{ "cells": [ { "cell_type": "code", "execution_count": 322, "metadata": { "ExecuteTime": { "end_time": "2020-06-29T11:17:43.231859Z", "start_time": "2020-06-29T11:17:43.228477Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.15.2\n" ] } ], "source": [ "# %tensorflow_version 1.x\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from time import time\n", "import tensorflow as tf\n", "# need tensorflow 1.x version\n", "# use tensorflow module to improve matrix caclulation speed\n", "print(tf.__version__)" ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "ExecuteTime": { "end_time": "2020-06-29T06:54:53.795343Z", "start_time": "2020-06-29T06:54:53.792656Z" } }, "outputs": [], "source": [ "plt.rcParams['font.family'] = 'Serif'" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2020-06-30T10:30:41.856735Z", "start_time": "2020-06-30T10:30:41.839763Z" } }, "outputs": [], "source": [ "class KuramotoOsc_tf:\n", " def __init__(self, k, num_osc, t_max, w0=None, theta=None, ext_A1=0, ext_w1=0, ext_A2=0, ext_w2=0, w_r=0, tau_ext=0, tau_lag=0, noise_std=0, dt=0.001):\n", " if w0 is None:\n", " w0 = abs(np.random.normal(loc=1, scale=0, size=[1, num_osc]))\n", " if theta is None:\n", " theta = np.random.normal(loc=0, scale=5, size=[1, num_osc])\n", " self.N = num_osc\n", " self.k = k\n", " self.ext_amp1, self.ext_w1 = ext_A1, ext_w1\n", " self.ext_amp2, self.ext_w2 = ext_A2, ext_w2\n", " self.tau_ext, self.tau_lag = tau_ext, tau_lag\n", " self.w_r = w_r\n", " self.noise_std = noise_std\n", " self.t_max, self.dt = t_max, dt\n", " self.itr_all = int(t_max/dt)\n", " self.w0 = np.array(w0)\n", " self._init_arrays()\n", " self.theta_list[0, :] = theta\n", " self.r_coh[0], self.psi_coh[0] = self.get_coh(0)\n", " \n", " def run_model(self):\n", " # create tensorflow model\n", " theta_tf = tf.placeholder(tf.float32, shape=(1, self.N))\n", " F = tf.placeholder(tf.float32, shape=(1, self.N))\n", " K = tf.placeholder(tf.float32, shape=(1, self.N))\n", " w0_tf = tf.constant(self.w0, dtype=tf.float32)\n", " ## use midpoint method to solve ODE\n", " # Euler 1st\n", " dsin1 = tf.math.sin(tf.subtract(tf.transpose(theta_tf), theta_tf))\n", " df1 = tf.add(tf.add(tf.matmul(K, dsin1), w0_tf), F)\n", " temp_theta = tf.add(theta_tf, tf.multiply(df1, self.dt))\n", " # Euler 2nd\n", " dsin2 = tf.math.sin(tf.subtract(tf.transpose(temp_theta), temp_theta))\n", " df2 = tf.add(tf.add(tf.matmul(K, dsin2), w0_tf), F)\n", " # update theta\n", " theta_next = tf.add(theta_tf, tf.multiply(tf.add(df1, df2), self.dt/2))\n", " \n", " with tf.Session() as sess:\n", " for i in range(self.itr_all):\n", " self.theta_list[i+1, np.newaxis, :] = sess.run(theta_next, feed_dict={theta_tf: self.theta_list[i, np.newaxis, :],\n", " K: self.get_k(i),\n", " F: self.external_drive(i)})\n", " self.theta_list[i+1, :] = np.round(self.theta_list[i+1, :], 10)\n", " self.r_coh[i+1], self.psi_coh[i+1] = self.get_coh(i+1)\n", " \n", " def get_k(self, i):\n", " # calculate K\n", " return self.k /(((self.get_freq(i))**2-self.w_r**2)**2+1) / self.N\n", " \n", " def external_drive(self, i):\n", " # AS and OS\n", " self.phs_as[i, :] = self.ext_w1*self.t[i] + np.random.normal(loc=0, scale=self.noise_std, size=(1, self.N))\n", " self.phs_os[i] = self.ext_w2*(self.t[i] + self.tau_lag + self.tau_ext)\n", " return (self.ext_amp1 * np.sin(self.phs_as[i, np.newaxis, :] - self.theta_list[i, np.newaxis, :])\n", " + self.ext_amp2 * np.sin(self.phs_os[i] - self.theta_list[i, np.newaxis, :]))\n", " \n", " def get_freq(self, i):\n", " return (self.theta_list[i, np.newaxis, :]-self.theta_list[i-1, np.newaxis, :])/self.dt\n", " \n", " def get_coh(self, i):\n", " # calculate r and \\psi\n", " temp = np.average(np.exp(1j * self.theta_list[i, :]))\n", " r = abs(temp)\n", " psi = np.log(temp / r)\n", " return r, psi.imag\n", " \n", " def _init_arrays(self):\n", " self.t = np.arange(0, self.t_max+self.dt/10, self.dt) # t = [0, self.dt]\n", " self.theta_list = np.zeros([self.itr_all+1, self.N]) # save theta\n", " self.phs_as = np.zeros([self.itr_all, self.N])\n", " self.phs_os = np.zeros(self.itr_all)\n", " self.r_coh = np.zeros(self.itr_all+1)\n", " self.psi_coh = np.zeros(self.itr_all+1)\n", " \n", "def show_result(model, title, ymax=1):\n", " # plot result\n", " plt.figure(dpi=150, figsize=(6, 3))\n", " # subplot 211\n", " plt.subplot(211)\n", " plt.plot(model.t, model.r_coh, 'k', lw=0.8)\n", " plt.ylabel('r', fontsize=14)\n", " plt.title(title)\n", " plt.xlim([0, model.t_max])\n", " plt.ylim([0, ymax])\n", " plt.yticks([0, ymax/2, ymax])\n", " # subplot 212\n", " plt.subplot(212)\n", " plt.plot(model.t, model.r_coh * np.sin(model.psi_coh), 'k', lw=0.8)\n", " plt.xlim([0, model.t_max])\n", " plt.ylim([-ymax, ymax])\n", " plt.yticks([-ymax, -ymax/2, 0, ymax/2, ymax])\n", " plt.xlabel('time t', fontsize=14)\n", " plt.ylabel(r'r * sin($\\phi$)', fontsize=14)\n", " # show figure\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results of 'assr', 'out of phase' and 'advanced' condition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cortical response" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2020-07-01T02:40:03.916924Z", "start_time": "2020-07-01T02:40:03.913343Z" } }, "source": [ " printf \n" ] }, { "cell_type": "code", "execution_count": 396, "metadata": { "ExecuteTime": { "end_time": "2020-06-30T09:27:04.775487Z", "start_time": "2020-06-30T09:27:04.771603Z" } }, "outputs": [], "source": [ "# condition\n", "kmax = 0.8 # k_{max}\n", "tmax, dt = 100, 0.01 # t_{max}, \\Delta t\n", "w_r = 2*np.pi/5 # resonance frequency, w_{r}\n", "num_osc = 1000 # the number of oscillations, N\n", "# set initial value\n", "w0 = abs(np.random.normal(loc=w_r, scale=0.5, size=[1, num_osc]))\n", "theta0 = abs(np.random.normal(loc=0, scale=20, size=[1, num_osc]))" ] }, { "cell_type": "code", "execution_count": 397, "metadata": { "ExecuteTime": { "end_time": "2020-06-30T09:27:18.112097Z", "start_time": "2020-06-30T09:27:05.240035Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# with no input\n", "model0 = KuramotoOsc_tf(kmax, num_osc, tmax, dt=dt, w0=w0, theta=theta0, ext_A1=0, ext_A2=0, noise_std=0)\n", "model0.run_model()\n", "show_result(model0, 'with no input', 0.1)" ] }, { "cell_type": "code", "execution_count": 399, "metadata": { "ExecuteTime": { "end_time": "2020-06-30T09:41:35.414721Z", "start_time": "2020-06-30T09:41:35.411286Z" } }, "outputs": [], "source": [ "# amplitudes of AS&OS\n", "A_as = 0.3 # amplitude of the as input\n", "A_os = 0.09 # amplitude of the os input\n", "tau_ext = np.array([0, -np.pi/2, np.pi]) / w_r # (in-phase, advanced, out of phase)\n", "tau_lag = np.pi/(6*w_r) # \\tau_{lag}\n", "noise_std=1.5 # standart deviation of the Gaussian noise" ] }, { "cell_type": "code", "execution_count": 401, "metadata": { "ExecuteTime": { "end_time": "2020-06-30T09:43:29.727794Z", "start_time": "2020-06-30T09:42:50.035768Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ASSR(Auditory Steady State Response) condition, as\n", "model_as = KuramotoOsc_tf(kmax, num_osc, tmax, dt=dt, w0=w0, theta=theta0, ext_A1=A_as, ext_A2=0, ext_w1=w_r, noise_std=noise_std, w_r=w_r)\n", "model_as.run_model()\n", "show_result(model_as, 'ASSR condition', 0.5)\n", "# Advanced condition, adv\n", "model_adv = KuramotoOsc_tf(kmax, num_osc, tmax, dt=dt, w0=w0, theta=theta0, ext_A1=A_as, ext_A2=A_os, ext_w1=w_r, ext_w2=w_r, noise_std=noise_std, w_r=w_r, tau_ext=tau_ext[1], tau_lag=tau_lag)\n", "model_adv.run_model()\n", "show_result(model_adv, 'Advanced condition', 0.8)\n", "# Out of phase condition, out\n", "model_out = KuramotoOsc_tf(kmax, num_osc, tmax, dt=dt, w0=w0, theta=theta0, ext_A1=A_as, ext_A2=A_os, ext_w1=w_r, ext_w2=w_r, noise_std=noise_std, w_r=w_r, tau_ext=tau_ext[2], tau_lag=tau_lag)\n", "model_out.run_model()\n", "show_result(model_out, 'Out of phase condition', 0.8)" ] }, { "cell_type": "code", "execution_count": 225, "metadata": { "ExecuteTime": { "end_time": "2020-06-29T07:46:59.188338Z", "start_time": "2020-06-29T07:46:58.895597Z" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABbgAAAJWCAYAAACateFeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAewgAAHsIBbtB1PgAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xl4FFW6BvD3hBACCYGwmAQSCIsbCkjccAcBxQGRUZxxHUF0FK/L4AiOMyrIzKiIVwcdl6uyuKLCiAi4IQaBARcEQZSdBBKWsBOWAFnO/eP0SVWSXqo76XTX6ff3PHm6OlXdOZ1a+tRXX31HSClBREREREREREREROQ2cZFuABERERERERERERFRKBjgJiIiIiIiIiIiIiJXYoCbiIiIiIiIiIiIiFyJAW4iIiIiIiIiIiIiciUGuImIiIiIiIiIiIjIlRjgJiIiIiIiIiIiIiJXYoCbiIiIiIiIiIiIiFyJAW4iIiIiIiIiIiIiciUGuImIiIiIiIiIiIjIlRjgJiIiIiIiIiIiIiJXYoCbiIiIiIiIiIiIiFyJAW4iIiIiIiIiIiIiciUGuImIiIiIiIiIiIjIlRjgJiIiIiIiIiIiIiJXYoCbiIiIiIiIiIiIiFyJAW4iIiIiIiIiIiIiciUGuImIiIiIiIiIiIjIlRjgJiIiIiIiIiIiIiJXYoCbiIiIiIiIiIiIiFyJAe4oJpR7hRCHhRBSCNErDH/jQiHEe0KIrUKIY0KIAiHEh8H+LSHETUKIr4QQRUKIo0KIDUKIF4UQneu6zUREREREREREREQAA9xRSwjRCcACAC8CSArT33gcwCIA1wCYCeA+ANMBXAUgVwjxjIP3SBRCzAbwLoBTAbwE4EEAPwC4B8BPQojrw9F+IiIiIiIiIiIiim1CShnpNpCNEEIA+B8ATwMoB/ArgJ6e2b2llAvq6O/cDeAVAMcA9JJSfmeb1wMq8J0EYJSU8lk/7/M+gN8D2ADgIinlbtu8PwL4PwAnPG1fUhdtJyIiIiIiIiIiIgKYwR2NxkBlbS8GcCaAL+r6DwghWgOY4Hk60R7cBgAp5QoAOqj9dyFEpo/3uQoquA0A99uD2573eQ3ANwASALwihOD2RkRERERERERERHWGAcfoIwDcIaXsL6UsCNPfeABAsmf6DR/LvAFAAkgE8Gcfy/zN81gA34H41z2P3QBcHVwziYiIiIiIiIiIiHxjgDv6jJVSTgrz3xjiecyXUm70toCUshDAWr28p3RKJSFEGwAXep7Ol75r3cyzTbMWNxEREREREREREdUZBrijjJ9AcZ0QQrSFGgwSAH4KsPgKz2MmgJOrzesNlW3u932klLsAbPc8vdx5S4mIiIiIiIiIiIj8Y4A79pxpmw5UAsU+/4w6eJ8MIURqgGWJiIiIiIiIiIiIHImPdAOo3mXbposCLGufn11tXm3eZ3+A5Sv5GuDSJgHAaQB2AdgNoNzpexMREREREREREREaAGjtmf5ZSnk8ko0JFgPcsaepbfpYgGVLfLyuLt8nkHANtElERERERERERERVnQtgWaQbEQyWKIk9jW3TJwIsa5/fJEzvQ0RERERERERERBQSZnDHHns2dUKAZe3zj4bpfQLJCjC/LYBvAeD7779HRkZGkG9PREREREREREQUu3bs2IHzzjtPP90dybaEggHu2HPINp0YYFl7lvahavPq6n38klIW+psvhKiczsjIQGZmoJLdRERERERERERE5IPrxrdjiZLYk2+bTguwrH1+frV5dfU+RERERERERERERCFhgDv2rLZNByr/YU+H/qUO3meHlHJ/gGWJiIiIiIiIiIiIHGGAO8ZIKbcBWO95elaAxXM8j4UANlSblwtABnofIcRJUHWyAeBr5y0lIiIiIiIiIiIi8o8B7tg03fOYLYTo6G0BIURbAKd5ns6QUkr7fCnldgBLPE8vF/Zi2FX19fJ3iYiIiIiIiIiIiGqNAW7DCCHaCCGWCSH2CCGu97HYCwAOe6bv8LHMcAACwDEA/+tjmX96HtsB6OdjGf3+PwOY7bPhREREREREREREREFigNs89wE4G0BLABO9LSCl3AVglOfpSCHEufb5QojuAEZ7nj4mpSz08T6fAfjA8/QFIUTLau9zB4DeAE4AGCGlrAj+4xARERERERERERF5Fx/pBlBNQohbbE+72ab7CSH0gI1FUsp5Xl5uv2jhq2wIpJSvCiHSADwOIFcI8QbUQJKnAbgTQBKAZ6WUzwZo7jAAyQAGAFghhHgNwG4AlwK4AcARAMOklP8N8D5EREREREREREREQRHVSitTFBBCOFkp30gpe3l5bSaAT6DKhoyQUvqtey2EuBDA/QAuBtAawB4ASwG8JKXMDaLNN0GVNekGFfDeBuALAM9LKTc6fZ9geT5vAQAUFBQgMzMzwCuIiIiIiIiIiIhIKywsRFZWln6a5auaQ7RiBncUklL6zLx28NpCADlBLL8E1mCRIZNSvgfgvdq+DxEREREREREREZFTrMFNRERERERERERERK7EADcRERERERERERERuRID3ERERERERERERETkSgxwExEREREREREREZErMcBNRERERERERERERK7EADcRERERERERERERuRID3ERERERERERERETkSgxwExEREREREREREZErMcBNRERERERERERERK7EADcRERERERERERERuRID3ERERERERERERETkSgxwExEREREREREREZErMcBNRERERERERERERK7EADcRERG50htvvIFmzZrh6quvRmlpaaSbQ0REUaZXr14QQlT5yc/Pj3SziIiIqI4JKWWk20AUMiFEJoACACgoKEBmZmaEW0RERPWla9euWL16NQDgxx9/RE5OToRbVD/y8/MxdepUAMDQoUORnZ0d0fYQEUWrefPmoaioCIsWLcJrr70GAMjLy+Nxk2LKggULsGDBAgDA2LFjI9oWIopehYWFyMrK0k+zpJSFkWxPsOIj3QAiIiKiUNx7770YNWoULrzwQpx55pmRbk69yc/PxxNPPAFAZScyUENE5F2/fv0AAGVlZZUBbqJYs2DBgsp+AwPcRGQqlighIiIiV7rrrrtQXFyMzz//HAkJCZFuDhEREREREUUAA9xERERERERERERE5EoMcBMRERERERERERGRKzHATUREFOPKysoghKjyo+s6f/vttxg8eDDS0tKQmJiIk08+GY888ggOHz4c8H337t2LMWPG4Oyzz0bz5s2RmJiI9u3b45ZbbsHChQtDbu/YsWNrtFcPuqjdcsstNZZZsGABDhw4gNGjR6Nz585ITExE69atce2112LlypVe/5av/8vcuXMxcOBApKeno1GjRmjTpg1uvvlmrFq1qsZ7LFiwoMb7VK+BuXr16oDLTJ06FUII9O7du/J3vXv3rvE6okCklJg/fz7uu+8+5OTkoFmzZmjYsCFat26NPn364LXXXsOJEyd8vv7o0aOYMGECLrjgAqSmpqJhw4Zo1aoVLr30Ujz++ONYsWJFPX4acrvabo8AUFpaiueffx7nnHMOkpOT0axZM/To0QPjx4/H8ePHfb6uV69eNY6h9mO95u17h+MfkFNHjhzBs88+i4suuggtW7ZEo0aN0LZtW1x33XX45JNPaizvbXvTg0Rq//73vwMuM3ToUAghKutvAzX7Nb169QrDJyYiqn9CShnpNhCFTAiRCaAAAAoKCpCZmRnhFhERuY+UEu+++y4A4LXXXsOiRYvQvn17jB8/HqNHj8awYcPQrl07bNiwAS+99BIOHTqESy65BAsWLEBcnPdr5fPmzcPvfvc7HDhwABdffDGuvfZaJCcnY8WKFZgyZQqOHTuGO+64A6+88gri44Mb83rVqlVYtWoV9uzZg5EjRwIApkyZgqFDh1Yus2TJEmzevBlr1qzBk08+CQB4//338fjjj6Nnz564+OKLceTIEbz11ltYsWIFkpKSsHjxYpx11llV/tY777xT4/9y88034/nnn8ewYcPQo0cPFBcX44MPPsD333+P+Ph4TJo0CX/4wx8q36OoqAjz5s0DANx6660AgDFjxlQJYB88eBCzZ8/2u8zmzZuxZMmSKp/pr3/9K04//fQqbb7llluC+n9S7Bk3bhzGjBkDAOjbty+uvPJKJCcnY/369XjzzTexb98+nHvuufjiiy+Qmppa5bVFRUXo1asX1q5di549e+Kaa65B69atsX37dkyfPh0///wzAGDChAl46KGH6v2zkfvUZnsEgAMHDuDKK6/E999/j6SkJAwfPhxdu3bF/v378cEHH0AIgaFDh+Lee+8FAOTl5VUGp+fNm4ft27fjj3/8I06cOIEePXrgwQcfRHJyMgYPHlz5N/T3zqxZszBjxgw8++yz6NSpU5VliLxZsWIFBg0ahMLCQnTv3h033ngjWrVqhV9//RWTJ0/GgQMHMHDgQEybNg3JyckArO3N/n2fm5tbJRi9fv16fP/9936XWbp0KTZt2oSPPvoIM2fOBAC8/fbbVdqXlpZWORgrEcW2wsJCZGVl6adZUsrCSLYnaFJK/vDHtT8AMgFIALKgoEASEVHt3HbbbRKATElJkV26dJE7d+6sMv/LL7+U+rj7/vvve32P77//XiYkJEgA8sEHH6wx/8cff5TJyckSgLzzzjtDbmteXl5lW6ZMmeJ1mdzc3Mpl2rZtK997770q848ePSo7deokAcj+/fv7/Fv6/9KgQQPZtGlTuWLFiirzy8vL5dChQyUAGRcXJ5csWeL1fXRbxowZ4/NvBVrG/plyc3N9vg+RL3/7298kADlu3Lga8/bs2SO7dOkiAcjrr7++xvxbb71VApADBgyQFRUVVeaVl5fLG264IeA2TmRXm+1RSimvuuoqCUA2bdpUrly5sso8fWw+6aSTKo+beXl5Nd5jyJAhEoBs0qSJPHjwoM+25uTkyK5duwb3ASlm5eXlydTUVAlA/u53v5OlpaU15mdkZEgA8sorr6xxTHXyfe9kmTFjxlQuQ0TkS0FBQeWxAkCmjIKYXzA/LFFCRERENRQXF+PBBx9EWlpald/369ev8sq+zji2k1Ji2LBhOHHiBLKzs/H000/XWCYnJwcPP/wwAOD1119Hbm5uGD5BTR06dMCNN95Y5XeNGzfGTTfdBEBl8h07dszve5SXl+Phhx+ukekdFxeHiRMnonnz5qioqMD9999ft40nqmOpqal45JFHavy+ZcuWeO655wAAM2bMQH5+fpX5c+bMAQD079+/RkmcuLi4KrfCEzkV6vY4d+5cfPbZZwCA0aNHo1u3blXmx8XF4YUXXkBpaanfv3/HHXcAUOV3pk2b5nWZn376CcuXL8ftt9/u6DMR3XPPPdi/fz+aNm3q9Y617OxsPPPMMwCAL774oka5NSIici64e4KJiIiiUFlZGXbu3BnpZtSL9PT0oEt6hOrqq6/2+vsuXbqgoKAAa9asqTHvq6++wi+//AIAuOGGG9CwYUOv73HbbbfhscceAwBMnDixSl3pcPH3eQAVvN6wYQO6du3q932qB8m1lJQUDBgwAO+++y6WLVuGlStXonv37rVrNFVRVlGGnYfN39fTk9MRHxe+/fyhhx7Cvffe6/NYct555wFQF6wWLlxYpdZwRUUFAGDhwoWVJR/sTj75ZHz22Wfo3Llz3Tc82pSVAbHw3ZOeDoTxe6c22+Prr79eOe3r2Ny0aVMMGDCgsuSUN/369UO7du2wdetWTJo0CXfddVeNZSZNmoSEhISYKAMVK5s2EL7Ne8OGDZUXXwYMGIAWLVp4XW7IkCG46667cPToUUycOBHDhg2r+8YQEcUABriJiMj1du7caa8XZrT6Gm+gefPmOOmkk7zO0zVQDx48WGPeV199VTl97rnn+nz/rKwspKWloaioCLm5uaioqPBZz7uunHrqqV5/b6/p6u0z2SUlJaFjx44+5+fk5FTWM1+4cCED3HVs5+GdyHre/H29YGQBMlPCt583b968yvPS0lIcPnwY5eXlNZbdvn17leeXXXYZPvnkE0yfPh2DBw/GQw89hIsuuqgym1sIgf79+4et7VFl504gFr57CgqAMH7v1GZ7XLRoEQCgWbNm6NSpk8+/UT2zu7q4uDgMHToU48aNww8//IDVq1fjzDPPrJx//PhxvPfee7jmmmvQqlWrgJ/J7WJl0wbCt3k77Q8lJiaia9eu+O6777By5Urs3r0brVu3rvsGEREZjiVKiIiIqIamTZv6nNeoUSMAKnO+ug0bNlROt23b1u/f0IH64uJi7Nq1K5RmBsXXZ9KfB/D+mey8DXBmZ//MeXl5QbSOqH79+OOPuO2229CuXTskJCSgRYsWaN26deWPVr1sz7/+9S+0a9cOADBr1ixccsklyMrKwj333IMvv/zSa1CSKJBQtseDBw9i3759AIA2bdr4ff9Ax24AuP322ysvtE6aNKnKvJkzZ2Lfvn0YPny4489EsS2U/hAAbNq0KWxtIiIyGTO4iYjI9dLT01FQUBDpZtSL9PT0evk7oWZTHzp0qHK6cePGfpe1zz948GDYP1tdZIg3aNDA7/zExMTKafv/gupGenI6Ckaav6+nJ4d3X3jxxRfxpz/9CRUVFcjJycGoUaOQnZ1dZZ/s16+f19d26NABP//8M1544QVMnjwZeXl52LZtG1555RW88soryMzMxBNPPBEbdYrT01X6p+nCfGwOdXu0H2Ptx15vnJT2at++Pfr06YN58+bh7bffxvjx45GQkABABbyzsrJ87hemiZVNGwjf5l2b/hAREQWPAW4iInK9+Pj4einbQYHZs6QDDdhYUlJSOd2sWbOwtakuBcpOtX9mf1nwob5/rIuPiw9r6Y5YsHr1aowcORIVFRXo378/Pv300xqDRQaSkpKCRx99FI8++iiWL1+Ojz76CNOmTcPmzZtRWFiI4cOHY9euXfjLX/4Spk8RJeLjw1q6IxbUZnsM5vvG6bH1jjvuwLx587B3717MmjUL119/PfLz8zF//nw89thjYS+lFS24addeffWH2G8gIlJi4xuaiIiI6oV9YLnCwkK/y+r5KSkprqk3eeDAAb/zt23bVjndoUOHGvN1BnhpaanX1xcXF9eidUSBffjhh5UBkZEjRwYd3K4uJycH//jHP7Bx40ZMnz69sp7y2LFjeRcDBVSb7bFZs2aVA/fZj73e7N+/39F7Dh48GC1btgRglSmZMmUKAHDwPwpKKP0hAFVqydvvPGC/gYjIPwa4iYiIqM7Yb99etmyZz+UKCgpQVFQEAOjdu3fA0h/R4vDhw35ray9fvrxy+tJLL60xX2dm+QqUr1u3LmAbahuQpNi2c+fOymlfd74cPnzY5+sfffRRfPHFFzV+L4TAkCFDMG7cOABqUD4n2zPFttpuj5dccgkAFeTbuHGjz+V+/vlnR+1JSEjALbfcAgCYN28e8vPzMXXqVFx++eXIzs529B5EANC3b9/KaX/9oWPHjmH16tUAgO7du1e54G/P5ma/gYjIPwa4iYiIqM707dsXXbp0AQC8//77PgdtfOuttyqnH3jggXppW1358MMPvf6+uLgYc+fOBQCcc8456N69e41lTj31VADAmjVrvL7HrFmzAv79Jk2aVE7bM7oWLFiAzp0747HHHgv4HhS7MjIyKqfXrl3rdZkffvjB5+v/+c9/4rXXXvM53z6YWkpKSggtpFhS2+3xjjvuqJyeNm2a12WOHDlSeWx2Qr9nRUUFbrvtNmzdupWDS1LQTjnlFFx11VUAgLlz5/q8i+A///kPjhw5AqBmf6hz586VCQC++g2ffPJJwLb46jeMHz8enTt3xpw5cwK+BxFRtGOAm4iIiOqMEAJTpkxBQkIC8vLy8Mgjj9RY5qeffsL48eMBAHfeeSd69+5d380MWXJyMiZOnFiZbaVVVFTgT3/6Ew4cOIC4uDi88MILXl9/9dVXAwAWL15cI9twzZo1+PjjjwO2oXPnzpV1YLds2VL5+2+//RabNm1CcnJyUJ+JYsv1119fuf2MGTOmRhmR4uJiPPTQQ37fY/bs2Vi6dGmN30sp8eabbwIAevTogVNOOaWOWk2mqu32OHDgwMog4oQJE2pkakspMXLkyKAG7jvzzDNx3nnnAQAWLlyI1NRU/Pa3v3X8eiLt5ZdfRmpqKoqLizFixIga9bK3bt2K0aNHAwCuuOIKDB06tMr8xo0bo0+fPgDUBZzjx49Xmf/OO+9g69atAdthPxbb+w25ubnYtGmTa8rEERH502Ds2LGRbgNRyJ544okUAA8CwIMPPshMISKiEH388cdYtmwZvvrqK2zduhUNGzZEmzZtsGrVKnTr1g2Aul176dKlXpfp1KkTEhISAKgMzvPPPx+zZ89Gbm4uvv76axw8eBCrV6/GpEmTcN999+HIkSMYPnw4Xn755aDLk6xatQrz5s3D8uXLK0slpKWl4eDBgygqKkKnTp0ql/nuu++waNGiynbt2LEDycnJSE1NxebNmzF37lyvy+j3tP9/Vq5ciYyMDDz11FO47rrrsG3bNmzfvh3ffPMNHnzwQcyZMwfx8fGYPHkyBg4c6LXtZ511FqZPn449e/ZgxowZKCkpwaZNm/D+++9j1KhRmDp1KqZOnQoAaNGiBUpLS5GXl4fTTjut8j0aN26MFStWYN26dVi5ciXi4+Mxb948PP3000hISMCrr77qmkE7qf6ddNJJSExMxFdffYVdu3bhzTffxP79+7Fp0ybMnDkTd955J+Li4rBnzx4A1nao963nnnsOJSUlePPNN7F27Vrk5eVhzZo1mDt3Lh544AEsXLgQWVlZ+Pjjj9GqVasIf1qKdrXdHgFgwIAByM3NRV5eHt566y0UFRVh+/btyM3NxciRI7F8+XKMHDkSCxYsAABkZ2dj48aNkFIiPT3dZ9tmz54NQGV0Dxo0KLz/CDJS8+bNccUVV2DOnDlYunQpZs2aheLiYqxduxbTpk3DXXfdhd27d2PAgAGYPn06GjVqVOM9zjjjDLz99tvYuXMnPvvsM5SUlGD16tWYOHEipk2bhqeffhozZswAYPVhjh49WqXkT7t27TBlyhQcPnwYK1euxIkTJzB58mR88MEHOOusszBu3DiWMSEiFBcX4/nnn9dPnx87dqy7ivxLKfnDH9f+AMgEIAHIgoICSUREoWnfvr3Ux9PqP9pll13mc5m8vLwa77l792752GOPyR49esiUlBSZkJAgs7Ky5I033ii/+eabkNs6ZswYn+247LLLAi4zZcoUKaWUU6ZM8bnMmDFjqvzN2267TQKQ7du3l1JKuWTJEjlkyBCZkZEhExISZHp6urzhhhvkypUrA7a/qKhIjhgxQmZlZcmGDRvK9PR0edNNN8lff/1VSilrtKVTp0413mP//v3y7rvvlpmZmTI+Pl5mZGTIQYMGyVWrVoX8f6XYMn/+fDlo0CDZunVrGR8fL5s1ayZ79uwpJ0yYIA8fPuxz3zp06JCcOnWqvOGGG+Spp54qk5KSZIMGDWRqaqq88MIL5dNPPy2Li4sj++HIdULdHrUTJ07I5557Tubk5MikpCSZlJQku3TpIkePHi337dvn9Xj/t7/9zWd7iouLZVJSkgQgly9fHuZPT6Y7fPiwfOaZZ+QFF1wgU1NTZcOGDWVGRoYcPHiw/PjjjwO+fsWKFXLw4MGyZcuWMiEhQXbs2FE+9NBDcv/+/TI3N7fGtj18+PAa7/HLL7/IQYMGyRYtWlS+x4gRI+Tu3bvD8ZGJyIUKCgrsx5JMGQUxv2B+hFRBQiJXEkJkAigA1IBlvganISIiqo2hQ4fizTffRPv27ZGfnx/p5hAREREREdWZwsJCZGVl6adZUsrCSLYnWKzBHaWEEK2EEH8XQqwWQhwWQuwTQiwVQtwvhEio5XvLEH4Ge3mfoUG8fkht2kxERERERERERERUHQPcUUgIcR6AVQAeBbAdwMMAngSQDGAigG+FEG3quVlF9fz3iIiIiIiIiIiIiPyKj3QDqCohRDsAcwC0BvAvKeVI27wXAXwGoDeAT4QQF0kpj3t/p4A+BvBIgGVyALwLYJ2Ucqmf5foC2BbgvQLNJyIiIiIiIiIiIgoKA9zRZwJUcHsrgL/YZ0gpjwsh7gSwDsDZAO4F8L8h/p2DUsq1/hYQQjzomXwtwHttklLmh9gOIiKiqPXOO+8AADZv3gwAOHLkSOXv+vXrh7S0tIi1jYiIiIiIiBjgjipCiJMBXO95+pa37Gwp5SYhRC5U1vTDQoiJUsqyIP/UNwACBbeTAdwI4DiAN4N8fyIiIiPceuutVZ7v2bOn8ne5ubkMcBMREREREUUYA9zRZQgA4Zn+ys9y86AC3K0B9AqwbA1Syl4OFrsJqub3e1LKvcG8PxERkSmklJFuAhEREREREfnBQSajy+W26Z/8LLfCx2vq0h89j/8XzIuEEI2FEI3C0B4iIiIiIiIiIiKiKhjgji5neh4PSSkP+lmuwDZ9Rl03QgjRA6rG91op5UIHLxkohPhSCLELwFEAx4QQu4UQM4QQveu6fUREREREREREREQAS5REDU/Wc7rnaVGAxe3zs8PQnLs8j4EGl9ReBJAL4DGo4HtLAIMBXAfgOiHEGwDukVKWBtsQIURmgEXSA8wnIiIiIiIiIiIiQzHAHT2a2qaPBVi2xMfrak0IkQRVf/s4gLccvmyUlPLZar97WwhxO4BJAO7wvN+9ITSpIPAiREREREREREREFItYoiR6NLZNnwiwrH1+kzpux41QQfMZDgaXnAGgnZfgNgBASjkZwBzP03uEEGfVXTOJiIiIiIiIiIgo1jGDO3rYs7ITAixrn3+0jtuhB5cMWJ5ESnkYwOEAi00CMBCAADAMwANBticrwPx0AD8E+Z5ERERERERERERkAAa4o8ch23RigGXt2d6HfC4VJE+G9blwPrikE8ts0xcG+2IpZaG/+UKIoBtEREREREREREREZmCJkighpTwOYKfnaVqAxe3z8+uwGXpwyf+rw/fcZZvmgJBERERERERERERUZxjgji6rPY9NhRDN/CyXaZv+pS7+sG1wyWNwPrikE/ZtrLwO35eIiIiIiIiIiIhiHAPc0eVr27RQreTyAAAgAElEQVS/ARlzfLymNm4AkAI1uOS+QAsLIdoLIR51MHCkPWt7R20aSERERERERERERGTHAHd0mQFAeqb7+Fmur+dxD4AFdfS3HQ8u6dEBwN8B9A+wXE/b9OJgG0VERERERERERETkCwPcUURKuQHAdM/TW4UQCdWXEUJ0BHC55+l4KWVZtflthBDLhBB7hBDXO/m7QohuAM4DsEZKuSjIZl8VYP7dnscKAJOCfG8iIiIiIiIiIiIinxjgjj6jAOwGkA3gSfsMIUQjqAzrBgB+BPBvL6+/D8DZAFoCmOjwb+rBJZ1mb9tdKoR4wNsMIcTjAC7zPB0vpVwbwvsTEREREREREREReRUf6QZQVVLKrUKIqwHMBPBnIcSZAD4B0BjAbQC6AvgJwCAp5TEvb2G/aCEC/T0hRBMANyP4wSV3QdXUzgDwLyHEdQDmeH5/EoBrAZwPVXJlPIBHg3hvIiIiIiIiIiIiooAY4I5CUsrvPGVD/gTgtwCeAVAKYL3nd69IKU/4ePmLAPoBaAfgfgd/7vcAmgF4x8ngkrY2/iqEaAdVg3sggHMBPAKgKYAjALZ42vKqlPJXp+9LRERERERERERE5JSQUgZeiihKCSEyARQAQEFBATIzMyPcIiIiIiIiIiIiIvcoLCxEVlaWfpolpSyMZHuCxRrcRERERERERERERORKDHATERERERERERERkSsxwE1ERERERERERERErsQANxERERERERERERG5EgPcRERERERERERERORKDHATERERERERERERkSsxwE1ERERERERERERErsQANxERERERERERERG5EgPcRERERERERERERORKDHATERERERERERERkSsxwE1ERERERERERERErsQANxERERERERERERG5EgPcRERERERERERERORKDHATERERERERERERkSsxwE1ERERERERERERErsQANxERERERERERERG5EgPcRERERERERERERORKDHATERERERERERERkSsxwE1ERERERERERERErsQANxERERERERERERG5EgPcRERERERERERERORKDHATERERERFRdFq/Hrj9duCBB4ADByLdGiIiIopCDHATERGZqqwM+J//AZKSgD59gKKiSLeIiKj23nkHyMgATjsNWLo00q2hcNqxA7jsMmDKFOCFF4CrrwbKyyPdKgqnEyeAxYvVuicyWWkpsH9/pFtBZAwGuImIiEz13HPAyy8DR48CX38NDB0KSBnpVtWfigqgpCTSrSCiuvTDD+pYtnMnsG4dMHgwsG9fpFtF4TJunFrX2uLFwNtvR649FF67dwM9egCXXAJ06gTMnx/pFlG4SQl89hnw1FPAxo2Rbk39+fZboH17oEULYPhw1WclolphgJuIiMhEhw8DTz+tps86Sz1+/rkKDsSCZcuADh2A5GR1W3usBPYXLADOOAPo3BmYMyfSrSGqe48/rjJ427QBmjQBdu0CXn010q2icDhyxApmv/IKcNttavrFFyPXJgqvkSOBX39V0yUlap0fPRrZNlF4PfUU8JvfAH/9K3DOOcDatZFuUfgdPQoMGWLdpTB5sjrGxYr9+3lhmsKCAW4iIiITzZihOpBJSSp7+5JL1O+nTIlsu+rDoUPAddcBW7eqjJgXXoiNANj27Sqb9ddfgU2b1MnT+vWRbhVR3dmwQV2oA9SxbORINf3SSyxbYaKPP1ZB7saNgZtvBu69V/1++fLYyvSMFfn5wHvvqeknn1Trfds24M03I9osCqO8PGDMGOv5wYPWfm6yqVPVtt24MdCrl/rdk0+q8jyme/ppoHVr4KST1J2mseDYMeCmm4BGjVgyMswY4CYiIvMdOQLccw9w6aXAW29FujX146OP1OPgwUBqKjBsmHo+fTpw/Hjk2lUfXn1VBbeTkoDLL1e/GzfO/M89YYI6OWzeXGW3Hj+uPjeRKWbMUI8dOwJ9+wJ3362eb9+ubvc23RdfAFdeCYwYERt1W2fNUo+DBgFNmwJnnw1kZanf8Q4V87zxhrrbqn174OGHgT/8Qf0+VgLckyYB/furgG9paaRbUz8mTFDjxXTsqI5vgCpLs2pVZNsVbpMmqcdhw4B33wUaNlTfY599Ftl2hds33wCPPKIuSJeXA3/+M5CbG+lWhd+jjwLTpqkLGF9/Ddx6a+zcWVrPGOAmIiKzSQnceKO69W/RInW76/TpkW5VeB09Cnz5pZr+7W/V4+DBQFycKl1i8qBsUqq644DKAnrvPXXisHOn2ScOJSUqIwgAxo4Fnn1WTX/wgSrhQGaaNQu4/3510hgL5s5Vj9dco45nmZnAueeq3338ceTaVR9WrgQGDlTH9ldfBX73O7NrtkqpSi4BKqgPAEKo/wFg9vE8Vs2cqR6HDVP7ty5J8913KrvbZG+9BdxxhwryjhunAn+mKy1VfRRAfd5+/YBu3dTzyZMj165w27xZ3YUCqG28TRt1wRawLuqZ6okn1OP55wM9e6rpsWMj1px6sWMHMHGimtZJN/PmAQsXRq5NBmOAm4iIzDZ/PjB7tprOyFCPo0aZfTv7Dz+o7N24OHXCAKgs7nPOUdPz5kWubeH244/WifCddwJpaSojCrBufTbR7NnAgQNAYqLKehsyRK3zsrLYyHT87jvgwgvVNq6DYqZ7/XV14erFF4Hevc1fz/v2WRfnBgywfj9okHrUF/VMNXq02p/jPKdvX31lfbeZ6Jdf1ICDgNq+NR0gWLrU7O9x7dgx6/9gssJCq/a2vojRs6f6DgfU9m6qkhKV1QqoOxUAVXZpzZrItak+5Oaq43pcnOqzCGFl7c+aZW6G6yefqMesLOsC7eDB6nH2bHMvXG7damVrP/mkNU7QwoUq6G+qt99W391paerCrP4+e+mlyLbLUAxwExHFmpkzVX3iCRNi4+RQ117u21edEMfFAVu2AJ9+Gtl2hdOSJeqxWzcgJcX6vQ52mxwA1Nkv3boBnTqp6RtuUI+ff27ubb86m/HKK1Vgu2FDKwhochAMULf1/uY3av/+8UcVHNmwIdKtCq+9e1XAU5MSuOsuFQwz1X//q078Gze2xhQArJPFn382t2zH5s1WAP/TT61giL5bxUT6roTsbPWjXXihejx0SAXBTfbFF0B6uqpVe8stKkhiKr19t2oF9OihpoWwMltNvjA/c6b6HktMVEH+009XxzrTA2C6v9arl9rGAeDqq9Vjfj6wenUkWhV++th25ZVqGweAq65Sj3v2WBd6TPPhh+qxbVu1zi+5RA0GD6jyHabSyTW33gokJKjkG0B9l3MA3TrHADcRUSx57z3g2mtVfebRo4G//S3SLQqvw4et4N5dd6m6jr/5jXqub4s0kQ5w60CAdsEF6nHFCnMDvfokWJ8kAcAVV6jHQ4dUdrtppLSCA/pWfsDKXP/mG3MzggDgmWdUFljz5mrgoiNHqg5aZaJJk1TGfosWKgjQqJEKkLz9dqRbFj7ffacezz5bnSRq55yjAkNSqiC4iXTt8exsdaHyrrvU8/nzVUDERMuWqcfq32Nt2lgBb/1dZ6KiIlVe7eBB9fzdd1Vigql00K9PH+suBcAKcM+fb25Grz5uDx6syi79z/+o59OmmX1RQydb6L4KAJxyCtC5s5qeP7/emxR2UgKLF6tp+4XarCzruGZq6QqdiHHttWofj4tTCVf2eabZsUOVFwPUXQqASj5JSFB9VZMv3EUIA9xERLGipAQYOVJN6+DAs8+anek4f74a0KNRIyuwrWtSf/qpmScOUlon/RddVHWevhWypMTMzLejR1UGLwBcdpn1e3tG2Ndf13+7wm3jRhXcBKwsfcD6H+zfb24m1KFDamAyQNUtfeEFNf3BB+aOUi+lVW99+HDgjDNUZhBg9iC6ehBJXbdTa9RI1fMEzA146vIzeiyFPn3UnRrl5eaWptE1anNyas7TQW+TBxb93/9Vx+7WrVWgG1C39BcXR7Zd4fL99+pRX4jXLr1UPe7dC2zaVL9tqg+HDlnlV26+WT3qoJ+9LJNpdu+2MpX1Otb0cxMvWK5da12UtAe47c9NDHCXlFjr095P1Rc3li418w4svW/by0SmpFj9cxPPSSKMAW4iolgxY4YabC4xEcjLU1kS5eVq8EVT6TIkvXsDTZqo6QED1C2B+/dbGYEm2bJFnRQBVtBHO+kklcUOWCeTJvnhB6tGbfUg2MUXq0cTAyJ6O27d2irLAqhMsI4d1bSJJ0yAyvo5ckSVrRg2TAUGWrZUGeumDia7dq1Vm1XXK73lFvW4eDGwbVtk2hVOFRXW3RfVj2uAyuoG1N0pptm3zwoM6NrEDRuqIDdg1TQ1ybFj1kVYbwFufcHy55/rr0316fhxYMoUNT1qlCq1lpysgtsffRTZtoXDwYPquAYA551XdV6HDupOFcDMO7C++Ub1Wxo1svbp9HTr/2DqBaxFi9RjUlLNfVwnZ/z3v+Zl7ev+WkZG1dJLgHVxRydqmGTJEnVca9CgagLKxRer89KKCiuz3SQ6Q7tPH/XZNV1azeSSkRHCADcRUazQI5Jff726xffuu9Xzt982txa3vr3RfvtjWhrQtaua1h1sk+hM3aQkq7adnQ4ErVpVf22qLzoI1L27NVCTpoNi335r7gnT+edb9Rw1Heg38YQJsII9/furAFDDhlb229y5kWtXOOkTpvbtVfY2oDK/dBDIxNu616+3Mle9Bbh1wNPEAHeg2uO5ueYd01atsvolet3a6e/wX34x806szz9XWZ4NGwJDh6qMv2uvVfPeeSeiTQsLXY4mPh4466yq84SwMh/1cibRGZ4XXaT2cU2XGzP14rTut/TsqbZzO32Hxo4d1qDhptDlKnJyavbX9La/caPK7DeJvhB73nlVxwZq1Mjav01MOtJJNfagPqBqkAPqu04nJVGdYIA7SgkhWgkh/i6EWC2EOCyE2CeEWCqEuF8IkRD4Hfy+d7YQQjr8+beD94sXQowQQvxXCLHX095fhRBPCSHSa9NWIqoj+/dbnWSd6acH3tuzx8xOxe7d1u2sOntX00ECkwPcZ5xRtY6lduaZVZczib6Vt3rNVsAK9Jp4m7Pef6tnvgFWcOinn+qvPfWlosIKDlxzjfV7XXN90SJVosg0OsDdr591ghwXB1x+uZrW/xOT6EzdFi3UnQnV6QzAoiIVFDGJPkE+99yqtcd1gLugQN25YxJ9oaJDB1Vbv7pu3dTj8eMqGGQafXGub191Zw5gla/IzVX1902iy9F07Vo1yKvp8momZnDrwJ/O3tZ0FvOPP6ryDqbR+7i3OzROPdXa7/W2YQod4O7evea8bt2s73TTklD0xanqpRMBq39u2h2WBw5YZUD1MUw7+2zrwo6pCSgRwgB3FBJCnAdgFYBHAWwH8DCAJwEkA5gI4FshRJvItdAihGgFYDGAlwG0ADAewGgAeQD+AmCVEOJS3+9ARPXiyy9VMCgpybqKnJFhZfOamOmoS3AkJlonw5oOcOvMOJPowLUOZFdnD3CblvWng7h6u7br2FHVwLMvZ4Ljx63P4y2zVWcE/fKLecHedevUBQuganZMr17qJPHIEfMCIuXl1mBsevA1zeSSFbpcxRln1Mx6A1RARAfGTMvi9lV7/NRTrUw404JAugRP9e9uLT1dlSICzAsESWkNuHbVVdbvL7vMupVfHwNMoWsx++q36CDoypVm9VuOHrWObdUDfz17qmNdaal5metSWsdpb3doCGHt+ybt31L6D3AnJanykYBZ/dRA61v3Xb//3qw7iu13plRf3wkJ1p1IDHDXKQa4o4wQoh2AOQAyAPxLSnmFlPIlKeWzAM4BkAugB4BPhBCNavnn/grg9AA/f/fT1ngAMwGcD2AJgBwp5TNSypellAMAPAWgNYBZQoiTa9lWoronparzGAt0Rl+fPup2ME2fPJk4irPOas3JqXn7o+5MHTyo6pGbxGmAe+9eswbh27cPKCxU095OHOwnTPoEwwTr16sTYMB7JpQOcJeWmjewqL4DIzPTqi0PqMCX/tym1Tdcv966dbl6QETfuVBYaF4Wsw6A6ZIs1TVoAHTpUnVZE5SXWxdrqwe44+Ksfd60E2Rdj/nUU73PNzUABqjPrr/L7AHuRo2su9FMK0OkL2jofbg63W8pLjZrjIGVK9U+LkTNwF+zZlYAzLTBc7dtswZa9BbwBKx+nEn9tcJCqxxF9VI8mv69SQHuHTvUGFCA9/Wt7z48dMisO3J0gkW3buriZHU6Gce07+8IY4A7+kyACgpvhcqAriSlPA7gTgDlAM4GcG8t/9YOKeXaAD/+oh93ArgYgARwp5Sy+v1TYwBsBNAcwHO1bCtR3SooUCeLjRurLLjduyPdovDSwd7qpTp01uOKFSqTxCT6yrm3sg3t21u3P5qU7VdWZp0o+gpwd+5s3eZu0gBd+iQoPt73SbI+YTIpIKKDeSedBLRqVXN+q1ZWSQeTtnXAGpDo4ot91x43LfNNnzClpQFt21ad16WLNZiuaZnr+uKMr30bAE47TT3q4KgJNm8GDh9W07pOqZ2pAe5169SjXqfe6IsdJq1vwBpLom1b9X1tp8vS6GVMIKX1PXb66d6X6dTJSs4w6UKt/n6y341hp8samBTsBKy+SJMmwMk+cuBMvICl+9xNmlQdENxOf26Tygja17fOULfLylIXdACz9m+97XpLPgGsALdp/dQIY4A7iniynK/3PH3LE9CuQkq5CSqLGwAe9mRR1zshhADwiOfpf6WUNdJlpJSlAKZ6ng4UQnhJqSOKgPJyYMgQKytq/nxV29Ck2x7tDh+2OgzVSxicf77KAisrs/4fptCdQ1/ZvCZmSWzaZJWh8JXp2LCh1cE0KTCgA9ynneY9UwIwM4PbSeBPf26TMlsBq3SDt5qOOhhoWuBPnwide27NoH58vHXCZFKA+8QJlbkO+D6uAWYGuPX+nZLivfa4PQPMlD5MSYlVU9xXBjdgfY/pbcMUeiyJCy6oOU/34VatMucOxO3brbtSfAW4GzSw5pkU+LMfz73R/VST+iyAFfDs3l2tW2903z0vzxpg2O30hbtTT/X9ufUxz6Tjml7f3bp5/9xCWEk5JiXeBLrzTGez5+ebs41HAQa4o8sQAPpsxd8IQbqWQGsAvcLZID96AsjyTDtpK2AF74kia8YMFcyNiwNGjlS/mzfPzIG5AHXiW1GhOhXVaxM3bWp1Ik26BfLgQZWlD1i3eFanTxxMymrVg5kkJ6sa677ojBm9vAn81TXU9LwtW9Q2YgLdgfYX4NYnTPrkygRHjli3snrLjtHHuoIC69ZYE+jAtbdsXsAKlJh0wXLjRnURFoi9ALd90GBvtcf1MW3PHuuWf7fbsMEK1jsJcG/YYNZYGv4C3Pq4VlZmTtBTf4clJKixMnzR+75JGZ66dr6vDE+9f69bZ9ZdlvpOQ1/9c6DqMc+Uixo6aO0rax2wjnn79plzTNf7uL/1reeZsq7Lyqw+t6/+uf2Cnkn9lghjgDu6XG6b9pdSaI/GXO5zqSAIIeKFEElBvMRpW1cC0L3OOmkrUa29+KJ6/P3vgeeeA664Qj1/4YXItSmcdHmSM89UA5hUpwMiJgV69QmQEL4zgvSVc5M+96ZN6rFzZ+/BEM3EALfuHDoJgAHmZMc4yeA2MSPol1+sIJi3cjxduli3tJuSxV1RYQW1vA2kCliBb5MGHdTbeIsWqhSPL3r/3rvXnMCAfXBNbzp3VhfrASto5Hb6WN66tTWQpDc6wH3smFWz2u2Ki6316C3A3by59f1tym3t+vOecoq6C8UXfZw3JcBtD4D5Kimn776qqDAn8AdYfRF/F7CaNAHatVPTpvRV9efwVqZD69TJ6r+b0mfTx3R/JadMy+DevFkNAg/47p83barKswDmfH9HAQa4o4v+djskpfSXWlZgm/ZzJh/QGUKI94QQWwEcA3BYCHFECDFfCDEsQPkT+zdxga+FPGVWdHHj2rSVqG5s2WLVLhwxQj3ec496/Pxzc06K7fzVogasQK9JpTp0B6lTJ6smbXU6W2DHDnOyeXVGq6/afpo9880UTk6YkpOtusUmZDOfOGGtQ3+Bff0/2bzZGpDS7XSgt0MH77VLGzY0L+NvyxZVvgHwHRDRx7U9e8zJXNf79umn+79wZw/2mrB/A9a262t9N2pkHe9NOUG238bvT7t21ngSpgSCdN9FCN93I5lWfinQAJOaDo6tW2dGOR7797GvRIxmzdR3HGBO4E9Ka3/1F+i1zzdl/3aSwd24sTVotgnfY/b17e+Yrr/jNmwwo/ySzlpPSak5XoqdiYNjRxgD3FFCCNEIQLrnqb+BHavPz67Fn30IarDKfwP4LVQJkUkALgQwGcAiIYSve9ztf9dpe1OEEKkht5aoLnz4oXrMzLTqtl51lcqKKSsDPvsscm0LF32C7OtkSZfq2LjRqoPodjrTxVdQAKjawTShEwlUzeD2R3/2/HyrZreb7dljjUwf6ITJpGzmDRvUmAKAswzusjJ1Um0CPXiPznDzRgcNTAn86c9hz2yrzp4FaUrGn95mA124S0y0gkEmrPPSUmd3ppi2nTsNcDdoYG0TJhzPgeAuzpty4c5JVitg9WsOHrS+791M769NmwJt2vhezh7YN8GOHdbAuYHWuUl3G5aUWKUTnQb2TVjn27apknKA/2O67sNWVFjnMm5mLx/o78K8ad/fUYAB7ujR1DYd6LJViY/XBes/ALpJKZ+RUs6WUs6QUt4PFeAuhqqzPdsTfI9Ie4UQmf5+YF0UIHLm88/V43XXWZleCQlA375V55uitNQ68fMVAOvWzfpfmFLTUQcF/AX97Nm8ppwc605hoECQPmkoL1cD+LidXn9CBA7um5QRpLfzFi3U7fy+pKerk2jAjM8NWAFufzXX9YmDKbUN9QnQqadax+zqEhKsk0hTAmA6wO2vPq+mj20mnCBv2mRleMZSgFuv70DHcsD6rjPhewywAtz+LtzpbeHXX82oPe70ApZ9/zdh/9b7a6A7U0wbQ0P3QRo0sC5I+mJSf03fYQn4z+AGzErE0Nttw4ZAdrbv5Vq1su7Gs/+v3MrJ+Dj2+czgrjMMcEePxrbpQOl09vk+Lu/7VQigA4AbPSVEqpBSrgAwzvP0bAB3e3mP+mpvQYCfH4J8P4plx45Z5Ul0QFvr3189fvGFlRFpAvvgXL6+ZJs0sTpbpmT8Oc0IMunEwR6sDnSimJ6uAvyAGZkx+iSgfXuVxemPSevcac11IczKCJLSuhjnLxCkM9/WrDHjlnZ7QMQffeeKKcfzYALcOmCSnx+25tQbfZKfnKyO2b6YdiFHr7tAwS/ACpiYsL4BK8AdaPA9QGXBbt0a/jaFU1mZ9RkCre8mTaykBBMCYE5Ls5jUZwGs/lrHjiro6Y89g9vt3+G6r92ihf+xBQCzLtzp7fbkk/3X2BfCWt8m7N/6MwQ6D9Xf33l5Vgk6qhUGuKOHfYtOCLCsfX7QQypLKcuklPlSSn+FOKcA0N8kt3uZX2/tJaozS5aoAR8aNAAuvbTqPD3Q5N695mS9AdYVYaeDc5lwgnz8uHXC5DSb14QTh4ICK9sv0OcWwqxAkF5/gTqS9mVMOGEKJvBnUkaQvW6+vzJE+sRh/34z6lE7DXCblBF04oR1W7eT7VwHPE0IDNj3b38XsPT399at1q3/blVSovZvwH+2n6Zr1W7ZErYm1RspnQW4O3RQdXoB9/dXCwqspBIn+7fu25gQANPH50DHc/3dbb+jw82c1GPWdH/t6FFg+/bwtak+6AB3oOxtwKwLd/q80sn6Nmn/dnpniv6/VFSY0W+JAgxwRw974dsA6WdVsqfDUjBXSrkPgC7U2VUIkVxtkfpqb1aAn3ODfD+KZYsXq8ecnJqDkmVlWSMZf/dd/bYrnJzWADOpxl9enhW4DBToNSnop7N5ExL8D2iimRQYcDpgEWCdRB85Auze7X/ZaOe0Aw1YFzRMWN/6RLFBA/9Bkc6d1TKA+8s3SOk8IGLSILJbtljH81jL4HZacsp+3HP7CbI9IznWMri3bQMOHFDT/gLccXHWRSy3B7j19tqwof861JopATAprf627n/7Yh9Dw+37NxBcfy0728r6dfv3mdPjOWAd1w4csI4JbuV0TAXAnP370CHr/CJQv6VVK6uEoClj5EQYA9xRwlMqZKfnaVqAxe3z88PSIEWnOwnUbJP97zptb7GUcn8wDZBSFvr7gfU/Iwps2TL1eP753uf37Kkev/22ftpTH5wGREzK4Nad4ORk/1nrQNUAt9trWerOc4cOVlDPn1gNcOvPDbj/ZDGYDG6TAkF6H8/O9n+Lc0KCdcLk9gB3UZF1ohvolnadIVZUBBQXh7dd4aa38cRE/2U6NL2dFxW5/3ZfpwGR1FSgWTM17fYTZH1MbtLE/7gCmj6e796tsjzdTPe/EhICr3N9DHD7cU1vr9nZzvotpgTA9u61BnUPlIiRkWGVlDMhCSWYO+7i460LXW5PRNEX75zcmWJfxu19dL2PO8lcN2X/tp9bBOqfC2Et4/bv7yjBAHd00cUSmwohmvlZLtM2Hc5L9/bto3pRYnthxyxfb+AZoFL3UF2eZkCupwPc55zjfb7JAW6nNf62bHF/UEB3jE4+2X/WOmB1sEtKgMLC8LYr3HTn2R7A9ceUALeUViDISQe6cWMrUObmYG9ZmbXugglwb9ni/os5wdzqa8qgg/q4FhfnfBBZ++vcymmZDs0eGHDz/g0EdwFLL+P2i3Z6nWVnB7++3f5dpvfVjh0DB3tNqVWrt1cn2fqAmQGwQAFPIcy529BehsFJJjNgrXO3H9v08aldu8DLNmumLlwC7v4eq6iwPreTwL4+rm3dqspNupX+7k5NBZo3D7y8/v52ez81SjDAHV2+tk2f5We5HB+vcUQI8agQ4hoHi+pUmQpY2dze/q6/tnaHtZ0F3VaiOj7tidMAACAASURBVLN9u1XX0VeAW2d2r1mjyhe4nZRWZ9jpLZBSuv82QH3iEygrBqh6+6PbT5h0ndosn9ccqzIlwL17t3VRxulJsl7OzSdMhYXWALLBBLiPH1fZrW4WTIDblMCfPmHKylIZnv6kpFh3r7j9eB5MkBdQt/smJalptwcGQilB5PYMML2fOgmGAGp9N/GMX+/m9Q2EduHO7f2WYPdvvZ27PWNff+70dGv79ceUQQd37LDqiDvtr+m+qpv3bymtvrbTJBQT7rqzr28nx3R93ub2etQ6UO30uKb3b7d/f0cJBrijywxYAzv28bNcX8/jHgALQvg7fwcwwt8CQogMAPoIvFxKWb0X8S0Ane7opK0AMD2YRhLVqR9/VI9NmvgO9uqah1K6v64hAOzcCRw7pqYDnSC3aGHdDuz2MiX6JNFJgLtBAyubwu2B3mAD3PZb+fV24kb2zr+TzBjAjAB3sDXXs7KsjEg3nzABoQW43X7iEGymo/7fuD3AHeznFsKMgSa3b7cy2JwEuE25kKOPTcGsb1Mu1gbTd9HL7Nzp7oFFg92/7d/x9nrtbhNsYN+EYxpg7aNCBN9XdfP+vWePlYgRSwFu+/rOzPS/LKAuzOtyPG6+eBfs/m1KPzVKMMAdRaSUG2AFgW8VQtRI0RFCdARwuefpeCllWbX5bYQQy4QQe4QQ1/v5cxcKIVL8zL/bNv2al7ZKAE96nl4shKgRMRRCxAMY6nk6V0q50s/fIwovXZ4kJ8f3rZ8pKVaHQo9k72b6i9J+AuiPzuJ2e40/3RkM9sTBzZ1nwDrZCzaD2/5aN9LrOy1NlR9xwoQAd7C1Sxs1sgbxcvMJU0VF1TJEgdgzW/VghW4U7AmTKQFufeHO6cUrwIzAgF7f9ouw/sRqBrd9WTevbyC445r9ooebA0HBBrhbtVL1+AF391tCzVx3c58FsPbRNm0C34mkmZDBbd9WnX6XmXBRQ6+ztm2drW8hzChDVJsAt5v7qVGCAe7oMwrAbgDZsALIACrrWb8GoAGAHwH828vr7wNwNoCWACb6+TtNAbzmI4h+BYCHPU8XApji4z1eB7AYahDK14UQ1SMLYwGcDOAAgJF+2kIUfjoju1s3/8vp+SYFuJ3c0g6YcQuklKHXonZz51lKq4a40wD3SSdZJ4puDu7ba7Y6ZUJARO/fTgMDgBmfe9s2646DYDK4i4uB/UGNcx1dYjWDWx/XnGR/afp/5ObtXN+h0a6d/4FUNXsGt5tPkEM5npuQwV1eHtxYEqmpQMuWatqtgaDjx4FdngqYToN+QljLxmKAOz8/9vZvveyOHe6921Afm1q2tEpoBWJCf0233en5GGB9bhP2b6d15vVyx46pu3KoVhjgjjJSyq0ArgawA8CfhRCfCyHuEUL8GcAPUOVAfgIwSErp7ShvX6e+RmfRmdS/B/CLEOLvQohhQoh7hRAzAHwOoBGAzwAMrp4lbmtrGYDfAvgOwMUAfhRCjPK0dw6Av0GVURnsyU4nihw90vzpp/tfTpcpWbUqvO2pD7GYIbJ7t3Vbd7BZEm7uRNo/t9MAt/1E0c2BgWAGsNH0tu7mARd1ZmsogSA3b+s6mBMf7+ykyf7/cfOxLRYzuEtLrbEznB7XADMy34K9UKuPaSUl7q2xf/y4+i4DYm99FxQAJ06oaScBbsD9mY7bt1vTwVzAisUAt97GS0qsiwJuFEp/zX4M1P0etwm2/jZgxrlJKOvb7fu3vd6608/drp0aQBzgQJN1gAHuKCSl/A5ANwD/BJAF4BkAjwIoAfAnAOdLKbf7ePmLAFYA2Avgfh/vfxaAngCehgqk/xHA/wEYD6AHgPcA9JdS/kZK6TfdSUq5Byq4fQ9UpvYjACYA6ORpdzcp5TeOPjhRuJSVWSf5gQLcJmZwBxvgdvMtzvZAbSzV97N3+oMJDOhl3XrSAISWIaK39RMnqp5ku4leZ8EEBkw4YbKvbz1ArD/JydaAi249th07Zm2nTjO49XF/zx73Dpq8Y4eVrRhKBrfbA55AaCWn3Lp/hxrw1P+jbdvqtj31SfdRExKcf3Yd4HZrQETfndGggRps0Sm3B8BKS622O+2f2/dvNx/XQumvpaWpEmv217tNKAFufVw7eNC9dfZDydh3+/69Z0/wCUf2476b9+8o4eDMgCLBEzh+1PMTzOsKAeQ4WO47qMzrWvNkcr/i+SGKPps2WaM4Bwpwd+miHvfsAfbutW4BdaNQa4AVFqr/l5PboqON7hC1auVsZHrA6ngVFKiLIU6CZtFGB0NSU53f/ghYgxO6OTAQSgdaD7gopXp9MMGUaBFsAAww41b+UE4UO3RQWW9uDXBv2WIFekMJiGzZYn23uYnexoWw6sc7ofeJvXtVxqPT2vzRJNiSU4mJKhBUVKT+bz17hq9t4aI/c1yc+ixO6e+xHTtUqQ8nYxJEG52F3amT8/brfdytgSC9vjMygltnbg+Abd1q3Tnm9IJlYqI6Bm7frgJgbty/gdD6a3Fxaltfv969fRe9rQYzloS9X7ptmzVOkpuE0l9z+/6tj2tA8HembN3q7oSjKMEMbiIyny5PkpKiOtL+dOqkTqYB1Zlys1AzuCsq3NuxCPa2bvuy5eXuDfSGEuwE3B/gtt0K+NdNr6HZ080wfNZwlJSW+H9dw4ZWxpgbP3tFRfABMPuyhYXureOpT5iCOVF0e01mndHTpImVjR5Iy5bWRT63BgX0Np6eHtwFV31cA9x/h0Yw+7c+mbafYLuJPhZnZAR3oVmv7/Jy95Zv0AFunZXthNsvWIZSXx9wfwBM79vx8YHPSezcfgeWfYycYALcgPvLq4US6G3Vyho/yY3H9FBKdQDW/l1U5M6a63r/bt5c3UHolAl31EYJBriJyHz2+ts6eO1L48ZWB2TduvC2K5xKSqwTe6cB7owM6zZAt2Y6hpIl0batlT3k1hPFWA1w791bWX5h5rGfUHy8GJN/mowRc0cEfq2bg0G7dll3pQSzzvX6PnJEDbroRqFcxNLHA7eeOOgAd3Z24O8wTQj3B8BCPa6lpVnHdLce20IJ/rn9BFl/ZvsFCifs2f1uvaBR21q1brxgWdsAd0GBO8fQ0Punve/phNsD3PaAZTDf34D7v8NDOTcRwt199FDXt/1/5Mb+eajHNbd/f0cRBriJyHxOB5jUTjlFPbo5g9veAXZ6C2RcnPsHawqlExkfb3Us3HriEKsBbtv62tUyETd3vRkA8ObKN7Fs+zL/r3VzgNveAQ6mE20PHLl1nYeSwe3mdQ1Y6zuYzwy4f3yBUE8UGzSwMiPduM6Li60LUKFkcLv1BFkfk4Jd302aqGw5+3u4TSgZnnrZkhJ1sddtahvgPnHCnQOq1jYA5sZjGlC1fx3sd5mb+6rHj6uyl0Dw61x/bjeuc3u/I5j1nZZm3bHlxrs0Qj0fY4C7zjDATUTAp58Cjz8O/Pe/kW5JeMRigFsHqJOSgNatnb/O7QNNhhLgBtx/+2NtA9z79rnyVsCyfLWd7m4C3H7RvXj7t2/jvLbnAQCeWvyU/xe7Oeip13erVsHVF27RQtXyBNz5uSsqrM8eymBNbj1xCDUgYspxLZQa+W4OiIR6AcvtAbBQM7jtr3Hj+gZqd2cK4M6LWKGub3s/J5YCYG7uswDW505Ls/ohTunP7sb9e+dOazqYsSQAd3/uUNd3XJz1ud24f8dq6aUowgA3UawbPRoYMAD4+9+Biy8G/v3vSLeobklplRo57TRnr9EDebi5RIk948/pLe2AlfHn1i/Y2ga43fq5axvgBlx5a/e6lV8DALalAA9e8CCEEBh14SgAwOx1s7GvZJ/vF7v5ZDHU9W3CLa8nTqjpYAJBel3v2wccPVr37Qq32ga43Rj8AkKrM6+5OTCgP3fjxuqilFNuv5ATagY3YAWOXPg9hpISq3Z4MH2XpCRrIHQ39l1CPa4lJlpjEcTS53b7BSy9f8faBSzbMWnEsnH48xd/RsFBh8doN2dw12Z9uznYW9sM7gMHgMOH67ZNMYYBbqJYNns2MGGCmk5JUY8jRwK//hq5NtW1vXuBQ4fUdKdOzl6jM7g3bHBnfT8g9A60m4N+9pPEYOv7uTkYIiWwY4eaDrYjmZamsiUAV372vF8WAwBOpLVCRlNVkmDgKQORmpiK0opS/OfX//h+sZu39VA70IC7P7ctUNt9zgB0fqEz3ln1TuDX2f9PbvzcnjYfbNUUry57FXPWz4F0UnPXlAB3bTK43bi+7ft3MBeo9f9pxw6grKzu2xVunnX1WcnPGPDeAPxj4T9QWl7q7LVuDoDZgzih1iZ22z5eWmr1W2qzf+v3cBPP/r23ZRPMXT8XB44dcPY6t1+orc0FLL2+Dx1y3/ghngB3URLw6qo38Ny3z+HCyRdiW7GDY5Wbz010m4PNWgfcHeCu7QUswL0XqaMEA9xEsaqiAvjLX9T0b36jMuO6dFEnRf/8Z2TbVpfspTac1qI++WT1ePy4O0+OgdBv7XZzBph9XcVSLep9+6wBB3XdWacaNADS09W0yz57hazA0S0bAQApHa3yQ4nxiRh4ykAAwKcbP/X9Bm4OBtUmwO3mbd1zsrMjGVh1cD027d+EP8z8A77c9KX/17VuDSQkqGm3HdukrDy23b5iLEbMHYGrp12NW2feigoZ4AKsDpbt2GFlvrtFXQXA3Lid1/YEuaLCfYG/8vLKNj+d/w4+3fApHst9DLfMvMXZxRy9vt2Ywa2DOI0aWZnJTv0/e+cdJkdxp/9PzczmnFdhV7vKCQUESCCCkAETTbIxOHDYGHDAPttnG/ucOMB3Z4Nt7nAAg/FhG5MlsMHkIEBICOWcd7WSNuecZuv3R3V192h70kpC3T/2fZ59djTdU5raqq7w1vt9v16NPquttRJjftQU+8bzfcvGu7j0sUuZct8U1tesj/45+9/Ji+PasVBw28vxCPqqlGVkdQZMyplERmIGh9oPccvzt0T/sJcPavWzOZL29upe1LZei3t9npdnWbl4bTx3GUYJ7lGM4qOKFSsspfY996hB9cc/Vv9+/HFvTqZO2LdP/R4zRiUiigUlJVZmc696l450grWrBbymXteLqUAg/k2ilxeRdn8/TVbHA48SQZvrNpPf3AdA8bRTQq5dNPkiAF7b/xr9wTDEnu7rwaD3ElV9RBXcwUq1UTyQBXOL5rJgzAIkklv/eWtkpafP591nvKVFRacAO5I68As1Nz265VEeXPdg5M9q8ktK720U6+stAmwkG2QvK99G+nyPHWspvr3Y3sZB4+EM9XwDPLntSZ7ZESESR0MTnl5sb3vi3HgU+/oz9jK8Ans7jUTh6VWCu7fXTDhYlaHW2I3djVz95NV0D0RRZRcUWMn3vPZ8Q4jn+kBwgJ6Bntg/m5enDoDAc8/4+nXPA1CX6WfFDSt47OrHAHhhzwu8d/C9yB/W85jdns0rOBoFt1cjNBoalDgO4j+4E8K7xL7LMEpwj2IUH1X8+c/q95IlVvLFT31KEcFDQ/Dkkyfsqx1TaAX3xImxfyYQsCYZrxPcI1WADQxYdh9egd7oFBdbthuxQi+mbGSSZ6AXgElJkJ1NXWcdDV0NsX/eowT3a/tfY6zhPpQ9aWbItQsmXQBAZ38na6vXOhdgX3R7jfT8iCbfq9j4JgAHswVPfeopHv/k4wR8AfY07+Hp7U9H/rBXNw6273soE9678T1uOvkmAG5fcXtkkmDMGDWfHVGOJ2Df2MYbmQKhit5g8Nh8pw8LI32+ExOV7RR4b0yzjUfjZ5zG+lvWc/WMqwG4/a3bo0creHhcM8npeO1J7J/xmuJPr9fs0TXxwKsEt+25TJ80nU1f3kRKIIXK1kruX3t/5M96+aAWzGdzZbCS/LvzyfivjOiH0xr2/CEeqvuQHKJ6l1qD5k2azbjMcVwy9RIWlywG4DdrouS9ss8BXiN7j0bB7dUDS3vfHD+erfVbeWj9Q+xu2h3b5/WBpdfWay7DKME9ilF8FNHTA08bZMD111vv+/1wzTXq9RNPfPjf63hAK7hj9d/W0MkWvUhw29V6R5N00EOLSMBa/I1ELeDl0E9DwS2Li/nKC1+l+JfFFP+ymO+/9v34Qrs9Vu8VB1YwziC4j1xA56XmMbtwNgDvVr3rXEBystpcg7f6+uCgtXH4iCXfq9+hNopJE6cyJW8Kk3Mn88mZnwTgwfVR1My63l7bOBh9sz0RPn7yJzlt3Gncce4dJPmTqO2s5bldz4X/rM/n3Y2iHs+zs62w3Xigx4Rg0LuHtR+h0O4a49luSoHbzrsdn/Bxx7l3ALCtYRtvH3g7cgFePqS2K7jjhVcV3DrybCSHV+BZgrt+p7IiGfDBrZfewZyiOXzllK8A8Pu1v49+kOPVCCwpzTno9r0P0d7XTlAG+e0Hv+UHr/8gtjI8uFZdUbmCzOYuAKacdI75/q2n3QrAU9ufiixIKS62ojo8VG97ex9VhEZzs4p68Ar0vJudzR93P8Gc38/hpn/cxOzfzebhDQ9H/7xH52+3YZTgHsUoPop45x2VoTcQgKuuCr32SUUWsGaN9zaFThiJghssgrui4ph+nQ8Fra1WApp4FWCpqSoUELw3weqNzkg2TIWFltLRaxsHgwiqTZfcv04pgIbkED9f+XN+v/b30T/vwU2DlJId+94nQ0dsOhBBZ5acCUQguMGbm8X6ess+6Gi8LBsaPLVxaOhqIKW2CYCp8z9mvq/VzG9Wvhk5aZPeOHiprYHmPZsBpd6+ZYHy7CxOL+aK6VcA8H8b/y9yAR5UvQEWwT0S2yXwtGerWfeRzGUePcjZsvElAOqzE7hw8oUAzCyYydkTzgbgL5v+ErkAO4niMdLTVF+PRMGtx7WGBm9ZGGiCe6TPt0cJ7jXvLwOgNsvP5TPV/usrpyqCe2/zXl7f/3rkAry4ZgFFVBrWDYcz4MzSM/nygi8D8OvVv2ZDzYboZXhwrfrXzX+1RRrOMt+/asZV5KbkMjg0GPmQOiEB8vPVay9Z6XV0QJci9o/ac91LynWjb3YX5XHL87cgUSKjgaEBbv7HzWyp2xL58x6dv92GUYJ7FKP4KOLll9Xv00+HrKzQa4sWKcWU/T4vY6QEt05I6UUFt31i/Ch59OqNzkjUAj6fRSZ4aPEMmBvFtVJ97y/M+wKfPemzAPz76/9Oc09z5M/rv5eHFpGH2g+RUGtTvTi0+VkTzgIUwR1Wya7b3O5j7nbYv+tICDD738pDG6bndz9vbhQn25RQ50w4h4JUpcT/x+5/hC/Ao8qYnRtfA6A+N4lzy841379h3g0AvLr/VZq6m8IX4EFSADg6khcgJQVyc9VrL81lfX2KDIKje749NJ4DVO1aA4BvzFiEzYf683M+D8AzO56JbGVQVGTlTvEY6anV14dy/Hz3le9y54o7aelpie2z9vHcS21+rAjutjaLSPMAKraqSITBscX4faq/Ts6dzNLypQCxW215aUyDkPmnPjvAX6/8K/ddfB/ziucxJIe4+727o5fhsegzKSUv7n2Rce3GG7ZnNdGfaCZDX75zeeSC9DPipXXq0XrsFxVZynUvjefGGLw10ExQBplfPJ+m7zVxUuFJBGWQb778zcif9+j87TaMEtyjGMVHEZq4/vjHh18LBOD889Xrl1768L7T8UBfn7UI/ChZlOg6p6czmJ7Kg+se5FsvfYsVlSti+7xHiaCjJkS8SgQZi95DqUHyUvL434v+l99e/FtyU3Jp62uL7vGnPVs9RHZ+UP2BuWmQSUlW1IENp48/HYCW3hYqWsNEYui+4qXFpP6umZmxJ861w56A1UMbpr9vfYYig8cIjLdC+f0+P5dNvUzds+vv4QvwqDKmfZ9KBp1cNskkRAA+Vv4xMhIzGJJDvLLvlfAFeIwUMHG0FgbgzTHdPg6PpO4ePLQ72HaQIWNcyy2fEXLt8mmXIxC09bVFTsjm91tzmZcIEVso/5fW3849q+7hJ2/9hJP/cDJVbTH4atsJYi/V+2gjNDxI7Nd21uI/pL5rxhF5Q66YpiJynt/zfGSbEq8KUIw+3pkA5827ignZEwj4Aty2+DZAWXXUd0WJGvZYNNLW+q20NdeQbeQcPJLovXL6lYDKJ9PR10FYeJHg1mNRYqLj+jwqAgFvjudGG+0IqAPKey+8l9yUXO698F4A3qh4g421G8N/fpTgPiYYJbhHMYqPGqqrYds29dqJ4AY47zz1+90Iof1ewIEDavMAliI7VmiC++BB5XnrJRgEjiwp4bpln+Hm52/m3vfvZckjS3hwXRSfWvDuAvpoFNzgTTIEkMZCqCZd+fqlJ6aTlZzFracqj78/bfxT5A2TXkR2dSnrIg/gg8MfmP7bYuxYS+lhQ1l2GdnJKhplfc1654K8uHE4WmIgKclStnqk3gPBAbZvecN644hnXFsavFP1DoNDYcZr/ZnWVs9Ys3T1d5FQrQjPvClzQ64l+BM4f5I6jP7n3n+GL8RjpICJoz2wBKvNPdLPgZCN7d9b3+cnb/6E53c/H1s+BfDkod2blW+ah1f55bNDrhWkFXDauNMAeGHPC5EL8uBhLY2NKqk3UJk2yPjM8aQmpFLZWskNz94Qvd0TEqxDSw8SQSOexwoKPKfYf6PiDcYbB/O5U04KuXbZNHVIW91RHX69Ap49qG3aq6y2DmfClw1LFoCrZ1xNXkoeg0ODPLvz2ciFeGyN/vK+lxlj562PWLdcMOkCEv2J9Af7I1vpeXGdarRRf1EBC/+4iPT/TOfap6+ltbc19jK8aENk248tGLOAs0pVJOm5Zecyt0it4R5a/1D4z3vVe9xlGCW4RzGKjxpWrlS/s7Lg5JOd7znjDPW7qsp7m2I7tK9hUpK18YkVmuAOBr33NzC+76FMK9xxXIZaGN764q1sq98W+fNeVXAfLcHtUWK/95BSJ9emw+fmfM58X1sYVLZWsrJqZfgC7BtMjxADa2vWWmGfYfz9hBCcPEaNcWE3jB4kg46JstVjG6ZNdZvIbrEljjuCFDmnTFmWdPZ3Rj/MAM/Ue8WBFYxrUwRX6awzhl2/aPJFALyy75XwRJjHSAETx4Lg9lg/B8x6d2Ykcfnya7jz7Tu57LHL+M4r34nt87rOHhrT3qx8k2LjbFU4EJ4XT7kYIHKkAniT4LaRN+15aay6cRXPXas8ed+sfJNX978avQz9jHuJCDpagtvvtz7rkXq/vv9182DeNz7UPrAsu8xMjP3qvghtrte3jY2e8lzft0VZszRkJ5q++qAOai+fdjmgbIgiQte9oUHtzVyOV/e/atqq4fdbSc0NpCaksmj8IkA962HhxXnMeCY3+OtYc3gNXQNdPLHtCa584kqCQzG2nQcJ7iEzJ5ISHGm7LSEEXzr5SwA8tvWx6EIM8NQc7jaMEtyjGMVHDatXq98LFyrfYSfMnKnC3wFWrfpwvtfxgCa4S0rC1zUcxo2zkg56zabEIGjfHVLE580n38yer+9hRv4M+oP93L7i9sif9yLR29FhqY8/YhYlWsGdPmEyk3Mnm++X55Sbi+eI3sQFBZYC2iPEwNb6reZGMVICm/nF84H/TxXcx4L480h7v1v1rrVRLChQYa82FKYVMiNfWRuEtWKyH3J6pL3frHjTrHdS6fAopCVlSwCo76pnb/Ne50L0eF5b661opGPRz3Wbe6S9AfO7ViaruPZJOcpe7VerfxXZgkdD/706Oz0TkfNW5Vsmwe1EeOp+vqV+C229beEL8ti4BtB7YB8AHYlw63n/zvjM8Zw38Tw+PklFWEa1GAOLFPHK2mVoyGojW3vHHKWg4TEC7PWK161+7jCuLZmwBIB3D8ag5gVP9fPGPZsA8JeW4hOh+7GrZ14NKIV7TFYdQ0OK5HYxhuQQqw+tttYtxcVWxIENus3fqnwrfGFeXKcaY9GB1EEKUgu489w7AVXPx7Y+FlsZHnu+AfoPq3wK9RmCT0z7RMi1T878JADNPc2sOhiGW/Gq97jL4EqCWwiRJoQoFEIUCyEyhBCu/J6jGIUnYSe4w8HnUwkoAd6L4HnodtgJ7njh90Op4fPqNYLbmBT3pvSS4EvgzqV3kpKQwl1L7wJg2Y5l7G/ZH/7z+u91+LBaSHoB9pPuj5JFSW8vqZ2KCJkz54Jhly+erJRvEUO7AwHLI88DG6bmnmZqO2utjUMEglsruNfVrHPePOuNQ0ODd8i/IyxKmnuaeXbns+xo2BF7GR7bMIUQ3GGe73MmKBX321VvOxdi94L0SL037X+PTC3ScyBEJuVMojBN2ROsPBgmSkM/H8GgJ55vQFmLHa3C0/5Zj7Q3QE+VmptrMuDG+Tey5+t7zGRk33jxG5ETLUJoP/GAAqyytZLKlkqKIhDcp449lQRfgkkahYUHDzQ++ECptWsyBV8+5cvm+1879WuAmrsPtUcRG3iNCGppMW1ZKC6moauBS/52CQl3JnDKH06JHmWo4aF6V3dUU9VywOrnDuP5maVnArCyamV4WzkPRiJ19XfBYdVGBVPmDbt+btm5JPoTGRwa5J2qd8IX5KFD6l2Nu2jva4+6btGHd+tq1tHe1+54jxfnsc7K3YCypLn3wnv50dk/MiNM//vd/45sm6jhtT3Z0BAJDSpBdOHkueSm5IZcLk4vZuE4xb2EPawOBCzLKQ/M327FCSWOhRAzhBDfEEL8SQixUghRL4QIAu1ADXAYaAUGhBBtQoh1QojHhBA/FEIsFMLBdHMUoxhFePT3w7p16vWiRZHv1QT3mjXH9zsdT2iLjdLSyPeFg7YpqQiToM6tMBZBtenqxFgTIJdPu5yy7DKG5BB/2/K38J/Xi4qBAderJEzoDU4gAPn5IytD17umxhPhjwB1ezeZr+effPGw65dMvQSA7Q3bqWytDF+QhxbQ2xtU0r1YFNzzitVmqrG70TmBkd5kSgn1URIcuQU2i5J11euYet9UrnziSmb+biZ3vX1XbGV4qL2lwUHl2QAAIABJREFUlDER3GeUKAuPDw5/EF4J6CFLmsGhQar32CIPHAgRIQSLSxYDhLchsv+9vLJRbG62CLCPUKQCwN7tiuBpzkrg7vPvRgjBby76DQFfgANtB1i+c3nkAgoKrIg1D/TzVQdXkdULyXrKdbCTS0lI4ZSxpwBE9qr1oEVJxXb13AaLi0IIkYunXMyY9DEMySGW7VgWuRAPEb1AyLwTLCzgsscu4597/klQBllXs44L/noBTd1N0cvxUL3XVq8lvxsCempyOMjRBHdbXxtb67c6F5ScDDk56rUHnm+A1YdWM65dVbxkxvC9Z0pCijl/v77/9fAFpaerH3D92mXNYbV3ntxnJAIPM48tGr+IgC/AkBzig8MfOBdmP7iLN8rhBKFp7xYA+ovy+PSsTwPwgzN/AMC2hm28cyDCQYaGh55vABob8Q+p9pk71znHmT6sfnnfy+HL8Vq9XYgPneAWQowVQtwlhKgCtgK/Bq4HFgH5gAjzkwHMB64B7gDeAxqFEA8IIU4a9h+NYhSjGI5Nm6DPSOccScENMM84Zd+82Tsq3iNxNApugAkTQsvxCIZqrSQX18+93nzf7/Nz7axrAXhi2xPhC7AvxFy+iDRhU7V2B3v5zivfYf4D87l++fXUdsZYB7vS0SNk5/oNVnK52bOXDrs+v3i+ecDxRsUbw66b8BAxoNVdpZ2GhVAExf7k3MkEfOq+HY0OCmcPqqF0X+8ryOXqJ6+mqcciAn785o95ctuT0cvwEMFd2VpJXVddVIJbE2B1XXUc7ghD5Hqo3tvqt5HdopIMSSGG+XdqaIL7vUNhoq2Sk61DP68Q3Hbi5lh5cHuAGJBS0rBPEQMFk+aQk6KIrAnZE8zw5qiWFX6/NZ57gABbX7PeTDAJhFXsa/Ivon2Dh+YxgLbeNvqqlIAio3xayDW/z2+GuEe0GAPveXDr8TcxkYf2P837h9/HJ3z8/Lyfk5WURXVHNT9966fRy/EQEbS2eq1lTwKO/Xxc5jjKs5UVVUQC0EPzGKjkz2MiWG0BLC1T69c3KiOsU8EzdX//8PsAzBgyDq3C5IFKSUhhTtGckM8Mg65zf79Kku1ySCkJ1Ko91Mw55+H3KWuWmQUzzXE8JpsSDz3fgDl3A5x88iWO9ywtV/18S/0WmnuanQvyWL3diA+N4BZC5AohHgIqgB8A41HEtR3S9hPtfQHkAF8CNgohXhJCTDke330Uo/j/Bhs2qN8TJ1qh2uGgCe7OTtgfwc7CzdDE9EgV3Nq71CukAMDgIKKhEYD2nFTOLTs35PK1sxXBvbV+q6mEHYaMDEhLU689sEEGzIWAHDuWa566hl+u+iUbazfyl81/4aJHL6KzPwYvUg96G1bsUKRWe0Yi/uSUYdeFEGYW75iytHug3tsatiGGIL/TkPxFIMAS/YlMyVVLA8f+nppq5RvwQl+X0vyeTzS/zYG2A6QEUtjxtR1moqZvvfwt+oNRkk95ZJMIsKFWzVulXYZ/ZRiCe2reVNIS1Li1rnqdc2EeUnC/f/h9K/FeYaGVE+IInDbuNAB2Nu6ke6DbuTBNgHklr4Jun+RkyMpiIDhAVVtVbGHNduh+PjCgbBFcjrXVa8loVmzv7Lnnh1z76ilfBRRZFDEaBzzVz9fVrLOIv0AAcnMd77NHaITtB3aC2wMHGi/tfYnidlWXoinDk75rgvutyrcie497zYPbmHdkcTG/WHU3oHLFfG/x9/jZ0p8B8McNf6SuM8p6xEP9PITgTklR62wHnF6iomfX1qwNX5iH6g3w3v4V5OupKcx6TSee3Fy3WVmahINH1i6arC7tM9blYQhuwLSt0KrvYfCYEGP1wVXkd6j1+SkLLgu5dt3s6wB4avtT4RMtauhxzZ5jycXYvkUdznQnwOxJpzvec8rYU0gJqD4R9hDLY8+3G/GhENxCiKuBncAXgARCiW2t0O4BKlGq7nXASuAdYA2wGdiLsi4RYT5/PrBZCPGD41iVUYzC29hk2BnMnRv93tJSyM4O/ZyXIGWIRUltZy1XPXEVRfcUcfafzmZj7cboZXiNFACor0cYG7tps88mKZAUcnlO0Rwm5kwE4OW9EUKk9ILKKxOsQXAfTB0w/aavn3s9Cb4ENtZu5I4Vd0QvIz3dIvY9QPQCtFbuBKCvICfsPZrgjsnb0AOL5+0N28ntgUDQIDAibBwAZhTMMD/nCI9smABoazOjcP5wWHn43bb4NqbnT+d3l/yOBF8C1R3V0VXcHgp53VSr5p/ybmMsC0Nw+31+5o9RSUXXVochBzzU1msOr2FMBL9WDa3+GpJD4cPaveZlabPheevACkrvLWXCvRMou7eMNyvejL0cjxEDT21/ylQ6Fk6aE3JtcelixmWodnxu53ORC9L9xeV1llKyvma9RfwVFoZNCL5gzAIAuga62NO0x7lAPa7196ux0uV4Yc8LjDNsdxNKJwy7vrR8KakJqQwODUaOwNJjYnu7J4gg3S/bslPY37IfgeC7i78LwBfnf5HCtEJ6B3t5eMPDkcvxiGJfShl6kDNmjJVI7gjoxNgbajaEL9BD6/OB4AD7dq+2CKcwERoLxi7AJ3wMySHzUNsRHpjD+wb72Fy3GYDCTuMwLgaC+/3D7zvbq+XkQEKCeu3iemu8vuEZkrT+ZHKo5/rVM1RC0eae5vCEvobH5u+qnepQoy0nBb/fWZCQ6E80D7HePhAmX8yogvuocdwJbiHEd4AngDwUES1RhPU9wGeAuUCalDJdSjlJSjlXSnmalPIsKeU5UspFUsr5UsppUsocIAmYClwJ/AR4Gxgwyk4C7hJCPCKEcO5ZoxjFRxmb1YTLnDmR7wO1+NL3eZHgbmqCnh4AWgsyWPzwYpbvXE59Vz3vVL3Dkv9bEn6TpKEV3B4iuKVtwbtg/vAQKSEE509UyrDXKl4LX5BHNsgmjHqvGFBtesO8G3jkikdMNdD/vP8/VHfEsFjwwOJZo3ugm2C1Iqz8Y8aHve+sCYrg3tu8N7xdi0c2iqAU3CEh7VEI7pn5M4EYCG4PbBbt33FHQhvJgWRuPe1WAMZmjOW6k5Q65rcf/DZyObrOPT1KHeNibKxTh5FFhtIxkiXNKWOUTcm6Gu8ruEMIkQiJFrOSs8xDy7AHt/pv5oF6A+b37M3P5tK/XWqOWwfbD3LRoxfFnoQuO1slFwVPjOnLtj1tjW1HHGr4hM+M0nh217ORC/JIP9/fsp+2vraICSY1xmeOJz9VWe2sr1nvfJN9LnD5XCal5M3KNyNaLyUHkk3lesQDavtnXd7mgPks7klUlb9w8oXmGJaSkMINc28A4K9b/ho+nwJY7d3WBr29x+3rHi0OtR+ivqveOrCM0M81wb2tYRt9g33ON3lofb6hdgNZLba2CbNeS09MZ0a+EiNEJD49sEbf1bTLVCenNhuNrhMHOkBHYdV21nKw/eDwG3w+T4lQNm9+1frHEe1dlF5kJn9/ae9LkQvKz7cOglw+ngM0Vah1STBCWwOcXaqiFcLabY0S3EeN40pwCyFuA35u/D9dwC+BSVLKeVLK70kpH5dSbpFS9sRappRyQEq5V0r5nJTyLinlEqAI+B5wEEV0fw6IkEFtFKP4CEJKi+CORcENlk3JxhjUzm7DQWuR8K/b7mF/y37SE9P51QW/YnzmeNr62vjCc1+IvHjWBHdHh1LGeADVuxWx05YEZ013TnKhCe4VlSvCWxl4ZINswlgI7E7sRCD46TnKv/EbC7/BmPQx9Af7eWj9Q9HL8dAicmPtRvK7VP/NGD8x7H1zi+aSnqgS86w6uMr5Jo9YlLT0tFDbWWsRIomJVqRJGMwsiEJwe2izqJ/HAb+gOUWpYfJSLbupm06+CVBJnQ60HghfjoeUMZtqN5E0AGkdxiY5AsG9YKxSeYZVgHlgcwwqweSOhh2mmjeaD7VOphqW4PZSHwdzHFo7dIiugS4mZE3g9etfZ2reVPqCfXztn1+LrRwhPNPm+1v201ZdQYJ233Bo8yumXwEo5VdY/07wzKGdPogq601Wb0Qg/oQQJjES9vnOy1Me5OD69q5oraC25RCF+kAjzLimyZCwaj9Q/vzawsgLpIjRNpt9yqf3syd9NuTy5+d+HlBzdth5G0LJMxfnTdERRSU9hgo3EsFtRCENDg2yrSHMQZ6H1uchERoZGcoWLgxOHXcqAB9Uh0m2CJ4Yz3UkVXFKIf5GI0dKBCHGtPxpZCQqy5qwh3ceqDeoNXpDhaq/9PscLac+PkntTSMmWgQ1puncIy7fm3T0dSBqVNskl5RFvHfheKXY31S7iYHgwPAbRgnuo8ZxI7iFEBcAP0MRzn8HZkgpvyulrDzW/5eUslVKeQ8wA/iV8fbVo3YloxiFDQcOWCRtLApusIhwLyq4Df/twaxM/rx/OQAPXPoA3zr9W/ztKnX+tfLgysjJe3RYN3gmtHvfjpUANGb6mZw72fGec8vPRSDoGugKn7XbIxtkE8bipzYdPj7545RllwGQFEgySb8/rPsDwaFg5HI8sogEpXLRm+OEMePC3uf3+U0CLCwx4BFif3fTbgBL5VhUFDbUV0MT3HVddc6kkIfaXH/HmnQJAq6ZdU3I5TNKzjBtDJ7e/nT4cjxCBLX0tHCg7YClcoSIBPfswtmAUkI5trWd6HVx8uR9zfvoC/bFpOAGdYgFsKkuzFzttfHcIKu2iAYAHrzsQZaWL+XByx4EYMWBFZEJPzs8Ep3y2v7XrAMNcCS4zyk7h9SEVIbkECsqV4QvzCMEmD6QmRE0LLaiROOcXKwI7rAkkM9nKSVd3t4rKldQ3GnbiI9znsO1N/GG2g2094URWvh83nrGjTnnYMogfuHn4ikXh1yeXTibSTmTAHhx74vhy7ErJV3c3prwnDaQpd6IMJ7npuRSmqXyBoW1KfFQW2+s3RjzPHbaWKVkDrsvsZfh4nXLljqVbPD09OkwaPhMR1D1+oSPk4pOCvnsMHig3qDyBRR0GMKxwiJHy6nzJp4HqFwpEf3WwTPz96a6TabwJqtsesR7td1WX7DP+RBLr3FbW81I9FHEh+NCcAsh0oBHUOT2f0opr5BSHnd2SErZLaX8Dsr6pB+4Qwgx+3j/v6MYhSeg1dvp6VDunMV6GE5SEy5VVa4PYx8Gg+A+nK2GudPGnWYmtzhrwllmqO99a+4LX0ZeHiQZvq8esSmp26cIjr6CXEQY4i83JZdZhbMApfR0hMcUf9IgROrT4Mb5N4Zc+9LJXwLgcMdhVh0Ko2DW8IiSGRTBXaDXhlrlEAZ6QRU1tLu729Uenvta9gEwdcBI0BSFEAGVfNAn1Diwo2HH8Bs8QgYB5nesSYeMxAwumHRByGWf8Jkqz1f2vxK+HL/f2nC5+BnXPpYlncZy1U5gOWB6/nSzrR1tLPTzPTgIzREUsCcYmhAZrxNrxqjg3lS7yTkBn0c2xyaM8bwhFc4sPZPzJ6moo7MnnG0Sfn9Y94fYyvJI3V+veD1qErpEfyKLSxYDiuQPC4+MaVqdW9prrLOiEGBa3bq+Zn346DuPECIrDqwIPbgL84wvHL+QRH8iQ3Io/HoNPFNvwHwWa9PV852TMjyHyIWTLwSi2BgYSWgBV9d7e6PRz7sNBXeM43lYQYJ9fe7yHBrxENxawb2vZR9N3U3ON3lgPN/aoObvUwNl1ptR1qonFar99ub6zc43eKDeoPaUZnLsMO192rjT8AkfQRmMrNYHz4hvNtRsMC2IEsaVRLy3IK3APMRyzBdjHx9GVdwjwvFScH8XZRvyGynlj47T/xEWUsongJsBP8rrexSjGIVWYZ90UtgkPsMwbZr1evfuY/+djicMi5KtyUrx8s2F3wwhfL9+2tcBpZra1bjLuQwhLJsSjyi4ew9WApAwrjTiffakJo7wkEKEgQGEQVa1ZiSYGyONkqwS0+Nu+Y7lkcvyyCIS1MahQGemj0Jw69DuqOGP4Oq672vWBLexqY2B4E5JSKE8Wx3q7Wh0ILg91OZ2gvvc8nNJDiQPu0VbEL194G16ByP4knqg3lrheQqGoqWoyArFd0ByINlU/jkqY+z93MVj25Z6peIa12XM1TEquLsGutjfsn/4DXrD1NAAAw4hsS5DsE71yfo0+NqpoXYkN598MwDP7HiG1t7W6IV5oJ9LKXmj4g3LrqKwMGxkyjkTzgGUUi4sdHs3NamEiy6FHo8LO4zIqhj7eUtvCzWdYZ5fjxC9qw6tMhNMkp9viSmOQHIg2ax32OS54BkiCAghuLWa80hcNPkiQHmPd/ZHOHT3QHvrg/WC9tj6ufbhDms5pT8/MODqg9rgUJDNdZutiLso9Z5TNIdEv8qZEDVRdFuba9Wt+oB6DsZhfCCgEkVGgE4W7XUF95rqNaERlg5IT0w3x7T3Dr4XuUAPPN+gDqNiPcgBOGWsyhfj2M/t87/L6+1WHC+C+wVgCfDt41R+VEgp/wIsBP5LCHHck2mOYhSuR7z+2wCZmdZGaVcYEtitMBTclZlDZCdnm6pGjaXlS5maNxWAR7c8Gr4cHTbqAQV3W28bKY1tAGRMmBLx3qgEt5cU3I2N5stJ0083/abtuGr6VQAs27kstqRFLq9332Afu5t2x6zg1gR3TWcNNR0OxIBHkrloBXdpX3TPVjum5KnnQRPkIfDIxgFA2omBcmdiYEnZEvzCT+9gLyurVoYvzAPRClrBPVcaG8UoyjfAjE5xVHBnZSnVH7i6vbfWb8U3BDmdRnhzlHqXZpWSlpAGwM7GncNvsD8nLvaq1eirUQfUbVmJXDb1spBrV864kozEDHoHe/nHrggWYxoeeL73NO+hsbsxlOAOg3PKFMG9uW5zeB9uD7R332Afe5v3ApDZahzERTmwnJQ7iQSfUsGG9Wb2ACHS1tvG7qbdERNM2hGRDNHwQL0BRcoaa7badMuC5UgsKVtCwBegP9jvaeV6cChojskZLcYDHmXdoq22tjdsd16v2ucDFx/U7mneQ89gT8zEX6I/0VQyR7XbAle2eUdfB5WtlQBMCxr5YSIcWGroeu9p3kPPgANx74F5LDgUZF31OitHToTxXCfPjUpwe2CdCorgNi3GYtiX6KhaxzE9EFAR5OD6ersVx4X4lVJ+IKV8W0oZxez0+ML4HiukdIrXHMUoPmLYqk6UTduRWDHd8JLa6bBpdjMMBffBTLhu9nWkJKSEXBZC8OlZnwZg2Y5l4cvRCm4PENz2E+S88lkR79WK5qq2Kmo7HRZMegHd1eV6exppWwAsPPkTjvdcPl1Z0lS2Vpqbakd4YBEJKks7g0Fy9To4Stbu6fnTTbWvY9hrIKBIbnD1gkoT3GO6jM1CDApugMk5yo9+b4tD2+u/XXe36u8uRk+VUufWZMDHJn7M8Z6s5Cwzic0bFW+EL8wDfV0rPCfFYUkzq8AguJ0U3Pakgy4mBrbWb6WwC3xDBrkRZcMkhGB6vpqrHW14PBKhAYCUJDQpZfbk6WeQlpgWcjk1IZWLpih1Z8QcGhoe6OeawCsbMBKwRRjPTx17KimBFCSSdw6843yT/cDTpQT3nuY9DMkhxBAkNraoN6P084AvwLR8FVno2M/B9YQnWJFUJR3GPBYjwR0xnN8D9QZC+mNrVqK5Fj0SaYlp5sH8u1Xvhi/P5fWuaK2gL9hH8gAkdMRGcOu8IS29LdR3OTy/2dmW4t/F45pWoJd0G1FXMRB/mtwPm2DT5b7r9oO3Em29FMO6Rdd7SA45H97pMb2h4ai/4/HCrqZddPR3RFVwg0Vwrzq0KjbRkQvbWqM/2E/Foa1k6mCpGIQYOkpjW8M259xQHqi3m3HClM1CiMgO7KMYxSiOHQYGYJ+hXJwe56OnbUo8puAeOqwI6eoMhqm3Na6ecTWgJpiwNiUesihZV70uZg+wWYWzSE1Qm+k1h9cMv8EjofwAdRUqpK87AGfPvMjxnml50xiTrhYdb1a+Gb4wXe+WFujrO6bf81hia/1W8npsk3gUBXfAFzBDAr2cpV0rsHPbDJuFWAluI+Gq4+GGfcPkUjJIo+9QJQDd+ZnMyJ8R9r4zS84EiOw574H23tWkxuWxPcYG+WgJbnB9vXsHe9nTvMdSvUFMxIAmuB0V3Ckpllety8fzvqZ6EoJqw7to3mWO92hV98v7XqY/GMWCw+XtDfD+IRVJNUMaqq0I43lSIMn0qnWcuwHS0tQPuHZM0wT1FJGL0InYYujnetyLquB2cXuvq1kHwMwBQ+EZI8F9qP2QsyABvEOI2Ai6CVNPdbTZ0tDzmJcJbt3PJ/WlWm9GIcAm504m4FNznmM/98hBrUlw9yjbkViebz1/a5uPYUhIsMQYLnzG9ZqlJLOEJOOgNpoABSAnJYeSTLVv0xZlIdBlNDS41nddz0fjewyv+QjrtdPHnw5Ac08ze5r3hC/UA+P5tvpt5LYPWm/EcZDTO9jrbCvn8nHN7TiR1h3bhRAdQoh3hBD/I4T4FyHE7FE7kVGM4jigosLy3YyX4PaigltKpLHoa85JChsCOadojunN+8KeF5zL8pBFybrqtRYpEmUBHfAFLFWQU8by/HyViA5cvbAA2LdTkXiNGT6mFziTfkIIzi0/F4hCcNsXZC4lBkAt/gvsYuMoBDdYIZBeDe3uHug2fVfTYwz11bAT3MPUIh5QO2okNCpLgvzy2WGTyAKcXqI2D2sOr2FwaND5JpdvHBq7G00Lhjy9eYhho6jVb/Vd9bT0tAy/wb5RdCF2N+1mSA5Z4a7p6eonCjTx5+gzD54gegE2braSoy6c70xwXzT5InzCR3tfe+whzg0NKrmoC6Gtwsr6oyu4Qam4AdbWRLCs0GW4dEzT89DCOBKxgfV868R9w+DyeQyssPRy3d5R1mszC2aSElBRiOuq1znf5IF6A6Y9Sa8fFkw6K+KtZ5Yqgnv1odUMBMPkDnB5va1+PsF6M8rznehPZErulJDPD4MHbAQ1UZuv5+84lMw7GnY4J0wGV89le5oUWTs1b6o19sYoxDipSK3RHX249Tp1cBBaY8g9cQKwoUZFh46LQZBQll1GbkpuyOcc4QGLkg21G6x8SBDTfmx85ngykzKBMGIM/bdz6fztdpxoMjkVOAO4FXgY2AR0CCFWCyF+K4S4UQgxXwgRPqPQKEYxiujQ6uv09JhCZ0KgCe7du2HII24/LS34+9VieMKMRWEVIkIILph0ARCB9PSQRcmuynWk6T1ADMTfvCKVqd1RLeD3W4twFytEAGr2KZVIb25mRNLv3DKD4K54M3xInH1B5sLFs8bW+q3WgiohwVJnRoDpTRwt9NOlCyqtchBDkNBkEJdxKrg7+zuHh/wmJqqQX3Bt3QEYGCC9Q0UVjJ98csRbF41fBKikg2GVUC4nerUSWSBIbzFO7mJob93WgLMyyOX11hvkKQMGqR3jnG1XcEf0bXX5eL55y2sABAVkj5voeE9eap5pX/D2gbcjF6jnQilD8jW4BT0DPabfbGG3MX9FIcDsnsxh5zKXj+f6IGa+MPplUlJM85hJcIcj/uyEiEuVjprgLo7RaivgC5hJ6HRegmGwEyIurTeANJ7BxlRYYPTjcFhcuhhQ81jYdYvbCW7jIGYeRr/Mz1drtiiIuZ+7eDzf2biTlH5I6TaibGJRcBvr1J7BHipaKpxvcvHh/O7m3QDqgEL3yRgO5gHmFBqJJiMpuMG1a5fN9ZtBQk6b0d4RxjUhhDmHh40qtZfR3Q2dEZLNnkBsqdtCvt6PZWXF9HwLIcxn3DFfjG5vl45rbseJJriF8WP/dwpwKvBl4A/AWqBTCLFSCHG7ECLyrm4UoxjFcGj19fTp1HbV8b1Xv8eVT1zJ/Wvvd/Z+skNblPT2woEDx/d7HiNIm53IySdfGvHepeVLAVhRucJZ6agJ7sZG9TdwKfoG++iqstkvxECKaLVA2A2TBxQiAG0HVb39RZEXz5rgruuqGxbG398PjzwC//HzZNamL1FvurjeIQpue4LICNCLqV2Nu5z7uss9/rQ9yYShDCukPUaCuyy7DJ8RIBbRpsSlZBBAV02V+XrKjMUR7y1OL6YsuwyAVQfD2JTo9nYpIaJto8pzyvHVG30yhvZOS0xjbIYK+X/8mW4WLoSZM+GnPzUEvPZ6uxC7m9QGeeZAjnojxiiFGUb0SljfVher3uzYt0v5UXdnpVpRRA44u1RFZkUluF1+aLm1fqs5Hme0GkkVYlRwN/c0U9EahgRy+ZimCe4Zg0rFR1FRTPOYjlRo7G6kocthrtLt3dcH7e3H5LseS3T0dZi5JDLbYkuuCTFYL+ky+vtdq/AEaDqkxremVJg/Zn7EewvTChmXoaIotd3FMLic4Nbz2NR+4/AmxvE85kgFlz7fPQOKoC6yRxrGUPeSzBIyElXOjbCH8y6ey8wD6jwbwR3jOlXP4drmJAS5udb46MI2l1KypW4LWb2QMGDwClHaW/tQO+YF0nD5/A2ws2mnRXBr+5wYMLtARStsbXDo5y4f19yOE0lw/wvwP8A7QCfDiW7760RgEfBj4AMhxAohxJkf1hcdxSg8D0PB3TOxlFMfPJW737ubZ3c+y1de+ArXPXNd+BB2gNJSK5mJ9vF2Oer2qoVwTwAWz7kk4r1LypYA0NHf4ZzNWFuUAFRXH6uveMyxq2kXhR2KpJJ+v5WBOQK0IqiitYL2PoeNoAcUIq29rSb5lT5+UsR7J+ZMNH24dUg4QFsbnHMO3HAD3H47nNb5Ovdzi2sXFp39nVS0VlgK7hjVIXrD1Bfsc1bGuJ3gNkiBU/zjrTdj3DgkBZJMf0OvEtzbt71lvp4169yo9+vkXWHVMbq9+/pcqYzRm7xpuVPj3ihOyZ0Cmz7Hr/91CWvWwI4dcMcdcN11IAvc3dZaAVauFdxx2PD4hSKEHX24PTCet/W20XZQEQQiyrimrcdWHVoV3r4AlBd1ipFk2oVjmz5gLssuw9dgKMyjhDhPzJlITrI6AHFct4BywoKjAAAgAElEQVSrxzQppTkOT4ghsaYdU/OmmoeVjnY89r+dCxX7WpErhiBBJ9eMoe5a2RqW9LOPjS5duwDUVSqCvjXdb1oERoImwcPaGOh6NzdbVowugu7nJdqXOF6CO5yC28XPN6iDWokMzSURQz8XQkSPNnQpwS2lNKPGRmJRMjVvKgBVbVV0D3SHXrTv61w4j9V21tLU0xR6oBGl3nYFd9hIJLuAx6Xj2o6GHSMiuM1+7qTgHiW4jwonjOCWUv5FSvktKeU5UsosYBrwGeAe4A2gFWfSWwBnAW8KIe78ML/zKEbhWRgK7kcH1nGo/RBZSVlcOf1KAJ7a/hT3vHdP+M/6fFBWpl7vd0iE4ELs36YS0tRl+piWH9lzvDCt0FTGrKxaOfyG4mL1NwBXE9zbG7abC0lRVGR95wiYVTALYQytjpsmD4S0rzq4ylQy55WFT7oHauGsk3NpUkBK+OIXYfVq9SebMAEkPr7C/bz5XtJx/e4jhd7wFOqFZAx+bwDjMsZF9nxzO8FtKLhnS2OTZLcWiQExJZp06WYRYL+hbO1NEKTlRN8oagsibX8wDPZ+48I21yTt3JRyK+FrjBvFcZwKL/wWgMWL4UtfUu8//TT8eddC9Q8X1hksBdi4XoMQifH5TvQnMilXHfI5En8eiMhZeXAl+V1qo5sydkLEe7U/b/dAd+QQZ3D12KYJ7lOyZ0KXMahHIYKEEJFzaICrFZ61nbUmgVPYa6j0YyQGkgJJ5ljuSP7ZD/dd2N567p2XWIIIGkrHOLyJdzbudBal5OZaEQ8uJkXaqtU+QubmRrSU04iq8nRx3pS23jaaepoAKOiJzX5IQ1tO1XfV09rroMh3udWWnr+nDqg1Z6zWLBBDokmXjue1nbV09quN2EgsSqblTTNf63VACFzc5noeMw9yYhBaaYK7qaeJg+0HnW8KBKz2duG41j3QzYG2AyNTcBtj+q6mXcMP6V08f3sBJ9qixISUco+U8nEp5feklOdJKfOAicCngP8C3gJ0qnQJ+IF/F0LcdUK+8ChG4SUYBPfLAWUx8tSnnmLZp5fx7UXfBuCut++iuiMCeTvJUMZ6hOCu26MU3N0F2TEtoBeOU4THmuo1wy/6/dbk6mJiYHvDdovwjJEESktMMzeKjjYlHiBE1tWsM+sdKB4b9f4FYxaYnwN48UVYtkxde+QR9agszlfPyy3LPu7KnGTawqB8IE29ESMBZvd8cyQGXLpp0NjfqsafaQNGqG+MIe0auq9H9GV28WKyZr8iqruy02Kq99ziuYDyc3QkROwLcRe2uVZwz8WmeItxbNv5+A3Qn0lCVgP//Cc8+CBcf7269pPl8+gnwbXWLPr5Lug0cl7EuDkGa4PsuDl2qerNjjWH15jjeTTLqbzUPFPxFlbFrOFiW5rN9WruXZho8xuPoc018Rf2AMvFY5o+ZPQJH9mdxsY+DmJA25Q4zmMJCdbBpwvHNa3WW5RgUy/HYVHSF+wzD3tD4PN5wre1r05ZCCYWxpZbQPfzjbUbnZMOuli5rqPOALI7jTk4xn5uzyXhxUN5fcg6B+N7xqhcB5udnpNVB7i27npt6RM+yhMLlW80xLxuyUnJoSBVzVWOdXfxPKZ9w+f7jKjngoKoQqvJuZNJS1D7mE21YeYxcLWaWVsQjUjBbYzp/cH+4c+47uNtba62R3UrXENwO0FKWSmlfEZK+UMp5VKgAPhXoAFFcgvgB0KIj53I73k8IITIF0LcKYTYKoToFEI0CyFWCSG+IYRIPAblnyyE+G8hxLtCiEYhxIAQokUIsU4IcY8QYkoMZdwghJAx/nzyaL/zKEaIpib1A+zMh0/P+jTnTzofgDvOvYMx6WPoGuji9x/8PnwZE42Nl0cI7u4Dhifz2PFR7lRYON4guA87ENzgCSXztoZtlmVFjIQnWDYljlm7PRDSvrF2o0Xsx0AKaNXbxtqN9A8O8KMfqfcvvRQ+9zlIToY/Xfw0fgbZ01bIU08dpy9+FNALodJ+I7Q7jvaemR8Dwd3UBMEo3vwnAAda1QFdaZ+hrI9x06AxKUcd1FW2Vg6/6NINkx0dh9T4G8yPbj8EMK9YKbh7B3udCc/ERCupm8uIoIHggJlUdNqQ4UXt88VkvVRVBRtfVf088PEfkpGhSOy77lJVrqpP4S98Xm0aXGbN0tLTQkO3aouMdkO1HgfBrfv43hYHQsQ+j7mQ2AdlHTWS8XxtjSK4h4Zg7Vorr7YJlyrfpJTm4fI8YTugjWFM1zk0HBOSgavHNE38lWaV4tcJg+MgBvRBjiPxB64+rDUV3BjPY0IC5ORE/dzYjLFkJ2eHlDEMLiaCTDQ1A5AxNro9CVjzWEd/h7O1WmoqpBt2Ti6rtz6IKEwrJKHZUGHH2M/TE9NNS72oBLcLx3NNcIcIEmLElFxFQexp2uNsXeHS51uvs8qzy0nU9kMQ3yF1vhrbNHEaApfOY2DNQ+aBRgzt7RM+5Tu+50K+f9N0rrwSXn7Z4UYXJxXV/Xx8v7EviWMeK04vJitJPR9a2GDCxZEpXoCrCe4jIaXslFLeB8wCdNYkgfLy/v8GQojTgM3Aj4Bq4DbgP4F0VF1XCyGiSxWdyy4TQrwDrDPKBfgNKqnnPUAS8G/ANiHEd46mHqNwCfZYxMbeXEVqa6QlpvG1U78GwB/W/4G+wT7nMjTB7QEP7uaeZpLq1QI6s2xalLsVtFdtZWulZ5NzbW/YPqIT5JMKI2ySXbyY0thQsz4uQkQruHsHe/nz3w+wwYh6vdNmeDVlRoDreAyA3/zmWH7bYwO92RmjQ7vjWDxH9DbUmwYplZ+liyClpKpNJVk0PR3jUAQBTMhWlgd7dwf49rfhy19WZBjgajIIlO+6v0EdVCaMiW36H5M+RqmBhnz87x9a+cxn4Nvfhgo7R+DSjeLB9oOm6ry017ZxiJB0UOP++2FoSEDWAXqmPUxjt/LhLSmBz39e3fMgN6kXLqu3PbogqblNvYjj+daqP0eFp35eentdmXxPShmi4I5nPF9XvY76emVHc+qpMH06fOpTluOHW/t5dUc1zT1qrJ2BMW9nZlp5TyJAz921nbVmHw+Biwkw3T8n5042BRixHF5paCseu0I2BLq9XejBrefe6UGD1C4sjCkiRwgR3brB5QR3S08L6R1qn5E7PqqOClDe9JrYj2pT4rJ667XapJxJVl+MY31uRp1FsqsYHHRlUlFtUVLaY2jy4livTclTfaOjv4O6Loc21c93a6tKquoSaJIyJMEkxCVC0Yd3OhdHCFys4NaRKZP6jcOmGA805Mp/g0dfZPs7U3j2WbjwQpULKQS677js+Qarn4/rT1ZvxPF8CyHMvj4sstS+/nFhvd2OE0ZwCyGWCCGyRvJZKWUTcCGgVzYzhBAXH7MvdwIhhCgFngfGAPdKKS+QUv5WSnkPcArwJjAf+LsQYiQGsdMBnaDzm1LKM6WUt0sp/yil/BkwF/gbkADcLYS4JYYyzwNmRPlxOpMbxYcBQ3V9KAPOmna+GdKrcdOCm0j0J1LfVc/zu593LsNDCu71NesZYxBgBVPmxvSZWQWzSAmoJFSOfpYuV3D3B/vZ07RnRAS39vlzDIezE9xDDqGhJxhtvW3U11WQqt0XYiBEitKLGJ+plP0P3K/IsqVLYd48+01FfJn7AXjvvZAzIldAL4TytIXBCBbPjsoYe79xGTHQ0ttC14Biq3LbjZD2OBXcZdllUHEOTfe+zK9/DQ88AAsXwqOP4nqCe1v9NpP4Sx83MfLNBoQQzCmcD08+zf0/Op3HHoNf/xoWLIDtWsDvUuJPE2BJ/iRy4mjvYBD+9CfjH6c8AP5gyMZBe3G/zyK2MdN17a2JjJL0cTEnHLRDE3/7W/YPf77tBIML57J9Lfto7mk2cyrEo+DeWruTSy4Nsnq1de3pp1VUjpS4tp9r9XZKIIUx3fEdWE7Pn24mFXUkPHU5fX3Q0XHU3/VYQhPTIyX+dKRCRUsFwSGHaCNdlsvau623jUPthwAo6zcSn8Yxj2mC26sK7h2NVjK2gpLI+XE0hBCmijusjYFL623281xbP4/jIEcrmR0jcuzjhMvmseBQ0FQgF41AkDAxZ6KZSDYiuQ+uWqvqtcaU3ClWm+Tlxew9DlaiSUcFt0vnMSmluYcc2x1Qb8Ywrr30Eqz/86cByJj2AecaudP/4z9g+XLbjS59vsFScBd2G4eUccxjECE3UHKyFWHpwnq7HSdSwf0G0CyE2CuEeFIIcZsQ4nwhREwjv5SyE/iB7a3rj8u3/PBxN8qKpQr4vv2ClLIPuAkIAguAW4/i/3lVSjlM+S6lDAI3A4akgv8WQiRHKWuflHJnlB93ra4/QujdrZiM/Tlwy4Lh5xWFaYVcNPkiAJ7c/qRzIZrgbm2Flhbne1yC9TXrGWv0tsC4kpg+k+BPMJNdONqUuFzBvbtpN0EZHBHBrcPh6rvqaek5om31IjIYdGW7b67bbKn9IGZi4JSxp0BvBhtWKK+4m28+4obiYs7gPSYLteD485+PwZc9htALoYw2w5ctDgJMqwW6Brqo7TyiP+fkWApZly2gtXobIL3FaPQ4Ce60/jJ48hkYSGNsyQAzZ6pzmxtugHUtxhjn0sOcrfVbTQuihDHjYv5c92v/BjtVQuErrlBndS0t8NnPGsInl0ZpaGKgPKccn94oxtDeK1daw/S4M98AQjfICxfCTOVewt/4jOuIAa0AOzmpzOqHI7Ao6RnsoabzCBI7L08lbAJXEtzvH3ofgCK9UYxhXJtfPB+BQK75Cms/8OPzwQsvwO9+p64/+6yxUXYpMaD9s2cXzsbXGN+BRlIgySRDHC3GXEyAHTXBbRzkDAwNmIRxCFza3nZrsOIuYwsexzxmehM7kV/2sly6Vt3esJ08Yx5LjCFnioYm9h2T54JrCTDdzydnHwcFd26u5XHssue7qq2KvqBS6mfrdWoc/TzRn8iELBVx55gzxaUJsitaVXjcpJxJcSeY1NAilF1Nu4YfUrt0vWZPrpnXFZvwpr8fvvY1kFLAhBUEP3MBL78yxCWXqOtf/rItMMGl4zlYCu6sEeSSAJsdj0dzA7kVbrAomQhcjbLgeAmoF0IcEEIsE0L8SAhxsRAi3LHfcqANZVPycSFE9NhVF8Pwvf6U8c8/G4R2CKSU+1AqboDbhBCBEf53z4W7IKXswlJcZwNnjfD/GIULcHjjOwBU5QW4eIpzoMM1s64B4Pndz9PV3zX8hnKbV57LVdzrq9cxRh+njI19Aa1tSt4//P7wiy5Ptqg3TUXasiKOCdau6B+m4nbxBhmO8N+GmImBU8acAjuvINifSFoaXHbZETcUFCCAz8q/AkcoCU4wmnuaae5pxjcEia1GR4+D4C7LLjNVf8MWVHaPY5ctJDXBnZOcQ6De2CjGSXD//pcF0JMHqQ3c8/h7vP8+zJ2rIny/+cAMJLj2MGdL/Rarr8fY3vv3wwdPqBQlGUt/z/Ll8I9/qDOMjRvhoYdw7cZB+29PzJlobRRjaO8njTPaM86A6RNVqKxdGSOEsq4AeI7LXVdvrdSb67PNXXFskCdkTzCVb8NsSuxJ6Fw4nq85vAbfEOR1G5v6GOqdkZTBlIx5sOInAHz963DxxfCVr8BVV6l77rwTZL47+7lWXp9UeJL13eJo74g+3Hl5lvWFy9rbsm6YOCJla0lmCQk+pYp0tClx6bim12rKo9ewAYvHm9gWzu7oTexSoldjV/UWMrWjRBztHTGpKLjWkkb382nJ4ywrjTjW57q9HT24fT7XWlbo75voTySxJf51Ktj6uhO5n5amFK7gqmdc53cpzym32iRegtsQHbX3tQ+3Z3Fpe+u9Y8AXIK2tR70Zpb3/+Ee1Rk1IkHD5F+iWrRzurOKhh1SO4Pp6uO8+Qsty2fMdHAqyu2k3viFIbtOhKfH187AKbnD9eO5mnGiCWzj8FkAJcDnwH8A/gMNCiMNCiH8IIf5DCHG5EGK8oTbWcstMYPaH+N2PBz6J9bd4LcJ9rxq/C4Alcf4fa4GLgMej3HfA9ro0zv9jFC6CVnAnTJ1GSkKK4z2XTb2MRH8i3QPdvFX51vAb0tOtSdrlBPf+/etI1hGrmpiOAaeOPRWAdTXrwod2u1D1BtYCsLjbGNLjWECnJqRSmlUKPVn84mdJXHkl/OIXRtJmFyt6QanfTNLPrk6Mgvlj5sM2FRZ3xZWS1NQjbjAWKJ/g7wBs23aEb/EJhF4E5faAkLETQRqJ/kTLi9ppQeVSYsBMMJlVai3u4yAG9u+HBx4wptclP6UjaRfp6fDb36q33l2fygrOUf9w2eYBjiC4Y2zvu++GwQE/5Oyj44xv0tnfyYIFShkD8POfw0Cu8Td0WZ1DFJ4xEtxSKsUuKBK7PFsdzB5oOxBy3+WXq9/bmM2+He7x7wTMJGpTg8pzlkBA7fZiRKI/UT0jhCH+XExwb6rbRF43+PT0G2M/z9z+r9CTRyC5l5/8xHpfv964Ed6oUQSZ2+qtiYHp+dNHRIhoH25Hi5JAwCIRXVTv1t5W03d8SuIYGIhf+eb3+ZXlFGHmMV2WywgRbS0yq3BWXAd3GlqQ0D3QTXVH9fAbXE6IHK7cbP0jjvbWyvU9zXsYCA4Mv8GFljS9g70cbj8MwNShXOvCCBTcDd0NtPW2Db/BpeO5PqAuzy5H6DaJl+COpGwVwnV1b+1tpbVXSY7LssussSfOek/MmWiKUIZFaug6Nza6Kq+C/p4Tcybi0zkVIvRzKa38RjfeCCmFSjy2vWE7xcXwzW+qa/fea+QBd+HzDXCo/RD9wX5y7PuxESq4D7YdpHewN/Siy8dzN+NEEtxnoCw2HgY2AoNHXD+S9B4DXIxKvLgMOCCEqAfszqmLj+cX/hCw1PZ6Y4T77Fk2loa9ywFSykYp5UuGj3kk2HdUDpJeZwghUkboDT6K44DugW6yDqumnjDv3LD3ZSRlcFapEuq/uPdF55s84MPd3tdO9wHbpj4OBffcYuXX3djdOPzUXBPl9fVK4eky7GvZBxKyu4zvFueCqjzhNHjofZbfP59nn4XbboOzzoLObvcqREAthuIl/QAmpc+GCjV0Lj4/fAKb+WxgbIEiwJ4PY0//YUNv5mdha+ORbhyclDEuJbi1grs0s2REG4ff/14ptVMKq2HBgyZhvngxnGPw2g8Ig/l1YV/fUhcfwd3eDn/5i/GPM+6GQL+5CbntNmUJWVUFjx8yUnK4rL1HouDesQMOKz6BSy/FJMC0qkpj3jwoTVH1fe6D2A9BPwzoEOey/jT1Rn6+FYYeI7RNiWOiSZeRAhpSytBDHIh5TK9++0IAcs94llwbjzR3rsqvAPDnVYooorXVIlRPMKSU5jM5LX+a1SZxjGuzC5WuZ2v9VmdFrwvb294vJwYzrQtxEgNmokmnfu7SeUwrkGcVjIzgLssuI+BTB/nazigE9mRsLiLANOqrbBYjcSi4NcE9ODTomYP5ipYKpIoLoyyYbl2Io96a4KY3k7vva+Wee9Q8Z8KFzzdYh6tTM8uhzSDm43y+g3s+Bk88zav/9RWWL3fozi5rc72mBJS9yggsaUAdUk/MUfvtYVG1us4uSyyqx6KpeVNjShr89ttWHpivf10wo0AdQOtEld/4hhLpNzcbUXm63s3Nqu4uge7nxb02A4l4CW4jUkEizXWviVGCe8Q4YQS3lHK1lPJ3UsovSSlPBtJRSRRvBu5HKbOPOMoYRnrnGz/S+Pd9QohGIcQrQoj/FkJcI4SY9GHU5xhBK9A7pJQOR7UmDtpezzpO30V7UkhgZZR7LzX+5vVAN9ArhGgQQjwthAjPqo7iuOPNHS8ytl2tCk4644qI9144WW0SX9r7kvleZ6fNjnaS8Si5mODeVLvJTDApk5LiUr5NyZ1Col9l+x7mZ6k3DUNDrllM2bG3eS8ZfRAYNBorjglWSqh4+A5omoYvoY9rr1XCr7VrVZi3WxfQUkp2NO4YEcG9b0MJDKaAr5+cWeuG35CaCmlpCOCSBWph8bJL0uRqUnquzyDm4lR4gi0kzilxkcs2DRpV7Yrgnpw0RiVNg5j7eW8vPPywej33kpXgH6SyrdK8fouRmuAZeRWN5Lmur9d11tHZ2kCGFhvH0NcffRS6uiAjA4pOfx2wvAJLSuDaa9V9j2wyEvG6qL2llCZpFY+X5SuvqN/l5Wq6CkdwCwGXlKvd1St7YkvY+WGgZ6DH9MUf12tEo8QZ3gxRnm+Xjuc1nTU09zRb43liImRmRvwMqE1y9R61CWyffh9DMtQ///OfV7+feSuPLoxQHZeoems7a+noV+H70/KmjciiRBN/Hf0dzopeF7a3JgWK0opIa++xLsRB/AFMzpkcUl4IXDqPaSJoWt60EUUiBXwBk/yK6NnqwsSi7X3tDDSosXwo4I/p+dYoTCskJzkHCGNT4kILA90vMxIzyOk0xCcZGZAUuwYsPTGd/K6z4Lfb+dn3JvDd76qDu//7P+MGFz7fYNV9jt8mMorj4O7ee+H+b14JO66mfePHuOoq+P73j7jJZc+4XmfkJOeQlZwVE9FrR1eXip69+mrgrZ9Ab8bwwzv739BFbW5GIuXYCO4I6/O/KvdHzjlH5UTR89j2RvVs5+TAp1WQLX/8I6H1boqmz/zwoNtnts/gCHy+uPdjeSl5ZCWpZJLDREcufb69gBNtUWJCSjkgpVwvpXxISvlVKeUiIAOYA9wA/C/wLtB5xEc12a1f5wIfA74LPAbsFkK0CCHe+BCqMWIYqmftNR7tqMZ+vew4fJcsLOuTf0gpD0a4HeA+IAD8GLgElfDzbZS3+htCiAeFELGnEA79LuMj/WD9zUbhgA2rl5sPedr0kyLeqxNN7mvZx7NvHGLePLUWKylRYfyyzDjzcItXgwPsCSbF2LGW/2QMSPAnmJPs5rrNoRft2b9d6MO9t3mvlWAS4iK4ly+HqvXq9HzcF/+Nxx5TaldQi5DVSe60bajrqqO1t3VEBPeLLxr9ovRd9ndvcr7JWFCdW14JwHvvuSP3oCatpkujjfPz4+rn4G0F91QZf6jva68p4UcgAB+7SiUks5OeV12l1qQDJPJ3PuG6vr6lfouZYBKIqa8/9pj6/dnPwqwSZVlhT9Clib83thdziHGuau/G7kaT+JuUOylmIkgT3BdcoB4JTXAf7jhMfzDUiuT8WYoMfLtuqnlecqJht1IpGMG4puFFBbe22BijlVAFBTGNa48+arzI30FvwXshKjpQZEFKCnR1+3gBI3uVS/q63bd0Ys7EEVmUlGeXm17Uw9R+9rJc1N66jcqyyyyyIiNDHWrEAVPBHYng7uw0/NZOPPqD/eYzPjkO66UjEdP8Da7p5xo7G3da61S7P3wMEEJYJJgTwe1CCwNtN1WeU46IgfRzQmsrdDz8BHSMIzGlj3HjVADKjTcqFawbn2+w5h5znQox1/3dd+Hb3zb+UfoOTFZRxb/4xRH5cFwWXarXlHrdEU9ugdZWOO88FV23bBnsWfY5ePADdlQdcWBjTyzqor6u556TEkusjVKY9h4ctNrxuuvU75n56tnWIgyAL35R/X7vPdjTbhsjXVRvrbieoSNqc3MtW88YIYQI77U/quAeMVxDcDtBSjkkpdwqpfyzlPKbUsqzpZRZwHTgM8A9WF7R9uAVccTrLNDmmq5Fhu11tNWYTfIQ8rljhX8BkoF+4MgzUyd8V0q5VEr5gJTyn1LKv0gprwZuNK5/Cfj1CL/LwSg/H4yw3I8EDm1YAUB/SmLU0/OZBTMpSC2A2jlc94lCNhm8X3U13Hor/GKHkYnvYLTzjhOHrfVbR5RgUkP7WQ5L2JSern7AdT7cXf1d1HTWhBLcMSoGpISf/cz4x4ynqRv/IINDg9x4IyxapN7+2eEb1AuXLCI1djQosq64yxju4yK4jRdTXjQ9MYfBKG9xnlpwtbQcERp6gqAXQBMHjf4Ypz0JhCY1GRbW7nKCu9we0h5jP1+2TP3+2Mdg5gS1YLQTYUlJVqLRZVzlKoUIqL4eTzLVujq1SQS45horQZed4F66VDkvSSn4G5+B7m714wLYwzTLE4sME0YiEkF9fbBCTXdccIH6rTeaQ3KIQ+2HQu5fckonPoL0DCWzatUx++pHBU2IpCakktpi1HkEBLdWeFa2VlJbC488An//u5HjzKWEiI6aOgmjjWOst/ZcT5j7DIjhXtQZGVZ/eN5nmK+7ZGyz+5Ym+AIjsihJ8CcoolfC66vr2bbtiFB+/Xd00QbZtJvKKh1xGD+EHuQMm8fs5blE1VvRUmFGGEwNFFlJB0dIcO9udrAosdfbJf1cY0fDDvKMKcaXF397O81jJvQz46J5TPfzo7Gr+OEPoa9pDCS2c+F/3cHu3bBwoeIQv/pVGMgzxDcuGs+llFYODb1eS0hQg3EUBINw001qDFu0aAjfv1wAn7mE05eqNdmtt9qaV49tLunnwwjuGA81pIQbboDVqxU3eu21kJA0AE3TWPGrG0PHc7/fdXkV+oP95tplhrDNXWHq/dZb6k/j88EVRmC5E8F7xhkqGg9g2Svpqg+Ba9obrMPVyUOGansE8xhYe7JhUTmjBPeI4WqCOxyklLullI9LKb8H2HvDX4Cfo5IwNhNKdLsd9ux/0bIe2a8fmR7tqCCEKEQpsQF+KKWMROk8DZRKKe9xuiilfBjQzrVfFULMc7pvFMcHh9oPkXBAbeoHyydEVUsIIThj3Nmw/BF6uxIpL1e+wzpM6N+fPZW3OUsZt7rQ2w9UAh+t4I4nwaTGnKI5gIOC216eyxTcmgwyCe6sLGshEAXvvAPr1xv/OPtn9Af7qWytRAj40Y/U289Xn8w2ZrpmMaWhNzkT+o2hM0ZC5OBB2KcFX5NeMT3fhsHYMJUO7KOkRL2lScMTCa3aGt9nZJAfAQGmF5NdA12mJYIJFyqh+oP91HSog6WSAaO909NjCvUdGEdIzj4AACAASURBVIDnnlOvr77a2GwC1R3VIareq65Sv1/lfDqq3RXavbtpt6XozcqKWu/nnlNDdF6e8tKfnj8dCFXH+P2WemY5V6oXLmlzvWkYmzGWlOZ260IEImjDBmvju2SJ+j0mY4ypbj3SpiRnQiansBaA118/Jl/7qKG/49Ek5gLMJLINqz7OpEmSG25QiTVnzYIt/dPUTS4bz/Wh8nSdjC2GeldVWT6eUxYpstjpwPLSS9XvF7mQID7X1F2r3qblTVOHODqUIM4xfUz3efDAOv7zM9cyezaceSZUVhJalos2yNpu6miIPzAU3O1j6Vj9/9j77vA4ruv683bRy6LsAiAAAgRYwN6rSIpUp0Sr2ZYjW5FbotiKS352bMex4xY7jmPHcZy4xHJsJy5S7NiSLFlW7xKpRkqixC6KHSAJgGiLjt19vz/u3HkzuzOzswAxs4xwvo8fQOxiMLPz5r37zj333Bvws1/1mYXaWahkZvKmJK8E1f2GGDpDgrsl3AJIYP+J06lVZbm5qkQ+S4h9hqnSMEM7GkDZGOw5fRCvvw4cOGDYihjvd5ZcN6v1xzvODx4EbrtN+89lf4uesmdRVESWDcEgNT//6QGth0aWzGkANcTsH6UErR6vuazI+d//BfbvJ/LzZz8LoDE8DQhI/MlnH0dhIQmu/uu/oI4JZM3zzbZ3KQR3mrF+zz0qRv3FL6j67jPfoY1Z3971uPPOpF/IQmI/LsmCRxegCEE+IxZg9faFF6qpjwnezsFOvVGnEMDbtdD0rrtF1t1vQMWqjWMaFTdOgpuTlrYK7rNns8p7/HyAbwS3EOJWIcSaiTQkFEKUAtho+NFtUsrPSSm3SCmrQPYd7wTwdQBZ4qBqC6MqO12dnvH1c5aqFkIEAfwC5Gv+GwD/4vR+KWW/C/uSn/LhAXxwHKfVkObf6nEc8y2Bxw4/hpnd9H1hywJXvxPY8VHgzDJAxHHXXcDb3kYL7gUXAImEwCfxr0gMDlG9f5ZBSom9HXsVwT0BBfee9r3oOBszbx7YpiTLFNy8IDbHtKZkGRAiv/gFfb3wQonChgOm423dSt5oAPDf+EBWBdCAIuvqBrVyMJebxGeeoa8loTGg+nXs79yPWMIicDAEUxu1VcZvgrtnuAdnhyhorh7UNgvjIMCaypsQELT8pwRUWRhEtva16s2aatib2GUguX07TVdCEMnHmw8JiRO9avm64gogPziGUeTjyX2ZEQ6TjYNdB5WC28X95g3EddeRLQsr3944+4ZprLNq/QWsJe/xLLnnlg0mAUfi7/nn6eu8edAbDQZEQCd7kwluVFdjE54GAGzfnh0JW24w2VzRPC4/ZsaMshnAm5cBd/8cg4MCZWU0Dg4dAi79l6twGM1ZN58zwT2DK1NcPN/cF6G6GlizksJiK4J761b62pkI40WsyZpxbiK4jfcjg3u+dy/w/Ne/AZxeof9s+3YiuU+dMhwrS0g/QFXPTFTB/fIjs4HvHQTu/RlueV8Zli1TTWZRXEzeNEDW3G9W582unA3B99uoyHSJ/gNrgH9/Awf/5gVEIhLf/W6SfVoWJqkBslcL8053HPd7ftV84OBWvPa5e7FkCc3169ZpgoUsVK5PtFLh3/6NFM21Tb3Ayh/rKtmFC4EPfYje88+PLkcMwayaz9meRECgZlCjmVxct5RkQwJQ8n3+fEr2AkBP3h7ccgu99u1va+M9my1KRkep0zfgeO1SAl/5Cn1//fXATTfR9+9+ZxGw4H8BAF/8ctz6+c6SOZ3HZWFOIcKDWixVXk5BhwXYSo7jT8DQTBXmPQkT3C++CLSWaRvSLHm+jb1iakc0Udm5VnDz+i1l1lWWZjv8VHD/EMBzAKJCiF1CiJ8JIT4mhFgvhHCrSv4CyEoDAAYATY6jQUp5XEp5t5Tyi1LKrefu1CcFRslYge27CEa197mUmv07gC0AHgPwfmnZkj1jGO/J+kx/WUp50ukfgOyS02YRnj3+LGZpPLSYNdv5zSDx0NO3b6D/rP4B6uZQ0JCXB/zwh4AQEi9jJflYZqFNSVu0Db0jvXqTyfEouBfXLAb2X4vRf92N6kgO6uq0BhfG42WZgpuDgTmsfMug8d7vfkffv/e9Qi9r14NTAbzvffT6/+A9iJ/JjmCKwQruSm7e4/K6meBetz4GBCRG4iPOXrVZRHAbbTXKejW13zgI7rxgnk70pgRUxmZNWVKpwRvFoAiiol8jaDPw3waAVavoltqpeouKgI2NNK89djR7Gg8CZGXg1mt+ZIRKQAHg2mvpKyu4xxJj+mYEADZsoKphiQAexhVZs3EwEdx8TuXljpUpbDNywQXmn9s1mkR1NS4A/dKLLxKR4DeY4G4qaxqXHzMjOBIBfv9zAAEsWNmNkydJ4V5dDXT05uMW/ASyry9rvInjibjuqzttRNsUuyD9HtT6YW/ZAiyq0dSdFhU5dXXUmA0AnsDFWTPO2aJkbmSu+ZxcEp6jo1RhN9RbAhSfRu0nr8cTT5BwrrWV/PdlOLvIECCJ+MuwERvjmWeAD7wvDxgrBgq6EMxJ4MABSlQOMYmaZclaPVarnKMSd1VVylPXBR58EPjb968Auimm7+4W+OQnya5CR5ZdN+PNrjd1i5LxKLiPbFsJ/M+9QFSJV158EVizBjh4opCSGkDWXLeu4C7PXMHd16cEKDfd0gkE4zjZd1KvOvvMZ2jYHD5TTGt3VxeVq2UBWNVaH6pHbncv/dBFnPryy8Crr9L3n/40feX1+0jPEXzyk/Szo0e1GCcLlcyAds5GEZjDWH/2Weh2oH//9+rnzRXNwEVfAZDA/r1B/PGPhl/i42UJ4cnxmhuv+cOHKdEOKOswgKpappWQiMzYW+CCC9ShHsIW+iZL1rKuoS70jtD41on9CSq4T/SewHDMEJdlYeLufEE2WJTkAFgE8n3+NwDPAOgVQuwRQvxCCPEJIcQmIYQ+QwghaoUQ3wA1kpTavz9IKdNZe2QtpJQjUGRtOvmY8fWj5+Lva5/nRwA8AeA67XzOBYyp1amGkB5i24ltuoIbM9MTNr/6FXC2PQ8IjgAX/iO2Hd+mv7ZsGXDttaQY/Vd8kmqDswy8Qa6fgIL7kbtqgd/crW8ezpwBbrlF86nOUgU3B5PNcffKN4B8qHt7iTN65ztVwyaj/y2rCVoxHc+0zTp3J30OsK9jHyCBoqgWDGRIcF92UYHeudrSh9ugDmGC++hR4OTJ1Ld6hRN9RMCW5pUir4vK+MZDcAMOjej4eGNjSoHiM/i660P1CJzVNg4u7zfbT1x6KX0NiAAayshzhokWxmWLaAl+tH3JBM/43GFobAjHe4+7JrhfeIF4SyGoQz1ApH5hDuXFjQ3ZcnOByy+n7x/AVVkTQPP9bgwZlG9pxjkruFMI7rImABYEd1WVTnD39wvsNls3+wJjU7KJENzf/KYgEii/Bzd/5X6UlACLFqnGo0/gEvwON2TN/X6z+019U1cx4NygihGPq2f7yiuBhdULAVDiM55IzVbws/AkLsqK6x6JjegJjZZwi+tEjhHf/z6wezcQzEkAN1+F02X3Yu2GIdxxB73+xBPAXXspuZUtCcvoSBTdwxSYjlfZOjJCCtZ4HCiesR/4RBP+7Lu/Ql4eKdq/9CWYj5klhIhRwT2eBpNnzpCyNZEQEPU7gA9swtveTQHJbbcpwYIpSZ1FmIhFyaFDwGc+GgFkEGjYhp8/+TSeeorC8q4uUr8Oh+vpzVlw3cOxYd3+bTzj/H/+h1yLSkqAD32QNH8SUvUiaVZr9+34U/omC64bUHuIWRWz1Lzm4rpZTLRiBe05AaXgPtpzFM3NwMUX08//67+gxnlPj/Kz9wk9wz26tYapeS7gONb/+7/p68aNwBJD2FmSV4Lq5rPAnPtN7wOQdfOaXnlW3px2nD/yCH2dNo1iEiOsbDqCQTXOH+rXBHhZsH4D5lg61Dd+wRGg9t8S0two22g5miX3+3yB3wS3SPrK3wcBzAfwpyCbjCcAtAshokKIPgAnAfxN0u9+Z/JPd9LBW6xSIUSZw/umG763MZB1DyHE10DNJJ8CcLWUciDNr2QC4xjLAo3UWwNdQ13Y17EvI4L7hz+kr7UbHgFKz+ClNnP/zk98gr4+gUtwcEd2EF9G7OnYA0igtl+bEjJUcO/eDXz4wwKQAaDpCXz4+3fghhvotS9+EXhyaC39J0sV3PXsyewygL73Xvp6xRVU0j+znMbI4R5FcDc0ABcsoozB/f0XZo1CpG+kD63RVpQNA4G4O0IEoJhzjzZjbtokdFKEkyMmGFRQCxcCIc1ajok0P8CWGg1lDa4b2NiBlTH7j/aYHYey0Lu0LdoGgDyZM9ko9vWRwgugDvWM6SFaQpMbD166lso/9gzPzpo81pvdb0JCuia4n3iCvi5frqxYAyKgB9DJljRXXUVfH8IWyDPZUerL96WhrEGNQYeNQ1ubyrlyc1yGrYK7shK1OI0ZmkYgGxpN8jnOLG5QCrAMN0wdHUR8AgA2/QP6ChRzf8klwJ+8kyogvoovZc39Zrup0rxS5PdqAz0NAbZ3LyVoAfJcX1hFc/lwbDj1XkP5sm/DBoye6U553Wu82f2m3nBwbnhuxvN5NAp84xv0/a0fHQFqX4WExBtdb+DKK4F3vYte+8J/z0YCgthg/sB8hDGpOB5lKwD853+ST29uLnDRX/8UKIhCNG7DV79Kr3/3u9p8kGVKZlYmmhTcGRDcX/4ycXnV1UDzR/4KaHoG137qAb2M/+Mf14oystCipGuoC93D3eO2KPnsZ4GBAYHc8AngpqvRX7QbmzZRn6C8PGoA/p34/6M3Z8F1G2OL8Xhw/y+5U+DGG4HZtTXID5Kbq3Fuu/lm+no33o4oSrLiugFF/M2qmOU6QR2LqWv+sz9TP2+uIIKbk78f+AD9/M47gYFiQyzkM/lnJCVN9zsYJJLSAgMDwG9/S9/zdRkxs2ImsJwMx//wBwNnnmUK7vEQ3JdfnmrJzgR3clXpFk24/Uj7EuqhkS3jnO1JSmoRPKvFFOPcj1UVVSH/zAbgvh/io7eU4rbbtLlciKycz88H+ElwzwLwLgDfAPljd8K+KaTQ/hUDKDG8j+UIP5JS7py8U/UMjxu+d2rIuMLw/eO273IBIcRXQFYvzwB4m5TSlae3EGKGEOILLhpHGlXbWUIZ/N/H9hPbUTUAFLHdalOT4/v37VPNBi+5gSbtnafMj9TmzcCsIiKabn80uzxqASpNLhsG8mPatDDNfcGAlMBf/iUpg8rq24Cbrsbo9Edxxx2kCJQSeO/vrsMAirJOwc2EVfWQNi269Lrj8u63vY2+JluUMK66jEjt+7HV9yCSwaXdYWPnAheKoG1aUUJhIbByJTAvTOq2g2cPpr7ZUP4YDJKqBKBSf7/AytaGkIEAY8PhDCFObAC+vxd33fIDRCLk19zaCvPnmCUBFTeYrC2pzWij+PTTxOvk51NHdoYdwb1iVQDloED18QmtrOcOPDbr2XvcJcHNSicGe/wlE9xM/HegGvv2+9+XW0rljd4QanB1vznpVFqq+gYwbAnunBygokJXcftNcEdHorq//mwYmjNlqOC+7TZqtllQ1ges/g+9TJ7xxa/QONqNxXj8kezQHPAYnxuZC+Hy+d6+nb42NlKxVn2oHgU5lORNsV0CsGkTfR1EMXYcydwe4VyDn8PSvFJUF1dnTID96Ef0K6WlwFe+UIhIEf0er41f+xq9b/+RfFq7gaxYv5ngLs4tRkVBRcbXPTZGHrwAcOutwNKF5L1+rPcY/vqvgRkziCz79reRVQT3aHxUfxbnhDMnuI8eJWIfAP7hH4A5jZRxP9JzGD/4AVBQQNoLk7I1C66bweN9PBYlL7wA3HUXfb/s/b8ECnv0461cSXYdAPAPp/4Mp1GTFdfNhGdeMA81JTUZjfPOTuCpp+j7G24w95IwWoxdfz1QVCQxhCLch6uzxovaVInkUsG9fTvxtUJQRSmD1+/WaCtG46N4xzsonhsaAh553bDH8/mec3xRXlCOsoIys/WSTXPN++6jRGVhoUpIGjGzYibQch/yS/sxNgb85jfaC1mm4DZZyjkkaqVUNo/J8SlgH6OylUn3SDF2YJXv95qhJ3IqZ40rUcsgH3aBkf94Ftjxl3jsnjrceivZKh4/jimCe5zwjeCWUh6RUt4ppfw7KeVVUsoaAI0ArgfwVQB/BFl2OJHeAPlG/9Wkn7A3+B0UaX+pw/tYi9YJ4Mnx/jEhxN8B+DKAbQC2Wim3hRA7hBBftvj1ZgBfA3Blmj9j1FP57GD71sG249vQaBTrNDY6vv/22+nrnDnA1s20od7ZthNGG3YhgJsXELt3++uLs6Ha1YS9nXuVyhHISBnz6KNq4X335x8F8gaxv3M/cnOBO+4gf96T3cX4Hj6eVQrukdiIvmEsj2rqahcL7Guvqcvg7LjRosR437e+g0iDPViE47v8V74BisCYD8O1utgwMYm1Zg2pflrCLQBsCG7eJEajwPCwTnBzIsgPmAjucXqXAmTT8rNP3Ax0UvNBKUnRf9FFQEdPrup+niUB1an+8RHc7L+9YYPqNwZonx+Ak1EzwR2sieBCkIfNc89kR7UCj83pw1pvaQfCc2hIjfHkDYRuSdNtTmA1NQGNxfSZPrVvfOWV5xI9wz0YGKOJfHpouqv7bXyug0Hza8kbZBPC4awhuFkFBQCNI4Y2LBkQ3PE48JOf0PcXXPc6kDeYQnAvWgRcVkiL3fd/lx2ucTzGW8Itruc1vl+cuAqIgGrUdDaV4A6HgcX1lBR8ptV/j30mgWZWzIQQIqP5PJEgghsgkjcSUeQAP99z5wJXX03v+RFupW+yYD43+m9net0AcM89wLFj9Jx/6lMwNZHNzVXevT//OTBUrlXxZcF1H+k+oiv2TRYlLp/vH/2I7ntTEylcWZBwpOcIamuhN+D75jeBWGX2NRZl0qoqAyEGg72J160DNl5O48WYxPr850nPMpQowH/gL7PifvO82xBqQEAiowqNe++lubysjKpuAGXVYVwnSkqAK6+kz/MPuCZrCG7dYqzMvcXYPffQ17Vrzdokvu6ETOBE7wmUlKik/L0PF1BmB/D9npv8twF13Q7zGlfRXnmlqhA1Ymb5TCBnFJFVTwJQSR59DGWLgtuY0HC47sOH1bS3YUPqceaErRXctbXKvuUxXOr7vWZYViqMg+D+1regVx+hdgcWXPIq8vKo2vjKK4GBStqvZNN8fj7Ab4sSE7TGgfdKKb8ipbxGSlkPoBbA1QA+C+A/APwWwH+BLDXmSyk/IaXMDhnKBCGlfAN0fQDwXiFEXvJ7hBAzAWhLHr4ppYwlvV6nkdKdQgiLnKD+vs8C+AdQo8+rpJT9Nm9dCSKz7XCVw2sAOLJGAsBPnd44hXOHbSe2YQYT3FVVxNDaQErlzfmnfwqsql8JADg7dDZlc3zjhaTgfrN/GvbvP+enPW5IKbGnfY8iuAOBjIg/DqC3bAG2XFwKgMqmpZRoalL2LN/EZ9E/ACI9swDHeo9Bajmxol5NGuOipJ3V2y0tyr2GN0wDYwNoH1CB8vL1hagGRSUPPHCOTnyCYJX5goAWCYdCrnxLd2gtb9esoa9McB84e8BE6gNIsepggnvnTv+sTFnZ2pxfoxrEZUhwd3VR2WtsLAhU7Qb+bANu/58xFBeTz+WHP2xoTJYlgaROcJdmRnCzmvnSpHSxnYIbkQjW4gUAwPPbE8gGMPkX4bktDdE7OkrT34UXml+zU8cAwOYmmuefOtY00dOdMIz3pKEsMwV3sv82oDacCZlIvd8GgvuNN4BuH/N3RgVYqFd7tgsKiMVwiUceIfJPCOD699Dm1+TnqOEjDfcBAO57td5sT+QTDpwl1fGCoibX85pVU1G7EmfGugVkrfZSb8v4T/YcQS/r1krwM5nXHnmEyAIhiOAGrHsqfOhD9PUBXIVTmJYVG2QmuGeUz6CFNENi4Je/pK/XXUdq7RllM/TjSilx882k8OzrA+7t0AZHFlw3z7sleSWoKa7JSME9PKz8iW+9lcj9ZMLz05+mef/YMUMPiSxZvwEal8E4UDasBU8u45bDh1W8+qUvAS2RVJ/eoiKqwAQomTNypuecnfd4YRrnvb2qi7GLcX4fTc+45hoSYgDWBDegGknfj60YO+X/OE/IBFr7WgFoQgKXCm4me6+7zvzz2tJa5AXpQ+A1kq/5vj8KxCPa8+MzuZ9CcKdJaMRiaj91zTXWx+Q9WXzunQCosWZXF9SzkwXzWs9wj95TIZ1FCVfQVlWRmC4ZHKN2DnbqfuYMrsDahg1ZM68xsT+7pFH1K8qQ4H7tNeDv/o6+n3vpduAv1mLpR76Fxx+n8G/fPuAzJ7PHeul8QlYR3FaQUp6RUt4vpfxnKeVHpZQ3Sin/XEr5LSmlhezuvMdnAHQAaALwj8YXhBD5AH4M8ijfCeD7yb8M4OMgUjoMatqZAiHEpwD8k/Z3/gnASiHERVb/XJzvJiHE/7P5O18CoLX2wTellFlEif7fRSwRw85TO5WCO416e98+CiIBze+tcjZC+ZRO3tlmtimZt7IYM0EbKA7CsgGn+k+hd6QXNUYSKFnKZ4NXX1UL7xe/CMyLkG1F93A3OgZpQfnMZ4CS4gR6UIFf4r1Zs9AweZEfzEeQmw663CADSr0NUGAmtMIYY6PJQFDgymJS/D2wrfQcnPXEcaibNjctUlMau7RlYYJ79Wr6ygR3z3CPbg+gw4bg7uggz18/wMqY2QmDhUGGBPenPkUuO6GyBPCnW4HG7VhzxTEqbQZw993A3UHNfD5LxjlblNSV1rlW/EWjwOuv0/ccHDNsCe5wGOtAbOmuvXkYGoLvOHj2ICCBUFRTHzsksLgKZcWKVEUQbx4Odx9OacK3eQHd56c6FvhemcNjvCSvhJrApvHgTiRoDgeopDMZtaW1yA1Q8ivFpiQSwWK8jqCgz4OP4wd0FVS5ocFkVZVtebMVuLng5ZcDqxbSnNgWbUtRrm9tOYQQehFLBHXlnJ/gJM6igEG65zCnd3YCB7XoPxOCe81Kus8vjS0lhsFH6GXdWu+LTJTMbFWxZYtKUFtVaFx1FakhEwjiV7g5KwgRFk00hhppkh5zX3nW1aVIIfYfZgX3UGwIHYMdKC9XBNgv95JYIxvWMSZkZ1fOJuU6P+MuCO4776Rbl58P/Pmf08+SvYlnzFDK1p+/pPk0ZcF1Mw51H0LFMEjNDLiOW378Y4rdZs6k8W63jt16K5AXjKEdNbj7wAK7w3kGfZwbVcxA2nEei5mb5zKYODValABkMSiQQC/K8dzL+RM+74mifaAdYwl6phuMFVgOccuRIySuAFTVCSMgAnoSi8l9fk9HB7CjZLP6j4842nsUgEq4pZvPt22jhLoQyiYyGUxwt1f9GqGQRDyuzX88hnp7fe+LZByPJgW3A8G9fr11WMPPNpAqxNi4UTsGNiDRcZYCP5/Bz/hcYyVxBgS3lCQoiseBxYuB937hWSCQwLHeY9iwgapxAOBHb16GPVjg+xg/35D1BPdbDVLK4wCuAflVf0oI8aAQ4iMaKf0SyLrkVQDXSimHLQ5hvKcpU4gQ4noAmoMdqgDcA2riaffPDu1QntrfFUI8LYT4GyHEB7SvzwP4e5Dlyj+BfL6n4AH2d+7H4Niga4KbNwzNzVTWGhABrKglNi/Zh1vMaMQ1+AMA4L4/ZI9HyZ526hxYN6SR2hmUdXNJ99KltPDOqpyFoKDjcPOr8nLgfe+l9/0Ityr1jc/gBbaptAGCpXguAmhWPBptDApyClAfoi70yTYGV9WQL8fju6t1IYqfYJXajLhGuLvYLL35JjVoAhQRNqtylk7qp9iUFBUBxcX0fUcHWlpUIYQfNiVGBWpjwqDqzMCD+8AB4Be/oO+/8x0gL0zj+GjPUbzrXcA73kGvfeXUh6gxWZYEVLqCu3iaa8XfSy9RAJmTo/zTGUxwdw11YXDM0HaisBCri/ZCIIFYXPhqR8M4ePYgisaA3FGNkHO4bm6oaaVk5s3DaHwUrdFW02ubV1Jm8PRYRN9o+gWuUpgemk5EUJr7feQI0K/Vny2z6Ahi9C9NIbjDYRRgBAvKaXz56a9vUvTyc5fBOjY6qlRwN96oNtoSytOckV9bietAzDY3ufILfSN9ON1PfllzYJjLHOZ0Xr8KCmjdZnCJs1WVAgCsXk+JjuOYgTP7/bXbGq+Ce2AAuP9++t7YmMxoMcbIyQHe8x76/k68MysIbqNFiel8XKzhv/sd8Tnl5cBWzVZcJ5SgEv7vex/9/8E909GBSFasY3xfOBGRyTPOzffe/nY1PFjR2zHYgf5RmgDf/3567fcvTEMvQpRAGBk5NxcwQRzqOqT8twFXRNDICPCzn9H3H/4wKdSN65gxQV1dDVy/nMbWL1stDH49hq7gNjYcBNLGay+9pMSgxsbYekIjScEdiQDLK+lvPb6vdoJnPXEY15rpCLlKYHG/k+pqYOHC1Nf52nn9rqsjqy0AeCKRHQQ3X3djmbbfTjOfc1XCmjX2UwAT3IngMNZtoofnkUdgnit9LsHi8RguDJMwzkG5zgS3lT0JQKKG2hIaw8lrOP9OL8qxJzFPbeZ8QjwR1+efpphhP5YBwf3kkyqW+fGPgVkRGjs8zj/6URrnEgF8EV/LivX7fMIUwZ2FkFK+AGAJgK8DaADwLRBBPATgEwDWSintNITfA/AKgLOw9iZvOkfnuBfkmX4NgNtADUA/B+AnAP4OQJF2LouklJ+TUvqfbnuLYEcbyVTnDmjeZDNmOLxbLbRXXqmyqitrSfmSTHCjsRFXg6Tb27b7vrbq4BLn+XEteHTpvz08DPzqV/T9X/wFXX9eME/fLDLBDQB/8WGaLl/DUrz2olVuyXvwhm5hbp3yzUizwO7aRZtkwNx4D1ABlXGTDACbmymAjo7k66pYP8HBT/2IVr/pXPNNMwAAIABJREFUIqhg9XY4rHquFuQU6OSXow93ezuCQUWg+UF8dgx06ErM+lHt2c7LUyS8C3z96yR8mD8f+MD7lTKGxxFb9bze10SejllADERHovoGvl642zABKnBcujTVoYkJbgB6OS0jVJWPhdhjOoZf6B6iKhI3xICUtDkGVIWCEQ2hBl3JnLx5mLUgH1UgReELL0z4tCcEk888kHajuGsXfS0vt8/l8qYzxa5DO+byElL8+klw6yXOZU1K3ZkBwf3YYyToCgapzNuoXE+2GkN1Nd6lueE9+qi/e0WjX/YM3igWFDjaqnGDydWrVQk/oBTcR7qPYCyeqmxbuL4MhaCH6aWnXPVTnxRIKc2NuQDXCu6HHiKv/fx8RfIaj3Oi74RJsf/2t9PXF7AOrUeSPOh9gMm6wegh64LgZqL3hhvo+gGgMLeQmnRCPUNbtlAbiXgiQA02u7rgd2aeFZ5N5U0UeHJWLs061t8PPPwwfX/DDernemIE6rqvv56ajg6PBHAPNK+HLCFFDnUdUk3BhaAJOw0eeIBCkNxc4IMfpJ81hBp0y4rkSo33XUXz5kMDG31vlcNrjYngrqigrJMDuLpy6VLzNoYTGu0D7eakPIBLZxLJ+Njx2fAbvH5HiiIo6DE4nzoouJngvuQSa2WvlT0Li3Mej2rBjs8WJSwaqC8lkVC6+fzJJ+lrsn2eEfWhen0Nn7+GyNRHHjFYCAK+P98m/+14XJECSdfd3U2e0oA9wQ3Ato/G9OlAUyPN4c9io+/Xfar/FGIJEp1M5/1Ybi5NwC7xr/9KXy+9lPoLcJVGW7QNI7ERBIPUUBgA7sY78Mpx/5tjn0+YIrizFFLKTinlF6SUC6WUJVLKCinlWinlv0kpbaNUzcd8hZQyIqVM0eZIKb8rpRQZ/vuAzd+KSSnvk1LeKqVcqZ1jjpSyTEq5REr5VxoRPgUPwQR3S7+2A3BQcPf3A08/Td9fZXBTZwX3q6eTarbr6rBJPIsSRBGPCzz00Dk77QmBF8OZY9oG2SUx8OijRArk5gI33aR+zjYlRoJ76VJgUT6RoL+8371qdjLBxMUCaQge02yYOIs+e3ZqHoDVRckEd21jLmaBSLFnnpnACZ8D9I/248wAKY8jQ9oS5mJzzOTfqlXmINpVo0mN6F2pVTz7QXDzxgEAqoe1SgWHDu3JOHMG+PWv6fvPf56IMA6oeIO8aJEiRL6Hj2dFExtWbwNA3bCBzXJJcK9bl/padXE1cgK00bTy4WabEr8Jbt1/27iftRnrx4+rPZ4VwR0MBHVSJJngFpEw1oDk3y8+728umu9HQ6iBkhnMvtpskNlWZMkS+0dBbypqYUkDAMtyd5uO5QdMxN84CG5uQHXxxXRZARGwJ/arq3EFHkZxYBBjY6ok3g/wGJ9WMg3FfRoDlubZ5kqF5GebN8dxGU9V6wPIqQxhpaDJ289x3jHYoZNUTN64VXDzfb7iCvNemtfuhEyYrn39eqCqgCSh97ziXM032YglYqoKyajgDoXMmQoL9Per2OP6682v6YlaLR7KzVX2a3/E2yj757Maw+TRa1xX09zvBx8kPrygwGxZUVFQoVsJMslUVKTi+D9AM/bNkiR1+0C7WscqKlxZCHJ1yRVXqOk/GAjqyZzkdeyKy4FqnEEcOfjtr/1LaCRkwrrRYgb2gVdcYf65VUKDceliWi+e72rR8yZ+gZXMJv9twDZukdJMcFvByp6F3/tsx1yMIM/XcR5LxHCmn/YkXAXrRHBHo2o/ktwM3IiACFAfEgDTlpCyqK0N2NdWpp4fn2N03is2lzdTrMbWIUljnXtm5OerfZQVkpslG7HxQgrwnsVG3+c1jqkEhLlxrsv92BtvKJtX7vFlrEbi+ePaa4HlTVRt9sOT156DM3/rYFIIbiHEu4UQHxdC+GrYKoS4RQjxUSHEFJE/hbcMWHVd262VtDsQ3E8+SaXNeXnm4GJRNdV/tQ+0o3PQkCnNyUFefRUuB0VhrCzxG6zkqB/SGg26VHD//vf09ZJLKOZmzAunEtxCAO+to0jsjudmZoMFmL6hm5Uoox8Eg2mVMUxws6eZEbxxSAkuqqqwEWTwyz6/fsHYRKu8371/Jyu4k316WypVo8kUMMGkBVNcDu+Hip2JgcrCSuT3aruYDPy3f/IT4gurq4F3ae2HdYJbU5cBwMc+Rl8fw2U4eKJwoqc9YbD/dlAEUTloeOgcrl1KZ4I7IAK60saK4Gay12+LEp7X5kG71qIioND6nvCGKRSi5rFWsG00GQ7rzTVfeM5fpSMH9tND010RQazgNlpVJEP3XI+m3msAWB6nNXPfPvjmu87jcHpoutmD2wWkVJVYRvKPq1OsFNz5GMVFeSSF9jNRzQT33PBcVypmKVUiInmjXFdah6JcUn5b+nALgdVFpLnYucc/v1pjArmpvIkuysW1j44CfyCHON1OijGtZJp+7cbjB4PAtXMojrn70OKJn/wEcCp6CnFJ80umxN/jj9P15+cDF11kfk0f54ZEDvvaPoQtGEOOr4SIlNJMcBvPJc213303fd2yxVysJYSwVLZyw7qHsAWjyPVd6QioeFKvRHJxv4eH1VjneIVht47lTgvj7aAP7J67/PPYP9N/Rq+imFE+w/U4Hx5Wybtk4jNcGEZxLg2A5ITlxpVDyMEYYjIneyqwjA2iy8ttm8Dv3w9dbW+nZuY4lZPAALB5M+3JhmJ5eBFrfCV6T/efhgRV0OoKbod7/uyzJHbOzU2tok0Gk57DoT165emjj4msaTSpW20ZG0wCKdfN43rFClV9YwWe06wS1BsvJCovKwhuLaaqK61DTpezCMMK3/seLftz5qhKrJqSGuQH6cPh6xcC+Mg7KXlyx9D16O3JHmvYbMdkEb+lAL4L4NdCZNAh5xxCCPF1kHXG8il7jCm8VTAWH8Orp19F4ShQ3KP5UDhYlLBya+NGc/A8NzxX96Fmf2sdDQ24WLNnf+qpc3bqEwJvZqv6tUfdhfItHlcBdHLn7rmRuQDMBDcAvGfhawCAtmipvmD7Cb0MMqbdvHCYjAptIKUiqK3KxOwsSlBdbSK4/WxEx5ulysJK5PVE6YdpiN54XJGVyepWvtfpLEoA5ftn9P31CkZvYl2N5tJ/W0rg5z+n72+5RQWYyQpugDZWc2rIwP8XJ/z3smQFd01JDQJntesuK7PdMAF0fzj+tSK4AejKGCuCexmIQTt8mCo8/AI/h/OhjUOHDbKxQsFuCphdYaOOMZD6r74e9NW2VVeAGTfIwIQIblZwJ3tR6wruAcr6xePA7t3jOOkJYjg2rDc0bgg1uGrMZcTBg8BJbRhffrn6ebKyVYe2Pl4xRmbODz/s35x+sIvm3ZZwiyuSt7VVvS3Zc10IYVvizFhaSWPgtSP+6W9YiVhbUovC3EKaZNhCw+EZf/JJ8ucNBhWRyRBCqAR1l/n5vn4lXfPTZxfo9mR+gAkqPcHI49xFopYTOJs2pbpyNZU1ATCPc7Lck+hDGbZhg68EWM9wD/pGSEXfVN6krrugwNFiTG8qh1TVOqBUvcZ47aqraP6PIoSnscl3IghQRHRjTLMdcnG/H3uMlK45OappKIPXsZREbVWV3lvgqefyfLNeMo7D6cZGi2kI7h07KIkjRCrxKYTQK3KMRC8AFE+v0GMWVsr6BVMFlovr5vOtraU+UFbg9bst2qZbT1VUAMuX0+uP4xJfn2+jzV1tqeaD7rCW8b553TpHJy4AKnl3vO8YNmt249u2GY7rs4KbCe6ZFTPV/RbCrBiDsn9zUm8D9l7zgBJlHccMnDjgn8UYkFRxx3OsS//t0VHgl7+k7z/+cRWv2/WLefefJBBCLwZRjNt/mh32qOcDJovg/imAPQCuBHCvEMK9Seg5gBDin0B+0FFMNTecwlsIezv2Yjg2jIY+ww8dFNxc8skLJyM/J1/fKO7pSCK46+uxGbRCHzkCnEjiDLzGWHxM3zCGerTJ34WC+/nnlVAuOYBmL8/jvcdNXp4NTUGsAKn9uKGXXzCW+9YNa4xlmgX25EkqcQOslQNc5twWbcPQmEHKWFWFC0GDpa2N7rtf4E3N7MrZrjcOhw4pQjo5wGKLkjfOvoFEci40yaJkwQL10r59mZ/7RGDyJnbp18p45RUqiQOAm29WP7ciuIUAbr6USOXf9F3pazIDUAru2pJa1/ebk0+VlcCsWdbv0VW9FgT3IuxGADQWXnttfOd9LqCrY+JUiu6G4LayJ2Fwb4EUYqC8HKsFzWujYwGdNPYaUkrzBpk3Drm5JE1PQk8PcEzjElwpuG0sSsp7jqK5mQa6Hz7cxg2yiRBxSXBzonr6dFIEmY4Fi+vWCO4t8T8CoM/wDWs+eNLBicWWcIur55vV20VFZLOVDF67LRXcAJbU0pg62VPqm2uFiRQAXHtRc8Xc+vXWb7OrwLpozSByMIZRmedrBRaTAnWldcgN5jo2JEsGE9xGKz2GFSkQiQBr15K+6lFc5isRZDwvE8GdpqT95ZfJuxZItawArL2Jw2ElXrgfW7OC4GYhxkwX6xiDG6lu2pTClenNZFOe8bIyXBJ8GiWIIhYTenLAa/A4n1YyDQU5Ba7HOT+bixdTDj8ZdgQ3IhGsB1XjbN/mb8BmilN57DmsY6w4X7fO/lHg65aQaIuq9mNcdfwELvZVycz+2+HCMN3veFw9uBYTNfeQsKqiTYYxSc3v37bN4MPt43WnVKbwOK+sTLEgYoERJyXswHuSk30nU/pozJ8PhIK0kXtxl38VWICNx75Lgvvhhyl2zckxW6Pqx4N5zShprMRNuAOAspmcQnpMCsGtKab/BEQwbwWwUwhxmfNvTRxCiHlCiCcAfAZAAsD7pZQ+t5qYwhS8A/tvr4ppAUVBgW1wEY2qzfymTamvL6ymdtYpCu66OizCblTmkXrWbxX30Z6jetlrQbfG7LtQcLPX3YoVQH29+TUmguIybla/VVfjWhCz7TfB3RZt06+72ugB5gC26SgtBebNS32dgwsgSfUXiaAFBxEWFMD46U3M6rRZFbNcE71M2FVWpt5rJrhH4iOpCs8ki5LSUlUQ4bXScyIENwdFS5dSkMjg+93a12pqTHbjNZTcOJSYhZdf9K/UF1AK7tpS9wS30cLAbtM0vZTIP6O3OR+7EMOYW0SbSL/IXkApPRu4iY3NdScS6tl2IriZADvacxTSmLkIBFBZCcwBkY1+lTl3DXVhKEZjL0X5ZnEjOfkQCAALF9ofl9X60dEoeocNknz+PGMxLF9E49wPgpsJ6JxADjXMy0DZClAvCQC47DLzx5SO4G7BQTTWjZmO4SWklGaC28W8xvdnyRJrG990BPf8piEEQffar4bJum8p++oaSQqHqhy+R0aVvhGcoE4muEsaKnABnjMdww8wMee2gSzj2DGVVL/MYidpV6nAViZPY5OvRBCTFZGiCErySlxfN8eoCxcCdXWpr+sEd7dZccD+44/jEt8tDABDYoPXsTTzmpTAHyn3plvNGGG0MTCtY0IgvyqELSDPpXvumdh5jxemJC3g+n472QcChmbJyRU5BoL7ueekr/aJpkpDF9ftZCXHqC2tRUBzmjWS+/w5vYTViHX2+FaGxAlq3X+7u1udS9K1j42pWO2CC9If29hHgxNXra3A8WItkPcxcdc11IXhGInKTJZTSc93Z6eqMFuxwvmYvCdJyERK3BIIACsraa576Y30TWonE/wMZmq1Baj92OWXp06FfP2mZzwcxp+AOiw/u7NAF6lNwRmT5k0tpdwP4GYAMQBzADwkhHhG8+c+Z7WBQohcIcTlQojfAngNwCYAAsCXpJQ+LW9TmII/YIJ7Q4I2tmhstGV4tm8nYiQ3F1i7NvX1hVUawW2h4A5A4sJi2mlyk0q/wBvZChQi0Oue4ObGJlYbptqSWhTmkNetSe1oILj37AHeTO2D4Rk4gxwQAYSi7ryod5JIE8uXW9sYVBdXkwIBST5/kQgEgNWSpLGsFvUDh7o1BXfFLNeBBRNhS5emPg4NoQbkBanBVQopkmRRAigizXOC22jdkAHBLaVqTHbjjebXmBiQkCZyf+6KYiwBMbu//42PfhUwENwZKLiZBEu2MDDCScENAMtyyavXz8aDrMyrGdHsWGzu98GDlLAEnAluvt99I33oGU6q345EsBr0YPvlPW5MNpgsSmzuN9+befNsrckBqHsNJN1vw+e5pJk+QD8sSvi660vrEUxIpf5ysWGKx4EnyDEsZS0zWrOYiCCtOa0AsHkx/S0/lL3tA+26dYNbgpvvud2zzerOlCoFDQU1ZZgL6rfgV3WGruAuT1JwOzRbPHNGJdusYhbAvkk0IhFcBmK2H33EP4UnKx3159HlfM6VhpWV1oksVnAnz2ss3HgBazF82ie/Cqj7rQsIXChbAXPiygrGcn7j883K1l1Yhs7j/pbyA8DxPiIla0YMzbEdsHevqsyxIrj5cxwcGzT3CAJMNiUPPgjEfMjP8xqjE54uxnkioQhuK/tAQK3fTgrunt4A9u9P/k1vEE/EdYV1Q1l6BXd/v1pvnQjunEAO6kopw2OMEdasoa+DKMbexFzf/OT4mnX/bYeKnNdeU30+nK6Zwff8RN8JzGlJ6PnPbSNaMyEfE1jGWKo+VG87zjkez801V8Faoa60DrkBinetbEpW19Fn/dKJaeM863MD3aIkQwX38LBKvCXvx/TjISlpmZuLTeWvoxpnIKXAnXdO6NTfMpjU5otSyvtACu4oiHReD+B2AGeFENuEEN8XQnxECLFFCLFcCFEvhAgJIQrYu1sIkSeEKBFC1AghFgkhLhFCfFAI8c9CiAcBdAF4EMA7AOQAkAA+JqX8x8m8tilMIRvx8mliJhYPa/VtLuxJVq+2JgecCG4A2CyfBOC/gpu9NlflGrzG01iUDAwo5YBV524hhHU5f3U1luFVTA/QRo09vP0AZ3jrS+sRdFkCyQR3cqNFhhDCWg2lBahMgPlJcLOCe25+PckhANcK7iVLUl8LBoK6IiiFGEiyKAGUD/eepMdismFScGfgwX3ggErEJFvx1JbW6sGkqalLOIxrQIP7/of87dHMFiV1pXWum9CdC4J7aYIO4hfBPRof1ZMO4UFrNRCDx3c4DDQ02B+TiSDAoolPOIzloGv2Q8UMqHsRyg8hlB9Ku3Fw478NABUFFXrC0o7gXjiNxtaePd4LwUwNJh3UX1Z4+WXoXrPJaxmP8YGxAZ1IBkDSZ+3YG5tpLWNyxUuwejsgAmYPTxcWJXalzjyXH+89jnjComFqOIylWvLOL4LbVsHtMK9xQj4Usk9iccxyuPuwOaFhILhf3SV8c61gIojJKreJWhZRXHihdWLeWHlmnNfWrwcCiGMU+Xhxj6dOmSaYyvgBV+N8cFA9k3aKfR7r/aP9ODukSLVVq4CSXFJWPrnfXyIIUGRQ5YAmLU4zr7F6e9Ys64bJjutYVRWuAHn59Pb6k6zVEzml7hM5+/ervGY6BXcKwV1ejoZAG6aD4gW/fLhP9asmsm48uHfsIGI/GEzvzWx17bW1QEMd/b0XsNY3NTPf75QGkxZe1HxvZs1y50DGY300Por2wdO6teSzvVrDYB8V3By3lOaVOsZrHE8uWmSbv9Vh50PNWD2bHpIdZ5t8q1SQUur740yayALUR6O/n+xJknt/6cdDamVpsKoS7wAplX772/Gf+1sJk75zlVI+BmAdgO0gkluAiOh1AP4SwPcA3A9gB4DjALoBDACICSHiAIYA9AJoA7ALwCMAfgLgrwFcDqDYcNzDALZIKX842dc1hSlkG+KJOHa3Uzq8KaopJRwIbuOmwQpsUdI52In2AaVg5VrJzdH7AJB60CBw9Rysul0WMNRwplFwb9tG3GhOjn0wyR7kpoZNNTUQALYmKAJn71M/oHuAGRdYh4hJSlUa5xRM8gKbrOAGYFJ4+qGMGYuP6Qv/HGkIHNMEFumIMLvmXPo4ikYp9Q5/FNzxRFwvg8xUwc1JmObmVPWEbTBZXo6tgkxPX95biFOnJnT6E0KmCu7Tp1U+wsnvj8m/jsEOvczSeOxlg6SI2r3bn7F+vPc4JIikKu0bMZ1bMthqYckSR0tXhPJDqCykpIhVmTMT3Hv2wJdGk6byZiCtAswtwS2E0G1KTBuHvDzyHQKwsILIt+5uGkNewrI6A3C1YWKV58KFtOE3wqhcT7Hi0ea2DdW0fh4/Tv+8BCePZ5TNoCqaNPNaby81fgXsk1dMIsYSMZ14MCESwRIQs+0HwT0WH9Pvd4oHt8P95vt88cUUt1iBjzc4NojT/YZBrFVnFIP8S/1IZgAORFCacc6xqpWVHmBIiMGcwCorA5aF6bN+6qB/RK9OcGvNMN1c9zPPUDOynJzUHjkMPUECs+IvNxfY1Eyfw2PH56T8ntdgUrI06k6QYLQnsVrPinKLUFNMIpYUlWdVFWrQjkWVNJ/7YcljSlgCGVl11Nfbb9uY5D3Zd9KcvAsGgcpK3YaIPZ69RoqiN836zde8eLFjr1UA9o2i166jAfIi1vimZuZ5LSVxV1GR4qPFBLcbexLAYHMDs03JttPa2pEF3uP6OLdZx5jgTue/zeA1PNl6CQBWLyL5e1+s2Le+IT3DPegfpbU0U4sSnts2bgTKLVxW+H639rWan/GqKrwLxGw/+2xWtFbIengizZJS7pdSbgTwFwBYDmlctkSG/5B0jE4AXwGwSCPUpzCFtxze7H4Tg2NUjljVqZUlzphh+d6xMdWIzY7gbgm3ICdAOymTD7em4F4cfwWFhUTA8LH8ABPcC+Ja0Fxa6lyvDkVMr1tnH1jpndq7zQpuALhUU0M99ZQ/5BegCCq3JVInTqi3ORLcVgrukhIgL08nuIeGqIzUa7RGW/VGkI0xw41z2DB1d6tGqHZEmJ13qSkw1yIKVnC3tirl5GTjdP9pszImA4L7PspD4eqrrTeLejBp3CgGg1hbcRCVoL/DDb78AKv+3HpwczBdWGit/mIw4Wn8G8ZjL41TucPICKngvQYH9/nBfOT3RE3nlgwm6qwqFJJh1VgUgEnBHYt5X6EAJFUpAI73O5FQ5+jmutM1mpydf0JXF3ltU3IyqhEipQbf0kDAegeUBF7LLr009bXygnIU5RbR37Dx4Z4v9usiM6+JT1Yys/I43fNt9FzneTgZDWUNCAoiFawUYAiHdYJ7926yePESJ/pO6HM5K3DdKLjZhsbqPjOaypsgtG2RqRqprAy5QYl1IEbJr0aTKQpuF/P5mTNq/rUjuAF7AmxTE5GrT59oTvkdr5Ci4GZ2wuG6+VlctYrCLysU5RYhUkTHSE5gXbyYPtunzto8KB7BaCNS2DtAP3QY5/39iqDdutX+uLbrmPaZXhahUg/fCe54XFXcOdxvNz00mOCOy7ie+NdRVYU1eNF0LK/Bz15NcQ0lLNM838YGk+mgK7j7zFnYNeuIxvJVwZ3swe0Qn7vxHDciPyefxB2gPRkT3K+frkIvQllhUZJixZN03RyTp/PfZuge+71HU15rnJOPKpCizq9xbtwbZ0Jwp+stAKh9SVzGzUnqqipciGcQyhuClMBDD4379N8y8LT2WEr5UyllC4C3Afg1gLMwE9b6W5P+JUOAlN0PAvgggAYp5VellMMW753CFN4S2HWa5GwVBRXIbz1DP7SRArz+ulLoWflvA0BeME9vwGeyKdEU3LmIYcVcClj9akoGKIuSmTFtF5CB/7aVPQnDzqIEAC7CkwBI2Mu2H14jU4Lb2GByjoOox6qLM4QAqqowDWcwPUzJEz9sSlgJFBRBVA1qS0dJCZBv31GbSZFg0N7/zVjabYKR4NY+4/nzFVHsFQlo3LxOL6lTG6Y0BHc0qjbKV19t/R47X8dgpEJv1nT//eM46XOAobEh3VPVrYKbLQwWL7ZuQseoKa7RiTAT+acdexrOoCYSMx3TS3DCYUb5DAiXxN/ixemP60RwV6IbjYW0efCz2aIbgvv4cb2owtQ41Q52BBgfO7e3E3Pn0o88tx8yKrj5misrrf0YDBgdVc+3FfEphLAn9rW5LdDVqVRhHhPcPMaby5vpYvpJFWU3r/FzOHcuUFRkfcycQI6+SbRSgBkV3IOD3vfR4HPKDeSmKv5snu9Tp1STRTtBAkAxGx/TlKAWAohEsAF0g/0guBMyobxqQ/W023dB7LOVXkmJs+WUZYUGgAvn0d947myL58kMgMrZbS1KHCruWOnJlgR2sLOt2LiKJsd9o7N06ws/oM+3Esjp0WySHNbv7dspwZqba19dCbgguItorG/bRs+5VzD6UNeH6s2WUw7jnPcRTuKT+lC9nsAyVVgCQCSClaCD7NmjfJ69hJ6gZvGAg4JbSkX22u1BjbBVcGu/uwcL0X/SH5/9FA9um7ils1NVILkluAFVVXu89zhWr6aqDikFdmKlrxYlTOw7VSr091OVN5C5gtsqQS2qIr5bZfKzV15QjlA8Rz1saQju/fvVOm5HcOtjCElrWSSCXMRweS2pLx54YHzn/laCL+aaUsoHpJQ3SSmrAawEcAuAbwG4G8CzAF4F8AaAN0GNI7cD+COAfwfwMQCbAVRIKbdKKX8upfS3C9YUppAFeO0MbdqWVS+BYMmqDcHNiuvmZuc5WffhNiq4S0rICBLA2qZ20/G8xmh8VN/INQxp8rs0/tv9/cqX7+KL7d/HFiWHuw+rUqHSUiA/H9XowGKtKRmT5V7D0qLEpXepE2+iW5RYWBgAwOrppBzxg9jnTVx9qB7Bbi2Ydem/PXcuUFBg/R6jgtvkXVpUpKoBtM+4sJD88wDvlJ4c1FcXVyN/cAS6+VwaD+5nniEBkdNmUd84JFsYRCLYCmK2H37Yn0oFo4LBrYI7XRM6RjAQ1MkgO1/mZbP7Tcf0EkyENZc1OSqCentVQy43SmbLBBagf6bLC6lDlR8EdyYbZG6kVVDg6MSlQyd6o9YKbnR26vZTInE5AAAgAElEQVRDXhPcJsVfBuWuu3Ypkt+uMRk/33Ze8+jo0H/X69J23Yu6vNmxMRfD7bNtWZXCiERQj1ZUgJKEXtuUGBsOBgNaBi4N0cv3paTEXrnOsLQYA4CqKmwEMds7d3pL+gFkdRdL0CJSV1pH2VdeVBzGOpPx69fbW7MAyu84eZyvW0rkw0CiCPv2jfPkJ4Du4W5ERylWdOvBHY8r8m+8BPfy1TnIB00Oz2/3yawW6ryqx/IgOMPgolJhzRpn2wqnRC0AbEo8hWCQ8mZeCnDaB9r1cW6azwHb+z02puJUJ4LbmMCyajS5ArSxicf9sV/SE7WhBroobvpocd1tbcoKjJtFOsEugbVyJfnsJxDEzl0OE8QkIToS1Z/vdApuY7NFN2IEhl5V23MMBQVqDdiBVZRA8amMmGMpJ2Lf2NPETXwKOFuUIBzWEzmv7PQhYwmbBpOA694Czc3UGN0K+Tn5uv2SKZmjxcBXhSgYeOgh76vPzjf42z0KgJTyFSnlz6SUfyulfKeUcpOUcqWUcp6UskVKuVxKuVFKeY2U8hNSyh9KKZ+RUo75fe5TmEI2YdcZipA25M5SzfdsLEo485kusEjXaHJtFW1QX3wRvjR8ONx9WLesqNaqH9MpuF96STU2cSoHZIJ7ND6qvDyF0I9/cQtl7f0guKWU+iLbVFBLm0XAcYF1a2PAwUVbtA1jccM0y97EFfR3OSD3EnzNmZSFublu9i7tG+kzNWsyHd8QyLAS3KsNs8m6wQURxODN4gUX2Cse9Y1DsrI1HMbleAQA0NfnD+HJZbgCAjWFVa68ajPx+7NUt+bmknkrgCX1qvGg1zjcQ3Pr/MJGVW5jcd2cZBFC+cM7IR0xsDxAD7YvBHeyB7fDM84Ed0tLWqGz6Zi2RO/Zs74Q3MOxYXQMEpE/PTTd1RhnsMqzpcV+KuDrTnm+OWnQ2amvg7t3K8LcCzDZa2owCdheO4/1dGuYXuJsY1EiAN98uFMaTAJp7zkT3OvWOZO8gI3FmHbsdXgeAZFALOa9+o3VfoBGcLskBlg8kc6z1o4Aq5tViHqcNB3LSxjH4IzyGWblusM452KGdNfdGLImuPPrwlgFKtvb/oR/GjC+H4uDhgYBDvf7ySfp60UXOR+Xn/GUJJY2EZb2nNATYV5Wphh9/+tL611ZThl7Xoyn2SIAIBJBGfowu5RYYz8EKKY4Nc3zzcnKwkLolVNO4OvuGurCwOiA/vPiYmBRKc11L+wLjfPMx4+U+w2kJbgXLkzfbNEIvnae01etop/vhDZYfCrRcKPgZivLGTPsrZaSwc92W7QNI7GkuSsSwTLQ4Nn1mvC8ITgA6waT2rk5ge3krrzSuVeO5VrGBHeQGuiePeufRcv5At8J7ilMIStw5AjwN39DjGdLC3DVVcCvfuUPaztOMMG9Jm5opjN9uuV7OdBPS3BXK4LbpGzVbErWFtLusKcHvjR8YHuSkrwSFHVrO4I0Cm4mBZYudVaINIQakBvIBZBkU6Id/5J6MoZ89llvSQGAgryhGCmTmuKGqMFhgTU2onMCb5ATMmFp3bCsmOrNXnvN+8eDVWmNZY2ufajdNKLTm33BotGkgQBjcEDulTezbRO6NApuJridKhWMCk/TMx4OowbtmFdGiZynnsr8vCeKU1EiuCNFEeT2DyrJgs04j0aBQ9qjmk7lCaQnPRdU0GbRD4Kb1SvzYLhWi+tmgm72bPskhhFMcNtVaCwfpcVh1y5vFSJSSrNFSRoiiJ89OyVMMmwtSmwU3F5tnIzEn4kYyIDgdip3tlWuGxTcTKqMjal1YrJhbITYXGFQcOfk6I0/jZBSbZbTJXIcFdza/V4Ieqi9VvXqiWluOAi4VnCnU/MCzgR3KfqxrIrGm9c2JVzGH8oPoSSvxEwM2Fz32JgihZjUsYOTx/5akIT3hee9Z0N4Ho8URei6+/qUAMXGooSf6xkz9FDbFraEZziM9aCBs32bDyyQBj6vecJwrTZxS3+/SrykI7iNidrkuAUA0NmpV615OdZ5/IULwyjMLTRbTtl4pjEZ3dCQ3mHRieAGgJUlB0zH9BL6+l2WRHBbjHMmuJcscbaSYxibLSYnsdbW0Fz30jF7y5/JAq/fuYFchIvU2ANg22zRrRc1I3lO57lwB1aZ/57HSPGaZ6LdcN28vrqxkWPwsy0hLcf5UtCmrrcvoFcvegm+D42hRlVlWFzs2PsrFlPzkNN+DLARJWifaV3vPn0v62dvpPMBUwT3FN7aSCSAr32NZt9//mdKib3xBs0c730vmTSzOjaL0TPcoy8ECwc1wrO21tKbuL9fbRSdFMyAUnB3DXWhfaBdvaApuBsH9ul8sh8+3Nxgck7lHIh27fzSRIhuSAGALAxYZWXlw7257FUIQeS218GkcRNXN2KQAthsmPr7lfdbutK4utI6vbmoaZOsHXupeD3lmF6BG8w0htwpuGMxpfpzIrgLcwv10s8UH24LBbfnBLeVgru01FEG0tOjAmqngIo3TCPxEV1JCkC/7s3lxKD6QnBrCm6TPQmQ1otaCHcloGkJ7mIa/8ePe78MMDk3O2FQfVkQQW4TVwzePPQM9+j+5sZjL48+DQAYGFDJAi/QOdiJkTipdRrKGshDgTOHDhYlbgluvtfR0Sj6RvrUC/yZnj2rl/729QEnk4bEZIHHXk4gB9XF1a58iRlsY+Ck8kznwY3OTpSXq74MXil7jcrWmRUzzQlLC3nTiRNK1WrXS4HhqODWbKfmg3beXhPcKTY8gKOC2xhfuCK47SxKtGNvqKDgj+Mgr8BKx5QGk6EQVc1YYM8eNQWki1VtE7WRiN5878Xnva/ptvXfBtIq9t3cbx5HKURQZaVOcL+wK9+3Zuh8XrN4HXO439u2KUu1dNfOn+dwbNi8N+HPdHAQG1aPAqDP06tkrW3jPRf9cdKpt4FUNa8ObT5fmUNBkJ8K7umh6Yr4y821TFi6tZtiRIoiKMghj8EUO54G+oxfPZMmGzQJMM5rAaFRamkU3G69qBnGOV1KqY+Tw5iFbpT74sPdP9qP3hGyoKkvtfeaHw/BXVNSg/wgcRcpa3hREZrzT6EUFMP5WUns1h4UIFtUjl82b3Y+vqVtpCFe434rTz+d0Wm/5TBFcE/hrYvBQeBd7wK+9CWqD2tqAr76VeAnPwFuuok2WU89BVx7rVJcZCnYfzsgAmjo1RYZG2PSl18mXj8QSJ9JnlU5S2/EdvDsQfWCRnCLtlZdBe4Hwc3E85zwHOCM1ljTQcFtbGySrvQTUMpekxeYRnCX9x3XlWReN+fiILo0rxQlfdoOsKDAVsJp9IpO5+EZDAR1UsS0SdYW8MbB/XqlpdfexCaLEhcK7kOH1AY5HQHI9/rN7iQFdzhJlQFFcB89qkpLJxMmgpsbTKZRbz/9ND3nBQXOyRwj0WJSDGjXvTmfHhj28/YSrOA2NZgEgIoKy/fzeGxpca7OYKQjuOcH1ZzHhKoX6B/tR+cgXW/jmPZMl5RYmsi7tR5isBoISHq+tfs9XR5HuDJhOrYXMDVSNW6QAUeLEtcKbrtxbqjQmDlTfcReN5CtL60nT2aXG6bTp2n+AZzXMlsPbt4wdXQAUipVmEdlr7ymluSVIFwYTnvdfD8KCylUcwInpk/2nTTbbDEiEZ3gPnjQWwvTFBueNM0Wd+yg8FMId43JjGq/ZKIXAFbn0UP90kveVSkAFo3YXFjx8FhsaEhbmKc/38OxYX3uBACEwzrB/freoOfe444E9zlQ7DPheWbgjLmcPycHF5TSQzMwFPSsMiMZesUCN4F3uN/cUHT16vTVSEz6AUkkmOEz3TCPxlg06l2/FJOqFXA1nzMZna5KAbBvCq4ruGO0EfPabmosPqbHa6ZKpKoqy4RlpgS3EMK2Cmv5HGIODw3Uei5EMDUUZZyjZosMvufR0Sh6hnuweLHKEe3ESl8U3MbKMyeveSa40yWljQiIgL2VnhAIVIV1izE/+uPo/a/K3BPcbL00f376Kg1Hgjsaxeb1FNM89xz1GJiCNf5PENxCiFNCCJ/y01M4LzE8TMT1XXfR/z/1KZqJv/hF4M//HLj9dvonBM1M3/iGr6ebDrtOUxpzbnguclspyEjXYHLhwvQkUF4wT98smghurptsbdW7WPtBcLPadmb5TMCFgvvoUbUeudkschnx0d6j6od8/PZ2vTmXXwR3SlMyG2Mv3tzMnOnOB82yzFlbwMXZTl0N7WX23Og77jZzzucXDqcv9TU2mjTBQcEtpTcqV1Ppp0trFg6o1q+3LOTQUZRbhMpCIstNARUT3HEyme/t9d6vlhXcdaV16rorKmyNaJkEc9vAx6nBJgCURtv0aZSrXryAMaGmV2hY3G8p1bPt9prLCspQXkAZKtPmgZ9vAItm087YS2sW3rSWF5SntTDo7VUNqtz4dwJARUEFCnOohNSyqWhnJ4JBRZh7pewdDyECqERtcbGzZQcft2+kz6xc5+OPjgL9/Z4T3MYGk0KItPMaP3/z5qUvaefNcUImUokgwERwj415V4mUkAld8aeX3Pf3KwGFxT1nsnPRIr01gCOY+BscGzT3k9A2yKsTNHDa272rUgAUIZKi4HYY51xNkE69DRieHyQ935WVWIUdEEggHhee9xbg2JGrCvTEXXm5pZK5vR14UwtB3IgwmOAGUpNYNdUSs0ABitcxKoOfv7pRLQhxiFvcNtYEgIKcAkp8I8mKyHD8utwOzNTc57yyKeHnm5uephvnbhtMMtJZlCzpowuNx72rMASI6JWgjFlDWYMa5xbXnamVHMOuWmHxgjgEvE/KA2pe0xN3gOVa9tprFK8J4VxNagVjMudY7zHk5ytBww6s8kXBzXNNXjAPkaKIpdf80JBaWzNRcAPpG0WzTYnXCu6R2AjODJCYzmTFkyZe4wrYdNZL+nEBS4tQANjY0g4h6PP1upfG+YT/EwS3BgfL9ilMwYB4HHjPe5Tj/223Ad/+dqo67j3vAT73Ofr+a19T6dcsBCu4l9QsgW5KZdNg0q3/NqMl3ALAWsGNtjad4N61yxs1qxG8+DWXzVABlYPU52VqMo6yMmDWrPTHt8wiM8F95oxOcG/f7q0aytLrzkWDSbckmGWZs6FEioNSL7PnPcM96B8lpYZbBTerdhYvdm7qASiC241FSSSiRMSTvYlIUca4JLh5s3jhhen/BpMtpo2DwfNtNvVb9bwkTrcoMSq4HcY5E7Jumi0CSnVzpv+MZUNVdHbqyhMvCW4eg2X5ZSiODpvPyYDjx8lOA3Cv4AZs5jVDRcDC6XRQr1RvAMz+24C63xbKdeMz19Li7vhCCGvFvtFjX0qdMPdKsW/y1+fzMJ6XDXgtW7HCufGgLfFntH3p6NAJ7j174InK1dRgEkg7r/Gz7UYJVldah7wgJYbsGk3W4hRC+fRseZXM6BjowGicJFf6/U6j6GWCm2ONdLCt0NDGU0vfTt0xwMvNcVt/koL7HBPcJXkleuLOlLDMy0NpqcAC0ATutRDDVsFtc92cYCoocDenTyuZpveKsfLhXgcKBPwgQoyihOrhoH5OVojH1d7EjfgEsFnHSkqUdVtnp+cilEwTlgcOKBWmG2UvE9y9I73oHe5VL2jHjwwcw7RptBnxUrXPz1xABMxNZC3sxTK1kmPwtScLEorrytAC2p96rejlhIY+r0lpuZZxYm3OHPfNFhmh/JA+t/HzxMkQ3xTchus2JagNXvMHD6p98XgJbrv1mxtNen2/eU8CWAjMbBCLqeoUVwS3FgOfip5S+xLDc1QZ79CfmymbEnv8XyK4pzAFd/j0p4Hf/56+/8EPgA99yP69X/4yScRiMeDzn/fm/MYBbjC5tGYpsR6ArYKbA13XBHelRnB3WRDcnZ1YvoBY7VjMWxIoIRP64teCiPJPcFBwG0mBdIQnoEqdTYssE+jt7brSpLPT2yab3DBseul0R6UEI1OfXicFNzo6sGwpRS1eBhfGc2ksc+fBnUl5nG5RYtdk0hBECqGItckmuFOUMS4I7pERNdbdbBb1rt0WFiXo6sLmTfT3OUjzClz+afLgtrnfUmZGggFqUyIh9YZ3pr9hILi9VDPribuKZsfr5vm2sBBobnZ/fMtGkzk5ukR00TSaU7wkuE3+nYCa1xz8txsaMtssWnan53E+MgIMDuoKbq/Ub6a5HHDtwc1l7elsxioLK3XvUkvluvY3ly+neS2R8GZe18c4K1vTPN9uG0wCRLLwGmanABMA5pfTZtVrtT5gGOdG9V3SPZdSeWW7UfMCQHFeMVm+wHr9DpxVTUU9Jbi1uTxFwW0zzoeHVdzixroBcLDjMfhwe3nNUko9dtQTD2nGOT/XS5faWlWbEBABfSxZEdyrQRfsVWWGER2DHXpfhYoB5wbR+/apPhcTIriFMPVV4GN5dd8z9eDmNbaqKr0ND2BW7JvWMcPxF7eMmI7tBfi6a0tqqYePw76EVbdureQYlkIM7W8sBzHIr7zsbUPVlN4Cvb2WzdB5Tc3UnoSRbM9iajTpA8FtO84t/LdratI6KqaA44J0Cu4jR+gj9wp83QERwLSSaa72oa+8oua2TZvS/w2OUyWkvm6amlh2dOg+3n70RjpfkBUEtxAiXwhxoxDiP4QQTwohXhNCvCmEOOzmHwDvW+dO4fzEj34EfPe79P0XvgB85CPO78/LU/Ykd97pff2TC8QTcexup0hm6TRngruzU/l2ut00WCq4DX4P4ZE2TNf2al6WC52KntLVUM1jhijJJcHtBhxAn+4/jaGxIfPx29sxc6YKSllp5QVsLUosIOU4FNxOBPfoKJbOIYnfyZPeVcdxUFuWX4ZQXqkropdJETeE56xKUnC3RlvVvQbMCk8DvGo0yZsYAUFKZhce3MZqCjeJrMaQhTKGP9dEAhcspfvNqnCvYOnBbTPOOzrULXKr4K4trdW/t1T1+qTg1n1Ly5scr5uJ3rlzqTLULdh6KWXzoP2NRWX0WRg97CcbJp95wPG6+Zlza0/CcFRwa3/TLwX39NB0yhJ3d6eelwV4LUtX1m6rXM/LU54XHR0oLVX2LF6QQbpFiZZEdprPpcxsLgcMJc7dFhtk7W/ML6L1zSuCm8d4ZWElinI1k2G+7uLilEqFkyeV85pbQQJgSGBZKLgxOIjVy0gV5iXpqZfyh9x5cO/apbzR3caqPM6TPXoRDmMF6IHxMinfO9JrrjoDXBPcbuwqGLa2FeEwVoIOuG+fanLmFYznUxod1c/JChxbNDQo/Uw62DaTNRDc/NwcOqRCp8mClDJjBTeT0Ol64zDKC8pRmkclGJbPN4BFjcSmeargTu4t4ELBnUnVGeBgKWdU9L6SyOygE4TtvKadF4PvRab2JIxk2wqeH46iGV2tQ3a/NmlwM87H02CS4bh+RyJYhN0ICO9tafh+TyuZRokcFwQ3cwMtLcC0aen/hrFhqWUSq6NDJ8q3bfO2h8j5BN8JbiHEOwAcA3AHgA8BuBDAIgDNAJpc/JuBLLiOKZwHePRRyI99jL6/8UZqKOkG11+vVqXvfGdyzm0CONR1CEMxWuCWFs1UG2QLixImoHNz3QdUTHAf6jqEeELLTE+bpiTQra2+WFYwOSMgUDeolT/m5Ng2oJPSveqNoZeVwkD2MsE9OAgxOOCLD7clwW0RSAJAW5saEm4DSmMwpTeqMizgCyLtelm8V0kNU4PJwUHFvNkEFqOjSlWfiYIbsCH2OztNPjSeEdzaxqG2tBa5wVxXxD5vFufOdaecsFS2Gj7XdbNpjLW2eufbOhYfQ8cgqYDcKLhZYZ2TQ2WgbpAXzENNMWWoWIlj+hsdHfrYOXoUGBjI5ArGDx7rpmZN56DRIsNSsQ/oY2phEc2tXvp4mmyXgEm5blZJWyZyAODsWf2YZ84APT2ZHX88MF23kYFx2DC1tSkPcjdrmV1zLuM4Nx5rsjeMUkp94+rGouTkSaWAcpu80skvY/8Mht5ElhYI3/zWAUclM8crJSXurXgAg8WY1ToGYHULSd527PDGWm00PqrP5W49uJl8nzNHt3RNCzcE2IED3s3jxudNn9ccKlOAzEUYgDPBvQyvIoAEpITn/uN8PpGiCIJd3fo5WYErFdyqtwEHn15DX4UlS5RjyWQn7rqGujAco7jULcHNxKfb/ZgQQr/fpue7pERvtrK4ttN0bC+gJ6iTx7nD+p1J40FAkcitfa0pDXT5+d69R+gtDSYb8URcr/xLaZ4L6MF3ImG2SxwPkmOXBQuAoKD9+OtHS8d30AnAjdc8J6XHQ3DzGpbSPFf7G0UYQksRradeCuvG0zOF92Nu57acQI7eX8AUsxlsQpng7u/33of8fIGvxLAQ4hoA/wugGuP30J7y3p6CIwZGB/DTOz6D6LVXQsTjeKEeWL72VXzovg9jZ9vO9AcQgppQAsAddyhJTZaA/bcrCytR121I5VkouHkinD9fBX3pwAT3aHxUBVQ5OUq6fOqUL00HeYM8PTQduWe14Lm62tZ7pK1NxVxuNw9VRVW60kpXiRgV4kk+3F5ASmlWS7gMoAsKoHsppwNvFIdjw+gcTD1+fl+HHrR4lT03NZh0KOtmHDqkMttuAmnjvTapBvj4w8Mmc1omuCfbmj9F2ZoBwe02oLIkwAzM+PzyUwiFzMeebHAjF8CdgpsJ7jlz3M9tgHnTpMNgzzJ/LqlEpPSO7DUlcxyum4m5TIleOy9L/huVQ62o1cTtXpU5pyjAXFiUjJfYNymZCwtV6Wdnp4lInOz7PRwb1ok/01wOOG6YmAQrLHT3GVgquAHThglQCdDJXsfPDp1FdJQYazcWJbxRLihwb8WTTgEGAPPjNLj37/eG6NX91nkuBxyVzExwL1+eWYUGV2BZNZEFgFUNNLf29HjTJJkrcQD3HtwcV2TShM52nIfDekm7sTHvZIPn15K8EpTla9USDtfd0QGc0KbkTBTcTsR+CQb0SgWvbUpM61gaxX6mMQtgrlRISINy11B1l5enbCHY43uyYEySZ6rgzoT4tExQC6H/jcXl9PMTJ7yzb7CtwLJYv8er7OXPdGBswNww2ZDAGhkNeBantQ+0Iy6JZE6x6giF9ED02DGVVHObyEhGcuxSUADMq6aE+K7T9lXLkwU3VjwTUXA7Nc/lv7EslwIDL4V1+nUnr2M2CUtA9X3IZG6zFB3x3+joQHU19Aa6XveVOF/gG8EthAgC+HftHDi0FABaATwO4LcAfgHg5y7+eVREO4XzDQ+88QDWfnM2Nn/s2ygdiuN4CLju3cCrfQfwny//J9b8ZA2+9MSXEEukqfG48UaaVMfGiOTOIhgbTAqOjouLLZXMvBBksmmoD9WjMIcIAJNNCdfanD5tIri9arZo8qk9o5FhLhpMFhe7V3gKIVJ9/owLWXu73mTTqxLQvpE+DIxRtOSG4DaSYFrvj7TQVRgwLLB5edBZzs5OXUnnlTexvlkKNZqJIBuil6+7osLRtUaH8V6bFEFJFgYMJri7uibXAs+2Cd25JLi1Y7dF29RcmJur3+9Atyr19YrgNpIibhTcmXj0GsGBqqWCO5FAOXr0kmmvbEr4mTMR3Bb3m4neTDcQvAltH2g3q2MMyjfeiHlBcCdkwr7JZNL9jsUUKXdOLEqMf+PsWRQXU5k8MPkEtzGpYmogGwwq+xAL8Fq2bJm7OV2/7qjNdWvJBCa49+yZ3LJXI+msV0k5zGu8xmSyhrH1iaWHJ1uUDNEHGY1SdcpkI4UEAlwpuDMhOwEbi7GiIvoHoCmvTf9zXpCe7CMqIP4/e+cdXkW1vf/P5KRXIARIIBEIHRIEpSmKWCmK14tYsSICKnKvXbGDDcGKF7DrRUHFAnoRG4IKiPQiIB2SQEgDQnpyMr8/9uyZOefMOcmpfPXnep48aMrs2We3td/1rncJ3VJo8ByTILRPwJ9F4C6BMjrEizMlVICIOaChSOKFh3NMjndUlHfnmCcGN8DpkeKO8H8C4LYY72PHjLPVF4C72l7NkTIjIG6WKAGjSGmwAW55riREJpAYlSjuixJhthjvsjLYq9U09wb4tJSUM7XRLWafzvMJdYBa39vcMLhLSgyOmLd+iw4q4uSvRUXRMr6CVMQ+E6r1bX4HPTPFYp7LMYiPd1saq0HT5ZdMY559igD5N5WkW/5NME36Li61JLTxrqszyD/eMvWh4eK5AD1VMdChJNbpzPXENgLsaOBeUlAgdMIBHStojFmSjpz8NVmXI9TSkX8WO5kM7r4IeREJh30LZKmqmqGq6vmqql6pquqNqqre1NAXEEKJ+b/tz2CqqvL8iue57L1hzHoznw5HoTo6gvx5r/PJxJ+YceEMerXqRb1az5SfpnDFJ1cY1WqtLDISrrlG/Pd774WmE420zQXCec1qkSVCxSDkSSyYzPIg8EYHLEwJo2OyQIQdAG5J8Tt8WAfMjx41GCjBNociVdJjaoT+dmNBAWkuAHdEhMFuLSjg1FMFuypUKaAuhaoaKDLpC9sxPjKeptEiQGJ5wJ5MgNt8WYqJ0S/tzmbWbG1MQVFwo+noVIxNWocOxnODCYS5gCINaHAfOWI4VN4yuO2q3QFYNo+3fFao2AKyWnmT6CaiSF4DRcnkPPQV4HZbgK+4WL+IhQLgrq6r1tNePTHfiouNpe8rkxnc9Lu4OKTru7C8kNr6Wsd3c3Nx2L9fyA+BD/3W5nlpdakLAwzQP+tQ6XDLzz48LJwWcS2MPjdr5pGy663UlrcM7qqq4DJ75dndMq4lcZFx4jYs9WA8MLi9uShLkDe/LN8yxRmg3bENMqs/JDIllhIlbta3WVLNa4BbSpSYNXpNbShFhbqu9bpGJDH6axIUaBHXQshsNQAMmFP6vdHpNReZdJAw0Nb3qTHCfw2VVIeLbAN4zEyRPmp2duMKTEozA9xW/T5dFcjuSQO4EzxLbUnpkIgI76RZzOvIUnZKa1MG53/7LbgEHBdWq5IgyHMAACAASURBVDnT0MO+Bt75LZ4COQCxpflkipIyIctWcJDaMq9vp3ku91lzofbGWrOYZkTZohza083E4g7V+pYgb5PoJkZNBQs/1SxD400mjtnMe5vMVujZWXA7N5dn+vZQH63GXqNnWLowmbV+792LLhXjC4PbY/FcyeCuFLpGW7eGTofagcF9/LjRsJv7t7wvxcR4Gay1ysoxMbjBuN/9DXBb28kEuM0Q2x/AcFVVQwSV/G1/ZVNVlXu+vYf7v72P/34OZx0ENSyMqI8/pe+wsZx1ylncNeAuVt+ymgcHPgjA5zs+547Fdzg6h852ww3i340bQ5er3gjbckScntktsz0WmKyuNhwqbwtdWBaaNAHcmZlGNexQRVMlC6xdE+8Y3N440OCmIJsE0o8cIS7OOMBDcYGQB2xsRCxNopIajCD7rdNrdcA6AdyhYO1LNlpj0l3BN1DEsnJ3TIwxuU0Ad3S0IXMfMoC7thZKNWDODdArHarY2MazglontkbR1L4sL4rFxboztXYtIdE4lEB7YzVbfRlvMEmUmBlB5uCBqfCg1HQPppkvbhkeNLjluvblotgyrqUokIPT5cEU0Aglg9s85xoqUiX7HRfX+GJkLs/GfVFRMPbKUBWQbZ3QGluYrVF6jtD4ApPSGqvBnZpqLPlgSk/Js1tnbx89ahwiHhjc3qxtc4qzw9oGvd+2qnI6dRBgQSgAbkvA003g7tAhI27vK4P7aNVRTlSfMH5gmudStiEU/ppkcOt7eWmpR2DgwAFDc90bUECub7PmN6B/tr1sorMhY3B7Yux7YHB766PKuV5eW87RqqPGD7Q2elUI/bxdu0KnPw7G2ZIZ2cqISlqsbwnQ9OrlUmfVo8VExIjAIE7nmFPAUgLcBQXGFSkY5lafFyzHWwKfp5xiJEc2xuR8cgf8UVSkr5tQnN/VddU64NkmsY1YvNJJdOq33GfbtfNurMGxYLKDpJzWjl5oMkTrW+5rZma51d3E20KiVmbe26RsZM9scWZuretCXU3oimuaSTDupHikP56YaEAF3prbzBQpxVMjLtxVVUYmRLDNgcHdCEk5ubedfrp3QUsrxr450xAMgHvXLsdY2t8m7GQC3Gb9hA9VVRMy8s0+RsiZ/G1/GzNWzeCFX19g2ncwSttklddeg0sucfi9CFsET5/3NFMHTwXg9fWv8+7Gd90/uFcvQwBy4cIgvLn3dqL6hA7GOTC4LQDu7duNO4XXAHczC4DbJFESFmZcREIGcJslSrxgcHsNcDszuM3taMBAKNlQZidaKS83Lg5uNMB81UFrKEVKOmulpcFP766x1+hOVUOyDdJ86bee1u6s2+rkWEgLhQ63g0SJuQidm75Lh6pPH/RCoA1ZpC1STx13GG/TRVGm11VVhUZ3XTK4U+NTRbVDWSnVwpEsKDCmhLcMbssLU3i4UdmsuFgHkEMR15TOfERYBK3UOLcXRQn0+nJRtIXZ9EuZu4CGXN/79gVfeknOuWYxzQwmlJvMFDkGXbo0PjNDWrOYZiIbAPfzXD4bQsfg9qZgUUGBUejVWwb38erjjoCnE4NbUQzGbDDXuAxWusiTgMu+pqrGXu4NwN0qvpV1EMepja7tBAsu2AB3vVrvmtYNboO10peIi/M+gCUZ3OCm0GRxse4DbtwY/AC17LdLsBIszzEJ/MXFQdu2jW/HgdFrsb5PrRWAyObNoWH8ucg21NV5PMd8ZeybAyZWQG+21m9VDZ1khfldMlVTlVAPALc38iTSLEEwJ3+tY0dD8SmYMiVu9/PwcEsE29fCg7LPeaV51trjJoA7FAxucwAxPTHdOLvBLYPbF1YvuCEkACQn0wtB3Q7FnmZ+B52xDx4lSgIBcIOxr2SfLjS+q4hh1/oTln8XDJPzPEwJMySnnHwX8zh766dJk/uaO4A7jUMkJYr5HyopPT2okdja8Rxzk1Er9zZv5EnAjc6+ExEjO9vw/f/W4Xa1kwlwm1fjfn8epKrqJE2q5G/7/9zmbZnHvd/ey9Qf4B6tKjf33w/jx7v9m4fOeoirelwFwO2Lb2dPyR7rX1QUGDFC/PeiRQF8a99ta4HY1RUUurfobtATTjnF5Xcl8Ny6dYMEMRdriMENhq53KKLntfZa/ZBtDIPbF1BAmgQ9HQBu6bRpwLq8kISSwd2YCLJfMgZWKVKmA7Z9e+NwDbZzkVeah6qpWTkUmXQzke123yq1W2pwm9txEtuWWu7BSuc3F6Fz0OgFtwC3TPeVrKXGmiVj39Tv5s2NIqWrVhF0kwGN1IRUIV9QX+/4TiaTDM/w8Mbr60sza3A7ZPCY+m5mcNcHmSgjnfk2iW0IKzYFNNwwobxd19IsHWgT0GteN8GWZnFhOtrtRjDHDbDvrf42CAaYOdVXNzcSJeZCtcEwl8KajchMkYHaqKjG720NMtdNgEQoAG4HuSkw9tWwMCOwpNmRI4aMrTegiC3MpgOqbpnrQOdU8fBgFwsuKC8wZHgaocEtwU5vJdUAmkY3JT4yHnCSKTFJN0h/rahIsMWDaYfKnJiODZxjZv1tb1L64yLjdGk1q3l+atkvgAjSBnu8wYKxb+63E/BXXGzwU7wFuBOjEmkSLdaNFcCdQBntM8TcCxUBpaquSmf1ZtTGubyTNFUNAsDttJ+HhYVGh1tndyZYBCwtUD5fgU85n2rrax21x00BS3MGVrDBXrm/hoeFC8DTQwDL17oh0iwl5cCBwV1SYtz3gmk6wG1mcDsBvbW1Rp/9Abit9rbULkk0R5zdm1dX+v5wL0223zKupZCcspAY8yUo7Wxutea1OaUAPdpXAKGR0isoL9BrFDncv5s0saRn2+3GfczbvU36CIUVhYbEmhMhITLSOCtCcSf7s9nJBLjNx0z8SXuLv+0vYysOruDGz67npSUw+WfxvZ/btuWrM87wKD2iKApzLp5D2yZtqayrZPz/xrv//UsvBaBkxXYObynC7k/eQQBMFphs37S9uNB4kCjxpcCkNAlwHzx+kMpa7SB1ArjNhSaDbQePH9SZC+2btm+QwS012aKivHesJOhZUF5ARW2FYztODO4//jAUJIJlbgFui4uiZDsqivfAX0OAp81mgGvBdi7k5cWm2ASjtwEG9759QpIHfJMoKakssdbodQK4JeAbLOkKsxPvwOAOC7MsQqeq3ssX6M+3Yuy7SfUNRaaCBEUcxhs8all27KgXrm+0SfZNVV2VY3q3qe+SQVlVFfyLkwP4F8SLogQG3K3vhHhVj5MGe3076HeCx4CGr5JL0iwZYG4kSmpqhOZ3sEwWfWyosKbZfNHpbR7bnEibWBgO/Xa6MMnnQmgAbimloQN/TZu6oLlyvG02aN/eu3Ys5zgI/SYtOtupmWg72ICneV/1hsHt7T4Owqe1LDRpmucdOwr1LQi+z+aWwZ2UZDmJ5dzzltkKbvwWbe9Mrd5HSnPh2webiKGqqleSFXIMwsO9z0IC01y3Or+BnpnlDu0E28y+S1qNdijHxhqTTrN9+wy3xtugPBggmCXAfeyYHqGUPrrcP4NhLhrcDeznvhRSBcf9w5K5XlioP7OkRL+iBc3kWktLSBNSWzJgagH8+cvg1jPuLBjcmewhziYyckJBtJL7mqVEiTYHd+40kvD8AbjBdW9TkpuRjdgsN20IHRjhINMBjhJjFgxuX82tRImpYHL3NAGsh4LBbd7TWie0bnB9b99uSG15DXCbsnL0uW72UzX/+G8dbvd20gBuVVV/A+RRe6Y/z1IUpb+iKGf7/1Z/25/Zbv1wNO8uqGOSlqoxGxi0fz+XXHopgwcPZr+Hm2piVCJzLp4DwPd7v2fu5rkuv7N3Lzz189lkh20lmWLSspsTHw/XXhu6ohbOtqXApL9dV2doRVgA3L4UmJQmAW4Vld0lGl1VSpQUFkJdnQ6c795tbOrBMsmwjbJFCYanBLjdMLjl4de1q3c6WGBKo8bEhpIAt9Zuz57GvTzYc0GCIm0STAB3YqIlsmfWu3O6VzRoloCnU5GLUBWiM7NabWG2BpmOst/x8dCmjeWvWJpk64MTY78RDO5gsGTMzJiWcS0dgSALaltOjnFZ9DZTwZKx7wRwy2eGYr/TGdxmgNuC4Qm+F5gEx8uJO13mjAxjeQUbCLMsppqQ4LK+/WZwexrv2looKwuZDrd8B5355iHF2V+A27LgotM8b93akN0PpiyNWwDMg/SSBP+8OccVRTEyFUotgP1jx/RbuHzugQMGczrQ5lBPASzTuqXJzz8z0/vglVutWtD73ileBNJyc6Giwrvne2NyrJNjkomJMB3GDTC4fQG4wU2hSacAtQTBgg0GOaR1a+07vI+T+Qr8AR4zNBSgV7fQAGBFFUVU1VU5vJPeb5vNJUAt13XXruiFT70xy7luCuRktxZrLFQAt1lqq2m5Br5ZrG8JOCcleR/AggYkSkB3iMwZpsFiNHsjOVVYaCSeegt8RodH69rj7gLUHToY8yjY57ceoG4gUFtZaQSM/WVwW2lwh6HSPU7cDUPB6JXAox64A5ezTH72KSkeS0Q1ylz2togIekYKR3DT715ebP0wt4EcgORk6usDD3C7kA61z7dHiijIHorxlv1uFtNMnOENnGNSNqR1a+/rxbSMa4lNEaCCfgeX7djtunMmAe7Vq4OfXfpns5PJ4Aa4BagGRimK4sPVVLfPgaWBeaW/7c9q/5tbx9XaYbJywAAqpk9n+MUXA7B8+XL69evHOg/UwwszL2R09mgAHlr6kO6cHjsmFE46doSHH7Oxpd6YqlVV8OGHAvi57z5CzuiWDO6sFlkiz1S+gBPArar+MbiTY5P1FMg9RzUJF8ngVlUoKCAry8jCC7bum9RIPqXJKYRVVBqVc9wwuP0BwJJjkomLEGiHLl3hJFESG2swhYMtU+LgRLvRqZXmDxgkI8i5pbnY6+2O7WgHu3TMg+1cuAAiDQBBktHrrf5bk+gm+jx30OF2A3BLBndFRXBYMuaK3Q7Avpt+y8tiQoIAhLyxhhj7YADcv/8u9r5gmq7BnWACuJs1s8zX96UInbTEqEQ9nd/h0mQCPW02Y6yDrcN9sFRc1NM9FJisqhLMNwgAwG2l8QcOOtxBB7jNOvPgNqBRXGz8yBeJEnCT4uw0zxXFeH4wdbjd9tsDg9tX3VZLYN8cPND2lm7djNhZMM7x41XH9ewYXSvaQ7/9OsOsgjjStLY6RhnAWLCkpszv4FBgsqLC2EhNfT90CPLFvd13gNsTg1sb61Bl3bkAQR7Ob7N8iMwm8MYsi3OZ2sk+Rcy9YPuo5vYt17eTYyIBbl/6DIZv5DDeoPe9Z4tDejuhAEIk4JyelE5YiXvdcXNtHF+0ej1KlIA+12VR1ZISQQQItJ2oPqHvay5SPBb9lvu4zebbWebx/C4qItym6plnwa4l4SK1Je8lTsHpP/4wggsBzcACfcyzbAJZDYX2uEvgDlzOskDob0uz2tuyE8V637w3zvJvgmFupXg0fy0317iSBwLgdimeC/rn2yNBrPs//jDKUQXLXGpoNOCv+SO9ZJZY0302czta2zLr5cSJ4GUS/1ntpALcqqquA4YCx4HvFEU5z4/H+Shj/7f9VaztcagJt2GfPZszVq7krrvv5ssvv2Tp0qWkpKRQUFDARRddxB8eEIpnznuG6PBocktz+c+a/7B4sQBF58wRTmHbtvDAxVtZTV92JfRm7vv1uuP0/PNw3XWhi6KpqurI4JbyJGFhLuHC3Fyjto0vDG6AzKYCMdM1yiWDG+DwYeLiDBAo2BcmvcBkE1OBSXAbIvcH4FYUxVWH20miBEJXaNJSoiQYALfmQNtVO/ll+Y7taO3Kz3PbtuDOexfN1gYY3BLg9gXwtNThdgNwt21r4K3BAEfcani6Abgls/rUU73TLgXjs91TtIc333yTKVOm8Nny5QDUaWtM7nV1dcEFPe31dl1b0oHB3cB4+7q+zTrcujmNubwshkrKwEGixKnfu3YZF0VfLxCWBXzM86qoSP88TxoDzCmg4Y/kkjTLFGcnBjcYoEOwAhpmff3GXphqaoz38RbgtgQGzACEdpbFxBhzPRjnuBmA84bB7QsIZCnbIE1rq2lFnv5xB3Ntu7A7wa0EkfQhYmN9B4IakiiB0NRNOVF9grIaUaW2McDf9u0GT8MfBrfDmJuYzFmpou/BLpQs228S3UQPoLoD/szv4yvA7TaYIwHuxP2AAEKCKbskzTITyQOD29uMM2lyjRdWFBryiU2aGA6QNtc7dDCycoIx3837amP2c3mmdu7sG2PfI3O9uhrKy0NWLNmlhoabfktWb8uWIgnRF5OfbUF5gaFNbGqrR704tILts1TUVnCsSshj6PuaqrrMdQm0BwLgtspOkYGr3JI4hxr0wTS3DO7kZAgL08c5Otq7IsHO5rZ4Lujj3T1KXLzq6oLvm5sJR0BQAW5wJJkBjoUstbbT043mQyEd+Weykwpwa7IiKnAbkA98qyjKGkVRnlAU5UpFUS5QFOXshr4ALxMX/7a/ou3r0pbIHX9gGzfO4fuDBw9m1apVpKamUlxczJAhQyhxcxK0SWzDHX3ugKpEHr4zjeHDBZsmMRFmzRIg1jNzmtGXNXQ4sYFru6xjzRqYPFn8/bx58Mgjwe6psNzSXP2AzWqZZQDcaWkuOhzSoYuL857ZKS2zmQZwSwZ3bKxRGVyjG4Wq0KQDwH3EVGTF4qBRVf8AMDBATx3gNkt1aEhTKApNltWU6WPuAHBbXJjAvzQxh6rd8tIk2ykpAbtd/zzLyozpFwxz0WxtJIPbF4Bb6nBbSpSYi0QhUualTnEwouc6w1NeHOS+5aZit7wsSiC6sbZ69WreefkdAI7WHGXshLE8+uijzPzoIwDsBQWcNXAga9d+r6cRB1PLsqiiCLsqUA4HBrfFeBcUGD/2dX3r4J8bBjcYAFswnWhVVa01uN1cFJs396hm4dHknDpefZwT1ZqmVFSUgQKYGNyHDhkB0kCbvd7uqunoZl+TF/W2bb2XXJLmUaKkvFxn1AYbHDDPNX19NxC427nTKHrp7YVZsq0c+p2QYPgKJrA1mJk5cn4nRCaQFKXJNHgAwAKRheRJooSiopAEr1xAIHA8T0xj7k+BSWmWEiXmWhKqqpMddu0yGHeBNslyBAsGt8U8l4BQWprbY86juYACICJiWt+zm4nvHzrkcpwH1CzH202/6+qMteYvg9slmKP1u626j4QE8a1Q1cnR38tNv801Q/wFuMHkp4aFGQiqqdCknO/BkFiT8y3SFknzWCdChId57ivwaRnQMJ+XRUW63y/9hWCZCxHDTSAnELIVZkk5meUHGJIVFWv0tqT2dTDMfH7rQG9FhVH8x0miJKAMbtMa75pWShh2h7aCbS5MZie/RY5z586+n18gsiulj+CuUHSLygP6NAt2JnFj/VQQU0HeQ2WBW2/NhbEfHm4citoaUxQDe/gb4Ha0ky1Rsgz4EfgY6IlgYZ8GPAx8CCzRft7Ql4+xwL/tr2Ttvv3JLXqbmZnJkiVLSEhIYP/+/dx0001uC0kOqH8AZm+icu1VAFx0kdg4x4/XNuu0NOOE/uEHbDaYOhXuvVd865ln4McfA907V5Ps7ZjwGMGu9lBgUjq0WVm+Hzg6g1sC3OBSaDJUkhVSPqJdUxODu2lTS5HOgwcFAAt+ANxJbQELBreperRkcO/aFTztUrNT1RCD218Zg6jwKEPnz1kDTFXh6FHattVrfQR1zN0yuC0AEVX1z5GWAHdjGNzgqMMdaHO5JDeSwd2Yy2J1dTVz586lb9++9O/fn8XzFus/y+ieweDBg2mrPSgK2LhiBRdccAF2u7hABBPgNl9cGmJwSycyPNx3Vm9jZCtCAYIdrTpKea1AmhyAATcFJn1ld+rP18ydLE2XLgYRLljr+0j5Eb0yvcsF2Wm8/WHzSpNjXVJZYjD+nKRZzG0Ei8Et51p4WLjYZ2tr9bPE3fqWF9gWLdzGNN2aJYNbUVzqKoBjZk6gTQKupzQ5BUVqEjRCs9WfLCSHII40UwBL7hvBTPF1SeMHo9/R0cZBiu+Fgs0mg8GHyw4bTEcnhqcEU1U1eCn9cr5FhEV4Bfz5CvSaA1iyEDmgj3fX6H26DxxMGQMX+SFw2+/duw2lGp8Z3Fo7h04cMiTlTG2FHS3Wnx0KgFueKRmJ7hnceXnGtuMrwJ0Sl6IX0LVkM5uiGDLwHwyA21xwsKF9DXyXmpLWmAyskDG4nYkYbvrtb2FsgFbxrVC0hH2rehI9asXmWVsb3P1c7ms2xabfk5yLyFZWitpd4Pvd02xyzPNO5Ol7W3SLRDoiOhoKgLterXcP9GrzzywR6a+5LTRpWt+hzjRsDIN7yxYjq9lbwpE0y3oSFndRiT0EWx71z2YnG+AGAWpLeRFV+zJ/v6Gvv+1vE9aAgFt2djZvvvkmAIsWLeKVV15x+Hl1tdDRvnxYMhxrCxFlpF7zKP9bXO9aqO48TU3nhx/0bz39NAwcKC4L48YZgdxgmdTf7t6iu9DnbQTA7as8CVhIlIAhU6IxuM0Ad7AKuYAbBncD8iQxMaLYoi/mIlth1vrWAPbsbAGyQfDAPxeWiIcDdvdu44D1FQjTWUGlTgA3QFERYWEGSzpYAJgLq7WqyqCbWfQ7J8f4sU8Mbk2OxkGD24n5ZrZggiPeSJQUFBg1Zj05VPn5+Tz++OOccsopXHfddaxZIwDrft37Eaa5BP9d+F+WLl3K2wsX6n936ZmiFvSBA58DsHp18ATvZIHJ+Mh4EqISPM5zOe86dvS+CJ00S4kSJwa3BLj37w/e3m524tOT3GtwB4IJ1SymGTHhggbtwI4x9TsmxogZB+vyYHbeG0rtDgSwbwYY9fG20GyVAHdBgYE7B9Lk2k5LSBPntzmrzA2D2x82mCVz3dyW6cIUzD3dJVgJbvc1c/FefyRKwEK6IcQMbhcZHnDbb39ZreDYd3canuZaDcECPSWDOy0hzRX4szjHpFSHz8Cf9vnW1tdSWG4qVqu1FXW8QJ9LQQW4rRjcbpitss/JyQZnxFszS8pZMVspLg6Z5jo0TqJEzvO4ON+D02FKmLUsjYXsVDAzTOVZ4kmPWZqq+s/sdfHNQWRgSZp+YaF+TubnB+cMA6israS4UnzGoWBwR9giaBUv7p1W/lpLjtC8WfAZzRJcNwPuDikhyckOmuOBAHvlGV5jrzH2tuRkshAbWSh0xwvKC3RCgjugNxDjLM0twG26k4WKWOcC7HuogSX3tsxMI9HdW7OsJ2Hhr8lA+Pr1fxeaNNv/BYDbHaDdWPsb5P7bGm1XXHEF48ePB+DBBx9kzx4B1q5eLdJInn9eHEi9+lTAhJ4c7jSFb/YscX2QBLhXrNDzoMLD4e23BciyaxfMmBHcvuj62y00WoYHgNufApPSpETJgeMH9APOmcEtI6nHjokU0GBYeU05BeUCVHZgcDdQYLJrV+91iaW5aHA3a2Y8TGs/Jsbof7AiqWYdT0VRPB6wZhkDDzXLPJrLxcFC21D2OVjORUlliSOr1cmJdDbJHvBV/80czNCzPOQHWFNjpANoJnXng8LgdmbGeAC4JSspKsrasVy7di3XXXcdGRkZPPHEExw5coSIiAiuu+46fvvtN35d9at+OdMBEVM7/33pJV5//XXCw8W+s2mTSm7uEZd2AmF6gcl4bX/xIN3gT4FJaZa6zGYGmGoUbKqvhz17CIpJJ75JdBMSoxLd9jsQQK+iKNaFRZ2AAbm+g5XmLOd489jmRIcLndyGJEr86XeLuBaEh4lIpD7P4+MNqQ6t32bAJRjAp1vdcQgKwC0vowXlBdTYTcEpDwzuoiKHbwfEpCa0LjcFbvc1Od6+SvGYgzieGGANAdzV1dX8/PPPTJs2jVtuuYXBgwfTs2dPOnToQEZGBl26dKF3795cdNFFjB07lqlTp7Jw4ULy8vJQVdVBhseB0WvR76KixgUqG7JW8a1c57lFICfYsnISCNLlSUxtB4PBbQYY3e1rEjwPpg63NxIlZv1tXwotgui3BNrcAb2hArgbK7Vlrhnij5SBx0KTpn1VrqcDBwi4XrELu9PctlO/Dx4UWujgfyAnvyzfUouawkKHoGCwWNyNDVCbNZL9Ob8BVz8V9PFWgB7tKoDgAL75+fk89thj3PX4XQDkbc8jJSWFK664go3ffy9+KTYWYmL0u0irVr7JLTmbpWxkcjI9EI5BKABuS2kWNwC3Pz65NH1tl7o5v0NUK0ZVVffa4xbnmDfZtO7MkpTggcFdVhZ8HfI/k4Wf7BfQ7EmE1IgvpgCfAk0C9zp/25/Rjh7FlWltYdOnT+ebb75h3759XHXVs6Smvs6XXwrHMDwcnnwS7rsvln983I2vdu7l1d9eZVjHYY4PGThQ/FtZKXYyrZRtx45wzz2CzT11KowZ45ZY7LdJBndWS81DcgNwnzhhADKeGNyHDx9m/fr17Nixg+PHj2O322nevDlt27alb9++OoO7rr6Og8cP0r5pexeAOzNTAPw1NQJ4cqp1GRAzayN7w+D2J0VMgp5FFUWU1ZSJokHNmwtw26nQ5KZNwdPCcilU5eGADQQY5KLzFxYmHMnCQheAO1jOhQurdYeFdIjJ/NV/kxIlZTVllFSWkByb7Fq9WrJkcJQoUVXfL6jOVl5jVA7Xx9uDBrdkDGRlGVhdbW0tn332GS+//DKrVq3Sf7dVq1ZMmDCBW2+9lVamYrFtEtuQU5pjOFQxMcJZr6hAKS5m7NixNG3ahVGjQFWjuOiif/Hbb28SJ3WbA2SSwZ2aoO0vjZAo8Wd9e9TgrquD0lJSUpJIShLyQzt3BsZ5dzYXdqtFv+vrDdkMfy+K6Ynp7Cze6QiIODnQ3brBF18EL4Dlkelo6ndtrZHu649EiS3MRmp8KjmlOcZ4S43e/HwdfIuLE/5Ebq4Yb1mtPlDmIlkhQT+bDZKSLP/GH91WM/B3+MRhu4LzDAAAIABJREFUXaPZ6sLUsaPwhaQ28DnneN+eO7NkcDfA2Pd1vGUQx2WOgwMAJvfwoiLhRzZtCna7nW+++Yb333+fRYsWUVlZ6dM7tGrViv7n96eugyAFOEiUWADccozDw/1b37YwG2kJaRw8ftA4v6OjxcQuL9c/85494dNPgwdwSwZ3Y5itRUW6K+kz8BcbEUtyTDLFlcXkluZyetrpjm0VC6mOjz4KLsCtB7AaIVHib4FJEFl9LeNbkl+WT05pDgMYIH5gmufS/9+3D0pLfWcWNmQllSVU1AqQsTEMbn9AIL0N3ADcJkJE9+7GvrZxI5x7rn/tms2F3VlVZZAhnMZb+sqxsb5nlZr3z7wTeeI+Jtvatw+Ki4mNFTViDhwQfrGvxe48mdxbIsIiDKkOi/N73z5xLwT/mb2tE1qzlrWO/poGKlNZSY/WR1m2LiGgdxJVVZk5cyaTJ0/mxIkTMET7QSkUFxfzySefYPvkE+YB9iZNsBFYoBfE3tYsphkllSXG3pacTBZLATGvAnkHsTK5rzWNbkpshCarZQpYFhYa/xsSiRITg3vPHgHJ+FqfxZMdqzqm72ltEtuITUQWpvEAcPsTpJY+sSyoGhUeZRASTP5amzbi24WFAnvw917wV7H/KwD3NlVVl/v6x4qiBC9X+m/701h2tgBUs7PFhahnTyGXnZwsvpo2FWDvvn1xDBr0Hfv2lbB2raH+378/vPaa4Wzd3ud2vtr5Fd/s/oYDxw4YF0IQG1qnTuLmu3Klw+33oYfgrbcE7jpzJkyZEvi+1thr2FEkbn/ZLT0zuLdsMQ4950tDaWkpb7/9Nh988AFrG6AdZ3bIxHatDbtiZ0/JHuFQOUmUhIeLQ23TJnExvvBC//ppZVImJCEygWYxzRrN4A4EwA1CQ7R7i+6ivYICo30EwP3WW6FhcAPBB7itGJ7Nm1sC3Nu3C/DNV5a8O3PLao2MNArimcyfApPgONb7ju0TALeTtqH5ViIZ3OXlYhn4mmLsbObPvDESJWbGQGFhIW+88Qb/+c9/yMszLgF9+vRh0qRJjBo1ikgLPQ+3BfgqKvS2L7/8LJo3r6KoKJpt26IYM2YM8+bNM9LPA2ASFNEZ3I2QKPEL4NZYV8WVxVTVVQkmsVNQQ0lKonNn+O234LEkGgNwHzwonHjw/wKh63iWugcG5DoKhh4zNB4I2rPHKLDorwPvEsgBF4AbxBEvAe5AW+4JNwzu5s0tb6jl5QbA7wvAnRqfioKCimAi6f6MBYM7MlKA3Nu3Bw/g1hncqmoE7pz2tUAEcjKSMthZvNPjBVnu4aLNevbv/5gnn3yS7aa0BUVRyM7OJisri8zMTFq2bElcXByRkZFUVlZSXl5Ofn4+Bw4cYO/evWzatEn/3hc/fgFaG9deci3XXHENo0aNIs2i3xLs7NJFZOP4Y+mJ6QLgdg5gmQBuyeDevDk457cE/tLiNQa3qrqVKJHgvs1mPeZ2u529e/dSWFhIVFQUHTt2JNECpW2T2IbiymK3TGYJJG/dGpw+16v1OvhmyeB2I1HiD8At28ovy3fb7x49xNaiqqJNydMJtLmQEkIFcJvPMQsN7uhocWZu2RIEgNukwe3crrPfIud59+6+zz2ZoVFXX0fO8RwD4HYCwLp2FQB3sBjc5kBtmBImItGyCJFpnsutNCHBf+KTpaQciM85J4ceKflARsAA7oqKCm666SY+/vhjQAQtm/Vrxja2cdXwqxh28TDeeecdkrXiW9sKCjixciXbtp0BBJYMkZ6YTklliUNdJClRcvy48FfS0z08wE9zCeSAg+8i/USbzXfZIbPJ/dPT+d29mwoo1NeLee4PqOzOzHOtdUJrAW47Z/hqVltr7On+vIuznF77pu0dMjSkyUKTS5YIgPvaa31v869k/1cAbn/tLydToihKc2AScBnQFqgB/gDmAbNVVQ0IqK8oyhnAHcBAoAVQCKwC/qOq6jIvnnMNcDOQBSQAeYgioS+rqhqE5H1ry8sTX19/3dBvZmpfYLNt4t13M7j22qYO98oL2l9ARlIGB48f5O0Nb/PE4CccH3HmmeLmu2IF/Otf+rfj4uDOO2HyZAGY33+/yIAOpO0o2qHLhGS1yBInm3QqnABumY7YoYPxHlVVVUyfPp3nn3+e0tJS/XdjY2Pp1q0bycnJhIWFUVhYyB9//MGJEyfYs3sPFAEpcN+z9/HWhLfo7cTgBuG0SYA7GLb3qLjlt2vaToBqHhjc9fX+MTzr6upYt24dGzduJFKNpEap4bEXH+Oc1udwfVQUieAAcEstrD17DCZYIE2CIm0S2oDdbgADFhXHpEMZEAa3B4an/FwrKwVLw02dV5/NBRBpAAjyF+COi4yjRVwLCsoL2Hd0n2BJSG3DEyccLy4IGRSbTQzHrl0BBLi1zzzKFkVKbIpwpjwA3JKBt2XLf0lPH0u1JhQdHh7O5ZdfzqRJk+jXr59HINptSlxOjgNjYMCAaL78EqA3H300icGDBzNu3DjfO+tkLhIlbgDuggLjR76Od2VlJZjqz+WV5gk5JjNLvrgYMjPp1Ck0AHd6YrpbIEheVMPDa5k27d9ERtro0aMHI0aMoKWX6UIZiZqOp9X6dgK4Dx8Ozp4mAzltEqwvTNJkv5OS/M+KspzncrydAO6lS4NTaNI5WFl96BBRQH5dHeMuvZSioiIiIyNJTU0lKyuLlJRhiFrsvp1lEbYIneFpKcXjVEC3WzdxhgQysFFjr9GDV3oQ5/hxsXma30WzoGQhSZNrqqKCuLBK2rSJITcXrr9+Crt2PQ4IUPuiiy7i+uuvZ8iQITT1YvLb7XZ27tzJypUreXvV26xkJZTDbyt/47eVv/Hvf/+bb1q04ALAnpSETDYKFNgJHvbzAwf08ZbtVFSIAIoZ7A+EuTC4PYy3BP6cwf1ff/2V1157jYULFwr2pMlOO+00rr/+em655RZitUKd6UnpbDqyqUGJkmD1+UjZEWrra/V30c2C2Xr8uBgOCADAnZTOmkNr3DKZpdb1zp3CRw82wN0sphnx9eGWNVMKCgQYB0FmcDvta716iXkW6EKTLhrcHiSn/NXfBjcZGua2tLnWpYsAvoIGcDvXiXHTb/Ne7i8XwlJSDsSY5+SQlXAA6MuePWLq+ZNgWFZWxpAhQ1ixYgUA48aNY9q0aQz5ZAjkQs/2Pblu4HWMHj2anddcA/Pnk19Xxz8uuIDk5AIgLiBMZmlybzPLTrVnLzFUUEksW7c2DuBWVZUNGzawaNEiNm3aRH5+PqqqkpKSQtu2benTpw/9+/enY8eODncGF5IVOPip8t4ps7n9Nbm2D504RF19nS67ZS6Y3DSqgrS0OA4dEmsrGAC37HdsRCxNopvAftOCsqiRI7MV/JUZsyk27Kqd3NJcR4DbaV/r3Vus80BmYpVVlzX8S/+H7WRrcL+iffl7fbgTAa7+JUxRlL7AZuBh4BBwP/A0EA+8DPyqKEqa+yc0up1HgZ+BS4HPgYnAJ8BQ4EdFUaY14hnRiqJ8CXwAdAZeA+4C1gC3ARsVRRnl77s2xr7+Gt57D+6+G4YPF6lZpsL0DpadDXfcUUnTpkOx20/l66/vcDl0bWE2xvQaA8DbG992rEwOAuAGAXA7FZ6bMEEcqkePCkZvoE3Kk7SKb0VKXIoAoKQ5AdzO+tvLly+ne/fuPPLII5SWlpKQkMCkSZNYsWIFpaWlrFmzhiVLlrB48WLWrFnD0aNH2bRpE0888QSxNeID3XhgI6effjovzp8vHnr4sP4ZBFuyQhb/k1ISnhjcBw6IS4z5vRpjGzdu5JZbbhHpxf37M378eGqOiBPr06WfMnHiRBZrOiQ/ffYZu7QKg9nZhjxEMApNOjgXx44ZFSWcDlizjIE/zpV0WvPL8g3dVqcDNiPDCJwEg+Xpwmr1APKqamDSAl2KioJbxyIyUuw1ENhCkzrwJ/XWKyqM6oZOff/tt63s2iXmwqpVs6murqZ58+ZMnjyZ/fv3M2/ePPr3798gy9otgxscgD95IW3RQuRpTpo0ia0BXPA6wJ2Q6jEVUM638HCjCGRjrKamhlmzZtG3b1/i4uLo260vaEvppbdfoqKiQgysZAdqYy7bCAbgCcaYZyRlWAJBGzZs4PbbXwWgrm4bs2e/xiuvvMKtt95KmzZtuPXWWykwBdwaMo8a3FqfO3c2LqS+6HCrqsry5cu5++67Ofvss+nWrRt9+/blxhtv5MMPP+TA0QMO72Ju2zzeZjavvxdkj0VFTeKsUhojGAENGVSIs8dx9913M+3eewH4o7iYRYsWsXLlSpYtW8a8efN46KGHGDv2JQDi44vZvn21UR/AC7Nc3xYMbghObYW80jxUreyOziA376emfU1VjTH3R5LGLcBtmltqURFRUeKc2bVLTK5rrrmGbdu28fXXX3P11Vd7BW4D2Gw2unbtypgxY7jilisA6NiqI3fccQctWrRAVVVqteD8qx9+yP3338/evXsDCnBb9t0pgJWRYWxzwdBw1RncUoO7EcxWCUDn5OQwYsQIBgwYwNy5c13AbYB169YxadIkMjMzeeedd1BVVe+35TlWVBT0Pps/bx0IqqgwUm9M/ZbjbS7Y7atZjrfsd2kp1NaGRIfbIVDrpmZKQzVDvDEzwK3vixZ+CxiAUyCBoFp7LUfKxFp2ya6MinK5iPojNWU2S2DfyU+Vn22wamh4rCVhweAOBNhrqcENet+7RwpHXFX9u5NUVFRwySWXsGLFCsLCwpgzZw6zZ88mMTHRCNxpvoSiKHTW2q9JSKCiopacHBGlCySDWxIBzBrcNurphuhoY/azpUuXMmDAAE477TSeeOIJvvjiC3799VdWr17NV199xcyZM7nhhhvo3Lkz6enp3HLLLSxYsIBjx441qDUfaFkWOcfr1Xr9M5dtmdsPdqFJmaGh38dkn8PCRG0qk8m9LS3NPzKGDGKB8Bd37NjBtxqwcHDDBjp27EiXLl0YPHgwW7d+AIjaSD64hpYmCXV/VjupALeqqv9SVfXfqqr6ddSqqvqxqqrvBeq9TqYpipIBfAWkAi+pqnqhqqqvqao6HTgdoVXeC1ikKIrPCYyKoowHnkAww89VVXWSqqpvqKp6F3A2UA7cqyjKPQ086l3gYmAX0FtV1SdVVZ2tquo1wAQgDpirMcWDaj16wPXXw/Tp8NVXsH+/iN5WVgqmwObNgq1RVSWcu1dfjWHmzOsA+PDDD/n2229dnnnTqTcRpoSRW5rLkt1OxSYlwH34sGjMZE2bCv1tgDlzXPBvv23LEXGKZbVw0t+Oj3fZbKUjm52t8uqrr3Leeeexd+9eoqKiePjhh8nJyeGll17ijDPOwGYhWmyz2cjOzubRRx9lzGWiU0ntk1BVlbcWLxa/VF2tM8jlxXjbtsD3GwzQ0QXgtjhJ5GEntegasrVr13L++efTq1cv3nrrLYo15zgzM5OWUeL57Xq3o0uXLkgY6fCmTXTt2pXbbruNEyeMgzYYMiUOALcHhkhurgHsB4L9pqIazoWTA60ohtMaFIC7tGHZBmlHjhhYqD+OtJxbZr13d4wgcNThDpTpBSYl8GeuiqSxTUtLS5k4cSL9+49BHudduth5++23ycnJYerUqbT2Ih/UW4C7vLwjnTp1pbq6mjFjxmC3OwUBfTRdgzs+1bHfTsC+XN8dOzaeLbJy5Up69OjBbbfdxpo1a8SFWEVncc98byZZWVn88ssvLn1vqBidv+YQzDF93mpyMk8//TSnn346e/eKjiYk5HLVVVfxj3/8g5SUFOrq6njjjTfo0aMH38tiRw2YOUPDBRjQ5nlsLLTXsp+9Xd8//PADvXv35pxzzuGFF17g559/Zvv27axZs4b33nuPa6+9ljV/rAEgNVZj61dXGxW4TBdkf/WYzdbYeW4e70BWp6+qq6KwQgDKd1x/By+88AJxVVUAKCkp3H333Tz33HNMmTKFMWPG0KtXL0AcLGVlv9K/f3969OjB9OnTyc1t/CVEB/ZLLRjcTgB3MKRpZIFJm2JzLSALDlkThw4ZErb+SpSAhxRn4K4bbmDPHuHLJCaezs8//8wHH3xAlwCJWUowomtaV1599VXy8vL47rvv6KT1N6eykmnTptGhQ2c2bBCB5IAA3I0IYJml6wKtSV2v1ut7uQ6ImM9Pp1oSsv2sLJg/fz5ZWVl8KVKFGDBgAO+++y4HDx6kvr6esrIyfv75ZyZOnEhsbCz5+fncfPPNXHLJJTS1iWCEO2A/mH0G4+xOiU1xLZxrfhdT++npVbz//mweffRRnnzyST744ANycpyCMg2YnOuW4w1QUhJSgNuhwCQ49FsSQMykEF9N9ruqroqiCif/0AnglkSf7duNeIO/drjssB64c5nnTpmGtbXGWearzry0xmRYyi1s716DHxFIMxMxAOMciYhwqFUTiIxSafIzPnTikGOgV5vrSeWHdBazr7yL+vp6Ro8ezbJly1AUhffee49bb71V/MwEtjrUFtDm2uCRI2nffghSJCEiInDMF7mnOxcOljIlngDuiooKJkyYwHnnncfq1avF32VlMXHiRJ5//nmmT5/Ovffey4gRI2ihEcby8vJ46623GDVqFM2bN2fRskUARNdo+1pdnSBbgQPAHSjWelpCmpC+wU2GBoSk0KQLsG/OrnTSGZJ7m79MclVV9bPsrifuomvXrrwybx4ACdXV7N69mz/++INly5axaNGTAJSUKMya9aVPBAhnyz+R7/czTqadbAb33+ZqzwMpwEHgAfMPVFWtBsYCduA0hLSI16YoSorWDggJkdVO7WwApmv/O0VRFMvSjYqiDAWu1P73TlVVHW5Iqqq+DiwHIoFZiqKclPkWHS00v7KyhHSuOfXx6quv5oILLgBgwoQJLoWE0pPSuSjzIgA+2PKB44M7dzY2WS19yWzaWcj27bB6tcuP/bLNBcIrttTfNjlTdrtx4P300yvceeed2O12+vTpw++//86UKVNIclPQyso6NBO5nKf0PIU333yTGtMF5ZFbbqGiokIHeE+ccCSWB8p0gLtpO3G4SgfWQqZDAmDdunnWusvPz+eGG26gT58+/PDDDwD06tWLOXPmcPjwYXbv3s2VF4mp3ntwb7Zv387N990HwCkxMdjtdmbNmqWlkouxCHTRJrPz3iaxjeFIWkSQpZMRFaWSkeH7QZeakOrqXFgwmYOp03vgmABFGsPglv0OD/cv7VgC3I1hcIPRVjAY3DozxokJtW7dOnr37s3MmTNRVeHdtWhRwe+/r+Smm24iOjra6zblJSW/LJ9au0ixtuq3AXArPP74ByiKwm+//cYrr7zidZvOpqqqI4PbQyDHGzkaVVV5+eWXGTRoELt27SIiIoLx48ezbNkyDhw4QPcM8RmGJ4ezd+9eBg8ejN6yic0MIqYmffpAWa291lG+wdTvG++6i8mTJ1NfX09cnCia9q9/DWPevHl8/vnn5OXl8eabb9K8eXMKCwu56KKLePvttxtsU16WKusqKanUAgkWwID8fBvLjikvL+fGG2/k/PPPZ6O2EZ555pk8+uijzJkzh2nTpjFy5EgioyOpjxPI8eN3PS6yANww/gIhVyGtsQC3HO+KCgG4BsqWrV+m/3d1YTVpaWkMOV2M69mXXcb06dO57777ePjhh3nzzTdZv349gwYJdy81Vbzftm3buPfee0lPT2fgwIG8+OKLrF27ltraWss2a2pqSBSiWqzcupJp06YxceJEHn/tNQDq8vO5/bbbeO655/jyyy9p3VpM8MJCF+zbZ5NnSJvENtjCtGC6/LyTkhyQLjneERG+F2IDR0DA4dIXG4uqOYObf/wREFGrzMwhDAywdoMemNbYd+Hh4Zx//vl00Fjh540aRfv27VHVTOx2EcB68cWb2OGnrkBjADAwwPRAs5mLKop0qQ6dwS3bdRrv+npjf9m793Ouvvpqjh8/TmpqKgsXLmTFihXccMMNpKenoygKcXFxDBw4kFdeeYW9e/dy4403AvC///2POc/PAdysb43JHKw+g4VsAzguIm0MamtrmTdPdPrAgYVMmDCBKVOm8NhjjzF69GgyMjIYOHAgixYtor4RETaP4w1QXKwD3Fu2GAlCgTYHUoKbmimB0t8GR51z3U81Z+SYPjsJcNvtgQHDDh8+zNxFc/X/HzV0FD169OCJiRMB2Hn0KEOHDmXs2LE8/fTTvPLKYl2+oFs3/6Kmuj6xlfa4E8BttweWgCFNJ2I4M7hTUvS7qDmzMhDApzy/a+w1RkADLGWIfF3fTzzxBJ9//jkAc+bMYfTo0frPzPuaFZM5NiODe+6R/lcR118/lGMBchhl380MboAeiMnsbk4XFxdz3nnnMXv2bAAGDx7M6tWr2bx5M6+88gr33HOPyCSbNo2FCxeSn5/Prl27mDlzJhdffDGxsbHY7XaO1wsi28xnZtK5c2eeNMmzmjW4AwVwR9gi9LPDAeCWBZMhJAxut/WvLHAHcz0kb01VVdauXcsDDzxAx44d2fyzwHoKKgWlLkLTwGwKvPvGG7z55ptMnjyZ/v1TELxUuP32OZx//vkO9Zd8MXkP+7PaX0KDW1GUu4B4VVWfPNnv4o8pitIRkHIe72uAtoOpqrpHUZQfgfOB+xVFeVlV1Tovm5qEkDsBeNPN77wJPApEA3cD/7b4ncnavznAN26e8wYwCMgGLgEWevmuQTVFUZg1axY9evRg7969TJ06laeeesrhd67Juoavd3/Noj8WUVFbYVQOVhQ44wz48ksBcJsOQBBM5n79BLj91luBrWDtlsHtJE+ye7fB5P3uOxHTuP7665kzZ45PAFhmUyGwvOfoHm5+8GYuHj6c2rQ0IlSVFZ9+ypl79vDpp58TE9OWykpx2Dq9kl+mqqqjRElxsUET98Dg9iRP8vHHHzNhwgRKNKbo6aefznPPPcfgwYMdJB1kSrVkocVrtMZ+7dsz6447eOihh8jPzyc//zngNTZsEIUvAmVm1p1gcGtRk2bNwGajqqqKjz76iM8//5ylS7OAKVRXb6Zly3PJyspiyJAhjBw5ko5eVP4IDwsnLSGN3NJch6ImQMgA7sYU3pMm8YDMTGtWkKqqHDt2TC8E5vyVn59PREQE4f3CoR9s2LeB4uJikpOTPQLcQWFwuwO4o6JYsHgx144eTU1NDbGxsfTteyfLlkG/frF+FcySzpuKAJkzkjIsgb/WrY2q3arai0mTJvHSSy/x8MMPc+mll9JeUn59sKNVR3U5nLSENMjVPm+bTYAiJmtsgUlVVXnooYd49tlnAejduzfz5893WAud0zrz+/HfGT1+NFvKtrBu3TrW7NvHUFPfzUGTXbugTx8CZodOHKJeFRfejKQM/WZWHh7O+5oU1O23386CBb0pL4euXY29JSIigjFjxjBkyBBGjRrFqlWrGDNmDBUVFdxxh/s4uDMw4FBQtbJSHB6xsXTrJo65xqzv3bt3c9lll+mSNeeeey4vvPACPSWyYrItB7aQ/a5AmvZv3k+fPn2Y/9BDXCp/QVtzZrmKgDDANNaVDORE2CIs5/kpp4h9pLZWtN/GMtTfeFNVlTfeeIOJMybCNYAdHv73wzxw3wPEXSFkLKwCdwC7dgkw9rnnrqd379N45513+PDDDzl8+DArVqzQNULDw8Np3bo1zbXPrrq6mvz8fIqKikSllfPh122/8uvbvwKCF/44EK6qzJ01C6MiRyTiwhTOd9/lcc01flYGwwhWOhTsdlNwUI53hw4iYOmryTkuA8QpceJCunnLFlJqa0kF0iIiuPvOS5kxA3btCtOLcgfKLAFP0OfasOuu46J587j77tW8/DJAMd999y5ZWXO5/fbbeeyxx7yWSAFjPy+uLKaytpKYiBjLcyxYbGZzSrmLRInT+b1vnyHV/NZbAjS56KKL+PDDD2nmxPR2tpYtW/LOO+9w6aWXcsMNN1C8txjOhtzjudSr9SJI78Rkzs4W/mIwGdyWBSbj4iAmhl9++YWbb76ZXbtk8vFmMjMzyczMpLq6mt9//52ioiJWrFjBpZdeyplnnqmTKNyZnF9Hyo9QXVdNVHiUODPDwgTIawK4KyuFvxKIjBhnc/DZDpkICaZFFSiWI4i6KckxyRRXFnPw+EFOSzvNGG+7XWSXauunSRMRMNu3T5BQfDnDd+3axUcffcSCBQvYtGkTdAOuAMpgza8iI2mk9rsHKypYssSc/TsKGAYU0a5da9q0aU16ejotWrQgNjaWuLg4YmJiiIqKIioqisjISCIjI/X/btq0KV26dKFTp04GY98c0HAqMpmSIq4IJSXCP/anGLeVuextFjrzhw+LuBIEVqIEBPAo93Tz3pZ1Gixe7BvA/cknn/DkkwJOuvvuuxk7dqzDz813MX1fAwfyTWGheJewsD/Yu3cPN9xwA59//jlhfla0lXtKXmme2Nvi4iAykqwa0dHt2wXvy3xmFhQUMGjQIHbs2IHNZmPGjBlMnDjR47soikKHDh3o0KEDt99+O1VVVfz8888MXzGcWmqhFHbu3sn8nTt5VPubF97/grw8kfQfSN3xjKQMcktzrbOwtILJcl7v3y/IdabkgYCYrrFvlaFhsvp6g9zWmL2tvLycnTt3smHDBn788UeWLl3KITObQqtp1blvZz5+9mOyYmP1C+cNF18MrVoBMHUq9OxZqZ1np7J06VOceuqpzJ8/n/POO8+XLv/pAe6/CoP7XuCxk/0SAbDLMRAxTznG32n/pgDn+NgOwH53BSBVVc0FJH3kcsVJvFXTAJeyIz+o7vMhvjP9d0i0uL21zMxMHnnkEQCmTZvG704hwBGdRxAdHk15bTn/2/k/xz8eMED8u2aN5bOlTMn8+Ua6rb9WUlmib7aWDG6TLVggKaXFKMphXnzxRd59912fwG1AFF8DymvLKSgvoGWrVoRrt/42NhsbN26kX78+tGkjUswDHU0tqSzhRI3dFFWDAAAgAElEQVR4drum7RwKPFppcHsCwEpKSrj66qu58sorKSkpISUlhf/+97+sXr2ac88910WvWOoy67IVWntKQQHjx49ny5YtXHjhhYA43f74QyUv77jPfXU2GUEODwunRVwL/YBVU1KYM2cO7dq148Ybb9QKMUkHcAclJSUsX76cBx98kE6dOjF06FC+++67Rqcwueg6egC4t28PbCp/dV21fsjqRSYtGNyVlZXs3r2bH34Q6yIqag+PPPIIY8eOZcSIEfTt25dTTjmF6OhomjVrRq9evRg5ciT33nsvs2bN4ptvvmHXrl2cOHGCkpISCnaKeXWk6gjpGek8+OCD1EpwtQGAO2D6Z1LbMMkR4C6PjuaKK6+kpqaGHj16sHbtWhRF0JL8TWtPjU9F0Y4g5xRIM/CnKAY7Yf16mDp1Ku3ataOiooJ/mRkdPphMaZfv4zDeTg65OUPDnamqyt13362D29deey0rVqxwCfRIx7XMVsby5csZOnSozuDe9asAA+PjBbgPgdfhls57mBJGWkIa9dpF8UidiF8///zzTJ06kyNHxPhYAROtW7fm+++/Z8gQoY0+ceJE/vvf/7ptMyEqgaQoMa9d1je4FJpsCOBet24d/fv3Z+vWrURGRvL666/z/fffW4LbAGVhxqHYsVVHqqqqeOlRcV1SIyN1cf/CQkN6KJASJSoq+WVaGqbFPDdngvgrS3Ps2DGuvPJKxo0bR020COC0im/FlCemEBcX5zFwV1JiMMh79IDu3bszffp0cnJyWLZsGRMmTNDnc11dHQcOHGDdunWsW7eOrVu3CnAbkOi1ramN/v37M2rUKC6VTgpw4/Dh9OvXT/MPahDKc3DttU8xdOhQvv32W79SX12CleA2IydQjH0zqCzb//HHHznrrLMo0A6rJ+68k7FjBwHCT5N1qwNlloW5zKndycnYbDbi44VL3aOHSpcuXairq+Pll1+me/fuLJZycF6Yue/6fm6RoSHPDTMhIhAmAe74yHgSojTEwc0837hR0omPAwe5+uqrWbRoUYPgttn+8Y9/8Ouvv5LRRMyvOrWOt+ZrRXDM88vE8Ax0n8EiOA2Gv9a8OY888oiWSbQbEC8ya9Zt7N69m2+++YZly5Zx5MgRfvrpJ/7xj38AsGLFCnr16sWTTz5JXZ01p8ncnl5fICzMkIIpKqJNG+N/A51lKM1SosQ03kePCskMgLZtS/j+++955513mDFjBjNmzGDOnDl8/fXX5OTkNHq/cZEichpvs0kWtzeFJuvr6/n6668ZOnQonTp14pFHHhHgNhCVIoKPKVEpTJs2jddff52rNFCpTc+ePPjgg1x77bWcccYZxMdrd0a2Ultbw759+/jpp59YsGAB77//PrNmzeKFF17gmWee4fHHH+ehhx7innvuYeLEiYwbN44rrriC7OxskpKSeGPGG459Bsf1XV+Pohh7aKB1uMtqyjhWJfYwSwY3ju1GRASmCH18ZDyJUSIbybKOhh8M7k2bNunZIEOGDOG5555z+R3ZZkJkgrGvgcNcl77S4MEikLZo0SLLZ3lr8gypra+loLxAOOPJybpESXW1YybpiRMnGDZsGDt27CAmJoaFCxcyadIkr4H26Oho+pzVh1pFMNc/e/czpk6dykDNIasD7p7ysf776enlfvTS0SwzU8DhLmq+AwSDaOWWwe10ju3ZYyjsmQHuwsJCli9fzuzZs/nXv/7FkCFDaNu2LfHx8fTu3ZsxY8Ywd+5cHdzu2bMnU6ZM4YHbhJBDfFo82dnZKGbGuNNddMCAGAAGDhR1PoqKihgyZAhz587FF9N94z+p/SUY3H8hO9f0355cD/OxfC6ewXAHUxSlNaIYZENtyHa6Am2AjsgcTmGDMcB4t89RVbVAUZRDQBqO/fs/Zffccw8ffPAB27ZtY9y4cfz000/6AZAYlcjwjsP5dPunzP99PqO6m3B6La2YzZvFyRLlKIt+5ZXwr3+JS9Mnn8BNN/n/rpK9bVNsdE3RwqQWAPe7777Lo48eAe4nPPx3vv76G84//3y/2m7XpB0KCioqe47uoWV8S5TUVMjJ4Ynx4/l2wQKOHDlCcfEXwHUBB7jNkhFtm7SFLRqLOSrKJWRbX284Vs4A9+LFixkzZgz5+WID/+c//8ns2bNJsUg3cmgPkZ5WVlNGvJkpYbfTunVrvv76a+6/fyrTp9cDYZx77iR+/nmarmfmj8kDNi0hTaR3a4fbprw8xo8fD0BUVBQjR45k/frL2LEDxowZyJAhn7Bq1Sq++OIL9u7dy5IlS1iyZAmDBg3imWeeYYAM0rixjKQMVuWu8sjglp9vebmQpWmM3nljzOy8JilJrFq1ig47dpACvP7ZZ7y6cCF5eXkclegX3wKt2bz5IzZvnurx2cnJybRv397hKy0tDbvdzoaDG3is6DGIgMqwSp599llaJCeLNBanyxIYIFh5OeTng5ZF5pe5sMC0DIO9x4+jAoMGDWLhwoUkJiY5aJf6YxG2CFrFt+Jw2WFXQMSiavc33wiAOy4ujldffZWLL76YL7/8ksWLFzNs2DCf3kEGNKJsUaJauRtHsrDQ+JEnVtIzzzzDiy++CMCtt97KrFmzLJ17sz5xXFwcn332Gf/r2BFyc9m8dCmFK1dyxhln0KkT5OUFXodbXlJbJ7QmPCycxR9+qPG8RB/uueceB6krd0U1Y2NjWbhwISNGjOCbb77h5ptvpnnz5gwdOtTy9zOSMthSsMVY387AQHq6fnnIzRVMLFmgzWy//PILw4cPp7S0lNTUVL744gv69u3rsc9yjrWMa8n639YzevRoIhaKJK9jNhvxdXVEREToYKfNFpgLspl1lVuaK4BAN0XJOnUS54g/AY2VK1dyzTXXcOCAYDD3Pqc361lPZnNTZzwA3PIcDQtzBHxtNhuDBg1i0CABzhYWFrJ161by8vIoLi5GURQiIiJo2bIlaWlp7GMf13xzDWFJYaxYuUIwW2tr9UrYLz/8MPTvT01NDevWrePGG+u0ed6NJUtmsWTJEnr16sVTTz3FkCFDGixa62wy+0kPVnrodyAKTIIAQ5pGN+Vo1VFySnM4uPogV111FTU1NZRFR0NVFe0TE6lpJ+aX3S7WtkaM8tvs9Xad8ecAeOpnFvrck/v4eec15/nnNzN79mweeeQRDh8+zPDhw7n11lt56aWXiImJaVTbLeJaEBEWQW19LTmlOXRM7mhZS0Kmd6uqmGuBykxxLsTm0K5pvKurq3n00S8QiodbuO2223j11Vd9Yjt27dqVX77+hYw5whced984lHKFW26+2RjgoiJ6aDG3QPcZPEuU7D5+nKlThW/Ss+c/2bRJBPGGDnXMkAgLC+Oss87irLPO4pdffmHChAls3bqVxx57jG+//Za5c+fStm1bh79pFd+K8LBw6urryDmeQ/umWiZVcrL43DX98Z494ccfhQ73lVcSUKux1+hBaiFRstt4B6CqqorXXlsHnAnUMWRIGuBeHLpt27YMGzaM6667jn79+rndczKSMtiQv8E9wG1Kv+rVCz7/vPEA948//sg999zDelPl+Hbt2nHFFVcwcuRI5pfM54VfX6B/9/7ce7UoFszSpQB0GTiQp59+Wv+7yy6DL76A0aN7cuON35Obm0tOTg7FxcVUVFRQXl5ORUUFNTU1+ld1dbX+75EjRygqKqK6uppNPwn2+PHq41wx+gqefPhJush1VV8v9pjkZLp2hZUrjaBhoMwsAaTPdYv1Ldvt2NG/bByztUlsw7bCbdb1JEwA95EjYul5uNrpduzYMUaOHElFRQWdOnVi3rx5lnWpLPW3tXYBSE7WQdZLLulA9+538sorr/Dwww/Tv39/Bg8e7E1XHcwcJM05nkOr+FaQnEyrw1tpFldFSXk0W7cKBnVdXR0jR45k3bp1REREsHDhQl2S1Rczf9bn9D6Hy868TDQ0ciSVsbHEcpoWLDzA6acPZM6cOT7fA8ymB69KLRjcAMXFJCSIe+eBA2I/79fP72YdTGdwyzG3yFQAY0+Jj6/h5ZcfYP36dWzbts0gGbix1NRUzjrrLAYPHizky7T9asG2BbDRREBJTDTSCp2eKXkkR460YuPGjVxyySWsW7eO6667jqNHjzJRk01qrJnJRn9GO6kMbkVRzg7EFyKX8q9gsqbyCVVVPVE/zWEsbxOOzHWbG1JI9tSOL89JVRTF+zzLEFhkZCRz5gjdvhUrVvCWduGTdmV34QX+b+f/KK02kng57TTxb22tZag4MRFk5vF7ASqDuvmIuAV1Su5kFLAxAdy1tbVMmjSJm266ifp6ccpff3223+A2QFR4lH7A7inZI76poXntoqNZu3Ytffr0QVXFZ7F48X63mqC+mJQnSYlNIT4y3mBwt2jhklO8b59RREYCYCdOnODWW29l+PDh5Ofn06RJE+bOncuCBQs8gttgANygpVpL0FpVdfAxLCyM559/lFatBDNx585YBg4cqAMb/phzkYtcjX6zV8v9GzduHPv37+eDDz7g6FHBGjj//NZcfvnlzJgxg127drFkyRKNZQ7Lly/njDPOYMSIEWzxQHNwy+A+flzMe4RjIe/cgYieV1VVsWrVKl546wXxjXrontGdM844gxNaQdeft29n69atJnAbRDxOsAcuvPBCrr/+eu69915mzJjB3Llz+f7779myZQvHjh2jqKiI3377jfnz5/P0009zyy23MGzYMC655BLuH3e/zmQe/+B4oqOj2aE5r7J9s7VtK+7OEBgd7uNVx/VMBXlx2K2hm8XA+eefz5IlS0hKSiI/3/CrA1GYzEWf2A3wZ2ZwqyoMHz6c4cOHAzBp0iSqfaxopBeYTEh1rFbu5EhK0M9mcw/2vv/++0yeLJS0brnlFmbPnu0WNJH9lo5sdHQ0F2tMnmaqysiRI8nLy9PbChaDOyMpg3nz5rHhO5H8lNC2LQ888IBDm23a6ORmS4uMjGTBggX06dOHuro6Lr/8cta4yTJyKUQXGyv0DUH/7M3pplYssB9++IELL7yQ0tJS2rZtyy+//NIguG1us01iG+Lj4/n0008Zdc454meVlYwYMYLy8nK93+3bu8SQfbJIW6TIgsEURHOj2SoBVl8CGna7naeeeoqzzz6bAwcOEB8fz9y5c+l/odArc2D0upFuAENXs0MHY5+1spSUFAYPHszo0aOZNGkSd955JxMmTOCf//wn/fv357SOwl+pra+lsNxUDEzWcNDGOzIykgEDBnDllcJ/yM6+Rs8K2LBhA8OGDWPQoEH8qmU2NNZ8YXAHgrEv5/iC7xZw+eWXU1NTQ3Z2Nr3lZb+4mMhIsY9DYINX+WX52FW7w3vINnVzArhF4b0IJk6cyNatW/Uz+/XXX+ess85qdPHBMCXM0Gy1ClBr7NikJCMoHUjJDgkEpSaYIr5OkjRlZWVccsklbNsm9uXTToti5syZfqXyp7dKJzlGPF+NVxk7diwvvvyyQV0uLiYpyeCDBFqH20qiRPoNuzXW/v3338/kyR8B4p7gScpv4MCBrF+/ngcffBBFUVixYgU9e/bkgw8+cGA428Js1nq1Tme4ZDAHo9BkXmmeXnDRrMFdERvL5MmTSU9P55FHPtN++3egmsjISDp06EDfvn0ZMGAA3bp107NM9+/fz3/+8x8GDBhAr169+PDDDy2LWbuAYBERRiTWCQiS/d+82bMO+bZt27j44os599xzdXB76NChLFmyhN27d/Pss8/Sp08fDpWJee6wn7vxW+RePnBgU8477zxuuOEGHn74YV588UXmzJnD3Llz+eyzz/jqq6/49ttvWfb/2Dvz+Jqu9f+/98k8kEiCmEkQxFBEDDXPsxqqah6qKDV0MFx1tbiqVIuWurRFVaOlhprnmYpZIqh5DGJKZJLh7N8fa+999pkyHvd++3vdz+uVF22Os84+e6+1nvV5Ps/n2b+fY8eOadU4cXFxxMXFsWnTJob0MFXfrNm5htDQUN7/7DOrz/CqFNzqc+7u7K7NN434s6HgdlDPXkAnSLCl4H78mEqVTGR6Tua30WhkwIABXLt2DS8vL9avX4+vRW8jFSrRa5a4S03VPJYyfPy1mKVKFVF9V69ePYxGI7179+ZhPkqEPFw8CPAUz5Q+RpeAaoXF+6rXO2XKFHYpceSKFSvyRW7rx/N08RTiE9Dmd4GyZRk6dB4ABsNf3L17lw4dOjBo0CCSkvKn5rbbKNoiWasmah3daDIl3dSjxlLBLfv7c+PGDZYtW8bAgQMZNkx4nCcmHmLevK85ePCgRm47OTlRsWJFunTpwoQJE1i2bBl//vknz5494/79+/z6668MHz5cI7f14z1KesTLjJeC57AjOlLXtatXoUCBYuzfv582bUQPudGjR2scV07xd1dwvxKCW5IkgyRJKyRJei5J0ipJkqxTYAL7gX0O+Pk/SZrmBpIkuQGqZiS71U//+7K5HEr/+vyM46j3yRKSJJXM6gfTd5ZvNGzYUPPaGj9+vKbuBehQsQNeLl68zHxpblPi5ydO3QAnT9p83z59xJ8HDwp1Z34R9Ujx3y6qpKgzM4W0Dnjq7U3r1q21Zm/u7uIg3bSp7Y06L1BtSq49UwhuVer04AElS5bkwIEDNGkigpu4uMK0atUm2+xlTmHWYBLMCW4LqASYt7c4PBw8eJAaNWqwdKko62vdujVRUVH06dMnR0q0Qu6FBKmOokTTj6m3SgEaNxaBtbNzHa5cucLrr79OTD6ZX71lxY8//si+30Q5WJKHh1b6FBgYyLNnphJrfUBpMBho06YNO3bs4ODBg7z++usAbNq0iRo1atCvXz+uq3WjOlgRYDYsDAwGEwmWl8tMSUlhz549fPLJJzRo0IACBQrQoEEDFv4sGqARD8jCF66wcq+adOvGokWL2LhxIydPnuSvv2IRxSbw++//YseOHaxYsYLZs2fzwQcf0KdPH1q0aEHVqlWzbazq5uymZeobdmwoFBCKx3vizZvsVdQ5KlxdTQSBI3y4te8acUiOjY1lp9I92+jry7p167QDoBrMurmZrFLyA7sEd3KyKWOEieCOjxfJJIB58+bh6urK1atX+eqrr/I0vkaKeCukSDYEd4UK4vu3xK5duxii2C+0b9+e7777Lst5rt5vvRe2W3FBFhRxcuLBgwd069aN4GBRHu5oBbd6zz0zPBk0aBAq3RfSoIH2mtzYNnh7e7N161YqVqxIcnIyHTp04Nq1a1avs0pgKSWvgDa/vbxM5J9lVc7evXvp2LEjKSkphISEcOjQoRx7sGtEkLLGODk58WZzUej1GNi+fTstWrTgzBnx3DnSL9buc240iodaQV4TGrdv36Z58+Z88sknZGZmEhYWxpkzZ+jTpw93XyhruUqApaebxsyC4M5vhYb+QG5GDKhkhEU3STUxHBvrx7Zt2zh79qyWxDp06BD169dn0KBBOTqwy7KsHVDNFNw2CO6kJFPO3hFenuoBedWmVRiNRho0aMCBAwfwKGl+WFXvtSPntl7laEaIqNctSVCoEPHxQn0G5onKkiVLsn37dubPn4+zszOnTp2idu3aHDt2LEfjWz3n6vOVlmbmm/cqmi6qyUqbPrUBATx58oSWLVsqJIz4AIMH18l1ZYAtqGtKlfqi/OSDDz4gTiWDlc/wKq45w5ihVSGpnyEqKoqN34t2R08liR9//JFZs2YRE+OsfY7sLtnFxYWZM2eyZ88eSpQoQUJCAn379qVHjx480sWfVus5WK3nqtLvVRDc6hx3kpwI9ArkkcJurty2jZkzZ/L48WMMBlH5WreuC+fOnSMxMZErV65w/Phxjh49yoULF0hMTOTChQt89dVX1FMaGJ07d44+ffpQrVo11qxZY0bu2yTB7CTnVeuA5GTbgoQHDx4wbNgwqlWrxpYt4rzXokULTp8+zdatW2nTpo1ZAsYm4WkjbklOFhYGkL+1PCAggI4dO7J0wVI8nEXGs1TVUhiNRhatXo2ans1U1mV1Db10ybEWgvoEtTZnbVx3dg0m79y5w+bNm1m6dKk42+zbl21TRjVes9lINjkZ18wULV7IyfyePXs2f/zxBwDff/89VbLwvbNS84LZM3Y9OVDXSFQkjH/99Vf8/Px48OABffr0sZmkySnsNpr0Ef8dHS0sUVRbvilTpvD222/neTwVepGVrft9/bpQHwwaVE9LiC9fvpz69etzNR8HI7sEtwXR+6oIbn2sZEgysHv3bh4qgfC0774jKCiIwYMHs2LFCp4/F9yEi8sFWrZsySeffMLq1auJiopSxBqX2bBhA7NmzWLgwIHUrVvXbiIF7NhOqddtEa9Vqyb2EVkWz7y3tzcbN27UVPTDhw9n2bJlOb7u/xHctvE20A8oCPRS/jsrSPn4+f8Fen+F1Gxem6L7e26t9B01zn/q897J5se2LC2PmDVrFkWKFOH58+d88MEH2v/3dPGkbXmxYK+/tN78H6k2JXYI7qZNxXoky7Bunc2X5Aqqgrt6ESU6f/BAkyG0Hz6c/fv3A/Dxx1+SmioUK45o5KJC32gSMPkxKOy9h4cHy5Z9pLzaiwMHbhIeHm7lbZ4XqP7X5XxzTnCHhGQwduwYmjZtyo0bN/D09OS770S5dclcdA2TJMnch9vHx9TJ0GKjUb/v8uXfpFChQty7d49GjRrl+FBqC+rmdvX0VYYMGYKfEtx3GTyYxo0ba69TSTBJsq9sbdSoEYcOHWLz5s1Ur14dWZb5+eefqVSpEqNGjSI21lSaZOV/pidgbPhw5+Q2p6enc+TIEaZNm0bTpk3x9fWlZcuW/Otf/+LYsWOax2RAeTFW+SLliYyMJPHpUwoo1/3OhAmMGDGCzp07U7t2bZ4/N+W6HKEU0d/rKlWqMG3RIvGZgDe6dNH8F1Wo5LIjFNzqd+3l4oWPmw+DBw/GS1FE1+vYkQI6Ox5VcVelimPKP+0SImAWxJcrZ+r5qFbuli9fno8+EnN/xowZ3L2rO3zkECo5oKn+7BDcaiLFlj3JuXPn6N69OxkZGdSuXZtff/0V52y+HPVwmmHMEN6GujHL+/ri5OREZGQke/Z8BwgSzFF+62AK3o9uO8rLly8pp9xjg+66c2vbEBAQwLZt2yhSpAhxcXHCV9wi2WjT39CGT68tH+4DBw7QqVMnUlNTqVy5MgcOHMjVmmpF9AKSMmZQWBhOTk4cP36cn36KBByrALNLcIPZdavf9c2bwoUsJ/jtt9+oUaMGBw8eBODjjz/myJEjmjLHys/RhppXD/XAVrWq1a9yBS9XL015ZUYM2FEEqfc8Lk781KhRg82bN3P48GGNdFq+fDkVK1Zk/vz5dr2BQVh7pWSIUNBMwW1jfusJ5vzec1mWefCXclDzEYntnTt3ikOlxXWr+6Uj1nAVKglRxKuIaPqnQr3nvr7g5KSRMAaDdU8BSZIYPXo0e/bsoXDhwsTFxdGiRQu2bduW7fg5SVDDq2k0qa3l3tYK7mdOTjRs2JDjx49jMHghSWIDdUQVEpjWlLY929Kjh2g7dElV3Sl/vopr1idISxUsxc6dO3n99ddxV1SMjbp1Y5DiVahX7OcUzZo14/z58/Tq1QuAdevWUbVqVVauXInRaDTd7/jsCe5792y2FMkX1H2skFMh6tWtx8kdOwB4LMuULFmSmTNnEhwsbB779KlC9erVcbHREdzJyYkqVaowbtw4jh07xrlz5+jXrx8Gg4GLFy/Ss2dP6tSpw+7dwqEzp/sYiD4a6q/0NiVJSUlMmzaN8uXLs2TJEoxGo+Z/v2vXLmraOUjZJDxtrGsxMaaYwRHNHiVJ0tbSyV9MZsWKFRQuWhT1aie+8w7nz5/X1tDkZHHPHQWbzVSzUHDrCe4XL14wf/58atSoQenSpenUqRPvvvsuQ4YMoXnz5hQuXJj27duzbds2mz7sJQuYV9wBVmtbTn249+zZo1X6jR49Wptb9mDVcFAZT7veR2K+FSwIikaC0qVL89NPP2njqTZFeYHVs67M72oeYuM6fTqd/v37A6Lac+pUx7SoU6/bZqWCv792n+vWLcDWrVv57rvvcHV1JSoqirCwMI2byC3UZ/x56nNevHxh+oXF/q3OqfxSDZmZmfz1119s3LiRWbNmMeofSqP2TKgdUptWrVqRpGTg1YqcIkWK0KPHm3h7NwLghx9GsmvXLqZPn85bb71F1apVcctD+WGgdyBOikY4O9tIb2+ThZ96PHVzc+P333/X1PvvvPMOa9asyXbclPQUzV//74pXRXCr6Qh1VcpaLpc//P9CcusLT9Oyea3+957/pXH+U5/3Pwo/Pz/NrzUiIoIdSnAG0LVSVwC2Xd1GaoaO08+G4HZ2Fr5rAGvX5u/zGWUj0Y/EaVdVcL9UTmNG4PSjRxQqVIgtW7bQosWHgFB2OlL5phHcTy0U3DpStEwZSSuhd3cP48aNG9SrV49Nmzbla2xNwZ0Dgjs6Wiw/MTFrWLBgAbIs06BBA86dO8fw4cPzpBIyI7glyRTEWSi41VKhGze82bPnIMWLF+fp06e0aNGCzZs353pcgFvPhLzr9H7BJlZQusIXtFBLqgR3mTLCbcAeJEmiQ4cOnDlzhlWrVhEUFER6ejoLFy6kTJky9O3bl+PHj2vBzJOUJySnJwuvc/VAYoPgtqXglmWZK1eusHDhQt544w38/f1p2LAhU6dO5cCBA6SlpeHkJBqfTZo0iR07dvD8+XPe6C8aLNWvXJ86dergqVMQWxKeanBVsqRjOmirz5j6zPkp7IcLICUm8sYbb5jZo6hVZQ4huHUenosXL2b79u2orbY8S5Qwe60avOdX3akip8SfJJkSOadOmV7yj3/8g5IlS5KcnMyHH36Y6/GtSJFsFNyWZNCdO3do3749L168oFy5cmzZsgXvrPw8FOgPp5rXoDKm24sXzFYaBO3YMR9w/GHx1nMxv5PuJeHn50djNVrPB8ENEBQUxHIu1f4AACAASURBVJYtW/Dy8uLKlSt06tSJZF1XNZUQsal8y2J+Hzp0iA4dOpCcnExISAh79+6lqFLlkFOoBzRbB6ayYWFs3LgRDw8PkpLE7wsWvG/1HnmFVYlzIV0hoO45V0lPo9GkvrOH2NhYevbsyVtvvcXz588pXrw4u3fvZvbs2bjqygysrlt/ULF4zmXZcQQ3mHvNa7Cj4K5Y0WS9pF/XX3/9dY4cOcLy5cspUqQICQkJjB07lpo1a3LgwAGb4+qfr+wsStQ9rFgxUxItL0hLS2PIkCGc3C1iM79yfvzxxx+iqad+TOUzqEnKV6HgNnvGdWNa2pNUqGB/327cuDEnTpwgJCSEFMXCZ9WqVVmOb6Xo1a/nuudOJVnPn3dc4k6txjFTcCtjzlyyRGt8NnfuNmRZHEcd8YyD6brvJ90nIiKCgQMHasTfrogIMjMz89yILiuoc1tCYutvW7W9qJRCbpRWS5/IG8EN4pwSERHBr7/+ir+/P3FxcfTv35+wsDBSH4qzSVYK7ipVTCGcI1Xc9+7d48d1PwLw+NpjTp06pVUidejfn+vXrzN69CSuXhXJZt1XkS2qV6/OTz/9xIULF3hLMQ4/deoUrVq1olWrViQ/EHtabGKsKOUHm/sYiNhFjdHPnhWCi3//+99UqFCBqVOnkpSURGBgIEuXLuXs2bO0a9fO7nlBlmVtLdXmuCzbjFvUdbx06fyta3qo+/e9xHv079+fS5cukakoQp9duULt2rVZsuQfuLqKSe1IH26bXvMW1x0fbzoaVq4syMNvv/2W0qVLM3bsWM4rk8Db25vKlSsTHByMk5MTGRkZbNu2jfbt21OvXj1O6YNMTPGa2T5mp5FsVvP71q1bvP322xiNRurXr8+cOXOyvW6b65q6nru4EHNdVFdWqWJemdGhQwfGjx8PwGeffcaePXuyHcsWtBj9hXmMXk26oFyTE/Hx6ZQoUYJffvnFpo94XqApuG0kclJ9A7XGsZUri/Pl8OHDOXToECVLliQ+Pp42bdrkiFy1hD5eMFvX7Ci47983b3GRHe7evcuKFSsYMmQIderUwdvbm5CQEN544w1xHj2m8EAvAFlU0xRRKjh6jRxJTEwMDx48YN6830hMFJt3WJhjvnO97VR2BDeYr2sq3N3d2bBhA40bN8ZoNNKnT59sk+NmiaO/KV4Vwb0KuIogn28AEVm89hmiYWFef5or7/F3h17lnJ2nuP73ue3/7ahx/lOft1Q2Pw5sDSPw9ttva9muQYMGaVYlHSp2wNngTGJaIruv6/p6qt1poqPNSvj1eFPpS3nggBUXmivceHaDpHShBAkNCGXlypV8pJh8xwI1wsI4deoU7du31xa4qlVNwawjYGVRYqHgBnMV0rBh3xAUFERiYiJdunRh6tSpefblVj24rSxKdGoBWZZZv34969YJNigl5SQFChRg3rx5HDx40MzfKrdQS6tVJblGrFvcVJX4e/kSnJ2rcvToUSpVqkRKSgpvvPGGlcd7dvjrr784f0M5DSXA5MmTNYLbsntKbv3uDAYDvXv35uLFiyxatIhixYqRnp7OqlWrqFevHr3am9QM1+Ku2fUA0xNgGRmZREVFsWTJEgYNGkRQUBAVK1Zk1KhRbNy4kRdKm+maNWvy4YcfsmXLFp4+fcqxY8eYOXMmrVu3xsfHR/NT1AKcLJSOauDuiJJ2sCa49QeVMp6e3Lx5k/79+2NUaj4dqf5TD8l+Tn6aIrqKSh5aXHdeD8n2YEVwe3ubFhA7Ptx6FZSXlxdz584FhJJV9QDMKTQPbkuC2+K6VYJbT4jEx8fTvn177t+/j5+fsFXIKenq6eJJIXcxp6x8mdPSGDd0qKLsuYmas3UUESbLMpcfiPXKkGjg999/x0P1LVQ+Q2am6dnKrao1LCyM3377DScnJ/7880969+6tlciqc+vei3tkGpWy2WwU3IcPH6Z9+/YkJSVRoUIF9u7dS2AeuvJpB2S9AkxnYdChQwe2bNmD6mw2Z86QfFXB6GH1nLu6mjJjSk8FEMurSkbYu99Go5GlS5dSuXJl7QDXtWtXzp8/T4sWLcxem5qRSlyyIJKtGnM5O1t18HzwwPRxHEH+WXrNA3YPTG5upsSdpSrKYDAwYMAA/vrrL8aOHYuTkxPR0dE0bdqU3r17c88i+6M2mPT38MfL1cv0iywI7vyot588eULr1q1FSa7i/uIZ6GmuorIo9VXX8KtXs/bmzQ1sqhzFBxR/KtetEo3ZreNlypTh8OHDmr9+3759WaRUF9mC1XPu5mYy8Nfdb5UMevLEMVZ6YFvBnaJU9VyLj8ff35+9e/fi4yNUb6VKmezg8wu997izszM//PADRZXg4O758/Tv359KlcQ6HhdnsnXLL9Q1zUv24r1h75GZmUl4eDi1VQ8z5ZlLTMy/XUXPnj2Jjo6mf//+SJLEmTNn2LBiAwDHLx5n27Ztwr7EYj13dTXFSfkluDMyMtixYwddu3alTJky7D+9HwDDCwMDBw7kNSUh/1qLFri4uHDunOB/1WaXuUWlSpVYvXo1p06d0rzpd+/ezeBug7XXWO3fNhqDqzH6tm33CQ0NZfjw4cTGxuLl5cWnn37KlStXeOedd7Kt/HqS8oSXmYJQ1xS9ycnCkxnM4kaVaHVUEgesE1i+vr4EKgNULVqUjIwMZs/+HBCblyMJbs02UV3bZNlKwa33/U5KOk3dunV5//33ef78Od7e3owdO5YTJ06QkJBATEwMV69eJTExkT/++EOzw4qMjCQ8PJxx48aRopyxbXpwe3ub/Op0BPeFC7atWRISEujYsSNxcXEULlyY3377zSwRbQ/ZWdLEXBSstq2zyIwZM3j99deRZZk+ffqYWaHmFPYU3KFpaiBuwMlJ2Phk11sqN9AU3AWsBQl/GSpp37H+usPDwzl+/Dg1atQgLS2Nt956i2+++SZX4xZyL4SXi4gZVCEIYLWuVaokuAfIXsUdGxvL3Llzee211yhVqhQDBw7kxx9/5OTJk6Qqc7dAgQKEh4dTq6k46IQUD+Hy5cskP3uGt3KxHQYMoHLlykiSpHEuHh72q6fzgiz7aFjAnv2Up6cnmzZtonbt2qSnp9OtWzetwtAWzCr8/qZ4JQS3LMvPEYZqYUA1WZafZvHyNFmWD+TjZz/ZK4j/DtDVXeCezWv16ukXdl/1asf5j3xeWZbvZvUDONwkSJIklixZgp+fn6bISk9Px9fdl+blhD/o+os6mxKV5cnMtBstNm0q7LqNxvzZlKj2JG640bJOS/r374+7ElBIpUpx7NgxypUTxJy62KoZPUehvJ848T5KeiTKhVRi4+lTsxpuVYD4+HFRIiMjadq0KbIsM23aNMLDwzmT0xbmCmRZ1g7JWsNHnYL72bNnzJ8/n9DQULp160FqqjhQNGtWlMuXLzNmzJh8Z7LVcdXPYU/5VrSoifc/c8Z0KK1Xrx6ZmZm88847vPPOO2ZKSntYs2YNderVIcNDlH//c9w/mTFjBpIdZWteyQFXV1dGjBihNaqsq7Shvh51HZTK85pNaxIWFsYt5XNvWraMmTNnMmXKFNaunQbAixfg7R1C9erVGTZsGMuXL+em0mCpZMmSDB48mIiICB49esTp06f58ssvad++PQUtiB2w0ZQsCyLI0Y1s1CSKmlTREzBfffIJAJs3b9b87vUWJfn1OVQPK3+d/IuUlBTKly+vWVboP0d6uklZ6WiC+/6L+4LwzKKpidpjV200qeLNN9/UmtqOHDlSCxhzgpxYlDx6ZPrf6jqTlpZG9+7diY6Oxs3NjY0bNxKSy9IVK1WQbkzp6VO+//57qlatDAhm4uTJ3G6/tvHZrM9IdxJJv0kjJtG0aVMrAuzmTTRfx7xU5LRv315rMrNx40ZGjx6NLMvaYSnDmMHDpIdmY+rvt/o937oFrVp1JTExkeDgYPbt20fx4jolUw6RnpmuJTNsKsCUz1C4cH1ArNsvXpygRYsWbN26NdfjWcKK+NONaVmpoH7ftny4IyMjadSoEe+++y7x8fEULVqUX3/9ld9//x1/G3YjesWZlUVJQICVGa+q+nN1NZHN+YHWpFh/3Xb2MTDdd3u9FXx8fPj66685c+YMTZo0AUT1W6VKlZgzZw5pykOr+W/76vy37Sgd80twHzx4kNdee40DBw4gSRLv9X0PgPuJ98kw6mxULA7I6qE0LQ1y2McxW9hM4ujGtNVgMjsEBASwd+9eszX2888/t/naLK0bdPO7YkUTN+QIRbNRNmoensULFOf27dv06N4dF6UptnuJEhw9epR69epp4zlqDwPTmqI+5waDgXodOwLCZuyXX35hxIgWuLiIjctRKu6L90QgknhP+Jt369aNffv24ax6Civf/YULpj0zP9VXgYGBrFixglOnTtG1a1ekBLF+PE5/TPv27SlatCjj/vUvAG6fPk3v3r15//33AXFWWb/+Otu3b+fEiRNcv36d+Ph4m5YQKmRZ5ubNm0RERDBkyBACAwNp27YtGzZsIDMzE7eiIoE0qt8oli1bhpvq864856qdWUhI1o2Ss0OtWrXYsWMHe/bsoU6dOpAIKEmpd8e/y44dOzQls349l2WZqKgorl4V5bRRUc5cuXIFZ2dn3nvvPa5evcrUqVNzVPUF5uu5pmy1U5HjyEocFTb9iZUx3+/dm5kzZ+Lm5kZamlhgFi7c7bCeSHoPbkAE/6p4SfkM6lru7f2UJk2EAEuSJEaNGsXt27f5+uuvCQsLM1PIu7u706lTJzZv3szx48epXbs2RqORefPmER4eTnR0tDbm89TnJKUpYgB9/5DHj7V5lZRk6hOjIiMjg7feekuLFzds2JAje7XUjFSepIjnyaYHt7+/tlfasvF2cXFh9erV+Pv78/DhQzOxQU5hubap1yzdiQbE2bRnz+nUr18/V++bHWxWIynXffGlqCQuXNjaZa148eIcOHBA4wBGjx7N5MmTs1xn9JAkydpqC6waJnt4mCw67PlwqwnBUqVK8dFHH2lWk/7+/vTo0YMvvviCrVu3cufOHeLj4zl+/DgN2og+ONXLVqdixYo463q06Oe3yrlUr26qfHMErGLVLOI1le+JirJO0hcsWJDt27dTpUoVUlNT6dixo1VlhIr/EdxZQJblVFmWT8uybFvS+j+YQZbll5jI2uwkZ/rf38zlUPrX52ccR73P/0mULVuWX375BUmSOHToECNHjkSWZc2m5I+//jCp3QoWNJ2A7diUuLiYbEo2bMh+/Pj4eM6ePcuGDRv4+uuvGTNmDF26dGHghIEAvLz9kps3borGgcopsHi9emZqg1dFcKsWJQDXn103MblgJoPR+2H5+/uzc+dOPvnkE5ycnDh79iy1a9emb9++/JVDGeSDxAeaNYyqrs1Qat+++vlnAgMDGTt2LBcvXgSCUPMqK1aMp5j+M+YDZhYlYFfBDdalQv7+/uzZs0fzg/zhhx+oXr0669ev11TAely+fJnu3bvTs2dPEjITNDOmwd0Hi0SCclC0R3DnVcns6upK7969+fPPP4mOjuazTz/D9aU4+WZ6ZXLq1CmuKRv88a1bmTx5MjNmzODnnz9DteN/qQQ7pUuX5q233mLBggVcvHiR27dv88MPP9CrV69slQWyLGvZeisFt7+/FRGUXSOb3EK913cS7ghSxMVFk3K2rFGDkSNHAjBp0iQuXryokSMpKaJELj9Qg7jH1x5jMBhYuXIlBrXmThc9XrliIj0dbVGSKWdaE552FNxxcVqfW0AEpAsXLsTV1ZUrV64we/bsHI9v1Zgsi1JfZ2eRWJBlmXfffVcr+Vy5ciUNGzbM8ZgqrFRBFuX8Xl5erF+/HmdncVr65pvtWfoO5wQbN27ks3mfaf/94TsfCuZDT3pimteensKGJy8YMmSI5se4aNEiRo0aRTEv09popRDR3W/9vEpNLUulSpXYv38/JSwsc3KK2MRYZMXFzqano8V1FyqUSaVKhTVrBtXPMq9Q77XeM9fec26r+eCdO3fo27cvdevW5ejRowAMHTpU84e1V9KuHhycDc4U9VJCIzvJSjA965UrO8ZjX0vi5EDBDTn3taxWrRr79u0jIiKC4sWLk5iYyPjx46levTo7d+7U9kwze5KkJNMCpptreU1WqmM2a9aMu3fvUrBgQTZs2MDH734MCNJVLS8HTNedlAQpKZQqJQTO4LjqjJxYlBiN5Jrk9fb2ZtOmTbzxhrDx+sc//sHEiROtSAOVGHiW+sxEBNm4387Opnttz5P6yZMnnDhxgu3bt7Nz504OHz5MdHQ09+/ft0piPk5+rCUTFs1eREhICLvXrUN9hJesW0dFZWI52mYLzCsV1FhdUq47rGxZDAYDx48fRpYFG+UIH+4tW7Yw93tRvUQCTJw4kTVr1uDp7m6630rco45XrpxjLNVq1qzJunXr2PyLYoHnAc6e4tu+pZDM7snJRERE8O2333L+/AoADh9+Qbt27QgPDyc4OBhfX19cXV0JDAwkNDSURo0a0bhxYxo0aEDlypXx9vamXLly9O7dmx9//JEnT54gSRKtW7dm/fr1BNcU54PKxSvbbJ6rEty5sSfJCs2bN+f48eOsXbMW5xRxvXtO7KFt27bMWLwYgKgDB+jZsyctWrSgaNGiStz9T+UditC9+/tcvHiRhQsX5roSSZ3fBVwLUNBNEV3o11HduvYqnnObCSzlGXN6+pRJkyYRFRVF2bJifl6+LFGhQgWmTZtGvJ6oywOsqlP0hFvhwsiyzNq1YgNLTIxElmVq165NZGQk33zzDYX0tmB2EB4ezp9//smXX36Ji4sL0dHR1KlTh52/79ReY7aX6fbwMmVMc0ufwMrIyKBfv35s374dgGXLltFA18w7K+j3D1sKbqN/YW3/stensmTJkqxcuRKAffv28dlnn9l+oR1YrW3KNWc8egSICy1atGWu3jMn0JTrNixKLiYqTX3tXLOPjw/bt2/nTaWcfebMmQwdOjTH8XOWTWR1DZPtNZq8cuUK3bp1o1q1aqxcuZLMzEyR/Bs3jsjISB49esSaNWsYP3487dq1o2RJU+NUK891/fzWnWNfFediZTOWAwV3UpJtS72AgAB27txJuXLlePHiBW3atCHGhnrBzPrnb4pXRnDnED8BvzngfX5T3uvvDnVKFpAkKSuHLn2knFs7ff20L2X3VdmPk5f3iZVl+W9jJ9OmTRutEcTSpUuZMGECnSp2AkTwfuK+rr9lNj7cAJ07iz/37ROJbhBNTQ4cOMAXX3xB7969CQ8Px9/fH19fX2rWrEnXrl354IMPWLBgAX/88QcJnoLU9E7yZvLkyVy5coWW6um7tOngmJRkUps5ssEkgI+7D/4eYmO59uyakCur0PlwqxvNxYsik+ji4sL06dOJjIykZs2ayLLMqlWrCAkJoVmzZixatIiLFy/azGbLsszJa+K7lZCYOnYqQUFBJN8SBOiu8+dJS0vD19eXMWPGsGDBXkDkHvJKBtmCSno+Snok/KjteHCD6XvXC9U9PT357bff+Pbbb3Fzc+PatWt069aNChUq8P777zNnzhymTJlC8+bNqVKlCusUuX+TTk209yhWoJg5AaMjRV6+NG1qjlAyh4aG8s9//pMGoSL46zeqH3PmzMFXSZPXLl2aJk2a0LZtW3r16klAgNhwhw1bwN27d7l16xarV6/m/fffp1KlSrnyPX+S8sS6KZkdIigtTZSVg+MtSjKMGdaK3sePmT17NhUrViQ1NZX+/ftTvHi65uSRX3LkykPFi0Kxo6kXHm4ylfPz016nHpILFzafhvmB3lfQsgTSMqCqUAFUO1v14KqiYsWKTJw4ERDBbE66qL94+UKzYCrmXUwckG0kclSyTVUdfvLJJ6xYIQ7sc+bM0YLo3MJK3aov51fmXPny5encWSQ079710q4xLzh06JCwPVF2e29Xb9EEMCnJVA2jfPfqel6xoqkMMy+YOnUqw4cPBwTJ3fut3hT2EOuYlU+vcr+TkpIYN+4dQBwugoI6cfjw4Vw1lLSE3qvWZrMm5X6r112lihOHDh2ibt26ZGZmMmDAAD788MNcVQfooR4S0zLTeJxsYYNjQXDrFdzx8fFMmTKFihUrav7H4eHhHDlyhCVLlmR7aFe/4+IFiuNkUGQ+dmx4wPGqP5vK9SwUQblpHixJEr169eLSpUuMHz8eFxcXLl++TJs2bfh508+AHTsaMLPiUdfPnO5h6enprFixgsqVKzNnzhyMRiP16tXj3LlzdO7cmRIFSiApGWKbSmblsxgMJpW8owhumz61yngA+Ptz44aY8pA7FbO7uztr1qyhX79+AHzxxRe89957Zglz/fdtdUC2eM4tmy7Kssyff/7JqFGjCA4OJiAggPDwcNq1a0ebNm1o1KgR1apVo0SJEnh4eODl5UWpUqWoUaMGDduZEoy//fAbqampVNORh95lTEp+dbxXQfyZNQ1WnrHibm7s2LEDPz8/MjJEgLZ48RHibDz/OcGNGzd466236NixI0lO4kZ2btqZzz//HIPBAM+fm+R0ynfvaGsxFXUqmlwbT189TVRUFGMUAs1fkhgxfDhvvfUWtWqpqYbKeHmZr1kZGRk8fPiQmJgYDh8+zKFDhzh27BiXLl3Sqg4LFSpE+/btWbx4MbGxsezYsYMuXbqY28rprJ4sFdyOPJdIkkT37t1pUEXEqcG1gjEYDDxUvnM5Lo41a9awd+9e7R5XqmTA2Vkk1wYPXpBn68IsG0x6eQm/AsRUU49Hr0LBfSfhjim5ZWG9VKFCBaZP7wuAJIXy/Plzpk6dStmyZRkzZgzR9uSuWSA+NZ4XaeIga2W1BZy6dYsmTZqwZYswZnZ1vca3337L8ePHCVPPyzmEs7MzH374IcePHyckJITU1FQmjp6IZFQIyAQbydonT5Ak03etEtwvX76kf//+rF69GoBZs2bx9ttv5/izqGMZJANFvXVBt7KW3vYI0ZxK7ZG9AO3atWPSpEmAsC3ZuXOn/RdbwLLqLlHJyvoC/oUEAX/hgmPb06Wkp2jKdVuChItPRAyR1fnLzc2NiIgITRz0ww8/0KNHD812JiuULmi/UkH/OdT7rcYrz54944MPPiA0NJT160XlfbVq1fj555+5c+cOX331FXXq1BHrtB1YJanV59zNzXQA4tUR3FYxWxYEd8mSpnYy9uynSpQowe7duylWrBhPnjyhVatW3LAocfifgjufkGV5oCzLYx3wPmNkWR7kiM/0X8Ze3d+zmiL63Pdeu6+yAVmW76GacWU9hn6cu4Cls+w+TE1E7b6PJElFAHXnz9Vn/b+ASZMmKeV8gjj57KPPqFFUpMi2/LXF9EJbZrQWaNkS3N0FGTdu3DZatmyJr68vTZs2ZeLEiURERHDixAme6oLCQoUKUatWLbp168aHH36If1URJH718VfMmDGDoKAgULr56gnuqChT+aOjA2jQ+XA/vSYYJvVgrvMTU9VAetIVRGnhyZMniYiI0BQ8+/fvZ+TIkVSpUgUPDw+CgoKoWrUqNWrUoEyZMnh7e9O5v8gQyAkyET9HEHvjBqpJRd2OHdmwYQP3799n3rx5JCSYssl56CVpF6oHNygbrargtnEwUgP4s2fN7RskSWLkyJFcuHCBroqs//r163z77beMHz+eGTNmsG/fPoxGIyEhIaxZs4aRk0RAUNSrKK5OrnZLIK9eNdljOMqqA0wBlVthNz766CNqKd6HXRs1Yv/+/Wzbto2IiAhatRIbsdFYKc/KThU2m5LZ8GsF8Xyp50dHEdwlC5bE2SAOgZoPt4748/T0ZMWKFRgMBk6ePMmcOZ9r5XH5IUcSExO14KJ8kfJMmTJFqKCMFipTzBVBjnrO3Z3dKewpglWrgMqCEHFyMj3nlgQ3iPUzODiYly9fMmLECJuVCnqo9iSQdSJHDV5DQwV5PnPmTECU6uelsaUKm+pWG+R+u3ZqFUsIc+fOZenSpbke6+zZs3Tq1InU1FQCKwnip7RPaZEEskH8qURvfue1JEksWrSITxSbnY0bN/L8tiifv/nsptmY8pMnrFq1isqVKyt9A4TSo3PniTbtN3IDlWwL9A7ExUnJDL18acr+Ku+vt6sICAhgz549tGvXDoCvvvqK8PBwTtt6+LKBnpCwaqhqR8F99mwSZcuWZcaMGaSmplKqVCl++eUXjh07lmMFmJVvKeRIwe0oUsRmk8kcKLjj4mxuczZRoEABvvjiC86fP0/btm0BeJIuvtP1y9azZMkS0YfBhtLx1i1Tbie7Z/3evXtaonHgwIHcvXsXLy8vvvjiCw4ePEjZsmUBcHFyIdBbzDGbJc66a3dkL4UMY4ZWkZKVglslOwsWFM2hcwNnZ2eWL1/Oe+8JG5bFixfTv39/rc9JgGcAbk6CALF6zi3utxorRkXJ/PHHH9SpU4f69euzcOFCrqsdxBB9Fry8vKwS1snJydy9e5fz589zJVb5Al9C7Wq1Wbp0KbsUUgnQErUPH5r0AY4kuPXz25byrWXLlpw+fZrgYEHYXrniRlBQEP/4xz+4deuW5dtZQZZlIiMjGTJkCBUrVuS334RWy6eUyFY2ec0kSrAVr70KWxYQ99vdWbhGxibHUrVqVZp06waAkyyz6PPPWb16NTt2qFVVrhw+/JTU1FRiY2OJiopi//79rF27lsWLFzNz5kw+//xzvvzyS/7973+zbds2Ll++zOPHj9myZQvDhg3T+lzEv4wnMU0oKUv7lLbax1JTTXu3am/mSKj2R03faEpcXBxDJ0wQ/9/Li/fff58pU6awatUq/vrrLy5ejKZWLVGZqG/Illtk58esQr1uJycHx+YKuZyakWpK1NrskSPmqiwHMnHi5/j4+PD8+XMWLFhAtWrVqF69OpMmTeLAgQMkqdm2LKBfR9W9zKhU8Ca6uBBWrx6HDh0CREA+Y0YfRo4cmS+byJo1a3LqpPlr3AAAIABJREFU1CkGDx4MsjgLAvy2/TcTuW+xtukbTT548IBWrVoRESHawk2fPp0JyjOSU6gK7qJeRbXzAaA96zEIVtvT0+xIbhPTpk2jcePGyLJM3759rfpW2IN+bbv59KZmQWQAxo9sDDi2cS6Yx8Tas66r0Lh4X9gBZXf+cnJy4ptvvmHaNGFpuXHjRlq3bs2zbLpCZqngBu1+q/FKVJTMN998S4UKFfj6669JT0+nQoUKrF+/nnPnztGnTx9ccticzCqJpQZCOku5Fy9MIiuHK7gtLWmyiNcsG+jaQ1BQELt27cLf35/79+/TsmVL7utKj7UGpn9jOKDg8X9wINYC/0KYEbQAbLejB7X25DGwPw/jrAEmA2UlSQqSZfm65QskSSoBqNvwWtmi7lGW5fuSJB0FXgeaS5IkWb7G4rOq4/6tIEkS8+bNIy0tjX//+98sXbqUEv1KQDBsvbqV6c2nixeqK0pMjDid6RsZIewm1q9fj5tbQ1JTG/LDDw8BUU5vMBioVq0aYWFhhISEEBwcTHBwMGXLlsVH12r7SfIT5s4R5Y+1iulyHGowrttN1YWtfHnHlD9aIrhQMJH3Ik2NJgMDzSUKQIkS4sCWkCCCO33TBYPBQK9evejZsycHDhxg5cqV7N69mzt37pCenm6VTQREehrwSPWgS68utK1SBf4pygw/XbRIdChSoCfAHIkAzwA8XTxJTk/m5vObVMqBRcnz5+IWKWdtDcHBwaxbt45r166xevVqjh8/zuPHj3F3d6dq1ap06tSJ5s2b4+TkxPw/5wM2PP5cXc2MDFUyyM/PqvdkvqAFF4o6x1IhokLfiC6/UAMZPw8/vF0tmmJZEEFqSaCvrynnkF84GZwo41OGa8+ucf3ZdZqWbWoVWNSrV4+JEycyc+ZMpk+fTv36o7l0yTdfBPeo8aOQi4ql9OtPvxZBmJ3mmq9C+QaCjIlLjsuW4AaR2zt8GGxZubm7u7No0SLatGnD7t27WbhwoZYwtAWVDHI2OBPgGQA3dA+SjcNiQsIxJk+eDECfPn2YP39+rqoELKGVflqSf7dumQWTJg/ssoArw4YNw8XFhYEDB+ZonKNHj9KhQwfi4+MpXbo0nQd35ttz35pITxv3W53befHftoQkSUyfPp1KlSrx3nvvkfA4AQrD1K+mcmbRGRomJjICSLp1i759hfLL09OTunUD2bcPrl7NvhFTdsjKzxGwsihRr9vLy4tNmzbx5ZdfMmXKFKKioggLC2PIkCFMnz49xyXm3q7e+Lj5EP8ynnsJ98SeaoPgfvr0KYcPrweGkJQk1Dq+vr58/PHHjBs3Dg8PDxvvbh+qgtjmdVusa0aj7Waq+YE67ou0FyS8TBBl9epmER8vMvC6RlsVKwpSJjNTrOtNmth6V9uoVKkS27Zt4+jRozTd2pR00rl74S7D1gxjzJgxfFC1Kv8CMt3dSZck3LFvxWM0Grl9+zYxMTEcOXKEPXv2EBkZqREbzs7O9O3bl2nTplGqlHVRYSmfUsQmxporuD09heogNdWK4Lblt55bPEh8QKYsMq9WHtyqkEFHcFevnrdEpcFg4Ntvv8XHx4fPP/+cVatWkZiYyOrVq3F3d6dkwZJce3Yt2yZV6j5y7lw6Xbp0R22+UbduXXr16kWjRo0IDQ3F3V0QqLIsk5CQwNOnT3n69ClPnjzR/n44+TARSREEFQnipFrZuEURhfj6ao2LVSLGxcWxxJ+aqFX3sfAS4ab5/ewZZGZSpkwZFiwYiuhlF0piYjKff/45s2bNokGDBjRt2pSqVatSokQJnJycSEpK4saNG5w6dYq9e/eaVSUFBQUxc+ZMxtwZQ3xSvO0EliSBnx+y/OoU3JIkUbJgSa4+vWpdgQVirfH1JSBAxOj37gml32uvuREYGJinZsEqrEQJl5SDiJMT+PgQfRpURwJHV5aCSYByO/42fn5++LVsCV98gU9GBgvmz7eaXK+9BpGR+SS41cZ7Wdhsgek5r1BBLDmOgmWFRmGvwnY99lV07TqRCROGs2LFCpYuXcqFCxeIiooiKiqKWbNmYTAYqFKlCjVq1NDOo+XKldOqiwsUKKB5zbs7ubNpzSaOHDmC19q1fAXEKsm1WrUacPZseYxGqFfPMd1jvby8+OGHH+jcuTNvbnuTdN90Fv+ymHMrzzFjxgya+fmJWh1lT1XXtEOHnhMaGsrTp0+RJIm5c+cybty4XI9vU7EP2ncdkyYqAfQND+3B2dmZiIgIXnvtNeLi4mjTpg379+8nwEaiWw/92jb1q6mcOXQIVWLRto47ExBas8ePbebM8wQ1JnY2OFPESzlkKd9xBk5cvi3ioJwIjCRJYsqUKRQtWpQRI0Zw+PBhGjduzKZNm7SktCVsEtxuboLg0CXL1TjpyROJ0aOnA0/w9fVl6tSpvPfeezlqIqpHhjFD6yVhpeDWfbnqei5Jr+Y8BvAw6SEvM17ipsZrKSmioa2np9nra9QQTgHZ2W6Fhoayfft2mjdvzvXr12nVqhUHDx7E39///wuLkv8R3P+HIMvyFUmS1gA9gX6SJM2QZdmsgaYkSUFAc+U/v5BlOcPi98WBPxAn7xGyLNsilRcAYwBv4B3gHzZeMwRBtKcCc+185H8BW4HSQCvAVo3NO8qfUcAmO+/zfxoGg4HvvvuOMmXKMHnyZO7tvwfBcDr2NDuO7qB1/dZIKpuZkQHR0SSGhHDixAm2bdvGxo0bdT7T7wINkaRODBkyjG7dutCoUaMcNTQ5+0BEYc4GZ6oWUVbxhASTdYFuY3hVpTIqVB9uM4L7wgUzBbckCYL52DHxK9WDXA+DwUCzZs1o1qwZsixz584drl69yt27d3n58iUZGRn4+voSEBDAktglrL2xlu4tu7Oy60phB6MQ3JZs7qsiuCVJoqxvWWLiYoSnaGHFzsEGwR0UZNp7z5yxJrhVBAcHaySdPdgtkSpc2Cxo13uXOlK5buXzZ+eArCe4ZTl/n8GqwSTYVXDr/bcded3lCpXj2rNrpkaTNq576tSpbN26lbNnz3LhwjpgcJ7Vf1u3bmXF+hUgHCRMKjA98aezKHkVno4gnrMzD87kSDGgFq/YE9G2bt2a4cOHs3jxYj7++GOaN29OqJ2JqVfHGCSDaTwXFy1TJ8tw4YIMSOzYIbamHj16sHz58nw3kbXy4AabpKeJZHaibt0+HD++jEGDBnH37l0mT56cJcn+008/MXz4cFJSUihVqhS7du1i+gWRKLWqVPDw0IJXlXBzBMGtok+fPjRq1Ig2X7fhEpdIdk7ml19+4S9gBOAty3g6OdG1Vy9mzpzJrl2l2bcvZ3YV2UHz79RbN1gQ3LJsu+Ggk5MTEyZMoFWrVrz77rucOnWK77//npUrVzJgwADGjh1L5RyctEoWLEl8XLxNBXdMTAwLFy5k+fLliKr8IQAMGTKbL798E1/fvB3YVWWMTULEYl27dctkXeEwBbfuYH4v4R4FCxe0VjLrmoa6uQlS5tIlcd9zQ3CrqFmnJum7BOnxRrM32H17N4mJiVxXiM97qakEeXsTGBiIJH0IjMPJ6Qrt2o3i+fPnPHnyhNjYWJtNmYsVK0afPn0YNWoUZbKQP5cqWIrIe5HmCm61ge7du1YEtyMsSvRkuhUholdw7xZ/zQ/ZKUkSM2fOxMfHh4kTJ7Jx40aaNWvGqlWrKOVTShDcWXh4Xrp0iblzPwdWIMuuQAW6dq3EJ598Qi07hsmSJOHj44OPj4/W3FzF04NPYR+U8s26UkHdwypX1jhvh0FN1FrFLUajUB74+1O9urpWezBu3CLWrv0Xd+7c4ciRIxw5ciTbMerUqcOIESPo27cvRslIr3/1AizWNVUI4OcHTk7cu2sK219FhWWpgqUEwW1pOQXiuVNKzWrUMBHcjoAas/m4+YjEmfqM+/mBwaDFCOXKiRyHo6Hun1oTePV+v3wpFlKLc5Z6Psplv3szqHtHdgputRLH0bGal6sXfh5+PE15yu342yJRa2N+e3sLDdCdO2ItDw8Xdo6jR4/m1KlTbN68mS1btnD69GmMRiPR0dFZW5fUAjpD6sNUBkwZAMBHyq/SChZkS0QEpUq10+aXI5NXAF26dKFDYgc2XN0ABeHY1mO0aNGCRYUKMQK4eeoUfyxYwO7d6cCHPHjgDSRRuHBhli9fTvv27fM0rk3FPpgU3C+y9qK2RPHixVm7di1t2rThwoULtGnThu3bt2fbo6iUTynikuPYHbkbAyBLEpIsE1IwFiensmRmimeuadPcXJ19qM+5mbWacs03KEdaurjPOb1ugHfffZeAgAB69+5NdHQ0NWvWZNmyZVpfCT3UuX034S5G2SjOByCe9Rcv4MkTLl++zPjxE4FfAVcMhuqMHFmZqVOn5rniMPZFrNajxcqD20aDyYoVzVxLHAJ9Euv+i/uU08drcXFWZV/qnpKTdT0sLIxNmzbRtm1bYmJiaNu2LXv27PmfRcl/EpIk+UqSNFWSpCOSJF2UJGm/JEmTJEl6BdvkfxUfA3EIgnqm/heSJLkBSwAn4BTwrY1//z5QG/AH5tsaQJblR8o4AOMkSaqj/70kSTWA8cp/TpFl2eaTLsvyNsRKArBAkiSzFUSSpHeAZkAagmzPuj79/zAkSWLSpEkcPHiQYPdgUM5ZbUe1JTAwkKbduvFQUXJN6dgRHx8fmjdvzpw5czRyOygoiHffFQukLPszaNBi2rVrl+Nu3WceiCgstHAobs6KQvzmTdMLdAyqGrC9CpUEWFiUgKnRpE7BDfYbPtiCJEmULl2a5s2b079/f4YOHcqIESN4++23adWqFc8QJwLVG1kjlQsWNJNEZGSYSBFHE9xg0WhSlQs/e2bqHq7AYHBMAA0mUiSrDRbIsnt3fqDPnsuynC3B/eyZWa4jT7BJcNu57vw21rSHIF/RLPP68+vm4+qIOFdXV1auXImrqytPn/4J5I0cefTokSi9VIo2fNx8KOCmlF+oar8CBTQWICHBVLzxqhQDWplaFgS3WmocG2s1/TXMnTuXkJAQXr58KZqmqr7aFlAtSooVKGY+nq4U8P59I8+eqaTEBbp06cKqVavMGuzmFSoJlfAygRcvX5jG1n8WRF5JLa4ZN+47WrYUhUpTpkyhdevWNpu2XLt2jTfffJMBAwaQkpJCSEgIhw8fpmLFitbPugXh+fy5qX+vow+KpUuX5p03RR66TPUyDB06lHDFAgTg+okT/Pzzz5QuXVqb3zdvmojXvEJ9tmwqHV1cwNub2Fitd5DN665VqxbHjx/n+++/JzAwkJcvX7JkyRKqVKlCWFgYs2fP5tSpUzb7OoC5t6HRaOS+4o1x8cgRQkNDWbRoEcnJyfj5uVOwoLBxadJkaJ7JbbCj4Lazrqnkn7d39uXOOYW/h7+1ZYX+MG1jjufGh9sW9KqrxbOEZ++6devoVK+eGBLIzMzk3r173L0rTocvXpxg586dREZGcu3aNY3c9vDwoH79+kyePJm9e/dy584d5syZkyW5DTYaNamwmN8qwX3zphB25wfq96tZi6nQN5G1UHDnFxMmTOC7775DkiT+/PNPatSoQcIdsd7aaiJ74cIFBg0aRNWqVdm58ydAxFUzZ25h3bp1dsnt7KAmK7W1HGwmcl6VkhlslHZbEr0IFbPqWdqgwTBu3LjBnj17mDhxIg0bNqRYsWJawtLNzY2QkBA6d+7M3LlzuXDhApGRkQwaNAgXFxezxGhWFkTqNXt4aFyzQ6H5Mqv3W1/pp4td1IZk+VEw66HOc43ctxAkOLrBpCVUixItTrVxv/VQz0dXr5qcsXILm4peGxU56lruSP9tFVYCFHU9T0gwNfHFtIeq8TKIc1dYWBiffvopJ06cID4+ngMHDvDll1/yzjvv0KxZM0qXLm3tUawWF8eLJGPnzp3p2awZAKFNmtC+fXsuXRLzxt/fsRWlKoICRHzeuGNjmjcXur8rSubo0cWLjBkzhk2b/qW82pmuXScTExOTZ3Ib4H6iWNfsEtxPhF1Pbs5gjRs3Zv369bi4uHD69Gnq1avHhSw225SUFOKuKkmzgjB02DAtY+T24rEmgnCkTYlVo0UwqdYN4gBSsKBZbjxH6NatG3v27KF48eI8f/6crl270q9fPx5YHCDVNS3dmM7DxIemXyhz/Od586hSpQpbt25AdeGdMGElCxYsyJednpk1i2UFtW5+q2f8VyEqDPQOxEkSSYU7CXdsWrPooa7rd+6YEqlZoUmTJvz+++84Oztz8uRJGjZuqKnW/874rxLckiQ5S5K0RZKkvbqfXjZeVw44A/wTqAeEAI2AGUC0JEmvIDT670CW5dtAJyAW+FCSpO2SJL0nCVnLCYR1yVmgsyzLtsJv/T21KyOTZXkx8CngCuyTJGmeJElDJUmaCxwCvIAvZVn+MpuPPAjYgrgnZyRJ+kSSpGGSJK0C/g0kAX1lWc5eCvE3QMOGDYmJjiHcP1z8jwqCmDpw4ABHlUYJgQ8eYDQacXJyIjw8nBkzZhAVFcXVq1f597//qRFCm3KpZz8dK6JDM3sSleD28dE2uIwM08amLnSORnk/UYZ1K/4WaZlpQsENVqymSjA7QvGn+iBbEdwWnhTXrpliuldBcKtlkLfib5mPbWOjcRTBraoGNFJE7wGmw6siuNUDS1J6Es9Tn9slPIODTSqs/NqUqCoctbkIkCMFtyNRrpB41qwU3BbWLFWrVlV8oEVgde2a0TLfkSVkWWbQoEE8fPgQj0CRKLOpbNVdt5o0UislHAmrpiZ2PFtBHJrU/JI9FbenpyerVq3Czc2NmJgY3n77bZuko2pRUszbguBWxk9ISKBnT7XjfBr9+jVg7dq1uS47tAd98K4FtjYU3JJkUlLfvOnG1q1bNeuV3bt3ExoaSsOGDRk7dixjx46lSZMmVKhQgbVr1wLw5ptvEhkZSenS5mWX9rzm9XYJ+lJjR0EdN9UtlSVLlrBQ55VbVJc4UOeXLOffwsGmRYlFQkM9iLu4CNWfLTg5OTFkyBBu3LjBkiVLCFFuzKlTp5gwYQJhYWH4+/vToEEDBg0axOTJk5k1axZz5szh4VVxUPpx7Y8ULVqUj2bNAsBT2csrV67Md999x507d6hTR+yv+b1ulWC1WZlisZ6rczw0NH+NRfWQJMnaa97b22SrZsNoW11f8rqmq8+3m5MbRbyK4O3tTdeuXendpg0A1Zo25eDBg0RERBAUJMiHpk2L8c9//pO5c+eyfPlytm7dyvXr10lMTOTo0aOiHL1ZsxxXbdgscQarvUyd17Js3jskL7DbYDI5WTMaT/QorI3jKJJ3+PDh7N+/n9KlS5OYmMjp/WJh3nZkG/PmzWOHopyPu3SJqlWrsnz5cjIzM6lcuTLVq4sHLTHRzoTLIdRkZXFvHeORhYLb0UlasJHU0DeAVeacvqT8/HmxnjRv3pzPP/+cQ4cOcf/+fYxGI7Isk5qayqVLl9i4cSMffPABVSwCLXVNc5KcNM93wC7BHRoq3DscDZvJHBsxmxqfnjtn3icmr7CbqFXGftUEt7aPZaQSlxyXLcGt712SXTm/PVjF5mB13bLs+F4Keqjri1WFhv6zYJvgtoS3tzeNGzfmww8/ZOnSpezdu5dbt26Rnp7Os2fPuH79OufPn6frQFGS2++Nfty/f5+NGzdSRxVZKWz2q4rLVajfebJzMnv27OHy5cs07d4dgOKurrz22mt06dIYHx+RJX/jjSnZ2n9kBzVxp2/GDsDjx8hATKyIE3J7Bmvbti1//PEH3t7eXL9+nVq1avHpp5+aeVPLssz27dsJCwvjzgVxr8vXLs+iRYuQdHFqboRlOUVW8VqMpyA18trz6vXXX+fs2bNav46ff/6Z8uXLM2bMGM6fP48sy2bj3o6/zROlP0ykYmd689QpjEYjlSpVolEjP+Xj5d1uSYXNJHUWCu5XQXA7GZy0RPHdhLsiM6rKxO0IEtR9JafrWvv27YmIiMDV1ZWoG1HIOGBD+C/jv63g7gK0A5oATZUfM52KJEkGhHdzGUyEraz7e3FguyRJWbeu/xtBluXjQHWEBUgpYDbwCZACjAXqyrJ8384//waRDHgCjM5mnM8QiYLNQA+EIrwXwmqkuSzLH2fxz9X3SJFluSPQB9GIcgwwD6gLLAZes2OT8reFq6srY9qNAcCruhc/rfqJadOmUaCh6BrfPSiI/fv3Ex8fz/Hjx5k8eTJVq1bVVCCdOon32bw5d+OqCu6agTpZtkpw69TbMTFoXZxfRSMXMBHcRtkolMx2FNzqwfjyZSuBc66QaczUgmdVQW2P4FbJdB+f3GeTcwIzBbdelpBNo8n8wK5FiW6Dzcw0kS+ODij1aqTb8bdN4yYng65s3MXFRMDll+BW77eqygFsXrfRaNvGwBEIKqQouJ9ZKLhtBBXjxo2jXj3x+8xMA6dPP7V6jT0sWLCArVu3AtDuLaGeNVOA2SC4VWIgONjxJXG56drt7GxKpGXV66927dosW7YMEFYsAwYMICPDzGHLpOC2JLgDAjh37hzh4eEcPfpc+V9PWL58qUOU2yoCPAO0IFbzoLNz7XorAxcXFxYsWMCuXbs00uPIkSPMnz+f+fPnc/DgQWRZJjg4mDVr1vDrr79SsKBokZtpzNS+ZyuCWxlbndelSjn+XoPpgKx6/OkrBfTX7etrWlPzO7+z9OC28N8uX148Z1nB3d2doUOHcvHiRSIjIxkzZoxGdsfHx3Ps2DGWL1/OzJkzmTRpEuPHj+fsAbEwP0h+wOPHj1FnbKCLCydPnuTChQsMHz4cT09PjfjMj3VFSnqK1gjMpsLTInH3qkgRq/ktSaa9LAuCO6+Jai1ZqTZRVaHcb5eiRWnUqBG9evXixQvx2UaMaMZnn33GBx98wIABA2jXrh3lypWzVhLmEBoJFJ+1gjsgwMSDvpIkDpiRbdFxRTVy0ZH3uXHjxpw/f56JEyfikizm8r3Ee4wbN45ZP/wAgI8SlFWtWpUVK1Zw/vx5mjc3J2HzCi1ZqVdwW8zvjAzTM/UqFNxWz7mzs+nm6tY1fSO6/EB9tszK+PVjKXPsVTWYVGFFeILNRK26bz99KqxK8guN4C5onahNTzc9U6+a4NY+i6enIIP0n0UHLy99A+Hcj5ecnsyzVEFAZmVRcvu21ovvlYiO1O9bS97lg+C2B4PBgK+vL+XKlaNatWokIKpCVBGI2VjK+P8pglud3xUrVqTzoEHid+7unDlzhg0bNlCvnqhecISiWY0LzQjujAyIj+c+xXmRItbavIiM2rZty5EjRwgJCSEtLY3PPvuMwMBAXn/9ddq0aUPp0qVp164dMTExGBLFPlg4uLDYE3Xz21HrmR5ZWfHEOImFLD/3uXDhwmzdupWff/6ZwMBAkpKSWLBgATVq1KBEiRJ0bNcRt3SRhO8+uDuFCxemb9++XFbmdQVfX3755Reio6Np3VrcG0cI67TrLmh/fqenm2K1V1U1n1ObUBCCIzVezc0+3qNHD/bu3YtPaZ/sX/w3wH+b4H5b+VMC9gIDMVleqOiDcHuSMRHbd4BIhD80QFEEAfz/DWRZfizL8ieyLIfKsuwty3IhWZbryrI839KX2+Lf3ZVluZYsywE5IZZlWT4qy3IvWZZLyrLsJstyCVmWe8iyvC+Xn/cXWZZbyLJcWJZlD1mWy8uyPFKW5avZ/+u/H9oEt8EgGUjKSKJE/RJMmTKFlh+LfEDgw4c0adgQLztMhGhoIxbEHDRrByApLYnLj8Vpy6aCW0dwnzgh/ixZ0iSsdjSKehXFy0Vc39WnV7NVcKenk2dfYhBKswyjIMO0gCobgjs01LF+zCrMCG5vb5N81YYPt7rZ6Sw+cw1Zlq3Lw2wQvfqSakcruH3cFU9FlEOTPoC2ODg4qtFkTj24b9822SU4+rrVaoGHSQ9JTk/OMqgwGAxERMxFFK3A0KGzSc9BVmf//v189JFwLxwxYgQeRRUFdw4J7lehfNM3WzTKRtN1JyZqykM91ERaVgQ3wNtvv8306cJvetWqVXTt2pWnT02JAE31px4elO85+uFDwsLCuHz5Mk5O4oTYokWxPJNd9iBJkrUPtw1iAEwBpJ4Ea9myJdHR0ezdu5eJEyfSrVs3unbtyvjx49m5cyeXL1+mx/9j703D7LrKM9F3naHmeVBNkjXLkmzJo+RB2MYYY8dAIMAlTUi4CbcDT7q5dNKdkABphlzTJJekb25yu2/n5hIykZAEQwBjGzC2PMmWrMGyZEnWWKpSlVQ6p+b5TLt/rP2ttfbeaw/nVO29LZ56n8dPyTWcs9fZa6/1rfd7v/f70IcsJN+VmStibXNTcC9ng0kd1Gfs0tQlvnC6jHs5nu98MS8IMC+it5LEFWMMu3btwp/+6Z/i1KlTGBoawre//W185Stfwcc+9jE88sgjuOeee3DXXXdh+2o+mPb17fjmN7+Jv/7+9wEA1fk8blOS0sDyNB9UfQ2FqjeX46XkgKuCe7kJbjHH7c1UAU+CO5PR/tgX2mQl4Jjno6Py9Zc7WUnzLDOXwUJBKX60remMLZ8Pt1Bw2xtMKs/U64Nc8Uc9O5YT1HTyr//srwEA6fY0brnlFrRt3gyAl2+++tOf4vXXX8fHPvYxpFIpi5p5KdAqHW1xy9mzMmaJRMENaNe1ZSO43RT7toq7MG1ZACsZQk1YdePetEnyv8thU+Kl4D51SoYOYZFAdek63pxauRav6jP1WiqpslTXTy8CjO53fb17JdJS4EhoNDTIRsEagvvs2aUJjgCX5J1tnodNcNNnPjIzgnzRHBDd76kpMcjler4NwxDrmuV+mzHsCfB4oqqq8vu8c+dOvPbaa/jSl76E1tZW5HI57Nu3Dz/+8Y9x6RL/zB9++GF85TPcekXXP4TGe/z48lRmAC7NVM215GSRb5hLPX8xxvDRj34UZ86cwZ//+Z9jqzlhL1++jKeffhpFdGAkAAAgAElEQVSLV/kCMjQzBMMwUF9fj3Zzs/7wO96Bj3zkI0gmkyJeWY7x+1YagseEtLaF1ffMkaz1ECQA5flwq9izZw++8memrY+z5ck1hdgIbsZYCrwxoQHgzwzDeKdhGH9rGIad8vsU/Ql4S+9fMgxjnWEYdwJYDeAp82cfY4yFUOy1ghU40V7XjjtXc//IJ85w5aWIlGZneQThgltvlXwwNZX3w9GRozBggIHhpm5FAkAEt7KbEsG9y+KsvrxgjFl9uEnBfeWKZUfp7pY98ZaSTe2f6AfASz/FRkOEckQNJglkUXJl5goWiouSYNcQ3Nu3SyFkpTYl2bkst4GBS5NJExRMUjOZ5QYdmiwKbvVaTCy1nB0AFguLwgNMHJYKBW5GDFjen+53XZ17I89KQQpuwLQpUT24S86WAuvWrcX69ZysPHZsAb/xG7+Bkub3CCdPnsQHPvABFAoF3HLLLfiTP/kT/SGZSOAIGkwCcp7lS3lkZjOeCQ1AKrIOHfJ/7d///d837VyAxx9/HDt37sQ3vvENLCwsWFR/V65cwYnnnwcAvHDyJAqFAnbs2IEbb/xFAOE938K+oQwFtwrGGO6//3589atfxWOPPYbvfOc7+KM/+iM8+OCDWjsFOogzMGcCy2ZREhbB3VXfhVSCS6S9GtEBy2M7dXnmsiiB9Ds4AEsjO3t7e/HBD34Qn/vc5/A3f/M3+OEPf4jnn38e+/btw9e+8DUAwELVAj7ykY+gW51UY9YKDLrfZ85oH/1AoHtdlazCqnpz37A11iTk85LgD03BPS0Jd68D0+bNsuS1kvvuUHYSXO43Y/w9lxPqemppoKSZ57rkVSUQjVTdCO6aGrx+iqvSwiI7AeCG1Xxe55N57H15Lx577jnxs9vXr7ckcug6VNVpuSgZJbF/i2ocwLGu0R7W1hZOtZ2aqC2Wipb3Vp87GvO5c9LzvxK43m9lni8uyuc6jL0bsFrKkcJY1z8kmaycCNHBy2qLkt99fUBX19Lfyw3CQnDionhvy7XYQIRUJQQ/kX6pREqu54Arwb1jx/JZTalw2C+pFTkagjufB0xnh4pgGIY+TlXOJWpF6XInKwn0fBswhDjCEquae7hK+C4Fk4uTmC/w8mhd4o4I7uuv968480JNTQ2++MUvYnBwEI8//jgeffRRfP7zn8df/MVf4Ny5c3jyySdx9413A+CJxGKpaJnnFC9MT/N1fDngpmQugeHkPH/mlktg1NDQgE996lM4efIkTp8+jW984xv4/Oc/j82reFDw9vdzS7OxsTE88rGPAQCY8nzT+KemuLhsKRAEd6MmTjWfMVo7urvDW9toTwnSFwmQlSKVJKrztTwx1FkbgnF+hIhTwb0DQCOAIcjmuxYwxjYC2AWp3v6vhmEIc0jDMMbBVeCTANoAhJQXXsEKnHj3Zi7F/uEZk6VevVpuMh5sZiIhVdxBbUqOXOavt6V9CxqqlKaUFKUozJ5prxgqwQ1ImxKLgjuftxADqj/wUoIL8kBe07xGEDFBFNxhQFikwAwoPYiBqip5HZUqZNTDuFeTCyKUt24NR7luaVykln66NJpcCsGtjlkcllTCSVEy0/3evn35Dw9ttW1orOKyugsTF+S9LpUk2W7Drl1U3rUFX//61/Hrv/7ryOWcRTcHDx7Evffei/HxcfT19eEHP/gBamtrAynXDSNcglstQ7w0dckzoQFIgntwMJjC87Of/Sy+9a1voampCUNDQ/j4xz+Ozs5OnL7M2eJHf/dR9Pb24qK5jk6mUmYTpIPo7+eVI6ER3ObYdcoYNXlHJFgmE6yRixvofnc3dMvmwS4e3GEdFJMJmTh0KN9CUHDTZ8vArAdFF+V62Afk2fwsphanPD1b6X7Pz1d+aCJSYHXTaiRYwvk+ynN25oxU2S33M65VcHvsY9XVknCuhOBWLUoscLnf69bJ7WW5YEniTHp7Ey8Xwe1rUdLWFrqaF7CSUIOT3k2qVB/VShWPo3OjyJf45PWyKFHHHkbMQuMuGkWMzI5Y3lsdt5pAWkrizlWxb1MykzNXaAR3k+1+A65KZiJClkpwF0oFQfh6Edxh2ZMQHGSvDxFEBPfx4+Wrmun57m3sleu5YbgS3GEr9oenh0U1mK4ip6eHNwIEKrMpIYwvjPOKRtjmuqLgHhiQ1RlhKbh7GnrATLdabSNZ8z7QczY0tLRYTd0vdXHLCfCgdLmI3vr6erz73e/G5z//eTz66KP4xCc+gQ0buOiGPveiUeTJRCVeW79eWtkth01JoVQQCUu7IGEA12GuyKuYl7uCFgA2b96MX/3VX8Wjjz6K99zzHgBAy9oW3HPPPbz3jiZxt2GDLKxeqk2JYw/XPN9h+m8T6P2DWJQAcq05fpzbl5YDGvPNm0IcUASIk+CmkOJ7hmEUXH7nfeZXBiAHwNHw0DCMSfAmh+prrmAFoeORzbwZ0qnsKe7Ry1jgejciuJ95RtoreIEaTN7SY8vh2CxKFhdlMHX77f6vuxRsbOUK7rPjZ6WCG3D4cC9H9tzRYBLQEtz5vDyUhkWArapfhZoU3z37J/o9FdzA0kogAakSaa5ulskNTZNJUnCHEWQAmnJflw2W3j+braycHZCESDqRls2a1PdRxh1m8x7GmNWHWyV6XQZHRNB11z0IAPirv/or3H333fjRj36EhYUFDA0N4Ytf/CLuvvtuZLNZdHV14amnnkJfXx+KpaIIor0sStRAPYxDcn1VPVpruFfppalLvCxA48lMuOEGWREbdJ7/4i/+Io4fP46Pf/zjSKfTmFmYQTHNI7HBk7y0utuUwfy7L3wBX/ziFzEyUiVUhWHcbwBOixK65wsLFr95VWG6FCLMr+lgsSjtncJScAPBPf7o+T5/XvZ6KBf0Ht0N3Ugn0/IHysFhdlaqj8Iat3pYG5oe4qd/kl7ZCO61a+Ucr9S6QqvwpDGnUhaPClrXOjocOdwlQyhbpzUEt8uBaSmVOUEtSsJMaCQTSfFs+zXfWw6LkkKpIFSFDssKc9xGW7sgFsMkuFtrWlGXrgNgjr2qSs412/2uq5NrW6XkiFBTwtuiJMwkLWBN1DqIXuX5bmyUGpGlEEKuCQ1l3BSf9/Q4ig+XDc01zSIx74jXbOvachHcw9PD3M4MeouSqAhuSxN4ILCCe3Gx/H2cYjWLL/H0tGTKoyK4zfWlZJREFZxuXWNMrq10XqgEaoJQrG35vCz56OwUr19XB1xny2suF9JJeT4QBHdzsyw3Mu/51q1S/LKU55vsSaqT1SI+BiAV3Cl+g8M6g6lQ19XBqUHLPE8klkdYRrgyc0U823aCm1TrYd5ngrZRtCZxl0zKe7DU8TvW9Lk5mbmJgeAO0hcJkGvN/LynoYAWFBdaqq+uQcRJcK8CV2V7ffQ/b341APzAMAz9DgXQktXu8vMVrGDZcVPXTSKwefLMk/ybAevd3vlOfsZYXOQktx8OXea1/5YGkxMTUkVqRudHj8rYKmyCmxTc58bO8aCi2lQf2ny4iYhaSmBBFiWqelpHcKvecmER3Iwxqw+3D8FNU6JSgjtIBhmQxENYaomgyhi1nL1SlSe9x5rmNU6lYzLJ55uJsBX75Pl+YfwCb1BFUjOXwILIEWAT/vAP/xDJZBKHDh3Cww8/jNraWqxevRp/8Ad/gHw+jxtvvBEvvvgibjQfkpHZEaF881Jw07NUU8N9NMOAJaBizDOgqqqSJEUQmxLCmjVr8PWvfx2ZTAb/7W//m/j+l3/ny3jxxRdx82p+DU2maoUOinV1vLlmGHCQfy6q3ro6aQW0FCJMnesCSil/fz+3aQbCUzIDmufbhRig56xUqvyQHIQIUj/TsAju1ppWkawU85xsgGzjTibls1ZpQsOzrLujwyJjVRN3y61upUqgq7NXeVNRwNfTsVJrmpJREoSIQ8Ft28fCVuxrG02q65pZoUHzbXTUlRfzxeXpy3pSgF4YQH/9DcJ+PczDMWOsrCZVdDiu1IebiKC6dJ0gWlEqOfaxsIm/6lS1sI7wIwaWOmbAw4NbQ3CHmdBQr8FPwU3z7syZYGIbN9C+kWAJSb6Z97vU2i7i37D8twnlKri7uqQ+p9wYXetLbBNiLCzI+CCse97X2CeUzH7jXkqjSQLN86bqJtGbx16JRLHB9deHY8tCcFjKJRJyDzfHXlu79KQdAIv/tr1ZsgHgRIl/uFEQ3NWpanTVcz8MS1WOeR+W49xNcFWuZ7M4CX7gVJMIYUFLcGv2b2B5CP6SURL3XDzjanzU0QHDiIbgdjSC91nX+vrkY1DunkZ75QrBXTlMLQy06m3GWDuAPQBoxv6jx2tNg6u8q5ft6lawAh8wxvDwpocBAE+eNQluVa7r0d2gsRG47z7+bz8f7tncLI5d5bvUHX13yB+oHSpNgpv8tzdtks3iwwIR3OfHz6NolGSU6KLgPnu2csWfQ8FtGHKjUQhuOny3tobXYBOQKpH+iX5fYoCmxJtvVnaAECoRsieZnZUdLcxNzjAiUHDbG9m4bLBVVUsrZwdcGkzS+7S1iUiqWJQkelgE94YWU8E9cZ6zXLbg2Q4iuAcGGD796d/Fvn378NBDD1l+p6OjA1/+8pdx4MABbFIYapV4sRyabB7cFLRu3y6TCcsNV8WAC+NDyiy/RpM6NDc346Y9XErGwPC5T38Oe/bsAbMRYKQyu/HG8MbtODB5lPMvh5WB1p9YIYLoIFpXx4PWsCA89qdsB2Tb/W5tlcR+pWSQr3VDe7v4TLu7gZaWyt7HD4wx5zz3UPwtVdnrea8jajAJWD93h3epyz5G+0q5a/qVmSsiaUf7JgC+h9GGaFNwh52k1Sq4levZtEkmFZaazLB46xPMe36U8RNxY2M4zedU0P7tIMA083ypTdlIRdrb2CuJoMlJWSvd0YHpaemwF5aCG1BKu6fcFdzqNVQ65vn8PLJzfH+wVGjYlK2qH3OYCFpxR9eh2p5VAppXvY29vCqnWBRlZmfmV4tHPXQFd4tNwe0TtwCVi1CEL7H6fKufb3s7TpyQPRvCuufpZFpYAfnd72UhuHWVSOq+oSi4w1rLCY79Gwitkay2ca75PlexCmMlHqiEPWaCZey2BNZyNdYUrw9evVyVrJI/GB0VCu4oSH3av7NzWWGRI+Z5oSCbdUPGTUuxKMnMZkTs4uh/BQDt7RgaktMsCgU3YM5DH96Bscr7K9DZp7sxRBIlAsRJcE+Ck9Jun+CHACTN35mBtCHRoQ6cCF9Ce5AVrKB8kE3JMxeewXx+XrKZmYyD6LXjPdxOCo8/7t3p9+DwQZSMEhIsgdt6b5M/IHuS1lahaI2iwSSBLErypTwPqohRdlFwG0blil6HgntqSsoaNQT3DTeE4+lIoOu4OHnRV8FNJaCVHiCoqYRocqGx6hga4pWRQHiBBgUXl6Yu8aYmHhnkpfr0evpQK0TQhQuyWiwsywqLghvwLeWXCm6e1Nm9ezeeeuopjI6OYv/+/Th+/DiuXLmCL3zhC6i1Gc3SuLvqu6QfM+Cq4A5TBeZoROejGLjNXJoqIbgBSbR11ndyr9yFBdnxy6b4u+km3SssD+iwemXmCvLFvNVv3nZIXg4rA8dcz+XkuDs6LA0mw1TIWDz2AVfFH7B0tSPNKS+vWlUBFibURnQAPAnupSY0PBXcaiIF4RLc3Q3dojJGEAMBFdzZrOtWp4WqtrIkNNTPt70di4vc9gYIUcFtJ/0AbX+B2lpZbr1UOxqHDQ8gxv5ajm+UN90UgfqtyUbuB3y+vWJTNxARZFGA2RSeNL/VPi1hQDTn8klgqYRQJWNWCTbL8628j9HeIUjUMMkQQJPMUYleZYCNjbIaaik2JY59bGJCMLtHLneLS1i9WvvnywYHCeYxzwkUu5RTfQZIBbe98R4AfiZLp8Ueed114SVqAY3FmEucqhLclcxzwGcfS6eBxsboCO5GTcNkTVJjOQhfut8Ogjubxevgi2Y6bT0DhAmL6MjWK4bGe+pU+d7ydmgTOYDFoiQKgluNFx3CG/N6CCrBXa4HteM9oOl/1dAA1NQI9XZdXXjVtADfS5MsKa/L5zwGVNZosmSUVixKlgFkTXKfy8//nfnVAPB9wzCcXbokaDkpI+xewQqWjndueCdSiRTmC/N47uJzfGcjMsQnWiQf7qEh71/dP7QfALBj1Q7fBpOvvMK/RkFwr25aLbK558bOuSq4W1pkUFtJcJEv5sVGQ2Sj5YTtQnCHiXIsSpqa5AGiEpsSh4JbQ3ATkVxdHZ4SjIKLQqnAGzaFSHCLpmRNGgW3QgTRIbmpKbyDk+rBbRiGr9KxrU2KvFVypK2tDbt378YNN9yApIv8WHtwyOVk9sJGcEehfAvq+UbKrPPnK2vkQ6o/EVRpmu9FUd5Nz5kBQzTWcRv7siq47Y25AIuSOWyi17W0W0P0LpXgpkO4hfBU53lHR2RruWdTURuWktAwDEPa0eg8uJWDmuqbGAbBnUqkhHepIPaJEBkdlZJDBVu2SHvyctb1ixN8Le9p6NEn7QCgvR2nT8uDaNgEt9bDE1jWRpOuVQqAJLineWAQZsKOELQCC5D7yvS0tVAwKChZqfXfBizNNTdu5FxBWHAouH2UzKOjvtoULeh+pxNpYYsCwBInDOc7xf+GrWR2EJ40z9XKCRMBnRU94bWPHb7Ay0lvvTVc4QlgrRIZmBwIRASRnePhw+WRYbR2ai1KIoxZAI/92xan0to6MVFeolKFtpmq0hfIABMEd5i2aoCM17QKbuWeq72gKiX2hUWJpiKHCO7t22W7mrBhSdjSmHM5YHZWxA35/NIEGICLFU8uB2NqSliURKFa76zvRHWSxxAOKz3AsubQ+OfngXPnKns/mlNqDwu3BpM7d4ZXVQrwHiKWKg01PtfEa3RNQHmJy+xcFrkip1stDaKvQcRJcB8AkAewhzH2XvUHjLHfAqAe3f/B7UUYYykAJlWICumUFaygMjRVN+Ft170NAPDEmSf4Ckcrq0+0uHGj3Py9bEpeucRZa4s9CeBoMJnJyMPY294WdASVI5lICvLv7NhZVwU3sLRGkwOTA8LLUliUUGTGmJbwDEvNS7AQ3D7KN2BpjSYdB2XaYBsbhe+5qnYM27IC8D84LKUhmXh92JqSaYigKBT7NOdm87PIzGUCHZiICKPmgEGhVa6TPQkAtLcjn5f3O1KC20cJtWOHJMAqmeeqv6HjfTo6MD8vA/UwCSGVlHH4cLsouM+ccY0xPTGbm8XoPH9NkdSwlUBSKXHYBDe9/3RuGpMLk4EUnkePLk3t6KXojWotd1QqBFBw9/fLypGgmFycxEyOK/O1Ck9bw2D6XMMi+B3EPu1jpZJ1zTFRqfWUdk0DHIo/StqtWhVe8z2tB3dNjWRYl7HRpKsfMyAtSrL8HoSt5gWCN5EFeJK8vp7/uxJRAhHcFgUYvU9LC5BKRZKkBXwU3MritWULnwpAZUpmut99TX2ybwhgmedHzvB5VlcXvsrTNaEBhNJo0mG/RO/BGA6f5B9s2KQ+AHTUdYi+CpY41cOihBTcMzPBn3e1iazWoiQin3lCUEuajRvlGaFSmxJtopbOP52dGBmRIoewE9SOCizAU8E9NSWbV5cLL4sSIrjDvs8qtBYl5vV0dcl9dKk2JW7x2mX0YBK8LCEKBXeCJZxWW+k0VzgBlrm+Zo20aa00cacdtwvBHcUebrnfNMeLRWmBZQOt6wMDsl2bH9REUXf9ikVJRTAMYwLA98AtSB5jjH2LMfZVxtiPAfwxpPf2BQA/8nipLwHoATCLFYJ7BTHgkU3cpkT4cJchhyAV9+OP639uGIYguO9cfaf1hzaC+6WX+P/W1UWz2ALSpuTs2FlXBTewtPIwsiepSlbJjCIR3B0dIlrL5SShGHZQRSqR4elh5NrMusOpKVfWgwjuSjZaR3mYopQghN1gEtA0NQmg4B4ZKb9Jl6p09Gq0CMiERpj3W21semH8QlkEd7nkiFYZYyP+zpyR7jxREdwW5brLuGtq5H2oxKZkeMY8PDT0Wt+nuhqor8cbb4TvZQnwdYYUeOLQ5KPgXlgABgdRNlSrBKE8o/udSgFNTZEpodRnbWByQD5nk5OOGlc6xGWz/BkvByoxoC1xBrDQ0CEUzJEfkF2aTALyuTaM8lVBKqmq7S2gWddWrw6vrF14zU/bFNzqNdlQiQ83VeNYkpWAdT1nLBLCk9bVycVJTC9Oyx9onm96tislgcThuFGv4J5AM/rHubVcJAS3Qnj6reeJhEwsVVKloSWCYlK2OpIaqmfrtJwDqZS8lkr2L60vMWAZ9+EjPAsfttpPvY7ByUEuEPHoJaGWsleSqAU0zZLN9zCaW3D4CKcaoiC4GWNifb04cVHe77k5/p8GfX282SQAHDwY7H1GZkaE8EZrUWI2oKOkQVQKbi3BrSRyqqpkRWmla5uY6816gpvOI6lUuLYNgLUpON0PXXJ+wwZ+NgYqJ3yDWJREUY1DsCQtNUpmWsOX0mgRUKx41ESO4r9dVWXA7AMfOnwbTZpgbGnCMuCtR3Bb7rcar3n0TSHrs6D7OD3brTWtqKuqq/ha3wqIU8ENAL8HTkwnAfwvAD4D4AFw0puBk9yfNQzDsuUyxtYyxh5mjP0LgM+av/esYRjahpUrWEGYIB/us2NncWb0TFkEN/lw79+vX6MuTV0SZMAdq10U3KYnxYsv8v+9887oSqSo0eTZcW8F91I2WmowubZ5rVTGEMGt2JOcPs3PLEB0FiUAMFyrkD8+jSZff12Sk0EwtTiF6Rw/hDkU3DbFHxB+Ft0SXHgckLdskRsrXVtQZOYyWCjwRIGlKZmHgjtMlWdtulYo0c6Pn/f14AYqJ7i1yhgigpJJoLlZBOcdHfJQFgZovi0UFjA2PxZICUUH2HK9LAENKaLeb8bEQXHt2nC9LAEZyPspuK+7ThRRVKT0pPtdk6pBR53t821vRybLxJIS9prWXN0sLLAsJZCAQ9G7ZQs/KAPlE2CXpy+Lg6j24JBO483hRlEqHptFiUbF3NEh51651hVEPDRUNaC5uln+QLOuRaFeF96lNO7WVrlo+/hwV6TgbrIpuF36CoRKcCuEjNaHW1nTaS89c6YyD1M/BfdRcCYkkQh/jgNy714oLPBmiB6VCkDljfcAxW6qUePB3dGBUsla2h0maI0Znh7mvUM8iN6lNEp2vd/K802fZRREL11HvpTH1dmr3DqRGD7bPaf4dHa28ooFkciyJWrPNd0i1LyklA4bdA2WRK1yTXYwJm1KghLcqtLRLZEzMiL/N6pEjiD+KE7VWNIspdFkySiJsWsTtQrBvWVL+GdR2r8LpQKf54B2bVPX2UoI7pJREuua3aIkn50UZG+UCm6655dnLqNQU+XoFbNcjSbdiF4a8/XXy+rNsBGU4AaWJiwDXKxZlOd7clIKHSJVcE9f4vEalS27nEVra2WiPuhn4Fpxdw0iVoLbMIzzAH4ewBgkqa0Wmv+RYRj/ovnTx8GbTn5A+f1vhXipK1iBK7Z3bheE1BNnnpAr3ZkzslmYC/bs4b1IDAN48knnz8l/u6m6CVs7bBI+FwV3FPYkBCK4vTy4AbnRDg9reQNPOBpMAlqCmw7dHR2Wb4eCroYu4QV2PqUowVyIAQqeFxfLI/nVsjsvgpsCyrAJbkvZq4tCBOBqXlKJlGtTQp6t6vsBcBAi+bwkmcImCMiK58KEouD2sKShUv6yFdxm9lyrXG9rcygdw/SzVIO6oE1NlkIQOAhum3VDVIo/QOPr6DL2ZFIqlCo5LKrBJKObqcxzenaSyfBL2lXlmx8xkEpVflh0JQaUcb9xgn8W3d2O3ovLDprno/OjvFG0B/HHmDwwVPpsr2laI+81EBvB7VBwJxJy7D4Edzlruq9FiTnuKAju9tp21KY4CWCxKfEguPN56YdeDmieOxS9hQIwMSEI7q1bJS8RJtTrcOzfGhAZGZTwIxiG4e3B3cGrM0g8HTbpSeMuGkXeU8FjXVsOgtuh2FeIPyK4iXgJE+r+7WdLs3q1TJYfOFD+e00sTGBqcQqAUqlhvseBqreJtw6rP4wdQsE9edGaqPVIzpdLcKsNwckSBYA2oVFTI2PCsEDzPDuX5fuYOm7bek6VnpXELFdnryJfylve0/IeCsEdhW2Fqp53VNx5NJItF5nZDIoGz7rbFdynR5qRAz8PxmFRIsh3W+yyFGtQgmEYzj5QAJDNKv7bIRvrK6BEeRCCeylJWsBHwd3ZKc4kiUT4VluATcGdSkkPFo8zWbkqds/E/DWGuBXcMAzjWQBbAfwOgG8D+AmA/x/A/YZhfM7lz4YBDJj/XQS3Jnks/KtdwQqcYIwJFfeTZ5+UzJNh+O6k6TTw0EP83zofbrIn2d232+rrNz4ufZfWrcPcnFRN7tmzpOGUBdWixKAIeXKSd3ZQsHWrLMksN7ggBbfw3wa0BHdUnq0A9wKjIPr84hXp4enStaWzkytPAeDVV4O/D5EP1clqtNWapfM2YiCTkXFc2I0+LMEFBRW5nDaRU2mjSQpcOuo6ZGMPwDHus2elGj5sgpuam54fP1+WRUkmE9z7bLGwyJt3wpvYp6Aq7ICqqboJTdXc2y4owU1kxenT3LGnHLgquM1xk4I7ihLQoApuQD5z5VYqADKZo61UaG8XSbtNm6RSPExYAujmZrloe/hwl6vgpkNDV32XaFJseY8IG0wC1sPL8PSwr7J1ydUZ9oODxoOb9shQFdx2j33At58E3Y9sNniDsiAWJZOT0hc1zHWNMeb0Jga0a1tXlzw/lqNYB3hjbFL7OZpMmhvCa+Cn76js5Oqr6tFawwfksBjTGOkT4XfxoueS78DY/JhsUqXz4G5vF7FqezuvggkTKhk1ODXIS08aG63XZIII7v7+8oUYIqHhouAea1wrGnZGQXDXpevQXsvXMjHXXfoqMAbs3s3/XU58SlBFCXYF94EC/1B37w6/wUdP24UAACAASURBVKT9GgYmB7hqnczVAzSaPHJEVoJ6IYhin+b5TTeFr3BVE4iWpoPqNZkgBXclMYuaGLSsbYp1YpQEd126TpyN/PrFLIXgFrEgbJUppRKOTvHzwarWXKhVlXb0NvaCmRpPyz23WZScP++rtXPF6PwoFouLANwV3FHcZ0IlCu6RkaU1DnZTcJMqessWWRwTJhwxWwiiI61N5jWK2AluADAMY9QwjD8xDOPDhmE8ZBjGJwzDeM7j9x8yDGO98t8OwzDKKPxfwQqWF0Rw7+3fi9nqhJT1lWFT8tRTzlJYUnA7GkxeuCD/vXYt9u/nf5tIcIuSqEAK7vnCPEaalOXEZlOiKhjKzSZfGOdj1Sq4FR+qKEkR9XqCNprctYt/LecAoZIizF6OZL4njTuZjEAlolNwq9ekoBK/VkBT6kqwEUH0um1t0h0nLGxo0Si4PYIK1XcwaKNJlWjSNpk0vYGjas4FuDSxmZ119ZrfuVO6HJRTFjiXn8PEAid+HAR3ZycMI2IFNxHcPh7cwNIaqg5MeXjNKwfFqNY0cXiYGuA30sOPmuZfpQS3FzEQZbJyVf0qJFlSXptqUaIh/kjBXalFieXgkMvJTJD5vmNjwCVzKQhzrtMcH54elt6lPvvY5s2SqAmyrk8tTonn2qHgVghuut+MhT/XHc0WAVcPz0qf7eHpYRhmGyEHwU0NJk0Fd6Serbr9u1DQZiNvuEHaEJVjOUWJSsBGBGmIv9tuC5/0VHuHaBtNKrjxxsobJbt6cJvP0hGDZzJSqWjWNcDDf1yznlN8WomCm2K25upmNNc0W97jwCwPBIlAjwIWBbfaiD5Acn5+PhjxG6QyhdTgRJ6Hic76TpEwHpwc5Blxl0QOEdwXL7rakruC9rGOug7UppXSE41FSVTEp8NmjOb5+DiE1xlkzHLqVHlWkYBc15qqm4SVGwBgYgKvG/yB3rk1WhqqKlmFrgZlbbOta+peWu45jKCeS9w8uOMiuA2Kz1zWteuvl7mtcm1KDMPwJbhpH4siYalex8jsCE8il0Fwv/GGQ3eohdYm8xrFW4LgXsEKrnW8Y/07UJWswmJxEc/2P1uWD/fDD/MYbGpK2owAwHx+HgeGeLR51+q7rH9Exk+dnUBTE55+mv/vrl2yoXAUWNuyVpADZ5NT8rSi8eGuNHt+bpyPdWPbRvlND4uSqAnui5MX5XV4yNroAFFOya82iLY1mSRl67Zt8kAaFlwtDDQbrNqkSsMTuUI75kJBtmU331dtMBn2Idmi4CYSaGqKe85o0NDAGxcBwZWeNO5UIiUO5AAsRND0tHQmioLo1XbtVq/Jhvp6eXgqp8yb1I6A3oO7v1/e/ii97oIouCutVABc5rpq1fGG9T3CBgW1Qh3jEUDT/DtxojyPYlHK70L8qeOOYi1PJpJizlkOiS7E31IbyGrvNeCw6kgmw63Ioc/f4l3qQ3BXVckkapADs6qyck1YtreLMW/cGL4SKqiCG6g8SUuvnWAJZ0Oy0VHkkcJx8A0yKgU3YHu+fdbzqipJvpcTs9CaWZeus3rNK4k7leCOAjTXBdHrsp5XV8u4pZz9azY3i/EFvkG5Je6OzPHM2A03RFONA2gaD3oQvURAv/Za+eSfdh/LZpFDGofH1llePwpQtcilqUvcdz1A/5CeHqDXfFSDiFBclY4xEdwJlpDzXNdoUgElaYGlWW1ZYO4Zmaq+yPqGEBzKVprnhmEpoaQzaKFQfoKaCG67/7alweTN0VNq2kaT5jxvbJS2QBU31jRFHk3VTWisbhTfvzqwgCx4vBB25bAKWl8Xi4vIzJkTzWVdS6XkPS83YTm+MI75AmeELfdcOX/T801n+7Ch7i1DU0OBhHVEvheLweaA1ibzGsUKwb2CFSwDGqoacO/aewEAPzz9w7II7s5Oqbp+/HH5/ZcvvYxcMYckS+KetfdY/4gIblMqSgT3O99Z8RAqQlWySiyEZ6b7ZUDlQXCXo+CeXpwWh2+yQwHgILgXFqRPZiwK7jII7uPHg6smtJuNSxfnKJRgFExdnb2KhaThqhAB5CNw9ap2OriCDksWQmR8XLLkNgV3FGoo8uAenBxEvlVzaNegXB9ulfhLJpLO94hY6QhIP9Egin0CkRblEAR0eEiwBFbVm8+SEkgSIdLcbFXHhwXhTzw1xFUiHkQvkWCZjGecqYUbMQAgcqJXvQ4/IgiQBHcuV94hWahiXLxq55p7cP48/1ZUSkdLQsOnKRmRA9lsedYNWmJAQ3CTIl5VH4UBrXdpgAa65TSapPndUNWAlhpbZ1hlH4uyKkUQAgEI7koV3DTu3sZepJO2LmujoziFrcKzNUoFt4XwpOoMwPV+EzFXjoJb+LU29mm95kut7WJviIrgJmIgSGl3JT7c6lxyIzyPjK8DEJ3aT70WB+GpWdfoXudy5VflCKst1YZodBTHsAOLRT7/41BwF0oF7rseQOkIAHeYhbKvvOL/HlqlY6kkPtvL6MGQuaxGQXADGvsGl/W8tVV6rpfrw6212jIM8R4nZvg1RFFRSnAVJACWsa9aJcddrqLXYaFHGB0VBPfOXRFlrhRYEraaeI3itGX1oQZw9BxXsVcl8paESdiw9JLw6S0AlO9BTVCV62LsyvM9U7dKVHpE9Xx3N3QLq9qgtpEtLbIflt+eViwVxTxf8eBewQpWIPCezdxr5Punv4/STYpBaQBDN7Ip+e53JY/37IVnAQC39d4mvHAFiM3duBHj41JhEzXBDUibkrNjZ6VXhMbwisiK48eDK3rPj58X//ZScJ86xfceIDoyiAjYoBYlVI5bLJbR0ZgsDJrcCe4ovYlVIs5vg92ypbLyMCp3dVU6ahTcYYP834tGEYNppc4rgA93UKWIqzJGo3TcsIGrpcOGRRlTXy+lZwFK4sopdaagqruhW5L7mlLAW2+NxseTFBvzhXmuzKODw9yco85v82ZpVV0OEVYySuKeW5I55v3O1KyJXAmlEkElo+T5fHd1ybxeOYSIq0WJOe6T2Cb2h8hKnNWmogEIbrrfQZW9JaOk92ylzzWVEsnCqKx46tJ1wpNZEAMB9rFyrGlUj3lmf3A161rkjZoIPgruN98M5stLcF3LAWB0VNiTdHcjUs9Wy9irqmS53zI2mqS5ZGlIprzHucJaURgRmYK70aZs9UjcVUJw05pWnaxGR12H9YdEcF/ptrx+FHDMdY/1vL1dEiHl2pRobeVGR3EAnNXeuDH8ZsEqVjetFt7ElkaTPgT33Xfzr/v2+b+HVnwyMSEOIoeu8PlfVyer2sKG6/3WrOd0TeUS3Frl+sSEWCBPZHlQEFXfEEBjUdLaKgNF2zNeafNcStzZCe7RC1MYAl9fdt6SdPxd2KC1TWdRAsjxlpOkVCHWc5ty/egl/l7bOzNIpx1/Fhrqq+pFb4EglYZEcJeb0KC51FDVIPmXyUlhefNapg+lEp9mUSUtU4mUmH9BGkUTaM/xmwOXZy6LRqorFiUrWMEKBN639X0AOFlztNvcXBcWApnwfvCD/Ov583IRerafE9z3r7vf+QeKgnvvXh5T1dUBd93l/NWwQQT3ufFzvM4P8FRwT04Cg4OOH2tB9iRttW1SAVYsyg3cZFiIaOjuji6QJgX38PQwih3mm3oouJuapPovqA+3Qy2hZJDR0YF8Xo49CoK7q6EL6QSPZhyNqmxQy8PKCS6EgrtF03gvkQBaWiyPVRTkX19TH6qTPFo/m78ivWA8Agsq2wtKerp6OsZEBAE2gpuxQAEVrUFvvhlc4aot/4yp1BfQqFs9yvmrq6VSqRyC+8rMFeRL3NtDl8w5scCTKsmkTJaEDbqOfCmPkZkR34aLlTSadLUoMe/3G/O8WmL1aq7YjwKWQ2JVlWwarBl3dbW8H0HLfjOzGdF4z3JwUJOV5oE8Uq/5JhfvUg+CWy1OU+xNtXBd0wDx2Rpt0a5rnh6etoaLtLfk81JTEAR+4466wSTBYc/is57Tejs4GLypqKrgFlDilkMZ/pm0tcnG22GjEgV3OY2SiVBc3bTamcjJZjGLOpwa5iRJpAruZpvllM96XkmfGMCF4M5mBcEdpXob4JWl5P9usdMLSHC/8YZ3c3DXhuDK6x88zyskbrkl/AaTBIcljcc8X1aCW3n9E8P8nBalL7PDoiSV4tJV27UBlc/x4Rm9RcnrR/l+kUQhUqsOgp+Cmwjuo0fLS9ISXBXcWU603nSdx4MSEhyVCmplik09R3vs2bPlNb6nfcyypitx0asX+Htu2ybDxSigtY30WdeCVtXS58nAnAnqaxArBPcKVrBMWNeyDrd08+j1n8dekGqoAOze9ddLgvKf/ol7+pH/tpbgVhTcP/oR/+c990SXMVdB1iF+Cu4NG4BasydJUJuSc2PnLO8BwLqJmQQ3HZCjUjoCkuAuGSVMNJmEp88pkA6MQYIrwzCcB+XxcSlV7+iwNEuJguBOsITY+Cw+ni4bbLnlYbO5WWTn+GtpFdytrUAyiePHJbkS1bipguDM2NlASkeai0HVf66ejgrBTZ9jVGXtajDlZ9VBuOUWqdwPUuoLaMo/lZJXoz16z9bm6mbUpbkZcBDbikp8uFV/YsvhwXz9Nyb496JUQqnXEeT5Lrf8tVgqCr91N4L79Qk+/6OyJwEUS5oAnuuAtRopCCwWBiohYmucWyzK14zSY99hUeKxrhEBODfnn7vXNlEFLD0VhoxeQSZFouA2P//5wjzG5s0GvjTPi0WegTfR3S15krKebbdxA/ES3ObeMjQ1FMibePt2ufYEVQBqFX+Tk1LZOsDnWBQNJgkOqw4f6yVqlEzVcX7QVmcAouLndeyEYTAwFnFTUXPcl2cuo1Aq+K7nRESXreC2W5QYhkXBHTXBDUiy/eLERd95Trj1Vgg16v797r/n2hCcPlfGcPAEP+xEFbMA5fXQqJjgntTMddovGMOJCzz4i4vg9ms8SAT3kSPl9Q5xsyg5fIKPd1ttfyznby8PbkDOv4WFyvrE0Fx3KLinuBDhps1ldildBrgS3Lb9G7Cu55VUGmobTDKGg6d4CW1UohuCheAOEK8BMmY7dsy7vwI9290N3aJh7bWMFYJ7BStYRrx/6/sBAP96+ntl+XADwL/5N/zrP/8z8OLAS8iX8kglUthz3R7rL87PA5f44lvasAnf+x7/NtmcRA3VosQggluj4E4kJDEQ9ODg2WASEAQ3bVxRHh56GnuEmvlKncm2+mw05agHsnNZLBQWAChBtBqodnaKzzHKUmeLSsTnwFTmI2AhguxqIADi/YhQW7eOc95RYHMbl+meGTsTiOglgjuXC6b+03obAiJYLbW2i88xqjJnCqZm87OYXJz0Jf4ALoClea42zfUCqWPE4WFujkfkAC4s9ooGk1EdFhljVvLPx56lkmZ0dL+7G7pRnTJfu1gUxN+JDA9eo0za1aRqhAe6myJIBQX3Bw8Gs50anh4WJZBulQpHhvlCFqXS0aEAI3/i5SK4zYNDe227SJwAsPitA7yCi/ozRKLgptLuaXPc6oHJ5Yb29cnlzy+xoVqUWEAPNIBjV/n9rqmJxl/f4uFpVzoCluebsaU92zqC28iO4jD4Ah6XgrtoFHF55rKvsjWdltcYtKRfSwQpr3/oNLfiiZL4o+f78rRJ9Hqsa2qj5KBjdrWkMcd9EHyh3LxZti2JAnS/S0aJ3xef+0379smTwdWOC4UFoWYWz/n0NKYKtTgJLmklb+soYSHBAioda2rkvPSyKaF1w9EQnJLyzS04eIjTK1ESYKqa10+QQGrjU6eCK3sLpQJfN+DS+L61FSdO8nFHSXBTgnq+MI+JBTNb6vKM0xxfWChvTXezKDl4jh9AdrVfKPOqlwe0tl2ZuYJCi1nypoy5q0s2vK/EpkRH9C4uAifz/Ex+040+ZVwhQDzbU7bKFMAx1+vqZOV0OT7cWoKb5nlbm3i+o2owSbAkawOuaxRLqxXfOrgmaq9RrBDcK1jBMuIXtv4CAOBU9hRGrzcXiYDs3oc/zL8ODAB//0NO7O7u242GKlv9ywW5kb4yfr3gkt///sqveykggntycRJz7aZXlUbBDZSv6BUEt67BpOIhGaUPNSHBEpLsrV60XpsLaDM8fdq7BBJwaVxEG2wiAbS2xjJui0okIMF99iwwPe3/2kSI1KZqrV6WNqUjzZ8oSbByCe6eHkm+Bwmk6X5bDg6mEgoAzsyvxuws/3ZU41aDu3JK4vaYObkgXpaAhhRRCZFL/ADZ3Cw9QqOAxdeRMU9SpBIFN811y/1WmqkeH+SHlSgJbvV6gjzfdHgfHQX6+/1fm0rZEyxhVQTlcsDUFAwARy5wyWwcBPeVmStWAmxsTPv7asPkIMS+a/LKlrijRG1LC7doCRuuCu5cDpiZ0f6N6jnpt4/72i4BOHaJL5Lbt0tv8zDRWN2I5mr+bAmvWo+Gi5U0mvTy4D43kMY4+PtFfTjua+wT3sR+FmOEcj1ctR7cRPwBOHw8bXndKKAS+0GaDpbTbBCQRIvjfpvx2ivgXeSpmXxUcL3fCwvaTue33srdHQwjuIpb9bJXhRj7cQcMJJBKGZEncgBFwT15MbBFCRDMh5vWtb7GPmtDcPP1B1t3YoRz/pES3PT5z+RmONHrofCkJO3iYnD7peHpYd6bA7a5br7+WNsmcR6NQ8ENKElql3u+ahVwnTlNg9qU5Io5ZOb4GO0E96EhLuq6vU9/5g0btLYZMJCpNat7Jyct8vRK+goAvIpYR3qePJpDAXwdv+n2CA24TTgU3D4Nk2n9KYvgntY0Qzfn+WTrOtFYPVYFN63ntvttR0eHnPNe+7hn75BrECsE9wpWsIy4cdWN2NDKS3deajPZqCNHAp2CN2yQgfVT3+b+cZ72JE1N+M4znAzYtSuaA7EONF4AGK43x6lRcAPlb7RaixK1wSRjyGaBYc6PRaJ6U0E2JRfS5r2em4NgITW4+eZgJZCA3LzbattQX2V2FFQyyEgmRe4kygNEOQruHTs4IWIYwfxqVULE4mVpUzrGQnC3c4L77NjZQMQAY5Ic8VN6Ti5MYmqRS6YswcXMjJDXHLnMA+n29uie9ZaaFqE4LYfgpkPigQPBykAd6hjl9Q+8yZNYUZa0AxrbCo+x030eGfGtghYQXvOaBpMGgNfe5KWvUSavAP+SVxWbNkkLhyBqRyL1ext7kU4qByPz9QdwHcanuGFplGsake0lo8QJsIAWJZOTopjKE672Qy4E986d0TZTFaQAESKAZzUSrbte+3i+mBfPjqWfAiA/V8Zw7Bwv5Y+qrwCg8aJOp109W8tVcE8vTvPGtNAruF8d4Am79ro5rF9f5oUvEdWpanQ18PcPqgBTqzT8kCvmcHWWx2eWBJZ5v8813YrJST6xoyS4ext7BdHr1oxNBfWRCJqgdVh0EMzP9RXGXzBqgjudTKO7gccNlvutXJuKujoZoz//fLD3oKRlVbJKzC2MjuJ53AsA2HW7IawJo4Q2URtgc6bYZf9+9x4D2gaTgPhMX0rdB4AvKaQejQKO6hSP57u3V/KCQXtJ0LgZmLZC42Qdf6gZi3bczdXNqE/zM5LDZ19zz8v14SYBBmAl0ycmgDNTfM7fvnHc8XdRoKehR6xtQ1UL8gdKcr7SRpNTi1OYyfFEtzq3ju7jZ9w+XEL7pohKaBU4CG6P/RuorNGksGbRJGoP1/BFIpmMOT736A1kRxAfbtdE7TWKFYJ7BStYRjDGhIr7H5Km5CeTcSV87fi3/5Z/ze5/EFhowiObH3H+ktlg0tiwEd/9V76x/cIvLO26l4LadK04zPTXmhvsyIj0ilZAG825c/4K5nwxLzYwrUWJeRgnFXMqhcibfBDB/WZCUfp5EAO1tfLA+OKL3q+tVb/Ra3d2wjDiUa6Xo+BuaJAN+IJkz+mw5HZwQEcHikVJBMWh4D4/fh4lairqY0lDxKcfOaL6MWu9xwEc7pdNi6IielWrjnIIbiIIFhb877thGO4K7vp6vPxq2vKaUYHWtCC+zFu2SJ+/wE1FdT695mtfxDpMTvEXjFr9Zin/pPs9Pq497TNWXl8BLakPiHGTN3FjY7RqffWwHoQA27BB+swHsSnRVmeor68huKOAw7tULfUN4MPtlbtX1X6u63lbG14/xud5pAS3ekgkuKxtlfZSAFwI7qt87u9al400YUfQ7t8eh2N6voeG/JM55K8P6ImBV2q5YKOjg9uLRQWVfLUk7lyUzERyXrrk3xDdMAwRt1A8KJDN4io6cd7gIpCoCW5AESSo4wZc7/k99/CvL7wQ7PXVSqQEMzfBbFYQ3PfeFw/NQMmGi5OKB/fcnPZ+q6A4Y3rafW33q8h5qcBNx/fskXFBFGiuaUZjFffAsRBgY2OO/ZsxueYGJrjNta2nsceaoDb3ijcS/AXVfktRgDHm3kdDE6sSwR3UgojIzgRLiOalgCQLU8hj51YPc+MQkU6mZUPVlCKu0vhwv/ZaeY0m1b1MJfaPHuZz6SYctZKsEYH2sCszV7BYMKunPc4mFEMfP84rFoLAy6LkVYNvijfcEO08V69nZHYEudYm+QOfM1kQcaFr4u4axQrBvYIVLDPIh/vbhWMwakxv1TJ8uGvqc0C+HvWnPok7+jTmdaaC+0Dbwzh/nn/rAx9Y8mUvCWRT8mbKbPBQKGgD6B07ZBmy30dycfKi8Gu1KLgpWWD6fRPJu21b9E02iag5ZigJDB+bkre9jX+tiOCmTayzE1euSA4iSoJbzZ4bAUo/y8me+5a0t7fj9Gl5RomS/KM5XigVMNHAVaZ+QUVQgvvCBLcdaq5uRmutoohQnqEjp7mSOir/bQIFVEFL2gH+a6Tg8TsoT+emMZvngbmd4M6194hDCJEOUcFh3+Ax9poamcgJ2sjG6/k+2sA9XhobEbnK00KA0fNtGBbfZBXlENxEBLkpHY8wfhK76aZoiYHqVLXwHg9CcCeTUtkbhOAWhIibgtt8v6gJbiIFZvOzvIKkqop7AQGBFNxjY+4EII05yZKOsm76XOda+8TaGOW65mg6CLg+33Sfg/ZSoENibaoWbbVtjp8fmOYGz7u2BfDsCgFCva4Snh7r+fbtckr49VQgcomBoadBEkH0+vvA2cO77462GgdwKe1Wrk3Ftm1yzC+/7P26V2evil4pjsSdadUBcCIkyiQOwVKtUFcnGRmXe04E9yuveDckI4g1XRn7wuVxMe57763wwpcI2lenFqcw1aA0TPNROvb2yj13717974iEZZM+cffiJL/Re2ztk6KAVrleKmkVRTQfy41Z3Kx4juV40Bdlg2iCo49GAAX3sWOi1YsnaE3vaehBKpES36fYdAeOoaYneiUzge7HudKoDJw0BPf8fHlNRWnc9el6tNS0iO+/+hr/DG5LvMZVTBFDjZkd91uzrtH48/lg59DpxWlRUasjuF+e4Q9OHAlL9XqG2YwsCQ/YaPLoUfckx4oH9wpWsAJP3LX6LnQ3dKOYBK6s54fmoAR3QwPQfffTAIDkq78JGBpTyjNnAABfH+NE+u7d0ZaD6UAE9OtJZZHV+HDX1soDo5+yk+xJalI1lqy5MLczuyrG0WCSQIqdszMDskTKh+AOeoAQBFiTXsFN5WY1NVxBGhVo85vJzWCm2ZQxjo5qFftAeY0mdYclABYFN82bjg7ZPCUK9DX1oSbFx3ulpmC9LhcQwX36tPe9Pj/OM1XrW21sJllW1NbhyFG+FkSpWgcUwnNqIFCTScL9prvSM894/55a/mknuI/U3S0UF3H4lwLBFNyAnOdBG+hqPbhJyVzFFWBqB/ioYFH8BSiBpMPioUOuS4CAqNBwIQaOmOOOeo4Dyv2eGgo0z8tRvwlvQw8P7ulpiIR1ZAS3YiMh5rmHbyth0yZ5rnXbx+le9zb2WkgBAHKe19yBYpGTnVFaVlhstgguB+TeXjkdyk3SMhuLW8gbOJzj7M+um8uQ0i0j6NkLalGSTMrkoi/BbSYDV9Wvsio8ieCe5w921MlKwJbU8FEyJxLSLtCP4KZ5DugrFYjovf12XmUYNSwJS8B3bSMBxsJCMEsDXcz26pEUFlEDhlIsJK/9evpTSjIpQOzywAP8q1vsQmN2rOeZDCbRhGPjnISizzJKWBIaquWU5hmnfaZcixLduAHg6DSPX+M4izkIbo95TmRfoRBsTdeqeSGT+rfhUCxKZoIY+8ywtkF2Tw//DyjPpoTGvaZ5jdjLCgXg8Gm++e9qPh19phK8MTvFFI5G0Zr73dYmORK/9RxQYiHY7nk2CwPAvgxXs8Sxj/U09ohKmcEyqmopvlpY0FeZLhQWhL3YikXJClawAi2SiSR+ZeevAABebDVbkQdkPWZyM7h8w+8BKGFqqBff+Y7ml06dQgYd+Ls3+C5NtiZxgtStx+cvSoXIEn24qcHkhtYNsvRRfV2bgjtOgntoaghGAGIAkJviwoKPH5aXRUlHh2iAFPXBSb2eobTJPhaL3JBWAyL+jh3zL48LouBW/bejjK0SLCHm+UDalJD7BBWkZCkURF5KiwvjXMG9vkVPcA+27BAfQdTkHx0Ug1jSqHjHO/jX55/39uEmgjudSKO91qoofNngir+tW619ZKIAqVuzc1mu0PMZO60/QRUiWp9eIv4M/mJxNOeiw+vI7AgWG2rlQ+YybiK4p6chGu+4QViUuHgyHynFN27LATkAwU3Ptp+Cu1Aq4PIMT/Y6Dg6KRQm9jurdHzbaattE0s7hw+2xjyUScr677WH9E/0ANEk7QMylAwZPaGzdKvpFRwKLipng8nwzVl7vENc9DMCJw/OYB6/E2XVHPMcvCwGmjtmjT0zQqjNtg0nz9afQiGPT6wDEQwyISqSASma6Rl+C20xUrqpfhdq0rV49m8U+8BeKQ+0HaKoVfPax9na5/gSxKdElap8/xtWsNzedF0r4qNFc0ywqKM4tXJaeUmXELnv3OmNWwzDk2maPE1lPlwAAIABJREFU17JZvII7UTISqKqKvoksYEtgtbTIDLlmPack7fnzrj2FLXD16DWJv6MZLlCI4yzm6CfhUZ2ieqP79UJSX1MlOw0D2LePr5l3YH+sBLc2eWeLXYjgDOo7Ll4P1vt94gQwt8gPnLu6BrR/FzaSiaS4F7T++FUjBV3PARkXVCer5ZkEADIZXMB6XJ3jBH/UtokAkEqkRHVUObaRXV2yd5NuzovnBisK7hWsYAUe+LWbfw0AsLfFJP0CKri/e/K7WGw5huSOxwAAX/qSjRyanQUGB/Gn+E0s5FPo7AR++ZeX8cIrBBF/Z8fPyVSxRsENBGtQBbg0mAQsCu58XmYj4yS4i0YRi21mJO+j4G5vlyp2rwOjtlxIsSihTeoOjYtNmGipaRHlaudTU85rs4HIqsVF7/K4YqkoNlk3CwNVwR2HypN8uM8mzOc6k/EkBlatkvGHFxFGFiVuBPeRGh5JqZ7mUYEOrhcnyvOyfPvb+deZGW+vQ9V/m9nIVFL8xRFIqurW4enhwAruIIkcVTlqqVYwD6GvLWy1vGaUsJR/zl4GWs3SW5dxr17N5zngfXgyDEM2Y9NUaGTRjsE83zvieLaFJc10MAU3EdwnTrg3IwOsXtSWtTyXA6bM9bO9XVQibdwYXdUvY8yqXAckwe1zYKJ75KbgpqSdw5cYEJ/rq/OcSYuaCKID+6WpS+LeeB0U/caqwrWhKIADe+f5zzCA7q0tjp9HAW2TKo8ENSAJ7qNH5ZTVwdEsmJDJYD/uQMlIIJ2WtkZRQr3nAAI3mjx82NvGwLXqDMDilXG8bNqyUOVe1HA0ZAvgu16OD7cuafnsWb6W3tsbwNMnRGxo5d7n5ycuVJScn5pyKl6zc1nM5Xns40jeZbN4DrzB5G23SU49StAeMzA5wMsvSBng0RwbCNZE15XYz2TQj3WYWuAekXEquB1NwcfGtDE6VRYEaaZ6adpUMitr+sAAMDzM49U9eClegrvZn+CmBFsQgpdAe5lK7FOMtwYD6O6JoYmECYoraE76Pd+0ngcZv2sVViYjEpbt7dGfxQiuSWofEMmva55MpH4qkUJXfdeyXGfcWCG4V7CCELCtcxvuXH0nXus2v3H6NCenffDNY98EADz8v72KVIofnv/4j5VfOH0ag1iN/wu/BQD4j/8x+iYHOlATyMxcBoVV5gHZR8F96pQ3R0YKbgfBrSi4T52S1g9xBFVq+fU02XX4KLgBeYBwI7hzxZxo2KRTcJfaO3HgAP9W1AQ3IAPcM4YSRLlssN3dwk3GM89zeeYyCiXODFrGXCwK/1+jvUO8RhwkGCVyTsBMYuRyvtIXUsl4FXEQwU0HMgEzSD0MPtiovYkBeXAdnBpEqV2RUfuU+nZ2yhJYL5sSIrjtTckMAC+OcqI3DsVfV0OXqBwZmhoKrOBeWPBW6wMygK5L11l9erNZTKAZ/fP8gYmD4O6q70I6we0FLA26XMbNWLCmTWPzY8JrXVfK/wr4Cay2Nh4PT4sCjA6J09Ou3kL0XC8uir7PWhDRm2RJa7mr+vx0yHUtap9eR2l3wEoktdGkDq5JO0CM/cAYX0937y7jgpcBtKblS3nZGNFjnqsKbo98JgBvBfer+zmZvguvxkaIWCo0mpVMisd6vmsXt/oslSAqx3QQCu5Gp4KbiIFbb40nZnWo9n0I7jvu4GtbPu9d1i+SdvakPICD/R1YQC0YM2KxqwAkEZSdy2ImNxPId518s194wTtZWywVBQlGBP/cHPDiZR6zP7DFpytpyBAE9/j5QOMmdHXJPcgeuwhCDfpE7Y/xLgDAO99Z0SUvGY4Guh7rmtrjw8+H2zAMWWloJ/YzGRwFD4AaGqLvGwJ4WJQUCtqsHM3x55/3X9N1Cm4iCdswiuvx5lvDosSj+oxi6KNHA1ER8vVgJfbp3LkLr1qtniIGxRUUZwQluAcHecNkL7ju4dmsSFjG0UeCoO0nEYB38LIaU5MZyYTGGvcaRGRHZcbY7Yyx3/H4+X9ijEUc5q5gBeHh127+NbxOiTDD8DU6uzJzBT85/xMAwL9/5H78jvm0fPnL8hCZO34aH8E/Yh51WL0a+A//IaSLLxOkbAWAqbZ6/g8XBTeRNqWSd1AlCO42heA2DKmQ7uoSB4/eXqkijBLJRFJstNl6c7fzUXAD1pJfnW/t0NQQDPCoS0dwn8ptEDFbHKWvFOCenx6QCs8AjSaDHBQZmJUImpgQH9KlfJeI2+Ig/2iev16UvtFL7V7teXAggnuBS23iIPXpEJcr5jBSo0hVA3hZkhIqCMFtUf1lsziJbbg8y6siyM87SqilgBZVr8v97umR3KBfwY6XQuR18KxAIhGdVYWKZCIp1pz+if5AamYiuL0U3EJBCA0ZlMmIg8Ptt8u+OVFCe0gEuAJMg95e2XbBa2unA9ia5jVWL2p1HnV0iLUxSi9qQKnQIC/hgAcmWosuXdL/qh/BPYZWnJ3gD0wcCm5KXgU5INMaPjbGlXte8CS4X+cKx93p12JTJqhkxaX0vPyBxz5WWytV115VZyJZaSe4Mxm8AJ7VjyNZCcjn+/LMZeSLeV9CpLlZrr9eKk8vBffzwzyBs7NvVIRJUUNNml8YD6ZkJg/qyUlvxaMqSqA1/YUXgMVSFVLI4+036RsTRwULCRZAua6CPoOf/tT6fVovuuq7rJY0+TwyEykcBl8s3vWuyq97KaB1R1Sn+NzvoD7c4wvjmM5xL3NLVY5ZzUcEdxwiDEA+3xMLE5henLbu4Zqx33ef/NHJk96vTckC9VxCJOFdeBkJBsT2gEOu6SMzIyi26Svudu3i96VYDG5TovNcp7/djQOxkvr0bFP/Ir95vn27tEEL2lfBsqbPzwOzsyJRG0dVKWF1o2K3FbDiDpBVC2fOOGM2ca9/Rvy3gYgIbsbYZwG8DOD/YIz1an7eC+ArAF4yf3cFK7jm8ZEbP4JkUzPOkEDPh/X4y0N/iZJRQld9F9654Z34z/+ZNw9cXOQEz2c+A9z/ubvwEt6GBIr4q796a6i3AaCxulEcaq42msuKi4K7sVE2RXQjPA3DEBuXRcE9Pi49W7q7hWIwDq87Aql6h2tNqUsZBPfoKPDmm86f0yE5yZKCZINhiF1p/1W+uff0SF+tKLGueR0A28HBY4MlhZ6X3x0pY3obe1GVVLreK697oJ9nMeKw6gCAze38TY/kFZajDIJbpxTJzmWFstVBBo2NwQCwf5w/MFErHQFrcHsxn6nIy/Kll3h8qIMguBusBPcz4H+8di2wYYPuL8MHqcotSomZGYjOlwoYC+7DrW0wCQDZLI6Yav3rr49vfRcJrPHzZT3fhw65l/PToaGttg0NVTYPDoXgjuvgoJY4G+ph1YUQYSyYDzclr9yqM5BKIVfdKCo8orZvcJT6BlRw33CDXArsqt5CqSAOTG4e3AfBB5pOR199lU6mxf0OUuK8cSOPWwBva7WSUdJbi4Gvf8f6zeZcrfFZN1gadM1fgTBJ9lnPg/hwu3lwz2dm8CL4C8SRrATkPBf3KEDijvYvO8mpguaPjuB+boKzh/fumCj7epcLrbWtaK7m99iiZPYY96pVch166in316a1LcES4nn6Cdfo4G7sQ2NfhMb6GlgU3GWU8gNSgf3881b3HrrfDuul0VH8FA/AQAKN9aVYKisBue7kS3lcmbniu55TxZCfgltVrlvGbn6eKsEdB9RYamBywLeR7Nq1wBpzifZKYOWL5ucIvYJ7D17iNjDJ+FSvdF0GDMw0mGcn25gbGuS90VlU2GEYhsOiZH5eJkLirEICZFwRVMFdSeNgu7hsDK1insdlOQXIZ7wcD26A3/863gLEMQfEPqapRLpWEVWe7SCAJIA0gN/W/Py3AVSZ11OGBf4KVvDWRWN1Iz552yeFTUnxiLt8NV/M438c+h8AgE/e9kmkk2nU1gKPP86VYpOTwNe+Buy7dB0YSvi/9/wLHnwwilEEx9YObicwUGeWdLsouAFJ+rllkoemh4TPHZGKAKykeVeX+Ps4PB0JRHD3V5l1XwFKhdaulcT03r3On6uqP1EuNDcn2KP9/bw0gMpoo4YluAiwwZLK/NAhLTcIQGbiXYkgxvDyMU4Q7N4dTzxJCu65RBHFRpOkC1jKn8noS+NEgAb9oek8NiCzwNmVONT6Naka4clWbqPJe+/lDVAXF/XzHHBXcP8UXEL1wAPxlQJa/InVYN7Hh9uvpzDdc0oUCWQyOADOFse5pm1o4c/ghYkLgQiRu+/mB4hczj2J5UrqAyhcHRPjjovgJlIuV8whm85LGZqLghuQ5IAXwX1+gq9ruoZkAHiDyTeYcEKJWsFN11UuwZ1Oy8SGveR1cHIQRYNXe7h5cNP9vvlmoLq6kitfGlw9PMfGHKbqiUSw3iGZ2QxyRX4j7fP88GGgUEyAoYTbet1jo7CRTCTFumbx4Q5IcL/8sj5ZaRiG8OC2KLjzeeyb2IZF1CCZNIRyMmqoifML4xcCWVaQivfFF90TtELtZyMGCnkDL+W48uLeO1yCnohQbrwGAD/3c/zrk0+6/46IU5vWiM/2xz/mP3sQP4mVAANkLHlh4gKMMixKAE5wNzRwPc3jj8vvuzbPzWbxE/BD2TvuK8ZShQTwe8HAA6b+iX7f+00xy5Ej+mpSAiUzOuo6rAlqc5+Im+Bur21HXZqzdxcnLwJVVTIrqRk7Y9Km5Lnn3F/38sxlUU1LxOL0tIzx7sa+2Od5T2OPqEgaqzPjFk28Vk6jxYmFCXEGJ1Xva69xxxeGEm7DobeEgntoagiLhUW5no+NuU5kii39CH5tM/RsFi/gHhhIoLbWiFVUp7UoCbCuqTGbg+Ce7AegOZNcw4iE4DYM4ycAvgmAAfh1xpgwnWSMdQD4BAADwDcNw3g6imtawQqiwKfv+DRe7+GPWeY590jxW8e/heHpYaQSKXzy9k+K72/ezDOmX/gCb9r2/qZn8BQexqc+pFdHx4ltHdsAAGfSvIzNTcENSKLOzc/xzSyXNacTaesBmRpMptPI1bfGpnpTQaTn6YSp0gmg4GZMqoPoQKBCWFaopIhCOLxykitj4iA8ASspYgTYYClznsu5q1uJCHIQ3PS6ra14eT9/luIqc+5t7EVtistqF1vMIN8nsNi8WWbNdX61ROx3N3RbS14BYHRUeBO3twObNlV+7UuBttFkgICquVkeIr7/ff3vOAhuw0AxM4a9eDsASTLEAUFwqxYlgC/B7afg9jok7wd/WOJSgAHlK7ibm+XY3Q6L4tCgUToeG2rDLOLrTA9YSblLM8OyOZcHsU8Et1fzQe1aDlgIbqpEWrcu+jMj7a8DkwMoloqBCW5AlrzaCW6a3+lE2mlXYRjA6CheBT8hxnVQFPYF4zYFmGGIng8qghDcqg2PvdSXGvbtwDE0d8dbemdpRBfQuuHtb+fJyoUFveJxYmEC8wXOAlsU3GNjeBpcDnvHTQuiTDxqJFhCrD1Bid777uOJ9MVFPSkysTCBqUXuFWdP5Lzy9AxmwAm2+x5I2f80UljmesD7/fDD/OuRI+6hvF2U0N8vFZ4P4UexevQC8rpyxRymG/XKVjfU1ADvfjf/92OPye8LBbeNCDIyWfwIDwEA3vVIfPe7OlUtnu9zY+d85zklVKemvHtJuCrXMxlMoRHnwStt4yK4GWPi+aZkut9cp2Sblw83+VAzMFFN+8ornENNJYqxK5kBbqdH8fPVWjM560Fw79vn7zuuNkKn+USCsuvT59GMqXg9uM0Y1YBh3cdKJW5rqQGN/9Ahdx/yklES1Wf2BvB0Jrn7bhZLUp6gWtIU2kyfvICJO4rZ3BTcWkHCNYoonZJ+E8AogDoAn7Z9v8782W9FeD0rWEHo6Gvqw5oHPwgAaD8zhEtXnaWpuWIOX9z7RQDAR3d81NGBvq2N+3A/+9MSvpt7N96Fn/D69bcYtnVygvv1pHkw9lBwE4nx5pt6gdyp7CkAXB1t8S2lSLurC2+cYEIN/FZQcB+DSb5fveofPQB4iMfC+OlPpesKgbKpOoJ7Ek04dorLQ2IjuM3gYiY3E4jobWuTU9YtqeFXyp9r6xaWNnGRYIwxUVEwRQcmn8AimZTkn44ccSXAAAvBfeed8SmZSclQroIbAN73Pv71+993PhaGYTgJ7qkpvFq8BRPgNhFxlbQDkqgZmh7iaiCSZfmooUZGuDexG4SCWw0m83lkJ5I4B76exElwC+XbeDAFN8AJMMCd4Hb1qjUMvDzGF4f13fOiIW3UaKxuREsNPyxcnLwYaNy075w75y70Fl7UmmQGAKCjQxwc4yB7aQ7mS3lcnrksCe6ZGXe/GRN0WHr1VWtlDo35uubrnA2LJidhFIvCkiYO2yVAUXCbe62FpNA833Sv9+93396J4O6o63AkK4kUvhfPy884JohGdKpVh8963tQkCYIf/cj5c7InAWzVOJmMUo0T0wZmQiiZxy8E8i5tbpbPpM6mRBBpcK5rT3yPB3W341V0bonPnxeweVEHvN933CFthd1sSojgptf/3vf49/twKXaFJ2D12r9aa6o6A8YtAPCBD/CvTz0lCTE3IujVV4oYAldW/twj8c5z2r/PjfsT3GvXylyuV48c154KmQxeAw98Eol4GkQTKE4V/SR89nASXwwPuzcGJ7Kzu6Eb6SSP/542ZZi7uwdRh/nY5zkgVb3DaXPP9iC4x8aAU6e8X4/G3VTdhKZqnpWkRPYdhlmmF+O4uxu6UZ3kLLMlYQm4zvW3vY0nafN5d6utKzNXkC/xtdtuUUIEN8W6cUG1pBG9vzKZQLwDzQE1ZisZJbGXaS3lrlFERnAbhjEKbkXCAHyKMVbPGGsC8O/B1du/bf7OClbwM4Vf+rX/CgBIl4D/9y8/4fj5f3nhv+DCxAWkE2l86e1fcn+h8+flgXPbthCudGkgBfcRwyS2p6dd06RqWbKupP3NUa7gJtsTAVJwd3cLUiAO1ZsKIrgHq83dIpfjY/fBgw9ywnJ62kn6apsOmgT3C7UPoVTiGeS4SDD1MDdebxIYPgcHIqXdyuPshyUB83WP1NwlNuS4iH1AzvOrpio7yIHJq9EkHRwcxD4AjI7G7k0MyPt9cfJiYAUY4b3v5V+Hh53jH18Yx2KR31RBimSz+A74yfK2nXn09Czt2pcC4cs8NcQfVp8D09atsirWzapjPj8vPB0tc12xbaiuKonmT3GArmtkdgSLLe5lvipIDbVvn96GSOtrCADT03i5yFmku26NuZRfVToGILh37pQ5D1Jhq1goLIgEjmNdo0qfzk7xt3Ekalc3rRYkUP9Ev5V8DbimLy5an23XprkAMDqKk9iGDHg/BSIZooZDwd3SIm1pNOOmg+HoqAcZYqre7HO8WJTkwD14IXZChK5vcCq4RQkgk/Jagtu0J6lJ1aC1RhK6o+cmcAhcJvrAIzHK3mAjegNWKpAXM3lLq6A1rbm6Gc01zZafPfkMH+vP4UnJIMYE1apD3O+5OXffFfDEPDVKdKu+siu4v/td/v334XtIwIh9nqeTaTHXh6tMD6gyCO5HHuFK7vl5btViGIZr9dVje/k9vqXmJNbHzBFR36Jz4+d8EzmMyX3Hi+B2VXhmsyJuueEGoL6+0qteOixxKuCbzNmyBbjOXKqfeEL/mqTgVv23qer2oVVm6dZbgOCmpOVAyjxzj446CM+1a/l/gCTp3WD33zYMaTN4X8H84xjHnWAJMRcvjF/g2ThSALnc7/p6eXZ0a3xPRC8Ds9zzsYvTwoYnboJbtaQR69rCAl/TfaDGbBR3Xp6+LEj9FQV3hTAM428APAOgFcBvgJPbzQCeMQzjb6O8lhWsICo0rFqNqQ1cCTjz4rP42ktfEz/77snv4tHnHwUAfO6ez3kvLlT719god6m3EIiMHqxX/CtdahurqmRpnI7wJIL7+nabUl1RcMdJCqhY17IOSZbEVTWwC2BT0tkpiU/7gVGrljA37Wer+Knjrrtkk6+oUV9Vj1X1nKC4WhdMGeNlS5Mr5kQg6abgftngL3D99fGeF4ngHqo2k00BSvnpPh886EyyuypjCgXMTeZEUBUnqU+HREvznoAHxfXrpZWDWuoLSHsSQBLcRkYS3B/4UKQhigOqRUnJKPmSQcmkVPy5elHT4QvOBBYdFG+9uYSqKvtfRgf1GRypMZvn+iQ07rmHny8WFvS9FejgYPeqNa5mREPRt9371lC+BfUer66WJdleYwY0ZK+5bsy39goP7zj2MrXhosXCAPBd29ragO3b+b9VmxLXNQ0ARkfxHHg2ZM0aA+vWVXzpSwLFWoNTgyiUCvzhpY1F83yvXw9RXeDm4UkKbjvB/frr3AIAMAnumBXcdH1BPHpVEMF94gQwOGj9mWgw2dgHppQaPf7jKpSQRDObxN17YlZwtyjWSyrB7aF8I5L30CFnUaLbmnb5MvDaGR4Q/lzDi1w2GCNUyylDDZ581nRSMD/xhJy/KtTk/OCgrFL4IMyNPmaLEkCxT0maopOAiXmAe3DTnP/mN4Grs1eFDY96VisWgW++wknlD/W8ZH+ZyEEEt8VizGMtp7OYLklL8LIoobglrmocQrkWJYxJGxrVZ10FnUvIpmNkRFrQvav+Jev7xAgiuM8nzI6ohYLjoWUMoneXzhpThRi3+bqnTslj7duxl//jLeSxj1RKlpwE6Kvg1jiY9vDuhm5Up2RCdu/hJu6/nViI1X8b4JY0ZJczkFZI7QB7eGurrDSlJAet42qz4J8FxHF6/CSARXA7kt8EMG9+bwUmGGMpxthvMMZeYoyNMsZmGGMnGGNfZYx1L9N7rGGM/SfG2JOMsSHG2KL5PqcZY3/NGPNtBcMYW8cYMwL+9/8sx3Vfq2i8x/QgvAR85unP4L3/+F585LGP4IP//EEUjSLuWn0XPnfP57xfhAjuHTvi8yrwQHdDN5qrm5GpAwy6vgp9uMmD+/oOG8GtKLiJGI97s0knuU/4aK0y7gAEN6BXRC0WFoUaSqfgfibP2zfHad0AKE0+qkzVZUCC++JF/UGRGrm4eXC/PMslrXEqmQFpxXOeDkwBggpS2g8PAwMD1p+5qh3HxnAIt6GANBgzYj08aBXcZSihPvxh/vXv/97a/4XmeV26TpRBHju4KGw6Pvjh+DrTA9KipFAqIDObCUR60r12I7jpftel69BZZ1XLCv/tu+Idd1ttGxqruHJ7MG2q/EZHPbtQtbZCqM7tNiXTi9PIzPH1iw7fhFOvTmMY/HN+8OfrECcsBFhAaxbaf3QENykca1O1olGrgLmev1bcgYKZQ6BEWNSwNJqsrwdqTXuNMny41ZJfrQUPQSG477uPxRbK0HpbKBXEOuS1tjHm7l9JEAR3k5XgJuJvU/oienAldmLA0kMj4DwHuA858cI//KH1Z1TSbif3//UlPtb3NL8QW+M9goUQoYEsLnpW3N11F79dhgH84AfWnxHpZ7cnIUuPNoxid48tExAD6H7P5eeQqVPIfJ89/D3v4STv4iLwr/9q/dl8fl5Wp7Suxz/8A/+M+trncR+e4/4ucd9wyIbJpxOmh9TcXCClI+FXf5V//f73gVfekAl5dZ7/5CfA0FQTGEr4le0eMuiIsLHNVHCrHtzT064d3ongPnxYv8UbhuFpUfJW6BsCeFiUeMzz97yHf33uOX0S59K0qeBu5MQfVXK0tAC3F8zD61uA4CZi8k0oY9Ws6URw793rtMZUQQpuIrhJvX1dTw7r0M//J+YElqUiBwhUXUq9rw4f1rbacG0a/PjxdQCA+3tOxeq/TRCihKQyaQOeyYh3oCQH7WN9jX2iWfDPAkIjuBljBZMwzTDGBk3i9CiAfwCwAKAHQIf5739kjB01f2fQ/JsZxpjH4/ezCbPp5osA/juANgB/BOAzAC4A+D0ArzPGKi7qZIwlGWN/b77eHwPYCuDvAfzvAH7f/P7/CmAvY+wfGWNvgUf52gcz2al3ZLhf8eOnH8e3jn8LBgzsWbMHT3z0Cf+FRSW434JgjGFb5zYUk8BsqylnDuDDvX+/Naiaz8+Lg6KbgnusaZ1Qvd1zz7Jc/pKwqW0TiklgrtGUVAcgBgDZyOfQIU5+AvyQTGSv3YN7GD14bY5/JhSoxAUiCC5SSZzP5nrjjfywBMiGWwQigmpSNehusOXwslkYAF7I8HHH1WCSQApuQfwFCCq2bpXiQJUIKpaKIqByHBwU/+0btxWF9UUcoMPcxMIE5gM211Txy7/Mvw4OWslPes7XNK0Rqr/HnuZE9/aqM7G3GlAb5A1NDwUi9ymRc/AgBHGpQlVCqUpH46qihLoj3gQmY0ySQRRAezTvIZBNybPPWr8vDiBwJrCefpaT+WsTA9i4NV5CpFwFNyAJbp36TfXfZnYm19wj9o3xyqft2/mhOQ4IP2pzbpbTaJLu+d69cr579RUwrmYUgrvSK146+hr7RH8PMW6f51tt0qUDreWk9iPQfndv8kXr+8QE2rvn8nOy+V6A9TyRkD0VvvUt68/EWq6MfW4O+NEJ/v/vXx0/8Ufjvjp7FXPNSsmdxzxPpaTNlp3kJf92O8FNatB34cdIdsVPfqmJpguLI7L0z2dtq6uT9/vrX7f+TDwzANa3bMDf/R3/9y/dcQ5JlGKf4wS65ycMRXRShor7Pe/hNhalEvCNv+TH4Z6GHtSkZPnkX/wF//ou/Bhr1sZbdQbIfWxkdgSzTUovAJdx+zWazM5lMZfnSQF70vLKYB4D4PP/raLgvjx9GbliLhDhef/9PJ9bKOhtiGhdI0LxySf59x94AEiNmoKrt8Bcpxj9WFEmYXTjfuABnqydmXHvhwTIhCWNm+L2+24cBQN4GTYd6GKCpacCECihceedfF0zDBfbqQmnlV6pBPzw4g0AgPdudfZRiwO0z15YvCJ9gQKeyagqaf9+HtL/LDaYBMJVcCfAm0e2A+gDsAnADgC7ALQAoDRyq/m9HeY/Kg4XAAAgAElEQVTv9Jl/Uxfy9b3lwBhLAfgugDsA7ANwq2EY/6dhGP/dMIx3A/gqgE4A32OMba7wbdIAPgogCeCfAGwzDON3DcP4/wzjf7J33vFxVOf6/87uSqtV75KLLLlXuVBsAwYMhBLKD0gChFRIIAmkXG4Skkv6DSHJTS4JySWVBEhCgBBaKKGEXuyAMWAbd9mW5SLJ6r3t7vn9cebMzGrbrGyss4mez0efXe8ejWc0Z855z3Oe93nFLUKIs5H2MQAfBO50ccyvAfOT/Nw4xvP914C5tV3Z3Msj77mdSxdeyvvmv4/fnv9bXrziRau4VUJoTnCDTf615ZtEhQsFd3e3fWkAO9t3WgRvPAX3mj6ZF56VZQdn44nZxfJx7MgzU1FdKrhPPFGmPQth2zcoUiSK7G1p4e+cC8h4aryDSUVe7DBMZUxHR2xGz4TXaxMao9PDnOqQKCLI9Gxt7JMel2oHfrwwp2QOHsNDi1ofuyQGFDniTOXf371fpscTQ8HtUDqeuGp8p0KnmqE1YE7dLjdxQPrkK9+6O+6wPx/tWRsOw59ergHg/WWjdkHGATmZOZaf7N5Od4UHlYqpvx9rE86JeEqobZtDtCOPP552NAqqP251KoKS9HW16fbSS5FqKLWBVRwojvKqfWad3NB4T95r456Y5FwwWan8LgnuAwei93MTFpA154hXD8hnS6mDxwNRBRdTILjVPe/qkgumgZEBWayS2B7cW94J04RMrx1Pgtvr8VrjTpQCLAnBvXlzbPVXrELJoZDt93nKkJkTPM4WJc6FbJOyIHK5OL78cvn60kuRhXQbuqPV6088AQMjGfgZ5OzZuw/rnI8EnM/hHp9DtZ2knyuS99lnZT9X2NUu2UClmAU57ik/34t4eNzvNUAgI2DFknu66lOyGfvMZ+TrSy+N8tk3n5mcjBy2rS9j82b5+Ufmm400IP3AfhbfDjo6awqb8z4fXHutfP/E3TOhtyxiXNu82d74uIZfaXHdziypiH6eoNCkOu1YmWfOzYzRytZ1DTIzKTtjmIULx3a+Rwrq3ARCErQu4rVAwPbZH72BBZE2RIODdhbH+ecTUSh6vKH65MHhNoQiPGNcd0mJvWZOZFPitGYJh23RwqkzzOeotHTcM8njKrgTPN+ZmTbBq4riOqHmMeem5euvw6EhydGcf1x8TuNoQmUU7O/en1K8BjLWDATs2GSC4E4dNwM3Ad8ErkcqhK8GPgo0IotNGsBB87OrzTbXm79zE/CTd/H8dMTVwCok+X+1EGJ0BZBvA3XIDYLD/du0Ap8SQgyO/kII8WtAmSZ80DCMZMvtRiHEtiQ/zYd5vumNxYutqooXdFXwlw/8hQcufYCrj70ar8dFOnp/v13ZSGOCW/lwH1A+3AkU3FOnwizpRBBBeCp7krLsMooDo8yWTcL85SZJKK9Ywbh61SqoQpNNyo/a5UTj9cL73y/f33effFWL5NEKT1pbeRxpGPfe98rfHU+oyXALJpkvROxVvwPxCjaNLlYUgZYWnkH+Yk0NzIjR5GjC7/Mzo2gGrcpNweW9XrVKvjoJ7h1tO+QxvX4rFVBh5FCHRXCffsb4EtxFWUXkZkq1xoEsM7HKZdVuhU98Qr7ee68kAyFSwQ3SE25Puwwkr5wbRyZ5lGGRns4CXQkC6IoKLF/hWErPePYNL7wpid4q/6Fx8yV2Qi0etoSb7OJ7STbuzjhDBs4jI5GLJ0UEjX6+g0F4fqskXt5TufkInfnYoc5vIDhAd665SZuE4J4/3xbQvP565Hdx07qFsDJTXt0paxmMZ2ZKlIK7XJ6Tm43a8vLIWhLqmYbYxP4Tb8jF2Mzsg9b8P16Iuu4kz/cxx9juLaNteLqHumkbkH3Fed3r1tnT4lniycj/Z5yQ5cuyPDwjLIhcjOenngqTJsmmf/mL/Xks/3G1mXkej5M3eRxTkEw4rZf29O23PVuTzOFnnilL3wwP29cshLDiFieh+Mgjsg5Bjm+Q83nMfpbGGRFFVVMoFH3SSTYh9rOf2Z87Y7Yf/1jGqatXw+LMbbKBBv7bYN+bPcPNCJfK9dH47GflbRwe8MOL37LGDSHga6az5KKsOi7g0XF/tgGKAkXWxnzdcJO19ozXzw0jtgBDQc1jFTkVZGdE2oi91lwDwLE17eNtNc+k3ElWVs7err2uN3I+8AH5+tBDUtmsMDAyQHOfpC5qCmt46inp9JKRARedN2JntGlwz51zzkihjCXj9XNF8MZSMAOERdgaz6sLqnnzTTsUOKtqq3yjwfOtYvPW/lZ6h3td2ydedJF8ffxxOaY7YW1oOAhulZGzjDeZOmucCl+NwljraIAcDpTg6Omn7fgnphAjjfGurZqFENcLIb4phLhJCHGzEOIXQojfA5lIe5KXgKfN9xlCiN+bbW42f+ebQojr363z0w2GZLJuMP/5qhBiy+g2QogRbEX1+YZhLDmM//IFIUQMxykLznJgFxzG/zMBkDOiWgWOXgW7wYYNto+HqhCgIZSCe7ff9LhLoOAGm/B0VnTe1ioD5Cj1djhszbKv7JaLM0UajjcUwb1PFR50qeAGuOQS+frqq9KfOh4p0tXYzxO8F7BTZscT6vw2BA/YH7pUeO7ZA7sdgi63BPd73jPuogFA9nOL4G5vl1vhSaAUmps22XGxKqY6q3hW1EbXunXQi1yMj7ffumEYVkC1128SIsPDsU0L4+Cyy+Sm1sgI/PSn8rPRCu6f/1x+fhZPMX1a8r/p0UAEMeDStuIU00RstFUHxA8mX9gux7TVldu06OPqWazrchAiScY1pxrK6Vcb7/l+9VXoGZKL79Nn7mW8UV1QjSETcGlS1emT3Guv1y4OObpgstOiJAKdnRAMsouZHOqQO7Q6KLgbuhoIhUM2KdfsTpegPB2feMK+5oAvYBUiduLv22QfOLdmy7j387gKsDhEkN9vW6KNJgesNGki+7mqr7Fk3qD03wYtVL2qT+7ympLkUChSnhwHXq8cywHuvlu+CiGiCO6DB+10/k9wuxbXbBhGRMFFt8q37Gz44Afl+9tvl6+t/a30DEt1rFPB/cc/ytf/V7qWHPq1IbhVn4yoL+CCEDEMuO46+f7uu2GH3JO3xvS8xgssP/avfAWtVK0As0vsZOeRIjN7KAUFN0gnhm9+0/zHus/R/6aU9P/2t3JDA+DGnB/iQWhz3ZYPt7PQZILrVmspp4WeQiKF59puWWV4xcLeqO+ONrweryWWaOhqiNzISbB59773yWe8rw8efND+3LlZW11QbY13Z58NheF2u6EG97woUESBX/bv/gJzFzZO7KLWYevWxQ7pmnubGQpJv/bqwmrr+a6thaqgOc9pMJ5HZOR0uBOggFTfezxyuhu9UT16HhPC7hMX8KgW1w3O53sXYgx1kdQmx5NPwu6O2KKbdMdRlYUZhlEG/BipUL4J+D5Sxf1j87t/Z6wElITvmQTtnGH1JWP4f4aB9yJtRRLBudqcFrfVBNwjWfWxRFhv+hfOmQP5+UfunI4wVAG+hmwz7TWBghtsMuTFF+2d1HdaZF7/wrJR+W5tbRAKMUAW67bLv4EO/ttgB9EHAyYplwLBffLJ0uNPCPjd7+yFw2gC7IG9xzFEFnlZw1ZhlPGEIvUPZYwglMIzyQS7YAFUmq4rzk2NuErHYJCR9m5eYDVg95fxRgTB7UK5DpIEy8yUzZX3XdxiqsCz66WSeUnOTi1iKqVo2OF1+DCn0M8zM+FLX5Lvf/1rySk4fVvfeMMuXPYf/EyLRQOMIsFcBpLKRueFF6KLNsUqKioEvLBPEhCrZ45/UTKIJPZFCopetfn26KN2TavdnSbBXRhJcCtbphN5lfKp45+K4/f5rcKiVnV6F8rWeORA3I07k1B7Fclql5UxrmpmtbAJhoOycFyFWRDT5fN9nkws4o03YN3mFuuYo+2murvh5WY5V567cFS13XHAWLzHFTkQLwupKKsowoZHFRw8+xhzzPB4xs9s3QH1fG8X7i2IFD78Yfn65ptyk6ptoI3BoNzcV8TA738vx75JvkOczVP6jecde1JK7VYZSK+9Jm0p1P12HnPnTrtfXJljSr11mLyJM4+5VDJfdhnMnSszbq65Ru6F7O7YDcMBtv3h84Cc8845B+0I7sKsQmujrU8RfykS3CCvO2veCwA8fNOl1Nba9i2XXgoX9Zvspyb3W805uzp2uYpb1AbrO+9Eh7PxMrCGeoZZE5ReiaecGN+e8GjCKjTptJQbGkpYWDQ3186kvfNO+3NVUyHLl4XoLeehh+TnH/kIkX9LTfq6uj9duaaUPs7zfdJJ8k8TDmNdkxNqPjQwqMqvssQK556LPVZqsHHnJPVTic9LSmwRyv332593DXbRNSQ3eVU/Wr8etpqi9Uu5T5t7rTJTuoe6GSo0s6NSGNfOlW6n7N0LDVvlvZwguA8PP0MWTlwvhPiHEOIlYK352S1H+Vx0g9NZ9u0E7TYAasmcshutECIshHhSCLEzSVNnBN7n9viGYfgMw8hJ3vLfEMpYdc0aV4rPCKgKVkoqpimmF07H7/XTpGpPJFFwn3aaVIj099uk3zuHJMG9qHxRZGNTTbaWExgZMfB49PCqBTkxeAwPh1TPT8Gf2OuFT31Kvv/d72BHiyTAnMoTgD+1yRnpA6uarDTp8cS0gmlkejMRHkdKXJIJ1jBiq/bjEkGtrazjeHqQxx9v/22F+WXzaXFmaroILLKybL9eVZFcKbijiqkCz2ydDMAZlVHJPOMCRXBvCTfbMvoUCG6Aq66SwWVfH3zhC4KGTknmTgpU8+lPyzbLc7fwXp7QJpCMsChxqeBWivvW1kgf7p6hHsvGwBlMbt5se/ytXpT64vvdgHoW+0b6GCkxwwEX9/vii2XCUkeH7UUb6/kOh21lzPt5QIsFE9hE0G5VXDMYTKpsVQT3unXSngBkQdbOwc6IY1qwCG75iyedNL6ZKVPzp+I1ZAbJns49NsHtUsF9wgkwxazH+o9H5Vg9ev4CuZgOCh859HLqMT1R3x9tqGfQUl+72MhRBPfOnXJxqKA2aZ19/NAhO2Hv7Ln18k1x8fj7i2Ff++aQQ4TgcoF83HG2uOAHP4hUOlYVVNHTA7eYK7qrsv6Mj5A2xF8E0avOycW4tmIFlsfwLbeYxCEwOW8ygQwZkP3f/8nvZ82CMwbM3VpdxrUUrbacyMiws6uee07O41u3eOC++2lvqCQzU/5NDAPtCG6w46uObJPySNGiBGBEDDJ40UVQI9Oy1Lx+5plwxy/6YcDMbNPkuhUB5pbgPvZY28lkdCbSznZJF6haQwqv/6OLQQIYhDn5LA0WJdhx6t6uvZH3Iklfv/JK+fr887bXvCJ6qwuque02g5ER+ThffLHjeF4vFBREHW88YFl2qDo5cfp5RoZUrUOkzZSCuu7JeZPZV++39HUXX4y9ttVlPHdm5LiMz0FuSoG8fvXoqg0NsDdq//AH+e9jeYOFbNHmup1xRkeuGU+kwDvMmWNbT4XelilZUQT3YJSDcVrhqBHchmGcgyxaKJDKbQWl4v6gYRhnH63z0RBONi+uhEsIMQSoXvxulnRwrsheStJ2oWEYdxuG0QAMAr2GYfQZhvGsYRhXmsUzJ6AqKnV3w9uJ9jBiIE0Ibq/Hy8LyhTQqu8UkCu7iYtu55ZlnYCg4ZPkSRxHcJln+pFfKxVau1CauINObSU1hjU16pkj8ffKTsphNUxNsfUbeY2cwuXH9CC+E5Iryoxe73m96V+H1eK0gurfA9CVzsWBSBMHTT0vVflt/m0UExVI6qsKaS2tDusQWzC+dT2cWhBQp5TKwUNeuiL94BHdbG7xyQA7BOhTnAkeKc89e15YVo5GbCz8xq0fce6/B8BPfg75Sbvvv43jzTblW+L+ib0mTCE0Wiuq66zvrESqA7uqSXitxMG0azDSz1lWBOXUMBSfpqTz+ZlLH9DkZR+S8DxfOYLdbKd9c3O/SUlvR+8c/Qigcsq7b+XyvXWt7sb+PB7VbOGw1HGNZkuf7hBMkuTM8bE/VTsuKKIsS8+/4rEfu9o13JpLP46OqQCYQ1nfWp0xwezz2gnHj8zKLazQZAnDXXfL1fTxIYEpx1PdHG+oZPNBzgOHQcKRyPY5qv7bW5iyVOhscmVeOe/3AA3Ijp6QETi4zvYk16efq2ut69tqK8hQUYDeYhoqPPw5PvyA3K4oDxeRm5nLLLdK5Ky9PcN3Q/8iGmoznEURvCgpuw4AvflG+v+MOeH2jtChQMdCBA9KyAuC6/xB4WsxnR7P73dDVQLjY9B5PMaX961+X7++8E3bc+CDUydjsZz9zlAbSkOCeUzIHgGaVYTkGBfeu9l2Q1QUfO4N7Huzie9+TRQmfeAKy+/VT81oEd/uupNZLIMltJcB4eVR977r2OsDO2lR4/mkZAy3jLQpn69HPIwhup090EtJz9Wqb8LvpJvmq/JgnZ863bPU+8xmz7pOzn4+315YJ9Yw3urBXU9aYL74YrUNzWtKo2lA1NbB8OXYMqMm4puK1VCxKQBZLzsqSobzKJFTXne/PpzCrkIEBuOce+d3HMZluTa47kBFgcp4UQTUHTM1riuOaysTincsxwhlMzZ8a8X3LpsT8je44KgS3YRjZwK/Mf24VQli1aoUQjwMbkST3Lw3D0GMb8OijxvE+2apCfZ9vGEbRu3M6XOz4v2IksUTgy8CxwK3m710C/B44EbgdeNkwjEnv0nmmDyorZZ4f2BJON+jrs3Nk1AysMZZULLEV3IcOJVWrOxW9O9p2EAzLVLcoixJzsf2URwbVZ2u2HTavdJ6t4E6R+KushCuukO+Hn/sqBDMjgskf3Cj/Jkt5i9VnjX8qv4JS6XXkmDvILibY886TRGZXl33PQabDjQ6gOXSIB5C5gxdePL6FFp1YULYA4YE2NVu5DCwU8bdpE+zYNWgp39QCTOGxxyAsPBTQyera1NVG7wYiPDxTsKwYjY9+FEutzdovw49beOheuVP13e/C8h6z4qwim8YZatHQP9Jv32+QDE4CqGwDZwFdpfIs8BdQFLCnbpUC+v94BKNMjwVyICNgFaJry3VXZFLhox+Vr489Bm9ub5bkIZFetYoMWpm5nhr2arNwUPd7U+igvXBNQoAVFMg60gAvmXIARQqUBErI94+yFWtpoY6Z7A6bm1gazGURdh1OgttlIVnly9y1ew40LY4iuA8csJ+Fj3CXFvdbXXNYhNnfvd8e1wYGZNwVAx4PlkWYM73ZUnA7bHiUOu5974OMTrMPaUKAKaK3oathTB6e55xju+7d8rVaGA4wrWAa69fDjTfKz//jM8MUj+hF9DrnMZECwQ3wsY9JdXYoBH+9+VQIG8womoEQshDh0JDMZLjq0m57A1QTBbeK1YLhIG3Z5riWopL5xhulUjs7xyRUAq385DeNllVHxDE16edgCwj2KdupMRDcSsVcmF3AZRfl8/Wvw4UXmskYGttV7O3aS7jMnSBB2TY4sysHRgasWimjs3JeWCsl36dlvCpNrDVAhEVJIGBXBXaRXao2cB58UFoN1XfVA9D2xDV0dEh3UOVHr+NGjopd9vkc9mpxcNppckgOh22VsoKtXK/hT3+Sn116qRkOaWRRAvZ8G5Gp4KIuUmGhbUvzs5/JMGd00eA775R/wqzMEJdzj1ZqfbDPc3+mqbROcVz74AfB8IShr4Ly5g+R4Y0U1/z1gfHPNDscHC3G4LtANVK9/cMY36vPaoAbj9I56QZnifFkeQEDcX7viMAwjMWAGbrydSHEQKL2yIKUi4UQPxJCPCqEuF8I8QUkwd2N9Bd/1DAM/xjOZWqiH6Ay1WOOK1Tp2lQI7rfflrOQYcCyZe/GWR1RLKlYQqMiuMPhpIsHRXC//jqs2S7JzoqcCspyRi2Impo4wGQ2jkiF2DnnHMmzPnwsKF1gE9ytrdHmu0nwjW+ALyMMXTXw8jesBegrr8C9f5NB2n/xQ4xyPRaKYKv0mrNM/z0XE2xJiX3P77vPJrinFUyzUn0Vtrw1xDbk/X7/B/RQSQDk+fOYUTTD9uF2GVgcc4zNHf3xfvt3RntwK1+883mMzMrxVzqCvWBq7W8lWGqe0xgIbsOAX/wC3nfVdjBkv8nKgv/5H7jhS8N2BU5NAmi1YALY43PYKiS556qIyzPP2FyZCqCd6uiWFli7VpKIOhWxAZsEa8xOrbbA+edLoicYhJ/dKu+xz+OzFCKtrTb5d034l/KNJtdtFdfsrpcpRuCKAFMbGkrVqwiRWP76tLTwNLKDTJkiaxOMN2IS3ENDrgvJLl8OS5aaZPhrn48iQ265RS4iJ3OAM3hWi/s9KW8Sfq8MSyM27iChel2p1Z97zu4ao731Dx60Nzsuuwz9UrtNMmQkPMKw8vBMgfA0DGmplpEBzfXF8IfnCL3+Kc4/X3K7tbXw9SscBag1IYKsrLPhXnpUZopLgtvnszOQDr5VC0/fTHXubH7wA/jb3+Tnt9wC/i7HOKnJPDYlbwrZGTJgOTBGQsQw4D/+Ax5a/wpcV43n+ql87pOO+xoOa0lwKwGBVVB1LAR3mxzPZxXPiqotYPWf3FwZzGgAtZkcDAfpVBmWSTJy3itr2PPGG3ZTp9e8U4AyOAhrt0qyb3XJpiN01ocPpeDe172PsAin5Dd/0UV23PbhD8PG14pg/VVs+ptMvfzmN6FI6RI0JLgt33WPGUMnuGafT2YOA/zqV5F8sCL2jfrT2GYmHikBlm4KbvVs72jbYd8Ll3WRVEbOG2/IjGKnld7ICPz4x/L7T562h1La5PE9+git1DO+R9nppTiuTZoENcukECP46ucjvhsZgbue1KdvjwVH607dBrwC7AHujvH9fcAu4FWz7b8jnMzOcJK2zu+P6LapIWfun5n/fAypwI6H/Ugrk8tN65QICCHeQm5ugFR4f2Z0GxfYl+Rn3RiOOX5QBPdLL7n34VZFKefNg7wjvp9xxLGk0qHghqQ+3KecIndTQyG7InmUPQlAczMPmYkF5eX6idkXlC2gRRHcwaBN1LlEdTWc+wnTuublG7j3z5ls326nEa3iZS71P6JVH1DBRYPfXDC5JMBUetzDD8OWxl0Rx3Li3mfkBDvL38CiGF1iPLG4YrF9v11et8djq7gfflAq8UuzSykO2CR2T48MtgAu4mFtAminvURPoTntjIHgBimEOOWTT8L1Fcz5r4/Q2gpf+QoYrQ6iQRNiIMuXZaUC1oVabP/cJAumc86Ra93BQQfpaS6SneTf3/8OQhgU0MkqXtHmfoO9gbU7o1d+4PJ+Z2bC5814+aG7KmAwn+qCanwe6Vb2059K7rS4SHBp8M+yoSYLJkVQ7u/ej3CpfAObHFizRg79auMu1rhGSwtPIWXbZ52lR4ZzTUENYC7ynNkTLm1KDAMuu9J8fjd+hKyeedZ3LS3wS3Mf40vcjJewFs+3x/BY49rOtp2RfTDBPT/9dLn3EQ5LFbcQIsqD+4475Dq7osJ0p9OMEKkqqLJ813vz3VuMObFokZ2JwYGVbLr9Gpqa5Cb2X/8KWT2O8VyT655RNAOPIZe+B7PMpVQK3qUXXGAXS+af/8n3zrnBUn5eeSV84APYfccwIm0SxhGGYVhj0R6vuVE7Bi9qgL2926GwgRmlVZGqv64ue12jyXWDvcm435/6/VZQGTmxrJd0e7ZBbmiozTtrgzrJWL5ype1W9NRT8lVt1Bb4CygJ2Pf0uedgcMSHjxFOmVZ/RM/9cKAECcOhYZp6m1LyZTYMWQC9okJ2kXd+dCs8ehtCGKxe7VBvg5b33BIk+M3skSTX/JnPyGveuzey2KSyZtn0N6lEOu00mD+fyA0sDeZvsGPp3R27GSlyqKtdzGXHHGMXW/zGN2BnSz0gN0F/8hPYs0duBHz5ZJOD0eheA8wqkhtO2w3znrS1pSysm/pe6cHS9s6xrFljf37nnbCvTY+sjLHiqBDcQojtQohTgLOFEFF/ffOzs4UQpwghth+NcxorzCKK4gj8XDHq0E6VdDIPAuf38UsDjw1fA1YD24GPCRE/P1UIERRC1Ash4puRwh1I5T7AJ47YWaYrxuLDrWRAqpKV5lhSsYQ+P/SoXprEhzszU6b6Aaz7h5ygYxLcBw5wH1I69b73aVGnKQLzy+bbCm4YE/k356L7YeoaCPv4+MflnkZDA+QHhrmNqzEqK/RgQ0yoYH+Xz9xBdnnNF10k73tXF7zwpCR3RxNBoRDcuVZ+9tGpL+h02YDs52OxpPnQh+Tr5tfLoXNalP/2PffIDPlcemSxRU2Iv4KsAouIb1dFTcZIcINU2JDdzrwlPeTE+jtqct3gKEzWVW8vmJIE0Lm5thpIefzVdUQvkpWS+Vz+TgZBra5b9c2tHjOATuF+f+pTMqW3v9sPz33PVkbXwc03yzZf+kQHWZh745osmNR5hkWYwSJzM9EFIXLKKTJLOxSKtF6aUxxNcA82dfKcWSNc9ZHxhlLn1bXXyT6ulEop3POFZ7wNBfUQyuLm706y3E3++79lIemyohE+zW/kh5r08wgFmM9nP98Jrjsjw1Zx//rX0NjTxGBQbvJOL5xOMAi/MS/zqqvkYXUjRJy+6x055r0eg7L1iitg/pevhZrnyC7o54ILpCZj7lzs56agQP7RNIDf57eLi/rMjbsUCc//vmkATr4JPCOEQ/Jv94lP2PfcOl5JiVaBqurr2zHvc2+v3GlMEYr0jNq809CqA+SY7jW8Y7YQhPiFFgHtnm2QNXIs8i/TTCFLQnD7fLZdlqoTYxH7JbMjlOuqbsipvEj+FH1EN1X5Vdb7vZ17U/JlBpg+HV59FebNV7RFmDMvbOHhh81xXEHDe67GNctKLwnBXV1tbsgB118v1x1CCOlfvn85G1+WmwXWhl57u02gajZ/h0SIejrtuMXl5t13viN/5Y034LXbL4GwweD2U/jGN+T3110HNUH5DOgSo32BxKQAACAASURBVCooBffGsMmxhEIpC+s6Jz8IVa8CcM01cjpoboZvfeuInuq44Khq7YUQuxJ8p0clrfGDs6R8shwnp9r7iJWiNwzjMqRFzH7gHCFE8hyPJBBCtAPq3tYahpGbqH0MVCX5Of5wz/GoYtIk24fbaXQWD+GwXfFDGaRpjqJAEVX5VbaKO4mCG2xFb8s7tdBXGpPgbtwzyCusimivE+aXzqcjC4IpFh50Yk/3Dvjo2UxfudH6bPp0eObq+5jHdm18iRVUAN2YbQaDLtV+JSV2YPXO47Jfj14sPfcc7OsuxCDMx2vfPDInfASxuGKxtWASKSyYTjsNqlQM/taVEQS3EJIwAfgQd5NDv1YBtCL/GrPNIPcwCG7lPz4tf5r9oTpeTg426z3+sAqTdexJSRGkxqmHHpIZk840Z5B7f0op9RHMCnwaKt82qAC6rU1mp7hAUZEkNgF4/fMM//MT7N0rn/uhIZgxA754wU77FzTp55W5lZbyrVspW12M5X6/bVPy97/bBPdoqw6Ap7dNo5c8MjxBbay21Hke6DlAX2jQvh8ux3QwlZ1nfgWABx8w+NKX4Ac/kJZEAF+7pE6OaRql8ivCShFYbusLXHONfN24ER74uxwLDAyqC6u55x7Yt08unK16A5pZlIC9cXdojEWqFDorH4YrzuD3rzzCI4/YBXat42l0zWBv3G1TG3cJPNdjYW/3HjjjG/Af07nrr11s3Qq//72Dw9csjV9BbbZtCjlEJ2NQcVtj22iy19l/ivWwVgNZBH560XSb4G5pSVnpaBHcMcZzHclOkHWBALaoft7ZmXRDQ2UiPfWUnOpHxywg41RFcF/Ao1qtS/w+v1U7pL6zPqV4TWHmTHjkpT3w+VlwfQV3/HE42npZw3uusg0t4W1vr6x8nQA/+pGciuvrpQd5c18zg/0G/E0m769caaucdRSgTMqdRE6GfLB3dO6yPWRczmXHHy+tZwA6Xvwo/G8TP//8eQSDMkv8u9/Fvm6N+jnYdltbcVxrCnN4WISpa98J534Wry/Mxo3Sam7lSknbFGQeaf3s0YU+ZjJpAiFEEJh/BH5GF26sd7xP9hSp77uPBAkNYBjGBcCfgIPA6UKI+sS/kRLUqGiQ/NoiIITYn+gHSM6e6ga1olURQiJs2WIXM0sTghtG2ZQkUXADnHkmlJSGIZwBb3+cZZXRXuN/2rECgYeyvAEt/xQFWQVMLphi+zKnQAwo7GzfCf5errvlBbZulenuO3bA8ZkbZINKvSznJ+dNJjsjm2ZnUVGXuPZa+dq/6xg4cGwUwa1Unu/hGaqn6zdVLalYQrO5YBo8sNf173k8Uu0FwOufY3qOvZnzj3/AW2/J95/BZLo1CSTBJrgb/GbC0eEquMFSEUYcTzOlhKXg7kytUvv73y9TfgcH4c4/BqUyBpsYuO02uc4uLxziLJ6WjTVROoJNBNUpixJIKYD+whcgb9ELALz4yw9SUwMbNkgl1J/+BFnd5v3W6Lo9hsfa0GjLcVdkUkGRA4//PUxbn5y3Y1mU3N8g9+XPnLffSgkfbzjJqrr2ushCky6xs30nLPwr01bLapI//Sl87Wvyu4sugi+cYDrKafR8K8IqiuBOct2LF8vNSoCf/6ACBEzNn8pQf6ZlWfGRjzg2MzUkRNS4ZhWpGsOm/FBwSFoBIOtoREAdT6NrBvuZ3BR2LB9SmMt2tUutVl5ZNx96fz7z5o1qoOk8pq57/YgjXjmMgotxCe6iolFy1/HHnJI5NsGdooVg/0i/LEJLHAW3pv18fqmsX/O2cKzBkoxr55wjY9TOTqnBipV1tmaN3MADk+DWrJ9HFER3mXE3Gvt66qFkFxl5XUzKmxTdQMPxHOSYHlEMPQmxX1ODpVb+6U/h8ksz4I6XoWUhmZmCX//akTSs+rnPhy6Bi2EYkXP4GAomf+tb8MlrTK1ov+zLK1ZIiiYQwH5mdCO4TQV3RxYIdZNSuO6DPQcZCA7ApA188/vy9zZulJsdfj/cuvR3R/qUjyr0Yw3SAEKIbUfgp2vUYd9xvK8iDsxCjYrx2HwkrscwjHOB+4EW4DQhxM4kv5IqnP3MpfH0vzAuuEC+rlmTfFf5uefka3U1TJuWuK1GOHbSsXahSRcK7sxMOP1iM+he/xkWlEYquMMhwW/bZcnjK89u1C12tjC/bH5KynUnQuGQpYyZWzKXefPghBPMdYKmE6zH8DCreFZk6qdLZcyJJ8LiZaa64NnvM9uRyv/yy7ay9Sv8SCuSV2F60XS6CqTSc6TpQJLWkbj2s2HI7IWBUrY+KlmxYNAmg957UjfLMC2MNAqgVcXyuhQtaWLBUnAXxFBwa7ZgiiC4U1AEBQLwsY/J9zf/JEx4RA5cs0tm09Mjq7cDXHPqVnyEtOvns4pnYWCM2XpJEGLo4vfBwr9Yn1VWwqOPyudfR1Ur2AvkA1mm+5pL4u/88+XroWYP1K8GIpVvIAVVj3TKHdr3nzz25+dIoyhQRGm2HGt2tu8cE8Fd114HBlz61We44QZpUZOZKYtZ3XUXeFr1U7ZaPvMduwmGg/Z1u+jnP/iBfK3bWAYvfIfqvFl88pOS/AkE4KabHI01JMHURs4utYE1hk35vV17EaYLobNOA6CtgtsmehvsD1Mg9xXBO7N4ZnTBQeexNJvHLIuSwQOITNNDMEXiLxQOWQR/XIsSjfq4wtySuWOex1RcDnEU3JrG50rB/c+RPfaHSZ7xigopOALpwxtLwf2HP8jXE7PfYgZ7tLtudY/qOupSKjLphPKhnlYwzfLsj4CmfX160XQirJNdPN833CA3YwFeeKIEGo8FT5DbbjNYssTRUD0zmhVbjFloMoVxzeOBj37lTfjsPIyLPsGTTwVZs8ahJ9P0+S4OFFOYVUjICyP5JvGQwnWrZ9vn8fH1LxXz8svSl/2662DTJljtefndOO2jBn166ASec7xfmqDdEuz79lyCdq5gGMbZwINAO1K57ZrcNgzjG4ZhXOiiqRomwthq7n9fnHyyXPmFw7bRWTyo75UxWppg+ZTlFtEbPuiO/Jt2mslots/i8Uf8Ed/d/6cBdgm5W3n1x5PVYB0/LChdwEFlR+dCue7E7o7dlo/nwvKFkV9qOsGCJAiUkplQyFX1apCqgI/8p7mvt/ssXnioBpDZwkrdfUpgHWfwrHYLRZDkfmCK9KjzHkptkdjt3Q0rfwrA/b+ey733wuc+B+vXy2Drvy83S5dnZWll1aEIjK3OoiYuLSucGA4N09gjnw+nZ6K2BLdJBDV0NRBOURH0xS9Kku9AQyasu5bczFwqcir43/+VyTl5efCFY16RjTVbLCm/2r5MCPpNQiQFYqChq4Fhbwdc8kFefGs/b70lyT/LlkNTImheiSQGdmeYqh6X5Ne0aXaZDTZ+lKr8KrIzIgv1PPqIoEsU4GOEC88ePFKnfERg2XW0jY3gVsTf3PKZfP/7UgXY3w+/+505jGm4oaHIkGA4KFPaXVqUgFR5WRYkL36btZ99kr/+Vf7z5z+HqVPN7/r6bAsMjeZw5dm6zWvO2WPYsNzdIR0IA74AFTmjrk3D+w02IbK1exdCeQ+kQHBva5Xzs1LIRkFTixKLnDUgWGxed4rE377ufQyFhiKPp6DmRI1sthQWlC2QFoJq9ZzC/d58SGrJKnMrIwqCW9A0blEEd/1QEyI/X37oYjy/4gr5+vDDgn3NcvNLzQ1dXXDvvfL7j3nNAtEajWlgF9/b2bZzTBYlgFU0WBWtjIKuBHfhdLr9EPSaG28urtvjgT/+Ee6+G+aesAMW3kvtV75giTMsaBqvRdiMjYHgBnMeK9vO9NNe5OyzfJH8vcbrb2VT0lvg3k5PQcVr0wun4/P4WLUKfvUrqeSfPZsxFyHWBRMEtz74J9L7GuCMBO3e43j/18P5Dw3DeA/wMNCJVG5HFfg0DOM3hmE8EucQNwLXJPk/JgFqhnhTCJHepj5HApmZ9gr/0Ufjt+vrgxdekO/PO+9dP60jieVTltNoEr19+9zZ69d7n4EF9wGy4MWgufbv74evfUsqHz/IPcw6Qa9FgxPzy+Zb183Bgyn97uYWGUTn+/OZkjcl8kuNJ9iI1E9IiRDJnfca1Mog+ZprPHzjGzLN/513pHL91ozrMEC7haJC6XS5ERHo7k+J6N3QtAFOvglPxWaGhw0uv9wuUPW1r8HxJeYzU1qqVVFRRXBvUCmvQowpCGroarBUf4o8BrRdKCoFdzAcpCfXtNJwed3V1fD5z5v/eO57VBz6EE88YVjqzi9+EYr7zHxfzRZLYPpwG9BdaAbQKTzfSvmW5cti1ZLJLF06KnNdUyJIEQOWt2EKxJ+1KNzyAaZnRVtt/foXcpy4iIcpma2PTy2MsutIkeAeCY1Ij3rsBadhjKqxp+ECWdlsgUmIpEBwgySyy1bLUDw0nIlhwPe+J4tLWnD+DTWaw9W4tsUw+3l3tx14uYQiuGcUzYhWM2tKAimCeyQ8QrDETLUfA8GtxokoaNjPQSr+VJZGX77pY5AiEaTGdL/XH7k5Ddp61YKsmSI80KrsG1IY01VsvrBsYewGml63s77LYIm5oeFiPL/wQulAMTRkwOtSbTK/TG7m/PKX0NMDBQWCD/XeJn9Bs+uOKJg8RsJzV4fMUlAEYgQGB6W/NWg3ts0omgEGdATcE9wg5+rLL4eVX/k+XHI5x64ciG6kabx2uApusO93VBYSaL3+VnVy2sZQKFopuGNmpaR4LB0xQXBrAiGEAL5v/nOVYRhRkZNhGD7gCvOfjwshNsRo4zEM417DMLoNw/hxvP/PMIzTgEeAbqRye1ucpnOBxQlO/UTDMPITfP8Zx/vfJmj374WLLpKvjz0mt8Rj4amnZEGQzEw4I9Geh34ozS4lXC4nwfDB/UlaS6xvXA9nfhVfZpD6elnEqb8frr4adu3LxM8gN2beqFXxmtFYWLbQsmYJubxuBaUSWVC2IHqhqOxONPPgBrO4ZgCGFZGRKgF23jUUTN/FyIhM6X7xRfndrT8LUdu9Rv5Ds4BKYfqcFQB4BIgUFsgbmjdAxhDH/9fXWCEPQWamLGjy3e+iZTo72GT0fmXdAIel+svyZVGZ6+jTqu9oRgxMzZ9KhkcS24dUQdUUgr9vfhMKJjfDSA67bvkN550nkx2OOca0pdGU2Ad7kdyaa4aLKdzv7W1yz3x28ezYab6aKjzVYn6zSjhraZGbOS5wySWQkdMLw3kMrv1kxHfr1sEzL8h+9Gl+o911K2J6R9uOlAnu3R27CQnpQBd3waThAlnZbMHYiP2MDMHQ2VfBNYv40s1vsG0blge3BQ2Lc4G9mLds1SBlmxInwR0FTeexqflTCfgk09lbYGZYpDB/q3HNSSBGQMN+rqDIoM4cc6cxxQ3qLS1bAEnuez3eyC81nscWli2MtNt6Nwhuza47JzPHsoDrLjSZfRfPdyAg62cAsPaLVFBLYVYh+/fD902W4rNX9JEnTKs6zYg/NZ439zXTrzZyUuznFvkXy3PdeSzNxjb1fLdkmVaRKV53XXu057oFTeM1da4NXQ2MFI4tM0XNY1EbGoODcuMXtOvnYGcRNfrNNVkqBHe8WgogBVsus7F1xQTBrRduA15BFmO8zTCMwKjvvwPMRiqu/zPOMc4ELgPygC8bhhFV4cgwjFOAx4BMpAq73DCM1bF+gGSVBPKA3xqGkRnj/zkL+Kr5z5eAO5Ic698HF14oc9MHBrByWkfjnnvk67nnamVT4BbFM2Uw6G9NXsylubdZpgcX1fO5r0p16J13ysu++27Z5n/5MrOmDGqlaB2NJZVLLIuSoYY9iRuPQtwgOhSyAwsNJ9hF5YvAgEMqEz/VhUNWD1f+9I988YuwdKl043n8cfj0xY7jaLZwUFhUa288Ne2K2m+Mi43NGwE4fs401q6FhgYZS3zzm2b31tS7tCq/Cq/hpccP4UxTyXwYBHdNYU0k8anpQtHr8VoFXfb5zCSkFALoggKo/fIXYfI667OTT4YnnpAbG1orREwS56Da1EiF4G41iaDSJESQZvdbKTObAyapPTwsZWsukJcHxafKSWvjQ2dbe5PhsMxMAljOa9J6SbNU/ohU3xS8qMEmvgr8BUzKjVGUC7RfIO9o25GygvtQ3yG6h7qhYjNXfSyXOdE1Re3nu7hYm2KqIC0XcjNzaXG66KQ4nickuDV9vj2Gx9qEac81SVqXBHf7QDuH+uR1xVVwa3rdYI/nzQEz4yxFlZ5TiBEFja87JzOHmcUzx0Zwm9ccZR0IkQSYhtet+ughtYnlcgPruusgkN8Hg8WM3H87+/dL65LeXpgyBf7rsnq7sWZxi4rVwBGv9fWllJ2iiN7RNTSAyLFCM4LbEiSoMT3F51uRngmvW7N+7qwF0Kae77FYlBBjHtM0+0pBjcN7fWZGwZEiuNPcngQmCG6tIIQIAhcDrwGrgPWGYVxvGMa1hmE8BnwdaAUuSuCVPfqeRrCBhmFMBR4HsgEv8H/A8wl+nCUGRkMxOpcBmw3DuNEwjCsNw/icYRj3A08CfuAJ85xTN2v9V0V2Nlx2mXx/++3R33d1SXU3wAc/ePTO6wiias7xAGQNBpOSA2v2SaVuTkYOP/r2JL7+dbuGhc8HPzj7eT7LL2Dy5Hf1nA8X+f58RKWcBI2m1JRQcQnutja7cKOGE+y80nl4DI+9cEhBAbbp0CYAjps+h5tvhrfegieflHs6EUGkZoSIwuzqZQyYQqgdW191/XsbmuXQuaRyCYYBVVVySLCgqfItw5thpUD2F5krpjEQ3MrKICqY1HiBrBYOuzzmhl2KAfQBz1q4ejnfe+ABNm2SmQrWZepMcJvkdH2muVAcg4J7TnEs1g9tM1NKs0spCZTQ4txXdkmAhcIhOpd9C3KaGez1c8UVMhHrxhvt7JT/4asYxcXoVi1ZkX6H+g7Zz7fL8dyav8oXxi68B9oukCOIfXVuLusLqD7uNbyxSV7Q1sLAMAxmF89mKAMGc1O3IIIkBLfG45oiRZoCZt17l+Oa2rQzMGJnKoTD9tygWT8HO75s8Jme8KkquFvlRla6EdwgbUpSJbj7R/qtPh5TwX1IbyGGUnjuyzJrF7l8vouKYNEnbwWg/Z3jqKqCZ5+V3916K+T1mjZ1WVlyV1cjFGYVWlY8dR6HwMplX2/rb6NjUKpXYz7j6p4HAtqJz0qySygJlNj9PIXMlO6hbmvzLibBrWlmSkl2CUVZRQAcyJT1AVKJz4UQduHg0QpuTbOvFNQ4fMBvPt8ur3s4NGzZTamMxQik0G90xQTBrRmEEK1IcvtapFL7BuDHwEzgR8BiIcSLCQ7xNHA/0Av8bwxf7VIgN+q3xnauS4GVwA+BRuBTwG+A/wGWAXcD5wghzhVCpHeuw7uBT5rpy2vXwsujqtXefrvcbc7Ph/PPP/rndgQwd9Fq631nfTwHHIlX90lycMXUFWR4fXzve9LC+rHHYPdu+K/ZD8qdmilTEh5HBxTOlBNOoLNXKv9cIBgOWr6OcQtMgpYLxUBGgJlFM2lWo4rLhUNrfytNvZLgqq2ojW6gJli/X7sAWsHj8dJlehMfqFvv6ne6BrtktgKwpCLO/qGmCm6wCc+O/NSLDirs7pQLRuUBC0gLCI0XyIrg3irMc+zsdO27PhwaZm/XXjDglGPLWbRoVCKKxte9qHwRAE3KmiWF+63GtLgKbjW2aUZwg9y4a4216ZQEuzp2MZTRDOd+FpBOY0VF8J3vyO//8z2bWM2LWj7bTiVPvd/04OztlV5hSZA0jR+0XSArsjPCg9tlfQG1SJxeNJ1Mb1Qio4Sm1ktgX3tXgVnYOwWCWwgRn+DWtLCmgtp0a1D93OXzrca06sLqqAKygEzFCpmkuWb9HOxYq85IfaNWCGGrmRORvRr2c4Da8lp70zKF+63qhcRUcGtOgCkFd50qmJzC890143a44GoyTPuDnByZWXvRRURuXmmYVavmsm3CcZ9dEtxKvQ1JMlM0vfaIukgp3G/ndSdUcGvYz9U8tttrZlOkMK619LfQPtAOxMjKUX+/ggK5maMZZhbNxOfxpTyu7WzbSTAs1y8qxo/AGNZ1umGC4NYQQoigEOJXQogThRDFQogcIcR8IcRXhVDVveL+bkgIcYkQIk8IcX2M798WQhgp/tQk+P9eE0LcIIQ4RQhRIYTINM93phDiI0KIp47An+RfEytXwqmnyvff/rbt8dnbCzffLN9fdZV2O8RuUbvwNELm3L/h7ScTtlUE96qqVdZnFRWytmZVFXDggPxQcwU3wJQ5x9n/UArFJNjVvovhkCTDoxYO6hhZWXLDQ0MsLF+YckD1zqF3AKl8i+ll6SRDNAwiFYIl0hO+fW/iTRyFt5veBmSadMwFE2hbnAtsYqA528wqOAyLkojFQ0+PlLqCloSIImk3BM2xSAjXHnW72ncRFvLvFaUIchL7Gl53eU455TnlKSvf2gfaOdAj/1YxA+hQSOvrnlc6j6AXenNN0tLlwkGNawXHPMOttwoyM6UTGcCHPgQ/XGVmZmlIAuX586wCx5sNxwLRxZiuLEpiKjtB/hEU4anZAlktjvd27WWg2DHHurhupeh1pklHIQ2UzGOxbmgbaKNnWBJn6Zbarcbz7YY5hqdIcCe1JwHt+jnYY3FzlknCp6DgbuxtpGtI1gyKes6F0JoAg0gFt3DZz9V4PjlvMoVZMRw71XHy87UkwKyCyR5J4LmNz4eCQ5LwPPZ3PPz6Ol57DRob4eMfNxtoPHeDTdBuGWgwfeBwTXoqondK3pTYm1gab1iCHNtSFRyBfd3lOeXk+2OsNTXewFLj0WZh3puODtcCFDWmew1vNLGv8dwNMqt2TsmclC1p1LhWll1GeU6M+zlBcE9gAhM4LHz72/L1+efhF7+QQeJXvyoJ3Zwc+M94Vuv6IzMzQKepCtq16eW47XqHe1l/UKpfT5p2UuxGBw/K1zRQcM9ecLL1Prh/n6vfUeq3An8Bk/NGkfiaKyVAkvLNKRLcm5qlPcnc0rn4ff7oBpovlhQyJss+OXRwHyOhkSSt4Z/7/wnIhWbM4Bm0vnZFDDT4TT/DI2VRonmqr9qE2RB0FI91SQ6o57soq4iKnFGBcmennemh4XWDVL6lSoCp59tjeGKTnq2ttvWShgpuldrdmmOOuSkSIovKF/HZzxrU1cFdd8Frr8Gf/wyZbaZGQcNrBpsAezPk6OdJxvSIDKR4Cm4ngahZP1f9MyzCbBvcbxNVLu75jnap4I5rw+M8joaLZEVwN6RoYQD2RiXIegoR0JzorS2XSuadPrPIu8vr3tZmEtwlcQhudRyfT8uC6JNyJ1EcKLYVf2Pwos70Zkb4HAORG9SaPd8Kznks2HTA1e+81fgWAEsrl8ZuoDHpB5LUB2jMMQVULvv5jrYd1qb8illzWb58VCKl5iSvIirrOnfZtS5ckn+WN3GyYskajucgY9WxbFgmLDAZCtnxrobjuRW3jDTYH7qMz1XsMqNoRvRaVHOCG2T8kirBrexBY4pPYILgPhwYhpFrGMbtMX7iRA0TmMC/IE47Taq0QZatXr4cfvlL+e9vfxumTh2/czsCGJ4sg5+WnW/FbfP8nucZCY/g9/pZNW1V7EZppOBeOm25VbTpwPZ1iRubeLPxTUAGo1H+pWkwwS4qX2QpBlJVxiSdYDUNoBUKpkmCoKQ7aN3HRFi7fy0AJ0w9IX4jjRXciujdo4qapBgIdQx0WP6GERYl6jiGoV3xPbCJ/fYsEF6zMFmKBfgWlC2Ifr6dx9D0GR8TwW0G0HNK5pDli6Fs01zhqZRvVnHNFBXcalyrqoIPf1hO7YC2vuMK6rw3dmy1CbokpMjujt12BlK8rBSNCc+iQJG1sby5dUtKhSZTUnBrOJdZ6vVMM81gDAT3pNxJ0Zu1mhbWVJhfNh+v4aXJWXxPZVEmgNq4i5upoJ7vigq7kIxGMAyDReWLIsdzF9cN9jw2t2QuPs+o+gGab1CDJLC6TGs14bKfv9kkY7pjKo+J3UDz+Lw4UMy0gmm2ore9HUaSCzHUpnxZdhkl2THiMc2vWxHcEbZTLmMXq8BkUQybDtB6PAf5fCrBkdt+DkkKTLa32+OEhtetNizXDO+yP3S7aZkoK0fzfg5SjGER3F1drp5v1+vvNMZ4zr6LgCuAj4/60Z/BmsAEjiRuuQVOP11OHm+8IT+78kr40pfG97yOALKmy8VTVmMrDV0NMds8WSftS06pPiW2ojUclrlxkBYK7orcCloKZPDflIDYd+KNg/K+Hz/5+Ogv02CCdaZ+hhoPuvodRYCpwCQKGquYnciaPA2A8j54bs9zCdsKIZIT3EKkhQd3U07qnswAezr3WO+nF8UguEtKtCu+B7LwYHGgGOGBwSJTypRqAb5Y6lZ1DK9XS8UfSN9WixDp77etJhJAEUFxn29FBAUCWnrsq8VOc8BUmY+R4I6C5uO56qPvHHrHPsck/VwpOwv8BUzKnRS7kfr75eZqmcofcd0uCZHB4KBFhsQl9p3H0fCeK7XeWFLad7VLMiFiHFfQvJ9n+bKYWzrXJriHhiQ5kADdQ93W/LWkMk79DBWrTorzHGiA2vJaO+POaR2UBG83S3u1hJ6tmm5QA3g9Xgqnyfgls7MnqYVBWIQtBfexk4+N3SgNhBhLK5fa9xtcPeNJleuaP9+KpG3sbSRYZgpFXI5taa/gLnUouFtb7ZoASaDqSSQsMAlarkvUmNTmGyEcMOMLlxah6U5wLyhbYInqAFexatI4daLI5GHBabpqAK3AHcCe2M0nMIF/UeTkwJNPSouSz38e/vIX+P3vtVR/pIrCWXLwnNYFD297OOp7IQRP7pIE99kzz459kEOH7Ak6DRTcAINlsqJz2+7NSdsKISyC+7jJx0U30FzxB1IxYBWpakkeRIZF2P0Eq2EwFQEz8Knog+frn0/YdE/nHqtK+QlVcQju3zp08wAAIABJREFUri574aWhgrsip4K8zLwxpUCCbU9Sml0a6fOXBgtFpV7vKgzID1wS3An9idUxysq0HfMjFH/g6p4n3cByjmsaWi9NL5pObmauvXBwEfAPBYesRWLccU3z8Vydd0NXg2tiQI3lC8sXRmcoKKi/n6bPt7ruVIj97a3bCQkZmyQsrqmx4q8oUERZdlnKFmPgsGeJpV5PA2KgtrzWJrghKSGiNu0MjLR9viHGeO7ynivS85hJMdTMmm9QK1TPdsTYSSwM6trrLI/5mNcMaRG3LK1Yam9ggav7bSnX41235s+3c0xKtYCupeCORfSC9vd8ZtFMWnPlPGyEw66sOoQQbG3ZCsSJU9X87fNBYQwv+nFGZW4lJYESMKC/xFxX/JsQ3LXltZHPd5Lr7hvus7KvJhTc7w6cK/cGYL4Q4iohxATBPYF/P2RkwLXXws9/DpdequWCfywwqqsBqOqCv2z+S9T3bze9bQ205805L/ZBDji88tKE4M6YKlW9gw27krSUha3aBmQAcvyU9FRwez1eSmqkZ61vYEgWSk2AHW07/iUWDoB1fuV9sliqStWPhVcbZDHV4kBxbJ87iCTSNCS4DcOIVIikGAgpdUxUUbI0uN9KvX7IXDy4CaCD4aBlYxBT5am5GggkedfmVIgkuedCCIv0rK2IQ3BrPq55DA9LKpakVJ1+W+u25ISn5tc9v2y+9b7TJTGgyJClFXHUfs5jaLphGUFwu1Rwqz4+KXdS7DR+kOnC7WaBN03v+eyS2SkXiQYHMRDLj1rzfg4y86wjC0a87sbzDc0bAPn3ils/Iw0I7tryWlqzIaw+cDGHDwWHrEykhAS3xvM3wLz5do2ccHPi+60s50qzS6nKr4rdKA2ue2nlUvozodestZjsGRdCWNeergR3YVahZTuVSkH09oF22gfkeB03Rtd4wxLA7/OTNaXa/sDFdTf3NVvWgUmFGBryE8p6CaDdtCFyE58PjAxQ31kPpC/BPbd0LiI7QLd6vpNc99bWrQhkBm7cOHWC4D4sOE3ZfiOEaB+3M5nABCbw7qBKBoXTumDNvjXs64osunjPO/cAsKRiSfyq9KrAZEGBVLunAYpmyEkjq6XTCpbiYd0B6dNd4C9gZtHM6AZpMMECVDmVMUkmR3XNFTkV8RcOmgeRFsz7Ut4H/cP9FokdC8/seQaA1TWr4ysd0yDVN6KITW+vtK1wCaVwVWpoC2mwUFTnvC9gFtNyQQbVtdcxEpaeeAkXDhpfd05mDtXls2lXzhJJnu89nXusDSxXCm5NsaxyWUoKbkUKTM6bTFlODCJ3cNC2QdD0unMzcy1vfIsYSEZwm9cdN43feQxNr1st9PZ27WWoxFSoJennSQs1QWS/0XQOn1Myx1aAtbUltW4ASYKpjTu18ReBNBjPF1csRngc9ixJiIGNzRsBGa/GRRqMa7UVtYS9hr1p6WIee+fQOwTDsl/EtK1Ig/sNcOzc1QyaJTQO1CW2EFQFwY+ddGz8eC0N5m9lp+M2S6Ohq8Fat8QkuMPhtNmYB6hXBdFd9HOlYjYwYiu4hUiLa6+qWsiQ2c/dkJXKZizDk5F4HarzuGbGmgdzzIxvFwT3jrYdFtkbk4NIg3vt8/hYUrnEzkZKtlHbJDdqpxVMoyCrIHajCYL7sOC8A/vjtprABCaQvphm+hP3Q9YI3PbmbdZXw6Fh7tp4FwCXLbws/jHSqMCkQuXsZQBM7pHEfiKsOyjJ3uMmHxc7iE4TgnvuPLtAqEgywb5+4HVAKtbjLhzUMTT2sgSshY0/BIWD8Lftf4vZTAjBP3b9A4AzZ5wZ/3jqfpeWapvqO6dkTqSnYwqqv+1tJimShgT3/FKpbt3u65YfuAiglT1JYVZhbH/iNHm+j59yvGvVvnq+i7KKopX6CmmwYFpauTSlTIWEtRRA+8KaCosrFgNQ5ze9eRP089Z+u75GXLWf8xia3m/n5lOTS2I/qc3W6GNoOrY5i5JF1IBIgOa+ZrqG5GZNuirfVD9vVPUkXCq4053gzvfnM690Xkpjm9rEqimsoTgQo1ZEGszfANWFNbTmSepjz47XErZ9ueFlAFZNWxW/URpc9/TC6RRmFbomuNW9zvfnx56/OzrsTTCNn29FcO/wSmWyK6LXzFKYWTyTQEYgukFXFwybWZoa3/PFFUtSyspRceqckjlkeGMUBU6DcU3Nw3V+U3DjIj7f2io3NMqyy6LHtZER295F434OsgiuW4JbxecxLVEVJgjuw4KT9TmsUcIwjEsMw/jYYZ7PBCYwgSONKludO7Ubfrnul3QPSXLojxv+SGNvIxmeDK5YekX8YzSYxSlNsjwd4Jsir3tSL7y89+WEbV9peAWAFVNWRH8ZDtsKMI0DC4BjqpbTasaDbfVbErZ9/aCcYJdPXh67QW+vbXOi+XU7A5/yPklwC1Vt3IFNhzbR2CsLULkiuDUOqOaWzKU5F8Jqb0IV1nIBpeCO8m1NIyXU/oBZpdzFwkEpYxaULYi9mZMGChGQ45NbpaMKoJdPWZ58A0vj6142aZllUSIOHZLkXwK80ZiglgKkBdkJ9vlv8Jh982D8wsGKDMn0ZsbOUFDQfIGc58+jprAGgLpMc+5J0s9dEdzq+c7J0TYDbSwe+8qexOfxpW3mWVV+FcWBYlfEQCgcsjy4FTEeE2myMb98ynKb8HRTdLBJqp2XVS6L3SANiF6QVgaqSHTjrg1x23UPdfN2kyyqeUr1KbEbOeNzjfu5YRisnLrSNQGmxvRllcvwGDFoIud8MGXKETrLIw9lCbcRcyxKIV5zZd2g8T1fUrnEer5FCgR33Dlc8/kbbDu8HRlmlpwLglupmWOO6c7sK83HtWWTltGoarUni8+Trb/7+6G7+wie3fhg3AhuIcQO4EXzn3Gqy7nGz4HbD/MYE5jABI40Kiqkvzgwtz9A20AbX/nHV2jubeaGZ28A4IqlVzApL8FiIA0JbqU2r+iDtXteitusd7jXUnCvrlkd3aClxS6wqXFgAZKwbDGVMQ0734jbbjg0bC0clk+JM8E6J2jNF4oUF1vFASt6ob6z3logOPGXd6QH/bzSecwsjkEIKKQBMTC/bD5BL9aGhluCu32gndZ+qQ6MSmtPA4K7uqCaAn+B64Ui2DYGST2ZNb5ukM9qo3ndQ/v2JmyrxrS4zzekxYJpYdlCWvNlnq8xNJQw6B8ODVuLpbgEt7rmoiLw+4/ouR5JKAX6a8K0FDt4MC65v/7gekAuEDO9mTHbAGmh2D92krRYeVslmDY1SRIrBrqHutnbJZ8DVwpujcfz2vJaevwwoBKGXBAiyp5kRtGM2Iq/NLhuRfypcS3RPLa5ZTN9IzKjIe7zHQymjSBh+ZTlKSk8FcEdN0tD8yKyTngrZUzZ2rA1bps1+9YQFmEyvZnx57HOTlvJrPl1nzD1BJsASxKvqY3auJsZiuDOyYG8vNhtNIAiazcKczx3Yaf3TotZMDkZwe3xyNhfUyxxKLh79ievBbWlNf0JbnXPGlOIz99ulmvRmLZLzt/XeB4DOS43WfF5fdx2/SP91kbtiqkxRHXgujin7hhPBTfAtUAfcIZhGIdLcuvnej+BCfy7w+OBqVMB+MKkiwD4zfrfMOUnU2jtb6Uwq5CbTr8p8TEUwV1dnbidTnCQsg071tE12BWz2Zp9awiGg/g8Pk6sOjG6QRoV2PR6vAyWSD+v5p1vx233+oHXGQ4NY2DELqoJ9gTr8WhblMyC12ud44qMGgDufPvOiCZCCO5+524APlz74cTHSwNiYF7pPHweHwfV2iaBwtOJnW07rfdR/oZq0aXxhoZhGCyuWGwrmZubk6p61zdKAjBdizUpLK1cSlO+DLO69sQnBoLhoEV6JiS404Dw9Pv8FNXYRRcTBf6bD21mKCS92ZMquDW+ZrC9tPdmm+TNwIDtHT4KVv+uTGBPAmmh2Ff37ZWgLHwdkaI8CmoT02t43RHcGhNg0wqmkefPS4nwtApMxrInGR6W5B9ofb8BVk5xp2xVfszVBdXxBRnOLA/Nn/HlU5Zb89hQ476EbQeDg1Z/jzu2pYmCG6CoSmaPZbR2sqs9Nvn30l4pTFk+ZTlZvqyYbSLUvJpf9wlTT7DitdCB+K6woXCItfvWyt+pOiF2I6dtpIYFBxUUWdvkzE5JUkvDUnDHKggOkcUWvd7YbTTArOJZtOXJ8+vcuyNhWyGEVV8gqRBD43GtIKuAWcWzUhKgKLFVTIJbrUny87XNvlKoLa+lLV/uUPfuq4vb7s3GNwmJEAaGtaEfhQmC+/AhhNgKvAdoBO43DOMj43k+E5jABN4FmDYlZ2bM4+NLPg5ASIQI+ALc94H7YhfjciIdFdwOkq6sO8TTu56O2Ux5Mi+fspyczBgTqAok06TAZsZUeY96G3bGbfPcnucAGVDE9HIEe4LVPIi0YC7izy+QhP2fN/2ZvuE+6+tXGl6xKnV/qPZDiY+VBoRnpjeT+aXzXSuCFJT/dlV+FdkZ2fYXAwM2IaIxwQ1SqWoF0E4iJwY6BjrY3SHJsrjBZJoQA1m+LGuTbWR/fAX3puZNDAQHgARe1CMjts+vxv0cYMHckwmqNXwC4m/tfkkK1BTWUJpdGrtRGpC8AKXZpUwvnG4/3xDzGRdCWDUmEm5mOO+3xgtk1V9fHHYQAnHGNlUoeVH5osixbDTSwILIMAwWlS9KybJiW5skuKNqKYz+fc3HNad1QzjBPKYI7pVTV8Y/WBop/hZXLKYtV8ZWfft2J2z7xsE3LFHCCVPjkJ7qnusuSAAKqmYDMsPyH7v/EbPNM7tlQfCTp50c/0BqPvB6ZVaOxlgxdYVFcA837InbbnPLZstb/6Sqk2I3UoIGzUU3hVmFTMmbYtmMAQnn8Lb+Npr75PdJFdyaj2tejxdRLp/FoYMNCdvWd9bTOSjj2LhCjDSJXVZMWWHH5x0dMDQUt21TbxNNvfK6YhLcadLPATK8GeROk6KhRPOYsg9cULaAPH+c7At1rzXOUHCDcSW4DcM4BcgCPgdsBf5gGMY2wzB+aBjG5YZhnGUYxinJfoAEeZETmMAExhUmMW3s388dF97Bkx9+kl+f92vqvlDHmTMTeBGDtOfYvz/iOGkBv9+aHCb3wGM7H4tqIoTg4e0PA3D+7PNjH0cR3Br73DlRNEMGhZmHbCuK0VAE9+nTT49/oDRIh4uAGewuz6ghJyOHjsEOfrHuF9bXP17zY0AuluIW3VNIA4Ib5ALZTWq3E0r1F2VPkkaWNEsqlrgusKnSun0en+UPGIH+fttrXvP7DVA4QyqiMprjq6BeqH8BkAqiitw41+RUUWn+jJ9Ys8pSOoYb42cqPF//PACnVp8a/2Bp8myDVGq2B2DEZy4TYmRp7OncY9UVOLk6ARHkJDw1vt9qcd+RESKUbfovxclOUT6WcTdxFNJAwQ1SARaRmZIEW1tkFkfCApOgfV93KpmDjfGVrWoDyxXBnZenvSAh05tJYLKMqYPNiedvVSemtqKWgqyC6AahkL2BpXk/BzDMGKOyF57a9VTU9wd7Dlo2W+fNPi/+gZxqXs94J8QnRr4/n8yqGgAymuLXk3i14VVAbtROyY+z7kgj4m9h+UKGfdCfa1qCJdi8UwUmPYYnOkZVSKM5PMt8vo0kG5YqO6PAXxB7fRIOp4WCG+R4bhHckFCNrNTbfq8/9jym1jVp0M8BKmdLS6HstvhWeqpwbsyaXwrqb5YGY3kijPeI/ALwPPAAcCzSZmQOcD1wF/CE+X2yH723TicwgX9nqEKTDQ0YhsHZs87m08d9msl5LiaNgwdtD+p0IrjBmhQn98BjOx5jODQc8fXW1q3UtctUogvnXRj7GCqQTBOCW02wk3tsItuJ/pF+a6GYkOBOA7uKCJjBbqCtiy+s+AIA33/5+9R31vPwtod5dMejAHz1pK8mP1aaBNCLKxanbFGi/KgXlY1K6VcBlWFof91LKpdI4k9FTwkCaLVwWFi2MHaacxoRQQCzFsliW0UdgwwOx/ayfK5ePvdnTD8j/oHSSOl4UtVJ1oLp0K6NMdsIISxiP2YtBYU02rhbOXUlGNCUH5/gVsRXWXYZs4tnxz9YmvTzokCRtE4yoKfYvOlJFNwJleuQNve8tqLW3rhLkqLcOdhp+Y/HLM6l7ndeHgQC0d9rhIKsAgJVktTJaHN4KjvQ1Ntkbc7GVTBD2txrhcmzZLzmb42fhQTw6j5Jeq6qWhW7QXu77VWfDqSIGVdO6oEn6560Ct8rPLpdxmtl2WWJNzTSLE6tWSgV2b7hoFS3xoCav1dNi3OvIa0I7iUVsjC4ylZItHmnamjMKZmT3JYmDfp5YbUkbf3tiQsGWgVkJy2LXRS8rS1takGtmLIismCyC4K7tqIWn8cX3UD18zR5vmcvkCKDnKEw/R3RmxrBcJDn90ghxhkzXMTnaZCNkwjjTXCDJLXVEyXMH+fnyX4mMIEJ6AxFTO9L7PMXE8qexDAsL++0gUlKV/UYtA+0W0GzwoNbHwRgdvFs5pfOj/p1INLrLg3gnSo3Myb3wN+2/y3q+6fqnmI4NEymNzNx6meaLRStAKixketPvJ7JeZPpGupi0S8X8YH7PgDAubPP5dzZ5yY/VhoR3MrCQCRQtjqhiptEqZnVQrG01CpKqysWVyzG58tw5Vfr2n8b0iKYXLLsvQBkhGHdhieivg+Gg7xYL2uHu8rQyMuD7AT2DhpgWsE0Ogul+quxLnZtgS0tW6yMlYQEd5o822Dfv33KhzsG0fvyXqkGWjVtVeyFsYK63/n52t9vpchuSmC/dKjvkEXwJiW404QMqi2vtT169yeO1RQR5DW8sVP506ifA8xftBoAQ4iYHr3KrqLAX2D508eE6udpQojMXyCzTQr6gnT3xvaaHw4NW2N6XNIzjSxpAOv+VPbB4MggD2x5IOLrv275KwAXzLkAryeBRV6aEdzHHneB9b6/PtpGcCQ0Ytkmnj0zQVm0NBnTwB7P92WZVhUJ1MyquGZcn3lIm4wcgGmz5VhV3BOMm1ELthAjbh0NZ5yq+ZpsaeVSRGYGbWpfNQHBrbI0khZTTYN+DrBo8Xus9+vffDzq+/UH11v2QwkFKGpcS4M+ngg6ENzxCG23mCC5JzABnaEI7r17kxZki4IiuCdP1p74ioJ53ScKSfr+9s3fWl+NhEb4zfrfAHDJgkvikwNpZlGiAv2KXnhiW7Rq/aFtDwFw1syz4vt/QfoR3CoAOniQokAR919yP4VZhfSN9BESIZZULOH2/3d7YhII0sqywmlREjp4IHFjoHuo2yKFasvjENxpcL+zfFksm7TMVSEbVawpro2BWjgUFUGm/k5reTVzrPfr1z8a9f1r+1+jZ7gHcEn0psH9NgwD7yQ5/nbGKa6p1Ns1hTXUFNbEP1gajWuLKxZTml0aN0tDCMHTu2VtiVOqT0l8sDTx7wT7Wnb4zXE4gXI9OyM7fjEyhTRJcz5m0jHWhuXg/vqEbTc0S4J7bulcAhkxFNpp1M8BVhzz/6z3vQ3RBbqUT/Pp00+PrfRTSLPrrnUQIq+9FW2jB7IQes9wDwYGZ808K/aBFGmYkSHrxegO8/5khqCkH3731u8Q5tpkR9sOnt3zLOCiXkqaEdwn1Z5Hv7mM2vjmk1Hfr92/lq6hLgyMfxmCW21AHgyYCuQEggSVlXPcpAQEdxrUVFCYOVdmm+SMwLrtz8dsExZhy5c5qf+23y83qTWG3+eXBdGTxOdCCGseP7HqxNgHS5O5WyFv6gxC5hJz/VvRBLeax2rLa+PbB8KERckRxneB08b4czoQO9dmAhOYwPhj+nT52teXtIJ1FNKxwKSCec6LhwoBeHrX0xbh9ZfNf2F/9358Hh/XHH9N/GOkG8FtBgI+AZnt3Tyy/RHrq/6RfuvfF8+7OPFx0mzh4FRwg6w+v/nazdz63lu59/33su7qdYkDCoU0SeXn/7N33+FxVOf+wL+vmi3Lcu9yxzZuYGzjArapJqETSAgOKRdCDTchISGNm9xAcgk3QAjkhvK7EAghlAskkFADAdMNxuCCbQwG3C33Irmon98fZ8+e0Wp3dnallXSOvp/n8bMr7exo1jM7c84773kPgIFdB2J/H93YLdi5W0+4GGL5tuUAAIHEZ7ePc2x/zyybaYfzp+gwbdi7IR7QT1mf2LEGNEpLUd1FZzMvW/x8PChg/PVDnQk3vWw6+pWENI5NB9mRQFDvETqIWVe+EXUNTUsYPPvJswCA44cfH74ihzJb8yQPJ4w4IWWAe8X2FVi/V1+f045McSjwZ27MfNpZT5SaLIPblN+aM3ROeMCzqkqXbwDa/bmttFMpCsr0zfj88vASJWZod9KJuQCnAmAAMGvc51ARK9H7wdLGkw4qpeIZ3CeNTDNnjEM3agGguGxY/Pl7S5qOyAGAZ1frc9vMwTPRu0vv5CsKlm1IdxO/PQh8Fwfu00F8U4v7+tevB6AnTw0dhQQ4l7Ff0qkrdvfSN6Q+Wta0hODTH+ubHNPKpqFvSYoRZfX19nM70C8Z2n0o+nbpa0fcpcjgrqyujJchCs3gdqhESeEgO+p5xfLkAe5VO1Zh50E9eiPlCI3g9duB7/fRQ45OG+D+dPen2LZf78u0k6k68v1Gfj4O9tINttUrXm/SPjcJZqE3rwCWKGlhK5VSr2b57xUA4T1rImo7w4fb55+Fz9behAcB7p7bK+MX0MufuRzLty3HD174AQDgvAnnYXC3kNIrjnUUgw2BQZVoNNHioysexd7qvSguKE4f4HYoIALA7p8tW+K16gaVDsK/T/93nDfxPBTmRxx9EAyWtvMGtIig1yGB7MU0dVtNeZKRPUeipChhAi7HAtxHDTkq3oBWKT63qVvao3OPpgF9w7XvNwCJbWte+VYs2rwo/nulVLzs0hfHfTF8JY7duBs2Vk/I03tvXfwmpbG3am98WPdZh6aYSwHQozMqdXa7K+e1uSPmxrN6GzY1HqXxzMc6Q2hUr1EY03tM4lsbcyhj/9Deh2JA1wGh8wtEmigZaBwcd+A73ne0rlfbufIgcPBgyuVMzdYj+vsR4C4uLEZlT106Z9myFxq9tnDTQmyu1J8nZQaz4Vq7paQEtZ31yKElH7yA+ob6Jos8s1p/z08ZdUrq9TgU9AOgs8w76xrLZ3bTwcyL/3Exrn3lWvx56Z8BAP8x5z/Sj7hzrN0CABILem5Y9Q4O1trveH1DPR764CEAaa5j27fbeswOfL9FBNPKpqWdQPf98vehoJAneZg8MEXJiuD7HbhJjT594k8/+/jtpIuYMmODuw3G0O4p+tmOnddOGHFCvH1el2J0qcne7lfST8+7kSh4I8eB49woGKi/33lbt8VHWgHAJ7s+iZei+fKEL4evhAHudqX931Ii6qiKi20g49NPM3uvCXAPGxa+XHsUC3DLxo249aTfoiCvAMu2LsNhdx6Gbfu3oVdxL9x40o2p33/woM3+ciQQhJKS+BC2gfv00P0317+JuoY63Pim/qzzJs5Dz+KQeYHr622HyZEGVbwB1NCQ+SiFINN47tXLiZI8I8cGhvalmIzNWLZVT9DXpP424Fwm1FGDj4p3mPZtaDqkHbAdh1lDZiFPUjS1HAsEAUDRkOEA9A2sPy35U/z3L695OZ6x7luAu9swHcAdsA948IMHG7329MdPo7ahFiWFJeEBMIdGZxhnjT0LW7rp5nXVhsY3px//8HEAwGmjT0u/Ioc6yCKC44YfFy+/lHheK68sx4c7dKmayAFuBybPBYAR4wOZbClu3O2r2Re/WZky09HB81rhIJ29vunj9xpNOvjAsgcA6DJTh/Q6JHwlDh3nhvTX21q4Y3e81JKxdMtSrNy+EgBwxqFnJL7Vci3TUSS+rd8beh66d+qOTZWbcN2r1wHQmfpfPfyr6dfjWMY+APQZrSeF7b27Op7RCQAvrXkJmyo3QSD4+uFfT72C4A0/R/b39EHT02ZwmzId4/uOR5fCFPNEVFcDe3UNYydu5hQWorqHvlO7Y80KVNVVNVnk9fW6nTpn6JzUN3QcukENAMcOOzY+h8butSuTLvPqOj2vwKwhs5J/7u3b7cS5Dl3HOg3WsZIB+4B7F98b/725cTe8x/DwEQoNDW7dxAnR1gHu38f+fdTM9VwJ4JvN3xwiyomRepb6jDO416zRjw4HuFFbiyPzh+DBcx5ESaFuZfXp0gd//fJfMag05MIZbEg6EggCEG8MzCnQncEL/34hLvz7hfhwx4fIl3z8aNaPwt/v0IzdccGGfpKMv8gca1gcOWIWdsRKsNZvCq/DvXBzrM5fsolsHMuEGtp9KGr79gIA7N+wJukypt5daH1i1wIDQPz7PagSuHfJvdi6Tx+zNy+4GQAwd+Tc9IEgxwLc5jzUbz/w6LKHG2W+/WnpnwAAp405LXk9YiMY7HShcwyd3dR/tM5mK9i6PT6HxpItS+LZ+187/GvpV+RQDW5ATy63OT6BbnmjuUNMma1exb1ST05lmO93//5AQUgpk3Zi/MTjEevSY89nyQMDCzctRL2qR77kp55g08EAd68RepRN74o6/GXZXwDosmqPLH8EAMKDfoaDAe6CAfra02+/DeYb9y+9H4Cu2Tqp/6TUK3Hs+g0gvq19K+vxwtdfwOH9D0dhXiHOm3AeHjv3sdQ3pY2aGmDHjkbrckHwBvV/v/HfaFD6G//fb/w3AOCkQ07CkO5DUq/AfLd79Gj3EwYb08umx0vKqRQZ3K+sewUAMHtIijIdQOObfo7s84IyndHba09NPOnCUEph/lpdumTO0BRl9ADnrt/dO3dH4SDd/z6YpH3eoBrw3GpdkillUoKDN3IAQGLXngH79Pl754Gd2FO1B3cuuhMAcNHki8JHpuzaBdTW6ufM4M6eUup7SqmrlFJL0y8dup5HlVL3t9R2EVELOyQW8Mgkg7uhwS5/SJqASXtUVmbrla3QN6yYAAAgAElEQVRfjy9P+DI2fn8jFl2yCGu/uzZ8EjbABoHy8pwJiACId2ov7Pc5dC7ojNW7Vsc7jD+d/VOM7TM2/P3BjDlXGhaBzPVmBbgd6yDPGDwjXsJgy8fvpVyuqq4KS7foy/zMwTObLuBYB1lEMGS0zoLI39Y0Y3/1ztVYvWs1gDRDu12rwQ3E99GIg51QVVeFq1+8Go+vfBzPf6Inrfr+zO+nX4ejAe4CBRTsrogHfpZuWRqvz3vplEvD12E+c//+TozOMGZPPxcAUFRTj03rVwAAbn37VgC6BvPUgVPTr8SxGzmnjj4V27vnAwCkpsaOpILNXD977NnIz8sPX5Fjn/uwssnYHstcX/3Bq0mXeXO9Lr00eeDkpqWmAN1uc/C8VhAr3TCwUtdhrqyuxO8W/A47D+5EcUEx5k2cF76CffvsBNGOXL8BxINW/fcBD33wEDZV6PPUnqo98QzAC464IDwo4tj1G0CjeVOml03H0suXovpn1XjkS4+ge+cIE2UGM4Fd+tyxa25ZBfDBtg/wuwW/w/1L7o8HOv9jzn+Ev9/Bm1ezhs7CrtLYuXrHDptAE1PXUBcP/h4/ImQeDfPZHRmRAwD5sXkVBlUCz33SuM7+ki1L4uWXPj8qpC6zY/0SABgyRrfPZeu2JrWoF5cvxtb9+kZHyva5Oad17+7MjRwA8X009GAhKqor8PUnvo4LnrwAOw7sQLdO3fCtI0Pm/AIa38RhgJuIKI1sMrjLy/UkTYCbAe5OnWwjKFZqpUfnHpg6aGryjmGi4ERsDmR/xcUa+/0r6vHPr/0TM8pmYHC3wbj22Gtx3fHXpX+/ucB26QJ07Rq+bHuSMNFkVhzL4B5UOgi7e+jZubZ9kvo+9eLyxaht0FkB08qmNX7RxZI0AMYdpjtC3SuqUXlwb6PXzMRcQ7oNwcR+E1OvxMHOotnWKdD76i/L/oJzH9NB0DMPPROnjA4J6AM6O8Qc544FuAGdGXPtK9di3Z51+O7z3wUATB4wOX25Chf3NYDPH3Nh/PnNf7saCzYsiA93vWrmVenr1CoFbNyonw8OmW+iHenRuQdGTQyMvIjtu82VmzF/jQ4EnTv+3PQrcizQW5RfhIre+o7l+lXvJF3GzC1w9OCjk76OnTttBpgjnxtAfFsH78vD5srNmH3fbPzytV8CAK4++urUk+4Z5hgHnDnOAcSTJ0bUdkFtQy2uefkaAMD1r12PvdV70aNzD1w0+aLwdbh4bkvSXkt7LgsKtvMcareYfTS6Sgftrn7xalzw9wsAAF8a/6XwEWeAk/u6W6duGDRKj7YRpZqUEXxv83uorNHzY4QmHpl93revOzepAyPunlz1ZKNgrxmNNL7veIzsOTL1OhwrUQIAUybria/77a3Dsi2N+yamNM/4vuMxrEeK0eGO3ZyOi23vFNH7/blPnsPfP/o7AOCmk25KPVGwYfrfnTrZpC1HMcBNRLmXTQa3WTY/380SJYAtU2JqiWfCtSxHwzR8y8txzLBj8PbFb2PDVRvwi+N+kX7YJ+DcjN1x5nN3oBIlANAwUDd6K9d9nHKZdzbpYMnYPmPRo3OPxi9u22Zr3TnUmJw0SWe8FNUDL733WKPXHl7+MADg9DGnp+4019bawL5DnUWzrX321OI7078T//WUgVNw9xl3p3//li225IMr57auXeNZPKNqSrB1/1YMv214vI7jjSfdmD44Ys7nLu1rAIV9+qG+SHfmly/+J46+92goKEwZOAVfPSxCndrdu+2Nalf2N4B5R12KA7H7yjs+0TWn/7DwD6hX9RhUOij9DQ3AyWCQDNTbumdN0xIldQ11WLBRT7I6a+isJq8DaHz9c+hzm6D04bV6fpBlW5ehpr4GE/tNTF9WDbDf76KiRpO7tXuxtsZRBTrA9eelf8YpD56C3y74LQDgmtnXpM9odjyDOyvmfT16xCesdELsHNxtz0F8YdTp8V/PHjob95xxT/r3O3odO3xSIEM5YZ+bcnIT+k5Av5KQ0bIuBj0DAe41e9bEJ1dsUA348zJ9o/rssWeHr8P8fznULxk2UV+fOtUDT7xu26UNqiFeium8CeelXoGD124A8ZsQvffU4K7T7sLArgPRu7g3fjP3N7hkyiXp3+9q/zsJBriJKPdMBvfmzXryxCg+iU3eNmyYO3fLEzUnwG0ygly7wDY30OvYhINxgcB+1hwMcHcbfigAoG7jhiZDAY23N+oZ3GeUzWj6oqO17oqH2VElL772p/jzldtXxgP635j0jdQrCA4FdOk7HttW2bIFv//c77DiihV47YLXsPDiheGdQyNYq92Vzy0S7zj8aty/o3snG/C59fO3Yu7IuenXYY5zh4K8AAAR5A3Ww5zLYnPvDek2BI9+6dH0JTqAxvvboczWc8Z/MV6m5In5t+PjnR/jlgW3AAC+Pe3bKMyP0CZxMCDSbYQ+nxdu2RGvr28s2LAAFdUVEEjqTEfzmbt2BUpLc7ilLSx2bHbdvhfPzHsK35j0Dfxk1k/w6gWvomtRhJFkwVEKLgUGYufgsv158YDP8588DwWF44Yfh6uOuir8/dXVOmsfcOo4b7EAt0ufGbDXb6Xwt2PuwKJLFuHti97Gqxe8Gq00y4YN+tGx69jxh52BvXqwIbatXtLoNZPRe/qY0xPf1piLQU+TsV+tRw3f/u7tAIAXP30Rn+3WI6ovPOLC5O8F9M1pU2vepX0eaGu8/MafUVmtM/Sf/vhprN+r++Oh7XPHRl/FmSz7bdtw2eSLsfkHm7HjRzvwo1k/ijZCxdX+dxIMcBNR7o0MDH9auzbae1yuv200J8C9bp1+HD68xTanVZgLY7YB7mBpFpc093MDTga4Bx+qS4702l2Fj3c2zeJWSuGVta8A0DOWN2ECAz176lrmrujWDXUlelLBdSvfwsrtOuPxprduAgCM6zMueUDfCB4nLh3rpsHf0ABs24bxfcdjzrA50YKdgA149u2rsx1dEdtHExp646Nvf4R7z7wXCy9eiO/O/G609zua+QYAMkQHuG8YczmePO9JrLhiRfqJRA3z/Q7OU+CAwvxCdBqi2y2frXwLh/7hUFTXV2NUr1H43szvRVuJg53kPqMOBwAM3If40GbDlF6aVjYt9c0sF4NAgA2I1NXh1O5H4v4v3I8b5t6AXsW9or3fHOcuBYGAeLtFNm/Gg+c8iBvn3ohTR5+K6467Dk9/5WkU5KUpj+fqjdrmBrhdDQQF9pGUl2PqoKmYMXhGtNGVgO3LODaqdlrZNGzrro/l9xc9Hf/9Z7s/w/vl7wMAzhl3TvhKXLypEdvfQ/br9tmjKx7Fi5++iB//68cAgJNHnRx+LQ+2Ux26QY2uXaF66Bs2Pbbvw3+99l+ora/FL175BQDgC2O/gOE9hqd+v6sJZqYvUV9vbzxmwtX+dxIMcBNR7vXta+spRy1T0tED3OZGgGMNyXiDYOvWJpO5RGIaFkNCZnJvj1oig9ux2coBoO+hUwAAgysQn3AvaMX2FfEJXZJmujpWnzcof7D+fg+sULjyuSvx1oa38MBSPfzxJ7N/Em1irj59dL07VwQ7d9nczHG19JJp8JeXo3/X/rhw8oVN68mHcTWDG4hfxwbursNZY89CaacMMnOD+9ulzFYA/UcfAUAP7waA7p264/4v3I/iwuJoK3Aw2JtXps/DgyqBx1ba0ktKqfjPp40+LfUKHPzMABp/L4P1tKNy9Tpm9tOOHcivrcMPZ/0Qz5z/DP7z2P+MNldMsL3jULslfh3bvx+orMz8/S4GOwFdTqV3rA5vpse5UjbxxvRtHJEnefFj/ePlr6JB6bJ4d7+ny1eM6DECRw46MnwlDo7IMZ+5864KzOo/DQoKn/vL57B061LkSz6uP+H68Peb63denlvfbwASG3k2uAK48a0bcdQfj8KSLUuQJ3n4xbG/CH+zGang2HHe6NjMpi/q6nUsCQa4iSj3RDKfaLKjB7hNQ9K1ALe5wMYyPDPm6gW2uRnclZW2o+VQEExix3ifg8BLK55q8voLn74AABjZcyRG9BzRdAWu7m8AEtvmsgrgpTUvYda9s1Cv6jGp/yScf9j54W92NRDUpYuuOwo0Lj8RlasBbrOfsvnMSjmdwR2/2dicuSRc/H7H9tV5PWfjrtPuwvIrluPoISkmV0x08KCuPw64FRCJbeugSuDlNS9j3R7dDnlzw5v4dLduk4We21w9rxUXZx/4A9w9zoP7KZiNHVXwRq2DI3IAZBcIMu9xMdMx237Jrl3AgQP6uWv9Etgblp227cRfV/4Ve6v24u73dYD7sqmXpc9id3BETnBb/2/2bRjaXe/7PMnDHafdgSkDp4S/35zXBg4ECtKM5mhvYu2WWaI/83vl7wEArjvuOhwx4Ijw95rvhmsB7tJSWxqsI92oTYIBbiJqHSZQvXp1tOVNDW4fAtw7d9qGYRT79unGJOBeiZJg4y+bYJC5c+7aBdZ87i1bsstcD/5fuRT8CzQAP17yEnYd3NXo5cdXPg4gJOvP1Yx9IL6fzu5qM3+GdR+Gx7/8ePqh3S5mAxktEfB06RgH7Pkom3NaZaXOFATc6hwbLTGXhGv7G4jv8367qnHZkZdhcLcMrknBoJlL3/HY8dmzCiiqacBvF/wWSinc8MYNAPRkdKN6jUr9flcD3ID9jnekwEAwQJvNzXkXg36AHlWaHyur1ZwAt0vfbcMEp00STVTB5V0L/AHoNmIsAH3z7tvPfRtnPnImdh7ciW6duuHiKRenX4GLbbbA97tsn2DlFSvxr6//C59e+SkunXpp+vd7cP0+r/vR+PkxP8fZY8/GA2c/gJ8d87Pw91VUAHv26Ocu9kvMNpu+dCZc7o8lYICbiFrHuHH6ceXK9Mtu324vMKNH526bci3YCMwkOBBsSLqWKdGli82EyjQgUltrs4hc6ygGaxNv3575+03grKhIZ0O5om9fqFiJjQG76+IBbQDYWLERCzYuAACcO/7c5O93NTAAxBv9k+r74NMrP8WrF7yKD//9w/AAkOFyIMic1zLtIAPuB7izCX4FA0eufW7A7u8NG3Q2eiZc3d+AvfY2J7Cfn+9WlmfgfDSwErjj3TvwjSe/Ea+/fc3sa8Lf7/J5rSUC3K4d54WFQL9YPfVsAtwuBv2AxiUXOtpQfnNeizofkmGu97162ZKTLgnUo962fxteW/caAOCWz92C3l16h783OJmqS+e24Pd70yaUFJXgxJEnhtefDnL5+h37bhZs3oJfHv9L/O28v+Frh38t/fuCgWEHb+RkfR2rr7fncxfPawkY4Cai1jFhgn6MEuA2y+Tnux3g7tPHTpwXtTQLYBueJSW6MemabAMD5eU2gOLaBba5tYmDgQGXatWKxCehG7oX+J+F/wMV24emvuHArgMxa2iSCSYBdzP2Advo37QJI3uOxDHDjvG6Pm9ccwJ/5j2uZYiY43Pz5sxHaARvXvVO05Fuj8y+2r/flt2IytXSDYDt3G7dClRVZfZec5wPHmwzRV3Qr198e08oGIV6VY+/LPsLAODLE76MU0afEv5+l89r2QYGqqvtTW0Xj/PmTLjociZztmXlampsIoZr1zHAjgrN9Aa1oxNMxsXOSRNre+L0Madj6sCp+OOZf8RFUy5K/95g+R7XjnVzLm7OnCkunteyzWQ2y5eUAD17tuw2tYZsP3dw3iwX93cCBriJqHWMH68ft2yx5TdSMQHu0aPdmoAtkQgwKpbNaUquRGEansOHuxXsNLLN8DQdSxH3OsglJUC3bvp5cxqSrn1uIN6gGlIBLN+2HA998BB2H9yN29+9HQBwxbQrktc3VMrtTKhAgDtjLu/vbIc4NzTYRrdrnWSzr+vqMp9bwNWbV0a2I5EAdzNbgcafO9POoqs1PAsK4vvq5rHfxRljzkBZaRkum3oZ7jvrvvD31tfbQJBrQSDABgYyDXAHr/cuXseaEwBztUQJkP3+djkRA2h+iRLXzmlG7Bgt2L4TT537BBZdugjfnPzNaO8N3vxxaUQO0Lzvt8vX7+ANy0xGngWTMFxsrzU3sA+4eT5PwAA3EbWOQw/VwwKB9Fnc5nUTFHeZqSGeTYDbtSCQkW0D2jSmBgzQQ+tc05whzi4PBYx1eI7L0xPJXvHsFTjhzyfE6xt+68hvJX/fzp06+w1ws6NotnnXLj2pXFRKuf0db84IjdraxutwRfB7men32+WbGYC+cde9u36eSafp4EF7M9vF81r//nbivEyPdVdHKgDx83mP7RX4x1f+gY3f34i7Tr8LXQq7hL+vvFzfxALcPp9n+v12tRyN0ZwAmKslSoDmB4Ly8tz83Obau2uXndg8CpfbLIA9zpXS2aqZMMe5a5OpAi2Twe3i9ducz4PlZaJw9ea00dzrWN++QOfOLbtNbYABbiJqHcXFwEgdAMOKFeHL+hTgziaD25QocW2CSSPbSclczuYFmjcZm8sNSTNbOYairLQMFdUVWLJlCQDg9lNvT13fMNgAc3GfB/dVJlnce/fajqWLjWizzeXl9gZFFKaDLOJe4K+42JYXyTRj3+UsKCObiUVdrz2el5f9hKoud5KzvY6Z5UXcPJ9nm/EXvDHvUjkaoyUyuF0M9GYb4HY9ESPYr8gkCcXlcxrQvDKCLo9UyPb73dDgdk3m4DZn8h03y7p6nAfPa9lcx1zc10kwwE1ErSdqHW4TAPcpwP3pp9HfYwLcrmZKZJvB7XI9ZqDDB7iLNm/B2xe/jQuPuBCnjzkdT573ZPikLqZB1b07UFraChvawgL1ajMKegaPDxcb0cHzUiYdB3M+GDTIvSwoIPvMGNcz34DGE01GFcxsNRO6uSbbc7rLneRsS4yZ/6OBA93+fldXAzt2RH+fy9n6QPYBsNpaW3vcxcBftjevzHfb1f3ds6edJDKT77jr17HOne2cRpke6y6PVMj2+71tmy7JBrjZLykttSPPMmmzuX4+N9tdVZVZ5rr5P3L1cydggJuIWo8JcIdlcO/aZYePmeVdZgLca9bYxkI6q1c3fq9rTAN4xw7gwIHo73P9DnJLBLhd7CgGPvfg0jLce9a9eOorT+GssWeFvy84EZuL8vNthyebAHew9INLgplrmRzrrt+468gB7myCQeZzuzbRYlBzs5ldDnBn+pldr9GbbcbfmjX6ccSIlt2e1pJtAGzrVpsh6GLgz5zTtmzRE0dG5Xo7VSTzJJSDB+3NDFe/30D2x7rLNzWy/czBNq2LAW4guzaby9duoPF5KZPP7fp5LQED3ETUekxG9vLlqYfOLF6sHwsLdd1u15kgdW1ttE7Tzp3A7t36+ejRuduuXMp2UrKOmsEdnJzLxYakafQfOGCP3ShcL8UD2GM1m0xmVxvQwdINHSkDzHw3Mw1wu95hArI7t/nw/c5mNNLevUBFhX7u4j4P1tjPZnIuFz8zoCeK7ttXPzdB6yjMce5qgNsEp3fvzmwuiWAAzOUAt1KZBf9cDnYa5jtujt10guc/V6/fQPbBXpfPbeYz79mTWcKR+X737Al0STP/QnuVaRmihgbbvnNxXwONM9ezKc3iav87AQPc7ZCIFIjIt0TkTRHZKSL7RGSliNwgIi0yg4mIrBURFeHf8ojrO1VE/iEim0SkSkTWiMh9IjKlJbaXPDF5sn7cujV1xuO77+rHww4DOnVqne3KpbIy+zmi1OE22duAuxncwUkqMgmImE6lqwER0yDauFEHraPats0u72KAO9gQzCQQ5HrmG2CP1agdRcB+J1zuKGYT+HM9wJ1NNtDevfof4O7nBjpugDubzx1c1sUgmPnM+/bpoEhUPpzXzDwxn30W/T2ut1uCo8YyCfyZ/T1ggJtt9UGD7MT32ZRecjkQlGm7xfRdunbVpdlc1RED3MFrUDYJRy72SQxzLYp6w3LzZjuaw+XrmNnnzOCm9kJE+gB4A8AdAHoB+A2AHwFYA+AnAJaJyDFtt4WNiUieiPwvgGcAzALwZwBXAngRwPkA3hGRK9twE6k9OfRQW2vXBLITLVqkH488snW2Kdfy8mynKUqA++OP9eOQIXpiMxeJZF7H88ABHegF3A14ms9cX28npYnC9aGApaV6dnkgu8CAq/sbaF6A28XOksEAdzTBDqWrnxuw275pU/Th/K5ntgKNA9xRs5nNPg9mUrkk2xFYPpzXzLEa9TrW0GDPa64e5/37N28uCVf3d0GBDXh2tEzHQw7Rj1H6JMHlRo3S7XtXmfZ1Jvu7vt7trN6+fW1fMpP2mg83qM1xHvV8bubKys93c18b2WSum3O/y+e1AAa42xERKQDwBIAZAN4CMEUpdaNS6g6l1GkAbgDQF8DfRaQlahc8CWBcmn9npFnHrwFcAmAHgBlKqZ8qpf5XKXUpgLOgj7FbReTcFthecl1+PjB1qn7eUQLcgM3ENsHrMCaD29XyJEZwmHMUwQChqx3FsjLb+M8kMBAcCujqTY3mZL65ur+BjhvgzjQQpJTtXLnaYQp2Ghoaor3HfGZXg52GuYY1NEQ/1l3PbAXsd7S62tagTSf4/XYxGBScG6CjBbgzvY5t2aKPDcDd47ygwAb+Otr+zjQQVFNj5whycXSGMWaMfly9OtqNO9fnBTKyGZGzdasuMRl8v0uySTgC/LhBbc7nJnCdjllu2DA7z4yLMi2duHmznSPM5USMAAa425dLAMwGoABcopRKLIb2CwCfAOgB4JYW+Ht7lVKr0vxLOa5DRCYA+GHsx58rpRrdClZKPQ/gAQAC4H9EpKQFtplcN22afly4sOlr27bZC7BPAW5Te3zlyvTL+hbgjtqgMsGQrl2B3r1zs025VlRka1Fm0oA22SEuTjBpmEyJqA3Jigo9oSzgdgPabPvatZlneLrYWTJMRzdYUinM1q22/qOrgSCz3TU10UdoBLPWXQx2GgMG2DqcUbL+6ups58rV/Q1kV37J9Rr7QObX74oKW87E5c+daYDbBIGCQSQXZRMA8+E6lmmAe/Nme513OdPRBLj37bPzv4Qx53xf+iXZjMgB3N3n5hrcUTO4d+60peLCmP6LeZ+rMi3NYq53wfl1HMcAdzshIgLgp7Ef31RKNYmEKaVqAfwp9uPpIjKplTYvlZ9CH0MHATyYYpm7Y4/9AVzcGhtF7dz06fpx4UJ7x9B49VX92LUrMHFi625XLpnPsjxCSXtfAtyZdpiC2bwuB4KyyRBxPbMVyDxTItjwcvlzm22vqrIldsLU1tr6jy4HBsz5qbxcd5LTMaNXgiWbXBPMyI3acfChLjGgP3cmN7E2bbLzCrj8/S4uthMPRs1cN/8/rh7nQObXMV9K8Zh9tm5dtHk0zHmgrEzf4HZVpiPugsu6fB3LNMBt9newvImLRoywZWmijCwNlihxmTnODx4EduyI9h7Xa80DmU8qGlzW5et38Bocpc3mS4A704Qj838zdKjbmesBDHC3HzMBmNsm/wpZ7sXA8zYr+yEinWDLl7yjlKpMsegCAKb3yzIlBBx7rH6srGyaxT1/vn6cM8ebkywAG+DevNlmrSbT0ACsWqWfH3po7rcrlzItYeDDcHag407GlmmtO/OZe/TQ/1wV7NxH6Txs3GjLW7icKRG8ARelEW1u3I0Y4W4gqKjIZnBFDXD7kM1rZNJpCgaCXJxXICjT0Qo+dJIzvUFtzn1du7p9PjftltraaPWofRjGD3TcDO5sEzGGDdPnNlcVFtpjNl2Au6bGHueuJ94E21xR97m5+eHycZ7piJx9++wNAJf7Jd262fmBorRbTP/F5Ws3YLd/yxZg//70y5vP7fp1LIAB7vbjhMDzJSHLLQVgij+eELJcRkQrjWWSR3EkgG6x5ym3VynVAGBZ7MejRMTRArPUYvr2BY44Qj//V8K9nJdf1o/HH9+625RrY8fa2dpXrEi93Gef2WH8hx2W++3KJRMU2LhRZ0uk41tHsaMFuIOZb6ZeYRgf6m8DQOfOtixNlKCnaUgWFro73BXQQSzTcYgS+DOdaNc7yOZ4jRrgNt9tl7NaDXNOj9JRNJ97yBC3A0FA43q16SjlR4A729qlrk9CN3iwPV6j3Kz15cZ8phncBw7YAJjLgb9gIkaUkhXmmHB5dIYR9by2dq29Ke96BndJiW23RA32+nAjJ9MAd3A5189tmZSd8uHaDTTe/kyuYz6c12IY4G4/gvUYUo6VUkpVAzAz3Uxo5t/sLSI3i8gq6DIjFQBqROR9Efm5iISlYUTa3oTX8wCMzX5zyRsnnaQfn33W/m71auCjj/TzuXNbf5tyqXNnG9j54IPUy5nXunVzuzEFZJ7h6UvA0+y3jjYU0DSo6uujdZJ92d9AZhNNmqG+I0faIcKuMt/xTALcplPtqkwD3L4M7QbsdzxKDW5fAn+APc6jDOXfsUPXowbc3ufB73aUwJ85JlwPDBQU2GBQlMCAOSZc3tdA4xvzUfZ3sKSHy21Vs98qK6OVrPAxwJ3uvGb6ZSUlukyH6zK9mWOWc3nEnfnMmzdnloDSrRvQs2futqs1RB15tmePHWHt+nWsVy87kqoj9b8DGOBuP4YHnm9Ns6x5vZuINOfMczqAbwL4B4CvATgTwLXQ9bJ/CeBDETkqxXuHJ9meVIKvD0+1UDIiMjjsHwAPrrYd0Fln6cd33rEdo0cf1Y/Dh9sMb59EqcNtAtyHHeZ2FhSgJ4o0DaNMAiKuX2CDjakoHcX9+4HtsXuWLgeDBg2y9QmjBAaCgV7XZRPgdj0gAmQW4PZlboFMAty7d+vJjQA/9rc5t61ZYzP6UvElYx/I7DgPdiZdvpaZz1xRYa9PYXw6r5n9FiUwYIJ/rpeUM0Hq/fvDy+gZJujXubPNiHVRcM6XTEoY+NBuMQFucwynYvolEye63y8BMs9m9imDu6HBTmofJph04/o+jzoaKfi6D9/vTErK+XRei2GAu/0oDTyvSrNscLx/acql0vsIwGFKqR8ppR5XSj2llLoeOjt7GQAuKNAAACAASURBVHTw+FkRSdZiba3t3ZDm37sZro/ag6OPtifSu+7SWZ/33KN/njfP/QtqMibAvWxZ6mWCAW4fRK1dunOnvnsOuH+BNZ/5wIFos9P7MhQwL88GBqLc0DC15sd6MKgnk8/tUyAoauCvocF+7o6UwR08HnzY3+YzVFen7yT7krEP2ON8+3Zg797wZc0+LyvTE1S6Khj4yySw78NxbvZ3usDf7t12YmFfAtxAtMzWYNDP5fZ65852joCOFggyba9PPtHn9FRMUs7EiamXcUmmAW4T7HU5wD1okC29FCURw4dRpUbU87npkwwcqOeScF3UAHdVlZ343uWb8gkY4G4/gi3hmjTLBl/vkuXfmw1gmlKqySwqSqnd0JndANADwE1J3t/a20s+EQGuuEI/v/124Dvf0RdUEeCyy9p003JmyhT9uHgxUFeXfBkT/PYlwG0aFukCf6bhIeJ+B3n4cFtvPUqHyTSyS0p01rvLTIfpww/Dl6uutg1o1wMDgP3c6RrQgJ8B7nSfe8MG24F2PaPXdAA2bkw/1Nfs64ED9ffbdUOH2lEapjOYjFI2wO3D9zv4XU0X7PUl0Nu5sw3opPvMdXX2ho/rnxsAxo3Tj+muY8HznuvntdJSO+IuSuDPLONy2QYjaumlffvsaAYfAtymn1FXF36smwC3L/2STObJ2bXLjmhw+dyWn2+D1VH6JWYZHwLcE2LVfDdssOXDkjHzY01obvXfdiJqgDs44taH81oMA9wZEpECEVEt8O+ChFUHs5yL0mxG8PUD2XwOpdRGpVRlyOvvQU9oCQBniUhi5KW1tndImn/TMlwftRdXXKEbx1VVwJ136t9deqkfF9RkZszQjwcOJC9Tsnu3DQqYYLjromZwm47isGFuZ70BQFGRzRCJktHr01DA8eP148qV4ct98oktceBDAMx8ho0bdSc4leAEdC53lgzTEdi+HdgaUqnMBEOLitzOggJsgLuhIX0gyJeyLEZ+vj3Ww77jmzfb74EP3+/SUlt7Nt21zLzueg1PIPoIjfXr7U17Hz63CXCvXp06GQGw7ZahQ/24gZVJbWJzHfMhIBI1EBQctePD5+7TR2f2AsDSpcmXqa21129fMrgzKSkXPCZcP7dFrbkeXMaH67c5nwM2iJ1MRw1wm+tYjx5A37653aZWxAB3+xEMNndOs2wwApQySN0CFsUeBcDMhNdaZXtjgfiU/wBEqAFA7VJxMfDEE3rWekDX5b7llrbdplzq3982rN5+u+nrCxfqx6IiYPLkVtusnIo6OZcvdSwNE7zMNMDtuqgBbtNh6tXL7fqdRvC4DTvWy8uBg7F7wz4EuA89FCgs1M+jTJ47YYL7E2sOGmRvwqUL/PmUrW+Yzl/Yd9x8BwoK/DivAdGvZeb/JdipdlXUEVimA92pky334DKz72prw+eT8K3dkskE2T7dqM0007FnTzuBm+smTdKPqQLcH39sRyr5ksFt9veuXXaOjFTMuW/QIPdvYkWtuV5fbz+3D+e2khJ7Q6ojBrjXrQu/URssF+l6klUAA9wZUkrVARjXAv+eSFj12sDz/mk2w7xeESsnkivbAs8TJ3Ncm2R7Ugm+vjbVQtQBTZ2qG9MVFcCTTwJdPK9gY7K433mn6Wsm6D1lih0G7jrTUdy0ydbYTsa3jmLUIa+A7TT5EAgyDcPycj0iIZXg/vahQdW9u83wDCvdYIJj+fk2W85lhYX2pkbY3ALmtcMPz/025Vpenj1PpSth4FsGN2D3d1hH0Xy/DznE3gBxXZTst/p6e0z40EnOdATWIYfY8lwuGzRIZ+0D4d9x39otmdyYN8u4ntUKRA9wm+++D5/ZMAHuVNdv8/u+fYF+/Vpnm3Itk5JTPt2kjprBvXYtUFPT+D2uM9fjVO2WAwdsX8yHazdgz1N1deGjDX27jsV40BJpfUqpVS3wL3GmmmDNgpRFzUSkEwAzhiCkh9EigsdHfcJrkbY3JpaiiwYAIb1/6pDy821nwndHHaUfX3lFlysIeust/TgzcbCEw8aPtx3eZGVZDN8usJl0FM1n96EhGQxYh2V4mqCBL/sbsHW4wwLc5jswerQ/gT8TtI4yea4PAW4g2r4G/OocG8FRGonXMMN8932YQNYwnzvsOvbZZ7rkGuDHcP5giZJU+xrwL/NNJFodbnMs+JCtD0QfpbBnj8189SHYa87PW7eG1+j1aXSGEczgTvYdf/dd/ehL2URAj8AyoxXSHes+XcNNe/vTT8Mzes3/SZcufozIAez1ONX1e9Uqe/yba73rysrsqIOw61gwg9sjDHC3Hy8Hnh8Rstwk2P32cshyKYnI10XkygiLBrO2yxNeWwRbbiTl9opIHvQ2A8ACpdTBVMsSee9zn9OPa9c2HiZWVQW8/rp+fswxrb5ZOVNcbBuGqUoYVFXZBpUvDYtggDssMNDQYDNIfAj2FhfboYBhAW4zHNaXgCcQbaJJ3yZrAtJngNXW2mPBl/1tAhxhAe6dO4EdO/RzH25eGeYcvWePHqmRzJIl+tGX/Q3Yz/Lhhza7LZEJ9HbrZkuvucxck/bt06OwUvEtwA3Y73iq69i+ffbafURYl80hJsD92WfhATCf6hIDjQM7YYEg85ov7VTAlkPcsSN5aRoz2tSMPvVF1PkFfApwm3ZIbW20jN4xY/wYkQOkz+B+7z39OHSoP+WH8vLs507V/1aKAW7KubcBbIw9PzFkubmB549l+bcuAnBDLPgcxqSS1kNvX5xSqhrAP2I/zhCRriHrMK9lu71Efhg71paiePZZ+/vXX9e1efPzgRNOaJNNyxkTzEt1gV2xQg/tBmywzHWmMbx3b3iNv/XrbcafDwFuwDaoUgU8q6psR9GXwABg919Y0NN8B3wKcJvA34oVtlZn0IoVNiDoS8DTdASiZHcGJ2b0wahRtgb5++83fV0p+9336fttrk3BSdcSBQO9PpReOuQQoHNsip1U53Ol7LHuU4Db7G8T+Ej0wQf6s4v4cz43Qb/a2vCJJk2Au18/P0ZflpTYyYNTZXgq5WcG95gxQO/e+vkbbzR+rbbWnuN9C3BHLdfhU4B70CBbBjTsc/s0qtQw5+jy8uQTopuRCtOmtd42tYZ0/e8tW3Q/FfCrnQoGuNsNpZQC8OvYj7NFpMmtFBEpAHBB7MdnlFJNZoUQkTwReUREKkTkppA/2QXAsaleFJHjAZij/f+SlFQBgP+GLjtSDOD8FKu6OPa4FcA9IdtD5D8R4NRT9fMnn7S/N89nztT1fH1iLrCpOsgmm3foUD15jw9GjrQBjig1mTt1Aoakq/TkiCOP1I+mwZho5UqbHebLDQ3AZnWtWpU8wzMYCPIlIALYocs1NcDixU1fN6WXRo70p4anCXDs2GGztBOZfT1mjD9zKgB64kizz83EyEHr1tkOk0/f7759bZ39VNey4GSqPsjPt0O7U33mLVvsfAs+lGUxTKDjww91tnYiM0ph1Cg/gryAHnVgbmiEZbb6VH/bSFfCYPNmoDI2aNmnDG4RYPZs/TwxwL1woU3AmD69dbcr16KU46moALbFpiLzIcCdlxftc5vXfAp4jh9vy3UsWND0ddNf8e04T3deM/3vTp38OMYDGOBuX+4G8AYAAXC3iBQnvH4tgNEA9gC4KsU6TgJwHoBSAFeLSNgtuNtFJHHySIjIMAD3xn7cCuAnyd6slFoOwATR/0tERias53MA/i3243eUUvtDtoWoYzj3XP34+us6GFZdDTz8sP7dvHltt125EryDnKxch7nA+hQMiVKaBbCZEqNH62CCD0xgYPHi5IFeEwQdOhTo1av1tivXzFDfmprkw9rXr7f1PX0KcPfubTOa33yz6esmwH300a23TbkW/L6m6jiY3/sU9DNMJzDZTSwT+CsttVmRvkhXb37RIv04dWrrbE9rSPeZzXFeVORXB3nyZB0QUir5SAVznPs0SiEvzwatwwLcZuSKT0Pa0wWCzDW9qMi/89qcOfrRlEk0/vlP/ThlCtCnT+tuU66Z7OSw+QWCySm+nNvMdzZskmgf58gpKLB9k8QA94EDtp/mawb3qlXJR1ia/thhh/kzL1AMA9ztiFKqDsDZAN4BMBvAeyLyQxG5QkSeBvAfAHYA+IJSKlXrI3GfJhsn+QEABWAcgA9F5A8ickns3+3QE0gOB7AawFyl1IaQzb4GOjO7L4CFInJ9bD13AXgKOsP7e0oplichAoBjj7WNjJtuAu65R2dAFRYCX/lK225bLpgOYEVF8k6TjwFuwAYGogS4fWpImgZiTU3yoIhpUPkUGAB0hqfJwk8WEDHHQXA4tC9mzdKPiRlggJ8B7s6dbZZusn0N+Fm2wTDf8YULmwYH3o5Vs5syxZ/6nYa5iZUssL9rly3dYEax+CBdgNsEeseN00EEX5SU2Exdc+MiyPzOt+tYlNINJjjmUyZzuhq95vgfO9av4xywAe4PPwQ2brS/f+EF/WjmDvKJyWTev19n5ydj2mzDh/szSiM4qWgyW7fauTV865MddZR+TAxwv/WWLpOZn+/XzWnABrhra5PPD2Tarz5NIhvjWevTfUqpHdDB7SugM7V/Cp0lfQiAGwEcrpR6NWQVLwB4HMA+ADcrpZoc0Uqp78TW90MACwCcAeD3AP4AHWB/Fbq0yGGxLO2w7W1QSl0C4LTYur4J4H8AnAzgEQAzlFK3RfrwRB2BCPCDH+jn994LfPvb+vlll9laeD4ZMQLo318/N8Euo67OXmBN8MAX6WqfATZDxKdad7172yywZCUMzDHgW6YEYBuJyYKeJih2+OH+Bf5MgPvNNxsHPMvLgTVr9HOfAtxA+L6ur7cdSJ+y9Q2Twb1rV9ObluYmhzkmfGI6yAsXNs2GMrWaCwv92ucmwL1qlZ4nJJGvtUsB+5kSb2hUVNjAvm/HuWmLpJpfoL7evubTzTuTwV1ennzeFB9HZxhTp9ryS3/7m37cts0e95//fNtsVy6NGGFLh6Vqo/s4Z4q5IbdsWfKJZE0CSqdOfiXeAPb6vWiRHjltvPSSfpw2TU8Q7ZN+/Wz/O9l8EmZ/M8BNrUEpVaeUulMpdbRSqpdSqkQpNU4p9WOlVIpp6+PvrVdKnauUKlVK/TBkuTVKqZuVUqcqpYYppYqVUp2UUoOUUqcrpf4Ym0gy6jY/q5Q6Qyk1UCnVWSk1XCn1b0qpFOlNRB3YN78JnHKK/XnUKOC669pue3JJxAa3EksYLF1q6xr61lFMV5pFKX+DYCYA9vbbjX+/d68NDBxzTOtuU2swjcRkDUmTNWIa2T45Njadx9atjTODTMehWzf/SnWEBbg/+sie13yr6QjoeuplZfr5iy/a31dV2aCIqevqE3MdO3CgaQacCexPnuxXzfUpU/Q1vL4++XnN3MT0McBtJtZ77bXG1/C33gIaGvTNDN++3+ky9tets3WZfcrgHjvWDtFPdk43AW4fj/P8fOCcc/TzBx7Qx/oDD+hjvE8f/25OA3pfmzaJaZMm8jnAXVWVfEStxyUrMGeOHn1x8CAwf779/b/+pR9PPLFttivXZs7Uj4mZ63v22FFnviWYgQFuIqLWl5enJ5a8917gttuAd97xqx5xolQlDF57TT+OGWPvMvvCNIr37m087NPYtMlOUOdb48IEt156qWlgQCldx9K3wABgO7/vv98427GhQX/HAT8D3CNH2mDH3/9uf/+Pf+jHU07xp8a8YQLcq1bpYc5BJug3cKANBPtExGb1mTqtgK7hWlOj97WPx3nfvnZoe+K17OWX9ePxx7fuNuVa9+42EJQ4AmvbNh3wBPwM/J10kn7cvLlxbWYTHJk2Tc+34RNTlmDbNj2BaCJTwqOkxJ+JsQF9U8q0wxIDQbt324k1fSo/FHThhfpx0SLdN7nlFv3zN76h22s+Mvs7WYBbKXuTx6cA94ABdrLvZJOCm9/51icBgB49bGKNaaeuWWNvXgWTznxiblAlXr9NG6ZTJ3tj0yMMcBMRtYWiIt2ovPJKv4PbAHDccfpx1Spg7Vr7+1dj1ZZ8zOYdOdJ2fpMNgTQNyS5dbNDEF6Zm4+bNjYc6m4ze6dN1HWPfzJqlg3s1NY1HKyxebCeY9DHwBwBf+IJ+fPhh3TmsrASee07/7owz2m67cmXSJL2vlWoaEDEB7hkzdDDYRybA/fLLdjLZZ57Rj7Nm6c6kj8y17Pnn7e/277ejVU44odU3KedSdZDNz8XF/o3QAPQ13EwuF7yR89RT+vHkk1t/m3JtzBgb0ExWp9cEAydO9K/Ulsl0TBx5Fiw/5GEgCIAO3Jt22znn6LZbSYktp+gjk82cLNC7ZYtNQPEpwC1iP3eyuQXM6AXf5hYwzjpLP/71rzqL/aGH9M9DhvjbNjfX7+XLdcKVYW7UHnWUl/0xz65ORETU7kyerLMZAds5PHDATmIzd27bbFcu5efbhnGyhqTpKB5+uH/ZrYccoifmAWwWr1I2a+LUU9tks3KuWzebmW6C+QDw7LP6ceJEPzN6AZ3pBejyHC+8APz5z8C+fUDXrn4GuLt2tSUMgvsa0JnMgH3dR3Pn6vPW/v3A00/rEhZPPKFfO+20tt22XDr9dP04f74tQ/Pii7qeaWGhf6W2ANtBfv31xnVbTXmaOXP8G85umKy+xx7Tj6tX25u2Pp7XCgttbe1kZUpMCSIfM5mDAe6GBvt7M9Jw0iS/yg8luuMOXZLE+O1vgUGD2m57cs1kKa9erdsqQWbEXZcu/tWiDp7PgzZtsiUrfCxLAwDz5ulg7vbtwO9+B/z+9/r3X/uafzfsjKlT9U1opRqXlDMBbh9vyoMBbiIiyrW8PNsZNJPYPPecLuPQqZO/AU+TEZCY+Qb4PRRQBDj3XP3c1HRctMgO8zVZFD4ydfxMUDv43NfjHNCdQJPVe9FFwM9+pp9feKF/E/cYZl+bGo6A7iSacgY+3rgzevUCzjxTP//DH/TNq/Xr9bn+vPPadttyae5c3UGuqbHf64cf1o+f/7zOevSNyezctavxaAXTWTalPHz01a/qx4UL9U3pu+/WP48cact5+MZ8rmSZrT7Xojal1XbvbvzZzfnd5/M5oBMTli0D7rxTB3gvu6yttyi3Dj9ct1WD8+EY5jw3Y4au2+wTM2fK++/bkYWAHVHbo4dfWetB/frp9ikAXHONLsVUUgJ873ttu125VFxsr9EmyWj9enuOY4CbiIgoS/Pm6cdXXtGN6Ntv1z+fcgpQWtpmm5VTJptvwQKd4WgoZeuf+ViLGrAZvStX6kCIqek4fbpfk1Ml+uIX9eOyZbrT9NlnNhvI5wA3oDO+iop0kHfPHh0Eveaatt6q3DEBj/fes8OZzaiU3r39vHkV9O1v68f58+1xf/bZwLBhbbdNudaliw3s//73QHm57TR+5Sttt125NGCAHY1gPuvy5XaSMnNjy0fTp9vh+vPm6TlTAODyy/0tP2T2dWKd+c2b9fEO+JnBPWSIzV435bX27LElp3wPcAN6pOXll/vbLg3q2tWWVjLBXcMkpfhYtmLGDN1Oa2hoXEovWDLSt1GlQddfb8/phYXAPffYuuS+MiUEn35aJ5Y98oj+uazMz2McDHATEVFrOO44mxUwZ44dHuXznXMzzK+iovEkVR9+qIfIATabwjcTJ9oapSefbBtUPu9vQGe/meP8ttt0dqtSOuNvzpy23bZcmzBBBwZmzdLf9/nzdXDMVzNnAj176v37f/+nf/foo/rx5JP97iQCOvMnGNTt3h248ca2257WctVV+vGtt/Rko9XVeij/2We37XblkukgP/ig/rwPPKB/HjfOz/rbhghw88368aOPdOb+iBH25o6PzHVqwwad6WeYgHfXrsDYsa2/Xa3BlKQx5ZaeeEInJ5SW+ll+qKMzo7CCZcYOHrQjFXwM/hUX276JKSHY0KCDn4C3Gb1x3bvrMkTz5+ubtCb5ymdnnqn3+549uhTRXXfp33/lK96WZvHzUxERUfsiooN9InZY3Jln+jnBpFFWpod9AjazE9BZ7AAwdKitVe2j3/1Ol6dQSv988sn+NyZFgO9/Xz+/7z79fwAA3/mOtw3JRk44QQdC5s/3d0Iuo6jIBnj/3/8DPv7Yfs/PP7/ttqs1/elPenTGVVfpTuPIkW29Rbk3c6YtwbRli3684QY7qbCPLrhAH+9btgC//rU+3gHg3/7N30xm48QTgb/8RQfy587VpWl83tfjxtmJz4N1ek0Q8Nhj/b15Z9on77+vg5z33KN/PuccLydi6/BMMPfNN/Wkg4CeOLmqSmf3+to/+dKX9ONf/6rnVXjjDT1CA9DHuu86ddJJGD6PNgvq3Ru45BL9/OqrgTVr9PHt8Y3aDtDbIiKiduGYY/QQ55NO0gG/hx7yv3NsJlx75hn7OzPMe+5cvz//2LE6mH/xxcC11+rGtM+f1/j613Xj2Zg2DfjWt9pscyiHLrtMH9MffKBLkjQ0AKNH+122IaioSAe3b7nF36zOZP74R31emzxZZ0SZkky+GjBA19MHgF/+Eti7V49euPzytt2u1nL++fo7/uKL/h/neXk2sPf88/pRKRvgNlmvPpo6Vf8DdCkHU6ri0kvbbpsod0w5jupqO6rUZDIfe6y/84d88Yv6c2/frvthpmTk0UfrUj3kn+uu021T44YbvA7wizKZVUQOEpHBADYAwIYNGzB48OA23iIiooAXX9STdOXnA+vW6Rqu/frprImnn7YBcPLLgQM6+6uqSge3fa0zTzozxmT6ATrD0wx1J/LF3r06uPneezqD+W9/s2WoyC/33Qd885t6OP+2bbqsmqlb+8EHfpeleeUVndlr4iPnnKNvzpOfPv95PfJq3jw9ImnoUH3M33or8N3vtvXW5c6FF+rPm5enb8wDwOOP2/k0yD+VlTrZavhwPRItxMaNGzHE3uwYopTamOvNa0kMcJPTGOAmonatrk43JjZtAn7+c12/8sc/1h3HrVv1UDkicldNDfCrX+lJRS+5BDjjjLbeIqLcqK/XE+gOGQL06dPWW0O5smsX0L+/br88+qjOZL71Vh3Y/uCDtt663Hv6aV17fdw44De/8TeTl4CHH9YjNIqKgIsuAu68U7fL16/3e/LBdev0aIWdO/XPJ5ygE3I6Qik9SosBbqI2xAA3EbV7//VfOridn6//1dQAP/2prmVKRERE1J7Mm6cnz+3dW2f+1dT4n9VKHU91tZ4YfPVq+7srrrBlO3z20Ud6MvTevXXiTdeubb1F1E4wwE3UhhjgJqJ2r7JSZz6tX69/HjRIZ8H17t2220VERESUaPlyYMoUoLZW/zxihP5dly5tu11ELe3dd3Wpkt27genTdb15BnupA3M9wM1xCERERLlUWqonsJk3T89ePn8+g9tERETUPk2cCDzyCDBhAjB7NvDUUwxuk5+mTQPWrAEWLwbefJPBbSLHMYObnMYMbiIiIiIiIiIiouwxg5uIiIiIiIiIiIiIqA0wwE1ERERERERERERETmKAm4iIiIiIiIiIiIicxAA3ERERERERERERETmJAW4iIiIiIiIiIiIichID3ERERERERERERETkJAa4iYiIiIiIiIiIiMhJDHATERERERERERERkZMY4CYiIiIiIiIiIiIiJzHATUREREREREREREROYoCbiIiIiIiIiIiIiJzEADcREREREREREREROYkBbiIiIiIiIiIiIiJyEgPcREREREREREREROQkBriJiIiIiIiIiIiIyEkMcBMRERERERERERGRkxjgJiIiIiIiIiIiIiInMcBNRERERERERERERE5igJuIiIiIiIiIiIiInMQANxERERERERERERE5iQHudkhECkTkWyLypojsFJF9IrJSRG4QkQEtsP5XRERl+O/WJOsZnsH7/9Dc7SYiIiIiIiIiIiIKYoC7nRGRPgDeAHAHgF4AfgPgRwDWAPgJgGUickwbbNrWNvibRERERERERERERCkVtPUGkCUiBQCeADADwFsA5iqlDsZevkNEfg3gpwD+LiLTlVKrm/HnNgM4Mc0ynQC8CaAzgAdClrsmtt1hdkffNCIiIiIiIiIiIqL0GOBuXy4BMBuAAnBJILht/ALAuQBGAbgFwBnN+Fu1SqlVYQuIyPkASgA8pZTaGLJoebp1EREREREREREREbU0lihpJ0REoLOzAeBNpdTKxGWUUrUA/hT78XQRmZTln1sC4O0Iy10ae/zfLP8OERERERERERERUc4wwN1+zAQwJPb8XyHLvRh4fm42f0gp9T2l1LywZURkDIBjAWwA8Fw2f4eIiIiIiIiIiIgolxjgbj9OCDxfErLcUgANSd7T0kz29j1KqfqobxKRAhEpydE2EREREREREREREcUxwN1+TAw835BqIaVUNYDtsR8n5GJDRKQIwL8BqAfwxwhvmSAiD4nIegBVAPaJyH4ReUlELoxNnklERERERERERETUohjgbj+GB55vTbOseb2biPTMwbacA6APgGeUUpsiLH81gKkA/gDgbOjSKX8EcDSAewG8LiIDc7CdRERERERERERE1IExs7b9KA08r0qz7MGE9+1u4W3JdHLJvwL4aiy73HhcRO4D8Ap0ffGnRGRWwjJpicjgNIsMyGR9RERERERERERE5A8GuNuP4sDzmjTLBl/v0pIbISKjARwHYD3STy65EcAIAJuUUrWJLyqlFovILwHcDJ3hfTmA2zLcpJTlWoiIiIiIiIiIiKhjY4mSDMUmUVQt8O+ChFUHs7KL0mxG8PUDLfLBrEsACIA/KqUawhZUStUppdYmC24H3AdAxZ5/s4W2kYiIiIiIiIiIiIgZ3O1IZeB55zTLBrO9K1MulaHY5JIXIPrkkmkppXaJyGcADgFwmIh0VUrty2AVQ9K8PgDAu1lvIBERERERERERETmLAe4MKaXqRGRcC6yqPOHntdC1qgGgP4CwyR37xx4rlFItWX/7bAB9Afw9WmOVlwAAIABJREFU4uSSUW2DDnAL9LZHDnArpTaGvS4izdsyIiIiIiIiIiIichYD3FlQSq3KwWqXB54PAfB+soVEpBN0EBoAVrTwNmQ6uWRUwVI49S28biIiIiIiIiIiIuqgWIO7/Xg58PyIkOUmwe63l0OWy4iIHALgeOjJJZ+P+J6fichZERYdEHtsgM7mJiIiIiIiIiIiImo2Brjbj7cBmHIcJ4YsNzfw/LEW/PuXQpcQuSfd5JIBvwLwrbAFRGQggGGxH99XSrX0pJhERERERERERETUQTHA3U4opRSAX8d+nC0iYxOXEZEC6EkgAeAZpdTSJMvkicgjIlIhIjdF+dsiUojsJ5c8WkS6hbx+eeB5S5c+ISIiIiIiIiIiog6MAe725W4Ab0BnUt8tIsUJr18LYDSAPQCuSrGOkwCcB6AUwNUiMibC3/0CgH4AnlZKbc5wm0sB/K+IFCW+ICKfA/Dj2I+vAbgvw3UTERERERERERERpcRJJtsRpVSdiJwN4GkAswG8JyL3AdgP4FQApwHYAeBLSqnVKVaTeNNCIvxpM7nk/8twk5dC1wQ/D8BUEXkEwGcASgAcB+Cc2N9/DsBXlVJ1Ga6fiIiIiIiIiIiIKCUGuNsZpdQOEZkN4BIAXwfwUwCdoCd/vBHArUqp8pBVvADgcQAnA7hLKfVR2N8TkZHQNb/XAfhnhtt6hIjMgM4AnwUdKO8JoBbAFgAPAXhAKZXReomIiIiIiIiIiIiiYIC7HYplOt8Z+5fpe+sBnJvB8p+hGaVqlFLvAHgn2/cTERERERERERERZYs1uImIiIiIiIiIiIjISQxwExEREREREREREZGTGOAmIiIiIiIiIiIiIicxwE1ERERERERERERETmKAm4iIiIiIiIiIiIicxAA3ERERERERERERETmJAW4iIiIiIiIiIiIichID3ERERERERERERETkJAa4iYiIiIiIiIiIiMhJDHATERERERERERERkZMY4CYiIiIiIiIiIiIiJzHATUREREREREREREROYoCbiIiIiIiIiIiIiJzEADcREREREREREREROYkBbiIiIiIiIiIiIiJyEgPcREREREREREREROQkBriJiIiIiIiIiIiIyEkMcBMRERERERERERGRkxjgJiIiIiIiIiIiIiInMcBNRERERERERERERE5igJuIiIiIiIiIiIiInMQANxERERERERERERE5iQFuIiIiIiIiIiIiInISA9xERERERERERERE5CQGuImIiIiIiIiIiIjISQxwExEREREREREREZGTGOAmIiIiIiIiIiIiIicxwE1ERERERERERERETmKAm4iIiIiIiIiIiIicxAA3ERERERERERERETmJAW4iIiIiIiIiIiIichID3ERERERERERERETkJAa4iYiIiIiIiIiIiMhJDHATERERERERERERkZMY4CYiIiIiIiIiIiIiJzHA3Y6JyIkislZElIhcm6O/MUxEficiH4nIARHZJiLzReQCEYl8fIjI0SLykIisF5EqEdkgIo+KyHG52G4iIiIiIiIiIiIiBrjbIREpFZE7AbwIYFgO/85pAJYB+C6ApQC+D+A2ACMA3AfgBREpjbCe/wTwOoCzADwB4DsAHgNwCoD5InJjTj4AERERERERERERdWgFbb0B1JiInAjgjwCGAHgJwNwc/Z0p0EHoYgDfU0rdFnjtDuiA9YkAHgJwRsh6LgdwHYAqACcopd4JvPZAbD0/FJFtSqmbc/FZiIiIiIiIiIiIqGNiBnc7IiLHQ2dt1wA4BsD1Ofxzd0AHt98JBrcBQCm1G8C3Yz+eLiJfTLYCEekL4KbYj7cFg9ux9SwGYILavxKRwS218UREREREREREREQMcLcvXQHcCmCSUurNXP0REZkLYEbsx7uTLaOUegXA6tiPP0uxqu9CbzMA3JNimXsAKACdAfwg020lIiIiIiIiIiIiSoUB7vblaaXU95VSB3P8d84NPP9XyHLmtSNEZFSS178Ue1yrlPok2QqUUhsBrDLLi4hktKVEREREREREREREKTDA3Y4opVQr/akTYo97lFLrQpZbnOQ9AAARKQNwaOzHJWn+nlnPYACjo24kERERERERERERURgGuDsYESkGMDL244Y0iwdfn5Dw2sQUy2W6HiIiIiIiIiIiIqKsFLT1BlCrGwp7Y2NrmmWDrw9PeC34c3PWEyrCxJRl5kl5eXkmqyYiIiIiIiIiIurwEmJq+W21HdligLvjKQ08r0qzbLAWeGnCay21nnTSZYfHTZ8+PcNVExERERERERERUUBfAGEljdsdlijpeIoDz2vSLBt8vUuO1kNERERERERERETtQ7+23oBMMYM7QyJSAKC2BVZ1oVLqTy2wnkwFs6mL0iwbfP1AjtaTzpA0rw8F8Gbs+UwAmzJcPxG1XwMAvBt7Pg3AljbcFiJqWfx+E/mL328if/H7TeSvMgBvx56vassNyQYD3B1PZeB55zTLBrO0KxNea6n1hFJKbQx7XUSCP25KtzwRuSPh+72F328if/D7TeQvfr+J/MXvN5G/Er7f6So1tDsMcGdIKVUnIuNaYFVtNSPiegAN0OVp+qdZNvj62oTXgj83Zz1EREREREREREREWWGAOwtKKedS9Q2l1EER+QzAKKQv/zE48HxFwmvLA8+bsx4iIiIiIiIiIiKirHCSyY7p5dhjDxEZFrLclCTvAQAopTYB+Dj24xFp/p5Zz0YAq6NuJBEREREREREREVEYBrg7pscCz08MWc68tkQp9UnIeoaLyMhkKxCRMgBjYz8+rpRSGW0pERERERERERERUQoMcHtGRPJE5BERqRCRm5Ito5T6F4B3Yj9enGI9xwAYE/vx+hR/7vcA9oWtB8BFAARAFYDfptl8IiIiIiIiIiIiosgY4PbPSQDOA1AK4GoRGZNiuSsAHARwlIh8O/iCiPQAcHvsx6eVUo8nW4FSahuAH8Z+vEpEpiWsZxKAH8V+/DlnWCYiIiIiIiIiIqKWxEkm2xkROQlA/9iP4wIvHS4iXzM/KKX+kmIViTctJNlCSqn3ReTLAB4E8HsRmQNdZ7s3gEsADI/9fH7Y9iql7hKR/gD+E8B8EbkHeiLJsbH1lAC4WSl1c9h6iIiIiIiIiIiIiDIlLIncvojIKwCOTbecUipp4FpE8gE8AuBkAHcppX6YbLnA8sMBfA/AaQAGA9gPYDmA+wHcr5RqiLjdRwO4EsBsAH0B7ACwAMDtSqn5UdZBRERERERERERElAkGuImIiIiIiIiIiIjISazBTUREREREREREREROYoCbiIiIiIiIiIiIiJzEADcREREREREREREROYkBbiIiIiIiIiIiIiJyEgPcREREREREREREROQkBriJiIiIiIiIiIiIyEkMcBMRERERERERERGRkxjgJiIiIiIiIiIiIiInMcBNzhKRPiLyKxFZLiL7RGSXiCwQkStFpKitt4/+f3t3HmVZVR96/PtraAaR8YGAGmwkiRGZoQFRSKPhQRAkqEHzHog+MCaoGBeBxIE0RGMwkKeoSASSKD4RIqIiCAgiog9kkEFFXU40ODXKoDI1zfDLH3sXdTh9762qrltV98D3s9Zdtffde5+7q2r96tz63X32kZ6oxuxfR8TnIuK2iFgWEQ9ExK0RcU5E7B8RMcljbRURp0fETyLiwYj4ZURcGBF/NtPfh6TJi4gTIyLr47hJjtktIs6KiNvr34mfRsR/RcSimZ2tpIlExB9GxAkRcVNE3FnPwUsi4sqI+OeIeOkE4z1/SyMmIlaNiNdHxEU1JpfX/6+/HxGnRcT2kzyO8S3NgSjeXOM2p/qeeVixGxH7RsT5EfHz+h7+1oj4z4jYYUrf0EqKzJyN15GGKiJ2Bj4HbApcCnweWBM4FNgKuBHYLzN/MWeTlPS4iDgJeBOwBvBr4JPAD4EA9gQOpHzoejnw55l594BjHQacAqwCnAlcA2wG/CWwEXAWcGhmPjJT34+kidU3s9dSYhXg+Mw8boIx/wAsBpYBZwDfAZ4PvAF4OnBiZh4zU3OW1F9EvAs4FvgVcA7wA8p5fRfgIGBV4K7M3LDPeM/f0oiJiE2AC4EdgOXAx4GbgXWBvYE9gMeA4zLz3QOOY3xLcyAitgD+gxKrY/bMzCsmOX7asRsR84B/o7xfvxs4DbgV2ImSo5sHHJWZH5zK9zZVJrjVORGxGXA9Jdg+kJlva7StDlxESZh9E3hRZj40JxOV9LiIWApsDHwVOCAzf9tq34/yodUqwFXA7pn5WI/jvAw4n3KSPDAzP9doew5wNeWDr1My880z9O1ImkBErEpJbjdXfQ1McEfEXwGnUpLbizLzmkbb9sDXgLWAozPzpJmYt6TeIuJ9wDHA2cBhmflAq31v4IvAPb0S3J6/pdFTr5z8OrAb5dy7W2be2OpzAvB3tXpIZv6/HscxvqVZVuP3TcAJwKPAd4Fda/OkEtzDit3G34k7gRdm5o8abftQPkQL4NWZ+ekpfJtT4hYl6qITKcnt24G/bzbUZPYbKAG+I+AJVBodjwCvbSe3ATLzAspqTShvsg9q96kfYH2Ecu46p3kCrse4DXhHrR4RETsNce6SpuYoSnL785PpHBEbUc7vACc3k9sA9R/usaT2uyPi2cOaqKTB6j+nxwC3UM7jD7T7ZOYllKsq7+ox3vO3NJpeTHnfDXBqO7ldLQaW1vLb243GtzRnFgMfonxItRVwyVQGDyt2I+IFwNG1emwzuV2PczHwCUqC+0MRsdZU5jkVJrjVKRHxB8Cf1+qZvVZnZ+aPga/U6t/VVWSS5t5NmXn7gPbPNMr792g/hHK5FMDpfY5xNnAv5QT6zinPUNK01UslFwPXUd54T8ZbKVuQwPiHXW1nAEnZEuGo6cxR0uTUFWIfqNUTMvPhfn0zc5/MfF6PJs/f0mha2Chf06tD/X/75lrdMiLWaXUxvqW5EcDh9dz705UYP6zYfTslt/wgZRvSXsaOvzFw+JRnOkkmuNU1r6IEF8BlA/pdWr9uBCyayQlJmpS/AA6boM9tjfJmPdrHPtxaTtmqYAWZuYzyKTbAPhHx9F79JM2o04D5jF9RNRmvql+XtFd+jMnMnwHfH+tfE2+SZtYewPMoe/B+YSWP4flbGk2rNcoPDujXvGqjvfrS+JbmxnGZ+e/TGD/t2K2rwMcWpl2Tmff2ea2rgftarzt0JrjVNS9plG8a0K95edVL+vaSNCsy8yuZ+a0Juq3XKN/fbIiIVRi/ccZ3M3P5gOOMxf8ajF92KWkW1BvVvAT418y8eaL+dcyzKAk0GHxuh/H4fjbwBys1SUlTMfbh023NLcaiWHuiD5o8f0sjrXmefv6AfmNtv6PcZBYwvqW5lNO4oeIQY3cnYOyqjr7v4eu9tcZyAS+MiDWnNuPJMcGtrtmqfr231z6+Dc1LNF4wg/ORNDybN8pXttp+n3JShSfGdy/GvzQHImITyj7aPwaOn8LQrRpl41saLWN7bt4eEfMi4rCIuJqy4ut3wPKI+EZEHBER83uM9/wtja4vMZ6UekuvldURcSDwR7V6RmY2r8wyvqVuGlbsrsx7+HmM/00ZKhPc6ox6+cMmtXrHBN2b7QtmZEKShu3A+nUZ8LFW24JG2fiXRtOHgfWBN2bmoEud2xY0ysa3NFq2rl/nUZJhpwHfpWw9dgDwf4FtgFOAKyNiw9b4BY2y8S2NkJqs3ocS288Cro2IV0TEcyNiu4h4B3BW7X4OK+7Bu6BRNr6l7ljQKE8ndod1nKHw5nvqkrUb5WUT9G3+Y712316SRkJEPIPyjzLASZn5i1YX418aYRFxAPBK4GOZ+eUpDje+pREUEU9jfL/d3evXgzLz041u50fEuZQrr3YFzo6IvRqXThvf0gjLzDsiYh/KOfwEnnjTd4DzgdMz84Iew41vqZuGFbsj9TfAFdzqkuY+PYP2CGq3P20G5iJpuE6kXCZ1A/CeHu3GvzSiImIdyurNXwNHrcQhjG9pNK3Tql/USm4DkJnXAR+p1ZcyfsMpML6lkRYRm1KS2v9Fidd3UmL4lcCHKDF9TETs1WO48S1107Bid6T+BpjgVpc0P/FZrW+vFdsf6NtL0pyLiIOB11JuWvPKzHyoRzfjXxpd/0K5tPmtmXn3Sow3vqXRtEqrvkJyu+HsRvngRtn4lkZURGwAfJ2yTeD3gG0y872ZeUFmnpeZRwJ7AguBL0XE37YOYXxL3TSs2B2pvwEmuNUl9zbKa/TtVTQ/Sbq3by9Jcyoi9gBOp9yoat/MXNKnq/EvjaCI2B34S+DizPzUSh7G+JZGUzvGvj2g77eAsW1Jdu5zDONbGi3vAZ5by0dm5l3tDvUKjffX6r9ExAsbzca31E3Dit2R+htggludUVd1Lq3VjSfo3mxfMiMTkjQtEbEz8AXK5Up7Z+Y3B3Rf0igb/9IIiIjVKB9QLQeOjYgN2w9g3caQp7Xa59fnlzT6GN/S6LiPJ15SfE+/jvV9+n21+oxG05JG2fiWRkREzANeU6u/Ay4f0P28sWHAEY3nlzTKxrfUHUsa5enE7rCOMxQmuNU136lf146IdQf0e3ajfMsMzkfSSoiIHYFLKG+U987Mb0ww5EeM37ji9yboa/xLs+OZwPOA1YHrKHtwtx+fa/Q/utX2ovr8dxp9jG9pRGTmY5RtC8bM79e3ivr1scZznr+l0bQRsH4t3964MWwvSxrl7Rpl41vqpmHF7sq8h38M+P4EfVeKCW51TfOT5e369oId+oyRNMciYnvgUmBVYJ9JJLfJzEeBK2t1y7pytJ+x+F8GXDWduUoaaCmw1wSP5n6dn2i13QyQmT8HflD7DDq3w3h8/wz44bS/A0kTubZR3qRfp4h4GrBWrf5i7HnP39LIan4QFX17Fc280eN78xvfUjcNMXavZ3y7kb7v4esVI9vW6tWZ+WC/vtNhgltdcy7j+/u9dEC/P6lf7wSumMkJSZq8iNiGktxeDfjTzFzhDW5ELI6I63sMH7u51WrAi/scfw3GV4VenJn39eonafoyc1lmXjboATS3HvpJq7253cFYfC+IiOfSQ0Q8C/ijWj13gtVmkobj3EZ54YB+2zOeJPtqq83ztzR67qJsTQLl3Nu+qWzTFo3y7a0241vqpmnHbt2e7Pxa3SUint7ntXYFxtoG3bB6Wkxwq1My84eMB8QhvT5pqv8Yv6RW35eZj8zW/CT1FxFbAV+m3GBi38z8ep+umwM79nj+E4y/qT68z9iDgHVq+b0rOVVJs++DjO/f2y++D6Mk0JYB/zobk5LEZdSrLYCDI6LfSs9DGuVTW22ev6URU7cgurBW1wL2HdD91Y3yha0241vqpmHF7gmUK0LWBP5Xnz5jx78DOGNq05w8E9zqorE9PBfQCrKIWB04jXLp1DeBD8/25CStKCK2pCS3NwROAuZFxKJeD/pcAl0/IT6CcgJ9TUS8vPUamwH/XKun1Lu+S+qAzPwV5fwO8LaIeMJK0YjYFjimVo/NzJ/N5vykp6qaBDuCcrPJbYBj230i4n9SPoACeH9m3tA6hudvaTQdD9xfyydHxLPbHSLiTxi/seSPKDeXfpzxLXXTsGI3M78DnFir72lfiVnfIxxaq2/JzPuZIeHVneqiiNgF+CywKeVGdedTPjE6FNgauAl4WWb+ou9BJM2KemnTrQzYu7OXzOy5SiwiDgdOoazkPBO4BtgMeCPlhjmfAl7r1RvS3KhbEW1Tq88H3lHLnwXOq+U7MvPSHmMXA/8APEhZ4XELZVuSNwBrAydl5tHtcZJmVkT8GeWcuzZlVff5lKspXgQcTFlccjJwVN3bs9cxPH9LIyYi9gTOBp4B/Bb4OPBtyk1l/xh4FSW+vw0ckJm39jmO8S3Nsog4uFF9BXBgLb+X8ZtE93zP3TjGtGO37rH9UcpK7btqeQnlquzXUxZX/21mnjy173BqTHCrsyJiQ+BvKEH8HOBhyk2qzgJOzczlczg9SVVErAfcM2HHln4J7nrMrSjx/1LKB12/AW4ETsvMz67kVCUNQUQcByyeoNtXM3NRn/G7AUdS9gPciHI/jaspq0e+MryZSpqKurrzrZStDDajJL1+SblR1UcmszLT87c0eiJifUoS6mXAVsD6wKOUq6ZvAD4DnDPR/9fGtzS7ImIyCd2+77kbxxlK7EbEvsBfAztR/o4spdyX4+T21V0zwQS3JEmSJEmSJKmT3INbkiRJkiRJktRJJrglSZIkSZIkSZ1kgluSJEmSJEmS1EkmuCVJkiRJkiRJnWSCW5IkSZIkSZLUSSa4JUmSJEmSJEmdZIJbkiRJkiRJktRJJrglSZIkSZIkSZ1kgluSJEmSJEmS1EkmuCVJkiRJkiRJnWSCW5IkSZIkSZLUSSa4JUmSJEmSJEmdZIJbkiRJkiRJktRJJrglSZIkSZIkSZ1kgluSJEmSJEmS1EkmuCVJkqQnkYhYGBFHRcTCuZ6LJEmSNNMiM+d6DpIkSZKGICL2Ai6mLGR5DNgnMy+d21lJkiRJM8cV3JIkSdKTx8sZf48/D9h/DuciSZIkzTgT3JIkSdIIiYgrIiLr44opDr8IGLtEM2td0xARr2v8PjIiFsz1nCRJkjRu1bmegCRJkqThyMwvRsRuwIuBr2fmN+Z6TpIkSdJMMsEtSZIkPYnUpLaJbUmSJD0luEWJJEmSJEmSJKmTTHBLkiRJkiRJkjrJBLckSZIkSZIkqZPcg1uSJElSTxERwB7AjsDqwM+Br2bmbQPG7ADsCqwH3A3cAFyfmY9NYx7r1Xk8C1gf+C2wFLgqM3+5sseVJElS90VmzvUcJEmSpKe0iFgCPGeKw/bMzCvq+H5v6m/LzAU9Xu8DwFsHHTcidgTOBLZstSfwaeBNmXln45hbA2cAO/c45veAwzPzqv7fzooiYjvgvcBe9F+ccwPwnsz87FSOPcHrHgcsnuKwj2fm64Y1B0mSJE2OK7glSZKkufdrYI1a3gCYX8sPU1ZB97K8Ub6jUV63cayVEhE7A1+qx1qhGTgI2DYids3M30TEQuDLwNp9Dvl84LKIWJSZ105yDu8E/pHxbRWvAy6h/Kw2AP4YWATsAJwXEecCh2TmsskcfwL3Mf4zXRNYp9F2J/BojzG/HcLrSpIkaYpcwS1JkiSNkIi4gpK8hbIdyKIpjv8YcGit9lvBvT3wvFrdEji20bw/8FHKFiOfBK6nJNq3Bv4PT0x6fxQ4BriFsn3IBcCllGTvAuC1wBaN/jdl5vaT+B7eV48LJZH/+sw8q0e/RcB5lG1LAC4CXpZD/CcnIl4H/Gfjqc0zc8mwji9JkqTpcQW3JEmS9BSTmTcCN8LjSeJmgvtdlBXK22bmj5rjIuJDwLXAhvWp19W+GwH7ZeYXW/1PAi4HdqlPbRcROw9axR0RBzCe3AZ4c6/kdv0+roiIV1FWjwP8KfAm4MP9ji9JkqQnl3kTd5EkSZL0FLIL8L/byW2AzLwV+EDjqdWBI4Dj28nt2v8B4O9bT+/Z74UjYlXgg42nbsnM0wdNNjMvBy5rPPX2iJjfr78kSZKeXExwS5IkSWq6JjO/NqD9klb9IeCUAf2/BtzfqL9gQN+DgM0a9Y8P6NvUvMHkM4H9JjlOkiRJHWeCW5IkSVLTxRO0t1d2fyMzf9evc2Y+CtzaeGqDAcd+eat++QRzGfOtVn2PSY6TJElSx5ngliRJktT0vQna751ifyg3nRyz1oB+uzfKOcljA9zVqu80yXGSJEnqOG8yKUmSJKnpnkGNmfloREy6f/VIoxy9OtR9s5/Z6veT1mv1s0qrvvFkBkmSJKn7THBLkiRJalo+w/376bV1ycomqtefzkQkSZLUHSa4JUmSJI2CbNUfysw15mQmkiRJ6gz34JYkSZI0Cu5u1VePCBfkSJIkaSAT3JIkSZLmXGY+Avy89fQmczEXSZIkdYcJbkmSJEmj4spWfevJDoyItSJiv/rYdsjzkiRJ0ogywS1JkiSNlvZe1E8ln2/V957C2AOBL9THi4Y2o6f270OSJGnkmeCWJEmSRssDjfL8dmNEvDwirq+PHWZxXrPhXODWRv01EfH0SY49on5dBnxmiHN6oFV/wu8kIlaJiGvr72PxEF9XkiRJk2CCW5IkSRotzX2oN+rRvg2wY33cNSszmiWZ+SjwFsZXTW8M/NNE4yLir4AX1uqpmXnHEKfV3he8/TvZFFhI+X1IkiRplpngliRJkkbL1Y3yFhGx6VglIuYDf1GrP8jM22Z1ZrMgMy8E3t146siIODEiVm/3jYh5EXEk8OH61C3Au4Y8pZuBBxv13VvthzbKXxrya0uSJGkCkemWcpIkSdKoiIi1gR8Am9SnfgycCTwKvAIY25bk4Mz8ZB2ztHGIdYE1avkx4NeNtoWZ+dOIeDVwcn1uNWD9Rp97gOW1/IrMvCoifg+4rtFn40b5fuC+Wj4pM0+qczoP2K0+vwHjW3s8DNxdyz/NzIV9fg5vA04EVqlPLaXs0f3jOr/Ngf2B59b2G4F9M3MpQxYRpzC+BcrDwOl1HtsBBwMBXJaZew37tSVJkjTYqnM9AUmSJEnjMvPeiNgf+BTw+8AWwPGNLvcDx44lt6tmwrlpXqttLFm85oAxzWT3ao1x/fqvVR8Azf2yN+gzZn7j+WV9jklmvj8iLqKs5t6fkvB/Y4+uS4BTgJMz8+F+x5umoyk/l9dQ5n9Eq/0CnriSW5IkSbPEFdySJEnSCIqIeZQV0NsC6wEPUVYNfyUzfzOXc5ttEbEWZWuQ5wD/g/Kz+BVl1fYtOUv/1ETE5sCLgWdSkv53AP8/M78/G68vSZKkFZngliRJkiRJkiR1kjeZlCRJkiRJkiR1kgluSZIkSZIkSVInmeCWJEmSJEmSJHWSCW5JkiRJkiRJUieZ4JYkSZIkSZIkdZIJbkmSJEmSJElSJ5ngliRJkiRJkiR1kglh+IcxAAAA30lEQVRuSZIkSZIkSVInmeCWJEmSJEmSJHWSCW5JkiRJkiRJUieZ4JYkSZIkSZIkdZIJbkmSJEmSJElSJ5ngliRJkiRJkiR1kgluSZIkSZIkSVInmeCWJEmSJEmSJHWSCW5JkiRJkiRJUieZ4JYkSZIkSZIkdZIJbkmSJEmSJElSJ5ngliRJkiRJkiR1kgluSZIkSZIkSVInmeCWJEmSJEmSJHWSCW5JkiRJkiRJUieZ4JYkSZIkSZIkdZIJbkmSJEmSJElSJ5ngliRJkiRJkiR1kgluSZIkSZIkSVIn/TeKc4akiIOlhwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# show all results - no input, as, adv out\n", "plt.figure(dpi=200, figsize=(8, 3))\n", "# plot graphs\n", "plt.plot(model0.t, model0.r_coh * np.sin(model0.psi_coh), 'k', lw=0.8, label='no input')\n", "plt.plot(model_as.t, model_as.r_coh * np.sin(model_as.psi_coh), 'g', lw=0.8, label='as')\n", "plt.plot(model_adv.t, model_adv.r_coh * np.sin(model_adv.psi_coh), 'r', lw=0.8, label='adv')\n", "plt.plot(model_out.t, model_out.r_coh * np.sin(model_out.psi_coh), 'b', lw=0.8, label='out')\n", "# set labels and limits\n", "plt.legend(loc='upper center', bbox_to_anchor=(0.5, 1), edgecolor='w', ncol=4)\n", "plt.xlim([0, tmax])\n", "plt.ylim([-1, 1])\n", "plt.xlabel('time t', fontsize=14)\n", "plt.ylabel(r'r * sin($\\psi$)', fontsize=14)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 227, "metadata": { "ExecuteTime": { "end_time": "2020-06-29T10:19:07.229553Z", "start_time": "2020-06-29T10:19:07.226539Z" } }, "outputs": [], "source": [ "def add_lfp(model):\n", " # calculate LFP = r * sin(\\psi)\n", " model.lfp = model.r_coh * np.sin(model.psi_coh)\n", "add_lfp(model0)\n", "add_lfp(model_as)\n", "add_lfp(model_adv)\n", "add_lfp(model_out)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Phase diagram" ] }, { "cell_type": "code", "execution_count": 229, "metadata": { "ExecuteTime": { "end_time": "2020-06-29T10:20:48.180347Z", "start_time": "2020-06-29T10:20:48.177279Z" } }, "outputs": [], "source": [ "def get_derivative(model):\n", " # calculate (\\psi_{n+1} - \\psi_{n}) / dt\n", " return (model.lfp[1:] - model.lfp[:-1]) / model.dt" ] }, { "cell_type": "code", "execution_count": 246, "metadata": { "ExecuteTime": { "end_time": "2020-06-29T10:25:55.543805Z", "start_time": "2020-06-29T10:25:55.246799Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(dpi=200, figsize=(4, 4))\n", "# plot graphs\n", "plt.plot(model_as.lfp[1:], get_derivative(model_as), 'g', lw=0.8, label='as')\n", "plt.plot(model_adv.lfp[1:], get_derivative(model_adv), 'r', lw=0.8, label='adv')\n", "plt.plot(model_out.lfp[1:], get_derivative(model_out), 'b', lw=0.8, label='out')\n", "# set labels and limits\n", "ticks = [-1 + i*0.5 for i in range(5)]\n", "plt.xlim([-1, 1])\n", "plt.xticks(ticks)\n", "plt.ylim([-1, 1])\n", "plt.yticks(ticks)\n", "plt.xlabel(r'LFP ($\\phi$(t))', fontsize=14)\n", "plt.ylabel(r'Time derivative of $\\phi$ ($\\frac{d\\phi}{dt}$)', fontsize=14)\n", "plt.legend(loc='upper center', ncol=3, edgecolor='w')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Power spectrum of LFP" ] }, { "cell_type": "code", "execution_count": 270, "metadata": { "ExecuteTime": { "end_time": "2020-06-29T10:38:42.913101Z", "start_time": "2020-06-29T10:38:42.907044Z" } }, "outputs": [], "source": [ "from scipy.interpolate import interp1d\n", "\n", "def get_fft(data, dt, npts=None):\n", " # get Fouier transform\n", " if npts is None:\n", " npts = len(data) + 1\n", " fft_data = np.fft.fft(data, npts)\n", " if npts % 2 == 0: # even #\n", " ind = int(npts / 2 + 1)\n", " fft_data = fft_data[:ind]\n", " fft_data[1:-1] = 2 * fft_data[1:-1]\n", " else: # odd #\n", " ind = int((npts + 1) / 2)\n", " fft_data = fft_data[:ind]\n", " fft_data[1:] = 2 * fft_data[1:]\n", " fft_data = abs(fft_data) / npts # Fourier spectrums\n", " freq = 1 / dt * np.arange(ind) / npts # frequencies\n", " return fft_data, freq\n", "\n", "def get_ps(model):\n", " model.fft, model.fft_freq = get_fft(model.lfp[model.t > 80], model.dt) # steady state\n", "\n", "def fft_interp1d(model, f_range):\n", " # \"cubic\" interpolation\n", " model.fft_freq1 = np.linspace(f_range[0], f_range[1], 1000)\n", " interp = interp1d(model.fft_freq/(w_r/(2*np.pi)), abs(model.fft), kind='cubic')\n", " model.fft1 = interp(model.fft_freq1)" ] }, { "cell_type": "code", "execution_count": 271, "metadata": { "ExecuteTime": { "end_time": "2020-06-29T10:39:07.718582Z", "start_time": "2020-06-29T10:39:07.697228Z" } }, "outputs": [], "source": [ "f_all = np.linspace(0.01, 2*w_r, 11)\n", "get_ps(model_as)\n", "get_ps(model_adv)\n", "get_ps(model_out)\n", "# interpolate fft results\n", "fft_interp1d(model_as, [0.8, 1.2])\n", "fft_interp1d(model_adv, [0.8, 1.2])\n", "fft_interp1d(model_out, [0.8, 1.2])" ] }, { "cell_type": "code", "execution_count": 277, "metadata": { "ExecuteTime": { "end_time": "2020-06-29T10:41:41.707825Z", "start_time": "2020-06-29T10:41:41.504414Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(dpi=200, figsize=(4, 4))\n", "# plot graphs\n", "plt.plot(model_as.fft_freq1, model_as.fft1, 'g', label='as')\n", "plt.plot(model_adv.fft_freq1, model_adv.fft1, 'r', label='adv')\n", "plt.plot(model_out.fft_freq1, model_out.fft1, 'b', label='out')\n", "# set labels and limits\n", "plt.xlim([0.8, 1.2])\n", "plt.ylim([0, 0.8])\n", "plt.legend(loc='upper center', ncol=3, edgecolor='w')\n", "plt.xlabel(r'Frequency ratio (f / f$_{0}$)', fontsize=14)\n", "plt.ylabel('Amplitude (a.u.)', fontsize=14)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Delay response curves of LFP" ] }, { "cell_type": "code", "execution_count": 319, "metadata": { "ExecuteTime": { "end_time": "2020-06-29T11:14:20.905466Z", "start_time": "2020-06-29T11:14:20.901496Z" } }, "outputs": [], "source": [ "tau_ext = np.linspace(-2*np.pi, 2*np.pi, 50)/ w_r\n", "# include -1/f0 & 1/f0\n", "i1 = np.argsort(abs(tau_ext - np.pi / w_r))[0]\n", "i2 = np.argsort(abs(tau_ext + np.pi / w_r))[0]\n", "tau_ext[i1] = np.pi/w_r\n", "tau_ext[i2] = -np.pi/w_r" ] }, { "cell_type": "code", "execution_count": 324, "metadata": { "ExecuteTime": { "end_time": "2020-06-29T11:27:39.073291Z", "start_time": "2020-06-29T11:18:00.965018Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10 done, execution time=115.498\n", "20 done, execution time=116.085\n", "30 done, execution time=115.355\n", "40 done, execution time=115.825\n", "50 done, execution time=115.340\n" ] } ], "source": [ "model_delay = []\n", "tic = time()\n", "for i, t in enumerate(tau_ext):\n", " # calculate response to various \\tau\n", " model_delay.append(KuramotoOsc_tf(kmax, num_osc, tmax, w0=w0, theta=theta0, ext_A1=A_as, ext_w1=w_r,\n", " ext_A2=A_os, ext_w2=w_r, tau_ext=t, dt=dt, w_r=w_r, noise_std=1.5, tau_lag=0))\n", " model_delay[-1].run_model()\n", " if (i+1) % 10 == 0:\n", " print(\"%2d done, execution time=%.3fs\"%(i+1, time()-tic))\n", " tic = time()" ] }, { "cell_type": "code", "execution_count": 335, "metadata": { "ExecuteTime": { "end_time": "2020-06-29T11:39:08.298822Z", "start_time": "2020-06-29T11:39:08.278300Z" } }, "outputs": [], "source": [ "for model in model_delay:\n", " add_lfp(model)\n", " get_ps(model)\n", "amp = np.array([max(model.fft) for model in model_delay])" ] }, { "cell_type": "code", "execution_count": 345, "metadata": { "ExecuteTime": { "end_time": "2020-06-29T11:40:20.631243Z", "start_time": "2020-06-29T11:40:20.626836Z" } }, "outputs": [], "source": [ "# \"cubic\" interpolation\n", "interp = interp1d(tau_ext, amp, kind='cubic')\n", "tau_ext1 = np.linspace(tau_ext[0], tau_ext[-1], 200)\n", "amp1 = interp(tau_ext1)" ] }, { "cell_type": "code", "execution_count": 405, "metadata": { "ExecuteTime": { "end_time": "2020-06-30T09:45:57.011359Z", "start_time": "2020-06-30T09:45:56.778053Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(dpi=200, figsize=(4, 4))\n", "# plot graphs\n", "plt.plot(tau_ext1, amp1, 'k', lw=0.8)\n", "plt.xlabel(r'$\\tau$ (a. u.)', fontsize=14)\n", "plt.ylabel('Ampitude (a. u.)', fontsize=14)\n", "xt = np.linspace(-2*np.pi, 2*np.pi, 5) / w_r\n", "# set labels and limits\n", "plt.xticks(xt, [r'-$\\frac{1}{f_{0}}$', r'-$\\frac{1}{2f_{0}}$', 0, r'$\\frac{1}{2f_{0}}$', r'$\\frac{1}{f_{0}}$'])\n", "plt.xlim([tau_ext1[0], tau_ext1[-1]])\n", "plt.ylim([0, 0.7])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Resonance curve" ] }, { "cell_type": "code", "execution_count": 361, "metadata": { "ExecuteTime": { "end_time": "2020-06-29T12:45:11.578026Z", "start_time": "2020-06-29T12:45:11.574808Z" } }, "outputs": [], "source": [ "def get_mean_dev(model):\n", " return np.average(model.r_coh[model.t>80]), np.std(model.r_coh[model.t>80])" ] }, { "cell_type": "code", "execution_count": 379, "metadata": { "ExecuteTime": { "end_time": "2020-06-30T02:45:50.724183Z", "start_time": "2020-06-30T02:45:50.717922Z" } }, "outputs": [], "source": [ "w_set = np.linspace(0.01, 2*w_r, 31)\n", "tau_ext = [-1.25, 2.5] # adv, out\n", "tau_lag = np.pi/6/w_set # 1/(12*f_{0})\n", "r_mean = np.zeros([len(w_set), 3]) # as, adv, out\n", "r_std = np.zeros([len(w_set), 3]) # as, adv, out\n", "num_ensemble = 5" ] }, { "cell_type": "code", "execution_count": 380, "metadata": { "ExecuteTime": { "end_time": "2020-06-30T04:22:11.717763Z", "start_time": "2020-06-30T02:45:51.630953Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ensemble 0, w# 0 Done, execution time(x10)=36.612s\n", "ensemble 0, w# 10 Done, execution time(x10)=364.361s\n", "ensemble 0, w# 20 Done, execution time(x10)=363.488s\n", "ensemble 0, w# 30 Done, execution time(x10)=365.179s\n", "ensemble 1, w# 0 Done, execution time(x10)=36.575s\n", "ensemble 1, w# 10 Done, execution time(x10)=369.390s\n", "ensemble 1, w# 20 Done, execution time(x10)=367.210s\n", "ensemble 1, w# 30 Done, execution time(x10)=369.235s\n", "ensemble 2, w# 0 Done, execution time(x10)=36.921s\n", "ensemble 2, w# 10 Done, execution time(x10)=372.458s\n", "ensemble 2, w# 20 Done, execution time(x10)=372.089s\n", "ensemble 2, w# 30 Done, execution time(x10)=373.872s\n", "ensemble 3, w# 0 Done, execution time(x10)=37.521s\n", "ensemble 3, w# 10 Done, execution time(x10)=375.035s\n", "ensemble 3, w# 20 Done, execution time(x10)=376.776s\n", "ensemble 3, w# 30 Done, execution time(x10)=378.612s\n", "ensemble 4, w# 0 Done, execution time(x10)=37.961s\n", "ensemble 4, w# 10 Done, execution time(x10)=379.421s\n", "ensemble 4, w# 20 Done, execution time(x10)=380.590s\n", "ensemble 4, w# 30 Done, execution time(x10)=385.712s\n" ] } ], "source": [ "models = []\n", "tic = time()\n", "for n in range(num_ensemble): # ensemble average\n", " models.append([])\n", " w0 = abs(np.random.normal(loc=w_r, scale=0.5, size=[1, num_osc]))\n", " theta0 = abs(np.random.normal(loc=0, scale=20, size=[1, num_osc]))\n", " for i, w in enumerate(w_set):\n", " models[n].append([])\n", " for j in range(3):\n", " if j == 0: # assr\n", " model = KuramotoOsc_tf(kmax, num_osc, tmax, w0=w0, theta=theta0, ext_A1=A_as, ext_w1=w_set[i],\n", " ext_A2=0, ext_w2=0, tau_ext=0, dt=dt, w_r=w_r, noise_std=1.5, tau_lag=0)\n", " else: # adv, out\n", " model = KuramotoOsc_tf(kmax, num_osc, tmax, w0=w0, theta=theta0, ext_A1=A_as, ext_w1=w_set[i],\n", " ext_A2=A_os, ext_w2=w_set[i], tau_ext=tau_ext[j-1], dt=dt, w_r=w_r, noise_std=1.5, tau_lag=tau_lag[i])\n", " model.run_model()\n", " o1, o2 = get_mean_dev(model)\n", " r_mean[i, j] += o1\n", " r_std[i, j] += o2\n", " models[n][i].append(model)\n", " if i % 10 == 0:\n", " print(\"ensemble %2d, w# %2d Done, execution time(x10)=%.3fs\"%(n, i, time()-tic))\n", " tic = time()\n", "r_mean /= num_ensemble\n", "r_std /= num_ensemble" ] }, { "cell_type": "code", "execution_count": 395, "metadata": { "ExecuteTime": { "end_time": "2020-06-30T07:38:21.660313Z", "start_time": "2020-06-30T07:38:21.399105Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(dpi=200)\n", "colors = ['g', 'r', 'b']\n", "labels = ['as', 'adv', 'out']\n", "# plot graphs\n", "for i in range(3):\n", " plt.plot(w_set/w_r, r_mean[:, i], colors[i], lw=0.8, label=labels[i])\n", " plt.fill_between(w_set/w_r, r_mean[:, i]-r_std[:, i], r_mean[:, i]+r_std[:, i], color=colors[i], alpha=0.2, edgecolor=None)\n", "# set labels and limits\n", "plt.xlabel('Frequency ratio ($f_{ext}$ / $f_{0}$)', fontsize=14)\n", "plt.ylabel(r'Time averaged r $\\langle r(t)\\rangle(f)$ (a.u.)', fontsize=14)\n", "plt.xlim([0, w_set[-1]/w_r])\n", "plt.ylim([0, 1])\n", "plt.xticks([0, 1, 2])\n", "plt.yticks([0, 0.5, 1])\n", "plt.plot([1, 1], [0, 1], 'r--', lw=0.8, alpha=0.5)\n", "plt.legend(loc='upper center', ncol=3, edgecolor='w')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Environment (conda_tensorflow_p36)", "language": "python", "name": "conda_tensorflow_p36" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }