/wS6ARekk24RERERERGRpir5hNrdK1P7oh8Atif6Sx8L7EUk1eunrvvfEm8zW8LMrgZuAdYCtnP3rwsevIiI5GzIkHjkqr52WTNmwhdf5D5+XZoau4iIiDQPJZ9QZ/gZ6AR0d/ebgGOIpPpMM9vEzO40s21S13YklrM/SyTTI4sSsYiI5GzQoGR7SE+dCm++mczYSccuIiIipaHk91CnuftHZvYp8CdgmLvfbGYLgCHApsBKwEOpa382s9OASnefXbSgRUREREREpGw1ixnqjP3Ro4C+GaduB0YQxcreAyamT7j7LCXTIiKSD5ptFhERkWyaRUKd4V5gTTPrZWaLAI8D3YFbgT7ABWbWgCYoIiIiIiIiIk3TLBLqjIJj44B2wLrAYGAAMNDdBwEnARsD04sSpIiIiIiIiLQozWYPNYC7f2tmrwAPEonzQODp1Lkbzew+d59WxBBFRKQEaIm2iIiIFEJRZ6jNrJ+Zrd3I2x4F/k0qmXb3OekTSqZFRCQpStJFRESkuqLNUJvZ3kRV7lfM7Nj6+kSbmXl42MzeASa7+9yCBCsiIgX3v80+CVllZRi4UzJjJx27iIiIlIaizFCb2YbA+cSe6I2BIWbWs657MvZR4+4/AfOSjFFEWoYFC2DKFCVAIiIiItJ4BZ+hNrMOwEHAmsBRwCSi/dVgMxtU10y1ma0K9HL3/2Qm2FJYs2fDjInwyzS44iiYORPat4dll4Xu3WGNNWC55aBdu7j2118jWVlssTjXsWOx34G0dDNmwP33w+DB8NlnMG9efIYHDoSrroI2zaq6hFSnpdkiIiJSKMX4z8a5wNfAje5+m5m1AY4DbqCOpDrVJusaYFczO8Td7ylk0BKJ8yWXwA03wD3TwYDHp0CnTpGQTJ4cs311adUKNtggEpeDD457RQrl118jYb7qqkiqV10V9t0XunaFr7+G66+Hb76B554rdqQC0KdPPA8fnsz4P/8Mjz0Ge+6Z/7GTjl1ERERKQ8ETand3M7sD8NTvC8zsCaAS+Be1JNXu/puZPQWsB3xQ4LBbvOeeg0MPhYkTYZttYN1JMeP8wnULr6msjPM//BBLaCsqYtavUycwi2Tmm2/gjTfgL3+B006D//s/OO44WHLJor01aQF++QWuvBKuuQZmzYrP8CGHwDrrxGczrVs3uPNOGD0aVlutWNFK2ocfJjv+vPnxRWASko5dRERESkNRFja6+/xqv89JJcuwMKn+i7t/CWBm67n7J6kZ7YfcfUahY26ppk+Hf/wDbrwRevSASy+F9daDJU+seW2rVrHse9llax9vhx3gmGNgxAi46y44+2y48ELYbTfYZRfYdVcl15I/v/0Ws84XXxyf5e23jy+G1lor+/VbbRUJ9WefKaGW7AYNiq0CIiIiIlBCfairJdU3Af8ys4HAKsAVZvaxux8GzCxakC3IvHmxx/Tvf4epU2G//eD442PGuanMYMMN4/H11/D44/Dqq/DwwzH+gQfC5ZdDly5Nfy1pmSor4aGH4IQTYMIE2Hzz+Pz2rLP0YdwH8eWQiIiIiEh9Siahhv8l1c8AFcBgot/0IsAKwKGpa1SMLEELFsCtt8K550Yiss46cPXVsHZju4U3UM+ecOqpcPLJ8MUX8NRTcPfd8Npr8OabsMIKybyulK/33oMjjoDPP4c114QLLoCNNmrYvV98Ec+1zWBL6VNBMhERESmkkkqozaxVaq/008D6wFnANGBLd/+kqMG1AO++G8thv/4a1l8fTj8d+vWrf7bOHaZNi+W16Rk+s6iU3LFj7LXO3KeaTatWkbyvs04sCz/ppHj+6KOoFi5Snx9+gDPPjC9kll46vhTaeWdo3brhY7z6aiz1Xn31xMIUERERkTJSUgm1u6fSMbYCdgZ+JZLpz4sXVfmbPz/2MZ9/fhRluvji2GtaVxI8ZzZMmgR//COMH193de82bWJf9S67xKOuPdYQ1XHPPTdmrU85JQpJidSmshJuvjm2J1RURLGxww+PYngTJsCzz8bKh3ShvO7d4YwzYN11q47z009RSOqf/yzK25BmRPuoRUREJK2kEmoAM+sE/APoC2ygZDpZX30Fe+0VRZh23jmWX3funP3aOXPglVdiSfiNP8SxiuWikFPXrtChw8LZbPdIXubMiT3YX3wRSc/NN8frHH103cu5t9kG9t8frr02Zq2POiq/71vKw08/wR57wH//C5tuGgX0ll8+Ps8XXRSrLdyjL/omm8TPw4bBscdGop35WX/88fj8Hnpo0d6OVJP0/+47d4K1VkpmbP2bJSIi0jKUXELt7rPM7C9AK3f/rKH3mVlrd69ILRuvNDPTfuvaVVbG3ugzzohl2ZdcErPS1c2cGXuZ03ua58+PKtzLLgtLLgHnZqn2XZvJk6Nl1ksvxePUU2OGu7aZ8L/9Db7/PlpsdekSib9I2hNPRPI7d24s9d59dxg5Mj43330XX/DssAMMGBBf+KRtsUWswnj4YTjssDg2d26MN2AArJRQgiWNN2RI465v7P7ppZaKv/MkNDZ2ERERaZ5KLqEGcPcvGnO9mf0e+L2ZrQaMMbN/A2+R6nUtVU2eHEuv338ftt46+kFnJhwQy7hvvz2Wyi5YEDN5m28OG28Ma6wBS9/Y+Nft2jWS4m23jZnqCy+EMWPgxFqS8jZtIvE5/njYd1947LForyUt2/z58WXM1VdH8bALLojq8AcfDF9+GUu999gjPtsdOtS8v3t3WGSR+IynvfFG1AH4xz8K9CZEREREpCyUZELdGGZ2AHAHMBKoBNYBBgI3mNltuRQzS7XrGgiw8sor5zHa4hs7NmZkfv45Zqf32KPqDLF7zNRdfnks2d5883istlr+WgktuWQkRA8+CPfdF/2td901+7WdOsF110Xv6n32gRdfjCXmzVk5f76SNnUq/O53sdf5T3+K2ehHH43PCMTn6He/q7u924IF0RYuM9l+8MFYKr7ttsnGL40zfHg89+mTzPhz50UtiG7d8j920rGLiIhIaWjWCbWZrQKcCdwNXOjuY8ysJ7AvcB6wlpld4O5vNWZcdx8CDAHo27dv2cxyjxoFW24Js2bBDTdA795Vzy9YAJdeGntJV1kFBg6sOXOdL61aRUI0enTsde3XL5ZfZtO5cyRMRx0VM9Rffw3LLJNMXIVQrp+vpI0ZE1+m/PxzFNDbZJPoWT5mTKyaOPzwhvUu//rr+KxvuGH8/t//wogRsV9f/adLS9++8ZzU5p3x4+Pfu4EDG39vfYXJko5dRERESkNz/8/HzsAqwDvuPiZ17Bt3Px84ENgBON/MNi5SfCXjiy8iaZ0zJ5ZbV0+m586N5OTxx6NoWLZl4PnWujUceWQkN7fdVve1SywRs+azZ8c90rJ8+mkk0NOmwU03RUG7vfaCH3+Egw6C//u/mJV+6y244w74179i+Xd17vDkk7HyYYstopbA9ddHTYBckioRERERadma9Qw10AFYALQGMLN27j4PwN0fMLN5wMPACWZ2ortPLF6oxTNsWBQca9MmZlR69Kh6ft48+POf4dtvI6mur0jPlCmxTHL27EjOO3SAxReP4matWkVyPnt27HWtrIzjK60EG21Us6f0MstEYvPYY1Fgaumla3/d7t1j7/cLL0QS3qa5f3qlQT74YOEy7iFDIlE+//zob37SSTEr/cQTsR2gsjI+Y+7wySexP79nz4VjjRgRM9onnRTX3XcffP559K7Ott9amo/GFiQTERERyYdmmZKkK3i7+3AzGwUcAdzq7vPMrDWxlxp3f9TMjgNuAF4Bbm9p1b+/+y6S6c6d4cYbYcUVq553jxnfb7+Nmb7+/Wsfq6IC/vOfeKxbGcnzV18t3JOaqVWrmIFO31dZGQnLhRfWbMu1007w3nvRyujBB+tedrvBBjGLPmpUFKSS8jZxUhQX69IlPr/PPx9f4qyySuyf/uGH2KYwdy6svjqsv36srJgzBx56CG65JVY2QGx1uOee2C/7pz/FZ/eGG+ILpIMOKurbFBEREZFmqlkl1Ga2uLtPd3c3szbuvgC4kkiUb3b3o1Ots1q7e0XqtnuAPwBnmtkT7j61aG+gwObPj2Q1vay1ejINkZx8/nkUJ6srmZ40CS67DH79NRKXFWbHDPFBO8V590isIRLpzKTYPRKfF16Iqt0XXlh17G7door3ffdFwnPIIbXHkS42VVFR+zVSHn74IWaUV+oZFb3vvDNaXW26aaykeP75+HKnY8domZW5rz69WmLVVRcee+gh+O23+MzPng2nnx4rKx55pPbWbSIiIiIidWk2CbWZ7QPsZmbXuPvwVDIN8BJwL7CvmU1x93+kkuo27r7A3WeY2QvAAGBJoMUk1LffHgWYLr0UshWTfvLJ2Lu8xRaw447Zx5g0KXpQv/pqJChbbx1LaNs8X/U6M2jbNvsYZvH6G24IH30Ubbuq78/u3z+q4t5wQyxJ32KL7GP99ls8d+pU27uW5q6yMtpX9RsRe+evuw7++tf4LO+wQzzOPjv2U/fsGZ+V6p+9adMiaV5jjfj9ww9jFcSRR8Y9J50EP/0Un+skKjyLiIiISMtQ8kXJLKwGPEgUGjvGzNZPn3f3ScBFwNvA0WZ2Zer4goxh5gO/kdpr3RJUVkZ/3vXWy94K6L33YqZ41VVjtq/6DN3s2fDAA3DmmfDKK5GY7L9/1f2ojdWrVzy/+27Nc2bRGqtr10iWapuBnjEjnhtSzVman9mz48udSy6JQmE9e0b17q+/jlUMm24ayfb06VHxe+uts3+RM3JkfKY22SQ+M/fcE+MdeWQUNXvrrajqXV+9AGkeirV/Wvu2RUREpORnqFP7nUeb2cvAisBhwBJmdm66x7S7jzazvxGJ9bGpBPxM4AegJ7BX6ucWU5TsnXeiAvLAgTWT5R9/jBm6rl1jH2rral8zzJkTPap/+w3WWSdmlvMxI9y5cyyxffnlWIpePRFq3x7++MfY9zpiRM1K5BD7YNNjSXn57TfYZptoY/W3v8HyQ2NmeZLBX/4S11x4YWw1+OMfY2bZvebne/r02B+91VZRuOzqq+MzffvtC6uAH3VUfIEjpW3YsGTHX3ZZ2GPzZMZOOnYREREpDSWfUJtZK2ImfQIwBjiLqNxdaWb/zEiqvzWzE4FPgGOBD4AZxMx0J2B7d59W8DdQJI8+GgnrVltVPe4OJ5wQSciJJ8Ze0+rnzz8/kpvf/z77vusFC2D2HJg/Dz77LJLbJZaI5KW+vaj9+sFzz8Xe1913r3k+XYF89OjsCfWcOZF4q19weZk/H7bbLpLpc86JL3s+vi7+nv9+ciTIjz0Wn7Xdd4+keciQhfcfeujC6t4vvhj3/f738Pbbce9f/xr/ezjnHFh77VhGrn3Tpa9Pn2THb98uuSX/SccuIiIipaHkE2p3rySS5weIat1nEAnzjQBmdr67j0xV7x5nZpcBQ4iZ7CWJWenH3f274ryDwnOH+++P5LX6zPInn0TboH33zb5sesSI2OO8ySY1k+nKykig330X/pg69vbbVa9Ze+34D8nqiXraSivF8vH//CdmvldZper5xRaL50mTst8/c6b2T5cb96jw/t57scVgkUUiAX6ubWxJuHBofM66do0e6R98EElypvHjY5/+99/DL7/A3nvHaoYHHojP2F57xdLxNm2imJlaZImIiIhIPpR8Qp3hZ2Kmubu732RmDvwLcDO7gljqfbe7v0Ik0ZcWMdai+vBDmDgx+5LWp5+Ombx+/Wqeq6iI5bCLLBLthzLNnx/n6vP55/H4059i1jqbfv0i8bnuOrjiiqozha1axUzinDnZ750woWZBM2nerr46lvkfdlh8Zk4+GZZfHlZbDEZ9A29/FT3M11gj9kJn07ZtrJx44434/PbvH8vD27WLqt6XXBKrHp5/Pr7UkeZh4MB4zlyNkE9TpsDQocnspU86dhERESkNzWbhrLt/BHwK/Cn1+83AQGBvYgn4wUAHgFQvalI/t7iFnc89F8/Vk2b3KDC27rrZZ+g++igS2S22qLmkuiHJdKaHHookPJv27WHzzWO2+csva56v7W/MPZL1bF8GSPP0+OPw979H4bxNNoFTT4XlloPjjoNvvob5CyLZWX75+EzVZumlY8/q3Lmx3/qZZ+JLpYsuioTpuefgvPOiQrg0H7fcEo+6NKUw2MxZ2f8NyoeGxC4iIiLNX14TajNbspbjtTRBavC46RRrFNA349TtwAiiWNl7xD5rMnpQp4uatSiPPAJrrVVzSffEidFHurZK3Y8+Gslu9+4178tFXUV50v2Bv/++6vHKykjE0/2mM33xRbRD2mab3OKR0vLcc7GSYZ114OCDY2//EkvE8u+LLoIFFdCta3wWnn229nF+97togTVyJGy5Zay0eOmlWPa9xBJw+eXxJcw//lGgNyYtiip9i4iItGx5SajNbG0z+xqYbGbjzOyQapc8l4/XIfpNr2lmvcxsEeBxoDtwK9AHuMDM1snTazVLkyfDp59m7+M8enQ8r7BCzXPz5sXe0zXWqDlD/OmnucXyySfRBimbdGXx6rPYM2fGTHS2/d3vvRfPO+2UWzxSOp59Nip19+gBp5wSM9Lt20d170svjc9Bt67gRHJcmz59YNFF45pOneKzceut8fn585/htNOi6NQzz6iQnYiIiIjkX77+E/N64CZiyfX+wOmp4mBpTVp2nTHLPA5oB6wLDAYGAAPdfRBwErAxML0pr9XcPfZYzNBtt13Nc1OmxPOSWdYRjBoViWz1/aXucS5XP/6Y/fjkyfG8/PJVj//8czxXnyWHSKjXXDOW90rz9cQTkUyvvnr0HD/uuFiZ8Ne/wlVXxSqK9Oc3/TnJZu21o+DYU09FsbFTToF//SuWfV93HZx7bnxJ9Mwz2T/zIiIiIiJNla+EujdwjbvPd/c3gM2ATczsrsz9zE3l7t8CrwAPArsQe6ifTp27EVjd3WtJ4VqGe++NGeg11qh5bt68eG6TpRTdRx/FDN6yy1Y9PnNm0+KprbjYt9/GTPiaa1Y9nk7A0+2zMsf55BPYbbemxSPF9eijsRR7rbWiPdtxx0UCfMIJUTxs2rRo9daqFUyqI5nu2RN69YpkulWrmIm++24YNy6KkT36aBTnu/XW7O3XpDxoubWIiIgUW74S6pnA/1KxVL/nHYHFiIQ36+uYWT8zW7uRr/Uo8G9SybS7/y9la0l9prOpqIDhw2GzzbIX9mrbduF1mebPh3feiX3N6WvSfv21aTEtskjNY5WVUQiod+/oK5xp3LhouVW9kveXX0acSVTjlcJ48slo17bOOrFH+i9/gRkzYpn3Bx/EbPRmm8Hii0cv6bqsv/7CZPqMM6I91rffxs/ffx/Fzs44Aw46qDDvTURERERapny1zXoJOBy4MH3A3eea2V7E/uYaXYnNbG/gIeAVMzvW3b+u6wVSfabd3R82s3eAye4+N0/x127UKNh118RfJh9m/Qr//g3W/ASWPrHm+YMnx0bzNe6o2id65kx4bAF0+xUWeb7qPbNnQ7ZJoI35AICnqPvPZsUvofU3NcfcbQF0nwyL3VD13GrfxL7Z1avF3+lneArY9hpisX+5aEafr6aYNAnafAAvd4a1O8KIP8Htc+JLnLn3wpbj4MxFYbEf4Kf34Ehq/4wtvzyMfwwOdeixBoy7HHrPiiXkbR6Br76Gg7vBJiOgno+nlLikVxe0awtdF09mbK2MEBERaRnylVAfnW0sd68EDjezczOPm9mGwPnEnuiNgSFmNrCupDqzWre7/9QS22HVZ3pq9/iii2Y/ny4EVllZ9fis3+K5Q5bK2m3a1jzWGK2zLPhPLwPvnCXOefOiiFR16eJl2WKU0vbLNPjvf6HjIjE7/ckn8RlYZRXA4KdxsTJiySVg7A91j7XC8jB+PHhlJNCTJkbro9VWhY4d4LPPYInFYeONa2+/Js3H8OHJjr/ccrBnQkUOk45dRERESkNeEmp3nwfMq+P82PTPZtYBOAhYEzgKmES0vxpsZoPqSqrNbFWgl7v/p2DtsHr0gKefLshLNdWZh8CTY+Clm7JXNP74YzjySPjbrlHQKe2222DENDjk99nHHTKk5rH0rOFu1P5ns/PONYucAdxzD7RbHC47vurxn36Cf34CZxwBe+5Z9dxNN8Htt0NlHe2TSlJ9WV0z+nzlYvRo6NsXFlkuPmfH3Q4PvQf77RfLts8+G9p2jKXgP/4IL2ck1NU/YwceGMvGZzmccCJc8SG88W3so+3TB44/HrqvGcvHWy1WjHdbBPrWoCQMGgSDy2nljIiIiDRYYo1kzGyJWk7NBb4GbnT324D/AMcB6xFJddYuyak2WdcAz5jZwXkPuJlbsCDysn79am8PlJ7lrV6UbO7c7DPJaX/6U24xrbhizWOTJ8eS7513rnnurbciP8jWZ7qyUm2Pmpt0te7KSrj2Wnj1VXjooegbvcUWUTzMPVa8t2kDL79c+1gHHhh7pmfNir3XI0fCG29Ea6y+feHEE2O2cehQWKylJNMiIiIiUnRNTlHMrKOZ9TWzQ83sCjN73sx+BLLW6E3NLN8BnJj6fQHwBHAMdSTV7v4bsY12DKQ2V8r/DB0aLYK23rr2a9JLwqsXCmvfvuYy8ExLLFH3uNnsvHP2ybM33ojkfZNNqh6fMiXO7bJL9hZHs2dDhw6Ni0GKp7IS/vAH+OEHuOyy+GxecUVMyO+xB/zzn5Ec/+538fmqrb0aRGGxp56Kvf6DBsE338Arr8Ss9uabR7utpZaKL2TUUq28mCU7Cf/92OwrcPIh6dhFRESkNDR4ybeZtQHWInpAZz66U7XP9E/AN0C18lYLufv8ar/PMbOnUr/+i0iq/+LuX6Zeez13/8TdbzOzh9x9RkPjbimefRbatYuZv9qke/pWn8Hr0iVmqSsqap+p7tkzkqNvv60/lk02yd7PevjwSJx33x06dap6Pr3qubY2OBMmRNIkzcNll0WCe8op0VN8r70icT7uuDg+aVLMLK+8clw/L8uGkS5Lxpc/TzwRyfegQbGE/KWXYJ99YNNNo0L4iivC22/XbPkm5U0ts0RERKQUNGYP9azU9QYsAEYBI4gWVtOAy4A/ufsjuQRSLam+CfiXmQ0EVgGuMLOP3f0wokWXVPPCC7DuunXP4v78cyytrV60bJVVIuGdNKnupGTjjetOqHv2jBnI6ku93eHdd+HTTyPh36laEaBJk+C99+CAA7K/vjt8/XXNWW0pTa+/Dv/4R8w+77UX7L9/FCE78cRYBv7AA7EKYaONFt6z6qoLf+7RI5Lljq/FZ/Y34JhjYmb6xRcjme7bF04+OfqYDx2qL1tEREREpDgak1C3Bb4juii9nlqqDYCZrU4k1HUsHK5fKql+BqggmiP9G1gEWAE4NHVNYYqRNTPjxtW/LHvs2Ehkqi9D7NUr9id/9VXdCfVii8Fuu8Xy27TttouEvPq+7DT3mJH84gvYdttIhqrvhX7nnXg+8MDsY4waFQXLdtyx7vcnxTduXPwdr7ginHkmPPhgzCrvvz+ssAKcemqsgvjDH6p+Dlu3hoEDI/Hu0CFWMvz8c3x+Tjgpvox58UXYe+9Ips84IyqGDx0afatFik2FyURERFqmxuyh7kMs5X4SuNjMuuQ7GDNrldor/TRwI9AbWBbY0t1H5Pv1yslvv0HnznVfM3LkwiW2mTp2jGT8q69itrguyy4blcJXWhFWWTnV+7eOZPq99yKZ3nHHKG5WPZmurIyEe9VVa9//es89sc+7euVvKS0zZkRBuVmz4NJLYeJEuO46WGMN2Gqr+BxMnx4rDarv40/r0CFWQTz+ePzeYw0YMWJhMt2vX8x+r7NOfG6UTIuIiIhIMTU4oXb3j9x9J2BXYADwnZmdY2a1dD1uvFTfaoCtgJ2BX4lk+pN8vUa5MosEtjbTpkUyky2hhph5bts2lo7PnVv3a7VqVX/F7QULYvbwk08iydpjj+wFekaMiGXAhx+efZxhw+C556IlUrb+1FIa5syB7bePZPiSS2IP/THHxL7+o46Kv/s774zfe/XKPkZFRaxWeOWV+HJozTVj3/8rr0Sbra22gtNOiwR96NDa+61L+dP+aRERESkVja7y7e6vuvumwBHA/sBo4HggL0uxzawT8A+gL9Df3T9vxL0ttqZq+/aR1NTm3XfjuWfWpmQxS33MMVFN+/HH6676XZfKylii/cADMeO9884xM53tb2biRLj//tj/uv32Nc//+COcfnosKT/77NzikeQtWBD74j/4AM46K2aRL744VjscdVTMIo8fH1/obLhh9sJ3v/4aLbU+/TS+gDnrrKjA/MsvMUa/fvD3v0eBszff1My0iIiIiJSGxuyhrsLdHzGzx4nE+myiWNlWZvaCu89qwrizzOwvQCt3/6yh95nZbsBMM3s9Y6a7xejcOZba1uadd2KZbffutV+z9tpw6KFwxx3w3/9GYaiGcocvv4z75syJ1/rrX2NpbnWVlZF8/fvf8fu//lVz2fi0aVERurIyZqg1G1ma3KMv9BtvRJGwXXaBW26JqvO77hqfKYi/b6j5hU664Fy6B/mgQbGt4OKL4a7fYjZ6tdXgpJPi+e23VYCsJUl6T3KXLtA/y79R+aD91CIiIi1Dzgk1gLtXAEPM7G7gBOAU4GAzuwm4zt0n5DjuF4253swOBW4H/g94kyYWR2uOOnWKPr21+eCDSGbqW6q92WaxbHfo0Lr3NWf67Td45plIghddNJLyDTbI/loTJ0bf1x9+gOWWgxtvrLkMfd48OOGEuPb112GtteqPQYrjmmvg1ltjyf6++8aXH4MHx+foD39YeN1rr8Wscube6WnTogXWL79EwbtTT4Xvv4eLLoql4eutBzNmRgGyDTaIMZZYosBvUIpq4MBkx1+0c+1bEJoq6dhFRESkNDQpoU5z9znAJWZ2M3AGcGLqUUvpofwxs8OA24CrgEeq97jOccyBwECAlWvbdFxiVl01ktS6NLQ++l57xRLxl16Kn2trxeVE5fBXXon9rwccAAMGZF/eDfD55zEb3apVVIDebbfsSfeNN8bS30cfhc03b1jMzUlz/Hxl89ZbsQx7m21ilvrzz+Hcc+MLkoMPXvg5mD8/vnRZb734edy42Bs/ZUos/95nnyiK9+STUXxshRXgpptg4sBYKr7d9lFZvmPHYr5bEREREZGa8pJQp7n7NOAUM7sOOCefY2djZgcSyfTlwL/c/YfU8dZAa2CBu1emqoc3eNba3YcAQwD69u3bLNp0rb56JDju2RPa/v1jFnnWrJjNrkuHDnD00XDDDfDII7F/dYklYtZw3ryYCZ8+PZ6fHxuJzumnRyJUm88/j0S5S5coTlXbzPc778B998V+7nKt6t0cP1/VzZwZrbCWWy6S6DlzYlXBIovEc+YS/jZtYgb6k0/ikT62007Rdq1tW7jqqlgZsddeUUX+zDPhnPGwRo8olFffygopT0OGxHNSs70zZkb1+SRmqZOOXUREREpDXhPqNHf/ETgqibHTzGwAcA/wCnCbu3+fOn4WsBGwHPCpmQ1x9/8mGUsp2GijmP39/vvs+6T32y9mAB96CA47rP7x1l039kDfeCO8/HLN88cQs4sHHABbbFF76yyomkzff3/ty3ZnzoQLLoi9sldeWX+MUjznnRdF44YMiS9obr0Vpk6Nvc7Vv7Axi6T788+jUFn37rH9oE2bmIG+9tpY/n3aadFj+sgjo7r3RhtGP+vGl06UcpGu5p2ZlOazwvfUqVHkLl8JdWYv6myxi4iISPlJJKEukFHAcGBDYEMzGw08AexAVB6fCRwIHGJmB7r7w42dqW5O0lWy33ore0Ldo0ckKrfcElWzt922/jHXXjv6CP/0E/z8cyzX7dgxEuK1n4E2raOVUV0+/DCSraWWqjuZBrj66kiknn669mXmUnyjRsXf1e67Q+/esZz7jjsiSV5zzez3dOoEG2+88Hf32FZw332RWN90Uxw79NBYCfH667DihYV4NyIiIiIiuWu2cz/uPo7oiT0auBZ4C9gA2Bvo5+59gT2BocD9ZrZluSbTEEn0uuvGLHRte6WPOCKSngcfjGrcDdG6deyJ3XRT2HJL6NMnlpe3ydL6qLqhQ2MGc9ll60+mX301Yj/1VNhkk4bFJsUxcGAkvX/5S/z+yivRu3z33Rt2/6+/xhLvO++Mz8Yjj8QXNscdF73GP/wwipqJiIiIiJS6ZptQA7j7eGB3YrZ6E+B04D/uPjV1/nngAmAKcLaZlfW850knwXff1Z4st2kDt98OK60Et90G77+fTBzuUUTqvvti+fa//113Mj1mTCwhXnvtWBospWv48Ki2fcgh0LVrHHv77dgjvfrqdd/rHsXIzj479kv/7W/Rr/z+++PvvXfvSKZXWSXxtyEiIiIikhfNJqE2szXMbAsz+7OZLWNmbeF/SfW+xCz1O+6+IHW9pc6/DrwOrAu0K0bshXLAAbG0esiQ2mepO3SIRHfllSO5fuKJKDSWL+PHw6WXLuxDfN99dVdnnjgx9mq3axctl9qV9d9Q83fqqdEabb/9Fh4bNiz6RddW3R2iGN5118WWgyWWiET697+PpPq+++D442Mvq9piiYiIiEhz0iz2UJvZvsA/gFWARYEvidnoJ83M3H2cmZ3i7vNTv7t7lZSyDTALyGPqWHrat4eLL44luc89FwlLNossEknMpZfGfuV33om90BttFFWb60qMsqmsjH21b74Zs+Nt20bV7z33rHusCRPg2GOjINUbb9TsRy2l5auvYmn+IYdA584Lj8+ZEzPU2bjDRx/BvffGXuujj4590l9+GUu8p0+Hu++ONlsi9clnQTIRERGRfCj5hNrM9gPuBu4ilm//QLTK+oeZPefu81JJ9HwAd/fM4mNmtgmwNvAuUFGUN1FARxwRM4FXXx3VtxdfPPt1HTrAOedE0n3JJbFE+6mnIjHacEPYYIOofNs6y17p2bNh1m/xfNtt0TP6t98iod9//0iYunSpO87Ro2NmesYMeP75qO4spe3mm+PzsP/+VY937hx/n9WNHh379ceMgWWWierHa60Vf9/nnx+rKd57Lz5vIuUis9K3iIiIlL+STqjNbAvgEiKBvtjdx6aOPwMcBCwPjEnPRqcT6YxkejvgZKAbcEE66S5nrVrF7HPv3nDFFZG41GXjjeHRR2O2+J134vHWW1FQrEOHSHaWWiqWhU+cGMnR9OnwVOr+z3+NHtcDBsQsd0Oqc7/3Xiwd7tAhZrU32qiJb1oSN39+VPLeZpv4PGTafff4YuW22+KLmKlTY3/+jz/Gcv+//x323jtWK9x4Y4yz0UbRX7pbt+K8H2keatu6ki+rrAwDd0pm7KRjFxERkdJQsgm1mbUDtgXGAHemk+mUxYH5wD5mVgF8DAx39+lm1gpYDDiHKFjWCtjO3b8uYPhFtf76cOaZUeirf3/YYYf671lmGdhjj3jMnRsJ0QsvRHI9a1YUNFt88ajAvcYasM7r0QrptX81bon4I4/A5ZdHsbKXX9Yy7+bihRfii5Qdd6x57rDD4ouc22+HDz6IY926wQknwF57RVI9ZQqcdVacP/LI6Jnetm1B34KIiIiISN6VbEKdWsr9PPC1u/+vHrWZDQIOI5LoFYikeQliP/VJ7j7VzDoS7+1Z4Bp3/7bQ8RfbP/4Bjz0GF14YS7dXWqnh97ZvHzPOAwbE7xUVkTBlJs5dPonnhibT8+fDlVdGQr3FFrHHe9FFGx6TFNfDD8d2gC23rHmuQ4dY5nrAAdH+qmvXqkv+X30VLrootgXceiscfnjj9+mLiIiIiJSikq7y7e7/dfcHIZZzm9mGwE1ERe+93f0EoAfwNHBg6oG7/wycBpzSEpNpiNm/p56KmeVBg2Kpdq5at25aAvT551HI6pFH4OSTowCZkunm5dlnYfPN4/NUm0UXjT7n6WR62rTYp3/KKdFv+sMPY4+/kmlpqD594gHJFCT7+ef44jEJmbGLiIhI+SrZGerqUvuiP07ti/7Q3aenjleY2UBgC2B74PrU8VlFC7ZEdO8ee6G32QYOOij2sW63XcxY15UY5UNFRVT8fuihiKFr12jRtfvuyb6u5N+ECbFke511GnZ9RQU880wUx5s5M/pOn3mmlnhL4334YbLjz5sPkycnM3bSsYuIiEhpaDYJdUY7rNcyjqWrec8HZgN1dDxumdZfP/7D7owz4P77o31R69awwgqxb7pbt5g9XGut2B+d2Q6psdzhiy+iFddrr8V/qC62GJx7bvQbVo/h5ik9o5yt4nsmd3jppVjWPXp0fPbuvRfWWy/5GEVEREREiqHZJNTV+kpnJtMA2xGFyB5KnbPq17dkq6wSlb+vuSYS3Y8/jr7RX30VPYInToxZxQ4doo3WwIExo9xQ8+bBiy/Cv/8d/YXbt4dddoF994Vdd21Y5W8pXUstFY+nn44iY9VXN8ydGwXm7r0XvvkmCs49/HBcq+Xd0hKpX7aIiEjL0WwS6kzV+kxvCvwdqCT6VddIviV06wZ/+lM8Ms2ZA8OGwV13wZ13RkXnww+PfsPt2tU+nlfGMu5bb4Xx4yOR+te/ojhVbf2vpflp3RqGDIkEef/9oz3auuvGcu6RI6Po2LRpsOqqcPfd8fdf32y2SGMoQRUREZFSVdSE2sz6AdPc/fPG3Ofulam2Wn8HfgesA2zv7mPyH2X569AhqjdvuWUUDTviCLj++lgivs02sPXWsR+7c+dIvseOhTbfw8QJcMHbsPba0Vt4xx01I1mu9txzYdX4O+9ceLxTJ9h0Uzj9dNh226gGLyIiIiLSUhQtoTazvYkl2q+Y2bGN6RNtZm2A3YAzgXeArdz9i2QibVl69oQ334xZx/PPh//8J6pzV/cUsMTi8PQj8Ic/KJFuCdJ9yidPjqrxiy8eX7So2JiIiIiItFRFSahT7a/OB8YBGwNDzGxgQ5Nqd18APGJmXwM/ufuUxIJtobbdNh6//goffBAJ1PTp0LFjLO3d9urYK80uxY5UCq1r18btsRfJ1VFHJTt+506w1krJjJ107CIiIlIaCp5Qm1kH4CBgTeAoYBJwOzDYzAbVlVSb2apAL3f/D4C7jyxAyC3aYovB9ttnOfGvgociIi3MkCHJ7p9eaikYMCCZsc1g8OBkxhYREZHSUYwdj3OBr4Eb3f024D/AccB6RFLdM9tNZrYIcA3wjJkdXKBYRURERERERLIqeEKdqsB9B3Bi6vcFwBPAMdSRVLv7b8TW3THABwUKV0REimT4cJg0Kbnx585LbvxJkyJ+ERER+X/27js8qmpr4PBvhd6LgAgIqICiggioiGLDgl5Fsfd2FVT81Gu519577wqKYLn2awHsXbGgoChFRERAQJDeIW19f6w5ZjKZSTLJnMxMWO/zzDNkZs6ZnWQzOWvvtdeu3tJSk1dV8yKBdPD1BixYjg6qtwueF5FukdeNAHZS1V+quMnOOeeqWO/e8Prr4Z1/4cLwzv/669Z+55xzzlVvGbPJTUxQ3R14VEQ6iUh/4BkRGRl56Zp0tdE555xzzjnnnAukdR/qWKq6QUTGAgXAMOBFoD7QFjg98hpNWwOdc84555xzzrmIjJmhBhCRnMha6THAI0BPoDWwp6r+mNbGOeecc84555xzUTJthrow8s+9gYOBVVgwPS19rXLOOeecc84550rKqIAaQEQaAFcBvbECZB5MO+fcJibM/aedc84551Ilo1K+AVR1LXAu0E1VJ5f3OBGpEbnPidxLOC10zjnnyscHBpxzzrnqLeNmqAFU9edkXi8ihwCHiMjWwGwReREYB3gBM+ecy1KDBoV7/tatYdDu4Zw77LY755xzLjNk3Ax1skTkROB1YDdgM+AfwMfAvcH+1RU452ARmSAiExYvXpy6xjqH9y/nyqtlS7uFpU7t8M4fdtudc845lxmyOqAWkQ7A1cAzwDGquhtwAHADcAFwl4jsmex5VXW4qvZW1d4t/YrIpZj3L+dK52nSzjnnnMsWWR1QAw2BDsBXqjo78tivqnoTcBJwIHCTiOySpvY555yroM8/t1tYli4N7/xht90555xzmSHbA+q6QD4QFCSrraoKoKovAMdgW3BdJCKt0tZK55xzSZs+3W5hWbM2vPNHt91n3J1zzrnqK6sDalWdCMwE/hn5OldEakiEqv4POB84ATgUvPq3c85lMg8+nXPOOZdNsjagDrbHAu4BdhaRxwFUtQDICWaqgWeBd4CrRaR51OPOOeecc84551yFZU1ALSKdRWQPETlVRDYnkuYNfAg8BxwnIreABdUiUjPy79XAe0BLoFkamu6cc24T5zPvzjnnXPWUkftQxxKR44CrsAJkjYDpwBUiMlpV/xKRW4HWwDkiUldVL1HV/KhT5AHrKArCnXPOOeecc865Ssn4GWoROR5L2x4PnA3sEXnqKqA2gKrOAi7CZquHisjrIrKDiDQWkd7AUcAfwF9V3HznnHPl5LO4zjnnnMs2GT1DLSJ7ALcDI4DbVHVu5PGxwMnAFsBsAFWdKSKXApOB84BvgdXYzHQDYH9VXVHF34JzzrkKatEi3PPXrgUtmoRz7nhtHzIEhg0L5/2cc845lx4ZG1CLSG1gPyxgHhUE0xFNsDTuY0SkAPgR+F5V/xCRe4DhwBnYmum/gNdV9feqbL9zzrnKOfLIcM+/xRZw5IBwzh12251zzjmXGTI2oI5sgfUuMENVxwePi8gQLFieBLQFDgeaAqNF5GJVXQqsB+6o8kY755yrkE0l3dtnqZ1zzrnqJaPXUKvqd6r6Etg2WSLSA3gMeAA4WlUvAjoBY4ATgZMir/27+JjvO+2cc84555xzLgwZHVBHU9VCVZ0E9AduDlLAI/tODwbmRp4LHguO832nnXMuCw0fbrewzJkb3vnDbrtzlSEiQ0VktohsEJHxIrJrZY8Rkb1EZIyILBARFZEjQvsGnHMug2RNQB3MNKvqJ6q6MvJY0P48LM27Xpqa55xzroI2lXTvwKb2/bqqJSKfisjppTx/HHAvcAPQE6tD856ItKrkMQ0ijw+t7PfgnHPZJGsC6tiZZhHJUdXCyJf9gcbAuMhznubtnHMuY20qQbWIPB2Zrdwm3W1xf7sYeEJVR6rqNOAcbEeUMytzjKq+o6pXq+rrIbbdOecyTtYE1NGig2kR2Q24FCgEngFP83bOuWyxqQSWm7CewEpgVrobkgwROVlEHhORb0RkXWRQ4PoKnutOEflYROaJyHoRWSwi34nIv0SkQYJjBorIRyIyP3LMTBF5RkS6VfL7qg30Aj4MHotcT30I7J6qY5xzblOS1oBaRPqKyPbJHqeqhSJSW0SuxPap7gEMVNXZKW6ic845F4rqPpggInWB7YAfsnCg+2ZsFrYLsKCS57oQqAu8C9wPvAzUx1Kox4tIw+gXi8hdwJtAN+AtrBDrNKzw6gQR6V+JtrQAagCLYh5fBLRO4THOObfJSNu2WSJyNPZH5SMRGaqqM5I4tiYwELga+ArYW1V/DqelzjnnnKuAnbDrjO/T3ZAKOAuYqaqzI+uRR1biXE1UdUPsgyLyDHAKMAS4J/JYayy9egHQPbIVaPD6k4DngKuAj6IevxK4MurU9YA+IvJw1GPbB8VcnXPOpVZaZqgj21/dhP3B2AUYLiJdynu8quar6qtAH+A4D6adcy77VPcZ2vKobj+DSPbYJSIyBfgi8vCFIjJdRM5KZ9uSoaofpirrLV4wHfFq5L5T1GMdsGuzb6KD6YgxkfuWMY8/jmXqBbcJwLUxjwWz7EuAAmDzmHNsDixM0M6KHOOcc5uMKg+oIylgJwPbAtcBpwI7AsPKCqpFZCsROST4WlV/ivMHxznnXDXQr5/dwtK8eXjnT6bt1SWoFpEmwKfA3VigNTvy1AvAFsATInJqWhqXmQ6N3P8U9divQC6wm4g0i3n9PyL3H0U/qKrLVHVmcMN2Pfkr+jFVzY+8NheYSGSbUfh7x5T+wNfxGlmRY5xzblOSjpTvjcAM4BFVHRFJ3z4feBgLqofES/8WkfrY2qPDROQ0VX22KhvtnHMudcoTRHbtGm4bGjUM7z3CbnuG+i9WpOr/VPVhEZmMFSQ7FTgYWw98OZECopUlIhcBTZM45FNV/TQV710RkdTs2kAzYE+sYNuHwIjgNaq6TET+g62vniYibwIrsLXohwCvYMvdKuNe4GkRmQB8C1yEbXn1d1q7iJwPDFLV/kkc05Dis+1bRTISl3m6uXOuOqvygFpVVURGAhr5Ol9E3sCqdD9KgqBaVdeJyGisSMe3Vdxs55xzKVJdZmRTacgQGDYs3a2oOBE5EJtBfSMSTNcDugKfR/7uv4sFhl1FpIaqFqTgbS/CUqST8WkK3reirsSC0MAzwNDIDPDfVPV+EfkDC7Sj/7f8CDytqmsq0whVfUlEWgI3YkXFJgEDVDW66FgLYJskj+kNfBL19b2R+6eB0yvTZuecy2RpWUOtqnlB+lHk6w3AaOA8LGAeJiLbBc8H20So6ghgJ1X9pYqb7JxzLgWSCaZ//tluYVm9JrzzV6TtWT7QEOxH/GDkfiesMvT38Pc2S7nYWtyUUNWOqipJ3K5P1XtXsL0NseuuNlgxsv2B70SkffTrIjPULwNPYUFtA2zbqkXAWBG5oIz32UdVR5XxmodVtYOq1lHV3VR1fMzz16tqxySP+TTBz/300trinHPZLmP2oY4JqrsDj4pIp8j2EM9EZrUBKjUy65xzLj2SDRi/+MJuYVm2LLzzh932DLQP9vf588jXPSP3E+Hv+inNgd+jZ6dFZKiIzBaRDSIyXkR2rcI2Vzk1f6rqc8CRWCp3MAiBiOyDbQf6pqperKqzVHWdqn4PDALmA7fGbrXlnHMufdK2bVY8qrpBRMZiI9jDgBexvRrbEkkXysK9LJ1zbpOX5bOvVSYbU79FpBFW8XlWVLDcK3IfbJk1ALvm+DjquOOwtOBzgPFYCvd7IrKtqv5Vjve9iCxaQx1LVceLyApsMCIQFCr7JM7r14nIt1hgvR1Wzds551yaZVRALSI5kT8YY7BZ6muwNVd7qurktDbOOedchXgwnZwsDKqDa4l6UY/1BFZjRUjBio+CpTEHLgaeUNWRACJyDrYO+0xslrYsF5Fda6iLicwyNwaWRz1cJ3IfuzUWMY9vrOR7DwUuw9ZD/4gVkiu1Pk1Zx4jIXpHne2FV3Qep6huVaadzzmWDjEn5hr/XWAHsjVUEXYUH0845l5WGDPFguqKy6WenqsuxVOQtRGQvEakD7ABMihQkuwLbYum5YN2tiNTGAq8Po85TGPl693K+b0atoRaRbURkOxGpFfVYFxFpHOe1tbBU7xzg7ainxkXuB4tI25hjDgb2wNZST6tEO4PMgBuwgY8fscyAVpU8pkHk8aEVbZtzzmWjjJqhBhCRBsBVWLXInVS1wn80nHPOVb1sCQSzQfCzzIIZ69uw7S9fBz4AagHNROQzYC8sUB4c9foWWNGyRTHnWYSlM6eViJyFbW0FRVtBHSEiHSP/HqeqT8Yc9hE2Y74VRXtwH4KteR4H/A4sw2Zv98eWs/0C/DvqHK9iafH7AT+LyOvYnt5dsXRwBc6vZJX0imQGlHmMqr4DvBN5vhLNc8657JJxAbWqrhWRc4EcVZ2a7vY455wrHw+kwxP9s83E4FpVHxGRHOAC4JjIw12A6ZHHHk3RVllVZU/gtJjHdorcArEBdTwfAp0j5+sFNMFS4acBDwCPqOq64MWqWhCZif4/4HiscFldYCk2WHG3qn5dkW8IimUG3Bb1noUikjAzoCLHOOfcpiTjAmoAVQ1xoxTnnHOp4AF0eiT6uac70FbVh4CHRORxbP/knqUMjC/BCpBuHvP45tiMbFpFtno6PcljOsZ5bApJpkBH9qW+J3JLtYpkBmR0NoFzzqWbeNHs0onIYmBOKS9pgV0YZKJMbVumtgtS37YOqpqouExp/StTfkbejuIyrR0J+1c5PrvCku6fUTrfvzq9d6mfXaURkW+wwqKNSpuVFpHxwLeq+n+Rr3OAucDDqlqeomQOEJHbgf+U8bKuqjpdRNpg6937Rs90i8idwN6quluc81fkGMWLkjnnNhEZOUOdScq6oBCRCarau6rak4xMbVumtguqvm2lBEMZ8TPydmRvOyoaDFVWun9G6Xz/TfW9Y9qRA3QDJpcjxfte4GkRmQB8i1XtbgCMDLWR1c89wKgyXjMrcl+RzICMziZwzrl084DaOeecc6nSBagP/FDWC1X1JRFpCdyIbcU0CRigqrGpxa4UqroYWFzO1+aKyESs6vob8PcgSH+sqFxKjnHOuU2JB9TOOeecSwlVnQ6Uu8Szqj6MB2VVrczMABE5H0vZ7p/EMQ0pqogOsJWI9ACWqercsL4Z55xLNw+oK294uhtQikxtW6a2CzKnbd6O4rwdxWVKO+JJd9vS+f6b6nu7LFLOzIAWwDZJHtMb+CTq63sj90+TZIE355zLJl6UzDnnnHPOOeecq4CcdDfAOeecc84555zLRp7yXYYWLVpox44d092MzDNzpt136lT66zZxEydOXFJatWXvX6XwPlam0vqX960yeP8qVXXuWxMn2n2vXiGcfOZMVq6EmXQK5/yE3P4qUNbfReecyzYeUJehY8eOTJgwId3NyDyHHWb3Y8aktx0ZTkRK3QfY+1cpvI+VqbT+5X2rDN6/SlWd+5ZESqaF8i0cdhhjxsJAxoRzfkJufxUo6++ic85lG0/5ds4555xzzjnnKsADauecc84555xzrgI8oHbOOeecc8455yrAA2rnnHPOOeecc64CvCiZc8455zYZYRfz6tcPJtwX3vmztRiZc85VVx5QO+ecc26TEdZ2U0OGwNCf7N/Dhxc9PmxYat8nW7fLcs656spTvp1zzjnnKmHIkNKfK+1555xz2c0Dauecc85tMgYPtltYli6Fzz8v+Xiqguqw2++ccy45HlA755xzbpPxxBN2S5XYQHnNWpg+PXXnj5Xq9jvnnKscD6idc8455yrAU7mdc855QO2cc845VwU8AHfOuerHA2rnnHPOOeecc64CPKB2zjnnnEtSRWebfZbaOeeqFw+onXPOOeecc865CqiZ7gY455xzzlWVnj0rf47SZplr14IWTSr/Homkov3OOedSxwNq55xzzm0yJk4M9/xbbAFHDgjv/GG33znnXHI85ds555xzrgr5OmrnnKs+PKB2zjnnnHPOOecqwANq55xzzm0yROxWUWXNLs+ZC8OHV/z8Zals+51zzqWWB9TOOeecc84551wFVKuAWkSap7sNzjnnnHPOOec2DdUmoBaRU4CnRaRtutvinHPOuerHi4k555yLVS0CahE5HXgamAqsS8H5BovIBBGZsHjx4sqezrlivH+5sHjfci57eHDunHPVQ9YH1CJyBvAUcB/wiKour+w5VXW4qvZW1d4tW7asdBudi+b9y4XF+5ZzzjnnXNWqme4GVIaIHAeMAG4GnlTVPyKPbwvUAlRVp6axic4555yrBnxG2TnnXDxZG1CLyNbAg1iK90RVnRt5fARwANAKKBCRUcDTqvptutrqnHPOucwwbFi452/eHPrtEN75w26/c8655GRtQK2qs0TkJuBfwHUiMgu4GjgYeBWYAWwHnAnsJCL/UdUv09Zg55xzzqXd4MHhnr9RQ+jaNbzzh91+55xzycnKNdQiUgNAVR8G7gQ2A74G9gCOAYaq6u2qejpwFLAzcG56Wuucc845V5KnkTvnXPbLyoBaVQui/j0MuA1YADwGfK6q6wFERFT1beB+4EQR6ZuG5jrnnHMuQwwfbrewrF4DP/8c3vnDbr9zzrnkZE3Kt4jsDfQEugDfAt+o6s8Aqvq4iKyJPLY+zuHjI/etq6SxzjnnnMtIwaxwWKnTy5bBF1+El/Yddvudc84lJysCahE5BXgUWAoIcCKgIvIvYLSqLlXV5yKvFVXV4D5yii7ASmBeGprvnHPOuSzmqdnOOecSyfiUbxHpAzyAbY/1D1XtAJwO/AQMAy6MVPwGbJ8sEakRBNMi0hM4EpgO/FbFzXfOOeecc845V01lwwz1jtis9EvBntKq+rqI5AEvA5cDdUXkTlVdEnm+AEBEjgXOwqp991PVpen4BpxzzjnnnHPOVT8ZP0ONpWvXUdWvAUSkDoCqjsVmqecDlwDHR57PEZEGInIj8Dy2bnqvIBh3zjnnnHPOOedSIRsC6i+B2iJyNYCqbhSRWiLSEKgNPIgFzneIyA6qWgisA/4LnA0coqpT0tR255xzzmUxXz/tnHOuNNkQUE8CvgOGiMh/Io+1Aq4BOgOvAw8Da4BDwNZRq+ovwChV9UJkzjnnnMtIHrA751x2y6g11CLSGQuWtwHeA1ao6hwRORd4ErhNRK4ACoG6wPmqOhuYLSLTgd0j55FIUK3x3sc555xzm6awrww6tIfBA8I7v1/ZOOdcZsmYgFpEjgOuAjoAjbCq3FeKyGhVnSQiRwN7A72AXGBknHXRhWAz1FXXcuecc84555xzm6KMCKhF5HjgGeBp4GbgD2ybrCuBd4CNwUw08HTMHtPB1lqbAe9GvhYPqsOjCqtWwqJFcOaesHChPbb99rDbbnDUUdC1a7pb6aqzGTPglVdg4kRYtQqaN4d+/eDQQ2GrrdLdOledqcLSpfa517AhbLkl1KiR7lY555xzLl3SHlCLyB7A7VgAfZuqzo08PhY4GdgCC6SD10vM8fsAlwLNgBfBZ6jDkJsLU6bAm2/CU0/Bo5GV6QsL7IISYNo0eOstuOYa2HlnuOIKGDQIaqa9l7nq4vPP4bLL4NtvQQTat4cmTazvvfIKXHAB7LADHHss9OgBbdpAvXrQti00bZru1rtMtmIFTJoE8+ZZn9lmGxsYrFMHCgrgyy+tj73yig0mBho2hEMOgcsvt889l/l69bL7iRPDOf+ff8Jrr8GRR4Zz/rDb75xzLjlpDXVEpDawHxYwjwqC6YgmQB5wjIgUYMXJJqrqShHJAVRELsLSxFcDB6vq71XY/Grt559h+HALkJcts5uqBTG9e0OXetB8M3jp4eLHLV4M774Lr75qQU27dnDHHXD88ZCTDSXwXEYaPx4uugi++QY22wzOP99mo1u0KHrNvHnw0Ufw8cdw/fUl1xl27QoPPQT9+1dly10mU4V334Hbb4evvoL8/OLPi0CzZpYFkZ9vwXXfvnDiidCqFaxZA1OnwjvvwMsvw5VXwk03+Wddpvv++3DPn5sHS5aEd/6w2++ccy45aQ2oVTVXRN4FZqjq+OBxERkCnIEF0W2Bw4GmwJsicrGqLou89BVAgdEeTKfOG2/ACSfYrEyvXrDjjha4tG8PffrYBebm/4p/bMuWcMopdsH5xRfw+ONw0kl2wfrKK7DttlX6rbgspmoXpUfvbTPTTZvChRfCMcdA3bolX9+uHZx2mt1WrYI//rDU3A0bLNh+/XXYf38b4Pn3v6v823EZZMYMkJkwZzYc8pYN0hx/vC1ZadMGNm6E33+H2bNtkLBpU+jc2ZYV1K9f/FyDBtlgz333wa23woQJMHq0Bd8u+1VVBe4hQ2DYsKp5L+ecc6mV9mRcVf0O2xaLyMxzd+Ax4B7gIVWdKyKXACOBk4CJwEORddLzgQfS0/LqadQoOOMMWw99773FZwCTUaMG7LMP7LUXvP22XWzuvDP8739w8MGpbLGrbn78EZ55Bg5832Z6fmxiF5snnggNGpTvHI0bW+p3tJNOghtugP/8x9ZZH3NM6tvuMteGDTBiBDz4oAXUo7F+cvPVlrVQq1bx13fpUv5zN2wIV19ty18efhj23BM++MCXGTjnnHObgoxKTFPVQlWdBPQHbg5SwFW1ABgMzAX2jzzm66RTaPVquOQSOPNMm6UZPrziwXS0nBxLzX3hBbvYPOwwC5aci6ZqywR23NHWPj/4IDRqBF23s3Tas88ufzCdSJ06lgrevTucfrqtu3abhhdftAyb88+3wb5LLoFdd4GddoIBA0oG0xUhYv3qxhttLXaPHvDLL5U/r3POOecyW0YF1EHBMVX9RFVXRh4L2pgHrAfqpal51c6qVZbefd550KGDzUgPGgT33BM/pbYyWrWCJ56wFPLTTrP38iERB1ZgrGdPmzFeswYuvdTW4W+/A7RoCbVrp+69ate25Qf16sFBB8GsWak7t8s8ublw7rm2hKVVK1uC8uyz9nWdFH/GBQ45BB55BFautMHJn34K532cc845lxkyKqCOnXUWkRxVLYx82R9oDIyLPCe4Cpk/31JoW7WyAHrUKJtNGTXKiuqUO5jW5ILiBg0s9Xu//WyG6NRTLYBym6alS21Gb7fdbL3zlVdaYafjjw83VbZVK7j7bhtQ2mknW1vtqp8VKyz1+vHHra7DiBFWULEq9Opln6e1a9vATZgFqpxzzjmXXmlfQ51IdDAtIrthW2MVYvtVe8p3BY0dCyefDOvX20zKwQdbCmwyKY/ffAMrJ8K69XD4bhb8DBpkt9atSz+2Th2bIXzqKSvA8s47FtycdpqlTLrqT9XS/i+80AZUTj/d1u1XNqU7Gd262Uzl5Zfb1jZnngmPPZba2XCXPrNmWQG6P/6wdfP/+EfVt6FdO8vEOf10q/z9gFf7yBhnn12+11W0IFnDBrDdlhU7tjzK237nnHNVI/SAWkT6AitUNakVi6paGNlW61LgAGAHYH9VnZ36Vm4aXn/d0mo7d4ZbbrE072TMnAlXXQW//QZv14DmzeHAXWD6dAuQR4602efDD4ddd7W1ivHk5MBZZ9nM5L33WjD1wAMWZHXrVvnv02WumTOtuNh339ns8BVXQKdOZR+nav1uwgRYuNAKTNWpY+usmza1Ks1t2lixsfIGxW3bWr8dPtzuFyywAR6X3T77zD6DVK1AWGVmpVVh3Tqr9L1kidWaqF3bPjvbtSv7+K5dbeBy2DC45prU1KVwlTd8eLjn32wzK8gZlrDb75xzLjmhBtQicjTwMvCRiAxV1RlJHFsTGAhcDXwF7K2qP4fT0urv669t3WDXrvDooyW3fklk2TLbZ3XYMCuwU6eOzehtNwNyxGalwdJ3P/oIvvwSPvzQqueeeKLNDG2xRfxzd+tmaZijR9uF7847W6D/73/7bHV19OyzMHiwDbRccYX1nbL26924AZ5/3gZbgrTZmjUtoyI/H/Lyir++Rg0LdE46CQ44wALu0tSqBUOH2jmfeALGjbM0YZd9VK2Y3SWXWAHEe++1QmTltWKFref/4QfLwlm1CtauLbk3daBZM5spHDiw9GUyxx8PY8bYDgdVtQWTc84556pOaAG1iPQAbgIWALsAw0VkcHmDalXNB14VkRnAfFVdGlZbq7tffrHU7lat4P77EwfTeXl2ITlunN0He/iCXTAedBAceKCl5ub8WvzYzTaDY4+1IOnHH23LmMcft1v79pbS3b+/bS8TLScHjjjCtti64w5LwV2/3qoxu+pBFa69Fm6+2YqP3Xyz9cV4Cgvh++9tlvG0b2zbrHu/s0GZk06yKuDNmhUNuOTnW9CzYoXNIv7+ux1/661w1102U3nyyWXPJp52mgXuzz3nAXU2WrnSsm8++MBmBm+4If5gSmGhDRKuXg2t11rRsqeesoB33jzrq7VrW//cdlto0qQoC6JJE/vszMuDuXPhiy/gzjttgPKiiyywjjdA1KWLfQaOHOkBdaaYONHue/UK5/wbc+3zqGXL5I4r717UYbffOedcckIJqEWkLnAysC1wNrAYeAoYJiJDSguqRWQroKuqvg2gql4jtRJmzoS997YLvYceSlzs6Ycf4LLLLDCpXdvWQu+2m11Ytm8PHTuWL5W2Vi1Lsezd22YUx4+3AP2mm2zt9OGH25rC2LXWTZva7HTdunYx3L27zYS77KYKF19sAzmHH24z0zUTfOpMm2Z7RP/5p73mn7VsoObG82DzzeMfU7OmBTpNmlgabu/ecPTRMGcOfP65LXMI9j4/+2ybuYynbl0LoL7+OiXftqtCP/9s2QgLF9q2WPHqMaxebYMl//1v0SDh6Mhzj06xz7mgnkT79omXqwS22cYGAX/9FV56yQaJRo2yAcTYzzYR+wx+/nlrR1lZEy58wTKAsCqxLFxonz2DB4dz/rDb75xzLjlhzVBvBGYAj6jqiEj69vnAw5QSVItIfeB+4DAROU1Vnw2pfZuE33+Hvn1tRuWxxxLP0n34oQU6TZrYFlo77JA46ElGixaW8n3IIdaWIMB54w0455ySF745ObZGe8YMe748Kbsuc6nCv/5l6+OPP95ScROl8n/2maX616tn1d979YJOT9pziYLpRERsAKhjRwvi33/fbu+9B//8pwXW8drRvLkNQLns8eWX9vlSq5bN7PXoUfI18+dbnYZly2zQZOedLVOmw/v2OXf3eRX7nBGx2eerr7aMnueft2U1Tz9dMtV8111tycP48VYszTnnnHPVRygBtaqqiIwENPJ1voi8gVXpfpQEQbWqrhOR0UA34Nsw2rapWL8eBgyw2Zgnnkhc+Gn2bLsgbNvW9v+tF8Iu3yKw9dZ2GzjQZnIefhg2biyZAlmzpqV9n3GGbbF17bWpb48LX36+FZ57+mkLMi6+OHEwPW6cZUdsvrn1wdhlAbHWrYMpUyz4XbfO+mz79pZOHlspvEkTSwU+8EB45RUr5rPZZnDUUSXPW6tWyTXZLnN9+aUNurVsadk3bduWfM28ebZUoKDABnS6dCl6rsl4u6/soJ0I7L67DVjec48NSr75ZvFZ7h13tPvvvvOA2jnnnKtuQltDrap5MV9viATLUBRUn6uq0wFEpJuqTo7MaL+sqqvDatum4IYbbKb3/vsTB9MFBfB//2eBxAUXlB1M5+ba2sGVK2G3FXbBuGCBXdCWd9ut5s1tveFzz1mg36UL7Ltv8dd062aP3XmntSvMPYld6q1da4M548ZZymOiGWGAd9+F666zlNv//Kf0Prhhg80yv/ee9d0aNYqKk33+uc0QHnGEBc+x79ekic1O//WXFasaOLBkn83JsfO6zPfxx/Y7bNnSBkniVc+eN8+WlxQUWN9q06b858/NtbX4U6ZYUcaCAusf225rwXGvXiVrUWy5pQXvTz5pWT8HHVT0XKNGVgfgxx8r9O26NPD17s4558qrSvehjgmqHwMeFZHBQAfgbhGZpKpnAGuqsl3VzdKlVu12wIDSCyy9+KKtVz3rLAs4Epk3zwrvLFtWtGbr0MhzN9xg9/Xq2TZIO+xgaZelrbfOybELz+nTbV11sMY72tlnwyef2JrEyy8v6zt2mWLJEvt9Tp9uywjizQSDVVB+6CFbAtCunaWGJwqmVS1V9rnnbAa5RQvYYw8LpnJy7PmlSy1t/LXXLLi+8caS62BF7P/EsGG2XnunnYo/37ixrXF1mW3kSBuo6dDB+lC8YHrmTPsMyc+3AbzyBtMbNthuBW+/bcfWrm2BcJ06FmT//DNMmmSfnSeeaP0wWq9elgnx5JPFA2qA7bazWXXnnHPOVS9VGlDD30H1WKAAGAa8CNQH2gKnR17jpTYq4YUXLOX71FMTv2b2bLsY7dSp9H1ag5m/GjVsZqZNG5ttafMlFBTCfjtYIbOlS63y6DffWNr2oEE2y5youE+NGjbDNHKkFUSLrVbapYutO3zgAUsHLqtIkEu/P/+0AZz58+Huu+Pvw1pQYNuk3XuvBS8HHmizyol+v2vX2drqVaus3/3jHyUrhItYUHXkkTYD+O23Vojs2GNLni/I1pgypWRA3aaNza4vWJDcbKarGuvXw7nn2jKCXXaxXQEaNy75urFjrcBhnTq2hKA8+0Xn5dmAzOuvWyC92WaWxr3FFsWzHVStevMnn9hWbqrFBy1zcuy4994rWYBs553tuBkziqeeOxetvJW+nXPOZY4ydoFNPRHJUdV1wBjgEaAn0BrYU1VTmhAnsmnuZvzkk9C5c+KLtvz8olTvwYMTp+N+8YVVxW3a1GZjdt/dZoWaN7dj69YpCsgPOsjSKw891C4iX3nFLmZ//z1xO3fe2c7z3nvxnz/ySKuW+vbbyXz3Lh1Wr7aZ6T//tEGQeMH0Dz/YIMott1gAfNVVNoMdL5heuBB+ng6//WaB1F57WWGzRNttgfXjHj1s4Oejj2wmMVbjxtY/J08u+Vy3bnY/blx5vmNXlVatstngp5+2meeHHy4ZTK9caYOI119vgfC115YdTCtW2f2SS+wzq2FDG+A56igbVIn9bBSxPnjMMbZ923PPWeZOtG7dLNCOrRh/4IHW10eMqMAPwDnnnHMZq8oDalUtjPxzb+BgYBUWTMe5xC0/EekgItuISPdIVfGgOFqVf4/p9Oef8NNPtudzIk88Ya879dTEqd6zZ1sw3ayZXVzWrWuPr1tn6bLLlsOKlbbH9cKFVmBMxC5Cjz7aLh7z8y2l+/nnLSiKVaeObVMTrImNtc8+Vqjq2mt9e5BMpmqB8m+/2br32IyHVassBfvss60fnHWWBdPxtrAqLIR33rGgKD8PmjaBU06xdNnY4GbNGuuLP/9sM8uB3Xaz4mQjRhRtkRSte3cbLIotQLbddhZQvf9+hX4MLiQFBZaq/9NPNhgzZEjJQZgpUywQnj7d+uLll5e+jAVgzVrrP6NG2cDeoYdaVkNpgzaBnBxrE8CnnxZ/buutbfnCF18Uf7xFCxt0GjYs/uehqzoTJtgtLK1bW5ZWWMJuv3POueRUeco3gIg0AK4CegM7qeq0Sp7vJOA6oA2WPv6JiLypqg+qamFkVryw9LNUD2PHWoCzzz7xn58yBZ56ymabe/aM/5oNG2yWsVYtOOywovXNixZZ9VqAYKnpZ58VP3bPPS0w6djRZrUnTLDXfP21zYYHs4CBnj0tVfyHH0oGYjVrwplnwm232az72WeX84fgqtSzz1pQceGF1q+iTZsGQ4da8DtggKVsJ1pfn5trgfTSpRZ8tK1jgVO8Ldx++smWF0Tbe28rGlWjhg0ojR5ts82xVZV79rS1rF9+Wfz/Sc2atvTAA+rMcvfd9vlx5ZUl1yWDZSNceaUNhvznP/bZU5r5822Ge9Qy+2zbbz/bVzoYsFG1zJoPPyw6ZscdbYlAdBX5Ro3s9vXXlk0TyMmx148bZ+eKHgg68kgrqPb224nrC7jwxS4xSrU6ta3GQ1jCbr9zzrnkpGX2VlXXAucC3VIwM30IMAL4GLgAOBloBdwkIi9H3q8wmZlqERksIhNEZMLixYsr07wq9/bblu64zTYln8vPtzTsRo3guOPiH68KN99sM9H77180Mw1FwXRpxo2z4HfNGguc+va1maNatewiNrYoT/fu9lyitO5Bg2y95P/9X8kUymyVzf0r1tq1VvSpe3crNBdt4kQbEMnJsRnDQYMSB9N5eXDNNRZM9+1rr020rnrWrJLBNNjAzcKF9u/WrS0lOBhgita1q1Vojg6YAt26wR9/wPLlpX7bGas69S2w4mLXXGMDJPFm/D791PpWkOJdWjC9ZIltEXjjjZYe3rSpbbXVqVNR0Jubaxk8sX1jyhTL2MnNLf5469bxsyA6drRlELH9qHdvWzLz2mulf98uvbzCt3POuWSkLR1aVX9W1akpONVhwDTgdlV9SlWfBw4CHgcGicgHkfcrd1CtqsNVtbeq9m4Z5jBzihUU2GzNrrvGXxf9yit2UXnyyYkrKo8ZY0V3evcuvv6wMMn5/eeft6AcLIXyuOMsffyZZ4pvHVO7tr3Xu+9aEB4rJwduvdXOcfDBloqe7bK1f8XzyCMWNFx4YfFK7QsW2JZnTZpYEFNaoLNhgwVNK1bYjPGOOyZe1796dfxAODB6dNG/u3e31NpFi4q/pkYNq0Yfb6100M5ZsxK/RyarTn0LLCuldm0rTBjbJ37/vSiYvuyyxPuXq1qfCQZsevSwwZ8mjSEn6pwrVlj6d2m++67414n6abNmdr90afHHa9a0me7YdHBXtQYPtltYli61gp5hCbv9zjnnkpPV64tFpAawA7BEVWdHHqulqguA24ErgH4i8hb8HVRX20JlkyZZwLHLLiWfKyiwmeMttyxZ3Tjw8cfw1luWNrvzzsWfq8hP7bnniv4dVP6uX99SzqPXr+63n838PPpo/PM0a2bbgOXn2/rI/Pzk2+JSb8UKW9Pat2/JPnXppTYIc/HF8SsxB377zYKi5cut8FiiQnqq9n4vvFD+9jVvbvexQQ1Yn4q3jjVI6Y1ek+3SY/Jkm4E+6aSSW2OpWt+qVcsyJKIzaaJt2GDr9V95xWakjz/eBhyD1yuW1fDZZ/Dyy2W3adWq4l8vWhQ/6yL4jIrd6xysHcFgo0uPJ56wW1jWrLX1/GEJu/3OOeeSk9UBtaoWAOOB7iKyXeSxPBERVV0OPAHcAuwrIndHnq+25a3GjrXAN942WJMmWZpjvDWIYDNyL71k28X06xe/um3Xrsm3KTodsmZNC5o2bLB04ED79jYz+fLLtjY2ni23tO2TJk+2olUu/R55xAKM884r/vjcubY10MEHx98jGGwd6+WXWxGzggIrCLXddsVfs2GjZVQMH24Xj+UJeDp3Lvp3kJ4bu8c52MBTvEAo6K916pT9Xi5cjz1mv4d4y1O++spS8488MnHxsRUrbG310qXQp4+tWQ5msfPyYOUq66ujR1txxfKIzuzZuNH6f7z1rEFWRLz+v2xZ8e20nHPOOZfdsiqgjp5djkrfngA0Bk4WkSbwd3VvUdWVwHDgA+BIEdk59pzVhapVNe7VK/5F3OefW6prbFEwsJnEBx+0i9foImSxEhUxK03sLOCWW9rs0OuvF3980CC7ML7oovip32CDAY0bwxtvJN8Ol1obNthe0n37lgyEP/jA7vv2jX/sZ5/ZOtbVq2228KSTiu/7nJ9vQfSiRbYPdTKii6L9/rsNBMXWE8jPt4GbeO2bO9fut9oqufd1qZWfb8tG9t47fsB83332WbDHHvGPX7kSrrvO+umAAZb+H/z1WLQIRo60gDtZPXoU/funn+yzs1+/kq/7/ntLRY9NQy8stPXY0XtXOxfL13A751x2SUlALSK1ROQAEblQRK6K3B8gInES3iqlqYi0FJE2QdVuVX0JeBW4CDhUROpGHtdIde9FWAXwtkCfFLcnY3z2mc3YHHZY4ue32CJ+auSsWRb47r574qJRYOmwic6fSGy6r4htK7N6dfFiUXXrwrnn2uOPPBL/XDVr2mDBypXJtcGl3vPP20zbKaeUfO6dd2y7s2AdabSvv7Zjmze3KvA9ehRPi9240ZYEJGvHHW0f9KB///WXzTruu2/JPv3VV5bSfcQRJc/z/fdWqKo8Wye58Hz7rf0/32+/ks8tWmS1FPbaK37hug0b4IYbLEPh0EMtAyYwc2b5iivGs/felq4NViPghx9si7bY7d/mzrVtCU84oeQ5pk61GfNEmULOOeecyz6V3jZLRHYD/oftJz0lct8YGAI0EpEjVfW7Uk5R3vc5HDgP2Dny9WWq+nTk6fOxLbPuB/JE5K1IJfFgRns6sBCoQNJydnjqKQt4E+0/vXRp/LXVYOm5UPZ2M2BB+RFHAG+U/do994x/wduwoaX5btxYPMDfais75rXXrKBVvMJpa9cW37rGpceDD9rvK3Z5QX6+pXPHmzlcvdq22GrSJH4V7w0brGhdefXpY8FSkybFlyisWWNBfe3atuY+2vr1luHQrp0dH23NGqse/s9/lr8NLhzvvWeZMvE+s4KidLvuGv/YF1+0z4lDDrGBncCsWVYnoiKOPLIo82fVKiuiWK+eDQrFev9963vxBh//9z/7zEt2YNI555xzmSsVM9RPAFeq6vaqeqyqnhW53x64EqjAfFNxInIC8CKwEXgdmAyMFJFdAFR1FbYN11RgGHCWiLSNrLEG2BH7Xn+vbFsy0dq1tr70wAPjz0Bv3GiBRDC7EisorFPa7DRYsDRnjr2+tEJTYDOGidZcBxXD4wXbPXtasB1dCTyQm2vvHW9LMFd1Zs+238/BB5dcaz9jhq1Pjfc7+uwz+90eeGDJ3/26dckF0x07Whpv06bF25CbawFzfr6tuY8dlHn3Xfv/csstJdv+9tv2f+W008rfDheOl1+2Suzx0r1ffNEC5ehgOTB5smVB7Lxz8V0KliwpvTp8IrvtBmedVRRMFxbaTggAV1xR8vP2r79gwgQrfha7TnrePBvoGTw48bpvl36ebu2ccy5ZlZ6hBrYBXkrw3MvY9lUVJiI7ATdhgfu9qjpbRLph66K7AMHs90zgROAx4B5goIiMAJoDhwK1gQom+2W2zz6zQCDR7HRQUTbRVlm5uZZOncj69bbu74cfih5blfjl9OplgXGiyuCLF9t67XgVcIPKzPHWNwZrqzfbrJQ3d6EbMcJ+twcfXPK5YDugeIMpH31kgURsKviGDcUrwpdHvMEhVQum16+3tfixqbirVllQNWCABWvR8vNtn+Hu3RNncriqMXWqVUi+5JKSzy1YYOnURx5Z8rnCQuub9eoVr/dQWFixfZ/79rWBwWiTJ9uAzLnnxg/oP/jAZtZj92QHW8pSu7YV43PpVZF6IMmoXQtahDhoEnb7nXPOJScVAfXnwN0icoOqLgkeFJGWwDVAZXfc3ApoBowJtsYC5mOzzbVE5DBgYSStfAFwuIhcg+1P/RywBJgH7K+qWbq7bOmClO1EM8IFkXn6eDPCweOJ9pmeObP8aZJt29qMTqLKzmAzOHPmWFATT1AQLd7WWMFsUEWKCbnUWLnS0r332svS/6OpwquvWhp27Ozc2rU2sBObpqua3Mx0IN4M36+/Wt846aSShdLA1uXm58dP6f7gA0tVf+SRim0R51LnscdssC3eOuNgb9/Ybf3AAvH1621gMfqzrqJ7isd+nqpaZkaTJsWLkwUKCqyPHXhgyUG/adOsj11zTcn/N67qRe8yEYYttoAjE/yNK68hQ2DYsPjPhd1+55xzyZHK7iIVCZyHAf8AlmOTl42wIHgscJ6q/lWJ818O3Ap0UdWZkcfOAx7GguVaQJPI18NUdWrkNQ2BdsAaYI2qrqjI+/du2lQnxCvjmkFmzoSfp8MefSEnTtCcl2drQ9tsET/Ynb8Ali0tXrwHrMLykiUlXw+wC98C8B3FI6QO7eO92qjaDFNhIXTdHmrEWXCwYQPM+BW6bgctWpZ8/rvvoFnT+FuDZSIZO3aiqiZsbTb0r2i/zLABnJ17QMOYoHn5Mpgy1WaGmzUt/tzadbbndKuWxTMl1qyNv080JO5jAFu0LrlEYd58u99++6LiCdF+nQmFBbDrbjFPqBUjU2C/fbMroC6tf2Vb3wL7///Rx9CyBXTZtuTzEydAXr59PsSaO9eyENq1K/47nDM3/nuV1r+aNC6ZBZGfb5+VbdpAizhZMuvWwczf4n92TZ0Kq1dB//2hViqGsatAqX2rd2+dMGFCVTepSlQ25Xvou7ZA/pEBYyrdlkQBdbYTkVL/LjrnXLap1J92EamvqouxLakaAp2BBsBa4FdVTbABUlJeAy7E1ky/A7QChgIPAf8F1gHHAldE2vRvVd0ArFXV6Sl4/4xXr77dr18PDRqWfD64gIs36wsWmChQUFgU5KomDqZLs3594tTyRX9BfgG03zJ+MB28LyQOaho3tnYp8YMmF54NG23wpsVmJYNp1GaIa9WEpnFmj/Pz7D42SyJRMF2W2OUCqjZD2Kpl4n6Rmxt/QGn5cgv4e/TIrmC6OvrlF/tdxg7ugf1+12+Iv+RDsX2l69dPze8wXo2I4LOpZoJMn40b7T72Mzg31wabOnXKnmDaOeecc+WX9J93EakD3AGcCjQRkVysSNibwOOqWsFL5ITmY8HytViRM7D107ep6sJIm6ZigfyFwAvA11rZqfdAp05FVWgyVP4cGNgRLugHp54a/zWnHwjt29rav1jTpsEDD8Ah3YsK+RQU2HrEREZjo/ADifnZLLaiO/E89RT03LX0Kspz51rBqLv/CfvsU/L5l5+3/Y+XjMqStdRlXd1nQf8K3HQV3PYh/O8JqB0T8IwZAzeMgzPPtLT/WN9+a/3p2L2Kz/wNH574/RL1sS5dSvaNwkJ48kkY0MsqiMfKy4Pzz4chR8DZZxd/7sor4dv5sGg8Vmkhm5TWv7Kob4FlCfTubZWzt/hXyec//BAu/wouOc36QLQlS+Cqq6Bfz5Kp2on6WKL+dfDBJdffg9VweP55OHnv+HtPv/UWjJ4HXz1YPHvijTfg5vHw02tAt/htyUjVeHQp+NZSdJVQwpy51u8S/S2srLDb75xzLjkVqfL9MHABMAN4AHgGmyC4EfhVRA6paGNEpLOI7CEip4rI5iJSO7L91TNAL2BvLLD+WFUXikiOiNSIBM/vRr6fTa5cR4cOtmb0k08Sv2a33SxVN95a6a22sj/Q8+YVPZZovXV5BDM10VTtNm2apXVWVFDQqiKz565ynnrKtjWLnT3MzbVBjjZtEhf0qllGlkQyYgtFga29r1vXCt7Fs3y53ccWksrPt32pjzqq7Cr3Llznn2/rk2MHPAIjR9oMdKdOJZ8LMh0qWz27T5/4wTRYIUUoKvIYa9Uqe01sPxo/Hlq2jN9vXWbxCt/OOecqosyAWkSeFpH/iMihIrINll79tKr2UdWLVXWIqu4GbI0VIHstsjd1UkTkOGw/67eBUcAnwN91hFV1uapOBPKBYyKPFUZtjdUGWA3MSfa9q4NTTrEKtIsWxX++b1+7EJwT56dTr57NGk6fXlTADOCEEyrWliB4iSYC++9vszw33lj8faIFjyeqOh4UJMuK2elqZNEiWLgw/tr1996zPaaPPrqoqFysINCJDUbiBUel6do1cdG7Vq3g55/jP/fnn3Yfu9f69OnWJ/ffP7l2uNT66Sfb7urkk22f+lirV9tygz594vexYBAv3ufGoYeWrw3bbQfdSplBDgaDEg02LltWMlU8P9+yMw45pFpP+DrnnHObtPLMUPcBbgZGY7PSDYFdRORhERkiIruLSANVnQMcgVX9vi2ZRojI8cCzwHjgbGCPyFNXRWapC0UkaOtPwHYicmfU8b2A07D08E2y/uXAgXb/9dfxn+/Tx+4TBRwnn2wzjdOjVp03amTp2bGVmcuS6IKzQwcL7JcutaA6nvXr7T7eRTXYGstmzTygrmrBzG+8rYKeesq2O9t++8THB9uhrYmpqtC3b/yK3ImU1hdXrUrc92bMsOdiU4WDarn77lv+NrjUCzLTDz888fMFBbD77vGfDwLpeBk4bdqU7zNszz1LD3rnRoqbbbVVyedUrehe7IDTDz9YZfzDDiv7/Z1zzjmXncoMqFV1W6A+0B3b57kgctyh2J7P44CVIjITm2HOAfqISKeoIDghEdkDuB0YAdykqi+r6tdYhfB22MwzqhpcKv2KzV5fIiLjIoXKRgLbAcep6p/l/earkx12sFnAqVPjP9+smaUdTp5c+vHffGMzLYEaNaxY09lnx993OJ7S0i533NECqEWL4qf/ropscB1vn2GASZNs/aLP9lStYAYwthjYsmXwxx+wxx6l/06aNLGZxeD3G6hb17bgGjzYBm+OPjpx8DNoUFHabaw1a+zc8bZTUrXAuX37oq3XAl9+CVtvHX+gwFWdCRMsUI3doxzs9zdqlNV3iFesDIoKIcZbbgL2GRYMOsbzz38mzq4Ay6z46itLOd9665LPz51rW8PFBtTvv299NtE2gc6VxlPQnXMuO5RrDbWq5qnqFFV9CZgKfKuqHbGtsfbBioF9BGwB7AbUAX4B1onIZBF5Kd55RaQ2sB8wGxilqtEbnDQB8oBjRORiEekvIs1UdT5wKXAf0BLbp/oHYG9VTRAuVn8iNhOTKOUbLFD5K8EGZiJw+eUWQI8ZYxeHsc9vuSWcdVb8oCX6Pcpai9qqlV0kRwfugWAtZOvWJZ9buNDWeftsYtVLVATnW9t5qMz1oTk5FljEzlBHq1HDZrJ79LDiZkG18HbtLG23ZZxt1II2vfOO/TveoM8vv9gyhNiCfUuW2ADNiSeW3nYXvlmzEv9+f/nFPiv22y/x8cG+50GGSzytW9vA4MCB9hnWqKENpJx9duk1IwoLYfRomyG/9NL4A0dffWV9PPqzac0aC6iPPRYaNEh8fuecc85lt4ps4nEr8JKIzAZuUdUvsLXTAIjIrcBFwCnYrHFwK0FVc0XkXWCGqo6POscQ4AxgEtAWOBxoCowWkUtVdWZkf+prsDXVqqopKHeU3erUsbTtRNq2tYu8/Pz4aw2bN4fLLoPbb4fXXrNCTfXrF39NTo4Vntp8Qcngfe+9Yds4e8fGWrLEzhNvNmr+fJudjp1JBJgyxe733LPs93CplWiGeto060uJCjlFq1Wr/Ntk1axps9pNmsAhZczu/fCDBcwnnFCUWh4oLISXX7YlBAccUPy5F16w+9NPL1+bXHhKy2748Ue7j63eHS3IaCltwCZ4n9at7dZ8adnvDfDdd5b9cMYZ9hkaa9UqGDcO/vGP4muoX3zRBiYvvLD08zvnnHMuuyUdUKvqK5HiZLcA/xSRMdi2WRuAvsDpwLuq+r9ynu874DuASIp4dyyV/B7gIVWdKyKXYGndJ2JrpB+0Q7WU+YhNT9OmRUW74gnSWlesSFzYqX17uPhiuOceePNNOOaY+MF33TrQoT2c0d+ClkSpuLEWLLAgrGXL+HsJ//JL0XrvWME62NIKB7lwBGuoY9P5//jDgtjyVIXv3Nl+96n0+++WLtyypQ3oxHrnHRukue664oM0c+daQH3AAbDNNqltk0te69bWl+KZN8+yXuINwAVq1rTBv3jrmCtj3jwL6PfaK/Hn0muv2ez1aacVPbZ2rW2x1a8f9OqVuva41Bg2LNzzN28O/XYI7/xht98551xyKrJtFqp6OxY8f4cVA3sEWwP9T+BrrLBYRc5bqKqTgP7AzUEKeKSS92BgbuS54DEXpWHDkqna0dq0sftEWwsFOnWyNMjVqy2VsTS1apUvmFa1gmjvvGPrHa+6quRr5syxGaY99ij5HNjF8pZblj94d6kzc6bdB/uUB377rfwF4lq2tC3TSkvLTcbcufDRR5bue+21JWcav/zSUnUPOaR4pefCQtvrvFYt24rJpV+LFla8K56VK+0zo6yZ5P33t9cuWJCaNm3YYP2rXj1L247nyy+tEOQZZxSvIP/CCzZzfc89qWmLS63Bg0vuEZ3K9cqNGpaeUVFZ8drvnHMufSoUUAOo6nhVPRJLxe4G7AVso6p7qerCipxTxC6ZVPUTVV0ZeSxoYx6wHqhX0TZXd9ttB7NnQ15e/OeDCsezZ5d9rp49rZDO9OlFwVRFLVwIL70EX3xhQf911xUVEYr29dc207nPPvHPM326VYV2VW/yZAucY4vFJVMcrm9fG1j5+uv41ZjLq7DQ2vPeezYred11xdftq8Lbb8Mzz1ihqyuvLN7OF16wImUPPghbbFHxdrjUadw48WBgTk7Jtfvx9O9vnyvBNm6VUVhotSRyc+Gii0pm0+Tm2sx00Meig5slS+Dpp23Nd6J92Z1zzjlXfVQ4oA5ECpZNVdVxqvp7Jc9V7LJJRHKiqnv3BxpjVcX/Dr5dkX33tWD688/jP9+kiRUECwpJlWXgQLvQ/fTT+AXESpObC7/+ausIR4+2WcmTT7b12fFSN/PyrMJ4//5FBYaizZ5ta7YTzV67cH3zTfw9o7fZpuyMh8Dmm9tM8cyZ8Prr8au8lyY/34594QULyps1g5tvLt5fcnMtUH7zTStQ9vzzxVO9Z86Ehx+2FN4zzkju/V14atRIHDQ3bWpVtssahKlb12pAqFqwW9GgOi/P+ufy5VawLnrmec0a+zz7978tcB80CJ59tviymIcesr7qabmZa/hwu4Vl9ZrEW1QmK97Medjtd845l5yKFCWrEtHBtIjshlX2LgSegZLBt4ODDrK1iE8/bcF1vG1gTjwR7r/fAot4AVK0GjXg6qvt9uabVnSnVauSr1u2zNK1ly614Co3t6iIVZ06cNxxFgiXlqr9ww+WYplov9aPPrL7f/yj9Da71FO1tcpHHlnyua23toJMGzeWLxX/sMOs4vFLL9lt4MD4AyiBwkLLTJg61QKcwkKbhfznP232L3pYbfFiC2YWLYKhQ63YWPTzq1ZZINS4Mbz6qm+9lkk2bCg5Cxzo0MEC1EWLys4oaNvWguq77oJXXrFsl622Kt/vOjfXBu6++cbac8wxNvAC9n/gq69sgDA31+oB/PvfJXc8GDcO3nrLdkwo6/PVpU8QpIaVNr1smWVkhZX2HXb7nXPOJSf0gFpE+gIrVDWpckSqWhjZVutS4ABgB2B/VZ2d+lZWDzVqwN1320zw6NFwxBElX3PkkfDkk5aqeOWV8atpR2vSxNY733abnXPbbe0CdeNGu/33v0WpmnXr2nONG1tg37mzzWCWtr8rWJA0dqwVctltt/jPjx5txX06dCjXj8Kl0JIl9rsO1uBH22032yN4ypTyF1/abz9bT/344xbYHnBAybXZa9faRemaNfD5PAvW+/WzAGbbbYv3KVUYP95mo0VswCi2EvzGjRYALVgAH3+ceIsmlx4rV9pykHh2393uJ0xIPOAWrWNHW1N/553w4YcWqLdrZ30mN9eKMhYUwOEbALHPsPz8okHAevXgkkuKlsgUFtprxo2zoo133x1/L+qFC+GGG+y4665L8gfgnHPOuawVakAtIkcDLwMfichQVZ2RxLE1gYHA1cBX2D7TKUqiqr5OPNHSqp94wlJeY2cN69eHG2+0C8Z77rH7soLq1q3hpptsxmfCBEtlOyfynDS0GejevYtvGZOMd96x2acbbogffI8fb5Wa77yzYud3lRNUjo9dPw0W4DZtagMePXuWf9a3WzfLfLjjDlvvvNlmRXtZ//mnLRc4TqF5M7jiHBtIiXfuxYutsNhvv1nQ9MgjJbc2ysuD//zH+u6zz1pg7jLL+vWJP4eCwbn337dMl9it0eLZfHP7vPjmG+tfixZZYBxs8VanDjScZYMx22xlX2++uc0obrNNUV8rLITnnrPiY6efDueeG7+i/Zo1tjtCbi688UbZn6nOOeecqz5CC6hFpAdwE7AA2AUYLiKDyxtUR/aVflVEZgDzVbWcO9hu2oIZuv33t3WAxx9f8jV77WUB8jXXWBA7dGjJGcJYjRtbmu3xx1t15Y6v20zOPf+qeFtXrbKLzy+/hB12sGrM8bzwggVcRx1V8fdyFVcQqacfL6CtWdP22b3hBpsNjN3ruTRbbGFBzwcfWIbCZ5/Z4zk51ke3W2jFxqLXsEa36ZNPrI/n5Fgwc9xxJYOd3FwLpseNg8ces+wNl3nKWh991132+73zTss0KE9QXaOGBeCJ6i50eNjuhw5N3KZnn7VU77POgnPOif+6tWvhggtsUGfs2HCrO7twpLLCt3POuU1PKAG1iNQFTga2xbbQWgw8BQwTkSGlBdUishXQVVXfBlDVn8JoY3XWv7+l344caWuO461RHTDA0l4vucTSuY85xvbxLWuGsUEDu2Bs/FHF27dokQVfX39tqZannmoXtfHee8YMu6C94QbfLitdguBl+fL4zx96qA16/O9/9tpk9t2tXdv66IEHFhW+22wzC9RrPxz/mN9+szTzv/6ydaoPPFC0x3q0jRuLgulHHkkcELn0a9Kk9CJi7drZgMi551ohunPOKUrJDsOGDfDoo/DLL7ZO9ewEG0H+9ZcN5vz6q9UEGDAgvDY555xzLjNVusp3AhuBGcAjqjoCeBs4H9tea5iIxL0UEpH6wP3AWBE5JaS2bRKGDbMA6N57E1fP7dXLquG2b28B0R13JF/NOxnLl1vBtOuus1npAQMsCLvggvhplKpw3312sf1//xdeu1zpWra0IHfq1PjPi9i6/LZtrfLsu++Wb5ujaLVqWVC8+ebFKyZH+/13m6m8806r+nzHHdZv4wXTq1ZZn/nyS1urfd55ybXHVa2tt7Y1yLm5iV/Tvbt9ftSpY59rb79due3XEpk505bFzJhhwfLgwfEH+yZNssHAuXNtyYNn0DjnnHObplBmqFVVRWQkoJGv80XkDaxK96MkmKlW1XUiMhoLvMu5uZOLp1cvqzR76622bvrii+MHrc2bW+Xa//3PgtfrrrO03X794m9vlYiqBTlgs9jRVq2yKt0ffmivO+EEW49YVtrm8OHw3Xc2M5VMW1xqiVgxqJdesvXU8dZS169v/ejssy0N+9tvrQDedtslDpDLQ7FAfvRoq8Bcr55lMxx3nL1nPDNn2sz0/Pm2/vXEEyv+/q5q7LKLpfFPnFhUhCyeTp1sEPC882zngcmT7d+lVYqPJy8vsm2b2OfTunUwb54tI5g505a4PPII7LpryWNV7fPy7rtt2cLHH1tNAOfCMmSIb8PmnHOZLLQ11KqaF/P1hkiwDEVB9bmqOh1ARLqp6mRVHSEiL6tqBXcRdYGbbrLUxXvvtdm966+Pv+1VTo6lfO++uwXhb71lt3btbFZo222tUE+8bW2ClOzvvy+qklu3rs1oNmtmW2ktXGgXodtvb+nlsUWjYuXn28Xss89a4O3r29LvsssszXrECFsmEE/dulY9fswY63MPPWSPt25tgye1almKd4MG1jdatbLZ5ZYt7fFAQYEVJvvrL1i6DB6cbBWg/+//4OijSw7YBFSt395+u73mo4+Ktj1ymW3AAMtEGTXKChwm2kILrC88/bQFtXfdZYOAJ59sBfISLVnZuBF++gl+/NHSuFetguCP0WWXFb2uQQMbFDrllPgDNuvXW4bEmDHQt6+tmfbBvuwT9qabHdrD4BDT/33TUOecyyxVug91TFD9GPCoiAwGOgB3i8gkVT0DWFOV7aqucnKsknfXrhaMHHecrUVOFGS0a2czenPmwHvv2cXiO+9YamVQHXfrrS1Y7rYAVq6CeyZbCuaBB9rskSr88YfNLC9ZYoHSP/9pF8zxikvFWrzYqj9PnGgzkfff7/sFZ4Ltt7f1q48/btkL8WbuwH5XAwdaf/j2W5tB/OUXm10OZgXXr7eBnmh161pfKSy05wsKrJJh3bpw4zWWNVFakLVkiaWAf/KJVRsfO7bsPYtd5qhTxzJkzjzTsguuv770XQNEbHCle3f4179s9q5VKwvGu3Sx4Dw/3wZmpkyxfe7z8ixg7tvXBgi3+QBQ+M8xlvmw1VY2eJgoo2LqVAve58yxgo7XX1/2loDOOeecq/6qNKCGv4PqsUABMAx4EagPtAVOj7zGx19T6KyzrODY4YfDpZfaxWBp+7l26GDrBgcPtu1gfvjBgqOPPoIvvrB1jqdgF6HXXA4HHZSabWK+/tr2j12/3magTj218ud0qXPXXbY++oorbCZxyy0Tv7ZuXRu4STR4s3atrT2dM8dSs5cssbTbnBxLKe/cGXYda4FW8wTV38GCptdft0B//XoLqi+5JP7yBpfZzjjD+sCFF1qw/K9/2UBcaQNqXbpY6veYMZYd8fbbdotWr54VvhswwGaxg77RJlIT4JhjSm/X2rUWsL/4IrRoYVXp+/ev+PfpMotnQDnnnKusKg+oRSQnslZ6DNAduAZYAeypqpOruj2bis6dLSjef39LBW/TpnzVmBs2tBnJfv0sUMnNtcBl52tBcqDp4ZVvW1BR9/nnbeZozBjfeiYTNWhgwUSvXhbsjBpl/aOi5+ratfTfc50PEj+Xm2vp3aNGWUDesyf897+2Zttlr6FDbZurU06xgb9vv4Urryw9O6FmTRg0yG4rVljF7eXLLeOhdWsLuisyk6xqg4j33GMDPoMH24BNkyYV/vZchgj+9k2cGM75//zT1vofeWTqzhm9jjrs9jvnnEtOOmaog7qsewMHA6uwYHpaZc8tIs1VNcQ61dmtYUMLiHbc0S5W//vf5Nf/1a5tN0lBqmN+vhUqe/hhW2c9dKitT0xUbMql3zbb2N7h++9vM9X331+1s8EbNtiF6rPP2vKA7be3i8xDDvGlAdVFjx5WQfuGG2zwb906Wxdfnt9v06ZW4Kyy5s+34PmrrywNfOzYxMscXPb5/vtwz5+bZ4MwYQm7/c4555KTlhVgItIAuAroDfRLUTB9CvC0iJRR8mrT1qiRBUQrV1oBsvz8qm/DkiU2s3jUUbZeunFj+PRTC6w9mM58++xjGQVff217nVeFlSutINrAgVbwrH17W+c/ZYql83owXb3UqGFbV91+u80Sv/lm1bzvsmW2r/mxx1pQf++91sc8mHbOOedcIlU+Qw2gqmtF5FwgR1UT7G5bfiJyOvAUcCewrrLnq+523tm2pDrtNNty5sYbLTWysoKV7/GCm/x8+OYbm+n55BMrOtWzpwXRAwd6cZ9sc/bZ8Pnn1o/69LGsh1QrLIAVK6340wcfWKXmvn0tyOrXL/Xv5zLPZZfBK69YkLv33uFU1A7qRHz0Ebz/vn1WnXKKzY6XVifAOeeccw7SFFADqOrPqTiPiJwBjADuAx5R1eUpOOdgYDBA+/btK3u6jBQU/Dr3XKv+feyxcPzxVsE7Gfn5Fuy8+qqtXSwosK2QttnGgvScHKv6PXGiFfdp0sSKDg0ZYmsbN0XVoX+J2NZmH35oheSefTbxdlZlWb8efvvN0v4XLrR02+nT4dbJtg/1J7Nt8Of8832/37JUh74VLSfH+la3bjZbfOONFc9GKCyEn3+2yvO//w4XTYEN6+HAfW0wsGFDqzJ+0UWW5u2qPy9I5pxzLhXSFlCngogchwXTNwNPquofkce3BWphBcOTngFX1eHAcIDevXtX24rjp55qBYAGD7YU7Gefteq1xxwDO+1U9oXriuVw4okwa5Ztp3XmmVaVefZs2zbr228t4G7TBk44wSqLDxhQfM/hTVF16V9NmsBLL8F++8HNN8Ott5Y/2Fm1yoqKvf++pdRG1/Vv0KBo7/MWLWDZ595nyqu69K1oXbsWbVNVs6YNyDVtWr5jV62CadMsm+LTT21vc7BlJkMLbMb7+nPsc7BfP+9nzjnnnEte1gbUIrI18CCW4j1RVedGHh8BHAC0AgpEZBTwtKp+m662ZrJttrFUx19/tRnHp56ytalduliF0v79S6ZZzpwJudNgyVLY2Bb+9z844ghP294U7b23pWD/+982A3jFFcWDnbVrbcZ56VKrvLxoEfz0kw22bNxogfPVV1vV2o4dLcW2WbNIYB5s7eZBzibv2mutf910k23dts8+1mfat7e6C+vXw4IFtg3b3Ln270WLbO092EBfnz5w992w777Qrh1/969e16bru3IuOdGVvp1zzmWOrA2oVXWWiNwE/Au4TkRmAVdjlcNfBWYA2wFnAjuJyH9U9cu0NTjDde5sFZtvucVmqu+91wKl22+3SsqdO9vs0PTpMHUqjM2xYOjXH2yfV7fpuvRSu7/yStunfPPNLSheuLBoRjBa+/a2N/rZZ1smhHNlEbGq38cea3UXXnnFlprEqlXLBmW6drXMiQ4drFbDHntUfEmCq37OPjvc8zdsANuFuP4+7PY755xLTtYF1CJSS1XzAFT1YRHJA64Evsb2sz4G+FxV10de/zLwCnAu4AF1GRo0gHPOsZHwKVNsT+hXXrHtYzZuhK22su1kDvgokh7pwfQmT8SKRx10kFX9/vFHe2ynnSyw2WYbaNvW0rfbtq343tXO7bADPPaYVZmfM8duq1fb51aQ4VAz6/6quao2fLjdh7WGerPNYK+9wjk3FLXfOedcZsiqSw8R2QfoIyIvq+osAFUdJrZw8xLgaYoH06Kqb4vI/cAVIvKoqn6VlsZnGRErBNStm808lvBFlTfJZbju3eG++9LdCrcpELEAumPHdLfEZSsvSOaccy5VsmbVa2Sf6deAflgqNyKSAxZUA9cDLwXBdIzxkfsUbA7lnHPOuWw1cSIsXhze+Tfmhnf+IUOs/RMnhnN+55xzycuKgFpEDgYeBZ4DrlLVtwFUtTB4jao+r6ozJTJdHZmdDqrcdgFWAvOqtuXOOeecyyS9e8Prr4d3/oULwz1/7952c845lxkyOuU7Kig+AvgG22f6l8hzOwOFwOog/TvquBqqWhD5d0/gSGA68FsVNt8555xzzjnnXDWW0QG1qqqI1AH2BsZGBdPPAwcCzYDVIvIQ8IKqTosE4EEwfSxwFpYi3k9Vl6bj+3DOOeecc845V/1kdEANoKobReRPYDWAiLwJ7AHcH3lsZ+AqoJuIXKuqP4lIA+A/WPXvacBeqjo1He13zjnnnHPOOVc9ZXxAHbEYGCgijwJtgUuBZ6PSur8EHgdmARcDG4Dngd+BD1TV104755xzzjnnnEupjA6oRSQnUnjsXuBd4HVgG+BnVS0ICpCp6hMisgPwfyIyUlUnA9NF5JeowmTOOeecc84551zKZFSVbxHpLCJ7iMipIrI5Re2bjlX47gzUBjqCrbEGJPKaDyOv3zo4nwfTzjnnnAv4/tPOOedSLWNmqEXkOGwtdAegERZEXyEio1V1hYjciwXShwDniMjnqvpn1NZZTbGtsVZUddudc845lx0GDQr3/K1bw6Ddwzt/2O13zjmXnIyYoRaR44FngfHA2VjRMbAAuzZAZGusC4CXsarfL4jIASKymYjsA5wOLMQCceecc865Elq2tFtY6tQO9/xht98551xy0h5Qi8gewO3ACOAmVX1ZVb8GxgLtgC2C10aC6suAa4CtgPewQmQvAtsDx6vqoqr9DpxzzjmX6apbund1+36ccy5bpTXlW0RqA/sBs4FRqjo36ukmQB5wjIgUAD8C36vqH5H072HAyViq91/AW6o6pwqb75xzzrks8/nndr/XXuGcf+lSe4+wzh92+51zziUnrTPUqpqLVe9+TFXHB4+LyBDgDGARtk3W/wGvAveLyGaqul5Vl6jq/ap6vao+6sG0c84558oyfbrdwrJmbbjnj26/z1I751z6pT3lW1W/U9WXwLbJEpEewGPAA8DRqnoR0AkYA5wInBR5bY3gHMH2Wc4555xzzjnnXFVJe0AdTVULVXUS0B+4OUgBV9UCYDAwN/Jc8FhwnG+P5Zxzzrm4fCbXOedcWDIqoA5mmlX1E1VdGXksaGMesB6ol6bmOeecc85lFB8scM659MqogDp2pllEcqL2me4PNAbGRZ7zNG/nnHPOOeecc2mTUQF1tOhgWkR2Ay4FCoFnwNO8nXPOOVc2n8F1zjkXptADahHpKyLbJ3ucqhaKSG0RuRLbp7oHMFBVZ6e4ic4555zbRLRoYbew1K4V7vnjtd8HDZxzLn1C3YdaRI4GXgY+EpGhqjojiWNrAgOBq4GvgL1V9edwWuqcc8656iZeoHnkkeG+5xZbwJEDwjt/2O13zjmXnNBmqCPbX90ELAB2AYaLSJfyHq+q+ar6KtAHOM6Daeecc865+HyW2jnn0iOUgFpE6gInA9sC1wGnAjsCw8oKqkVkKxE5JPhaVX9S1aVhtNM555xzzjnnnKuosGaoNwIzgEdUdQTwNnA+0I1SgmoRqQ/cD4wVkVNCaptzzjnnqrlEM7bDh9stLHPmhnv+sNvvXGWIyFARmS0iG0RkvIjsWtljROQKEflORFaLyF8i8oaIbBved+FcckIJqCMVuEcC/4p8nQ+8AZxHKUG1qq4DRgOzgW/DaJtzzjnnXHXkad8uTCLyqYicXsrzxwH3AjcAPYEfgfdEpFUlj9kbeARbBnoAUAt4X0QaVOobci5FQltDrap5kUA6+HoDFixHB9XbBc+LSLfI60YAO6nqL2G1zTnnnHPVlweW1Z+IPC0iKiLbpLst7m8XA0+o6khVnQacA6wDzqzMMao6QFVHqepUVf0ROB1oD/QK6ftwLilVug91TFDdHXhURDqJSH/gGREZGXnpmqpsl3POOedcdbAJDSb0BFYCs9LdkGREUps1we2bJM91sog8JiLfiMi6yDmuT/Da00t53+D2WyW+r9pYgPth8JiqFka+3j1Vx0Q0idwvq2h7nUulULfNikdVN4jIWKAAGAa8CNQH2mIjTkHKuHPOOeecc8VEit9uB4zL0mvGlVjNoFjzkjzPzUAHYDm2q05ps/WTsLTqeAYAuwHvJvn+0VoANYBFMY8vwn5XKTlGRHKwn92Xqjqloo11LpWqPKAWkRxVXSciY7BZ6muAFcCeqjq5qtvjnHPOuepjE5qhTWjIEBg2LN2tCNVO2DXs9+luSAWtUNXrU3Ces4CZqjo7srZ5ZKIXquokLKguRkQEOCny5RMxz10JXBn1UD2gj4g8HPXY9qo6tyKNr6BHsJ2D9qzC93SuVFWa8g1/p3KAFRg4GFhFSMF05EPCOeecc5sAD6arLxGpLSKXiMgU4IvIwxeKyHQROSudbUsXVf1QVWdX8jT7AJ2ACZGgO9rjQI+o2wTg2pjHFkReuwTLPt085hybAwsTvHdSx0QC+UOBfVU12dl850JT5TPUAJGqfFcBvbECZNNScM4O2PfTAJimqvmqqpEZ8cIyDnfOOefcJqBfv3DP37w59NshvPOXt/3VaZZaRJoA72Draj8CagOdgReAgcATIpKrqs+kr5VJqSMipwLtgNXAD1gKczrS18+O3D8R+4SqLiNqnbKIrAf+UtWZcV6bKyITgf7Yzj5BenZ/4OHY1ydzTGSC7CFgELCPqv6e7DfpXJjSElCr6loRORfIUdWplT2fiJwEXAe0wdZjfyIib6rqg6pa6EG1c845V72Vd3a6a9dw29GoYbjvEXb7M9R/sWD6/1T1YRGZjK1DPhXLdnwLuBxISUAtIhcBTZM45FNV/TSJ17cGno55bJqInKyqPyRxnkoRkebAkcBabHCisu4FnhaRCdj2txdhE11/p6KLyPnAIFXtX95jsDTvE4HDgdUi0jry+EpVXZ+CdjtXKWkJqAFU9edUnEdEDgFGAKOw/4gbgCuAm0RkT1U9NtmgWkQGA4MB2rdvn4pmOvc3718uLN63nHPRqsMstYgcCPwDeCMSTNcDugKfRzIR38Vq8XQVkRqqWpCCt70IK/aVjE/L+bqRwGfANCyQ7QJcigWMH4pID1X9I8n3rqhTgDrAc6q6urInU9WXRKQlcCM2aDAJGKCq0UXHWhBVPK2cx5wbuf805i3PwK7/nUurKl9DHYLDsA+l21X1KVV9HjgIW/cxSEQ+AFu7HUkjKZOqDlfV3qrau2XLlqE13G2avH+5sHjfcpuqZNZO//yz3cKyek2450+2/dVgXXmwH/GDkfudsMrQ38PftXlysbW4KaGqHVVVkrhdn8S5b1DVT1X1L1Vdq6o/qOpJwEtAcyy4rirB2vMS6d7xqOo+qjqqjNc8rKodVLWOqu6mquNjnr9eVTsmeUyin3upbXGuqmR1QC0iNYAdgCVBUQYRqaWqC4DbsZnqfiLyFvwdVHuhMuecc66aSDZg/OILu4Vl2bJwzx92+zPQPsAa4PPI1z0j9xPh7y20mgO/B7PTIrKXiIwRkQWR/ZWPqNomV0gQ1FZJ9WoR6YNVy54cG8A655KTtpTvVFDVAhEZD5wiItup6nRVzRMRUdXlIvIEVuL/ChG5W1UvzdL9Cp1zzjkXoxrMvlaJbE39FpFGWMXnWVGp3L0i98GWWQOw69mPow5tAPwIPAW8VoH3vYhw11DHsyRy36CS5ymvpGannXOJZV1AHQmWo4PiCcBQ4GQRuUtVV0bW1IiqrhSR4Vg18SNF5L9VWezBOeecc+HwYDo5WRpUB9ep9aIe64lVxp4R+fr8yP1TwQtU9R2sKjgVTEy8iPDWUCeyW+Q+9ArWItIQOA6rO/Rcis89FLgMWw/9I1ZI7tvKHCMiV2DF07YD1gNfAf9R1V9S2XbnKiqrUr5FZCCwb/RaaFV9CXgF+/A7NJL6Q9SWWYuwCuBtgT5V32rnnHPOpZIH0xWTbT83VV0OzAe2iKRx18GW+k2KXOddgW2x9Fwq05bDWkMtItuJSP04j+8I3BL58r9xnt8mcmytSn1jRU4AGgKvRn7GKSEix2FVu2/ABj5+BN4TkVaVPGZvrNJ3H+AAoBbwfmQbXufSLmtmqEXkdGz08RLgC6Awqprj/2EB8/1Anoi8paprgWBYcjq2QfymudmEc845Vw1kW0CYibJwpvo2bE/i14EPsGCqmYh8BuwFfEhkd4MscDxwsYh8DswB1gHbYlt/1cS20ioRUGN7b3cAtgJmBw+KyFkUrbnuFLk/QkQ6Rv49TlWfjHO+hHtPV9LFwBOqOjLSvnOwCu1nYrWNKnSMqg6IPiASE/yFpf9/jnNplhUBtYicgW2NdS82mpYHf6+hFlVdJSLnAcOBYcD1IvKqqs6PnGJHbDbeN4J3zjnnsogH0akX/EyzIbBW1UcimYkXAMdEHu6CTZZcADyaoq2yqsInWADdEwuEGwDLsIGCEar6vyTPtydwWsxjO0VugWIBtYh0A3YBZqhqyoJREamNBbi3BY9FigF/iO0hnpJjIppE7pdVtt3OpULGB9QichIWTN+FfWj+EXm8BrZtQkHkNhM4CUsJuQcYKCIjsMqPhwK1gTer/BtwzjnnXLl5AF114v2sMzHIVtWHgIdE5HFgCNBTVaemuVlJU9XPsD2okz2uY4LHTwdOT/JckynK4EylFth1+aKYxxdha59TckxkcOV+4EtVnVLRxjqXSpLJRa9FZC+syMNHwFBVnRF5/BpgZ2ALYArwZPTaGRG5GhiIFSNbAswDTot8iCTbhsVYWk4iLSiqzJhpMrVtmdouSH3bOqhqwg2BS+lfmfIz8nYUl2ntSNi/yvHZFZZ0/4zS+f7V6b0r27fS3Q/i8TaVT9htKvXvYmlE5BugO9CovLPSIqLAIFV9oyLvuSkTkduB/5Txsq6qOl1E2mDr3fuq6tdR57gT2FtVd4s9sILHPIalyO+pqvMq8n05l2qZPkM9E9tnsAfQQ0RmAW8ABwKzsH0JTwJOE5GTVPUVAFW9WUTuB9pFXrNGVVdUpAFlfeiLyARV7V2Rc4ctU9uWqe2Cqm9bKResGfEz8nZkbzsqesFaWen+GaXz/TeV9y5P30p3P4jH21Q+mdgm+Htmshu2b3KpwXSkinWnqIe2EpEewDJVnRteK6ude4BRZbxmVuR+CZYxunnM85tjdYziSeoYEXkYyzrdy4Npl0kyOqBW1QUichiWqv0AVrigLXA0VmhhmYgMAC4FnheRP1V1XOTYNdj6Guecc845l926APWB8mx/2htbrxy4N3L/NEmmSG/KVHUxsLicr80VkYlY1fU34O9BkP5YUbkKHyO299lDwCBgH1X1mkguo2R0QA2gqgtF5HBsa6w9gFOBt1U1P/L8uyKyASs8dq2IDFTVDelrsXPOOeecSyVVnU451/6q6qflfa1LqXuBp0VkAvAttqVtA2Bk8AIROR9Lwe9f3mOw+kgnAocDq0WkdeTxlaq6PrTvxrlyyqiAWkQ6A62AbYD3sNScvEhQfRy26ftXQTAdqfCtqvqpiHyKbZ9QG9uovqoMr8L3Slamti1T2wWZ0zZvR3HejuIypR3xpLtt6Xz/TfW948m09oC3qbwysU0uC6jqSyLSErgRaA1MAgaoanTRsRbYdX4yx5wbuf805i3PoOyUdOdClzFFySIB81XYPnuNsHTtK1T1zSBwFpFaqpoXfB1z/KvYNgHdfIbaOeecc84551zYctLdAAAROR54FhiPbTa/R+Spq0SkdiSYlqj9pzWyxiI4fldge+BrrLiBc84555xzzjkXqrSnfIvIHsDt2F7TtwXVF0VkLHAy0AaYHcxIi0iOqhaqamHk6/5YKnhL4OYg6E6VFi1aaMeOHVN5yuph5ky779Sp9Ndt4iZOnLiktIq43r9K4X2sTKX1L+9bZfD+VSrvWxXk/apM1blvTZxo9716pf7cKyda32rSK5y+FWbbq0pZ11zOhSWtAbWI1Ab2A2YDo2K2MmgC5AHHiEgBtqZioqqujMxONwauwwoU5AD9g32qU6ljx45MmDAh1afNfocdZvdjxqS3HRlORErdq9X7Vym8j5WptP7lfasM3r9K5X2rgrxflak69y2JlEEL41sYI9a3DpsQTt8Ks+1VpaxrLufCktaAOlIu/11ghqqODx4XkSFYoYFJ2DZZhwNNgTdF5OLIdln1sPa/Bdyvqr9Vdfudc84555xzzm260p7yrarfAd/B33vPdQcewzaTf0hV54rIJVj5/JOAiZHH/xSRy4FCL5nvnHPOOeecc66qZURRskBkbfQkbEP3m4MUcFUtAAYDc4H9o16/1oNp55xzzjnnnHPpkPYZ6mhR+0p/EvVYTqQAWR6wHqiXtgY655xzzjnnnHMRGRVQx9lbOgimwWatGwMvR54rsRe1c84555xz6RBmQa9+/cI7N2R3MTLn0i2jAupo0cG0iOwGXAoUAs9AyeDbOeecc865dAlry6khQ2DoHOjePZzzQ3Zvl+VcuoUeUItIX2CFqk5L5jhVLYxsq3UpcACwA7C/qs5OfSudc84555zLLEOGFP37p5+scq9zLrOEWpRMRI4GxgEPiEiXJI+tCQwErgYKgL1V9afUt9I555xzzrnKGTzYbmFYutRu0QF2KoXZduequ9ACahHpAdwELAB2AYYnE1Srar6qvgr0AY5T1Z9DaahzzjnnnHOV9MQTdkuV6OB5zVq7xT6eKqluu3ObklACahGpC5wMbAtcB5wK7AgMKyuoFpGtROSQ4GtV/UlVl4bRTuecc84555xzrqLCmqHeCMwAHlHVEcDbwPlAN0oJqkWkPnA/MFZETgmpbc4555xzzmWssmahw0r9ds4lL5SAOlKBeyTwr8jX+cAbwHmUElSr6jpgNDAb+DaMtjnnnHPOOZepyhsse1DtXGYIbQ21quZFAung6w1YsBwdVG8XPC8i3SKvGwHspKq/hNU255xzzjnnnHOuskKt8h0rJqjuDjwqIp1EpD/wjIiMjLx0TVW2yznnnHPOuWzjs9TOpV/o+1DHUtUNIjIW2wprGPAiUB9oC5weeY1Wdbucc84555yrqJ49K3+ORAFy7VqlHzNsWOXeNxVtd25TVeUBtYjkqOo6ERmDzVJfA6wA9lTVyVXdHuecc8455ypr4sTwzr3FFuGdG8Jtu3PVXTpmqAsj/9wbOBhYhQXT06q6Lc4555xzzjnnXEVV6RrqgIg0AK4CegP9PJh2zjnnnHObssqsh/a11M6lT5XPUAOo6loRORfIUdWp6WiDc84555xzqSJi92FUApozN/XnjBZm252r7tISUAOo6s/pem/nnHPOOeecc66y0pLy7ZxzzjnnnHPOZTsPqJ1zzjnnnEujVKyB9nXUzqWHB9TOOeecc84551wFVNuAWiQor+Ccc84555xzzqVe2oqSpZKIdAEaAg2An1V1iaqqiORE7XvtnHPOOeecc86lTNYH1CJyMnAb0ByoB0wXkbdU9bKKBtMiMhgYDNC+ffuUtdU58P7lwuN9y4XF+5ZzZRs2LLxzN28e3rkh3LY7V91ldcq3iBwADAdeB44H9gV+A84XkU9FZIuKnFdVh6tqb1Xt3bJly9Q12Dm8f7nweN9yYfG+5VzZBg+2W7LKU0ysUUO7peJc8VS07c657J+h3g+YCzyoqjMBRGQKcBxwHTBaRI5V1d9FRFR9u3rnnHPOOeecc6mRlTPUUQXHtgVWRwXTNVV1KTASOB9oA/w38riKSFZ+v84555xzLrMNH263MKxeY7ewhNl256q7rAwwo2aavwR2FJHdIo/nR2ai1wNjgCuAnYDnIs97gTLnnHPOOZdyQ4aEtxf0smV2C0uYbXeuusuagDp6G6yof08AlgAXiEhbsGA7ElRvAN4AhgEHiMghVdxk55xzzjnnnHPVWNYE1EAdMXWDGWpV/Qx4GTgBOF1ENos8HmyZtQp4GKgF7JquhjvnnHPOOVcVfKbZuaqVFUXJRGQgVsV7a2CJiIwEvlLVP1X1EhFpD1wD5InIKFX9CxssKFTVWSIyC+ictm/AOeecc84551y1k/Ez1CJyPPAq0ApYHLl/BXhURA6MvOw44B3gVuAKEdlWVfMjx+8ENAZmVnXbnXPOOeecS8Rnk53Lfhk9Qy0imwOXYgH0Fao6V0SaAIOw/ac7ikhTVX0ZGCQiI4AhwMEiMhxoBOyJBdTPpeWbcM4555xzzjlXLWX6DHU9oBPwnarOjTy2RlVHAYdis9XXiMjhAKr6T+D/gOnAbcDZQF1gH1X9tYrb7pxzzjnnnHOuGsvoGWpAgdVY4ExkH+nCSBXv90XkNGz2+mIRmaOqk1R1BDAiUvV7NVajbHW6vgHnnHPOOVf9/b2pawg6tA/v3BBu252r7jJ6hlpV5wBTgSNFpHlkH+mcqK2xPgTOBPoBA8G21Io8N19VV3kw7ZxzzjnnnHMuDBk7Qx3Z9qoQuAkYCzwFHKGqBSJSg6KZ6tdF5AlslvrpSBDunMti+fmwbhWsXg3P3wUrV0JhIbRoATvtBH37Qr166W6l2xTk5cH338PMmbB+PbRqZX2wQ4d0t8xVB+vWwWuvwZgxMGWKPda7N5x4Ihx4IIikt30uXGEWJBsyBIYNC+/8zrkiGRNQi8jWQAtszfSnwFJgIzAZuAe4PhIwnxYJqoPZdQU+BE4F2gAeUJdBFVatglmzYNo0+PlnmDMH1q61IGWbbSxg6dcPGjRId2vdpmTWLLjrLnjhBXh2pT327x8gJ8cuLAsK7LH69eHYY+G882CXXdLXXlf95OfDL7/AuHHw7rvw3nsWSMdq396CnpNPhh12qPp2uuymCiNHwn/+A0uWQMuW0KmTDRyOHg3PPAN77glvvgnNm6e7ta68evWy+4kTU3/uP/9M/Tmjhdl256q7jAioReQY4ApgO6yI2GzgfhF5SlVXiciTwObAuSJSV1WPi8xeB2oCa4D8Km56Vli1Cl58EZ5+GubOhcWLYePGoudr1LBZl3r17MLxxRftj3qtWtC9O+yzD3TubK9p1Mj+8HfNg9q10vYtuWpm2TK4/Xa4/34LnvfdF7b93QZ0Pr23aGBn5Uqbxfn4Y3j5ZRg1ymYLb7wRDjvMZ3Nc+RUqrFsL7/0Ppk61wcUffrDBxeDzcfPN4ZBDbNCmUyeoW9eCnylTLOC+6y7rt9tvD5dfDscfb5+bzpXm99+tr3z7rf2Nvflm6NnTPvvAsiJeeQUefNCe/+AD6No1vW125fP99+GdOzcvvHNDuG13rrpLe0AtIkcBzwL/Be4H5gO3Azdg1brfV9WFInIrsBa4SES+AO4ExgPbAqcBi7BA3EWZMMECjYULbUala1cLkJs3hzZtYKut7PHoi8ANG2DSJPj6a7vAfOghyM0tft7R2MXl2/+C00+3oMa50qhaf/zlFxvkEbGsiEmT4I03LPXxH/+AoUNt0KbVv+y4hg2LztG0qc3a7LknXHyxpUk+/zwcfrj17fvu8zRJl9i0adZfRo+G26ZYUH30p9Zf2rSBjh0teO7c2QKZLbcs2Zdat4Ydd7SAaNkym8F+7TU49VQLjF58EXbeOR3fnct0f/wBjz0G99wDNWvaIMxRR5XsY7VqWfbDjjvCpZdan3zsMTjhBDvOOedcZknrR7OIbAdcBbwA3BisfxaR/bBg+izgfQBV/VNE7sBSwK8AXgfygOVY2vfBqrq4yr+JDDZrlgXPjRvDE09Ajx7lCzTq1oU+fewGlgK5bJnd1q6FFSug42MWFD3yiM0qHnAAPPUUtGsX3vfjstcPP9jF4C+/lHyuSRObkT75ZJsFLK+GDe2cxxwD77xjfXzAANhtN0uX7NIlde132W3VKgteHnvMMnK6dYMt2ljmwzNXw9Zb2+despo3tz54/PGWNXHXXbDHHhZk9+uX+u/DZZeCAvjxR5thfuEF+OknG1g86CC48ELL+ipN9+72WXbZZTZgc8klMHCgDTwedJAtfXGuNL6O2rmqke6xzj2BzsA1UcF0bVVdLSLvA3uISDNgJbb91XLgvyLyAnAi0BJYBnwStU+1izjjDPvjPXw4bLFFxc9Ts6b94Y/+47/lWLt/74bIetdnLe1x5EgbcXcu8PvvNrBTrx5ccYXNtjRoYH2zbl37d2VmlGvWtCyMAQPg1Vft4mHHHS24ueACn63e1C1aZBkNs2ZZ8HvGGRYIbx3JgNh++8q/hwj072+ZOuecY8HO11975s6maO06WLAATt0dJk+2QWiwAb6zz7YlBMkMPLdubcu1xo2zjJyXX4YRI2yg/KGH4JRT/DPOOefSLd0B9R/Ah6r6VvCAqgbJxd8DxwD1IoE0UKz693NV2tIs88MP8PnncO65lQumy9K4sY2AHnIIXH01HH20FVm55RabCXKbtsJCGDTI7ocNCzeDoVYtC5gOOMD630UXwf/+Z7eWLcN7X5e5Fi60TJtFi2w9apB1E5YWLeDxxy3IOewwC6iaNAn3PV1mmDYNzj8f/vWJfb20sw3yde9uWTMtWlT83Dk5sNdedsvPt7Wuw4bBaafZ+95+e2q+B+eccxWT1n2oVfU94HSw/aNjnl4O1AdiH9fI62skOM4Bd95pM3/HHVc177fllpZye+SRcMcdFtSsW1c17+0y18MPW8rjJZdU3XKAFi3g3nvtPb/5xtZWv/VW2ce56mXuXAtkFi2ymbywg+lAixZw2202SzlokGViuOorP9+KInbvbkXG2reHXXexzK0rrrD07MoE07Fq1oRdd7XMs0GD7O/tO++k7vzOOeeSl9aAGkBVV0buYy875kXuNwseEJHOwGki0lRVCxIct8mbO9cqhB5xRPGCTmGrXRuuvNICmU8/hd13h+XLyzzMVVNvvWVr//bcEw49tGrfW8Rmq595xgqZHXqorW396aeqbYereuvW2UBO9+6wdKn9u6qLhPXoAf/3f/DJJ3DttVX73q7qzJ9vgzbXXQf7729bXHXoAHWSXI+/bh188YXNPK9ZU75jatSwgmVbb23LGILUcpdeZ59tt/JIdg/qhg3sFpZk2u6cKy7dKd+lCXb+rAkgIl2B+7B9qt8DVqSnWZnvnnvs/oQTkjtuxQpbg/raa/bHOSfHtsnaYQcLSurXt8fq1oX/+9OC9YKCkqndJ5xgKbZXX20XGx9+aKP2btOweLEVq7vpJls3eP316Vvj17mzre9/4QXbYmvnnS0V/PrrrW+76iEvDz76yKp3P/+8ba/Ws6cN8HXsmJ42nXSS1Q+4+Wb7/LzkkvS0w4Xjq68srX/9epuhPuSQ5I5Xte3XXn8d3n7bZroB6tSBf/3Lsr1yypjyqFMHrroK/vlPuPVWW+ri0mv48PDOvdlmZb+mMsJsu3PVXZUE1FHrnpMR/CnJEZGtgbuwImb9VDXk7e2z18KFtrbqkEOsmEl5zZwJgwdbNdz27WHbbe0P/J9/wsSJdtGQm2trYVXh4Mhxpx5kxx11VPHAev/9LeD+z39spujFF209mat+/vwT3n/ftr/6+GPb07egwIo0XXdd+SvRbthg28rMmWP9+NRZkJcPV/zbnsvPtzTa/HwLoPLzLf2xeXPrf4ceGr9Sc+3attbwiCNstvLee23g6N13fW/XbLdmjaVz33WXZcPUq2eZCMcfbwXBKjKQowrz5ll//vln+/dvv9kg44YNFuQ0b27B1AknWB2JeEQs5XftWptJrFXLiuS57BYU+jz/fPsbO2yYbT8ZT2GhfZYtXWp/W9eutX/PnGlZXCtXWr/YfXfo3ds+00aPtjXRb7wBTz5ZdvX5nXaCgw+2gfRzzrHlV85F80rfzoUv9IBaRAYDHUTk2iBNu5xWRe73BfYC9gH2UNUfU9zEauWBByzYOOOM8h/z009WvKxWLdtaJtHFQaCgALZ7wKqZNlRbr/3MMxasRM8G9elTtOXHwQfbtkj33usFoqqL3FwLFB5+2C4y69SxgZhTT7UBnbL6Edhs9ttvW+GwhQvtAjTQX6BGjvXPWrVswKZ+fQuQg9vGjTB7tl2APvywBfD77hv/vZo0sdmcgw+2ft6nj1ViTkWVZ1f1xo2zGhELFkDfvjaosvvu1i8S2bDB+tvLL8ODv9tjpw6wtNk6dWxGeelSG0AEO1ezZrD55pbRUL++ff79+qsFO88/b2tYE63PrlnTZqgLCmybpC5dfGAxm/35p/0d+/hj63M331xyQKWwAP76C4491gZjcnNLnqdePWjb1tZA9+hhXwd22MGyul591YrbPf+8ff6VZuhQO+buu+0awKXPxIl236tX6s+9MU5fSqUw2+5cdRdqQC0ipwGPA48B9YByrg4CLKV7HXAx0AjY04Pp0uXl2Shkv37lT7H+9ltLgW3QAP79b5t5KUuNGkUBzdVD7UP4v/+1FMc777QZokCHDhZUjxxpW3+MGWNVcI8/vkLfossQBQUWvHz/ve0DPWiQ7SFdVooi2CzMt9/aGusPPrAguk0bOPBAK1y2+eaW2tZtpL3+lvPLPueMGdYHL7vMZmn++c/Es5M9e1p/PPNMy6SYNs1Scl32eOEFCzZat7ZiiGWtkV650lJrn3rK1qs2b24Bsoj1ufnzrV/WrWv9o2NH2GYb2yEhUZ+eO9dmKi+4wGYHE+07HQTVp5xit99/r9raFq7yCgpsAOWyy2wQ7/zz7XcZnZWlasul9vwGCgpheTP7jGzXzgZl6te3wLlx49K3ChSxop7169vfzrvusqULpWnd2gYSR460v8F16qTue3fJ6d3b7sOo7rNwYerPGS3MtjtX3YUWUIvI6cBTwL3AA6paIpgWEYlXVCxSubseVuW7JtBLVaeG1dbq4quvLO3xH/8o3+tffdVmVzbbzGYamzVL/j1F7EN4663h/vtt7deNNxafhalb12bADzzQ1tUGxaJeecUuLFz2eeopC6avvNLW+pUmP9/SwL//3mabx4+3WZu6dW1/6n33Lb7HeUV06WJr9p97zgZsNmywWZtEF61t21oQdOaZlpb72GOVe39XdT791LIgdtoJ7rsv8WdIfr4N9r37rlVBzs+3rIkjj7S19Vs+Yq8799yKtaN9e8t4uOMOG4x85hk7bzx16tjylyFDLJX35JMr9p6u6s2bB4cfbp9fvXvb50WHDsVfs369fZb8+it8UA/abAG3/btytSP22MMGel57zWa7O3Uq/fX77GNLb6ZP9/3PnXOuqoUSUEdmpkdgRcTuU9X5kcebAU2Ahaq6QVVVRGqqan708ZEge6aIHA7M8mC6fN57z0bMd9219Nep2mj7sGH2R/r884unnFVE8+Z2oXHvvRbYrFtXMtDaZht735EjbWanZ09LU/M1X9mloACuucbWxg8alPh1K1ZYgPvyy0VbqDVvbumxO+5oqdZlpTImo1YtWytdu7YVIGvc2AKvRHbc0S5Uhw2Diy9OHAy5zPHXX7bXfbt2NiASG0yrWhA9ZowVKduwwfrD7rtbwJHqrdvq1SsaRDz/fFv/mmh2cOedbfDy/fc9oM4W48fb8pX1661a+2GHlQySN2603+fcuZHA92fb6zMVhRj/8Q+r/v3CC/aZW5q2be1+9mwPqLNBshW+nXOZLeUBtYhshc1MLwRejQqmHwH2BzoD00TkI1W9UFXzg6BaRDoBu6jqCwCqOibV7avOxoyx9VdlpRO+9JIFEbvvXjJtLVp+vo12//GHpZM3amQzgW3axH99vXqWEnf//VZxdM0aO3/0hUXNmrYtw/bb2+xmr152gdmjR0W+Y5cOb71le/tecknii8YJEyzQ2LDBAtV99rH11WGnuubkWAbE4sXw4IO2Xv/ggxO//vTTbQbo3nt9ljrTFRTYAM7q1VZFPrZK+7JldpH6++8W1PbsaYHFDjuUvq66spo0sdnJBx+0PnTRRfFfl5NjAbVvJZgdRo+2ALlFi8SFxwoL7Xc/Z47VLenTB+Tnss+dl2ezz8uWWaZOmzbxl500aGB9+P337e9lor/VUJSmWzOT925xaeOFyZwLVxgfvfOBfwG3Av8UkVnASKyw2LvAC8CBwLkispOq7hMJphsAlwNnisjmqnp/CG2rttautYq0pc3Iga3BeeABmy0+9dT46wMLCmzmeMwY+8Mfq3592L2FXUjGql3bZvseftguMP/8076OnYncYw8YMcIK9eyxhwU1Bx1U/u/XpYeqzZRssQXstVf810ydanvwNmliAyzBzEky1q+HQoWcCszy5OTYbOEdd9j2WG3b2mx6PC1a2HrFZ5+1oLqymRouHKo2QPPVV5YJE5v+umSJDaSsXm31GfbYo3JBtGpyM4w77GD/H557zgaPShsgLE+dAZdejz9uS0a2284GiOPVFlG1v3G//GJ1JBIVpgvk5lrtiDFjbE1/9GI3EVsmNXBgyf7RvTt8950Nbu+wQ+LzL1li95tvXq5v0TnnXAqlPKBW1VwReQxQ4B7gMGA1cAzwmaquE5EHgAuAq0RkpKqeoaprReQ1YDvgg2TfN1iPnWhddnX3zTcWCJc10/vSS/a6M8+Mf2E3f76lUq5da2uqd93VgqdatWzG+Y8/bC3ZnLnQsoWN0Meep2ZNK9Tz2mu2TvqzzyxY2W674q/r1MnSvy+6yFLbHnvMZq9d5nrtNVsHffnl8WdC8vNtAKV+fVtXGm/QJZGCAvjkE5sZ2rgRtsb61ogRtl61WTN7z9q1baZ7880Tp9fWrGmDNTffbMH9q68mri5/0EE26/7JJ8nvJevCp2qzcw89BCeeaNW8o+Xnw1ln2efTxRfbYGGyFiywVPFx4+yzLy/Pgpw6dSyg6dkTunUrffbvqKPgxx+t37/9dvzXbtxYlK0+eQAA4N5JREFU9jZILn1U4YYb7LbnnnDbbfEH2QoKrKL2K6/YAEr//onPmZ8Pn39un515eXa+bt2sbkTjxvbYL7/YOv969UoOLAdb+40bV3pAPWeO3Vek/zvnnKucUJKDVDUvElTnA9cBzwMfq+rGSHr3chG5D9gFOEhEtlTVP1T1bRH5RFXXV+BtWwGLNsVgGmydlUjpa6dUrSDO1lvbzFysceOsUnKNGjZrF5vi1qiRpWpvtx00ehEWL7HZoquvLpl+mZNjax07d7b1rCefbKm355xTfMayVSur0nvFFbaf9ZLIOV3mWbvWZm26dLE9neN5/nnbdui885ILpnNzrcDTqlWW+rjTTtD0F3v8hx9sZieexo1tVqdv35LpkA0bWjB9223Wt159NX7KZM+eFjh98IEH1JnolltsW7QjjyyZTq1qA4Dz5llQnWwwsXadBcArV9rXDRrY52P9+jZYuGpVUf+rXduKU+2zT/xguW5d2+ng0UctODrssJKvyc8PN/3cVc7ll1uV7MMOs8+jeL/n+fPtc2XuXPs7edRRibMZfv7Z0mzXr7fPw379bIA69vVbbGHLVEaPtiKN0X2kUSMrgvbqq/Y5lui9fvnFqn1XpLioc865yglttU0kjfsp4C9gkqpujHq8lqquEpFRwCHYPtXz1CQdTEcqil8iIoer6qwUfhtZ4733bMa3tDWqv/5qKZHxCkm98YZdBDZtCoceaheUieTkWApcrdqwcrnNHl1wQfyiTjvtZBfE77xjAct779ks9JlnFgU3DRrYDPb119u5GjSw87nMcssttnb6llviX2jOnm3BRJcuiVOs4ykstBmhVassWOnc2S4am0S2CDljgK3FXrfOZoYKCuzfS5fadlnPPWf7WF98ccnt4tq2tSBn1Cirwhxvf/a6dW3m5/33y99mVzVeecWWGAR7h8dmwzz9tL3mgANgl13Kf94FCyyFNjcP1tWC3Xazfhfvc6+w0DJzvvnG3uvtt21XhHi1JLp3t3XSTz4ZP6BW9ZTvTHXPPRZMH320VWSPDVxVLV379tvtudNOszok8QLc3DwLyJcssc+XAQOs+GZpywh239361uTJJfcB7tfPPud++aVkpldg2jQbWHTpNWFCeOdu3Tq8c0O4bXeuugv1T3skiH5dVX+LbIUVpGYHK3N3xtLB51R0Zjlqe673gFWVbzWIyGARmSAiExYvXpyKU4ZK1S4Og9SwRIJZvu23L/74N99YwLvttnYxUVowHa1RQwvORSz97YUXEq+5PuooS7/t1ctG7I8/3kbtAzVrWkC9zz4WGH33XfnakI2yrX+BBbsPPGBbn8VbVrBqlc2e1KplM4XJrD99/XW78OzTx4LxeMfWrWuDOC1b2kXF1ltbAHXiidamggIrhBdvJrtPH7sIHTbMBgTi6dHDLlbXlNjcL7tkY99KZNUqK6Sz444WVMcGoqNGWa2G7bcve+u26HNefbUN4OTlQZPGlj2z006JP/dycmyG8LjjrK/l5tpn2W+/lXytiAU18+fH70uFhamp/pwO1alvxfrgA6v30L+/3cf+joLf+Y032ufPddfZ7zn2dXl5sOgv+GW6Dfj16mWfUe3bl/17b9PGPj8nTiz5XJB5lijgWbXKsjSCfYRd+vTqVXJAJFXq1LZbWMJsu3PVXehj5apaGLlXEckJAmcR6QnsC0ykgoGwiJyBBdP3Y3tdL0nwuqQuYVR1uKr2VtXeLRMtvMwgixfbFkVlbfvz1lsWlESnhK1fbzN3jRvbKHiysyctWtgM4I472v6wl15q6wjjadbMgq1TTrHZzNj10jVr2oVKcM7CwuTaki2yrX+BDZasW2e/l3jOO8/SZs8/P7lU7w8/tJnh7bdPblY7IAIdO1qw06iRrbeeNq3ka045xQaenn46/nl69LCg/Jtvkm9DJsnGvpXIPffY59q//10yTfqNN4qC6fPPL9/n1uTJNsu9ZIn9vtu2s4ycZLZu69jRClDVqmXtWxLnL06QJTErTq5UXl72pnxXp74V7a+/7PNjq61sUDd2WcjKlfb8m29arY8rrrAshFhz51pfXbTI+scJJ1hwEp3Ns26d/e2bNatomUEgJ8eyzH74oeTAdOPGlrn1++/xv4efI5XFPaDODunaMsu36nIuPFWafBYE1yJyNHAH0BU4X1VXlnpgHCJyLLbX9Q3A/ar6R+TxXiLST0T6iEidyPtqskF1NlmwwO5Lq+5ZUGB/8GOLmgTFzPr3r3gqYs2aNlr/j39Y8PLooxbYJJrt23NPW4M7fboVLIvWqJEFZ7/+CmPHVqw9LvWef97Sp2OzGwBmzrTf5cEHl6y+XJovv7QU2hYtkktVXLvWqtWvihqGq1fPsiDq17ctlVbFDNG1aGFB1Nixto41VvfudiEd2x9deqxfbxWU99qrZJ+bNcvSbjt2tLWspW0lFPjsMwvA69WzgHjXXaFGnM+7vDz77Hn/fcva+eYbW24QrWHDomUzd99d8hzBspvYPlhYaAME8epXuPQ5/nj7W3XrrSULkM2da/1lwQIbDI5XhVvVBpNvvdU+W1q1tDXR0cuvFi2C4cMtbfv9920g8aWXSg7+bbml9ZN4gzF16lhAHs/UqXbvAXX6DR5stzAsXWq3sITZduequyoNqEWklog8CdwFtAX6qeq0Mg6Ld562wH8iX85U1bmRx5/Btub6DBgHvCIiA6F6B9Vr19p9aanaP/xgFWa33bb443/8YaPpqZhwaNvW0tt69rSU7SuusDTaeA44wEbd4+39e9BBVqws3sWqS49ffrGgM97/oGB2ZLfdyn++adMsM6JpUyv0FH2Rum6dBeirVsHqNZY+u3ChHTN8uBXOGz0aXnzRvg4Cnlq1rKhYfr5trxSrRw8798yZJZ9r2NDSwn0QJzOMHm3B57HHlnzu5ZftfujQ8g0CTpliA0LNm9v5gv1+CwutP0yeDOPHw7vv2q4Dn3xis4h//GEV7Z95xrb/i9aokf1/WL686PM3kOivzKJFNnjZoUPZbXZVY/Ro+30PGVJyMPDbb22Wef1627It3hr9ggLrWy+8YBlYxx9fPCgvKICvv7bZ7XjGjSs+8BwMtvz1V8nX5ucnrjI/aZLNsHtBsvR74gm7hWHNWruFJcy2O1fdVfUMdR7wAPA4MEBVp1TwPPOB24AJwMMisoeIPItt0fUMMASbud4XuDcyI051rQAe/JGNN/MWCPbYja0Cnptbvhme8qpRw0bJjzzS/n3ffXZRmuh1v/9ubYhWs6YF1V99VXKWx1W9/Hy7wGvXLv7zQUBb3lTWNWssi6F+fZvpC/qfqg38PPecbTOzfAUsW2ZLFUaPtovPeKIfb97cBmo+iLPxXnDBHK8/ggXc06bFrwPgqtYDD9igWrwZt/fft2C2ceOyz7N6tQ3aNWhgAzc1a1p//u47+GOe7VTw9de2TGXu3MTnGTOm+L7BUJQRFGQIBYL/D7EDnMGa6x13LLvdLnwbNsC551o9hpNPLv7chx9a9kPjxrbmPt5yqsJCuPZa+6zaaSfLkIndEu37723ApjTBgCQUDcbE/i3Py7PPzXhFqfLy7HPz4INLfx/nnHPhCa3KdyKqOllEpgbp38kQkW2BBaq6WlVfFZGNwE3AF8Ai4ATgk6CiuIiMAT4BzheRTxOtsc52wYVdvPV8YPtTzphhKdmxQc9mm9nMdUFB+QLr4cPt/tCYrwM9e9rFxWab2bqzV1+1C9rLLy85M9OpE3z8sbUt9iKzb1949lm7WDn0UFwarVtnwUSDBvGf32ILu1+ypGj2rzSvvWYXjIcfXnz9akVHxmPTI9u1sz4Vq1kzG1T69df45+nSxQZ3fv01fmq7qxqTJlmQe955JT+TNmywQbZEgzux/vc/+2w75BDra4WF8NRTFWvX8uU2YBPdFigZ2AdrY6NfCzbrDd63MsUDD9hgyGOPFZ/5DbKr2ra1ApmJPveCYoq77hq/UOPGjRboliU6wyEomhi7W8Hvv1vfjTcYM3myzaIfcEDZ7+Wccy4coc5Qi9kr9vEKBtMnAj8D/aLOMwbb5/oL4ElgXFQwXVNVJwH/BvYC+lTke8gGbdvaBcG8efGfHzPGRr733rvkc507W7D0xx/le694Fw7Rvv/e0iaXLbPgfdAga9uDD5YsMhZUdI63brVbN7uY/vLL8rXLhaegwO4TDbh07Gj3CxeWfa7Fi+13usMOxQOOVBYNrl/fAvag3QERS6lMVEE++D7iBeOu6lx8saXgH3NMyeeCz6lWrco+z5LI7POOOxalwsZL9y+v2FnDhQvt/0Tsmuhly+w+tqbF8uUW1HtabvotW2bb//XrVzyVe9kyK6zZvLndJwqmp0yxTImuXRP/TaxIpsv331sfCT6LAhMm2N/ReBWYJ05M/PfdZZ50FwZL9/s7V12FnfJdG5shrpRINe/nIl9eJiJ/r/hV1TexAmcjVDW6DFYQvgVrtDtWth2ZqlYtG9GOV8gEbG1g+/bxqy937WrHl3f/wV13tXXSZXn1VbugqFfPZpvXrCn5Ho0a2bqvl14qWcCsbl1b7/3ee+VrlwtPWQslttjC1rKWJyj++GO7+ItdehBvC6Lyip3xq1PH7uMVxevQIXFRl2BWKNEMtgvfd9/ZmtYTTrDPh1jBYEeQFVGasWOtr3XrVvTYp59WvG2xM9Fz5liwHjvQ9NdfNiAQW+Bq48aivunS6+qrbWZ46NDijz/yiM32Dh1a8vcXWLrUZrXr17e9oxMp7/aT0Z9Xy5bB/vsX71N5ebbGv3//4oXOApMnW9q6D9Q451z6VDqgFpFjE92AOHMMSZ//dKya953ASGBPYMfIc7UBVPVtVZ0ds9d1EFB3A1YC1XreqVevxEHJmjW2x2U8NWrYeuVly2wGpTxi1zwnEgTQnTvbSP9zz5U89rjjLKU4Xhpmr152sRC7vYirWsHvLNH2QjVq2OxJWf1iwwbLRth665IzP5VZtxy73VYQiMXbc7pVK7tgXr265HONGlnKemVmMV3lnHeezQ4m2p5t/HgLdBJ9ngVmzbLZ6e7di4KQym7DF70+Nj/f+lG8AmNz55ZM94ai9dsuvcaPh8cft7890YXI5syxWg377mtZX/GsXGn7UavCYYclLhIGRdtglSUYqJk+3e733LP485Mm2Wfn4YfHP37mzNIDe+ecc+FLxQz1C8BFwLlxbmcnPqxskWD6KayQ2R3A5cBC4BIAVS12CR9nr+tewInA78CkyrQl0/XubdWQ4wXFjRrZc4nss4/98S/Peq+CApt9Lo/Jk+1CQMQuUjZuhLffLv6ajh2hTx+r3Bzbxv797QL0hRfK934uHMFMb6IZm4ICC4hjC/LECrZoi7cOMNG5yyN25jBIB47dkgaKqtkn+v+w5Zbl+3/gUu/7720Q7tRT48/EbdgAH31kKbalVfdeu9bWx9apAzvvXPR4eQcCyyM4V2w7VW0Gc9ddSx7TqJF9Dxs3pq4dLjnLl1vxsFatSqa+vvyy9asBA+Ifu2yZFSHbsMEKgEVnfOXmWrHDb7+1KsxBVk95AuoWLez1U6faLHPsEoLPP7d+Fq9A3/LllhFR1lIsV3V69rRbGGrXsltYwmy7c9VdKgLq6cA1qrpv7A04CKjQVlUicgwWTN8H3Kmqy4HVwEfAQSJyWLzjVLVQRGqKyKlYEL4DcKqqxtmIovoI1k/FW3O8774WQCSqmN2okQWvM2cm3jsabIZnxIjk2hVsm9Wmjc1Uv/tuyaq4Rxxh9889V/zxHXawtO9bbvHKy+kUFM1JFPQuW2YXhKUVJFO1rWMaNoy//jXecoTyiC3eAxbYN2liqcOx6epBQD1nTvzztWtX/noCLrX++1+ruxB8HsT64gsLRkubjSsogBtusNcddFDxIoypDKgTWbvWAq4ttyz53Gab2X15ag241FO1ba0WLoTbbis+GLJ+vRUZ69UrfvX4devgppvs79ChhxbPkJg3D0aNsgHDSZNsQGXuHzabnWimO1qLFtamjRttd4xohYVWzO7AA+MPIgX7T3sQlDkmTrRbGLbYonzLXSoqzLY7V91JZXeSEpHrgRmq+nyc52oCT6jqGUmesw42C10DWxu9IOq5HYBvgedUtUR5BRGphRUiuwn4HjhNVacm8/7RejdtqhP69Sv7hWmm2FYftWvDTt0pNoyxbp19SG7eqmShnEBunqWcNWmcODBasbIo/XoXvgXgO+JMxcToEAl6Cgpg/gJLEd6+a/HX/DEPVq6APrsXXz+2bJldNHTpXHIP7WwgY8dOVNU4cwsmG/rX8uUwLk4hscDqVTDpR+jYIfFWRuvXw68zoXmz+Gtj16+Hv2LWYJenj9WrB63i7KG+Zq1d2G4Tk15eqFZQaMstSxb+AZgz2wLqQw4p3x7H6VZa/8qGvhXtk08shbZb9/jPT/8Zli23NfOJRmnnz4elyyx4bRizrCC2jyXzGQbWZ3Iib1wYKeTYunXx/hf0865dS840Ll8GU6bCHnvY/4NMV536Fljf+P4H+5zaMmYgbtFCmPErbLMNNIiz9nn6dPsbuXmr4pk46zeU3DM6ul+1awvzSskOa9AAWmxmn1Vr19pnbPTnzoaNVjegS5f4f7tn/WZ7pA8YkNrtL8NWat/q3VsnlLeoS5apbEGwoe/aPNIjA8ZU6jzDhlWuHZlMREq95nIuLJW6ZBSR+qp6fbxgGkBV85MNpiPHbQTuB+4NgulIxfCcSHD8FHCGiOwT59g8bFb7OGBgZYLpbCJYetmqVbAkpuhS/fp2cbl4ceI1fLVr2RrZ1avjF6HKy6v4WubgPWvUgGZN7etVMWtYmzezi9Tly0o+vnkru9j502d20iLYG5UEY2/5QRXwUtYTrlhh94mq5hZWcFyvVoL3rF/f/k8si+lPOQJ168CSBAXUate2b7MqZjNdEcWCk/oJ+gfYwE6jhomD6ZUrLZhu3KhkMJ2XX3LAJuk2RvXR4P9EYUwl+eCzLl5aZvD/I9+zbapcfr4NpDVqCO3iZA/MnWu/s3jB9MqVFkw3bVI8mM7NKxlMxzu2tMGTxo1sFnrtWmjarOQg3vp1dt8ozhIIIssLmjbNrmDaOeeqo6T3oY7MHt8BnAo0EZFcYDLwJvC4qiaooZscVV0X87VSdEn/DnAecLyIjAMKo7fiihz7SiraQadOtu9UFmiXBwd3g3lzYdSNVkE7sHyObUOzRws4+eT4x0+caPtKD9ihZCrtV1/BlD+Lvh6NjZQOpOyfzRG7FqX5Fhba/tJ1l8OdVxS9prDQtilpp/Df+4ofn78RLj8b5v8Kv4xNPMuekSTR5X9EFvSvBdNg4A5wy0mWRhvrq6/gggvg30fZDE8sVbjwQmjQHI4+JP57zJ1rywGilaePHbp34gJVn35qxakeOq/4hepLL9m6xC/uLFlo7f334corYeoDWbJfcGn9Kwv6VmD9uv9n77zDmyrbMH4/belg770ERMCJDJGNGzc4QFy4wPUp7j1RwY1bQUEUBQUFRHEAyhIVAUFRhgiy96ZQup7vjzvHpslJmo6Mts/vunIFckbeJG/Pee9nAueUA27tDfTv77993z7g7FOA3qe6z8Fdu4BHHgFSKrDYlPN7q/K6tmiR/zH5uYYBwHVn5hYu774LnHJ87vZev/7K18c/kvv6C3AMAwYA3z1VTHoGl5C5BQDPPQM89A0wajhQ4djc25YvB66Yw9/xtNNyb9u+HXjsMSClPND3kpx5lZ7OMG83cs2rA8ANNzAc/I8/cu93zjkMCZ8/H1i8AXjoZv/77nPPAVvKAd+/5S+aFywAbpwLfPgu0CnAPT1myeu+WIxxPlohgz9dWbuuaM4zcKC7lzqcYzeMkk5BPNSvA7gNrJr9CoAPQKH7JIC/RSTAkjk0PGHiQVHVqWAbrT4A6nnypkvuFTpEypShIEhKAu65h6HeDo0aAZdeCsydGziH7/jjeY6ffvK/oC5dWvBxeYf4xsXxffbuzZ1LHRcHnHQS87h9vYpJScyLPHgQeOaZgo/DKBiOMcT3d3FwcqsDFVtau5bbjj3Wfbv3e+SXYNWe69enZ8q3AFmzZnzdrT2WI7DNQx1ZnPoObsXIgJxrRQ2X8P7sbODZZ/nsG6q/caO7mM4vxx6bW9Co8uHrUXSuuW5pDU7evluqgRE+9u+nMO3Uyf0a9Mkn/Lvv2DH362lpzLUWYUVv57fOyAgspn058kgef/LJwJVX8jxnnw1cfTXF9K5dwJIlLGLnK6aXLWPnjssvd/dAf/IJ/14uuii0sRiGYRjhI09BLSKjReQ+ETlXRJoCuBTAaFXtoKp3qupAVT0JQBMAcwB8LiIn5WcQItJfRL4HGCYeTFSLiDPmjwGkAHhYRBKcyt6lnYYNgfHj6fF79tnc2667jjmKX33lfmxCAm/Oe/cCa9YUzXg6dPAvZnXUUVxkzJuX+/Vu3Zhn/fnn/uc54ggK7s8+K5pxGaFTrRpDtdcFsI474sEpXubL77/z2a3FkENyMtvCtG0buuC47LLg2x1x5tsiyykU5Na3PcsJX7cQyojizJ1AleIdQe2blwywWNmePRRMvsXt3NJUrr+enuK8Wm9506ZN7v8fPEhB7VtTwDEMuNWhmD2bOdehVH42io433uA8uMGl58jevcDXX1NM+/aNfvppzsvTT8+5xqWlAaNGhf7e3gI+JYUFperXp5E4PZ1dLxISckc5ABTSb73F+e4WUbZ0KWsO3HVX4TokGIZhGEVDKB7qDgCeAvAF6JUuD6CdiLwuIgNF5GQRKaeqawFcCGA2gCGhDkBETgcwAkB3EZkGBBfVXqHd3wP4CcDpAFyyokovp5wC3H8/hfOyZTmvV6nCKqe//grs2OF+bNeuFE8zZwYWSKHStat/j2CAC4CqVfke3jndtWszZPiDD3J71x1atqTHqbD9ZI38IUIR4FRs98URD26/GcDK8+XL591Wq1YtVqs94wx6cILRtq27F9CbQF5PRwS5/Q38lwOb6L/NCB95tWZzjDm+gjo1le2OKlUCWrTwP8438uHqq3M8jWUSaIA85ZTA42rblgLcdz6sXMln3xSHnTs533z7E2/YwL+D/v1LdLRrzHHgADB0KAWzW7u+GTP4N+/b+3nDhpx2VE7F9oMHeW8Kldat3Q1AAO9hkyfznLfemruY4++/Ay+9RIH//vv+Qj89nRXHa9QA7rwz9PEYhmEY4SNPQa2qRwEoC+A4sKdzlue4cwG8BWAugL0isgrAZ55tHUSkmZc32RURaQTgIQCbwEJjXURklud9A4pqT3GyDAAPAGgIoH/eH7V0cd99vEmPGJH79csu44Lu++/dj4uP57HZ2cCXXxY8l+bSS90XuA7t2jF0zlvwA/SQHzwIfPGF/zFJSXxOSyvYmIyCc/rp/K3cRHNeHupDh/Kf956U5F5R3KF58+DHp6cDv/xCIVS/fu5tTli322dx2rOZoI4sjvEjUNG6tWspVH3FxZw5FESnn+4uVGvUoCC+7jp6pZ1riINTzLFPn9yvd+5M8X3iif5h3atXM3+1WjX/MN1//3Wftx9/zPP873/un88ID2PG0At93XXu2z/8kL+jb5uzH3/MSU9y+OWX0N+3SmX3vtEOixezyF6/frnvk4sW5Ximx4+nkdkbVeD55+nBHjUqcFcFI/YobIVvwzBim5ByqFU1Q1WXquonAP4EMF9VGwOoAqA7gNvB/tB1AJwEIAnACgAHReQPEfkkwKmbAGgNFjO7HsBjAE7OS1R7eak3AvgcwKehfI7SRMWKtF7Pnp07V7RmTRZemTuXQseNWrW4wNy7Nyfvz83THIi+fYP3JAYYdhsXB/z1V+7Xmzbl+3/sUjfeyWv1XRQb4adnT4rN+fP9tyUl0SMXyENdpkzBjCCBKtIDgXNtAb7X55/z+dZb/QWRk+vtK86839O3WJkRXpxogUDXjcWLGWHjyw8/UIQHM77ExeUdwl+pEgW382jVyv86o8p81+nTaUR6+OHc29PSgK1bgR49/F//6isaM/MTZm4UnhEjgCZN3O9f27ez9VmnTv7GmC1beH3wNuK61Vxwo3Yt3n8DRSLs2MFCeTVqMM3JYdUqFrSrWxcYN879b2HCBPbLfvBBFjUzjIJiAt8wipaCFCV7BsBVnv7TB1V1jqq+4cmlPhnAawAOg7nWgwEsBoWzG6sA3KSqToj4cFBUdwjFU62q6wFcUVpaY+WX225jCKWvOL3ySoqKqVMDH9ulC4+dO5cLySOPDO09Tz01NKt5fDxDgN0KXR19NEMnfTl0iAscy2+NPJ07U7jMmeO+vUKFnNZYvpx8MkP1fXOZ8yKjAIXBduxgsZ79++mVcutd7tQHcMtldUKPzfMTWTZs4HOg4nSpqe7bMjODi+miIj2dQuaXX+jRfOopf4PM/PmM7OnaNffrP//M8V91VfjHaeSgyqia9u3dxa1T2+Hoo/23ZWXlNsSFkmZ06qnM0w5m8FVlmHl8PPCAV5eLXbuA11+nYef9990Nhr/8ArzwAu/NgwfnPR7DMAwjcuS7bZaqjvcUJ3sawHUiMgVsm5UGoCMYfv2NquZZPkpV1zvea09hsd0i8rpn8+MiMktVu6nqf74qEYlX1SznWVUtADgAVaoA11zDVljXXZcT+tqyJQtATZ7MYl8nnuh/bHw8PSojR1KANGlCr42vR9mbzp3d2yYFIlg4eVYWt3svhNLS8s7DNcJDYiIr1H73HX8bX6NG1aruRb4ALjSnT2dbrIsvDj2H9FCAv+xAnplVq5iXn5DAGgJuxc2ys9ntJzHRv9AUQOFftmze+dlG0bJmDf+23bzQAOecW9RAQoK78a0o2bCBIujwYaB3b+b4+87h1FSmqdSu7e8N/eYbCiVvb6QRfg4coBE2kJHGMeL4hlUDNCZ7R8gEK/zVrBnvfaGkifzxByO/Lr88J70hIwN47TXO8XffdfdMb95Mr3Tjxox28I26MWIHt3ZURUW4jYfhHLthlHQKdFlW1aGgeP4VwNUA3gDwHoDrwEJhLvU0A54ry/OcKSKiqvvB1lyPg57q2c6+ItIdwM0iUsk5zgjOww9z0fnii7kF7D33MOx6+HAu+Nws8O3acSExbx5v9h06BH6f88/PX99eZ7HjVvl52TIucnwXrW5CzogcF15IT4pvP1WAYnvnThby8aVKFaYQ7N7Ngnih5uXXdsm7PvvsnCrd3vz+O+sClC/P6rxuYjori97rf/7Jid7wJjubXsbjjrPCUZFm1Soa/AJ974mJ7ikqZ53FVANHHBUlqamcU1OnUsDcey97YPuOMS0NGDaM43j22dzbt2+nkad/f0sjiDROBEGgVJRgf+MVKuRunSfCtBdfTjmFIf55iWlVVub++WdGOHTpkrPt889ZxX7wYP+cfIDz/t57KfC//tqMfbGOkzbiTVGFV1coz0e4cBu7YRihkW8PtYOq/gKgt4iUAdAczKfeqKoFbrikquqIahF5A6wZ85gn/PsJAM8BqAhgPACXhiiGL3XqMDzx7rvpmTv/fL6enAyMHcuL58SJzOm6+ebcHqK4OHq433yT29u3Z0jbunVA5V+A7Czg7C4UOPkRINnZXBjExfGc3mzYQGv8oEH+xyUlBe51bISfnj0pCn74gdVvvTnzTIYsfvklcO21/sd2787fdu5cemQ6dMjbOJKUxLnVqTG9OQ0a+B+jygJRv/3GQj6PP+4uXFavZhGfbdvoHfItQgVQPK1bR0FuRJZ//gnei/yEE9zz9zt1omd42jR6j33bZhWE7Gzgzz9zQrjPPptz3000rVsHvP02DU2DB/uHDzsen9tuK/y4jPwRH0+BumqV+3Ynn33LFn8DXJUqFLCZmTkV2xs0YNTW+vW8xjRpkvc1LD2d+8+fzzSUKlWARx7JuV86hsC+fRnJ40tmJvDQQ+ywMHly6KlXhmEYRmQpsKB28FTbDprD7KnKHVKzIy9RvU9EXgKQDeARANMBHADQRVW3FHbcpYlBgyiehwxhOJmT41e2LKucfvkl8MwzfNxxR+7COccfz3C2uXO5CGjbll7lSp7q3L4VlAOhSkv79u200u/dy8WJb1uROXO4SDnvPP9zVK5Mr1FqauBqwEb4qFiRUQszZ3JOeRtRatRgbv6oUQyl9q6OC3Dfyy+nSJ4xg8XuevYMHOLrkBDvnuMIcLH5449cbHbuzPP7hkLu28fe5T//TO/188/7F40CmHv9/PNMWcirv7VR9GRmBhcnrVtTNG/alPv6lJjIrgSDB/N3PuuswhX+2r0b+PZbzpsqVdjnt0YN//22bWNkz7x5vBa9/jpw0km59/nmG2DSJJ6jSaAqIkZY6dGDv4FbdJPTI3r5cn9B7YSB79iROyS8QoXgkViZmcDBQ4xa+PjjnJoMSUm8PnoXQNu+HXjvPRbhdKv+vmMHw7wXLeL8OvfcUD+1EU2GD+dzODy9+w8U/Tm9CefYDaOkE/ZMHBEZAGCwiIQcrKvKoFBPfvSfYH72bgAdVHVJWAZagomP52L0yCMZ6j1uXE7YrQjF66hRXHQ89xwt9t5cfjkXAr/9RmH+zz9Adohhu9u2UUC9/z5bmHz7LUPw+val19Kb7GwWXjnlFHdPkxMe7ttqy4gcV1/NPGO3XPobbuDicNQo97zWuDi2U7vxRi44J0zgnMpvX/GsLIrojz/mc8+ewBVX+IvpLVuAJ56gd6h/f+Yeuonpw4cpylJT6QWytILI06wZ51UgTj+dv+8PP/hvq10beOwxeg2/+ooCKb+kpXGeTJjAedC/Pw2Q3mJaled+6SV6GX/+mcaXyZP9xfQPP3DunXgiDZVGdOjZk8bbpUv9t9Wqxbnz88/+25xWVoG8274cPsx0lg8+oFA+sJ/XkbPPpkFl2DAa/RwxfegQ8Mor/Pfw4bkLmWVlMQz80ksZKfHhh8Att4T8kY0oM3Bg+Cpo79rlXsi1qAjn2A2jpBNWQS0iVwN4G0BlAEHKegQ8vhMY5h0HoJuqBimJZQSjShUuHDp2ZKXQu+/OnVvWogXw0Ue84b/4Yu6LdlwcrevXXMNw3RkzGMa2fgNFzdSp9BQuX85Kz9nZtK5PmEDvwNq1XFheeik9my+/7C5sNm7kQqNzZ/fP4IQZT59eNN+JkX/69KFHbswY/22Jieyhmp1N0RGoLVvr1hQr1apxETpuXGiLhL17Oc9GjwZmzeK8vPNO5na75bW+/DLH8tFHbJ/lFtWgSuGzZAkXw4G84UZ4OeUUhuWvX+++vUoVFrSbM4e9nn2pWZPCtVIltgqcPz/vXH0FQ3LnzOEcWbyYERjPPsvK9N5zavVq4NFHOafWreO18KuvOP98jX+ffUYDTYsWvFZZT/PoccYZFLZz57pvv/hiphj5Xn/KlWMRub/+Ci6qVYGVKzl/fvuNc+GII4Cjj6Fx+oILgObNcxv7UlMZDbNzJ+/F3jUhli2jAfuZZ2hk+u03GgsNIxyYeDaMoiNsglpE+gMYBeAlAENV1S9YRSTPzFsFW3CdoqouNmYjP1SowHDdl17iAuOmm3K3Oqpfn9byw4cpeLwLTIkw73XYMFrca9VkCHDDhjzHsmVcyH76KSuVfv45BVCvXhTo117LHLGWLQMX51m3js9OKJ4v1aszJHfKlMJ/F0bBqFSJRpFp0yhAfGnYkKJj1y4uFgO10qpYkbnKAwZQ/H72GcNn3UT49u2cT598wgXuCSdwDC+95N4WC2DO/549HEOwvMNPPmHl8iFDgEsuCfbJjXDSpw9Fx8SJgfe58UaG7Q8b5i68y5alEOncmXNz/HiGbnuTnc3IhfnzgY0bgM1bGOXQrh0F83XX+Rd92rSJ73n4MD3T06fTY+ibrqLKvsdDhlCQ//RT3ikNRnipUoVGskWL3Lc7UVJu17KLLuJ16vvvef3ZsSO3kSY1lcblmTM59x56iPOvQnkgLsDKZs0a1jTZvJmGG+9Cnz/+yCif/ftpZFywgPdLwzAMI/YpdA61Gx7P9HsAXgbwsqpu9LxeBUAlAFtUNc2TL53g3RbL6xwCVhHv7CbGjYIRF8c86aZNKSAGDaKIdrwoLVowr+uGG7g4uO663AI3Lo4W91qeCsy338pnVS5U//mHQrx2beCYY/LXz3fzZnoTguVAHn104F7IRmR44AEaTYYMoafa10DSvj3F8qOPskjYqacyb98tjL9NG4riiRO5oFy6lK1BGjQALtvFfMSJ6zgvzjorcDqALz/+yMV0u3aB99myBXj1VVbcve++fH0FRhFTvz49gpMnszhigsudqWJFRhFcfTW9f9dc49/yLz6eHr0jjmD0zLhxPK5mTQqiAwdy2iHFJfA69fxd7n1/AV7Xhg/neD76yL3FksOYMSxCdvXVFNZW1Ts2OPVUFtb0LjDm0Lgxw/rnzuW1xZukJF7jpk5lPvznn/P4evVoLN63j/Pj/PMZWh6sldWBAzQEz5pFg82bb7IeicPixTRUN21KgR5snhnFC/MCG0bpoMg91CJyBICRALYAmOAlpt8A8DOA1QAWiMgrwH/tshI8+zQTkcs8r6uqZpiYDg/nn8986KVLaSn3trw74d8VKrAYyqhRtJoHQ4QVxTt3ZrXdjh3zJ6YBeh9r13ZfTDvUqsXCQZl+JhgjUpQrR0H9zz8Mv3bj9NM5v+rVY9G7++9nT3M3j3X58kwpcMT3oUOsfnvgAMv89+1LT3OvXqGJ6exspg907x68+vyoUdx3zBhrkxUL3HwzhcqSIFUyGjSgSK5Rg+J1yhT/0G4RXoeefppzJjubFeYzM+kRvP56Rje0bMm0g0BiGmC6yubNLBoVTOTMn0/jzGmncZ6bmI4djj+e0QWBWqtddhmvF5s3+29LSOC98vnnaahp25YRMxkZNMQNHgycc05gMa3KyK0HH6SYvvhiVqX3FtObNtGgV6cOoxpMTBuGYRQ/wuGh3gjgDgDPALhORFaDod9dAXwDYCyAMwDcJCLHq2p3j6guB+B+ANeKSC1VHRaGsRle9O7NMLWnn6ZlvF+/nG0NG9Jr+O67FE0LFzLvuUcPehCLmjVruKjJq/iKUw3YBFB0OfdcenRGj+Y8cpsTjRtT/Kxbx/Db8eMplq66ip5pX2rXZp79pZdSBB37Jl93y7cPxt9/M4w8mHd6506KsWuvde/9akQeJ9913jz3+eFQsybn0pAh/A337aMo8hU1VaowquGsswo+pvnzOaYzzgi8T1oar6ENG9LDHsxTaUSeY47h8+rV7v3pzz2XHuNp03htcqNcOQpo7/7ReZGRQWPdzz+zoObzz/tXe9+8makMGRn0gluKgGEYRvGkyG/9qpoO4C0ADwC4CsDvYJ/qSwBcpaqPAzgHwNMAOorIKM9xqQA+BzAPwLSiHpfhzpNPUrC8/DJv6N4kJVHgfvIJ95k2jQJ8+PCcdiBFwfbt7OVatizFVDD+/puWfKvEHH3eeINFnd57L/h+DRsynPGTTyi8hw9n+GSwKIOCipLsbBbDS0oKvvj9+GMuYu+6q2DvYxQ9FSsyhHv6dFY6DkZiIlMKrr6aHsAXXijaaxJAof7jjywOFSza5o03aAwcPZrXMCO2aNmS94sVK9y3V63KfOl583h/KQqyspmW8PPPDPkdP95fTC9axGry+/YxFztYOy7DCBcWkm4YRUNYbOme3tRvAbgdLCz2MYDvVfWgJ2d6N5hf/R2AM0Wkgee4qQBOV9Wgfa1DIYSCZwYoXL76ipWXH3uMYWm+HHEE86knT2bxoD//BFavYVXvuXMLHn6dns72Mk89RS/Pm28G7y+9dStD4qxPcGzQogXDZydMCK29TKNG3LdXL7ZPe/xxLjgDVQPPL1lZOR7x++8HUgL0Fdi2jcXz+vZlPQAjdrjnHorTUCr5izAU+8EHGeHyyCO8fqWnF34chw+zYn16Or3PgZg3j3Pu5puZA27EHmXLsjDhb78F3uemm4DKlWkcCSS8Q+XgIeDvlQwxHzyY9Uh8DYSffsr3LFeO10DvEHCjeKOad4eBgtKoIR/hIpxjN4ySTliKkgH/5UaPBLANwGJVPez1ehlV3Sci7wM4G0AjEdngyZvO9/JaRBqBn6UcgL9UNdNT8CxOVfPZ5bb0kZLCQigdOnBx+u677tVF69alR+/WW4Fq1wBr/2WPzEmTgDPPZK/qUDw0W7ZwITpnDlt3NWzI/MP69YMfN2wYPQ033ZT/z2iEh8GDKZIfeIAFowKJWIfEREY5OPmHo0bx9YoVGe5Yty49RlWrAh0PAGUSmFebksK8VJHcPdQBip7VqzmO9euZ63juue7vr8pQ4exsRmcYsUWvXjTUvPACQ/ZDSS/p3Zthvffey8iDSZNYGO+YYyikkpP9j8nOphdRlQadpCSKnsOH2QZp/Hga8B580D1MGGAhqfvu43s8+2whPrQRdi64gHNq3z73aIPy5Zn77uTXt2/Peg6NGoWeXrR5M6O46qwCEuJZf6R9+9z7ZGez68Unn/AaOGVKaHUhjOKJeX8No/QQNkENAKp6WEQmqmq2iIhH5IrHgw0ArQHsB7BWtWB2MRG5HMBjAOoCKAvgBxGZrKqvet4336JaRAYAGAAADUtJgmWFCmwPcsIJ9O599FHgYj1JSSwOVqsm8OqlzA1zek4fdxxD1+rX50IhPp7e5+3bKXoWLqSgFmEo5V13MV8yr0XL119zsfLEE/SYF2dK0vyqUYMeujPPpKHjhRf82wm50bUr21UtWcI5sWYNC+QtXZpTAM/pYnXvve7niIvj/MrwXE1SUhhlcd55gd/3iy9oyHnhBc6/kkZxn1sJCRSzbdoAd99Nj2FeRhqAkQYTJ3IujR/P33jmTG5LSaGoFmEUw+HDfEz23HEGDeJzfHxOqHmFChQ+gbzO33xDg1Dt2vSKBytsVlIoznOrd28aPWbNCnx9aNCAqSjvvstr2vz5FN9HH81rxRFH8Pf2TjfavRv44w+mHaxfz2316lKI13QR00OGcJ4OGsRrkKUuGYZhlAzCKqgBwBGzvh5jETkRQA8ACwHsC3KKgIjI2WB7rvcBzAeQBuZuDxaRzqp6aUFEtaoOBzAcANq2bVtqAmBq1eKCoksXhmEPGZKH0BVW8544keHfkyZxoRmo56cIPZB33EEBForwAhg6N3Qoxf6DD+bzQ8UgJW1+nXYaDSr9+gGXX04hdNppeRtJRPibnnBC7tczM+kdPP4Rep/vv5D5sYcP06MYF8fnjAzuW748F7udOrl7Ix0WL2ZeY7t2OSKqpFES5tYxx9DTfOmlNO69+GLwyv8OIgydbduWXuclS5iesmULI2GysxnlUL48BfMR37Nf8KDz2VM4LY0CqkkTziW390xLY6TMhAmct999R6NSaaA4z6127dhxYNq04Aa3cuWA229nS7aZM2mY+flnpho5VK3KeXTwYI7xr2pVRm6dfz7QZLD/eb3F9EMP0RhjSWklE6eg4sKFRX9ut0r0RUk4x24YJZ2wC2pvvMT0xQAGAmgJoJOq7i3gKc8D8BeAoar6r+fcM8Hc7TtFZJqqnl5QT3Vp5OSTmS99331cWN5wQ2g3/hYtuPi97z5a6levZoukjAyGgdetSyt/hQr5G09GBkV0XBxzuENZWBuRp1cvenT69GH498iRDL0+88z8/2ZOr9eKnlDIiy8u/Pjmz2c0RK1a9FKbZyi2uegi1lS48UZGpTzxRP4K1aWkMIWlQ4fA+9RfyecrrgjtnMuXUwytXQvceSeNfNYeq3ggwt/5hRd4X6pcOfj+FStSHJ9/Po1369axrePq1fy3Y3xp2ZJivVmzwPfJgweZh//tt7w2mpgu2QRyKBQF6Rl571MQBg5kG8Jwjt0wSjoRlSciUgYsVnYqgEMAuqjqXwU8VzyAowHs8BLTZVR1k4gMBbAdwFMi8pWqnuMddl4kH6YEc889tM4PH858wquuYhh3QoJXATIFmwT7IMKc6KKKCHz+eS5kPvvM2hvFOscey/7RH3xAo8xjj/EmfemlwIUXRicsNiODVchHjmQY5o8/Wp/X4sLAgUwVeeQRCqDbb4+OQS0ri+2P3nqLef7TpzO/1ihe9O3LsO/p0/NnpBPhtaNRo/y936FDjGAYNYqF9oYOpcHZMAzDKHlE2kOdISKvAPgbwFhVXVeIc2WJyC8ArhSRFqq63HN+UdXdIjICQAqAB0TkBVW928R0aIgAX37J0MYHHsjJRfTOMfxS6AV6/Wl6tTt2DB5um1/S05k/+fnn9Hz37l105zbCR0ICezv378/q8Y8+ynn03nv0EF16af6jFArKX3+x8NiqVWyv9NprkXtvo2h46CGK6ldfZfj2hRfSuFenTvCOAEXF8uUUYX/8wb7rn34KVKsW/vc1ip7jj6cn+dNPOY+K2jiTmUkPX9xqhoKf2oOvNWvG+iTduxft+xmGYRixQ8Tt/ar6h4j8WZDwaxcP8wIAtwC4QkSeV9W9XoXP9orIcABtAfQWkY9UNUjjDMObuDiGNV57LTB1KkPdUlMZvi0CNB7Fgizffce8sORkoGdPCpe8qnUHIiODC9hffuF7rlvHQldPPVW0n80IP3FxzFU87zzmY915Jz18H3zA8PC+fcPnKd6+ndEVkyZR/HzxRfC8SSN2EQFeeYW5fffck7sye82azGPu1o1iJSmp6N53zRr2lf7qKxZXHDOGNQIsVLf4IsKQ7wsvZMRKqOlMeZGRwUJ4o0cDO3fS2FyuPK9555zDmiQ2b0ofVuHbMEoXUclILaCYPh/AARGZ6VXo7BNPYbJBAJaJyGeqmuZVAG2riDwG4BcAHQCYoM4nlStzIenHL3zaM5GFWz76iC20Jk8GTj+dHuXWrUPLe1y5Ehg7llb81FS+duyxFNU9exbVJzGiRZs2rK77228M4R87lvPl2GM5Rxo2pKHm0CFg1y4WJNu+HRj8BwABnn6Y4ql2beZAV6tGT3NKSk6ro927gX//ZTu2WbPoGbr9dva6trY0xZ+rrgKuvJIpBStXAv/8Q6/xt9/SqFexIsXLhRcCTZvmPvbQIc691av57/LlOYf67eH8WbiQHsXt2zmHfvuN75GUxAKKTsi5Ufw5/3zWdRg+nMbbm24Knv8cjF27WORszBgWi2rfHhgxAjhrBKO5ulsrNcMwjFJDsSjxJCL9AYwEcBeAOQCyRSReVbMA/A9APQDDAGR4cqZTkZPhuxzAFrAAmlHEJCQAPXrwMXgw8PLLLCb07bcUPW3bsgJz3boURNWrc/GbmckF7qRJDCkvVw645JIci36tWtH+ZEZR07o1qzcPGUJPtSOs/8vL91CxIudJVhYLAv3xB7BtW057rGBUqcIKvffcw6J6RslBhGG7xx+f81p2NvDDDxQy48dzTtWrx+tOYiILiC1ezBQSX47xPHt7klJSWGDxxReZolCzZjg/kRFpRBh18MorLHY5ezavN8ccw0rdSUmcU+npfE5IyGm7Fh/PAmPbtzOC4d9/eX1q1Yp50mec4RHmI6P9KQ0j/5hH3TAKR8wLahG5BmyN9RKACU4Pa08OtajqPhG5GWzn8Q6Ax0Vkgqpu9JziGABxANZEYfilijp12Jbo8cfpXZ48mQuW2bNzcq99qVwZePhhhsdVqRLJ0RrRolEjev0e8bTF2rSJkQnlylFI/1e8zBOmvWEKF7dbt7KF2rZtwN69bKWVnc3FbpUq7EXcvLlV8C5NxMWxQNipp3JejBvHuguzZ3Nu1KwJ3HILcNZZFNkVK7LK85YtQK0buM/0Zzh/atfmIz/VxI3iR3w87zdXXslaIbNnszXWP//QaCdCY0xcHI19Bw8yCiYri+K6enUK8GuuYfrKMcfk/Z5G6eGGG8J37vJhrhsRzrEbRkknpgW1iFwOiunnAbypqus9r8cDiAeQ5XmsAnA5gDcAvAjgfBF5D0BVAOcCSAQwOeIfoJRStiyrqDqVVDMyWOV0wwaKpz17uFhp1Ajo2rVocx+N4kViItC4cd77xcXRYFOnTtiHZBRTatYEbruNj2BUr84HqvP/taxid6mkRg2K4muuifZIjJLE8OHh8/aGuyDi8OHhPb9hlGRiVlCLSFcAHwKYAeA9VV3ref0RAK0B1AGwVETeVdVfAGwEcKGIPAzgfABjAOwAsAHAaaq6OgofwwB7tTZuHJpwMgzDMAzDMAzDKC7EcnDbKgALAZwA4AQRSRCRLwE8AqAVgDKgV3qOiFziHKSqTwE4xbPPiQBOUdU/Ijx2wzAMwzAMoxSxcCHz7MPB4XQ+wkXv3hy/YRj5J2YFtapuAsO1VwN4BcBcAMcDuBhAR1VtC6A3gNkAPhaRzl7HHvD0pd6gqnsiPnjDMAzDMAyjVNG2LVuJhoMtW/gIFxMncvyGYeSfmBXUAKCqWwFcAHqr2wN4AMBUVd3l2f4NgKcA7ATwqIgkR2ushmEYhmEYhmEYRuki5gS1iOTK61bVLQD6gF7qeaqa6dlPPNtnApgJVvNOjORYDcMwDMMwDMMwjNJLTAhqEekvIt8DgKpmuojqTQDuVdXVXkJavXZJAJAKIIzZJYZhGIZhGIZhGIaRQ9QFtYicDmAEgO4iMg0IKKqd/tMqInFex7cHC5D9BLbQMgzDMAzDMAzDMIywE1VBLSKNADwEYBOAkQC6iMgswF1UO6hqtuf4UwE8CaAGgKcc0W0YhmEYhmEYhmEY4SbaHuomYE/pt1X1egCPATg5L1EtIpVF5GXQs90CwKmqujKC4zYMwzAMwzAMAMDAgdEeQdFQUj6HYUQSVw9wBFkF4CZV/djz/+GgyH9cRGapajdHVDvFyDykgGP/CsAwVf0nssM2DMMwDMMwjBx69QrfuWvXDt+5gfCO3TBKOlEV1Kq6XkQ+AVjdW1V3i8jrns25RLVzjIiUUdXNIvIQgAxVPRSNsRuGYRiGYRiGQ40a4Tt3Upj72IRz7IZR0ol2yDdUNcvznCkioqr7AbwO4HEAHURktrOviHQHcJOIVFHVfSamDcMwDMMwDMMwjGgRdUHtjaeCtyOq3wDwBICTRGSWiJwC4AUAtwJIiuY4DcMwDMMwDMOb2bP5CAc7d/IRLrzHbnnUhpE/IhLyLSJxTmXuvPAS1ftE5CUA2QAeATAdwAEAXVR1SxiHaxiGYRiGYRgh4QjQ5cv53LVr0b/HgdSiP6c34Ry7YZR0wu6hFpEBAAaLSHyox6iqep7TAPwJIA3AbgAdVHVJWAZqGIZhGIZhGIZ5qQ0jH4RVUIvI1QDeBlAZrMyd3+M7AXgOHGc3Vf2rSAdoGIZhGIZhGIZhGAUkbCHfItIfwEgALwF4RVUPuOwjjjc6AArgMIBTVHVpWAZqGIZhGIZhGAXAPLmGYYRFUHs80+8BeBnAy6q60fN6FQCVAGxR1TRPvrRvj2nnHALgVwCd3cS4YRiGYRiGYRiGYUSTIg/5FpEjQM/0FgATvMT0GwB+BrAawAIReQX4r11WgmefZiJymed1VdUME9OGYRiGYRiGEVnM+24YoRGOHOqNAO4APdHXiUgtEZkK4GoAfwB4EsA+sJ/0TOA/UV0OwP0APhKRQWEYl2EYhmEYhmEUCb6Cs3p1PsJBYhk+wkU4x24YJZ0iD/lW1XQReQvMf34RwHkA9gO4BMAsVT3o8U7fBuAhERmlqteoaqqIfA6gBYBp+X1fJx87hLxswzAMwzAMwyhSevcO37nr1AnfuYHAYx84EHjnnfC+t2EUd8JS5VtVMwC8BeB2UFh/DOB7j5hOUNXdYH71dwDOFJEGnuOmAjhdVf8swNvW9JzDxLRhGIZhGIZhGIYRdsLWNstTaGwkgFsAjFbVw87rIlJGVfcBeB9AbQCNPEXIoKqH8vtenori00WkSREN3zAMwzAMwzBcsfxiwzAcwtqH2iOiJ6rqP45g9oRkZ3h2aQ2Gg68tqGfZqz3Xt2BudqERkQEiskBEFmzfvr0oTmkY/2HzywgXNreMcGFzyzDyZvhwPsLB2nV8hItgYzfjgWEEJ6yCGgBUNdvzrCIS5whnETkRQA8AC1FAISwi14BiehjY63pHgP0kn2MerqptVbVtjRo1CjI0wwiIzS8jXNjcMsKFzS3DyMEEpmFEFhG5RUT+FZE0EflFRNoX9hgRuUlEfheRfZ7HTyLSsyDjC7ug9sYR1yJyMYBnAbQEcKuq7s3vuUTkUrDX9RMAhqnqes/rbUSki4h0EJEkz/tqfkW1YRiGYRiGYRhmRDDCi4jM9EQdu23rA+AlUPOdCGAJgG9FpGaQ84VyzAaww1QbAG0BfA9gsogcnd/xR1RQi0gZEXkXwPMA6gHooqp/FeA89QDc5/nvKlVd53n9AwDfAJgFYC6A8SJyPmCi2jAMwzAMwygcJixLByIyWkRURJpGeywG7gQwQlVHeXTjjQAOAri2MMeo6hRVnaqqf6vqSlV9CMABAB3yO8BIe6gzALwC4G0AZ6nq0gKeZyOAZwAsAPC6iHQSkQ/BFl0fABgIWiR6AHjJ4xG3CuCGYRiGYRiGYeTFiQD2Algd7YGEiohUE5HrRWSiiKwSkUMisldE5orIdSISku4ryHlEJM4TQr1ARFJFZL+I/CwiVxTyMyWCHuTpzmueiOfpAE4uwmPiRaQvgHIAfsrvOIu8D3VeqOofIvKnE/6dX0QkXlWzVPUzEUkHMBjAHABbAVwG4AenoriITAHwA4BbRWRmoBxrwzAMwzAMwwhGafdOl5ae1CKSDKAFgLnFzBl3Cdi2eDOof9YBqAWgN4B3AfQUkUtC+Ez5Oo8nAngsgEsBbAEwBkAGgLMBfCgix6jq/QX8TNUBxIM6z5ut4G9UqGNE5FhQQCeD3uleBYmejrigBnJyqQt4bJbXv6d4rCR3ApgNTnxHTCeo6mIRuRfAO6D7/svCjdwwDMMwDMMwjBLM8aBGWhTtgeSTlQDOB/CVt9YSkQcBzAdwESiKPyvi8/QGxfQqACep6i7P/uVAQX6viHyuqvN9zvWg13umAOggIq97vdYKQGZoH73ArABwAoBKAC4GMFpEuuVXVEc05LugiEhHEblNRD4QkQe8k8VVdTJY4Ow9VT3gdZgzAZwvpHFkRmsYhmEYhmGUJELxTnfpwkc4qFqVj3AR6thLqpdeRBJF5C4RWQpGvgLA7SKyXESuj+bYQkVVv/fkBWf7vL4FTLcFgO5hOM+FnueXHTHt2T8VwNMABMDNPm/zNihknccCAI/6vLYJwA4AWaCH3JtaoDfcjZCPUdV0VV2lqgtV9QGweNntAc4bkKh4qPODiPQD8AIo/gUM675JRHqr6gIAUNWpnn3FKT7mNQmOBXMgVkZ+9IZhGIZhGEZxJlQR2bJl+MZQoXz4zg2Ed+yxjohUAvA1mF87A0AigCPBMObzAYwQkXRV/SB6oyw0GZ7nwnp83c5T2/O8xmV/57VTvF/0CO//xLeIHAKwTVVX+Z5ARBYCOBXAJM//4zz/f913X8+50/N7jBdxAJLy2MePmBbUnl5gb4Px+h+p6kIRuQ60YAwRkT4+lhCn17XTnqsNgH7gj7k44h/AMAzDMAzDKLaUVI9sYSiBudQfgWL6f6r6uoj8ATrjrgLQE8BXYHulIhHUIjIIQOV8HDJTVWcW4v0SwM8CsBtSUZ/HqVF1hMthzmsNRKSsqh4swFu/BIZiLwBDzgeBxcNGeY3tVjD/+dR8HDMENKSsA1AB1IzdAZyZ3wHGrKD29Am7BWx/9aZjsVDV90TkKLD8eTl4WTc827M9P3g/8Ec/GkA3Vd0WyfEbhmEYhmEYxZf8iully/gcDm/v/gN571MY8jv2kiKqReQMAOcAmOQR0ykAWgKY7XHUfQNgD4CWTmHkInjbQQAa5fOYmYV4v6EAjgHwtap+G4bzfAWgL4BBIvKxqu4BABEpC+ABr/0qga2r8oWqfiIiNQA8CXrDF4PdoryLjlUH0DSfx9QEjSR1QAPK7wDOVNVp+R1jzApqADXAH+0NR0x7Co1lAvgYwN0A2gFY732QiJQBcC9Y/XsRgK6q+mckB24YhmEYhmEUXwrimZ7jybwNh6DetSvvfQpDOMce4zh9iV/1PB8PVoheBPznqEsHc3KLBFVtXFTnygsRuQ3AXWDxravy2L2g5xkL4GoApwH4S0S+QE6V7wRQrFZCTn0rP1S1e7D3V9XXESRcW1UfB/B4Po+5Lth75odYLkq2FcBzAF4G/suPzvTaBgDlnW3OQZ5e18MA9AFwvolpwzAMwzAMI1QszDs0Ssj31B1slzTb8/8TPc8Lgf9aaFUFsMbxTnsKJP/q6bW8TUQmeaJnYwpPGPQrAJYB6F7Q9sF5ncfzvZwD4CHQm98fwOUAfgHQGTRQZMInqrgkEbMealXdISIjHRHt1essAbR6HIInadxrW4qqHvJUlRsfnZEbhmEYhmEYRsmnOId+i0gFsPLzaq9Q7jaeZ6dl1lmgXvre69BuAN4A8Ktn2zMAvhORVh4Nktf7DkKYc6g97/EygKUATi1o6muo51HVdPB7eMbn+MagA3SRx+lZIok5Qe0V1g1VTfPdrqqZIrIHQBqAul7HHQPgKREZoqq/RGq8hmEYhmEYRvGnhHhcI47zvRVDYe3ooBSv104EsB853YFu9TyPdHZQ1bO8TyIi/QFsA8X4bOTNIIQxh1pE7gPznRcDOL0QnumiOM/lnuexBRmD11huAXAPmA+9BCwgN78wx4jITQBuQk5r5T8BPKmqX+d3fDER8i0i/UXke+A/wZyX0M8CQweSPMe3AvAUWNr+UDjHahiGYRiGYZQsTEwXnuL2HarqbgAbAdQRka4ikgQWM17sKUj2ANhqaUwezrpKnueQQppVtbGqSj4ej4f6mUTkEVAELwQ9ynmKYBFpKiItPHWoCnQeEano8lpXsCjZGuT0r843ItIHrNr9BGjwWALgW08B68IcswGs3t4GQFswCmGyiByd3zFG3UMtIqcDGAEgXkSmqerpjqj2ypn23j8B7Ee9G0A5EWkK4EUAXQCcoKq/R3L8hmEYhmEYRvGkuInAWMf7+ywmHushYOGqiQCmASgDoIqIzALQFcB0AAMCHezpbzwMwI+qujTsow2CiFwNVrXOAjAHwG1eZaYcFqvqJJ/XZoAe8yMA/FvA80wTkYNgaPgBsLjbmWBLrQtVtTB16u8EMEJVRwGAiNwI5mxfC4r+Ah2jqlN8jnnI47XuAHqrQyaqglpEGoEJ7JvASXyFiMxS1W5BRHW2p+LeIdCi8DI44TuamDYMwzAMwzCCYSI6MhQHca2qb3hE8W0ALvG83BzAcs9rb+bRKusNsCtR57AONDScns/xYFi5G6MBTArDeSYAuAysAJ4EdmEaBmCoqm7P4/0CIiKJoN4b4rzm0YHTwd7hRXVMPPj7lwPwU77H6annFRVEpAf4YwxV1SGeWP3BAH5S1W6efQJ5qqeChQL2gRXnFodpjNsBrA2yS3XkNDSPNWJ1bLE6LqDox9ZIVWsE2hhkfsXKd2TjyE2sjSPg/Arh2hUuov0dRfP9S9J7F3ZuRXseuGFjCo1wjykS161Y+F5tDJEfQ9A1V16IyNsABgI4JpQuQSLyOoALwBa9awr6vkZgRKQuGJbfUVV/8nr9OQDdVPWkwhwjIseCAjoZ9Kz3U9Wp+R1ntEO+VwG4SVU/9vx/OJjX/XggT7XHipQA4G8ARwK4QFX/CtcA8/rDFJEFqto2XO9fGGJ1bLE6LiDyYwuyqIiJ78jGUXzHUZhFRWGI9ncUzfcvLe8dytyK9jxww8YUGtEcU1Fdt2Lhe7UxxM4Y8sEJYC2m5cF28rTrfQ1AL9CpZ2I6n4jIUAD35bFbS9BxGk5WgL97JQAXAxgtIt3yqy2jKqhVdb2IfAL854ne7bH2AD6i2uuwOFVNF5EXQM/25ogP3DAMwzAMwzCMEoHHYXcsgD/yCPEGGObdD/RO7xeR2p7X96qqFUcOjRcBvJ/HPqs9z1lgezNvagHYEuC4HaEe42n3tcrz34Ui0g7A7WCkQshE20PtNAN3qnuLqu73EdWzVbUrAIhIdwDHicgYVV0fnREbhmEYhmEYhlGCaA6gLIDfQtj3Js/zTJ/Xr0HeItEA4MmrDim3WkQWgtXWJ3n+H+f5/+tu+3scr/k6xos4eLpI5YeoC2pvPCXqHVH9BljN+zFPpb0nADwHoCKAT6M5Th+GR3sAQYjVscXquIDYGZuNIzc2jtzEyjjciPbYovn+pfW93Yi18QA2plCJxTHll1j4DDYGEgtjyBNVXQ7qjlD2DWk/o8h4CQzFXgBgPlgorRyAUc4OInIrgF6qemo+jhkC4GsA6wBUAKMOuoPVyfNFRIqSiUicqmbnY3/xiOtk8At4BGy6fgBAF1VdEp6RGoZhGIZhGIZhGLGCRzDfA6A2gMUAbvPuDS4ijwPor6qN83HMe6DXug6AvQB+B/Csqk7L9/jCLahFZADY2+zREHIS3I4/DznhE13CWYDMMAzDMAzDMAzDMEIlLpwn9zQGfxtAZdDDnN/jO4Fh3nFgmXMT04ZhGIZhGIZhGEZMELYcahHpD2AkGMP+iqoecNlHNLiLXAEcBnCKqi4Ny0DzoHr16tq4ceNovHVss8pTEK9Zs+iOI8ZZuHDhjmBtQGx+BcHmWJ4Em182t/LA5ldQbG4VEJtXeWJzq4DY3MqTkji3Fi7kc5s24Tn/3oWcV5XaFP28CvfYI0le6/mwCGqPZ/o9AC8DeFlVN3perwL2+dqiqmmePOn/ekz7nEMA/Aqgs5sYjxSNGzfGggULovX2sct55/F5ypTojiPGEZG1wbbb/AqCzbE8CTa/bG7lgc2voNjcKiA2r/LE5lYBsbmVJyVxbomn/Fm4hj5FOK/OW1D08yrcY48kea3nizzkW0SOAD3TWwBM8BLTbwD4GewptkBEXgH+a5eV4NmnmYhc5nldVTUjmmLaMAzDMAzDMAzDMAIRjhzqjQDuAD3R14lILRGZCuBqAH8AeBLAPgA3ichM4D9RXQ7A/QA+EpFBYRiXYRiGYRiGYRiGYRQZRR7y7Wmm/RaY//wigPMA7AdwCYBZqnrQ452+DcBDIjJKVa9R1VQR+RxACwD5LlduGIZhGIZhGIZhGJEkLFW+VTUDwFsAbgeF9ccAvveI6QRV3Q3mV38H4EwRaeA5biqA01X1z3CMyzAMwzAMwzAMwzCKirBV+faEcY8EsA3AYlU97PV6GVXdJyLvAzgbQCMR2eDJmz4UrjEZhmEYhmEYhmEUB8Jd0KtLl/CduyQUIwuVsAlqAFDVwyIyUVWznRZZnucMzy6twXDwtXm0zzIMwzAMwzAMwyg1hLvlVOVKwO+/A/cN5P/feafozl0S2mWFSlhCvr1R1WzPs4pInCOcReREAD0ALASLlBmGYRiGYRiGYRgR4Pffc/9/4MDojKO4E1YPtS+OuBaRiwEMBNASQCdV3RvJcRiGYRiGYRiGYcQyAwbwefjwoj/3wIFA351Ff16HcI491gi7h9obESkjIu8CeB5APQBdVPWvSI7BMAzDMAzDMAwj1hkxgo9wcSCVD2+Kyksd7rHHEpH2UGd4Wmb9DWCsqq6L5PsbhmEYhmEYhmGUZiy0u2iJqKAGAFX9Q0T+dMK/DcMwDMMwDMMwDKM4EtGQbwcT04ZhGIZhGIZhGJHFvNNFT1QEtWEYhmEYhmEYhmEUd0qUoBaRJM+zRHsshmEYhmEYhmEYsUKo3mnzYuePiOdQhwsROR3AuSLytqoui/Z4DMMwDMMwDMMwCsqJJ4b3/IllwnfucI89ligRglpErgTwKoBfARwNwAS1YRiGYRiGYRjFloULi+5cbl7nOnWK7vy+FOXYY51iH/ItIqcBeA3ABwAGqeoEn+35Dv8WkQEiskBEFmzfvr2IRmoYxOaXES5sbhnhwuaWES5sbhmGUdwptoLaSyifCWApgHdU9S/Ptk4icoqIHAsgMb/nVtXhqtpWVdvWqFGj6AZtGLD5ZYQPm1tGuLC5ZYQLm1uGYRR3iq2gVlUVkTgAXQEs8xLTEwB8DWA6gAUA3hWRbtEbqWEYhmEYhmEYRv4Q4aOwBCoytnYdH/k5JlSKauzFgWKdQ62q2SKyDkAZABCRcQC6A3gYwHYAzQE8BqCFiNyvqjOiNVbDMAzDMAzDMAyjZFGsBbWHjQDOE5FGABoAGAzgTVXNBAARWQhgIoCbRWSBqu6N3lANwzAMwzAMwzAig7XACj/FNuTbi+cBVAAwCUATAL+raqaIxItInKp+CeBeABcCODZqozQMwzAMwzAMwzBKFMVGUIvIMSJytojcISLHikiKZ9MOAM8BqA2gFoCTRSRJVbOQ8/nmep6PieyoDcMwDMMwDMMwjJJKsRDUItIXwGcAPgbwIoAZAK4XkTKqehjAGM/2VAB9ALQWkUQn7BtAPQD7AGyK+OANwzAMwzAMwzCMEknMC2oR6QPgQ1BE9wVQB8BqAIMAVAcAVd0C4BkAbwBoDGAEgP4iUl9EegK4GcAuAKWoxbhhGIZhGIZhGKUVy5+ODDFdlExE2oNC+T0AQ1V1nef1cQAeAFATwGYREVXdJCIvAvgdzJl+23Oa3aDn+lxV3Rjpz2AYhmEYhmEYhpFf3nknvOevWjX49oEDCz6GcI89lohZQS0iCQBOBLAOwEeOmPZwBAABcLWI7AewQUS+UNWtHrE9DsBFoAd7J4B5qrohsp/AMAzDMAzDMAyjYAwYEN7zVygfvnOHe+yxRMwKak+l7tkANqjqHOd1EbkBDOH+GcABAGcCaArgShHpo6qbPbuOj/SYDcMwDMMwDMMwoo2Fe0eOmM6hVtW/PG2v4GmD1RLAO2Bhsj6q+qiqdgDwFoCTAdwtInEiItEbtWEYhmEYhmEYRuEYPpyPcLH/AB/hINxjjyVi1kPti6cN1jIRORnAX6q635M7rar6qIicA4pqVVWN7mgNwzAMwzAMwzAKjuNlDlf49K5d4TkvEP6xxxIx7aH2RkTiAEBVf1HV/c7LXrscAhBnYtowDMMwDMMwDKPwWOh43kRdUPuGZwcK11bVbJ/94pzXRKQ7gLoA5gQ7h2EYhmEYhmEYhmEUFVEX1KqqIpLs8//4YMd4Qr0dMX0y2EKrDJhLDfNSG4ZhGIZhGIZRGjGvcmSJag61iJwBoB+ALiKyGsAMVR2qqlneHmhfPKK7IthvuguA5gDOVNXVERu8YRiGYRiGYRiGUaqJmodaRK4AMBZAKwCLADQA8ICIvAj4h3i70BbAXWDrrO6q+nsYh2sYhmEYhmEYhmEYuYiKh1pEugJ4AcAYAK+p6ioRqQXgQwB9RGSMqv7mVPF2O4eqfi8iRwPYraq7Izd6wzAMwzAMwzAMw4iCh1pEygG4HMA2ACNVdRUAqOpWAPcAqAHgJM9r6nNsMxG5zPm/qq42MW0YhmEYhmEYRklDlY9w0aghH3lRkJzscI89lohWyHdzAF+o6hKARcY8lbm3ANgJ4CjfA0QkCcD9AD4SkUERHKthGIZhGIZhGEbMYwXJIk/EQ75VNVVErgWQBeRufwVgq4hsAlDfsy1eVbM8xx0WkckAWgCYFulxG4ZhGIZhGIZhGIY3UcmhVtU1Xv922l85+dKHwRZYcMS0iNRT1Y2qOkVEZqjqwWiM2zAMwzAMwzAMIxK0acPnhQvDc/7Nm8NzXiD8Y48loto2y4c40GudCqCs86KItATwkohsUdVrAByK0vhKLIcPA9OnA7/+CmzdClSuDJxwAtClC1C3brRHZxiGYRglk927gW++ARYtAipUADp0AE4/HRCJ9sgMg/mvNhejy6JF4T1/ekb4zh3usccSMSOoHW80KKhri0gZAEcCeBZAZwBdPfuVkvT28LNsGfDWW8D77wP79/OiWbEicOAAkOX5NZo0Ac49F+jaFWjbFmjY0C6uRsH4808uHHfsAMqUAerUAWrWBCpV4pxKSwMyM4HEROCII4DmCsTZXDOKiMOHgSlTgDlzgDVrgAd/BuLjgXcHAo0bAy1bAkcfzWtefHy0R2uUdFasAF57DXjvPV77EhOB9HRua9sW+Owz3m8NI5Js3AhMmACMGwesXAmkpvK6+OqrQKdO0R6dEW0GDgTeeSfao4hNYkZQe5EKIAXsT/0UgO4AOjsFzIyCs2cP8OOPwNy5wKRJwPLlFDannAKcfTZDM5KTKWpWrGCIxi+/8I/n1Vd5jnLlgKOOAj7cC9SuDVQx66WRBytWADfcQCEDcM5lZuZd+XFqAgX3nx/QoNOokc01I//8+ScwejSFy65dvMY1bEiBnZUFjB9PL6FDmTI5hp5atRix06wZ0L49cOaZ9CIahi8HDwILFgD11wAHU4HHLqLhJjUVyM4GkpJ4z4yP5zVx7VrOtTPPBC6+GGjRgtfFL74A3niDovr774Fjjon2JzNKOvv2UUS/8w4jFVVp1O7cGUhJAWbPBs44A/jtN6B582iP1jBik5gR1F7FyQ4BqA7gdQCtYWK60CxdCjz9NBeOWVm8obdqBdx5J2/m1arl3j8hgRbJo48GrrqKVvOVKynA//mHnu3Vq/nvB44F3nyTgscwvNm9mxEQjz9O78stt9BwU6sW5+Hu3RQ4qam8gScmcu4dPgysXw9UexPYvh24+mqer1IlCpuzz2bURLt2JrCN3OzdC6xaxcfPPwOTJ1PUxMdzcXjJJRQqCQlA0zt4zLSXKYbWrOE17d9/gS1bGKmzezeFz5dfAhkZnKOXXw7cdhvTYgxj/nzglVfoUT58GPgCQHwc8JsAVarwehcfz23bt/Pa16gRcMEFwDnn5L7/JiQAl14KnHgicOut9Ah++SXTrwyjqFm4kMabjz/m/KxXD7j+euCsszhHHa68kvfc8eOBhx6K3niN0LAK39EhZgS1V6XvDQDqAqgAoKOq/h69URVvMjOBwYMpppOTgb59eWM+5hj+P1QSE3mMt6W80f+4ONi+HejWjaLnxRf9xblR8lm5kjn4q1cDO3cyfWDZMnphsrKAU08F7r0399yIjweqV+fDjeOPB5rOAKDAmBtpFFqxgo+nn+a8bt4ceOEF3uhNWJdO9uwBPv+couPHH4Ft23K2JSUBxx1HEX3qqcGvTWXL5hgR3cjMBH7/nSkLY8cCo0bx3PffT+9imTJF+rGMYsDvvzPyZv58oHx5Xoe6dAE6jOV8GD+s4Odu1owRFbfdBpx2GvDMM8Dtt1NwG0ZhyMoCPv0UeOop4K+/uBY8+2zg/PO5xnO7l9auzXo6f/wR+fEaRnEhFi/PEwCcD+AKVV0W7cEUVw4c4EVyzhygZ0/grrsYulhUJCQwB/bz93nj/+ADLmqff55ebctBLPksWcIF5a+/8v9JSZxjKSm8AV9+OdMJChWyKAyFbNEi56X9+4HvvgM++oiLgPbtc0IkjdLBvn1cEL7xBr3LdeowZaVZM6BBA6B+feZFJyYWzfslJNBr6HgOp0yht6ZfPwod51G+fNG8nxG77NgBPPYY8PbbDP8fNAi48MKc377MZ0XzPvXq8d765JPA3Xcz3/q552ggMgOikV8yM+mJfuQRYN06hnTfcw/XhxUrBj82K4vRZLVrR2ashlEciTlBrap/ikhHVT0c7bEUVzIy6JFZsCDHgxIukpMZynvaacCQIcC119J7OGQI39eEdcnks8+Ayy5jTv2gQUCPHrRgR2KhV6ECcNFFDJmcMAF4912Gf195JeddvXrhH4MRPb77jr/19u3M6+vXjykskRIZFSvSWHTZZcC8eSze8/DDwMsvAyNH0shjlDwyMymiH3yQRpyLLwZuvDFvMVIYKldm5NfMmXzvPn04zz77zDpwGKGzaBFwxRWMHGveHBg6lMbuuLjQjv/jDxbO69AhvOM03LnhhvCev3y5/O2fn8Jk4R57LBFzghoACiqmRUQAxKtqpldOdqnjtdcYhvbIIxQdoaLK8N1Fi+gBEmHeavXqzAOrUweoWtV94XrUUQyD/P573vj79uWF+8MP6UE0Sg5LllDEtGwJvPRS0UY+5IeEBM6zc89l0akxYxj++9xzwE03mRenJPLqq8Add9D7/Nxz0S3YFBfHvOzOnbngfPZZoFcveoH69IneuIyi5+efmda0ciXvZ3fdBTRtGvwYVT5CFS2BEKHBsmtXGhBff51zbsEC3o8NIxCZmYzkeeop3qefeaZgLdm++IIRaD17hmWYRh4MHx7e84czVTPcY48lYlJQ5xcR6QZWA28DYKuIjFDV+aVRVB84ADz6KIuZ5MdTsmQJvSx5NXhPTmbYzxcK1KiRe5sIPePduzOndtgw4OSTGR730EPmrS4pXHcdwxujKaa9KV+eURIXXEDL+y230Cg0fHjhF7NG7DBqFMOqu3dnFExKSv6Oz8xkYcVVq+hhvHEbUKly0Yzt2GM5326/nZ6gY44JnI9tFB/S0ng/feEFVn4fOpT3ODdBsn07hUevX1nI89x2fD0+nmIkOZmPunWZihAfz1zr8uV57hNOyCmY50Z8PA01TZsC//sfozPmz7drnOHOpk3AeefxXtizJ+uYOB0KsrI4X9PS6DAJlqqybRvw9df0NFaqFJmxG0ZxpNgLahHpB+BVAPsApAM4FcDVInKmqv4gIpLf3tUiMgDAAABoWMwaQX73HasmX3llaFbItDR6tD/5hBfVfv1YbKdSJVrXU1NZOXf3buaObd7MRem/24B/1wJ3XUYh7r14jI9n9fBOnei1eewx5hxOnMjcxtJOcZ5fa9awMugtt4QmprOzGa44cyZzrZ0e5/HxOQvM+vW54CxThv9PSWEo+T3rgIQyLDZ11FGBC5g51K/PufzWW8w9rFCB4ZGlieI8t4KxbBmjDtq3p6gJtThTWhq9i9Oncw6mpeVs6+55vu1i4JprmDZQs2bBx1i2LGtI9O7N8/3yS8mKkiipcysQs2ezHsjatYw8CJYjP2UKvX8ZGUCvZKBKZeCck/n7p6cDhw7RiHPoECvIZ2Xx2piVxerKBw7wflutGrsinHxy4HG1bctUrsGDea275ZZwfPrIUtrmVriZN48OldRU4IknWE0+Kwv44QdGEK5fn9PzHGAE4muvAU2a+J/r3Xc5N+++O3LjN3KzcCGf27TJe9+CVPg+nJ73PgUlP2Mv7hRrQS0iZwB4DcBoACNVdamI9AT7V48QkW6qujG/51XV4QCGA0Dbtm3zJcajzaxZFCShtHRZsYJVRHfuZEjZhRf6V/+uWJGPBg1yv97yZRapWL+eoXBnnskFh/eCtHx5FlRp147hmS1bcsE5YEDptqoX5/n11Vd8Pv30vPddtoyhkdu2UWw0bcoQxYQEegsPHuRj82b+33mkp/NxSSbPc/vtfK5alXP0rLPcb/wAF7A33cTzDhvGCvQXXljID12MKM5zKxCqvMYkJ/N6kpeY3riR4nnyZBbfyczkNbF1a3qOGzXifDzyLWDfXl7HHnuMxyYl8bqVkgIceSSjcZxUl/Llub1GDRpv3MZRuTIXNM8/T5FVkvKpS+LccmPrVl63PvqIv/3rrwfPHR03jh7sRo0YvdN8PF/Pz2+flsZ+6RMm0Pt8ww18BLpPnn8+8O23jPy6/PLYiBQqDKVlbkWCd99lbn+dOmxp2rQpsHgxc/+3baOh+eSTcwzZO3eye8F997HQojd//w1MmsR76hFHROPTGEBOwdX8uQZDZ8uW/B8Tah51uMceSxRbQS0iVUGL5hIAw1V1OQCo6tci0hzACwBqAMi3oC7OzJrFhWBei86ffmIuYnIyBUurVvl7nzJlaNV89iHe2L/7jovYBx5gTquDCG/+rVuz3dFNNwEjRrBtQ145aEbsMWECb9R5RRps2UIvXUoKC9W1a5d/I8oxrwFZmcA957E38IIFDPsdOZKGm969Ka59xyLCOb14MSM1ZsywPP7izMSJjG64777gUQrZ2VxMjhiR4+3r0oUt2Jo39085SUnm49mbKbxXrWIY5L599Oz8/jujI9JdrPeVKnGOnXeevxf6ootYNGrAAL5/lSqF/w6MyDB9OouNHTxIcXzNNcFbTC5YQDHdvDmLMxY0rSk5mR6c446jkB8xAtiwgeHmbi3ZnGvc5Zcz9ebJJwv2vkbJISuLVbtffhno2JHrrcREzo+PP6Zj5Prr2anAd56qMl1h27bcTpHXXstxjBiGEZxiK6gBlAfQCsAER0yLSLyqZgEYB+BlACcBWBy1EUaYQ4fYVzCvgjgLFvBmXKMGw3gKU6U0OZm5qyefzBzCxx9ngZ577skt6hs0YHjaF1/wgn/cceznWpI8OCWdXbsYShZK1XhH1DzwQMELXsQJEFeGrZCaNWMl+X37KK7mzWPo2ttv01v93HMsVOVQpgwXujfeyGqmo0Zx3CUpBLc0sHcv21Q1acKw20CkpVH8/P03vYnnnZd3ioBDXBznjvf8cXDSXg4c4HscPszUl+nTucjcto2LVG8SEujxvvZaRkfMmGH9g4sDEycCl15KT/Ozz7rPB2927uT9s2pVztGiqBFSpgyjMWrWZITFihUstujW/u2oo3hte/ll4M47i7+X2ig4hw4xrPuHH7j+u+MOpir873+8RnXrRkNfUpL78Y6xu5xXteeff+Z99oUXrPidYYRCcQ683QXgEQDPAKzw7RHTAJAK4BCACs62qIwwwnz6KXO4OnYMvE96OkN/KlViHlZRtfyoWZPi6Ywz6J255hqGWnojQvE9bhwXK716UegYxYNhwzi/8jKCZGYyhKxDh6KvHlmxIosCPfIIc2kvuIAhvn36ULh4U7s2Q5Lq1+dCuUMHCi6jeKDKa8S2bQxtDSRKU1NZ++Hvv1n1vX//0MV0XojQQ1O7Nq9ZRx3F2hCPPsqoh3feAZYu9T/u6KMpcmbPprj3vRYascWSJWyD1rIloxzyEtOHD9ODnZYG3HxzYKFSEESAs89mdM3q1TTMZGW573vddTT2vP120b2/UbzYtYsOjZkzKaTvvhv48ktGLxw4QGNPv37B5+iSJRTNjqDOzGTaSv36PN4wjLwptoJaVQ8AmKqqaZ7/KwCISBkAmQB2Ayjnsy1ILcPizf79DIls3jwnZ8GNL7/kBfjKK5lHWJTEx9MK2rs382efeophmL7Urs0FQPv2XCy8/nrRjsMoejZuZD/UU05hSkEwvvmGC85wtzSqUoULz6ee4py6/36+tze1arGl1j33MEfxmGO4YDZinwcfpMflf/9j2LYbW7bQWLJ+PcVFjx6RiUIQ4SK1XDkad9zo04eL0W++ocgPJIqM6HLgAI2EFSvSG+dUQg7EunW8z23YQMOxb32RoqJzZ0bVLF/un9vqcNRRFFNDhzJdwShdrFrFdLq//gKGDOHa67HHeE+sX58FyY49Nvg59u6lN9vbUP7hh3ztrbeK1lhkGCWZYiOoReQYETlbRO4QkeNEpKyqHvLdT1UzPCL7IIC6XscfDeAjEQkSOFh8eewxenIeeCB4ruro0Qz1zm/OdH4480x6Zb78kvk7bsUIypbltq5duWC+5x538W3EBldeSUFw223B91uwgDf2+vVDK4znRkZG/gpYVKxIY1KDBvw7WLQo9/aEBIqbzz7j4uOGG+g9LA1FMoorL71EkXDRRfS0uLFlC1tU7d5N4RrpPPmUFIZZrl+fU8nUl/79WYX5o4/y/tsxIo8qPcwbNrBqdrCImu3bOS8vuQTYs4fHBTNeFwWnncZ0h9deo/BxY9AgRmkMGhTesRixxU8/sTbJ3r0sPtaiBa+XU6dy/XXffaFFIM6dy7XXeefx/6tWMX3v1FNz18MxDCM4xUJQi0hfAJ8B+BjAiwCmA7hORIJlpqUDSPIc3wrA0wDOA7A6vKONPJs3A2+8wQtiMGvkoUPsTdi+fd5enEOHaBn/6ScuFv/5h/mr3iJEEViUnHMOL8jjxjEfzc07k5jI3NdLLqFn4Kyz6Nk0Yov58+kpvOaa4MXIxo1jznK5ciw+l58iZLt30wszaBDF0Y030uq+e3dohpakJB5buTINNKtW+e9TvTrw6qv0aL78MtvcGLHHlCkMWzz1VC4K3a5VO3dSTB86xIrM4Y6GCETnzpzvgwcHvhZecw292W++6Z+WYESX0aPpjbv++sDieO9eRuecey7rfrRvT89foKiJvMjIAFauZOTC6NEsGDV3rvv8EaEx8PBhYM4c9/M1bcpIr48/ZtqXUfKZNInROOXLM20uM5PpLvv28f537rm8/x44wFDwMWNY98F3jmVm8prUpAlrB6Snsw1qhQqcT0bxoiAts4rT+8U6MV8qRUT6APgQwAgAXwD4DcBkAIMAjAewRUTiVDXbs3+CqmYC2AGgoogcCeAlAJ0BtFbVJZH/FOHl0095IezfP/h+//zDC2qjRoH3ycqihfPrr91FcFwcHxMzKahvuokLyj59uCBxRJQIhXJ8PCtDL1zIQlW+hVMSEoB772Xl6FdfZWXc0aPz8eGNsPPOO/yNL7ss8D5LluRUu73lluCVcX355Rfg/fc5Nxs0YARFZiagfwDrNzDq4v77866WXK4chdgzz3CBPGaMvwEgPp777N/PhUOnTkD37qGP1Qgvu3czGqJFC4oWN6OMKq87Bw7wt8wr39Wb7GzmPC9dCjRYBmg28w7LlGEqQ0oK/x0fT29l06ZAsLa4iYksPPbRR4yACFSw7+abubB98EHOdyP6rFrFedSmDdMF3PjtNxrqDh7kteKss3h9yg/p6TQOLlvGCJ7U1BxhU6ZMTj/q1FRGd/nitHn79dfAHsNrr2VF+ptv5j5Fnc5lxA5rPSkHrVrRMPzttzT4VKvGuVqjBufStGnsvuK9jqtZkwVhHebNyx3d8PLL/LuYMiV3tW8juixYEN7z164dvnOHe+yxREwLahFpDxYdew/AUFVd53l9HIAHANQCsMVLTMcBcC4f+wG0BNtndQHQsSSKaYDtgapVC77wA1idFggsTFSZD7hzJ8/Xvj1DhrKyuHjdt4/PmZlA+fWswnxsYxYDeu89VvB+7LGcNh8ivPDXqkVrZ69evGD7hgKLAFddRW/TiBH0tIdSSdqIDF98wUJ33hVAfXnwQc6V/IrpqVNZzbZiReZDe4eo1dvtmXd7WJTqrLM4d+rVC1xRt2pVhnM/9xyF2dix/jeLuDie748/uM+qVZYnFis8+SR/80cfDTyPvvmGxZr69s1fb9R16xiye+gQ5899ktNXevduiuysLF4Hs7NzIiOceR1IuHfunFMN9/jj3WsMJCfTcDNhAr2NNt+iiyoNvmXKcM65XU+mTeN1onJlGl3ymyu9bRu9gnPncl7FxdHzd/zxFCu1a3NeqLLC+OefM8Ksbt3c5xHhPTRQWgFAw/Qdd9CQOHKkFZIqiagCq/4Glq8AOnSk4fitt4BPPuE159ZbOcemTmW6XVYWo7K6dWMR2pEjed10BPWhQ7z31q/PPPw5cxglduedFuoda7RpE97zJ7l0ESgqwj32WCJmBbUnnPtEAOsAfOSIaQ9HABAAV4vIfgDrAUxW1e0eUa0A9gA4ChTdnUqqmAZoAQ/FIp2WxudAi7nvv6eYPukk/3A237YJVT3Fnzp04P6LF9OC/tBDXKB4L4Y7d+Zi5M03c/JX+/b1D+W8/nqGH913H4tr5LdvsREe9u8PbsHcswfYupW/WX7E9KJFvKE3a0ax4ft7C4AK5YFLz6Cl/auv+BChuO/YkQsB3wVo3boMA37+ebagGTfO34iUnMx59r//sUDe7beHPm4jPGRkMHwxr8J3b79Ng1+3bqGf+48/eP1JSGAo+RFHAPW+4zY3r6AqvZKrV1PIDBnCRebZZ/uLr7g4ejqffJKpChMmuBstmzfntXrdurwL+xnhZdw43rMeeYRi1Zcff+S9rF493q/y4/HNyAS2baVRCOD17cgjeV1yu6eJMFd63DjON9/rGcD756+/Bn/fE06gN/vTT01QlzSyszkPT10B1KxBMT1gAFMHTjuN994lSxjpdfgw12unnJKzbtuyhc/e0RWTJtF4+frrvH8/9hivUU8/HelPZxglg5iVLJ6w7dkAXlTV/7KHROQGADcDWAHgAIAzAQwBMEFEaqtqtkdU/wLgdwCdVXVxpMcfSapUYeXuvIosZWTw2c0av3cvQxarVMkdEhQKIiz21KMHz/PAAznecIdGjdij+sgjGZ40ZIh/SHl8PD3Vq1dzQWPEBlWqsGhPIJzfOj+9KrdsYTRChQoURsGMJxUrMmLhiis4x447jnNl2jSGBT/4oH/BngYNKJb37qWodoxJ3nTowDSFwYMZ9mZEl99/5+/Vo0fgffbtY8X5Tp1CN7ht305PTkoK8+ebNs37WMdoc+yxTHVo1oxen/vuo9HRl0qVON9SU2kYDNTdAGD1XCN6ZGSwCGbz5jmFmLxZupQGuZo1+RyqmD54kJ7m5cuAnbvYguvyyzmf69cPPufKe/qP7Nrlvr1KFXoU87pONW8O/PtvaOM1igfp6YzOeuUVoF5d5jtffjnFdJ8+QM+eNAy98w7vi+eey/ul9/14zhwaEx1v4dKlTEHp04fz9NFH+Xfx1Vf5M4obkWHAAD7Cxc6d7ve1oiDcY48lYlZQA4Cq/qWqXwKAiMSLSEsA74CFyfqo6qOq2gHAWwA6ArjbK596LIDTVPWvaI0/Uhx9NG+0W7cG38+5Gbt5qJ9/novAM84oeNuZI4+kB+fwYVo7//L55lNSGJZ21lkMb7vmGn9Rfeqp3O/DDws2BqPoufBC4Oef3UUpQDEBcEEZChkZnG9xcWzVESh825eyZTnHTjqJC4ErrqAg3rWL3qR163Lvf+SRFDebNjHH0K0v+k038Uby2muhjcEIHytW8Llp08D7rFzJ51DzprOzWRRRhHOtILmlSUn09px6Kuf4o4/mjNWbxo0pvteuZeSFL44ndP36/I/BKDpGjqRRxq1w4tq1fL18eYrplJS8z7d/P719d9/NdISyZell7tzZf74Fap0WF8d8/ECtrxxjTF5iOTmZAswoGezbx04o06axS0CdusDCRTRIDxxIcf3gg7wHtm/P4oe+EQ6bNjGl5cILOT927WKKXo0aNAIOH85osXfeoeHQiD1GjOAjXBxI5aMg5FWYLNxjjyViWlB7o6pZqroMwMkAnlbVTSKUfqr6KOiN7giGe0NVd6rqjoAnLEG0a8fn338Pvt/q1bygOtZwhxUreCNv3TpHHBWU+vWZN52YSIvqpEm5vTVxccyl7tWLgnvYsNzHp6Qw/Hfs2MACzogsffrQO/L99+7bq1Wj9TvUPqiTJzPU7JRTAudl79/P0MlgURcpKcCJJ9IaHxdH4eQrqlu35vhXrmSOqy/HH8+F7zPPBPYOGZHBiYIIll6wfDmf86oX4TB3LudS5865+ws7dSF27gRmz+aCcvVqzgFfw4tD06a8tpUpw+uWr8EQoOe8fn1u9zUw1alDcZ7XddoIH7t2McrgxBM5J7zZs4cGOBGG1+bVcmjvXuav3nsvi3hWrszQ2+rVgTJeyXRZWYy4Gj6cQmb4cN5zfa9tjRoxvcBNEDv52878D/b5CnsPN2KDzZtpPF6wgA6K444DflsEZGfltH189lnue+GFDPn3NRCpArNmcT3WrRuN2a++ymvcG29wvo0cSefGlVdG+hMaRYlV3I4+RSaoRcS11JWIdCqi88cBgKr+oqr7nZe9djkEIE619HWXPf54iovFiwPvo8rWR3Xr5vZAq9J6lJgYvG/wrl1cdM6cyQXo3r1A2mF3i3vlysyRPuooLjTuv98/JPessyioxo7lOb0591wudj/7LOjHNiJE1670rs2a5b49Lo5GmkB9Ur1ZtozW9lat3L2MGzZwwTl2LC3r69bz/4sXUyzv2OG/4KxShQvZ+Hh6vnfvzr39lFOA009nbuv06f7vecstFF0vvZT3+I3wsWEDDSzBit9NmsRQRm9xHIgDByh4KlXKnbN8+DCFzc5dtMovX85F6/TpnCMjR3LO/for54U3lSuzmFVKCqMa1qzJvV2E177UVP+5lpDA8Mrvvst77EZ4uPdezot77sl9H8zMZKVvp+2QW161w86dnFf3308jY7NmTCW46CKKaW+ysjjX/vwz9+uzZvG+66RhAaxsn5XF+7Qv1avTGOPWDtCbNWsK3s7LiB2WLqUxeO1apsglJFAwxcVzvv39N69R5cvzerRvH//vPBwnxvr1vIZdeikNgWPHUqg//TTv2w8+yPO9/np0P69hlAQKLahFpJWIrASwQ0Q2icjVPrt8ncfxEuz/Dk4lb6/9vFtldQdQF8CcYOcoqZQpw4Wa703bmxUrKDQ6dMj9+urVvOC2b8+Lti+qDPedMIGLzpUruQDds5ch5u+9x7YNf/2V26OckECLaLduPP8jj/h7MJ0K4I89ljs3rF07WuuD9XY1IkdcHA0gixYF3kck799q714WhkpJ8Z+HzvapU92PnT+f4ZSff87CK8OHc747C4cKFZgPmZXFxYKvoadXL3oIn3zSX5AfeSQLuwwbZrnU0eTff90LMjls2MB9Tj4573Olp/O3zsqiMcX7jhBqfYbffuMC1FfEJCdzPiUm5lQN96ZZM3o33foGt29Po9KePaGNwSg6Jk7k/eryy/2Lwo0aRfFy5ZUMo/UlLQ346Sd6tx98kEK6aVNGv3Tv7t8O0uG334KPadSonOtRnTo0Fk2e7B+dJULD4caNgc+1ZQuNkCedFPw9jdjm++95f8zKYhj2779z/VSvHq8t27bRsFijBj3TY8b497fftInPP/3E61THjrwe/fgjDUfHH89WWUlJNPxZmzXDKDxF4aF+DcxhTgZwGYAHROQ5r+1Bxa2qqogk+/w/aFaliIiXmD4ZbKFVxjMOlEYv9SmnUOwGyp8aO5bCu23b3K87IWSB8hZ/+y3vEMW1axla+cEHFN/e3/5RRwEXXMCbw5NP5vb4JCQw1Cg1NXfOdFwci5OtWGHenFihVSsaZA4c8N+WlUULebA+0Wlp/P0zM5ln72a8CRZh4caPPwLvvpsz36pWZQGg/ftZXMWb+Hha6Q8e9I+IABg2nprqnvtqRIZlyygqAjF6NH/HvKp779rFHuN791LseBfnycrK28vny/ff+4d3ly3LYkDp6Wwr540Iq4j/8Yf/uY4/nvN1/vz8jcEoHKtX857SqhUrsXuzbh2vI61a+RtrVPn733UXDXmHDjFcvF8/XmuChVdnZgY3Qjq8/37Ov7t04Rz9+Wf//SpV8k9p8caJiDj//Lzf04hNJkxg14FatVhI8emnGTHTqRPn7d8rgd17WFzsrLO45nIjMZGe6L17OR82b2ZURZMmNBrdcQcdHFOnhp4+YxiBsHBzUhSC+kQAw1Q1Q1VnAegAoL2IjA5BGJ8hIu8D+FNEponI/QDzpZ0Qbzc8oruiiDwFYCiA4wCco6qri+DzFEu6dmX42JIAzcFmzWIIkW84ZVoaF4CJLn3osrPz35T9999pFfUW1TVq8KKekeEvWI44gqFuH3xAUeZw9tkMc3viify9vxEenH6/mzf7b9u8mYvAQGGS+/axaNiBA/QWVqvmvp9boadQ8K6a3KQJH9984+9tbtGCRiU3oXPiiVywBsoTN8LPnj2BK8UfOABMmULBE0jE7N3LCIaHHqJRpVs3f0+krzc5VObO9fca1qjBtIV58/z3T0x0T4epV4/PThsbI/ykp+dU8x4yxP9eN2IEjbj9+/sfO3UqhUj58jzHVVfRKO1bh8SN/PzGTv2GWrU4Pt9UAoDGwECVwjMz2S7ruOOsJVtxZeJEpou0asXc6FtvpZPkkkt4LXv88Zze0s2bBy/cWqkSvdaJiYyKef11Rta89hqvj8uWsU2bRTMYRtFRFIL6AID/ysio6h6wlVVFAFMCvYeIXAFW4m4FYBGABqB3+0XPeVwaj+SiLYC7PO/fXVVLdamXHj148XQTBOnpXJC6FfupWpXi1y3/NdQiU74sXepfcbx6dVYjnzPH/70uvphj/PTTnNfKlGE43U8/uVvrjcjSqBGfnVAyb5yqxW6C+vBhLgQOHqTl3TlPUeIbxXDCCVx4+BqD4uK40HAzCsTFMW3C2rVFj7Q09w4EAOs2ZGbSU+NLairDHu+7j+knVasyGuGoo4p2fH//7f9a5coct2+brK1b3cMonUJlbgZMIzy8+iojDB5+OMeg4bBnD41vXbv6G2pWr2b0wZFHUtTUqRO4A4Yqw7EXL6YHce8+95D/QHi3JUxIcE89OXgwcCTZ5Mm8Ng8eHPp7GrHDzJm8ZrVqxZSC66+nkeXWW3k9GzqUc692bSBOGHEYiF69uGY6eBC44QamFezezaKcI0bwHvfmmwwXN4oHJ57IR7hILMNHOAj32GOJohDU0wFc6/2Cqh4GcBGALQD8Gk+ISFcALwAYA6Cfql4CoBvYO7qPiLT27BcwXFxVvwdwNIArVLWAvq2Sg1OcYupUfy9MYiIFqlu47okn8kLtVrHWtyBPfnBbfLZowWdfL3qDBlwofPABBZhDnz68mfzvfwUfh1E0NG/OZzfPibP4c2sx8+mn3B6KmD766MKN0aFaNc55t9De+PjArWtq1Sq4EckoPPHx7v2bARpHUlL8C9llZNDjMncury99+rBAXaAKzYXJFXRrS3jwIOeat+cwO5veyY4d/fd30md8U2+M8JCezrDZk09mnQRf5syhGHar6TBrFudk587BW0nu3Uuh8tVXDOXft49CPT/3T8fAcvAgH77zPCuL53SqfXuTlsbw4Nat3ftqG7HNsmX83Ro0YK70wIFcB919N42/77zDyMKLL+bc2BbkHnXhhfRqr1gBnHMOo7eWLeMaauFC5l4/9JCF6BY3Fi7kI1zUqRM83aowhHvssUShBLWIlAUwAIBffVxVzVbVawE09jmmHIDLAWwDMFJVV3n23wrgHgA1AJzkeU19jm0mIpd5vcdqVfWp6Vt6uekmihe3wk61a7uHulaqxCJgvkXFgNziNr8sW+b/WpUqXDg4vWS9Oe883iy8K+OWLcsQuwUL6Kk2okflyrzguoVlO2kEbm3O5s+nscRtIehLKPuEgghQs6a7kUgksGirVo2W/EDbjfCSkBDY2LF9O68fviGvixfTgHjaacw/zatlUKCQ2VBY7ZJQtGGDv0jfsIFCzq3a8qxZ9JIG67VtFB2//koh2quX+/bffqOhxu3a8+efvG+WCeK52bePIeGFpUYNPjt1JHwNLk5ajVs49w8/8DO++GJw4W/EHlu38tqVlEQv9P/+x3XQHXdwvTZhAqP7LrwQ+OgjRj4Eol8/Goj+/JOpVcnJwJdfcm2VmEijT//+FsVgGOFC8lu/S0SSADwL4CoAlQCkA/gDwGQAb6vqzjyOLwfgSwA/qurDntec20BNAL8B+ERV73B53zdAb/idqjosXwMvIG0rV9YFXbpE4q0KjYKhQ5mZQNs2gHcW+qaNwD+rgSOb+XsS09KAlX8DVSrn9uzs3w/sCmCuaAdW1fkV7QOOp5FLsYsdO7gAPuYY/7EvX06PgNNXG+Ai4tf5QIWKQCcXj0+sI19+uVBVA/qjitP8WriQYWjtfH7yQ4do9Khfzz8H9o8/KLgD5U17o8o2WQ6hzDEH37m2cxeNS8f6zLOVf7NKYtt28GPTJuCffzyLkQChx7FGsPlVnOYWwNDb6jVYydaXpUuBQwdzIiUcNm3mNaVhg8BiIj2DvVsTygAJ8RRBu/fkb345eM+zbGW6Q62audMddu4ENm4C2rcDkpJzXs/KAn6aBzRpCrRqGfJbRo2SMLfW/Mu5c1J7INHlb/qXnyk83Fr4/fUX51SgyvO+1yuHgsyrhg2BrEzOmypVgAb1c2/fuYsh5W3b+t+///4b2LmDUUDFRVCXhLlVWDKzgLlzgNSDwHHHAn+v4j3riMbA4XTej8qVA6pWAdZ7UgICza16dYGt27j2q1OHRuGtW4Hy5YDadRitVa0q0OFkhoyXZILOrbZtdUF+CwMVAwobcXDLNwxteeOsKQU+xzvvFG4MxQERCbqeL4i9/nUAtwFYCeAVAB+AeuhJAH+LyNnBDlbVVFAUD/cMME5z2ApgE4D6nm3xXscdBkX7PADTCjDuEo+AeaBpaf5hQTVr8UK608XckZxM79C+ffwhHdwqMReW5GQuRA/5tgUBRVdaGpDmFbIeHw/UqUshd8BaGkWVylXYe9y3knxKMhAf555SULESFwyheH1FgIoh9BcOhfh4Lnh97YXJyVx0uJHsET9OnqsRObIVyMgEygS45iQl5u7Z6+AYPgL9pukZ9O5t3UZBknYYSCmiFjEZnr+DZBcDZVycfz74fs/11bdXsRE+Mj1zJsHFy6zZnB/Jyf7bABqXA0VMALmLaBaGKlV4/9u+nc+1XWpRpKbympbiMlZVzrfiIqYNT6X/X3jPbHEUW2GlptJ4o0oxnViGBmpHTAeiXl2K58xMGmYyMvj/WjUprletoig/qUPJF9MlFZHw/n2vXcdHYQgk6sM99lgiT8kkIqMB/AXgTwDLAFwKYLSqXuOzXyMArwL4XES6qeovgc6pqmu8/u20vxJPiPdhsAUWVDXLs62eqm5U1SkiMkNVI7fkbdaM5WWLCbUUuOsoLhbGvpR7Ir/3ND/Ks/39q5T++CNzmM87PieXIjOTLRvc+AK0aJ2PwN9N347+uYyHDrE65VlN/cPwdu5kQY7bOjLU22H7duDCc4AHOxXDcKW8riTFaH5tnQec3wl44RK2I/JmxFPMIXzh+twL1HXrmMPYvKz/MW7s28fqo0Bocwxg8SnfVkp//cW82mevzN0jdupUFvCZOdj/b2DNGtYhGHMTe9UWC4LNr2I0t5b/BZz/FfDkDazw78snYxnS+tyVucO6d+0CHngAOLGOe17y+vXA195F6LYCAwawj3mo88ubAWd5jXk5MHsrMPh6phg4DB0KpCUBU4blPnbSJOCppcDaTwEUh1Y1JWBuTX2F/XanP+HfK3rTJnafuPIs5kn78sUXvKZdf4Z/qsDmzYE/fn7n1XW9mWry+eec+xdckHt7djbbdnU5Daj1tP/xr7/Ca2ba5MKlNESUEjC3CsO99wAvfMU86e8Os/r26aez6vYzzwBly7NI2eLFwCKvKAjfuXXJJSzEuD8buPEmhnvPns1jmzThtejkk1msNj6A4ajEUVrUmxFzhHL57QDgKQBfgF7p8gDaicjrIjJQRE4WkXKquhbAhQBmAxhSiLGkAvjPhyAiLQG8KyKjPC8VsPFJ6UCEC8xVq4BffEwal1xCkewW8dKuHT3Ss2blePUSEthrtaD8+6//aykptMh//72/17JaNS5MJ03K/XqNGrzRjBjh7qUyIkPr1pwTbn3Je/Xib+Pb47lhQ86hlSvdc1B9CVRMKhhurZYc76Cvt9nJlXQrWOYYkrzbcBmRwSlU6BvS7eDkjm7cmPv1qlV5PfnzT/coiAoBIh4KUuHW1yC0ezcFjK/Hefdu4Nhj/Y93IjgKMseNguGEa7sVlHNaVeWVd+8b5bJyZf70Xr9+7kYigIWm4uJ4P0xIoKjyZcUKXse6dnU/R7VqvPYWpoioETk++ogVty+5hNeu115jZGG3bsBzz3EeXHABryPB+pj37g1Mm0Yj9LXXMrVh9mzg6qtZAHToUBqKvv8+cBSGYRhFR56CWlWPAgXucQD6AcjyHHcugLcAzAWwV0RWAfjMs62Dp4BYyPZSxxsNCuoKIlJGRFoBeA5AZ9D77VeozPCnXz+K0NGjc7/evDkXf27tPBIT6ZXbt4+FXBwaNADOPbdg4wjU7qp1a4YNu4maE05gUR9fIXTJJVwU+faxNiJHSgrbevz2m/+2o49moaWvv/avMn/eeRQ2M2eG1gf40kvzNy63/EenkJBvYT2ndZybaE5OZs7atm35e3+j8CxdypBWt98SyMmr9hXUAK8Nhw+7t3SrXDmnHU3LllxsAjlFoPKDb0Go9etZkMzbK5iRwarPbhXtnTlpRsHI4cybDS5hs44ADVT5fdMmXhPi43NeW7TI32gYjFNPZSRM/frAlVfSMNyyJauKX3UVDUJr1uQUTnMby1dfcRyBInycLgvBiqcZscGvv1L8nngicNZZwKOPcm5cfTUjubKyGDWRksK+1IHo3Zt9pvfs4TxauZLruv79aWB5/nkK9OnTTUwbRqQISfCqaoaqLlXVT8DQ7/mq2hhAFQDdAdwOYAaAOmCF7iQAKwAcFJE/RCQ/dTBTwVZbrcDiZ90BdFZVl2W84UZSEsPcfv3VfyFx0UV8za3v9Mkns1Lu4sXAvHk5Hp+6dXnBL6q2Rg0b0pPu2z4L4HtkZ/t70Tt1ohh64YWiGYNRMC64gN7APXv8tz3+OPNHfXuhx8cztC0ri1W/86JyZYarhcKRR7p7IZ2oL1/zW9Wq3OYmzACey+1vwwgve/dSeASq21C5Mo0dbqL52GP5m65f77/NObZzZ17bnMgFkfy10LriityRhKr0OPtW8t65k9vcqkY7xaTcegwb4aG+p7iXWzs8x2jrJjhUaeTx/h3XrXOP7grEccflvo6lpHC+dOnCbcnJnEMzZ3Lu9+jhf44//mDRsWuvde/Rrkoh1apV4VrCGeFn0yY6J6pVYxThoEH83W+9lWHeaWmMZKhalXPPjXLlgLp1GOa9dy8F9N9/cw5ccw3P99JLwCmnAN995z5nDCNclPZ2bAXJuHkGwFUi8jiAg6o6R1XfUNWBqnoygNfAPOhLAQwGsBhAnstjL2/2IQDVweJnPQB0UVUX6WUEw8kBnTEj9+tOSJlvODjABWO/frwYL13KHsJOmGJSEkVtv37u7WDyQ2Iiw+zcWmE1bUpL+7x5uV+Pj+fN6NdfrVdwNOndmwaPr7/239ayJX+/GTP8i/nUrs32ICtWuBfG8yWQp9KXk05yf93xAvp6beLjKbAChXWXLVt0xYaM0ClXjgInUHExgAtRt98tMZGGELcUk6DvGYIAadGCYsZXrOzdy7H6zlNnbrtVhnZ6Dbu1lzPCQ7CWfs5c8/ZAO+zezWuId/X2UFJWAM6V2rXphQ6WzpmVxbZGqsB99/mPY+NGpjnVrMn7rhtTpzKX//bbQxubER0OHOC66sABhmLfcQejtf73P6YP7NvHaIY6dbiPW3Rfz55ApYrAlq089qabuIb66SfWhRABXn8dOOMMCm7nemOUbEq7iI0l8i2oVXU8gAcBPAJgtYi8KSI3icg1IjIC7CU9Q1U/U9WnVfVKVXVpUuN3XicDbgOAumCIeUdVXZzfMRoMOWzVyl9QN25Mq/306e59puPigD59aO1MTWUfRO/qzeXLU8Q0bMjFhlshIIf+/QNva9KE5/cNfyxThmP0HTfAkLfsbIbAGdHhhBPoERw3zl383Horf1e3PuQ9e9IDOX26v+fYFyc0OxiXXhrYK+OI4ipV/Lc1auQetg7wfG7Vyo3wcswxvBYEE8Vt2+Z4gH058UQK8vz0EM+r2vf55zNv1c1r7vRjb+nT/sqZd6G0iTPCjxPW7dtqCsgJ1XebM1u28Nm7kFmwdJUTT6Sx8frrgRrVWZU+LxYu5Hy55prcRe2c93/pJd4PR45096Jv28ZCfccdB1x3Xd7vZ0SHjAze+/7+m57ob79llODVV/N3/vFHpsE50Qy+987WrWnUS0wENm8BoMCdd9KovWIF/71nD+fJ9dfTyBKODi2GYQSnQDUhVXUogI4AfgVwNdgf+j0A1wH4CcANhRjTBLAXdQdVdSl/ZITKNdew2rGvV+exx+hhGT06cFuQDh0YlpSVRQuq7yJWwJY1J55I62i/fvR+d+xIS6xzAwiEU5jHKQzjzTHH0EPgG3rbvDkFvZt33YgcgwfTe+Ib2g2wuF18PL0mvpQrB/Tty9/Vbbs3vhW4fenb179qr4Mq53358u7nadSI887NE122bM5i2ogcTtvZYCG1TZrQ0+gWkt+4Ma9Vu3eH/p4C9q/u3p1RN82a8Xp2/vnADTcENups2MB0lY4d/XOxHdHlNu+sKFnkce59TsFBb5zfwa2YlyOyvb3GvsYTh379aOypXj30Ktt79nAOnXwyr5ne7N7N4lTZ2cB777nPQ1XgqadYi2TCBHcvuxF9VOlJnjuXUQipqcDHHzO8v0UL4P33GV3Tpk3OMa1a8bl5cxqN27Xj/XbKFHqhmzWjQXvtWuCRRyiqP/2UleCHD7e5UBJ5553w9nmuWtW9uGtREO6xxxIFbrKgqr+oam8AlQEcC6ArgKaq2lVVC7wkVdU/Qc+0i48rNESsbj7AsO+EBN5wvWndmvk7CxcCw4b59xV2aNCAuYP79zN/LBjlywNHHEEx3KxZ3hbSQDmuQM4ftu/iOC6OoZSB8l+NyHDeeYxycNpbeZOczN8oUA5Yp04UwnPn5i1cvcMtHRxrfTBRsmABxYtvWzYHJ6/SzRtatqz1oY4GjRsD9erlLojoi1PD4e+//be1asVriltkRDBEuHA96SQaAtu2pYBxu4NkZ7MGwNSpnCcXX+y/jzN33PL6N26kx9HXG2mEDyev3k2UOoXj3O4nTuV27/SURo1yDD8A6zdccUXexj83Fi7kHOvd23/bpEk0HI0axRQaN777jmlRzz3nXyzPiB2GDKFR5LrrKJqfeIL3n0suoUDOymJxMm9DTLlydFJ078575bJl9GqXLQs0P5JzeuNGGlTmz2fE3pNPshCZrXxLJgMG8BEuKpTnIxyEe+yxRKG7FnoKlv2pqnO9+0sX8pwuwcjBEZFaItJYRJpZJXBSpw5w2WXsb+m7CL3iCuDee1kdcsiQwGGuJ53E/OlAFbsLSrCWJY7Ad7O0JiS4h6obkSMujkXGfv+dnmBfzj6bfVrdFqpxcaxsmpzMhUAwUZ2cRKPOaadx0XHVVTnt3QKxZAnDuTt3pnh3wwkDd6vmnZRk8yta9OxJoREoaqZlS4bu/vCD/7ZKlfh7//WXe0XnwnLoEDB+PAs2du7Ma6aTn+vNrl1c+LrN0aVLKZAsHDNyBLvP1KpFw9zChe7bUlJ4LXG81SKcg84CsUePghUC27YN+Ocf5rr6Gga3beO99oorAovptDTg1Vfp4bz55vy/vxEZvv4aeOghXtf69wduvJF/+7fcQmfB7Nk0BLqlJQF0Nsyfz4JjVaowsnDtWuBQGsX0zz9TaA8dSk+1iWnDiC6FFtSxgIj0AvA5gKUA/hSRR0XEJWuq9PHCC/SW3HOPfy/OSy+lVXPbNub2uIVSxsczBHLv3qLzDB8+zIVvtWruuW3Ll/P1evX8t+3da/mJsUD//vyNfKMfAFrfk5OBt992nzPlylFUJyayKE+w6Ic4Yahvw4Z5t/9YtozpANWrMwwz0ALDMdi4nS8uLn95uEbR0a0bDXsrV7pvT0igp+eff9z7s158MefWt98Wbdj+3r0U0/v3MzriyisDz8UVK9wjK7Zvpxjv27foxmXkjRMp4JbeIcJ72+rV/pXXRRjhlZoaONqmIBw4kFMwqmdP/+1z5vC9g82TMWN4L3/nHQvvjVU2bmQtmubNKapffRXYsYM5zlWrsn+0SOACr5mZbJvlGPAefpjnOJQGtDiKc3LKFIrs++6L6EczosDw4XyEi/0H+CgKfIukhXvssUSxF9Qi0hfAWLCY2TAAYwA8DqBbIc45QEQWiMiC7cW8pHTNmrzw7t7NvEDf1jI9erAy5L59wLPPui88unShePruO/d2SfnhwAHeKDIz3cNANm9myO4FF/jno2VmciHh1uO1OFES5lelSox+mDbNfzFauTIt6Pv3M9965Eh/YV21KsPUUlK4wAwkokJl2zaGkVepwvMGW2j+8w+fnR61vhRnS39xnltnnsnfzS0336FvX6YUjBjhHx2RksKFZyiGmlDZuJERPpmZjOgJVFUeoPdoxw62JvRl7FjOqyuvLPyYokVxnFvt2/PZt2uEQ8+eNKC5dZxo25bXqV9+ca/1ESqqvK8uXUrDTHo6vZS+Rpm0NHotjzoqcJ/03btZ+6RHDxbMKykUx7kVjCuv5O/87LOM5Bo/nlW8jz6a15K5cxmB4JYusGcP8MknvJb06kWjz/PP81rUsgWjZcaOZdreY49F+pMZ0WDgQPdq3kVV4XvXrsJd44IRaOwlkWItqEWkBVhtfBSAe1X1YQAPAPgHzOsuEKo6XFXbqmrbGoHubMWIDh3Y6/LgQXp4nAq1Dm3bUlTv3cvwId/c5aQkWkFVgc8+4w0iO59B9du3cwzjxlFUX3utf8uZ7Gzg3Xe5IHarWrpzp3urmuJGSZlfAwbw5j5xov+27t1pyLnsMnoTBw8GPvood/uaihWBp5/m88yZtMYXJFnj0CGG1yUmUlAFE9MZGQwZrlXLPa8yI6N4e32K89yqUYNFmiZODJyCkpxMD1316rxm+faydww1ZcvSUOOWbx2MzExeZ/7+m4vgr76iZ/yRR1gjIhCqvLYlJgLnnJN726FDFOWXXBJ6f/VYpDjOrSZN2Jlg3Dj3/t9HHcWc1m+/9e84IcLCnAkJvL4ESkXwZvduYPceGvg++oji9733+P7z5nH+PvIIw7W9ychgVe+0NOD++wOff9w47vPGG3mPpThRHOdWIKZO5T3m+ut5j3n4YV6XLryQ2zdt4nXG1zGQmcl75YQJjOK79VbWDBkyhOL6xRfpoV67jhXCX3yxeBt/DaOkUawFNYA6AOoB+FZVnVrWqaC3Ok5EbhSRM0SkeF+hi4C2bWmFL1OG1iLfhWabNsCbb9KrOGSIvye7Th2KogoVmLuzYT1vDHPnclH777/uvT43b6a1deJEegY7duR5HM+BN998w/zHBx90zytyqrGGqxqhkT9OOom/4/vvu0cuVK7Mlh7ffEPP4pw5FNDeURApKXytenXmi33/vXtRsPR0LlJXraJB59dfuUCdMYPW+vR0WuzzKhA0cSItsQ895L49Pd36d0aTl1/mXBo9OvA+FSvyN69Vi2GvvhXjK1ZkhETFilzYzpvnL5YcMrN4/PTpfM+RI2k0/OEHCrBzz2Xhp7zauE2fztDh227zL0g2bRoNBLfckufHN8LAW2/RoBuo0uwDD/CaNGuW/7aKFRnZlZrKeRTI4Od4l8eP57nSMyjmW7emZ/LKK+lNfOEF/4rjqakU02vXAo8/zsKebhw8SLHVrVvgiuNGdMnK4t95w4bMg//8c95v+vXz70O/cyfXNBs2cG324YeMzqtShSl48fF8Tkvj3P3rL66zatagkSbUivKGYUSG4l4epQmAiqCIdrgCDPd2bMC1AHwhIs+r6o8RHl9M0aIFw9dOOonWz/fey6l4DLBlzLvv8oYwdChvAt6FnapWZQjTqlVA1ffo0V65Mnc/4nLluPhMTubFPzWVN5KLLsoJHXfj33+BL75gkY6zz3bfx7khWdGo2GH4cBprhgzhnHGzmFeqxJYeHTtSYD//PI0mzlwoU4ZGlqlTGaq7Zg3F0mX7GbXw4YfuPWDj43ns8cczdLNBg8DjPHyYrUXmzmXtgI4d3fc7cMC9QrMRGdq2pfj44AMWozvqKPf9KlXivOjTh4bA++9nKLiDY6hxxPGyZfQwly3LeZOaClywAcjKBmZv5LXluON4jpo1KXrq1s170apKITVhAsd66aX++3zzDa+znTsX/HsxCk6HDmxd9PbbvLf4eofbt6f4/eILFj30LWB2/PFMR3By808/ncZCVV4vnJz+rCyK51abgYR43mPzYts2GpH27uU18dxzA+87aRL3GzIkv9+AESnGjuVaZuhQXjtGjODf/rFe8ZJNmnD+LF7MB8D7ZtWqjNxr0oT3wilTaGgePpzRDp99BtzcgNepuGIcRWWUfAYOLD2tsrwp7oJ6IoB7ALwiIt8DKAP2wn4ZwGgAmwFcCOAdABCRNaq6KTpDjQ0aNaIXsGNHLjJGjMjtfWnVilbV66/novbvvxm2m5SUs0+zZiwYVq8e8MatXJxu3kxxPWsWLa6ZmVy89u1LUR7M65eezj++8uUZyhYojMnxWluf4Njh+OPpDbz/forie+8NXLDp5JO5ePzf/xiue+edOeHVcXFcTLZvT2/fwoXAgVTOhSOP4bytX59ip0oVvkeo4W4rV7IFza5d7M1+442B9920ieHqRvQYNowLygcfpNc4UNRBpUqMjujTB3jlFYbSeu9bpgyvP07Ky8KFvC5lZ3NbXDzn0yM38FqW3/DJrVsZfr5yJfMhR470F+B79vB977vPwjOjyZAhNMB8+CENLd6I0Mh36aW8H951l/9v1asXjcWTJ9Mwl5BAQe2EgVeuzOiEevWAhNdDG9P8+RxPXBzFfuvWgfc9cIBz/cQTOZ+N2OPQIXa/aNmSLfgWLeLfv297vYQEep6d9ldVqtDYl5LCSApnW8+enFNPPQX8+COvIcf/CdhlxDBik+IuqPcAGAjgRQCXAVAAswC8pKpOGaQRIlIWwEsARgAo1YIaoGieMYOhY9ddx3Azb09QlSpcNLz7LhcYK1fSa+1WdRvgQqNZMz4CeZeDMX48xc4bbwT3DpYvz5vOplL/C8YW997L0LWnn2Y49qBBNKK4CYgOHbgwGDqUwsm3OE/NmoyM6NcPONazMC1MqOyCBZzDlStz0dq2beB9N2ygsaZNm4K/n1F4qlalN+bUU5kP/eyzgcVo7dq8blx/PUOz773XX4A3bsyq9P37U0yLeFogeeaXd5ROXqgytHvGDC6YExLoibzqKndv9jffUHS59Rs2IkelSjSmvf02hY9vpFSjRsDtt/Ne+N139Eh7I8LXTjqJrbQco27t2hRQeaUEeLNtG4X0ypWce2+95R8G7k12Nv8Gdu/m2IzY5NVXaWR74gleC2bMoOHuuOP8942P53XJqQeTns56DV99xW1PPMHjbr6ZxRXffttT2Om8CH4gI6YpLYW+ihPFJgtDRJqISHsR6Sci9UQkSVWzVXUWgPYA2gK4A8A8R0yLiGMw+AE07AWp0Vq6aNOGOa0Aw4zGj8+dHxYfzz/YN9/kAuSppxgSV9Th1gsXMmTyyiuDV9AFuKiJiytY4SojfIhwfnz7LcXDoEGcO4H6AV98MS35K1fSC/n111ygFvXvumIF0xoaNODcDSamAXoYy5ShmDeiS7duNLp8/z09c8E45hgW6Nm5k0adtWsD7xsXV3BP8bJlFPjPPceKzVdcwRSF/v3dxfSOHZx/bdrQs2hEl9NPZy69b1FOh8suozj+/HPWCXGjcmVW2L7sMj569AhNTKsCf/6Z0zN4zRoaYiZMCC6mDx3inPv6a0YAmbEvNvn7b+bId+2ac5+ZOZP3Hu/oPl+ysrjf/ffzHnXkkYyCKFeO15edOxmxZeLJMGKfYuGhFpFLwOrdLQAkA/gXwDAReU9VU1U1G8AaEekE4BKw8jdU1cnubQ5gP4DlvucuzbRuzRye3r1pAZ83jxUpvfs8t2/PC/xLL9F6OnMmcxtPyaD4KAxz5zI3qF49WmLzYvNmhpc3bFi49zXCwxlnMJ9w+HAW+rn6anqhvfPHHPr2ZaTEE08wN3DSJHoWmzent6huXc6xhALOsQMHmEZQpQpTF8qWDb7/pElc0Nx1V+5cXCN63HUXDW5vvUVvTTAx0akTvTiDBjG8t107Lm6bNCl81faDB3PadFWuzAiLc84JPqfWrAHuuIOCaMQIC/eOBZworE2bWPnbFxH+VpdfzhSRAwcYJVHY327jRhpWNm7kNW7gQFZ8ditmfegQr6GbN3O+ffklPdNPPhm4kKIRXbKzmXaSmMj7HkCP844dvA4FOubXX1kkc/duCu9XXuH975VXGKHTqhXXXMW9q4lReMLtRGoUxjV1aXKAxbygFpGLAHwI4COwz/RGAEMBPAEK5O9EJM4jqn8B0FBEPgLQH0A26LkeAGA7gNmRHn+sU7s2he2rr3KheNVVXMB6i9YqVWgdv+gieiInT2aienIyQxpbtOANIa+FqypvHqtWMXRt/XrmDo0aFZo4HzWKi5vzLOwpZilThiHaZ55J783NN3M+uVWuPe44Lhy2bOEc/O03Fs1btIjbzwQQJ8Cjj3IxfPTRPE9CHletjAzOZ0fM5FVkbPx45lB26GAFf2IJERpn5s3jtemDD4IbO044gUaRkSOZsjJ/Phe5VauyuE9KCj0/Vasy1PZ05fwKxu7dnBu7dzP3/sorg3uc0tM5zlGj+F4//BA8N9aIHE4NDu8uA74kJ9PI60RtLVrE3zyYFzkYP//M+eC09DvnHPd73fLlTF349decIp8JCRRkL7wQuIiiEX3eeIP3rkcfzTGSbNvG9Y6b0WTlSs6xLVuY4jRsGA2CS5fSmLNhA42JTz0VuB6JYcQ6pbEwWUwLak+f6YcAjAXwpNMaS0ROAcX09QC+84hpANgKFiC7HUBrsPp3ec/jHFUNEIRauomLo2enWzcW0xgwgItS38XrCScwRG39eqDR7bwhOD2IExO5SG3Z0lOYJYGenR07mFe0bh0Xpenp3L9CBYb9Xnxx3gIJYOuZzz8H7rmHudpGbNOsGcVx+/bMTRw+nIWb3Khdm/PAKd6ybx/zVJsNBQ4dBMomcWE6ezZFUY8e9By5Fas6dAh47TWG/T75JC3+gcjMZKjw+PGsQP/114WPujCKlgoVaHxr147XqDfecF+kOlSsyP2uv55zZuFCLlCdtn6HDuW0rTldGI3jllMLsKDQc8/RU/nmm3mnDPz8MyN91q9nFM/o0RbtEEtUrsznYIIayBHV48bRMPf447yedevGaJtAnSq8OZzOVIWffqJx+r333FtBAhTcr73G7XfcQXHVqBEN1SaoYpsNG2js69gxt6Hfu/OJwz//0ID8zz+8rg0eTMPzwYMsRDZpErtb/PAD55phGMWLmBbUADoDOBLAI15iOlFV94vIdwA6iUgVsDgZVHWfiAwF8A9YpCwJwAwAL6vqP9H4AMWJ1q3pKezQgTk9777rXp27QQOgYSM+vn2Yi9aFC5mT/dVX/vtXqsTwpYYNuVA47jjmCoUaivnHH8xPOu44Wm2N4kHdukwROPlkeqrfeSe08LWKFWm8cbxC41/mAmX+fFYHnzqVBpZOnThXGzakV3rxYhp8DhygNyhYgbzUVIbnzZtHw87QoYUPDTbCw1FHcbF57rnMK3ziibwrHZcvT1F72mn+2/bvpzeo5lM09j36KNMTjj46J7x3wwaGXqalMcLi+OMDv9f+/TTMfPkl5+K33zL9wYgtypTh7/PHH3nvK8Ic6Z492Qrpk08oikUY7dCwISMdypblebOzWV9k1y6g8QoK6vnx9G7fcktgo7Ej2i+9lNdHR/QbxYOnn+a9x7eKf506FM2jRzP9Y9kyVvBOTmaXiz59GOny7bfsfLF7N40pjz3G+59heOOkOy1cGJ7zb94cnvMC4R97LBHrgno9gOmq+p9MU1WPjxOLwHzpFFXdDQAiIqq6FcDrnge8wsGNEDj6aN4ELrqIN/q77w6+f7VqXDyecQYFysGDzBXLyOANpWbN4CGSebFqFT2cNWqwamaw9ltG7NGsGQ0tnToxBOiVV/z7wIZCQgK9AB070sI/ZkxOTr83NWvS2+MWYu6QkcFIh4ULuYgdMCD/4zEiyymnMBz2nHNYzKlrVy5Ag/UeD0SFCjTyNG0O1KkNJKznnKlRg/N182Z6tMuXp4hq2TLwuf79l+3fNm5kjuvDD5tXMZa54gqmdcydG1pf8MqV2V5ywABgyRIa9ZYvZ37zkiX+nsjy5WmYO6Ix8OVbwaMpZsxgOHf37vSIhxKpZcQOO3bQ6XDBBf4dUJKSaPx96inOmZo12YHg3HNphNmzh+J5xgyuub791grOGYFx0uAcirpIXXpG0Z7PG9+xl2Ri+hKuqt+KyM/Af2LZO719N4Cy8GrLp6rqCGgvIV2KUuKLht69KWJfeYUeRd8+isEoW5be56Jg0SKK9ORkirLq1YvmvEZkadGCfTR79ODC9IEHgLPOKnixn6ZNuRgZNIiL2hUrmK/Wti2jGIItTFXpVZg/n3mu/fsXbAxG5Dn6aIqZYcMYLnnppRRI111XcBFboSLzrqdNo3j+6y/On+uv5/mrVg187Lx5nMuJiQzT7NKlYGMwIsdDDzHs9oEH2OO3d+/QIlPi41mp3bdae3o6DXQinINxcUDTO7jtcBAxPXcuIyOOO44RNyamix/jx9OgEmh9dPTRjG7w5ddfaXjbu5eRUXffbdFRRsmktFWnj/nLuKru9Tz7CmMnH7oaWKgMInIkGAY+SVX3BDjOCIHnn6egHTqU+azXXx98cVmU7NrFYlITJtDyO20ai5cZxZcWLegR7tmTbWO+/JIF8Nq2LfhiolIleiq7dg39mDFj+N6PP25iujiSnMx0lKuvZpjlqFH07tx5J/MOC2KkSU5m/mOoxQ4zM5kfO3w4PdrffcdUFiP2KVuWrdh69WK++8SJnDt55ccHIjExf1FTmZnsQf3mm6zvMH16aDnZRuwxbx4jEEJ1IGRmshPB6NG8XsyYETyVxDCM4kXMC+ogHPI8JwCAiLQE8DKAZgC+hSev2igYZcpwoXjPPSwE9OmnXDw2aMD8oIc3M9dHtehawuzYwcXGZ5/R8n/rrSzW4VZ8yih+1K1LI83rrzMP9pZb+Nu2asWCdrVrc59GjYregKLKufXqqyxo9sgjRXt+I7LUqcNiTtddx4rMd9/NMP+rr6anOFwev8WLmS+9bBkLCk2YYNen4kbduiwg9+mnjHK58UbOmRtvzGmtVdRkZlJAjRzJlJXTTmNdgHLlwvN+RvhZujT0Fp6bNtEr/fvvdE4MG2a/vVEwSpvXtzgRdUHtG8rtEtodiDjnWUSaAHgeLGLWRVXDmGJfekhOZm7hTTfRkj9vHheS8+YBfQ9zn1svYmjkBRcU3NKuynzY555jYZd+/XjzCVah2SiexMcznWDgQLZfmzGD4eDff8+8Mu/9piXTC/3TT8wvK2j+/L//ch7PmgWcfjowZQpDM43iT7duDPkfNYppAPfcw2rJ7dox97lOHaaKNGoUuMpyKPz1F6Nm5sxhPuQnn/C6ZxRPRFgY6vzzaWQbPJgti9q1YzHDjh1ZH6QwZGdz3syaxbSCnTspwCZO5P3SepMXb+LiuF4JRlYWDSfDhnH/ceM47wzDKHlEXVB78p6TVTXN6//xqpqVx6FO84seALoC6A6gk6ouCd9oSyetWvHhoAocOo0e5cpgYZURI7jAvOii/OU6HzrEnNZvvmF+2iefWFus0kByMhcW3ouLgwdzKqIuXgwkvM4CUf/7H0M1O3ViqGa7dnkvRlNTmdf65ZcMNU9JYYjn3XebmC5pJCQAN9wAXHMNryPjxjEM/Lvvcu9Xpw4NKn37UhTnRVoaQ3I//5yepQoVWGRo0CDzLpUUUlKYOjBwICOx3nqL0TMA0KQJDXknncSQ8FAiEdatA5LWA3v2Aj1PYceBuDheu+67jykvdv0pGZx9NiPoNm/271PuG5HQrh2jWUL1aBuGUfyIqqAWkTMA9APQRURWA5ihqkNVNSuE6tx7ABwEcCeACgA6m5iODCIUOA0bAkum0MP4wAMU1e+9x0Irxx7LMN6qVbkQqVCBFVMrV6ancfduht29+y4r5D75JPDgg1acozRTtiwLuRx9tKfQyxJa+L+6ld7sTz5hPn29egyZbNeOxpfKlSl+1q1jS5xffuHcSk/nHHzsMbbtClZx1yj+JCSwiu655/L/e/ZwTmzaRE/hxImspjx2LIX1K542Nv/+S2/iwYP0Iq5fz2J3P/9Mg1/DhvQw9e/PiAmj5FG5MguWPfgg01K++46RLF9+yeJT8fG8p7Vpw9SCJk2YopKVRcE0fz6vTcuXA1+A17IrrmIo+RlnWEHNksg117Dl1XnnscVatWpsoffvv8Bvv7HfecOGNPBdcokZUoyCc8MN4T1/+TAaiFu0KD0FO6MmqEXkCgCvgD2jFwE4FsADIlJDVe8KJqZFRACkgFW+EwC0UdU/IzBsw4VOnYDZsxl6+fHHtMR+8gkFTV4ceSQXL6eeGv5xGsWP+Hh6As4+m1XnJ0xg+PaYMSzu4kadOsyH7NuX/YottLJ04hjwjjuOVeXvvJMREM8/T2G9zBPj5Falt04dFs3r04dtjWwOlQ5EKJrbtKGROD2dKU7ffUej3qhRNL640aoVo7VO+5qe71PfiuzYjcjSpAnXPP365VT8Tkhgjv7FFzNa76yzTEgbhWf4cD6HK3+6sOktwejale1JSwNREdQi0hXACwDGAHhNVVeJSC0AHwLoIyJjVPW3QPnUntdWicgFAFabmI4NjjqK4XJPPMGby7ZtfOzdy8rd27czTDwzk56e1q3ZC9RuOEYoJCezTdIVV9AT8PPPwNq1wJYtjHpo1oxpA40amQAy3DniCFZYfvVV4EAP5kCOuZ2GmwoVGAreuLFFMxgkMZEGle7dGd67fz/w559MAdiwgf2GmzShB6Z+fc9BM6M3XiOy1KvHHPnMTBpfkpIsys4wSisRF9QiUg7A5QC2ARipqqsAQFW3isg9AOYDOAnAb75iWkSaAWinqmM9x0yJ6OCNkHEstXXrRnskRkmkQgWG7RpGQUhIoPcaYDEqwwiFChUY9dKhQ7RHYsQSCQnWS9wIHwsXhvf8h0OIJi0o27dz/G3ahO89YoVo+QabA/jCyXkWDwC2ANgJwK95hYgkAbgfwEciMiiCYzUMwzAMwzAMw4gobdvyES62bOEjHEycGN6xxxIRt6mpaqqIXAsgCwB8io9tFZFNAOp7tv1X7VtVD4vIZAAtAEyL9LgNwzAMwzAMwzAMw5uoBKmo6hqvf2cDufpPHwZQxrPNEd31VHWjqk4RkRmqejAa4zYMwzAMwzAMwzAMh1gqB+WMJRWs3g0AEJGWAN4VkVGelw5FemCGYRiGYRiGYRiG4UvMlFFwvNGgoK4tImUAHAngWQCdAXT17OdX9dswDMMwDMMwDMMwIk0seagdUsEe061AMd0dQGdV/S2agzIMwzAMwzAMwzBCJ1w9tGOJmPFQexUnOwSgOoDXAbQGxfSSqA7OMAzDMAzDMAzDMHyIGUHtVel7A4C6ACoA6Kiqv0dvVIZhGIZhGIZhGJGnV6/wnr927fCdO9xjjyViRlB7MQHA+QCuUNVl0R6MYRiGYRiGYRhGpKlRI7znT0oM37nDPfZYIuZyqFX1T9AzXSAxLSIx95kMwzAMwzAMwzBCpSTlHpekz+JGTIpPVT2c32NEpLOIlFXVbBPVhmEYhmEYhmEUZ2bP5iNc7NzJRzgI99hjiRIhPEXkfACzAXwpIikmqg3DMAzDMAzDKM4sX85HuDiQykc4CPfYY4mSIjqdKP32AGYUVlSLyAARWSAiC7Zv3150ozQM2PwywofNLSNc2NwywoXNLcPwp6SHSJc0SoqgXg+22xoGoBmA7wojqlV1uKq2VdW2NUpTRr0REWx+GeHC5pYRLmxuGeHC5pZhlA5KspGgpAjqWQAWgS23ngTQBsC3Tk61944iIlEYn2EYhmEYhmEYhlHCKCmCOgNAFoBWqvo6gPsAtAZFdSIAiMjZAKCqGrVRGoZhGIZhGIZhGCWGYi+oRSTO44UeCeBkEUkAMAbAwwBOAPCDiEwB8LKINIveSA3DMAzDMAzDMAJTkkOjS+pnS4j2AAqDiIhXSPdaAMcCOEFVF4jICPDzPQMaDq5R1VVRGqphGIZhGIZhGEbIVK8e3vMnlgnfucM99lii2AhqEWkCoDpYdGwmgJ2qetjxUKvqLBFZBKADgAUA0gD0AJAJQABcLyKfqmp6dD6BYRiGYRiGYRiGO74e3N69w/t+deqE79zhHnssUSxCvkXkEgATQCE9BsBcAANdio5tA3C2iMR79u8I4CYADwLoCmCSFSUzDMMwDMMwDMOIPCUx7DvmPdQichGADwF8BLbF2ghgKIAnACwDME1EyqhqBoDRntd/BNACwABV/VREUgAcBDDbipIZhmEYhmEYhmEYRUFMe6hFpAWAhwCMBfCkqn6gqjMAnAIK5BsAwCOmAeAvAE0BNAFwHYDJnu2HAIxQ1eWR/QSGYRiGYRiGYRjBcfPcDh/OR7hYu46PcBBs7CXNSx3rHurOAI4E8IiqrgUAEUlU1f0i8h2ATiJSBcBeAFDVFSLSDhTU36vqYedE5pk2DMMwDMMwDMMwipKY9lADWA9guqp+5bzgVVRsEYC6AFI8edTqqfr9F4CvVPVg5IdrGIZhGIZhGIYROiXNY1vaiGlBrarfAugPsEWWz+bdAMqCFbyhHjxVv1VEYvqzGYZhGIZhGIZhlEZKkhEh5kWnqjrh3L4h2xs8z9WcF0TkSABXiUhln+rfhmEYhmEYhmEYMUVJEpallZgX1EE45HlOAAARaQngNQAPA0iJ1qAMwzAMwzAMwzDyorSL6ZLy+aNelMyT96yB/h8ExxgQJyJNADwPFjHroqqbwzBUwzAMwzAMwzAMw/iPqAtqT75zsqqmef0/XlWz8jh0n+e5B4CuALoD6KSqS8I3WsMwDMMwDMMwjMIRine2S5fwjqFq1fCdO9SxDxwIvPNO+MYRCaIqqEXkDAD9AHQRkdUAZqjqUFXN8hQXC5YHvQfsRX0ngAoAOpuYNgzDMAzDMAwjlgk11Llly/COo0L58J073GOPJaKWQy0iVwAYC6AV2AKrAYAHRORFAAgmpj0Vv1PAKt9VAJykqovDPWbDMAzDMAzDMAyj6CjuudRREdQi0hXACwDGAOinqpcA6AbgFwB9RKS1Zz/fVlkA/muRtQrABQDaqOqfkRm5YRiGYRiGYRhGwciPeFy2jI9wsf8AH+Egv2MvzqI64oJaRMoBuBzANgAjPcIYqroVwD0AagA4yfOa+hzbTEQuc/6vqlNMTBuGYRiGYRiGEevkVzTOmcNHuNi1i49wUJCxF1dRHa2Q7+YAvnBynsUDgC0AdgI4yvcAEUkCcD+Aj0RkUATHahiGYRiGYRiGUWCKq1iMNMXxe4q4oFbVVADXAhgOAJ7iYw5bAWwCUN+zLd7ruMMAJgOYB2BapMdtGIZhGIZhGIaRX4qjSIwmxe37ioqHWlXXqOo6z7+zgVz50ocBlPFsy/Jsq+f5/xQAZ1iYt2EYhmEYhmEYsU5xE4exQnH63qLeh9qLOABZAFLB6t0AABFpCeAlEdmiqtcAOBSl8RmGYRiGYRiGYeRJcRKEsYrzHcZ6n+qYEdSONxoU1LVFpAyAIwE8C6AzgK6e/dT9DIZhGIZhGIZhGJHHBHT48P1uY01gx4yg9iIV7DHdCsBTALoD6OwUMDMMwzAMwzAMw4gEJpRjj1B/k0gJb4kVh6+nOFm2iIwA0BPAGgCtQTG9OIrj2g5gbZBdqgPYEaHh5JdYHVusjgso+rE1UtUagTYGmV+x8h3ZOHITa+MIOL9CuHaFi2h/R9F8/5L03oWdW9GeB27YmEIj3GOKxHUrFr5XG0PkxxAr98TS9r2XhjEEXc/HjIfaKU4GYAOAugAqAOioqr9Hb1RAsC8PAERkgaq2jdR48kOsji1WxwVEfmxBLvwx8R3ZOIrvOPK6doWLaH9H0Xz/0vLeocytaM8DN2xMoRHNMRXVdSsWvlcbQ+yMAYjsPTEWPrONIbJjiFYf6mBMAPAbgA7RFtOGYRiGYRiGYRiGEYiY8VA7qOqfItLR03faMAzDMAzDMAzDMGKSWPRQo5iJ6eHRHkAQYnVssTouIHbGZuPIjY0jN7EyDjeiPbZovn9pfW83Ym08gI0pVGJxTPklFj6DjYHEwhgiTSx8ZhsDicgYYqYomWEYhmEYhmEYhmEUJ2LSQ20YhmEYhmEYhmEYsY4JasMwDMMwDMMwDMMoACaoDcMwDMMwDMMwDKMAmKA2DMMwDMMwDMMwjAJggroUIyLi/WzkTbS/s1j5rUQkqteOWPkeAEBEkjzPMTMmIzel9bcprZ/bMPIi2vfyWMG+h8gS7bWTQ2n/vcOxbouJH7Y0EWOTuCYAqJV6zw8R/85EpJaINBaRZtH+rUSks4iUVdXsKN8YkoQkR3EMEJHTATwnIi1j4LcREUnw/Dumru0iEu95jvM8R+w6KCLnA+gRje+ktH7ughIL90cRqRrtMeRFtL+n4vAdhUDMrX+i9Lva9xABYmHtFCtryWivVcK1bis2N9riiIg0EpGmInKcM3lUVWNhgSMi/QFMF5Em0R6LNyJS2/NH38Tn9ahfYKPxnYlILwCfA1gK4E8ReVREUiL1/j5jOR/AbABfikhKtG4MnnGMBPATgAkicpGI1IzCOK4E8CmAlgCOjvT7e42jm4g8BmAygLdEpH0MGDz+Q0TOBvCKiEwF8LqIdAUQkb9nz9/sJADHA4iPxHt6vXep/NyhEov3R8/f9GgRqRetMfgSa99TLH5H+SUW1j+x8LvGyPfQXEROFJEuIlIdiP51oKiJhbVTLKwlY2GtEtZ1m6raIwwPAJcDWAngAIBsADMA3Oa1PS6KY+vvGdMLAKpH+7vyGldfAIsA7PY8PgTQq7R+Z57vIw3AJwCeAvCeZwxnRek7uM7z/gcAzAOQEunfxfOdpAOYDmAKgPmeMU0EcIrXfhLmcZwGYA+AVwC0ctke1vf3ep9+AHYAWA1gOYBUz/fTI5LjyGN8hwH8CuAXAGsBZAIYBuDYML/3NV5/sw3sc8fOIxbvj17X+KEAqkT7O4rF7ykWv6NCfIaorX9i4XeNke/hCgDrPfetbAB/AXg+2nMkDJ8zqmsnxMBaMhbWKgjzui3qE60kPgCc7Zm8bwO41jOR/gCwF8CnXvtFY9HgLLZeCrbYisTk9nm/CzwL0JEA7vc8dgLYBODF0vadAWgB4E8AbwFo5HmtJoC/AdwT6e/A8/5neC6CTwH/b+/Mw+4oqvz/qTcrBBICQiARA2EnIWFPICxBhJFdhm1kR0RglM3BYVVWUUEUUGfIMMruoCCLIiIysikCAi4gy49FGAUhEJYQQiDw1u+Pc5pbb+e+73u7by913/d8n6efe28vt75dfbrq1KlT5zAHuKfKjgEYBzwIXA18TPeNUcXgPeAPwF4lc3D6eR7wm7BRBmYCHwfWA0ZU9DzmqlxO0X07AA8BTwMT6pCTgN9EVZAuAVbRfWsCX9b36VZgi5LK3k/L+Eby/uj+IcDwRF7LkNvBet8ZOEbXPwZt/Pl9tfGDuZ5irKM27qE2/SeG5xpJPWwHLAAuAnYBtkaM5O8AdwIr1S0vBd5rbboTEeiS1KyrUJHeVrugDcRNBffhRJnSfeNVyVkE/CrYX6XSsLc2oqehAxLdvxGwJTAjFKgyG9MUryHAD7WRCXmtBlwLvAVcOZjqDNgGsaR9Ktg3CrgDOAE4Qhup5SusixH6jI4AvqCd4d3Akk3OLVx2gFW0To4NZUc/twdeQBSTnUuuhy5k1vGSYN91wDyVlXcR74qtS+SwrJb5a2Dt1LFjtJ1ZvyrZ6IXjZESJOCQtF8Cnta7uADYpuNyt9L9/BawZ7P8y4vL2O2SwW2i5g/2+M/CMqn8E9tF6OzPVxq8FTAEmD/Z6irWOMt5DFPpP3c81onr4GjJTuXqwbzngX4GXEe+eVcvkUKHs1aY7UbMuSSS6ChXobbUL2kDbkMHh3cBtwb5h+jkWOB6xTv48OF6Fq8MExBrUDewX7L8CeEX3vw/8FNi1Ym5LAH8GftSkzsYD39MGaPZgqTMaLkLbBfsO133/0K0bWSc5s+y60PK7EMvxRfr7KMTYcQ8wXPftWGL5ExH3sHMCPo7GYOUTyFKBu1AraIlcrgUu0+/XIK5MRyMDptP02fwe2Lak8j+GzIKeGexLjAvjtPzDq5CLPjhuhMy6fFZ/D08d30N5Xg2sUGC547XuX0GUx6HAzYgXwxOIl8MC/b1XIkt235XIRFT9IzAJUd7nA7sF+78P/J9yeRvpgzYdjPUUax1lvIco9J+6n2sM9UCjv74e+H2wf6h+LgHshRjI7w321+ZVU8A916Y7UbMuSUS6CiXrbbUL2kDcELeClwisMUEjMgaZMVgAfLNiXnsga05fR9wcrtTv5wOHKa+3EBeMPSvmdjUSLGF8sC9xT1wRcQV/BTimYl571lFniFXvCW2IvgvM1o7ufGAqsLyWnzSE44squxc+ybM4UBucoYgCcIze/28Rd60nCSzOBZXtgu+3ar0sq7+HhOcAu2udfCV9bcE8LgCeQQb5v9V6GBoc3xmxvP4EGFN0fQBL6fs8sgm3pRAF9/ii6yAH14eA3wW/h9DTCPKv+rw+UyRXbTPuR5SF+xBDzK6B3HwSWYe/iILcr1PPoNL7Dt7PcVXfdw6uUfWPyIzRM8is4XrIOsN5NJYfXYa4of6GioyXsdVTrHWU8R6i0H/qfq7UpNM04fFvKjPTm9TDSETXeBu4pm7ZafM+a9OdtNxadUki0lUoWW+rXdg6fWsmAIh71AJkvcSY9LmI0nMTsjh/gwo4hu47uwB/pGGd+mTq+PrauN5JiYEqaFhlkzo5BvgAsaYNC85LGqNVgD8hsywrllxfawFL11lniEVza73fuYgl7X9JrTUJ6m2nEusjbAC3RizoG+vvJZGO8V1tiPYvsNxxTeRlptb1jcGx9GBlNuLiNLEEHom1fAKyFuoPKhPbBFwSmT1On01RA7YNU78XW+8DDEOUkb8Dp6WOLVWWjDThkdTBviovF4fPK/i+NPBzpC1ctmAOKyIzAN1I8JuhqeOzEMX2NrSzz1nOmCbyUcl9p8oODZCl33cGji71u/b+kaCP0d+HI4Hj5uu780/oGkc9viOi+F1Vdh0FzzGGegplttY6Kuge6ujLa5d/atZpUvKd3OfWiMHvagK9Jjg+GllzO5cSPd9Klr1adKcUh9p1ybCdCPZVrqtQst5Wu8ANhA1R5tMd9OXa8exHoLQED219fZGOLJHXpsH34cH33RC32LNCwaWhDCbWqlLWoiIK3YnApNT+XyBByGam9id1tq3y2qPEOttXy9gxtb+0OkNc6jbVsifQs2PrAlYFDgDOalLuVC33zKzl9sJlCqIYHYfMRCSBM8KO4V7gCwG/mxFFagHSAQ8vgMdeiGtc+jksBZyKWFgvT9VTV3DtO8BmZfDQsoYh7nmJu9TJyXMLns0mSMN8RAE8kiAyO7R4/v+j5xKJyYiStnu7XHopbw3E2HEgohAmBpAVgP9GlLOvpuVXvx+NWOpXK7JsPTYe+DZBW5OS5WuQNmd0G/JxJbBRav/yFdz3YmUH70Cp952B465IwJeu1P7a+kd6738O1/fmFHoOFBMF/6v6Dm5eAqexKjPjU/uvqKueeuF5RF11VOA9VKb/xCD/1KDTNOEwEtGTR6b2n69lnAIs16QeJiGeEKfXLTct3GOox42noQ90BeeUqjsRgS5JTx1yKk3WiafOL1xXoXc9dgQl6m21C2Enb9pQnoO4oc4msCYirju301jPNkr3Jy6qIxFr70UlcfuUCsxPgn3hoHpHgqAYui9pxGbqtV8ogdcBwGvI7MyOqXKnIrPQz9DTGJDU2Xi99pSS6iwZtCRBg5ZPHS+8zhCl+GFtULsRq/TRibwE5+0PPNHk+j2R9Zr7FnD//4K4Hb2hXOYga33SM1w3ArcgVr3r9ZkcCByr191CTtcdpNOdgFhSuxEjyydS54wDvoMMqn/U5D8+re9d7uBLLfJYEXGhekvldkbqHfsUMqDaNS8P/Z+DaUTXbckdC1k+cZl+X1efWTcwrch3Rv9/HyQGwps0Up/sRkPJnoQoDnMJIvYH1x+JrNFcs6iyk2eonz28YVLXX4dEO800U6vyMYlGe/F9YGrqnFLuu7+yabRJhd93Trk9LuCStOWjqaF/pI/+R7/vS8rtMpCjXfV+/rlgTrsBv0Ta2znAQcGxyusJmc06DgmedQiwTur4/lXXUY572BzpR68ATiIVNI0K9J8Y5J8adJomHHZFgs7eh7SHexBE8EbWtS4E/h2NKUFPw+MfgavrlKcW7rE3PW7J1Hk3Up7uVLsuSYs6ZOqaQnWVPjgk72BpelvtgtipmwrlXCSq8MP6/XmCzgeZOblTH84x9HRr2RhxdzmuBG5dSDTObi37puBYOkCOCz/1+xF63fYF89pBhfgimkT1Q2b9tkWU4ucRRWNscHxzZFblkCJ56X8fTCO/5vcRF5zEHaSUOkM6loVa3oF6778P/4dG57YG0lBerfU0BJiOuG0+DXy0zfvfR+/5PxD3r3FIB/gM6mIfNEi7I4OY+7TR2lv3LwF8jlQkx5x8fqT31Y2s99o2dXwlfVYLEffWXZDZ0C0RA9ejFBC1MgOPN5G24HPAR1XWb9P6y50SIpDLb9FCehMaVtY7kQ57Da2P+ZQzmE7ygl+CKIab6fv7AD2t46trXS5EcoZPRpTKjRHF8kFgmQLLTgK9pN0tw8HTpnr+FaQ8jDJwuE3/oxtZd7Ve6vhqRd93K2WXfd8tcOs1F3Ygq2tSYf9IP/1PLxzDNv545VpY4C3E+PcOEgRqNuKK2U1gDKRCPQIxOLwFPIf0wW8ibfwhBDOIVdZRjnvYF9ETXkIMVouQ4Gkbt/ic29Z/YpB/atBpmnBI2ujbkXXCDyinGwh0HP39PuJVs1Zw/TRkYHhGXfLUwj32pcdtp+eUqjv1w6ESXZLWdMiwHypcV+mHQ2jEGU8JelvtwtiJG2LBmK8v/7q672BtEBJ3jqSBmoBYXN5HOst9kQAftyKN/aSSOO6nL9hsxGUmnKlOzziGQr4R4uL6MAVFoA3qYjaS0iVsMDdA3JvC1AnTEdeYBcClSL7C/RHr3QsUtDY2KO9gpJH/Ng3Xu78BN/dxTVt1huQGfFjvb2Kwf2m9xx+nzh+t/JJZuN8DjyvPqa2U2QeXTbUBuZieaTSOVRmdljp/XX02c5CGvLAUGzQa/bMQK+IWes/3s/hgdqzK+V/0/XoHUaReKKBOsvL4NGLtTGYD5iJKXG4eNGZ7vk4QNwCxRB+FzLxsRGN2oyt4136m8nET4lI2LS+PPvjNRBTv/0zJzbn6HFZJnb8y4q7/onJ6CVGWXiY1EC2h7LTL5bZIG/wK+WbGu5DgMlcC/0Ujcve16XtBOu9TETeztu47S9nN3sV277tFfv3lwh4S3Efp/SP99z/T0uUgXgDh2tsNkT7pd6QGlm3wmoYosBfRyFe+nsrHfiku4/VdLrOeZiAzZhegM7rIAOBuZFB0ZpN6KrWOctzDDoi+8y10KQQSl+V5ffaLxSugYP0nBvmnBp2myf+NQwyGV6NtNOK5ebDK0x/QAaUe+z6iVzwBfBGJuvwrZM3vGnXIUwv3mFWPWwvpAwrTnXJwKFyXJLsOWbiu0iqHoNzl9X37IwXpbbULZKdtyEzLQ4h1f9Vg/2REwfui/h6duu7LNKxzc/QFyKxMZeA5Hpm52w2xki4CrguOpxXMoYhl63YVqkLTDiFrF54giFyJuAG9iqxXeANZf7WmHlsCScPxfCDoj+UV9D547UXDnXYl3TcSiVq6CNilj2tz1xnwWWQmYKdgXzKrdimyrmQsPYNtjUM6298iHdV3ybn+MnUPRyDuYFumjl2osvot4AzlnFgapyIREftcH9MGrxkqE8silsZkMPuJ4JxQMdkfca07iKAxrZiHU3k6Epkxze01gAQsSdaXXRXsvwExHCzS9+Y1lYOPJBz080q99jVKyPGIKIZfRqzL01PHZut7+yVEMdoW9TTR93oFJP/l1/X4qiWW/XE08I/KyTKIMvEs0l63a3jZUf/rI/rck4Ht1NTzGN7ufWctO3VuoffdB6etaC0Xdvq5nUqJ/SOt9T9noQby1LV7I7MWr1FgvmXEMD+XnulsltU6OhjxutkkdU1pegTSvr9OKvYE0s4n6dbOpUmQqrLqKCP/FRCX4ltY3CX9XGSg3dTLh4L0nxjkn5p0mib/tYq+V8cG+5K+cntksPcIPVOxHYoYGN5FglXd0w6HCmSuVT0ujPGyLgXqThk4lKJLkl2HXF6PJfXRtq6SkcNhaKDZ5LlQlN5Wt0B22qaNxI+BfVL7v6hC8TCi9D6GKPlh4I6lEGvSR8np5peBZ6JAnKTC9i1kxjqcqd5CP4cgQSG69eUqpUNUYT9Nv9+EKDOnIu5Ol2n5NxFYqJAcdjMQg0WhUce1jk5GOrt0MJjJiLVsdi/XDmunzpAIqTf0cuwoxAMiTCHWbLapkLyMaAOf2ncY0vneg8xM3IfMat2NusIUVX4TPg6ZzXwaXceCdEDdymMnbYQPokn0yBp4HFgGDyS1w9e0vAsRS//LSEe4KTKbdTPSmV6CRnFV3l9ALK+LDRAK5LcJi7eDhyOK9wPITNdfESX9cgqctcpY9mU00kathKy//w5tGqP0/zbQZ5JEbj1Cn9eP9RldTnm5yPsr+zIaLp6F3ncfnDLnwg6uLbV/pLX+50YaxpBRSNv3PuKmWbSR+UQtM/TOStKpzVHZ7UZmsCcH55RST8igc0HwO5w9u0/fpw/oGVSp1DrKyD+Z1PhSsC9xK12fXtZ202ZfHpP8U6NO0+T/JiKznucE8hIO6j6hMn4XqYEUMnM/miAyeYwbGfS41L0Xmc6zdl2SbDrkXQQu4BSkq2TkcDeBC3hhz6Jugey0TRvI9JqYA7QRuhpxkTqIhnvW4cF5leSDpWH5ORX4qX5fEZmhWIgoDdcDv6bhirMkYqUpLZ8xoug9hLhaPIhY4UOXscOQDvtbFT7PJQmCNmijl9Tfd5COb1Yf1+auMxozZ+n1jvurPKXTGnSlPguXJ8S4sg4NV+OwIT5TG6fzCVx2SpaX6+hp1e7WBrGb5kGFyqiTzDwKLHsCoui+h8wY7MLi699+jMxah5HIl6PEtHdNeHbRUFrPC9qVIYg3zyLg6GRfkc+rxbKPCs4fRYEGEMRV89zg92eVS+Jds1MZ991i2aFMFHrffXBakQhzYZOx/1H5WRtZD9tWjIpe+KypdXQPMgi6QOvkQsQgMoVGm3sRTfK4FsxnN0RnOTXYNwwZ6D2MeABdiQzKEpdwh7ixllJHGfl/BDFIJIPocD3wSvo+HNisDvXdKET/oeZc8NSo0zT5v1sRQ0Jy7x96c+nn7vpcvhJwrURPLrC+x/QiUy3pcTFwKLLOaU2H/GZQduG6SoscCtdjaxfGTt70YYxGfPZPpWfY/0mIS+JbFLzmNwO/PRBFey39PRbpmN9DOs7ddX+vEfgK4pE0oon77G8Qy+R03R9a7i5QYa/dzQdxqfxAn+/QIhvAfsqdpQ1BGLl3DUQBXKYiDtMJZjyD/Q8h6+RK6/SChvYk4KHUsXv1mTwJfLLkOoiFx8rIoPrCVBuTKI7j9L26KP28qt6AbQhyq+q+kcjappsGUtlBmzUb+HUoN8j6wA9UThYLhtTJZbfIL5pc2MF7nKX/6XMtekG8Rmmb/iwyizQfcVcO4yU4RPF7nwLSAPbDZyLikvw34ATdNwFZC/wW4p03HfGK+FLq2igGQc1kCem7P4IYAg5LHSvFwBST/KfKrUSnCd65mfqu3RgcG5J652brezmxbvkpuA5mUb8eVxsHatQh6+LQhaFPOOfWcM5t5JzbwTm3tHNuqO7v8t53e+/nIYPp87z3c/WY894/iyy2H4VYR6vgNkz3D3XOOcS14lnkBcJ7/zqyBvwD3fbT/e+XyQs+lLOngKuUz3Ckg8aLhDs953Y9f7UiOfXGLaizxd4F7/0tyncfxMLXrfVaNt7Rz0TW1kEsy6cia1BLQ1IP3vv7vfdvJbtT3Lr0mZUC7323fr0OWNU5t5VzbqRz7iZkNuQbiOxc4JzbehDw+BsST+DrSRuj+EA/30PWnI3R80t7Nr0heS+893d479/Ufck7tQiRm1Jkt86yFVcBaznn1nHOLYks+VkFyUO9EXC2c27yACw7aU9nOucOdM6NS9pT7/1LSLt5IXBv0scEz+pOxOA8BekLSuNEo/95gtb7n0nJ/xXxPjWpp+He+7cRD4qNkFRVX0GMIy8557qcc0O07FuV04bt8uiDzwjv/fM0Url9zTn3BrLG9SjgGO/9c977+5F63Ez/J3melbc5CRKdTHksTB9X2XsD8c4bH1w3Bfgf59z0IjlomZXLf5pDM5Sl0zjnJjnnNnXO7eucG494NoDIz/nAzs65y5XDB+iAWs+5HXFVH8/AQm16XJ0cYtAha+NQtoWgkzdkwPk0jTUvTyGBs5JceYulHKGn++m5iBWy8EjeLXBLLIT3Aj9ArII3Igv/D6UR5e/yCnidQyMIwFrImqJuZE3bSqnr91eOW9dQZ6H7X1J//4R0xJeQcSafxd1vWrKGIcpKN5I6I8llO58gz3mOe8/LJZTnWYiB5rws/5GHB9L4LYfMAH8eCSD0OrpuFlm//Bo5Azt1Go++rkPWdc9Bg7/keS5Fbym52R6JnPmhW99AKhsx/r2CuEpeqfKxlx77POKqX4o7bM1l15IDPA+ngE/SnlbW//RTT6GsHg3c3+T6g/TanUvk8ykafd4qWuZFiGtmOofzXQQBTuvYkBm20DOjz74ZacdfprGeN8x3mzeycb8cypb/LPVAATpNL//bW/7jpfT4isgg7n3gR02u/zTShm3SLpeSZK12Pa7DORSmQ8bAoc9yyhDAgbAhSup7SFqWPZAAMLercP4OVVLoOQgLv2+EuBXcTMGBFVrlpucejwyq/xex0iYDgbHA2RSQM7hFXvehLj3I2rFrdP+dSFqs5VTQb0c6+HF1P0/9PQxRvJ4jx6CJVGeZ/v9erpmsvL6EeDkUkkM4Kxd6Dto2A36JuAO2ZSDKwgPpiLuRgcKe9AzyN2qw8WjyXGYgboPPUmB08zbvJ+y8kvyWz5FKZTWQyg7as9cRBXNkcGyZgVY2EeQAz8gpDLA1iYr6nxbrKRnozEIGueGa+I2QWCePUUAQnVbrKDg//QxnAI8CJzU7XsWmz2uRPr9fBfubDg6R2blhyMz6hYgR6hdIv5p3MJ2JQxnyn4eDHm9Lp0n9V7/5j/W8lZC1rAsRV/hdkKjsWyIeGI+i0Z9j3IhAj+tEDpSgQ8bAodeyiv7DTt8QS+YIJMDYAyyefuF6FdC/0sgdmR6Eba+NxFxgnZq4rar7Zui+N1g8712/L2TBvJ5DI8wi0btPphE8501kNv9FCkzp0s7zpOfau27gjAzlbo9Ejn0GSaFxYnCsz3VLyLq1+UhQk/m0mfaoTS6jEcPLXcqnnbzKmXlo3V9AMFCgzUiZncwj9VzOQKJVzinynQnK2JyckTcRN8aTEcUtM79OK1vl4oekBrRV1HlRZWcor9Yc4AVxWhmJaFxa/5ODU5KT+ANknfcvkJnkFykgNVYOPj0CRCED/puRdEdtDcTauIeJiBHkeWRZw0LgruB4s1nipB//g9brT2kv321mDkXLf14OtKHTNPmvrPmPxyJego8is9XvqNy9UNQ7V4K81a7HDQAOheiQMXDol2PdAhvjhihkDwE3B/uW0M91kM53IZKMPIwetwxiAX0GcS0uPM90Bm5P0Jh13QKJplhKzuA2eI1AgoUcC5yOROicGMPzpKcisTLintVSGgnEbXAuMoC/Vu/5TeD8Fq51yDr3buXUbuqK3Fz0+o8jHd/P0eB2VfNAZo+G5y17oPEInkvitlqYl0nw/3vSJJ9qi9cO1esXIDN+mYyKnVR2qp2YQJNZvk4oOwPHaHKA5+SUzoleSv/TBqfVETfrJ7VNuBxYo87npp/HIgPAZ4t6bjnvYxuknUxmyE9AZtxbGUzeQmNyYf2qORQp/+3Ugx7LpNP08h9ZcjCHbVUX0v8dhywtiMKzqsn91a7HdToHvb5tHTIGDi2VU7fQxrghFrY7EEvaasF+h1h5n9KGcQ7iCpo0Iivp/m9QkgU3I7fv0phNKzVCdQ5eI6jIXSzv80z9R0szP8BWyEzHhehsOBKF+Tbg7+jalf7uHXGJancwXRSXSajCVxePIuR3IPHQ42tTQmosJAXV48rlDUQJzzyTAkwlY+7pTi87b5tWZ9k5uEaRA7wNTpdnlY2KOC2v5wxFBvvDKDADR97npudNQPJ11zIzHfBYGdg3+D0WycLwLr0MJpEB3HCkvX2K9vPdZuagvwuT/7wcUv/RljcLGfMfJ8+iTvnJcG+163EDjENuHTIGDi1zrUtgY98Qy1k3ElAryWvqkGi7j2oD9kN9oMsE1y1ByTMFebnFWGf0tFyWmYqp9DpDIrrPRtz0pqWOTUM6uyN6uXZ14NMF3m8UXArgsa/xKEdGeiljJDJD1o0EL9wVeBUxSPU5wANWJch7bGXHX3YB8lJrDvA2OJWSE71oTjE8tzLrJSf3ZElWkjZwaZoMJoPzk/NWpoB16Dk5JMHJRhcl/zk4DAk/C+IwppmM0Hv+Y5fiEpVsKafa+2jjEA+HTHyrLKyTNsRKnCg59yIW5NsR14kksNcUZC3IbsYtXl5VcdOX/w7g7GBfkh5iHLJe6NtNrhuBrIPqRiM1F3C/UXAxHnHy6IOfAz4HfEd/D0UCGfU5wAOWBG5SfgdY2Z1RdoFysw015R83TgOHTw7+yQAtHEzeHRyfhUScXjYCDqXNjrXI4aj0sy6RzyxqzsHcBvfa+2jjEA+HTHzrENhO2RCXq8OQXHrPIOtwt6fh4j0ecZcqZPZqIHCLlVdV3JAZo8Tanw7G8yBwrX5PB7LbBQmY0pabd4xcjEecPPrg18PVFFGw96b/Ad6hyPrAdtbaW9kVl92mrDRLB5Ssux2CeP/cZpzi4hQbnyLuBZn9PRmdoUXWTT6IrOVd0TiUzyHgMh0ZzGyov9dBArE9TUFeAiXzr72PNg7xcGiZa1UFxb4162CCY2MRBWeJ1P5/RiIUTh+M3GLlFRu3oKP7LXBj6tiE4HtpQeNi42I84uTRB7/0AG/t4Nh6wfdCUwRa2fWU3Qbn2vKPG6eByafF85P2cyRwIhLFuxuYR/5o3sYhBwe9prD8x7FsMfTRxiEeDs22LgYpnHNLO+eWd86NAPDee+ec6+X0N7z3CxGLX3L9hsjswKvIDMGA5xYrr9i5wYfv2duIm2ZS5jrAfzvnLtVd7xRcbsxcjEecPJpC35efIpGQpwL/4Zxb3Tm3LXBFwG++ld35ZeeBc67Le9+t36cDxyNK9RUgbbJxio9ThHw+B5zlnBvS6jUJR31n/oIs5XodmOG9/5NxqI6DYp5+boMEk5oFzPTe/yErh4gQQx9tHOLhsDiqHL3HsiH5Ou9AIsc9iCSlbzmpPBLt8mEkKnShqbFi5RYrr9i5pcq5Afgd4t65LvAzJO1E5VbbWLgYjzh59MFvSSSf/av6rj2GpK+YZmUPjLKpMQe4cRo4fHLyOAgZzH8PWCrH9TORaPmvA1OMQz0cKCj/cYxbDH20cYiHQw8+dRRa56aKyXtIMJezgOuR/IrPIQOzPt3nkHW2ZwNXUnD+11i5xcordm5NyroK+CMSnTB58aeVWWbsXIxHnDx64ZassRwOnIEoW69RohHKyq62bGrMAW6cBg6fnPdwsN7DN4GVezmnv9Q4m2v7mUuhNg7tc6Cg/MexbkTQRxuHeDj04FNXwZXfqLzkS2uHcz2aHw+JBrc5kvfzTeAL9BMJUf+nMN/8WLnFyit2bk3+P1GKL0HSct1DTVbbWLgYjzh5tMh1OyRv7Ru0mdPVyo6nbGrMAW6cBg6fnPdwEPABcD4910COBVYhyJlML7mVEZ1gGDlmdI1DsRz0WO78xzFuRNBHG4d4ODTlVWfhld+sDLaeBi7W32EO5I8gFo75wCFo5Gc9VkX+1yi5xcordm698D0Nsdq+SU0udbFxMR5x8uiD3yhEYe+mghlaK7uasokwF7Zx6jw+Oe9hVWQA9wKwWbD/e8CTem+PAhcGx5Lcy0XluzUOkXCIfSOCPto4xMOhB5+6CVRc+UsjKZOu0d9d9IxuOQb4JbIWd33dtxTV5H+NklusvGLn1gvfyUiqrlpc6mLkYjzi5NEPx3WoaebByi7t/6PLhW2cOo9PznsYjuRpnq998zjgFv19HXA6cC+ytOvO4LpRRfXlxiEeDrFvRNBHG4d4OPTgUzeBGh7Av+lLv2uwL5zZXAuxxP022Lcj1eR/jZJbrLxi59YL3xFVlxk7F+MRJw/bBtdGhLmwjVPn8WnjHo5CBmovI55nO6BLsRB349P0+KXBdYX15cYhHg6xbzH00cYhHg4fcqmbQA2VvyJi0fgzsHmwP8lrNhz4d8QiF7q8LDFYucXKK3Zuttlmm22dvBFhLmzj1Hl8WuQ8FDgS8Sg7M1GUabgUj0byGb9IECiryL7cOMTDwTbbOm0bdHmovfcvAZ9BXFm+qnkX8d5759ww7/17wA8Rl6hVgutKz2cWK7dYecXOzWAwGDoZPsJc2Map8/i0Au/9+8APgM8Dl3vv3032a18+D7gMMaJPdM45PV5YX24c4uFgMHQaBt2AGsBLgvtdkVDr33bObaf7F+kp6yH5+141bovx2hC4zzn3vnNueN28UtyiqjNDNjjnNnDOdTvnFjnnhtfNxzCwYPKVDzo4uxlZqzsVuAb4DjAJuEDP8YOdE/An4FOxcIq0jvqEDtxu8N4/kwzSnHMu6Ms3QFLjPF8W94g5PIkMcuvkUGk9GKqBc+5J59yVdfPodAzKATWA9/5+YHskGvS1zrkTnXObOOd2Rqxy84G/GLfFeD0GvA8MAc6NgVfALbo6M2TC14HnEXeztWvmYhh4MPnKAedcl/d+AZI14XuIUXVFYAs1Zg56TmqgWQ0JkhkLp6jqqFV477v10+s9yBou5zYEtkGWeM0bZBxGIPL12GCrB0O5CNqux+rm0ukYWjeBOuG9f9A5tyPwFeAM3d5Ccjnu4r1/0bg14Jz7OJLz8jDgUmSgemTdvBLEWGeG1qCytRWwGxKZfQqyLt5gaBsmX/mRKNXA1khwonnIoKw2BSxCTmshRubHYuEUYR1lRnIPzrk9gcORaPczvfdvDiYOwJqIfC0DfKMODpHUg6F4hG2XoQ0kgZsGNZxzQ5DGYT3ELfhR7/0/6mUliImbc+4BJIrjCcACZFB9R9280oipzgytoYlsnee9P7leVoaBApOv9uCcGwX8HDFKTPPeP1Izpag4Oef2QVyqpwEXxcBJeUVTR3ngnBsG/CewLfAOsLf3/tFByGFf4Grg78gkwaCsB0PxCNquNb33T9XNp5NhA2pDS1Cr5KXAJO/9K865x4GnvPe71kzN0OEw2TKUCZOvYuCcWwfo8t5Hs3Smbk7Oub2AU5B8qEORwc5twDne+4fr4JRG3XXULpxz6yEpmf7He/9/g4lDE/l6F7gB+EwdAcBieBaGYtBL2/Vj4CgLLpcPg9rl29AanHNDga8C3/bev6K7H0fcvw2G3DDZMpQJk6/i4L1/vG4OadTJyTl3IvA14EpgBOCB3wMHIumEohhQx/jcssB7/4hz7i+BC/ug4NCPfL0CHF0VlwQxPAtD++hDtg5FPLgql62BgEEblMyQCZ9Bgn2dH+x7HFhFXcoMhrww2TKUCZMvQ+Fwkp7xHOBs7/2BSFrGu7z3BwEPAAcmkZEN7SOGAVzFg+lo5SuGZ2HIj5hlq9NhA2pDn3DOLQGchqzfWd5JLsvVkTRUDnEXCc9fwTl3q3NugXPuUefcjOpZGzoBOWTrDOfcY5r66F+qZ2zoJGSRL+fcCOfcpc65vzvn3nTO3eGcm9z8nw0GTgD+AZztnBsDfIxGkLt7gTGAGWwMeWHyZSgLJlslwQbUhv5wDDAeOAp4KtjO0+NTUudfDDwLLKfn/ERTPhgMaWSVraf0mgeqImjoaGSRr6FIuzUDWBZJNXRjVUQNnQNNM/NJ4GbN1TtVDyVK6SjgPeBtMzAbsiKjfJmR2dAyMsjWIjMwZ4etoTb0CufcWMSa9T3gztThLiQy4JTg/KWBnYGVNajB5c65k4BZSKoagwHILlsA3vur9NpTKqBo6GBklS/v/dvAWcH13wW+6Zxbzns/t3TChk7CmsASNJTQqcgaxOT3+sAjmrs3MTDvDuyNGJgnqTJrMDRDFvlKjMxnpf/EYGiClmSLngbmfyAydiOwRnVUOw82oDb0hZMQ18iTvPdvpQ86586n56BnDeAN7/3Lwb5HgHWxAbWhJ7LKlsGQBe3K12bAHBtMG5pgrH4u1M9pwHPe+7eccxOBjYHTzcBsyImW5AvMyGzIjJZkywzM+WAu34amcM59FHGVvLiZQqp4hp5K6ShgXuqcecBSxTM0dCpyypbB0BLalS/n3DLAfwGWp9rQDC/o5+b6ORX4s3OuC8lBPQ/J19uXgdlg6A2typfBkBV5ZcsMzC3AZqgNveF0xOByYR/nPANs7Zxb1nv/GvA2sHTqnNHA/FIYGjoVp5NdtgyGVnE6OeXLOTcSuAlZY/aDUlkaOhLe+2edc78BDnbOzUEMM28js85bA3tovvO1MQOzISNala86ORo6E3lkywzMrcNmqA1N4b3/rPd+hPf+H32cc6j33gUK6VPAWOfcuOC0KcBjZXI1dBZyypbB0BLyypdzbgiytvpvwPEVUDV0LvYBbgWOQzyzZgLDgFne+5/pOWZgNuRFK/JlMORBy7JlBuZssAG1oTCoe+XNwJedcyOdcwcgCsSdtRIzDAg454ZpA98FDFMZszbMUBQuAUYCh3jvfd1kDPHCe/+i934nYH/dNc17P8t7f29wmhmYDbnQonwZDJnRqmyZgTk7TBk1FI0jkbVjrwEnIi4kFtHUUAQuAd4BtgSu0O9b1crIMCCgAVkOQdzeXnfOzddty5qpGeLG2sAiZAlBD5iB2VAAepUvMCOzoS30KVuYgTkznNWTwWAwGAwGQzY4564CNvDeN83RqrPTVyBGwL8Ch3rv76uQoqGD0YJ8XQYclNq9jff+zpKpGTocfcmWGpifQ6KBfxAc2sF7f081DDsPNqA2GAwGg8FgyAjn3INI2pk96+ZiGHgw+TKUBZOt4mEDaoPBYDAYDAaDwWAwGHLA1loYDAaDwWAwGAwGg8GQAzagNhgMBoPBYDAYDAaDIQdsQG0wGAwGg8FgMBgMBkMO2IDaYDAYDAaDwWAwGAyGHLABtcFgMBgMBoPBYDAYDDlgA2qDwWAwGAwGg8FgMBhywAbUBoPBYDAYDAaDwWAw5MD/B1yddBZgdeHpAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ - "<Figure size 1000.8x1000.8 with 36 Axes>" + "<Figure size 396x396 with 4 Axes>" ] }, "metadata": { @@ -1020,11 +1039,55 @@ }, { "cell_type": "code", - "execution_count": 339, + "execution_count": 127, + "metadata": {}, + "outputs": [], + "source": [ + "fg.savefig(output_folder_1+'/Dynesty_'+str(simulation_number)+'_'+model+'_nmax='+str(nmax)+'_tshift='+str(tshift)+'_'+str(npoints)+'_chainplot.png', format = 'png', bbox_inches = 'tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 864x648 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figband = plt.figure(figsize = (12, 9))\n", + "plt.plot(timesrd_final_tsh,gwdatanew_re_tsh, \"green\", alpha=0.9, lw=3, label=r'$res_{240}$')\n", + "plt.plot(timesrd_final_tsh,dict[model](vars_ml).real,'bo', alpha=0.9, lw=3, label=r'$fit$')\n", + "onesig_bounds = np.array([np.percentile(samps[:, i], [16, 84]) for i in range(len(samps[0]))]).T\n", + "samples_1sigma = filter(lambda sample: np.all(onesig_bounds[0] <= sample) and np.all(sample <= onesig_bounds[1]), samps)\n", + "samples_1sigma_down = list(samples_1sigma)[::downfactor]\n", + "for sample in samples_1sigma_down:\n", + " plt.plot(timesrd_final_tsh, model_dv(sample).real, \"r-\", alpha=0.01, lw=3)\n", + "plt.title(r'Comparison of the MC fit data and the $1-\\sigma$ error band')\n", + "plt.legend()\n", + "plt.xlabel('t')\n", + "plt.ylabel('h')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 149, "metadata": {}, "outputs": [], "source": [ - "fg.savefig(output_folder+'/Dynesty_'+str(simulation_number)+'_'+model+'_nmax='+str(nmax)+'_tshift='+str(tshift)+'_'+str(npoints)+'_chainplot.png', format = 'png', bbox_inches = 'tight')" + "fit_plot=output_folder_1+'/Fit_results_'+str(simulation_number)+'tshift_'+str(tshift)+'_'+model+'_nmax_'+str(nmax)+'.png'\n", + "figband.savefig(fit_plot)" ] } ], @@ -1044,7 +1107,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.7.7" } }, "nbformat": 4, diff --git a/code_new/NR_dynesty_t0_loop.py b/code_new/NR_dynesty_t0_loop.py index 53f0e165d3ae8bf2dc3d80f8c255ffe63b37667e..844ed3167a585584bfacdd654d23cffbf2a2fde1 100755 --- a/code_new/NR_dynesty_t0_loop.py +++ b/code_new/NR_dynesty_t0_loop.py @@ -1,7 +1,7 @@ #!/usr/bin/env python # coding: utf-8 -# In[99]: +# In[63]: #Import relevant modules, import data and all that @@ -30,6 +30,10 @@ import dynesty from dynesty import plotting as dyplot import os import csv +import argparse +import scipy.optimize as optimization +from scipy.optimize import minimize + #Remember to change the following global variables #rootpath: root path to nr data @@ -38,16 +42,25 @@ import csv #tshift: time shift after the strain peak #vary_fund: whether you vary the fundamental frequency. Works in the model_dv function. -parser = ConfigParser() -parser.read('config_q10n.ini') -parser.sections() +try: + parser = argparse.ArgumentParser(description="Simple argument parser") + parser.add_argument("-c", action="store", dest="config_file") + result = parser.parse_args() + config_file=result.config_file + parser = ConfigParser() + parser.read(config_file) + parser.sections() +except SystemExit: + parser = ConfigParser() + parser.read('config.ini') + parser.sections() + pass -# In[100]: +# In[36]: # path - rootpath=parser.get('nr-paths','rootpath') simulation_path_1 = parser.get('nr-paths','simulation_path_1') @@ -57,17 +70,18 @@ simulation_number = parser.get('nr-paths','simulation_number') simulation_number = np.int(simulation_number) output_folder = parser.get('output-folder','output-folder') +overwrite = parser.get('overwrite','overwrite') -# In[101]: +# In[37]: if not os.path.exists(output_folder): - os.mkdir(dirName) + os.mkdir(output_folder) print("Directory " , output_folder , " Created ") -# In[102]: +# In[38]: # time config @@ -82,7 +96,7 @@ t_align=parser.get('time-setup','t_align') t_align = np.float(t_align) -# In[103]: +# In[39]: # n-tones & nlive @@ -94,7 +108,7 @@ npoints=parser.get('n-live-points','npoints') npoints = np.int(npoints) -# In[104]: +# In[40]: # model @@ -106,8 +120,26 @@ elif model == 'w-q': elif model == 'w-tau-fixed': tau_var_str='q' +print('model:',model) +print('nmax',nmax) + + +# In[41]: + + +tshift + + +# In[42]: -# In[105]: + +output_folder_1=output_folder+'/'+model+'-nmax'+str(nmax) +if not os.path.exists(output_folder_1): + os.mkdir(output_folder_1) + print("Directory " , output_folder_1 , " Created ") + + +# In[43]: # loading priors @@ -156,7 +188,7 @@ if model == 'w-tau-fixed': prior_dim = len(priors_min) -# In[106]: +# In[44]: vary_fund = True @@ -195,8 +227,16 @@ def EasyMatchT(t,h1,h2,tmin,tmax): return res +def wRD_to_f_Phys(f,M): + c=2.99792458*10**8;G=6.67259*10**(-11);MS=1.9885*10**30; + return (c**3/(M*MS*G*2*np.pi))*f + +def tauRD_to_t_Phys(tau,M): + c=2.99792458*10**8;G=6.67259*10**(-11);MS=1.9885*10**30; + return ((M*MS*G)/c**3)*tau -# In[107]: + +# In[45]: #This loads the 22 mode data @@ -228,7 +268,7 @@ tmax5=FindTmaximum(gw5_sxs_bbh_0305) times5 = times5 - tmax5 -# In[108]: +# In[46]: #Select the data from 0 onwards @@ -240,7 +280,7 @@ timesrd=gw_sxs_bbh_0305[position:-1][:,0][:-1]-tmax timesrd5=gw5_sxs_bbh_0305[position5:-1][:,0][:-1]-tmax5 -# In[109]: +# In[47]: #Test plot real part (data was picked in the last cell). Aligning in time @@ -252,7 +292,7 @@ plt.plot(timesrd5, np.sqrt(gw_sxs_bbh_0305rd5[:,1]**2+gw_sxs_bbh_0305rd5[:,2]**2 plt.legend() -# In[110]: +# In[48]: #Test plot im part (data was picked in the last cell). Aligning in time @@ -264,7 +304,7 @@ plt.plot(timesrd5, np.sqrt(gw_sxs_bbh_0305rd5[:,1]**2+gw_sxs_bbh_0305rd5[:,2]**2 plt.legend() -# In[111]: +# In[49]: # Depending on nmax, you load nmax number of freqs. and damping times from the qnm package @@ -273,7 +313,7 @@ w = (np.real(omegas))/mf tau=-1/(np.imag(omegas))*mf -# In[112]: +# In[50]: gwnew_re = interpolate.interp1d(timesrd, gw_sxs_bbh_0305rd[:,1], kind = 'cubic') @@ -283,7 +323,7 @@ gwnew_re5 = interpolate.interp1d(timesrd5, gw_sxs_bbh_0305rd5[:,1], kind = 'cubi gwnew_im5 = interpolate.interp1d(timesrd5, gw_sxs_bbh_0305rd5[:,2], kind = 'cubic') -# In[113]: +# In[51]: if timesrd5[-1]>= timesrd[-1]: @@ -300,7 +340,7 @@ gwdatanew = gwdatanew_re - 1j*gwdatanew_im gwdatanew5 = gwdatanew_re5- 1j*gwdatanew_im5 -# In[114]: +# In[52]: mismatch=1-EasyMatchT(timesrd_final,gwdatanew,gwdatanew5,0,0+90) @@ -308,7 +348,7 @@ error=np.sqrt(2*mismatch) print(mismatch) -# In[115]: +# In[53]: # Phase alignement @@ -320,7 +360,7 @@ plt.plot(timesrd_final, phas, "r", alpha=0.3, lw=3, label=r'$phase$') plt.plot(timesrd_final, phas5, "blue", alpha=0.3, lw=3, label=r'$phase$') -# In[116]: +# In[54]: position = np.argmax(timesrd_final >= (t_align)) @@ -339,15 +379,15 @@ plt.plot(timesrd_final, phas, "r", alpha=0.3, lw=3, label=r'$phase$') plt.plot(timesrd_final, phas5, "blue", alpha=0.3, lw=3, label=r'$phase$') -# In[117]: +# In[55]: mismatch=1-EasyMatchT(timesrd_final,gwdatanew,gwdatanew5,0,+90) print(mismatch) -error = np.sqrt(2*gwdatanew*gwdatanew-2*gwdatanew*gwdatanew5) +error = np.sqrt(gwdatanew*gwdatanew-2*gwdatanew*gwdatanew5+gwdatanew5*gwdatanew5) -# In[118]: +# In[56]: #Test the new interpolated data @@ -358,7 +398,7 @@ plt.plot(timesrd_final, error.real, "b", alpha=0.3, lw=2, label='error') plt.legend() -# In[119]: +# In[57]: #Test the error data @@ -369,7 +409,7 @@ plt.plot(timesrd_final, np.sqrt(error.imag**2+error.real**2), "r", alpha=0.3, lw plt.legend() -# In[120]: +# In[58]: #Take the piece of waveform you want @@ -381,7 +421,7 @@ gwdatanew_im_tsh = gwdatanew_im[position_in:position_end] error_tsh=error[position_in:position_end] -# In[125]: +# In[59]: #Fitting @@ -456,20 +496,34 @@ def log_probability(theta): return lp + log_likelihood(theta) -# In[126]: +# In[60]: dict = {'w-tau': model_dv_tau , 'w-q': model_dv_q, 'w-tau-fixed': model_dv} -# In[128]: +# In[64]: + + +#I need to provid an initial guess for 4*(nmax+1) the parameters +np.random.seed(42) +nll = lambda *args: -log_likelihood(*args) +initial = np.ones(prior_dim) +soln = minimize(nll, initial) +#x0_ml, y0_ml, a0_ml, b0_ml = soln.x +print("Maximum likelihood estimates:") +vars_ml=soln.x +print(vars_ml) + +# In[75]: -f2=dynesty.NestedSampler(log_likelihood, prior_transform, prior_dim, nlive=npoints) + +f2=dynesty.NestedSampler(log_likelihood, prior_transform, prior_dim, nlive=npoints,sample='rwalk') f2.run_nested() -# In[140]: +# In[91]: wstr = r'$\omega_' @@ -501,7 +555,7 @@ if model=='w-tau-fixed': labels = np.concatenate((amp_lab,pha_lab)) -# In[202]: +# In[92]: if model=='w-tau-fixed': @@ -524,7 +578,7 @@ else: npamps[i] = np.quantile(amps_aux, 0.5) -# In[203]: +# In[93]: res = f2.results @@ -533,43 +587,54 @@ res.summary() samps=f2.results.samples -# In[204]: +# In[79]: evidence = res.logz[-1] evidence_error = res.logzerr[-1] -# In[205]: +# In[80]: -outvalues = [nmax, simulation_number, tshift, evidence,evidence_error] +summary_titles=['n','id','t_shift','dlogz','dlogz_err'] -# In[206]: +# In[81]: -f = open(output_folder+'/summary'+str(simulation_number)+'_'+model+'_nmax_'+str(nmax)+'.csv', 'w') +f = output_folder_1+'/summary'+str(simulation_number)+'_'+model+'_nmax_'+str(nmax)+'.csv' -with f: - writer = csv.writer(f) - writer.writerows(map(lambda x: [x], outvalues)) +# In[82]: + +if os.path.exists(f): + outvalues = np.array([[nmax, simulation_number, tshift, evidence,evidence_error]]) +else: + outvalues = np.array([summary_titles,[nmax, simulation_number, tshift, evidence,evidence_error]]) + +with open(f, 'a') as file: + writer = csv.writer(file) + if (outvalues.shape)[0]>1 : + writer.writerows(outvalues) + else: + writer.writerow(outvalues[0]) -# In[207]: + +# In[83]: samps=f2.results.samples samps_tr=np.transpose(samps) -# In[208]: +# In[84]: -sigma_vars_m = np.empty(ndim) -sigma_vars_p = np.empty(ndim) -sigma_vars = np.empty(ndim) +sigma_vars_m = np.empty(prior_dim) +sigma_vars_p = np.empty(prior_dim) +sigma_vars = np.empty(prior_dim) for i in range(prior_dim): amps_aux = samps_tr[i][half_points:-1] sigma_vars_m[i] = np.quantile(amps_aux, 0.1) @@ -577,38 +642,39 @@ for i in range(prior_dim): sigma_vars_p[i] = np.quantile(amps_aux, 0.9) -# In[209]: +# In[85]: sigma_vars_all = [sigma_vars,sigma_vars_m,sigma_vars_p] -# In[210]: +# In[86]: sigma_vars_all=np.stack([sigma_vars,sigma_vars_m,sigma_vars_p], axis=0) -# In[211]: - +# In[87]: -dfslist = [pd.DataFrame(sigma_vars_all[i].reshape((-1,prior_dim)), columns=labels) for i in range(prior_dim-1)] -df2 = pd.concat(dfslist, keys=['max val','lower bound','higher bound']) -df2.to_csv(output_folder+'/best_values_'+str(simulation_number)+'_'+model+'_nmax_'+str(nmax)+'.csv', index = False) +key =['max val','lower bound','higher bound'] +file=output_folder_1+'/best_values_'+str(simulation_number)+'tshift_'+str(tshift)+'_'+model+'_nmax_'+str(nmax)+'.csv' +dfslist = [pd.DataFrame(sigma_vars_all[i].reshape((-1,prior_dim)), columns=labels, index = [key[i]]) for i in range(3)] +df2 = pd.concat(dfslist) +df2.to_csv(file, index = False) -# In[212]: +# In[88]: -f = open(output_folder+'/best_sigmas_'+str(simulation_number)+'_'+model+'_'+str(nmax)+'.csv', 'w') +f = open(output_folder_1+'/best_sigmas_'+str(simulation_number)+'tshift_'+str(tshift)+'_'+model+'_'+str(nmax)+'.csv', 'w') with f: writer = csv.writer(f) writer.writerows(map(lambda x: [x], df2)) -# In[213]: +# In[89]: if model == 'w-q': @@ -621,7 +687,7 @@ elif model == 'w-tau-fixed': truths = npamps -# In[216]: +# In[90]: fg, ax = dyplot.cornerplot(res, color='blue', @@ -633,8 +699,26 @@ fg, ax = dyplot.cornerplot(res, color='blue', ) -# In[177]: +# In[200]: -fg.savefig(output_folder+'/Dynesty_'+str(simulation_number)+'_'+model+'_nmax='+str(nmax)+'_tshift='+str(tshift)+'_'+str(npoints)+'_chainplot.png', format = 'png', bbox_inches = 'tight') +fg.savefig(output_folder_1+'/Dynesty_'+str(simulation_number)+'_'+model+'_nmax='+str(nmax)+'_tshift='+str(tshift)+'_'+str(npoints)+'_chainplot.png', format = 'png', bbox_inches = 'tight') + + +# In[ ]: + + +figband = plt.figure(figsize = (12, 9)) +plt.plot(timesrd_final_tsh,gwdatanew_re_tsh, "green", alpha=0.9, lw=3, label=r'$res_{240}$') +plt.plot(timesrd_final_tsh,dict[model](vars_ml).real,'bo', alpha=0.9, lw=3, label=r'$fit$') + +samples_res=samps[-20000:-1][0::100] +for i in samples_res: + plt.plot(tshift, dict[model](i).real, "r-", alpha=0.01, lw=3) + +plt.title(r'Comparison of the MC fit data and the $1-\sigma$ error band') +plt.legend() +plt.xlabel('t') +plt.ylabel('h') +plt.show() diff --git a/code_new/run.sh b/code_new/run.sh index 0bea37a5c58542f1f5baa1b42cf580984c6d9958..306fcead1fec3d854f923a8b23b3edac7d8f89b6 100755 --- a/code_new/run.sh +++ b/code_new/run.sh @@ -1,13 +1,15 @@ #!/usr/bin/env bash -times=(0 2.5 5 7.5 10 12 15 18 20) +times=(0 0.2 0.4 0.8 1.2 2 2.5 5 7.5 10 12 15 18 20) +configfile=config.ini +pythonfile=/work/francisco.jimenez/sio/git/rdstackingproject/code_new/NR_dynesty_t0_loop.py +pythonscript=/work/francisco.jimenez/sio/pyenv/shims/python - -awk -v a="10" '/^tshift/ && $3 != "supplied" { $3=a } { print }' config.ini > tmp && mv tmp config.ini +awk -v a="10" '/^tshift/ && $3 != "supplied" { $3=a } { print }' $configfile > tmp && mv tmp $configfile for i in ${times[@]}; do echo "submit a simulation with this parameter:" echo "$i" - awk -v a="$i" '/^tshift/ && $3 != "supplied" { $3=a } { print }' config.ini > tmp && mv tmp config.ini - /work/francisco.jimenez/sio/pyenv/shims/python /work/francisco.jimenez/sio/git/rdstackingproject/code_new/NR_dynesty_t0_loop.py + awk -v a="$i" '/^tshift/ && $3 != "supplied" { $3=a } { print }' $configfile > tmp && mv tmp $configfile + $pythonscript $pythonfile done