{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Basic Ploting with `matplotlib`\n", "\n", "`matplotlib` is the most popular Python library for producing plots and other 2D data visualizations. It was originally created by John D. Hunter (JDH) and is now maintained by a large team of developers. It is well-suited for creating plots suitable for publication. It integrates well with IPython, thus providing a comfortable interactive environment for plotting and exploring data. The plots are also interactive; you can zoom in on a section of the plot and pan around the plot using the toolbar in the plot window.\n", "\n", "\n", "- [matplotlib User Guide](http://matplotlib.org/1.4.3/users/index.html)\n", "- [matplotlib Gallery](http://matplotlib.org/1.4.3/gallery.html)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Display the probability density function (pdf)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from scipy.stats import norm\n", "import matplotlib.pyplot as plt\n", "\n", "r = norm.rvs(loc=0, scale=1, size=1000)\n", "\n", "x = np.linspace(norm.ppf(0.01), #ppf stands for percentiles.\n", " norm.ppf(0.99), 100)\n", "\n", "fig, ax = plt.subplots(1, 1)\n", "ax.plot(x, norm.pdf(x),\n", " 'blue', lw=5, alpha=0.6, label='norm pdf')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "And compare the histogram:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAAEpVJREFUeJzt3X+s3Xd93/Hna04dJhhd2tw/Nv/ApnUn3MIS6dZ0QmMSDcGQ6ppWRDUak6tFsphiiSmbhhHI2YwiBZDY/qirxAJrU0fmpmSTrpqL3KwJ66ou4BviBpzU48bN8JWR4tZZWQVNepP3/rhf0OHm2ud7r8/1ufbn+ZCO/P18vp/P97yPdf26X39/nVQVkqQ2/K1xFyBJunoMfUlqiKEvSQ0x9CWpIYa+JDXE0Jekhhj6ktQQQ1+SGmLoS1JDbhh3AUvdfPPNtW3btnGXIUnXlKeeeurPq2pi2Lh1F/rbtm1jdnZ23GVI0jUlyf/pM87DO5LUEENfkhpi6EtSQwx9SWqIoS9JDTH0Jakhhr4kNcTQl6SGrLubsyRpnLYdfHSk23vh/jtGur0rZejrmjPqf5Qrsd7+AUsr5eEdSWqIoS9JDTH0JakhvUI/ye4kZ5LMJTm4zPqPJvlmklNJ/ijJzq5/W5IfdP2nkjww6g8gSepv6IncJBuAI8B7gXngZJLpqnp2YNhDVfVAN34K+Dywu1v3fFXdMtqyJUmr0efqnV3AXFWdBUhyHNgD/Cj0q+p7A+PfCNQoi5Skq2UcV2h94AMf4Atf+AIPPPAAk5OTTE1NMT09zezsLIcPHx7pe/UJ/U3AuYH2PPDOpYOS3A3cA2wE3jOwanuSp4HvAZ+qqv+5+nIl6fozMzMD8GMBPzU1xdTU1Mjfq88x/SzT97o9+ao6UlU/A3wc+FTX/V1ga1XdyuIvhIeSvPl1b5DsTzKbZPbChQv9q5ckrUif0J8Htgy0NwPnLzP+OPBBgKp6uar+olt+Cnge+LmlE6rqaFVNVtXkxMTQr3iUJK1Sn9A/CexIsj3JRmAvMD04IMmOgeYdwLe7/onuRDBJ3grsAM6OonBJ0soNPaZfVQtJDgAngA3Asao6neQwMFtV08CBJLcBfwO8BOzrpr8bOJxkAXgV+GhVXVyLDyJJGq7Xs3eqagaYWdJ3aGD5Y5eY9wjwyJUUKEkaHe/IlaSGGPqS1BBDX5IaYuhLUkMMfUlqiKEvSQ0x9CWpIYa+JDXE0Jekhhj6ktSQXo9hkJaz7eCj4y5B0gq5py9JDTH0Jakhhr4kNcTQl6SGGPqS1BBDX5IaYuhLUkMMfUlqiKEvSQ3pFfpJdic5k2QuycFl1n80yTeTnEryR0l2Dqz7RDfvTJL3jbJ4SdLKDA39JBuAI8D7gZ3AhwdDvfNQVb29qm4BPgt8vpu7E9gL/DywG/itbnuSpDHos6e/C5irqrNV9QpwHNgzOKCqvjfQfCNQ3fIe4HhVvVxVfwbMdduTJI1BnweubQLODbTngXcuHZTkbuAeYCPwnoG5Ty6Zu2mZufuB/QBbt27tU7ckaRX67Olnmb56XUfVkar6GeDjwKdWOPdoVU1W1eTExESPkiRJq9En9OeBLQPtzcD5y4w/DnxwlXMlSWuoT+ifBHYk2Z5kI4snZqcHByTZMdC8A/h2tzwN7E1yY5LtwA7g61detiRpNYYe06+qhSQHgBPABuBYVZ1OchiYrapp4ECS24C/AV4C9nVzTyd5GHgWWADurqpX1+izSGtuXF8c88L9d4zlfXX96fXNWVU1A8ws6Ts0sPyxy8y9D7hvtQVKkkbHO3IlqSGGviQ1xNCXpIYY+pLUEENfkhpi6EtSQwx9SWqIoS9JDTH0Jakhhr4kNcTQl6SGGPqS1BBDX5IaYuhLUkMMfUlqiKEvSQ0x9CWpIYa+JDXE0JekhvQK/SS7k5xJMpfk4DLr70nybJJnkvxBkrcMrHs1yanuNT3K4iVJKzP0i9GTbACOAO8F5oGTSaar6tmBYU8Dk1X1/ST/Avgs8Ovduh9U1S0jrluStAp99vR3AXNVdbaqXgGOA3sGB1TVE1X1/a75JLB5tGVKkkahT+hvAs4NtOe7vku5C/jKQPsNSWaTPJnkg6uoUZI0IkMP7wBZpq+WHZh8BJgE/slA99aqOp/krcDjSb5ZVc8vmbcf2A+wdevWXoVLklauz57+PLBloL0ZOL90UJLbgE8CU1X18g/7q+p89+dZ4KvArUvnVtXRqpqsqsmJiYkVfQBJUn99Qv8ksCPJ9iQbgb3Aj12Fk+RW4EEWA//Fgf6bktzYLd8MvAsYPAEsSbqKhh7eqaqFJAeAE8AG4FhVnU5yGJitqmngc8CbgN9NAvCdqpoC3gY8mOQ1Fn/B3L/kqh9J0lXU55g+VTUDzCzpOzSwfNsl5v0x8PYrKVCSNDrekStJDTH0Jakhhr4kNcTQl6SGGPqS1BBDX5IaYuhLUkMMfUlqiKEvSQ0x9CWpIYa+JDXE0Jekhhj6ktQQQ1+SGmLoS1JDDH1JaoihL0kNMfQlqSGGviQ1xNCXpIb0Cv0ku5OcSTKX5OAy6+9J8mySZ5L8QZK3DKzbl+Tb3WvfKIuXJK3M0NBPsgE4Arwf2Al8OMnOJcOeBiar6h3Al4HPdnN/CrgXeCewC7g3yU2jK1+StBJ99vR3AXNVdbaqXgGOA3sGB1TVE1X1/a75JLC5W34f8FhVXayql4DHgN2jKV2StFI39BizCTg30J5ncc/9Uu4CvnKZuZuWTkiyH9gPsHXr1h4ladC2g4+OuwRJ14g+e/pZpq+WHZh8BJgEPreSuVV1tKomq2pyYmKiR0mSpNXoE/rzwJaB9mbg/NJBSW4DPglMVdXLK5krSbo6+oT+SWBHku1JNgJ7genBAUluBR5kMfBfHFh1Arg9yU3dCdzbuz5J0hgMPaZfVQtJDrAY1huAY1V1OslhYLaqplk8nPMm4HeTAHynqqaq6mKST7P4iwPgcFVdXJNPIkkaqs+JXKpqBphZ0ndoYPm2y8w9BhxbbYGSpNHxjlxJaoihL0kNMfQlqSGGviQ1xNCXpIYY+pLUEENfkhpi6EtSQwx9SWqIoS9JDTH0Jakhhr4kNcTQl6SGGPqS1BBDX5IaYuhLUkMMfUlqiKEvSQ0x9CWpIb1CP8nuJGeSzCU5uMz6dyf5RpKFJB9asu7VJKe61/SoCpckrdzQL0ZPsgE4ArwXmAdOJpmuqmcHhn0H+A3gXy+ziR9U1S0jqFWSdIWGhj6wC5irqrMASY4De4AfhX5VvdCte20NapQkjUifwzubgHMD7fmur683JJlN8mSSD66oOknSSPXZ088yfbWC99haVeeTvBV4PMk3q+r5H3uDZD+wH2Dr1q0r2LQkaSX67OnPA1sG2puB833foKrOd3+eBb4K3LrMmKNVNVlVkxMTE303LUlaoT6hfxLYkWR7ko3AXqDXVThJbkpyY7d8M/AuBs4FSJKurqGhX1ULwAHgBPAc8HBVnU5yOMkUQJJfTDIP3Ak8mOR0N/1twGySPwGeAO5fctWPJOkq6nNMn6qaAWaW9B0aWD7J4mGfpfP+GHj7FdYoSRoR78iVpIb02tOXNF7bDj46tvd+4f47xvbeGj339CWpIYa+JDXE0Jekhhj6ktQQQ1+SGmLoS1JDDH1JaoihL0kNMfQlqSGGviQ1xNCXpIYY+pLUEENfkhpi6EtSQwx9SWqIoS9JDTH0JakhvUI/ye4kZ5LMJTm4zPp3J/lGkoUkH1qybl+Sb3evfaMqXJK0ckNDP8kG4AjwfmAn8OEkO5cM+w7wG8BDS+b+FHAv8E5gF3BvkpuuvGxJ0mr02dPfBcxV1dmqegU4DuwZHFBVL1TVM8BrS+a+D3isqi5W1UvAY8DuEdQtSVqFPqG/CTg30J7v+vq4krmSpBHrE/pZpq96br/X3CT7k8wmmb1w4ULPTUuSVqpP6M8DWwbam4HzPbffa25VHa2qyaqanJiY6LlpSdJK9Qn9k8COJNuTbAT2AtM9t38CuD3JTd0J3Nu7PknSGAwN/apaAA6wGNbPAQ9X1ekkh5NMAST5xSTzwJ3Ag0lOd3MvAp9m8RfHSeBw1ydJGoMb+gyqqhlgZknfoYHlkyweullu7jHg2BXUKEkaEe/IlaSGGPqS1BBDX5IaYuhLUkMMfUlqiKEvSQ0x9CWpIYa+JDXE0Jekhhj6ktQQQ1+SGmLoS1JDDH1JaoihL0kNMfQlqSGGviQ1xNCXpIb0+uYsDbft4KPjLkGShnJPX5IaYuhLUkN6hX6S3UnOJJlLcnCZ9Tcm+Z1u/deSbOv6tyX5QZJT3euB0ZYvSVqJocf0k2wAjgDvBeaBk0mmq+rZgWF3AS9V1c8m2Qt8Bvj1bt3zVXXLiOuWJK1Cnz39XcBcVZ2tqleA48CeJWP2AP+pW/4y8MtJMroyJUmj0Cf0NwHnBtrzXd+yY6pqAfhL4Ke7dduTPJ3kfyT5x8u9QZL9SWaTzF64cGFFH0CS1F+f0F9uj716jvkusLWqbgXuAR5K8ubXDaw6WlWTVTU5MTHRoyRJ0mr0Cf15YMtAezNw/lJjktwA/CRwsaperqq/AKiqp4DngZ+70qIlSavTJ/RPAjuSbE+yEdgLTC8ZMw3s65Y/BDxeVZVkojsRTJK3AjuAs6MpXZK0UkOv3qmqhSQHgBPABuBYVZ1OchiYrapp4IvAbyeZAy6y+IsB4N3A4SQLwKvAR6vq4lp8EEnScL0ew1BVM8DMkr5DA8t/Ddy5zLxHgEeusEZJ0oh4R64kNcTQl6SGGPqS1BBDX5Ia4vP0JV3WuL4r4oX77xjL+17v3NOXpIYY+pLUEENfkhpi6EtSQwx9SWqIoS9JDTH0Jakhhr4kNcTQl6SGGPqS1BBDX5IaYuhLUkN84JqkdWlcD3qD6/thb9dd6I/zB0WS1rteh3eS7E5yJslckoPLrL8xye9067+WZNvAuk90/WeSvG90pUuSVmpo6CfZABwB3g/sBD6cZOeSYXcBL1XVzwL/HvhMN3cnsBf4eWA38Fvd9iRJY9Dn8M4uYK6qzgIkOQ7sAZ4dGLMH+Lfd8peB30ySrv94Vb0M/FmSuW57/2s05UvS6F3PXxzT5/DOJuDcQHu+61t2TFUtAH8J/HTPuZKkq6TPnn6W6aueY/rMJcl+YH/X/KskZ3rUNczNwJ+PYDtXi/WunWupVrDetbZu681nXte1klrf0mdQn9CfB7YMtDcD5y8xZj7JDcBPAhd7zqWqjgJH+xTcV5LZqpoc5TbXkvWunWupVrDetXYt1bsWtfY5vHMS2JFke5KNLJ6YnV4yZhrY1y1/CHi8qqrr39td3bMd2AF8fTSlS5JWauieflUtJDkAnAA2AMeq6nSSw8BsVU0DXwR+uztRe5HFXwx04x5m8aTvAnB3Vb26Rp9FkjREr5uzqmoGmFnSd2hg+a+BOy8x9z7gviuocbVGerjoKrDetXMt1QrWu9aupXpHXmsWj8JIklrgA9ckqSHXdegn+XSSZ5KcSvL7Sf7+uGu6nCSfS/KnXc3/LcnfHXdNl5LkziSnk7yWZN1eCTHsESLrSZJjSV5M8q1x1zJMki1JnkjyXPdz8LFx13Q5Sd6Q5OtJ/qSr99+Nu6Y+kmxI8nSS3xvVNq/r0Ac+V1XvqKpbgN8DDg2bMGaPAb9QVe8A/jfwiTHXcznfAn4N+MNxF3IpPR8hsp78RxYfV3ItWAD+VVW9Dfgl4O51/nf7MvCeqvqHwC3A7iS/NOaa+vgY8NwoN3hdh35VfW+g+UaWuTFsPamq3+/uaAZ4ksX7GtalqnquqkZxE91a+tEjRKrqFeCHjxBZl6rqD1m8+m3dq6rvVtU3uuX/x2Iwrdu77WvRX3XNn+he6zoPkmwG7gC+MMrtXtehD5DkviTngH/K+t/TH/TPga+Mu4hrnI8BuQq6p+reCnxtvJVcXneo5BTwIvBYVa3reoH/APwb4LVRbvSaD/0k/z3Jt5Z57QGoqk9W1RbgS8CB8VY7vN5uzCdZ/O/zl8ZXab9a17lejwHR6iV5E/AI8C+X/M963amqV7tDvZuBXUl+Ydw1XUqSXwFerKqnRr3ta/5LVKrqtp5DHwIeBe5dw3KGGlZvkn3ArwC/XGO+nnYFf7frVa/HgGh1kvwEi4H/par6r+Oup6+q+r9Jvsri+ZP1etL8XcBUkg8AbwDenOQ/V9VHrnTD1/ye/uUk2THQnAL+dFy19JFkN/BxYKqqvj/ueq4DfR4holXoHp3+ReC5qvr8uOsZJsnED6+GS/K3gdtYx3lQVZ+oqs1VtY3Fn9vHRxH4cJ2HPnB/dzjiGeB2Fs+Er2e/Cfwd4LHuMtMHxl3QpST51STzwD8CHk1yYtw1LdWdFP/hI0SeAx6uqtPjrerSkvwXFr9r4h8kmU9y17hruox3Af8MeE/3s3qq2ytdr/4e8ESXBSdZPKY/sssgryXekStJDbne9/QlSQMMfUlqiKEvSQ0x9CWpIYa+JDXE0Jekhhj6ktQQQ1+SGvL/ATrUX2+fcu7kAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1)\n", "ax.hist(r, normed=True, histtype='stepfilled', alpha=1, label='...')\n", "ax.legend(loc='best', frameon=False)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZUAAAEICAYAAACXo2mmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAAIABJREFUeJzt3Xl8FdX9//HXh32HgKgIJOx1XzCKFb9qpUVZA6IIUkFcoq1V6ldb4UerVkWqVot+q9VUQdGwyVJBRUQErSuLoohUCSoBZTUQZBMCn98fd6LXkJAQcjM3N+/n43Efd+bMmbmfww355Jw5M2PujoiISFmoEnYAIiKSOJRURESkzCipiIhImVFSERGRMqOkIiIiZUZJRUREyoySikgMmdl2M2tTBse508yeK4uYRGJJSUUqFTP7ysw2mFndqLJrzGxBLD7P3eu5+xexOHY0M6tvZg8F7dthZtlmNtXMzoyq48G27Wb2rZnNM7PLChxngZntDupsNrPpZtYs1vFL4lBSkcqoGjAs7CDKipnVBF4HTgJ6Ag2A44BJQPcC1U9x93rAz4CngX+Y2R0F6vwuqNMBaAT8PXbRS6JRUpHK6AHgVjNrVNhGMzvbzBaZWW7wfnbUtgVmdo+ZvRP8NT/LzJqYWaaZbQvqt4qq72bWLlh+2sweNbOXzOw7M3vfzNpG1X3YzNYEx1liZv9TwvZcAbQA+rj7J+6+z913uPtUd7+zsB3cfbO7Pwv8BhhhZk0KqZMDTANOLGEcIkoqUiktBhYAtxbcYGaNgZeAR4AmwEPASwV+6Q4g8ou8OdAWeBcYBzQGVgAF//KPNhD4C5AEZAGjorYtAk4NjjMBeN7MapWgPb8E5rj7jhLULegFIj23MwtuMLMjgH7Ah6U4rlRSSipSWd0O3GhmTQuU9wBWuvuz7p7n7hOB/wK9ouqMc/dV7p4LzAZWuftr7p4HPA+cdpDPne7uC4O6mUSSCADu/py7fxt87oNATSLDVMU5Alifv2Jmp5rZ1qDH89nBdnT3vcBmIoks3yNmthX4CFgH/G8JYhABlFSkknL3T4AXgeEFNh0DrC5QtppIryTfhqjlXYWs1zvIR6+PWt4ZXdfMbjGzFcGw21agIZGEUZxvgR9Oprv7UndvBFxMJDEVycyqA02BnKjim9y9kbs3d/dB7r6pBDGIAEoqUrndAVzLTxPGN0BKgXrJwNexDCQ4f3Ib0B9ICpJCLmAl2H0e0DV6RtshSAPygIWl2FfkAEoqUmm5exYwGbgpqvhloIOZXW5m1YIpt8cT6dXEUn0iv9w3AdXM7HYis7hKYjyRYaoZZnaimVUNzsWkFrWDmTU2s0HAo8B97v7t4YUvEqGkIpXdXcAPf+EHv1x7ArcQGVb6I9DT3TfHOI45RM7PfE5kuG03sKYkO7r7buAXwKdEJhlsAz4DziDS84n2kZltJzJJ4BrgZne/vSwaIAJgekiXiIiUFfVURESkzCipiIhImVFSERGRMqOkIiIiZaZa2AGUtyOOOMJbtWoVdhgiIhXKkiVLNrt7wTtQHKDSJZVWrVqxePHisMMQEalQzKzgnSYKpeEvEREpM0oqIiJSZpRURESkzCipiIhImVFSERGRMqOkIiKSwDKXZdJqTCuq/KUKrca0InNZZkw/r9JNKRYRqSwyl2WSPiudnXt3ArA6dzXps9IBGHTSoJh8pnoqIiIJauS8kT8klHw79+5k5LyRMftMJRURkQSVnZt9SOVlQUlFRCRBtWzYstDy5IbJMftMJRURkQR1+tGnH1BWp3odRnUZFbPPVFIREUlAM1bMYMZnMzg3+VySGyZjGCkNU8jolRGzk/Sg2V8iIgln+cblDP73YM5sfiZzrphDrWq1yu2z1VMREUkgW3Ztoc/kPtStXpfp/aeXa0IB9VRERBLGvv37GDhtIKu3rmbBlQto3qB5ucegpCIikiBGvj6SOavmkNEzg7Nbnh1KDBr+EhFJAJM/mcx9b9/H9adfz7WnXxtaHEoqIiIV3NL1Sxn6wlDOST6Hh7s9HGosMUsqZjbWzDaa2SeFbLvVzNzMjgjWzcweMbMsM/vYzDpG1R1iZiuD15Co8tPNbFmwzyNmZrFqi4hIvNq8czN9JvWhce3GTL10KjWq1gg1nlj2VJ4GLipYaGYtgV8B0fcJ6Aa0D17pwD+Duo2BO4BOwJnAHWaWFOzzz6Bu/n4HfJaISCLL259H/+f7s377emZcNoOj6h0VdkixSyru/iaQU8imvwN/BDyqLA0Y7xHvAY3MrBlwITDX3XPcfQswF7go2NbA3d91dwfGA31i1RYRkXj0h1f/wPyv5pPRK4Mzmp8RdjhAOZ9TMbPewNfu/lGBTc2BNVHra4Oyg5WvLaS8qM9NN7PFZrZ406ZNh9ECEZH4MP6j8Yx5fwzDOg1j8CmDww7nB+WWVMysDjASuL2wzYWUeSnKC+XuGe6e6u6pTZs2LUm4IiJxa9HXi0iflc4FrS/gb13/FnY4P1GePZW2QGvgIzP7CmgBfGBmRxPpaUTfTrMF8E0x5S0KKRcRSWgbtm+g7+S+HF3vaCZfMplqVeLrcsNySyruvszdj3T3Vu7eikhi6Oju64GZwOBgFthZQK67rwPmAF3NLCk4Qd8VmBNs+87MzgpmfQ0GXiivtoiIhGHPvj30m9KPnF05/HvAvzmizhFhh3SAmKU4M5sInA8cYWZrgTvc/akiqr8MdAeygJ3AUAB3zzGzu4FFQb273D3/5P9viMwwqw3MDl4iIglr2OxhvL3mbSb1m8SpR58adjiFillScfeBxWxvFbXswA1F1BsLjC2kfDFw4uFFKSJSMWQsyeDxJY9zW+fbuOzEy8IOp0i6ol5EJM69s+Ydfvfy77iw7YWMuiB2D9gqC0oqIiJx7OttX9NvSj+SGyYzsd9EqlapGnZIBxVf0wZEROQHu/N2c/GUi9m+ZzuvXfEaSbWTit8pZEoqIiJxyN35zUu/YeHXC5nefzonHHlC2CGViIa/RETi0KOLHuXppU9z+7m30/e4vmGHU2JKKiIicWbBVwv4/Su/p1eHXtxx/h1hh3NIlFREROLI6q2rufT5S2nfpD3PXfwcVaxi/ZquWNGKiCSwnXt30ndyX/bs28MLA16gQc0GYYd0yHSiXkQkDrg71866lqXrlzJr4Cw6NOkQdkiloqQiIhIHHnz3QSYsm8CoC0bRo0OPsMMpNQ1/iYiE7NVVr3Lba7dxyfGXMOKcEWGHc1iUVEREQrQqZxUDpg7ghKYnMC5tHJEbr1dcSioiIiHZvmc7fSZHnoT+7wH/pl6NeiFHdPh0TkVEJATuzpX/vpJPN33KnF/PoU1Sm7BDKhNKKiIiIbj3P/cybcU0Huz6IL9s88uwwykzGv4SESlnL37+In+e/2cGnTSIm8+6OexwypSSiohIOfps82cMmj6I05qdxr96/avCn5gvSElFRKSc5O7OJW1SGjWr1mTGZTOoXb122CGVuZglFTMba2YbzeyTqLIHzOy/Zvaxmc0ws0ZR20aYWZaZfWZmF0aVXxSUZZnZ8Kjy1mb2vpmtNLPJZlYjVm0RETlc+30/v57xa1ZtWcXU/lNJbpgcdkgxEcueytPARQXK5gInuvvJwOfACAAzOx4YAJwQ7POYmVU1s6rAo0A34HhgYFAX4D7g7+7eHtgCXB3DtoiIHJY7F9zJi5+/yJgLx3BuyrlhhxMzMUsq7v4mkFOg7FV3zwtW3wNaBMtpwCR3/97dvwSygDODV5a7f+Hue4BJQJpFBiEvAKYG+z8D9IlVW0REDsf0FdO5+827uerUq/jtGb8NO5yYCvOcylXA7GC5ObAmatvaoKyo8ibA1qgElV9eKDNLN7PFZrZ406ZNZRS+iEjxPtn4CYNnDKZT80481uOxhDsxX1AoScXMRgJ5QGZ+USHVvBTlhXL3DHdPdffUpk2bHmq4IiKlkrMrh7RJadSvWZ/pl02nZrWaYYcUc+V+8aOZDQF6Al3cPT8RrAVaRlVrAXwTLBdWvhloZGbVgt5KdH0RkdDt27+PgdMGsiZ3DW9c+QbH1D8m7JDKRbn2VMzsIuA2oLe774zaNBMYYGY1zaw10B5YCCwC2gczvWoQOZk/M0hG84FLgv2HAC+UVztERIozYt4IXl31Ko/1eIyft/x52OGUm1hOKZ4IvAv8zMzWmtnVwD+A+sBcM1tqZo8DuPtyYArwKfAKcIO77wt6Ib8D5gArgClBXYgkp/81sywi51ieilVbREQOxcRlE3ngnQf4TepvuKbjNWGHU67sxxGoyiE1NdUXL14cdhgikqA+XPchncd2JvWYVF4b/Bo1qibGJXRmtsTdU4urpyvqRUTKyKYdm+gzuQ9N6jTh+UufT5iEcih0l2IRkTKwd99e+k/tz8YdG/nP0P9wVL2jwg4pFEoqIiJl4NZXb2XBVwsY32c8qccUO0qUsDT8JSJymJ5e+jSPLHyEm8+6mStOuSLscEKlpCIichgWfr2Q61+8ngtaX8D9v7o/7HBCp6QiIlJK67ev5+LJF9OsfjMmXzKZalV0RkH/AiIipbBn3x76TenHlt1beOeqdziizhFhhxQXlFRERErhptk38c6ad5h8yWROOfqUsMOJGxr+EhE5RE8sfoInljzB8M7D6X9C/7DDiStKKiIih+Dt7Le5cfaNdGvXjXsuuCfscOKOkoqISAmt3baWflP60apRKyb0m0DVKlXDDinu6JyKiEgJ7M7bzcWTL2bH3h28PuR1GtVqFHZIcUlJRUSkGO7O9S9ez6JvFjHjshkc3/T4sEOKWxr+EhEpxv8t/D+e+egZ7jjvDvoc2yfscOKaeioiIoXIXJbJyHkjyc7NxnE6Ht2R28+7Peyw4p56KiIiBWQuyyR9Vjqrc1fjRJ45tWLzCiZ+MjHkyOKfkoqISAEj541k596dPynblbeLkfNGhhRRxaGkIiJSQHZu9iGVy49i+Yz6sWa20cw+iSprbGZzzWxl8J4UlJuZPWJmWWb2sZl1jNpnSFB/pZkNiSo/3cyWBfs8YmYWq7aISOXh7tStUbfQbckNk8s5moonlj2Vp4GLCpQNB+a5e3tgXrAO0A1oH7zSgX9CJAkBdwCdgDOBO/ITUVAnPWq/gp8lInLIHnr3Ibbv2X7AHYfrVK/DqC6jQoqq4ohZUnH3N4GcAsVpwDPB8jNAn6jy8R7xHtDIzJoBFwJz3T3H3bcAc4GLgm0N3P1dd3dgfNSxRERK5fnlz3Pr3Fu59PhLGZc2jpSGKRhGSsMUMnplMOikQWGHGPfKe0rxUe6+DsDd15nZkUF5c2BNVL21QdnBytcWUl4oM0sn0qshOVndVxE50NvZb3PFjCvo3LIz4/uOp1a1Wvz65F+HHVaFEy8n6gs7H+KlKC+Uu2e4e6q7pzZt2rSUIYpIovr8289Jm5RGcsNkXhjwArWq1Qo7pAqrvJPKhmDoiuB9Y1C+FmgZVa8F8E0x5S0KKRcROSSbdmyiW2Y3qlgVZg+aTZM6TcIOqUIr76QyE8ifwTUEeCGqfHAwC+wsIDcYJpsDdDWzpOAEfVdgTrDtOzM7K5j1NTjqWCIiJbJz7056TezFN999w8yBM2nbuG3YIVV4MTunYmYTgfOBI8xsLZFZXH8FppjZ1UA2cGlQ/WWgO5AF7ASGArh7jpndDSwK6t3l7vkn/39DZIZZbWB28BIRKZF9+/fx6+m/ZuHXC5nWfxpntTgr7JASQrFJxcyquPv+qPVBQH0is7V2FrWfuw8sYlOXQuo6cEMRxxkLjC2kfDFw4sGjFxEp3K2v3sqM/85gzIVj6Htc37DDSRglGf56ycyOAzCzkUSGmk4BJsUyMBGRWHn4vYcZ8/4YhnUaxrCzhoUdTkI5aFIxs/OIXFjYNFi+AniCSEI51szONTPN0RWRCmPGihncPOdm+h7blwe7Phh2OAmnJOdUqgANgLrAPmAzkSm9u4Ptuj2KiFQI7619j8unX86Zzc/kuYuf0+OAY+CgScXd3zCz54D7gHrAne7+ppk1ATYFV82LiMS9VTmr6DWxF83rN2fWwFnUqV4n7JASUrE9FXe/3cwmAHnunhUUVyG4Ql1EJN5t3rmZbpnd2O/7eXnQyzStq4ugY6VEU4rd/b8F1jcBm2ISkYhIGdqdt5s+k/qQnZvNvMHz6NCkQ9ghJTQ9TlhEEtZ+38/gGYN5e83bTLlkCp2TO4cdUsKLl3t/iYiUueGvDef5T5/ngV89wKUnXFr8DnLYiptSPC94v698whERKRuPLXqMB955gBvOuIFbfn5L2OFUGsUNfzULrk/pbWaTKDB92N0/iFlkIiKlNOuzWdw4+0Z6dejFwxc9jB4MW36KSyq3E3k6YwvgoQLbHLggFkGJiJTW4m8WM2DaADo268jEfhN1LUo5K+46lanAVDP7s7vfXU4xiYiUypdbvqTHhB4cWfdIXhz4YpHPmpfYKemU4rvNrDdwblC0wN1fjF1YIiKHZsuuLXSf0J09+/awYMgCjqp3VNghVUolSipmNho4E8gMioaZWWd3HxGzyERESuj7vO/pO7kvX2z5grlXzOW4pseFHVKlVdLrVHoAp+bfAt/MngE+BJRURCRU+30/Q18Yyhur32DCxRM4N+Xc4neSmDmU61QaRS03LOtARERK40+v/4mJn0xkdJfRDDypqMc4SXkpaU9lNPChmc0nMq34XNRLEZGQZSzJYPRbo0nvmM5tnW8LOxyh5CfqJ5rZAuAMIknlNndfH8vAREQOZvbK2fz2pd/SvX13Hu3xqK5FiRMlHv5y93XuPtPdXzjchGJmN5vZcjP7xMwmmlktM2ttZu+b2Uozm2xmNYK6NYP1rGB7q6jjjAjKPzOzCw8nJhGpOD5c9yGXPn8pJx91MpMvmUy1KrqNYbwo93t/mVlz4CYg1d1PBKoCA4g8s+Xv7t4e2AJcHexyNbDF3dsBfw/qYWbHB/udAFwEPGZmuspJJMFl52bTY0IPGtduzIuXv0i9GvXCDkmihHVDyWpAbTOrBtQB1hG5On9qsP0ZoE+wnBasE2zvYpF+bhowyd2/d/cvgSwi055FJEFt3b2V7pnd2bl3J7MHzeaY+seEHZIUUKKkYmZtzaxmsHy+md1kZo2K268w7v418Dcgm0gyyQWWAFvdPS+othZoHiw3B9YE++YF9ZtElxeyT8H4081ssZkt3rRJj4ERqYj27NtDvyn9+Pzbz5l+2XROOPKEsEOSQpS0pzIN2Gdm7YCngNbAhNJ8oJklEelltAaOAeoC3Qqp6vm7FLGtqPIDC90z3D3V3VObNtUT30QqGnfnmpnX8PqXr/NU76e4oLVuOxivSppU9ge9hL7AGHe/GWhWys/8JfClu29y973AdOBsoFEwHAaRG1h+EyyvBVoCBNsbAjnR5YXsIyIJ5M4Fd/Lsx89y1/l3ccUpV4QdjhxESZPKXjMbCAwB8u/5Vb2Un5kNnGVmdYJzI12AT4H5wCVBnSHAC8HyzGCdYPvr7u5B+YBgdlhroD2wsJQxiUicGvvhWO568y6uOvUq/nTun8IOR4pR0nl4Q4HrgVHu/mXwS/y50nygu79vZlOBD4A8Ird7yQBeAiaZ2T1B2VPBLk8Bz5pZFpEeyoDgOMvNbAqRhJQH3ODu+0oTk4jEp7mr5nLdi9fRtW1XHu/5uK5FqQAs8kd/5ZGamuqLFy8OOwwRKcbHGz7mnLHn0DqpNf8Z+h8a1GwQdkiVmpktcffU4uqV9C7FnYE7gZRgHwPc3dscTpAiIoVZu20t3TO706BmA166/CUllAqkpMNfTwE3E5n6qyEmEYmZbd9vo8eEHmz7fhtvXfUWLRq0CDskOQQlTSq57j47ppGISKW3d99eLplyCZ9u+pSXLn+Jk486OeyQ5BCVNKnMN7MHiEz//T6/0N0/iElUIlLpuDvXv3g9c7+Yy9jeY+natmvYIUkplDSpdAreo0/SOJFbq4iIHLZ73ryHsUvH8udz/8zQ04aGHY6UUklvff+LWAciIpXXsx89y+0LbueKk6/gL+f/Jexw5DCU9N5fDc3sofz7Z5nZg2ampz+KyGF7/cvXuXrm1VzQ+gKe7P2krkWp4Ep6Rf1Y4Dugf/DaBoyLVVAiUjks37iciydfTIcmHZjWfxo1qtYIOyQ5TCU9p9LW3ftFrf/FzJbGIiARqRy++e4bumV2o071Orw86GUa1SrVjc8lzpS0p7LLzM7JXwkuhtwVm5BEJNFt37OdnhN6krMrh5cuf4nkhslhhyRlpKQ9ld8AzwTnUYzIPbiujFVQIpK48vbncdnUy/h4w8fMGjiL05qdFnZIUoZKOvtrKXCKmTUI1rfFNCoRSUjuzg0v3cDLK1/miZ5P0K19YY9SkorsoEnFzH7t7s+Z2f8WKAfA3R+KYWwikmDue/s+Mj7IYMQ5I0g/PT3scCQGiuup1A3e68c6EBFJbBOXTWTEvBEMPHEg91xwT9jhSIwcNKm4+xPBu65GEpFSe3P1m1z5wpWcl3Ie49LGUcVKOkdIKprihr8eOdh2d7+pbMMRkUSzYtMK0ial0SapDTMum0HNajXDDkliqLjhryXlEoWIJKQN2zfQfUJ3alatycuXv0xS7aSwQ5IYK27465nyCkREEsuOPTvoObEnG3ds5I0r36B1UuuwQ5JyUNzw1ywidyMulLv3Ls2Hmlkj4EngxOD4VwGfAZOBVsBXQH9332KRqWYPA92BncCV+bfcN7MhwJ+Cw96jJCgSrsxlmYycN5Ls3GxqVavFrrxdzBwwk9Rjin0KrSSI4oa//hajz30YeMXdLzGzGkAd4P8B89z9r2Y2HBgO3AZ0A9oHr07AP4FOZtYYuIPI7fgdWGJmM919S4xiFpGDyFyWSfqsdHbu3QnArrxdVK9SnW17dFlbZWLuRXZEYvOBkQsoPwLaeNSHm9lnwPnuvs7MmgEL3P1nZvZEsDwxul7+y92vC8p/Uq8oqampvnjx4hi0TKRyazWmFatzVx9QntIwha9+/1X5ByRlysyWuHuxXc7ihr+muHt/M1tGIcNg7l6aZ322ATYB48zsFCKTAYYBR7n7uuC468zsyKB+c2BN1P5rg7KiygtrRzqQDpCcrHsMicRCdm72IZVLYipu+GtY8N6zjD+zI3Cju79vZg8TGeoqSmEPV/CDlB9Y6J4BZECkp3Jo4YpIcXJ351KzWk125+0+YJtuFlm5HPQKpKiew+r8F7ADyA6WS2MtsNbd3w/WpxJJMhuCYS+C941R9VtG7d8C+OYg5SJSjrJysvj5Uz/n+7zvD3geSp3qdRjVZVRIkUkYDppUzOwsM1tgZtPN7DQz+wT4hEgCuKg0H+ju64E1ZvazoKgL8CkwExgSlA0BXgiWZwKDLeIsIDdIdnOArmaWZGZJQNegTETKyfwv59PpyU5s2LGB14e8zti0saQ0TMEwUhqmkNErg0EnDQo7TClHxQ1//YPIrKyGwOtAN3d/z8yOBSYCr5Tyc28EMoOZX18AQ4kkuClmdjWQDVwa1H2ZyHTiLCJTiocCuHuOmd0NLArq3eXuOaWMR0QO0eOLH+fG2TfSoUkHZg2cRZukNgBKIpXcQWd/mdlSdz81WF7h7sdFbfvQ3SvcgxA0+0vk8Ozdt5eb59zMo4sepUf7HkzoN4EGNRuEHZbEWJnM/gL2Ry0XfNKjTniLVDI5u3Lo/3x/5n05jz+c/QdGdxlN1SpVww5L4khxSeUUM9tGZKZV7WCZYL1WTCMTkbjy383/pdfEXmTnZvN02tMMOXVI8TtJpVPcvb/0J4iI8ErWKwyYOoCa1Woyf8h8zm55dtghSZzSQw1EpEjuzpj3xtBjQg9aNWrFomsXKaHIQZXoGfUiUvns2beHG166gSc/fJK+x/ZlfN/x1KtRL+ywJM4pqYjIATbt2ES/Kf34T/Z/+PO5f+bO8+/U0xqlRJRUROQnlm1YRu9JvVm/fT0T+01kwIkDwg5JKhAlFRH5wazPZnH59MupX6M+b175Jmc0PyPskKSCUX9WRHB37n/7ftImpXHsEcey6NpFSihSKuqpiFRyu/N2kz4rnWc/fpbLTriMsWljqVO9TthhSQWlpCJSia3fvp6+k/vy3tr3uPsXdzPyf0YSeYK3SOkoqYhUUh+u+5Dek3qTsyuHaf2ncfFxF4cdkiQAnVMRqYSmfTqNc8adg2G8fdXbSihSZpRURCoRd+euN+7ikucv4ZSjTmHRtYs49ehTww5LEoiGv0QqiZ17dzL0haFMWT6FwacMJqNnBjWr1Qw7LEkwSioilcDX274mbVIaH6z7gAd+9QC3/PwWnZCXmFBSEUlwC79eSJ9Jfdi+ZzszB86kZ4eeYYckCUznVEQS2IRlEzh33LnUqlaLd69+VwlFYi60pGJmVc3sQzN7MVhvbWbvm9lKM5scPL8eM6sZrGcF21tFHWNEUP6ZmV0YTktE4s9+38/IeSMZNH0QnVp0YuG1CznhyBPCDksqgTB7KsOAFVHr9wF/d/f2wBbg6qD8amCLu7cD/h7Uw8yOBwYAJwAXAY+ZmR4qJpXe9j3b6TelH/e+dS/XnHYNc6+YyxF1jgg7LKkkQkkqZtYC6AE8GawbcAEwNajyDNAnWE4L1gm2dwnqpwGT3P17d/8SyALOLJ8WiMSn1VtX03lsZ2Z+NpOHL3qYjF4Z1KhaI+ywpBIJ60T9GOCPQP1gvQmw1d3zgvW1QPNguTmwBsDd88wsN6jfHHgv6pjR+/yEmaUD6QDJycll1wqROPJ29tv0ndyXPfv2MHvQbLq27Rp2SFIJlXtPxcx6AhvdfUl0cSFVvZhtB9vnp4XuGe6e6u6pTZs2PaR4RSqCp5c+zS+e+QWNajXi/WveV0KR0ITRU+kM9Daz7kAtoAGRnksjM6sW9FZaAN8E9dcCLYG1ZlYNaAjkRJXni95HpFLYt38ft712Gw+++yC/bPNLplwyhaTaSWGHJZVYufdU3H2Eu7dw91ZETrS/7u6DgPnAJUG1IcALwfLMYJ1g++vu7kH5gGB2WGugPbCwnJohErrc3bn0ntSbB999kBvPvJHZg2YroUjo4unix9uASWZ2D/Ah8FRQ/hTwrJllEemhDABw9+VmNgX4FMgDbnD3feWMNr9rAAAPb0lEQVQftkj5W5Wzil4Te7EyZyWP93ic61KvCzskEQAs8kd/5ZGamuqLFy8OOwyRUpv/5XwueT7SqZ/Wfxrntzo/3ICkUjCzJe6eWlw9XVEvUoE8sfgJuj7XlaPqHsXCaxYqoUjcUVIRqQDy9udx48s3cv1L19O1bVfevfpd2jZuG3ZYIgeIp3MqIlKILbu20H9qf1774jVu+fkt3PfL+6haRTePkPikpCISxz7b/Bm9Jvbiq61fMbb3WIaeNjTskEQOSklFJE69uupV+j/fnxpVazB/yHw6J3cOOySRYumcikiccXceef8RumV2I6VRCouuXaSEIhWGeioiIctclsnIeSPJzs2mZcOWtG3Ulvmr59Pn2D482/dZ6tWoF3aIIiWmpCISosxlmaTPSmfn3p0AZOdmk52bTdrP0pjWfxpVTIMJUrHoJ1YkRCPnjfwhoURbun6pEopUSPqpFQlRdm72IZWLxDslFZFy5u7MXjmbc8edixf+tAaSG+q5P1IxKamIlJN9+/cxZfkUOmZ0pPuE7ny19SuuOPkKaler/ZN6darXYVSXUSFFKXJ4lFREYmzPvj089cFTHPfocVw29TJ27d3FuLRxZN2Uxfi+4/lX73+R0jAFw0hpmEJGrwwGnTQo7LBFSkWzv0RiZMeeHTz5wZP87d2/sXbbWjo268jUS6fS59g+P7nNyqCTBimJSMJQUhEpY1t2beHRRY8y5r0xfLvrW85LOY+nej/Fr9r8CrPCnoItkjiUVETKyPrt6/n7u3/nn4v/yXd7vqNnh56MOGcEZ7c8O+zQRMqNkorIYfpyy5c88M4DjP1wLHv37+WyEy5j+DnDOfmok8MOTaTcKamIlNLyjcv569t/ZeKyiVStUpUhpwzhj53/SLvG7cIOTSQ05T77y8xamtl8M1thZsvNbFhQ3tjM5prZyuA9KSg3M3vEzLLM7GMz6xh1rCFB/ZVmNqS82yKV08KvF9J3cl9O/OeJzFgxg2GdhvHFTV+Q0StDCUUqvTB6KnnALe7+gZnVB5aY2VzgSmCeu//VzIYDw4HbgG5A++DVCfgn0MnMGgN3AKmAB8eZ6e5byr1FkvDcnde/fJ3Rb41m3pfzSKqVxB3n3cGNZ95IkzpNwg5PJG6Ue1Jx93XAumD5OzNbATQH0oDzg2rPAAuIJJU0YLy7O/CemTUys2ZB3bnungMQJKaLgInl1hhJePt9PzM/m8not0az8OuFNKvXjL/96m+kn55O/Zr1ww5PJO6Eek7FzFoBpwHvA0cFCQd3X2dmRwbVmgNronZbG5QVVV7Y56QD6QDJybr9hRQvb38ekz6ZxOi3RvPppk9pk9SGJ3o+weBTBlOrWq2wwxOJW6ElFTOrB0wDfu/u2w4yf7+wDX6Q8gML3TOADIDU1NTCb7YkAuzO2824D8dx/zv389XWrzjxyBOZcPEELj3hUqpV0bwWkeKE8r/EzKoTSSiZ7j49KN5gZs2CXkozYGNQvhZoGbV7C+CboPz8AuULYhm3JK5t32/j8cWP89C7D7FhxwbOanEWj1z0CD069NAt6EUOQbknFYt0SZ4CVrj7Q1GbZgJDgL8G7y9Elf/OzCYROVGfGySeOcC9+bPEgK7AiPJogySOzTs38/B7D/OPRf9g6+6tdG3blRHnjOC8lPN09btIKYTRU+kMXAEsM7OlQdn/I5JMppjZ1UA2cGmw7WWgO5AF7ASGArh7jpndDSwK6t2Vf9JepDhrctfw4LsP8q8P/sWuvbvoe1xfRpwzgtRjUsMOTaRCs8ikqsojNTXVFy9eHHYYEpLPv/2c+9++n/EfjcdxBp00iNs638ZxTY8LOzSRuGZmS9y92L+6dOZRKoWl65cy+q3RPL/8eWpWq8l1p1/HrWffSkqjlLBDE0koSiqS0P6z+j+Mfms0s7Nm06BmA4afM5xhnYZxVL2jwg5NJCEpqUjCcXdeyXqFe9+6l7ey36Jpnabce8G9/PaM39KwVsOwwxNJaEoqUiFlLstk5LyRZOdmk9wwmVFdRjHghAFMWzGN0W+NZun6pbRs0JL/6/Z/XHXaVdSpXifskEUqBZ2olwonc1km6bPS2bl35w9lNarWIKlWEht2bOBnTX7G8HOGc/lJl1Ojao0QIxVJHDpRLwlr5LyRP0koEHkO/JZdWwp9XK+IlB8lFYlb333/Hau2rGLltyvJysmKvLZksTp3daH19+7fS7/j+5VzlCISTUlFQpW7O/fHhBEkjfwksmHHhp/UPbre0bRr3I661euyY++OA46V3FA3CxUJm5KKxNyWXVt+kjhW5vzY89i0c9NP6jav35x2jdvRs0NP2jVuR7vG7WjfuD1tG7elXo16QOHnVOpUr8OoLqPKtV0iciAlFTls7k7OrpwDEkb+es6un949p2WDlrRr3I4+x/ahfeP2PySPNkltqFujbrGfN+ikQQAHzP7KLxeR8Gj2l5SIu7N55+ZCk0ZWThZbd2/9oa5hJDdM/qGXkZ808hNH7eq1Q2yJiJSGZn9JoQq7viP/L3x3Z8OODT8mjG9XkrXlxwSy7fttPxynilWhVaNWtGvcjstPvDySQJpEEkjrRq2pWa1mWE0UkRCpp1KJZH6cybWzrmVX3q4fyqpVqUbHozuyZ/8esnKy2L5n+w/bqlpVWie1jvQykn5MGu0at6NVo1a6BkSkElFPJUHl7c8jd3cuW3ZvYevurWzZFbwXtR5VXvCkeP7xPlj/ARe2vZDzUs77yVBVSsMUqletHkIrRaSiUlIpgYMNGR0qd2dX3q5Ck8FPEsP3hSeM7/Z8d9DjV6tSjaRaSSTVTqJRrUYk1UqidaPWJNVK4vEljxe6z779+3jx8hdL1R4RkWhKKsUoOH11de5q0mels2PPDrq07lJkL+FgiWHv/r0H/cx6NeqRVCtICrWTaNWo1Y/rBRJGfp389TrV6xT5xMLZWbMLvXBQ13eISFlRUilGYbcE2bl3J9e9eF2R+1S1qgf84k9plEKjmpEEUFgyiF6vViU2X8uoLqN0fYeIxJSSSjGyc7OL3PZ02tMHJIek2knUrV43Lp9vrus7RCTWKnxSMbOLgIeBqsCT7v7Xsjx+csPkQoeMUhqmMOTUIWX5UeVi0EmDlEREJGaqhB3A4TCzqsCjQDfgeGCgmR1flp8xqsuoA57FoSEjEZHCVeikApwJZLn7F+6+B5gEpJXlBww6aRAZvTJIaZiCYaQ0TCGjV4b+2hcRKURFH/5qDqyJWl8LdCpYyczSgXSA5ORDn+mkISMRkZKp6D2Vws6GH3CLAHfPcPdUd09t2rRpOYQlIlI5VfSkshZoGbXeAvgmpFhERCq9ip5UFgHtzay1mdUABgAzQ45JRKTSqtDnVNw9z8x+B8whMqV4rLsvDzksEZFKq0InFQB3fxl4Oew4RESkEt763sw2AQdezVgyRwCbyzCcMCVKWxKlHaC2xKtEacvhtiPF3Yud6VTpksrhMLPFJXmeQEWQKG1JlHaA2hKvEqUt5dWOin6iXkRE4oiSioiIlBkllUOTEXYAZShR2pIo7QC1JV4lSlvKpR06pyIiImVGPRURESkzSioiIlJmKnVSMbOxZrbRzD6JKjvFzN41s2VmNsvMGgTlrcxsl5ktDV6PR+1zelA/y8wesRAe+3gobQm2nRxsWx5sr1UR22Jmg6K+k6Vmtt/MTq2gbaluZs8E5SvMbETUPheZ2WdBW4bHeTtqmNm4oPwjMzs/ap94+E5amtn84N94uZkNC8obm9lcM1sZvCcF5RbEmmVmH5tZx6hjDQnqrzSzcn1qXynacWzwfX1vZrcWOFbZ/Xy5e6V9AecCHYFPosoWAecFy1cBdwfLraLrFTjOQuDnRO6aPBvoFudtqQZ8DJwSrDcBqlbEthTY7yTgiwr8vVwOTAqW6wBfBT93VYFVQBugBvARcHwct+MGYFywfCSwBKgSR99JM6BjsFwf+JzIQ/7uB4YH5cOB+4Ll7kGsBpwFvB+UNwa+CN6TguWkOG7HkcAZwCjg1qjjlOnPV6Xuqbj7m0BOgeKfAW8Gy3OBfgc7hpk1Axq4+7se+YbGA33KOtbiHGJbugIfu/tHwb7fuvu+CtqWaAOBiVBhvxcH6ppZNaA2sAfYRjk8jK44h9iO44F5wX4bga1Aahx9J+vc/YNg+TtgBZFnM6UBzwTVnomKLQ0Y7xHvAY2CtlwIzHX3HHffQuTf4KJ4bYe7b3T3RcDeAocq05+vSp1UivAJ0DtYvpSf3lq/tZl9aGZvmNn/BGXNidyCP9/aoCweFNWWDoCb2Rwz+8DM/hiUV8S2RLuMIKlQMdsyFdgBrAOygb+5ew6FP4wuHtpSVDs+AtLMrJqZtQZOD7bF3XdiZq2A04D3gaPcfR1EfmET+cseiv73j5vvpYTtKEqZtkNJ5UBXATeY2RIiXco9Qfk6INndTwP+F5gQjCGX6EFhISmqLdWAc4BBwXtfM+tCxWwLAGbWCdjp7vlj/hWxLWcC+4BjgNbALWbWhvhtS1HtGEvkF9NiYAzwDpBHnLXDzOoB04Dfu/u2g1UtpMwPUl6uDqEdRR6ikLJSt6PC36W4rLn7f4kMD2FmHYAeQfn3wPfB8hIzW0XkL/61RB4Oli9uHhRWVFuIxPyGu28Otr1MZLz8OSpeW/IN4MdeClTM7+Vy4BV33wtsNLO3gVQif0XG3cPoDvJ/JQ+4Ob+emb0DrAS2ECffiZlVJ/KLONPdpwfFG8ysmbuvC4a3NgblRT0McC1wfoHyBbGMu6BDbEdRyvRhh+qpFGBmRwbvVYA/AY8H603NrGqw3AZoT+Sk8DrgOzM7K5jJMhh4IZTgCyiqLUSeP3OymdUJxu/PAz6toG3JL7uUyFgw8EO3v6K1JRu4IJhtVJfISeH/EqcPozvI/5U6QfyY2a+APHePm5+v4LOfAla4+0NRm2YC+TO4hkTFNhMYHHwvZwG5QVvmAF3NLCmYYdU1KCsXpWhHUcr256u8ZirE44vIX7briJy4WgtcDQwjMovic+Cv/HjXgX7AciLjxR8AvaKOk0pkfHkV8I/8feK1LUH9Xwft+QS4v4K35XzgvUKOU6HaAtQDng++l0+BP0Qdp3tQfxUwMs7b0Qr4jMiJ49eI3DI9nr6Tc4gM73wMLA1e3YnMgpxHpFc1D2gc1Dfg0SDmZUBq1LGuArKC19A4b8fRwXe3jcjkibVEJk6U6c+XbtMiIiJlRsNfIiJSZpRURESkzCipiIhImVFSERGRMqOkIiIiZUZJRUREyoySioiIlJn/D3O9h/JAyU1tAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "years = [1950, 1960, 1970, 1980, 1990, 2000, 2010]\n", "gdp = [300.2, 543.3, 1075.9, 2862.5, 5979.6, 10289.7, 14958.3]\n", "# create a line chart, years on x-axis, gdp on y-axis\n", "fig = plt.figure()\n", "plt.plot(years, gdp, color='green', marker='o', linestyle='solid')\n", "# add a title\n", "plt.title(\"Nominal GDP\")\n", "# add a label to the y-axis\n", "plt.ylabel(\"Billions of $\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 3D Plot" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "from scipy import special\n", "def drumhead_height(n, k, distance, angle, t):\n", " kth_zero = special.jn_zeros(n, k)[-1]\n", " return np.cos(t) * np.cos(n*angle) * special.jn(n, distance*kth_zero)\n", "theta = np.r_[0:2*np.pi:50j]\n", "radius = np.r_[0:1:50j]\n", "x = np.array([r * np.cos(theta) for r in radius])\n", "y = np.array([r * np.sin(theta) for r in radius])\n", "z = np.array([drumhead_height(1, 1, r, theta, 0.5) for r in radius])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "from matplotlib import cm\n", "fig = plt.figure()\n", "ax = Axes3D(fig)\n", "ax.plot_surface(x, y, z, rstride=1, cstride=1, cmap=cm.jet)\n", "ax.set_xlabel('X')\n", "ax.set_ylabel('Y')\n", "ax.set_zlabel('Z')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Statistical Data Visualization with `Seaborn`\n", "\n", "Seaborn is a library for making attractive and informative statistical graphics in Python. It is built on top of matplotlib and tightly integrated with the PyData stack, including support for numpy and pandas data structures and statistical routines from scipy and statsmodels.\n", "\n", "\n", "Some of the features that seaborn offers are\n", "\n", "- Several [built-in themes](http://seaborn.pydata.org/tutorial/aesthetics.html#aesthetics-tutorial) for styling matplotlib graphics\n", "- Tools for choosing color palettes to make beautiful plots that reveal patterns in your data\n", "- Functions for visualizing univariate and bivariate **distributions** or for comparing them between subsets of data\n", "- Tools that fit and visualize **linear regression** models for different kinds of independent and dependent variables\n", "- Functions that visualize **matrices of data** and use clustering algorithms to discover structure in those matrices\n", "- A function to plot statistical **timeseries** data with flexible estimation and representation of uncertainty around the estimate\n", "- High-level abstractions for structuring grids of plots that let you easily build complex visualizations\n", "\n", "## Comparison with `matplotlib`\n", "\n", "**Seaborn should be thought of as a complement to `matplotlib`, not a replacement for it**. When using seaborn, it is likely that you will often invoke matplotlib functions directly to draw simpler plots already available through the pyplot namespace. Further, the seaborn functions aim to make plots that are reasonably “production ready” (including extracting semantic information from Pandas objects to add informative labels), but full customization will require changing attributes on the matplotlib objects directly. The combination of seaborn’s high-level interface and matplotlib’s customizability and wide range of backends makes it easy to generate publication-quality figures." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Visualizing the distribution of a dataset\n", "\n", "\n", "When dealing with a set of data, often the first thing you’ll want to do is get a sense for how the variables are distributed. This chapter of the tutorial will give a brief introduction to some of the tools in seaborn for examining univariate and bivariate distributions. You may also want to look at the categorical plots chapter for examples of functions that make it easy to compare the distribution of a variable across levels of other variables." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from scipy import stats, integrate\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import seaborn as sns\n", "sns.set(color_codes=True)\n", "np.random.seed(sum(map(ord, \"distributions\")))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Histograms\n", "\n", "Histograms are likely familiar, and a hist function already exists in matplotlib. A histogram represents the distribution of data by forming bins along the range of the data and then drawing bars to show the number of observations that fall in each bin.\n", "\n", "To illustrate this, let’s remove the density curve and add a rug plot, which draws a small vertical tick at each observation. You can make the rug plot itself with the rugplot() function, but it is also available in `distplot()`:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.random.normal(size=100)\n", "sns.distplot(x);" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(x, kde=False, rug=True);" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "Text(3.8,4.5,'setosa')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "sns.set(style=\"darkgrid\")\n", "iris = sns.load_dataset(\"iris\")\n", "\n", "# Subset the iris dataset by species\n", "setosa = iris.query(\"species == 'setosa'\")\n", "virginica = iris.query(\"species == 'virginica'\")\n", "\n", "# Set up the figure\n", "f, ax = plt.subplots(figsize=(8, 8))\n", "ax.set_aspect(\"equal\")\n", "\n", "# Draw the two density plots\n", "ax = sns.kdeplot(setosa.sepal_width, setosa.sepal_length,\n", " cmap=\"Reds\", shade=True, shade_lowest=False)\n", "ax = sns.kdeplot(virginica.sepal_width, virginica.sepal_length,\n", " cmap=\"Blues\", shade=True, shade_lowest=False)\n", "\n", "# Add labels to the plot\n", "red = sns.color_palette(\"Reds\")[-2]\n", "blue = sns.color_palette(\"Blues\")[-2]\n", "ax.text(2.5, 8.2, \"virginica\", size=16, color=blue)\n", "ax.text(3.8, 4.5, \"setosa\", size=16, color=red)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Kernel density estimation\n", "\n", "\n", "It is also posible to use the kernel density estimation procedure to visualize a bivariate distribution. In seaborn, this kind of plot is shown with a contour plot and is available as a style in `jointplot()`:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "mean, cov = [0, 1], [(1, .5), (.5, 1)]\n", "data = np.random.multivariate_normal(mean, cov, 200)\n", "df = pd.DataFrame(data, columns=[\"x\", \"y\"])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x=\"x\", y=\"y\", data=df, kind=\"kde\");" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "You can also draw a two-dimensional kernel density plot with the kdeplot() function. This allows you to draw this kind of plot onto a specific (and possibly already existing) matplotlib axes, whereas the `jointplot()` function manages its own figure:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(6, 6))\n", "sns.kdeplot(df.x, df.y, ax=ax)\n", "sns.rugplot(df.x, color=\"g\", ax=ax)\n", "sns.rugplot(df.y, vertical=True, ax=ax);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "The `jointplot()` function uses a JointGrid to manage the figure. For more flexibility, you may want to draw your figure by using JointGrid directly. `jointplot()` returns the JointGrid object after plotting, which you can use to add more layers or to tweak other aspects of the visualization:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.jointplot(x=\"x\", y=\"y\", data=df, kind=\"kde\", color=\"m\")\n", "g.plot_joint(plt.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n", "g.ax_joint.collections[0].set_alpha(0)\n", "g.set_axis_labels(\"$X$\", \"$Y$\");" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Visualizing pairwise relationships in a dataset\n", "\n", "To plot multiple pairwise bivariate distributions in a dataset, you can use the `pairplot()` function. This creates a matrix of axes and shows the relationship for each pair of columns in a DataFrame. by default, it also draws the univariate distribution of each variable on the diagonal Axes:\n", "\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "iris = sns.load_dataset(\"iris\")\n", "sns.pairplot(iris);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Much like the relationship between `jointplot()` and JointGrid, the `pairplot()` function is built on top of a PairGrid object, which can be used directly for more flexibility:\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n", "No handles with labels found to put in legend.\n", "No handles with labels found to put in legend.\n", "No handles with labels found to put in legend.\n", "/usr/lib/python3/dist-packages/matplotlib/contour.py:967: UserWarning: The following kwargs were not used by contour: 'label', 'color'\n", " s)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.PairGrid(iris)\n", "g.map_diag(sns.kdeplot)\n", "g.map_offdiag(sns.kdeplot, cmap=\"Blues_d\", n_levels=6);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "`PairGrid` is flexible, but to take a quick look at a dataset, it can be easier to use `pairplot()`. This function uses scatterplots and histograms by default, although a few other kinds will be added (currently, you can also plot regression plots on the off-diagonals and KDEs on the diagonal).\n", "\n", "You can also control the aesthetics of the plot with keyword arguments, and it returns the PairGrid instance for further tweaking.\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": true, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxsAAALACAYAAAD7UG+RAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAAIABJREFUeJzsvXlwY/d15/u52EmAAMENJMCl2c2lKXWru9VqS7Zsx7Ity2NnxtomjqNJxp68qpc3ThzHnuR5xpPyxHHi1KTieFKpeolrEjvys/MSpaVobDmRLMuayFJL6kVSN7ubWzdXkASJfSN2vD8uAQLEBVeQBMnfp0rVxF1/9+r8fvee+zvne6RsNptFIBAIBAKBQCAQCCqMaq8bIBAIBAKBQCAQCA4mwtkQCAQCgUAgEAgEO4JwNgQCgUAgEAgEAsGOIJwNgUAgEAgEAoFAsCMIZ0MgEAgEAoFAIBDsCMLZEAgEAoFAIBAIBDvCvnQ2Ll++vOFtr1+/voMt2T0OynXAwbqWjbIZm90M1Xgvq7FNUJ3tqsY25dgpmy1Htd2LamsPVGebqoX17HU/3TvRVsFBY186G5shFovtdRMqwkG5DjhY17LXVOO9rMY2QXW2qxrbtFdU272otvZAdbZpv7Cf7p1oq+CgceCdDYFAIBAIBAKBQLA3aPa6AQDf+c53eOqpp5Akib6+Pr7+9a+j1+v3ulkCgUAgEAgEAoFgG+z5zIbL5eLJJ5/k/Pnz/PCHPySdTvPcc8/tdbMEAoFAIBAIBALBNtlzZwMgnU4Ti8VIpVLEYjFaWlr2ukmbIpZK7nUTBAKBQCAQCASCqkPKZrPZvW7E3/zN3/DNb34TvV7P/fffz5/8yZ+suf1uq6SUI5vN8mpygZspP+/V2RjQ1O91kwTLnD17dq+bUES12OxBRZIktFotyWSSKhjStoSwWcFW2Sv7ryabFfa6++y3cbea7PWwsec5G4FAgJ/85Cf85Cc/oa6ujt/8zd/k2Wef5ROf+MSa+23UaC5fvrxjBjYZ8nLj7REA3ki5+YV7fg6demdu6U5ex25zkK5lM+zENVfjvdztNjldIW6Oe5mdDmG3NTLQ3YDDVrfn7doI1dimQnazbdV2L6qtPaDcpo3a/2Fgrf9f1fj/sxz7oa05u3NOh3AccrsTrM+eh1G99tprtLe309DQgFar5SMf+QhvvfXWXjdrQ1xcnATAXmshkUkz6Jvd4xYJBIcLpyvE+R+PcnV4Ebc/xtXhRc7/eBSnK7TXTRMIdhxh/4K9oNDuPMLuBBtgz50Nu93OO++8w9LSEtlslgsXLnDs2LG9btaGuOmfQ6tS80TPOfm3b36PWyQQHC6Gxr2k0pmiZal0hqFx7x61SCDYPYT9C/YCYXeCzbLnYVSnTp3ioYce4pFHHkGj0TAwMMAnP/nJvW7WusRSSZyRAMfMTRypa0QjqZgIi44mEOwm5b6kOV3hXW6JQLD7CPsX7AXC7gSbZc+dDYDPfe5zfO5zn9vrZmyKybCXLFmOmpvQqNS0G+uZjvhJZtJoVeq9bp5AcCiw2+pw+0sr2Dpspj1ojUCwuwj7F+wFwu4Em2XPw6j2K9MRHwCdpob8v+lshvlocC+bJRAcKga6G9Coi4cxjVrF8e6GPWqRQLB7CPsX7AXC7gSbpSpmNvYjc9EAAI5aCwC2WjMArqUgHSbrnrVLINhrdDrdrp3LYavjsQd7GRr34nSFcdhMHBeqKIIDiiRJRb+F/Qv2gmK7C+Gw1Qm7E6yJcDa2yGwkgEqSaKmRO5dt+V/XklBjEOxf8jKarhB2W12JnOFa6/NSiC4JV2RyV6UQJZWEqVaLpJLW31gg2Ic4XSHmQyaefHawqO/l/itkeNzD6KQfT2CJRksNRxxmXJ4ozjL9WiDYCvK4q1Mcd5WeFeFoosgue7vq6e9u3IOWC3Yb4WxsgWw2y1w0gM1Qh2Y5P6O1Rp7ZWFgSYVSC/UlOzjCnMuL2x7gx5uGxB3tx2OrWXA8UrfOs2ne32sxskMER946fVyDYTdbrm4UMj3t4/tXJor54eyZAd7sFtz+25r4CwUZYb9xVsleDVs2VmwsldgkIh+MQIHI2tkAoGWcpnaRlOXQKoMFgRC2pxMyGYN+ynpxhufUjk749k0IUEoyCw8Bm7Hx00q+4bSqVycfZiz4i2A6bfVYYdGq8wZjiPqNT/p1vsGDPETMbW2AxJjsULYaVr0JqSUWDvhZPLLJXzRIItsV6cobl1vsCMcLRxJr77hRCglFwGNionS96I3gCS4rbBiNxjLVaAqG44r4CwUYpZ48zrhDP/2yceU/xe1BTQy2+YKl6FYDHr2yvgoOFmNnYAotL8iDdUlMs89ZoMBJMxkikU3vRLIFgW9jLhFTk5AzLrbdaDNgajYrrbE3KyyvFem0WCA4CG7FzpyvEMy+OYjUbFLc1G/VEoknFfQWCzVDOHs1GPbem/dQZi0VC3N5oWbtsrK+pePsE1YdwNrbAwvLMRrOhuMM16uUXK288uuttEgi2y3pyhuXW93VZMdfpFNeZTdo9bbNAcBDYiJ0PjXsJL6Wwmg2K22o0qnwYi+gjgu1Qzh41GhWxRBqtRl20PpZI01DGLns763elzYK9RYRRbYHczEazwswGgCceprUgn0Mg2A+sJ6O51vqX3piku91CKpUhGIljNurRaFSMTfp59ynHnrVZIDgI5Oz8neF53L6Eop3nQlsu35jn7B2t+IMxvMEYDRYD3Q4LC54oTfU1oo8Its1q6VuLSY9KrWJsSq4/Njblo6fTSiadIRCW7bW73UJzQw2jU348/iUa62vo7RRqVIcF4WxsAU88ggoJq762aHmjXnY+RN6GYL+iJKO5kfVtLXVcHV5Eo1ZhrNUyPR8ilc5wqr95J5u7ZpsEgoOEw1aHyznKx95/t+L6XFXnTAYuDs5j0KlpaqjFbNJzorcZene5wYIDTW7cHRwcZCGq5+2bC/l12SyMTvo4M9DCJz5UbHjCuTiciDCqLeCJhbHqa1FLxbcv53z4RBiV4JCRm1ZPpTMEQnFS6YwI1RAIKkw2my27bnVoSyyRZn4xQk+HCFMR7BzxeJz+LmvZEFuBAMTMxqZJZtL4E0v0WVpK1uWdjYRQVxAcLkRFWYFgbxEhhYK9QtieYD2Es7FJvHE5RKrRUKrkUa+TVRX8YmZDcAjJTatfu3aNkye79ro5AsGBQ5JKKzUXIkIKBXuFsD3BWghnY5Pk8jFyylOF6NQajBq9CKMSHFicrhA3x73MukLYbXUMKHy9SiSUa24IBIKt43SFmA+ZePLZwbJ9TyDYKTYy9gsE5RDOxibJydrmlKdWY9XXsLgUJpvNrvsVSiDYTzhdIc7/eDQvn+n2x7gx5uGxB3vFQ0cg2EFE3xPsJWvZn0CwEUSC+CbxLs9sNKxSosph1dcSz6RYSicV1wsE+5WhcW/+YZMjlc4wNO7doxYJBIcD0fcEe8la9ic+qgo2gpjZ2CT5nA2FMCoAy3LeRiCxRK1Gp7iNQLAfyen4r2bGFeLpH49grtMzINSnBIKKs9G+J2Y5BJWgMGTqWKe1rP05XWFaju5s4VbBwUDMbGwSTzyCBNSXmdmo18nL/XGhSCU4WNjLvMiYjXpmXGGuDi9y/sejqHRCalMgqCQb7XvlXgoFgo2SC5m6OryI2x/j8nUXJqPyh1OHzUQyKaI4BOsjnI1N4o1HMetq0KrUiuvzilQJkSQuOFis1vEHWUtdo1Hlp9hT6QxzvozS7gKBYItstO+JsCrBdlkdMpVKZ9Bq1Ir2d7y7Yc3aLwJBDhFGtQky2Sy+eJROU/lCNfX6lTAqgeAgsVpL3WLSoVKrGJvy5bfRqFXE4uLhIxBUklzfuzo8z6IvgaVOh0pV3PdADmsRCLZDbnZMo1ZhrNUSiSYZm/JxsrcJSZJK6mjMz+xxgwX7AuFsbIJQMkY6m6GhTL4GrORs+IWzITiAFGqpv/TmFG/fXABAkqCn00oylSYUSfDi65MlMeTbkU4UsouCw8Rqe++wmZh0BvEEE7Q2GzEatPhCsZL9HLbS+k8CwWrWGk8dtjqslpr8WN7eakKrUaOSJD54387WTxLj/MFFOBubIJccbi2TrwEiZ0NweOjvsjI44iaVztDTaWV8JpCffveskubcjnSnkP0UHCbK2Xt3u4UFzxILniU0ahXHOiz0dFoZnZRnN3JhLQLBWqw3nrbbTDz/6mTRWK5Rq3jo/p13NMQ4f3ARORubwBuT8zDKyd4CmLR6VJIkwqgEB55caMeZgRYy6cya0pzbke4Usp+Cw0Q5e0+lMvm4+VQ6QyKZQa2WsDXWcqq/WbyUCTbEeuPpjCusuH5mh0P0xDh/sBEzG5sgN7OxVhiVSpKwaGuEsyE4FOTCqp58dlBxfS6GfC3pxPXYzr4CwX6jnL0HI3GMtVoCoXj+d11WxxM/f8duNk+wz1lvPN3qeLvdECgxzh9sxMzGJshVD18rjArAopedDaHSIDgs2BqVHXBbk7y8nHTnRmLMt7OvQLDfWEvmNhJNFv22Wgy71SzBAWG98XQr4+1qudytSDGLcf5gI5yNTeCL58Koys9sgCx/m8pmiKQSu9EsgWDPMdfpFKURzSa54FM56c6NxJhvZ1+BYL+xEZlbjVqFTquir6u8MqJAoMR64+lmx1tJkioSAiXG+YNNVYRR3b59m9/6rd/K/56enuZzn/scn/70p/euUQp44xE0koo6rX7N7QqriJvW2VYgOAiMTfrobreQSmUIRuKYjXo0GhVjk37efcpRIptbKJ24HtvZVyDYb+Ts/dLgPP6w3JearDUEwnEa6w3Um/S0NNXS2WoWfUCwadYbTzc73mq1WpzT2w+BEuP8waYqnI2jR4/y7LPPApBOp3n/+9/Pgw8+uMetKsUXj9Kgr0WSpDW3sxQU9nMYRTVlwcGnraWOq8OLeW326fkQqXSGU/3NK9uk5mmNXoT0AkRbkFLngI09SAoldwWCaiPjHCV783WYHQN7D9LAfagcvVs+nsNWx/CkD3cgxvR8iHFnAI1ahcWkw9Zo5L5T9gq2XnCQ2Igtrjeebma8TSaT2G2NuP3bl2IW4/zBpSqcjUIuXLhAR0cHDodjr5tSRDKTJpiM0VZrW3fb+vzMRmnnEwgOIgPdDdwY85BKZ/IJrIVT4BnnKNnz34CC0MLs4CtkHvvCtl7KBIK9psS23TNkb7y2bdsulJYGOSwlEE7Q0SZexgTK7JQtrkU2my0a/3OIEChBIRV3Ni5cuMDU1BSpVCq/7Iknntjw/s899xw///M/X+lmbZuVfI21k8OhYGZD1NoQHBKKp8BDOGx1RVPg2dtX5QegRgdGC0QCkEqQHXoDhLMh2Mdkh94ocqIB2bZHLm3LtpXCShqMKfHlV1CWnbLF9cjZ6sikD18ghtVioK/LKmxVkEfKVlAy6Utf+hKDg4PccccdqNXq/PKvf/3rG9o/kUjwvve9j+eee46mpqay212+fHnbbd0sznSE5+Iz3K1p5B5d+bYBeDIxzscmuUNTz3t168+ECCrP2bNn97oJReyFze4FkiSh1WpJJpPoDE1MuOJ4gnEazXq6mvUszi0yE9Fhr0nQn5mizX2Vm6cfJZEQYgrCZvcfOp2OgStPIXmcKwslFfTcDekU2ZAHZ99DDMcamPMnaa7X0dagJpPwo9LVM+dNs+hP5JcDJcuyyUC+T1WbwmE12exht9d1bTG4SLKpk0DbAM5M5VXMcvbs9idoKrDzom0MNmYWYniDMRrMBtpbDGRiroq3pRzVZK+HjYrObLz11lv88Ic/RKvVbmn/f/mXf+HOO+9c09HIsVGjuXz5ckUMLDZ/C0ZnuLO7h7Otx9bcNpyMcf71SfSWOs7eURnjrtR1VAMH6Vo2w05cczXey8uXL2Oqs/P8m3NFVWhvO1WcGbDhnp3HHYAb6i4eGWjn5MmTu9auarxX1damQnazbdV2LzbanrTrbSh8weu5G8blmby5gZ/n2VE9qbScQOvxxxibVvHQ/UdKqjSPTctVwYcngkXLCov1Vds9qjbWujf76d5tta1r2aIE6NxOmscu01LBsKrLly/T2t5XUv1btt2+vO0Oj3tKbH7cKfeF/u7GirRFUL1UVPq2tbV1W/s/99xzfPzjH69QaypLrsZG4zqytwBGjR61pMKfiO50swSCqkOtVjM6q1yF1h+MYdCp879H4kK6U7C/kQbuk8MDQf43Fc+HDA6rOhX7weiUv+Q4uarghfKfooKyYDOUtcVCcuGrlTrnBqVvRyf9G+4LgoNHRWY2vve97wFw5MgRPv3pT/PhD38YnU6XX7+RnI2lpSVee+01vvrVr1aiSRXHl68evn7OhiRJWHQG/KKKuOAQ0tDQwDuTQcV1gUicLoeFW1Pyg8fpju9y6wSCyqJy9JJ57AvyC1zADZEQWJpBo2V2SQeU2rjHv1RUDTzH6irhAPPuyE5fguCAkLfFkUuQiMHijPKGztGKnXOj0reegPw+lFMsjESTpNIZPH7xnnQYqIizMTg4mP+7s7OTkZGRTR+jpqaGN96onLddaTzLzsZ61cNz1OtqmQh7yGSzqNaRyhUI9gtrySo6XSFujntZ9Eawmg14CqQQJQl6Oq1ks1ncvijtrSa0GjVGQ9UJ4gkEm0bl6AVHr9w/3noRPAmob8FeB+5A6faN9TXcni5dYTbqmZ6XX9xyfUYCnnx2ELutjkYhpS7YCOkUuCagoRUsTTB2BbIFswoVTBbfqPRtU30NDZYakqk0oUgi/wxQidejQ0FFnvS5BPBwOIzJVKyrHA5vvKhLNeONRTBrDejUG7tl9boaMtksoWQsr04lEOxn1pJVnNO0FsXsnjthRqNeqXjc02llfCZQFK+rUat46P6uPbkWgaDSlPQPzyz9d3ZyQ91RIgna21lf4mzkqoKX6zPu5T7T0hISKj8CRZTGaDQ6OXdj9JK8TKNDOn5vxc6ZzWbpsJkUpW/bC5yNLruZl96YLnkGfPDejoq1RVC9VPSz4i//8i/zzDPPrLtsv5HJZvHGo7SbNh5fXq9fkb8VzobgILCWrOJQzXtIpTP5KfJ3hhc4M9BCIBTDH44D2ZJ4XaBo9kMg2M9kRy4VyToD2Ede4JH3fIaRmBWnO0ZHWx0DRxtobTLhDcaYX4wSjMhVwvU6NQa9mhN9TUhZSKYzZePghbMhUKLcGI1aC8fuBnMDUt89Fa25IUkSTleY7nYLqVQmb88ajQqnK5xP/nZ5okXPiFwYlcsT5YRQPz/wVMTZSKVSJJNJMpkMsVgsL88XCoVYWtr/8XjBxBKpbGZDyeE56nVyuJU/EaULUdhGUL3kwp9mXSHstjoGCupjFG9YJs7X52I2FKK3y5qfIre3yF+0JAma62uY96yIJeTCQ5KpNKNTPnzBGD2d9UKRRLAvUAolBOR8DY0W2vtAa5ANPbGEffBZ7J13MHfX+xlypXjh1QnstjrIZplxhTDWatFpVcSTKbRaFbFYCl8whsWkp7fLytiUj0LF28I4eIGgiNVjdE76NrEEQTcYzYq7Fdm0o5e5Iz/H0GJm/WcCyzkbMyHqzTWoVFBXq0O1rHHgXFix1dmF4mdELozKuRDi6R+PYKnT024zMe0Kb+i8gv1FRZyNv/iLv+DP//zPkSSJ06dP55ebTCY+85nPVOIUe0ouX6PRsAlnQy8K+wmqH6crVCJZeGPMUyS3mcfeI0/Lr8Zqo6fewsXri0VT5DPz8teu4Qk/7a2m/CyGUkjVreWQEuFwCKoZxVDCeBRuvV0UPoVGB8dOw4SczzjbcjfPvOoqCYnqbrcAcGs6QHe7hZu3vCVhJj2dVkYnffk2FMbBCwRF2LqKx+gC6VtAsaL4apuebT7NMxcWN/ZMQM7Z6OmycfGaqySM6tzJlTpjPV3Wom1y9n2qv5l3hhfRatVF0rjrnVewv6iI9O2v//qvMzQ0xKc+9SmGhoby/126dInPfvazlTjFnuKJ5ZSoNj+z4RPyt4IqZiOShTmKZBVzaHRIx99FMLikeJxUSl6m1ajRqFVyHkdKOTxESCAKqp2SMBWNTv5qrBS6kliS168hgZtKZ8hm5GmLcv0ilVqRw9WoVRzvFjPlgjKYmzctfVtk02vY6loSzMFwQnGfYDi5/jaRBBq1VNb+hfTzwaCiORu//du/XRI2VVOz//MV3MvORtMmZjZyqlX+uHA2BNWL07W+ZGGOIolP5yg4epGO34uq7RiuN68pHicn5Tk25aOn04pBp2Z2UTkMREggCqqeXJiKRifnZ2i0EPQobxv0yNtAWQncUDiOqVaHsVZLMKIsAx2MxGm3mVCrJI60asRXXkF5xq5A912y85BNl7fNwnCrwr+NlrK2Wi58T6vV4ppWlmd2Fcg2u8pIOHsDSzQ11Ja1fxE2eDCoqLNx5swZpFUyrxqNhrvuuovf//3f5+jRo5U83a7hicvG3mTY+PR1ztnwCmdDUMXYbXXrShYWkpP4zJFxjpJ++e+wm+7ArTAxkZPyzGZhdNLH2e5amuprFBPDG+v3/4cJwQHH0QvWVkjGIOSF+haQ1HLo1GrMjTA9DIC9PaEogeuw1SGpJGZc4aJQw0IaLAYCoTgOWx3puBvorvBFCfYz+XwL1yQ02CCTRU6akGRbVbLNwgTxwvDYSGANW1V+JmxU+rbcs8Zs1DO3GKa12aho/yJs8GBQUWfjt37rt9Dr9Tz++ONks1mefvpp4vE4TU1NfOUrX+G73/1uJU+3aywuyc7GZhLEtSo1dVq9CKMSVDUD3Q2KkoUbCdUojPXtf6CPG3OqkuNoNCvLNGoVR1t0RPX13JoOlGzb2ylqCAiqnPZ+eP6vi/Mz+t+1HLKyKrxKV5Nf1p+Z4oa6q2w/Gxxx50MNV29TX2dgfCbIA+/qZH5mceevUbBvKMkh6hyAt15c+d17j6JtFkrfSgP3kb3xmrxNKrGura4mm81u6DlSbhuNRkUskS5r/yJs8GBQUWfj+eef5+mnn87//vf//t/zS7/0S3z/+9/n29/+diVPtat44uFN1djIYdXXMhcNks1mS2Z8BIJqwGGr47EHexka9+J0hXHYTBzfoAJIPtZXo8M+9QqPHDvLWNyCL6nFqkvS1ljD7GKUpno9jjros9fQcbwnv//olB+Pf4nG+hp6hRqVYD8wM1waAz9yCe5+ELxzsuJPowPpzIcAyBqM4BzFXhPn0fttjC6m8QViWC0G+rqs+X722IO9DI97ueNYA0vxNN7AEo2WGhrrDcRiqXyS7HyZgtCCw8nqfAvc08X2OXZFThKXJNk+c6GvBTMbq8Nj7fooj767mVFPVtFWV2MymTb0HFHapt1mwukK01Rfg9Gg4aH7u5hxhTf9LBJUPxV1NpaWlpienqajQy7SMj09jc8nq2io1epKnmrXSGczeONRjpg2/yJk1dUyFfYRSSUwafU70DqBYPs4bHUbHtDzU/ZBD4SW44GNFgj58R9pJRzLEorG0GoMJNPwc+5/Rv1vfxuQ80NefH0yL2t49ngLbeJBIthPKMk/ZzMwcQ2yQDoJAffKy5yjF6crxNC4l+x8klgiTTiawFwnPw8KZafb28ycONpIa5OJRW+EmxM+5hYj1FsMu3d9gv3FqnyLkhyNbEYu5tdyBGxHZClcBVaHx0quEOlFb5GtrmZ43MPopB9PIMno3C16u+r50H0rRVpXj/c5GdvVz5rVH5nER6eDSUWdjc9//vM8/vjjnDhxAoDr16/ze7/3e0QiET760Y9W8lS7hjcWJZPNbipfI4d1OezKG4+s6WxksllemLnJK/Oj6FQaHuq4g/taRFyuoLoomrLX6OR6Ap5ZiAS4ce//xU/f9hTJGo47VXDmFznJJiV2BYJqpZz8cy4/I5WQQ62Wydl9d7ulpBr4jTEPxzosDE/48ssGR9w8dH9XkQQos0EGR9w89qCofCZYxap8i/yYvBpjHQy/KStRDb5SJH27mo2M1cPjniIb9fhj3J5ZkS8X471gNRV1Nh566CHuuece3nnnHbLZLKdPn6axUfZSf+3Xfq2Sp9o1FmOyWk9zzeadjQbDSpJ4p6l83OEPJq/yo+nraFVqMtks3x6+gCcW4eOdJ7bWaIFgByiask8l5MJlGh0YaplwJxVlCycW45xkbYld8fAR7BeK4ttzaHSg0a844eam/KqcbGc5Wc9EMlMUp15OAjrXV6w6EY4rWGF1vkV+TC5nn7AifVvG2djIWD066S8rX97f3SjGe0EJFXU2ABobG3nve99LOp0G5NCq/Sx/uxiTk8NbDJvvILmEcm9MWfINYCbi45+nb9CoN/Kl0w8RTyf502sv8b8mr2KvtXCmqWNrDRcIKs38hPyvwQhN7XL8evdd4OjFO12qIgLgDcjL591yP9KoVRhrtUSisnMiZA0F+4mi+PaZYWhok52LyevQfVJ+qRu7Au/+14D8lXg9WVuLSUcqkyWdSlNvqSG0LBcdCBXv43SFaTmq3fFrFOwf8vY4cgl8LqizwkP/QbZN5yhYmkGllm2yEKVwwNyqZTn0tcZqT0BZpjwnXy7Ge8FqKupsvPDCC3zta19jcVFWzMglRt+8ebOSp9lVckpUW5nZyDkbuQrkSvzz9A0yZPlUzz2YdQbAwGfv/Dm+/vbzfHf0TY6Zm5eXCwS7T1FMefsjNJ8wMOlN4wkmaDyuo8eapdd9Eav5SBnZzhq+98PrWEwGOtssuP1RguEE7a0mtBo1RkPFv3cIBDtCPl9pdgzajsId98PrP5Dj4o2WlTCqUw/k97Hb6rgx5llD1raGTCaDPxSn2WqixqAhFk/TYdNz6cY8mYKPww6biWSyTN0EweEmnYKwD8yNSKZ6VB/6d/Lil74Pb/+kdPsysxog5/BZLTUkU2lCkZWxWq9V89KbU8wthLCaleXLc+N9fZ083i/6okXHaLIaFPM4BAefij7p//iP/5hvfvObnD59GpWqIsXJ95x8GNUWcjYaDGvPbAQSS1x2T2GvtXDCas8vdxjrefjIKZ66fYXz41f4TP97ttBygWB7rI677W5v5afXForjdJ0q6L2TboPEhLNUthDA5VnC5VlCo1bR3W7B44/h8cfQqFU89K623b8wgWCTlEiMumfk8JSVvIytAAAgAElEQVRjp+VY+MCyJO0qWdGc3Gc5WU+VBKPTcqx7rk90t1u4cnOBs3e0cnFwPr/t8e4G5mfcu3PBgn2Bkl1mb7y2kpPh6IXBV0rDqgryilbTbjOV5GNo1CruHmjhzWV7NJsMivYM8nhvNhl46+ZCyTFUEkU5SiKP4/BQUWfDYrFw9913V/KQe87CUgiDWkuddvOzC3VaAxpJhbvMzMbFxUky2Szvb+stkcb9oL2P113jvL4wwQfa+rbUdoFgO+TibjVqFdZ6Pb5gLP+7cGp8LGrhX936Ozj5KSZ8abyBGA0WOXRybMqXP14qnSGVWolRT6UzzMwH6O8TDoeguinKV4KVCuKSBD1n5BCW5i6kuz+MqvVIfjOHrY5PfrSPoQkfZwaaCYQSeAJLmI16GiwGrtx0FZ0n10cA/KE49mYjzQ21eQlQ74JuNy5XsE8olB/HaJGTxAtzMpwjcqirSpKr3aeSctE/5wj0n1M85owrrJhvsehbwqBTo9drmHAG6G63AHIF8MLxXqNWbSpHaWTSJ5yNQ0BFnY0HH3yQ73//+3zsYx9Dr19RX9qvORuZbJaFpRB2Y/2W6mSoJIlGgwlPTDlO8S33NBJwViEvQyWp+IVjZ/mTqy9yfvxtPpAVBc8EW6Mo/MPegzRwX5ESycytaYamgswGM9jNKo53mmk/1sHsQojeLivJVBqjQYvLG8n/Lpwa9waXeLHjF1HPezmrWaDFruLvXO24PKVxvcFV8egzvhSvXhihqbGOaW9CTK8LqpNcjLukkusW5CqIJ2JgtILBBEshsi98m3R7H7P2e5mJaHAFkgRCcRosNdTo1UCWdlsdM64QwUicbLb0VMFInDt7GnEuhPiVfyOLhORkRJ0uCVdkUvQPgczsLblwX84e2/vkJPHZW/n1s8c+xHDUzGwY7Cborw1iX5og/eJ3FZ8JuZyNQiQJTEYtdslEIBzPV/UOReI8cMbMK1dD+fF+vRyl3PgvSdDTaSUQivPks4PYbXV02EzLdTbEc+CgUVFn40//9E8B+OpXv4okSfs+Z8MXj5LKZrDVbN3YmwxGXEtBllJJajQryX3BxBK3govLORnKzlifpYWTDXaueWfp0eu4Z8utEBxW1ptmn7k1zdMXFgskCuGGM86jEvR0Wbl4zUUqncGgU3Oyr4m3bi6WTI2fGWjm2oibWCLLDbWNh80pbE0mRWfDbNQzPR8q+u1PqLj85pyQSRRULzmJ0Z67YfxqcQXxXDjVrbcBmO39CFddEremvSV9pbvdwvUxDz2d9cQSKcW4d7NRz/C4l5N9zUBpOKNH9A9Bjp4zcPGfSu3x3McAmD3xCZ4ZTJNKyy//bj/cUNfwSG839lf/St5n1TOhubEW9yq77Om0cvNWqT2fO2nD41nA1tSQH+8j0WTZHKXC8b+n06ooB93dbsHtj4nnwAGjookVQ0ND+f9u3ryZ/3e/srAkd4qtKFHlyNXncK+a3bjpnycL3NXgWHP/h4+cAuBS0k1W6TOYQLAGJeEfsDLNDgxNBxWnu4enQoSjyYLp7izBcEJx22AkQSqdzf8eWrIw0N2Qj+HNoVGr0GhWptA1ahV6nZpEUnnKPScbKhDsNdLAfbIKWyqu2J9ILC3LQBsZjVnK2nQuRCqeSKPXqsv2kVgiTWj56/BaMqKCQ07Qo2yPQTm3Z9inVrSdkXCdbM8F++SeCaYaXZFdrhUWFQwnyWazReN9Kp3J5ygVolGr0GlV+VDccsfMhdrmfgs7PxhUXApmfHycW7du8eEPf5hIJEIymaS+fn+GAM0vyYl7rbXmLR+jucDZ6DBZ88uH/XKs7vH61jX3bzdaubupgyvuaa775jjRYC+77UTIw0TIg1Vfy8kGB6othH4JDhjlJA6Xl88GMsqrA2lMtSsPMWOtFrdfWe7Q7VsqCo2a9yX5iK2Oxx7sZWjci9MVxmEz0d6gwzkfoLHegNmoR6NRMe+OoFbLdipkEgXVisrRS+bRL5B98buynOhybHyeoEeOma9rIJTVrRtGEozEMRt13HdXK4FwApc3gtGgQ6NR5fOcFn1yf1MKa5GXi/5x6HFNyP+uytnILZ8NKn+gdIZZkS/PL5SfCeNOP93tFlKpDMFInLYmE3NuZVtzuSPYj2pxrBrvjQYND93ftRwSJY//x7vlWmO1NVoSiTSL/qjiMVeH2go7PxhU1Nl4+umn+da3vkUymeTDH/4wLpeLr371q3znO9+p5Gl2jfmoPMjbarbubORmNhZXzWwMB1zUarR0mNZ3xD7eeYIr7ml+NH2dO61tJfkjmWyGp8ff5sfOofyyTpOV37jzASGbewjJ52i4JqGhVbni8XJ8rt2swl1aQwyHRY1Ua4DZILDxqXGAJqucr+Ww1ZVMf/f3tfHqhREu3wrlv3B1tJloUJBaFLK4gqoinYT6JvAkVmLjx67I0rcNbTB5k9nO+9GqVVhM+jX7yomeRvq7G2RZ6cUwFpMerUbFyKQvn8fRWC+H19ptdSVhLUA+bl5wiHH0grW1NGfDKL+zlB3fTYBzpvRYQKOlhkwWVCqoq9WRSKbKSt0WyjErjvfdjUW/na4Q6UwWlydCg6UGi8nA2JSvKHdp9fNE2PnBoKJhVE8++STnz5+nrk42uKNHj+J271+pPteS/KK1nZyNluV9F5dWOo83FsEdi9BrsaGS1v9f0G600qkyciu4yFhwsWT9j6au82PnELaaOj7ddx9nmzqZCvv4s8GfEkslt9x2wf4jn6Nx9WVwjUMW+atXIQXynMc7zYrT3f0ddfR3WYums5uttYrbNllrikKjehqUZ0tydLWs5Cil0hma6msZnwkw4Qzi8ceYcAYZnwmIh4ygasj3q5FLclz8xKCcu9Fzt9y/VGpmz/4iz7gcDE34UatVZUOkQH6BOv/jUa4OL8oS0jMBbk0H6Om05rft7ZQ/RJULScx9KRYcYtr7ZTucGCy2S4esYNnfple0nb6GFBRK8hc8E7rsZsaX7XFiNsjIpB+1irI2uNHw7lzu0dXhRdz+GCOTPsZnVmw+d8zVobbCzg8GFf10qNVqMRqNRcvUanUlT7GrzEeD1OtqMGi2XrU1N7OxEFtxNm6FZAesx9y84eOc1jYwFY/wwsxNei0t+eW3g25+ODVIg76W//vURzBq9dzX0k3NmJafzd/i2cl3+OQxkVp+WCjJ0Ri7Ir8QSRJ458DRi3T83rzySPuxDh4FhqeDOAMZHBYV/Z1m2o/KCmm5qfF5d4RgOF40vZ4LhQqGlrA16GnVxelnhmZPAlhDx73gnPPhLIHQkmLs7owrXPJlTCDYLXS6FSe9XO4TZKHvHLgmGa59L6m0HPo0NuWjr8tKMpUhGJbVqAx6NSpJ4vEHe7lZJg8jk85w/GgDx9otedsvDlEJ4bDV5aVwBYecmWFlu5wdg/5z2Bff5pFjbYxEzTjD8oxGX20Qu3sMznwYpodKngkuT7RE4nxk0sd9p9qILqWKwqIctjrmFSbOlSiXeyRJYGuspbXJSLvNhNMVpqm+pugcgv1PRZ2N+vp6xsfH82E+zz77LK2ta+ckVCtLqSS+RJSBdXIq1kOv1lCvq8lXIgcYX07eOlq38Rcpm6qG7rpGrnqdzEeDtNaayWaz/MP4FbJk+Uz/ezBq5fAVSZL4xWP3MBpY4KezI9zb0s2RTZxLsI9ZnaORzcDoJbB1o/6V31Pcpf1YB+3H5L9nXSFujHt56dpgXnrwQ/d1AfDks4O4l1VIjLVapuflUKgmi54nkv/MrK6PIdp5ya/D/vINjnfU0X6sVNZ59TmffHZQ+VJErK5gD8iFIQ44R0m73kY68b7yuU/eeWg9AnUWZoPyi1RO0jOeTBONJWltNnHyWCNtBS9NL74+qXg4fzhO35EGTLXFs5G5EJVr165x8mRXRa5TsD/Jh8kGPRBaVVFeUjF7/GMMp7uZffYadlM//ZogHxj9thxS65yRZzSa2ss+DwolzwvDWscm/fzyv7lzy+0ul3vk9cf4lU+sHFd8YDqYVDSM6r/8l//CF7/4RcbHx/ngBz/IX/7lX/LlL3+5kqfYNXLJ4W21lm0fq9lQhzceIZlJA3A75EYlSXSaNj49KEkSDzoGAHhpVk7quuGf41bQzanGdvoKZjsAtCo1T/S8iyzw7MQ7274GwT7B3qO8vKDQWDmcrhD/UDDNfXV4kfM/Hs0/JOwN8gtQKp0hEIrnv1I5auLMmvt4ZrGDq/NZ3P44VyejPH1hkZlb0+s3ucyXKxFGJdhtCsMQJY8Trr5M9ulvgK3MC765EYYvwswodoP8hTkn6TnhDLLgWWJw1M1TBf0Iytu82ajn4rX5on5XSCKRUNhLcFgoCpOdGYa64neI2eMf4xlPF1edKXkcnonzzK0aZk89Jm+fC50qqLO0mp4uq2JYa0/X9oR+xDh/uKmos9Hd3c1TTz3F+fPn+da3vsUPfvADOjs7K3mKXWMuKudrVMLZaKmpI4uct5HMpJkO+2g3WtGpNzexdLqpnQZ9LRdct4mmEvzT1A0A/nXnScXt++ttHK+3ccM/z+3g/s2dEWwcaeC+NXM01mI9ic1+7aJyfgezDNOuLKE7HVz3vCImXVAtKIZLxSJgblbsV2h08vapBP2ZKQw6dVlJz0IJz/WkoYXkp0CJIvtMJeRk8JxdanQMqzqVpW6j5hWp23WeB2UlzsPby/8U4/zhpiJhVEtLxZKYdrssz5r7CrNeBfFgMMh//a//lZGRESRJ4g//8A85c+ZMJZq2ZWYjuZmNrStR5bDVyh69aylEMpMhlc1wZBOzGjnUkooPtPXx9MTb/NP0dUaDCwzUtxZJ6q7m450nGfK7+Kfp63z2zp/b8jUI9gcqRy+Zx75AduQS+FxgtSH13VNUMbwc60ls2m+9xCONJxhRdeBc0uGoSdJnXqJtKcRLIR0QL5WvLSOtW8hq2UQRqyvYM8qFS41dQXrsC/LLnnMUWrvlauKDr+Q3sQ/9iIfv/re8FNJhqdPn+0D+0AVhgYU2P+MK5fOfcrK3q7cXHC4K84WKWG2fuZy8TArSSWZj8jhcslsYuOdfwVIIqefMms8Dl1ue/Vg9lueWbxUxzh9uKuJsnDlzJl8xPMdmKoj/wR/8Ae973/v4sz/7MxKJBLFYqcTabjMblfXi7BWY2Whdls51LQUJJeWBoKtua978/a3H+MHUNV6ZGwPg/W1rv0T2WVrormvkmtfJ4lKY5hoxZXnQmY0ZGOIuZtUZ7Kg4HjPQvoH9ykpsmiH9va9BXSP21Dz2iRehtg6iIThyAnQ1OCwqrJbSOF+jtLG+3JaapzV6EdILEG1BSp0DxENIsMvkKoWXLD8mv6Atv6SlR6/AzdflnKgC0rEl6o06POn4Sqz7srSnzaIm/dO/zTv/uTyMV99ycvm6q+RrsggvOXyU5AsN3FfsGKy2z1xOXs8ZiMewt6AoddtgMfD/LXRgM0ocjxloG74o7+eZhUY79N6Duv8cIDsF1h2SIleSxxUcDiribAwNDa2/EeD1emloKH7JDofDXLx4kT/6oz8CZI++rFe/i8xGAtTravJJ19shJ507vxRCI8lfBzaTr1GISavn7sYO3licwKjRcWqdCuQAH7D38e3hC/zvuVEeP7q3M0aCnWXm1jRPX1jMv7i4/XDDGedRKJusnWOgu4EbY56ilx6NWkVfbESW0XWNy1P23XfJD6ree2SZxVQCxwffzQuDgfy+nuVE8ofe1bZum/NxyAXhK9nBV8g89oUNzcgIBBWj4zjceK04lEqjkyVGl0kPX4Tn/1ruB7kwKpbj5Rc7SKXlWfFcH8jlcKQkLbNLBuznv1Fk20fsZi5fdxU1Q4SXHD4Kx0EJwOMke+O1IluRBu4jq2SfkhrmbtF/JMgNdU3JGJ5FhcsTw+WRnwePNM9iH7kkb+CZhdtXSQPq/nO020w8/+pk6Vh+vxAmEGydiuZsrMev/uqvliybnp6moaGB//yf/zMPP/wwX/7yl4lGlStL7hbRVAJfIlqRWQ2QE8RVksR8NMBk2ItGUm3r2A6jnKhl1OhRq9b/X3i2qZM6rYFXXbfySeqCg8nQdHDLuRO5ae5T/c001ddwqquGRxonsQ/9qOBgy3Kfbcfkf1MJ0OiYcYXzcomWOlnbPZXOMONdP6G1nKxoduiNDVyxQFBBnCOyE9F9Uv7i231S/u0cWdlm9LJsr2NXVrZt6WJY36PY98hm6TtixeWJMqaRX9gKbbuk3/U389iDveIL8CFjI+OgytGL9NgX4NQDcgXwUw/AQ/9BLuLX1I49Nskjdxs51aGnqV5PX5eF7nZLUXheKp1hBEdxDlIqIds1lB/LRVifYBtI2Y1WZKkADz/8MP/4j/9YtOzatWt88pOf5G//9m85deoUX/va1zCZTHz+858ve5zLly/vaDvn01H+V3yakxor79a1rL/DBvj7pXEi2SRpoEGl41HDkS0f68dxJ+NpueP/u5pj1ErrT1C9nljgasrHh3RtHNNsPw+l2jl79uxeN6GInbZZAJPJxBtDCdz+0pjdpno99x7XEQ6v/8CQJAmj0cixi3+PtDBRsj7b1M7sB34V+8v/E8ntBEsz3296gnpLbX7qvc6oQ6tR4w8ucbo7SyKRwKGKYZm7iXZximRzJ4G2ARY1ZgauPCUr/yic5+aZxw+NAs9htNlqQqfTrdiiRgdGC0QC8gtfowPqrKTtvaiH30DyzK7sqNFBazff0/+rkr4nSXCit4lINEkgHMdi0nNWGqPN+SY3Tz9aZNuSJKHVakkmkxsulLbXVJPN7md7LbK9VSiNg6ttZfVvtVpNS0sLP73ixeUpDWVtsuh4wvN9CKwUCc422pl632f42WAUq7lmzbF8v1JN9nrYqGidjfXI1d8opLW1ldbWVk6dOgXARz/6Ub71rW+te6yNGs3ly5c3bWAvz47ArWnOHu3nrO3opvYtx5s3IrztkWMt+5vbOdu3uTblriOWSvLtN8Ywaw0EkzHCNhPv61hf+9oRDXD18nPMGeEXTuxth9vK/5ODwE5c8+p7OT17XTFm12FR0d9fvtCeEunpI6DgbEiOXjo7O0nbe8HthEiAnpO1XBwpDaM6d2czJ092LIcI/M/8lzudx0nz2GVaHv8iWUcvKDxkJUcvJ08qK61thWq0u2psUyG72bZquBdp19uyLaYSRS9ikrkBpofRzI/LIVWFzkYqAfPj2E+Uxsv3dFq5ectb1C+m1DYeGfjYlmy7Gu5RNbPWvan2e5e3vVVsZxy0DXtxeUqXO2oSsiNdeJ5GB0ePHsUVmObi9cWyY/lqqv2+CqqDXQ2jUqK5uZnW1lZu374NwIULFzh27NietskZkZ8Y7cbyKk+bpbVA1arDtHW96mu+WZKZNO+2daNVqXl1/haZDXwFa621cMzcxE3fHN749lQlBNXL8U6zsjxtx+Zns9aT0S1cHwzHleUSg7JSXdkQgZuvb0uuVyCoJOVsEY1ett9YBKytpdsA/c1SUd/TqFVlZXBH4pV7tggOBjsxDvZb04rPgz6cpXkfvbLDEAwurTmWCwRbYVdnNspNDf/u7/4u/+k//SeSySQdHR18/etf381mlTAd8aGSpCIHYbsU1uvYjhPztlsukvauliMEEzEuLIwzGligv9627r73tRzlVtDNmwuTfLTjji23QVC9tB/r4FFgeDqIM5CRZzQ6zOsmhyuRl9Ede0t+yTIYi2QT8+snr+NaVM4FcuXCSspJijpHUX3o38nHycmKOnqRjt9b8eTwahCeEFQ3Kkcvmce/SHbqJlnXFJJWD/oaOWk8x+UX4N6Py7MbHic0OqD3LPZLzxRJQx+x1TC+UBrSCOB0Ky8XHF4KZcuzPhfSJmTLy2EffJZHjn2IkagZZxgcJugzhbBnVNB3rsh+c2pULoUw3LWWCwQbYVedjQcffFBx+cDAAE8//fRuNqUsmWyG2UiAthoLWpW6Yse1FzkbW5vZSGbSXPPN0mQw4ait572tx7iwMM7P5sc25Gycberk725d4o2FcR5qH1AMaxPsf9qPddC+xcnBnPQis2PQ3sdo2/sYy5zBE4vTqNPTFTKx8PokTlcIu62Oge5WHO/pxf7yjbLhW0B5SdECx2WtqrbbYSywwJsLk4wmFrg2GuNdLV30WCqTiyVYIXefx4IL9Jhb9uV9zjhHyU7dBNckBBbkJNxsBtp75dmNsStyTYNoEPXP/1rRvunpIexXf4g9l+8xGyXR82k8Sv1CyNpWFVVlu+kUhL1ydXql1WvI1pbQ2o39wl9jNxhlW3bOyB+OTj1QYr857GaV4ljeYq3hR/9ym0VflEZLDb1d9fR3K7dxozhdIW6Oe5nNP09E3Y2DSkWcje9973trrn/iiScA+OxnP1uJ0+0oi0th4pkU7dsIdVIiV2tDK6moUZiC3whD/nni6RTvb21HkiSOmZux1Zi54p7mF5PxdWV6jVoddzU4uOKZZjri27L8ruBgslqCdrT/YV647C6K3b3tDNHdbsHtj+H2x7gx5uGxB3s53lHHjZlYieRiLnyrnGTjTodKjQUW+ObgT/MqbLPRAK8t3ObzJx7Ydy/C1czq++zch/c54xwl+/ZLcOvtAvnR2RW55/GrcgG18auKdltk48v5Hs0OG5oFV0m/aLKuXehWsHtUi+2WSN+6S6Vv87LLuXF0lWztavI2GYvAzLC8cJ1x93inmRvOeInNprMSwxNyVXuPP8btmUC5Q2wIpyvE+R+PFsi0rzxPhMNx8KiIszE4OFiJw1QF0xFZIq6S+RoAS+kkANvRGLm6nDx2ulEu0SZJEu9tPcb58bd4Y2GCDzrWTwC+t+UIVzzTvLkwIZwNQRHZyesrPwxGxqKmfM2AHKl0hlQqk5dDTKUzDI17+dB9XTwqwfBUCGcgjcOipr+jLh++lQ8R2OFQqdW8uTBZIveczKS5uDi5b16C9wMH4T5nRy5BYqk0lt1oWa610QtaA9LjX0Rl7ynZv8TGu+9i2h2ju91CKpUhGInnK4VPz4c41b8/7stBp5ztXnFP76rt5vPaViuhDb2xMuubk11etQ3jg6DgbGxl3C0NxVWjq6vj0qpaMKl0htEpP91Nhi1d79C4VzE3ZGjcK5yNA0hFnI29zrGoJDlno6PCzkYu6TyVzRBOxjFtslhgNpvlqteJUaPnqLkpv/y+lm7+ceIdXpkf4wF737qhUXc22KnVaLm4OMmj3adRSXuuESDYY/JT2YvHsPf/H/RnprCHb+EJKsfoBiNxjLVaAqH48v5B0k9/kzajmbZ6G1nfGFKmGclQ/PDbqVCptUIgxoILivuMllm+0eMKilG6zyokMtkM3x+9yFhwgV5zC731LYz4F/bsnhaFCdp7iis0+1wQWpbukVTyLEYyBiGf/G9dE8TCZEO+sscptPFFbwTPK+N5NR9jrZbp+RCpdIbG+q29oAkqz2rbVSFxuqmdxViYr15+jh5zC331LYz6FxjdSbudvSUXSk3GIOSF9j7QGuTlObxzxdt0Hgd7H8zfJv03vwvWNjh6F+oT7125ni2Mu6tDcf/m2UGUUm49/iUSCR1zoclNh0A5XaEyy0U9j4NIxXM2bt++zdDQUJEW88MPP1zp0+wY0+FlZ8NUWWdjJrISBDkbDdC3yYHKk43jTyxxX8uRIgfBrDNwurGdy+4pbofcHDM3r3kcrUrN3U2d/Gz+FiOBBY7Xt27uQgQHipKpbOCGuotHbVoaNTo8/lKNdrNRz/T8yoPCUQcMDue/uEndd8HbP9mVKuDrhUD0mFtwRkun+3vNa/e/agmt2C8o3efTTe1cWJjI30NbrZnvjLy+Z/e0pFK9e6Y4TKW+BcjKoSnL4VIr4SrOlXCq5/+a7N0PwtWXlY+D3K+e+9+3aG024fHL4YU55xygwSLCqKqF1bZ7uqmda97ZEjs92WDHGQ3snN32nIGL/1QcIqXRwbmPrWzTfRe89eLKNkdPw+v/q3ifiWtyWFWBw7FdGi01az4LUrPBTYdA2W11uBWOKfKZDiYV/az95JNP8hu/8Rv8t//23/jBD37AV77yFX74wx9W8hQ7znTYh1Vfu+mZh/WYiaxU8JyLbD7WcXK5iN9dDe0l697XKk/pvzI3tqFj3dt8BIA3FWooCA4X5aayhzOt9BqXFGUTNRpVfh+NWkWfwVewcwJScfkhuQtVwNcK3wF4V0tXidCDVqXmXHPXto4rKGb1fdaq1CTS6fw9XP07x27e0/UqNEv950BfCwajbMMK25Jadhh88/J2CscBuV+Fl1JYzQbFPtTtOPiFVfcLhba7lp0m0un8djtit0GPss0F3Su/I/6VbQxGeTZOaZ/xqxVtWm9X/brPglwI1EYZ6G5QPObxbhHefRCp6MzG3//93/PUU0/xqU99ir/6q79iZGSEv/zLv6zkKXaUQGKJYDLGqQZHxY/tjPjRqtQkM2mcUQWph3WYSkdQSRJ3WEtnIvrrbbQYTFxyT/Fvj969bqJ4j6UFq76Wy+5pPtVzrqKqW4L9Rdmp7JieDwSukD39XsbcGTyBOI0WPV1WFZ7FAEfaTFilKD2pSexjb8vxw7kiaEHPyu9ykrcVYr0wqR5LC58/8QAXFycZCSzQZ2nhXPP6IRDbCb86jBTe59HgAmcaOrjimc6vt+hq8JSp77Nr93QN+WVYjm8Hsm09cO1l5W1ztu2dg9Yj4FtYiZsvOL7TFUKjVjE25ePsHS14AzG8wRgNFgPdDgsneteegRbsHoW2646Fy9qpJx7BoqvBHZM//FXcbl0T6y9fmFr5u6kdfHPK+3jLLN8iOdWp0Sk/Hv8S9SY9KrWKCWcAS52eSDRJKp3ZVAiUw1bHYw/2MjTuxekK47CZOC7UqA4sFXU2dDodtbW1ZDIZstksfX19TE1Nrb9jlbBTIVSpTJq5aJAOYz2TYS9zCmEdaxFMxFjMxOiztCgqWakkife39fIP42/xmuLKLjcAACAASURBVOs2D7YPrHk8lSRxrrmLF2Zucs3r5O6mzk21R3BwKDuVXZuCsbfojUXp1RqgVgOxJLOzVlzqLsLRJOba5Y3NDTA1tLKzuRGml5VPdjgBfCNhUj2WFnosLVy7do2TPRurxLvV8KvDTO4+5wgl48wu38NAYok+S4vi2Ldr97Sc/HJDG5nZsZWk76BbLtxXWCU8R862u0+CJIFGuxJbb1yZreg9YmVuMUIoksDljVKj11Bbo8Vs0gtHowoptN3vj15UtNNGvZHhwEqSdMXtdg37TH/va9B2FGxdK9u4Z2TbU7LTxrb8n2vmKW2C/u7GvNPx0zenCEeTOGwmQpEE7a0mtBo1RsPmXikdtjrhXBwSKhpGVVNTQzKZ5Pjx4/zxH/8x3/3ud4nFSl9kqpWpvLNR2Wm8uWiQdDZDh6mBZoMJZyRQtsChEtd98mByosFedpv32I6iVal5eW6ETDZTdrsc97V0A/CGCKU61BxvVilXmE1NQHu/PB1/42dw7WVmLf084+ni6lwGdyDO1bkMz3i6mLXdszKVX1htWaMD25Edbf9mwqQK88gqeVyBMoX3MJlJo1dr9vSelq0Ons2S/Yc/IT18Uc7puPKCcpXwnG0DtHbDyHKtg4lBuZ84+gB5VuPiNRcTziAef4wJZ5DRST+1eg09HZWVVBdUnnJ9X6dWF4UFVtpu17JPXOPw9k8glVzZJhaRE8KV9ln+4JjPU7r6suycXH2Z7PlvkNnmjLO92cj4TKDIxsdnAiLfQlCWis5sfOUrXyGZTPKlL32Jb3zjG8zMzPDf//t/r+QpdpTpiBxv2LlDSlQOYz3BZIx3PDOEkjHMuo0lCQ56ZWfjpLV8eJdRq+feliP8bP4WV72zeXnccjiM9bQb67nmnd2SOpbgYNA2+S880libr3rsMEv0GXzYx6+DpanIiRgOGhTzO0aiZuwtR8DSCOYmmLwuf/nV6OW/K5iouJrV4Tu95o2FSe3VcQ8Tq++hRWvg0333MRpY2JN7mpcBfesncsK3uXGlUJ9aUywr6pmBY6chk5bzM6ytYDBBPAJnPgyzo/m8JED+d2YY+s+VzYPSaNTiK+4+QKnv91paGAss4DBadsxuC2Vqs85RpIY22dEYu7Ky0cgluO/fQDQgh+0FF+XfrnE5dKqhDept4ByG0w+snae0jVnnGVdY0cZnXOFtF/oTHEwq6mz09clfdmpra/mDP/iDSh56V5gO+zBqdFj1tetvvAlm8nK69QQSS7zjmcEZCWzI2UhnM9zwz2GSNLTVrp1U+EF7Pz+bv8VPnEPrOhsgz278w/hbXFqc5AP2vo1djOBgsTCNfXZ0pcLs0PIU/Yn3w8S1le2MFmaXdECpHK4zDDTbYfhSfluml9WpGsvPxlWK1eE71X7cw4TSPbxnD2eHVI5e0i//nfyFeHpFQY3WbllK1NIsh0aFA6CLQyIGyQTM3ZJf4twzELsk23VrN8yPr7zMLX8tLpcH5XIr5wIIqo+9stucTO3t27fpevPvV5zawpoao5dQ/8rvAZD+f78KwxflZPGmdpgekp3m3Li7Tp7SVhGytYLNUlFnY2Fhga997Wu88cYbSJLEvffey5e//GVaWqr/gb2USrAYC9Nvsa1bq2Kz5Gp3OIxWfIklAJxRPwMKyd6rGQ+6iaaSDGgs67bLYaznjvpWbvjnmQh5OFK39heGd7Uc4fz427y+MC6cjQNMUcxuex+0dMmOhGcWGuzw3sdhZgjCfrjzfgh4YOomNLSuxAdHAtjbE7gV0o0cNUlIJldeunKJ4gCNWxNb2K0aF6KWRmXJ3c/R4AJttRaMGi0qVJyrpvtq65LDSiRVcc0Caxs0d4C+Rk78DrrlfKSxZdWhcIGwh7VNXp/L1xi7kv9SLCQ99x+XFie54p5mNhrAXmvh7qaOPXGKc2N1p3NUzrs49zFwT8vCBO19oKuBJgfpF78Lrkl5JnlhsrhCOKzkbJTLA9lmLp2wccFmqaiz8Tu/8zvcc889fPnLXwbg/Pnz/M7v/A7f+c53KnmaHSFXB6Ozwsnh2WyW6bCfZoOJGo0WR60FgNkNyt8OLqtNdKo21ok/0n4HN/zzPD99g//zjvetua1FV8Md1lau++aYiwZoW26b4OBQUlug+y546XsrvxvsKzrtvffAOy+vrLM0rYSKpBL0Z6a4oe4qmj7XqFX0pSfB3FwcVgLy796zm27zbtW4ELU0Ksvq+zkbDaBVqTnZYOebgz+tmvsqDdxH9sZrcl8oqqUxC/3vghuvFfSBMnYtSfJLXu533z1Ix+8FZEnPG2Oekn4iJD2rk0uLk0X1X+aiAa56ncDuzsIVjtUSFNd28cyu2OebP1qxR3Ojsn0u52zkbX3V+pytbhVh44LNUlFnw+fz8eu//uv53//xP/5Hnn/++UqeYsfYKSUqXyJKJBWnf/kha6sxo5ZUG5a/HfTOopFU2NUbC+06Xm+j09TAW57pDTkQ99uOcd03x6vzt3n86JkNnUOwfyiK2V2ty67RrdQTKPw7x9gVubiZJIF3Drs+yqPvbmZ4MZOXKuxvVtE2eRMmb8F7Hob5cbIeJ1JjO/Tejbr/XGmj1mGtGheVfFndrfMcFsrdz0RaXlYt91Xl6CXz+BfJXnmx9CUtsaTcB8jKfUcpjn65/+QUfoSk5/7iLfe0ot2+5Z7eVWejXH5Fvm4RrG2f3rmVPCTnKJx+YCUPZOSSbL9WG1LfPdsutFps4yEctjph44I1qaiz0dXVxeTkJF1dcgedmpqit3dnpS8rxUpeRWWdjdVOjFqlorXGzGzETyabRbVGaJQ/HmU64mOgvhVtYmPCYZIk8fGOO/l/br7Cj6au86vH37Pm9nc1OjBq9Ly+MM4jR06hVlVUoEyw1xTG5q7WZTda5On51X/nyGZg9BLYuvMxwu1A+7FV5zj2BLD8ZS7okR+ItXVIpo0r7+TCGJZSSXyJqOI2OV379UKfNhoSIWppVJZy9zNXn2A4sMCbCxNyztoeh6uo7D1yKEoha/WBli7Uv/J7sgSpa7z0gKtqJAhJz/2DksT16uWvzt9i0DvL3FKQthozJxrs3N+6eiDcbkPK5FHkarvk/i6kwD6pqSufK5dOQdgnOyMVImfj165d4+RJodInWJuKOhvhcJhPfOITnD0rh05cuXKFc+fO8Zu/+ZsA/I//8T8qebqKMh3xoZFU2NZJwt70cRVmTBxGC86on/+fvTuNb/s6D3z/w74RAAGSIAlukkiJkkzKWmxJjpc4st3Usd2kdZo0nd6ZTnqbpG0Sp3HaaV9MJpOZ2yWfNE3amTvNndbjutO4kzTJJB0nduJItuNFGyVZO0VKFHcSBBeA2Nf7AgTEBSAJEiBB8vm+kgD8/zgADs8fB+d5nuMO+XAYcl+Qrsx8MWyzO2Fk+cmF+yrqqTeVc2aslyca26hZ5DVplCqOOrbxs6FOLowPcKhK9tzYVGbH7M6vy+733Pn/7H/PV7NtyadZEALAZZKXf07i6c8v+Sva7DAGjVK16H4MN5cIfVosJGL+tF720iisJnNF1vczvT9Bq7WaF2+eZXd5NcMBz7qFq2TMj2df7G+gfKZPVDdln2yY7XP36hAbRq3BknW8cc5EBbw1cpMXb56dM6ZcmilHX9AJR678itn7FuXqnybLnYkGZHLlFoTRugdIXn17WePycuVTUlxsXQX9Gfupp57iP/yH/8CTTz7Jk08+yRe/+EUef/xxHn74YR5++OFCPlVBxRMJhvwenKZyVIrC/rLf65sppztr7466mdWTdEncXO6UvM2voo9SoeCJxnaSJHmp79KSj3+wNnWBfH24uLs9i7U3p3b7/LrssUgquTUd85v+92zLjO9dtMTiEmaHMSy1H8OpRUKf5p9r9v3n3f0o563ayV4ahVWpM+XcnwBAq1IRiEWIxONz9t847+5fcK61sGBfg1gEdMbs+xbM5B7l3AtBrU0VYRAbzjazPWu/bZr5gfDyxFDWMSV9fS6U3H1Ll8mby9k/049J/3+mv65mXBaikAq6svHLv/zLhTzdmhkJeoklEwUPoYLUZKNca8A6q8xtvSkVXjLgn+JAZUPW4+KJVMnbSn0ZDoOZLL93LGp/RT0NJhtnxnp5vKENpyl37kat0couq4NOzygjAe+iKyFiY5ldu53BrlT877F/ldqIbHwQlMrU/0dvw9DNVPUTrzv1/7qdKHYfWd4vYKsosTj/1/AL7gH2V9YTTyRwh31z6tp/q/sMkPoyYNUa8ESCRBPxTOjTYiERD5XN3blZ9tIorHPuftrtTiLxOBNhPzUGMyaNDl8kwv3VO3hnZkUgHVblDqXKZOb6zIptwd+GvTaV13TPL8LUKMmxfhQVdbDzUCb3SFm3k/je98D0eCqkZfZeHWtQ5lkU3mlXH484W5kI+fDFopSpNdj1ZZx29fH+hrsYDnqzHpfr9pVasM9G3c7UxqqDN1IhsDPjMfuP3emzdTtTG6f2Xkn1v3n9tVilb4XIV0EnG7dv3+aP//iPGR0d5fjx41y5coXjx4/zmc98ppBPU3DpfI30JKBQpsIBPJEgd8/b86IuM9mYzHlst3eMUDzGUYdzRaV4lQoFTzW18/9efYP/03eJT+xZfGO1h2t3ccPj4vhQJ7/ekn9Sryhd6drtc8zfaG+1G++tosSi02idE8aQIMk5dz9HqrbxxYNPzHnsTouDaqOFcDzGRDjALqsDnUqNVaPPeq5MM4xWAoGFuSCyl0bhNFuqeH2kC41SRaXehBIFiWSSSDJGp8dFi7UKnUpNNJ7gumckc1zdOlbBy/q3MaOzs5PW1tbsB/Z3zt1PBlZdTlSsjxqjGVdomkg8zmQkgFJhIhaaptaYCnHOFWZVayj8j3Lp/pjKg2hP3ZityMZS43lakUrfCpGvgsYMfelLX+J3fud3MJtTf6R79uzh5ZdfLuRTFEW67G19gStRpUOomsrmloMr1xowqXWZ583m0kwsc7t95b+W7bPXsa3MToe7b9GJDcD+ynrsOiNvj97CH124cZsQi8kVArCcEKyDlQ1Zwxj2ZdmjY2e5g0sTQ5lyzVcmh7k0MZSZMOQ614HKBhKJxILzicJJh6VFE3GGA14qDWZOj/Uu+KzqTNZMWEr6sylFPl/2DcoUe46m/uEZmxO6stpyomJ97LXVcmliiMuTQwwHPFyeHOLSxBB7bKm9KtrszqxjStsqrs1LKVQexGrGZSEKqaArG9PT0zz00EN87WtfA0CpVKLRaAr5FEWRmWwUeGWjZzpVOWKbee5kQ6FQUG8qp9MzSjAWxaBe+B5dmhhCq1TRWl694udXKBQ81bSPv77yGi/1Xl503w2VQskxZyv/3HOe14e7+EBj24qfV2w92UIAlhuClU4OPu8eYDAwRZ2xnAOV9VmThm9MubLGT3d5XNxT1TTrXP0MBjzUGa0cmKl41NHnLsArFbnMDkvrmXbjDvmyflau4DSNJhsOgznz2ZSiXCvKC8Kv8gk3FCWnd3oiaz/t801wP82ZJPCiV6MqAumrolQUdLKhUqmIRqOZQXp0dHRBUmYpGvRPYdcZMc7/BWCVbnlTX262mysX3NdQZqPTM8qAf5Kd88I4xoI+RoJe9tnrFvyikq+7bLVsM1dwbryfQf9UJoQrmwdqWvhR/xVeHezkWF0relXpTxRFcc3ZfdzZgmLP0ZwXqqwhAMtUrjVg0egJaY1YZkKiXuw6Q9e88rbLKVc7e9Ixn+wYXlzpsLTb0+M8fyN7wvRoyLsgPK5UzO7veyobSAyas/b3xcKvROlLjwPjIR/jS5TahlTVqY0wuYDsY7bqkd9Y72aJLa6gM4Ff//Vf59Of/jSTk5P89V//NR/72Mf4+Mc/XsinKDhfNIQnElz0S/hKJJIJbvvGqTVas05i0qVw06VxZ7s8mQqhKsQybWrfjdQqxcv9VxZ9rEGt4ZizFX8sLJWpxJ2yiRdfS8X9XnyN5He/RmKJ5MJ8QwDSO08fH+7k8tQwx4c7ef7GSbyxEIMBD6+PdPH1yye46UlNELJZTrnakEXH1y+f4PWRrjnn7fbIvhqF1O1x8Y3LJ6jJEdPeaCrNXYbn93ft9XeW1d/FxpIeb14f6aLT68Kuy75hbqn208WsdMwWotgKOtn40Ic+xG//9m/zxBNPEAqF+MpXvsKTTz5ZyKcouEF/KvGr0JONQb+HcDzGDnP2TXTSA1lfllyKi+OpycY++8KY9ZVotzupM5ZzZqyPsWD2OOS0Y87UisYr/dcIzC+ZJ7aUtSqbuNjO07NLpJ4e611VudquyNSiZXNFYaQ/z0p9WdbPqnxWZb5SImVCt4bZ481ipbZLtZ8uRvqwKFUFnWz8/u//Pq2trXzmM5/h1Vdf5Xd/93f5u7/7u0I+RcGl97qoMxZ2stE182tps6Uq6/01RjNapYq+6Yk5t4diUW54XDSYbNhy/OKSL4VCwS807CFJkuNDnYs+1qTR8njDXvyxMK/0Xy3I84sNao3KJqZDo1JVjO58QU2XSE3r8royeQEP1+6kzmTl4dqdmQ39ltIbyl5iVXYML6xurwur1sDVyWHa7U7abE5qjVbabU4OVzVxdXJk6ZOsBykTuiXMD8W84B6g3e5kf0U9zpl+2m53crHA+2isCenDokQVNGejp6cHs9nMyy+/zNGjR/mjP/ojPvKRj/Bbv/VbhXyaghoMzEw2CryykZ5s7LJmT/BWKpQ0lNnp8bqJxGNoVamP4trUCLFkYlVVqLK5t7KJ7/dc4K3Rm/xSUzuGRfJTjjlbeW2oi1cHr/Oemh1UF6HEnygdOfMyilg2MR0zfXvaTa3RmrWc7fwSqbNDpZQosWmMqFEyFPDws8HOJZM3G/VWhmTH8KJrsTh423WL1pmxT61Qsr+ijrGgj1vT49QaLPyvrrOYtTrGwn56p8dpsThosqzul+R88ouykjKhW0KLxTFnbxclChx6M+MhP+VaIzqVmkp9Gcok/Pn5V6jQm9hVXs31qVGGAh6cRisHKxso1xqKnv+Vd5+WPixKVEEnG7FYDIAzZ87w0EMPYTAYSj5BfNA/hVKhoNpgLtg5k8kkNzwubFojlXpTzsc1ldm56R2j3z+ZWQG5OFHYEKo0lVLJw85d/O/b7/LOaA/H6nLUjwe0KjW/uuMg/9/1N3mx+yzPtL1vRXt9iNKXifFNL727B0hefZvE059Hsecoyatvz12WL0DZxHTMdDqUYY+tlp8NdWb+PxzwoFGqeMTZyqWZ/CWNUkVjmX3BsfVlNr5969ycYy9Npn6RnD/h2KUtp0M5OCeUSnYML7wms523XbeoN5Xzs6FO2u1OXh1c+Pneba/jrLsPSG3sp1GqqHasbN+TxfrxciccxervorQcdjTxtutWpj8+Wr97zvgDqXHhl5v2cbbnPLvKqxeMMRcnBhf037ddt5a9yrocK+nT0odFqSroTKC5uZmPf/zj/OxnP+O+++4jFAoV8vQFl0gmGQp4qDFYUK+y6tNsQwEPvliYXeWORb+kp0vipkvkJpIJLk0MYtHoacqR67Ea91c3o1YoeW24i2QyuehjD1Y20GZzcm1qhDdGugveFlEYWu3qKqgtFuOrrNuJ4unPw93vS+1ge/f7UCzjy9tSbUqH0WiUKmqNFkYC3qy5FJ5wgAeqm7mnopF2u5MbU6458dZGtZbRYPZjL2cJgdB7wysOwRLLN+z38IizFU84SKXeRCKRzPoZheKxObHyq8mfKUSs+vz+Htl9/7L6u9hYZodiNpsrcAWniSbic8I4o4k43V43O81Vmftny9V/z7n7C9JGs9m8oj690jFbiGIr6MrGn//5n/Pmm2/S2tqK0WhkdHSUZ599dlnHHjt2DJPJhFKpRKVS8b3vfa+QTctqIuwnHI8VPITqyuQwAHvLaxd9XLok7u2ZyUbP9DjT0TAP1DSjLMJKgkWr52BlA6fHeunyjrFrkS9ZCoWC39h5mC+f+xHfuXWOFktVwd8nsXLp5fU9g13ERy8sury+6FL8EjG++ZT4TIdGdUVcXOoKLQgruFN2doyHa3fiDvkZCXpJkORgZQMX3AMkSKJGyaP1uxkNehnxT1JtMFOjtzDg89Drv5PjVG8qZyQ4nbUtw0Fv1ttlx/Di6fa46JwaxRWaxqLVE0pEAcWCzzctnZPjDt0pWrHi/JlF+nFi5DbJyz9P9f/qJrBUQvd5qN2x4O9mdn+/du4cB+VL2qY0exz4csePOFjZsCCMczQwTWOZjdu+iaznmN1/lSjYX1nPWMjHlzteWnFYVbzzDHSdZUckCNM5NuJdIv9CyjKLUlTQyYZer+fRRx/N/L+6uprq6uVvSvf3f//32O1rV24unRzuNFoLet4rM2Ece22LTzaq9GWY1LrMfhzvzlShutteX9D2zPZATQunx3p5c6R70ckGgE1n5F/vPMLfXPs5//XK6/zx/vdj1uqL1jaxPLOX1xUA44M5l9eXXIovUIzv/PCmoXlhBbPvP1jZwGvDXQvCavZX1nPO3b8grCF9/5MNbSS9CYZn4q0H/FPssjoy/5+tVvKM1lS3x8WJoRu8OzFIu93JSdftnJ9vWoXORKdndM55Vpw/k6sfV28j+b2vQcif+r97ILWj8vZ9qbKgi4SlLLX6KzaHdrsz63jzcO0u3hq9yXZzRc4xJh2yub+ynksTQ5lzrCSsKt55Bl55LjWuq7VQvwvGsySpy0RCbEClnVBRZOlkUWcBf7EPxqJ0e8ZoLLNhWeKLuUKhYIelgvGwH08kyLvjA2iUKnavYtfwpeyyOnDoyzjn7icYiy75+AOVDTzR2MZ42M9fX3mNoJTDXXf5LK8v9VjFnqOpL1+zrSDGN1f52nRYTPp+jVJFJB7PWerWqjXkDI3q9U1g0egzoQuBWIQagyVr2cpC7FEjlq9jrJ9QPJWzt9jnm/6sNEoVepW6YPkzufoxlso7E420WARi4dT9UhZ0y5sI+7P21/GQb9HSuBX6ssy/c/X5vMICuzrujNWxCGj0BRmbhSgFimSJ/Hxz7NgxrFYrCoWCj370o3z0ox/N+diOjo6CPOfx8BDd8Wl+Tb8di7Iwu4d3x7wcjwxzSFPBIc3CncPnuxAd53TUzX2aKt6JjrFNVcYv6AqbHD7fuaibs9Fx3qutoVW99KpOMpnk9cgIN+JeqpR6HtfVoVcUdFGs4A4dOrTeTZijUH1Wq9Wy59x3UMysgs2WrKzn2oEPZzbVW+qxN4/8On6/H6ciiHW0G01gkqjRhqe6hcHE8lewtFot34v0Za301GSy8RuVd/E/xi4xFPBkYqKz/lJotNJuq+XS5HDO+xtMNiBJIBZlPOxnh6GcRkslnV5XphrVbrODMtfi+8mUoo3aZ7VaLSdwMxEJZCaUuT4/m9aIUqFAp1JhUmuJxRPc9k/QpC9np9aK3htecXvrlCGsw51o3L1EK5vw1e3B9u4rKLLF0Vc4IRYFz9iCv5vlUigUaDQaotHoll0FKaU+m+8Yq1QqaWho4L/0nsrZX6OJOBMhP/sr64knErhCPip0JrQqFaOBae4yVzMY9jIRCWQ9h9No5Ve0jUv2rbKyMppP/k8Us1cyFEpoOQiJGEmPm2hlE57a1rzG5nxshf5cSv11qymZb4wvvvgi1dXVjI+P82//7b9lx44d3HvvvTkfv9xO09HRkfOxPzo3iiao4r33HC1YjsTZaz8HNzzRfmRZOQ4Wj4vTF19lVJ+EKLyvuZ1D1dsXPG6x15GvppCPs2d+yLAhwa/vW945DyYTvHDjFO+4eng5Ocrv7HloxStChXwtG0mhXnN89AJkmUAo6nbS3t6+vMfaa2k5+x2o2cbwtvfyVrieofA0znIze5x2DlXnV53tUldozmQjHcNMEv7BfYUag4WhgAdPJJgz9KlCZ6LbM0a1wZwzbMEdnMag0WJQabinooEnt+0D4GHmVVdrWNjGUux3pdim2ZbbtqvdHaCAGx7Xop/veNiPe+YX44MVDXxy74OZ+wvyXhy4H0hd2AxAfKwbsk02LBXQn9pzKNvfzVLtGRyd5lrPBEP90zirK9iz3U5dnn8zK1Hq/WW9LfbezH7vzo71csbdz4/6zlBjsOTsr52eURIkOefuZ7+9HkjS6RklmojzcO1Onm5Jne9bXWeynmOX1UF7y8K+lU28yzk3bCqZgK6zsPs+1P/6P2b6dM2yzpaf1fRn6ZNiOUomjCqd21FRUcFjjz3GxYsXi/p88WSCkYCXWqO1YBONUCzK5Ykhqg3mZeeBbDNXoFYoGfBPokRR8P01sqnUl9FiqaLL42IyHFjWMUqFkn+z6yiPN9yFK+Tjzy78hJOjPUVuqcgmn9CnnOElySSM9jAUMfG9d8a42DmGeyrExc4xvvvTLgZHsyde57Kr3DEn1CAdw3xuvJ8+/yQoyFR5yRWWoFWpuOUbzxka5TCYueUb58rkMO9ODFJjKmyulVi5Q1UNGFQagEU/3+GAJ7P6sSahbg27s/d/tS4VqrKCsJTB0Wm++9OuVf/NiPVxdqyX52+cpMPdR59/EsXM2DRbur+mQ6M0ShVKpYLhmcp580P+Djuasp4jr7DAbe3Z+2rj7vxeYJ6kP4u1UBIrG4FAgEQiQVlZGYFAgLfeeovf/d3fLepzjgWniSUTBa2w1OHuI5KIc8Sxbdn7UmiUKupNNm77xtlpdWDS6ArWnsUccWyj2zvG6bHbvL9+77KOUSgUfGjb3TSYbLzQdZL/ceMdrk2N8LGWe9DPfNEQxaes20ni6c+TvH6K5GAXirqdKHYfyZrkOvuxDHaBvTY10eg+B2otncpGYvHEnGNi8QTXeyby+qW2a8pFu91JIpEkkUxVlJodw3zBPZBZ6XAFp3m8fi/jYX+q31scNJbZuTY5gtNoZSLk5yM7DtI5NcpgwEOtwYLDYObVgeuZ80UTcbo8Lu6RPTJKQjoJts5UzoBvgqOObfijEUaCXip0MYYnhgAAIABJREFUJupM5YwFUz/u1BostNudvCfLxosFN3gjlQweC4N3PNX/LZXQezVVFjTH381irvdMFORvRqyP8+7+nGNTKhTTzDZzBYO+KdpstVQbLOywVNLtcVFnsrLT4uDeqrmVptLldM+M9dLldWV9zJLG+uDAozA1ChPDqb5aXp26vYikP4u1UBKTjfHxcX7v934PgHg8zpNPPslDDz1U1Occ9KeWPOsKWInqnZlf+o84FoZBLcaoSf2asZYVdA5WNvLizbOcHetd9mQj7VBVI41lNv779bc46eqh1zfBp/Y8SI1RKgCtlXR5w0uXLmUNAcn2WID4P/5nSK9ImawMBbXAwjj5wdH8ch5uet3cZa9lNOhlLOSjSl82p9xpOhSh0WTj3x/8wILjz471olAoKNcaQaHAqNby23seAOAr51/h3PjCUJgVl0kVRZEuJ/on516mXq0lnkxQPpOj4QpNMx4KYNbocId8mDX6WaWQXQXZQTyrgRt3KlCZrNBzKXV7fSuqR35jRafM9Ytvvn8zYn0Mzgt3mj021ZvKuTY5AgoF8USCyXCACl0Z5VoDv9aSO6wbClBWu78z1Vf1ptQeGf3XU0njlcWrTgnSn8XaKInJRkNDAz/84Q/X9DmHAjNlbwsUijHk99DlddFqraZypkrFcnkiQSAV2rVWyjQ69pbXcHlyGFdwGkeeO6hXGcz84d2P8d2e8xwfusGfv/sKv7P3vUuW0xWFlW9SK9VNdyYbfg/O+gjuhaHG1FXn14ePOLbxg76LS5Y7zTYhTYc1zP618fzM5OKeqibqy+zc9I0vOG7FZVJFUe211fLq0PUFlaYert3Fa8M3aLVW89yNd9hbXlOwHcRzSpfEjUXAM3bnduvSxTtynrLajHtq4Ya1+f7NiPVRbyrPml9h0Rq4MD5Au9256jK2K5LuqyE/DHTeub3IpW6lP4u1UDI5G2stvbLhNBYmjOr14RsAPOzMb2DwRIIM+adQcGcn8bWSDkFZ6a69aqWKjzbfw2/uOkooHuOvLp/g+tRIIZsoCmxODkcsQmuiD7Vq7jCgVinZvT2//W56fOPLKneabVI7P6whfez5mUlKQeKhxZpxh305S4mmY+EDsUhBdxDPpVClnWfbs91ekL8ZsT6qDeacORqQu3RzofvmfMXoq8sh/VmshZJY2VgPQ4EpjGot5drVL937o2HeHr2FTWfMe0O+c+4+kkD1TLWeqXCAcp1x1W1ajv0V9agVSs65+3iisW3F57mvegdmjZ7/dvUN/uuV13l236NsM1cUsKWiUObncDh1AX7lvio6xxIMjvqoqy5j9woq62QrewupXXZ3WhwoFQq0KhUXxgd4qmnfnMfMD2uYf3tB4qHFmhmY2Sx1vuGgl8NVTbwx3A0UeAfxHBbkLC2S37RcddVmnn5sJ9d7Jlb1NyPWxwV3avUiEo8zHvbj0JdRa7Qy6Pew0+JgPOzPelyxwzbzycUrJOnPYi1syclGJB7DFfTRYqladiL3Yl4f7iKSiPNLzlZUyvwWi86O9aEADlU28qP+y1ybGuG+6h2rbtNyGNRa9tpquTgxyEjAu6qciza7k9/e8wB/c/UN/tvVN/jj/e9fs0mTyM/sHA6AeqB+lbm6TqN12eVO/59zP6bKYOZgZQP3VDXlPHZ2PtWq46HFmrjlcVG7SCnRt0ZvkSCZ+X/BdhBfxPz+Xgh11Wb5MrZBNVuqeH2kC41Slal89/LAVTRKFZX6Muw6Y9b+uxZhm/nk4hWS9GdRbFsyjGo44CVJkroC5GuE4zF+NtiJUa3hgZqWvI6dDAfo9o6x0+rgUFVqY4Crk8OrblM+DlU1AtDhXv0S8f6Kep7efoCpSJDnOt8hsYY5KGJ9HaxsWFa5UxTQ55+kw93H8zdOcnasN+exByqzbJYhSla3x8XXLp/AsUiYyuxSog2m8oLtIC7EcqXDMqOJOP3+SRrLbJn/Dwc8OUs3r2XfzDsXT4gStyVXNgb8kwAFKXv785FufLEwTzS0YVDnV/717EwM6D2VTdQZy7FqDVydHCGRTBZs74+l3G2vQ61Q0jHWzxONq/8l5dG63XR7x7gwPsBPBq7xiw13FaCVotSl83/Ou/sZDHioM1rZa6ul3zdBnclKtd4CCrgyMUylvgxPJJjJy0hXnZp97IGZVQ+xcZx29RJNxHl14DqP1u9mIuTDF4tSptZi15sY9HuoNVozOzBPR0M84mzlumckVf44aZDVK1F0s8Mye6bd9E5PZMp2RxJxkgl4xNmKKzjNaMgrYZtCFMAWnWykYorrTbZVnScSj/FK/1V0KjXH6lqXPmCek64elAoFh6oaUSgU7LXV8s7oLfp9kzSZ1yY5y6DWcpetlncnBhkJeKhZZSlghULB/7XzCLe8bv6l9xL7KxqkJO4WcU9VE/dUNdHZ2UlrayvdHhcDvimaTHYG/R4qDCZarFVMhAPssjrQqdQMB7wAlGsN2LRGtEoVJrVuQS7V/DKphx1y8V9v8z+TJAmU3PmRJJZMMhUJoFEqcYWmueEZxazVZ3ZgrjNZ+eLBJzKP7+joWI+XIbag2WGZX+74EdVGM9FknMlIALvOOFOq2U+TyY5yawaACFFQW3KyMThT/Wm1ZW/fHLmJNxriF+v3UpbnZnyD/ikG/FPcba/LHHvXzGTjyuTQmk02AA5WNfLuxCBnx/p4smn1qxtlGh0fa7mHb157k3/sPs3n2x8pSG6M2Bh8Ph/dHhdfv3wiEz71cO1OXhvuWlAa91FnKzdnPTbttZGuTKnJ7nn3r1kpSpFTts8kXerYoTfzs6HOzH1DM/e1251zyiBL6WJRCu621/HTWaWa02PTI87WTD/++Wi3jDdCrMKWm7Ink0kG/JNU6ctWtet1NBHnlYGraJUqHq3bnffxJ10LNwDcW16DAgWX1zhv4257qipVuuZ9IRysbGSfvY4bHldBzytKn0KhyITUpI2H/FnLSU5Fgpwdy176Nl1qcv655t8v1l6uzySZSOIKTi+rDLLkZ4hS4MpRqtkd8mf6q4w3QqzOlptsTIQD+GMRGspWt3Lw1shNpiJBHnbuwqzV53VsPJHgndEeTGot+yrqMrebNDq2myu45XXjj65dgphBraHN7mQ44GEwR9nKlfjIjoOoFUq+e+s8kXisYOcVpU2j0dA9q0ykVWtgOOjN+tg+/wSuHPelS0125yg5KTuIr59cn0k0Ec/5WafLIN9dUSe/EouSkeuaNxiY4i5bbWbCIeONECu35SYb/b4JABrLVp6vEUvEM6XyHlvBqsbFiUGmoyGOOLYvqHrRZq8lSZKrU2u7unHvKjf4y6bKYObR+t1MRgK8Oni9YOcV+en2uPhW1xm+3PES3+o6Q7enuBfNaDRKy6wQGU8kiD1HGeSdFgcOQ/acnnSYTUuOcBsJw1k/2T4TJQparFXU5vg8aw0WfNEglboymWiIkrFYfx0NeNlldXCwsoFdMt4IsWJbbrLR50tVompYxWTjpOs2k+EAD9a0YFnBpoBvjqQ2tXqgZuHmBm221ErHlYmhFbdvJfbZ69Cp1Jx23SaZTBbsvL9YfxdmjY6XB67ijQQLdl6xPOnY+tdHuhgMeHh9pIuvXz5R1AlHMpmcs+t3NBFftJzkoarspW/TE2DZQbz0ZPtMDlY28FL/FVCQ9fNyGMwMB6c5KCWNRQlpszuz9td0me4rk8NcmhiSCbIQq7DlEsRv+8YBaFphGFUimeCV/iuoFUp+oX5P3se7gtNcmRxmh7kya+ndhjIbFo2ey5PDa1oCV6tSc6CinpOu29z0jhVsYDWoNTzR2M4/3TzLS31X+FjLPQU5r1iexfIdinXx1Gq1C3b9tmr0/Oauo3R5XFl3AV9sh3DZQbz0zP9MdltrCMajRBNxrkwMc7iqCU8kxHjYT63BQr2pHF80JOFTouTcP/Oj35XJYYYDHmoMqTLdF9wDmcdEE3G6PC4pxy3ECm2pyUYymeT29ASVehNlmvzyLNI6xvpwhXw8WNOCbQU7ZL82dIMkcMy5K+v9SoWCu+xO3hm9RZ9vgm3mihW1cyWOOnZw0nWbk67bBf1C8FBNC8cHr/PGSBePrqBEsFi5Yuc7pMuf3vSOcbCyAXfYz+3IOJe6Qhx2NPGxlnvnPFaJEpvGuKCc5FI7hMsO4qVn/mfynzp+xMHKBsLxGLemx3Hoy2i1OujxjvP+hr1rOpYJkS8VCsq1ua/pkrMhxMptqTAqd8iPPxamqWxlF71kMsnLA1dRoOD99XvzPj4Qi/DW6C3KtQYOVjbmfFy7zQmkcjvWUmu5g3KtgbNjvQVN6FYplXxw290kkkl+0HuxYOcVSytmvsPsEC2H0cyPB67y9ugthrKEa6Ufe3y4k8tTwxwf7ix6OJdYW/sr67k0MZT5hfjdiUHeGr3FHlsN35DPWpSot0Zu8uLNs5x293J1aphz4/1cmhhif2X9nMdJjpgQK7elJhs3p8cA2GGpXNHxFycGGfBPcW9VE1WGsryPf23oBqF4lGPOVlTK3G/9XlstKoWSi+NrO9lQKpQcrd5OMB6dUw+/EA5WNtJUZufMWC9j8VBBzy1yK2a+QzpES6NUEYnHpXztFjeao+StO+QHClt8QohCuTwxJKWahSiyLTXZuOV1A9C8gslGMpnkR/1XAHi8If9VjVA8yquDnRjVWt5bu3PRxxrUGlqtDvr9k0zMXKjXygPVqfjVn88ksReKUqHgV7bvB+Bk1FXQJHSRWzq2/uHandSZrDxcu7NgcfPpEC2r1sB4OHs/lfK1W8fAIiVE603l8lmLkrRYqeZWq6OgY6YQW9WWytno8rjQKFU0mPKvRHV1apjb0+Psr6jHmSWxeyk/6b+GPxbmqcZ29OqlNxO8u6Keq1MjXBgf4Nga5jlUGczsKa/h2tQIA/5J6lfwXuWyu7yGdruTSxNDvDsxyP6K+qUPEqtWrHyHFouDwYAHTyTILquD4YBnwWNml68dXOR+sXF1e1xccA9QYzBn7QO1BjPXPS4Oyy/DokSkc80GfBPUGCxZ+63TYOETex9ch9YJsflsmZUNbyTEUMBDi6UK9bywkqUkk0n+pfcSAE82tuf93JPhAD8ZvIZVa+DR+uXty5H+In5+vLDhTMtxzJma3Bwf7Cz4uZ/efgAF8N1b5xYsXYuNJR2iFU3EaTDZsoZr7ZyZ5Ej52s0pnYvz06HrVBssOUreWogm4vJZi5IwO9fspm+caoM5a7+9y+5cpxYKsflsmZWNTs8oAK3l1Xkfe3lyiJ6ZVY189+dIJpN8q/sM0UScDzbtQ69aelUDoFxnpMVSRZfHhWeN96dosztxGMycct3ml5r2Ub6Cqlu51Bqt3KW2cTk0yU8HrvGBxraCnVusrXSI1jl3PyMBD+12J5F4nPGwnwqdCa1KRfdMuUgpX7s5zc7FeXXgOo/W78YV9DIcnKbWYKHOZMUfDUsYiigZ8/PH7vTbaYaDXmoNFtrszkxJXCHE6m2ZycblmU3y9pTX5HVcIpngez0XUAC/1LQv7+d9e/QWFycGabVWc1/1jryOvaeqkW7vGGfGeilcMNPSlAoF76/fwz90neYng9f4yI5DBT3/PZoK+hRBftR/hUNVjVTn2MFVlL50iNaXO15iMOBBo1Rh1Rro9IwSTcSpM1kXPFZsHrNzcWIkeHngKka1lv0VdfybXfetY8uEyG5+/li63zabK/jSoSfWqVVCbG5bIowqkUxweWIIq9ZAY56b+b01kirleV/1jqyb8C2mx+vmW91nMKg0/OtdR/LeoO+eyiaUCgUnR3vyOq4Qjji2Y9cZeX2oi4kcyb8rpVWo+GjzIaKJOC/cOEVCksU3vHSJ3VT1IV/ml0PJydjcspVWDsQiaJVb5ncsscHkKgfesMKNfoUQS9sSk43OKRe+WJi77XV5feH3RUN8//YFdCp13qsat7xu/urKa8STST6x5wEq9fmXyjVr9eyz19Hvn8QVX9tQKo1SxVNN+4glE3y/592Cn/9QZSMHKxro9o7x8kyVL7FxSU7G1iSfu9hopM8Ksfa2xM9Pp1yplYHDjm15HfdPNzvwxyJ8ePuBZe8WHkvEOTF0g/99+10SySS/uesoe221+TY54721O7kwPsDl2CSPr/gsK3PUsY0TQzc4PXab91TvYI8tvxC0xSgUCv7VznvpmR7nh72X2GauWNX7JNbX7JyMGx4Xu6ySk7EVSC6O2Gikzwqx9jb9ZCOUjHPW3YdDX0azpWrZx70zeoszY71sN1csWXo2FIvS75/k6uQwJ109TIQDmDU6fnPXfbStsqLF7vIanEYrNwMexoK+FW0muFJKhZLfaDnMn114hedvvMO/P/g4ZRp9wc5fptHz23vu52sXf8Y3r73JF/Y9mncCvigd6ZyMS5cu0d6Sf9U2sTFJLo7YaKTPCrG2Nv1k42J0gmgizsPOXcsOoeryuPifXacxqjX8Vut7UCmUJJNJJsIBen0TDPqncAW9uEN+3CEf3uidHbE1ShXHnLt4vKENi3b1X8yVCgUfaLiLv+18m+/dPs8n96xt3e8ms52nmtr5Qe9F/ubqmzzT/r4FS9Cr0Wyp4jd3HeVvO9/mLy/9jM+0Pcx288p2eBelIRKJrHcThBBCCFEiNvVkYzTg5VJsEqvWwIM1Lcs65trkCH9z7Q0SJPmNlsP0TI/zUt9lrk+NMhkJzHmsEgU2nZE95TU4TVZaLFXstdUuu7ztch2qauKHXec45+6nY6yPQ1WNBT3/Un6x4S76/ZOcc/fzX6+8zif3PIBBrS3Y+e91bCOSiPMPXaf5i4s/4yM7DvFgTTOKPBPqhRBCCCFEaSmZyUY8Hufpp5+murqab37zm6s+33QkxN9c+zlxknx0xyG0qsVfaigW5aX+y/xk4BpKFDgMZv779bdJkqqUVKbWsb+inh3mSupM5dQYLdh0RlSK4ufYKxUK3qut4QeRfp6/8Q4mjZbdeZbwXe3zf7z1PcQSb3JxYpD/fP5lfq35EG02Z8EmBPfXNGPR6nmu8x3+sfs0J109PNnYxu7ymryreAkhhBBCiNJQMpONF154gebmZnw+34rPkUwmmYwEuDQ+xI/6LzMVCdKmts1ZCUgkEwRjUSbCAfp9k9yadnPTO8ZIwEtiZmKRIMlocJodlgrabE7a7E7qTbZ1/dJrU+r4v3ffzzevvcnXL53gwZpm7qveQUPZwp2bi0GjVPGpvQ/yw96LvNJ/jf9y5XWcRiuHKhtptlRRY7Rg0epXNflqt9fx7w8+zrdvnuP8eD/fuHwCm85Iu83JDkslNUYLdp2JMo1uTSZ5QgghhBBidUpisjEyMsJrr73Gpz71KZ5//vkVnePi+CB/2/kW4XgMALVCyS817eNsfxf/7tT3iSUSRBIxIrN2Dp3PrNGxz17PXlsNe8prMGl0K2pLsdxdUc/n24/x912neGOkmzdGulEA1QYL/27/L2AsYGhTNiqFkl/etp97q5r4Ud8VLowP8C99lzL3KwCdSkNjmY3fb39kRZMzu87Ep/Y+SO/0BCeGb3DB3Z95rbPpVGq0SjX3VjXy0eZ7VvvShBBCCCFEESiSyfXfUe2zn/0sn/jEJ/D7/Tz33HNLhlF1dHSsUcvERnboUGF3Pl8N6bNiOaTPio2mVPqs9FexHKXSX7eadV/ZOHHiBHa7nba2Nk6dOrWsY6SziI1G+qzYaKTPio1E+qsQpWvdVzb+4i/+gh/84Aeo1WrC4TA+n4/HHnuMr371q+vZLCGEEEIIIcQqrftkY7ZTp04tK4xKCCGEEEIIUfqkpI8QQgghhBCiKEpqZUMIIYQQQgixecjKhhBCCCGEEKIoZLIhhBBCCCGEKAqZbAghhBBCCCGKQiYbQgghhBBCiKKQyYYQQgghhBCiKGSyIYQQQgghhCgKmWwIIYQQQgghikImG0IIIYQQQoiikMmGEEIIIYQQoihksiGEEEIIIYQoCplsCCGEEEIIIYpCJhtCCCGEEEKIopDJhhBCCCGEEKIoZLIhhBBCCCGEKAqZbAghhBBCCCGKQiYbQgghhBBCiKKQyYYQQgghhBCiKDbkZKOjo2PZj71y5UoRW7J2NsvrgM31WpYrnz6bj7V8L/9jx0s88/a3+bMLr/A7b75IPJHI+rg/euu7fP6df878/0/Ov8zvvflPJJLJtWpqVqXY70qxTWnF6rO5lNp7UWrtgdJsU6lYqr9upPdO2io2mzWZbMTjcT70oQ/xyU9+csF93/ve9zh69Cgf/OAH+eAHP8h3vvOdgj53KBQq6PnWy2Z5HbC5Xst6W6v3Mp5IMBqcpsZgYTToxaE3o1JmHz7KUOOPRQjGogBU6E3Ekgm8keCatDWXUux3pdim9VJq70WptQdKs00bxUZ676StYrNRr8WTvPDCCzQ3N+Pz+bLe/4EPfIAvfvGLa9EUIcQKjIWmiScTVOrLuO2bYJe1OudjzUoNJGA87KNebaNSXwaAO+SnXGdcqyYLIYQQogQUfWVjZGSE1157jQ9/+MPFfiohRJEMBbwAGNVaAGqMlpyPLVOkfsOYCAUAqNCZAJgM+4vZRCGEEEKUoKJPNv7kT/6EP/iDP0CZI+QC4Cc/+QlPPfUUn/3sZxkeHi52k4QQeRoJeABQKhQA1BhyTzZMCg0Ak+HUZMM+M9mYmPm/EEIIIbYORTJZvKzNEydO8Prrr/OlL32JU6dO8dxzz/HNb35zzmMmJycxmUxotVpefPFFfvzjH/PCCy8set61TlwUG8+hQ4fWuwlzbPQ+ezw8RHd8ml0qCzfiXj6ka8ShMmR97HA8wL+E+9mvtnNYW8V4IsR3Q73sVZfzgDZ3+NVWJ31WbDSl1Gelv4qllFJ/3WqKmrNx7tw5jh8/zhtvvEE4HMbn8/GFL3yBr371q5nH2Gy2zL8/8pGPzLlvMcvtNB0dHZuig22W1wGb67Xkoxivea3ey5fPu9AEVGgsJpj08t6DhzMhVfOdOPMOAHq7hUOth/BHI3z3ZC9qi4lDd2Vvqy8a5vu3L+AKTnNPVRMP1bSgmFlFKZRS7Hel2KbZ1rJtpfZelFp7oDTbVEoWe2820nsnbRWbTVEnG88++yzPPvssQGZlY/5kwuVy4XA4ADh+/DjNzc3FbFJJ6va4OO3qpdvrosXi4LCjiRarY72bJQQAiWSSkYCXaoMZV3Aas0afc6IBYJrJ2ZgMp6pPGdUadCo1EzlyNoKxCH9y/mXGZ+6/4XGRTCZ52LmrwK9ErDUZ28RmIP1YiNVZk2pU833jG9+gra2NRx55hH/4h3/g+PHjqFQqrFYrf/qnf7oeTVo33R4XX798gmgiDsBgwMPbrlt8ru19MpiJkjAVDhBJxHHozZwfH6DZUrno41UKJWaNPpMQrlAosGuNOXM2vnPrPONhP8ecrRxz7uJPL/yEf+45z57yGqoXSUQXpU3GNrEZSD8WYvXWbLJx5MgRjhw5AsAzzzyTuX326sdWdNrVmxnE0qKJOGfGemUgEyVhOJhKDrdo9SRJUm0wL3mMTWdgOOAlmUyiUCiw6U0MB72EYlH0ak3mcbenx3lr9CYNJhsf3n4AlVLJrzUf4u863+b4UCcfa7m3aK9LFJeMbWIzkH4sxOptyB3EN5Nuryvr7V05bhdirY3MlL3VKFUAOBapRJVm05mIJuL4Y2EA7DP7a8wPpXql/yoAT89MNAAOVTVSrjVw0tVDKB4tzIsQa07GNrEZSD8WYvVksrHOWizZfxnZmeN2IdZaerKRJFW4zrGMlY1ybapS1dTMruHpycbUrF3ER4Nezo/301hmZ3f5nSpVKoWSB2paCMVjnB3rK8yLEGtOxjaxGUg/FmL1ZLKxzg47mjK/GKdplCrurWpapxYJMddwwIsCBcFYDGBZYVSZycZMkni5NjXZmJyVt/Hz4ZskgV+o272g8tR91dsBuDDev+r2i/UhY5vYDKQfC7F665IgLu5osTr4XNv7ODPWS5fXxU6Lg3urpNKFKB0jQQ+VehPukA+AKn3ZksdYZyYbnpmVDFsmjCo12YgnEpx09WBSa9lf2bDg+Ep9GbVGK9enRonEY2hVMlRtNDK2ic1A+rEQqydX8BLQYnXIwCVKki8aZjoaZpu5gkH/FDatcVlf/Mt1c8OobJkwqtRk49LkENPREMecuxb8apjWbnfyk4Fr3PC4aLM7C/FyxBqTsU1sBtKPhVgdCaMSQuSUzteo0puZDAeoMiy9qgF3wqYyKxvzwqhOuXoAuK96R85ztNtSE4xLE4MraLkQQgghSoFMNoQQOQ0HUmVvy9RakiwvORwWJojr1Rr0Kg2T4QChWJRLE0PUGCw0mGw5z9FsqUKnVHPDI1VfhBBCiI1KJhtCiJzSk41M2Vv98iYbRrUWtUKJZ1ZCuE1nZCoS4OLEINFEnHuqmhYkhs+mUirZbqlgKODBFw2v4lUIIYQQYr1IzsYa6/a4OO3qpdvrosXi4LBDEs1E6UpPNmLJVNnb5YZRKRQKynWGOaVubTojwwFPJoTq3qrGJc/TYnFwfWqUm94x7q6oz7f5Yp3IOCc2EumvQhSXTDbWULfHxdcvn8jsRjoY8PC26xafa3ufDGyiJA0HvNi0xkxid9UyVzYgVZGqxztOIplAqVBimwmtujY5gtNopcZoXfIcO61VAHTLZGPDkHFObCTSX4UoPgmjWkOnXb2ZAS0tmohzZqx3nVokRG7BWJTJSIAao4WxPMreplk1BhIkMyFQ5TMVqeIk2b/MicN2cyVKhYIuydvYMGScExuJ9Fchik8mG2uo25v9C1NXjtuFWE/pECqn0Yo7OI1Zo0Ov1iz7eEtmr40QcKdCFcCBLHtrZKNTqWkw2ej3TRKb94VAlCYZ58RGIv1ViOKTycYaarFkX5LdmeN2IdbTUGAKgBqjFXfYT2UeqxqwcGM/i0YPgEGlWbQK1XzbzBXEkgkG/FN5Pb9YHzLOiY1E+qsQxSf9ge8RAAAgAElEQVQ5GwW2WKLZYUcTb7tuzVmy1ShV3FvVtF7NFSKnQX9qZcOs1pJIJvPK1wCwalOTi/RkYzqaWuGw6YyLVqGar6nMDkDv9ATbzBV5tUGsvVzjnEWjp9vjkjh4se5mX6cPVTaiUarkuixEEclko4CWSjRrsTr4XNv7ODPWS5fXxU6Lg3urpOqFKE3plQ2lIrUAutxKVGnzVzb6fRMA6FXLD8UC2D4zwejxjfNeduZ1rFh76XHu7dFb3Joep0JnQqtS8X/6LvPjgauSeCvW1fzr9HDfZQ5WNqBTqbntG5frshBFIJONAlos0Sw9cKUnHUKUuiG/hwqdCU80NVnIJzkcZk82Uisa16dGAYgnE3mdp8ZoQadU0zs9ntdxYv20WB10jPUTTcTp9IxmxsXEvPFQiLU2/zqdIMlZdx+POFv54sEn1rFlQmxekrNRQJJoJjYLbySINxqizlQ+qxLVysKovJEg7pCP0dA0WqUqs9KxXEqFkiazneGAh1A8mtexYv10ekZwh3wLfoCR8VCsp1zX6euekTVuiRBbh0w2CkgSzcRmkU7GrjeV405PNvIMoyrT6FGiwBMNcnUydSG3aA14IqG8VzcaymwkgQGfJIlvFDIeilIk/VKItbcmk414PM6HPvQhPvnJTy64LxKJ8LnPfY7HHnuMX/3VX2VgYGAtmlQUhx1NaJSqObflk2jW7XHxra4zfLnjJb7VdYZu2VtArJM7kw0b7pAvk+CbD6VCgUWrxxMJcW1qGIAag4UkSbwzoVXL1TiTJN7vn8jrOLF25o9fu8odqxoPhSiGXNdpi0Yv114himRNcjZeeOEFmpub8fl8C+77zne+g8Vi4ac//SkvvfQSX/3qV/n617++Fs0quNUkgMsupqKUDPongTsrG5X6srwqSKVZtHpGAl6uTYax64zUGMxcnoSpSACbzrj0CWY0mlKTjT7fZN5tEMWXbfw66erhN3cdpcvjkoIYomTMv05vK6sgHI/xf/oukyAp114hiqDok42RkRFee+01PvWpT/H8888vuP/48eN8+tOfBuD9738/X/7yl0kmkyv6YlMKVpoAvpzkciHWSr9vCq1ShVGjJRCL0mwxreg8Fo2BvsQkEOdgZWNmF/GpcBDySAGpMZrRKFX0+WRloxRlG7/CiRhdHhcfa7l3nVolRHazr9P/q7uDt0Zvzblfrr1CFJYimUwmi/kEn/3sZ/nEJz6B3+/nueee45vf/Oac+5988kn+9m//lpqaGgAeffRRvv3tb2O323Oes6Ojo5hNXnNarZbvRfoYmtmxeTan0cqvaBuJRCLr0LKN69ChQ+vdhDk2Up+NJRP8j2AXDqWe92ir+X6olzZ1Oe/RVud9rtfDI3TGU/36mLYWgOORYd6jcdCmWf7GfgD/O9TLWCLExw07USk2X7rZRu2zMn5tXaXUZ1cyxkrf3VpKqb9uNUVd2Thx4gR2u522tjZOnTqV9THZ5jrLWdVYbqfp6OjYEB3sUlco64C3y+qgvaV9w7yO5dhMryUfxXjNxXgve7xuku92sbemkSqLA673srdxB4fqdufdpv7b79LZn+rXv7D/CO6Qj+MXh7FUV3Jo+/682tXZncA13EV1azNN5tw/RiynXaWiFNs023LbttT4tRyl9l6UWnugNNtUShZ7b3K9d4Xou4W2kT7njdRWsX6K+vPguXPnOH78OMeOHePzn/88J0+e5Atf+MKcx9TU1DA8nEoejcViTE9PU15eXsxmlaTVJpcLUSi9M6FKjWX2TNnbyjz32EgzzySVmzV6bDoj5dqZMKpIIO9zNZhSKyH9fsnbKDWzxy+NUkWlvgyjWivjlyh5cu0VoviKurLx7LPP8uyzzwJw6tQpnnvuOb761a/OecyxY8f4/ve/z4EDB3jllVc4evTohs3XyOXsWC/n3P0MBTw4jVYOVjZwz7yBTHYXF6WiLzPZsPHaUBeQ/4Z+abGZOP4KfSrno1yX2uhvMpzfXhuQKn8L0C9J4iUnPX51To1y2zfBWMjH/or6BY/r9rg47eql2+uixeLgsEPGOLG+lnPtXc41XAiR27rsIP6Nb3yDtrY2HnnkET784Q/zB3/wBzz22GNYrVb+8i//cj2aVDRnx3p5/sbJTPLkcMDDxYlBgKwTDrnwivXWMz2OVqmi1mjN7LFRscLJxtTMBn5lah2Q+sXQpNblvbEfpGKolShkZaOE/Xjg6pyx7sxYb6aqj1TcE6VqsWtvPtdwIUR2azbZOHLkCEeOHAHgmWeeydyu0+n4q7/6q7Vqxpo77+7PWmXqvLtfBipRckKxKMMBDy0WByqFEnfIh0WjR6da2VAxPjNZUSvvRGyWaw2MhxeWwV6KVqWmxmhhwD9JIplEuclWQDe6pSrqScU9sRHJNVyI1dt8JV1KzGCWxLPFbhdiPd32jZMEtlsqSCQTjIf9mRColUgnXs6+WJfrDITiMUKxaN7nqzfZCMdjmRUXUTq6vdk3QuuauX2p+4UoRXINF2L1ZLJRZE6jNevtdTluF2I99UyPA7DdXMFkOEgimVxxvoY/GmEs5EOBYs6O4atKEpe8jZLVYsm+OrHbmiprvre8NpM4XqkvQ6NUoVGqOGBvWMtmCpGXbWUVwJ3CB+lkcrmGp2i12vVugtgA1iVnYzN6a+QmlyeGGA56qTVYaLM7ub+mmYOVDVycGJzzy65GqeJA5Z0L7GZJmhwcneZazwRDo9M4q83s2Z4qT5rtNlGabnrHAGi2VDES8AIrz9e47XMDYFBr8EZnTTZmksSnIkFq8rxgz65IdaiqcUXtEsVx2NHE265bmbFOiYKDlQ2E4lH+sesUvlgUrVJFvdWBRaNHr1LjDvk5N97PdDRMk8Wwzq9gY1ruuFtXnccumlvM/Gtwk9nO1clhBgMenAYLv7Ltbjo9LibCAXZZHRhUmjnX8K0o3e8GRxWM+nsX9LFs/VL64NYlk40CeGvkJi/ePDsngezS5BAA99c0A6m4z8GAhzqjlQOzKllslqTJwdFpvvvTLmLxBADuqRDhcIyb/Z45t13tHufBu7deaeONIJFMctM7RpW+DKvWwOWJVB9e6crG7ZlVEotGjys4TSKZQKlQ3lnZWFFFqlTfGZAk8ZIzv6rPoYpGfjxwlXa7k0sTQ5kxbijgQaNUcbe9jnPj/XNuq3ZIkYx8ZBt3r3aP09xgpfP25Jzbnn5sp3zZyyLbNVjjUtFudzIc8FBrtPAvfZfnXN81ShXvc+5az2avq/n9bnxeH8vVL6UPbl0y2SiAy7MupGnRRJzLE0PcX9PMPVVNORPJNkvS5PWeiczAAqBWKYlEE3NuA4jFEwxPJjiw1g0USxoOeAjEotxtT5UsXe0eG30zoU5V+jJGgl580QgWrR5bZmUj/zCqMo0em9YoYVQlanZVn291nQEgEo9nHeNC8RgapSpz30Yc99bb/HEXUmNsJJpArVJm7ovFE1zvmZAvelnkugZH4nGMam3O/ruV+2qufpfuY0vdL7YeydkogOGgN6/bZ9ssSZODo9Nz/m8yavD6w1kf657MfrtYXzc8qT7XYq0C7lSSWulko983iUWjzySYe6OplQyrduV7bQDUl5UzFQkyPSsPRJSebq8Lq9bAeNif9f7xsD/TF9I22ri33uaPu2lefxiTUTPvsVJUIZtc1+DxsJ96U3nO/ruV+2qufpfuY0vdL7YemWwUQK3Bktfts+VKqtyZ4/ZS5Zz3a4U/EMVsyp44VmnTrUWTRJ5uTI0C0GqtBsAd8qNUKDIrEfkIxCKpi3WZDcvMF8p0kng6jGole22A7CS+UbRYHHgiQRz6sjmJtWkVOtOCPrDRxr31Nn/cTbOYdPgDc6u91VWv7EeDzS59DZ6fAF6hMzHgn8KuM2Y9biv31Vz9Lt3HlrpfbD3LDqMKh8P88Ic/pL+/n1gslrn9D//wD4vSsI2kze7k0uTcUCqdUs0eWw3f6jpDl9dFrdGKSa1BiZJ7ZyWAz0+qhNSgd+8Gq9+9Z7udq93jc5btdRrVnKV8SIVX1dpkjltqEskknR4XNp0xs5LhDvmw60woFfl/XgMzYU4NJhtWrR64M7ko0+hQKZQrCqOCWRWp/JPstdWu6Byi+A47mjCqNYyFfGiUKnZZHehUai64B1AplehV6g0/7q23+eMupMZYrWbhuLtbinNkddjRhD8WJhiPzkkAT5IkEIugV6nnhPuB9NVc/S7dx5a6X2w9y55sPPPMM0SjUfbt2yelzuapNph51NnKaNDLcHCaWoOZbeYKvn3r3IKkyHa7k69fPpFJAJ+fVLnT4uDeqo1Xjaqu2szTj+3kes8Eg6M+6qrL2L3dzv7djgW3jQzcWO/minkG/VP4Y2Ha7dtRKBRE4jG80RB7TDUrOl961aHBVI5OlQrn8MysbCgVCsq1hhUliKfOKeVvN4LR4DSvDnUuSKx9f/1e/LEwNq0BXfUObvvG2Wlx0Jg0bLhxb73lGncB9Dr1nNskVj67qUiQd2dVjEz300edrdQarVTrzdxtryMUj6X2HdKZ0K9wk9PNYm6/m6au2jynj+Xql9IHt65l/8X09vby4x//uJht2bBOu3p5faQLo1pLvamcm9PjRBKJnElnwJzkstlJlRtZXbU562Ay/7aRgbVqkViuq1PDAOyxpSYX7lAqTnmlG/r1+6eA1CpEKJ5aCU3nbECq/G2PdzxToSofFfoy9CpNZvVElKZchTNcwWk+sfeBBY/v6OhYq6ZtKssdd0V2uXYIHwv5+dKhJ/hW1xnOuvvQKFVYtQY6PaNEE3HKNLpNcd1eqXS/u3TpEu3tC1d5cvVLsTUt+yrf0NCAzyfJPdmkE8wCsQg3PC40StWSSZFbOblMlJ5rkyMA7ClPTzZSf+srLXs74JtEo1ThMJgzScDzN/ZLkGQ6mn+xAKVCQb2pnJHgNJF4bOkDxLrIVSBjKCg7L4vSkXuH8NQPJunrezQRxx3yZSYmcg1PiUQi690EsQEsubLxla98BQCz2czTTz/Ngw8+OCeMSnI2UglmswcsTyTILquD4SyDWIXORKdnlPurd6xlE4XIKRKP0eVxUW8qz0wM0pONlWzol0gmGQl5qTFYUCqUmDWpggCzk4HLMxWpAgsqEi1HY5mNbu8YA/4pdlgq8z5eFF+twZJ1DFxO4Qwh1orTaM3aT9M7hM+/vqdt5QRxIfK15MqG0WjEaDSyfft2nnrqKcrLyzO3GY3ZqzRsNYcdTXMqrUQTcQwqzYLqKxqlCq0qddtWTi4TpaXTM0osmeAumzNz22pWNnzJKNFEnNqZi7VaqaJMrcvkbADYZiq8TK20IlVZKi5d8jZKV7vdmXUMbLM7cxwhlqJQKNa7CZvOocqGrP00vUP4/Ot7+n65hguxfEuubHz6058G4ObNmzQ3N8+57+bNm8Vp1Trr9rg47eql2+uixeLgsGNuwnb6/jtVprR8oH4v7rA/k+x4b1UT73PuSiV+e1KPM6o1qBTKDbM7+ODoNNd6JhgancZZbWaPJHhtSumdwmd/CXTPhAFWriBnYzKRWlZPTzYALFo9k+E71admr2ysRDpJvM8/saLjxeotNk6eHevlyuQw9zm24YtGGAmmVrra7E7ur2le4swim8HRaUamy3jhB5dlPF6l2X13p8XBr24/wPWpUYaDXmoNFvbYajIb8W6WIi4bgXzn2LyWnSD+hS98ge9///tL3rbRdXtcfP3yiUxc5mDAw9uuW5kJwvz7Z1eZuj41yjNt72ObuSJzvo06IA2OTvPdn3ZlSte5p0Jc7R7n6cd2yh//JpJMJrk8OYRepaHZfCccyR30oVOpManz3xNlMpnKw3Aa74TLWLUGhgIeIvEYWpWa8szKxsomG7VGC2qFUlY21sli4+RUJMjzN05m7kvtX2Di3qomDlY1rmezNywZjwsnW9/VKFUcqKgnmohzaXKIS5NDGNXaOROOjXot3yikj29uS4ZRTUxM0N3dTTgc5ubNm3R3d9Pd3c358+cJBFb2RaGUnXb1Zq1McWasd9H7I/E40UScd0ZvrVlbi+l6z8ScGtmQ2jvjeo/8kryZDAe8uEP+/5+9Nw+O6zrvtJ/e926gsTcaAEECBCGSWkhKgixH/mRZluXYliU5zkj2xCknmcnEGXli17g0UzWxo5qp1Hi8xJOZqvibcmokT+IvVsaKYntsLaakcSxRFkkt3LCQBLE0gAZ63/f7/XH7Nnq53WhsJEDep0ol9r3nHtwG3n77nHvO7/dysLUHjVpMB4Ig4EvH6DBaN7Rto7SyYVld2ZBqbUSylYX9Nmp/q1VrcFla8MRD5AuFtS9Q2FLq5cHTvrkad59sIc9iIsIp3+zVvs3rBiUfbx31YjeRyxLOJMkWxO/yt31z1+gOb0yUGL++WXNl48c//jFPP/00y8vL/MEf/EHpuM1m4/d///e39eauBRfrOExIzhP1zl9vLlMeb7TOccWR7HriTNADiPvrJeK5NOl8bkPicICQkEGrUpeKAwKlKuLhTJJ2o5WWYlXyja5sgCgSn40FWEyGcRe3VSlcHerlQW8ygr/O1rh6rj8Ka6Pk461jre9wSa+mxOvVRYnx65s1Jxuf+9zn+NznPsdf/dVf8Yd/+Ifr6jydTvOZz3yGTCZDPp/ngQce4Iknnqho86Mf/Yivf/3rdHV1AfDZz36W3/qt31rXz9lK1nKeqD4v1dawa42cDy8x1rH/qt3rduLqsuELpWqO93ZtbACqsDM5419ABRwqE4evFL9sN6LXEASBYCFNl9mBpqx+hqM02RBjSlcUjQc3uLIB0G91ApeYjQWVycZVpl6e7DLZsWgNZAv50lNiiX6LUj14oyj5eOuoF7vtBgt5oUAilyGRyyjxepVRYvz6Zs3JxsWLFwH40Ic+VPp3OUNDQ3Wv1ev1PP3001gsFrLZLI8//jj33HMPt956a0W7j370o/zpn/7peu99W7ijc4DXly9XfEmWO09I54WCwIfcB1hKRvAmo1i1Bj7cO0owHeO753/JUjLCcANxeT3x+U5hdNDJ+Yv+imVNrUZdqk6rsPuJZzNciqywx9aGrbjNCUS9BmzMiSqUSZJDoMtcucfWoRP7r7C/NZhYScYQBGFD27X6rUWReCzA+xQr6auKXJ40qXX0Wlq4EFpEp9aw39GJQaPlPZ+HW9vdFMjzZ6d+KpsXFRqj5OOto953vMvi4L3AAiOOTgZtbczFg3zt1E9xmR0cae8r6TfqsVu+23cqSoxf36w52fgX/+JflP69uLiI1SoOQKLRKC6Xi+PHj9e9VqVSYbGIT0dzuRy5XG7HW/et5TwhnZ+O+Hl+9r1SwlpMhDkTXOBDrhFeWxJduhbWEJdXi893Er1dNh69f5jx6QAeb4zeLisHFGeI64rzwQUKCBx29lYcX3WiWv9kYzkpLoV3VdVScJRto5JoNZiZj4dI5bOYtHrWS6+5BTUqZhWR+FVHLk/2W5384NLJipyoU2v4xJ7D/Hj2bIWpxk7NezsVKR+/O7GEL5hR8vEmqI7dPrOTnJDnpflxCgj0mO0V8bqYCPNeQNxuWm/CsZu+23cqypjj+mbNyYY0mfiP//E/cvToUR588EEAfv7zn3P+/Pk1f0A+n+eRRx5hdnaWxx9/nFtuuaWmzYsvvshbb73F4OAg/+7f/Tt6enrW+z62lLWcJ4YcnbyyMCkrMvMmI5i1ehK5TOnYWyszDDk6G4rPd2JC6u2yKR/065izQdHy9nBV3QNfaRvV+icb3mLV6C5T1cpGqYp42WSjKBIPphMbmmzoNVp6zA7mY0EKQgG1ak2/C4UtpDpP/o8L/1ST3wCuRAO7Ku/tVHq7bHg9U3z0niPX+lZ2PeWx+70Lv+Jk0bxAp9aUzF7KkQTj9SYbu+27faeijDmuX1SCIAjNNPz0pz/ND3/4wzWP1SMSifCFL3yB//Af/gP796/qGoLBIBaLBb1ezw9+8AN+9rOf8cwzzzTs69SpU039zO3CarXyg9hF+eq4Zgc2nYHJ8KoIzWV28M+sQ/x/sYssyFzjMjt4RN9PJpPZ1vu+kTh69Oi1voUKrnXMViMIAt9PXkKtgs8Y91WsOP40NYenkODzpmG06xzAv5FZ5kwuyEOGfro0q5XBM0KB/5mcok9t4UGjG4DTWT8nsz4+anDj1qxfHwLwanqRyXyE3zLuoVW9fpvencRujtl6ObHdaEWn1sjmSiXv7X52UsxuJMe2trbyTPBCKT4bxWuP2cFj1iFisUrBsl6v50eZWeW7fRewk+L1RqPpOhvJZJKTJ09y7NgxAE6ePEky2by40263c+edd/LLX/6yYrLR2roq7Pz0pz/NN77xjab6azZoTp06tS0B5rqwIp+QTDZm4yHajdaSQHK/o5ORoRGGpyKyCWm/o5PDQ4cb/rwzZ85w+HDjNruF7fqb7HS24z1v9Hd5Jeon9c4kd3fu5dj+YxXnfvTWPI6CiTuP3b7uft849yoEgtxz2+1YdZWD/x+8Po1g1HH0iHi/ae9lTk76aO/v5egGC72FPRNMXj6FdaCHo52DDdvuxLjbifdUznruTS4nhjNJDrW6ZHNldd7bab+LnXY/sDPvaSfR6HdT73fXc95T2vKnU2twGsyy8dprbmFkZES27zNTqQ1/t6/nXnciu+leFa4dTU82vvrVr/KlL30Jk0l8WplOp/nmN7/Z8JpAIIBWq8Vut5NKpXj99dcr7HMBlpeX6ewUlxmPHz9eU6X8WiAn9Aplkpz2zbGQCOMyOzjQ0sV7AY+MyKyFAmDTiU47Jo2WfquT//fCP2HW6tCpNXXF53IUPFMIF04w6pki730H1egYi9ruUpXNrjYLdpueizNBejqVipsKzXGuuIXqYGvlFqq8UCCQSjBob5O7bE2WkzEMqGsmGiBupZLcqKByG9VGGbCJ4sHZaICxNSYbCtvLkfa+mpwIMGhzcja4UJP32g1Wnp48wUzUz5C9kwG7qbrLHYuUl1m4CK4hVKNjqHuH19VHebVkJY9fOw45XahVKpL5LIF0ApfZwWR4uTZejZa6gvG1jGV2GlsRvxuhukJ4X5eVeW8Mj1Ix/Lqn6cnGsWPHePnll5menkYQBPbu3Yte33if9fLyMk8++ST5fB5BEPjIRz7Cvffey3e+8x0OHTrEfffdx/e//32OHz+ORqPB4XDw53/+55t+U5tBTuhl1up4eWGiQjCmAT7kGsGbjLCYjNJjstFpsvPz2fPkKJSqigtQEk2qUXFru5tMPk8gHWe/o1J8Xk3BM4Xwv78FuQwqAL8HT97OcyvRiiqbWo2aQbeD9yZWlIqbCk1xPriEChUHWrorjgfTCQoIG3KiygsFVlJR2utsZ3LoTKwko+SFAhqVmtZirY3gJmpt9FlaUaFiJqYUfrrWSIMv6aGM29KCIAj845Uz3NzeSyafx5+Ol47PxPy8VdwrL1Vx7urc+ZWay/MyAL55hPOvU3j0S00P2OSqJSt5/NqQzed5t2yS7E1EONLeh0alZjYepM/SQkEQeHH+AgUEWcH4WsYyO4mtiN+NUK9C+KDbgS+UUiqGX+esOdnIZDLo9frSlqn+/n5AFH4nk8nSSoccBw4c4B/+4R9qjn/xi18s/fvLX/4yX/7yl9d949tFtdDLrNWzlIzUPLFI5HP8ev48Dr2Jsc49/HLpEqf986U2UlVxrUpduraAwGnfHDq1hvd37eOfDVVuX6lGGH9zNSEAaPVM4JatspnLFdBq1KWKm8qHVaEeyVyWy1Efe2xOLLrKBwYryY2Lw/2pOAVBwKGWfwjh0BsRgEgmRavBXFZFfOOTDVEkbmdOEYnvCI51DHAusEiHwYJKoDSZkPKeQ29CJQicCy2x19ZesdK7WwS1NXkZIJcRjzc5WKtXLVnJ41efibC34vu9gMBJ3yx3tA8wauskmk+XBOQScoLxtYxldgpbEb8boZmYV+L++mXNb+bf/u3fBuC2227jyJEjpf+k19cb1dVF3ZYWlpKVlS0dehP+oj2oTq3hvcBCyX2qHH86TkbGnSVbyDMe9q59M56pytcWBwtJ+YFcJJ7GYtaJlykVNxUaMBn2UhAERqtWNWBzTlQrKfFzYlfrZM87DJX2t0atDqNGR2ATkw0Qi/ulCzm8SfkKtApXl+mYn1Qhx1wiVHE8W8jjS8WYK656SBWby5mqU915R1Gdl9c6Lte0TrVkJY9ffRaLDnrVzCVCDLd2MV+nkviurTC+BfG7oR/bRMyL7ZS4vx5Zc7Lx3HPPATA+Ps6FCxdK/0mvrzeG7JVPJubjoRobz3AmidMgPpVN5DIM2pzo1JqavtoMFnRq+V9xr9mx9s24qgomxsO4TPKuFnaLgXgiK/atVNxUaMBESJzoVm+hgtXJxka2UUmrInaV/IS4tJJRZn/rNJgJbWIbFcCAVdRtKFupdgYus4P5eIhes6Pk7lNOj8nGfDxEm8FSUXcFYNi+858M1+RliXU8FXbVeXJrtxhIp3M4bAb6emrbrLV1WWH9dBdrAom6jNV47THZecUzUfP9L9HUd/hOZAvid0M/tkHMS2MXQDbuFXY/Te85ePbZZ5mfn1+74S7njs6Bii/HRC5Dj8lecSxbyGPW6DjW3s+grY3paID9jk6OtPehFtUV6NQa9BpNyeGiHJ1aw23tfWvei2p0DMrrD+QyjDCPVlP5Z9Nq1Gi14jJkvYqbE9N+fvLqJZ5+/iw/efUSE9P+pn4fCtcfE2EvOrWGvfb2mnMrm1rZkCYb8isbLVJhv3RlYb9ELksqn5W9phkkkfhMVJls7ASOtPdxU0s3qChVEpdyo06todNkJ1vIY9Rod42gtpyavAzia7Od/DNfJf/y9yms8ZR4dNApm8fbW010d1jQalQkktlSnvZ4o7x8YobTl1W8fGKm7lNihfUz6ujiWHs/+x2dpXg91t7PiKOTyegK3VXf/yDG6k2tPfzt1Fs8deqn/GJv3ZAAACAASURBVO3UW1wM74JVOerHr+rAnZvqV4rRZ54/Kxuj9WJeGruoVDCyp5VEMquMU65DmhaInz9/nu9973tks1nGxsa46667GBsbo729dsCym5ETeh1yunBbW3nbN4cnEabX7GC0tUe2Wu7d3XuJZ9NYdAYEQeCurr3c1t5Xce1tVU4W9VD3DlN49EsI428ieKZQ9Q7Te+AmHtV2F6tsRnE6TNgsemYWwwz2OtDr1AixEJQ9RZiY9vPCr2ZK+yX9oRSX58Ul4JHBjbkOKexOYtk08/EQB1q6ZFfjfKkYWpUau379zkClyUadbVTSZKN8JaPVsOpI1bPBJ4V9llbUikh8x9CiN1UIbqXc+GH3KFq1mtlokJudLgQEDrW6CKbjDDs66RdMu2LPe3lexjMFXXvEPfAnfgxCoSnBbXW15K52C06HgRPvLpLNrebpS3NhsrkCx9+cq8jfipB26+i1tvDslbdr4tVtdtBrcZDJZ3ls3zHOBxdL3+E3tfbw7KXTJAviQ5JdVzF8362QSULED/Y22EC+L6ee+Ls8RuUqhLu7rHi8MdpbTAz1t3DynFcZp1ynrMv6FmBpaYlXX32Vb33rWywuLl6fW6nqCL3KJwh/O/WWbMXQcCbFTCyATq3hFmdvqZ9mJhdyqHuHoXe4os5GL+IH91cnJjl1UfwwWsw65pZElyqjYMJd5iA8NROSFWZNzYaUD/ENhvT0bX+dL0RfKkab0Yq6rMhfs6wkoxg1WozUTmJgVbMRqlNFfKOTDb1Gi8viYC4WKDldKVw76lVT9qfizCdC+FKx0nmdWsMDvaN8fM/NO67wZSOkvAyQf+UHcO6fKhs0Ibitrpb8k9culSYapW7yBaY9EbQaFbl85XFFSLs11IvXUDbFnx75zdKxu8tqAf3t1FuliUb5NbvG4GDi1+LqhsUBcxNivBotG9pKpVKp6oq/q2NUrkK4NAb5yWuXlHHKdUzTk42zZ8/yxhtv8MYbb7CyssL73/9+7rrrru28tx1NtZBcYiUVQ6fW4EvFGA8vbdnPk6tAesmbLn04w9F06bgnXPmB9Yfliy/6Q80XZVS4PpiKrAC12iQQtwzGcxkGbetfrRQEAV8qRpfJjkqQn6jIaTaklY3NisQHrE7m4yGWEhF6LS2b6kthc9TLjfOJENlCvmJgly3keTswx8f33Hy1bm/rmRuXP75OwW29fBwIJ2l3mplfqtyWoghpt4Z68drIrGAj1+wYpLjMZSC8Unt8neh0Ojxz8tv61hOj9eJfGadcHzT9CPBTn/oUx48f54/+6I/48Y9/zFNPPcWDDz64nfe2o5EbrAEVosftFju67HXE547K420O+SXStpbdU0RLYWuYCi+jUakZtNU+KSqJw03r12tEsikyhXxDYblBo8Wk0VVoNpwGC7C5wn4AA1bx/VyJKnt8rzX1cmOv2VEjCIddIgpvxBYJbuvlaafDhC9Q+/lQjEC2hnrx2iguN3LNjmGLBeLZbLau+Hs9MaqMU65vmp5s/PCHP+Tee+/lv//3/84nPvEJvva1r/Hiiy9u573taKqF5LAqCs8W8ldF7Hig314huNJq1LQ5jBzor9yOMjzQIivMGu5XngDfSKTzOeZiQQasTvSa2kXNzdTYWCnazravMVFp0ZvqajY2Q0kkrug2rjn1cuOR9j7ajZaKc7tFFN6IGsGtVg9tLvH4OqiXpwd77VhMOox6DQ6bQRTV1jECUVg/9eK1UVxu5JqdwlYLxHU6XV3x93piVBmnXN80vY3q5ptv5uabb+ahhx7i1Vdf5bvf/S5/93d/t+s1GxfDy/x6eYaLkWWG7J3c0SkmC+lYn7WVFr2ZM4EFus12jhTF3UOOTn53/1hJ+O0yOxi0tvHmyhX+n57hTVcPLXimEC6cgIWL4Bqit21vTRv3vj4eASbnIxT0ZlKpHIFIirNzCWbDc1ycC9PTaWN00MkDdw8wNRvCH0ridJgwGTTMeCIEIikuzgTpcRoZMQRxjf8f6NmLanSMRW03F6YDLHijuLrEfpQ9wruXK1E/BQT2ybhQwarAe0O2txXXyvvWA7QYzCwmI2TyOfQabclCOlCsW7NRei0taFRqZpSVjWvGxfAyF0JLzMeCPOAeZSEeZjEZKQlqp0LLqFBxs7MXi1aHRqUu5dLdRkV+7h2GD34GZs6JQttkDEJLCOffoCAIFXm0t8uGu8vKnDdWk1dHBtvI5kSNRiCcpM1hoq/HhtefQKUCd7cdk1FDJpNnqL9FycVbxJCjk0/tuY2JsJfFZIQek50RR1fDuNzJFcNrYtM9Im71K44lVKNjqMoNDnqHUR24s8LMYP7SHOOzERYiBVx2NQf67bj3VTpoerxRLkwH8HhVuOMBHrh7gHlvrCT+PiAzXjg7tcLl+QjBSJJWu4m9bjuHhjuAVe2GNE5pazEx3N+i6DWuE5qebDz11FOcOHGCVCrF2NgY/+bf/BvGxtb35GancTG8zF+cfaW0h9iTCBPPpSucVDxFZ4rDThenfLO8F/AA4hPa/zl5AhCL/L0X8PBewLMlbhQFzxTC//7WapVP3zwd2tcpdHbWuJu49/WBap4fvb5c5gSRRquJMeh28N7ESskV4siBTl56Y4bp+XCprVajFttdCnJeo+Hh9ptxvfcTPHk7z61EG7pLKOwuLkd9ALKWt7C5Ghu+lDhZaDdaSa4x2QCxVk2HyYZeo8WiNWx6ZUOn1tBraWE+HiJXyKOVcdpS2D4uhpd5ZWGSdwMeDjtdvDAvPoRyFJ2ppOMLiTALxZy6a5x7qpDLz2j1cPTDcOrFsuOemjza6jBVOAOW51WA42/OodWoaHea0WhUvPbWfEVbKV+/8KsZrGa9kou3gNcWJvn7K28DYryeCS5wJriASgUfcO2ve91OrBheE5ut3fDCX1fEqnD+dVSPfgnNfZ+V7WP+0hw/emOlLO7gvCfNI1CacFS7T/lDKc5d9POp+4e5b0x+defs1EqNq9oVj2hwUz7hUCYX1ydNTzZGRkb43d/9Xfr7+2XPBwIBnM7dtaxb7UKhU2tI5XOyzhSZvLg1KlvI857fg1GjK7WTBmnAlrhRCONvriYHiQbuJuOzYVkXh1xOrLuRyxeYnAlSKAj4w6nG7dR9uIwWJnA35S6hsHu4HClONuoIwKUK4BvZRuUvq88x16CdZH8bTCfoKBbLchrMeJMRBEFAtQEXLIk9ViezsQCeeLi0rUrh6nBqZY5UPgdAJp+XzY3lOXS3OPfIIZufAfyLlce1+oo8qtWoyeUKsnlVys+5fIFcHpZW4ui6bXXzOqDk4i1iPOSVjdfxkLfhZGMnUhGbWj3k0usaSwCMz0Vk425iLlJyuaznPnVhOlBXvzHtke932hMpTTYUrl+a1mz89m//dt2JBsDv/d7vbckNXU2qHSUcehP+Ots5/Ok4juJAKZpNb68bRT1XiDrHF6rcpyQi8TQWs1jzIBhO1S0EVd7Ok9RDu5uFpHylWsUBZXciCALTUT+tBnNpdaGalWQMu84oq+dYi5VUDBWUtkXVo6TRKNNtOI0WMoU8cbkB3DoYKIrer8SUrVRXm+VkpJQjm8mhsEuce+SQy8MWBwQXa46V51GLWUcknkaO6vzcqK2Ur5VcvDUsJuVXYusd39GUx6bFIdbRWKtdFfXGE+Uul/XGEo1iMlDHFbPecYXriy0zpBcEYau6umpUO0qEM8m6g6U2g4VELkO70UqL3rS9bhTrdIuQXKm0GnVJQAhgtxiIJ0Qv8FaHse4Th1a7kXzRxL3XlAHfPC6T/MBPcUDZnQTSCaLZFINW+SXqXCFPoGy1Yb34U3FaDeY1ty9JdTVCFY5UW6Pb2FOqJK5MNq42nSY7ToO5YQ5tN4jicElYuyuce+RwDYlPjR0dq0LbeBja3TXHpDyq1ajRqlW02AwVXUmmHr1dNvp7HaX8HU9ksVnkH/hIeV3JxVtDt8kue7ynzvEdjTR20OpBq4OW4mfMaBG1G0bR/a+R81S98US5y2W9sURfT/3vj1Z7HbepOi5UCtcX63+EWYfNbH+4VtzROcDry5dLS6jZQh6TRlda6pfQqTW4LS0ICITSSVr0JoTi8ep2W+FGoRodQzj/es2SfD23iAP9dtJqI+lsnmg8g7vbikGnQUBcptRp1fTYVQTj+dJ2qVK3GjUmo5buDitOu5EB/ylIxRlhnvOavpq2igPK7kSyhN0jY3kL4mREQNiQXiNbyBPKJBhuYkuM7MpG0f42kIrTb914fPWYHejVGq5EFUeqq83Rjj5eWZgERItjudzosjhoMZhoM1gwarS7wrlHlr4D4hPjqB/c+0VRuEoNCOIAz70fdEa4eJoRlYf0noOl3KxSqRnZ08rUbJB9fa0IAoSiSdKZHPF4Bq1Ghbvbik4rTsjk8rVWKw76lFy8ccqNYX6je4izwYWaeD3Q0nUN73BjqEbHENIJSCcgGgC1Fn7jU7B4GYJLYmw6XagGD9fto954YsS9OvkdHXRy/qK/FJsqFewfaCWTyfPM82dlDWX2uu1c8YRr4rnVYah7jcL1w5ZNNnYjco4Sw45OVKhI5rP403F6THb6rU5+NneOdCHHkfY+XloYJ18ocGu7m0w+jz8dZ4/Vyfu7923JHmR17zCFKreIFecg3XWeRqisLVyaqxRraTVqbtrn5JaRDnpb1Lx4coV8ocBQfyu5XIFIPI3dYkCrVXN2yocgiB/89lsOgiZK74GbeFTbzfh0oKG7hMLuQNpaVG+yIek1NjLZCKTjCEBbE9e2GlY1GxLOLSrsp1Gp6bc6uRTxkc7nMGxgO5jCxpDyXrfZznwsyFjnHhLZDIvJCE6DBb1Gw0vz42jUag47Xbwb8HDvLtsPD6IAt0Jw61+AkTvg0tuVx7R6OHI/GNq4dDFck5vff6SX199eJJcvMDzQyjvjKzVtbj/cxf6BlqLDTxRniwmjXoNapVKMOjZBtTFMNJPk4/2HuBINlNyo9ticu9dk4tI7q7HodMEb/1gVm+cQOvrqXl5vPHHrgdXxR2+XjUfvHy6OD6IM72nlrTPehoYyrXYj+/ocZLKr4w+9Tk0wksYXSikmNNc5W/ZtvBu3UUGto8TfTr3FW74ZdGoNDr2J8bCXTCFPupBDp9ZUiB9P++ZK7QqCsKViR3XvcMVSp+fUKbrrtK0n1lKpVNw3NsDLx8+Uzk/NBDHqNQz1t9Zcl8sXuOgXOFB0qegF5UN/nTBTfNpfb+VAqrGxkYJ+kqiyvbhC0QiL1oBWpSZUNrFok1Y2NrmNCsR6GxcjK8zGAk2ttChsHdW59H+Ov0GmkGcivCrALRTNNmBrzDSuNjXicK0eMklZES7hFSaMQ7K5ecknxn8j0XgimeOuWyrdec6cOcPhw/WfSiusTbkxjFmrZyEZ4W3/PA69if2OTibDy5z2z3GkrY+7u/dd47tdH80KxJk6BSO3y/ZRbzxRbUjQ22Wjt8vG2bNn8cZya14zPh1g4koQrUaNxaxjbkl0aRvsdZRW8BQTmuuXLdNs3H///VvV1TVFEn5nC3l8qRhmrb4keJQTP0rtZuPBq36vEmuJtRaqThsMWhZ9sZrkAOAPy4sSFXYvgiAwFw/QZbJh0upk26zWyVh/ki/Z3jYxUVGpVLQazBWrGM7iPuJ6wuL1MKhUEt8xXIkH8KViNe5+klB8VwrEq4W1jUS4uTQLCfnPmz+UxGLWNRSCy4ltM5nNmSgoVBrDuC0tLBULkoYzSd5amSlVub+uBeJ+T/0u1in+FgShqWukNrl8gXA0XRp/lBvUNPo5CrubNVc2/uZv/qbh+c985jMAfOELX9iaO7rGDNk78STCpdfhTJL9jk4WE2ESuQy3tvXKfoH2mre3yqVeLy8WBFGs5QtVWtpqNWqGipU3XTbRK1t6opBO52jtsOCvugagzWGoOaawu/GlYiRyWQ62uuq22UxBv9WVjeaubTWYmQwvky2IVqg2nRGtSk0gtfnJhrRNTJlsXHv2WJxkC3nCmWRFvmwzWJgIe7m7q7ZQ6Y7HPbJaV8PZA9YWUKshlxVF4rmMeM7iAJMdly6PL7yae/O5PC0OE3arnslp8QGVu9sqm4vlBOC7URu505C+481aPUa1FrNJz2Kx9otDbyrFa982f6dvC1J8Gi2iOFyrF7dOVdPWW7cLaTxh1Gtod5rxBRKkMvm6hgQqlQp3j71mDAKVMSz1K30W4oksuXwBu8XA3FJU9hqF64c1Jxtnz57dcOfpdJrPfOYzZDIZ8vk8DzzwAE888URFm0wmw1e+8hXOnTtHS0sL3/72t3G73Rv+mc0gicMuRVY40t6HLx1nJupnyN7J/pZOTixPky6InvHZQh6LRs+x9n6S+SzT0QD7HZ0YNFre8c1TQECn1tBttnExvCy7LaC6GrhqdAwhFoKpkxBYgsGbIRaElbnS+YWUsVTB02k3YjRaWfzlJWxmDRc9UXpsq1U9y8VaKhUM9beSzeWZmg3iCyUZ6GnngCZBqij4au2w0NlqxuONkc1VirX29Nh4+cQMi8tRhgZaiUQzeP3xhuItjzfK+HQAQRBIpfMEwklF7LWDmIk13kIFsJKMYtRoserWP9n0lwr6rb2NClYF4aF0kg6TFbVKhdNo2ZKVjXajFYvWoNjfXkWq86k/HUejUpW2npbnS41ajV4j7oXf6QLxXnWK/C/+FwgFSMREa9t2N9z5MSgIEPCA2SFuo9LqoG+Ehe7bmYgYWUjpcRqNtLWaGdGlSmLbjlYrJqOWdCbPkdFOTp5fQqfVyArB9ToNTz9/lla7iY5WIyoVBKKOhmJaqapzdXVyhVXu6BzArNWxmIzgTUZ5X+cetCo1yXyWQDrBiKOLPksLgXSCp079lCF7J3d07ozq4FA7nqDvAMxPiKsa3XsqBeHtvaKmaPKkGMcAOiMLQx9i4sRMKU4OdKjpufIaeKYYOfgxjId6CERSBCMp3N02nHYjg25HxX2sVhCH7rY8I3tamZwJIu2o12rUWEzaUrz2dVlJp3N1jWykaxTjg+uTNScbf/7nf77hzvV6PU8//TQWi4VsNsvjjz/OPffcw6233lpq8+yzz2K323nppZf46U9/yje+8Q3+4i/+YsM/cy3KxWFH2vv42fz5imrhry9f5nf3jzEVXi6JxvutTn5w6WSpnfQU5O7uvQTTSfQaDf9n9hwvzF+oqYorV21WSCdWRVzDx+DtlyvOi1Vn+8rEVulS5djxCwGx4vdMsKKqpyTWEgSB85cCFeKuK54I+/ocXPFESsfml2KM3dKD1xcnEEnR5jCwp8fGq6cWyGRF0eJagi9YrSQ66HZUVCZXxF47h9mY+AS139oqe14QBFZSMbpN9g09OfWnYmhVauz65iwMy61uJY1Im8HChWR008JulUrFoM3J2eAi0UwKm9644b4U1kYunx52ujgTWKjJlx92HyCeyxBKp7jFWf/J6k6g4Jmi45f/S3wQNP1erfh7362i08+FN0rnFjqP8NwlUzEHpvGF0oyo1VyaqxWID7odnL6wzPtu7WV82s+tBzqIxjP4Qkk6nWYKBYGT55YQBPEajbq1oh+5/Fpd1VnJwfKEMkleXpgoxWcil+XdgKf0usdsrzgvjQt2QsV72er1518X49Q3L1YMrxGEF80KrpwBexsLrjt47mSkKk7UPNxmweWbJ2Ds4fTbyzUxa7Pq68aa1ObIaBdXFsIl8Xc2J5TE3yadRvazcOxgF+0tJsWE5jpnXd/qly9fZnx8vGLf6Cc/+cm67VUqFRaL+BQzl8uRy+VqBjPHjx/nj//4jwF44IEHeOqppzZdSbgRkjisWuwtkS3kmQov89jQqnjqf1z4J9l24UyKy1EfieIHuyBTFbehoFBOwFVVdVaivHJsecVvqaqnJNb6yauXZK/NZAsVT89y+QIeb4yVQJyjB7s5erCbX5yYWW1XR7RYLd4anw6U7kmpOL4zmSuubPRZ5J8YSdsGOjdYY8OXitNmtKBu8jPrlBGEt0m6jVQcl8Uhe12z7LG1cTa4yJWYn8M7fFC726nOp0DdvOqJh/Gl46VtqFad4ZoP3uohjL8p/qOewDaTAo2mQow7oe6vWZ3IZOXzopTLvb44Oq2ay54wiUQWi0mHIMDElWBT/VQLcJUcvDZv++YqBOJLyUjpdaNxwU4wNJCtXp/LiHFqtNSP18AiCMDiZSbMvyFfxV7dh8vpYnYlJXt+djHKLSPi+68Xa4FwCgFK4u/h/haMenEl0x+R7zcQSfE7Dx3c2C9EYdfQ9GTjmWee4e/+7u9YWVnh8OHDnDx5kttvv73hZAMgn8/zyCOPMDs7y+OPP84tt9xScd7r9dLT0yPejFaLzWYjGAzidDZeSjt16lSzt15qq9frmcqI4rBGlW4nw8ucOXOGTCaD1Wqt0HCUs1IUkCfKPtzl1+r1ekbnJ6kYgpWLtuQEXKWqs7WiQUlIJf0/HE3jCReYmJggFovR2tqKv041zvJryo9ptBrOXfRh1YaZ94oFABuLFqMV72/eq2q6fTnr+ftthKNHj25r/xthu95zo34FQeBycgWrSsv4e2dk2yzmRbF2PhRb9z1mhQKxXJqWgqbi2kb9+PPi5+7s9EX08+KgKp0VP2NvnnuHfs3m9uzm8qKG5PWJs2T0SxXntjvuNoJ0T7stZuXyaaO86kvHyRZWB3LlubKZn3e1KOXtRgLbiA9sZSuFMnm7mSrggUgKk1FHYEX8DBoMWlaClRbQzeRXgHmv/GS/Xg7eCnZazK4VPxMTExXf5+UCcWh+XHA1qH4vsuMJiYhf3OLXKF7zWTCY644vPEk9jNxBYLlWewFipe/Z2VnC4XDdWIvE0+TzQmlSEYikaHcWaytF5Pv1h5KlMcx2s9Pi9Uai6cnGD3/4Q5599lkee+wxvve97zE5Ocl3v/vdNa/TaDQ8//zzRCIRvvCFLzA5Ocn+/av+6nKWuc2sajQbNKdOnapoe2YqxUIiXCH8rma/o5PDQ6v2gq4LK7LtJKFjo2vz3ncqnR/iYbGwjn+h8t9l513uDD6Z+Y0kpOrrtpUEVb0ONSMjI6U2Z2cuyYoNq0VY5ccODrUxMjLAXHAGfyhFPJFtIFq0cfjw6l5rb3yG8xf9TbeH2r/JjcJ2vOe1fpehdILUrye51enm6E3y7X61dAmm5jg8OMzRdVo9euIhOD3F3k4XR4ePNnVPrkSYn52ax9TWUromv3yFtyZ8ON0ujrrqV7dthpFsip+f+BEpm56jh1bvYyfG3U68p3LWurfqfDoZXq6bV6vzZXWu3Em/i7z3HXF7SnV+lrC3i8JwCZm83SiPSrl3sNdekZfjiSx7eh0V1zSbj73xmaZz8PVKo/g5deoUIyMjFd/n8/FQRbyuZ1ywndT7LNSMJyTsbaJOo3uwTry2wdwEQN3xRa8pAxO/pnVgVDaOnA4T/f39QP1Yqx5nOO3G0mt3t03elKbFxMjI7rIYVlg/TVvf6vV6zGYzhUIBQRDYv38/s7OzTf8gu93OnXfeyS9/+cuK493d3SwuLgLiVqtoNEpLy/a5QNzROVCqbitVui1Hrgr4kfY+2XZGjXbNCuKq0TFxu5RELgMGc3ELVUasNKvVi/85OgAYYR6tpvJPU145VqsVt0NpNWpG+u0V7fa67bLX6nVrV6IdHXSWtlpJosXqfqrFW6PF1822V7i6zBUtmd0Web0GrDpRdW7CiaqZgn4SUhVxv8w2Kl9680+3rDoj7UYrV6L+XVv/Z7dQnU+BunlVr9FUbFfZyQJx1eiY+I/q/Gy0QJsLjFZRsyHl9lyGkcJsRQ7M5QsYdPJ5Ucq9rXYjqUzllp0Bl63pfsrzq5S/G7VRqPw+T+QydJvspdfrGRdcC2rGEyC+NtnFlQ2zQ/681lDcbpWpO77YX5iDwAIDnUbZ8/09q1vx6sWaNDaRXrcU4zuVyeO0y/c73L8LXb8U1k3TKxsmk4lsNsuBAwf4L//lv9DT00MqJb8sJhEIBNBqtdjtdlKpFK+//jp/8Ad/UNHmgx/8IM899xy33XYbL7zwAmNjY9tq71deNfxiZIUH3KMsJ6PMxUP0mh3c1t5Xsy/zWDHJvO2bw5MI4zI7GLS2sZKKcqy9n8VEmGFHJ7d31DpWyFUDVx24E2HgoCg8DC3D2CfAewUCC7D3Zlx7XDwy1MHEXBRPOI/TYcRo0FLI5rh91MlFT5Rb+gzs1ywh+PO8vJBmwZ/CZVcxovZy723DXFlJEwincDqM7GnT0pILYuw34okIxf50NZVoy6uCLizHuP1wF5FYFq8vVqpeK2k0qq+ZmA5w0z4nqUyeQChJb5dNEXvtAOZiIQD66ojDAZaL2wg6NqDZWK8TFYBRo8OiNVRY3bYXJyvS5GWz7LW18euVGZaTUbrM9rUvUNgQ1fn0QfdNBNJx7urcQyybYSkZodtk50BLF4uJML0WB8N2+Vx5NZFzCFSXFVFV9w6z9BufpSM0A7c/CD6PONFIxkSXn0JetBa96X2QjEJwCVfBy8MjvUzGLXjCxTyrV3PHgRbC8RzeUIZWhwmjQUMmk+eBu8Xvlf17WvGHkjgdJtpbjASDST54Zx9XFiKl406HkfYWI/5wCl8wRW+XFXeXlfHpAL84MVNynlqt6hxTBLd1qP4+D6RifGrPbUyEvSwmI6gE+K3B21hIhEsmMdc6XiVqxhN9I9DaA7MXxDg0WuGeT8PCJKzMixNj9wGYHxf/7ezB1d3Co7dWxslIh5qemQvQ7uaQ73WEYx9gbilGICzGX1+3taTXgNoK4r1dNtpbTcwtRWlrMYqrID02AsFkSfw96HbQ4TQxNRvCH0rS1mJiuL+lomilwvVL05ONr371q2SzWZ588km+9a1vMT8/z9e//vWG1ywvL/Pkk0+Sz+cRBIGPfOQj3HvvvXznO9/h0KFD3HfffXzqU5/i3/7bf8v999+Pw+Hg29/+9qbf1FpIlW6vRP18BPV7YQAAIABJREFUp+ik4tCbeDfg4d2Ahxa9SXbCcWyDTzaqq4EXPFNw/G9Eu8TRu+BElXvE5fdwPfolXPv1CC89DZ6wuBoSD8PI7dwRnIYrPhaGP8xzc23k8uKA0heC85oWHk6c5KMLb8Jt98PbL8ElxGV+oxnVw3+CuqO+tbAkNJdY8EZZWolxucxF4lyVw0n1NQo7h/niykZfw5WNaMljfr2Uamysc1WkzWhhMREumUHYdUZ0as2WTTYGbe38emWGy1GfMtnYZqorh18KL/P9i78mkcvSZbIxHvZyJrjAnxy6l382JF+1+Goi6xB4/nUKj36pYsLhKRjp3H+72Hbw5grnKfwe8YnxyB0wNy7q71QaXL/8Li6tHhztqO74XdQ9g2vej92s5413F5lbjDA1I35etRo1v3X/MD1VefX06dN89J4jLHij/H0d56n7xq79E/idTvn3+eXwMt86+wo6tQa3pYULYS/vFeP1sR0Qr9WUjyfy774Cr/2wcvxw5Qy8/1GIhUGjh//7Q/GcxQHTZ2D6DD2Puugdq9quuk+smTYx7ef//moGi0nD3r5WLs8FmZ4PYzJoKyYG0ve+WNVe/F2WT0jqoUwubkyanmxIOguz2cx/+k//qalrDhw4wD/8wz/UHP/iF79Y+rfBYOC//tf/2uxtbCmvL10uibvLBznb7TpR4SgR8sq6Rwjjb4Jas7r/MhUXv9wSkZKdXbX7CZS5SsRfhJkzq4WmAGIZhPdehfs+2/S9XpgO4A9XrmApDie7h/l4CLNWV7KbrUYQBJaTUTqM1qbdpMqRtkK1GZpf2QBoN1iYjQWIZlPY9SZUKhXtRisrydiWuNHttbcDMB31c9duLB63i3lzeYbFhGizLVVjBvj1ygz7dsDT4XqOPsL4mxUPhVQq1dquVImwWNDPvyDui5e2x/oXEM6/AT1r70U/Px3gymJltepcvsD56UDNZEPaFnhBcZ7aMk4UHdWyhTyT4dXq4jslXhsye0E+Lj2TkIiCTr96PrxSalId6+VMzYTEKt+xAm9fWP19TM2GZCcKSlV7hWZoWrOxvLzME088wZ133snY2Bhf/OIXWV5eXvvCHczFiPz9T9U5vmV4psT/N3I78UxBsFJ8Xu1kJbpKyFya1K+2rbYRlX52s7fqjdY5vv3OEQqbI5PPsZyM0mturTt4j2ZTpPK5TdjexjBsoBhgudWtRIfRSjKfrXB32yhuSwtalZrLEd+m+1JYH9csrzZLvRxYdVyn04nHGrpSleXY6nzbZK7dSI5V8vLWsePjtRGBxfrHR+5oPL6oQz1HS39I/riCQjM0Pdn4yle+wv79+/nHf/xHnn/+eUZGRvjKV76ynfe27QzZ5Z9aDNc5vmW4hsT/pxOie0S1ANHRIVYFbam6j3gYbM7StfucRVGWRo3DZsBq0uLutjFgy4tt7W3i/8up8zSj7q3KPCXTatQMKaKuHY8nEUJAwG2t/7eS9BobmWwIgoAvFaPdYF33SsSqILxWt7GyBVuptGoNAzYnnniIdD636f4Umuea5dVmkfJvNVW5UaVSgXtE3O5anYslynOsvR00OrC2iNcN3tzc7RRzrFGvwd1tK9Ul6O2q3Zoofc7cPfJbA+WuUWjMjo/XRrSKZQNK4wdJHO7sgYUpsLXJn28wDmhziNtppXGFJOpua5HfZmu1KjGnsDZNb6MKBoOl4nsAf/RHf8QLL7ywLTd1tbijc4DXly+v6Si11ahGx/Dk7UzgZiGlx3XodkaMQcimmch1sxADl87EgR4DPed+BdniNqZcBowWFg5+ggncLIbglpEOwrEMwUiSjlYrJqOWaFrN1NgfMuz/deUSq84I7hHyL3+/rjCymtFBJ+cv+snlC6hUMNTfSjaX5+JskEQ6x2iZANHjjXJhOsCCN1oSLCpL+tcOT1zU8jRyovIWJxtdG5hsxHMZUvncusThEm0G8QuqemUDxMnGHtvm9/XutXVwKeLjStTPSEvXpvtTaI5rlVebRTU6hnD+9ZpiqqoDdwJFTcf4m4wWCmIBVgCVRnxSPHkShELpmpLLj1YPThcL7ruYiJpYiIIzZ8T0xhVMRh3BSApfKEmbw8TwQKUodnTQiVGnIRBJEYykcHfbcNqNDLorV6U93ihLUSvPPH+WrjYLI3tamZwJIhmulTtPKbm4eXZ6vFZTYW5w8DfE4pLpBEQDolWzwQydA3D+V7DnMAuWQXGskdTjcotuVL0Hbqrb//BACyoVpLN5ovEM7m4rRp2Gfpedl0/MlGKqu83MzEIEXyjLxaVLDLjsLPkTLBQF4+4uK3PeWMMYVOL0xqHpycbAwAAzMzMMDIgfwNnZWYaHN+eHf60pd1K5mq4Ti9punluJFvfcpovCbiv7+nqZKBY584XSnL+i5pGPPknPldcQPJOobG0sOA/y3EWTWJ1zwMy7Eyulvbv+UAqtRs2g28GLk3k4fA/Dqbi4lNq9F/Ycghf+ek1hZDnlrhOCIHD+UkBWlAjwv+sIFpXkcW2QnKjclvorG9IqQodx/X+jjdjeSpRWNspWMTpMxclGcmu2guyzt/OSBy5FfMpk4ypyrfJqs9RzCFT3Dq+KxwdvFt0Cy4W3Wj0c+whcfhfae8WVjOkz4iQEWDC4eG5CSy4vFkzzhdKM7GnlXFnO9IdSXJ4XV0KkCUcskeH0heWaPN7hXH2S7PFGa/KrVqNm7JYepq6EKpyn5Noqubg+Oz1ey6kxN1i8BJffqY1TQQD/AgtdR3jO17c61gjDeU0fj6SM1LOJsZr1XCozhPGHUozsaeX4m3OVMVUca/hDKZwOU8X5VoeJF3410zAGlTi9sWh6shGLxXjooYdKhWZOnz7N7bffXhJ7f+c739meO9xmqp1UrgbjdcR9mWyhVOdCOjaxUsB932fJHf8bGH+TCfP7SzU2crmCbD+5nHjsYkDN8MqcuLRvtMD8RFPCyGok14lfnJipK0pUq1WKYHGHMR8PokKFy+yo22Yz26h8pYnK+icbcla3qysb8vvR14skEr8cXVmjpcJWcy3y6nqodgiUWFMQnknC4XuKDoJZcLRDPgfzE0wY31eaaIC40pDJyufocrGtJMht1Kbed0YimeN3HjpYcbxeWyUX12enx6tEhbmBVg/ZpHycZlNgtDChkjeRmZiL4K7jXVAdP43iOJcrYNRrKsYijcYm5TGoxOmNRdOTjY9//ON8/OMfL73+2Mc+ti03dCNQT9wXiaexmHWEo+mytsXB2Nw4GMxFUbjYLhJPN+zHH0lDS5c4yfAvQCxY54Y2L2S0mnV1zylcfQRBwBMP0WmyodfU/5h7kxEMai0tG7K9LTpRbWAblUGjxa4zVkws2o1WVKhKE6DN4tCbaDdauRzxUVCK+yk0w1qCcM8UhH2iOyCIE47gErS7WahKdY1ydLnYthlB7noE4Yp4/Dqm/Lt6LeOCdndpvFDTTbhQe410rip+1hprtDvNFecbtS+PQSVObyyanmw8/PDD23kfNxSuLhu+UG1BRLvFwOJKDIfNQDyRJZcvrAr+3Adg4k1cpgy+MMQTWdzdVvx1+plbirK31wYX5sWDrV2imNE3X3tDTYrG6913b5cVlVoFCxHZcwpXn0A6QTKf5SZLT902BUHAm4zSbbJvyGp2ozU2JDpMNqYjPvKFAhq1Gq1aQ7vRUtKRbAX77O28uXwFb7I2NhUUanANweRb0Da0ajteTu8wqMp8VeJhcZ/80jSuEbHWUelUWY7WatRYzLpSXi8X27Y5TLJ5vLxNo9xb8xbW0VZhZ6LXyztN4hoSv8O1enHHgq1NPk7tbbB4Gdc+cbxQTa+jvjdQdfw0imNpzNLdYSnFcKOxSXkMKnF6Y9G0G9WVK1d47LHH+OAHPwjAuXPn+Mu//Mttu7HdSsEzRf7l75N/5qvkX/6+WMCvitFBZ8nhQUKnVdPRaqK7w4JWo8LdbWVkTysjHWpR0O2ZgO69jNhTpa1WOq2mph+tRo1WKx4bssRK9TlU+4+hGh1bdaMoXbAqjFwLufuWRIkjA611zylcfaRifo30GqFMgmwhvyFxOGzBZMNopYBAoMyRqtNkI5pNkdwC+1uAIXsHAFNhZSuVQhN0D4r6NkuLbK7EbBcnHDqjeCyXEf+dyzJijlTkwFy+gFGnYWRPK+5ua0Ve724388zzZ3n5xAx7eu2yuXO4zPGvUe6tZj1tFXYW0vhh9PSzsuMH1eiYqBFy7wcVYlVwuTjVGiAVZ6QwKxsL+7sNdccp1fHTKI51OjWpTL5iLNJobFIeg0qc3lg0vbLxta99jX/1r/4V3/zmNwEYHR3lK1/5Cv/6X//rbbu53UazlWl7cks83DHHJL14knp67So6Ox288k6tSHCfWQPvvYoKwOfB5Zni4bHPMRk1sRBJcstIB9F4hkA4SavDiNGgJZ3Jc2S0E0tsAm65tyR+BOoKI5uhXCzu8cYqRIlAw3MKV5f5ZpyoEpIT1cYqbPtSMWw6I4YG27QaUW5121Gc8HSZbJwLLuJNRrfEkUqytZwKL3Mr66sFonBjkZ94C47/jZi/VWoYOgIqAfyLxYJ9BjjxY9Bo4YHPi9tTPVOgVsPtD+IKnufhkVs5n7CzFMpitxiwWQ28LSP+FhAFsb5QinGdmg/e2ceVhQj+UJK2FhPD/S011ZofvX+YdyeW8AUzDfPrWnlaYWdSPn5QAfg98gYul8oE4W29sO9WUUsU8YtxqjeB1QltLlzpWR4e7mIy2YonnKPXIU40XC99e9XlUmacsq/PQSZbIBJPY7cYcFgNnJKJ4yOjnbS1GFGr4IN39uH1J/B4Y1iMWh64e4B5b6xuDCpxemPR9CghGo1yzz338K1vfQsAtVotFj1SKNFsZVph/E1c517BpS0W31vO8jPVH8qKpS7GbAwbLat7hLMpXJFJ+u77LK+/7eHkObHwn8WsY3E5RovDhMWg5fSFZdJDQ/R94L6KPusJI5tFEouv95zC1aWZlQ1pa1GXef1/s7xQwJ+Os8e68QlBhftUcU7UWZz4LG/RZKPHbMeqNXAxssytmr5N96dwHTN1ajV/CwXRjWrPQVGXMVdmrpHLwPwEmvs+W9NFH3Dx17Pk/BkWV8SVP7m8ni0zA8lkC3j9CT72gcbVxnu7bHg9U3z0niNrvhUlF+8+mhk/1ArEU6IjmjSWkOJ08GYQgNlxXJffw3Xbh9A89BgA+V/8r9WJhszPGZ8OMHElWNoy1SiOQ9E077vJwPCwGLuHqoYWchXHy1Hi9Mah6W1UGo2GbDZb2tvt9XpRq5u+/Magycq0pde5DIRXoKVLFHPL4I+kob3KpK54/cXZoOgIkS8QjqaJJXPML0XxhZNYzDpFaHUD44mHMGt1tBrMdduUJhsbWNkIpBIUBKE0YdgIXUW7XW9qVU8hbela2iKNhUqlYsjRQSCdIFrIbkmfCtcpfk/la4sDgl4xR1cPAhuYaswtRghH0xgM2jVNPErdNZmrBcXo4PqlmfFDPYG4NJaQ4jTig3x29fXceNM/RxJuS+OKRnHsDyfRaDQN35aCAqxjsvH444/zx3/8xwSDQf7yL/+Sxx57jM9//vPbeW+7jyYr09a0883TZpcXhLXZDZWibq0ehm4Tu6nzRMBuEQXmitDqxiSdz7GcjOK2tDYUfi8lpMnG+p8sSS5SG7G9lZDsdsvdp3qKNr2LCRlV4wYZLlpaLhYSW9anwnVIm2v13+UCXDkarA5LeTmeyGKzyOd1KUeXulNytYI0LmhU7VtqY7SIVe3tdeKztQu0usZ9VFNsUz2uaBTHToeJSEQx31BYm6a3UX3yk5/E7XbzyiuvkEql+PrXv86xY8e28952HWtVpgVxXyYWh5gEpHapOEOWJJfLamyAKJYasiTELVQqNQsHPsqEZoCFFT2uEzP0dVm5cMlPNld5jSQQv9pCK6Ua6M7AEw8h0FivAbCYjNCiN2GqFhg2wWaKAUpYdAasWkPFZKNFb8Ko0bGY2LovsBGHWNBvIa9MNm50Kqovu4ZQjY6t7ocfPgbTZ8Xip9mUWJG5zVVbn6goFM8/89XaPhCFr+cv+iuEstV5XatdPabTqnF3WSuqM2917lRy885HNTqGkE7UVAMvHz+oRscQjBYILIirbntvqdzip1KzcNPHmNDtZaEAru7aiuFrjVPK4xfEFQ6DTj6OB3vtpCNlFmxroMThjUvTk40/+ZM/4amnnuLQoUM89NBDPPvss/zLf/kv+b3f+73tvL9dRaPKtFAmAMvnRPFhLi0ug7b1MJy+DPv3cjFuwx9J02Y3MGRJMOzIwC33sqDp4rn5tuKHPVWqtrkqworibDFh1GtQq1RXvQqnUg105zBX1Gv0WetPNlL5LMF0ggMbrKwtVfnezDYqEPUi01F/yf5WpVLRY7YzEwuUjm2WXksLFq2ehXwCQRA2ZPOrsPtZy8BDM3I7+Wx6VSQOEFiC/cdApQKfB7r2iOdO/FjUdciIa8uFrwvLMY4d7CQUTbMSTNLmMLCnx8ZyME17i4neLivuLuua1ZY3g5KbdxGXZKqB3/rB0mkhFoLTL9XGp0YHyzMs3PQxnhvXrFaxL1YMf1TbTW+xj7XGKfWE2wMuO9OeCIFwEqfDxGCvnUPDHZw6NdvUW1Pi8Mam6cnG9PQ0NpuNn//854yNjfHkk0/y6U9/WplsVNFIgF0h7po6uSrqUqnBN8vw9E9EMXi7W6yPkYrDLfeiue+znP2/U+TylVtLcvkC894Y940NbPfbWhOlGujOYT7WhDi86ETVbapfXbwRW7GNCkRB+KWID186VtKOuMwOpqN+vMkoLsvG7q8ctUrFiKOL0/45fKn4pidICruTpgw8vFcq2wgFmPg13PYhNL/zZ+Rf+QGc+6fGfbA+4esvTsxsa+5UcvPuoKn4LDcxgNX4PHAXmt/5MyZPzJDLV9p8y/2t1zKKkYvf3i4bh4Y7NvbmUOLwRqfpx4a5XA6At956i3vuuQeTyaQIxNdLtTBLEnWlE6KgC8QJxvzEqvtU8Zrl4NoVOa8lSjXQncNcPIhapSrpH+RYTIoT127zxmxvV5IxDGotNqnewAaR9CLS5Ae2R7cxUlzBmQgvbVmfCruM9Qpwy5EEtuVC22b6bua2tjl3Krl5l9BMfFabGEiszIhNd/Dfeiffm8L20/RsYd++fXz+85/nF7/4BXfddRepVG3lR4U1qCfM0urXFCJ2tMjvq98pwsJ6YvWdcn83CnmhwHw8hMvsQKeu7xIiicN7NjDZEAQBXypGh8m66S1J3cXVDGnyA5RWMzzx5vcCr4W0Xex8UJls3LA0Y+CxVptmTUDWc1vbnDuV3LxLaCa2yk0MymkTN0nt5L/1Tr43he2n6cnGf/7P/5nHH3+c73//+5jNZsLhMF/+8pcbXrO4uMg//+f/nAcffJDf/M3f5Omnn65p8+abb3L06FEeeughHnroIf7bf/tv638Xu4R6FbzR6ER3iepqoGWirR7n2hU5ryVKNdCdgTcRIVvI029t/HtfKK4auBqsftQjkk2RLuQ2JQ6XkCY7S2WC8L6isF3SnmwFXSY7VpWWC6El8kJh7QsUrjvq5d9qAW6jNhXnJdcgo6Wij/Wy3blTyc27g7qxNzq2+nr4mPwYYvgocG3+1np9cwYjShze2DSt2TAajXzoQx8qve7q6qKrq7G4VKPR8OSTT3Lw4EFisRiPPvood999N0NDlTP4Y8eO8d3vfnedt37tkHNU6Mkt1Xc5KaLuHSb/wOfFfZd+Dzh7oL2PBdMAE0ENCy1juPpgRL2Eq7CMauSOVXF5JsSj9++vEW0JsRAvn59lIVLAZVdzoN+Oe19t8bLtdoFQqoHuDGaLA/T+BuJwgIV4CKvWsKFtUCXL3A0UA6ymw2hDrVJVbJmy603YdcYtnWyoVCr6NBYu5MJcifrZZ9/43mOFnUlDpynWFsaWeN8nYfESQmARVZsLho+V2kh9eBZDTIR0LMQ1uNpMjGq7SgJc6V4m/Sou+gv4IxnaHEaGB1pli5zJ5U53l5Xx6QC/ODGz6Xyt5ObdQXl8Cp4pVO790DmAcPol8i89LT6MHD4mVq+XxhBtvaJ7mmeS/Js/obt3mEfu+gATK4XS33qkQ0332efJvzBVd2xSPj7o7bLh7rIy541VjBeAijFEX5eVeW+Mea8Kb3xmzRhV4vDGpunJxkbo7Oyks1P0uLdarezduxev11sz2dhN1HNUeLhjDte5V8VGMg4lULS9feGvxRcWB0yfYUHfy3OXcuTymWJ/cF7TxqP3j8kKtMqPzV+a40dvrJTdC5z3pHkEKiYcV8sFQqkGeu2ZjQUA6LPUf1qUzufwpWIMOzo3tA3KW7Sq3UgxwGo0ajVdRhtLiUiFU1S/tZWzwUVi2TRWnWHTPwegT23hAmHOBRaVycZ1xlpOUxKNhLEFzxTCO8dFRyBAZXHA5ffg8nsUrC2lfha13Tw3HiWXzwE5fKE0569ESvm04Jli0pPgxcl8Kef6Qykuz4uT9HoTDil3Lnij/H2dfL1RlNy8O5Di88yZM9ykT4njhXJ3qsvvwQOfR/OxPwSgsHgJ4dlvVMR9z7lf4frUl1GPHaSwcBHh77/Z8HNRPT5odZhq3NHS6RyX5sI1MTnoduAPpfA3OaZQ4vDG5aopvOfn57lw4QK33HJLzbl33nmHT3ziE/z+7/8+U1MbF9pdDeo5KkzSW7m8KblIlFFym5CE4cAE7roODWvey1xE9tqJucoaBY1cIBSuL2aiAVSoGtreLibCCIiWsBthObnxYoBydJsdJPNZwplk6Zi7eP9zsa1b3XBpzGhUas4E64gsFXYtDZ18mu1j8iRkkpU5uvjv8n7WyqfCxbe5GDfLtpmaXVuHdKFB/4pt841BLperdZ4C8fXUqdJL4fwb8nF/4YR4/sKJNT8X5fGs1ajJ5Qo19TQy2YJsTOZyhdLWKGVModCIbV3ZkIjH4zzxxBP8+3//77FaK8VABw8e5Pjx41gsFl577TW+8IUv8OKLL67Z56lTp9Zss5G2jdDr9cx75ZO9J1m0sQ2v2s4JninOnDlDJpNBr9czOj9JxdUWBwtJPVDrNOXxRkvXyr0Pq9XKQlh+77knXGBiYoJYLNb4nmV+xtViq/4m9Th69Oi29r8Rtus9S/0WBIErSR8tKh1n33m3bvuJnLhlKecLcyq0/nuaSIkV7Zcmpwmp5D3W1/NeVRmx2N5r757ErbGI95YTV09+NfEeCd3WTA70Kg09KiOzsSCvvXUCq1q3Jf1uFul3dSPF7Fb+PNncWqQ8B6/ZR3AJVVR+sCT1AzTMpxMTE+xLxfCn5N0D/aFkKTfXu49G/Xfu1V31v0kjdlrMrvW72Um/u0ZYrVYEv0c+pv0eJiYmyGQyDeN+YmKCfWt8LqAyni1mHZF4ZezKHZOIxNNYzDrCUfH8tRxTNMNOi9cbiW2fbGSzWZ544gk+/vGP8+EPf7jmfPnk4wMf+AB/9md/RiAQwOlsLBpqNmhO/f/s3Xl4W9WdwP3v1WZ5kyzvaxw7cRJnIQkhJWwFQgO0KcNWhmEKpQxTpuVt2Ya2UKaFUgq0dKMMXeZ9n06hLUxbCA1QUvZ9S+KE7HHsxHFsxZZt2ZZk2bLW9w9ZimUtXmXLzu/zPDzE0r1XR9LRuffcc36/U1c3pRXM4mzG2hudiass3Q3OyFSdSlkNK1asCP/ts3wSmbrOaaO03E1XjAyfZUXZrFhxYv2MWO+j5fg+umLcKCszqli8ePHoZR7xGtNlqr+T2SIZ73n4Z3nc2Yt3xyGWFJazZlH81zp8uA6Ot3NG7SkTmk60eftxMj1pnHXap0Yt05h0HmPHwfdILy1gTXktAAsG+3lt698YzE5jzbKp+dzq6uo4p2opTx/ejr/MxJrSxaPvlGSp/luYzrJN5rOIaluHjGyDEx6jpx5U6uB0lQTHSdSeLl5cia/tE/J0upjb5OWks3jxgoTlSHR8j8ea0vVlpiX6bFL9tzZcQ0MDSl5Z7LqYVxY+vyeq94sXL8bXUjPq72J4fXP2eygvzoqof7EeCzFkptHSfiKl7UxdU4jUl9RpVIFAgHvuuYfq6mpuuOGGmNt0dnYSCAQA2L17N36/H5MpcXDrTIqXUWER5sjhyhFZTiBGtgmvm8W0TjhDw5J5hpj7Lq6InEsvWSBODs1D8RrzR8lE1eLsQWFi06h8fj+drr4pm0LFsHIMT3Wbk5ZBbloGR+xd4fZhKqzMKwdgZ1frlB1TzLxEWaT85gZ8r/0B35P34nvtD8HYuSEnnvtecFS6aP6oGatGa0+VmlNZmDkQc5uaeaP/5hIdfyp/CyL1+Oq34Xvx11R98CTkFCbMPAXjzJ4W43mIrG9enx+tJjLzpdfnJ00bOxumRqOKmIIl1xQinqSObNTV1bF582YWLVrEpZdeCsAdd9zB8ePB3vo111zDyy+/zNNPP41arUav1/Ozn/0speellnjbubyghUOUYR7QUZbuZhGtlM4vBc35CbOcBPp6YcGq4LxguxUMeZT6LFy+ciGH7GmYuwbHlaGhfEEFVwD1LXbMNn9wRKMiOhuVZIE4OTQ5rABUZsdv8AOBAC19PRSmG9Crxz+NqMvVhz8QmNLORmF6FlqVOmpdjersfLZ3HaPT1UfhFL2eKS2D+dl5NNg6sLtdGHSTW5RQpIZ4maaAuIHj0c+Z4eheWP2Z4HYOK0pRFcrysyPa8tHaU1VZDYtogHSFxq4AVvtgwmxUIyU6frv0kecsX/22cEC4AtDdDotOA78PutvAkAe6dJSsEx3W0TKsjSUD28j6lqnXcNFZlbRa+iLq36olhVEZ08yWPvJz9JQVZcs1hUgoqZ2N0047jfr6+oTbXHvttVx77bXJLMaUChz8mNJ9b1KqGYrRcNqCJyvN+agvGOV9NNTBoW3BOw2ZRmipB6+bUr+fiqHsEuNVvqCC8sSj8oBkgTgZHLF3oVUq4e2mAAAgAElEQVSpw+tUxNLlcjLg87A8K87iUKMIpaid6MrjsagUFSUZBo47bfj8ftSq4B20hcYCtncd45CtY8o6GwBrCyo56rBS13WM80sXTdlxxcyKlWnK9/ofYwfIHtoevIgb+ZzHBV0t0HYE79Jz0J93VczXGq09VZXVsKQMlkzonUh7fVIaGRAe8EP9Vli4Ovj30PVCQJ8ZUc8TZVgby/MQu77Fy5o2cps9e/bI1CkxqmnLRjVnhIbgh2crGf54IqG5kyP3jTGnUojxGPR5MTt7mZeViybByuEtzlBq3IlNVTyxGODEMlnFU5GZizfgp33gRCa12pxiAPb3tE3pa52WPw8F2NbZPKXHFSkoXrvcY4n/nN0KaRloju1NXrmEGCnedUCPBbye8V1rTKNUDQYXqUU6G+NVOmKNkNAqshVjuIeVF+ducl5Z7MeFGKNmhxU/AaqzE0/TaB7KtjPaCuPxhDsbmeNfeTyR0CKEoXVCILiOh0mXwcFeC/4pnKuek5bBImMRh+2ddA7Ezgok5ohQex1qp0Pz101F0W15iCEPnDa8BXK3Vkyj0PXByLo6VB/DRhmlECIVTUvq29mg0dbB1o5mGu0dLDQU8qnCShYaC6O2U2rXEdj/Afi8sPDU4LC7oxvcA/jNDdGr0Q5Xc1pwUZ4RgeTDA77Ga7RVc8XJodEeTLlcPUp2qSaHFQWYnyCuI5HjThtpag25aZkT2j+einBno4czioKPKYrCUlMx71uOcNRhpdqQP2Wvd0ZRFfU2C+9bDnPZ/Oi1f8TEjLUdnS5K7ToCg/0w2B9sp8sXQVoGyqLTAIJt+cj2WBNcRFKr0eB77Q9Rbaq0uXPfjNTjmtNAUUXVVQKBE3U0RuIZX/02aNgezFw1tMq4evHa5JZViHGSzgbBhuUXe9/E4/cBYO638UHHEW5bfn5UAxMOuDp2ELa9FLG6Z6B+W9SKtcMpWTkETt0APe3BgK/cEjAVRwR8jcdYV80Vc1+DrQOAmgSdDX/Az9E+K8XpBtJHZigZA5/fj2XATnmWCdUUJ3EozzShoESMbACsyqvgfcsRtnc1T2lnY03+PP58uI4PLUe4pHIFakUGeSdrPO3otDr8SeQqzBodrFofHTybWwL6TOjrgapTYO+7EPBHtKnS5s59M1WPlawcArHq6qc+F7xeiBHcPTyoPLzPkd34QDocIqXIGRbY2tEcblhCPH5f3DndqrIa6LeNe8XawMGPYevfoeUgpGcH/7/17+Na5TbqeJNcNVfMfr6An8OOLorTDWQnyK7U1m9n0OelaoIX7R0uB96An7KMqZ1CBZCm1lCSYaClrwd/4MRilUtNxWRotNR1HpvSqVQ6tYZPFc6n1z3AbomZmhLjbUenw2htpKqsBvUF16L+0vdRf/6rkJENxw4E7xSH6uGw7aXNnftmqh7Hq1s4bcH6ecG10R3aMawyLkQqkM4G0GjviPl4Q5zHgfhBWomCt0LPuZzQWh/8/2j7JDKRMog551hfN4M+LwuNiadQHbZ3AVA1SlxHPMeH5g2XJKGzAcFyDfq94bgQAI1Kzan58+h1D7C3O3qBq8k4ryR44n7NfHBKj3uymlA7mmzjbSMbd0ZfvA3fXtrcOW/G6vFE6la8GyVyA0WkGOlsAAsNsYdGa+I8DsQPLkw0lD6RfRKZ6uOJWelgrwWAJUPZm+I5ZAtut2iCUwGODWWyKp9gJqvRzM8Ojrg02a0Rj4fS075qPjClr1eamcNSUwmN9k6OOqyj7yASmlA7mmzjbSNH217a3DlvxurxROqWJJ0Rs4R0NoBPFVaiHZEuVKtSszZBNpKxrMw5FfuEZGVlTenxxNxxsLcdgCXGorjbBAIBDtk6MGj1FKVPbI2MY5PMZDWa0IhL04gL//JME0tNJRyydbDLOrWrmm0oC2aR+0fL/ik97sloIu1oso23jQxvPzwj0DhXZBaz20zV4wnVrZrTRl1lXIhUIAHiwEJjIbctP59tnc002DuoMRSytiBx9omxrMw5Ffu0Hm7h4DE7x+1+Wo7vY8k8A6V6VzAbStsRWPvZYF54y9ExHU/MLd6An0ZbJ+WZOQnjNToGHNjcA6wtqESZQHB3IBCgua+bfH0WmdrxB5ePRWmmEb1aw+GhzFrDXVW1mgd6LTzVuI2KLNOUZcOqzSmmKjuPndYWWvp6wlmxxPhNpB1NtvG2uaqyGnwX/Rs0bCdgPY5SfQrUnBa9IvPe96C9CXIKoXBezGOZLQ4ONHVz3OKgtCibWllheVaYqXp8ou7VEbCaUfLKoGZNwvO5evFafBCM0bCagyMaNWsigsOHX0OUGlQsmWegfEFFUt+LECNJZ2PIQmPhuBuTsazMOZl9Wg+3sOnDTry+YKBiVy/sNw9yeUELpfveCm7UeQz0mShX3IGqeP64yiJmP7O/H2/AzzJT4hXB9w0tjLcowehHItZBJ06ve9SpWpOhVlRUZ+ezv7cdh9sV0XkqzczhsvkrebZpJz/Z9RrX1nyK2pziCXWchlMUhc/PW8Fj+97i+ebd/D/Lzp3s2zipTaQdTbbxtLl+c0M4u48C4ew+/qycyIu+wzuDaUmb98HhnQS2bYnISGW2OHj21YZhbbeL/Y1WrtxQIx2OWWAm6nG47gFKphGO7IIju6Lr3gjqxWshTuapeNcQV4B0OMS0kmlUKexgiz3cSIR4fX4OURY5dOpyEtj33jSXTqSCY77gonQrchN3NvZ0m8e0XdzX6UvuFKqQUJB7Y4zRjQ1lS/inyhV0D/bz6N43ubfu7zzfvBtrKNHCBC0zlVBjKGR3t5n6ofgXcXIaS7apwMGPg8k9bJ0nth2xzcGm7pht98GmyNTOQoSE657XfaJuTTLTWbxriPoW+2SLK8S4SGcjhR23+WM+bh7QwcgVnCUbyknHHwhwzOckQ6NLuAaFy+vhkK2DikwTprSMCb3W0aF4jcpkdzaGgjAP2aIzvyiKwsZ5K7hr1YWclj+P7kEnfz+2l//a/jzPNu2MSlc5Voqi8IXq1QD85UgdvkDs3504CYwlI9AYtjFbHLE3sciK9SKOJGQ6i3sNEedxIZJFOhsprNQQ++spSw/m3o58UOI0TjbNDivOgJeVuWUJF6Xb3W3GG/BzyiQylDTaO1FQmD/BtLljVW3IR6tSh4PeY5mfncdXas/mJ+uu4PpF68hNy+SV1gM8vu9t3D7vhF53fnYeZxZV0+rs5c3jhyZafDHbjSUj0Bi2KY0zVaqsKDrRhxBAUjKdxb2GMMqln5heUuNS2JJ5BjTqyK9Io1axCHPkUL9kQzkp1XW1AHBqfuwA1ZCtnUcB+NQEs6m4fV6OOqzMyzKRrtFO6BhjpVWpWWgo4Hi/DZt7IOG2erWWM4uq+e6pn2VlbhkHetv53/oPCUxw8b8rq1aRqdHxfPNuulxyB/pkNJaMQGPZprYqN2bbvaQquSODYvZKRqazeNcQiysmlpFQiImSAPEUVr6ggiuA+hY7ZpufMmOwkSjVZxPQOMac0UrMPf6An+2dzehQUWuKH7Rtd7vY19PGvCwTxRNcjO+IowtfwE/NNAVM1uYUc6C3nQO97awrrBp1e71ay3/UnsMv9r7BDmsLbx4/xPqyxeN+3Sytnn+uXsP/HvqQJw99zG0r1qOaZAC6mF2GZ68KmBtQYrSvY8lwVVaUzZUbajjY1I3Z0kdZURZLJBuVSGAsdW+84l1DSHC4mG7S2Uhx5QsqKF8A9fX1LF487AJKOhcntfreDnrc/SxRG6Nywg/3Xnsj/kCAMwqrJ/xaofiJiS4GOF7Lc0vZdPQT9nYfH1NnA0CtUvGVJWdxX91LbDr6CStySylIH/+F3emF89nRdYxd3WZeNx9kQ3ntuI8hZrdQ9qo9e/awYsWKhNskUlaULZ0LMS5jqXvjFbqGEGImyTSqWaKvT6Z1iBM+sBwGoEYTfzjc6/fxdlsDerWGM4om3tmo77WgEH9l3alWmmEkNy2Dvd3H8fnHHsho0KXzLwvW4PH7+MuRHRN6bUVRuLbmdAxaPc8d3SUri5/E3G736BsJkQRS98RcI50NIWYZh9vFjq4WitMNFKvS4273fvsRet0DnF28cMKxFna3i8P2LqoNBUlbzG8kRVE4JbeMAZ8nZlaqRNYWVLLIGExju39obZHxMuj03LD4DPwBP/9z4D2cHjnxCyGmj043PW2tENMlqZ2NtrY2rrvuOj772c+yceNGnnjiiahtAoEADzzwABs2bOCSSy5h3759ySzSlPKbG/C99gd8T96L77U/BBflESLJ3rMcxhvw8+mShXEXtXP5PPy9ZS86lZqLJjEVaHe3mQABVuWVT/gYExEKeq/rOjau/RRF4Z+r16AAzzbtxD/BYPGlphI+V7Ec66CT39W/j1/S4c4J0maLVBaqn7U7/ir1U8wpSe1sqNVq7rrrLrZs2cKf//xnnnrqKRobGyO2eeeddzh69CivvPIKP/jBD7jvvvuSWaQp4zc3EHj2Z7D7Lehqhd1vEXj2Z9I4iKTy+H28Ya4fysQUfyLui817sbkH2FBei0EXf/RjNJ9YgxmvpruzUWMswKDVs6OrZVxTqQAqskycXjifVmcv24YycU3E5yuXs9RUwt6eNjY3757wcURqkDZbpLLh9VOxmqV+ijklqZ2NwsJCli1bBkBWVhbV1dVYLJEr9L7++utcdtllKIrCqlWrsNvtdHSMb+rETBjLSrNCTLUPLEewe1yck2Bq1BF7F6+bD5Kvz+Ti8qUTfi2be4D9Pe2UZeRQOIFg68lQKSpOK6jE6R0Mr34+HpdUnoJGUfF88268E1zsT6Wo+PfFZ1Kgz+IfLfvZ2nF0QscRqUHabJHKpH6KuUwJTDQp/Ti1trZy7bXX8uKLL5KVdWJho//4j//gK1/5CqeddhoA119/PXfeeWfCTAx1dXVJL28iOp2O2h1/Dd59GCGQX86B1V+QAK8ZtmbNmpkuQoSpqLPegJ8/u5pwBXxck15NhhKdTM4d8LHJ1Yw94OHzaRWUqie2YjjADk8X2z1WztIWskxrmkzRJ8Tqd/Gsq5kKVSaf1Y9/ZOUDdwd7vT2cqS1k+STK3+Mf5G+uY/gJsDGtnOJJfKaJzMU6myqkzU6OVKqzs7m+Sv2cHqlUX08205L61ul0csstt/Cd73wnoqMBxFyAK9489OHGWmnq6uqSUsF8lk8gRsOglNVMWcq64ZL1PmbCXHov4zHZ97ylZR/Oo14uLK/lnKrVQORn6Q8E+M2Bd7EPeLi4YimXzF814dfy+H38Zdvz6NUa/vm0c9GPI8B8Kr/fHZ/0cdRhpXxpDUXp41uIarHHxT3bXmBXwMZVKz/NgV17Jlyu0p4qHtv7Fq/7OvjW8g0UZ0zNolip/luYzrIl+7MYb5udit9NKpYplST6bFL9s5vua4qpkuqfq0gNSc9G5fF4uOWWW7jkkku48MILo54vLi6mvb09/Hd7ezuFhdOTYnMykrHapxDxdLucbDm2j2xtGp+rWBZzm83Nu9hlbWWxsYh/qjxlUq/3SusBet0DnFO8cFwdjam2oayWAPBa68Fx75ul1fPZimU4vYO82LxnUuVYairhizWfwukd5NG9b9Az2D+p44npJ222SGVSP8VcltSRjUAgwD333EN1dTU33HBDzG3Wr1/PH//4RzZu3MiuXbvIzs6eFZ2NsawiK8RUCAQC/KlxK4N+L/+y8DTSR56QgLfbGvhHy34K9VncVHs2akWF0+Nme2cz+3rbaO+34fX7ydbpqczK5ZTcMmpNxaiV6PsNrc4etrTsw6DVs3He8ul4i3Gtyi+nUJ/F+5YjXFheO+6F+i4oW8x77Y28efwQRv28SZXl7OIF2N0DbG7ezc/2vM5/rriAnLTkTKkSU0/abJHKkrGCuBCpIqmdjbq6OjZv3syiRYu49NJLAbjjjjs4fvw4ANdccw3nnnsub7/9Nhs2bCA9PZ0HH3wwmUWaUmNZRVaIyXrjeD17e9pYmlPMGTFW1P64o4mnG7eRrU3jG8vPB+CZIzt4u60B91BwdKYmjTS1mpa+Ho46rLzd1oBBq2ddURVrCyqpyAzGNOzvbeN/6z/E4/fxb4vPjNmxmU5qRcWl81fy/x58n7827eRrteeMaZpliFal5l8XruXRvW/y9mA76/2+hCuuj+azFcsY9Hn5R+t+frL7NW5bsZ58fdboO4qUIG22SGXJWEFciFSQ1M7GaaedRn19fcJtFEXh3nvvTWYxhJi19ve08cyRnWRr0/jy4jOiLrQPem28W38IvVrL15edx97u47xwbDf9Xg8mXQafL13EmoJ54Qtin9/PEUcX2zub2drZzCutB3il9QA6lRqVosLl86AAX1z4KU7Nr5iBdxzt1Px5LDI2sMvaytbOo5weo8OVyFJTCWcVLeB9y2GeObKDaxaunXBZFEXhsvkrUSkKL7Xs40efvMLNSz9NlSF/wscUQojhJBhczDXTEiAuhBi//T1t/Hr/O6gUha/WnoNx2HoZ/oCf55v38I67nUyNjksqT+GJQx9xvN9GulrLF6pWc17poqi7+GqVihpjITXGQr5QfSp7us3ssrbS6uzFHwhQnpnDheVLqcia/uxT8agUhetqTueHO7fwx4atFKZnU5U9vov7qxesYX9HC2+1NZCnz+LCSSx0qCgKl85fSbZWz1+O7OCR3a9x+fyVXFC2GFWMaWlCCCHEyUw6G0KkGJ/fz6vmA2xu3o0KhZtqz2ah8UQck9nZy58at3HY3kkGagr0Wfzf4e0owFlFC7hs/koMOv2or6NVqTk1f154te5UVpiezQ2Lz+Q3+9/lF3ve5N+XnMmK3LIx75+m1nBxWjkv+dt4tmkndvcAl81fiWYSU6rWly2mOMPA7+o/5JmmnWztbOby+SupzSke11QvIYQQYi6TzoYQKaLb5eQTaytvth2iY8CBUZfOV5acRY2xkH6vm4O9Fj5oP8yenmDMk06lpt/v42hfN8tMJVw+f1VKjUhMtVV55dy45Ex+X/8h/73vbVbllXNeySJqjAVj6jRkq7R8c/ln+OW+t3jVfJBd3WY2lNWyKq98TJ2zWJaaSvjeqZ/jmaYdfNxxlEf3vklJuoG1hZXU5pRQkWWaVIyIEEIIMdtJZ0OIGVLXeYytnUdxeAbpHHBg97iAYFD00pxi7B4Xv9n/LoN+L54Yq2ArKCxSG7hyxRnMz86b7uLPiLUFlRSnG/hT41Y+sbbyibUVrUpNUXo2prQMlplKOb90Udz9C9KzuWfVxTx3dBfvtDfwp8at/KlxK3lpmZRn5nBtzenj7ngYdHr+bfGZfKZsCa+0HmBnVwvPN+/h+eY9KCjk6TPI0WWQqdGRodGxobyWssycyX4UQgghxKwwbSuIT6XZvFKomD6ptNCQ1FkxFlJnxWyTKnVW6qsYi1SpryebWdnZEEIIIYQQ4mT1zjvvYLFYuOqqq2a6KKOSzoYQQgghhBAiKSRmQwghhBBCiCQ5fPgw99xzD1qtFr/fz3XXXcf//d//kZOTQ0tLC+eeey633HILXq+X+++/n6amJjweDzfddBPr16/HYrHw3e9+l/7+fhRF4Uc/+hEfffQRzc3N3H777Wzfvp1HH30UgNzcXB5++GH6+/u57bbbAPD5fNx3330sWhQ/pjGZpLMhhBBCCCFEkrz77rts2LCBG2+8EYCPPvqI1tZWfvvb36LRaLjuuuu48MIL2bVrF3l5edx///0MDAxw1VVX8elPf5qHH36YK664gosvvhgAv98fPnYgEOD73/8+TzzxBLm5uTzxxBM8/fTTVFRUUFNTw/e+972ofaabdDaEEEIIIYRIkiuvvJLf/va3fPOb36SkpIS1a9eydOlS0tLSAFi5ciVHjhzh4MGD1NXVsX37dgC8Xi9Wq5VDhw7xgx/8IHw8lerEArI9PT0cP36cW2+9FYDBwUHWrFnDtddeS0NDA9/85jcxGo18/etfJydnZjIhSmdDCCGEEEKIJNFoNNx5550AfOc736Gvr48DBw7gdrvRaDTs2bOHSy+9FJvNRlFREV/96lcBcLvd6HQ6ampq+OCDD7jwwguByFEKk8lEeXk5jz/+OAaDIbyfz+fj5ptvBuDxxx/nmWee4d///d+n822HSWdDCCGEEEKIJHnxxRd57rnnUKvV6HQ6VCoVZWVl3HnnnZjNZs4991yWLFlCTU0NDz74INdddx0AeXl5/OIXv+Db3/423/3ud3nyySdRqVQ8/PDD4WMrisK9997LN77xjXAnJNSp+M1vfoNGo8Hv9/PQQw9N/xsPlVGyUQkhhBBCCDE9Pv74Y/7617/yk5/8ZKaLMi1Uo28ihBBCCCGEEOMnIxtCCCGEEEKIpJCRDSGEEEIIIURSSGdDCCGEEEIIkRTS2RBCCCGEEEIkhXQ2hBBCCCGEEEkhnQ0hhBBCCCFS3KZNm7BYLDNdjHGTzoYQQgghhBAp7rnnnqOjo2OmizFukvpWCCGEEEKIMWi0dbC1o5lGewcLDYV8qrCShcbCCR+vv7+f2267jfb2dvx+PzfffDPz5s3j4Ycfpr+/H5PJxEMPPcSOHTu4++67KSwsRK/X8+c//5mdO3fyox/9CJ/Px/Lly/n+97+PTqfjJz/5CW+88QZqtZqzzz6bb3/727zxxhv8+te/xuPxkJOTw09+8hPy8/On8JOJTzobQgghhBBCjKLR1sEv9r6Jx+8LP6ZVqblt+fkT7nC8/PLLvPvuuzzwwAMAOBwOvvKVr/CrX/2K3NxcXnrpJd59910eeughrrvuOr71rW+xYsUKBgcHufDCC/n9739PVVUV3/rWt1i6dCmXXXYZV199Nf/4xz9QFAW73Y7BYMBms2EwGFAUhb/+9a8cPnyYu+66a0o+l9FopuVVhBBCCCGEmMW2djRHdDQAPH4f2zqbJ9zZWLRoET/60Y945JFHOP/88zEYDBw6dIgbbrgBAL/fT0FBQdR+TU1NlJeXU1VVBcDll1/On/70J6699lrS0tK45557OO+88zjvvPMAaG9v5/bbb6ezsxO32015efmEyjsR0tkQQgghhBBiFI322PESDXEeH4uqqio2bdrE22+/zU9/+lPOOussampq+POf/5xwv3gTkzQaDc888wwffvghf//73/njH//Ik08+yQMPPMCXv/xlLrjgAj7++GP++7//e8JlHi8JEBdCCCGEEGIUCw2xRy9q4jw+FhaLhfT0dC699FJuvPFGdu3aRXd3Nzt37gTA4/HQ0NAAQGZmJk6nE4Dq6mrMZjPNzc0AbN68mbVr1+J0OnE4HJx77rl85zvf4eDBg0BwelZRUREAf/vb3yZc3omQkQ0hhBBCCCFG8anCSj7oOBIVs7G2oHLCxzx06BA//vGPUalUaDQa7rvvPjQaDQ888AAOhwOfz8f1119PTU0Nl19+Offee284QPyhhx7i1ltvDQeIX3PNNfT29nLzzTczODgIwN133w3A17/+dW699VaKiopYuXIlra2tk/swxmFWBojX1dWxZs2aMW27b98+li1bluQSJd9ceR8wt97LWI2nzo5HKn6WqVgmSM1ypWKZQpJVZ+NJtc8i1coDqVmmVDFafZ1Nn52UNbU12jrY1tlMg72DGkMhawsml43qZDDnRzZcLtdMF2FKzJX3AXPrvcy0VPwsU7FMkJrlSsUyzZRU+yxSrTyQmmWaLWbTZydlTW0LjYXSuRgnidkQQgghhBBCJIV0NoQQQgghhBBJIZ0NIYQQQgghRFKkRMzGkSNHuP3228N/t7S0cMstt/DlL3955golhBBCCCGEmJSU6GxUV1ezefNmAHw+H5/+9KfZsGHDDJdKCCHEZOzvacPs7OUzZUtQFGWmiyOEEGIGpERnY7gPP/yQiooKysrKZrooYpzMFgcHmro5bnFQWpRNbVUuZUXZM10sMQ7yHYqp9OjeNwGoNuSzwFAww6URQswkOb9Mn0cffZS1a9dy5plnjmu/jz/+mN/97nf89re/ndLypNw6G3fffTfLli3j2muvjbtNXV3dNJZIjIVKl8O7u2x4ff7wYxq1inNWGvG7e6e9PNO5PsBYzIY6m2rf4clmrtXZgYCXPwwcBuBMbSHLtaapKJZIIalUZ2dDG3syS4XzSyrV16kQCAQIBAKoVFMXfj3ezobX60WjGX3cIqVGNtxuN2+88Qb/+Z//Oeq2Y600070wVbKk+vt4/aPmiEYEwOvz0+3UcMG6yHKn+ntJlmS856n8LMfzHU5XmaZSKpYrFcs03GTK1uzohk+CnY3MwjzWVK9OuH2qfRapVh5IzTKlkkSfzWz67OZiWafq/JIK/OYGAgc+guONULoQpXYdqrKaCR/vkUceobS0lC9+8YsAPPbYY2RmZuL3+9myZQtut5sNGzZwyy230Nrayle+8hVOP/10PvnkEx5//HEee+wx9u7di6IoXHnllXz5y1/mrrvu4rzzzuPiiy9m9+7dPPjgg/T396PT6fj973+PVqvlvvvuY+/evajVau666y7WrVsXUa7e3l6+853v0NLSQnp6Ovfffz9Llizhscceo6OjA7PZjMlk4qc//emo7zGlOhvvvPMOy5YtIz8/f6aLIsbJbHHEebxvmksiJkq+QzGVetz94X/3Dvu3EOLkM1fOL35zA4FnfwZed/CBrlYC+z/Af+UdE+5wbNy4kQcffDDc2diyZQs33XQTdXV1PPPMMwQCAb72ta+xbds2SkpKaGpq4qGHHgp3FiwWCy+++CIAdrs94thut5vbb7+dn//855xyyin09fWh1+t58sknAXjhhRc4fPgwN954Iy+//HLEvo899hhLly7lV7/6FR9++CHf/va3w/HV+/bt46mnnkKv14/pPaZU6tu///3vbNy4caaLISagdGjepUatwpidhkYdrFplRVkzWSwxDqVx5s7Kdygmos/jGvbvwRksiRAiWXQ63Zi2myvnl8DBj090NEwd3lgAACAASURBVEK87uDjE7R06VKsVisWi4WDBw9iMBior6/n/fff57LLLuPyyy/nyJEjHD16FIDS0lJWrVoFQEVFBS0tLfzgBz/gnXfeISsr8vNsamqioKCAU045BYCsrCw0Gg11dXX80z/9EwALFiygtLSUpqamiH3r6uq49NJLATjjjDPo7e3F4Qh2GtevXz/mjgak0MjGwMAAH3zwAffff/9MF0VMQG1VLoODXgY9PhxON+XFWaRp1Sypyp3pookxqq3KZX+jNWpO7fDvMBUD/FKxTAL6PO5h/5bOhhBzSajdNVsULM7mqHZ3ZLtcUZQ16vllVjA3jO/xMbrooot4+eWX6erqYuPGjZjNZm666Sb+5V/+JWK71tZWMjIywn8bjUY2b97Me++9x1NPPcWWLVt46KGHws8HAoGYmQDHEq4da5vQsdLT08f83iCFRjbS09P5+OOPyc6Wi4TZqK/fzeEWG0fNdqy9Lo6a7RxusdHX7x59Z5ESyoqyuXJDDSsXF5Cfk87KxQVcuaEmfAIxWxw8+2oDu+s76ep1sbu+k2dfbYgaHh/rna6pMNYyienn9J7oYEhnQ4i5Y3i7a43R7sZql1/5oJmLzqqMe36ZNUoXxn58EjEbEJxK9dJLL/Hyyy9z0UUXcfbZZ/Pss8/idDoBsFgsWK3WqP26u7sJBAJcdNFF3Hrrrezfvz/i+erqajo6Oti9ezcAfX19eL1e1q5dywsvvAAERz/a2tqorq6O2Hft2rU8//zzQDBw3GQyRY2cjFXKjGyI2avN4uBQc2/M4K+GY70srsqboZKJ8Soryo7b+B9s6o75HR9s6qasKHvUO13JMFqZxMzpH5pqoFWp6ffJTQch5op47e7Ogx28W9dCVkZa1PMer59WSx8XrKuczqJOOaV2HYH9H0ROpdLoUJacPqnj1tTU4HQ6KSwsDP93+PDh8MhGRkYGjzzySFTmqY6ODu6++278/uDnfccdd0Q8r9Pp+PnPf84DDzyAy+VCr9fzv//7v/zrv/4r9957L5dccglqtZqHHnoo6kbh17/+de6++24uueQS0tPTefjhhyf8/qSzISbFbHHw8a42HAOxLyasvQPTXCKRLIkC/Nq7+nj21YbwCcba62J/ozXpd67mStDhXDTg9QCQl5ZJ+4AdX8CPWkmZwXQhxATFa3etvQOk67VYbbHP+3OhXVaV1eC/8o5gjIa5AcpqUJacPqlsVCGhkYaQ66+/nuuvvz5qu1AwOMCSJUt47rnnorYZ3jE45ZRT+Mtf/pJwm5DTTz+d008PdpxycnL49a9/HbXNN77xjQTvIjbpbIhJOdjUTbvVSXlxNtZeV9TzeTnjm9cnUldpUTZdMb7jsqIsDhyZmRGGRGUSM2vAF+xs5KZl0D5gx+X1kKlNm+FSCSEmK167a8hMo62zj+KCzJjXA3OlXVaV1Ux62tTJRm4ziUkxWxy43D5MBn04A1WIRq2iZl7ODJVMTLXaqtyY3/GSqlxa2uwx90n2naxQmYZnQZuVQYdzkMvrQaUoGHTBGw6hzocQYnaL1+5qNCpcbh9ajTruuUKcnGRkQ0xK6A5H3f521iwtptfuotvuIteYzqLKHLIydLz2UXNEpiAxO4UCyA82dWO29FFWlMWSobiMmRphKCvK5qKzKmlo7sVqG6C63EhNZY7Ea6SAAZ8HvVqLXq0N/u2VzoYQc8HIdnd+mRGTIY26/e0ANB7rYeE8E4oC3b2uiHOFODlJZ0NMyvB0qdv2tqPXqSnOy+S02kL8EDGPv2toHv85K2W0Y7aKF0C+fGEeh5q6cbl94cem406W2eLg5febI2JFjrTayMrQyYlthg36PKSrteg1mvDfQojZL1a7q1GrWFBhoqG5h0AAmlptfGFDTdz1NcTJRTobYlSJ1jGId7e7pCib1z9qjjmPv63Hz+qZeCNiyg2vGwsqcjBk62hs7qG0MHta7mRJNqrUNejzYtSlh0c2XD7vDJdICDEWo61dFK/dVRQoysugOD+TJVW50tEQYdLZEAmF8mWPHJ0YnmUo3t3ueBkrunok5/5cEKtuaNQqzl1tYuWy6UlvKNmoUtegz0uaWoNerQn/LYRIbWM558drd7t7XXzp0mXTVlYxe0iAuEgo0Z3j0cS7q5Fvkow0c0G8umG2Tt9FZbw6NleynsxWXr8Pb8BPmlpDWnhkQ6ZRCZHqxnLOl3Y3+SwWC7fccsu497vnnntobGxMuM3TTz/N3/72t4kWbUJkZEMkNJk7x8PjOUI0ahUlJunjzgWpMHIVr45J1pOZNegLxu6kqWRkQ4jZZCznfGl3k6+oqIhf/vKXUY97vV40mviX7j/84Q9HPfY111wzqbJNhHQ2RELlJQY8vgDOfk+4YdGoVSwcQ0rbePEc7a2Hkl1sMQ3KSwxRGag0ahXzSqbv7laiDFli5rj9wY6FTq1BpxrqbPilsyFEqhtLZsHIdtdBWdH0xOilitFiWsbrkUceobS0lC9+8YsAPPbYY2RmZrJp0yZefPFFNm3axFtvvYXb7aa/v5/f//733H///Wzbto3y8nL8fj9XXnklF198Mddddx3f+ta3WLFiBatXr+ZLX/oSb775Jnq9nl/96lfk5+fz2GOPkZGRwY033khzczP33nsv3d3dqNVqHn30UfLy8rj55pux2+14vV5uvfVWPvOZz0zqM5POhojLbHHgcfvQqBXKi7PQadUEAuDx+mg81kP/oDfiRxbvBzjyR9jeOhPvRkyF4d9xUV4mi+ebONTcA8DCeSY8Xh/H2vp47aPmSTfA8V43VpKCk+UkN1u4h0YxgtOoZGRDiNki1qiFVqOivCgrKo39Besq2bNnDytWjC1Gb7SL9Km+iE+GscS0jNfGjRt58MEHw52NLVu28P3vf59NmzaFt/nkk094/vnnycnJ4R//+Adms5kXXngBq9XK5z73Oa688sqo4/b397Ny5Upuv/12fvzjH/OXv/yFm2++OWKbO++8k5tuuokNGzYwODiI3+9Hq9Xy+OOPk5WVRXd3N1dffTUXXHABiqJM6P1BinQ27HY7//Vf/8WhQ4dQFIUHH3yQ1aslX9FMCv2gADIztLS297GgwsiRVlvMHxnETnM7mR+gSC3xAsLXrSzB2e9h/+HupHz/yWjcRXKFRjF0KulsCDGbhEYtDjX30GNzYTLqKS3IjEh1O7wNdrvdYzruaO34bGnnk5EBcenSpVitViwWCz09PRgMBkpKSiK2Oeuss8jJCc4oqaur4+KLL0alUlFQUMDpp58e87harZbzzz8fgOXLl/P+++9HPN/X14fFYmHDhg0ApKUF42k9Hg8/+9nP2LZtGyqVCovFQldXFwUFBRN6f5AinY0f/vCHnHPOOfzyl7/E7XbjckUP4YnYknUnoL6pm6pyIx6vD4fTTWVpNv4AMX9kh5p78PsDkoJ0jovXyLoGfSiKMur3P3JUJJQmt6Qwcb2V9Lazj3soZkOnVpM2NI3KLdOohJg1fP4Aff1ucox6jh63x22DTbqx3e0erR2fLe18sjIgXnTRRbz88st0dXWxcePGqOfT09PD/w4EAmM6plarDY9GqFQqfD7fKHsEvfDCC3R3d7Np0ya0Wi3r169ncHBysZgzHqnb19fHtm3b+MIXvgCATqfDYDDMcKlmh9CdgN31nXT1uthd38mzrzbE/TGMhz8QoKnVxlGzHWuvi65eF922gZjb9thckoL0JBDvOx7L9x+qq/sbrXh8AeqP9rBtj4UcQ/qo9Vbq1uwT6likyciGELPKyOuKplYb7V3OONv2odVqx3xcCMb1GbPT0KhV4WMMfz7efqkiWZm4Nm7cyEsvvcTLL7/MRRddlHDbNWvW8Morr+D3++nq6mLr1q0Tes2srCyKi4t57bXXAHC73QwMDOBwOMjLy0Or1fLRRx9hNpsndPzhZnxko6WlhdzcXO6++24OHjzIsmXLuOeee8jIyJjpoqW8idwJGMucyYaWXgYGvRHHdvZ7KC/OwhojcMxk1GPIThs1qEzMbvECB8fy/Y8cKSsvzkKrUePz+dGoVQnr7VgCFkVqCcVs6NQadEOdDbd0NoRIeSOvKxKd+8uKsvB4rMDo1xZlRdmYjOlR54BMfbB9yDWmx2znc3PSox6bScnKxFVTU4PT6aSwsJDCwkJaW+MHt1500UV8+OGHfP7zn2f+/PmccsopZGdPbPTnxz/+Md/73vd49NFH0Wq1PProo1xyySV87Wtf44orrqC2tpbq6uqJvq0wJTDW8Zgk2bNnD1dffTVPP/00K1eu5IEHHiArK4vbbrst7j51dXXTWMLUpNPp2HFEidkA5OfoOXVBcKjN4/GEh9xUuhze3WWL+pGcs9KI390bfj4zQ4tGHTy2Rq0iM0OLs99DVbmRptbY+wMJjz3d1qxZM+2vmUiq11lFUdBqtRH1ZaRE9QdVGu/u7Ih+bnUhGn8P7X3ZHDjcHfV87YJcjrU5sDkGyc/Rs7o6EDUHeLR6O1fMpTrb6LXzhruNs7VFLNEY+f8GDlGmymCjvmIKSyhmWirV2VRvY1NNrDY/3nVFTaUp7rl/+LXDyOc/vSoHdcCJx+NBSSuc0Dli6YJcirIcY44NSWSq6qvZ4pjxDIhOp5PMzEx6enq46qqrePrppycVU5FsMz6yUVxcTHFxMStXrgTg4osv5n/+539G3W+slaauri6lGsSJivU+LM7mqEZBUaBmvon2Pu/QHYY8aqtyUYAdBzpijoR0OzVcsG4Nr38UDABz9nuoKMkid8RdCEWBT60owjngjfkjKywc2w9wrnwn45WM9zwVn2X4jlTLifoSr+GM9x2/9VEz61aWYLE66ba5yDXqKcrLxOZwc966FTS/dTh2vIfLy+Bg8I53WVF23KwmY61biaRivUvFMg030bINtDdCQxs1VdWsLarid+81oM/KYM3K+MdLtc8i1coDqVmmVJLos5lNn12yy5qozY91XdF4rId1K0voj3Hu37FjB91OTUT7rihQVW6ktStAt02hvCQfz4An9vWHw8cF61bQ8VEzVeVGvF4/ducghsw0NBoVKkVhxYoVSfssJiIVMiB+9atfxW634/F4uPnmm1O6owEp0NkoKCiguLiYI0eOUF1dzYcffsiCBQtmulizQqzhvEWVJrbtsURkdBgc9NLVM4Bao2DMTotYMwOi50x6fX7yczLYOaxzEhrlqJmXw7qVeTHLkwo/QDE+480AEu87TtNr+GhXGxDMXtbUaqep1c7a5UUAMeN9NGoVHq8fQ5YOr20w4TC01K3ZZXiAOASzUrnHGJwohEie0dr8iqKsqOsKtUpFrkHPGTHO/VqtFnPLiXiMzAwtJfmZNB7rDR/D4wugUccOJA9dfyypyuXZVxvQqBXyczNo6+zD6wuEs12KSH/4wx9mugjjMuOdDYDvfve73HnnnXg8HioqKnjooYdmukizwsgFzSpKsnF7fFHDkF6fn4XzcrDaXPT4XOG5ko3HeggEwJil442tx6iZb8K6qw21SkVXz0DMuxCtlj4WV8XubIjZZ6oygHT1usLHsTkGIx6HyLgLRTmxJofD6SbXkM6qJYXSmZhD3P5gx0KrCnY20tQaWdRPiBQwWptvtvTFHGEwxzn3ezweyoryIuIxvD4/VeXG8DXGaHEfwf9nc9FZlTQ092K1DTCvxEBNZY6cF+aIlOhs1NbWRixeIsZu5B3fl99rQq9T43IHT/aZGVoKczPYttcSNUqxcF5wHqZKreKTAx1o1CoWVZpot/Zjd8ZOcyYZgOaWWJk+NGpVRIdhLOJlKrP1BU8uw++Wherd8PrYZLah1aikIztHeIatsxH8v1oCxIVIAaNl92u1OMJrKGVmaGlpdwzNdogdqB0IBCgvyuLl95uB4DXHUbMdgMXzc2nrcuLs91BgyqC1vS/qZmjFUGfDbHFErOVh7XVxpNVGVoZOOhxzQEp0NsTYxMr20NfvDt8JMBnSSderqSjJJidbT93+dnxeH129sUcpIEBNZQ4Hm7rDj2k0ahbOy6HH5kp4F0LMDYlGHGKtAl7fZA3XtzxjOvPLDFhtLkwGfUR9CR0rEIAnN+8lLyed1bWF9Nhc+H3+OOu19LJ9XztF+VkpuXKsGLvQyIZOdWIaldM7uTztQojRjZYVarTsfqHnvT5/xE2neOd+RVHCoyGhc0dFSRb5ORn02F1o1ArlxVn4/YGoEZOyoizqm3vZuq8dY5Z+VqyzISZGOhuzhEqXEzXPcnDQy+EWW9SIRVW5kZ0HOliztJi2rmDAbizdNhfpei3Dkw9Zupx86dJlmC0OjrU5pjy9m0gtw+N+Yo04DJ/LW99kjXnnaXVtISaDPjxlD4g6VuhO2alLCzncEjuDVLdtAK8vwO76zpRcOVaMXSg+QxuK2VCrJWZDiCQbSwzeaKlbY8VsaNQqyuN0NrRaLf7BQER7n2tMj4r5bG0Pdkha2h3hGRcf7WrD6/NjzE6LOzousynmBulszBJt3f6oH7/bE/1YZoaWgD/Ye+h1uKgsNmDp7o85SpFr1NPWEflDHj5/cng8yEyldxPJFfqeDzX3YHcMJryz1NDcG/P5XrsLc4eD1bWF2ByD9A5NnYqZeaQ3ehQkxJCZRkv7iSQFckdr9gpNo9IOG9nwBvz4A35UyoyvJSvEnDSWGLzRzu2hUQoVoNGo8Hr9+IcejzXN1ev14ho8ESuqUQf3iVUOrzf42OCgF6vtxIyLscR0iNlNOhuzRGdv5BSEzAxtOK5i5PQXfyDA4ioTFquT+aVGMvTqiLvOEGwQ9Gka1Bo14A0/NnzkQjIAnRxC3/OTm/fGfD50Z8ka585Tt91Fvim4CKeiQEFOBu3W2CvO9jhcLJpv4qjZHlUfNZrIOip3tGYvT3gaVfAUE+p0uP0+9GrpbAiRDKPFY4QkOrcf73RQWZpDj91Fl9WJyaDHZNDTfNwWc3uNRhMxKjH82mQku3OQzAwt2Zk6euwnOhZenx+tJvZ1isymmBukszFLFOToInr9g4NeyuflYHO4oxbbC02nWl1bwIefmCnIy4iZXWLQ7aM4NwNTdhomo55FlSbpXJzERpvLm2dMjz1CZtCTn5PBtn3twbgftYr5ZcaY2xaY0jlqtnHm6hLaO/ux2gbINQYDD4+abRGpmeWO1uw1MhtVKAWu2+dDr9bOWLmEmMtGa8PHYkl1Hh/sbIu6njhzdUnM7T0eD0V5pvBUWY1KISc7LWb7X5yfhT5NjaNvkEy9NmKbxmM9LJxnAqDH5pLZFHOMdDZmiZJcNY0tKnx+f3gUo73LSUVxFoZMHT5/9JCl3enG5fajUatpag3elQhllwBYXVtIZ08/jn43huy0aX9PIrWMNpe3pjKHIzFWkc016uns7Y94PCdbF/MuVa5Rz+c+HbmOznGLg50HOygrygovIJmmVcsdrVnMEyNAHMAt6W+FSJrR2vCxaO/sjzkFqr2zP+4+hmwdi+ebGPQEZ1coiorF800cau4Jx4RqNSrml2bTYumj2+aiIC8jYptAAJpabVx8diWL5ktWwrlGOhuzhN/dy5UbFnGs3R6xaJ+110VLex8L55loaO6J2KerZ4DMDC2Nx3pYUZNPv8tLj91FRXE2+aZ0PjnYgccbOxhYnHxGm8sbmq/bcKwXa+8AeTnpzC81MOj2RQyJZ2ZocXt8LKgw4vacGE3TaVU4+z1RrxuAmIkOVi0pTP6bFkkR6mxowp2NEyMbQojkmIpYy3jTZeM9rtVq6e7zxGzD1ywr4mirnbKirHB63JFJQ05bVsyR1l7yctKpmZcjHY05KmmdDbfbjW/YiSU9PXaOZjF2ZUXZcQPAvF5/1J3kUMBtIBBMT2fITqOzZ4C2zuD8zVBHY/hxJCj35DZyLq/Z4uC1j5oj0ih+/twFUfu1dTrDQ+KDg176XV4aj/VG5WqvqTTxfy/tJz83M5yScaoWFhSpw+P3oVFUqJTgqsGhrFShTogQIjkmG2sZb7psnjGdt7a3cMxsi0ipOzJAPMTr82Pvc/OlS5cB8PpHzTG3cXt8XH/p8gmXV8wOU97ZePXVV/nBD35AZ2cnEFzwRVEUDhw4MNUvdVKKFwAWCrwK5cXW69QYsnTAiWFUBWhutaFOEMAlQbkiZCxpFENCU6w0aoXKMiP2YRmphudqD6W3PT6U3vafL1405qBGMXt4/L5wvAbINCohZot402VzstPYurcdOHEu+MKGGjIyMrCZ46TX7z0xGhK/nY/9uJhbpryz8eMf/5hf/OIXrFq1CpVKso5MtXgBYLnGdAL+AFqNQlVZDva+QVotDqrLjdRU5gCwv6kbRYG8nHQMmTq6ba6INTZA0syJE8Yz4rC4Kg+X20fzcQddPf2YDOmsXW6gbn87w8OJRqa3PXCke0qCGkVqcUd1NmRkQ4jZINZ02eL8DN7bYQ5voyhQVW5kx4EOum0eco3pGLL0NB7ribimGH6eyDWmx752ibMyuZhbpryzYTQaOfXUU6f6sCc9nS44ShEvAEynVXH4WC8L5uVELaZzpNXGggoj9UeDMR2huZKLKk0cbrGRmaENz6WXoFwRErrjFJoKFcoS1dkdHShY32Tl7W2tQDBm46jZxlEznLa0mPrmnnD9GpnetqXNwQXr5k06qFGklqiRDfXQyIZPRjaESHWLq/Ii1tR4cvNe/P4T54LivIyIGI3QNcXw2NGRbXhejh5Na3TSkDyjfprelZhJU9bZGBgIDpdt2LCBp556is997nOkpZ3IcCQxG6Pb29DJkVY7vY4Bqspy6Ot309ndT6lBYbHShu/1XZQsOT0iAKwoP5MMvYYmcy9lRVlRC/1BaF5kZEyH1+dHrVaxcF4OnT394REQmSMvQsqKsjEZ08Prt5QXZ1FelI3F2s8Tm/eSZ0ynpjKHxVV5NB7rparcGLGtVqOmt2+QDL2aAlMGJkMadfvbR7xGliwgOQd5fD6ytSfa/+HrbAghpo/Z4uBAU3dE3F2Jt53AgY/geCOULkSpXYeqrCbuPjXzTeT2unB7fPS7PPj8gZjXGYoCRXkZFOdnRrXh3TZXzBT83TZXVByfmHumrLOxevVqFEUhMDSGdv/994f/lpiN0e1t6OSNj1vCQbTDRye6emG/Op/LCwYoffZnlFx5B2Xramjv6mPTqw14fQEyM7T02gdBiX38kTEdABarE68vgM0xGB4BycrQyY9dAFBkSuONbdaIUbLW9uDqstZeV7jOpKdp0OnUHDjcHbGtRq2idkEu/S41jcd60KhVLKiIvPNVPmzFeql3c4cn4AtnooJh2aiksyHEtIkXd3d5QQul+94KbtTVSmD/B/ivvANVWU3MfYJtt5HW9j6KCzIjsg8O1907wJfiBHtbewfCxxqeNCQ/R49nWByfZMScm6ass3Hw4MFJ7b9+/XoyMzNRqVSo1Wo2bdo0RSVLfW0WB01DKypr1Cq83tijE7t0S1EWK5TUb4WyGvY3WqkoMYTvJudkp6EoqpiZJIbPlY/3mGQAmhti3clK9J3WN1lpaO7FahuIGK042uYYNfOZ1+fnYHMPg3GykbgGvfQOpUz0+vwQCFCYl06mXodGo8Js6YsYrhdzg8fvCy/kB8MCxGUalRDTJl7c3SHKKdXowOseetBNYOfr+N59lgNFl8Tcxx+AytJsHP1uTAZ97AVeE8RfhGI2RiYNMRn0EXF8cg0yN015zMYPf/hD7rnnnlEfi+WJJ54gN/fkmqdttjj4eFcbjoHgjz4zQaYoq32Q1wPVrE9rowLwBwJRK4cvnm+KuZiaThv92Mj588HySAag2Ww8GaQg2NEYnvs8NFqhqBSsttj1cOQoWV+fm75+d8xte2wu1Bo1ELzI7La7SNcPv6sl0yvnGl/Ajz8QQKMMj9mQAHEhplvcDFAuHWQawdZ54kGrGdKzOW7zx9wnlEnQ5hjEmKWPeZ2RKP5Cn6aOuY9eryEtTYPL7Rsqs1yDzEVTni5q+/btUY9t27Ztql9mzmg+bqertx+TIfgjdfZ7yM7UxdzWkJmGc8BDi74SIGZu60PNPayuLaCq3Ehejp6qMiNV5UZy02FliUK+UcfKEoW1i4w0HuuJeg3JADS7JcogFUtDc2/sO19HeyjIiX3iMGSmRSzOp9drKDXEbkqyR2xryEyjvdMZfk2pb3NPqEMxPEBcYjaEmH65xtg3c3INehgckejDkAddrZSmx75xNLzdbzzWQ9VQnOfw64xuW+zpVRBc66uq3EhVWeS1ibPfE3GOkHPC3DRlIxtbtmxhy5YtmM1mbr311vDjfX196PVjyzZw4403oigKV199NVdffXXCbevq6sZctvFsO11Uuhzau/109A6SnxsMqDo6NJVKq4l9ByDflE6AAA0WN56Pj9IdY0XPQACOtNoIAD5fIDw8uSqvmdKGV4J3M47ZOF5zIWpVZdRr5GZ6p+XzSvZrrFmzJqnHn4hkvefQcXU6Ha2W2EE7ZouDPXv24HafOJFkZWVhtUWv6A3B+bVnrcijscWecERMo1ZRmp9GnuUw+9V5o2478u/pqm8hqdgWhMo0V+rsQCA4iuW028P7W3zBtqrluJm6rtgXMxN9vWRKtfJAapUp1ersaJ9NKn12o5lsWXU6HWlp2bFHE9I0kJYBLufQgzrQpIHLyeJAC/vV8xK25YEANDT3UJiXTnFeJi730Mi1bSDqPBOSm5nDvkYbQDhmA4IpdKfrnJBq9fVkMmWdjaqqKs477zz27NnDeeedF348KyuLM844Y9T9n376aYqKirBardxwww1UV1ezdu3auNuPtdLU1dWlXAUbOdXF2uvCbOlj3coSLF1OeuwDrK4txOEcpLNnAENmGsUFGXxyoIOBweCdQZsjmPEnVt7qotx00tK0tLQ5WLYwj0XqDkrfewkC/vCwaenBl7j89C9xqC8Dc7+WsnQ3i2ihLDcbVVlyP69U/E6mQzLe88jP0uJsjjmXtqwojXVrCAAAIABJREFUmxUrKqMeb2hrjLNarJ6MzCwWVBhxe05kDykwpWPrGyQvR48hMw2dVkVBrgF/X07Mbfv7nOQb0yhLd1NmUnPcEyA/J31GMk6lYr1LxTINN5GydQ86YethCnLzWLMkuH9LXw+bdx4jtzCfNQtiHzPVPotUKw+kZplSSaLPZjZ9dlNV1o53D8XMAKXyuqF6JbQchNySYO+hcQcATlMlC9INJ9ryrDRyDXp2HLBEHT9Tr6P+aE843nTtiiJWrCiLW57CQkc46+CyhXmUF2VhtvTN2DlBTJ8p62wsWbKEJUuWsH79enJycsa9f1FREQB5eXls2LCB3bt3J+xszGaxprp4vH7Mlj46u53k52SwIE/BTy8NafnYnW4OHe2hKD8TrSaY2SfRCIgxQ80Za+aFH/Ob3QTUmhPBYABqDaWe45R67dDdBH09wSAxjQOGpcATs0u8dVjirVmxMA+OxMh9XpOncKCpm/qjPeHsIa0WR/BEpUB2hg6VCvxDd7j8HhP+AKhUJ57rcQySrXj4ou0v0NIN85dTo9aAzwn9hSjetYCcWOaaE9OoTpxewtmofDKNSohk8psbwmltF9VcyHPNwalUw0cTLl84gHrdNcHtjzcSeOanwZuR+kwOD2ThZ1hbroBKpaBWJY779Pr82Ptij5SHxMo6KAlCTg5THiB+7733Rj2WnZ3NqlWruOKKK2KuKt7f34/f7ycrK4v+/n7ef/99br755qkuWsqIF7Rldw6yvKaAeQY/RS88yPGaz7CnS4lKJxpaOKfxWA/La/Lp7/fQ23firkWj2cEZw26KqMpq8F95B4H9H4KjKzhkqqhhx2ug1kDVKdA7dNfC3JDsty+SaLxrVtTsegpqLqGx34jVPkieIY2FGX0sPPwSHyvnA4Szh9RUmiISEkDwhLNmaSEDPg1Nrd1Rzy2tNkF6NhTMC945G9bhDex9N5xuUcwd3qEl42Mt6ufxSzYqIZLFb24g8OzPwu1sqfX3XL708xzSLvj/2bvv6Lbu++D/b2xOgHuApChKHFqUrGVbdizHK7bj2G5Gm9i101/aJE/SxG7ipGly2qbuk9P0eTrcpjM+T5pmOmmb5SzHjrdjeUiUZC2SIiVxT4AkQILEvr8/LgECxCBIgiRIfl7n+FgE7r34Avjei/sdn8+XfqfC7jKFxkAP1oun4drrAdBa69X7g7Y3wO/DaDJEpTEH6Bmc5PCecqbdfvqHp7DkGdHqtDFxn8M21+q9WbGupL2xUVJSwrlz57jrrrsA+OUvf0lpaSlPPfUUbW1t/Nmf/VnMPna7nU984hMABAIB3vWud3H06NF0Fy1jWMvz405/qi7P57r9VQSe+w4oQdo1W+IG70amHp1y+RgcnaJ+SyGdPeO4vQH21SbI8OOZhslxyC8Gw+yNgN8Lfo/aAPF7wVJK4Pkn0DQdlpvAdWpRa1ZU1NHw6r/QkJULJdXQ2qfO491/K9bsuXqaLCXz5LQHf4LFJN1ePwT8at2q26s2OJTZ7fxelBNPE2g/LvVtA/HONigkQFyI9IscuZi/IJ/aYIiOl7B6B7D6hyDoghkDaPVQWk3g+Segrz18DN0tDwDgfrEz7swL28QMd7+9HoDn3+zhdOtITNkkuFskkvbGRltbG9/+9rcxGtWMSu9///v5+Mc/zle/+lV+67d+K+4+NTU1/PSnP013UTLWglNd+jsg18LAjBGITT8aSj3qmvah12txewMM2qYwmfT4AwqNFaao7ef3dmAfUBsX9Qeg4wQ47WrguMsBWh2cfk56nTcJzc5rUS4cUxsYfe3qg3ojmsZD7NTP1dNkKZmnZ/wJU9+OOdww7YTBS9F1LmRiWF1USurbhuGbHdkwyqJ+QqRVzG/5vAX56L+oPq6fTW1buT1mRBm9EQ7cBm/+Iu4xEmWUiny8qbaQcxdtKU/XFSLtjQ2bzYbBYJh7Ab2ewcFBjEZjuAGy2S041cVaDxeOYa32YnPE7l+QZ0Kj0VBWlBMexizIM2HWeqivnMHae5bA4HG1R9nrBp87prcjakSjoAw0GiirDQeJ4feqvSRy87ehhafYtb2hNnKrGtDsuAZtVQNVEK6nQzYXllxD3GDyQoMPc44f20Ts8auyvGojFmJH0UBNt9jbLvVtA/HPNij0cUY2fBKzIcSSxRu5CC/Id+xJKKxU//O5YXIs4Ygyoz3R1+GI62+x2ZQgachcJ2b0PcwkVeX5Etwtkkp7Y+Pqq6/mox/9KPfeey8ajYaf/vSnHDx4EJfLJY2NCMmmuoR6m5uCPVzQxaanzck20Hp5LCpd3AFjH9azP1Z7qIutULEN2t9Uezf0hrivg9MOlhIoKIe3Xoi9iEn8xqagrWpIeJMfWU97W45zWaeLqY/1eTOg0XBhODaAsNE8E12vQqNojtG5dIuh54e60v7exOqbCxCfi8/TaDQYtbrwFCshxBIk+k2eXZCPkio4/lTiWQwhod9+v0/tDPJ7w9ffhqo8LvdPxiYNsUZPkQr9Npw9ezZupkMhIqW9sfHFL36R73//+zz99NMoisLb3vY2PvCBD2AwGPjv//7vdL/cmugfnqT1yhgDw5NYy/PZuUCLPt4cS2DusfJaMJdA5ymo3IZm57Vo3vsI1o4TvHuPjotjBvonoSrLQ6PSDc4etKXV9M8YqTJraMybxnrs+xD6IS8sV6eu+Gd7lasb1YvOfMVVaA7cqpZjfkMDpJd5nUo2pzeeVOuzdfgk796+h4vTZvqnoCoPGov8WAdPgd/Hu4utXNTWqPUy20tjsBvr8LwetKJKcNigrlltaHSeBI1W/THUQOBbf5FSmUXmireon/q3XqZRCbEc1nqw9cU+bi6G0V7Iyks+iyH0XLFVnfkwMQI1TQxUHKbdXcDAk+eoLs/n5sNWugYnsTs8FFtMNFjzaGqsjFukeGtqCDFf2hsbBoOBBx98kAcffDDdh84I89fIsE24udBp5723NcS9QYs7x/Licdh5BC4cUx+39akXgrq9cOZFlAvH0Lz3Eaisx/r0V7GaS8BcCO0dc1kmQnMyp3IBBZqPwvnfqK+RWwh9bXOFyC2IvtCAOi9//y1qJgpFQTn/auzzO65J50cnVkHCOb3v+wxaa33M9ouqz4WVWI9/B6veoAaTG4vhlRPh0TOr/eRcvQz1lhVbo0cytDp1HnH7G3MLSjUcgitnEs9DFutKosaGUaeTbFRCLEM4xg7mrrMAplx1hsL4YPwd548oa7Rw6TQAA2UH+PGlbPyzC2/aZrNe/vZtDVTKtCiRJmlvbNjtdr797W/T29uL3z/3w/KVr3wl3S+1JuKtkeEPBGm7Mha3sRE1xzLUg+tzQ88FqG4Cg2kugCui90HpPDU359JpA3NRdGPA71UvHA1bIBhQGxdb90D5Vjj+K6jaDkVW9bWGu2D/repxbH1QXAUNB8M3csnm7Yv1JWZOr0YLdXtRTv6awLPfjhk1SFifz16i4vyF6CxRY4Nqg9jvAZdT/b/fq2Y5K21SR89C9TIkNJLRcFD9MWx5Rp07XH9g9jiTarxQvHnIEsOxLiVsbGj1zMQbQRVCpERb1UDg9t9Xp0TZB2BrM1TUQX+7Gp9ZWBF/FkN4RHmv+u+Tv1Yf1xtp18bPennhypg0NkTapL2x8dBDD7F9+3aOHDmCTqdbeId1JtEaGf3DUwl2iJhjWX8gugc3UVYox6ja62vvV7fze8GQFT06oTeqcy71Jmg9Nne8rnPQcADyiuDUs1G9xWTlQtM16gjI5bcI5hVENTjkxm4DmD+nd36dmzdqkLA+T2nBfiY6S5S9H2z9at2rqFMbHwA5FvUHLCt3brQC1O1yzGqqxUungLOw/Sq1rnecUJ9vulptDKfyXsS6kLixocMh06iEWLJgfwc8/fXoe4ius+p1fmwI9JVxZzGg1amdQn6f2ukYChZPkvUy4T2NEEuQ9saG0+nkS1/6UroPmzESrZGRML90aI6l3jjXExwpckQjlJkH1Bu3YutcL0XnSfWCEvCq06RmJmF8GGac6jSUULYJv1edizk1Eftabhc4R8OvKz3HG1DknN4kdS703Sesz9ne8FSocD2xNqiNDb8Xhq5ATdPs6JlHbUxU71AbwN3nIb9QbQjPTKqxI+GsJxFzh/1eMGYlnocsdXNdSjaNSgLEhVi6RCPX+L1qIhj3lDqLwTGi3jsUVQIauHhCvT/QG6NjOF2OhFkvZc0MkU6xy3kvU0NDA8PDw+k+bMbYWVeEXhf9sSXLL63Zee1czmunPf5BQ5khQpl59EY09fvVRoR+NoOXElR7g0050Pqa2riw96sjGVfOqA2REPsAzMS5eoReK9ei/lt6jjeccH2D5HVu9rtPVJ8bg71zP2qz20Yd2++Fqia17nWdVetcZ4ua1ax8q9povnJGnUusi8iGFln/ZtfziDpuuBASM7ReJZtGFVQUAsFgvN2EEAtJNHLdeXJuZsOpZ9XMVNn5amfQlTPRaW9NOVHX8aZgz6LuaYRYihUZ2bjnnnvYv38/JtNcXuaNErOx4BoZ84TjIS6eUOdMRs6nDDVCSreoGansg3DwdjT1+8PTmwIAHS0o9n40pbUJ57dH9RibS0CboB0ZOXoiPccbTlT8zVAXWIrjz+Gd/e6j67NTzXgW7Mba9su5bWt2xB57tA+Gr8Svi55p2L4Pggq4xueCGEGNF3LYYOueqLggiRnaOLxJplGpz/vJ1koadCEWLXKmhLlkboQ4kt+rZqO09cHAJTj4DnXx1LFBdaSjqgnNVTeHr7dW0zTvOVJK+2gwpXsaIZYi7Y2Nd73rXbzrXe9K92EzSrI1MuIJxUME+ztQei6o05xCgeIuJ5TWqBeFsQEotqJMTUSnL92yC0fj9RQ3NqupQeOJXAU81GsRb+5m5OiJ9BxvSJHxN8H+DpTLZ2LqQeR3H6rPwaEulB/9v7m4C40WGg+BdyYqJa3ulgcACHzzz+MXYHxIXefF7wVNxDoaoQxocRoREjO0cfgTpr6dW0U8e9VLJcT6p9l5LYpnWu3QQVHjL+IZG1JHMNwudaTjht+B8jrwutGUVsVcb6uB6u2r8hbEJpX2xsa73/3udB9ywwj3DPe0wfFfqjdhh98Jrz2pbpBrgctn4PIZlIPvgDMvqo/b+ig48yLBvM8knt8ebxXwa++BaYfaW1y+dXYtj5Ow7ybpOd4kFpNpTFuxleC9D81t23Borp5CbBrdsq2JM5+0v6n++9AdappcGa3YNHyz06QM80ZXjTr158YbkLgNIZJJugDypdPhDkO2Ns8lmolMOV5ao45kNB5SswC+NLcOl3LyGUkrLlZd2hsbXV1dfOELX2B4eJjnn3+e8+fP8/zzz/PQQw+l+6XWJW1VA4FQkFdWrrqoTt1edZRjckwN3jJkqb3Du65X4zNmA7+V1tfn8mzPH7HIsajbRvYib9kRe0E5cvfqvVmRERYzahC5beC57yRPo1tsVbNJhYIPYW54H9R9x4fQffAv0/l2RIYLraVh0Eb/vISmUXkkSFyIuEIzGnb2dxAYPh2zuGlMgLilVL0Ge6bn7h9MOZBfjO6dHyHw0n/Dm7+IfhFJDiPWQNobG48++igf//jH+fu//3sAdu7cyec+97kFGxuBQID3vve9lJeX8/jjj6e7WJml/6L6/5JqtcER2UgI9VLsPAKTtrkAsFwLDHWhveWBuD3VAIpWK3PeRfqE6mlInDS66I1w4DY1SNxcrE7T6z4/l8LZ1r/65RZraqGRDV9A0t8KMV/kgqwaAHt/7OKmkQHiuRa1kzI00gFz9w+7rlP/7j4f/8UkOYxYZWlvbExOTnL06FEee+wxALRaLQaDYYG94Fvf+hbbt29nampj53YOXGyBggr1JmxiGLLz4gd4uacgrxi801C7Sw2q3bKTwNNfh+FuqG5C844Poa3YOrefNC4ERMf7WOvVAO++dvUHZt6iflHbD16G+v2ziz8OzNVTSJ66eWwQFNTEA34v1DXPJSEoqlidNy0yRrJ1NmAugFwIMSdm1AJiRyEip1F7ptVA8HjX5JnJ2O0jyb2CWGVpT32r0+nw+XxoNBoAhoeH0SbKjDRraGiIF198kfe9733pLk5GCbQfh199TY2t0BvVlKBjQ/E3Hh+CwU41daitX10Z9NSzcP5V9eJx+jmU//6/6iI/QswK946deVGtJ2deVBeBmp4M/6388LFwvYnavqAMjj+l1rHhK3P1FBZI3WyDgG9uHnFEEgKyJaPJZpMs9S0ga20IEc/8keSQoa65f9fsmLsmm3LU+4R4Zh+XtOIiU6R9ZOP+++/nk5/8JOPj4/zzP/8zP/nJT/j0pz+ddJ8vf/nL/PEf/zEulyvpduvB/F7lqF7kjhb1Jiy0QJ8SUNOD2uNMNckvUnuHiypnb+SSL84mBCTuHZu/mF6o3oS3jzdyEaqnKOrImrkkcUC4ww4NW9Rtus+roxt6U+IUzGLD8gUDaACdZv40qtmRDZlGJUSsosroaaca7ex9gqJmA6xumh053qteq11Odepq3GtyBYEf/aO6ftftvz83si1TrMUa0SiKoqT7oCdOnOCFF15AURRuvvlmDh06lHDbF154gZdeeolHH32UN954g69//esLxmy0tLSku8hpUaV1U/rKvKBavZHRGx7AkVPC9te/g2b+OhtNV6uZe+YHfNftVRfxK6mCrDx1WDTORUUpqaZ1//vwer0xz21mBw8eXOsiRFmNOms0Gtl58n/QxGu8FlvB71PjKAClvI6eI/ez5TffQGPrVwMN9Yb4P1xltepK37mW6PnBoNbV3W9jwrqTghe+ob5GKCsKMHrDA/QHs1bg3W48G6XO/tjdzVjQwx/kNEY93uZ38LJ3iLcbK2jUW9JRRLHGMqnOZup9QSqMRiO7hk5Fx282HFJj5EC9pupnp6NHZp+qqIt/Td55RB3d6GtX70GOfpBRXR4+n48VuOVbNzKpvm42aR/ZADh06FDSBkakkydP8vzzz/Pyyy/j8XiYmpris5/9LH/3d3+XdL9UK01LS8uqVbCY7D0Afi+lY1eo2H89gQ5r9M2c3wsXjsHV74TxQXVRv1CQbSh9bWEFDF5Sg8nj3Ahqqhpobm5ewXeVfqv5nWSSlXjP8z/LwPDp+CNlocUcZ3vLNBqofe2JubgMl0PNZBKvsZFrVvcNrQ+DosZphOqqBop3HiBozkdpewOlvwPN7uvR7LiGiqoGMiVqIxPrXSaWKdJSyvbzliGyvMGYfYMjXbzcPkRlTTUHrY0x+2XaZ5Fp5YHMLFMmSfbZZPpnFxh5K3rUAqIzVRZbZ2dCDKj3Do5RdWprvGuyxzUXq+H3Umq/RMXs+kjplumfq8gMaWtsPPzww+E4jXgSrSD+mc98hs985jMA4ZGNhRoaGStR/ETo8a3N6joakQ0SnX52brsFGJwLsgX18aw8NbbDkBV3kT6ZeykiJUyNHIqjmN9bVlA6V68S1LHwvqCOtpXVqrEYs0Hgmvc+AsylzT179uy6awCL9PEFAzHxGhCRjUoCxIWIodlxjRo/pzdA7R41U+X538xde/0+2LIr+hqtBNXref0B9flQYo79t4L7xNzBJbZTrLG0NTZuuummdB1q/Voo88Noj3oRGB9WRzIKK6GwHEa7weeDIqvaM+G0z/VQKEHYtg+l7yKaw+9Ug3GHu2TupYgr3iJ+VDepwYfldWoMRWRvmXdGrZMTw+qw+76b1Do2NjSbSUozN8oWYikB5xjMjl7Mr4MypW9zS9jYkABxIRLSVjUQuP33oeMEiq0XTWGleq3uPKneB7gcMDU2N/oRuk8oqQHHiNpIqWtWF/FreSb64HKfINZY2hobqa4c/uijj/Loo4/Gfe6aa67hmmvWb099ol7l8OhDIABnn1X/nWtR1yboOqvOrzShztcMPRfRa6yV3mKxCHEX8Ws6DKAuxhdZR+0Dal3b/TaYmYK3XgC9Ac17HkFx2tXsaaEF+0DtVWs8jG72eELM5wsGyJmfAYe5AHGPBIgLESPY36FmDgyvszEbm1F/QB1R9nvVDsjIkeneduhtR/O+z6C11hMcvIzyP38bXi0ckBkQIiOsSMxGMm+99dZqv+SqiderHNXz63bN3eTNBuqqj0/BjmvR7Doyt++8XmPpLRZpEVkHQ/xemHZAMDhX7yq2QsVWAkpQzaJm74fiKmg4GNXQiJd9TWxuXhnZEGLRUsok2HkSrr1HvV7P3idQ3YTS+rrakWStV7NP9V+EvosyA0JkjFVvbGx0cXuVQ8biBN+COmXl2I/h1g+iW6EgLiGAxHVwfBjdB/8y5mFd0+HwqMh8kSveAmDrQ7lwjKobpA5vVoqiJInZkNS3QiSUKK7CaVdHMRyjoNOj2bIj3HgIDnSi/ODvo67BXDimzoi4+XdXqeBCLEyS4K8ma4JGiLkIXA6U7vOrWx6x7hmNsdNVkkpUB5fQ85WoJ84y2L7oY4mNwT875U5GNoRYJGt9/MeLZ9Pf77spPK06RGl9PfH6W0JkEBnZWIakC/jFkTBTUEkNKAp0tBCYnlzwOEKE6t7O/g4Cw6dTrjMLxRUtqk4n6Ikz2LoX/X7ExhDKNGWM09gwzWaj8gaksSHEfAmvzftvWfQ1WLJPiUyz6o0N7QZZUTjRFJLgvJ6HSOGYjlPPqXPgQ5kkTj+vZgcCsA8seByxuUXWPTWQsD/lOpMsrmjRdTpB9jVfSa30YmxSocaGPl5jY3ZkwyMjG0LEUKYmYPtVaobAUKYpY7b6eCILZcAUIkOk7Z5gZmYm6fPZ2dkA/PCHP0zXS66pRFNIlLY3kp7o2qoGghoNyq+/CYOX1QdDDY1FHEdsXkuteyGJ4ooWe9xEPXGOyiayU3onYqMJxWPEG9nQabVoNRo8MrIhRKyOFrh4fG518NCaW4qSMG5uwQyYQmSItDU29u/fj0ajQVGU8GOhvzUaDa2trel6qcwQGqYMXRhcDvWET2H4UmutJ3jrB9UYjY6W5McXYr6VGjpf5HETjZL0DzkzZtVwsbp8s6MW8WI2QB3dkEX9hIjD3r+4x0khA6YQGSJtjY22trZ0HSrjBQc6obgSCivmFkerblRXYM41p3SMUO9yYHpSzac9n1wsRCKLHDqfH4dBzQ7oa1d/nCLjMpYwJB93lGQoQQNabHje2YaEQZegsaHTy8iGEPGUVKkL+86/p1hg6nnSDJhCZIiNEUCxioL9HWqqOXOpurhO1zm1sdB1Tv27qnFRx9PsvFYdHYkkw6AiicXUmXAcxpkX1YbEmRfVhaOmJ8N/Kz98jGB/h9RFsWxzAeLx+7GM0tgQIr7qnfHvKap3rHXJhFi2tMdxtrW18Rd/8Re0tbVFLUS3UaZRhVPK2XrjL8DT155wfmU8MgwqFiuyzij9HWiS1JmUFoqajcvQ3fKA1EWxLMmyUYE6jcoZTB7fJ8Sm1NsW/1rd2wb7blybMgmRJmlvbDz66KN86lOf4q//+q/52te+xne/+11yc3PT/TJrp79DjdFw2hM/v0gyDCoWK1Rnzp49S3Nzc+INU1koKmI7qYtiOcLTqBI0NtSRjUA4lk8IMcseZwprsseFWEfSPo3K6/Vy5MgRFEWhrKyMT3/607zyyivpfpm1Y61Xg8Hzi+I/LzdqYhVFjh7GlWihKHOxWo9DpN6KNPDNTpFKNI3KpNWhoIQX/xNCzCq2Jni8anXLIcQKSHtjQzcbGGixWGhra2N8fJz+/sTZFNYbzc5r1X8YsmLnt2flotn9ttUvlBAJJIrDQG+aG7LXG+fqtRDLEBrZMCYIEDfOLuwncRtCzNNwKP61ujH1adlCZKq0T6N65zvfyfj4OB/96Ee57777CAaDPPTQQ0n38Xg8/O7v/i5er5dAIMDtt9/Oww8/nO6ipUV4vnz7m7DrOnC7YHwY6g+AcxTlmf8kkMJq4kKshngxQVQ3Qf9FKKlWM55UNaJceI3As99eeNVwIZJYaBpV1CriBtOqlUuITKdrOkwAoKMFxd6PpqQaandDzwUCr/9Urs1iXUt7Y+NDH/oQAEePHuXNN9/E4/GQl5eXdB+j0cg3v/lNcnNz8fl83H///Rw9epSrrroq3cVLi/nz2peymrgQqyVuHMZsEgOpuyKdvMGFplHJKuJCJKJrOgxNh2lvb6chTyvXZrFhpH0a1X333Rf+t8FgIC8vL+qxeDQaTTiI3O/34/f711XwYNKVl4XIYFJ3RTr5AjKNSojlcrlccm0WG4pGiVzyOw3e/e538+Mf/zj8dyAQ4O677+aXv/xl0v0CgQDvec976Onp4f777+eP//iPE27b0pI5i4YZjUZ2nvwfNHFW+VRKqmnd/76Fg3hF2h08eHCtixAlk+psiNTdzLIR6uwb3lHe8o9xr2kL5brsmOdPeG2c9Nt5l6kGqy4nHcUUayiT6mwmXmOXSq7NKyOT6utmk7ZpVF/72tf42te+xtTUFEeOHAk/7na7ufvuuxfcX6fT8eSTT+J0OvnEJz7BxYsXaWxMvEBeqpWmpaVlxStYYPg0xLkoaKoakqclXYTVeB+rZSO9l8VYife83M9yJepupn6/mViuTCxTpMWWrePSCRgYY+/u3VTnFsY8b+u9wMkuO1vrt9FcFJ1lJ9M+i0wrD2RmmTJJss9mPX12J0+eRFPVsOL3Femwnj5XsXbS1th4//vfzx133MGXvvQlvvjFL4Yfz8vLw2KxpHwcs9nMNddcwyuvvJK0sZFJNDuvRblwLHrIU1ZeFuuA1F2RTt5AagHibplGJURCiqLItVlsKGlrbOTn55Ofn8/jjz/O1NQU3d3d7N69O6V9x8bG0Ov1mM1m3G43x44d4yMf+Ui6irbiZBVwsV5J3RXpFAoQNyUKEI/MRiWESEiuzWIjSXs2qpdeeokvfvGL6HQ6nn/+ec6ePcu//uu/8tWvfjXhPiMjI3z+858nMLuy7B133MFNN92U7qKtKFl5WaxXUney/xDDAAAgAElEQVRFuoQaEaFA8PnmRjZ8q1YmIdYruTaLjSLtjY1/+qd/4gc/+EF4ZKK5uZmenp6k++zYsYOf/OQn6S6KEEKIVeRJcWTDMzvdar3yBQNcdtrINRjjxqYIIYSYk/bGBkBpaWnU30ajMcGWQgghNgpvIIBWo0GnjZ9V3aQ1AOAJrt+RjT7XOF+98Aqj7ikAjlbUc3/94XWVrl0IIVZT2tfZyM3NxWazhS+8b7zxBvn5+el+GSGEEBnGG/QnHNWAyJGN9RmzMTjt4LEzzzHqnuL68u1U5xbw8lAnLw91rnXRhBAiY6V9ZOOzn/0sH/nIR+jr6+PBBx+kq6uLf//3f0/3ywghhMgwnoA/YbwGrO8AcZfPw7+efwmX38sHG67h+ortTHim+YuWX/Cz7jNcW1YXfn9CCCHmpP3KuHfvXr71rW9x8uRJAPbv34/ZbE73ywghhMgwnoCfLL0h4fPrNfVtUFH4z4uvMeqe4s6a3VxfsR2AAlMOt1Q18Yuec7w+coUbKyWYVwgh5kv7NCoAn89HMBhEURT8/vX1oyKEEGJpPClPo1pfMRvP9LVydmyAnQUV3FMbvaDa0Yp6tGj4zdClNSqdEEJktrQ3Np555hnuvPNOvvOd7/DNb36Tu+66i2effTbdLyOEECKDKIqCN+BPOpXIpNWjYX2NbFyZtPFk11sUGLP5g6br0GqifzYLTDnsKqykZ2qMkZnJNSqlEEJkrrRPo/qHf/gHvv/971NXVwdAV1cXH//4x7n11lvT/VJCCCEyhC8YQIGkjQ2NRoNJp183AeK+YID/bH+dIAq/33Qd+casuNsdLN3CufEBTtp6uaNm1yqXUgghMlvaRzYsFku4oQGwdetWCgoK0v0yQgghMkhotCLZNCqALJ1h3Szq96ve8wzPOLnJ2khTQXnC7fYWVaFBw9mx/lUsnRBCrA9pb2y87W1v49///d8ZHR1lZGSEr371q9x2223MzMwwMzOT7pcTQgiRAUKjFQtlZDLp9OtiGpUr6OPpvlYsxmx+q3Zf0m3zDCa25hdx2Wlj2u9dpRIKIcT6kPZpVP/yL/8CwFe+8pWox//mb/4GjUZDa2trul9SCCHEGguNViTLRgVg0hkY90yvRpGW5bR/DF8wwD21zQu+J4DdhVauTNq5ODHMVSU1cbcZcDk4Pz6AzT2Fy+9l0ufG6XXjDfrJN2Sxu9DKLVVN5OhlIVwhxMaR9sZGW1tbug8phBAiw4UyTGXpkt+YZ+sMeIMBAkoQnWZFEiIu25TPTZvfQbEplyNl21LaZ2dBOT/vOUtrnMaGLxjgu53HeW34csx+2ToDJp2enqlxrkzaeXXoEg/teTtVuTL9WAixMcgKREIIIZZtJtzYWChmY24V8Uztwf/N0CUCKNxc1YROm1qDaGt+MSatnnbHcNTjQUXh/7X+hrfG+tmSV8gtVTuoyikgz2Aiz2DCoNUB6sjQM32t/KLnHF859wJfuOp2Ck05aX9vQgix2ta8W2lwcJAHH3yQO++8k7vuuotvfvOba10kIYQQixQOEF9gZCM0Jcntz8wg8aCi8JuhS+jQcF15aqMaAHqtjm3mEganHUx63eHHXxrs4K2xfpos5Xxu3zu4tqyOmrxCCk054YYGqCNC99Tu5X11+3F4Z/jGxddQFCWt700IIdbCmjc2dDodn//853nqqaf4r//6L5544gk6OzvXulhCCCEWIdR4yF6osTH7/EyGZqTqdI4y6p5imy5/0SMvDZYyADqcIwBM+738rPsM2ToDH95xXVTjIpFbq3bQXGSlbWKYN0a7Fl1+IYTINGve2CgrK2P37t0A5OXlsW3bNoaHhxfYSwghRCYJNR6yFwimDjU2MjX97RsjVwBo1JsXvW+osdHpGAXgxYEOXH4vd9TsxmzMTukYGo2GD2w/hEGr4ydX3sIXDCy6HEIIkUkyKmajr6+P1tZW9u1LnmZwLXQ6RnhzpJtO5wj15jKuLqulfvaHJZXnhRCJLef8kXMvM8zMpnxdaGQj1BiZycBpVIFgkFO2XsyGLCq1i4+X2JpXhE6jpdM5SiAY5IWBdrJ0Bm6sbFjUcUqy8rjJ2sgzfa28MtjJzVVNiy6LSJ38vguxsjRKhkwKdblcPPjgg3zsYx/jHe94R9JtW1paVqlUKrfZxPdGzkf1MBm0Ou4r202W07Pg82L1HTx4cK2LEGW16+x6spzzZyOde+u9zh7zDnPOP8F7smop0cZfaRvgvG+cV30j3GKsZPsSRg9WUm/AxVOePnbrC7jemHgRv2SedHczEnRzs7GS57yDSz6WW/HzxMxlTBodH8jahk6jWVJ5VlIm1dmlXmPl933zyKT6utlkxMiGz+fj4Ycf5u67716woRGSaqVpaWlZdgV7ouN4zFC2LxigRzPDfQcPL/h8OqTjfWSKjfReFmMl3nMmfpaLLdNyzp/F7LsRPqvVtpiynWl/DUYmONi8j5KsvITb+Uau8Gr7CJVbajhYWR9+PBM+iwsdb8AQ3LHrEJOdvUsqT9cVLc/0tdKV5QcvvLv5CDV5hUsqT/8lPc8NtBOoKeLq8m0Z8RllsmSfTaLPLhN+31MtayZaT2UVa2fNYzYUReFP//RP2bZtGx/60IfWujhxdc4G+80XCgJc6HkhRGLLOX/k3MscoZWzcxcIqs7Rqc9PBzJrpe2gEuQtez/5hizqzSVLPk69uRSAK04b1hzLkhsaADdXNaFBw3P97ZKZaoXI77sQK2/NRzZaWlp48sknaWxs5N577wXgkUce4cYbb1zjks2pN5fRP+2IebzBXJbS8ydGuzlp62Vg2oE1x8KBkhoOldaGt5P5oGKzCdX5rkkbFTmWpOdPMonOvcpsC18++RRb80vkfFolLr8XDZoFU9/mZGjMxiWnjUmfmxsq6tEuY7HB7bMNlSAKB0u2LKtMJVl57C+p5qStl07n6LKOJeJLdg35m1NPJ7w+bc0r5r86W2h3DMnvthALWPPGxqFDh2hvb1/rYiR1dVktx0Yux8zZPDzbYGgsKIv7fIOljBOj3Xzj4uvh5wanHZwZ6wfgUGktnY4R/vHcC+Hn+6cdHBu5zKf23CQXLrEhza/zxdl5GLS6uOfPQhKdeyVZeZyw9dDtGg+fT2JlTfu95OgNaBeILQilkw2NhGSKU7ZeAPaXVC/rOHmGLExaPZ6gn6uWeSyAm61NnLT18sLARQ6SWkYrkbqFriEHsnLiXp88AT+vzq4IL7/bQiS35o2N9aDeUsZn995Ky2g3A9MOyrPNHCipCV9UPH4/B0u24Pb78AYDGLU6tFoNnY4Rpv2+uPM9T9l6OVRay5sj3XGfPz7aLRctsS4Zjcmn0VwYH4r6+7Stj6tKqtGjYcrvC58/V5y2qBHAeDomRmgushIMKlHnXr/LEb5BCJ1PTZqF1zgQS+fyecg1mBbcLhMbG4qicMreS7bOQJNlaYHhIb5gAJ+iXtMDweCyy1ZvLqU6t4BT9l52mOqWfTwRLXQNydIYKM/JY3h6CrfiC19DQtcnFBiccVJiyqUix8Jz/W1Rx/EFA5y09crvthBxSGNjAZ2OEY6PdBMkyJTPy5hnmiydgQnvDK8OXeLc2ADDM5M0F1kZU4IMuycpMuVgQk+HcxSzIX5PVGhYVuaDio0iNDWqwzvCuQ43DQVlXJwYCU8PbCwoo2NihHbnCI2WMkw6PadtfeH9PcEA495pik25VGcVMDjt4H+3/CLpFIVO5yhlOfn4FHXf0Lk35nFhMWZjc08B6vm0x7C8KS0iMUVRmPJ5KM1OHBgeEmpsuDKosdE9NcaYZ5pryraiT2HhvWTaJ4YJzsZXXHLaqM0vXtbxNBoNN1Y28t3ON2n1Ozi6rKOJ+a44x7imfAsdThuvj3ZTkW2mwVzC68M9WIzZjLld4W0LjTnotTrc8+KNtGi4qqSaUffUgtcsITYjaWwkEZru0Vxk5ezYQHgEYmDagVaj4ZS9D18wwIGSGp4baI+aKmXQ6rirZg/DM5OUZOXNTjEw4vDO4AsGqMqxAAvHewixHsyfGlWRY+YbF18HwGLM5tjIZY6NXKa5yMrgtCN8joSmmZwdG8Cg1VGdW0CO3hB1PiWbonC4tJaf956LOffeXtnIi4MXw9s1mMvwOTMrRmAjmfb7CKKQp194ZMOo02PQ6pjyZU7a0BOjPQAcKK5Z9rHOzk6TBbUxnI41Mq4p28qPrpyi1T+BPxhYdoNIzDlSsZUfdp0G1GvVufEBzo0P8J6tV/HyUCcHSmp4a/Y7tRizcXhnALhqNpYm9O/IewSZViVENGlsxNHpGKFltBe7R+0V9QYC4YuIFg2HSreEp2cYtLqo50MCwSDugI+gEsSg1dFoKSPfYGLcM0OWTs/+EvVHbaF4ECHWg8jpgAatDl8gSHORFU/Az5hnOjyS4QsEo6Y3eQMBjBott1ibGJpxMuZ24debkk4tDI0oDs44qcg201xk5bStjyBKeFv77IhGqDyHS2txOHoXlYxBEjekbtLnBtR4hVTk6U24MqSxEVQUWmzdZOn07C6yLutYiqJwdmyAbJ0Bg1ZHh2MERVHQLHONDJNOz3UV23iuv52Ttl6uLtu6rONtdqGkLaMzk5Rm5cW9VnU6Rig15BBUkl/LgLj3ADIdWog50tiYJ9RDW5mdT54hm5KsPOwedRjVoNVxffk2LjtH8c0Ok5dk5RFUlJgAsqtKquOOdjQXWbkwMcS1ZXNzb/cVVeEO+LF7XBSbcsnSydci1pfQdECDVkddfjHFWTm8Onw5pv5fX76NumAxVybtgHqjt9VSws96zuILBijJymNwxhn3NTocIxwf7uJ7l07EHDeylxFgaMZJk6WMkqw8DpeqjYRXzSP8Z5xkDJ/ecxPb590QSOKGxQn19lqMKTY2DCZGZiZXskgp63SOMuaZ5kj5tvDN41INTjuxe1wcLNmCBjhh62FkZpLynOUvXvj2ykae62/n+YF2aWwsQyhpC0BdfjG5BiOvjXQB6sjFRYd6LTtStpVKSxnDM86417IjZVu5vWonXVP28D3CfDIdWgjVpr+rnd97WWDM4hZrE8MzToZm1PgLa04B1hwz7oCfdscIldlmyrLzwo9F9nactvWh02oT9nSgQIO5lB92nebs2AAWYxYnbb3otFosxmzaHcP4ggHyDCa5qREZLzQKWJqVR3mOOdz75/C6o0YctGhoLrLi8Lpx+by8vbIBm9vF8IyTK5P28LYO7wyNljIG40wtrMop4LitJ+555Q0Eohr81hwLH9n5tqjtOrwTUfuGyvTcwEW+23k8avRCEjcsTqixYTamli3JbMyi1zWOJ+DHtMadK8dmMwpdm4Yb+LPj6nSb5iIr3kCAE7YeLjpG0tLYKMvOZ4s2lyuTdi45R9k+u56HWJzTtt7wSIXP78fl88YduXD5vBwf6cJiyok7ejrl8/K7DdcA6sKA8a5ZMh1aCNWmbmyEei9Dc8VPj/Wxt8jK6yNdUb0YFx0j7Cuq4vz4YPixQyVbOBMxRzOyh7VnajxhT4faa6vgCwY5NqL+yIV6ZW0RUz+kR0Rkusje//ds3cfPemJjJ0J1O3JO84GSGl4c7IiKgYrc1jQ7p3/+1MIcg5FeR/zzwh4REG7Q6sJrOUTqdkffDCSbZy2JGxZn3DsNQKEpJ6XtzbPTrZxed0pB5Stlxu+lZbSbkqxcGpeZhQrg3NgAGmB3oTUck3LRMcwNESulL8deQxE9HhfP9rWxfZc0NpYiS28I/8Y3WsrCIxvxRi66XeNcnrInHD0NkenQQiS3qRsbJ0a6w3PFh2cmaTSXJUxV6w74wzdABq0Od8Afd7tAMMjW3CICKHF7OiqzzQSUICPuqbjz2EOkR0Sky0rFHoR6/3P0Rrom7QlHHHL0xvBIX6IYp8jRiTO2fm6t3sHIzCSDM87ZkcR8XhroYJulJOF5ZXNPsafQilGnY8bvi1nUb0uWhYHZfZOV4/hoN02WCkncsAhjbrWxUZRiY8NiUkdAJrzTa9rY+M3QJbzBADdUNCy4PshCpv1eOh2jbM0vxmzMIt9gwmzIom1iOC1xGwCV2my25BVxyt7L0LSTijSMmGw2Lp83fN6PeabJSxAjNhWxXbzR04rsuc++3lLGp/bcxPHRbjqcIzSYy8LTN4UQm7yxkWc08au+1qgLSqI5u5E9pxZjdsKRi1H3FAoKVTkFcXtntRoNJ+3qUHuoB+Xasq1RaTqlR0Sky0rGHoR6/6tzCxhMMP/e7nFRnVsQPl+SnTuhc2xLXiHPDbSHtz87PgDj6tQUIO55VZFtpsc1zqBD7W1sLrLS7RqPWtRvZ1YxLdp+fMFA0nJ0OEf4YMO1vDLcKT2VKQol0yg2pdZwKDLlAjCW4DtYDb5ggGf72zBqddxQsX3Zxzs/NkAQheaiKkBNWdtUUM7x0W4Gp51Ycy3Lfg2NRsOdNbt5vPUVftl7jt9vum7Zx9xsImPCikw5CWPEhmaclGfnh6cIjs0bPd1ZWBG1fb2lTBoXQiSwqRsb/S5H1M1EsvnixaZc2h3DC25XkZ2PSavHoNNxU2UjNvcUQ7NZc8qy83imL3YhoGm/jwPF1ZwfH6Qyx0KO3sDxkW4AuXiJZVnJ2INQ2ubhmUm25ScecXD7vFRkmxmcdiQ9dyqzzUx4pkEhXObIqYXeQIAOx0h4Przd48KabWZHYQWDrglMOh37iqoIokSt3+ELBnhh4CKjM1PcWb0Lu8dFn2uckqz8hPOst+YXS0/lIozMTJKjN5JrSL6gY0hJVu7sflMLbLlyXhrsYMI7wzuqd6a0GOFCQulR9xVXhR/bWVDB8dFuWicG09LYALiquJqqnALeHOnm9updVOUWpOW4m4U1xxI+78c809TkFib8LW+LmLZZkW1myutmS24BZdlmBl0Tq1ZmIda7Td3YmN+j4QsGEs4Xz9Lpo0ZAQqkN52+XZzBxZXKMmYAPh3cGg1bH1aW1XHaOMjjjDAeYRRqadnB79U7Ojg/w1lh/+JivSvYbsUwrGXsQmqes1ntjgvPByP/adQPf7Xgj/Hyic0yv1bLVXELrxFC8l8PucZE/m1AhR2/kw03XxaQq/fLJp+h2jcfs2z+tdiz8tOcsOXojf7TnJvzBAGcizrdQOUKjF9JTmRpfMMDozBR15pKU96nIVm+8493krQaHd4afd58lR2/g9updyz6ePxjg3NgAxaZcqnLmbv53FVYCcGF8kFuqdiz7dQC0Gg3vrtvHv5x/iR9cOcXDu9+elilam8WBkprweV9kyqEq18K58YGY60BZtpmT9r7w37kGIwWmHF4fucJJex9VaWo8CrEZbMrGRqdjhNO2PiqyY3s2T9v6uKVqB4PTDuweF5XZZsqz8wE4UFzN4MwkNbkFFJty2VtkxTPbw1psysWo0+HyeanOKaDbNcb15dswG7L4ec85dFptwh7dBksZrw93MTgd2/iR7DdiOVZy0cjQPOWTtl7s7qmoEYfQ+aDTaAHCGV+8gQDD05O8vbIRu3uKwdkUtVvyimgdH6TLaQuPgswXiss4VLKF/SU1cddE2JpfErexETkyOe338trwZe6rPyyjF2nQ75ogiEL1InrYi0w55BtMdDpHCSrKsuMlFkNRFL518Q1mAj7u336YvDSMarRNDDMT8HFd+baoG/9CUw7WHAvtjhG8AT/GNGXe2lNoZWdBBRfGB2mx9XBIpvel7FBpLZ6An3NjA0x4phl0ObjF2sTIjJPBmUkqs/PZml9Mz6SdyhxL+Fo27fPQ6uhl2q+uHi7xW0KkbtM1NiLnsN9RvSumh1Wn1WL3THF50saHm67jiUsnOGlXM1Dk6I1szSvitqodvDp0mTNjAwDhlLWg5uYOpcMLvd5TfReS9ugeLq3lic7jccsr2W/Ecqx0lpRQ739k7vrI8+H/a7wWICaX/YuDF2dX+q7n3q1XAXD97Lz5E6PdcXsaD5Vu4eAC5U70fo266PMudF7J6MXyXZm0AVCbV5TyPhqNhr1F1bw6fIln+9t4R/XOlSpejKd6z3NufICdBRVpyxIVylJ0oCR2BfLmoiqe7rtA28QweyOmWC2HRqPhvvpDfOnkUzzReYJt5pJwHIxIrtMxwvcunQDUKWm1uUU82XMmnJWyzTHC2fFB9hdX4wsGwteyW6xNtESMdEj8lhCpy4jGxhe+8AVefPFFiouL+fnPf76irxU5h/3ZvrbZrDfqmhoV2WbyDEaCisKt1iZ+dOU0jZYyriur46S9l3pzKYdLa9mSX8yrQ5ejenKbLOVRPbkhkVkqOp2j4TnjXVP2qJ7UleyBFpvXamVJ6ZgYiXs+dDpGOFRaixZt3Odn/L6YY4V6aU/ZeumfdlCVY2FXYSUdEyP8oudc0oxa899vZbYlJoYD5LxKp/YJteHWuMg6dXdtM+fHB/jRldPh4P+VdmK0mye7z1BoyuH3m65Ly4iKLxjglL2HAmM22+JMJdtXrDY2Ttv70tbYACjPNvPbdQd44tJx/u38y3xm7y1k61OLmdnMIu8Bzo8PEgwGuHvLHromxxiccbLDUk6jpYwOxwgGrRoHtquwkr6pMapyLTICKsQSZERj4z3veQ8PPPAAf/Inf7LirxU5h91PkF/1XSBHb+Sq4ip+r/EIXZN2vnLuhfBQad/0BAatLiZ24nBZLf947gUguif3U3tuinnNVHpPJU+3WCmr0Xvf4Ryhfza7WuTilKF5zYs5X0BtcIQaHZcdIzy2iIxake/3kmOEfzj3QlSslJxX6eMPBmidGKQ0K4/S2emmqSo05fD+7Qd5vPU3vDp0iboVKmNI28QQ/9n+Glk6PZ/cfSPmFFc7X8i5sQGm/T6ur9qOdl5nE6irVJsNWbxl7yOgHI7pkFqOo5X19LrGeWWok78/8xwf23UDJVlrl0p4PYi8B5j2e6nNL+ZnPefI0RtptJRx0THC2fEBHtx+NR+tiKyVy89YJsRmlb6r3jIcPnwYi2V1gq3q4/RoTvu9GLVqu+vY0OVwQyMkFDsRdZzZHtTry7dh0um4vnzbsoK5Q8d7e2UDVbkW3l7ZIMHhYt0InVe+YACbeyrcMAiNICznfHk9SUathWyPOK+sOXJepVvbxDDugH/JPfbNRVUYtLrwgqkrpWvSzr9deBmAj+86SnVuYdqO/erwJQCuLY/fXNJqtOwvqWHK76F9YjhtrwvqdKr76w9xtEJtdPzvk7/kV73ncQdiRwyFKvIewKDV0eGw0VxkpSa3kD7XBDW5hTQXWbkyZVvDUgqxsWgURYlNj7QG+vr6+NjHPpbSNKqWlpYlv47bbOJ7I+djRhDuK9uN2a3wI29PeOGvSNYcC+8xbsHrjW6IaDQaDAYDPp+PdHyU6T7eZnXw4MG1LkKU5dTZ9SDZeZXl9IQfW2z9NhqNiz4n41kP59V6rLMve4ZoCzi421RDpS61Bf3m+7m7l4HgNL+XXY9JE3+do+VwBL086e7BQ4BbjFa26Rc3ApPMVNDH99yXKdFm8e6sxKNlg4FpfubppUFn5iZTZdpeP0RRFDoCTl7zjuAhiAkdew2F7NEXYkjjSMp8mVRnU73GRl6rSrLyMGh14TWvLMZsHN4ZfMHAoq4vYn3IpPq62WTENKqlSLXStLS0xGxbXlaWcA772Q533BubRksZzfXNyy/4EsV7H+vVRnovi7ES7zmTPsvQeXXRMUKjJX3zmtN1TmbSZxWSiWWKlKxsQUXh+2/8mHytiXcevj7uFKJU9HTpGOi9wGjQzb1XH11qUeMa90zzt2/9GjcBfrf+MEcrG1LeN5Xv5geXT6H0wzvrr+Jg+baE2ymKwmsnfka318WufXvJ1htSLkeqZToE3Ov38lx/G88PtHPcZ+OixsUHth+KG7i+ESX7viI/u9C16sqkLbzeTmhUNmQtf/Mz/boQaT2VVaydddvYWI5kc9gldkKIpQmdV2fPnk3rj7Sck5mpd2ocp8/NkbK6JTc0AGrzigGwBd3pKhoAUz4P/3TuBeweF3dvaV5UQyPV47881IHZkLVgXdRoNFxfvo0nu8/w+shlbrI2pbUsITl6I3fX7uXWqh0809fKM32tPN76CjdU1PP+7QcxaNM/crQeRd4DdDpGkq63I4RYvk3Z2EhmtbL3CLFRpXvagZyTmen8uJr6O956J4uxJU+Nn7AFPQtsmTqXz8M/nn2egWkHN1sbuWvLnrQdO+Sp3vN4An7urd2b0k382yrq+UXPOZ7vb+doZUNaA8Xny9YbuXfrPq4pq+Nrba/yylAnQ9NOPr7raMqrvG8Wcn0RYuVlRGPjkUce4c0332R8fJyjR4/y0EMP8du//dtrVh7JvS9EZpFzMvOcHx9EA+wsqFjWcYpNueTqjYwG0jOy4fDO8E/nXqDPNcHbKrbz29sOpn2F7X7XBM8PtFOSlZvyiInZmMWR8m28MtTJ8ZHuhAHl6VSRY+Zz+27jGxdfp8XWw9+d+TV/tOcmCkxLi6/ZqOT6IsTKyojGxmOPPbbWRRBCCJGiGb+Xy5M2avOKlr0Ct0ajoTa/mAvjg0z53OQZlp6Stt81wb+efwm7x8WNlQ18YPuhtK9O7g34+Xr7MYKKwge2H1rU1KQ7a3bz2vBlftL9FleVVJOlW1rsxmIYdXo+vON6zJezeGHgIn/z1q/5o+abKM82r/hrCyEEZEjqWyGEEOvH+fFBgorCnqL0LFK3LV9dDK/TubR0o4qi8NrwZf7P6aexe1zcU9vMfSvQ0AgEg/xH+zH6XBMcraineZHvvzgrl9uqdzLumeZHV06ntWzJaDUa3r/tIHdvacbucfF/T/+aDsfIwjsKIUQaSGNDCCHEorSM9gBwVXF1Wo7XNDuFpXUJ622MeVx8tfUVvnHxdbQaLf9r5w3ctaU57VOnnN4Z/un8C5y299FkKef925eWgeedNbux5lh4abCDlwY60lrGZDQaDe+qbeaB+quZ8Xt57OxzPNV7noASXMH05rIAACAASURBVLUyCCE2p4yYRiWEEGJ9sLmnOD3WR1VOAdW5BWk55nZzKSa0tNh6ed+2AylNTRqecfLSQAcvD3XiCwZoMJfxe43XUpqd3hW0Hd4ZXh26zK/7LzDt97GvqIo/2HE9+iVmdjLq9Hxs1w387Vu/5olLxxl2O7l7y9LT4S7WDZX1lGXn8x/tx/hJ11u8OdLFnTW72V9SI9mqhBArQhobQgghUtLpGOF/Lp8kqCjcXrMzbaMHOq2WJr2FM75xvtt5nPu3H8KoU3+euibtjHmm8QR8OL1uRtyTXHbawmuvFJpyuKd2L9eW1S152tTQtIPhmUl8wQDugA+n10O7Z4hfnXqK3qlxFCBHb+AD2w9yY2XjsqdnlWeb+czeW/m3Cy/zXH87rw5dYnehlZq8QgqM2WTrjTRZysjWr0zmqKaCcr544J38uOs0rw5d5j/aj2Hq0LPdXEJVbiFFphxyDEZMWj1mYxbb8kvSPlIkhNg8pLEhhBBiQe6Aj7878ywKcKSsjqtLt6b1+AcMxdiMQV4bvsyOgnKuLatj3DPNX59+OmZbg1bHnsJKrimr40BJzZJHGQCCSpAvn34aT8Af85zepaXBUsaBkhquLduW1tGHyhwLf77/Tp4baOeVwU5abD202HrCz7+9spH76g+l7fXmyzOYeLDhGu6o3sXLQ528Ze/nwsQQFyaGYrb98wN3Up1buGJlEUJsbBpFUZS1LsRitbS0rHURxDqQSauaSp0VqZA6K9abTKmzUl9FKjKlvm4267KxIYQQQgghhMh8ko1KCCGEEEIIsSKksSGEEEIIIYRYEdLYEEIIIYQQQqwIaWwIIYQQQgghVoQ0NoQQQgghhBArQhobQgghhBBCiBUhjQ0hhBBCCCHEipDGhhBCCCGEEGJFSGNDCCGEEEIIsSKksSGEEEIIIYRYEdLYEEIIIYQQQqwIaWwIIYQQQgghVoQ0NoQQQgghhBArQhobQgghhBBCiBUhjQ0hhBBCCCHEipDGhhBCCCGEEGJFSGNDCCGEEEIIsSKksSGEEEIIIYRYEdLYEEIIIYQQQqwIaWwIIYQQQgghVoQ0NoQQQgghhBArYl02NlpaWlLe9vz58ytYktWzUd4HbKz3kqrF1NnFyMTPMhPLBJlZrkwsU8hK1dlEMu2zyLTyQGaWKVMsVF/X02cnZRUbzbpsbCyG2+1e6yKkxUZ5H7Cx3stay8TPMhPLBJlZrkws01rJtM8i08oDmVmm9WI9fXZSVrHRbPjGhhBCCCGEEGJtSGNDCCGEEEIIsSKksSGEEEIIIYRYEdLYEEIIIcSmNu6ZxumdWetiCLEh6Vfy4IODg3zuc5/DZrOh1Wr5nd/5HX7v934vaps33niDP/zDP6S6uhqA2267jU9+8pMrWSwhhBBi3TGZTGtdhA3JE/Dz+Td/QklWHn91+J61Lo4QG86KNjZ0Oh2f//zn2b17N1NTU7z3ve/l+uuvp76+Pmq7Q4cO8fjjj69kUTas/uFJWq+MMTA8ibU8n511RVSV5y95u+XuI0Qq2q/Y6eiewO6YodiSTUNtAU11xQm3l7ooNoNE9bx/eJKeISfDNhMtl85RUZzLnoYSOQfS5LLTBoDNPUVACaLTyKQPIdJpRRsbZWVllJWVAZCXl8e2bdsYHh6OaWyIpekfnuSHv+7AHwgCYJtwc6HTzntva4j6EUp1u6UcW4jFar9i5+lXu8N1yz7h5nKfAyBug0PqotgMEtXz26+vpbNngku9jqhzpr1rXM6BNHFETJ8ac7sozZbPVIh0WrXme19fH62trezbty/mudOnT3PPPffw4Q9/mI6OjtUq0rrXdmUs/OMT4g8EabsytqTtlruPEKno6J6IW7c6eibibi91UWwGiep5R88EgYAi58AKcvrccf8thEgPjaIoykq/iMvl4sEHH+RjH/sY73jHO6Kem5qaQqPRkJuby0svvcRf/dVf8cwzzyQ93mqvbJuJjEYjJy9rsE/EXhhLCrLYv03B6/WmvN1Sjp3JDh48uNZFiCJ1VpWXl8frbb64dau4IItrdxiYmpoKP7YR6mKqpM5uXsnqeXFBFvk5RroGnDHPrfU5kEl1djn19XXvCGf84wDcYapiiy4vXcUSGSST6utms6LTqAB8Ph8PP/wwd999d0xDA9Sbj5Abb7yRv/zLv2RsbIyioqKkx0210rS0tGyIChbvfQy7urFPuNHrtOTmGHBN+/AHglSV59PcXBuz3Xzzt4t37MXss5z3shmsxHvOxM9yoTJ1DF5KcFOVTVPT9pjH01UX1+NntdZWs2yZ9lmsdnkS1fPigmwC80Y1QtJxPd5Ikn1fyb7P8xdfh2G1sVG5dQsHy+pWpHypyrRzIZn1VFaxdla0saEoCn/6p3/Ktm3b+NCHPhR3m9HRUUpKStBoNJw5c4ZgMEhhYeFKFitjLTYIdmddER6PH48vwKTLS3VFHiaDjh11RTHbXei0Rw3D63XamO2Wu4/Y+BZTRxNt21BbwOU+R0zdKjJn8a0nz8UcV+qiWM9SOWfar9gxGXToddqYet6wpYDOnom4z8k5kB4zAV/439O+jTFSKkQmWdHGRktLC08++SSNjY3ce++9ADzyyCMMDAwAcN999/H000/zve99D51OR1ZWFo899hgajWYli5WRlhoEOz9oUK/TctWOspjtttdY8PqCOF0ezLkmjIbk4TpV5fm897YG2q6M0T88RVV5HjskA9Cmtpg6mmzbUBB4R88E9okZSguzURR44+wgihJ7XKmLYr1K5ZwJJUwIBIPUbynE71ev0+XFuTTPZpzKyzFSVJDFiG2aiSkPFSV57KkvlnMgTdz+ucaGyy+NDSHSbUUbG4cOHaK9vT3pNg888AAPPPDAShZjXUgWBJvoByXVfdqujNHeNR6ebtU7NIk/ECTLpE/6YxW60RMCUq9vGo1mwW2b6orDjY4X3uzhVOtI0uNKXRTrUSrnTGTChI7uuet0UFFi6v+5c+fYc8ue1X0Tm4A74A//2xMxyiGESI8Vj9kQqekfnkzw+FTcxxezT2g7fyCIY9KT0rGFmC/V+mYwGOjvTb0+9w7GBr4m2laI9SSVc8buiF61OnSd1utiR/g9Hk/MY2L53BENDE9Ew0MIkR6yck2GsCbota0qT5wVY/uWQvS62K9w/j6hY+t1Wiz5JrKMOiz5JmoqpadYpC7VOmoymaiuNANzdS5UT+PVufn1M7RtsrovxHqQ6NpbW2UOb1NTnh/3Ol5ckB3z2GacYrwaZgI+tKifrVsaG0KknYxsZIjFBMFGBhxWV+Rh0Ovo7BlHUdR9crL19A9PRgXYRgaSl1bkk52lx+Px80pLH1f6JygyL7yK80IWuyq0yDzJglkXqqNz37+XkgIdV++pYHRiGueUl5rKPEoLcnBMefjmk+coNGezrdrMnobSlBMdCLHehOq21x8gL8fIjNvPuNPNpMvLa6f7sU+4GXPMxL2OV5Tk0H7FTu/wFAPDk5QX55KXXcq3f3qOyrKFE4hEWmzykc3GE/BhNmYx4Z3BG5TGhhDpJo2NDJFqEGy8gEO9TsuehhKmXD70ei2vvzXI8bPDUUGI8QLJ66otnGodoa7awsXu8aSrOC9ksatCi8yzUDBrsjoa7/sP1TH7hJsiSzYnW0einu/qV+tHoTkr5UQHQqw3l3od1FVbaL00F79RZMnm+LnhuNdxt9tPgTmLIds0x3oHY7apq7Zwpn00pQQisPTkI5uJNxCg2JTHhHdGplEJsQKksZFBUgmCTRRw6Jr2MTg6hdsbCD8WCkJMtI/frz7m9wfDaRU7eiaW1DhItiq0NDbWh1SCWRPV0UTfv98fJMuow+8Pxn2+Z3CSYfv0opMjCLEehFb4jqz/ep024fkw4/YzNDrFlX4nNRX5Cc+p0PU6lXNkKclHNpOAEsSvBMnRG9FrtFHxG0KI9JCYjXUmUcChY8qDyaSft+1U0n2cLg+5OYbw/wHsEzNxt13I/CDH8ONLPJ5YfUtJUhCS6Pt3ujyUFOXgdMUPbHV7/Mt6XSEyWf/wZPgaGzL/70jjTjc6vS7pNpHX61TOETm/kvMF1A46o06HSaeXkQ0hVoA0NtaZREG65lwTrunoHplQgO1C+0TuGy8oMRXFlvj7LfV4YvUtJUlBSKLv35xrwjY2TX6uMe7zWSb9sl5XiExmLc/HNe2Lqv/z/44Uuhansg2kdo7I+ZVcKEbDqNVjlMaGECtCGhvrzM66opjMJXqdNrxIXyibT2TgbqJ99Hr1Mb1eHZIPrVa7FA21BXFfY6nHE6svUT1JJVA70fev12txewMY9Lq4z2+pzF/W6wqRyXbO1uHI+u8PBBOeD3mzIxbJtom8Xqdyjsj5lZw3ODuyodVh1Orxzf4thEgfidlYZxIF6U5Ne1EUdTpLXbWFytIcXnizm4pS9WZubp9JigqyyTLqCAQU9u8s40r/BI1bC2nYsvTsUU11xfj8Qa70OxlzzFBkyaauyizxGuvI/8/em0e3dV33/p+LiQAJEpxniqLEQZI1D7Zkx3bi2HFtxXFs55c+vzrtSn5tmq7+kjpu2rR9q4nbNGlXm6bPbddL03SlbZK+pE3itKkTJ67tWo4tW5IlW6JEcZLECSTBASBIgsR8f39cXhDDBQiQAAlS57OWlog7nLuBu88B9j3nu3c6SQqSZbWJv/8VNgtNdcVMuxapLLVQZDZw97FGhsfmmI7yj71tVQBrqhAuMu0I8hW1T/XccLJnZzlefwjnzCI6CY7trWHa7cU5s0hNpZUSq5H+QRc7Gm2YC/T4/aGEY6wWPddHZjnQUZWyj0T3iYaaYu6/o5kRx/yq+tdWx780k2HSGzDp9LhFNiqBIOuIYGMTEi/StTvmEjIB3RhxJ2Qtee/xZs327jzSuGab7I45Xj4zjEEvUVleyPDYLDdG3JSVmMWX2iYiVZKCVFltgJj7PzQ2y/URNx+6r417ovzuQId2hqnVVggXmXYE+c5Kvj0+Nc+z/9UXSe4x6VKyTu1ssvHGxTGlRofVxL7WCsbtfXzkA4dTXk+rT1zpn+ZDKb4DbmZiZjb0+shrgUCQPcQyqi1AqmxT0VlL1sMGrz/EyPgcXn9oXa4rWD9SZbXpHXRp3v+r6+R3WjYJBJuBK/3TkUBDJRgK4w8sj9/Tbm/afSlZn8h1X9ysxM5sGAjLMqFweIWzBAJBJohgYwuwUrYp5ZjcZh4RGU+2PqnuscvtTbovlwi/E2x20hm/lePmMRqNmsem057oE9qoMxlGnR6TTr+0TSylEgiyiQg2tgDpZKjKdeYRkfFk65PqHpfazACYTXoaa4sxm5Qv7aa63C5lEn4n2Ozs3FaWIOCGxAyDDTVWAoGVa0CIPpEZgehgQ6+sLBdLqQSC7CI0G1uA3S3ldPVPx0ydR2ctMRp0NNZYefHNQUYdc5TbLFgK9BQWGpmd8+OY9kSEtUDGYlu7Y44iiyEy5R9tg8h4snVI5mfqPTbpdThnvbhmvTTVFVNbUYTT7eWb/3E5wZeyJepeySaBIF+xO+a43DfF+LSHxlorRoOe/iEXsqz4cHmpGYNBR/+QC71OR6HFgKSzrdimGIszIxCl2TCqMxshEWwIBNlEBBtbhJ1NNvyBMLMeHyVFBZiMOswmPQc6qmisscYIyKdmvHRsL+PKNWeCsHZnk42eAVfMtlRiW1WMGAqHad1WRjCo2FBbaWVva4UQ6W4xtPwMlGJkF65ORPyp3GbhjYtjScXk2RJ1p5NBSyDIN+JF3NMziih8b1sl854AJqOOOY+fGyNuDu+uYdbj582LY+h1Oqqr5zT9W4zFqyMgllEJBDlHBBtbgO4bTnoGXBj0OooKjQyPzxEMhTnQUcV7jzfz0puDCU+5/IGwpogwWpSobuu+4Uz6RRUtRuwbXLbBZNSJL7ctRjI/MxcY8C0JwkHxr2BQ27+6bzjR6aSk+1bjM6vNZCUQbBTJRNyehQBjk/N4/SFaGpRZDKfby/D4HLKcup+IsXh1RGs2jDp1GZUINgSCbCI0G1sAVRAYDIVxz/kiXziqIDBeMFhUaGTW49NsK16UGN1OqmurqDYMj2mLFAWbl1R+5vUtfzmn8q+NFJMLBPlCMhG3e95HQYHyg1cdi7WE4um0Kcbi9AhqzGwERDYqgSCriGBjC6AlCDTodbQuVe+O3+9ZCFBcZNJsK16UCKmFhfFtG/Q6bMUFORcGC9afVMLTApPyA8mg12HQSZQWFyQ9VhWTa+0TCG4GGutKNLdHj7/q31pCcS3iheZiLE6PmJkNvRpsiJkNgSCb5HQZ1djYGL/7u7/L1NQUOp2OD3/4w/zKr/xKzDGyLPPFL36RU6dOYTab+bM/+zNuueWWXJqVF0QLZGsqiigpNtE/6KKuOnOxbLRIVpKgdVsZgWCIviEXTreX7Q0lXDXoCASXl0YVGPWaIkKTMTNhoXptdZ1wIBhizuPH7w9FnrTFC4EF+UW6Yu1UYmzXrBeQ8QWU+y9JOjq2l9E7qAhe1WMLLQY8C4GsClhFBXFBvhEt/rZZC6gotWDQS0zPeHG6F6mpKNLsH2pSD/VvILJNPSa+n0T7vyo0lyTwB2LHYtEntNESiAeEQFwgyCo5DTb0ej2/93u/xy233ML8/DyPPfYYd9xxB62trZFjXn31VQYGBnjhhRe4ePEiTz/9NN/73vdyadaGo1Xh1aDXJVT8TvfLIVokK8syXVHC7+kZL9dH3NxzWxOO6QXsjjnKSy2YTXpu3VeDez6AY8oTEdYCmAsMaYtt1WsPjc9yrtMRc91gKMy1YXeCEPjOA6Wr/uwE2SWTCtzzC35Ngfj8gp+yEjMvnxlOELweP1BH38AMNZVFBIMh3rw4BhARsM55fDTUFK9a1C0qiAvyDS3xt9GgSxgLDXodt+2ro2/IRYXNgq24gAH7DO3byzCb9OgkifvvaMbumKey1EJDjZXyomCMXyf7LtnZZGPAPhu5fs+AS/SJJKjBhiE6G5VIfSsQZJWcBhvV1dVUV1cDYLVa2bFjBw6HIybYeOmll/jgBz+IJEkcPHiQ2dlZJiYmIudtRdKt+J3JF4Mqkv3Jq9c02x4YneX9d+9Mu61MaKgpTnhPqUToY64whzK6giBXpKrAHe8HfYMz9A4mCsQlnUSBUa/ZzsJikF9++Bb+++wQV/qnotpS2jl6Sw23H2pYF/sFgvUgk7Fw0RfkVx7eG9l255HGhPY6Wioif58/fz7ltdR2M030cTMTPbOxrNkQwYZAkE3WLRvVyMgIV69e5cCBAzHbHQ4HtbW1kde1tbU4HI4Vg434QTdbx+Yak8nEiEPS3KcKAd1zPuyOOTo7O/H7/ZH9K70Pq9XKpEu76NP0zCI9PT3Mz2dfhKv1nlKJhKdcvoT3lm2OHDmSs7ZXS678cLXtpvLFeP+zWq1MuxXfUoWnKl5vkCnnQtJ2enp6GBpL9MtgKEz/kItig3NVvpCJ/Sr5NBaoqDbdTD6bL9dbiUztMZlM2DMYC5P5aTo2pftdspZrrUS++exK90tr/5jPAUB311WmwkryimsDNzDbZ7JvYAbkW19IxWaxNd/89WZiXYINj8fDpz71Kf7gD/4AqzVW3CarC1ajkCTtATSadJ3m/PnzeedgDs8g0zOJGXlKigoYm5xfEvWVsG/ftsi+dN9H//g1zbYrSi10dKQ3s7Ea4t+TZyFAY61V05bKsgL27WvLmS35Si78cK3+rd43dbbCsxAgGArTUFPMvn3NMcdec1zXPNZsNlBSXMCUxr1uqCmmo6OZYZe2z2tdZzX2p9NuPo4F+WhTNOtpW759Fqu1x+EZjPQFg16HXi9RUmTKiv9fuHCBw4cPx1wr2XfJ8HhsFqq19rXNQKr7lex+vt39OkzOcmj/AYbmnbzUNUZdYwNHGnfn0tSU5FtfSMVmslWwceQ82AgEAnzqU5/ioYce4n3ve1/C/traWsbHxyOvx8fHt/QSKtAW2hoNOirLLMjIzHn8LCwG6LkxHTOFrkW0OLDcZqGi1Kwpvm3blh2dRDIxbvx7SiVCrysTSdDyhd0t5fh8wYiwu7HWSoFRH9HvXO6b5PrILK7ZRSpLLdy6t5bJmQVm55eP3dlow1poSlnJO1eVvkUFcUG+sbulnKvXptneYIskzKgsszA8Pp/gp4UWQ9ribbtjjvE5K9/8j8uRsTeZ/2ea6ONmJhBTZ0NoNgSCXJDTYEOWZf7X//pf7Nixg49+9KOax9xzzz18+9vf5uTJk1y8eJHi4uItH2zEVz2uqSyi3FbAG+8sV1yenvFybdgNkDTg0BIHGu06Du2uZsq1yKzHR0WphbZtpSsGLemwkhhXq5LzwV3VCdvGR3rXbIsge0QLV9WZi4O7qrncN6kp+m5ptDE94405Nvb+zyWIvnNV6VtUEBfkGw01xbzv9mZ+9vpyMVWn20t7cxlhGZzuRcptFgDevDjGuU7HiuLtVGOvlv9DZok+bmaCSzU1jEKzIRDkjJwGG+fPn+c//uM/aG9v5+GHHwbgqaeeYnR0FIDHH3+cu+++m1OnTnHfffdhsVj40pe+lEuT8ob4qsfPndIWdvcNzSQNFLTEgYFgmCnXImOT8xzcVb0m8W0614sWHiar5By/bXwkayYJ1kiqexpdFTx6X3QiA63739nZqblcI1eVvkUFcUG+MeKIncWQZegZcNHaVAoyyGGZgdHZFauCq6Tqp+893pzWuCvQZjkblU5UEBcIckROg42jR4/S09OT8hhJkvj85z+fSzM2BdMzixlth+RVaGc9ShXa/qGZrAYbya4nKj9vXlLdU2tcJXmVePFp/P3PpfBfINgMJOtXrjkvwbCMa86bsg+l254Ye9dOUA6hkyT0ki6yjCooKogLBFlFLJ7PEyqWptUTtpdqb4fkFZ3VirPZrsicqoK0YHOSTlXweNKtaCwQ3KysNDZn2ofE2Js7AuFQJMgwimVUAkFOEMFGntDWXIpBH3s7zCY9e3Yo629NJlPCObtbyhPOUcWBBr3ELa1r12mkcz0hPNy8pLqnzfXFmvtWqmhcVVWVW6MFgjwnvl8Z9DoqbGYKTMqP2eg+ZLUY2N9emVF7apti7F07gXAYg6QGG7qlbSLYEAiySUbLqBYXFxkfHycUWu6I0QX6BKtH1WX0Dc3gdC/S0mBjft7HaxdG6Oqfwmy2MvbaDYqLTfQPuigrsWAp0HPklmpm5nxMuRTRoblAT8Af4uCuav7r9AB11UrWEkAzi1Qq4jNdWQr0HNtXw2xc1XGxNnjz0lBTzP13NNM3NMP0zGIkoYCqgwiFZYbG5iKi1qZaK3bHPBWlZipKLTTVFnOxe4JX3hpkz44qhsfncc0uUnbtGtvqrDhnvIws+VxTuYmRUSd2d5j6Eh27tpXQuLNpoz8CgSBr9PSO0Wefxznn49DuKmbn/RSY9Cx4Q7hmFwmGZO4+1ojTtUh1uYVdO8oZm1zgJz+/QVmJhaoyM15vkPoaK8OOeUaXki001lg5tq+GiakFZuZ91FZa2V6vFFN96c3BtMd0QSLKzIYSZKiaDRFsCATZJe1g41/+5V/48pe/TGlpaaQOhiRJvPTSSzkz7majo6WCjpYKRgbGePa1sajMI75IFqDuTgctjbZIJeeWRhsGvQQy3Bhxxzxxbmm0calnkq7+aXY22egZcC21F5tFSgut7Cdqm8Njszx6Xxu1lWIKf7Njd8zxs9cHAaX42PVhN9eH3VgLlZm0U+dGIvv0OolX37InHNvSaGPX9kp+ft4ek7lqwO5WMqPNeBWfW/KfqRkXUzPQZffxKIiAQ7Al6Okd42dno8Ztl5fdLWV0XXMm9IvH7mujvsYak7FK2afj+IG6mO1lNkvktVrj5tqQi2AwlNGYLtAmGLOMSgk6ROpbgSC7pB1sfOMb3+C5556joSF7gmOBNt0D2plHgsGlGhZR2YDksIw3GGba7dU8Xj3OH1j+W92fKgNKsuwnwWCYYEjmSv+0CDa2ANH3ObracO+gi3BYjuzzLARislNFH2vQSYxOzmv6y8ysF7NJj3fp3PhMVj3DszTmrtakQLBu9I0m1tHw+sMZZ3tzTHsw6CWCIaUNZcxdHrfVvpfpmC7QJhAOUWhQHq4sC8RFsCEQZJO0NRtVVVUi0FgnRt3amTDULEDq/6B8wcx6fCmPj/9bJVUmk1SZrooKjSILyhYhadYctzdmn+p3WhQVGnG6E6sYAzhnvVSWF0Zex/uhPYmvCwSbjWl3bP9I1Wfsjnm8Pu30qk73cp9J1UamY7pAm2A4jGFpRkOSJAySTsxsCARZZsVgo7+/n/7+fm6//Xb+/M//nCtXrkS29ff3r4eNNx31Jdq3RSuTiUGvo7goUTwefXz83yqpMpmsd6YrwcaQ7D6X2cwx+zwLgaR+5lkIUFZi1txXXmJmyrkQeZ2QhccmclQItgYVJQUxr1P1mYYaK+YC7YUF5bblPpOqjUzHdIE2imZj+V6Y9HoCIRFsCATZZMVlVB//+MdjXv/0pz+N/H2zajaihdO5EObt2lZCl92XMCVvMCg/zNRMJga9DkknUaDXx0ynRx+vHmcyJu5Plclkd0s5Xf3TSW0QWVC2Bsnuc3tzGUBkXzAUxmjQ9rNgWKah2sqAfTZhX2mJmb6hmcjr+ExWHU0l6/E2BYKsovUd0NZg5bp9LmZZU4FRu8/sailnfsFP/9BMwr6aiiJujMxG2kjW7zId0wWJhOQwYWQMUlTmMElPQBbBhkCQTVYMNl5++eX1sGPToCWczrYwr3FnE48CPcOz2N1hym1mzAUGwmGJY/tq6B900b69DLNJTygkU2gxsmdnOYu+EC73IjWVVkqsRvoHZzjQUUVHlQ752tuYa+uxL5posPhpZ5i6YDGQLH97MY/d10b3DSd2xxzlpRbMJj06SRIixC3GziYb/oCyHK+kqACTUfnijfWBeYrMBu6/o5kRxzx2xzwNNVZq89/U1gAAIABJREFUKgoZHJ2le2CKO480MOKYw+n2Um4z01RThMvpobLUQkONlcZyE/YxJ5WlBTTYlEBDiMMFm41U3wH331pH3+g8024f5Uupbg/vrmJ+3suEy0tDlYVdrTUx46eaCa7cZqGy1MyCxx/Tz2L7nZKdSg0qzAWGSF8UmQEzR806pWo1QMxsCAS5IG2B+G/91m/xzDPPrLhtq5NMOJ1tYV7jzqYY4WxnZyf79u0D4MSB9LQz6nGhl74Nl/+beoMJimzgcUPQj2yYg4a2pOer6U8FW5fuG056BlyRLDfD48qTWXOBIXL/431ATdOssretitD5F+C//579BYWw4wBcuwgXJuHQvegffnz53Pa6dXlfAkGuSPUd8N7jzXS0o/SHd16G4nKYGoFgQBl7bQfQ10T1h6UMhFrEb+9oqVj6HmiObBPj89pQK4VHBxtGSc9iWFsnIxAIVkfawcbQ0FDCtuvXr2fVmM1AMkFtroV5fr9/9Sfb+5T/g35wTyZuF9y0qP4cneVG2Z6hP195Hbwe5d/bLy5vH+7OhpkCQd6Q1nfAldeVsTZ6vHVPrrk/rOl7QJDA8szG8jIqo15PIIl4XyAQrI4Vg41/+7d/41//9V8ZGBjgQx/6UGT73NwcLS0tOTUuH6mvKWZqJjHzTq6FeVbrGtqvb1WersWTYlZDcHOQNX9WfSxu9kz4mGCrkVafiR9z1X7RtGsdLBSki5ri1hA9s6EzEAiHkGU5UlNMIBCsjRWDjTvuuIPm5ma+8IUv8Lu/+7uR7VarlY6Ojpwal48kE9TmSpgX6jkHfW+xc3qUUF89tB1F33Essj9s70O++iaM9kN9K9Lu4+jifuBJu48jd51WfvxFjDYh7bot5bVzLYQXbDwr+XM6/gWKj9lDJfTQyOiiifpGPx2M0LBrj+Z1Y9ptaIPGDuWp7wrXEQg2mqRJFQwThL75DSXQaNoFXachFITWwxDwwpwT/IuE7X0r+rYYe9eHgMYyKpNOj4wiHjdI+iRnCgSCTFgx2GhoaKChoYHnnntuPezJe+JFs7kU5oV6zsHPvgFBPxLA9Chcv0QI0HccU36w/eAry0HE1Ahy12nCjz0V82Wma2gj/NhTyN1nlKVTDW1Iu25L+YW3HkJ4wcaTyp/T9S+AMUMtP5xUM/H4mHJDl76Jxwy1xCuMEtotq434+UrXEQg2mrrgOI9UDdNLQ0zCjfrxMWU2Y2oErr4J938MnONw7ifLvj09itxzLqVvpxp7BdklKKszG1HLqJYCj0A4FDPjIRAIVs+KwcZjjz2Wcirx+9//flYN2gysm3C673zsbAQor/vOQ8cxJXjQ2C93n0lYvqJraMtoSct6CeEFG08yf87EvzLxl5h2DSYI+tK+jkCw0cjdZ6i/kphwg5Z9S/7sV2YyRvshHMrYt1P1pTKTWNaTTbSyUal/+8MhLBtilUCw9Vgx2PjsZz8LwCuvvML169cjuo1nn32WPXu0l0gIssS0PfX2ZALvLAi/N0oIL8gjMvCvjPwl+vwiG8xOZ3Z9gWAjSZZwY3Za8Wd1m8sB867UbWjtStGXqncYNfcJVoeajSp6uZQpamZDIBBkhxXL9956663ceuutdHZ28tWvfpV7772Xe++9l7/5m7/hzJkz62HjzUtFfZLtSwtT6lu192fhaXCyytKiQu1NRAb+lZG/RLfrcSvpQdO8jkCw4STrFyUVij+rlNWsaoxO1ZcCgYDmPsHq0MxGpc5siFobAkHWWDHYUHE4HPh8y6kx/X4/ExMTKc/5/d//fU6cOMH73/9+zf1nzpzhyJEjPPzwwzz88MP87d/+bbrm3By0HVWm5Q0msFUt/912BABp751gLlL+NXYo/6ch/E6H3S3lGPSx7iEq1N5cSLuPK/4WjcGkbI8jE3+JaTfoB6NZ+zpZ8GOBINsk6xcUFCkzG0vjtNRxDGnPCeWhkbkoZgxP5dup+pIsy7l4SzctqZZRiZkNgSB7pF1n44EHHuAXf/EXefDBBwF4/vnneeCBB1Ke8+ijj/LEE09ElmJpcfToUb72ta+la8amRCujD5Ayy0/Y3gdj/Yy+5zfpmZQZnYP6FuioNdFg1RF68VswfoPR2z9Gj1Ov7N8FHeVh6od6CV3+OTgGU14vlQ3rKYQXZJeRa8N0D80yOhumvkTHrm2pK3UnyziVkFigsZ3R+tvo6fExeq6T+hIdHXUF1NvfpHbsOo/c8hC9rgLsc9BQDO3VBmrf+r+EpkaUH1zb98HEINj74dgDyrITxwAUlShi2pGetBMYCATrheb4fdeHYfgqOMcU325oh5FeMBhhx35o2oN92EHvfBFy+8fweoM4Z73U71jqjw3J+2OqsXdcI4O5YPVoVxA3LO0TtTYEgmyRdrDx6U9/mgMHDnD27FlkWebJJ5/k3e9+d8pzjh07xsjIzT06Jsvow86D0HM2ZpuaoUQ9Z/TYE/zwoj8qKwl0jQZ4pM1L/aVXGD3xMX54OUwwFIzar+ORtjLqrzy73LZvAa69k5ENICqIb0ZGrg3z7BuTsT5j9/EoaAYcK2Wcik4sMHJ9mB+eTmz7kYoi6m1V1P/876kH5emucSe8fCEmCw/XL8Ghe2FySPlnLkJ69Cl0tduVY6JSOgsE+YBm/yirhdeXxtciG0g6+Pn3Y3x91FjPDyebaGks5sY1V0KfecxamnJsFWPv+rCSQFwgEGSHtIMNgHvuuYd77rknqwa88847fOADH6C6uprPfvaztLVtraeZyTL64F9czlyytE3NUCJ3nwGDkZ6FEoIhX+ypoTC988XU26pS7zcXKdWcDSblWhnaINicdA/Pamay6RmepXFn4vEZZZwa0m67V7+N+oB9uR2PG3webZ+bcShLSpaqjctXXgM12BAI8ghJkhL7h60KRvtifT1+fDWY6KERgGAwLLL65THBJHU2QAQbAkE2WTHY+Iu/+At+53d+h0996lOaKXCfeeaZVV/8lltu4eWXX6aoqIhTp07xm7/5m7zwwgtpnXv+/Pm0r5PJsdnEZDKxe6QXzWSF8ZlLANneR09PDztHepEqGxlNkvjJPg/sOMDobIr9lY3KspRU2X6S2NDZ2Ynf79c+J0vk+p4cOXIkp+2vhly9Z7Vdq9XKqDuseYzdHaanp4f5+WWnSuWf8X6Qsu0FE4Sj/CWVzznHln1T4zq5ZqPGglSoNt1MPpsv10uFyWRCju8fOw7AUNfyay1fL7IxumiiqBBmPbEPg1TsjrlV+30+fUb55rMrfTbx+68HnAAMXh9AGpoCYDwwA0BPfx+hAUcOrEyPfLrPK7FZbM03f72ZWDHYUG/Oe97znqxf3GpdzlRz991380d/9Ec4nU7Ky1cWIafrNOfPn99QBws53tFOYVtSAcM9MZukhjY6OjoIDbdB7znqO5Rp92gMeh2t1QXQ30d9/d6E/QANVsC+tHzNtwAVrcoylgQbKpWqzXE27Nu3L4N3mDkbfU82ily85/jPcnj0irZP2HR0dHQkbNf0T4MJqfVQgh8kbbvQD4vGyLkYjFBare1z5XUxPrce/qaSj36XjzZFs5625dtn8fbbbyM1tMX2j+sXoapp2bc9bmjeA8HAcr0Nj5v6Rj9dkxKNtVamZ7wJbTfUFLNvX3PGNuXbZ5RvpPpstD67ieErMDDJ7vZ29pTVAeB3XOe1XgeNzds4UqsxHbwObKb7vJlsFWwcKwYb6rKpBx54ALPZnNWLT05OUllZiSRJXLp0iXA4TFlZWVavsd7Eiwlp2gVdpxOm2TFZErapGUqk3ceRu07TUThLl95CMBRGkqB1WxmBYIj+CR8L9Y/QWFPI1fEAgeDyE2eDXke7dQ58i0o2q4AXikpjl0upNpTXKf/3XwA5rPwty4Re/FaCYF2wOdi1rYQuuy9m6YZBr6OjqUTzeNXXCPpB0jG660F69M2MTpqof3OQXVU66gZOgb2Pjt0P0qU3JrTdHhoEvRE6blWC2zknSHrlde9bim+B4l+lNUpRyqXXIuOUIJ+IHr93VTbBzgOx4/ecCw7fBwOXIRSElv0gy0qA3diuZFbrv0AHI3TRhNGgx6DXJfSZ+CxtdsccV284GXXMUV9TzG6RjGNdUDUbhphlVMrPIr8QiAsEWSNtzca73/1uWltbOX78OMePH+fgwYMYDKlPf+qppzh79iwul4u77rqLT37ykwSDSgd+/PHH+dnPfsZ3vvMd9Ho9ZrOZr3zlKymrlec7WmJCrr6pmWkHQDYXaWbfUbMA1fee45GONnrnzMgWK13xQsOxAO87VI59Yh77rKxkACr2Uh90wW3vh7d+GvkRSethkGSYHlNmVQwFcOG/QG+AfXcpPxANJuh8FeRwglhcsDlo3NnEo0DP8Cx2d1iZ0WhKno0qOuPUqL6GH45ULPmYl6kZL139OkUAPjVCveNtHqmqo5cG7IsmGiwB2ku91E+Og9ka+6NselTxp6O/ANffUXzOZFF+mFXUL78WCPKE+PHbNDUC196OHb/33A6v/7uS6ADg7RcTff7wfdTPjfFIZZi+wDb27CzH6wvhdHtpqClOyOpnd8zxg//qixrbvXT1T/PYfW0i4MgxKetsCM2GQJA10g42Xn/9dTo7Ozl9+jTPPPMMvb297N+/n69//etJz/nKV76Sss0nnniCJ554In1r8xxNsW3ACyM96N+r8T5T/JBXswA1AU3Ai690aQoN7Y453ntP4jKU0EvfXrZFDsONS7D9FmW6f7gnRhSOfxHGrimi3UjjQiy+WWnc2aQpBk+G6mu9bw4SDE3G7AuGwvTqmpSEAwEv9b0/ot5gUtaqq8tGOm5VfCeZIFxvXPa5lv0gE3ktm4uEjwnygnTG79Bzfwf+BSXIaNql7fPOMRjupj7oV/rK0fvRv/uDSa/bfcMpROQbRFAz9a0o6icQZJu0i/rp9XoaGxsj/0pLS9Hp0j795sDel9n2DBh1aw989rk0bSmygcuhiMHjvyAnh6GgcOU2BFsau0PbmeyLJkXUrQphg/5YP/J5tHVJoPzwMpmXj52dglBg+bXwMUG+kM74rfp5kU3xZS1mp5T9oPh5/9upL5us3zmSZAgRZI2Amo1KEsuoBIJckna08P73v59PfOITDA0N8aEPfYgf//jHW74YX8bUt2pvz8KT2/okD7gaipMsO4u3xeOG4iTC+4oGZX9C4+KJ881EfZKnqA2FAfB7FdE3xFa0Byi0QesRJaVtPOV1ynJClZKKWF8TPibIF6LHTHMRNHYofn7LHcvb69qUbaGA8r8WGfp40n5XY9XcLsgeauE+g5jZEAhyStrLqI4ePcqFCxc4e/YsBoMBo9HI3r17xexGFDFiW5U4EWyo5xz0nwdTISzOK0+IO24Fxw3lKXBZHezYj37vu2La3lltoGs0kCjOLZoj9MaPFJF3WY2ydl6SEoXpQb8ye6ElFG87omRZiUaId7cMoZ5z0PeWsqa8oh7ajqKPKqCnimI7DLV06Ss0fGxe+XGlM8CtJ5Uq4HNORRDbtAvGBxSfbuyAslo4/wKEg5qCcAwFy/4nfEywQWhVBZd2H0fuPgsH3r1UD8aq/Lv8GiF7P1Q1KrN4BpOSkaqqSVkOGIjKNrUKH9/dUk5X//SKInJB9vFrLaMSMxsCQdZJO9h4+umnARgfH+eVV17hySefZG5ujnPnzuXKtk1HtNhWS/gd6jkHP/uGsm796hvKF9KxB+HNH8WKDAc6CUFMwGEJOHmkTaJ3sRT7TIgGi4/28CD1p3+iiLxb9iuZfwwm5e8X/knJmjI5pCx/Ka8Da4UicPR6lMAmyr6wtTSp3YLNS8Tn4ip5hwB9x7EYUWy9pOORXQ/Sq9+GfbGAhkoz7fNXqD/7nKL7Ka9XkgpEtzXSq/jb9OiyQPa2kzB+XRGAGwuUJVgNbUowYu+NvBY+JtgINKuCd51GeuwpuPNDcOq7sWM0KMunBjqXfN2+9PqyIhSfGoG5aSXQrmwE52hGPt5QU8xj97XRfcOJ3TFPQ401QUQuyA2qQNwUFWwU6JWfRb6QCDYEgmyRdrBx+fJl3njjDU6fPk1XVxd79uzhxIkTubRtU6KKbTVRn/AGfcqXmLlI0VFoiQxvXIKoYMM21o2p/y3qt++F6eFlca56fNC3PGsR9Ck/DieHYOy6MqNxo1M59uj96O/9SGZ2CzYvfee1/avvPHQcixXFymHqrz6niFqPPQjeebjyorLPYFr22/i2YnzPr/z4mhyG+Rk48B70v/xHy8dHzagIBBuBphA86Efuf3tZh5G2rw8rY2zrISX4mBiC1sPoT34iI5saaopFcLEBRLJR6cXMhkCQS9IONv7kT/6E48eP8+u//uscPnwYk8mUS7u2JtP22IqzlY3gGtM+1hm73Tg5uCTyHo+p+B0huhq4+vfstBJoRB/f/zbcnjwzimCLkUy4rW7XEsUG/Up2snnX8rZMKtE7x5TlU/MzQgAuyD+S+aQ645uJr6tj7Nh1JeuaexIGr+TGbkHWCYRD6CQJvbS8HLxgKfAQMxsCQfZIW3Dx3e9+lyeffJLjx49rBhrqMitBCirqY4XaUyOKzkKL8rqYl4GqbalF3tGiRPXveKEiiNmLm42K+iTbG5T/kyU1KKuJ3Zeu70GsKFz4myDfSObz5iJFM5eJr2uNtcLnNw3+UChGrwGgk3QYJJ2osyEQZJGsqbsvXry48kE3O21Hlf9VobbXo3y5GeKCN1V3EYW7bnfsufHHq6JE9W9IWaVccJPQdlTbX9qOAEpSg4T91lKkvXfG7gv6lerIqXxPfV3RoNRzEf4myEM0fd5gQmo9BDuWxt2Vxln1tVqYUh1zK+qV9gWbgmA4FKPXUCnQG/CLmQ2BIGukvYxKsHb0HccIBXyKfmL3CWVN/FAX3PEojPYpU/jldVC3E4a7CBkLIlmD7GEzVfd/TMn6o57rckDNdiipVLJRtR9Tns7pdIrYkeRVygU3B/qOY4RA0WhM25VAoO1IxK9ikhqMXYddt8HYdeSffA0qG+Du/wHD3TA9Ajod3PVhGL6q+GpFHTTuhpFuZQaloh6qtyP3nEXasR/ajgp/E+QdqRJ5hAH5xAdg/IYyzvrmwTm+LP6etiv9orwWCqzKA6MTH1Cys+3YD84x5K43CMuy8P1NgD+cOLMBYNIbxDIqgSCLiGBjHQnb++Dlf4l9Mrb7BLz+LBiMypfZcLcSjLTsh599I5I1qEHnhZ99O/ZcWyXSvjvR1bfCiYe0Lyq+8G569B3HUgqz1eQAmpmrrl2EI/crqZmvvaP8az2szFxc74TrnUj/z++AwYT8w7+C3reQQElOcP0SYWup+NElyDu0EmKE7X3I77ys+LjaB3YdB1lWxuWJIfAtKJoNnRE6TynH3LgEOw8q2QABpuzIXacJP/aU8P08JxAOYTEYE7YX6AzMB3wbYJFAsDURRTLWEc0sKPNOZZvXAyM9yv9q1hOIZLCyjXXHnhv0w/SokiteIMgGyTJXOUeVH1lqBh6fZzkbWtCP3H0G+dIriiA87ly5+8y6mS8QrAW59y3wL8Y+0PF5lKDb61HE396l12q9DVCO9y/GLrsSvr8pCCSZ2TDrDfhENiqBIGtkLdgQxf3SID4LSjpZT5ayBhknB9NrUyBYLckyVznHlFk3FdU3VVyO5H4o/FOwWXA5YsfjdMbnZK9B+P4mIFmwUaA3EgiHCMlhjbMEAkGmrBghLC4upvyn8oMf/CCnhm4J4rOgpJP1ZClrUKBqm/ZxYppekC2adiWKYiE2uxQkZuSJz1wVjfBPwWahtDp2PF5NVqpohO/nNSE5TFAOR+pqRGNeKuznDYrZDYEgG6yo2Th06BCSJCHLcmSb+lqSJK5evZpTAzcLYXufsqRptB/qW5F2H09YryvtPo7cdTq2GJ+a9SQua1Qku8lS1iB33W6q+s+L7FKCNRPjqw1tSpKBgU6YHlOqfBsLlIQDcljxxdKa5YKUGhl5pHYly1qMb6v7hH8K1ol0xuBU52KxwuJcbNE+NQOb1vgcn5VK+P6mIhBaqh6u157ZAPCFAhQZRU0xgWCtrBhsdHd3r4cdm5qwvQ/5B19Z/rKZGkkuENx5UFnfOzutPA2TJDh0r/LkeG5ayXpitirH3P+xmGxU1UkyqAgE6ZLgq2W1sUkLpu3Kj6e9dyo6je17FbF3ZaMSmDR2gL038jraB9UMP7K9D0n4p2AdyWgMTnZuKKg83DnwHphxwMyEMvd/zy+BYyAy7mr1ARCZ/zYbah2NlDMbIiOVQJAVRDaqLKAp/FYFglFfOHL3Geg5q/yYK7LBcI9yXss+Je3owXvQp6jurZVBRSDIhBhfNZiURARaovCAD/37P6HdSJLMVqp/dnZ2sm/fvixaLRCkJt0xeMVze88p/aKkEhrblAxT5mL0730i9iStPiDG5k2Ff0kArl1nY3lmQyAQrJ20g43u7m4+//nP093djd+/PKiLZVSkL45VXwf9SmYTldlpZTlV/9uQItgQCNZMtE+mEsBODq36EtHjg0CwLqwlQUH8MWoGNgllXBZC7y2JP7KMKvFnkMWgbFsUwYZAkBXSTiH19NNP8+STT9Lc3MypU6f4+Mc/zqc//elc2rZ5SFccqx5nMIGtalmMW1KhLFlpPZT0EiaTWDcqSCRjv2jsUP43mEBvhOIK7eOqmtZmmECwnqwlQUFjR+x4rKKKvsWMxZYk1cyGRa/4wmJQBBsCQTZIe2bD7/dz4sQJZFmmurqaT3/603zkIx/h4x//eNJzfv/3f59XXnmFiooKnnvuuYT9sizzxS9+kVOnTmE2m/mzP/szbrnlltW9k3UkbO9D7jkLlmKYHFGEhRoiwniBoLT7OLJvQQks5pzQ2K48OSupAhnov0DIOaZoNiRpeS3w1TfZbe8j5HgnI9GjYOuiimG1/CJBAN7YoRQlG+2Hmma49aQyczE7rVQBH+lJFMCazIRe/JaSoWqkR3m6m6HoViBYLxKSb0BkDA71nIO+t5T6GFVNSoB945Li+817IeBViqo2tiuC8P4LoDcsJ+mQw4Re/Jbw/S1GKs2GWuhPzGwIBNkh7WBDv5SxwWaz0d3dTU1NDXZ7krz8Szz66KM88cQTfPazn9Xc/+qrrzIwMMALL7zAxYsXefrpp/ne976XgfnrT0RMeOheOPe88uUm6ZaqKvuVICKVQDC6Ou30qPLDbuchJRsQwNSSQLdlv3KdnQeh56xSlXlaVKYVxIph4/0CSBSAR1cFnxqJ+BfTo+Ach/ajSqKCyRHlaa7BBJ0/V7JRdZ1Wjp0ayUh0KxCsJ7qGtkiCgmiRtjw/E+v/6pjbsh/CclxyhKV9R39BKd7nmVGOW+oLwve3FoGlmQ2jRjYqi0Gd2RBLQgWCbJB2sPHggw/icrn4+Mc/zuOPP044HOaTn/xkynOOHTvGyMhI0v0vvfQSH/zgB5EkiYMHDzI7O8vExATV1dXpv4N1Ru4+ozwFczmWv6TksPLkbCmLj/6e/5n8XC0xrn8hdmYkuoK4Wpk2al86okfB1iWpGLb3LQiH0hOAB33LftVzFnbfDu3H4NxPEivVRx8r/E+Qp2gl0Ag993dJ/N8Per32vukRsJbB0NWEviB8f+vgUzUbmsuolmY2xDIqgSArpB1sfPSjHwXgrrvu4uzZs/h8PqxW65ou7nA4qK2tjbyura3F4XCkFWycP38+7etkcmwqTCYTu0d6kSobwTWWeEDQjzx8lZ6eHubn57XP1WpYrT4bLxpXBbxx+2R7H52dnZtaiJute5KMI0eO5LT91ZCN95zKj2SXA+ady/vSqYC85FfyxAAsziJpPcmLPzYN/8v1/V0t+WiXatNW9dmNup7VamXntD3JmDsFxWXaJ7qnYoP2KPJh7M0nH843n13ps4ne3xtUijCOj9g5P+6JOW4q7AVgcGyE89MbE3Dk031eic1ia775681E2sHG448/zne+8x0AjEYjRqMxZttqiC4UqCJJml8NCaTrNOfPn8+qg4Uc7yjpERvblWn3OKSKBjo6OpKfO62x9KykQkmDq7WtqSNhn9TQtqlTi2b7nmwWsvWek/mRVFaj+M3U0j6PO6mfxvucVNEIhcXA5ZWPXcH/8vX+5qNd+WhTNOtpWy4+i1BffRL/rwRdkvwoKfZt9Nib7/6y0aT6bOI/u/mxPugfp71lJ0eqt8ccO+318Oy5QYrKSznSsf6f92a6z5vJVsHGkXY2Kq/XG/M6FArhdrvXdPHa2lrGx8cjr8fHx/N6CRUoQkSCASirS8xeYjBFKn4nPVfrHI3qsxFxoqhMK4gjmR9J7Udj90VXQI47NqECctthpI5jaR0r/E+waWg7msSnTaAzJBmPzUn3Cd/fOviXCvZppb5Vq4Z7Apt39YBAkE+sOLPxD//wD/zDP/wD8/PznDhxIrLd6/Xy0EMPreni99xzD9/+9rc5efIkFy9epLi4OO+DjYgQsfccHHtAEc46x6CiAdqORCp+pzw3TsQIUdVny+vAXAQ6HZIq+DUXiarMggjRfqTlFzE+VlQC939sOaNUQxvUbIfBK1BRn+C38f6ZqmK4QJDv6DuOEQLoO6/MBlZtg+LypWxU9QnVwSPjcc9Z2HO7IhR3jgnf34Ko1cELNIKNAp0BvaTDo2onBQLBmlgx2PjFX/xFfuEXfoEvfOELfO5zn4tst1qt2Gy2lOc+9dRTnD17FpfLxV133cUnP/lJgkGlgz/++OPcfffdnDp1ivvuuw+LxcKXvvSlNb6d9WEtlbyTnpuqPVGVWRBHqmrdmj4WHwTvfVfKdlOeKxBsIvQdxxJ9+M7Hlv/W6gtizN3yqHU2CjRS30qSRJHBhGeTZaMKy2F0UtoLVgSCdWPFYKO4uJji4mK+9rWvMT8/z+DgYNq1ML7yla+k3C9JEp///OfTs/QmZzOLwQW5Q/iFQJAbRN/a2vhSLKMCsBoLmPEvrqdJq2bKO8/Xr77G4LxS3c0dAAAgAElEQVSTW8rq+OX249hMlo02SyCIkHYIfOrUKU6ePBlJd9vZ2cknPvGJnBkmEAgEAoFAkAv8KZZRARQbzSwE/QSXiv/lK6FwmK92vcrAvJMKs5XLrjH+8tKLeAJiCZggf0g72Pjrv/5rvv/971NSUgLAvn37GBoayplhAoFAIBAIBLlA1WyYkwQbJSYzAHN5/qP9jYnrjHhmuKNmB39y9CHua9iNY3GOb/S8oZnxUyDYCDJa3FdVVRXz2mQyJTlSIBAIBAKBID/xhpT6GQVLBfziKTYqwcas36u5Px+QZZmX7D3oJR0PNe9HkiQebTnI7tJaLrtG+fl4/0abKBAAGQQbRUVFTE1NRepgnDlzhuLi4pwZJhAIBAKBQJALvKEAekmHUaOCOBDRPMz4F9bTrIwYmncxuuDmQHkDZQWFAOgkiV9pP45Fb+QHN97BvUl0J4KtTdrBxmc+8xl+7dd+jZGRET7ykY/wmc98hs9+9rO5tE0gEAgEAoEg6/hCwaRLqADKCtRgI39/rF+YVpay3xZXlLCsoJBHth/EGwrw7wMXN8AygSCWtCuI79+/n29+85tcuHABgEOHDkX0GwKBQCAQCASbBW8ogDnJEiqAMpMyU+Dy5e/MxsVpO0adnj1ldQn77qzbyamxPt5wXOe+ht3UF6UuVSAQ5JKMNBuBQIBwOIwsy5F6GQKBQCAQCASbCW8omDQTFUC5uQiAae/8epmUEU6vh7EFN7tKazTT9+okHR/Yvh8ZeH74yvobKBBEkXaw8cILL/DAAw/w7W9/m3/+53/m5MmTvPjii7m0TSAQCAQCgSCryLK88sxGQSF6ScdkngYbV1xjAOwpTZzVUDlQ3kBdoY23pgbzeoZGsPVJexnVX/3VX/Hd736XlpYWAAYGBviN3/gN7r333pwZJxAIBAKBQJBNAuEQYVnGYkgebOglHZXmIhyLc8iyHEmOky/0uB0A7C6rTXqMJEncU9/Bv/Sf5bTjOie37V0v8wSCGNKe2bDZbJFAA2D79u2UlpbmxCiBQCAQCASCXLC4lPbWkmJmA6C+sJSFoD/vROKyLNMz48BmslBrSa2dvbWqGZNOzxuO66LuhmDDSDvYeNe73sVXv/pVJicnmZiY4O/+7u+47777WFxcZHExvzqiQCAQCAQCgRaLQT8AFkPqWmFNVuWB6uDcdM5tyoTxxVlmA17abdUrzriYDUYOVDQy6Z1ncN65ThYKBLGkvYzqb//2bwF45plnYrb/+Z//OZIkcfXq1exaJhAIBAKBQJBlFoJLMxspllEBtJZUA9DtdnCwsinndqVL78wEAB22mrSOP1q5jXOTg7w9Ncz24opcmiYQaJJ2sNHd3Z1LOzYl/e4Jzk4M0j87QWtJNbdWN9Nqq95oswSCTY/oW1sLcT8F+cRiaGlmY4VlVDtLKikymDg3McjtNTvYZi1fD/NWRNVrtKfZh/aU1WHU6bnotPNIy8FcmiYQaJJ2sCGIpd89wf++/N8EwiEA7AtuTk9c58m97xFfogLBGhB9a2sh7qcg31ie2Ui9jMqg0/O+xj38cOAdvvj2T3m4eT8PbrDIWpZl+twT2EwWqi3FaZ1j0hvYVVpDp3MUp9cTSesrEKwXGdXZECxzdmIw8uWpEgiHODc5uEEWCQRbA9G3thbifgryjYUlzUbRCsEGwP2Nu/n13XdSarLw46HLeAL+XJuXkkz0GtGoKXLVlLkCwXoigo1V0j87obm9L8l2gUCQHqJvbS3E/RTkG2qwUZhGsCFJEocrm3h3fTtBOcxllz3X5qWke0ZZQrWrND29hopaZbx7ZjzrNgkEKyGWUa2S1pJq7AvuhO1tJWJZgECwFkTf2lqI+ynIN9TZiSLjysGGivrjvt89yW3VLSscnTvUYKHDlry+hhY1lmJsJgs97omM6oaEZZkzEzc4OznIQtBPQ2Epx2ta0taLCASwDjMbr776Kvfffz/33Xcff//3f5+w/9lnn+X48eM8/PDDPPzww3zve9/LtUlZ4dbqZow6fcw2o07PsarmDbJIINgaiL61tRD3U5BvZDKzodJUVIZOkhj2uHJl1oqEwmG6ZxxUma1UWawZnStJEh22auYCXsYXZ9M6JxAO8bWrP+efet+kyzXG8LyL1x3X+MtLL/K/O19mXOMhgkCgRU5nNkKhEH/8x3/MP/7jP1JTU8OHPvQh7rnnHlpbW2OOe/DBB/nc5z6XS1OyTqutmif3vodzk4P0zU6w3VpBRUER3+l/i50lVSLbikCQglTZieL7VltJNceqRH/arMTcT/cEdYU2Cg1Gzk0MRvYLBOuJJ+gDoMhQkPY5Bp2eWksJox73hlUUvzY3hTcU4Lbq7as6v81WzdnJQfrck9QV2lY8/rvX3uKd6RE6bDX8Svtxygos9M9O8fzQZbpmxvnChec5ZCjnoBxGL4lV+YLk5DTYuHTpEs3NzTQ1KfmpT548yUsvvZQQbGxWWm3VtNqqGZib5pnL/x15WjKyMCOyrQgESUgnO5HatwRbg1ZbNRJKys6LTnvk3r8uxknBBjAf8CEhUbhCnY14agtLGF1wM+NfpKygMEfWJefi9AgA+8sbVnW+Wjekzz3BXXWpf4d1Ou28Nn6NpqIy/r9b7sakV34uttuqadv7Ht6ZHuH/9p/jXGAKxzs/44nW22guzo/UwIL8I6ehqMPhoLZ2eV1hTU0NDocj4bgXXniBhx56iE996lOMjW2+TAmnx69HAg0VkW1FINBGZCe6OTkzMcjYwmzMvRf3XbAReAI+igwmdBk+jVdTzU4szuXCrJSEZZm3p4Yx6w10ZCgOV6ktLKHIYOLa7GTK40LhMP927Tw6JD7acSISaKhIksShyiaePnKSdn0JQ/Mu/vSdn/LN3jM4vZ5V2SbY2kiyLMu5avz555/ntdde44tf/CIA//7v/05nZyd/+Id/GDnG5XJRVFSEyWTiO9/5Ds8//zzf/OY3U7Z7/vz5XJmcMSaTiWf9Q4xqrF2sL7TxqGkbfv/Gpsq7GTly5MhGmxBDPvnsRiL6S3K2ss+K+741ySefzcRfv7nQj1nS82FLZkLv7qCbV/3j3GWqYZehNFMT18RYaIH/9A3Tri/h3QV1q27np74RhkIefsm8kyKd9uIW9X3uMZTyLtPKgY095OG0fwKX7EcCWvTFtOpLaNAXYsyj5VX55K83GzldRlVbW8v4+HKaNYfDQXV17HR5WVlZ5O8Pf/jDfPnLX06r7XSd5vz58zl3sBsDMpPeeQBsJgtu/yKBcIh2WzX7Wvdl5Rrr8T7Wi630XjIhF+85Hz/LlWzq7PNq/ujcW1bHvh3Z6S+rsWsjyEebosmmbT3XAvjDocj4CIpQ/HBFE/u278u7zyLf7IH8tCmfSPXZqJ9dWJb5+mu9NBSXc+RAZp+ldcbBq53jWGsqObL9wFrNTYrWff77q6+BDx7ac4z2Vc5sAEwOWxgaeIei7XUcqdqWsD8sy/z7+ecwSDp++fC7V1wudv78eT5w612clMOcnRjghZGrXF9wcz00h06S2FZURqutmn3l9bTbqjOeTRJsDXIabOzbt4+BgQGGh4epqanhxz/+MX/5l38Zc8zExEQkAHn55ZfZuXNnLk3KKssi10neXdfGlNfD+OIs7bZqLHpjJNvK6+PXuOwcZWxxljpLCXvL67mjdqdGO4liWYFgq3FrdTOnJ65HfnAa0HFf4y4c3nmePv9j6gttHK5s4miSbEXR/aWtpJq20mp6ZyYi/ae5uJwu1xj2BfeKbaVC9MvMif7M2kuqqbeWctU1Hhn7dpfW4PItUqBXslN5Q0EuTA8zF/DRXGLZYOsFNwMLQR8yMsXG9MXhKhVLlben1nmpkN0zw4WpYZqKymhb4xjUWlIJwLXZSc1g44prlInFOW6v2ZGRLkUv6ThRs4Pj1S0MzE/zzvQIPTMOhuZdDMw7edHeTbXZyiMtBzlcmXhdwdYmp8GGwWDgc5/7HL/6q79KKBTiscceo62tjWeeeYa9e/fy3ve+l29961u8/PLL6PV6bDYbf/qnf5pLk7JGtMj1cGUTr4z1RX48jS24Mer0HKps4vXxa3zn2lsx+zpdowDcUbszLbGsQLCViM82daJqB/8xdCmmj1xyKoWz4oOE+P5SU1jCP/W+GdN/jBN69pXXM7bgjmkrk9wxol9mTvxntq+8gX+7fiFhXNxXXo+EFCMUH13aV1MtEgMIcsusX8lEVWI0Z3xumakQCQmnb/2CDW8owD/1voGMzAe3H1hzFqxt1nL0ki6pbuO/R3sBuKe+Y1XtS5JES3ElLcVKUOMPBemfneStyUHOTAzwtauvcVdtK4+3HhWzHDcROS/qd/fdd3P33XfHbPut3/qtyN+//du/zW//9m/n2oyso4pcjTo9/lBIU/D69tQIuqW/4/dddo5yR+3OlGJZ8aUr2KpEZ5v6+tXXkvSf4YRgI7q/pOp7/pDSNwPh0HJbuqK07RP9MnOiP7NCgwnH4qzmZxgOy/hl7fsmPl9BrpkLeAEoXkWwodfpKDVZcPkWsm2WJr3uCb7b/xb2hRnuqNnJ3vL6Nbdp0hvYZi1jcN6JPxSMEX9Peefpco2xo7iSJmtZilYyu96esjr2lNXxvsY9fL37NV4d78cXDvLR9hMbkkJYsP6IsHKV9M9OAIpGYzrJUw77wgzzQW3R49hSUR21nXj6kmwXCLYaWtWlk22P7i+p+t60z4PNtLwsx77gprAw/SUBol9mTvRn1lhUyniSjD3+cCjpfROfryDXzKrBhinzZVQA5eZCXL4FwnI4m2bFEJTDfKPnNH956UXsCzPcXdfGL7Udy1r7O0uqCMsyA3PTMdtPj19HBu5cIS3uaqktLOEz+++jpbiCMxMDPD98JSfXEeQfIthYJWq+6oWgn0qzdiXPhsJSrEkqlNZZSmLaMer0VJqtkUq7bSXi6Z5gc2IypV+VF5RsRFpsK0p8stYa1S/c/kXKk6wprigowu1fjLxuKLSxsJD+08jWJP1P9MvkqJ9ZocGEWWekxVoRM6apmHT6pPdNfL6CXDPnV4KNEuPqNELlBUWEkXEvtZNtwrLMi75RzkwMsN1azu8deB//s/VYVovm7SypAqA/ailVWA5zeuI6Zr2BIznUVFgMRn5zz92UFxTyo8FO+t2p0/AKtgY5X0a1WYgWNjYXV1BZUMSFqeFINXAgRizaXlrNQtDHQihAqckcWbKhomg2GvGFgrztHEnYp06H3lrdjCfoYzEUwOlbSBCXCwRrZb2Ezup1+vwTdPZ5077O4comLkWt39chcbiyCRk5QTAeLS4PhEMU6A2afc+sN8QstzpU2UR4aCrt9xIvYlfbEf0yObdWN1NoMDK+OIvVWMB8wI9Jp6fdVk2B3sA7UyPodTp0OgkLRs37Jj5fQa5RH0LYTJkvowIiommnz5OTwn4/H+tnKOxhd2ktv3nL3QnBejaIFomrdM84cPkWeFftTgr0uf1pWGwy8/923M6XL73IN/ve5A8PP5iT9ynIH0SwgbYYVBUynhrvwxP0xYgZVbHogfIGrrjG0CFxsLIRfyiE0+eh1lJMzdLMhZp1KlU2qui2VRHle+rb1/MjEGxR1kvoHH+d0QyuU2qycG99B47FWcYW5zhQ3sBLoz1JBePR4nKzzsC99R0Me2aY9nmoKCjCrDfQbC3DvuCmodDGoaVA5XwGwUa8iL2tpJpjVSIbVSpm/Iu8ONrDvvJ63pwYSBB/v69xNwtBH56AH1mS2V9ejy8UwuXz0GarZptsEZ+vIOe4l5ZRRS+zzAR1Vm7a64nMEGQLXyjIfw5dwoiOj3acyNkP8BKThWpLMddmpwjLYXSSjtOO6wDcXrMjJ9eMp9VWzXvq23l5tJcXRq5yctvedbmuYGMQwQbJxaD+UIhCgwlvKKi53xsKRp7OXZgaxqjTc1vVdjpdo1yYHuFo5TaOVjVzR+3OmOAinWsLoaQgG6yXf63lOmcnBjk13kehwURrcSUTi3MpBePR4vJvdJ/m+ZEujDo9NpOFHrcjcu7TR06u6T1FX0ewMm9PDQMkFe3bF2aY8nqoMRdzxTUWSbBxf8NuHtq+XxS+FKwL6sxG8SpnNsoLlEQTzhyIxN9wXGcu4OOwoWLVwVC6tJVU8brjOiOeGSoKrLw9NUyNpYQdS1mk1oMPNB/grckhnh++knGqXcHmQmg2SC4GnfZ5aCwqTVuEGgiHuDY3FXkakUz4ms61hVBSkA3Wy7/Wch313IWgH284GEmeEI9WfxryuACl701552NmcATri33BnVK0P+X1EAiHcHjnIuNmIBzibefwepopuMlx+xYx642Y9cZVnb8cbGQ3/a0sy5wa60Mv6dhjzH11crVeR697grOTNwjKYe6o2bGu2aEsBiMf3H6AQDjEjwYvrdt1BeuPCDaADlttgpDRqNOzs7gSp28hpQhVFYgbdfrIOcaldcot1ooVry2EqIJcsl7+tZbrdNhqAUUQfmtVM3UWbcF4Q2HiF3DTkog8PsFCg4boPFPhuiAz6gttMaL9QoOJdls1NpOFSrOVpqIyDlU00mqtwqjTRcbMQ+VNG2y54GZixr9I2RpmDdTCftNZLuw37HExuuDmQEUDhVLuF510LFUhv+oa47Xxa+iQOF7TkvPrxnOipoWGwlLecNxg1CMeEm1VbvplVK+PX2M2uBgJEMxLwihvKMi1uSm2W8vZZi2j3z2JLxyMnFegM9BUVIqMjNO3wN6yeirNRXS5xqm1lNBYZCMYDvOPPacZmndRaynBajRTZS7kxpyTscVZ6gtt3FJWh2XCyGI4EGnbqNNTYjTT754QyzgEayLXQmdVFK62myjUNvL0+R/TaCmh1VZDt9vBxOIc+8rrcfkWGPG4aC6u4H/sOEKve4KXRns5UN6g2Va12cofn/8J+8sbmPLNMeJx01RUygONeyKaDTXBwqHKpgQbtYTrokr46omv5N5hq0YCKgoK2VZUxtjiLI7FOXYUV1JsNOEJ+PGFAiyE/NxV08as34PD6xEVxAXrRiAcwhP00Vi0+pmDQoOJQoORae98Fi2DsxMDANxW3UJowJHVtrUoLyiixlJMj3tCKU5c0ZTzpVta6CQdD2/fz//pepUfDV7iE3vuXHcbBLnnpg42tKp7H63cliDYvui0J4hQ221V/OfQZc3quBemhtFL2hVyD5Q3cGF6OHLOJaedx3ce5drsJNfnpqkoKMKk1/Pc0GWeH+kSFYsFayKXQudoUfgDjXs4UN6ANxSMEWpPeucYW3Bzono73x94W/lSq2yKEYDbF9yc0y1X/XYszHK4somwLDO2OBtpS0amprCYF0e7NfudWjE8OsFCKuE6IKqErxKtSu4VoUIuOu28t76DF+ME/uo9emNigH3l9Tw7+A6PNO/neXs3ICqIC9aHmSWdRbLVCulSUWBlfHEWWZazsuxIlmUuTA1j1hu4payOS+sQbADsLq3llbE+AO6qa1uXa2qxv7yBluIK3p4eZmjeyTZr+YbZIsgNN/UyqsvO0YSnp8nE4MOeGYY9LlqKKxj2uLgxN70mUXn0ti7XGMWGAgLhED1uBxemhgkjRwS2AsFaaLVV83jrMT53+CSPtx7L2o85VRReaDAxvjjLW1NDEYF2j9vBW1ND+EIhKs1WBuacEUHwSlW/w8i8NTVEWJYBOdLWtHeewArnqq/VfpNMuH5hajilqF2QmvhK7kb03JhzYtTpk1YO94eUber//bNTMTWKxGcvyDVq5e/SNQYbVRYrgXAoppbPWhj2uJj2edi3NKu7XmwvVpZ6Ww0F7FpaVrURSJLEB5r3A/Cfg50bZocgd9zUwUa8EHWlisQ1lmJuzE1TYylOWh03U1E5KE9UZwPeGIGrihCKC/IVVdgdXS06Xqg97fOwv7wh0tcyqfrt8M4RCIcjbc0HA0ylea7ab5IJ1x2LsyI5wxqIr+RuKzAztjibsnK4eo/U/8cWZ9lf3hBzjPjsBbnE6VeCjbVmPaq2FAMwkcTXM+Wd6READlWsr35JrSCul6R1FYZrsbu0ltaSKi457dyYSz9NuWBzcFMHG2oVb5WVKhKPeGYoLyhkxDNDzdJgk+q4ZPvjn4Y0FNooMhRoHi+E4oJ8RRWFr9QfLjnt1C71tUyqfse/thqMVCxlglnpXLXfJBOu11hKRHKGNRBfyX3Gt0itpWRFX3D7FyP/11lKIvVTVMRnL8glziVRd7JxJF3UOlrJAutMuTRtV7JQldVlpb10cPkWeN1xHaNOjzvgZWyDM/hFz278SMxubDlu6mBjX3l9wpImi96YMI2pViReCPopWKpMXG+xaR5n0utZCPpTtpNYabyJg5WNmseLirqCfOXW6maMOsXfay0lSfvDlHeeluLyiOhbrfqtdWz00pz411WWYmwmc1rnqv1GtTGaQoOJW6u3a+4TfS49oj+7QDhEkDAtxeUEwqGUvgBE/m8tqfz/27vzuCiubA/gv4Zmb1llUxZFgbggGAPiEhVcMCLBBaJ5yTOJkzgvbxLMMIkmMXGUmZjkxdGJ+kmiJo4vZtFxXMiImvFhiIlKRFFxBQFZWulGoGlooPf7/kBqRPaGTlXD+f5Fd1dVny7OvdW3q+4pVD0wyZb2PTG3lrOq7r0cbPg6Ng82Khprex1TjaYB5Q0KhLp6w0FsWjleUxwuuQyd0YBor2EA/j1BnU+hrt4IdfHGdUUFbinpLGd/MiAniLdUUSmuq8KTAWG4XV/N3d17tJsvRrv5cnf89nNyhaedBA16NR718EdlowoJAWNRWl+DaK9haNBpIWuqg7+TK9zsnHCl5i4e9fCHr6MzPO0lUGiaUNZQ06oaFUPzhMgH724MgO5YTCzKg5PPbyjkWDwsAgXKSq4thbp4o0Aph6+jC8rra5A0bDzylXLIG+sxc0hoczWqRgWCnb3g6+DCLfvwukMcnBHi4t28blPLug0oa6jFUEcXjHbzRbmqBkOdXNq0m1YT5JX3MGGwP6o0DfiyIBvBzl54PiQat5SV1OZ6qPV+rYQ1RLCBCAsDx6G4rgpxfqNwt0EJWVPd/b6vuRrVpPt95qLACOgMWkzxDkKJqhrBznQHcWJ+LeVqW8rXmsrX0QUiAHf6oFTr5erms3vhD11SaE43FDJkV96Gv5MbkoaPx7l7pciuvI2EwDBYifj9DTpx2Dj8z+UTOFRyGW+Mm8X75V2kbwy4wcbDVVTKSxRwsXVAypgZ8JO4ccs9eMfvImUl9hSeQ6NehwmDA1pVoWqu7++ECA9/uNrao0xVg5tKOVdxylFsi5VjY7iJWJ2hOxYTS9OSs+fvlWJ3QTZsrKzh5+SKm0o5riju4gm/UajXa3BNKcclxV28PjYGwzrI8RlDQ9p9/HCbvdNY2067GoGOtMSYXXQDX0nzWlWfOl1ZjN+PjcHTIyN7uScGnpH3S93mK+W4VHMHOVVlcBTbItY3GMV1VahUq+Bu54iyBgW87CXwsJPgVl0lEgPGYbxnQJvt0R3EibndU9fD2cYedta9++pjb20DLwdnlKpqYGQMVr34Qnz5/nyNcA+/XsXUXUptE3YXnIUVRPjP4ImwF9siynMYfpIV4mpNBcZ5/HqDnvaMcPZEuPtQXK65g7yaO7/afiHmNeAuo2qvAo1S24SfZIUdrvNLZSkqGuvQqNeisqm+1fo6owEVjXW4UFWOnHvluF4rQ6Ney73eqNfirLy47z8IIQJysaocOqMBjXotCpSVaNRroTMaIG2ohbShlnt81oRqQ+21WVPa1U11+xXkzlEFJJO19I0t+1VnNKBEpcD1Whmq1CoUKCtRpVbheq0MCm0jqtQNOF9VxnPUZCAyMoYadSM8O5hT1FPDB7lDbdD1aq5Dg06D/Fo5AiXuvZ603h2Nei22XctCrbYJC4aFI3BQc4nZGUOay95+L70OxpjZ4+jKgmEREEGEA7cvwWA08h0O6QMDbrBhSgWalnU6q6Rzp7EWlQ9Vt+rOtgnpD+50cMCtaKpvdQMtU9pCX1WNKlW3HyO1T9M9/L/pTrWxjnKFEHOqYzoYwTosYNBTIS7NpWKvKypM3salaimMYHh0sPmrUFWpVdh4+f9QplJgivcIzPEbxb3m5+SGMPchKKy7h2u9+Dx9ZYiTC6b5joS8qQ4/VBTwHQ7pA2YfbJw6dQpxcXGYPXs2duzY0eZ1rVaL1157DbNnz0ZycjKkUqlZ4zGlAk3LOp1V0hnq6Aqvh6pbdWfbhPQHQxxd2n3e12EQpA3/nkRpSlvoq6pRAfbtx0jt03QP/2+6U21saAe5Qog51Ro1AMBVxuutse5DIAJwoRdn6lruK/OYGQsjMMZwVl6MP+cew53GWszwDcazwZFt5kIsGBYOEUTYW3QeGoPebPF015OBYXAS2+K70jzu/ijEcpl1sGEwGJCWlobPP/8cGRkZOHLkCAoLW1+utH//fjg7O+PEiRN4/vnnsXHjRnOGZFIFmpZ1OqukM36wHyZ4+lN1GzIgPTq4/dz3cnDmLis0tS30VdWoEFtXap997OH/TWcV/VqqUI3/FX7FJeRhNay5H/Lto8Gui60Dxrj54nZ9NQpqe37Hb4WmETdr5QgaNLjVzS370r2memy5loXdBdkwgmFZ8EQ8PTKy3Ungfk5umDX0EdxTq/BNYQ7vl1NJbOyxaHgENAY9vi48x3s8pHfMOkE8Ly8PgYGB8PdvPrjEx8cjMzMTI0eO5JY5efIkXnnlFQBAXFwc0tLSwBgzWwWCVlVUulmB5sF1CuvuIc5vFCqb6lF+vxoOVZQiA11L/l+sKsed+5XWRrv5QtpBlaieMKXNtse+TkPts4919L8ZP9gfF6vKcbdRyVWjatLr8HxItFl/xSWkI9VGNQDAT+LaxZLdNz8gDNcUFdhx8zSm+46Ej6MLwtyHwN666xK2p2VFYGCY4hPUZ/G0MBiNOHHnJo6UXYHOaMBoN188MzKyywDHFT0AABZ1SURBVEFN4rBxuKWUI7vyNlztHLAgMJzXalBTvEcg514prtTcxamKQky/P7eEWB6zDjbkcjl8fHy4x97e3sjLy2uzjK9v841sxGIxBg0aBIVCAXd3d7PFZUrVp+6uQxWlyED1mGcgHvMMRH5+PkJDQ+8/23GVqJ7oq3ZF7bPvdbRPaVBBhKTSqMYgG3u42fbdROzhzoPxHyOjsK/oPI6UXQXQfHfylDEzMMSp40GNzmhAVsUtOFjb4LHBfdtOylUKfHkrG2UqBQbZ2GNZ8EREegZ2a9BgY2WN/x4zHR9dPoHj5dfRpNdhyYgJsOapHK5IJMLzIZPwp9yj+HvxBfhL3BDkPJiXWEjviJgZz00dO3YMP//8M9577z0AwOHDh3HlyhW8++673DLx8fH44osvuEHJrFmzsH//fri5ubW7TYBKJJKuTZgwge8QWqGcJV2hnCWWRkg521m+1ht1+FZdjEBrCeLs+r60q5rpcc+owR1DA/L0CjiJxFhsPwz2Iut2l8/T1SBbdw8RYndE2Xr2SQx6ZkSurhqX9TVgAEKsnRFt69VhDJ1pMOpwTCNFDdNiiJUjYu184Sji704JUkMDjmmksIM15tv7w93KzqTtCClfBxqzZo+Pjw9kMhn3WC6Xw8vLq80yFRUV8PHxgV6vR319PVxduz7N2d2kuXDhQr9IsP7yOYD+9Vl6whyfWYj7UogxAcKMS4gxPejXjE1o+0Jo8QDCjElIOto3P9wtAIqKMWnYI5gwJKTdZfpKRtkVfFd6BXmOavzXqMfbnFGoVjfgy9wMOIpt8J+PxUBi0/aLc0/+z4wxXKwux3e3L6FK33xvm2dGRmGs+5BefY5IvQ67C87iUrUU6Xop/mNkVLtVs36NnJwAwENWiD23zuGYvgK/HTUVoa7eZn1P0rfMem4sLCwMJSUlKC8vh1arRUZGBmJjY1stExsbi0OHDgEAvv/+e0RHR9MdIwkhhBDSa4wxnJEXAQAifoUbxD3hPwYhLl64VC1F5t38Vq/VadX45PqPUBv0SBr+aLsDje7SGPQ4Ky/GexePY/uNn1GjacDsoY/gjxPiez3QAAAHsQ3+a9TjeCroUTTpddh+4ydsu5aFcpWi19s2xVSfkVgWPBFNBi02XzmJfUXnUadt4iUW0nNmPbMhFouxdu1avPjiizAYDFi8eDGCg4Px8ccfY+zYsZg5cyaSkpLwxhtvYPbs2XBxccHmzZvNGRIhhBBCBgAjYzhSdgVlKgWCrAf9KjfOsxJZYXnoZGy4eBz/KM6FSqdBsLMnSlU1OHm3APU6NWb4BmOyd+cTw43MCL3RCJ3RgCaDDiqdBjWaRlQ0KlFcdw/5ykrojAaIADw2OABPBo6Dt2PflPVtIRKJMHPoIxjj5ouvC3NwpeYurtTcxQjnwRjnPhSBEg/UGbVo1GthZyWGtZV553ZM8RkBbwdn/G/BWZy8W4BTFYUY7eaLUFdvDHV0hZudAxzFdpDY2LZbcYvwx+wX4U2fPh3Tp09v9dzKlSu5v+3s7LBlyxZzh0EIIYSQAeRSdTkyyq7C1dYB0VZ9MzeiO9zsHLEyLAbbrv2IY+XXcOz+83ZWYiQNH49ZQx/p9AqOS7pq7Ph5b6fv4evogvEefpjiM8JspXNb+Di6IDVsJq4pKvB/d27iZq0MRXVV3Ot7z96GCMCzwVGY6jOy4w31gZEunlg7IR6nZUX4seIW8mruIK/mTqtlAiTuWDN+rlnjID1j1gni5kITF0l3COnaZspZ0h2Us8TSCCVnKV9JdwglXwcaixxsEEIIIYQQQoSPLmojhBBCCCGEmAUNNgghhBBCCCFmQYMNQgghhBBCiFnQYIMQQgghhBBiFjTYIIQQQgghhJiF2e+zwaeWGwl6e3tj+/btfIdjsrq6OrzzzjsoKCiASCTChg0bMH78eL7D6rHdu3dj//79EIlECAkJwfvvvw87O9PvoDqQVVRUYNWqVaiqqoKVlRWeeuopPPfcc7zGpNFo8Mwzz0Cr1cJgMCAuLg4pKSm8xtRCiH1BbGwsnJycYGVlBWtraxw8eJDvkHghxFwGhJUzQjsGWFpffurUKbz33nswGo1ITk7GihUr+A6pXW+99RaysrLg4eGBI0eO8B1Oh4TaZtsj5OPSgML6sV27drHU1FS2YsUKvkPplVWrVrG///3vjDHGNBoNUyqVPEfUczKZjMXExLCmpibGGGMpKSnswIEDPEdlueRyObt69SpjjLH6+no2Z84cduvWLV5jMhqNTKVSMcYY02q1LCkpiV28eJHXmFoIsS+IiYlh1dXVfIfBOyHmMmPCyhkhHQMsrS/X6/Vs5syZrKysjGk0GpaQkCCI/GrPuXPn2NWrV1l8fDzfoXRKqG22PUI+Lg0k/fYyKplMhqysLCQlJfEdSq+oVCrk5ORwn8PW1hbOzs48R2Uag8EAtVoNvV4PtVoNLy8vvkOyWF5eXhgzZgwAQCKRICgoCHK5nNeYRCIRnJycAAB6vR56vb7Tu+T+WvpLX9BfCTGXhZQzQjwGWFJfnpeXh8DAQPj7+8PW1hbx8fHIzMzkO6x2RUZGwsXFhe8wuiTENtsRoR6XBpp+O9jYsGED3njjDVhZWfZHLC8vh7u7O9566y0sWLAAa9asQWNjI99h9Zi3tzeWL1+OmJgYTJ06FRKJBFOnTuU7rH5BKpXixo0bCA8P5zsUGAwGJCYmYvLkyZg8ebIgYhJyX/Cb3/wGixYtwr59+/gORRCEkstCyhmhHQMsrS+Xy+Xw8fHhHnt7ewv2i7ElEkqb7YwQj0sDDf89qRn88MMPcHd3x9ixY/kOpdf0ej2uX7+Op59+GocPH4aDgwN27NjBd1g9plQqkZmZiczMTPz0009oampCeno632FZvIaGBqSkpODtt9+GRCLhOxxYW1sjPT0dP/74I/Ly8lBQUMBrPELuC7799lscOnQIO3fuxNdff42cnBy+Q+KVUHJZaDkjtGOApfXljLE2z9Ev231DKG22K0I7Lg1E/XKwkZubi5MnTyI2NhapqanIzs7G66+/zndYJvHx8YGPjw83Ep87dy6uX7/Oc1Q9d+bMGfj5+cHd3R02NjaYM2cOLl68yHdYFk2n0yElJQUJCQmYM2cO3+G04uzsjIkTJ+Knn37iNQ4h9wXe3t4AAA8PD8yePRt5eXk8R8QfIeWy0HJGaMcAS+vLfXx8IJPJuMdyuVzQl31ZCiG12e4SynFpIOqXg40//OEPOHXqFE6ePIlNmzYhOjoaGzdu5Dssk3h6esLHxwfFxcUAgLNnz2LEiBE8R9VzQ4YMweXLl9HU1ATGmMV+DqFgjGHNmjUICgrCCy+8wHc4AICamhrU1dUBANRqNc6cOYOgoCBeYxJqX9DY2AiVSsX9ffr0aQQHB/McFT+ElstCyxmhHQMsrS8PCwtDSUkJysvLodVqkZGRgdjYWL7DsmhCa7OdEeJxaSDq16Vv+4t3330Xr7/+OnQ6Hfz9/fH+++/zHVKPhYeHIy4uDgsXLoRYLMaoUaOwZMkSvsOyWBcuXEB6ejpCQkKQmJgIAEhNTcX06dN5i6myshJvvvkmDAYDGGOYO3cuYmJieItHyKqrq/G73/0OQPP1xPPnz8e0adN4joofQsxloRHSMcDS+nKxWIy1a9fixRdf5MoZC3Vgn5qainPnzkGhUGDatGl49dVXkZyczHdYbVhSm6XjkjCIWHsXNBJCCCGEEEJIL/XLy6gIIYQQQggh/KPBBiGEEEIIIcQsaLBBCCGEEEIIMQsabBBCCCGEEELMggYbhBBCCCGEELOgwQYhhBBCCCHELGiwYQHefPNNfPXVV50uExoaioaGBrPFsHXrVmi12h7FREhf5UliYiLUanW7r8XGxqKgoAAAsHv3blRXV3Ovbd26FR9++GGv359Ynrq6OuzcubPby3fVhx48eBApKSl9EVq7bty4gaNHj/YoJtI/9XXudkdmZmaHfeUvv/yCRYsWAQCkUin27dvX6vUH+2BC2kODDdIt27Ztg06n4zsMMkClp6fD3t6+y+W+/PLLVoMNMnDV1dXh888/5zuMbrtx4waOHz/OdxhEAPjI3ZkzZ2L16tVdLnfnzp02gw1CukJ3EO+FpqYmrF69GoWFhRCLxRg+fDg+/vhjHDp0CN988w0MBgMkEgnWrVuHoKAgHDx4EP/85z8hkUhQWloKV1dXfPTRR/D29kZ+fj7Wr1+PpqYmaDQaPPXUU3j++edNiqu4uBgbNmyAQqGATqfDc889h8WLFwNo/gXk97//PU6cOIHa2lqsWrUKcXFxAIDvv/8emzdvhr29PebOnYvNmzcjNzcXGzduBAAsXboUVlZW2LNnDwCgoKAAy5Ytg0wmQ0REBD788EOIRKLe71hidkLJ3b179yI/Px9//OMfkZeXh+TkZOzfvx/jxo3DunXruLsTh4aGIjc3F05OTjh//jzWr18POzs7REREoOW+pJ9++ikqKyuRkpICOzs7/OUvfwEAyOVyvPTSSygvL0dAQAA+/vhjODg4mGvXEjMIDQ3FK6+8gtOnT0OhUCA1NZXrty5fvoyNGzdyv+ympKRgxowZSEtLQ319PRITE+Hg4IC9e/di165dyMjIgMFggJ2dHZdjpuisrRw5cgTOzs64desWBg0ahK1bt8LT0xNarRZ/+tOfcO7cObi7u2PUqFGoqqrC+vXrsWXLFqhUKiQmJiIyMhLvvPMOAGDPnj3t9tfEMgghd5csWYI1a9Zw/WpOTg4yMjKg1+sxZcoU/PDDDzh+/DiysrKwZcsWAMDmzZtx9OhReHt7IywsjNtWWloapFIpEhMTERgYyC1/7NgxvPvuu7h37x6WL1+OZ599ti93I7F0jJjsX//6F3vuuee4x7W1tSwnJ4e99NJLTKPRMMYYy8rKYkuWLGGMMXbgwAEWFhbGioqKGGOMbd26lb366quMMcbq6+u5dVQqFXviiSdYYWEhY4yx1atXsz179nQaS0hICFOpVEyn07GFCxdy69bX17M5c+Zwj0NCQrhtnT9/nk2dOpUxxlhVVRWLiopit2/fZowx9re//Y3b5oPbb7F69Wq2dOlSplarmUajYfPmzWM///yzCXuR8EEouVtSUsLi4uIYY4x99tlnbMmSJWz79u2MMcbmzJnDSktLGWP/zj+NRsOmTp3KsrOzGWOMZWRksJCQEJafn88YYywmJob7mzHGtmzZwmbPns2USiUzGo3shRdeYPv27evFniN8CAkJYVu3bmWMMVZUVMSioqJYVVUVUyqVLDExkcnlcsYYY3K5nD3++ONMqVSy8vJyFhUV1Wo71dXV3N+nT59mycnJrd7jwT7uYQcOHOByvqu28thjj7G7d+8yxhhbs2YN27RpE2OMsS+//JItX76c6XQ6plarWXJyMrfNB7f/YEzt9dfEcgghdzdt2sT1q/Pnz2cLFy5kcrmc5ebmsqeffpox1jr/MjMz2fz585lKpWJ6vZ799re/ZQsXLmSMMZadnc393SImJoZ98MEHjDHGysvLWURERKfxkIGHzmz0wiOPPILi4mKsX78eUVFRmDFjBk6ePImbN28iOTkZAMAYQ11dHbfOhAkTEBQUBABITk5GQkICAECtVmPdunXIz8+HSCRCZWUlbt68iREjRvQoppKSEhQVFSE1NZV7TqfTobi4mNvWvHnzAAARERGorKyERqPBpUuXMHr0aAwbNgwAsHjxYrz//vudvtesWbNgZ2cHABg9ejTKysowZcqUHsVL+CGU3A0MDIRGo4FMJsPZs2eRmpqKTz/9FAkJCdDpdAgICGi1fHFxMRwcHDBx4kQAzbm8du3aTt9j6tSpcHZ2BgCMGzcOZWVl3dxLREha8jIoKAijR4/GpUuXIBaLIZVK8dJLL3HLiUQilJaWws3Nrc02rl69iu3bt0OpVEIkEqGkpMSkWLpqK48++ih8fX0BAOHh4Thz5gyA5mvfExMTIRaLIRaLER8fjwsXLnT6Xu311y39LrEMfOdudHQ0tm/fjoSEBLi6uiIqKgpnz56FVCrFpEmT2iz/yy+/YN68eXBycgIAJCUl4ZNPPun0PVry1M/PD87OzpDJZD3+/kL6Lxps9IK/vz+OHj2K7OxsnDp1Cps3b8bMmTOxePFirFy5ssv1GWPcZUebNm2Cp6cnPvjgA4jFYixfvhwajabHMTHG4ObmhvT09A6XaTlQWVtbAwD0en2rWLrrwQOetbU1DAZDj+Ml/BBS7kZHRyMrKwvV1dWIiopCWloasrKyuAFFbz2cp6a0KyIsLfnHGENoaCi+/vrrNstIpdJWj7VaLVauXImvvvoKY8aMgVwux7Rp00x+/87aSkd9Y2/62Qf7axpsWC4+cnfChAm4fv06srKyMGnSJERFReHAgQOQSqXtFj1g9y9N7Qn6PkA6QxPEe0Emk8Ha2hqzZs3CW2+9hZqaGsTGxiI9PR0ymQwAYDAYcPXqVW6d3Nxc7heJgwcPcl+o6uvr4ePjA7FYjIKCApw/f96kmIYPHw57e3scPnyYe66oqAgqlarT9SIiInDt2jWUlpZysT3Iycmpy20QyyGk3I2OjsaOHTswfvx4AM2/Cu/cubPdX9yCgoKgVquRk5MDADh+/Djq6+u5152cnFo9Jv3HgQMHADSfvb1x4wbCw8Mxfvx4lJaWIjs7m1suLy8PjDFIJBKo1Wro9XoAzV/Y9Ho9d8bhm2++MTmWrtpKRyZOnIjvvvsOer0eGo0Gx44d416TSCSUu/0U37lra2uL0aNHY+fOnZg8eTLCw8ORm5uL/Px8hIeHt1l+0qRJOHbsGBobG2EwGLj4geY8pe8CpKfozEYv5Ofnc5NQjUYjVqxYgcjISLz22mt4+eWXYTAYoNPpMHfuXIwdOxYAEBkZia1bt+LWrVvcJFsAePnll7Fq1Sp89913CAgIQGRkpEkxicVifPbZZ9iwYQO++OILGI1GeHh44K9//Wun6w0ePBjr1q3DihUr4ObmhtjYWNjY2HATaZcvX45ly5bB3t6emyBOLJeQcjc6OhqrVq3iBhfR0dHYt28foqOj2yxra2uLTZs2cRPEo6OjMWTIEO71ZcuW4e2334a9vT33+Uj/YGtri6VLl0KhUCAtLQ0eHh4AgE8++QQfffQRNmzYAJ1OB39/f3z22WdwdXVFQkICEhIS4OLigr179yIlJQVJSUnw9fU1+awGgC7bSkeWLl2KmzdvIj4+Hr6+vhgzZgyampoANH/B27VrF5588klERUVxE8SJ5RNC7k6aNAlXrlzB2LFjIRaLERAQAD8/P9ja2rZZNiYmBpcuXcKCBQvg5eWFiRMnQi6XA2ie8D58+HDMnz8fQUFB3ARxQjojYqacLyMmOXjwYKtqD0KjUqkgkUgANP8S849//APffvstz1ERIRB67pL+7cFqZJaupZ/VarV4+eWXMXfuXO6aftL/9KfcJcRUdGaDcPbs2YPjx4/DYDDAxcUFf/7zn/kOiRBC+pUXXngBWq0WGo0GkydPxsKFC/kOiRBCzIrObFiQbdu24cSJE22e37VrF3dalhAhotwllmLRokVtJreGh4cjLS2Np4gI6R7KXSJUNNgghBBCCCGEmAVVoyKEEEIIIYSYBQ02CCGEEEIIIWZBgw1CCCGEEEKIWdBggxBCCCGEEGIWNNgghBBCCCGEmMX/AyLVWYwy0K4xAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.pairplot(iris, hue=\"species\", palette=\"Set2\", diag_kind=\"kde\", size=2.5)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Plotting with categorical data\n", "\n", "It’s useful to divide seaborn’s categorical plots into three groups: \n", "\n", "- those that show each observation at each level of the categorical variable. It includes the functions `swarmplot()` and `stripplot()`.\n", "\n", "- those that show an abstract representation of each distribution of observations. This includes `boxplot()` and `violinplot()`.\n", "\n", "- those that apply a statistical estimation to show a measure of central tendency and confidence interval. the third includes `barplot()` and `pointplot()`.\n", "\n", "\n", "These functions all share a basic API for how they accept data, although each has specific parameters that control the particulars of the visualization that is applied to that data.\n", "\n", "Much like the relationship between regplot() and lmplot(), in seaborn there are both relatively low-level and relatively high-level approaches for making categorical plots. The functions named above are all low-level in that they plot onto a specific matplotlib axes. There is also the higher-level factorplot(), which combines these functions with a FacetGrid to apply a categorical plot across a grid of figure panels." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Categorical scatterplots" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "sns.set(style=\"whitegrid\", color_codes=True)\n", "np.random.seed(sum(map(ord, \"categorical\")))\n", "\n", "titanic = sns.load_dataset(\"titanic\")\n", "tips = sns.load_dataset(\"tips\")\n", "iris = sns.load_dataset(\"iris\")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "A different approach would be to use the function `swarmplot()`, which positions each scatterplot point on the categorical axis with an algorithm that avoids overlapping points:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.swarmplot(x=\"day\", y=\"total_bill\", data=tips);\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Violinplots\n", "A different approach is a `violinplot()`, which combines a boxplot with the kernel density estimation procedure." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"total_bill\", y=\"day\", hue=\"time\", data=tips);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "It can also be useful to combine `swarmplot()` or `swarmplot()` with `violinplot()` or `boxplot()` to show each observation along with a summary of the distribution:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"day\", y=\"total_bill\", data=tips, inner=None)\n", "sns.swarmplot(x=\"day\", y=\"total_bill\", data=tips, color=\"w\", alpha=.5);" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x=\"time\", y=\"total_bill\", hue=\"smoker\",\n", " col=\"day\", data=tips, kind=\"box\", size=4, aspect=.5);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Visualizing linear relationships\n", "\n", "Many datasets contain multiple quantitative variables, and the goal of an analysis is often to relate those variables to each other. We previously discussed functions that can accomplish this by showing the joint distribution of two variables. It can be very helpful, though, to use statistical models to estimate a simple relationship between two noisy sets of observations. The functions discussed in this chapter will do so through the common framework of linear regression.\n", "\n", "In the spirit of Tukey, the regression plots in seaborn are primarily intended to add a visual guide that helps to emphasize patterns in a dataset during exploratory data analyses. That is to say that seaborn is not itself a package for statistical analysis. To obtain quantitative measures related to the fit of regression models, you should use statsmodels. The goal of seaborn, however, is to make exploring a dataset through visualization quick and easy, as doing so is just as (if not more) important than exploring a dataset through tables of statistics." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "sns.set(color_codes=True)\n", "\n", "np.random.seed(sum(map(ord, \"regression\")))\n", "tips = sns.load_dataset(\"tips\")\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Two main functions in seaborn are used to visualize a linear relationship as determined through regression. These functions, `regplot()` and `lmplot()` are closely related, and share much of their core functionality. It is important to understand the ways they differ, however, so that you can quickly choose the correct tool for particular job.\n", "\n", "In the simplest invocation, both functions draw a scatterplot of two variables, `x` and `y`, and then fit the regression model `y ~ x` and plot the resulting regression line and a 95% confidence interval for that regression:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.regplot(x=\"total_bill\", y=\"tip\", data=tips);\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "It’s possible to fit a linear regression when one of the variables takes discrete values, however, the simple scatterplot produced by this kind of dataset is often not optimal. \n", "\n", "One option is to add some random noise (“jitter”) to the discrete values to make the distribution of those values more clear. Note that jitter is applied only to the scatterplot data and does not influence the regression line fit itself:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"size\", y=\"tip\", data=tips, x_jitter=.05);\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "The plots above show many ways to explore the relationship between a pair of variables. Often, however, a more interesting question is “how does the relationship between these two variables change as a function of a third variable?” This is where the difference between `regplot()` and `lmplot()` appears. While `regplot()` always shows a single relationship, `lmplot()` combines `regplot()` with FacetGrid to provide an easy interface to show a linear regression on “faceted” plots that allow you to explore interactions with up to three additional categorical variables." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=tips);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "In addition to color, it’s possible to use different scatterplot markers to make plots the reproduce to black and white better. You also have full control over the colors used:\n", "\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=tips,\n", " markers=[\"o\", \"x\"], palette=\"Set1\");" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "To add another variable, you can draw multiple “facets” which each level of the variable appearing in the rows or columns of the grid:\n", "\n" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", col=\"time\", data=tips);\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "A few other seaborn functions use `regplot()` in the context of a larger, more complex plot. The first is the `jointplot()` function that we introduced in the distributions tutorial. In addition to the plot styles previously discussed, `jointplot()` can use `regplot()` to show the linear regression fit on the joint axes by passing kind=\"reg\":\n", "\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "scrolled": true, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x=\"total_bill\", y=\"tip\", data=tips, kind=\"reg\");" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Lab\n", "\n", "Load the example `titanic` dataset (`sns.load_dataset(\"titanic\")`) and visualize a logistic regression model. Show the survival proability as a function of age and sex." ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }