{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fri May 22 21:32:06 JST 2020\r\n" ] } ], "source": [ "!date" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import scipy as sp\n", "import scipy.stats as ss\n", "import arviz as az\n", "\n", "# Make inline plots raster graphics\n", "from IPython.display import set_matplotlib_formats\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "from termcolor import colored\n", "\n", "#from IPython.display import set_matplotlib_formats\n", "#set_matplotlib_formats('retina')\n", "\n", "import seaborn as sns\n", "clrs = sns.color_palette(\"Spectral\", 6)\n", "def set_plot_style(usetex=False):\n", " sns.set_style('white', {'axes.linewidth': 0.5})\n", " sns.set(style='white', font_scale=1.1,#context='paper',\n", " rc={'xtick.major.size': 6, 'ytick.major.size': 6, 'legend.fontsize': 14,\n", " 'text.usetex': usetex, 'font.family': 'serif', 'font.serif': ['Verdana'],\n", " 'text.latex.preamble': r\"\\usepackage{type1cm}\"}) \n", " plt.rcParams['xtick.major.size'] = 6\n", " plt.rcParams['xtick.major.width'] = 1\n", " plt.rcParams['ytick.major.size'] = 6\n", " plt.rcParams['ytick.major.width'] = 1\n", " plt.rcParams['xtick.bottom'] = True\n", " plt.rcParams['ytick.left'] = True\n", "set_plot_style()\n", " \n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "func_dict = {\"q2.5\": lambda x: np.percentile(x, 2.5), \n", " \"q25\": lambda x: np.percentile(x, 25), \n", " \"median\": lambda x: np.percentile(x, 50), \n", " \"q75\": lambda x: np.percentile(x, 75), \n", " \"q97.5\": lambda x: np.percentile(x, 97.5)}\n", "\n", "!mkdir -p ../../results/Andrei/Stan-sims\n", "\n", "def get_stats(cmdstan_data):\n", " # include mean and hpd\n", " stats = az.summary(cmdstan_data,credible_interval=0.95).loc[:, ['mean','hpd_2.5%','hpd_97.5%','ess_bulk','ess_tail','r_hat']].reset_index().rename(columns={'index':'var', 'hpd_2.5%':'hpd2.5', 'hpd_97.5%':'hpd97.5'})\n", " stats = az.summary(cmdstan_data,credible_interval=0.50).loc[:, ['hpd_25%','hpd_75%']].reset_index().rename(columns={'index':'var', 'hpd_25%':'hpd25', 'hpd_75%':'hpd75'}).\\\n", " merge(stats, left_on='var', right_on='var')\n", " # include percentiles\n", " stats = az.summary(cmdstan_data, stat_funcs=func_dict, extend=False).reset_index().rename(columns={'index': 'var'}).merge(stats, left_on='var', right_on='var')\n", " stats['time'] = stats['var'].apply(lambda st: st[st.find(\"[\")+1:st.find(\"]\")])\n", " stats['time'] = ['NA' if \"[\" not in y else int(x)+1 for x,y in zip(stats['time'],stats['var'])]\n", " stats['var'] = stats['var'].apply(lambda st: st[:st.find(\"[\")] if \"[\" in st else st)\n", " return stats.loc[:,['var','time','mean','hpd2.5','hpd25','hpd75','hpd97.5','q2.5','q25','median','q75','q97.5','ess_bulk','ess_tail','r_hat']]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['gamma-no_truncation',\n", " 'gamma-truncated',\n", " 'lognormal-no_truncation',\n", " 'lognormal-truncated',\n", " 'weibull-no_truncation',\n", " 'weibull-truncated']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "resultsdir = \"../../../../Hokkaido_Backup_old/Wuhan_Serial_interval_2020/stan-sims-certain_and_probable\"\n", "dirs = !ls \"{resultsdir}\"\n", "dirs" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['gamma', 'lognormal', 'weibull'], dtype='\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
meansdhpd_2.5%hpd_97.5%mcse_meanmcse_sdess_meaness_sdess_bulkess_tailr_hat
mean_SI4.5770.5123.6365.6170.0020.001101126.094730.0110573.070748.01.0
sd_SI2.7620.6451.6984.0490.0020.00285256.074320.0107152.068077.01.0
param11.3590.1081.1431.5680.0000.000115256.0115207.0115583.086325.01.0
param20.5520.0790.4120.7120.0000.00099011.093308.0107069.079015.01.0
\n", "" ], "text/plain": [ " mean sd hpd_2.5% hpd_97.5% mcse_mean mcse_sd ess_mean \\\n", "mean_SI 4.577 0.512 3.636 5.617 0.002 0.001 101126.0 \n", "sd_SI 2.762 0.645 1.698 4.049 0.002 0.002 85256.0 \n", "param1 1.359 0.108 1.143 1.568 0.000 0.000 115256.0 \n", "param2 0.552 0.079 0.412 0.712 0.000 0.000 99011.0 \n", "\n", " ess_sd ess_bulk ess_tail r_hat \n", "mean_SI 94730.0 110573.0 70748.0 1.0 \n", "sd_SI 74320.0 107152.0 68077.0 1.0 \n", "param1 115207.0 115583.0 86325.0 1.0 \n", "param2 93308.0 107069.0 79015.0 1.0 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "folder = \"lognormal-no_truncation\"\n", "distrib, truncation_type = folder.split(\"-\")\n", "\n", "print(colored(folder, 'red'))\n", "posterior_glob = !cd \"{resultsdir}/{folder}\"; ls trace-*\n", "cmdstan_data = az.from_cmdstan(posterior = [resultsdir+\"/\"+folder+\"/\"+x for x in posterior_glob], \n", " log_likelihood=\"log_likelihood\")\n", "cmdstan_stats = get_stats(cmdstan_data.posterior.drop(['s_raw','e_raw','logmean_SI','logsd_SI','s','e']))\n", "\n", "az.plot_trace(cmdstan_data, var_names=['mean_SI','sd_SI']);\n", "plt.savefig(traceplotsdir+\"/trace-\"+folder+\".pdf\", format='pdf')\n", "az.summary(cmdstan_data,credible_interval=0.95,var_names=['mean_SI','sd_SI','param1','param2'])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mCorrelation matrix\u001b[0m\n", "[[ 1. -0.16111064]\n", " [-0.16111064 1. ]]\n", "\u001b[34mCovariance matrix\u001b[0m\n", "[[ 0.01166877 -0.00136984]\n", " [-0.00136984 0.00619532]]\n", "\u001b[34mPrecision matrix\u001b[0m\n", "[[ 87.98257738 19.45366235]\n", " [ 19.45366235 165.7134015 ]]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# correlation between param1 and param2\n", "az.plot_pair(cmdstan_data, var_names = ['param1', 'param2'], kind='hexbin');\n", "\n", "param1 = cmdstan_data.posterior.param1.values.ravel()\n", "param2 = cmdstan_data.posterior.param2.values.ravel()\n", "print(colored(\"Correlation matrix\",\"blue\"))\n", "print(np.corrcoef(np.array([param1,param2])))\n", "print(colored(\"Covariance matrix\",\"blue\"))\n", "print(np.cov(np.array([param1,param2])))\n", "print(colored(\"Precision matrix\",\"blue\"))\n", "print(np.linalg.inv(np.cov(np.array([param1,param2]))))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[31mgamma-no_truncation\u001b[0m\n" ] }, { "data": { "text/html": [ "
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meansdhpd_2.5%hpd_97.5%mcse_meanmcse_sdess_meaness_sdess_bulkess_tailr_hat
mean_SI4.7790.5303.7935.8490.0020.001116518.0109222.0125366.074959.01.0
sd_SI2.6970.5051.8393.7200.0020.001102271.090248.0122909.071835.01.0
param13.3310.9181.6675.1460.0030.002125530.0124151.0120142.082145.01.0
param20.7060.2090.3341.1300.0010.000127894.0127894.0119706.079039.01.0
\n", "
" ], "text/plain": [ " mean sd hpd_2.5% hpd_97.5% mcse_mean mcse_sd ess_mean \\\n", "mean_SI 4.779 0.530 3.793 5.849 0.002 0.001 116518.0 \n", "sd_SI 2.697 0.505 1.839 3.720 0.002 0.001 102271.0 \n", "param1 3.331 0.918 1.667 5.146 0.003 0.002 125530.0 \n", "param2 0.706 0.209 0.334 1.130 0.001 0.000 127894.0 \n", "\n", " ess_sd ess_bulk ess_tail r_hat \n", "mean_SI 109222.0 125366.0 74959.0 1.0 \n", "sd_SI 90248.0 122909.0 71835.0 1.0 \n", "param1 124151.0 120142.0 82145.0 1.0 \n", "param2 127894.0 119706.0 79039.0 1.0 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "folder = \"gamma-no_truncation\"\n", "distrib, truncation_type = folder.split(\"-\")\n", "\n", "print(colored(folder, 'red'))\n", "posterior_glob = !cd \"{resultsdir}/{folder}\"; ls trace-*\n", "cmdstan_data = az.from_cmdstan(posterior = [resultsdir+\"/\"+folder+\"/\"+x for x in posterior_glob], \n", " log_likelihood=\"log_likelihood\")\n", "cmdstan_stats = get_stats(cmdstan_data.posterior.drop(['e_raw','s_raw','e','s'])) \n", "\n", "az.plot_trace(cmdstan_data, var_names = ['mean_SI','sd_SI']);\n", "plt.savefig(traceplotsdir+\"/trace-\"+folder+\".pdf\", format='pdf')\n", "az.summary(cmdstan_data, credible_interval=0.95, var_names = ['mean_SI','sd_SI','param1','param2'])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mCorrelation matrix\u001b[0m\n", "[[1. 0.93445568]\n", " [0.93445568 1. ]]\n", "\u001b[34mCovariance matrix\u001b[0m\n", "[[0.84216086 0.17922919]\n", " [0.17922919 0.04368225]]\n", "\u001b[34mPrecision matrix\u001b[0m\n", "[[ 9.36507132 -38.4250825 ]\n", " [-38.4250825 180.55150518]]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# correlation between param1 and param2\n", "az.plot_pair(cmdstan_data, var_names = ['param1', 'param2'], kind='hexbin');\n", "\n", "param1 = cmdstan_data.posterior.param1.values.ravel()\n", "param2 = cmdstan_data.posterior.param2.values.ravel()\n", "print(colored(\"Correlation matrix\",\"blue\"))\n", "print(np.corrcoef(np.array([param1,param2])))\n", "print(colored(\"Covariance matrix\",\"blue\"))\n", "print(np.cov(np.array([param1,param2])))\n", "print(colored(\"Precision matrix\",\"blue\"))\n", "print(np.linalg.inv(np.cov(np.array([param1,param2]))))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[31mweibull-no_truncation\u001b[0m\n" ] }, { "data": { "text/html": [ "
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meansdhpd_2.5%hpd_97.5%mcse_meanmcse_sdess_meaness_sdess_bulkess_tailr_hat
mean_SI4.7930.5073.8165.7880.0010.001167974.0156859.0174491.075447.01.0
sd_SI2.6080.4231.8933.4360.0010.001120711.099574.0175305.068029.01.0
param11.9500.2931.3812.5260.0010.000176803.0174412.0173410.077761.01.0
param25.3860.5754.2756.5180.0010.001172538.0163558.0176168.077146.01.0
\n", "
" ], "text/plain": [ " mean sd hpd_2.5% hpd_97.5% mcse_mean mcse_sd ess_mean \\\n", "mean_SI 4.793 0.507 3.816 5.788 0.001 0.001 167974.0 \n", "sd_SI 2.608 0.423 1.893 3.436 0.001 0.001 120711.0 \n", "param1 1.950 0.293 1.381 2.526 0.001 0.000 176803.0 \n", "param2 5.386 0.575 4.275 6.518 0.001 0.001 172538.0 \n", "\n", " ess_sd ess_bulk ess_tail r_hat \n", "mean_SI 156859.0 174491.0 75447.0 1.0 \n", "sd_SI 99574.0 175305.0 68029.0 1.0 \n", "param1 174412.0 173410.0 77761.0 1.0 \n", "param2 163558.0 176168.0 77146.0 1.0 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "folder = \"weibull-no_truncation\"\n", "distrib, truncation_type = folder.split(\"-\")\n", "\n", "print(colored(folder, 'red'))\n", "posterior_glob = !cd \"{resultsdir}/{folder}\"; ls trace-*\n", "cmdstan_data = az.from_cmdstan(posterior = [resultsdir+\"/\"+folder+\"/\"+x for x in posterior_glob], \n", " log_likelihood=\"log_likelihood\")\n", "cmdstan_stats = get_stats(cmdstan_data.posterior.drop(['e_raw','s_raw','e','s'])) \n", "\n", "az.plot_trace(cmdstan_data, var_names=['mean_SI','sd_SI']);\n", "plt.savefig(traceplotsdir+\"/trace-\"+folder+\".pdf\", format='pdf')\n", "az.summary(cmdstan_data, credible_interval=0.95, var_names=['mean_SI','sd_SI','param1','param2'])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mCorrelation matrix\u001b[0m\n", "[[1. 0.26577747]\n", " [0.26577747 1. ]]\n", "\u001b[34mCovariance matrix\u001b[0m\n", "[[0.08591116 0.04482661]\n", " [0.04482661 0.33112033]]\n", "\u001b[34mPrecision matrix\u001b[0m\n", "[[12.52464317 -1.6955687 ]\n", " [-1.6955687 3.24959385]]\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# correlation between param1 and param2\n", "az.plot_pair(cmdstan_data, var_names = ['param1', 'param2'], kind='hexbin');\n", "\n", "param1 = cmdstan_data.posterior.param1.values.ravel()\n", "param2 = cmdstan_data.posterior.param2.values.ravel()\n", "print(colored(\"Correlation matrix\",\"blue\"))\n", "print(np.corrcoef(np.array([param1,param2])))\n", "print(colored(\"Covariance matrix\",\"blue\"))\n", "print(np.cov(np.array([param1,param2])))\n", "print(colored(\"Precision matrix\",\"blue\"))\n", "print(np.linalg.inv(np.cov(np.array([param1,param2]))))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing different models" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[31mgamma-no_truncation\u001b[0m\n", "['gamma', 'no_truncation', '4.8 (3.9, 5.9)', '2.7 (1.9, 3.9)', '1.4 (0.7, 2.0)', '4.2 (3.4, 5.3)', '9.7 (7.7, 13.2)', '12.9 (9.9, 18.3)']\n", "\u001b[31mlognormal-no_truncation\u001b[0m\n", "['lognormal', 'no_truncation', '4.6 (3.7, 5.7)', '2.8 (1.8, 4.3)', '1.6 (1.0, 2.1)', '3.9 (3.1, 4.8)', '9.5 (7.4, 13.5)', '13.8 (10.1, 21.5)']\n", "\u001b[31mweibull-no_truncation\u001b[0m\n", "['weibull', 'no_truncation', '4.8 (3.9, 5.9)', '2.6 (2.0, 3.6)', '1.2 (0.6, 1.9)', '4.4 (3.5, 5.5)', '9.4 (7.8, 12.4)', '11.7 (9.4, 16.4)']\n" ] }, { "data": { "text/html": [ "
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Distributionwaicd_waicweightTruncationmeanSDq5medianq95q99
0lognormal128.00.000.945no_truncation4.6 (3.7, 5.7)2.8 (1.8, 4.3)1.6 (1.0, 2.1)3.9 (3.1, 4.8)9.5 (7.4, 13.5)13.8 (10.1, 21.5)
1gamma129.11.100.027no_truncation4.8 (3.9, 5.9)2.7 (1.9, 3.9)1.4 (0.7, 2.0)4.2 (3.4, 5.3)9.7 (7.7, 13.2)12.9 (9.9, 18.3)
2weibull130.42.450.027no_truncation4.8 (3.9, 5.9)2.6 (2.0, 3.6)1.2 (0.6, 1.9)4.4 (3.5, 5.5)9.4 (7.8, 12.4)11.7 (9.4, 16.4)
\n", "
" ], "text/plain": [ " Distribution waic d_waic weight Truncation mean \\\n", "0 lognormal 128.0 0.00 0.945 no_truncation 4.6 (3.7, 5.7) \n", "1 gamma 129.1 1.10 0.027 no_truncation 4.8 (3.9, 5.9) \n", "2 weibull 130.4 2.45 0.027 no_truncation 4.8 (3.9, 5.9) \n", "\n", " SD q5 median q95 \\\n", "0 2.8 (1.8, 4.3) 1.6 (1.0, 2.1) 3.9 (3.1, 4.8) 9.5 (7.4, 13.5) \n", "1 2.7 (1.9, 3.9) 1.4 (0.7, 2.0) 4.2 (3.4, 5.3) 9.7 (7.7, 13.2) \n", "2 2.6 (2.0, 3.6) 1.2 (0.6, 1.9) 4.4 (3.5, 5.5) 9.4 (7.8, 12.4) \n", "\n", " q99 \n", "0 13.8 (10.1, 21.5) \n", "1 12.9 (9.9, 18.3) \n", "2 11.7 (9.4, 16.4) " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for truncation_type in ['no_truncation']:\n", " for idx, distrib in enumerate(distribs):\n", " folder = distrib+\"-\"+truncation_type\n", " print(colored(folder, 'red'))\n", " posterior_glob = !cd \"{resultsdir}/{folder}\"; ls trace-*\n", " cmdstan_data = az.from_cmdstan(posterior = [resultsdir+\"/\"+folder+\"/\"+x for x in posterior_glob], \n", " log_likelihood=\"log_likelihood\")\n", " param1 = cmdstan_data.posterior.param1.values.ravel()\n", " param2 = cmdstan_data.posterior.param2.values.ravel()\n", " df_params12 = pd.DataFrame({'param1': param1, 'param2': param2})\n", " df_params12.to_pickle(tracesdir+'/'+folder+'.pickle')\n", " df_params12.round(5).to_csv(tracesdir+'/'+folder+'.csv', index=False)\n", " cmdstan_stats = get_stats(cmdstan_data.posterior.drop(['e_raw','s_raw','e','s'])) \n", "\n", " df_ = cmdstan_stats\n", " meanSI_ = df_.loc[lambda d: d['var']=='mean_SI',['mean','q2.5','q97.5']].values[0]\n", " sdSI_ = df_.loc[lambda d: d['var']=='sd_SI',['mean','q2.5','q97.5']].values[0]\n", "\n", " if distrib=='gamma':\n", " # see https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.gamma.html\n", " y = np.percentile(np.stack([ss.gamma(param1[idx],scale=1/param2[idx]).ppf([.05,.5,.95,.99]).tolist() for idx in range(10000)]).T,[50,2.5,97.5],axis=1)\n", " elif distrib=='weibull':\n", " # see https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.weibull_min.html\n", " y = np.percentile(np.stack([ss.weibull_min(param1[idx],scale=param2[idx]).ppf([.05,.5,.95,.99]).tolist() for idx in range(10000)]).T,[50,2.5,97.5],axis=1)\n", " elif distrib=='lognormal':\n", " # see https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.lognorm.html\n", " y = np.percentile(np.stack([ss.lognorm(param2[idx],scale=np.exp(param1[idx])).ppf([.05,.5,.95,.99]).tolist() for idx in range(10000)]).T,[50,2.5,97.5],axis=1)\n", " output_ = [distrib,truncation_type,\n", " '%.1f (%.1f, %.1f)'%(meanSI_[0],meanSI_[1],meanSI_[2]),\n", " '%.1f (%.1f, %.1f)'%(sdSI_[0],sdSI_[1],sdSI_[2]),\n", " '%.1f (%.1f, %.1f)'%(y[:,0][0],y[:,0][1],y[:,0][2]),\n", " '%.1f (%.1f, %.1f)'%(y[:,1][0],y[:,1][1],y[:,1][2]), \n", " '%.1f (%.1f, %.1f)'%(y[:,2][0],y[:,2][1],y[:,2][2]), \n", " '%.1f (%.1f, %.1f)'%(y[:,3][0],y[:,3][1],y[:,3][2])]\n", "\n", " output = [output_] if idx==0 else np.r_[output, [output_]]\n", " print(output_)\n", " cmdstan_data_all = [cmdstan_data] if idx==0 else np.r_[cmdstan_data_all, cmdstan_data]\n", "\n", "\n", " output_df = pd.DataFrame(output,\n", " columns=['Distribution', 'Truncation', 'mean', \n", " 'SD', 'q5', 'median', 'q95', 'q99'])\n", "\n", " models = dict([[distribs[idx], cmdstan_data_all[idx]] for idx in range(len(output))])\n", " stats_compare = az.compare(models, method='stacking', ic='waic', scale='deviance')\n", "\n", " df_stats_compare = stats_compare.reset_index().rename(columns={'index': 'Distribution'})\n", " df_stats_compare = df_stats_compare.loc[:,['Distribution','waic','d_waic','weight']]\n", "\n", " Df_ = df_stats_compare.merge(output_df)\n", " Df_['waic'] = [round(x,1) for x in Df_['waic']]\n", " Df_['d_waic'] = [round(x,2) for x in Df_['d_waic']]\n", " Df_['weight'] = [round(x,3) for x in Df_['weight']]\n", " display(Df_)\n", "\n", "Df_.to_excel('../../results/Andrei/Stan-sims/summary-certain_and_probable-'+truncation_type+'.xlsx')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# With truncation" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[31mlognormal-truncated\u001b[0m\n" ] }, { "data": { "text/html": [ "
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meansdhpd_2.5%hpd_97.5%mcse_meanmcse_sdess_meaness_sdess_bulkess_tailr_hat
mean_SI4.6990.5873.6245.8560.0020.00192390.080980.0114258.063415.01.0
sd_SI2.9360.8021.7174.5000.0030.00273008.057288.0107746.061234.01.0
param11.3760.1131.1511.5970.0000.000114212.0113142.0114819.083222.01.0
param20.5670.0860.4090.7350.0000.00088959.082065.099804.073233.01.0
\n", "
" ], "text/plain": [ " mean sd hpd_2.5% hpd_97.5% mcse_mean mcse_sd ess_mean \\\n", "mean_SI 4.699 0.587 3.624 5.856 0.002 0.001 92390.0 \n", "sd_SI 2.936 0.802 1.717 4.500 0.003 0.002 73008.0 \n", "param1 1.376 0.113 1.151 1.597 0.000 0.000 114212.0 \n", "param2 0.567 0.086 0.409 0.735 0.000 0.000 88959.0 \n", "\n", " ess_sd ess_bulk ess_tail r_hat \n", "mean_SI 80980.0 114258.0 63415.0 1.0 \n", "sd_SI 57288.0 107746.0 61234.0 1.0 \n", "param1 113142.0 114819.0 83222.0 1.0 \n", "param2 82065.0 99804.0 73233.0 1.0 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CovZ2TCzGDVvamTzxQ9ZtfTctbauW5fgdPVtZt/VOJgYeZ+PaLvoqWY74KbQMcxRCCCGWxBhDUHBWuhhCCLGsJEA7jZcPTlDvXcWGusfGGxJEQZ0NO5aetXEprtp5L1oFtN0WcGPVECVbODyRXtZzCCGEEG9UUdXHz9roQK10UYQQYtlIgHYar7zyHPWuNWyuFChMPse6be8hkWxf1nPEE61s2vkB8rmfsIkYHXaJ773w6rKeQwghhBBCCHH5kABtEcYYAs8hSrbwps11otBh3dZ3X5Bzrd50O63ta1l3a4315SJTLasJlb4g5xJCCCHeUGZWu5HpAUKINw4J0BYxXbBx+lbT43p0d46zdsu7lr337CTLirHpugeoh8e5xfMxsThP7z9wQc4lhBBvNIcPH+ZDH/rQzONSqcRDDz3Efffdx0MPPUS5XF50v/HxcX7pl36J++67jz/4gz/A9/2LVWRxAcj0bfFGV8qlcWqVlS7GFcWdmsKolRk+LQHaIn7yyhFqXX1sCrKEQYX1295zQc/XtepaOnuvZsOWLF21PD86NnZBzyeEEG8En//85/n4xz8+bw3Jv/qrv+L9738/u3fv5v3vfz9f+tKXFt33j//4j/md3/kddu/ezaZNm/jnf/7ni1Vssayss28ixBtAbnKEiaFjK12MK4ZRivrAIO70yuSGkABtEUMHX8Zt6+GarglWb7yNZEvXBT2fZVls2nk/VkeWHW6JcvdGqrZ9Qc8phBCXu09/+tN897vfnffcCy+8wAc/2FgO5YMf/CBPP/30gv2CIODEiRPceeedZ9xOXAYkPhNCvAFJgHYKrQ1RWw8Jo9mQHGPdBe49O6mzbzvda67nls5hLKN57MdSWRBCiHNVLpfp6mo0qnV1dVGpLBwSVCqV6O7uxrIatfu+vj7y+fxFLadYHjIFTVxJLGmQuGIkVroAl5qhiRKV3j42qhx9G6+lrXP9RTv3pp33U81/gTWlLPuVxM5CCHGuYrH5v51hGC66XTweX9J2jzzyyGmHSYpLgFRYF3BCl/Zk20oXQwjxOkgUcIo9zz5DvbOPq1NjrNt6cXrPTmrv3kTvult4c2qUWvd6RkaHL+r5hRDictfV1YXdHCJeq9Xo6elZsE1fXx/VanXmcalUYs2aNYse71Of+hT9/f3z/j311FMXpvDiPDQjNMkSAkDZq/Lq1CGCKFjpogghXgcJ0E5RTWeIkq1cnazSvea6i37+q3bex/a2MRIm5Hv//tOLfn4hhLicvfOd7+QHP/gBAN///ve54447gEYP2eDgIACpVIrt27fz/PPPL9hOXGakB22eSEUAKCPL9QhxOZMAbY4w0tR7V9Njquzc/lYs6+K/PG2d6+ldczPbzQQTrRuIQmkFE0KIxXzxi1/kt37rtxgbG+PBBx/kpZde4g//8A/54Q9/yH333cePfvQj/ut//a8AZDIZHnjggZl9P/vZz/KFL3yBe++9l/HxcR566KGVugyxHKQDTYjzprXBaPkSXUpkDtocrx0bodbbw7bYFGs2fXDFyrHlhvu4Mf8Njsffz969L/DOO+5asbIIIcSl6uGHH+bhhx9e8PzXv/71Bc9t3ryZ/v7+mcfbtm3j0UcfvaDlW4zWmv7+frZv305ra+tFP/8blVQthTh/R/ZN0dKW5Nob1610UUST9KDN8eqTT1Jv7WWTqpFqXThv4WJp61xPn0rRbhyeOjCyYuUQQgixvFRz0VPP81a4JEIIMct3F0+UJFaGBGhzOKkWLMtwx5vfttJF4c3v/iWui49SXLuFUm5lFskTQggh3oiOHpimVLiy1xtVUYDW0UoXQ5wTmXR5pZAArcnzI+x13Ww0OTZufstKF4eu3qvYWM9Rbe1hz492r3RxhBBCiDcMFWmKeWeli7H8Tia1XMKgz0ruMJXc0QtcICEub9YKLT4nAVrTj3fvodS2irVOCSsWP/sOF8GmrXfQR4UTUQsqklYuIYQQYlEXKc1+EAQcPXoUcxmm9R8fKTE2VJz3nJEeNLHCtAoxknV0AQnQmrITJ6hZXdy+9eqVLsqM29/2Djb70+RXb2Do8KsrXRwhhBDivNSCiBenimff8CI6nyDLcRq9bifnEl5OKkWHatld6WKIi+RyycpYzh6iXho5p32MVkThhf0sr3QjjARoTfa6Tjq0ze1ve9dKF2VGPGbRWXKpxLr5aXO9HiGEEOJyU/VXNgGB0Upa6cUVIz1V5fC+qZUuxpKp6NyGG9fLw1Tzx+Y9544dJqxkl7NYK0oCNGByZIxC+ypW2UVisUvrJbnz7v+DtSpPbsMmauXCShdHCCGEOG/L3iq9xPkh9tHncAf3zTxWRuOGkklTLA8deGjv0kk6U6++sT/bSi1cI1jVigTpkYtfmAvk0opGVsjBZ77LFOvYfAmOKb9222pW5XKMpjbx6p7HVro4QgghXoeBgYGVLsIVS/s2T786wVS+TqaeY6g4BoBRCj8vDaBvBEppXj2WJVIXt7fUOfEyzqBMRTkXes4QzJUeTngpkgANqHdbKBPnw++9dIY3nmRZFmtT3SgTZ0QFaC1DNIQQQqyMoOCcV2XqZD/XpVANyxVdlJ6dQ+ZMTFI9cmQFS7R8rNk0jm8I9UqJerW05O1tL6LmBNSchT0sbwQrlVFwuUVK8+y+SSp1f+Y5rbUEanNc8QFavTxOtmUNXW6VNesvzRXU3/u+n2VNLcdoxxYGDz6z0sURQghxBdKBws/aRFX/7Btf8mYruuYyTPhxOdIqoFY8tx7kqeF+pob6L1CJxEo52Xvm+rNZRPv7+5mauoTmzUmSkJXV//y/MKI20nMOLTQX29YN3XRlskyYjQz2/3SliyOEEOIy5Ay8inJq53+AS6kbbBno6GQvy+u7oMCPOPTqJOoiD6tbTDhexwouzTfId0uEfm1BL4nRBn+F16QzKkKHb4SGh+X1k9GXSdcuXOKNU2Ogk1lSXw/HcajX66/7OHNVvCqRnt+QMzpUID1VXdbzzHVFB2hahdRNllKsj3dfvX6li3NG1+28kZbIZbzrKkrZoZUujhBCiEVEoXPB0z+fL+3bhKX0ipz75MisZc8Rcp776cjDzY7jewsrhMbo02Z8nBtcBEGA67q4TiNDZRSufE+c9hTx+qUZoJ0uEI6qPkHORkcrF+C6wwdwjr+0Yue/lOWd5e/AsBZZUN2f6Ef7r/+3c3R0lPHx8bNu5/s+R48eXdLUoYOZfgaLI/Oeq5U98unX0eB1FokLduTLQClzgAk2kIhC3vOu21a6OGf0rne9mX3f2c3RjTs4vvfbvOOBT690kYQQ4pJz7Ngxfu/3fm/msVKKDRs28I//+I/ztvvYxz7G5OQkqVQKgA9/+MP89m//9jmdyxkdIzc0zNq73jPzXDXfGI61auOt53sJ58RzQ2Ixi1TLFX07P2emWSnTiwxvLKX3k0h10b165xmPcezoceKJGJuv2n5ByngqJ3BpT7WdfcMLEJ8pt068rXP5D7zMzncOk/YvnQyMS2X0yjcILDflzg94ju9/kfVbttOz6vRTkLzxo8Q7+875XK7bCAaVUkvK4B6q81vU3WiDDhXxc/yNvqJ/0dMnnmYw2ElnvUiqdQk/eitoXV87HfUqU9YWpmNJXDtHW8falS6WEEJcUm644QZ27do18/jRRx9lcHBw0W2/+MUvcsstt5z3ufxCHnrPvWJwvvoLNdZ1tNDXmpp5buBoY/jRzW/ddOEL0Gz2NucVAZzc9/IQBYu3jM9N0pCZqpJqTbD5quU7rzEaoxWxeHLmOR2GZJ97joH1cW7c+iZWt1+Yz1zhxZfoueVmEu3t88ukFe7Qa7RuvoFEz+nrHb7vUyqV2LBhw1nOZDhb36cOQ8JyeYklb+4zJyug54bQ1XrWfYwx53yelaabKeZVdO6p9AcGBmhpaWHLli2nOXZIOXuInrU3EU+0vK5yntlpktmcmgTFGKrF/BkDtLCSJ6yVGkc8lyQqpjGvdklB/SJp/ZfKS9eIKj5dN55bnf2KHeLo2Vlcb5rp+Dq2mstj3PHb7vxZestF9oc3MLTv/1vp4gghxCUtiiK+8Y1v8NBDD12Q41vnPcDu/JT9kMna5bm+kVY+RoWsZIhmDDBTiV+e904rTRQtbFk3Wp1zD0fVD9k3eoJy9tD8cwRBo/CeT6jOvuD3YldmtKaYGUCdYX/t+wT5/LznwkjxytE0WtN8/04vn89TKi1tONzRo0epVhfO31FaobTCHhqmevTYInue3rP7JkkXbIw2jA0UKBfPPp/JS6epHDyE0ZdL00EjiDpfYRiecX6W1mHzHHPrxZf2a+NnwTvNyG2jDVGkMNpQO5pDB7Pf1aDgECxh7qNSHnE7jVHnFisEQSOoM+H5Dd29YgO0/MRLTLvrieIpHrj12pUuzpK862e20DM9zkRsA9naFL5TXOkiCSHEJetf/uVfeNvb3sb69YvPMX744Ye57777+OxnP7toJfts9Hnsc5I/PYg7dvg0xz1zummtzbzeguXmBC5HsieW9Zj14iBOdfJ1H8cYs6SK92JGBiuY8YU1uTCsYquJ8y7T6Ojwguec4y9j9y9tTtOJAy/hODWm6h5l98IE4FEUEvp1AvfMc2ZO/dhV6gG2GxJGC4NNb7pG/UR+wfNLZdunDCs0hpcn9/Py5P6ZIainUw/sRYPVih3MhBNLSdpiTrkuz/OwbRvlR5glJn3xQ4UfXBrDDaNQNXoPl1m9PELgnt9cNC/0CIM6dmW80XBhzJw5aLMi10W55z4HzSjmNLzMNz5a4tiBNKY5v1G5s7/ZZolzHmfmo55mXupifN9ncHAQz/POe9jtFRmgaR2Rn3yZE/42Wt06O266YaWLtCSpZJyrtlxLq+dwILiB8eO7zr6TEEJcgZRSfPWrX+XXf/3XF/37V7/6Vfbs2cNjjz1GNptdMEftpEceeYTrr79+3r977rnndZcvqhdRtcUb2ewTBYLC/IqK54YUso2W71f7szx/cPp1l+F0Jmtpiu6FGfa11LqKUXpBizdAreIxMVKidPhFourpF5eOQget5+/r+hG2Pz9AcetVPP/0mdiUu/RscEapmcqcUSGccn7l++SeebbRIzaHH/r89NhPTt87dg7DtiyARWIFuzxCMj4/G18UqSUH+ottFZY9TLT4/m6o2DtdOufKaaRVI1veaa7ZGI3nVnl18jCHF2lEsJyjWPr8E00MDw8zNjaGM1TCm258VpQX4YxlyT3zLACDpToFd/Y9fOVohqHJynmfczkNHs/PDHs+k1JummoxN/PYGIOe0+P7/MHpmWuyKyGFzDR2dX4jRlir4U6fOemQHTjsnTpIqTiE7+QpZQ7g1hf/7fJzJdzx5f1dc+3FhyYaY2aGap91bbmZ7LVL/ywrpaiVi5RLJQbGhzDGEBSm5mSOPbsrMkCrZI+gAo+x+Cq6ayWsWHyli7Rkd//sz7AmPcEx62ry6QPn3aIhhBBvZN///ve56aab2Lp166J/b2lpzK9oa2vj7rvvZmxsbNHtPvWpT9Hf3z/v31NPPXXO5XFCxWhlTs+PgaozQehXiRx3wVpcpwYmuXQN1w6wANsNiU5p3a/VMqcdUjdacdifWXoF8uTQzaBUotZ/vFGeZuWk7FUIo+YwqChg4sRBjuTOnGpah4pIGfw5ax5VXnsae/D0i0PrSBNoTeBFFKse2hjsMJqpI5nQJyxOgQVa+0ShjdYRYTPYqub7qZdGTn+NzUpXfnqcfHZ+z54xpjk3KYM79NppMzqeyj7+Ev7k8QXP53I58vk8qplCXPnzh0qFzWFl0XkmIThV3DML5gmGiwSh0xMVivnZXizla5S78DNkVzxODM8Gj2HFwx1f/PPk5/PoMKTsBygzvxRK69MGoVU7WFKw6NSmOHj4FfrHSgRz5gUZY2YCYkufe8KPXNXG9uZXnnWzV8wdL2OPNhoDtO+Qd/x53+Ww2RNjL1PP1dygtlj1ODLcOHfNDTg+duY6X9j83VCRRkdZPHvxYC03OUp6bHZubr08TW5i/tDafLkR6BYnvUavtZn/u1Q5cIj6iflBsg4VXma2USPUEWiDO1FFN3sro8Ce/R4bg5euE5ZPH1RfiLW5X5ouMdX8PToyXMDzz/7dU4IhMOYAACAASURBVGjsYGm995ZlYVeK5LPTYDXm7QbpQYLMyJLLeEUGaPnJF6kWV2G39fDW3vaz73AJ2bahm04/QmPRH+xgemjPShdJCCEuKVprvvKVr/Abv/EbM8/VarWZRVB93+fFF18EGnMynnjiCW69dfmyLirPxj/lRjxRc0jbjeFrRilK9UaFJPSrlPbupXrsLIvxnqGW4quA517cQy7XWIJFhz7VQ8/OBGzTVRvb84gcTjvXRhuDE86vpNQHh/AyGXLVMk/3H8I+vpfp/BjjlcbrqGpFJso1ql7jujJTVez6/OBDBwp7oEhlskJ9zvy56tHjFF+cXdczChVHD0zjex6VQqNSechx6S/UeProND8ezHAoV2XK9pgOgnmN2TVnkELmGE5lnFpxttJpdIgXKdL9WYK5HYIqnPc6nEyzXS2cwK1nSI8Nkh4bRIcLW7sLXjgTrC6mXiwsGFqXz+fJ5XJL7k1SSi3LelAnlQo2hYK9aAB4cmkAYwzeaBp3fLZXN6zV8DMZVMXHmhO3+VmbqL7wtTHGEOQL2JOLD2UdLo0xVBrHLFKOyWyNqWawaHkldOSjPLvRKzknzHPrdRxnYSAUTA/Snt5PqKOZ4cpGG8r79qODABW61EuNoaj1gUEKz78wb/+y7TJdHMboxnU5jk++OI1dHiOKNLlcY6ha9djL+KXFg56xRVKuG2Pwpms4toNa4oLoz4+/wk9GX0YbzdBkhVyp8VtRrvlESi8pSU8YKIwqnnZY8WR6/ucxPE0WSxUE6Ob7FRQd7MG5AeIp69kpReHFgwRzgn4LZj47epG5WJEyGKUX/TxdSLYbUm4G1oWKx3TBbry/XuM9HDqe5/jhzLx96r7Da9NzhqUbA6cMk/Td0rzkLWf6zp8ueD7pigvQfLdItXCCE8F2Ylpz711vXekinbOfufMuVuez7NPXkRt/kcC7vDIQCSHEhbR79262bt3KddddN/PcE088wR/90R8BjZvm3/7t33L33XfzoQ99iK1bt/LzP//z53yeIFQ47vzKZuSG2AOTeJOz6/C4wwcIy7PDieonBnCK83sgljr3Yma0jVYMHHyZKArI1gtobajbjWNU0qOMjAximsNpCpkJcpOjhGUIKxGenZs3/M8oxUTZ5mCuijPwCn6mUZE1xlCtl6nUCxgVokMf7dnzKohzw8ZcusbkWHlm38hxZgIhFTSH/p3muhwnQEWa6ZEhMuOza306kaYSqZkpJhnXp6oUI2NDlEvNnoWqRz5Tx5iFFeAj+Sr9VQc1J95JTO5DVXMLto2COm5tavbcdrPC3axkuaOHGC3VKIWnr3QNTVY4Prb4PdkZqhKcblSmgUhrDFAsFhkdHV10M78yhl1ZvLf3dCZHy2QKRWqhQ7nmnXFulpnTK1XedwDv8BA9+SmSbnzJAebQ5CT1+vwKf3H6NXyvDEZjH3seHbiYaH6gdbIHLRbUcMpDhPlxaidO4OUbn28VRRx+ZR+1/MLeu5Pp2bPuNJOlicYcNd8lrFYpjAxSGD+CU2y8t+7UNK7jkclXeOnQ1LzjmOYHZWIiz8jYQZx6FtcOCMPGZ/DERJmxqRJ+tLS5RdqNCMsewyeGmJ5e2vC9kw0AhVPWH2v0bDe+cToKF+8xP8fpTsZoVORhMGitGTx2cN7fq6Oj2Lnm70EzGDGmEVTVXJu5I1zDWp2oVkN5p8yjtGh8hxYp2/BEGfcsPY+NNPWnbLPIsfzAUD0+gjM2jjsx0ej9X6RhKwxDBkbSVOo+ysy+3ul6jgOZRmIap+4TNHtQff80mR6rHrG8M28dNbs8QvbIs+Sf/Qne9Cjaz6GjCWp2QKTmH8O3F/4GzXXFBWj5iReI6y6GUt10VIt0rVq90kU6Z3feupmOqQnqyU5GvM1MDexe6SIJIcQl4wMf+AB/93d/N++5Bx98cGaeWWtrK9/85jfZs2cPu3bt4o/+6I+WtA7OqcbSNUbT84eOqWbrvnIhKExhtEI5FcLy/NZYHcyvcHiZkJf7XyFoDgEzUUhUm62gzV3Y1Yo0OgrQSlGo5RmsZXDqdaIoZPDQXnyvEaidrFREp5zLqU4wfGAv5bERAPLPvUD+8FHCQDE9WUPbFbBdqoUcpUoBz87jh4pjo8VFW++NMRw7dgylIqJQEYYKd3KK/LOvMDw6QqFaIm8SoMHJ5SlOvzZznEzR4dnXzpQ8ZOH5VBSCb1EuNXvygnBBBUo1hyyFzVZ7ZXxIFEEptOthohClDbU5c4lUEOJOVhuVVh0tPGa9hJ07ho7OPKQzmOmVaq61FoQLhrAu5thIiboTzlT4gpm5arOVTBXa+E4jyhsu23inJLkouRWcfI6x44MceKmZvEQb3LBRac5VXEYm5weQRuuZXstGuQ2+72NZp8kIqSIie5EgdG6PTHhy8W4HdXLhduVjdCMBjgk9vLHDRPXZ49RqlZngKyjNPj8ymufgYL65gHhzKOMZgiOlFWk7y0hlAmMgOz7K2Csv4jSHMXtBxNBEhX0vvYBdnv3sza1oz8wlPPlE84UIVETJrXDgxCGm61mq1Sql3Py5WfbIKGGlMn9/mNeD5k5NEVYq2EGEW89QLQwsuI7TXWGkDdWpYYLs6Eyv4KnGsjWqduM9qOT75/XWeJGeefmc6iSV3FFUrUwtP8HUnN5PK1TEImtBQfx0neKhSV6sOBz2zj408EwxY73kUqvOD+j83PzAxZ2cXNDjCeArQ9lrXKNftRkaC6lOxfELDmHNxstkFuwDjQaQwHdRxjCkLbLNkQMnh9+eGviOjtbwndnPhjYapSLK04NEkU9/fz/F4mzPs1/IY1SICUNMWMGokIlsjWzu3IbeXlEBmlYh+YmXcMa7KXf2su081pC4FLQk41z9M++mt5TnZfUmClN7cWsXbsK4EEKIhSyt0F6RerDIjdeCID2Ilx1nLFuk2uzdskNNZCARm1/1jbRC16KZY1UmXiJ7rNH4dmAgN1Pp9wtVWvOjMwGOU6mSDOpEVpzAqWMHEXakCZXmp/unSWeyFCtVglN6K0rjU4wfbfZUGY0OAyollyMVC09bUHcYnChTqHpYgBcoQizcU6oNltWoeBpjsEtFKgeP0n9gGnd8nKBQx7MdSs1KuBVpnHQeYwy5okup6pMu2GhjZua9zQ0AjYEoqMxUxqempyhNTFDNjaHzNk4mR7FiE1aq+NkMOoxwJ6t4JRsvW0P5EWGl0dOR9XJYlsKUCkTjk431lWyfiTnzZerHG8Mja45N1i7MnNdpVgKNaST/0FEd3/fRen7L+j43gWca16F0SM2dQkU+9tAQw6+9yGB6YSX8VGGkqKnGa7z3J3soZefc208G3PWAWn+erOMzfkpaeyd0iSJFuv8QEydeoVqqEsvajSx3pnEMnR5AB7M9tpVijvTYICE+ddchPzXF0NDQTKvAbH218TgsZ4hKZ04OcTLxQjXfTyU/my7frSqOD4fkijaluo/XzGSqteFoLk+60qiXKWv+UNlMpoZWmlizF6LDLOxFC0/2oDbfEq0NXt0QqyRI+I3pLJVD+4magZI2hqhZD6zXbTLpKXx7fvB9aoCa1mVqYWMOVRD5ZKen5i127jsF6qMDlPcfIDqlF3HuZ6U+MMjEvkMcylcplacWX3dvsSA08Dk6VeRE0IGJAgKvTNmr8pPRl7GrE0TuUQwG2wmpOc310kIHt954vwrpCfZNpCmbRu4FFTVeZx35C06XyNokCknmhliO7zI6OAJao7waTmk2CPK8ENfXGK1xJuYErae8iEo3e61ce8E1GqByZP7yCpHj4gQBJ06Z7zZQg/5iDa0UQbFCKVdkOJkCBZGtOZFeWmZWx7OpFRrfMxO45EafQyt33vtllCGZ17RMKp4be4WfDr/USKyiQrypGtWphQmfIs9H2XVoxnbnuq74FRWglTIH0DpiKNyKiif58O07V7pI5+3+O6+ld3yQYlsfk9VNTJz4wUoXSQghrihxv0TRHmHf9GyyCz9fmJmzATA23E//xBhHmxWZo+M1RpwUbYnEzDZKmcZQQGs2QUek6kAjnX6p6lOuNSpSgVvAsmYrkarmwMzQGcOwF2PQgUpdUXYDisVGBb5WLuOEwZxU0RbTJs7RI2n8oNEzEYSKGhZFlSSKFDnXwZkzeX6UNsbD2cV/o0jPq3spxyHlxdA1l9r0OPl0jlJumkp6ilizkmdMhHJrZFULVX+2VTo0Gm0MKnLQ2m8kJDABYVAGAowxjE8eI5uZQNk2ThijUg04OjI7ZjCsNoKt6YETFEaHsIdHsIAwivCareSWpTCWRmfLEGlSQQyDIWzONzNaN7IIAmF+goodsPdIBq3NbA8O4DgOteIETq1xfssOiKpgEyM7PUZwsgfJqWD7dcq1IvXybDDl1tPUS8Mc37ewZ6AcNSvP2mDXchijqfs2kedhAGciQ63/OCrwcCpjROH8+Wpj8XYmTCsOFrl0o5cxEUFX2IKlfJRdwD7+MspvBGnZbJaxdJ5avEQ5mKB08BBBoQBYGGVhTq1hz6m4Rko1e08VBnC1Jq9Ol4HR4DuaUEVU6gGvFSaoBDbF4QFqRQdHGYI59XWNphhrQWmoZG1KI2VSfqPamtTugoQZA2o2WAixOJyO+Gl1tixGaaoHXgJvYYNKoeChwji5SiOQOdtIwbhxcbNHGH7haeKTs8k17MoYnm4sPaCDgLH+gxw6fgBoDK0svfranOtr/m/Adx3SkwXyY2lS0wq0QTe/e7V8EddpDEOMJiYoDY+gI4Vq9oyX3Uaw6hQm8aanGRqf/7pEjsPU4eO4oSLwXfzQp1T2iDyf0HXJ5OsYrZluW4VnYjMNEmGkcbyIwHbRYYQOQ0q1Mk7zczN3iKpyahx99mXyFUVYKmMPDS+yVELjVX0lXeHVV49hnTgG5SKBCsnYjddMuQlqudn9agryJMn5AVEUoaKI4/teoFDLkXPK845dJkbJMoAmDAPKterMb3H/WIGjjsvLuQrToyUspWfeY7+WZ3hwqJGYaGKcMDfBCc9jNAhQvoduDp+N+wZLQViqYZQmmDNMXHmnRF/Nj51XXXoW2FMlzr7JG0du/Dna1FYGOlO02RWuvunnVrpI5211Txs9m26mq1rkxdib2JR/gmrhBN2rL4813YQQ4o3GGEMmP0GLht7uxnMqUng6JKZi1CpFbDcg7kZMhj55p8TtwNB0SJvnwlVnHnKvAxdXB3SefHyyoqw0xnEx2qCMJtSKE7YiKtjsWNvY2mDI1Gu0eKsYHsmRBIqhRbLm4U5O47Vo0l4XqeaQpVrJ4Ds+rYnZnhbPA6Msar5NNl9h6lgJ2pipsFsWmNQ0zmiRmFMktDpwajWo2fSuaiWXaCVSPkFmkqHkGvriLtf7DkGlyr7xCC/QbC7sRVsx3MqbmdMV0lzsCLQKiFlxrGSIMQmC2uwQxVohQzLeQei5mChiwLFI9s6vard2lsFywUnQUwlpa/GgI8JWDq1xjZ0vkom104VL3auSSPRBqlGS/tFJVEt7I8mFaVSw683eE8sJQTeCAK0Vju+TTIA7coBiabYXzA8MnheRtadIRQ6QoGYHUDVYPWamVmaUhtDg2xPUc5Cr5DDTCVjTQVS3SZcgd8QmtbUDx7Fpa09SdzxctwjECGMxygY2T45i25142qUd0IUcJ1IepnstKvAo5QpUe9sZLrroSLOmWU4VhphkbCZlfxAqCtMu63pnK89BEBEoHxM3hGFIrZhjxPVoVzGumvOae+U6lrao5StEQTTzuTUGHB3QUskDXSi/Dl4V1jUyrPpWjGLKgiTEjJ6Zz6iNQtsOQXy2UpypVompGJNRDy1E1InTduoXqHlerRXlaoGa6qUlFcMxEIQat2MVWsHWhbvMoUlon4QBoxMkU3XatAdsaG5vZvexIAw8ypMTmKQmVZwg2rpz0WNPjoxQKJfprvskN68jWUwSlW1MSwcxZ4jJ4QDfDSmFCYwfkPCreCpH27bma1CtM1waBywCL8SKR2gdEZRdolqFEdXG3oMv0+WUqIdt9JEgPzxKrlQiXstSTtfR6zbjkKA+MQU6Bid/aap1/GwWr7UFenpPfUGAxvDfmffbj/ACxRrLwqiIWH0SwyrAYrg0TqHaSqA76aIxXLZo1+hIpYgDoedRigJqVQ/LOBwqhiS9Rtbdm2gMbzaRJl2Ywje9aD9Ae7O9rY5RmFQWbfmocjtW3mXaz6KcVbS1tJIEpr2IWLNxSSmNV/dRrZqBMZt0bRU3dJQxQFB2GBvtJ+xdj9X8aQ5cj6gwRjKeBLpnXwAL8lWHvGtoBQwWyooRGYNRAYnaNKyCUjmgb1WIFWs0VJzJFROgOdUJ7MoY+ujN5LZ2s75UwLIu7w7E+9/7Fr7z6DcZvPGdZIobaTv+fW5853++7K9LCCEuN5M1l9F0hkHWcIPJEOg6SdNOc1wZOkpQnBogHosRRR7VmmJtWTfmU2Eo1csEky6lNavoCbpnYpOfPvdvVI8V6HzzXah6iTIhnQloKQywd3iKzq71jSGKTp2pzBhpu4Vkeys9URc5u0QQtuD5CtcNIBGSmS6TUtOYZKoRUGjDAd2G5UAQmyKuUxggcmpYKiIWq+PVfCA1c63KaA5PnaCPNiKtKPUfo7MjRRhFpKIaxqqgsTjcmcIybVyFPdNaPVXLgKqAWUNdJ6mM/pjDk63s9LYQdG9AG7CzOV77wbPYO9bRnoRYeYx8NY3tBqQ8TXerhZWIsCIojY6yqqOxaHhx4gRt3ZuIx9YBUDdxejEElQph3SHRbWEiD5VoVM4i4sRCu5Et0IrIBRallrUU3BC/7tK+tsjW3j7A4HplskGFMnF6tE31RIa6bsWLt87OGQsN8Ykx1KYYeS/Pur42XB1iaYuEiaOAl6IY1xwvkE3VafXLXJXqYXBkmLWtvaSSIbQ2XqnS0BT4BrCI3DrKd4j5cXQ9olBxydcsSh0e7aWAUX8vWoWM57qIudPoqAdSSSwFbi7imMrSpxRtMU2rr+gsxqhHASoK0Wi8yCVUAYHWREZhDFQrRcZCh142Y4zG9TRTk1V+OvUT3pXsIAlkJqskO+BkJBQGs9NGAj8gischBaXRKeLxJCT0vOGAlgWDExWu8UKoGegsEtPNzIHGkM476E1tpJIhk5bC0xoNVN2AZEIzt58rM1Wj2+mi0gths2qrVdi4xmSEjkJOVnkdA17oEqOVbKKXE1EcbTS1WBuYBMZEROUsYVtI/0ieHfE1M+dpjbm0JpLoEAwdGL9GpGOUi2lSHT3s75/AyhW5eeNVBIEPRhNGhvxkFhNl6HI2MvnSCO01Rawjhp8v4Ec5MDBhkrQnY2ysebS0JjBt4Dl17OooTrWVwFiUOrtJ+QHtc4I7367DiTGieAWtOonKw3S2aMJ2h6kJTae2CN2QcpQkyGTRnRvQSjNuOtGuYUNkk+isYaHQgFeuYDkxil07mYp3kPIXJvEwGIgZjDXbq4zlQtIhU24liivKuWkmh19BRSVUvJNyxcdL+Hh+nNCt0GEa76ExjTUKOwE7iNNmgkYQnZ3EdkPiTgDxOSMOhovEEjXUxj6GX3me3lyNluTJnn2NH/mNJR20msmy6Hs2xg2wsxONJUq0RaBDXLuRETb0FX50MoA3jaHAWhEzKbRWRD4QN0zVPZxYO9sKk2jV2kzEFMdozeH+LDmnwA2+T5eBdMc6gjhsyWVIZUNYvY7ptEfVFNDxEoX86ddxhCsoQMuOP09n7zUco4+gpYP3bl6e9UZW0s4tvejkFtqdKi+aG1lf+3eK6X2s3nj5ZaYUQojLTajVzOCvE1OTHHr+BdpbUpxIrqYvquAWq2QcRTIWkYj7KBtiVuO2G9MxcAyF9AliqQwmMpTzJQ6/epSrUzvp7Wm0sOt0jhwaHI+YF8Nq1kNiQR2C+Zkf06UyvtNFvBYS0xaW63K8aBM2k03oWInx6TQbV3Wh4iFxL4ZVcsEyKAOOdokrg1EKu7lWl26JURrNYtZuQKkA40WEeYPp7ALLYqSSx6kr1uh2nADiWhEzFmEsAAxRc7hbuV6knGxlU0+KUs4mjPWhtY1dC9EkMTR6Ngb8LuomyU6gYlchnqDqhFArE29RjYWRo8bwpJODlBr1w0YgrNw6VksXXgDVWkDKmSAMytiBgxXFKccSRKoC9FDsXUNHqoWtYYFYAibjPbQDRGDpTobDbuyBERLXXsWR4f3UrBReFELSIjM0gFt1UW2tzTI0KppRyuBlBqDdwdLdpBNFWqwUJooTWRYmUSVdb0d3+mgP7PEx2sslUpuTuCYPpg0rZhG4Lr6jqFYM7ak8yi4Sb+vAuCFxr0bcj8D0UvAt1sR90pOTON4aUtrDp41UQmOZGL4TQIvBiSXwVQhGE8RiTNptrMenYJcpqgxKn0yKYZgMEri+R6dR7ItZxMIqySgk4fdAK9Rch6icwXT2otX8aqRloFTzePm1Sfo2ruX67Y3n/WIeHbPRykLHNZ52GvO4jCKs1nCcCBX4aBTOREh/MU1bRwJtVjfeWR1QsesUDZStFKvdIt3aZej732H9m96K77qkWipAB7FYQMqq41UDWqIYqm5jApfQVYwUOji+2qO1J0FPS50iPY3vstVcD9eAckYhpohCn/Z0GjtsQyU6mhkLZyOjk999bTSB9oiZgNBfhxVqio5DNHAYrBY0hlg8ByYkUyuhrQwx29Aat8mNDZCwxkm1dgAQRJrSmEPbRJVVt3TjKQdUhOfVsKxGvbVqB7S0NgMP1yY9OU0UBMRUlUqlTN336GxZC6bxflYLJRyTIrJ9XAeiNo3yfVQiBjqBNo1hllbMUCeJ7YTkvBylxFpU8/vrhB5eUkMzM6yJIuyYQRPy8mP/wtWdSaxElaJppxqPkShOkX1ygniYpaujg3JLBice4LYlCewUbbEUDhbosPGhAUpuDK0DHL/IyNFXaO/uptWLEUt50Hx/wnoRHXqQaCTzcHWRiXica5rvRbylMTw6CC1i8QBFBiKLKKxg5yMCQlKrOghUSK0aEDuZREhHM/Nfh8eL6BYbreN4WlFTPlaYgjjUAh+TbDQypGNx2uwKHatWEQYh00GNeAyCKCKIF4gnFb7VMvv7pCwSZcVkNMq6q06Ogzi9KyJAi0KH4vRr9ERv41gXJH2XO37u9pUu1rK499538KPdjzF87W3kMptJtv6Q3rU3E0+kzr6zEEKI81ZUFVaTQjk2nu2TavUJtEUYWExnfYrVKQ63buZqk2zsYAz4HrGYxko4hJFmwEnixdpoMzYJu5UOK0k9NU1Pj2Ggkic/WaTauQ1KNinPBuOgO5OYIMR3bNo7POiEDquT4XgnSR0nFWvFiTUqHmG5gnHqJFstVBRhYdBocrWAwIoookm1BARhDO3HMI5NLaepptpojzmkYq1oFYLWhIFLoKE2nmf12g6idkNtLEvQ0s7RmEe8bJOwQtpMCqs9xFgBQeRjAKUCIhLUXCBQJFsjEibCuCUi2hpz7SZfJZ40JEkRFWyC3jhhqAlrHm5kSMUTxE0CHavOJISwdNBoET9Zvw59VLKE1hoT+pjAxViNYXVKWRRTPZRJsQZNi9WCHUZMVizaOkC3Nyqq8f+fvTcLtuwqDzS/NezhzHe+N+dRmRpASAKBAQNGsi1RCLsKlx3V0W0iqiq6Oroi3O6O6Ag/OcIPfuyHth3hdke429XltsN2VbXddJUNBdgI4wEwCIEACUmpnPPO955xD2vqh33ulJmSEIVISZxPkZHKM+z9r7XX3uef1v8HgRMKWwSeNR3ib/wNR8432aJOuKlqojd+t6FxwNGvx9SGVbXLohhRbGc0EokXnlE+S5GW9NauMiUDOvPVnI+XRo6nDphQ7UT0zpOPLFaq3fO54Xi/kY4RVjHKDN3t1SoyFardYkI5clMSpxrh+mjRpggxy6rGfHKNUWMKs63oDVfIXYaJdhzWgc08kCeKGyamZnK6UYbVnryZ0OpvMHIJm70Rd5uCgblGruc4H+osD0dsDwcM85IBJZ18hJtp0+v1cd6RlwYXe0Cx1c0IoQ912A5DfKiMEz+Opoz6OXlQiGDHxlk1QXbrBqXJcTh6IUUKS3+UsfqXTzPQBp1WezZzIlqFrZpfhxQvLUQGm1lCqOODwArJUGogYDNPXyUoHMGNUy/zDZzO6BtHKnNejBts2D2VOVhLuXYJGwQQ8MEDEu8thRvSKy9TDJtcsClbaZu7Qp9SlOTlZeoDQbHRBrPCuhUEscHJI43xFQCZF7iGZvVblxBsIMOQ9fU+0iVI4cFZgod1Vad18btcvmipyUBDVQcQobrfTLHN8kqPKaEofQNdVOvU+cpYGDmPLANZXj2fdsrZOx/obnoKVaCKEitgYEZc3h7RGd4gNJu4Rlo1nyewnWie2x7S1Sk9keBtSa/Yxl/uc7YzDaZPkQZWGjOEUQ+rahBHrDQs6eh5poQAo9nO+tRogaxyio31iADKgx8XUVl9/rNse8t6vnMtAv1UEYpQOWxEVQwnkzFJmuF8l8t2ioYzY9s6VHtMvacsDKmT4D1rfhs5bkLdGwwxYsTABKTNcKVgNtcU2QrGaXSo7pdCSrpK0ABG5QjnwHS32R6sIadmMSiEgcwZDAX9bUtqDNt6SNQPrA4mETQ2rv8DOqrTfcpz42Sbqe4mut6602L9QHjn3Qv8+Z/PURv1+Rt9no/nX+TGhc9w9NxH77RoEyZMmPCWJq5bMpOy8o3L6CPHKEqLVhYhNGWWs0YTMTJstKap+4DzFhBESUlCCUgGZaCHYh6PIeJimnLOO1wIbOU5WqSMSo3sXWcmKbB5QW40UX6BQHSgXL/zgSjJCcqTlw0InlFWomWJFrslCSi944ruEHrbxHFzXFXN0Swh8yMGJehIUo8kXkpKk2N6q0BJoIoiWWv55kvP03URcwG8KanRpS9jtHX0RYIVHm8KrtQ7KJFXDZj7ObGxEDlsgKEzxEnOVr+EYCkNREBRDrIWKwAAIABJREFUWgiVwuxcQUKKCAIfqsbFVVqVgGybQmWQCKLMY+wQDHwn7iCpFHwfPNfTWaayAV5LgpQYa8AHCmEYJnW2dIIoPVhHsAbhHSY4FCmlMaxc36IICVJKAgn9wRU8U8hRid3oQ9KkNA7rPS5tsq0CbT/CbGW4tFZFKZ2vCqBIRa/vGBaK0MsJIoeiwEiLsYGyHGFVwqJex2aCy33H6mDEbFQjK3MsnqtpQjtYTFFwsYxpmyGhLBDCEFRgfwU6GxzCB4IUyNhQBoftjzCixlrcoMwk4CBU8q/2BmSlZXlQMGwWWB1RTwtyb+kPcpql4EaZM4jW0IOcp19IiJxl+fJLtFLP0Pcxwx62N82GuUR/Y5OrYoHRaJuZOCeRJdI7mlkfmR1lODAEO2BHJb0eTRGEImTr5KOcUGjq0nO918V6R6oStDX4IueCK1mTMUfWN/HNgG+CLiFgwBUMjMPVCjIDoQgUvkeZp8QC1tBEZogtZ3BCIBFYC93VLdwoh3rO1foMK5ToYsBwO0LE1RYSWxQUec7QlQgUwsMwA5+WhODxBLZGa2TxKbwvyKIYaQVZUaL9NpsbXTazPhvpEnEcseoqIynPPLiCyzoiCQWHSlc5H/IRQngEtSrqBAyoEfVHLEaOwoPyMZESNKlxQQnqukPddOkL8KKq1KiAKGiwkjyOqO1GBANlbrAbm2y7a4iyWZVbJBC8Y2Q8XkUwLHF2g0t2HR+q3n3rxJTlCIOnIaBb9hk1OnTyHjgYKsOm9WwaC05jcfjgyEwXQUkIMaHIWG4vcI9cJ+tb9PIFWsfvJbclCQY/3ht7cbjJDTtFLiIiYyi9YCQUG66gLzVjVxgbcYfIJ+QjSV52iYLFW4kLBlOUxMJQ2hgfUpKypFtvMz/MscawKhQmzyl9ZdM1hylmu2Sj3aHAo7zDFzmyM8DRJ+sVFIlku+uQdpvgSr4yCDj22hlsas2oP2ImN6yaIf1ihLipyfXNvOUNtBA8a5f/ltnFd/Jt5RjWO3xQv3JTvDcTQgge/8j7+cKn/4Tnzr2fa5dO4cUXmD38TmrNpTst3oQJEya8ZQlCkRGoj66TDRepk2A8BBnYACweKQIEQTCWIKr0QRE8Rigcmu1eQWkKXqjHJMaQ5yOGUrKxOQANrTSmISLCaEgWe1JnKfJ+dVwglDk7+8MiAgiBFx7hPE5mbA8d7bgEoqqog9VseYcVDgU4U1JgQVrqqcQ4Q3eYkLYEtWZGRsIAjciqPUpgWQ4Kd/kSZdLY9UoD1CPJtWiaXqJAO4Krmt86AtI5PB6TbxEjESLs9q5VKLJhH10PiJIqd0wNILQYbHZRSFAGITQOMMAQRx2FyYeUqaEIDi9LVpMFpoZdyqQOWPLBiFGWUQTIZATBU7iIqLGCVHNYG6ERlMFjCHifY0PluXc2oLShTKbJQ1WNLYRAmTuiZEQkmhiVsbmRs2Zy1uqmakmgEoKU9MwWaVKpjELsFNCskjO9h+Bz8qykNZ0QXMD5EjfI2N5YJY2XwPXZ2qoa5lrnyIOl3+uzEaU4I6qeeV7gbElsJfmgS1V5ASIn8dKzpttgXBVYsB4tI4wTDHHkaQsXcsgyIh1wCDajGkVeGftBgKcqNhEIeFsSrCf4GGo5Ugqs6VOWGa2hAgQhQGRLfHB0swGrvW1UYShqDicUK2KGuodpXeJyT7RZkCWePgWOdlVa3HvEuMi4tQGvauRll9IW2KyARgxB4UtDTwisA4lDhIB3AYXE2BwfAkY4Vs2AG8ksM9k6ur6Fjheg9IAnloFBZihDjA450gd6N9YorUR5SxkCQW9j/JDQn2NUb0EMzsL2Zob1glwnaCuoI8aFeiTP+TZlv8cgGaKVJBMKHU2zFqUcs45hLaUwTeJaTBbPcWUoq8IjwRBsnyxULRvaNgMVqLmYrjQ4ErLCY+qefum55pv4RLOQXcF5Rxir9aYYUUQSax0DIMTV2suTBtpHCF0ggkQ4z0BF1ENAINEhwpqqYEwQgahWsCgDV3SDKGpyvAz4fMBIVuvaB8dga5XclURKYEVVdTOtGWhqilJitcKGal8XzoDJKLzHB0ckEpy35N4T10uKQiPjnN4wR128SpZLVAJSBL516escGkSVg8YF1PIAicQry2UCMhkQaFZrVwZKGdMvC6QMSGkoXQ3XGKK9RwnwxiEiTz1xDAtL0buODwW9aIq67GHziF7apl+rExQkRCR6C2cDufc458hcwbB/ndX5wxRFRF0pRJC4IImJYZwialzJwGcM6w2GpSEbDZnav5HwNrzlq0lsr36Lsuhin6vxdNuirOWJn/yxOy3WD5SH71nEugUag23+pnkUZWa5/J0//Z663E+YMGHChO8PHTSzHfBWUHaHhCDwoSqZPxjvNRN4gvU478mdxwUPwrKczrKqO4jegNKUWCHAO4R3rOQjNrcG+JUNnKv2VkV1Q+k9pbBkvsCGJk3VwriS4B1b8VjxQlcKCp4otkS6qhgWgifPCvoy4QptLFVZe1tmWG/GsaZAkjjqPgbvCQQ2kw4eibUe6wNJWiIjQyJvULqSKsErILxiO9rJTAnjFESPtx4zTgtUAVbVDDvVtwMCYRxinBq248zP8eTK4Yyhn1ucgCS1JLpg/x6gQnpcZFiNYoZ2wA3RZiA0QzsuqY+iu9knsxbv9/VZC4GRjtGpQQhPF1NV2gxyr0eWqIwNvEf5gPAOVToIsNktWRZt4sSgI8MFF7Hs+7hyb297cJK0bCB8wriFHVXLLU9pB5SurIzTZNz3KziMK5BZDtbj8jVWVQOMQgpDJiJcAJ+XmBAQchxJdA4japTeEQlVtTvbqZLoAhkKcVO58xBASEPwVTPiVGoEkkLFWBSCgPUWU/SR0lWzFgLOe4QJoEpCEGQyxnvwvVXWXryKSCQ+VAVYFJK812dkIpyrqosqEaGdZIBHlAYQRNMbZK0tdGSr4gxUhmw1b/XdUvTB5ljrcHJs6e5UZAxVaqQLVYpbvRxfZ185KQQBryxOCDZ1yoXaEjYorBsiXbXq7W76G/jCUHgHtRJE1YLBe0/pDaUdEJWKJBdIE3GhmCb4iK1ohuu+SkNNhjnCa4L3FLpDo+wSpzkDGbMdtZFEFEjWGzXidA49zs0NAaI8gLMUWo8bZQdsWeIIFNYwDBIlBUooCgu5SHavqfcC5yuVvggeMU55zWX1HLJ4knoOSUQjzQjNQBRbEJ5t3aAhWig0cWJYqR2hoWewISBUdX9aIQjB0cv6SLVBVuyUuBd4C7VUYQpLZgvieLvaY5tGFFphhcI5We05lBGSgCst0qcIBB6Pd9U183ik8ri+YbjZI0n6laGNx65dZdNIjBBVs2jrkEFhCdg0xwZXtQbYafbuPcFkODOq2l40e3jhx89oT5oYhDII5agrT5lnOGNJGT//rKMIMUJ5HJZutw/W4X2g9KF6tnmBC56sN4Lxcy63cRV8pIowGg9dpRAuogwGIQJSKrr+lWNkb3kDbeXik8wefhdbz25ztd1kamuDuHX7MqFvVoQQPPKRn+DM1adY78xw8dIZht0rbF7/6p0WbcKECRPeslgnCUik8/giZ6dsQAiu8hiP0ShCkHhk1QtKRjgCxjryfATeEIJAWosNJf0QeF43sGWNQkjixOz0DIYQWK7N8GIyh6rllMFV+6uE2t3kHgDZytGRI1FVqo0xRaVUSEnwlVnlfJVOt4MHlNRkweONoYqpVMVQjPfUkz1Ff6hSkiSjVrc4D8bBQKU4ESiFxzpNQBCCpHQO722lMMuAGTfJ1UIjfLVvSmuLDNUmGhcEN5qNKp0xOOKd0vMEao1y10TzQD6d0IsaSBGTyTbOC27UF9nRuK21uJ02APsMlfXaLFZA3CgJOlQ5YKFKhwwE+lGjks15PAIZJEolaK8ZioihrleRsgBRmmGFwQcLQUMIu9diOZnlWu0QCEhaGwRfKc5VtCMQp4a+anA5mSO4Em9ylNC4EOipmIDCh0An6eDHhs4ARVLbyQQSBGBLNxFYRDhojNniYMNnARAqhRPniUQMwiN31MHgSdMuUpQMlqbQcV5FQ3wVmYqEBhl2DScXPLYxhXaKYBXGOUKwBCEQ3rAZt8d77AKBsXElICslo2iaodJYD/VmgRjvHxovc5yUeCkw0hB8pRj34wYCKFRcrTUEhct5sdMhF9U6k97D2NDWUaX8GxHIogbeV+mHIWmhfURwjq1yCyX2lexP5zCRIoSARI2DxB4fDciCrZT3ILBekIiUiASCIhQlfjBgKFKKzIIbK/q710QigqYvIrwIuJDhqIpumHwEYoOokbPe6lDtawvc6MwidJtVmTASCUlqERLwVQl356v70wW1uxZGCxFK6GoOQkD4vX6FSVxNricQpMMHT+w9RsZjY9RhRZ0i0ri8hxHj+aKqbrgWRRhctY4BLSKCqIwvLSJCsAcaz683m6zU5quKjybgXNXr0Y8dQMYLvCuqirJUHTWEDNRkhoyqKpghBISX1ArPNZuSSYkR1V7anbXihSMKcpwCvUfwFuEDxnjceN+q9eDHBnUZKgeEFtVztHISCIKr7s+dcXg83uw4BSRICQRyGXFNT2OFIklLfJBcSRfw+3oB3lCzjJI6HlndX7UMYsHQvXKtiLe0gTbYeolh9zKd+O2sxJphY5p3v3rhlDclD9+7yFCcpNld44uzU7BymKvf/Y+3NLCcMGHChAk/GEJw+CDA2l2FZQePqBT6ccpRCOCdq37cd370gxz/XX130GpCsNioKt283DjCcm2GgNtV+AtV/agb4YlTQ6GrVCOzTy3Z31hYIJDESDTX60v0o5QQLLEJuGAZmozd7KPgQOwophq3W3Gg6kFVGSyVEr0dt3dOhhNVJGM3CjGOxoVQyVEpLuwZkPtawdRkHSEkHov1e8qgUQpvq1Hp6ODcRlStAIzQFCohAKv1JRx+1xgjhLFRML5OvkqN3BW6kpBddW43rDeOzoyP40QVaRBU0QoRwt459hYCol4SxcPdjE/hPLkBI/Xu9ViJO5XxLAR1q3Dj8XZ1G+8rRTEvBjuzB8CN2gw92aJoVNe99JJCJruyVoquJwgIzhN8uSPS7hh3/g4ESunJVTwuyFEpo2Lc3HczmcaLQAiOVhIjxDg9U1bf9aIyoJWuZk346nUhqr8jJ1ChMorEjByfe29hBFEZEFHk2G53GEV11tNZRrqq0y+sJNjKKAbIkulKQRYWGReMbImQB+feC0GcZGhtKaWGvMSbqhF1qhRSCvJxOvCOsi2DwI+jT04EVJztGrwqVI2519NZdmq07jRcDjKADLhxNNZLubvmk1qDVT3Fuu6QRSlhvO9P79tJtHNNSqlJagZVK9HjAi3eZAy9wYxl3YkmxoklUwm53Fu/cWJxeApfGcrBe1bSqhVAte8pUGsoIhFTBs1I13ejqpKDjccDHi9guTaF1NU9q4Sm1syp1at5vF5f2h1AkcRcSxexrkAJXRlm6V5ke6dXHYBXCWH8bBvqOgBRULtnrpwx43s7VGmtTgiu1Ba5XjvCTivvnTW8GbUJQeyOxVW1Pigd5GODyxO4XlsYi1s5i8T4qeLEzl0wlq/amDe+9/c9P3eMM1EZyUGU4BxRYvHjKKUTGoXEh0CuEtg3py4IFHpXzkLF1E3G+E6trmFcoNxBZ8rNvKUNtOWLn2dq4T5WPneBp1oFypR89C2W3riDEIKf/SePcO7SP9BtdHimfwpBwpVnP3mnRZswYcKEtyRDXWe1cQw/VmCt2PcjLxRWJaTJTlRtTzUI+5WB8b+FCCQ1Q1oriRO7q0wacVAh3f+9jWQKN18p7n6fUbFjGFWI6r+dSpJUNpcIAYSFpOSg2gJxagghMNT1SmEH5K5REsabqfa8yf6m71fsKR9S7vNqh7CrTFbjGytWu576akZUUkUeBPvHsneM1XSO1drcWKLK/W7FrVJYUUU7AoKhqkriy/3K1I7yLmTVN+kmZORQ6lZFqlK+dq7ewfd3DO9Vle6+drV2aHdsUujxPrfAlfoiXlR7gYRzmP1zGTw+ePJkhm7cphc1uZQsHJQPAaHab5PreKxMj6/NTbNhROBGOoORCiHCgbW1M88hODwBpTxybKzfDkcghINn8EJiovbY4Nszg+04snPLHI5f3TGEbnOlkUIhEUgZEEUJ4uB9BqCEQ0rPZtwEPN5ZQggkNYsQUMqDkYpI7Este4WtIMv1xQOyVmtpT22OxHg/VBBVZFhKMrXTdmE8JyHed4yDI8xqiijeWXNy9xkhtaXRtEjlUNozjBpYeTAdzgWwfs/BEEJgSzX2jKkxg6hBppLdtaD2j13sjc2Jmx0hgt1NokAiqnEI7xEOrtXnq/ERsF7sRbP2XWmn6tixAWrEy6XziV3nSCQitpIqw02KuErF3Xd9CpkcmEMXJH7sJKiMpB32uzjgtotv5+wuUIR9qck794EIpPWicmowft6FveI7+69HZciJW85TOWsqx0vaKMkF6Hi8l3X3OfryvGUNtFHvGt21b7N4/MOUXcmNzhRz2xskU7N3WrTXjXtOzeAWHmZ+/SJfXmyTPXOUzeWn2Fx++k6LNmHChAk/VH7xF3+RRx55hMcff5zHH3+c3/7t377lM08++SRPPPEEjz32GL/zO7/zms+x4xW+0TiC2+cdhR0V4XYq50ECgVgkpPXyZd/fYSeysGNU5PsMAKgiGrc9RtjZfwVKu13tMa2XqOjWnqA7CnY/au4pLAdkOmgA7uD3KVO3NaxuGpEXktVapegJ6falgu19VgnFzQQqBWnPkNlTyPYMp73PChEOKJ9KKCIRHfjMzf/3anwvn8wOKI3AfiP3ZY7gw+3nLSDoR80DSp0nEPZ54TfqnQPv3Q4jo9u+vifXy/9TabdrUAyixm0+v//6BdJGtb9uNZ15hXNy03W8PVJ5kmZ+y6j2ZnQn3e3gelba0d2J9kKV0nnbI9weH+S+aOStWKE4GJHacVyI8fv7jdWXZ/96jNJqDHFyq8Ng7zx796UfR4r7UXP33Vs/f6sxIPdFI29eL2vp7Pg7B++xncqOB499+2edQNzGcXMrNkjKcLMBV7VCeCWMOFit9ICRduC04Zbx7R/bgbty5/4bO7yim67BwefgQWeBeJn1WzkyRNVeZb9z4VUiaG/ZKo43LnyW9tzdZM8MeDEeMmqc4LHGK0/GW4Gf/8c/zp/+1v/CUw8e468b0zw+OMvlb/8HmlMniNO31t67CRMmTHglfuM3foO3v/3tt31vNBrxa7/2a/zJn/wJ09PTfOITn+ADH/gA99133/d8/DDeGCaFelmF+Pth50j6Zb3Or/V4r24ofr/IVzn2TvTJv4LyvccPbg6/r2O+joW1diIvpfgv00NezkABUPoHq+PcTrm+Od301XDBgXzlddyN25SvaDi+vPPhtfLyjoOXZ88YulWGlbGDYT8+3GpYfC+Gyg5mvEZ2IzMvJ1d4Pe/s27O39/FmWV5ZkpctWifYddIc+DwHDa7bzekr8+rzLdyrf8ZFCnmbYw2i+stmN9yOoa6TvMYK8m/JCNqof53t1Wc4fPqnWP3KS3xtCuJsyGM/+YE7LdrrzuJMncX3/hPOLX+V5+cXWL50lDia4eI3/+g23skJEyZM+NHkG9/4Bvfeey/z8/NorXnsscd48sknv+/jvX6q/Rsb8Spe7ii5NUL3atzZuXx9zv7DGNPtUjHfLGTjfWgT7vT6f2XEazBKbublIpBvZKS6/Xhvzl54Xc79up/hDnD9hf9Me/Ycot8gDzFr04sc666h4td/Qt8IfOzR+0i3BEne5y8OabKvHmXYu8rKxS/cadEmTJgw4YfGL//yL/PYY4/x67/+61h70FBYXV1ldnYv5X1mZob19fUftogTJkz4HtlJKZ6wxxvZmPteeOWU2x9t3nIG2mDrJbpr3+bIXf+Iy5/8Mn9fW8fqmH/8wMk7LdoPDa0kj/1X/4z3vPBX9BvT/G09Qq3cxfUXPsWwe/lOizdhwoQJrzu/+7u/y1/+5V/yZ3/2Z6yurvL7v//7t3xGyoM/gcbcmoLyW7/1W5w/f/7An0cfffR1k3vChAm35+ZCGRMmvJV5SxloIQSufvc/MXPoAbSbxo9qXJju0N7e4vyDD95p8X6onD0+TfMdH+Pcyld55tAhrq/Ok4rTvPj1f4spendavAkTJkx4XUmSav9CrVbjkUce4fLlg86p+fl5Njc3d/+9ubnJ3NwcN/NLv/RLPPfccwf+fO5zn3t9hZ8wYcKECT/SvKUMtO2VbzLqXeXwmce5+skv8x15g157gYcSgxA/7K2Ud54nHn83cz1HPdviz4/WGX39BEo0uPD0/433r31fwIQJEya8GSiKgi996UtAFRX7zGc+w4MPPki/3+f69esA3H///TzzzDNsbGxgreXTn/40733ve++k2BMmTJgwYQLwFjLQnC248twnWTz5IRRNytXAV2dj4iLn55/48J0W746gpOBn/sU/570vfpEyTvjTRYP76mmK0QYXn/njSdGQCRMmvCUJIfCbv/mbPPLII3zsYx/j+PHjPPHEE3zmM5/hV37lVwBoNBr86q/+Kp/4xCf46Ec/yvve9z7e/e5332HJJ0yYMGHChLdQmf0bFz6LEIKlU49y5d99iUussTFzgnvWrxGnP7rVgWY6NR74hX+N+eT/zufveoJPFVd47Ft30737aa49/ymOnvtHd1rECRMmTPiBkqYpf/AHf3DL6x//+Mf5+Mc/vvvvD3/4w3z4wz+aDrwJEyZMmPDG5S0RQRv1r7Ny6QscPf8zhDyQX7H83ZRDBPivH/+xOy3eHefcmUPc9Z6f5aGrn+f5Q8f4koyQL93L6qUvcOPCZC/FhAkTJkyYMGHChAlvFN70ETTvLRe/+UdMzd/H1MLbePH3/pKrbLA6f5yjWyvMH37PnRbxDcG73/cgxaBH9+pTfOX4g0RXlnno2n1c5z8jhGLp1E/caREnTJgwYcKECRMmTPiR500fQbvx4mcwZZ8T9/4cxUoPu6H562mHkxH//NGH7rR4byg+8NMf4uHZoxxf/QZ/e2yJL5ezyGv3cP2FT3H9hU+/fKf3CRMmTJjwigh+9ApRvRb2z4/4AXdverPM/UyxdUfPr8Orz5P6Hj4zYT+vbS2/1rX6Zlnbbzj+CwoDThfbP0BBvn/e1AZad/05ll/6K07c9/OoqM7FP/4S3woXWFk8xan16xw5dvROi/iG49Gf/QgfWDrJ8eWn+PKRBT7LYcLFe1i++CSXv/MfCN7daREnTJgw4U1CpQQoAVKo1/RNiWCm2EYKSXgZZULs+4kWwFKx9qqy3A4Tyt1z7ih8309l4+/VsBII5vLNm17bQ950anmT7PvP80oK6s3fu70sEinEqxqIiStu+23nJOF7NFoCFhccQgiEqK5dEAKBZDHbpOYKEAIXbv2dDbKSUQp/y6gadvQ9nf+g5Hvrp2UGzOcbu9c/hPG5fuDKv2DnSlujxq/c/hz753TvM7d+VuxcAyURopK9yKLq+EKAEHh/8HtREK+4br6ncQh58ysH5R+vIRMO9k7U4tUS026Vq1P2kKIq2hYTcNm+5s1CEtgr6Hbz2hXi1pH+oBwgZSh2Jd47piAbJrcYQCaYvafLKz1bbnpvZ9z7scFx8zzd7nM3n6Vm+zSKjQPvvtpzbvd5uO9oeujwL3Pfd4bdfV++3bH3rWUh2C+lKV5b0uKb1kArRpu89I0/YOnUTzA1fy/rf/0crtT8w3wL4QP/7RPvu9MivmH5iY88wk+fe5Czl7/AC7NT/Lv2CYYv3M/WjW/y/Nd+F1sO77SIEyZMmPCGRwiJEApb1tAkyNv8YEsEQd30UxsChgFNnyHGzbKny+qH34mCU4NVhFC7hptAcHy4gRSVsi4RJEGhxoqoAIQSKKWYsl2k8AeU76bZ3lWwKkNS0rYZpojxdsewFJSFZrro7lNZbmrkXaq9owrBTvRAyYAp1Dj6IgBPBCTEY+VOIFSCUWOzQSpuVq9UEPjgEEIhREAqRYTCK0VQYyNrrDTLsXEhhOSY2UIKWX13fBwpJWWuOTxaZn50DRUc1spduYWo5PauxPsSHRxtNzig7AqjiJDUh0PyLEK4HTmrFjWzxbAa11gJ0yLQWl8hLbeQKBJENddSkPoSFTwjCpSUaBV2FfzqZBKEpBGVBCKKYUo+jMEInFGkNh+LLoi921UmJZJmvkZcbBCisGcUBs+x7DrH8mUOZz3ariD2lSGhA9hRRGQjLJYQPBEKvB6Lsnf1b1nNQhB8SSAQpCBSEUpWa0IHSRAShEAPDaaMEFKiggNRKfX1ZcN+lTUptyjKeHdsKjiiIFBBEIUdQy+CUYxGEqSiX6aEoKgSfgRT60OKLEKFah27YBm5DC87mEKz3TN7q3l8DmMUc6Nr5KOYYlSnzCKKvBp/JBQLeXdXJoCyqAwSOTagAZwvsMEClcEdhCBEMUIITNYerw2JwCOFHBvtleEnhEI7tbvWG3aECNAoh8ggiJ3AGrV7fheqa94pe0Rib93UENRQzNseNbczzoCSobrfdbx7jPbGWK8bP4tcqTmUrQNgSk0oNMlKhhjPYy1fI/F2/AwSNO0Iafu03ACExAq/a8BJpdBaUheORIXx3V85hhyOsG9NBaX2OSMkPopxQuAJFM7ggsVpGBRj54YIKPY958b3TSIUOlSv1WxGEgy1okvLlTTHzpZD2SpSyLFhJDgyWkEKhdznIVKqknUpr/oDOycxo4Sp5QFlHt98ByAGgcVsjeAFQYBCsFisI4WnyCJmTfX8DCoaP/eq+U4GBc5pRkVKkILUm1uOfTNvSgPNmhEvfv33qHeOcvjs45RbIzb+/gZPyu+wMX+C+0ebzC4s3Gkx39C85wPv4omf+Kfc/eKnGCr4w8On+M5LP8Zwa4Pv/P3/ymD70p0WccKECRPe0Hjh8KGBlorF1ixSAkJw2PaZi2MOlxnOTKN2AAAgAElEQVRKRSRpCoD2FkROIOfo6CKxFLR9hpUehj2sKPCRRCU5R4qrRMIjEBwbLdNWjqEPTKsBJ+yAhbLP9KZBIZkyPUqvwDVIpNh17MZKsOBGtOwQKQKibFEOE8pQZ9alEFLqaJQSaCVwvsQUmrxoIVyDJFikEyy5EefLLsfLUaWkC8EJBrjgcMGh0ExP1YnTWqV0IbBigBDgYyBJIEqImwukU1Mc9yssZes0XMGhYp2aEuhSk0jBfK3OKZtRTxrU4phpUUJmiINlyXQBgQLiIJmTEiE1VnqsCJSZJpYRUggOjwIh9AkSTuHBeoTQKKWJtEYbTU0XnB1c5Wy+TC0YIp2i0SjXBNuiHNY4JqcRokanX81p8AYnDCJ4DpV9hJQI4VhyGxybX2TalBwj4940J2o10VGDo6okSlJkbR6hE4gTpCwQIrBYrBP6DbydIoqXsHkdJUBIi9rcoDCgtaZpDd2RYmpzm0W7SqQ0QUhqZDTcEKIaQscIFWGFgYGjRmA6aNANghRo7Skt1GVCPYIojvG+5NhoAyFACoGUGlMqPJCikSiKvA5UqV9LeZfFch0VKzqdGjUpSUSMJaBamoYuEYWnbTy66LFAFykUQmjaXhArPVa1AyIUZLIybpQUJJFHiohIlqhiFVfE+ABpDNgahBSdRBwuPdpKOv0CfIJG0RYRx8ttGnaIIWGq1iIrPI1hj7PlCouhTzsb0jB9rGuwvq441Ftn0RkiC8FVhkkmDS0M7esDslKBCKhYgJnCFDEzaxscyddYzK4zyhXed7AKiiQCoTGuiRARMgiSOCaJY4yLSKRAUsNHMTJOUGEOY1PKkUYAh0OXugg4kyKkrwxTIhouIxCQGhJVKf9NPE0VI9MWKo6R3YTYaBCCY+Uqx4s1FvwGx+KcE2rEou+RmggpPI4U52KUkSRSEAlBZofEvRJtDJ1un9PZDchGdBiwVKwwvb1Cxw7plFtsbRcslTlOa5R0LI5uMDu4QZJGdJoxp00XKTXejSonRBwx60YcHq2ysDLAxwqlIiIV0S49h48sYCNJGWtCiFHCE+sG+ISW6XE8CBIR4aXFioLcRiTOkYgWSkZEQaB9zqLoEaU1VK3GojQ0NwcoAmfKDTIXSGsJtShmSRniRoOAIDhJ6iQheLTLOFkOOTwKLCVTzLSmaEQxUniSRNGMUooixjeGlKMOjRHUZUSiJM1g0UC7KFhI68RJHc88WjfROoJIMWsdWhWoJOWka3HMbRD2BUpvx5uuSIizJS987f8E4PT9/w14uPBvvsglv8qzp++h2evyr37hp++wlG8O7rvnOIuH/mf+r9/731jrnOCvlk7yzPaH+KB+mvIrv82h049y6NSjCPnaUncmTJgw4UeBu5PAUhzj4xGNWLBdRPSNo7kwQ9ScInrxGolfYCsY0q1t5lqGq6pNiJrorqbVyjn34Gm6qz1euHyRKNmg1YKoFnFqao7BsMn2asGwn3B42jG7UKfeOUc8KvHkXL+mOTl6EWkaLJ4/hNOzRN+9TBFKtGsyTCS1dJ6BF0hfZ6kzQ2+tD50W6TDhcL9PK0SspS2sAbhGWlec9YK6l8xHXdyoQznfpokhbAFKcrjYpt1sQ15HyZworxHPNMHlBG9Ju4bOVJ01YyBI4qTOjIxR0y2MFETD5/HC0HY92jWLS2aZOnua1vYyq37A3NDTrNWxxRbP9w+j0ktMdR0miUjqTWbCGrmY40gc6PYaRFrgrcLKNveoAU4L2rMzbKSHqOmUQ9P3cHX5BiKViHiGmIwjdsBmUuL6kM12qatFEhVTklLSItYl1g44d9e98MwKtZmUTG0wlxjSskejVFw3R4mnJJiCM+ffT7xwmv6n/j0zU4dIagXtaAaRRbRHm1xdrpOcfIC6H1GwSkhylgZdjBhRq8FsTRIdPcVM9yIXhKHVqNPp3Atxyry3DEc9OnHMjx8/jzNDvr7ssa0uqhbRyz2zkcCbKbo6JzaCpKWY7ViKIsHOnKbefYYTLXi272nVaswPBizMe67VcqSPSYSidDWkaiDCCB1Wqac1hr0agYR65FGlI7MFJ2oZ6VybLHfIZofFazlLM03SkzM8/9xV9JHj6K1lMis4et9jLF98gbhYZrF9GB1nrJV9WkNJTUakhxYZ9rs4P6IdDGqpzjsOn+Fvv/5FhHe00wZ+JGjGJbI+zWYkuavTRlx7ikONM5SMMBKEi5jVMT5kONmgEyn6tZTDSYMor9OZn6a+nRO2R3QXJK3tlKNRgjy0RGdzi0tBYYRjbnEevjugcCXNqTYu36DTillqzrPZL5DDLrQ8xs+xMFCcaSmeLjROxwitWSoEa9Yz72PyZo4hxmURtqhx2pX0o4xSH6dzog7JMda//EV0Q3Dv2XtpHjtLWL/Ct7/T45siIJ0jMzmNfo9TJwMlESvak5ZJdQ/OLFIM+uTTLU4tNnlu+SL1KKJo1kmcQEcttEkQPoV0wHrRINaCAsmM20KlnpoyzI+6JHKK9abgqNfMh3mWxQ1EpEErBhtQa2S0Yk159BwPHX+Irz37FWR8HeNjEt3i1GzgUOsEDXeab11aRhaO6bxPcmQBXVpGz4xoxRLdqCF6I4QHV6Q8dLjDS+s9IpVxuDXD8rYgKwXTR+ocDgVTOiJ3CaaXEU8vMbdt0QxgqkWvaymkYy5scezcWXQRuLI8IonqRCs5Tqe87Z0P4zPP+XvuxnzrK2xvC+ZbhtWwiV2PiIqI0ErxcY2WOcFSlOFnpjj/4+/i+Ff/nq9v9dELhnuPnkIPuzx7tcHWGkw3Faqp6A7rUG8hVExTG3RDcXKhzgs3atQaEXU2WcstU/MdwtYynekZZuMWWz3DsflTr/j78qYy0KzJePHr/wZrhpx/+L9HR3Uu/NsvkJeOL8xr8qTFvz5VQ+lXMUsn7DI3Ved/+KX/id//fz7D1e9+ns0j9/Pv4/dwdus073nxH9heeYZjd/8srZkzd1rUCRMmTHhDcXrmOPc88n50u0252efZL2wg6hFLJ47TaRpqJ36aC88UzMkMfVeKTgs2tx0zJ97FEQ2OEcfv/RDlwhbld19koyZYqtWYq0ccf9/PkTz5VZ6J1+m3FFPNGp2FI3RljCmPcnqxRUi3ufbcFsemI9713g8SKc13r/4darsL9YSVzhLG19jccmSNac50pvGNJYp8jXPnaojnDMcXj6HqKUVvi3TlWyTTiyzMnSdJY5ZGCa5tmXvkQ1z90p8zN32YS33Pofnj+FGb2ekBR6YDxTZs25zO0t08ONPiUP8Fnr78AkkvJRYKUVvkXQ+cYeNajhMZ1FK2t4foqQ53Hz9OPnWY43edZ+2L69RcgkhPMZo5x311R7bV5dKwz30dzfSpcyznfcprW4gFyfGls7z0nRV0ssUR36HT7FCYksaxoyTqEN31iJOn76d+Q3JXc8igmzHtE6bSAl22yfXbmT1/ifXBFerNhCSpUR/WmVmco5s5GsfaLM5MMcoTemGFD4Y+w1qD0jUpzn2AeScYrV9i8ehJ7n3nQwilOfMv/xXr31rG2Au0Es3ajRmEnWe6Y1BLHaaHCVI7iu42U62E577pkB1Ba7pJLgTv/bkPcfraKjbyXHxxnUaUMlPrEfI6a4MWqtEiiuaYK1dgURGHNo3tnMMnFvjy8hLTdcj6G8zPNZnWXa5uKmanjyOHV4ijQNv1eajp2Oqv0zzyDtplg+GVAYs+oTxykqTv+FbU50FqpFZwviP4pjyB4AKdTkoSFxw+YrlrCv5+eYqCkvOLbdqzsJHM8oGfvIdG0uSL/+nz3HPXQ5y69xzbJDS9oCwdU4fOEIUByWqfWp4g7r4X+60n6eUZR+M6x++6i+aRk7yndxW3rWi+/SGe/eLTtA4vMtNMcMrQPn6SYbfFXVdbuLV1Tgz6LOeWqFljRkyxFi3Q1hqhI5ppi3vf9iDxsdO89NRF+s98lY88fJ4Lwz61uuH8Iw/wnT//j1zKWhAiZhuLhOMxhXmW+eYUU75HzfeZesejJMvbxHqWlcENZs4KvHU8cPadPPulvyNuzvMz95/kqW9u8e75GpsjSWvacmVzhfxKwZHS845338szl76Bbi/wwYfvY3O5z5Nf/xIqiomimPnjZ+D4GdRdW2z83ec5pQVWnSPfuMFDP/UYX/7sHzPMFUfvvouTaY/W1Cxl13D128ssztQp1gVBah565GNo2eRrT60wl27Spc9zokGwMOU8267G6Xfdh3zucyy5EvXw/fQyxdaFF2nMJLQah/HXHfXDx7CbhsXTOY1GSS3WnDlyhrNnFmlMv4Mnv6s5G5+hm79AfbbgzNl3ktTqvP3GZ9iqeWqzbT70wcf43Ff/lNnYYk7HnFqcIyTbrAwSlGzSXrif84cvsdg5zjvv/hCf/sIFVja6NKcK7j12D0kyxeDSKrPzh5DzJ/GbBl0+z7ve8RBf+4enuLzd557BEebn344ZrpMVGwQ5S+NEAdLRWbyPnz7WAcA+9B6yS88w9McYJXX6nQz5Us7b5jtcMU3aS3dxz/kjXH3x2xw5Ns2RYx9h5csXQDiOzo6YOvcu7nrgp/jTz/4Fi42YedOhNjfNN9ckIZKksiBKZ3nfu9/Pe8tAP1vmxavrtFbWeeDMA1xdTYhbc7STeWYGQ7aL1iv+vrxpDLQy2+L5r/0fIATn3vXfESVtrv1/X6Fc8fxF/TKrS+/kwa0VHvjYR++0qG86Ii35F7/wGN984UH+8P/9HWbj41w7dII/NI9xdu0a7+j/EWcWjnD03EdJG/N3WtwJEyZMeEMw+573EE9PA5DOT/H4u99LPD9HLYkp8y3idJr2YcegXzAz12DzxlOsXtji0OwsS+48Ls+RUpMuzPPAv/wfefGTf8bZBx/i6NEj6Cjh6Ecepbm6Qag36MgRIUpZ3R7xwrWCxtkZZrWgUX8/Z+9uE6nq5/zQ2z/MISmIjhzj6a0RW99+AZkojk5P8/C5U6zj6ZVtIrtNa2bA7NlDrCZ1is0areRu3v7Q+0l0C60lSXrX7lib0VHC1CwdnXP25BFqUzXqL3ybu++9n6c3RkSjEfVGg3NLHYbPvshc4wzX8wEPv+ddHFuaJdKa7vVrJEqg6y20MiTtwxx++FGQCiEkiz/2bpaUorfRxWwYEqH44NsOIVoPEJkcVatRzzLU4QXixaNIqanNn0YrSNIGAFvLCfX2EdLGAm+bn6KTtrGypL09TTzsogy0jp4kPRlxYmOVqfmfQq98jZZTDGvz3DV3F73rfaY7gcNn5kjrCYdTzdnWGeJEs3njKQByfYi1rYz6iQeqfW3j+ZdRxOz5JbJ+QBQpraLk6MJhbBiRnF/gG8+vc2juHlTWIe9vcmQ+IxkVyOmUB+47RLvWoN05RfAB10+Zdv8/e3ceHcdZJ/z+W723pJZkbZa8ybvjxLETJ9gJ2UgmibN5CGHCy3KYYSYwgTlAXpgh1+9wwjCZcOEyOXPJSd4Lc4CZDO8JIUAIQ8gKIftix3a8yKtsWfvSUi/qvbuW5/6h3drXkuzf5xwnUqu66ldPV3U9v3qWMqks8VCV7CDkcOFZVIyl65QX5pHMc1G2qJiVF66jaFExBSsNmpMZti/ZCICeTeCJKxJpnWioCmehh+qbHKxesoXmo4WoQBHrVn2YSPURXOUXcyqS5NLFxQSaLZYVVZF/sA4cDlx5pcSOB8nkG1yx48PEM2fIW7SUioCD4lyOkuJ8AoU+Qs3NPedCgZftOy4nl0nj9bnYtK4ST5kDo6iUQGEeXo8TDINkJsfReJa1F6wk2RlG7/aRt3g1mgbFK1cRKF6LbiqKV+ZjKAerLr0UpSw60xEcDgdFm5YTeS2EO68AVy5B2eLNLFq3mPW+QoLNcT5k6ZS4/AQCBeQV+mhwuXEvqqR66UqSJQfJGRAoLmXrnXfjP1rDqdNtXLxsBSddxRRFFetKq1l22TqcGZ1AaQBjUQFH0xpliwJ8+EPV6LqO1+tlVcUSshRSWraEG69fAkDuZBfLqhexat1aNq1JYFkWZRWFrHCmySvoGYJTWOijbMWFhI0kJWs39Z9rRfmFrLloPRdVrAfNSTKtUxDwYviqMY0oa5dVUaS8uL2FlCxZRUQ/QtnGdSQ6u+lWMQoKF+NyurjmukIiLa04uxr52Nqt5Oe5AY3nDxynuno52fZ1eFxeYgEfpQUKr7YEXyqOpmkUF69g8/ptHN63m/UrKli76TLaO4LE4nHcHicrlq/ks8tXUrO/BS1vNUZeGK+/pyvs4gIXhZ7FrLhkA15PHrds/zT6pTmcbiev17yP02NRUrgMPBp+n4eygJ81VWsBcPucFDjc3HnlFhy947cuisY5FtPx+nxcvrUKy6zC7faw/JJtqI4weQ3vo2kaLqcPTfOBVsS2CxaTtNK4S/z95eoKlFBw0dUENAexkzpedx6d3gTrLlrO1uK8/vF667ZsG3iPq2ccWkllz3ehA/iLW3aSScbpPtmB31dIpnsRq/0WqwuWUbZxBU6XmzwXuByFrC9fTS6n43I4WbH1IyhlUVRSgTKrobV9zOvLgkjQIu0HaTj6NHmFS1m95S9xuf20/P59EsdTvOQ4RH31dqqC7Xzpc5KcTcfFayv4py//I//50htoB1+FkjW0VCyn1n0ri1vCbOr4JduWLaZq5TX4CxbbHa4QQswrxcuX9v/s9ZcA4PG6KPEOXGp9DkW+z82iy7YOebSJ2+3i439+J273wLIOl4OSJX03xXoqP0t8+eBKUlDgZd3GxSgULtdAN/TAhg39P2/z+0gt2kRiX4jCQD6BqkJ67tkWk04X4w52kr98MQTjeEtK2L7po6PuW8mHLqfU7cZ3vIvCQCGeIj+bNm/F5fawocxFMOVjecCP5nSSt34bxe4ulrceZ9XSiiEzqbm9+Xi8AUoKSqlevxLNOdDjxen19kS3uJRLSi2StSFcLicerwu8BQAUFBRAQUH/ewoG/QxQUnXpwOfh77lz7i70coHvQrqdDoIRL0WLl+P3+cDrZ1FFFeVLqjFySRZnu8krLKQlZ1FSloc/r6dyVlyW379Of0EVppmhpLiAJeUF7G4dOlslgNPvpsC/gjzTIr8gS2FRFSgLzenmqi09FXjTzKejsY7Ky64ndqSdVHERRd6BO+qaQ+PCLVWEOpMsWlSB3umgeMNKHC4XyrIIZHOk9Q70TDeLynoq/EuLPCwtyhtU1gVU9RQpuYoPk8GkPR7EVVDAym3X9S+3eOWHAMjzuPG4nWgOBw6HA83Zc1wVluXTETAorVyOb3EFbqMQh9PDBW6D2kgCX3lh/zHo6x1vGSgu7V9/ZWk+lJ7VncvtJuB2sz2QT7gtD3dBGaHWME6PG6fLRXH5RpxuPx7g0iuuH3QMDUyd4Ap4KVi3FqUUDd0xFm9diT+vZ/ulJQVkyyyS9fVo7p5jbP2W5RjrS3H6/SzbuAXl7XndlZfHxZdv44ItJi6Xg0XlAY4rBy6Hk7KyqoHtOWDL5ctRSuFwOPD2Hq8rqtbQERo60+bq9WX9P5eUDRyja1cN9EZy5bm56o7tKAXOQRMJuRxOLll6Uf/vxYGe7Swtz6c44GVj+RKiwTAeXzEOh4OLLrm4p5xXX8Vih4Wr92aBpmmULFtKybKB7yWAGy9eR57bRahwEe5AgPwlFXh8fkrNDJkDR1Bpk9LKC1hWuQjHBcvxFwRwuj0sWbqUxebQGUgvuLgSh6OqP5kCWFrpIp0bOA4dDg2vr2cfNheaGHoG37JyAmWLcLmcbLtwZ/+yWzZU4N+8ZMj6yjZcirel5zxzOjScjp7zsiLfT7psEfmswF2yhGzLCQAC/gLyPXlUbqzmbH0T6axfvx5dN4lH2vHleSc1q63D4SAvUIRzuZNcKM0NV28DFL6UgXfQd4XmcOHQNPJ9vQn5ooFjQnO6x59hUk3y4VfNzc382Z/9Ga+88grLls3uNPbpeDsttc/THTrBkjU3U7nqepSC+v/zCtmgm5ecNZxYvRV/Ms13P3Yl3ry88VcqJqQ9lOD/+91TFNe3YJRUEiqtIla8GJdmstbRwOZik0vXXEpR+QX9B7wQQkzUXF5LZtpUYw+3fUBWN6lcftmUprmfCktZvNO4j0urLiLfM/I1MprRMZVFqd87/vp0E4d7/HHJSimMnIHbO5CApZI5PF4nZDOYqRTe8rF7ZORCKdyL/P0zC85HNZ0xkrrB9iUlU3q/UgqlG2hu16SPiZ7qm5rxa/BbDe+zvKiKJY5CrGwOb3kZJw+8R2nlMkorB453w1KcjiRYV1Iw4gymE2WZOTSHC8u0cLrGbzfoSoU53nma7csuIXMyiubSKFhXNuKyenc3rsLCSZdtLJoGDQqL/OMvTM9nMdvndHPdcXz+fEoqKokGa8gvWoE3byARTp4O4yry4S2bel04F4mQ7ewisH7d+AuPwsqmsAwDhz8Ph2Po55mNd5FtqKFgw5U43ON/3/TpuxEy1nmWOPImaA7y1l8J9Nzgmq62riQet4PSUY6D8T53Q0+j4lGUZeIpG3qtGO86Mq9a0JRS5DIREuE6Qm37iIdPUVh2ARde8T/xB6qIn26g4Vd76Xa4edN3mvqVl5MfT/DALVslOZthlaUFPPjX99DQEeHxF37N4tp9LMsvJ1iyiJZFldRYRTwb6WKt81dsLi9gU/UGikpWS7ImhBCjcDjd+Cdw53RGt6k5uLr6Q2MuU+yb+LjtiSRn0HP3fnByBpCX3ztttSsfV37+CO8aylM6/6/rF5YFsKbx2ClN09A8Uxs33zfF/2zwu/248wv7fy8sKaeodOjs2C6HxobSscfRTITD2XNcOCdYoS7LK2FLpQe30w3LCnF4Rj8m3UVFU4qpsHhiiVmfuTinl62+AOh5jAKAyzP0HMpfM7WbBIN5Fi3q77Y9VQ5vHo5Rci9voAzPxquGtJzPJFdR+YwkZn2qysb+nhrvc3e5/VAyuWOp/71TetcMi7QfpKX2BXQ9iWVkcLnzKV68ifLyD+NMewi+up/aIw2knUW0OSPUl5bTWXE5FZEgD9x5Nb5A4fgbEVNSvXgR//S5LxBLZvjFW6/j3/saS9s6SAQ8xIpLaSiu4EBbEZ72TpZrNWwo1Ni4uILli1fhL1g8pxURIYQAyGaz3HvvvTQ3N+N0OvnYxz7GF7/4xWHL3XDDDbhcLhy9zyL7whe+wMc//vFZi6uo/MJZW7ewh0PThj14e6HbtuwSPGdVoCtXzK+JwgK9XV7dgYm3wpwrNM0xpCvvQjOV5GxJgQ/v2c+TPEvBRddMNaR5aV4kaHmFy6lcfQMudx6+/Aq8eeXkwhEO/M9vQflaEpVLOebWSfiztJRfTM6Xx1XxBv7yUztxuIY/SE7MvMJ8H3+7Ywfs2EFjZ5gX9ryOOnyQqpZWKvxuEkVFJIpK+aNZwnPdXvJPnqKS96jS0qwozmf1kiWUFVfg9ZfidOdJ4iaEmFVf+MIXuOqqq8hms9x9991cd911bNy4cdhyv/jFLygpmf6d54mQHgZiITg7ORPCbssL539r+kybFwmaN68Eb942Oo7V0fHbE6jcMbSsRsmWT9JGhJq8HLWll5ItyGdZtJG/vqSEFetn7y6nGNuK8hLuvf1jcPvHyOkG75+qY98Hb2KcPkil8pHy55EuzCdRUMRBbxVvhwtQEQd5NFKqHaJYxQnoaYrMHOVOjcUF+eSXVuAvWYy3uByPN4DT7R/Wd1kIISbC6/Vy1VVX9f9cXV1NV1eXzVEJIYQQE2NrDdiwLHKmxfGuMxxvrCF0uAGvXk7c56ZrkZdIXgDTuxSXkWSj3syfr1hN9W0flbuQ84jH7eKqjeu5auP6/tfiqRz7T9Zy9PgBEnWncGdB9xaQy8snW5BPi3cRWfcS0t48LM2JllF4W7L4W0P4tVb8ZPCRxa0MnMrEaVk9/8ye/7ssC5elcKBwKg2X5sDldOJ2uvF7vPj9efjy8vH683B6vLi8PhwuJy6XB4fLidPtRnO6cDrdaJoDh8OFw+EEzdHf1UnTtP5/fb8LIRaerq4uDhw4wHe+851hf9M0jU984hO43W527tzJ3/3d39kQoRBCCDHUpBM0s3eKzfb2sefvH3c9SvHQW8fImH2ja/PAtxHNk8FjpinKdnGB6uQSfxnVG9bhzu+ZorWlpXVa2xVzY01ZEWuuvm7Ia5alCMUytEXCNLW1Ee48QTyewFQaSnOinC4SLjdxjwvD5cZyOlGaG9PhwNKcWJoTU3Ngai7U2Um60fv/FBAFDR0HEZyYvZPy9s52haJnWLUa9K/n9wEDr4NCU33vH/jrwM99tEG/n53MaWctO/S9G8zTLFdtIxXj2RsZts7hC2h4lRPnlAaOTycJ1XC4XWhTXIcr34PDO063mtnKkacxwH+ab56WSU7AO2Ocbi8rL/oEmjaxySJG03cNMc+atnkmZbNZ7rvvPr72ta9RWDh8rPLzzz+P1+ulu7ubL37xi6xdu5abb755yDKPPvoojz322Ijrn+51UAghxPlpvGvgpKfZ37t3L5/5zGemH5kQQojz3hNPPMHll18+4+vN5XJ85StfYevWrdx7773jLv/YY4/h8/n4/Oc/P+6ych0UQggxE0a7Bk66BW3Tpk088cQTlJeX43RO7w7qfNP3PILznZSDlEEfKQcpgz4zXQ6madLZ2cmmTZtmbJ190uk0X/7yl9m+fTt/+7d/2/96OBzGMAwqKiro6uoiGAxy4YUXkkwmeeONN7j//vsntP6+mF9++eVz7jo4V+S8mj4pw+mR8ps+KcOpG+8aOOkEzefzzcrdzvlioT0wdbZIOUgZ9JFykDLoM9PlUF1dPaPr63Po0CF2795NS0sLv/nNbwC46aab8Hg8tLS08L3vfQ9d13nggQeIRqO43W7uvvvuCV/bfD7frMZ/vpDzavqkDKdHym/6pAynbqxriEyTJ4QQ4pyyfft2ampqxlymqqqKp59+eo4iEkIIISZOpkMUQnWNli4AACAASURBVAghhBBCiHlCEjQhhBBCCCGEmCec3/72t79tdxDzyfbt2+0OYV6QcpAy6CPlIGXQR8phKCmP6ZHymz4pw+mR8ps+KcPZMelp9oUQQgghhBBCzA7p4iiEEEIIIYQQ84QkaEIIIYQQQggxT0iCNshPfvIT7rjjDrvDsE06neaf//mfuemmm7juuuvo7u62O6Q598wzz3DHHXewY8cOvvrVr5JMJu0OaU4dOXKEnTt39v8eiUS455572LFjB/fccw/RaNTG6ObG2WXw05/+lJtuuolbbrmFz3/+84TDYRujmztnl0OfxsZGLrvsMg4fPmxDVPZ7/fXX+78jfvSjH9kdzryRzWb53Oc+x4033jikbJqamvjkJz/Jjh07+PrXv042mwUgk8nw9a9/nR07dvDJT36Spqam/nX98Ic/ZMeOHdxxxx28/vrrtuyPnQbXRUb7DrYsi3/5l39hx44d3HnnnRw5cqT//b/+9a+59dZbufXWW8+7R0mMVI+RY3ByRqoHyXFoAyWUUkrt3btXffSjH1W333673aHY5n/9r/+lfvCDHyjLsvr/nU86OzvVDTfcoOLxuFJKqX/6p39SP/rRj2yOau5897vfVdu2bRtyDuzatUs9+eSTSimlnnzySfUv//IvdoU3J0Yqg7ffflulUimllFI//OEP1Xe+8x27wpszI5WDUkpls1n1qU99Sl1//fXq0KFDNkVnn2QyqT7ykY+oYDCodF1Xn/rUp1RNTY3dYc0LmUxGvfXWW/0/79y5Ux09elR99rOfVW+88YZSSqmHH35Y/cd//IdSSqlHH31UPfzww0oppd544w117733KqWU2rNnj/rkJz+pDMNQHR0d6uabb1a5XM6GPbLH2XWR0b6Dn3nmGfX1r39dKaXUyZMn1Z133qmUUqqpqUndfPPNKplMqkQioW655RbV1dVlw57YY6R6jByDEzdaPUiOw7knLWhAOBzmu9/9Lg8++KDdodims7OTgwcP8pWvfAVN0/r/nU90XSedTpNKpQAoKyvD7XbbHNXc2bVr17C7XO+99x633347ALfffvs5fydxpDL48Ic/jN/vB2D9+vV0dXXZEdqcGqkcAB566CE+8YlPsHTpUhuist+hQ4e48MILKS8vx+VysWPHjnP+nJgor9fLVVdd1f9zdXU1XV1d1NbWcvXVVwNDv0MGf7dcffXVHD58GKUU7777LrfccgtOp5OKigrWrl3LwYMH7dmpOTZSXWS07+B3332XW2+9FYB169ahlKK9vZ3du3dz3XXXkZeXR35+Ptdccw1vvfXW3O+MDUaqx+i6LsfgJIxWD5LjcO6d9wmaUopdu3bxjW98g5KSErvDsU1tbS2apvFXf/VX7Nixg7//+7/vP0HPF1VVVXzuc5/jtttu45vf/CY1NTV8+tOftjssW0WjUQKBAACBQOC87PY62O9+9zuuvPJKu8OwxbPPPotpmtx55512h2KbYDBIaWlp/+8lJSXnRcI+WV1dXRw4cID169dTWFjYf7Nv0aJF/eUVDAb7r7maplFQUEAkEjlvy3i0usho38EjlVNnZ+d5W34wcj0mEonIMTgJo9WD5Dice+d9gvb4449z6aWXnvfPcQiFQqxcuZKf/vSnPP/885SVlfHYY4/ZHdacisfj/OlPf+Kpp57i6quvpqmpiffee8/usGzlcAz9itB13aZI7PfEE08QjUa566677A5lzrW2tvLEE0/wwAMP2B2K7eScGFs2m+W+++7ja1/7GgBOp3PI3weX12h/Ox/LeLS6yFhlIeU31Ej1mEcffVSOwUkYrR4kx+Hcc9kdgN2am5t56623+O///m8Mw6C9vZ1Pf/rT/PznP7c7tDlVWFiI3+/H4/EAcOONN/LTn/7U5qjm1ttvv83q1atZs2YNa9asIS8vj5///Od85CMfsTs02wQCAZLJJPn5+cTjcYqKiuwOyRa//e1v+d3vfsdPfvKTYRej80FbWxsdHR39rWdtbW3cd999fP/73+fyyy+3Obq5U15ePmSSmHA4TFlZmY0RzS+5XI6vfvWrXHvttdx1113kcjlisVj/3yORSH95lZWVEQ6H+++yx2IxSkpKKCsrIxKJ9L/nfCnj0eoio30H95Vfn3A4THl5OWVlZdTV1Q15ff369XO+P3YYqR7z7//+73IMTsJo9SA5Dufeed+C9sADD/DSSy/x4osv8vjjj7Ny5crzLjkDuOyyy9i7dy/Nzc0AvPHGG2zevNnmqObW8uXL2bdvX//sRDU1NaxevdrmqOx1xRVX8PzzzwPw3HPPnZfd+5566imeeuopfvzjH/d38TjfXHbZZbz66qu8+OKLvPjii2zevJlHHnnkvErOADZv3kxNTQ2hUAjDMHjppZfOy3NiJOl0mi996Utcdtll3HvvvQB4PB5WrVrFu+++Cwz9Drnyyit57rnnAHjzzTdZu3YtbrebK6+8khdffBHTNAkGgxw9evS8uBaNVhcZ7Tt4cPnV1taSTqdZvnw5V1xxBa+99hrpdJpkMskbb7xx3vQQGqkes3XrVjkGJ2G0epAch3NPU0opu4OYL5qbm/niF7/I73//e7tDscU777zD9773PQzD4JJLLuHb3/52/52o88XPfvYznnjiCRwOBxs3buTBBx+koKDA7rDmxCOPPMIf//hHGhoaWLt2Lbt27WLt2rX8wz/8Ay0tLSxdupSHH374nB6rOVIZ7Nq1C2DIufDiiy/aFeKcGKkctm3b1v/3z372s9x///1cfPHFNkZpj1dffZWHH34YwzDYuXMnX/7yl+0OaV7YvXs399xzD8uWLet/7aabbuIv/uIvuP/++4lEIlx44YV897vfxe/3k06n2bVrF8ePH6e4uJjvf//7VFdXA/DYY4/x7LPP4nQ6+cY3vsH1119v127ZYnBdJBwOj/gdbJomDz30EO+88w5er5eHHnqoP4n45S9/yX/+53+ilOKee+7h7rvvtnmP5s5I9Zi2tjY5BidhpHpQLpeT43COSYImhBBCCCGEEPPEed/FUQghhBBCCCHmC0nQhBBCCCGEEGKekARNCCGEEEIIIeYJSdCEEEIIIYQQYp6QBE0IIYQQQggh5glJ0IQQQgghhBBinpAETQghhBBCCCHmCUnQhBBCCCGEEGKekARNCCGEEEIIIeYJSdCEEEIIIYQQYp6QBE0IIYQQQggh5glJ0ISYhieffJJdu3aNu1wmk+HBBx/ktttu47bbbmPHjh384z/+IwDPP/88V199NVu3buXBBx+c7ZCFEEKIGSPXQSFmnsvuAIQ4HzzyyCM4nU6effZZnE4nsViMX/7ylwDcdtttZDIZ3nzzTb71rW/ZHKkQQggx8+Q6KMTESYImxCgMw+DBBx/k3XffxTRNVq1axY9//GN+/vOf87Of/Qyv14tpmmzevHncddXX13PNNdfgdDoBKCws5POf//xs74IQQggxZXIdFMIekqAJMYrXXnuNkydP8vLLL6NpGu+99x779+/nySef5Fe/+hVFRUU8/vjjHD9+fNx1ffrTn+a+++7jhRdeYNOmTWzZsoXrr78er9c7B3sihBBCTJ5cB4Wwh4xBE2IUa9asoaGhgX/+53/mt7/9LevXr+e1117jz//8zykqKgKY8IXlmmuu4Q9/+AMf//jHUUrxox/9iLvuuot0Oj2buyCEEEJMmVwHhbCHJGhCjGLVqlU899xzXHrppezfv5/bb7+dZDKJyzW1hufS0lLuvPNOdu3axTPPPINSiqNHj85w1EIIIcTMkOugEPaQBE2IURw+fJhIJMJHP/pRHnjgAfx+P+Xl5fzpT3/CMAwMw+DYsWMTWtd3vvMdDh482P97XV0dmUyGNWvWzFb4QgghxLTIdVAIe8gYNCFGkcvleOCBB0gkEng8Hj7+8Y9z77330t7ezs0330xxcTEVFRUUFxePu66lS5fyrW99i2Qyid/vp7i4mH/913+luLiY559/nn/7t38jlUrx4IMPygxWQggh5gW5DgphD00ppewOQgghhBBCCCGEtKAJMSNefPFFfvCDH4z4t4997GPce++9cxyREEIIMXfkOijEzJEWNCGEEEIIIYSYJybdgpbJZKipqaG8vLz/YYNCCCHEZJimSWdnJ5s2bcLn89kdzqTIdVAIIcR0jHcNnHSCVlNTw2c+85kZCU4IIcT57YknnuDyyy+3O4xJkeugEEKImTDaNXDSCVp5eXn/CisrK6cfmRBCiPNOe3s7n/nMZ/qvKQuJXAeFEEJMx3jXwEknaH3dOSorK1m2bNn0ohNCCHFeW4hdBOU6KIQQYiaMdg2UB1ULIYQQQgghxDxxziZolqXYc7Sd5985Q6g7bXc4QgghhBBCTFsq3oppZOwOQ8yic/I5aKZp8f/8n73sO9ZBccDL478/yjf/ehtb1i28sQ5CCCGEEEL0ySQ6MPU0gZI1dociZsk52YL2iz+cpOZ0Fz/4+kf4t7+/khu3L+U7/7mHjnDK7tCEEEIIIYSYJnmM8bnsnEvQguEUv/5TLX/10TU8fuynfOF39/Ou+TPK1wT54dMH7Q5PCCGEEEKIaVGSn53TzrkE7ZnXTlG9pIDXI78lmUvzf9/4f3H3pjsIFezlYGg/h0512h2iEEIIIYQQQozonBqDlsrovLK3ie03xDmeCPGvO75Jsb+ItaUrcWgOHldP8+Rr+9m8dofdoQohhBBCCCHEMOdUgvbu4TacbpPDsT18ZvNdvN2S4rXGRhzAtSs2sKJwBScj79LSeRVLywvsDlcIIYQQQgghhjinuji+caCFFReFyXf7aU8v56W6Dm5bXcnNqxfz8pkgS0pvxVnSwS/e3G13qEIIIYQQQggxzDmToKUyOgdPBol6atlUeSNvNYf4nPMMq37zDdY8/Q/co45yKmpQkX8du4PvkMkZdocshBBCCCGEEEOcMwna4VNduIqiRLPd1MdLuVqvp/Tw7ym5/jOU3vTXFJ98gx2RPRjOdWiLErx2qNbukIUQQgghhBBiiHMmQfvgZCdl1VFWll5DOpvj8lPPo1//RfZ3uzmazqPkk//E5vBBlpkx8n1X8MKxt+0OWQghhBBCCCGGOIcStA7SvmYMtZJLgu9TV3UVv3vlTUKhEDU1NfzXU0+jrv4c155+FqdrBe20E0/l7A5bCCGEEEKISZIHoZ3LzokELRhO0ZZqI0ceMd1Fcbqb051xrqmsRNv9Cvmn9lGkDJ59/T2Wrr2YqmwbvsAqntt3wO7QhRBCCCGEEKLfOZGgfXCyk4KKKCX5l7A80URDysPKRDfvH3yZVIEbf2ERscYPIBHmraDiyq4DeNzreK1hn92hCyGEEEIIIUS/c+I5aMfrw+SVxrCowh8/yiKHRlP3aS6+7Fqu+YvPoTkchE8c5zc/eZiQy8+yFVV4zTRRn5NEOkuB32v3LgghhBBCCCHEudGCdryxk4zbgalcqFicXMsxli5bw/qr7+KZnx/g8f/9Du/V6Fx7x+dxx9s41Bzl0tBBvL4NPPvBfrvDF0IIIYQQQgjgHEjQkmmd1lQLDtcyipNBijIJDJdBxUV38uP/920yGYNVa8tob43x6xfCrAqsQhkZ8g2FQ8vjrZbTdu+CEEIIIaZAmRapxijKkgkThBDnjgXfxbG2KYKrKIzfdRmecAdGvI0Va67glRcauf3jF7P1ihUAXHvzOt565RSvvaQo97xKq9NDSdEZOtxeDMPE5XLavCdCCCGEmAwzbWAmdaysgdPvtjscIYSYEQu+Be1EQ4T8CgPLUUhhLAgqxbEzlVx9w9r+5AxA0zSuuXEdV163mri5FWUZVHWHcHlW8IeaIzbugRBCCCGmRLM7ACGEmHkLPkE71tiJ8ufhyaXwR1rwB9YRKCrk2pvXYaR0ovtbCf7hFOE9zeQiaa6/dQNlS6txJbKY3Qk0ZfGHulq7d0MIIcQsOnLkCDt37uz//Te/+Q0f+tCHuOWWW7jlllu46667bIxOCCGEGLCguzgqpTjZWY+3tApfqhtlddMa3syn/3YT6dNhgn84heZ24ltcQLo5RuitBsquqea2v7iYn/zbGXyFbZTEGujy56OUQtPkVpwQQpxrvve97/HMM89QXl4+5PWdO3fyrW99y6aohBBCiJEt6Ba0cCxD2tmFx1lFQSKEy/KxYs0qKjRoe/Y4RZdUsfKey6j66Eaq/3orlbeuJ/ROE1pNkK3bL0bLZCgOhdA8Vew+3WD37gghhJgFu3bt4umnn7Y7DCGEEGJCFnQL2pnWGN5FOpbTT36kiYRezU2XLqX9uZOUXl1NyfblQ5YPbCzHVeSl5anDXLZtGYc/KMPtS6KpLL8/VsMVa1fasyNCCCHm3O9//3veeustli5dyje/+U3Wrl07bJlHH32Uxx57zIbohBBCnK8WdAtaXUs3/sI8XHoGb6KNQOkFeE50UbCulEXblo34Hv+SQhbftoHu95r40LotaGaO4mgbnYY1x9ELIYSwyx133MHu3bt5+eWXufvuu/na17424nJf+cpXOHHixJB/r7zyyhxHK8Yls+wLIc4hCzpBq23twOVcTF4ygtLz+PCqJRiJHGXXrx5zPFlgQxmBCytYaXgg5aIg1o3pqaQ5FJvD6IUQQtjF4/H0XyduueUWWlpabI5ICCEmY/S7ErmsQTScmsNYxExb0Ana6UgDDtdi8mNBNLWC/NYEZdeuwpU3/rNQyq9fjdItLi28iLx0BE1ZPLV3zxxELYQQwm579uwhk8kA8PLLL7NlyxabIxJCiJnReCZMc33E7jDENCzYMWiZrEFcC1PsvpD8WBNbl12HK99L4UUV/csku5vobH6PXDqMUoqisvUsqrwEr78Ep89F2bUrMV/WOZg2KOwOcsYv3RyFEOJc88gjj/DHP/6RxsZG7rrrLnbt2sUHH3zArl278Hg8LF68mIceesjuMIUQYhJk5vFz2YJN0BraYwSKHDhMnfxYhsVuFyVXLkdzaJhGhoYjvybScZCiso3kF1ejLJNQ635aT/+RZevvoHz5lQQuLCe6r4UVLcuIJsLEii4gmc2R7/XYvXtCCCFmyH333cd999035LVt27Zx77332hSRmGkyBE2cf+SoP5ct2ATtdEs3Xm8xnnSMas9FeAq9BDaUo+cSnNr3EyxL54LtXyW/aGAmx6XrbqOrZTfNx39HsruBlZv+B6XXrmTjr2OcTu4DnDz9/kH+8uoP2bdjQgghhBBCiPPWgh2DVtvehtNZij8ZZk3eMoq3LsGycpzc+++gaWz40N8NSc4ANE2jfNkVbNj+Zbo7j9F47Bn8K4ooqCqiTPdREO/iQLDNpj0SQgghhBBCnO8WbIJ2JtyI7l1EaTKFy+kicGE5DUd/hbIM1l32t7g8+aO+Ny+whLVb7yHctp9gw2uUXLGCdY7lFCRDJNylmJaMRRNCCCGEEPNDR1MdsXCn3WGIObJgE7Sc3o7l8nBBdhGBixYT6thNNHiU1Vs+i8vtH/f9BcXVVF90Ny2nXoKSGFVFZRTFIyiHj1ePnp6DPRBCCCHEjFAyHkec27pDQdqb6uwOQ8yRBZmgJVI5vB4PDkNnvSolsMlH88nnWXHBR8kLLJnwekoqL6F0yeWcOfxzSq9YSrVRiD8V4bXaE7MYvRBCCCFmxBjPPBVCiOnIBIMom3rVLcgErakjgdO9iIJ0gpzPoq3tBfKLVlC6dNuk17V8w0fRHE7irv0s1UopSITp0kbvHimEEEIIIcRck/sRc0eZJvHjJ8i0t9uy/QWZoJ1uC6H7ylicscjfkiMePk31hXehTeHIdbo8rLjgTjqb32Hp5iJK41FMTxHHW0OzELkQQgghhBBiIVCWPd2nF2SCdrLpCBl/IcsykFR7WbzyOnz5FeO/cRSFZRtYtHgzyYL9rM3l4c0keXb/+zMYsRBCCAFKxkoJIYQYx4JM0KKRJiynm3JfI6aRYvHK66a9zmUbdpJNdVBZliU/0UVjZkEWjRBCiHns5MmTNDU12R2GEEKIeWxhZiHKj8vQWbS4nsUrP4LLnTftVXp8RVRUX4tvRRvliRgZfyldifQMBCuEEEL0sCyLRCJhdxhCCCHmsQWXoKUyOkZeGaVmHJfXScWKq2ds3ZWrPgKawcX+Llymzu/ek26OQgghhOih6zq1tbXSVVUIG5lGllw6YncYs2rBJWj1rRFSeQGqPB1Urb4Bp8s7Y+t2unxUrv4zyqpCFCS6ONIpdzmFEEKI+WquJ7VLJpMYhoFpmnO8ZSFEn0SkjkS03u4wZtWCS9Bq9r5H1l9AqQpTvuzKGV9/+bIrcPl8rNXaSQTKyejGjG9DCCGEEEKcG5RS0qo6hxTnflkvuAStuz2E4XBTXVSJw+me8fU7nG4qV13PpsIzKODFPYdmfBtCCCGEWLgWYmW8qT5Ca1PU7jDOSZn6wySPvzsHW5IHoZ0vFlyCRgV4VZbLt90xa5soX7YdnwtK9U721NnzgDohhBBCiJnSHU4R7kzaHcY5yUx1gyXdXsXMWVAJWrK1g0yhh4J0BLfXP2vbcTg9LF1/Ixd4mogWlmAtwDtlQggh5q94PG53CEIIIeapBZWg1X7wLB1WKZ7Y7M/cUr78w6zQWtBdbl5/79isb08IIcT5QyaZsFfdyS5i3fIoHSHE/LRgErRsKoLuOEkXi1i/tGTWt+d0eSnKq6aCEG+fqJ/17QkhhJg9R44cYefOnf2/RyIR7rnnHnbs2ME999xDNCpjc84nqUSWznaZqVkIMTZNs2fc34JJ0JoPv0BXrhTT4eaGK66ak21uufozVGvNhEoCKEu6OQohxEL0ve99j7/5m78ZMrHD97//fW666SZeeuklbrrpJh577DEbIzz3xbI6u1vDdocxxEKc6EOIudQQbSaVOz9bmu3+flgQCVo2FSIaPcDx7iqceoaqwsCcbNfp8lHQFSThyufN12vmZJtCCCFm1q5du3j66aeHvPbee+9x++23A3D77bfz+uuv2xHaeSOeO/ceWaPnTKwFfPM2ETlDJtlpdxhiHmvqbqMu0mh3GHOu6UyY2mNBW2NYEAlaS+1LOFLFtGkB/KnQnDY3Ll+3mSJiHGytnbNtCiGEmF3RaJRAoOdmXyAQoLu72+aIxFyb7g3yEzXtNDfM3Jj4tkRmTlsZc5koqVjznG1PTJ9d3e3mM0s3sXIzO6a3O5Imm7X3ppLL1q1PQCrWTKTjA3Idl5ApLSRghOZ0+1du38E7z/yajqJFpOJp8gKzN3ukEEKIueFwDL0/qev6iMs9+uij0v1RjCqTHvm4mYpQOjtj6xJiMo4fbsfrd7FqbdkIf53frcTJUz03NQIby22OZGbN6xY0pRRNx3+HN7eC0xGdrC/A8mVL5zQGl8OJs62RoKOE/X/445xuWwghxOwIBAIkkz3PhIrH4xQVFY243Fe+8hVOnDgx5N8rr7wyl6GeU+we1zHUfIpFCPsYukkydn7dINB1nWPHjo0+o67NXw/zOkGLdhwi2d2Iu249rZ4UltPFNWvWzHkcq7ZcgNvSOe0MzrOLixBCiKm44ooreP755wF47rnnuPLKK22OSMwmK5vG0odWQKdyOZ+tLmZKHnIsxJzKZDLA6L0n7DZvEzRDT9F04lkKXVswtUISBfk49TQXVi2e81j+7EPXUdjdQbO7jMZD++d8+0IIIabukUce4Utf+hKNjY3cdddd7Nmzh/vvv58XXniBHTt28PLLL/ONb3zD7jDnHaUU3eGhA+VNm8dlTFXq1F5SJ9+flXUbusnxw+1TnjDEMnNEOg5hGrkZjkyI6TvXmyXm67i+eTsGren4f+N0etGOVnMqFyVTXIwrO7cThPQp9hXiSNTTVPxhWupeoXrLZXMegxBCiKm57777uO+++4a9/h//8R82RNNjIfTGSHSH6Wisw59fiMfrwzIsUnUR/CuKcOV77A5vCmanzJOJHIZuoucMvD73pN9vWT1Jr1IG4Jzh6OYPPRsjHj7NospLJlyXMw0dpcDlnny5islTSpFJBvHlV8zbxAWYF1mjnjPRHOByzc45Oy9b0CIdhwi3H6C84GaUrnEyepqMrwCny747d6suWo1SGq1+D9HOOtviEEIIIaZCD7ehjNG78xiGSax7pGce9daGeluIlGFNOYZ5UK86p2X0DG81vI85D7tMGnpq0u+pP36QuiP7ZiEaaDhxiFBHy6yse07Mwk0e00iTjrdi5OKDNiNn7UhO1LRTe3T2puKfdwlaMtrImcO/YMmam8nUKPSKfPDEyfoCVBaMPIh7Ltx56TXkd7dyLLeaM3ufty0OIYQQYiqybafIdtSP+vfWxm4aT09gmvdZqq/p+uwnFaeao8RT87Mr4Uy0VyRyPUlQzpyf42omSlkWejyOaczejflsOkV4ISdoC1yoOz315G/QyWKZOkpN/abRdJjTuFk1nnmVoKViLdR+8FNKl2wlwKVkOxIci2fQC/xYThdbl1TZFltZ/iIwG2h2VJHRWkgnOmyLRQghhJhpljVOZWMaGUTOHHvdiXiWE4fbZ7XCk+uGM/trqa3vGjuWaD2ZpL0PqZ2yKXxGei7LmWMHZr+lZBKrT9bXE/3gwLDX9dz5NdOgXWb7WLAsRc3pEG2h5NRWMCi8XNtp9K6B5/mFQiE6OobX0a05uAE0k+ZFgmboKdrPvMrx3Y9SVHYByzfcSfjtRvI3lnO8toF0QSmakebKVatsjXPzunWgLGozq6k/+IKtsQghhLCXUgo12hTNc0zPZed1V6RgauyKtZ7raSmxZnEfopEs2WSMRGLoQ8lz4Qidb7w58Hs6Qio2Oy0rRmrkbn7WGC0Alq7T+cabGKmRup+OTE0iG0rGIujZDFbvsayU6p/hbrZks2Mfr1Z2oJWzOZigtTOBaRicOfoByfjID5XviqYxxrkRMNdSiRi5zMQ/t+lqa+7m+OH2GV9vOt6Gno2Pv+AE9Z3nU51YZ9j6cgPHazAYJBweDGHTLwAAIABJREFU2hPAMiySp8IYyeGt5+msQXei53hM5KaYMM4CWxM0pRQn3v8RB1/9Nu1nXqX6ortZuemTpE5HyXUlCRX7cHvayPgKMY0whfn2PiT6zkuuwhdroMZcTjJxlGx6Al1BhBBCnJOSp+voevudSb8vFwphznAF+MzRDwh1NI+/4BwxujvRI5OpKPY2/cxijtmVTIz4erazc9T3qBnsKmgkEkT27sNIpcimQoTbPgAgrWeoDdWTM0fuzmfleiqV5ijJ3WDaDHSUjEQinDlzBkvXR00oRzP28gMfbl1dHeGuTvRw28iLalp/t7V4KkdtU7T/d2OUVrQjdSHqWkZO3sajlCLc9sGUxsmNpfnUUeqPH5zRdY4l1JnAmFZL0cjHTzrRTiJaP431jrK1uZqIZIzxswdrOzlwspOORCcH2o4Of+80Qkyn0z3PWssNnNvdkYl17bQ1QdM0jcXV17Bh29+x+SPfonTJZVgZg+Cf6ijeuoSDh9vxeiJkffk4Lfv7jBf7CzE8ISLeMpLpIlpOyMNKhRDifGXEYlN6X7azi1RT0wxHA3p2akmfoZtk0jM7ZinTfJxsa+2El++rpw2uuMSy+rhdI6fKMg3aGw6POcbJiIVIHn9vxlomrd7nLSnTRB80CUOud3p9ayYn9phGyH0P7o0ePER49z6s3MTiUkoR2buPTMfEuoem2+vJtp0a9e8pqxXLHJ4whWMZGttHPvdSmSyv7mskO+kkpafAjNzISfx4IvEsTR0z18I0W0zTHL8rs02UaaJmO7bBY9d0EzOp97e6RjJZkhkdMzX57/VsduSbBqlUCiOWJXmqp0HHMEyazoSJhse/EWB7F8fiiosoKF6Jw+FCKUXwj6dx+ly4L6qgrjaI4XaQ9hdS6vbaHSoAN6zZhMvI8H5yFZGOvejZqV2ghRBCLGxGKkam+bjdYUzb6ZNdnDo2tTFXSimOdsU4HZlaxXYsx0JxToTiNHXEZ6wrVJ90NkEiEyeXTfdnh5Zlkg2l+hMyK9fXNW1g2313/GerO6myjGnVK2aiBa2Pmc6gRyE5kYljBrFGqKxaljGs26U1QvfgU6F6ToXq+39P1J2E9NBuZ7VNUc60jlxGB7sO05puJJWZwZbPZI5s59hd34LhFInU3EzM0nfsmebkGy5OnjzJmTNnRvxbNpumoaFhWrFNSjSENegGSfOv/ovwnt2ztLHh52u2M4nePXBT60w0S0t7mPSZ3hbPUc7xVG5ol9VUKkVdXR253MDnYVkWLS0tPd3gB7faqTFXPYTtCVofZSmCL58ieTpM5W3rOXywjaKCGOlAOcrh4qKSCrtDBODPN1+Bmaml3r8UK+ujve4Nu0MSQghhAys7s92h+sSPdQ6pOEyHZVm0t7ePmVDouYnNlKdMA6WsIRXt1kSGeM6gK91TOdG7M2Nua7J5TSprUNfSTdeI0/9PXTARIprpreT3Jl2hxv10N9Wi9IndxY92h2hpPdPf4jSaeO0p0q2to/69/czJ/opqJtFBPHx6Qtsfy0hj0OwcoxjtOEw2FRp4wbIIdw6fyKE90Ul74qwup6nhyVHGTKOP0v00PUKr23hyXc3kupro7Oykrq6O+lNdtDZFe7bVGiPXNY1zPTeD5a5p9NXylTW1GS4HJxKDJVPxUVuCJkqZFrno8HM1nWgn3D60q6fWVI/eNui8sEyynaN0eZ1Fg29qKGWNeZ6k9DT722pIZAeOyb7zv6kjxt5jPcd0JpMh1h2d1lhO2xM0pRShtxto+Ok+kqfCLPsfF+MuzWP/ew0EvC2k/UWYZjfbV62xO1QA3C43hV5F1hfgRHgZwcZ30KfYJC6EEOLcYRoWbc1h1Dhd1bq6DXLjdME6ezB7LJqmZv/wiSuynUlSjdFR15NMJolEImNWvPRIB9mOke+qD5Y6uQc9PDTRSA/aD6UUmdY4emTylZKBlqmR/57LGuiGPmNJxmhDXwwzQaSzlWRsUJmOss10pufaX18/9rNRM21tJE71JF2prEU2O7Rinc2kMTKp3k2Nnhx2JDpJxlrIJEcfMzeYbpi8vr+ZrG5imgbBpkPok7ipMNnhQZl0kobW06Pug7IMdN0kGk6NuZ9aLo5i5POjsyNOLJigMVXHkeBAF9qUniZpxKfctTPXUY+VSRKLxchmsyRiWcL9rWbTaJXUFYQV5gx3IZ4NhpEl1TuBzr7j7f1dNkebcMZIJslFIkNey4VSZNuG14mzqS4Y9Jn3n1KDujSGciZJfei5oeeys9LtsTurk5vEd0lfq3bf8wWNEZLj5mCCZO/nnA11kmk5iTmNm3i2J2gAZkqnaGsVK/7qUnxVAY4daieZyJExusl48zBzYaoXF9sdZr9PbLkKV7qDQ84KVNZDe52MRRNCiPONOmv8UrgrSbDpAJFgzRhvAs2RJBY9SbZt4i0l3ZGRW5ByXSnM5EDlry7cwJ7mgenJJzLexExGUPrE7pxbucz43eh6Kz6GOVAByqZCZJNjT2/f++YRX22o7eLVI3upj05uIhRLKYyzukc6oi1jtn7mMhni3VOfBCw9xsx9LZ0GdbUjrHucuqJpWTRGW+gInSIVm1gZpDJG7/91uqPNRNLN6PrszSiY6Z2ExbIsDMuisXt4GXcFEzTXD63UK6WG3JBwZCJkcyOXfyadw9QzaMoiN6iL36H2Y7SkG4ctb2YMMh0Tu4keMzK0xIa36ilLkUxMsWWpr0vbOF10c5n0lJ/5ZunmmDcucpluTGPoTZOuruHnYrK7nXikp5VT1y3ausbu1hnZ9wHdh4d+103n/knStAhnhpbzmaMfEGypn9R6TnTV0ZUcevykdZOkaQIaSikOt4U509vqnww1EW08NOr6DCNNPHwaQ08xkFeadDQeRM8NP58sXSd+9Djh9g6M9AJO0DRNo+KmtSy6bCmuAg9KKd557TQXbykl4/aRzi9Gy2bxuJ12h9pv2+oNZIx6uosqCbYvJtj4Drl0ZPw3CiGEOMcpLMtEWSaJI29iZYdfwB1OHTMRJzOoe08ukh71OT2WYWD2TjtujlPRa0sEhzykuLW1lWhXO3VH9g0Z72Hp2UFjrCYurmdG7Vo2WFc4ycnDA+NZjGwcI5cYt4FjrAqeZSji2cn1WKmLJtnXHsGyDHD2tAg4Mt2oRE8LWVPtESLhscffGanUiBXgls4E6ezwz6xpnJn7pjacbmJvSh5vxBkzUJZFJtmzvxoaofBp3K70hB5jcPa+GoZB+5uvY6TGmQSj932xZJKORIa2ZGbY9kaaYdCIZ0k3dmNN4Bl4TkecfHcHxVZwyG2C0fYrG0ygh4ce5z3nU08iEDOgs/cREFEjPZD0mRbKzJBJdpJI9LSmmb2TSRztjBFKz+zz2OqPH6T59LEpvTd5Kjxmq3UiUkcsNHTCns7OzglPFjL6ITOxY1KZFunmGJmOxJRawHMTmvxIYWVTqN6ZUPse2N7ncFeME+me9YTDYTo7g5h9N5LS3b1rAM3SRuoc3PPfvhbAjhB6d8+5YIzyHaqURVbPkUrGhrw2GbYnaGc7erCNYFucYvMkhjdAzhugxDE/JggZ7PKyFSjNYrejEFIBWk//we6QhBBC2C1nkm2N91cUzPTIkxlohovcoCE52fYE2VHu9MeOHCV+vKfy9taBFtrHeLirNsJlPZNMYKSShPe1o/e2tqVO7iFVu7f3PX1vHqVlbFCNpSMXozE68niq9tZYf0tDqq0Lo3f6+nQ6TTaX61+NMvX+6etD3Wka22P9mzaNDNYokx8kwlFS8RRtDbW0njk5cqi9la5w2wcku5uI9XYnzBkJNMfIFb14fOgN1mzWxNDN/uQ6sm8/mfaRHxmQ08du9VCGjh7pbZU5q+aXzWZJp9Mj/WnKcrl2nIk4ka522uoHTWAzjV56kVCSjgYLvaunnPRYhnTz8OnsdV0nnjMIRiLERpjhVDd0lKWGVdL7WpeSusF4E0Zqo3R9PJs5xuyf3YcOE969B4DmnEZdtOd80pWGqXoKytGZQsUaelor++Lt/V9cN2iJz/xz4vTeZ3l1J1O81fB+/+yeE2HlDHKZKFauGcvUh3VFPvsIC7bU03R6YEr5bC5LRyiOfna5dU8+qcrpQ+PuS7yVYaHMoetqCibQ9Vx/8jKdSW5Sp/aRaRxhmvyzGP03qjSyioEjKm7gSXgGLTnKfjd3kDo10K3Z0PX+RZ25eo6dbuRUU3Sg9ZSe76Xk0bfRo8NbaEczrxK0TFrnpf8+wlV/toaGM8dI+wtRyuCikiV2hzbMZ6+8gVz2BKFFywi3VRJq3UsmObVZsIQQQiw8I1UltGGtAANLWWdV9CaiI9GJftYkCYNnizNMg1g4SDQ6dFySYSlOhQcqV1bOBMuBEZv+WBiljVz5DbXH+8ftZJVBhxknZ+RoaGggEu4m3NWTgCaP76b96B6ypkXN6dCQGfkS4RNEO0duSTB1g2R3nGhXJ8GugfF4SlnEao6QijTTWfd+f4U/lxl9bN5YkokM3ZE0RrQ3KVMjz0w4EXqkDTM5cg+brq4u6uvrh7ym6El0jMGtnbkMmeaTnH3gZAxzlJYjNaS11DQszEHH5XjPydI0DctStHUZmKaivTPJ4E8825HEiOdQlhrS6hWOREkbAw+7PluwI0hyjCnMj3TFaU70nC/xTOeo+zYiZaH1jgtSSnH6aJBwV3LI4n0xGYmRb3A0GCW0mfkA6KZOpDs4asvcsP0bI69QSpHLTqz7Yiqj897RFjI5k+QEuqMmavdgJHqOr3S8DWUlMOMRjPjQLn66qYbsi2UYpOMDLaLh9p7HHQw+TpRhwKlGVHjiz5aLJWI0drYMKZ9B85qMqLP1EMloT2v7ZB6wbilFYtAER8dP5wi1dqFl0v3j3VKJHG3N3QOzcJ71OTVaGl0OX88vxujbzhq5IY/BsNKp/u+Z+g9Oke1I4OlKo5kZIpE2QCPoKSKo93Sp1MM931d9U/gbhj7u5ELzJkEzDJNnnvgAj8fFh6+tJmRZ6B4/ptnF5atW2x3eMIV5footRdaXz/uWBolSWmpftDssIYQQNjNNg1D7wDihaCzK3qZ69rR0caI1zEQed2WaWbLpbmpD9XSnB3UtUxac2U34zGEOvvU8xzvqeK2xkZZTJ0kO6tYTy+qEMjl0BYbSyKizZyobvYUha1rsbg0PG7s1sIJhwaIGPTw4G0phGFBIBdlsDjOlY/TPjKgARW1a43jXKF3mzorN0LMYho6lZ9CzJqeOnqK+/TQZvafFwdTTZGJh0qFW9EgafdB4vYncj++rTLZmID3Kw6JHk9MtOiLDx5ko08AaNK5PKTDTBkygl1MwGBwy3bmV6k00z+qS9n7DGRoiIyc8SimM3sprQ22QrpYkmgJQI7YuKWXR/PqrvPtaT3KcSeskMhbprEEma4z4mINUQ5RkbWjY6wCxZI6TDT2JgzItrN5tjvSst1hNDen29p7jsrfSGkyEiGXO3jetZwIeS+/9bYAeacfT3di7vZ7XOtsHjq9sKkSk/QDDWGpYn1OlFOneyd8s0+xvWZ5I8pBJdmKclVilkjp1J8cff6mUIqdbaGiY1tizCfZJxpow4j2fgWXopFtaUZZJNqtIZ5IcO3aM7kSOF2vjvN82+lCcvu+DwUlc3+Qc4fYswd6yTLV2k46O3oJvGCN9uY10Fg5KFi0LQ+9Zp2lBzf6W/psIwWRoxAk5AFrTcKh16Ay1Rw+fwh9pwGP23LBqbY4SCibGTBDNYT0Hzu7ia3Gqs5G68NAxjuagGRqVpdBMC4dhAQplGaQcTtrSYZTRjJUe6B1hZo/TWH+MM7X7Rw+KeZCgKaU4tK+Z//rf79LRGuPTX9jGmf+fvTeNlSxN6/x+73uWWO6We2bt1U31Rm90040A00D3AJoFMZaZkf3B2Bpb9siMGDTyxgdLlizzyVgaFsvyCNkzw2A81siDwIw1gsYM3dBd3VR3UWtWVVZm3ps38y6xx9nPuzz+cE7EjZtLVTU0ndU4/lKp8kbEec973vOeiOf/LP/nC7+P6W6T7pzFFFOeefzcw57mffHvf/KzuHqXwfnHmN65wvT4RbLZN7/56BprrLHGGt8eGOUTRtNjxseNx9SL5SvP/hZfu/oyg9EbDOopI9W/5zhXJKfUytLkDZJJIyIiq1Z9a4z8q+e+wPPXnud4MiK1FT5SePF45xBnyN58DtvKaR/QYc+flAok4+tM0ztLo7uyBrdy7qJN26vb16pyyjg/ndJVlZaXvtZ4yuvBLerjFRVIJwSmPZ/31JMCTENOzLxa+djKdd3PhvMeWyfMRodMZ4e4fI5NE1xVYNIZ+f5VbJmRVTeoOF4aaiLC66MbHGcn5KEcjJd9t8Q3rQKywvDqzTHOOYw1DCrFkb1PvfvKPF2ZnaQsAmVtmWf3Rteqg2vkr3+lnY9CLJR3MuL6tNl1uHvSqPkU4TCGJEnY33+wIIgp50ymRyQrkZCqrsjmh0xHBYPDhMp7jl59A3c8ZtN0QATXGot5VjFZSN2LMH99SHQ8vocYRPkiO+iuPmatCEl9HwGbw1G6rJfMbk6pDlMEwd7HMTB74xVuvTlkOjwmPz7JRLpf9MqmE/SyT9yKkb97QHd/RDhPlumyG1sne97UKUnaRJQzgdVMu9miBlEgEEMyHVEkQ0xd8cabd3AuW6pK7h8nDO8jI79APt9nfvQaoy99GXGOqYMjURwM9phOpxhjTu3TW6M5eX5C8PePk2Wan2dBak/W7IEOBwHX1sV5Y5lnNXeOD6iOU/IHtqhYiXK1I999e5L5hOnhMVVpEG+5fWOf115sSPxkPmKajKnHE+rxBHGOfG8X8Z4sOyFxq/NPqpRpMl42bV/OZNHbzTfzqNvazqNszt7oGs4213Y8zikOp9TjOcZDmR1jyVbGaVMl36beKy/tsgbt7XD9+px0aCmXqdfC8ej+ad7W1uA8Xjy5M2RVAjhuD1Imq2mxUuHMW9d0PnSCVleOL//Bda48ts1/+Pe+n3MXNnjhK1/Ah12y7nmCsmajFz3sad4Xn3rmachHpFsXec4VMLvC/mu//VB7jayxxhprrPFwUDnPUGKGrWd1MncMB8dQjZBqTN2+7pTC4RmZxlAePfsV8t3XsfP7y6eXxuK8Xxqsk3mJw2FX0pGC0JGPbzC5dg1Jc27NB1x9+XmsqXGt8WXEk5Yltk44GloOh40RNM1T7pQFL89SbDrGzE9HRW4N9nj+1i4Ho1YKHrjdSvsX8wyT3cfQWBhc85N6FGU9+f6IJD/AvEXt1iKKUiUT6qKJPCgWxfvt76uD11+5zivPv7xyINTjETbLkarmxeOc2nvEWurpHN8Krdj9O9jJlLr19jtfkZh96vGYuVfL9QLICsPV3cmSzJrRPj6bkt/ah+z+NYMLg7QyCd47XLmBabPEZrOKO8P0lLCYd8A0PGU7iAh37txpyVc7Hw9uWOG9x5dZO970FInLyhybpqTDI3w64U5VcxhHBG1goxzMOfzic7gi5db1PQ5vH1G1SnNSG8gzzPTe+irxwiLwJiLLGktoRD7aN3AojqsmErRAdbiPrzLGxYxZ2Tgispu7pKagdIbSNaaoWU0jVfcPekxtQeLLkw+18zm+LhTzPuHtYzwwcpZu98R2tNYyn81IkoRrNuCOPzF/TV03a1/WKHF425AHX1dE6RGVucWQIXvznDf3ZwwmBc7WlPmQ4Z3XyOan21+kb1zDG4Orag6sZtjundlsxrVr1zg8PMQbw2ic8pWvX+PqG6830UMv5G0dGtJc13g85rXXXrvPSjS1Xfct11SKJDdM5hV1bpDCnIq+uruixIejDC+yTBFdhTU1tjx5vo0zSO3Jb82Yp1NmyYTZSy8xe+klTJJisxxvDLvXmxqtwpR8+fbXMW3U87n9l3npd3+byVe+2o5Yv2Vc8lg2OSgDsoOb5GXjUBm9cJVibzUYIneXCS5RFaevafFkT5KKafYOa/xaxl9nE0SEIJyBLk4PCKg6o0xG5Fn7sN/FBbL8G4vOP3SC1umG/Kf/+Q/yN/7Wxzh7vo/Jcw6txcZdBMVjwc7DnuJb4iff/304c8DxxScY3blMOt1jcvRguc411lhjjTX+cqAyntFKf6M7ecnMB+z5PpUVjgaO4zutcqDX5KMTg750lonb4w+/+jJVWmCT7IHOvaN5wqiYM89q8AWoadNzbB5jraeua8pKM54NUZXCHWiOyjmFqZbS3bU1HNuKq7sDJi3RqlYa6OYqYPcwYbh/i/JWE7lzrknr8gKz2YRhUlG1ZoOI4OuCybN/SHEw5HCSNt7jFczjLi+/cJU8nS8tJ+PmTOdjxq2cd51NcCtKaNPBlOrgDVxeUk9LxDgswkxpBtFZ5i4gCbr0JheY3w4ZZDPS/VuNwXz7dWxRNj3Hbh9RDZpIS/rmoqBfWEzEr6RkjiYJ47nFtxHHlBOhgLJ2jbF81z1Jd/eQ+zRQfvGNY/7k5V2maUFlZty5dZVhklDWJXVd4gWy3HAtEZKWmAzqkH22ca0BN7UBydXXMOlpAqiNAuupDnbZ//of47m3FsrXhsMiZDo+Ypqny8hD0Ka4jt/cY+/OftN03Dtq0ff0nnLZotn4ifU5zytev3aL0SDFJSOqg2vcD9Nog4E7MS3LfEidHeCyGYNJirEOV1W4IucgmfB8ckJufJk04jFeCKfg5id1VMXkJGLhEVyaNUIMwB89f5ujrXNYH3DcPcvcxUydI7OOG1mzt5y1p9bqblO5TlLqeQrOo90B4ivwQlY3z/cAuN1GorwzXL31HIPDVznae4H58OZypa7eHDNJTkdU51VOUZ18T1RVxehLXyZ5rekZV2d75Okd9ncnXJu9xu3iJL21KAqqIuNwr3km5xaSGzdJrr5EeXtANXU46zDOYJ3ByUJ0RehHE5JZAlmKGp+kWN66tbfM6kx293jtjUOy0TG6Pu1ouSeTeUXBxSYls3SAEXPqCBHBFQXZm9eb6HrLICtbY53l4PY+RZUtnTCaHHOYNOm/i7FNRbGiGFpOEgavvr7kO74lmJmFZDamKAusMRx7Yb934UTM5dUBrlVuXOx3ANt6GlYFUQJ18h1UGcEWdzkpREiHt6inR4jAJM2o76o3DvMBgUmgzE/pLbn0z1YLG/6ZjvoLxKu/8y8x3R3c2bM4d8zHHnnfw57SW+KvfvdH+I1Xv8js/Kd5frDLjx49zf5rv82Zix9CB/HbD7DGGmussca3JfZGCf1ezAfLkm63y+uTQyhKJLAUx7sofwWXNT/Oqk3dWeQQWauIvKCkoqgtEWBWPNtNlMIAmrRO2ZQOB8OMK48kwIlRZHKH94px/yyF30RsTFgbupuetDBLY6QytukJ5jzJvCQvZoh+hKQy1OrEoLa5px6B3Ux5/otfIn7sLJce30RE8aZEiI+41M7PmwpFKz4gYMqrhFwCmrKESXeDcZbxXldBT+FFuHHzFUIzo0xjJm9cIxseI7VhsFFz53BKT4/YOCd4Z/G+BOcYFVMkOAvA0VFN6DRn8VTGQ1qSSIp2lm73LIhQ5VlTgL+wcNrogTiBybCJ7qzU5CkF9Yqx5r3DnJLp9iTJG0QDxQszy4aAGQuBzZiXx+z0LgLwxef+DRTNWlo1B85wdHCLw6pkOjng0V7IcNuh8aRGk9mITRxmkdKWGdiEqQu5JBU2zwn696bDZmnKLPWMfZ9zcQVsAzCdTvHiKYIugYqBnOHNN9nQEYWvQDe2qzeO165dx3nPPlvUqeXplfHT6zcw2128KUE3dkwqhuGbt4nPvYfq1ZcRKj7w+AcBuD7ew8cH3M/iyWe3qDghWs4JPp9gpkNkGyI7ZWA0HW2wWYkpEsospFeXFEXF1hYEXhMfTPG1o+97zHQTdZknU4Zf/CNm+nJzf9UiNRB8kfD6fsFg74Dzz3yQ8pVXqbIh04s5xjl2j1J0bxOIwXrq2rRRrDaqWszxYYVvn9ustFzbn/G4GzCcZ1zol6Q7zXvlwRvLPS80Qh+Vy/jaq88DmsoYZknQPjMFThrSYtKMqnakZoRWDpHmXhsx4Dq41JDfnDKZ7tNThpkRro0rxsMDnpweE58JSdKM3EbcOH4dyj3mSYXYAh3URLokDAekiQLV49roJt+J5sApomnNo5eEw5dfQZsK3yovCh6zrCNrRVVaNmenBbBFXhneuDngRuccPSU803569+aMo0mF78zR3oAIN25NSPOCaD4h0poOKQEzahmxSkHqLCc3Jd1om9HBVQK28fZJACrjOBpl7OzuEmYn31V56TBVRZZlDKYZx1vbBJFFuwDvHfs3XmM6T9l6+hns7JgmJvX4MvOgrh3aOcQU6GiEbYsX33yzYDy6yvnveBqjT2hqWAa8fvOEjLv71tsB8xnQW/5pkgw9GCEXzjOZp9zl+3gg3lUETUT40+e+hFx8D+Ody5j8Fh/58Pc87Gm9JQKt+CuPfJIv5MccX3iCvYMpT1w64OD653nsfX/tYU9vjTXWWGONt8BP/dRPcfv2beK4MS9/4id+gp/+6Z9+R8eO3ZyunOd4/yaPP/1+yqpJRxPvcJKSzyxEFjYVeJo0uSzDe4tzNSZ3aODmoeVRJ+zP9pHsCrF3mMEePhO48B5q43GBJ/MVkpYExUmdlONE48CKI6pmYHOGmYXwdITFiqeqaphonK25ZsGPEo7CHpsrMtd54XFFE0UZHM2JxEN/gztlznl/BjjJ3nEiiO1ico+PLc7lTF55GWoDOgQv1JMJdM/hxFFag00KUlGM9vbJdUiwe4dXR0P8pSsk9oD+Zo/L7ZxnswnaW5xeiXlY34o7OBBFYi2BslwG0sKzn17H9VNkS+7p9WTxiNa4oiaSHnGmuR7scHm+jz7T1uRlCVQTqoUqoHI475jc/BKDLOBWUXFZtgkJsK6msA2ZK22JKidAyEIo8TA9hF6HWRkRloeUvYhekCHsUJcGQVpZcsGaKeK7jIYjesMJ+syhlvebAAAgAElEQVQWHZqaIhHBlhV0Q7wXRumMcuMCVlm88/yL33yJR6+Ypd1Xhprpxjk8HmMyjLJErcknwPXBHtvegwZrLLPBkC7NHrXStBiw8xFsXQDgIAYbNjVdZZoQtG0SvHiOxgPiM1tcpIMITJOKy23515v7s5bQexqrVPB1RZJXzLVwmRCnKypXYazH2ZrxzHBlQZiDil7QQQmYSdFeQ40UGWqyj7znfNM8XRRamvEFhZQpk9tTitRydHSLrdBhnef4TkJZN2M/d1Rx9oxG5XBjVGBF7p9Wptpn13ny4zexuod0Nem8JvKGNDe4tqjN1hVlVXB7dIeb8xHxmaea+kvdRNXKo+dJKyFUT0C0QV2U+I7B2QzvagLbIa4V/vWc41uHhH2N2GO8jShm27hBjbnc5ZXgEk/46MQHYSyduaIjMMlnBNrhcDivSG2FCgLctV3m5zZQNicQR3r7gK3Io1VDphDIxjO++vobbG9/V/vABGSFwaxEi/KyJoyb2sXawfXhAO1uYA6G6E7Kfhziq5BXXvoak909JvNbnL3wSLOUdU5hHIWtaChIS4BnU4q6Rncdpo1uL+p4ASpveP3qq0TxM2T7t+k87knmBXlSNqSXLl4EHfhGddUYDpMxAfGy591CoUcHJ6IvRWmxtWPu5vi6iYiLCDdUwO7tN6h1h/6jjbJnlMWEopfRV1eW+DTB4kjnE7al2T1KOVAaVVsoFWIc4prm7UejMVZKFOGpNOH74V1F0I6e/TKj/gZdKUnUFnZW8P4nzz7sab0t/t3PfJLf/d//V2aXv5uXx/s8uft+DvUfcO7KJ+htXXnY01tjjTXWWOMt8Iu/+It89KMf/YaPU0qovOHmGzc5U5+jm8zIERSQJwpLjVUxHRolMK8cgehG9EPBIiUIIDFCNZ/w0o2v88R4axmNCK7tUs0cg2jMvvX0CHmvMUSq/fm2FnWXCpnDU05T5Nw22WwMNLU4pVTUvoZ2dGuF/ZtNdENXChUkGGWYZp7i+AZzW2Gyfez2M9DfIFIN67i6X/CB+mvkpsdgWhBtbJBOZkzqAVEyx3R6qNog3Q5Ia4SsFO1fi68QiievNbU1nJcOHqjQiPMcTFKeMQ6R0x5q7wVfu8asKyqUaIrZDlEkCAXWO5zXEJykWr4xvM6lDHy5AcwZblgy+lyuEy52a0xnipgAcI3SojhGeoOLMuPr032eUhdI7Iz9ecZTvR6188tEyaTTZRZ3WMS4BnVKz+XA9rJecKDPEe2EnC0SCgfiz+JdTZWmlEWJRXM8mrO5ETOYztGTAc44BpMhyX6fzXzEmSubvHp8SGYcj3zovSfk2DrmZcFX0zmF69CdlZx1FiHAS0UnVngXEAclvrJASC/2EJWoxGO1p9ae197cIzvc5T2yQzKvSfqeQ9nicVrRA0JqHJVYjK35084GT7T9/YqqpCgK0qOQyNTL646nu5Tdc5R6TpokzCuP1jlW9fBliuiaMz2LqndQvpE5T2uL99AZjmAhfQ6owFAvlBS1Iwv69HxObQzD27c5KueEJuKc3qEMDH5WQdBhUoE3mtnwENOb4JRC1zVIw/HTecVGJOhxxaCoibp9HCupfYvSP2OgMNjDhF7dgT5UteL6sORceoNIddnoX2o+PMsInKY0BsIYb2eLzcub+8dIUhDXMbu7IzY+2DRBdyaFrsKXGTujTbpOc3OWUQxvsHP2EkVdYW2JFBFpmbLtmuf5VgqXCenYdtZ5Aa4kLnOONwq6rmReB/Q1KF9Q1A4TuOb6lGDmCaMwgKAm7paQ1ASZRk9n0KvJc4VOz3PRWpyxeGkdM5KT101mwFI2w9bM8iGFxBBD5Sxfv/YSjxlF92iKP3OJYdRBipT94AJZGXBJPNpXHAx2ObPdOH6OJxZG++jAc97nsNVEh2/EIR9SgBeSfE4+cxT6HC4vcC4FuljriYJGeVPZphdeqB3KnqQKZ9Y1aZhiITydkl2nKWFtQBdYtQk6wNgKROhUzb449JoLJkChkWyGPxzhL2ycGkdpWSp+utosn4nh6IDjrZALnT49Uy+zKx6Edw1BE+f48v/1z/AXnuDMY48geM6zRRzdR1HpXYZ+N+KvP/E9/F62y/Gl9/LC7k0+nl1m99V/wQc+/dMo9dBL/dZYY4011vgmo7dhMLXCVsfMs6ZBqscTOE9WGgbRJirc5knmiHOIbusuVvqITQ4SqnxGZXKS/Tkq3ePi9kcIep4b6Qg92qCjGuU5XEXlHDPJ6dotIMXbms4WKHe6UEpXFldarG0jWQKdzYzSd4FNAJQ0dRlSOyoP2tzidt8yVWeoZzl9H2A2uwxcQFymKByVq5kkQ25ndxjUO8yVcFE8OnTYIsNVMcoGbOJw3Yo4an7/IvEoOfFc68BTFDNC0yFXNaZzhryuuWyhV0Q8+8ZgqZxnanDOoYwm8g6jHEFsCLsZhe/h8VjrORge4evGoKttk1IZzkYYfyKRrmNPINDpOXpo7tZfrK0hQFMHm4wGGfmWZ6TPciHLkC7M5w5XWiT2VHGXDReQ6A65dRSVQZuSsALfVWRZTqW6eK3RK0bbRCzmzh1MbamjHqau8b0IvCevLJUBbUOSYYFyU/KNc0ytI8xDxAtFq3AnkxG+q8mym9R+h+RoRi9IELYxFlAhG6Ej8Jos6BJZS9QdkcU9UonxmaXqWFRVI1WCP6uJMIyCLaxsUMmMV/OCWf/JNlTryNKGmM2CkLq2IEKB5vadOcXt28jmBnU2I/MzTNjF1COOY88g3CBMD/GhpewYKikQpylnDolLyknOzNREWhAr3AzPcpkJ1gfoynHQKRlVNbmLSOMelYvIIigGc/TGJiihu5Pg3Bl05LEiZLmlI+BnCbkvSFRAcfMLqPe+D+stSmm8cYip8Asnh21UKY1T6AikLDGjMdrF6HqMRNAPSxQ9xpljq3YYW7DR96BSvI+oXInzGltFGL1IHTRcH7zGU05Q0gje7A12qdQWEgpGhMRUBFlGSIAvS6YqJBzfxLopt64HOJdQ+z5pkdATUM4xsLA5rxuXS1tLGLpguddEBIujtBvMas2dPKM+08EEXW7Mjji3WXMuN4ROoNNFBNRkBP51XKwJN+fYSlOMRowsTMcGqxyKigoIBQo0oWvI+mDrHH2pqL1F9g/JNx+jMhuMjCLRIdbGWJqG4KIq4uwAE/Wo2n0VOkGiMxxbzY73ZJOEHV8gOERFqOIQthNeCy7jS0MgIYfRNlsVVLVDhR5vPTqpMWVNvJUxSI6h8z6Usjy/u0cQCHk1J9Z9wlZN0hdCls85ow3SmaDDLh5IiyGxCwmswgYwTguO6m2e9K3gkPP3JVLGVahY8KKWaebegSsr8kCRzCpC9db9Vt41BO3W//073OpGKK2ZPfVh7PAO3/vY+x/2tN4x/tYPfpR/9Y+fJXv8U9zcvsMHbl7Eb/wJg70/5tJTP/Cwp7fGGmusscYD8LM/+7NEUcRnPvMZfu7nfo4wPPlp/OVf/mV+5Vd+5b7HCYIKarA5XzzIKE2JeI/3TTKNUQ6VZBA4xIOvalSbZuOcX0pKD8sJmfcQenotdxtmGeO64JyJme1skNguOz6Get54v13bpFgcCkWsYrxbSGU7HulG7BqhoECJAetxAspWJ72oXIFMj3BFTUWA7jisOKx4tAQUElNEPfreUic5VDnW9rB1RF6VTDlHjQIl6MCw5y5w2ZvGWN6cgW5S3qpaqFB0nSdvazqM8+i4ZiMq8EmNU030LLYCec2NN19n53yIVoLUgDIo7fE4un1LpEoycdRVSr+jsK0whSDUzpJ7xSR19CmIy4q89mRKgRacb++vF6oyRYJtal8RiwelEFF4FVEZsE6wophNM6yt8W6D0FvSXNCtZ7zWAaPBnDAP8FnBth+jqjPcGDmsCVhqCa4QaAGchNxOA1xV46WPF6F2jQx7KY7A1OAsVZJhlKYbpoyOBkyrkiQzsLGFyXPQISEJdTbDbSh8AApN6DWNWKFQicdaQ4DnIN5AVIQnxpkKZzSbO6aJDAqMRVFmM5Juyqj7KEHhcHgoDW5vsLyO3dszAjXHzIZEUQfrLHkp6EAjZZfg3JxSKlztIYRANFo2OZ4XdOhibE1ZW0Lx2N6IQMegBKsCvFLkusex2UDHEUrPmCd7CB5tLIEG7zXKdwjyCh2DWnF8jG0KYQ62izc12WzCfPMcta/JkuvsRD0267PErVDOJO6jmONLyIoKa2LiLpjKUvXBiEWqColAOUNZOWKn8YB2ro0KJji11a6jYG2F8g5QbHan9OZDrAmp44DaZCR5hu/2GdFnl5g0iOlXIU+bGYjC4LB1ggTQMwGFy+j0FFmdUAE9FVBboPSEN95goy4R4NbWJok1hG2tqvKqzS4V5qazNPxv2T5RVbMhNd4qxr2ziIctZkyS61g2IYoIgpRpFjJlG2YZvS3QkuN9F6uFXengOIeLFBqFsY6kcmw5IZz30HKW20VNVM/oFRU63kSMMDNTvK7xaZMqW1iD7wtRJ8VXCiKwtceFEQERRZoTGyiVWrYAESAJumSdHtQn9/+WnCF0UKUzyqCmez4hdCWTF+8QXzhDXCukMtRVTdQtCPMCVIntquaZQlAOJtEmuXR4xI1RgcbXI5wIhdSoMKKqUmyu0EEKymPFM7OO/TimG2uMCykd9HGID+jmEWkvpPYTtt+mIea7IrQz+tKzfPl3/jl24yLvv9DnaiKY4pBPPfPkw57aO0a3E/LvfeSvUJevc3z5O3jW7hHc+iD7b/wOZXb89gOsscYaa6zxLcev/uqv8vu///v85m/+JsfHx/zar/3aqfd/5md+htdee+3Uf5///OcBcCjirYrJLCNPEoK8aNLwRBOogDLXlM6Tz+s28fHEgBAvSF5RVzPGG30mmzsMNy6SZDW1sWQS4qzHOYdVAcpoKiy+FPxc8IMZsanY7IxPxis8rq4RD8nWDgGKo6xmNptiqjnOa3xVkiUj5hJjnZDPxoS9FBcYlDU4sczKHHRJ0G1qfmyrxNZ1EVpStMxAPFpVhGGriugFRcBwp8duuLH04NdVjXFCZUrqKqcUQXyM8xG2NVDC0FM7h/Ypylh8VSFpQp5XpGlF5QqcSehENd2+wSuFWaQQicX5hqxm84LKlHgaBTZvaygtqTPsV3OMePCuNVA9uqqQ0mCqlEHnHMm8IBkO8QhJuMHc7nAw64N4rIWbqcEjbGvheHy7uZ/eoURwxmFbcmVUSO2E1DQZQCKrKahCqDNCoxvxEhFqFTb3wjVS64EVquhEcsPYmtob4rCmzlLmTpgGZ3BiqYgITdP7TplGJVKhUV4DghKP844k3GAUbeMX7GqeMPeCGENd1FjxTGzJWHmssZQ2Yxg1yZtiaiweQsWrnWFTd4jwtfkdro6vgUnRZY2Vmk4nB++pbIlxJeCplSf3HugwjrcZ9ztAhHeawLSR35V0Vu8ht5bCQWk8mUR4gfneHs5DqEIir/FWM7AZdSu7L23KsFYOhScKDWFsqWrH7f57OI7OMtw626YmK8JwTunSxnGR1U281guuLnBtFOhmfJ6Xat2mtQrDqNv29LM4Z/GiyF3JaG/A8XGOcQaPwogFU+FqgxJHbCp6ledW5wID0zoTvMJ7oSQ8Ie+uxg6b6wn6Jb04I1RRk1rYFps65zFecOIpdcxxv0synpHVJQbXdHsWwRnAWyoaVYqQEKsD8IK3DhvEHAVbTG26TMMLO5ZhfIk7wRnm0VnG8RZZ0KdwFYcuZ3Cq03pz74bJEEeXshujtUcEtEQY28OHhxhss3rOYV0H6yKstRTlhKlt6t+88xTimG50mIYbJEXOa3dGbAcCXuO8ZaC2ELWPc6rpVe4M3lpSL1RhDVWNQkiJsc5RaI3G0DXCdJJTlzXOWtLymIiCiAmg8K6kVhovQl4J1hhwBbYscVYj3jNwQmEqsAslyIDDc9vMVPtdUwzwyZDcFMycJY4tihCtNFY8R4HjRd1hIhHjOgSt7u47fw8eKkGzecHz/+C/4Ll/+AvceewKOox55sf+NoULqEc5H3zq3dmg+kH4G9/3DN3DiCpUHFx8gqtDS5Bf5MaL/8dSGWiNNdZYY413DzqdRs2g1+vxuc99jr29vW/gaMF6ze3oLAbTNuZtex6Ffba6MaHq4BddcVeUAq0SlPcc2zEb/dYgk4AyixkfDdjNu8yLmGJRX7Kw4ERwGAJAaxjHO4v6fpR3KE7KArRy1EUOtWmaWEtTfzHLZuzb3pIgiAhKN42klfW4VrRCBxYlnsyW1M4RSEAUNb9ltRNCbYk6Dh83Ihm6NSnifrY0Pry11HWK2Jq6zChyQ0CIQtNwFEtvowJv0UHj8a8VlK0ISNH2hVo07VWqoX43ehcbg7ztr+SdZ5R4nDiUVygvaN0suUMoF2qWhAupCkbRJkm0AWLQQZ/S1RhnEd8oUwbaEdQBBI7D+CwDvQm2BAdjn2O1otcv2HFT9mZ7iEAoXYbdJzjqnSd1NcHilounrIom4lkWVFWNc5a8qokJEW8pbY5zFsGTb55nZzsDZTkYzYh1BxHFzHkSGyARDalxjfiGEkF5Q11Lazc3e0aJbxRBgbxVZEQUVa3RKMJ2v5ROMwtCxvEmzlWE2qLRiDR7FSAIBLGWuFsSdkucsdS2xIgG8fiNCPAoX4NzGO8QfJPm5RUHncvNytuVxNLa40UTRTVagXaaHN2m5gWUopd7P8ny5T7AeyIskzAkb0thajx90XRNSl8VjWQ+kJmIqk1hjLt5E4EWR43FOkduoIwtVhonihcP4rC+QhNgxFIrS6prCuvwTjfPiveYsmDcucCR1Mtmz3e6F5j6Zk5Nvz/BrZBIo0OcNoiLGlVNrzHGEfoAXxusL9u+f3Ki1+qa1F5o+aEI1jnQjlo7XG7xzjb33TkERalilDMYYzA0Cq4Oh3cGX5WEAk4FTKOzhHqTSMWgHZkOsaJx3mCVp9YhR9EGTnwj9tKSaYfH4emGWRPZ1IJIky4dELEZ91FRxdbZFOU94i2aoF1bTxAKtYUCS+4duhei2gh7bhWR20QEvCgcggpzCle3RBy8NJFdEfDKIqp51ofRDgJUviJrv5N0aMgqhxWNKaDjUowpmmwC6yj7TwGaEiH1gm/X2oqnzKcMRbPne81OFN/U1npPqTRVWTN2in0dkrpNNCGIQ0QtvxOd1kgdMHEdqCqohax4F0fQgk5M74e+l+vf+Sh+8xF+8Id+mBdmFc4NuRI8QrfzrsnAfEcItOLv/7XPkQ5eZXThKa71a7I3n6ZMhtx+4/952NNbY4011lhjBVVV8eyzzwJgjOF3f/d3+cQnPvGOj1+k1SkR8I2xgjgEoSIg9IYwNhx1HweRRZYR0ERZRmEP3xrRC0GCSm9RkJEbR6Z2uB2faY2ftkdXGDKOe8RnmliIacVCauWpvadaJlFCp2dQaCBoFOyiHW5vXGAS9JuCf2fwrljNvANApBF78N6wMCFq8ThRS6GALOxi8RgcqTO08Yv2eM+1+BLONZGHzZ0cnCDisf5ESKL5bJvy6D0ajVEBo/hMI5Xuaqy3BF5Q1qJXXM6LETa2C5Kwj1MBRzuPc71/CauENL5ELAHYqolqAmbZ/FhR6JAsbKSwvdbNPaQxfptbJCgviFMQtmaya96sVYAs0ulE8M4gegwO0vBMsxYCgdWEEiAoNK6ZvzTkUNpr6fYqur0aXNNMeEE4z25pekoRupBaNN2wT0KXw2gHp+LlCjjvm387i/a2NV5VU/PYRlKWC+Y9b25ebF+yrXCL0Isi5vEOHoXHtxE4QakOHkdBeTIOTbRjrrvUZYlHSNtIWxZtEAqEkUMUaO2ZRJtLBwI06YDOWpwIxkcYH+JRiFgiA5EPmOlzCApFF60aglbjyOqS5kFpHpbNTkwSddChx1Mz6J4FcUTGoErbNPLDM9vQBKG0zo2mbqgx7huCP6dEhxZBIc6S6w5Wu7ZuEKx3TV8rsVA0EcKYiFCFOBtjg20mvaZnrzgL3jEJezRxPEd3o1ySXGicDXVc4XyIiG6i617oRw7pVPjYYhSYlWOGYYfj6Ax+Qb2lIaROBBdXzMOzOK9xvvn+QRxeGnEi8YLFo9v7Lc02JFIRIQHj8AI3Ny4gQBr0m7WXGFHNM10EHQKaiG+nn4Ed4b0nUnHz/EpDGF37nbF4lpySJpLYwgGzeJtABc39V4qofbvWmtFCaAXoqy2MF1aWALRlpgyjoNP0WDMlRjxewHiDjtzSMSFAt1czCZuaVC9NincNGGnuAghxp23SjqD7FVHHcGfjClGnmZjBI8a1qrGCUR4RRRB4AkKIDUdlzija4ijsk+s+IR2ca76XlXgOus3aBoSARzsIRePMW4fQHhoDctbyW//4H3LzaIpsPclHP/oxPvbJ7+affP556voaP/YdP/ywpvbnwoffe55PfuljvFrvcefRD/Ls9a/z2Tc/zJH8IZtn38uZS9/5sKe4xhprrLEGDTn4pV/6JQ4ODojjmM9+9rP8+I//+Ds+3rsA0Z2FICNOydKLbsQj6iT9j5YcGO+xKqDoXWjkmH0jbd/rN4lIcqbPwDdRs0AFTWoZEHct3oXowDNjm0Rt0jtfUKzMp7G/FFb5lpg1RlgzH0OpY8LIk9IjoDE+dLsOCMv5AlSmQrfnbvo3GXzQRJ987SmIm+iNAtOq3jdGyEJMXZDVlE7x4ANy1Vka+wpNETRqfXVl6UjAUe8CCiEIbSNV7yxxp4mc0UYlxJ8Q2kT3KKNN6iCkQ4wApYrJgy4i0ppEwuHmJS5x0lh6sHGllUpp1sgh6NYrv4xYOk8vzDAidJxFLZp+qw7F5jbiWxKnFoakIEqxDJiu9GJzEmDbmkMvnkAFKzetrWdsBQukTUnTaPAOJ0K3b7nduYD2vjWgfUOiRSFeE0lAP4rI9aLirfXct9k7izEX9yLunuwcrSCPNjEqQuNQQChBE70RobtRglJUpVoqa3pR1DanjCJUq2wZtI3WlBLUjkOIKHRIzIlaqdCYxqWOSLsXyZSmZyvyoIk6oEC3D4ss+sPpGqdgoqHqbLWzbt5ToSHqClUVEC6PaNY40jE4UB0HROAXqn1tSqE0xCXu2fZJaPb6OD7DTjwjhIZAiUdpTadrULkQdJq6SwAf7aAJ6OgISKHKEYkIVEAdbLU9+AJm0RaX6vHyXgSbJST9JXFVaLzyRJHHnAuWWVejeIedaswk6KDb12IVLZ06CkEHQtHvIRayMKDAYJWlCxz3LrBlUgKlUUo194bmulFBSzzbfRCfEDgdNE4ndLMuAUGzF3HkdYoLu6hAtSve1G0q3yjVLhw1RikqpanChsAvamShqe0cdi9w1lZEJqUKOoQqRGidTRqqKDyZHFDYGhttUejmyZU23dCJR1SI9H2z76UloapxvNzpXkR7RySKSnlCv3AmaVoKhlHS1Lsuz9g4DcRZrKOtKbRI6zAQIghCjBh8p2ShlOtFmj2jF9cqTZTSObSxEOnmWRfNINrmrfDQCJoOAt7zoe8iuDDjAx/6CO9///t5dZSQGaEcTvm+73/8YU3tz42/+zc/wd/7n25Rfqfi9pX38tU7+3zP4H3cePE3+ND3/gzdjUtvP8gaa6yxxhp/oeh2u/z6r//6n/n4unOGSf8KJ0lYJxClcCtJKsqf/Pg3Km6NwRyIan25jfEEQq2D1nA/LZ8fx4ZFSMuLxungVDRqeW7U0khaIFxJfVy845U06VyACioMTR2ZYpEWp1aa/wpK+zZidLqRrUeveK4bI75emfqt/mUUjcG3SFGEJiXS6oBEb7ITBO1cWnISeLBCJAGn3egn81++Kp5wQbJQHHfOnkR8vMerps7NrLQdamJap/teWVmJOC3O0P5Ze2lSwNoXgp7HLPject7tKdtj/cr9q3XEoHueQFxznW04dWmgW48Epz3qVmlA4Vb6c3mRprM2gOjlfRaEUW+HOoqXpO9B/vmTYxpEHYssK/OaNVx9v/lDCPTKainobZRYUSdXqQGvUKGlotOsgQgeOal9azHsnyOkaaWQB4v+bAovJ+dI4kY4xbckogriZR1WFTTpmj5sRg4jh1eNg6BZVw9KY0JLVyxN7K1RT0Q0olT7TN61t1qiPdncYRYsoi8tGQwcbtMRqqa/nwDzaGtZY+hxSO5RG9I816LbJ7HZ04fxheb6Vshqt9+Q8lBOyEgSbaJaLlnokKJ3CXA4dXKcAqxbXhFx1+ByYdQ5Q4eiifa19zRvI8W9jQprghUHSVuv2O6uIHjQjjlBoTqUnUvNHmzH0RIhKEIVLO9z3DVsiOM4vIhSAcq7UystSoiI8MpSBF3GnTPoNh23uUZhvrFFj5OG8d57knCzcbycMKn2vglOagI66IXH7ISut//2zfcKLPeZIM39vOcbnBXlVbX8PlysdxXEeIQ8bBxMyrXp16Iogw7CiYS/oCjOR9i0dTQB03gLV83fcq0fWoqjUorv+rd+hJ/4t3+SD3zgAyil+NfXD7HmJtv1ozx5ZevtB3mXYmezwz/4mz/I/PpNZmcfY+/sNq/fjtDpOa59/X/DmvztB1ljjTXWWONdjUX0B7jHAAXwSjev30WiTlIBGwOiMfxP/vbqbrOxJXDO3/PaKtR9yNryPaXvHVMEr04MogUW6T1Fa9itHLDy/9bIk9Nz8EqwilOG9mKuVp1eJb3SgsbrE5IjtMbiXRNeRG8CTrffefBVsyS/wCkyG6kIp+RU6pncdS3Na4s6vcbAV6fMprc684lhDDDongeaKKsO4va8K6RuSdhO5nDUu8BB7wIH/Ufuc+9Oz1UQyqDzlnMy6q3nu5zLA8YIo5OamYUhre4aM79rzwieebR56rWoY5e1RqtYXVvhhBgt33f3EggTRYCgtOBUkz4o3P85CdU7iEksSEcgp19rSa9T97Z+WjgymhTR1mmxJADNucugQ92SyjoIMSok2dhAKWlJG4g/OWfcMXed5PR6nR98ozkAACAASURBVIx/gsP+5fa1JqlWt3N1Klg+OwtuH8WObr8hEYso+91w+t5rVae+Axak915CHwR+eTIRd/f0l8jDHnaxpiv9HEWEuFOt/K2oddyk77YRr1WcIn9y1/PuBfGL5NDTnxbnllkPpx0Snk7P0N8sl+Os7nWrT++lk5EVTiki7l7TxsHV7a3UX77F9zW8S1QcAW5OM14ZphTln/KjH/r0PY03v93w3R+8zI88+Qnq8RscPvpBrm5aDq89gss8bz7/T/DOvP0ga6yxxhprrPEAVEHnG/q83EMU7+8xv58nXeT+5kJAfE9D6Xvp5eL101iJvXBvLOPB4wStoX2nf4U87J/63N1HnEQd7m9TvD1ludeoW6C70Rhbyr/9KKdHvDeiJDSG+irxcu3rgQq507/ywJktyIN+BxGQB0E9YH2+GfD36QX7TqI1d+N+BBpO3xl7HxJ6N2nU32Bv2kVs+H5YGOpWBxz0LzPpnLnHOXHPMSrguHfh9LrIqf+9g3351ngQ6QrCdy5Yd3qP3utoas4T3/PaAqsOrLe6nnIRhVrZg72NmiBYcQigmnTeu74zVhGrzvKzq1DSzH1B6lbvzztZ5/tlKSR3OR3g9P5c7X+8+H6M+6cbY7/d98a7gqBZL/zaS3tEcogddPmxT7/3YU/pm4K/8+Mf5sLkEaTY5dYTH+a5aMz01e+gmB5z/YV/tlZ2XGONNdZY49sCDzIlHkR8HhbuJqGrSKONb+FM/uLxINKwxmmsEqFGQfSbv2fjRdR5hZS8HXobKxGilTm5dxjp/MuCWt+fTL4b8I04wd7Jd+H9osAPwkMnaIO84h99/TrDvGSU/R6fvPhpzu/03v7AbwPEUcB/83e+F391E9yIvac+zh/pIekrHyQZ3ODGi7+xJmlrrLHGGmusscYa3wIE90lRXGONdyMebh80L/x3X3yVw7TEzL6EJBv8Z3/9Mw9zSt90nN3q8t/+x9/P9DmPyIS9pz7Ov9ET5q99gNnR6+t0xzXWWGONNdZYY4011lhjiYdK0EKt+IXPfZThKy8zdC/yH3363+Hs1jsPD3+74KlHtvnv/5PPMH0O8GN2n/4EfxDVDF99P8lgj9f/5B9h6vRhT3ONNdZYY4011lhjjTXWeMh46CmOw3yAfeRr/NgzP8Rf/dg7bxD67Yb3P3mWn/+7P8Dsa5q4vMP+Ex/l82d6XHvlMYrjKVe/9Evk89sPe5prrLHGGmusscYaa6yxxkPEQyVov/rcb/Bf/uuf530XnuY/+MRPPsypfEvwzONn+IW//0P4Gzvo27uMzz3CF574Dr64ewVz1OHqs7/M8d4fv2WR8xprrLHGGmusscYaa6zxlxcPrVE1wHdd+TCfevTjfOzKB79h2dNvVzx2cZP/8Wd/kF/651/nq1+7yaWPdnjhPR9nf3ybH90/g/jfYnL4Ik9/5G/T6Z972NNdY4011lhjjTXWWGONNb6FeKgE7VOPfexhnv6hodcJ+a9+6lP80QuP8r/8yxc48/iLJOfey/8ZP8oTw0v8cHaVbPo/cPm9P8yVpz9LED64z8Qaa6yxxhprfDMRijtpHrvGXxiUCPJt3vP1wVD8+bt5rfHuxPrefivw/4+w1bsQSil+4OOP8T//1z/Cd1/5HsZfP2Rz8Ccc9nb4p53P8jvzz/K1117lhf/357nz5u9hTf6wp7zGGmusscZdUCj8SqPmVXPbmgDxCoVCaUGtGOPBXU13F72ZrhTH7JiEi+WUi9WMi+WIjquJRKGUQjejAeCcpi5DxCtEK3Rwn590pbBiTs1r2+T0bIkzIUV24gAMW6PrYjFcvnaq+Wr7fiyWnquW47/V2izmqYAr+TEohVYnvYBCsYTtOVy7josRlQrQKAJRiFI8Ug7ue56+axrAaiXLOS7GUQiBUqd6Xy3OLzq46941n4lWrnnTnfSqWn7uLciriG/O3K5LgLQjC5eKAVoUDoMRw6Y9+V0v85hLxZCz1ay5w8G951BKiLy9Z77nqgmiVvsrNa8LgkKhRbH5/7V378FRVnfAx7/P8+zz7H1z280FEhLCJQWRi7dCtbWgkFBx6nRKR22d2pdabcfqaKsvnU7HGx2dDvNOWztVp1itHS+0Val38dKKCmK9oYgIokISE3LZTbL3fS7n/SNkSUgCATQXPJ8Zht3ntud3ztlz9uyenMfKDLpe37UETm85Kwp6v+/tJ6VaMey+m+sqB15x+I+NCgL68vpA/ApKPv+D5sHF0LTu/nEMfKT05Vm/uiVUBY+hD6jHCr2DXJew0Q/cfFhRDt7MWHes3hugawPrV9/r2JbW+89WsUwtX3dUxcFnpTEcE9tW8+eM5CsL9UAe9MWuHsi3oY9V8vey81kpbFtFt9Xe+u4cLMN8XP3yQxfKgHo6FOUw91NTRvDFgFCVfAx9denAyaiK2i8/GVRWfVyH3LT70HvQDXdPOlPk+h3T/xq9Z6iHnKepB+u/2q/+Afl8U1CoTsdRcA5pJ9R8OlRFQe3fTisKwjm4XxMD2xKhKJhZF4qi5NsFBYF6oGw0TaPv/d8/lkgmSijXM2TsB+OQxlTAq3PpipO46/9ewCkV38Ta9TEl+14jajk8xte5P72Upz74jFdf/H80fvAY2VTHkS8qSZIkfeFUl0pQ78GlOXg8k9F1hZl2D4G0QcBOU+UIyhMqaaERdjIERA8mNomsTtyyMNQ0s0SUSdlOhOJgCwvSCl9RglRoGt6sC7IeynoSZKxiNKuESYkMbjQK9rcR+awN1fCguP1UFwoCQQOXaqOqChXZDsysgaq48So5yjONlJjdhKP7cXXoFMRyVCWyVBcVErICdNluRLIdoRoIrYTpxCiNxTFjKRzHxRQ1S1m3Qq0ZpdLjME0vorhAI+N2owiT7oxN1rbRFQ+qUJic+IzaniSF0f2Eu5LMyLWTszxUGBa2y8HtOJRmW6hyYmhuhQIthM8bwDFyCMUk0GNSHfRi+L2olg+3W8PnV3En9qMrKqqiINIGmbTOVFUwI9XEpP3t1JLCUN2IbAG+zixWyE2w0I9bC2LaboSm4SgC1dFJm15Ej6AsmcI2XaiaToVIEIylUHCwgy4qJpej6hoFegcl2XaC+ztxuRxs2yCX9FBKGh0TXRhYaReurjgBLYfbrRPw6iiFxSgalGgxbCtE2gmi+iZRFCwgkEvjTmp4DB8GFobqokIH0wlioeB12kG1CMaylCebOS2nMC9cRSlQqhShqwqaJlDdJkWu/YRTAgWVrFtHMTSchIWiqkTsLJOsBIVWCr+VJGSn8Vo2RW4NxdDodhfgqH4cVcPRfQhdx5uNYmUNXJ3dqLE0wnCjaQbT4l4sq5SMGcBQXSh2AC3rx6trWAGdYl+cokQX/kSOUK4brx5Gcyoo9hVjdLkpsk3SOR0dB5fmgNAwFK33I69jIuwAJVY7AaULt9uDEEUIoaEqGoVlZahtnZjkyNomJdEcU9NdzC8UFLgsFOFguhxyJvjMEqY5AlNR8diF6KqK31AIOBouxY1taSQtFwlFx7AsLEtHU8DwGCRyAjXWgRMTkDVwmwWEDBchn0ppwkQoLhRNIxRL4nRbhOwEinDj0csoUdIomoPHLMRLAZruIFwGLl3HrWt4VY2Qz4NbFziqgylyVKZiFIsUIpnEznlIpTyIBKQSKjlUVJfOVH+ASruboOYw2UxSle2mztlHba6dGekcqbSGqSkEzWamZNrRTB/oLhRFY7JqU5r+CHd7FF9rGjMboIQCslkf8SToioouVETch+JoVIsUhmNiGR403Yvh0plEJz4nh552E8DEnbLw9iQwlRBpK0BRyWRChYUI28Dt0vHaJlWpLmYpSQKGB90wUHUXmstNrW4RKgihGC78Pj/VdhyXo5DpEUQsm8p0FCOXJax343faUQ0VFxohM0OJlUE3DYRjEPCF8Lq9aLoL1dApFFmmZGL47DjppIdSM44wVBSXRknWw2S7gAK9gpP0GC7iBAs9+JUA6AKtzKDSVHCpENIchF2BYhUSiutUZAOInI+AEeYkBXQlg6JbaAbMynoIpm1Uw407BRlbQ9dduJUclSSJODpTFIHhc2FlNUwlgEfYBC0dn3L42XFjOsVROqgg4OYHDbO4aGkdb37YxvNb/kNB6zayhdN4u6CWreocyvd0MmPvw8z25qiqWUBx+Xx0d2Csky5JkvSl9LX5J1NdXUdMMejqyNAVK6Iu0coUJUebU8FXTj+NkrIg8f17+XDXLlyuHrrjAQLFYcxkNyXhMEVFCrvffZ/KkjrcbW0UV9agu9xkW9NUFus0ToPiYAS9Tac0bRJxT+KTeCuTlRQxK8m8JfPZ05NgUYmP6P52diQSFCTctLWmmVQcpm5mDenGj9ByYaoqK2jLlJGOJag6OcKHiX3MjEynWCngo3g3LjuLmUrhsTTKqzz4QxWYmQzxthS+sJfOeIY9TXsp8rmZUVVLxowTTUfZ8VEzC2rrmBnws+25JxDFIWZ759D9cRsz5y2mvSuL263zlZOq0ePNfLCnhUBHCrVoEsXTz+UMXSEY9COSMZJWko/f3YEoMqg6eSaKEqepMUNxbQW+lj2cXDyVba+/R8ZsIRKppbszRunUOZRMr6GkpJjoJ/uobG5ChDwUzPgqzR0W7Z/sY24QqJvDh582obfuoaRkKr5pXqJvvEjQiqCZHhbOqqG4thrTsWhMpkk7OvMmRTgzm6G96W0MpZD3d71MWbgARDWf7IvhL6og29JExYyZlLkMXPv3kS4O09xjUlg3g5aWVhzcTK+Zw+xZc3jyfzso0y3mzVuAk0ixbWcje/e1U3dSlip3CWVV1Ux3VdCYEZxUCNG2KKLxY5QmlfBZiwnUVHO6Y5Nqb6P1vV0UnzqXd9/bgqoFWHjaQna89QwfNPfgKp4Fpe2UOZUsmFnBxx8+R2XJJDraBLPnzsW046TTKZJ2jq0dOlbGZnahycxpNUSbtrFnZzuls75CsLCGpoyG8DqcVhZGj1nMVgX+kgDPb3qDgoTNSXMqSE4KsberifnhAIFQLW/9rxmPZhHs6SA8JUxHroumgIZllxFub6Wg0k+nN4ReWsnU/Z+ys7mNLm81M2aUkE2GiJSEMC03jVkf/rY06YDgnDPn8kRKQ0vtRokmmTVvIVqFIKJpTNnTSqNwE68AMysoadcQ9lTqTzoJTJXPmpoIToHA3ii5SXPooAe1bRe26aWupop3tu5mUsVkymZVUVxUTqwjhks3sHEI5Gz+1/Qh5W4v2UiGkrJyagNedn4U47RZPvwZD9s/SeALeCl2l9O9dyeTF8ylemoZO7ZtQhCgdPI0rEyKdLuKq9rNJ/EEkZ6P6GkHNR2nrqaMRRmb93b38GlxAb4Q8L83KTvtZOqmn0mRMNnx/sv4AxHKJ88i+dkruENF5IxiPt6cY+ncQt7q3IURTRJMe5mrF2DUBck1ZqidV822PWfgUfZR7itmTwwmBXS0pk8J1pzEjO4MXbE0W32COZk0kdoiQsZUgnqW7p4kVRUGRleAVDRO4Ixz0HSVpvdipNt3MOub5xDtSVBTUUq6O8a+za/jVFSgRS2KiKKFioiYCvFsC45XEC4qJFxaw87mbk6qnY6qqCTatlG7Zwdmd5AgIdq6y5h/wSnsadlBjRFh1yf7iLsCzIuU0dGSxaf6iNoJvnHufF546w1mlVXgUly0v/U2is9FbbFJLBkk2aZTUl7J1BnVVBYV0dqSINaZYvacb7HIzKB5gry/J8auWDMLwgnCkwQfdHdQWlFHRpQRLvFiKBa+QICnPnqTmXoBlSVnU/Hmf2hJ5Gix3FTNm07xZxaqT8NYpNGzrwUzlaAoo5MoDzBz5mxefm87Z5d5EPFu4pFKkjvfojJwGtYHbx62f1HEUS4Z2NTUxDnnnMMLL7xAZWXlcXRt0pGksxbPbXmN97a9hFBK6CkqJ1lQhqkZlNNBtdrEDD1NbVUtBZE6/IXVqKocc0uSNP5N5L7keNLe3d2NqqoEg0Ggd0qcmc1heA7eA9RKJsm09uCdFCarWXh0d34hLSEEwnKwElFAYBSVDri+EAIhBNFUFyX+IhRFoSfWQXdnG1XTZw847r39O/lKeBrGcf6ds21ZaK6BfY+d6gFFQfMGMU0T0zTx+XzYVqZ36qKmD3s9y3bIJOL4QyEcO4fmcg97rBAC27Jw6cNfz8nlcCwLl88HgGnZ6K7e6UjCtkilEqQzJuFI5IixvrL3f9SFa4n4S/isPUF5iR/LzGK4D5Zf38eq1mSGrOXgFw5FQS8ulwshBk51dRyHxvZupkQKcBwTRdWG7MeFbQ857RFgf2c3bsOgMOg9EJ9DLJ4GI0Opv2TAsZm0icc7MK+a42n2J7OcUl6Y35Yy0xiagUvtfc1kzsJvDExXvKsbn9eD5h5cPulUjlzWpqCoN025TLp35qdqkOlJkt7+DuFFC1ENAyEEPdEeNMOD1+cilUrl3x8AVjKH5tNRFIVsxsRxBF7f0HX2s/h+PC43vhzEO7uI1NYghMCxBYrqoChaPv+bP95JsChMqCg85LWORiyeIZO1KSv2Hpju1vsaZi6Lqmlo2tCfzbqivdNcC4o8KIqKbdk0dieYXBhEtcwBebvrnddwe31U1w29foPjONi2TdO+fZQaOiLo4C+oRlEUcqaNqoFL1cjZDka/6dBmTw+KpiEMN6pKPq3CEUQ7eigoMrAySayuHgJVtfl9vTMJB041TCQSNDY2MmvWrN40WQ6KqqCow0+pjO1/F4+/HEMLEt/9Ea5AAF9NNa2JNiaFyjEtB01VUA9cwzJtTNMeVAccy0LRDpZvR8s+Ssqr8s+FI7AsB90Y/D7qe88K20J1DW5LOlMxCjwhXKpGtjOK5vXS0tnF5Mll2LZAVRW0oaaYA4lskoDbn39u5UzIOjRHW1m2bNmw/YgcoE0QXckkDz+9nra9rVieUhLBEtKhMGnDT1AkqVD3U0EHlUqGykgFheW1eIMVeHyRw3ZukiRJY2Ei9yUTOe3S8bFsC9cwH7Yl6YtkW1bv36EOM1CXJpYj9SOylZkgCv1+Vn33/wAQTyd58qUn+XT3K9hWgHQoTKu/gE99c8m5POitJsWtMYrVTyhSugnaaUJCEPH6KSmdRCA8CcNTgO4pRHcH5a9ukiRJkjQCcnAmjZVDf6WWTmyytCegoNfPhQ3fg4be523dUTa98SqffLqVTAJso4icJ0izN8innjKyLi+O6oIs6PtyBBujBJRGvGTxksHt5HpXCbNNDNtBFwK34sJneAj6gwQKS/AFC3AHghheP5ruRnO5UTUDTTNQVPltjiRJkiRJkiR9Ho56gGbbvctqtra2fu6JkY7dwroFLKxbkH8uhCCW7mZvexN7Gz+goz1ONilwMLA1DzHdTaehY+salhbC1HRyqo7ov3xwBugBrSWLTgsqjWg4aDioOLiwUQ881nBQRN//B2bNCvKP+28DcfA5BxcE7t2mQP9Zt30PD+xThDiwAG/vpvzdOMTBpYx7H4n8QqiK6LtQ79FK/4sLhtjed84QyRi0JGz/qw2eY923Cq6KSsiME7JGcLsEZeBrDnuY4hrBOqwju8eOCxWv0q85GMHEZ4GC5vXA4W4yryh4fQXDLM3c/0WO/l5AmlsjFPQc+cAviObXcQUON334WO4Tc5hzDnu5o3+tw58x/F7V5SFYNG1EyzQfTl8f0tenTCSyH5QkSZKOx5H6wKMeoLW3996H5Pvf//5xJEuSJEmSevuU6urqsU7GUZH9oCRJkvR5GK4PPOpFQjKZDNu3bycSiRy4Adv41ffHdycKGc/4dSLFAjKe8e5EiMe2bdrb25kzZw4ez9j9EnosMpkM8+bNY+PGjeO+HxyvToQ6PNZkHh4fmX/HT+bhsTtSH3jUv6B5PB5OO+20zyVxo+FEW2FLxjN+nUixgIxnvDsR4plov5z16etMJ2r6x4sToQ6PNZmHx0fm3/GTeXjsDteHHPEvWCRJkiRJkiRJkqTRIQdokiRJkiRJkiRJ44QcoEmSJEmSJEmSJI0T2o033njjWCfii/TVr351rJPwuZLxjF8nUiwg4xnvTrR4JiJZBsdH5t/xk3l4fGT+HT+Zh1+Mo17FUZIkSZIkSZIkSfpiyCmOkiRJkiRJkiRJ44QcoEmSJEmSJEmSJI0TE3qAls1mufTSSzn33HOpr6/nzjvvHPK4JUuWsGzZMhoaGmhoaODhhx8e5ZSO3CWXXMKSJUvyaf3zn/886JiXXnqJFStWHDbm8WDnzp35OBoaGli6dCmXXHLJoONGEvNYe//99zn//PPzz2OxGKtWraK+vp5Vq1bR1dU15HmNjY1ceOGF1NfXc+2115LNZkcrycM6NJa7776bpUuX0tDQwI9//GOi0eiQ591+++0sWrQoX05XXHHFaCX5sA6N55FHHuH000/Pp/M73/nOkOeNtAxH26HxXHbZZQPeR/Pnz6epqWnQeSONWzo+E6X9HW3D9cfDtYGZTIZrr72W+vp6LrzwQhobG/PXuuOOO6ivr2fFihW89NJLYxLPWFq3bh0rVqwAhm+nHMfhlltuob6+ngsuuID3338/f/6//vUvli9fzvLly8f1550vQjqd5qabbmLp0qWcffbZdHd3yzp4lB599NF8G3fVVVeRTCZlPRwLYgLLZDLilVdeyT8+//zzxY4dOwYdt3jxYtHZ2TnayTsmP/jBD8S777477P5kMim++c1vira2NmGaprjooovE9u3bRzGFx+6hhx4Sv/3tbwdtP1LMY+3WW28VZ5xxhjjvvPPy21avXi0efPBBIYQQDz74oLjllluGPPeSSy4RmzZtEkIIsXbtWvHXv/71i0/wYQwVy6uvvipSqZQQQog77rhjyDISQog//vGPYt26daOSzpEaKp6HH35Y3HTTTUc8d6RlOJqGiqe/aDQqli1bJrLZ7KB9I41bOnYTuf39og3XHw/XBt5+++1i7dq1QgghNm3aJC6//HIhhBCvv/66uPDCC4VlWWL//v1i2bJlIpfLjUFEY+ONN94Q3/72t/NtwHDt1KOPPiquvfZaIYQQu3btEhdccIEQQojGxkaxbNkykUwmRSKREA0NDaKjo2MMIhkbv/rVr8Tvf/974ThO/p+sgyPX3t4ulixZIuLxuBBCiBtuuEHceeedsh6OgQn9C5rb7ebMM8/MP66urqajo2OMU/XFevfdd5k9ezaRSASXy0V9ff2E+HbHsizuueceVq1aNdZJOWqrV68e9O3Pa6+9xnnnnQfAeeedN2QZ5HI5du/ezVlnnXXY40bTULF87Wtfw+v1AjBz5swJ9R4aKp6RGkkZjrYjxfO3v/2NlStXYhjGKKZK6jNR29/RMFx/PFwb2P/9d9ZZZ/Hee+8hhGDLli00NDSgaRqlpaVMnz6dbdu2jU1QoywajXLrrbdy880357cN105t2bKF5cuXAzBjxgyEELS2trJ161bOPvtsfD4ffr+fr3/967zyyiujH8wYaG9vZ9u2bfz85z9HURQURcE0TVkHj4JpmqTTaVKpFADhcBhd12U9HAMTeoDWX0dHB++88w7z5s0btE9RFL73ve+xfPnycTl97lBXX3019fX1rFmzBsuyBuxra2ujpKQk/7y4uHhCfKD+97//zemnn05ZWdmQ+w8X83jU1dVFMBgEIBgM0t3dPeiYWCxGKBRCURQAioqKxn1ZPfbYYyxatGjY/XfffTfLli3jZz/7Gfv37x/FlB2dJ554gmXLlvGjH/2Ijz76aMhjRlKG40lPTw+PP/44F1100bDHjCRu6dhN1PZ3tPX1xzNnzhy2DWxra6O4uBjo7aMDgQCxWOxLm8dCCFavXs11112XzxcYvp0aKp/a29u/tPkHsHv3bhRF4Yc//CH19fX84he/OGw/LOvgYBUVFVx66aV861vf4te//jXbt2/n4osvlvVwDJwQA7RsNsvVV1/NNddcQygUGrT/qaee4vnnn+ehhx7i5ZdfZuPGjWOQypFZt24dL774Ihs2bKCtrY2///3vg45R1YHFZprmaCXvmNi2zbp167jsssuG3D+SmMebkZaBpmkjOm48uP/+++nq6hr2b5d+8pOfsHnzZp599llOPfVUbrjhhlFO4cisWLGCrVu3snHjRlauXMk111wz5HET7X103333ccEFF+D3+4fcP9K4peMz0erNaOvfH8Ph28Dh9n0Z8/jee+9lwYIFg+4pdbi8kPk3UGdnJzU1Ndx999089dRThMNhbr/9dlkHj0I8HufFF19k/fr1nHXWWTQ2NvLaa6/JejgGJvwALZfLcdVVV/GNb3xj2A+WbrcbgIKCAs4880z27ds3mkk8Kn1p9Xq9LFmyZFBaI5HIgEUcotEo4XB4VNN4tJ588klmz57NlClThtx/pJjHo2AwSDKZBHobtIKCgkHHFBUV0dPTk38ei8XGbVlt2LCBxx57bMjOrE9fOSmKwvLlywf8QfV4YhhG/tvShoYGmpubhzxuJGU4XiQSCR5++OEhF9npM9K4pWM3Edvf0XRof3y4NjAcDg/Iy56eHoqLiwmHw8Risfz2L0seNzU1sWHDBhoaGrj00kv59NNPufjii4dtpw7Nv2g0SiQSGXL7lyH/AEKhEF6vF8Mw0DSNc889l9bWVlkHj8Krr75KbW0t06ZNY/ny5Vx//fU8+OCDsh6OgQk9QEun0/z0pz/l1FNP5fLLL89vj0ajtLW1Ab1TLXbs2AFAMplk06ZNzJ8/f0zSeyTZbJatW7cCvd80PPfccyxYsIB4PM5nn30GwNy5c9m+fTudnZ1YlsWzzz572ClpY81xHO66664B5dM/nuFiHu8WLlzIU089BfQOQPvKwDRN9uzZA/R+YJ46dSpbtmwZdNx4sn79etavX89f/vKX/BQGGBgLwObNm/PTT59++ulxW06vv/46mUwGgI0bNw6Y9rxnz578t3jDleF49MADD9DQ0EBhYeGAqPEIuwAAAwZJREFU7f3jOVzc0udjorW/o2mo/vhwbeCiRYt48sknAXj55ZeZPn06uq6zaNEinnnmGWzbpq2tjR07djB37tyxCWoU/eY3v+HZZ5/lmWee4d5776WmpoYHHnhg2Haqf/7t3r2bdDpNVVUVCxcu5L///S/pdDr/mefQX+VOVKeeeipvvPFGfpXbTZs2ccopp8g6eBSqqqp4880386s0bt++ndraWlkPx4AihBBjnYhjtXXrVlatWkVlZWV+29KlSzEMg+bmZm677TZaWlq48sor6erqQtd1Vq5cOW4XqshkMqxatYqWlhYMw2Dx4sVcd911bNiwgUcffTQ/9e8///kPa9euxbIszj//fK688soxTvnwnn76aR577DHuuOOO/LZHHnkkH89wMR/60/hY+sMf/sDzzz/P3r17mT59OqtXr2b69On88pe/pLm5mcmTJ7N27VqKi4tpamrinHPO4cMPPwRg7969XH/99cRiMWbPns2tt96aX5BjvMSyevVqgAELTzzzzDODYrnlllt48cUXcbvd1NbWsmbNmgF/KzEWhorn7bffZv369RiGQVlZGWvWrKGqqgqAuro6XnjhBSorK4lGo0OW4XiL5+STT2b58uX885//JBKJDDi+fzx33XXXsHFLn5+J1P6OpuH64+9+97tDtoHpdJrVq1ezc+dOCgsL+d3vfkd1dTUAf/rTn3j88cfRNI3rrruOxYsXj1VYY6KpqYkrrriCJ554Yth2yrZt1qxZw+bNm3G73axZsyY/iPjHP/7BPffcgxCCVatWsXLlyjGOaPRs3ryZ2267DcuymD9/PjfeeCMtLS2yDh6F++67j/vvvx9VVZk1axY333wzuVxO1sNRNqEHaJIkSZIkSZIkSSeS8fMzhSRJkiRJkiRJ0pecHKBJkiRJkiRJkiSNE3KAJkmSJEmSJEmSNE7IAZokSZIkSZIkSdI4IQdokiRJkiRJkiRJ44QcoEmSJEmSJEmSJI0TcoAmSZIkSZIkSZI0TsgBmiRJkiRJkiRJ0jjx/wEgoWPf6GTHQwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "folder = \"lognormal-truncated\"\n", "distrib, truncation_type = folder.split(\"-\")\n", "\n", "print(colored(folder, 'red'))\n", "posterior_glob = !cd \"{resultsdir}/{folder}\"; ls trace-*\n", "cmdstan_data = az.from_cmdstan(posterior = [resultsdir+\"/\"+folder+\"/\"+x for x in posterior_glob], \n", " log_likelihood=\"log_likelihood\")\n", "cmdstan_stats = get_stats(cmdstan_data.posterior.drop(['e_raw','s_raw','e','s'])) \n", "\n", "az.plot_trace(cmdstan_data, var_names=['mean_SI','sd_SI']);\n", "plt.savefig(traceplotsdir+\"/trace-\"+folder+\".pdf\", format='pdf')\n", "az.summary(cmdstan_data,credible_interval=0.95,var_names=['mean_SI','sd_SI','param1','param2'])" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mCorrelation matrix\u001b[0m\n", "[[ 1. -0.0681637]\n", " [-0.0681637 1. ]]\n", "\u001b[34mCovariance matrix\u001b[0m\n", "[[ 0.01273161 -0.00065979]\n", " [-0.00065979 0.00735901]]\n", "\u001b[34mPrecision matrix\u001b[0m\n", "[[ 78.91128137 7.07496647]\n", " [ 7.07496647 136.52222162]]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# correlation between param1 and param2\n", "az.plot_pair(cmdstan_data, var_names = ['param1', 'param2'], kind='hexbin');\n", "\n", "param1 = cmdstan_data.posterior.param1.values.ravel()\n", "param2 = cmdstan_data.posterior.param2.values.ravel()\n", "print(colored(\"Correlation matrix\",\"blue\"))\n", "print(np.corrcoef(np.array([param1,param2])))\n", "print(colored(\"Covariance matrix\",\"blue\"))\n", "print(np.cov(np.array([param1,param2])))\n", "print(colored(\"Precision matrix\",\"blue\"))\n", "print(np.linalg.inv(np.cov(np.array([param1,param2]))))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[31mgamma-truncated\u001b[0m\n" ] }, { "data": { "text/html": [ "
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meansdhpd_2.5%hpd_97.5%mcse_meanmcse_sdess_meaness_sdess_bulkess_tailr_hat
mean_SI4.8930.6023.8126.0980.0020.00275266.062858.095863.058637.01.0
sd_SI2.8160.6131.8364.0160.0020.00262871.043748.094386.056072.01.0
param13.2340.9251.5645.0930.0030.002111046.0111046.0103785.071342.01.0
param20.6730.2130.2831.1000.0010.000106138.0106138.094882.062231.01.0
\n", "
" ], "text/plain": [ " mean sd hpd_2.5% hpd_97.5% mcse_mean mcse_sd ess_mean \\\n", "mean_SI 4.893 0.602 3.812 6.098 0.002 0.002 75266.0 \n", "sd_SI 2.816 0.613 1.836 4.016 0.002 0.002 62871.0 \n", "param1 3.234 0.925 1.564 5.093 0.003 0.002 111046.0 \n", "param2 0.673 0.213 0.283 1.100 0.001 0.000 106138.0 \n", "\n", " ess_sd ess_bulk ess_tail r_hat \n", "mean_SI 62858.0 95863.0 58637.0 1.0 \n", "sd_SI 43748.0 94386.0 56072.0 1.0 \n", "param1 111046.0 103785.0 71342.0 1.0 \n", "param2 106138.0 94882.0 62231.0 1.0 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "folder = \"gamma-truncated\"\n", "distrib, truncation_type = folder.split(\"-\")\n", "\n", "print(colored(folder, 'red'))\n", "posterior_glob = !cd \"{resultsdir}/{folder}\"; ls trace-*\n", "cmdstan_data = az.from_cmdstan(posterior = [resultsdir+\"/\"+folder+\"/\"+x for x in posterior_glob], \n", " log_likelihood=\"log_likelihood\")\n", "cmdstan_stats = get_stats(cmdstan_data.posterior.drop(['e_raw','s_raw','e','s'])) \n", "\n", "az.plot_trace(cmdstan_data, var_names=['mean_SI','sd_SI']);\n", "plt.savefig(traceplotsdir+\"/trace-\"+folder+\".pdf\", format='pdf')\n", "az.summary(cmdstan_data,credible_interval=0.95,var_names=['mean_SI','sd_SI','param1','param2'])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mCorrelation matrix\u001b[0m\n", "[[1. 0.93682621]\n", " [0.93682621 1. ]]\n", "\u001b[34mCovariance matrix\u001b[0m\n", "[[0.85486961 0.18434438]\n", " [0.18434438 0.04529412]]\n", "\u001b[34mPrecision matrix\u001b[0m\n", "[[ 9.56032229 -38.90994089]\n", " [-38.90994089 180.43905497]]\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# correlation between param1 and param2\n", "az.plot_pair(cmdstan_data, var_names = ['param1', 'param2'], kind='hexbin');\n", "\n", "param1 = cmdstan_data.posterior.param1.values.ravel()\n", "param2 = cmdstan_data.posterior.param2.values.ravel()\n", "print(colored(\"Correlation matrix\",\"blue\"))\n", "print(np.corrcoef(np.array([param1,param2])))\n", "print(colored(\"Covariance matrix\",\"blue\"))\n", "print(np.cov(np.array([param1,param2])))\n", "print(colored(\"Precision matrix\",\"blue\"))\n", "print(np.linalg.inv(np.cov(np.array([param1,param2]))))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[31mweibull-truncated\u001b[0m\n" ] }, { "data": { "text/html": [ "
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meansdhpd_2.5%hpd_97.5%mcse_meanmcse_sdess_meaness_sdess_bulkess_tailr_hat
mean_SI4.8760.5633.8135.9580.0020.001113249.093968.0140871.063132.01.0
sd_SI2.6860.5151.8993.6530.0020.00272640.053418.0136611.058121.01.0
param11.9310.2991.3572.5270.0010.001142339.0142339.0138167.071978.01.0
param25.4750.6294.2766.6960.0020.001125164.0107686.0145017.065708.01.0
\n", "
" ], "text/plain": [ " mean sd hpd_2.5% hpd_97.5% mcse_mean mcse_sd ess_mean \\\n", "mean_SI 4.876 0.563 3.813 5.958 0.002 0.001 113249.0 \n", "sd_SI 2.686 0.515 1.899 3.653 0.002 0.002 72640.0 \n", "param1 1.931 0.299 1.357 2.527 0.001 0.001 142339.0 \n", "param2 5.475 0.629 4.276 6.696 0.002 0.001 125164.0 \n", "\n", " ess_sd ess_bulk ess_tail r_hat \n", "mean_SI 93968.0 140871.0 63132.0 1.0 \n", "sd_SI 53418.0 136611.0 58121.0 1.0 \n", "param1 142339.0 138167.0 71978.0 1.0 \n", "param2 107686.0 145017.0 65708.0 1.0 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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rqaHnf0i2dQtdm++/6OMkUlm27vkF8hM/5JEtLUy2pmhKtGGWp69C1EIIIYQQQogbmSRo56Dr0Gjr48EtLVTzh9h++4fRNO2SjtW99UHSTR20VX5CdyqJ23UrYSqFH0RXOGohhBBCCCHEjUwStDX4XkAjm8BubmNncJzWrt20bdp9ycfT9ATbbvsQpdmf8DNbW5jt7CJOpTlybOIKRi2EEEIIIYS40UmCtoZDP36TufY2sr5NsrSfLbt+7rKP2dF7J9m2LexVA9TTCdxsB8d+8J0rEK0QQgghhBDinUIStDXkDo1Rbd/EbZkqzW1baOu+/bKPqWkam3c9jr+wn92pBF77NuqWcQWiFUIIIYQQQrxTSIK2BpskbnMHtycG2Xzrey957tmZOvvuJpPt5o7WIpX2buJMFtcPr8ixhRBCCCGEEDc+SdDOoJRiYVM72dBmc9qjq//eK3ZsTdPZvOvn6LdfJ0wkqHf0cugnh6/Y8YUQQgghhBA3NknQzjA+PEGuo5Xd+jR9Ox5B0xNX9Phdm++nJaWzUzUw2/s4/uqLV/T4QgghhBBCiBuXJGhnOP7KMcxsK7clZ+jZ/jNX/Pi6nqR3+yPcnhmn0d6HHasrfg4hhBBC3DiUUsRhvNFhCCGuE5KgnWFOpWjCY3v7JlKZ9qtyjp7tj7BDjaE0nUbPdmw3uCrnEUIIITZatTBPHEvycT7urIk1Ut7oMIQQ1wlJ0FZQSpHvauFWfY5d+9571c6TyrTRv+UedqoFKl39HHj++at2LiGEEJcvUjLa4VJEUUgxN4VRLmx0KNe1yJGOWiHEaZKgrbCQK7LQ2szWMEfbpj1X9Vx9t/x33J4apdHWw4ljR67quYQQQlyed1p+FquYH0+9ScO3ru6J3mHPmxBCXAuSoK3wyk9OoICsYaJpV/epaWnfzh0dSXRNYXTvuKrnEkIIIVY6NeSw7l3lBE0IIcRFkwRthekgYLuep3Pzg9fkfNt2vYdd2izV3q0YVdm0WgghrldXaDtMIYQQ4oIkQVsSxzFzbS30+gu86+FHr8k5u/ruZTdzGG3d/OBf/vmanFMIId7pjh8/zpNPPrn8c7Va5ROf+AQf+MAH+MQnPkGtVtvA6MSNpFGbpF4Z3egwhBA3GUnQlgxPL2DpTaRKFTraW6/JOTU9wX39t5AkZMiTl0IIIS7XF77wBX7zN38TtWLS2Be/+EXe//7389JLL/H+97+fZ599dgMjFDcS36kSePWNDkMIcZORrGDJjweP000Vrxxd0/Peevd72a3PYGyVeWhCCHG5PvvZz/LNb35z1e/279/Phz70IQA+9KEP8corr2xEaOuiYoVZczY6DCGEEBsoudEBXC8mIp1eP09P39Zret50Uwdb7QLD2d2MDg+zd9++a3p+IYR4p6vVarS1tQHQ1taGYaw95/erX/3qhlfXyiWL/KzBPT+9bUPjEEKIG9XQZIV0KsHubR0bHcolkwoasFArUtQ70SsV7n7goWt+/m3ZzWQ1j+/8+MA1P7cQQrzT6frqr7ogWHvPqU9/+tMMDw+v+u/73//+BY/vOlduJcQ4Xhyaqd5p6/oLIcQ1slCxmVm4sYcmS4IG7B8coFk5RDWH2/btvebnf+R9T7IznqWwqf+an1sIId7p2trasKzFJKper9PRceV6Va26wfTwMQLfu2LHvFixUryRq2D54YbFIIS4NHEQ4FeqGx2GuM7c9AmaUopjNZctboVkFJNOp695DOlMhk2VCqV0N6VG45qfXwgh3skeeeQRXnjhBQCef/55fvZnf/aKHTuOFpMitbSv2BVzEQW0aKnq1gjWn6C54WJCqdQVjvscZJsCIdZWPzmCMTCw0WGI68xNn6BVyuPMqm4ypQrtTU0bFke6ptOqWTz/4+t38roQQlzvvvKVr/CpT32K6elpnnrqKQ4cOMAf/uEf8t3vfpcPfOADvPzyy/zBH/zBFTuftpR5qIvJqK4Dpr/YGehHaw/3FEJcGypa3+J0JavCnJm/ytGI68VNv0jIwfFBNNWPqpfZecftGxbHAx/475k9fpihVM+GxSCEEDe6p59+mqeffvqs33/ta1/bgGgunQKuZtEpoS32z0bXqIImhFibts7y8snZURJ1xbYHN1/liK4Mzw2Jwpjm1ms/Mu2d4KauoEWhx0DFZYdrozTF3e/66Q2L5Y59d9BarFFKbGK6ML1hcQghhBBCiOtL0lAknBunUj86WGD8ZHGjw7hh3dQJWjl/lKl4C92VBsQx/Vs2tleiuRrRHpu8Mjy4oXEIIYTYGMt96Vd5FUdt6Uzv5NUi41hhOTKEU4iN8E7+bLkWbuoE7cT0IDZZUsYMWc5eivla69+zlc5GnoF6iih0NzQWIYQQF+EKt0WuetPmJli1Yzxn8NbgwkaHIcQls8cPEzZqiz/caPnOO/8jhjCKee1IDj9Y3zzCi3HTJmieXWLQgH7Xw47qbN7cu9Eh8fj/8EGyhRoVOjkxfmijwxFCCHFBN2YrRF9K0HRt7WZAMV+nkN+4fYSUUpQN57KO4flXvtEkxLUUO3XcqWPrum14pVeSvUzadfjZGMchceSv77brmJ/reiFhFNO4CpX6mzZBK+XeYlq7hb0meLrG7Xffs9Eh0ZTOsMkO6QwM9k/npDwshBA3q3N8/F+p74WmRAaAruzae8It5EwKOfOKnOtSLFRsBsbKhNH11ei8mmKlCOMb93s/Cj1iWRX0ohiGQRBemf0LD+ZrFO2N24/xRmAUT1ArHF/XbV+fPsisMQ9AHPqoS7y2czM1cjO1i77fTZmgKRUzMXucUtxGZ20BdI1bb79jo8MCIJtJ0FIrMOj3YVbGNjocIYQQG+DMZfuVUsSRTzV/+Kwh8IWlRpl9FYbZKKUIDOOyjhE5DpU337qoveLipUT0ndpRGYUx/hkbi4+7HgfzixsWR7Fafuxqxb+vJL9aJbQvr0q5klE8gVEaumLHuxQqjnGsG2c/2Vwux3i1hn+FXl7nKnwGXLINKKAF3vk7lVR8cc+P4S2OIrCH38A6+dYlxVQpWlSK1kXf76ZM0IzSEGNeB61hhOVMkYxjWltbNzosAB576j/QWinSUM0cHDu60eEIIYRYp9i1iP3Lnz8cWhZ+bXVSNHLkDQpzE4vnOaMnt7HU0PejmFnTIbiCVSevUKR25CjxZfTyR+7Sc3IDJ1tWbfqKVoemJyssnFGhbKx43d7KV5k2F5OnxnAJd+7C1cycmSdnrn/OnXFsAOPIkXXffj1UfOnXiYpCgloBAKPqEK6RbNRqNcLzXIuV4jwzI9d+02fTNBkcvLQF3maiJONR4gpHdPMJPJN6ZYwodNHDAsSX3/mwKsdcurY9z8O27cs+9oXclAlaaWY/c8nb2WtEVHHp6Wjb6JCWbbvlVrp9nR6nzFtl8N3L67kUQghxbdhjh7BH3ryk+66skNgzMxjHzm5k2vVTw2RWJzqnqk2aBnMNh1xjdZK4VuPxXBtrqzOSO3XZw68urfpzepXJC9/Wu8SqQRiGuO76EmrPKePZ5Us6z5rnXkfMpnc6IQztCyeH49UZ6v7F9dSvd5PkSxXWq+t+/f3iNN7cMAAzExVmp88eFjY/P0+xeO6l28Pg9PwipRSV+beJgitXJTwX01w7gV7XY9fgygxy5EadEntFqBVVdz2qkgjP7qyIohj3MueLTUxMMDU1dXF3CiLCxvrmvp1y0yVovlujWBxl2mtld93HS+jcfse+jQ5rlXTg0VTKM652MDt1YKPDEUIIsQYVR+edcD40NES5fOFG/UTN4sB89dLjWPr/ykn5lTffWq7C1evrW+zDrzkUh679vkUN32L/zOqFsU4tMrmepv3+Y/Pkyxc/hGh6epqJiYn13+EqN34vtb7YsH2Oj19i8rhiNU+vXLnECDhr+Gqp5jA+XcSdHiCqn33c0UqDsnPGfKkzkhm1Yj7egVyFk5ULD1206ys6tZcWeQj8ixvymM+ZFBcW3zNmpYhZLV3wPmslYrEf0RgqEfsXTr+u1KV1PeVnG7dQ7LnfSeWStfzars/ZD2Lla33mmfINl4Hi2cm6XnZwZi6u4HLTJWil2TfIpe8gqSBhTEFCZ8899290WKu869EHaW1USEYhP5melUm3QghxHWrUJmlURwDWnECulKJWu/Dk8LLjE4Uh8QUXiFiqKsUx7kKBOAiWzrPyr4six8Gdn7/guVdW0uYMm8FLnJMUhyGRd/YCBZF1/qF5cazIGUXCM+aGBONV/GIRz1tfhcvxLr4Gcb6hcmu5mDl0V5s5NIy/dG1N5euUapf2ugWhYuDQHHapgnn8OGFjdaJrTVRx86sTnOKPXsWvnO5QsN2A//bfXsSsnU7EBicqzOYXX/u15v2UXZ8p4/zDxFbmPAqouheuQKTS6dXxN3yii6wSlvJ1FpaGlOanx8hPjV7U/U+J3MX3Qxxc4LpR4MfGqufJCSLeyFUI1pm1X0yV2mh4GI3V71UVhThTAxc9R2sjqTgispfmiNk2IyMjS385d2YYR2s/T4ZhrHmdnCvJ9ELvrM8sgLm6gxWc/lyp1T388NKe05sqQVNxRGnuAJPJO9hj+ixEeRJxTFdX10aHtsqdj76HjjBJT7XMYLiD0tylDZkRQghx5QRRwIyRW/555WId3sLkqtvabsB8aX1VnXq1xMCx47xxPA8a+MC5cjV7ZoLG4H7qw8M0RhcXklIoiOPFf11iYwAW57ApFa7qFDxYdSjHF+4KN4+foPLG6hEfKgpwpo4RrlFBOWV8zuDo6NkVCg1wjdp5h7PBUuN/xXLYQRAxcGiOKDy7URw2rFVJpFKKODSpTg9SK6xe3KJolTkwe5hoReJXPfQ21uTkeeNZM0alGBwcxFsjgV3LsdES5pnDoVZcD3Hg4cxOY41PLB3/0hPHIFw8cLD0OM88VuyGBFUHv+ZQH5lbTgS8FZXhuh2glMK2TlcmYqVoKjj4lZDq4BBjY2PESwluYLgQqwsOX72UCkwikVr1c6XUoDBfXzqvQfFHr56VzFjGDL57uiPFd89dcSvZHtE6Vtp0CwUqbx5cZ9QhipAwPJ1ku1GECnyWXp7FzoTzPGHWxBH8wuKwO6XOHlasooA4WLz+Dp8scvjk6vdVZBlEjepFzaE1y6PYjdPv3csdSmrPzp3VQXA+fmEaZ+IwAJZ18RX0U5RSTE9NXvCzZqXJ2hxjlclz/v3U8OQjI0UmL3E13JsqQTNKg1i+z0gjyV1GTEUL6W7Nol1nG3Zquk7ascgYsyyoTZwYf/OG6tUQQoh3ojkzz1Rtbs2/nfkZPVtoMD89TuCfu1F+au5Uw6gQhgqVq+G5AdPJJOOWzdixg0RuuKqx5ebzOHOnNq5Vy/+zjGlq08dojIwQhhEjs/665jkBHFkwqDiLCYHrL1ArrJ7/Vl0jQfMr80zMDTFUXIwlXKOBFC/NB1L+uRtuhuWdc0RSqEIqTo1affE5VHGEihXB0s/O5DGswdfJVMdxgoAfj89hW4t/m50+e8ho9dAhqm+taDRHFrFXxC4UcEurk8h8o0jg+Pglm3hpPzUNjaB29jClWCnqK+aLxSpePQxq6d+NxmLDPwwiPGd19a5uulQrDWzfpmK6FGvnri4544fxC5MAGOUCo0cP4LuXOotJgyhGnaOysHzOmSrmwDjW2PxynhArxVC5vrgPVFgn1yicdT+3ZNEoVfB9H99fusZydQJj9fsiCII1q0BKKWpHjqKCsx9fZAeoKGaqNrtmNWMxSFD+UmJo1jG9BmG0+lieXcIyphf/7dpUC2P43toN/rGaxXzDoeaaHJhdTA6Oj5fZf2KIYMUCKdHFVKI18MNw1b5bYaOGvzAOgOX6jIyMLD4/aw2ljBWxXUf5DhowPJBnYmT1kFd79G3sk2tPmYkDD3fmxKlQ1q1cmmP85NsAOL5DtTiIbZ79+egHEdX6hRM/a3wcc2h1R0m+XuBI/sSat1fh+ud0mTXnnFXGSiFHKTd9juvv3Md0gnN/th+dnmJscnHYdnwR1c2VbqoErTj7BsW2R0ij0WPUCJNJ9u67baPDWtN973mIFs+l3akz4PVTXZAVHYUQYqNcaPnm+aJF1VzdCFFxhLPGED974giViSH2H5vHXZqfkog09CBieK/kyCoAACAASURBVGAIK7CxzIhwzsWeqBJUTx1XocIEoZVcfR6gbvu4DXMp1qXEz6xQr5wenuW6LpNrVIDcKFpeqv/0MRV+GC32xsOqjkwVBbhzQ0wViszP5dds2PgV++wFR5TCnp0l8G3mzDyNczSCT7FCkyNTExwZKVIzylQXjuKVG7izi48zshaTQ90zyRfnKefnlhtUnhsS+i6hvzrRWbkoRhy6qFONrKU7xrFicvgYuVyJkanqctzn4rkBU5UGJ8qnq0evTx9k9Ize9TisY9s2g4ODjJ1RvfA8j1rFpmrVGRiaxql7OIHN8cJJcvUFIqWIopCTh/fjOhYqPJ0M2g0Tp+5RO2NT8dC3qMy/fVa8KlaEYcD48UPLQ7r0oo2ft864XbS60yE+VTmzUUund8MIwwuwwpBInT9BjAMPd/oEzvSpPagUoVLLK46Ojo4yc3Kc6pEzlumPYwLDIDhjEY6a61Mer2DNGcwY8xSsEvXhk4RLq+sppfDdGpodEJeWrgEN5usFpquzAJRee51gaX6mZdkEQUB86ppd4zUPAxvHnOPoaInRhRx+FOC7NUpVi6JVoWide67adG2Omrv6MRgNb3lYs+VZ5Cfn8BYm8ebHV73Gfhie7uiZzOEVi5ycKlOvLJ7v1cNz1FZUXMMgxm54lGwPb6mirsLT7+9YKYp+sJw4xLaJYflM58vEUUDBWl+VMAxWVNpzxyhYJVzrdJIeRYudS989NMP/d2SGoWN5vHN0JKgoWHPBmmkjR33F54TnLg3rjhXROToVlj+pliq2YRgxPV6hVrFRgUdoLV4PoWVhHBsgXHpuVw5x9FwL4oiKVSVc6hAKrcXFek4l0o3zLMjjFqfwlz77VeBTLpx9bRiV81fsbpoEzXMqmKVhxtRO9tgB+WACkjp77nnXRoe2pvve917aPI2eSoEhtZfp8R+9Y/eDEUKI613dLFJeWPyS9cplVBQRx9HyHK6S4ZAvLzUO45jAW+pBX/rYbhgVTh7eD0DYMBg7vrhaXbjUyEgHi82KU8PA0H1CZpdub5+eK6YgshcTNt/ziKKI0K5jF+cwKzUidboh5tkFAu90w71Wq+E4DuWFORyrQRSqc1avSjWX0akSQeBgx2dMql+6T2R72NPzBHV3VQIXWj7egoVfdlFLqziGkWL84HHqI2PkDrzM5Pghhsvjy42s0I8pLTTOOI0iWPr7ckVjjYajqpaIzqjgBbFi4ehJ7JnV84ecwMV06ygV4+ROEJyaN6UgCkPeOD7P4YEpqgtFGnGSY+7qZPhMQwdHGR06Y65fHFIxFl+7wGsQhS6xm6d6cj8q9DFcH3tF8jo+Pk59RQeAa3lU/MUKyHhlmiOWzZznE0QRr741ftY2CmqN5yTwF1+zM9sNjeESVq5KGPgESxWISCnCpSrhyNQ0J0dHqS4cXbWnWclzmdF0VBgQL88LXL3S5vkGI0X1MpFtENUrq4ZRHp45PWS4UakRxTEnD+8nWoqtnJ9lrlDEMGxQCi83QlhbYLjSYNBxIFbERY9wxMTJ5xl6/SCB54NS2PUchPFyi91s+MyXrOX3UuREeEsN52qlRC6XY+UbouGHTHsrFlGxy0Shh+eH5OfyqDimWhjGr50kQmeyniBaev9WanmUOt3gnzZynCyNr3pO3jqeZ3rOQClIhilC0yMozRBU5lYs/AN106Q8P7P8WoYNi9LkGPljp/flcr0Q3wB3xXtorNLg+PDCWddHsdSgann4K66jYsXG8ko0jCkmDItjRYMojs/f7lzxglsBOMHqebgLxVkqtQruqUQpiKibLm6hTn1mnoXBHwIQVPOc+PfvUZ0cYs4JMLyAcrl8euXZyCcKHOJYMXKigFF1mJmsMjzSwJkvEi9VX1UYnR5GHPpkquOEZnn5JQ1qBbz8DEGtRuz7OLl5/OpSJwyKfKXAnJkHwB55E78wTdNsjLPUIRQYYB4dWbUY0/nEcYhr10nMjGAW57F8n9eP5njz8CAv/PtRpkbPv9fx+T953kGKM/vRmrcxXAv5xULIVFwioVro7e3d6NDWpCUSpFyTZD1GC2/laL2ZXaVhOnqvjw21hRDiZlI3GzT8NIlkCvP4CZp37iRfGEfFAammHWgrlpMv5WeZHT6GbXp4doBfdbAtA9+exLP34q+YHzUwuHoVQT9w8EIflTnd02yeOIGfNEht6WPlIKTxyXHa3GmiTXcszulx67jpFqJ4sXGbD5P85GSFvckEkTtHRm9g1XzyhSlOVMqoVC/3bjn7scZK4fgBeXuOMBfSrMcMvPEc9777l1BhgEJxqJHCD318X6ecKxIGJayaT1TM01I6Y0+nwKdiOPiNPHvbmwjqDlG1QtizHdcL0VSAmQ/J1w16+k/vSaprIbpa7Ef2rTx6UqNeruBHDm304kYBs64BQZ6olibuuY1g6bld8H2m8GlyVvdSTxs5pheGuK97F8o9ne8p4M1//wfytTT1agrT8fD6OolURKG6QGdXNxoQmCZGuUAilaK1vYugnCNMpIEe3Hye0FMkGjnQNGbKRcrlKfb09qBUTKwMVOAx7XpoaOxd6iJXKl5u2Keok9VqQMuquBtxTHppxQjPjzh9BSmWW6BKoS3PA1q8To4VDFJ+ldu27iSZWHxdYvv0teUqmC9bOK5OMprksGmT1uE//FQPvpEnUfJI9+zg4MwoyUDjlpKFb+RQwa3Lx4j8AM2oQ3+C2LMJKvNEYYRRstnattj4jcMc5WoSVIKe3j3UTRM9KuOYNnd3NFOcHMWrlWhPQsWpMTG/wE5tFz1mndlChblwhlRHGr24gO9aBLv6AKjUq5hHxnC6A4K0hefH1KbnCe8+nbDHuJwcn6b41k8IjdryPKuwDkHNh+bF202MlMimmpfvl2+4WJHGyqQtqOYJKmW8sESmaROmHhE0bAKSaE7Mydkavdk0C4V5bCfNVt+no+ZguQHplhS5qkVfaxNK0zAKFr5lQ3NMQkEQ5IA2ojhetf3DqWvjVBhe6KGFHiSXlpT3LYajDNl4cdinVyuRyFWI2u9Cd0MC18a0Z2nLbl18za0AR4sWq4XJxWsiKlUg61I3TMquQSpZ5HtHprl1x9303rIZy7fZ0daHtjTHb77hMGqn2JH0qVQqLNgaYZxhW6zwA5/K5OKQUdd3oPn0c6rimPJPjkCnIiBPsL3B4dfeWHwtLY9CpU59ocbmsE7kOBiuSWuyjFEaor33XowwoN8PsRoecRyRG82j75zGNiO8SoN5t04qext6vJgsujMnCLUMbj7AsXUswyTV0gNAwYtoVWDkZ/EKs8w0xbgdEdvaNxMEPso+/Ryf+tSN6mX8paGsTsjiQk0TJzF7dJSjqJ2Yomn7dgBsx8cwK6g4otrSymvz03R09uLWaxgVh0b+/AtI3RQJWhS6lGb3U+x9kkxDY3PdYkBPs21T+3U3/2yld3/oCV549TW2lAqc2HovD0/8UBI0IYTYAOOOhpbU0RqKyDKJvIBa1aG5RSMF2PUydasKu7vJVefwig7dcZXGyZNUN91KOTeA21igvqtItKLnOj89StTdufhDHDNfnceNNchkgKXGOw6hbRMszVOJU4uVuhgfq1TB9psJjQYNX+EnfIpugOOFVJ0II1UnX1F0pw3KuSJTYx79KQgzScJGjtB1Ub6GSiXwK3kC3+V7o2UWrBbCRBLHrJFMBcSdLZQWGgRTB9m0Ywe+AUHo4Po6P3n1e6htnWSKNn37j3Ln3sWRKZGKqVkx+apGdxeLOcNSEjulOkhVI3YVBmhOLBBGKVTzruXnZc6uEGQCOvXFx+o2DGozU1i1dpI90Ots50B5mlQqgeZn8IKIuWKd170p9nR2Egc+cRwSR4oojNETGrbvA4rYdzg8cWA5BYrjGN8JmQiayURVYBOxo4gqBkZXgqH8SVItzbwrux3PrlN/7btktu1l170PUSpNYHXuJO04NCbHCSMPtkBgG5wYPEwcu2zLnBqWFeNV60waNfo2bYHFlxjXGMMPu0FLoBOgAQkVouwKqrUL1/co2AU6ggqquY1BL0mdFu6vV9EzGhQWoPU2tNAG16JWKkJ7J77nMjYzgOtZ+OU6fd2baDRmSEX91H2XUmme+XQrWrwVfcGiWc8TZnpQboOwFhE2DGIrRapbEcUxdcvHbKqhBynseQd9Z50gDCidnMEv2njbkhhzYzRZMYG3jTB2KZsuiU6bKFbsr8d0mHW2R9PkqgaZpgZ+VVEsz1CbGiPTksRTafK1PLXZKnrcQGvtQwUBlmVQKpXpiWNyZYPOXg+lYLQ4DbHCdyqYjkk9lUHTUlQOHkL1LL7PYlWnODeI5TVwvBbMiePYXTtxVUQ2Vqf3EQRsy6PJSkKkCBpnLBYSK8zAZcYu0+YFdCuoliychgfpLEEcMlkoUrOnScWKaT9BbrLELTMm0211Wm7NMjJaJGrLMlyxyXohbt2kFibpSOin3xsLdQrj41idCYKm1NL7BoKpMXQv5sjs2+h2EtpbqU4fIV08SpTdjhP4uI7NmO3REcck5ufIJjoJloZWxipivtRA8xs0J+eZmuhh3+3bMMozVMo59FaHppqL5VeI6xN4iSTbAp/B4iixaxGfGCDfcieP3L+TfMPDV6Ail9cPDFLSXDb1wRtTLumB42wqlyGbomHOUq1Xadq6B9euEXiLCV7kuTRij+Nv/oByVZFJL7bFrXKR+bFRZh2bdqfOWDrF7m2LPRml4hA5p0Z/0LFY8ZpbIOEkMU7maWtqIyjPY84VSSTuJKjXSYYaSoEKXazJWZwmhavFJFHYvseM47M5DJkfHcU3DKKKBru2LX7+zMxh+3Xa+xULORMjrLJZayOjJzGMPKqlnXlLo6AbeEaZ4SMH2bmtmxiYy0/TkYiIVUzRcVBtraRxsRt12tuyaJFL6Ji4/vnnCN8UCVpp7k00PcGQ28k+v0HJm4JMirvuvW+jQzuvXT/zINkXf4BKzTHVt4WhisP26gStXbsufGchhBBXjG3apNIdhH6dyaFR+tMhccXG1FKQCZk0ZujVU1Qtl/nYIYwDMpmQWKsysTBFafQg/Z29vHKySI9ZQl/aTNqy6jiAFirqE7OUm5NkmzycKCCMsuRKU6hggdnCHG1NGRKuhxs3U87XsCyHqMlEuWWCWEeRAhRBFDDnxpCOiJMucVUn7Ajx0wrHDamHZWjtRgsyTHz/ecz2PZz0axCERET4qYiUmSBO6gRRSKAvNhwXhos0FjzaNzXQgNh1icIUC6ksWc9C07L4CxVejca4Z9smZp2YwWmDPhRe6JAJNhGkWGx5KEWcL4Fv4zXm8NI92B0eb755nHv39jNqVbBVmmxQQ3emyI0MYNshzYlmajmTV195ntmiSfumJjqiEK9ew29pZt4o05K6j2q9iPJtujA4/uZhEsYgplHADxQLrybo3RPSwuLwvrncKImeWwnCBIvNR0Vrtk7DTRH5aUI/IhP6TBkVxjM63WEPO2ZtRhLHqNs+E1Ee/1jAnhiSS4sIqrpDvlxFT/nkm1JEQUhQq+NbgyRabscNPMjAwswEtbJNsaqIUy3QDHqsSCiPwPOpTVlMLVRozTTI+kUSdi9+X0zN88gVJilUFwhin9iYxJyrE5g65dIE0a53MTtn4k1YOAmHmekS3pZ25pOtBJ6BW51kR9LGCjTanBy6E1D1G5QzDpuaIfY9xsdGcD0dLe4hCherdjXLpxym2TJvURp5k1Kljba5Cppv4botFGKTfGIOVW+n5MzjU6NVC/EzGnU/i28GZNsMwsgF3yMOdWZmxzGTraSadbboDZyGBo5LRyWJX/dJ+jpBHOEGLqGK8V2NmmNilyOCcoOOMCJOGRD7GOl2Qj2D48a4ZQOnYaBUJ069huk7REpRyJk4tX9iymunbzqmYczQHjehNHjtlVe5NWMS1ZqwwjIqpRNGCsMwGTgwSeiDr6eBAM/08MsWyk9A1IBMF5MTx2hLRtzm+bihh/Lb8VsToBSBZaOpLuaK87ydb3BnPI8WekRxliCxtJCM7zI4bxCHCZxkGyebmuiKNZIU0JyYeS3GqOtEYYa+KOLgW6+SsOvkzRaaEhk2JUooNKq2S3hijs4tOnhQC5MYRYPZf/sn0JtgcxP5qbeYm38d0j5R2ISuQqIowisv4DkNbBVT9yfg7n5i32Fkrkq9ZZzBtMVc0Izt+KhsjDkxitbfhlJtVE0XvxzSEcVEjovmKYI0NMUhxanj5As6vXaaJqdOLTLRsw2CwMKybyXtx9AMXn2eqmFgqzROkGI+H6A2K6qFOVScQSk4WRhGUxWSiZCsP0eY2kMcRuhxAvvtY7itNhmynCyU6W7JErgxfhDR1JoEBfOjb2BM2XT6VRqOQmsKaWKx6nr4xAEqFQUZhVOcQI9DKk6E3tGgO9OE5c2iadtp3rQTu2CjYpjKVTCsmI7ubmaKZapZl1uCCrrVQTrRDmmTQGtlzq0QWVWyDRc/PP82E+/4BE3FEYWpV2nZ+ignxur80pzDbDQLiTZ233nPRod3Xpqm0Z6OqYV1tpkGg30PcOfoS9z+4Cev68qfEEK80zTKNVJukqglwNEzOLUCvuOg3BaGpkpYTppUJubfCxHZTp1Gk063BUEYUy6ZFDb1U6EVzaxzYr7IznKBxPZthFaVhq9oSnrMdqVp1XxCFeEGMTOlAr0R2LUGUaBRKlZocjWKmRZcz2GLAt3XCcIkSSI8XSd0iwxNDtHqVFCtGmkvwnFMiq1N6GUHPJdqSw8pP0mvNY/lR1TdFjwtIAoTJJp0QharStk4TUCM6UM+V6E3ZVCr1alNtRGEAX4YoFSMlghxbAcCDT/ZQrm6gFo4SqFjE2bDIRlahOV5VH8bc1Ga24IGdpREc3QOuRH9iYh82ISXH6XbKTI6vYmG46ASEbHtYdQHcLUuyqkEtzgxtQTUyxZK16gHOi2xRxSlyag6Dk1MzY2iKR1FTCqGyaG3aKOOiiPMqEE/abzRLGZzTCO0KKguejSDOF6cz6WpEEPPkk15hKFOk784FtLI1HH9DHYU0fCrBBMNHF+RxCfwA3K5PK2ZBNzSRXLWQ0t61IKAA2MVdiZLJJyQMMiiUHizkzj9EWZsYzUsEppGFGYJbIt0qGhSGTzbozpZRNvUBUojqhZp7pplvpzEjqFWrzITx/jNWfoK44QdMUHUiZ7wmTMtcm6SOIqJY590aFKbqeJsvoUwzFBNNNMb1bBURGumQRIXP0pB6BMGGtVymSAIWNA1dLzleWPDehtxc4gWWyyML6BlbGoNGyudxgo3oaxZuuYsMs0Gmp/B1yJs3yfX6EP3QxySFDSHUDXQ3AjIUI2SGJkeMlhEqkHSzkBQJzIdSgmfrKeRIk3VrBLoPWhJj3QpT2j79GYXCKoxigRlJ0JTGpHjs7/i05ws0plKgaoRNBq4vkW1vR/MJvqdcTw9w0m3QiKdxCwbZLscrFDhRy7J5gazozZqdzeztTlKuRL5KE0UhqQIIA6Zm8ihtAhNtUMULFbAnBBb8yn6NcLmThJhyEQc4VdMcmOjZLYGdKQy+JFJQ4W0NJvUUhpuHPNmLU27MUEiGeC4XQRWK5XYp1or06pVSActVFu6wfUpWyWmzRT1pjopNyTExWtKMGcsYCVDkiRRTT4lu0IYtzFhZAlNl7rvYydCEmESxzTJtzTTn0zgkKSFFLnSOHG4jSCKURrM5ObpSJokOzUMVSJhLDA9uJnhEFJNCVQqSaQHEEXUajZB0Iwf+pSCPF41gmSaMI5QxjiN6jSl+YBM11782Ec1K0zHIFI6WmygqWaUggAHEh5eEJHVfSjaTAzPMdVw8bQstUaNlDVNlDDRsjHjIfR5JXzDQmVinMAj9jxUpgnTtSmOQ2vcRJT0mEq3s6vhMHJ4CDPVj+enCdw6egrCcoBWmsUYLWA4MUGsk8r6FN15tCAkVVC0d0cEhkvdn6c1u4NcpKF7AbWWLMlajUxSJ+VYuKkIhUYy4aCldTwtRo88NMtCiyL82CWKzr+wzjs+QavkDxP6Dcb022nXy2xv+AxoOlldo7W19cIH2GA//7Ff45//6zdoKS1wsP12ZsMSWyojtHffvtGhCSHETSPwPFraawQNn+lMhgXTpTn2SFQUttaFnklSi1N0L5TImSmSsYeb7ae7UcazTJwUtCRCorqFG3dh6lWM4gRkdTQ3QZxQhEToSpEkQRiHkIB6cZZqEJFJKIp6E+mUhk8EKBpBREtkU1c6elMCjZgggshqUG/RaYk8UEkSrQ3iKIEbhyRQxLpGHEQofKb1VoI4QM+A78fosQ4szrnQY0UykUSpmJydZj6apKteZ3jkBGZzB24ixEuaRKEio7KYuk6QDNB0F0d38SIHPaFR7+0mU6kCLlFoUwkdkvRimQn8TIRicd6b5y9O2B/Pl1CtChIpYtqY19tIajFxFGG7MXHL4pwtI24l6Sj6iQnikDAElIdX08mkYyKVop5I0RKEzKQ24Wc0Oht1YgI0Pb24ymMAcUqjYMeoBHhRhuypDaw1RRjGNAVJNEI81yPIpLAjk0HVimtq1Fra6bICEo5Loev/Z+9Nn+w6rgPPX2be/e2v6tW+AygAxEaQlEhRlCCJoiDapCW17aZ6NOrQjByeGXfYjlDMH2CH/WmWmLA9HeoIyzEfPGp73PKibtnTlky1NZZaFheJEsEFBEnsqBW1vfVumfPhVRWqQGzcVAB5f4wi3rvv3rwnT+a995zMm+cYVEtj5pqEqaElNIkygMViyyVRRfpME1FvI+KEM7PnuFwaxkJhOQnNzgomilgOl7GoohODFVuAIY4kqY45LQV0IuLEEKVt2mkVZeeJ4hXS2VXoLVNfXePEyZ/RXgzpRJrQSznt9TDVXqHRbpK0EpaA17wSbuKiTZNYh8zmR7DjlBWdMru4yMv043kJVnsGIxukBLSTCGMMl+0OdaMoJG06SRPbLhC2I6IQwtilkaZonWBZdUzUDeWfRJLUKNpRCEajjUZ5ER4Jlh0TJZLn7B4SXcCzlunETVSoCKVCaIjXOjSxEMYiWVlBOjEiapLGkoVGzAUq2FYHk3icj9pM0qSRgElsTBpyOT+AjCyWEkMvgthNSZMYs5awIhXtlVdpJTZrjkX70kVi12d54XVM/SILxQNoEuI4xBcJUaNFq1zGMSl+p82AH7PcXsaWEVobIkCkkiTp0G4kBA2DVh3qy7OUgjLSpNSR2KRIIzBAlMTMmwqaFpYQpB3Dsj1LYC8j6iEtI0gpErUj8lKgV1q0E1j0+onbkqgT4SQRTSsF28IRmk4n5m9PnMNpd+i0Iy7mClT0LCIpkWqDtlOW1hJ8A7FQoA1xu42FSyRCHLVIUm9jC4eVtqCU1DmvV1GJINU2UGbWVlhJi06i6ESrxFrQlnXiwMJthMhI0Wq7BGIVoV3WWsu4nlqPxKgJwxDXWmbertGOY6woRacgZAKxBh3w+rkGDWnQIuX7Tz3NfjrE2pBISRhLZpMl8vYqsfFp6MuY1jw5CZ3llKRdZjYAk08Jhc3rjstAZ4mmarGk6jhOHZM6xKQ0T54h1pow9rksA0J8pLRwVAPqEe1gmbPWELFxob5EVF/DCZsUCjZ5P2U1XCJvWdTbsJQmpFqQihCDQdKg01jDk2UkKTjckPe0g2Z0yszr/0Bt7CH+40ydQx3DfHgWbefYNT600+LdEpWJUZylJVYtw0A6xYu5hxg69Z8pVPdks2gZGRkZPyekTJFa4imHpuUQSokfrmJjSPwmeB4istCpRIYJWN1EvIu5CuV4lcQoOlpgdBtjPOaKe5DtFkrYOG4LAyRcybdlAK1TwjRlMRiitz0PWhOJ7oIUnSbEcYq2Y2K/iTQQE6ONxIRthNMiohuUYdXKI+MYqSPapTIuMVpAqg0daYNMMClIG4yRWLEgUU2UqpMagxCCNgpp1TkdeOT8EOIQLSQIjQWkCAwaZXVItOSyKoAxeA6kSLRVoJ2GJAZOyhJRmBLTwZV17NDCMRpImGm7+KaBMglaK1ZUHpnGSKkwBtbyCRiJMQ62SrqGOwZPBFhYkIJQmtiKSWPFgp1nWQq00AgNl+0axSgkTQVpGiIMYHfXy5FowlSyhCYwGrDQUbdmBmgKl1RLEpEgVJ0o8tBo/FILYUlmUo/ID3HPrbDk9KHXQ893dEgi/W6Ie9HCd9cQkc+83QNxd12hQeK6bbS2CI0gCTWp0diyBeRITEJHBesR6zSOY5FGAbm8xJiQ5d4x3OgMOk5QSnLp4hwWHh0sXGGRkhAKSJIQo0KIHUQCkekGjFCiTaR6cSVEseZ0VCMVIVEnxtgN4jTFctok62kXwmQFtCLSMU4pwY4EEZJFd4gVTwESagYvcqhLD60FGIORAUm4nh/PdPvgGXuw+8orhk6qkXaLatkAdS6JPiIdIEjxYomTjwibikQLXDtl1i5QLayS6JRUrWJ0D1o1yeVDCDvoVBEmCQ3l4NkWwgZDAhvRGXWKTDWpSZBxA1SNeTfPYLRAJENE6rPiDiHiJqkWIDVKC9o9JVyZ0o5tnCRkRRXRSYI23ZmTObuE0ClRvEwaCmx3lbrVi51EXF4+S94uYJTkkt2DsxHuPuwgU02SeDQsGztuEnZC7LjMZddGuDYSjRZeN3iNa9CkgI0UAkNEqFIsJDGalBQllpk7l1LxE1KZIpwUQR9KKBaNQ9KMMI0yqda0nTJOJyTRCVJeCYyxGgoWOx4NBIqYRNs4QpGmhksrIR42Oo3orHUwjToi9ljMVSBJqRXXkE5IEsZ0bI9ayWCrVdYA09FgbAwxMYqwLFBpSDtRODikJiZJNFpoEhOBVkCKjBwu+B698RqxcdFpyrJMWPYHEUKRWIa+1iKtMIIoJG35rAz6SKEwWmNEihbd+0krjtHGZSGoIpA0YqjEl1jprRElkjCOkNqQGJh3XWZVGTuNSNKE5uoKnchl0FlFUCMmIdI2JjXYXe0jhL0ZYsbEmfI0UAAAIABJREFUEVJLjEkoeGskXBVM6Sre0w7a0sxPiMM6cfV+Lrx6lk+fbXEqPIUoVZg+ct9Oi3fL3HvsI/zjiyeYOHeRpybHORDV6Z/9KdXBu3datIyMjIz3BUKY9ZDxAuFGpFhcDAYwSiJ0d9ZLuIKQGB1LpNkMjE9Lgi2cbsRAYbC9GJOAlW7PdHPlCNBAJza43Rh4xMpG66RrNBkNQqD8BJkoYpJuvmGTYguHRCdoDIkAFaUIoTAYLGHhOwZtwMLFUgWUyREbwUbKq4QEEoGQEalR63Kty2c0XhASY1B20q2P0RhhEBhsVxOvy5ca0Y3CbQwCxUpuGEk30W4395Pu1gPDRWcQiSQhJfFCkgBUCqTJRnwEdJqCMLQtd/11O4MyoAXUnRyuAJF2IxqmwiAxaJkidPe7MAYNGLvAq3YRy0gEPcRCYhkwOsboFMsIfNvCTsEISE2MNgKMoO7lESYhEgKBxrIiyo5Gxt0ADwbBsvRJpY+ju+HdpTYI0/2sMVxyymhjMFaI1gl2KJCWdSVJsU5YsIqI9ch90tfrZcOqP7Tp9AmlmfN7AIMQ4AUx2Hk0AiEFqQYlDFJdCUhzwStgdLefWWmCMV3tNqyAet7DJkIgKFqS0IAtPDQGE3W6uhDdfgUQmgSLGBMZWpYHFuvr9zb6y3q4eaeyXq8UZRuSSHXz48n1eVpjiBEbyxIR69mfFt0qoepOMdh012vGkYXE4Hkx7aaLjQEjWXCrNNIWGkVKitQCKRzmnD6UsDZlFrD5uSXyGAS2nwACR7hox0WZ7h4txwLpghYkyCuR/HR3+YmVGKTqyrpayCNSgyTuvq63fj1owPbapE0PvT6gnqBZVR5KRyQalFRo3b3GhRCkaTe0vdQgbI2JDWsiB1tC9gsElrBo2QolN9yoBMdN2HCrNsbvpYxwPUPHgNAKz9UYNKGI0QakkcSJpl3xsExMmFigEoTpBthIpU8oe6nXW7jCo25XsU13VleiuLQmkCpFaUnSaqMFeK5GG4EQhhXLJ0FjaU3DH6QpJMOtORIMl4IBau1FVtwetF3qtrWyMakCErp3v5BIKhLAMpoUg+22CY1gSRUp6HbXSd2Ss08qw2xuiGXl0xfVaco2CS5i3SFKtGbWzmNMSl36dKyNqSxDWxhyxsWkGttOiROJJCaRinZeQtSdDXMdDdrQTkLOFXsBQ6I1iTQok4KAOh7CXIkC2n192kGnhhmvF6vzPo3iqHXCzOv/QN/YQ3x3psmU45CLlpgXEgWMTdw5gTYOf/phfvjDHxGLS4xak7zgfZzeU39Lue8upLrJHGlGRkZGBgBf/OIXuXjxIo7TvW/+0i/9Er/xG7/xpsvpGrbrs12663QI0TXWUgzK2p6nKpHbH7WWSjHqijN27UxDhkWvZ/Pbml1AbMlJJIShYefw0ivhuJXonsdOAeVtkXddVqG6hrDoGsbz/hvTzIhUsxGifWsw965EV1zI9Cqpzfq+Wis2jPNukmuzmTdI03V0gK6Owu6siYH1WSqDVClaC7S0t5UfC7NZ5ga2UZBCy+ujs8UQ0kIjAVdFVyLQb9RvXZZEaDZSwSbCbBp4Qhqc9RQHG/petkq01sOvK2GtO+qgRLxZH6M3dLaet21d3g1jdiOcfyxtMCDcBGcjjOOWhLviqpxVc35tc5uh64Sadet7q0MvpKFl+wjT1ZtaN+9sZ0tibq7kvctvGbw3W9q52wbrelxPcbA+NMHVeYFNKkhvMSfUhi69XNStx/bI8d3BBCx0ClKYTedsWxnCYNaF8HNbE6sb2sq/qp4GIdSmQ7ZRjw1WnRLi6voAjpuQAIteN7KqRG86kps91YASiqsuj+68t9her25jp7SVvbl927Wjr3zTidl0sJR1ZXtXd9222GgTAGMLEjwwYK/3WYMBk6I2bjnrjr8RAi0M3dWqZvOekGqBlW9xtTISYbCxmXd6cY1Brvcna8usj0g1YdrZdAYtFBEJRojNAYZEWLgpW7ODsGrnadjdGKoLfi+pSbeWitBms56O6F4jGrN5TW3opKNcQuXTfaF0vbomRQiwlIPGMG8XMP3du0z35W1Nuj6YBdDaep9c1/iiuz6oYARGd++DQnQHWjb2EUJ2P2/NBad8JFfuVVx1bWwME+irO851eM86aAvnfkCStCkOf5gf/dNrPLZquNR6Fe2UGO+rotSNpxZvJ4RSDPdUeSXtMHXqPP84OcwhP2D2zPcY2vXITouXkZGRccfwB3/wBxw6dOidK/AaiVzFVcZOKrY/b7YaitcjvspB0UJec7+tTtytsjFLcX3MVf/eOluT826OHF+nHMvS2MLZts/VDsr1ZduO3qJzy75x+Oo3S9POrb90ep3freC6v21wtTu7/dub07O4Rp+D7X1GiRvbOPab0FF8tSfzNriVkrS5ttP3Trfrrclys2vl5rh+fPOdeCtX262zdWDDXOU4JNdp342tEQYl1Han8zqoW3ArNpyzzWOu7qs3So79Bhmv7exs3OO694X1ASJz46AcVyON2HatXX2dGiOwnO19Um8dRLuqvDfbl95+z7sNicM1Lr32HYZ3f5qn5tt4UjJxrsnF8FWECwfv/cBOi/im+fSv/3c47QTaC0zaihPuR5k9/V3C1uJOi5aRkZGR8Q5z9azbO827aQzeKrb75gymneRqozYj41a5esDmTsNcNWBzo9rcbGDgTuLmg0XvLu9JB+3iqf8XN6hSHf4g3z2zwH3ComVWWJI5hICp6Tsv2bOdC+hzHGZYZv/JGX62Imjm9nP2xb/aNjKSkZGRkXF9fvu3f5vjx4/z+7//+yTJneMgZGRkZGS8f3jPOWirCy9x+dKzjO37HM/NrbHcibjr5CpnGyfQTpmxviq2bd+8oNuQz/yPX0ZFKUlnnn224gf6XurLp1maeXanRcvIyMi47fna177Gd7/7Xf7mb/6G+fl5/vRP/3Tb73/0R3/E3r17t/09/PDDOyRtRkZGRsb7lfeUgxaHDc688BcMTH6cXHmC//z6HB8IAuww5FLnAspLOXAHvt64gVcq0ud6nGOBe16Y42w94nLtFzn/8jeJ2ss7LV5GRkbGbY3rdhec+77PJz7xCc6dO7ft99/8zd/k5MmT2/6efPLJnRA1IyMjI+N9zHvGQdM64fTzX8dxSwzueoQXFuucW2tx9GyTc+2TtNxRpBTsvgNfb9zKr/6bX4dEsxTP8MFWyN8vFiE3xukTf74eejgjIyMj42rCMORHP/oRAHEc853vfIejR4/usFQZGRkZGRlv5D3hoBljOPvCf6DdmGPq7n8NQvHXJy/yQKVIMNfkfPME0nXYOzV2x77euIHteeweHOaMWOTo600CKXjK+ijt+iVmX89GejMyMjKuhTGGP/zDP+QTn/gEjz/+OGNjYzz22GM7LVZGRkZGRsYbuOPD7GudcO7Fv2Jl/gX2fuB/wvWrPHVpiZlGh19uJMyZC6zpMrgphz/44E6L+47w2Bc/zx/8L/87z4tX+OjL8I3JCnsnf5X0tf+boDhCqbZ/p0XMyMjIuK3wPI+vf/3rOy1GRsYbEEK8o8G+tuaeux5h277l8O/vRyRiWw61jIyfN3f0DFqrfolXnv4qa5dPMn3frxMUh+kkKd94+SLHqiXsM6u8uvojUq+Pat5naGhop0V+R5BS8vCnPsm8alGst3goTPjLcxpv9BFef/7f027M7bSIGRkZGe85tr5GrkxKMarf9Jhi3MLaYiwLJEIoOq0c1fCNa4eFkCgj6MTJZi6fNL3yqC5FawhhSEyCMim5pLWeOPuNiM3/C9JU4qx12EgJvf2ct2aIivWygM1zXn3mDcdAiGvItCWX2/UciE7LxRJv/XX9Ww2Gb4xACoG82RFCYOv4urnHrnuYMW9ol+16Fts+XU+ONLkStjylm5zZSIEQqps8dz2seWIsOq1uTrnYRG8siO15nLTebv5tbw+BwCC3tIM03W1RaG3Za73c9STdXKPNrS06SBOFwGzLw2e2HWO6v1+r72w5j9HXN11tI3CM3ExEfEVYQWyibbWUN+j3k435K4eu6+LqNrpWHxYYjJLr5W//XV03QfH1+uA1yhdq87ylaI3ezhJwtR5vzMZ9q9ZeRAqz3rbdPig3Eq9vKc8yAin0G+4Tru5c1eaGyIQkJiFWZrPvWkZs9lMQBEm724fhDe2UmhRtdFffW+8DW+4dG+0gALUlxbWpXxmYuLLP9kTyXXnM5m9bpQ/SDsIY7Kuv21u8q0ghtvVdsX4dKbN9m0QQhRZh58Zv9N1xDlpz9TyXXvs2p579Y1764f+BsgP2P/Db5EpjAHzzlRmUENz3yiqXxDlWYg+VC/nAgw9d96K/Ezl09G5yrs+P9CnuO9VmxFJ8Y3EYr7yXUz/+GlFnZadFzMjIyHjvoBSpTPHTiMFonsFogYJugRSksSIK1xMuhxZa+yAVUghqcRsnsElMREiMkRYSiUCgwg59K4ubxlCqDJbtUb4YUV07jxYaIRRxGNBoKExiUdFhN2myTPF0RCVaozAXo7AwpJsGcJrY6EQRmohOyyXtWFQbbcS6oQqCOFIYNEHaQgiBTlKGWnPYloUUatPIycVNlFo3N5QgTD3akU+SWEShj1n/T6c+OdU1qnI6JKdDas0z9Ear2LbCSImwLGxh4yQ+1D2S0MEIgTICN/ZIREpftIybhggE2ihiE2PQWAiKK2v0pA2k7aFTa92gj7GFIRZJt16hS6vlYbREIVBCIKVCCEE+SUiNJko9hHYRomsyxa08ugFGOKSJIjFx11hs+QxE84x2LlFZXMJNI2wj8JCIxCVMDLFJ1w1KgxQCTyimmgsMNudg3QmUQDmso4TBSAEC4uiKs2MJiRCSydYK+8LLAPR2LlNdWsWSEmUHGDRCCAqyO1ArJQzIZYyyiCIHW4EjDUp3HQWlBHHoAYKUGIxGIFhLDaFoEpuujq3FmKjjY1KwhaLS6jpJcv3PNQbLconaFuXVBhqFkgIpDXHbpThXRyDIpy2KSRslu4ayoyPsdZu+HK8i0CgpMbbV7QtSYEmJbSTDrQX6G2fRKkQAw+05avEariWQquuUREkOiwJh4tBp57FEt/8q09Wdks664yppt30UFg42PeEqIGg2bKQwTLTnqSQrOEoihSA1CUIIamETKQSj4SptK6Y/XMKSAinANSkOXYNaCEMzNtSbFikhRgksoUljGxm7eKrbrgo2r6Oh5jwlO0V5EqPW/4QgVhohu462oxxSkXbbVjko5WCUJAqd7hW2YegLidNaQCWXKWqNUJLVWFKyOkghAUESd+8/qXbQ2sPGYCMpxA3KScxItIxUKbHp4EpNPtFYRjASrmKkwJEWRgqMUhhLERNiZIwRIUZ2iDuG0biNsEBYAikMQunu+Z2Uemix2kmJTYRB0+n45JMEX6fkdBvHpNREwkD7LCbtIBGU4gYSjcCQaoUAWm0DSpDIgDRWiFRhIUhVymhzDgQEOAgElbBNLm7T01lCG81AvMpY+wKuSUiiHDmR4KUJu1pL7GrMM9qapdJeYLi9TF+4RCWqM5qsUdQQzGlUI8U2CqRLgCCXhBTiJv3NGYwRKGWII8Voa45QpHh0ZfOEhSstlNDotoMEHCORwkKYiL60RRgb2um1B1I2uOMctKWZH1O//CqOX2Xf/b/Fnnu+jO0WATh5uc6TZ+b5F5Uyer7JK0s/JHZHcB2LfXcd2GHJ31mEEPzqf/MEsW14LjrBJ59bpBMlfFc/gO31cOrZPyYO13ZazIyMjIz3BB0Bo3KNaTUIHR8nsCnkLXpVnU5i6BiBNz+DPbvAfpNnv9vLYQHVUp7ccD990Sxx6BCSwwuG6PEll+sWaVRkJG3Tl7ZRlqZWtEgqAUOj/RRzBscIOqaDHy/R10wYK4/QSQOi2CGKWzi2oS916V1JmHbmGFCSKAzQcR5H+VRyICW4NrhDw5RFSGQ5xI6g027gXHqdqWiFvGtTsjuUqmXcwMMTkunOIsoESEK81WUcx6PsFBnr6cEPYlJZpcftI24VuGxKlIMSY34vdlsxIVKmyhIhPQgEDwwIeqSkL+fguDmq+V4OR4JIOmglkUaBLHG05OCO5OgXFiOqTdVqkLMkE3qJj1gFal4/JStgMg3R2sMKc+QTlz2qQbWQQ4cxJScgV6rRGwmGfR9beaQyT871kMICR1HqDRAih5QSXzmU7ByFxgoyzkHHoR5LQi0JHAstQhLh4qgCjWaMpWCwFZGzA1y3B6djcESeYpJjPHUYVkvEVspMZJEGeWJVQklDMWnS17ZASIxSOH4FW1m4OmZCN8n5AZbVoJlEjCdrhKGmks/hF4u4lo3vlehzbMZdyf3FveyraCw0SlpoL8fRw+NE/buw/Bq7OhcZFk3yxV5CqxcryOF7NiVW6Q8lwwVJqj00Lo6yqWKhGvMU/EUGRYVUFolUCTex6E2buJYhJyXDJsHCp9IuMLg8w7Ru05froXcuoqpSisUmrmtjCUNffJmRaJWhZIlqrsBwPsDrGURWclheAexeXM9mKnwdjzUGA8jrBqF2acdFpobGmBILHEjWOKQt9vfkmBIR0nVwfY98yceyFakBRylyVoBleeTKE1jVCQaTgL26TTHwkbaFdFxyTUlBQ38n5Yg/ReDZJAKUTKj5g8i0zVok6avVqLklfN+iV6+wF8MR0UQ5LoSL+M1lBuKY1LLRvqTcDLCcHiq5PAP5Ej4gdA0VVRheCuiJK7i2oFLIUyjkqdBEo+iJ2/QWPUqlHLVqiX19DfqUoN8fIE18EpHHrgxSKrgMmBXyIqZj2eQ7EYHro0t5htM1BqwWnmizWzYopW2S2GZgDoT2aONAWMS2BPl0FW9lhEF/gmLRYlQvco9jKOqus6BlSGAEgd11gobNCnflWvToDq7t4tjgOQ6WX0G4PkOk9GlBobdKzrfJuwEHS3mCpINdqVCRgsTLYXk9TOda7PI69PXm2SUjKiLCnRwloo/Q8ukvRpRLg0hhUU2aDJgmHUt0B6qUi29qOMkgcSxxrQjp++xpFKnOtPiQIzkQBNgLAtWxGUrrFFVMX9Vjkpget4BXD8kvWrieS26gSLNucOImgaXxhCGUeYLcAENJnoqdp1RoYc9eZreGewb6GKtMMh55OEKC8pFCErguggTHKyCSCnkpsKw8OBVGqFNsraGbPraymGaJCblCrVAA2wHp3fCZc8etQRvd95lrbl8LY/74uTN8bLSX3h/OcCo5ST3JY5c6PPDgR7CsO66qN6Wnp4cHP/wg//X7/5WezjkePaH5q/29BP2f4gH9d5x8+qtM3/c/4HjlnRY1IyMj445GhT5WYRd5e4qkVsNuniGREb1jeURrAAuDPNUh/4EH+OD+fqJLTS7Pnifan2cgWSOJFZ2Sy+4H72eiWqDTSnjlJ6Po+Rkc26dQDvjIkTJWqZ8ny68h85cRqyleJyEvVtkzNc6kVaOvUuLxsEOjs8zMXINaNUesijg6QQ3muX/qIQ6+dJbXz4Yko7vZuz+P00mYbbTInV/mYmOI5ojHw4NDPPMP/wnXKjM4PUlbufQmmuHd0+ROXiReUVjqAPf2jPDyZQcnmqVuygR5zYfKFj8sDFOvQyG0GbA8loICn3pwL3NNm1Pf+I84apSJAwOktQ5q/jR9E5OcmQvo6y1y+INjvHJmiZGDK7xyfhkdn8WP69w1OYZtG169fJqJ2iQL7acQPQX0bId+V7P7Fz/GwFzMz35yAad1lnK+TI+qUwtyuFaBuuVRHLiLQqHA2uwiNWeCHn8Ga87i3MAQTr1Bo3OenkGXR489wis/OoG92Ob1pIabV0RtxWhNcOp8Gyco0iMb1GKb3uIIYUdglTyi+TWq/hR7CxZDtYDZxQhZKvPQvSO8+sMfglQ4Y+PMXlqiaFdpm2Ei12Nq4UmwbHKlKpfMEklqUytXGRkZY/nFGXb7HnsmU042J2gsVxgrNGmfO0+PI+gEBWw3YSytk+sfoBklWGkv9x1+gpef/XvOLSkqiUNfpca/uGuEbz75T/Tkqli9uxlKyjx3egmNzwemBGt6iFY6QNWZ56V2HzpJ8ewOhXyHnupuRLTCWN5ld18fr8yfxz39OsXBe3nNWaQ6UKC8mudff/AhVk+8zD+emyGuhuwxI9SjXVTKZ2lYK0xVPJae0kjfolW2eGjvh1i+7DCydxfnly7wzKXT5MerRLMWXgReZFOfg557DlEjpd0Z5NQZw92P/AJnfvANWpcNRqaMH5qgefo0r7eatEWRSrlMkk9IadB3Afbt2o/vK04vR0wOeYz230XYbLE89xwd7aOpMzhzgZo3RHFslNz4bpifo1FvUSrkCINDDLRO0WkKHBSBtLi/JIirFo1LbfIlh2KuSpyrsC9usRYWWDPn6K30M9IwDLhVRt0Wc26CU2xi50p0nAEGXvsnOm2B085x4MgR5qxFzv6TpsfAQ/ftYSbU1G0b2/jswWHg4WM8e/EEKy+vUJA9jE5O0jjdpMfOs6QTerVE9Y1hBw75cp7WymkG+g/SXJsnkIr20jzDsWb8vrvpLIc0cz61doy7/Br7Ju5DT08xdPcgT/3gW0jd4cgTX+L1/+tviLWmWvXw3AJGXEKbCsN+H8YJGcjH9EnNwmoHt9TL0ppHEipqhSrBwAhnowZIcL08w8WAYrlDJMtYSwVOUiKfK3L06BFmnv17/NwwzVix0L7Ihz76OJf/7L/gFizuGkixdZVOX4lcENFuaIL5OtWgl8Oj43gvnuJCw2JgYJR/tldwVprkcfA/8Cn2DEqswCf64YtUBgdJls+S9y+zHMe0lss84HjMJ9NcuBRTGRugPFEiSk/TXphlcN/dLMyfoc4gk+OjLP5kgQc+toeTweuI2OZobS8zpy5RVi3G+gdYSp+jdEkzV+lnT7nGmQs+uXIfB/dWsZYucbE8TDj7CjXp0lpsobVHJ46x8xUKbofRA3s4/bKNJxZu+Mx5T3gtnSTl/3zmNcqezcfmIlY7LV5d+hHGOYTva44cvXenRXzXeOCBBzh//gLPv3aeD7UCfuFkyn8yBjHwCzwQfpuXn/q37L77SwTF4Z0WNSMjI+OO5fDoJIEXcODje3jt4iLJWo65hZcZG76LByoTGJOyMr2fdiIp9JVZW4zJFcuQ8xDNkFLPEGVhYdk2vTmPxbBFbmAQKWPC5Q59gxP0j3Tv05+5r0zUusjS6gwrlRrzJy9RysXYFZ/ykQMU2jELT/2ApFykf+8E1cODRHOzFO/7HFJI2spn9KhDI1egN+jmfhsD4vEOu8MUt5YDwDo0xexii4FalU4YUux5gHzRZe/gKK8tnKQxOkLPakKt0sP+h46w6hWpJ5qh8Rq1U2exlxbob4bsLg5SuvsIlmXhdGJ6egap9NSoVPbz0SmXxdP9VEdGmFzurpfxbZsje/qBfg76F3nlTJ2BaoVDh/Zx9vQZPnLgQfS5kHSxQHVsNz3VFWTubuxilUoR8q+v4tmD7B0e5ODRESwEcdTEPfs8u3ZNYrtFWhMDJAlEL52g5Hf42AP34Pk2P/3Z3+Pkq1R8j/s/dh/Ryh7WXlkiv3yJ1B6huHsPqgCNQhN98acMNpYJhiZgbYE4cbF1D97kISbuGeGll16i5sXsmtyDX/EZ33Oes+fPkytOYfQRJsp15i+4LDdiyv39lCoF1ho9BJcWcFyLfT39HDkwDtP7iRabOP0O/WlCO7aoFHxOPPkNdKfF0L7D2O2QwUselQP3sDC3wtJlSa6YZ3zvbji7CgwxPb0bgC89fD/RWZ92ZYJEWBRXQ/bt2ceukRLzyy3aictk/xTRiUWCwKbdb8gFDkurHfCrjO7uxSSGykQvyZ5dFCcGmY5TWs1lirkcyssRDHyYgxcH8HUKzRLti2vcdXiAp0/8A0Xfwxy9C9GZ4iMfvQchJD3aIKSgpvqZbjfZN7WfeVbxWiGNnrs4+umH6HQuIIQiF4wREKIsh6mPPAHAyvwl8tU+mq05diea4ZFDCGVT7UQc7S8TvnIZlCAYL5O8dpm1TsLQaBkoE6+9Sl4E/Mq995P88O9IFpdxqnmkZTFQqRGJmHJlL2dTB5Uv8+D0XszSHH68SH5klKYusWpdQMRNbNtiZLCXew7u5cUT89jzDSoFH1MqYtkeIx+eZtg1PHtqhdHxKZbnbYanP432DPvTiFLvOCPxEGtOCyMMw/vvw2nHnF1pkLbXKEYeQkhsx2PPvlHuH7mXOKpzvlNifHQ/P3q1zVRfHitZYm52EeUOMDC1n0YzBBHg2z0Y/Ry7PnCUkckRTj9/EeFb3GO7UK8QrVyicu8EVmDz4U/9Mjrsrmv88Mc/TDNJqXZeh9puFlo13CjPPVPjCGnRuXiSi+d/Su/oLg7c8wtcfP01jC5S6BljZS2mT42w2ngBvzCAEHWKgc/uw0d48bkZPjFQoB4luMUqgRzC9auU9o5QbdYIHJ9P7gmwHUFl78Pkzp5ElgfQvf28+uprMF9nz0QvB/eNM794jnvvHiI3Oc4uYOXcKidnFjgw3Ueu2J2NGh0cozzWS+LM0A5dpBBM7BslmFslNzDFxeYKPfvH6R+o4Ke9RJcu0f/gR7k4f5545QJ9E1OMH5xGOg6nzs7QW6mSr1WpJAmNl85gFaoMiAkmDh9l+exleveNcr4Oo67g6KHdSLGHkYUGJxptxgYGsNw6a+dj6laTal+NnF7GCRz2jg1w7iavON7xDlozTvjqs6/TjFP+Ta2X5j+f4tm1b9NgGqsU8tGPH39Pzp5tIITg8ccf4+tf//f8cP4CH25IHn9F8LcCmtVP8snSM5x86t8yfvBfUh24e6fFzcjIyLgj2X94HN9zsWzF1HCVV9tLfPTY57Y9X3J+bvOzEJJSrY9qKY8UktFP/zK1M68wOtIDQKXgAauUyj7Lre3R9FzHwpIDCAzj4xO0p0axFEi1vm4n51A5fJjVMxZ+vg/LLaDrc+vrT8DwhUfUAAAgAElEQVRfD4h19Qs0dnH7ltrYJNVJj6C3H/XKq9hOjlxpkPqlBar7p6lrzeS+CmYmJVcuMlKtotcX2D+0e4xUjxLNzeKWy5t6CDyb6bsPUdZg5WykUvTt3nNdvR4dqZHOpLREN5TKrl27ADBVw9xzVfKFfmSngZ2/ottDHxglTYZoCcjZ3fPa0qevEiBV1yENcgEAl4XAUgLP764fOnL4+LbzO+USH7o7hwhrNBp1nEKB/fvzxGnMwuQg/aV+Xnv+GexyH/v2HeEubdgaL8T3bUoVH+iuCxsYGKI6cRcj6/o4ZRY4u9Bk96HPUsw5ICTRf2mQpgUc20UpBQr8kRIAygZvvZkmP/gIQgieX0so9JTp23MMgN4BnzDqrjPvHTpCz4AhSa8EVHALZdTYXRSKvd12ntUMD/bi5zzGc6XN/fqKPr19+U35ZxabGGM2+4kDUC10y1QS1+vbprtDw922SlPN2GQPtqO4+57jlHM1XnhthbWmg1jvk0J2109VKhXuq3QHzYPdLmlYYTDX3c9Nigghkcpm90c/uX5cNwhEZWAUgNL+D/Nx1V1nZoxhuePgKIk93b2uhJIMT9eoNK8YvxMHP4jTiegt+PDxx0AITCJpnVlB2hZefx+FiWmskyvcO3SQgaEijPaQNleRQYHW7ArV6d3EjVU+XhjA9nqwPI99h4Y4/+oSadyh78HdRHGCXerq9+59v4hnuYwU3xj7ILB9AidHM26glGIgryi6FlFawA3zCGUx3TPJUmcFW0ksr8j45F7coIdj93bLS5Iil5c9hsbKVHtztNttjDEEQcBBPbqp748d6g76dAOWVIDJTTmkbSPXU0/1TdTWtw50275hmPQqKKu7tjYYO8ho7yhzs2eRUjK6ew/Qva4rPdCYX8U/cJQDfWWWZ88R5ItIKTl4z/bJgcrRoyjfR9o2Xqn7dlff1BgqKGEVenAPXuljvu3Rk66yp7+7rXTgLpxKGaFUd11XX550pb0tlkrfoVGkJYnScdKkRC1t0zN4F2LKIG2bz06k2E63T5XGx2iZ7nrLwdowHUvjO97mffS+oUM4qlv/3qE+KuUKxhiUP4iQir7D3WujUK4xXMtvBoUJcg49QZXa1BD9uwUnfnyR5NzPsEtlxg59AhDcP2gzVE7e0De2ckd7LqdXmvzJT89gCcFv7hul8RcvcCp9gYVOCzdfoX+gxl0HDu60mO86vu/zxBP/kj//sz/n+0vnuK8+wC+/KPnb/YY/Cw7zyyNDnH7+z1hbfJnRfZ9FWTd+7zUjIyMjYztB4DEyMgKAbdvs33/jdCa5XVWQAmlJdvdMADB65L4rv/s2x+4Z4aVnVyiVAvYdGth2vLJc8uXucX7gvKF8r6eHqdx9OF7XuLbXjfE3gze0e/Pz+Pg4nnfl2TAwXKQ35+D7NmpBbgsaAV2DTyqBfY3oyFcbZRvs2lcj7Gw3SqQQ2OtBFbZFQBOCfYeOoZSiufDatmOcarfO/tZylE118K0lHncdC5w81UJ+c5utbIaqV+phO92AIpa6IuPIyAhxvN25LtQGUVuc9j17avT2FygVrui2Ws1jrD7iGw+gkyt0jf1R06bqX+kDjmsxuedKewspsKXadqy1pT8cu2fkmuXv2lvb9n2wN3fN/W6GUhK1Hrmwr9TV2ZE9tZumDpC2QtpX5FaWe9NzCetK5DshxKZehLoSUkFZkkLpir6dwGMiWP/urP9rgzuQx/PvRiiBZQdMTdv4wZXy1bozW6juQVkusn971D3HtbAsSRpDubZdd759Yzsr75fo67nSRoFtEdgWrDvBgeMTOP5mPb3cdudYKUmx7FMsd8/j+1euhg3nDN4YSfJW8fP9b9jmBSXGpw5fc/9DfVsc/+GJ65ZrF4tv2OYOTF1z355ylQ8efIBypasnt7dn2++B122PvH+lXaTV7QdO3xi2GSGJW9uuxw3nDEC5LoW9093PUm3epzfwrmpDFVw76mIx5zHcV9j87gfOtnvgnrv6GZv6MJYFUl25jm8WuPCOctCMMVxqdJhtdHh6Zpkfz67wwaEKn58cYPEbL7JsFnl16VmMfQDyKcd/8ZfeU5Ebb0ShUOAL/+0X+OY3v8mzF2YYaa7xr17Yx7dGBV9tFnh09L9HLX2TtR/8r4xMP0Zl4O73jW4yMjIyft5IR918J2D6yH6SRohl39r+W9lwzmC74fpWCIJg83N+by8I8NafEcPDwxQKhesdesv4gXNNZ7Po5hmqDWyOXG+w7e0X8dZimtmFPGHYeUvHbjCx/wjqGvq9Wie5fQ+AfGM7Vq6auZy++wHmZ9aYn7l5mgaAoYJ/851uM6S8kpLhdsWpbNdrkH9j3wSw3fw1twP0jUzSWF160+feO14B+db1I4RgbKr6lo+/E+jv76evr++6v9uWvO7gA7D+quj12+6d4p5915cRwPUsXO+NjunNuKMctKcuLfO1n57BVZLDfSX+5wemmbJtLn7jBVYaizw9+y0icQhRCXn0F3+JSqWy0yL/XAmCgCeeeIKnn36a73//B8xFP+HY6QkulFK+kybkg1/gE+VF4hN/wdzZ/4+hXZ+i2Lsvc9QyMjIydghlKVQ5uPmOP0fEVYZj8Rqj3u80gX19J8Qd3otV7Lnu7zeisHea/O5db1UsABz31hwkoW7dSa4NFKi+xRmrjNsHP1fAz735wQshBFbh5jOG73fez/bpHeWgfXCowoFakZzdzWfSPLPMub97gcvteZ5Z/Dvacj+iEvKxY8eYnp7eaXF3BCkl999/P9PT0zz55D/y1NnXyK3aPN6Y4GRPkf/QytMX/CuOMMvyT75OKVeiNvohKv2HN9MVZGRkZGRk/DyQysL1g25Aletgl288Qn0jhFII9eZnJ99thBBvadY0471Bft+bfyU54/3FHeWgCSHIOxZJM2Lpn8+z8pMZTnde4mTrBKm7C1FIePjhT3Lk7iwYRqVS4Vd+5XMsLCzw3e9+n5+dP4W9IDm2PMhyZZDvVUok6rPsstqMvPIqwy/9PX2VQSoDhyn27MUNet/XIxcZGRkZGe8+QgjG9157XUtGxnuVzL7KuBl3jINmjCGcbTD34wu0X1qgka7xfPsZliwXKqNUcy6f/tyvMDg4uNOi3lbUajWeeOJztFotnn76OX787LPoyxfZtWgh88PUizW+nz9AaB2mONekf3GRXvkyVStiqFRisDpIodCPl6vh+j2bEZUyMjIyMjIyMjIyMt55bhsHzRiDSTQm0YSNkLnTC4QrDRZnZlhYmMM1NgjJkl5mxawRSgH5PDVluP9Tx5m+62A2InEDgiDg2LEHOXbsQVZWVnjuuZf52c9+in/hHBPKEHp5Qq/Ekl9mxt9L2/ZII4WY1+TFZQIu4BPi6ggvjbDSFJVqlDbYRnZD8Cob3wvwczmCfIFcIU8uX8BxfSzXxVYKJRVKKZQQCAECgRTZaFJGRkZGRkZGRkYGvAUHLU1TAGZnZ9/2yX/wd/8PM2dfRRrFEesYSmxfYBvrkBfEWZZFG6ENOk2wkpiKJTg4vYtdH/4Y3npo0YsXL75ted5P7N49wu7d3eg3SZIwN3eZV069zuy5lwgbddCG1HaIPI/QdmnbipZjoW2LRNoY6aCFIpEKjSKOLYxQ0AKWYmBp/e/WEWYjj4tBYOjGgLr6M1v22fr7lu+boX3NTWNIvdNu4VstT3DjcMRv2H/doRVie3jhW+fNne+d4911xN+JWtlC88ncazhS33znd02NO9U+b418eYL+iWNvu5yN58rGc+Z24J185mVkZGRkZMDNn3dv2kFbWFgA4Atf+MLbEOtafOctHPO/vcMyZGRkZMDf7LQA73MWFhYYHx/faTGAd/OZl5GRkZHxfud6zzthbpZJ8Co6nQ4nTpzgC1/4Ak8++eQ7JuBO8PDDD2d1uA240+twp8sPWR1uF+70Orxd+dM0ZWFhgYMHD25LmryTdDodjhw5wre//W3UbRgN8E7hTu/btwuZHt8+mQ7fGTI9vj1u9rx70zNonudx3333ATAycv0EcXcKWR1uD+70Otzp8kNWh9uFO70Ob1f+22XmbIONB+ftJtedyJ3et28XMj2+fTIdvjNkenx73Oi58lYWr2RkZGRkZGRkZGRkZGS8C2QOWkZGRkZGRkZGRkZGxm1C5qBlZGRkZGRkZGRkZGTcJqjf+Z3f+Z23evD999//DoqyM2R1uD240+twp8sPWR1uF+70Otzp8l+P92q9fp5kOnxnyPT49sl0+M6Q6fHd401HcczIyMjIyMjIyMjIyMh4d8hecczIyMjIyMjIyMjIyLhNyBy0jIyMjIyMjIyMjIyM24Q37aCFYciXvvQlPvnJT3L8+HH+3b/7d++GXD8Xvva1r/HYY4/ttBhviXa7ze/+7u/yyCOPcOzYMVZXV3dapDfNX//1X/PYY49x/Phxfuu3fotms7nTIt0SL7zwAo8//vjm9+XlZb785S9z/PhxvvzlL7OysrKD0t0aV9fhT/7kT3jkkUf49Kc/za/92q+xtLS0g9LdGlfXYYNz585x77338vzzz++AVG+Oa9XhW9/6Fo8//jiPPPIIX//613dIslvjavnPnj3LF7/4RR599FE++9nP8swzz+ygdG+f733ve5v3qDv5WfducD1b4Pz583z+85/n+PHjfOUrXyEMQ6Cb8PsrX/kKx48f5/Of/zznz5/fLOurX/0qx48f57HHHuN73/vejtRnp9lqj1zvmaK15vd+7/c4fvw4n/3sZ3nhhRc2j//GN77Bo48+yqOPPspf/uVf7kgddpJr2URZX3zzXMsuy/rjDmHeJJ1Ox3z/+9/f/Pz444+bF1988c0Ws+M888wz5jOf+Yz5/9m78+i4yjPB/99atFqSZdnyDtjYmN2EJQQSSAIdMGHJQjqZTjKZ7mm6h0n/mnZnMmGcyZDuYchJTpqTExrOdGaydIZuwpCeJHQIxEBCWGNswKssW6u1l1T7dvfl/f1RWq2SLNmSSjLP5xyHSKqq+9xbt+q+z33f93nvuOOOUodyWr761a+q7373u8r3/dF/S0ksFlM333yzyuVySiml/uZv/kZ973vfK3FUp/bNb35TXXvttRPOm127dqknn3xSKaXUk08+qf7H//gfpQpvRortwxtvvKF0XVdKKfUP//AP6hvf+EapwpuRYvuglFKWZanPfvaz6qabblKHDx8uUXQzU2wf9u3bp+6++24Vi8WUUkq5rluq8E6pWPz/4T/8B/Xiiy8qpZQ6ePCguvXWW0sV3hnTNE19+MMfVtFoVDmOoz772c+qpqamUoe1aEzVFvjCF76gXn31VaWUUg8//LD60Y9+pJRS6tFHH1UPP/ywUkqpV199Vd17771KqcI5/0d/9EfKdV01NDSkbr31VmXbdgn2qHRObo9MdU35xS9+of7Tf/pPSimlWltb1Sc+8QmllFK9vb3q1ltvVZqmqXw+r2677TYVj8dLsCelU6xNJOfi7EzVLpPzsTRm3YNWUVHBBz7wgdH/f9555xGPx+c8cZxPyWSSb37zmzz44IOlDuW0xGIxDh06xH333UcgEBj9t5Q4joNhGOi6DsCqVasoKysrcVSntmvXrkl3g958803uuOMOAO64445Ff9et2D68//3vp6qqCoBt27Yt+s90sX0AeOihh/jMZz7Dhg0bShDV7BTbhx/+8Id89atfZdWqVQCEQqFShDYjxeK3LItUKgVAY2Mj5eXlpQhtThw+fJhLLrmExsZGwuEwO3bsWPSf7YU0VVugra2NG264AZj4fTj+e/KGG27gyJEjKKXYs2cPt912G6FQiNWrV7N161YOHTpUmp0qgWLtkamuKXv27OGjH/0oABdccAFKKQYHB9m7dy8f+tCHqK6uZtmyZdx44428/vrrC78zJVKsTeQ4jpyLszRVu0zOx9I4ozlo8XicgwcPcsUVV8xVPPNOKcWuXbv4yle+QkNDQ6nDOS1tbW0EAgH++I//mB07dvDlL3959AO1VKxbt44/+ZM/4fbbb+drX/saTU1NfO5znyt1WKclnU5TW1sLQG1t7ZIcbjreL3/5S66//vpShzFrzzzzDJ7n8YlPfKLUoZy2Y8eO8cQTT3DnnXfy6U9/mgMHDpQ6pFl54IEHePjhh7nnnnv4b//tv/HQQw+VOqTTFo1GWbly5ejPDQ0Ni/7GRamMtAW2bdtGXV3d6A3DFStWjB6zaDQ6es0NBALU1NSQSqXe1cd5qvbIVNeUYscqFou9q48hFG8TpVIpORdnaap2mZyPpXHaCZplWezcuZMvfelL1NXVzWVM8+rHP/4xV1555ZJeuyGRSLBp0yZ++MMf8txzz7Fq1Soee+yxUoc1K7lcjpdeeomnnnqKG264gd7eXt58881Sh3VagsGJHyPHcUoUyZl74oknSKfT3H333aUOZVYGBgZ44okneOCBB0odyhnJ5XLcf//9/OpXv+KBBx5g586dqCW0EspTTz3FX//1X/PlL3+Z+vp6Hn/88VKHdEbOps/2fBnfFoDJvb7jj9lUf3u3Huep2iPTHQ85hpMVaxM9+uijci7O0lTtMjkfSyN8Ok+ybZu/+qu/4oMf/OCSa8j19fXx+uuv86//+q+4rsvg4CCf+9zn+MlPflLq0Gasrq6Oqqqq0eFDH/nIR/jhD39Y4qhm54033uD8889ny5YtbNmyherqan7yk5/w4Q9/uNShzVptbS2aprFs2TJyuRzLly8vdUin5emnn+aXv/wlP/jBDxb10LpiIpEIQ0NDo71nkUiEnTt38u1vf5trrrmmxNHNXHV19eidx+3bt1NWVkY6nWbFihUljmxmfv7zn/PWW28RCAT4zne+wwc+8AGSyeSSHK3Q2Ng4oVhOMpkcHXoqCk5uC9i2TTabHf17KpUaPWarVq0imUyOnt/ZbJaGhgZWrVo1OiwW3l3Hear2yFTXlJFjOCKZTNLY2MiqVavo7Oyc8Ptt27Yt+P6USrE20f/6X/9LzsVZmqpdJudjacy6B80wDL74xS9y9dVXc++9985HTPPqgQce4Pnnn2f37t38+Mc/ZtOmTUsqOQO4+uqrefvtt+nr6wPg1VdfZfv27SWOanbOOecc3nnnndFqQE1NTZx//vkljur0XHfddTz33HMAPPvss0tyeOBTTz3FU089xfe///3RoQxLydVXX83vfvc7du/eze7du9m+fTuPPPLIkkrOoDAfYuT7qLW1lfLy8iWTnAGsX7+el156CYATJ05QXl5OfX19iaM6Pdu3b6epqYlEIoHrujz//PNL8rM9X4q1BcrLy9m8eTN79uwBJn4fXn/99Tz77LMAvPbaa2zdupWysjKuv/56du/ejed5RKNRmpubl9z17HRN1R6Z6poy/hi2tbVhGAbnnHMO1113HS+//DKGYaBpGq+++uqSHiU0W8XaRFdddZWci7M0VbtMzsfSCKhZjp/Zu3cv99xzDxs3bhz93S233MKXv/zlOQ9uvvX19fEf/+N/5Fe/+lWpQ5m13//+93zrW9/CdV3e85738Ld/+7dLbkL+448/zhNPPEEwGOTiiy/mwQcfpKamptRhTeuRRx7hN7/5Dd3d3WzdupVdu3axdetW/vN//s/09/ezYcMGHn744UXdY1BsH3bt2gUw4RzavXt3qUI8pWL7cO21147+/Qtf+AL3338/l19+eQmjnF6xfbjgggv46le/Snd3N8uXL+dv//Zvueiii0odalHF4q+rq+Nv/uZvyGQy1NTU8NWvfpWrr7661KGett/97nc8/PDDuK7LXXfdxV/+5V+WOqRFY6q2wB/+4R9y//33k0qluOSSS/jmN79JVVUVhmGwa9cujh8/Tn19Pd/+9rc577zzAHjsscd45plnCIVCfOUrX+Gmm24q1W6VzPj2SDKZLHpN8TyPhx56iN///vdUVFTw0EMPjSYQP/3pT/nHf/xHlFLcc889fPrTny7xHi2sYm2iSCQi5+IsFWuX2bYt52MJzDpBE0IIIYQQQggxP86oiqMQQgghhBBCiLkjCZoQQgghhBBCLBKSoAkhhBBCCCHEIiEJmhBCCCGEEEIsEpKgCSGEEEIIIcQiIQmaEEIIIYQQQiwSkqAJIYQQQgghxCIhCZoQQgghhBBCLBKSoAkhhBBCCCHEIiEJmhBCCCGEEEIsEpKgCSGEEEIIIcQiIQmaEHPkySefZNeuXad8nGmaPPjgg9x+++3cfvvt7Nixg//6X/8rAM899xw33HADV111FQ8++OB8hyyEEELMmlzvhJhf4VIHIMS7zSOPPEIoFOKZZ54hFAqRzWb56U9/CsDtt9+OaZq89tprfP3rXy9xpEIIIcTpk+udEKdHEjQhZsB1XR588EH27NmD53ls3ryZ73//+/zkJz/h8ccfp6KiAs/z2L59+ylfq6urixtvvJFQKARAXV0df/ZnfzbfuyCEEEKcklzvhCg9SdCEmIGXX36Z1tZWXnjhBQKBAG+++Sb79+/nySef5F/+5V9Yvnw5P/7xjzl+/PgpX+tzn/scO3fu5Ne//jWXXXYZV1xxBTfddBMVFRULsCdCCCHE1OR6J0TpyRw0IWZgy5YtdHd389//+3/n6aefZtu2bbz88st87GMfY/ny5QAzvuDceOONvPjii3zqU59CKcX3vvc97r77bgzDmM9dEEIIIU5JrndClJ4kaELMwObNm3n22We58sor2b9/P3fccQeaphEOn14n9MqVK/nEJz7Brl27+MUvfoFSiubm5jmOWgghhJgdud4JUXqSoAkxA0eOHCGVSvHxj3+cBx54gKqqKhobG3nppZdwXRfXdTl27NiMXusb3/gGhw4dGv25s7MT0zTZsmXLfIUvhBBCzIhc74QoPZmDJsQM2LbNAw88QD6fp7y8nE996lPce++9DA4Ocuutt1JfX8/q1aupr68/5Wtt2LCBr3/962iaRlVVFfX19fzd3/0d9fX1PPfcc3znO99B13UefPBBqWwlhBBiQcn1TojSCyilVKmDEEIIIYQQQgghPWhCzLndu3fz3e9+t+jfPvnJT3LvvfcucERCCCHE3JPrnRDzQ3rQhBBCCCGEEGKRmHUPmmmaNDU10djYOLrwoBBCCHGmPM8jFotx2WWXUVlZWepwALnmCSGEmHunut7NOkFramri85///JwEJ4QQQpzsiSee4Jprril1GIBc84QQQsyfqa53s07QGhsbR19w7dq1Zx6ZEEIIAQwODvL5z39+9DqzGMg1TwghxFw71fVu1gnayBCPtWvXsnHjxjOLTgghhDjJYhpKKNc8IYQQ82Wq650sVC2EEEIIIYQQi8RZmaAlk0kOHjxINpstdShCCCGEEJOYWgzHknaKEGKysy5Bi0QiPP744+zZs4d//ud/JplMljokIYQQQogJ9GwfuWRHqcMQQixCZ1WC5vs+u3fv5qKLLuLee+9l9erV/Pa3v0WWehNCCCGEEEIsBWdVgtbR0UEmk+Ga8xqw+o5z880309vbS39/f6lDE0IIIYQQQohTmnUVx8Xs8OHDbKpySf2/h0mYPis+8BG2bNnC/v37pfqWEEIIIYQQYtE7a3rQDMOgu7uLlb3t6KkP4AbuZmB3hPMrPTo6OjBNs9QhCiGEWABHjx7lrrvuGv355z//Oe9973u57bbbuO2227j77rtLGJ0QQggxvbOmB62zo40y36XOvYbqjVup2baKXPN6jN/soXxTHe3t7Vx22WWlDlMIIcQ8+ta3vsUvfvGLSYt/3nXXXXz9618vUVRCCCHEzJ01PWgdTQdZoTtUrdzGxs9exbo7L6P+mhVUNb6fdYHC/DQhhBBnt127dvGzn/2s1GEIIYQQp+2s6EFTStEbibI1sI7K9WVUrasDoPGm7aT2Ps3yeJhmrwff9wkGz5qcVAghxAz96le/4vXXX2fDhg187WtfY+vWrZMe8+ijj/LYY4+VIDohhBBizFmRraQSMUw/wJqq81hz6+Wjvw8EAqy8fj1rqrZh2zaRSKSEUQohhCiFO++8k7179/LCCy/w6U9/mi996UtFH3fffffR0tIy4d9vf/vbBY5WCCHEu91ZkaD1Nh+k3INlIUVFY82Ev6380LWErQz1foiurq7SBCiEEKJkysvLCQQCANx2222y9Io4a1mej+a4pQ5DCHGGzo4ErbWFepZRe8kaAAZjOf519xu0dfYTCAQoX6Gxyl9B14kTJY5UCCHEQtu3b99oJd8XXniBK664osQRCTE/mqIZmmLZUochhDhDZ8UctKFknjXB82m49gJe3XOEPf/6v1kWyNP9coC9l97GJ2//AEP/r5mOoWNYlkVFRUWpQxZCCDEPHnnkEX7zm9/Q09PD3Xffza5duzhw4AC7du2ivLycNWvW8NBDD5U6TCHmhatUqUMQQsyBJZ+g2fk02WAZF6owQ4bBnl/+bwL1QfadU8W6fDk0/5rXG1eywcgRqIZIJMKmTZtKHbYQQoh5sHPnTnbu3Dnhd9deey333ntviSISQgghZmfJD3HsP/oOfiDA6lX1/PQnPyFcZhK5uI7/70N/zkXvfT+9a8Ice/UpQsvyLFdV9PX2ljpkIYQQQgghhChqySdoPceOUa3K8detJJQ4QP/6Mu6/+T7et/FK/v1Vn2HLdR/CKfM4HEjSEKin+3hrqUMWQgghhBBCiKKWfIIWjeaop4bX2w/ilsGNN97FutrVo3//02s+w+C6Ggbjx1luucSyGXzfL2HEQgghhBBCCFHckk7QlFJkvBC1fhmJwX0kVpbz0W03TXhMebicj3zoUzhhRdDL4qGIxWIlilgIIYQQQgghprakEzQ3myAfDlERDLDMM7jwqvdTWVY56XG3XvgBYiur6PUGWKYqZJijEEIIIYQQYlFa0glarOUwXhCyjk62OsAtV9xS9HGhYIjzL72RtD3ICrWM7mZJ0IQQQgghhBCLz5JO0PqOHCWogiTNHsyGejbUrZy6dn8AACAASURBVJ3ysZ+94U5SNQEqXJu4llvAKIUQQgghhBBiZpZ0ghaL69RSiWNHuHj7tdM+tq6yBmvFWmwngx7w0HV9gaIUQgghZkYpRT5rljoMIYQQJbSkE7SsF6LaD6GXeXxw+4dGf698xUBvmkQsj++r0d9vv+JD5KwBQirIiQNNpQhZCCGEmFIyrtHVnih1GEIIIUooXOoATpfvWORCIep8l3xdFRuWrwPgRHucX/+siXg0D8DqdbV88vNXsmZdHR+79sP83e+eYoOqpOtIM5d+YPpeNyGEEGIheZ469YOEEEKc1ZZsD5oZ6UILKXxXZ/n6zQB0tcd58vv7OG9LA1/6+kf4q6/dzMrGGn743dcZ6E1TWVaOWb+OSl8Rz8k8NCGEEEIIIcTismQTtMihA/gBheukuerK68hlTZ76x7e5+v3ncfunLqd2eSX1DdX84b+7ikvfs56f/uPb5LMmWy9+P8rJkw64KCV3KoUQQgghhBCLx5JN0IZORAiqAIlAgqvPv4rdv2hiZeMybrnrEgKBwOjjAoEAd/zh5dTUVbD76aN84n0fIutHcQM+A83tJdwDIYQQQgghhJhoySZomZxLNeVka4IMntA43jTEnZ+5gmAwMOmx4bIQt3/qcpoPR8gMGgxUO1SoMB37DpQgciGEEEIIIYQobskmaDkVptwPsGzVBl55vpUrrz2HtevrgEKZ4rhu0Z7KozkuAOvPqeeq953L8//aTP0576HaDzEYl0pZQgghhBBCiMVjSVZx9B0LPRwm5Lucu/JSWo5muPvfXglAX1bnn5p66UxrAJQHA7xvQwOfvmgjH7p1G3//jZe45sprGez4NemyylLuhhBCCFGUUmrCcH0hhBDvHkuyB80a6kEPFyo45rtXcPmV61mxchlNsQwPvdHC8oowD37wYh7b8R7+7D2baUvmeXhvK6oyxBXv3UjfkRSalyIXsMhHpBdNCCGEEEIIsTgsyQQt1dSMgUMejb4TWd73wfPpSmt8b/8Jbtuyhr+4egvraqqoCAW5cm09/+X6CwkHg3xnbxvXfHAzA71pUhVVBID2V/aWeneEEEIIIYQQAliiCVq0cxACYKpyNpxbz4q1NfzD/hNctbaej1+wDt9z0NI9WHoSpXxqysP81Xu3YLg+L0ZTbLt0DdXB91ClwnT39pZ6d4QQQgghhBACWKJz0JJpg3B5EFNbzdU7zuPp1gGCAfjDzZW0H/gRuUQbSnkAhMJVrD3/ZlafewN/fuUm/u7NVj6xfTVt/zdK3UqXTFDWQhNCCDE9T9bNFEIIsUCWZIKW8YNUKDACjSzbXM9Lb7Xxx+fqtO/9Z2obtrD1yn/PsvrzcG2NTPw4Ax0vkOh/mwuu/jNu2byGVyIp1jVU4TguZpWNq1mEl1WUereEEEIsUpKfCSGEWChLcoijES4j7PtcfMUWnu6IcEmNQVXkV5x32WfYetWfUbfqQkLhSiqqV7L63A9w2Q3/hXD5Mlrf+h63bKzC8XzKr15D2mzADDh0vvxmqXdJCCGEEEIIIZZeguZqWcwQKDdA7UWraEvm2G69wtar/pSV664qWpY4XFbN1ivvobyynt6DP+DjWxs56jsY3lpCKkDbsdYS7IkQQoilQireCyGEWChLLkHLHTuKFrCx3QC/z8TZFjjB1e/5JHUrt037vFC4nC1X/gmg2JD5HcsrywhuX0OlF0TzFiR0IYQQC+Do0aPcddddoz+nUinuueceduzYwT333EM6nS5hdEIIIcT0llyCFjnUih1wMdevpEfz2HFuLcsbL57Rc0PhSs7f/m/JRA/zwZU60RVlWH4FWsjHtZx5jlwIIcR8+9a3vsWf/umfosZNGvv2t7/NLbfcwvPPP88tt9zCY489VsIIhRBCiOktuQStK5IhgMI6p4Et5Ukuu/gjs3p+dd0GNlzwUVZFn2FZeZCBFeeRRufEy3vmKWIhhBALZdeuXfzsZz+b8Ls333yTO+64A4A77riDV155pRShLTqRXBRf+aUOQwghxEmWXIKmqQrWr/Pp8ldzx6WXEQiGZv0aq8+9garqet5bFSG3fjVeQNFx+Ng8RCuEEKLU0uk0tbW1ANTW1pLJZEocUemZjklHspuhfLzUoQghhDjJkiqzr5SiYqVJ74r1rKkMcunataf1OoFgiHMvvpvM3v8NZZ9Cr1mDmbLmOFohhBCLQTA48V6k4xQf0v7oo48unuGPCpjHwiRxIwWA48nwfiHE2aW9L01FWYhz1tSWOpTTtqR60PpO9LJyU5Sj3lZu2XJO0YqNM1VTv4m167dzSXmExIoNmOEAtmHOYbRCCCEWg9raWjRNAyCXy7F8+fKij7vvvvtoaWmZ8O+3v/3ttK/tOg79J1omzHk7Iwu04FpgOPtTyAJvQoizS380T2f/0h4psWQSNOV79B79Z445m1EqwPs2NJzxa67fuoOLvMPoNXUMVMDRl2VeghBCnG2uu+46nnvuOQCeffZZrr/++jl77Vw6gZZJ4ftLqxzwyO1NWYBbCCEWnyWToPW37SYQyHHYu4CLK3wqQmceekXVCi4891LWE2egoZHBQ51zEKkQQohSeeSRR/jiF79IT08Pd999N/v27eP+++/n17/+NTt27OCFF17gK1/5ypxtb87XR1uoBddGtzP/GZo7xZBSIYQQxS2JOWjpWDND3a9wpOdyjPNquO2S9XP22ms3/wGX9/wfXlx+LWZ/as5eVwghxMLbuXMnO3funPT7H/3oR/O74bnKcxa4S2u+t+b7Pp1H32H9+RdSU7dinrcmhBBnh0Xfg2ZqMbqO/F9y5qV0L19PTS7O+Wsb5+z1yypquPbc86gMWJxYtZJUMjZnry2EEEIsRoH5rEAyjhou4+9YUohLCCFmalEnaK6j037gRyyr38QbB9cRq69nTWKAcHhuO/7WbrqRS4JtdK1czt4Xpp8QLoQQQoxZuKGC08lazqwKlYzNQVuck9DyhsMr+/vw/cUZnxBCzKdFm6C5jkH7/h8RDJXhhT9CanUlyyyTlfrcV2Upr1zOpVUeZriC3kF3zl9fCCGEmC+urziWyJEw7Jk/aQHnoJ2ObL7Q4+aVOEHzfRdfliJYMixDp7v1SKnDEOKMLcoEzbGytL71D3iexdYr7+HQwRj59VWsS8ZoqKmel21eedUdbAr0M7BuNcr352UbQgghzi5nstzLXBnpBfMWaW/YUpaOHiUdbSp1GGKG0okhLF0rdRjiXSSZnZ8luhZVguZ7DtHu1zn6xsMEw+Vc+N4v4npVHEhkAZ+aTIT152+al20vq1vHOXo3AzUNvP7O2/OyDSGEEGcnyY3OUkpu2ApxOno6kzQfGih1GPNKMxyOtMdJ5eY+SVsUVRxtM037gR9j5COEQhWs33orjRuvJxAM8dYbHWjnLGN9rBtT6azbtnXe4qhPulRv1HmzJcaN77123rYjhBBClNLiHuAIC1TDRAgxT7Jpo9QhzLuR0QvzcYNuUSRooXAljedcR2V1I9V1GwmFK4DCjr92ZABryzK2tMcYLIOVq+auguPJLrr+Zjo6j9C7/DyUUoti6IoQQohFbPQyMbdXaIXkKAWLNoWcU07WwtNsKtfVljqUJW0pttuseIJsczONH7xx2scl9TS2Z7O2dvUCRSZKaVEMcQyFK2nceB21DVtGkzOA7o4EfbVBNteUU+OHCCqoqamZtzi2XLqdyqEouVA1rxxpnrftCCGEEMW4rgypezeyBnM46fmZyyIWNys2s+WdmmNttCe75zkaMcL1vVM+Zj5vHy2KBG0qL7zagdFYSZ03hB8uZxnBeb07EgwGqUi6bPSHeK2ra962I4QQ4uwyV+Xqk7GFLXCwWMvsCyFEKb3Zu5/+7GDJtr9oE7SB3jRHfYdNNVUkO97CCQaor6yc9+1uXL+GhtQg/eHVpLXsvG9PCCHE0rVQCz6/27zbjqukyUIsPnm7dBVBF22C9vxvWjHWVfHxSzZQFU2gYbNq7ap53+41H70dK5qmQtn8+sD+ed+eEEKIJWwRzHk5kxAWYs6OQuHmc6f33Hdp5mK5Hv7wzvuuj5IFu2dkSfYIL8WYZ6L0X43zwnEcLMua9+0sygTt+JEIh3yb9dWVXFBfxWqnkjwGqzedO+/bXtG4mmUunKcNciCr8GSBSiGEEKdQyobh6Wy6cni+94rK5XMczWR2MkXueMu8b2fSdh2PwcTSXBPrYDRDZ6oQu9aWwOjLlDgiIWbnbO0F7+rqorOzc8Lv5mNPF12CpuUtfr77GNq6aj53xXm83dVGnVqOHXBp3Dj/CRrA6lCQ6qE0Keo42H5gQbYphBBi6QkGC5dRtcTWyxppPI3EfzLX9XDdU0+Sn5EZTLafD229aVq6UyXZ9lwwxh1/z3RLGIk4FU3T6O6WAh4TnJ35Ga67MJ/FRZWgZTMG/+cf3iS+uZYrVy9nW0MN+9qPEC4rlJ1tWDn/QxwBLrv+KjQrzVorxitdQ0uzy1wIIcSSU7+yekG2o04x6+n44UGOHx5EKYWTkd4bMbdiuoXmTGzo+paO0XWkRBGdmUQiga7rpQ5jQWmaRkvL1D3ji2D095K2KBI0pRQ/+6f9PPLQSyTWVGLXlvHpSzYC0B9pQYUrqVQBysrKFiSerdffSJmCDbE0bd4aokPHF2S7QgghlprhVsgc3ccLBmffqpnPhpAVi5E+dBjlnUkv2Onv07vp9qjt++Sss3NahVIK37VHf+5Ma7Qk8hMe4yQjeFp6oUMrqWQyie3M8D1XCrzF84nIZrP4/uIZOaCUwjanP38sPYGRm7vKjPPZf7MoErRAIMDWixq56d+9h77GMr5w+bk0Vg+vh5YexA0GqStbuDW1g8Egqxyf6qxOyHd5uVXWRBNCCFHEIrhLPL6RcHAojWbP3RAcNTycZ7GNJLFtm4GBgVKHMXcUtBgmzYnTK6ay2DnxXvSWvSf99uRzahF8mBbY0NAQQ+mZJaXhlKKyf/EkRKey0IuGO1aWfOoEnjv1eoJapgcjH1nAqE7fokjQAILn1fFUJMYHz1nF+9Y3ANCXirFeC2EEHFbUz98C1cVccME5JEizLj7Awfxy9Gzfgm5fCCHE0nGqIYMLxfJ84oZ96gfO1Jnu1rjnz2WSl0gkyJxlQy9n0zkSe/U1jMjSaGgC+ObpD/+zkynUFD01ruvS29t7xueWYRh4Z9RLfPpcBTMp0hmcw4/1WWmJzQM+lZInaG/2J/nO3jYee6eDWzat5rOXnjP6t1daD7HWbSCHQeOGtQsa1/Y7P05QwcZEljgNHGg9+c6PEEKId7vRSmVzlHwsso6qM+bpmQXvfctmDDz37GqsFWPF4mf0/Pgbe8h3dJ76gSWWaWrC6Ouf9Hvf8cjlcuTz+TNOrrq6ukrWI9vuhenyFr457ng+eweSGM78JaaLred9KSl5gnYirbGhtoovv28bH9u2nuC4LtHDvUeoC61Aw2T1uZsXNK6KqioabZ+AcqnNJdgb87GMpVsNSgghxDwYvmYpz8XNz+E1YhYNG2/4sdM9xfdd8umu0QZTsYfmLIeDQ6c3B0iz3UmNMaUURtcRfOP0h+2dTgOvpyNJpH/p9a6dvKeWN79JpvJczDnshfNcE3+WSxMp38exT72mlBquBKrr+ui8J609iZUo3jN3OufNQlXnK0afYnincp05T3K6Illae1I4w912xlxVay0i2nuYSHfbvL3+eGNHqXAsA549Yd7jbLjD51vKmP57ZPS9mYfRnCVP0D576Tn8m0s2sq1h4hBGpRTZ5AnKwstRAVi9YWFK7I93wblriJNnw0AXrWoTXZ2vL3gMQgghFq+R67I11IXZ3XRar2EZOvFIT+H1TuNCn7UKDUtzXEMrffAQVjJJImMA4JgZbCOF8qduhMYMm2x2CC3Te8ptutnEhIZjUzzLQP7kuR8jiaMqJI8LeDfdX0TFFE6Xd6rjNRfHcw7nCWVix8jEpyqqVjzWaH8XJ5pnvpxRd3c3sVhs7FWthR2W6DsWypvjRG6a91FreRM7OrPy/e5w4tra2srQ0NCUj+uOZInENUbek5FTIJtox56Hjoh8Jjnnr1ncyHEs7FDV0BH0ln2n9Ur+8HBJdxZLhCjfn9NkuuQJ2lT6MkPUajqEKilXUF29MKWHx9v+sY9RpgJsMC3KHJdX+1I4VnbB4xBCCFFayrHxpukJGmm0mf2ts37taP8JkkMTh1dNd5lXJ/WsFGtjO9ksA8dP0NSRwJluuN9JDQrX1rD06YfOKc/F7G3GzURHf2fHEySOTJ2gzjYPWOgCA6eSjBzAsfOnfuAC8C0Dz9QXJOFVvoc/TVI/+fGFnlRrBuu2KQW2ZYz9YoZv+VSVA42BAXx7fidq6a37ME4cnvHj56LBPpMeaE/P8XpLB1HN5HjWpiM6MSnybQPPnH7RdtfOYeTnrsLhfIp3p+jtmPg9NXLzSanxSdXkXn2vSM90NBo9ZQ/q+O/dmJZEsyf23rYd3sdgT8ek51mmg2XOvjrrok3QfnPsHRrTIcwQ1FeES/JlXbF8OWssHz0cprbrBE3eBfR1vrzgcQghhCgts/cYRufByX8YGeI4/KObLty51hyXvuxMCyMECmXIZ1ApwE7o5FsTk37v+5PLlIw0ZHVdo7fv1L1iMze8pXF3l+1UCt+afePY9xXWdHNgZtC+bdrfTzQyu5unp9ML4lqLI0HTOw/ixHsWZFuZeAvpobG1yWaScMSG8rQ1T92DM95M8xdPgX+KB+fbO9C75/+4+Nb0ic4I5Svyx+O4+VN/LkZauL5j4TuFIZ/OLIa45tvfId5xlHgyiacUaXfisdLb3sHo2D/j15tPvu3hWdN//jzPmzZhih6NkuuY2NvnOYUefH+aKo7ppMFA7+Rh3IlEgmRy6p4+37HIHhvCSRdeO2mkOZGafK5p2UJMnp4b/ay0NUdpa45OeuypLNoE7Z3+Q6zx68lhsGplbcniuGjbJlIBjfPTHdiqjD09A9KLJoQQ7zKnbNCf1HjsTuv0TxryV5zve3T0p9l7dNx8oJPaoq0H3yTa34VnFL8T29Kdondo4p32QKBwiU+l0lhW8Xk+Uc1m70CRhonpTtqnlqZB+rpPbwjUVG3rzoEMbx45s3lQx7qS9M5izpmnZ9GO70HNcr7UVD08juczOMP3eqZcz8VyreLz0GYx7Gr09U5znpHvjZ03IwlH5kgLnmFMeJyh5UdvCDi2S1azh4fRTROTUmScsRPDdxyc3MTnjDRyD2Ztjs9mCYI56l1MRSOk49P3KnmeX/Tmyshn1Ukbk/42Fb11H3rrPjTbZf9QGnv82z/NPqnR4cRTJXWTnztxQGBx/kzXaJuGUhOHX2sdSfTO4t8juuNhez6dnZ20tc1u7troLappOnTs01yCRG/dhz3YMSGxDAaKp1BKKdpbDmMlp/5ec/P2KW92LMoETbN1cvke6kIryKLRuGZhKziOd8ldt7PMD1FV0UB1b4wj6mIi0osmhBBLzhe+8AVuvvlmbrvtNm677Tb+5//8nzN+7lSX0rkY29EXiZLXDGzHH57HULyRlU3F0TO9ONrknpygGyefndhrMe3Ak+HGQdae3HD3PZ9g2oST5vc4tkd6iqIM021jyp8BTZ++ATjTZrZWJHFVSpEcyOKc1EPn24Vkanzp9rztsncgecpemmL6cwbdRXpLlVJYQ10T3s9iiXI2m8U7KenqTvfTle4fO2ZKEe3vwp+mWmFUSzCUi2GZE5NFLWdx/PDgFJUtZ34Gq5GiEpEo+klVFXvbmsimxuaG9cfytPZMncwrX6F8n7yn8F0XcyhKvr2LfOfUPb25OVzfr5hiI7ViA91E+7qmfd6+5iGaOqcZFnzKU0rhKiYU6LGHz82ZptUj1WRnUq4fQEsbJKLT9wgr3yex502sxOQe+5MljfSkoad5LU3e0OnKexyKFm6gKKXIHj+OaxZPWo/EMjTFsrMu2KKUws3NoNjMuOOTPWlR+FP2Dp/09/HnS2Dc58j1FUNOgIQ+Lh7DwU7oHO9KEotrGL0ZspEY01mUCdrrnQepzUNNqAEj4LBmgSs4jheuqmKjo0iHPVYPHSDh1XCwt1160YQQYgl65JFH2L17N7t37+Yv/uIvzvj1prykF2n3JiMHsM3Jw2tsQydtJkkZUfo6DtI6eIJMNks2dfIcC5t09xHyve1FNmcTcAuNINfxaOuzcd2xIh1jrzGDhs/wwz3fH630drJsywnSR5rHBTBtNlj4X8/FdyzSh4+MloifKiGadeKrJjew4lqchBYnn52YsNiegzucNDnpKNZQF5rjTojHtFzePjY0o2FmU50DvqnhxHvx8oX3JZ/P09nZOanx2d/fTyKTxHBNBoaTbFdNbJp7nks6Nkg+Oznp8XyF5yta450MJaIkTmpQG1p6wr6dDjveh96yD9e18afowTs5eSzLWLhaYXiflXCwxoUVi8eIDFeQNCMRci0tk+ZWzsTIez7SWE6kHbyTEgWlFLnjMfwZJHi+UiQTGtlZ9HrZjodSgdFtjczZa0trdJkWOd0mk586eXCH93uqqp2GZXPs2LFpE4iRjsik6aDrDqbhYEXz6N1FqrIqBfljDPWPfL8E8G0Ds+84avx7OLw9zzh173DzQBNdyYlLNmRzaUzboTehoxsORw8OYA0nLZ4+9fHNZFIY+dm1sZ20iZ3Qho/RNN8eauxYH0vkSJs22ezU23I82DuQZHTE6Li3YHxSdqgtRudABl9BMje2b282RYimdIIZCyuqMZTU6ewvvCfJwenXV16UCdrzra+zIlVBOFSo7Lj63PNLGs+VH7oWG5f1wQDVcZ0jXM7gid+VNCYhhBALp1jjyPd8nOEhL9MtVJ21HA4P30Ge6uaeo2ziZmEoVTyRYN8rrzJ40hCfwCnSFuX7OMkUznCvWLFChpn4cfo7j5OKxkn1T5wboxwPJ2eONsC7XIc9kXzRu/KeaeFpOl6RHiHl+6OJREYzC0OcbJfDr7yE3roPJ51G7ynM35htypBMJununljVrirUj+UNsS+SmvA+DWj96O7kYXZvR49zPD+E59lY/S2Y0U4818SxbezhIV3PPHuMaCR7Us9c8eNvuzYdie5J54jp+mTcseeMrNVV7FxSSpE1c+Tsmc1vGv86bxzq553jhcROnfRmea6Fnj2B8rXR6JVSnDh2EMed2IPgWdZwxc1xww6VwrBc7KETKM8h1t9NLDmzQhJhw8GKFvbHzfv4FhjdRws/Dx9nKxrD1cb22Vc+h/a/ipHPFZKFWSSVvq/Iax76yXO+fAUK9PTERKPYuXtgMM3rLYP0dBafj5S0NY7EI5PmTdp+4diZWpT4wCGa9veT0CySrktHX5qDrdP3lrjKQEuPzWkav9vW+LmdSuGOO0eUUuSPvjb2M2BqNvmMiZ0w8Ir2UA/HrsaOx8hC4sovPN7WNLpbj+Arf0Y1IEL6EGZq8pp6/vAn3PMVylfkspOPuaEVhq76jgO+IpuIkY5F8IeLmiiliA3lUL5CNx3MYom2Uvieg3LsQrwnDUnPpg2cTBwn0T/6mlBIfvv7J6+xN/IGjAwxHT+lz3ddsB1O/j6wbI9oUqOpvXAnwjc1iBwjmTVRyscdLvmv5VL0xeLYpxh2vOgStISeok8/wTrLxykrZ1kAKioqShrT+uuvY7UVxK1cTkPfMbrclRzrOYZtLr11VoQQ4t1s586d7Nixg4ceemjWw2iyXmDCsJiujhjHDp+Y9DjleURbm0fvRvcmtbG1hhT4to0Vn9jLEVABGpNh8Atz0gJ6EJKK1PEove3x4aeq6dur+SzmuPLaI82H/p40saEclm0zODiIlk3T196FlZ/YQIjGYqSSMWLDQ7pcpUinTXq8yQ00hUIPRBn4/XOkY82Mb6yk40MMdLZgWRbxrI7t+cQyWQ7nToytw3bSf2cqHo+j68ONSddBKZ9gwMb28jBcKMVVipyWRXkeZckkueFE106ncXUdlI/mGmTix3A9C80cQkt1EovF6BlXZMLMW/gZazRGK5mYVCXQ7G8lFu8jb1p4Jw1NbYrFaTPG9V5ON4fI8yYlVwB92enn5/m+j5OMYmSLJ3ZJw6YpFyz0HAy/RZbtEEtkMK2xYZluXiO5dx9dbe20to5VIo2nDbrGFWDxFcROajrajsdgUsMydGxrXBKkfI4eeIXYwNiwRTOSnNDT5ubzo72fjtJxPY+eZB+/e+oZ+vYVr5Y4PmGYlBQPt8uKHemDrbEJ8+KSe/dhDk5MNl3PJz9cNdHVNLLHj0/YRrsRpy2VoKl1gGPHjo3+PmoOENMTeI6O53h4rj3aMzYVyxhb081ThUa8UoXcQGtPoEZutPg+WjZdiENpZBNj74+TimA6maI3Y07mDj8o1puBKSphQgArkSDy+muYWr7wHXnSx99wvAlzLnXDmtQ7O/LdGi+vwSI0Wt1zPHNoCMc06G07yp79bbQ8/xIDbR1YrsdQXx9GtPBZtEyXof4suZzJW81DvDVFAZrkQAeR9kKvftAZe59d16OnM0lyKIXjenjmxCRR+R6elpk2ER0fuX6iG/rHin4EutogWUjAPdeDbKGHzNPShKwc4KPn+4n1F24s6VqWjv4B+mPTLz+w6BK0Xx17mbBWRV1gGemAzqra8lKHRCAU4oLVK0kFDNZYndRmbQ4EriTS8WKpQxNCCDFDP/jBD3jppZd4+umniUaj/NM//dOEvz/66KNceOGFE/79wR/8wejfW3TY0zc2LGWwpw0tM9xYGNf4MFIp+vpO8Ps3XqOluY3+7tSEySG51jayzeOGBwLB4SFSlmWjWzq2aZGI5UkMZDl0tBnDMRmKJ0joGr7PhIbm2KYL/ydq2OiBAJbjoXseymwna9skcgaOYaD39uLa5oTnxHSLmJbAHu5VyWcG8YaLaJhqcsPFdypQCjxMPMckECg0ltNmFm+k3PW4fbaH78wrNTrKiMG8Sd71wLfwKnIxiwAAIABJREFUpqm8VozyXOzBTqzBQoLs+z5d7YXGdq9l0xbpw+1rJZDpw45kyBztZ+DAr4m++iJOahBQ+J5PWhtroPt2Atsau/EadBXKcvCHG8p6Zxf59olltN30EEPd3SSzk+M3tBiWM5bcaJ0nRpPFk+m9fdjROP5JjfqezMQEzXd8RkaparpLf2cn+eY9OM1vY2Uy4Lr4llW4Y29rpKyxhY5HemC7BjKj54/jKpr292MNDznTxhX7SBpp0qZJwg3hui6e55FxHeKEsMe9twNxjVTWQqFwbBPP99DyETzPwfd8EtEhOuODeL6Pm4NY59v4XmF7biaGm4uT903iysQtswGF7UI8MoOb4P7I8NniCcf4ojpa2mDfW728sr9v3N/H3re05dEzEMXIJ/FcGyczvP0iyUwmn6Qj0YXWmQRf4TtgDt+8yaXixAeOMZSPMZQfG6bsK0VrMoc3HHN3y2HS8cjoHEUnZWCPa7N7lofv++SyaXIjw53VxOTC0mLYTo5mI1T48xR90r4PbT0pEhkDZeQwrBwKxWBCQzMKx3zSMRmOS7kesVdfG+1xPJHW6Eppo5/v3S+/TSw1cchiKpUCAnjDSY+tD6C8iZUMcy2taL2F9yKvW/QkUwwMxoinDQJMXstw5HujWEEW27bJ2zaO5zGSUZqGRjqdwrctfN8lr+lk8zmMRKIw19e2wfdxU0NYiSK9aIzlpp4/0rOsRgtGFb7zgFyWwGDh+U4sjnOic8Jzy4NJVGgQ18/iOCkGVCH1Mqzp598uqgQta+V5vuNlVsdW0RBeQ1plWLNmVanDAmD7Jz9KtR+munoDde1ttDuNtPS1YOTOrPqUEEKIhTEyGqOqqoqbb76Znp6JZZLvu+8+WlpaJvz77W9/C0CLESJuaQxpcdTwEEDbHJtkP77JkIgPkMgbVJAk2vXWhL+bsRj2SeWcsyqMFSrcjNTzJspzcIZ7akYaXJZn4zkKX/mk0lkO729mYGBgrDfJ9zHyJunhuS5aMEhbymDILjQCkgToNsK42Ryupo0WyhjRkYzjj1uTynMtbEtDqTSu0jFPWhtNuWUoZ7gJMZwApM0MTZGjo4+xjJHjM5bgWUkbJwWertOd1Rk0bcJOF0P9E9dQU46H7Vkkp1g41xosNILU8H64Vh4tO4Tn+ngo0q4BIxXoPPD8wvH0xq1d1N18nL6hPPGUTwBQyqN/sJ9f/64dhRodnjUY14kkNFK+S3p4aJs7bujYyb0HyvdIRsYWX/Y8m7ciKbpjKfB8crZWdC0v3bOx8jp7jgyQ18d66mzXQxteV8zqyWNFwQ94DCQ66Oks3LnXtDh6NIqKJjFiMYzcwISeFgD9RAoznmew4xBKKWzPwxzZH6fQe2N5ClcpookMzUMttOYzZPwgPb3dRAYHcLUUjlE4ho7ns7cvPrpA8shJ7gzP5/N8l1TOIhLPAwpP+ViuWxha6RfOU6V8lGvTEk/RYwXww2OJvOE4Y4VclKLvRBLHHk5ajhf22zIsnLRJvq14IQu9K409nDxYWRN7sJAkGKaJk4liJwfwh3t30oZNLpnCdb1JiY7yfZxcDkNzcEyPwWwK03DwLY+g4+EkHVKRPD1tR9G1LEpBbyw1YaFjzXZJmc7ofEcA0zLImNHR7bmmT3v6OM5w9cy3D7eQSI77DCgdT/n8y+/3MZTUiFtFJkdRbEroyJA+F1u5pELV2ApSWYuewRxvtR0hltcY/1lVCqLJCN5w0Rk3P3ZTyBrMYY0rMjLSW+i5xYc8u44PfpHlBqYoiGQFy2hnGeZAO2p4aKDrOgStLMHh9QgViuaDfcQGcyS6o5N6+tK5OAOJKFrb29gD7Xi+i0Y5J0J1AOQ7OtF6e9G1HPHE9Gs/tne7JDOnniM5kPNpshzyrjV60ypgahieTcLsw9Z7R0bcjibqUwmfcmsLRCnF4wd+hmeVc2llOfX2So4HYqw/b0upQwOgctUqzvdDHA+71GsHyOW2cWDV+9nU+gwXXPXni25RTSGEEGMsy+LgwYO8733vw3EcXnzxRXbs2DHj55uui6EFCIbTaMd+T82lN5LJGVQOD/Lw8imoXoZlOzT3xPCHe51ijkcNgIKU6RHoG6A2tALH89B1nerqapKUoZUV5lwrNdxUGyveR18gTK3nQUCBY5PXk+gnDJLrq2k9OsCF116CkU6iMimobmDk6eMLfPjKR8sNF4uwLQb1BBXrG4hH44Qra0kYPYS1cT19o0HYeMqg7fBLWN5lVNeuJJm1aHHDrHPL0PQKjBTEUzrlVoa1eROqNgLQ13F8dPsBBWU5g3wmgrcyjK4X9tewXAhCR+cgdP6OyuuupKGqHqcnQ36oh/2VYU5021y9bTlGug3XqaS/J8XG6i5cVVl48WQcv6YSykHTCg3ElG6z3q3AxEHTHaoGo2MtHh981yMVzeL5ZSxzKDQ2PR/H8bFyBknl4IXCXA5kMhoBp4K0FyScS1IXzxKKWSzb0kDniQ48VQdlI++XIpXqJGWkGUqkCFsOmWQrvdFaAnmN9QFF01ALG5avpcI0GTJiVAcuKDTQA4UhrLbjo+k2leEAEObIYIaA7bBuw/C57LvE3Qyev3x0WGXAd3CS/TjOejS3UKjC9QvzxzTdIGVZrFCVVBsGKpbHDvoMWSaYEK9ax2o3RFtviiMNQTY0lpFtfRut0hg9FzTTJdM7SLhyIyaFJRj0bJZcSytVm7fiEKBJq+KS1Akq150z4bNjO95o+jCQy1CeBAIN+ErhDvfSntxJmy6vZMjMsi0aoWPAJuHZUF5FxnAglebgUBjHsKjRBqmqDkDduuHhgWMfHKUU6VwrDXUXFX43NACBwvGKDTZxwDW4NjmIEzlMWyyDcusIm4UkEAWG5xMrC1Jp9TLw/9IEq8twlU6ZX+gtTGZNUkkNPVdIYKxcAmgEIBQYhEw9Tl0D6XKPsimGFFqeQzg0lsQ5yiPrGoT0KFbGpc23OVdzWVG5vLBb0QTZtctJO4rmoRRBF85XxYd0up5PW0+Ki8+pJmv0A5XDbdXhXkfHxCNES/wQy5I9rAhrrLZ0KssDEIBU0iAdt9g4PAw0ntaJJVxQKRxbkdZ1KssrIBalrj4AviITO46l1pHPJwEfz/PIZpKsqA3hVZWRTqeI5RNsaywcp5Eqrkr5hbAUBHBQysJOpHGS/RgRAycRottPUBbrIBQMQvAi/HwOL9bPkL+NcssBFJpnkdCyBL0EUS+DqVls9QEfzK4YjhpLe5QCzzBwhuff5XUbdyBCbV01+eGeyvGnpWWddJR9hZvNgvJQrgtUka2owlUKy3eBMshrhAwDw89RvryCgJYgoKqLngsnWxQJWlxP8i9Nz/JGz9vQ/T6C3ptQuQVFlA0XXFLq8EZdc+fNtOx+gYaqDaRbTtBeu43WeIbVsWbqV19a6vCEEEJMQSnF3//93xOJRCgvL+emm27izjvvnPHzbduG8jJ818b3K3n1QB++n8B3fWBdYW6Z79PT04NpNYxWdcsGqqgBrGg3R7JDuFmLlVWKai1Fprubiy++eMJ28pqGGwzi+5CzNapjPaiqCpJaP6sKqR6gKHPCWCkDBeiZDL6RA+Xj+i6DQxHCCrKeSznguDbKA8uGrG6zDB/DhpCZxbLr0O0MBMfubivXxtNS0FA7ur1sXierdXNe7Ur6oznSoXLCwQB5M0RItzFtD2U7BI2y0TlFnu+Prc8ElGV1/MogrutyzM6wwshTnu7Ar8yhZbJ0BcJYhwa48apPkYp0ErY9BpM2dct8cpkUQaVIZzSCXg7Nduk3oqyJ9RJ0TJTuQRnomj7aWl3mLMMIKbrTccoqobrQJqQyXo1hjDXkbdenXIFne4BCKR/NyVHGMt7JBVlppigL1wPgewb5zkPUVp2PnRpCN3xc0ydcDm7OQosmacsdxi8D3TBYpoKgwNW68U2NiJejgfUkYxr2UBy73CSeTtIYShMOgedXELJ78SwbI+vByjoGPYe0PYTWkWNTbQ2DsQQB18bIWhhpDUOH5WWFhq7v+6igYjCTpiunGBzqIa/nWBmu4lhHB5XLdaJlNp5b6P10KSQOplL4loFn29hKge+RjsUwgzVUhUE3HHzTwg+5hWQ0UBgK5+Fg5iK4BNAMi7zysNvbUAoSWhJT6VQYLn7GIdJQQWUyxeq1dRi2Q1mlRYggSoHrD8+/Gn5PDOXi+2AaOr2DGskyg1Vrq+hzIG345EybfNbAikcpL7O4ZPNl9EYzJOJZVm+28X2fbGKQVCJDOtvKpg1bC58vXycTjxDQBjA9D5sgngsp3SToxEn4FpWqBoVPv+6QCYU5B3BdG0/TKK82qQqaGHphiGA2beDF4vjKL8wDUxDMDv/XtcF1SIR9ysb1mu3tO8i5dRtg0AdPTe7t8hW+a5F1baxwFYafYwWQGYhQbjgsy+RBVeNaWbx8nL1aZeGj6gdGhzt7pkl+YBCo4J3mE2z2ClmK644VXnHSQ1C2jEAoTXkmjF/h036klcvPWwOAltHxlcLzXEKhML0HmjE3X0S5PUg84ZOsquES0yScN6HSxHc99sc9Ur0drA72EAouw/NdAr6D8hXpTBybwk0VV9MwAi690SgN55bj+4XvrrybZ2WwnPKQTdrR0a0k3ZFuPOtCKhqqJiSinmuP9rAa0V4IQs61eKf3GKuMCDXhAIYJdhxIB0hoWVSNjxv26fn/2XuzIDuu887zd87J7a61AoUCCALgAnETSZHaqI2WLAqUKbVlecYjWeOxJuQYx8SMHR1yOEIaP3iRO9QPihl3eCakB8sd0TEajaftULdtjadtyzYpUdQurgJJgMRSBaCWW3X3m9tZ5iFvFQo7F0gFSvlDVOFW3ly+c/Jk5vflOef/tfqM2jnDUWucD9Hx/NEzmOVncPMRzf03kCcWAnXuuRnPEcSBXjjNsLWA7Z9hYHJo3oDJMs4JrcZ1ba2lTUg/E5svc67ENRGgfePEdzm2dhpz9F5++c4bGHz7O/Rrhoa0RNX6lXfwE2L6jtvY99f/xGIgacTfZqq9n+/teifXH/5PNKZvRnnbP1+upKSkpORCoijiS1/60ivefjAY4AxEVpDUKzgBvhVUtYczlrXeEJXmHBmtsiLGkYADk2pskpPYAe1ui4qNSLorMFinSfFmP+m0CXMJXo7vtyGvk4ocLXostnK00pidPVy9eMbIKEUklpXFNVouYP76oqdj4Nfwxj0qo3zEIEuYyc4OOeoOh8xkKcaGaCuJWKY38ghVg6TfoTr2FIshnP64F+JsHQRqlTP9FTQGsGTOYQz0uwOwgkBb1BBWE80PVxMmdZ9QelScJhsPaVs2KS7L6JoplpaOM+k0Iu2TWsmZXk5jUjMa9YjXT4ESuFGAP1hjmLdJmgErix2mVJv+0NGRM/zTSoedLoNcI3uGx771NPnUDAAmccS7ayyZGjeNyzLMMlKjyLXDG7t7m2pqY5ERoxOcTlA6xlbG9TDuWdSjEVSqJCsrmGGLTt+iLSgDK8dP01Q+qmsZTsoLhBsyqZlMHWJhhTY+NWOIV4dIz9JNY7RXQ9kUa/qbQaZIe2i7TqiGONNmsb0bgUAJQ5Z1iewMmfU2HUEhM9qjnEFuSNOUrL2KYEgqfHx8cgcjoYqeUmFxySL5+i6eW11FrB8FP8VONVCDU6ishWgUPtgxf5Idcn2L01i0FW0H5J0+uYXExAyzHv3+InmuiOUMubLYWHMMRb3foTbMmGgPGboKVWHoqQhyyWqS4ytDSxbH0/mAXPmsPPMUzvlkyYBRR5Pljq5zNMMiYE5zixunJOj0ijlj6eoq6yunWD9zlDTuYntrLKys42VD+kFCfOIkg7k2g9xxeD0lP/oC1tWwJgfhGOoE3W1hR12SRJOupgxGbeoND6UVNsvR2SoqG7LebBHFA4bVECsjkkGCyVLkekzNVnDN4kYQdE9i9dxm7T2z0qYRj8jiETQ9jDHIdMSp1XVy22G0Z5VOXnjySWro9hPCdp9R6DHsrENUZaF7jCwZMmEU2oBIA9xYdlAPhhxNcoaVGpxZ5rhbpDPawfJ3H9+0wTkDegQKZCdGV1N6SYdRY9wjOE7XsLh8gvkdB7BJQjLs0Y9jrJaQxlhdRVoBWcqxFxbpV0NiajScomIynM4RJt8MrOwgxbqUYafHiuqy0u4zsWcfYf4CsRmCmtywrlCkNCnWwSAbcmwx4YYtE7Na8Tp5FnP9yoAkybAqg/4IswdorRLaEGtDMMUIgjgBWxekqeXJIy0GvR4Vb5Wo4eF5A7zsMJ3BEEnI2osrDJOAXfsnids9RsMMlSqcs1jRojcQmCQHJNZktNMIf+kUuCq1CY/2yGDqIQRdXD8Fp+kbHyFApiPgyuKH10SAlp8+wJF/znjb6+c5EC2wwk7a9NhRf4lh5k+Qe995Ly9++zHmot2Mjhzh1NTtPM880y/+I9cd/IXtNq+kpKSk5MeAI0MnfawNeH7hKJ39O1GumEew1hpx8uQ6Xa/CUFfJvBTPgWcUOstpt1ZIJs9grUPnktVMU+kMaB9fQ0anibMYkVRQLKGFRgqH9TNiaTgTeaQmwaVZMU4QcEojsz5pP8JVfWx27mTzrL0O+SoTUUT/xA9Jpg3aSMwwpp90WFc301OSOa0xVpOZFGFB6y7a1ugnBgvkyYih7WPsiOsCS6pzVk4cx9YypHM4A9JqBmtr+KnFMQTqHFvvkvRSTmmfxoSgEnfJjENIh6t2gQhDRmeQMgkY51i0VTKpuX7Y58hCl1Y2RPqSiXwd7QxLbcfiYod8OEWjrrFZTlrx8I1lJBSpEFjarKQe3tIKlapjtVYFYoSwGL+FtY4X+yew4gAuGeFVIMeQ2pz1fhsoAuBh7wSWHBtNooc98t4SRiSs6YhISp7pDJk5FmPVOp0kRZAhux3OkOOkgRBOrhvSXkZXejyzcJJRT4GVOBcjT/dg9x6yM4vY0YCVepNducZJTToYsDo6DfIAepiyfniJWEzhAUqmLGHJtM8sNTIbsywTGoDSA5ARYBBCcax9ik4npzscQig4sfA8c2oP+AqRjhi2lunUQ2q+ZNhvodZGBGoPkDE8c4K8exrUEFu9HhQYkTCo+kS2OI8AR589TH+kscsdhjJAK43NYoQTTFctWc/HyhSZDjC1iCS31IE8y9AmJQk1ItB4NYNVktxoBsqHJCXH4gUWPcjJTECeOobDlDQNEc6SZuuFsyszcJAOhyRxjxoVTJKyfGqBbLSMNZpsNGTBG5AFgPGwDtJ2B4Jplm1I2O1igwAJBO0BHV3ldBwz1VlHp0Oy1DAiIx8FrNoGQd4nREAWMExGSOlwOLzM8eyqYSLuoTBYDP1BH192aJiEHz36NYZ7bsEwoNuSaLtOO/CR2tLLYmq+pZ/lDJ2gCsTDAcZIjIHF5XX2pR5rtTr9XEC8RGIFeRgS54Y4yzAGdL4h/pJyVLXBXcc8hk6aMcwWCVcNgp3gGUa6T06ER4w2AuXAYVlebmEnN+aXgj+qc+xEC6+3gNu7n/6wT7fvobycpOEXLzsM6HRIbDsQ1FiiwvXxkMD55GQM44zMDgm8iMy1WBsKEs+AidGDI5hWixANTIBzpNaQWMmzaZ3cjRg4x3LcYjo/yfTUAaxznLSCemrpra+xfnqZ5s6cU9E8opcxlyRgFZ4JeHGxj+smkBU9qw7LcrxIFYdNM1zDI05z6kHGcGgJDy+yunc/cQYzS13aS0ssGbgjCzh8fBnrDFb3MF1LqgWp9MA6slwg/PFQ1rUej6uM6zBkuodSxUs9z3ooL+E1E6Ad3DvF//LxN3HPLXP8xb/9Mjf5d7Io2tw1v2u7TbuA3e94K9d9/bu0woBq8m0mF/bzzQN3s+f4XzG9606qzeu228SSkpKSkqtMkhpU5BXDrvyUUfoi636d12V9Th45zoKqEGHItSQnxlqJsw6BA2cQRuNrj1QbBkkMeco0Kxx76jDOBghhoN0lq8YgJgBLgsNYTaWag9bkOkVZx5JXJ6rlWKuJVtcYPifwM4dUIbEbsLKyxrTN0VbhqYxkGJM5wNlCSc/TRdAy0GD7aHKsSRHKYYXjmWGNehDQXV8hbGgyYxjRY6RUIeM/PUnoLEYbhAFrErQJEcqjt5Zx6uRxcutwKiDPJSfjSULPMVmVODQ6TnGyBsbgdMy6WSXLwVlFlsQsvvAsQhuioAepZtXbST/xqVhDlrboC82KP4kbK6u1wiZKSJS0SDHEGEGSOqqRAr0xId/SHsXUbJ0ephDEcBLtLKsqQGfgS0gGMbHviESCyWtoOcRioN0ij3YzynLWuzFRssZaNmKowEmN6Pc54iyxaiMrAmxEkPukXk7nzDJEezHOYqxhNIppff/rzDQytBkh0xbWjTC2Qpo5chdT05rcaeJRD12P8IxBywTCFYTqcyKZYVasMcJhZcbchGbQz9CqGFLZOr2KVSGjHCYDhbCOQdomrFaxTuOsILVdpGlAkCNExkpYB9cjizMsEk9rbD/HeQnCeqhKlYQcFQjSLKO12EEHFrKEVVmlHkE7zplmSG4jRjYh1DnSrlKZmSKNi5fux1KJdkMCPQNOAYUcnjaWNTyqCyugprAC+olmZDISF5Fri7SOMIfUpIhaRr3WI+lXSVqL5LEPVdBDy5PPLzIV9Jimymnn05MRQSPBrvXBNrC5B55ioEfgEtK0RzWUGGNQBs50MnJZJabDWp7QC6bJ/WqR70xOkmcZgXP0RxlxJUQZsECWGAwCBVjf4EjJR+vEieJEu02ePMl0pUUvvbUIqDAQWzJtyGVGpyYw+XXscA6daaSDqqdJBgNO1q6nRkJsNK1hSFUOEb7EOcVSq4cKLJV0nV6SEOk+1nOYrmYklxGpwvNzJGsEac7Qa6BtjggDzMhjlCr8qsVqQ6u9yLJs0gqbzPTa1LVBCk1LVDm2fpxaHmNtFWegvdYnSYdEGpSVDNIR5BlNX5NYh3RFChGddOgPzhBU1sl0xkCs03JzeK7FYqeP1+0j/BDlimuzH0xiY4e1lkGqyewpIgEyFyQpRJURHaHxQ81wsIA1jtRkQIjotwCHcNBWNSbMaSqiyVAWPXnG5ejhGo6cOI1ZH6ZMa490bRWVVnAyQ9oMZ326R1qMRJVcGYxVJKeOcyYZkCqfzukVVif3caY2hT/sYYGKrAGOzHhki22GAQyUR3FHl+TWgnP0Rovk+eVVHK+JAO2ug8VwkPVTJ1nvrxPOzjOkxf7X3bHNll2IEIL73vM2/uM3vs6u6ADZqadZ2vMWnmr+HM2n/m9uve9fI+U1Ua0lJSUlJVcJh0PKYpJMIj066ZDcGjKbcqpaRYmUJAcjfESeEskakBSKXWsdnE7Q1iN3lkHumMSR946SdgfIcD9hJUVoTU/VCTyNcAaMxRmLxEMYxyCLyTNNP5qkW61SXe+Clgx0ihQeWIPwR2gjGfk+cjywaM1NIJ3DIFiuzFNRBpRkOZgi1CnWWqQcy1orCLWj4xzaOELtyAWsiwYiH2BsSmaG+NJDW0vuHKEIEL5A5wFxpw1Kk6QRIvBY78ZIFxCkIYNQc9wPSIQks4aJtQGp1Kgsg6AYdadSjW2tU6n0EVIQuxCTG7TJmUxyhJJoBzlADsofD0vEIbEYZ8mMBWFwFJPxtRasD1uk3S6+9sFz5IlitTZF6DJyr0LeS/GJaeYdEtXEtwalNJnVaKep2Sqe9TFYZBRD1qc71IDCCYciYBRbjlQC9sZtsB7CFpLgSRyTC40sTKaTDmhZR2gcCqj6PZbUWcXqjmtikyG+hMD5YA2ZFui4QzbRwwmL5zmcroA29Gt1hKhRiQNkXVATHhiD1hmTFQXW0NA9GlHMSO7C5opMexhpWfSmUHlMWBtAGm629WOVOVwu8FOHTntoLJ2gQV8IAnIOP/sCiykEIkU7WQwPtJCJkMxplsIpTL1JJYOm10UYg9DFfJ4RPhJJtraOVJJcVDDWkBtwkUMbCGWAcRmDgcHHw9oUlfsIneGswLkckWc4p7FyxMr646w3I7J6gExSkkFOVteMSBhKicHSlgF5EAIO60ShPilzyDOkV2GEj7aKChF5ltFB44chuRnSR2F1kRMvtBLrivljseuTSImXaYSyZJ4eN04Q0uErjXUjYhsTxTHZKCJP+wjbQVuLthk+EpzDIjDWYa0g740QWlH3YBJFy1nCKCbFoRNDnkvCSo62PsL4GG+I9AWD9TOkQ0EofKzTjGyMSmN86zNyKSvhPE3TJxeaNM5JdYIdeISAccX5OVoLiNtthtbSMOBMSqZHnKpMYnurZJ5GaIXyJYkcIKRBO8cJMQ3GIgdtskZKPGiDm0Xhg8mJMs1wfJx1FTESYJsTaFFlKpxkQq9TCXKSfro5h7fVyjBJMT8NpZBOcGppRDTxNGHo45s+Kk/pIfE3higbR9uOWK4cKM577rM+OeJ0FlFVOdbm1JIiIBwwQiY1EisQAmqmgjCSNMnwpKMVBYSpw6ghw+46mbWszUwTNzJWVtYJm3vBSRQSU2ng+xrtJMY68lzzpD+DqjaYGK1g7VgsJ0+oynXS9PKpRa4Zmf1keYXHvvAn7BQ7abkBodPM3XTtCIRsZc9b38h+7dMLA+ruGWpPrvC9wQwLScDpo/9lu80rKSkpKbnKpJkhEAEOxym/gbYOgeWMX8f3NUpCWIHJqsd0QxFGxcPX4hhmI7T1SEwxDyogIBQTxHFI7O0o1PocdMIGqd9EAhu6bmG1cApjUwVrGVqfzIB2Fptn1JsdlmxA4VY7nMkxxmDQhVC8E2ScVW4rRDAcShTOmHVjYQGjGeHjnMZg0X6CkF4hN+8kQ1GhpiVmdpJKxaJCQ2wlKQKHBWfpexHO5AhpiCpFfjQzzBBW4DBYC4N87NwC5AaLJSEC5/B9g04kea/PMBMsyAYpETqP0SYncQpwxDIclyclGeVjOXxHPi6vpxXCWDQaKSRGaBZdla6WvFCZ57StkMtCYEXqYie6AAAgAElEQVQLVZTfakyeMxLFnDNfBEhviAPOhHN0nU9uDAKBtZahtVSnI1JTKBA6ZxFSYxykmcOMJ6BVtU/qzeAcWCFYjnbQrTcw03WWollSVWMg6mTj8+GnAmMjlJfjywTPs1gjMMIhZBPjHLl1CKHo+Q3AoVREDlgEvvDwAotMI9wwRxhXBEdRMeMus6YIZnfWCsFOVwi55DbDRcU8QW0hRtD1ptDWFSkKxs1HO0eC4EzcpWdStDVop/FzQ2Al69EMI+mjxu6lq4d0/QYbGZg3cp4LDGkc45xjOSiUR33hkWrLqco8QggkEhUOsNIRqQwXD5Fagx2Rmhhtc9b9Jt2ZCQ5rn6wWgoOVqEFPBuj+iOGgU0j5W4peal/hXIbBbgqWhtqBARmneH4RLOV6iKsMQQjOVHZg2ciDBVZIqs4SBBm+6CD9QgVQiaKHuiN8ul6lWNcAzpArg+fFWGPw4xreIAaTI6xD2qKucmuLXmEEx0YCl1mktcRGMV1PMdJirUBnDvIEGXsEQ02e5Ehlcday3s+QTmNEIUoi0QhpWIpmWAmuwwEDvxjK2/FrOOuwSZEH7VR1Fz1VgyjGCI0nNclMlUynrLkOttnHocF5qEiDylhLHFKlxBTKl8JY/KCDzlNMPiKMRlR8B9rQ8yIWghmWoll6UuKwWARZ6hipCkvhHFJLfHwkCuMsnXxELCAXCmcdibWEqWMl6yKtQQvB87UpCC3GOXQeksaWREdYJGAxLqOtwA80DkfkwMskxgksEhV4nK7M0lMTtFXKYBK8XKIygx+kqEpG5AvEdB/P64P1CETISAWcGfbIhSGs91F+ipEGbEaIRBEi8hyBYLE6h7WFsq7Ji7pq1s6m/LgY10xXz9J/+XvO6B5vuvGXeG6wxK4ApFRX3nCbeOeHD/F//eevMlO7lXj0KKb9EA/veieTx/4fGlM3MrHjlu02saSkpKTkKmGtZkMYwTqDpx1aOlJbqLA5LGqLhHMxL6WQq9ZeirBjz9Q5pFBoBF1vEmEd2CKA6voVBOCLAC0MylrceN5ZP5gp3npHEcIZnLCkkSycGB2DYDycKKTigSfk2Pk+KxEnkPjC2yJFvpGA1WKEh7MOjUHoDTm9sZNNMd/MaU1QcQjnocWGw1qo1wmKY2ksuVAIHJ7MKXK6OnKp8fFx1mKxgCDPM6TvGKgpAuchgDVvEtkIERWNEwKdW0Jri+FKfiFnX8mHm96LGAefzrGZt8zJQkVSmMIBVGGfofNpR3PFLLMoZS2aRLhiSKfT6bhOBX3nETmBEGIcUwikkKwGNaQzRfBsNOtBlb5fJZUKbSVIDQqcdazbCk5IMmFQTpD6DbAW327IwEtC6REKSTvahTEWRVHn0jiEcSDGKovaIsZlTYUaK2NutMQiMK3UMk6ZnRgZjMVCBLnVyC3zXDqVeWqjJXILRhTDbrVR4yFfmhiJEbZom1IjkfjCx+KwLke4oi6L9i8YIhGuCIqts8WcrHHbzQHlFJ5fOPkDUQTUQjhWqzUiZ5DOEVbtZik2MFahXEiuNIqcjlfBCkfVE6SAcjGeb3DjrBOJKoKyoayw0aids0SVlGC40SYEzjk8BbVGlSEp62Jq85hr4QTCFvUeqghTT7CJj3FFT5s4x0IYeRWsn5J6DbRWeDZH5BakwykYyJDhxksR50DnaBStaBqLRjuB1QbpW6QDN57T55zA2uJ4ubUov9g+sx5CBpv3Dx+P6QAqJmVoq9ixSIqzRXnrmPH1oQiDAXkaYIXCE7KoDxVu9s4EwsOfFthBFwjpe8WLoCDKCZwogtpmG5eGpNIikVhbvChxJkUgWZtt4gBP27NJpJ0dp41weL5GWOgEE2DBUKilKjXAmmKUq3ayGH3gDNYIlPBoVkHkm3cgAE5XZvF7CVkwBdaRS4l1jt5skyDtFQmuswwtqpt1mgmDEwHKO5vEWiGJhWOiUmFofVCQS8XMVI8zwTwA0snNfIUV6xcvOJTbDOyT2QhEG4vGGIV1hlyo4j4MdIIazoxAFcqVxjiEcuPhvA6ZXiQv3BaumR40c++t5J6kns+warrs3TV35Y22kZmDN3N7tcmKl7ELx8RzRxkljifqD3Hs6S+TXSK5ZklJSUnJa49AnFXpdTicM8hxR5ByPr7wERuP1HEA5MZOqatvLtpc1ppsFsHZlvW3kqLoe7VzliXOB3c2p1QyUeF0dcdG31nheCMIfDFeUjgjYhysFDZuCdhMvjmUCGeLwCC3hVPiHEF4do6EA5YqO8efBWYzRCiCHIMjF4bTlZlNZyoIMyq14sevnk28veHo4xXqah4KMdaulkKgamZsH3gorBsHis6As4y8qLDC2M28bW7smAMoZVHjCM6NA5+iZgpX27mtYSubDi7O4TuJlBu5xcY9JuPjG+HIhRv3QlRxOMJI41cz/NCMe/AciQg2bTHCFTY6h3Z20w4pXeE4OodwGyHAxu8iOLQOVsPpzfbR8xtg3dl2s7VtKB+9cSphU3VyK12/QSbOiq91oh3nfGfH9aWUHbceuaUtb0lgjMCQEwQaJxx9P6BSLZxwgaATFfoBgcw26w4grObjoKP4W4iz5+7suQBjDEGQoYSi59dJmkXwFSjw/I2+5XO16d35fzvIheR0dW4zCbxAYnD4W+pAuI363HoNUZTNnT0r59dmSgDaIqXFOo0S57rTG2US1o7b9ngfznFKVLCePftCYUuy5o118/HZAOgGDfrRznP2K6Wj75+rcu6KNy7nVIKwhjV/Ciu21DFFEvaNUhsctqI26w0cPsFmPb1Q30lrcgaBwNtSd8Xh7GbdOCsQ44HVwjpa0czmi5Jz73Eb11Xx2dNis97Px7mzKp0b9KcCrDM4Z4ilx0ZK+VZUBN0Kj5XKzGbbG3mVc7bPhWMoi+9iGRKPA6hEhaxEM2dNdMVVkIizicsz622er417jnOCVjTNyPPPOQaAO6+jyY2HYa6G0yhxeSHEayJAc9by/X/5Kne/7r10Rn0SHAduvfbzir3rv/8IdS1wjb1EfJPGD5b4QbfKMe8OXnjiP2D05aPjkpKSkpLXBhvKdecsuyCwchf5tPH32SVRNSMINVfiwiO6Lf/OT550aYQxF//iIoGhQ6BF4aQrZbcsd+eUwZ2XWdie52Bd3N06F3/sbJ8TNCLZ4vIVzt05+x07vuMhhFud36IXZBykCXXOVgCeuDA/0cW48LxensLRFef8nW+pj7NBwMW3Lcy5dFvaILvI/PawsjWI3np+Ltx+4Nc2nUsPD1+cmxpIXMJJvtTZVOPzl0n/nPUE4qJ1WPSmmHPsvBiVanrO3yoaB8xbmpxQl96HHed2W67suOA6uVQgcD5CXt5K5wTOic3gQyq7JXi8zH7H7WBjXSlenRt+/nW4td0XQ4/dJdv6RhsxwjH0ih6nS7V9qeyF7YVz2xxbApeXghnXxbnX6uUR1l6yDblx0CYvs7/NvIzjxrRR7g1y6WPdxt3u7L1nI1xeqs5x7vVw7j3fbtnKYc95GTA2cvP+tlqZ5XJcEwHaM997hPbKaXbLm1hvtKm7hB0H37DdZl0Rr1rlve98K+tiyL7qnTT0PzL9Yp9/GNzEmcTj2FNfOufNSElJSUlJyU+al+owXWzLq7/mtYV5ic7h+Y6+fc2WuOByTux2c3Vq9id3foQtelK3g5fzoubqH/zq1/GVypO/xAD7amOE43T1pSnLn/+y6pWyrQGac45jhx/nG3/7Zd7+xv+abClmMTnF/qkIoa6Z6XGXZf/b38odlSYLXswN3m6aK9+ktpby1fztnFlf5uSP/qoM0kpKSkpKSkpKSkpKXhLbGqD93f/5v/PV//DveMtt/4roWBV5e4P13HLLrdemeuOleM//8OvMGsFaJWIfMTPPfR+6OX8nHmRx6TlOHv5KGaSVlJSUlJSUlJSUlFyRbQ3Q3vzAh/hv/+fPMp3MM3Xvbl5InmfK9rnu7rdvp1kvG+X7/NInfg1hMpLmbnaLRaaffJy4nfNVPsDC6cMcf/ovxipgJSUlJSUlJSUlJSUlF2dbA7TZXXuZ3LOLfR+/h+juWQ6/cIJbpzxUtbmdZr0iarMz/PJ/9YskdoRrHmCfOMHsE99ltJ7xn91DHG8tcfT7f4bOL5/3oKSkpKSkpKSkpKTkZ5drQiQE4JF/+WeqNub2t75ru015xczeeCO//EsfZGQGJI09HFRddjz1j+jTMX+Z3M8zwxqHH/vfGHSOb7epJSUlJSUlJSUlJSXXINseoA2HQx5++GEOP/cc93rLNG65b7tNelXM3XwzH/v4x5A24Uytym3RNNcd/UsqR9f4u+Ht/It7O09+5884deTvsCa/8g5LSkpKSq5J5AW5mM5V7xLiQkUyIQRp4pGMggu/A7yxbPb5yXHPrvPSVdsup954ue/OlkuM/8mXdFyBIDhvKH9Vx5vy7QIBube5r40ySmHPOy4E5myaGrHlt+euZNPl7bzYNnPx6iXXP/8cw9nzKrbUz/iLzSNsHMe6C6XXjduoo3OTIAvAu8hUiIvZXM+H53y3UYdX2k4IhXZF0vWL2QYQ2MvNmRdbfs79vaGDX9Vx8fki7X+DC66VLWd165m91HWQJt7mdhda6LhSO7gUvjt7bl8SQmCEJYkVxsjxorMKmVnqnbOuOK+uio/nH+vix/a3SOpXdMxk1r1MaoQte5NXLot/XrvbTGdxOTVMcfYsbaC22DiR9ZCXaQMbW56fQ27r/i92HoyRCKGIttwjGvngktexEAohXto97HJod/61eeX9GfPKj7vtAdo3v/lNnnv2We6zL3DjOx5CeJdP3PZaoDk3x3/3r/8nbqzVeTEYsrt5O29Ye4zdj/+QZ9eq/IX9Jb5+YomnH/1faS89edF8JSUlJSUl1w5zccDEQOHcFHPSsLdimAsDPBfSaPeotTOuT05zfXMF5fsI4RF4Pi4P8YWHkyk+iim/ykRQZ24iwlR2IPoD/PUVcpdRbZ9EyTWkUFjPw/mGPBWkcUQ1HjDT6rM/96gKScMY0pFjrzI0xQ6cmUKkPspJqsF+Kq6GVYZESPAF0q9gIomuK+rxMv7qKapemzwxVL0Z6j7c7p3iXj+monyCgY9LKwRmipp1RJ5i0uTUVzvMDk9SVYJqGBCIAKU8brQp+5MuO/WI+VrGVDVG5RlRPOC2JOBA2qI2zJByDzPVCXa7jMDM4gtFpWIZJRHKeFQIcfksNyWW6TTDH/mQNpHxBLXBiF15h3nn2B9myGgCrx7gC4d2OWkcoOMqdecjlIdRFt/3cKKJCj2mjIZRFRPXyfUkwjnCqEpzUMGhkBKCIMBHk1rw8giVhwSVKvXJJpNRQFCv4EkfmVXZO+pynWkxnxmSNGIybbO3Y5iteUy6nJtGK+xjhd1rHeb1Ko2KR4BErK7jrQ2YGE2BC6lKi9/pFMFgkDObt5BBiPQ99scrHMjXCc0avnCEwuP1oWTaJuw0bW5oTjKxsszOtTM0shjlKUxaIfAbhEqipMIEEWroaLZeJJQpvi9BpOwRHTIDUvkIIXGJIDYR+71pDjpNGI/QyuI8j93ZCtL4pNQRoc+Bqo8XVglVwIFRl0EeMW+XuDE7zc5uByElmQ6YlCOs7yOEwpAzlyZMrBt6A40Lm/hCcH2+zg4lsblkRnvcPncDgamh04TXiSFy8RRSWHInyEwd7eap1GcQfhUR+UR2iEsV6ciRDhxRL2U6z6l3c/a7EbtMD6EUIyMIBoJmK6WfNPAGPrmpYpRD+T553CQJFNLWmM8dN2Y9apEi3BHhCw8lJNevGqZGi1T66+isStDv4vmSLICgnyGEIAwr+H5EM07wwhrYKk1TYU/Yp+lgX7LOXjVF7kEeZDTtiN16wM7egJm1NrkLmdu5gySN8D3HwTDmemOJTAsnNCEZTaloqAxfgwtTpAAhcw5UU6aUR62dIozPbDpiJp5kqrPE7uQkQsBuutxhcvaKjJt8jaj6NHoDrh+uEqKYHDp2mgqptfgCQjOPb6rkTuIiRSUM0CPLPjdTXEtmhkBOMOsGOE+iVIAdZNS9GcKgAspHqYBmFtPwNLLXp762jHARjWoDKx0VJWlkCXnfMa1bzCeLpEIg6pN4vodSkqaEHcOQ2khhk0kOZvPsymvsyJoEsULlDQ6mLeq2w015TrWfoqRjl7DMtte4xW/R8BQ1sYOR9JhMltiTL7A7GbAnWWYubjGTeQih8CsK5zW4OfcJdEA7D9mZtBFrbaabEqMVrzM5t7iE67MlwiRiBkNg+hgsylPEusIoztAmZj4+RR5FTEZVQhVSXUmojpLLPnO2Xcv+3fe9iVsXvoaYnaB5zwPbbc5VwwsCHvofP8HB73yXf3n4mwzrDW41hr1P/n88N3s3/7z/Tn5ocl7/xLe4s/kwew/cz+TcHYhXmbSwpKSkpOTqc/Btb2BuxwzX3XADnoTRaMT60iLd5VWi+g10157j+ls/TBpVud+b4OuPPYEVQ+q2TX3uVg7cvYvh2gnWjvdYnJhld2+Je37+QXqHn8XfvYv/9+t/w+xb3s1b993D4088TmOyhpiYoGkDavEKq8cl1ZvfzJ69+2gfe4HUeFAPmWpMYDLNI8dOMR01SKuK223Awreewk7t4Lsy4c49U5jTOcsTQ3YHsP+edzE5NUHUnKC91mekFBOepXf8Yaoz+9mxvA7xDuZfv5elzHHs69/gxv1zEM6jT79AJVTM3nsn3RMLaFKyqmHXjv0MBn3araPsuentRF6AEBKbpyQLz3Km83oGPxrwsV95E62nv4kf3Qx7b+D5505zYvGfmDpY43X73sJb9s7gHHQefYT5SNILatx53S0svrBGHL6J5l7BYGGJ6V038no7QNgBy6ccQsUc2DuLqcxw7EenWVrtsu9ghT1zE9Sbc2jtqEY+6SDhyMo605EjMSOafkw1ew9vCAXPHn2aifoEvc6AnQdex4mlPm+5bY4o8JBIvnfyBJ43wbQP9kcvsvdtHyTpnSJb73HHzuuJT8ZMT1ap7IThyadorxwjqs9x870PsnD0KY51YhaTZe57913cOHsLS0dOM7tnkuXROpHJWckVCT0Wj7V527xgBUUlm+TG5izV1QWEX+H21/08Tz23yr3VDO0vct3N72Ll+3tZaS/izczw7SVDrhJ23bmPav4Ce+Zv5uD0fpIkQzhHUKsyXFtluN6hMjfHwg8fpr3rdiaFIDi2gH/7newYGoL5Gne7lOXeIs2wRv8Hp3jTxE560TqrSc4b7riD1tEXmNo5xTOPfp+7mwe559770IefZ9VkVBc6iBmPfvNN7K3A6VaHNzQq1A8cQApNezigm0kO7JqDfIQeGvpHv4Pf7bD7jrvYu/s6vLpj16553ryyjJiZod9PeHHxNI2wSjg1y8LKgNlpSev4Ce5/2xtw2vH4I/9Ac9dOujsqTIkmc2KakbScWmvxVLLG9SeGZJ0Oh/7VzzHRmGD15AKVpsZv7sGXAf/w2OP4a0tMzd/JvFjhzfv2wMQcxx75Ojv3X8dzjz5FLncyf8eNuGHETbe+j5AR/3h0ndfvrOA5jVrNmb55L8bGyNWcH7VXmI4mue2N+4mf/SbezLvwpuc59Z2vsTQ7i3eqRdD26U7XyVsned8D72Jyfp7Ffow5dZRd8/uIJic49p1vUnWO5vW7WMsmIUzQgw6T8RpH2kOmpeWGt/8CADbPeep732GxJXjPe99I71tNxA37OXX6OK+/6x46i09Q2X0rVsCOEyNU5VtMHJil/sIqzet3sOeGe1gxA4KjTzN715shClhKchpKUA19ZutVTKpxQLefMjVdQWc9Vkdw/ImnmLx7loMHb+LEwmGeXz/FPQffyeknn2D3jbdSqQjqlSovfv3bTNxxG9979Bvc++Z7GcZdFnWbW6p38MKLR7lhx23snp/myJHv0owaqHAX1+/YgXEeLz7yFPUwYnLnHvAl189UiIXhn5//GgcaFe6760Ge/foP6CrFm++7myeXD7Mv9LnlmRUqb3wLVkoWT5wknIGlUYs3TN7Ko8/+kGBljQduv4epgzfw6MnvsbMyzR1qB8kgZ7iWcPD2nQShTyfp4Xo94u4xlp9qc8NQMzEzx9yh+3nkqf/E2sDnl+56DyZewy2vUq/6nFA1es5n70STCQwnF0/zf/z7f3/JZ45wL7P7ZnFxkZ//+Z/na1/7Gtddd92reuCNjnyfpf/4bwl27mPXR34Prz71qvZ3reKc47tf/Qd+8OxhRhhmbZXcJDw/eYDunt0oD14nX+TWYIVb9hxgZvc9VBu7t9vskpKSkp8oV/P5crV4NTZprRFCIIU8Z5hRP8moBx5Cnn0htzxYJfJCJqILRbKcszijkd6FwyIveezBAOcHtEea2YmIOI6pVCvIy7wENDpFeeEFy9u9hKlmNLZlPPRpPHSp+Nu9qpeLeZ5yojdioAV3z00W+7UGhNw8Tp4b0jinPrbjHLuNRUpx0SGlr9gmbXjhVJfXXT/1kvebZwbPk5ccUpbkORKL5/mXPQ+b6+uUQBXr5ukA5UdIefn36mujhF6cMdesUvWv3jt4m2lsZnjx6A/xw4gDt959yXV1nmMBKRXOOZSU4xGPV0hCvH6a9MwL1G9/5yXX6ff7VCoVPO/iZXPWYq1FXeL7l8JoMEJIj0r1wutND4YI30P4Pu12m5mZmcvuy8Q5MvLAXXmoYa4tSgrkSxiSuBWn84uOPnPOvexrwhpDPBpQa0y8rO22cuzYMWZmZmg2z72XZakmCF/aeTHGYK3F932OHDnC7OwsU1NnYwSbjhCejxPeOW1rkA6pBhUEgtGLbSp7J5DBS0vKbqwphtmO78vdpEczbFy2Dq3VoC1CKYQqjqPzmFGW0qxNnruuc2TGEnnFeld6tmxrgGbTmKy1QDh/I0Jeu1ntrxbOOQ4/9j1+8Nh3WXUJCknVebRqs5yZ2cWo0aRKyvVigRsrCQd37uS6nQeoTR5AvYwHc0lJSclrkZ+2AK2k5KcNs/HSQf14fDZnzc+EP1hScqVny7YOcZRhhWjPwe004SeKEILb3vYmbnvbmxgNRjz51b/n2MnT5KNV/PgURoWktR2sNKc4aib46sinenyVneI5Zn3LnmaFPRMTzE/PMTsxhxdUt7tIJSUlJSUlJT8jvJqeqZdCGZyVlBRs+xy0n1Wq9Spv/W8+xFsBaw1L3/8hzz72fVqtVdJ2m5E0dAKPUa1GXK9xLKzxTFIjbgXwQhtFiyoxVRsTmZTQGkIhqQYBjUqVqXqNqeYE01NTTNTqRL5HoCT+VR4GUlJSUlJSUlJSUlJy9XjZAZoxhSzr0tLSVTfmZ5r5XRz88ENs9CeauE/r8I849cKLrB0fkRqJRpF6kiz00VVJ7iu079HzQozysNIjFwGZSMjoY1i78DjOoTDFjyv+l84hcAjnEFikc+ctO/tZOjteBoX6qtuUYS2Edx04x4bya/HdeBliY6Pxsg2R0o39nf3/XC4u13u+wLVA4LmLiSJv2eZyI3rHX2Vk5Btjlq81gU3lwXlzRKLQ42Jyr56UNIL65ff3MxqrV+s+4UscC7/dKCG4sQHeNfxiJazOENV2vur9bDxXNp4z1wLlM6+kpKSk5Gpzpefdy/ZQVleLPAMf+9jHXoVZJSUlJSUlF2d1dZV9+/ZttxlA+cwrKSkpKfnxcann3csWCUmShKeffpodO3agfkyTRC/GxkS6nwbKslx7/LSUA8qyXKuUZbkyxhhWV1e54447iKIL1fq2gyRJuOuuu/j7v//7n+gz76eNn6b2v52U9fjqKevw6lDW46vjSs+7l92DFkURb3zjG6+KcS+XnyYFrbIs1x4/LeWAsizXKmVZrsy10nO2wcaD81qz67XIT1P7307Kenz1lHV4dSjr8dVxuedKmRW5pKSkpKSkpKSkpKTkGqEM0EpKSkpKSkpKSkpKSq4RygCtpKSkpKSkpKSkpKTkGkH9wR/8wR9stxEvlbe85S3bbcJVoyzLtcdPSzmgLMu1SlmW1y4/a+X9cVDW4dWhrMdXT1mHV4eyHn98vGwVx5KSkpKSkpKSkpKSkpIfD+UQx5KSkpKSkpKSkpKSkmuEMkArKSkpKSkpKSkpKSm5RrjmA7Q0Tfn4xz/Oe9/7Xg4dOsQXvvCF7TbpVfNnf/ZnfOADH9huM14VcRzzh3/4hzzwwAPcf//9dLvd7TbpFfOVr3yFD3zgAxw6dIjf/u3fZjgcbrdJL4tnnnmGD37wg5t/t9ttPvGJT3Do0CE+8YlP0Ol0ttG6l8f5ZfniF7/IAw88wIMPPshv/MZvsL6+vo3WvTzOL8sGJ0+e5N577+Wpp57aBqteGRcry9/+7d/ywQ9+kAceeIAvfelL22TZj5eHH354897w0/DsuZpc6tm8sLDARz7yEQ4dOsQnP/lJ0jQFioTfn/zkJzl06BAf+chHWFhY2NzX5z//eQ4dOsQHPvABHn744W0pz3az1S+41D3cWstnPvMZDh06xIc+9CGeeeaZze3/8i//kve///28//3v56/+6q+2pQzbycV8krItvnwu5g+V7XGbcNc4SZK4b3zjG5ufP/jBD7of/ehH22zVK+d73/ue+8Vf/EX30EMPbbcpr4pPf/rT7k/+5E+ctXbz57XI6uqqe8973uP6/b5zzrnf//3fd1/4whe22aqXzmc/+1n35je/+Zz29KlPfcp9+ctfds459+Uvf9l95jOf2S7zXhYXK8ujjz7qRqORc865z3/+8+7f/Jt/s13mvSwuVhbnnEvT1H30ox917373u92TTz65Tda9PC5Wlu985zvuwx/+sFtdXXXOOae13i7zfmwMh0P3cz/3c25lZcXlee4++tGPuqeffnq7zbpmuNSz+dd+7dfcI4884pxz7nOf+5z78z//c+ecc3/6p3/qPve5zznnnHvkkUfcb/7mbzrnirb0kY98xGmt3fLysnvf+97nsizbhhJtH+f7BZe6hw1+UbwAAAddSURBVH/lK19xn/zkJ51zzj3//PPuQx/6kHPOuYWFBfe+973PDYdDNxgM3IMPPuhardY2lGT7uJhPUrbFl8el/KGyPW4P13wPWhiGvP3tb9/8vG/fPlqt1jZb9cpYX1/ns5/9LH/0R3+03aa8KlZXV3niiSf4rd/6LYQQmz+vRfI8J45jRqMRALOzs/i+v81WvXQ+9alPXfB26lvf+hYPPfQQAA899NBr5i3gxcrytre9jUqlAsDBgwdfM9f+xcoC8Md//Mf8yq/8Cnv27NkGq14ZFyvLF7/4RT796U8zOzsLgFJqO0z7sfLkk09y2223sWPHDjzP49ChQ6+Za+knwaWezUeOHOEd73gHcO79Z+t96R3veAdPPfUUzjkee+wxHnzwQZRS7Ny5k5tuuoknnnhiewq1DVzML7jUPfyxxx7j/e9/PwA333wzzjmWlpb49re/zf3330+1WqVWq/HOd76Tb3zjGz/5wmwTF/NJ8jwv2+LL5FL+UNket4drPkDbSqvV4vHHH+euu+7ablNeNs45PvWpT/G7v/u7TE9Pb7c5r4ojR44ghODXf/3XOXToEL/zO7+zeUG/1pifn+fjH/84v/ALv8Dv/d7v8fTTT/Orv/qr223Wq6LT6dBoNABoNBqv6eGnW/nrv/5r7rvvvu024xXzN3/zNxjz/7d3fyFN/X8cx5/Z14VmM21elWS6pIJGtQiFiIK6K4jIm6ArLyqIRlRjXQwkhEK8kbyJkiSYsK76ozIhMqysoOhGKgoCabVauIlDRmvi7yI65O+7fXEqfTZ9Pe7cQXidD5+dz/t9zmfbFIcPHzYdZd7evn1LIBDg4MGDNDU18fr1a9ORFlw0GmXNmjXW35WVlQVzg+Bv+70219fXY7fbrRt2FRUV1phFo1Fr7Vu2bBllZWXE4/ElPc7Z6oJs1/BMY/X9+/clPYaQuSaJx+OaiznKVg9pPppRMA3ajx8/8Hg8nD17FrvdbjpOzrq7u9m+ffui+M2IsbExampq6Orqor+/H4fDQWdnp+lYc5JIJHj48CHBYJDdu3fz6dMnnj9/bjrWvBQVzXxb//z501CShRMIBBgfH+fIkSOmo8zJly9fCAQC+P1+01EWRCKRwOv10tvbi9/vx+PxML0If7FlMb6XFtqfazP8+2nqn2OW7dhSHedsdcF/jYfG8N8y1SRXr17VXMxRtnpI89GMf0wHmI1UKsWZM2fYs2dPwRZo4XCYJ0+ecPfuXdLpNF+/fuXYsWP09PSYjpYzu91OSUkJNpsNgP3799PV1WU41dw8ffqU2tpa6urqqKuro7S0lJ6eHvbu3Ws62pytWrWKyclJVq5cSSKRoLy83HSkeblz5w737t3jxo0bBbuVLhKJ8O3bN+vpWSQSwePx0NbWxs6dOw2ny11paal1h9TlclFcXMz4+DgVFRWGky2cqqqqGV9KE4vFrC2d8sv/r82pVIqJiQnreDwet8bM4XAQi8WseTMxMUFlZSUOh4N4PG79z1Ia52x1QbZr+O8x/C0Wi1FVVYXD4eDjx48zXq+vr//r52NKpprk2rVrmos5ylYPaT6akfdP0JLJJKdOncLtdnPixAnTcebM7/czMDBAKBSiu7ubmpqagmzOANxuNy9fviQcDgMwNDSEy+UynGpuqqurefXqlfWtRCMjI9TW1hpONT8NDQ309/cD0NfXV9DbAoPBIMFgkOvXr1tbLAqR2+1mcHCQUChEKBTC5XLR0dFRkM0Z/Prcxu/r1/v377HZbIuqOYNfjefIyAhjY2Ok02kGBgYK+r200DKtzTabjQ0bNvDs2TNg5vWnsbGRvr4+AB4/fozT6aS4uJjGxkZCoRBTU1NEo1HevHlTsOtJrrLVBdmu4X+O4YcPH0gmk1RXV9PQ0MCjR49IJpNMTk4yNDS0KHbrzFammmTHjh2aiznKVg9pPpqxbDrP96W8ePGC5uZm1q1bZ7124MABzp07ZzDV/ITDYU6ePElvb6/pKHM2PDzMlStXSKfTbNu2jZaWFuvuVaG5desWgUCAoqIiNm/ezKVLlygrKzMda1Y6Ojp48OABo6OjOJ1OfD4fTqeT8+fP8/nzZ9auXUt7e3tBfO4x07n4fD6AGXMrFAqZijhrmc5l165d1vHjx4/j9XrZunWrwZSzk+lcNm7cyMWLFxkdHaW8vJyWlhY2bdpkOuqCGxwcpL29nXQ6zaFDhzh9+rTpSHkj29p89OhRvF4v8XicLVu2cPnyZUpKSkgmk/h8Pt69e8fq1atpa2tj/fr1AHR2dnL//n2WL1/OhQsX2Ldvn6nTMubPuiAWi2W8hk9NTdHa2srw8DArVqygtbXVaiBu377NzZs3mZ6eprm5maamJsNn9HdlqkkikYjmYo4y1UOpVErz0YC8b9BERERERESWirzf4igiIiIiIrJUqEETERERERHJE2rQRERERERE8oQaNBERERERkTyhBk1ERERERCRPqEETERERERHJE2rQRERERERE8oQaNBERERERkTzxP3xIBW1LNtltAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "folder = \"weibull-truncated\"\n", "distrib, truncation_type = folder.split(\"-\")\n", "\n", "print(colored(folder, 'red'))\n", "posterior_glob = !cd \"{resultsdir}/{folder}\"; ls trace-*\n", "cmdstan_data = az.from_cmdstan(posterior = [resultsdir+\"/\"+folder+\"/\"+x for x in posterior_glob], \n", " log_likelihood=\"log_likelihood\")\n", "cmdstan_stats = get_stats(cmdstan_data.posterior.drop(['e_raw','s_raw','e','s'])) \n", "\n", "az.plot_trace(cmdstan_data, var_names=['mean_SI','sd_SI']);\n", "plt.savefig(traceplotsdir+\"/trace-\"+folder+\".pdf\", format='pdf')\n", "az.summary(cmdstan_data,credible_interval=0.95,var_names=['mean_SI','sd_SI','param1','param2'])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mCorrelation matrix\u001b[0m\n", "[[1. 0.15614211]\n", " [0.15614211 1. ]]\n", "\u001b[34mCovariance matrix\u001b[0m\n", "[[0.08930707 0.02933986]\n", " [0.02933986 0.39535764]]\n", "\u001b[34mPrecision matrix\u001b[0m\n", "[[11.47713857 -0.85172915]\n", " [-0.85172915 2.59256303]]\n" ] }, { "data": { "image/png": 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QF08+MfKCMp548iXMmLkAoigiM9OFNWvW4dnnXkf7dq2xZPF0lKUVtwmCuEJgPMrlAKZOnYq0tDSMGjVKNwZXpUqVQlEuGtLS0tCtWzesXbsW1apVi5ke0VC2XANkZmbpyp1OBz6Z9QH69esdKpNlGT+u24icHDe639Q56smSbY7qkGVFVx4X58SyL2aja5eOF98AgiCIy4gLPf/zlegNAEuXLg2Vcc7BGMNff/1VAKpeuYiiaFjWrWunQpVBEARRkonawNGs/ZdO1y6dsGr1D+Ccw+PxgjGG+HgnJMmCxo0bFoiMjh2SsGnzdiiKAq83ICMuzgm73Yb69WoXiAyCIIjiQNQGLq9Jl4noWPr5x/jnnzTMmbsY8+Z/jpYtmuDhh+9Hlxs6FFgPa+33n2P//kP4ZM5iLFr8Jdq1bYVhwwahY4c2EISo0x4JgiCKPVGPwQHADz/8gL1798IfDH5QGT16dIErFi3FaQyOIAiCKDgKbAxu8uTJ+Oyzz3D69Glcd911AIA///wTNWvWjKmBIwiCIAgjojZwS5cuxbx589C3b1/MmjULkiRh0aJF2LdvX2HqRxAEQRAXRdSDMmfOnEH16tVRqlQpnDlzBgDQt29frF69utCUIwiCIIiLJWoD53Q64XK5ULt27VBE5dmzZ5GVpc/rIi4vZFnGup9+QVracU055xw7duzCzp27Y6QZQRBE4RG1i7Ju3br4+++/cdddd+GZZ57Bli1b8Ndff+Hmm28uTP2IS2D//kP4aOoczJm7BLIsw+fzoUWLJhg86G6cPXcO02fMx7//BnrjFStWwIjhgzH0gXtothOCIEoEURu4mTNnwm63o2nTphAEARs3bsTAgQMxYMCAwtSPuAR69BqAY8dOaqJeN2/ejq1bfwdjgqb877+P4MWX3sTefQcwferEWKhLEARRoETtomzdujW8Xi8AoHv37nj55Zdx//33Q5KkqIW5XC6MHz8ejz32mKZ869at6NOnD5o2bYrevXtj8+bNUddJmJOT49aldKgYlXs8XmS5sgtbLYIgiCIhagNXoUIF3RyU+WH16tVo06YNFi5cqCnPyclBcnIy7r//fmzatAlDhw5FcnJyiR3bS0s7jjcmfIirG3fEgIHD8eO6jVAU/dyRKj6fD9+sWIM+tw5C85ZdkDLpY/z3X3qeMg4fPoKX//c20tPPGiZ3y7ICxpiu3GG3o3TphNB3zjnWb9iM+wcno+HVHfC/8RPx999H89FagiCIGMKjZMKECXzRokXR7m7Khx9+yB999NHQ99TUVN6nTx/NPrfccgtftWpVVPUdPXqUN2jQgB89evSSdSts7u7/EI9LqM3jEmpzUarCLdaqvHTZ+rxylWZ8z579uv1/Xr+Jl01swMskNuCiVIWLUhWeULoud8bX4k88+ZKhjO439+dxCbW5M75WSIbFWjV0vNVeLfRZsgU+2501ees2N/PZnyziLlcW55zzf/5J49Wqt+Sly9YP7eeMr8XjEmrzXr3vLczTRBAEERUXev5HPQa3efNmLFmyBCtWrNBtu5QVvQ8fPqxbjaBu3bo4fPjwRdd5ubJ6zY9wuz2h75xzuFxZYAD+/HMvGjasp9n/t992IMftgc/nC5Wpi6GuWLkWE99+WSfjx3UbNKsJ8GCvWxAYFIVrtqk9x1EjhmDiRG1de/YeQFZ2Nlyu3J60xxNwUaf+sD4frSYIgogNURu4Ll26FIoCOTk5sNvtmjKr1YrsbP1YUEpKCiZNmlQoesQSRTF3/XITt3BmpguZmS4kJMRfsvwzGWchy7JuPkyjZXcIgiCKC1EbuMKajsvhcGh6KADg9XoNF1ZNTk5GcnKypkydi6w4MHrU/+HDlJkQBAGZmS7Y7TaAA02aNkTbttfp9r/pxs6YNftTHD58BLIsw+v1gTEGzjnS08/iqqrN0ePmLnjiiRFo17YVAGD4w4Mxa/ansIgiMl1ZcDjsUBQFNapXxX9n0uHz+ZGVlQ3GAoaVMYalS7/GN9+sxpDB/fHYow+jSpXKuPaaZmjZoil+27oDgiAgJ8eNhPg4yLKCBx8cWNSnjiAIIt/ke3r5U6dO4fjx45p/l0KtWrVw8OBBTdnBgwdRs2bNS6r3cuSV8WNx+uQuzJr5Hvrc0h3PPjMGf+3+GRvXf4MqVSrr9m/SpCF27vgBv21ehV49u0EQhFCPzuv1wu324Kvlq3DbbYNDx3zw/qs4fXIXpn70Nnr16oaXXnwSB/dvwl+71+PUiV34YuksVK9eJdRr5JwjO9uNjIxz+DDlYzz3/BsAgPLlE7Hux2XYv/cXvPD84+jd60ZMnzYRp0/twrvv/K8IzhZBEMSlEXUPbsuWLUhOTsa5c+d02y5lwdOkpCRkZGTg888/R69evbB69WqcOHECHTuWzJWnbTYb+vbthb59e0V9TMOG9XDvgH5ITV2P85kuzTbOOXwRIf8OhwP9+9+G/v1v05QLgoCuXTqi1XUtcOTIMZ0ctZcYTpUqlfH0U6OAp0ZFrS9BEMTlQNQ9uHfeeQdPP/00bDYbVq9ejTVr1qBXr14YNSq6B19qaiqSkpIwc+ZMrFmzBklJSViwYAHi4uKQkpKCTz75BG3atMH06dORkpKChISEC1d6BZCZ6cIncxbj2eff0Bk3AHA6HfmeeaRixfKIi3Ma1lWxUvnQd6/Xiy+//Bbde/RHxcpNMWLk09i6bWee6SL79x/Cs8+9jmrVWyKpbU/MnbtEE6hCEARRZEQbjnnttddyv9/PO3TowM+ePcs55/zYsWP8lltuubQ4z0ukOKUJ5JdVq3/kcQm1eemy9XWh/ZKtKm/W4gb+0dQ5/MyZ9HzV6/V6+fKvV/Geve/lzvha3Blfi9/S5z7+9Terudfr5Zxzvn//IV4mIkXBaq/OS5Wux5Pa9jSsd9D9o3l8qTrcEVczdEzpsvV5XEJtvjb150s+HwRBEOEUWJpA0BiiYsWK2LNnD5KSklChQgUcOXKksGzvFc/u3XuhKIqmB6SG9tesWR07d/xwUfVKkoQ+t3RHn1u6IyPjLBhjKFOmtGafQ4ePQBAYzp3LDJXJsoys7Gz8vvNPw3p//fU35OS4NWUuVxZsNit2796Hrl1KptuZIIjLk6hdlOXLl0daWho6deqECRMmYN26dZg4cSLq1KlTmPoVKzjn+OXX35Ay6WP8809aVMecOZOOGTPnY+W3azXTZ7ndbvz++5/w+2XD41yuLBw7dkJT9tdf+/Fhysx8rQ5QtmwZnXFT8fmMp/kyIi3tOM6dzzTcllcaBEEQRGERdQ/utddeQ6lSpfDwww9j3759GDNmDOrWrYs33nijMPUrFvh8Pkx4MwXTZ8zD+fMuyLKCcc++hsZXN8C4Z8YYBpRs2LgF48e/g/UbNkEURYiiCIEx3HrrzfB4vPhmxRowxqBOqKVGUHIeCO0/e/YcGjRqj2taNsN1rZpjzZp1OHr0ODjnEJiAyldVxJjkBzFq5AOG03JdiLZJ16Jnj65YsfJ7WCwWZGVlIy7OCZvNiiceHx7a75sVa/D6Gx/g99//hKIooTQGxhjsdhsURUGH9m1wS++bLvb0EgRBXBSM8+gnmNy7dy/WrFmDf//9F1dddRXuvvtuJCYmFqZ+F0TNg1u7di2qVasWEx1Sf1iP224frHPPAYDFYoE7+x9deeOm12PfvoO6ctUY5eOymGK1WrFr54+oU+fiUy5crix88cUK/LppK+6661Z0vr6dZn7LMokNDINIRFHEkCH98dor41C+fGzvEYIgSiYXev5H7aL8/PPPcccdd2DLli1wuVxYs2YNevbseUkpAiUFzjmsVqvpNiPMJlhmzPyYyJlGLoQkWQzlqD3BaMrj4+Nw//13Y1LKG+hyQwfd5M1m7XA6HejVo5vOuJnJzquuWFKQOpnVVRTtvhzPLUEUNlEbuKlTp2Ly5MmYM2cO3nnnHSxduhQjRozAq6++Wpj6FQsqVawAt9utm3IsPj4OFSqUMzymRo2qiI+P05RJkgTGBFitksaYCYIAu90GzjlsNq0hFQQW2kdbLiArKxv97hiKj2ctxNmz5/Db1t8xfMTTKFuuIWrWboXXXn8fR48ewz//pGH8K++gRq1rkViuIUaNfgbbtv+BjIyzmDFzPlpe0w1xCbVxe98h+G7VD8jJycFXX32Hm3vcg+zsHEPZmZkujEoeh7cnTsGJE6dw4MBhPPf8G6hStQXKV2yMx594Cbt27cGZM+mYNHkWGjfthPhSddH/nmFI/WF9TB/Isixj9Zp1uOPOoYhPqIPmLbpg6rS5yMg4m++6zp/PxKzZn6JV6+5wxtdGn1sH4ZsVa5CdnY1vVqzBLX3ugzO+Nlq3uRmzP1mE8ybjmBeDx+PBsmUrcVP3u+GMr4UOHftg4cIvkJVFSyIRVwZRuyiTkpLw888/a3oqbrcb7dq1w/bt2wtNwQtxObgoAeD48ZOYv2Appk6bg2PHTqJN62swauQDuPXWm+F06qcd8/v9WPP9T5g2bS5Wr/kR8fHxGPrAPRh8f39k5+Tg448XYOGnyyDLMm6/rSeGDRuE6tWqYN78z/DR1Dk4ffo/iKKgmS9SEATNOJhKXJwTbrcbVqsVXq8PshwIXLHbbZCDQSyCKMLjCUwELYoiJMkCn88Hu92ueSDGxzuRk+OG0+lEZlheXq5sAMiV73DY4fX6IAgCGGOhNQUlyQJBEOD3y7DZrKFJpBljiItzolHDevj1l5UFcGXyT/MWXXA07RgyM3Ndr3FxTsiyjI3rv0Hz5o2jqufQoX/Q4pquEAURrrDlnxIS4pGdlQ1nnPYcxsc5ISsKdu74AbVr17ikNrjdbtSq0xoej1crI/hStfevDahUqcIlySCIWHOh53/UQSbXXnstdu7ciVatWoXKvF4vypYtWzCaFnPUGT+eenIksrKydb2zSCwWC3r26IqePboiOzsHdrtN0xO67trm+OD9V6EoCmw2W6j8hecfR/fuN6Bnr3t1b/tqryfynSUrKzs0n2Q44SsbICyCU5ZlyLIc6gWG4wouiJoZkXSuNay58nNy3BAEQTffqBqhKYpiyLipurtcWdh/IHarSRw6/I/23CBwDkuXSsCRo8eiNnDHT5yC1WrFuXPnNeXquYs8h66sbJQuXQrHT5y6ZAOXk+NGZqYrtAJESIYrCwkJ8fjvv3QycESJJ2oDJ0kSXnvtNc3ExkePHkVCQoJmhv/CmpS5sOCcY/uOXVi2bCVat2qJHj26mI6nRQNj7ILGLRKjHt6ZM+lYvGQ5srNzcO+AvqG5Kt1uN378YYPGKETDxbn88hvokv+xNTMHgtvtweYt29G6VcuQ4fxt6+/46qvvkJR0LXrc3CW0mvzffx/Fp4uWoVKlCrjzjltQqlTes+B4vV6sXLkWW7ftRL++vdGyZZOISFPjqFNvhJGOBrXHWlj754VZiknkywZBlFSiNnAZGRmIj4/Hpk2bNOWlSpUKlV1MOHosmTFzPt6Y8CH++y8dHo8XTqcDnHPcO6AvJr79sqHhKWx2796Hx598CT///CtEUYSicLz08lto3qxxYALkn36BIAiQ5UAPiDEGxhgcDjvKlSuLDu3bYNPmbTh58jQ8Hi8URQlbEy7gRgyM27FQr4uxwGdRFGCxBG6Jli2boWqVyli79iconMPtdkOSJFSpUhmtWrXAhg2bkZ5+Fh6PBw6HA1arhK5dO+LA/sP4a89+yLICWZZ1MgQhMMbIOUeb1tegXLmy+H7tz2CMISsrO7S/1+vFTd3vRpkypZHU5hps3rIDGRln4XZ7Qtflhs7tcOTocezdewCcc1gsFox55DncdFNnvPfOeNSqVV1zbrOysvH4Ey9h8ZIvwZiA7OwcfPDhDFSsUB7PPvsIhj4wAAAwbepbwfHJ4/D7ZdjtNjAGDLz3DnS5oUPU17JN65Z4eNj9+GTOYsiyjJwcN6xWCRUrVkC7ttfhl19/w+nT/8Hr9cHhsMNiETFk8D1o3arFpd5GKFOmNN54/Vl88MEMnD13Hh6PB3a7HXa7DcMeGoRGjepduBKCKObkK03gcuRSxuAccTUNk5kdDge+WDoLN914fUGpGTWjk5/F1GlzDLepBioSq1XC+p+/xjUtm4ZeMnbu3I2O19+a72F2zQAAACAASURBVJ5eyxZN8PXyebjqqkoAAmOFq9esw9atv6Pv7b3QtGkjAIGe17btf+Cbb1ajU6e2uKFz+5CL9Z9/0nDjTXfh8N/Gs9xcf307LP50WigAx+v14r0PpuOll94y7XUYETnWGF7+v5efwrPjHtGUr/x2LfrfM8wwncNmsyIrU+sW3b17H75YtgItWzbFzd1vCPUY84ssy1ibuh6//vobbru1B1q0aBLatmPHLiz/ehXatm2Fbl075jtS9kJwzrHltx349tu1uOGGDujUMUkXFEQQxZUCG4O7krBa83daFEVBVlZ2vhYfPX8+EwkJ8Qa9XvP3DbMestVqxbXXNNOUNW/eGE6nw9DAqat7G1G3bq2QcQNyxwo7tG+N0qVLaXS57trmqFe3lqYcAGrWrIYqVSqZGrgWzRtrokutVis6dmgDp9OB8+f1E0rnF865ZlYYFVlWQj3UaGjcuAEaN25wyfqIoojuN3VG95s667a1bNkUtWvXQKlSCYXiAWGMoU3ra9Cm9TWG2zMzXXA6HQVuWAnicuCKfpWrXbsm4uPjNA+W+Pg4eL0+VK9W5YLH7917AM+MexVXVWmOipWb4Mab7sIXX6wIRSNGkpOTg0WLvsT1N9yOipWboGr1lnjp5bdw6FBuInjjxg1gt9s06QCSJIW+R64CwBiDy5WF61rfhFmzP8Xx4ycxd+4StG3XC//9l47IZ2agF5jrsgwvB4Avv/oO/e4cilWrf8Thw0fw6mvvoWat61CxclO073gL5s//HMePn8LMjxfg2utuRMXKTVCvQVtMfOcjHDlyDMuXr0LPXvfil1+3hvRTCbTLhkaN6ofKDh78G8+/MAH97hiK8+ddut6Fenzkwz98bbzwTaIYOH7Cm5Mw5IFHsPGXLdi9ex+eeno8Bg9JRmamVoY6Zlq3Ti0UJeoqEa3b3IyKlZugTr02mPBmim76tcJAu0pEE1xVpTmeHjsee/YcKHTZBFGUXNEuSlmW8eO6jZg2bS5WrPweTRo3xKhRD6Bf394X7I19t+oH3HnX/0GWFc2gfXx8HOrXq40tm1fpjmnUuCNOnjytmflDNVyrVy1Bh/atAQRcfHPmLsaMmfPhcXsxZEh/PDBkAK66qiI++/xrvP/+dOzdd1CXJhAf50RWdg7i4hyhaEfAPH0g/HvkNrvdDq/XC0myaCLx4uKcyM7OgdPp0ERYOhx2uN2B8bjs7HDZgd5i2TKl8eijwzDovrtQo0ZVAMC6n35Br94DwTnXBFeoukS2T/0e2QMNd90GEuVzyy0WSygiNPw6qQbyjn69MWzYII2LtSioUKkxfD6/5l5Qcx23b/0eDRrULTTZ7Tvegt2792lkS5IEURTw6YKp6NOne6HJJoiChFyUeSCKIrp17YRuXTvl+9iTJ09DFEVdOLnLlYXjJ04ZHnPq1GndtFYejxelEuJx6uTpUFnNmtXw4gtP4MUXntDV8dCD96FFiybo2WuAZqZ/IBBmHtBBG9qvBndEjt+FG7TI9xy3OxDeHxlmrhq1yPSBnBw3GGMa4xaQHUhOf+mlJzF61FDNtlMnT8NqlXTh8qou4cYt/HukezUQICNClmWEN0NRFHi9XoiiPk1BURRUq1YFiz6dhliQkaFfONjt9qB06VL497/0QjVwx4+d1N2HPp8PFosdJ04a37sEURy5ol2UF8vRo8ewYsUanXFTEU16AmY9BJ/fr9t26NA/eOnlt/DkUy9j1649ofL09AwsW7ZSZ8QuxMWkCeT3GDNngM/nx3erUvH330dDZcePn8Tyb1bnOwjGDDV5PZJAb9D4mLMZZ7Hm+59Cx3q9Xnz11Xd4YOgjWLBgaciIq6tEjBw1Fu+8OxWnTv0bquPAgcN4/oUJeHrsK/jrr/1R62s23OZyZeGLZStw5kx6qOyvv/bj6bGv4PkXJuBAFPmBWVnZWLBgKR4Y+giWL1+lSz0wG29TX4QIoqRwRbso88uuXXvw0LAnsPOPvwDwUO+GMQarNRBh16ljEp599lFc36mt7vg13/+E19/4AJs3b4coChCYgIRS8XjowYF4+qlRsNvt2PLbDgwf/hT27jsIReHgPBAYUblyRSSWLYNdf+4JJW2rrjzVZZebBpCbDqAoPGy/3O3hc0KGrwCghvPnlgVcfvmXETAsar3qzCW1alWHJEnYt+8QAITGKyPTFQKuyOjaAc7BodXR4QhMm3b7bTfDGRcXHBv1IicnR1N3QkI8RFFAo0b1sWvXHjDGkJnpQnx8HGS/jGbNrsaRo8eQmelCTo4bNpsViqKgUaP6yMnOwZGjx0OpGBaLiBrVqyLlw9fRtWvea98tW7YSb709GTv/+AuKEnBzq+1zOOxQFAWNGzfAuXOZOHHiFPx+GYwxCIKA+vVq46OP3kTbpOs0dXo8Hjz40BP48stvIVrEUFI35xz/N3QAJr79MhhjWL9hM15/4wOsW7cRFosFjDHYbFb839B78czY5AvmERLE5cKFnv9k4PLB+FfexfhX3jHcVr16VWzZ9F1UM+efOvUvln+9Ck2bNkLbpOs0ARSjk8dh6rS5hseZpQnkF7Pw+gttA7Qp0HndOJciI1pYmA6qXjz4uX//2/HxzHdDs8AoioK33p6M8a+8A683+kRnM13zikTt3etGfPWlcapHJEeOHEPT5p1Nol3Nr/eQwf0xc8a7mrLff/8TnTrfZliXKIr47/RuzdhyenoGvvzqO9SpUxPXd2pLvTei2FFgqwkUNseOHcOIESPQqlUrtG3bFuPGjYPLdekh40VF+fKJOuOmKAoOHDise0BWqlQBN3a7Htde00wXHZiXy66gwsjzqsZMBoN+fo+8tMlLhrnhy6NCw/2ZTg/1c+1a1TVTnAmCgIYN6+Z7lhozXfOyz0aua7/fj4MH/9bVV716FUj5SF3IC7UXaARjejduYmJZ3NjterRpfU2JNW4nTpzSTZVGXDlcNnf1448/jnr16mH9+vVYvnw5jh8/jokTJ8ZaLQ0tWzSB3W5DfFiovhrSH+6S3L//EMY9+xquqtocLa7phmrBdICtW3fiw5SZaNS4I5o2vwEVKzfFQ8OewM/rf8WixV+i8w23Y+GnywBox+scDjskyQJRFJCQkDsNWPjDLPLBFv5dXXFArTevNIHIcRj1Mw9UivCZJhnLNXwCM5ahhu2byQMCY5YsKCS8HmbwL7x9StgMLapeLPh54rsf4eae9+DLL79FaurPuG/QKNw3aDRcrixdmkCofmZ+TiN1D58dJnKfH9dtRJu2PTBn7mL8umkrHnn0eVSs3BTNW3ZBnXpt8OZbk7Bt205MeDMFteu2QWYw4CPymqm9t3AZTqcDNpsVSUnXhsp+2/o7Hh7+FLrddBeysrJ1bQgYNwX1G7bH2GdewZYt2zF9xjy0uKYrrm7SEZWuaopB94/GTz//WiA961iTlZWN+fM/R7sOvVGvQVtUrd4Sfe94AN+t+sF0rJYomVw2LsprrrkGkydPRvv27QEAs2bNwsaNGzFz5sw8jyvq1QQyM11Y+sUKTJ48C2fSz+KhBwdi0H13olowb+7EiVOo16BtMPQ91xVms1nh8XjhcNg1M2mIogjOOSRJ0uXPMcZQunQpjHtmDAbe2w+JiWWwcuVaTHxnCn7dtM00XD4yvD5yrC4awsflIlMLEDYOFi5bVvQh/OoYXnj4fvg2cL0bMHKsTS9DW26mKxCY5UVRFCgK1x2Tdzuil2GG3W6Dx+OFKIqaxHO73R5aXsntzr0X8rpOjDFUrlQBzz77KPrffSsSEwOTnK/fsBk9et4Dn8+veXhHjpmqSJIEv98Hu82OnDDZgiDAZrNh1sx3cdddt0bVvsuVW24dhJ9++kXnDXE47Hj1lWfwyJiHYqQZUdAUmzSBoUOH4sknn8To0aPRrl07rFixAk8++WSs1dKRkBCPIYP7Y8jg/obbXa4sSJJkmA4AQDdNlCzLEEXBMDmcc457+t+GJx4fHiq7/faeqFK1smGagPogiwyvNzIWF8LsGM45GPQRlmpgSuSDORCgYiybc8ASDO+PlBHensj2GekkGtQDAF6vD6Jo3A6BsXzKEHTnVsXI8LndnuCSQP6Icrfmr0Ynk3MlCAKSkx/EiOGDNeUZGWdhtVp1blH1OkTWpboxcyJkB/bjyDirT18obvz77xlDV39Ojvui1vQjii+XjYuyU6dOqFSpEv744w/0798fpUqVQqNGjTT7pKSkoGHDhpp/4asbxJq0tOOYPmN+vheUVI1AJIwxpKauxw8/bgg9qA4fPoJZsxZq1iqLBtUA5feY/JDXSt1GohnMw/vziyzLpmOCZkYpv84LWTY/hwW1SrnZ/pwrWLZsJX7dtDUka8+eA5g7d4nuZepCmOnq8XixePFX2Lb9jwuem2PHTmDCmyno0WsA5s37LN86FCZ2m9UwFUKSLBc9nyhRPLksXJSZmZm48cYbsWTJEtSsWRM5OTl44403cOjQIcyfPz/PYy+HBU//+y8dt/cdjB07/gRY7pt7eLi9GHR9qb0AURQgSRLq1a2Ne+65HadP/4e58z6Dx+MJvo0H4gE554iPj4MkSShVKh6nTv0bTGD26WVEhNdHuvoi3WxGM5lE9kRM22EgI9y1p5OlVhg0EGoZR2DcLXzfSFdrpAxVh1B5cDxOrY+FycgVayIjynaYn8Nc16vZ+TWrK7/XSU1/cDocsNltOHMmHT6fH/5gHmV+ZJjJUlePr1ChHObNnYT27Vpr7vX09AzcdvtgbNv+BxhjcLs9iI+Pg98vY+C9fTFtauzHzQ8e/BsffDgD8xcsBecB13SZMqUx/OH7MWL4YJQpUzrWKhIFRLFIE/jjjz8waNAgbN++PfRw2rNnD+69915s27Ytz2MvBwO3NvVn3HHn/+XrLdZms2Le3Eno17d3qEyWZdxx51B8s+J7w2MutzSByONU1AemEm7YoA3pV8P5Lxb1+Mh6IjWP3Ga6AoGJDDNUoxp+LDfYdinkdS2K4l54+qlReP21ZzVlP67biNv7DjG81wXG4PWkXbJOBYXf78fa1PVITCyDVte1KLAoZOLyoVikCdSrVw9xcXF499134XK5kJGRgVmzZqFTp/xPoRUr8vvjsVqtqF69qqZMFMVQsIqxjItSLV+YyTBKE8i7HmaYVsBMtgHaCMoL1n8hGTDWN19tuMD+usjO0IfCT+coivfSdIPxqnPnM/Nwo3LTicaN2Lv3gGZ2G5VTp/7Fjh27LrmNFosFN3e/IbRoblHz999HsXcvTWAdSy4LA+dwODBz5kzs3LkTnTt3xi233AK73Y5XX3011qpFRaOG9VC2bGnExTlDvn+73QarVUJi2TKa1QEsFhFOpwOVKlVAndo1dHV17doJcXFOTUJufHwcbFYr4uKciI+PC43XhYfgA7npAEYz74c+B31qDNopxdRQfa4EXH4solxFrTtyzFA7u79xiLsoCobHWyxi4Htwpg51m5EMtf7wVQbCx1tEUQzVoStXZTMW+hyYUYaF6gyXEWpz2LlSUyKM0gRCMoKuXLUO9RxGplSo55lFyMg9h+apCGovObI89/jcciMZavqA2g7RQMbcuUvQvEUXTJ4yG4sWfYkevQZgwIDhoUCpyGspiGIo9WXrtp0w4uzZc5g8ZTaaNLserdrcjKbNO6NV6+6YMXMB5s3/HF269kOdem1w/Q23o1ad1nj99fdxwmRu18uRrKxszP5kEVq16R5oW5ub0bhpJ0yaPIsCXGLAZeGivBQuBxclEHhQ/Lb1d8yYMR8bNm7BwAF9MWjQXahevSoOHz6COXMXY8lnX6Nrlw548P8GomXLpqZ1eTwerFy5Fh9NnYOs7GyMHD4Et9/eE06nAxs2bsHbb0/Bym+/B8A1ofd5hpmHbY8GU1eeafqAecSkajwi6zNPSmaBoBGjFAWo40j6usx0zl87mGaMyuy4aNuRVx1GdeXpRjWRbbYvzNqXR8qIUX2SZIGicF1AkFk7RFGEKAo4+s82lCunnfzgngEP4xuDeVwD6/Rx3YK3NpsVjRrWw9bf1uh0vRwZ9+xrSJn0sa59drsNvXp2w5LFM2KkWcmk2KQJFHcYY2jdqiVat2qp21a7dg28/NJTePmlp6Kqy2azoW/fXujbt5duW8cObQIreG/4VZcmkBtebzS1VMGlCYT/zS03f6CbPUw556HlbMJR69DL4IapCABCgSdGMozC+00NjEmKAgDTNAH1XEXWdaFVHIwMU17Xycx4m7bP4Jg8z6FJ+3w+v2FUolk7ZFkO5X1Gcv58pulML0aTlHs8Xt1qE5czmZkuw/a53R6cP59pcARRmFwWLsqSjhpSfc11N+LJp/4XmnVeXfSyfcdbMPC+kVj30y95GiHOObb8tgNvvz3FcOXrcLddJHmlCRiVmxmrvI6JdJvlyjYuV3tqkRi5CQPf1e36umST9gVkGPWizHt2RrIB8zQBs15UXr1AMxkXc50M25fHMWbXKa/2GV2n3Hboy3NycvDqa+/jzz/3Agjc63PmLsaW3343SYmB4QuKIAg4fuIUUiZ9jP/+S9dtD+fs2XOYMXM+ktr1xJAHHsGGjVvAOQ+tEtGz1wD0CM5uE7nCQkERF+fUTBGnYrNZER+f9xqTRMFDLspCRFEU9L7lPvz0869gwfQBSZJgsYiIi3MiM9MVSgpnjCEuzgmHw44vl32CpDbXauo6ePBv3Nj9bqSnZ8Dt9oQW8VQUJTfcPiIEXCUUbg/twzh8P+2iocb7wECG6ppUE60jQ/QjZUSmJQCBMbjwh7TAWChUP1BnrgxNaHuw3Wq5oe5yQEcWrCtXRkAXQYyUIcDvl/PVPqO2qscFeliirh2BBH99uV+WA2N8YTJCaREItCO8raqPWoisK5RqoS1X0yDM0kHU868YXCez2V3MFqaVJAssFgvinE5kulyaCRDC641GhtPpgCzLuOvOPvhk9oeI5NHHX8SMGfNhsYjIysqGIAhwOh0QRQFerx8WixjqCQZWWFAwOWUCBg68Q1fXpZCZ6cKChV9gypTZOPz3ETDGULFieQx/eDCGDO4f1WTsRPSQizKG+Hw+rE39WfOD9fl88Pl8cLs9waizwJsk5xwuVxY8Hi9++eU3nYH7/fc/kZFxVpNEHnLlRXyP7DWoDx/1oakGSYTvl2uEtO4rowe29uGYG6wQHgChPuTCewvhD7Twv6p+DAw8OK4oMCE4N6UADh6SoQ2sCExzpu6nokZXMjAI4a41JgACA1dylwYCD8oNc+/qg1m4Qfu0RjW8fZEvC7nnWXuuIs+loii5kaRBGTx4rCYIhLFcA6yWB68rY4FzqOoRKUO9/uHnSuEcPGhAw9uh1hsqj3iJUPczW5jW5/PD5/Pr7vVIGeGfI+9DdZs6M8myL7/FJ7Oh4/PPv4bH44EaxKkoSmje0cjfg2roln+9qsANXEJCPIY/fD+GP3w/9u07CLfbg2bNrjbtlROFC7koC4ADBw7ju1U/FIjbQ1EUHD16XOfySks7rpvyqXAw+yEy3Y9UNQBG5Ub7q7Xn5YKLDPxnjEFkgqEMwUA2oI2S1B9jXFd41GO0ssONam779G24cF1mss3bYXbeL6pcJyHvFIl8P6wvwklkdojf79eNZWVn55guPpyXg+r0v//pXK/Hjp3A19+sjno2Ir/fjzXf/2S42G2DBnXRvHljMm4xhHpwF4nX68WcuUswecpsHDjwNyTJAs4Dc0cmj34QTZo0hCRJ6Nu3F775Zg1EUUB2dg7sdhs4BypWLIczZzIgiqJmEF1RFEyfPg9fLFuBB4YMgN1uxSdzluDIkTSdATWbpcJoBpDQdFkc6v80b/bqpM9qvaouFouIyMVGVfeakWyLKOZOoBx8cPtlf+hBHiLQeQodE97TUMeVJItFGwnIGPx+HywWKfDwDbaHMQafHAhSECPe2WSuQOEKRCFMhsAABvhlBVaLJVgOKAER8Pl9kCxSMHAGkIIyPH4fLKIAQZUR/ONXAg9JixDWWxQtUDiHX/ZDskgR7QC8/oDbjCvadvtkPyTRAgEsaGXEoK4yeDCCVO2yC0F5cvA6GdUlCmLIpaxG2PqD7m11PyFo3MNdsDp47j0SOIaF9DKbDSa8HGHloVuA5QYnGbkrw/dR7y9F4ahSrQV63NwFN93UGT/99CuWf70qZKj0PTZ9vernLVt2oHKVZhh8/92oUaMaFi/5Cjt2/AmrVYLf78etfW7GmDEP6rwpQGDFkJRJHwdnS1Hg98uoUaMqRgwfgqEPDIDT6TA+j0SRQmNwF8nChV/g4RFP6SZPFkUR1apehYMHNoXK0tMzsHjJcixa/CW639QZ9wfTBzweD1as+B4jRz+D9PSzOldKIM/NeIA/L8KGZnLLYBwMEQjYKJg3TJEJhtGEMJFtBmMMgolOZg9gIeT+05ZzcMNZRS70Vm2mr2k7Qi8PEfIN6wD8YeN74ag9Q11EJlfynFnFCKOgDQBBl69xBKnhPcLM7xFZMb83ja+HWbpD/jp64Yb8Uu+3gOFWDFNPbDYrXOcP6Y5peW037NmzX5fWYLfb8PZbL2LE8CHRN4a4aIrFTCbFEa/PZxgNJssy3BGzOSQmlsWI4YOx7odleO7ZR0MzmNhsNvTr1xvNmzc2jLZTx7CMMIokVDE6xMzw5PUMMGpfXpjJMCsHkGf4eb5ki4JhW9TAESMZeRk5Ix1E0bwdRo6+8HG7SJ3C/4aT1wuCGWbtM8Ps4R/eiw9HCY4HGsnI6z3BSAUzGWpgjJm+RrLD/4aT1/1mROAF0liGz2c8LOB2e3TGDQh4JIzSI4jYQAbuIildKsEwpNvhsKNM6VJR1XHs2Am8+dYkbNq0zfBBKEkW01UGjELv1QeEflYLlu/VBMyOUb8byVAjHyMxk53rFtOWi8xsJhNmaDQYMw9xF5hZmgAzNHKhWWKM2icrxmNiyDunzUyG2XUyM4rm51AvI697wczwmrkoBSYYXqeAIdG/bJm3z1wGYNzjvNB1Ksx7Xb1+I0Y+ja3bdoJzjgMHDuP5FybgyD9phufQ5/MjJeVjzJm7+KJXWPjrr/146unxqFm7Fe7u/1AoUO3UqX/x3vvTcHWTTuh0/W1YtOhLw2WBLoW0tOOY8GYKGjRsjxtvugtffLEiX9OvXW6Qi/IiURQFP67biGnT5mLFyu8BMFStWhkjRwzBvQP6oUKFcnkeP2r0OHwyZzEEgYXcnOoPSpIs6NAhCcOHDYLdYcfMmQuwes2P8Hp9mrdvTbQeAKgPg2CBemVFwTgdIDwSMPyzIAjgCgeHdp01NeqQg4ciHlUsoggoAbnhYeaiKEIJGx9RH2KiIAYj9xiYGBgXAnJddGKgolA5AyCJlpB8BQG3HQBIYnD8KSAkpK9FtICpEYoM8Pp9ofMhQIDIGLgA+Pz+0KoGNlGCBQJkKPDIfshBGXbJCpEH2uWHAp8ceLO3WiSwwLCaRoZFECEyBsYZFMbhCZYLjMEiiGBgUKDAK/tDk1LbJCssEKBwDhlKqO2SxQLIgeuhBPVVz7kQjCANlx0K1uEcnAUMR27KQeC886DXUXP95cCacIIghGSLYedWCEsHCI+kZILWjR5p2MPHeWXDeyHsc5iM8Ije8H0093qEDLPUF9FEnnmqTNjvRxRhtwdy22RZhqLw0Hi42e8xsMKCH9OnTcS9A/ohWq6/4XZs3/4H/H45tHZffHwcfD4fFCUQnaw+LxLi4+CXZSxeNB29el76smEPj3gK8+d/DsZYKGgnISEeiqLgm6/no1PHpEuWUdBQmkAhIQgCunbpiK5dOsLlysKJE6dQv36dqI9fm/qz7s1INW7PPfsonn/usVD5Lb1vwvz5n2FU8rOGaQJAcGwjPKSbI+yz9kGgGrPwcrUui2gJPZwYAiH1QG4ofWSUoIUFXFeMs5BAzgMPeEVRAIXnBpdwQASDqAZjqH85IDERokUAFG1PRQoag1DEZPhLNlMfvkzji7CIkmGEpWQRwASmc52JogBJEDVRjhIAmyBBBtdFftoAKBYJssJ1PTrJYjwOabEIUIIvBrl1iZCYBWYRobIoB/MXGRDmIbRaRDCB6cb8RJHBx+Xc6xrqbTONcWBhPQ+LGMyLi3ARqgEzLPiiASCYUhE4XpUR6tEH0zlUIlNG1JD/yHlRVSOpnkfVmKrHCGH3rebSQ5+eAWh/E4HecMBIqvmi4ftEBqRofk9h51aWZdOoSjVwJ3LFeLX3tnHjlnwZuE2btmo8DpxzZGa6jNMdgjK2bt1ZIAYude16nXs1M9MFm82K33//87I0cBeCXJQFQHx8XL6MW17IsoK0tBOalABFUfD3P2nw+XyGxxiFAKgPADNXTWS5+qBRFP24Hwv7T1duIkN9aEciCoJpuYWJelcbE2ATJV1IPgNgFSRt5GIQu2iFTdQvbGkRLLAKRuUiHKJNJ0NgAhyi1ViGYINDtOrKHaIVcaJddz0sgog4iz3kfg1vn9NiC70ohLfPKdphN5BhEyVD2RZBhNOib4dFEJFgdUAS9O+zkiAats8qWmA1OIeiIMBi4JoTmACraNFfJ8YgMlHX7sAxJqkWjCHQxdSXm6U7mAUlhcY7DbcVjPMqr2oOHz6ieZHlnGPrtp2YO3cJzpzRzszyzz9phlOoBY4zn1Vo376Dps+GgsBIJ9WDtWjRl1G7Yk+ePI3ZnyzCrl17ClpFU8hFGSM+nrUQL7zwJrJzcpCVla0Zf3E47LBYRNx9162wWm1Y8tlXwVwftzb8PyKSLDdNIGLGD8ZCPTeuaHtz6lt37hs5gq4QMfhWHxHCLzD4/X5YLBZdWDo4YJMsgXGZMNeNAh7oHYFp3sjVyENJDDx4WdC1yRigyBxOKeAWEpgQdEcyeGUfbBYpGDUpBNxw4PDJfthECTYmBXo3QRke7odf8UMSLCGDrHAFCjj8fj+ckj1YV7A3wQCv3wubZAXjannALeqVvbCKUqjXBQQCMDyKcstN2AAAIABJREFUFwwMcaINDELAvaVw5HAvsv0e2EWrJopVBkeOzwO7ZNXKBuCVvbBLdli5GOptcq7AJbuhgMMmSJrejpf74Za9sIlS4AUkKFtmCtxeL+Jsdohc7bkGXJ/n3FlgQuB1RY3YVM+hKIqQwl40OOfwKjK8fp9mJQKFKwBj8Pn9sFosoXQN9fq5fV5Iov5e8Cr+kP9Pcx9yrpk9Rb0PA2O72rSG8HSVcI+Dut0v+0MzvoTL0PQAWe65ytXb+PcUmY5jtF1tg1q3+vu0O+wAgH59e6FChXL4fOk3OHMmI6Cn34/rr2+H1q1a4rvvUrH7r33w+2XNAra5f9VzqJ1QXRACC9QKgoB7B/TD2KdHo2bNi3sOTp8xDy+9/DZyctzIysoOrIDCgeYtGmPO7A9Rv34dZGScxcR3PsKsWZ8ixx1wlfr9fvTudSPGPTPGcBL5FSu/x8SJU7B5y3ZYLIHrVbXqVRg18gGMHDHEMIApWorFgqeXQnE1cEDgLWjDxi24b9BIHD92Ur9YZ/Bt1XA+wzzqNQsUMCLcyGnrZyHDEy2BN3hj2Ub6CizMXRlBwCgYB40YlVsFiy4HDgAUKPBDMXyFtzKT9jHjqEjVSBvpZCRb5go8ivGbtVnQvzVoiCPxKzJkGETacgV+bhyqb3bez3uzDOWb7S9zGV7Fn68wfrMUBT+XDdM21PswcpPRvRmO0bmSuXH0sdlvpqgegPmd8Pxi6h8woC/mGExlFi2KomD9hs345JNFqFe3VmhFFJX33p+GZ597w7DH2LRpI+zYtlZXbnNUNwz0cjjs+Hblp+jYoc1F60tjcJcxgiCgU8ckNGxYD8eOndRtzyuUPa/lTsxkGf248nqA5PcHKRiMC6nl3EBXDm3gQTjG82uYl4tCYPxOJ4MHgiOUiB+YGohjpK+ZDDX4Ri8EAWe/Sdh/fs6h2ivVlxvXD5ivAmD2QGcCC2S1G+jKje4RHkgqz28+phGiKEIxmJEnEOQjhIJ6NPqG9QA15XlcJyNdA/0fYy7mXjdetcO4HLhw7mW0mF1vRVHgN0lriBZBEHB9p7a4vlNbw+15pS6ZyTY7H1arVCD3VF7QGFwhoygKUn9Yj/73DEPpsvU1obd//PEXHnv8Raxfv8lgXCH3eKMxh/A5E1XUPC19eL1gGJ4d/l23TTAO+1f30y+2qk5srJeRG4WpPTcMxmHjomDcDrP2BdxSZiHuzFAvda7LyHQAUTAuV89hZA9VdaepLrrIuozC/i1Bl4wlwjUTeMgay1A9ukZjlLKsl6Hqb9QOKMZpEMoF0gQi9cpdNFbbDnPZDLLf6D4M3gtGofosj3sB3LB9Ru0IBE3lftbKgOF1UtMfDO91hevSI9TfpdqmSNQJ0iOPUeuMbJ9RuVlaCGMMTqcDVapU0gvOBzt37sajj72ACpUao3mLLpg6ba5modaKFcpBkiy6ax4XF4errjKWXbp0KcTFOTVlNpsVbrcH5csV7uTT5KIsRGRZRsOrO+DMmQy4XFmhN5+EhHjk5LghSRb4fP5QQIk2RNo4fDlyIl9E+P1V1Ci08G0s6BIMrysUti2Gh9eLoYjJcNem2UzvjDFYBCHk4grfzypawHioAvhlNcRdDeEPTPukuq2sogQbLJCYJRAqj+BUW0yAlVkgMREyAmNMPtkPBga7xQqJC8FweR4sB5wWGxyQAA5kwYtMfw44OJwWG0ozOxzMgmzuwznZDT9XYBMsKMMcSBCsyOY+nIUbObIPIhNQVnCgNLPCD47zzAuXPxhGLdoRzwPBFdnMD5fsAQcQJ1qRAAkSGM5yD874s+HnCuyihLKwI16wIlPxIJ274VZ8sDABZUUHSjEbfFDggg9ZshcMgF2UIPFA+oCb+ZHtD8hwWKxw8MC0Xlnci/NyDhTOYRetKMXscAgSchQvMrkHXsUPgQmwMQskiHArXmQqbuT4PRDAkGB1Io7ZwAFkcw+yfDngAJySHXYEgk2yFDfOebOgcA6bJTDeKQkWeGQfchQvZCUwbZfELLAwEX4uw6f44ZVz0xrUNA8ZPDelQrQA6sThjIXKJUvA7SwwwM8D11sJGjs1PYID4Izn/m7CxjPBEEp3sFgsgRed4L2e+5vTRhSr96Ham829dXNzTxljgRQXxoIpEkYpOLm/ZdEgveJCv6fw33Lkbz7yeEmScGuf7hg2bBC63NAh3xM0qNzdfxi+W5UKr9cXOj9xcU7Isowvls5G95s6g/PAws4zZy7A4iVfwuv1oX37Nhg5fDB6977RcKmgjIyzWPLZ15gyZTb27juAxMSyeOjBgRh8f3/UqVPzonRVoTG4GOLxeJBQup7xGJqZ24UZeqgAmLtRTF1Rwbc8owRWY1cbhyRJJjKMpdiC80JGyrBbrIBBMrqZ21WEgFLWOMNoOAGCYRi9RdCnFQCAnVlgZ5K+J8R5YC5JrtfJAhGSwTilDA7RoHfmZxzcIE0AnMNiEcEiTqGiKPCDw2Igw839EKFvXxbzw2fQGwmtIhBxo6g9HaPxwHR/VkSKQvAYBsPr5FNkKNC3z6f44YZP5y5VFAVuxWc41psjeyAr+nbIigK/QTnnPDC3a8Q9qigKfAb7A4ExSsN7ixnPsakoSsB1HXGvh+ZszWOU20i+2ZjjxfzO81MPAIx7ZgxeGT82+spMqN+gHQ7/fURXbrNZ8eaEFzB61FBNudfrRVZWNsqWLRO1jNOn/0OFCuUKzF1LU3XFCM4Dk7ma+fXNbta8bvr8DlDnmSZgUGY2VZLAgjPhR+7PBFgFfQg4Awu+eevrswoSrAbh6g7RChvTB1hITEQp0QZrRBi9BQJKMRucEWH/AhhKC1YkMIsub6o0k1ABNmi2cKA0LKjJrXBGGD4HZ6grSyjHRc0DXeJAbb8F1bkFYli5wIGqigV1fCKs4deRA4lcRD3FirgIGXGcob5iQyK0MqycobZsQzXYIISVixyoARvqKjZYI+pKZFZUhwP2iJ+1FQKqiHGIjzhXEgRUZA6UFmy6cxUvWJEgWHXX3ClYUU6MgxQhQxJElLI4IUVcJwEMcaJdl9bAwBBnsSNecuiuuVUM9OAjy0OpCAZ3rySIhvevCGaYBmEWUBP4vZj8Zkx+T3naKbMfdD67FXn1Q/7cvVezwoLX68Xy5avw3vvTcfToseiFmNgcs+eO1WrNl3EDgIoVyxeYcYuGyyrIZNu2bZg8eTJ27NgBr9eLZcuWoV69erFWK19wzvHW25MxecpsnDt3XhdiHO7qUPcHcntn4TP5h0dRBsp57rFhrkm1Hk06QEQYNmMBVxBXxw6E3OmJVAMVCB1nUBBwvTAOTfKzGtrPOINdsobC/kPpAFyBJAZcgqpxU2VLQuDBpM6Gb+MKwAAbs8DJbBBU2UEZImeIF60Q1LD7oGvLp8iIt9gg8dyHjcI5vJARzyQ4IQZ6HYyhrKLAxzgcXEApWEIRmBVghZdxWGQZFSFBBIPw/+29d7gdVb24/641s2eX00sKqSQhBAISkBKJ0pUmIKEIyAUBEQREpAgXBH6oqPeifvFeImJBUUARLGgoShMFRIoXMPSQEAiB9JPTdpmy1u+Pmdln9t6zT3Ig5CSHeZ8nT5I1Za21p3xmfaqAiRpcNH3apQOTrAqzsviG8rXSI4ek1QOCNFWzPMVqQyPRjHIlQkqEhu1cRbch6EbR4c8CCUz1oCQ1a5RLmzRJKxHYgPzV4ko8MlLSpITfB/5KcZVwkUIwWhkQ/FY7qRxrhMdq4dGKhR8PBpN0hpLQrNAl0tLE0IHbfRCi0KVKfkiFluXiqkpr1ukSBaEwtQhWiNCmFTYKhSLNgJfsKLMRW7uscfNIIcvVD7TOotD0u8XAQ1b7jjPBvVvSNlIamFqW84dqpSgqm7yy/d8puHcsaQahE07ZKShau6/kORXhA+H95ilVdiCSMphfkJknzOoiQxsXqkKVGQ1QD8MhQjtgdXhNOSxHCgxpxgSZVz7L2j944AWv40MUou+S6PtDiIHQieh74YEH/s64CbPYZ585NDc1cu+fH0IIgeM4XH7Ft9npQzO56qqvcNCB+w767rrmv6/gq5d/m6VL38ZxXNJpC9d1+cTH9+HITx086LGbK5uNivKJJ57g0ksv5bLLLmPPPffE8zwsyyKTyQx63OamonzttdeZtcv+Gy3haj1VxmBqybgvpLivWBgk2HaQY3JmOl7NKIxYVWZKmrGqOUsYNBq111cALUYm9ly5mC97gAZh1KwqANIImmK+40wNHSpe8dqg6qxw0RWrqfJ4ta8KqT7GA+w6SbHrrcWdOhe23rqiBHTHXCaFZo2I91Cz6ywfurVDkTpebYHAiOJpxWovPsNHXsXf//FBKb6wKmqnZqWitMJR8d55dp12pVXsM+MpFeulqbQup33bUOp5H0fj4aqJe5Y39su3nhlj/LixvLHkXxt0jhdffJVbf/U7pk6dzDFHH0bLBubWHQ62mDCB//qv/+Kqq65i7733Hu6hbBBKKTzPI5WqVPvowI41FAFXz+0XfLfxuCwGQw0TEHVc9Qdj6C7uom6YQL0nOc6FPzhbvV7iz1MnTEDgr0bi3N/rhQnUQ0oJda9T/LmG+rsPZmsZbFxDvU5xfUhDUE++hV6yUfQg56r308o6YSGDjWuov4nvPDU0gRXNT7lBfUQcUir7Fnhe/Fg3XqjFYO+LOh9UQ/j9Zs7clm9efWnsNs/zbZ2mWSk6tNY4joNl1WbYGU42CxvcihUrePnll7nzzjv52Mc+xu67786FF17I2rVr13/wJubVVxdx6WXfZKvxO9HeuR0nf/ZcHn3syfID2NbWCpoat9jGxgaklDQ2NlS0Rx/G6M0ZVW9EvaJCl+q4MIFQXVPtvmxEPCSr+wjv+8o+fBVfmEGiuo/q/cP/K1W79Il6alaHJShdz3Xad6CIc333VUaipt2JCUXw1UIarbya38R/A8f8VlIE6qeqeRh+uIEMMyuHpzFACI1AI4zoBjANX/1mpKqcY0wATdU7AsMUCK0wZGUf0vBTWwuhqagZK8AU/vwMo6oP4dsEzZr5SVAaI8bxSHraX4lWXScBKE/V2LjM4DpVp+4q3yPVqc/CcJW4PipU8ZFjAvVgbLgDtffhQLHf+Oep+t9C+Gp2T6macIB6LvxSyrJaMfozRp/lmueJOvd6zJjCeUSPLbfXeV/U60MIP1nze/VWXLDgJb58wRWMHrsjnaNncuYXvsJTTz/LsmXvcM135jFt+mxa2qZzxKdO5p57H6xINTicbBYqymeeeYbTTjuNH/3oR+y888709PRw2WWXYRgGP/zhD8v7XXfddcybNy/2HJtCRfmLX/6Gc754KUopbDvIDi/91FqfPPTj/OpWf6y9vX387vd3c/31P+fZ515g99125pyzT+Wwwz7BI48+wY9+9Evu/fNDQKXxuJ47cPTfFS7HDKzkqo+tTtfl7y/KlZ+riaojzUgG+bJbtNaYhoHQIlBrioHUX5FVikAM2PqEIC1TfuonBFrooPq1oCmVodG36uDi4eDhaU2jadGoU2QxcITGFr7dLStNWrRJIwYOmrzU5JVLCkkHBq0YgKBfavqVhwQmaslEW5NGsMoUrDQkDppRQjCu5NCsNL1S0mWmKKJpNjRb6SLtOPRjspoMPa4kYyrGpfOMShewlcGKUgNrChaGoZmwVZ4Jo/uRAt5emWPZOw24rmDMeIeJk/LkGj2WvZNm8Rs5+nolHa0uW4/qobOlwOruLK+vamb1OpPGrMfW7T2May3QWzJZ3NXM210ZUoZi67Z+Jrf2obTgjXVNvLk2h6cEY7Ilxqf6SUmPN90sC+0c/a6kXWomuDYt2uNtIVmYSrFaQU4IRrvQpqBPwIoUrNEKU0CHkrQpSQnFMsNlWaDI7JBpOpSBAXThshoXG0WjTNGoJJaGtdis0EX6lIMZ2NdMBA4eBeFRdG0/p6gwsTD8yge45D1fyyEDQakYSD0W1qDTngbtpxjzUHjKK1euEAg8FEr4IQe+PdhXGSNAB2nl/D4C+xmB2rOiqoE3oFos27ErV0nVqbPCihrR8JrweY7a2v1ntja5eWgHHKyP6vba8IFo3F1tJXQhJEd+6uBy+MC7TYl1zXfm8Y2rr60KaTIwTQPXdUmlLIrFgcLPoUD9v6fvf1f9DYUtIkzg2Wef5YwzzuDJJ58stz333HOcfPLJPPfcc4MeuyltcF//xv/j69/4Xuy2XXb5EE898eeadtu2Y5ftM7b/KIsWLalpH8x92JD1VVFxqgkh4tNahXFuNecXkkwqVaP6FPjxafF2t3glQJvVFDg3VB6TEymazVrPOUNDq5GOGS106NokvgDNGBhBvF6U0Y7LGK+2XaBJS5BVv6FA05IpEVM3lGyTjSlrf/P0VppMU22NNG1KRIOFrIoT0J7GXWsTZ5JzCzq23VMS4amaPkp9kmK/haxSXbuupKsnVxOiALBQZwI3l0rypsBTtb9Vv9DkZW14iI2iIGNSamnNC6on3oWfeJtYXpUoKKfmGNtzKOHV3Otaa1wdHyZQcONrlmmhY5MAOJ6Lh47to94LsX5mIR2r3ow6fMX1MZRX77tRXX/4wzvx5D/vHdIxcZzxhYv42c9+HbutXiailpZm1qx66T33vT62iDCBSZMm0dPTw+rVq8ttjuPQ2jo0F9T3m8Hc7qtVDI7jcNfd93PxJd/gL/c9XHMTxFVhhncXJjCY262OMevXe1AMEV8VO/RurDagm8IgI62aTPgpYWAJo6bdQJCVVkxYATQIkzSy8obU0Kwl7cogoxkw6mjfEWSMo2jxKNd8A987sxOPrPAQkXkbhmLMuALjp/WRaRxQnwihaR7r0DnDIdOuIp1AemyKlt1bSU9pgIgK0GixyOwwFnPrMWBF9IxpC2PmdMxZM6GpaaBdSsTYUVi7bYcY3VY59zHtpOdsjzFlLFEJKxrSpGeMIjWlHVKR39EQpLdK0ThFIrNR/RhkxgjG7OCQaYvOQ2OlHbZp7aU9U6z4TbLSZWsjz1ijhBE1YGrIKEGTEhVhEGg/fKHRk5iR6xEGbnfKNFlqwwSymFhVrxqNn4A7LVMx4ScGaREfDlAdrhLek3F5QpXWOK5XvnejxwjiKxCUSzPF9OHnyqw9Vz3hBtRU59Axz9H7RapaB/4uqRc+BPXfJTUmgWFis3AyaW9vZ9999+XKK6/k6quvxvM85s2bx5FHHjncQ6vg1FOOY/HiN/jd7+8qG6U9z+NjH92Dr33tYsDXgV/0lau46Re3A7668he//A2GYfL50/+Db33zUoQQ/PD6a/j/rvoOTz31DFr7GbnjwwRAq8qaWtW2hepM5zDwxRfNRh51dw5tHoaUpM0UWgcpstDl4GkjSGc1oJbxyRmWnww5cCrJCMvPNoIkZ6TLGfLDPkxp0CgtUsgBN+xAhdkqUmS1716P0qTxs1O0K0m7lmXX9yYdqI60ol35sWgCQMJoW6MMRbtwySnPD3GQkFUOIg1jZhRoaSuBkAihGTWhiONIbDdFY7sLQiINReNEjfY0jtFCZutmpCUQpvCdV/bUON0Ko70Ro9kiNNIZMyagCy50jEGMagcESIHcdlvI96PXrEI0NwbtEmP6RHA9VFcvsqPFN9QZBmzvgQbvjbcRqoRIm34fGlI7bIVa3Ytesw6Rotx3brLGK2hUwcNswM85JRStUzSurel5SWE4TmC304xpKqKVZm1fBsOVpIRCoNFSso2XZ7mX5S0n598jwQuq2dPYBvTJsJqEf51y2sATflhDCX//Fm3RLP2X3jrt4CujfYTh3wsFPPLaQWlNyjBJAUqZeEBROyilsMwUSissmUJrRb9XwtOq/AyE97arXRQDGUzMQBXoKD+Dihfc94KBtHMCBv4dscF6QULucvC39O9RL6g8Ed7rIgivCXz+y7Y4KStTaEXTi5U/TAPHlHo5P6vNDaH5I5fLcvBB+7P0rWU8/vjTgAgKoFa+L6SUgdObZq+9PsLXg3fSe+XCC86iq6ubu+5+wDdxaI3reuy7z550dLRzz70P4nleOQHzDjNncPnl56/nrJuGzUJFCdDd3c03v/lNHn74YSzLYu7cuXzpS1+q8VKsZjjCBIrFIvPn38eatV0cc/ThdHYO5FNbuHAxu3z44xRjyrynUimWLH6KMWNGlduWL1/J/h8/hldfXRTb12DhAPUYSphAShqxVQMEfqmcOH1NZ7o5to8mIxv7VdxkpMnEZO7PYtAurYFUXuFYNUxRtV/24K/a4mbSJh2yMS6AreNKjN626DuHRBEgMmaN+g/AmDGxoihomcYmRCrmm7ClDVo7qTmZ60Bfd8xoKQupavTyd/zjqlCru6C7t3Z/pcCNLm+DdlfT80y82q6/O41WtRNfVGpkjVurTi8J6DNqusBBs0y6sSq9NTo+GGGdLmHHVD8oKReb2ooFrvboc4s1+wMUvfj55d3SkDwitfbLJMWpEuuFItRP1FCnnaGrGU3T5Gc3Xsvxxx1ZFmSrV6/l4EOP59lnX4g9Ztddd+Keu26l433I8djfn+fOO++lWCpx9FGfpLW1BfA/6h948BFeeulV5h556Lsu1/Nu2GLCBFpaWrjmmmuGexgbRCaT4dhjj4jdprTGMA0/QKmK0MsxytixoxkzprOugKubnmsQl+o43lWYQLkO24ZRL0xgUGFcx/U+8BOIORd13fHrBpfVPajuqOKbB1O71JujkDCUGKt3o9mpUx2gfhjE0Oc31Huh7nmkhLphAnVCYuq45NftQ8jY0kKDMVThUzfUYhA7+WAhBHFkMmn22H2XCvNHZ2c7U6dMrivgtpk25X0RbuB7hp944tE17YZhcNCB+643kHw42CxscCOBhQsXc9lXv8Veex9Bf38+NiN8qVTiw7t9gqu+9l1eeeU1br/9j+yz31wee+wpIN6Vudp1OlSpRFUg/vkHHrpqW2FFUuXIMYbhuzvrmL411IQJlNWO1BrbpZQ4QVLd6DZDynKyXVHVh4dCV7tOB3JKo2uEhhTg6IH9yu2GwA5XMRFbmTAFdlEitKpcMQVhEMGPUNEHpgmOG+wf6cQwwHXRCCp89WWwvz/ByImEvw2geoUcjqXacUYISKUqxxfubwXt0fFKOSBAK+Yh0AKESa3QEgIpvYH+ArSQ5LQNDKgn/T4EUof5LyPtInh56JgPGCEwGFCVR88lghd89F4Q0rd7har0gdMMZLcRNfMY+LvCXT7yIVcvNGBDnrPaMIbINOSAcIuOtzopenUf1VUf4tz8Q5qaGkmnrQrtUMiuu84inbbIZAYSG2cyadJpi112+VDN/h9kNhsV5btlc8hk8txzLzDnY4ehte81GVLP7TedtrBth2w2Qz5fKLfHfRWKqm3V+4R2iag3k28TkGUbGzrwhqsWgnogFZcMjgH/C1hEXlzhuTKmhYmfe9K3eZgQ2FIMLTEZOJfQfpxUVqTICF8V6K/KfAN+i0jRpA1MIVCAEn5sX5M0aPR8ZwaJwJAS6Xk0SehwHBq1wkNQlCa2hnTKY3QmT2vGBg2FkkWhZCJMQftkh5YJLmbGV+NpDz/2raMZ2dGIyFrovgJqXT8USogxo5FTJyE6O6BUhHVd0NMNuRyM2gpa2xHKg5510NcDZgoxfhvE2MlgmOi+LnTvGlAeom0ssm0cWBn0mrdRby+E3rXQ2Ipo6USnGxClPLpnNfR1gTTATIE00I4N3eugp8sXYrkcZHO+gF21Gv32Cn8V1N6K7GgD00R3daOWr0L359GORhcdtKvxCuD0StwehRYSZfvyUCmBp0xcW+Bqg76iSd5J4SLIS0m/NPAAV4ATXh/Alb6WIi8Fvdr1gwkEEHxEuYYg7zk4hILMt025UtPjFsnroIKANJC+BZCCZ1NUjl/5HYkpDbQGB79ygqf9KgBmkA5LSU3RGWhPmSba89WMRdfGUcHHXBg2gJ91pVwpILAva6396hOur2YN7Xhh6EvJccoOWuHzFf1YDJ+NMB1dvbpniGoX/kr7ePX74qCD9uPss07hwE/sU9dEs3TpMm6++Q5+9JNbkFJw5hkn8x8nHs2ECePixzBC2SLCBN4Lm4OAe/ChR/j0cWfQ3d2zwccMVjCxniqxnktuvfIYqZikxgCWmYo1chtCkrGsmiwJEkGz1VCzP0BbqiE2FGGU1Ugqxs7Tgkm7tGpUZykNHcJExMx9V7sYq1QbO7qflKy1kWQnCrLjYjzkGjLI8aNrtYlSwrbbI+JCHnKNtSstQHRMQDbEePmaFiLdULP61J6DXr001k1WvbMoXo1Z7I+1x2Hb4Ng151I9/ThPvQwxQbZdL8TbU9/qaqVYqp3fWilZY9ZaO/Molqc0XtV10lqzkvjsPe+oPmxVe9/a2qEUY+NylYcjVM29rrWmUMfuVvRq03yBL0zcmGdGab8iQ1wfxNjjyttiqJdZJNSMxKks6z//kr6eRZtdRpDNlS3GBrclYxhGxcptQ6j3tRdtD1+RYUv0QY2+PqNFUaOqjvALt7pMihe8bMJtIVIKXDfSR3CMIQ2coJ6YjJzLFBJXe345m0i7JQxiQsfKJWEK2iOFDEKz/dWehcDTupzTUQBSa5qVxtG+J6WBDuSGJmUo3KJAGxIzpQKtn0amwTA9vH6BTEuEGby8LRPR2YbIZsBxBuxAQkA6Db3dkM6AlRkQTmZqQM0YFUCpDJgW2vP8EIDQc8510H1d/m/ZMgoyTf7Xuueietb4Ais4pxB+TTF610LvOl81amUgtNP29aJXvAOGRLS0IIIXnu7tx1vyFhRLyHGjEM0Nvto475B/YQ32GwqrGcxGfxrKg3Wr0qzssshZLg0Z23fO1LDKtViEgWkI2jxF+ErtE/CWKShKRYMSpILrVESxTNis9jwaMMkEK3ZPK7qC2naZYMUeJuHuVSW63YIfSylT5XZHu+X6dZY0y6EjrvLod4vYyiUVtIcJiUueTSmozxe2a+0nDwjV49F2jca0i01mAAAgAElEQVT1lL9qr0oa7ilVrkEX3utaBzkpI49mVGMSfWKj5k03Ityqn9n61URim8t9JmwcEgG3EdjrY7P51jcv4/of3sSyZe8ghcBxXT46Zw/22ms2Dz74CE897ZfOcRx3QH0Y8+UX6vvLgk6Ictqq6nCAaMaFAbd//6u7rB4NtpsyFELhaQfCB1KBt6RvWxgYS8b0X3nlIqlBJpImM0tKGIR15bT064c1ywytMuPbHzXlHJCmkDQGRWqEENhoHO1hIhiL5b9Ag5Wrkv6Lf2tP0eL6X9kKiZICV2maUjaNKdvf3xO4OoVrazJtLs0TbaQR2O5sjbI9REOG1KwpiFzaF0YAVsp/aZkpMH1hg2P7K5++HujcylclBmpdAK0lZBoQzaNABGENaFAeyrWhZ1VktaVRfWsD21nWP7cf7wG2529fuwK61wxIIdeBQj+qPw9rVvtOI8oDIdFdXShX4729FopFgihh1Iq1KC3JL0/hri76/Tng9vtqtrWFBrq7LIQhUY6m4GRY3aNYlxG8hYkWEheQlmCl0iAUvQJs8L0K8QO+lda8I4r0a89f9ShFQSi00pS0S7+yMWRQ4FRoulURO/R+lKLs4l/yCmWVpIo4gTiug0ZgKwfXc4PsIgpPe0F1CYHjuX5GEK1BaBzPCQSYV06dZRh+yjaBn2y6/ExJ4dedCy5maDYoCy6t/d8z8jyFYwgFWejaX35mg+eyRt0oyjdM+XkKn9e05YfWfPKwjzN92hT++Ke/8PqSN5HSL8C6++67cOEFX1iv53jChpMIuI2AYRic+8XPce4XP8cLL7zCv/71HIcccgCjRnUAcMXlF7B8+Uq22fYjOI5b/qqLq/LrB4H65416EobHVDyUkXNEt4fCLro9dN8vnztYkYiIh3l09Vguk6MHzh3+7ReYGVClhu3N0o+BKwcAB+0VAdyRr2FLC1KhDFED80oBLa7yjwm/gIPtDSnH95sIJxK0Z9s9DDMcvy6PQbY2IhoyNV/FQkpfwEWbw1VaQ0vt/kJAQxsiJqSCUh7cqhW8VuBpcEoV8y4PbN2qiv+W+167plLFGLSrNeugvypzv+fh9Xi4qz2/r3BV6mmUEqxbY0HkOmnPv6PeUimciMdreN17haBE5OYL/urBpT8USeG9oP30WX1B1QA30AqE7vk9rl8RPLw+4X1YUg5eTJiA4zm42gucmwb68FdbwbmD+YX3W5huy6u61xW1wdjR46r/HaboqjhHZAzR/4fbq5/D6ufTb6scwzbTp/DYI/PLeWq/8Y3/5NVXF/H4P5/moAP3Y+zY0TW/S8J7IxFwG5kddpjBDjvMqGkfPbqzrq1sMBfl4ENxSMcMtY+NeUy989TLfyTqTXDonQy2cUjNw8u7GFS9MIhB949rrn8t6m2r33P8lvXFb8beb0O8RzbFvT5YmE6984wdM6omCfu2205j222nDWmsCRtOEibwPrNo0RK+evm3GT9hZ4pF/2u+2lU4/PqLpu8acF+uDAcI96kOB6hOjRMeE4YPhDaKavflsmdZTLuqyoNYdnemMpu5CIxmBc/2k9BGXb2lwFae741W1e4EOfx0lZu3C9jC99yLuJECUPKCIplVbv+ldf5iR0duaY3E68mD66HdKqcIz0O7Hrq6BIxS0N/r29ciS2ntuuh8D9pz/W3h/q7jez56qrLdU/6+joN2nIGVq9Jo20Vhoh0vsqIGz1YoI40KVmAhnivQKcsviqoG5udhQMpfVbhBBhgAJaSvojMVrqD8+2rh15vLep6/PXI9XAF4vqehjvy0WkIKv7JEhewNSiD5CoBI2IjwV1CGEDX3AiKYf3WIS2DHrA5FkEFmndDxo9rOLCL7lc8VeZ6GGiYQFb6WlSKbSdPY2EAumyUVBPiHFUGy2QyWZZHNDtQzbGpqxLJSWJZVUTWkoSFHOm1xwAF7k7BpSVZw7yOO4zBr5/39itMRJxQdESpRVUlUZVmtTgm/DKM2uzBruX+6IK1X+EIoZwcaSLNley6Gkr7rvRCIQEh6WvmlYIKQgrDvgldCKknaSJXd+1PCoOD5lZfTphUkVPbtE6vJ0+UVaDTStBrZcmxTCShpj7QnyYmU71yiNEoIlmmXjBa0SpO0BymlMbVgqWmS1tCKpsn1youUrmKWHqHIWi7Npm+LQ2vyqy0KXSkyrS6NYx2EALdX4y4t0P/i86QmNpHdaTRmm4VavQ69ttuPX2tsQG41CtHciF7Xg1qxCvLPQWMjcuo05JQp6J5u9OJF6NUrIZ1BTtseOXMXtGOjnv8X+vVXQSnEVuMQU7YBK416+WW8ha9BoYgYtxVy5ocQnaMpPrOY4qMv4i3vwmjPktl5HObUUfQuKbLykdX0Lc5jZqF9O5OOHVOU8vDmsy6rX0+BHs2oMUW2mlxAmpqFb2V5Y0UO2xV0pGwmNhTISZsXnTT/LlqsSxm0GDBVacY6mrcNwYvSZZVwSCHo0CatWtIrXF52unlbF5AIxsgck80mBPBGqZflXj8umqxM0WxmMLRgjd3HarsXW3ukpUmL1YCFSb8qsbrQQ0H5FQQaUhky0sJF0VPqp+jZ/n1kmGRMC62hYBfKsZJSCFJBguKS4+B4bjm8xDJTgQpfYbsDXpMmfliBkCJw+Q/UhlqX41FddyDjivKC8knaV2+WtcTaL8sjpeRL557OKaccz4wZ2/DCC69w489+xe9/fzd7770nZ5xxEh+dszvLl6/kllt/x4033srEieM5+6xTOPTQA3Aclz/84R6u/+FN5AsFzvrCKRz36SP8UloJm5QkTOB9pFQq0dy6TawL8WBhAvU8LM0hhgnEZeAHaLDSsXolgcBKmUMKE2gw0rFhAuPSLVi6tv8cJs0yVdN/Vgsmk0LGzH0b24lV3I1uLJCKSc+Vzjmkc7Xu52azJLdNGhGXbr9eFo9cpo5GT1R44YWoooMuRLw0w3Zb07uQ2Gwrb77dVrFiC+k1UjgxST/6JfSlasseFVAsNv2yQ9Ws0zHhBsCbXne5bE2Ueq8FR7n0q2JNKiytNf11MvorarP2l7fFhU1o5TunxLjw131d1VENDlYctF7YzZgxo1i29Nn4fhI2K5IwgWHEVyH6CX6rH74NCROoZrAwgYH+1m/DKQW1s6ozsGs0RcdBEgRrR8IEim4JUxoYwqjoo+DZfg0wjPLXsoGkxyliSZOsMDCRZRVjEQ9X+8l602U3c00PHi9ql9GYdGBgIPDQFAQ8Z0k6FIxxfVd2hZ/8d4Wdo8nw2EoUaZR+SZZubbKqL4dRVExs6Kfd8l/eRduka1kO5x2TsVNsOsY5GAaU8oKVb1p0LTfpmOAyerJDKq1xHVj1VooVb5o0j4atpnvkWjRKwfK3JYsXprBSmqnbOHSM8n//VWslLy3M0d+rmTE+z8ROvwRPd8HgxWUZ3lxjMSVdYOtMkbTUFJTgpZLFM6ZglBJM9TSNGlw0i4TiGWGTNSXbeRadwcfCMhz+JQrkPc10cowjjRSCLmXznO5miZNnK7ORUUYDppDY2uMdt5dlbi9tRpYOowFLmnhasdLpZWlpFYY0yBkZLGmWY8267TwaTXMqR85II4Sg5Dl0O/30uyXShokVhDt4SlF0bfJu0b8X5ECYgKs8bM/BkEZQR1CW3fFdrQBRvt/Ce1BphefUhr5UB1lHiXoURxlMuNVrj2YISdiySQTc+4hlWTz4wG+57rqfctfdD5Qzbg+4Ileu1sL/+8/z4NkPqv8fnrMmTCD8O/KSCFWWnvZdqs2I0NJKlbNSNFjZIEmFf4yLwvZcMqbvLVnRrlwajDRZaQUu1pqidikql7QwaApekq72a3rZwo9PymEOJKJFkzdcFiubSSLjhzVIgVaSfErwhinpUIIUflZ7pTS9yuQdbZFCY2jhf/krwIHVpSwp5dGpPJQSfpotDX3dKRY+rbAyGqco/HO5mv6eFG8sSGNkwC6Ksnt97xrB2y8ZOBlBj+f34dqAgLeXmXhCkzfB9QSe8r0WV/am/byDlqLgCBASz9N06TRP9ysKhkOX8rPXO1KzxhS8rMBWDqtxEFJiK4UQisXSRSmPPm2jhJ/kWGvNCmnjeR5FZVNULlr6wibvubxSWoMpJSXlIg2JqzyKeCxzevC0S59TxDAMHM9FKEGf61caKHkuQgx4JhY828+UI4NclEEIixbQZxd9V33llV34PTS2UxwIWwld+7XCCT0QI/eUEKAQoGrTv4XnsCwLy0pxzNGHscceu3DPvQ9y//1/I5VKYds2++wzhyMOP4gFz7/Erb/6PbZtUyrZFc8KQc+ZdIa29hY+d9qJtLQ0cfPNd/DKq4vKrvmfOWEuXzzncxvtHZAwvCQqyk1EX18/W43fiUKhNjP64F6UdZK61lPJSCN2FWfEJHoGykGzce0NVib2mGwgrKrpSDXFVhNoNtOkY76lDARZYdb0YQATRSZW9TnaiyvbCSkhYtWbOU/Rgo5NRlzPw8qr48m4zjSIU/QVBRRiTuahsWW8A+AyEa8yXK6LODFZTfLKpqhr1a62cskruyYRsg7c+OPocfKxiZP9gOn4FVJcRg6tNc4Qs+2LQVTw9e7psWNH89rCf5JOD6ysenp6eeSRf7LnnrvR3j5QY89xHHbaeX8WLlwc28eppxzPj3/03Yr7d/HiN3ht0RL223dOEoO2hbFFFDwdSaxZs5a/PvxYTWYTMybtUcjIT1xQf4J6E8x9eL/gNsEEt6D7591k6chmMxXCDfxSMtlctkYgpVIpmpubqMf48WNrxjB16uRB8z4mbLkkAm4joLVm/vz7OPjQE5i09a7MPepURo/dkbPOvpjbbvsDp51+PqPH7lguCBi6+ocPWvhFG5dpvDYcYCBMIPr/cohB8OyWEycHzhNx4QBhCqRof+E+SqvyV35138r31SyfO3TtLnglosUyw5xbBc9PpFvxIhYCD4UXhhCIgXO5aAqoSld26Vcx6BUKDz/jSdiHJ6Co/HYvckd7EvISSlrhiAFh6hp+H3mhcSPnUmHfwle1eUbEvR4/4NhF40b6cITvFOGgcCM15zzp/04l7eJF5q6kn0KNMPlvdB5aYQQZNaJPpkIjdBD4XPEb+ruFv6GI/IYaXQ54LoeMBFnwJaKyPXKvRa9n9N9RO294L2hq741qh6fwvjQMg4ZcjpaWZnK5LE1NjQN91LnXGxsbyGTSHPfpT5X3ffyfT/MfJ53DmK125OhjTmOr8Ttx7KdP56G/Plre57hPH0E2m6EpcNUXQtDU1Eh7exv77DOHhA8OiYpyI/CPx5/iwIOOp1isVD/WqyYQUj9YtFatVb3v+r6Dw9x7ccfJIEwgXNoMOJPIcjhAeKzAd9uW2hcwZYGIIG2kSEnDFwCe754tEOQMixbTTzjsKLecNikrUjQbfiqvfm9A5ZYWBm1GhjQmBe1SwHfpTiMZbWTo0Ba9wmWtsrHxwwjGkmIiafqlYpm26fUtOYzCZKJOodAspsTK4FxjtGQHnaLFk7xo2CySLo6AFiWYqSwmKYNFhsfL0qFfaDJaMM0z2VaZvCNdnhMFVgkPqWEiaWaQpSQ0z+s+3g7yf4zCYprRQEZLXvF6WKryuGiaRIopZhMdWCz2eljsdFPAwxIGW5lNjDZyrPbyLCmupVeVkAhaUw2MSjVha4/lxS56PL/qRM5I02o1IhGssXvpdfJofDtqYyqDIQz6nAL9TjGIR/Nd9dNGiqJn01vKl7OOWIZZdr0vunbZ7iaFCGy5Ale5Fdc8ZRpl93ovouYM1YvRj6botiOPPIRLLjmXD+/yIWzb5p57HuSir3yNpW8tq1FZSiFoaWnie9/9Gkcd9clyTFl3dw9jx30Iz1MVz5MQglTK5KUXHi0X2ywUCvzxj3/hRz/+JaNGdXDmmSez374fretxnLBlknhRbgIKhSLptFUj4KpTXEUZapiA1rpumEAcSisMYdQIUA3lkiDVUlJrTdpKVcbaobE9168IrqloL3o2quoW0mj6vRKWaSGrXN8L2qHk+kl0o+MqaY+Vbp4GM12OYQIooVjq5VkjbERk6eIKzVvYrJS+o0o5XySwEpdl2P6qKcIKoVhOEZmq/NjolprHZYl/Vv0YRaF5wXR4SvdXvLCVgDcosUgUy4IiZBU2y52Cv0qLbOvVDs/aayioUsWobO3xhrOOFwvLK1M8oVnr9LHG7cP1Km1cea9Eb74AVbGSrvZYW+oLVt6RlaRW9Nj5mvOAHxfpoWo8DZXWeDH7azS265ZX+NXHQLztram5kQsu+AK7fngnANLpNHPnHsrf/v44837ws5r9ldbstNMOnHzypyvaHcfPR+k4lWPTWtc8f9lsluOPP5Ljjz+y5vwJHxwSAbcRaGjIUSrZNasl0zRxXbf8dxSlamu7DbTHr+DiwgQGSxmktConRA7bAGzHoVy3LfJi99D0l4pBOECgjtQaBRQdB8sw/aTNgau3RpN3SqQM3y08dDDxlMeqfBcpI0XOSJOWvm2jqGzyQaxUk5klZ2QQgKNdStphtd1Ns5mj0cxgCoOScuj1CvQ5RVqtBtpljqxh4WiPdW6edW6enJmm02igUaZRaLrcflY4PWgEHWYjLWYOAfR6RdZ4fRQ9mw6zkbZUA6YwyHslVrt9dDt52lONdJqNZAwLW7msdnpZaXeTM9O0Gg1kDQuFZp3dz2q7ByklrakGGs0sAH1ugbV2H47n0JTK0ZjKIhGUlEO3m6fPLpBLZcgaFqY0cJVH3i3Ra+exzBQp4f/uGii5fuZ8KSWmMDCDlYejPBzl4imNKf3aaeF18rTvJFJeiYuBrPq+52LgpcvAt4rrqdiK2dF9olhWCtd1azUDkRVcdXuxaNOQy9Wcq6nJV0GGGX5CMpk0ra0tsX2HnpnVNdlKJYdcLhsz4oQPMpuVgFNKceGFF/Lkk0/y2GOPDfdwNpjZe3yYP955Ez/60S+5594HMQyDtGVx6qnHs/fee3L/A3/j5pvvoK8vj+d5FfE60RdC2K51pdda5T71g72jLtHlcABduVKrbBco5ZWzN5QTyqKwXbf8kgT/693VHiXHIW2myqrOqCddKC7DebhuCVs55ZenIY3yysb1FGvtHjKGVQ4R0BrWqTxr8j3+2AJ7ntKK1U4vq1VPJAzCwNMeJdel2yvgeV45a334IVDSDktLq31bkZTlvld4PSwrdTHw6vcFxEqnmxWldQjAC+KqXOXhOB69TgFXebgq0ocHJc9hmbfGVwdKOZB02O1ndbE7SJPl96K1Ju8W6bPzaE35A0Rpje06lHDQwQrMMAw87a+uPKnIO/6a1Aiy3PvXSWAHyZwrHCdEZczkgN2W4FpScb+pKsFUXZlaKUUqZTJhwjjO+sIpTNl6Ir+5/Y/Mv+s+bNshLPjp31IDgi6dtvjUEQdz5pkn86EPbV9zz1526XlsO30aP7j+5yx4/mWkFEyeNIGzzjqFz5wwt2b/5uYm/vHoXfz4Jzfzq1//oRz4fcwxh3PmGScxceL4mmMSPthsVja4K6+8kldeeYW33nprgwXc5mCDi9LX189LLy/kw7t8qCKY1HVd2ju3q6jgHVLPRudvq6PKHGTlFocha9WV4f6y7jEytu+0aca68IfVw2vGOkiIQsa0Yt3PVez6wa/qHIdGV6gFo+2ijot7ddb56LY4PK1qMnhAqJ7TNSPWgVNI3PnizhOOOC67R/gBEMdg908ccRqC9Z1nv30/yv333V7R9vzzL/GROZ+sWYGBHwO64Lm/Mm3a1hs0pjffXEaxWNzgxMOO4/B/zyxg1k4zyWQy6z8gYUSyxYQJfO9736NQKHD++ecP91DeE42NDey+2841mRJ6enoHKX5Y/xuj3qba1+n6GPp3TN1hDbF98PltnO+rwX6Pen0Mte/B9t5YX4l1z7NRP0OH7qof9XoMyeVydT+ohKAiEfH6mDRp/JCy6qdSKWbv8eFEuCUMymYh4G688UYWLlzIt7/97XcVJ7M5c/8Df+fQw05k4uQPD9Rmq3KpLrtnV6UmilJ2yQ/3YXD37OrwgfBdXttHpb0k+ncoNKr7UIIgTGCgXTMQPlDprh64tzMwRxGED3haBTXAqlzZIyq90E09XAW62iurwKL7+9lZon2Ec/BVgdHM9gO2qZh5hDar6r6DNu3/+HWvU/Q3jK7rpFH5G1a710crScRdi+icwn83NjbQ1tbK1ltPJJNOl1NMNTU1ks1m2HbbqWQyaRqDEi25XJZ02mKbbbamqbGhLLQsyyKTyTBx4jhGj+6koSGHYRjlzPljx47mlFOOq5nr+PFj2X//vUin02X7l585P80hBw/UQ0xIGC6G3QZ333338fDDD/PTn/4U0xx8ONdddx3z5s3bRCN779i2zWGHn1jrpVbHu7K6iGL036GqsPz/cnttwVPwi0MKIQYKOIZeb9oPIVA66mrtBbYzIzim0gdRKumnb3J9QeHavirQlAYpaeAor8Kj0BCSlDTwPI3tRWxwQpI2U0ghsL0B93MpBBnDwpSSYsnBLtv0fFf2lDSxHRfbc8rjShspMoaFozzyTrHssm5Kg5yZBqEpOHaQ7zDow7SQQlB07Ko+UpjSwC45FX1YhollmHiOolQ1j5Rhlj1MK9zoDb8YrBNxrwcwPD9sw/Eq20VgN1VuZTtal9XQcSrLaVMnc8MN32HvvT6ClJKlS5dx88138Pg//8XJJx3L4YcfSCaToaenl9/+7i5++9v5HHroxzn+uCPp7GzHcRz+/Je/8vOf38b220/nlM8ex/TpU9Fa8+RTz/DTn96C5ylOP/1E9vzIbrHCPJ1O88c/3MTatV385vY/MX/+X5g791COOfqwJHN+wmbBsNvg5s2bxw033FAR7Ok4DpZlcdttt7HDDjsMevzmZoOLsrGrCdRzMKm35q23Gh4saW0qlYp3YhF17GiDFHF1Y8cq/DCFmHPVDZEYRD8XZ8uqN2+tNdKonftgWerrpkqLOHtUU+86DZXBznPKZ4/jpz/5f++5j4SELZnN3gb3xS9+keeff54FCxawYMECbrzxRjo7O1mwYMF6hdvmjmEYpCOqo5BUKoXW8TaKesItXFlVv7zLGSWCv8M/IixmGqrj9ICKzfX84pXhvgN9+Mb7iv2Dl7vruf4x0XYBtuuUV4NhuwrqdUHleTzlqySLjo2rvIp2R7nk7ZJfmy5ynvBcYcmVcEXjaUUpbNeVfTuei6s8P8NH2B6oMOPmF6oTZeQ3DK8T6JrrJIMCnZZlbfB1ymb9sjvpdOUx6bQVa68yDAO0rklRBb6qsbOzvfYmSUhIqGDYBdxIxjRNXnrhES7/6vlMmDCOdNqira2FL55zGo8/djfX/e+3Am/LWjtMdXXvajtd+O+oajK6bUC1qSqE38BKuba/qJ0u+vKPqkFDoRPavcAXmIoBwRIKiNDN39N+1gtpRGxcwnexL3lOkLIrcH3XCtvzVYW+W76vSvQ8N9jmVqj5lFJ+2q+gj9BuFtrQQkEnRGW6KRUISs3AKjB0lxdAW1sr533pdB7/xz18//tXM2vWTNJpv4Lz8ccdyZ//fBu/+fWPOOig/cqqdcOovU5SSmZuvy3X/PeVPPHPe7nowrMYPbqTdNpizOhOLrrwLJ54/M9c899Xsv1200mnLRoacpx80rE8+ODv+OUv/pd995lDOm2RTlscfNB+3HrL9Xzj65es/wZMSPiAM+wqymqeeOIJLrjggi02TKAeWmuWLFnKpEnjazws991vLo8+9mTscUNN81WPwVzA66k4h+p+Xi8coDrrRpShql3rzXiwsRpxYQLU/w1TqRTLlj5TkaUeYNmyd2hvbyWbrQwovupr3+Hb//W/saro6dOn8tILj1T2rTWvv/4mU6ZMqlnpvfnmMsaM6axZua1evRbDkIltKyEhwhaXqmv27NlbVJD3hiKEYMqUSbHbrHStqitko7nRx5RHWf8xQ3Sjfxfu+EMRoO+m7/UcVedcKjZn4fjxW8Xun81m64ZUxGWoF0Iwderk2P0nTYoPVk5UkgkJQydRUW4GfOXCs9l222lksxlSqRTptEUmk2bmzG3Zeecdy6oxwzBoaMgxfvxWzJ79YbKZTDkRbVNTI83NTXx0zh60tbXQ1NSIEJVhAlE386i7etQdPj5EodK1vbZiQdVtVL1dVFZDkNFs9cE/DUOWXd9HdbYzZ87uNDTkyq7s1WMIww0G5qcr+rCsFJlMmu22m87OO+9AOm2Ry2XLv+G4saPZ8yO7VWSdb2pqpKmpkXPOPpWWluYNuHI+R37qYD7ykV0rr1Mux+TJE7jy8i07rjMhYUtms1vBfRD5xCf24cXn/86LL77KTb/4DY2NOT578nHlzOjLl6/k1l/9njfeWMrJJ3+aXT+8E0II+vvz/PGPf+avDz/K3Lmf5MBP7INpmniex0N/fYyjjj61osBqNAyh8t/+dk+pihyE5ZCDqhAEIvvX2y6jXpSR5U31ii10qvE8RWtrC7//3c/42Ef3CPILlrj33oc49tOnD3gsVoVSVCSGjtjl5uz5EX50w3fKmTRWrVrDr2/7A6++uoiTTjqWPXbfBSEEhUKBP/3pPu5/4G986oiDOfjg/YZcF2zGjG34+8N38s47K7jl1t+x7O13+OxJx7HzzjuMuLjOhIQtic3OBjdUthQb3HAwbsIsVq5cXdMezYVZu62OTWyINr/BXNzrnWu7Gdvw/IK/1bSn0hPquurXs09+7aqvcNml523weBMSErY8NvswgYTBWb58Jd/93g/ZZts9aWmbzhlfuIinnn52g4TN+HFjyyrMEMuy0NoP0o2qFqWUZRd2y6pcwYRZKuLc5aN/R9t9V/nK8RiGQSqVwjCMmqD+xsYGJtaxP3V0tNHYUDkPP/RCk6ty+DBNk3Q6zbhxY2PPlZCQ8MEhEXCbMfPn38e06bP52te/y5Ilb9Lfn+cXv7idj3/iWI799OfXe/yjj/yJn9/4ffbf72OYpklnZ8wUJ2MAAA0lSURBVDvnf/kMXljwN+77y2844fi5ZLMZcrksJ37maO6/73aee+YhzvvS5+lobyOVMvn4AXtx8y/msWTxU3zz6kvLKr/o6iks6hoyoP4cEH6ZTJpTTzmeR/7+R5568s+cfdYptLQ0Y1kpDj3kAH516w+Z/8dfxs7jtVf/yXX/+01223UWhiGZOHEcV1x+AQtfeZzbb/8Jh33yE1iWRUtzE18482T+8eh8TvlsbWqphISEDxaJinIz5vv/82Mu++q3sG2nZluc+/lg9Pb20dCQq1ltlUp+Jvhqt3SlFPl8oWYFmM8XaO+cgetuuBoznbb41tWXct55Z1S0u65LqWTT0FBbK6wePT29gQNN5fKwvz9POm2tN91bQkLCyGGLCxNIqKReZpOh8Oqri7jjt/PZdvrUco7CkLhMGUA50e6QxlTnW0kphREjeEzTHLJAam5uim0fipBMSEj4YJCoKDdjjj3mcObOPYRMEA4Qhg/ssvOOfP/ab6z3+D/ceQ87zdqPXXc/kKu/+X3OOPMiRo/dkVNPO481a9a+qzHlclmu+e8rGD9ubDnrfFNTI21tLRx55KHstNNMMpk0lmXR2NhANpvhqLmf5OijPvmu+ktISEh4tyQqyi2A/v48f/jDPSx9622OP+7IugHj1dTzosxk0vxg3rf57Mnv3k6lteapp59l/vz72HvvPdl/v4+WM7QsXvwGt/3mTraePJEjjzyk7KSSkJCQsDFJVJQjgIaGHP/xH8dstPNVpwp7Nwgh2GP3Xdhj911qtk2dOjlx0U9ISBh2EhXlCGbGjG1obKx0LMnlsriuy9Zbb9gqMCEhIWFLJRFwI5iHHvgt8/90C8cf9ykymTTTp0/lm1dfypLFT7PP3nsO9/ASEhIS3lcSFeUIRgjBXh+bzV4fm80vbtJJ2qiEhIQPFMkK7gNCItwSEhI+aCQCLiEhISFhRJIIuISEhISEEUki4BISEhISRiSJgEtISEhIGJEkAi4hISEhYUSyxYcJhEU1ly9fPswjSUhISEjYlITv/XrFlbd4Abdq1SoATjzxxGE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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# correlation between param1 and param2\n", "az.plot_pair(cmdstan_data, var_names = ['param1', 'param2'], kind='hexbin');\n", "\n", "param1 = cmdstan_data.posterior.param1.values.ravel()\n", "param2 = cmdstan_data.posterior.param2.values.ravel()\n", "print(colored(\"Correlation matrix\",\"blue\"))\n", "print(np.corrcoef(np.array([param1,param2])))\n", "print(colored(\"Covariance matrix\",\"blue\"))\n", "print(np.cov(np.array([param1,param2])))\n", "print(colored(\"Precision matrix\",\"blue\"))\n", "print(np.linalg.inv(np.cov(np.array([param1,param2]))))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[31mgamma-truncated\u001b[0m\n", "['gamma', 'truncated', '4.9 (3.9, 6.3)', '2.8 (2.0, 4.3)', '1.4 (0.7, 2.1)', '4.3 (3.4, 5.5)', '10.0 (7.8, 14.7)', '13.2 (10.0, 20.7)']\n", "\u001b[31mlognormal-truncated\u001b[0m\n", "['lognormal', 'truncated', '4.7 (3.7, 6.0)', '2.9 (1.9, 4.9)', '1.6 (1.0, 2.1)', '4.0 (3.1, 4.9)', '9.8 (7.5, 14.8)', '14.4 (10.2, 24.4)']\n", "\u001b[31mweibull-truncated\u001b[0m\n", "['weibull', 'truncated', '4.9 (3.9, 6.1)', '2.7 (2.0, 3.9)', '1.2 (0.6, 1.9)', '4.5 (3.5, 5.6)', '9.6 (7.9, 13.3)', '12.0 (9.6, 17.9)']\n" ] }, { "data": { "text/html": [ "
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Distributionwaicd_waicweightTruncationmeanSDq5medianq95q99
0lognormal224.00.001.0truncated4.7 (3.7, 6.0)2.9 (1.9, 4.9)1.6 (1.0, 2.1)4.0 (3.1, 4.9)9.8 (7.5, 14.8)14.4 (10.2, 24.4)
1gamma225.41.390.0truncated4.9 (3.9, 6.3)2.8 (2.0, 4.3)1.4 (0.7, 2.1)4.3 (3.4, 5.5)10.0 (7.8, 14.7)13.2 (10.0, 20.7)
2weibull226.82.770.0truncated4.9 (3.9, 6.1)2.7 (2.0, 3.9)1.2 (0.6, 1.9)4.5 (3.5, 5.6)9.6 (7.9, 13.3)12.0 (9.6, 17.9)
\n", "
" ], "text/plain": [ " Distribution waic d_waic weight Truncation mean \\\n", "0 lognormal 224.0 0.00 1.0 truncated 4.7 (3.7, 6.0) \n", "1 gamma 225.4 1.39 0.0 truncated 4.9 (3.9, 6.3) \n", "2 weibull 226.8 2.77 0.0 truncated 4.9 (3.9, 6.1) \n", "\n", " SD q5 median q95 \\\n", "0 2.9 (1.9, 4.9) 1.6 (1.0, 2.1) 4.0 (3.1, 4.9) 9.8 (7.5, 14.8) \n", "1 2.8 (2.0, 4.3) 1.4 (0.7, 2.1) 4.3 (3.4, 5.5) 10.0 (7.8, 14.7) \n", "2 2.7 (2.0, 3.9) 1.2 (0.6, 1.9) 4.5 (3.5, 5.6) 9.6 (7.9, 13.3) \n", "\n", " q99 \n", "0 14.4 (10.2, 24.4) \n", "1 13.2 (10.0, 20.7) \n", "2 12.0 (9.6, 17.9) " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for truncation_type in ['truncated']:\n", " for idx, distrib in enumerate(distribs):\n", " folder = distrib+\"-\"+truncation_type\n", " \n", " print(colored(folder, 'red'))\n", " posterior_glob = !cd \"{resultsdir}/{folder}\"; ls trace-*\n", " cmdstan_data = az.from_cmdstan(posterior = [resultsdir+\"/\"+folder+\"/\"+x for x in posterior_glob], \n", " log_likelihood=\"log_likelihood\")\n", " param1 = cmdstan_data.posterior.param1.values.ravel()\n", " param2 = cmdstan_data.posterior.param2.values.ravel()\n", " df_params12 = pd.DataFrame({'param1': param1, 'param2': param2})\n", " df_params12.to_pickle(tracesdir+'/'+folder+'.pickle')\n", " df_params12.round(5).to_csv(tracesdir+'/'+folder+'.csv', index=False)\n", " cmdstan_stats = get_stats(cmdstan_data.posterior.drop(['e_raw','s_raw','e','s'])) \n", "\n", " df_ = cmdstan_stats\n", " meanSI_ = df_.loc[lambda d: d['var']=='mean_SI',['mean','q2.5','q97.5']].values[0]\n", " sdSI_ = df_.loc[lambda d: d['var']=='sd_SI',['mean','q2.5','q97.5']].values[0]\n", "\n", " if distrib=='gamma':\n", " # see https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.gamma.html\n", " y = np.percentile(np.stack([ss.gamma(param1[idx],scale=1/param2[idx]).ppf([.05,.5,.95,.99]).tolist() for idx in range(10000)]).T,[50,2.5,97.5],axis=1)\n", " elif distrib=='weibull':\n", " # see https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.weibull_min.html\n", " y = np.percentile(np.stack([ss.weibull_min(param1[idx],scale=param2[idx]).ppf([.05,.5,.95,.99]).tolist() for idx in range(10000)]).T,[50,2.5,97.5],axis=1)\n", " elif distrib=='lognormal':\n", " # see https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.lognorm.html\n", " y = np.percentile(np.stack([ss.lognorm(param2[idx],scale=np.exp(param1[idx])).ppf([.05,.5,.95,.99]).tolist() for idx in range(10000)]).T,[50,2.5,97.5],axis=1)\n", " output_ = [distrib,truncation_type,\n", " '%.1f (%.1f, %.1f)'%(meanSI_[0],meanSI_[1],meanSI_[2]),\n", " '%.1f (%.1f, %.1f)'%(sdSI_[0],sdSI_[1],sdSI_[2]),\n", " '%.1f (%.1f, %.1f)'%(y[:,0][0],y[:,0][1],y[:,0][2]),\n", " '%.1f (%.1f, %.1f)'%(y[:,1][0],y[:,1][1],y[:,1][2]), \n", " '%.1f (%.1f, %.1f)'%(y[:,2][0],y[:,2][1],y[:,2][2]), \n", " '%.1f (%.1f, %.1f)'%(y[:,3][0],y[:,3][1],y[:,3][2])]\n", "\n", " output = [output_] if idx==0 else np.r_[output, [output_]]\n", " print(output_)\n", " cmdstan_data_all = [cmdstan_data] if idx==0 else np.r_[cmdstan_data_all, cmdstan_data]\n", "\n", " output_df = pd.DataFrame(output,\n", " columns=['Distribution', 'Truncation', 'mean', \n", " 'SD', 'q5', 'median', 'q95', 'q99'])\n", "\n", " models = dict([[distribs[idx], cmdstan_data_all[idx]] for idx in range(len(output))])\n", " stats_compare = az.compare(models, method='stacking', ic='waic', scale='deviance')\n", "\n", " df_stats_compare = stats_compare.reset_index().rename(columns={'index': 'Distribution'})\n", " df_stats_compare = df_stats_compare.loc[:,['Distribution','waic','d_waic','weight']]\n", "\n", " Df_ = df_stats_compare.merge(output_df)\n", " Df_['waic'] = [round(x,1) for x in Df_['waic']]\n", " Df_['d_waic'] = [round(x,2) for x in Df_['d_waic']]\n", " Df_['weight'] = [round(x,3) for x in Df_['weight']]\n", " display(Df_)\n", "\n", "Df_.to_excel('../../results/Andrei/Stan-sims/summary-certain_and_probable-'+truncation_type+'.xlsx')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }