{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Chapter 10 - Model Comparision and Hierarchical Modelling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- [10.3.2 - Hierarchical MCMC computation of relative model probability (Two factories of coins)](#10.3.2---Hierarchical-MCMC-computation-of-relative-model-probability)\n", " - [Model 1 - One theta variable ](#Model-1---One-theta-variable)\n", " - [Model 2 - Two theta variables without pseudo priors](#Model-2---Two-theta-variables-without-pseudo-priors)\n", " - [Model 3 - Two theta variables with pseudo priors = true prior](#Model-3---Two-theta-variables-with-pseudo-priors-=-true-prior)\n", " - [Model 4 - Two theta variables with pseudo priors that mimic posteriors ](#Model-4---Two-theta-variables-with-pseudo-priors-that-mimic-posteriors)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import pymc3 as pm\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import warnings\n", "#warnings.filterwarnings(\"ignore\", category=FutureWarning)\n", "\n", "from theano.tensor import eq\n", "from IPython.display import Image\n", "from matplotlib import gridspec\n", "\n", "%matplotlib inline\n", "plt.style.use('seaborn-white')\n", "\n", "color = '#87ceeb'" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pandas 1.1.1\n", "numpy 1.19.1\n", "pymc3 3.8\n", "arviz 0.9.0\n", "matplotlib 3.3.1\n", "seaborn 0.10.1\n", "theano 1.0.4\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -p pandas,numpy,pymc3,arviz,matplotlib,seaborn,theano" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 10.3.2 - Hierarchical MCMC computation of relative model probability" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Model (Kruschke, 2015)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 3, "metadata": { "image/png": { "width": 300 } }, "output_type": "execute_result" } ], "source": [ "Image('images/fig10_2.png', width=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model 1 - One theta variable \n", "Coin is flipped nine times, resulting in six heads." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "cluster9\n", "\n", "9\n", "\n", "\n", "\n", "theta\n", "\n", "theta ~ Beta\n", "\n", "\n", "\n", "y\n", "\n", "y ~ Bernoulli\n", "\n", "\n", "\n", "theta->y\n", "\n", "\n", "\n", "\n", "\n", "m\n", "\n", "m ~ Categorical\n", "\n", "\n", "\n", "m->theta\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with pm.Model() as hierarchical_model:\n", " m = pm.Categorical('m', np.asarray([.5, .5]))\n", " \n", " kappa = 12\n", " \n", " omega = pm.math.switch(eq(m, 0), .25, .75)\n", " \n", " theta = pm.Beta('theta', omega*(kappa-2)+1, (1-omega)*(kappa-2)+1)\n", " \n", " y = pm.Bernoulli('y', theta, observed=np.r_[6*[1], 3*[0]])\n", "\n", "pm.model_to_graphviz(hierarchical_model)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", ">BinaryGibbsMetropolis: [m]\n", ">NUTS: [theta]\n", "Sampling 4 chains, 0 divergences: 100%|██████████| 22000/22000 [00:05<00:00, 4211.51draws/s]\n", "The acceptance probability does not match the target. It is 0.8794756253739936, but should be close to 0.8. Try to increase the number of tuning steps.\n", "The number of effective samples is smaller than 25% for some parameters.\n" ] } ], "source": [ "with hierarchical_model:\n", " trace = pm.sample(5000, cores=4) " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.plot_trace(az.from_pymc3(trace, model=hierarchical_model));" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\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", "
theta
m
00.488826
10.624282
10.583721
10.669008
10.693736
\n", "
" ], "text/plain": [ " theta\n", "m \n", "0 0.488826\n", "1 0.624282\n", "1 0.583721\n", "1 0.669008\n", "1 0.693736" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trace_df = (pm.trace_to_dataframe(trace)\n", " .set_index('m'))\n", "trace_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 10.4 (lower frame)\n", "Note that the models are indexed starting with 0 and not 1, as is the case in Kruschke (2015). So the posterior mean of parameter `m` is shifted with -1." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10,5))\n", "\n", "font_d = {'size':16}\n", "\n", "# Define gridspec\n", "gs = gridspec.GridSpec(2, 4)\n", "ax1 = plt.subplot(gs[0:,1])\n", "ax2 = plt.subplot(gs[0,2:])\n", "ax3 = plt.subplot(gs[1,2:])\n", "\n", "# Distplot m\n", "pm.plot_posterior(np.asarray(trace_df.index), ax=ax1, color=color, hdi_prob=0.95)\n", "ax1.set_xlabel('m')\n", "ax1.set_title('Model Index')\n", "\n", "# Distplot theta for m=0 and m=1 \n", "for model, ax in zip((0,1), (ax2, ax3)):\n", " pm.plot_posterior(trace_df.loc[model].values.ravel(), point_estimate='mode',\n", " ax=ax, color=color, kind='hist', hdi_prob=0.95)\n", " ax.set_title(r'$m = {}$'.format(model), fontdict=font_d) \n", " ax.set(xlim=(0,1), xlabel=r'$\\theta$')\n", "\n", "fig.suptitle('Posterior distribution', size=16, y=1.05)\n", " \n", "fig.tight_layout(w_pad=2);" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Model 2 - Two theta variables without pseudo priors\n", "Coin is flipped nine times, resulting in six heads." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "cluster9\n", "\n", "9\n", "\n", "\n", "\n", "m\n", "\n", "m ~ Categorical\n", "\n", "\n", "\n", "y2\n", "\n", "y2 ~ Bernoulli\n", "\n", "\n", "\n", "m->y2\n", "\n", "\n", "\n", "\n", "\n", "theta_1\n", "\n", "theta_1 ~ Beta\n", "\n", "\n", "\n", "theta_1->y2\n", "\n", "\n", "\n", "\n", "\n", "theta_0\n", "\n", "theta_0 ~ Beta\n", "\n", "\n", "\n", "theta_0->y2\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with pm.Model() as hierarchical_model2:\n", " m = pm.Categorical('m', np.asarray([.5, .5]))\n", " \n", " omega_0 = .25\n", " kappa_0 = 12\n", " theta_0 = pm.Beta('theta_0', omega_0*(kappa_0-2)+1, (1-omega_0)*(kappa_0-2)+1)\n", " \n", " omega_1 = .75\n", " kappa_1 = 12\n", " theta_1 = pm.Beta('theta_1', omega_1*(kappa_1-2)+1, (1-omega_1)*(kappa_1-2)+1)\n", " \n", " theta = pm.math.switch(eq(m, 0), theta_0, theta_1)\n", " \n", " y2 = pm.Bernoulli('y2', theta, observed=np.r_[6*[1], 3*[0]])\n", "\n", "pm.model_to_graphviz(hierarchical_model2)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", ">BinaryGibbsMetropolis: [m]\n", ">NUTS: [theta_1, theta_0]\n", "Sampling 4 chains, 0 divergences: 100%|██████████| 22000/22000 [00:06<00:00, 3462.01draws/s]\n" ] } ], "source": [ "with hierarchical_model2:\n", " trace2 = pm.sample(5000, cores=4)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.traceplot(az.from_pymc3(trace2, model=hierarchical_model2));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model 3 - Two theta variables with pseudo priors = true prior\n", "Coin is flipped 30 times, resulting in 17 heads." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "cluster30\n", "\n", "30\n", "\n", "\n", "\n", "m\n", "\n", "m ~ Categorical\n", "\n", "\n", "\n", "theta_1\n", "\n", "theta_1 ~ Beta\n", "\n", "\n", "\n", "m->theta_1\n", "\n", "\n", "\n", "\n", "\n", "theta_0\n", "\n", "theta_0 ~ Beta\n", "\n", "\n", "\n", "m->theta_0\n", "\n", "\n", "\n", "\n", "\n", "y3\n", "\n", "y3 ~ Bernoulli\n", "\n", "\n", "\n", "m->y3\n", "\n", "\n", "\n", "\n", "\n", "theta_1->y3\n", "\n", "\n", "\n", "\n", "\n", "theta_0->y3\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with pm.Model() as hierarchical_model3:\n", " m = pm.Categorical('m', np.asarray([.5, .5]))\n", " \n", " # Theta0\n", " kappa_0_true_p = 20\n", " kappa_0_pseudo_p = 20\n", " kappa_0 = pm.math.switch(eq(m, 0), kappa_0_true_p, kappa_0_pseudo_p)\n", " omega_0_true_p = .10\n", " omega_0_pseudo_p = .10\n", " omega_0 = pm.math.switch(eq(m, 0), omega_0_true_p, omega_0_pseudo_p)\n", " theta_0 = pm.Beta('theta_0', omega_0*(kappa_0-2)+1, (1-omega_0)*(kappa_0-2)+1)\n", " \n", " # Theta1 \n", " kappa_1_true_p = 20\n", " kappa_1_pseudo_p = 20 \n", " kappa_1 = pm.math.switch(eq(m, 1), kappa_1_true_p, kappa_1_pseudo_p)\n", " omega_1_true_p = .90\n", " omega_1_pseudo_p = .90\n", " omega_1 = pm.math.switch(eq(m, 1), omega_1_true_p, omega_1_pseudo_p)\n", " theta_1 = pm.Beta('theta_1', omega_1*(kappa_1-2)+1, (1-omega_1)*(kappa_1-2)+1)\n", " \n", " theta = pm.math.switch(eq(m, 0), theta_0, theta_1)\n", " \n", " y3 = pm.Bernoulli('y3', theta, observed=np.r_[17*[1], 13*[0]])\n", "\n", "pm.model_to_graphviz(hierarchical_model3)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", ">BinaryGibbsMetropolis: [m]\n", ">NUTS: [theta_1, theta_0]\n", "Sampling 4 chains, 0 divergences: 100%|██████████| 22000/22000 [00:06<00:00, 3333.93draws/s]\n", "The acceptance probability does not match the target. It is 0.8901158140779728, but should be close to 0.8. Try to increase the number of tuning steps.\n", "The number of effective samples is smaller than 10% for some parameters.\n" ] } ], "source": [ "with hierarchical_model3:\n", " trace3 = pm.sample(5000, cores=4)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.traceplot(az.from_pymc3(trace=trace3, model=hierarchical_model3));" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\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", "
theta_0theta_1
m
10.1531810.583654
10.0307410.781029
10.0966380.816370
10.1344580.681352
10.1013000.595565
\n", "
" ], "text/plain": [ " theta_0 theta_1\n", "m \n", "1 0.153181 0.583654\n", "1 0.030741 0.781029\n", "1 0.096638 0.816370\n", "1 0.134458 0.681352\n", "1 0.101300 0.595565" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trace3_df = (pm.trace_to_dataframe(trace3)\n", " .set_index('m')[['theta_0', 'theta_1']])\n", "trace3_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 10.5 (lower part)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10,8))\n", "\n", "# Define gridspec\n", "gs = gridspec.GridSpec(3,2)\n", "ax1 = plt.subplot(gs[0,:])\n", "ax2 = plt.subplot(gs[1,0])\n", "ax3 = plt.subplot(gs[1,1])\n", "ax4 = plt.subplot(gs[2,0])\n", "ax5 = plt.subplot(gs[2,1])\n", "\n", "pm.plot_posterior(np.asarray(trace3_df.index), ax=ax1, color=color)\n", "ax1.set_xlabel('m')\n", "ax1.set_title('Model Index')\n", "\n", "for model, theta, ax in zip((0,0,1,1), (0,1,0,1), (ax2, ax3, ax4, ax5)):\n", " pm.plot_posterior(trace3_df.loc[model, 'theta_{}'.format(theta)].values,\n", " ax=ax, color=color, hdi_prob=0.95, kind='hist')\n", " ax.set_title(r'$m = {}$'.format(model), fontdict=font_d)\n", " ax.set_xlim(0,1)\n", " ax.set_xlabel(r'$\\theta_{}$'.format(theta), fontdict=font_d)\n", " \n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model 4 - Two theta variables with pseudo priors that mimic posteriors \n", "Coin is flipped 30 times, resulting in 17 heads." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "cluster30\n", "\n", "30\n", "\n", "\n", "\n", "m\n", "\n", "m ~ Categorical\n", "\n", "\n", "\n", "theta_1\n", "\n", "theta_1 ~ Beta\n", "\n", "\n", "\n", "m->theta_1\n", "\n", "\n", "\n", "\n", "\n", "theta_0\n", "\n", "theta_0 ~ Beta\n", "\n", "\n", "\n", "m->theta_0\n", "\n", "\n", "\n", "\n", "\n", "y4\n", "\n", "y4 ~ Bernoulli\n", "\n", "\n", "\n", "m->y4\n", "\n", "\n", "\n", "\n", "\n", "theta_1->y4\n", "\n", "\n", "\n", "\n", "\n", "theta_0->y4\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with pm.Model() as hierarchical_model4:\n", " m = pm.Categorical('m', np.asarray([.5, .5]))\n", " \n", " # Theta0\n", " kappa_0_true_p = 20\n", " kappa_0_pseudo_p = 50\n", " kappa_0 = pm.math.switch(eq(m, 0), kappa_0_true_p, kappa_0_pseudo_p)\n", " omega_0_true_p = .10\n", " omega_0_pseudo_p = .40\n", " omega_0 = pm.math.switch(eq(m, 0), omega_0_true_p, omega_0_pseudo_p)\n", " theta_0 = pm.Beta('theta_0', omega_0*(kappa_0-2)+1, (1-omega_0)*(kappa_0-2)+1)\n", " \n", " # Theta1 \n", " kappa_1_true_p = 20\n", " kappa_1_pseudo_p = 50 \n", " kappa_1 = pm.math.switch(eq(m, 1), kappa_1_true_p, kappa_1_pseudo_p)\n", " omega_1_true_p = .90\n", " omega_1_pseudo_p = .70\n", " omega_1 = pm.math.switch(eq(m, 1), omega_1_true_p, omega_1_pseudo_p)\n", " theta_1 = pm.Beta('theta_1', omega_1*(kappa_1-2)+1, (1-omega_1)*(kappa_1-2)+1)\n", " \n", " theta = pm.math.switch(eq(m, 0), theta_0, theta_1)\n", " \n", " y4 = pm.Bernoulli('y4', theta, observed=np.r_[17*[1], 13*[0]])\n", "\n", "pm.model_to_graphviz(hierarchical_model4)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", ">BinaryGibbsMetropolis: [m]\n", ">NUTS: [theta_1, theta_0]\n", "Sampling 4 chains, 0 divergences: 100%|██████████| 22000/22000 [00:06<00:00, 3319.90draws/s]\n" ] } ], "source": [ "with hierarchical_model4:\n", " trace4 = pm.sample(5000, cores=4)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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aRgrBh8sEU8n3ZqGDZ8txHI48aOT9b08DpoFDA5xtM0xDmhvTkIZY6X9Otymn25S6httTn1no4FtKT4JMXr0xpKwbBo7FyLfZH7hYysBS0sB4tuL5g5DDocfLR0N8WxqeqgHbVIw8i8AxZRpCw+1ZwEuHQw6HPpaSiSyNQVk1bPRGgaUMsqIizkvGvkVVw82pj2kYVE3DxTajqhsC10QB27Rk5NsyWVMGY8/iaOJzbx5gGhDnMh22TZPDkYsyDALHYhLY+LbJ0LdwLZO8rJkFNs/thYw8i/2hy1fvTHnlaMQ8tNkbODy3N5D1NHDxLIu0qCjqGgzwLJOGhsUu52KXMwsd1knJNLCZDxxuTHyerlMuo4zAUZgKbk4DXjkcY5uKw5HLc/OAF/eHKMPg5cMRYLBKSh4tU44nPoFjEqUVd2cD7u4FlDWEjsnEt9hmFWlRc3vqE7omByOX/92Xb3H/YMjewOX5/YFcM8vENhVpUaEMg5sTn/nA4fEyZhHlnGxSkqLGdyxqoKhqAtvENQ2UYeA5invzAbdmPpPQYbHLsU2DH7u/h2vKBNE04ObERymD+cDlcORyPPHJ9T2ZFBWmYeBZJuPAZhpIczDwTIq65sPLmKyoUMro7jfHUvi2yZfvTHhuFnB76rNN5fVsy8S3ZZJrK4OxbzMfulim4mSTsUtLBp7FxLd1U2NQVXJPh57F8dhn5FvsDVxmocOfe/mAWSgT1ElgY+j7Js4rHEvRAMqAXVaxiGRKdTz28B05twcjn4ORi6kMorxinRTMBg6PlwllJRtB7WdqgHv7A75yd8KXb0+5vedT1nV3j1lKYSrF3kAmkAN9TykDnp/LfT4Lbe7tB3zx1oS/+NohNyY+R2NPT+cs/vzLBxwOXfaHLsu4YOBYGMi1LCq51oH7/TXXfYPWo0ePHj3+V4ujoyPKsuTJkydUVcWv//qv8/Wvf52vf/3r/Nqv/RoAb775Jrdv3/6+GWymMijqmrSoMAyDomquNQ6fnrxVlUynHFOmORe7lCiTHXhTtRM7iLMSZRgUpVAcW5pWnFeyo5+VLOOcuoamvnr9ltKTlTVl07DLShrdTJr6eIZ6F9vS9KXrn8U2lS6ypfEwkOKl/SxNA1lZdc1IUdVc7HLO9fRwEefot6MGTP3ySv9sA/i2SeBYTEOHqhYqXpJXVHVDVTVUtXw+zzZJ9S78pZ4ElXWNqZDvFfqD6/eI9GcyjKtz8v7ZjlJTEdOi4iLKSIsaA2RnWxnYpkGUVVRNLXRKPa0zDVDXzk9ZNyRZKUWhMnBMA1MpHFPOT6MbOUsJfdQy5XUq/e/tuWi+xzpqKU+GIb+rDIMaWUst7avWdNSsrPS5aFD6vepGaG4tJaxuGsJrhV6SVyj9GaqqIS9r+d1KTpRjqu5cGgjt09Tnp26gKBs9qZNzXzcyraz1h24/kwG0L6WUUFnrBpSSabMyrtZhi3az4zqKqhZ6mH6/RZxLc15DWTVss4KqblcoWKaBgRxvVtZyrPo4mqbBUlBoCvJUF/ym0vepUpRlzdk2JXRNCr0GW6pri4FrYRiQlTV5Wct7GpDq6U6h1xnIPVM3DUXVkFcNVV1395qtT5DRrSMFhtx/7a3s2Sa+bnba+7dpwFAGVQ1V0+BaJqs4x9f3olLy/JENCqHIts2ynNOGOK9I8hLbVHi2SV7Jcdv6mZVXsqbysqasalxLdcfUfra6aUBPTrdpgVIGU031NIC6gVy/Zt3QNThCxZb7pKrbVzUoKjk3n1wX8bVnQl1DrtfgNHAInGeJfrYy9NozUEru7UpP3Gjk3FUNsnG2zfQz7dPP6KqW99pmJZZ+/pb6cxf11YPWNoUu2q6PvGrIioqmhjiv2WYlUVZh0HTHopTB2Saj0e85DeScldXV9Q2cq+v9Wegpjj169OjR40813njjDf7xP/7HPH78GMuy+NVf/VV+4id+glu3bvFTP/VT/IN/8A/4xje+gWEY/JW/8lc4Pj7m+PiYV155hb/6V/8qpmnyj/7RP/qer21gEDgmaVHhOWZXkO3SkqKqiYuao7GrC4Bn/+A+WSXEuew4j3yHN55saBrYZgXKUFRVoydLNXdmAXXT4Fkmj1cpkW6+Lnc5X7w51o2MYujZxHmJ75g8XiaYhsH5JsM2DQzDIHQtTjcpr90YsYhyQIrAu3tBV6g2rS6slt3qKCtJi4o7erIFUuQObZMXDoYs44KTdUpZ1ewPPb75wQUXu/yZpiarGkaexSYtu4JtGjrMQodHixgvdAlci7dPd9SNNDIAJ+uUdVLwzumWOK/YGzhs05Z+BJukIPQsLGXg6eKyqqUAlaIU1mnJ/lCKoEWUkZUVtqnYpCX7A4eTTcr9gwFVLVqWs02GY5q84Fi8dmPEr28zAlsmOqqUYnER54z1BGsaOEx8G8825ZrrBnEZ58xCl/fOdt2k0kCohUUlTcL1wvDlwyF13bCIciaBxceLRLSEulFI84qTdYpnm5gKouxKp1jXTdeMXmxz4kJ+dj5wGbgmJ5uM/YFL2TTkRY2tDIaeTdPAxS7D07q1se9wtslwLaGIJYVsIjiWTEnfOtky8kVfFtgmsdZ4WcrgfCuav/2hS1HXXYO+SgoapNA2lcHAFT2cZT47AzC4Ohe3ZwGPVgln26r7vXM95S0r0aSZBthKaS2jNJKt1m6TFhiGNFNfvDnhzacbHi1jDoYu66TEtUy2SckXb41FW5nkFGXNOhUtnujtSppNysi1+LM3RoBMSO/NQ3xHsRe61HXD0Ui0h8ukwLVN8l1OXjUMXZObE5/fePeCmgbXUvzL75zyf/mLr2ApxYcXO0A0pmkpmxbzgSPUv6Tg9izAs2VqOgls3jurMY22IRb9oKtEPzVwLR4uEoaeLVO9vOruGZnkNpxuUkDumYaGyyjnlaMRb51sNQVVdHCWqbom0zQV+wMP21S8cDDgzSebrrEsq4Y0r2QKGRdgGOwP5D5rtZNCcWyom7pbS/OBixkrnqwS0lKav6ysmYU2tmmwTSsudqKVlHUB757uSMoKkE2Hum46KvbvP1x2DIFJYJMWNUlRsooNTEOhkHO7SnLAYOLbGAbc3QvZBgVPNylVVbPRFEaQKbdhwCIqqCqhd5/t5HnZPidD16QoawwMyroCDB4tE6aBwy4vWUQ5dd3w5pMNJ5sMz1as4oLDYc0Hm4hlnHE89vjq3Sn/4ttPcEyDJ2tpLrdpgWl8/xlZ36D16NGjR48/1Xjttdf4pV/6pc/8/te+9jX+2//2v/3Uf/+5n/u5f+dr25am2ZhC92knL3lZEzomhiGapmb+bHNmmgav3hhhW1KUBo7J549HmMpglZh84eaYb75/IU2ZrdgkBaPA1qWGNCHKkN3WljZTc7UjfRnl3Jz6/NkX5/zrdy5I8pJ0mxFlJefbrDMb+KlXj3j/bMuTVUpZN9ybh7JDbsAyyVhE0gAMdZHf0nkCWyY3bzxek+gm01SKJ6uUlw4HDN2sK+QUsqvfFkBJXlOWOZdRziLKOdtm2MpgWjgMXDGRWCclewOXl46G7D4WPZVhGEwDm9cfr3lwGVM3DZeOSamnBW2z26JppIicBjaVnuBYpmLgSiG4SUuOxz4N8N2nG/ZHLrZ5NSX8/Y+XRGkpJhVxzt7AIS1kknU48rjYZTxcxpxuMwauRVFnvHgwZOiJLs4yRfdnmQaBLeVUUTWskoyJbzMOXJZxjqupYElecbbN9HRMrmNrLhDpid3tqU9aVDLhMiBwFMtYPm+7r39z6rOIcka+zdk24+lavpNVYnIxCx3eP9uRlRW3Zz4Xu5wok/fZZTINiPKSVVLgWko3lLVcJ9PAsxXTwOa7T7ekZc3FLmPs2Xi6MWhNHdqpwvPzAKUUeSnT3yfLgnMj50u3xs9MQOqmQWEw9hwuK1kT89CmdXExFTy3F3B/f8D/8OYJUVYxcC3RBAY2B0OXpS6KDQN8SxGlFW88WXO6ycSUZZ1yNPbwLEXoWLx/FvFDdyaATLssZfB4meBY0pDYpkFWNHxwsePzN8Ysopzf+uCSZZzzlbtTyrphnRb88HNTpoHNySZlGtiMPJsPL3M2acHAs6jqmoOhy61pQJSXlHXN4cjjwSKhrGrd2JecbXOe3x9wPPE532a4tmy0vHw0wLGMTkc4H7hYjkVe1WzSgrsqpNId+iYtcS0xZ/ngbMfFLsO1VLculDKo64aibHj7dEtWViRFze1pQFzU1E3DralPWrrcHPu8/njNk3XCwJVrdXsa8GSdUugJbfsMA/R7tZMhm11WcTh0WaWq2xT58CIiKSrRI+pfDWyTXVpiKWn42+YM5J79ws0xl7uMx6uETVoIVXKdsj9yORx6OKbC0+cmK4XeHet7p6obxp4l0+gGtmmBZ5tskoJ3T3fSiMXSfDmmYuhaHE987u75vPV0S1U3PFklKH2PHeljS/KKsW9T1A2pnqLZpsK3FRPf5vM3RpzvMuqGzmClneoej10sU87lv/j2E0LHpAHSQiZ1jqVI/h0TtJ7i2KNHjx49enwGBteE3FlZEWnNkgHs8pK6htCxMD7xe2VV6wmXfP1kmfDhRdz97skmxdLTOADHVjSN/AFvqS+2KXqJh8tYm00U3NkLAZmoXOwy3j7dsoxzzndZ93t7A4ekKBl6Nuu4QN7xqhiwTDELsXWx5NuKsmowFUK3rJqOVjgfOJ3L3aUu9Fs3tLKWyYehDKFstq+vK4uBK5q6W1OP/YFMI3ZZRaMpakVVs4ikUE+KmtN1yk43EvOhg2+bnf4qsFVH5Wsbw7ppdMFkstjKRKWsauKi6l5nkxZE2sGwnXo1TUOcl9yeytRSDEwsklwK6bpueLJOGOqi7+XDAc/vh9Saktk0DYaSpjvOK7KiItcUQts0GOs1k1fSULbXJStrAsfkcOh1xTAABp0mqD3vlW5Ko0xe4zpDa5OKy90uKzEMOBzKBKQoay6iTPSGZU1RNXx0EWEaQs3SbwUg7pN6AprrotFAGsysEKMXU8n02NM0saJqCGyZIrfTS4DzXU5a1CzjnHVSopQ0Q6ebrFsrAK/eHHfXbZ0U2kSiJCsqadrTkoeLhDefbDjbZGSFNIPtNKg1aZmGDgrYZFVHNQUx9NmmBWfbjKyqxYyhaZ6h7GVFhTKE2vloEbPLKtKiJLx2Pe7vD5j4NkleERdCaz7bZny8iNkkBbtUaMcAaVmz0yY7lztxM03zurveAErpCWgDI89ipO/LomoYuRZj3+buLKSs5XdCxyIpKvJSngWuZbJK8o4eCw1Z2XC2y0iKWlM1G5Ks7j7nJhN68sHQ7e6XVVJ0a/HJKuVsnfJ4Jc+W/YHbPYvOtTtquw4zTRU2lcE4cGRjpG6Is1pPs0vWcS4bC4hG9M4skN/Xj52WhgmygZOVV8+joqp5sk5k4q8XaFnJRM5SiqSo+PByR6I1fAPX6j5HS83e6I0WuVeM7v5SeqPD6aideoNrl7GOC0zDYJcW4jSpny/rpNC/a3RGS61L7S4r2aTCOMjKil0qz8OxL2YzjilN4tk2l3uprPnc8Yh1Wgg1upGpb5RdraHPQt+g9ejRo0ePHp8B377S1BjIdIFGXOGaRv74+1pTdB2GYbBKCqJcNGv3DwbkldjTf7yIOd9mVGWNpYT+Yytp1gJbXmvsXzWGpmGQFrVoa7Lymf++S0uxdrfk9zzt0PfS4RADae7SQqiDc01PqpuGUjcLgW12hcg0dDtr/Br5vBPfIfSk2DFNg/2BS5JXTEOHgWtT6wK4aqQhA5m0vaynhUPP4tbE58/cm2pLcSmkxr685jIqWCcldd0Q6wLPMg1moYNtKUaemAwYxpVRRlHJLrUyDCzLYJOUvHA47M5LVQutCqTgXWsjlLJqGLoWhmEw8sSEYm/odjqzhiutimkYHI18JoGNa5m4ltnp8WJdOLZXvG6uGqymaWgQbVBe1CiDbtLUIA3G0LO6ZnPoCn3TtRVDT74XuCbzoYNtqk7PZBgGoXM1iUuLGlcbXbTUy6ysMBo40VTEQBsoDD0b0xCDkdC1UAa4tslAX9dFnLNLS47Gnv4M0ii2FuW+I3TItJCiP3RMjsYurVRnEeWaJivn3bUUI12EtlMOkIkXSKHbWuRnZUNaylTHNAzWScHHi5i8lMYocMX583SdcrqWCV/omuLMqLVzLxwM2Asd1nHBNBBnvsUuZxFlzAdO1ziIBkqxN5QJSVE3rOIcy1RMfbk3poHNwcjl/sGA47HH2Lc4HHk8XMask4K8kma2rGt83QDRiGviOin4zuM1ewMHSym2aanXiPz/1gDknZMtcS6UZVtPMEUTpxshUyZgq6TAVArbNLgx8aj15EWMitAupnLMvmOx0+fas01Cx8SxZJ2DaLeuX4ta61aVkmslTYysr/Z8uZaB66juXioraRhz3RCWjazvpXae1YN5cWvUU/junmzkuALbpGoaNslVczLyLC530uA1jWx4tW29MtBOjaIBdS2Z1MW5TFcb/by4/vj1bUVa1vzI8zOUEqMf37rSaV5GOdus5GST4tqKompo6rqj4LabJGXdkBQyIWybq7JusLURSeu4C3Tusa4lrIq6aVjGGWfbVJwqs0oavabBs5R+5vF90TdoPXr06NGjx2egzQzyrk0O2gZiPnCE9rROP2WAYCqDr96Zdju5ByOXH7+/x/7Q5dbU50u3xqSlOMC5lsllJDvk+yOHH7o9JnBMvnZ3xt29gMORZKjNQoesuKL5HYxcvv7SPl+6NWHoX01gQlcKnp2mHGZlzaNlyoXWWNR1g1KiO9rlJVEu7o7i1ldzbx7yuSNpeN473zF0Le7NQ25OfPaGDn/ta7e5MfEpSpkKKKQA3OppT1XLZGwRFWzSkjefbvk3715qt7Z9XjwYUNYNvq24vz9g4Fl8/uaIn3r1kLuzANc0efd0xzLKGWnHyqS40mOBGJD4Oovq3jzoCv7n9wf8zI/cZeDZ/Ojze7x6Y8T9/VCKSG2W8oWbY+4fhKyTgpNVojVnBUUp+US2Kbbr755tudhmfPvxmvfPd2zSkvlAtHEDx+TzN8coJXqqspKctKqGy0gmFbbeTW8ztM63GQ8uY56sEh6vUp7bC7rJVlmK/un5/ZA4l0ntjYnHc/MQzxaXvrQUp7m7M3GSuz0LyIqaDy9F6zQfuISuxV5oY+sJ5b39kLFviy19UbOKc+pGbOPbCc86ERv70400du16aLPEVnHBUjt8LvS/Xzd6mA/Ere5Lt8ZMA5tlXHChs8+u4w8+XnX/npc1WSm0wGngMPYdRr7F7VnAy0dDvnR7wjhwCB2T0BXXPxCd28eLGKXELbSsat56uuUyyilqacZfPAgxlUFeNTxcJFzsciylmAQ2Lx8NuDMN+JF7M14+HHJ3L+TePOyopsu44Dffu+BbD5YsopwXDwbEecnz85Dn5iGGYfDy0ZDjkUdS1KyinOnA4dbUY+TbfPH2pDufLx0OZPLS5pwZkBQ1LxwOefloSJSJjum7J1u+83SLqQyqBha7HN+RjMBaO1ZO9VTKUopNKtTUL9+e4jsWT9cpWVnx/L5M10eexc2Jz9C3+e7JttvccW1xIgS0xX2IbytWScHJJrvacKgbFGKvf2Pi80N3Jt1za5PIebKUwXN7Idusomwa5gOX+UBcTB9cRrx7FjHwbG5NPAzoqM1xUTHybY709QQ5J3/2xTn3Dwa81GpF9dp588kGkMn0fOCy0+ds4FnMB3K/JHmFrRQ/8vxet37TouR/fu+SSk/tV3oq1r7u/XnIF2+Nub8/4MXDAZ5jXU3grq1Z2zQ43+aU+nuHQ3HrvTsLeOVoxNCz+I/uzxj5NqEjmx57ocNUO/QC/ItvP2Hk29yZBToWpODGxHvG3Od7oW/QevTo0aNHj8/AwUimClUt4dJpUVHXogO5iHIWcSGufJ/4vaKq+dbHS3FfbBreeLThDx+uiLKKk3XGd0+2KAM+vIy6XfCybni0THnvbMcqKXjzqWixHi+F+rdLy2eMOZ6uUn7nwwVvPF13BgEgUz2xlJemrQ3y9a7taCsFymh3pGVH2NcN6EeXURcIfGsqobqnm1Q0IsuEb75/yaNl3Ln41cg0oqXMNcDUt5mFNq6l+OLNMc/vh6ySnN98/4KHi5iilJDl9853JHnJg8uY/+/b5zxYxCjD4GDo6uZMAnpn2qK9Rd00OvPJ4MPLmMsooyhrPjiP+OXffcguK/nmB5d8dBFJ/pOltE13ycNFzEcXESPP7uzi24lelIn5y9snW2ahw+HI47m9gOOxp/PGpMldpyVnm4y6hpN1QlbWPF4lWKbBUBdebcveUqYcS3E48gi1pfxHlzEK2ZlHydTn/fOoM++43GY8XSWdbsVAdvA/XibsspKPLiMMw+DuTArzs23GOilYRgVFLc6Cb5+IxmaiJ0Qg01nbFJMakCBlcfu7Wh/btGQWONrC3GXgmWSFaHKG+py1uNxlbJKCP3y0Zp0UDD2bUIcrX8f9g0H3764ta+9im7FLC6K0JM0rLrYZ753teOPxWvSUu5x1XLCMpXn0bcXx2BeKcSYul3sDF8cUa3TLVDzSuXWO/ky3Z74Yg6Qlbz3d8mAR88aTDe+cbjnbZnx0EXXTE8dUYiu/F+Baio8XCXUNH1xEfHQRUTcN75xsOdHNbFrWLHc5j1dyjz64jKnqpgvbNpBQbcuU5suzFKs4572zXXfu7858bk687pyGjmxKbHVjp4AHlzFpWVPWdUed++hSpnqhY+HbigeXkazhvOLhMqYoa754a9zRAXfplWnN2TbjwWXCNi1xbZOpb3dOn42+p7Oy4uFlzBuP1zrXK+togIYyeLiIu+spWY9yvEcjj+f3AzZJwaOVPJfaa9Wa8ayTojvneVnxbz9a8OAy5p3THcowuo2Le5rSHedCI/YdE99W2v2z4myTdWyFt55uMAxpqnzb4sZEoiUcq6WGyvWC9nrGvH2y5b2ziCQvu2l16+LYLnHXMnA0n/dUa0gvdhnvnG7Jy5rf/mDRGdu0uZRyT8gE9cfuz9mmBW+fbjH1xoJMnZ/V1H4SfYPWo0ePHj16fAbafigra+YDt7OAz4pKyoum+ZQVNFw5gWWl/BHepAXLpMDXk7isrEULplRngpHrCUmuLfpbqo1rK7KiFnv4azVvVol2p9LaoBZ1Le6Quc43Mw2x1Z92RToUZc0yyTENQ2h4ddNRGctKDCAabcBvK6EUrWKxPH9wuSPX2ozrcO0rl8WLnYj5s1Jona1rXKmLy+vnt9DFTV7VZIVoelxLKIStHmaXXWlYfG293zYtrqkY+7bWGjXd9QFxtKvqhnFgk1cNjikTg0Us72ebYoZiGgaWpTp6FwiV0NDnZ+jbTLRdtmOK/qotULdZ1W27102D7wiNUin53da+ez5wcS2DwFEdXRNEJ2UgMQ7bVKiCljIoGzpjlNaWv712DaITLLVmrn19y7yWY6Xd+h4t4ysremSjoShrfEf+o6epkNdt0ltIFIRsSsg/Qgc7u6ZTariicW5S0aBZim49tbiuRzse+1q/KL+fVuKSVzVyjRpkYyN0hWLpWiaeI1bwYoAj1DbRDEqItaHXXl41HAxdTEOcLB1TaTv5pqMqR1o3VtVi898W53LNjC5iYBnnZGXZ0UsN/f8abavenmuldVw0sjlzGUnoebtZ0j4PRr5FmlfUWovUnhGJOKhRwDgQ7WOjYwsq/ZofL2KSvMLT93r7bAlc9YxudJMU1I1QhhO9ngNHdb9nqfY+lYbHVsIKaKmf7crMyobGMOTZUzcS9F7r72vK3yyw8XRYdXt9DcOgKK+0fy1MZZCWotksrz07LFNpLZ00oEIhld+1LKFt26bqwtjb5+cyKrqmsDVaMgyx8a/qWgw+9DW/HjNiKaEzJ4UYf0g0gures6V0zkKXvGxwdFB3e2IcS5HrTLdE0zIjPZGONQW9ne5amqkwcC1cTVkWrez3NwiBvkHr0aNHjx49PhPXhdzbVEwZXL0LvBdKMGs7IbkOZcBX70675m3oWXz5zgTPVswHDj90e0JeSYEo0yDJCTONK1MJCYwWN7pJYDP2HVb6eAwDbk4CPnc84pWj4TPF8Nk2o66lEXrxcEDgmmxTsZtuYZmKXVqSFCLYH3oWy1gKO6XETtvA4NEyJi6k6JgENpYyuDHxtVuZ7IErQ3aZd92OsMH5Lus0L2+fbHnzyYaha3Fj4qEMCc71bcWLB0NGvs3Yt7k3D9nTOrkn65R1Is1n08jOd/t6yTWtWlE1mKY0L6YycCyTceBgKnGEHHgWLxwMqHSYtm1JLp0yDN56uuEyyjGVwSLKmencJaUMDsceSVHxeBXzwUXMm483ZGXFfOAy9m0U4pJpGgbHI/cZPdo6yaERt0+hx6rOPfJiJ5OIJyuZ8iS6yF5qCmLoyqSqNbeYaXpk24RZyuD2LGDgCsVrk5Y8XEmjuEkLjkc+r90YMXRN6qbR8QqS8wTonLiaqrkq6EPHYuBa3VRorGMFFnFOXsqkIspKWUdZyS6Tr9vP/GeemzH2Le7MfIaeJXb2iUQc3JwG3Zp7qO0oj7VrpG0q5qHLfOCyF7pMApsbE58//8oBe6GEkXu2hF0L1ddjHRc8XsVYqi2kDU43MtW4Nw9wTCXTKGVwayb2+G2sg++aOJbJ003MyLN4bi/keOyzP3Q538q9kRYV33qw5LsnW0qtZWww+PKdCV+9O+HGxGfo2dwY+93Gwt7Q5XDkSZzFPOgmp9PQ0XRSMZRwLTnWwDF55UgCybdpwYNFouMVFIFrcqrdNPeHLnUtjY9vm7iWaEVdy8C1FC8eDpj6NlttVHFnJpQ6x5T1luU1757udARCzc1pgGFIQ/LCvlA7f+z+Xkcb/PBcJnDPzcPO3MigwbFVZ/aRllUX2nxj4hE4JjdnPvOBy8hz9PNHAuqvT9WHrtk5rQ59m73BlYujAfyZe1Pm2gUzryoCWxgAnmWyF7rMQnHx3KXiADvybErdhLX3hqez5ORZqnj98arbYNsmV43T3tDh/jzk1eMxdVNzdy8UV0W9GXIwFNbEIpIogDgvsUyZ6h+NPRxLMfYd5iPRpo21m6qptbwg5lI3pz735iH/09tnVHXD8weDLqPuYOgyCb6/kX5vs9+jR48ePXp8Bhptg1/XdIG0Yj0tWpBtWnJz4n8qB60oa779eM2tqa9fB9452TIfuDzQ1LTrRhN3ZwGrNKds5D2VMjrdxNk2JdWubtPA4WKXsRc6PF2LXfh7pzsa4+q950NXnBzzig8vInKds3adUmMAE19E9k5tsE1LXjgYYCpFXVec73KGrsn9/ZBdVrLV+VH7A5dVXLBOCr3Db+hQ3wbfUiRlzTSwyYqaGxPRzzXabTGwTZZxIc5retf8vfMdu7RkEWWsk5Jy6oMh5+N0mzHyZRr1aJUwCexnsowUBo6tWOvXVIZBXlastP5pk0pQ73vJTkwWmoa8rCQeAfjCjTEPV+LMNw0dLnYpWVlT1xYfnkf8Jy8d8MH5jhtjT+cvSX7TNhUnR98xmQ0cPr6MWWt9nKXPUVbWXcG3TUuUL46IhyOPXVrgaHv11rzAsRSqltypSSDNkamMzh68fW2hwcadI+TItxh5Ph9eRFiGwcNlzJN1QlE1TAKHJ6u0ayqva7GsTK55qXPZkqLieCKF6TKSDLjQtggdKOsaz5IpaoO49IWuyVZfizcerxkHNuukxDalCZ74Nqfb7CpkHCmgs7LWzbvkzZ1uM1zT0BofaZx/7a1TTjcptt78WMXi7uiYosu6OfFl4yCvOB4r7u4FVJqyFjgmpzrnTXLDTELHYpOIxjAtKo6GIx4tEs53OdvUxjUVL94XzeUksPnx+3M+XsS6YZe18q0HK56sYtBGJsoQ3eXYd3i8WFPWNYFjkZUVX7kzZS90+dZHS5nwWiZo84tp4BAVFd95usExhXpsGgavHo/4rQ8vibKKWehIxIAHGIbOGqs7u/uhZ7NKEr7zZEOUl1qr1vDxIqHR/5cVMh175WjEBxc7bGVwtkm76dAHFxG7rOTXv3vGwLWwJj6T0OFkLc1V25CZSpFce24MPIvzXU5ZNzxcJl0D307/lQF35wPONimPVwl5JRsn26xipPMML3YZF1ur23zIy5rf+XDJyTrFMg29+SFT0KysNX25IS/lnht6djfp3qUVviPrqnVo9G2TUDfjd/cCTjfyHImKikzn0b2fRaSlUCSVISyB9gl6skk7evgyzrnY5VR600wZBkPXYhHlPNWbLA3CDDCNBk9vyJ1uEoqy4aNhxP/p6/f5N++cc7GTJs52hLr9SWOpT6KfoPXo0aNHjx6fgbyUQGdLGfi2iVJC+Rl5Yq1v6dDRT8I2pUiVzCZxRmwaCfmdD8XMwTUVgWNhm4q0rMgLCWgd+zazUDRj7VTBMISWs04K0LTA47GPr10fvWsuZUPX4myTdY3VNinZJEVHiQJNsTGMLqNJafpR01zlW4muoqQoJYR6v3U8tMWafxHJpK5lK7UUxKysOivpthB3bRNTUxE93VgA3W78fCBGKEdj0Y0UtVCIWnolyGcGKcBMZZAUFTUyHQldq6Ncjn2HO3sBYevyphSnm5S8FLfJWr+vY6nOLbCqmme0L/OBo13/DLHkvmZRXmsnu9YAZuBK0ai0rfsyLp5xnWzx3tmOXVp0lvGtfb3b0iyVwTR02GUVns7sagtqkJ+zlFiIO9bVhCHVhWdcVLiWIte6vayshf7qWAw9WxewDau4IC8ryvpqqrZJhIbamiiYyuioolkuE4nWByfKimdiAiTXSRz6Eq3RzMuaxe5ZG/FW81ZW4p6YlTJF9WyTgSON1FhPaX3H1BRCk2UsocIbbYeeljVFLestyktNQxTK5i4rKSuhHzbAxS7ng4sduaYRW8pgb+BQVA2WDnafDhwivcZWcSENhM7kWsUFUVZpB8urHERlGJqyW2NbCt+xaBq4NQ1Ii4rLSKZgsm7bzDsJ5U70a+VlTVrWrNOCZSxrogHa2LGiks9oKJnAt/V8O+2b+ELb9W2ZlrbXJHRtPFsxCx352YbufmlRa6dOQ3+OyyjvNhTaTsWzFElWcnPqM3AtoRbnrRFQoy3vTUztWmiaElB/uctICwmLv5rEtbEYBqFjPWMgM9fZfa4lG2GOJZTudVKQFVUX4bBK5Bh3WUnVNISuTNEaWhMneQaWTc0ikqD1813WOW+22KUlliEOs3OtdXXtq3v1unYyL6+ud8sWcCyFa4oj6tHYYy90CF2LSegw1kyGG5NAO0TWnG1TYh34nRRCL1YGz7qRfA/0DVqPHj169OjxfZBXQnVKC9GIBI6JZSqe2xeHvZ0OGb6OBgkUdjXtxrVNDscehiGTlJcOBri2GDZYyuB8m2FbUtQfaeezaeDw5dsTAm0CELpWV2TFedk1Ns/tBc8YaJRVwzYraRo5VgxYJ2U3zWjt6Q2kaMxK0bDFeUXdNOyFNqEttvIXO3F23Bu43Bh73JuH/KXPH/PazQl7Q5cGoWX6liJq7czLBssSU4ZHy4S8qrnYpqTatOBg5HY6q8ORR+CKe9+P3JsxdE0822SdiOPbJLxqBFpXSlMZeJbqilxLiabIc0ye3x/w6o0h9+YhB0PJy7qlw5odS37vYOByMHI52wnV0DZ1Ya8Ls4En1upPVok0tpU0zkoXdYFj4Zjy71lZcaiNZA4GHjRyTpum6XRH1yFTGwkT3x+6oi+qGwauyXzgcjz2KKuaqpYC/NY0EH2YKXlQddOwN3AYeTZHI4+8qjlZJ93ru5bJXLs4WsrgYOQyDWy2WdGtDdB5Z6VQKDep2JgvowLfkWJ/GoimLy4qsqpmlRRdUV1UTac3BDie+AT63FtKpl5xUXXOoi2ya7qjppHXCR2Tm1MfxzKZBkIdvDUNCByLWeiKvjBwmOgYgySXLCpHN+WuqVhEBXlZM2hpb4HEGEx8aZpinUvmO2bnxLgXuswG8rr7A1doqRrvnu54uk4ZehYHQ5eyrrmtaXyGIZl8+0OHGqFEfu54iKnk9f/jF+bdtOV4IiHpSWt/bynSomTgWIw8i4aGJC9ZRAWn26zTiCVl1eWyVXXNvna6vD8Xk5U27PnOLGAW2Gx1+PhMnyPHNJgPJdfswSLBMsV23rVUd91moSOTM22/H+VVp5+q0c6spiGh2iOPw6GszdbYwzIl9qEGBq5QlPdCef91Ik6fvm1ycyIMgoFr0jTi2GgquogHkMb7pcOBGPkoYQAMPAvTMHhwzYgE5NkV5xW+bXI0kmuQFRWOacg5baSpArHTF53mVZ5gmwl3exZwexbw/HzA4dAjyqquX7o+2Wppp23Ux4/dn2ObilBnJB5PPL50a8J84HZ0zv2hy6s3Rt2E8A8errrrcmvqk+mNH8v4/i1YT3Hs0aNHjx49vg9CVyg0UV52RheruOByl7PNKg6GDp9kq5R1zXeebri/L0VVnJV8eBER6Qyo33+4oqwRXVgjeg4ADPjOk63sHpey6/ry0ZBlLAXySNuft/S1tKjFLU6/vzgyih6n1TuEjsXdvaBrQJQyoJHCahbYxHpX+sWJUBwvo5yoqFDK5PM3RvzOhws+vIjYpQX7Q5ePFzFvPtnwYy+IrXXVQFLWhI5JlFfaFl40QPOBy9OVRBWErslvvHeJgQjuy1oc8aKs5PVHKy6jgsORFJYTbfqRFZL9ZCmDgWdpDVRJXl2F5+6yEgyZ0HxwvuN0k+pwXznejy4i7urg3LJqeLCIyaqaP3Nvj88dj/mf37tgei3CYJeVvHe+4/M3xhyNPQ6GLuNAphLbtGSVFLimwSYtGDiWDrW2JXzcVJKbBM9k1gHcnPgUVc0yypkENh8vEl49HnUTuTzOeedUmp+6bni0SmigC882tabto4uYuBBq13zg8uLBkNefbAgc0YiJ6YnobS52eedUCVKYX0Y5gWMy9qzOSv5il3Fr6vPWyZaDocvFLmcSOtRRxg29YbCMpMk7GLooDB3ADCfrlLFv8+Aypq5r5gOHvdD5lEmEujZNmYYOzjLh0TZjGRdYpsHp1mSbrinqmrOtBJhHLb3W0Nq4wOFgKDThXVZydy/gzszng4uYp+uE+cDjMsq1sQXc3w/ZH7pstE7rg4uI+cDhMspYRDlxXrGOi86ifRY6/Ojzezxaxkx8OVftZ1vGYm9/tq0wNxmBbTIfuvzeR0vKWlwX/++/+SH/5598EYAPtKZr6DtUjTSA+0OXbVpyphv0SeAw8m1uTX1+98MFCqEw5qUYc5jK4GKbE9gJnq0wDNmY2EU5v/9wxSouOrfCj7V7ZZTLOZsGDp+/MdIOr1p7eC27rqhq8rJhFrqYpuLuLODds52YBiETtqeblLNtxvsXEfsDh4ORx5NNKpl1aYHS5jbLqGCsDVmOJx6Xu5zHq4SLKMezFNusYurbBLbJIq4438jnB9kA+90HSxZJgQLWWvs4Dmxe88d8eBF1zevYt7vNsotdjmMqSm1GdLZJAdk4sUyDiW8z9mwermKKyiZeVd008+NFTFLIRomp2RHtam3t9i1tHLJNys5m/zfeu2DsWyw1jTotaoqy4cFlROCY4u67y3jr6ZYkK5iFDn/ptWP+1XfPcPRGkG2qT90b3wv9BK1Hjx49evT4DFimQZRVlHVD6FhC/WrE3APEHCNKKz45QrNNxY2x3+0474WO3vF28B2To7FHlJWdY5zs2hrdhEMKNHmto5Er9J9r9MMoKxl6Fl+7O2XgWZ2NdKGbx00iwv92InO6STjXAcZtk/l0nRDpgt62FMtYaHzi/Ah51fDBedS5szUNPFokpHoisdUaubY3za9Ruc63GadriQz4aBFzsk5ZxQWeJe54WSEN1tHYk4mAbbIXOsxChzivONe6uwcL0XeVdfOMa2RRNSSl0OkCxxLzC32cllKdHfjYt2XSVVWa+tfoYGrFk2XCk1XcOcthXOUkDV2L813GLqtYxlLMtjlhoWNS1tL8pqU4T7YTj6KqSXLRqI2162O7a980DWut32t39FuDmbSoO7OHuhaqpG+r7pyCTNpMJZO1kSeT16frhPNIiv+Zplod6MlclFdMA9GetXS7tknfpNLotmtTGbLObU2rDB2TJKvIiprH2ta/jXg40/S/Nmh3oMO3x77VBVpv0pKhaz4TC3EdY18ol2PPYqQLe2XAjanHazdG3Bh74nxnK8a+xc2pz17gkOQl67igrqU5P9umXEYF59uMsWezywrJoQqlCRO6Kd36rbXmzrEUN8aeNAkGXGhXykWU6xyvHR8vYtGJGgZ3ZgF7od2ZdJhKAstbFenAs7i/P+D5/VBvKEjwOEihXTcNaVlR1ZJT1hbzm6TgbJNxGRUdRe98m3X3uqEnRmlRs0v1BoKeyN2ZBihlkFcVsY5AADqXyE0i5yUva5KiZuRL1pdsbEgDb6iGKCtZah0i0LmVFnVDpqfBoN1Zt1d5ab5tdm6G09Ahr0QH9nSZsE7yZ9xabWV0NFxlGKLx6mzsTY5HHjd0btg2k42wk3VKozdr7uzJVHWTlvo16GjHQlm2urUW55XQNQ1462TDTv9Oi4FnMfAsjiceI0+C6K/nWE70eQwccW/0HMlctLVmuLXtvzsLhI6tKYuVDjA3gElg4bsWe6HLm0/W3Bh7YBidfrVuJF7g+6Fv0Hr06NGjR4/PwPUCs25kV9sxpXB2TCUGAHyqP6NupIBphf3LpOgKk73QZa41F2UlvtW7VKYI19HSFlv9i6Wu8rqSXHKFlDK6IOQWlpLpjqUMpoFD4FqUFd2urWGAbSlsS5HphtAxDXItoDe0MUHrttj+XlJIIXg4kriB0LXQwzidTaRtzPXvlU3TWeFLcLAYHZhK7NENo20qTBxTMfCs7jO3+ilD61ssZXQaqJZq1zZTk0DstF1TmlzXUt30ytducEkuNCgDQ9PepPFaxjmOJRPSgWN1oeRtUb+Mcmi03kmHYdtaf7IXOiyiNvz7KjuppfIZelW01vetLsyxVOdI2aKlR7W6lTbrqrV372z8awg8C9uUz9k0kOjP+miZYCnYHzo4ltHZi5sKLrUerG3KlHH1oqaSqUNeSaCxbRra0KPSPytFaLs+Df05WhyNHHHIVIq4kAazqKRp3b/m1hdqAwVpwmXCY+rIAttSZGXFNi3ZH7pkZYVpyrUauDZNIxTCUtMuTdMQurFtdhmAe6GDZRqiYzIVr90YE2VlRzV1TIVlGuxSMbUw9Tn0bPOZ67FORDs59CyirGCVyCTkeCxUP9+28G1L/2zOOLAlkDoruDsLebxKKOv6ihKq9ZRF2YgBSyAuhk0jGyVn24xG28u7ttiyu5Y0pqV2ebVNpTPATGq91ke+zcC12KVyj7YaNEM3Er5tsk6vGtSha3XZhXNN870x9kkLmSy1IdTB9ZgFZXTPQMuUzETPUlS1NHjjwOa5eSiOl/rejYuqCxFrdZi2aXTrqc0qa1HVslYMo+nOmWsrzSKQ87hJCpJcdJNpIbo/wzBwLbNrZFrtWFk3DD2bxS7r7PXbTSWQZ8LQtRi6FuhJ8C4vGemGutV9btKCmxNfIjhMA9dWTEMHGjn+SWB31GjHEmp2u8HmmkIRH7gWJ2vRoA0cuW+Vgc7F+/5TtL5B69GjR48ePT4DB202kKGnPoZBVUNgW0SFGBLsDR0+OSioanEozIqqM4z46DLi3bMtj1cSlGvrXJxYF5FlVXeFi2ebnYnDKs6JcrGXvp65tktLfufDBQ8uo256FGiXsxcPhox9m+883ZCVNYcjt/ssrcHBwLWYh0Ldi7KKWWB3Go9Ea7u+endKoAu/pKiY+DZr7Vw59h3JHVKiLRFrdyngv3BzzF7oMPIsvv7SPj/92hFJXvF0lUpwcmBTN/Du2Y51UnCyTnlwGfNQ07ReOJDogKnv6KgBs5tIXOVpSeNzsctFf6OdNKO8pG0+TjYSrh260nxdzzJ67eaYGxMf04CRbxPlUqimRcUiyrm/P2B/6PITrxzwyvGIaeCQlzXbTCh3jX6xXVZ2UwdLKY5HYurSZrgl2uXONhVHY48XD4YdvWvsi5Zlb+Aw9iXcOXBM7TRpdPopZYjmp0GCsc+34oR4Y+JxZxbg20oK8kTCmMXxzmIRFfi2TBdcS4wjlCHNTGvzfbqR6Wbb6O/Skssox7UUk8BhPnTY0+6dYjXuS3C3rvbffLplERdcRHmXp7c/cHi6Tp8JUP/q3SkgU6okr4i0/kqMOKQperRM+PW3z7mMCpZRLsY4ccGjZcLZNmPo2RyPxZGzrBtspfjSrQmHQ5cPLiMGrs0iyjndpjxcxEL11eslLyVH8Pl9obs+XqU8WiYkecXzWt81Cx2+dHvCD92eMAnsbiL53ZMt33604WSTskrE1GPkWRyMXNbaSOR0k/Gv3j7TlEPVTazbBtEwYD4U2uTDRYzvyO+/dnPE3fmAuhaq3tizibKKB4sE05C4CMeSxj1wTMaBTVY1fPvxmigvGQdC+zvZyL1jK9kEsUzFC/sDbFMxdE0udjnt0OZ0k/HxZcKTVcL+0OXuLOg0U0/1PSiN+pU5TF2LM2hSStO4SgqKquny2bJCNo3u7oXcn4eyAaU3aOJCKIuBbbLTNMAWllK8fbrlZJ3R0AZ1az2oY3G2zbqNhZFnc2siTaXvyATPta8s8uWekgnYX/7iDSwl2rT54GoTa52UPFolvHsWcTB0tGlO3dGAz7ZXx3aySTmeeFjK0G6zuWhqo4L3znadycreQCi9nqZKnu0yLnc5DxYRf+HVQ9ZJQaWTJfdCl6frtJuIfhb6Bq1Hjx49evT4DDxeSoHpaMdFqUkl+FicvEwerxI+uRlqm4rn98Nu9/nzN0b88J0pNyc+k8Dm/n7IKpGCd+BZeqJkELiSzzTyLV4+GoqeZ+Di29KgXC9sjsceP/m5A47Gfrd7HueSoXWqtSMg07m2wAUoq5qmEXOPy6jowm8XOgdt7Fscj1zKuuFbD5Y4psHNiRTlewOHL9wcYSDTg6puaLTL5faaEH8R5Txdp0R5ye89WPKb710QuhZfvTvV5hgNSsGtqY9tKr50e8yXb0/48u0xnqU6vZ5ri15jk5bPWOzLREooRbenPpae+E1Dl689t8cksHntxojPHQ+ZhjYPF0mn47o99bm/H7JNS043Yq2/S0uKqmaii927eyGPllJ4/n/eOn0mM62qGyzL5KbWDR6NPCmUfckA+2gRCzVLN21tY/zxIubhIua98x3LuOBw6BLlFZYy9ETU5M5eILRGw2A+cLTLpSHTllqoVDenAXsD0WLtspIHi5hE26oHulEzDTGnOBq5olvMxOlRjEaupkSyZmpNSxS6ZVJIvlRW1qwTyW2Tzyd5T0/XSTcFBRi6NtPA5ubEZxbabBNxqqyb5pnJ8m9/uACkUWnpnFPfZhzYhI7QwdqG85XDAZNAqI9FLY1JXkqI+dk2o2lkne3yUnSHmsq3jHKOxpJPtYhz3juLON9lKEMMH6aBNrQYODw/D7kx9jgaet29sYhyvvNkwx88XHG2zbg1DTSF1eR4IiY/x2MPT8c4rOICU2dkha7Jq8cjilICl2+MZX2kejpXNbCMC4Z6+rqOc042Ke+cbvngfEeNTN6frlMcU3WmG7usZBra7IWOviYyHX/1eIilXUbLuuFwKBRBoZva+I7i0TImLSq2WfXMxCawTQ5HDo4lwe3vnkekOu+w/SlHu4Y+vx8wC23Rk2pDGmVIXtg6kaiRie90+ZAPFxHvne0IbLOb+LumQZSWpKVMJqfXpv62pXjlcMjdWcDIs+VZqL/39tm2O5a90GGpz5mtZAp2d88n16Y197Ted5dKc/+b718Q53KNVtfiKvKy5mgk5kqmqbg9DfBaNgNXbrQg0/vTTdp9TzZCLI7HHl+6NSZ0TT5/c8zIE9rxNLTlORTYnVX/v3n3XGjotklWSGzA4cjDsb9/C9Y3aD169OjRo8dnoHWvV9r6PdeNVFmLvbuYVXxaZ1PVTTc1Afh4kZDXsoOflWJrX9eNuJoZBrZpYCC/o5RM68pSqG55KRb9rV12+35xUWkd25VTHAgVzDDodFHmJ8d7CMXGtcxnjBva/210SHLdyG58ooOT60YK2EDnDrWoobPTVvqzN41o9upaihVTuwomRSnnr5LGLisqLCW0pLSsWCUFltmGScuxV03TUQRbmDq6oG5E+/Z4FUvjpBuHqm5Iioq8uLoGlmkIXdSRDK9WN2IaHSOru3ZZeWXNHbriKKcMOs1RpZ09ASoanZ8m2p6usGquXq87bmVgGVd6MGm+5P0trdOxlCJKRfPlWEYXHl7WdPq9WscFNA14mga5y0oKfQ6qhi4k2TSNK6pXUXW00S4eQWkaY3V1nK2deN1caXEa5LVbh/Dry0o+Q8O14SbmJ1zqrjv3XZ1r2SxAH1PTiP4uKSRzLSlKmqulJmtC/9PGIBQtdbc9DuRaeZap6bcmtql0xiCskpKp78h5BKqmfobi6OnCWSIytIW8IRReoSXKNQK5l03DoKrELbBBHAPFSv6KKqiUIfdII+e1XROuZWIaQpu1rrl+GprS2679bVJ2lOJCRwY0yJqp6oaqqbsF1z57TK1vbd+rjQgAKPX1LyvRdjqm0bm8tsu1bkApRa5pq3XTXMV5GFeUwrZZd/R9ZuvNrAa6aydRI7LOTW1b3yLWjrMScSHup53pkT4neVVj6Yax0e9pyRibqm7Y6ZxGDGmEPVtxvs1RSmF8hg5SGQamIS6WVXPVmLbMBfT5lQ/SUjaF3p4WMgFWhsRONDrQu6kb+ZlrE7n2GmSlRA80yDP2e/3deOb4vu93e/To0aNHj/8NY38oDnZZIdletpLmIUrFmrqsJFD1U39rGzr6FMDFNuPbj9askpxlVPDu6a7TMKxTCX0udcH0cCHmHe+eR2Iooa3F07LqiiAQ97zfeO+SJ5+Y4ClgFrqdnsu3TW5Nfe7Nw+5n6lpc3SaBja0t3PcGQlncpBVnuxzHNPjc8QhLKU7WKU/X4pL2zQ8ucSzFwL2yUc8qyUqrkaL1eOITuiaupXhuHvLq8Yh1UvCdJ1vONmmXU/VknbLNKt56uuWtp1veO5PJ2c2Jj+9YJLnYXw8cq9OcGQjdUumm6fEyYU9rnc63KX/wcMk2LXj/POL9ix1nm4yjkUfdgGOZvHu646GmPd6c+BhKLNsdU4xSyrrhcpsxCxzmQ5fPHY948SDkaOxR1FeGKR9eiEvf6Trr7M4NQ6y0DZ3RBWL3DfDiwYDjscfR2GMWCNVNIRol37GI84onqwTXEq2UGIqU3fu1TfDZJmUd55yuUwm/1p996FmUVdOZSAx0oO4iyvHtq3yzkW9LmK9u7FxT7Nf3hzLVCBwJFA8cE9+WMOWR57BJSqaB3Z3Ltojeap3Wo2XKZZQx9G3mofupCcFNbQIBdNlam6xikxTa3bTg6TrlySrhwSJhHRfS5OlmwDINAsdib+B2QcoD1+beXsjRyMO2xJjjbJthKoVlKZ6fy3UrtZnFOhEnxvfOdzxcinnN6Tbr7o1Z6PD8/oAv355wOPJ4vExQSrIOL/SU7XyXd5qlsSeTxmVcYCqDt55ur62PnT6fknVYNeLieLbJWCVFRwF+bi4T0bKuMQ24PfOpm4ZFXGAppTc2Kj5axHL9PLnv3j7ZEmUVx2OP0LZ4spZp/yYt2KYFeVXraAC6aVyDNIu5Dgw39CTseOxxc+rrNSLntqxr8rLiiaZ1XuwyfL1mTGVwGeVMPAvPNlklOXEuGs2jsc/R2JOprKYmpmXN0LdwTfOZc9ni3bMdj1cxi6jA1ptXIC6c7TpbRDnT0NHOsyXruOTBIpFGSxm8d7pFGeLeaFuK//1XbuJp59t2mt3iZJPxwfmOJK8keLuqu+a1paQGjkVZNxxPPEx987XxJbu05M0nW7ZpxYPLmF1acrpOWWq6ZJJXrHR4/Y/cE4fQpKg7XdrZNutcYz8Lvc1+jx49evT4U49/8k/+Cd/85jfJ85yf//mf5wtf+AIAp6en/L2/9/e6n3v48CF/9+/+Xe7du8c3vvEN7t69C8BLL73Ef/af/Wefet2LbYY/vZpcmFrfkZUVY88iLxsuo4z7zeCZ3zNNg1ePR53o3VDwwsGAo5GnDQxG/Ot3zqmbhsC2yEoRvjda2VTWDUPXYpUUjLUZQN003R99EIrjF2+OtRalItVFz+lG3AcbGr7+0j7vnm0532VUdfZMk3ayEXe+RlvgL6KcWehgm4Z8tqqW186ucpyirOTuXsjHiw2JpkQppGBrKYimMvj2o3WnGfrX71xgKYOhbzMLTaKsZJOU7A0cXjocsstKDoaSMTULHV5/vObxSvLTVrFoxy7jvNORtJbbdSPn6cbEF4e+RowM2tDqkWcxcG0Cx+Q7Tzc0jVClImQH+w8erbjYptR1wzrO2Ru4slOvDA5GHuc6J+23P1yQ5GPWScHz+1JUt9MuEM1LG3RcVA2bNGXk2UxCl0WUdwV1UlSdE2RL/msNRc62Epkw8nyeJikYV/l78lnFit8Abkx9llHOwLM43WQUlbz3Ji6ZD8TB8P3zHVlZ8dxeSJxXV8dX1lozVXaufccTn7yqebgQ+trIF8rid5+mJEXNxU4cEieBzflOdGHpNZfRlw+HGIY0iKeblF1acgZ8+faku1YAf/hohdINYqonZPPQxjKFXjbwLOYDl6/enfErv/cIkGZxEthMfJuDoddR1QxNWdymBW+dbNimJbcmAU/WCQdDl4ORR2AL/VicGkWvaCqDjy4iTCWN9Ni3KeqG93WswiLK+d2PFpxuUn747pS0qIiLmq+/MO8onllRMfRsHq9TTrZpN9k6HHm8cDDQZjolByOPB4uE6poD6bmOMzgaeRJOvc14tExkIolM1862GdPA4ebEIy9roqzSEQuN3kAQJ8kv3Rrz7umW811O6JjcmQVcRhmG1mYmecW7pzsaTWl99Xgs17xpuDnxWcUmr90c8+tvn/N0LXlpAHemIU/XmUzqqprQvdLYLuMcVxsfHYxcsqJmOrA7yukmLfl4IbTKtKy7TQXfVqR5haWkQTkYXZnHWKbi8zdGPLjciX1+lHXTsq1+NsTaFGkZiQX//f0hUV5qTduVwVLTNGxT2Vz4V989Iy0kDHyh143o8SwOxy735iFvPd1yPHZ5WNWdo+qRzjVMtea2bfhHvoWlFJ6tmAQ29+Yhj5cJvt7QEKdOuc7T0CZ0TW5NA/7Ft59gmQbzgdtlJL56Y8Qiu7o3vhf6CVqPHj169PhTjd/6rd/i9ddf55/9s3/GL/zCL/ALv/AL3fcODw/5pV/6JX7pl36JX/zFX+T4+Jif+ImfII5jfvqnf7r73vdqzlq0VJW8qmVqVgs9Ja+EihXY34O6VTWc6LwgELpVu2u9TgoudKErtK6Gg5ErTodl3WlFtqlk5qx1cVFUdUdnG+gMq1abtYyuNBaOpbqd2ta9zDSeHfGZysB3TFzb7MT8riUEvrppOlH+LLjKeHMt0dylRaknHlI4GuoqO6h97bppmIU2Y88SqhzS4BmaMSRURGk4G22Rf77N2GodVOCauJbZOdrBFZWvbSxaytYiyjnbyvSgrMT2vr1eeVGTFRUzX7Qhy1gomqYyuDH2CXQDcd21sKwbzrYpvi0U0KkOEx95MuWyTYOF1t6MPAvHMrpJqWUa3WSxNadoXzcvZQcd48rREISS19KdsrJm6FlUlYSbt5+15V81wDYtSEuxEjd0Y2CbilEgDf0qLsjKhqJqWKcFpm585fhkbbjXLPzzUuh5Sg5N00NrnQ+lcLuYADkGS1PU2qI9yUvySprc9pzZpuJ0k14zdLlqrJtGJhFZWRFllbZFr7vXf/dsK9TeSjY/mqZhkxTUtRifjH0bBV24cBvQfLZNoRG66fkuY6ML7jYMvtYTIUNJ49cak+SlTJpa3JkF4o6YlQSuhEpf7DKeblK2WUlU1F1j7ZomSVF2tvZnm4zQNdkLXfJStFSGngCGrsnAtbTjoxgMDVwxsLgx8Qld7aRZNdLANppeqQw2SdGtEc9WZGXDxU6s7B3zau2A/I7EOBjcmfndmt7psHIMeLpORL93ttPn0Omm85fx1XSrqMSGv6U9Bo6EQVeVTJFWcc7FNqPWtEq4CsEGuklnXtUdhTAt626zQd5Drld67dlXVjU3ppLvlhV1Z56jDEPTJ+XniloozEleddM9AN+RzMShZ0notlLdewE6iqRgl5bQGNplVl5zk8qz1DSE9rmIcjZJoTc6SuK8JC0kO9LU5jtJXuLaZnctokwa1KKueelwSF7KGjYN+XnHVJ3D72ehb9B69OjRo8efavz2b/82P/mTPwnIJOzs7IwkST71c7/yK7/CT/7kTxKGIVEU/Xu9dlHV+LYYUIz9K5qdY4vOIC3FQOCTQdWGIZScWE+Z8qrm40VMoY0OTjYpA1d2ZJOywrel8PFss7Pjb5Cdd882SYuqc0SDq5/74GLHOs6fsa0e+RaBa2EqxcNlTK5dHPevOZm1VtSupTBNKYKmvt25klXaWn5v6HTOkUPP4mDodVoVR2vFqloKsaG2554FDvsDl9CxuLMXMPZtXjwYMPZttnrKNtDmAZdRxi6vKCs5L5W2SD8cehLM7VtMND2r/YyOpTqraltJcfbi4bBrGMq6xlYSIpvXldDPTEXVyFQyzivqpmF/4PLi4RBTibV5XdNNmsDghnaqbAOi2wJzFRcYgGuboqv6hEGMqQwMQ/RucFU4G9ot0tHmMu05NJXQyoaeReiKbspzFFVVP9NYt81knFekuUz6DocuQz0xvNyJacuTdYqlxPUxyUuGvqXpivL7lhIjkaEuoi93YgJyc+LLdCyvSAsxL/Fsk9CzmAR219ANPZujsdsV7U83Gbu0JClqNppCOPYsIl3QXr8nQBrMKKvwLJNE08HKRhrpKK/44DximxYkeanNayT0+GST4pgSCVDVPGN9Pg9FU2ZbMgmOM9H7hJ7FOpEcu1Lrg45HPtu0ZBGLmYky6Ir7WehwOPJ4+WjITe0WWNUND5dJt5lQ6cUQ2CZDX3SWu0xcLB+vEgrdWG7S8pmloRDt6pk+X60hjW9L4xbnkqd4c+pTNQ15WWEqmfodjLzOcMgx5Vgf6yDzo7FM5dsJkGeb2Nqx09abIu31aFE3sEtKYp2P1jo2AkT6HnUtA9tUz0xBRYPVUNU1UV6K3hWDbVZoraTkvIWudRURAVS1bFIFtikTvWumHUNXJq8bbasfav2aMsSJcpUUnG0zzreZbCjZilRTzvNSGti2STMMozOUuTH2ORi6BO5VTiTQbWydrFPKWjYxrh9r65xa1GKq02rKJIux6TIDd2mJbcmx1I00dLYluxxlLZEKp+uUlw+HbJNCx5jI72/TsruOn4W+QevRo0ePHn+qcX5+zmw2676ezWZcXFx86ud++Zd/mb/5N/8mAHEc861vfYu//bf/Nn/rb/0tvvnNb37P124aKdo92yQpxNzDUgazwOH+QcjQNXm6Tj/l4qiUwZdvT7qiOHRM7s1DyR6a+Hzp1hjbUtya+niW4skq6d7vtRsjQsfkYOTxn37hiNuzgNC1CByr0zNd7sQJ7KXDIXf3Qkb+VfPlWiaPlwnbpGDoWaRFzYcXMee7lh5maGMRaV6SXKY2Z7ucqq6ZBg4DrR9793RHlJXcm4e8fDTi+YMBf+1rt/iPnt/D0jlVjmlgX3NxXEQ5pmnwZJ3y+uMNS20rvssrfuTejOfmIXXd4NliAz72bb54a8JPvXrI/f0Q2xSa1yrOGWrLcaCjd4aO6F5oIClrQk8mhbYpTm5/9sV9/twrB7x4MEBh8Nw85P3zXadVuTcPuTcPWSc5bz3dUNWiIWr1Za6leOV4yPvnOy6jnIsoZ5vmGKDt8G1MJeYnSV5xNPYIXIsbY+8q16ppPrVDfrrJeHAZ82SV8HiV8txeQGtvoZRiGoj+KcpKDGQy9txeIJo0ZZBVYiBzdxYwDR1uzwKysuaDi6ib8s5Ch73QxkA2BY7GHiPXJs6l2Cx0IxzlJeu0ZB66rJOCoqr56CJmHjoUtdBDI70+llHOMi66zYllnD9jPHM0ksDnL94cYyqDpbbcv75pAHQNK4ims6W2vnI8ZOw7HIw9vnRrwkuHQ/YGLremMskKHIsj7Yi4iHIudxlKn/+ianjvbMdFlHM49ljHOUdjj2lgY1kG55uMjxdyf7q2yQuHAw4nLhNf7Pqf2wu4Nw95eBl3r/8b713wrQdLFnHONJDMtuf2Qu7OAopagpOPxh5xUbGKcr56d8LAlcnez/74c93nfOlQuwpmbZPakOSVNIFjj4tdxiLK+XiZ8NbJloFnidNjlMkkUkk4/eHIZT5wuDWVc7DNClzL4Mu3pwQ6WiGvam5oV9GRb3FnFuBaookzDKEKOqai9SE5GLrYpjzL1nHBk3XWZeU1SHPgWSY3Jz5fuTvh/n7Ic/OQKJd70DJVF+jsWoq9gcvewKGu4cFC1njgmNzSxyTh7hJUHboWR9f0iGlZ8x+/OGcWyhRv5EvjukkK3ni8Bq6Mdoqy4jLKu8ljVsqkyndMDnX8QpRXJEXJMs55/yJil5ZXzas2G3p+HvLazTE/dn+PF/ZDkuJq0nt91VpKNgQCVzbEfvz+HoFjMh+6jH2bL9+e8Je/dIPn5iED12TsidvmT37ukLt7Eufw//72E1nzZc3hyCPS077mkzs7n0CvQevRo0ePHn+qYdv2M183TYPxiZHWt771LY6PjxkMpGh65ZVX+Dt/5+/w0z/90zx48ICf/dmf5Vd/9VdxnGfF5EqHNreugGkuO+q7TLKi0kIswD85QSuqmjefbHhOa77OtxkfX8bYptDh3j3bUdU1Dy5jPNtk6JlUjWiS3jnbsUkL6gb+hzdOeeV42IXJOpborSaBw+kmxTINHq2SZ6hkpc5LGrqW3qlV7A/djobXuqiNfIswNimqWmdqSQ7aMs7ZZRWBLTq3VVxwtkm7QNlVXPBvP1rw5dsTgI4aZGtHPcsUMtZ84LI/cDnZpBRVja21aQ0S0JtSi9FG0/DxZcTjVcrdvQDDoAuurvW0wjYNCcJNSzZpwWHtUgOOEirh+S6hqOR8bpIS31acbFP2Q5dHi4R56KIM2GSFBOkCx+OAaeBwuskY6agDkELq3dMdP/35I/ZCh9CWENq6kcDndjKSaae2ZVwwCwuerMX8ZOB+751xW9uxbyzFJHR4cBnz/DwEGuq6ZhXnfHguk920rCUTzkA7RDYoJKj68SohKWo+uowIHItbs4B3T8WQ4nyXQyMT0KJqOFmlHAy9TgsUuhYXuxxbKTxTcRFl3N8PyUqZpHz3ZMs0tNnoCc8qLpgPpJhvbfkD23xmd/9il2EAH13KsQ880f21ob0trrvWtVPQ821GlJY6Z9DmracborzUlLJSKMFxTmpJvt84sHXTXnK2zXl+bnEw8kkvIzZxjmebnG9TMULRFNmJLxOZsqr57tMtI89mlRSsdXh8ktfcP5D71DINvnxnwnunW0ydZWeZio8uIxZRpl0gr3Sgrq34vY9XspGTVfxP3z3n6y/tA9KQG1zRZxv9uZOiYhEJjXDs2xxXNTcnHt9+JM2Ia5naoVJB07BNSh5cxl1cQ9NAVjZ8vIhYpyWHtiJwTC620mDFWcUiztkfONybBzxdy/Oh1WaBZH1VtTSPtmUy9SXzLS118DqQlhUPlzFJKfl0RVVrHZ5MHdscNNc2WcdFF/R8Y+KziDIutznnZY1vKaK8IrRlgrbL5Pq2uYZ10/D7H6/YZiVFKVlweSnv5VomH15EV89XQ4Kyc73R4FkSMp7mFcuo6J5Dvm1R1Q2HQ5dlVOA7Jru86jRiH11GuJbio8sYzzKeeX4X11wcDb1GlZKoi998/5KhZ4lJSZLz+uM1VS0bZqaSsPXLKOfDizPysmIaOPzIvT1+9Y0TqrrmfJNpZ8jmU/fHJ9FP0Hr06NGjx59q7O/vc3l52X29WCyYz+fP/My//tf/mp/4iZ/ovr5//z4//dM/DcDdu3eZz+ecnp5+6rWVkoYm0+YRjiVubEI5rCl04PMnYSrV2V0DHI99LFOKwVUseoY4r3RAdYNrmRiNFBex1ndt05KqafAtpXVVRqfHAoRiZJvSkHX0NYNVUnBz4lPqKZWtqUpt9lDdNBR1zSYtdX6Y0Bo9y5RQ7WtOkZZSOKYhdLWsZJtWPFnGlC3V6xpc+0qrtElKaK6iAAxDiqA4r0iLKz1KUdVsslLy2PTPRlmJbUoTebrJNNWz6aY2rQ1+o8eWddMwdG2xAq8b0cjlJXWNjkSo2Rs6FJV8xrKqKfQ/48ARapYhluLt1Kc1drBMueai15PPJ4chFCbJoco7i/SmkfUgn1db8+vq72jkCzVVT2Fbu/CqlnNWVDXbVGh9oXb+ux7A29rJp1qTk+u8rba2vDHxsTT100AmG75r8nSd4DlyfL5tYupYA8tqKXNC8ZwFDg1XVMpWZ5bpgOf2eitlcLa7oqgVVUOlLfLbrEBbT0Kuoy2CDUMaf4lTkOuXlFeREbZSnRYudCz9mga+bWLoNV7WdE6g+0OXwDGJi5qBK/b2tmlyGWXcmPjMdGNTaYpwpeMNWnv4XVbgavt4zzJxTCW6NVPoh/OBo2l3RmfmYSoDxzTYG0jmmqkMpqHN003CJLRxTbObhLq23GN1TdfElFXTBSqL06JYxCtDvmfo7DulFNu0pKwbTrRLY+s22DbMoV5vcSEUyXZzZxHnYuve0NE4JVheG8/QYJuyAeVain2tw7vSQ2pNlqYetro5Wf1yb9mmPK9s0+hcCY2mQWE8k7sGsi6zSmivQpe96oqirMRW7bPoKo7E1XraO7OQwDHxLIWnTZUud3mnfTVNg7xsN6CEet3qLk31bNSIbUp8xE6756601rdF+4ydBQ551eA5JlV1Ne9yTKE8tnEhmzRnm5YkRclO6yINQ5gX4ppqcTjy8B0LS0deREXVUVY/C32D1qNHjx49/lTj61//Or/2a78GwJtvvsnt27fxPO+Zn/nDP/xDXnzxxe7rf/7P/zm/+Iu/CMDl5SWXl5ccHh5+6rUtbUGPdikzDPkDnmutxMizWMbFpymOBnz17rTTtuRVzd29QFMcPX7o9gRbKepaiu2nmxRTF5wtWnrkNHQYB3an9wChmd2aBrxyNOS5vbDLmCrrhm1a8niVkBYVP3R7im9JsfpUF3htQVlq57K0rBn5NqfbjKqWomjkWRjAw2X8jHblYidF78izCVyzKypd02CnqYhiplJyGYlupKXJRVnJWGeipUVFYJu8cjQSx0PtinagHdQercRmPSnKjuIYa6pYq8uSz9AwDRwpupVcm3EgujllyMTq+f1Bt3PdFmdFWfPWkzXvnwkFbBlLaHib83Vz4rPLSp6sEpZJwSYpOdtkuhmwCG3RZV1EOaFrdvqdqr6iYpo6+8mzpfGrm4bzbUai7fSBbpqXVzWJDkRO8oo4L7XRyrMTXcdU3Jn5DD2xm98kJR/rydXJOuXG1OcLN8YMXMleujXxMYDzTd6tm6oWnV5b4I/09OR8l2MaMsEZ+zaLKCcta7ZZQaRd9ECK6Vg3HwCfvzliEjg8txegFJTazn5v4HBzckVla++R47FsHvi2UMWGvs1e6GIqxcCz+fOvHHAw8hh6Nr6tOBi63N8fcKinuQ+XMZa+1g0G755u2aQlrx4PqZuG+cBh7Ft87njE6TqlHYh4tpjinG8zTAV39wJuTHz2hy4nOoB5l5X8zocL3niyIStFF7dOSr5yd8qXb0841j8/H0jxHqVlF1I9cC1+9Pk5i11OVgmVsUaoxHlVk5Vi6X5j7PHq8Yi8atikBa8/2YidP6IbzHSchmeb1LUYkni26tZYVlZCwz0aMfFtzrc5SVFxdyaUOsdSOlfR4J3TXacpvTEJaBD92Av7IZ87GvGFW2O2acH5LuuMdu7uBVe5hurqOWQaYvcfOtIo7w9cpoHDq8cjQtfqaNYPVwmXUU5eNdi6CRm4JnFeUdWiYbxuyqIMgx+9v8fR2GOoA9I9W3Gxy/BsxV4oE9yiathmYkwydO1uItlqS+W1ZPNMqLY559tMG+tcOdHOBw735iGv3hxLbMTQE/MffawHQ02njXMOBi5jT+iU89DhaOxpF0d5jaKqu+ep4qpJPRi6HI1c7h8M+B+/c4pSQvNscxsD2+qiBD4LPcWxR48ePXr8qcZrr73GK6+8wl/9q38V0zT5R//oH/Erv/IrDIdDfuqnfgoQndrBwUH3O3/hL/wFfu7nfo5/+S//JWVZ8p//5//5p+iNAIcjl5X+9zirKKqGummwLcVGOw7Ov0cOWlHVfPvRmts6W2iTFLxzuuO5vZBlXPAHD1fdDqpSBtPA0cHIekphXO1Af3gZkeaSKXTjRY/3NQ3uySrhtz5Y8NHlFQXIAPZCB9+RcN43n6zJ65qj0KNsd5t1E+KYYuZQaZe8WzMfUynitGCTlgxd0c1t0oJdBqu4JHBM1mkhRiS6CTKQHDTPUqSlTBr3Qr0bb8Dnb4wIHYvvnmxYRgWBa8qksKh473xHWdYso5xVUlDpavrFgwEnG9HiNE3N0DWZ+EK9a3U0BuDYJmlZdzv6WVmzinJcW/Q7p5uUohYalmFcOSpWTcPnb4x548maZVwwDWxO1olM9xp4/3zHj97f44PzHV97bsKtScC3Hiw532akhRTI7eTxfJd3UzLLNJh74uDXmoO0geWebjaUkoDzx8ukc0icDxyZIuYVtt4AqGpxkGvPo2nQ2eEXdc1llDP0LCaBzwfnEa6t+Fhr3LKyYew7vH8ecTz2ACn6B67FKRlDVzLmUp3hlRYVd2Y+VQOrJGedFF20Q2uUs4oLJr7NNHDwHLOLVXj90Yqjkc8qEaMIS0+gLnQz2uIrdyb83sNVdw6TvOJsm+Fa0mh7tknTiInG41WCbRodFbH9eho63Jr6PFrExIU4at6Y+mRlzXdPtjiW4uEiYTZwOFmnDD2ruzcKHTC8N5AYgndOd8wHLo6l+NpzUwAmgc1//OKcDy92THy7CxX+3Y8WPF7GNAiNNMpLCYlG0wWbmqerhN9tFtw/uA3QRQK0E5kGcQRNy4o3n2ywTIPJ2KNpDF45HvEb756zzSq9OVDIVFsbiKR5TeCazEIHy1TssorvPJEIjJEvQeofL0RHV9ey5hxLcXsWcLJJsCuDs23aBU1/cBGxy2SSNXAtzImvzUAKHlzGnfuiaagrJ1GEWn2yEXrk+S6jrGSSvYjF6l4ZopHEgDcebbrg9F1WMXJNLGVwukkZeRYz/YzIyopvvn8p8Qd6cl5WMiGOi4pFlLNNC/x9MboZeRaJDlxv1027KVJroyXPNnnleMjTdYoyREcW6fVeU7LNSnnWGPDwMibJ22dbKcfn25ia7j1wxcVznZbyWjpf8GSdCkuiqtkfOCyTAk8bKn18GZOVFR9dRPwf/+zz/OZ7F4SOhYFsIDxdJ5TXqLLfC32D1qNHjx49/tTj537u5575+uWXX37m6//+v//vn/l6OBzyX/6X/+W/83XXSQFBq4EyyCtxPNwfOixjaUaitPxkf4atFKFjdU3Wc3sBD5cxyhCKVeCYupEQV7O8rDU1TUKTZSJkcLHLGbk2KDo6XYvDkce9ecgHFzscU5HU0qg0NISuxToWK/hdWpJ4VTfBqOuGsm46Z0OxWJdGq2mabge+1Fo7S0l2kFKy+20rMQdZREIxuirmrpoU11bEeSU0t6bBtcWNzrNNHEtoVYWeomQ6ULcN1l3G4vJX6GyspMgpqqaj+BVV0+WQ2ZbC1xqcsqpxTMXQl2Msq4a9gdsZjgw8yVTzHZPDoYfnKD0lkWJWKUXgAIbQzhpkavrgIia07Y4alumGq9XzjFyrywSrmoZVnHdUP7hyCPzoQpqKpmmwTaUnsnIuykqu7ziwWacFtpKG0rGuU69M2Yn3LKK0ZODI5C7Jq47yaZuq09kUVY1nmfiOxTKS4GJxmJRz2O7fl5Xok9omE1q7faHwllWN5VodJTDKS47GXke5M7R7nacdQVdRQaEpaOE1+u9SF6SlNmWpdLSDbRq4piFBxrYJNEwDyUqzdHi4pXP2yqqhKBvKWqh4cVZiGTINLusGF3HAzIpaN1IVl1ojV2pq417o4jsm00YmdCPf7qIZ1knBMs5ZxQV1LfRB0zCItMlGVl3Z2tdN08UlDF1bHEgtyeFzLbPbCCm1jrLWhkO7rOycCIUq17BNCr1BI42dpe8xZRikRaHdIhvW2g0QJGqjqBvqRjZ5PNuEXdblAHpay1bqeyfWzply7PJPuxG00hEJcJXR51uiqbo9C/h4IfrZnb6GVV3j2yabqmaXyVTNVoq0qYmzkqqRc1Fea9DlfpKg7euUwrl2fJ2GDnFW4VpXMR9lKdpfW59X0afJMQ5dG6VEF2pbMn3dZUILXydC84yzUk8iu7djl0pTG9gmuRJjnayqO3falspbNUKt/iSV27GE9j3xbfKqYS90ibOSGqNzNh16FmUkWrpFJJEqF7tMswwk9mLH90dPcezRo0ePHj0+AystPHcshWmIsUHgSEbX/sBl4Fpssu+9E/r8fthpW8ahw5fvTAldi72Bw8uHQ4paGhKlDDZpISYSI5fn90NM0+D+/oCDocvAt/Atk5FvP6NbcCzF8/shX7o1eUYHZ5tSoLYFnwTVXpljNEgDOdIOj2kppiLrRMwvbk8Dnp+HGBicbyXXaT502QtdAtvkL3/xBjcnvhR0Wt/iWYqoaMOQpQHMta7o42XCW083jAOHrz035XgsEw/HUhxPPEJX7Ph//IU508DBtUxO1ilxXhE4ZmeRvkuvLNtdSzH0rM5MICskjuCFgwH/6RePcSzFF26OuTnxuTMLJOjWlFyvlw4G7A8dzrZZF3K7zUrqWpureOIa+GSVsIpzznY5Z7uUKC8ZeTJVGXqWWPsrmbJapsHR2KNpkJDwpsE0pMRqr01LcVzHJWeblOOxKw1yXWOboqW6PZVjzcqacWBzexbgmArLVKSlUG0PBi5Dz+LmxCevmo6eN3BtPNtkHkqDaiqDO/OAaWB3096VpuPmunAHWRsGV0HjedkwDR2yUmiQSSGURc82iXRuWKu5AylwQ8fkpcMhAx2uHhdVR7tt0VIxQTYJqqZh5Fn42jrdUoppYHN3L+TGxMd3LCncA5uZjogoqprTTYKlr6VlKh4tY5mM6Ay0u3shptI6oKwU+31dUL9wIFqmL94ciz5N2+q3BjFNA995suHRMiF0LV46HJJVFffmIUcTH8MwuLsXcjTytFW9hLvPQlu7Fvo6TLni1lRcOq+oueJeeTzyOdYuhnFe8mCR8HSTdtqyJK8IXVNv1NR4tsVe6PD8fsheKJpJ11Lc3QuZaiOXoqy5paf1rqVE82QrPrqIu3gEeW7piW3ocH9/gG8LpXabPZsjpgDbUtzbD3luL2Do2ewPvW6TxDJlGlxUV9b6s4Fo6i6igtNNhu+YHYNg6IoLblLUmDoqocUmKXjtxohZaHM88TAMo7O9/1CvGVNJU1PqLMrAMTkcuRyNvY5W+NrxWK9fmYK/9WQj0+iq6eIe2sbw7l4o13HsMgsdbZwkx3PdYEoa6bozQjoaS/zH4chjPnTxbcW9eUDdCM3b1Js7QrWW8/GtB0t82+RzxyNC16SsGyah3cWSfBb6CVqPHj169OjxGTieeCToLCs9/SrrhmVcdHS5ls53HUVd8/rjNc/vizvcO0+3fPvxWowEVkK78W2Tx6sEGqG4FZUU8G893bJOSn7nowV5WTP0LdZJQdU0z1iXP1kl/I/fOeWjy+hT049paGPpnw0ck5tT/xmdnGhRpLBKcsn0eW4eoAyD9852vH26Y+SavHo84nc/WnC2zXQGlc2v/P5jdlnZFeB1I66DoSMFfNk03J76nG5S6rrhy3fGWIbJb75/wb/67rm4HBpSSL39dMs6KXj98ZrzbcaNiUfTNNzZC0THUoqxw8S3GXgSPgsylShKmaS9fx7x51+Rne73znZiimGbfKSd78q6kVy5RprHt0+3jDyLH70/52jss05K2UUva1ZJgaUU755tefXGiMORx1fvTLi7F/LWyaZrdJK84v2zHXUNHy1ivnJnyonOHzsaSUZYojPwTjcZQ8/ixsQnr2qqusE0DB4sYl4+HFI3UhQuo5y3qy1jz2ad5JytM6GrtaHIlujnPryISIuKDy4i9gYOLxwOeePxhl1aaOpW0/38e6c7XtgfdM6Ftmkw9m3iXJqXqhSd20WTdbbpjqVYRDmzgcMyyjkeeyhDNG7zgaMzuWSdNcD5Nkdh8NFljKkkimAvdD41eXjt5pg/fLTGQCaFA9fig4sIUxlYSqZ6WSm0x4+042lWVkItQxwPQ9fiztTng8uIpKgZezZ35gFNs+OkFrreg8sYWxm4puLmxOf2zGcZi/vme2cR84HD73y0YBkLjXOdlHzt3lTfyw4//sKcB5cRk8DmvbMttiFuf5e7DMOAd892Yv9vKxxbctfOt+K6+AePVvzwvRl7A5ff+mABiMav1Dqw2cDh8Srho4uI0BEd4dC1uTMLOF0nKKRRz8uGZSzNX2PA03XKNjUZ+2JFHxc1f/BwyTouOBy5OKbi7ZMtIDq6pY4b+DP3Znx4EeFbWj+mNwsutCb0hYOQaeCgdHg3yFqskUD4p6uU003G2VbojHuhw+k2Qxnw8SImsIVKfb4VNoBtKm5NXUzD4I0nay52Ob6l2GYVU98msE1ONilnm6zTm5Z1w+98uOC9M2nGbNMgLZpuzXx4EZFrXeMsdMl1SPvFTqi4ppJp5OuP1hiGNIOWpfj6S3P++e89kclvaRPlVdeIf3gRkRUVjmXy/sWOtKh081Z15kOmpjDPhw7VRmIqTtYpY9/m4TLBVEtcS/FvHyxJi0qHX5dc7DIuooIkL7gx8flLrx3z69895cOLCMeSjYgnq5Q6u5oufi/0E7QePXr06NHjM7DRU6VSaymUNteo6roLUo2vhfG2sE3F0ejKqGSnQ3dvTwNuTDwORy6lfg3XUto1UP4x9E5766YX2iaOLVlY1/N6AtvkxsS7ygXTyMuGD88jVnGhd/obFruc5bVw2KqGp+uka6hsSxHryY+hjT+KquHjRdyZSZS1aNWSvOLhIuZilz3zmdviRwG/9/GqM5n4vY9W/N7HS02RFMvzohT3wYORi2eLNmUa2Iy0hfomLciKipO1hPGuk4JSv75vm2SlFEx1Q7eT31L7LJ0f1bpuDhwTyzQ0HayRHfGy4ekq5XKXk5YVWSHua22jO3AtsYDPS94737FJ805PFdomtaaFAViG0TVuVd10dLmBKw1PO5mom4Z1XBClZbej3/5vUoirZqYLUcMwOv0XCPU0KWoJtPYlCNhU4nJ5sc30+0g48Fwbi0R5hTIMzqOMRvfvpabJrZOrRm4vdFCG0WXs+bZJ4Jgkuejonq5TdlmpqZI5Z5uUJzokGSTAfeBZDF2ZaGaFOJCGjvnMxsFDrZGS37GJ84qhK3EQLWV0PnB5+XDI2LM6+uDYs7k1lWlXovPbmlomUqfblA/PIy6inLFns9jlOKbB7ZlPQ8NCm1W0n7Vums7Up83SMgw66vBllPNoGfP+ecTDRcwiKlgmBXemkj0nlFQDZTTERd1R8QLHEuOJ4xFRVnK5y56ZINaNxCQoHaQcOGY3FX64SljGOTXS8Mr6uXIDTQtxfF1FEqzdUopvTwOUEvrlLi87V8i0lLUc5a2BTEONBEK3rodKmx2FjgRkr2OxuAcYeba+n2UtG9BNl7bXzGFCx8Q2DWxD8tXk+VVzsc14sk6eeVa1lOS4qHBtk+E1h0/bVOyP3M6YaJterU1DrxXHNLQWVgLRlWF0MQl10+BYV8+/pKhJ85o/eLhmGUsjmpRXzdDIsxh6Focjl11WMPUdXOtKa9eex5ZqvojyLm4F5LwFjsnR2BN3WX2NxNW37u6Jke+wN3B553TLyJdswk0qEQPT4FmH0++FvkHr0aNHjx49PgPXM3Fa7YeraTNj36aum2f0DS3qRpqRllIz9m1eOhyIW5ipOBh6nZtea23fBj637l55VWu7eaEQupYiyUswxODDd0z2hx43p/4zNtKLONeW2rJ7L6GoUkC1sEx5n1rbozvmlSlJK4Q3DINddmXKMfZtJqHD/tDF1I6Ibf3t23JOFOgG8+qkXMY5F7sMRylmoYPS0zNDybRArLTNbkIC0hiLtb7S1+FK69YWUp6tQOt6Gk37MgzR4pjKYKC1QOPAwda26JY267BMg4uduFY6mj449KzOPa91dFvFBduk5PEyxdZ29KF3FbrrWopRYNO5xBhXgcydCYy+Xqo1MUmKZ+iaIJbf7Wey9LUwTaOjR7ZXrq6lYWmt/6u6IdJNQuvudzz2cC0DpaT5spTBtcFrd0xtQ2tbojFMdZM68qXhT3UDjF47clzy9fXr+/LhENs08GzF0BMtVl7VjH1ZKy3W+jPOQqejpjp6XTu66J2FDjenvja5EcOIgWtiaJv9ohJ9kqnk/Pq22RXzviM04FngkBS1WODTMNaaJ0fr/rZZKeYq+nP6OqesxcUuZ5eVjHybkW/hWIr50OHOLOBo7GErxSyQz5VqKmeo6cKty6thXEVilHWjozQUF9uMuqE7trys2aUlhY7K8G2TbVrgWCaTwNaW82LAY1ttVILCtQxmgcPgmv6xbSwUspGUF6L1a0Dn3Nndc+Jo5DENHe7th6RlRVrI5FJe56qxNBS6CaJbh56e5LbPmNnQIfTs7vOmZd2ZdrS0TeeaQ604hV4tyLppmPhCbZ7oxsW1Jbsxyio8WzHyhYpa1nWnSQMIXXGULMpKDIWQZ8XQs1hFVxrILK+7de/ZYjg09G15Tvtt9IH8TLvZtUkLboy9LicycEz2rjXpljKwNF1zEcs1a5+xhiEbHQPX0hPAhlszX8Le9ff2Bp82pbqOvkHr0aNHjx49PgNlJX/sDYT61TQyfQq0i12UV8yHzjP2+AB1XfP++a5r6rKi5t8+WHKqpw+vP16Le5phEBda29TIH3bDkFDmOBfXSMkgqyjqK1OCkW+zTkt++8MF75xun3HLuz0NuDH2mfg275xuycqG47H3zESvboS6M/YsPFsRZVVXfBRVzTotJbT39gTfvrKw3tcmHllZY+msL9OQXeuRa1IjheIsFNv1r96dcmvi88LBgPnQ5TLKqRs5/rqGt0+E4vh0nfDRZcwDrTl5fl+iA8QGW4rhofdJVYZMyNZxztiTYqdBCviqliDdbSoOgLemgTZGaDqNyhdujXn15hhTGYx9h11aSuhtIXboz88H7A9c7swChvpY8lLcE4uq0dRUcWxsm0ZLKY61tXw72dqm4pbnmIqjsUxPD8dyLQJ9PT3tTlfWYvCiABrjmYgDz1I0wON1wvk2Y5eWHI/FKKa1YF/GBd95uqGqwbctzrYpvp5YuJZMYce6iWkzuZ6u0y47rwGWUc4iyvEcKWT3h0JZbNfYwciTRkV3fX/waMUiKjjf5cSa+rqvnepONml3/LZutheRTCOLquYyKrjYZTpjr+TpOuFfffeMk03GQq+zVVLw8DLmfJsx8m1uTjxqWgc/xQsHAw6HEohuW4qPlzGLnRh93Bj7pEV1lUloNLywP2CbljxcJjxaJkRZyd2ZUJH3Bg4/dHvCD92eMPJsFDIp+s7TDa8/XrOKcqKiYpNJMPPR2GOXlpxvM07WCd9+tMZUhkQw6OtvKck48xyT/aHDKsl5uIglyH3k8tLhgOf2QglvLyqOxmL7vtGugYFr6rw8ecqMfZusbPj9RyuiTGz+XVPxaCUTyvZnZ6HDK8dDlGEw8cWJsNUdPlmnPF2lvPF4063xGxMdcbFM9PVqYymunm4TzybRer+zrQR3n28zVlHe6UrbOBHXUp0ONi5qfEcRaNfVNlQbhEr43dMNZ9uMbVYycC0KHZ8x9CQW4XybsUkKxp5c/yQXzdw2LcVIR0cAKEPWd4Ns/nzuaKgjKdoMSLQraMq7J1s2ScnlLmfiO1SNbLOcXluzp9uMKJMGdp3IBDMrKi6igkfLpNv4ko26pjNaWSclJ5uEB5cRf/G1I9Ky6qa0jin3cWuq9FnoG7QePXr06NHjM1DrXDHHUiKI//+x92cxtmXnfSf4X2vteZ/5nJgj7pA3h5tMZpJJyrQtS3S1KZfcVYUqy0A1CMMC5LYB+6FhWw+GAQuGIRh684ue+8GADAEC3PBDuxpdqoLl8iCRlERTTGYy5ztG3BjPfPa811r98K29zolMkkL5je3zAQTz3og4cc6e7vrW9////owCXrsBmbxDl/wEny1HULhqM9jyXZI8vrzbwn43wEuj2NICW76DvJY2/PneMELXNARvHLRx0AsQegLcQDsA8pkcdQO8vNPCTiuw/hEAcB2G984XuF4ViDyBVV7hyTi9tViGJh/VJKmQGcDG5bKw/gsiNWp87zktAo96IV7ebaMfuXjrqIs7/QhpJaEUTeAczrBo8spKCd9heDpO8f3TGa5XBS7mOZJC4s3jDkYtDxoEFzjph4h9B28d9fDmUQdvHfcQuALTpERmUOYNvKKZOrUDx5wPCmomlDqzXrVX9lr4M/f62O8G5McLXbxzNocyFL9Ry8dux8eqqPH0JkFRKyR5jVopS5876Yc4m6XIKoknkxSTpDSSKmp8lKaF8qqo0Q0dxD7BRapa4dENNZm9z8iYnkwSnM0yPB6T/HSn7aOoCRWvNVEaT/qRud5IBhduSFc16Po76oUYtjzstn0kZY3TWY68ol3+2BMIHJJgpkWNwKNdfA6a3lXSSBzzCpO0QjtwkZcSWUXZbJ3AsdPhopJY5BWuFgWSUtqg7qtFTpJRs9hv+ZQJd9gjOe0yp4VsA5RoqokdAGiRvCpq9EMX90axhee8vNPCcT/EMHbRD107NQs8krWu8grjVUnXnMnee/9iictlgW7o4mqRo+WT5BKacPKPbxKbk9fyXJuZNYg9HHQD7LYDi6gfr0p8eLHEnzyf4XKRQ3COqyXFPex3fOQ1RQ4EDscir3G9LDFqe4h9gdAT+L++sY9FVpN3zzTquclRzEqJaVrBFzTpezGjRvvjqxWejlNwTt6vRUbgmmb97gmOXuTaJuNqWUAw4PWDNhzOSKIrFYZmqtc2GySxJ/DkJoHW2mSQrc9H6HJzPTHM0hKf3iS4mNOzpenHCIzE8PJOG4dmY+EmXcuaA5dyvaCpMQlMPMSzcYrxqkTkCnTNJoAvGMpaIZc0EevF63vDcwjc0w4c1FJbcunVMsen1wnRGMsamUHuXy0KorUaSW2laMLYC11orbHKK8zTEoVUeO98gVlWE4134zoctWgD6cFOjFHbR15LcEYTwk1ZrjKfrVFCnAxCBJ5AP3Kx0/bxYBTj7Ts97LRpw6Mf0Tn6mTt9m/X2rU/HKCva2BGcpvXawIF+Um0btG1ta1vb2ta2/pQimY+yqO5aU/5O80/5Z/dClWm2HPMPe1pKSDO9cTjJlQh3riDM1MoRtMNbK/JyCM4htZGTmemafT9YL3gFX4MkgPUCy3cESkl+Db75s2yN5dbmBxhbE84Yox3/ekMSqbVGUdFOchwIlEpZuZQy76F5X1Jpi9R2OLNSPK0VmAFi1HKNHg8c+n1gjJqyjcV/4AkrvWzWl7Vs/IDm7xjD9TI3dDthPSEkFaUpGwfM65KklDNajWUm1HazmPldldQGdU5/R1JBWjgzrMO+PSHsseL8My/0mdIaJqBcQ2u6lppmgySEFFye1xIagO82MkmGWtHP1+Z9bUrGmmqkiGrj667gdjFo35+ZFpDnkD5Xs0HAGAy4g17HdwSkUrc+ziZwpiE6CsbAObfnyfnMcf1smDtAC+DmvXkOxR4wgyun3LpGmkavxTamtlKZDRPrV2J2kS0VhX7Tz8K+BufkA4p9xx4gxnBrStRcD4wxO+lwON/wscEGxnMGI0umv3ectey3kclqc807phHnG8TARsLc5AmaU2OnK0prI8FVVnrXXDOckRy2ufaEuRC0meY05EFXkPxY6/XrNpsqDfSIzvXap9e8Ec80XbVUcIVAy0zTGZi5f81zkMM+61zB188b+/8Msnmfzf1nKiulPdYM2p7HZrq8WdTEaro+BYPg9HmluY41YDdZJiafkOH2+W3OGzdeVZczk29JX2uyGJt7vpIKGvT6ruCoJUlZy5r+PdCKpNi+yfELXGEaPgbg9mdtVBgUJ7GdoG1rW9va1ra29V9UTchpUUmUNeWFaU2+n+tVgbRS2G1/3kugNXA2y6y3JXA4rhY5Hl2vcL7I8eHFcm0az2lXHaAFwNNximVBNLAPLpZY5hSsyhlDJ6JFS+Q7OJ/neHST4GKR3yL3rYoabx517I505AncHUa4N4rt+1OazO3DmHxAWSkxiFxa5JjmxHU4vnTcRew7eDHPcTrLkFYKf/DJGBfz3ErWAKCoCZmuQP4KpYGDboiXRjE6vou9jo9W4OKdswWulwUcQQv5Z+MU86zGe2dz/OB0jg8ulkgKiX7sIvQcrPIasUdAjNBMcDIDTRCm8VxkFJzNQNCIDy6W+MEZSaY0NC6XBV7bJ1qiIzguFzkmCeWivXHYhWAMceDA4bSwLGqFy2WOYcvDqO1jrxOgH7voxx4qM1EFA6ZpiX7s4WqZo5QKy7yG4Bz3zXFeZLd9Zi/vtHHUC7DT9jFsebgxQIuG8JeWNc6mGUJPIDJepHla2/MF0OL9Yp5jmpa4XOSIPccEUQODyEMlCVzhGg9eUStM09ICDrqBa5vmfkwTQM8hv9S9YYSklHA5w8T4dyJXYNTy0Ak95MbHs9f2wdi6AZuZ3LDn0wyc0WRx2PJvZV0B6yYeIFy573DM8xqnE5IZXi8KnM4yPJ+mmKaVyY/SZrOAcgJj38EgdiE1LOjjK3d72OsEmGUl9rsh0kJSfESl8MXDjkXaV1JTzADo/p1lFc7nOS4Wmb03hi0PL++28PZJDzttH5UkyeGyIAlnYJrIvFboBg4OuyHO54X1Hf6b77/AYTeE7wo8HdNUbtNPt9uhzKxZWuHOIEI3dPGl4x52Oj6KWoEzmoBJM5kWnO7nVU7XBkD5ZwowQdUS3dBFN3BtLt2ioBzBaVbguB/BEeTja7pyxhjyWtlmnOIdQjzYbQFYn9da01T2ySTB1arEi1mGyEzEBCcYSZO7V1YKWUlKg/0u+dvSSmKeNf5ICtoOBE1CxxuAIaU1PrpcGS8lQ2V8d5FHsRkMQN+g8Iexh2HsI6sIbCI4BzMbCdOMJIS90IXrcBz3Q7y620Y3pIy1phijKeSj6xWe3KQ4m2ZW7ssAMPNcC1wCuVBkCG2oPLpOIBUMrbHE80mG7z2f4WJOtMtpRqHvP3yxsFLJP/9giE7ooB24qGoFl1MMymc3MD5b2wZtW9va1ra2ta0fU45gWOa1bTwakmNekSk9dgUmyedz0IRgeHWvZacLke9QLlc/wl7bxxuHHWQGbhG6AmlZm91/WojXUtsF7qjtGViEtqS1WVpit+PjL746wnE/sv6sola4mOd4arDgD/fbcATD2ZTQ3sB6EnWTlLhJyOcT+2uJo6XMSYXvn87t4lNwhot5jlZAC3cLFQEMZc1IEYsak6TEk3GKH54v8WSS4sk4xeWisACCZUbhw68ddBAYIMD9UYz7oxhaazy5SbHKK1wnJZHrlL7ls2s+R600ehH59xSIqBj7ArFHvp3dto+9tk9xBlhPNThjeOd0jg/OF6iVwjyjcGnfocX0btvH9bLA+TzD+TzHIpc4nWYIHMrqanLGJkkJYch8AO2qn5vfNTSLwkammFU1LhcFxqvSLt4aj1la1JhnNeWdVRJ5TRPKzaBqqShy4LAXWGns+Ty3ePJaKQxiD6/utcE4SeuOuiGSUmJpAB1pSVLaRV7Z6/aoF6EVOLhaFnA4Q+STvLbJzjudZZglJUIzkbpcFngxy62/6MFOjEHsYq9N7ykpyJO11/Gt5AuABYx0jB/OFRyD2EXfIPddwXFvGOMXXt/F3QFRG1u+g27g4LgfYrftY56WOJtmBOMw3skPz5e4XOS4O4yQVxKHhvjoCEL/N/68Zmp9Os3gO9RIH/dDRJ6Dx9d0DMerEv/52RTfez7DPC2hFF3Pbxx28PpBG7HvoBM4aPkC87zGPK8Qedz60d467loq6Kjd+J5okZ+VEtfLAsOWh72Oj8tlgatFge89n1I0gGmUb5aFhaZoTRsCjBGwA6ANCd9h+PJJD7EvcLUkCeqhadSh6XuzQuGTqxVJQwuJ3XZgJ7eH3QAngwhHvRCTpMTzaYYrc02eDCLzLNFQBqLT1NU8p6BuRo2QUhqjlotu5MIRNG17fJPgYp7bhpPuAY5lXiOtSNLbyP8A2jR5/aCN434IR3CSeDKOi0WORV5jx9zDoSswSUuMVyQ5TYwEWioiXjYNzyKvUNcKy1zih+cLzI3kFKDmcxB7OOqFeG2vjV7kohd5xu9HGyAHXXpvpVTohS7BkQyptBu6CD2OXujgtb0WXIemdtxMIIuKpoG7HdqEOe6H+F/eeYFOQLEneSVRa2Wm/z9ipLxR2wZtW9va1ra2ta0fU5seoEop5MbLwcAIP2+obZ/9p1YqjfGqtHKpy0VOOVFGTjZNS1pcbJATtQbyDTpeQ0UbL0toEIhjv7vODpqnFZ6NUyyy+ta0Zhh7SAqJyHOQFJKal403SKGsJGHzBeGjm8U/vbay4a89k+EEEIJ8npaoarV+3+bzbfpbGklPM/Haa3sYmGZllUsr96oVoep9RxB8Y1UQtpyRf8tzBARryGvcyIJgF9zSoPTbvkPTFgXUJqw4MecpreSarAZYHH5S0MKvNHImX3CUUqKW5NOaJDR1YgCOuyGOewFqpY2Pi+Snse/YIOeypt/hcFhpXSM7bdZhtZlKjtr+5+RbHdO4VgZg0kAtmuZ4U/6WFDXh7E2zPoxdI2MkQMoyr1CasPDzRU7UTLmewMHI5jwjiStrAnYwc10VFQVlC8aIHmgW6LXU8IysrJF9AgT9qCQ1EgvTTDicGZjK+nq+P4zN8SDwTVpK5KUy+WcUM3A2y/DUeP4qSdc43Wu1OfcCrYCQ5VkpobSy1/YyI9AIyV1p+lQpZUE9WikrTytqhatFgaKSBjayvs8POuTpXBU1ViVlbo1XpfFR1nZaCsDIUelcJEWNwBEWvd9ID7WRAkpNAJiW79rrM/YpqHun7aE2MRuhkcgVtYLWJFlNCwnBuI3kKGpNgdjGhynNtQnQvZ6VEoEn0I1cuJyu40Y2C1CTPU3JK8hAU8/mOM42/Fq11Pb4cc7QMw23VERrZAzIS4oLaL6vHQg7tdykgDbPhUYauP4dCpOkxDKvrQe21kS3dI3E8GxGUQ+CMYSeY583zTMgLWr7mgxA4DmozSSOrsc1UROaJmCkSqDJdVUr+6xvzq1gFGuitAIYQ1ERDCgrKbi61toCRDqBYzYdTJOY1Xb69mCH6L1awcSqUITFNP38xt5mbRu0bW1rW9va1rZ+TMW+Y3LBqKFoJhq+S/4FDaAdfD7ThgG4Xq2lT3sdIo+dLzI8m6R4McuhQd6WrJLkH2Gw2WftwLFNUGUaplKqW0h/DWr8Fllpd6obYtzD/TZch+P5NEUlFfa7vkWea014/W7okrRPMOSVwrBFFEdpJHeCM+x1Aot65wBGbR+lVDjshWj5Dr0WaDrSaTw/nOHNow48h6MdOHhtv42vvzpCKYmEprW2r3m9LDDLKpRmgV7WCr5pYjyHEyZecLicwzNo7rxS1iPlcI5xUuLuMLb+qsajBlAzM0lpAqc0+VoEI6ncfifAQTeAwzkCs+hrlo210jjqEwlzr+OhHbgIHPLsZaWEw9eLPqmVnZYxtp56NRO/ZjHJGWW9DSLXZmR5gkNwIPYomyn0hJ3SOILf8kM1jd+qkEhKCcZIKtgNPdQGBV7WCqcGWhP7Dpim61MwwuDHJhMu9hy0zHV7vSqQljR5at5vWhLKvIk/6EUusrJGO3DRj3wcGuIjAFwuSyJgVhKeYBZjnuS1bVYAWMjFMq+RGGllWkkbICw1NekfXayQFBJpWcN1OMZpgbNpjvN5Dt8V6IYOlKLrM/QcfOGog52Wh3FSYhRTo3OzKrDMKxx0AhSmSST/6DqfMDO0TkDbe2PY8nDYD/Fwv42jXohe6GC34+PZJMU4KZFVJJ8sJQWz92PPholfLQv80ZMJRjFl+zVgimYTo6GIPp+mWOU1wUZcgbvDGN3AhdQ03fI9DqWIpsk5R+AQkp3zNbodAJ5OUigFDGMfocvt7wtcbmIFmM158xxuG4/mHC9N1mAndBGY2AaAJnQAofB9V9jAewKtMJRSQ2llaKjaxic0z59B7KMfuYjcdYtRG8Jh5AoUUtkMweY6vVwUFgLUAF7oPXBM04qaLhNDEHomFsOn68Dh7NYGWewTrOcXXt9F6Ama+PvrBnySloYcmyPyHcqC3PDUJgZ2VEp67u53I0CTX7g0Tekir+3EGaDnNTPPI63JQzpLKlzMc3zhoINFXkEqBW0+3zQtrXfyx9W2QdvWtra1rW1t68fU+SyH1kDg0OKAm8ZgEHkYtXz0Qhfni+xzdm/OGb503EVgAlRf2onxsw+G2DW5ZV8+6SGrJI77IXyHqIWCMey0fXzxqIOW7+Br9/o47ofYaQeIfYF+5CEzWVUALc5/4Qt7eOOoi67Z2a6VhmealoXZoU0rhefTzBIglYYJXmVYZjVWBWWA3axKaK1xbxTj1d0WYfAvl+iEFMJ71I8wjD380ttH2OsEKMyOfANKaCiOWmtcr0pMkgrLvMb3ns3x7z68Rj/08N+8toN7wwi1Ia+9vNdGy3fwpZMe/vIX9vDqXhsO5/j0aoV5RrI6aj5qu+PMQI1N4JCf5aWdFopawRUcL41i/PWv3UEndPGzD4Z467iHO4OIFnlmsvPwoI3X9luYpiVeTDPUSpmJjUI/chF4Ag/323h8k2CSVvju8zk+uUqwyCv0I8Jxx76Dh/ttcAYiWpYSBya49tzQ8Hxz7kemMSHsdornkwxn0wz3hpGROTHUiuRUD3ZbtKMvFQ6MDM030ry8IsnYnWGEfuThpB+hqCQ+uV5Cg7KtWoFDEzXOUNYSL+/FaPsOxkmB3IRh11JjVdZ2SrowOVyXC0MILSV6hlA5yyqMVzRt6YQuxgll2m0Ca3baHoYtD28edTCIPUyTEjdJaaERTf3x0ymaE5iV1Ojstn0MYg/d0EMvdHFnEOG1/Ta+dNJDL/LQ8gUij5okgPLintwk4Jx8nXkl8cGLBa5XdP5mWYWXdlp2YvTU4PkFZ+iELl7ejXHYDfGlkx5e22/j3jDC3WGMuWkYxqsS//HjG/znZzPM0gov77aQlRJ3BhHuDWMwxvD6QRt7HR9JKbHIKvQi1/rJvnK3j5WJanhlr23ec21hM0khcW8Y4aXdGMu8xjgp8N6LBT64WBJgRwM3yxKhxzFs+VBmM2W37eO4F4Jzyib0HYav3Okj8oTxuiq8tEMTyraRhEa+wA9fLFGYCZ8nhG1Cdto+XhrFCFyBWVbhbL4mvGrQND1wBA57Pr56p4fdto+TQWgbK8EY7gwiLAqaOg9jD/2Ypu1Pxyk+vFwi8h0cmYl/7AmsSmriu4GLvU5gn2NFrfCzD4Z4sBvj/jC6RXJ852xu7iXyn80NxbPtOxi0PLy6R/d+4HJ87d6AjndBv+f3PriiyWxWbzSdBOm4P4rxxaMOee/McbATOGYvUwjOcL1Yy3n3zHT1wSjGW0ddtAMHf/b+ELFPQe29mNQCg9iz1+y/eecFepFnpaPTVYljk/X3k2rboG1rW9va1ra29WOq36Ipg9S0m5obD09SEsRjnpV26rVZUmr88HwJZfZ23z9f4t2zOdKS/DmfXK3AATyfpuAM6MUEBngxz/B8kmKR1/jocoWzaYbxijDqSXEbOnGzLPCDszk+vFzierleYBHdjMAXAPnDmnDjphgztDOz055XEr5ZUJ9OMzw2frW9ToCrBeUQzdISV8sCf/DJDc5mqd0BVprCYRt/FwDEZtIROByv7rVwfxhjWVT4oycTXC0Jk57XCs/HCYpK4vkkxR98emP9RaOWh9gnyAljQCdwrQxNgyYRaUmBxeczgn6UUuF0muH//f0zpKXEd59OcTpJcT4j7xgDARTOZzlOpxm6oYvIJzBK23fAQFlKeSnx+CZFP6Km4aQfYNjy4DkcU7NAnWcVrkzo8NWygFIa53PCz7ftbj0dn2aKJDjHTstDHDgYtWkqQ7IvbSYaNZ7cpBQaXSvMU0LcF7UyEQF0rC/mGdKyxtNJCsYYTvq08Ltc5ljm1FRViuRyH12uIJW20jTGKMPPFdzKyboBBRj7G9fHIq/sNdN4wRopV/SZheU0KZGUhLtfZBVagYvIFZbU2dSDDUiNIwiIM0lKJEWNrKxRSo1pWuLpOMEn1ytk5l6Zp6WFTfiuwH6XpnfLgkAxg9i3hE2Hc5zPU5oaCQ7P+Bs5o/PwyTVFHRAgYoVxUuJslhG5FLQg/9JxFwfdAFJrPDdgDspMI+jHx5crXC7oOqgkhTJfLQukxRrkMYg9uyHSeFeVoQvOs/X3dQMXJ/0Qh73Qdgahy230Awzp88lNilVBTTVJQum9LfMakSfgORxnU3oG5JXC2SxDLTVeP2jb87wsKvvf18uCJnlFTRj/0EVqNlhgTltRKzwdZ/jwkjZLrheFPfeMMZzPM3uVT9MKK/Pzuy1qRpKixvl87bX0OEfokkRzc7LKGPCDsznOZzmemfu/kWveNU1NaiaXvgk2b2Sm18sCnDEsshofX60seTFwSWbZ+GMbeXTzus+NiuF0muNslqE0kt7mnDalsSaaAqRYWOY0GXtyk6CsFd45m0FrTddwTVEA87Syz+ufuTdAUtT44GIBDZI5T1bl5zy1n61tg7atbW1rW9va1o+pyKN/JotaoRfRIr3JNAJowfwjJY7GO7EJ9bhJyJPGzGLR9zgYCJPNQE2OYMz4cyi7p3FVFJUyMpz1P9vzrMLlIkdtZIFNKW38T5qmVJ5DfqnhBsmsWSS5DsnoKqmJhMgYKpMtBJBcyjNkyFlaolYaL+Y55AbEpKkmJ0sq8hg1EA+CBdDnbKRrjewvM36nKxMIO88pHys2Id7TFfnvSrmWIIWuuJWppbS2Qd8NxTA3r9vkcfViD1JphK6DSVrielkQKc6gsQWnqWdqzmtRUyxCIwfsx+v8LFcwCM7tgn2e1+AN615rdEK6HprpYvNe7/QjhJ5AJ3DhmQU7A/l5HE45UYusQinpOihqab1XFCBOxywtFaTxVkmlrISuH3q36IqBw1FUEpfL2xMvpck71SxahSBfTOPta/tE4eSccPaE9Sc/DQNNT6YbYBypyEdUS41FQU2z53BLHG2qwcADRPhsCJa1kVSWtaJICRiYgtKIPAeR5xgfInkSXcGhFSysghnfXxMPkVcavdCDKxj6kYeW56wjBADbDC8N7XGZ17b5b/kOYt/BbttH5AnM0gpZJQma0/ieGmKqYHZKWFYK7dBFaWRwk6TEqqjBQHCS5hx1Qwd5XaOoFGKP7rdmKt804cPYBwczMAnKK5Na43JRQGP9TFrk9HzoBA6RKc21sshKKK2RV40HiyE2IdHMNLEA+cICV8B3OAKPY6e9lukCsKCaZV6jrDWyWtrrSIPu7W5IQfcU8G58gp6Aa+Adm0lfTXxGUtbmPDfXD0FrEivjXnf1oUfvjzOGSVIg9ARCz9BJkxITs2HiCto8YYzB5RSrcWh8cK7gtzaPPBOgPUtL5JW0zWID7Wg2sjqGptkO3VtAD4dzlEpZqXFWSvrvQt6SkeY1kRqHsUfyYp+8og5nNtj+J9W2QdvWtra1rW1t68fUzcosRDU1E4zRgqusFQYxocQbQthmcQZ89W7fLoJbvoO3jrvoBC5GLR9fPumhMpQ0qclkLxgDMygxCi6m5qkfeehEDrqhZyc4ANHWvnTcw4PdFjobTeLVkghqaSnx6n4bgSMwTUu7m03vj9GiqKiRVQrd0MU4qUyzQosKMODpOLXNaNMEHXQCrAppF6yc0WK12UHXAM7nGVbGuP/uiwW+93yKVuDgsBdY+VnkCjzc76ATEsL+/ijGbtsHA+H3Z2mFQhIEIiklMrOQauAbnDPjbeHGX0SLq27kwTWStk7o4sFOjMosNjcpju+ezXGTFGCMYZpW2GvgHQw46UdYGJ/KB5crvG+kYjstH73Qo2wl8zsPOr5dVEpF0AyAGhmlqbFwBUMhJa6XhCtvqJKNP2qcEDEx9gXyiuieUsPCVTYXj3eGEdqBi1HLwzyr8XRM085lUeOkH+LNoy7aPjUU93diQGuUZkFcSQKPlOb6AIB+5CI2RMjmPHdDF5OkRFYpuk5KiZbvYG4iH5YbvqOv3iU54v1RjNhzUBup4Sgmr1pTH1+uAFDQNsEvOHbbPkYtH8MWSR2PBxG+8foudts+2oGLyBMYtX28vNvGfifAJK3wfJLYJlBp4MU0wzyr8WAnhmAMB90Agcdx2IswN1h9zpgNHL5c5og8gZcMxXGn5dtp0Dyr8Aefjg29dL0p8NW7fXzlTh8H3QD9yMVBx0dhwCiDloe9boBu6OL1g47N0RrEHk2iKgLLuJzhalmi5bv44lEHCsA8I9rps0kKV5BH8HKZw3M49toBlFJ2cuQI2kBgjMF3GN447KAbupjnNYpK4+4wMteIgCcI5f7hxcpAWRQO+qEF0Ly8E+OlUYyffWmAZV7helnYsO57w3gjW08jcJqMMoKVxJ4At/5HFyeDCKOWj05I1+rpNMPHVyuU0kzVGdDyaaJKTR3FV2w+i372wQj7nQD7nQCF2XCKfQJvjFrmGol9LA2RsRO45P/1HUilDPCIg0Hb5/R3nkzsvdM0ToHxtT7YifHmURdaa7y004LvCts07bdJlrnIKuy0fMyzCp5Dk9iDbkARFRGROAF6tjfy4CZWpR+TBPnBbgu/+94FGGPYa/u0OVDUOOqHdiPnx9XnU+C2ta1tbWtb2/opq9/8zd/Et771LZRliV//9V/Hm2++ab/2V//qX0W73bZ//uf//J9jb2/vJ/5MU0oR3UsqCo+uJO3Euw7HMq+wyutbi9CmKqnwzukcd4xEh3OGR9cJRi0Pp9O1pAogCc3JIMI8qyAliSKbpgEgWQ3R7hRavsAirzGIPZzNMrQDB59crW6FLfcjDyOTQ/T4JjGQkMgCSwBY2SA0kdDmWYWXdmILCRknJdo+5actsgqrgt5nLyYYwyKvjK+Gfm8haVqX1wqd0EFRKRx0fQziALVUZkJDhDsNmvKklcQnV0tkZlo4SUpIc7xOBhFuVgVi30XoKLyYZmibxegmMdJzyG+nNU1HylpjlpTwXYFFViF0SEZ31KemoIlH4JzhjcMuntwkmKcV+pGLF/OMplRa49PrFb56d4Be6GGv7aMbuUhN9t2qqGgaVwoMYg/PJqltWBzBMAoo06oJYE6KGow58ATHqOVhVdaIPR+n08wizH2HG9kmQRvmGVE+JxvNPwcR8J6PU9RKYbwq0fId9MIAj8cpYt/B03FqJFsa7cDFi2mO3Q41P+OEiJmd0LGTkVoTKTGvJI7NdTzPKsyzCi3fsTCI0OPITUPXDR1EvmNjFd57scQgdjFNaSErOEc3dMyxWk8UfHN9XC1y5IaGebUs4DsUpC0YySx/74MrXC0KuIJhllZYZBUu5zlc0cUg9nDSD/FskiKrqOm5O4xQXSf49DpB5BGmPvIFnk9Syt5yBQULS4W8qjGI2nhyk+J8nqIfe/AFx9deGprP5uJnH4zw6HqFlsmBk4LhDx9P8GKWAmCYpJW9htuBY+MrepGLWmq8edTFMPbx3acz8ks666iNJr7g3bMFhKBm0hEcr+238UdPJlgWEv3IRVpSsw4TjpyW0nqWYs/B5dJkJBY1ds3C/9Q0WLXUtqn7wm4LT8YJBNO4WuTwHQEG4NFNgqSo8X98fGOy9EIMYoqjeDJObCQCA0O6Me1qBS6uVhQ/cD7LjcerQi3p+cAA3B3FuFrkOJvlqBQBe1aFRNsXEByYJHSvD4zstpIKf/DpDWH+GyCTJN9dUkoL1NBaE/QjdEyjSp6+prkivx5N8ptNkeN+hOtljth3sCopvkKBaJ+1uf4EJz9u81i5XOZohzTtmqQlpkmBsiapNWMM3dDBNKENLzO0hVQKLhcITJD31ZIIoU/HKf7mX7iH3//kBvO8ogBul6i1f0oM2rZB29a2trWtbf1017e//W384Ac/wO/8zu/go48+wq//+q/jt3/7t299z7/8l//y//TPAEAtyTTvCNrRXZl/2Duhh7SQ4JwhKevPYfaJOshtM5GXlI3UCVz045pkRY6AIygcuZaEbtYguVYvcrHMKtRKU8gqA8AIUw/QLvgo9uxkxTHTJIAoYTerAoJzS8zLzNSkKak0XE5NQS21zfHRBgdO30N+luY9DWIPnuBwDXqdmjRtFzZNs1ZLkvkRTEJDCIY4EPA4R22OiSsYakW7/UrTFCcpqPFcZJUhSWpELse0klCA/XyRIRGWUsNzDLraTNF8EMCjAao0dbPM0QlpoqEMoCQwfphSKniMw+Ecy4IarX5EOVqOYJhllSXMASQNU4pIlAwMLZOfBtBu/SKr4LsCzGAQmuP5fJqirBVWWY3IJdkeZySZlJoko93Ixc2qhGtocJu+Qd+layX0BNKSjoNv4AZFTWQ8RzAUtbbvJaskYt+xU5xG3teg3wFq+pZ5hdpMIprzqTT52LR5bxmM/LNSOO6vg5GbCYbDGbKyBjRdA5OkxNHG5kVzL1SKEPENtt8VDJ4QiHwC8cyy0shI6X/TpIIraOIrJV2vjU2oqCUWeW02UjiykjKmIo98X/OswvNpCqWbHDmGYcunWAHjU+saQmVzDSZFhaSswROKwwAj/6AjBCqpwNHEYmiL7RcMqGqNvU6AtKQcQL6xeIemOIMGy+45dP3WkhqctFxj6j0DP5GKJn/cNILNJkxDTWyu38DhSCuJwHMAFIh9B2Wt0ItdOzlyBEda1BvXKUlvmab8wGVWWQlvU6FLXq+DXogn44Tec908fxQ0NGLjZyyq2jbgSV6jkhq+4KjVbSmfJzhCV9zaUBrEHnxHWFKu73KscpIpM0ZTw1VeYZKWdIxqujZ7gYtZ1kgcGRgj+bjWJP+MPIHxqoBUt2NGVnmNlu8Y2aEDwWC9ecA6HoEiDGh2yNma8Opwkim6nCi1se8gcATaAUFSGGPo+A7mSlsJ5SqvMRY0kfbNM/9zZKnP1FbiuK1tbWtb2/qpru985zv4xje+AQB49dVXcXV1hSzL7NeTJPk//TNNNdlkvpE1Ck6G88AVuD+KEbrcZmt9th7ut2/tnh8PIviuQOw5+MJhB67DsN8NwBjH5bKEw6ixuz+M4QmOQcvDL7y+i0HsEaLac2zTscprxIGD/U6Ie6MY7c/IZRY55TV1AgdKA5NVaSVtjNFud6UUlgU1brEn7ERkEHmIPfIkXS5ol3y3HeDOIML9nRj/05cP8ZU7fXRD10wSaDqSVusFPPmUSjy+SZHkEteLAnmt8JW7fex3A5RSw3c4jgcRYp8okX/xtR0MY4/okqaxbAeOlQ82TVLgCgs3KWuaZtZKwXcFXt6N8dW7fbx10iXAAGO4N4xwuaBFf+AKHPYC7HUC3CwLvJhnEJzRFMBMvFq+g5N+hBezjGSWNvuMcqC6oQtXMHRCB6WU2O8GcM00RCnypAFrvHpTUmlcmliB83mGk0EEaSaYoSOw2/ZxdxBZidxuh445fVZuvWz73QCd0MVBL0QtlfXCATQVHRmKI2cMx/0QncC1mwiVVNarl9UKIyPhYmC4WZUmD0tjEFODm5YSq1JintXWc0jepPXy8aAbIPYdvHHYheCEe09KksJtViNNbXxgpSRf50s7LYQehQDfGxEtsRW4GLV9tAIHg9i1iP5FUWNZVHA4ZfQJIXC1yJFVCp3QRVFTIHMrcBC4AlJqLM2mRugJvLbfRjtwMIx9I53zsN8NrEy5VhrvnM7x1ARc73UC1LXGg93YBkG3AwdH/RDSPBvePulRsLQv8Itv7NlMvJNBBAWaoGqQF6o0ePh+5JP0sCDU/9mUpjwAkBkZIXkFFfY6PnY7vp1wugbocn8Yo29om7WkDRv6nBwHvQCcMTy6SSgHr1aIfNdObHdM8LPnUuM234hEaIiTnuB4sBPjwU6Mg26Io15oJ2tCcHQCAuy0fAf92KONJFBswzgpEfkCd0x0QwPOySpF906wbgYXWYWv3ukh8gU8QUHSsfH8NbCiphijsPXYI9CONI2m59AGkjY5iEppTJPKyqQbL2fz+e/vxLg3auFLJ10c9sJb6gK+oW7wHY5u6MIz/r2/+OoIgSvQDl34Lrd03r1uAN+lTYpRy8PXXhrYoPJvPxrTMeMMdwcRCqngCA6H/eQObTtB29a2trWtbf1U1/X1NR4+fGj/PBgMcHNzg5OTEwDAbDbDr/7qr+Li4gJf+9rX8A/+wT/4U39ms1q+Y4NopYENzJIKN8sSy0Jiz/imNqtSCj84m+MlQ65b5RUe3yQoaol5WuF7z2YkS5pmgAYOuj6KWkJB452zORYZyc7+19kl3jjoYJFVcATt2JZSoR97eDHNUFQKzyepzSoCaAFz3A9pmpPXCD2BO8PIhmBzRj63Tuiib4Aay7zGq3stMMYwSYnKJxjDa3ttJAVJJfNKohu6eHKT4r3zBX7uZZKF1YrCrWNPICnpezhjOB5E2G0RrdARDJ4j8J8+vqE3aRZSH10skBY13j1b4GKR47hPhL5eRLlQeS0R+rTj3gkcrIoa87TCXodACsKE1DIQZOGTqwQvZjlCT2CSlNhr+3gyTnF3GFFjUis8GafIKok/d3+IV/fbmH46wbDlmwkG7Xh/eLnE/3RwhL1OjmFMOWgMBHsZJyV8wTDPakSeg7NZjm7oWorjQdc308fb04NmIThNKgxiD0/HKV7dbUGbHK1JUuLDiyU8sxlwOiVSZikJ9tBMtx5fJ4awl6AfeXh5t413Xyzgco5JStNHwSiA/GqRox97cAycphu6GK9IAtgzk9ZXdluoVYHjfoj3L5bYbftWgrbIKnidAILDgkFGLe/W9X6xKNCP6LgqpTCIXQwMlGWzHMHs5Kttgn2fTzNMkpI8ZYIhKWrklZE+pgyL/QrzvLZhysOY4i0WOaHTD7o+jvoRno5TXCxy9CMPl8scLRMEftQPsd/xsSwITPHR5Qq92MU4KTBJaNNimdf46t2+/Wx/4eUdPLlZoR95mCQlWoGDp+MM07SE73BcLQucTlKELkc/dvGfn84gFU3C/p//8TH+7z93DwDw6RV57hp4CAPQizwL9xnEHgYtD6EncG8U4TuPxuCg+zKr6JpmjOFyniNyhc3y8h2BZVHiPz+bYp5VOO6HYIzhqZE4Losa06TCqOXhCwdtXMwzAAx5WVsK4/WyMKHkCr3IBRhw1A3xaJyAGVpoVkmczXJcLgo8ukmwzD3stH2S9oGksNT80aQq9klWeNSLcL0scLHIcb0qETocy4KiGyJXYJwQFXbX5NEprfGtR2O6DhhDbUA5PeMhfXyT2ABomp5zZFWN8aqAxzkk1yhqictFbp7XNNVrBw5e3W/hdJqjrCkcvNkkeDpOUVQSV4uCIDkbJN5mstxsJMyz0koc//1HN+iGLqZJiWtfGCCRwrNJipbnYJFXuFmV+OGLpZnK+vjv3jzA//beJVxBz1ZfcAqkx0+u7QRtW9va1ra29VNdrnt7eqQNuaypX/3VX8U//af/FL/1W7+FDz/8EL/7u7/7p/5MU0IQsbGWylLuaqVQKZI2+QZR/7n3JMjc3vwjPIg9HPVCxB7t7O8YfwU3AcJKUfpQKdd0w0Ya148Jd04DmfXXPUfgzaMuQk/YnWGAFk5VrbDKa+x1AmgNXC1yLE0WkFKUrXQxz5CX0nrqGsli4BAEoDLo+EbWVEmFi3lmwRaz7PbksDZ/PzU4/klCAIQX8xwX8xyJaRbpGJJnbNj2adLEjLfJ+NQmCcmZzmf0OlJpO+GShlDXHKPAeFCaCZOzAQOJfUHTCEMLrA0ExeG00L6c04QwN/lyoTnHkSdwtcyRltLispsJQycgKmBimtuylghNQyC1tlK1JlC4OTeNvLCZTDXnUZtjt8hpscdAk4LAFXZBCQCl1OCcJKyRR76qKzORYwD2ewEil2MQU3ObVpLkrsvCBOiuz9Uyq7Ey72EQexZAQYhy8vA0gcyXixyJkfMClBXWQDXoWJFULPYddEKXZJwFnetbQ8QNKWw38lCZsOfYE3AYh2PumVf2CBYTeA7JPs3Eahj7yMsay6yGVjTlGZusvXFSouU5ROwMPfRiAuqkJXkOm1tHaYov8A30oSGbNtPjmxVBXJ6MU5zOUriGgnrcD9AJaKOGppM0DWqImR2T4XbQDUyYsrATseYQFIbq14sIfpIY8t/CeP48E4RuIzOM56kwx3NhogYSc96O+xEYp4lmWtbomil6UW5MkLIKlVxLXfVG8+ELytfLKoWkkKg1XWtt37XXW15KmNsOStMGxeb1WSvaROmELpQi+e/1ssDSwIeaEpymeKmRLbY25JSCUzD9btsHZ4xk5EpjmlID2A1dnPQJjJOWRMYlyFFtJY2e4OsJr5HzggGPrhKkRW3hHXSuHISuwF7HR2x8hpuUxkaN0A6I4uhwuh+ac+0ZefRuO6CG0vhWyaNsjqHxaY5aPj65WuGg64OBNiAUSFK+ifP/UbVt0La1rW1ta1s/1bWzs4PxeGz/PJlMMBqN7J//+l//6+j1enBdF1//+tfx0Ucf/ak/0xTnzDZKjR/EF5w8Fq6A59xeRDelNfmYmkXDIq9tptSg5eGgG8AT3MrZ5lkNh5NcsKnYaxZ45LHinMF36O9I/icQedTseY649ctnWQWlgV0jZZJa28YKjD4XZwxZTRRJT3C7oOKcjOyckZejQe6Tn0Ka1+SE5aeXQ+hwFKa5ZIyaudR438ivYppKQcjswshF99skjwtdgUFMkjYASEymkNK0MBQbmPmmUQ5cijwYmAmRJ5hdODavH/sknVsU5GPyjQcuryTO55Sf5gpG/sDQoVByI2EFgFlWIjc4+3lW2dDoTkDTHArAZnYRrjU2pKT0t65ZPAqD12aGoHmrNjKw8lqZ6Yb8fISDpgWr53C0fFpAThOKIng+SRF6Do57IUKHQ3Ag9l1wznCdEGWu8Z9tlu9wxEY+WysNX9B11aDuG2lkM8XQgJ3GAtQouIIh9gSySqFWtBgftnzsbND6Grw7TdeIHBq6Aq7BvFOgssT9YQylG38aNX+e4Ag9Oq+LvILgJAf2HY4LMzkhuTA16JEr8Opem86FOTmew+E5AmlZozCy3sijZmq+QUe9XOSYZxW6oYekqDFPS+y2A9wbxjjoBrT4NvfmMq/RDR1I4918ebeF83mOrJQ2dqJW5JvLa4XrVUFh4ua4FLXE2Zw2AiqpELnCNgSxJyAVTU8b3Lww+PqmwWz7JHHUmqaSAMUOuIKeGdcbEQvNZBuMJot73QAPRjGKijYhGr9aP15fc67D4JqHEvUnDIGhZ4YuRy/08GCHJu/N513kaz9d09T4Yv2cdMT6ewHaHNtp+fYeae6DcVJildcIXYG8Jh9aJYk+2kjHfVcAhgjaPB8qE88wTyvUunl2NeoBIHQpcmQQ+3AEA+NAWtQITXxBy57bCofdwEYRxL6DUexZmXsvIhBTrRTFlYj1BlvgkJ+yHTr46HKJWmpLpdQaZkr5k2do2wZtW9va1ra29VNdX//61/Fv/+2/BQC89957ODk5QRCQfGY2m+Fv/a2/haqiBfEf/dEf4ZVXXvmJP7NZewa5zBlN0pQiQEHkCaxygnjstPzP/ZxSGh9dLu0uKQPw+CbBJ1crnM9yvHM6N9AHWrS7DoeUsGGpngljBYCbpLA77d1ovXiapoQEfzpO7ZTH4Qy92MdLoxj9yMW7Z3OUUmG37eOg03wWBq3XfqXQFUiKGsPIW5vySwmHc3zpuGu9RKmRL86zGvvdEG0T8swAZLVCx0iwGAgBPmr7aPsOfv6VEf7b1/eQVxIvZjmU1mibKdSHlwtL6Xt8k1jU90ujFlqBi35Ei/NO6NgF6Lo5YPAcbmiPlCmlNSwpUiqNq0WBsxlh1Zv8r+Y4vX3Sw0E3hOA00VlktZ2mXS1z3BvG2GkF+MZrIzw86KAXuTTNyNfZZABunRdXcBwb3800Lcxxq1FJhcAV2O8EeGW3hQOT0dRIzkYtHx0jX43NYpwxZs8rYeINVn6WYbwqsMhI6vnSTozA4Yg8B5OkxHvnC2S1QuA6uFrk1AQZ31IvcuEIRp4h857P5zkWeYVd0zQ0RM3IF+iGLnbbHgamGd1t+9jvhtjvBnbx/e7ZAlMT1lxLhVbgYKdFlNEGPw4Af+YeyQhvVoWdgN4kJaYmM2yZV3g2yfC/v3+Fm1Vpml8ijD6bJLheFuhGHo775O0qzVT7i4cd7LV9fHqzQuSSbPPSTG3vDEIrtSyNN+nukGTHzyYZnk8zJEWNl3Za5jx4ePtOH18+6aFtJpWD2Mf75wv8yenMNPUErOgEBKOZZzWSghr+f/v+JXbaPgRnuDFB1ZR9SFO3nbaPeVrjufG4jVoe3jrq4v4otlCXfkyh0U8nGU0bQ9fkJVJT2/apUf3esylWBcFNAo/jhYluaOIdPIfj1b02HEHQiutVaUE7p9MMT8cpPr1JMGr7OBlElqp4akK0XU55f81kXAMYRC6yWkGbCVdeSQrMzioUxqt7bxjhtf02fGcNLkrNBkjkCiyyGjfLDTopZ3jvfI4XswwKGrHnEDBJa3RDl8LKzfSwG7o46AZIS2k3EVyH202R5ns0gP/hzUN4Ruq4jqsA5mmJZ5MUH1ws0Y893KxKQvsLYe6H9XT4YlHYxn+eVbhJSuSlxM2qxKMbCsZuiJPQtLEFkA/vZlXgyU2C//7NA8zzdUj4qOXhxSy3wKcfV1sP2ra2ta1tbeunur74xS/i4cOH+KVf+iUIIfAbv/Eb+Nf/+l+j3W7jL//lv4yf//mfxze/+U24ros33ngDf+Wv/BUwxj73Mz+qzucZ4kEHnkM7+JXSUNAE31Akl3sxz3HPeM2aEoLhpB9Zw/lLOy2DXteYpyXuj2L80ZMJBrFHxDZJCwTf4bjTjyBN4/d8mqFnJg2cMUzNJISBPE1fvdvH7757gUoplBm9vlIaV8sCWSmx1w2wyCucTsmvdX8U04JV0y57MwEKXIFxWmLQ8kxWG00Pvn86hys4DgwgwXc4Xj9o4/c/ucEso0WHBi1ClyYHzRGMFsmLHL3QwwfnSwNRcHBnEGKeVvR7OYXJXi9LvHHUQVLU2Gn7eOd0jtNpikoqyroy0sCkWC9oXBNyLJQiYIORbXZDB28cdXE2TbHfDbATe3gxz/H908ROo456IY77IZZFjUuTGVcY7HU3dOEIjqNeiPN5jryS+A+fjPGlox6mCUE0pIZFpF8scux2fcxTwtJPkxKfXtGit2lmd1o+Cqnw+DrBxTwHY9RYjloe8pomU2VNU4GTQYTrpzNoUNPWTPKIlqlt/tR4VWK3TYCPWUpTPk80clkgVTQVuTeM0Q5cnE4z+zlrqZGVlZVsZqVEWkjMjWQ1r8kvdLkoUNS0mO7HHnqhi6tlAa01BnF3TQ01jVzsOSjqGs8mGTgHOv7t6d87Z3O6dg1AJq8UeqFr8OVAx3fQjTy0fAeuYBgnJZQmOqLnCBS1xCqvcbMqoTU12Yu8xrNpistlgbJWmGclRm0fmcGzP7pOKFPQpRyx2HfQMQv2bujCdTg6PhEp7+/EuFmV+ORqhfdezPHGYQf7nQCXixxDx8N+J8DVssBe20ctFcYp0R4FB4aRD98hXL7S5FM96IV4PCZyZ0M7naUlXhrF6ISOmcgKXCxyhB4nwiiAs1mOYexiYCZZq6KmxpozCrA3nryH+x28d7bA1aJAL3Kx1wlwvSyILmoiC17MyKfaTIGBxsfG4cWuCYAu8XySouWvSaQATGQCw/1hjPN5jlHs4co0nRoao9jH81mGypBmXYdjWdQmyF4hdB14QllaZ1JIBI5AN3TI92bKExwPRi1czAskBXnLmnp0kxjCKcOwFdhr6LhPcKGdto8PL5bwHYpbeDpOsMor5ILhP3xyZWTI3EpYAZKaHvZC3B1EuF4VOO6GeFRJKx3dlLpraBtqD9DU3jfyyDcOO3gyTvHaXhvvnJEUtPm+buhYee8fPpmYsHXa/KqVxoOdFsbZT56RbRu0bW1rW9va1k99/cN/+A9v/fm1116z//0rv/Ir+JVf+ZU/9Wd+VG0i5JXWtimTmtDVSq93lz/7c9zQEgGS9wUuN5lY69wrpZlZEDSYaGZgCtp6fhpJDOG81zKzZjoXegJ5upacOZx2pRtwiNhYcDRFMihh3qe+5RVqcoFSow2jxoAZ6aJGP3Jt5lHzXhwOFIpkOY0k0eXk7SCzPYwMUcARJOfyGMk2SdpJsiGpaArVfDbHRAFwtp5+AfQ93MAMlIKVDEYe7dJr8x44J5lc856U1oh9yrVTan0+CZfOLfaegaGopfXKKa2hsD6f0LB+OsE4YI4h47TINkf5c8e9VhqOoM/CBLPTTDA65k2wUi01BF/LOTmjY6g1rAcIuL2YrJWGVhSkDuOLZNBwBEODJNj04mwqrOgYrP+CsfXvFJyw6sx+jd3CknMjXfQchryiYwxNr7l5X7AfcTw0YK89tfF7taZrie6DjeMOrK8HEDglL9Wtr/mCo2ASQjAoAJ67ls65giErCYwxXpXgoHO2KVNuFtmuQcI3HqfUxAxwxuAY6XJZE5GPNZ+FMxQV/V3jg5SKThp9HpLlNRs3jJH/cDNTUANGsreGw0ilrQeuCUgXnCIKShPm3jTzdKzpPEmtNqAXDIKvn03cvO/GryVlc12sz9qmJI+bKIXmGmguPU+wW5EQSmmbD+ZwjlqSrLfxvjJzXzZFFEaKlWhk5MLc680mgNbr+1Iq8qC5gt6PUuT7bCIEpAZCwTFPKwhB71+p9fkFSMbdyLxrpaCwlmM2x0uDnhnSxI/QZ+X26/Y6NJsnVnbpcGSVtNdcI/d0TbRKc504/PP3w633+BO/uq1tbWtb29rWf8V10A3AAJNdJMxCgzxgaVmjqDT22p+XOGqt8XSS2kbjdJriu0+nuF4RBfCDiyV6oYtZSj4Lxoj8mFcKT03w8Q/PF5imJZYFTTvI17JehJ3Pc/y7D67xfJrdWmA6gmOn5aFjzO6RJ3DcD3BvGN16j+QTomyztJQYxZ4JyC7xYl7AFRxvn/SglMbZLDO78RK//+kYruD29QGgqM1UEZT3tN8LMWi5CByBt467+DP3ephnFb77dIrLRW6bpifjFKtC4gdnc3zv2QzvvZgjKSTuDGOEnoO8luCMIAyhlVCS3LJZpJ5OUzs1OJ/n+NanYyzzGj88X+DDiyWulgUOu4FZGHF8dLnCk3FCcqleCIcztALXZp5lpcT5IsNuO8Cw5eHP3h/g4UEHh93QLhilUjag+HyWoRu4WOQ1HM7xwExTm4nUtZkI3N+JcTKIcHcQYdjycb0qbX6dLziSssbzSWKbsnFS2dfQoAWdBvBilmOclLhcEjnvsBeCMzrvhVQ2NDv2KdB4nlbWU+hwjnboEDzFgBp8l9uJHkAL/WlaEUDBExi1A3QCF9OMQpH32r55rbXEc56SPHGclOiGHoaxZ5uYph7ur8Pidzs+Yk9QKHZaISmIyvhiluP5NMMn1wmmBu2vzLXqcI5W4GC37dvGvOU7eLAbY68TwHM4uqGH83kOzqm5enknxm47gFKU6bbIKyhoPLpOLMDmcp7jjrk3Ri0Pr+238fZJDzuGQOo7HKuitl6380WOpKzRDQiKUhjqpFYaP3yxAOfk03o6Jrlu6DnUSADY6/i4WhSYpRX6EaHpHx50sNcJ7IL/uBeglhrjpIIwfrRFXuH5lCSPrcCB1MAPXyywKiQOeyFiT1h58DKvMUtLSKntFL9vZH/NpkFWKVzOC0hN8rx7wwg7XXqONREKUilklcLTSYJJWuFyUdh7XjCG61WBXujCcwQmaYWspCy0436IO8MYaVVjaq7fwgTYBw5JwyertcRRGjn46SQlTyjnFuf/2m6bZIRKY5KWGLU8jNo+8kpiltb49DoxGY7AR5dLMMbMe+L4a185RuBw9EKSojbFGD07H98kgAYuF4UFj9DXjcxccEitcdAN7DFZ5BRpcLMq8YOzBZa5xMdXK6SlxNWywNTEciR5jVlKn/3nX9lBWUss8wquQzTaCzOd/0m1bdC2ta1tbWtb2/oxdb0sSHqk11MNzqlha3kOXIdjkpSfmw0IzvDKXsvuomoN3B3GeHW3haNeiC8cdJCZnX8KnFWApp1o2tXW1vvVizxEHi2qm5BaBlpM/sy9Po774a2Q2eslYbHHqwIPdmIIwXC5LPBknN56j+eLDDerknxPvsA4KWknXHDEHoXyfu/5zNL+fEdgUdSIXIGLeWYbAQ6iWTYyIsEZvv98iot5jrSS+L0PrvG//fASnsOxbxaBi7yCwxke7lEu1ahFi8R7xovzfJJildeYrkrUmsiBWbnOswJop7yWGvvdwAYvc0YNqQYQewKdkBb0TQ5SA2GRSuMHZ3NczDJUkgAgkUcLSM/h2Gn5uFrmuFrk+I+fjPHR5RI3K2paO4Fj6XoA0d6a7LOyVtYL1BACG2llXklczHM8m2S4Mov9ZpE2TgoDiuEW1lCZvCS6fggywRlw0Auw06IG58Usx6PrBEpTlMMg9vDKbgsuJ/DJIPKQlDWKmiR2Za2wzGrMssr62457IVo+xQUAJM8axB6WWY20lDYPrh+RxPFikeNslttm9dW9Fvqxa7xXtHlxvSqx3/Gtzw0A/vjp1Ly+i8BMkQaxi1GLaHrtwMVxP8RferiLUYs8cpwB3cDBcT/EqO1hnhFlkTGS4K3yGj98scTlIsdJP8IyrzBseTjuBQgcgdNpRgHsoAmMUsAzcx8c9nwc90NEnrB5WzerEt9/PsP3ns8wTUskZY2bpMTD/Q4e7rUxiD20fQdt38E8r3E+yxF4HC3fwX43xM+9PKJNl6K2OVhKKTuJb7Lmdto+0kriakF+1OfTlO4jh+AYnsNx3AuhTVRGM9OZZRVNiwTDl096iH2B62WBpJRWhkwTbY60qvHoegUNQu+PWutg+/2Oj72Oj9d220bimOHMeM8aD2VeU5C2K4R9vl0vCzPpBUaxj8Axm0GBC4cT6OXpJMUHFwsUtbZNRuBwJIVEWklEvmNz7ZrnxSu7bex0AviGJusYNcGiqAiGEpAPb5yUuFkWJqydnkUNNKW5TxY5RU387g8vkFcK86zG1DRLnNF9edKP8MpeC+O0wE6H5KnNJtd+xzfPF/LAXcwLkuwGrgHbcPRDB/cMzMZ3OGZpBWXAPgDQjVzstun6+l/fvTDgIdoIm2YlDntE+/xJtW3QtrWtbW1rW9v6CdXsrNaKPDxSaZLaaPoHeTODrCmlNBZZbX829mmRc5OUWGQVljkFIzcLpn7kgRupVbPwXRUkk2kM8I28DaDg61VBiPdNFDxAO8ChKxC4DsqaZG+ffYcMtEMcONxIqLBuBrBuHFq+YycloUdksqKWyCqa9jFGk4HmPdNrk2yvG3qUW2SmRK7gdtHRyLYI7U8N6SytkJrP4TkcrmAQgtvJUYOrb46HVNrkc5WYZSW0oka6UuRZIeS9tnAFAOSDcYmq2I8pgBYgmVYpKTqhNKRAAjswGxrcCR2zYCVPyzyr0A4ceIJZkILg6waymZ5WppGTRk6ptEbwmRDn5jqopDJAE43A4Siq2xLahhK5eZ00/qRB7CErqamqTKwAyasYeiE18K4g6avD1wvSUmkbG8HMtVvUCpyb82A3GbT5jOyWJLZ5L2kpEbnCkhQbxHtTzWaF0hpZKSkaoaJ7qqoV0f0cjot5DqUBKbXxyZFsUGtCw0dmM6KolfEd0rmljRKSvM3z2p7D2BX2uDfHLPbp3qD7GfY1APL+eQ5NNFu+i07gYpZVmGUlspKiFRqya+gJG2Bf1NJmsfVjz8pjm8/c8oUhUdJnV4Y2OIw99CIXoeeglnTOilpBavKuCcaQb0AwfENMnZvj25BiGxiK1hq5pOfUqEWB2HQtSCtrHZsMuKsVUR7bgWPP83KDMFpLIms2Z7E59koBaS2xyGu7QdVcT53AtcCNZq4vjewRAGrzDIX9GmXI1XI9xaq1wkE3gMNJ6inM5JBiINZY/OaeymtpJ88APSuSvIbvMns90nmgeygpaqQFXX8OI1JlQ7FtNoIczkz+ZYWkoHuuMHEeldRIy9rAdwiy5Dvc/lvQhNtLpXFsPLKV1HA5h8Ppmea5W4njtra1rW1ta1v/RVVJ8iwJTk2Pw8m30VAW81qhG3o/8mdvVoX1HyyyGo9uKJNnWdR4Ps3QDlwIzpFXCr7JQgscamhi34FUynql8kqaTB7TLJkMovdeLDAxmPWmBvF6p/f5NIVUCofdwFL6AFqoDGIPkU+fKa8kBkbiWNWKPHac4WQQrrH2DsEzmoVYs2sN0DSrYyiLg5ZnM6Ze3o2x0/bx6m4Ho5aHhQF9xL4DDeBikWNVUk7RLKuQVRK+w3HYDeG7AoMWhR5zc8wBWnw1/huHk/zssBuiUdRVNS3m84qIjJO0QmC8RE2+Fy2cIry214YjuFkcK9v8lbXCnUFE8AufDP++8Y9M05J8hK5AJ6CQ32bhzxmzCHabdVY3Cz6SEcae+TnAoMUJGd+EN3PGbFO7qRIMXQJJLHOafilF08N+RJOR6yXREZ9PM7jmGprnRBv0Xcpu4gYI0w4cdM17uFrkyCtFExs0uVgUCxG6Av3IswRLur48HPZC+77OphmWWU2o9qJG4Ar0QhfLvLYgEmDtm1vmNZKSznNSSiyLGqVUyEpJFEpzTa/KGpwzTJICz6cpLhc5As9BL3StLyr2HRx0CeefGFT6OCkxM1lnvci1ExXyNzIc9kOa8i0LA4BQ9liMWh6O+iHeOOzQtV5LaGg8HSe4WtJ9VpnXahmZqFIk8zyf5Xhyk6CSijYNksp47Jjxf5EL72ZVYJXX6McUUt2PXfRDD1lJjd9RL7QB5ZzTRkUv8uwGRUP+fHyToFYa+x0fvsswNgAhz+FwGJ2nTkgxC73QtRPuZkK/yCvMM5Kkxr6D2Ny/DTHRd9itBr2550tJnqvUXCNKgyb7mq5nCnZ3EDTPB0bHLHAFTbw03UPr65pAKZOkRFFLG7URugKBwzFNK1wuc4xXBUKXjnleSbSNJ6+hZDYbRm2fCLGH/RD3hi3KDdxQGEzSErOswtksQ14rzPN1gDewzsQra0WNMaMNgrySyGtlPi81ppwzVCZGBBveuryUmKYVzuc53jzqYpZSAwojy84rBZdvJ2jb2ta2trWtbf0X1zKvETgCtaQGqZlW3BvGaPkC50autlmcM7xx0LHZUZ3Qxf1RjMNeiINuiC+f9CA4w2EvQODyWzjyNw67aAcOdjsBvvFwF0f9ALEv4LsCk4QWNtO0xGE3wMP9Du4MIvQ2JgAu53gyTjFLK3QCB0ml8GScWQIbQItbCoSmpqgdEM5aa41u5FIek+B4/3yJVSFxfxTj9YMO7g4j/NKXj/Fn7w8N4ELDMblLzcKGAmYZnk1SvHO6wNWywPNpgmVW48+/NMRJn7xcvsPx8m4LncDFl096+IXXd/HafgeuIHT+PKsQmt1pBVhPRysg9D6MZK8TuKiUghAc90cR/vzLQ/z8KyO8NIrBGDWZH18ldif97jDCnWGEm1WBDy4WkFJhkpQWkhH7Dl7Za+PpOMEkodDtpclg6gREoOMM6EcukqLGQTdA5BFCv5Iap0biGHxGwvRiTgHIz6cZTqcp7gxCC1HhnHDqL++2kRQ1BGdGIhXZhrSUJOG8O4wxiD0cD0IUlcQn1ysYMCd6kYuhof8VlcRBh+SLWalsw7rKKfNqmlXYafkmt0ri0U2CQeyikgqD2MOqoCnh9Yq8NY0k62ZV3pqg7XbIq/fGYceQRkvcJOUtsAe9n7VPMi2oSdtpeXjjoI1O4GK/G+BLxz28utfCbtvHUS9Ex3cR+Q522+QhHCclrlcFOAN6oYu8Vvjh+RLXywI7bR+TpMROJ8Aw9sA5w4tZhueTzErR7g5j7LcDtH3CtdO1EOPJeC1x/INPb/C9ZzPM0gq9iKSex/0Qd4cR8kqhGzjY6/hYFRLTpMRbR13EAeXt/e2fv2+b0lf2CN2fFJLIjpJopD0jcbxaUNPx8VWCj65WiHya1E7TCoHHIRiBM3bbPva6AU765JNbFjV8h+Erd/qIfQezrEJeKRyZ6IZ24OB4ECF0Bd57sYDWJCn2HGHPyajlweUMnuCYpSWeT9ey2+aaDByBw26Ir97r48Eoxt1BZGE8jS+UMdq4GZgmvpIKT8YJXsxztHwHh0Z22WS6pRXh8fc660iTUmr8uftDuq84Q9t34QmOaVpaamMtNbSmzY6bFZEqB7GHQkpUtULgcOx2aFq4LGiKPE1KfHi5xCKrscjouekZaMi9UYQ3Djv4s/f6uDeMrNy8eTY2JThDN3AQeuQ//tkHA8S+wG7bxyD28NZxF//tG3smSJsiGfqRi2+8vmulov/mnRcAaMNo1PI2ctw+i5a6XdsGbVvb2ta2trWtn1AUbqxol7+SqKRGVtU4nWaoaoXI/fw/pVJpfHS1tH+eJCXOZhlWOWViPb5JUEuFi1kOMGanT3kt8XSSIClItvgHn97gYl7YHdxGhtjyHUxTWqxeLHIbRAzQYj9wBSJfYJGTDKcXOnYHXnAGDtppjl2a2OU1LZwYY5inFdJKoqgldloEhLhZFXg8TvDoOsG3Ht3g+8+ndiFaK9qRt4Q3kOenH7s4GYToxy4iz4ErOH54PsfYNJlFrazv5WyW4Q8fT2wGkeespYXKTJIaWWBS1NAg2RbntDs/Tcibcz7P8e7ZAu+czXFmGqWrRYGh8UIt8grXiwKztEQ/ctExO+ttAxkBqHE9nWTohi46kYvQ4YbUR01oUkjUkuRxjDHMclogXy5yOIKhbWAm+jMLMM4YhiZ/bNTy8WKWG0kXQyVpanU6TaHNsWkmPKUkcp9gNPm8mudIC4nTKXmxmkUwQE3sPKutxPFykUPqtUcnsJJODt8h0EMnIAR4y3ewyGqaEGQUG+CZKVTsO1bGGTiE8l9f2xTp8On1yl6bgcvt9Lgp8ZmFL2cM86zCE4OiL2uFT65WOJ1mBiRR4CYpsEgrK7vr+A5aZvo6XpVgjGEUe+Bmw8ETAtOEMuJc8zua/LxSEtjlcpFjWVQYJ3QdXMxz9AxEgjHgjYMOdts+SqlwsyrhOBSl0XgLl3mNF8av5zkM750vUFQkNf72o4k9xs117huKZOODK2ptGx3KIiSEf2a9niRt5aANkFVR4+k4wcwAN5QmKM/pjGBCnDH4glufVVErnM9oKnpnEFoJ5CqvrUz1ZlWiMhJSV3B0A/JfNqVBmx9Ppxk+uVzhbJZhklBjRMWwND7GUiosjQwQgG1e0lLicknHKSklpDRTYCMxXF8XDO9fLJBVJHVtYiNavmOb0s035jvcRCpU8IQAM1LEhTk+wkBaaqUxCF24gtnpezP9P51STt5750uMk+LWZkJznTfHgY4V/d0ffDrBKq+xymli/Og6wfeeTjHPKpS1pulpWuE7jyeYpxUYgLdP+vS6SuN6WcI1E79N+e+Pqm2Dtq1tbWtb29rWjylhEPC5yTJyBQdjQFqQ5LCQGt3Q+9xeKDeSm+Yf4VGLFpHzrDLBq9RQSK1Rm1BhbvKxZmllgntrZJWCRtMMALGRzwlO+UVak2fFM5QxBvJk3emHtHBziALXDl1L6dNaQ2qNpJI266iqlYWSWE8daxbbAsu8xjKrUEqFF/Mcea1uSRwBWnzR/9PUi6ZcDFVNPhHOgWlSIS2l9aAkJdHNXsxyLPIa06QkqZrrwBEc41UJV3CSp/G1vyOvFDgn6VhlFnOc0ZRmkZUYm/BZrenY7XeJkhd6DgqpjH8JGLYCcM4hBDMkRNOkleRfcjlD5Au0fWG/1sQOTJMSnmAYL0sLooDWlhjX+H3WWXgxkRF9B54J8eVGHsnMe5+lFSJP0GKZUYh5U821tCrlhh+SpJecwUpYOaNmKHA4XIdjbHxGwngTqcnX64ad0TUyavuolUbockil4ZppceN9bNaTvsstrKZ5X8058V0BIRhC93bWFYBbaPWDbmDlckUlsSppWlcruidKSZ4d3xHW0xeY1/YdDq1gvHTAQS9EO6Bw507oGNkowzKvcdIPsdcJ7LRXath7SWvK5lrmlc0AIzknSTh7oYvYFxjGPiJPoJIN3p/uP9/hGMS+yeAjn+lHlyv0I5IMNk2lZyIhGKMJJzRJlpuJ0WEvMMHkTcQAXQ8aGpxzrMyGwI2hgYbmvpsmJaCNT1QwLE3Ts8xqSKUwTkojt6XrNfS4DZYH6P04gqSvTaZY8wwBKHze4YzCmWtlcg7XzwYwZuTRCpyRTJqZ80Q5hXR9NuUIZprCaiNsnry9jYeUmSiM5skS+5QNedALzL0jKG9PrhsyhvXztjnersMxjH3EZtrubmiFqcGjnLykIKniZoPWNHORR1mXnsNvNVOc04ZKJTUWWYWrZYllXmGRVfY9pUa6yznDfpcmzN3ANZAphlVeQ/wI7/Kt++UnfnVb29rWtra1rf+KS3BmA0x9V0CYRU1ZK7R9Bx1f3ApWbYox4Kt3++tsIE3hpDttH4e9EG+f9MDNrrrUwItZRn826wCttd3532kF5CNyhG1spkmJ436EN4+6uDOMLORAA5hlFc4XOVZFjS8d9+A5HFfLHC/muXlten9ZKTHNKmQVQTQujcTRExy90AUH8Hic2EmIBvmV9jsBhfyKdUaXL9ZB1Uuzu3y5yPF8muImKXG1zMl3E7lEQKwUIlfg4X4b7YB8ZvdHMXaN9OnJOME0KZGWtZ02NBO7ZjHFQdEEo7a/Dtd1OXoReXs8wbHT9vHSToyzeWay2QhOUkuiOH58vYTSGtOkxH4noAYcwL1BbKcr46TCLKsxSQqMWj7aPkmeOoGDm6RE7Dm2ua3VGqvfvM/QLFjTosbVMscyq+3ksNnRLyoj//IFQUBqamL78drf2IBSTvrUkAxbHuZZhcdjojjOsgrHgxBvHXUReuRRvDOMUCuNcVJCGsJdJQmf3njkhm0PsS9oAsiZ/WwNSGKe0YZBMxmaZ7VdiALAm4dd9GMP94YReeekwjQtMYpJpthU49M7Nn/nORy7bR/dyMMw9uE7Av3Yxy+8vofDXoB26KLtC4xaPl7Za2O/E2CyKvF0kkJwWmjXUuOjyxXmWYWHB23USmMY++hFJCm+XBQAgwmrFvAFx/WqgCc47o0inAwijFo+Ts35mCQl/uPH1/iT5zOkpURWSizzGl+508fbJz3sdcjLOYw9FLVCWtQYtqipG7Q8/OyDIeYZBVgPYmp4mnDwvFK4XpbY6wZ447CLotaYpxXeOVvg8U1CQBNPYFVK+I4gX6rWKGqJwF1vEJB/j+HN4x46Jjw8q5SN0XBNY660xgcXS7reFQVnw0hhX96J8cpeG1+908M8p8D2RgJ9fxTfmnY2Gy+M0eQr9gQ4gN0WyRpf22uRpzEilP/TcYrrZYlSUpPPQBLHzIQ0d0JC5TdF0sERDvuB9TrSM6uA73CifHoONAi8NE5LdALXZL/RpCz2HAuvyUqCoUzT0lI8m4ld4HAMWx4e7LTw1nEPw5aHg26ItJT2M++1A3Oca4zaPjpmc2vU8qycuW+eV9rcl40usskZ3G37OOwGeHm3hf/vu+cQnMFxOABmqbmfzWb7bG0btG1ta1vb2ta2fkztbOCg88rQ8SRRAqdZhVIp9GPvc5REKTW++3RqG4dpUuG9Fwssclrc/snpjBbwmoKEe5ELKZXF7ANrKtvTSYqsIvDAfm8tZzubZfjjp1M8G6dWTgXQtM7hDO3AxfsXC1RSoRt4dqLBGMBBMqBOQM3FPCciYYOPb+RUJ/3IShfJA0aTu8gTZprIAA0UUlsoAOeMGpmA8oge7rXwxcMulkWNS7MIdAVDWkl8crWCNLvhj000AADcG0boRoRjdzhHJxA2g6nx9TUNS1WvaZhlRRKpzJAOb1YFHl0nFvDR0Cml0vjCQQedwAUDTTbO5hnyioh1n16vaKEfe3jzsIM3DjpgYLhZFUhLmhQ4giZNN6vCyiMdQZ+9uQYAasIqSQG9g9jDySCkxTIIHAIQ0MHhDGkh4Qpq3LWixrEpbl7rdJphVdQYL0u0fAd3BxF8h8PlHM8mKd41+VgaGp9eruBwRs2poAkaA2gSYeRqC9Ok9yMXtSKa5iKv0Q5ctI2kMHAJad8NCDG/CVX4/uncShVXRQ1hgCfXq8LKTAHgrZMuAALDlJIku1fLAsuM5IY3ywJPbxL83gdXOJ9TQz/LKszzCh9fLjFJSgxiFyf9CAoEM3EEw17HR+TS9KqUCqczeh83SYnAYNg1aNKc1zX6ETVXH12ucD7LcL0qsGsW5e3AwZ97aYjX9tvUACqFWin80ZMJvvd8ivM5NTIv5pkNrB+vSkwSkqN+cLGwwfBNhp3ncBvU3I9c5JXE++cLlLVCN3Jx3Avx8m4LUtKUatjyLDAFAELXMbJekqGCkcTxw8slectMYHPTZNaqmWZyvLwb29Ds60Vh7hOGT64TPLpe4Y+fThG7DvbbgYVzPL5JsKm+a+iGDAQCSkoJpYHrVYmbVYkn4xQ3K5KLAoTpf2U3hjDyYw3TVLo0SZwm5a3rupYKf/DpGGfTzJA3yZeWVxKroqZcxlmGtJAIPYFh7NnYjLxS8ATHPC/tJNN3OVyH4bWNmJPQayTkCou8xqfXK7x/vgA08HSSIK+khfs0Gyy+Q57flkcbcjerEufz3ObM3awKomNW0mZhBi69xsU8x/WywLNxir/0cNcqMACasF/Mc8zStczzR9W2QdvWtra1rW1t68dUQ7duZFMk9dKGCqYhGEdefz5w1H6vabJOBhE6voNakY/NNeTERnJEMjdaTPiuQD9ybYZUs4MtOPnDmuqH7lrWtiHRUUZmV0uFZU6GeSnXckttvsd3BbQmSiQ3ciWAduAFo/DXSpLMKXQFIk+sSYOcIa/J09LsAzdSPlcQ8KKWFMAceALd0KVdZM7gCm5law5npjnw4AqGTujZ6Y/SmkAEnN5LcyzzShFGX5H2jjHAFcLKqQKXJlyuaXwBIh8qs1gMXaIpRp75/EaeKAzhEADaoUsLPc4wXpGEqfGU5TVR2xo/TugLO/mE1lg1tDxzShop6OUih1Swi8vme5rJiOtQ+LfvCASugO9xK0NkjME314FvaIyhR/K/xg8nNeHI82biqdev2VyLriA/HfRaypaXEokJ2W5+jv6fpLCNVJZzkweo1K0cK0LB0+u1fQfQ9H2zjWsVADIzYW0mekqTb5ExhtARiANh5LYSoSvAOUU2zJLSRh8oTdeuNue6ktrQLSlOwRd0zJpFdK0V5gZa0zTxvciF73C0PAHOmZnGmGbaeOHKWiEtFWLfQTdwMEsrez7tdEkT4ZWuOYHcgFhagYPYd0h6Z467Bt0nK4N3F4JZSmtDhG3I84uM6I9SNZmIBKeJXEGRBuY+ds19wQwZ0ErzzMTWExzcxA5IpZGUtxsCmmgyABSR0KD8m0u5kboOIs80gRSEjuZa4uZnK2mmxPT7K0USVV98vsUIHIHIW/s96XzQ5kTkOXQPbigFNEguKARDJ3TI/2saxJbvmE0lej7bTQMNJDlNfCup7XFtqrk/HfNMD13HPO/W1wD9P038pMat99tcs75LMSVR4KDl07Mx8gxp1uEAow2hslaojWcurSSqWn4OoPOjatugbWtb29rWtrb1Y+p62eymctuk+Q41GLttkh42WOpbxYAvn/TsomW/4+Nn7g/Q9h3sdQK8cdRBJRVOBiRLmqYlhEGAv7rbgu8KvH7QwUk/RD8mCVrHNDlNdSMXXzzq4q2j7m2Ko+DIDBIaoMXUOF0HE2tNzVTsO8gqhaymhWizA353QCGunNG0oxd62O8G2Gn76IYu/scvH+K4F9kFvWB0fFIznapqjaySSEvCrn9ytcK7Z3P0Iw8/+/IQh73Aep3uDiO0Agf3d2L8pYe72Gv7cDjD2TRHktemAVEoKrUOxub0GVuBg6rW2OsE0IYK+cpejP/bzxwjdAW+dn+AO8MY90aRzZQLXIFX99o46kUYrwi33YBRpKJw8Jbn4P4wxotZhmla4cUix8UiR1YpDIy/rO079hgddyNL5JQKmDbeGHOqmqDqBtoxS2u8mGW4N4xsw8E5w17bx/1RhKSoISVlWN0ZhJSvxJnJ2wIOeyFagYOjHuUrnU4peLkbuog9B6PYtYCMl3dbiD0H06yyMsjKePAayWFD32ympqWkaVpqMtUIx14j8hwsC/JF8o0F606bgqa/dNJFK3BI4lfUt3KpAOCRCYMGaLpYSY1B7FkMuu+QD+6lnRYe7LQQeQ7aJjR7p+1DG//Y2SyjvDmXJlPPpxmyirxrWSXxYIfOi9K0GF8WNQSjRuzhQRejlo+v3u3j/g7RIg97oYVAFLXCf342xeObBK5geHWvjVoRkfHOIAYAvLrXxkk/gtTkRe3HLvY7ASJf4O4wsgCJO0Oa9KUFgVeEmQwdDyLcNff9Kq/x5CbB6SSz9/aqkIg8jnbgQhvAy143wGEvNDAhDd9heGmnhX7oYpJUKGqFe0N6f5Hn2ADuj65W1KSA/KtNw7/b9vHyTguhx5FUJHX2N6ijgtF0+qVRjNcO2uhFHg66vm3i6HoPUUpqzgcxyZQB4HKe43SaIfYdnBiSYcuneIu0oknapj9xmVf4Cy+PcNgLcH9En6HZlHp0ndhnWjf0bO5jOyDP3PEgJEmk4Hj7uGfPoVQa33s+g2D052ZTpPn8D3ZaeLAT4+XdFo664a0sy81r2xPM+I3p+jjsBgg9geN+iKNehNATePOoC5iGzXcEXdO+YzfY/tMnN4h8B6/uthG6AnmtsdP2N4ArP7p+8le3ta1tbWtb2/qvuA56AVLQTmhLOiZPibwjWaXAoG/JIJuqpcL3T+e4ZxYcH12u8P3TGfqRh3PjBQtcgWeTFIwB++0ASmlcznO8+2KBRVbh248mWBU12oGDhQmlFRuLhxezHL/3wRU+uFjeMsFLReG9zXeGLsdRL/gcNayWCu3AQW6an/tmgffJ1QofXCzRMU3I957OcL0qEJhcon/1x2dIispKgqQGZK0QuwJJJQFoHPZCWkgzihuIPIHf/3SM33v/mqRUmqRTH14usSwq/PDFAmezDHcGETQY7g0j3CQlikpBMAqJbgcuVoWEUtTUFGaS9uh6hb/46g6U1vj4MsHp9CkiT+DxTYKDboC8UpaSWUmFDy6WGMQFvnZvgP1OgGVeYxB7qE34r+AMH1ws8EtvH+NykePNww4e7LSQFBIT08QmZY2PLpdQGngyWeHLd7p4MSOK42HXR63WO/E3qwKRJ3DYDZCVNeXZCYpCeHW3TQ0zyP/04fkKrcDBMqtwuSggzXQMoMWlVCRBKyuFp5MU3cDFg92WRc0vitpOH1zB8MnlCq/stdELXfKRORwt30FpqJG10uhFrm3K6OeICNiPCLUvOj48wXGxyDGMPQxNXl5TV8sCnANPxilcwTCIXcpm+8zo4otHXfzJ8xkAikqIPYHH45SaSQ4UFYU+u4Lj+SSF6zDklcQ8qzHPa7xkpJX3hhE+vUmQVxTqfX8YQ6oVKkmwmMfjBA6jAOG9jo/DbohZVmKV1/joYol+5OLbjyaYZQTRWOU13r5DpL1Ry8fXX93Bp1dL9CIPj65JIvpknGBiqJHvXywpdNpI6aZJhZtVgZdGLbx7NsfX7g/Qjzx8+9HYfta8lpAa6AYOnowTfHK1Mjl/lBl2bxjjYpGBm/eQ1wqLjDybYBrnM8pNjH0HLufITCM5zyvsdXy4DscPzxcAgFVR4WZVYqcV4O2THp6OE/jmWDaT66tlgSSv8cpeC93QhdrIWOSc7um8ljidZbhckKxTGonm1aoEGPBsmiI009yrZWkn5Iem+XzvxRzXqxKhS6CTXkjxHRfm9ZrpP2MM/+njG3x0sQQYgxAMRUHX/BcOOnh8k6CoyAvZDUmGuypqiFWBZUaU2rSUeOd0DoDAIg7n+AsPRriYn1LgdOVgZcKmAZIwl1JBcI7H1ytDyF1DgJpSmiTj+Ywa0xfzHL3QxbNxaiXd3/50jLKi87XIK0wSkn5mZY2jXoT/7s0D/Nv3L/F0ksDhHLHPcTrNoIutxHFb29rWtra1rf+iWuU1NGj64bnM/Dch9zmj3dbNfKemHMExiD2LtZ5lJQQjv8xxn3KaGjqeL4Ql1xXmddNSWq9V6BF5z+EMcmPxIDjJHGnCsv7dGsCzSYqklESwAzBJqlsSJwUKNi4qCaVpUdz4s8ijtsZCNzCJulZISsrMujAZTptV6zVM5J3TGVZ5jdT4bd49m4MB1udSmx3pYezB52T0b/m0w78qaKFT1grXyxxSwzRm9Nkjj3bj85rypfqxj7QgKREYSZAaeRjJM2lnu1baTo+yUmKclITnr5T92aYCV+BySfj4C4O6b4596BL+f5E1wb/Myvmk1mjo8o3vpVn41kpjlZNsqkGqk0x07Y3JTE4ZGH2GqpF6aY2sVuCcJiSBR7jyG4OUF5wmdYHD0TfT1KxSRk5I56mBRRAhtLKfp5GXNvLZ0BMIXI6iput8vCLaXeAILPMKs6y0yHmAFsShRxK8opIoJcnpAk/cyktrrpdGApubiIrQE1Ze2g1d3B9FiH1hpG40GTzqhhi2PJS1In+dOcbztMKzSYJZWqIbujQRBVEiBQfmaW1ImfQDStNmhNIUCj+IPTDO7PTwZlXgcpHj2STF6TTFNKkwTUsc9yI78WhoolmlrFwudB0c9UM8POhQxlxa2g2MTfBhE1sQeQ6UpuvgdJZhUZCsUYE2TjhgyZJVrTDP6DUnSYnanLejXggG8netitqGn+cVySXzWuJquQYDhR63zyOY9+JwjryUxnvZ3F/0votaIzdyQkt2rGrw5rMIDl80ERQU3l0b3+TNqlh71xiDYPQ50oqea60ND6PWGr3IQxSQLHSV13a6yxjlrTmCY5FVKCoFKUl2u8xrwExKRUMbNTRHDeDRzYoy0ap1YwbQ9RR5BJ/JqxqdwIFrog2A9TOq5dOG3DihZ3cz4XQETcv6sYdSUtRGZqSMVb1+jdh3MGz5eDpOLMQpKWoss9puGP2k2jZo29rWtra1rW39mNr0l9WSFtu+Q96GnqGW5bX8fOSoJhlRk1s2jH08POiQJIhznAwi8tKYLk0qBU8weGLtv2gmZqFLRLfQE1aG6AiOfuThZBDhqBeuF4MgWaZvcoB6oWu9Zptoaw6SzBW1tqHRzSJGcIZWQNj6WVraRrEfu+gELnY7PgTj8I3EjIPoaEW9Pgp5reyi+HJZ4HyRw3U4BmZKU9Q0/drrBPCMv22n7Vty5TStUJjj2qDym4lU0zBSPh0FMnsOh2NQ+aEn4JpJUeQTcY0xArtEnkM+OIfjdJqi1gSaSCuJXujBczgCR1h5WROL8PgmBWcMgUtgFaUIYuA5HN3QtbIorYhiCcA2J+S7owVeWtW4Xha2IWiqoSJGHjcIeMp+64a3UfXQFJDtO0RarKXGeFXZxXE7cHBnGCF0qaE/6odgxmcEbEwHNNZYcocj8gj+wEFZY6ErCIojyYdWKRivFC3Em6keALx+0IYnGNqhi1bgQioCcuy2fey01lCbc5Md1mxOdAIHkUdTsciQIw+6AV7bJ3iL53CELjcNIEfoCmSVxCwtITi9H9e8Jw06Lu3AwW7bh9QavZAm263AgcM5PIfDcwSSUiI211szCdvM5Xo+STFNK3QCF7Ghpx50A7yy28JhN6BIAkNorCUd89gX4IyB6bXnsJHp1VJb/9/1skAlFXbaPjhoqrXMaxvKHrsE7PFdgV5IGzybmxfNde87JIntmOPNQB4tgPyovqDG62KRU6aZJF9qM4G/Mwix2/Hx8KBFyPq8tnLuBnIDkIfRc5h9vlU1PStos4U8fPsdAgI1n3eRV1YlQDEN2kB6tL3e/M/IXw97IVqeQDt0rE+0HxEsJXIJDNJk062K2h7jlu9AG59k4FIDKs3z7GyakQ9Or69Xwen5sNPyMWp5lpTKsf6eptFdmhB6qc29ZaIIXEHXYuBSc9ryiebKOYXJA7QJ0QrII/feiwWUJhpv4HJIrdAJXQx+hPJis7YN2ra2ta1tbWtbP6ZqaUAVjBbcUmlIqRG5AousRlLKWwuapqTS+PhqtQZb1BJ/8nyG6wUF3v7J8xlCEwydl5Ky1DSFPDPG7CRJak15PXmNWmprhO+GLm5WJb79aIJHN4ltCgDaWT/shehHLj66XKKSGge9AEcbBEgNjVHbRz+igNpVUWNkPCSFmeYIzvHWURfuxnhurxNgkpRIyvqWVyOvFTpmx38Q++iHHu6PWvjySRdHxlsyanmYmClNyyfD/4cXSyzzpglK8Nz4qV7aidEOCJSya6aArc/sOjcTiXFC8ktuwCarvEZVKyyLGrOUMtZO+uT3quWa+PiVO3083O9AcIZ+5GGelXYydzHPcDKIsNumiWcndDBsecgrIkNWknwuo5aHopbW4+IIhmNznBuK37KoUUlCge93Auy0A4ufb6AkkeegEzgoalqMM8agNbuFs/cEfb6zaYZxUmKeVdht+3iwG5PcSlOo7rsv5gRocThezDIELvl3fIcAGi3fQT/2bDN8ucixzCsc9gIoENxjmlYEyAgd7LUDDCLXNsZ7nQD7nQDGgoh3TheYpRUuFzmyskbsOxi1PJxNc1wucvv+GwnZ5aJAUUsUtcJNUuJ6WWBZ1EjKGs+nKX73vQuczXNM0wpJKTHLKjw1pMCe2ZRQmiSkocPx6m4Le20fTycpXE7ysXFSYpaWOOgGSAtp8wIBjbuDCEkp8WyS4tkkwzKX1vs0avn4mXsDfPmkh3bgwGFEvHz3xRx/cjrHNK2wLGosigqdwMGo7WOR17hZ0VTx+6czeA41F03D4wgGzpmd2sxTCp4exB6GLQ9fOOzgpVGLJquVxG6H3vMyJ39k5Aso06gBNDUvavJYLYsau21qGpupJmcUP9GJXLx51ANnhLm/Xpb2NZ5NMjyfZHj3bIFR7OHOIMRhNzRfo3vQ4bSpsBk43o89ZMbj1bze+ZxyHZtsxPujmHLuBLO/L60kAo+a4bSUuFmuKY6CM7x3NsflosCqqNHyHJRS2w2b6xURMldFjW7oYr8bIC0lIo+eW67DUUkCtDBGGwX0HPLw2n4brcCxzbpU5Pc9m2V4/3yJeVrjZlWgE9JmGwNsHAlAHtxVTjETM7NZk1fS0iuVpqk5DH03MvfzNK1wMc/x5CbB//DWIQqjPmgUE7XU4J9j/96ubYO2rW1ta1vb2taPKa2BZVbRtEbTTrWCRjskclfgcFzM88/9UysEw35n3RA1iO27wxgHvdBmFvUjD5FP/2DXkiRpd4cROqGLXujiwW6MnXaA0HOgAIvTT8saR70Ad4Yh+pF3KzQ68gR++IIWzZ7DscgrPL1JcTbLb73HSirMshplrRA4wuKlYYAGlZL4wdkcaSGx3wlwx+DcX9/vYKft26aEgntJhgiQ6d9zGF7MM3x8lWCRkUenrDUe7rcxjD1wRtOug16I0BV4/aCNV/daeG2/jdDlmKcV8rKGK+i/FdaTs3bgwBXMTHMUWoFLDZPJjru/E+NLJ13stn0wRnK69y8WZmJJE5xB7CEpJJ5PUlo8GT+WVBoO59jvhrhaFMgqidNpjmlSWjlb5DnkJwpdJIVEL/IQuIStr5W2MIz2ZyAAn1yvcLnIcTpNMUsqDGPPeK6IIOc5HMf9EKuCJlmhu6ZdArCbBPtdyqHb7fjIDKo+NwvAwDRhldJISglXEPIeBpZQKZpALIsa07RCyycPYlpInM0ytHyBQir0IpIgJoXEtYkWaKYel4scjuBoYpwijwA2e22f5KhG4lfU8pZsdHOhP16RdLYbODgZhFYOdm9Ii/t+6KITOjZGwXMoEDkpaoxXJTRoUrTIa7x/scTlskAncHG5yuG7JI9kjHL8nkxSSKXBOaHTG6liJyBgz07Ls6AVimUgv+jZLAMYw82yhCM4dlsesooyyDzBschrjFcF+hF5q1yH4698cR/TpDLNITU8ZUXy3KKiZtN1KALjfJ5hnlX48GKBi0UGxuheWuYVESzNBkjgCJPFRRtB1+YZ8MouYeTTskZW1hiaqV7sOeiEFJHwfJJAGxqr3Mjd8hwiXzJGDfmzSYaLRWGfVQBN6jiAl0Yt7LQI1LI5+fUcojxqpm0YdFErvJhlmKUVQs+xMk1fUKB8ZTaZNiEhrsmki3wHUmoD19GYJCUe39C5Wxka7TSlEHrPUBtrs1HiCIZOQNO0lQmNLmuFDy+WtJG2MSEtDDX2ZBDhZBBip+VbaeKmEoJtvL9GRbBn/Ji90MVO7OPeMMIXDzsYxB7aIW1oAMAbBx1LOv3u0ynSosbNKodmQCHJ71Zvc9C2ta1tbWtb//9ev/mbv4lvfvOb+Gt/7a/hBz/4wa2v/eEf/iG++c1v4pvf/Cb+0T/6R1BK4d1338XXv/51/PIv/zJ++Zd/Gf/sn/2zH/vaGobsZf71bvwOvksem8/JG0GNnWeoj4DBpJsmqgkD5lhnkpVSgXFmkdkatDCIzY4sBzVBm6+vNEkdiWa3/tqG3cI0Qgx64+uMNb4Q2uFWIDkdb6iMRo7ncG4/myOY+V1Giug7t8AkDudQ5n3SJJAR4KIiOEItNfJaouVToGylFBgDPIdRgLAj0A1cOAYXXkoFBcBzhJVlbS4wiagJu+tdSQUGRqhrl3DtTfSA53DUkjD6YIAwfr7KRB4Izm6BAQKDKS9qael+FrFugBbM/Hct1a3zCsBmSG2CNGDeZ0OYK5UCN7hupQka4hlaozZJ4g5nloRI01vY39PIJzljFrve/BbfEdYn5JqFc3PsrMLRLMKb30efhTYg7NvemNrUSt9aMG56mRrJW+AJg/NXUMocj4239qPuE8YodgEacDl5ohzBwDjdP8390Bzb5jxx45N0BLPnSJh71DF+oUYS2LxvbnxutaImwREcwrx+4/UDqJHUmryGdG0oBIKDNRCN5j2DzkmTJ8dAk+HmPbrO7euBG2+kYGwNpFAkG6ykts8KrQ2mHdpSHOmZ0VBTm2tDwDe4fmA9oeTm68pIgxvpHWN0XJvzbr2R5jzLzzQMnMHEidB15At2a2reXCuRKyDEGvNfa3otxtbURJjptjKbXJuxIGWtbD4fmDnujDLTPhdhoun6amIFGGA8cgzC/C6l1827AoxM9PZncx0OT9Az2TGbPfb63vT5stufuW8orsyAVFxB58F1zKaAkdI21w5A0BY6nhxtz7Uv/6eh9rcUx21ta1vb2tZPdX3729/GD37wA/zO7/wOPvroI/z6r/86fvu3f9t+/Z/8k3+C3/qt38Le3h7+/t//+/j3//7fI45j/OIv/iJ+7dd+7Se+NgOZ1PNKWjmaVpRnVEmNtFI4NijpzdJa49k0xZdMOC9jFCydlpKIbkpDMyL3aQ0LQBCM49OrFZYmM+d6VeCtow5WJeX69EIPeS0R+w7O5znSUuLFPLeLI8HJ1/KFw44JIJaWfNc0DLRBTRObnRZNkpJS4sh8DikJWBJ5DF+908d/+Pgap9MMRS0xin38h4+v8egmudWgFbVCN3Awz2tEnoACTQJ32j4+uUrgu9Ss/vHTKYANIuF1inlW4U+eT7EqJPqRZ6SDPoEOqhqRLyA4LRZnWW2z3YRpMpd5hcClicmLWY5ZUsF3iUS41/FxvSzwxaMOipokUBfzHFppvLbfwRcOOvj95AaB66I2i8pVUeF0muHP3h/iepnjqBegH3rgnBraeVbDEwQG6ccenowTHHRDzLMKruB4sBPbHK7Nzvn+MEZRE1iiFTh4fJOgH7qQiqYWq7zG00mKyKO8q3leW3lpk3elNCiouqxxtSgwatE0cJGTZyqvJVRJi/3IE0hLAq40kJlO6OBmxQ0ggyY6o5YPz6HIg/cvlmgFPmZmugZGC2GXM1wa4MReJ7BNQK20JVsu8hqMAd3Iw6jl3frsQNNMkRRs1PZt6PMyr+AIev1VUaOoFSZJRdECJh8sM5S9duBi2PIxSUvrzXp5J8an1wnO5hn2OyEWeQlm5MgP99oYtnxM0xKVJIBFXhGqfZ4Rnj6rFH72wRAASRwfHnTgOQT5KSqJ/W5AIeuLAqErcLWkiWI3dHE8CPAfPx5DaWqy/l/fPcX/4y+9gsgTeHpDU7nQnAfBCRK0KmpMkxJ3hzEiT6Afuzjshnh0nYCDJrON/7K5vqdpSXI+Ey+RLAr84GyBVSnxUjtApZT1fS2LGvOsxDKvcXcY4+OrlYVSMDCbLSYV9SI7LR++oOnt+xdL2zw1QJlPb1Z4Madw8b1OgPN5Ds5pAyNwhJ3AZqWE73DsdwNcLwuczzIUUiN0BYpaIo5dBI7ApCgxWZXY65LCQEPj/fMlVjkdI8r00+hGhO7/8GJJclPBsNP2TUh5jXnKIQSHUBK1Upia67AbuuAc2O8E6IUuns9SKK2xLDL7jLya50SfXBRwBE1TL5eFaRKZ+T5STRRSUQPHGD64WBo5dIWbZYFlUcHlApfzDJHnYJKU2G37+O6zKVZFjcNuiP/m1V38f945RztwkJQ1PIdD6dtE3h9V2wnatra1rW1t66e6vvOd7+Ab3/gGAODVV1/F1dUVsmxNmftX/+pfYW9vDwDQ7/exWq2QJMmPfK3PliPIB6Q0TVY4p93TvJQIXY7I5Z+jGQK0g3tvGNnFTuw5eOu4R3liLR+vH7SRlbSrG3rCNg/ShCaXknaVAfJ9NNS30uwoL7IK/cjFz79CuWJxg7xXGi/mGfmUViVeNjKos2mOp2NaMDbDgqtljutViVIqxJ7AlZE4hZ5A5ApUUuG7z6ZWmsbAcLksKE/J+D7o70nCNDcSwGVOvo5PbxJ8/3SOx+MEj4y8r8lrm2e0AH9tr4XQFRi2fNwdRrg7pGyvT68TJEWN6xUhq6WCJR82JbVGLTW6oQdpAqeb9+87Ar7DMTQwgOfGVyMM5ZEb38tHl4RnX2QUGxC6wjSuPi4WOW6WJc5mOZKSJIAOZxgZiSYY+Vm4AbkARKprvEBDI0lrAC6Nt+16Wdhj3UwIqJGqTYOtDCBmPZUDCBrDGREKRy0fkSdwNqPzWiv6Wj9y8fJuCxrkZ9rvUoxAauiRRaVQSYVpVmCa0M7+UT9Ey3dwuSggGND2aWG8LEgadm4ka83nuFzkOJuldrr2YIdQ7SOT/5Sa87bXDtDdkLI10rle5CFyBRzO0I9c9CLXZnSdDEL8Xx7u4KgXoBfS+eiGDo77EXZaPuZZhYt5ZsOJV3mNj68TXC4LHPVCZGVF/svYgwKh4Fs2zJiO5ek0Q+AK3LGAHYEnY3oe3KwKvHs2x588n2Fq/JJJIfHqfhuv7MYkZTVQk3lGXj0CWrg47AV446iLSiqkpcSo7dnP3YBVmgX8TjvAxTzH1aLAO6dznE5Tkk46HJeLHL4j7D29zOWtCe8iq+AJhi8ddxF5AhemYdw3DY8yU7pFVlMkg/GUDmLPvs6oRdmGh70Q46TAs2mKK+OZazyUWaWIKNlcgxq4XGTwBGFnuqFrIz36MYFyilrh8U2Cq0WBwjTjAE1ZE0N1dRx2C5ChNck1D3oBSZrzCoIx8p3lNXbaPvY6lBs2TkpcL3IEjmMlvVJpBK6w07pFXkEr+v93zxeYpbVt3gDypu11A7y820IndNANaYNDmIHvfnvdOHYCkq+2PAct30E3dBG4JHG8vxPBaZosQ11tns/dyMWw5eGoF+J/f/8S3dCxE8FKKkDD0jh/XG0btG1ta1vb2tZPdV1fX2MwGNg/DwYD3Nzc2D93Oh0AwNXVFb71rW/h537u55CmKb773e/ib/7Nv4m/8Tf+Br71rW/9yNfenBIpTQtnpUgulNfSThI+W0rTwq6Rx9ysCjyfpFaulJXSSCVpEdM0GLVUdlHTTMXSoiaZTq3QNz6TSirjPyqRFhJFtW5emswrz6Cj1UbzAhi6IGMQnCYjggObCiCpNO3ga6IzNvlpM4P5LmuJekNHqfGjFhvM4sgHsYeO7wJaW99aIyskIhstbpZ5jdw0rbEn1rlMrAkKpz83oBSSMtFCcZXXFr1eG8IikR+lxcsDRC5sMPed0CGfFGjxTh4ZokWmlUHoc2p6dtoeKiNPzGuiN7Z8hyailbQSKsbJM9S8D2AtB6QmiqEfu/bcNtUsxiu5Pl+V0pYKt1lZJYkMaF6Xcp8YChMhUNYKtaLjM01KAAyFlLfekzBkSYDkp43kVBriHU1zmZFT0tRFmqaRzu76ml9khOzPa2XR5w5n1tfX1F4nNOdN2/DgWpIcslYaSVHjaknTlVVB0lgiTZKMUWtNsrSmGTa+w2YDoZYaq1JimlZGFkl/lxXSHlML7amkyRY0HqaNe7hrAuEpaJ0mQ6ucJrc02dJrT5OmzRRqZoiaujCB6s0twkCL/Uoq+I6A5xAhU0FThAan0PjSTI5Cj/Lg8kpa+WlpiJuOkaKWku4dghYpCy8ybwmlpCD42BOWblpt3LOLrEZa1EhyaeEWTa+RFOvvkxr2mDEGxK5j4wAoR4wkoGmxvgdiV2AQu/a9MHPOmwm+NM/QpjQoV5DuTWV+r8YsrSAENWDXqxKztIJjJrrKCGYrRdLwWqpbKH0hCG4ipTIyWb7x+4ho28SKJGWNSml45r7N69oe68rEnrhi3YBVku4vbv4NyGuJti/gu+tnVm2eFRo0la0NadQxMt7S5Nz9pNo2aNva1ra2ta2f6nLd2yhyvbEYaGo8HuPv/t2/i1/7tV9Dv9/Hw4cP8Xf+zt/Bv/gX/wK/8Ru/gX/8j/8xyrLEZ6sxswvO7ASDfD7ka1IaRGD87A9qjYtFbhdFncDFMq/xfJLh2TTDk3EKAfLgpKUEN34OwlHDGuABIqDllUQhCcXfVFkrPJ0kmGXrTCtmmpnX9tuIfIHn0xRaAwdd/xa0BFpjGHvohIQgz2pJsjTQYllq8mm8tNtC7K9BFaPYQ62Au8MYnQ0EvFQUwtvUV056aAW06/z2cRff+MIuKqkxSdYUR6WNJDGrkZUSk4RkWb7LiQLnCuy1KKog8oRdQKWmuSXKHMfVMseo5UGYY1PVasP/sV6wA/SZBCMP4Mkgxn4nIG+d56BSyvpD0lLiuB+hF7p4da+FUYtQ4hpAWkgItsapV1JhYBpnwda482YR3+yqe4Jjp+1jp+Xb68rhDbKcKI6+Q7AR3yFJaCODYowhNvlr87zCKq9QS439rm/koNSopKXEEzMtjE0gdTck35/vELLeEwzd0LMQk8tFjrxSODSTk6JWtsGPPIFhy0M/oqZ/EBMs4rgf2hbtxSzHKq+NBI+mib2IGpVkgy56Z0AN2iKrjNRLYFlILHKKVMhrhatFju+fzjHPKpKCegKTpMDzaYarZYHQc9CPiHgKRtfRW8dd7LV9XC5z7LR9lJXC5SJHUVNgem0w7FLRZPvQEDTneWUCmJWV945aPu4MIrx11MVRL0Q/JJDI45vESorTkpqBti/Qizwb9XA2zfD7n9xg1KJpz9TAPFjjYzIbCg01M3BoEvfqHgElFKgZij2Tv2WCsWNPoB26JG/0HQuO+fQ6Idphx0fsOzbvzhWUOxZ4AvtdilmgDLv1uSilwiKvMM8pkLwXuRYvP8vofQcGhtI0HdqoCCqpoZU2eWsas7Q2ACW6J3Y6Afa7IXzjwdOg6W8zmc9qaXMDYX7mxSzH3Ey5NjPCApdjkpRQin4+DgQ6gYuikmgHDqSJPtncCGgbH+BfffsQse/YGISmJkmJ8arA6TRDP/KwzIj62jxb56ZxIvmrxGEvtDLbrFKQisBRp9MMgpNcsRd5ALTdkEtLaQiyGd4+6WGaVVCKns/dkLD8n/X8fba2Ddq2trWtbW3rp7p2dnYwHo/tnyeTCUajkf3zarXC3/7bfxt/7+/9PXz9618HADx48AC/+Iu/CAC4e/cuRqMRLi8vP/faLwz5MDAmcMfszPciF0OTC3axyD/3c5wzvHHYsYubhwdt/IWXh9jt+DjqhXj7pIekkjjqhQhcjnlWwuEMw5aH1/fb6IQuvnZ/gMNugGHLRysgKU66IfM77IX4xS/s46H5fqDxtzNMkhIz0wytSonn09y+z2YtIzjDLCU/V9snbD8A3BtGeHknhlQKP3yxQDdwcX8U46gfYRj7+B+/fICdtm+DXTluSxw5ZzifkzxwVdT4zpMp/t0HV+hFrpGvhRYD/8peC7En8PadHv7Sw128ftiGyzlFB2QVPJca1SYrqqkmJLeSCg92CFEuGMPdYYT/+WeO0Q4c/PmXhnjruIvDXmA/m8sZXttv4dW9Fq6WOV7MM0ipME1KkktGLtqBi1d2WzidppgkJb7zeIoPL5aYpCU1lqAQ6pd3W+AMuDOIkBY19to+KqnxdEISx2YhvWskU6czasyfjCkE+aQfQmmiC0pFcQ4PdmNq7DR5vQ6N7IsDyCVNO+4NY/RjHyeDEHml8PHlEkpT7l7LdzCIXbicguaezgABAABJREFUoagkXt5pmWahMrRKCu0lfyKdv2VeoawlrpdrQuiw5WGZ1zYfq/HbXa9Ki49vlsSjto9B7OH1gzaGsY9JQrLUz0IQ/ujJdH1PmlDuxkPXCVwMIhd3hhFe2WvhS8ddk19H3sNRy6MIhaLGs3ECzmi6m1USHxiKY1krzNMK90YRoOlzPBknuFqQ36gVOLgziLDX8fGFgw5e22vjziDEySCyktObVYHvPB7je89nmGcVHuy2aJHeDXHXkFdf2W1hJ/axNCj8bujgziBEJ3Tx5Tt9mrgVNR7stgDAThIVaPF/ZxDipB9hmVcYr0r84GyGT69W4ObevFwWCDyOUdunaZhSOOyGOOmH4Gb67jsMX7nbR8t3cDrNkFcSr+y2ARDl9KgfwRMc776Yo5QUEO2IddjyMPZwf6dFDVBa4ukksxOoZmLmOwL7XR9v3+mZuIkQ49TIuRnDcS/E3IRK02aPi6JWeDJO8MHFAm3fxaGRXcauQGJCozu+g53OOpqkkhpfuz/AS7sxjvsRKqlts/TO6Zzud4djGHuYJBWuVwVRP2MPDw/aqGqF0BP46t0+Xc9FjaSQ+F/eOacA+Ky2cRWuYFAKuD+K8YUDotHeG0XUeG5MCpsSjOFykdsNsL02SYvvj4gU2w4cfPVuH6FHjeAg9qzks9nw+jfvvEA/8nDUCyCVxjSpcNwPrRLgx9W2QdvWtra1rW39VNfXv/51/P/Ye+8wS87yzPuuXHXy6RwmB41yFkgCCYEMeG2iMKAFs14M9n7GXnvXBhu8a7zeXXtlrw1mYTGLA8YYYxOEMQJhgZBAQjlOzqnzyaly+v543qo+PdM9M5JG6pH0/q6LC3VP9+k6derUeZ/3uZ/7vvvuuwEAu3btwtq1a6Hri92i2267De973/tw0003pd/75je/ib/9278FQN21er2ezqn1k3RDgiiCFzEJWUgSrbrpo+vQDMqJIscoitOZLwA4VO1hz1wHDusUHWtYQByj0nXICp6ZY1S7LhY6LmyW01TteejZPlw/gu0FS2dRnAAHq10cqZnpbj3AcpewWCDIrNOg9HXfkpkJjQXReky2BwBzbQdTzWSOSkXdoh3nju2hYXl49EgTcy0bdp/NvhsuysQEgEkAKcx103AGawezsDyy7W/bZCPuBmRsEEYx5tsOnjjWZHMwMcpZBTrrIoqCAJ0FSCfEIDmbJLBilNlqVzoOvr+7AjeIsHu2jfm2g7rpQZdExDHQcX0sdFxUux4GMyp01rHMajK5LPoRuixot2hQsTZa0FAyVOgyZdMBVGDUeh6imHbk/ShC3fQgi0jzxZIKxmRFtSiQ3JMWchrmOy456zEJn+WFmGs5qUmI7VLeUiLlk5nLJ2UxBZhr07WT2LnXei5sL6COAJN1HqtbLExZYccgQJGkJddCTpMhQIAqL36vbfusaykiryvIqCTLy7Lv9TUs0LY82H6EY3WLcqxYB7A/zBoA1g9l0v8WxUWDF8cP4YUk6ezYAWabdlp0NEyfyfEWu5CDeTKQsbwwDe4WsOheuNB1aOaMOeoluVimG2CmRRlpU00Lsy0bbTtAresukcBtGclhMKei5waYbtC8W6XrosI2OKaaFqpmUqSSaUzToudR7bpQJBGljJKGymuKmHZCVUlA1wlRY+/XrC5jomRgOK+nBa/Ozp3tBSxfS8Dxhomm5aPj+DRLGMSYbdnoOT6TTYuYbdN71gsiLLQdBFGMTYPZ9HlZHtn9C6C4jumGBdMNoIgiCpqUxkgkeCG9psfrFjMq8WEoi9d2rbdoy9+xfZjsNRrMqBgvGmkEBMBMXkQxdSXtnydVJQEHqz00ej5qPTrHSYh6khfosogFhTkvekGEpkVGHaIowHZDHGXxFpIgQJMEjOQ1RBEF1Ctpt5vOMhnUOKj3XNR7LnMwJRLlQuIQKfe58S6web/5toOFjgs/oHOEOEYQUnHbtn1YXgjbDwFBwKVrSrC9EAcqPTIHEQW0LX/JZttycBdHDofD4byoufjii3H++efj7W9/OyRJwh/+4R/i9ttvRz6fx6tf/Wr88z//M44dO4ZvfvObAIA3velN+Jmf+Rl85CMfwV133YUgCPD7v//7UFX1pMcu6Ao6oGLCUCRYIgU0J/K1CMBA5uTfgyCg1zeDU+95mO+42DhI8qWG6SGnK+g4AcIoWjLv0HZ8msfyad7BY7NFQRRBVyR02d+u9VwcrNBiTpPF9G9FbPYhsW43VBklQ4bAFqGJiyNlOolwA8ANwrQL5/j091RJSudxGiY977wuY7ZlIwaQ1xUsdBcNUgxFRNelma8wiqCwokiAgIwqph2cnC4jCCm7qMs6KVNNC207gNF10XNDFHUVXuAuBjULizNTukKZWAorWEwvQEEj5zbbjyBYHlRZRNsJUOm6cL0IZbabnVHkNEtu60gOBV1BtetSLlEIdF0fWY3kYLJIFvXDOQ0jBS1dACvM5n6Ofd2wSK4WMKvFgYzMpFBMosrCm88bycNyqRD22LybCJKUqrKIpumjaXrMsVFAx/VT2aYgCPCDGFFMJixBFMH2QmRVAbpOnV1DoXy2pHGlKyIsL0DD8iCJSAs8SQTCiCz8TS+EIFAxn8zB5dnro8giFJYfJjB3PUMhmVpyDQK06HWZM2IYRZAlARnWUegnpyx+PVbQMduy4QYx4jhCFEcQmG4xo0poWR6U5PpVyE3PYPEHGUVickGaR1JlEUVDgccs5U0nxGBOhaFIGGKh6fMdGzGbQ7PdEF2HiqpkamurTsX/YE7FYFbDunIGpayKpk3mEUM5DQsdMvJx/CjNQEyltE4AfUhEz6VCrWX5acdXkcT0NSFHWMoty6oyFJE2HwxFZHEewHBeo7moMIaukFzRC2PUTQ/DORVZVULPC1HtOIhBRT/YdQEsXh9uEEFmkl7aLJFI+h0nrxu9Rw0VKBgqhvIqWrafmoLYPt1XKl0XNiuQkntEssGS12RkNAlNy0c+CCGKQN4gR9Qk11GR6D6pyOTc2rYDFIwwjSew/RB100XDokI5Zl1lOl9U7Dt+mIanJ8fec4O0sIoFKjoFQYCmiNBVGeeN5vHo0SZUmbrtCboqsuKfHHRbNkk0E3liUszpioQ4JhOUbl/3XhCom103Pdge5fKZLrm2tmwf4yUDLnO2lEUB6wYykCQBBV2BKolL7uGnghdoHA6Hw3nR85GPfGTJ19u2bUv/e+fOncv+zuc+97nTPm6l60AvFQBm2y2KlGHkBhEGmb15redi41B2ye+JAnDV+nJqMpJRZVw0USCrfgG4Ym0JP9pfRQxaL7UsHwWD5rJilhekyhJML8RIQae5CmCJG9lkycA1G8oI2AI5KZaqPTedZ7l24wD2zXdRM8lmfONQlgb3BSqOug45VJYMBfWeh3JGhSoLGMhQ+PPhqpl2Lwq6DD+MMJLXUtvt5LkqooAu+7kojjHdtNF2yPlv+3QbGrMtz6gSOqz4HNEVnD+WZ7NNGgayGpks2D0cqZsIwwgDGSW1+04WoP2jG14YoaArqWmAKosoZshdLqfJKBsq9KKEp6eaEE9wRXx6uo1qz0UYx2ibPs4bzcOPqGO3YTCDukldk52zHQBUxA7mVBQzCoI+o4PRvAY/WjSqqHQ95HWZcpn8KC0sOo6Pha6DOEJqhpD8Xq3nwQ0ijBTJPRJxjDgWMJBV2UKSJHKyKGCkbKBhehjMMqfJnsvOkY+1AwYGMmRNHoQxNk5k4fhk4JGYpzhslqbnBhAEASMFHV64aNOeZ251Uw1yamxbND9TNBRUum5qE55w5boSnCBCwZAx33bQZrbwm4ayyOsK9le6AICdsyRXWzuQQZMVYCN5DRLLByvoMkYKOi5fW8I/P0mbG3ldxhCb2RvJa6j3yPREEqnT5IURjjdsdGwfW0dzmGpYmCgbMBQRoyUdDdMDBGY0o0iQBRELXReaLGLTMB2fCGCGzSPVex5+vL+Kas/FNRsGWK4bvV8Hcyrm2w6iKEYpo+Bg1UTXDjDIpJjDeQ1Xrx9I3xeDOQ0Hq2aafSeJtFGzZTiHC8aLOFo30bJ8HG1YUGUJIps3q3RdDOZoRjCRBeqyAZlle1HnW8Dl68rYM99Fy6KYic3DOdR71MFTZBFuEGLffBdhHMNyI4wXdfTcAHEMbBnJomMHuG7TIL69fRZzHScNIt84kMVc26b4hxjIKYvFTc8NkGWZZWMFDX4UY7ygQ5bIoXW2HeJY3UTPDdOuugAy/fGCEL4soszmGBMkUcT1mwcx07QRhBGO1C3qmCsSZFHEUE6D65OpT9cJ4IcRLhgvwPJCZDUJphfAYHmJiWGJLkv48YEa/CiGxO4fyf2hZCgoZ0lK/uTxFjYNURRB4sabuDg6fpjGQaiKhCGVnCJFUcBgVsN4Ucfhag+GQk6aMnOxBEj2W8oo2Dycwx3bZ6GINPcaRUDL9nHJZBHt4NQlGJc4cjgcDoezAhHbuQfICMAPaWdYkahDZnkhyhnlpN8LoxiPH2umC1lNFnG8bqHe8zDXtrFjpo0wXnRmWztgII7J4CRx/Ut24KtdB7Yfwg2CVIZYyqiYa9k4UjNxvGGlXSGAOlvDOTIOOFI34QcRLUpOOE5DJUOKjCKh4/ipyUcQxmiwIf7JkpEu3CRRQDmjYqHroM0khQAVlC6bKQPAChIRowUdkyUdRUNB0VCgyWIq61FkCZYf4jBbwPYcH0dqZvo8xos68rpMtuYaBS/nmdw0WQBHcQxVElHtuqksKZlD8pjRRcv2cLRqYqJEErKkayhLAi4cz6fmEOWMgrm2Q4VXHONwzaTjTmcNZZTYAt72QpguzWcNZlXYXpg+L1kS0tmTRAZoeyH8kCSH5YwKQ5MwzqRbMmsVqDIFYJtOuJg/JpF8s5+AxSiYbohaz0VGlbBuMEPRAHkNUw0bu+c6MD1yLpxtOZBEYCSnQWbZaMlrnhSrXYfm0QaydNwdl+b98rpCP6uSVDV5vXPsewm75zvo2j6ON2wybxFE5DUZ1Z6TRg7Qc1yU0PohFYu1rouW5aFpeqzDGuDefZW0K9FknaijNQtNy0c5q7DZPerwSCzOwlBEHKj0IEBAveeibQc4VjPp2GURgkBOiE4QoGQoiGIqyubbNmqmhzVlkl9mNRnXbhpI4ynImELGY8eaePJYk2YrTQ9104MkkLlL3SSHwVrPwyNHGyjoFB3Qsf1U7iuKAjIKzQc2LQ/7F7rwgwiFjIKtw1lsHMqkmxyaLMJmOWWUQ0cd3WQ2TFdFuEGM/QtddGwfBZ3ky8m5DqIIDjs3F47nIbACdaHjpI9xsGLiWN3EfQdrMFQZo3k1jcA4Ujf7wu7jdFYxBpBVRZh+iAjAfMfFTMvB3oUeOpafbh5NlgwM5lRIAl2v5NIYpgHrHdtfYhISRhEeOFRHreeiZnoQBXofjxSok9iy6dqQBAGGImIgo6YKBtMNoUgCbJ+6d1GM9P0tSwJGWSGos+4wuSf6OFzpYd9CDw3TQ7Xnkl0/e78m8lNDlVDveWgxiXet52G2TYY4bcvDfNtOg+tDdsKSrMyG6WGh62K6aeGm80YQRDEs1q1OnHH7w7qXgxdoHA6Hw+GsQMictxSRHNQEQUAck0lEgnfCrA2AVC6TdFmalo+uG0BX6HFiAIYip3MPYV9XhbKflLTg0WSZPZawZG4hp8upS17/h31RV9CwqOuSSCVjUOEFIP2bGbaYiECulyKT0yWLOABMokhyuRIz0DAUyvRJfi756WTORlFEctqLYhiqDF0RkdfltNCVmKwr+d0gjFAwlFSKldGk9LHyhpz+d9I5y7Cd7KjvySiytMT8JKvRMSbH1rJofk8AyaNkUYTBduhjlj0nAukOuKFIyKgyFImKStML039zgwgRqFARBSp60inEviiBRXt9+r2m6VGR2PcaigIdL2JAlyQUMwocn6IWvDBOs50ApOcskdWRLFFCHLO5ow4F7dp+lD5vywtRMiijKmKW6bYXQqCsBfoZN4TlBul8UmqBzjYMFFlk1+JibMBQbrEDEoZx+jokC+cYi2546c/1nY8GOxcsTo5MX5hk0PJCQIjZ+RHYTA8VjUnHOWngJbNoAgRoMgUi2x7FQGgKdVdmW9SZiZnLXsGgTrCX2MKzHMLkuUXseQdstqrrUJHY7wzLzFwXZcUxWe+XMzS71mLyyeR8Jjb/pkvdS6HveSRS6CRSIavKlJPFIjckgTZkEndD1198H0fsOhAFpLJAQ5GgiNQF99hjKJKQ2sonJK60gkCyZoddl8m5NdisYTmjQhFpwyCOF+9rURwjo0hpJzPZbIjYJpMmn2yCoctSWsQk5HW6PoMwRhzRz0R9x2G6NPPVsnzKQwwovDynyQDiNPIhjBbdey03gKFIdCxYvOcBi1JQAXTflEUhlRLT+aXzYLNNDoE57CYs3mvJsTSRkmc1CQZ7j4pCIr+mx2pb5LzqslgJATjJafhEeIHG4XA4HM4KxGwBqCsifJaXpLAMrI1DWZqXsYOTbPYFAbhqXRkyW2AXdPr5vE5FzqVritBkEesHM4jiGNUuOc3Jkojzx/MwVAkDWQ1vvnQc40UdWWavnSyiOraPwZyG8ZKBdQMGyn2W96JICwLbC0mWGMWodNyT5h5snwJsvSBCTpPTXe2BrIq8Rrb2s20bjh9hvGhgw2AGm4ezePuVk3jFxsHUhESRAE2mXWyA5nHAZkIOVnpoWyQDdYMIr9g4gLVlAzFocbdxKIusJmPzSA43XziCidKilKvr0JxO4oDXdROLfsp2ktlcliJTkaVIIs4bzeFVW4Zw3eZBbB4mF72Nw1nMtmxIggBdkbB+MIvxok5GCU0LgiCgZflptzPD5lfm2hT2bfuUp6aIJDksZxTIIs3HeEGIibIBTRWxpmwgiIA6c888cf3lMzOUhulhtmVj41AWISsGNFnCaFHHpuEsgoi6H2vK9NpqbM6KCksBa8sZlDIyJksGwhiYaljp3xrIqRhiLo6iIGCybMBQZThBmOaPRTGbGfNDDOc1dFwqXhNpXcgkfF2XjAzalo+2HaQxB8ncWsJEUUdeV3DFuhJEkYKGKd9usagDFjcIAKR5c4M5DVtH88jqMspZFVtHctgykkPRUDFe1FEwZJQzZNQCAC2TjDIkkebFEJNZhuWHKGUUWH5Iv6fLkNicVIt1ojVFwnljBYwVdZKoFQyMFQ2sGcig2iV5p+WFeORoA4eq5BQ5WtDhBzG2juaxjrk4Fg0FG4ezCCMqbq/ZUEo7k2+5bCIthDYMZhCBZiSTzD43iFDUFQzlNYQRM6TpUIxAMrPXcwMYqsiKlBjjRR1jRQ0jLCZDFOn9tnU0j7KhoOeGcPwIYwUjNbxZM2BAkSQcrJBxhhfEyKhy2jUdzWvQZBGaLMFyAzTYBhJAxieSQJ0/cjvMY+1ABpNlI32Pi4KAkqGweUMJQ3mNXg9Qh7TW85DT5TSOIavS/Jvl0wxmqa+bb7oBbjpvGHldhsY2gnTWRTxcNZe8h6I4hu0FyDNnTz+ifDldFjFS0CGArnGfmXXUeh4cP0o3TZIu7qZhcnK9bvMgNgxll2yyiQK5XcagwraYUdLNpRvPG0JGlVDMkFz7kski3nDBKMZLBjKaDEOj6/W124bTWJN791fS+8GGwSzckOY0pVPXZ3wGjcPhcDiclRCYA6Ljh9AUMuIIwxgti+zGe26IsT7L6IQwjPHUdCtd1PXcAEdqJiLm9vfk8Ra8MMYMKxBG8jratocojvHUVJu520X49vY5XDJZQNfxIYkiGWywBfRs04Yf0AxOf6fF8gKMMnvrjhPAUMTUkj15TgDNGpUzSupcuJXZgjdMD103RAHA5uEseg4dexDFMGQJh2s97J7r4rrNFA5Oa7aYrLT9EANZFaJAeVMjeQ1HaiZ0RYIkCvjJwVrahbT8EPsXurC9EHvmOphq2LSojWMMZBVajPkhMqoMSaCddtMNSVqYi6mzKQlp0RrFMfYv9DDdsJHRJNR6HsaKOo5UTawfzLA8pghHaiYsL8C1GwexeSiLpulhMKumBYTlBdg118YtV6zFQsdB2VCQVWU4QcQkUR5UiTo7hipjumkhr5PduSIJmChqCCKkwcEJ40UdthegafoYyKo4UjOxZTiHOKZZtFrXRRxR18wNQkw1LPjMICaOyVQliGIcrZEs9HiD/u7G4Sz2zNGcV73nscgBks7Otx0M5zQoLM8qp8moQEBWJee+atfF1pEcXD/EmrKBPfNdjOQ1stXPqCQdAzkRNlkBX86oS3b/5zouBsM4vb7LGQVl5krajywKqZV5RqOO6rGGhZblQRCAhTaZmnSdALUeGcRcYAep4camYXJXHMioaJoe2j0P5ZEc1pR0HG/YqHVdFA0Vcx0HBU2BAAFDbN6p5/rwWCRB2VDIlMIkGWXPDXDpmiIAMgN5zXnDOLDQRdFQmIxUxJFqD01mPlPpkhxXl0UUMzIePdok8xbbxxcfPIpbrlgDADhY6QEAcqrMuqJ0/ptMHpfXZZQyCrZKOWwayuKBQzWIoAgP0w0gSyTNnGs70PrcKFVJRM8N8eTxJtqOT5JPScDROhUzXSdAzXQxVtCxbSyP2ZYNXaGZKk0WIUDAQpecC90gQt5QMB5GGMprmG7aEEWBQsKDEFMNG9WuS7EXjopyVsVC10WMmAxFWFhzw0zcJAWsKWew0HFScxFDkWB5IYqGgowioWa6qHVdDDH5oSyK+NH+GhqmB1kU4foR/DBGwZCR1/M4UjPT7qDO5NNdJyCTGFFELNGM5XzbQRwDGU2CIlJHa8NgBpWuC8eX0XPDtBCj+1mE+bZLLo99989kfhegDmnb9uF4IURRwI/311DOKGiaHppZBU8cb6Hr0ns1p8no2B6alo99CwuwPZqt/ZlLxvGvO+chSyIWOnbqcHrqFDTeQeNwOBwOZ0WSXW+f5WxFcYwgJmdFUSSL6ERGtPT3hCWBq+WMgrGCBlkiWV05o8BkHSFVEhFE5BDnhYtSqGSRkGFSPElcLK68MIIg0E6wKotLOho9FqTs+iFG8jpEQUDT8tPd70Q6VDddeCxsVpXEVI6TuJiFMUkzE4me7dHCLylkOtbSjlzAHrjBsrK6boDZto1az0W168LygnR2KZFzlTMKIACeH8FQSOLWc0O0LA9+QEVL03Kp08RWNI4fpU6TZKYisjkv+gFJpAKQsrIkqIpIEr+IFqSKJKTSuYZFFvkek+klNuCqKKHSdWB5ZEog9y3gijo5cZpuCDcI4QeLUsSISeSAxSDr5N/CKEbPDRHGcVos+1GUyk+7bgCThXALAtmJ+31FnhuQu52uSNAUMXUDTeZ7JssG7fgbMltgR8gqVKgKoMVm0h0wvSCdLSoZajofKAl0vWmsY+eFEZqWlx4XXV/BktkyXRahs1mvvEEGKpYXpIY4CYkUTZXIqMFjnQ9NFtPjymkK1g9mUdRJ4huDsunGizoGsyq8kGZ54ph6c6YbpKHLiiwiiqlDlddldG0fQUTXWCI5DqOISY2lNLMKLOQbIGfUGgsxnmnayKgSDFXCZNlAVqWQZkmg95ATRJDZ4xY0GaNFHVmVOt0FfbHrkhSzXhilUmGDFW1eQN1ZywugMWlfteNC6DO0oddgcW7LYcc6yjo0TkAh9knwuBOECEO6Nhyf7iO2H6XXdvKaqLKIMIrg+ux+xl4ng/2cG8R0faczn4DlBBBBXSZyjo1YjqKMOKZrrGVT9z65vgAqNoKA8tiAxQgQgCSvBdZBFdm1mcxsiQLdR9eUMyhlFLhBiAgxJDYDLAjMCl8U0veZG9C9URAEcnENonRuFaACODEt0hWy/u/fTMixUOucJqcNYLnPiVMUyD20qCtIfiCKYjqPwaJsNqNSl2+6aWMop1Ex60dATO+BEzdwToQXaBwOh8PhrIAoCH0Lf5HNykgIQpLoKbK0bJ6NAGDNQCZd1JpeiJyukI13TsWGwSxUSUpnampdl826CemaNscWXLpKC3JJFNNZp54TYDBHAcFjBW2JpXmSEeSFMUYLWiqPS4+T/YEwjmEy4xNVFtP5IUkUUNBkCAJ107wgTh+3a/sYZa6SiXW9CJJcpXM8iBFEEVqmh7YdpAsk24/Sneokd22MLWozmoyxopHmdbXsgBaaUYwwor/h+HR8SZGnMtvu4bwGTaHde4nNhEVM8pjVJAzlVLQsnxUAMvyQFuTH6haqPReiIMByAwywzpAmSyhnyQmy6wToeVSINUwPGVWCIJJl9kBWRdPymXV9UoQBHTZ7JfQthBWJZl0sj8weGizwN5lTS+WVmgTbDxEzOWLROMGAhs0E6TLNKXohZb8FUcycCBVsHMzCYOdjgL1GVeZQRzlaEYJo8TrQFIpisLwQITNZyGoybJ86DkEUk+2+lGRJRUskYZtGstBkEaWsCscLWU5XhLGinoZ0A0idNgdzGgSBOrhkOCIjq8kIIiq4L54o0NybIqGg08/kdQWGSnK8uulCEpE+x5mWgygG1pYNCCAZa8FQsG4oy6IqYsQxmCW/BMujucyioaBg0LVX7YuLSMxqCkw+2LZ9rCllcP5YAeNFnc1i0vvN9Ok1ikAmOZdMFlDtuug4flqEJI6fjh+h2qOw89G8BpHN2x1rkJTWCyNkVQmiSLNNqkTS3STEPDn/QRhBk6lDXdQV9BwyFCln6VqRRSHtNE01FrMYB7NaOj+1fjCDsaKOSydL8IIQbTtIJY6jeSP9nWQ2EKANDy+KoLHcx5ymYCCjYttoHookpAVpsmmQHAtAc3FJkaTL4pICLTmeTPKcQa9ttevSOdFoQ8TyaDOk6wTpPKauSNR1ZnNwAHWuZUlElxWKyYxm/7lJrk2d5frZfpiGYydmKaYbpA66eZ2cTUfZvSajUoHvBmQalWzgJBtPJHmlQn37dAsQ6HuaLCKIqYBMYjhWghdoHA6Hw+GsQLJLLYCKipBJHA1FQtsOEEURhnPLSByjGLtnO+nObBjFOFjp4VjNwnzbwZNTLaiSwMKRQxgqLTTSLB5pseCp9lyYboC27aGcXcxcq3QdPHioRjbjfSGzgzkVEyUd5YyCnTNtBGGM4byKtQOZ9LkAQEmneSVdkdBzyZEQABwvRMelHLCLJ4vIsB1ly6OstIblYSivpcHRMWi3vcB+ToCAC8cLGMypyGkyrts0iNdtG4HjhZht0axPVpPhBRH2zXUpqqDr4kjNxEyTFpSJRXsxo9DMSlZJJV7JYitxyKt2XagS2ZSHcYyuS4syChP3MNt0YKi08EskdqIg4Kr1ZYwXaOatnFXRtMmh0Q1CzLZsrCkbGMnreNXmQZw/VkDRUGB5YZqJlLxWLctPCylFEjBRomsmiR2wmItjVpMxVtCxeTiXugYmu/7DeZqbcjwKg5Yk6iolOXACc3WMYmC2ZZPEz/YxnNexdSQPjc1FVroedsx2YPtUdM80bRiqmM6xFQ06n+WMknZ4FzoOeq6/OOdl+5TTxxamIwUN5YyChulhKKdiNE/zUElH4anjbTRND/NtB34Y0UxSVsVM007DnQGKnQAoP84LqANaM71UztiyfByrW/jeznlUui4LXxfQtDwcrZuo9lyUsyrWD9DsnuNTLuAFY3mM5jUcrPagyiIWug4FlPc8rCkb6SZIIhVdy879sbrFLPoDbBrOstdBwzUbBnD52hLNRMkC8rqCHbMtPH6cXBzrpo96z0Nek5DXZLRtHz03xEzTwfd2LaCUoezAJKRZlgWIIoXHD2VVdJwAR+smNFnEUE7FJRNFbBzKsvmqEINZFRYLqhcE+vtBGKWzgRlVghvEeOJYEx3XxwCbh5pqsK5mLKQZZxeMFyBLtOGy0HHT+9GxuoVjdQu75zsYyKpYWzbS9/+xBkklZZGUAKlbKyiE2mZd90QiOtWw0WBB3bosYsNgFheMF6AxSa4AwPQp/1BXRLTsYElBLIkCtk93MNOy4YYhsiptooRRjIwqodZz0bR9+GGEYkbBaF6H6QXIqLSJoLAOekLeoODyN1w0BlUWkdEk1u2iDl/T8nCkZmL3XAcFTcZsy0nvwQAwze5Roiig0nUwVtQRxTGalo+Frgvbi1DveThap3uVH8YYK2hpYQ0A1Z6HSoekoW+6dAI2m0MUBAGDWeqqmcts7PXDCzQOh8PhcFYgWWDqzLo5BnUC8roMWSLpy1zfIjRBEgWMF/W0izJRNLBtLIdihroB6wcyaDs+SgYtuEL24S1LtDNe0BVsHc1RB0GVoasydEVeEtw8XjRw3aYhlPp219k/omX56DDXu47jY6bppLvpiZpHVQS0bTIJ0WUJLZvspfO6jDIL/t0336XsrbyGoZwKRRaxbTQP2w/Tn49BTnO9Pqv5Ws9N7e6nWzb2LnSQ0SWcN5pLZ9REARgr6lBEAeeN5bB5OIstIzlkVQnzbVo0abKEiMkJkw5gkO6YUyD2WFGH7ZMsKqfJuGAsj7wuY9NQFpuGsihkZMx3HERxjDCMMFnSsW7AgOkFqHQpz83yAoQhhdIKEDBa0FHterD9AE9NtXCkZqaxB2EMCCLNlAG0qG9aHjKKhDCKcZyd5yxb8JVZkPmBSg+VroupppXOeAVRDEUU4PgBFEnEmgEDPtsEGMyq6aIxjuPULn04ryFvUDfW9cNUxiUKJLlVWOVkeSHKWRUFTWFSuggB6x6abogeKyDdIILpLL6eNusuuQGFYTdMD7ZPhjNNkxapqiSm11FOo47VUE5DOavCckO0bP8k18CjtUXDh2rXTR+zoCvI6TLrBusYzmtYP5BBjhWsfhhDlSQK/2XB2wAtoDtOgNmWg4WuCz+IqBNqqPDDCF3Xx9G6iYWOA0mggG5NIZfQckbBREnHSF7DYFZJNw6qXRfH6xZ2zLQx07QxUtARx+RQOsy6kUNZBYpMoewkDaRoBUkCtozkIAo00zRRpE6U5y/Kldu2j6wqUUi9TYH0U03q5CaujDMtG4JAZiQxaAMnic4w+/IAt4xkIbNC0PHD1KQjq0nI6RTwXO26ZC3PnCITEilsFMdo2QFmWjba7HGTY9VkyjsjyamMwayaGq7EMVA0ZHTcEB3XRzmjQJEFOAF1dGebNnTmMgrQdel4YVpklvo6w7JEZklryhkUdAVhRI6bAHC8bsEPYygimRe1LApzVyURhkqztWFE3d01LDKj55CRzKNHGuiy89VfDLl+hKGchjVlA7IkYrSos9w41tFKutrsPCx0nPSmmXwOlLMqtozkkNcV2kwyWBQHe155XUaehZ8/NdWCzGTsPSdAw/QxlFO5zT6Hw+FwOM8Wn8n7BIHmgkQsynY0WWLW0yf/Xgyas0jlirqEoZwOSRShKSQhA5BKY4IwgsjkN5osQuiTOcmSAAm0wJT6PtRFgR63aChLApgpFFdIc30EZrF+IpIgMIdEyuRJxjQoe4wkjslOvCZT+K0uSxgt6ChoMhRxcQkhs+6OCLD5L3rsIKJcMssNIYsiBnMqFElAyAKhM6rMLKplDOe11EzE9mlWSxYFxIiZ1HFREiSLAptRQjpTJgoCSmxeSRCAgkFzQJokkUySuWRmNRmKLMJhNtqJxTdAM4c5jfLXaP4mZjI5kvol5z/JFANIIqhINJcSx0jnxpIOm9xn12Z7FBTtBVHqKBeBHjd57YOQvpYlAYYqpoVZ+vqolGEmM6fGpBBSJJrhMxQJEvudrCpDlhbNOfoz5JKjSq6XfsVVYg8fMImpH1IBmFjlJwvo5O+S5E2GJArwIzpX/c8bWLQ3P/EaFPrMHmWJzoMui2R0IgkkD5WZvXtMnWxBoN9VJTKpAHuIGEDOkNONkZDlcAmCAFkUSUIokBsnWaQLqTtlQs8lGWpWk5FXZcQsCzGZzTRUCXoiafNDaCp7j7LZJD+M4PghlL5jpteZNhc09jrT60Ehyq4fpq9HBOqsSsmbCSSPy2g01wSQFDqrySS3jiLEMVBgXSJJYDEWggDTXXSYlcTF7rkmS8jrChRRRMRmME8sCOj+IkNVRCjMSj6d1RIEaEpSfNF1l5xH2w9hBwEkNqcGdv6DKKb3Rrw0AywIyUVWkuj1FAXK0gMWYxtEgWbMwjhiLqd0L8ooNPsGJpkFO2UiKENQkUTE7D6UwmZNExmolNzX2fXab4CTSNyT39YVKc1j05gCQlck+EEMXZFYp5vm1WSR3hf1nguJuV4aKt3fVEmEKp66BOMFGofD4XA4KzBRXhzEF8E6aBEtNk03hOlFaSelnyiKcbhqpouzQ1UTDx2uo9JxUO262D3XSV3iLD+E0rfDerRuoWv7eHq6hZrpoWMHML0AprtosgGQnfX3di3gWMNKDUAApKHFA8zKOqtKWDugYx2TOCZrIz+KMZRToUs0l5PswFe7LqZb5Ax51foyHD/EVNPGXMtB1/HxowNV+FGMXN/cmxvEKOoyIpDxxXjJwFBeg6HKeOWmAbxq6xA6to8HDzWw0HHZ841xqNpDzw3x1PEWHjrcwNPTbVheiE1DWWRUGW4YQhTIVCKZTwPAjCKosDhWt9jCDphu2vjhviq6ToinplrYNddBtetigr1GMYD9Cz0cqpoYzGkYKxo0c2cokCQBbYtyr6YaNsaLBsoZBTdsHcIFEwWMFvR0geoHcSpxmm3ZyGoKWjYZVWxmcrkW6/QsdEjOtWEwiw1DWWwdyWOkoGGh40CWaI5OkSR0HR9Ha2RMEQOodDy0zIAZYlChEsXAVN1Creei0nWR0ySsG8ikkljbj9C2fYQxLRxnWiR/zaq0GFUkAVlVRsFQ0hnHpPhIgqozioSW7SOjSTQvVdBQ0BU0LR8jeQ2jBR0ihHRToGmzMOm6iUbPQymjYjinnrRxceW6UvrfAzmS5TVtH23Lp0Biy8d008bRuol9lR5aNnUVwxAwnQCyRDOEYwUjdb7MqDK2jOQwmqdZy4KhYKphQxQEZBX6t+GsmkYMNC0fphvgUNXE4ZpJ3beOg0kWHD6c13DRRBGXry2hlFFwrGlBU0S0WacOAKaaDrpugKKhoMSCyufb1MXcPduGItFxHGPXR1JQCwBG8irmOzbqPRdldp4uW1PEZJks+UUAkyUdbhihZlL2WkYlt82ks5ZRKTrj6ak2em6AiZIBXZVwmHUou26AWs9DGEXYMJSFJAppCH1Czw0w3bQRRBR1sHk4ixLr9CabEEEUo+cEOLjQQ830MNdyMMicFwUgdThVJRFN04ftBqnEcetIHiaz76f7Q4S8QQHpXTdAo7c0gH3XbAfHaxZqPSqqEsOhCycK9H5jpicjeR2jBeqYt20f+xa6EEXADyLsme9CEOi9bKgS3n7lJHQmj06eG0CbK9NNGwcrPQRRhLm2TUHYJ1g9CcwUak05kxaULduHG0SYbTvYPtNBzw2we64DN6Dg+IZFs4Qde/G533zBKHrs+paZedRs20k3FlaCF2gcDofD4axAhS2uo4i6BoJA8jbbD2GotOCtn7DYAGiRs3Eou1gMMWnd1pEcJksGzh/Lw2UuZxkWqIpYQBgvhiEn8wwFg5zhspq8pAtRNBRcua6EiaKe/ixAQ/oHKz3UTY+OQRQw33ZT6V2ycF7oOKgyc4KMKqfPQ5NFGAoN3T9+rAmTSeFUWUDH8ZFRREw3LXT7gog1WUDbCSj8FQKeOt5EtUOzc/fsreDOHfNQJTGdc2rbtFghmZCEUkbBugEDa8okWTpat2B5AbONJyfBJMsokU2FzLxirKDDC6K0u2MoIssWo5mrwZwK01sMpwVo137XbBsLbQdhSOYnSTdPlSUMZhXMtW3Uuh5+tL+Gw9Ueql3aCc9rEmLE8NgCK6vKqfzRD6J0IZ8UPMnOvhuEmG/bOF430/mk5DEaloeOE0AUafEcRRGCKEztxeOYnPhEARhlOV66ImG6aTM7fur0lQwFm0dykASkRhhdJ4Afxqllv+kFLEqBzslESUdOkzHXpuPOMTmb5YbouQHm2w6aFsnYKl0XCx0H000rlcxtHsrSec6qLIg7QLXnYbSgo9iXd/XE8VZ6XjIqhXyXDSX9Ostys246bwSDWQUlFihdyMhYO5DBcE5Dx/ax0HHS8HjTDbBjuo2Frot1Axk0TQ8lQ8FYQYcqi5hq2FBZiLnCZqKSWa2xgo6Jkg5NkVKL+mrXxZ65Dp6aatE5sgNUOi62jeaweYSeZ54Vrm3bx1zLhi6TlG+ybOA15w2nM3XJTFcUxQhZYHLT8jGU1TCU12F5Iao9ityYbdkQQZsrTdOHLks0PxeTK2IYk9FIm0lHFVHApWuKVLz1XFhugDG2CRHF5Djr+CGO1k3EcQzTCyk8nr0Wg1kVQzkVawczqJsuphoWKiwLbpxJM20/Sg2SkjdPreemmyFJDtpgVkVWkyCJIpwgwvGGiQMLPbh9LoWaLKDnBLBYbEZiXpO8j7eO5DCUJ+lz2/HTcPqeG2I4p8FQJYRs7m2h40CX5TRrL4wWnWfjOEbH8REhxp075+H4EVqmj7a1eI8eyKqYKBnYPJyl7L8sZcIlweXJPUoAUNAUTDctiKAOcdFYzGrbOJRFyLIxm5bP5MP0fi4ZCobzGibLBu7ZW0FOlSGKtLHUtHyMF/V0hncleIHG4XA4HM4ZkFioR1HShaIB+hMDiQFmStBnM13QFeiyhKZNC+PE2TBZwuQ0GRBiRNHiDIjthxAF+ntRxIxK2ILJUMT0b9s+OYklBBGTZElC6iDXL0lL/ktkOWKiyBZ1rJqMwWR6zL46kWplWXaVF5BUyQ3Dvr+5+NhkcQ1kderakEEDFRuJ26Ek0u40yfOENBC8321NFKjrIIDmvpJFWzJPEjIr/brpwQ2j1IY/ZDNqADnohVGMrCqRDXgYpU6cGY0Kshg0zxSEJLsk2316MFFcNGzJazLCmCRqPZbHltNkKJKYzqsIIhWydL0k54bJCpkJjBfFJ8mb+s1kkmPSFWlJuHOCy+SfSaWtKRJENqPjRzRnFsbJ36efSVwHk66XiEWzlQhIn3v/hoLIZJSJ5KtfJiv0SdQSaaHHpGr0+tJx9s89JYt9Kqwj2H6AkB1vFMUwmNQ1yfyLYvodgf1Oco0uxkDECOI4NWjpOQEkJom0g5Aeh30tCXSNxxFtshgKFdkh+9uJ5BhYdAl1/Ag5XUYho1DcQkDXkhcsxmroCkkMZYnkrbMtJzXHSZ558rMZRYQqkeur64eIEUNlQciaIkFjGzWppDa5BkHv6RhI3Sj9iDICIzbDKAhCeg3FMUVeeCHNZEYxUrlxQhJP0LVpU0WTxfT95fZ1dqJ40Wk0jgFZENLnFbDIg55HckY/SlwaJZx01caLkt8oXnQtTa4fyw8AYTGPLIpjjOTJ7TOMySykoCupxX1y50zuN2EUp3JKMImj7dH9UxCF9L6TPHbiRBpGMTRJgCJLsD06/vQeJJHpkB/GadB7cg1EEW1EqBJJ1ntuAE2R0vdXEMfp61fMKBAFOn+ashgpkR7vCvACjcPhcDicFQhCsriWREBkcxG0oJHgBRGcIEpNIPqJohiVrpMuaruOj/2VHtommXccqZkoMLcxi+2II+6bI1KpEIpipM6CEft3gGROjh/iyeMtNC0vnTECgOGciqGchryuYIq5Iq4tZzDBZFxJQTmc11DUZciiSCYDbMffZdbqiizi/PFCOmumiCImS0a60M4oi4vaMIpTGVUpQ4YGY0UdF43nMVE0cN5oHiN5HR2HOk3JwnG6aaPnBOh5JMtqWh50RcRk2YCuSBgpaBjMaRAFpDMvyTlSJFp4dZnZisRmSDxWlCXdoqbloZShxZ4kUWcwiCJsHMpi62g2nUvzWBRBHFFe2WTJQCmjYiCrQpXE1Ma83vPYfBR16ARhsXCWBCG9Hros5y7Jg0qkpwVNRok9Fp1bWlwWdJk9L5HNviyd1dFlKlrato+uTTEKEyUjdRFtmj5MN8SRugmFzciRwyQZRlCQsIiMKjPZFx3DfMuBG0QYLWh0vfkROk7AOqkSRvIqBZr35W+tLRlpMTfVtFLDi67jQ1cklDNkKGH2dXyToq5t+7A8MoDpuCE6jg8nCOH4ERY6Dh4/3kSl66LrBAhj6ghPNSxUuy6ymoyBDMknozhGUVcwWTYwmtfQsDxkVRmVnouW6UNXZYzkNPQcctCjTouANWUDth9iru1SYHOfE+tIXsP6wSwuX1vCREmneSdBwJG6hammTddVGMOPYjLwYcHxbdvHVMPC4VovLVwSGZ/ANhuoOyugbrroOj4GshSPsaZEDoo2K2iTLrIfxhAEAboqpdl0AM2dAqAuVRBhrGDAUETUWZSCItPGRjlDxi2yKKCcUZZ0352AZHht20c5q2Iwq6XXQ8Ok4zaY82dyDSbGJYnDYs8LIIsCPD9C0/Yhsmt0lEURaH0ziG4Y0wydIiEMqauVoEkiZlsOqh0HbhCiqFNxW2SOlQ0mr2xZHtndZ8gcp6CTE6wsCun7PZE4Rogxzu47BV1GVl28VzVNDy3Lw1TThsUca5OuvAikgeweu3+EUQzbo3uD5YcIwhgd2ydzqL65zGSeFaDNgpbtY6Zp48p1ZTQsHyHbZJNEpMYmp4IXaBwOh8PhnIKO7cNQFjsQEtv1Xls2kFUkzK/g4njeaD5dxGY0GRuHslg7mMVoQcdla4oQAIyXDLLsd/x0NzhxIRwpaLhhyxDGShpyukxSGrZ46tg+JkoGto3msbZsLAnFlkUBB6s9NEwPBV2G6YU4WrMWw4XZUH3PDVEzKcA6pymosgVlXpNhyDTovnOmDdMLsWEwQ39rIIO3XDaBqzeU065ckoOWuMB17ACCKOBYzcJT023MdxxMN210bB+v2jSIyZKBIKRO0dbRPHK6jCvXlfHabcO4ZLIIRRZR73noOj40mbKvohhos4VTQZfJnp51WAo6hSNLgoD1gwZesaGM6zYPYsMQzdyNl3TsW+gCIHOFtWUDa8oZLHQc7JvvIYxiNE0vDY4tGio2DWcxw+zs5zsuWpaPnhvAUKS0UCsZCroOyZUyioThvAY/XJxN618UAsBU08bRuoVjDQszzMY/jGkRLgHI6wq2jOQoMFoUMJTTMF7Q03w3P6LOzYahLAayKiZZoXGw0kUU0UxWQZfT2UMviFgRoMD1F+WNlhegYwdoWj6Gcxq6rg83CHGsbqGcUeAFIYZyKjnguQEW2PNPukwLHYdmMdmewChzb9w2moMgkDlDrectMbRJjqf/PWV5IYayCi4YLyCvyRgv6bh0sogtwzkM5+j55TUJBpPERTEtrms9F6IAdm0H2DnTwQKTqtV6LgazKgayCgQhxpG6iemWjYhJXseLBgZzGjKqhPEiuXlOljI4VO0BACpdF48dbeCpqRa6ToCSoaJpehgraFg3QOc7r9Fr3XECVLseLhjLI6dJyOsyfvFVG9GyfERxnM4iWm6YGmQ0LB8FQ8FgTsd820atR7EIR2smkzpTgaCz0PY4jjGc0zBR0lOXQtMNockCrtpQRk5X0LQ9WF6YbsDkNBmTRQMZVca++Q7CmApIiV1HADmLysyUo9HzcLRhYZrdH5JOnCqLGM1ruHJdGZuGslg3kEHdTKSCArIaBZEnsQ05XYYTRDhSMzHXdpDXlXQ+lwqzGJYfQldEDOUXN7X8KMLVG8o0JybQvVKVBDRNH9un23TthFG6OVHpOMhqFGzthxFz+aTIgkTiaLnkPrp3oYu2HaDjeOm9MYyBNeUMLhjP44q1JawpG2lXvi8eEACYpFlO3VRfuXEAhkpmR8M5DRdNFPDa80YwWTLSsO2cJuN124bTucY7ts+yHLwARUOF40f02p7cZ1wCL9A4HA6HwzkFiiSSFCuK0vwmP4gw13EQRFEamtpPYpedfAS3LB+VjguPyZKmWzb8KEp3q7OazD7EQ1RNF55PluG7Zjtp2LMfRumiV1dIKtWyfBaMu7g7rrJuiSZL6DgByQ21RflNsgLRFZHCtiUBXkCLPoBMBmxmy550g1qWj7m2jWN1C48ebWDvXDedYYpAJiHJhrAgUAexYCiYLOnI63IqJzxU66Hj0GLRCyJUug4ExKh0XGyfbqPecxExuZIuS6l7YnK8AEk/oziGx85HEMWpbLTa9XCw2sORmokqmx9sWtRhi2JyzGuyCIKBrIqMJiFmEqqktdi2PVS7Lgq6gowqQ2MzN6JA7pKOT8fkBVRItW0ffhSxMGyynQdwkkkGdTVUFAyyGa+xOTRJoI6G44eodBzETB7VdXzUTY+cFJmjpcDmgJwgZFlSJAVLML0APTeAzxwY66ZLcQWJ4x67VhN3xCbrOgFUUFoedWo7NhWjqkyhvNTRjRbfD33PrcmME5IFfpa91m5fQUbPc3HpmzhTmm6IubaNMKJChmahyIK/aXpoO/R8koiFjCpBVyVEEVgOYZzOuTleAEUU2YI8AGKkLnsALfLn205aHLYsD12HukiFPgOa9YNZlAwFHYcs3SVJQK3no8Y2MCwvTOM3NFnAoZqJIIzhBBF2TLdTSXCyYaHKdP1EMTkeen4Eu2+essTm8BbPrwDHj2iBLgjouWRQ0mBdJwoCjzHfdmC6JC+UJSHtkPlBhJrpIooijBZ0csoESTaTbk/T8uAGUWpQlNekNJMvwQsjHG9YmGlRdmPL8hZnXYUYjhexwj+E1ReDUc6olOkXhOk17jBHVF0hd8l++bcm0wygF4SIIirCHZbjN1ZYasCUyDG9IErD5yWBDI8Sx0dJYIY6UYwMkx0mstjkXlLpuKj1PByrm+jaAZS+bl+/W2wYxxRRwC74R480WNxDCCcIMdd2cLDSTd0yo4juMTtmO+ix1+OixOiEdVrTDZdl5Mv9yKf81+eBx+74/Av9Jzmcs8bVb/rl1T4EDofzAiIItCCw/QhZnSRnMls0RSDpzmjhZIljzD6Mk0V6KaPgSC1C1XRR7boQRQF+EJO9tiBAlyU4UgRNllDpuOi4AfyAJi0s9t+KJCJvyHD8CIokYL7jIM92rdW+IrFleVg/mEXb9qFIInIqmT6cWDAkCybXpwVU4pKYFIEiC1XNMiMCjbnkzbZt9NwAOVVOO3oAmENbiLxOC/1c386zKpLN+VzbIcvtkOZ2OraPjkNmBl2HXPtMl8KaLT9Exw7Sgid5jpYXwmXPWRBIklnQybDA8kIgpgBd0wuRNxQ4Xoi1ZcoX0xQqNCw/hCgIGCsYmG7YVOiFcbpQa9k+2eczo5FiRk2dMv2ACsOWHWAgq2C2aSMYipkVPXW+TC9MpaBJXbxtLA+LycIMVUKFmY74zJLe9kLUex6yGgXwJnbt/a9XUjz5TI5pKCKyrKM4kFFJRiVQp0BXRFaw+Ihj6jIYiZV/RK+XEyzGHQzlVSaZI7knLXJJ5iaJQrpwzetyWmAkx+V4IUw3pPmgOEZWlanD0ockCQhZbMVYUcdc28F84KbzVYbtp6+n5VIAscgs40M2V6nKIhWUrMAzVBnrBzNwfcrfKmYUhBF1Jb0gwtqBDNaUDcy17TQCoccW8l5I4cNxDJw3mgdAst/hvIYNQ1kM58mcIi9SwZl0NkPWgTYUEeWMCi/o0nyWKOCJqSauXF9GwVDQZMYUiWRVlQTkddoQsLwApYwKVZawbtBAjsn6RAHsXDNDohiwPLoOmhY5HBZ1GY7vYbZlI45jFAwZthelRjU9tllRN31sGqIuXnI9nNgdEgW6Fsl5U2NGNfRTFHYuYa7lpu/FpBgWICBi94rk9XOZ3LCUUeAGITq2Dz+KoUisOJVFcsBlBXGGdWQtj4KrPfb+CUEzoZosQldosymjkoogp8sQBeqcW24AAcmMZJxKiXUWYzLA3DvJ2GTx/mgoIiw/YK6LPp3zvhOTRJ8k9xsBNKMpiPSco5jul44Xoee4mGrZaNk+bFb0j5cMVLsuTI+cRzcO5VDMUBEeg97rphekkuyVeMELtCOP3PNC/0kO56zBCzQO59zkU5/6FB588EF4noc/+IM/wCWXXJL+25NPPok//uM/huu6eP3rX48PfehDp/2dBFmiYiwxlnD9CBIzjRjMqkAco9pzsYEthBIkScCV68ppsSMAOH+swNwFJVyxtoQf7a/QogzATNtGvs9YIOlAdWwfI3mdOmwx4LFFSMvyMV40cNmaErqOD9ePsMB2q8mqWoIXRrh20yD2L3Qx36GF8MahbFqodR2f5Iig2ZJqz6VFo0SSpSCMcLDaS4f/ozjGQtvBFetKmGu76byFKJB0sMvcHhumhzgGWraHuimj2vPQlnwM5FSUMgradgDHDzGiK9g2lkfHCTCU0zCU01A0FBys9HC4ZiJCjMGsgq5Dj9thrpGpdC4GvIA6SGEUp0VIMUPdsowqYTCrQikI2DHTxkTRgCIKMMMIURTjqakWql06Ly3bx9bRPKYbFiSRrMKrXReVjoNKz8NQ3oPphrhwvIBSRoHjR8iqEmo9D1ldQYYVI34YY6HjIqeTeYgTkEOmIgno2D4qXRdBGKNh0ouQnFvbI2OS0aKGedZFi0Wyvk9kZRErAobLBpqmh3JGwVzbQY05cToBFaIDWRX7F7oIwhjrhgyYLDjaC0nimNjxm6zgGClo8MIQ822HFT0UazDVIKfGFpufMVQZXSYdS/OwAFw6WYDlR8jrMuqmh47to2l52DRURk6XsL9C8sHENGH9QBZNllE1ktfS7lJGkzFS0HHBeAH/8tQsvDBC0ZDpumBzjfWeB0EwIQpIs+r2z3fRtHxsG89jqm5htKBDYYHvd++p4Pwx6mBoighVElHpuDAUiblHShBFAccbJi6eLKLadfGj/VVUug5euXEgNbF5zbYihnIq5tsOgjBGMSPjoGmi5wUYyKgQBHI/vHRNEV03QMf2MZTTcKhqwmVmFJYfomn62DySx7axPI7VLTQtD8cbFqKIruusKqFt+xjKa1BEAb5L7xVdMdLrnuYDBVy5voy9813MtR1osoTNwznUei5kkYpqL4iwc5YkjrSRpMNkcuGtI1m07QDXbBjAXbvm2WNQQbJxIIu5lo2QGYToSbSHQKH3WWZKM5rXYPt0zc11qOM833FwpEabLW4Yp/ECWVWC61MBX8yoGO7r+kqiiGs3DmC6YcHyIkw3LeiKiErXxXhRx1BOS90SO3aAIIqwbawAywuRUSXUegEyikrP2aeNAk2R0LBIuqnJYtpdS+5tpYyK88fzCMImdEXCvvkuqMxbDKD3AppN9MMYBotKUNmmwWCWZhWP1HpLit7EuXI4r6EYkKz9ju2zlCXJCj+HOfR2lgvQ7INLHDkcDofzouahhx7Cjh078I//+I+47bbbcNttty35949+9KP45Cc/iW984xu45557cPz48dP+TkLJWOyOxTE5uPmsu9C0fQQRlliJJ4RRjCeON1O3srrp4ampFsljmHQxkR5JIoWY0vB91Od2RjvT810btheiY3sYTay0Acy3HeycaeN4w+6bDQFGCjpi0KLoSLUHL6CuVjnZ/U4kjrKEvCZBZ9lEidTND6N0UH68qENgS5Am2xGf67gUNh0nhRstTJIFnigIKBoqDIXm5jYPZXDheBGmEzBZHqDK1CE7UjVT6eGRmpl25CZLBnKaDFkSIYtCOuNDx83kSnHMssFi+FGUOgl27IC6ZEwCerRmsZDbeLELFsa4YDxP0sY4RimjYKHtMIMUsgrPqnTOtgxncf54AbIooMFkcQKbvQkjKtATB0lZRGohniy/kjmZIIpRMlRMlgyMsfkUmRmwlJnTW88J+wrQOJXAJgRRjPk2mRvUTQ9ZlXLQki7XdNPG7rkOum6IMIqxb74HURCgiGJqQAKwLgNbeJtuCNuLUM4q6QxUy/aR1xVkFLo+dIUWuXlNRlaVlsh6n5puo+f4mGpSZ1UWqYNR7Tlp5ABAHUSApL8BcyGs91w2D+eh3nNxrG7hvgNVVHsOLC9ghg4+phsWWpaHUpZMQaKIOqkCC53WFRFHaiZsP8JUw4IXRKj3XCiygCCiAsn1Q3hhSB0nP8SRmolKx0XTpGIKIHfHazaUsWEwwzolEfwowuPHWnjqeAtzbQfVnou5lgNJAOKINiSaFhWlUyzKAqA5O5rPpHDiMIwxkFMQhhEOVUkWmdcVjBcoo9ALI3TdEANZDY5HhTAEgUmVycadup8kcTxU6aFl+1AlAbIIzLZtmsuMIhYDImHzcJYkfqKAhbaTSvwOVEwcq5t49GgDhipjKKemWWFHG2YqYQ1j6o4CtMmUVWSYfog4Bqo9F03Lx/GmzV5Hds8o6Ng4nE3dJyGQ86rMgp3btpd2+wCSFD50pIFK10Xb9iCK1I0z3QCWG6Jlk7V+y/ZhqNS1TLqgFntckznAxkBaRG0ZyaV/o1/m2nF8HKr2cKjSgyiIaUxF4t6ZxI1kVBnVrsvC4yPUeh5mWw5MN0Tb9tCwSH5seWEqM07+Tsv0Ue95mGs7ePWWIfghvSZxRDOCC103naldCV6gcTgcDudFzcMPP4ybb74ZAHDeeeehUqnAtmkeZmpqCsViEePj4xBFETfddBPuv//+U/5OP4k7syrRjnRSPBmqxGZcYoSnyBtNNkknilRwmCxg1Y+iJTMIcUzdumQ2pz9IWIDArK4F9NzFP6bJYioT6nf7iyIyFoAgoONQx0QSxcWuB/u/nCZDEBaH1ZMCSxITe3uyg5ZEAapE82o5TUZel5kj4FKJjszOjSQKGCtqECBAY52K4bwKWRRTGVciJfQjCsPNaTIkJrfKahIkadGJTmAzG8nhm14ITRYhAqmDoiItlW+pLGMoWXR1nUQORc+znFWgKxLJDwUh/d1ECiWL5AaXzFLZfZJFh9msJwWjJonojzRyWRGYFOdp58MOIAqAGy7atCcFuijSQj6vU5SByOZmkoJKEIR0RjCJJdAVCTmNnECTjYMYi66RgkhFepLHFseAKknQZOoGJFdfz/FhMcvw5PoBO7eJlE+TyUZeFOlYRgqLHZAgitPXhuIiaHGZdD5T4uTn2exlzGzcEUMRxbTYThb6cUTXdcchh8ik25ucagH0d/K6AhE016TLJEul3DySsfackF2rdA1lVepuyizqIbE+T14riXVKZEmgMGpDpWwt9nqmr4IgpMYpkkAd0rrpIa9REHjMnnIYReQ6CTLm6bkUPk4GMVgS+A6QpDmRYwrsOipnVJSzCtn5s5OdFFuKJNH1zs5vsjGiyovh5snMZj/J7yeSweS6Te5ZiVFQnhkUJVLC5BoR2deOT9EVyT1IZO/XZGY0eTwBVACrkpha9wM0s5hYzwsCbRyl51ikDQQBZMoTx1S8xTGZxBiqBAHMJTN9r9B7cDCr0j2CvVYJybxuwGSkFAS/+DPJJk6Su0iRDCcjsS6uIonIajSnmbxHI8Rp0Lcii3B9uocEMXtNo+UecSkvuMSRw+FwOJyzSbVaxfnnn59+PTAwgFqthrVr16JSqWBgYCD9t8HBQVQqlVP+zpLH7rqYnFSwbjDDduypOCtnVGwa1NByXEw1bAzlNOoeSIsLvavWlzFa0NG0PFyxtoSRvIbploWJooHJsoFHDjdQzCjM8Q6QBRHXbBjAheMF7Jxp43Xnj+L7exawbjCDtuWj7QTYMpLF9qk2CrqM8aKOt1w2gc3DWfx4fxVTTZuFxsrkPKlKGCvoOJ5RUe06yGkyNgxm0XXJHfEVG8v47o55IAaF/Fo+xoo6rlpfhi6LqPU8zDRtnD+aw0zbwVBOxZpyBm+4aAzffnoGY0UDR+sW66hItGuvUFFx/lgBhyomgjDCfMeF7UfYMJTBtrE8/DDGrpk2BIHCduMYuGSyiMvWFBFEMSpdFw8erMELaYbIDWiOJIwiFA0FE0UDV60vYbZto9pxcdFEAWtKGQzndVyxroSfvngMf3XfEbzxolEM5zVMN2z8aH8FsiRgJK9h60iezWJJWDeYxXzHRZfZjRd0GdduHkTZUNF1qENa7zF7b0PF+sEMds10MFk28MaLxvDj/VWMFXWcN5pHpevhQKUL1wvTzDjLCzFW1GF6AbKahIMVH5uGczhaM7FxKIsIQEGTMZDVoCsyLllTRDQF6I5P4cx5DcocyWxtL8CGwQxikNPmQFbF8YYF26fZn83DOeye7ZLUsOdi01AON28bwXzXQdtWUOlSAPl4SadgZDYXJYoCRgsagiiZ65Jw4XgBO2ZasNwAXhDDUIHNwznsr3QhiwLWDWRxqGIijGkGcyin45LJIg5Ve5hvO4iMGEM5lZ6XTF2lZAEsiwIzjpGwaTiLrhNgtKBhIKMCgoChnIrppo1K18VoXseGIR9FQ4UiCVAlKe3GTJYNrBvMQBCom6rKIgQReNXmQeyY6UBXJbKtHzDQsWXkdAqwvmiygE1DWfzr7nkIgoDzx/IYyKlwWTBzredi/0IPv7B5EFetL2OqaeHajUN49Egdh2omrlhbxEhBx/d2LcBQJGwYysJQJYwWdFy6psiKaRGXrili/0IXGVWGIHipEcem4RxkScDDhxtpp2yyHNI1KQXQFQmDOZK2xnGMraN5vHrLEAqGgpmmjeNDWTRMD9vG8njiWBMDWRWWG+DaLUP40f4KhnIqRvIaxgsGWraHDJMXvmrLECodB10nwLoBA4CB0YKBvXMdeEGECycKaB6sI6vKKOgyioaCqzcM4JUbB3G4ZmH9YAbVDjloKrKISyaLePhIA0PM0XCkoGP7dAszLYojGM7r0GQReV3GVMOGH1IW4oahLDKsWz+c16BKIt59zVo0TA+jeRWPHm2hYCgoZ1UstF3kdRljBQ0XTxbx9FQLphdg3UAGJdZ1fvxYC5NlHddvGcQjh+u4/2AdshjjeMNKC+VEhj2c1xCGEa7ZMIg1AwYcP8RCx8HdeyvQZRF+EKabDxqbeUzua6YbYt2AAUMhyfJ5Y3nsmevibZdP4s6dc8iqTDHA3DvLGQXDeRUPHapj/WAG128ewt75LnRVxNpyBrZknPJzTYj7y9gVmJ6exs0334y7774ba9asOd2Pn5KvffzfPqff53BWk3f+96+c1cfj7wfOi5mz9X54rp8xf/AHf4Brr70Wb3zjGwEA73rXu/CJT3wCa9aswfbt2/HZz34Wn/vc5wAAX/nKV1Cr1dBoNFb8nbNxTBwOh8PhrMTpPmN4B43D4XA4L2qGh4dRr9fTrxuNBoaGhgAAIyMjS/6tVqthZGQEkiSt+DscDofD4awmfAaNw+FwOC9qbrzxRtx9990AgF27dmHt2rXQdTLTGBsbQxAEmJ2dRRiGuOeee3DjjTee8nc4HA6Hw1lNzqiDFrIJ6Pn5+ef8B5um+5wfg8NZLaanp8/q4/H3A+fFzNl6PySfLeGp3DZOwcUXX4zzzz8fb3/72yFJEv7wD/8Qt99+O/L5PF7/+tfjd3/3d/GhD30IgiDgLW95C8bHxzE+Pn7S7/RzNj/3OBwOh8Pp53Sfe2c0g/bYY4/hve9979k9Mg6Hw+Fw+vjyl7+Mq6++erUPAwD/3ONwOBzO889Kn3tnVKA5joOdO3dieHgYkiSd7sc5HA6HwzljwjBEtVrFxRdffM7IDPnnHofD4XCeL073uXdGBRqHw+FwOBwOh8PhcJ5/uEkIh8PhcDgcDofD4Zwj8ALtJcSnPvUp3HrrrbjllluwY8eO1T4cDmdV2b9/P37qp34Kf//3f7/ah8J5EcLvp2fGie+zer2OD3zgA3jXu96FX//1X4fneQCA73//+3j3u9+Nt73tbfj6178OgCQ+H//4x3Hrrbfi1ltvxdTU1Ko9j9XkE5/4BN797nfjlltuwZ133snP4bPAtm38xm/8Bn7+538et9xyC+6++25+Hp8DjuPg5ptvxu23387P42oRc14SPPjgg/EHPvCBOI7jeN++ffF73vOeVT4iDmf1ME0z/vmf//n4v/7X/xp/6UtfWu3D4bzI4PfTM2O599lv//Zvx9/5znfiOI7j2267Lf7a174Wd7vd+Oabb447nU5sWVb8xje+Me71evHXv/71+OMf/3gcx3H8wx/+MP7IRz6yas9ltXjkkUfiD37wg3Ecx3Gz2YxvuOEGfg6fBXfccUf8+c9/Po7jOJ6eno7f8IY38PP4HPjEJz4R33LLLfE3vvENfh5XCd5Be4nw8MMP4+abbwYAnHfeeahUKrBte5WPisNZHVRVxV/+5V9iZGRktQ+F8yKE30/PjOXeZ4888ghe97rXAQBuvvlm3H///dixYwcuueQS5PN5GIaBK6+8Eo899tiS83zDDTfgkUceWZXnsZpcccUV+PM//3MAQKFQgO/7eOihh/g5fIb87M/+LH7pl34JANmXj46O8mvxWXLo0CEcOnQIN910EwD+nl4teIH2EqFarWJgYCD9emBgALVabRWPiMNZPWRZPmfcADkvPvj99MxY7n1mmmb6veS8nXg+BwcHT/q+LMsIw/BZZ+G9WJFlGdlsFgDwta99Da95zWtg2zY/h8+Sd77znfjwhz+M3/u93+PX4rPkT/7kT/DRj340/Zqfx9XhjIKqOec+iqIs+TqOYwiCsEpHw+FwOC9e+P302dN/7pLzttL5PPH7AF625/kHP/gBvvrVr+ILX/gC7rvvvvT7/Bw+M772ta9h165d+M3f/M0l8Rj8PJ4Z//zP/4yrr74aa9asSb/H39OrAy/QXiIMDw+jXq+nXzcaDQwNDa3iEXE4HM6LE34/ffZks1nYtg3DMFCr1TAyMnLS+azVarj22muXfN/zPCiKAlF8+Ql77rvvPnz2s5/FX//1X6NQKPBz+CzYsWMHBgcHMTExgYsuughRFMEwDH4enyH33nsvpqen8f3vfx/z8/NQVRWapvHzuArws/YS4cYbb8Tdd98NANi1axfWrl3LJV4cDofzLOD302fPDTfckJ6773//+3jNa16DSy+9FPv27UO324Vpmnj66adx9dVXLznP9957L66//vrVPPRVodvt4rbbbsPnP/95lMtlAPwcPhuefPJJfPGLXwRAxYJpmnjta1/Lz+Mz5M///M/x9a9/HV/96lfxzne+Ex/60If4eVwleFD1S4j//b//Nx544AFIkoQ//MM/xLZt21b7kDicVWHnzp344z/+Y8zMzECWZYyOjuLTn/40SqXSah8a50UCv5+enuXeZ3/6p3+KD3/4w7AsCxs3bsRtt90GWZZx55134i/+4i8giiI++MEP4k1vehPCMMTv/u7v4sCBAzAMA3/2Z3+GsbGx1X5aLyj/9E//hE9/+tPYuHFj+r3bbrsNH/3oR/k5fAZ4noePfexjmJubg+d5+NVf/VVcdNFF+K3f+i1+Hp8ln/70pzE5OYlXv/rV/DyuArxA43A4HA6Hw+FwOJxzBC5x5HA4HA6Hw+FwOJxzBF6gcTgcDofD4XA4HM45Ai/QOBwOh8PhcDgcDuccgRdoHA6Hw+FwOBwOh3OOwAs0DofD4XA4HA6HwzlH4AUah8PhcDgcDofD4Zwj8AKNw+FwOBwOh8PhcM4ReIHG4XA4HA6Hw+FwOOcIvEDjcDgcDofD4XA4nHMEXqBxOBwOh8PhcDgczjkCL9A4HA6Hw+FwOBwO5xyBF2gcTh+33347AGDbtm3odDrP6nefLd/5znfwlre8Be94xzvwoQ99CL1e7zk9HofD4XA4ZwL/7ONwzi14gcbhMMIwxCc/+ckX/HcBoN1u44/+6I/wV3/1V/jGN76BzZs34y//8i+f9eNxOBwOh3Mm8M8+DufcgxdoHA7jd37nd1Cv1/G+970PAPBP//RPeP/734+f+qmfwp133gkA6HQ6+M3f/E38u3/37/Dud78bn/70p0/6Xcdx8M1vfhM/93M/h/e973249dZbsXfv3lP+7fvuuw+XXXYZRkZGAABvetObcNdddz2Pz5bD4XA4HP7Zx+Gci/ACjcNh/Kf/9J+QyWTwpS99CQAwPj6OL3zhC/gv/+W/pDt6/+f//B9cddVV+Lu/+zt85StfwQMPPIAHH3xwye/qug7TNPHJT34SX/rSl/COd7wDn/3sZ0/5txcWFjA0NJR+PTw8jPn5+efvyXI4HA6HA/7Zx+Gci8irfQAczrnK9ddfDwCYnJxEq9UCADz22GN44okn8L3vfQ8A0Ov1MDU1hbVr1y753Vwuh4997GMASMJRKpWe0d+O4xiCIDy3J8DhcDgczjOEf/ZxOKsPL9A4nBWQ5ZPfHoIg4Ld/+7dx7bXXLvn+9PR0+t8zMzP4gz/4A9xxxx2YnJzEHXfcgX/6p3865d8aHx/Ho48+mn69sLCAiYmJ5/gMOBwOh8N5ZvDPPg5n9eESRw6HIYoifN9HFEUr/szVV1+NO+64AwDt9P2P//E/MDs7u+R32+02DMPA+Pg4PM/DHXfcAc/zTvm3b7zxRuzcuTOVdtx+++34N//m35y9J8fhcDgczjLwzz4O59yDF2gcDmN4eBgbN27EO97xjhV/5j/+x/8I0zRx66234ud+7uegaRrGx8eX/O7g4CBe8YpX4B3veAd+5Vd+BR/84AcxOzuLv/mbv1nxcXO5HH7v934Pv/RLv4RbbrkF1WoV73//+5+Pp8nhcDgcTgr/7ONwzj2EOI7j1T4IDofD4XA4HA6Hw+HwGTQO5wXjH/7hH1LL4hP51Kc+hYGBgRf4iDgcDofDeX7hn30czjOHd9A4HA6Hw+FwOBwO5xyBz6BxOBwOh8PhcDgczjnCGUkcHcfBzp07MTw8DEmSnu9j4nA4HM7LiDAMUa1WcfHFF0PX9dU+HAD8c4/D4XA4zx+n+9w7owJt586deO9733vWD47D4XA4nIQvf/nLuPrqq1f7MADwzz0Oh8PhPP+s9Ll3RgXa8PBw+iBjY2Nn98g4HA6H87Jmfn4e733ve9PPmnMB/rnH4XA4nOeL033unVGBlsg7xsbGsGbNmrN3dBwOh8PhMM4lKSH/3ONwOBzO881Kn3vcJITD4XA4HA6Hw+FwzhF4DhrnJYMXRFBlEX/+g/24/0ANbduHIokYK+rYOprDtRsHcd3mQejKubNLz+FwOBwOh3Om3LOvgldvGYIi8R7LSxleoHFe1MRxDEEQ8PXHp3H3ngX8xc9fhWs2DOCC8QJKhgIvjDDXcrB7roM/vWsfvvzBV6Lj+Kh2XVw0UVztw+dwOBwOh8M5YwYyKniC8UsfXqBxXrQ8cLCG2763F5/5t1fiZy8Zx09fTIP8r9oydMrf++HeBdy7r4r//tYiHD/kHTUOh8PhcDgvCsoZFZIorPZhvOB4QQRFEiAIL4/nzgs0zouOruPjf96xB3ftnsdvvWEbJko65NO0+uM4xtG6he3TLRypmbC8EL/4t4/igUM1DOU0XDhewNqBDLaO5HDZ2hK2jeYhvgxvgBwOh8PhvFh4eqqFNWUDgzlttQ/lBePJqSYGcyqy2strCX/nzjlcPFnE5uHcah8Kuo6PvK48r3/j5fXqcl707Jvv4j986TFsHc3jrv/8GgznV74pt20f9x2o4od7K/jRvircIMJFEwVsHc1h60gO5YyKV20ZwjefnMaDh+qQJQGHqz388ff2QpFEvOGiUdx6zTpcPMmlkBwOh8PhnGsYqvSy6agkXDxZhCa//ObP3nr55GofQsoP91bwyo2DGCueHDB9tuAFGudFwx3bZ/Gxb+zAr9+8FR+8YWN6U46iGIeqPWwZyeFY3cInvr8fPTfAj/dXMZTT8J5XrsPWG/IYzKp41zVr8Z3tc1g3kMEla4o4VO3hva9ch7v3VPB739qJ118wins/fBMOVk3csX0W//YvH8IFYwX85hvOw7WbBlf5DHA4HA7nxYIbhJhu2ufEjv9LFVkUIL3MCjTHD1f7EFaFnTNtjBV1DJ0j3dIgip7Xx3/5leCcFy09J8D/e99V+KUbN0EQBHzmhwewb76LGMCtn38Iv/ON7XjzZ+7HA4fquH7zIL76/12L/3XLJfj1m7fius2D2DCUBUCtaSegG9zvfH079i908foLR3HRRAG1nouf/fT9OG80h99/80V4+HdvxhsuGsWvfvkJfOBvH8V001rFM8DhcDicFwumG2Kmaa/2YbykOd6w0HH81T6MF5SDlR7c4PktDs5FDlV7aJreah/GCwbvoHHOef7Xd/fgjReP4dZXrMN3d8zhr+47jA/esAmTJQNPT7XwR9/dA8cPockS/vGXr13WnfHytaX0v299xbr0v7/+K9cDoB2pt10+iVuunMTnf3wYH/ryE/jYv7kAk2UdH7xhE259xTr82V378NN/fh9+56e34eevXf+yk1VwOJwXliQ6hPPiJK/LuGxNabUP4yXN5uEcipnndxboXOO6TS/PuKBzSeL4QsALNM45z9aRHL704DFcvqaELSM5jOY1fHfHHP7fjw+j6wT4hevX4//cesVzuknrioR3XLUGAPDBGzbh7VdM4ne+sR1hHOOnLxrHe165Dr//5ovw5ssm8J/+8Sn8aH8Nf/rOS1HKqGfraXI4HE5KpevgwUN13HTeCHbNtnH9adxpOeceLcvHg4freMtlE6t9KC9Z2raPjPryKlYO10yUsyokvLw2iX+0v4rNw1msKWdW+1BeEHiBxjkncYMQ/+FLj+PnrlyDt10xia4bwA1C7Jvv4tM/PAAviPBrr9uKt14+8azCGmMWIhJEMQ4s9NB1fIRxDF2RcOW6MmRJxH9780UoZVTcvXcBf33fYfxwbwV//e+vwXd+/dX43W/uxFs+8xN8/t9dhfPHCmf76XM4nJc5rk8SpprpotpzV/lolieKYu52ewpUScRkyVjtw3hRE4QRjtYtbBlZfo6v1nNRNBS8nCbEFzoOs5x/eXXX4zg+p/Lfnu9j4QUa55yj5/j4lS8/gSM1E23bhyQKWD+YwVs+8xNYXoifu2oSH3j1RsiSiDt3zsPxQrhhhAzrgj1xvIl79lbgBREcP8R1mwfx0xeP43e+vh2PHm2gbfto2T6+9auvwmhBxy/+7aPI6zIkUcB4UccX3v8K/GD3Av77Hbth+yFGCxocL8L6oQyapoeG5eF/vvUifO3xabzzcw/iM++5Eq85b3i1TxuHwzkHiKIYC10H48WX/sL829tn8drzR1B4nu2mX6zoqojRwrlhaPBixQ9j7Jptr1igXTxZRFZ9eS1lX3/hKAwmcWxbPhRZQOZlcA5u2jay2oewLHEcwwsjaPLZ7eS+9F9RzouK43UTr//kj7FlJIc3XzqOtu3jPX/5MB471kAYxRjOafiXp+fwlssnUTIUfPXRKeiKBE0WMc7sTl0/Qs8NoMoiihkVRYNkiLe+Yi3edc0aFA0VRUPBQJbCHh/63ZtPOo53XbMW77pmLRqmh33zXWiyiL9/6Bhe/cf3oJxRcOsr1+K3Xr8N6wez+NUvP4H/+baL8bYrXl76aA6HczJzHQePHW2ctXmJc70/dS7taJ9rdJ0Ajx9rvmwkWc8HbnBqx8IjNRPrBjIwXiYyxziO8cO9FbzhwjGosoB791eQ12W87vzR1T60551vPTWDiyaKS4r1PXMdTBSNVZ1DPFjpYfdc56zPyPECjXNOsGOmhVrPw+/98054QQQvCPGdHXOodl382uu24pPvvhzDeQ3SCXKav//gK096rOs2D+K6zScLHq5YV37GxzWQVdPHunJ9GddsHMAffHsX/ub+o7h7TwWv2jyIv/n31+CX/u4x1E0PH3j1xmf8NzgczkuH+CxXLEVDOWczjxRJhMwljiuiySK2jeVX+zBe0phuAO8ccTQ8nRzzmRJGMXpOgGJGQaXj4OEjDbz5sgmEUQw/JAOhdQOZMw5MblkedEV60RqMbBrKoXRCIbZ/oQvLC3DV+oFVOirA9J6f2ANeoHFWlZ0zbXzq7gO4Z+8CcrqC15w3jJ+6YBRffWwKt16zDr/2ui0YyJ47Rhz/9hXr8JrzhvHhrz2N1184grXlLHbMtPFff/Z8/Old+9GyPPzm68/jDo8cDuesMJBVcfMF5+buuB9GCMIXpoUWxzFML0ROe/EsWxRJhHDO90DPPo4fotZ1caxh4VXP0dzmxE3ZE7lyffmc2cBY6LqnlGM+U443LGyfbuGtl0+i1vMQsc2fN186kc5+Nq0zt53fPk05YueNvjg3DS5Zs9She/9CNz0nL0XOjaua87LkE9/fj7d/9icoGjIe/t2fwntesQ4PHKzhSM3Ev/zaq/HxN194ThVnCRMlA1/+4Cvx/ldtQtv28ciROn77Gztw6WQJX3tsGp/8/v7VPkQOh3OWWK28oWSPZ6Hj4rs75lblGE6HIolQ5BemAJlu2rh7z8IL8rfOFj03wN75DgDKcDrb3dVzlbrp4UCle1ZMLBRJRMFYuUP0xLEmqt1z00TnuZJVpdQpejCnQpVExHGMb2+fTcOqn0lHTJNf3B3vbz01g50z7fTrPXOdl3RoNy/QOC8obdvHZ+89iIWOg7ddPoH//XOX4dGjTfzK3z+BO7bP4bZ3XIq/ff81Z20H6vki6ZBtG8vjP7xmM77+H66FIgkYyqn4+uPT+PMf8CKNw3kpsGO6ffofOoGzuatrecFzfoyW5eHxY42zcDRL8cMI9nOU9zx4qI62dfqgYT9cLJSnmxa+9dTMc/q7LwRZVcaV68rwwwg7Z9ovm3BhP4jQdQLMd5zn/FiiIJyyqHgpOxm2bB8t1iEbymm4adsIBEFYUrAKEHCmgp35joNjdev5ONQXhKs3DGDDUHbJ96SXsFrppXtlc845fnKwhjd88kd45EgDb/u/P0FGldAwPVQ7Li5bW8S//qcbcfMFoy8qeeDFk0Vcua4MCAIeOFTHfNvBbe+4GH99/xH82V37VvvwOJyXNZ/61Kdw66234pZbbsGOHTuW/Nv8/Dze97734Z3vfCc+/vGPr/gYbfv0xUM/h6smnjzeejaHuyxn437YdQLMtp77Ynk5otPUolEUIzzFD1W6zooxAjtn2njkyMmFZdv2YboBHjt69ovOUxHHMe47UEUQnnmhVek6LzuRY910YXrBWekY+mGEhrmyjO+SNUUM51fHKbPScZ7RtfBM0ftcAefaNu7aPY84jnHlukVZZ6V75kXXWEE/qcB5JtyxffY5b8g8F8YKOrJ9ZjCCIJyTMR8HFrqYbdnP+XF4gcZ5Qfjmk9P4//7+cdxy5ST+9v2vwC9ctx43/Mk9+IeHj+Mffvla/JefvfBF7cJ01foBfOY9V0JVRPzVfUcxnNfw2XsP4Y/v3Lvah8bhvCx56KGHsGPHDvzjP/4jbrvtNtx2221L/v2Tn/wkfu3Xfg1f+9rXIIoiZmbOTkfmdK5zz5Tllh+OHz6jBYAiicjrZ392S5FEHKz0cLRmrvgzjx5t4M6dZy7R9MMIlS4Vk4drJubayzzPGOiwIu3Z4AbhaQvvqYaVHkf6Z2OgYXrwz3Duruc+f4XxuczZ3GQ93YzjakocnzjePGXx+FwxVCntlnUdutbjGLh3X2VJN/ZM39uWFz4nSWAYxas683XH9lk8NdVKv47jeEln/XS4QfiMNg2enmqdUUF64mPunutg+wrKiyg682PmBRrneaXnBui5AV53/ij+51svRhgBv/R3j+G27+3DWy6bxHd/4wZcvra02od5Vnj11iHc9Z9fg/WDWRyvW9g2msdf/OgQ/vjOPat9aBzOy46HH34YN99MERrnnXceKpUKbHtxsb9r1y688pXkAvvf/tt/w+Tk8hbJsvTMFpvlrHpWi6GRgoaLJgpLFgpNy8PBSi/9utJ1Tin5q3bdZ9wJXI625S8pQP0wwmBOOeWMUN30MN20ll0YLbdQOVjp4cFD9ZO+37/oj2Jg30IX9d6zWxxPNSzcu69yyp954ngTT53QCZ1qWnD8EOIZrpwKhozrl3EUfqkzVtAxlH1hulpFQ4F8pi/IWeanLx7HSEF/3h6/1nPROeF9K4oC1g8udsHWD2YxnDuzc91x/OU3PPqI4xjfempmWWfMt14+iewqmvS88aIxXLqmtOR7z+S1/97OeRyqrryZdCJH6yZmT3O+AHLvjE5QCay0R/HE8eYZzxTzAo3zvDHVsPCOzz6A//gPT+DRIw1ctaGMO7bP4od7K/j0e67An73rMqjniPvS2SKnyfgfb7sYX/rFV8D0Apw/lscXHzyKf3lq5qQ3MIfDef6oVqsYGFi0Xh4YGECtVgMAdDodZLNZ/NEf/RHe+9734s/+7M9W3Fl9pvIpXRZRXKFgaZjeM+6wyaII0w1x1+75xWPKabhmAz23ffNdWH2dJMsLcPsT0+g4tLDrOj6O1ldelDyTHegnjjcx01y6YBnMaacsSKMoxmzLWSKFdHzqYD3KJIr9ZlBnskMvinTcx5unlna1LA9TjZN/pnUGM28ZVT7pdTzesGD7IcQTVl8rzdAFYYwdM+0XhWz/bJotRCy491Qv5Zl/HsYrzu4tdBwgxorvt+ebbz01c9qC57nQvz5S2EZRHMcYyqmpxHGuZaPJrr/Zln3a11EUhFNu5iSv2XKdo289NYPes+xaP1sWOk46P9tx/CX3qwvGC6d1+TyRZ9t1P1xdfuMIoE7/iTJtZYWNveS+fCa8tFbHnHOGnTNtvPX//gSvv3AUH7hhI45Ue3jtn94L0w1x52/cgDdfOrHah/i8ct2WIXzvN27ExqEsfvW1W/Cfv/oUbv38gy9pxyEO51xCUZYu2uI4ThfKnufhwIED+IVf+AV88YtfxO7du3Hvvfcu+zjPdAi94wSodJaXXG2fbj1jydtCx8HRurkkBHW25aQdoL3zHTRNPy2SbCZjeuQwLWqCMEbL8lbscn13x9wZy7Ree/4INg0vNXC6e/cCfnKwtuLvSKKAzcNZ9K+j9s93sXOmjdGCjlJGTRfYphtgvn368yMKAgaz2mnt1aMYCJ7lxthrzhtOszP3zndgugFqPepEnthduHd/BfVl5uhMpiBJiv8TC5ZKx1niSrcaxHGMtuXjX3fNP6Ni/VRIogBZFPHE8Wbaua10HGyfbgEAvCDCt7fPnpHcrOMEK16fiXx230L3rBw3ABytmfjR/uoZ/exYQYcmS7DO0rzdiWRVOd28GC3o2DSUQxwDjx9rwvHptRop6BjM0c88PdWionUF1p5hZprthfh+34ZQQjmjvuAukB3bxwK7nz54qJ4qB2wvxL757innW5cjfIavU3L/P1Y/WfKckNcVGH1OmlesLePiieKyP7umnMHgGXaXeYHGeV745A/2I6tKuPmCEdy9p4JP/fAALhwv4P7fee2LNoPjmWKoEj773ivxzqvXYt1ABo8ebeKtn7n/edWsczgcYnh4GPX64o5no9HA0BBlMpXLZaxZswaTk5OQZRnXX389Dh48uOzjHF+mA3MqmqYHb4WF7mvOG8aGwUz69VTj9G6EYRTD9kI80FcEZTUJEyUj/brr+umMCkALYJO5PxYMBdvG8idJpZLHDsLojDeOvrdzHvtPWAy/ctMgrt10ahlfs6/D5Pghvv74NB46XIcXRGhZXjpP13F81FaYJ+pfFkZxDNMNTts5Md0AlWUWrJp8+nnnHTNtzLDj2jffxZGaiSCMTuogLh7Tyd8bzGl43fkjK/4NURROskg/nVx1JUw3QPcZ7M4nHKqauHc/Fftna76obfto2fQ557JrS5VFZFTaRBAFYLLv+j0Vqiyu2PXYMJjFusEspk/opLpB+IwX7gnTTTt1Tjwdl60toWQouO9ALS2Yzia1npteg6IgQFdEiKKAiyYWO0fVrpMer6FKkE/hajnVsM7oua2kGrzxvOEzsvT3guiUmzYA8OP91TM6Fl2RUGZRA2+9fBIXT1Lhc9fuebRtH0H0zM77Spd4HMe4c8fckutm3UAGQ8soKNq2n15zh6s9zLQsREwa2nF86Iq44j1GwMryxxPhBRrnrLJ9uoWZpoXPv+9q/Nm7LsfvfGM7fnKwhrv+8424/UOvOuPE+5cKgiBgJK/jTZdO4H3XrcP+Sg/v+OxPnvWHB4fDOTNuvPFG3H333QBo3mzt2rXQdZoXkSQJExMTmJqaAgA8/fTT2Lhx47KP80wXAKfiOzvmcN+BWrpDL0vCip2tflmcH0ZLJDRZTcaa8uICt3/RFAPw++4vXcfH4aq57K7tjpk2pho2SpnFY4jjeMWFvhuEJxkyPHiofsr7WQySdiY/03F8zLZtxHGcdqKeON4EAAxmNWwePn3Eisjc2+ZO023TZBHlZbI01w1m0oXeSkw3Leyd6yz5XhjjjGT5000LphvA9AJ8f/cCVjo7WVXGUG7p8fWcZyfBqvXcM+o+AiSDTdwxl+uaRREtNp9NRy2MYmyfbkEUhCUdziCKl2wEnOkiVRIEjJ5izktXxJP+/f4DNRyoLG4krDR/GcfxSZ2vurmy4cj9B2pLOlT/umses20b6wczZyy16zj+aV+n7+6Yg+kG2DHdxu5ZugYrXRe75zpo9FwsdFyIAObbDtwgQrVLhU7b9pfdkEgQBWFFue2P91cX5cArXLDfemrmjGZZBQHInMb0LYzjM+puz3ectHO1Z66zpKjzguiszR+GEcly+6/5wayWdgxHC3p6rw765Ls7Zto4VrfgBfS9OKLv3bPCjOt0y0ZtBdfaE+EFGuescf+BGt7zlw/jLZ+5H/cfqOLXv/IkShkVH37DNkyUzvwG9lLkt96wDf/9rZfgLZeO41jDwps/ff9ph9Q5HM6z5+KLL8b555+Pt7/97fj93/99fPSjH8Xtt9+O73//+wCAj33sY/j4xz+OW2+9FcViMTUUOZGm+cy6EqfahAqjGE3LwzybWwnCeNnuQKXjYLpBu7KKTEG9/RLHSsfFw3328yd2YvrHHwQI6LnBkoWnF0Q4WOminFFw/ZahtLMBAA8dbuCHe099b+pfYO6e6+CxY80Vf1YUsGTHv2gouGSyiIFlzFTm2jZ2zJ4s+fvWUzPY01csUTdBwtApzBGSIrM/JyuKYnxn+xzCMEoXXnEcp12K0zFe1DFa0E/7Wfb4sSaO1clQpL8Aj09Y+R6tm3jghLmWUkZFTpPRMJefn1uJE9e6Bxao67ccXhAt21FdfCx6sFMV3rYXLtvpO1jp4ljdgijQJkNSAFluuGT+st7zYLn0dcfxV+wa1k0XR2vmshLCqYaFnTPtkxxNbzxvGFtH8ulxkuvhyV21+w/W8OMDNTxypHFGypZNw9klJhkXTRRRNBR868mZJcefFLjLzdk9frSJh4/Qa940vWVnuvwwSguhHPt7yWaG6Yeo9VwcqZt4+Egd5YyKsaKenoP++4DthUuKgTVlA4UV5kX9MEo7/0EUo2n5OFZfet4vGC8skfKtRBjFmFqh05zQsZd2/fuPo79IGi/q6TnYv9BF7QyNgZ5L/IHthZhp2XhyqomuQ1344w0LJfZeLmVUjBdpU6CcUWEoEvbMd2nWVyAZo+0Hy0oir1pfxnVnaBy0enYsnJcUjx6p45e/9Bg+8a7LMdOy8YtffAy/8prN+PAbt632oZ1TXL1hAI4f4ccHqvj3X3gUv/jqDfi9n73wRTFEzuG82PjIRz6y5Ott2xbvR+vXr8cXvvCF0z7GmZiEzLcdFA0FhiqhnFEwcorfcYMIe+a6qHQcdBx/2UVwDOChw3WIooA3X0qP9fkfH8Iv37gZABU5W0cWO01BSN2JZGdXU6R0UZPXZVyxrrxEBjbXtrFrtoPNwzl8d8cs1g4YGC9SR26lOYv02GLg4SN1vJZJ927aNoIbtgyt+PNRDBxgcyNt20cc07GOFPT0+wlZTcZgVk3LmP7FoekFabEVRiSNPJUF9lNTLRQMJd3p3j3bwfrBDIIowpG6iemmjfWDWVR7Lh472sDk5cu7eC598lgxc2qubSOIovQ8ZjUJQ1mNcjIB+EGIx442ccPWofR+P1E0TuqgOn6InhvgiWNNmF6AtQMZnAmqLC6Rge5mBe3GZXKvbD9MJbDPhP0LXUyWDGQ1GfYKslg3iKCIIoZzGqaaNh48XMd1m4dQMGR4IXULY1CR/YO9C3jr5ZNwVngdbS9ERpNRzCy/6bFlJIcgipd0gAHgwEIP5ayC8aIBLwhxvGHhzh1z2DCUS12j79g+C9cPIUsiamGEoZy6xKzG8gI8eqSBV20ZSmWDPTdY0hkqZRToigRBWBoWnRS4y5a3fT+3Z76DckbFBeOF5Z8/uxaAxY5jOaPilRsH4QT0/eS+8+jRBgxFWvIc6qaL43ULQ1voHlLtuit2tlRZTOetVJniM56aakGRRDx6tIHrNg1iw2B2RfOLfsgg5vTdsT1zHXQdP3Vm7LkB7t6zgOG8hus30z0l7psjfcXGATxypIEt/fe+aKkZzc6ZNiZKOu7bX8Nbrzj1e3qubcPxo5PeI03Lw5GqCVEQ0g00NwjT4zhU7eHp6TYuGC/gFRsH0LZ93LuvAssNUqlxEMbo2QFKRrSk6y4AQHzqzY8E3kHjnBX+5F/3oZxR8MM9C/if39mNG7cO4ddet2W1D+uc433XbcDn3ncVXn/hGHKahC/cfxS3fPaBZ+Tsw+FwXjhyZ2ArfaDSTXe8vTA6aRC9Xy4mCcB5Yznsr3QRhHE6X9Ev/2pZPjRFhKFIML0Q0w0LiiimwcySJCzJjVRlEVlVxnd2zKHr+BAFpE6DTcvDnrk2Cst09twgRBSfPmw6ZZmfO143UVtGFub4IXUKmZTR9qmTcaRmotrzsNBxTpp9MxQJg6exDD+w0MXhmomsJq846wdQ0RpFMSTWxTlQ6eKuXfOYalhLXAFXkkitG8icJOdqWj5KhnLS4qpleXjwYD2VDZYzKnRFQtcJ+sxcephqmKl1/6NHG5jv2Cfl3AVhjGN1a0VprR9Gy3Zd+1/zU1HpOKlsbiVW2jDcM9dJu3IrdRG3jeVRzChwgghRHKNt+5hrOQiiOH1OifzxdIv4u3bPo2v7KOrKsse0fboFxwvhnjD/NdW0UGOyP0mk99G/uWQcl0wW8cO9CzhetzBe1HHRZBFhFEOTxZNmK483LNy9t4KjfQX54WoPLctHx/ERRTF+crCGAws9qLKIOKairv+aSQo1P4xwqEqbEQJo4+GOp2fw9FQLg8tIcBOKhpLKRJPCqmV5ePhIPX2td8y0sXu2DccPYfvhks6oKonI9XXMShl1xQ5/w/RSyXAYxbhwvIBXbhxMr7W27ePOnXOndUANo/iMc+k2DmWwpry4AdGxfYwXDVy/eSjtPn7rqRk02P3l4cP1ZR1T+ztxh6o9HKr00DiD+ba27S97rBMlA6/eOgRREPD0dAtPM3Ob9WyzZKJkYONQFoerJu7dV8XxhomJko6NwznkdRl757uYato43rCwd76DKIrRND34YYQnjrfw9w8fx7757orupAm8QOM8J47WTDx+rIEvvv8VGMiq+NoT0/jwG7bhC+9/xRkNk74cEQQBP3PJGC4cL2JN2cBMy4aEk8MOORzO6nPiTEciX7r/wKLT22zLxkyLFnJt2182nytZrLlBhL1zXeyeJUlM0/Iw17bxr7sWXdMsL8C++S5alod791WwZ76Dlu2lUrxGz8P26Xa6WOnYPkwvwBsuHEslWEnxoisSMqq87CbQcE6HLFIBc7DSRdP0sG2MpGHVrgsviPCtp2bg+CQPe/x486TCodJ1l+0q3Xegim8+OYMwipHVZJhuiIKuYKKo433XrsfGoexJg/S1nrvi7AZAi7+ioWA4p8ELIpxKadhxfCx0HBxvWhAEAZetKcH2Q4wWtCVFkSqLUJcxVihmlCU739NNKppkSTgpG2+m5aDOFoQkmbQw33YQxjFymkxOjQIVLy170RL98WPNNHg3CT3O6TK6jo+9892TCq5K18FTUy3cvYwEtW37Z7TRZ6hkMJNVZeyYbp9UJD96tIEfs2v7VB9JqiQuKW69IELb8vHtp2dxtGZCFkW0LB8HKr1UUpkYaQhgXZZlnsOJkj/bD3Gg0sOjTBbYLxusdF0sdJ2TuoFvvGgMl6yhGcOMKuKnLhhFo0cRF10nwO7ZFuIYmCjqKGdUbJ9pQ1OWXw73y3Cv3TSIsaKOe/ZW8P9+fAgAFcbJOWxa/hJZarIAn23ZePhwPY2VaFo+np5uQxKEFQvdp6eaeOxYI32MkTxJ6hT280nXcayoIYrIwREAMn0bSrq6aLABUMdoJZfHoZyWzrXGMTDbtvHwkTqenm4hiun9cNO24dPmoDVML3Um7V/TRFG85G/ndRllJudNGC/qGMqpOFTt4dvbZ2G6AQxVSu8Tfhgv2ZiK4xgChCXXfV6XIUA4pWT1nn0V7J3r4KnjrWU7zHvnO/jWUzMn3euS+68iCbDcAJMlAz3Xx3TThiZLqPVchBHN8NZ7Lru3OzhY7eHT9xzAPXsrGM5puGxNEesHM/jxadxCeYHGedbMtmy843MP4Lf+6Wnc8Cf3YP9CD1/54LX41dfyztnp+OmLx/GVX74W6wYzyKkSohj4uc89mN7AORzOuUFmmQVJo+fhrt0L6de7Zjt4gs1hnSi7Sxbiie29Ioko6PISA4Uf7aumbncAFSqCIMBij1XpeulCHgAGcyrWDWRS971k0XSw0oPtB6h23XQxpEjiEkORfo7WezhQ6aHadbFrtoM9c510lmXnTBt108VN20agSmLaNUpmWmaaNvwwwraxfJrJ1s/rto1gomggYI6LMWJ0HB8NkxbxLevkTLiSoS4rD71x6zAuHC9gx0wbTxxvQZdFxDh9/lXH8XG0ZuLpqSaOVHvMBIC6lklnwAuiZTtxDxys41jdJGc224cbRGiZHjq2j44VLJlx2TiUwVhBw1TDxreemsWeuS68IEJBlxEDOFI1YXsB7t5TWVLcbRzKpg6YM00bXceHIgkoZRRk1EWnzobpoW35ePBQHbMtG2PLmGYUdOWMur2mG+JozYTpBZht20u6gbtnO7jvQBWt08xjOX6If901t2QBu326hXv3V3D1hjIyqpxKZYuGAlFcnNUBSLLWtv20AE2O4As/OYLP/PDAkr91qGqi4/iYaTn4ycFqWhjR+cshp8s4XDWXSHgfOFjDwUoPbdtH0/Lx9w8dw4OH6zhUMTGQVTHbdrBzto0f7KngJwdr8Pw47X72o8nikgLqocN17J3vwg8jjBV0bBzKQhIFZFQJogDUui7cIEp/p7/0EgSgZFAnUFdEuEEEyw9R6evg9FgsAwDctXsBphsu+TcAEEQBrzt/BDorVI5WLRyp9zDTcvD4sWZ6/5lvO6h2HByq9tLvabK4osSx5wbp+0AUqJMLAFN1C/vmu0BM1/FyIcthFOOBgzUcq9P5TeSJ/XSZbDfB8kLctXsBd+6cS49v73wXO2baWGCdPD+MWEwIFWBXbxiAIJA5S8P0sH+hd5LksuuQOc+pzEw6NhVVphecNL8IrJyVlkgcd0638cChOu7ZV0HT9KFKIikDui4cP0Kl46JhemjZPhw/hBfQ86DCNUat555WSg7wAo3zLKn3XLz78w/iZy8eB4QYggDc99uvxbVnOPzIIYnIr71uC2RZwvu/+Ch2z9LiqMFa4RwOZ/U5Xjfx5PHFhUUMoGDIS3Zec5q8ortfRqV5MD9cXAhfv3kIw3k1XSztnuukM0MA7Y5nVBFDeQ1dJ4AXhNgwmE1lXn4YQZPF1DhEFKgQO1zrYa7l4HDVTPOCem6A3bOdJYYaAgT4YYQnp1pYWzbQMF1UOi4KhoKOHSCKYsy3HbQscoW7/clpVHsutozkUNRlxHGMH+xewJPHyQzj6DJmFNtn2qiZLmR2zImios2Cs0/c4Z5vO2haHiRRwHzbWVLoxiA3vzCK4QYhvv7ENMaL+pIF7MnnXUZWlSEA+MYTM3joSB1376ngUKWHwZyWzvQk6++phpUWK7tnOzhU7aHjBNBkCSL7obyhwAtifPmRY/jOjrm0U9BzQzh+hK7rL87PgTK8DrHXQRQE5A0FDdZdHSvoyDIzEIB25SVRgOmGWOi4kEQhPba98x1Mt6z0Ndw108aRmrnkc0IQlsoOlzOo+NZTM3j4SB375jtw/DCdd9s920aXdeCmG1ZaDJxoagKQhCwIY4RRvOSaCliHZDBD+XTJIjerSZAEAX602PGURQHDOe0kW/+FjpOaYSSmG36wOGM033aXvM/2LXTY4n3REbBpephqWgBi3Luvgu3TLXhhhDdfNoFL1hRhe4uzRG3Lx76FLmqmS0VIH3FMHbB+V003iFBhx9jzAhypmaj1XFgeBa8n3S5BENLi0/ICtCwPuixh3WAGAqigOVIzccF4HojpOFqWh68+ehy7ZtrwwwhFXYEkLLqGNlmHtmP7+OHeSnovqJkevCBOz2WXuUT+4yPHcc++Kg5VemnI/UBWW1bqPMMCrpPOfxjHWDuQwXBew0zbJumm5ePJqRZMNzgpB/CO7bN49FgDx+oWql0Xn73nYHoukpnTrCrhFRsHUrl3VpPx+gtH6TmwTZ/xoo6LJoq4fssQBrIqDFWiIo29XvcfqMLxKRZEFOg6OtEJUpVFZDSZzm0fyTHXey6iKKaZyCBCx/Hpml7yOH1FX0wbEiQV79BrVzeR1WUMs/uIKNLr7fohDtd6S/5mEEao91yam7V97Jnr4F+emsHXH5s66XU4EV6gcZ4V//Wfd6Jp+vjh3gVcvraMBz76OoycwgqXszzXbRrCP//q9bDcACN5Ff/lmzvxG195Er/8d4/BehZD3BwO5+xSNz187bEpHKv18K2nZrB/oQNREJZIfXpukM5BjBb0JU5neU3G5uEsrt88gAvHC5hr2/jCA0dwx9NzOFxdWthEbCd6tu2gZQVwvBDDeQ2qLMJQpVQy9J3tc/jx/mq6m922ffhhhLdePomBPpMNgArEoqGcZO280HFQ73nouTSHdtP5w9g6msPRuoknp1qom5RPtnuug0qHjDQ0WcQDh0l2dcFEHqIgQBYFmF6Ax442cKy++HwalpfOnqmSmM4JlTMKfuqCUcy2HLbL72L/fBcPH6nj7j0LmGs5cIJwSXfmvgPVk9wdKx33pA5cP4okwA9jxIixtpzBpuEcNgxmcNFkEVMNE5UuGSjIoojL1pTwl/cdTh9v3WAm7eS5AQXiBmGEckZFhBjH6yaONyzMtmx866kZzLVstG0fYwUdG9icSk6TIIkCzh/PYyivQRAEqJKYFj3zHQcHFnrYv9DFXNvGA4fqePBQHU9NNaGIAn76orG0g1btuihn1DSQ+EjdxN/+5AjuP7CYNdWxg1Tq17I87OgLwA7CCH9z/xGcP5bHKzcOQpKE9HrNqBJmWw52zXWwpmQgjJH+bhzT7/bLTh0/RNfxccuVa3DpmmJaSMUxZYh95ZFjmGnZaNkejtRMzLYcWH2L/x3T7ZNmNJMvVUlETpOXxDwEUQSXLfCDKELXWeyOyGxh3HGC1JXz7x46iuMNC2PMrEUQBFyxroy7dy9gx3SbDFLcALYfIqNJyGsyFjrOsiMGmiwueZ+/9vwRvGrLECRRwPYpOkdJkdqfjeWHEWo9F08eb2LXLLmcznUc/P1DxyAItEHi+CEePdLEwWoP1Z4DkRUbjx9v4snjTVjMyCUpLJKCb6FD0uNkA2M4r2LDEJl3CAIwkFXxyNEG1g1mcOma4pLu8FzbJqdBkMwvKaITV1aVzQWKgpB2hJJCa7Sk482XjiOIY9y5c7kuGv1/z/URsq552/bxwKE6/nXXPHpukF6vYRSjY/uYadq4YetwaoSTUWVUu3TeXrV5CJosoaDLEEBxCKWMghgxXnf+CPK6gjUDBsITpJMPHqpj+1Qr3aBKSGYMu46PIIoxkFUxnNdw0UQBtz8xjeP15R1PwzjG/vkuDlVMbJ9u4+mpFvwwggS6T1y/eRAFXYEfUgF2uLr4dwWBVA07Ztow3RAZVcKeuS5UWYR4BvEAvEDjPCPCMMLu2Q5+/eat0GQBF04U8Yl3XQ71DII/OcuTUWX8r3dcCj+Mcc3GgXQg9t9+/iHUzzAvg8PhPD8okojBnIpHjzbhBRG+8sgUGtbJFujJBmxGk9OFNECzHE9Pt/HdnfOo9Uh66PkRmpaHY3UzXTiMFHRMN21Uey6qXZfmwqo9OF6IiaKBXczY4Xs75yGKtBueGo+wxendexZgugEkUYAA4Id7FxDH8bJZa9Wui7XlDJqWh12zHdx/oIZ6b9EZMY5j7J7rwA8jOGyRtmu2AzcIIYsCfnKghiiOccF4ARdNFDFRMiCLIjq2h+MNC1evG8AHb9gEURTghVHasWpYHh4/1oTlBZQJ1XHS4jGvy8hqEkwnOMmII46BkbyGtu3DCSJYXrBkHuVEYlCIryKJaNkedky30XECTDUs3LlzHo8fa+JwtYeDlR4eO9bApqEsdFnC9ukWHjpEDpr9HSmfRSJUuyQ/HciobBFcghuEmCjpGMiq2DHbxnzbhq5IMBQJjZ6HWtdFEEZ4+HAdxxsWphoWhvMaLl1TxGu3jeCRIw0ETH7pBhEkScR3d86nC+eCoeBY3UqLnKKhQJIoC+5QtQc3CLF3voMjrOA3VAkbhrLYPdvBvjmS5HWYs9xM04LphkvjB+IYcQx88cFjEFgB6fohvrNjDi3LW2IM0bJ8HKtb+MdHj+NP/3VfWkAkHZybzh/FtrF8Op82ltcx17bx2LEGyWl7DoIwxnzHOWnGTpFEdGwfe+a6sLwAYUjzi5euLeLK9WUEIclk9y/Qe2HtQBZDORVhFGOuReeq0fPw+NEmPncvSSG3T7Xx7adncP/BGg7XehjOayhlVMw27bR7WdAUOH60ZBPjSM2EG0Tp5zEA3LO3gh/sWcCu2Q62jOQwXtTRdX2UMyr8MIYfxn0B0i6qPRfDOQ0jefqfLksQIEAUKe+u0nPRsX20bR8H5nuYblI+YMTy9nRlsThMLsVaj2THSeHYsnyYboCsJmOymIGhSviZi8fgBxEsNzxppi8pzDu2Dy+IsH+hi6JBj3WsbmLnbAcdm9xld892kGGbTZok4rFjTdQ6DiwvwC5mTOL4IcaLBiZLOnK6lN4HdUXEzpl2ek4lUYB0ghxxx0wb9x2oprO0BypdVNh79tvbZ9G2fFh+iP2VHsIoxtbRPDRZwg/3VtCyPFS7LqabdppXmNwzem6QKhbu2D6LR9j84kzTxj37qjhcNbHQcVHrudi/0EPXCfAXPzqEWtdNMyoTwijGWNGAKtFmVPI+q5s+7j9Yw87ZNjYPZyGKpEqI48W5RVEQMFLQccF4AWPs/y+aKCKKgTA8eUPgRLjNPucZ8ZGvb8cd22eRUSX8u+s24D+//jxuEX8WuGxNCf/yH1+Nt33mJyhnFfzFe67Ab359B97xFw/gSx945RlbLXM4nLOMAOyb72Egq6UfvANZDW+6ZBxeEKW7yX4Y4kjNRNfxl8iihnIaxos6Lhgr4N79FYQxIEsinCDCVNOmhaxAs2vJpupIXoPpkaX3jw5Ucbhm4ur1ZNe+eTiLnxy0UetZuHjy/2fvz8Msya7qUHydE3PEnW/OlTVXV1WP6kFDdwtJLQmBZCww4GdjnjE822Az+PdssHkYPwz2e8aYZ7DB2NhgHs/GjLYEYpJBaB6QWup5qu6urjEr57xz3JjP+f2xT0Tem5WZVdVqqVqtu7+vP6ky73Ai4kTkXnutvXYVbT/GxU0fMxUbgyhFWUnKSpaO49MlXG6RAcnhpocLmz6OKGmmZ+ngjBLrhmciSsSYVHGmYmG2bKM9jMFACeXrFqvohyk4Z0Ui9vjlNqbLJGv71IubSAUdl2fqKNl6MS9I5wxpJmBykgwebno4OVvGIEzxybNUWY8ygfObPlxTK6zNR0NISsCTVKBZsnaV8QHE+qx1aYxBEFOPWZwJXGkPUbZ01D0TUpI06dzmAAPFqHSGMf78pS1c6QSYLps4WCdgLKQE59RHM1+1YWjUR7Q1iFFzDHSGCTpBgo1+DNfUkGQSLT9GxTFwftPHQt2BxhkONt1ijtODx6ew2g1xZpWSy36YwtIZltpBIeHK2YtekKDeNAuGshskmK1YCjzFePxSG5mQuH2hovYi9e0s1h08udQBYxL9MMXvP7GMIMmgMYYopXlTuYtdKiRMUP/NIMqQCAFD0/ChZ9dwsRXgo2fW0RpQ4eDcxgCXWkMwRoAhTDL8+UubuO9wHQ3XhJASYSKQCYEoE2Agdrg1jHGs6cHUOWbKFlp+PMZcGRqDoZMkOEwEolSAg6E7TNELqe+PAfj02S2sKVYXas3nNwd4w9GGOhaB5e4Qdy1WoWs0l+reQzV8090HcH7Dx8fOrGMYZ8UeBVLEguPTZ7cZyY1+BCElnrjcweGmV0h0p8sWTs6WkAmJDz69ioWag7VeiCkldxttLeoOE5xd72O9F6HmGnjySqdws5wqWzhUd2DoHEvtAOuFrJWKK6bGwdi2i2xunx+lAr/66XP41nsPIhMSfpgSeJNAmGboDBP81sOX8PkLbdx3uD4mQ12su2PD16Msw6/9+UXceaACSx3fi2t9PHapjeMzZfRDkm1ahkaGO60hEkF76+z6AJ89t4VBmOIb7z6Acxt9/N5jy7hPPaekBOaqDoZxhmPTZAjUGSbFM9TUOI5OeTi/6SNIMlRh4EjTQ9OzMFe18dLGAEJKxAnJBC+2hvj8+RZSIVGxHRononP0wgSGxpFkAn/81Apafgzb4Lj7YI16LaMUn1zt4aFTs6g61Nu5WHdwsOHgqSsdfOKF7f7fRy628To1hiGPJ5Y65AbLGTIpcWqujAPqmqeZwBfOt1B2yfxoECTQNZrReLDhEqs2TLE1iPHSxgCWwcHACDjHKaZ3bw0uYsKgTeK641998Ax+/4llZBL42285hh/8ulMTcPYKxlTJwn/8jvtwuRXgx//wOXzm7AbuP9bEt/3SZ29oYOkkJjGJVy4iZV/NwYoKbSYEPvjMaiFXc00NpqYhEwJbA2oOf/h8S7FZHDXHxFTZxNecmAIkOdjlT85AyeqoT4OSl9VeiNYghh+mqDsmHIMXzfANz0SqrKw/emYdT1zu4PHLXTy51MXJ2TLqnom5qoVemKDhmegGCSqOgbpr4JGLLfz8h18k9snQcLE1RJIKtEdYgsNNKgb1ghSZFACjQdf/85lVPH65g2dXeogSgQM1h6Sepo6yrePCpo9mycSyGsLtmMQgxRkd3zDO8PRyD5bBMV+18eJ6H49cbBemCwCKnhDO2Zh6oB8miFMCsIt1B7bB8eIaGQrEqcAHHrtCvUZJhjBJcbkd4LmVHpbaAbphgltmSzg27WG6bGO6bOJyawgpJR671KbqvQRWuiSttHSOOw9Uce+hOgyN41CD+ob6QQohyS57uRPicivAcifAE6rHKUpEIXOSkCpR1HBitoRnl6l3JYgyQCWWH3j8Ch6+sFWYRARJhpVuWMi1omSbvWGMYapkFrKxnc6Tv/f4Mn7nC5cLdmQYpfj8hRa6QYJMClQcE0kmcHKujNvmK2iWTFg6w7kNH08tdWEZGgyN4dRcGfceqiNMMkpIhcRSJyjYzmdX+1jphpAMuHWhTAOJWz4sneOeQ3Wc3/TxZ88RU7zpRxiEKdpDMnPoBAnOrvZxqT1EnFL/42irT5wKzFYsNJX0rOoYqDsmwJRbYzfE58638DlltpMJiZprwtI5FSm2hsXfSUvn8MMMDNQHaGoMX7jQxgcev4JnVrrgjOFya4iPvbCB+aqN9T6xQtMjYCZnwfN5b+v9EA8cb+LWuQqSTODMah9SSkx5JgyNI84EugExv3/wxDIGUYozq3380VMr6AYJ1vsRljshklRAYwzr/QhXOkHBHpUdHW880sBKN4SQBNg9S8cgSvG5c1uFk6HOGZ5RZi5xKrDSDRCngtw5qzY0BZpPKzfW1iAq2K40E2PS4T98Yhnr/aiQRGucwTY1rPcjnN/0kQlZPHd0jeMdp2dh61ohSe0FMa60hzi/ObjKlOPxyx08u9zFp85uwjU1DCLqxcuPIc4Ezq6TycdSe4iPv7ABKSU+d36rGE0hAbiWhqZn4r9+5gIWqiQff8OROtqK2ZWSWFYpqW+2GyToDBM8fpns8XXOsNhw8emzm9joR+CM4ciUi/mqg4ZnYrHuFAoBU+c4NuWNzbSzDSoWLbUDZELgtx6+hN9/Yhn9MAVjDJrGESimMhXEoj630sPl1hAtP0YmgGbJwOm5Ckydo+4ZODLl4lDjGugME4A2ieuMX/nUOfzix18CA/CP33MaP/COW272kl6TcceBKt73fQ/iT59ZhWPq+OiZdbzrthn86z99/mYvbRKT+KqM3K3v0ohLXC9IcW7Dh1QDR59f7SPOyEY+B3FlW1dAKsSzKz189Mw6tvwYOmdFT1meY5csHYeaLv5EsXFpRg5vrWGM9jBCJ0jx7ApJIT91dhODKMWpuXLhEighsdQO8MGnVvDSBvVKNEsmPnJmfazn5uzGAOv9EE9d6aKtEkONU69WblX98ec3MIwzlG0dl7aGWO+FuNIm0LXaDWEZGkyd48KWDyElZqs2Djc9fOrsBp5d6UEKkvq84/Q0mp6JPB/86PPrOD5dwkfPrOOxS224BvXG1V2jsPGrOQbeess0dM7x5+e28PxqH6vdEMemSrAMHcudEJ+70MKzyz2EyjzixTUCeH/27Bp+5dPn8SufOo+jUx5mKjaGcYZBmOL8ho9LW0Nc6QR4ca0PnTMYakaUbdAMq9sXKji3McSLqmfkCxfauLDpF9Kyi2p+WqjYu4W6g4pt4F23zmG+6mCh5kBKstierzp4frUHnTPojMExNFxqDXGh5UNCFnLVY1MlfP3tczSKwNQwiGjOGoDCdOJXP30ez6/0CjB7dn0Ax9CwtcNkhTGGSwqg5Innej/CE0tdZFKg5hjoBTF6YYpbZspoehZck9xEq46Buw/W8PxqH3/y7BoON130gxRPLnWwULVRsXV8090H4BgaOCd26TMvbeHF9QEutcgJcrUX0pgAy8DdB+tYrDk4MuXhcNNDwzNhahzr/QjPLvfwTz/wNNaUxHEQpfjc+S08daWL51b6uNIJ8dxKF5daw6J/6rb5Mu44UEUmyZzENXU4hobj08QGC0is98NCyrbpJ2gPY3zgiSvoDGM8vzaAVPfZsys9XGxt94o9vdxD3TNh6xwbI0UBx9DAQH3ils7xmbNb+OBTK/jTZ1dhaBpuX6jC0smNseGZYNge8q5xksPVPQNpJhCk5Pp4sO4AyvjD0jk2BzFKNg26jpIMq738/cQC+lFaSIyfVEzOlU6AhSr1XklI+HGG5W6IKBVYUTPuNgcx+mGCth+jF6V4YW2Az53bwmovxFovwiPKTdHUORoe7bcgzhAngiTdnoXpEvWy5uodx9Dw2Zc2ESQpHrvUVuxQgrV+pNhfApC5bPXFtQG2/Bi3zVfw8Pk2LJ0TQHFNaJzm4G0pg5XnVnt4frWHP36SzEyOTnmIUipiDeMM/SiFAHC4SVLCT53dRMMjWWkQZ1hSctXlToCSpSMTsihgLNRcDMIUZ9cHeGKpg61BhI+e2cBnz23h6Ss9PL/aR8uPC/nsv//YS+iPgM0oybDZj8iNVN3Laz3qq+wFCYZxBsZQyIA1Rv2FqZDIpMRMxcKRKQ9nNwZYrLuYqzg4v+nj+R1z93aLCUCbxDXjpY0BfukT52BqDD/yntP42285drOX9JqO49Ml/PLfeD26QYJbFyq4tDXET//luxDEGVa6V1vCTmISk/jSxVCZW+S9VwDQ8iPcd6heyMNyWdvF1rBwXYtSgedX+5gqkVzxYN3FR8+sQ0oiDvphgkwA690QgyjFlVaA51Vj+3o/QhCnsA0dl1oBHIPjjgWa63RiugRL51hqDXF8ulT0fmWCBmQnmUCYCMSpxNtOTuORiy0stQNc2hqiH6ZYbgd48nKHgBFo6Go/TDBT3u5pA8gcZbHuYkmBs9wxLUmJmTjUoOT4kYtt/OyfPo8Lm0O8tD6AgEDbj/GJFzfx0sZg21ZeAquqFylKBHTOsdoN4ZhacV77YYrzm0O0/RgGZ3jqShdXOgGudKh6zUGA2DZ1THkWJaUjz0SS1Un8h4+eLeyzbUMj+Z4aFcA5x/3Hmzg1V0aaSRjqel1uDXHrfLkYRntxy8dzq328uDYoQHfdNXCo4UDjgBDk2vi5CzQ0eLkTgHOGIEpxqTXEUjugHrtuhFQIMMZwuOGCMYbOMMaUZxaszuOXOwiSjIZvK0aVM+DRi208erGNT7y4gfmqVYwz6KrEMA8/Iubm7sUafucLl/DY5TZeWh9suzFKYlVeUnb0Tyx10I9SNEsmFpsuOqovECDXxfObQ2icFTLEXpjiA49fQd01UDIJUNdsg5gbQ8PWIMJFJY+90hnio8+vY3NADNoLaz2ULJ1Asc7R8mPUXQNRStfqIyMz3TgnRvaRSx0stQKEaYbHLrbxiRc3i4S26hoYxlRw+MzZTXzixU1s9GO0hwl0JQusOwYqjkHsByfjkbsWq3jziSlkmYClkvepkknz9MDG1EB5byJAQ68/9vwGrrQDfOTMOpbaAc5v+nj0YhubgxhrvQDr/RBS3SMb/RAXNskVsB+kABhEJnC5TT2EjJGctGxpmK/aBZCIU4ml9hAlS6fh8UJCCrJkr9g6Lmz58OMMbT/GSo96VcNYoBPESDNBPaPLPfhxBinp/m351FOaCUmMJVAUYhyDpNBRQs+1HFC9sNbDlh/Bs+j5kPdBtvwYnNN8sTAVNNesHxWFnvx1Qkr4EbG89xyqI0wzPLnUwSMX29A5R3sYoxeSeUjDs2jw9zDBk0tdMAa8+cQUKraOK+0hHrvcgaFxhIlAwzXxnz91Hq1BBJ1zXNgaQkhZMPXnNn3ce7hOQ8QlcHSa7uPnV3t4drmHYZzi6JSHgw0XumKHZysWNFWs2fQj9IIUYZJirRfiyctdrPeIXRxEKblXJgIzZRtSStyiehANTuY/hs6RSTlm+1+2dCx3AnzhfBtX1H330sYAhsbhXIdvwwSgTWLfePxSB1/7Mx9HZ5jgH339KfytCTj7ssTrjzTwX/7mG/HwuS1cag8hhMT7H1vCv/vI2Zu9tElM4qsqHJXAM6Bwn1vphri45eMZ5SxoGRqqtoG5ig1XmUNc3PKx0g2oWV1KbPgx/DhDmGbUW6MSwhwSvbg+QJRkSDJK5vtRhm4QwzE4mp5ZAJEX1wfKOTHDx1/YQGcYI5NkLnFJDYyWkOgMYzx6sYOWH2O6ROCrPUyQCIkgyTBftVF1DFxpB2CgBO0LF1uYrdpwTZIxvbQxUD0iJFVb64fY6MeIUoGaSxXl1y1WMV22kEkJ29AwW7ExU7FhaRyzFbtgx15cH+CWWWJuBIBnVnpoD6k3I5MSaUY9S5daPjpBghWV8AUxGWB8+Lk1gAFNz4TOgW5IDNJinRIxISWBVCFxZrWHICH2bHMQ4TbVmzVTNlG2dHz0+Q1cVj1UL61TD8zmIMYF1Q9z23wFtx2ogjPg9Hy56IfzTB2XWwEev9zFFy4SqPq9x65gcxDC0jlOTJeQCLreQUKMapRRUg0psTGIifVbH+BXPnUeTyy1AQncd7iO1V6Eh8+3cakVQOMMi3UXdx+qo6YGZtuGPtY/NBaSGJcnr3Tw9JUeVrshwlQgUW5/gzDFgZqLg3VXOR+S0+NKJ8ALq33YhoaZsoWjUx4anoWGRyxHxTGwoXrmpktWwfxoGo0M8GOSdlG/EC3lSjvEMMrAGcOmH2OlE+L5tT7W+xE0RuCyG6ZIUrreedRdA65iJ1yD4/R8GRXbgK5ztPyI+p/UwOu8L8s1t20ULrcD/PcvXC72ZhCTEQpjxGY/udTFnzyzCj/OUFes0eYgxlzFxjBOMYyzQuLYHibgYMV93gsT+EkKIYGaa+CljQE2BhHKto7lbogX1gY4vzlAP0iwOYjx9JVecR9GKcleP3+hjVgILNYcREmGOJNY64ZY6YY4ULPxuoNV6JyTCU5Mzqr9KEWYCFxqDfHkEj1rEkHMsZQSUUb9hNuGLxKPX25jEKWYKlmougbtPWzbzOeA0I/pOTRVtqBrHEGSIs4yJCmZlJxVboTTys00TDI8dGoGrqnDNTR87a2zaHjbo0LKysnQMTTEKRWKPn9+C88s97DWC/Fnz63hwpavClT07FtqD9EsmbiwNSRAH6X4Dx89i5/84zNoD8k8pWQpaafGMFe1MYgylGwdS+0hGd8ICT9OsTUgZjC/j//n09tzKhmoiLbej9ANkoKZ/dy5FiIla646BkyNzH/W+xF6YYJNJTEuWWTJH6UCq/0AddfEajfE5XaAmmfi9Hy5MDbK+0YB6vP1TB1RmqHqmkgziTsOVHDPofqu8zV3xgSgTWLP2OyH+P7feBSGxvBD7zqJ737r8Zu9pK+qeMORBn7hf70XS+0AP/H7z+CppQ5+4r23YRClEwv+SUziyxS6xuAY438qL7eG+PzFNmxDgxAka0ulxIeeXcV/+fMLhZV1DhY2BlSZrqtk29T5GAOicRpOLCQNiN5QUilL56g4JtrDBFs+2ZZ/+qVNXG4NcftCBVMlE2fXB4hTUQxtfm6lj16QggF4erlDhhFBDCHJbAKg/rDzmz4OKbZoy49gGRypQGF04pkalrshZsomhKQEjGRxHC+s9fDkUgdLbZp7lGbUjbfcDcjwQCVC5zYH4IwkcXMVSzFmHGkm4KhhvXMVYhGeutJFZ5ig7hqoOQY8S6eeE1PDei8CZxwvrPXx6MU2ekGKNJOIU4E/fnoFEsRY9pQF+0DNaqo6OmbLFsm+/BgtP8GmH6OrzDWWFBhq+TEsg+P3Hr+C55ZpJt2mcpNb7pAFe5IJfOFCS81koz7EOBU4UHcKqWaiAKKhc1iGhudXeljuhGiWLHi2rsAq7ZdEWX3fuVjF+U0fnqmhbGuIM/qM59f6aiYWHedzK120h3FhaGApNgoAGCdGJGd0q46BWWXtv+XHeOxSG5kUePxSG2GSwY+p3221G6ClmK6LWz7+/KUtXNwa4mDdwdYgxovrg8Kd8cETU1jrRVjpBYiSrGBWB1GKZ1Z6WO3Rv+86WMVshUCezhksQ8N8leb55Q6HYZIhEbIwTAFQDLdu+bR3nlvpK5lehLprgIOYp5mKhdaAZHVbflzIhB2DjCKEklumgvoAVzrUK9gexpitkLHMCyMW7MudAAt1B66pjUkcS7aGQLFRACXLcSrwoWfW0PRMHGo4OL/hg6vzHaWUnNccA1XXQD+kQdx5keb0XBl3LFTQDRL6finBFHvTVQUJX7Gvm34MXWMF8wvQvfunz6ziSjtAs0QjF4QqzAjFmOV9a03PpHl63bCY7xWnAiudEEkmcLHl49IW2eg/c6WL1U5YsGG2ocE1NRxtesSUKqb91z93Ef/uIy9iuRNgmGT4z588j/YgKYDfSxvkQskZPQeoGCVwx0IFJUvH4aaLtW5YzA4EAM6p19I1NbiGho4aFzJfUyObpETLT2DrXD0DSEbaGcZIMpKP57MQhSRpr6Ux6BxwDQ2zFQtXOgHAGNpDkr3mz8C2Hxe9d0GSIYgzWAZXKgit+BkDSWGbJQuDKMEZJcPtBgkpEjoB/IhkmMM4g64x1D0TTc/EWi9EaxjDMfWi1/SxSx08erFNZj0jLrG7xQSgTWLX6A1jvPEnP4y1XoAffNdJfM/bJuDsZsQ7Ts/i3/yVu/EHTyzjfzxyBb/4sZfwc3/2Ar7/1x+dDLOexCS+DNEPM2KeMlFUfg83PTxwrIkvXGjh7MYAjq6hr5rTdc5waWuIKCHm56mlDhZqNt50tIlekFCvRyqIaVGRS+jSjJIthu0ZT+fUEFXP0lFzDZyeLcMxNZxZ7cMxdUSpKOagzVZshElKiQcDydEYcKUTFpV0IWSRLDy51IUEyasYYzi3PkDZ0mFqHFe6AV63WMXFFpk6hEmGLT/CC+s+MkksQ2728MilNjhoYDPU2jtBgsutIV7aJCbRNjVcVhbvfpwpUENV5TChc/LSho8X131cbhO7tdwNMYwzdAKyEo8SgUFMUkDH1AgUdgJEqYCpMWicqt35dcqExGWVNOYAFlJS1V8xmFGaoRPEOLdBpgiHmi6OTnnoBimmyxaeXu4izWjIct0jBi6TxL48cbmLS1tDrHRDPHa5Q6AiInYoTgWeUWMKwIBhRDPtpCxIRSx1Ajy11MXWIEIqJKqOCXvEEOb5tT46KqE8MVMGY8QUATQA+fymXwyOZozhgRNTMDWOP3tuXfUG0Xtbwwifv9BGLyIDlaptwDY4emGKlV6ITpCgPUwQJBmklHhyqYstxR7kx/KrnzqPQUivu7A1hMZonwpJctcoEbjnYA2Xt4ZIMoHlToBU0LV9brmHlc4QYSJQtjU0PFPJMgU2+xEy1VulcY6GZ6LqGIhTkua1hwl6YQooUBwmAmfW+motZMLAQIm+oXG0hmTOYuqcwANjeMstUwjiDDWH+qro7JLxSj9KEaXZmJvknQeqABhmKhbAtue0hUmmwJcaUu3HePRyl2agtYZgjMwv2kNi0pKMQLhnkQTvs+dIbpxlAhrnmC1bmCqZePxSBx89s170xgFA208gpMQgGh1xQJLFbpCqa8DBOc0/aw1ihElGzoVxiivtITSNFy6OFUfHcjdAnNEG7IcpDJ0hyYjV1JV75AtrfTXOgXqonlMDvMMkwx0LlWK0xVJniHNKdgmgAItPX+mCYxsgLbUD6BrHxa0hJCQyVYBIM4EgIVMgU6OCBmPALbNl3HmgCqn6DTXOsNoLsTEgS/1DdReZeoaFqUTdNbDYcOna+zGiTCp7ewsffm4dLT8uvGgMjWOmYhWFAdfQAEnPq9VehNYwhmfqWOkMC9MTISXiTKDlxxAANM5hmxwVx1DMHRnUvPFoQz17SGHhmBoxbl3qe7V0Kkw9u9Kjop/GrxqOvjMmAG0SV0U+f0fjDD/w9lvwdx86cbOX9FUd77lzHv/iW+6EoTH88ifP4/RcBZ0gwY+876ldh2tOYhKTeOXCszT0Qpp/FSr24mKLjDjmqw42+hFawwS2qWG6bKEbJkXfQj9M0R6S7f5zy73Cqnu3EEKiWTIhpSzkL/0wl/jQDC4/ynBmrY/OMMFKJ8Djqq8EAC5s+VjthbBNHTXHwGY/xmfPb4KBenJyJiRPehxTw4UtH5xju7ocJvAsHZahFZ8vJSUpJEmj7/LDFL2AXtvwTJyeK+PuQ7UCBNVcA8enPTRLFsKYGubPrg+wNaCqdcXWsTmg78vB4gtrfbJuB1X7X1glliNW5zxItmej5ZX2iq2jGyT4k2dWcWZtgLPrvhoDQEl4kFAD//HpEsq2jpKlY70fY60XAZJMAWqOgTihzw2TDG2fKvU654iSDAdqDpJM4nIroGs6MleqHyZY7oao2iQVbfsxnWdGRimOqZETYivAlh/jYsvHS5sDbPYj9IMEQkjF/EhkmcSLa30stQL4yo3x6JQH1ySziq1+jLPrPgKlnsjnjHWGCTTG0AsSfOHcViHfqjoGOQIKiYN1D0envEKmGCYZNMahcZKN5ceej2YoO9vyq55yYtzyQ/RCYiaFkMrwhJJbS6PB7Y9d7iBUwMrSqfcPErjQCrAxiGmA9TDFbNmGZ+mo2AZWe2HhlOhHKc5t+pTUKzMdQ+OQ6v5IBYEJWyfAkxMQhsYg1PWu2oYCMTEECCA+cZncPj/y/DqElAVo2ezHcAwNHT8lO3mVRP/+E8t4dqWHZ1f6uNwa4uw6JdK6xlC2DQQJMbgaJzY1f04YGlM9bSSpk5AYxhn8kM5JzjZpnKMdJFjqBLjcCvDR52mul6Xz4j6VoFlZg4hmjXHOEGUEWFe7xBxd2PTJ4CdI0PAMlG3q7QsTmjsYJlnhChoq+XTuVrncCXBxK8BizaaCCCcp6KGGC0snRvtyawimUowDdRfdIC16znLH0PyeT4XEMErhWQZ6UYZhkuGjZ9bRHiawlAIhSMjwhDEgEbTnq46BM2t9Yj67IZ68TP1qF7aGePhCC586uwkhqcftlpkytoYx/ujJ7UHZq90QHT9G2SJVAACkUuKCMgVaU31knqkhTjO8uD7A82t9+DGtMZUSQkpoDAgTiVRIaBqHrXOsdUMwxlBzTYQJsam9IEE/SLHaC4trJaTEw+dbquePrvHFLZ+eva4JpgpEgzCDo5Oc2DI11N3teZm7xQSgTWIswiTDvf/Xh/A3/t+H8fe/9iT+/rtO3uwlTQLAN9+ziH/63tsBKfH//MkZ/F/fdDseu9zGT//JxN1xEpP4UkaaScyUTOVSRn+Q/SjDcmeIJ69QE3smth3HTI2j6uhgjBVN4r2QEs+1XnjV4FiAzDMkgGdX+mgPSaqkczWrSkgIQQnfWo8S7kGUwtQ5FuvUzyKlRM0xMYgScBCAEZKS5DVlQpKNFHNKlo6WqiKnmYRlcDRcA7rG8cxyF+c3fapog+HIlAdL5ygrGd/Buo1VJcEcRCkubg2x1gvx1FK3YFVWuyEubA6LWWNJJnGgZiMVojCdsA0OKSQON10MoqzoYTo9X8F8zSls9Q/UyY56qmQX/S75uvPhy5yhcF4zdJqvlMsyIYmJemFtgE2fWAZXJUdbfoznV/tYH4SFCUovzBRY9LHej3C5NUSm3BlfXNuWxgFUKW94xFJqGrm3WZpWVOyfX+1jEKWwdQ6DM2SZJDmUYoTKloGLrSFeWO1DQJJ5gKVBG5G1lS1y6twaRmBsu5fo7PoAfpRivR8hlQISwFPLPYRJhhMzJQRxWoD7T7+0ifObPjYGEeJUgHFi1QyNI1QJpR9lOKcYue4wQTdIESUZGh4xnZdaAS63AxqsHCaQUskVU4GX1qlP6/ymj2PTJdiGhrJNbnpBksHQWMFocQZ85qVNQFIyXHEMdIaxAmAEaDb6ES63hwhj6mUrK7dS16QZacvKWj7fM0kmCdwIkgtHqUCSSniGXuyTYZzh4hYBmsvtIfyYrkEnSDBdtmBoHF+40C4+M0ozcAAH6y5umS1DSIkgFsVnNEoWolQik8ChhotMQBmVMDQ8SugzAZgaDabWGDBbsZAIAohNz4BnaijZGmquCT+mfZEn/dPl/DOkOh6B6ZIJU6e+ugM1G6EylMlNY4I4K0xvBlGGMN6W0Z3fHNJctrUB1voRTsyUYOscqaQBzuu9CC0Foh2TZI46Z8UohJc2BvjYC+uFq23uqRLGaWEwU/dMbPnbg+A4Yzg+5eGJSx1IKclMpuXj+dU+ao6BVEh0gwSuoWHTj9AexgpMUYHAM7VipmTNMdAJYsSpKIoQABkqDeMUqYAaeUBMYNXR0R7GCJIUQUysfZJKDKMMjsHx8PmWGrQtMAhT5HOjlztDXNryYeocrkUFls6QCi8aZ/AsDbbB4RhaIRuP0gy2weFaOhULpMSWT8O+TZ2jH6RqnIFEIgTObgxwZqWPtdGhebvEBKBNoggpJf7Sv/802sMEX3f7LL7/7RPm7NUUf+2Nh/BDX38KYZLh1z93CT/+F2/D+x5Zwm9//tLNXtokJvGajVhIbPox+lFayH10TozB+Q0fVzrUE+LHKa50AtxxoApT1+BHKR651EacSRxpurjvcB2dIB6bsZMz4EEiClYoH1RsaBy6xov+rtz17rJyiiTZJcl5MkkJqqHxog/JMTTMVW2yo86TvExgmFDfRC6xFFKCgYbqbg4iOCb13lzeGmKuYuGZ5R6ZJCg2cKUbYRhlaHgmOqo3ruXHRQ9YL6S5a+v9CJe3hoX1+9NXehjxhCiGR5/dGGAQUe+LY2p4ZrmLtW5INv4C1EMC4PyWj65K1jRGciUpJW6dr8DUOGxDg61zbPbJrTBOqc+qrZi+w00CemXHwELNLowVXtwYoKqSRV3jODrtYaBMLgBiBuKU5K2n5ypje4Nc7RKc2/AxjKjnZq1PlfV+mOIFJW2KUgEBMpOJFIMgJCVrl1oBwMiB0tQ4oJI+S9m+526UB6oO4lQgVYmkHxPrI4SElGTvPV+1cbjp4uHzLfQjSs5NXUOSbrOnUkicW/dxdn2AIKbEcRAmEKCEkDGGfpgiTDLMVx20/ASXWj7afkx9YEqSWncNTKtZYVWPxktwRkzoWi/Cuc3tPsxBlCFIBAyNwTV1dIYkC1tqD/Hw+Ra+cKGFgbKUn6vaKFk6bEMHGEOckskJmTRkhUuhpY+nr1FKoylWuiHqngHH1MbYzmGSKRaY1kOOpFRYWekQO5gKic+e2yzARMMz8LnzW/jC+Ra5eUqJ+apDLFZn2z2Uet7ISdEzNWz61PO51gtRsg2UbR1rvQhXOmEh7YxTgbJtwFIumEFChiucMcyWLQzjDLaS8bb9GIOQZJNSSmiMoaPuf4AcP4cJ3duWTq6VTElCPUsrDHRWe2EBuFZ7JB9+Ya2PRAgAspg5FyTEwoUpzXYDiAGyda1gLU2NGMMok7hl1sNQFQsqtlm4smqM4aPPb2AQZzi34aNZsmBqHOe3fJxZ7WNzEOEF5c45VLJn2+A4MVtSezwrTErWeiGeXOqi4hij4/NgcIY7D1RxqUWSzvycMABSEFC92KK9WHENzFQspJlSJMQpSSBHHsrHp8u42AqKOYZL7YCAmALPVZfs/RljqLsGGEMx9FzjwEovVM9Ho5iftuHHxfOZPgeYq1I/5H5xbRuRSXzVxLf+4mdwZrWPr799Fj/zv9x9s5cziV3if3vzUYSJwC985EX8j0eW8BPfeDv+7z98DidmSrjvcONmL28Sk3jNRRCnEJyquZDASidAmAqkQmKuYiPOBDYHMSq2gfOb5FLmxykuqAT17MYA0yVD9clIGNo2ShlEKYSQuPtQHU9d6SLJBGydg+kc/SiFpswfBhFV0jf7EbphikWVUKx2A9RcozAR8eMMm31ixnphil40UMN/DcRJhkGUoeaRUcnZdZKxD+MMUgCBRxIv19SLZPjTL22hbJFVub/DmKijQITGiTHoqwR3tRviUNNDL0yg66xgfDpBgrJFySpAiaCQKeKMWJRukND8IzVvTNkEQBtFtCoy5WLnx+TqR253GdJM4kDNgc4ZSpZWyLGaLrlgli1NsQ2p6kujIcNpRjOngjjDajfEXMWGr1jKw00XW4MYfkLMTi4/BADXIAvw6bKlGB0CzDm4a3gmmcEwWm8u52SMWMUkEyhZOjxLLyRXfpSiNSSbcs5YMVh4rUfsV26KwRnZexOjQIneSxs+0kwU8rNOQNfkYMMBYxY2+xHW+hEYZ9QLaUssNhxcVO6fYAR8kozA/LMrXbimDo1zhOr6M07Su001kB2gcQCmxtEomQrcAlNlC2vdEOMpKEM3IBv06bKJZsnCSxs+NvoxNvoxOIeaLShQsgwYyprfMXUlnaTzWHNNjOa2o99RsnS01L3gWToYR2GUsTGIFbPMEKUSQ8WmDmOSz55d7yOTEm2fDD6kMqlo+QksncHUGHwF+jIpYXCGREiEcYb7Dtfw5OUutvykkDKv96Oip9M1tWIdL2346Ec0Nmex76LqGqrPU13rfgRb54WhxeX2EIOYzitda4kwEUWfVJpJVCwNnmWQc2ciaP9wji01LFmC2M6SRQC5F5IhjwRQcQySbDKGg3UHj1zqoKTYo7KSW3uWjrmqXbirRmlWgKE/fZqko47B8emzm8VxrvRCGKqvMO/hOtxwUHfMglFt+4linYBBmCrWOgBjUMZDIWbKFjTFpvcDmr2WRz/O8OfnWrj7UK2Qc/ajDJafFAxjvk4/TNFW52zLjyAl9VgyhmIwez6LTucErqbLJp5fpTl6HT9B2ycJe6bYP50znJqt4OELLXSHCZbaQwwTupczIbBQs9ELEmicFX2dOmdKXYB9YwLQJgEA+O3PX8Kjlzo4NuXhF//X+8YqCpN4dcX3PnQcwzjFL3/yHN7/6BX85LfcgRPTpZu9rElM4jUdnDGs96PCRpnkWGlhwZ5bjuuco+4auO9wHSu9EBpjyAS9vmTr2BpEhU14mkkkQuLCpl9YOVs6L8wdTI0jGbFtZozB0hkut4ZkIsIZzqvk+sS0V8wGAsipse5S38OWT3PObFNHlGToZSmCKMVdB2sI4hT9KMNM2UKoGAhKtkgelwmgHyWY8gxs+tQ35Ss5VdU1CkCQz++yDQ1tn2YzNTyrGA8glGGEr1ibmmqyz4RAEAvYBvWQlC0dkMRmcQYs1Gys98OCicpD4wxBKLDpR7AUo6hzhpVegKZnIdYIPJYtHZdaQzy/1kc/2k7YXJVEcwBLnRGpUQRi9HRiL85vDKBxjoqt46WNfjEXj46JbMhp6HCEpmei4ZkFM5qzLiVTL0CUwRmEoO+fLlnIhNgGbur85a6hnWFcyDofvtAqWM+VjnLJS7LiegPAIEyw0otQsXQYnME1ySzjsUsdxEoKmkcmSaK55ccoWZr6LBQS0NVehKZnQOcEDPpRphwsGQZphmDHtbjUpsIFZ1CughF81VtWtvIig0AnIFvzTpDixdW+Gq8gUbYJhDEGrPViMMQkbRSAY2nE3nD67I1BBF/dazlIAgDP0NANiO12dA7X0LDl0/7WGDk9BolAzTGLJN+PMxxperiw5WNjQIYSJUvD0amSMqCh4kgmlQQ2SOCaHKamFQC16uh4fnUAPyGJc9MjyaKlM0yXLXDOCnfOkqXj9HwJYZLCNXWkQqjhxlT0yTKJfpxgoNFIg2FCsmDOWAHac7YtfzZwztCLsiJvI0kzAQFb05BKYmd1ToUbADhWd1C2DXSHKfoB2dW3hjE21TmIEgEBAixNj+TANG+NZMTpCEJeH0TggJoBuf3zYZxhytOwPohQsnXVz5jgz89tgjMyY/no8+uQSsxHTHym7PS3j09Kibpn4dKWj8W6S+zY9lZG24/R8eOiRxVAcb4NzmCr+ymXRpaVdX8ggXaQoKLAKJ07uqZhksI2dVzaGpJJk+onzQsYtrovW36ClW6g+lYZtgbUD9dXRbX8mnTDVMlTGYKE2MzWho/9YiJxnAT+y2fO4x+//ynce6iKP/kHbwW/hvXnJG5+/OC7TuLb33QIZ1Z7+KVPnMMXLrbxz//g2SKxm8QkJvHKxFAl9b2QAECeTFesbQmVELLoN+AcGMai6HeKM4EjTRd3H6xBSvqDnWbb8kJT9SyYOpkhdIOkAAEin2qtohfGiFKJXkgsS84QAUB7GMMzNYQqqcmTGNfaruZv+RE16UugZBm43BoWdv9rvRAXtoawDU2ZJUjMVGwMVZKdszICKOYGdYYJ+hEZEZhq8KqhenA6wwSXW35hABFnNEg7ToklJEmnJIMMCTRLJsrK9CPKZOEQ+PRyD92Q5Hx5wqJzVhw7Z3wMNHOQtfx6nxinVFCv0pRHcrySpaFq67BNZVyQCuojAwpglAnV3K/OIfU1ZTjc9Mb2RpBkWO6GOLfhK0e6FJv9qKjYh6lAkkmYBiXbM2WrABODOKO+oRHA149S+MrlM/9undN+GZ0ZttYPwUGJeTDCbObmMlKZMIQp9dcUM/fGt1PR59gL0oKROtzw4McZNE4J9movwqoyWtA42y4AjIyeyOWGUgHrzjAu9pVnagW4yw1Jcmlma5hg009g6AxgZMDhGnqxtievdDGMSZL74lofLV/tdwUS2kEy5obqJxk6QYqSpSOTxHAYGqcB55KkxJbOC+YJUqLhGVjvhdAYMFchOV2aSTBIdEPa38OEAB4N22ZIMxTgDCBHz/YwgWdo0DgrPr/qmIjVYPdU0HyxJBNY7YboqpEQX7jQxsYgLgBPDq4MjRXz2oSkOXdBIuDnM9LCpBi3k6dsvtpThkZOoINIOcYqdjdK6b7iDFjtRXhiqYthQnJeW9cKR0bi6KhfS0qJbhAjUKyzplxRRg3Kao4BXWMIU4FDTQ81JUNseCZW+1EhEbQ0YuzPb/joBymeUpb7o/cA7S0CQ1t+jCnPQJIR+xzEAgtVByVLKwoXls4xVbbgmXrR36sxujc1RuA9L8zonApc/Sgr3CgNBW7zqDgmOKggkZsF5edWU32qUSrgRxnCmJ5lS+0Am4MYOieJZZxJOGo0wHo/wiDO4Kq9kcd81b5KlbAzJgDtqzyeX+3hn/3Bs3AMDb/x3Q+MDDycxKs5GGP4sW+4Dd9yzyKGUYpU0CyRPPGbxCQm8cpEDlAMjRdgAwB6UYaa6rWipFUWPS79aFviGCQCF7aGeEw5LqZCFtXf/A9+ySbDgCjJIEFVXwBI0u05SN0gLnq4LH3bRj5Pjv0oK3q0AEr2l9pBwWABNCC2bGlF/1c+OBkgW2+dk6e4zhkyKfD8ah+eqcHR+ZikLEoF2kGCsqWhYlGvW0U5/y13I2wNIgiQdCp/Xz63LEkFKrnlvTofnqlhpRMizaSysmbFGJGyGvYKbA/1zs+hpXOsdoIxoMoZHaNtcBqALSQNDM4ErDxpzSQGIblsTpdMtPwEnBFrQHb9DBdU7xxnTMknqU9vNPL15ImXlLT+TkAjCKY8AzpnxXDo9RFpFgBcbgXoDGN4is3Lr8UgzsiWXAJV14QAsOlvzwxrqJ8VVvIqltpDlC0NQv0diFKBICX2ZKZsoWqPi6Z0lWzn/wsAK70ApsaRCdq7tr5tzJLlhQiNjSXVLyjzFNfUYRscZdtAzTVRtXWM5PFjxy+khGNyNQ+PwNTmIC4kaLnzX6oKH8vdsGA+Mok9/9alQtL5zyTaaqxFvlJL9QDle0uCGJChYg8jtTeDVOBSm+aXjWZENFMwRZxRscDScuBL58RPBNIsZ5/peFs+jYgoWzpSIXFmtY+LW0MkmURXMc8VS4PGqHjAGQGoJJVY7alByaaGOBVw1L2ePx+ibLu3MJ/Fl/87f8j0whRBKoreVFMnOWEOoC2dFX1qgzDFojLlyYse0yUTqaBiAwGTFEGcjjFYHSXhA4BLWzRoXgKF6+1M2SQGPKMRF+HIkPLR50ovout2ccsnEyEpsanuTY2RO+x6n3rn8vVHKTHQT17pFmvOJF2rUZY3j0j1Y64rKXgixpnl85s+BABbPfMW6jbJ20EgLQfIkRo9EqZie2D2SJ9j/t0Hag5MjWGYZOgF28/nfEzCfjHJxr+K48xyF+/9d5/CTNnCZ3/0nftaQE/i1ReMMfyzb7wdp+cr+L7/9hg+dXYT//OZFfzO5y/f7KVNYhKvuQiSbCyZ0DiKim0/yrDcCRFlskhU5qo2skwWTIOpcQyiDAZnBegTkv47v+lTdV3QLKw8YRZAUdWmQbj0//M5X2VLK5KSkpK1jTIkjKGoFHsmzZ+KUmr+HyYEMAVIGhYkZJzQDVN0gpRcK5VdfJCKsSR++/NZYShwqRUo845tlrEfpsV6wpSMUPwkU70524ybH2eq0q0SGCmL4a6UjF1daTYU++OPgGYA0HUGS9ehaxyZkIWxQRBnRUJr6gyWToA7H/YsJJ3vPPkCyMJ+YxCrXhOgu4tCwVHN/8A4E+BHKTZ9Stw2lPGCqTEY2jb4HMYpVrpBcQycU18b2cATuMxVEYNw1PCC3t8dxoVrH0CukP0oQ6D2Sc0x0PQM9CKa1zQK4PP18pE9AtCx6yMZK+f0OXlonBVyzTzyIsEgSnF23YfGGVYUSxSmGTxTg8ZR9Fg5Bp0zP8rGgJY7koPkM/VyqV7bjwsmBCAwbPDxPVkbGQ+Q/y5IRWGF3wmIZd6J7cqWMuMYJugGNHohl6wJEDjIMU8uhat5RrGfiKGkHqYwFcU1MTWaURbEWVFEyBndujqnlq5B1zkyte8ixcCkQsDK3TzDlACz2peJAq2jkQNcQw24HmUWS5ZWXKMcoDQ8g4o1KYGgKCPW9rmVHgA6Xs4ZLrcDDMIUSUZMVJAI9COS1o7uk3zv55iIK5t/jREYaioGO0kF5qs2etH27Lm8QJGbM1ZdA2EiCvVClApkks69kLjq+mmqxzMvXI2Go3NULDJtSjN6zc5Cxa5eHeqjrrTD4hmcA3LH0Ej5oF6qcwbP1IhB1VghYW+WTJzf9Iv7ZXR2bZLJ4u/AXjEBaF+lIaXEt/3yZ5FkEn/4976G7Ign8RUXnDP8/F+7F2881sCTSx04hoZ/+cHn8Oufu3izlzaJSbwmIk/umEoC8hSg4ZpjfRie+qOcs2znNnwEqmF/pmJjrmohULbZeTCGwoL9cmtYDGAdTfTtkURsTPoIjCWsrWFcSCwB6suYrdiQ+eyymIBRqlgBjaGQx5nK7AMAOZOBkgnP4IgzqSRDI71woMp7N0yRCIlOEKs+HQByZLBvKsYq7ZYCRqNrT3ZkW7kczY9IUjWMs6t6okf7jnZGN0hxpRuQQYUk0JfPqsvXECeikC6Nfn1FJeqe6gNLBB17JomtMEZAajcgYBcosDt6XQDsur6yrRfMSf4af+QaZoKucTdIYJs6XEMrfj/aetANiFXImbo8ctlX/tWdIClc+CR2P19CopAOagw4MVMaA3LdIB2T80WpgMFZweYAJK/VGIph6FuDbabM0Dj8OCuMKgDaSxJAlBAwNzT6PMfkV7kzAihm2+WRz0jbeY6DZBuMJULCNThcY5v97UcZtkaYyDxxzvciL4BcgjAWxf2dye3f5QWXQm4JYu0yKVB3CPQsdwJs9CN4pg4hJXpRUhx7y0/gxxnaQaJAa4aWn8DW+di9oPHtda/1o7ExGQB2vJYWZ2p0TnbCFOr/U69l2+vwTL1Yl2OQick20FIFgigrerdKllbMPYuS7fOTF1voXOYDngl8Fvb1ylwkSAWW2sROb6hRHzuLLJtqyLqfUL9iDpC2/Lhg0/KgogcvJJyj4RoaglSgp45B11hx/42ueTQMVUQJEnLlzItiAAoH1UJVoe6DfkTMmp+QnNWPUlg6w1o/KopVrsEhIItCy24Fr50xAWhfhdEPE/zo+5+CY+j4+A+/DVNl+9pvmsSrNjTO8F//5htx63wF/+R3n8a9h2r453/wbDGbZBKTmMTLjzzBEIL60PIUYGMQj3Wq5+5+eSKU24wDwHovxB89uUqfM/LZunIOqytmK4/RXoUclJkjf9BHGYz8pTpnRSKcx5NL3UKql0eQkt05Y6xgANojCXh3qIZjS5JxTpeI0RtNyCVGKvGugSNND65KXBMhx45xNKJU7pp0jP5sVDZIrIUcO/b8O/LYK89xR5iSnCXjjNYQpAKDvH9n5D091dgfJMQUTHnGmLJk9BrF6vgZUDAJQo4Datcg6Zqlc1g6w5a/e4+wZ44ni5GSpFF/UP592999oGYXTN9okeDKiPV7HqmgfpiGa2ybI4wwkqOnL5PAcyv9XdeYh1RgZVQ+1o8yZIqBLFkaakpqxzF+zkYjTgVMQ0PDNQo52paf7Pp6gXEGMR99kH9HHjnTkscwoR7AXHJoamzP9QB0/fJztBM05PfcaKEiB5OZ6n1sB4kCNMScd8MEQSKK3j8GoGrrxZozsb2X897RfK9HaVb8bGfQXtoGmv0oI1mvqYEztuv9l9/jo5h2YxDB0hhsJZUdBeIA3YOeoaFs0ZoHUVb01+WgKf9+pzgX2+/Pi1U7QXeSyatYrNEYJuRM2vCM4npZOjGD5zf9sWscZ8Rajhartj9n+2emAnGjYH23yPtiAeWyO/Jd4yYkxFLulFEm6ufU78eK/tZhIlQBRs2uG17bL2AC0L7KohskePBffgS/+fnL+M/f+Xocakzc/14LYWgc7/++B3H3oRrCJMOPvPsUvvu/fgEvru//x3YSk5jE9YWUEvqOnoFRoJAnIxWVeFgjyCGXL+4MoaRI6/2oqMw7Oh9LBPLYrefGGWEH3B1JfrrjM+quUciqooyq46NGDz0lpROg5EXTyFZ8Y0DGJFEmrgJDrsHRGiY4s9IfS3z3SyzyhCb/bo2Ng9ZRG3kAyllw76R6t1YkDhQSLEtjRTKWnxJLzePKj3dn5D/bVGxHsfaRdeTn29RZwawZnI0xHcOEgEs/yhCl1Gu3U5YHtp3s5udkyjMKoJef19H+8LYCekkmx4BbzuKOhqExBKnApp8U52E0OTU0dlUC7Rp7X0GB7d6nPEb3+mDks/OV5SxxHo7BwUDSv5zZNDgjaaF6zU7cvfM7d34HsN2byUH3EVdmKXlSrO089ypGpXr9KCvAw+irhbz6+/Nrk4ird9FQATODE2ujyGVyywRJHDlw1Z7IgeAeBLH63qt/2VfgydrFR6AyAoZG35kXacJUXPV8stVzyE8yJEJcJancGbv1e+XPoJ2g2NCIfff2aKupOgY0Ns5S7nbMo+Feo0UnTgV2uUy7Rr6dg0TsCug9Qxvb86MxCgq7QTx2DKOx/9FQTADaV1H0wwRf+7MfQz9K8ZN/6U7cfqB6s5c0iVcwLF3Dr3znG7Dej/EzH3oRU56J7/x/H0YQ769znsQkJrF35LnTIEq3e4XY1cxN/mc8t7EeTSj9KL2KBQLGk7C8artXhX+3nwbJtnHAaAM6QAlA3TGKZLM9TNAOiB0zNVZYju9cS25UECXb87UsZSywM0fO2b1hko2tb78pLaWcxUm2G/pHI6/A5/0aPSWjHI2rQM6OENhml3LTkFEQEmUSco9sLe9R8QwNOmdjYGX0/+dJfZRuy8ISIXdIz8Y/29CuluWN/jP/nPYwQcnWUbW37fnzfkdgW67IMH7+dpsZl6+H+pCuZldsQ7tqzw0TcRWrl0dePBgFNcaO5L2zgx3IAUDuhBgkNLhbjHwW9Rdts687E9jRa24oiePOiFJZAP5AOWFWRqRsO90C89hZzMglnqM/HezBuAAo5JtVW7/qvO387FHWWqjv2kuueyORg9IgvXqdvXB3t8DRte18PI2yd6OD23cLZx9Av+ta1WftZCnz6CqTF2C8/xEg6ef4Z9H/jgKj3FZ/dF2cj8sK99rfwPje3i38hPpZd3uml0b2237nbLQfba+YALSvovj2X/4sNvoxvuetR/Ht9x+62cuZxJcgbEPD+773QZg6x1ovxJGmh5/64HPFcM1JTGISNxZ5DjNaQN8NrOwXSSauMlYAKKHPq9t5kiZw7T/Mo3lBXrneS9a00xhiEJEZyE5WatvoIYOta0Uy45kakkzum9BUVG9VHvudm/3YsNHYz1H4ehNaTUnxiMG6GoTsFlFKPSp+kqHqjB/X6Ht2nlfg6uum70gmd0rI9gopSULbDdMxaWkehWvkjp+PSlWNHcljmknsQgLtytZyjEvYxr9bfd7I+3LwkgPaujKE2PmeTI6/zzI0uKr3SWBvIAGMX/NEjDOHY8cjx/9/bx9gtVvsNJrYL1cfvTKc0Z7YyYbuPLuWcgn9YqYZ7cbemDpHkApkN/BgcvTtnr+93pafj/0MLfYCvrtFfp6mlPTvWqchl1Tm53NjMO6EutujIH/GjK4rSuUYC7rX/gZ2FD32eRjv9kwffb6lYnfjEmB/hjSPCUD7KogwyfDBp5fx9JUevv62WfzoX7jtZi9pEl/CqDgGPvyDb4ME8NLGAFGa4X2PLt3sZU1iEl/Rcf0pCMVoxX+vP/g6Z1clpZzt/V35J1r67mBpvz/oFUsrQNaIC3cRowBmOGJmkttK75fQ9ML0uhPOPEHf7fWjDFBwjRlB1xO7gTwOOhfXs94tP7khdmOnhG6/fqfdIk+WrZHK/259SLsxZQAKm3XgavOVMN29SDDc5bpa+zAi+xX+UyExTAQ2B/H4L+Q4K5GDzk6QXJX472YSslvsBbD3i93A7s7IWbg88su/234ZXcFOoLsXaIkyGlVQsY19k/9917gbMNinULNXBOnuEj5gWzJ4LWnhXrHX/SUkFU42lfRvt0+3dvS7AjcGAveKvfrOdsZoEeE6iK4iNEbvzQ89SsXLPn/ABKC95qMfJvhL//5T+N7/9hjuOFDFf/yO+272kibxZYi6Z+LDP/Q2zFdtLHcCfPrFTfzhk8tjjkSTmMQkvnQxZmTBtwHb6B/80UQgTx73wwP5r6Js+z4e7ePYL5foKacxAIXd+27hmWRsMdrzdj0SphtVae32+tH+rb16jq43cvMAYEc/IOhcGHz3Y8qHcOcxeuzXOg9frFQtT5bzZNQx+K4J7G7sHYA9WSWNMzQ9Y1cW1NmldydIxDWTw93kXXvFTuZst36lPK4X1O5BTFwVo8e83/cC26zjblsvX/5eh83VEOTrjU6Q3FDy/+WIURC9G2O21zNjt9jvVrjWrT26Bxruy3cY3w8A7ydjvB4gT58//hn5cX3xglWKCUB7DUfbj/Gtv/gZvLTh4123zuB3/s79V9kVT+K1G9NlG7/53Q/gUivAwxda+OBTK/jA48s3e1mTmMRXXYy6te2M/Ik8mjxeKw8aTez26uPYL+JMXsWwFJ8XbzvyAcqq+hWoXt9o1J1XbvTLbmBvr/MWpaKQVQHjlfsv13nIk8cgEXvage8We7GcmZDY2mF4ksde0rVrHelubNyXM3Ze071umf2Y3zxy4L3XPTEae75EQjn37R/X6m96ufFy2LidUsn92G3g+s7PKx25icyN9rkB12Z794q9gPzO87KbPPiVjAlAew3H9//Go3hxbYCvu20Wv/ydb4Bj7m1rOonXZjimht/+ngcQpwKfO9/CR8+s49zGoGjOnsQkXsvxcz/3c/i2b/s2fMu3fAueeuqpXV/zMz/zM/iO7/iOV/y7rzeh2O1OvMm571jsTOBvoIi+Z+zlpjca7evs1xqN6znjjsHHQM/1rOXLHaPJ4/XKsl4rUboBQDoa13PL7LV3XwngnSf111pHfm09U3tZoGOveDls3J7OmBJ7Oix+OWI3E6CbUSTaGV/utGkC0F6D0fJjrPVCXG4NcddiFf/ga0/e7CVN4ibGbNXGh37wbRjGKT72/Aa+5T98Bn/wxIRJm8RrOz772c/iqaeewm/91m/hp37qp/BTP/VTV73m7Nmz+PznP/8l+f7dEor9wM319t68Eu+zNHaVO1oe+dye0RhNJF8J8PilqjzvlsJ5pjYmzQqS8ZlJu63lRlirG4kbvVI3IiO8VpQsbczRcK+1vIJf+bLYov3cEkfj5azzWnv3WlbtwPicu52xl/X6buHH2dgzwuAMHDc3KR8Fx7sxzF+uYsZeaoOX27O3W3wlgJ+vhDVO4gbi4paPv/jzn8RDP/1RzFZt/N73vxknZss3e1mTuMmxUHPwsX/4dpyeLyMVAh9/cQN+dOMV6klM4islPve5z+Gd73wnAODkyZNYX19HEIwP8v1X/+pf4Qd/8Ae/bGvaL0Ec7bvYbw7VXu+7EaAWZXJPR8Hd5vaMJpI7TU6+2PhSJyF+nO0rzdrt+79UrNWNcgC5jPCVAE2DKBtzNNxrLZncXS74ci71fjIy4Is7rleSZd7Nqn2vCJV9/84wOPui+ibzAe83kyfKwXFe0Nh5b3ypJX37hcZeHku4V9x8Pu7aMQFor6F4ca2Pv/wf/xxxKhBlAt/+hkOTnrNJFDFTsfGb330/5io2fvfRK/j6f/tJfPyFjZu9rElM4ksSGxsbaDQaxb8bjQY2NzeLf7///e/Hm970JiwsLOz7OS8Xg9wIyMojBzwvx6EuSsUXZd19vbGbycmNJtqjjNwrmShdL/Nlaaw4118JidqXW/Iqscucvy/BGl4tUt4bPbbdXi4gb/w+eJms+Zc6kkzSsPeb9P27PcdeLXvlyxmvzt0xiRsOKSX+/m8/jjjJ0A4S/OQ334lvuW/xZi9rEq+ysA0Nv/f9b0bDM7DUDvDiWg/pq81KahKTeAXCMMalelLKomDV6XTw+7//+/iu7/qua37Oy01MrxdkjfZbXItxuFZc79sNzm6ox+Ra7m03mjx9qfpJdmO+XINflfBFmfyiz/X1xmiSZb+CPUfAjQPjfGj59cTLSYi/lAnlzv26m/vkK/0dNxKZwK5z5vaLUTOKnQz4y5U8fzExKmHc7Q79crVr7nVrvpLy26+EmAC010Bc3PIRpwKuwdGPUnz3W47h2944GUQ9id2jZBv48x95Jw7UbPyLPz6D9/67T+Kppe7NXtYkJvGKxvT0NLa2top/t1otTE1NAaD+tI2NDXz7t387fuAHfgDPPPMMfvInf/KmrHO3fovKy+iBupHkMhHyqh6T/eSKoxLB0STpRmy3d0b+zi910jVMxL7Adb8B3K9EjCa61zuke2fsZpoA3DiI2sue/6rve5kX5XqO7uUYY3B2dU9U8DLcS/e6r3IwtPM79jsLls6uGlT9cssOBmdXjReQN4r2dqzl5US2gxG3NDrG6xkBctUaXt4SoDF6Fu2251/tLNor/SibALSv8PjM2U18w89/Cu/82Y/hsctd/NC7TuFH3nP6Zi9rEq/yMA0Nn/zht+NvPngEy50AZzf6X9QfhElM4tUWb33rW/HhD38YAPDMM8/g4MGDsG0bAPDud78bf/RHf4Tf+Z3fwS/8wi/g9ttvx4/+6I9+Wda1X+6bg6Tey+iB2rWp/wYyhutllEaTpBy43ah5gKNvz/fK5MuTg+4MjV2/SUP+OkNj12XDngfHtfvurvX7GznS/KO+2PlqNxpJJl9Rg5LReDnsqWte32Dxa8Ve13qv2Wv7nfUolWOA7OVconyv7HZ99xpjcD0y3pe7XfJLnn91lNExXmt+3K5reHlLKGbmfbF7/lrn6UthBPRK36UTgPYVHB85s4bv+bVHcHK2BD/K8L/ct4jvf8eJm72sSXyFBOccP/be2/G6g3X8g99+Am/56Y/g0tbwZi9rEpN4ReKOO+7A6dOn8c3f/M348R//cfzIj/wI3v/+9+NDH/rQTVuTxvavAr/Ssru9ai4ae2UlVDdqHrAz4Xsl5itlcts2fLT6bigWYNShL3/djX6vwLWv0ejvd2MBbiRx3e+rOK6PNd0P1+wHem7mnLOd520YZajYX/xcvGsdkmdoV9n87wSqJUv7oljfvSTNO495L6ZxPwObGxmUvVu82hmqGwFV1zL6GV5nYWY/187dYud1/GIKC5PBWF+hEaUZ/u8/fA5Vx8CmH+HjP/z2V+QBNomvvvj//rc34l9+8Dn88ifP42c+9Dz+7V+9e2IuM4nXRPyjf/SPxv596tSpq16zuLiIX/u1X7uuzytb2jX/8Buc7Vn93S0BsnWOcAdg0Tm7YbDmGPwqdmI/p77sZVTF9wrP0BAk2Q2Bj/y4d1v3FxujZy4HYXs59NUcA50ggWdo1xz6bWrshoDLXvvA4AwaZ0iEgKVxDBOx777Z7XeGxq653v0+E9gbAF7rfV9MHKzZuNwJx362c7+PfnfZ0hCn4irXUYYbZywarlEMPh4NS2eI0qtlv8DVQDV3Oqw6BoZRuu952q0gs9frd/58r3tir2cDyVLprHyx9xRntDfy9Vva1Q6VO4/N0hhMnRfPx53vGf33foUqDsCzNMSZvIrZLD5bXa+XE/m+ud7beOez+VqRCDl2fF/MbTRh0L4C48mlDjTGcOeBKgZRinfdOjcBZ5N42cE5wz/5htvw4LEGPvD4Mr7u33wcW4PoZi9rEpN41YU/As72ktOJa0iFd8oBRxOAvPfn5TBpgUryi8/i7LrmOr0S4V8HOBvt9dI4K447SASqtr5npfmLtXffLcnJf6YxFIm/n2S7DkkevczzVeeaSdNe/WKjkQiJMBXIxDYA2C1xN0YkcDs/VuPXTt+MHYOjrvdUJkLeUG/ejSSSO8FZHqP30yhr0Y8ycM7G2CGNAZUbMDzJI9oDtESphLFH3xMwzjbnp7QbJGPXrGbrV93bX4pC517Md+68CIyDuxthgPLPtnW69qNSR2B7/1g6R90zi/cx9Zp+lEFjdH/vBHRRJuHoZNizHzgSoGu+l+yUA2PgbK9+yaqtXyU3Zth+/o7Oe3wlgdC1js+8gWFuE4D2FRa/9ucX8Dd+5WG8/V9/DJ+/0MLH/9FD+LG/eNvNXtYkXgPxS9/5Bhyf9nB+c4j//bcew4XNwc1e0iQm8aqK0ZRht5lHBmd7V4aZ+v1eQ1jZjUnudksmRxNGIWXBGu2Wd7qGdpVE7pWSbuVRdykJYgDCNCsSwJ3noBume1aa3Zdh4jEKLiSo5200Icuv487TvduQ5NHX9MPkKiC687Dza3A9QA3YH4yPX8+d6xLXljiy8Z64nd+03/WOb4A5ENf4rNHYTbrH2XhCr+0ANmEixhLbTF67ELJb7Mc45iB4J0j3TG0MLFgaL847xzZoSYS8al/vdm2rewyIv55k3NL375nku+y5/RignXs0P8692Ob8aHTOwNk2aJbYvq6Z3FvyHKTjhj37SRZ3K5ZUbf2q+2+vZ2Y3TK86/xLb9+voke/nrrqz7/Ra+3xnUeTqY7z+fTsBaF9B8Z8+/hL+zZ+9iKpjYKkT4DseOIyaa177jZOYxHVEydLx3//ug5iv2Xj4fAtv/9cfx/sfXbrZy5rEJF410XD3VypcS06WCHkV85Zbn++Hza4FxgBKaEZfNfp5O5dl6RzDJLvayVHjYz03js6v2deiMUo6S+o4LPUejQGOqsTXXQNSbCeAHNuJy7VmQdWv42+cZ2hjidBoQl2yNASp2HUANwcwNQLc9qrGc2yDzZ0F8L0ueXWXvVJzDFg6x6G6g4qtw9b52Lo1tp3oTpe2j9vg7KpkjePaEsdhnO0LAPM9spNp0Nj+jN5+n3WtaHpm8Tn5MUkpx4BbIravX9XW4Rj8KmlxP8quOkfXilGQPho5qxJlcgykG5wAUb5HOQgs+kmGmmNA01iRbgc7gBPH7sl8d48B8fkRM+wNXKJU7nk/li0NOa69XqfMPSW12tX7bTR0jUEIOcZkxZkYW/dOhtMzNRicwdZ58czbDQhWHQOWxhDG2VXHkbuQ7nV+qs7urOpoIcNW//96e9AEqJc3P+u7saKjP4lSMcZy+jv27Y1IpCcA7SskWn6M9z26hDBJcaUT4He+5wF870MTQ5BJvLLR8Ez89vc8gLpnwjU1/PD/eBI//+EXbvayJjGJV0WM9q/sJXG8VnK0k3nLmYqdIGM09pPF5MsYRNkYm+MafNfP0xglEbv9LkrFWAIRpGLPXo+6YgIySUlne5jA1MguPEolOGPwY0qodI2PO95hu5/E0DjqjrG3lby4NpMjIMcSeDGSeHomJW27fX7J0rDpJ3ANDs/U4Jn6WDKXAxfGgfYwwVzVQcnckXga2ljib2msAMs7v7MTJIhSgZVeCM5I5jnas5PJbcawp5JRjV+dSHPgZXl67wTDts5hqWQb2E6qM0nXdy92cGdcq3CRh8EZNvpR8Tn5lRVSjjF2ozlwnAkkQl61Xzm2k+VRQOnuuB6jbKof7T5mIBMkcZwumWNJcf6Zmdxeb1mdo06QjLE35R3M2G5n6loYMu+P0neRr26zdrt/SD/KYKrrOyrl3Pk8mtoDpOojsxGTTO4qWZ5RgDjNJIyRvUTKgO17mrPt/ZuHH2dgjMBfDrRGR7DmxZFukNCcQrk3O7ZXH7Clb1/rses+AgSHcUamQSO/N0bet9tezqQEUy6xu0lrd16u0QLRzvOYg9PrAV8TgPYqDyklPvb8OsIkw1ovRCqAX/2uN+ANRxs3e2mTeI3GQs3Br//t+2EZGk7OlPBLnziPs2s9bE760ibxVRyWzqBzViSKuzETFUvbszlf4+NzmIp+D0ODo3PEmSiqrbntfJ7g7ybnyl+TS41mytYYixGrnpBRGZapbUswo1RcNReq6Zl7JpE73eyGSYrSSJJTdQzEmST5E4CSrWOqZI29x9LZVcOSOWeU7O4l/byOXqud/SqNEWYlFgKuocHZRSrZizKULQ3DRMA1NXSCZCyZGwV6OmdY6QYIk2wsRS47OoyRNeYsTMk24Fn6VUC5uBY72MmKQ2vOzRmkpJ4iqQ5t9AhdSwPk1a59u7Ero0yOY42DT84YOKf/HIMXSTUH0I/GZaf7zUazDK0As3XXKPb2TlBVsnV4to6GZ4wlupmk//Lk2DG2k1jX1JBmErah7QqyLW1cVjxMMiQj+2FUErifsYRramgPEzjmuJPjdMkcK1qEqrjBGa0vX9Lo+bEUsza6rvy39V0kjmVLo5lj6kXtXVg2y6T9stMBNWf/qraOMKbf5ZI9hqvNRjZHmOTR48xNZzQGzFasXftX8+NJhUCSiuI1iRhn9vJ9s5OxzJ9JdcWS1UbOxU4Wt2LrSIUcv9fUenerV+380eh1Hz1OU+co2/rY3o7TrPjcuYo99jkMBHKFpHt7t964bJ8aUs0xcHzKA0DFgxxEX4+AeALQXsWRCYkf/d2n8E9+9yl8zb/6CDhj+PT/8Q685eT0zV7aJF7jcWKmhN/87vvxS9/5etxxoIJv+vefxkP/z8fwgcevTOalTeKrLhyDI0pJhpUnn3ykzL/f/LJDdQcLVRuZAFKxXdHWR8BXkBJLkP/RHqqkKhEEeDI5PpeqZOkIU1F8RtUxUVYmBXmekyduApR8Te1INONMFt+Ts4FBnI0lLqbGikp0zlbkSUOUSgxiAitVW4dQTJdjcJQsDbahYRhvV9Hz5v6SpcMYqdZ7prZvV4Y9kijuTPjztdVcA6dmSuAgkNIfSXCFoKR9Z0W/WJcCV90gxUzZGksIt2Vn2z9tlqzx9UpgrU/Fq1HAGyfEaGqcwTV0VGz6T+cMjjomKbd7kvwopXMiKcE1FOvIlXnFKDhJMglNIye7Qw1nXyMIAeDuQ1UAGJN5liy9SOQ1Ns7SCgBy5Chdg8wdDI2NnZ98TZ6pFfutPUzAAByf8saYjtw8AgCyTMI1NbiKNa47BkqWBq4KIPnhGDoHZ6xIsEdBvGcRiMsZ6dH7I2egRqW0wN4SR4CAl5ASfpwVstqSpUFKiYN1B47Byd0yI9azZOlYqNvF/bI5iIvP2mmqARAzJuQ2+KrYegE08uSfcyoC7cbiJIqZ3gmcshGWL/+8fE+N9lztFqNsXF5kYIzB0TUYOrtKJZDvifz8jkoUZyt2ca45oz3hjKzV0Uk+7Rgcc1UbUSbHnDk5Y5j2TAKrOhULHGP82ZDvp71M8Sydo6z2xejSox2mKd0wRaTWTt+nTFEEsOnHY2CRs/EB86NMr86JUZstW4WEU2P0mXkBQkiJbrC9Nxjblo9eq59tAtBepRGlGX7gNx7FZ89tIUoEbpuv4H/+72/BdNm69psnMYlXIE7NlbFYd3Gw7uJb7l1EmKT4P3/3afzAbzyGzjC+9gdMYhKvkcir0KlAob862HCL348mQbY+LkLa8uPi34bGis+quyZcg0PTWPEHve4YVwmYUiFhcD4GrjRORgq6xnBUVWf7YYpMyCJhvG2+PFahzhPIPJHNpU4EIrYTroZrQGOUXMaZLBIOMSJL0znDlGcUkqx+mJKDG2foRxn8RCDJsqIPa6pkFmAnZ8typipMBeqOUSRFOyVZeXUb2E6U8tfkVfIwFmgNY7U2PmaW4JgcGt9OzuuOQYCC0bnoBiRxnC6ZsHSG2xcqxXtnypaSLFI1/1DDHVsPrSGFqREz2FOMZdnSUC+ZyISErnFAMWK9MC3MJHROcjkxIuH0kwyck9R8GGckqXJ0JEKCjZwWzkhmpnGGbpAiTAU8U0MmFKsDBQAYgcYT02UA4wybq0DVXMUGZwxJJlG29CJpLFtG8f+HCYEDjRFA80wNddegY1PXI5eM5UCuG46zQJkkRnIQpoUpjKFz+HGGVAikyuWvH2WIM4nFuoOqYxSg6ehUaey6vFGpiHQFakoqMbd1DsaJjbMMDsfUC+Dc3cViPw8hJKZKFm6dK0NKkjwOogxJRmuuOgYSIXGg5tC1ilL0FMBoeAaanlEk1Pn/5sDZ0TkcncM1+HYxJ0yRCcUACqlYRQOpkLuy80FRtNmdezE1DkPnqDkGVnrbapdRZ0nP0MZAV83dvu8ImBooWzqGSYZukCLK5FhhwDZoz2icFUyQqVGxpWTqBYASkj4vlyjqnJg/pkD6Rv9qNU7FMbDhx2MOjqbGtmXG6t9Vx8Be5phRKpBJiYqtgzNW7N9RYM8YAc+DdZdAt84hQc/DuxermK/acAwOxyBAae6Qck6NsPOuSYWogw0HkSqyZZKAZF4Qmq/asE0dlsaw2HAwVTJhmxp9vn41SzkaE4D2Ko3lTogLmz7Obw7x1+8/hD/8/70Fs1XnZi9rEl+F8Xfedhzf//YT+CuvP4iyreHZlR4GUTom/5nEJF7rYWoMnqWBgWG6ZI2NoogzWfSQ2TuqvhpnmKnYsDSOuZFneJyRzToDScQsnaMdJKh7RpEE5BVnuYNj0hiDY2qwNI6WH10lD7I0hs4wRSdIMKXssGuOgZqSIQLUT2cr6Q4DJVHzFSoAjkqzOOewDQ1HFBC8c6FCVeVUYEYVDDWuJJZCFvIlS9Nw2zwxN32VrDRcA01v3PTDtUhamCf4hkYM3IEqSY2iVEDjdO7zRCtIRAE2OIBDzW2w7MdZkawDQBDTrLEsIxmWoXOYKimruSY0zjBMBHphgl6QYl0lj5wBQZyi7lkFayqkBOd8rL/F0jUcnfIwq6RR+Syoww0XYITnTZ1B5xwlUyuSzIUaJXU5C1FRBgemzrHlx5AgViVnvfQRhKZxAkpSSLjmNli1dEo4Nc5gKzlVmAr4cYaqo8PSteK8ZUKCMYaWHyPKBHSNoR+lytKeoxMkxT7I++wcQ4MAsTXDOIVrcuRiurKlwzM1MkIxaG/mxip5ki9B4DMvDpChDMeDx5sQUkKo8oSpMfhRgiSjnxCjyLaBeZji4qav9guxGLHSmYWpAAfQGSYIEgEpJRIhif3bx/a+ZOnFtXdMHZwToDXVfRklJAnuhylqjg5D4zA1uufTjAojOXRqlixojOZ5aYzBNjXEmcAwEag5xJzloDLKJOarNhaqDsIkg2do6IXpVcyXoRGLmgtY6P3bxkCcAaFitEdZw9E+Lj/JCnav6RkIU1E8Hxgj9nOmYsHWuZrVR0WEuYqFqqOj4VLRQWMMTc/EoYaDimNA1xn1aI0UAEbvEcfQYCsVwjDKAEasbC73NDSGMHecVe+pOwa6YVoodiSAmbKNME6RjQyk33mewiRDmtE1L1k6Gq6BmbI1xjKbOodn6yjbBrjix/1YYGMQwTHIQMnUObGTcrufUIKem6SkYEjSvOeOYaFqX2UMU3cMVFUvZ5RJdIYJNgcxhJAIElHcu3vFBKC9yqLtx/ithy/iNx++hCudAN/9lqP4e+88ebOXNYmv4jgxU8Jc1UGYCrz15AzCOMX3/Ncv4Efe/xR+5H1P7luVnMQkXisRqzlDJcUy7OyN8JNszLErT0ortq4qxhJVRye3NfWaJBNoehY2BzH6YYqZkgmGbbYrziRMjcDETrlRL0yL6m5ecS+ZGpqugSiTqLvEcGnqfYzR9+mcej+mShaCJKOqcNmEoTG0h8lVNtGcU+U8l8Ct9SPEmYSh8YJBmKtaSDNKYHWNwdA4hnGG55Z7xXHOVix0ggScMzQ9o2Dy4lRAYtxVbRBluNKleVllW4etccTJuK18LnMS6rhvnS8rmee4PM/UaRA0GIOpcdRdk4CGesnp2RIMTqDJNjWULV0ZUBCzKKXEvYdqqNh6kRyPJoWJkOgGCc6uDzBXtrBQc+DoBGqFIIDV9CykQkAqC/J+SIlalIjCxKQXpNA4ybEMzojhYgSWNAZMl8nAwtY5MgHUPWIlF+suDI2R0YkCpnlLXCpksYeSjBg8cgLkBbPCOZ2XPBFmIFB8qOFsS1+TDNmoMYSSYbqmDl1jOD5TQtUhABcrUKWr/ZSfo5r6vaGPD1GeKlmYrzmwVRI/U7ZQcUwYmoY0E2CMWIvRfqpYCGwpFYdn0Qy9XHaXg7i6ZxaFiyARyDJ5lcFDIRG2dQyiFJ6pwTI0dZ9wOIYOISVOTHtgjCTMNDQ7ha4xHKg7GMbEluTHqnFQom9q4Jwjk8SYmjrHQs3Gpp/A5BwVR4elE8DoBQksNQpioWYXx5s/Q0qWRiynkOp9HKmQYxLAvJBRdYwxw5IcNJnKmfFQnYpEed+Uoan9VTJRsXUwUP+cY2rFOY0SgdmyDdfU0SyZMHSOlV6IS60Am4MYnqkjTAQO1Fw0PQNlS4Nn6VisO8T2CoG5soWKpcPQOVIlr85Bta0TA2tpDLZBbGM7SOCZ2pjk+uiUi0gxx3SuWTGzreIY0DijvldG+8DQSCLbcM0xZ8V+lKE9jNHyY5QsDXMKXLkmFTEyQZ89+t26Yg4zBa4qtgFL9UpKkErA0ql4Y+scVYcKbb0wLZ5tjkH9b3kxyjEmDNpXTKx0A3zzf/g0fuL3n8UvfeIc/uvfegP+yTfcdtXww0lM4mbEP/y6U/j8hRbqJRNvOtrAh55ZxbkNH+/82Ulv2iS+OkIAmKlYKNkGKo5RJINhKtDwjAIgANtzlfpRivmaDdvQwBhJAMmpjVgh1yK5mGNoiq3ZNinwTKrYc4zPicokSQ8bnomHTs0UP48yQX1LDDg27eFw0y1AVHuYFE33ps5xoOZA53nlW4NnaijbOmbKVmFAAlC/0CBKx2RFOYDJf9YPU7SGCQZRBiElkkxgEKeAkkfOVW1ISYnYRj/Clp8UTJ7JOf7infNgIHCQ99QcblAiGSuWKZdFeqaGKc8sKu4AMFOxMYgyhHEGU+OYKW83+k+XTDQ8Mq5wLR3tYVwkTJbOsTGIUXZ0uCZV23NZZt0xsVgnSdKL6wMC5upvcaKkn/m5qLsmpsoWVvsRljsBgRM/RtUxccdChUChqcNPMlQdA2EiqO+FbTsLLtYdYlQZMFe1MV+1caTpwjU0ZBJY70UQoESUgWRwrqHBj9KiJ3FTMUA56JstW5iv2nBNDbFiZ/Ljnq/auOdQDfcdro/NHUsyiaqtQ+O8YNAqjoHBiAMigX2JzUFUJMELNQeMUdLJGcMwFmMJZi9IEKYZ1nvRmDNn2TLQDRIESUYgJBUYRCmOTnlwTOrZy00/tnt3KOkuWTrqrgHb0JAomWfOeBicWD3HoB43oe6B0cj/ZuWJ+ImZEsq2Tn1YBjG7QpC5SS4ltk0CNEGcQQiJk7NlLNZsHJvyYGoMZcuAa2hwTR1Hmh4sjSHNiM158HgT7zg9jemyhZafkGRXArOKLU5SiQtbw2Jv54wxObTSNeoHadEHJaUsXCUNxZ6mmYQQEg3XgGtqBYOWCQnL4Fe1yfhxikyqGYBSIpMCGmNKIkjPB1cVXg7WnUI27ZnExtYUS1T3DGwNInSCpNibW4MYlsbxNbdMI0gEbEODzlix522DzmW+5kgBt0D11xoaH2O+Lm4N0fQMgNEzLn8G03MyKZ4dOZjf9GNs+TGqLl1/S6f+t4WqjZJpwDY4LCXbPDlXRsMzyTRHFeDqHj0PbJ1REUxu9wAyRgzjnQeq4IzhcjtAkAr0ogxhKjCMSMpr6xy3z1fgGZpi32nPViytcLndKyYA7VUS5zYGeO/PfxKXWkM4pobf/O434e6DE6fGSbx6YqHm4H3f+yBsXcNzK30cm/Hw7EoXbzrawAceX0Ym5ASkTeI1HUJInN/00Q8TcEY9HLmxwzDKoGkMiXKKy52/mp4FBoaGZ1Jvi+qrSAU5gq33IkBS5X1zECHJBE7OlmHpZMxQtvUxRqiqqtyOqcGPM1zY8otExjWpF8TSOZ5f7WOlG+Bw08NinSrbdy1Wi6TvcnuIxZqLqZJVyNk4I4YsNw/hjOQ7M2WrkDNOlywIkGlB1SW5WqTkjlxVnUs2SRnfcLSBhmcWkiTP0nHngSpunSsXx1NzdTy+1EGmkjpNSS1rronpkgkG6rW7ZaZEgEQxFnnfXNXWC8Cla8TOjFamDY2YgJMzpcIi3zY4Fmu2Gjeg40DVAWMMfpRha0BAaKjkYncuVhGlAobGkAkBz9JRUv85OsfbTk3Dj1IIBZqFpAo7sUo6TJ1DSImFqg3P1NAsWSjbOu0dUy8MHearNmydo2IbWO2Fqq8vRTugvTZaza84BhIFXGcrdsE02IZW9MVMl0xMlZR5gcbBGMk7q8qoJBUSLT/Gk0tdaBorzFgkiP0aqmMCgCNNF03lyLlYd4qk/9RsuWBW/TjDbMVCogxASpaGA3UHVVun/1zqsbr7YA13LtaKYzF1AkMLFbuQUALAlU6AOBVjssSG6vNiAHphgkFE5wiSXhMmGYJUwDF1lB0DJYvO8yBOUbJoTTROQSv2CwCYBkfV0fH0la66H2VhFmGbHJZO8trj0x40xnCw4eJQw4Ohc8Rqxp6UxHgnmcCJGeqXY0raJqTExiBGmGTYHMTQ8r4tS8cdByooK8fCIMmw2HAxiLJibcU+1tn2PDYG1bNmFvo7V/WBpVJgtmJD1zg0ts0CZZKKQi0/RtMzChbHNjRl8iPRi0gFYOgkv5wqmTA0jigVaHomLrcDtAd0XjxTx2LNxd0Ha9jyYwRxhpproOlZMNV+C9T+XOuGqDo6kkwgFQLNkrnN5ElyQjXVyAdPOYIu1m1yixRk0jJdMsEYPWcz5RbrmTqYAnKGxrcNmLRtUx1L57jvcB1C9X566rk5jFM1845+dv+xhjq3rChYdPxEyYTpJC7UHIQpzWdzDQ3DKENPGYDUXFIF5KMraq6Bw00XlqFhpRsqhUWK1V64DeT2cPzNYwLQXiXxq58+j00/gWNo+Ow/fgceOD51s5c0iUlcFTXXxG989/2Yrzk4vznEz33bPbjUGqIXJFjvR/iuX/08/v1HzyJKr3azm8QkvhJD49u9L5bBMVUycaDuwDGpJ8OzddQ9EzMVCydnyjCUpGi2bCnHMgsXtnys9ULcOl/GqdkyqjY56OmcErx2kKAfpUryxLDUDuApiZGhk+nFbQrUWCb1aC3WHcwq0GTqNFPL4BzHZzxVYWeFDLE7jHFqtoyl1rCQ+tx1oIZUSJRtA56loWwb6IUZpstWUSUXkmaAxanAICL2KkxocK+hc4RxiiDJICUwCBPU3W1Z2WLDxTCmBM0xNTx4vAnGGK50Ahyd8goG6mIrIOMJS4NlcsxWLAyTDC+tD7AxiOFZGqoOrfHEbIlAIyfpaN7LFGcC9xyqY75qYaZk4konKK5foKrUnkrW5yp2kRDniV3VMaiXydELNzqNA8dmSviaE9O4ZaaEQMm8KjbJvHL3zTQTKNsGGBgqtoET0yXcMlMCA0kM/YikqMM4K2RShpIUzldt3DJTwkzZwko3VO51NF+LTAooERQSRQ/gwbpDvTOMkug4FQjVcNxGyYSUxO6kAljrh6oQQAl/zkokguaODSNKNjUF2KoOgbctP1GyWtorl1pDBHGqetsoET7SdDFVtmDoHK87WMNC1YahaRBC0HHHGYI4RZIJdMO0kL1eag2xpuSr+f1l6hyNkoW6R4m7a5C8UUqJuapdsESMMdQVU32o4YKBbNE1jSR5ls4xW7ZwbMrDHQsVbPoxVnsRGX1EGWxDQyaoJ88xtLF+p5prYr7qwLM0SEksHfVNCSSZQG+YIEwyzNcczFZsrPfDYk2MAUFCbMl81cZaj3533+E6dM5QdwlYBlGG1W4IISR0nSMRAl9/+xxuna+gYhs0HkJKzJQtLNacYvBywzPg6BqiTKDumShZBqJY0Iw8JRPsBgnKtgFIIM0Eqo6BIMkHO+uY8kwkmUSYCDQ8EzXF2jcV8LltoYKZsqm+zyqYUc8kmWfZ0mEZHLcvVpAKArD9iPbEN71ugVxhY3IuzV0wD9YdZFLCjxJwzjFbtTFTsVF3TYQpybt1BpQsA2XbQCbpGTtbsbDWi4tnrx+n2BjEiFPqldQ4GzFNksgEsXO5I6sQyjSF03PxqaVuIUsml0qOVLG4USIwjDMMohT3Ha7jHadnMFuxwBlJPUumDkvjhVkQQCDO0DlsU8MxBcZtxRw7hgZdIyZzrRtivR+hMyQJa9Whgkz+3K46+88PnAC0mxwffGoZD/zkh/Frn72Ev/2Wo3jkx95V6FonMYlXY9iGhp/9K6/D9z10HL/8yXNFw/s3/Pwn8baT0/jwc2v4+n/zCXzkzNrNXuokJvFFhxASC7Vtcw/P1KFzjopjYK5CyeRM2cJ81cFMxS4G5XaCFIH6479QtWEp2dP5DR9bwwSeqeNgw4Ftamh6NDPL1LVCNpgnAcRMUx+QpXNAMkgwVB0TusZxfLqENJcL6gTIdI16XMidj3q84lQgk8SAAcBig8CGY3A0XJIMliwN02UL+ki/WybIrYxMUghYllU/ViYkGAhsCMUC5oxH3jvV9EyYOkc3IFOSTEgsd4Kiom9oXPXDCcSpAGfU5/HmW6ZwsO5AU4nixc0husMENeU0V3boHHfDFAcbDi5u+QgTAV3jZMqSO+ipvjJDY9A16gmKU3INbLgGWsMYrqWj6Zm4db4KxhiOTZcKmWTNNXGxNYStc7SGMQyNYWMQbffMMeANRxt407EGOAfW+9R/pGscty1UcGq2jMNNDzMVG90whanRzDsJYBClOLc5BACcnC0jTAlEzJQtTJUsHJlyC8lsmKSYV8yIrQDy6w/Xi8SwZGkQksAY49T3s1B1cKTpwdQ5XJMSSoCSesfQkApZgGpNsaWpILbvUMOBqVMxIHcIZCDJ60LdQS9I0A9THGoQuzFbsfHA8SZsU0eqQMNUyUacjc/IuvNAteCDy5YOP84QJQIPnZqGaxCIK9s6Djc9WAbNG8tfL6RE209w52INdxyo4v7jTbzpaBMLNQeckwnIlh8jVXK+/J1Tqi9qYxBjrmKj4RoIkqzogdocxPCjDLcrAxxT5wAjUCclSfBOzZWVw5+ag5iRLf89h2o4NuWh6phoeiYaHhVw8uS74RpwLR0LNQdV18TRKQ8l24AQxLw9daUH19Rx75E6hnGG81vD4lz1g+25dGBkpmHr5EpqGWR0oTFi5C2dQ1eOkMNEoBskaJZMTJVMzFXtgqksOzq66nOPTXv4rgeP4uhUCZ6l4UDNhalxhEmGTAHtvJDBOSenxiDFoYaLW+fKmC1beOB4E++6fQ5VRy/MUvpRAsekaxnEKU7NVWjkhqT91lbsZNU1cM+hOqqODsaooJE7is5USHGga9uuuIcabmHwY2gMfkxuoImSSOavK9vEyOVSRV1jONz0MFexECYZpis25iq0b0/PVcBAMu3LLTr3+fmZq9o4NVfB0SlXmRfR5wbKdKdk6QjUyIW1XoRMSoQp9SlWHJIdN1wDp+bLOKQKVjpnmK3YOK0klfvFBKDdpJBS4t986Hn8vd98HO0gxnc9eBj/5zfcNjbzZRKTeLUGYwx/+y3H8Gt/6034oa87hVNzZfzoe27Fz3/4Bdy+UMHffdtxfOKFTQCYsGmT+IoOzhk2+5Ga48RxsTXElk+9PgeblMR6lo6VToDzGz4ciwBcSc29uvNATc0nowQyzASmPQuOqWGpHUAIiSQj98POMIHGSQ4ZpQJ+RMyDzhkCVfUv2+SWl0uUWn6MqZKFo1Me5ms2qq4JU6NENckEFusuDjdd3LlYxdGmV7gF9sMMrqXjUNPFfYfrZC8vgY4fFxK2Kc9S8joJx9RxfLqEuw/WEaUZ0kzAtXR4Fsn2bp2vYK663ftlqaR+EGfoDoldMzWOB481MV22iAmydJycKWG5G6DuGqg5JlxTg8E55io2jjQ9vP5wHXceqGKmbKHqGpACmFZzhyxlKvHWW6bx3tfNw1TnijNgvmqRaYLqxcmzN8fgqDrEIIAxTJctND0TsRC4tOXjHaqnr6NMCsq2jppjKIkq7QFL4zjSJEarbBt4bqWH7jBR8keNZJJC4uz6AM8s9+BZOqSUONJwAEaSKs4YBlFaADByTyRw1h4SW9AZJrAMDVXF7GVKcuhHKTIll33LiSlMly1s+QmmSiRFlZJmtzHG8NDpKbz7jnm4po5U9S4dqJH7HgBcag+JjVB9R4AywuGc5HrTZTTLFnROxhR1z8QwTKFpDAtVRxmgSFzcGuKJpQ7CmBjDmmPgUMPBXNXGrXMVHGm6ONRw8K7bZrFYdwqnyaZnouoYePcd83jHrbMIkozki2EKW2co20bhkJkn2+v9EJdaQ6x2Q1zYGkJKcinVNVqjrXM8t9qHpXMlvaUiQF29Zr5q0/gI24ClE0uTSYkr7QAASfMykbtvUpbfDZKitw8Aqq6JU0qKvNQOEKUZhnFWuPSdVoz3dMVGP0yx5UcF2+WZGo40S6jaeuHYmoOJmbIFjVPxwzbIjl0gZ+NIOjhdsnCw4SJOBfwkKwokQZzBMjj1aQGIU4kkFbB1Dj/KMFe1ccuMkhcr1Jv3pKaC5pI5plbY3FsGx+sOVlEyydii5ccIEoGl9hCXWkMcbLq4a7GGxy934EcZjk57OD7t4U1HGyjbxIo1PRvnNgaoKIbM0FgxqqMfpkoeDCUDN4oesbJlgDGGQZiiYtMeySSN1JASODFNxjQzZZuUDWUL77ptFvnBlWy6Z163WMWtcxVsDSJkEjhQo55MU6dzudQJIEFFqC0/RjdIMFUicLhYdzBdtqCp/js/JvA1VbbwztNzONhwcG7Tx3zNxnTZhGfqmC3buGOxioWag6NTHsm+hcSl1hBJJrHlx9gcRGj5sZJY7vO3Z9/fTuJLFt/364/i5z58FvcdruHRH3sXfuIb77jZS5rEJG44DI3j2HQJm4MITyx18NcfOIyLrQC/+PGX8A13zSPNBN7zbz+Jn/6fZ4rG4ElM4ispbJW8ZMrkYrHuoOGaRWJ1yyxJXEqWjoZnKLt9XdmNk5RmGGfFsNITUx4sk/oikkyg7howNQJ0bzxCjEjLjwvmhzMq6L3uYFUxV1L1UGS451ANh5vutptjRpKwk7Nl6r9xDLz+cB33HmygM0zQHhKD8J475vC1t87gvsN1LNZdLNRc6JzBjzO87eQ0Ts54aHomZqsWDtQcCJH3/CR46koXi3WvYMWGcQrP0nCpNUSUiEIGNFWmXpRUybLecKSONJN4ZrmLjUGEVPWjMMZwx0KV5sJZGkkVazY6CvA8frkD19Rw//EmbF0rhhf3wxRSUN9e2daxUHXJwr1sYbUbwtQ0SCGx2Y+w1o+Q+1JonGSnlkZzjtKMelOimBjG3KTjQN2m3j5Dw9HpEiwlXTpQc3BkykNDOVHmIwReXO8TM6AQlwTN3epHKR650FL9UtSHkg/GFRIwdbKm54yScyHJ4ELTWGG6YWocB2puYVtv6hxzZQtCgVWDMzJDcU3MVh0wBTJuX6ig45OpxEKNGF7b4LB1DXXPwHzVxsG6C0sxtXkfXW4IUrINZEJgGKe4ZbYEQyP5bTtIEMUZNvoRSraBA3UX0xUTtq7h8FQJtjLYeHypq8ZLkKxN4xwfe34Dlkay1TClz8iBS90luZ2UwMGGg1RQL+BAnWPGGFyTLO5HTWLuP9ZEwzNhcDKF4ZyBSYZ7DtULlsKPM2ic+ve6qucy75nK5cDHp0twTQLJB2o2Zst2wU77cYZ2kBQsTd0lAHFipoypslkw3iemS1jthfiaW6ZRU0YmhxoOyRyVKycDw3zNxkOnZwqgbOkapkomklRgvurA0snV0tQ4FqoOTJ2u6UzZwqYfYcuPwRkjSaipYbZiw9Cp71VKFNJVIclB8vhMCZmQ+JoTU5guWSjZOmxDQ6DOo8455isWdCX5BYjhXOmGWOmGCJIM0xUL81WLRipYOuouAafF+rahz99523EcmSrhnoM1RGmGbkgFpPYwJuDuEqOej4rwLL2QsM6UbOgaw5Epj/ooPQueraMXxhiECV63WIWjXHB7YYI4FRBC4ra5Ck7NlbHWC8EZMF228cCxJh46PYMwFXjkUhv9iCz7JUj+eNtCBcemPBxsuDg27aHmUs/mQs1BmBDDffdiDVNlE91hgsttkk0fVvMvP/7COqQEjk/T858zetYJSMRJhjjNcHHLx2zZRpwJzFdsTJdMzFdtVB0TGmMFiN8rJgDtyxz9IMEP/c5j+MQLG3jPHbP4T9/xerjmRNI4ia/cqDoGfvy9t+PH3nsbHr/UxamZEu4/1sTf/P8+j3/5wTP4+b92N5660sU7f+bj+OOnVm72cicxiRuKICQcucoAAQAASURBVMlwpOnCUBbLQkpISFQdA28/NQsGYgLKNlXnj057ODrlYr0fwdIoub5dAZCKTclhnAosd0KcnqehyJTkuJir2YUEEQCaJRMHGy4aJRuzFRumRsNNk0yAM2CjH+Fw04Nn6Yo5oWRyumzhjUcamK85uPdwHUGaYhClGCYZLreGheTxyaUOAGCjH6I9jFF1DDx2uaPkitTr0SyZuEexWDrnWO2FODlXQsnSMVe1cXy6hJMzZHE/6hJ3qOHSENe6izDJYJsahsrEIVU9QYt1F7bB8ZfuOYADdQdRkuGZ5R7N6zI4DjUc3LFAssMzq30sdwMCdaBZU6kQqLkGODhafgxdY/jOB47ga05MwdCpUn98uozZil0k+Z6lY7kT0vBoUO9QPyKQmWQCF7eGuO9QHadmK0Xy/LlzW4hScqicq9o4PVfBVMlCnEmUTB1vPNpA3TXhR1kxS0vjDN/z1mO4bb6C1x+pU2Iuge4wRctXYxSSDG0/KhwMb5kp4VDDLXrMFqo2FmoODjZcSABVx8Rfff1BzFRs6tsqExhZ7oYYxinuOVgDJFC2NTV/jSsJmVGsiTGGZtlEP0wxV7VxtzLs8EwNs2UCUrfNU+LIOXDLbBlTJWIZTY0XM98GUQbHJIYqUWYep+bKcE1K+m1dw7EpDxVl1pEPDy9bOpplEx2VsGucjc3qYmA4Ol3CsekSmSzoHAs1B3NVB998z4FiCDE5p5q4da6MB49P4eKWryzwE5pJxVE4+52apePZ9BPMVWwcbXowOMMwzjBVsuCrXjnL4AVoOFh36ThMDQZn+NZ7D+DuxVoht3QMDVJKHG66eOBYk3qPOIOhMxxqeKg6BIAB4J5DdZyaq6BkabhtvoJ7D9dwfLqEt5+aGRvZIEGA6t5DNcSZQD8koxYpJQ7WXNg6h6PA2JSSU6ZCwDV1lGyS3JVtkm8GCTFnObOYCYnFuou1XogHVD9ob8cw8TAlSeJCzcaRvCihRgKUbR1hQoB6umLj7oO1Yl9d3PLhmhrW+xH+4IkVLNQcPHa5o9xhdTTLFt59xxwxcxJYqNp49x3zqDgGZiqWGtsgyVij4WJrEKMzjLHaj1CydJycKePOA1X0o5TAc52ehUGSIRUS3TAh85OSCSFJhn6xNUSWCZg6ubpKmQ8XT3F8xoOlDH5ycAiQGmFrEKHmGpjyLLz99Axunaso+TlJK0dNa6QyOAGAjUEIy6CeYhrETj2ph5oujk+VMEwytFUvmsYZ9RBXbOwXE4D2ZYz3P7qEu/7Zn+J9jy7j977vzfjFv/561Nz9NaiTmMRXSli6hp/4xtvxqZe28CdPr+Knv/UuPL/aw9/5tUfxXQ8exj//ptvRUTbHo0N+JzGJV3VIAhupcild60YIE3Lzyw0LpksWLrbICOT0XBV3H6xjumSibOvQNY7OMC7+yOdmD5uDCEGUYpgILHcDXGkHlDxMezg9V0bdNSCkxNtPzaBi62h4FqbKFuoOVeWFJHbh2ZUe/IjMOvw4Q9WmeUCWmgMEKeFZZPl9fLoEzhi2BhHOrPbxfQ+dAEAAse6S8UWokh6Nk5uZxngx/FVjDH/nbcdQsnRUXZqdtlh3cajpYrZio+EROGMAFtRQ7iDJEKWikFbNlEliNFW2FAC08N8+exFJSv0pmZQkwVOAN3dku22+gvuPNiElDfY+Nu3h3sN1HGl6qLoG5ms25msOWsMYddfEfMXGobpbuFvmM8KkMmEASEZ2z8E6mp6JfpTCMTTce7iOTpBgumzhrgM1AMBsxQZnDEfUQGzH1LDWD2HpDJ6t49zGADXXwF0Hq0VSngmJ9X6MjX6IqZJF0rSKBcZp9AIA3LpQwfHpEiqOgZpLEq4cjCWpKOYYzFZsHJ9x0QliPH65g0GUoumZ+Mv3LsLUOQ41XSzUHBptADI+qDkGvuaWKcxV7aJ1gqr3OhaqDuJU4Eo7gKdcHY9OeyjbOrqqt6xk6RCq//Chk9M0p69io+GaiFOB+ZqNb1HfP0wy9IIEj1xsoxskYGA4NV8qDDbAGI5OeTjUcPH6Iw0y9uAMujqno0myoXE0PeoNqns0W2qqbGGmYmG1F+H0fJlYIY1A+XMrPVzY8jFVtqGp/jwGmp121yIZ4VxuBzg5W8J0iYwyMkicmCnh7aem8V1vPlLkYY9cbGO1F4EpFlEI4N23z0LXOM5v+ljtBep6WLDU2IzPntvC45e76EcJ/DjFpa1hMY4hd7iMU4FnlnvoBAnOrPVxYqYMxgjYjCb8nAHzNQdPLnXp/TpJaalIQ+M96JxKCBBDm8vuXCV/TpXTKN17AkudkGzkZ8uoOFTIeejUNABi3C2do1kyEaUZltohhnEGP0whhMS7b5/DN99zAIt1h1xFwxSLdRcvrQ+wPGLE0w9TbA1iLKoZbncsVDGn2Np8hMhizYUQdN5ff2TbofxyO0CcSaRC4O2nZ/CdDx4FAMX8URXlviM1VBzqPc2LDI6po6H2BwNwy0wJ9xysY75qo+LouG2+AsvQcLjhFQyfa+k4OuWS3FdIPLnUhW1oBcsqhEQvSDFdIvOnRy620R7GMDjHbIVksSvdADrnuGWW9mE+j3GubOOhUzN449EmbpuvYLkT4GCdnhdbfoRusD1jkgGIs2u3fkwA2pchMiHxTf/uU/jB33kCsxUbn/jhh3DLNajNSUziKzFOzJTwR3/va/AP3nUSP/y+J/H0lR6+5d4F/B/vewq/+9gVvOP0DPphgq/92Y/jn37gabRVJXkSk3i1BjmPWfAsDRqnZNizdDVEWMNMhX5P/VINHJ/xsFBzUFJ/uP0oxZVuAI1RkrRYd3Fypoxve8NBzFbJiZEzani3dfqOKBUke7QMDKMUJ2dKuPtQjYBHzS4q10enPDx0kpKtULkpcs5w20K16FdyLR3L7QBr/QgLVRt/6y1HMVux8eDxqcI63TUp8TncpASa3O4IrC2o5CYVAhuDCDXHRNk2cGLGQ8dP8NLGAIwx3LZQwXzVhqExvP5IHS+s9wEAdy3WqL8NxNK0/UiZM1CfzgurfRysu7h1oYw3HWvi7sUaNgaU0NCsIRrQq3GGQURJTqbcEf0oxYVNH1uDCKbGcXq2jCnPxLMrPax0Ixgag2TAHQeqcNVsuWGc4ciUh9cfqRfM40CBs8W6i4fPbxXXPp9T9PojddyxUC2YLwBFT1ZvmOCvvfEw7lioAiAb+vsON6gXzaeh3oEyBzA0jjsXqgUje8tMGUeaHqY8MpiYVi5677p1FqbOsarcDgdhCp1zvOFwA6kQRT+jxklyaGokWzQ0Yky4xrA1iFFztgvAhkYmEa6p4/ymD8ekodJJKsA5o35DzlCyCfwLKQv26mtvm8N81YGpcWgaw4PHm3BVrxID0HBNPHi8SaMClNOpxshqfL0fFaYh9xyq4c7FKqQydnj76WkCBFEuYQQWG9T3c2quDI0x9KMUkZLhuYqp/mtvPIi7FqtwTQ0LNQdRKvBNr1vAe++ax0LVwam5Mk7MlHHLTBkVm/oCc5buUMOFpWs40vRwx4Eqbl+ooqkS/RMzJVQcfWR0QFoMdCYDC5ImV2yS9Z2cLeN1B2uYq9iwdA3TJQun5irwrG0L+9vmK3jryWn84LtOouGZONxw4aj+0SgVxb3MQH1ZK90AqSAAyhnQKJk43PRQNFGCZsqlqcDBhoM7D1RxYtZD3TMRxhkWaw4xzIpha3q01hwEe5Ze9Jjdf6wBRwEUKQnAz1VtHJ7ycOt8mWaIOQa2/ARRSpLZ48qhdBSg3XuojrKtIxMERh1TwyBKESlpbd6/dmq2XDyX8qOp2uSgykD9Zh01gJwxhhPTZbzt1BTKlok3HW3i+EwJbzjSwOGmh3k1K9AxNTiGhrVehGeWe2j5MWYrNt56cpoY/IYDCZLMzldsPLvSx1ovQs01cftCFX/p7gOFiq3mmjg27UGC7qsgydAZJsikxGo3BOcMt85X8A13zaFs63j9kQa+6e4DmK2QjPH5lV7hCHt0ysNKLywA9oGag5kySUjnazbuO3ztMVoTgPYljieWOnjDv/gQnrjSxX2Ha/jsj74ThxrezV7WJCbxJQvOGb7zwSP46D98CG861sCvfvoi/uG7TiHJBL72Zz+OX/30Bfz3v/sgtvwYD/3rj+H9jy7d7CVPYhJ7RpIJ6JyjbNFg04pKdPIZUW862sADx5s0GHrKoUGknomaYyBMBd55egbfcOc87lysYrps4fHLbUhILLUD3LFQwcG6i9sXKnjbyRk0SxbuOVSDrkw+pJQwdI6L7SEubQ1h6hyDMIVr8mJw7qGGh+968AiOTVHyAgBfc2IKb7llGq8/0sB0yUKUUSJdtnXlkGaPGXowRtKzEzMlPHqxjSSjXrITMyXMlE0s1Mjc4UDNQT7qsB+kONR0cUoVG995ehYV9fm5RTdAbo66sr9ueCbqnqms7PMeHnKQmypZeM8d83jqShc9NfvrnoO1YibRU1e6eHFtgCQVyCQZKIRxhrmKjarqBzo2XYJtavj7X3sSR6c9nJwt4+6DNXzdbbPF59wyQz1Sf/UNh/Hj772d+s8SGktwRLm15YxKfgyPXepgqTMs3N0A4IHjU2ogMTlfGjpH2Taw3AkxV7Xx9tOzBJwMDVBOe7fNl/G2k9O440AFbzzWRJzRUGZPSdOYSltXeiEkyMQCoDEC1MPFcPfBGjgDbp2voGwTywpJw7pNjUDG8SkPbzhSL9YPEFCueyaONF3cMlNC1d62+DZ16oEEKLH/hjsXoHOGKBUFQ5C7HkrlxFe1DcyULbznznkMohSdYYKFmkOz1ywdB2ou3nLLNGYr9pgLKrDtyvjMch9BkhWABUAxigAgNvGegzVYigF81+2z+BsPHMHpuSruP9rEm09M4d13zOH2hQqCJMMwEbjYGhY9dL0wwV983QJ+9C/cikMNF5pG15gzhgtbftE/eLDh4EDNQZwJZILky66p48SUR2YyIFOKI00Xj1xsI04FDI3jDUcaqNoGpisk/+yFKU7MlHBSSSo3lKPnYt3FPYfqxXEZfDv1NpVj6vHpEqJEFHsgSqnH9F23zuKhU2T9nsdtCxXqWT3aJAmhZ6NiG6h7tA8rtoEtP8ZaLyRTi5KF03MV2IaGQZxivurgweNNvOeOeRrUrBjOo1Me7j/WLHovhZQ4vzXAW0408fZTswUTa6ietjwONlzcf7wJAMU51TUOS+d4/ZEGTsyUwRmw3A2Kc7D9Xhobce/hOs6s9vGZl7YgJTHdZ1Z6eOZKD/cdqUPXGOarDmxDw4J6dhWjKzSOYZLi2LSH6bKFfphiGJPBkqVzcLX/3356FrdMl1B3DXSGMc5tDMZGchyf8XB02kMmJE5Me/imuw/gTceaNJLA1PCNr1vAg8en8OLaYOwYLJ2jPYzVPavjUMPDG481cMdCBbpGvYN118Dl9pD61ASuyxBwAtC+RJFmAj/9wTP4pl/4NCxdw8d+6CG873vffLOXNYlJfNliqmThP33H6/E/vvcBlB0dt8yW8APvOIGPv7CO7/iVz+Frb53BL/+N+zBfdSClxMPnW5NB15N41UVnSH0stx+oYK7qFPbq7zhNjmHNkoWZso2LWz6eWuqiH6ZY70fk6GdqaJQsvOu2OXzrfYsACMjktvmrPWq+v9wKsNYL8d7XzeNQ00Oakb21Z+mwdA3dYYJLSkI5X6N5U+c3fQDAmdU+nlrqAgy46yCxOLkZwcE62Y+/+fgUDtQd3H6giiudAG9XToUAVaobnomaZ6LmEoDKjQUWay5KFiWom4MYTFX08/elmSzGAkyXrUKudctsuUjEqOGfFyYKty1UFMtUx12LNbzuYA1nVvvkWGdqeNvJabzhaB1N5VTHlYX43Ys1zFVtME5SMM/UsNjwcNtCpZjXFaUCa70QH31+HYcaLqqugSudoDAmcE2t6CtjAD7w+BUcm/EwU7UgpERDORKSc5xRGMEs1h0YnCzO89A5w1TJwq2KHQTIQv7tp0fPLc1hm63YuG2hCs/W0QkSnJguI0wIXJ6cK6MXJrjzQHXb0CJKwRk5zuVxsEGW+589t4VI9V8BKABUpACUkBIXtoY4OlUqzGMAkrHmIOIv3DmP9jAuLOPjVBQsgmMS65Bfy3zkQj74t+FZ6AwTGDovGNg4UwPXQQn6Wi+CH6VgDLhl2ivmguVR5OgM+I4HDuM9d8wDQGHSMBpMDUq/91Adj1xsQ+cMH3x6BZ88u4GWH+PjL2xgox/hjUcbePftc7hltoT1XgTH0HD/sSbmKw5+7sMvYqMfYaHqFLKzigKYALCm1t7yY3AG3H6gCsaAOxZrBfP29HIXQ+W6d8tsCVISiPr8hRaW2yEcU83gUvBTSokDdUexXxSpmhq9MSLxP1B3i71/+4Eq3nSUiiwaJ9B0bLqEhmcW99ldqtAzjDNMlS30o7QwchGSDEY85TwKAD215lvnywSkfZov9u475otrzBiZpyzUHDx0kvZvJiRmyjZunauiZBtYbGyPDkgyAX+HA+GTS13ctVjFd7/1GADg+DQxlHcfquG+w3XcMlvG8enSVX/jdU5zzoZxir9+/2F8672LcExyWLzjALGbH3luHc8s97bfo3Hq91VFqoqt4/6jTcxXHdx/rIkTMyVkgtZ598E67jlUw72H6giTDDXPLOTXYbrN3t6+UMWbj09RX5mt4z13LOADj18pnrMLVRsPHCfHVOpL9vAOda9v9mMsVB28+cQU7lqs0YDyRODW/z977x1m11nd+392O/2c6aMZzahXW3I3BowrpjdTg2NwQgIJuSEhQAIXwiWEVJJQk1ySADf5ASmAibGNKYbYuMtylazeNb2dXnffvz/effac0YyKZUsj8P48j55Hc8o+7353W+tda31Xf0b0bLNdJko663pTqIqMfIqeV+ignQF+uH2MS//8Z/zLg4e5eFkbD370Olb2hFGzkBcmG/syvP7CpVyzrpdkRGGsoPP2ywb40s/28yd37KLUsJipGHzwv57m5q9tZXfLjTgkZLHpy0SJqDIV3Ua3HC4cbOPiZe3BynqTVFRj/ZI0y7sSXLysXaTXQZCe1eyrpSiiPuy1m/tZ0ZmkLa4GjYJb61FAGE2m7ZCJaazoSnLZig5esrorMCwBUWQvCYnt2QbTIkVqOF8PjEJgTkSlSdNgaq7ovmZzH1FVpCTV/EbUIIzw117Qz4BvQA92iNQh3XTnbC+mibqZTUvbWNYpatNuvHgARRaS8K4rivibKXfjxQY3vWg5E3463w3nLQmcwiaG7VIxLNFYO6py0WA7VUPUSQ3n65T9Vftm828QaVfXbehhk596mIios73LIBCtODhdI1sRaVXLOxN0JCJcs747kOEGvwZNFilncotRq/utEJr0pKOBAyhLEis6E/S1xbAch2Ld5EUruzBsl0nfYRkvNjg0XSWqKiT8+pomK7qSdKWEimZ3SijM3XTFCtGrzJmd86aD1pmMiGimJDH/KMN1G3rZ0J+mZjhCyU4VipQJv15JQki5t8U10vG50TUg6LMl6iolWs3s7lSEy1Z0BH97nkvFsJmpGEi+gboQ63tTrOlJBxEyRZaC+RNzPLsn3b4z2HwtGVEZ7Ihz4WA7vZkoTw0X6E5FaYuLlgkNywnO6c5EREQrdYuhfJ0bL17K2iWpoFarJx1lSSbGGy/qZ3VPiobpcOnydjqTGhXDIhVVRV+6niRLMlHWL8nwm1etIh3TuHhZOyu6hdx8TyoS1C02j8nFy2b/jviN0dctEX32Xra2m8GOBK/e1BfM9XC+juynekqSxEMHRbuagba4ED9BCgQrOhIRzutP85oL+lEVIaWf8FtwiF5yieBeocoycd8RbGWgPc4N5y3hrZcOcuPFA3PeUxXhHL96Ux+W41FqiBry6zb0stBS6vbRInduHwOg33eCmv5YrirqcI+9x8myL/WvyDxyKMuuiRIru5Os603RHldZ0Z0kqon2GamYGiigLu+Mk4qqgQDNYEeCPRNlnhwq0JuJstxXW0xGFZZ3JYn6PSZN2w0c5GUdCTYPtAXnQIcvhON68MjhGYBgn5vXSfN2KuZYnKuZuLi3HM3V2Tkm6gfLusX9+2eo6mKBZllngv62uC80tcDkLUAoH/g8Mllq8Hc/2cvt28dxXfiHX72EN1y0dLGHFRJyTvDSNV28dE0Xb7xoKe/8l0fRbRdN9fjzu3bRnojwf95wHgenqvzKv2zhY6/ZwK+9dOViDzkkRBj1nqjd0PwC9ddt7ptnaKzpTZFpqfnJ+gZJV4sqIwijLRlV+fHOCVZ2JbFcd45BkYqqQZG543lk4kLAgpbfa6YKNpunXjjYzmNHcmSrwtFQZCkQopAlYfTOHEeY54pVnSSjKuaIiyJL/OfWYXTL4Zr1PbQlNM7rTxNRlCCaBL4jEtOIaQoxVUZvMcBVWaiULW2PsdSPADWl519xfh8V3eLfHj5KZ1KjI6nx2gv6OTRTDRzZhcjEVA5MV3FckerXMB00VSYZFaIeHX40qdk8G0TEqZVr13ezb2p28afpmC7vTGA7IgIhSX66Z0zD8tPdQDgH+ZroTeYGEQCJgfZ4YOQ3jds7to0FvzFabJCrmkyXTQ5na1y2QhyT5hYuGmzjqeEiMU0c21XdKUoNi0uWeYEDKUuzUt4Ab7xogHx9Vn1vWacwhCVJYsOSNJbtsnZJigV8cVZ1J3nv1avoSER40arOoD/dBQNtyLLEpqVtlBsWhuVw0WAbuyfKdPrpnuMlHdvx6ElHKTfmqv/laybjJZ3LVnRwaKaKbjms6Epw48UDHJqpUNUdjuZqweellpS6VqdUtxz2T1aCtNmr13ZzOFtjtFDnWGRZqCW2JzRRq6bbTJQavO6Cfqq6aGYNYkGkMxlh3ZIUP9s9xVRZJxPTGM3XmS4brO5JtVx7WtBTcIdvaF+7rodHD+cYaI/TmYwwVTbIVo0gRbgrFRWiE45LbyaOt6DrInjleUt48GCWVETlpX5KYDAniKis43q8dHU3qiJUJpsOhCRJwTn9ohWdHJiq+s3rRQ1We0L0UTw8U8P1hDBKXyYWLKhYrktfJhY4Fa3z2Fw8AhE9Wtcr2nT0pKNYrstwvs76JWkGLh7gjm1jbOxLzxF2aT1+zTrNy1Z0cNczjeA81G2HvZNlXn/BUl66posDUxXyNZNERCUZEWJKdXO2MXgiorJjrEg8qvLiVWJhI6YqbFqa4anhAqt7Uozk63QmhZJply/YtK43JeYkovB633EF6E5HODBNsLggIe6TTeGO1vl4xflLKNbNwDlrxfU8EhEliCaCuD570tGgp9yVa7owLJcfbB8n23Lf7U4Load8zYTovE3PI4ygPQ84rseX/2c/L/3re3lyqMA3f/MKHv74y0PnLCRkAdoTEX74wav48CvWC0NLkSk3bP70zp3ctWOCD96wlpet7Ua3HL7+4OGwf1rIohKPKEh+8+gLWlIIj0XzG+CejJVdQoK7PREJ6jVGC43AIATxkHdcDxlhgC/vjOO5wmgZ6BC1MrYrFB6PZGs8M1rEsF0mSo1gLFE/8iFLIgJ0Xn9m3lhArHRnYlrQ5LU9IUQJLl3RIQQEElF60iJC8cRQAYAr13Sz1q9BaZVIB6F+VzNsnh4u8qDfrL6VdExjw5I0EVU0D45pCvv9FMfjsbonyZsvGWCtH215w0VLSUYU1vcKVcqmsyVksBfeRnc6FkTTYHZlPxUV/aA6jlFULjWsQIb8ZWu76UhoXLKsnSv8FLRNSzO89oI+LvQdge0jxSAdCoQB2O6nFbbFRaTlvP6mkmWUzmSEK1Z3sbQ9HkTUNvSluWJVJ5ev7AxSGHvSUV5x3pJgu5oioUgEdXLNhQJNEYsH4yUdw3IDB6+Vqm6zf6oqVP16RcpZZzLCjrESruv5PeDipGIqlyzvCFQ/QZxDTcO0LaHNmS/H9ajoFumYxpqe1Jw0RdeFo7kal6/s5Px+Mf+235TuWFcmHdO4am138HdHMhL0D2we1+ZeOa7HI4ey/GjHBNMVg5VdSSHYk47Sk4mya1xcTxXd4uBMla1H8piOS9wXwFnflw7qpo6ludBx4WA7/e1xoprC1iN5Hj+aBwiurVY6khFSUYWocvzz2PSvlcYCixGdyQjXrO/hFecvYWV3kqphs7EvHQiWNOfKRagPVnVrTiS1vy1OKioiZ5et6PCjc3E0penoSxyYrjKcm+/stiJEhjKMFOpUdItS3WLPxNysFk2R/abec1ndkwrOC0WWeNX5fUHEa6A9zpsvHggc02V+CvLyTlETqMgiOru6J8Urz19CbybKhYPtRFSZJ4cKjORFDW7TSc367SxyvkPY6adEZ+JacG2rLc5XbzrGS9d0BfVgJ+LAVIUjM+JaPvZYb1iSpisZDaL2zX3ZtDTDuiUpNi0VtaGpmIoki3O6Gf1tLgQ0j8nJCCNoz5H/eHSIP7trN4btosoSX77pEi5a3nHyL4aEvIBRFZmbrljOOy5fxs92T/KFn+2nasA167r5+3sO8C/3H+btlw2wfbTEP913iN+9fi3vevHyUyqsDQl5PolromFsbzrKxYMdPHIo2xJFmUWVpTmOW2cygrqAkVw3HSTgpau7eOyIMPg0RaavpSfOZFnHQwiE5HxjMZPQmCzrRFWFGy8eEMZmRGFpW5z9UxVM22XDklknrPk5EKu+pu3OqUk6lnRM4/UX9HPntnEUWSIVVRnJCyMtHlHIxLRAgQ2OX+Seiam0JzRGC/VALe5YlnXGuTzTEWzjLZcOHndcAFXDoaI7rOhOkIwpfh8um8PZ2pyUONtx6UxGWdt7YpVkRZ5N0evw69MuXd4xLzXQajGAJUlCliWW+NGGnnSUx4/mKTcsOpIRetLRQDBkpmIgyxIb+zMcydXx8IiqotH12t4UEUXIdO8eL5OJq1x5jKOwrFNIzw/n6xzJzpVi70pF+cgrN8xxwPrb46Ris8qBx0YFmqRiamAkdqWidKWilHWLi/y6GQkCR32s0KAzodHtp8hdMNBGJqYyXTF4sd/uoElvOhY0ZQbh9DadtFYDvcm163sYytUXXOjY0JemozLr/K3rTfPUcIGYpnDDeUuQZYkbLx7AdlymKwb9bTEkSeKp4QLrlqRY1pmgZthzhBz6fFEcWRILLhcMtnHBYNu8327ukmm7XLW2m72TlUAUaP2SFCu7kzQsZ14UCqBQExHzqHb8a+zY9MJWJEmk6bXFNRzXY/9UBUmSOJKtsawzEfRni6lKIJqRaklPnSrr1EzRq2+gI86eiTIru5JBFFiRJBIR5bgLGAtRMx06k5E51/qNFw9Q8Rcuju3hu3+qMqd11LH727odyxER+0uWd+B6HjMVE8MWjuu2kSKG5VJuWLzhwn40ReHCY47Xyu4keybKQfps81y6dHnHCfuLHZ2ps7o7NScCdiwRVaJsWNx0xXKiqshSaN4KOpIRejPROfd2TZEZ6Eiw10+xHPR7P9ZNh762GEvb4kT99NWoKqMf5/o8ltBBO01uf2qUL917gKGsWI24am0Xf/v2i+YVuIaEhByfZrHyqzf18cRQgd5UlEuXdfC9p0Z5YP8MB2dqXLW2m1ufGKFu2vz+y9fhefNrdUJCzhSaIgfGqO6vfC/knDT8Jq7N1CfLcefUPDU5NFNlumLw450TbFraRq5m0JnQgogJCGM2HdVwHKEod+2GXrqSkcCoiGlKMIa2hMb1G3u5e+ckfW2xOdtpkolpRFU5aKJ8PFRFZttokXVLhBJdU40O5qcMNg0jTZVwLDFBopmtMJxPdI0+PVykJx3lVX7tzc6xEsmoGhT9H1sLk4oqNH29psEvS6KGrfWzEVWIkZzI+ALhbCiyxIWD7XT5qZtLMjGSUXXO/MXU+cf5WNe8KaLRfPZfsqyDn+6eBGCwQ9QAlRpWEDXKxLSgfnFNb5JlnXGG8/OjGu2JCPGIMicq1+TY6FgzegZikatQW/g4R1UlmOMmEb/v2LHHy/GEUE3z1WxVOJ3Xb+jlru3jc1IWJ0s6h2aqgUCK43qBkuLyLtEnr5XOZHTeOJo0HccmTSek9f8Hpysokiheao67KxkJFBATESUQHulIRLhoWRsXLevg4HSVJZkoQ7kaY8UGV66ZjdbBbFS1v100Ai/WrcAZS0ZV1vSk2DdZCRyJVvrb49i+guSGvvSCtqDbdJYWWLhp0vy9NT0p9k9VgvM7SMtTJGqG7fc6nD0/U1GVqCqTq5nsm6wwXTGIqkowDkmC9oRGW3z+/WEhLhxsQ1Nma2+PHWNrL7Mma3tSwQLGsaxbMnfRJKaJVgcgnCqAw9kayYhoV5D3VWwz8QiqIrHlUG7ONpakY+yZKCNJcMPG3jnKn8dDQuLCZW1z0g4XYml7gkwsEjiYr7mgn0SLs9meiMz5G+BFKztJx9Sg/UB7IsLFg+1Bj8rmvbfZmgI47jXQJHTQniWPHcnzrw8d4Se7JsnEVP7uHRfSl4lz1bruk385JCRkQSRJCiTCM3GNuuVw9fpu/vWhI+waL7N/shI8lL77+AjvvWoVb79s2QlXJENCng+WtMXY2CdkvI8XmQCxSt/qGDRlyY/FclxWdIri9DU9KVJRlR9sH2fHWIl3XL4s+FxJtzBsl0LdZLzYoDsVXbAmAmDnaImqYS8oDgFiJTseUXC9uQbvQvzK5YPENIVDM6IZ7dXrRJ+1/VMV0djZN6aa0aVkREW3RJTvmnU9lOpW0AD3WMOuSa5mznmvMznf4GnSFC0BGMnXeWrYjyjGtTkpizA3pWkh1vWmOTBdCYzgVd3JII0xGRVOb3N/M3EtkJ5vRZEl3njhUmRZ4rr1vfOiKQsd8/aEFjgsTw0X2NiXYUOfJoQLkJgs6fP2BWajAicy6MX2I5zvp09KkvSsFrBimsJrNvcFYhRNuv2UseamulIiMgii5qy1J1xTIbNJX1ss6M93IhaKoB1LRzIyz2HfNV4WNVstSn6DnYnAWZYkSTQ59vfvZWvFWJZ1CJn2I9lasC8LUaiJZuebBzJBtPzJowV0y+U1m/uCtMNWLlvRIVJLJYmNfQunE6eOadFxIs5fmmGgY9bJkyVEQ2nLZcRPLwwiaJJE1bCpGjaeK9KoM3GxwJOvG6iyHEToTuYUNNkxWgpUVE+VnnSM113Yf0qf1RQ56I/YPF+btZbr+9IcydV471Wr6UhG+PpDR8hWjOA8uHR5R9DXUKRYn9oYm3V1UVWhUDNRWlINW3ez3LCC6xUgE9XmNJYu1s0FswNWdiUDcRQQjqymShyYqvDo4RyXrejgRr+OT1Nk1nan5m2jldBBOwU8z2P7aIlPfn8Hu8bLLG2L0Z7Q+PqvXb7gKkJISMjp05GM8CsvEobqVet62DVeRlVFHcd/PzHC0VydL/xsP3/zk72852Ur+aNXbVzkEYf8MqPIUtDzp6xbgbNwLJNlfY5B39ZSC3EsqiIHct910yYRUYKaLhARnr0TFTJxLZCzPp4SHgASQQ3RiUjHVC4/SYPUwY6E389rbs+ijX2ZBQUQOpKRwFgRTVjj9LfFSMdUagtEEIFA3r3JiTJPWud7ma+KeDwKNdM30hfe3vlLMxzwG2g3ac5rsSFSOX+2e4obLx7g0mUdx10AahqtbQvUskRVeZ7j0dcWn9OYttXRjqgyN7TUmLWiKTKvv6D/pA6aLDFHrfNM0BbXAiN2aXuMqjlrwPa1xeYdl5M5ibIkCQXS00RTZF57wawzMHAK2UsPH8qxujtJZzJCqXH831ZkCVkSaZ7t8QhXre3mZWu70WT5uNc/CMfieAsNzTEDgdLoidAUOahdAjGfb7xIOCg/3ze98O8vSQctPLaPFLluQw+FuhlEb7NVY04/tRNx/tIM8YgStBY4GRuWpOekG5+Msm7x873T85zvVjr9/b9ipeiR1mTXeGnBTIGToSoSg+0Jpit6UOMGIuW2daHlqnXdc+7d2ZpBRbeD1OnXbu5fsI6sUDc5MlPjSr+O8kiuRiqqsLwzSVcqMkeM5ZTG+yz37wWF7bh8+/Fh/vTOXWiqwtVruzg8U+VdL1nOe65cFag3hYSEnBmuXd/Dtet7GC82+MH2cW7fNk4yotDfFme8UOef7ztMsW4xXTZ444X9vPEEN/uQkNOh3rKS6rregulNTewWwQyhRrbwKmtZt/jxzgluvHgA1/NoT0TmRN9W96RIx4QU/WBHPEhPOp7Ru2lpG+PFBgsLrM9SrFs8PVwIUgsX4v79M7x0dRfLOhMMtqzgH1u/1hxKIqLOcTAKNZPOZETIsR/HsVjlN1I+HVqjmMdORzqmnnQOjiUZmW3QnIioQWrcQs7XqY7vRccs3Got83DFqk7aTzHNDE4eFTzTNM+5kXydsm5xyfIONg20Hdf5PlXeuAgiap4npOItx52T5rZ+SRpNkQNBkmaUuNSwiGoybZpGWbeCZuetNJ1nWZKYKuukIupJa6VPJYJ2ImKqQpm50XRNkUnHVPJ+g+q6aVM3HN540VLu3jUZfE63TrDQ00KzliyqigbNJ6Nq2M8qo2WhKGSTY4XBklF1znX/ms2zjnkiosxreXKi7T49UmBFV3LO9tqPEQg61gm/2HfkgrEfp5bXdjysloWSVV2iRcBkSQ9qiZ8NoYexAEezNT707afZOV7GdkU/mc+9/UJevnEJlusGfUdCQkLODkvb47z/2jW8/9o17J+qsPVwjne/ZAWf/9l+th7KsW20yE93T/FnP9xDZ1LjC++4mE0DbdiOu+gGTsgvNomWhThJko5rfLXFNfpbGgt3pSILqoUtycTob4/R468Or+1Nz+kh1UQYDR6266JbTtAraCF2jJbAI0j7OR7dqQgvW3vidPyr1nbTFtfYNV7i4HT1uCvcTQPn2MazL13TRTyi8PiRArmaseD3X3H+whGj54qmyKckgtAawasYwtBtGmnHM74uXd5xSouyiizNiSZdv7F3js3QmgL1fCFL0jwj8/mmJx1tOebH/1wyos5JHTsT9KZjC8q8nwzRvzDCvsm5UdSmwumTQ/l5rzf39RE/BbTVOQBxvN900VIkSQpqqc40l6/smBNRlyWhGNp0Dtb0pOhKRlnVMysSAiICfTpRy1NJmY2qMqtPMX0STnwORY8Rujk4XT1uFPlNFw2c8rnfTD9u7U13KuwcL1EznHmtEY5laXt8jkBJU4imWUfakZy9D4jz98SLHKGDhnjAFGom39hylH+67xCm46HKEq7nceGA6Iz+6k19qIpMnLDmJSRkMWkVL3jn5ct43eZ+NvalueHz95H3+8C8+SsPsbo7xVCuzp2/9zLaExHKunVSdbeQXy6+/OUvs2XLFkzT5DOf+QwXXHBB8N5jjz3GF77wBQBWrFjBX//1XyMvkHq0oaUw3bCc49ZVlRoWVd2meYrJkoS8gKGarRoox/Qeum6DaOLeysXL2jkwXaE3EyOmiaaox6sfiUcUrlzbfcIaORCG1smcjKZKXW86dsJUrGZ07NjMuqaxdKJ+UM8Xx85uqWGhyBL988u5Ao51GMuNU2vjcSLxgRNxNhZ0X7K667QclmM5kSEeUWViJ1AobNIUCjmTnMxQPh4rfFGKFV2JIO2vlWMD3iOFOp2pCHEUrt/Ye1yn4tnU/L3hwqUnTVk9GZrf8BrEse9JRdk2UuTS5R30pDvZNlKkbtm43lxRmzPpQL7nZaue1ecXqtVs4rjeHAXVY53iJi9e9fyc9ydjOF+f4+geD0WWFjy23akol63oCGrsXru5H1mCyYnxE27vBeug1QxhyD09UuTP79qN7Xi0x1UUWeJr77qUwY4EyYg6T30oJCTk3KHVaPru71zJQwdnuH/fDPftn+FIro7tuLzqSw+iKRK96Sj/67q1lBsWm5ZmuHZDL67rPasi6JBfHB599FF27NjBt7/9bfbv389nPvMZ/uM//iN4/1Of+hTf/OY3WbJkCX/wB3/A/fffz/XXX3/CbZ4shedU6oAOzQj579a+ZCdSHczEtMDIbzbwPZaFInCny5NDBV66uoveTIye9PFX25sGVia+sBlxxarOE9fNnQGiqvysFV5/GQRhFzpOz/duRVqcghPxXJ2PU+GePVO0J7Q5dX3PhiWZ2IJS7MeOXZYkNH+RotywkaXjt5c4VZ7v+WnuRzqmkogIoZuedJRi3WQ4V+ela7p444XnXk/eE01DU9r+ZAhlUU653Eg7hdq/M8Gly9u5dHl7cG86UbuTVl4wDprnefzP7im+/fgwR7J1juRq4MG1G3pwXY+NfWnedPEAL9/Ye9yHYEhIyLlLTzrKWy4Z5C2XDOK6HrvGy9y/f5r9U5VA9OD/PXiYoXwdRRKyvxMlnfdfs5rXX7SUrYdy3HjJwCkZISHnPlu3buWGG24AYP369UxPT9NoNIjHRYrZrbfeSiYjnKSOjg6q1eqC29k8MBuOSce046b8LcnE5olfLMSKruQJ6y8Wm1dvWlil7lia0YTjGaxRVTmhoMJzJR1Tgx5dTU7kUB6PUzEEf9FY05N63iN3K1uit2c+NnpiqoZ9Rpz/CwfbWL9kVqynNR247ouitLYAOJeo6DYTJZ2uVJQ1PSm6U9FA1v9cXIRMxzSuWbew0mez593JUBXpWd1Lk1GVCwZOEF4/DjFVoWaeWqR9IU63LdAv1Z0pWzVQJIlkVOEPvv00A20Jdk6U2HpY5BU3byqKLBR/PvaaDbzpogF0ywkb4IaE/BIhy9K8ZqQHpyuUGhbjRZ0/uWMneyYqaIrM1x46wt/8ZB8A/3z/IZa0xcjXTD79xk1oikjrWUgCO+TcZmZmho0bZxU+Ozs7yWazLFsmFEKbztn09DRbtmzhD/7gDxbczqka8FNlnagqnzQV7lTrHwba48eV1T+TnOqzsGlzNExnUeqyX75xvgG3UAPhk7EkEzsnIwzPhc2nYYT+IrG6O0XyJPWWp4N2gihhMz3yXKY1BfNkvQDPBTpOQ4mxleO1MzgeEVVmdc+Jpe0X4qp13c9Z2OV0OOccNM/zMB0XxxVNEh3HoyMZYaqsM5yvUzNs/mPrEE8cLdCRjDCab+C4Lh74PV4UdMvBdoV33Z2MsLonyYdfuY7z+jKkYhq96egcjzZ0zkJCfvlp1p9dtgLecGE/I/kGO8dK7J0sc+/eaQ5MVzmcrTGcr7O0Lc7v/seT5GsWMkLRzXE9Ll/ZwdXretgxWuQNFy7lkhXtVBo2gx3Prl9MyJlH0+YaKAs1OM/lcvzO7/wOn/zkJ+noeO5pgq2pNoMdieeUPteW0E671uZs0JSSLzWsBdPFfpEIr11B6ywsgj16yrQuvIUIelJROlNnVijmhcpi+Qhn1UHzPI/dE2XqpoPtePyf23cwWmjguB6u5/HpN26iolt87qf7g+90JSNcu6GHHaMlhvN1XM/DdkT5seN6JKMKyUiUgY4YK7uSvPL8JWwebKM7GQ3V20JCQhZEkiSWdyVY3pXgdRf285FXbQBENCAeUdg3WeZwtkbNsPmvrcPsmaygWw737p3h/v1ZHNfjtqdnC3xTUQVNkajqNplEBFUSSm7nL82wd7JMJqaxtjfF+iVplrbFScc0IqrEkWyNld1J1vSkiGnKgk5EyOnR09NDLpcL/s7n83R3z6YsVatV3ve+9/EHf/AHXHPNNc/599oTEdpbVq2fz7qwc5GmSMiSZ9nbJ+QXg3M5DTdkPqda1xTyi8NZddBKDYs//O52bFeoJCqyxOruJIosoSkyP94xQSKi8NrNfaSiKsmoSiqq0hbXeNmabjpTEbqSETqTEbpT0TDyFRIS8rzSFIHY0Jdhg58+8fbLREqc53lUDJupks5kWSdbNTivP0NFt7j1iVGWZGI8dDDLcK5OxbCpGlWGcqJ3kOfBQwdzOK6HxPwaDhkhy17WLQxbfEaSYLAjzkB7gieH8kIVUJaQJYmXre2i3LB5ZrSIqsjIEnQkIrzi/F7Giw1UWWZNT4qyblEzbZZ1JJkq68iSkPk+nK3SkRD30R2jRTb2Z/jVK5bxncdHec/LVlKsW/xoxwS/fuVK9k6W2T1e5q2XDvLggRlM2+WG85Zw6xMjvOWSgXN2Ieyaa67hi1/8IjfffDO7du1i2bJlxGKzzsRnP/tZbrnlFq677rrn5feKdTNo2PxCQJKkEzaZDfnFozUC05bQePVx+uX1Z2Jcser0BDpCzgzretNnJO0zZPE4qw5aeyLCTz703FcqQ0JCQs42kiQFinrrlswVEnrRSpGK9od+JO54lBoWUVXUOfx87xTn97dRtyxuf3qcN1y0lJ1jJR7YP8P1G5ewbaRAuWFzzbpuopqEIsms7U3x0IEsvekYG/o0hvN1LhzIoCoyWw7n8DyR6r19pEgiqjJWqDNTMbEdj8MzohdLsWGxd6JMZzJKdyrCM6MlaqbDjZcsZe9kJZA4nijpAFi2R9VvHOp6BHLDEVVedLGAE7F582Y2btzIW97yFhRF4S//8i+57bbbSKfTXHXVVdx+++0MDQ3x/e9/H4A3vOENvPOd7zzt33vN5r4zKooREnKmaKbmHltLeLxFcFmWzkg/t5DT53Qbq4ecu0jesV0mF2B0dJQbbriBe+65h8HBwbMxrpCQkJCQFwjn4jPmXBxTSEhISMgvByd7xpybuSkhISEhISEhISEhISEvQEIHLSQkJCQkJCQkJCQk5BzhlGrQHMcBYHJy8owOJiQkJCTkhUfz2dJ81pwLhM+9kJCQkJAzxcmee6fkoM3MzADwrne963kaVkhISEhIyFxmZmZYsWLFYg8DCJ97ISEhISFnnuM9905JJETXdXbu3ElPTw+KEqpUhYSEhIQ8fziOw8zMDJs3b54jhb+YhM+9kJCQkJAzxcmee6fkoIWEhISEhISEhISEhISceUKRkJCQkJCQkJCQkJCQkHOEs9qo+mR8+ctfZsuWLZimyWc+8xkuuOCC4L3HHnuML3zhCwCsWLGCv/7rv0aWX1j+5Ynm5zvf+Q7//d//jSRJbNiwgc985jNIkrSIo10cTjRHTT7/+c+zbds2vvWtby3CCBeXE83Pm9/8ZtLp2QbMn/vc51iyZMliDHPRONH8TE5O8tGPfhRd1znvvPP4sz/7s0Uc6eJwvPmZmprij/7oj4LPjYyM8Id/+Ie88Y1vXKyhPmdO5V4SAvv37+d3f/d3ec973sO73/1ucrkcH/vYx6hUKvT19fG5z32OSCTCz372M77+9a9jGAbvfve7efvb347jOHzmM59h//79APzd3/0dy5YtW+Q9Ovt84QtfYOvWrViWxW/91m9xxRVXhHP4LGk0Gnz84x8nl8tRr9f5wAc+wMUXXxzO42mi6zqvf/3r+cAHPsC1114bzuNi4J0jbNmyxXvve9/reZ7n7du3z7v55pvnvP+qV73Km5yc9DzP8z74wQ96995771kf42Jyovmp1+veLbfc4pmm6Xme591yyy3ek08+uSjjXExOdg55nucdOHDAe+c73+m9+93vPtvDW3RONj833njjIozq3OFk8/Oxj33Me/TRRz3P87xPf/rT3ujo6Fkf42JyKteX53mebdveTTfd5FWr1bM5vOeVU93XFzq1Ws1797vf7f2f//N/vG9961ue54nr5Ic//KHneZ732c9+1rv11lu9SqXi3XDDDV65XPbq9br36le/2qtWq973vvc970/+5E88z/O8e++91/voRz+6aPuyWDz22GPe+973Ps/zPK9QKHhXX311OIenwV133eV99atf9TzP80ZHR71XvepV4Tw+B77whS94b33rW73//u//DudxkThnQlBbt27lhhtuAGD9+vVMT0/TaDSC92+99dZgNb+jo4Nqtboo41wsTjQ/8Xicb37zm2iaRqPRoFar0dPTs5jDXRROdg4B/M3f/A0f+chHFmN4i87J5qdWqy3W0M4JTjY/u3bt4sUvfjEAf/qnf8rAwMCijHOxOJXrC+C2227jhhtuIJlMnu0hPm+c6r6+0IlEInzta1+jt7c3eO2xxx7j5S9/OQA33HADDz30EDt27OCCCy4gnU4Tj8e59NJLeeKJJ+bM89VXX81jjz22KPuxmFxyySV86UtfAiCTyWBZFo8++mg4h8+S17/+9fzWb/0WILIdlixZEp6Lp8mhQ4c4dOgQ1113HRBe04vFOeOgzczM0NnZGfzd2dlJNpsN/s5kMgBMT0+zZcsWrrrqqrM+xsXkZPMD8NWvfpUbbriB173udS/IkPLJ5ui2227jxS9+MUuXLl2M4S06J5ufYrHIhz/8YX71V3+VL37xi3gvMP2gE81PuVwmmUzyV3/1V7zrXe/i85//fDg/C9yDAL773e9y0003nc2hPe+c6r6+0FFVdZ76WK1WC15rztux89nV1TXvdVVVcRznnOqFdzZQVTVYzLj11lu59tpraTQa4RyeJu94xzv4oz/6Iz71qU+F5+Jp8rd/+7d8/OMfD/4O53FxOGccNE3T5vzted68GqpcLsfv/M7v8MlPfpKOjo6zObxF51Tm57d/+7e55557uO+++3j88cfP5vDOCU40R8VikTvvvJP3vOc9izCyc4OTnUMf/vCH+fSnP803v/lN9u3bx9133322h7ionGh+TNPkwIED/Pqv/zrf+MY32L17N/fdd98ijHLxOJV70JNPPkl/fz+pVOpsDu1551T2NWRhWueuOW/Hm89jXwdesPP8P//zP3z3u9/lj//4j8M5fA7ceuut/OM//iMf+chH5rTHCOfx1Lj99tu5/PLLGRwcDF4Lz8fF4Zxx0Hp6esjlcsHf+Xye7u7u4O9qtcr73vc+PvjBD3LNNdcsxhAXlRPNT7FYZOvWrYBId7z22mvZtm3bYgxzUTnRHD366KPMzMxw880383u/93vs2rWLv/qrv1qsoS4KJ7vGbr75Ztrb29E0jWuuuSYo8n2hcKL56ejoYHBwkIGBAVRV5corr+TgwYOLNdRF4WTnD8ADDzwQpML8InMq+xqyMMlkMkgHzWaz9Pb2zpvPhV43TRNN015w4l8ADz74IF/5ylf4+te/TiaTCefwNNixYwfj4+MAbNq0Cdd1icfj4Tw+S+677z7uvvtufuVXfoVbb72Vr3zlK0Sj0XAeF4FzZtauueYa7rnnHkDUeixbtmxO6sRnP/tZbrnlliAn9oXGiebHdV0++clPUq/XAXjmmWdYtWrVoo11sTjRHL3mNa/hhz/8Id/97nf5x3/8RzZt2sQf//EfL+Zwzzonmp9isch73/teLMsC4PHHH2fdunWLNtbF4ETzoygKS5cuZWRkBIDt27e/4K6xk92jQczLL8N5cyr7GrIwV199dTB3P/vZz7j22mu58MIL2bdvH5VKhVqtxvbt27n88svnzPN9993HlVdeuZhDXxQqlQqf/exn+epXvxpkBoVz+Ox5+umn+cY3vgEIZ6FWq3H99deH8/gs+dKXvsT3vvc9vvvd7/KOd7yD3/3d3w3ncZE4Z2T2N2/ezMaNG3nLW96Coij85V/+JbfddhvpdJqrrrqK22+/naGhIb7//e8D8IY3vIF3vvOdizzqs8eJ5ueVr3wlv/d7v8ev/dqvoaoqGzZsCIo0X0icbI5e6Jxsfq6++mpuuukmNE1j06ZNvOY1r1nsIZ9VTjY/n/jEJ/iTP/kTGo0G69ate8FdY6dyfc3MzMwRjPhFZaF9DZnPzp07+Zu/+RvGxsZQVZW7776bz33uc/zRH/0R//Zv/8aqVat43eteh6qqfPCDH+Rd73oXsizzgQ98gFgsxite8Qruvfde3vrWtxKPx/n85z+/2Lt01vnRj35EqVTiwx/+cPDaZz/7WT7+8Y+Hc/gsuOmmm/jEJz7BzTffjGmafPrTn2bTpk384R/+YTiPz5H3v//94TwuApL3Qqt0DwkJCQkJCQkJCQkJOUc5Z1IcQ0JCQkJCQkJCQkJCXuiEDlpISEhISEhISEhISMg5QuighYSEhISEhISEhISEnCOEDlpISEhISEhISEhISMg5QuighYSEhISEhISEhISEnCOEDlpISEhISEhISEhISMg5QuighYSEhISEhISEhISEnCOEDlpISEhISEhISEhISMg5QuighYSEhISEhISEhISEnCOEDlpISEhISEhISEhISMg5QuighYSEhISEhISEhISEnCOEDlpISAu33XYbABs2bKBcLp/Wd0+XcrnMhz70IS6//PLntJ2QkJCQkJBnQ/jsCwk5twgdtJAQH8dx+OIXv3jWv9vkIx/5CC9+8Yuf0zZCQkJCQkKeDeGzLyTk3CN00EJCfP73//7f5HI5brnlFgC+853v8Bu/8Ru84hWv4Mc//jEgVvo+8pGP8Gu/9mu8853v5B/+4R/mfVfXdb7//e/z9re/nVtuuYWbbrqJvXv3nvT3v/jFL3L11VefuR0MCQkJCQk5hvDZFxJy7hE6aCEhPh/60IdIJBJ861vfAqC/v59/+7d/45Of/CRf+9rXAPj7v/97LrvsMr75zW/yX//1XzzyyCNs2bJlzndjsRi1Wo0vfvGLfOtb3+Jtb3sbX/nKV076++l0+ozuX0hISEhIyLGEz76QkHMPdbEHEBJyrnLllVcCMDAwQLFYBOCJJ57gqaee4ic/+QkA1WqVkZERli1bNue7qVSKT3ziEwCUSiXa29vP2rhDQkJCQkJOl/DZFxKy+IQOWkjIcVDV+ZeHJEl87GMf4yUvecmc10dHR4P/j42N8ZnPfIa77rqLgYEB7rrrLr7zne+c8fGGhISEhIQ8V8JnX0jI4hOmOIaE+MiyjGVZuK573M9cfvnl3HXXXQB4nsef//mfMz4+Pue7pVKJeDxOf38/pmly1113YZrm2dqNkJCQkJCQUyZ89oWEnHuEDlpIiE9PTw+rVq3ibW9723E/8/u///vUajVuuukm3v72txONRunv75/z3a6uLq644gre9ra38b/+1//ife97H+Pj4/zrv/7rcbebz+e55ZZb+MhHPkK9XueWW27hYx/72JnYzZCQkJCQkIDw2RcScu4heZ7nLfYgQkJCQkJCQkJCQkJCQsIatJCQs8Z//ud/BpLFx/LlL3+Zzs7OszyikJCQkJCQM0v47AsJefaEEbSQkJCQkJCQkJCQkJBzhLAGLSQkJCQkJCQkJCQk5BzhlFIcdV1n586d9PT0oCjKmR5TSEhISMgLCMdxmJmZYfPmzcRiscUeDhA+90JCQkJCzhwne+6dkoO2c+dO3vWudz3vgwsJCQkJCWnyH//xH1x++eWLPQwgfO6FhISEhJx5jvfcOyUHraenJ9hIX1/f8zuykJCQkJAXNJOTk7zrXe8KnjXnAuFzLyQkJCTkTHGy594pOWjN9I6+vj4GBwefv9GFhISEhIT4nEuphOFzLyQkJCTkTHO8514oEhISEhISEhISEhISEnKOEPZBCwk5RyjVLQ7OVLhsRSc/2TnBaKHB+65ezV/9aA/LOxO86vwlfPy2Z7hmfQ9vuWSQf7j3AKu6kiiyxP6pKuuXpLjpiuUczdZ47GgeVZZQZIk1PSk2D7SRr5nENYV45NyJUoSEhIQsxFRZZ/d4mes39i72UEJCQkLOOqGDFhKyiBi2wxd/doA/fNV6hvI1/vWho2zoy5CtmuwcL/HdJ0b49StX8rFbt/Ond+4iFVM5kq1z6fIOEprCj3ZMIEkSu8ZLvGZzH31tMb76wGESEZV8zcByXN540VI2Lc3wye/v4Ce7JlnZlWRjX5qPvnoDq7qTOK6HqoTB9JCQkHOHQt2krFuLPYyQkJCQRSF00EJCFoE7t48z0B7n0uXtRBSJIzM1Lhho410vXs4lf/ZT1vSkeMnqLvoyMQba43z11y4nEVGQJCnYxoWD7fO2O1lqcMtLVuB4Hvfvm6Fm2NRNh1d84X6uWNXJl955MY8dyTHQHicd0xjO13njPzzEGy9ayq9esZzNA21ncRZCQkJCFqYjEaEjEVnsYYSEhIQsCqGDFhJyljBshyePFrhybTee5+F6HluP5Nk9UeGrDz7ETz90LZcs7+DRT9xAVyo657vJ6PxL1fM8RvINthzO8sihHE8cLTBWbNCbjrKqO8nS9jgdyQj5mslFg23MVAz+7eEj7BwrI0tw964pSg2Lv3jzZp4YKnDz1x7lV1+8nE+89ryzNSUhISEhC1JuWBTq5mIPIyTkBc/hmSpRTWGgPb7YQ3lBETpoISFnifGizj/df4iXrunixosH+OLP9vMfW4f4jZet4m/edkHglJ2oRszzPHaNl/nhjgl+vGOCqbLBi1Z1cuWaLt5z5UrWLUmTWsCZO3Yb4yWdhw5kuXP7GJ+6YxeKBH1tMa5Z102+avL39x7gvVetYlln4nmdg5CQkJBTQQvTrkNCzgl2jJUAGLh4YJFH8sIidNBCQs4wX33gEImIyrtfsoK/ffuFfPrOXXzy9efxq1cs57evWb1gdKwVz/PYOeY7ZTsnKDcsXr2pj8+8aVMg/jFR0jkwXeWhA1kKdYu1vSlufvFy/t9DRxhoj/Gazf38zU/20jAdlrbH6G+Ls6Evzf+7+EUossRDB7J8/+lRfuubTxJRJFb3pHjtlx/kQ69Yx3uvWjUntTIkJOTsM5yrY7kua3pSz+t2G6bD1iM5rttwbolxJKMqmbi22MMICQkJWRRCBy0k5Awxkq+zrDPB1et6SMdUbn1ihD+/azdvungpluPR1xY77nebTtldO8b50TMTlHWbl2/s4S/evJnbnx7jI69aT7lhc9lf/A9dyQhLMjH622IsaYvRmYjQnhCGzcXL2klGRURubU+Ko7kaeycr/HzvDEO5GtMVgwsH2/ju+1/Ky9Z2U9UtvvXoEP+xdYi2uMZf/WgPnufxW9esOStzFhISsjB1y8ayved9u5brolvu877d50rdtCk3QpGQM0GpbpGIKmGU8hymatgU6yaDHedeFotuOcQ0BdtxmSjpQaaNbjkYlktbIlxYeT4IHbSQkDOA7bj85v/3OP9yy2Wc15/hP7cO85X7DvLPt1zGlWu6F/yO53nsGCtx1zPj3LFtnIpu0x7XqBg2pu1y9boerl7Xw1TZQJNlVnUn2fcXryGqHj8l8rIVHcH/33bZ/Ga7uarBvskKqiLztQcOM5Sv8RdvvoD/dd0avv/0GH939z5+tGOSoVydNb0pfuNlq5775ISEvIAZLzbYN1l51vLx02WDhuVwweBcIZ87to3xyvOXkIic3uPcsl0M2zmt755JIqpMVzJ68g8ew5FsjZVdiTDqfwLu2z/NS1Z3sSRz/EXCkLOPbjnsGi9z2YoOCjWT0ULjeXPQRgt1FFmiv+2515HdvWuSS5Z1YLkuO8dKgYNWrFtkqwZtiV88sTHX9aiaNpnYueNchg5aSMjziOt63L9/hus39vKD37+K7SNFEhGVt1wywJsuXjqvPszzPJ4ZLfHDZ8b50c5Jyg0Ly/GQJLh6XTdXr+vhshUdrOtNBVL4b29xtBT5ufU060pFuXKtMIJ+42UrKTUsXNfjbf+0havXdXP7B17Gj3ZM8IWf7sdyPVJRhQ19mQUVJENCQk6MbjnkasZpycfLkoRyHKejZjin7aA1rFNzzn60Y4KLlrWfNaGAim6TqxmASMOEE9fnNnlmtEhnIvK8rOLfsW2Ml67pojf9y+XIbOzLkI6dPfOvUDNJRJUTLib+MuG4HlNlnaUt14phO2w5dOJU4obpMFqoc9mKDnTLYbqiz/uMbjnUDHuekNjJiKgy8vO4aGHYIorWioeHYZ970XjP83j8aIHLV3Qgy8e5h5o2P987zY3HqbNzXY+ybtHeoiw7XmyQiqlnzKkLHbSQkOeRXM3kXx8+whWrOvivx0b48v8c4B9uvmTeTfngdJU7t41xx/ZxKg0L14NPveE8Xr6xl8PZOhcNtp313mSqIgc3/b9482a++sBhXvOlB/mda1dz/0ev5+O3PcNHv7eDjoTGo5+4gaj2wnjYhoQ8X9y9axLgtCJD3enIc0pxdF0Py3XnGcmnajRbjst0WT9rDlqsZVz37J3Ccb3jGk9nklLd+qVz0NIxdY6x7rgeynEM1+eDBw7M0JuOcsnyjnlG/dni2e6j54lrTZIk9k1WGOyIn7RevMlIvs62kQLXb1gSLBSUGhalk6TsxjQlGGNZtxf8zCMHc9y3f5o/u3Hzqe4KICLwiizRfQLHrqJbxDXllG0PTZF46Zqu4O+IIgflFQvhed68yHbrPJ+MJ47m2diXIXUKiwtbDuXw8LhyTTeuBxOlBs+MScQ1lQ196Xmfj2sKFy9rP+72LNfliaMFXnH+kuC1x4/maYtrZ6x+N0xADgl5HijrFt97cpSedJSv//rlfOK2nXzr0SG++zsvDS7e6YrO1x44zBv+4UHe+PcPcsf2cS4YaOOxT76C7/7OS3nzJYN0JKNctqJj0RtHX7Ssnf/7rkv59m+/hAcPZHnLVx7mzZcM8Oc3bsJ2Pd7+z4/wke9sY8doaVHHGRJyNqkZNv9030Fc9/Qdpf1TlSAy9GzYNlzk7l0TC77ncfzx7JkoUzVsCnWThw9m570fUWViqsKRbG3O61XDJl8zmSzp1Azb/52zh6bOGpPOc5jvM82RbI2JUuOUPqtbTrAvjutRNWzu2DZ2Joe3II8fzc9xFu56ZpzJ0vxozfPJU0OFYIHibNMwHe56ZvxZfWf7aIkf7hDX297J8rzr42RUDZsHDsw8q+8Y9uz5oSkLOyyZuMrpuNKW7fLMSZ7X9+6dZtd4+aTbSsdUOpMR7t8/w6OHcsHrrnf8a9XzPO7cPs59e6cxW6Js+6YqPHo4f0r7kK0a/PQUz6ErVnXy4lXCeWzOl4QUjM+wHSxndhySJKEp8gnv7ce+k4qqZ3TxJnTQQkKeB0p1i+0jRVzXQ5NlzuvPcOcHrmJjX5onh/L8/n89zdV/83N+vm+KiCIjyRLXb+jlf79mI6ois35J+oyuYJ4umwfa+PZvv4RPv2kTn//pftYvSfPUp17JdRt6uHP7OI8cmqFh2udkDUtIyPPNnokyB6Yr3Pb06JyH+7PhdAU5Jkr6cVfVT8T+qQrTZZ2KblNZ4PuW41LRrUBKu8njR/I8eGCGrUdyHJ4RxqnXYqHYjhusfoMweIZz9QXHUGqI2pRnQ7OeBc5tyf1s1SBfO7V+bXfvmmTfZIWj2Rp3PTNO3Xz2x/N0eGa0SKFljJet6JgT6UhGVCLq6c+x7bjHvR4OTFVwPY94RD1pC5jTpZky7HneHOO/STM4s9B7rYwXG9j+fliOO8fZMB13TsrhffumyddMHNcLFjCarOxO8qsvWs4rW6It0im4VZYz+3ttx1EwTUZV2uLanGuvlVLdWvB5rDtzHZJSw2IkP/d67UxG6M2cPLqfjmmosky5YTGcn12cMB2XbGXh67w5lTNVA71lfKos4XruKS16bezLnFKaM0CxbgbXpem4QV/FYkO89pOdkzzS4lyOFxvcs2eKHxzHkVckif5jhN1S0ed23ZyMc/euFxLyC8BEqcG/PzrEss4Ev3X1at77jcepmjbvv2Y1Dx/K8sZ/fIjf/uaT9Kai3HjxUraNlLhwsJ0HP3Y9f/qmTb8QfcYkSeLVm/r42Ueu4cWru3joQJa2WIR0TOWf7z/MG//hYf7kjl2LPcyQkDNOWbeo6fZpR3Qc1zvlaMuxdCQ0oqdpDLieh33MmJuGXESVScU03nBB/5z3l3UmWN6Z4DWb+zh/aQYQKVAADx/M8v1tYxyaqQafLzdsDmWrLMRDB7ILRu+ajOTrPH70+KvoXcnIcd87GY7rnbYzfSq4rsdxbOV5vHZzPxv70hT96NXp1ATNVIzjGrPPjBYZL84/v1xv7uq/bjk0TIds1WAoV6Nm2jz4LKM9rTx0MMtPd00t+N7uiTJ1w6E9oZ1Qufh0MWyH+/eJsR+crvLjnfOjzM3jc8e2MQ7PzD9HPc/j+0+P8fjRPONF4YR1JSMMdsym847k62w5lEO3HHTLodSwqJs220eL/M+eufveMB0eP1qY9/qJaAp2gXAk73pm4Wj5ZFGn2LDYeiTPzALO0N7JMlOl+a87DnMWBLaPFHlquDDnM/maiXEKC0iyJC1YRxtT5eMe4+aZrsgSrutRqJk0TIfpssHdu6Y42HJcfr5vesF9e/DgDFXfGbYdF9d1j3svfvRwjsePCAfs4HSVA9NVpiv6nO22OtZPDRdOmCHgwbwU1bt3TZ7RqHDooIWEPAfqpkO+ZrJjtMRb/+lhLhho45GDWV739w/y2R/v5ddeupJHPvFyDMehZjj8+A+u5k/ftOlZF/ieCzRrVTJxjTVLUnzn/S/F8zzScZV79kyx9XCO3aeQHhES8ovK2p4UvZkY7qla5MdQNRaOYp2IXNXAdlwyce05CTu0RugfO5Lne0+NsH2kRMN0KDXMeSvHpYbJdMXg0HSNYt30XxMGSsN0iCgymiLzvSdGeGa0SHtC4/IW1dhWZqr6SVe+W6NQnufR3xYL6pUmyydOv2sazQEtfs+WQzl+svPMGVGTZZ2jueOnvz05lOehA8I5nSrrc0QUYppC5Jjo4Ei+vqCT1eSRQ1kRhfD3udVZy9XMBc+vim7NiR7tGi+zbaTIwwezbBspzvms53nc9cw40xWdO7aNndKCgueB7S5s2DeHp8jSvH09XVzXC/Zbk2VevKoTIDDeW5lqOT5Vw57nlIA49/ZMiAhyxRDn+EzFYLQwu++lhoVhOeybrHD3rkkOTFWJqsrc885nsqzzzFjxWS3k7J4os29KPD8N2xGRpQW+35YQUZvJUoPh/PzzbkNfmp70fPvCwyPRcg0utDYgSxJmy2JGw3QW3AfbcXno4My8RR8PYRMdG1Gc8xnPo2E5POBH55tZAa3nZ7lhMVnSqehz6/aWdSSC+9gPd0zwwx2T3Lt3esHfkSWJa/3ykubtekk6RltcQ7ccrljVyRX+eQPwugv6OX9pZp7YUvP4Oq43L1KejKrENYVSwzpu9kBzG83tzFSMU04nDh20kJDTYKqs8+3HhlnTk+KNFy3l3f9vK2+9dJD79s/wFz/cw2++bBU//OBVPLB/hobp8Jk3beb/vutSVnQlF3voz5nLVnRw/YZeTNtFlmUiiswfvXoD7/m3x/nQd54+bupFSMgvOk8OFzmSrVFunF4U7WTxkju2jc0zbh46mGXfVAXDdjndQFAqqtGR0EhE1CCKZzsetuti2i6KLM1RnAO/UXRM48B0hZlj0hOjmsxMxaBYt8jVTPZPVvjBtnE+9r1n5qVNAeBBzwKLUp7n8ZOdEyzJxLjeN6ZyVYM7t49jOu4c47fUsDgwVWbGTzNzXS94/8c7J/jvJ0fnbLtp8JUaFq7nnVSgoTmewimmKzaJqsoJRV9GC42g5vCp4QJjxdn5cVxvjkG8Y7TEf2wdmhNNLDWsOfMQ0xQmSzo7xkrcvWuSwy21UTFVmVe7lKsa/Gz31JzIwTV+b85WUlEV03a5c/s4jusFjt6ppG+u6k6yrneu8ELNsGmYDvftm6Zu2pTq1kkd7VPl7l2TbD0i5shyXR49cvzoq1g4FM5XTJPnidyYtktFtwPD/OBUlYpuUTfnOl7D+Tpl3ea8/gwXL2snqslMlXVmygun9LUeheFcfcGIUCvFusWQb+THNQXL8RZcCOpri7PMj+wt9KjdM1FZ8LdURZozKgnhAFZ1myHfgS3UzTnP78eP5hc8/s21nvgxgi+u53Fopspj/vFomE5Qu9fcquMKp7r5+eWdCTLHWXi6b98M9+0TDlixbtKVjBBrySKwHZcOP1X3jm1jwX6AONY/2Tkh0qQl8eupmMqeiTL37ZumIyGygEoNi/v2TbN3osK+SZGOa9qzKbt375qk1LDQFNHaqHV+YpqM47ocnqmyZ/L4i9M/3T0VRNpKDZOf75vmgf0nj1iHDlpIyGlQ0W3GSzqu6xLVJC4YbOO/HhvmTRct5acfuobLV3aQjmnccF4vUVU5J+vLniubB9r41BvOY/d4mbFCg0+94TxKdYuP37aDH2w/+4XvISFnmr50FFURheano1jd+p2FoiTXre+dZ/SAiD6c358JIgXHolsOtz4xEtTPtLKxL8P20SKqIjPYEUdCOEvtCQ084YjJksSh6eocp9PzxKr7jRcPsLEvE7x+eKZKvmZSrJs0LAfDdkQthwR9maio99Dn1sFcta4HEEb7nonynN8wbJf9U5Ugxa5miO+1RoLimsKhmSo/3TXN954Y5Z49U+ydLAdGT7NGrVSfdcJ+vHNizhw3Db1jOTRTwXJcthzKcc/eab79+PCCnzsWy3GpGTZ9bTG6UxEOTlfZM1FesP6nKc1948UDrO1NB0ZeXFPmOMYVw5oXkdk1VpojUKFbDrc9Ncqu8RJXrOxksCMWiI+MFurzIkTNqJJuO8H5MZyvk4kLh71ZF1Y1bCzHEXU+msJOvyaxeT4eW5PVSjyizFPv+589U+waL1Gsm4wUGmRr5oLG/l3PjC8YhWrd36ljHDvTcSn4UV3dcrBPUFv21HAhcLZkSSKmKTx6OMtIvsZEscGPd05gu27goDmex717p+ctNJq2S9Ww2TdZYapscH5/Bk2ROTBdmfebx94anh4pLPi5JgemKowV6siSmG9ZkoJ04opucce2MTzPw/PEosRMxVjwWAiVRBZ07ESLjtnXJUnUg936xAjbRopkqwaFujnHuXOOo7BY0m0sxyMZVblmvejrWmpYlOoW63rTXLNeXO+HZqo8M1oM5mSwI0HVsNjpO8yeB7Istn/skD3mOqj375/hf/ZMBRG6iaJOxbAZa7nGW6PBTw8XsRwPGXFvkyUR2Sw3bAzb5e5dk9y/b0akSnoeh7NVlqRjaIrEz/dNz0nJtvzPHLvIM1UW0TBJkk6Yhr22J8WanpT4f2+aFZ0JPOCRE6R9Q+ighYQ8K6YrOrc+McLa3hQv39DDdZ+7n1d94QH6MzHu/cPreMnqLn7lq1v4yx/uAeAtlwyeclHrLyJvuWSQ73/gZdz+9Bifun0Xn3z9eeyZKPPpO3Y/a1GAkJBzGcf1uP/ADMs6EizJRAOD4tBMNTDm6qbN//35weOmhcU0JTB4FzJWy7o1z7hqT0ToTEQYKdR57Dh1WqosUTVshvN1GqYz58G/5bCo/6qbNkO5OrIs0pha05EN22H3RHlOmtqQv+r/4IEZbntqlCPZGsmIyoif9pWIqvRnYtRMJzCyov7+/XzvNMUWZ0k4FGWGcnX2T80aqk27Lx1TSR/TS6g7FQ1SHD1gTU+Kpe0xDH/srf3bDMuhYdrct3+uE2Y73oKy33c9M05Vt6gaNt94ZIiRfJ3pis5EUZ/nLBwvTnokW+OxI3kmig2mygZ7J8vc+uQIP9k5OS9tsOo7m08PF+Y4kbIkok9NelJRkhGVvS1O7JVruzmvXzjIY8UGEUVmdU+K3nSMH++cYPuIiKTtmSgT0xRSUZVCzeRbjx7l53ung7GMFxtBnc/RXA3dFM51a1rggWmhSNk6t02xih/tmGBLi6hCE8txGcrV5zjeTUbzDZYco3I3UzHmpIM5rkfDdNgzUebJofnn92RJ59HDc393KFenols8OVQQKW7S3KP0873TQT2XhBREMOumw9bDOfZMVNg5VuY+P8NlvNig5ItHuJ7HkWwNVZGZLhuBw52JCXGOw9kqWw/neGD/DKbtLnh+tKYSLuR8uq43Z75qpkNUU+hOxRgrNviHew8G32s6l9tHS9y5fZxs1aTUsITDdsx2j2Rr5KsGfW0x/mf3FLmWZ7AqS5zXstACvmPk///hg1mWdSTwPHGegkg1NGxnnsNZaViMFxuMlxrc70eC7ts3zWNH8owW6jw5ND+NVJYletNRUlGVpW2zEcC66WDaLkeyVQ4ex4k96i9QrOlJoygyuuUQi8jzFrNSURXdcijrFt2pKGXdomIIMZRDMzU6ExGWdcaDKGozUty8V+XrBtNlg550ZE4Td8txuWPbGKbtznNWkzGVoVxtjqN4LMW6GfzGA/tn2DtZoTMRoXuBVNQ5c3bCd0NCQuZQqlsczdX46a4J3v7PW6ibNt/4zSv4sxs38/WHDnPTVx/ljRcu5V9uuWyxh3rWWNub4qcfvpZLV7Tzoe9s47evXsVL13bxrq89yj/dd/CclsgO+eXmy1/+MjfddBNvfetb2bFjx5z3/v3f/51f+ZVf4aabbuIv/uIvTpqaeyRb49B0lcPZGttHSkFq2s6xUlBXlK0ajBXqbD0835B9ariAxKzxdmwKVfMzhfrcVdpi3RR1TtkasiR+41jRC0WWGGiPk45pOMes9FZ0G88ThohhO+imzUihTq4m0pkkIKooDHbE56xidyQ0pso6u8ZL1E0RfYlqcpAa10wDKtRMTNtj/2SZ3eNlZioGMU0J+pjploPnCQNxuCX9sWE6QQPqzmSEDUtSwvDS5OD9ppE60B5nKCtSzPoyMVZ1J4OeVNMVnemKwfq+NK/dPCt0ko6pJKPKggtFjuvx0MEc9/giDuWGJZybmHLK96uIIpOKqQx2JOhOR1jZlQzaAgwdU5PWdHxFmtzssZmuGDx8MMtIvo7luIyXdGaqBo7nBeN4+GCWXeMlXNfjiaN5aqbN8s4E8YjC0Vw9cPRd10NTJGqGw0MHs+ydKM9r59CsAXvt5n5UWZ63r7mqIVRGW14u1IUzMNAeX7C26Qfbx4NWDlNlfc511LDteY3QHzmUnSNIMpKvY9pCdKPVqa/oFgemKiQiCu2JCJbjBs6SaTscmKqwfaSA63psH5mrQFrWrcA5GexI0JGIoMgSiYhCf3tcROUqon1EUzii1ezO10wGOuKMFOo8edR3VvRZteLm8W41ylsd795MjBvOEwqOx6qjin2z5yxURBQZ03IZytU4kq1RNawgQtgcl+HPYzKiMF7SqbfM6x3bxjg0XWXHWImJks6+yQqFuqghBXG+S0jsbknDk2BejuTeycqcqFS5YVHR7YWzBbz5irSSJBrfN6/bXFVEmO7YNsa+yQpPDRewXS+I0g3naxyZqaIpEsP5xhyJ/9ahPXY0j245dKciyJKog1/XO7fWbrKkM1Ko88TRAj/fO81jR/McmKoyXmpQN21s12U036BmOMG9I1s1yFaNwOkq1i12T5S57ckxJvw52DVeYvtwEUUS58+xdYEV3Z53P67oFve2CMTMVI3gWtzQl0ZVJA7PVDk0c+LWDaGDFhJyClQNmx9sH2dtb4qIovDb33qKl6zu4qH//XJ0y+XVX3qAHaMl7vr9q3j/tWsWvY/Z2SYeUbj1d67k2vU9fPvxUf7hpkt40apO/v6eg+wYKy728EJegDz66KPs2LGDb3/723z2s5/ls5/9bPBetVrl61//Ov/5n//Jt7/9bQ4dOsS2bdtOuL2YJmO7Hm0xjdU9CWYqBj/ZORE4Z0Jy20VV5KChcuuDeyRfx3Y9crXZlfpW8jVjTqF8qyFg2SLFxnY8Hj6YDaIDZd3Cdlymygb37/dlvx1R1+T5kYCpss5oQUhIbxspMlxoUKqZpGMqDcuhZtpsHy2gKXJQ9P/E0Ty5qsmRbA3ddLlgoC2IcHUkIuyZEGmBeybL5PzUKMNxWd6ZYMuhLBJQt0Rk5u5dk6RiIrLWmv73092TQcRrrNDgtqfHuHvXJJ3JCNeu78H1vMDhaU9oxCNCkMG0XXI1k1xVzKMmy8QjCgena3N6JPWmY/OaIk+XdYbzNZ4cKjBRbMxJHYxpCsWaddxWBtmqwR3bxmiYDqMFIeQxXmxw3z7RO6rq11wtRLP+bk1Pig4/Fcpy3KDW7N69U9y1fZxUVEWTJXRL1LU4rseTQ4U56p2yJFKwDk9XuWxFR6Ca9/jRPE8cLXBopsqjh3MMtCdY3T235nmk0MB1Pe7ZM0VvJsqNFw9wybIODkxVeGqowEzFEA6WBI4jHP1d4yWeGi7OqcsB4UCbtsu2kWKw3997coRsVTj+uapBRbeDKIeEuEbimkJ3ejYdzPHrIDsSEXrSUSzHxXZcHj2c55FDWWqmQ7FusuVQjh8+M8F4sY6iSNRMh1zNxPWY97w9rz/DRX7T4dFinVLdwnE9bMfFsERK7jO+QM6TQwW2jRTJHCNrX/YXOVRF4tHDObaNFKn76beaItOdjpCIKBTqJrbjct/+6SCFNFs1+LkvXiGiRPacazuqyXMUPD089k2XkSTRl/Ca9T28+eKlYr8kcS9oOtOKLKFKEniz35+pGEHUSrddnhzKz3EMD05V2HI4Fyg0GrYDkohqtbK0PcZAe4y4prBrvMTDh3KBw61bDndsGxOqpcGxm71Hua4Q/1jemQhSHPN1Uzh7XrO+DXJVk+mqSFmNR1T2TFYYLTToTkVYfoyqtSRJGLbDMyNFDk1X2TtZxrJdJks6Tw8XMP37yRNH80iSaGRg+8qO4p4hM15oMFUxxXXluBzNCUXHqi4WqqKagun3n2s2qt45VmLcF/Joi2u0xTVyNZN9k+V5zmqlYc8RkwG4Y9s49y1QY+Z5HhMlnZim0LDsOZHyhTgzTSlCQn7JmCyJB/Gd20bZM1nh/7z+PN539Wr2TVb4wH8+xSdfdx5vv2xwXvj7hca/vudFmI7L7dvG6ElF+cNXrefX//UxfvOq1Xzw5Wtf8PMTcvbYunUrN9xwAwDr169nenqaRqNBPB5H0zQ0TaNarZJKpWg0GrS3t59we3FNIRlVMSyHRETD9Z0t03a5d+80Y4UG5/WnsR2Xb245ytsuW8Y9e6Yo1i1ed0E/02WdqKrQFtcwbCdQ8rJ9MYxvPjJEOj77SP7BM+P0pKIoskR3OkqxbgUOVLZqsG2kwPaRIjXTQZElJEmi1LDIxIUQyH37ZijrFqmoymBHnOs29PLUcEEYOBUDw3Z5eqRItmqiWy5HsrVgtd71RAuR/rYYh2dEKl8zEpWtGnh4JCOaH/nxUCSx2ruiK8540aC/Pc4h3wgCkZJ2fn/bnOiRpshEVQnLERLsZV2kTV040MaEvxqerZq8bG03+ZqJpgoVQNv1KNQNLhrMsGl9D8W6xVTJYKxY5+Ll7WiyzGRJ59BMlV1jJTxE098V3Um2HM5h+Yby9tEiK7qEQZiJawwtJG6CMKqmKzoFX603psrothsIgzT7Op3Xl5mTzvbo4Ryru5OMFhoMtMfZM1Hm+0+Pct2GXuGIKTKdyQjjxQbPjJbY1J9hdU8KTZVFw19PiLis6EqwvHPW0bIcl6VtcZJRVaSdRhWO5mpoioymSBTqorm4bjnkagYXDs6e190pkSr79EiR8/oz7J2s8MD+acq6TSauka0aHM3VOa8/TSwioygayYhKVJUZLdSZqRqsW5Iiosj8dPck0xWdhulguS7D+TpD2RozFR0Jj7FiQ0S9HJcYCpoqMVlq8MxIkc0DbcHcDuXq/HDnON2pmGgU7IkoUbEuFCmbc1ozbGqmzfeeHGXveIVV3Una4hqqIrG0Pca+iUrQg2vPRJmKbnOZryrqIvoBRhU5cEpMx0VTJP+aFcJfrY5w0xltWA51054jTjFR1HnsaJ5NS9uw7bmphuPFBrrlkI6rrOhKYtou+6eqdKciDHYkgt9uXaCxHRHhmijpaIrE/ftnyFYMLhhsZ6zQYKTQwHY9IqrM9tEimYRGKqbiebM1ejXTZmVXkjb/HuJ5XtCjy0VElDVFZrqss+VwjnRMZaqs8+4Xr+SJoTzbRopct76HXM1k6+EcL13bTSqiBrWgpuMS0xR+8Mw4iiRRtxxG8nUuXd7Bffum2XokT3c6wnC+zt7JMq84r4/B9jhPDxcpNEyWdSXYMVZiOF9jRVcimLPOZIRizUSSJMqNWUXHZhbAzrEyk2WdZETh8hUdPHgoxwWD7azuSRFRFRqmS90U0bVERGVtT4r7CzPiPmu5uB6s7k5QNxyiikRfW4zXX9BPrmbw8IEs2YrBM6NF1vWmOeifa4OdicBZGy82iCgKddNmf7GBJEmY9mxPvGRUoa8lHfKRQ9lA9fZY9kxU2DNRYs9Ehb62GAMd8QU/1+SFtcwfEvIssR2X+/fPUGrYPLA/y1PDJe74vasYaI/z012TbOhL8+DHrucdly8LnQ/8OhRV4eGDWZ4ZLfLeq1bxe9et5R/uOcAjh05cEBsS8nwyMzNDZ+esqEZnZyfZrDgHo9Eov/u7v8urX/1qXvnKV3LxxRezatWqBbfjeR53bBsLaj+GCw2eGMqjWy77Jit4nkdVFylJiYiCJAnlvkcOZjnoF6fnagbTFUM4KJ5HzXCYrggj+omhAt/aOsT+qQq236jWtF32TZbZMVbC8ZXWulNRXre5D4B7907zox2TDLTH6Upq7BwrUfNTGSWg3DApNixevanPFxyw6UxG6E5FAuPPtmebw1YNG1WWOJKtMl3WmSg1mKkazFRFr6LedDRIbVzaHqdhOiQiCnXTQffT00YLDfZNVRnsFEaH7Xjolsv2kSID7XE0RZ6T+nnBQBvnL23jxosHSEZV+ttiFOsm//bIUWaqQiGy1GLoWLZIcdMUiaeGivz71mF+tGMC3XbI+ulDfZk4R7I1frZHRNKKDQtJEvelO7eNi7Qx/zadq5nkaxZre5N0peYW+Bv2bJqWbjlsOZRjumJweKbKttEib7poKcs64/S3xVnZneSiwXYOzVSo+9Ee1/WYKgsncaqss3+qQt20cfyopueJaM7Pdk8xVmzQm4mxqjcpasP8KIcIZElsGynyMz/aaNguTw8XycRVYppCvmYyVmiwsivJknSUoXydYs3Edj2mK8LZ0k2bTExFkYVAxgP7ZzAsh1zV4JFDWRqWqOk7OlPDtF2SEQU8ODQjIo010yYRUehKRjg8U2PbcDFozvzUUFE4Mp5wuMdLDW5/eoyHD+aoGjZHsnWyVYN0VMWyPWYqJlXTRvejcU8czTNWFLV/pu3Sm44xlKsxlKvTl4kRU5UgtQ8gHVVZ05PCwyOqycQ0JRB4uXv3BPftn2GqrDOUqzNWqHNgqsLSthg9qSg1QyxkrOtNkYyqJCIKbQmNg9M1Ds9UOZoVdUq7x8skIgoXDgonslizyPlRwea5s6QtRkdcKAqWdWtOj6/Hj+aZKhvIkkR7XMV2XFZ0JsATKX+m7ZD3z1fbbxKfiWuovuNoWEJFUChgTvHtx4aRJCH2c/W6boZydaZLOmVdXBs/2z2FYbvBGKbLBk8cLSAh8dRQQfwbLjBVNkRase9wPnYkTzKisH2kQMMSY7r1iREKdZOIKuM4HlMVnVzNDCKHTSbLOhFFYm1vCiSRBitJMJZvkNAU8jWLRw5lScZUIoo4Tt1JER0t1q1AvGe6rLN/skJ3KsreSaGuWGqIMpJtIwVqhrinpaIKsiyx5XCOQs1g51iRnWOlQBxoTW+KbSNFto0UURWJwfY420aKPHgwy0MHs1QNcV1OlnSO+udkrmoGjrIsyZgtIjhHZqrcu3eKwzNVxos646U6judRqJv8z+6pIPIKULecIJXUsB2Gc/Ugug/MkdTfM1Gi3LDpb4thH1MHvBBhBC0k5ASMFur82Q92MVZoIMsSv//ytXQlo6T8Bx4wr7g9BP74dedx4/99mE/evpOth3N8/LUbeP+3nuTDr9jAe69e2BAOCXk+0bS516VQOBPXbLVa5atf/So//vGPSaVS/MZv/Aa7d+/m/PPPn7ed6YrBcM5j84AosO9ORfz0vhKZmIokSSLtSJZ4ZlTUo12yTCh2OX7aj245rOpOYtguJd0mqsrsnijz9FCBx4/miagKmioHinpPHM2ze7zCS9d0MVpoUKibHJypUmyYgaKiDBzN14lrMmXdJlszefRwjqO5GrmqiaYo/PeTo0wUG+RrJv/20GEUWSIVEw2Da6aN50F7XDgnhZrJRNHgSFaIg9QN0R9Nt13qlk3WNzoG2uMossRUWfebzoLtwsruBPmaEN7oTkWpGBYRTWYoV+fiZW0cmKoQVeWgPkuSxPz8f48c4fIVHTxyMEeuZrKyS+HAVIVi3Qrq/MaLOmXdRkKiYtgU6iaO5wXKe6osYUpw1/ZxejJRoooS1LDsGi+zfkmaTExl70SFwZY0qpph8/CBHG3xuQ7acK4e1AgeztZY2ZXku0+MYLke+yYqbBspElFlclVDpK85Lk8NF4XK31SFYs3k1Zv7Oeo7YxFFtCNZ3ZXi4HSVdEwNjMGK73yv6Ulx25NjgSPseh63PTVKTyrKo4dzrF+SDhYAnvajHc0I0RNH84EjLgFRVSbj93uarppoisxIvs6+yQpxTeHpkSJRVaYjKdJVJUS6bFdK1Fbdt2866Hs5UzG47akxXM9DleGKVZ38ZOckcU1BVSRRY4iolfSYLV+LKDLLOuJsHy1xNFcLVOxcTzRJvmv7GDvHyuiWw3C+QTqusWmpcIqaqnkPH8qSrRkMdiTQTQdNFddYVzKKbgmD+pnRkv95MWejhQZrepLULYeKYTNR0lFkUftZ1k0mywZxVUZVJJ4eLpKvmmTialAbOlnW6UxFydVEBEe3RVSnYblBjZzrebh+lFCRZ4U2mil8ri988o/3HmJVjzjfnhwukowovPXSQbYezhPTFG7fNka+KhYNmhGjqYrOOzcuY9tIkV1jZfCVHSdKDdoTGhXdwvFExM3z1QdBOPN4YDoeqiwFgkOTZZ2hXI2EpgZRO9v1qBoWB6Z0bFf8tizJ1B2LvkyMt126jAf9FL2mwy+1hHMquoXpeHSlNLpTEY7mqgzl6sQjClFNYWVXAtsVCopV0+apoQJtMS24Fg5na2iqTCKi+L8tUncdz+MH28eQJYls1SRbNTEdD01VKNVNshWTRFSmotvsGS/Tl4mRiWt878kR1vakiGoy9+yZFrWuHiQ1hUxM5dB0FdN2maqIhbIdoyVGCnWOZGtcvKwd23U5OlPjQj9qFo+otCci7Bor05HQ6EpFmSrq6JZLzbSJRWQ29KV5cqiA686mek6XDRqWw3RZp6RbfP+pUSbLeqDUqvuiMn2ZGAemqws2+24ljKCFhByHx4/k+cLPDtCwHFRF4kUrO/nHew9yNFvj6nU9XLmme7GHeM7SlYry/379Rdy5bYwLBtr45/uP8KtXLOevfrSHBw4sLHcdEvJ80tPTQy43G7HJ5/N0d4tr9tChQ6xYsYLOzk4ikQiXXnopu3btWnA7WV/0Ih3V6E5GyFZNCnWLRw/l2D5aEsaaJ4wex/PYMVbmgQNZdo2XSUVVRvJ1thzKUaib1H3FPMtxSWgKe6cqHM3XmSjVGcnXRTSoogtlPUnUAG31a0cqDVEf1axhq+gWjx/OM5JvENMUVnUn0W2H7SNFOlNRDk5XKDUsBjridKejVHSHI9m6r1hooJvCWCg2RK1ZtmZSNSxqulCDtFyXNT0paobIHmjyyMEs5YZFoW6Rr5m+WIFHWzzCSL7BaF6ktuVqYsXadFx+umeKyXIDSZb8lEqHZ0ZLHJiqMpJrIEvSnKa3qiwzWmwwdkxtRyqq0haPkPQdFRAy/VXdptQQhqvteOi2SL+KqDJdqQh106a/Pc5YsUG2rNObjpKMqizJRIToRkdCSOH723zsaJ7Hj+YxLAfTErLezeFpqswzo0WiqsJEWSdfNRnK1YOoUqFmBUqXR7J1XNfDdj1+sH2cLYdy1Aw7SMUD4cgM52r8eMcEh7MimlOsW35qXIV0XKUnHaU3HaVhCcdldXeSXNXkyaEChZpw3vM1EfmomTbZqoFuOlR0G8cVfb4KfmsED6Ee2VTVW9uTxEU4io8ezrFvqsJYUfdT6Dy2jRTIVXVURaJQF0IeWw7nGCnUOZqtMV5qIOFxcLqKKkkkIyqHZqoUGxZ40JuO0pmMMFU2RB2iJaI4+6dqtCU0FEmiqos5OZqtCeGZusl9+6aRJJARkvPjpQZDuTqW7ZKvC8n+mYpBzbCRJYmoKgdOzqGZGvsmK4HTFdMUyrrFaEEnVzUoNizqhmi2PtgZx3BcGuZs7WFfJsrtT41SrFvsHC3Tm46yvi81ex5G1OC3Iqo8R9Aioko0LIdkRMV2XQ5OVZkqC2Gfii4i1b2+uEWxbrFvukLdcLCc2Y2MFRpMlhrCiU5EmCg1+O8nR/mvx0QLCEmSfNl8MG2PqmEzWRbnnAQs70wgAau7UzwzWuRotka+Lhz15lhdTyw+TZb0oGYrE1OpGjZ/csdOXH/f6pYTRMLEmMU5NFPWeWqowJ6JCposU/Oj8GPFOluPiCji/fummS7r1E2H/vY402XxW0JMqcH+qSq266EoMpoqo0gS+6eqtMc12uOaXxdq4rmiyfaSTBRVlrl/vzg3hgtCYEaRROuTvRNlDNsNooAuoh53VXeSeFSkl6djKksyMWKaTESVMWwH2/WombZoF4IQSFqSidLXHkNTZTRZpiOp0ZOO8oYLl3LvnumgF1wqqtDfFsP1RPPshungIrIk7ts/w+FsTdTs2i6j+RrbRwo8OVygJxUJamyPR+ighYQswLaRArf8v63kqga/+bJVqLKM63n84PevYuUxhdchC7OhL8233vti/vItF/ChV6zj24+P8L+uW8Pv/vtT/GjH+GIPL+SXnGuuuYZ77rkHgF27drFs2TJiMVErsHTpUg4fPoxpCmdnz549rFy5csHteIii/p/snGTC78dU1W16M9Hg/0O5WtC/CISzdl5/Gt12gqjdRGlWwr254mpaDobloCrCOLEdjwcOZOnNRNEUYfR4QFcyQltcY6zQoNmHOB5ROK8/g246gVGrybKvrGjhuHD9xl50W6jDNWxHNH/2G/M2MWwnSK8q1Ey2HBFGyqykvkc8IgzrwzPVoF/SWLHBlG9wSZKor5Akj950lGdGS2wbFuIRsgRtMY39U1UOTlVxXREZmqnolBpCrCQRUUnH1ECVbVVPkrphBzU0m5aKqKGDh+bX29UNh2zVYFN/BssRjtlVa7vQFBlVlmhPaMQ0GdcVUZW9E2XW9KSIRRSKdYuaYfP4UdEjK5PQKPpGHYjUs1RMxXY9doyXReqULFFpWMyUDV69qR/X85gu6yJ1NBlBVSQiqkxbXA2k6XszUXRfSKMjGUH3F/ta5c01ReLS5R1kYhqW46IpIrKgKhLrlqQ4MFVlumIwXtLx8IJjpakSxbrFwekquinqkMYLDSzHo2G5gQNb1W0e9tPL2+IRoqpMTJOxbBfL8dBtF1WS6EpFkP06xhet6ggafB/J1jmSrRNTFfJ1i5/smgCEaqHpeMRUBQ/hKHekokyUGhTrFtmKQb5uAh51U6TBruhKkIqqqLJEKqrQMB3qlkPZsFEkCVWR2DVeDpq1RxUR5VvaHsf0HbOKYYu0NFlEslZ2J3Fcj8H2OF2pSOCU5aoG//fegyQjCgPtCWbKBsW6SXtCw3Y96qbNxv40uZqJYbrI8qw5PFZsUDWFc2t7HhNlnUrDJqaJ6M2RXI2lbTERiTbE9ZOtGsiyiGKqisThbA3H88j6CyoJTaEzGWG00GC8KO4jhbpJVbfE/aPpTKoyUxUDyxG/ezRXJ64pJKIKVcPGdj2yFcOP2hbI1wyquk3VcPAQvdIkWdQw7psS0eNlnQna41ogaARgWG7goAzn64wWGhQbFq4rouSu6yEjomuHZ6rsmajw6k19HJqpYVguqZgWRIZyNVGXqkji+LmeB57HzvEyluMFdbB1S6RuTpZ1YtqsQ40nFsKm/IWLhuVQbFg0TBvTESnMtuMxVmoEqdNl3SIT04Jr84c7xtk/VSUTV1nRmSBbNWhYLoblMlHSg9rTUt3k4HSFmKaSjIh/m5Zm6E5HkSSRXj5caLBrvMIzI0WmyjrTZYNiw6aiW9z+9CiFusmusTIN0yHvZy48fCBLzRA1k0vSMbpSEToTGh2JiBB48sRCjaZIZGIaYyX9pK2IwhTHkJBjuHPbOJ++cyeXrujg6ZEi0xWDL77zYq7b0BPWmT1LLlnegW45bBsp8qdvPJ8/vXM3V6zq4oP/tY3VPak5DXBDQp5PNm/ezMaNG3nLW96Coij85V/+JbfddhvpdJpXvvKVvOc97+Hmm29GVVUuueQSXvSiFy24ncmSzoGaUJarmzYy0JWKsHO0jKbKDOXryJJYFXc8j3RUoVAzOTxTw7DdQAXN8w09EPU6NdNmxk8fAuhti7J5IM3DB4WCoui5I1QTR4sNpioGG/vSItKTEwIaVUP0/9IUGdN2gzQ3VdFJRlQeP5onVzXwPJG2J+pPHDoSESK+p1du2BjN1XtJom6ImiUP8R3Hhbgm0zAdpsoGfW3xYLW/qdBn2B41w8KwXNG82nLQbZdczcD1IKop9KajwpnN17lwsI29kzUuWtbOk8MF9kyUaUtoTJQaLOtIcNf2caqmcILzfmSvPa6hShIuHpavVOm6on4uGRWiElsO5+nLxEjHVEbyDSr+mDIxjcO5Gh74zpQwxmVJIqrJPHwwS1tcC6IS20dKDHTEmCzppGMqL17VxY92TBDTFBRZ4vtPj1JqWNRN0XPpaLZGwhf+KDVmxVwMe7Ynk4QQe4mqClHfcYxrSlB3tr4vRdnvb5WKqhyZESvv7QmNXNXgiaN5Xramm/FiA9PxWN6ZwLQdEpEosYhCMqIGDat7/YibiJBaxDWF6YpBe1wjE1ep6g5TFQPDcXnyaAGXpiiJR7lhMZQTkQlZkljWmcB2XCbLOqmIwvLOBImIys6xEumoQsNyguhivmqweaAN2/FY3ZOiLa7y0IEsUU2Ymodmqjieh4fHgemqcKJVmYbtUtItxooN2uIapu0GabtTZRGFLekWA21CfGZVt4jsLsnEmC4Lifzbt43TmYrQnVJY1png6aEChu3yzFiJEd/5KDYsto+WcFwXx5V47Eiemm4jSRJ5PzXRdjwUWabcsIiq4rrK1yzyNYsLBtvZP1XhcLZGVG1pUyCJaJjrCpW+sm4z6Tuqq7qTol7TTwUtN0z2TVW4bEUHMxWDiCLm0HE9LMel1DBpT0boTcco1i1yFYMe33luoiqisXO+JmpENUXM/VNDRbpTEbYezmM6Lg3LJaoKBchmc2/DcjgwVaU9rmLZQnU2rsn0pKMcmKry+JE8PZmocDb8OtVkVKVhOty9U6isaopM1bAwbLGgYFgupu1R0i06Uhrn9WU4mhO1XqWGRU8qwsMHs6zsSjAqNyjWRRZCPCL23XRczl+aYazQEE2oXRdFFnOv+6mldkrU4qqyTHtCY6YiauqyVXH8+9riVHSLg760fioqRFRWdCXYPiIyHcq6RbZmcWimSls8IhxkIxq0UkhGVcaKDeKqLMZYM9BkMTc/2jlBOqrSlogwlKvRm4kyWdaJazKW4xFVZeqmylCuzrgflexORqiaDhcOtBFXFQzbw7BcDkxVgnTeExE6aCEhPp7n8dUHDvHXP97H+69ZzdcfOsKNFy3lb99+4QtONv/5JKrKyBJ8+/ER/vmWy/jQd7bxgevX8u6vb+U/f+vFrF8SOmkhZ4aPfvSjc/7esGFD8P+bb76Zm2+++aTbeGa0RCOSoS2uiToX4KjfaLc3HWVVV0JEYvyIT8VwaItJzFQNetNR6obNnokyY4UGEVVGVYTE9pqeVOAwTZZ0Jko6/9/DQ2zoTzOUq1HxFc2KdZOZikq5YfHIoRzrljRreYSUec0UwhkD7XFW9iR5YihPVypCf1uMg9NVGqaLLImxHs7WsF1hqCU0BcfzUKRZJbFUTBUCAa6Hbtm0xVWGC6J3UDqmsnkww3ixQcO0sR0vEHCIqiL9rZle1J+JUdFFPyUJkY65JBMVaW8IhcPuVJSB9rhIozJtqoZNvmbRlRRiDo4rnOMHD8wwWmiwqjtJ1RCfi0dkoprMYEecu3ZMiCigIpzTjrjj9wczwBPHYfPSNg7OVCk1TFIRlXbfsayaNjFXYc9EmVee34cqSxRqJl2pKNtHSnSnIuyfqtKXKYgIpSqMWd1yiGtCJAVPoq89RrlhU25YRFSZQt1i13jRd3RcLNtl+2iBbNVksD0epHLtnijTnYpQ0i32TVbBX8E3bJfto0Xa4lrQvFqS6tR8aftizSSmytRMh8NZEdHIRKEzFaFYswLRAhARmeYxnaoIhU1Flohroudb2o8U1kwHybCZKOp4khBlcVyXYsOmNx2hMxlh11gpEAApNywqhkPMv7+DcPKqhs2qriT37p3C8aAtEaE3HWWy1GBjf5r79mXxEOdOMhL30/XwowsyNcNgpmIEoiZHczXGiw0KDZPpsoikBClsnuf32fPoSEao6ja5qt+CQYL1feJa2rQ0w1RFqDSKXoRCmbIZwYhHZAo1i2IdLNclWzUCyXxZkuhMaEEPwqphY/miHJIk+aJAdfZOlNk/VWHfZIWNfekglTBbMehOR1nVnWS0UMdwPCKKRM20sR2XmukEiyWm5dIWj3B0pkYsoiDL0J2OovgS8jMVA02R6EhEKPp9zg5OV4lrCrYjUpaP+Is3/W1RGqbNzrESMxWd1T0pdFMsnADsnqiIxRNVoqMzyYYlKZFSLIkawfOXtqFIUNSFo1rRRTQ/XzOZKIn0445khFRPimLdwvPPtfGCjoTEwakqsl/7p8gyR7Kix5ssSfRmYv5ikrgfxDSZqKYwVTFY15uiPaHR3xbnrmfG8TxoS2hE/LrKqm7RkdBYvyRNW1wTwmQRBatmYvgtODoSIlo9UmhwJFtnaXuMp4d1xgoNkhEFw3b5lRct48BUhQPTVVRZYqpioPrHIaYpbOxLs3OsRNW/fy/vTHD12i5etLKDg1MipTjp9+jzPI/xkk62YgTpzQD7p6v0pCIcmK7iuC65qknNdKgaDj/dPUl6wTbns4RWZ0gIIuXok9/fwT/ff5hLl7fznSdG+PMbN/GFd14cOmfPEUmS+Is3X4AkSdz+9Bj3/dG1fPiV61nRleCt/7SF6bJ+8o2EhCwSQ/kaZd2mIxGZUyeSjipoiiTqLSqixqSZ2iZJcF6/MNIkScL1RApYvm5huy6yLGS9D02LAv+mMVf0C+F3j5eIaqJexEOow0VVmba4FjTE1RSJDX0ZFL9vlm67LOuII0sSDctliy8sUfNV85q1Fs3fUmSJXFWkjDXvcNuGC0yW9EAAqWoKQZN4RKFm2Ny1bQLH9USBf1QJGr46LoGjmIqqRFSF4UKdo9k6HiIKaLfM3dFsnQPTVXCFgV3WbTQ/vVDxG9Fq/hhqhs0zI0W2HhGRxR2jon9V1bA5OFOh0rCpGw51wyGuytiOx3TZwLJd1vamWNmV8FPBTNriERzXw7Bd4n5DbN1yfLETjz0TZfI1k3RUDQw8z/N47GieqCYiozMVE1WRSMVUJktCgCFQXvTHK+ayRL4m+m+pikSxYdGRiOAB20aK7J0qo8ii9mtlV5LedBRVllBlmbphB9G7A9NVhvP1oNeY44n+UvunqmLskkRHQsPxYKJk0GhJYwMhblGoCyO7M6lxeKaKJM1GP1VFQreFE+96oCgynYmISKX0awMjilCM1G0hp1/VraAW0vEbD5caFuWGzf7JKkdzdVzwawNNinXx3qifojtVNhktipRfw3FxfHGNMb+B+nRF7HuhZmK7IkqDB4pMkLqZrRg8caSAabvMVIWCqm45gTJe1a+pK9QsdoyWMW0hKtKZimDaLomIiuuKBZeybqPIEooiIUtwNFtDQgjgqLJEvm6R96+7FZ0J+tpEs/S1vSmRepxvoNsu9x+YodywqJuzzZ1Hi3U/3c4mGVFFH8OpKvsnqii+7H1EFe0jVEUSEW9EdDVfE9HM0WKDRESl1DCZKhuUGxZHsjUmikJ+v5kSCzCSr/mOlCUisHGNuCbuVVMVgyn/eeu4HpbfKmT/VIVvPzZCvm4xXtJZ35cWokFlg9F8nYmyHkT/QKQAZ+IaPcmISLH06/dcvyF9QlMp6xaeJ+4NTUEgD3G+jxQaqPJsHZ3teEGT6pFCHdtx2TVeEte25dCdiuJ5kK2KvnemLdqCNCyHVFRlotAgVxWpnrbr8vRIgemK+GyuanBopoYLwULE/qkKn7t7L9945Ch7J8uo/iLDWKGBLEGhYbF3soIiS6KBfLHOcL7G/7dliD+9YxdVw+K+vTPUTIcj2RqHZkQa8mihwZJ0lM6EeA70pKN+BoJCTzoGEnSnosQ1sVAXVU8cIwstz5AXPDNlg1d8/j6+9+Qon33rhXzppov5wq9cxM0vXrHYQ/ulIaLK/PO7LwNAkWUqusVU2eAVG3v5zW88Tt1cuDlsSMhiUzeFUEQzagbCOav4hf0zVZP2uMa6JWmimkwqqjDYnmAk32DvZCVQTotpMoosnLHpssFQThginifSY2KqWEUWAgpVDNudTR2rmZR8I7Jp+TkuHJwqY9oOMU1mrFDn/v0zFBsW5YaQss7XTJHCBYz5dS+qLJGJqcQjctDPx4XAyK6aTlCrYvnRHAlAEpLSTcNTN12h5CcLI74jofmGr8JoUfRHUxVJ1JrULaKqggQ0TDswSHdOlIRoiC/0IfbL49BMFcv1iEdE37mSbgUOW8WwqVsi9cqyXcZKwthrWA5DhQaygq/yCA8emOFork7NtMnE1aDVwXTFoNwQqpCZmIbjeozk63SloqzoSmA6DiXdpqzbyLLM+UszJDSFtrhI/XzkUC6QLDdth1JdRHcmSjoF35DvSGiU/W2MFUUUUpI8Sg2TiWID03b9dDox3rJuCWeqYZH1U19HCw16/ebNuiUc4IbpICFSF3XLIRNXRWqqaQdOZ0dcRBxUWXy+vy3KaLFBqWFTMx1sxwtUKnO+E+l6IoukoptMlnXyvgPWldRwEWqksgSDHXE8DyKKRDoqojwzFRG9EClgfh8uF9GU299uRypCvmoGURPHFedWs4des55notjAsF2OZutYrsdEyaCkm0gQqJxGVeFUxiKyaISMqJ/0PA/DdhhsjzPti5LkaybZqnDYbddjqmz417VNoSGivpYjnJWKbmPYoo5rrNhgrFjn4LRoCt8MduyfqrB3ssKBqQp7JspMlISgigwM54QjoLUs6rbFI1R0m32TVSZKOrvHy8iS6EuGB+m4OMdtV6jMOh5UDIeoKpOOKiiSRM2wqeriOHWnRL0jkhTUtFp+bSlAd1rU2dqux0SpQVkXqbiHZ2p0JyN85/ERVncniWkKskQg/qEqkn8MFRzH47EjswJLzb15argIQM1wRG1X2aBi2EED7Iph4yJ6mzXHVfdVbEsNi9dd0BdEoZs9GsXnPFIRhagqo1suuycqwqnyxGJKtmJQ0S1UWUJTJPrb4lh+2q3puIyVdJa2JehIRijVxTFsWKI3WjquBpH7JgW/0X2xYXF4phYs+BiOcNyb15HteqiyTCIqRFJcT+zjwwdzVIymuqdDzXCQ/VPEcUUUGWCi2CBbM/EQ7U8USUT0q4aIntatE9s9oYMW8oLFdlz+6b6DvPSz91DSbT75+vP49uPDDLQnePnGJYs9vF86OpMR/u4dF+G4ov7gnj+8ls+94yJmygbv/vpjs/n8ISHnFKImJV8zg1Skit8XyHVFk2bHFXUFTw8XqRoOE754RlSVaJg2rutRMUS0Y2lbjFzNFDVPsqhfOJqro1vCUKwZNvipU0d9Sfq+TIyoKs1JXQOoWS6eB5Nlg2RU4/B01f8tm5gqol7xiC+aEVeREEaHcBxEg+GmdLiHcNJACJoAdCajRFVJ1HlFVDriGookU6xZ1Hyjy3ab9RcOjiciaYW6SVSRsPx+ThXDZjhfY6pioPt1at2pCEeyYv+Wd8RnF2kk6EkJI7OqW0xXDUp1i8myaOLblYzQldRoS2hk4hHwhOBDKqbSnYpQN/2UNz9aBgT1O0lNyO9btovlzjYibvaDy9cMxooNHj8ialLa4kIa/KEDWUaLdfI1C1UWBmpTUCQVU8VxM23S0dkV8ZKfoqr6EU7Ddjmaa1Cq21iuMNgsxyWuqZTqFiP5Or5d6PcEi/oqbx77p6o0LId9UxV0W4g7ZKIqcU3hwHSVfNUQxr2/H4WGUIG0XQ/LdUUrBQ8MyyEdFaIeTUe7LxMlFVWCcWuyTDKqBsqOOb8PWHOuRgsNRgp1psqGSHHUVOEAx1Qcz6PSEEIJddOmYTq0JSJ0JCNkfcdIt4WCqefBUL6OKku4gOV6mI4XpI9ajojqqbLETMUkV7coNWwcD0YK4vycqZjB96OqLAxkz+Pu3ZPULGF0W46IHhuOR1wVtWVVw54jcS4jonNzr3qPdEwjHlHRZIkNfWlxPP0P5utW4IjsmigzWRHpxj2+A+VnSJKviVREwxYS7cmoymB73DfmXWqGQ810cD0vaI4Nor1DxXBIRBUkSWKyInqrTfmqiI4r7ksANdMGDw5MVZj0HdZMTCUZFY2mq4ZNRbeZKOtCWXKmSt2vHayZDuWGRTqmCmdZknhmrMRh/9qMayq25xHXRJTpSLZGSbcxbOGwyxA4QDXdplg3uX+/UGquGA7tcQ1ZkjiSrfHNLcOBo2I7Hkf8+1u5YXIkV2Ok0KAnFfHvdzLxqEKHXzepKjIJTcZ1RQS6WQNYNxw6ExpVQyxYVA3Rly4ZUchWTaZKRpDZIEsiQu940JEUAh7JiHC+HL/+sOIvBm3sS4sIun+d9rXFaGtprwSiL1/UfyYkowoxTSZbM4OedIbj0ZcRtbdCFbaZGivG0JpVsBChgxbyguSRg1le+cUH+MLP9tOZ1HjfVav43E/384YLl865AEOef7aPFvn1f32MwzM1CnWLimEzVdb5yx/uWeyhhYTMw7A9ZEkoKZotD9SOuCaMBH/Fu6zbSP7bzRVZ2xEr9rKfomg6QhVvumIwXhQiAo4rUiNlWRjmI4UGEUUKVrYBjuRqGLZQMBQ1JQau57GiK0HUT1UbKzYo6cL4rxsi1Wes2CBbs6j7aW7NFCMA2xGGsOPNGoUl/z3P7yc1lBfqfZm4RkW3mSzrQb+snlQkWAE3/EgbNCXCDQzHo2oKxb20X7AvooRCaXKipAeOU7FhBeqEIq1TOH2aIjNdNmhPaiiKkN6vmyIqVfINbWGoiTS1Qt3i6Eydsm6RjCkMdsRZ0ZVgvNQgX7OIRYScd813Hpr72uzftW2kxGTZwPXDJaWGmLOa6aBbLvGIiJxKkkhl1BSZhiXS/vraYtQt2+//JOYk4YuB1E2HhKbQHtewPRdVlljVk0K3XaZ8o7kpjgGgKBIjebGvWw7nhapkVPVl58V5kolrgYFXt1xquj3n/PQ8sF2XbNVkz2QFzTdoRwq6v0hWoaLbxCMqVUNE55qtIprHVKShEaQYlhoiklPxJepBKJG6nthH3Y8EjRSEcI4qi0WFkXw9EMkwHU84B4g6yqagiupfIxFVxvFVGmVJ9Ppa4cvGN6N+qixqskT6rDC+j+bqInLhSVT9ptSFuoXlL0gAQfqn64k+ZVFVnHMiBU/MW1QVKpum7fpCFDaxiKiF2z1emtMiIeP3QG1GkGYqosF6rmaKpuiIVOJMVCGhycRVocQ4XGhw2BdMaV43TUXD5lXvuuK+k6+J7RUbJvm6haaIe05zvkDMk+V6FBpWsI+2HxFMR1UyMSH57/r3hqFcHU2Wgsil5B+X5gJLZzISpFI3U18d16NuucE56nhi7i3bC5xbSRbZMg0/speJqTQsh0pLM+9iw6Kk2+yfrtLw522qYgQ1tzNVE9N2qJmiJrVq2mQrQjSpbDhiP/x5G2iPk4mrVHSHmapBWRcOsOdfIyBSwWejtr5j5HpCREi3MG3xXRFBRihEGg67J8riPuunRI8WxP11qmwQVWVf0MWi7C/WVQyHUsOmIy4Wj0AIEhXrFhMlHdvxaNgOfZkYSX9xpTlPxyN00EJeUHiex+/951P8zr8/yVRZ5/euX8un3nA+X7nvEH/x5s287bLBxR7iLz1Xrunmw69Yz/u+8QQA//ddl1Ksm3z7sWH+7eEjizy6kJD5lHU7EBRort8UGlYQCemIa/g2LCBk+csNK0ipy7WIDtQth6qvHOdJHu0J4ehUDCE5Lksi5cfzjbCsX9sA0J7QyNdEmlipYXFkpka2YpDQFDS/WXZCUzAdD8PxKPpGYiqqBAZ10yA2/TQ3y56/iut4XtCzzbRFcbsk+Q2EXdHjZ8YXYmjSndRoj6vkWpQpJcQqcXOFPRFRqBoOXako6aga1KA0TCdQkhSRpjqGLSJtmiJh2y6eKyKM5YaN5Xg4LriuK5zPRtMAm22ou2tMpJ8N5epsWJImHVXI1SwqDYs2PwVQ1O+olH3Ho0mrHLmEMPISEYXz+tPIEkJyvmZSaQg1upop+ro5rjBaXf841y0RxbJd4ZSUGyKtq2qIRrueJ+Y6WzUZL+lBRAT/9brpEFMVLL/Oq2G4Ytumw2ixQc2abZFgux5JPwTXFteo+aIrCU3UntV0m4phM1NtSpmL9NrmOWI5QiY9XzcpNqXhoyIKo8gwXdb9GjApSGtVZQnTvwZs1yMVU4mqknDWbDdY7IxHFOKacI7b/WiGJku4nnAKmuOvmSKN17JddNP1HUY4lK35zt2s85GJi2bfM1URsRB9uIRzl9BkPM9joy+oE1HkIEW2ScVwggWC1kCGYXtBvabjeciShGE6QRS8NV3O80Q6ZFPaX5bEwkpUmY1ItsU1GrY4T2vNaK2fKndophZ8TkRhZw124cCKdGoQKaNNkhFFqDL6Y7EWiMSI/nDCqa7o4pppOjmDHXFs18P1zzVxjrpEVAnDEqmmTSej7kddRwoNqrqIzDbHlK2ZWJ4bOLeOK6Jorn/cbEc4N3U/qt6d9CNZzDaRBuhMaiSj4hxRJImRQgO7mWbteNT83nnQ7Dsn7kG7xko0THtOquBURURXm45xVyqC4gvRVHUryILQLQfdFuncujl7vOMRhXRUodywSUUVLFekcqciYqwJTRGOsOkEizxNoopwTqcrZjA/hYaF6bhIfluI8ZJOuWFj2s7sA+M4hA5ayAsCz/M4MFVBkkRvGdfzuH5DLyu6ErzivD7+5ZbLuPHigcUe5guG33jZSq7d0MPf33OA6zf08qdv2oTluvztT/by8MHsyTcQEnKWaUaXXI85AhYewllrpgqCePgX/Iauhu2JSFnLw9h0hKBHRJGDyFQToXoqVvB12yET14LeZzNVE9ev3ZksG5R0K3AGUn4fMWFQiFq4Zmpa1XDoSUeJ+Sp2nq8+4rpesNLcRJUlX35e1Kg0/D5quaqJbrlsPZLzm1ND3t9+XJPJ1y2KDduX3har844r9tUDsjUjEFoo1Ewqus1oUaiqNaM24PfT8o140xG1JGV/ddp23MAYBtFrUZlrd/vRPM9vvG1T0206kxEqhjA0k1GFmaoZrN5XDdHvKlczA1XK5nCahqjlO7NPDBVxPREFMGw3sK960yIVNKHJQQ1aM7oR1WbNLBdR82X63/UQ0SnbdYVSn/9Rx08p6/B7uYEwovdOloPxRY9Jt41pMrY3G/lrzmkioohoiCQWGmKaTFxTWNoWDSKXCf83XM8LnGaAqt8c3bRdvy8YfjsHMBzhQCW0Wbn5fE1ENVNRIVrRdKgafgTSsl2KDWEkW64XpIw2mfFTAQc7E6RiqhC/OE5GS/MY6X5krj0pFknimiLaIUgSe6eqJPwIs+V6QW1R89i2Rhxbfyfir7a4nhCsMV2x4KHJ0pxtVP2Fihn/Ooj6x2C0UKdu2nQmNKb9nmZNsjWTZFQIfjRflySJqCIWV5riLU2a52nCPxfz/oLAVGn2nqHIBIszrfMTUWTqpoXhiBrDZnStVLeCdMqyIRaaqrroRadbjmhk7/+u43poikLFT2eu+7L4TWr6/ChQc7Glbjl0JkX/NdOv85MRTlY0IgeRzWxVRGUblkuxYVLWRZ1pk9bUQs/ffntSE1HFmoWmSMGxjCoyir+YVDYcxos6VtNh9JVCk5rCYKe4/1qOWFhoops2NcMhXzNE2qMrWk/YnlDfNB2xv03nvvV8UGSRwhtV57pWFV0sltRNJ1jAcjxxTp6I0EELeUFwcLrKh7+7jXt2T/H1B47wd2+/SKg1Pj5KTJN52druxR7iCwpJkvjMmzbxydefh2m7vP2yQf73azYS11Te/60nGMnXT76RkJCzSKsBF48odCY1MjGNVFREr1odsIYlaks8vy/asUZXqWGxb6pCye/N1GrEC4PMQ1Ek8jXLr8WZ/e1szQr+thzPd/SESESpbgaNis0WBwJguCCU5jyECmBZF0bHXPdMGDGGJeTcm/ZDPKIENWJl3fbFCwhU7xrW7Geb43IRwgMNSziMLTZdkI7VrIE51k4ptKR75WtWUNdzcLrKmG+YSsDOsTIxde7ctgo0yL7Ts/VwPvgOkmiSLAefFxGfQAyC2ShpxT+GIByT1nNgvNgQggeqzHTFIBlV5xjihm+oVY1ZA7bNNwRlSQi1yAgHQzgqUtBMV/GVOJ8aLgYRLyFYIlL7XP+fKktz6iKNlmio5r+erVlB6lpCU9AtIdwwUxEOaasx7ASpbGLMTYNelqQ5++F5c+eotT2obntBxKbpuI2XhJE8VhD3dXPOPM3+37JdNFlmqqQHkRj7OEZsM6LSVC8s1i0iqnDoKoYdGL91a1ZaPnB2/FTV1rrnY3+nud2xFtn0mCbPcRwmyo053zEsIRYhSyLtsekgNh39plNdNew5++36DmDdcqgdk/bWHNex95Boy9+GPRulbUWSJNIxTZwn6uxBOpStBdttj2vE/fTrht9zTPNFd0CcDwenq7ieiJTGVDkYu+M7Xa1EfHETEJG+kt9+Q5Elqr5aq267FGtWsO+tNCO7rcejYtjBtdWMWuVrFrr1/7P33/FyndXVOL5Ob9Pr7UXSverFsmS5V4wBGwyEakzoCS8QAgkQSAHy5oWfk1CSbwhJgNBDABMSSCAhgDHNvciWZSxLsnq7de70039/PM85c2buzC1qV+Wszwfk22ae85wye++19tqEUQ7uZdUkrqDeJVYPFKBM6uJYMW3sPFrC8SIxHzkaSHZ1+uzyijgeWzxNB7N7BREXnhLB8Z+hZYMkpEJL1ch1XcISihxkfuFpV5ighbig8eOnT+A7jx7GSD6Kt1+7HO/51na848bluHfXOP7mJ7vxO9ctC4dPLxEEjoUscPjgd5/E392zB2+5ehhremKwbBdv++ojobNjiHMC3tMhGDAUaUV0okKGQHusjufeBZCgYqpKKsOOOzvINGzCYgks48t5ABLUVE3HT4Qqhu0HQXFFQFTigspCHJ+pw6CSyPGy4QdHhu36CVpMbrZzJsyWO0salfbd19ym5yLPEnmaQBv1SzoxBAkeezYiIqU27PFZNKRXXmDsJRMxiSS4pboxe8MDcECCm7pp+057HlwQVrM1oA3qhuqWg7JODElEjkFRJ/JSkWN9W3+JmqlMVEyfJfW2JRhnFaiRggedDjCu0cRtqkKYiGAPsyeV9HJG7/VNh7CqDhpmHXsnKuCpxNHj1xzXhUQTUI4Git7RmdQBssEcNJI1VWCRVEV/HWu7icFFMIB3XJcmdc0puu021u31aNmuizgdfRCVeSQ1sSmpLtL+oZTmyRcbLAZAJLYxiczDSmuEEW7HjOn+9UJYsbrVWj5oIOr3P7r0eEiyW9It/xIIshtBiWPVmLv3p246s9Yn0xmHwaSuQs9nXCZmEY5LihkS35AUS/TvgsdnWLafrAFoMpZohScJ9Rh6jiHnpaLP/flIel5J76nluDACSUxU4vx7c5JewxIttphO831W0UkPnkX7vrxEDSAJSSsMy/GPt0KNg1yQ+5hlGP+a8FimimH5RS4PrXsfvNaCvbmm49Kkvv3uCSxhJiWe6ZjstF5hMZmYIXn3Ek+v+VZYDumTDBaeHNdjkdvvy0zVnPOabkWYoIW4IGHZDu7672fw/u88gZQm4DuPHsaH/n0HPvfbW2BaLn6w4xi++pbLcMPK3FIv9aLH7904gi/+eh9+sOMY/vkNW/ClN12GfEzCB77zpF+9DhFiqTDXFej1jfjyx8DPlKYKd/sPZdNxqRQsEBAZZJ4X0JCveZih0rrpQB+M3+/FkGp3SbehCCw0kfMTjGLdarA3cxyPN9tKoxI173cLNROuQwL8YhOT4vrByHiZmBh4wZ13xMEkxzvOom4TxqPNjEniUBiUas3u/QmiNTTTW3rqJJ7xJVYKrd5P0aq+d2xByVZwzSLPYoJW+hnAly96X2s0OU2oAuIyT+Sa9Piz0UaCZLc5/V4i5+1B01a4ZC6YZbuoGw0mIwhVYJuOlWNZf3+rpuP3TEocg10nyrPePyILUAXOP4a2MS59+bJOHDs9K/rpSnNi7RUgpuheySJLhm7T9ZR1ct1M10xMVsgw71aWwYN3PhSRumRKXNvfK7ckKCwDv2/SuwZrZkNuZlK30YkyMX6Y6z6QBdYvUAg0Sa377Gbj98boHs/ULei2C910yP5QianMs033KkDuv5Ju+cmaBxdoy6541713TCSBdpuuB4Eyq0EotJBTapPItT5XAPgyyNZ6dd1ycGKmBtshz5pg4YfIoZt/vx3h6Y1x8Hp2OZbxGUqPnfWOj2PQtDcc0yjsAJg1569O59t5CMoLTcpM6tZspYAmkh44TeR8iS8AFGsmpmumvw+G7bRNuGSehSK2n2MWLAx4KOs22rT7zokwQQtxwWG8pOOOLzyI+/ZO4D/fdTWOFOr4fz94Gp9+9UacKNbx5quH8Z+/dzUuGUgu9VJDABjOaPjs6zbjQ/+2A7vHyrhieRpl3cK9u8bw+V8+t9TLCxECLpo/+AXqbpegSU+7wCoq08AXJMhsF45aDpEVmS0RfGvC0PwzF1og+fN6lHTL9ZNCT+IYjAHbJZGdMFkxoVOnPQ8e+xKsbnuvCTSCqNa423bbByyOi6aqvgeBZZuTQDSYmXZolX61wrRcv/fNC+6UwPmKSJzPUgXXDJB99H6zdaUzdcs3dZgoG6ibdpPJw3jJmGXdHmTXPLbNC5ZF2osGkKDVpr1uTocSgSe1Y/2vG+/NsY0eGd1uyMWC181MzSSSOrrmdoG1Fyg3Xd+UZQkG5prUHKiS2WqzrwUPNdPxWdVWqCJHElSa7FXbBMdAs0zSW39r0gM0F0e82YI8x855HzhuQ0rXmvAH36J1z6qG5duy1y1nFlvijQRw3PZ7sxh2JfibZoBZ9TBVIb1qnRJcD/EWdsg7Jm99itBgAG3HbXqWWTTxCsJF4zoLHiOLhsW9V0gC0HTPAOTnUkCOabuzz3UrgnvRqRjWiopB5L0Vw26SrXoH5513Tz7aipJuz+rfBch+tV7b3vkWApLkhSBM0EJcUNg/UcFv/cN9GE5ruPvtV+AXu8fxqf/dhS+/aSu+et8BfP6XzyEi8RjOaEu91BABXLk8g8+8brN/Xn7nmuX44AtX4f/76R48emBqiVcX4mKH5bhNH/xe03mBJijt2IBSICGqmu3D7Ai13w5KiuKK4AeB7T6gFYFtkvUFg4FgtTz4mp7pxnwIGnDwwV4ukHlZwOxencbf8pDp2IFWeGvkA/JHIv1qU92vNzMOkxUTUxWzY2DT2nczSzrX5s9aj6E+SybZQDDUag1mg/CSg+A5a82zW1mw4Nc10/H33JstB6Bpttpc6wsmnXBnB74A2shB0bTm1i32Eutg4uDJyZokjvXZ55Fjm5MZz6CGnPvOgWqNyuI8LDxlmRutxg1zIWgA4//9PIF1QhGgUtY6uDfB4kSnewdAR5meBybwbzCBmQ/t2J8gvCKLyDFEEkj3KVik8GA5hDHv9O4sQ904vf611vNI/5BjGwY8ALnugtvbzpXyZCBypJCmtSnitCHvAcxOyIEGU96Kdm0Y7QoPFqUmvVl/C0WYoIW4YFA3bdzx+QfwW5v7cNdvrcd/PXEMf/U/u/DZ123Gn/3HTtRNB9946+VLvcwQHXDdaBYA8NHv78Q1oxnctqEHyzIa3v61R2dJakKEOJfQTjLUGti0Q1m3fbc0DzMBSVS74LQT8wCQYN5zdAsGhq0yK6B9UhnszWldx4miPuv3gyjU2vdXBN/H2wfS2N8+aa0adlMi5B1Hp8AmGDh7Df1BaG1kSMHktaTb/qDj+RBkDFU6uDf43kCHhGkOeOyUzLO+YYKLhptl63ByD9EWZiS48wuJAROBpJ1lvV6z5t9pxxC0Bs+djrI1OfUMajxTh9Zk1YP3Z951E5f5jk6Oi0Gwr65uzZ20eKMRmv6eHne7fiSAXP8Cx85i8Trdr617PZ+jn3e+yLVx+qX/nsviXAyUdxo6/cY8h9Bkxx98n6Cpx0JeZy4E72N/tlubwgTPMIjSAtl8pFa7Yof3+u3+NCjR9goRna73uRAmaCEuCEyUdcgCh2/97hX4/eeN4Ic7juOj/7kTX3zjVvzrQ4dwpFDDl9601Z/tEeLchCxwODhVxXu+uZ3IQVwy7+g933p8lttTiBBnE52qqO2wmHDyZBgCrkPAOl0z/V6RuRI5YP4qdevtthj51ULfpx1r4MJtSoRqpjMnAxh89fZSpDbsTuBtCYvJdQxMO53LaotzZet7t/bKdIK3r0FJnBeYkV6Y9itoLQoE198psAtew4U2fYyt8E7dXOyRg/YSVmDuJNV2575PvOtmpm7561soczRXwK1bLkT25EPfUhu20MNMhz7J04GT9TLzzkGnHLfdvZXRxDa/ufDEicyFnHvBi2GSFoOFShx16sjouT7Ohbmup3ZMa1CifSrHGSZoIc57lOomXvJ3v8J0xUB/SsVPnj6BD/7bk/j4y9YjKvH4+MvX48EP3ThLJx/i3APHMvj/XnsJDk5V8Xc/24PvvuMq9CRkPHawgM+F/WghlhCdqqgAmprMgXnnj/rQRG6W1GYhbMFiq7GtbMtisYi2iQXBG1Q7H2vgYbpmdlzDyQRAwT8p0wHhnRB89VPdx/ngsUYOGlX4TsnPXHDQvi+y0zXcSV7nBfetrFDrPnQqBsyVpLJY2H0SPIqFMkftLongfaXP0eO5GAT3jWUas9mC6CSlWyymqieX/HnnoNOtFmTXPbZn4hQVK6RQNPe5Oh2sKDC/NHQuzJdEeljMI6ZdH+TJIkzQQpzXmKoYiMoC/ue91yKpifjl7nG891vb8f4XrMSf/+dOvPbzD5BBi/yZ/WANcfoQkXh84Q1bcLRAZpNcM5qFYTn4mx8/i4f3h/1oIc49VOdhqzqhYtizpGBz9akEsZg+lHYSzMWgXcxxKoGRg879UDXTaZIIeYnZycQ9i2nIXwiC+8izTIOdwMknsd4+8izTJHct6kTq2enczZcszsd4Btm0TolypwSrElgTy5xcEjLfHTOfnG6xCN5Xp0uMYba8Zru1nqZc8KxgvmLH6UqqgIU/5+YCx84vDZ0LC1HlnMpz7lQRJmghzls8emAKN3ziXhyaqiImC3jwuUm84+uP4XevW4a//tEuvPumEdz/oZsQX2CDfIhzB31JFX/32ktgOQ5uWpXDP73+UjAMg//z9UcxFfajhVgCLOUHdSsEljkjfSgLgWetfSqB0XwISoTazSRbKBbCrp0sK2Y5boOdwMklkEBjH9v1Pc3MIaebK+nuJMdVA2YJczHCc6Gkm02JiOO2Z47mWsdC0O7yamWqO2G+/r/5DD8uJASfW+0Yo8U81iw6nmC+7TvTTLOHU01+F3LLmvOMZDiTCBO0EOcldh6dwZu//Ag+8uI16E+peOzgNN761UfwsZetw/17JyHxLK4fzUFchHNTiHMP2w8V8KYvP4ykKiKuCDBtF+/5ZtiPFuLs43QkJK2BjSqwi2LCTnYtp8okeQGtQE04Or39Yp62ndbUKWA8VeVQp+r/qbKL82ExexLcEoVnIXLMSSU5nZKvuaScC0W7wkCn66HTOniWOSk2ZqFMdSvzx6I5WTydMrS5IHLMaZM4niyCz4p2ssPgtxbymFhIMWKh9xTHLNxMpxM6PkdO6VWbMddVdyZT/bApJ8R5h6OFGt70pYfxh88fxcs39+GpIzN405cexisu7cNNq3O4bUMPpqsG0hFpqZca4hRx5fIMPvCCVXjbVx/BX7x0LVKqiA9+dwe+8Kvn8DvXLl/q5YUIsSjYbrPT4EICToVnO0rNWCxMAnaqDfleQBsM9mQ69DmIxRS0O67pNMbOUYlD3XRgtmGnTgdUgZs36VnMngS3xDvnht3+9SWeXbAhQju0c7w8W5jrfSWOOe19PA5OnjE8FZwpI4wzhfmWK7DMgotDPMvAdd05X9N2F26m0w4sOu/x2VKWtnt3kWNOy7kP6YUQ5xVKdRNv/vLDuH1TD377iiE8e6KE1//zg9gylMT3tx/Faz73IB4/VAiTswsIr798EC/b3IsfPz2GrriCwZSKT/3vs9h+qLDUSwsRYtFYbFDcLoDxZ1GdlhUtDp4tdWtydroqyafzmEq6fUalmKeDkTpZtEvOvOtiIcYiZyM5W8zsMQ+nIzkLvm+76+kiUjg24VSP27uX5pOISjwLy5k7OTsdOFfb+05XYh4yaCHOG7iui9/718cxlNbwoReuxnPjZdzx+QewPBvBruMlfOf/XAnbccMh1Bcg/uiWVTBsB8eLNURlAW+4cgi/96+P4QfvvgYxOewxDHF+gGNmV6k5dvG9FGcy6ZgPnVi/xa7obDM4p5uZOVtYzD5518V8IxbOFjoxfIrAwl7k0N5TeV+JY8BzrM+ina3LYDGM09nA6Tru+e6jU2F2g5hr/7z7WeIX1o8blbiO0ksGp5W4P20IGbQQ5w0YhsHbrlmGT796E44UanjdFx7EHZcNoC+pYOtQEvsnK1iRiyzYOjXE+QOWZSALHL5y3wFwHIM3XjGAuCzgj/7tSbidOtRDhDiDEFhm0WYDtju7x+pUGt2Xsr/lVB3dTjY5W8wxxxXBP0dnIjmTeAYSz4JnGXDMmTGS6bRP58qnnCZwizaFqJnOnMlZpOX12vXhLfTW41kSyJ9NiaO3tHMhOTvbbKH3fl4P5UJ+txPm2j/vfl6oWdJcfXFLf5baI2TQQpwX+NbDB5HWJDxvTR7HZ+p47efvx3BGw7tuHIHIs9h+qIDhdMicXeh4940jePk/3Ie3fvVRFGoW9k9O4FsPH8JrLhtY6qWFuMhwMsGXKrAdGSivWtyOZeuEhSZ3AsfMO5h6IWAAaBKHsm7PShxYZm778tNVpV5MQnsmBwcDXnAYMGE4i8WiTu+UjYiYrppnjZ3sNC7hVFBuCabbJVdzXc7B3kxvH5KK0DTz60ziVHZ+PkZ9oX2nHoL7tNi/7YS5eqy8AeQL6S0TOBZ2m99LqgKmT3LuWxCnqxfsdGIxz8GQQQtxXqAnoSAXkzBe0vHaz98PjmVRN2186dfP4X+eOoZN/QnE1VDqdqEjqYn48pu24lhRx/+5fhlcuPjof+7EsydKS720ECHmxVyzqbyELxhPCCdZ/uZZpsmS/HQkZx5ag2cP8+UDrT8Okk1nMhA53bPQzjYWai3vYbxsLHyW3mnYG45Z/Gso87iXnioTGZEb3APHkPczlmAg2WK3l8X8BYhOP04sYJzQ6dqB+ZKehT5t2rlKMoCfnLUbtg40Bt0nAwx58Gft1tnKymYjov/fJ+OkOxfmeuYs5kkcJmghzmkcn6njP584imtGsuhPqrjzCw/AtF1kIxK++pZt2NifxLJsZKmXGeIsYjCt4Rtv24bnrc4jrghgALz9a4+gvoQN+yEuPkh8Z4ljVOYhUNlbEIslNRabWHmBreW4qJrOvDK4xcbBLhpB56nG9sG9WEzgmFQEJBShScreaSlJVWgK0uZb88kcE0+lrnFFOCPJYCfGtZOskG35N4hZYx7EUxdR8RyQ0hZXHK2ZTkdpGs8yEFp0rN7re1JHoaUA0QozkOWIHIua6SyJi+OsftN5Lg+H/g7PMsgt0uissAB2sPX9z0TpIkk/k1WBmzfxaVeAEnkGSVps71TQ8gbdT9fMWdLlTs+S1sLSeLkxT/V0z5Q8XaxdmKCFOGehWzbe/vVH8eiBaczUTLz+iw9iJB/F1SsyeOklvfjV7glcviyN0Xx0qZca4ixjVVcMuaiMZZkIblqVx0TZwEf/c+dSLyvERQTdcjv2NZXqFtBGqqgJs4NqiWOg8CzitOofDGrafUCrLa8RTApaZZfeVzG5fSC+kIQx2P8TkThEZIFU+hcZfAZxKoHHdM1EoWY2Vd87HUarTGq+uMl25+5xa/cjyyHXwUzNPGtyqqjEd+ypSUfEzlK2FrardopFLVlgoVsupionL0drTWpJcaF5Xd7r12iSZdICRCcETVI8qZ13HZ8MObeQ4cwLwUIuD9sle2A6nUdrnCzD2Mp2nixRybHtkzuJZzFdM6GKZPzEfIlPu3OoW27H5xXQYApJIs/MOUct+LOTZYtPttf2VIa0ewgTtBDnJFzXxYf/YycknsV7njeCN3zxQVi2i79+xQbc9VsbsCyjoSsuL/UyQywhWJbBDatyeOC5ScgCh+9vP4ofPHlsqZcV4gJHJ9mNB+/zvB371S4g1m0XNcvBTN0iXweCmnYhWmvVWRH5Wd+TeMZP+ACgWLdOOtAI/l1ZtzFTM9uuq13w2Wmn5mPMmgY2B5iStCb4rymwzIICGC8pjrVhnIKBrreHc0nFWtcdfE0vIAsye/NdK8G9VQV23jV6KOlWx9ccLxtN6wwej5fUxmXen1N1MohKRF5WNx1wzOKHTkscg6jEYTQXmZXUMphtz++9+nzXTbvdlngip3TosZ+MJHMhw5k7vf9iEPz7Tk6IDpoLMQzI/RKfI6nxILYUd+Y6prlGNdhO+6KIt7MLZSvb5UwcA0xWCLvVbkyD9y3LcaGJPJw217AnX2zqgwu8lypwTRLHVvlj470Wfo+IXENRsVjTnE4IE7QQ5yT+5cGD+OXucXzqVRvxO199BIemaogrAn789Bj+d+dxXLkig039iaVeZoglxpuvGsIVK9JwXRd/+PxRfOi7T+LQVHWplxXiAoIXcHvMlmk7fjDfLgDnWMYPbrx/M1SiFQy5vODDC1IWUhWXeAZsS4DJALOiJd1y/YTPQ7uAK5gQdAoGWl9nIb0uHlpDzIVWlZsGNgeq7JMVE4rAISJxkATWf/3g6wYZxpjMo2LaEDgGxTaMUzDQNW0XEs+iqtsd96JVsuW9JssADjV4kQIUnNwSELNMc1U/2CtWNZ151xhEK/PkfSnxbFPyagSCVO8Sm6lbsBwXsUWcS4FlINBru6TbKOqE1WIYIKEsTiqp2y5Kuo1nx8qzfpYKJOFe4tefVAA0B9KqwM06Tw6ar2NN5MAxxIbdC9b5DkzKqcpTWWb+BHK+nlIH5PhTqgBxDio3mLiwLLlfWu/Tk3n/IIL33UKdsTmWyBMjEteW2Wq9f1qPkQWRh3vS2/ns+gs1s+013M5gJFj4qpp2k8TRkz/KPNuUNKoCC2aBCb1hu1Douh2nfY8tx5w9pUGIEGcED++fwl3//Qz+9rWX4APfeRK7x8oYzUfx5TddhqQmQJNC89EQBAzD4G9efQnu2DaITX1xrOqO4ne//mhTD0KIEKcCj3XwPuBtt8GOeT0SAss0MWdecNM6jyoocdQtBwLLICoLiEocVJpkBIOvtCY0JYG65S7IZr41EVIFzg80vPiAY5vX1+mOicu8/55JRWhbUfbZo3mCD6+yHkxGFzrMWOQYiByDimm3dfnz9ikojyvSoNU7X3P1xDAg54TjGH8vfMtwmtzqlot0GzMqxyXVetsFbLexk15fkPc63u+1gyZw8yawwb6rVubJ+zKlCk3JQtVsJJytuZ5lu1B4FlJAYtsKb+3piAgX8M02vEes5bj+PgNzMy9RifQlZSOi/9+tgfxkxfTrDV4Ce3C6BqC5j6hq2m0ZzWA8XTFsWFQq6BdJOhAic8lToxLnX7NRiWs6Ru/6jdK4ZK6rea6eUi9BnKqYmKqabZkhD1bg803iFs7WeH3afp9bVGqS/gkcM0v2GJd5iG0StPZyXwfTVRNl3YbThmNrLS6xLQyyQ7/XWgRq98xTBXIeGKZNry89yVGJ849HEzn/WDsxvprEw3Yb58IBM+d5aIVNr7WKaYNjG4tW6H1NxqzMXm8nhAlaiHMKddPGu//1cfzZbavxmXv2wLRd3Lwmj5dv7sV9eydwzUgWV63ILPUyQ5xD4FgG7715FP/y4EHUTQeO7eAT/7trqZcV4gKDwrMd+xhMx/UDv4Qi+AFcaxxg2M6sD91CzUTNDEocmxkjtSVoDzIirRVoTSRBSy4mIxsR/aCySlkkoEG22U6z210nWI7rv890zfTXybMNGaUXBHvxp5csSTzblmU0HZc4+XFM22JKcNsyVIpk2C4SqgiJJ0wOz5D3944ruC/e/gsBNjMm8+DmCI68fTGtxjnyjidoWjFJq/MSxyAmcX6wm6DmCF4iH0wGg3F5VOKa2BovWFREFvPFgjxdhyZwHY9jomxADRQxU5rQlMjwLIOYzCOlCRB4L/F02posCSzjr13kWFiOCy//bDB2TNM5rpkOMho5Z60JZ0m3YdkuCjUTssBhTXesKWGVeBbdcRnxACMn0F4jDxz92vuelxgpAgtR4BCThaYepojMgwUwXSPXbbB3ca5ksnXdHpPJMgxqpuOzSl7SIXBE6tku/Z7rXaISh4wmwnZd/7qIK0LT3rU+RxyX/A5AGEwGC2OnYzL5G6/PTbfspj5a03b95423vzN1q22y1cpWAkQ+6t0quuX65847rlZGLHjve/1oMs+iUDPRFZX8e8NL2IL7UDVtMn8wcI0CpIiUps+Mkm77z+WqQY6VY8leeXLpuMz7RQLDsqFJHAzbBQOAgdt078/FsiYUAS7I9ZrRhKbnUVDyqYjcgseohAlaiHMKssDhK2/eiv/ecRwHJiv44hu34q9esRHZqOQ/kEKEaIcPvWg1pqsGti1L42v37cfPnx1f6iWFuICgiBx0yjgkqYtgkBHzPkwZNII2LyDyYLuuH8ApAutXkC3HRbLD860S6DcSWAZ8QIZj2E6LpTiZ+zNdMTBeNmC7rr+udsG/F/AILGEy2hWWW/tJMpoIjiFBDk+D0ogo+MmgwDJIUJaJQTPLGETNdJoS2yCC35ooG5B4Bin6mo5Dkg6GZVDWLSh0UHIw9POCo3REJME0Q9i0uuX4DnHtEJd5xFWx6bVyUclniGKBxEe3iVGFLHCwHJJ0uGhm27xj9hKGqMTBsJwm90SPJbKcBvsXZBWJTK9xXCzdn05BXlwRUA4wWpW65Se8Ek8YgWLdwlTFhMCxvuSvVY4JkEQ6yL5FJM7Pnr33t2wXfEsS7r1mUhPRCu/vbNfFU0eL/vdVgYVuOVB4FgWaBCsCC0XkkFAIKxiXediOC9N2SYFA4VHSLag0MYMLCDzr3zOqwKFSt0gPmeMlzrOLJ4sRN3oFCttxEZE4sEyDWbccF3GZb+pBCrKZwWTAQ4myTbZD7t+oxAEuKUZ4CYHAsUhpgp/0i3RAOgCkNcJsdur78ooowWNMKAIknoXZxsTDYyk9to9nGXTwK0Gq5fwyDIPumILVXVFIPJnraNpuR3bSI9RYhiTeEkfkqKrIoagTGa7P+DPkGpQD905Zt5sSbo4lRaSgfNG7d4KFqZm6hckK6aWtW7ZfJLAdQGRZ/9ks8Cxc10VU4qEK3Jwsa82woIo8kpoIlmV9Nq0V7UYLdEKYoIU4Z/CR7z2FHz99An/5P7uw/XAB6YiEbzx4APfuGsP1K3PYMpRa6iWGOIeRjcr4pzsvxVfvPwDLBd75L49irFhf6mWFuEDguIRFq1kOpqmLYMW0IXIMNJFDROahCiTg9YKlVjOHYDW2ZjpwHBdJlUgcLcdBXOabKuGZiNjUp+QFzLZLAncW1DESJMAReRa246I3IWNVVxSO2+hr8arVfCCR8hJJ03H9ZEkVOfA0YGIBdMclqCIHVWARlTg/OZipW+BYFgmFRz4uwXRID5fpuLBsFyyDptlTwV4qgSWBqOPO3xcTkTjolos6rbBbDgn4TNuF7ZLjL+k2NJGDTA0hbJdI/bz398YDKDwHgWN9Vq71fWbqFtKBoFMTOYyVdD+p022HJufk5xzTHBhzTPM59hKVLLVMF3gWuu22Z6s4xreT9xIVgBjLSDy5JlSJQ1ITkFBJkMqxs8ceiDxLigf0OrJc12e4LNtFPib5fXqywCITlYncUGBnSb8SCkmEvb2omTYiEj+LHSy19D+V6XWvtxxnV0xCNiIiqYrgGAYK35B1Vk2SfB6ZqSND96tmOijWLRTrFiTK4HnQLQczNQuayMF2HPQlFYh0XV4cXQ1IzdJ0b71rwnEBgf5svpA5SplSjiV74u2fwLJ+gcH7V7cc32GTJJUN9sd13bY9cK5DkniBI683U7cwXtbBsw2Gc6pigmcII61bJDkMFkBaiyvel54xEccyTayOJnHg6X3oFQFUgfUL4V5xQeJYiO16bZlGgtUkHWaAQ1PVpp4v76feHnlKBIueKMcl5h8em1e3bL+n03uVCC2O1E0bmsAhrjSYUu+6HUhq0AL2/hLHQBbIcWY00U9W4wrv3y/BQooLFxzHIBORsDIfAc8yYBjAsG3otjPLQRdoSIqVlpEVrSMsGJBzUDPtBTO3YYIW4pzBrRu68S8PHMCj+6cxnNHw1TdfhtGuKHoTylIvLcR5gjU9cXzpTVuxqisK3XLwtq8+4uvRQ4Q4Fbggwa4HiScBrWG7pAdK4PwkIioRI4uIRPq3uhMqABJoBVk3WWBR1S1UdBsVw8ZM3WoK+CfKhh+setV0L+eJKzwyUck3pbAdlwYiAsCQuVxdMSIT8mzKJZ4EuRxLEibbJX/DMp4rGgfLdiDyHKn0MgDLkEp71SSBZ8UgwbfCs7AcByzL+oyNbpEgxnZduC6p7reOFhA5UlkXeRYZTWhKiDzEZN43gZB5khjqFtmXobSKTIQEW8GgtGLYqFsOFIGHIrDIRmVkNAkyT4LebESCYZM+semKMes9qzSoDla4vXOhmw4iNEifrhGjku64TBwCOQYST/Z9IKUhE5GgiaRnyUusDheIcZHjEAmWl2gE5XsMw4Bn2UZgTYPpoIw1KvGYrJgwbReXDSaQVEU/cAVIkjdRNtCfUlE1bCRVMjPOoNV81wWmKyYiMo9cVEKpbqFmkATXpQwQkYXSpMmw/P2wHJcwVBwDjmHRFSPXZVTmobUEox67U9Itv3cQ8PouWUyUdLIeuP4eayIHVeLRl1Agi5xvFqIKrB+IO5ShUgUWXTEZDMg9RHrjXNy0Kt+0Do5hfCZjsmL63/MQ7IEKJt1BJFUBJd0m/YUOkeV5fX1Vw/KZJk/iGJzd5bhAxbCIy6IiUCYPsxBXBMQUAb1JBV1xGSlNQD4q+cmkxJNEyjO84RggRiV1FXrvtc6O865ihcphBZbxv+cdYtW06T1tQxI4VE0HNbpeLymrmDaqbdg52wXS9NnUaqcv8Cw29sV9JtFbmpc4EakhKRCxgUQJIPe+45BCkZdoSzyLXExCTObBgPShztRMv7fLu58myzo0mUdUFvz3qZtEoFk2LP98RyWhSd3g/b3IEfZ1qmLg2RNlAORaJ2tz4cL1j8GTXRbrFmKyAKeFMfNk354UVuAYxCQeMVmAzC+sbzBM0EIsOe7fO4mv3b8fX/zVfkxWdFw9ksG6njiePDyD61fmMBLOOQuxCFy/ModPvnIjBlIqnjpSDPvRLmL87d/+LV7zmtfg5S9/OXbs2NH0s+PHj+P1r389XvnKV+LDH/5wx9do2LoT2U9UIsGjbjl+4BmROGgij3W9cTAMqVSXdRsCS5r4g0FflCYfmsiBZWjQxAC9cVKICvY5qAKLEzSY9eQ1PMcgKvOYrpqYLOtIaqJflY/IPBiGBD51k/T7ZDRxVnXdCxJZUHmlKkDhWfQlVT+4AYCUKkI3beTjEkmIAIzkIlAoUxiM+Bpz3FiYtgsXQLFuokKDWY/FUWiFm2NZmA78hDGIYt3yTSAmqBTPk00WaiZKugWGSp6SanO/Ts20oIk8GAaYqhioWw7yUQlTVQOqyKFuWBB5tom5Y0BYxmxERKFmNrFSuaiEdEQk/9JkkgFJ6CqGDZ4jCWzFsHFspoayTpJsMri6xaWOJXviBYQMQ64p77d0iwSTqkCYkpQqNLE7HovLcwx2nShjomxgpm5B4hkkVREJRUAmIsKkr+O6xNGOAUmSWJp8VQ0Lk2Xdf03vX4Emzx7rYtmuP2sqTp0F8zGZ9C7RYkQpIKEEyPXrMWjDaQ2G7fpJHs8yiKsCBlIqXNdtYlhdl8h5a6aNo4UapiomGJasOR+ToUkcNIlD1bBRNR2cKOlwAUQkAQJLZL+ePE8VWEQkDoMppXHf0JsgF5XAgCTK7eZtESOHxtfTVZNIi9lGksmCBN49CcVPRm3b9aXKwevRoEwvyzCUISPr6Y41BlEX6yYMes7iioC6YQNg0BOT6X1He9NknrJNDPJR2b+GvHW16/fkOSKHdNEoPrggM+UEruH26THswxmNnAualEUlrmmfYhJhqhWBxQS9hgSO9GB6SQsDcj15TCJD188HjTNoYu24zRb1xbqFgZTSMBTiGFgOcKKoQ+LZpoLEdJUUWrwiUFwVMFbSMVE2fAY6qRJZbN10/H7FYt1sOsd+/6ntQhGJYZNIC1CW4yChCFTq6YIBuR+8BNaTN7cawCRVERzL+I6WrgsUdXKe69bCxhCECVqIJcWhqSre+Y3H8PUHD+KZE0V89c2X4TN3bMYta7swko8s9fJCnKcYymh41ZY+MAzwDz/fi1/vDvvRLjY88MAD2LFjB775zW/irrvuwl133dX0809/+tN417vehbvvvhssy+LIkSNtX0egFVOW9iaUdNtnjKomYYwEjoVuEcc4120MsLZoxd0LyDmG9OVYjgPDcjCSi2I0H0VE5DBR1qEKHFyXBGIMgK64AokjH/IiDbQ4lkG5bvlsUKluIioJ6E3IsBwSJEq0R8V2XRiOg0xEIlIvlwyBzUYkpBTBd3YsVE1wHIOoRN83JmFNdxQsS3qWeJZFTBEgCxyOzdRQo2yaJ20r6xZm6oQtydLmftJLQ/aQ9HqQALArJkPkWKQ1ERWdBPduC6sQDHA1kcNU1fT33HZcOA6p0kscg6mqiYphI6GSgFu3XKQjIqYoS5ZSBRSqBoZSKpZlI+hJqiTIpgFaTOIJA2O5GC8biEicL/OKSDzGSjpsx0GxZqGo20hpAjIaCa4lnvMDbpnnkI9JlFljoIocWJYkpl5/l+uiaVi0EWBfAKA3LlPjA5KQijyLqMxDFqlMLyJiWVaDKvJNtuqkym+DYcj5SmgNAwmJZxtyR4dI7GSBQzzQixeVOPQkZORjzbNF44qAiMTDsB2U6iYYhjB0UZn3aRhPBubBRWPUQNWwfUmux6aoIoeowoNlWVw7kkVXVILCs1iRJ4n/WEmHTPsK4boo6zYOTFZRpgmxZ1ghcsTsJBeTSBIisH5iqdsOGDB4brKKOJWkxhQeMZmHRs83wzIo1q1ZvZHBAonCEzmsLLCQODKnLqbwUCVy3i3H9c+/dwmXaIKuCByyGhkanlQF2I5L2WkadjMM1nZHIXIkue6Jy+AYBiwYVE0H4+U66vTZUbMccCwLkWN945ZslCZ4vsyQpewaA5WyZj1xwpJqkgBN4sh5o9eFJpK+vf6UiqQqIEUNeESORVdcRldUgsAxqJtOEztX1glTHZTDOi55ziU1EUlVwEzNRLHWYKkH0ioSiuAfe1IRkFBEP7k1bBcruxuF+JmaheUZDarAEiksdWucrBgo6xZWd0eRVATIAjke73W9PsUo7ZVURZLQKzyLZRnVP/5sRMKG/niTMycAIvNlSBHDG9GgCMQZNB+VIfKkT9IriDFoOO2mo5J/TgbTKjiWyM1ZMOA4YmaSj8pwXMcvbsyHMEELsWSYqZp4wxcfgsSxmK4Y0EQeb/ryI3jmeBFXj2R8aU+IEIuFwLH43etW4I1XDQEA3vyVhzFWCvvRLiY8+OCDuOmmmwAAo6OjGBsbQ61W83++c+dObNu2DQDw0Y9+FL29vW1fRxN5X6aSUkWSULikgq4KLHJRCZcOJqFJPCZKJCgZSBFJIwPCmnjBDMsyKFQN/+uVXRFwDIN8XIFBpVNeP5gLEiyu641DFQnrBpf0iaUjIhKyAEXgSKM+ZZMuHUxgJBeBRRks1wWSikiTDq96bMF2HbgMMWpQBRYSz2EoraFqWijWTWgSj0LVICwQz2KyYmCqbBATC5p0Lc9ofpDvSXYM20Vc4TGUVpGLyojIPGIS51euAWCmbhI3P8fBsoxK5EFAk3Mf2XfymorA+uwPAPQlFWSjRO6UUBvyyFLN9M08lmcj6InL6EsqyMVkxFURLMeiVDdhWg6RGQkc0poIkWeRUASS2CgCTNv13eZm6hYymgjdcsDQHqKpiglN5pGkSVBfUkFU5qmhAJF1DqRU1C2HVssdv/fHdYH+hAJFYLEyHyFmDRyDbEwGxzIo1AzEqPGFNw9K5FjwLGHTJI7D0Zk6JI5FNiIiJnH+2r1rdLpqQuTonjGkF62sWzBsF5rAIamKYKmcEiBGDyXdBscw6I7L0ISGpfxMzSQyR5fIvxSRhSywiMokoAdIEOxxB3GFDMAeykZIP6DAIB+TkKDBtO24GCvpOFIg96Em8RinLIxtu8jFZAymVbAMYVt46pSZ1jw2QkBMEqgLH0kgGBDmuBzo94zLAiSB7FmpbhJjiCqRpvYkFAgsg5pBigPdCRkr8xH/uo7SId4AkZmalkPWwrN+P5vjNPofPcMSkUocLdonqls2YYjofcxSwtnru4pJpOeMYYDepIKjM3WwLHlo5KKS39qhihz6EjJUkYNBCz0JhUdcFTCai0AVyXptWpyxXReW44BhGLgueX5pIgeOZX2HRtclBScXhC0l1vgWdMvFRMVAVBbAsgxMmzyLSnpjrhjnWdVzLDVv430GlWdZOA6QUEVwLOlni8s8ZqomGAZ+8cKhcsFsIMZzHXLP9ycViDzrG7sMpVWs6YlDCfTHHZqq0j5gcl8V6bmfqVkQaCGLyJKJosB7LcN2IPEMdMvGzqMlACR5FniWJNKKgHxcaXoGeMdbMUhRrDsu++6nhJUk/7oO6fVUBQ5HpmsQeXJtDmdViByLuuVAtxys70vM2/PoIUzQQiwJdMvGm7/yMCYrOhjGRUoT8Y23Xo6PvWwdRnOhpDHE6cFrtg7g5tU5JBQR7/yXx5qapENc2BgfH0cq1TAWSqVSmJiYAAAUi0VomoaPf/zjeN3rXodPfvKTbed7AUA+LsMreh+ZqSOpCljbE0OCOjl6vRSG5WA4q4FhGBycqiIbEZGOiOCZhlujwLKIyALyMRlRhcdkxSA24AyDdERCLiohQmVcAKlKd8UVRCQeskhklC5N0mbqJqIyD0UkCdBwRkM+qmBlV5Q4TloOtX23cWJGb+p90U0HxboJjiHV+lxMgibxGM1HIQscDk5VUapbftA/kFIQkXlkIyIuG04jKnEwbQdpTYQqkMq8J286UqijbjlwQOSIdctBSbf8IcN1k/RGGZaDozN1FOsmohLvV9N5lpiseMHkRMVEQhV96eVE2cB4SSdSowDT5skJZZ5FUhMhCRzGSnVMVQzfOj8u8xB5klTnaEWcYUgvUYT+zLRd332wNyFjeS4CBmRe3c2r84jLhFWrGjZIGkz6yDSRnMfnxiuYoZbuHrPkrZ1jgePFOmSeJErDGQ06NVRhQAL+qYqJiETYjTJ1sgOoFT6VRmkSh/GygZrp+HusCBzyUQm9CRmO62Ioo0EWWExUTCptJDLFoEFBQhHwgjVdAIiZxHTFQMVsWMqT80/Y0IgsIK6I6IkrYBnCFJFEx/YdQg3KrOw+UUKdulUSVpcEy7mojIQiIh+VicxX4pCPyXDgkt4uw8ZU2YBhOaiaFliGyNuiMo9ueh/qlg3TdnC4UIPEk/l+Nu1Z8oJqF4SpjSmCfxIEjkU6IhJZrCZC5DnIAguWYZsS/e64gjiVtAHkOA3bgWHamK6RBN9juZOaiLjC49rRLEwqcYzLPCISTYRZBj1xCS4YMAwDReDhUGfVG1bnkdAE6JaLE8U6RJ6FYTm4ZW0XJisGLGp5P5RWcaxYR09cwUgugu6EDAfEITYq84hI5L60nMb8RcclvVy5qAww5DzGFR5dlCH17i2RFlZSquBLCvsSMiSB9KqyDDCai2DrYMpPwlSBw/reOOACPEPOv9ePy3MMijSpL+sWTIuMDylRaV9cEWDZxETIsIiLa1oVkFQEJDUBisjh0HQNikB6HB2X9Mk9emAacEniLdDCA8cAEZHHYFpFgiaJCVWgSaYJkbrSElbdwVhRJ3/HsijrNsapdJxlANsmDKRuO1BpEaIrLpNng277kuZgIgrQmXgieRY6rgueY9GbUnwlQzYqgQHjj8dIayKmKwZEjsVCxiKECVqIsw7HcfF733gcTx+dwZXLMxjNxzBdIZbQa3viTY27IUKcClbkIvjcb2/FJ1+9Ec+Nl/Gqf7pvqZcU4ixBEJrt1F3X9SV9hmFg9+7deMMb3oCvfOUrePrpp3Hvvfe2fR0m8P+qQJKnI4UaOJZBSbdJNZXKnfZPVPxEb6ZmQhQ4WPRnHNOw4J+sGCjWLNRNByytfgNA3bBQ1m2oAg0uFBI4ClQ6mNQI+1HVLaQ1CQNJBQcmq9AkHluHUgDTCLpknoUDF1XThibz6EsqSEck6hpJZ4KxDLpiDTOC/RMVOC6R+nDUvU0RiTFFsW6iotsYK9ZR1olxQEWnvWIu6cMQWAZ9SQU8C0REDqrA+fKjGh0mLfEsafAXOMQVEQxD3As1qXG++pIKhjOaH7wBQLFm+k53ANCXUuC6DQe2vhT5myuWpbH7RBkAkI7IhGnTBGgyj9GuGPqSCrYMJ6FRFzyA7INn8LJlMAnDcpBSGyyRAxfTVQO/2jOB7riMW9Z2YTijYSQXRc0k0rtcTIIkcOhNEeYjpZFjk3jGT2AchwSCZcPEizd2oydBeoy6YsQYQhJIf09Zt9GfUqEKHHJR4nw4lFEh8iw0yUsyRSRUwbebrxo2TpR0GJZDLfF5mLaLlCqQRIkGxUG3OYZhsLI7ilxUwmg+iuW5CL3OaQCq8Igrgi9xzMck1C0bIu0FMh0XUZlH3SQJqWUTlkITOWwZTEDiCdOlijx4jjAXAk8kkRxHerIIAykgpvCkv1HkoIg8blyVgyryqJo2npuoQDcdzNRM2K4LTSJJEEcluBXdhMCRBLUvSfa/atjYP1lFROR8OSTDkL2arhgwTNvvTwy6ahLGiffnd43mo9AkHlFFQC4qIaWJxJxH4LAso2IorSEXkfzgvVS3YDrUsZFlkIk2WCLDdpCOiFie08AywFCayPgcF+hNKBA5FsU6cYitGuQeq5sObAfoS6lElqiQ63KspOPQdA3TFQMuAhJSgUM2KiEi8WBZBoZJCiSuC0QV0ms6kotAoMkUywAr8hHqrimgWCejK7piMtKaSPvXXL/YUNYtHJysQKNyUYEjMlxJ4FA3bcQUATXTQW9CQT4u0SHf5Hp65aV9TX14PAtoMg+WJfcLzzLIxSRsHkgiE5HQnZDBsyySqoikJqKsk14vBsCa7hgGMxpYhvF7Xh06+iClCuA5htwHMnmGpCIiJJ4YD106kPSdXHNRYvZTsxykVBF9SRW249KCE+n3ZRgyZiUbkVA1iJNpJiIiQRUVmYjkGwLRqQs+O8gwZF0ZTcDq7ph/DXpy1bkQJmghzjrueWYMP9s1htVdUbz92mX48psvww9//5pZMzVChDhdKNUsbOxP4IlDM/jnX+1b6uWEOAvIZrOYnJz0v56amkImQ4bcJ5NJ9PX1obe3FzzP48orr8SePXvavxBDnN9UkYPpkOq9wJGKcUojyU7NdPxBpQDQk5DRm1DgUOt5gDiexRUBikgkdarIYTijgQHpjwEaNtNxVUScBq0TZR2FmomhdMRP0lSRQzoiIiKT95cEFqbt4PlruiDxLCo6SZpYhkEvdZC0XBc6lTNZjgODNsQzTCOYMCwHhmUjIglwXRdpTURaIzOTJJ6FJnG+e9xASvGTJc+NzXRccCwLyyGB3FBG84Mz2yXBisByfi9dShUwnNEg8SQRAYjszbRsTJYNlA0iExvNRX0Gri+pkP8lVGweINJSVeBQqJgwLBvZKOkDA4i0jBiJiChUDew6UcJYSYfjuH4fiCKw/rgBgBgIXDOSAc81DFryUZnIzCQeUxUDk2Ud0xUDNdPCYEr1GYm6aRFXTJY688kCWIbFTM0Az9L+LIGDaQMHp2rojiuQBA4108HlyzLY2JeARCWGe8crsBwXuaiEuCpipmqCZRhkIiIKVRPZqIyhtIqIxMGyXT8RFnliK+6ZPmzsT6BYM+m5aR4MXqqbODhVhSpyKNVNDCQVaAJHEhKJ8wPEvoQCTaKJpCpipmYhphAXzYjE+4OxBY7IZSWB9+WAKY0kkYWqiULNxEzVxERJRyYiwbRd7J+solQzUdZtFOsm1vfGABDDhnxMQiZCJKO6TRiYkVwUQ4F+IgDIxxRMVwxEFR4V3UZUIv1m3tw5w3YxVjbg0IQyKpOEMer1o6Exs7A3qSATFakkzm2ymNdNG8WahZkakfxdMpDCh1+8Bm+8agiaTKzbFZHDQFKBbpH+sWnPPZJl0B2TUaiSwfQMNQ0xbXKfJVQRyzIRDKc1mgiS9ZQNG0lFwEBKAcuQfVyRjfhqkJQmggO553mWzCDMRkTwHIu6ZUMSyPDv3qSClCZCFjj0JBXkYmR8Bs+y0AQepbpFe1vJcOaqSXoaGYaBZZPRHQJHmORcTEZPXMZASoFhkeSdXHusnxz2Jgnz7zjEaVPgWNyzaxx1ywHLMOihygCWYVCqW9gzVsFgWvOfDTXTRkIhjG+EjuRgPZMRhvGlh0GU6hauWJ6G6zacKk3LQVdcphJdDklNxIGpCjFVoYUIUSDPtzU9ceI8K/F45ngJrkvHeTjktaerpi9dNOj59Z4RXpIv8CyRvNNCSC4qoztBZJMcw6AnTnqFp+k9ORfCBC3EWcX3th/B+77zBOkvYxjc9aNnSCAQ9puFOIN44fpu/PMbtuLK5Wn8xX89jbv++zdLvaQQZxjXXnstfvrTnwIg/Wb9/f2QZRK4cxyHnp4eHDp0CADwxBNPYHh4uP0LuYDtEvmVbZPA+5qRDDb2xxGTeNguCWg4lsFQmkgcjxbqmCjrcF0SYHMMCYwnKzpMy/UlMUlNwGBa8xOdbESifUlE7pSNkF6UuCxgsqxjpmYiG5VQM22MlXTUTRvvuGG5b+7gBRw8R+z/RY71JW3TtIdMEVjUTGKSIXIsMhEJa3pIUMxSgwrPhl63HBSqJuKKgN6Egu64jOGMhowm4Gih7gf7isAhLpPeoOMzdWrdz6BUa8gkyVBfBl0JGV1RGZLAoSuuoFgzmwYa1wwbAs+hpFuQeRZ100ZZN8GyhNETWBbjJR0Vw/J7zhSRozOvGHQnZLyJ9p6Ol+q+TFATeaRUInFLKGKTyYFMmSuAJJZeUJ6h7o2KSNYal3lwlOUo1EzkozKWZyMYobJ8WeAwXTHhOMC+iQp1s2sYxvBsI3A8NlPHkekqBJaBLJBjS2kiZJ7Fyq4onb/k4LnxCnTTJkUAVQDLEDb1WKGGQs1Eb1IFzzG+BHVNdwy246JIZZYHJ6uQeOIKadBeOoBcxylNxEzNxHiJXFvHZnRUTDL8txQYAkyuFwaHCzWYtoONfXEMpzVoIofpKpH9eddLUhVgOQ5WUvdlhmFx5fIM0pqIq1ek0ZdSMZyN4OqRDGIyYX499oFjGLxySz+64zIOTlZxtFBHPiLBdkhwG5EEHJmu4VihjmMzJDBmQCzNozKP8ZIO3XIwmo9gRS6CmCwgqYlQBCIpcwFUdBsj+SgSqogU7WNLqKJv1DJZIfPHFJHznQU9zNQtmI7jy2k5BvjJb8YwXtYh8yx1UCWjGLw+VC5wnfUnVfSnVAxSF8s6lZN60siZuglZ4DBVMVDSCVPZG5cxXTOx/VABK/IRVHUb42Udly9LI0pNbKIqj82DCYiUzfJY6Y29cXTFZNRNBylNwkTZwHTNBMcSuWVPXMHz1+YRV4lcO6mJSKlkZqKnBBjtiqI/pUK3iDTRpnvNMI0eNa/AwYC4vEYkDkcLNfQlVdQtGwzIvqzuikLhWWQjEoYyKiq6jXxMJvLXmARZYHG0UKdDwAU4jotCzcKh6RqOFqr+c6k/qTS1K3jF/cGMhoO0P607rmBjXxy9SSI59OSvnhNjNiqibjo+g8YxDI4VauA5FkMZDYNplfQU2kQqznPEcffSgRRW5CNIqiJ6EzIu6Y+DY4nqAAB6EgpJfKm51Hi5jrpp08RfQt1yiHIC8yNM0EKcNfzLA/vxnm9uB88y6E8q+ObvXIFvvPVyX3YUIsSZBMMwuH5lFr0JBf/48+fwzYcOLvWSQpxBrFu3DqtWrcLLXvYyfOQjH8EHP/hBfPe738WPf/xjAMCHPvQhfPjDH8ZrXvMaxONx31CkFQzDIKGISGkicjEJU1UTJ0p1VHQbksBDNx3fKOLgVEPiWDcdaLRJvS9JHNqSqghFZGnyweHgZNWvPg+lVVyxIo2kKhD3PZG4/0UkIiUyHQcru6I+I5DRJNyytgsPPDeF8ZLu99EIHIt1PXFsHUohS2cpcSyDoayGobQGWeAwnCbmHCJHguexIgl2V3cRpsqTPHbFZNRob8pMzcSR6TqeOlokfT9U1giQpMawHNLHwpDgP6EKWNsbQ3dCIcGxQwJ4jmUwo5tY0x2DIpLKdT+VNKY0gfQF0b3vjitY3R1FRbfIDCxFxEs29WB9bxyaSIwhOGp/rQgcMhEJTx6ewY92HgdAgqXuOJVqCRyGMip64jIAIpPricvIxWTUqaED+RsZz41XABA2rz+lwnFdHC/WcWCyiojEYWVXlKw3IuJwoYa1PTE/aN0ymEBPnLBbXuLtuThGZMIYxmTSt5SOSkhQ2SoAbBtOIaEQY4uMRgY6X748jVXdMWzsj0MWiHtg1bDQlyLmA4xLnOJ008F42UBJt+C4jf63TFRqcp/jWca3DR8r6bBsBwNpFf1JFQMpFRLHYFVX1DfmCK7f6xNjaM9kcBA4S01njs7U0Z9s2M8bFpF/qhIHyyYyN7IHgi8B7U7IpLeTGuK89epluHQwSZgyRcB4SYfIE/dJkWexqiuKjX0xvGBtFxjGs/UnRZB8TMKybAQ100ahaiKtiVie1fwZV57cdG1PDBFqQFLWrUYc4pKErz+pUvly41mQ1gSs6Y775jkcx9A5Ywz6Uyp1/COvY9kushHRvwZ4loHp2BCojA8g9vNXL09jy2CSjMawbNQMi/SZOi6VqxKp5FBGg2U7MB2SLLvUGMaFi7gsYMtgCvmYBMdxMVU1MFkmvYcMw6BmWjhKk2uAFGYKVQMzdWKsM17SfUafYxkMpjXkKaP97IkSjhZqcF2XjgEg/W6KwKE7oSBKGVxyfbh46SW9iCsC0pqE7phMzIIUMv8rF5MQob27FcPGUIYksTxHzDVEKnnlOfLsiyvExKcvqUAWOPQmFQhUGhtkvb0CgWkTt8tshDyrD0/XMFUxUDNsWA7p6VNE0kN32XAKisDh+pVZbB5IwnQcbB0mPcvluoWXbOgByzJYkYtieU5DX1LBYFrFDauyUAQe163MYjgTwbreOFKq5DtK7hkrN/WOui4pIPUnVdRMG5cOJqGKHBzMn4DNHgIRIsRphuu6+Mv/eQbfePAg/vqVG3DPM2O4Ynm67XT6ECHOJN527XK85epleN0XHsCH/n0HeI7BKy7tX+plhThDeP/739/09cqVK/3/HhwcxJe+9KV5X8N1XRTqJnJR0rQusAyGUhqOzdQxmFJQqFlQBBYrchGYtoN9ExXkYxJisoC+pIoTxTruuGwQD+6bBs+zmKlZuH40B8t2EFdFPHu8hKG0CkngqMW9DNNxMVbUsXe8DIEjPVsr8yQp6EkomKroYBnguYkK1nTHsKorismKQSratgNN4mDYJJDfOpREUiXMTFdcRqFqgOVYsCyR44zmImAYBo8fnEaaBvOehfhQWkXdtDFZIexb3XRw46ocjhVqyMUkGBZJXFZ2RWE7wL5JkthMVgzUDRsv29yLg5OHiLW5C7jUbY3MKSMyJ1ngcGCyikv6E1AEHoxI7MglnkXdtHBsxsT63jgMmxhQVE0LkxUDQzSYtOkcNZZlUKqbWN0dw+XL0njsYAHdcQW/3jtJHDBBmvsnKwYGUio4joHI86ibDlZkNZjUwS4XlZBQROybqPhjBOCS3rF0RMRYUcexQh1HCjXEFQF/cPMoClUTf3fPbhRrZMbZ0Zk6ZJ5Fb0LBZIX0+xEJmQkxpaInoYAFcMWyDB7ZP+1faxFZgCIRGVZ/SoVhO7hiWRr/s/M4BlIqfnOMOM/ppkOCWJ7OnhMYrO+NY6ykQ2AZiDyLbcMpPHO8hLdcPYw/+PZ2Ml9N5FA1HD+xVmnQO10xMKEa6EupiKsislEZJ0p11A2HMiRkfQJH5Lm246JQNcCAQW+CuGRatoO9ExXEJB6vv3wQTx0pNt1Hh6dqsB0HPQmlqZ3hV3smMVM1ADAo6wXIAoenjsyQ8RS2ixvW5VA3baqycSnzYuHgVA0rcgaWZzXsm6igrJvY2B9HT1xBN32PRw9MY6pqgKV75BlZLM9q4FkGh6Zq/vyqjCaiZtgYSGv4zTHy/l5xQhZY1E1ikV8zyPWX0kSs64n76p9jM3UYlo2ehIKkJuJooQbFbThCWo6L8ZIBnmPAgAwxr7IW9k1UMJKPoKRb6E0oSEUlpCMSEqqAApV+dsdlbOhL4OBkBZZNrP11y8ENq3I4MFnF1SsyePxQAYbtQOQ49CUUTJVN1AwbEZknIyjoWA2OMrP5qIypqo5DU2SIOsMw2DdRQV9SQUTicNWKDPaMV4i7oSYBIH2dg2kVZd3C9SuzGCvpWJ6LwHWJ5E+mcuFlWQ0clXCmIiImSzoEnsV4ycBMzYBGC0/5mIznxsnrqiIP3TJQNWhPa9VA2bCQjYj+c7Ru2nAc0Hue7Oulg0lMVXT6GkTJYFEJM8syqBs28jEJtkv6+liGwY4jBTI/UCCUdkIRwDPk2oBJmeuJClxqxqSKHE4UdTAMGfR+oljDsZmGI/BEmczkS6jE6KRQNf1rnGUYXD6cxETZQNWwUKw15hJW5vnsCSPkEGcUddPCSz7zK/zTL55Db1JBLirjs6+7FK+/fGiplxbiIgXLMtg2nEZaFfG+u5/E3Y+ETFqIeeCSQcTlukXkTQxhVyYqBpk9xLLQqBEDQCzDV3ZFGz1aNJgwLBtxhceRQg0l3Woalmo7pCcsFZHQE1fA0+q8zzrVTOweK+OakSxyURkTFQOHpqpEMpVRcdlwCiLP4vZNvVjXGwfHAP0pFTFZ9M0GAGKeUNNt2LTXxKQugpmIhF5qMc0yLGHo1nVjZVcUXXGZ9s2xODhZRToiYf9EFdmoRORz1JjAM/RQBA5dcRkHJqpIR0REZR5Xj6Rx24YeAMT0RBY4sCzjG3E8fqhAg2KSfGgiD4Nar1cMIvEzbMefb+a9j2k7oG7bkDgOr7y0HzLPoS+p4uA0CT5l2iNmO6TfR+YJ6xGnJiwV3cbG/gQuGYiDBePP01qW0fzzF5NJkMuyDFSJh2E52DyQwFfv2497nhmj5hac7w53y9ourOmJQZOIQQsZgcagSh0qd4+X8d9PHWvqCXNdwobkohIZ4yDyOF6sI0ZHKqzIkbEMEVnA4ekaKpS5nCibmK6aGEyrGExrMG2yhxv6EhhIqdgymMJgSoHjwmd4WYa4I/YkSILmyRkB4Eihismy6Y9RqJk2BJaF67o4UqhhZVeUvBaAqaqJ6YqB48U6spoElgH+9+kTTbfPUFrDZcMprOmOt729eJaMBehOKGDQYP9YlkFMEXDVigxWdkVRNx2Ml3UcnK5iumqiUDWxd7xCe69Ev3dq33gFx4vEMCUmk57JnoSK7rgCy3aRUEX0JzXiismQsRhRVcCmgThkgcUIdTP1ki/PoXSspEMRiROjLLBNiabAkn7HYt3C4ekaYgoZyB3slRPpvdIVl+ncRNe36tdEDkena7CocclkmVznikjMUH757Bhqpg1Vaow1mCwbKFTJXLrD02RW3BS1tNdkwhirIgeeYzBVMWDT2YkxWcDRmRrKuo2umIzLhlK+w2NcFlCsmeA5wm6v74vjtZcNgGMZjOYiOFHUoQicz9jnYwo2DySxPEuKRyzL4MBkFVNVE30p0mfGc2Tkwca+OPIRCQNpFZkImRvWl1SJnJAjZjpTFdIr2BWXEaWGOAztdRxMa+hPEXbWu1wvHUwioYrIRkSsyBLmt27a1IRFJS68tDcSAI7P1Hw3VMshVv8MQ641j4nb0BdHUmsMp1cEIrWu6jZMx8ZAipiTrOuN+2Yhlw0lEZF4SJT9m6Fz4By4ePxQAWPFOiSexfFiHQyLJufQTggTtBBnDCeKdVz7V/fiN8dKkHkipVmRC4dPh1h6vOfmUfzyj25AROLw/u/swDcePLDUSwpxjoJliZOXInAQOAYV04ZhOWRoar1hGLCyO4rDhRo0kcf63hhqBjGsWEEZKsBLwsicq30Tjfrp8aKOiTKxgU4oAl56SQ+V+jBIaSI29sVx1YoMXJcEeSSwEHHpYBK/2jOOX+8mZiiOH2QTa+etQ+mm/rb1vUSe1ZskwZjjNmYcDaZVHKbzqQYzqj+MVaaDuF0Aa3vieOY4YUZkkZhRyAKp2JfrxOkRAEbzEazqjmJZNoKhjOb3RB2abjBsXmLG0LlPSZUYIXTFSE9IT0KGJvFIaSJG81HEqYveaurEOJTWmmZlruqKYE1vDE8fK+Lnu8fxko092DKYwnBG88cWuCAW65ctSyKpiUhHBKzsimKqYuDYTB3HCjrAAEema/7aANJHNF01sPNoEQLXkGR2xRXYrou0RvrveJbFqq4YhjMasdZmSGK9b7KCNV1RIjejcquhlIprVmQwlNaagviJsoHdY2WwDIOIxOPYTA2qyFH3N8JeTVUMPG9Vjlp8u3R4uYljM3U8cYgwcjzL4NkTlHGzbGJYwhIWbDitoTsuo2ramKla6EkoTTOpMhEJjkv6gADCAqzuicKyXUxXyTkmLpsiEoqAVV1RMuNKYGG5aOrv8+R8umVDFlj/ugoiG5Mg8CxevaUfPHVOlAUO3XEZmweSWN+XIPdYVxQbeuPY0BPD+t6Y3+eVUAXfttx1gV0nSqSPip677rjiywG9989GRWQ0Ed1xGUcKNVRpz93xmTr2jpWbeseisgBN4pGLSsjHiJPj1sFUU3uG5RDZbEIhg4sZMFiRjWAgpWLrUBJRmdz3QUgci/6Uig19CXAsA4FnUTVsDGWIHBkgCUtKFbGhP0FmoVkOOIY4Yb5wfRdcAMdmarh0MEmYYXqNdcdl1E0X+SiR+Goijxet68KmfpIkz9QsnCjWkdTIOAdiOMNjumpgTU/Mt6ffN17FVEXHQEr15dYl3fKZtxet74IicmSWGN2PlEqeNR5ruzxHenM1SQDPsbhxVQ691L2TY8mIkrJukWuT3jtpTYLlurhpdR6axKM3QSSkyzIRrMhHfGMez+2SYRjsHi/j1g09iMoCtg6nyR5TpZbEs4hRt8nhTAT9SQUpVcRIPkoSd8fFUJrEpwJdoySQogvLsIgpAh0UH8XKPJE9SjyLlEZcJ2MKeZYApDfRKxqxYDCaiyITlbBlKIVLB5NYRs2hPCfJTggTtBBnBI8dmMb1f30vSnULtuPioy9Ziz+7bQ166PDFECGWGorI423XLIPIMfjbn+xe6uWEOEdh2S5maqSnQORZJBUBcVnE2p4Ynr8mT9zfGOCZYyWkNRFDaRWDGQ3pCKm83rAy5wcJDIi87/rRLPqTxKK7J6HgimUp9NFnI8cxuG/vJKapFGa6amDfRMV3swOAK5enAJBK9ZbBFF68sQcP7ZvyDSkk2jtz394JWDRSKNFkciBNmIQYZQU81s+DzLOo1i3/+1FZgG4Sh7i4KvpFtq6YhEKNSHkKddLDw9PBwfsnq+iKkf6vim4jrYmIK4Lf/9MVk/1A2QVhJoj5hYzlOQ35mIK94xU/4IvKpBesP6VCEcnsrGVZDb99xSCG0uR7xM6dw9qeGK5fmUMXHVQdpU5xAOmNOz5TB8Mw5F8QJ78oZa2OF+twXWDTQBJxhfd7rwD4IwkAYDgTQbluYqZq4LevGML6vgQmygYqhgUXdKA5QwxPDItI9SYqBhmGrQr+oPM8dZfzpJQ9CdLnko0RY4xCzURSFf3rx7uIehIK9k1WUTFs1C0bPXEFL93cR/tbiPX58mwEG/visBwXrgt0xWXwDHUpYQj7UqpbODBZQaFqNkm2AJD9pM6ZtkuszUWexSUDCYD+d3dCRi4mYSQfxdqeOK5YnkFvQmm6pio6SY6LdQs3r8n7TIYHReDgOMQwQxN5qALfVLwAGkPLj83UMZKPQhQ4TJYNPHOsiN6EgsuGUshEiZ1/VCYzAW/f1Ivl2QimKwaOFmqYKBvQRN43xHny8Ix/fofSKibKdeybqCJDiyrBY4jKPDGRccn9cMPKHDS5uUPIcUkvVFwlcw67aMJq2A4mygaEDrbqr7q0D0MZDYWaiQQ1bsnHZOTiZBi7TCXHpuWgQgeK265LDFBUEdevzGIkH8WzJ0rIRSW8fHMvBMpAT1Z0lHULA2kNq7qjZFZaQLYZk8kIhppJkpyybiEdIWYiZZ0M8h7KqojSfkFN4ohtPscgRxk3RWiw016+uqE/ThlgMpbkeEFHqU4HPScUPHWkiKmKgXxMwqHpKsZKOm5alUNU5nGsUIPtuIirvD+YOiLxWNMTRUoTcHC66vfMeu8bp+fCm62nWw52Hi0QttNxsbEvjoQqoKRbVOng4NB0DflYwzl2U18cyYj3THRw9yOHoIocDk1WUdZN+jlAXE839MVRrJlwXdKj99C+STRqY8RMJOkXoBhEFTr7UhaIdBLELXQ+hAlaiNMK13XxuV/sxSv+8T6kNAH/+jvb8M9v2IJXbQn7fEKce/j9543ip394PQzbxiv+4df44q+eW+olhTjHwDIgA0dp8KGIHDSZBCWPHyyQ4Jp+OC/PRpCOiFBFHpmIBJYh0jgvMYnIArYMJbFnrASOY7AiF0Fc4bHrRAmlOulB8QKetd0x9KdUuC4JTA9MVcEwhJ145lgZkxUdFb2RGN24KucPRFVFDmBI8uXFDRwHFKrEFKBm2uiKy/7gVg8MQ2Rm3XHCEAHAJf0JymRJ0CQOtusiIvNElkYTB8t2oErEnh0A1vcSxu/AVBWTFQOFmolbN3Tjto09iCtkHlBCFXyWACCs2lTFwOquGK4eySAdEXHpYAKru6MYL+t+kM6gEeTuPFqEJvGoGcTBUaaSUC8IBQhL2EuTX5Yh1XGPVQSAgbRK5r6xDAZTKhiGwURJx0zNgu2QAdDreuLgWRa65frOjKrEI6aK+NwvnsMPnzyGpCoiKvFQRBa3X9ILAIhRs5QuavsflXhcMpBEzbAwVqrDtFxqcEEgCxw29MWh0sr9KirrC1qKayKP/pSCQ9NVFCiLy3MMkqpAkhLaC/nAc5O+jIphiEW8LBBmR+RZpCMSUnS+FMfCT8aGMxo9ViKDVQXOZwOIqQf5vYRK5ryV6haeG69g30QFB6eI42QQFYOsb11vHAmlmTHYMpTCn966BorIIyIJmK4auHQwiXU9zVLIqSqRi1UNYgVv2aCDmclMQp4j7p5Vw0JUFsAywHceOYSDUxX/ushERJ+l8RgcmyZcDIjJx9reGIbSGhynIQUF4F8vMzUTJjXqaEVc4bGhP45sRMJU1fBt8lNUKseAJIJBBlG3HFTp4O2UKuJ4sQ7dtrHjyAzKdZIs9SRVzNQtbD9U8J9FGU1Cf0rF3vEynjlWIr1zKZUweN78PYFDT1zBeFnHOHV8VanrJgA645DDpv4E1vbEMFbSEZF4LMuSe1IROORiMgSWpXb8pLfrSKGOq5ZnMJJtVkN5MlwPPQkFo9TJU+JJjyTLkGHNo/mIb67izRzrjpN7tG4RB8m+pIrlgffgWBaeGviK5emm975uNIuV+QhuWJkDz7JUvs3hheu6MEgZOYnnyOgLRYBCixiezf3usTLpEdMb165nKuO4xFxE4lk4jotizUREJs9313WxqiuGG1fnmxhonZq7dMVluC6RkHsjBKISj419cYzkI/4A+04IE7QQpw01w8b77n4Sf/+zPaQ3wHKwuptcvKFTY4hzFf0pFe+8YQRPHCrgr360Cw/tm2z6cA5xcSMfk3DNSAbPW5VDPiajZtq+sUBKE8HQT9FMRIQksIipjQ/dmmnDsB3K8IhIa8QN0pvT8+vdEzg4VcPRAknAtlDL8aQq4rrRnH8depfjizf0kGAzKmFNdwwb+xPYeXQGdcPBgcmqL3G06R90xcmgV4lnsW04jd6kN5uN8/urYrT67AUY3XEZt23swSiV67AskdopIofpioFx2ttzy9ouvHgj6SlLKALKdQuFqokrlpFeOJFnsbEvgWUZDUlVxCP7p3C0UINu2dg/Sdixjf0J0svRE/Oty6eqJqoGcdurmTbKuo26YaNm2ljXG0c60qhM75+s+J8tZd3GRMnAnrESHtxHJJ9bh1K4akXGZxY5lgxY5qlcEADW9cQg0/X2JhWIPOv3ubkAti1LY9twCkNZlcwKS6t49kQJmsgjG5H8vSnVTRiWA5EnbniqSOaEmbYLWeBwy9ouXNKfQH9KpRV1BZLA+vJOD4WqiSOFBptV1sm+ru+N+9fURElHb0LxDSCuHc1gXU8c9+2dwJ4TxFhmbU+8KfljWQZre+JYkdPoMGMR16/K4qoVGWwdTiEbIUmkwDKIKWSOmDdsezCtNg1cfvGGHmzsi5NZVSphfbpiCnriCka7ohjORfzCgMgRW/Vdx4ooG80Sv96EgoNTVUQl0pcVUwTsGS83HT9ACh8b+hJ42zXLcMXyNNb0RKEKHPpTGjQqy/OSuIGUioRKZlmJHAdJ4KDJxKRmObXej8oCmWnFkcRh32QFL97Qgzu3DcJ1gT3jZdQtpzGiokqGQWejRLq3qivmz03zwDAMccJMq4hJgs8cxmTBN3wp6VYTM3fzmjxKdeKwyLIMFJE4XS7PalBEDvsmKjg+U8fKfAS3rCUzDqerBjSZx9FCDet64uhJKDBsB31JFX1JBZv6kkhpIiZKOirUqp9lyDy8pCb54w+83rPthwq+OUhSE/DEoQJ6Eoo/ePr4TB1108GL1ndjWTaCmMKjQGW7weuhL6X4yef63jiOFmoYL+rIRCWs7YvTIhdJ6FOaiOtGs8jSayodIbP+hjJaQx7cARv64tjUn2j6nihwsF3iWMpzDCIKh23DKdRNByU6bqJOXT1Xd0dx7WgGN6zMYlUXYVOvG8miL6n4Vvk8x+K6lTm/YMWxLNZ0x3zVgeMSGTDLMqibNk4Ua1D8AhJJbpOqgJX5qP98qlGGMhuVsHusjH3jFf/66oQwQQtxWvDceBk3fOJeIqmxXbzxqiH88o9unCVnCBHiXMRbr1mGb739SjiOi9d87gG87auPBPp5QlzMqJkOGDAY6YriqhUZbOpPYAWtMj9vTd6vGk+WDazMR/1Gc//vKZvDswyKNQt7xspY3R3DSD5KLPBbaleW42DLUBJHZ2qYrBiQec4PHP7zyaOomzZ64hIOTVXx1NEZXDacgsAz2Dte9oNiT7pU1slQ6u647Mu5MlEJG/vjvpmFLHC4fVMvepMKrlqRxpahJAC3qYldpG6PQxkNb71mmf+9rqiMQdqbElMEKDyHqtk4/rESmQfHsQyuHc0BIOMH+pOqb7AgCxz2jJcx2hVBLiqhVDdRM8nQ4p1Hijg0VUVZt1DRLSzPEpOMIJZnNWSiEnTTQkoTsKk/iReu6wZAguZNA0m/x8t2HExVddQs2+8d5FgGmweTtJenDgB4/RWD2DqURFolphdJTURfXMGWwSQkGjw+c7yI8VKdSFlFzmd0PDkiYXN4rOqKIqWKePZECYcKNYgci4GkAstxMFYk7m/LAkzBrRt6sHUo5X+dVEXftpwcAzGWuKQ/gb6kCscFDOpYN5AiCQIAf7acJ+/MRUkCJFHJ3FhJ9+WKU3SYckIVYTrk3EdkHseKdTKonWVQpPsFwLdvJ/1wJqIKj1df1o9NAwlkIhJ4KvMCgHyczLzrT6n+8N4giAyPsEiZiIQDkxWcKJLz4L2I15uUjcpgGAZTFRNV08bh6SpkgThWZiMSFIHDTM2ExHN4wbou9CUVJFTBdwD0knKAMHAj+Sg29iewoS+OrriCrriCSwbI1xxDTCtcNGTAkxUDz01UcHym5vdberh8WRoctYDvS5GxG0GmVhV5f9ae/z0qv41IPCq6hYQq0h43CVGJRzYqgWOB6aoJF4DtAJcPp/3B3yzLoDsuIyoJ2EiTlrgq4LLhFBKagKpBTGS83siKbvmjERSBw8pukqypAjnXh6Zq4Fni6FrRLQxnNPzWpX10sD0xxZF5YoevB55zLMsgG5GbjhcAxso6BlMqjs3UMVbWYVMHygeem8IPdhzD0Zl6k5v3/onOvoaZCGHwBY71x2AAQDoiYkU2gmtHsxjNR1E3bVTqFh47OA1N4nyjG68PVbcc7D5RxoHJKgxqFgLGRVIVfamxYTl4ZP8UZIHFiWIdDIBrR7OIyF6C5mL3WIkWzlz0JBTcsJI830ZyEWSjElRJ8ItfAHyjpSgtqggc61vxd0KYoIU4Zfz744fx0r//NbYNp+C6Lm5YlcP7b1kFSQiTsxDnDzYPJPHnt68DC+Dnz47jvd/e3uSwFuLihCywiCk8umMKEqqIQ1M1393tnmfGUPas2Bn4tthBePnEYEb1+w5YlsGm/gRcoMnG3APHMnje6jzu2DaA0a4I+pPEnQ8gAfrOo0XULAcCy+JEkfRv3b6pt2lu1c1r8tjQmwALxn8WE1dHAYbVMHvwRJDbDxXw1JEZHJmuE1li1WhaE8Mw0AQO/0rnBz60bxIVw/KTmqG0iqjC+9JIgFSiRZ4Mw47KvJ8obexPNPUjZyISsR03yJygm1d3YetwEiP5iP/zvqTatJ/emlwAaVWEQt3iOGoz7yEi8VhH2SeWJbPoVIEESUQtSdwSg31eJ4qkT81zf+RYBoWahULNxPJcFFcsT+NPXrQaI/mGU2cmItIEiPzNbRt6cOOqPFbkIv6cPBYMHNdFPqagathYntN8GZiHGh1r4OGqFWlsHkj6TO3WoRQuHUz58ijTdnyHznxM9lnXFbmIP0B9y1AKhZqJumVD4Ii8UeI53wTEQ1ojxjMRiYdtE+lqXOb9Ic/5mIRVXY31FmsmClUDx2fquG/PBHYdLxGTDWqdDgCu40I3beRickdmZFN/wncRlAWODBhOKMjGpLa/DxDGtychY5L2dykih5pp49B0FQcmK/jXhw5i59EZrO2J4aWbemfJ4limMd/tutGcz8wW6yaquo3BjOonmbesywMgRYlb13f7ZhJBjOajfrGmP6UiH5N9VmUDZZL7klqTxNGwHDKcnBrxeCy0Q2eOKQLrFwQ8Fj0VFVGhTAwAHC/WcaJUn7UeiWfRn1KwPBvBmm7CFHXHZSynxaVCzcRUxcD1K3O4bWM3tg2nkVRE/wbzxnvM1ExEZQH9SRXff+IYjpfqbROLw9NVXwq748gMACCjSbhpdd7/HZFnkY/JeN6aPAbTGiIij/6kSp6FAXfRILz7azCtYutQCj0Jxe8jBMjzkOdYv4CQi8roS6pQRR6FqokZ+pwjcwpJEWZ1dwwRiYdI79UH903hWLHum9twdO6cSx0vl2cjmKmRUSvDGTJCYDVl31SRx42r8r5Tb0kne1Y1rCajmbFiHTXTRqlu4Y7LBvD7N43grVcvm7WPQYQJWoiTRkW38Nv//CD+4NtPIBeTcMvaPO774E34zB2bl3ppIUKcFF572QC++pZt4AHc85sx3P6ZX6HcUikNcXGhN6Hiheu7EVcFrO+NYSit+r1WPQkZMp2l48EJyGMVgfOlUBJPLOE9o48Dk1U/eP7ty4f8oINjGfAsi8PTNdJ/VqiDZRls7CNJhsizWJ6LYiQXwYb+OA5MVlAzbPz46ROzWN9LBpLgOFKhB0AYBUVAzWwED8FCWqlu4ZKBRFNvmAcGZG7aRJkwb9eOZqFJPAzbgW462HW8jKmqgZFcBC+h0sdeOo8qrhBHOK9CHayUMyBJVFwRMJhW8ZujRZiOA8ZlfKvxkXzE37em4+tPgAHpn4rSuUrt4LFILMPgsuE0XKbxvXbqe5ZhmpwIBY6F7RKHv0NTVbAMg9GuGASOxYvWdyMXJWYowV5Fb393Hi1ipmaiKyYHEmgWo/koVJGfZRYwVqzj+Ewj4K4ahO2LyQKZn+c4mCjreN6aPHiW8QeoA8Cv90xg+6ECANJD5RWYGDrEGS4pCEzSc+gdodcj57Ei3XEZL9vcg+tGs+hOKBhIqbhlbRdSmoj1fY3+sK44MWvpSSi4YjlxDO2Ky4hIvB9wJ1SStI7M4eCciUnYNtxIoHiOuOYpHYq8mYhIDVU0vPayfj+5u3Yki3U9MXAsKUrwLAuZJ6xaraU37vrRHK4dzQIA9k1UUPSkcIbj/65Jh7x78s+USpLwVETE2pY+uZ6E7O+jB68fT+CIsYftOj4ryNPeromyjiOFGgq0v82yXdy+qReywOHgVA1RVfANN1SJw9Hpuj/WAiA9iQlFQETiccMqwuIwYDBeIvP6XnoJ6UsESIHCY8ZXd0eRVEXcu2sMjx2c9hOjqkGYau/6r+jE6E23HGwbTiGjiRDaOHG6dMC3h7RG7PS9Zw8AmI7jm9Fs6k8gTo/NS8JcwDfb8N4hKvO4eU2eKhEYbB1KYaZm+tdGuW5h59GZprV0xWWs7YmhOy77BRBZ4Pz+r96kgjdeNeQXjFbkyPMlpYkQaVHjkoEkdMtBf0pFnMp4dcvxh4cnVBEMiPz1/r0T/nvLPEde1yV9Z540uVg3/ST7Z7vG8cThGczNn4UJWoiTxP17J3D5x3+KX+2ZgEj17stzEb+KECLE+YorV2Twd3duhm4SOdrVf/kz31I4xMUHliEMC0BMH7YOp/zK+0BKbaqStoJjGXgeHDxL7C10y0E2IuG60Sy2DaexsY/0wATd0GqmjWeOFzFW0hFTBEQkYrN++ybi0Faqm9h1vIRf75nAjdRuvdrS3wMAmsT5jI7rkupyf0qF45Dgsysm+71fXl/HA3snMVk2/H4LgBhH9KVUFOsWNvUnfLMJD8dLdYzmI8hQGV6w59hxXNRMp0ne9ZKNvf5/b+xPwKQOabJATAxcFzhR0n1bcsNyZsmnGBCm4sUbenDjqhwN9NqfC88VkAEwUzNg28SqvtOZa2X4ZIHDi9Z1EyfJpIJ2LarEhZAkBUEsz2oo66TvrisuIyYL2D9ZxRM0kWrFilwEb7xyCDetzuP6lTlYNnE4BIh8zXUbkruUJoJjGZ9B29CX8INxI8D+ywKL1bSHxnHINZ1URQj0nBiWQ9mFGn1dCWt64v4YA+98Hpqq4dBk41mY1kQYluPPwhvOaFAEDgzj5yEwbBe269LBv7M3ThE4ZFQRUYXcY6u6YhjJRfGbY0U/QW+FYTso1U3kYzJWd8d96ZkicljZFcNbr1mGLYNJaBKPpEbMNzwDCO/SjKuCnzwYluMnswNpwnSzDIOoLCCtihgr6U3vX6gaTcmItzeHp5t753TLwfUrc+iJE0v3rrji74twWn9wAAAslklEQVTlOH4va0IRkFQEpDSS/AHADatyeNWWPrx+26A/WqGq26galj8aAyDFCY8x9opBY6U60pqEnqSCe3eNzUpOAcL8jOSiSGsSctFAYukCD++fQkIV0ZdQ0EcTlxW5CCISj1xMbnI39dCfUv113LQ6j63DSf9nPXEZ/UkVroOOSTdDJaWtiTxDGe79kxX8cvc4vrf9CJ49UULNtDGSi2AkH6UMZePvjs3U8as940ioIm5cncPmgSRhr3QL16/MoTtO1BC3byLPoXLdwlTF8AtIumnje9uPoCtGEr0kda/tjsmYKOtwXGD7oWlfFh2Ue3oz3m5anceWoRQuGybjGLYNp9GfUvGCdV0ASGL31JHmxLIVswXBIULMAcdx8Yd3P4H/ePwIkpoA1gQ+9tJ1eEXo0hjiAsLzVnfhK2+5HG/+0oOYqZm45W9+gYf/5Hk+cxLi4sVMoBfnof1TvhGDN1Q6IhF79rpp45qRrB+0rOyK4bLhNGyHzK1SRA6FmgHHRZOZQ5bKAV+ysQcMw2CyrM8qEMgCh2tHslAlHo/sn8a2ZSk/2AhCtxzoVnNwNk2lizxL5IFesDWY1pCNSnjy8AxKutnUc7ShLwHLdnCsUMPOIzNQJR6/2D2O563O45L+BOKqiGMzpH9FFpsTFI5lEFd4MAyDW9Z2Yf9EBbvHSthC+6zyMRnPX5vHQ/umAJC+Po8diEg8Lh1M+iMO2iEVIeYDR2fquHQw1fZ3BtMqHt5PXn84E4EksIT5RCCZpJHzlqEU7t01hmdPlJrkh48fmsZ0xYBG+4WyAdOMfExCd0LGtuH0rFmfCVVEoWpClThkIyLSERG240Lu0J89XtJxbKbu96V514oHTeKxrJf8rDuuQBF4rKXsq8SzSKmk0i9xXNtgeFlWQyYqYm13w+jCS9Jth7A3h6aq+NHO8SZWS+QI6xdMXAWOhWW7uHxZGq4LTJR11Ewblu3Ce1TuGStjpmaibtpNibvHYD5/bVfT+rxZUssPRtDJK+LSgSRkgUN/UsX3th/BJS2mER5M24HtuLh8OD2rZyyI9b1xv88zuL6rV2TwW5f2gWUYfOvhQyjSAD6pirPYj2VZDbLA+gymB6/vbVU3mSPnDQT3eua8+/zXeydQqpFRGBGJzF1c2xP3CxNrusl8vV0nSijXGs+L8ZLuszUeehNkrldvQsFjB6dn3TtXLE8DLklWB9NEjnndaBZJVcSPnyaOpH1JkpwFHVFd//9mo1A1fPYr0vI5+YYrhwGQIsZcA5ozUdEvfrR+1rIMg3RExNahFPZTgxKviBRXhCZmV+TZ5qQT3hw0ARF59mf40Zk6mS9Hi20Cz+LyZWncu2us8XwXSV/jYFoDz5Jr46kjRVwykMRtG3pmvaanpNg/WYXrun5PqFcwEzgGly9Lz/q7pmOe86chQgRwpFDDFXf9FN/bfgR3bOvHD999Lf7nPdeGyVmICxJXLE/jG79zBSISh76kgiPT1VlSihAXPq4Zyfr/bbQYgKzuavSd1EwbVy5PU3kX+XkwMLpqRQbreuMwbMdnNx7aN4UnDhd8G3iAMLgCx+L+5yZxfIb0e6Qjs3txUhER2aiIYt1EzSAV31aJY0IR/P4rD1naz8VzLESObQpMVZHHtuGU3+8VhEuPcV1fApv6k3jxxh4wDJFNaSJHhnbXzVkBnOuSoa2ePX2pbs1iRjiGwSX9SWQjEn65e9xncqq6hccPTs96vZMFwzAYzmiQBQ6ayHd0Fx5sGYINkAScYxkyvqBln4fSmi9zbMeosiyDobSGjQOE1RlMq75LZivqpoNKIGGPULOIdljdHUNPQvZZs58/O459E2WkNBF1y27LnBSqBh7YO9nE9hCGrrHu7riMm1d3oT+l4srlaYg8C4ZhsHU41XR8xbqJq1ZkIAscbIewoLdv6sVrtw1AoYwagKbjAcg9tbG/+bpsheO4TSxtEDxHhiKXdQu3ru/2r9fWvSfGGi6eOFzwZZ3t8NTRGV+660ETyagDr48vExH94ciG5cy61zx558oO53VDXwIru4iscDQfxZUrMv6+AqSfj2EY3wRnumrgy/ftx+6xEt5/y0oy1kERMF2ZzSq22rVvGUpB4MgMRY5lILCNYsTtm3qRi8rIxWQcmKzisYPTeOzgNDUokcEwLHoThEE0KVPp4fJlaVw9kqHvSe4fL+Ha2J9ontfXBobtzHkevIHdVyxL+4Ujz+H0yuVpvHBdd9sEqxWqwGGkpbfT66drh5Qq0kHmjf7BfAtTOFUxsGe8jDK13j9OZ7FVdMsvegGNxNJLHrtisj8TzYMsEKfeI4W5lTlhghZiXpiWjT/7j6dw86d+Dst2kI1K2Hm0hExExIpc+4dRiBAXAi4ZSOI/3nU1ynULr/jH+/Dazz2Axw5MLfWyQpxFyIEEpjU34FgWI/mIHyA+frCAsk7mmWXbJFUAcLRQm8WILcvO7s8p1YkD21TF8KVQHm5d343nxsv49e5J3L6pF+mIhMuGU7Mk5jwdWEzWTl5jvKwjJhNmShG4WSHw9584ihPFepPjHUASI5Hn0JMgzo1Hpmso0Ab8qYqBuCogqYiotySxPMciqvB0hhuLXEzCJYOJpt95aP8UHj80jfGyDplnoYo8htMq8nEZrX4ELMtgdXfMD5YXglZ5JEDnnwUCyuFMxB9c25dUZh3/1qEU3nw1YQJa3/vAVBXPniiBbRNRvXhDDwaSKjF+CBxLp2BxIK3OYpU6QZU4lA3Lv54SioBUREJKE32GqhX7Jsmg3PFAoFyga/FYGBeNUQ3BpOeR/VPYdbzkfz2Si+KZ40UAAM8x/rW2/WABYOA7dbYm1SlNnNfhed9kpa35BUCYsULVxGg+Cp5jwTDEpCPo8OnNe5MFDsuzkTljldF8tCkh51iGmMi0wAvYK4bVxHp7ODRVw67jJYzQ9xID152X6C3LaljdHZv1t3GFODh6z5uaYWPzQBKb+hO455kxOI4LjmGQjkpNIw9yUbntWld2xbA8G6Gun+2vtRW5CEZy0SbWNyJxOFKowXJcZKPSrOLAkUIN2aiEZRkNL6FzDQHSC9daDGqF47iw5yiw+NcJPY23b+r1B2LzHItD01X87JkxrO2JY7BNT6qHkXwUoy3n20uoWyXIAEn+VnVFUaqbWNcbx5XLSRKa0kQMpTWkNBGKwGH3iTIeeG6y0aPKAPvGy3j0ACkivWh9N1bmo7h9U69/7XMsmoxhAOD5a/K4ZCCBQ1PNkthWhAlaiDnx3HgZr//iQ/jWwwdhWDbW9yXw8/ffgH9/x5VzzqoIEeJCwfJsBN99x1XIRmR0x2X89hcfxvu/88SsWT0hLny0BppPHi5gumpibU8Mt2/qRcWwUNFtJDUBV67ItH0NhmF81u15q/O4cnkaqsjNCoRuWdtF+mESiu+85oHnWNy8usu3yQbgD3pdCDwGaIbO7gpiDXU4a5dA2I6DI9M1DGU1HKfW5QAx8bBs0sfUmrzcur6buALS9zw8XcMj+5uLHNeOZtGTUHDNSBa/dWk/4oqAl2zq9c0feJZtqkKPBuYLAUBE5mfNpQpiWXa26ckL13U3vcbyrIbehALXdfHT34z5iYeHB56bws+fHQcwu4+mN6HgqhWZWbIqgCSUXsA51ibhaK2uH5is4PtPHO14LOt7442A2iUV+n4arGoSj9XdMWwbTkMROT9B8A5zXW8cucjsNXq/5yU4x2fq+OXu8bbv35SY0DlvAGFHPWbUS/5iioC4IrQ1YlkI7A7RfFQWcPOahjugJ68M/rYqcTAsB8WaiRdv7PENQdotJRuVmtiS2zb04Hmru5qMaabpIHWAyHLbsZqe86ln/OKxTR4q+mxG00NPQsZkxfD3Nx+TMZTR/P319vD60WzT9TxWqs/qkQOAg5NV32G1Eyq6hYjENyWnLoh8T+RZjJd0357eg8CR74+3MGEsyzQNlm4Hz9yk8+WwMHo8rghNSWorojLvFxg8JDURL1jb1ZHhZllmFhM5VTFwYKqKqYoBWeCwpieGVV1RsCyDbVSeuKE/gVtoQUXg2Fms/IHJqj/SxAPDMJAFHs9bnZvzOMOGihBtsW+8jP/zL4/h2RMl3LahG794/w14nA4wbNcgGiLEhYyuuIzvvvMq/N6/Po7D01V899HD+OGTx/DJV23ym35DXHy4pD+JHzx1DE8cKkCmErjoPBKc4bTmSx+DfRZe1dbD/+48jlVdMdRMu+0zNx0V0VVt71rYDl7lOBOR/Kq3wLGoGjaCnRA9CQUCx8zqpfJc3Txm5vZNvRgv6b7st2aQgdxJpTnhIHbhZN6T1w/X6oAXkwV/9tf3th/B5cvSxJGRxjq3buie89gEjvUd7NpBt2aPyzBsp8m04qH9U3j8YAFbhlLYOpTEVKU5qLpkIIGjVJLUGvx5w615lp21bwBxDHz6WBF9yWD/Fjm4bFTCaD6KZ08QZkoROfQmOp/XINu6b6KC48VG753Xm9MVlzFWqjcZhQCk2DRR0rF7rNT0/ZQmQuQZ3/iiP6X6Sd9wJtKWgQSIJPZF68m5cV00GdWsyEWwqiuGQsWg5h2LV9ssVM3KskyTFBkgBj7XjmTQl1Twve1HfKv5hSSLz54o+U5+HlJ0MDFAAneWYWbJYJdlI5B4DprIYctQalbAn4mIs8YqBP/2SKHmJ/+ywGFTf6JJHuq4LqYrBq4NHCtPh6+3omZasJy5i+iW7c66Riq65UtjrxvN+gZJHrJRCUcLtVmFnYXActxZctfWn58ObOhLzDo3DjVf6gRN5KG2PGcVgcNgWgPLEMb70FQVuZbEcKyo47nxclsVBEDMl9qxrabt4Jd7Jtr8RQMhBRKiCcW6ifff/QRu/OTP8eyJEnoTCp44NIPpmokXru/2hyGGCHGxIa4I+OIbtuA1WwcQlQW8aH033nf3E/jDb2/vKCEJcWEhGNxdviyNNT3EaKFqEJe+2zb0NLkftkOpbqKsz3+9bB1KoTshY6pitGVrjxZqTb0Pc+GGVTk/QJ4o6yhUTdyytgsv3tDd1P8GAD/5zQk8N1GZlRSyLIPbNvT4Qer/7jwOWWBx/cocDk/XEFd5LMtGZgV8AGHVGIY06o/kIrPs8A9NVfG97UcAEObQ+3lKFZHWRPzsmTHsGSvPet2FQhP5WZJFReCaDAuWZyN+LxexaG+O5GWBm1M14g2Uboe4KmC6avgBYkwWOhoOpTVpXqmYh9bAry+p+iye2GGtLMugN6k0yeyuHskgqYo42MatNqWJ2NCXoK+v+Hvkff0Y7RGUBa5JmrlnrIwdR2YIO8EwWNU1W9Z3JlGsmSjrFniOJM2eSUN7Dq0ZvzlWnOWw57oNgw/LdtvOyPTGEPAcO+u+Agjz3U7eCJDr77Kh9KzkPwiGYcBzbNO1kw70xgWxtifeSAY7HPJAWp1VULh0MOkb+CRUcZbByNFCDcMZrcmUZKGISGROYvA1exOKzwh61267geaLwXBGm8WUJTXRd6pth4ph+VJfDwzDQJNIPxvPkeHgrc/ism7ieLEzU5mOSG33ynUB3Zw7yQ0ZtBAASJPwP/58L/7h3r0wbQeqyOHK5Rn84+svhWk7IWsWIgTIB+yfvXgtVnXH8OHv7cRgWsFPnj6B+/ZO4tOv3jSvK1OI8xvBHpd8TIZu2TQInF1N74SYIsxpze/BCygHUmrbwL8rrswait3xPVsq+R4r190miLxsONW2Ig80zxOrmbbfH5aJSChUDaiekUYL9k9WsLYnBtslVezWGDQXk3DpIGErgp81UVnAUEZDsW7i+Ey9LTu1EHAsg9dtG4QmNV5b4FhcN9pgIshIAiJR+tXuceweK3dMlApVc9b5JsOGO5/XoOGCNwwZ9HCC+/3ceBlPHyu2deVsRes+WnbDLt5LjAAym6mE5mQueJ429CUQkfi2lf4gWl0yddOexRIBRGJWqjfME2ILMHY43ZAEzr+WWhnbk8HmgST2jBPmsXV23elCWbcQU5r3SuBYSDxHDUQwiymuGpafOAbx1JEZSDy5pjtZ258M0pqEfRMVaBI/r6SxHW5Z29V0j3vJIEAS3IVc9ycDb0B7JyRUEVpLols1LP8eUwQOfSlllox5WTYyS/2wEIg8i5vX5HHXHL8TJmgXOVzXRaFq4lX/dD92j5UxnFbwd3dsRjoi4ZfPToBjGXBsmJyFCBHEK7f0YzQfxTu/8Sg0icPxYh3v/dZ2/Ox914fFjAsYHMs09Rh4H96Fqtk0oLqTOyBA+ntaLb3nQlBmFYRpOai1mX22EKS0zlbXAse2baQHSFDhBVDBQEoVOWQixNCjnTlFLkqGNBumg8PTRB4VtI4XObbtkOnLhlOomzaeODxzykFx6xDhVjxyYBo7jxZxzUgWV49km8YMeIgrAnro4OZWeM6TnZCPyU3BXXCL+1Oqb1+fi8kL7u9e0xNr6hV00TBEsW3Xvya3Dqf8ID4mC5gqG3jmWKkpwO4k0ZoLY0UdQ+nZe3HjqrzPiK7tiS/JeJKIxPt7+r3tR/yBwSfbD3fNaNZnXL1h5Z0Y05NFf0qZtVcCx2DbcPvxEQDZ63bwHCh1y2mbwJ0sJqn01zMIWizO1c/HQtXw5wl6CD7jaoaN0VwEm2cVKRxsP1SYk51rB9N28OOnT8z5O6HE8SJG3bSw5f/9BJf8xY9xeKqK99y0AstzURSqFrrjCl61NbTPDxGiEzb2J/DD378WG/uJdbYqsBgr1fEX/7kTDzw3udTLC3EGwDBo6jHz5HzOIrzfK4blmw2cCrQ57NfnQlqTmpwpW/HrPRN+L9Nc+N72I35yQEwD6uBYpm0w6EmwZJ7Dmu4YdLuZ+ds/WcUPdxyb9XcylSFeN5r1LdvPBG5d3+0n2wxDmKF2UrTrV+Ywmo+2ncl224YebBlsn0wDwIli3Q9qR/PRWcG9x2jFFWHBx9qTaJYqXr4sTWZcgTCwt9L+MIFj/cA4FyUz21oHLZ8MKoY1Z5DJMgwOTVfnlXK1hYsmxvNU8MJ13f6eLiQ/G0xrs9ihuCL4ph9ruolZxOlGd1yZxXbrloNf7B5vO+R7LgylNfRTd9lTGU1xLkEVGs/eoBRzPqQjneXHQczVo2Y5Lmot13FCFZGJiE3KioVC4Nh5k7qQQbvIcKJYx1/81048cWgGXXEZpm3jVZf24sBUDe+5eSVc152z+hsiRIgGYrKAz75uM77x0EF87L+exks/82us7Irh+eu6UKga2HFkZlbzeojzFzxLeqgaXy/+WRlThHnnBS0E7SywF4LJig51huvo+nj9aG5BDN+VyzO+dK0rLsMF+XxpJ3E8NlPHut44TNvB08eKuLHFvWyIulUuFYKMFQMGx2baH8dcmO/3Nw8kEad26MWaCecsHG87Js60HQymtKbBvicLiWcx2IZBAwj7qQq8f8yLxeaBJGz31JNIAB2HnHfCfIFz6ziLM4mTZb+eOV6EyHGnXTKY1iSfRTvbGEirGKDXW7tZjZ2gijyuXzm3Y6LIsUhHOisLehJK05B2gLBufUn1pO+l+Z7fYYJ2kWCmauJNX34Ijx0sgKXN2ilNwLd+9wriHkSHVobJWYgQiwPDkP6WK5dn8L5vb8eu40W8/gsP4YZVWTx6YBqru2N4/y0r/Ub7EOcvOJZpCgxYptMo3c7IaBIEfumes1GZ7zijDSD9UXFWmFeKFAwuClUTJ4p13LwmP+vvXNeFLLBg0Kjkt/6OYTuYKBtLmqR5UAQO63rjcF0Xu0/BmKQV/QFZ5PFiHd3x2bPWzgZs14UksG17xxaLXEzuGCgvZuxDO/zmeBHpOaS4C4HAsbN6BTs5UgZxzzMnIHDsOVFcUwQOPQll0bFZXBHn7Ik8WSxVcgYQpv6JQwU8b017WeepwLCdRSkhAJKsds8jnT4VhAnaBQrHcfHw/il85f792DNWxr6JChiQD+fbNnTjIy9ei589M4ZsVIbEcyelPw8RIkQDwxkNd7/9Snz9wQP4f//1NH61ZwIvXNeF7riCO7/wIDb0JfCO65fjiuXpsBBygcB2SLA7kFLbOuC1A+kNWbrzb9nunJKnxw5OYzQfRax74QG8ZwbRaskNkCTWm/Ul8SyuG8nOYhDHijoeOziN3jNkELBQBFmuM43W4bVnC5rEo+sUkycPK7uibc/56cBASj3lPfJGAHi4YVUO0QX0w5XqJ9fbeSbAsow/gmIxOFlDnXMZCVXAqu7TLy31sFgpbqFmQLfOXFEpTNAuILgu+eB95ngJr//ig3AcF6btompYGEip+JMXrUZMEbB3nFgov3D93LNlQoQIsTiwLIPfvmIIN67K4f/3w9/gv3cQK/Jb13cjqYn4/W9tx0BKxTd/5/IFVXJDnNvgOQZ10wHTYhgwlwJqqQOn9X3xWcORg3jBuq6OJiGdMJBSMVFu31fnomEHr1sOHtg3iW3L0wjGycG5W0sFF+0NJM5EMSUq80tmllCqWzgwUTktbGW7wdynC1FZOC19ckHMNcw8iLU9MXCLvAcuFuSiZMbeyci7TxUCxy5K2rgYxJT5VQOtsOeZ63aqCBO08xym7eDhfVP44Y5j+MGOY/jd65bh/r2TKNZMJBQBt23oxpuuGsZn7tmDK1ZkEJF4fwJ6iBAhzgz6kir+/nWX4uH9U/jQv+3Afz15DDXTxgvWduGWdXkIHIvvPHoYKU3o6MIV4tyHZbvQJB7luuUbZly5PIPMHL0MS435pGe7jpfQHVcW1d+mW07HQIVjGVy1gpgrMAwpYhiWAyy+fe6MIibzqBoLG1twqvAs6Ody0zxTOFaoYby8dDK18wErcmeOpTnfMVaqIyrz/uyyCwXFmoli3VzUc+/mNXnI/JkrtIQJ2nmI6YqBveNljOSjePe/Pob7907BpJWmz/38OWzqT+Lut1+JX+4ex6UDSSzLRvCpV29a2kWHCHERYutQCv/73mvxn08exYe/9xR++swJGLaDzQNJiByLpCrCcVx8+ifP4iUbezCSDwOD8wmywOHqFRls7E9gvESC3pMx7jiXsG+iAlXkFnUchuWgtIBKsiwQF8fTzYycDlx7lvuNTudsqsXgdFquh7iwsFCy2LTdtuM0zncs9ojOlLzXQ5ignSeomzb+/md7cO+ucew8OgOeZX2L51xMREaT8IlXbkTNsPE4ncmw2LkMIUKEOP1gWQa3b+rFbRt68N9PHcNf/vAZXPfXP4PAsVjXG8frtg1ismLgpX//a2zoS+CVW/rwgnVdZ/zhH+LUEWSHOg13Pt9wMq5vcUU4o83yZwPPTVRgWA7W9My21z/duG1Dz6JdIk8XzqYD4amAYwHr3MvjL3pkoxLGSzpKdWtJ5tudKURl3p9zd67gwtndCwgV3cJjB6dx354J/OQ3J3DtaA4TJR0/2HEMjuuiKyZjNB9FxbDw+88bwRXLMvjsz/ZgWTYCWeBw6Uk0lIYIEeLMgmMZ3LahBy9a1417d43haw8cwL27xrHjyAwG0xp++Uc34JsPHcJX7t+PP/uPp/DC9d1481XDZyVgDBHiVHB0EbI5hmGgnYPFh4QqwLLPDru0VMkZAGzoi8+a8XUu4pqRLKyQ7TvnMFUxsK43Pu/g9/MNpbqFim4tiey4E869p+RFBsNysOt4CY8dnMLusTKiEo//2H4UJ4p1eM8m1x3D8mwEf3rrGuybLEMTeXzgBavw0L4pjOQi4FgGv3fTyNIeSIgQIRYElmVw4+o8blydx5OHC/j+9qP4n6eOYevHfoq+hIyxkoFLBhIYK9axb6KM1d1R/N09e/Cmq4ZOizV2iBCnG4thZfqSypImKJ3Qasd+oTqtSjwH6Qz2zZwuXEjszIWEm1blFz1X7nwAxzKnZT7l6UR4B5wluK6LE0UdzxwvYvuhAl64rgv37Z3E//2vpyHxLCzbheW4EDkWfUkZt2/sxVPHZvD9d16NZ0+U8O+PH8EbrxpCzbAh0yGilw2HTFmIEOczNvQlsKEvgT96wUr822NH8NxEGd9+5DDu3zuJlCbiiUMFSAIxFBFYBpLA4eljRdy+qQfbhtMX5AdliPMP+Zi8YFe3EzN1rAx7LUOEOC+hiOd+cn8yYBlm8U1oZxhhgnaa4bouxks6npuo4LGD0yjVTDgu8G+PHcZE2SDDOgH8zU92IxsRsCofRToi4pL+JN5yzTDe9Y3H8aEXrcKa7hjueWYMAsdgY38CG2k/2YV6c4QIcTFD4Dm85rIBAMDv3zSKxw9OY99kFZ/92R585f79YMDgH36+FwwAgWdx/95JjJd0ZKMS1vXGcPmyNF60vgv52NIP+g1x8aGiW5istLfZb4VhO6ga9nnDkCyFnXiIECHOLkzbWfQctDON8+MJeY7BtB1Mlg3cu2sMe8fLePZ4CSdKOl6ztR/f234U2w8VwHMMbMeF45KZON1xGet7Yxgr6fj0qzfhaKGOYs3Em68exhOHCkhpIhKqiK+/dZv/PjetDu23Q4S42KBJPK4eyeLqEeDObQPQTQeHC1X88Xd3IB+TsXe8jKePlSCwQKFq4J5nxvDjp0/gl8+O46WbevDBf38K3XEZCUVAXBXxhd/egn2TFXxv+1GIHIN33RjKoUOcXqzsii7Kdls9TwqNL9nYc8FKHUOECNHAC9Z1nXPS3wsyQfvir/bhwGQFLgDXBVyQRMl1gQ/cMoqZmoV/fegg3n3TCB7aN4XvPXEUNcMCAwY108aJYh0iz+KS/gRiioAf7jgG23ExWdZR0smcFO+R7bWwChyDT//4WQymVbx6ax8OTdXwlmuGsb43jvv2TuIlG3tg2I4/NyeIjaHbYogQIdqAYRjIIocVuSi+/fYrAZC+1T1jJUQkAfc8M4afPnMC2YiExw9O40P/vgM1wyHD6HkWdcvBij/5IaKyAJ5lIAscDk/XsDwbQX9KhcAx0EQOssiDZxkMpNUFD3MNEcKDwLELHrx+Mi6RS4UwOQsR4uLAuZacAWc5QTNtBz/ccQx106aJE0maAJJEed+D68IF8NC+Kew6XqI/By4bSmF5LoLvPnaYDJSkydfLN/eiWLPwv0+fgOu6KOsWZJ7DcFbD0UINx4t1GJYDWeDw6z3jsB1guqLj8798zjfiEDgGPMugbjp+0vXk4RmIHIOYLEDkGSRVEZcviyEbFZGOiNg8kEJSEzCc1hCfw57T+0AizblnYGNDhAhx0UDkWazpiQMA3njVEN541VDTz23HxeHpKo4WajhRrOPxAwUcLdYwVtQxXTXxv0+fQDoyjaQi4skjBaQ1EQwDHJshkskV2QgknoVI/9efVPG+W1bivr0TmK6YuHVDN763/Qj2jJXx7ptGFhyYhwgRIkSIECEWhrOaLtRNGz9++gR0ywEDMhSPoVwUwwS+pr16haoJTeL93x0r1VEzbUQkHqrA0d9jsH+iCstx0JuQwTDkFSWBQz4mIxMRsVyPgGFI/1YuKiMbkVDWLVI9lngkVRHZqISYIiAi8eR/MnmP82VmSIgQIUIAxI1qMK1hME0kZy+9pK/j79YMGzzHgGUYbD9UQLFuolgzYVgODNuBYTm+cyTLMPAeh7rloLyAwcQhQoQIEeL8QCYiQQwLbucMzmqCFpUFfOaOzWfzLUOECBEiRAcETYcuHUzO+buXL0v7//2qLf1nbE2nE3/7t3+L+++/H4Zh4M///M+xfv36Wb/zyU9+Etu3b8fXvva1JVhhiBAhQpwbSGkiXri+e6mXEYIiTJVDhAgRIsQFhwceeAA7duzAN7/5Tdx111246667Zv3Onj178PDDDy/B6kKECBEiRIjOCBO0ECFChAhxweHBBx/ETTfdBAAYHR3F2NgYarVa0+/85V/+Jf7gD/5gKZYXIkSIECFCdMSCJI62TZwLjx8/fkYXEyJEiBAhLj54ny3eZ83pwPj4OFatWuV/nUqlMDExgf5+Is/87ne/i23btqGnp6ft34efeyFChAgR4kxhvs+9BSVo4+PjAIDXve51p2lZIUKECBEiRDPGx8cxODh4Wl5LEJrHBbiu69umFwoFfP/738cXvvCFjglY+LkXIkSIECHONDp97i0oQVu3bh3+5V/+BdlsFhx37s0KCBEiRIgQ5y9s28b4+DjWrVt32l4zm81icnLS/3pqagqZTAYA6U8bHx/HHXfcAcMwcPDgQXz84x/HH//xH/u/H37uhQgRIkSIM4X5PvcY1/UmkYUIESJEiBAXBp566il8+tOfxj//8z9j586d+MQnPoEvfelLs37v8OHD+NCHPhS6OIYIESJEiHMG4djkECFChAhxwWHdunVYtWoVXvayl4HjOHzsYx/Dd7/7XUSjUdx8881LvbwQIUKECBGiIxbEoIWzZE4Oc+3bS1/6UkSjUf/rT3ziE8jn80uxzHMOc+3b8ePH8f73vx/1eh2rV6/G//2//3cJV3puodO+nThxAu973/v83zt06BD+8A//EC9+8YuXaqnnFOa63r7+9a/j+9//PliWxbp16/Anf/Infh/TxY659u2ee+7BP/zDP4DjONx222248847l3ClJ4eFfO6FAJ599lm84x3vwBvf+EbceeedmJycxAc+8AGUSiV0dXXhE5/4BERRxI9//GN84QtfgK7ruPPOO/GKV7wCtm3jz//8z/Hss88CAP76r//aN3G5mPCpT30KDz74IEzTxNve9jZcdtll4R4uErVaDR/84AcxOTmJarWKd77zndi0aVO4jyeJer2OW2+9Fe985ztx3XXXhfu4FHDnwf333+++5S1vcV3XdXft2uXecccds35n9+7d7qtf/Wr3zjvvnO/lLhrMt2+33377Eqzq3Md8+/aBD3zAfeCBB1zXdd2PfOQj7uHDh8/6Gs9FLOQ+dV3XtSzLfc1rXuOWy+WzubxzFnPtW6lUcq+77jrXNE3XdV33jW98o/vYY48tyTrPNcy1b5Zludddd507OTnpWpblvvrVr3aPHTu2VEs9KSz0frrYUalU3DvvvNP90z/9U/drX/ua67rkGf2DH/zAdV3Xveuuu9y7777bLZVK7k033eQWi0W3Wq26t9xyi1sul93vfOc77oc//GHXdV33nnvucd///vcv2bEsFR566CH3rW99q+u6rjs9Pe1ec8014R6eBP7rv/7L/dznPue6rusePnzYff7znx/u4yngU5/6lPvyl7/c/bd/+7dwH5cI885BC2fJnBzm27dKpbJUSzunMd++7dy5E9u2bQMAfPSjH0Vvb++SrPNcw0LuU4BYi990003QNO1sL/GcxFz7JggCBEFAuVyGZVmo1WpIJBJLuNpzB3Pt2/T0NCKRCFKpFDiOw+bNm3Hfffct5XIXjYXeTxc7RFHE5z//eeRyOf97Dz30EG688UYAwE033YRf/epX2LFjB9avX49oNApFUbB582Y88sgjTft8zTXX4KGHHlqS41hKXHLJJfibv/kbAEAsFoNpmnjggQfCPVwkbr31VrztbW8DQJQ2+Xw+vBZPEnv37sXevXtx/fXXAwjv6aXCvAna+Pg4UqmU/7U3S8bDfLNkLlbMt2+FQgHvfe978drXvhaf/vSn4YZeLQDm3rdisQhN0/Dxj38cr3vd6/DJT34y3DeK+a43D9/+9rfxmte85mwu7ZzGXPsmSRLe8Y534JZbbsHNN9+MTZs2YXh4eKmWek5hrn1LpVKoVCo4cOAADMPAI4880vZaPJex0PvpYgfP85Bluel7lUrF/563b637mU6nZ32f53nYtn1aZ+GdD+B53i+Y3X333bjuuutQq9XCPTxJvPKVr8T73vc+/Nmf/Vl4LZ4k/uqv/gof/OAH/a/DfVwazJugLWSWzBvf+MYzsrjzGXPtGwC8973vxUc+8hF89atfxa5du/CjH/3obC/xnMRc+2YYBnbv3o03vOEN+MpXvoKnn34a99577xKs8tzDfNcbADz66KPo7u5GJBI5m0s7pzHXvpXLZXzuc5/Df//3f+NHP/oRduzYgaeffnoplnnOYa59Y1kWH/vYx/BHf/RHePe7340VK1ZAFMWlWOZJYyH3U4j2CO6dt2+d9rP1+wAu2n3+yU9+gm9/+9v44z/+43APTwF33303PvOZz+AP/uAPmsZjhPu4MPzHf/wHtmzZgr6+Pv974fW4NJg3QVvoLJl3vetd2LlzJz7+8Y+fudWeR5hr3wDgjjvuQCKRgCAIuPbaa/2Gyosdc+1bMplEX18fent7wfM8rrzySuzZs2eplnpOYb7rDQB+8Ytf+DKFEARz7dvevXsxODiIVCoFURSxefNm7Ny5c6mWek5hvuvtyiuvxDe/+U384z/+IwRBOO8UFgu5n0K0h6Zpvhx0YmICuVxu1n62+75hGBAEASw7b1hyweGXv/wlPvvZz+ILX/gCYrFYuIcngR07duDo0aMAgLVr18JxHCiKEu7jInHvvffiRz/6EV71qlfh7rvvxmc/+1lIkhTu4xJg3l279tpr8dOf/hQA6f/p7+/3qc4XvOAF+MEPfoBvf/vb+MxnPoO1a9c2Dfq8mDHXvhUKBbzlLf//9u4YJNEwjuP4D30FG1uddHAShKAWRSJwCEdBEFuiI4SEF0KHXHI1UGhuiVZxFkKQxqAhXgjExUWchEDsRVCQG+5O6C60Ou7e97jvZ3yn//vjeYYfPO/7fNF8PpckPTw8KBwOOzarm6zKzev1KhAIaDAYSJIsy+LI2XercvvBsizW2U9W5RYIBNTv9zWbzSRJ3W5XwWDQqVFdZd16Oz4+1vPzs15eXnR/f694PO7UqJ/ynv2EtyUSiWV27XZbu7u7ikaj6vV6mkwmsm1blmVpe3v7Vc53d3eKxWJOju6IyWSiarWqq6srbW5uSiLDz3h8fNTNzY2kb2XBtm3t7e2R4wddXl6q2Wyq0Wgok8no5OSEHB2y9h407pL5nHW5JRIJZbNZ+Xw+RSIR7e/vOz2yK6zLrVwu6/z8XNPpVOFwePkx6v/uPft0NBq9+pgf63M7PDxULpeTYRja2trSzs6O0yO7wrrcMpmMjo6OtFgsZJrmP/dTmrfeD796enrSxcWFhsOhDMPQ7e2tarWaSqWSrq+vFQqFlEqlZBiGTNPUwcGBPB6PCoWC/H6/ksmkOp2O0um0NjY2VK/XnX6lv67Vamk8Huv09HT5rFqt6uzsjAw/IJvNqlwuK5fLaTabqVKpKBKJqFgskuNvyufz5OiAd92DBgAAAAD48zgYCgAAAAAuQUEDAAAAAJegoAEAAACAS1DQAAAAAMAlKGgAAAAA4BIUNAAAAABwCQoaAAAAALgEBQ0AAAAAXOIrSW3kbgUHthgAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.traceplot(az.from_pymc3(trace=trace4, model=hierarchical_model4));" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\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", "
theta_0theta_1
m
10.3552610.668149
10.4253390.654419
10.4074340.701871
10.3837830.685169
10.4618470.668304
\n", "
" ], "text/plain": [ " theta_0 theta_1\n", "m \n", "1 0.355261 0.668149\n", "1 0.425339 0.654419\n", "1 0.407434 0.701871\n", "1 0.383783 0.685169\n", "1 0.461847 0.668304" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trace4_df = (pm.trace_to_dataframe(trace4)\n", " .set_index('m')[['theta_0', 'theta_1']])\n", "trace4_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 10.6 (lower part)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10,8))\n", "\n", "# Define gridspec\n", "gs = gridspec.GridSpec(3,2)\n", "ax1 = plt.subplot(gs[0,:])\n", "ax2 = plt.subplot(gs[1,0])\n", "ax3 = plt.subplot(gs[1,1])\n", "ax4 = plt.subplot(gs[2,0])\n", "ax5 = plt.subplot(gs[2,1])\n", "\n", "pm.plot_posterior(np.asarray(trace4_df.index), ax=ax1, color=color,\n", " hdi_prob=0.95, kind='hist')\n", "ax1.set_xlabel('m')\n", "ax1.set_title('Model Index')\n", "\n", "for model, theta, ax in zip((0,0,1,1), (0,1,0,1), (ax2, ax3, ax4, ax5)):\n", " pm.plot_posterior(trace4_df.loc[model, 'theta_{}'.format(theta)].values,\n", " ax=ax, color=color, hdi_prob=0.95, kind='hist')\n", " ax.set_title(r'$m = {}$'.format(model), fontdict=font_d)\n", " ax.set_xlim(0,1)\n", " ax.set_xlabel(r'$\\theta_{}$'.format(theta), fontdict=font_d)\n", " \n", "fig.tight_layout();" ] } ], "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": 1 }