diff --git a/.ipynb_checkpoints/FileLoadScript-Tweezer-checkpoint.ipynb b/.ipynb_checkpoints/FileLoadScript-Tweezer-checkpoint.ipynb new file mode 100644 index 0000000..bb2b791 --- /dev/null +++ b/.ipynb_checkpoints/FileLoadScript-Tweezer-checkpoint.ipynb @@ -0,0 +1,453 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Actual processing" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "filename = '07232021_H17M43S36MS591_RandomVariable'#'07222021_H12M43S1MS577_RandomVariable' #<4atomimage #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "\n", + "path = r'S:/flir_images/binaries/'# //?/S:/flir_images/binaries/\n", + "file = np.load(path+filename+'.npz')\n", + "\n", + "index = file['index']\n", + "variable = file['variable']\n", + "variable2 = file['variable2']\n", + "variable3 = file['variable3']\n", + "hist_counts0 = file['hist_counts0']\n", + "hist_counts1 = file['hist_counts1']\n", + "hist_bins = file['hist_bins']\n", + "bin_array0 = file['bin_array0']\n", + "bin_array1 = file['bin_array1']\n", + "\n", + "###############################################################################\n", + "\n", + "try:\n", + " img0 = np.load(path+'npyfiles/'+filename+'_sumimage0.npy')#,allow_pickle=True)? Pickle might be for multidimensional\n", + " img1 = np.load(path+'npyfiles/'+filename+'_sumimage1.npy')#,allow_pickle=True)? Pickle might be for multidimensional\n", + " \n", + " # plt.title('Sumimage0')\n", + " plt.title('Image of Tweezer array')\n", + " plt.xlabel('x (pixels)')\n", + " plt.ylabel('y (pixels)')\n", + " plt.imshow(img0[235:275,235:275])\n", + " plt.savefig(r'C:\\Users\\hoodl\\Desktop\\tweezerarray.png', dpi=1200)\n", + " plt.show()\n", + " \n", + " \n", + "# plt.title('Sumimage1')\n", + "# plt.imshow(img1)\n", + "# plt.show()\n", + "except:\n", + " pass\n", + "\n", + "###############################################################################\n", + "\n", + "number_of_averages0 = len(bin_array0[0,0,:])\n", + "number_of_points0 = len(bin_array0[0,:,0])\n", + "number_of_rois0 = len(bin_array0[:,0,0])\n", + "cutoff = 50\n", + "\n", + "def cutoff_array(bin_array):\n", + " correction_array = np.ones((number_of_rois0,number_of_points0,number_of_averages0))\n", + " cutoff_array = cutoff * correction_array # correction array is an array of length number_of_bins and all elements =1\n", + " binary_array = np.zeros((number_of_rois0,number_of_points0,number_of_averages0))\n", + "\n", + " for i in range(number_of_rois0):\n", + " for j in range(number_of_points0):\n", + " for k in range(number_of_averages0):\n", + " if bin_array[i,j,k]>cutoff_array[i,j,k]:\n", + " binary_array[i,j,k] = 1\n", + " else:\n", + " binary_array[i,j,k] = 0\n", + " return binary_array" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "# Keep in mind, the organizational scheme for bin_array0 is 'bin_array0[ROI#,Point#(a single variable combination),Average#]'\n", + "binary_array = cutoff_array(bin_array0)\n", + "avg_cutoff_array = np.zeros((number_of_rois0,number_of_points0))\n", + "last_index = 130#int(np.nanmax(index)/number_of_points0)-1\n", + "err_up = np.zeros(number_of_points0)\n", + "err_low = np.zeros(number_of_points0)\n", + "\n", + "for i in range(number_of_points0):\n", + " avg_cutoff_array[0,i] = np.sum(binary_array[0,i,0:last_index])\n", + " \n", + "def wilson_interval(n_s,n_tot):\n", + " z = 1.96\n", + " n_f = n_tot - n_s\n", + " first_term = (n_s+0.5*z**2)/(n_tot+z**2)\n", + " second_term = z/(n_tot+z**2) * np.sqrt(((n_s*n_f)/n_tot)+z**2/4)\n", + " p_up = first_term + second_term\n", + " p_low = first_term - second_term\n", + " p = n_s/n_tot\n", + " error_up = np.abs(p - p_up)\n", + " error_low = np.abs(p - p_low)\n", + " return error_low,error_up#2*error\n", + "\n", + "\n", + "for i in range(number_of_points0):\n", + " err_low[i],err_up[i] = wilson_interval(avg_cutoff_array[0,i],last_index)\n", + "\n", + "plt.title('Average success vs Variable')\n", + "x = variable[0:number_of_points0]\n", + "y = avg_cutoff_array[0,0:last_index]/last_index\n", + "for i in range(number_of_points0):\n", + " plt.errorbar(x[i], y[i], yerr=np.array([[err_low[i],err_up[i]]]).T)\n", + "plt.scatter(x,y)\n", + "plt.ylim(-.1,1.1)\n", + "#plt.xlim(-1,1)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "# Keep in mind, the organizational scheme for bin_array0 is 'bin_array0[ROI#,Point#(a single variable combination),Average#]'\n", + "binary_array = cutoff_array(bin_array1)\n", + "avg_cutoff_array = np.zeros((number_of_rois0,number_of_points0))\n", + "last_index = 130#int(np.nanmax(index)/number_of_points0)-1\n", + "err_up = np.zeros(number_of_points0)\n", + "err_low = np.zeros(number_of_points0)\n", + "\n", + "for i in range(number_of_points0):\n", + " avg_cutoff_array[0,i] = np.sum(binary_array[0,i,0:last_index])\n", + " \n", + "def wilson_interval(n_s,n_tot):\n", + " z = 1.96\n", + " n_f = n_tot - n_s\n", + " first_term = (n_s+0.5*z**2)/(n_tot+z**2)\n", + " second_term = z/(n_tot+z**2) * np.sqrt(((n_s*n_f)/n_tot)+z**2/4)\n", + " p_up = first_term + second_term\n", + " p_low = first_term - second_term\n", + " p = n_s/n_tot\n", + " error_up = np.abs(p - p_up)\n", + " error_low = np.abs(p - p_low)\n", + " return error_low,error_up#2*error\n", + "\n", + "for i in range(number_of_points0):\n", + " err_low[i],err_up[i] = wilson_interval(avg_cutoff_array[0,i],last_index)\n", + "\n", + "plt.title('Average success vs Variable')\n", + "x = variable[0:number_of_points0]\n", + "y = avg_cutoff_array[0,0:last_index]/last_index\n", + "for i in range(number_of_points0):\n", + " plt.errorbar(x[i], y[i], yerr=np.array([[err_low[i],err_up[i]]]).T)\n", + "plt.scatter(x,y)\n", + "plt.ylim(-.1,1.1)\n", + "#plt.xlim(-1,1)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(hist_counts0[0],hist_bins)\n", + "plt.show()\n", + "\n", + "plt.title('Histogram of single atom trap')\n", + "plt.ylabel('Occurences')\n", + "plt.xlabel('Photon counts')\n", + "plt.hist(hist_counts1[0],np.linspace(0,300,40))\n", + "plt.savefig(r'C:\\Users\\hoodl\\Desktop\\histogram.png', dpi=1200)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAATAAAAEICAYAAADY0qgzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9bXBcZ3Ym9rz39te9TTTQfQE2AXSTEIgGRCIEqKVBgZpIRWm0GlmOYpZmnNmVvWO7pmpWTsouVzmON5VypWpTW4lrK2VvnC17XXFmPbGVeFZWtKuVRtbKEkPFBCmGOwRYBAU0SIFEA2ATfbuBBvve/rr3zY9z39OAPSNzRh/DsXFUXYCajb7f5z3nOc95jpBSYs/2bM/27MfRtB/1DuzZnu3Znv2wtufA9mzP9uzH1vYc2J7t2Z792NqeA9uzPduzH1vbc2B7tmd79mNrew5sz/Zsz35sbc+B7dme7dmPre05sD1jE0KkhBD/txCiJoS4JYR48Ue9T3u2Zx9noR/1DuzZA2X/EkATQBrAcQBvCCFmpZTXfrS7tWd79r1tLwLbMwCAECIO4MsAflNKeU9K+f8C+HcA/pEQ4heEEH8phPhtIcSmEOKmEOKx4P0VIcRdIcTP7/iu54QQ80KIbSHEqhDiv/5RHdee/e22PQe2Z8pGAXhSysUd780CGA9+fxTAHAALwMsA/i8AUwBGAPwcgP9VCLEv+OwfAvjHUsouAP8JgHc/+93fs7+LtufA9kzZPgBbf+W9LQBdwe8fSSm/KaX0APwpgCyAfyqlbEgp3walniPBZ1sAjgohElLKipTyP34O+79nfwdtz4HtmbJ7ABJ/5b0EgO3g9+KO910AkFL+1fdUBPZlAM8BuCWE+H+EEKc+/d3dsz3bc2B71rFFACEhRG7He5MAfmAAX0p5SUr50wD2A3gNwLc/nV3csz3bbXsObM8AAFLKGoBXAfxTIURcCPEFAD8N4P/4Qb5HCBERQvysEKJbStkCUAXgffp7vGd7tufA9my3/ZcADAB3AfyfAH7ph6RQ/CMAy0KIKoCXQCD/nu3Zp25iT9Bwz/Zsz35cbS8C27M927MfW/tMHJgQ4lkhxIIQYkkI8U8+i23s2Z7t2Y+vCSHGhBBXdryqQohfDdrZ/oMQIh/8TH7s93zaKaQQQgdVtP4+gAKASwD+oZRy/lPd0J7t2Z79rbDAZ6yCyNL/FYCylPJ/CoKfpJTyN77f334WEdhJAEtSyptSyiaIsf3Tn8F29mzP9uxvh30RwA0p5S2Qr/ij4P0/AnDm4/7ws2jmHgSwsuP/CyDP+n0tIqLSiKWAZgvQBGTbg+wyodXqQCQMCAE0moAmAE2jlxBAqwUAaKZiCNd8CM+n7wjpAADZbAFxA35Yg36vThvTdvvsRl8EkU0fbVND+J4HNJrw4zFoLQ9S1yB8CT+iQWt4QLMFaUTpuzWBtiEQciW0lgf4PvxoGMKXEJ4PP6zT34Y16A0PfkiD5jbg7YtBeLLz/W4DAOAlDAhPwo8I6HUfotWGb4Rpl90WPDMC3WnyMXixELQWHbMf1SHaEsJtQBpRSE1Aa/todumIbDaBtsffDwBSF7StsIDWkhC+hAwJaA0PjWQI0U0PkBLteAih7SY8MwIvBsAHQq5EOy4gBaA3gJBLx0b72YBvROkcqPO2XafzWasDIR2+EYbmtiDDIbpeQqC1j66X1gK8CB2ikEB4qwnfCMOLCIQrdfjxKOADfkQAANpxicgW+L3QVh3tRAyaJyHaElITwfkCmgkBvU7bEFJCa/oAAD+kdf62O4bQVh0IhdBMhBDZpGOXGqB5EvAB4Us0+gQiduce8sMCIacNP6xD6gL6vTqaqRgi5TrgS0gjimaPhvA9iWZCIFr20YpriGwTu6TZrUNrASHHAzwP0DRIXUOrS6P7y23R/RWPotkNaHW67/ywgGcA4Spdk/B28L2bTcAPji8ehRcRED7g2IWSlLLv457Fj7MvPRmXdvn+GDGX5xrXANR3vPUHUso/+D4f/wegqjcApKWU6wAgpVwXQuz/uO18Fg5MfI/3/lqeKoT4BoBvAEBMxHGq66chHRcA4HsO9JgFDCYhnDrKj2eQvFwC7Aqk48J3HGimCd9zoB0/invDXeg6t0R/PzkE4dKD3hjsRnR1C3JlDTg2BM2uovDlg0hfrKGZjMA4ew2angIswLfLwMND8K/MQ49ZkL4LkR0A7Aqck8MwP7gJAHBODsNYq0Gzq/CtBJopA7F8EdJ1sfH8KHr/dBba/hSk60IYBmrH+gEAkUoTbn8M+25uQxSKQAxo5zII5QuAlYQ06MnV7Cr8gwncG+6CsV5HuGCj9p/2w/zgJhqPD6HwxQgO//YiZCYNUSjy/gi3ie1xC13XbKz+5H5EtiT6Xl8EugGZSQMAitPdSNxuo3owhN5ZB6F8AfJQGs2UgUiZzr36ffNoAsm389h+nrqDus4tofJMDj3zVXiBY9XdFtyBOKJvXoLzwqPYd3Obt5O+QF1J94a7cPeEhuF/s4V7w13Yd3MbnhGG2x9DZLPN29XsKqQVw8ZjffCi5BwTt5po9oTQjgn0zFexeTSB1PsF1I71w4tp2HdzG82cgeJUFL1XaTGrHgxBbwDNboH0xRp0twXNruLWiwehN4DMn91GdWoQtf0aqoeBzHttGGs1Ou4L17H2y8cBAL1zDTR7Qqjt15C43YYXIye97+b2rvMYrUokL5cgjQiK093onXWw9I9DiN2I4tDrm3x+GqenUDoWRteKD2e/hsyf3Ub9WBqRsoubP9ONkd9fQf14GtHVLTQGu7H+hSgy79RQmjR5++1Y59EK1SXscXL8h17fxObRBNpRgXixjcKTIQy/6qCZjKCWDiH5oQO3P4bzf/brt+77Kf4eZpc9fPDnB+/rs3p/vi6l/Im/6XNCiAiA/xzAf/vD7NNnkUIWQH1yyjIA1v7qh6SUfyCl/Akp5U9ERAxeiZY0zUpBM012ZrVj/Ui+nYc0ImjnMhCmAQBoTh+BZprQ7CoSl1b5e/0r8/AWlgAAkbIL4dThOw6E20R1ahAHfuc8QuUaAEBkByBdF3efzsJ3HGweTaDx3BQAwD09DuHUsfpzYzBvkOOUjkvOokAdNMJtIpYvop4jB9H73S1oVgq+RR050nURqTQRv7oO3W0hstmGKBTRzmXQzmUQLtj0eyoOzwijmaJj0+wquq7ZCBdstDIW4lfX4ZVsROeW0f+XbTgnh+EZYQjDQKNHh2ZXAbtCzmFhCemLNaS+OQOZSUNm0nAH4mimDMTv+jBvVJC+sIVwwYZ0XHhGGM6BMITbROmRbjgHwsDiMnrmq2hMDKG2X0PXNRsyk0bXR3RNQuUaQvkCOfu6j+qL09h3cxv3hrvgGWEceGURzZQB4TbRdc3GoX/vAAAqOXrgKv+dC2O9Di+mwTPC2DyawNJLWTQGu7H/nRUkbrex/50VeDEN9W4N5h1ylD2vzaGVsWCs1aDXfbgDcUTKLoy7EpVRcqrJxSaSHzpoP76F7YdoH3wrgciWRGRLopWxoNd9xO/6iK8KmDcqcAficA6EsXlmAgNnN2mB66G1PX1hi7cX2WzDHYgj/a1ZGGs19M46SL1fgLewRMf93gZC5RpG/lUbh/7nKxCFIoy1GhrPTaGWDmHgXA1bhzX0zjVonwLnvf+yj1bGQnRuGZUTvWj2hDD07buoPGxCbwDrXwjBWK/z+Vc/ASDzTo0W8I9cJD+k8xypCuhuC40eHV4UCOULqHd/8kddAvDv878fwH4SwH/c0ZZWFEL0A0Dw8+7H/fFn4cAuAcgJIR4KvOs/AMmyfF+Tvg+914IwDbRXCvz+9jjdrNtPjECzqwjlCxCGAc00EcsX4Z4ehzRjkGYMwjDIIZ2ahN5roTHYTTevXYbea0GurKHr3BI00wTsCq1oqThgJZH8kCK5UF3C/OAmZCYNY60G3y7jwO+cx8ZjfRDZAWhWCgAgDAOtjAXh1CHNGKKrFG14RpgiOYCiKsdF5WGTjydy4Tqk48Ltj0GfzePu01mECzYqD5sQM7OIzi1DmjG0Mhacw0lIMwa3P4basX5opkkRXToEY40cCAD0zFchXZcWgMVlaKYJfTYPfWyEHOLiMvS6D91tQ6/7gF0BALQyFjA6BLc/hp75KoRTR+qbM0i8fAEYHQIAxPJFiqTsCkqPdKOZjMAzwtgetwAAeq+F6qEIQnUJzwijHRPslCNlF9vjFu482QfPCEG4TWT/nCKS2sVe6LN5VA+GsP2QAfNOC4e/tYFYvgjfLuPuiTBaGQvmjQp6v7sF50CYHM3pcehuC8JtQq/7MNZqcAfi6P3uFvQ6BfnOgTA8I4QD/5KOq52K49bzPTjw3ga8KFB52IRx9hq6zi1h4OwmpBGBXvcRqkt0feRCs6vYfshAOyYQ2WwDoIiSr2GlCc1K0T64FPXJU5O49Z+ZEE4dt8/sRyhfwNo3jqOdy6D0SDfiV9eR/NCB7rZQ7/PgxTQIt4mVL/XwohUu2Nh4fpTSdwAbj/Wh7/xGcGwC+mweoXINycsllCZNGOt1HHp9E8VH41g/pUF3W/Sq+9h/uQXPCKOREEhf2EJjYghe9P4f4O/7nEKiJb37ev0A9g/RSR8B8hVKmunnAfzbj/vjz4TIKoR4DsDvANAB/O9Syn/2cZ9PiJR8VHyR/1/vtcgBrKzh3rPHENlsIzq3zFGaPDXJDzAAbD8xgq5rNryFJTSemyInFERwKmJTaZpnhOkhWynQ95RraKfilE45LtzT44hfXe84otEhNFMGpaLB34fKNXJeQZrYyljQ3RathNdschJWkh2cSn3d0+OIvnkJ2vGjcAfiMNZqwOIyAMB3HHK8E0Oc9rqnx9n5qGjM7Y+h69wShGHAt8sU8dlleJM5hMo1eAtL2HjpFNLfmiWHbkSAxWV4kznos3lgdAilR7qR/NBBqFxDY5Cirp75KtyBOMwbFdw+sx/ZP9/kfds8M4Hk23lUnsmRgwNQfXEaycslTlt3nkNhGny8AKDXfU6z1X43p49Ad9toJil1bvToCNUlavs1pC9scQrt9sdgvnoR8tQkRY1mDJUTvUi9X0ArY2H7IQPRTQ963YcX0xCpNPm+cPtjSFxaRe1YP8wb5Lgbg93wYhqib16C3muhncuwIwLA1xd2BY2JIXz0NeDh/3ELlRO9MO+0OJWsjIbRO9cg53qnhciF63yvqOPS6z6ic8sQhkGLrFOHbyWwdroHg9+5u/vclWtwDid5/93+GCo5HelLhJFGyi7uDXchstmmc2nGaIFfr8MzQojOLWPj+VH0nd/AnSf7kLjdRqTSRDMZgXmjAudwEu+/8RuX7yet+3729yaj8v23DtzXZ/cN3P4btyWEMEF4+bCUcit4zwL1zh4EcBvAz0gpy9/vOz4THpiU8k0p5aiU8vDf5LwAQGgaRUmnJqGZJrwSOSPNSmHfW1c5ctHHCI8JlWuE61hJwEoS9mJX0HhuCvGr64z5aFYKwjB2bUs5r1A2wJ/sCj1EVhL3nj0GALj14kF4k7mO8wtMs6vQZ/MQDmGT7CRnZoHFZXai0nHhLSyhlbEoygPgTeZo305NAgBHD5qV4shRGIQ/KedlfnATuttGKE8Pq5iZJQcJkGMcHYJvJShFnpmFcOoIZTNIX9iCMA2OlJrTR6DP5qFZKZQe6aZVPXhodbcN8w7hROYHN3H7zH4cfO0uYXGOA2FShAQriZ7X5tB+6gQ004R5p4WNx/pQ79bQGOxGKF+Ac3KYjiWTxuaZCcSvriNSacKLaRwl13P0b7F8EeGCDfNGhXCat/NIXFrFgfc2IApFwrcCJ6AdP4pQuUZRI0D7A8LgUu8XKMWOaYhfXcf2Qwa2HzJQmjQR2Wzj7tNZ2n6AMUZXt6DXfTSem2IM0h2IM24qZmaxPW5BZtKIXLiOkX/VRjsVJwwW5IwjlSYiWxK620bPa3OoHopAmAbWTvdwWujFNJQmOmGPNCKMhw7+8QIag92oHtT5XnIOJ2GcvQbPoNS165qNg3+4gOjqFiJlF6VHugkzvHCdnSEA6LN5VEbp/o0X23AOJ3HglUV4MQ2hcg3GWo1wxdinkUJKePL+Xvf1fVI6UkpLOa/gPVtK+UUpZS74+X2dF/CAtBJ1671y8if/G14VvZIN7fjRDtZkGJBuJ+9XkVgomwFAALxa9VUkoiIPlfapNKv91AmE3r0MfWyEnOTxo/w53y4Do0MM0HtGGLrb6gD1wY3TXimwM1WhPkcgmTT/nX9lftdxqOikMTEEgFI0gNK5vxYBWgnCtgDcfTqL1DdnEMpmKGU2ItDsKqpTg+g6twSvZEOemuRoxjh7DZqV2hX9bZ6ZoFTRbUKurEGzUrj7dBZ95zcgV9aoYAGgnYpDn81j5ZePo2uFUitVeJCOi+b0EUTKLtyBOD3MZZePt/RIN+LFNuJX19HKWBQZrG5BOHXUc2k0e0LoumajMUgpmYpqmykD1UMRxIuUssWvrqPw5YMYOLtJF3xxmaM5ADA/uImN50cR2/I5Gr37dBb731nhwkro3cuEkVop1HNpxPJFLPxKFqO/tQhYSb5ejYkhROeWASsJ53CSt7/zXlj/qSwOvLK4K9pWEbQ6ds2usoP1jBA7VFVwAMApqRfTuJDi9scAAIlLq3zNl17KYvifzdI1dF1UnskhebnE51FBFgBFlOp67Iw+AXChCqNDcAfinzgCe2QyIt/7Tvq+PpscLHyibd2vPRCtRNKnVU0zTcBK0k/1b5k0qlODFG0F/6+ZJvSxEb5hNCuFxsQQOytvYQmaXeUIqr1SQDuXgXb8KJo9IcKTnDrkqUkCz6ePwLfLVN20q5SaKcytUEQsX6SUc4VqEZpp0u92BX2vL0KurLEDwuIyRXaLywhlM/CMMDmYTBqalUI7R0632ROCdF3Uc2nGjUR2gKI0l75HmjFI10Vsy6eqq5UgbK9AWJFyXpppIlywEb+6jvjVdWyemYBvJSCNCGQmDd9x0PPaHEShCOHUUfzaJKTrInGriXaKokDYFVROEDbVnD6C9KUGeuapQKLZVf4eAMDiMho9Oj844YINUSgicasJY61G6c1DFE2ys5pbhvnqRQCEUynnLQpF6G4byQ+dXQ/g4B8vMPYksgMwb1RgrNVgnL0G5+Qwkh86MNbruPOVUQBUsaznaPGoHorQwgSKVKNzyyg/nsHY/7ICYRh0nG4LwqCFSUXpkUoT5o0K6rk0il+bxMqXegAQkA8riXouDTEzC88Ic1XaM0JwB+KUFicjEDOziJRdmB/c5GLOvpvb2Hdzm48ZAKJVibUnaBHoOrdE6XWhiNqxfuy/7EOYBqpTgxCGQVXOlTWGNZzDBK/cPkMMg82jCRhnrzEOJmZm+X7wJnPYPJr4a87thzEJwIO8r9fnZQ+EAxOaBjEzS6D8yhqEaUAUivBKNvwr80hcWuXUTBSK/MCJmVlI14V0XYTevQyAUkR9bIQutpVkEF9FRMZ6HRgdougksMiF6wDIMdVzaUrN1M1ychjSjFGRITsA3y5zqgkryZVRr2T/tbTTt8uUXoLoCdJ1qRpZdrHvratwTg4jUnbZEW+PW7j7dJZT4DtP9jG+B1AKG13dYiqJKmgAVK1V1VBFdRCFIjS7CueFR7F5ZgIAPdAH3ttAO5ehyEOZlaTq1ugQQu9ehhfT4F+Z56JCM2VQgcRtozl9BMm38xBuE9E3L5HDtZKIrm6h9Ej3LkpI9RD9LgyDiynJt/Oo59Jop+IQhgHPCEGfzaP4aCeKEIaB/jdWGORW57A5fSRIrVvwDIpifCuBWL6I6qEIth8y0Pf6IjS7ShGMEYEwDPS8NkfH77oUiRaKvED4VgLO4SR0t4XtcQuxfBG9sw7Slxrw7TI2j9K/R8ouGs9NMYQhCkVyzDcqwOgQLcJBRN+YIKyxepBSwnvDXVSVLlMlu5EQOPgaFdhkJo12LoPtJ0ZgrNXQdW4JzslhcmzBfVr66iREdgDNHiriuKfHkf3dK4hcuE7Af1B40ewqGs9NoTo1iLtPZznN3okZfxLzIe/r9XnZA+HApE8RhrFWo+jAoQcilM3wA6qZJkR2AMLoVCq140fJqRkG9LERSDNGq/DCEqWUQaqkKnRAB6/yFpYQyhdoxTINaFaKQPbVLUrdRofoIX/zEoPy2+NUKd331lVgdAjCIZ6WSmnDBZtW8yBabE4f4VQzli8CVhLFaYqgmtNHEKk0IQpFvrn0uo/ErQDEPT2O/jdWsO+tq+zUpUvYmgL8pRnj6mj86jo7pGbKQLhgk4NdKaDr3BKSb+fpXBsReqhnZrH4G6NoJiOoTg2SM5mZhXCbcF54lCqWAFctgYA+Ua4xMA27gvZTJ+h7V9bgLSxh/zvkdJKXS6gd60eoIdkJwkrScWTSiM4tM52lMkpOLnHbQ2nS5EWpdqyfqoo7aDFeTKNCwJV5xPJFwvIWl+FbCfSd32B8DCCn7l+Zx92nidUjzRgvgl7Jxva4BefkMAAwyG+sE9BemjTpXrBSSL6dR/zqOoRLEabCNVd/bgywklQYMMLQZ/MoPdINkR2A7rbR+90tJBebRCc5twSZIc6dKBRx4L0NroAyr67uA4vLuP31MeKOTQyhnYqjcqIXoYbsfAbEd3NPjxNGeaMCUShi82gC9Vyao8P976yQ4zRj2H5iBJ/UJICWlPf1+rzsgXBgQtPIORWK6Pv9GQD0QLRXCvAdB62MBd9x6OG1y4QFBemaolJ4C0uAXUHkwnV2bAAYO/MdB9UXpykVcxzoYyMUPQU3c3uFwOCdobpnhBDKEmdLGhHse+sqRYWOQyu46zIeplI86bqAXYFmpcih2BWqqoLwigOvLAaVL6osKjxMd1uIvnlpF74hzRi8SRJIFQY9+O2nTsB54VH6PRWnyDQ4Rum48O0yYvkiWhkL0ogglM2g8kyO01h3gB6+9lMncOg7lDLtu7lN+/LcFPHJ3rqK6NwyLQqOi3DBZlqEwokUphi5cJ0jRuVUY/kiNh7ro2jiIypKeEaIK3uiUGQH6FsJxO/6cE+Pw1ivI37X5wJN/Oo6euarTItR+y7NGLTjRxnv2jwzAXcgDmlECES3iIJirNWg91roe32R0l+7QtGzlYTea1GBqNKkiClIdUNlIgUfeGUR0ohQGhhE8u0U8enUgjNwdhONwW7obpuOb3QIfa8vsoO79XwPqociWP4v9rPzCr17mVNW/8o8ilNRhAs23H7a39JXJ5G+1IDeayFSdtnJp94v4PaZ/TBvVOAZYcTvEo1EOdB2LoOe+SpKE1EIw8C+m9u0MMUEvIWlXSTYH9bkfaaPf+dSSOnvJr75jsMPrj42QuV/UMSF0SFI1yXQ3XGIBX6407CucDD+bsflSC75dp5TPG9hiXEQ54VHEcpmmJagWSnCsN69DN8uw+2Pwb8yD2HSZ/VeixyK40IzTTiHkwyCq7RSbVtFZwBFYe1cBmJmFrrbQu1YP6evWFxm3EZxtwCqMil+nMLjuq7ZQbm+hfZTJ9hZY3QIpa9Oojo1yCmzdF3iN5km/U3dh39lnh6Ody+jMdhNGJcZI8B3RzVWRbDXf30QAEUnABVR2rkMF1GaKeLgwUoCdgWtjIW+8xu0/26LnXk7l2EHXfjyQXZ8xnod8avraCYjBHQH0bJ0XYoITw7vduxGBKJQxL3hLkTniHQLEJ6GxWWu0HlGGJVncrRgjI1AGAYSl1bRTsUZOwsX6Pp4MQ33hrsIY3Tqu6rX3sJSEFW16JwFiw5xwdoME6x8qQfCoOhXd1sY+r0FxIttWNc8CLfJFcp6Lk3R19gIBs7V+BzcG+5C3/kNXhSaKQPO4SSSb+dRfjyDg6/dZUdrj+topgys/uR+XgxXvtQD866P6tQg3IE4uq7ZCNUl9F4Lqfc/hRRSAt59vj4veyAcmAjpxGbe8bCHyjXIU5MUEQUpk39lvoONBZGYdvwohfU7HmT/yjzhBdNH4DsOR3LKoei9Fj989Vwa5qsXOepSaSiTVk0Dxnodjeem4JVsYv0HKSLTDG5UaLW+Mk/p3swspbkBLuGVbLppzRiv3qJQpPaioLqmWSkG2RUOBbtCeKBB+BOsJEVWK2u0kgedAAqzE4Ui+s5vEGYWOESvZHN0ELlwndKioDIayhLh1LfLHDXCriBxaRXOyWGuzOZ+5SKES5yiRo9OtAZF7TCJ99QY7KaUMpehBceuUFeEESbw2zCYXyUzaQz8wRWusipnbt4IImgrRecxiNKUM4++eQnxq+soPdKNxsQQV/XUuZQZwi8VFqjP5tEzX2V+HKeyAA68sgiMDqH8OGGYxloNlZzO0StVUcOEpSkYI8CXonPLnWsFcHGo92oL9Vy6E8GXbCp2BPvpDsTRfuoEsfwXl3nh9e0ydLeFrnNLuPNkHzbPTLBz1OsUkSYvl4LiA3HMDr2+iWZPCInbHgpPx1GdGoRxlzyHsV6HcfYaNh7rQ9e5JbRzGRS+fH8tQB9nxMS/v9fnZQ+EA4MvKdLqtfgF0OroTebQfuoEUwX4TxyHIjG7yngIRoeYoAoAoXcvE1lV0S2CHkrpUOqn2VXGjXzH4TQ19O5lTg29kg0xMwvzg5sIZTNUFg8ehlA2Q/sVgNYK6FdVUiwus7PU3XbnAQ++F6CSPUA3sXNymCtXap9lJo32SoHwNacOfTaPzTMTHK35dpkddmNiiMi2AYdOuE3IU5PkFBSovbLGVUWAHn5FQWllLNz5yijquTRTOTA6RCn5yhrMGxUq57tNwh1n8xCGgeKjcT6PoXwB3mQOzslh6GMjCBds/jfFr1LAvDRjEIUicZwC8F6zUqgd64d7epyA/lyGolS7go2XaLgRsdrbXLgBiGGvihbqXHuTOaawaKZJGObMLKdlml3lthxRKGLwt87zMTSTEeizeaI2WClUTvQStSagRGw8P8pE2s2jCY4idbcNzUrh3nAXqi9Oo+sjt0OjqDSJwlP3ce/ZY2j06AgXbDSnj0C4TbRzGRx4ZZGdVTMZIYcVRFrJt/OcajZTBrqu2dSq9fomEpdW4e4X1HbVH8O9Z4+h7/wGXQe3hQO/c/4HfCi/lwl49/n6vOyBcGDSpxYXr2R3XgtLqB3rpxsu4HSwV/kAACAASURBVPSoxmcVeXklG76V4IddFIr8OYX/qJtVHxtBKEurre84nDKqNFA5TQDsRBuD3fx37VyG2ls+uMk0CmnGqOJ5ZZ6cguMy6C2NCHO+yo9T2lh5JkdtNQGFQ5/Nw7fLqDyTg2alGHxdO93Djky4RC9ReNvmmQkkL5co2gu2IU9NQhoRjgz0XouAcCNC5yyIBFXqDQTN00ED+k7TGwSWSzNG5M7FZTRTBjs/5SDLj2dw79ljKD+eQebPbhNOmOlEPgCYdiIdlzlrAFEqhGkwzSP1zRnobovxR0WXiJRdlCZNuKfH0c5lEL/rd87LzCzkqUkC4a0k+l5fJAduxriAES7YjBWK7AASl1ax8dIpxqh8K4HKwyack8NEwwkWhcozOZgf3ITIDlAlcWoQybfz8IwwpdFWEn3nN9BMRhDd9JB6v4DSpIlWxqJtui7aMYFGQmDtCdqWIhVrx49Cr/vY99ZVJN+m668cfLhgo/JMjjsNaukQtZ25bWT+7DZWf24Mkc027g130YJtVzil9K0Esn++iY/OhLDv5jbq3RoqJ3pRPRgipz72aYH44r5en5c9EA5M2S4nMjYC84ObKP/iKchTk5wCypU1zvEBclrtlQK105RsuKfHiRsVkFEV8bSdijO1QjkElWJidGg3EB1UNmP5IuTKGnO1QuUafbcixxoRSr2CG1/xvHzHofSpZCOWLyLx8gVyhHVib/t2GfpsHu7pcap8bnpcIdPsKgb/eIHSlYkhxqEAiiKimx6nLmob+myeeviCSpPMUMrmDsSZWOvbZdz5yihqx/pRfjzD3LrErSYfk+62mIIgnDqEU8fmmQmE3r1MTjg7QFHl2AhS7xf4IWyvFJj7BgAYHYKxVmMszT09TpXb4HopfKmZMqh612vh3nAXVXZNek814PfOOhTZzOaJR7a4jGYyEkS1LeKFBamY7ra5fUu17ajU986Tfajn0tRwHfTUCreJvvMbBIYH51OaMcKLApggcatJ7TolG4Wn46g8bJIDtCto9Ogwzl4jkYD3Njq0nkyaOHS328j++SZKx8LYd3Mbbn+M02ZvMkfXa3QIt78+hnYqjrtPZ9Hz2hxS7xcgzRjhYZttxukO/M557iRQi0/1ELW3YXEZ7kAcg2cJ+9v/zgpVT+/6RM0JsoRPYsQDe7AisAeCiZ8QKXkq/jzL1yieUyib4baf9kqBqRSKVgAE7PbsAPcmMqAN7Iq0ADDQrpjnwqnv6icUpsEYjjeZg5iZpW0GPC+uYAYgfj2X5jQmlM1wZU6x4s0PbsIr2bsKBNWpQZivXiRQecf267k0r8SVZ3JMe2jnMqg8bFKUoooHQdVR7ZPCydR3KQa+MAx6iIM0qjExRKlX0Mvp22U+nxgdwsqXejBwrsaRLgDGrBTQr5jfwm0ymM7fG5B5vckct2xpJkVQqu9TmAaB8m9eokpw0Aeorotiv1enBrkXEiCmumLB72S/7+xH9YwQImWXnYTqueQCQBAdq8+rXkkVOflWYtc+qvS+OjXILUTKmajv3/lZ5ThbGYvxPufkMLVTGSE4B8LYeERg9LcWO1hhwJJXn1E9ozullnZ2efhX5glSiWlo9JC6RzsqSMYpUEIpTnfjwHsbcA4nYd6ocKX0L87/5idix49PROTL//7+mPjHD/0dYuIDAEaHqNwbRDDqodfHRgiP6iX1BAVs73RUsCu7VCy4IojOTSZMAoSV81PcIlXhU32TYmaWPj8zy5iWzKSpiBDQL5QTYQLs8aOEvSlcaWYW0TcvMXlTOZbasX6Yr16kfs+FJfhWgqOUZk+IKqInh4l5rQoOs3mu6LVznbTXOTkM7fjRTjQYEB5VhUs5NM8IY/mXxgBQ646YmSWAXTWrB+C9Z4SR/d0r/KDIlTU0Brs7hRErAW9h6a85r+0nRtgp7rTasX6Eshkingal/529qSoNZ0UHI9Khp5gxlhOKbLY5evOMEDVbB/2LikArXaIbxPJF/nt13T86Q0RSRZq9/fUxamtKRtB1zcbCr2ThGSGUH89QRDhJVUvVBlTPpZG4tEoySjOzaGUsrP8U8cpUpdxYq9H1D2gX+mwelRO9aOcyDAtE55aRvFzC8KsOZCbNqXHpkW7U0iE0kxGUJqIoP57BxvOjtMgYBqe7akHRx0ZIhijA1Xrmq+g7v8HFIOE2WUEkUqG2MWr3+uTSfw9iBPZAODChEesb6OAn7ZUCk1EVWO5fmWeSq2alKFUKnJVqAlfOSTkbxVhXf6faYRRbnyOr4IGuvjhN33/8KN80pUe6mRqh9m2nsGIzZRC+5jZ3FSGATv+jNGMwb1ToWCZzjNspln3XOXJo5o2Ok5WnJiFMAxuP9TEgLkyiLBhnr1FLUcBTUinC+heifC6LX5uEZ4SQ/R/OY+P50d1N6AHlQrXIuP0xApMNIlree/YYOYTsAJMvVWFCFQKEYTCu5S0QUdObJJxPyRGpB80zQvDtMlV9A+a6N5mjKCr4PnXeVJtWdWoQ0dUtSsntMlXl3Bbrsm08P0otUM/kGD9r5zJU0Z7MQToujvzzVUgjwkoWTFsICKmHf30GkbKLntfmmFwbyhew9FKWHG+w/8JtMqaavrDFFeWN50fJaZ6apHPiNoHRISQvl3gx0N0Wtp8YgXM4yY6+/40V1NIhxIttSuNjGsy7JHaY/NChxUPheeo5can1S6/7qB7Ukbxcwtppancyzl5D+fEMKid6SeMtAO/d0+OskPFJTULAg3Zfr8/LHggHttPYwQSSOkAAPh8/yimcXFnj1MhboGbe5vSRXd+j91q7WOSqwqh0tbyFJZKr2QFutlcK6HltjgXqhFOHXFlD3+uLxNofG+m0yQTCi5qVIr5Y0HsIK0kpVa9FUUuwSivwW0ULqpyvUjnVLaDSKOYaGQaJ+wXA+fYTI8TdCjoMFHVDOa2hb1N7im8lSJk06P3s/VPiKinH6RlhJG5RJBXLF2G+epH1uGQmTQ7VLlPUdeE6YCW5w0Gd61bG4ojqzq8+Rud9Nk/RpNvkth91zpRTBAj/CpWpb1KlPjslkGQmDb3uo3KilzHGULlGBZOApxcvtgEridT7BYIETOLGNZ6bQrhgMydOuE0mO7v9MUTKLm9f77W4b1YYBgtnDv8bakLfKa3kWwm6pxRPzaF+UlhJPhbh1KHZpEOmUj53IA5jvU6M+WARaWUseFHqAKiMEv8t+XYeA39wBeGCjeJUlNWIdbfF51ClyemL5AgH/3iBF7x2VCC6Sd0M8avrcAfipAhSdndJBn0S86W4r9fnZQ+EA1OtRABFUiqaagx2M/4kCkWOeAB6AGElCeAPeuHkqUnGnKTjUmXJNLlaqFb4u09nqXXp7DVOSTUrxURZzTTRTEZ2qVxIJ1B3vTK/q5FculTFVJVIRcPwSjbuDXdRSmoYHKUBAYl2Ns9N2eq4uBndCPOKqbYTymZg3mkhcWmViI6uS9GekhjKZri9yXnhUVJgLbZhrNc75Nxgf33HYXoDdxQELUEKPFcRZ/upExzVquviHAjDtxJw+zu8qsHv3KV2ljMTpN+1soZYvsjMe4CizXouDedwkprZgyJI7Vg/97i2cxlylkYYet0nQH1xGSI7QDSM4Hp7k1QpVGz+xmA3b8u8UcHd36P7ZN9bVwk6CIij+25uE6n0wnXq9shlmK4hzRi3YQm3yX2S3mSOCgU7ihSqCV5321RNXVmjQpFF7TyKSAyQkwoX7I68UcqA2x9D+lu0qMTv+kTd2RHlH/zDBWpE3/SoCmxXsT1uEU3DrhInb7Abt78+xlmGakM78N4G1n8qi0ilicKXD1LhpNBpJP9hTUKgKfX7en1e9kA4MGAH4B7wsYCAx+W4RBMIfqqUkQmhM7OMe4TyBeIsBQ9pLF/k72qn4nSDZwfQd36DLroC9Z0ObUD1KVYPhjrscrWPdpmxGxXaqxRRURf0XgvOCzTDpOvcEr8fXd0inC5wuu7pcUqBzY5jYyxuZpYimWSEog67TKoUQfSiWSlWfJVGBJtnJqjd6so80wwU69vtjzE+1spYHNlxM7uVJLnqYP9UO5Fil0fKLrPuVeEkebkEza7CWK9Dd1vMUWtMDMG806LPBuc2li+yHLZcWUN0bhnRNy+xRE87lyF8KehxVVJIShqICxNGBIlLqyxvpCSx1fWJrm4hurrFC9/+X3IQL7Zx79ljqDwTRMEra7SoOOTUm9NH+D5ShQ2littOxalrwm1Cn80j+ualXVG+It8C4Iq47rZw6/keWnwWl1F9cZolyqXrkmN3XUTnSDtOFZKM9TpReYKuBeVQt8ctkt45FEErQ+KHnhEiOeqAN3fo5dtwXngUSy9l0ewJ8fvpb80ilC+gd67BzeKf1IjIqt3X6/OyB8aBAUGP2w4pHX1shFo4gnYa5TR8x2ECqdIPkytrFKm5TWbbK4cCm1bAyIXr3DOpj41whQ0IKpNBeN/sCaH/jRUG+lV5Xz3ASpVil9prQL2AlcS+t65yP6Z6X3GiqCJEfY/+lXlsPzFClbTsADnwwAFpVooaydFRlZWuywoKKj3W7CqSb5PcsIrGus4tkR772WscgSi5l1ieGPjc+RD0anoLS0xdaUwMwXnhUSbDKvxo+4kRYvE79V3tSioKU6bSaeV4ldIsRoew/cQIywzJTJoxT99KcISs2dUOtcEhtYnv5ZyVA1BqEe1UHPrYCCIXrmP9p0jIUK/7aCQEp4lq8EjtWD+3BTV7Qtget9BeIVFGadDCIWZmmUOmIlTu5SwUWTTQvFFhqGDo23dZPLJnvtrBAIPMQIlwOoeph1FVLDUrhWbKQOHLBxF69zKayQjq3Roim20u4kgjgtC7l3FvuAuhcg2RC9epWf+ajcxfNGG+epGfkeb0EW7dyv9s9y4s7ZPYHoj/fUyemmTwvf3UCSKqLizxUA6ZSdMDvLLGD6riFKkKoWaaTOyTjssrTzuX4XYixcTnB3hxGaWvTjJQ7JVs7Lu53YlQAsxDVQWb00c6lcyATe8cTsKbzJFTC/bXvzLP0aRydpppInLhOrfxtJ86QYM4Akey0xFIl3o4hVPnY1FEWeUoVQVVrdbqnKj98iZzzIrfPDNBGlWBU1HdAne+MrqbMuFQj6R60BWvqnKil9qoFpchXRrKUZzupn0MojWlHqrZVU4J1QKhhmQo2oLbHyOcMTtAnQQutQIp3t694S7iPI2NMC0Ci8vUUWBXiZcWLDjJt/PEcg9ahkR2AMlFikTMGxVSfnCpcovFZbRXCjA/uEk9sO9eRmSzjdp+DfLUJFEngn7KxnNTROOwK4HyRRvVQxEqGmTS1Nwf3KNiZpY6DOwKR2rCbWLfzW0mRO8080YF61+gRm5VvfRiGgbObiKUzcA4ew2JW9Q/qagmml2FPDVJkZwRoWv7wqO0kLttrPzmY7j7NA1HqR6iwgXsCnJ/stWpOn8Ck1LAk9p9vT4v+yzGqv1Qps/m4SMga86Rw9B7rQ7/K4isQtkM2gtLHHkBFKlpSo313cvUr/bmJbQDLXvYFUjTJCcT0CPUKd48M0GtKapyGGBAXrANAMwJ08dGoAXa51BqsaaxS4O/dqwfcYD5STt/KoVNVfl0HqewXj81CeQLqDxsIvmhA4GOA+ZWH3Qijp18Jb3XgijYcPsHuQCgA0wJ0UwTZnYA0YUlIKCiSIALIH3B+4qX5pwcpojiyjxgmszi73ltDjI7AA0p5r/1F6g7IRTI38igsNLKZZjThMVlCCvF49Q0ULrWtYP7pbbtLSxBjI2g8dwUEpdWO7w+09gVmX/0Cwcx9O27/O+K6yWNCPWsxjQY63XsK7sshdTOkVNQyrQykACXwf2WvkDXrzWZQxjgaK+2X0OXlYQMpMd7v0ucMs2uoqUKNPlgvsK7l1F5cZqmaAX8LTa7AigJomAiVf9fNkhrLRmBsVZjzlboyjwaz9EYNr0RhV6X6H/DZqHIHvcoz18wQJipZ4QQ25A866C3HEE9R7LYxeluJAbGgTc+2TMKAP7nGF3djz0wEdhOIUCvRBUk5RQ0K0UVvFOTFHE8dYKag7MZTofUxJpQljg87adOMO7inBymNDCIFJQkDgvzzcxS+hkIBMqVNWjHj5LGu2pCBjhCxCIpK+yslGpWChgdQvTNS6RJpqKgoN1JRZA7x8clXr6A6Nwy4zm9f0rYF5NTA512xdCXRoR7OIVJUZiKcLrO0TkQbpN7PdWqzy09ASGVy+y9FlZ/4zEeoFI71k8yyQtLjEeqdEmzUmgMdsO3EkQ3CIi7utvidh61v80ktTVJ18W9Z48RVhQA4PVcmsD4AMBX111x/gCwKqqKeJ2Tw0TxMIk8/NC/vs19lcIMZloGKbV5o4LIZpt1whS8oLsteJM5UqYNqA7SiLDGXOmrk8z/A4iVr4isSjfMvFHhYo1vJbhnUilQKJMZ4uJVHjZRedjcJTnUmBjidiOAnLkSj7zzZB9KE1Fox48i+uYlpC81MPjHC9AbHYfa9ZEL/8o802/CBZvT8P43VuD2x7jYBFAXhBoD90mNQPzQfb0+L3tgHBiwoxQ/NsIaTupB4V5IkIKq0t5qZahZWuFFisSoKoGMWwV9ktrxo1yRjK5uMQ1Anppk8F+YVDVU8siqrxIAVwuV05Erax1SbTDWTKU+jMGBVmwVQarKqOK3AeBKqCouNCaG6CF1OpFbM2Vg46VTrLagblTfSqDyTA563d818mzjMRrCXPoqjZorPULptdsfIyVVx0Xv1RbaqTgNEQkeUFWEYOZ/8PCF3r3MaqOKLb55NEELRirO2wbAml5d55Z2PTyliSgB2EH6rxQnRHaAFqmAAxado0Z4VbhwDoRZCLG9UuCIrp3LcNtVM2WgMdi9i8YBUATtX5knAuzpcSLvBqmocnx95zeY/qJS+erUINLfmkVkk4bfbo9bKP/iKS6Y7By/pzA8VTVcO92DxC1qVSp+bZK7BgCg/DhVyVUl1livo/riNA68soj0RdLZD2UzxLafGOL2LpqKFULjuSk4h0lgs5WxcO/ZY4jOLdPMzPU6asf6IU9Nklps0NPJafgnsD0Q/2PMK9ncMa8iBqAjnMd0hlOTRAsILogaN+a88Cj38ClTDsI4e42JpyoSUA3jChsI5Qu75HyU5MmdJ/vgX5lHdWqQ+Ujlx6nkvlO3DOhEYdKIEHYUPMQ7ZZFVKqlSQc00d3UR6L0kGhjL02QepX+mejMPvLLILUe1Y/1BCllEzzzJTe+7uQ3fcbD9xAj6zm+QWmswLCP1zRmqZp2jYSbCNFA9GEIoT5iQt7DEQ2pbGYsdl2eEO1y8gDoAKwkxM8vy0GJmliqLRqAQ6jYJGyzZjHVVHjZpUMeONifVAwoEOOhkjjEmJR9krNE8RB6OcmqShQXFzCxqx/oRnVtG9RAJGnadW4K3sMSijKFyjbolgjRyp6qvuiawK53iQJB6q0phaSLKWmqxLZ/mRj51gukN3mQOzZSB7SdGEKk0EV3dQu9cA7pLE40St+n8q+NMvp3HrV87jq5rNkqPdGP7IYO7L0LlGs8S9WIanANhKvSYMZryPdfRilPDahOXVrH9BBGdwwWbp8A3JobgnBzmGaOfhnlS3Nfr87IHxoEBneiGh0egc9FZCXVmlhjXwQ2oGokVk72eo+ETSrGTtexVG9COVFU9xKpKJk9NQjt+lHToz5EkjeLqmK+SJpaSGFa8KCVJrcBxpUWvBAhVK4fioslMmqpqQWWtOX0EoWwGzslhchqOS2z8YLAHP7SBGgVXOwGWHW5MDEG4TZKLcZvYeOkUqSbYFdpuoCml91rcoqK6GtLfmoXMpDn6SL1f2NUoD2AX41z1HAIUKSstfKUxtrP4Yd6odOY5GhH0vU4TuxsTwcyBQNpbFUZ0t4VQuYbtrLYrHVXaWUpVVp/NI5YvUtQ5RjryStVCYaWqWKMWQ1GgMW4siHn8KEdalWdyLDUtM2mufisbOLvJw3W7zi0h9X4BukuzSrnR/93LJGnTT/2iChrQZ/McpTWnj7Cwo3XN40nkjYSAczjJcwua3YLVO1LvFzhd9GIaYJE2f6TSROIWDde9/uuD2PfWVYq8zBiNU1uvk4Z/j07S5TsW9h/WPm0mvhCiRwjxihDiQyHEdSHEKSFESgjxH4QQ+eBn8uO+44FwYCIWZWeyc2Xc2TytJG/UBG+V3qgUrZ3LwL8yTw+TaTJ2o1j3qqq5/cQIUwawuNyZSHPhOhMYzVcvcjS205l6C0vsRJQz5Ic9wKSUlItyhIxLBZrx/pV52m4gk6NY/GqqDDerGyT7s3Mak95rUa9e0Hep0tVImUi2iUur2B63EL/rc4qr+he5khpQQ/Rea5d6bejdy7zSx6+ucyOxYtvvf2cFjYkhmv94IExgdABSNwa7+fth0xBVxVHTZ/Os+6UsurrFskYAmK+nJIKyv3uFUju7QilQUCgJZTOMx/lWggd1NFMdvHB73OKm/+b0Edz6teOQRgQbz49S5TKo0qoIvp3L0II0mSMMNIjiFTlVOHV4RpgItUGVtnasn7Gv6Bzp8befOkE/YwLR1a2OBn1QBNk8M8HFqXCBKt1qYet/Y4WmdwcN/IPfucsKGAr7gl3B3RNaZx5kMBxGs6sYPAuew6lScH2W5H8UxebTisB8qd3X6z7tXwB4S0r5MIBJANcB/BMAfyGlzAH4i+D/v689EA5M1hssDQOA2312Mu+VKb0wIOiXDHCUcMFm2oGiOCh2tUqz9F6LmqmPH2XBO+UwFd1BYSLlXyTxPKUHtrO/0T09Dm9hiVUVYCWZ69VeKTA2Zb56kYeCqEiLjyfYjlKaxegQpWpBxOBbCYrYAn6bksYRM7P0Par9xanvcg6JS6s0mCJQmtB7LWBxmVd3pd3vlWzG/LC4DOeFR2mAiNGZItQY7PCHpEvCfO1chhxHkEKqVE0NRVGESWEaLMO9UwVCMde9ks1YpG+XUX1xmvtJm9NHmEMHdKb2KGBfyeQAYJVSNdi465rNKXp0dQvdN3zcG+5Cs5vabGAluQ82lC8QAL6jFUjhWUokUpoxBvbbuQyKX5uE+cFNmB/cJJmaIHIDyJFGNz20U3HOCNT75p0WiTlOH+EpTwBRcGrH+lGdGmQOWjsVJ1JrUH1vDHYDVhKHf3uR0vVCkRdO3y7vGnbMjjhYnNq5DDvkT2rUzP3pRGBCiASAJwD8IQBIKZtSyk0APw3gj4KP/RGAMx/3PQ+EAxOhTuuBirpYgQLoYDE7B9oGwoZAJ71SaZz6HnXjyUx6l+PD4jKvkGpwhXIsasJR3+uL7NDuPp0l9YfgM2qCjSIpqptjZ9FB77Vw45+fYn0xnoOYHeBGY9U8HcpS9LhzQlIz1VHM0MdGYJy9xm1MqsVFDZtQ56B2rB++laBIMjtArVgGKSwkL5c4Ldo8muBz2HhuCiI7gMhmm4dj3H06y83TAGFtO5UV3NPjpA47NgJ9bATbT4ygOjXIcjN63efjAsBYjEpvPCNMKV7QOypMg3XtFRalHCKsJDS7inDBxvoXogQzBG017ulxJN/OszKsXvepqOK6rIGVePkCus4tYfA7d+m6BZGdiowAdJRJduishbIZ3HmSiiB6L427Cxds9P3+DDaeH8X2EyPo/e4Wbv3acWoV6wmh2ROC+cFNFB/dQZ8ARfeliSiwuIzIhes82ckdiKPRo5NUz2YbkUoTm0fp+il9NOdwkgoYRgTOyWG+j0h+J8znTA2+1d0WK2YoDbvq1OCnBOILtKR+Xy8AvUKI/2/H6xt/5euGAWwA+KYQ4rtCiP9NCBEHkJZSrgNA8HP/x+3TA8EDk20PEJ1G4526Xb7jQAuAd0UvkK5LXKmgQXenAoTi2CgeGbPpQTdiO5eBCDAzmaG+PCPQswcCUcJUHKGgxO+VbKS+OUPOa3QIGgDvyjw008S+t65CjI0AbpMdieKtYXQIuf9+FgjUI3wVWa0Qz0vLZnYNOq2+OE2N5IETjM4to/HUCURXt1A50YukXUH5q5Poe50mRAsl2KikhUaHyHEUisxBis4tA8HcRRGcJ/f0OFLvF5jLpQ8Sw1yNLGv06Og7vwFhpSDKNU5v175xHOZD5Ah1t8XkVtWfqYT8lKkoSSCYwL2yBglyfrV0CL3u0C6+nWeEgWAa9r3hLiTsKitzyNEhYHEZQ9+OwQuqxF3nljjyhZUEVBtQwNHb/84Kpb/BPaFIruo+2HmvuKfH4cWI9R4L9lFWmtAb1IIWduo0fT1YVHcy461rHqnIrhM22JgYokpiyYYWaNXJnc4yKPqEg0ZxQ52noKk/WR4g5d9XL6L51AmYNyowQfvhxTSeGK5an6TSsHNbdC+fvYbKVyfR/8YKE4aN9fqnkkJKiR+EpFr6G/TAQgD+HoBfllJeFEL8C/wN6eL3sgcjAtM01v0COnIqKgzehUOVAvpCwMrfGTl5JRuhfIHSuOzALtqCIr7qs3n+Diwu07y/QhHa8aNoPDdFqYXifQV/H8pmeOiGf2V+lw6XKv2rdE3p8e+cDK6mFik2vorSeByaGUPi5Qu7eio56lxYon8zDPT+6Sxr5HPk5XRkotW8Rm9hCaFyjVLoIPVTD62a/B0pE5AdKdN53DyagPnBTUQ3CVxurxSIWBpwpnrnaFL3nSf7KHIY7EZ00yO5myAaVGmRGjgCm/hcsCvYPDOB5vQRwno+dHZp1QuDmpvVOVazGXe2S6l0mduSAG5X2qkHp3hwqje2+uI0D6xV7UAAVVbFzCzqOaJC7HvrKryYxlXPULmGxK0mfcfUIDWLPzdFi4dTZ/wvcWkVa984Drc/huqhoFUrqHryUBcjjMiWpOs7m4dnhPgalh7p5jTy3rPHIJw63cNPnehURR0SdjRfvbhL3aQ6NQiZoSKCOxBnvLDvPDVz67P5YO7kpxWnCPj3+boPKwAoSCkvBv//CsihFYUQ/QAQ/Lz7cV/yQDgwhHTSSgoebNU6NgkPngAAIABJREFU1MpY7KBKX53ki6d6IXf2JwKdhwEA3/xKV0xhLpqVIgA/uLlqx/oZx1A3gFqpFR8KwC5agZIe1qwUNzmrv1GVLiVf7ZVsqpIF6ZLvODQYRDlRgImz7VyGqqHB4AvdbdMYt7ERwj6UpHNQyFAPtm+XCSNzXBbbU/2favvqvKgGZM2uYu10DzaPdgiSMpNGpNIZ/7X4+ycBBNjOHBUeDry3AS+m8UTq7XFr1zRu1RCuaCSKcmHeafGwFKXcqhQdpOvSuLMVorJsP0T6Y3e+MspT1BU5F+iMp9s8GgzceCaH6ovTuzhljcFuVJ7JIfHyBTRTBiKbbVRGI6zzFi5Qv2x0bhm3nu8hGeygkKLSrWZPiFqGAsDdOHuNFx3dbXHVNX2Rpmn3vb7IyhiqnWrjsT54RoiiNotaziJlUv9wT49j/zsriFSaiF9dR9e1gBIUTGxn/AtAJUfToJrJCDaPJuAZYdT2ayhOUz9l/Oo6YCWpompEcOC9DZS+OgnzRgXVQ5Fdowd/WJPAp9ZKJKW8A2BFCDEWvPVFAPMA/h2Anw/e+3kA//bjvufBSCGbLWY9A4E8c6GIEAA5OgTdbXIaJxQuFtAJVFivGPo75wcCwSzJQhHOC4+yGqq/4vB2eB8Cnpg+NgIE5fquaza3q4iVArxTk5T+BYqqKqVVpmSCNQAyiBiU1I48NQk9SIUjlSYaz03xA8HDa2dmEQIgxkYQy1dRO9ZPAK1dAQbJSewsxXtGiAaeHD9K/CbTgN7oHDMXMFS6WSAhQCVZnb5YY/nscMFGdWoQiUurRFN56gRGX/oA8vhROqfBAFXiISVZa7/rmo19QW9o1E2ifYpA7vIzlG6GAwJnNGjnUrLdAGlbIZCJbqQMRAMpbHUuD7yyyNfGm8wRu95tQoIWimTeBQzCz0ShCASkW//KPGJOBtE5F+1Tk+QMCkUcmAPzzwBABlHsodc3iV0Polv4wbGpYbCc4o0OoZEyiEgdSJ23ArlntUC0Aykk2kYCyQ9JuuijXziIod9bgB44etUbyvdfcOxhpw7dTbDqbXRuGX4mjezvXqHxb0hDr5PuWeJ2uyMZHaSi0U2P6SDxIhU3Ut9c6swc/YT2KYsV/jKAPxFCRADcBPCLoKDq20KIrwO4DeBnPu4LHowIDFRNUZGJMsVX4ipWIO+shlAovXwFwqtJLWpGZCibofJ+INAHgOVrVFuScfYaMbUD7tjOtEVVy1Rqp7stpjKo/QE6XDXdbbF6gjomVUmtPGyyCKIa06aiQEXIVCPYlLqoeaPCTec8tuzdy1TAyBMXSe+1uCKnpuV4RpjSLNX4HRxPO0eyycnLJa7cNqePsFSyEjGkY2mTozbCPOxVSesYZ68BIAekoiilCqvSlcTLFzrS1QqrCiyULzCQHcoH4+0UThbMQAwXqIp8++u0QKuCjALaVSSpZLNVQaOZMlhMUjn5e8NdaEwM8TBbdkiOQ/hXQNRlYH+ROFzRTY+3qTh+6jqobZcmzV1SNaEypZ+3nu/he0K6bkdoMphtGtlsc/UwVK6xAGL58QzyP9vNKrUAcG+4qzOntFAk2SAjTAthMKOgON2JgrefGOF/h5XkivonNYn7EzO8X0FDKeUVKeVPSCknpJRnpJQVKaUtpfyilDIX/PzYLvQHxoGJ7ADxj3aMO1P6WwA6gLwSlUNHi54Z8EGqESm7uwbaKrxF76XwHABKkwF2ZhqstspTflTKFsxVVBVM5Si47y3gBSlH5gdNuIpM2Zw+wphY4laTyvOB2gbQUdPYObiWB3ZM5tgZK/xK7Q8AxvsAwkOUZpbiAIXevczH6ttlHu2mHIViwcfyJBXdTEZILic4l81khInDQKCJb4R5VqdmV5k7x1OfrsyThpuSKApoA2rQRXP6CKtqNAa7mR7h22XClEaHWDZZzVzsWvF5ERBuE9WpQbRTcWpPspIEaAfnwT09TpheJg13gBQcdLeNfTe3EZ1bRv8bK4ydKppK9M1LHbXSxWWuiioCsEqxZSbNEtHN6SN8DXtnHeizeYIYXEqL26k4hn5vIWiyDrPMtZqVCYALONJ1A65ZCDd/phs981Xk/mSL7ylhGDBfvUjdH8Hi7RxOMkm22UNzAvRGMCk8qGg2kxEWPQw15KckaAi0ZOi+Xp+XPTAOTA2LVQA8O4UA79o5DVsB3apy2F4pkPMJBroqugFAOJbCm7ySzRLB6W/N7upFdA4nO47CqfNINQBMpBVOnflTO9NPBegqlVdFlG32hEhwMTvAMsba8aOIXLhOtIIAbAYomuEWqtEhbtBVK74a8KA+p/A+lcoBYJa7yA5QL9ybl1jKJ/HyBdbywugQTbdJxSHNGJzDSUQqTW5N0WzSsdLHRtB+6gSlqXaVH1R9No9bLx7ka7RTFVYzTbgDpMsl3CYqoxFu+lYKsL7jEJnVpZYXkR2AmJnFveEubDzWR9Go26IK58sXqHk/wLUSl1ZReZi2IRyS9FGcNUXzuDfcxbijZ9BcxDtfoUG07VynIKP2XS04AFi9AgBr5atzAitJfEK3TVFQoP+vUnBlah6lijTDBRsbL53ifl01v1LhW+o6H/7WBpqpgD8XOH3VJmfeafE53jkE2Fgn0H//OytoDHYzPhmpNGGs1VCaiCL5dr5DrP1EtjfY9mNNldSZBZ0dYC18ubKGO7/6WEfAMGCic4Q2NsIR2c7v4hFmKt1zXWaBs8KqQ5W6jedHSYjQjHG0pHokfcfhBmwFKKuhIvpsnoF1YZKT2h7//9l7/9g47jS986n+XdVkk91NiiLZLdGSmhxRICkvlzKphQWN4vV6PDFijCczOMM3d74BBnvZP26CAy4IgsXhfiwuwSGXwy5wmXMwO4vJnA/ezDhGvKPROF5ZkROTFsOzSEaSxZZoWmySarJ/kE11VXezuuv+eL/vW0WPNaMdKYYm2QIIW5TI7q7u+tb7fd/n+TxJ6bk5OtlhAhfnXMzwlWUhPNirOQmv4LxCVuFvvTAoCUPBXFGCNrj3xhopDkgtjIYV0z9A7gO13fUP0baCz08gTXFt5fEuhMpkSYl/TFVrZaIfbcu79HczN2SBEjFsMoH21ZZwrOxEFP75rPxuf60lF2fPD+eFpuEdXPB7pG/UCEao2GhdH+3I8CS8tkPTuJkbStxJurSuj3YQXdzAXiqJnh/S9pcHD40ESSyaepASv9X3o5st5J+KCuGWFz02vLMzofxsxm1ZqPeBw0h4EBPI5uiGpxblT/+mIQ4NgKpVTj939BBKT1M/j8OSwwsrNEU8HJKFk5OgCqNhAgsYEaqkS1XEZtdILKyi7bTpeQFbsuaslulBJJtHqNxwI9mWVtD/s03K/5xde8irU5m5H60S/6GPX/lImqb9qaZpm5qm/QfP9z7Xr6TR8ceapt3SNG1B07TfepAnoYWogvB30aTv3pF2N7zDAwbse+2qjND533Dj3U5EaZFgaoQnVYjj1ADqVzEKx5dMQDN05L81hvbLt4j1tLRCvZur16Ui48WRQzn49zf1oARd8MRx64VBYGkFsdk1qnh4K6CIq8IYU5VceGGFcv7UgruXoq1y6dUp1Ps70P3BlsvfVxUqC1R5wahlemgLbVoUiqssRveOtIvSnMfzvJABQPfbS2j/hAzEmkWSgUA6RYjjYoUawkyJMCLovE5VWHWkF4Ea5Ykyn705lsHW709RtTlzY5/GjSeNlZcnsf3iqFSzDEP011qIZPPwFSuw+qJCmuD3jEN3ebsqAk51XhvxEG3vk3GKHCuQqfnAu6vYHiZ/bPWADwf/zw9EW7iXIhpJ9wdb1JpIkpQhvN3Eyn87RJWq2sK3TBPhhRXBUTupHpHf7J45hiP/YkegmmxH4+ep5fIUOqLr2HphkNA6akE/8O7qPtlNcywjQAMmwQIQ8gcAqe4ZE9X32lUgSeZ/ezUHv7Unfbl7z42Isp8JJg97/CZWYH8G4LnPfO9+fqWvAMior+8A+KcP9CxaLamstFye7CAnh/clFHFEWqhEPsTY7JpUYM7qOlVKHjIEG4WF3mq45Fbmf7EViQ3N3DR1TNJI8daVe2/yHA0a8zfiIRcdvboOf1dSgHeOZYlivJHQRdXtpGixYU1Rs1CU16TppBNypsZw4N1V2j4Wy8SdmjyOta8cUAZyle6tbDiA6qfxYmnoMI8SyoarJgASrcbbHWadmUfjrv/So4NjTI6/K0mLiaLXFkaChM0uVogA2ulHIJsj8qlqJPOi60smsPkMSTtir88g8T69FsegQBD/0DHyQiojvnFlWbaW3FTnBrpjRFB/fkK2sgDEL+noIXz8B0qgem4ce6kkPn35kGy9Dv54CfXnJyS8hbficmNbXUeo3EB5MIhmxMHmM2louo7yIIWB2JkUiZ/V+8o3Msms5ABjj34tUKoi+8dpSkEHEP9Y0UsGB6QHCRC2x17NIZgrEiU2mxMDvPyubE7OF+OPwudnoRlUSdYyyoSeyyO+RGnk+kaN8NPZnAQwP8zhONpvXgXmOM5lAJ+dBNzPr/S3APzQoWMGQCeL0n7pY9hNmVIx5oYXE7biMNDQy3DykiucVA/52TxNcJ7oARBvndfTaJ8bdyuqYmUf516sF4oZ70VI88ITPj8rZFR+DP4zN6fbr9EEsft70xRke6QdmtUga5CSK7CJmYcOLMZlkig3xbsW6sh/a0y0ZsyZDy+sCI6ZX2d0ccM9p8qE3v32kvj9ahmiYvAWUkv3wV7NYfvFUam4AOrn8ONo6T4ceHcVh1+/Q41s9TvZBiSTMwWPbN68hc1n0jjw7qqw8O3VHJoR376FlKuV8MIKys9mpNfF1huuPur9HQifn8W950YEO6Pp1PfbHo5h6E93oa9Xqd8YDyH9820ELs7RtswkgoMX2+1LJqgFoG5yjXgIfZe2cWCOsDm1TA/CFYeqxVJVqB38GdB0XXIXWcN470g7AHJW2IkoOv+1m53ZiIfcm4cS+mrT8xT+oixibRcWUR8dwF4qie3hmDuJVX5NOxFFMEe9XBb1htd20OgMSBBxqGQhfH4WwVwRxpsfUt/vEcgoqIn/wFaiL+T4dZfK+/mV+gGsev5dTn3vFw5N077DPqk91GU75E1xYeKpV37Ak0ZG6kgz3ZPVxyGw1ZFe2d41Jo+LQNbflaQ7uRJZsvDUK5Dl/lh9dEBkAF75BduX2HjM29nCN8ekspHJYJJ6PL5iRe7YAFVKHLLhK1ZQenVKKBYs6eDUpcDFOZQHQ+j+3rS83kg274b9Qtl3eNuhKpz4XIEWfhWJxg6H8NoOqe/v7oktxT90jAJZ0xSQ2krGUB3pJY6/uuB4wef+lJfs4EsmxHfnOzlMFekbhD/ii7j+/AT8tZYsoqyVWz9DMgKvup/fM/98VvpN9ecnpG8W/5hEweZB2lKyU6LwpNvQD6RT8NccNCaPoxEnOoZmNaQi0cwaYYjSfQiVG1g/24lah49uPGs7aP/E9VWKgZpxSMkYwudnUTkckilhaJv6dFz5RfM2tRUAwSQxzpufH7snys9m4EsmRM1v3N2Dfz6LQ9+/SZ8F5XWsjvRKAEkz4kPz5i1S6Ud84mflsOb68xMyyHj44z99Jv7nbX6dz/uHjuO8BuA1AIhpCYe56FCTGmY6QTHR9z2IqnB2n9AFQQJALs6WKr2NK8tUmVgNFZel8hsNQzRWjvItauk++EGSBAeQBTE0cwPO4IBUcgEjAntqDHUlIo1kdbRAleLumWNI/GAaUJjrysuTSLxP1VTz6AQhmy+5xSy/Rs3QYZ46gkDdgdUXleCLACDbEl+KqoFAOqVEjxDGGIplOEsrUo1WXp5E7PUZ+E8OC9kAgGw/AqUqCRzfrwkw0t+VBIwIbSWZeVYoQl8yXI6+StOJLm4oPVaHaK7uHemHHdEQfycLu1BEACk4yTi0ZFwme3uJqAhuYZDTYPOZNLrftpD++bZULyiW0RilytKeGoNWqgKqx2XcLouM4t6RdrQt78K43UB5vIuYZlYKsU8bIiquTR5Hzwxt6xsJ3R1qGIbw6DnAJJgrIh4PkSe0v4MWEgDxj4H8ZAfCFQed16vUnhjLoBEPwcglkfjBtMh/yt8aw8EF0utR+lIPuj7aQenpFOJzBdz59hD6LlcRUH1Jx7KEkNH+iSX9Lqs3QlVoMiETS79F8gjjyjKck8NoRnyIza6h9PIkAjVHheMu03RafaYAgg48Ei8k8IWG1j7I8esulffzK+UApD3/LgVgHQ9wsDaHD28OIW+hvFKGYK6I+FyBxJmTx12bkZoACQpZNeWB/dmT3B/jflbzJlE8eYyNwQHSHylZhgDulEUncHHOlV2o7SVPPFlm0Xm9Is3T8PlZuvBVMAcAKes1XUf4/CwS7+dI+qB46zzt1KwGNKtBi8NqjoivBskquHfFAl1/VxKdby2IPCCYK0qaNUe6eRPL+WAckC+ZcMWsynolUEU9JNM/ahjbBCe8eh3+Wgudby3IgGQvlZRF386kZOvDBA7e3iZ+MC3yhPbLt9B+mZht4YUVF3PjYXMx4md7mNhb9460UzX2Dmnfdp8gpfzuEzrp2TpJX8VTYF7MNYP8l8btslQntUwPKocCCG2TTEIWjvksen+6CuPuHqy+KJb/wRgC2RwRIQpFlF6dEv4/V8iVlydlMtxI6NTIN2voWtwTsS+Lce1EFFunuwU2yZPHvRTdHLZOd8trMm6XlUA3KNVe51sLaLuwSM851YNahra6+noV+np1n8vlYY9HCTR8FMev+0j38yv9KwDfUtPISQA7vNX8Vce950b2Tf7YF8eeP96iMe2BFzsWbYrc4ep1wevwtIqFqMKBUhc6X2BSgYAEhswP84po+aLn5j9vnwBIGIh3wsjhG4GLc7QQKA4+x4ZZZ0/I6+ItKS983nKfK1PmggGKlKrG+QI49MgTRLWtItG4xxNe29n3ux0jQmLSc+P7lO2a4S4w+4YEFolx2TXgt/bkfPHizIc2PS8ssGCOAllzLx1CeI2qEcb+BNIpklGo+DsARJNVw5PdE0nqG6b7JCC4MtGP+DtZxOcKVIFdWcbdrw/CZxgCJ0y8T0Tc2Owajv6TJbIiqfPgt4jNFZtdk60cDx96f7qKwmhYppCBi3PSYgiViJZ75F/sSOqTMzWG+Mcm7nx7iJr8U9RC6HxrARgcwNorQ0JudSyLhKYzN+DoIdpSpnpIdNqhoTzeBceIYOt0NyoT/UKjPfDuKklXPiFgJA9ZQiX6nDcmjxOLLREVsXUkq8JYihUR/z7s8aiV+I/ieBAZxf8LYBrAkKZpOeVR+ocAflfTtCyA31V/BoDzIE/TLQD/DMDfeZAnofl8rmbKtPZLIQAJ9RDyhKGTRUhVDABEF1Z/fkKSpIO5ovTPOL2IcTxsrPaywAAI1pmBip/N0+P+mTe4g/s1AAH2+LlWR3rp3+hK1a7EiZyc5C3rGcAIUCUgYSMMSVQkC9/JYdeWkyQtkn/oGLL/05j8Pma8O5YlCUCsQOdzxf0w7q+Fyg1R4XMTmStFL/1BsxoyeeXKjKkXPA0WzphOqJ9ahkzde+20qLZ/YqHwZIdwx5irFswVaSuttrg+w4Dx5ocw3vwQ9f4O7J45hnp/B9ouLGLrhUF5Ppqu4+B7W8IPK4zR9hDJuAxD/PNZkeX4ihVajFWPKPfSIZKcWDb2Ukn0XdoWeKLv5LBU5ACw9pUD5IiwqNfqt/ZQ/pKBw6/fQfnZjPRpm2MZ5Cc7CEd96gj8lo3ysxmYB4N0nlX2pJbLw19rof9nmyTh+MYBdH+whdC2jXqnn3ILJvpRy9BCx9oyAMDSCrZ+f0pw1/mnyAUgKevqfWxb3nXdBg95/MaFejiO8184jtPrOE7QcZyU4zjfv59fSU0f/8BxnKOO44w4jvPvH+RJOK2W6G0ASJUEQHhPLdN08STcaFfVCwsfNYOShARkyKBDpfvhnwUgTWtAEVZVhaZNz9PCxtWQ8vnZGdrSOqkeUduzfoinZZpOind+LsaVZTcBRy1ogBuRxZmInJTEIsvwwgo+ffkQvUGKniERc8XKvsWFvaKD/2iJ7rIqJZz1bu2XaVus6bpUEveOtNOi7RlOMOKlkaCYskA2J0MBtuf4ihVB7DQmj7uuhFJVNHdrrwwJD7860qtM2DaaegCH396WIUD8Y1MkJ2x9aRVL0NerpCj3wCsD6RRVP28SeaU5lkHs04Y01dmOw6lMPT8kJf/W6W6pYAGq8uWmqITSxu0y+l67irblXew+oYJClNred3IYvmJFAmN8xQr6f7ZJU91MSgTKXR/R0IHdDnyEK9TTjC5uoPwlA4n3c4jPFYSPzzfSwmiYQI7lBg6/vY2VbxyAeZAw1nxTC6/toN5J0z3Nakj6d3SzJRkN/T/blMXfPjdO1fF8lt7/R2ElcoC9lu+Bvr6o47FQ4ms+nwgfvVtFxtagWN6X0CxRZarS4cANFgjyuN67rfLPZ8XqQk1Ol3zAPQLeToi2S6mdmzdvQZuel34PV0OAC11knj/r1ZxUDwETTx2RCopJroC7VWvevLWvx6Sl++CYFtJ/cpWEiBb5BptjGakeeaGTO3EyTtmJ8ZD7fJQ9x84QHLFVLMn2ov0aOQu4SnOMCHkYVRQXb1G1XJ58lsUKbv0PIVmAy+NdCK/tyARt9wRtse89N4L+H92k51Qsw19r0XnP5kRJzlo3FnxyGDGfGy2XF1YZI525Cja/9pRIJCqHqR9XHu9Cs1AkycPaDvSNGk2CrQaieRvO6jpVL5PH0ba8K9o1wDWGc7aBcXePtF/PZsjipCqt9su3xJ3Bej+AFhJuBVh9UYmuY9mFHdZg3C6j9HQKgTrNsur9HfS+R3xwTAtbp7vRtVD3EDqCSL1bRXi7Cccifn5sdo2glnMFyiRVvlHHstC2vEsyCcPAyjcOSLQdby+tsyeQnwj/ehfmZw7aQj5eOrDHA6fTat03+lyIqjyVhFtF8QTPnjwOv/IMchqxBIJ4wl1LT6cQf8flSnFike1B49iZFGDtUeVl1mCrx2URraa2hFouDx+oQvKSMVqr63L3s1dzNMU7OQxbDwqpAMUytGSChIlqu+oUy2ipx+IkcOPND9EEELhYFElJvb9DJACV4Rja9TE0p+dhFOnvm6abMh5Ip2BPz9P01TThJKLQbpqA0tShVKVtuKrCNr9koLtE0zGYNbRMS+ioR16+SlVxmqZpKJbRUkZ2f62F+ugA2q8VhQ6qWQ16H5IJlJ5OiaeQAYx7CqPjt/bgU+etMXmcPKj85rNZ3tABq4H2y7doAVTgRHYHgD8XN28h0JVEYpoSt41iGebZE/DXWm5CO0ja0BzLAPNZ+JCAk4yj3umHcbeFykQ/jLvU29tLJWEpS5gfNGK3le9Rm54HupLQ1U0kuriB2ugAonmbEoWukROgOtKLzusVfPpCJ8LbvTBul3Hn20Pw14F65yhinzbEJ8tHaOYG/JPHhTS7l0pi56gPnddDLtxzaQVN04SP9Y8Aev9dnTA9yThNaJcMor6ux/bRQB7m+CJV9g9yaI7zuSqHL/To8Hc5k/pX5c1hqQBjdhuTxxG4OIf68xPCNWfVuFet3ywU9y0evPDw72wVS2JrqY8OyKhbGtUqEYj/DQBJrWZ0M1trvIJYr61HJotKN1V+NiO2G94C+YeOyUJUeXmSLkIlg+DqkZ+XLMLqYrbOnhApQtOzqDPJQTNrsmCwBg6Am7atAivknCRjktTD55FfN6Cop4oRD7jcKpIs2LB6I7Kw2Ks5ev1LK5IcxNUc99+ssyfocWotIcgC2Bc7xud0L5UUnyf3OrkVoE3Pi52LbwrmqSOyWHljxFrJGAXN3mnCX2u5bHxA3lPNrEkVx5+7z74GAPs+C4CrffPXWgiVGzJMqj8/IX/mz4C/1nJlJJ7Plk9JJe5+uVtQ0ACp7/mGwK+TDOpBsgw9SVYzOxEVeQU8shWAJpzlLxmIfdrApb/8+3O/AvP8S4/u4aTz0j9//oH+7f/92z96qMd60OOx2EI6rZZ8QPnCZfW4L5mQiipUbgiWhKkVXGHxBcgXgMSvqb/nXph38fJ3JeEYEWnAU1VhyvbTMa19KUfehB3ATctxjAgJVQ0D62c7pS/VLBQRfyeLtguLaL9WdGPhFO3Cd3JYdGy+ZEKsQXIOxjJileKkGePKskvogMtY5+xEx4gIxwqA2GV4YfT6RZnocefbQ9KLE8a8Ek4ybtv7+5qFIvyWLeP++uiALLqcnekYEfEn8uLFSOlQuYFmxCcxbo4RwfaLo2S85h6eEUH5SwY2vpqGlu5D7iXqCXIVyxFr2vS8sLQAAgXyZ4fFpprVQN9rV0VMu3siKVgfXlBbyZighkpPp2CdPYHKRD+2h2P0PPWQK19R6URcXXL6eDBXFNEqG+TNU0cQ3m6ibZlcAs2xDHbPHMPdrw/uSwqyE1FEN1u4/g/6UBgzYPVGVPNfLV7ZHLZOd2P9bKeImyM7LbGaMZFVM2mCax6Ni+TkwLur+7ypv/7x+G0hH4sFTNMj4u3jhYb9j4DbFwvmqOIIn58lU/LNW2L1keZsqkfEmWxL8qJv+OLjkFkKVLVFUc99NR4ScC4i/6x3Ssp8LGd1HfmJMDRDR99rV0X17h86RmJCJYSVyaLl6rsc0xLzr6arABBFwmAUj2bo0n9iyYfkZM5nRb7A6nN9nVwA8vs801SWI9B5J3LGoe+rvtXSiqjOm4UiTdOUP5UZ7szmauoBibaPZIl46yghLEAV374qyDQRyeZpIjmfRfj8rLgSdk8kZSF31FbSTkTR/fYSDv54CebROJmWAdx58YCYk93k8AC2h2MU9jq7ti+bQMvlpe9kZ1IUDRfRpP8mFX0uT9jlwQFKOT8/i1qHD53XK4jNrlEVpsTNgWwOPTM7pIcLa6iPDshwJZq3icOvmuf+WouwNk92SK9T36ghvtRwgQRKUtJ2YRHDf7SOrnkToW2HOB9VAAAgAElEQVSbLFfKc+uYFhI/mEbsTpPcIJmUbNl3zxzbN2W+8+IBNCPUV24VS9K/exTHI2TiP5LjsVjAHKtGd20vaoWDZdWFx9vKxuRx0WX5h47ti0tjfDOPv52psX1bMkbzBLK5fb69QKnqWkvUBY8k8cEC2RwcI7KPaukYEZreKc9icyyD/n9EFAHesvoMAyiW6c6o/JEs0fAmJjXHMu5EsViihS6XdyPJFJaGGVCchs0T2XvPjaDe34GWabo+PSURqEz0y3nic8hNXr5ZePMJfckEDry7ikZCJ5+oHpJG/dbvT1Eqk2quR7J56g3NZ8Xzyc+1VSzBd3IYG19NE98r3ScG6/DCCi3oU1TBOKvrgnrhpHIGJQLYt1VzLAuHX78j2j9unIdKFuywhqYeIOGwEsACSjKiZBp+aw92RKOMRj2E8pcMqZSbhSKM22VithUrNBVWIEDm1GNwQCpEqy+KwpiBQN1BeGGFGvWlKmVG3t2jinLmBgIX5yjGru7IoIU/b+2Xb+0j6jYmj8tCYx4Mopzxi12oMXlcbtIUTRfAyjcOoKkHoG/UXBglgENvbSK0bdPn1GCOnEvw+HUPmkL6H+jrizoeiwUMgNtDUhUQb504OMNezUlmoCQTKbAfh8OKEVslcwOuhow9aF5vJJMFmG+//p2TUrHxVokfJ/ZpQ8JAWIxaH6ULMZDNSQ+u/vyETAwFkjc4IHhjLd1HF6OqHgLZnFSfjPcR/RIgDCy/tUfbIbMmWztNJ6MwI3kYwsh6N053ZovVpy8fgr5Ro22vaaH+/ARNH5X5m6kIoZLl+izVJLb7e9OU51isEH01GXNlJoMDtNhdnMO950ZQ+CaZ7qObZIp2VtfF32dnUkKbEAyQqpgDKmqOq1Cmo/LiDdDiaJ09Qay3K8uSpt310Q4iWcIt7xNtquSp+ugACk92wA5rxOHSg2iGXY0b3zAanQFpYSTep/d4/UyUKjWl3QKAak8AB3+8BOMubRPj72QlOCO8sIL2TyxxR3Rer6DzekVkEHYiisrLk+Kz5WkwL3YAhaz460B5kHIH/JYNLZdHOeOnNsrBIJ74szsIlSwUxgy0Le+iVSyJxCY0c4N+b6pHuGIPe/xGClm/qINRNyxJANy07FYyJtsyvpNohi52H1bC85aItVuMGgZcO1KzQFu+0MyNfQsFBgfQ/7NNd7FT+B1+HAbjYWlFsCahmRsi3AQgAtVgrkiUBCWS9BUrwrBn0gPf5dmsDsBNzGbB6dSYa31RWxhhg6V6pBJ0TEvEi0zhACDJO5zw1LW4J7IGLd0Hfb0K+9w47j03AgCoHvC5xA/QQMKryWJ2vt/aw/ZwDI5l0QVjNSSstu3CIrremKdp3psfEvd9cACViX6Je0OxjLYLi9SXUZkF7FRgPLUYnlWCEAtLGT1eHx2QlG6u0qsjvfQY2ZyCOgbRHMvQZLpkofuDLVSO0RRSm57Hwfe28MmLAao2lQK+/fItqnaUGdpv2dA3HUlybyUpCSlQd8gCtraDag8N86OLG/QcdZ2qO0DkK3xD3RwPohEPqXxNW7R7mq6LDSyQzaERD6Hnwyp6Pqzi9re6hetW63JQenUKifdz1B9USVHsVgjmivL5BUCV4jfHHkkqEfD4bSEfCxkF4G4ZAcjo3BnLoDU9D6gpmGboaLJIVaFr+IMGULXVSPQgtLQCzdL3bS150ubdUtrMC1NmaHimQzwl9J0clg8f959ECsG+RrMGeCaRAKRCiC7qovmi7aixvy9XLMNJxtFczcEPF5QYyObIMK4WSJ5+MdSvPjKB8PnrEqLbZIx2qUqTQk7vXipJLFpQ17GnMMjhNQVvnDxOidZGBLE79j4kUSPRI8MOO6Pgg/NZtEwTRmJcEEaaWUMAgHn2BOqdfnS+tUB2IKim/1gGbcu7aJwbh2PZCKpGs+MJUKmpCWQgnUJLLdrO1BhsUAgsG7tt0IeWvIoUOtKcPI7w2g6MK3nsfu0p4smletAEIWwAdyp89Id0zpugCWvPjEaVq2Wh6w0ysodmbsii3ra8i0aHpiLi6Hm1iiUk3qe3zzwaR2SnJZVcY6IfoW1bwm/vPTeC9mvkMCid0HD4L6qCxeEGPU9AQzM3qEVi2VJdtpIxHJhrCb468z+SRctJxsmkrqavbcu7RImttUiZf3ePsOC1loT8Puzxn5KZ+z/a4dV6BbI52U5WJvql0uLFzBt8y1VXeGFFxtyc8uP93a1kzCWtKj8ka5PYPoRimaorTjUyLZinjri5k2pMzTYf/mKhLAeB7AvpUHdm7iPZq9SH48AH1nlhaUUEqIGLc1RhqWmVV66hX7omwwaeFLLh2dFD9Fiq6Vw5TE1gliXw9kJL95H4c50W5GpPQKZYXNV5A4G5SgZom0Rp2mUJ5QiVG+RBNHSBPfqSCapIc3nSNymiKwMe2TzOYSDeCrMRD5EpWx2sG+MwYc4OiGTzZPFRARgUkhGk/tB6FeHzsxQurOsoj3fJ77P6oui8XhHg4PaLo3R+BwfQdmGRhgxLK0j95I5UUTxlbSWpAo0ubhCX/uIcwgsrFCDC0X7JOPG9FMfswFyL+qbK2M7E3M1n0pSfYOioHA6JpYr7YewSMA8GpT/L1GA7k5IKUF+nbWL8nSzMg0FEFzew8Tth1DI9UhE+7PG4TSEfmwqMD55y8ULGOijjzQ/hqIXHq//iw8t6B1TzVumdxEOZ7gNU74hz+wBI/4wnh8wtlz7U0DGa8KlpYKjccA3N6T5SU3+0A0dRUfnv6v0daKq7Iv8+v+E21O3VnGt7Mi20OHx3dR2Yz5JoFhBdFTP5+Xnde24EtQ4foYkBEYLSwlKSyRurwPnccUNcM2tykWi6jgPvrqL0dAqJ93MUYqoW1tU/PE02ICXBcIyI9Jl2zxAdF9Ye0T9LETjKEgSQbitQqlKFqard8PlZxFWqT3WkF/5aD914ihXAo78Kn5+F/9y4q4eDx3ifjKOp8jYbegCpn9whJDS/Z/NZFL41hq55G4EuStuuZXpQOqEhUDuG6oFBHHxvC5pZQ9vSCjR1MzS/9hRC2zYiamHV0n2oqMFH+2VC+TRVeIaRg+QH4OQwZVsqHRmHn3h1iBtTPgDHsDnuw4E50s/B0BH/2JTqrvvtJdRUNcdWKRLZ7rlVp6rgfSeHoZWqiOxEZCIeKVbQMi10Xid+fupdstZ1Dz18qIfjaLAf4eKkadoKgF0ATQC24zi/rWlaAsAbAAYArAD4huM4v4hPUcdjU4F57UHcC2PJAqvxOarMu3jx4sSVGd8ZvdH1vmTCze5TfS++o+YniWml6brLpleN8/rzExLKwRII/dI1waFwMMSBd1elqc4mZM5yNG6X6YPnmbAC7nCBY9NapimJ1hgcoIqyWJZKiQ3aAG0zNUNH24VFoqyqYQRvhSRuzaQ0oNjrM3LO2J7D2i32+AG0uHVer6D0NJ0rxlwP/PkmsLSC9e+cpPPS3yGJO7HZNTgWTeXsiEYX+FgGWi4vfC+GFoqrgg/F92L1eGWiH43J44RzthqovDxJUoJ0H52rTErkL5pZk6Tq8iDZnKKLG3CmxlAd6RWfIBNlm3oQ4bUdHP4LE+2XbyF2x94HaGwVS4i/k0Vsdg3mwaDgcexEFO2Xb6HW4ZNtpN+yJXNR36jR9lQBJgEmzAZIJ/bqFEIzN0huUtDQtryLI380T1u+U0dQHx2gKlNVyyz1MG5TRWzcLqPzOqVElce7aGrOQm+rIf1SbXoem8+kCeKZ7oPVF6Ut5XwWvpPDj64H9uib+F92HOekR/R6P1z95x6PxQKm+XxyZ/Uq6wFXRsHaHhGqKkQNV2wA5IJk5DM34TnRx1ld3/dGOqke9PxwXrZmjL4BIMjolmlSqc5TUiZmqg8RL3Zc1XGCkTD1lSCUG8PegBEOwEAyThdeT0AqolqmZx9Omp8vL85OqseddCbj2EslhWLBC31j8rggiuxz47SwqefDk0tms4s2zGqg860FEveqBZPPWf+PbqJVLME8GJStLW+/wudnEXt9Bk09QNu8Ann4dp8g+QiLirkNEMmSz1Iza9A3CBfUfvkWQjM3qH/0GZ8qB/CyzIRzKgGg0aGRwLdYgjY9j1CZPIzGmx/i05cPoRnxyRSONVWhckPErDw1Nk8dQXWkF/F3srId5ZsBBwb7ihVaxOaz2D1B2ZX1/g5XvKsWVgD49OVDiH9MEIJgroj0n1wVSY2vWBG0TuJ9GqrwpJqnroG6I4icjd8JEE4HNOxhYS33FwPpFKJ5mwYc/R0wbpOhnsktj+LgHth/5Cnk/XD1n3s8FguY02q5/SVAKhivpqpZKNJWhBXoSirg7XEBkH4U924Em6Mu0OjihqtutxpCaGCVPOCmQPNWlv+uWShKVl8t0yNKZ1Z9a7m89N3YfsOLTnhtRwgOXF0yEYHN4okfTP+CYJIzAgFaXMrPZn6BQ8Y9lfDCiot8XlhBozPgasCUXEKSmpJxWnw9H27N0OWi4J6UvapU3oMDNC1UtFZeSP21lkx/A+mU4KdZSBp/h0b47GoAqC1QmeinhahYokVicECmjHwEao5sdSPZPOrPTwgyh9Oz9fUq0j/fxtorQ+LM8M/TAuQfOobQjkM6sGIZjh6ixUH1zpo6oW14wmfcJgO6PH46RTqsQlFIttWRXjT1IIXobtuoxzQyZnsq5KYeRGjmBg69tUncfrUb4L5t+dmMIIbuPTciN63dJ9SwJUeauvhcQW46qb8kOGUjodPEMUetgsIYaR9byZgImUMlei7eCfKjghr+FRawLkbGq6/vfM6vcwC8o2nanOfv74er/9zjsVjAtIBfFhKAPuBeRA5LGliUKc15FScPQEprgQdygEexTCpxDzdefq9ZczHDHq+bBNkqNT4AkjsYBvwWMeRDMzcocEL5/7RcXh6jlumBMzXm+g5V0zW8sEICyTRZVTg6jjlf9ecnhK/P206vN9FOUNPZ35V0t2cGgfU4zZxZaM1CEe3XitDMGm78r0cBQCZrjmVJ6CsvWuVnM8RkV5IPgKQb/iGy+zCSRbILRgf2+Rjzkx2i0XJ0EmsKMDERFQN3q1iCMzVG1ZkKW9V0ouDa58ZpQqjkE20XFkUu0iqWpKooj3ehMXmc0sZzeTQSOjXaFYSQqyHzaByxOzZqHT7URwcofCObI1W8mugCVN3defEAUCwjPxHG1guDQkP111oifgaIa++fz0rj/OCPl+T9aRbIt5l7JipC48hOS75vZ6jF0fnWAnJ/g5r1/loLjYQuVa6dSUnGo6OHsPbKEG2BFRY6VLLEexrMFdEzs+PmSKgbjtUXhXnqCIUKK8Hwo5lC/pV0YAXHcX7b8/Xa5/zK33Ec57dAaWZ/oGnamb/qc3osFjC0HDEzc/nNNhNeFAT4p5TTrWKJmtDc22E7jlkTQSgLUWOzayIgtfroYmINUXhtRxJ0nFSP+AwZiQMASMZRHu+iDMIEXfCciMSePN622ZkUGp0BwcUE0iloZk3u5Ezd1C9doyplcECM2PqlazKl9NpfqiO9UgFwr42Fi7JVVpYjbXpejOzcTB7+o3X4Tg7TeTBrIv4U47TCVXe+tSAgQO4L1vs7YCeiJDDV3W1geIFsR2xOji8RI4yb99y/s/qisphx0Inf2sNeKikKfB5OcJXINrGWaaKpByV0w05EpTLxWzYx5JXSvpWMSbAG46yNK8sIn59F99tLaHQGaFEwSQ/mhUeGF1aQ/pOrWHtlCOmfb+PAu6sS/sEqfiTjsuVtjmVEJoFknCQPqs+npfuQerdK0WsePR8TRnzFCnlCVyELZDPiQ73Tj/B2c5/gdHs4hq6FOgCID1izGtg9c0z0kU09SOBDVZHZ58ahX7oGfb2KnpkdOdfe5PCHulQfoQ7McZx19d9NAP8SwCncH1f/ucdjsYA5rZbby1JbGoEbqu0WgH1vrhcvjcEBUdM7luVe2Mzm8pAtwudn5ec4oo0TdDjwg6s8pjZw5bN1upsi5fUgffiGju1D80SyeWKlb9viTWN1u7/WQkChaPji9M8rI3exQgtWuk8awgDIzDuflbs+x2Y5RkRcBWz1sRNRuSjZ7sMeO0AFARdLaBVLKD2dEu8lAJFz+JIJ0U0BEAFoUw/s42Ex+TX+sSn8MrbNML/fMS2x5/D2bfcEVWCcJs7CWzZQiwhZAfnsc+MIlKokhlWm5fDajohV+dwxSyy83aQtt/KQApDmf2x2jXqEKkeRBZ/hhRWJjet77aoLjOTtdMS9RApPdihx6x7q/R00fCiWsXvmGPZS5KQwj5KNiWGQbcu7JKzV9w/8D763RWEzazswbpcRnysIKJPJsIn3SfwcXtvBp3/TwNrfO02QxlpLbnrBXBF2WIOm6zLQuPfcCH0+lOzDb+3JYOZhDscB7Jbvgb5+1aFpWlTTtHb+fwDPAvgPuD+u/nOPx0ZGIXojJU1guw7g5j+ymFP0T6r57vf0GABqjtePxim3ESCN06kjCJ/P7ZMhAEpvputoqTs/a6lqowMIL6gK0NpD6+p1dGFY/H7a9LxsWXlxRDIOW/n9zFNHUO0J4MC7q0A6BRtq66b6bbJlXVqBY+gIXJxDE+4U1jwYpEg0uPTQ8AKN+1ueIQDLHQKWwmAzXqdYhubRobUt78KXTKA60gvj7h7ufve0pEAzGpl1TQAoWehiEVpXEiFQv68Z8SF81YRf6eCaegB+RWjQdNqK2yAHgDM4AL+akrEEoj2XFymKcZtM+LZ6He2fkKndMUiGwVoqfu3SuwOEZRbI5lB6NkNGcNOCvgRAUVRbekjqgEA2B6iqkQGPe5mUoHpCJUtuXszy4jSr9su3YI9l4J/PouujkLDJwgt5NE8dgZ1JiWh346tpdM2bHrxNHj5dRytFmB57agw1nSrBykQ/2i/fEq8jALQDcLjS5jwDFcKSuNaF3bSGyE5LFux6fwdCM+vofttCK9WD8mAQ8aU9CrxNp4hnptKNjLuPhgf2CIWsPQD+paZpAK1DrzuOc0HTtFkAf67Q9XcA/O1f9kseiwrMezBBQnhcgFRM1tkT0iMCIM13YV55CBT6enU/3lctZvwzPJ3kZjNAlRbblxgR3TJNMQ23rl5HJJvHp1+htOZapofQLEZEFlhOEzJul5H4wbTkV3pxJtxY9eJUAEhiEvvnnNV1wiAnE7LFdSxLDOe8RfH2+FjcywJZ7os19SD1ka4so9EZEGrGZ7lmgBvXJgp8RUnlflB9lCpe9kt6rUa8ZZEJoUIV8XTUMS2UB+nvnFQPrN6IWIxYhMt5mubROFFpFRLITkQJHa349k6qB+2fWISwGRxwA2DUQMUxLWy/OCoiXublCyNfWW7uHWmH+bWnoBk69eZOKHvUTeo1Wb0RSafiY/fMMQqXnc9SijgoEISrar4ROEYE28MxrH2FetGNTpo06xs11EcHYFxZhr5RQ2x2DXYiKlNNrnILT1LVHZ8r4PDrd9B2YZEi5FTsG1eazN8PlRuCLy9/yYC+QVq/R4HTeZReSMdxlh3HGVNfJxzH+SP1/c/F1d/veCyAhjEt4fzOof9qH2zPezDIkOF6fDA3ywuY4/9nJI/3/wFXeOk1jwtgDq7anfswXkHtPsqrJ6Wo8vIkUUpB1ZC3qS9bY9XU9YpSWTDLUD0A+7ICvY/hTI0hUCJefHhtRwIt+Ge4l8PbSIbf+YoVwdxo6T75OfNoHPp6FY0EhesKbkWN+bkaZotMqGRJ/6060gt9vUpmb2Vm9w5BeHvDj8mvcx/K28MJ80bNUXbmNXk/hHfG78/0PEqvTiGy0yLBqULGWGdPoNoTIM6+Oscsyt18Jr0vu1HCf1VYLX+2NKuBu1/uRs/Mjrx/954bQduFxX3mfF7YA9mcQBTFKwtljcr0oNEZIJGrypFkC1e9vwOVwyF0vTEPDJLJPJq3aQs5liFKbbGCT18+hEPfvyl5BFxR6Ru0iG+/OIr4XAHm0ThC5YbAJZlzxlaiyqEAuuZN/OUHf/hQkMH2oYPO+P/1ygP923/zzD/+zwdoqPl8+2B7HHsG0AJjXFmm6khJE7y6L4ENpvsETqel+4Rrz6lEvMAxFZWnflq6Tyo3XrwqL0/K4sWi2s8udGwvCqRTpH9SbDLurTkpIi1wtcdJOEzBcFbXESopi5LCyngpF/wYjAbiqiO8sCI2Emd1nRZ1dYflyVRTD4hotJWM0ZZm8jgtEirNKbq4AS2X38fLZ5uMpuuovDwpzXo2XfOhX7pGrKuhY0Ig5eg3DA4gP9mBOy8eoNfq4fbnXjokCn5BCalpMECqff3SNeLMM5kDkH5XIJuDMzWGro92ZPFyLLpYjdtlBOoOTUvTfSRMnSvAMSLo/mBLYuussycE9rf6e50wriy70Wqr64gvNYhQoj5T7deKck7sc+MCfeRFW790DY3OAKy+KA2I1OLFfH4tl5feonmQfI+NTlpomcXf/cEWPY+xjIsBMiII7TiyleWsUH2jhqYeQGPyOBEuVEvDb+3JVtaXTMBfa9HW8coyYndsmow+guNxM3M/FgsY68B4+8YgPd5ScQYfE1RF7Dp0TC725s1bdAdTNAeu1PiOy81mgC4UX7EC/dI1UpUrLRnrx2Kvz+z3S6ptJj8nRw8Rt0oJJnkrJslFFhnNV3+vU5Ap3AAXPRZo+scCTK+7IJJVJIbBAZIWgD6UjcnjQoEVz6gelCxMx7LEFAwAWFpB4ckO8QvupZK0kKkGP09ZhTRbLIuoNT5XoK2YQjuz0JIrXnnvPCQJ3i72zOzg0FubCFycE96Ys7qOng+rgkn2nRyGNj0vdF0GHfqSCRIQF0sSAGKeOkKLV6qHSBoqaZ2RO+XBIFV5202hqvJjolgWBpqT6kGo3EC9049GZ4B0Ws9m6P1VU/BmhG6mztSYnJPqSC+xzDy5msJeM3TYEfeCdSyLqlWzJkTWVjKGak9A0OLt10jP5aR6KGVbD8HOpEgzZtZkqOOvQ7ayWFpxNZARnwxMQjM3RP8lZnN1Q9tLEYnEX2shuPuAF+MvORznCxGy/pWOx2IBA9wGvPQ8psZkQeG+lWO6YkFedBhEyPYanjx6D052lseanhe7SeDinPTCBMmj+jwco8b4GT4aCV1SnllyUR8dkIsMoAXn8Ot3EJq5IR/A/LfGYJ8bF0Gjs7oucELfyWGZbHpV8YGLc1Q1GRHKFCxWJPpNM+gC91aYTFLwnRwGBgfQ/fYSLT6rOSKhqu0nALkods8ckwSllW8coNdQLMsWNZDNUV9oet7VN2XzbpDq4ABQLBMmu1ihKsisCW/Mb9lUKatJXFMPEDjw5DD0S9dogKMa2V5dn2NZQk01Tx1BfrJD7FpOqkdSk3o+rCK8sEJ4IJXY0zJNWGdP4O7XB1E5RGBALZdHMFeEcXcP7Zdv4e6XuymJaHoe2y+OEhyx3KDnrd5LTdcFkeSsrsOxLJSeTklPyTEtBGoOQuUG9PWqVEyOZSE/2YFQmcirsU8baLuwiNxLh0TzpeXy9DmzGmjqAQTqjuSMhtd2EM3bMI/GqRpWdqpANkdp4ieHRQ+n6VTJNfWgnBeAhLFWX5R6npe2f63rcv+hodnyPdDXF3U8NgvY1guD8HclRf/FJArHtESlDUCSpFnzxdTV1tXr0lzmBjQAab4ysYJV9XyX5/4Uj94ZsheauSE4ZU13tzn2ak4EqUxOZQ0ToO6Yn6HJll4lmunB97bo7qya5Y3J4y4vXpFA7USUEMUnh0k6oMgbjh6SqojJsoILSiZEjNscy5DsYGmFOPmnjpDVRb3O8ngXbUmuXhdha/tlinYzriwj/b/QZNIxKU5OKqEaZXdquTyFyipdF4pluXCqI70U8ttJCxU3/bnSYttU5XBIekbMiOem973nRoj+CpKRBHNF7J6g5O/en1LKj6aTqJaFt8EcDQdaV68ryQINCaKLG+j+3jRCO7TANAtFbD6TJqBhgUSgnE0Q3m5SX6tUhX7pmgwvAEh12xwjsS9AEhMAwCClMVm9ZKjWrAbsBAlJu783Db+1h1oHXWbW2RPo/9FN6Jeu0Y0k1SNkEJ4682fDPBpH7ssBei4vewTep47QTXxpBZ3XK2h0BiTxm7VrPOyJzxVEl+dNPXqYw3G0B/r6oo7Hpon/lPY3pFHt5WXtpZIiWRCBpqKWSu9iaky2mIBnq6dIn/a58X2VGvdzmioiyzEi0vPyJRPSEAewL71I9GOqCc/xatxk/WxjnqsV77/hLZg3dcexqBcWXdyQZnrr6nWqKq2GNJjtRFTSePh3SlqNJ/WH7TDc1PeCHTVdF30Xp9pw5iBbknIvHYK/5qBr3kQjHhL6hhjnkwlsfDWNg+9t/eJQwZNYxO/lZ9ODvAp+AL/wfpZenULXG/P7z7PaSskNR/05kE6hMtFPjW1rj9hnazvS2AaAwpiB6Cb1hDgTMpq3hZ3Fr72pJA4A9nktWW7BFTlPOq2+KPHPrldo8ZqelyR2qy/qpgQBuPF3E/jS9+5hezhGtA/1nvtrLTQ6AxTu61n42XEQqDkIbdsIL6zg7tcH0TVvUrP+mhKmfiaBiAcALNOwMymsn4ki/fNtvPPR//xQjfXoYK9z4o9ffaB/O/uV/+0/oyZ+wO/Gg6mQDr7r8VjasSxX6KgOZm8x0pkvjLW/d5rsPCb9DC9eXDVxliNbcIQbPziwj0cF0PSNKwIhW6zmaBugtmC8MDFHDFCDhGLFpVTAgwFSFigZ5esUest00+3h2D4hrZbLy+ICgMJNFZqZ6aM8bNDXibcemrkh5mA7k5KtYisZQ2E0jKYeRPcHW9S4VpMsgKaA8aU99MzsIJgrilSA+5HNsQxaxZJYaAIX52AejVMVtrouthf/fNYNXClWqIl9NE5uB2UgByANckF5c79R0U+lwtOJL9Ycy5Aa/URSem/6Rg3BXBH5SYJQymLeS8lG28MtokkYEXR9tIP4x3SeQiWqUhw9BP98lhLIjatv+twAACAASURBVAi9D7m8yCNYAOuonEzHiMDqi0K/dA3xd7LYHibBsDdSr3IoINSM8ngXjvx5E009iM7rFblJFUaCiGTzaFveRTPiQ2jbRmx2DaEyTYk7r1egb9Skcj344yWysW3b2D2RJPuTSiByVtdRGHN9l8UThK8ujBnYizmPpgJzqA/2IF9f1PFYLGCO3ZQFRbRcnrCOQDolWwSWP7CZW5ueFx8ayw8Off+mhKruyzRUinM2fPOx9soQAEh/yQuk8xUr6JnZkcWHqzB/zXUP7KWS4hiQqagSIgI0UeLFiMM8vB5LezUnWihHDxF1IBnH3e+ept/joYEyO59TgbwkWw41CaRTQkAoD4Zg9ZJVp/1aUSLG2CTcmDxO2+5aS7ZPAKiprS60e8+NkDasKynPg89n6dUp6OtV+v7ggFQwDQ5mhWuZMa4su0MHPSQuCelxGhESjL5B5FevqR2ghYFvaO2Xb4n8YvcJ0vT1zOzIzca4skzN8g4NQ3+6S9ghVcmxWZ8Z91ouj+0XR+n9V833u18fRNuFRUkV3z1DNzie9LHBHcm4xNhZfaRTsxNR+Ov0Z8eyYNzdQ6OT6Lo8BLAzKaR/vi2xb5vjQZmqskldsxq0KKkhi3nqCBnSSxZVnHWS0FQOBXDvuRFEN1u48+0htJIxRHOObJOP/nDLHew85PHXU8j7HLyg8B2YTc9iBeImplrM+JBpESD9gWahKOZwn2HsW6y8W02u6PpeuyoSBp9h0NRqaYUEhSo7EYMDYhRf/85JNCM+mZxyBcjJSlxNckUiPKyxjFicuLeFYtk14yrdFm+1+l67KhIHLK3Ilou3gPpGTWxQHLDh70pKFdlKxqgHtG2TlYR1Zapfxqp0n2GQE+DmLcrhLJPcg+/aLD3hCDjxnxo6rAMabZ88zH790jXaRush4r0rGitXolwJs/MBgwMwTx3B7okkCt8cw73nRtysziRVbetnO+X5ARD7VKtYogVEbdd7fjgvf+/oIRibLbSuXqfqU+V11p+foKb3WAbVkV6Yp45QUpG64Vh9UfT+dFUov45pkRbMash7wzclzawRh8yIIFRuIPfSIRlWGLdpe9foDKByyE/VZ7Ek/lAsrUh1ffjtbemr8aKmmTUc/PGSTLJ5IMBVFuONDr63hdjsGtqWd3H49TtoXb2OA++uUrtF6fG8O5df93Aewyb+Y2MlAmhBaXG/y9OM596IdzHyDx2TbZWTjMOnRtJ8kdw70g7jKglYffCgi5WY0d+VJAIo3NxJ/9AxmEfjMkjwihMlyt0waGExTfg8KB8RwCrxZ2jmBlqmSZFfkjC0hxaoQcujb7aSMFm0PNmBgz9ekoDZ5s1bCJg11CePi+k38T7hezgTkgWiTFBlwavfshEYOgazM0AeTGWbCnoY7KZK+g4o60lND9B2RqVKO+pcc+ivX/kUAyr9/PDrd1CZ6EcsR309zGdlorz8tzsQXQXiS/Rc7rHQMtUDpHoIqawEtQDJC2KeLEkn3Ueq85iGng+rcmPYOt2N7reX5PUbV5ZFeFtW4s7W6jo0I0L9KXVTZIZb+Pys8NE0pbMTwa8RgXG7LMHCABAAUXcPvLtK0+BTR0h3pn4fWXpuIGgmEI+Tf7IZprzL0LaNtuVdFE90UqsBkOdbeXmS4uDCQHyJfJH10QGYB4OS5N2M+BCbXRPya/vlnPRltXQKa68MoWuhjsLoARibLYS3o4gCKp29JFRgAGTMecjjMWiZ7zsemwoMACmomRc/NUZix0IRpVen9qnZme4ZKFVJ+KnEfJySvfX7UzSVUdILr5qbt0Xc42oVS1IBaWaNFOZqYll4skNYV/y4LF+oPz8hFRFvXwViqA7/0DFSvX/tKUn78Z0cpjt2qkfuqu2Xb0l/K77UkDt18+Yt0YGFShaqPQEk3ifNFFeFXs9oIJ0SJX54bQeNONET2pZ3aft8blwAhM2ID5qhI3x+VljwTT2A8MKKKxswlU1HNYpFG2fZpNsaIhNz+7UiTSBZAqG29Me+tyoXZqBUpV6P6hliaQVtFxYJumcpCYIeEk0YS0k631rAwfe2XMqs5dIk7j03IpIKftz4O1lJ0DaPxmXrHptdk9xNjm+zMyms/uFp6mupx2ORa+Gb1FsNZKnfyYsXimWho+ZeOoTyeJdALRk3vjkeRO9PVxHatpUZPoiBP98klthYRpBHgZqD7g+2cPDHS2hGfBQQks0jvN1E9YAPlUMBxGbXKP1bbf8dkyLv+L3o+bCKSDaPng+r6HxrwYU53t0jLNPCihBeH8XxuE0hH5sFTKaLKmmIZRSBdIo8haYpsoWWaQr+2T43TjaVXF4a2gff2yLMi/IyCmImmRCbia9Yoe2hacK4siyDA97atJIxJH4wTeLPhBsg4h86RsgXNenTDJ3YZWqr5B86RiJLk0y9jh6SLRgAyVpsXb2OrdPdEsEGuBmQmtWAlu4jPrvqXaz+XifiH5suQeH5CcKnqG1vebzLHXoo6iuTN7C0AuvsCZJ/1Fpi2nZMC87UGGFppsYENyNEj7EMQRY9QSZ8hNd2VIM9QK/xNnG42K5knxun52ORlkkzCb1897unqVocy5B+rr8DW6e7pTfE568+OiAIZSZt+JIJaRPsPkHSjvroAElonp+gxUelZPPhTI2hEQ/RFnpwANsvjpJlTZE6nvizOxIMu3W6G9HFDUpH8uQIRBc3iJCrXATt14pIvJ9D6id3EJ8roBEnCGSo3ED5SwZS7xI+qNEZkJ6bo4cQXdyQyLRWsYS25V15bcbtMvT1qhjdeSsMALtpH53TRFSkL/VRz8DJiNANUPU9HdNCo1PFxZnuwvywBzXo/3oB+9yDFfdeHj4brr0WDq42QjM34DMMhGZuuGhgtR1gZpNjERBQcDlqFN5KxqjKS/XI7+WflwpqaYW2r3oAgYtzokbn5xq4OCes/bYLi5JutHW6m2QETAZVlFa/RT0W7vH5DANdb8yL84Ab2M2Ij3RER+PkowP1B9M/35bFzs6kED4/K5MvzdARfycr4ltOPwJUFWjoUvXx1tUxyKDMbPtgriiZh+6CukfVoxqOMEuMjdeA2mYvrQhfnvt44bUd+bfGlWXYqzlsne5G32tXaepn7cmiGfu0gcpEPy1E/R1SUSXez+2bntmrOWkTxOcKMG6XRcelX7omnsRWMoa7Xx+UnwuVG4jPFVB4klhivmJF0DhMfAht21RlWRbufn2QBK7KgC6aL2CfmLo60ksVWK3linTDLvYpNrsmiznz6lhH1hzLID9JOwfvkEJfr0oFePC9LdQyPTj0/ZuSssQ3IMI6BRAoVSXhiUNAWAvY6KQg5bYLi2Kgf9jjr5X49zm8+Y4A9infRZvj4eN7QyqkqmIpBlxbBTeehWKRjAv9896RdhKPrubE8M0IZgAUjntxDva5cew+oUucFxNbHcsSdTrTWxM/mBYNGT9HnqACNERg6KI0qplCOjgA/dI1FMYM2lopyYfEu6mJnVeTpeXyNJ0yKdl57ZWhfXhrrpzErA13+7yXSu5HPXssSVwNt19z08m970F1pJdoEn1RkRiIOl5ttZjdjmRcmO3sV+X3iLe0bcu7wlQjhhUx1ShlKQBtep56Ropqyudt85k0TQ/TfRQ7dvU6tFwePT+cp1QjFcVW7+9A1xvzJDmwLFdnpgABlcOuZ/PgezS1q0z0wz90DJEs0Ti8jgxe1No/sZCfCAsKenu4hY//foeco6YeFGlHIJ1CeLsJ48oyAqUq/HVIhBqDIzmcpdGh0Y044hMrVXhtR7Rt5tE4yoMhoEjVmmNZKIwESWCczeHul7tpcKAQVKmfPIIGGH4DZRSapqU1TXtP07QbmqZd0zTtv1PfT2ia9q81Tcuq/8bV9zVN0/5Y07RbmqYtaJr2Ww/yRLymae5xcT+H+jNBCsZQFRMvYkxlFWQuAxGvXv+FJCBO/eELpe3CoqR+88HIln08/ogP7Z+4OrRmoSjiS+9jeo3mDEpkz5x8T8kuHIsggNyE93fRVhWDA+j96aokNn/yXx8ShA6ztbiKayVjsv3go/9HN93QD52CKgCILYjPiXDNVMNdRMKqwmP+vWbWhPYKQLaI0cUNaFYD0cUN6UcxmXbrdDeQjJP1J5cHimXkXjoE/dI1UdxzQEbbhUXkJ8JUoWRokLB1ulusPPZqjvIkh44RM2x6fl+lZh2gu/3uiSQ6r1dcFHm6T/qHravXaco6loG/1kL52Qwak8dRHemlQUJXEtG8jc1n0nD0ED1/QJDcXow2fy7DazuyJUz/yVXURweQe+kQkh/50H41LOeoEQ/B/NpTaEwep7RyVUFqZg2xTxtoFUuILm7QYqTe071UEn2XtgXAqa9XpQIO5ooSOCPbzMEBbL0wiPTPyS60e+YYopstxJf2xOnAE9aHORxoaLV8D/T1RR0P8kg2gP/ecZzjACZB7Oph3D/+6CsAMurrOwD+6a96AM3nk4WrZZq499wIzK89BavXNW4HSlUqiXOkleEqwrEoes1v7cmFxpolBiFyakx0cYO2jqZFTWeVOMTbLSdFhmK+wzdvktYofH6WGuIqDYctTppZI62WoVMvRmUainBVXTiaoUvYLW/bBF+t2GfmqSPie+Rj5RsH8MSf3RGDOldswRwtoEzb5NfHuGe2QAEul4pxxM2xDLCkAj+sPVk0nKkxiW/TpudlywNAYuUEy6PY+EzC8M9n0XZhUfR03R9swdFDRB3VaUvb/6Ob8vu3h91qsPDNMRx+/Q52T9D0NJDNofuDLbEL8WK9eyJJ2910SvqeTT2IQ28RcTi0bZNxXfUmmzdvoXI4JH1T+9w4hWKoiax5MAjjdpmw1goLnfjBNKy+KA68uyrvTelparhvD8doqpsm0zUPHJCMS1/KX3MQ/9hE/882kZ/swKcvH4K+TtFzoZIl1ezGV9OoTPSjPEhQgFaxhO7vTVOlqXyR7DH1nRym3Iabt7CXSqIy0U+klakxbL84SufJahBGSL1X7deItR9d3BDhqzfQ92EO5wG/vqjjVy5gjuNsOI7z/6n/3wVwA0A/7h9/9LcA/NChYwZAJzOu7/sYCinNi1XbhUW0X75FYj2lvUKxjPbLt1yRqx4UiitzxOxE1AUiKj+Yf+iY9EX4LqSl+6jprPDRWi4Pn2GgkdBpi7O04irC1aCAhwKACtJQyJa+S9vQdJ2qKYYkqp6RMzVGXLFCkfpVXJ0l44SuURSLZoGEi8xUr0z0I5DN4fA/viqvQTN0Urh3JWXbxYZrv2W72zaP8b060ivyCvvcOJzVdWn2cup0MFcU5PHuCUUv8EAOeRHLvXRItiPNQhF3v3uasDN6ULbP/T+6KT+bn+ygx13Nuc9XHYn3abrXSsakCmm7sAgUyxQuMt4lEXVMqGAAYKtYQuVwiPp90/NCi4hk84jmKa+Rp3zdH2zJRJcpqP5aS3yljh6i16WHJIOUA3DZ49r51gIcy0L7J7SFrI70ouuNeYJcqnZD24VFhEqWWK/sRBQH39vCobc2ce9IOzafSZOoVQ/JzdJ480Mc/PESGfRVmyC8QNrDUMndsnPlLBPgWot0ZNkcjLt79P4ob2RTD2L19zpRHu+iqa6yYYVmbqDzrYVfdgk+2PGb3sTXNG0AwJMAPsT944/6Aax6fiynvnf/3+u1EsHtHXFjVLj4nilYIJvbV+kAlMbMkohGwgXQNRK6eAr9XUlhV3EPhPtjjU7K5OOoLV5gQjM3UPimIrcurQhskPs5PM3kCDeAJBna9Dw1ebuSqI7QGs6qe67ukIzTRFVFfDmr64jNrrnDBPVYmq4L7UB8cIAsShwcwmSMlmlKRiBAvsh7z41QD8tT5bGVKZLNy+9lGoXEzOXylPpj6Ng9cwz2uXF0LdSlAa7pnng7FX7RNW/KDSI2u7aPIsEJSsyE19J9InWJv5OFcXdPptH8fb+1R/0xgxLEQzM39i20DEJcPxOlqLFiiaoOBWgEqM+mr1exPRwjUWyxglq3Ixy0ykQ/sLQi8XSOZcn0WfhfSmYTKjdw58UDuPvlbgUrDMJv7cl2vjzeJdSP7reXCJt09To5O9TWb+uFQbR/QgikWqYHu2eOIby2QwSJyePwFSvYPZGE37IpLCZO21Ljdhl3vk3V7t3vngZAlWygVEXPLIWAWH1RoFimLAQlC3okx2NWgj3wAqZpWhuAnwD4ruM4lV/2Tz/ne7/wkjRN+w5nxjVst/8FkKCVVeI88WHwHf8bTmbhhjpfQBIKqkJqndV1QdowqI4XHFbZ8wec9ViViX7ZfvK2r/uDLTc2bHVd+hAcpBtIp6RRy1IE38lhxOcKKD+bIWuIoUv5D0BeW2jmBlUkxZJsKfxDx2CdPUHNXW5c88KjFjSeNlYm+iXpiLMZWQrCSnsOahUlu4qrQzK+rz/CWBaezLJEBKAeUNvyLjH/DwblnDoWeQgd0xIXg9h1VFW4l0pSpqUeFD5b8+Yt3P5Wt0v6yKTES9mYPC7bbXs1By2Xp5uA5yaGZBxIxrH2yh715NJ96JmtE5QwmSBL1uCAbH85gi0+V4Dv5DA2vprG4b8w5Tm2XyvuI59wWLGkuoPsZj7DQDBXxKHv30TvT1fpBjI9j+3hGPHlSlXE5wpu9J2uo/xsxr0hqJZCNG9TnufaDgqjYZpm6yHo64QHqmV6ENq2yelh7SFUJrBhebwL+iblXfb/bBP10QFE87ZUbcbdPdQ7/cLr57TyR3H8RlZgmqYFQYvX/+M4zpvq2/eLP8oBSHt+PAVgHZ85HMd5jTPjggjvJ54urZCkgFlVU2NUJXlwwBxSwYkyfLdkrxwAUY9jcIAyFxV8kKdinLvIlRx/UDnuS0Jq1YeG5QjMrZfXou7WACRpx86kxFvHgRX10QHZtgHYN2RgCUQkmxcGvr/WQiRLDKvW1euknVLYINZq+YoVFE/4qeJT/T/+eSytSNiGZG6qtBzAnUbyYSeIoBDMkXSgOZahC0APCaGjdfU6NF1H+yeWVLs8RcPgAIw3P3QnyIMD2D1zjBrJT9DCwa+dzdtH/8mSGNu9k7bwwsq+LMPdM8cI/re6Tq9FbcXsRBTtl3VpwEeyZFtiTVzhyQ6Rd5injiCSzaM83gWrL4rYHRt+a4+wPCpRyFesiNavlYyJP7Y+OiCPLZSMVI9MI52pMXS+tSATc04cZwFtPabJ5wygaXT4/Kxs8ft/RpcPSzw0nagajHVqJHTsPqGjkdCx9aQHoKiSk/T1KrZfHCUh7NoO4nMFrJ8hOkUgm0Nh5OFlFA6AVkt7oK8v6niQKaQG4PsAbjiO8394/up+8Uf/CsC31DRyEsAObzV/1cEYHK5+fIYh8e4t05RJHACBxvktW6ZfPP7n3pOo7a9eJySM5wPkWMQ750kXQB8qjg/jEIi9VNLF76g8StaUMbIHUIufIqj657OiqwJcPn2oZEnvbJ9cY3BA0Df2ak5+J/PeHSMiWGn+Pi9+jhFB77+ruxx9uOQOXtgbcbf3wnmFjmnJ/9uJqJiI+ZyFF1YksKKpBykkVfWJ+Hzp61URxYZmbuDekXZZ2H0nh4nYsFGTioRj1ViKspdKEmgw3SfJ3yiWSWemsM3NQpEEvds2ds8cg5buw/p3TkpvCCD/Y/xjk3yaynRffjYD6+wJRHZaMhDgCib+TpYEq+dnsX62U3yQLPw1j8ZFRiJ0VqjAlMEBSWUHqHreSyVF+7X5TBrO6jr10ThezdDhr9P7wueOtY1MBDaPxunzbUQQ2WlJ0nfhm2O4/b9PIVSyEN5uIpLNo/sjR4gazHEDgM7rhNHhQBTeTiIZl2HHQx0OAEd7sK8v6HiQCux3APyXAM5pmnZVfT0P4B8C+F1N07IAflf9GQDOA1gGcAvAPwPwdx7omfAd1UOK4ERu2aKpxBoObXVMSxDFACSBh9XoravXRdsVzBWFGsGCzLYLi8J84og0FMsiMOT0aoAaz2Il0t3E7jvfHpLpJZZW4LdsQWNjibYB3GzXcnmplAC318fPvREPSeI4++zuPTdCmZG5PKyzJ+T7TB1FsUwcKZXcbSeiwqxi3A9LHlhiYJ09If0w3lJyb4oXAU2ngUZsdg2BbA69P10VXLZ/6JhMKuUGoKovgKoPDsvwW3tEZ1UXPAYHxPTun88iVG6IbMFXrMjrYEEp99BCMzekGkz95I5kEASy9Nhs+eHYvdjrMzCuLCO0Te4G7iFpVgNbLwxKonr/zzZRORwSwam/K+lKHVQl6bf2ECpZyL10SBbO/ESY3s90H9bPRLF1uhtaug+JH0wj/60xilFLRGkglOpB99tLYsdyUj0k69CDCJVoKglAEDn+GqV5O6kedH20g9R7dJOudxIiJ7zdFO7XnW8PyVCokaBUpdbV6+RnVTYmwJXNPOzxG6cDcxzn3zqOozmOM+o4zkn1df5+8Udq+vgHjuMcdRxnxHGcf/8gT8SLmxHeu5o4yhZN3RE/G3q7D9g3Pe/afhhwqMzg3JjnqDMMDqARD0lFxdXdwfe2qK/BFAU1/ueQDq6sKhP9OPT9m/S43NdRC972i6PyPG7/XVKFr70y5E4oFTZb85iX9UvXUHo6Jdoj/rtGZ0D0XuyRbF29LpkAXqtSIJuT3gsTNDhEpP0yEVZ5tM/wxkA2Rw3mZIImuWrLqa9TBVF+NkMN7mScmviJKPXyFNCx/vyE+FgBqjT0dVetz4JUfaMmNh/Gau8+oVPAhZLH1PuJ4e+kenDwx0uyfdXSfQhkc4Ko8U50+XeGyg3SvQ0OSN8vVLKkujSuLAPFMrrfXoLv5DDykx0wj8bl8QHlp1U9TDsRlbDlph5E/882cefFAzAPknxj6wV6X/VNB91vL9EUd2rMZaVlyb6mWQ0ZYjQLRXoNU2MqgCWI2B0bxu0y7IgGfZOufj6nAE0e7UxKpo76elWgiodfvyOJ5YGLc1QdPj+BtuVd5Cc7JKaNYYkPfTziJr6maX5N0z7SNO0v1J+f0DTtQ6UvfUPTtNAv+/nHRonPFRCjcORiUP0vnhSKiLNYInqFarSz1IAXIyTjFBihRuqcYMQ9MWdqTISYfMikRjV1y89mJH+xWShK/4dDUFnXw3wrFMuUnzh0DLHXZ1B6mhrqR/6I1Pd9r12l16TMxsFcUdTaLM2Iv0PbRN5isqaH0cpcYQDU/+FpXPPmLQnAYGZV6+p1gQj6kgnRnnFEl71KPSep+Cy6GfgVUYLFpsbdPZlQxmbXCPSnLmruTXEF3UrGUB8dgNUXlf6QpuuuawG07eXtMlt7WHgbXqDsgO3hGMxTR7D6e520ZVbBFyyTACB8LMeIYPfMMemvWX1RaOk+7KWSuPnftMMxiWO/e8bVyQF0o4oubqCRIPFuqGRh9wldKsSmHhBct3+eTOKHX78jBNeuN0jG0fUGMenarxWJBDI6IIOWWoaghnxefCeHCW+tUz4kTxZZ2hH7tOGmgQ8OyPY9kM0Jwol1dHzTzz8Vxf/P3rvHtnVnaYLf5fteWhQfkmhJpKzIohxLa8mBx7acQgyXJ0jlUekNklRlN1PIdm01aqux6N5+TG/3YrZnMTtoLBr7Rxd6/uhCYauru1BTu9VdFWQ3nUdn0onhoCM7WiGmDcuRKCuySUmmJJISZd5LUpe8+8f5nUMylUq52p6CZyc/QEj8IiWS99xzvvM9SmM+oQxV4h7cHunC/nc35fPEnejdnTsD8H9JEP9/AFGz+PwpgD9T/NISgG981j++bwpYu4yoeWm+gxrBpx0H4qgyoNVpabreStoxqyQlSWcIQ1IR8+5Do0TkjFDQh2MEWsZ7ar3f2CqQnkyJnOvTh1v5kMpjzBWL0odURbjxuGYNBEU4G5nbklGvGQtR4VQFr7FFxcv4YJkwKlBBKj1GHlXMb5KEHSPQSZ84NSWFpjap4tuSA9T5KKfZdrkRbzE5LMWbKwj2wnytdicNx6SCs6eSxjlctlkoEi1CdUT7lneJzMldH0jozZ5gWFxB8ZGE3EgYo/HmCmJfBKBlZ5OIo/+1LElurpcQn63JssKdzgjZde2bR6GvVWAN0Njs2ybpka9UFz2pp1hBeN4FLTmA8CuXYbx8sRXgohYsnCLkTmdwe6SL3nO1CFn/gp9Adt0jnzfGplhW5JgWMv+GPOnsaBArX+2TAsS+bZUj/ahHdeqC1GfPd+EaNKuOStyD3HNDWDsTJnPCAz6SVVWbhO3qHsQvkH8+myj6txtCsN1LxDD4xgbcNShbbC/63s6i6zxNHeaJEWxN+ltSqbs997AD0zQtAeApAP+H+rUG4CyAn6i/0s4v/dRz3xQwLgjya8XBaie4cqfCgRZcmABIYoyrUKaoq3b/fJBDKPOlmJXPzykZhckBwtiOjsObI/Kpp1hR3ksDre5PUTBk3a7cI5xTU5S0fO4qWessLLVGLKgVvDIddBmkd6xNDiN4ZZ26SGuPLjRlhGd8sIytF6Yo2CEalKRtgMaTxlSKsCTLFpmLlsuLwJt/Tk3XxVGDCxdAo514YyniJhdv0WACQCwiWY2uWBSOpegSyoEDhRJ824TTcEFpf1+j7+Wk46BcQ6+M7DwW8zaO3Tr0tYqM/rcfP0IdNIf/6joRiHN5sk1SGNXKbx6CN1egTiiTgx0NIrJYF86ec2oKN37/KBq6B5Uj/bjx4hBZ/+heWGcmiCitt0at5L99HyiUqBDHIigfHyQ4oI3KsfXCFPpnaMTbmjJw4NVt6errYQ+al+ZhXC/Bv7qD0Owq6tOH6fMRi2J3IobQjToGzm1j/7ffh2MEELrRogEBwPJX3ch+KUzvl6KCBK+sC2Bv9RNZlSkZN75MqdyNrYLkAoRuNuRx7+o4gNPU7ujrDs+3AfyPAJrq1zEA247jcLv4Czmk90UB0zxuKQg8Ogl5lf9OcoC2hO1p14USbf5SCfn7LBWS8AddF58lXhCIRIafs4fCNViAzILk9o0ZX0w8pkr4rAqk5bsypGq6sgAAIABJREFUp2yzYNxOJegDy/Y9Cj/TDL0VSqK2jPxzclF1EnH0vZ2VSDJPMiEbOx6ZmqaJ3Qd04XuVHktR2MTkMOURKp8u/+qObFjZjQOxSMvRwwgIsO229oTC4MnkhJC5/lRSAP6u80TG5bHMVyRsL3hlXWRdrIZwjEArtWmG7KIbUynh1OVfmiLCplq4cABv8eunRLO6+a1Tsl1zjACJ8JUmkUN5h/9mQ/I3a5PDsPoD8F24RjjhdXp/HvirmxRocoRwLEf3kZX2WkW4h6wEcPfEcOv5Mdx6fkzeq/5/JHsgXjYAhFF5MjkEN5oSQrt7epQKqepy+TVsBFySfrVveVeyJlf/8GHY0aD8PJ5kApquY/xP1hCfreH2SBeuv9QrnncN3YvQ7Cp1ahZ1nXuJGEb+docUG4dGRYvp27Zx44l71IFBu8Mv9DDPU319s+NRNO3LADYcx5n7xIN/8nxmP3dfFDA0275HxQBnX3eXYYhFDqBSd1SRYyoAg/NacqAVhpsckI0ag9Hc1QmGpLAUxmjsVEJE4MzU5w7OZRiyKmeXCu50mPYAQHzagZaLBucyIhYRyxMuHp535sQRQagB6g5/e6RL/p1/dYeKSqFEuNTLFwVjir6ncgKmUhQEce4qdY25PPRzV2VbCVC3yFynxsIS6tOHcfvxIxJHBygNZ5EoEqtfO4QbT4dhXC9h/7ubwoFiqZTx8kXqjpR1MVsmayZ1WszMN589SVvaQ0SFcKcz0M9dxfYzk9j/7qa8D6z5W/vmUbEb0gwd8R+k4SqUhahsZ3Md/vzs5sCvt+/CNfLNN3TxWTNPjBBZOKoLrUDL5cm1VKUKOYl4Bwk1dNNGZLEO++wx+LYJbK+F3bTxnCH6RmnMi9WvHZKwDQAkfRrsbnWTuhfNWAjGB8vk1HrhGupRAtj3EjHEZ2tCt2Er88qRfpFhuatNJP6BXHI5B8DO5hC8sk7FX2UauAplsvHJrmEvERNt6ME/mPmFl+EdnTsfIbeY56m+vvuJR/oCgF/TNG0FwP8FGh2/DZIechv8qRzS9nNfFDCn2ZRuq7FVkE6K8xzZD57zHPnCE+CYx0zlSQUoCoS6a3JGIndkHM7BXvbNQpEE0Apk5lFFOrU2wqeTiHcEk7J7g7C11ffABFgGf51TU3B0H5EXFd/JFYui9uRx5Ke7O7o8gPA+trbmLs+dzgiXjbMoXUfHZbPpzRVaY6oiYwK0EGAjQMbUuGD5LlzDvjevkECd49vOHhOqyeAPF2SU4gtLM4nOsHY62MopUCEdLLNpFoqw+gMSfss/y60v9tJ2Ty1M/NsNIqNepW3z5rdOUee047QkRm2CaU8mRzeXo+NSZLi7YSyxNtjd8pRT6d6rTxA9wRWLIpDJY3cihusv9cJJxFE+QCA5+3aZByM06m4V4CtR+rWvSEaS5sEIeZF9sCy0lME3NjD4xgbM/V7o61Usf6WbjAvDHklV4kAPztisTx+G//IKuaumM7RpVgVYQkRAhfDjZ0ji5ita8p5G38vJiF8ecpMtue5D5Ui/kKk9RWL082Lpnpx7hIE5jvM/OY6TcBxnGMB/BeAdx3H+BYB3ATyv/lo7v/RTz31RwIBO/6+maZJ1zdFxCb9oD8zgzgWABL0CVPxEcK0E2kBrZc/tPR8uOrcfPyIfBvbQYqyNuzy2KMbiitzVuNC60xlZLrAcxrEs0dgxGAso51lV+BwjgOCVdVm7uwxD3EvZ4wyA4E7y+ijMiAN9hZahiJLt0iAOxRVXCkWRqD15XEZwxrb4fFL8ztwljmorHx+EZtVx4Ec3RfrkKpRpk9wTE696fb2K0oNGx/PEf5AWUTQrG7w5suDRdB37390kJ4W8LXFnju7DvjevkCtqKkEuDLm8KCa0XB5uy8bGMeI8uS0b9tlj2HqBJDS3Hz+CgXPbMkY7RgDGyxcx8idpNHSvbBG5G/aVKLyj/OK0vGbb47RFdFebMA9SIMq+5V1y9Ii2Fjdrp4Pom2uKdIswNuLpseaRfMpsaLourwNAhGemXHRdpeK5NWVg9P+syubXOjNBZFkFcQiIr0B/tlJ3W3vYnYhh9/Qo6lH9njiy/oqIrH8I4Pc0TVsCYWLf+6y/fN8UsPbgDpdhEM+FY9RU9JiWHOjwDQNAchmrjvKL03KXafemb/e72p2ISaQ9AMHUmEfF8iL5twrUdyy687FQ13fhWoeUiAskd3GBTF7GQDYNZOdSjoLnHEm2BmLipH7uKuFUKo3J3RPD+lPJVtq32maWjvW01AAq2YfxPCe7Rh2oAvm1HDkxaLouVjy+Ul1RBbyCi/H7UI/qkrgjW11l7+JOZ0hsrjaX/tWdFnEXaKkBlMi858Mduak4lgXrzARWv3aIXFpTCRmVgvnWml8/d5WUE7m8yKe05ICYG0bmtgBA9H20yNjDgVe3ZXsNAH1vZ6Gfu4p9y7uyHWY8yjlF6UcN3YP69GHc+mIvPMkE6lFykV35ah9qIQ27D5AiIDxfRmnMJzY8ZF4YUtpRD4JX1hF5K4MDP7opfDugzXfNrMK/2koCZ2I1e32FZlfJpPBYD6qpOBZ/o5ci5tImSg8SZUdLDsBXqpO6wKwSgVe545bGvLBTCZj7vRJ4HJpdhR3QOowQ7/b8xyCyOo5zznGcL6v/X3Yc54TjOKOO43zFcZzaZ/3b+6KAaR5iGDPTvSO89ug4jQxqxOG7PI+WAH04jFvE+G4WirKJ465t9/Qoyi9OY9/yrmBDnHjEnDPuXLTkgPDRzIMkJRJTQqWtrE8flo6o9uTxDtvh9sK2+kSf2Newa6jnnTmRu3BRYm97ZpIzSVUzaYzZ/+6m+HXxzxx9L0ffh/KXlxOL0Gi9uEIf7jYnhvLxQaGKsDyrPSyXhcps180dGJsiNi/NiwMH8/bsaLC1XABdsNIxGwGhUVgDQXHUCN1swEnExb/d//osykMeeu/alAqch8k0mWoqLpwwTrUGIBFw+eluwjmtPZj7vVh/KklM+TNhCbbwvz4r8WhMNfAVLcr+jIUQyBAm1je3h/7XssKj2h4PoSdtIjK3hc2He7H+VFLyINnOiEnXkjN6dFy0icVHaMx2LAv1qI7iI+Rhx0z5vUSMipCfupeRl01sPzMJTyaHng930FhYEqG4HdCk62XS88C5bZFs5ae70dA9FAbyMeG57XjhXZ2mdmdfv6JzXxQwx260uidl1SzZhsotgs0H27eMYtmstlxMVmW/sGahiK0XplAeciMytyU2y2wQCEBW/+5Do3S3VDiRuycmqdSsYWRJk/8yiaQ1Q4fxwTJchkHbpKPj1HEpSsDAOXLIZPY4F2L+Ofn/3dYeak8el1BZTzIhHQ7nXrrTGWhmFcv/akoez3fhmuA/YiGt/h+gws7seYDIjNvPTEpn1k7vYCE4QIsSjA3T91soC/AMQBYizViIJEP9ASnedjZHY5hJm0cuRpG3MuJPVY/q0Ner2B6nx7DOTMB1dByhm7YUPWa416NEphV8NODqCIJ1WzZtf9+Zg9uyaRQfG4Zm1RGep0DixsIS4hfJ1I/dQvg9bmwVsDXpp9dKLTfYwWP9Cx56L1V6lO3XKGTWrKLnwx3EL+xAX6uIPXRtsBvlF6eF4sGQxV4iBjsaRPS9nEAHvgvXEHkrIwsoRycMrudyTTpRT5FShlgW5u6Jwb+6A/NgBDsHXR3EYU+SUtpRKBE146YNt2WLB1h9+rDI4+72aM6dff2qzn1RwABISrRYF6t8SHdPTDZ27h5atXNBE+yrDfxup0U0TRN9b2cRutmQcYjHGU6O1nQqQu2WLnwcyyK8RYWMMntdRiIOElHWy65CuQNkdhXKYgvMf0+6JYUJAVRAjOslSXpmsbf57EkJ8th+ZhLNQhEjf5LG+hc8khSt5fKCv3FhNk+MkCA+RvYuvGo393sReSsDt7VHer3XZ4lmoSxjHN1HBS7ggmbVieZgBKDppLFjEjB/z3uJGI0ol1fIMVV1ZdaZCaE7cCgrEzUZtI7MbZHYW2VC6msVFB9JYPPhXvT8OI2G7qF8xGKFCmqhRKTfKGF6w3+zQcEgpkU8tiJ5pXEISD2qi100J5Rzx+ok4jR+JRNo+Gnb276YWf3aIdr4FStiRNj76iLiF3ZQPj6oAja8smXlIhp5K0M3zYe6W0J+ZRa5/lRS3G/5s1dNxaV7tFMJ6hI/WCbnYWXlbQ0EBYaoDXbDuF5C39yePEdD94oTB2IRGC9flBvh7cePwOoPwNzvlU3vXZ07BfD/syxgsYiEYQjeUyjSPL+wJCOXJOb0xKTT4MMUCfYA57j6rqs04lkDwTauk02PqzaQjhGgQFLdg8ZUSmRIXR9bIi2y+gMSrsvWPs6pKepI2jCgpmlKl8S8Mf5eeGTjAiDcteyaWAcDhCFxKpFjWRTWqvC/xD9QliQrERh/a2fjNwtFZbJnkzh4YYnoFoq42fudGXIgPXeVRqoMxa+F58vE+FcFg5+fOy6xPAJdnJG5LZgnRrDvzSu0AYsGyd7l3FUqpvu9KB3rwcC5bcl7bEyl4GTX6EJbXIE1ECSMqs9FcWZjw6iHPQjPl2FHgygPeVoKiYCLiofyImNsTDOraF6aJ6Be98lniR1FIostiQ4Xn+IjCQx9bwGh2VUEr6xj/akkzBMjiF+konrzmT5y7i2UiSise2EHWuMR409cRNmRpN6tIfulMGqD3QI/8PLCk8lR2LHaODYCLvle25ODHCNAAcjXS+Imsv4FP1afIN/QYJ4stLWZNHpfXWxlHpyagmboMmqGZldJQ9lGLv6nnzsE8O8zN4pfyeEQW7bUASC6PT5cPFjP1tgqtMI3FHDfNE3se/OKjDxcEHwXrglDvh7VSc2vuGPMsA9eWSeMbCZNqUAzaXHiBGgEY1PCxlRKSJDcrQAgScnZY8KuZyfZ2iTlG1aO9ANjlOnHnZP70Kh4OfHPXZ8+LElEzEtjoqfvwjWYJ0aoA0q17Gv47zHo7c2RJXP5gE9yL0vHekjjp+gXjamUhHBw9iYnGTEvS9PVKMeyK4Vr7Z4elTBgzdBbCduKf9WYSonDaj2q03iZiIs0R0sOoD59WLhVvh0H4fky1s6ExVXBnc7AXSNxvCeZEOkVGxKyFpK71tUn+sTVojDhlvfIVySZkXkwQhs9kPEfm0XuJWKI/yAtpFT/5RUR6jtGQN6b6Hs57D5A3lzctTemUqiHPVg7Te4Tgz9cwND3FgT/CmTyrc5bOUd4cwUJETZPjKAe8WHwjQ0yv1yvEm2m2pQOens8BJfC4UtjXuhrFfR8uCOi9dKxHoFFapPDMA9GCP9SEWy7D7RuPHd1Pu/AfvZ80lIaaHVTzKkCWix4DjYA0KH3awf49fWqYGVMSm1MpaDl8hIIoRk64SLqTtpuoMeGe42tAt29xoYJc1EXMGc+ctRa8Mq6jGKBTF6+b1csKk4B3lxB2nveBgIQIS+nXbsPjUpyNv/cfAF8MmjEbe2hWSji9kgX/XzKD41JlLcfP4Lo92ekkIbny3BbNrJfCpNh5AO6iJKBVvfLXacnmRDDQRas16cPo+tjC75tW8TobBHd0D3EXN8qSHiJr2i1BMognpOTIJHz1qQf5sEIPFWHVAe5PAZ/uIDKkX7pKHvfJ1EyY3T8Gu7/ySKwSONrYyoFFEoYfGND8hqH/2YDrkJZrKU9mRwqcQ8qfS4ZUUsPqs+PcjHxXbgmxZs5f3Y0SJw+aw+OZSH6Xg7R93LihOspVuCuNqFvOLjx+0fph4xFkHtuCKtP9KGaincEGNcGu/Hxrw+RGN0IoBZ2S7fLi4G9BGFennfmCN/1a4hkGgjdbCCyuCd5BBgbxsajSQLvX6Ibsa9IG3Meq2uD3dhN3qNLvXmHX7+ic488Nu7yNB3ycn/yuPCV2s0HeTxjqdG+N6/Ixd2YSomEh8col2EA6Yw4pwqxT9nuNLYK0LYKgNpCamqc02bSAvLzyOcyDDRn0tB6YvAovhUf/nt80bsANLM52GhtIzlJ21GFtj59mCgVaBULdy7fstBWx1B/7tF1NBPxDssgJ7sG++wxsmCJBuExiDfEUWzeXAEeJZPqKpTgGEbH87rTGfREJsQ1Q1OiauMDdHjwO4k4qlEdfiMgbG8dcbgtmxxW38rQSLqwBI1DJywb/a/l4SjsElBgvAok2R3pQpdVx/Z4CP7tIAZ/uNCRUwlArG/aDSk9yQTd3JVUCyqGzZPJka/bVIrcNi7Nwz14DMatpoxgxi3C/EI3bUS/PyPvjX81QJ72uheNs8dQ3u9F5C0a79zZNWRfHIJvx0Ew4IK7SssSd5RuZG5rj7aY6jNhALj51W4c+jYlTNXCbkQW96g7teooPpJAeL5M4/o7c+gHRb6tPtGH/d9+H7vPnoQd0IQisjsRA/oD2Jddw/Yzk6h3a6h3U5fae34J1clh+IoWbo90SQpUZLGOesQHQylGeMETyOSRLIY6LB/+SYd5YPfRuS86MD58ZwUg/C9O6AbQIX9pbBWIOT2T7gjT4DFSSw7I2ARA3D256AAQHlT5+CDZBj95HJquS/YkM7rbi5R4yY8No/ziNIHzyp2CSbWeZEI0iEKsVfYuvgvXBNwXyyBl7sffP49u4oume+X32TbIv0obtobuEWa/N1cgRryyE2oPvfC8M0cA9+JKy7XCrAqL3rheohFURagJLyzgonHk/JLgQdpMmmyylccVjzEAxIW0PTMzkMnDt02Ccy60kbcyZHPMAL9Vx+4DuthZ33p+jJ5LUV7aE6Wc7BoV2Zk0NF3H2jep63EVyhRfF3ChEXBR0Kvuo+DZskPj2rMnUT4+iMqRfuxOxND/WpZwz4CLtnaxiCwOIpkG4j9IU+qQcrlwW7Z033aKOHhacgC1wW48+C9XUI/SUshTdcSqx9F9FFSijuvoONkgWTbiFytwHR1H1/kleKoO6TgHu+Hbtom/dmYCkbcyiF+sYPCNDfS+vylbZS2XRylFFKTsl8Kohz3Q1ypEYJ2IyeaxmooLXeNuz+dbyE85TrMpeFSzUBQ8gx1YnURcihdAeBZAF6UnmcDuREy2lDxGshhankM9BpNV7bPHJDSCGd2NgKuD8c7PY6cSwkNzEnHJXeS7JbtTLH+FPjDNWIiImByzxpIea0/Y4Yzvieg8OUB2P8pquV36wd2XnSWHhfYC51/dkaQkFvky+948MSIeYO4essVhAL0e1bGXiMlyo72zFBnXpXmiCigC7+4E3RA4MJZpBtvPTNL/t1FTaoPdHWnennfmiGSZXZOOeeh7C3B0wn52J2Iw+0iQHMjk0fudGbkBsO21kJ1j0dZ7YllI/PSm5HnWIz4YHyyjFnZD33BgDQQJW3vlMsrHB6GvV9F1tUBuscwjC3ugn7tKFuO6T5QLvm27I4vTDmgS88bvqWa0DANXfvMQ4V1bhY7PlDUQJPhhcUV89zknwJPJUZFLkLhbM3TisH2Bwn5rYTd2T4+2OnAOglHdNAvSk3+/DTugUWENaNj35hVaXCjX1/YO/q7OfYaBac6v0v/155yQFnUe7v2qdEc8GvzMiMaeXIqJzyNie9ACjz8sAr71/Bh6vzPT8W85N5F/zWZ+tclhkShxQeVC8cnn4sN6SX78248foQ+iEjczqZS/Zy05QCMKmwa2/YwuHvVUxiSgukSFfzFWZ2dzQi+pDXZLV9D+8wjpU/Gx+PUAIGOPZtD63m3tYXs8RAWZx0f1WrZTEzzvzMF89iSN8MkB0gwq4B6gTtGbK0hU214i1hF/x4/Z/j3waynuF+pnbA9w4S6HN2neXKFDLmUejIhFTTUVh7mfug3/doN0h2EPus4via20vlZBfrqb+FLVJm0u1fdSPj6IrvNLKD1GfnB8vLmCpEaVD/gQ+cgkzaYyCuTcSd7g3np+DNVeDQde3RYaDhsGyGJIvb4A8dBKx3rgqTroulqQ1/bG02EM/8UCzBMjYnUNkApBEriKFdz6Yi/2v7uJ2mA3Apk80TWUWWI1FUcj4MJ7r/3hnOM4/+yzr8aff/xDSWfgD37njv7uym//y7t6rjs990UHBrQCPRj81fRWmnU7/4s98fk4RkD8v5i5DkAkO73fmWkx9wEZE9vH0txzQ+L4wAx9SQRPkvau/bl4POTi5e6JiYcWQB/GxsKSsOr5e95+ZpJyIpVWkP8th2U0plLwr+7I8wFUkLSZtIS4cnfW2CJvM7dlExCtujiXYcj4x+TZaiouxocdSUQKL7MGgqiFNBkf159KdlxcgUxeul3ftk1FWdEsXIUyjXpqBCwfH5TNKIP4lSP90tk2tgpSvKwzE9Rxq87JU6xIUjmD8o7uk7HRk8l1FK/SsR7y63p9Vjql/HE/InNbtKyoNgkAD2j46F+PwlOsCFi+/91NNAIuSSlqTKWEcqPpOsKvXKZRsj8gIbz8mWCyqW/bhn91B6UxnxRgJg/3v5ZF39yeFH/WceYeDcrfY51iPUpdZuhHF+jmYFYpWi6qo/t6E04iTrQU9X7ceHEItbBbvr/aYDd60pRAz5mW7jSRhytH+tEIuDooGndzPh8hP+VoLvo22r3O7WyO7EEUvsJvHgdacFFg+gWD7oyXcIvNRZBHNeM6eX45ibgQJAfObVNnoBjaIh1Sz+ffbrSyHAHKg2wzJgSA5Wfpv2xlwt83jzmaQRdFZG5LCh1fzDyCslVK18eW2GgzpsZxcCwJsc8eo9GsqNbpTDdRNsRuy6ZxdypFXWWMPNFuj3Rh8+FewhE5K6DaRE+aKBQ3XhzC/p8sEkWCfeIVdw6gsbqhk+4OsQh5hMVCQgQNza6Kzo83k9yl2dEgak8epzHY0ImDZlDosK9ETHJms7MzCHO++PAYDVAKD78WLOcZeoV865uX5ilZqScGT9XB0JtNXPtdiuHLT3dDM6vY9+YVeg2rDqz+gAQeV1NxCT0updwUeZfLI/vHD6N8gEZUDtrdnYih3q2hoVOXx2nYzVhIurvGwhKNkv0BPPBXN1tcRvXny191C7F264Up+be+C9cIa8zlsfVCS4Fx4Ec3O6yiGeoAIME2TIINXllHI+BCz+XPlBTe2XHwuZToU4/PK2OUZugtQ0I1brCzg2PShqh5aV6KAl/cjmm1jADV9qVZKJLFjCpeWFyRtKLmpXmytlFAPncNTdMkntWzJ+lOuLDUGpPUeMWjJHd7diqBsT9dpLusEp0z/sUia03XJTSDSaEsE/IkE6Q3jEUkgII7uvaoMJb2ONk1kTfVBrtFAsMcMG+uIMRUtolhvpTx8kUEdprwX14hk0DLEoqHnUpg6JUNrH7tkOgEt8dJqsI+ZpqhcJsI+VbFf5CWyLLQjy7IxthTrLQcVHN5Gs+LFfhKxIFqbBWI6W9aVFAjPrmwy8cHpVP25grSfdupBIpfP0UdqXLscBJx6pytPZIHLSxh4HwFnmRCbkS+bRuNgAupv67BbdkIbjSx8WhSXGY5Q4C7qHrYQ0WsUEZXtini/GDOQehGveP7DM2uYuB8pYMmoll1AdUBiPsugA5TSf/rs3B0H1J/XUND96Kaiotzqq/UEs87iTiCeZvcc9vyAMyDEXK1UIaX/P9uaw8olHDzcRflMqhO8Z6c+wwDuy8KmFOlu4Nzakq2V42plGwU290hPJlcq2CpwxIk88QIbRCtuuBOnMINtGLM2MOKLwxmSMv3MDZMmIkaEZuX5qHNpCUXsr14su8SAPkQt3dx9agO89mTwt53pzOiCGjHh4JX1okEm1K8K2uP2n+1dWWG9V4ihq0XyNPdjgbheWcOlSP90oGxMgAxyhk0T4zAv7qD2yNdtBQ5Og47oOHW82MIbjRhnhgR7zJtJo3GwhISP71J0pXJYUTmtkSlwGNQY4toDoFMXjR5ngz5UzGh18muSVfWnrLOYDvTQLTkAEI3qEurpuLCL+MLfuNRihzjz0DPhzsovzhN6U3JAXLPza5RoTdNWtQUK9KFO6YlfvBuaw/5k0GUh9zynOXjg0SJuFpA/iR1hgzuA5RrwFKd0ngL69p6qLsjo4BdJXgJEMk0UO2mDe72M5NkDVRtonSsh0I5FleIzqFE91Z/QAqelsuj9KAhSoOG7kUl7kHtyeOSN2pcL4krxu7pUUr3njJEB6zpOg790RVE5raIh9fWxd7N+XyE/DnHTiUE52mappjTAS2AnMfFdp98O5uT9GIAkr3ILTk7h7oKZRmDMDYs7gGIRVB6jKRDjmlRMVpckfHNZRgUoKHGRZbt8HGnMyS8VndG++wxNE0TgQy1/f7LK/Bt2x3i8+CVdYlEY08nxwiI6wPGhiVXsfbkcdIPqtFRm0mj7+0s2QM9QCOq//VZABB7mOaleXEobQRcWH2iTzqq5qV5cXDV1wlrcYyACNrdh0aJDhKL0hiucKiu80skYldcOScRl62n2GurkFvGsIzrJREqa7ouRbWhe4Xz5mTXEMjkUY8SNcRTrNA4qAJX+t7OStfLMiz/dgPhVy5LRsDWC1NikWMeVDw2s0oj8Ngwej7cgb5eVcB9Aw0/FSLNIklWPapj9Yk+GBtN3HqehOSNgAuVI/0Eiu80UY/qSLxroxkLoetqAcG8DTsalFi6jrO4gq6rZCUEtEbd4JV1ROa2EJnbQva3jiL33JBshY2XL9LYWKQFSM+HpLvcnSAwnh8LoK7Yya6J2qTr/BJuPtMn14oYcxq6Ul547ztDw3t17psCps2kO8B5/dzVDvBeM6vCa+Lfb+d0uXvIW8kxLeJ15fIti5tMroNl37w0L9tFOxqUII0O6+XkgARh8HjD+ZActtuMhaAlB1B+cZrkJ6/Pwn95RTqanh+T35j/8korDk0VTwAyBrqtPTQWlsT9wlUoy9jqrjbFsplF7cyQByBYnGMEEJpdlef3FWkU7Tq/hJ7LNRpjWS9nWdj/k0V4cwVySuXNoMIBG7oXjmVh7UxYtJOarqP0WIouBPb80n3YmjLgtuyOEZhDegFg66Fu0qbQ0jo7AAAgAElEQVRa1AXsTsRkXJVRPxZCPeyRjs2dztBSQqkj2FZ5LxHD7ZEu1MJu6nyV2WXv+yRU5gLHuY7s5LD8lW7kHg0iuNFEeciNoVc20CwU5fkCmTwii3swbu1he7xJobCK98V5lv7LKzA+WIY1QCG25SEPSg8SjUXTdWS/FJaiye6xt0e6UB7yUCrUpXnq3lWH1pVtYv+33xe7JQ7UBSA3FDugYd/yrhg1Bq+sE3M/pME6MwHftk0EbF1HV7YJf9mBKxaF+exJyfM0bu3JZveenM8L2M8ezeUSL3u+OLjTYQkMH8HKFKlTiKsqr1EzyK6lNjlMnJyFJdm2MfmwvZuSD72yWuENpZNdg/8yBeka10vYeDQJzaxKp8ZiaRRKJHMxLaE2OEYAt0e6yK1UjcCc9sMjD2NxmlmlLZRaEtSnD2Pj0WQrrFWZJ2om6eOaJvlEOUYA0fdyopXki702STpLvmB4u8qP4T40St2TEpHz61yJe8Q6hmUvgz8kLWBD98gWUTOrLb0hgMgibR/d1aZghNaZCVTiZJHMEV92KgHn1BS6zi+RTCidwdZDyuzPqre6QUXvYLF7Q/fAt21j49Ek3NYeqt0udH1MnXLxkUSHA6+dzUE/d1Xgh3qUbjIHf7AJ7y5gBzQMvrEhXT7f8NafSgpJ9dBf7kqq0b43r6B8fJCE0akEnEQcW0e8CObJJ7/v7Sw2H+5FNRVH8t+pzM9EHMbLF4m8+vJFhG7aQo5uTKWQn+6mvM4+F2pPHhcplpzFFdjRIDaOecUOh18jO5sDCiXEf5BGaYwWNVY/Oczafg3h+bJsUhu6V8ZHdga56+v0DsfH/+xGSKfZlK6COyN2k2AuFoeXbj491jFSSqya1SogAESPyB1aMxYSIz8JelUWzMzcByCjJafqMCmWAyaM66UWXUI5unLsGHN7GgtLNJqEPeL75T40Cm0mLRsiJxGXDSXnEgLEtep9f1MMDvm5GI/zJBOIzG1hdyImwD2z/Hcf0GXclOATlQ1QPj4oqd+aVSfHDeXpbp89hp4Pd1CP6uQTr5LQV792SMJzG1sF8qdSxNHiIwlkvxSGf3VHRd3bUtiND5YR+cgU+gFA+FM94oNjWrjxaxryL02h7+0sFfiFJXFPYK8yxgtZEB3M2ySbeXVRMj2Zp8XkXsYv3daekG0BAIUSqr0ObL9Gnm+xCNyHRqUIxy/soDzkllAMzayi9FgKtx8/AuPli6TVVEuR5N9vozxEgLljWYh+fwalMR+2XlBb6sUV3PqdhwEAm986hVrYTSN5oUwOtWni6fl2HOhrFUlx4gLpikWxdjqIYM6RTWLsaoOyBM4eQ21yGPXpwxg4t00LjmoTju5D39tZWrSo8dmdzpBBZi4vnd09OZ9vIX/OUWCw+9Ao3UE5xsysykbSePkiot+fQdM0sZdoURjaJTNOdg3udEakSOaJEXIJterC/doeDwlD3nV0XIoU3+FYAN68NA8nERfWftM0O9KROPT25jN9qIXdxEtCpyurSI/U4Q0RLxkaWwXxOheCaqEE96FR2jq1cc3Yj8zRfcRXUuOKJOQoZQDjgNaZCQGLK30uWb3vTsQoSmy9SjSRy2TL7btwDYl/oDGzNjlMeJFKp+b3xU4lxMrZrTbzxgfLFAz7+BH6ORQeyBve3dOjaOhecpKYPoyxb30g/lTOqamOjTNvYPl14wxKfa2CarcLt54fI3sgtTxpxkJSKBu6h8ZdiwIwZPMWi+Dgn1HugH91R2gYxUcSWPvmUTR0L4VytPnG8zKh+PVT4iziikVhDQQRummLmsDdQwaCAIToOvjGBrRcHvt/sojIWxlx8nCMgBhA9r66KGG+nLStWXXqTmtA4aEm7GgQN36NikHopk1KioAL9bBHfML8r8/ixtNh6r7D7paZpLKfLj2WEnfhe3E+78B+3llcETIqj3WcgcckTPvssZaJofLtYppCe6I2u1YwBSKQobGNOTLh+TLq04fJJFB5qIsuMRGn7VYbBaAe9pADhuqYAMKmtJk0fEULyX93SboBsYneKghwjhgFdZjPnqQR0rQ62PzshV9+cZrwImWLI4aO6rjTGdpGKvdNO5VA1/klSttR0XPNWEhi4hgrqqbiFA2mXs+u80vUiSmw10nE4eg+ScpxTIvyGFVuIXObvDlyr9DXKvBvN1AZdFpRZgaZHjLBkt8fTyZH32OahN/Mz9PMKqqpOEoP0nLDScRh9tHH0W3tYff0KEqPpVB6LIV9b15BPaojmLex/91N2dbtTsTEVJCzEQG6ibVHu9UGu+GYFoJ5u+NCjr6XQ+KnN+HJ5LD6RB/KQ/Q+t+OlDJ4zv9C4XuooaJyFyTgcp5izhdLu6VHKyTRbFjkAFfdmLITNh3vh326I26u72sReFzD0ZhPeXAGH/+frhG2+Pova5DB8pTqNiAGXpGo98Fc30dA9MG7t0effrFLXWKT3yZNMoBK/R74Nn2NgP3s0XwsD2EvEZJzkDR9iEYq2UnHszqkpBDJ5KnSLK0QdkPRuj2wX2x0hGI9yW8SO9l24Jh2LeWKEMJSzx8QPi4XOja0C9i0TLsJjwl4iJkGyDd2L248fgTdXIJtgw5DukLdzHEdmvHyxxR1T3ZZYacei6PrYog/42LB0H5wCxKL29o2XN1dQvvG2kE7ZX99JxBGep7HFd+Ea4WCZnGhEm4Uiyi9OS6d5e6SLwn9TCRFHY3EFju6jxKBcHs1CUTZq7moTB96oi5ie7/yhH10AAIkq4z9rVymwyN6/uoPe9zclXSnx05v0d3J5VLtdiL6XQ9fHRIMx93tRC7tpuxrQxA3Cmyvg5jN9NOoqjhmnHYnJJCC/x4x05uM5RgClx1IYfGMD/rJDuQmqAANkB14+Pijgu3kwghsvDhG3ziJeomMQG1484caGsTtBms5Kn0uspfcSZFPuK9LnsaF70fd2Fo2Aq8MxtW9uD+UhT8vQQBG0/ZdXhHALAKXHSGJWfIQCftmQ0zECcFeblD9ZquPjXx/qCE35J5/PMbBPP059T7SCEk+WpdAKFnE3TZPIjNEgYUkqYZulNu6eGOyzxwSwlpFQWSAHMnlJOwLUkkBhaMb1kjDVmf/ESdWMlTQWlshXS4VR1CaHpaCEZlfprh2LYOuFKekgmQHPPvHtMW8ABHxn7y02Urw90iWeVJ5MTkYmNnJk2xwOMAFand+NLxsdK3POCeCOjf3Tm6ZJPu2q0wzNropvVeKnN4XrZg0E0fvqolAgAIinGgDC0Xhza1apky2U0PPhDhXwQgm3Hz8im0SWe/Gf1Qa7pdBwYvju6VEE87ZskV1HxxGZ24Kn6pDX+3xZ6BvNQhGDf/q+mDc2C0XZelpnJqgYBVzYfHoMjhHA4A8X4Lb25D3iDgiFEqLv5XB7pAu3vtgrXR5AgSjs5KGfuyrk1tJjqQ5jQ0B18FadFBlGAKGb5PwrPEMjAM2qt8i3lkUd1cISkVtXd1Ae8lC8XE9MNrUAsHt6lIweYyHo61Vx2OVTC7tJWqagjK7zhC0eeHX73uFgn3dgP/9wbBofzztzaCwswXz2pFyUniKxrPlLQHxFV2AjP3am4PHEzuaAsWHi7ahkIOZm8VawfHwQrlhUxgDz2ZN0p1YXmPvQqDCmudjxWMbdTe/7m0TjYDsf3m4qCx4eCfm5eQ3OKeSNhSXYAY3u7EoUDVBoK1vwMEXBFYsKd4w7v4M/2KQO0qrDGgi2WP7qMRxLbaVOTdFzq9HWzuaUb1lAiLCMZbGbrKP7CLdRsi5zv5cuPrUJZhcLvoh9RRrrjZcvUnCtSu6uPXlc3Fl9F64J/slZnvp6VXVLPoo9i+rCc2LtZv5kEL4iccBcR8fJ1PHxI6R2CGhE/wi4sPJVsoWOfKSCjxUBmjacXnhqDrHeudOpNlHv1oSSop+7KjCCKxYlcnAfcedYc8nxcuxl99F/HxN3DnYBNk+MwG3tUVzbYHfHa8kSKwBU/NMmzIMRbD49RtvHKIHzFeXWAYBCgxXkwtbbkbktuNMZ1EIa3JaN1a8dktetvdDd1TXavLOvX/g4mhbQNO0DTdPSmqZd1TTt36jff0DTtIuapmU0Tfuxpmm+z3qc+6KAaR63pMUAEJ0jF6eu80uSr+dk1zpyDK0zExJX39gqSNEDWtIQ6boKZfLjYkKrOuyB357n54pF4du2JX6MgX1vjp6j3XyPMQ/G3Rhj4rGPbWGal+Zbfv+mSRq+dAaORcZ0rlgUzqkpeKqOjIdMDnVXm9AMHVsPdRMHSd1l/a/PElHU0GXk1nTqCniM4ruvvkZ0AF+pLnIgAGL9UnpM2Usvriih+B6CV9YFDGfJEtNRmEzqOjpOGJEi/LKdDhZJi8jReEBrlHNOkbbPFYvKoqE2SYL0esSH4iMJxH+QxtakH42AC0OvbFARNAKoxD1I/PQmhdJ+uCMhwPzn0fdo0eHbttF9vSld++7pUfpsqY2gN1egcJH+gIyI+rmrOPAjGmXNEyO4/fgR2KmEdD6NhSVEFvdQG+xG6VgPKSLOHsO1343KZ+fw/74q6gwtOQBXoUwY1OIK+v+xRglW/FqqPAJfidQj7TrJ3lcXFS+PKC6hmza8OaKHdJ0nx2Cm7LAjRWMqhYay/Rn84QLis/dAA/kf59QAnHUcZwrAUQCPa5o2DeBPAfyZ4zgpACUA3/isB7kvChiajtAcAMho6IpFSfqS+sRWL5enLV4sBP3c1Q6vKO5wGlsF8b3nTR6nwPAGUEsOCJXA//osYWHJAQFYWSTLNjj8GO2pRzyi8Wgk7H+rhfu0bxiZx2Y+exL1sEecRFkI7E5n0HW1IBIaxqu44+t7O0vbrbktkhB9ohi7e2KS3A2gxa1Td2BvrkAXVywiEWn8vUXfy1Gnon5O1j+S5k4pAVRyNPva1548ju3xEFkEWXvyXG7LRmMqhVvPj1FnFYtCM3Tc/MYhOJaFpf+arJR5VHUMktJsPtwLd7WJ8CuXKcn7YkVIvbXBbhrHao6Ml+z2ARBlhNnx+elu+Fd3EH7lMkoPGmQDtLwrygc7m5PUJoAkX5ykXk3FsfFokrbAAQ25R4NCJubPl//yipgU+ld3cPjPKMJve5z89RsLSx2YaTBvo2mapEF9uFcez8mu0WbV2qPgjqeSQh9xEnFaZoz5SNSulhRbk35sPj0mrwEvBvpfy5K3/g8XsPbNo7SBDLiw9VD3PdtC3qsR0qFzW/3Sq74cAGcB/ET9/l8DeOazHue+KGBOs0nES+VlVX5xWjy6tBylMTPmoukk6m2aplAjJOmnLXPRk0xQ5zU2TCOLYqfzyMLj3b43rxD/5+g42RgrXhWgjAqVhTHHXDHfie2mAQCxCCXyKGDX0X0SctrYKoiuj4uIJ0l39NDsKnYfoPgvAEKwdHSSjjQvzRPlwzSF9S+nQFo4tmthsTiAlmupOrXBbmGJMwOdf709HuqQBu0+QI8TyORRiZOo2Veqiy3y7gRd/PWwhwpVtSkXMnOouHvzZHLoSZsynmm6jqFXNoBYBIf+chfR93KyqQOAfW9eQe/7m/AVCb/aS8Sk47CjQcpFfPYkuj62ZCnB28H1p5JkPZ2hbMr9725i9Yk+ZH/rKD2m8u1qJy9zZ85ibvMgvY/lAxSj5pyaQuStDPrm9oTewj8z3SBJWlQ61oPNh3vR93aWsLpiBc6pqY6MR3e1KTfLng8pQ5QtlyKLdcml7H8tK+/j7ZEu+LZt9L+WJfpFN+Vixi9W0Pd2lkwSQZ21k12jwhkgqsnAuW3Yfo3UBDtNkZvd1bnHIL6maW5N0y4B2ADwHwBcB7DtOA5vHHIABj/rMX5hAftlZ1VN0/zq10vqz4fv7MdpncjcloxdPBbyNsvOkieUffaYXKSOESA+kXLqBCBJ2w3dK3dwLZdHffowtf0qAguAYEYiJF9YopGOtY8LSzIyihGhWiwwh0lfq1Cika53AOu1J48TkVRt/FZ+85B8f3Y2RwZ2im5RmxymcTiXR0P3wnV0XKx8mDrBzHv+PpmWAKCVIl4okdeWEk37V3eowKYSqE8fhn7uagt7AxU/3jh6qtTd7CVidOFfuCZjcmRuiwJiT01R5FuhRLH1F651JD/vJWKyPKlHqCti/KuxsCQqBIA0h6HZVQkLYdA6eGVdaB43nvBRklChRARh5YQhFkvZNcQvUFFgkioKJRmhSsd6EMhQgHE1FUczFkLx66coXVvdGH1FC8YHy0SJeHVRSM+cG2qnEvSZUT+zJ5nA1pQBLK4gMreFvrezQrFh/adxnUjNPB2EZlflM3Z7pAvmsydli1wb7Jauu3KkX6Rh9TAF7Pq2bRopQZt2DhlhGot1ZkIWYD1pk5LEP9yBu9qUcfOenDvvwHo0Tft/276++TMP5TgNx3GOAkgAOAHg8M95xp977qQD+2Vn1W8AKDmOMwrgz9Tf+8zDfmCcbM13pnb2ebt7Z7NQJA2acjR1smvEimc76LFhOKem5GIQvEHXBb/y5goi4bBTCRlPGEwPza6Km4W7J9bCl5ihr+ypGXtjMXQzFpJR0nV0nNJhkgkhkQ7/xQJ1b0fHKUswoMnmk/E7TadcPy2XJ02otQfzIPGK2OWVXSTYZogJnczj4sxFjgPjE8jk0TRNcTXgFBxOPndXm+Joyt0od3+NhSUSXkd80vlxYpNm1SXerKF7iOibiCP3RQ8tOJQ9kHNqSlQI7HslxFjLJnmVVZdRvVkoIvW/pFHpc4nUKXhlvfVzqWLN/vnsKc+dXSCTh6fqwM7mUAu7SV6mexG6Ucf+nyxi9WuH4ClWhEwKALeeHyO5ViJOWZbsmjqTltTwvUQMPWkT1pkJrD7RRyaQ6vVgjJAtk1xHx+ErWqKEsAaC6LpaIPmUcrFlnLEZC9EkoPtQOdKP0OyqOFXwMobdNbC4QhwzZT2tGYSNtY/7bEl948WhX3QZ3tm58wK25TjOP2v7+u7PfUjH2QZwDsA0gLCmabwCTgBY+3n/DriDAvZPmFX/S/VrqD//55qmfba2wKX+WN21O8ibavvYNM0OXIedKXibV35xGgBaSvyZtDwegI4gDR4hvLmCjBS+C9eo+2lj7Lt7YsQi5/QgNXZynBpvgQDCIW4+0yc+93Y2J/QLNlBkrzP+N4zRYIyKF6sCGNtAjKREzUvzMK6XiAqiQGh2keBOkH9W7kC15AB1pEpdwHmHdjaH1T8kqYtm1SnZiBUAAP3ar0mYKvPEGgtL5LQh0iAapd3Wnuj3HN2nuHbKDmdxBQf/YEYJwtuIlIsr0v36ihb5YiXicFt7KH79FFaf6MPHL0HIovXpw+h/LUtFplCiMe/4IOpREpj7SnXarp4YoVTw/aQTrHbTa1TtdiHz5yfhqTpiVRTI5LF7epSyGI/1SOzYxqNJ9L+WJSNBRXewBoLiKxf5yMTib/TSaBsh0H/gu5fQ/1qWKDOZHG49P0ZMfSMgvEOA2P3NWAjBK+ut3FLdQ64UC0sI7DRFOM+nfHwQpZQb5SE3CcOtOnrf3xR8kkNDIm9lxGTy9kgXdpMu7E4QrlnpcyGSaXzWFXhHR8M93UL2apoWVv+vA3gUwDUA7wJ4Xv21/wbA//1Zj3NHGNgvOasOAsgCgPrzHQAxfOJomvZNbi/rTbqg1755VPSFu6dHZfNnZ3Mt9wV1kTunpsS6xmUYiL6Xk/EMgKT38DaIFwOMN5WPD4pHlwDuSsfI1AimAPAo2Z5+xCTUZqEoQuyuLL1zoqu0LNSePC5YCxs2NgtFfPStfQL0skuEq1BWRcGW0cCxLBohFXOdU7JDs6tyEfBz2imynKlPH27RQpSTq391B9d/dwz22WNI/v22rPmZ5lF6LCWdbuhGnfzXFfjunJoSIiV3aZ/Ekax+Za3z5HEas81qawmj9JQs9+HkclehTI4fhiEJ3aVxYK8LePB/I7yLwX3HCIhTbfDKOqrdLpQP+ND1sSUbW+ODZfhKdRi39rD7gE62Q9Eggnkb4XkXykNuWGcmRLLTdZ7cMcrP7dKo+ViKIspU4Wn30GKKDQAceIM6ROODZdoMvzBFJoyK8d//WlZuJNvjIXIdUbDC1kPduPHiELrOL9FrFnCh2uvAOTVFljrWntzAjA+WUe12oefKnjiq7k7EYB6kLrQxlRJboOu/O4b8ySB2J2IkmH/Ahr5Onxl/2YHx8sVPvbZ/qXNvMbB+AO9qmnYZwCyA/+A4zt8B+EMAv6dp2hKobnzvsx7kjgrYLzmrflq39TM/kuM43+X20uchz63ET2+KKR6nOwMQYe7uRIwkIsqp0395pdWhxUJI/tv3KRgj2paa3LaddB8aFTeEfcu79ALEorQYYM3hoVGxdu7w3ld2MO28MwCSgM2jCoCOouB/fVYIpxzDpiUHMP4na6g9eZxi4c0qil8/RbYy04fhKVaQPxkUnIfHY/9lWrPfHumCnSW3BF5YSKyaESDFgq7DePkitOQAbn2xl/68rBEtQfeiHiEBMo/qxq09ef7SGI0oja2CYH/sl898JfbZZ4vvfcu7lOd4vSQhJI5lAYsrrSRulYnI1kccM7f1AmlKGwEXEu8S9WF3IobQ7Co2H+4VjJBdXpuxEHrf30Tf21l4imSEqFl1OIk4yWcur6A4odHINkNp273fmYFvxxGPMpbWhGZXUVsOwX95RfhUdpQSthlL878+i9DsqjhT+C/TaM7jJAASfe/3yuvpyeTIo367ASyuiCqj99VFWWS4q03oaxX0/yPlbLqOjmPhvyVFxPZ4COaJEfS+uijsfXetRXnhTnLjUcov6JtrYuDcNlFJEnHsP0+XdiCTh9nnkq77rs+920JedhznIcdxJh3H+S8cx/lf1e8vO45zwnGcUcdxvuI4zmfyQH6pLeQdzqo5AEkAUH/eDaCIzzp2A9pMWtbbxgfLNGqpVtpXJHeE0OyqcJvsbA7miREqKrEo5Qf2xIiIurojeBj7Z916fowuZEUfYO4RO1K4DEPumo2tgljNsCMGx3gJ8A/I2ORYlkR28fM2C0WEfnSBQPypFG5+4xBtqJIJSnvO5qCvVWCeGIGdzSGYt1uYXDSoGOM21s6EKTruNPlw2dmcgLJbL0xJGIUA8mYV289Monx8ULZe+39C4G/y77cpgkxhJKEbdVoc9MSI3HtpHr4ieYUxzseHcUTGn/yrO+Sbb5JRoDWgCL+Kt8Sv4+3Hj0jUGDP17VQCt0e64Lb2cOP3j6Lnwx1ZRuhrFRi3SCbUjIXQ++oiaVzbrMKtASoyTMRlyxiWgdUmhxHMArZfk5/BfWgUoRtEW8h+KYyy+tEcy0Lq3+8Q5UD3ChDOr2XpsZR0gvp6VegIjhHosJe2zx5DZG4Lm0+PofbkcemkeQNNWQIelB4jraIdDRLJtVCGr1RHeJ7CUQ790RUyUgxpwtvjAt3z4Q5yzw11OKIw7YVfF82swlUoC31k49Ekei7X7skIST/4HX79is6dbCF/2Vn1/1G/hvrzd5xflN3majVtgn8p4z8e2ZjUyeOeJ5kQ5rOdzcn8X01RZL2dSrQoEIaO8kHiyXAmIsaGhekuLH/FphcWf1tAqzaTpo5wcUUKneA/qQT2Le/S2KEE5fx962ukq+u5Qp7tjkUAu8swxJffPnsM+loF7nQG5QNkEminEmjoHoRuNqhgBzS6OJVXvJ1tcbYc3Qc7mxNP/vB8GfuWd6XLZGH09nhIjXHKGSLskc0pLx24k3EVyrJNs/oV9nhpXnBIOxqUx49fIB0e+7JxMeLAVpZkNWMhSunWPTBevkgup29X6MLL5RGaXYVm1alrUPpUxCLI/vHD9HOrAuUr1eFOZ+BOZ5B7bgj1qI5a2E3AuU65ivvfpQ6N3iebxOphD21hNxwEs/S61CaHUY/qJFPiNHdFDG7GQgjPl2VLavUrjeHpUWw+3Atf0UI1FScrorCH5EjfnyFxvcocdbJr5DA8fRied+YQfY/MNTmZ6uNfHxK1Ab+2W0e82J6uSzCt78I1Kt6LK6IXraYo7s5TJE8zfb0qFtnl44NY+ybRRyoJDfnjfpSH3J95Cd7p+U9RC/nLzqrfAxBTv/97AP7oFz2BYzfEL4vN/zi8wn1olMiKCh9qp0k0YyEZadzpDI1u78xREVMFRzOr0HSyAwbQSrXWvcLn2ny4lwpdW5Rbs1DssGYGWh2FNpOWwA3NoAQdayAo1ADWZgIkrva8M0cRZJ+wo2Zcz1e0CPyPRdHz47RExPM20DozQbpFXZf0cvPZk0JKzU93C12CBeYAxAd/35tXEH0vB/92A9kvhaUD27e8C9fRcdmg8SJAy+VROdJPMhbFQm8PtGXplJbLi8YxNLsq70Xz0rzgOKXHUkK2dRXKYgnDmzl2st18eow6cPVaB6+sozY5jNKxHiTeJt8stqV2W3uEM44Nw7fjkAjdT+xzxwggPF9GbbCbxt9CSb5XTgGKfGQislgXmoK530s3CIC2pMrjraF7RTrGI2D5ANlr93y4A82qy0jOJpr22WMIZPIoPkL+XhgbRvHrp2hJpJxzPcUKlv/VFErHetD/jzWUD/gQyORx/aVeAEB8tobAdb+khmvJAVl8bDyaFPItQFrOxlSKXpNcHvvevEIpUwozS7xdQSTTQOjm/z87sF/oseE4zmUAD33K7y+D8LBP/n4VwFd+2W/Eya7JRc9tef6lKcQv7HTYJzdn0miyQWChDP+l+Va6dS4PmCYaARf8bG6onEo3v2Ei+Dtqs6U2Xk3ThBtA9PszwKFR4pgBcHpaHCnfhWs0pp2aEmsY+9QUnGKFwkd1Hzy6DtdaBS7VtTV0L6DEu+50BppKGV89E8b+b9Pva4ZOVIFEDEhnYCsSb2MqRdykGD02AAH5ASpmxvUSuq4WJO4sski6w9pgNxpqxNHTGfiih5H9UhjJRSo6xgfLGCi1xuSaCkuNLFJYiHV8kIqarneEprJNtPhrKefVvUSMQnxzeTiK3rCXiMEdCyT/UDQAACAASURBVAm/qkv3toi6ILKqcZ3i624/fgS+qA7/ZRpntZk0yY6UuwN7etnRIIqPJIj4OtiNRsAFfY0KbUQVmN5XFwFDF0KpX2Vz1lRhX/yNXvTPNLH6RB96LtdaQbTnl2CeGIG+VsH2M5NkizQ2DCiJT21yGP7VHfp+tm3YAbLvqUd1+IpA/GIFnmIF11/qRWgJRBo1AjD7XNhNhtGVbSLyEak+HN1H+GVAw8jf7uDG02EAJIeyszmMfge48VvkBBLYJOoHUnGhihjXSSTPBNfyATIy5PQrjh8sjXnhrjrosUgdoa+DOGt3e5w72zD+Ks99wcQHIFs+Jqs2C0XEL+zIxcsBqO5Do0KjaM8rZHtiQCX8cPKxuuMN/86OiLybl+ZFp7f5cC+xuXVfS3akxkaWM7FujnE5b44wGf/rsxLxhsUVAuutulj6MCanmVU0L81j8I0NKtLqw+YrWiIhcR0dFy6XRMTpLT7WXoIsaIwPlokrZlZhnz2GtTNh0ncWyvCv7sC4XhJpSSCTR1e2KRtW88SIbGXdh0YpFUjXJdm70ueSUcabK9ASQfmo8WOUjvVA0ynAVvzEOO5OuahyJ1ebHIY2k6Zx9s0rtFRgc0cF/AMQJxAe5TWzKgVwdyKGrSkDnqojSUPuahNYXCGPfmtPOlU7lUDPhzs0SkdJyM7C/MS7Nip9Lgy+sQHfhWsoPpIgzNIkGsfamTC6PrY6wmQAGj95IeQrWlTgCiX6fasOt7WH0rEeHPg7U0b61Sf6EFncI/3mx5b8HSyuoOv8EqLv5bA9HsIDf3UT0fdysAaCMJ89ifWnkhj63gLcNSC40ZS8S4A2krXBbmT+RTf2Le+iEXAJ0//240fkJrH1UDciT65he5q+t62HurH7gA5/+R61RfdZB3bfFDBmaTdNky5m00RD92L1iT5JReZVNB9PMiGr/uj3ZyT0ws7mhCe2+XCvjCUSXgEICbb3/U3hdnEh4Rh4BvkBSN4j0y9YvFz8+qmOKDhOy+ZRhJ042zeaWi5P+NriCgl41c8lpFSFJXHAR9OkGHv2sueO1PPOHBI/vYn69GFJ0AEgW0THshB5KyMiY1+pLkA4OxxwgcfYsID9wlNTYSTWmQkatZ8eQ3i+LBQEFm5zMIm41qoMR774WGPY/lppOVr/18OeDqUDh7eySaHx8kXiZZ1fotxH3StxbsYtInEat/aw+jWi0Gw91I2tSb9Eq/Hz+V+fhbtGN4PtZyYR+tEF4QE6p6Yw8N1LuPFlA7WwW4I7mMDKTh1rZ2j83nx6TIrS7ZEuKXzs3z/4xoa8jm5rD9vjIYRfuUwUDp06b06Gqqbi0Ncq6LpawP6fLKI2OUxBy6B8yt0HWtZLjYALIy+bcmPTz11Fs1BE19UCfNs2moUirD4N67P9eOAH9Fnr+XAHnqojhOW7Pf8pYmC/ktM0TeJMtdlEazNpDHz3EuFVp6ZEysG8pGYsJJwtAMLW9yQTcjePfn8G7nQGH//6kHR4AFqFQPlV2SnSTkporgLKGbNij7Fqt0t0cdpMGj0/TotywJujsc5t7QkGx1wrAC2NpEqsZosd/jUKlJPoSZJtM+sBa08eh/HyRWyPh1q5i20hDbztYnb6/nc3RTHQToq0+gPCv2KzQaaZNC/NQ9N1CTIBaJTffHpMmOE9P06jHtVFmsUFlXMZWbVgnhihoNV0poOUHLpRb1mF6xT5FZpdpTg3hcv5SnV5nzWzShs9q+W229A9gs9x6rWvaImzKgVukMSGNZ/sK9f76iJcsSjZziiWfzMWEu6cu0rBGMYHyyiNE4dLQl8Scez/9vsAaPPnKpQReSsjpor6uau0nVWdY/DKOhZ+O4n8dDcic1sUeRdo2eEAxOb3FS1YA0GsfLWPQnovr1Aq1XoVvm0bkbcyqE0OwzozIene7nSmpa8dG6bMScuGdWaCOriqBv8qZRy4CrSEYEjgrs/nHdjPHqfbgOvoOCpxT8emz31oVDRe7nRGSK5MlNRyeeFsARDRM4O3TDDF2DCG/2YDmw/3whWLIvvHD7ccDBJx2n7NpCmb8dmTRFiNhbD5rVPiHtosFOUiYOlPe1fF4m13T4w6DqXL+6Q9tSeZEH0lJ+doyYGWV5UioPpKdSGMBq+sw2UY6PqYbKJvvDgklARmxtvRoCgD+ItTeTSDGOtd55coPk6Z/l1/qVfIq3JiLZpAs1BE9PszJBRXnaD/MnWMu6dHYQ0EUZ8+TOx3hb3tnh6FvlbB1qSfsKRYRBwiApm8aEObsRAib2WInKuwIbYIclt70qno566KRpTTp3lE1swqNr91Cq5CGcVHSKvI3CouiLnnhoQYXJscpterUBKAvaF70YyFEMjkEbvakC448a4N4xbxrNip1z57jKgW6rHF/tsIkOOv0u+yS2vq3+8gfoEwvH1vXoG+XiUe2eoONh5NoqF7cOPpMLnbvrotYyAbSzYCLrHh3jhGi4bVM61Of/uZSdrgKphFP3dVusbNh3sl2zL33NDPjMb/tAv1l/j6FZ37ooC5KjVoubyEmAKQFbRxvUQrbQVyAxA2O28sHSMATzJBHzSrLmnFbKfDQuVgnuK5hv9iQTzFtBylF7F5ob5eFfnM/nc3W1vRWJS8smIR2mReXhF9H5NkNV1v8bGstm5DFVjJK7Ra7qy+C9eIF6aE1o5pUVYjaISrHOmngjw2jHrEB+PWHg786KZ0IdxNeXMF3Pqdh6XYcmHD4goQiyA8XxbXB83QUelzIbCpSYjtz8i3CiVsPzNJonlVzJxTUyKwd1ebqIXdMPd74SvVye0gFhHSKQdbACDzwQvXxJuMnXGZK4XFFdgBTcYqjhDzX14hN9cDPgpoVT7wjHkVH0lg/7vEnPdvN1CP+OBf3cHyV7opKPf1WYRuNiR53b+6I55smlWnzWQ6I04bTBJ1xaKoxD0oHyBXEN+Fa5R1GfaQzlPJeLrOL4kAPZBp5UGy2Jxx2eVnDeRfmoLb2pOtdu/75O3ffb0pNjm+bVsmhGYsJCN/Q/ei/x9r8FQdHPrLXaydpjHb9qvNKYcHJwegWXUEcw4afshN0F117oknvobPR8hPPY7dkJGtWSh25EOyz5Z0QsripmmaMJ89KbYk1RS5e3In0nV+SbyiNEMnmUvYLR2Uq1CWBG5N12n9rLo87s6YEwYQRhf5qKXBbGwVxNpa0/VWSGub4wJrJ/cSFM7LNAqWFLEY/MavaYSfFC3xw2fPLuM68Y+0XJ4KhSpq+rmrQEHlVarXbvCNDXFHzU93S3CueZC2Zu1ETHcNqPY6rbxBQMI7zINkZx15KwPfhWtY/I1eAd+bsRDJXq6XEH7lsgRxAC22vpbLk0+9EskPnNsmTFPlNeZfIjdYzijQkgMIz5dRPj4oRNLyi9MoPZYiKc2HO9hNuqTDKE5oMA9GEHkrI6RQ43oJlTj5iR34O8WPOzWFSh91MU4ijtpgt2SCmgc7vfq7PiZOF3ejwbyNerdGqgUVAMPgOaA0io+l4HlnDvUodYvlIbcsWsoHfALqj/3pIuIXdiR3gHl1lT6XFG1rICg21gwFsNUSj7H6OnXVQ69swEnEEczbLa805UKCQomsdmrUBNTDHvSkzY5k77s5nxewn3PY4pkvFAb0+eLioA4AknItEpMkhRrwBQHQaOhJJgTA3n1AF98qjA0j91xLnc+4BOsqWdzMciBOB2/oHvHeZxdSd0+sZaVsBCSCzDGJesCdExcZ19HxDtNDzaziwe/cJp8yBeojFhFXBVlAKEE0g9UAbd1CN1rODfxauHticNeId2UejJBGsGhRipLCmEI36ggtkVeYyzCkCHO6D+OLjakUDv15VpwQtJwKUykQG3zwhwvkoPr1U5Is5STiGHplg3h9ARdZEx0dp+zHs8fI7z2dIVyxLdR135tXCOg2qxLoEcxTYMnQ9yhk9/ZIF0b+li5GTdfViEjva+/7mwjmbZQepO62HvGRLjFKHL3SmE9cXytxT8s/TYHt/tUdCQ02PljG4A8X6MZy4Ro8VUfE7+UhDwW9fGyh/OK0LCt6LteoUE4Ow1NzsPys0WHB3XWVpFmllBvmwQh60iYWfjsp3ZEd0KAlB1B8JAFrICgBKrnnhiTQw1ekmLnbI10ojXmh5fJi3shqjfWnkuj5cIdsrKtNUka0GRvc1fl8hPz0wxusducH1vnxxcnEVsQiBF4miI3MNiWeZEJsbdi8jx0guJvg7it+kTZv9enD4q7KAvB2wibfIe0UFUnEIgK0MknWk6TUaQ6QbWdf3x7pEjM5JuUCrW7FMQKSKF6fPtySKo0NiyMsQBdZ+YAP+7/9PmFiiuntXyUZzu7pUfHcQiyCwE5T7KjZo959aJQyBYoVuC2bFhABF24/foRG0lwepWM90r26rT1J5a7EPZLYzcoHxwgQPlVtEutdfe8N3UsSq1NTqMQ9CM2uKs4TjcyaWZWgD0+xIv7wrliUvLdUJ777APHRuCg0pgjHy34pTFwyI4CBc9st/KxQgn7uKqw+jXhxKlS2HvGh/OK08OV2J2Li3yUjOlM/QpRHYKcS+Ohfj6J8wAdXLCrd6+oTfWQ6WChj6b/ziIGh55055I/76WcsWqiFNBz68/+PvXcPjus8zzyf0/dzmmj0DWgCaIAQiAYoYEmQhQFvKqooRZElysqoZMfeVTyaSTzlcjaVjDOebGbKlfEmU1MV78ysXc5m1+OK4hmNRlPalVXaZWzLiixxqbIIiosVASxAAg1CILoBsIG+oBvsc7ob3X32j/d73wbHlzAhx6Xs6lSxTJEwCDT6fOe9PM/vSQl73+omJprT2iWZxOwGrC4fhr+ZIu5aoYbAy5OU6H1rV94zxmuX4Sna5PZ4YxbZYySj2BwnSUj1SD9iL06Ld1QzK/BvNuX7MW4UUBjySHt7z9fHB9hPv3gu5DCMlqC1t1s2gUyE2BmNCIBQS5Mnj+PRduMR2Zgxj36v8r1pmlLVMW/Lk7dkXrQzGhGAYj0RR2E8Sm2FSdVLY2FJ+PcArdd34xGkP9WH9GN+qQobYwmiN6wV0TaXo4rMom2dwyB/mmbVyK94METSDV0XVjrLBRyRMJmV2x2op9II3KzJv8uVDuvF+N+tnXwQ9bCfZAcq4ZqDIbZOk6m7HvZLSo6+Xobx2mXx3XHSjcMwkDnZDl8yg+v/nHyEzVz+jqgylqXwfAugto21Zg3dJW1UZK4B8yDRPCoJQmgbr12W7Mb0p/rE08mCXlfFRkN3UTs8eU0G0X0vLLRIHOpGZVKFdXYUsStVpD5BB+btgTaSKXxo0WJhcUXIpo1sDtWgU9BB5sEQ9r+zRQf8dBLBeQdC101JPa8GnYjOVAWKGHvTTfPLMP3sY1eq8vXsf2cLG0/1wpUvi4jUEQmjFtYRu0xG9rY5em9yknb13ASyx9pl2cEYnugHlGDUGEug1q4he6wdXT+mxYQnb9HBrjDkLM7FUD8Fo4xHCfVzP667bB//f9lCsm8RgHDVea7kjNK8hAettklkiL2xZLvxiMwW1s8GRRgr1ZtptTyPvAxQQRsAhJnOwRQN3YVqQCOTs2lKRXj7icMi2uTsyp4fbKLrx1VqfxUTiuUTTOTUdB2NsQSss6MkQMwVxL+mpTOiXaun0iKVYEFm4Cax2Fns6VBOBKub4tWc00kUHk/IEJtv9MzzY6IAd6dz8BWbEtXGVSxv1wDio8kBNdSP0CIdsof+lG40Tt52GAZc+TIFreYtZJ4nGm5Dd8vB6MiVRKhbScRw69NVyWT0Jcnj6Dg6gqUv9iL9mB+xy2UxxhNJ1yX+va7vpZD67aPQ18uyiKj7NKpie7tpu5ek1Cl9vQxP3kL3xTJcFRuebWpBayEPAqsNaL3dNEAPU/ixd7sB/cIcMifbybe6sETV3FA/vCUKVykcIlzTXgZ+Q3fT/3e9LBhuljJgcYUehuprdFZb3HrvzApVbMk0dkYpvaiSiInMgv2bHMTiODpCjDC1EInOVOVBxlfmBGn6au001L/xu5RDsPKNdklQ4sPynq+PK7CfvDSXUzRTElC7oNoYFYIBUJKyBH4cHRFhKYP19i3vAJEQen6wiY2neuWQ48+5+kxnK+xWp+Qb3lLue2P2J2gEbGPimRW3EnuzKxkvvfGQVxTpPKTnSqx6bgL5M3HUQh54CjWJfF9/2C8zL/66+MB1Tidbuh+rjsLjCZFJNE1TIIXcjgVfnxE2OgAgQjMWlptw1cNhuYzNZouQI1eSw5OJBp68JVtZDmkFIO4Cp1Wn4bO6cditIK9NOoNaWIcvmUHPS24Ym004hweFIlEL6+icaiL+Vpna03QGmq5jZ5SCg3teWhAWWN8LC2henScrF1NDdKqA2BGwPRKQdo2Db/mw9M9uwLNNydy27hE0UTXoJG3YYo2qXsNA4OVJMXgvfbGX2k3FJfNMXiOO2xiJXh25kohEs2MG6a2G+tE2l0N0pgqr24+GVxnKLYtCTXQPzOMD2PfGLOVZWnV4tuuSzWkbPpjHB8h8HqYHDgmDdyXXwbhREB9s97evwjYtxC6Xse+NWXT9mCLVev61S0Sxe/Ml7+levU9Aw/t1fSQOMDgcIlVw9cbF1sMHh3N4EM7hQTlweMaFXAH73pglWYWyB/GWLTptipWHr74XFgQIiMUVVAN04zXGEpSm/IB+Rzxb5mS7UB5s3aPmGS6RdQgZ4tFxuHeo5WWUjG1aNLRWG7Lwu8RIZ01bcL6EAy+vYvuZIwIr5DRvBuV5CqRE1y5NI/wuQR0riTsxN5z4nf3smMSLseGbh9t78x01XUfmBLU8+5Z3SCqhUqqZ08WvkZbO0GuifJuxF2kJwC0Uh+5GZ3exG49g87FepH77KB2uw4O0SHl7CuXDXcRm/5AqZ1deURMOeFDudEi0XD1BXtK2uRxhhhJx2uzpHrqBVfiI09qV2ZOnQJo727QQfH0GrnwZ6UdcJI+J09fJ6B3vzAod+umMHLRsUaKqyiW+11rQBX2jgoNfXxSTedvFJcmhZGorQPOsSiIG/2ZTqt+d0QgJjN9fhn+zifRjxLHTN23cHmiDcaOAm18+KpBHX5LkPDef9FB2ZNBJYta81cr+zBFypzGWQLWHkoZiL06TyHUsAVe+TLSN9TKiM1X5Wvghdj+uj1vIn3LZNbU5ZIaXonwC9OJz8CwDA1c+0yn4HJ5z8QDe+/0raCyQOrqeiMtsbW+yNScgxV6clmRvLK4g9GZSDk9nlJjnAMT35kqmRVzIbRfz+bsvbMuTnQN1AUh1AIBmRmrQfXugDc1IAGanQzRPGOonsoJCAUmlp7RYAEQDxbx3TaeNbMd7W6RJUq/hzigNpm3LEkwP3yQ9P9ikBUaYNrPuNL0mi79PQarcptlxsrxw8MTNLx9F+jFKB+JqqeFzwHh/Gc7pJELXTfS9sEDsfp24+eazJ9DwOWDup/aSrVqe7TpC102SFzxxmB4aanZmHgyhHHPBae0i/t1V2XyK/AUQ0StAlReHziJXQMcHNrHKrNqdVbUShWq6LqEnbFFCjobdjA8KXFlDQ3ehnojD6vKhcIgQR75iE+tng7RNPERc/83HeuFdKyJwZQ36OuGBPNt1Ct1IxFFpd8BRIwlK6LoJ47XL2DrdAd8WHWYbD3mJ3hEJoeMDG10/rmLrmAbt0jQWfqMN6UdcqIU82HysV5wD3pkV8sWOJaBfmBN/ridvYflX25GZ8CL9iAupTwRRTxHm+p6vj4WsP/3SPHRTarouMxBHJCwZfizw1Deofer6cVXU+Dzg53axem6CUNO5vKCGAdLEVBIxOI6OSHUn7HtV0dhmC/3byOaowohG6Emm1Nu8JPDkLZpfGbqs6fcevOazJ0Qtz55DVrRrvd0tltblslQQDd2N3XgEmRN+NMYS9LQ3DDp4lJ4s/C61kRwFJrmKqXWxsXALwxmXtZMPouO9LaQ/1UeAvoOEiikdoAM3f4aqm4HXTAmE5dlg/kxcvq/2G02032jSbE+19fqFOeJw7ak+vWsUNut6ewoACT6NW7tyqJQmeuCdWZEKYd8bs4TiUUuBatBJuBrlGa0n4tR29naT36/bD1fFJl2XtYvAy5MAVKCGvkcuA1ok8Ma22kMC1914BJ5CDdsjlFWw9GdD0HQd+9/Zogr4tcsoH+6iQzdPPkVfsYnsGFWtjKrpOL+IzMl2BG7WUBiPojTRQ69rHyF6ln+1HYVDBnzFJvpe3xRjtX1qTA5vDt/l7Whwnlr34W+mUHruJA79aQ6J/1iU+Rib7atH+ul1vzQtXlia3brROdVEKNnA8DdT6Pnae6g/Oo5Kx8+Ppbjr6+MD7Ccvu9YKoNV0vRWYodKmOcuRDxTX21NojNFMqHpuguQHIH0Ye9KapilMr6ZpUiL15DU0r86T7UMF6XIlZZ0dlSQdgEiu7CVkOwsAuXE1qyaqblcyTSp4FXnGBlvWsDEZA1BVZq5ArYBKpGnobjFEu9M5olZMJ8k7qPDMQAttU0+l4ZxOCjmDxaschMo5imtPdtJrqHRK+7/xHoxbuzDeX4Y7nUP0lWl5MtvxGKm5lQ4s/+unsH42iGpAw248Qgr4TgeMW7uSnF5JxGRTauueVloOaON760unEbiyJsbufW/MkkxjjuQYTMatnXyQ5B7qARJ4ebLFVlN0D1e+LPM//cIcPNt1ePKUaF5/dBz5M5QHkD8Tl6g21tDtxmmO6ktmUBiihcbOAzrMTgdRIf7ExuZjvaR69zkEMAlAPJXOShP7X12EZtVEU6fpOg3oOZ9xo0IzyyoQfH0GnVNNBG7WsG95BzujFFPHhyuZv92oBV0wbu0i9YkgKu0UQmt1+1E+3EXtrVLil/qcyJ8hukZjYUlyMZm4waBF53SS8Nd9Tlz7vR7S54HSsO71+liJ/3MuVqY3I4GfyLBjfyQDDdnoDRBlwJfMiBSBmeR7rTG8NZPfK3yy1tstVh6AJAW3B9oEo8MtWGMs0aoqelsViXydkRCRMpW4k9EzDsOQuK6dhwflgGtkc6KB4pbA1j1iayqMRyVc1uryCQlDMyu49ekh+l4NepLz0N4ZjYglxztDcVv7v/EeEAlh5wFdsim9a0WZ/wCkyDdu7cKRK4maW78wh4YXCKw24KxCou3j312l/7/hQ/azYyQ3YaGx7iayh5J21B8dh3ncpMpA6cmynx2Dd7tBpAfLkmrUkyc9VuZ5ilyzT40JDnvtyU7S7ymNm+PoiIRZOHIl7Htjltp2FZ0WmspCvzBHqn5rF7WgS4SttuHD/ne2UJrogXFrF6HFXZidDmRO+BF9pdXqN3wOMmG/mYTT2oV/doPSmhJxrD7TKWHA+TNxdJxfRC3kQWgqi50HdBref1AEhvpRaafWGYsr8GzXhWW2V2ayccoBT95CdHaXKrmRlgVI36jg9kAbXMk04t9dRd2rkSZOgSOrR/rp/fJ4AuZ+N/Yt72D9C0dpbFCx4d5xoBzXUDrgkQfzvV5a076rX7+o6yNzgDWyOWF/s0SBKwtN16XKKhwyRB7B/sfdODG+6qn0HbgZVuwzmZVtRc5opBWRZugoDLlFzsB0BL4xb316iAb3KpkbQMt6Y1lwHB1BtaddKjpBLqu2KvwuxZrJGlvNwIzXLpPlaHGlFaMGkG/x9RnyaubyrVZR98A2fCRSVJfT2pU2mM3J/G9vjwTEqN32IXk9Ay9PCjlj79fiyVPVyBaWpmkiOm3Szbjnxq4kYrTFS60j+so0HebKluO0dkWfx6nVPS+50fA5qG1U8D19vYzQdVNuPt5G8uXIleDKl1HudKCeiJOnUiF9NENHLdxKYq+nKG+STdwOw6DZ31A/PNt18SKGrlPsnq2TR3HjlIMouTcKiM5U0X1hG8tfGSMSbcwFT6GG6LSJwuOJVlxdmKLVorO7CM6Tuj40lSW71/vL8hAEIFUUa+BSv32UMNn7CeVdD/vR8DkEj8MKf0/ewsHfu4TCIQOFIY/M4viB03F+kXILCjVZEvDX4arYqIV1RGeqcLzqQce3LqH/K5dw4Pw2ynHtDijm3/j6eAb2sy9Xbxyut6dESsH0h+q5CWph3p5qcb8AMXE7rToauktKZQz1S8vAYlbm6bMolpHBmqHDPD6A7m9flc/ZzOVFcIqhfsQmi7IC5zCOvdUdFldEF8TtHrd4dmpdZB4A2XawuEKgOvW9ARCTMQBKrTYJ12KdHSVs9B7pB8dj2fEYVXdqS8tbWO92A4VDJAUQQzeovRGRcCREMzmrRiRUqwatt5vQ0kqfJVXCWEJaJICqVOvsaIu+0NtNBm1VlfJrx/Mt47XL1D6dX6RqViUicdAHf//OShOxyaLQWGvtmmxxAUjQi3dmhTak/6GBtd8/DVeeJBjZw9SGsyHbO7OCjve2oG9UUDhkkG8yTbiboT/boodU2I/SAQ+sbj86p0gjxxUVAJidDglN4dejGnTKAVUPU4gGIrR0aPuQDuToK7StdeXLCL2ZRPfFMjb/FwPVgCYpUyJi5RxTZfh39cYRum7Cv9mUhxcvZ+qJOCVb6WRlck4nUQvrgqL2JTNo+BwofrNPHi6pTwTR9ePqHSy8e7k+biF/yqU5HHd4ITmsFrmCbLh40O44OkI+QYVl0S5NwzN5DdFXpqWNYjEloDj2A20id+CLB9F8Q8rMRVUnzLzfHglAuzQt8gZnNNIS0sZjkljtnE6S55Hj2Ib6kXl+DPuWd7D8lTHRUjEy2tYpFFUzdKpqTo2JgJdJFcaNApqRAHHnVW4iQwStbj/MTofomhxHR2CdHSVLys0ateNq/qddmqaZy1hCWryt0/Sm90xeI1rrwRA6vnWJXlMlUSmMR6kNC1F765m8hu2RAPT1Mm1AlQbOjsfE3GydHUX2s2Ok8L9BSKN9b8yinqBkJQ6D5azP8uEuoTlwkAhACUq3HumQ0Ar2MFLYiRv233Oi90+uoh72Y/OxXjI467SpYwkFLStccFXVHRUhZ5AvjwAAIABJREFUk/qtRwhy6bR24c/UkT3slqVK9Ui/zL+iM1W40zmsPdkJgCrQzEkboesmVewq7s48GKL0JN2F+a904/YTh2VpoOk61h/2I/QvdcW4d7ceXN+/QksnJWPhdHN3Ood9yzsSRMyVcXbMQGgqi8yEF7UwdSXmfjf8Kco3aObyYja3LfLhdl8sS4jvfbk+rsB+8rKbTWlnuGpyDrcSseVGsVpbQvaK2afGhODALScLQ/kw2vfGLGyLBIB8OAoNIp2BcaMgbypN16UCrPaoOUg0Ij5I/nvmfvEMiisR3gpqVg1d30tBs2o48BemaKn2yipY2gFAnvp2al0sVAC1VG1zRHBgNffa54bpgNhswlOoSaCI9/tXyGunKiaHYcjWFaAlAGcUdry3RV+EYnbp62S05iDceiJOOqfFlVbMXW+3DNjzZ+ISgqKlM2Ksd1aaCH/nkgSiFA4ZirvlIoprpQnNoHxJRsYwzaEZCSgRKslWYpNk2uZ54M4o6fAauksSq6wuHzrOLxJ6+lg7rE6NHgK5EvQLc3BadQTnSzQfNSuCKndOJ7E9EkCpzwV9k+64zcd64UuS+Fa7NA3vWhGliR5S8Cvh7qE/WiJtnGK7NbKUhclSkwe/nhfOfsPnQGmiB90XKZmqmcvT1+9zEAKnNw7v96/AlUwLC2zrdAfp6T4RpEr51BilqX9uGN6SDc2soPeH28ge8YqkBqC2tTGWIJP5XE6QQQ3dJXKR+3HdrwpM07ReTdPe0TTtmqZpc5qm/SP152FN0/5S07Sk+t/Qz/s8H4kDDIAYmvkg2puKbJstfpam6zKLchgGeRR190+QUxkuB0A+nr2QACSCjSGC+oU5OKNk7RCyg5IBAJAqReZfewbh/PdCoFA0Cc5J5CrCu1aUN33qE0HBHheGaDbCOjHzYEikIQAdah3fukSVm0n0Uc2qIfRmUsJk2TFgdfvFgN00TboZDZ2SnBeIX+VLZmimpkiqnKnIwax2ap2qXsXrZykGt4fVcxMIvj5D2G0VfIEI4W18yYy0yOZ+N1ljWFIRCcFp1aWa3YuKkVxIJcKt9rRLW8p8s8CVtTtY+Tw20HQd+5Z30PHeFtpSTRTGo+TEUGk9gMIAKfCgZtVQO/kgqgEN+9/ZQvg7l+g9RF5sMmOfm6DQFkVGbUYC8rm82w2hiciDL50h3VfYT3IblU3QNpdDLdQipvqSNGfNnGwXAKYQRnIFdLy3hegHRYSSDarsrV2UnjtJC5TthoiwA6sNtH1ITDBnFTSTTKbhyJUIZfTouLIzOXDz6aCIYe/5un8VWB3Al23bfhCUM/tbmqaNgFLMfmTbdgLAj/BXpJp9ZA4wRtA0sjkJ6uCbnZXvdpxyDzkfkT/GlSctFTPDOIy2mcvT782KHDhiFDcrkmXI/wagQIrxWGsBsAdSKAp3hdeRedVe3r3ShWmGLlhn8yDZkOphWo+XnjuJ2JUqxbmZFdpgRkLYenpIgk552cCR9s5ohLDXkbBIMZgcy1VgM5cn0WPQRYfpqTEaoiuChH1qTOZ5AGQx4qw0UT3SL+SNzPMUmKtZNWL2s0dVfX/6elmWK3Y8Jqk9/PV4Z1YoSWhUw+ZjvbDOjt7R8teCLgo12a63EMuLK1QxjCVoa6paIfNgiNwKVo24/0dI7Nt2cQkd5xdl5sWGdQAIvDyJjm/RrJQPwb1/z7Ovhk8TrV52zMD+VxfF/K5fmIPx/jKsLrIQMW6ch/arz3QKp948GJItX0N3UWWuMM8AUP5vi8ic8JPLwfBRQPBmk97PiThZgJZ3UE/EsXW6A7WwLr5cZu7bho8w0osrsM6OCt3VV2yi4aWfGUCcst4fbuPmkx60zeVQGCIY4v0AGnIq0f2wEtm2vWHb9v+tfr8DyprtAfB3Afx79WH/HsAzP+/zfCQOMM3llJuQ2zqA1t53tJLpjMyK9HXC4ZQPdwlBVaofZfKWtjJCLHmeX3FYh7PSFKYXQ+9Y7V090i9iWgBiddqb4M2HhCMSvmNNzU9q86BqZdbLktiTPexG6VM0bwldJ5mBbVlIfnUfoh8UsfFUr1QlzHNi+YXT2pXAi+qRfrohF1couHeiB5nnx3DgBzUaECtrlH92Qw4sng0yyto7swLNrMCXzAi6R9NpViMI4qF+Il74HPR9KsGtwzBaLX2uIHM9VvK7kmkMfitFs8lKk76OU2M0E1veITGp+jc5uo6Fqa6KDX2diA3+2Q2E3kyKJYvnQYu/P4S1zw3DtiwJM3Yl02LvcRwdgTtNm21HjnIi2exfC3lQa9ew/xvvyQY49uK0IMCrPe1iqN+3vINCwknLBfXQRCSE2JUqbUB9mszMHLkSzP1uqWitLh9VVV+mO7qhuyVYmQf02TGDDmzdTUHGyqitpTPIjhHd5OYnDUmBx1A/CkNuEVfz8sO/2aTRwkaFnAAlMpJ7ira81+71+mvqwKKapv1fe3594Wd+Xk3rB0U3XgYQs217A6BDDkDnz/uaPhIHmF1vSHvHN2j90XEhOdQfHac3fzwmCvztkQCaV+dbbKw9rHkAwsVyGAbNudQcpzGWILW/ClBgY+3exO5mJEBaMcUTA2jWxulITHPQDDLa8o0s9iFls+GZGEBtLIcu9H+pKEp0pg70vOTG+tkgvCWbKBSJOIz3l6Xq489rx2PYGSUyBfsU7TjRQEOLNVHtA6TvYnkHc9Sc00lR99cTNEQH1KZrT1CIf3ZDFPv0+V00p2Kz/VjijpYZkZCgu9vmcqgeoYeLIxKGZ/IaNh+j8Fy2bTmnkxJZd/uJw8LUAiBOgJ0HdGw81Su+0mpPO2zDh0oihoHXTEn/YZxPPRHHzgO0rLk90IZmLi+HpC+ZUfaeOskkZqoUBqxa0szzY6iH/YKu5svq9tNhtbCEapDoGKznqoU8CM6TIBmLtB0Nvj4jH8dzJ82syNdqnR2FJ2+JkDU2WUTbhxa5L3wOMnAH91RLkRDiP6rJIgWg5YKnUCMRs88Bq5tQ6MZmE658GZvjbvi2bBIJt2vIHvHeHyY+ANj23f0CsrZt/509v7790z6dpmn7AHwXwJds2y79tI/5eddH4gBjK5Hj6AhVWzl60rJei4eV/APcy55iBjzQ0mVpvd10GO4hM9jxmGzkGtlcy+yrht+c2M1yhFtfOi03azOXh3ZpWugYAKQt5baX28ydhwdb1heVJF0L01zJeH8Za58bFmkFc+SZltDz0gJCU1mqSHSXtL18KDeyOWSPtcN47bLAFjWdnt49P9gUkentJw6T2NKqCyjQTq3TtnKPuZ03ghtP0fCah9zNSEBgiM7pJBq6G6HFGsz9bhER8wEEQFrh2skHkT3WLpIA4/1lOcQ63ttCLeQRJJEjEsbGU71i3uZNKrd8/Drvf5WShMyDIWqNU+s0q7s0jVuPdMA8PiAwTFcyTVacyWvwbNdF98fvj9IBj6T6+JLEkmPYo7dkIztmIPj6DApDpF/jjaR3rYjScyeFkFo64CFmfp9LZCHbzxwREXRwvgTz+AAlLz2eQP5MXLRy2cP0XjZuFHDzkyR0duVpIWPcKKCQcFL7GI8hsFqnB6zKHagn4vSQU8Zz8yBlEDAcMfxuGoXxKNpvNBFaJGlMz0sLCC2SGPd+XPdTRqFpmht0eP1H27ZfU3+c0TStS/19F4DNn/c5PhIHGFuJ9voQWZSq6TrdqOrgYZV88PUZsXM4ImGpHjhMgxliLGLNHmsXHZQcQurf4/kbq+cByBOTL8fRETiOjqDweELCOQBI2AjLAva9MUu2F8XL54s3jrHL5K1j9DTHhzUjAZjHByTb0ZO3WpIOJcsAVExcNCLzNHkNFXvM1j1ou7hEZAbl/2xGAmiMJQR7rRm6cPW3nzmC6PSeNKehftGX5c/Epcps+Bxo+9DCym8Ow3F0BKnfPiqJRx3nF4Xo0PlWCulP9aF0gCpb7/evoBkJYO3JTvhnN4iyoYbiXd9LkR9RjQBYRuCdWSFrU4VM2c1cntLILy7h9hOHEX43Tdib1bpUqK5e2orWwmpLbNVpSaMeXM1cHtFXpql1G+oXwCQA3Hi+A6E3k/BvNqH1diO0SGgmX5KyK/lngkWy8XScX4Q/U8f+d2iTa7y/jOB8CZV2h2Cy/bMbdDh/SJQM/+wGssfa0X2R2s21Jzvh29Lk0AlNZel/kw1KSro6D+MGwSpdFTpcayEPjE1KF/clM6gGnfL6OCtNomaooA9zv5ti6Y4Q2HDve+VvfN1HIaumaRqAFwBcs237f9zzV/8HgL+vfv/3AfzvP+/zfCQOMAAiAuVDhuUOu/GIHE4sC2CpgjNKf2dbFm3V4rE7gjgchiFxZ51vpWQRANAhydqYxsISDaojIdKEmSZhhR8dbwU/LK5QtbbdEFgiD8FZ3MoHBQAREtqpddSCLmRO+CW0goGIvLHihCFWY7MGja+9pnM+bF3JtDxVG7qLqpqjI0Ii5e8xe4Q0Q05rV16XeiIO/cIcPQjmS6ToV2lOABB6k+gNTLo1jw8Qw+yQAUeNVvY9X3tPFPTVI/0S5bYbjyD+3VXycfocYjDu+cEm/aziMTqc1WHV9qElixDNrJD04nFaIASurJFwVx3eOw8Pwllpki5uqJ90cqYp74/dOMld7FNj0C5NozDkoUpUxfOxPosTkbTebjhyJQz8b0VBY/Ogn2UNO6MRlA54UPdqqJ18EI6jI9h5eJB49KrS5Oq78y1CSPMMlDfCPEv1Z+pKBuJGdKZKDH3LQnCeZnThd9PwbCsJjAqrKRwyUPmNAiodGqpBJ9o+tIh8ol47PpD1C3NCBGn7kBLEGVlkGz6U+u7DEB/3b4gP4CEAfw/Ao5qmXVW/zgH4YwC/rGlaEsAvq//+2V+Pbf8CVWc/4wpoYfuE9ksAqC10TidJ26Wefjwb4eqI3xCNsQRtj97ZkvAKbgnYJgSgFaihsNT1VBr1R8dRC7qw743ZlrQCasOoqBh7cdTO4cFW/qRKTmJxbT3sF31X6bmTCL4+AwCyxm9enZebitE+VpcPzkqT2F+6anPU91wP++9gxe/GI0JL5ZvdOjsqHCpfMnNHuC8HwHrXivK55GCPhHDj+Q4c/PpiK8JLfU7Rt+m6sM9uPulB4qvTtFFNraN28kFhZQG449+phTzIHnYTWhkQEz7/HL1rpOtic7Tr7SkBVlbPTcB4fxk7Dw9i3/JOK+hXvTZMu9XMCvJn4sSNXytK21s7+SBlRqrDmH/+/L3wQJ/xPzsPD6Lt4hK2nh6ih9veGLqhfmSPtRM5F+SNbJvLtTR66jUtjEfp61BwRNsidlc55kLnWynaOPe5sP/VRfl3bMOHetgvW0++2FkRfjdN1fF6WQb7pQMe+IpN5EadaPhsHHxxC9f/WTsG/20dmRN+xL+7Shq2YlPi7hg9pW9U5DX54fU/nrJt++/8Te/TfeFee+yXvnRXH/veq//knv6tu70+MhUYiyid00lCIas3MPO1qucm7phJ8eA39uI0kCtQ+IOiGTQWlkSgyYfX3ng0Prz4JmRMM8sm2HLECd/OaEQIGRKRpg5TW/e0bCbnJmQLBpBvkyspTuHhwTWAlmpaiTIbultU/bbuARZXxJRcPtxFh8gpkjh4CuQZZR+joKuV5MGTt8Q+0lhYaumVzAriP6IB8O0nDgND/ZSnyf5I9fW4kml48hYSX52mjwkT4seTp+2tK19G4ZBBsozUOgVn9LkIG3PEK9tCpqYyLmZnlFA2TqtOPtIj/cj/+ilpBfe9MUukDhVftzclHLkCKglilDmtOm490iGtkdOqC9XVPEi4bPP4gBxe3PJ7CjVoui7QxOgHRToA9/gxs8faEX1lGsb7y6Ln0syKVIKFQwZsnQzc5n63HF5bTw9h9QnC3jRzeVSDTvg3m1j5zWHyY070yEHPFFtARaItriA0lRXUD2OwXW9PyWayFrDhrNB2MfJ/0lA+/t1VNHN58pluVLDxENEt2uZylJOgKyYYp1vdy2XjrzPE/4Vc96euvMdLc5C5tgk6TGKTRVrJo4WvMSwLmpo1OYcHWxseVRk4p5N0wHE1tbgi7Xj13IQo9wG6ub0zNMSXlg/dEuUG9XV8+JlO9P6L96gqVA4BJNMwjw/QfEIN153Dg3TY3SjA1mmg691uIHTdFJ2RI1cSn1/2iBfx765SRZDNAeqw3EUrVNYGVZptczmyvVSaqPa0y8FQT6Xh6I2jqSisrA/TzAqcqlKw4zGqvkAeRkRCqPS0y6FjLCyhpjZxOw8Pou5LSGUD0OHjjoRhWzU0FBq6mcvDGX4Q5sEQWZaSaVz/48MY/vMd6OtUAcYu080iMXchqiSNq/P0kFBkjXoqDeepMfgzDvk5OKeTKE30YJ8iwrLua+/VjARgdfngLdl08A31U3bmJcIrcXusL66oNB5irPX8YBO3HukAxgzxGmpWDVokTHq5dAZaJEz+UJWn2fA5xGZUC+vwrtVQGgRc1QBcFRve7QbFmE2bKMc1xCY1VBIx1CZ6EJwvIXusHQfOE9a50m6g3EkPvu6LZXr/6W5414owz44S5sisIP2pPnRbMZLQnBqDud+NrWMamt4mInP0c4m+Mo3tZ44glPcBkX4s/Wo7Bv7lNA6Aqu9qTzvM8ShcFRttqaa0tfd6/SJ9jndzfSQqMLtJTbN9akzwt5pVk0xGlgBwG8j+OwB3HDoARNCqGSSJ4KguoJWZaHX7Rc9E62yXRLaxydrWPTjwb64S9SLZqgI0XWmrlCrdOUxxZpI6lCuh7qV5BaNwmJRhHgzBM3kNoUWqqEoHPJIz2czlifoZ9gv4jxn4riT54ThBibdqXJ1UEjRHM48PyGAdoDnOzqjKsVQxcMyRaowlJCjENi0Erqwh8PJkS8+l61RpGD40FpakTW2aJnzJDPyzG3KwHPqjJWROtgu5wZVMt+aWrINTLdpeqYvDMOBO56T6cqdJUOysNMksnVAGfwW5tE1LUEj73piFq2LTbGugjWLPnj0Bfb0sS52bXz5Kg/V8GfHvrsLWPYi9OC2kDd7kNSMBkT7Yho++rxwF5bbNkZeWrWjXfysC35YGs9MhD9HQYg07D9BrHn6Xflab43Qghq6buD3QhlpYR/ZEA4HV+h0fz9tUT6Em89rAagPrZ4Pymhi3dtF1qYm2Zaccphjqh3e7Id5Rf4pe2+VnDeLm5ylKcN/yjsw078v1sRfyp1/1R8eJj7Untis4T4JS3q4Bra1f8+o8KdNVK9cYS8BxdEQgg+yH26ttAqiic1Za3svCkJuyCpWFprGwRLKKdEb4+NxusR2Ft3UASOSpNFG83fJn6pRYs1FphYIAUhl4CjTg5hmLd61IkVvtGokx53K49UgHiXZB85HdeEQgihxq4jg6IlIGfb0s6BpEQiiMR+HZrpMVZvJaa8aTK9DQXc3suAVjDtvq54fF6xj9oEgHu3I4SNq4ylO0DZ/QPWKTRUnftuMx+Xlx7qUjVxLzdum5ky2SrGrtrC5SqPODyVlpQrtEyB5ezmCI2k02/bddJG0Wt7RMeGAfq3sH4pMsH+4SSYlzOknjCUXBAIg8ceN3hwi381Qvrv/zQURfmRapQuHxBDRDx6E/WkJgtQFjs0n6ukoT3pkVBOdLaL/RRPlwF6GJtjSBXeob9OCIXnai1OciVv6tXVjdfjiOjiA6bcKVL+PGvzolywRP0RZOWi1I2Zrd374qm/PssXY4K00ydYeJJps/E0fgBlWK17+4j5BOaoSROdn+N7sx91wfAw1/xqU5CPy2dxu4dbqDbDXKgM3bJFaAO4cH6Ynd2y3xZlhcEVy0ZDqqG4nV9w7DEPGidmka0ZmqEFv5c7FodmdUSS44PCSdaR2kCohox2PYeUBH5vkxNK/Oy8bOU6ghO2aIpso+pSLOLKJ5ljsd9NRXtFZm1Wu6jq3THdg+SU9pTvfhNGzebmrpDLLH2mXzxiwzgNq48LtpyVK8/cRhqY40nQite+1PHAVWT6XR98ICnNEIYZqVjcg2LXEp8ODfeH9ZyBuaQeZmigCjqQQfWDyHq6fS2Hysl3hgU1maGynKhCMSlsE9m7C9a0XaAlsWbVGHiTTrqto0k0uQbCI0lcXmuJu2l+NRulHVwyU6U8Xq54ex741ZCcJtRoifz04G71oRmkXC1sFvpbDxkBcNn4bIBw6sf+EoyjFKQ9+r7dI3Kgi8PEkSk7enUD3Sj9sDbQjOl+Cf3cD6F46i56UFmM+eUG2iC2tPdiL6QRH7X10kC1Ayg1Kfi0J5D9EGdvibKfiSBBfwFelg5WBgBj7WE/ReLw3Sg88zeQ3etSKu/1YExq1dxCaL8K4VEX9TQ+aEX3JM7wtS2r47mOFHEmioaZpT07QPNE37C/XfD2iadlm5xl/RNM2j/tyr/ntJ/X3/3Xz+4Osz0h4yU4nbodrJBxF8faYF41M3PQ+vhdyggh1Y5OmZvAZHroSdhwfFuM0ePs0i5Ay3QTsP6II1cSXTqIV1vPs//VtpG/nf5ZAIgSZaNYSmsgis0qHAyUM7D+gIrNalItQuTQtehVNtjFu7okWqJ+Ko9tCB5M/UEZz0kN7p6IhUYObxAYpnO/kg6gniRnElJebyXIHQ2BYZsPULc4RwNnQ5TF3JNG1jE3EYNxSBVVWw1SNk3pY8TZW9uPdg4LlkM5eXz8PYIl5McN6hpuuyCPEVKTG6HvZT9abIqrvxCBy5EgrjUWLwK6Kt06rDNi2JMstMeFH3asTE57berODAv7kK71oRxYMOBFbrIuItHfAglGwI8oitTpVEDJ7Ja7KdNQ+GJPCERKBERw2sNlAaBJwVG5mT7agGyVK0/rBfDifnMKV3V9r3fN8ddANz+9nwORC7XBasEz+w/JtNGrR7KXugNNGDhd/phXkwhH3LO6iFdTS89Dn1C3OITRbhTudQO/kgun5MEXHsyR3+8x04rbq0npvjDsnBtHUPKh2Nu73Vf/71t7iF/EcgwyVfXwPwdeUaLwD4vPrzzwMo2LY9CODr6uP+iq9CPR2G+iU3EIC0Q06rfoehmJ8q/GfO4cGWb1FRI/jmsi2a77ClxBmNiCG8mcvTbOXUGLn6leRB08kn+NSJT9JTW5Et7NQ6aaEiYRKeqlRmgPA+zDDTertJEV6g8t1hGLj1pdMiB+H5Fmu+tp4ews4DOjyT1+CcTsK4UUDX90hTZHX7hXHGYtJa0CVDWTlIlXl96+kh2sgqq9TtJw6j2tMu/k32igIQe451dpQM8bmScL5E/wY6xDq+dQlaOoPtZ44Q7jnSStl2WrtwDg/CeO0ySn0uaVtKBzzkOkitk2xBBY240zmYB0OC1AYguqbQm0lpTRu6C7WTD8rh2vvDbfiKTRSG3Kge6ZfQF83QUe1pR///uilgQae1C1+xibpPk58RE1q9a0XJv7RPjSF72C0PuNBUVgJ4K+0OhOds7H9nC/7NpvDso7O7KPU5sT1C7wFfsYnoB0VsjxAe/ODXSR5RD/tRaXfAWWmicIh8jdd+rweIhLD2uWFqk3UdsRen4d1uoO7TMPzNFDbH3bS93e9GdNrE+sN+ChTOlUTbZby/jFKfSypRpmH0vLQAzazg4Itb8GzXce13KQ088sH9abb+VraQmqbFATwF4M/Uf2sAHgXwqvqQva7xvW7yVwH8kvr4n3nZ9QYZr3U3JQyHPBKeaqfWSceiNFh77TWaWZEWj5OMGtkcEUKV3osHo4Cq0PQWa6xpmpRTmExLCo5zeFBmMZyWzfRRAAjcVMN1qwZ9vdxKolYDfYAO2OyxdgotjSrEcdGmp7alYIinxoS5H/2gKNoxDPWjMB7F5mO9ND9R1dHW00N0M0wnse+NWRFJ7sYj5BFMrcMRCSP6yjQJWwfaiBTa6RDryfZIQFKnd+MRAQnyEL2Zy1OLqyrOZi4vlAj7FLUvwfkSiUtV9iMfyo2FJaT+4DRik6TNcuXLCH/nkqjnnZUmVUBmhdT2aivcvDpPzHyVF1l4PAHkCsj/+ilpkVzJNAWfWDVU2h0wNpvYeMgrSUgrvzkMT97C1ukOdL6Vkhg1faOC0JtJZMfoZ+MrNgX9zPmW7nQOfS8syKEGAKFF9XCo2pJ+xHMszazAuFFAz0sL8G434Kw0KV9zJCAocLaWZU744c/U6SB6ZRrm8QEM/9NZACR/YMO61tsNfb2M4OszpOfaohOgeJAWEPqmDWeliZvP9VFYb5HoIbV2DQ3dJZFsDCFoRgJk5J68htBVJxo+B3H67/WyATTtu/v1C7ru9lj+BoD/DgBrbCMAtm3bZtZwGoTCgPrfFACovy+qj7/j0jTtC+xU30VVBp6NbE4IChyokTnZLmgcgJTprMjndoaBh/VHxyUgledZmq7Lmp63ao6jIySPUJ9zeyTQ4oelM0h9Ikg37aPjKB3wyGbPu1akLSXbXxQorzGWkJtj+StjLaqAejr6ik0CK6roN1e+3GqH1bp/r0+R//+OSBjrD/vhqtoojKhlhfo4T55Mzt41CpGwDR9tp2ZWxF/orFIl4MlbUuFwvJfV7RcBbbWnnTyHxwcEW8OgSEARHJShmBOb6mEaQmtpYoDxjSf0CzWAr7TTvK+huyVo1nz2BMlDotQ+OqN0oIbeTMI2LfiKTWlfVz8/TPNOs4LATWrZGZNMbHmbknsGaRmBoX4aHTxANJKu76WEQKuvl0lKoX6W5cNdpP0L+6lFTK2LTg2ABHNkx0j7VT7cBeQKWPvcMLKHKVVIs2rY6VWp5bmSYNC7v30VDZ8D3u2GBM5qhi5LBU4Q53mvZujofCuF6LSJhu4i+UWugI7ziygd8CA6u4vqkX7kRp3wzqwgOrsrBnBuvwFyANweaENjLEGV443CfQu2/VvXQmqa9kkAm7ZtT+3945/yofZd/F3rD2z72+xUd7WFJBuxem5CynlGyEj6MBNXAfKlqUxIROjg0HTSKnErCEBoEQ3ddYc3UUtn5EndyOZoJW34YKfWUU+RjQ0FAAAgAElEQVTEceDlVdqCKSEhgxQbC0swbqj0oaMj8jmdFsWVVY/048BfmLL+341HUD3STyv3oX6yfSj8ClMwNENH4MoaNp7qxfZIAKGpLLJHvDSziwQQSjYQnC9h4DUTtRAlhBs3CiL2ZXwLJxvJ92jV0PHeFs1NFGW0kc2h1q6JP0/r7SYz88yKGLj1C3MUXae7BU2kr5fJapOICyssO2aQUV2x6mMv0jxu6+khsUsxESE/qqFwyKCbdjopyGSWfsjGTI0GPNt1qrrMCvRNGxtP9aKSiKF0wCPeRG6LA0vA8rMGBr+VAkDykfLhLlQDGpzDNP+MflBEqc8Jzaph/ztkLLd1j0g8OLno9hOHKYcgX0ZwvgSrU4OrYlMI8tV5Yu/rOjxFGwdeXkW504GVz3Si94fbtFxIpQlT3kXwREYJeWdWRNcWuLIG/cIc/LMbyJxsFycAJ4nz+9KRK1HsXSSE6AdFlGOU4H3g/DYQCWHjITKUV9odCLw8Sb7KIY8kGrnyZVTaHdgZjUgs4L1eH7UW8m6ErA8B+BXlU/IBCIAqsqCmaS5VZcUBKPQD0gB6AaQ1TXMBaAeQ/8lP27q0HQqxaALi72uCKq2GEj/q62VY5yZEQFpVvzcPhloZfoJhNsRgzZfTIjlDUw3NGZzYUAedYJOVebl8fAA43EXtaF6Zty1L4r44A7A+chKBlyfhtMim40tmaEhsGCg8nkDozSRcgMpG3IWWJj554MoaHUJqnlYN64hNFmXOEZ2p0gCW/61uAuIZyTRWPz+MvhdamZCegkopT2fkMN8reuU5E/PQYpdJK8WGbgz1w6FTYGqlpx1ewwdnrgDky7CH+lHupuqEU7xtgzhXgdUQbXSV6FO/MIebTwfh3qGlSBsS0C5Ni1pc0ETqZ1JPEFIZhgHricPYp+Z6mlUTe9LmY70ojACheao4O2ZWFBffJXjmwM0arE4vbMvCzaf70Dm1C2dFERnMCjx5Cu7ovrAtqd+h6+R84Kq/wxoUW1Ll5IPk10xncODlEi0jDB3O3m70vbAAG4Cv2EQzEpD0ds2if+vmH5xG/K0yHSAKjnnzuT4ceHkVtmXBl8xg46lexCYD2FWUj/yZOLzbDVX57eL2E4ehb1CrzVhtzaqh862U2KE2x4PySrqqNuxTY9gYM9DwaUj/kgeD36KfPVuamHh7r9cvcsN4N9dfWYHZtv3PbNuO27bdD+C/BvC2bdu/BuAdAJ9WH7bXNb7XTf5p9fE/97vWPG4SfCoeGA/gucJqmiaFShTI4+Y4OkLVTk+7aLZ4mO3qjd+hpmdZxd6gD45k09KZ1rZNbShZLlCOuWDcKJCoVB0Mmk6VkrPShHM6CX2jImQE27REYsFvlvC7aUH5WF0+MREHrqy1aBa5PLZHAvAlM5IhySQEthM1dBcKQ24s/EYbdh4eRHR2V7aW5rMnJNKs8HhC5ky+ZEZ0a2zw3nl4ULAz9VRaZoU8dC+MR2XZUU/EyT6ku+kweDMJc78bS1/slZALfb0syw2e1cXfKiM6U6WDWwWvNnN5CQ1mE/XtgTY4p5OonpvA+heOInBljewzYV02hlaXD6HrJoa/mZIZJcsIfMkMkVmV9qv3h9vQdB2dU7sSbswb0YbuxtbnTTFoh66TQ4C5bvzeKU30QOvtpmrJoqq7kiDzORvWeQnCX6/T2oUrX4Z5kBDlkbkGXMk00o+RILmhu6k6A1WmlUQMXd9Lwer2I3PCj1rQBVfFphSjZBrZY+3Yt7wjLTP/bHhDXRii8N1awIY/BcQmiwjOl1A4ZCA6bSJ2uQw/FaJCGHFWmnekxv+Nr/tIo7hf172sJn4fwD/WNG0JNON6Qf35CwAi6s//Mf4KpjVAOB0WbfJMyzZ8goZmtDRzl5pX58km8/YU4acjtHW0T43JsJ03koxSseMxQclsPT1EM7Y9QbkY6r8jTzL6yjTqYQLFMaN/N04bTP/shthkOFpMM3TcfDpIh696s+TPxLHyGbrZGSHDm1NNp83Z9jNHEJynqqvtQ0sEq5yRCZDPzzxu4sF/tUbth6o4Ga2MRcLPcHQYEzy0dAb1sB8HXl6Fd2ZFhLV7Mwb2bmRDU9mWQBe0pbz5SVJ22/EYtZ0pCAIbICEsux5YA+ZdK5LwU/lKeTjO7W1hPIq2i0uwzo7SQFyRKjSdmGys+QpcWYMrmUZpokfmjdxeVRIx8Rb6khk0dHoIego1+R64Pdx5QEfHCwZB/95fJqx1WJf3Wj2VRj3sR+DKGnZGI9LalyZ6KFy4m/4NXurIdlYtlJj15l0rSgLTgfPbCFxZk4WKbVnoOL8oszXj/WV0f/sq2i4uiSsAEUo3YlLH3gWN6+0p7Dygw1ui0yE0D/g3m0j+Wru0oQ3dBXc6Jx+z/KsUqsIOjnu9SMhq39WvX9T11zrAbNu+YNv2J9Xvl23bPm7b9qBt279q23ZV/XlF/feg+vvlu/nc2qVp1B8dR/XchKy4G9lcK3l6eBDG+8to+9ASJb59akye2BjqpyfqUL8w9femGjERoZHNUYgD/92laVJ/K6GnDOYNnSihSdJiMXufZRiu3vgdBmDz+ADib5Vl+2mdHUXdq+HA+W1ilKlqoB72i6gTIP0bz+v4aX7j+Q566ve0Q+vtRi3kQeIPb9P/P0U4GKvLR6C84wMyx2K4onM6SVWMaUnLp+m6IJWbpimHin1qDObxAUEDOXIlCodVXyvPlRy5kuRk1lNpbJ3uQPLX2onTrjZgvmSGjO25AkJTWUrljkao9VUtevaz9KCqHumX7Wc97EdjYQnX/gWhoVlgyg+efW/MCrxS6+0mZr/PgcCVNbjTOezGI1h+1mjlI+zh4Dd0t2CBaiGySFXPTRAJY3hQAlQKhwyBK/JrFLiyhmaEYuRuPteH6rkJVM9NkJRBZRU0r85j+5kj9Fqm1pF5fgzrD/vJUpZK0yZ1mwJoKbloVx6y288cocT21DrSv0SVMwuZOQzGadXl4eqq2Ai+PoO2i0uIflBE28UlhOYBb8lGaaIH2SNe5M/EEZrKkipf5eJsjwTuTwUG0Gznbn79gq6PhBIfoBvJu1aUPMG9liJ+8rHNhJODnNauKLZvD7TRE3FxRSwjEghrkk/Ru1ZsscKUDcc5TGU+HzzSUsZjuPVIBzHDlEqdmWPVcxN0iL09RW2n7oF/dgPudE42Qc5KEx3nF+nrUodw5qRivvdSJD1DC1l+AQDIFeAuaaiFdap8dI+0y6WJHvlY47XLQr5Ye7KTYIyRsJAlnMODqJ18kKpGdWgar12Ww5fRQ06LaJ2ut6ck/ZvQy5QHaRs+NHS3sOU1qwaHYaDzrRQO/IBaeg5WrSRiWPlMJwqPJ2jZoZYaWFwR8KQ/U5dhs9bbTdmT0xRdd+ifEH3D6vKhMB5VMgm3DNYb2Rx2RiMIrNZRjpF8gFvx0Dy1gI2FJWw81Yvy4S4hP2yd7iCyxPvLqCRihCE/OgLzYIi4XoaO0HWTHl4mVWn1R8fpUDjWDs2qoe/1TVSDTngKNZQ7yeCdP0NbbuPWrljJQos1RGd3ZQvOglyr20+kFN0tXYB3u0EJ4p8dQ3jOpvmbWjjwe9aVL2N7JICNp3rJraCyMRd+o41U/l7AVbERuLKGnpcWkP1kBbce6YBxaxfRV6bl9b4j/f0err/VFdh/yUu7NN3q+XOFFstrb4Samjk4p5NUeSh0jnetiMCVNaEysOGZ39wABDHdyOZIWqHKdA574B8wzz0411HfqAgni3HT/tkNmaMxsK8ZCWDhd3pFz+V6e0rivmonH4Rxo4DtEVKi24aPZmpq64Zcgd6cCnNdidokKE1npDL05C0x8ubPtPyVzkoTPS8tyJbJadWh6bSqZw1V4ZAhOjVXb1yM0Zy008zlUT03QbMyhfPmHIHVZzpl5sSvl2boQmDVersR/xG1vN61Ih74d6sIvUmzLRbT8sfbhg/6hTlJ5WGe1s0vH6X5XTyGtotL2PfGLKFqDobgSqYpsUdRSJih1nF+kZYUEfqY0HVTzNX739mivMU8bU5D103Be3vXivSzVj/H+HdXsfX0ECGyVeWOCOGr9y3vwJ8hrPPOaATBeZJmOKvkN3RVbEEpab3d5BB4ewr6hTnUwjo+/Ad9EuZrvL+MwuMJuPJlbD09JIG6tSAtFOpeTZKFGrpbAoI5mxQAqexzBbiSafS9QT5I/2YTpT4nduMRrPzmMOw1XUixWm+36N3uyxD//2MzsPt6cWt2h2ocVF0wHvrG7w6RXktFe0kEW65AFRIvAHIl8fDt/fysHxPeVq4Az+Q1BK6sUfuj/JLemRXJdXQl0wICZN8ft2QSCQYAixRZrxkU9rr2+6dpPpSmYXI97IejSsk+a092UkWpOPWNbI7QyorRn/hqK/xWsNK5knCyjFu78m9714gm6p1ZwW48Ale+TDMdnyaBHx3nF6XN4WoWUJWscjEY7y8jlGy0CLHqhu97fbNFRB2NoBZ0CcnW1j1oLCyR5zLogmZWUJrokTQlR64kyw+RezCvbJsCZ839FPtVPOig1GrljdwZjcD7/StSdTsMA9UealmrR8gL2czl6ecYCdHQW6ewYqbpVnva4clTG83izq3THVT9KWtVMxKguZOhi7DYTq0LasdTqEGzauKFbfvQQsd7W/BMXiNngUlmeZZkbH3xFC0C1oronKKtajXoxOrnhwmRPRpBx3tb8M9uUIZlwgl3OkeLhSrw4TPksqgGnQjcrMkDqeHTEFrcpdcjEiK/7eQ1OCtNlHtsmT8OfW0Rtu4RbRhz3e5PC/m32Av5X/LSHA45bLxrRRJ5Ks9gzw825e8O/IWJakDJzBZXUHrupKBxnNEIUS2fOSJ6rr2BtvUEzYsauptsN2ruxJtPqdbUcPr2E4fl8Kgn4hLTJhRTFZPWyOZIHqHY+3z1/slVgSwaNwpwWrvo+IB+sN0XtlsmaKsG89kTlB5t1Qg8qESpfPNWj5C+iGUh3rWizMs4MZqFwFunO2ReYh4fwPrZIPkmp7JAroDScyepalT5i/y9NLI52qxZNfhnN1ptu2p/N57qhWe7LoQLO7UOLZ1B6bmT0Hq70TZHxFNnhYSTrCvjJCE7Hmsd5LmS6KK4Yo3MNVALUYAFV8P1R8fl54ShfhKtLiyhdMAjUMjm1XnceL5DfJ4MMCwd8GDjIS+aV+db1rR0hkJjF2uCLGrobvq93ppnYqgf7nQOi/+wA1YXVZ1ipFYb36ZpSpYBD/UbuhvOKm0Mqz3t8BQIix1+N43Ylargoqs97Vj6Yi+MW7vo/eG2fM2uqg33Dt2SXHU5p5O0TWyjwf/2CB3E7jTlKvhnNxBSL5E/baN6pJ9GFZUmgvMl2PEYMifb7w8TH/jIAQ0/EgcYPK2IdDu1jq3THVTl/GftpCtfpvJYiR3D76aFi67p9AQNzhP3StC/qs1zp0nh78qXRQnOh2QjmxPDNAtZWTVvmxa9iTimTfGsmJ3vMAwZoO/GI9IyOCJhEo6O0TxIS2cQejMpWBcxlZsVGK9dpvZRbbOaV+dpppUrSXCs8OxVZQEo94GipzqH6SZkq5Px2mXo62V0X9imsFWzgnoiTiGp6nti7DAH5+7GI+IjNZ89AWc0QnTcdEbwx568heyYISbu0FQWq8/QDK4WdNFsLbXewuJYdUJuWzXsW96B09oV6wuLYrmaKcdcwtMiFHKdrF1X5wn89/0rKD13kkJErFZQ8cEXt+jGVkuLzcd6aUZ3fpsItroLtTDNnW4PtOHWb1XosDYrqIXIiM2p3UyWKE30oOtSU33NFODBn8eOx0g6Y5A0RhTwXT64qjaZz/eY2m3LgtOqC77Hu1aEPwXUgsTH33lAF0x2w0NKekSIYtsYS0BLZ9A5tYudhwcRmspKNVVJ0Gad56n+TB3emRWEFmso9dHX6siVEFitY+Ohj1aw7f26PhIHmF2pUqL1o+Nomib5+RaWhIneyJKnsNrTjuRX94neig8cGYIP9ctMh1HPzAOrp9KSYu1KptF2UVEsFlfgjEaIr6REhDsP6JJTyclG7Jusp2grqa+Xkf/1UyS2VX7Jhu5C28UlGRY7o9TSOYcHaSnw6SGaASmsNUAyBP49V4r8/Ww+1ispz1KhzqzAO7NCX69KHTePD0ighneGKlP71Ji80b1rRVJ4K+0TJzvpGxSiwdu+hu4SPRdv4zq+dYk2d0f6URgismpssig+Qlv3CF103/KOHPI838uc8GPnAV1CfmthnYImlM7Lae1SJmVqHeHvXCLzt2XB6vJRhZgryCEEQKLk7HiMflYPD1K7ud2QyjX8nUuop4go0tCJv+XJW4TiAbD/T31SsTkrTeSONWVmyIfMvuUdJW+gCDfejPqSGSz8Rps8VEsTPfBuN0TyEpynh5N+YY7sWl0+kpSoz8ESGIBoFe50jpKL5ktwWnXE36lLpUpDfxfM4wPQL8xR5auTE4O32KvPdEp0X8PnkDlfdNoU+YR+YQ7huftUFX1cgf30a+vpoVY6tGLON7I5pD/VBwBiV2m7qGP9bFDKaAAyrwJom4mhfhp+5wrUwkjsu1vEqpqu36E9C3/nErLH2tF2cYlsRafGiL2ldGZ8qJjPnqDorqvzdENEQqLOrwVdEhfvmbwmrWe1h2il+9/ZQub5MWQ/OwbvzAoWfqdX7CHcwriSadipdVSP9JN4U4X4WmdH5aBrZHPoeG8LtmmJMhsgGYZ5fADGLXVQ7dGkaekMzdCUfKQ0QdZV71pRhYC4hfrBr+vW00OEulYt2F5CBgtlqQ1zCTWD6bT1sB+3HulA94VtsvRUmhI02/kWSTP4gKgFXZIyVepzShsfmsqieqQf2TGDDk/DaG2nF1eIMqLaWk+hJtTZ6rkJ2KfG4EtmUBiiBxm3q+VOB3xJEsyaxwfgnVlBzwX1Jhzqx85oBKufUUnayujvHB4UCGL+TByD/0kJWlWI7+pnmrjxfAfF5eVKwn4Lv0twSrPT0Xqv6W5sne6At2RLJe20dgXTBLSCOKpH+uGZvIZyzNVCGeluOK1dhL9zCbWgC30vLGDtyU6UDnjkoVMYj2L5WWLoWd1+OCJhkZLc8/XxEP+nXx3vbUkrA0A2f/u/8Z4cEJpOQr6elxZaN2ZvN80gVPoNAIpAM0059DSrRrIL9QZhnI1zOkmt5qPjcEYj6Di/iMLjCdEnlQ93AYsrtHlTbPt9b8yKRSf8Ls2k2i4uwfX2FLWCVo02qoaOWshzhxzE1j2ITRblBh762iI6zi8K3ZS/R573sAAyNJWlpBlFfhBTuxoW85ZOS2dEhS7OApWC08jmWkN7w6DtqPIDst6Nk5B4htj5VgqliR6iRAx5SBqgtm75M+RkQK4g/jtHJEybM7UR3f8qyUhik0XZRmqGLmJd82AIhUMGNk5RiGzh8QSiM1UUxqMkAl1YgtOqIzptwluyKRHp5INi2OaFi7mf2rDdeEQEm658WeGZ61KlNsYSdyQBGTcKsnAwXrtMf/baZTz4Bxl5z7DDgqUPZifdMjujEUmQir3pxsEXt2Te58qXsTMaoco2tQ5js4layEMbTGsXHecXUfdq8OQt3Hyujzaa+TIW/mfaVltdPhWFV0djLIGO8/Q1O61dSmNXLDuA5rPRmarQfc2DIYSmsjjwg5oAFnl7fD8urdm8q1+/qOsjcYDVuvxIfnWf4G80vVWB8cV4l+B8SVJgmBnPeJud0YgM1IGWBIMTbmQoH/ZLuo95kEpuDtENvj6D208clnZKM3RRYTPOmTU+TFbYa5Rl0gUiIRJ5AsLlypxsRy1MMo16Ii4bOk+hhtVnOmGfGsOH/6CPDqL1ssgmzIMhhN9NI//rp2CblliG6mE/tYBX51F67iQNo3u7sRuPtFbye/jz3MoBZHj2fv8KVQxqUM+EjcJ4FI5ImDRkPg3mwRD8m02xOhnvL8O4RRUCIiHsf3URtaCLNnrvbVEld2kaiISw741ZwiRFQkI0ZQ78zV/R4Cs2hUTKr5WrYgt9xJVMoxbyoO1DCxsPqbSjRVoA2KYFREKSmO1OU0VX6mvN/PT1MvJn4oTx1l1i5/HOrEi8W8PnQOm5k7g90IbquQlJ0gagRgNu1BNxbP+yBWfFxs4DJI8R2qxXI5G0zyEiVGelie1njkglpl+YQ2gqK9vmhpd+Bp6iDe9akbRq17yyCMpMeNHQXXQYPjyI5K+14/ZAG7KfpL/Pn4lLxcVtL5M07NQ6PJPXkD3WjvyZOFaf6ZSglnu6bNw3IaumaX+uadqmpmn/z54/C2ua9pcKkvqXmqaF/qrP85E4wDwbZRjvk7XFOTwI2/CJUtxhGGLn4SDS0kTPHYfb1hdPobGwROypgTZZ8wMkSK0/Oi5PLIdhULWhKg4O/AAgw9i2uRxcb0/BOjtKtIRcnuQXiizKlyNHHjSWYOz9e95EaQbN8NouLtFcQs1ZuJLhIby+Satw35aNeiJO9M50RhDVzUgA4e9cAob6KZVc0TQ4do4V2sgV0NBdiE0WZYHBBFYA8v3ue2NWvufayQcFOWSfGpN2o6G7UPdq0NfLpPp+Myk3tndmBQ2fQ+CSbReXhIjBYl2+GroLjYUl6OtlsYjFJov4w7Ov0Y1nWdh8rBfhd9PYeXgQa79SR+b5MQI9PkwOjFrIgwPnt1vVl0qU4tla4OVJlA93oXCIDM0cMKtZNQRfn6FZW9CFwM1a67D8/hWil1QIVsh8/ODrM+KDZXLr0n/jQ6PmRODZDTmIEKEKMvpBUTyKAIBICKU+F7aOaSiMRwllrl5/XpywxrDcS++V0HUTniL93b7lHfT+cBsNnwPVnna0zeVw8PcuwbNdx+D/QKbxnV76O4ZDOq06rLOjlM5k0M+yNEj/Hn/ee7003J2I9S6FrP8OwBP/2Z/9UwA/UpDUH+EubIgfiQNMcxBy12EYpOkK+7HxkEtCYLVL02Ql0T3YeKoXbRepynEYBuqpNPa/uijbxLa5HIzXLksqtiNXogprDzuMFwOMeOZko9BUFsk/HMPW6Q44hwcFeaIZumwGeWBaSdDWMnTdxOLXokSUUGU6CW7rpG6Px2ioruZwy18ZkxRrO7Uu8y5uE/a/ukibunYHCo8n6EZScgdizrvF6K71dmPlN4cl2JUZ8568RVYrJZjlQ7jtQwurnx+GIxJG6rePwnF0RNFL69L6aJem7zikAjdrsg3denqIWhLlIa0GncBQP7ZOd8hrytVR/gzpsRyRMLWYw4PU9qtQkVpYx38/+XeRPezG1tND8l5ou7gEu+JE6SDgz9TloK0GCYWDxRVsjwRokH5pmrbQkYDgvBtekqkI+WM0IrDMSrsDnrwlW1BnNIL8mTiclSaWP+OEf3aDOPWKYtt2kZYzyBUQm9TQ153DfxXaaC0NAEQ/KFKoxquLNNPz0gzK+ckcOj6wsXVMEx8uz8yYDFsLeeCsaCgM0VLKWYVsNhu6Gw2fA6v/sCHcNXM/QR1LEz0SHjz/lW74ZzeQfoyi99rmaKPuSqZx8MUtlFXLy9XiPV/3aYhv2/ZF/CSlZi8MdS8k9WdeH4kDDA4NtZCHZj9Z2swcfJFEoZkThAN2JdPYHglg/ztbNIRPZ1oAQAUF3Fsdab3dLYihUuCzaNM2fEITtQ2fHIaF8Sh8WQ2h62QPYnuRUGCzlNHombwmwSCufBnua8TFMve7ZQDd0F0S4RZ+Nw2r2y/MKpYA3PzyUbq5fA6RSyASQvZYO3zFJm23zIqIPBu6G658mWZmaijs27JFigCQbIEHyUx18BRqWP/CUbiSafT+cBv5M3EhJAB0I3EbCRDSqJnLE48+T/KQ7LF2RD8oIn/m/23v3YPbus48wd8BQAD3QgTxIimSAElRAilRJVJujSzKHmtlR6PYctzrtb1xt9vjStazaWe6p8dTqZnurlR6diqd6snuzibbM13JZJNudyrtXiex19PyKx7H1sobiZJGY5FqSuJDFB8gKZB4ERRwARDA2T++cz5S8UuJaIuq4VeFkgiC4AHvved+j98jzHd6/9kEKkbNiviiaXJ2BACJXhOFaCMafzjAINdiD/X38ptrsP3PFgkoCxJw1DAU/zk7XB1ZFH12VhbRyPxKL0kUbXm5vDLUMAiGI/IF1H/3JKxmD+mfGQaj860mtyI81/DfSpf+zpQF/zk7TRSzkgY5SrZHl16Bd2OYmg1i4M92kxqJMrvl6R+o1G/sX0TZJeB4ns7N+vdIbFGLKIp8AfUnFjB/KAJ7oYrfeOACchFlfFyUK2bEBjEBov/mGvE0z11A4N0Yy2NX3DakO51o+zuJ8nQM7T+ex5WHCbw6e9CHmSe7cPmpevzXP/kOmegGP7Yau7G48Q0spAVL1eNLN/DujVLKOfo1cg5Aw8f9wLrYwKSLuISaZ6d7W8WedlI+gGrgZyoEIlTgRu0ypENvMKuf0+YRNtNkvafVfSH9ftV8Hv43RxE6v4z0dtqQqkEvKY6aBpdEFcPBk0z7wCjKAQ+aflGE4+2z3NQv9rQTRzMaZn0zZ7qEttdLKyh3AFuem+IeWMUgZ52r9ypZZEWZqSZTqLusLMZUk92ZLrFL0eafjjCJndy9HWxM4oiESe3UWoY5XyW55pEJAo+OTAAjEwRlKFRR6Y2SKqtpElYtGCAIiUXuSP5LpNnmylRgHBsiE4skNZzje13sHK4xW4F3Y2jsX2Td/2rQy8MOz/k5xuvlt5JYn6Y9bRpfQmP/Ilq/LlF2CcbrLe0MItdIPSE95a24bRB50mXTngByfy/ZkqUsxB5tZQkfZ6aM3K4myjIVB9M9God5dRmJO+qQ6absJfBujDe2mlgS6T0hVBJJ5HY1ofFN2igTu8iMVsNWij47Qx3ifXXwxMuovWLBlakgtZNknzN9hOjXE9r6oyNwDU7gxMhWtL2SZ6aEVlbRAxs+j/f3rrQb5gpId5KWmOf8HOxdBCWpWbLB/+YozPkqWl6fR8dPFnGk5zPItzLd5+0AACAASURBVFTWJgP71XpgCS1Yqh7fu/kFvD/WxQYminRgZx5oWOEdqpH7ahNXrXygo9jTzs7cOvTFrBv65YCHG/vl6Rjpsyv5Yo27uvrsXQyTcL12BqEXBuAeJdiBlqpZDgeRfaKPDDUUAVxEmqkPNbMI2+5uwm3lC3xH1koQ1WQKdmsZTX96meEEsUdbWTLFanIjvd2Ea4Zst6TpZvUGnXHYdnevWMSNxhB7tBX5Ozvo76Hckmwmvcf4/0glymrIge9ClkCQwQCEaZDCbW+Usw1xcgCuwQlMfmU3POfnOMurDI/BfzZBWZplsRqt1SCQv7MDZbdA68vzSHfWsNmv1hvT9KfVRGJHJMwYJgAM3BWmoYQKa2BLZjkL1SWk98wMSnUrBh3X7t+FXKMDqXvCMOYKWLirnjZcpaKLkQmEBovkm6gECos+O/cmXZkKqkHSYas/sYAd/xsBW3WDHyCcoe9ClvTnLpPChr1QJdyb8moo9lBPsuK2AZ3tLHCo46uP/gRzd7uw5YdgXOPSFoNL++D/68T4IybifRLe5/shp2ep96om7/mtftSfWGDT4/ThKEp+J1pen8eVp8ClOgA0/YImkb4LWdULrYEMN6L1jSqdK2sQn/AUMi6EaAIA9e/8x/3AutjA4HCgkkgi/OLUdcoMugS0mSZnS0imud/lTFk8tWGpaaVMqid4FcOxoh8WoclNJZHkbK8mlkTLj4ZpMqleo9VK5w9F6IJXDXPv8/3YNL5E4/2BUd44Rb6A6rkLZAWXTMG8nGaLNjk9i0pvFIk76pB+fBNvbi2v07GxW8uEFfocZSTa1ELDIEp+2rTY1zFGmLHQYBG5RgeXiSW/k6eu2747zeoIuumt4SDVICHWPefn4BiNsW2cRvK3/btzfLNwpHJcWmuQpNZFq52usryRNJzY/O0TtIGoNcj9vawW4ZpZ5GOgdbGsZrJWK0eJmH75X3TCbi0jdshDyqWLVTgzZUz/s92MZm/50TBlWycHUKgjY+CyS8CRyhHpen8vWcMd2QthGgz61VCawLsxLgnN0+MMp9HHirGECstXE0uyhlmxpY6msSqjRmc7Gau4bajm83Bmyvzayd8U5DKVLuFvf+swIl8/QdAWJRnte3kQxZY6cjdfrKLzmyPY/hdJppfp32E108Y09XAD/JdIiFI7I4l8Ab5+J5YiNgb55hodmHq6i4c/S1sIia9lrW8+brB8/PWBrKvFUFeLpH5orIsNTBaKnHVVhsfI0eWpXrYO0/AHANwoBsAyN6u/j2SaIAojEwQ2VaKHwiqtIPQjYcjpWTJ8VWEfGGVsmbQs4rEpWk76cJR1rGzJLJ9ogELPT8dIm6xvBzIP96DYUgf7wCjf/XUJthwOsuCe3nhFLE6k23frGPMlDMqQbKYJ8/Q4Zp7sokmhOjGl6Ybj7bMIvbfIZaLn/BzL2ujQGZAOx9tnaboZaWbISnZvCwFVlVdhqW8HFp7ZT3d1VXaYV5cJ46awcBo9rrOJax21NKVVzADtZeAanGDIB7Bik6dLa03lSd0TRtMvyhh+1kDFTeBgjctq/cEw0ttNhmB4z8zAZpoo1QmYp8fZ/ENvuADYVk6GG5G/swMTX+5iNySAhhMI+kkr/sheInufu0Du6MqkY7XlW7yPIBJaINExSpg78zKZisj9vazaGjvkgTNpZ2jH7EEfikf2YuwZYlWIWBzobGd1j9qhJIo9VDEkHu/l9kLtcfJeMGZzaHt+isnqeh25XU2wF4HGM0Weqma3keXb0oFtLAGulSjWQtCQQKprs4EJIf4WwEkAXUKImBDiaQD/FsA/EkKMAvhH6uuPjHWxgQG0MVV6o1TemW4yiBiZWJm4mcYKPKKznRUqHJEwq6rau7ZB5smpR7+XntxVhscooxuZoLutFqzTNJreKN+B83d2wJHKkYHEkb3wXcgSvkl7SoLu0nqIYA8FybrLKmMpYmMOG6AaxGcTTOOxW8vUZLcszrT8b44SZ1EJOGqKS6lvB2S4Ec3HMnCmLCwd2AbP+Tlc+mPqVVWMGlIrVf6W4Z9TM117JUrTzeu1Du5E8che5gDadncj/8g++lqZ41YSSbhH4/DMV1ETowtLZzK6pKkYNTQEsZaR29UE/9kEN8rL0TAK0Ub2MNRcSW1Xt7QzyFmrpvJU3DYmdLsvu7D33os0xQsF2dgWAGPqsntbYB3cicZTORR72rFpfInML+6t51JKnBzgPql5ehztP57H/KEIEdDzBdJ0ayHpZuPYEPVSd3ezoKFWCQHAvo0aYlEKGIx/k9Oz1D9UHEkAaDi7jPDPS0xjanl9HubpcQSGJES+gKuPdcJq9tBAQ7mJ5zfThNQ7WWKFDABAMo3Jh3wM0E3dQ0bE+qakAdG5XU0o1NkQ/nkJ5ulxODNlcp/qccE1s8j4vTWJNcKBSSl/W0rZJKWsUZL1P5BSJqWUn5FSRtW/H+mlAayjDcweCjL4UTtw6yxn+mt3sVqCIxJmgTx71zbKwE5eLz8j8gUsbSHlCBGLU19E6eJr3abyfXt4w9L0DO0q4zk/B2k4Efirk3TijkwQQFFJ6ujyQYMthUEu3OLkABrPFCnzU/bxWiRPX9BaO0xnInryWj13gUufYg/doZ39F1kIz2r2YNP4EqpBL7b/2SKTxb1nZuhzq4xOCwQCNH3Vk9lsqwNzdzsY9a9hBcth0jVDkJyhlsNB1A6RMKPW25J5izMicXIASKYxe9CH2L009dIEaHGSeofm6XFUg2TyOvNAA/J3dpCM9FByBav0SzZf5ulxNJxdxpl3dtDE8c4ONrYNvbfIZV6hzsZo9Yrbhuq5CyhEG9lpaLXPgXYBKgc8qD+xQDcEy1qhTSmj3nI0DKvZQ2Wtmj6TF0ENO4UnelwYfpZEJp39F1EOeJB4vFcpjRCJuuRzkMxNisyHK24b8lv9KPa0w382gUK0Ed6pMub3kM+A1sP3vzmK0AsDcM0sqo2vBjNPdpHFYExyKVt7hbwvNV5Rl+fm6XH2fSSRyjJR0QYJauF/c5T9AG42NgQNPyS0gYe+EHW2VQ16Efn6CQBg+IFG5a8mcq821QBo7H3t/l2E91IKqgiSk7ZWBNACiI5UjpvHC8/sJ517qwR7FwEZbcEA6k8srGysirKjQarVZArGsSGU79tDpGGlxDn3YIQzyvlDEUJWj8aYM6iNRq4+exdJ3Kj+mLP/Ip2kne3sQm3M5ggaEIszZcXetY1llqXpJj7cFfpaN22FYTABe9t3pynjMJxwjMZIo10pbWhLNi3RE3g3xoj0Ut8OpL64nxrG9+1B+nCUEOQdWfguEM7OmKOsbu7BCGVuFk1cwy9OwfXaGbgyFSqtleWX7r05M2WCtuQpG2t7Jc+6X6vR47FDtMHUHx0hpLmSpmHVXaWKC2DFqEMJE1YMByuj6umxI5XDzJNdpA673STfSrcNIhZniRwNFZGmG96pCjXiAb551J9YoPJfyT/ZC1W6EY6QL6fn/BzMy6TSIQ0CunrOzyE4RIa43jMzmN9jw8gfdqLSG1UDpzLGftcB/8gyK29c+GozOzFpGlKukUjeC3fVUzWgJL0BsJzQ5ANOxt1p1P5NxwaZ+/0hHPaVE9F0k+TxS6e4fNCa9Lo/UEkkSfteSdtoUw7tFZnb1UTATU21eO0MbXRJ0uVyvH0WSKZXOIjqeWm6ERrIs0x0ZXhsZbyt1qGF/iq9UaY8AdQLc4/GkbijjgGkTa9OoxwNI70nRDZebhtt1MEAASSDfsT76tDyo2FGs6cPk3Gt/81RxPvq4J2q0B1dSUwLgzhyWiUUAJWi07PkX3lygJ+3BQOYezDCygy6dNYOziN/2EnQi94oEaGVwWs16EVuVxPMq8twpksY/zyJ6wXejbFBbsUFeF+spdJJqYTq3uTc3S4s3FUPZ5osw7SLlOPtswTwHV3RNsu2UQ9MRJpp0ugnt/CJzzewc/j0Z33wxOiiKEfptXqz15mizog1gV6XYXqYI/MWZ376vGk+luEs3JWpIB21sxGx/nktFaQzXR32rm1kxKvwaWwoos4FfTNlAxNlTVdNpoiE3n8R1aAX4Z+X2O8zdsgDq8mNxjdrMPmbAq5MBVcf68T275Ifgj7+nngZofco86q4qIKYfKKVb7yTT7Si4a1p+C+Ab2QanHxTISVQqd7Y41OKdbGByXKFG8haskbu773O8ksL+mk4g27KA2AtfBFpZoAnOts5Q1uNC9MkXQCURa1qpue3+iFODnBWZ+/axrQaaThpkmZRpseW7lAnrHJE8l/KX4e5sQ+MMpXFc36OzSkSPS6a3ilg7sTnG1BJJEkxYVcTECRQpDFXoF5Xm5M2IfWZSwFjxWhWbejxvS5kn+gjDatCFbldTcRSME2SuI7FkX9kHwE2ZxbR9efTXFrrz6J7dPpiLPkJLHn19whiQCTjZTS9Og1XpoLKHyWRv7ODydJNr04jOFSBd5JswlyZCiPPHZEwK2bI/b3I7m1BqU6g6CW+5eQTrUw3av/xPPfbmo+vNOcrhoNdtrXdm5aqrvRG6UZkWbCaPXQ8lcdk/KlesrPLW0wN08eu/sQC7IUqIj/LsMnutY5aODNltL48z/xJZ/9FVm2d+HwDOZzvJNMS2+5uMk0ZIWrXtY5aMiV+c5QYFafHUfQKntJqExXOutMltB3NcK8t/CYpeHjmqxAW4f5070sLGy481ImKmyae/tEKlb7JNOxF2tgb3ppGttVBDuSNa6AHBmxkYB8WxZ52QpEryITdWmYZYN0vse3uJi0vNbrXmDFbMMAnhn1glDamWJyhFcI0WJFBm4PowUB5WulLKWiBzTQZ6Kr/1bI0cn8v96s00FBEmmHv2kZE4t4oOTyrPl41maI1dLbj0jObaH3WMiqJJEKDxRUHoJEJtB3NwLa7G/GneklKeXoWFaMG6e1EwnYvUs9ERJqp5HXbkG11YGmLQTLGVgnORQnz6jJrbrleO0Pa90rloxylzFYTkavJFEEUlEVddm8L04DGH1nZ9I3ZHDb/hRv5zTXcFNZYNc/TZRizORjHhviYZVvtcKYsTHy5C8ZsjmhSGr83MsGaWJveOI/wi1PwTpE+fOTfn0P13AXqG7XUYfwRk0vtXFjAanLDNTiB0AsDJCnutpH3ojpOiV6T4Rq6nBz915uIazhCWMPE4yR1w4Tw/b0kd725Btc6aln/i8pBUrJoeGsaJZ+D+ncHd0LmLbR/ZxgNb02z9DRGJojiFgxAWhZqj48h3leHiS93URmat9D06jQNEVQrpBQwUPTZkeg1ETvkwaVnNvFGx7SnOht7Tmr62sJDnVjcaoOjKGEvEF1pbr8NsUdbUY6G0fL6PJHfH4zAM18lMYC/Ork2F+rGBvbB4Xj7LByjqzwErRI3NHUpea2jltUMdI+qHA1zGVhsqWOgpqYOac15bSlmDwU5E6kkkqx3pe+IWpeqeu4C97JEpJlQ3EobSpe7uueQ3hNCNZlCTSzJk6HVGvyJO+qw/bvXkNvVRL223d1I9LiwHA7Ce2aGDBzuIKWKxv5F5B/Zh8mv7GZjV9/Lg7AXqpjbb2Mt/6LPjkw3ZSCuLE24QgN5uGYW4ZpZJOT87m7WkSpHw9dll8IgiIfmDMr9vaTxbhgwry5Tdvb2WTjTJVjNHjhTFk8LfReyyG/1Y+GhTv5Mmm+oAaTCKiH8Vo6yLzWxWw4HV8wvUjkI08D8oQiKPjsazxQJZNy1jdy6ARL3640ifTiKustVlN1EidG/K91ZA2dmhVIEgDmXy2HKjDr/MAFnyiK+ofJdvHpvPSa/shszT3aR/lreYnwVAHaCX9picNZfqLMh1+ggM18FugXAprZaXLEa9EIYpDXmma+iZomydxFphrQsalvkqfme7nTCUZAIDeQRHKog+tdFFHva4ZmvkjzOyATBRS7TBguADUzcCxKuTAWhgTzC75TRdzfRoyY/R7i9kt8Jzzxh6YzZ3PXOV79uSABVeWOPTynWxQYmbDYu88zT4wxBcM0skmaXUmvVsAd71zYmROum89KBbdz01RsTI9cjYWwaXyKhOaXmqadq0rIgTg4g3emkizGR5IECZ2dapiRvsXyPPUSj7crwGF/Y2gkbyTQqiSSmnu4CRibgv5RHKWBQH0j5FmrCcXZvC5zpEupPLPDUsuwWCA5VUHYTDcUWDMC8nEbnN4nwXY6GsXCHwPa/IOJu7RWL8UkAuEmvLeYAIL7Ps1JeqzJIm6wWe8iUVsMQAGDyiVbYu7Yhvs+joAIrfENd1nviZTpehoMJxOhs56a1fYCma3J6doW3CpqIAgCCfngnS3BlKij5HGyS4YiscBATvSb8b47CfzYB34UsZh5owMyTXSQNdGeeSfMAEeG1YikAhplUjBoU6gXJlT/USZpsZ5cRGiwSb7OznQUBE73kBF8KEHWtfN8e1qv3TpYYLqF7prqErD0+BmemjEw3wSByjQ44M2U0f4+yyqWdQaoyFG2rHPCg4hZs3qt7dc7+i2TAeznNcBFtk5bocREWzHCw81DFcGB+Tw0u/JBuwB3fGEDtFcIxzu23Ud/VqKFe3k2HBGT1xh6fUqyLDQxOuoOzfLRCuWtaBUAHVjtr65IBADWwTTfMl05haSepC6xW7pw96EMh2ohrHbUo+Z3c0F4t92IPBbH5pyPU7Ff9sVLfDtL8UkoPmo5UTabY3bp67gIPEIRpEKFbjc3l/l60/mCYTElTOTj7L7LyRSHaSH6HHbVszprf6ids0JG9xDeco96cezTOLuPpw7SxVwwHuv58GlfvrWcxPAAMztRqo3o6mdvVBO8UWd7rSWolkWT4ydzdLjj7LyK93WR+X9vzU5CGEy0/GmbD2lLfDkLXG04qGQtVtk7LdFPmIawSCnU22uQ62wmAq7KPRK9J6qFbSRBQyzSbl9Mkx6Oa73pjSOyqoU0p3MgSyy2vz9NkM1NB6/ftNBC4bw8mv7Kb3Z00b7QmlkS2lUq09h+Tu5LOkI3ZHKk7xOLIdJOO2cwDDfBOlbk/lm0lOeoLX20mQr0iocsw9QK1CquO/GbigMb76hjWUOrbgfwj+0gXzU1qsBqg3XiKtMoYxtHkRuLxXibX2wtVkiQv0rAj1yKxHA6Sgm++wGVu+3eGkYsAy7VA/KlepLebLIJgXk7DPjDK6hU3FRIbTfwPClkoXqfvtZqSovmP2gVG6+NXg16MPUMj+8rwGGVZyk9Qa9hXz11AaJCI1rVDSW6QOt4+SxlISNnIK/OO8n17aBJ33x521bEFA0yFWW1Fbx3cyZug1obSGCjX4AQcoyukYD0oWA4HWerYkSLBQi3M6Dk/B++ZGRizOSR21WD2gId6fZbFCg++CyvI+rkHiU9Ycdt4wKCnZc6UxXQmkS/AODZEgFUlo61196e/dheq5y5Qqfd4L0LvLZJ2VyKJuQcJOa6R/0s7g3CmKGurnrvAaHId/rMJmiwm06wOeq2jFtk2yoLL0TBCA3m0vD6Prf/yJIy5AmeMSKZZUkdnOLVDSUR+lkGxh3wO7NYyZZ531VMWrgjbAN3c2o6S05P/bILaA+omF35xCv6REv3cuQvI7WpiOIoWZVyKkNtRy4+GSWUiFodrcIKNPPzn7HAvUFmUb7AhcQch8zu+MYD0nhAJIfa0I99gw/yhCAk8BgzM3e2C3SpTdtXZjsQuymLjfTTUsJrc8F3IsoR32S0Qem+RszTH22chp2fhiZeR/1wWnhnBm1816CXITiqH9OEo3AsCVksZjf2LqLiA7PYynFly8Kr0Rq87VjcVGz2wjw7dxK8Mj/Ek8dLvBRljpBvppYCBipOUK/OP7KMspbOd1Vd1ON4+SxgrJU8s9/ey2qswiHdW6Y0S4bf/IoMDAbAMc36rn1QOVHZm7yJE/MWvNxJQ0iW4x6OlZPTv1g43mlJ0He7KKlFZsao/IWJxtD0/BeeiRMnvRLGnHdOf9bGcTjXoxZWHqQTzzFeRa3Tg0jObiP4TJZVYPfQQJwdILkg1lrW1Vk2MhhntP54nscfRGDzxMk/sikf2ouKmk9/12hnSsTo+hlLAQE0sifJ9e5inh5EJLB2gXqPNNHH5X3TStHB4jI1hr95bj9kDHqS3U1N+4Zn9vHkVW+pw9bFOVFzAlS+0rvBbk2nqc1plyoTPXYB9YBT+S3lcu38Xb146KxVWiWlc5kunSF9fsRScKYt8F0NBGMeGSB9Ouz1ZZUR+luGsy26VSajwMKlz2K0y9aTmiU9YcQFWg0DRZ4d1cCfMq4rLurkGocEiQu+RT2fJ58CW56ZYBqoUMND68jyXt45R8u6c/qwPALVO8g02Ls81v5G/t+BB+Z5FTD7k4+OoJb3jfbRhRP+6iOnP+tDYvwj7kh1tRzO4/FQ9tyrWJNbZBibkp/jLPiy8IiD3ic+QysPw2IqBbJ5Ambq0ELE4Z2D6e6shC9p125HK8fsA4PfSNmh6erk6ZN5i5L8WBQTId7B83x4qARVKvuK2cYbjSOXYg1Lz7RhQq3BRld4oeUj2RuEYjeHqY53Y/NMRlKNharYq/S0t4wxQz8p/ZBaxgSbUvydJWVOBN9OdTtJ2D/qR3+qnrO2OOoIuvH2W/n5KpcMWDGD+UIRKGgU10RmhtCwmfV/rqKVySP09NeaOLzjVa2SNfcOB/OYaeJ/vJ08Bq0x80mAA2b0t2DS+hMmHfJQZJbOEUdKc1aAfUw83oO35KeR2NcE4NoRr9+9C2S0IFqFKtPzmGm6u260yamKE8XO9doaPiZbqsSWzyO1qYriAoyipN6lYE8axIYLpuKkU1CU6gBVzGIsEH9uen+Kv83d20IT0Zxkq198+i+KRvVh4Og95rg5NvyhStq4GTbNf2g17QcKVpd+vpXv8ZxNY2kksB2k4V2A/+kamTHg1Yn7T+BJJ88yT9pgzXeJzRXM6peFE4g5Sc13aQsOXdKcTuQiYVpZtc6LhLTJj+fmJr52VUv6DG78yr486Z4O8q/7xG3rtG7P/4aZ+143GusjAhNsFgKgvDGhdtXnp4Oa8kpkpBzysi17saWd1CWk4mSvJUIpVJrc6A9N+kHqypUtJrWiq74a6SVxJJOEaXIEBJHpNjPyTepJiVmYY5YAHiTvq2A1G/15bMEC9DT1ONwzSdjo2tMJd1AOF7SY1+f9tEJ3fHIHvQpZAnj5yMHJl6aaj/zbXOmqp/HPbSF67N0qbquJDhl4gXqmGkwBgJQh0tkPE4vCemSHclEGcU2lZVDpuoaxraWeQjWrJDq0M38uDWHhmP5fMAHkV1h4fI4PcmCT4ielmp/RiDxHZQ+cpKzAvp+lYugVlsnkLiT8tEx3GK2hjtMqsUpFrdCD/yD7kN9eQN6fqdRaijewm1PDWNGqvUPmf6fbS8VpV8urhSHo7wXWWw+SJOfHlLjQfz6GaTCF1TxjFnnZMfb6Kd3//f8fsQR8mH3Ai9cX98JyfQ+BvNiE4VEG2zYmRP+ykjfLgTjpuRaLviEgzKsNjKHoFq/XqDavUtwNTDzcwT1dr/WtLt0y3l8QVh5IEGTEcDAxe/T7+S3mM/a6DQMf9F5HprqIUrCDR40K2zQnvZAlXvtC6NheqBFCt3tjjU4p1sYHJQpHVUrW6hJ5aab10WzLLevkA3TWZA5lMkwuzUoawmlekcTTBO7/Vfx1qPvtEHxOi5fQsNaBXqVroslOXtGwQkiDjiHLAA1dWwjMjkN5uEucyT32d0HsEHJSWxdI7AIEV40/1MjlXo6TtA6PUizmwjbJQZfgA4Dr9M/OlU0Tq3fl+hc1rHbUwjg2h6dVpltZJH45C5Au4dv8uJB7v5SxBE8n1pDJ9OIpq0EvlomVh0xvneaPxvzmK7N4WliHSGvL6MzX2L7JBiS0YgGuQSsr0nhCsBoErX2hlocZS3w62Y3O9dobQ7SrjW2371fBlko5p7CcHcvvAKNq/M4z8nR0MOq29Qrg9dLYT8Lb/Ilr+zkHqowDbymmRSZ0N6wxNy2VnuskvM9FrIvwWSWqX+nYoAn4Ztedc+Ien/2fYCxKd31+A/1Iecw9GYL50CmW3gKMo0fY6yW7nGh2YPehD/QmaEOobqZ4Y0sZZg5kHyGRDq0xompY+54VVgvf5fhZ9BMiyzzEa488T7yMQrSOVY6HFya/sRusbVXT8uILyPYuk6juziLrLVZYlv+nYKCHfH3X2kLwr/I/ZZ5DLwqD/uhJRGAaDQ/VmZAsGUE2mMPmV3djy3BRTVABwqWkd3AnP+TmUp2PIPtEH/5ujnM0BlI1Uhsdg79rGJZnuI+kSSytjLIeDiO/zwJyvIvBuDLldTXCmicKzuvRFZzsqRg2sJjfhl0AXKcu6KH39yvAYG7e6Bif4M+qprDTdZDP2fD+XvZVEkiWCdOnB5XUXbR5LERvanp+6rnTTbk66RMu2OeEoShS9tL7QQH5Fwki7/nS2s8WX3VqmXlTXNhIFHJzA1cc6kYsAHT9ZZOxcdm8LQV5UabccDlIG0X+RyncFg5Gmm1VyadJLNCMZbiR5m93d/C/1AGnzie91ofUHw8wPrLhtMI4NwTq4k0stzSTQpa55leR98nd2INfoYAjI0oFtqD0+xs+7Fyl70GUbwUgkGvsX+e+tMxu7VcbYb7sRfM+Ghrem+W8rrNJKO2F6FpmHe+B9vh+pL+6H1SDgH61wO8CZslgqHAD33awmN5yZMtyjcRSijUj0uNB4iuzvJr7cBU9MIvTCAN9Yl3YGWZlDmm5MfL4BJa9E5zdH+Jx6M/fDmysha+rlXb5Hb+i1byT+4387JSRsgnlcvwyRAICrj3XSJFJx+RyRMLtLl6cJe7TluSk6YZSonc68bMEAZxaOSJidnTXOS7t7A4S895yf47u1lszR5aCOlh8No+gVxBdUphu23d18MmmgpdVE8A7v8/1kG6/Q+QBtJiJfQPaJPkbWA9RzqubzQNDPa/NdyLK799IBcj7Sjt12q8yqsdq9r+BCXAAAGBJJREFU3Pt8P3JbytzA51JZfaaKUQNnykLDW9NwFCQK9QL+kRITpvVmyGKOavPSNBkdGqzZ9koe8b46XH32LtI8y9Dv1o3+kt8J1+AEK43qi1vz80SkWfEkl3ly64iEGaxsNXtgHxhFfnMN3KNxtHzzBE1SrWWS/zk/h8zDPUQnMhw0SVylUKLLq5knu5BtdcBRlDAvp9lNXFN9/Jeo3VCos2F+DyHym793Dt4phZdrqcPc3S54J0tkVGIto+svl4hgblkKT1fDfFIkCcvlylRgD5EBTCEkUaiz8fHW7tvlgGfleIL0wHS2muhxoeX1eRa3bDuaIaCyOifLAQ/KboHquQs8dKohWBnftNYkJCBl9YYen1asjw2sKtleHgBPETXEwTNfZf9Dzrx2d7OcDQAGlepeTDng4R6QzTT5LsR+kmqz0eBLe9c22HZ307RGSdzojUxrUekelTDIhcaZJnPWskusTI8SSb4INUbI3rWNIAgKna835tQ9YTgKckWGOugnzpuawtbEVjaR/FY/Lj2zicquoB8zDzSwm7PmjPLf7ZF9CJ2y04k9TewBzR1lgcORCeR2NWHT+BLafzyP2GecaP/OMNKdNdfBRRD0sz1ZqW8HeUUGyJm74rah9vgY7NYy/CMlNJ7KscQ2QFzTQpRoPcIwCJNUqJIvZsDDjkKsKjIyQZxNpWSR3hMiscLT40BnOytD2EyTcGkBA6l7iIlhXl2GLRjg4YueKpZ8hOUq9e3A5m+fQKFeIH54maEnWqZGMzyMuQKS/x317+xd24DOdpinxxHvo4yz6RdFZNvIoPhaRy2uddTi6mOd5PI9s6hcth1MjtfQnaUDim5WW0EuLOBMl9jEBSAEPbkROWijCvoZhNt8jAxYKm5yqkrcUYelLQZrilUMB2qvWCge2Qu7tQxjNofQYBHhd8qIPdrKAgFrEhtI/PeHrFKtrntTAG0E5ulxVPN5NoO4znVIcR01N1FvIPk7O4iqonBYupmte2uVRJLF+eT+XqJ/KM0ujExQn0mVSasj9mgrrj7WyZpZlUSSzDIup6l8UCJ4jkgY+c017Ho9/bW7iOKkrMlWh//NUZTdKpNTiqd6GqnpMdWglzaUZxfYgaYyPIbwi1OY/Bxt5toowh4KEv0nU0bohQHqH4WChAJvqQM621dG8KbBmKer99bDOwYyqf32Ce77aRnvUsCgiVePCzUxAhprHJq+ABlnpKhL0nBi9ku7Cfip+pZX762H5/wcXIMT3EMDlKqtsmDLP7KPDWf9ZxPsLqQt0pBMs9VZyUfNaz31lZbFLkEiFkei14QzU6aSMmVh4hv74V6QaP2xDbMHfWT2e2AbAaf1xjgaQ3f7LANer3XUMoatHCXli4oLmHzIh03jS6g9PobNPx1BrtGBpZ3BFZnpoBfZvS3Itjkxd7cD3jMzpAd2yYHwWzmCyCjH95LPga3fIi8EZ8riTS+50w5xcgCZbi/Se0Iw5qgn6V6s0oBDYeEmH3Be53Gq1wAASx0V+M8m+LjfdKyzHtgNbWBCiAkhxHkhxDkhxH9Rz32gi66g+HMhxJgQYlAI8Rs38jt0w1M3KXUJqP8FaFPTU0XNRQOo16XdiFyvnYHrtTMELFT8Me0BqDMj86VTTBLWlCIADK9gQTw9GcwX4B9ZRuMPBxgxffXZu9jVWvfddL+n9srKSdj2786xSYSW+9HqBsIwUPSSNLJWe9WwAO1faEuSqYTxr2izckTCvLk1nK2y3I/m9GkaTqU3imsdtUQ1UsYdpQDh3nS/RZ/kTa9Or9jXh4Lc9LcO7iRzV5XV+EeIPhN/qhe5CN6nMWUfGCXt/z0hJO6oQ+OpHMyrywyD2fzOArJ7W1COhhF/qpeFHu2hIGKHVgQL9YW5Wt8tfTi6or7htqHY0w7vmRk2X3H2X6Ty2G0jLmXQz0bCNMWrwdZvjaDiFkh31iD84hSsgzsJ4GvSBm0d3En9t9/1MHzEmSkjvd3ElX9G2vvSdFPZfDTDm2v6cBRWg0Byp537cTp791/KY7mFpocVN/mfWk2knpHocZGOW6ud+aLVcxdQ8lGvb8tzBOfQhiz2AYKYGHMFcnxKE7Wp8/sLbBiiwzg2hGyrA8H3yD1KVxE3FVLe1lPIe6WUu1c15j7MRfcBAFH1+BKA73zcGwsbAfhmnuxakciZnmUgqy0YuO7ClZZFKbTK1nTppZv7GknvKEiSulFTxorbRuoVCgum0fcAlUvX2bFNz5LSQSLJ0seVXuqVmC+dQvjFKUbq20zzuhTdMRpjmopuoC+Hg/za+hMLDM0IDeRZDUNbZ+k+lPatxMgEybukS5Cme0VP/fgYfBeyDMplQw3FhdRKCXpKWPKRBJA2ovWcn2PU/erscNMb51F/lEpk3WwWVomkbgwnml6dRvjn1K8sBzxc8tmCAfgv5YnbWCcwe8DDfRytvLFpfAmO0Rg2v7PAumOVRJImgFYJ9UdHeFMSMVKlLUQbWZusJkZCgbHPODkLLEQb6e+slC70kMGRynEPU2fkzkWJzd8+gezeFqJCKTiJ9hXIdHtRDpCHpzScSHc64YmXsfmnLrL6U4a3WtV1+A8iWIrY0Hw8h7rLVRTqbEyfcmbKVN6dcyHxuQJzYY25AvN9AboxaBd3m2miUEeu29m9LXBEwkjcUYephxtw7f5duNZRi5pYEsP/Uy3S203EPuMkaEzQT9Z2Vgn2QhXX7t+F0ECe5IqUKu2axO2YgX1IfJiL7n8P4IeSoh+AT1slfVjIahVIpknYT+ndA2C7rWoyhWoyBdfMIlJf3A+ZJ2WE2ivqole9M933cKbIhVsjsgHaoFyvneHmdPaJPtoYFfCToRJBP5tqmC+dIjuzvAXvmRm6A+bJi1Ja5E7N1mUg2R1xcoC4ey6BhYeoN5I+HKVppCpjRb7A7IGlLQbjwGpi5Gtpnh5fyRpb6lDpjbK9mJbBQTKNmSe7EO+rgz0UJFUHhTUCtDzRMg9F9IXnmqHxeiHaiMknWmHb3U1j/pEJSMOJcjSMzMM9pN3e5ObSUE7PKv9E4iq6BidYRkjz9qrJFGd35nwVxrxkAPJyOIh01M6ZiS63jNkc7KEgN6jTh6MsNLl0YBsyD/fANbOI2Gec/DcuRBvR8ZNF+Edo49THW4fIF1aAyMkUzNPjTFUKvUCKHMZcAfnNNSTBbS1j8olWLIeDMK8uY2kLZTWZbi8a+6mfl47aMX8oAtfMIhYe6iRgsuFA9G8W0Xw8h0SvScoS75HKxMTnG5Bto7J7qaOCSslOQ5idQfId9TvZDavoI/khGaaN2GoQyG+uQe1Qkks/exGs87YcDiL6B6dQf3QEba/kuRy3F8jgZPzzdsztt9EQaZ7aM6uR/b9+SMhK5YYen1bc6AYmAbwphDi7ymH3w1x0WwBMr/rZmHruuhBCfEm79i7blrkk1M1o7gMF/RCRZhZrqz86wlzH2QMewoMpWRattql7WNkn+hiBzx94dzfK04SnKU+T+auINNNrlG1bNeiFeXocNtPE7EEf93UqvVG+czIZWinDzh+KrIBmY3HUHx1B/dERGLM5Mr4YIgZB+nD0OrVY7/P9RDLXn//kwIrqhXKG1ieoI5VjxsDSgW1wLtIEsdjTzprq0rJIGyxlsYYZQJu6LlO8Z2bgGpxAyzdPUBmULxDQNmCg5CdZ6qZXp1E7lGQMnog0o+IiKIg0nKzSMX8ogvhTvdR3Ushye6GK1E4B92KVmAzqszWeKdLAwTCw6Y3zsBeqNFQI+gnSsDOIsosgHdJwEhr9MHl7BoZW7urO/ouYfMgH1+AEsRgUfENEmiEscvge/Z067n8We9rhiZeR6HHReRWgqaYrQ/2hyYd8iPz7c7APjMJulYnXGfDAlalg+rM+mKfHseyVqD86gmJLHeqPjiDzcA/SnU6ekDb+cICwckYNSnUCTb8owr1YRfjFKZgzdrT8nQMVowabxpdQf2IBxrEhohz5nQi8G8OlZzahFDAw8eUutP5gGPkGG67eW49sK0E+Gk8R22LyN5VCibIWBMAuVyWfg9zrj9vgmRH4o//1r9nCTbcLbipuYzmdu6WUvwEqD39PCHHgI14rPuC5930iKeX3tGuvEy6+SHUvS9tBIZnmLGLq6S6Ww3FEwoj8LIPs3hbIvEWyLfmVcXE54CHclRIc5A+seko6tLqCbXc3X2hag6yaz6PlR8OUdVgWamJJpp2wrpYaHrgXq5ztybzFyhraKKIyTFgjTS8R+QIpVUTChDs7OcBKobZgQBlvOPgiBOiirvRGUY6GWX7FE5OouG2Y/dJuUuYIN1LZrfpxNbEklrZQE7wyPIZqPo8rXyBTXJtpwpki4TtpWZxtWU1unurqZnaxpQ6b31lAfqsf05/1MfAy9MIANr+zQGh3ZabqTFloe4W8EvOP7EN8H/EgV19E2sJs/lCE4RTeMzNI7KusqMEGDGz/s0XSRXtzlMCpSiByy3NTRPRW8koAZYma3rX1X56EdXAnZp7somyxUIU5T5mnLi01z7P9O8PsbK7dzwFSrIj8LIOJL3eh4yeUienJoXmVJq/OdIluap3tPF2uOkmZouwWrCibbbVzFlQOeAizpsx2U/eE0f2NWaQ7nYh8/QRBYgoS3qky7EpEYvJzJrLbgM3HbQydSX1xP3Mtc7uakGsghyfz6jJyLRJ/+idfwLX7d5FBjPqb3nTcjnI6UspZ9e88gP8HwJ34cBfdGIDIqh8PA5jFR4SsVunOuKoxn99cg8mHfOTt98g+5HY1odibhzTdLK1cMSjN1pgwdLbTCRoJ84ZYGR7jE8seIjqMLmPsoSDJBANE41BqqeLkwHXgz8C7BK6MPdoKadHGVmypQ/HIXgBka5WO2pnOpDOxhWf286TPtrsbrtfOIPNwD/Jb/Yx7qwaJ6LvwzH7CbBk1TNlxpghIqnXgMTJBo/hV5UAuTMRi/wgBUON9dSj17cDwH0SQ6DUx92AEvpcHedMvHtmLLc9Nkdb9V3shYnFsfmcBCw91EpH9tTOs/5V9oo8su6LkdFMOeDB1vw3ORcmQBnS2I7+VnMF1E1n3aZwpQvW3vD6PhremyW3cspimVDuUZOBoOUrCktu/e4004GIE01jaSaKPxZ7263qW1aAX8b2UUcnpWaTuCePa/btYYFC/ruX1eXbq2fr7l+AejRPmynSTC1QszqYYxSN76YahzE2sZqKFBYcqdCPK07RXZzTxvUSBc6RyyHR72Uy27WgGC3eIVQ7ZDjSeypHJBghca15OE10oQ+WWNN3Y/NMROCLkXNXYv4i5ux1I7Ksg908X4V6gvKD2Cmn7V3ppcLB0YBtqr5D6iMaruWYWUamtIPvoErxnZqiXNroC8P51QwKQVXlDjxsJIcT9QohhNfD7o4//iffHx25gQgiPEKJW/x/AYQB/jw930f07AE+paWQfgEVdan5U0EWyDHFygEjPBYmGs8uYPehD7fExGLM5tH7fjqWdpFelnWEAoHzfHrYKc/ZfZPS5ztxWn/gATReH/yCCpQPbqDxNZpkTaDNN9pq07e6mDSuZQilgoOVHw9zsdrx9lsCQylTVmJckQRxpJqCtmrq5R+OsHQYAvpcHWdUzv9WP2YM+UktQksd2a5mleUQsrhQZlrnMK0/HCLEfiyP03iKaflFEvE/CPD2OcjSMplcpY6p/j5Q+m16dpuFBMov5QxGejqa/aqEmK3DpT6jhHXphAOVoGKkv7udxfNErkG11sLNPotfEkf3n4Jmv8oUMEE5OnBxAIdpI/ELVHNelJ6C8KpUhCgD+2VwDSWOTr+YyczaLPe0wL6exaXyJDDPUZq6BnhghzTLtIOS7QA7U5QD11ZwpC8ZsDsWWOqXm4cC5/9SN+UMRotWom1o5Gsbo79Sx6bB1cCe1LfLUdC/VCWRb7TAvp3Ht/l0MygUA/2gFVpMbMw9Q9yTdWQPfy4MYftbA//k//BWsZg+WDmxDyedA7JAHTSerPJhAMk0mKekSyi6BqYfJfo4Ubslct+2VPP7DoR8ikzURGizCO0b821yDDY4UZYcAsLTFwNLOIB0HdePd8a0UiuMkrmjMFbDw3PXiBb9WyLUTNBRC2AH8Baiq6wbw20KI7o/+qffHjWRgjQD+PyHEAIDTAF6VUr6BD3fRfQ3AOIAxAP8XgH96IwvJb65hoGrJT/0P8/Q4Gk/lWPAt9hknyx5zJNN8QomTA8g83MN4r/J9e8i5WnH0OIJ+dH5/AbXHxyANJ8ndBFYUK8rTMfbi0z2nko9UR/Umt9oC7vJT9fDEy9zALk/HSJtdmdTaggHaDFU/SiPdjWND7N2ne1TMAjDdK9MjZcarrdSEYTAkxDU4gZZjK7Iy2b0tiO+lqVeilwQK5x6MoJpMof7oCEo+B658oRWJmA+5LWX4LtiQ7nQi8TjRmdyLVVx9rBPp7SY2v7OAze8sMBUqNJDHqXgb0lESEtS+jHJ6lsvy+qMjRNBWwo26PNRO15Vhcl4q+RwQ+QLqv3sSm386wtkDOtvJtk3BKKxmD33mWFyxAmiTK/XtQOqeMOJ9ddcBdGtiSeKRjkwg3lcH92gcjWeKcM0sInR+GVaDQO0Vi+EYswc8iP7NIkp+J2e26T0hJkA7FyWci5J7expwbC9UUXt8jHX98w0EkZj8ym74+p149vRvoeK2wXtmBpveOI+mXxRhzJGprnbg1uWsd7KE5uM5xO6l31/yOXiD/V++8UV87TdeIXL2NsA7VaZjEvBg+rM+lN0CvpcH4T0zQzeVnnYSFpieRfRfE4k/vd1E7lToRi7Dj401bOLfCWBMSjkupSwB+L9BA8BfKdYFF1IIsQRg+Fav4wYjBCDxsa+69XG7rBO4fdZ6u6wT+OC1tkkp63/dNxRCvKHe90bCDaCw6uvvSSm/t+q9HgNwv5Tyn6iv/zGAfVLK3/9V1rRGXks3HcOfBvFzLUII8V9uh7XeLusEbp+13i7rBD6ZtUop71/Dt7uhYd/HxbqgEm3ERmzEf3PxKw/7Pig2NrCN2IiNuBVxBkBUCLFFCOEE8FugAeCvFOulhPzex79k3cTtstbbZZ3A7bPW22WdwDpfq5SyLIT4fQA/A2AH8JdSyqFf9X3WRRN/IzZiIzbi14mNEnIjNmIjbtvY2MA2YiM24raNW76BrQWdYA3X8pdCiHkhxN+vem5Ndc/WcK0RIcQ7QoiLQoghIcQ/X4/rFUK4hRCnhRADap3/Rj2/RQhxSq3zBdXIhRDCpb4eU99v/zTWuWq9diHEe0KIV9b5Oj9xjb7bIW7pBrZWdII1jOcA/DLWZc10z9Y4ygC+IqXcAaAPRLLvXofrLQK4T0rZC2A3gPsVxeybAL6l1pkG8LR6/dMA0lLKbQC+pV73acY/B3Bx1dfrdZ3AJ6jRd9uElPKWPQDsB/CzVV//MYA/vsVragfw96u+HgbQpP7fBALdAsB/BPDbH/S6W7Tu/wSidK3b9QIwAfxXAPtAKHHHL58HoKnUfvV/h3qd+JTWFwZd+PcBeAUEtlx361S/cwJA6JeeW7fH/pN63OoS8oa0w25x3JTu2acRqny5A8AprMP1qrLsHEix5D8DuAwgI6Usf8BaeJ3q+4sA1oCJfEPxbQD/CoBmIwfX6TqBT0Cj73aMW40DWxM6wS2KdbF2IcQmAC8CeFZKmRXig5ZFL/2A5z6V9UopKwB2CyF8IDmmHR+xlluyTiHE5wDMSynPCiEO3sBabvXxv1tKOSuEaADwn4UQlz7itbd6rZ9Y3OoMbE3oBJ9wrJnu2VqHEKIGtHn9jZTyJfX0ul2vlDID4BioZ+cTQugb6Oq18DrV9+sApPDJx90AflMIMQFSRrgPlJGtt3UC+OQ1+m6XuNUb2JrQCT7hWFPds7UKQanWDwBclFL+H+t1vUKIepV5QQhhADgEapK/A+CxD1mnXv9jAN6WqnHzSYaU8o+llGEpZTvoPHxbSvk7622dwKen0XdbxK1uwgE4AmAE1Bf56i1ey98CmAOwDLprPQ3qa/wcwKj6N6BeK0AT1MsAzgP4B5/yWv8hqAwYBHBOPY6st/UC6AHwnlrn3wP4E/V8B0hfbgzATwC41PNu9fWY+n7HLTgPDgJ4Zb2uU61pQD2G9HWz3o79p/HYoBJtxEZsxG0bt7qE3IiN2IiN+LVjYwPbiI3YiNs2NjawjdiIjbhtY2MD24iN2IjbNjY2sI3YiI24bWNjA9uIjdiI2zY2NrCN2IiNuG3j/wf+1VUq4yoXvwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + " img0 = np.load(r\"C:/Users/hoodl/Desktop/sumimage0.npy\")#,allow_pickle=True)? Pickle might be for multidimensional\n", + " img1 = np.load(r\"C:/Users/hoodl/Desktop/sumimage1.npy\")#,allow_pickle=True)? Pickle might be for multidimensional\n", + " plt.title(\"0ms\")\n", + " plt.imshow(img0)\n", + " plt.colorbar()\n", + " plt.show()\n", + " plt.imshow(img1)\n", + " plt.colorbar()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + " img0 = np.load(r\"C:/Users/hoodl/Desktop/sumimage0.npy\")#,allow_pickle=True)? Pickle might be for multidimensional\n", + " img1 = np.load(r\"C:/Users/hoodl/Desktop/sumimage1.npy\")#,allow_pickle=True)? Pickle might be for multidimensional\n", + " plt.title(\"500ms\")\n", + " plt.imshow(img0)\n", + " plt.colorbar()\n", + " plt.show()\n", + " plt.imshow(img1)\n", + " plt.colorbar()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + " img0 = np.load(r\"C:/Users/hoodl/Desktop/sumimage0.npy\")#,allow_pickle=True)? Pickle might be for multidimensional\n", + " img1 = np.load(r\"C:/Users/hoodl/Desktop/sumimage1.npy\")#,allow_pickle=True)? Pickle might be for multidimensional\n", + " plt.title(\"5000ms\")\n", + " plt.imshow(img0)\n", + " plt.colorbar()\n", + " plt.show()\n", + " plt.imshow(img1)\n", + " plt.colorbar()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 361, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "22.701526641845703\n", + "24.62405014038086\n", + "10.982270526574931\n", + "11.679620220444834\n", + "143\n", + "138\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAATcAAAD8CAYAAAASeuPxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9yZNkV5be97v3vtmfz+ERkZHIEYlsVKHGZrO7KYlqiZJM5Epb6R/gSiut9I9oo512Mm1kRpORappJpCiq2UOxBhQKQAGJTOQQkTF5+Pzme68WJyqqTUMJJFCm7LI8aW6ZkfH8Te7vvHO+7zvfU9573sbbeBtv43ct9P/fO/A23sbbeBu/jXib3N7G23gbv5PxNrm9jbfxNn4n421yextv4238Tsbb5PY23sbb+J2Mt8ntbbyNt/E7Gb+V5KaU+vtKqV8qpZ4opf7r38Y23sbbeBtv4zeF+qZ1bkopA3wG/CfAK+CvgP/Ce//xN7qht/E23sbb+A3x26jc/hB44r1/6r1vgP8e+M9+C9t5G2/jbbyN/9cIfgvrvA28/Gs/vwL+6De9IVKJT6MR4KGzEIX4QKM6Jws4B8aAdWA0OIfNQnTjUFWDjyPAozoLSuGNBqXAe9BK1qMUXiu8UeABBbqx4D0uCnChwlQWFxt0bWU73t+81wUadV3lKiv7afMI1Xl05/BGoayX5ZxHOfm3NwpvQHcer8BrhXLIe673R3ceGyqUB9389f//1fEDeGxq0I2X7cQaF4Bu5VhMZWXRQOMDheq8/O08ONCtxYVGlokUNoKgktV7Bdp62bfr42lzg+7kI/HB9Slz4EIId3K8XiucAdPKefnVzygwtcdGCm2vzxfgAjlGG4J2sm6u1+s1mNrhQo03sk/KgY1Ad6AsKC/LeQ3eQFB4ukRhWugyMDU4A+FGPkdTdnRZQFBaWa9WeA02kWWVRc7P9fdBvhse5ZH1NqC662ML1M33tUshKGVbQe1lnaHCB7JOr8E0cq6U5dfrVxCUcowulOWUfGyY5tf7oTqHiw0uuD5m5DNQDlwg6/ZKzouN5Fi4XsYreY+ycp6Dyst5d7Bbvrr03s9+49X7G+I//Q97fn5lv9Ky//rD+k+993//33Zb30T8NpKb+n/4v/9b76uU+ofAPwRIVI8/0v8x5vYt8B47yTFXW0lq1uF7KT4Jsb2I8HSFDwNwDjfqoZc7qntjkh89QU1z3HSA11pqUgcuDdBlh4/lwtbb5mYf6sMe8ekOO4hphhHpyw2q7SgejQm3Hbq2uEBjanuTvKr9BBwklxVtP8KFiuzzS9rDoazjZEs9y0g/PcUPerg0BGB3Nyc9q9BlRzNN0NYTP7/ChwH17SHRvKAbJXSJwQeKcNViE4Ny0PUM8bxmeydFOU9YOJKTgvXjPrrzZK8ruiwgvijYPeijLKSvdrg0oBlH6NqRPp2z/WCf7MWGq++NiLYOUznCoqMeh5jSYRpHNQnJXxTodUl72Gd3GJO/LFm8nzH4ssFrCIqO9YOUaOeILxu2dxLyl5Ip672ILtaYxlMPNbr19F/VmKJj/bCH19D0FePPa4r9iHjZcfYHEbMPO+qBRjm50IuZJlnI12ZzV0uC66D/ytJmisGzku2dlKB2bG4HhDsvyb6D/ouG138nZvjUEZYOrxS7A83geQca6oFhd6QZf9YRLRrafkhQWYJtS7WfUMwC6qHCRfI9GXxpZfveoyzE85rjP+nRf+GwsaLpK8KdJ507Ln5gSM/lGz942bG+ExBt5Byc/lHC4Jmj3JPz4kJJtr1TS9PX9M46bKTZ3jK4EJKFZ/5dSC4VvROPN5LgAPJXDdvbEdWeYvClpR5qikPF7CcNbW7YHhmijSd/1eBCzepByIf/zX/1/Otc2PMry1/+6d2vtKy59fne19nWNxG/jbb0FXDnr/38DnDyf13Ie//feu//wHv/B5FKUMbg1xvsy2PMYocPriu1MKCd5ej5mmC+ww57kty0VHAA8ekOjg5o3t3HB9eH5EDXLbp1mKs1etugWotyjm6UUN3OcaHGDmLafki4aemmKappyZ4sMEXH1bd76M7RDCN2t1Nwjt5HpySnhWz35YJyL8AOe5QHCdGqwUcBu1sRbtRHVQ046AYx6VlF2w+xg4ig6OgSgx33ALloulFC9MU58VWNrh1tPySaV+jG4g242JCdN/S/LAgKSzNNGDzdyR35dkLycoVLQ7LjkvTVjt39HHed0OPTHTQt1chQzzKCypG9Lukyja4t8aJFtx5dW3rHJcXtlOLRWN677Kj2Y6Y/W6Mbi00NFz/sMf7ZEhsqMIr+8xIXGZTzeKUIasf2lmH4rCIsPNUkYvWoR1g4lIPB8xavFOlFSzMwjJ44ukTRe90Sry3VWDN60uACSC9aDn5UcfivtvROpWpoe4ouCxg82RCuLdHGYyNohorpjxZs34nIzjzx0hKtOkwjlWY9MnSJJND0wlONDOsHKbtbAdUkZHM/o8kNydIyetqRv3JkZ55w61jfN8SLlmjR4GLD5FNLWHiyC0u4k+pNec/sp5b+ccfspzuaXBOvHPVIsb4X0zv2RFuLC6B3blHWEy+lwh1/WhAtGnTniVeO8ZOWaqrY+6knKCBZWmzEdXcApuqIN5bxpy27A42ysPfzlmoSEG4to6ctbU/RDAO6TDP+rP7aF7YH3Ff88ybEbyO5/RXwnlLqgVIqAv5z4B/9f73Jf+sBKknQ04m0lZcLsBafxphde50saklUuxLVdqA1Po7wsaGdZEQvrjBXW0lqJxe4OMTGht13DvFpiA8NLg4Jz9bEVzW9X16gnCfYdbT9ENU6XE8S3Pphj/TKsnyvh4s16WVDvZfioxBdtwDUd8YMvyjQL0+lKqs75t/NGX5R4NMQO+yhi5p6FKJbR/r0ivBkxfZOiqkd7TDBZTH1KATrqd87AOcwlaXNNco5zK5F19LmhhcFNgswZUc0r6Bz9D+e0zuucIMUM9/S5SFo6L0qcEbaTOUc9mAESKLrHVfYNKB3XOK1Yn03YftOhNcKXbaEa0v2bAXX7WSwtRR3etR7EenJjr2PSnxoyF7X2FDTZQE2lnY8WnVkz3ekc8fV7yWkZ1LRxWuLcl7ac61YPI6uKxfF6MfnN5WRrh2mgWjV0H9eYVNNlxjKw4T+lwWmcsQrj3KweZhTjwOShSV/bTElXP3+mGRhGT5tqCaS3KuRYfi0JSwdq4eG0c+vpAKtHOW+QneQntVkr2uitaWLNfVAoztPetHhYsWtf7HCFB2mbNm8IzereqhRncfU1y1iqNgeGeqBoTxISC9a4rWjyyAoPflxgwsVo6cdm9tS0Y0+31FNNNs7KdV+jOo85Z4mKCz9F5amr67bc0X+WipIF8DmXsrJv2vY3QquYQ5PtGho+opqEhAtGqKNtO0uULT9r9+keTytt1/p9SbEN57cvPcd8F8Cfwp8AvwP3vtf/Mb3OId+dSH/LkqUdagkxo8HYB22F9KNEtrbE/yuwI5yXJagX5zhY4MuW6KXc7qDITiHWu9w78ywvVASY6iwscHMt5jVThLB5RqA5Xs9fKhJT7aCObWdVGjHFf2/eMH0X8/Jnq0I5iXp0yvaoyF2kGAu14SLii4LaT+4KxXiYsfsf/yU8NkZeldjBxEulwtBL3fUd8a4UY/hpyvilwuU91SHGUFhCc/WRK+WuDjA7FoGn8n+mYsl2fMV0csF5b0+67sJumwloY8Ttt+a0GUB5tUF8z8+ILwo6AYxqumopiEu0thBwuLbA8Gy0pBgWbI7jFCtpdqPpTIMILzYgvW0A0M7k/MSVJZo1VD3DflnS5pxgik6ulEMwOphhLaeamIE56o67CAiWlt655YuC8ifronnNfXAkF4KLHD4v5xhGkd60VI8nmIjRZsHhNuWwfMKnGP9MMWFis2dAGVh/bDH1bdDoq0lPl7RpZp40eEChY0Uoy8asrOWJtfU4+AaA1QMvygwtSM5r5l82tEc5PRet5jWM/2oYfC8IrzYEiwrqomh/7y4xrcUp38c4pViez+nGUa0w4R4I+dt719d4APBTPPjlqDyjH8pFVK46bCpock1oyeW9KLFphpnFG2m6TKpxuppfFOROiPHmizkZrZ8zzB43jF82tJ/ssYFChfA6ElDtHW88792BKWn7St6pw3FrYSglBvJ7nZCPVQkS0u0tYSb7hu5vv8mVW6/DcwN7/0/Bv7xV11eaY19cIh5coyeTbHjHjqJYL7E3T2Qi845VNPiuw4CjfryBDXI0a8u8LMJyhhsGqAmA/S2RH/xCh68gzmdk29LmndGsFjhihKV3aW5PSY6XjD9p19IIu2lhFfSbvpeSnS8YP737jP508/xhzMwCtVZoi8vAXCjHNsLCYqW4NWc5v4Mhj1MWdE+OMAmAabqUJ1Da8f2gz36PzqmfP8QiHBxTrhqSZY1thfCekv9wR20dai1tM92kLD4kzv0XreEq4p6YJj8ZEE7ywgvCkLrcWFMUHTU7x8RFg4fG+Iv5+ze36d3XNGMIzb3Mkaf71DWYy7XFI9npBct5VGP/JMrwttDdrdCqjtDTCsYla4tumxpphl2GJEfN3itqaYh0aKizQOU80w/KgiWJYM6pcsCktMN1Z0h4aalyGP6n55SfHBLKrSPV1x9f4SNwAd7ZM/WdNOU6rrFPPujIaYM2dyNGD4T4ifYWsarTtrYkx2mybn4XsiMMf2XNdHJmmY4pXdcyucSG4aflqjW4kPD4jsDsnN1jWN2pKcOmwVEq4bVXkb/sqEZR9TjCasHAft/VVDcSomXlrDosHGCjRTxUpJV9mxN/LLBjXq4LCZ7sSGNAtp+hNdSUaZzqaxdGtDkKQDhoqId9KjGmuHTBuUCilmAbj3RzmFKi4s0LlQMPi5ohyG3/mUheOZJzfLbQ7KzFuUN1TRg+OGc+vaQ/KQjf+lpxhFtpkkvO5LLCtOPCCqP6jzhpsWHX7+O8Xjs3yCLtDdjQkFrgtcLVD+ne/Yc/fQEVTWoMBQgv6rxpxf49RZmU1QpbaHvpVTfvYOqG+y0T/RqCRp8FqPSFF232KMpyjrCiwK3XKH6OQDhpy+xoxzVywS/azt5LdeoqsFOckaf7VBJgg8NPgpob43wUUjx/gHNNCPY1KzezSAMMGWLSwOIQsIXlySfHF9Xgha93JF/tqS9u0e0qAiKjnheY2pLdZjR9QJUGBIfr4i+OMfHhubgej8LL7jJIGb840uW3x1hyo52lmHmG+KrGrOWamH4Z8/Z3c3xaUz2dIFynvyjM8Z/foxZFFx+PwelCCpLl0vL1s5yrt6PGTwrieYVXWIwjUO1lsV3hiRfznGxJtw0dNNUMKM4QHWe3kenBPMdrhejy06qnUGKqSzbOwleK+r3DtCtJ17Ucs5Kx97PtuQfnVHe6WOKjqDy7O7m7P1CElRQerrMEBaOth+ga4uNNT40RKuOO/90RTELiE7W1LeHdImiy0KaYcT8W4mcv/0eu/s58caiW0+47VC1sKbBXMiIwbOS8KqgSxTVyDD+VEic5KoBDWbdkM4tu0NNMzCozrP+1pBu1qftR2we5Sy/PWT9sIeNZZnlo4hyErC7n2OTgOGTHS5QbB7l6NYzfNpgY03/6ZbsrCO9lDY+vqqJ1i0Hf7nB7Fqa3IARXFLXFt3J96DYk8+teDimnIW0WUCwqfEG9v7ZC7KnC87+sE/XM2xvGYJdh4sNzSD8Ri5Vh/9Krzch3ozkhsf3UtzlFWY4wBUF3mjsbETweoFfb1FBAHtj3CAVzC2Jcb2Y5OUKtRV2D63Rz0/R8zW+bfGhweYRzZ0xqm7QD+6itByy6ufw8RNclsjPnUWVNfbBIXiPXpeopsNdLdBFjbkUQkNZR/b5JdH5Dqxn+i+P5QhCI8TDdw4BsEdTzHUSVo3sS7As2d7P2d1OMPMt3ih6Pz9BWY8f9FBVLRIUILwoUK3FNAK2A6y+N2X08yXNMCK8kHO0ftijG8kxkMQCnocGl8fU05jN9w+oH85YfW/K3k/W1PcmmG2DDRXZiw2mthz8xUpauDQgOd4SLRoW3x7Qe91S35sQbjtcqAkvdsTzGl12JOcFu+8c4rIYvdzRjWKKA7kZ2cTQpYrxX53SZYb45QKzrgg310y1cwIhaOjy8Foi4tkdxjTDQIiG3JCe1ejOE8x3+EDJca8q2mHC7H87oXg4xlQd4x9fsn0nEjKmg/IwoeuJlCJ7viNcVJR7EYvvj2iG0c35CuY7fGjoHVdMfrYmWjXsjiJ0bUlOC7pRTJcoZh9W6E5wwGTe4UOpsLpE039eEq0tphYoY/JxyfCLguSiJihatnczdoea9LIle7Yi+XJOuGnZ3c1pBgbdetBQ3E7lZth0VEeZfKe0Inm5EthlbTGVI9p4gsoTFh1X39aY2rF5NEC3nqu/e4fF7+/RP5abZzp3+FBjI8FDv/5VChb/lV5vQvxW2tJ/0/DWwfkcZTRqPELHJXaaE7xeAKDGQ/xOWkb1yTOYTcEYzKsL3HSEO5qiaos6vUAN+tLWrqUKMOsGAn2zPp9nqFevYTjAHO7jj89ovnef8HRDd2tE+OyM9sGBYGiXaziY4Y3GDTJhGouOZhiRPZmjSklGPgoxi4IYCF7N8VUFWmPOlxTvHxBUPcKTFW7UY/DJAh8aVGcpbqUEw1tkn19SPpyS/mINqVSK5mpLtb9H76NT0n6P8k6f/GWJT0OS0x0ujyCPGHy2Qdct/uVrmu+/Sz0wuAd9opVgUYOfnYG1RCcx3bRHuRdS/l5MduHYPhyQvS5ZPe4TFp7+Lxe4OEQ5L+3Nl3NoWpHXBBqXhqjWsvx2n3jtyD98TXNneiNtGTwrUNYTbltm/8cKO+yBA2UdxUO5APtfFte4YgMupsukGgMwoWj86nGA7jymbDGJoXg0Jv/RC+Z/7z7BLsRr2H17n+zJAp9IOz3+ZAvA3s/kbzpp0XXdUh31iRcd+aZBlS12ENN/ssWOM7osFOxzPyb/bEn+KhCtI4KBDX96wfaDPaqxJrlQdD1DsINmYJh8uKSeZUQrYVA39xK8UQyfFJhdy/ZhTv50S1BlOKMo7wzkO2w9yntGP75g+fv7BEWLKR3OKMGWM03vuKK4FWOj0Q1WF606IoFiWd9L2P9Jh4012esKFxvaTFNONUGlWD3K0K1nexTdSHa+iXhTqrKvEm9G5eY9dB1qLIyeyoT58+stfldI5ZXEoDXq9iHuYg7W0rx7KAQAoF69lhbTe8zVlvrOGL0u0EWNfnEmSScKUdZJctQamhZ/+4Dw02NU0xJ8/CVuf0z47Azz+kq0dL0Utd6h52vi0x3BxUaqrc4KfqY1qu3wYSD7POjh7hxi5hv8ekt8WRKebnB5il7ubhJE8Xh2zdhZvNEkzxf4QY4d9nCBpnqwR7iq8EkMRpFcVlSzBJsF1LMMVVthR0cxar3DfvchprYkVx3xoiVY1pLg+indrTEuj9ncSxn+YsHehwVB4UiuGmwaMPyiYPDTU8o7A1wqF3f2dMHu92ZUjw8p7vZFnhMa0FowwG3H8g+PiI4XxBeFMM3XomVlPcXDMS4NSF9u8LsCF2m2tyNU2aKcp55l6NaRPVuhraMeB6Qv1zfVUXpWCzHiREjrpiMmP7oU7NOBrkXQ3fVjwm1LcTvFxkZ0iJ3DDq7lO9YRLSqaYYDNAuwgRrfy++D1Aq9h9SAme76jvDOgHgdsj2JJcNaz+sHsRmhbHgjGZqqOtqfZPegTFN2NBGbwrCQoHbvbCdVRxvq+Yf7DAeG2o8ul3fdaicZx0dLN+gyebFg/yKhHAW0/EFKlcGAU8aJDt6Kti1YdbT8gXtSEmxZTS5KpR9IxNMOAZN4xeNnR9DV4yM5akZCEirb/9dtSD7Tef6XXmxBvRHJTxkAcQ1XjixI3yGC9xd0/AiMTA35X0BwNpAU9mOHLUoiG8zk2j/D3jqS6czJRkHxxjl+uUest/nBK8+4+qmmhaWXdvRRf1ej5UpKiUqjJGJeG+LbFzkayrFG46UCkKM6hypr2rugTk+cL7MkpWAtGwXqLKmv0thQN2/4Uva1R663gcVrTjBNcGpL+9IXciV9c4eNIpiucw1wsRfaxqMBBeX+EjwJcqEkuqhtCw8dS/cVfzmne3SeY79DrUr74W6lWw03D5tEAVVtwMPx0A9YJgD4yqNaxPYokKQeG+LLEJgHBvGT3eEK0alDek//oBcV7e5hFQZeHQnq0jmhtqe9Ppdroh1SzmHocY86XxAvBArtpyuU/eJf0ZEf/VU03SihuCciefnFJN0op9yLyF4VUtM4Tn24IL7bEn58RrirSl+sbEfbmnRgXKpKTDcW9IdGXF7jYEF821HsR8byWSv0aQC8ejvGh4Ghm2xC+XkoCbh277xxiU8PwWc3ufk5Qic4v2jrqcYiuLdsjQ3JRMXxWk1y1XP6tEeVBwvBZRbTqCJYl9ViY42YYERaOcOswpePoX2zILizBvCQ7LtkeRTff+TYP0K0DJ+xmdi66vuSkIFy1BPMSF2uWj2QKppqGNLnGBZpgWaE7z27fCIMaK3Tt0Y2lmAXCNiPSGhtpkdDUX5/B9F+xJX1T2tI3Irl5d02Fr9aoXoZeSmthlluU1gTPz1GDPuFViR8PaG+NUOORiHlvzYi+vESfL1C9DJ/E+CTCXS1hf4of5KjTOcGywkchdjZChSGqbmR55/BXi5t9CZ6fo0K5y7n9MXpToorrJLje4dOYYFniLq8A0HdvgzGo43NZXxQK9nfdFvskxG136FoqzF9hKCpLSb+4xKexaPDSGDvNae/u3RARAOnLNeZ8iVnXmEUhTO5CdGo+jSWBt45u2qOd5dRTqXD1rkY/ecXwJ2cAguMEmuLRmGpkGH28YvVuRn7S0M362GnO9n5OfLoBowSMnu9wRokkB3B5jCk7wpMVwaamHgVEr5bo2hJuWrLXJclpQfXuviTCUUKwrJj9s1fo56cE25auF2AaR3y6o74/xaxr4oWcG5eGuNjQjVJcLgnDLHbUh3102VLdGTL9s9fE56VMrgSK9u4eZt0QvZzT//CcLgup9hK63DD88SlBZWmGETaUG4vdG6CsR7cOXTvieY1ynv5HF3SJuRE+956sMeuao3++oB7HtHlAdLYlWTiavub130npEpHM1CODTWUqJlxJZdoMA9YPezS5ZvvekC4PpeItOsq9kGIWUB6muDSQfWglKeptiSlbulGCKR3jz2u6TBMvO8Yfr7GJ4fIPx2SvK6KNZ3NX0Xu2Ibms8KFm8rM1XSKserEfEa06vFFsb/86sf7bX6giffwqrzch3ojkpkyAylIwRhKN1lDXuF4qc6bO4U7P0fM1arEmPL7CDTLsIIa2wycxbn8sot4wQJU1vmlgvoDlGqYj9PlCxrVenmJnI1yeSsU1HaHyHHcxxycRGCMM6y+foedrWWa9xV4tpJq7mKN2JXo2RXWW9mgIZYUKQyEnjEY1rbx2JT4KaP72YwBcFlPdGaJ2JVQ1dpTjQ3PTrgZnK3TZEV5s0UWFWW6v52mFOXN5jKoaqv2MYNvKBX77QFqosiNYVgQ7izlfoq5JFwDVWnofnULnCFct449EoDv5cIlXCrNrZHTssuHqhxNcGrL34Y7y/khmVtuOehRg0xC9FRmEjwIGT3dsvjMjeL0gPFsTnK1kAqRnKB6K1AbA9Xv42/tUewnxZUlyUtDs9wiWNT4NRTLTdKjW4owmWJa0wwRfVay/f0B0vqOd9YjmFesfHErL+XhC+mpH2w9pxwn1wxl22ifcNKQvN/SerCnf3UM5LxhlLJMJm/uZVG5NR7htpV2znvrOmKCS7Yfbjm6ayjlPZTQruaiwg4TkSnRx9/67p6QnchMOS0fvZycywlZbgl1Hk8sIWu+0kXZUKcJFhTPClA6e10SLhtWjjDYP0Z0jfbnBjXpUhxnbOwmmkkSYXLXElyX1Xko5kxuv2TUMP9sw+dTSTDOq/UTkOa2lmgSUd/oy3xwqdrdT0suvr3OTCYWv9noT4o1IbhiRYui9ibSnbQdHB/D8WHC3w6lgbdMBzeNb+KqmnUhrU90bo9ZbVFFj9wb4NIS2w8yuR9sGOa4X0z44QP3iCyEiltubykjtSuzFJXpvgvviOViLXkvyArCTAYwGdP/OB9IKTsaSbACUIjzd4McD7NUCvdkBSFttDH4gxEby7FJkCGlA8vOXwqhGIbYXoooaZYXhXPzhLVltVdMcjbCTnHaW4/opPhLux/VTktMC1XQ0RwO6UUL8/OrmVCZfnONGOd2tMX48oLo/FanMZMDufo4PBafSu5Jm+itWTgtL+nJBtHNCzljRR2EUbtQjmbdEX16g2g4z39D2I/ROcD1f1RSPplQP9lBVS3paChN6MKSdpHSjBB9okssKfc0gJ88uMUuZqOiyQMbm9LXkZJSircPdO8RrhDwB6v2U/kcXhCcrukSx+O6A5FTY0F+F3tVybPs99HUZUdzt0yUabR3DXyyoZgntJJXqVyuCTU00L6Ri9p7o589pBiIcd4GMqFWzhC4L8VqY6+0f3KWdpJh1Q9PTlO8fEm7kJgEQbyxew/LdmPTVlnZgqI4yup7BpqFUfcOQ0WeSeOtxTH0os9IAg2cF6wcpQSVVoA8NXitJmGcdPtDYPKL/ZE18uiE5LZh/EHD1wzHJ1a8TmWkcV982hMU3IeJV2K/4ehPijUhuvm6kQitKqeCslaqnLEWoO1/jBilYL5jTdET08+eYdU36xSX2cIqPI/STV6imgzDAXS1wm620aMudTA0c7uMPp6JvOz7DlyW+l2KODrGTHL7zCD8e4I9PcaMcjEYXNd1UqgxVW6r7U/yuoD0cUt+bYMcZ7SRD37+D3xWo9Q7VWuywRzdKpUpzAhCHpyvc0YzkpMD1e4Rna+w0xxuNWRTYSL4UbpRjrkW04YUkYv3iDL2t0ZvrxDFKsJEW4XFZoeuW8k5fjvd8IXO0651gj3HE7n5OuOmITta0wxA7yaXCOghxaYCPjcg+1tcQQahxsSG82GEu1yQnG8Edm5bmaIQLFWq9k6QwmwhOuGnAuWtBqyI4l6mLYFnJBZ2HNAe5jK8pJZq7ZS3jRWkInZOq03lUK/f//OmW5/8gl5uIVnwvlAEAACAASURBVLg8Zfn7+ygnw+NdP2Z3Pyc622KzgG6UsvyDQ7R1lHshwaaW8aPrOdqzf29K/tEZXoljiqkdXT/G9iJsJKNexd9+SLRuwXrCC5lciRaCPwbrmvB0Q/pqh400XJMoLtbXyb7BhxpTOuqhJp07yqOceNHSZppoIb9Pzgt2BwFtHlJOZf4z/eKS8uGE7NmK3e2U0Wc7dOMI1+JyEm7kxhCuWs7+aMjmnZjtwwHtrMf2fs7ez1pcCPF5SVh05C9LnFHc/Z9WVJOv35YKoaC+0utNiDciuaGUJIYkFoZytcaenqPSFHv8WqqpbY06PgPrUIs1jIfo5QZ3doF+eSq/A/j8uVw4XONh84W0qYMcv1ihqhb97JXo5MrqBkczZ0vMYodarFFZit6UbL93C1XVhMfX+NrJBbqxtO/fJnx2RvRqiWot4S+eSwX46LZgeusdZrkl+OQFfrvFJzH6fCGOJ4OIZio6K5/FBGcr2oMBqu0Yf7RGb0uprNYl3SgFo3G9GPfOjG7aw/VTcGC20u5UR32ax7coHgwpZ4FgfsZgTua4UR+7P0LVDeGmw7SO3eMJQWExix3Zs7W4g6xrISOuSpElLLc04+haLNzDB4ItYRQ+lVY3+/wSezCSyrNu0K2n7UcUj6dE84L0tJSKM47Qmx3RyznBtiX+ci7Hvt7IzWEgM6YAuqhp7oisJ7jY4OIANNz7J1uaowHZE3nv4LMN8aLDa4hezsk/X1Ef9lGtsJGD//ljqklE/8sCvSnpvdjSe91gFgXDpyKJMFVHeLGj6xnqvYi2H5I+lc85e7qQdYVaquNecO3Q4rFpiE9Cins90p++QO9qhk8KsicL6sM+dI4uM1STgP6LhuRCEl41ieg/2WJ2Labs5DOsvUhonlfkLwqWf3CIizTtrIdpPC7UFPsh4aaRZG8UQeUINjVH/+g53ihM41jfTajGYnU1fFZT76dUk0jIndbRjeIbuc3XCdG5/c2p3N4InRveg7WS0KII1c9R1spEwQfv4YtaKqBehhv1RcR7rTFT/Rx/OJWKxntIY1is0bOp2GMN+oLDVTX+1kwwOutgkKMHOS4J5b1RiH3xCvX+I9mntiN7tsZHId2sjy47GA2IvrwQ8P9oijlbyt0hEkLAa4WpW3wvFUGud7h338EsdkJOrKX1iVYNerPDXS1vRruwFl3U+CwmPFtTPJqK+4iVCkZva1wcyL4C7eHwuupxuDQkah3ZXzyF6fiG2cUo9HKHalrCbYuZbwn/mj+L3uyI57GA1zuDWe3wgcYHRhi7V3P8oEd7MCA83dAe9om+OCecL4Woqe2NcUG4qKSi7InN0/ZOyvCnF6htAUksbHTZsvn+AelphbFjgmUNGqpJjmkc7SzHlC12EGFO5wTA7v09wm1H9GqJnebospXjPd+h6gbX7+FyEffefJ0e3yW5qK9b95Hgbi9XgiE2jub2mOJWzHAuLaApnQh4398j2Fl8KExmlwXXbiIBw09XvP73x4w/awivCnrPNqgspZn1hPmsO8JVRXWUkZxX4BLcNWMbFB3xsuXq+wOyi45w29GOY5KlmAks3kvY/98v6JKcaN3iroXcunXy+/dzkuWvh9G7fkzx+B1M7akHMsmRXjq6TKMSg020yICubxrbo4jsrP1GLlX3hlRlXyXejMoNcJstup+j9yb4osTXDebwAHU6p5v1pYJZrfGfP8OdXYhjyHoLgxw+f45fSxWndiVutRZy4fQCygrOLrCTAf7la8G3mgY7zgT0by0uS/BXC8xsD11UqLaT5ASosiZ8cSltXttJQi1rMbGMQjHKrGtJIMdX0Ha0h9IecjATGYa16I1IXOJPT0TFvz+i+/67sv6TFb6qseNMGMM8vfaWs7gspstDtt+ayPq9x077IjJe7YQJfjUnfHaGP5TqDiMto7pOlrvvHArbeG8sLfuoR7c/kHMSil+dLmqwFnO2pD0YEB0v8IPeTXJVVS2TDQcj7INDaadjI4LjxY52nEjl6zyqtqSXLZvvzCi+9w5XfyxYoh1IBeG1kvPfiuFnvGzpEkN4tsaczDHrBjcdUTyekp7spOWcioVTM81w19stHl/joqlgUrpsWb7fp95LMbUVfV5tRZg9y4kvpU0rbsVk5w3tLCfcdiSnkuSyFxtsqmlnmWB3VsiIeNnR9WMmnwhDjJUbio9C2lzqg/WjPt0gJlo00DmS04KgsjekxeZOTDq3JCcF26OY5FQsjtpMvOjO/mRG73XD8pFUstGiYfF+Tn7SkJ1LYorW0tpWs5j0sqV3XJGf1KRnNS4WkW/2ZE72umR9P6IZGMKTFcmVZXf0zbSlf5MqtzcmufmmwW22+M0WPRmhjBbdWi1tod8VqCxFRRH6YIY9nOLuH+GzGD0coMIQfTCDpkX1c2EiH93Fty1qPMIst5I4jUb3c5FVpDHMlyIATlP8QMB7zueir1tusLcmktCuhbp2f0T1+FBwwH6KurgS8bExVO/uw2KF+fOPae5OhOhoO/yukGOxHns0pR7H6F1NeRBjD0a4QXozFqY/fILelqy/NRTLo6s1Xin6P3mNG8ncqN7VmGsXFUYDCAP8eICqm2u3WY0b9fFxhEtDkpMCH4mZpVrvxISgtuhtKZqp5Q6Xxdj9EUSCU6EkQfowILzY0t0aY6+B/eBshd42N+4k3mgByoc9ep9cYAcywqS8J1o1TP7sWBJy2RF/OZcxttai6oZmEGLKjuzHz0Frunv7lO/0BAMciGj4VzhmeLHDVMIKz384ICgsxYMBpuzQZUtxbyhOG6OAxfs5we5aBnI4FYeROMCmhnjRYa+TuleKZiqMZTtJCVct5Z5gg11mBI9LBduM5hXjv3xNdWco5EIYSFW5aIi21+saRnSjWMiiVs5zUAlBs3gcYAcR6/siGzn/Wz3CTcv4R+diT5Qbjv7JCcnpjt3thMlPFlx8LyE5FQhB11K99X+5YPNOTHkQU+7JZ2JKx+X3Y9qjIW0ekiwcbU8mc1YPQ/JXX39CwaOw6K/0ehPizdgLpTDDAToT9s6enoPSqPEQggCfxKhBHze/EsKhqjGnc/TJBaqocftjmSVdLCFNoK7RX55grtYy+L5YChZV1bDeii5tV+K1RiUxajzCXlxK+3p8jhoP6fYHQjacLyWpJCHtYV/A9U+O6d6ZCo42HeEGGa6fCtV/7xB9/w7RZ68pP7gt1WEvu8bxpEKIF9JmD398SnWYifo/z0Rm8b1HEAbkL0sZnjeG5NmlVKKBsMqqrKXVKyvaWY6d5IIVdlba5thIy5aLCr8bxdhr/ZadjdCl+N11sz7qdA6LFQSa8jCl2x+gN6VoBaeDG/Gsqi3lXoTe1jR3J+j5El5f0Oah7O9PjmW+9L09EV1f2w0FZyvs/uha7hJQPdhj8ft7XH13QDfrY8rrZe+Kl52ynuyZzBhN/vw1q0c9gQHyCKxDlx27B336LxpspEX6Mt+iqpbkvCB9tRV34vOWaC7WRYvvDOi/rAlfLwVnXDWE21bkIIuKcFWxO4oo9iNM2VKNNeGVaPa2dxKxPHo8wvaEiEmeL4jmBeWdPov3ErosQNfuxoY+WNbYxBBebCnu9TDrhslfnnP0z8U669afV9R7KaMnv/YFjLZOHIK/NQMr5pcn/9GE3qnDR4G4p8wS+s8LFt+fMPlwiQsU6WWDKVuCXcfsJ/WNbZTyntFnMg43+aTGf0NXuvPqK73ehHgzkhse37T4WiYU9P07NwPkAMwX2BevRN5hLb5tRdc2yFGdFf1bGOKbVgiIOMZ3IlHwbYsaDmC5xucZ1DUMpAJSpxfSdimFznsiIxkPZZY00Lg8prs1pp2kqNM54clKyIokFrvyJMZrjV5u0ecyYK9qi2pa3HQkDrhVLRqsSY67WorMZNuIoHhvQHJeUd+bUN8ZC2D8/Fy0Va/molPKRHhaPJ5hzpYyhJ8KhtXd2ye8KqSCyjPaWyOad/cx8y3bD/bQZYvdHxGsa8yuvRkY91qjtEbXnSSV/SnlYUr2TLRqNC2uF1Md9miHibTZgSaonLChubifsD+VKY1BckM0RCup6Ha3E/q/XNHcHsuzCbSwr/ZabzZ8Ut4Mcyvn0Z+/QDUtXS4Ca5tHuF7K5M9f07wzwqybm1G73hNJUOnTK4KixWcx7Sxn8zDH9iLiRUebG3HsuB8x/nhNeFWy/sEherOj2k+op/HN+dDrkmRhGf/la/S2Zv8vZGa03ksZ/Xx5s80bQiETdtUHisnHhVhA9QPipxfY5Nc4WzvLyT+5Eu+9g4GQYq1YibtIlisPYpT3pK/Ekip9taWbppjGM/6sZfDZhmpPPPS2twybexlh6WimGcm8pdyLbirq5SNhfDf3shsCoctDrt4XW6yvf5UqGm++0utNiDckuYE+mKEnY1QcYz/7AqbjG3GsGvRFN1aW0HUwHqKen0gFU9UC5rfSjvK9x9Kq/SoGubSqSSxV1ETss/3pBd3jd7j6u3fwRuPfuYX+/IWMUG0LEdI+PcF8+pxgWePuHqC2hTCAaSx+a3uyHTsZiNA4j9EbsUjX86VUT9MR0clavtiHM7hcyO86i352go0N8acnJF+c0/VjYTrPlrjpQCql+RIz35B9fglG32CHrp/KNEVZy0jY0ZBgviP8xQvcICX/5Arbi4R9jgOUcwTLCrPaCYGRJuJavKtRVUO0btG769G3MMDGhuR0R3S+I3q5QO9qAajDgHDV4vo97FgqbTPf0h4NiV4tafOQeiYXnssjgk2NTQPsWPDG9OWG4S+WtMPwZs5Sly0cHWAn0mKKwNqLddHtMcFW2l877QtjvdlRT2LUtqDLZHumtsSLDrNr0FacVMLSMf35lvJIRMemEvwwKAT7il5cYZZbqntj4nktTiXA+rF8runLNT409D+6EEyv7givCjFQWJb0Pr1k+TgTj7yZFmyz88x/KO8PlpWMDFpPNRPjguLRmGglLaJynnhxbTnfC+k/r9g96Avj+8lCPOfe799o1PovO6K1JTmvb24S2euK3WHMxQ8zdPfrB+iEFwVdFlDsRwyftd+YK4hDf6XXmxBvxF4oE+Aur/Db67Gr0QiWa9x2B1EoHm+jIRzMRNy73sLRgbhvRGL0CGJ6qZ+8En3a3kTGqC4XAvxf4172WEgFlaWEr5eMf3wp4PinT3DvXVsipYko/EcD1GSMOZ1D56jfP0LP19Iuth31RJKZPhHDTLPY4VfSUvm2lcRzcXWD2aE17E+pvnVb2uTpWPCse/sy4P3FKeX7h7irBT7QDH98ipuOZE71ei7WLLeoLJXKIc/kSWB7A+pxiMtiVBhi0xC13mJ2zTXQfm0uULWCj40SWadS8pyHspLh/kEmLWkaS3Kfr8Eo7LBHO8nIP7nCxYLJ/Qrfc3kq/nmtY/f+Hi7WzD+IRaawKLC9iHIvpM1Dab038kCe3sfn7G6LVk8VtVSK11Y/ZrXD7FrBqzY1OMfq3UzGle4eUL63L+LU/+A+zTBAW38zcbB5NMAU3TUr3cH1E8SaYUT2XFrk8ErMLO0oZ/2DQ9q+GG/+6ild2XlDUHS4nmBnUqld29T3RF7B+VzEzUtL/XDG9KOC5LzCBYr+i4Z6GlPe6+OVou1HBIW9xkMFl0suKqlyrTCiq0cpZtcSrTrCq5J21iNYlvSfl5h1w/ZuRvZ0cXMsynlMJU/3Gv38iuGXHflxS9PXDD/dsPm9IUHRMfhsg6ndjWj968ZbQuHfMHx3PZ0A4uXWdUIeGFGtm+kEpTUuEwLAH05F62bdr/VxgK9quDWDubQSvm0hCnFXS2lbD2eifStFNuDTWJLAosD+8XdEef/gAMoKNx1gR7m0ucagtyXxpydgtDy16vSC7DMx0HTvzOC5+LoRxzIEfz2h4A+n4is3FOdWtd6KbME5VNvh8pjg9QJ7MMI7eUoVD++K7XorY0C/YmbddER7a4S7eyCzqpcLqXbmG7LjEpcG2MMp0Ren+EEuCvpFIRKNvox++Ti61nDJPtG0+PGAbtoTH7zFSnC9qsbemuCjQIiHTS1OvSsZFWOxwqxrsTtaF5h1TbCz6NoxeGFJn8qTvWwS0DuuiC8K3KiH3RsQvrikuTvBRorkeEvxeIpe7kjOK8y6YvvBPgRaMErrQWsmP7kie7GRpNk6oldLTOOvjTUd5Ts5etvIDSHUTP/8TKQmQO+z6wkOK4/Vm/9whMsF+I+XLcnVNTlihMWtJvKUtc39jLYfMv/hSNrHVkbbwpMVxR89RK9LGZ5f12I51I9IzyohLea12MdvGmwqdu3BshJxMEhbnIWYdUN8XjJ4XguRomTkq0sMqw/GlAeJ3NAcbL81YXs7EGfdQIlZgvWUdwZsbhuxj9pIIgsqwSd13aIby+5u/vWvU6+wXn+l15sQb8ZeKEX35QsIAszRISqWdkrlubCO121pvZ+Kpm25hSQWNw/Ar4Q4wDsZoaprsTfqZagkRuc97OH0xrnD7Y/xh1OYL2WOdL1Fd45uf0CwLGXdx+eYiyW6nwvTuVhJlXg9euUf3ZVE8+gdae8mI8EDZxP8Zivt9K5EPT9Bz9eYqzX8/Jf48UCG6tdbMcXc1rS3J7g4wM8m8myIzU6wwTAg+Ktfoo7PBQfLI4KLDfrZifik9bKbO7ILNeHpSpyIBzkuj4nOtoIbDmJM2RKf7tBFRXh8JaTCtsTemsiERd3RvLsP+1PUVgb0zasLed5nJthifLrDjnsErxdUP7h/7YzbYEc5Vz8UZ9j083NspCgfTvBpSLiqKG7JuBOdPBSn+OAWbS5WS5vfG9L7+FyeLxGKYDn/0Qv0cicGpnkkxqFVgw9kksMUHe3RkP6TNb2PzwkvtvIoxEHM7v19ANbfm1EdZTTTBFXV/yd77/YjW5bfeX3X2ve9I3ZEZGRkRt7O/ZyqrqrudrfdPQaMeLCsuYrhgQdGSFgCyULMHwAjnpGQeEMI0CDQDBIC8cIwD4zBWEKGcbvb7b7Upavq1Klzy5OZkREZGbd933utxcN3Z1Rhxu6y64wpbG8pdc7Jk5fIy17xu3y/ny+8WYZ63IX96QWGP1xABQzacb7/UTvAl2hC+jajlwnUIEL3SUKJxUYjfn/Obe7BAJt3RhTtHvXoUpAS3vM53Hm2DXkxDpcS2pEIn61QxQ71gLMU3jRnmEvPRjEOsXyri7LvwF1UcFYFVvdDGCnQ+2CB6BUzQ6xCw1016J4SPgC0EFQh4E1z7Hxcwio0kkML9ShE+GSBauijHHdJz3lNl4b4Qi9fhesrcbgJIWANdygFWSypcytK6NUa7nNuMeHYCD+5gpjMWaEBPGyGA5iq5gJCSFjjPUozlmuY68UWcmldr7l48D3ITQ65pGfVulxyzrUueFBM57RLNa2N62TMG77b4cay/XgqduG8vCIUsX28ADhP8300x0NWdXlBl0JRQt69xXbm5Rm3vkLA+A6cyWrrghCTGUXAQQCT5dswapNmkEmF8mQA4fuwZkuYONq2mNa6ZGqYlKzCPn3VQjE1vKczNLGH5GEPxqGLIT/uQCQZK5FZQodG1qA86nFZozRM3KHGr6ghyxqiblAN/C0j7eoXY4iqQXqng8H7a8RPUzQHA/Q+WCJ4eg0V2khvddB5nsBeU7ArlYadNoh+dIrN7RDpvgXV78CdZ5T8WALV/TG/95HHxU7owaQMvqkOY2iHNqlyFBKuYElo14IzWdF3q5nlGj5ZkLziOu2crED63TuQWQH3MuHP/GgM56NTwJbwn89hzZM2bFtTYNy3YCSrpmLPRzHyEf9kAlHV8B9PSCgBkL65x4rLk0iObFSxg/RuFwBpJ8WAT4rJoz6KMZ9M3FWDfNdG/2cb+NcV6p4Da5Gic17BXVWo9jtQnoVq6EP5kulngUS+y3Sr8s4QsqJG8foND8qXGH5QYnXXw+obQ7jzAsmRCzVgCNGXvbhQsL/Qyxe45/8bIcRUCPH+5173nwghPhJCvCuE+J+EEP3P/d/fE0I8EUJ8LIT4q1/k8X4lDjdjDMzRHg+mXsyW1HFYCa3WPGy0hllvWJVlOcxyvQ1nlvsjDtpvjWFciivNeAj98BaxR4MYxnWo/XKpT6pOKAC9EQeLxZoVQpfyCxEE2w0gWhLvTUVWnQygLQmT0PepD0cQUciPGXBzKD94BuwOuPkdDYF+zIWG78Ma75EKMoi2sgt6YDcQvg/tsQU1mwTCcyHiDvS9Q1ZK84wzuSgAamq+kjsdNMMA+b0dVlqOhOjF3PJmJdJ3xqg7NuKfTLhg6ASwco3q/hhqN4YOvdb5UTKIZhTSEWJJFI/GKI96wPklRM25lqnZWu3+eI38sIPoeQKhNYo9n6Ter/dx9jfGW/bNDeTSWqSw1pQuVPfH6L93jYPfnmL9qEvBse9BlIr5FrEPuc6xue1DZiWKrzMKN991KDyumIF6s0H1JhugqnH1izGyA4ZX16MO8vu7yB4MYWcNsltd+LMCxrGRPOrTylfVUA+OoB2JzTf2oOOAeCxbsuItDbpPEgSTAu6igjcvkb61h/LOENnbB4ShpiWsUsO+XMFIILxScNecn60esLvoP05JOhECwXmC5E4HKpBQHpDdjrY0kupkACtn6PXkuz5WDwJk+w6r4dtdhC9SxM9ylEMPdlJDNhqLb+/CXxgsHllY3XNh5/y+W6sU8csC2pYITtdf/j7Fa10o/AMAfziR/rcAvGOM+QaAxwD+HgAIId4CI0Lfbt/nPxdC/NyV7FfGfrXFC7XtpNqNYQE8QJrPnnVEpwNhSVQnQzjXGW1VvgeZsNW7YbGJuuHQvG5oAbJ4g5mzCZcJ7dsY34PwXC4AGkWv6s4AetiHmF1D9ikjEWDsYP3mCdxPpygf7kPfPaZVKKlgHBvu+ZKbWUtCdCKYzwVH43KG5F9+A9Hja4h1AgQ+VIe6MbR2JhNRFGwtE9rETg75vmkO62q9rRqNZbUHboC66yJ+fw5R1bB2Y24/F2umYc0ytrY3z9qCkgxrmdCRABAK8OkFE8ja+aB2JJrjISGQZyvUow6at+5wrna5ghn2GXp9PkO0COl2sB04CT2TndMC/fcKVkhnBsa2oPsRNt/Ygz8tt3gm1A2M52Lw+xMUd4bwfvwUxb/4AHb/NjfUcYCdH9D4rx2Jqkf8tiwbIuClRHU0gPP+M+i7xyi+eYi9/3PG2eA8gYgDGt99B4t3evDW9J42wwjd779E9o1j2IUClEET2ej++IIwzzsjwjLP5xD6ADqwMfuFCMMPC+S7DsKLEtXApT3PJ1nZSCB7NALA/FIjCQUYJDXWD7qcO0428CaA9hx0P15B1A38cw+Ld2LkOxbi5xWsgoLk7qsS/rUN7Ql4VxWSE5/xiHsBvOuSUE6tYRwbndMCsAQGv7/A5ht7UI5A1ZVI3xghfLHirDEOXsutql6Ths0Y8ztCiDt/6HX/2+f++XsA/vX2738bwP9gjCkBPBNCPAHwXQDf++M+x1eicoMARbR1q1MDIJ+eozmjEdIEHn2n3Q7V+EVJe9Ap31akOQ8wpWCKAiYKoHoRxIfPYM4mFLxakrO1nQEw6KE6jGmkrxt6WeMuqSTdDttIz4KQkmLf8ZAzNJc5qHBseJ9cUiicVLCu1ltaBhz7M9nKcg0zmRFJ/lceIvrep9BxwNyHkNolHXoUAncCWr8cBzoKoPtdVIcx1CBkBSklil+4AxF3IUdD5CcxBcXPrlCPmGol1zlU7KO+u99G72mIouJBYQkYS/Kg2u/xgAWgfBvN/QOYuIPFOzGdA62Fyp7nUIOQ8MQW0a3jkAZxCai7Y4qdpWBrpww2Dzi4Np4F3Q1QH/RRngxQ7PoIz3JUA+al5iddOjMmM+iQgS7lt+7R5/lqSc+swwOcxv+alZpmeE/+cA/1QZ+pYw9vQWYlZ1uH8VZXBymB+QLGZesnW8x3duAjf/sI/iSF1WLCAcD4Hqo7I1itE0CNh/SN5g12383gnq/ROaU+r+hbkFkBueFmU3sSxY6Nnd89g7tWsBN6SVVIX2ox8mjZcizogKLc9TtDVrw7Av5C4/pND/m+j/m3+lg8ZCtaB3RSeEuFxZsRvGkO5VloQhvVwCcJeJeOEOO78BYMkxn+mFrA1dsD6NDbopi+zPVn7FD4twH8k/bvRwBOP/d/r9rX/bHXV+JwE5YFGfgQvg8REFoJ14HViwHbBuZLWEcH29ZQz5lvIHvUE5kogNEaGA6gHhzxxrUlzBt3oX7hIUyWs20tSuh+F3BIVcXuAFCK2q68oAykHwMeqRymEwKu04Iuu4wLfH7OtjiOoB8cQ75o8UiaUo4brZToxdC39lF95xGM68C7Ij1WPjuH0BpyuQHA6kfknEeZtkVWsQe8OIO9LiGTin7YgElf1SEXF+6KQmAdh3DPFki/NoKOyShrQhvhszUPZoeWH2+SktDRaFjrAgiYdi+MgZVW0HGA+GWxXRJY12vITQprnpAYktQohxT2WkXDlm1dwFpksOcpmkfHTJxfK5StJUgUNZzJClbRIHyxYqxeplAcdRC+WKHYC/nzKisEkxze6QLOqtjirex5SvKhY0M2Gt2PmaKlOwH88w3seYpiTPhkdRij3gkZbvP0GtUhD//6zZPtjc0D0qDzPEHwdE6U1DqHPU9hF4qU4hEx6caxIbMS0YczQghA2OjmdggrrRBdVIAxqMc9pGMP3rxE/2crbL51wJ+NJTD6nQv6aCP6ZyElRwXawMoadF5maLoeDv+PBeLff4XhhwX8WYnookbvaYXwIkfv8QaLrxGB7q00yr2AgM4uMxfS+310Hi+RnAScsdYaVWxh9SZhld3nGWRZoxy8niZNG/mFXgDsCiF++LmX3/jC54EQ/yGABsB/d/Oqf8ab/Vzh3lficDOqbZscmxVPXqC5f0AkUdtmGsemcDfuQg53aJpXijDJeZuSVZQM/ahprZGnE24QlYI8ncDcGlNYG3H7pzsB6qMdiKLmrCzu5jSkYgAAIABJREFU0Hi/XHET5blAXkAdj+he8L2t7ATTOeGXgx5JHUrDaA37xZR0EjCuzZ2mFHI2GjgYQZ+MiWBKEi4jxpz9yaQk+ujkYBugK5+eb3VmRkoY32FVYVn8PNM5hb9CIHyygKgaWHmD4Okc5TgiobjjwZ7n7S9+A5lUqHdCGN+F0BrOdQ45XcCab6AcSWCjMqhOhqxkjvsEgipmKdgpZ1zOdU7PZ5ojuzeAPdvA/tlzBM+X6L47hfZs6DhAdcL/q0cRyqEHbQmEn1yh2ucBZ7+Yot6PUfVc5Pd2YF1TdKtiSldkRpFx1XOR3u9DB4R8Zrd7aIYRwmcr1B0H7vkaTWQTQuAx+rDZ77WoImLWbxDiN3GP9U6I+XcJG7DWFc3sq4ZPlg5pwlAK5SgELIF64EPbXBB4s4wVtsdoQJlUqIZ0BoiaLD417LKiajendddtXQ42tWoVYwLrnQCbXzoiCglgzuqqQD72ASnReVVBWwLBZUFW26ZGcFkgObQQTHIUh13EH65QDUM4zy7hZBpeSxGpuy6yuz2E09fhLcWfpHK7Msb80ude/v4X+RxCiF8H8LcA/JvGbJNmXgE4+dybHQM4/8Pv+4evr8ThJgQfhslyyOEO9GpNuGTgk/BR1WwvKopQRcSKCj6dAvpk/JnWzXXYZmYlTFlxWN80zGaYs02ULxkILGpyw6A1305rtpVvPYDudyjADXzIl0zDMq7DAzAiaVfcOQauFmzNUrbFCHyGxkiJ7vdfQpxdwvnhJwRIFhWsyZweWCEpNVlnqG7ttJowCzpwyBn79gPoexQNW8uEJFZbIjsKSDGJO8BeK28BsxqgDKx1gWYvhlVrVIdxC7hMIU8nFEZ33BbAKHnTKgMEPpK39+DOC9hzwinLXRfNMIIzy+C/4MFp4g4xSmUDuc6ogws8+NMMm3dGqN+5CzUIP6OWTJcMq3EYOhO+3KDpWEjfGMFelshPSFZ2Zgn88w2EMtBxiM77l6h6LqxCoR53UY97CJ4vWxyRheTER/SzyfZJwD9nFWwkHRQq9lDtRRDKwF0wL1WWGlXPZog2AGeyQXLiY+cfvQ/nglw+7dm0czkWinEIf5Ihf7gHb5LCmaUMyznnIVENQ5jAgbYErLTeYpc2x/w9VJELuUwh8wbrWz6fnNqgZ+c6h7tgSytqDeUSUXQTnAMAm3sdxgGOiRZ3EqbGV0OfkX++jeHPCqjQRvDRBPntLpQnGUtZapR9CzKhtKTqWMj2Xk9bWhvrC738aS4hxF8D8O8D+FeNMdnn/usfA/g3hBCeEOIugIcAfvDzPt5X4nAzxtAo73yOxut7MFUN4ToQ/RimrGjPqmrOynwPxrYgsrala6UYOg6gdjpswUat2Hd/RI5/XUP2YtJwpxnkcoP6sEddl2OxPawbwiwnc36O9QailYCINCcKKS+AfkxAYhRCfvAM+sExAKA67MPaGfAA8z1gd8BqLOdW1HRCmNuH0PcOAaVQH/ThTDaQKVs/7dlbzFB6q7NlxVmzJazrBN13p9vvm6gZ1qJDH3KZQLy6YPp7UsE9XVBc2vE4UL57COF7sKfcMjd9n95XS6DZixF9dIV64GPz1hDpWxz8Oy+v6EQIPVTDcFvhyLzebpKN56KJPXTfn6HuOfTGOpIxe/f3kB9G28cqihrhixT+JEO5FyD84AJQhnPIyIM3I1xSRwGrumXBm9+3IeoG3mQD+8UUvccb5A/34D6/YitaVKjHXfhXBepRBOeMntO6+9kN7STcXtqFxubYg/EddM5L5L/yJp8QtYYsG9jTNathCRRj5tSW44hoqlnGCqzjkF/XaDQdC5Nf6ZE+EjgYfMQ23kor5mvYEtoBNg868E9XUJGDahhCdVw0ewRhetN8W5nVXQeyUogfrxFeFKSOJMy4hTKwao3u8wzF0Gb+RVIRTQW23eWQwdbhJQ/cauAjfrxB/Pg1bEsNXpuIVwjx34MLgTeEEK+EEP8OgP8MQBfAbwkhfiKE+C/5ec0HAP5HAD8D8JsA/q4x5udqW74Sh5sQAjB6a7/CcADV73D4vz+iV7MXc1mQZtB3DtEcDLgdbRRbvtZDKvMa8ul5q25X0HsD6OendAPc2t9CIbVnc3icVEynmrYJWJaE6HSAfkwZitJQh0OGLwceFf1FCSzXRHgXBeRoSGHtoAf303aBsU8wpmgUt6a2DbFYs9X95AWsyyXU8YiiYbRVa0JLE7SGciT86wp6MuX7t7IX5EXLa0tgfBfVcR/pA7LZ9N1jrO+xpTOOvU3gUgc7rLxW65Z+68H5hLO/Yhyh6rnIHgzhTlP41xXcRYUmpDlexwGJG48nsD98Cfn8HJjOudCYLiE3KeqOTbLFoiIV+MBHuevCnabofDBl+1rVKI96tD3FLrE+Xz/kDPBqjWLPp6XMsUlYjjyIs0vk+1w2qAEhmHpvAOtyCW+WoToZwioV542WZADO+YpVd03kUjXwoTxWMXXHRvd5BrswEJM5KSClphQm8lDuBki/NkK56yJ8tgIAzL7FZYHqd1gRDkNYtW61ajXC0xT9JzXSAwd1j6j0+rAHuSbiquk42P3BAk7GzSYsAe0Iyk0kSbo6sGkjq8mBkw15cfm+j8VDzvOsSqPuEaNU9Vz0PlhAVgrrB12svzaAkQLrewH8WQFv0VBQPPLhLgrAbqv0L3+nvjYRrzHm7xhjDowxjjHm2BjzXxtjHhhjTowxv9C+/Lufe/v/yBhz3xjzhjHmn/xxH/vm+kocbkZrqNUa5viAG8/zS3LMkoRSjzNmg5qjva2A1XpyxspqQ9zNjYNABw6JIOuE87inr2Dt8ICzpst2HlfDnm3gni1gnc9J7e2EbCulhCkKQh+FBA5aGofjoD7sMdfBp4cTUnIz6pMejNkcOkkZ5NzSO9ROh/q1KORc75NnyH71HVT396BCm7O7umHVGjj8pQ89ti2lAu7dInZIa6idGGo8hKgV/ajzJdxXS3gL0mtlkiOYcWiu4wA6DpDc6QCNZkV0/xiNb7GdG/ZhpISdEtYYPpnTpJ81kDVFujqk1kwNOAYwR/sofvEelr/6kB7JkyHUXh/BeQrtiBbqqRF/uEAdSMisQHUy4BOD68B/dgUTMA80vduFsQXKATewwauEUYKhh+Z4CJHX0HcOEV7kRJZ7NtvlUcgUMnBzepPopR0BSHAzfdyBaHS7XJjD3pRIH8SoQwkV2ggvCpRvnxAr1WsH7Y2GXSgELzYIJgWMpFh2+DPq25ZvddGENrFGyiD6mIug9QNujv2lwvrEhor4M6wP+ih3XdhJjdXblM5Ue6T2etdlK4zmplbmDaKzHKJqoGKXOr1aoQ4FvJWhF3VC72q+76Pu2iTHLIv25w00vsDgwwSb2yGUx8Os6jDOsNx5XVSQ11e5/VlcX4lHIaSEfXRIFn8r4oWUEEEAPZtDeB50QuospSDkpunZHPr2mMLUJWm28uk5ZCcCjGarsbsDU5Swdgac3Q16fPv4cyJdpUjtDYjAEVEI+2fPIdoFgykKwPfgPr9C+e0H1IOlGYxt0SYFVl5iZ0ABct3Qt5pkRIyv1kzm8l3IW0fofDDdElwx4HbVBB7ky8t28K8gX82Y4B44KHcDVqXnM8isZDtcKujj0Zag4Z6y8nRWBeqOA2u+ATTQ/XhFz2kvgvaYAN/4VospcqgVzEoiiYZ9iLyG8ixoz0Zx1IEadmCtC1z9Swf8d2Ch/9416g5/dazpEpD0TpqigKw1tOfAyTXye0Moh5Yl45OnJ3Ia4juPlwgmZKaJrMTmQQzd8RheDUBojfROh+2exzzR4v4egk+myG5H3KbONpBJTnfCpkaxFyK/v0vCR9/nvK+lIDtrhToSaHwLstZwNhW0LRG9ypDcY6WX7bkEDSQVZJqjc1YhHbsohx6Gv3sBqcwWH2UsifStPViVYZvdtRCfNljfC1DvBDBSIDzLoUKy+cKnC26ZfYmmw4oYUsI5X2H9qAv7gqE+jW/BXTVYP+hi8NMllCtgpw2pMlWD7scLBJcF0lusJLN9B7IxaAIe3PGTDWStYSyBne9PkO07sCqNze3XpHP7S1jln/ASYhtKfJOChbqhYX28BxyMqNS/mcn5LdLadfgMrTTEmw9QPzxk9bbHdlYHraC3H5Mw4nvQ/QjVnV1KOB4/5WICgLB5UxnbIrHjcJ8Ukb0+q7KiBKoa3o+fQiY5zNE+LUL3j3H9rR1GCIY+vaWODe1x4WF8F9V3HtHSk7ZWnTdGiD6cwX18wQwCSyJ7NKQBX1LRLyKatuU6hzfN0dzegz4cwfgO3HkGeTqBdbXehrlUJ0Q51T2/lSJINH0uXOx5CpmVsJc5Nm/0EH5wAZlUreSByfXGYdalab9n2rNQxRwM16MIwz+YQygDK1cMiwGQHvlY/dIhnR21Rv3mCbQj6ZXsWvDPN/AmaSu5yOjjnV3TypWXbbuYY/7L+4jOcuai1prQzsBB9+MFwo8ukR75sNclvMkG6TtjBJOCxA3PhY4DeJMNij0PVqlhFQrLRxE5Z4GDzbcOoAYRnEUBb6Uha4N8HGzF1VXPRdmTKMcR+j84h/EsFEcdpG/tQXkSTq7pagi46RWlQj3wAcdG9NNz5EOJzb0O4mc5RGMQzLixdmYJsUy1Rr7vb3MZqq7kVrTRyI4ClCcDDH7vDNXJkJo0V3JmNq2w+GYfg48SWHmNs7+2B+PSWaE9C9HLBKv7IYqBJLRy3rSbWQtWTYtbdTJAdFFD1Bq9x5svfZsafDFQ5V/CKj93GaVY5cwTKvxD+gXV5BIwhlgey4IexhS8rtZo9mJatWpFjVrdMAS4qiFeTtAMuS0zmwQ6CljNaQ3x0XM4P31KLPmje6zAfA/YG5KSseCsRRQVMBzwAAg8tq2BT23cYkUxpufAulpj53/9BOrJM75f3UC2h5ixLeBiBu90AWtNXZpIMkQ/OaWVLPAh6gbNqLud8UBTHwalEP6IqVqyrAnHtOXW5C3iLozvwQQ0mtvLYps8VXddlCcDeJ9cohx3kXxth8lZkYfeD89ZJS43DFdp0+7F7BpCG1x+t8sh94trxI/XsBbZ9qbxZkRty1Kh+ySBk2lqtYYRnAkXAMq34a01SbGeAxVzlmUCD+JG+lI3fLKwBEzoYfgHTLVyrjOo0OYAv1Sod0I0BwNEkxLlbgBRVAifreg3dQR1eNfc/EbPNrCzGu6nEwTzBr0fTUioTRQWb1MP2XmawDtbIXp8De3ZSI98pk89r6ACC83BANqW8K7LbbKwPy2xfBht5R/GsWBnNfKTGPWtXQzfT9H7YMEw5kLBW5AQAs3QmSa0Ef/+K5jAQXocYvd7M6jARnqnA1ka2BmBolZeo/s8g7YFwgsKhXd+MCW8s9EYfz9B3XURnuWwlyWsRYrepxkGj0uy61Y1VGAjHzOcuRrQOSMrhezAQzH+8jM3RvvZX+jlq3B9JQ43YVlQ1ws+EycpZR1K80AqSqbQ92M0XQ9inULu7jAD4Yadlucw55cwiyU9mEf7JF88eQXR7TBparWGWa2JVrI5LBdFxdmZRQ0ZwAxVkfNzGsf+LIu0YRapfnkG4TgMZ3nykoep48A+OuQSY74AihIyyVHcHsDcGhOnvWSGqhoPKaloYZyYL9hGSMkbypbAcs2FST+mj/NiRjrrqxlkmsN4Ftbf3Acsiex2jwcvgOBVm3FaKerr7u/BnWfofO85k5RyOkDM2YQHXFbAfjWnDWo8RPjRJYY/K+Bd5ahOBjxkWyqxcW3ij8oaTehg/YiIcFGRnYaqbttWeiSNlJBJDmeyQvB8SfP4OEJ+2IFQGutfvg33Mbel9Q7pJjryCJBskUz2smBeQ6lgVRrZw11KWHZ5k6OquXjKOCOzFhnKNw/JTmtdHU3HQjBvWG2BdjPj0HUQTUp4L67hrAoE5ymmv9iB8i1cfqeLbN+GP82gPQvBVcNcVWW4/bTbNtyRBG3WDbNxJxtoW6IOGcJDtwdQPBpDO5R71GOa6a1Cw9nU1GW2FWHVo9i3GLGl1nGwjY+8maXdXPm94ZbT139vieTEb5cSBqIxxE+tc9RdB/68eU0x8H8ZyvwnvozWEJYFcXZJhluLFRJBQJ3b4T7M+SUDiJVqlwglN5LTOQf/ALDP4b/+4GOY1ZrY8uUaprVdmduHnLfdHnNxYEm2sOeXPBSSHOLkgEb6Ab2lGPQ459skkKcTyPu32wdtKPEYcMgPpbili7tQ7SzMP9+02jPmDqSPdqjLCz22qIHPaD8wZk8mnNGY8XCLK8++fRtwHTgfnW1R4tqW6H68AC5mVP53AjRdbvJO/+YuLU6vLuA+vqC74tY+vameBXn3FszX7vJr8t0tVPMGue2+WkK+mMD9dLrdIrpnC87WAJTjLurYQj6UWLzhwdgSzuUaut9F8HwJf1rAXpfMI40DBjiHnG1alYaxKUoOL3LO+FrzvwociLyGcR24z6+gA8o/knf2UQ482MuS6VUdl5qwowDqcAhZ1tDdgBKLw3grhFWxj2LPR/giRdG3uAiwJcqhx+9DVqKKHahhFypwsH7QxejHKWbf8iAbg2IoOPKoNaKPptxQl0y2svK6dQI4MFJi8Ut72xbZmSWwSg3lWbj+eszWdsVFgHYEnPMV7IRLHytlDKRMGPVo1RpGCDS+QHqrg2IvRPZgCO05iJ9ssDmxkdwK0fQJAy0OQ5QDG5s3eghmNVHojYFdKPifTlu0u+BjeE0LhT+BQ+H/8+vnPoo/Ak2yI4T4LSHEJ+2fg/b1Qgjxn7ZokneFEN/+Ig9CCEGXgtHUgIU+RbGuw5nbdM6Z2PklxbNRyE3ldE5nQFlyEVHVUJNL2ON9GuyPxgDAQy7NmFjV78BapFuZhtxwEaBin+TcRVvdCQH0Y9T7MVuqbgemrDiIL0qYTStbqRuGLLsOxNmU6VqfvOT/Kb1tU53zFTo/PoOKmMlp4ghmsSIiqWqguxER3pMNkUwJk+r9ScbH8eYRdJ90Vuc6g8hL6AfHFId6FtxPJ5BK4+QfTeDPCoggQHN7j7Y0rVmdtVo+a5EiP4m3vll1sMP5XxSgOu4TIxVHsFYp5DKlDGKHpnxZKdiJwugnKQYflyj2QspF6oYt9DJlxdCxSfi4zmBN5mhiD/a6ZFaA5lwtedjj+9WcURmH7VxzMNhuTr15ieijKYTWaGIPxcgn0uhFygzTiAesVSpoS7A122UV7i4qyLJG90XBVq3n4kZfWh71YCyg2PXhni1IrE0rjL+XoYkEonNW01Zeo7wzpHMjySCzkuilnotgkqPpexj86Iq/Zzewy6EN53KN+EXJMKBSIXqZENmlKOUInl6jGvpI7/dhHAv5wz2sb/mQSjO272WC8EcvyMuLHFQDH3u/u4BVGW6BT9ewM4VwWsFdNXBXFfKTLpIjB+7pArobMc5wUcPJiDJ/Hdeft8rtH+D/jSb5DwD8tjHmIYDfbv8NAH8dVA8/BPAbAP6LL/QohIC8f5ui3bMpK6ZdDsiRFzBHezBNw0rNkhSlXrV01V3mLsB1oM4nkN0ujG41c63YV/ZiiLjDYJmAyCN1sAN1PmGr2SWx1sQR7V9g6LGoarjnS+rTbAtiPCIDrM1oMM9fAVcLBJ9MSfuNQgqB90fbnFMdejSqKw11sMNt4rAPXMwo/HUZCt30fbbJKdst3ET9ldSH2csCxZ6PehSxFc1yWPMNynEEe7qGOh7RiN8JSPYdD5ln8PYJrEVKTd88QXVnBJNmKPvEPiX3aH2C7wEXM6bMj7sQ6xS6GyB9c5ePIyt5s6c1/NMVkpMAspVE3OjpdL/LjFkpEX04o3Us9mE6IbwX11Adl0SSTQ5RN4heZdQN+g6tTjaj6ESt+HOWgJVWDJmREk3I1HdnsoEObKy/Ntj+CqXHIaoeZ4X+vMH6bgjl26h3QjizBNHja/jnG7irBtYiRTG0EZ4yjay8M8TVL8YwUlKrBqAJBOTzc1x9K4b3ySW8pzNU98fbVtGfUEDvXOdkzHVc1B0HKrDR/4NLlCcMnTaSqKJq4GPxnTE35sqwbdWghm2Vwj/fIJzW2Bx7aEILKnCgD0f8GnoOjCWQn3ThJA2spMLy6ztwLxOs7rLiVp6FbN9G71mJzTf2cP3tAay8JtgztDk6+JKXMeLPV+VmjPkdANd/6NV/G8A/bP/+DwH8a597/X9reP0egL4Q4uDnfg6tt1mhUJoEjryEnnHQLNcZ5GjICqQFUwpLbkOR9b1DuhZaw70IA0YCti2fTtJtSIz1bMIglzVTtmRWbgW85vSCW9bLGexPL7gQMIaugtBjKyclq7ZBj1WlJVl1AUjfGrczugQq9tDsxYAtYT2b0GTdddF0HAo5HxzTnO970N2AuCRjUD7cJ/qoqumfnS/hf3gGuaFsog5thL/3BPp4hPL2Dg3xjo26SyyQqBWM60CWNYKnc/jPrqBDVidCaTizBOtfuQs3UbDSmgcMgM0396HvHMK+XPHw6HchiprVT5KjOOmhOOpw1rhOMPinp8SVW/ToApRvyJrVqhp20XSJ0tadAKtv7cPKGqg+t8rVIUGXnH3W8K8KiJzzPLnO0fQDOiFcm23xbAn/PINoDA9CAHZByUO5G7BVHUmoQQR3msJbqzYoJUFxQgpM0w8gahKXe++ymgQAWSrs/Czj0F0D7spANkDyrzxE56xBdWeE9J0xlE+UuO5H2xmesSW0JdCEtEgpV2L5i/uU5Ax8ZAc+kgPmPHRfZAR9XiacwU1pz8rvDVHvhPCucuz8YIrgFTekxiMo05uXdDF4lLJAA90XGYrDLnb/6SWchGljwVyh2HHgLWp0TylUr7su7ELBKr/80I0LhX9+9qvXff1pj9h9Y8wFALR/7rWv/8JoEiHEb9wQA2rT5n22+jQ16lPAe2PD2nCLiqvWRVDVrPLCln+24BJCjogmghAQcRdidk33wWgIdThsQ1n6sC6XMKfn5LS1bDXj2AyDrhvInQFxPiPCLcuTAeQ645B8k/LQXND2hEGPHsO37yJ8uoC5NeZSpMUGyXUOfTxidsCmgvveC8oibgS86wTGtTlLtC3GvoUeyjtD1G9zvtfc3iObTkpEPzkl2vyKcXUyK6A7Ld1jTc2dGnbYrlmyJdUKfuxeRPJvohD99BxNn+2Vu6oQPVlDZgQx6tCDCZztPEzHAfwfPkH4mHii6j4PcedyjfTNXTo+4mDbVqpexK8PgJ3VqIY+gquKgTot0dfKGxTjCGrY5ZC90cRMGQMsVpB5w+XRMsXq22MUj8aoBz7CT65glTxEG1/CfjWHs2FOwP7/RVF2Mwz4f1lD3poGih0HyUl7CLdV9Q04EqAvVdYaTtbA3WhUHYHwNKWlq+fAm5fbPFAAEMZAeRbWD7pwVxXsrGZw9KZG/HgN7dlIjl2k+xZ2/2AN93wNUStUhzHS+31kBz6Kow6KwxDZPp/wmtjD8tt77dIkIJAya2AtMizeieGuGhQ7FtI7Hf5utfkSKrDhz2uELzewKkNtoU8sUh2z2nWn6Z/yVv9/3LV/oUW8XxhNYoz5+zfEAEf4EI85pxJBAPHkJbNGlYY6n3DGdjOTu8F5j4ZsFaWEns1J212tufl0bFSHffLYxkyhhwZbRhCAKXcGqN46hjoefRYYU5SUaACwnk1gpRVEVZPyqikKhmUBL85IJ5kvqbH76Dnku094UNkSuH1ERv8ygRqEkHmNqufSomVZ0FEA593ngGmDXxy5bUPDjy4hkxzuey+4QKlqSlrag0MP+0RPnwwhNzm3Zusc3tNZm7TFzZvI63ZeyDarPuy1UEWJ4DnlLfmuA/90BWMJyKzY4qitZQLlWSSxtKRb0WNgzo3kRr1xAt2P4CScmaHRyG51t5KDG+KuTCrqruY5wndf8fvcbqbzXRsyLdH4RGkDgPd0huw799D0PaTfPER5MkBwVUEYA2+yYZU7TZEehwiuKhSPxqgGLrRLfVp9dx+i1rAqg9UDbmHLgQ2hgfgJXSnlLsOn69iCKOjHlI2GVWuUAwdlT8JfcGNrrM9kFkIZNKG1pXvccN+gNdKjAKrjIt/3kd7twp5t0D0tMXhccrv9zhCiIavOThWchO/rrGr0H6fQlkQ6dmGXxJsHp2uETxaw0gr5nT7chI4Lf6mQHDIKsNhxkD7aweIhHS0q4uOquzaMLbiFVWjHFa/DOP8XI5T58qbdbP+8cXP/qdAkQkoI24Y6HqF6dADhuahOhpxtKbZZJs85cwN4wFgW7U57A4jxiLq0fR5kahDCuVzTqqQ0TBxBRcSW37ydiQJ4T2cAsI2cQz+GvntI+cWwj3qHsEVczNAcDCCKCqoXsUXOC25J84IV5NEYRmsqyc8uIWoNFCWsNWUKwdM5RBSi+PoJmmEAfecQ6s3bKO+NuNK/IZIozSi5B0d0Igx6WD2IIPMam3vt4fJ8BqtUMJaEOy+2AE/hcH4HEBbpXGccckfu1pwPMFik3o8RThl0bK0LqGEX9osp3FdLQAg4l21Vu1zDWqRIvnHA76HWDJi2JRZvklyRvjFCuRfASRr45xntYrbcooucyYbzt/GQGr1aQSiD6KKGin1403wrh1B7fYRP5vCez+GsWJHd4Mqr/Q6avo9yHCG4LIjmXhRwVjW80wXsQrGiCxnVN3hvDRX7sCoDZ9Ng8TZx886mhrYlwjO226IxSE4C1B0b6Z4FqwL864aHXlIxLDupUez6zDx9PucWfLpE76MVzenvz1HsuOj+7jP40xL5vR0eRqerdru9gihqbN4ZwVlRblP2bZS7RB9VPRvxswx2Qgtg06fWsxqGsNMGZU9COZQL7f9gQxLwRQFZaex8TA6fcST8acG5Ys7vsay4wLgJv/my118Eh8I/BvDr7d9/HcD//LnX/1vt1vSXAaxu2tefd9XfuAP57Bzup1POJU7nPBzGbU6poP5LZxnU7IrE3v0RoAydDXkBXNJCZV+uIHJqzaAUPZhnn7W0om4SNufhAAAgAElEQVSA6RwmZUAKrhac9a0TbO6ETKGKuN2zlzmzEBLik6wV53cAWOEcj+ic8FxuNUcdqDdOuL3b42xIzpcwixV0N4J/Tm4abAmhDJQrIcuanz8vUd3h12S/mjOoeS/eqst7784Bq0WAO5x1iZoCW2oDqcWDLSljWKfEXc82qEcdGJf6PB0xI9NKiO/RkYem4/BraSiK1nHAmMNhn4foooLQBuXJANYihb0ssPu/P4M7L3gYXZeUgEQORJsjGkzyLdZbFPU2+9NIiWKPm8EmdLZGepnmEHmN5O1dYuZLUoHtZUEP7YtryFKh6tmouw7caUq7liWg+9F2I2gVCs6qJsPNlgjOU7iLAr0nGcnGDhcHhGe2lakGRGMgNBDMG9hpAyvXrHiUgUxLlH0L9rJE+sYIznWG4v5ea4630AwjRC8T1G8eoeq5KHZsKEeiPOoxWW0YkFxyXVFzpoHojB3D+lEMq9CwX82Zl+pIyFpDxT6cVQGrVHA3GvOveyh2iIHnYzbwpi02KbCxOfZQ7PnMUcgaaI/eYXdR4HV0in/uHAp/BJrkPwbwa0KITwD8WvtvAPhfADwF8ATAfwXg3/siD8IoBeenT7f6NpiWfLpqcwOquk266kP2e5D9HqzRLkwbWiKUYbvq0e5kAo8BKlcLDuXjDqqjAVtQx6YoeHcAEYWcw1mSOrVhH72fzCCXG1qbFilU7ANryhREmkN3W4+eZcEslmzf4ojVWOhR+rDIYF1cQ2Qlqv0O1r98G+W37m3Za+68QLHLNiz85Iob3CiAsS24p3MKdQMPut+B9izIFxPO6QYh6p2QN8E8pVl+kzLUuN+BOhwSKnC1htzkUKM+Z395yRt63KUwOSDiR3s2kU5VwxzQ6RL1QZ8VKQBnsvrMwtaiuJ1NBZNmyG93uelNcm7+8hrW+RzO5brNZGVrbG/4uW/md7JkBJ+7qHD1dgCnBQQYSfKGcSzI2nBmpzWsdYn8dpeH116MJnQQXrDySR/E7cfWKHZ9hsa0AEh7U6LqWFjfDbigiD1UAxcqIFsueLGBLPm2/lUB/7rG5sTB7h+sUfQtzsAi+nyVbwHTOTrnZWugl8ju9jhnKysoR8Be5li8FaPYcRE+mSOY1ah6NvIRD3v3dMEnNWWQH0coxiGslA4KJ2MrqkZ9yFojO/AJDrBZqYmqhVhWgF0YHuyLCsXIhyxr2MscxY6D7is6K4I5M0vDx/x5LN6KYRWvJ5T5/0+J8z/XJ2GM+Tt/xH/96j/jbQ2Av/snfhQCFNh+8gIG7TxtnUDcOWb1URREe8+vYd06JjqmqtmOVjW0E0Ec7UMuNzAtCw1zHmCYzYGrBWzP/awtCwIy06oaeieGVVG5L7Umatz3gKIkZ/+9U0ApWLMlyof7cH74Ccy4rXAO9+HMEgYtT+efUXY3CRB3gdkcLgDvowyXf/Mugp6N6FUGkXM7CM1tY7kbILxOSBBZA0Jp1PuUm7ifTqHuHlJvFthwZhn0MOYW8XRBC5bvoOlybmQCDyb0UI5COElNYm8LBHDefU5PLADj2rAfv6JTAiCVeDCAO00pck1KVr0ATOghO/DR+/El6nEPcthH9P4EaidGNfThzgvOI12HMFCMUNwetNWDBe85q/D8ayPyyT6dong0xvifLgBlUByG8OYlZM6hvDcvIWqFq2/FiJ9XCJ8soEMP9lUCc0BvpZEC3XdZ2drTNYzsw7nOoAMHVc+GESHipynycQA17NDwnluoOw5EWeHi18bof8psBuVx6B5eKSzeibHz7hIqcuEuKmjPhrsokH3nHqxSY+fH19RElgrJvQ5CKWDVBir2iWmXYhtok40k7AK4/G4Xuz+l51M2GsE58ejFYUiIZsdCMRBwVg43siG9rlIZvPwbPez9qIaTKPSeklxS9Wz4kxJNxO19OY7gX9dIDj0oT6D3JMf6URe9D9q5Xqa36PcvcxkD1PqrcXB9kesr80jlfE0XgVKcH0UhW8c4gilbusNwB2oQUXy6XNPw7TqEGc6uWemdX24N6iLJIHaI3BGza+qlWoLvjcxEfPwMZrWGNaKeC4EP3WYyBJ9MOU+Lu9tQmOab9yGSjEDM56+4dQUoDSlpxRHdDnQ3gLl9SGP8IEb/0xL+rIQKbVR7ETFET88BKTloLyiuvYFxOrMEziyhNu7lJQ3iT2dcYkzm3C5aDECRmxzu+ZKHQ0LKRvDJFParOdR4CDXswn3vBfSdQ8ASsKatcPjuIYxjk8gR2PQh3o2RH1IAWt4b0ckhJazKEBk+T9la+kxgV0HrJinY4qqv30N13If/YgF7nlL2EIfQewNqurIGybeO4GwqJPd4gHvzEsWItNrsdg/WIgM00HtawX/vFPWIW0W104FxJLwX17A3ZZvXSjSTcSTKcRflbgBnzblY3XURfbqETCrqxjwL7qJAvR9j//srLm9qctJkqVDGFgbvr9H0fZKEczoJmtjbUj1EmkPbEip20XlJGY1QQDHyuaH0LaiYdOLoUsNbaUSTz3Il7MsVinGIMrbQ+BJWreHPa+z9/ppt/8CGm2hoT0KWCrd+cwVZa6QHDn2rlkAwKbB8qwdvmiO/3YXQgDPLUHUFvJWGvSnhrttKzRLQtkC69+XlGWxL/xzp3P4sLiHYFpokgXBdqOmMhvaMnH7ZiSD3OduyrhNqyXxywHTowZ1SCiLCgDF9RQEzHpET14u4db07ZpVV1VC7XFTAskj3DSg5EWFAh0HGWQiUhlmu+THqBqamqBcWtUZyfwS5P4LphNyarlNuPyMCHsXZdJtA5Z6voXwLVlJxIG1L6DuH5NXFLQ1lsSKDrs1WvdlC6uMRW+SdmJ+r9bbqfgR9MkY97qG4M6SpPu6wHXcdlA/3IZOc2KAHRzx8ga0uT65zCK0RvzuDc7GEcThbi773KZcWecPNYK3Q+WAKK6na1jjYWqrCZ2tYqxT1mOgme5nDmWUwIfMbjGPxsNjkxDQ5EsoVWLzZgbNpsP5ajwr+j65grciVq9t0LWdToX54COdyza1sqeA+vmBIDpiF0PQDFEcduOdrlAOKVf0PzwClYGetaDtw4FyuIUuFJvZQd2m3Mr6HcsejDCSp4C8UN5u3fKDRgAaa0IERgj8PbWAi5prac6bJLx+FCM4pswieXtMNENpQgcPNc6URXhTIdi3kuy5zHVwa/xtfwP10Cv90BWjAWpfQtoBs2llsraECB+mhi+iiRnZA5HhyEmDnd8+gAxvRhzNoR6AcRxi+n8FIQGTlVtdmpIRdakTT19OW/nlzKPzzv4SAyXOo1RoiDGA9ug8RMxxZ9+k4AMADcLGk3ENrVnunk+1hJKKQuQKgoFSEAf8ctDmWRUlT+zKFHO8RaTTqQycpjdZFCTXsUA6iqJIX/ZgHyfUCGG4DsGHNlmj2e6wgqxqoamx+6Yi0krqh9qzb4SypFwGWhH+6gnU+583ZaKjIge5G1FytEyLLsxL6kFths1gxF/VqzYwHW7bctZiH8DpHPfBhrUvmBKQ5ZRZGoxl14Z6vgXUCFViwLxbYvDGAnC4IjJyv+RjTnAd+vwPl0m6kT8acQbYiUjGZwViS5nEA2hJYvkU8kswKqF6EJrRR3huh6QfQHZdfd8eFKGoGWK831IFNVggvChgLsGrNDNChT52cTyKwkYI39TFjBavjPqkqgUPD/dkCTZdbWCMFgudLpI92tpVUfXcf5b3RVtcGgAlaLY3XvyrQ/8kV6nEX3lWO6NMlZ4Kp4uG4VERPeSSASKXR9H06P2Jua7O7jDQMZw3qno86ZAyhtiTcVQXZEDukXIn5OyH8hUbvh+eoO+330AaczCD9+iHUIER2O0K1F6FzXlJmUnDLme976LyqaNfqSvjXDcJpRfG3ZyG/N4R3lcN/scDmdoDO0wS6H8E7W3EuKgHvinPBL3v9RZGCvNbLKAURBLDH+5yDPacOWIQBZRUOQYcIfOi7xwx+Ge0QIqnacBfVtmnTOYm965QyjqevuEmVEmqvD6M1FebjHqu9WjEicM6KzJ6ueUAOemzJbAs69CE8D6KoaEn6+iET2vMa2B2gurML3e+i873nsC8WgMV0dRN43ABqjXrEQ+xmaSKTnK6BkvKS+u3bdAWsW7LHJoWIQrjPrwjuTHPIl5cUHtcKcGyIqob/fM4h/DJFcXcXoqix/Ktf4zIgDiDCAJ0Ppsgf7sHOFANElim5+5Lh1vnDPRJkU9IvrGWC6v4Y9jyHu6pQv32LeQAWw4atmrMnkddMSF+l8GYZvKczWCnb0+Reh37MijKN+s0TGIdC4vXdAL0nrf9Um23OqJES4dMFnFkGe1Oi8wnRUt6L6y2NOHqe4PyvH0E2mpmqKaU/wasUddf9DDkEIH68RrEXQi5TboSHAexU0SkyjOA+v8Li7RjFYRfZgwGayEJyEsBdtC12YDMvYbIh+rtd8DhJDdEYLi4yRTlKpvm5KtVy3NiKekuScu1CI31rvKXmCg0ol8Lh1f0QwaTA+o6LYseFP22frDXgJArJERFWnVcV7JR2Kh6kAv75hp7b2wO4SbuIc+RWs6g9xiK+jvQr/GVb+qe4hGDiep7DNA3Em/e45Sw5ezOBB71a85B58pLC3BdnwHAAfe+QS4eYxnMMBxCTOUxREHvtuTTbVzUN7SUrt62aP6aEAlXNKtGxgYsZ5SFaQyQZ+WKDXlstZQhONzx8irr1QlLwibbaBMBQ6JTQTWNLWFmzTclyZnx2Rd0AszmsVQrno1NmmQY+5yStkd74HjVwbWutD0cMvZnOuWRZb1jROTa8M4ZMu2uF6rAPuUwJAMgLpIcuvOuSG8LQA2pKDqy8hv+CMhnVIsib/R7x12kOmZZwzldwH18wjKRVv+uAg3lZKlQnA9qQuhGxSHmN+N3ZVkeI2RzFyKP27TiCt9Zkxs1Loqlqs90IAqyYmi7pHQD48WWrg4scHP7mOWRSwZ6ukR9HsC9X1PVt2kPJlcx1GIXwFtScKY+Znk4ri7DnKXS/g8F7a3izDP55Bn9WoP/eNexlQYdA34FUhgLcWkHUCqu7PtFKfYtte8dmnkJF14QzS2AXCqrDgGRnlmHwEUGW2b6N1T0X6aFEOOPX23QsuKmm7S1lxbZ6EKGKLVx+14NQBsFVAzurYRUNtGshfDLH1Tc79KgGDso+ZS3hy8+AlFXPhXIljCORHQSYfeP1kHhfV4bCn8X1lTjchGAoCjwP4uQA4sU5TFlC5wXN7i/PIHsxsUAdJhHJDls966qVi8yXKMddzoLKEqLbIeyyoX+xuLtL14PnMVimxYrbsw2FwP2Yie9tewjX4UEVcBuoBhFM6KE+6JMfFgUwvgN7ykGwtUzohw1JF7Emc4qPAw91z0fTcbZVYTOM+LijABgRl4RBj+JhpUgXcSxUt3Y4wO53YNqMTGsyhx72UX39NrVt7bYzu92myFc1whcruJ9OmOplSZRvHqJ7WjKi8JxhxGrYgXN2DdGq7O0N7UUAKK2RAmqng2qfSWLVowMUeyGRPWmDYhxy5udZkKWCTKjEV+3BpIZcSGy+uY/sX3hE0a0jEbxKYaf8nNYiQ3Vnl86DwEF2N6YuLK9hpXws6VEAZ5ZClg2qvQjKt1DcGUJmBa7/yhjuooLqd7B4M0I+DhgUXWmEz9bwT1dIj4j8lg2JuLAlpDKkgtjUGBrXRrkXQLRsOeNYyHdtKFcg23NhZySSbN4YIH5Bq1k0qbC+G8Jd18w3OEsgNN0X2pJIDj22454FK60x/baL3pMcg49yeAsD7Qh0X2SQtUHn8RJqp4P+e9cwtkDntIA/r+FfccFglZqB2HsenFWB9M1dDD7K4VxzcdZ5uoZdKDRdYtqdZ5fbnyGUQXiRv5b7lNtS6wu9fBWur8ThZoyBmcyglytgvuSAH+AGs6phjfeoK0szEj/qmoDGutkKakUUwioaWNdrYDQkNePWMcTOACbNmEfZIsyF45DpphQPyjmpH6hqzt+KoqVVuDys2pDd/5u9N2mSI83P/B5/fV/CY8uIjNyxN6pQXdUL2SSbM6LNyDRjo4Mu+g666KCDvo1O+gY6yHSSjc1wjGwOW82uZq0oFAqJRG6RGRmbh+/u7+s6PI4o6sRuFdhWpLWbpaEMBWRGBtJf/y/P83sAwHxDI3ojWiquTjEuWlsYXr0hQ64fArM507maBvarGYfSSQbzDRE5yrMpKSkrNJ7NKrUNn9FXMYw5tWpiHlFD9/ySATVVDXPBQw8AtKyCuamIOPJdEjROxtT+CerAohMGSsv9IQ+slhKhqdYR4VvQlynsr29QdSyU/Xa7tyrIMZMN8TvDAHr7XsTHHirPQDG0Eb83gIgLCm7P59BPp2g0Df7LCNa6ZDv35g6aUrCnG9i3bZjzKocMHToGTiPY0zbAeexCXybwLzMsPxqg6jqQtqBAd1Mi+cEIg19cMjPUNdB9mcGZ5UQ5qQbRe11a32QD72wNreJwX6wSSKsVwdaKZvqsgnseITkk2l1fxeh/toYzrxC+2DBwR9fgLMotIjwfmHAWNQN1igrRe1yoQPLgCs5z6Pm31ejoE+aOzj9woRcNjFiiCky4ZxskD3so+w7Wz/qwogq3P/WweM+Gs1SwlzWqUIeeKRhxm/QGUotv/qyHOrQRPQlhLjJIR4fImC+bD024VzFDqSsJZ/EujPP/wkS8v49L0zRuRD16SJvAI8bINFid6DoH+m8hlkJs9Wtyf0jRb5bDvFyQYAsAResTbVPr9ZeXaC6njAgMfehXcx4qcUwyRUx+XPVHjzmz64VQNluvxtYpdXh1sU1eEpuEiwDbgtbe7GodoXnWLkOqGurxMWQvgPWbUzQ5n/gAWLFVvClU6CH50RG0vOIWuKo5Fww9QgFa9hsE+HoP9yh3ySuCKAN76/cUcQnl2Ujvh9CXjEBUng09q9B9mUHuhBBRBiMqYJ7eoDoYtPO6GMYXr1EPfWRPJzDSCv43K2T7Pjesd0voSYXaM7Y2nrdzKU01cK5SeOfJVoLTWCbK9w9hrol/JylEAbrA+mkX2VEIGVLsKjYZjNuIdrnQJro9rSGqBo1poOjb6H26gjVP4UxTGKsc2cSFtS4BIVD1HZhv7ngozWPqzISG7m9mULZOK9RRiHzswXsxx+V/P4EzTZDumsgOGUATP+6y6jeA6MSAbB8aZkwyRzrm96xHJfRlyu3xqxje59coBmzxwxcRlKmhcU1CNS0d5iUxTzAERKFw/m9t4tFrQNkC1jKnlax1UATnGZQuMHheovu6hhlLGGnN9nZTwowrLD7sQRkaGlPHzicpakdH5xXN/9aa/LrN+0OErxJqGdOaqfVX72Lm9oe29He+mqYhSaMNX9ZqydBiRaN8k6RcOggBdbxLuYMmuAW9mkPr9yjB6AXUepUV1P1DVmjDHsNnHh1QR1dVwNUNKyvHZpVYVtzINg3sswW0y1sKaq9mVN/XirDLbggRZ21kHbNMRZpzVgZAPbsP/XrBajKKuZWNM7a5YIWFf+CIIIJHwjtbM0owDIhYauP7msmQfszXF9AXMb9eknHmeDNrHQIFioMuVOi1yU3c/qmQm+LG1imheD0jpFNw6yknQxirDFpeoby3A4yGMK9XJE0A0JIMwee33H7e2+emMyZEgBYqjZvUFr0NIVDeG0GkOar9Lr2YE49ZGDZT4quDAYLzDO55BPNqvbXN5feGKA97qDqt/7HmbAxKwblNUQ9dNJYBGVoMk54XkI6BercL58tLXP0PJ3CmKRqbhBMjKkh0aUkfrByZRr/3C7bA7qyCnim4VzG86wxCKnRexeieMiaxGrgouxaWT324ixp1oENTCtm9HuUiTzpY/vkRvBczLH425jY1qbF+5KPqOkj2TOQPx7DOl1z2DE34l8DOZ1w+GKnE5kEA9/l0CxtI91w4r+eID0wUoYB0BcquhdmHLuJjD1ohEZ5mCH9NbaXI+OCAEMgnPurARPykByPlUoPwA1rdit5395a+y23p7wOC+7043NA0HPznBX/VNFJChIBcrYgz6nUBXYd+MSMqKOTT9W16ldwJKW79+gyNYzOzwHXYUi3X0F9ecuFQFAyWWUZoNjErql6HLXFVc34HQMQF9WW3VKtrpsmDMeJT0ljlwHzFpKteB03gQf/qHKrX4QJDCGq9QhfZ0wnK9w+Z5dBh29iEAcQvP+ciYr6CeXrDt6Llm+HqBo1lQF9E5MZVNdDvojzoUw7y+JgVbWDD+eYWYs48ifTJkJkPbTWZTRxUI4/wgC7Fucam4MEn2q3aKocmFTYf7cKIK0IXx/SUiqJGeuKjGnnIJg7qHsGexqZA+CKCpqiX0+8i5KPW/iaoYwOY5GWdzxGcM/bPnK6hfG73GqGhfELcX9k1YN9RWf82uBkRcyeULmjlmrcV0Zs7iFISStAPsfef7zD/cYjsqEOSSyHZnmkalu8FSA5ctnR5CfHygiEwsxTWPEV2GEA/nRIGOvGgl4re3lUBUTXovsyQ93SUvuABlktAAf1fXqP//0whewGGf3mO9X0KiYOrAmXXQHBVMku1oR/XTBWkrUFaAppqUHYNuHcV6sMhnNuc1OINE6vstYKzkrDWNZStYe+/LKmVO+HMsTwabrHw6wcW8jHhA7VH65pzGXOr2jEhTVaNi6fvZg72Drel/zv+iSG434vDTTMNoK7bwGOH7gEpoW5m0Huttqwo0MQxDxhga59qfLcNZCEVQ7t3yIovzdjmZQUFvUUJdbfYVmpq2Eb27fRZfbUtMXohk6XeJraXFRqhMVdBCM7FdHLd3maUapc3lJd8eA+bH3RZmQGoOwwpMeMKelaj3uu3YtaSw/8f/gBiHkEzTax/foJ61IEKbB7e/R4aXUMTxahPzzgHNNtMz7yAfjFDE22osToYoHHtLdCxCX16YdOCAcOaxhu7lZ+IKEXdsRE/7m5nieV+D7UtIJICzqfn0K8XqEcdZPs+k6ViVjrK1pEfcRivXJNzJZ2+UP91zMyFixV6XzOoObnfgRz3YM5ioFZbRJP79S1bybiEfb5Eo2kQcQH/MocKLOhRybhEU0DaAiqwINKc3tbQR7FjoZh0KOM46aJ7WjADtZKUrLQavc55QWhlTNlK9eE96FmFxUc91B16XOf//iEay4AZc/spHZ3o9jnT352VROeigHW+RD6wmAPbCwgq8E2oXgedNyXs13MoXaB2CJX0nt9g9UcTZhjENex1g/jARDYwIE2NIIC4RKNrqHsONscWir4J96aAtATSsQX/ZYRsP2DQy23BqMTW56tcA5P/+wrK1KBcA9ayRBHqaFyTINIvplA2f/72/mv+ne/TptFQN+K3+vjHP9c/PQT3e3G4NVUNLQgA24ac3vDQONrn4QMwmLkNeNHCDpPmY7ZpmDO4BPPl9jDTsoLZp1JCDUN6Tp8c073Q4sZFkrGV82xWjr4H6Dpk36M5/tUbkj4sE8avX0B0Q6a8N0xzrw4G3PBmOdSDfYjTK+hpje7fXvBwtkxY53MSHuKSUgbZUJMnRBvrR72aGobo/uKMbeE3F0Q95a3X0vdQ/5ufUOsnFf2TvYBt9LAPUUqY1wxGZptMHHg5dCh/iUsO4N+j3xNKkSf3/Bz+mxhixWg8vZDo/9dLKN+GOhzxPSpq+C8WJCGfXsG+ozbNWhKxo8mGkgq/Jdq2ATcqdGHcrGHEcmuCJwnX3m5ko5/sf4u+FgKdL+ZQgQ29kKg9c/vexEcuvLM1HzAdF+LNDeqeC+88gbnMGapiaMgHJoqxi7rHFrYRGpQtkO2YaISGxfv+FuIoAwveDU39oqgx/BXtbIzC4+D9LapKKyTWJ5wDxs/G0HNy1eIHAeS4h3SPLgzpCkI1hwa3nVNSQzovY+LSsxp60aDzpoR7V6P7yRzJD0aIH3dReyayXRv5UEPR0aEXEqJu4E9ZYVeBaFlytO6V/fbwB5A+GcE7T9C0pJDep4Q56IsIctyD/+WMsplV8U7u1d+hLd15C6NtP/6n3+LTf2cI7j+8vheHGzTwYDJNtp9lRbzRnAe71gm2CvcmSakFs23I6S3U8S43qUXJnAXF+Vjz6JhAyU22bV0p7o35Zw1WNtp0jmYVMWULgHFLooYYDfn0T1KIXdJEjJv1ti00Vhnnbq5DkzmYvt7kOeqfPKGoOElhzJNWD1ZT/iHoB22Wa2hKQe6EtAhlGWGQ3RDNKkL5cAKx4rLD+eYW8nBEoodgxYQwYMbDN1NGGoYu5SIBg5jdV3NUBwO6BX71GZzbnNXLvR2GrTw5JHpHJ/hQ2jrKezucGSoAYUAJy9CHCr3tMsd/sYBWK+jPz6Dfrpg4dbtiOvxhD9abBUQbqmJPEzjTFNmOBes3pzCiYkvB9a4z+M9vSax9j0HWVbc1+G9KJI9CFJMOer++5WHdtfh9D3sQWY1ix23Tn0y4Vwn0soFeMoBan2/o2ohrmKmCMoDeiwz2NEHRM2Cscri/eUMJyI4LZZuo+g6UbcDIZTujMyF9E8sPwpbEYcGKGLbSCA2dr9aoA5PbzL4D73SNzssI3nUBUSvc/LyL9QML5dCBc5VCxCX8aUlN3V2O5MkA7lWM4Os1qlBHsqtj9HGB3tcJ8h2HDo60Rnq/i/DLNT2o52tIV0DPFGZ/HLL1FhpEVqF2dNz8sY+658BcpCiPhqg6FtA02Pygi+Re8J1v099x5nb3Fkbbfvxv3+FL/9YQ3H94fT8ONwBytUJ9cUlnALgRFcMBAPCQ01vk0PEut6C9EOLhCbTPv2GV0Q05aNd1VlJx1vpKyScTcUE00LiP+ieP2OIJQafD8QRamzDfLJZook0bucYKULXbTVTfJonL0OHBogtUo4CVFQD0uzBvIgqPTyZbe9PbEBUxX/FwPdgFrm6YrVpIaEEA5Rpo1hGdE6pBY5lIH+9w1jjf0HDfXtmDNqELQHO4Rw+qbVK3JltPbXvpTx5Cv160m763maAZmt98AWQ5at+AniHUA60AACAASURBVFWwXt9B7vb4EPFs2J+fsyoE0IwGNPrrgpaqx8dQHR/GqkD2eAzvmrorucOsAuvTM2RHHaRHPjovI1TPTlC2uQPVpAvjeon1TyYQlYJzWyA/CGAuc0jPQL7jwLvMYE83SJ8Mt7Mu6Rp8ENg63L87hTNN4V1mXKSUivPCSYdzP5smdu9XZ/CvmTGgVTWC84zjAnBW6L2YQaQFzGW+bffSAy56RK0g6ga9b3LYn7wm4TcukRw4kKHNOeEshZ7XSB72oOUVOW8jB8GVRPi6ZOVeVJx7atSdVR0LRShQjDxE73VR+gL+DSEE0jUo4TA1bO7RZZAdcTlSHHThTFOUXQODr3Lk+x6c2xTFpIPa09G5kDBvIqT3u8Q72QKLP90jvLJ8J8Gl/9RSkHcKwf3eHG7GvWMYexNoZQUtDKDWEeTtjIlSTx9xU9ppxa8HY2h5wYPDc5liDtBH2eef0eIU4vSCszmXLRqWa2gpq6y3sgWxYpQebknK1QZ92q8q8vfFoA/t8obtY68DKEVyrKAfVqslzK+vSApuUeFvZ2Pimws0eU63QRRD7oQEQtoWD7mT/e1BrHochqNN8tKTEuVhj4HGnoNq0oV9vmwzI9I2FPhbYpW+am1bb/2lAIwXFxQOA/Sjmsb2sKpGPoz7J1DjPoyc+qnGIphABRa06Rya59Jz6ltoXBPpzx+Rb6cUZ362vt2iZhNq/7KJCz2hZUtTDTqf3CLbD2Cscua4golWjWPDvSnosXUMuK/5usyrNbyzNfQ5t5p6pohOrxSUzipFn8fAeAjpmhCrBNF9D94LuiH0uK26XJMJX+8fwlzmKLqEZuoRKysMe4BSjO0zDWLND1zorfRCq0ji7T7fwJhnaA7GW1uXe1dhc+JCk0Byv4Oya8FIJNIHfcRPehClgr2qIGQDvVDbnzXny0tUIw+Lpzb0kjjwvC+QjYlHsiLmoTZCwLsuYC/pTU32DCQTC6tHFuYfhfAvUuQDC3qmkBwHMNIKRirh3tCNYa4ruNMM7vmG7XdK8OZ3vX4POrd3CsH9XhxumsYgE7lYcl5VVhCTMYwJqyltOiPhI6QVSdwuOehfR6zoWrsVAIizKRrLpLQkCLa/zxkcUd56WqNZR6hGAZKP9olR6oVQC87tlG1CvbmkIHOxBMbD1m1APZymFG1MkgeCZprQXB4EzeWU9igA6vExmsmIT+3RAFpWESn9wxMa/6OUZA6pkB8E0M6uWJk6DFg2YvomtYtrugnesupWEfSImjZ5OIJo544qIKhTezPloPtoAuXRlK6lBZX3D5nabqzy7eGop7SIaSXbSX0eQ+2PUO2xihOVYlu2LDmL8mwi3AvJ9yKr4F1m0Fcxgs9vKS8JTXgvZihOBmzlXBPKNrkB9y1oSYbaN7B6v9P6Y/laGpuLgnocog5t2Ject5mLFMoWzIk97JEGMrJR7XcRnOdI3h9DegaiRzSLa6qBf5lDWgJ3Pw0x+rsImxMX6f0Q0jUQP+m1uRIKIs2xObLh3pUQUYYyNCmajmt6ZF2T1WNUfNs6Z+Sy2csKVSBgX67hP79F8DevYd9l0LMa8b4FrWmQPR7DuoqQPTtA0TNhpg2kpaEMBIJricEXJaxNg3xgYfnURT5pacGd9t+naIhKTxr0n6fIdxz4r2OYyxzOjCh7PuwEGkODOYuRTVysn/VgTwnlfBts812vd6Vz+31AcP9RWOXv6xLzFbA/gbpbQM7uIO4fc66k61tbkjFP2HItltBHtFPJcQ/izQ3ncmlGb2mSQRv0WEnlgOq40BwLqOo2Mq5G/f49WOdzmDObm0tdBx6fQItSiNdX0CZjVgrdEMmDPuxlQShiP4TYZEgf78DN9oDbOeTRBKKooK8TSCm/rRSVQjXyoGc1mq9P0ZQljIN92LdLJD85YQq4bGA+P4f3eQV12C6AVhHUPW5LtUpCPj2BcbMGmgb1wz0edJWkDSxJkT87grkpIV0DIhbQxsM2Bd5HYwhIz4B+kQI9H+6rOZO0vjqD1sYlSt+CntQoj4Yw4grrH43Q+6sz6I4NaBrkWzpGiyVvDME2P+E8U7nUWAGcv2lNA2tZotrrwYgKzH4aYvBFhuzYQ/A6hrEiTt37+g7ADh8uNQN4RJrDXOvQagVlCKx+RM7e+v4QZtJAnPTh/OY10O+iM9tA9XykBy7sJbHp4csS6ZEP75LLjSrQ0TmvaMCPZIsx0mEvq1bykQNNg855AXO6YWZrTYCm92KOfDCisR+UtZibElXHgqgabpqFgHunoXFMrH60g/DlBstnITrnBdy7GvmA5OD0UR9azQPG2ihc/ysN4dcawjcVpCkYHN0x4d3RCQIA9gpoNA39z9ZYfNhDPtBgpg6cWYH0xId3ljAYZ7/DKjGrCTMNXTizHP4yRXavB002SPbeDayyfkewyt8HBPd7c7jV0xuIIEBTltCPDtDcLbkg8FygKIDREOmjPtz/cgP9YA9qeoumLCFyIoLE+XQ7ryvvjWBdLqHuFgxzyStmld7OYcYpSbsIuJxYR2hsG5pOpX6TF8wiXVBfB8uE/xWtU41jIT3pwsglnMuYBvvxEPo64azOMKBZFhrHIhpnaMNcV2wN9ydo0tZOVVQwcolsx4IZS2R/8QjB65gi200CebwL+65tc4VgC7yKoO7tQ//0Ff2oAOSwA3nUb1HdFYxaQWwSyHGPQcsgWcKebpC/dwD7knGEVdeBfTBhJQuKQbVKUkN2EyF8UaM+GXP4X0hI10TZtxDcUAuomW1avWtD9XyUXWurdwMAOQgAXUPZMeHcKez+5Qzpoz68a2rJrGVrwB+HcC5j5AcB7EXB9Pe1xdeTV7BWMYxNgM2jEJ033LJa8xzq/j6JJO0M0p2SgKvVCvnEhzvN6XF1dPiXGfQoR3qf8yoRZcyeePkGxZ88QXXUgXNnQukaVGBDmgJmWrMV9eztrMpY5dDy6tvDYtdA3uNMuP/3KzS2Dv8yh75M0HuhIx85cC8SbI5COAsdzjRF9KiD8FWCi/+2g5P/q0B0z4I0BTQFFDsWRNFAFDwAi6GNRieuiNaxBs4S8K4zotJjifTEhxlxLCDiEqsf9uBPDRirAnXHQT4aQBkajFSi/zx+J/fp98Va9dtc34u2FAAPl0EPmkURb/XhPc6xyooSEKng/eIlDfNlBTw+gX50QO3ZyzesvJZrqMCGdT6H7AXblCooRchlUaIJA2QPdxgu3AkYJehx0wi9JXvUNcXEaMGOWc4f6qyAc5vC+vgb1EOXkpS3yPMg4OebjKBcE8b1Eu7ZhtKGcYjoRxPI+xNoSmH+R0NYNzHJGYsC3Y9vGNCsC76GWtF5UXLDqqkGzQHBk9r+LuUkAERSwPrmFso1oEUJFh+FkANWT+7XtzDSmjkAeQnnxRRaFCN+3CUs02RWqgpdiJghyPZ0Ay0rkB532HK21ZR5E8H/5WtuTS0TYhWjfDjmomSVQMgGzmtKORrfRXwvgDHPSBZZJSj3Q1jLEsY313BucyhbZ3p8JaECC/ZtBigF79USolK0pQU25LiH5QddpCMeAEbKQ1i/mEGkOezLNcx1TqBkK4VwX684k1yxVTNu1oif9JANDCjb2Ibq1B893IbbaGVNorACf5UNZGijsUguKfo26RsHXdh3GexZip1fLlH5GjpnOenGixjmTYTiZEDw5Yzo9e4rButotYKZKizfCxCcK1Ja1oqsvbSCJtEmdwlIh5o1I5awrlYod4Otyf7uQx9GRL0bANT+t+j0zllGkklaQJkarGWJstN6n9U/i5nbO72+F4dbo9T20NL2d6Fmc1gvrkkAcWyGnVxeMxPBsdHkOc3uadb6UJk8BYCHWF7QQJ/lNNjP5mgMHWJnAC0v4L4iYryxWtdB9Q8kJJ4NaAL1k0P6IlcbNFUF7+s78tniAurhIczP3/BG3yQ8JHodmvLLCuJiBtXxGZhs8ofLv6DAVEQp+p9GdCYA0C9mpNhGMfKTPmTfp1Yt8JiB2uaG1kOXtrTQpZavqlHucr0vshqbPzqAd1MDhkD+cAw57lEjdhph+ccTlPdGKB9O+OTv+1C2ieT9CWUf4JAfUmHzRwfwn9+1yfVtYW8aUPsjZIcBZN9HdTCAebVmZWkasH5zSq1gIaFsE8HrmJF+mwqaVLA+/gbm5YL/XrrWBsKw0npr32pMHdUowOpJSwk+m0KfcyAentUwNyX0pIQKSChpTAPKsyEy+i4hG1q0+h7u/mxE0OQ8Q35/B85tgZ2/voaxItyzHrrMHBWc8ZVDD8En1xDnU2h1w1hD1TD7NTBRe6yerdsE8T1WkjK0MfiKyVR1x0by/hjpoyE3xiF5bpANzHUO63yJ+EEIZ5bDndWwIwVpAc68hrQ0bE48+kV1DUZO61nVMREfWqjHIUQhkRy4cGcVwjPa2u5+1ocoGnhvNpCujvmf7ULZOuI9HeV+CHtRwHo9Q3BRouq0s8h3ca822m/18X24vheHmyYEmpbIgVVEc7tSXAhkGZDl0Ad9aFkBeTVlddNWHpqkmBVvA5M1DRj2mAZ1yAwALQiA5Rryarq1V2UPhsAq+hY1BPBwzStWSVlLdDANLhRMA835NRcaUQYt7FBH1vtWFAxQr4eQ+ZqNY8E8vaE1aceBfjXnwL+SEC0iifo1Ac1z4X59C3ExY47C5RRQQBP6ROu8vkN+fwciylDcG0LLqWKnpAXwX0aQjoD4+g2Hx7VC+IpP9/BVQqTRTYSiT9eESAt4r5aMxgNQjDxoUQz/ZYT0EeUXWlYR0Onb/PMv5lC2QaqJSW8nqhrN8WR7CK/e70AGpIqISjGh/scPkXwwgWYYMG4j6EkJaWnQ0gKyxSSJuIS5SBGeZsB8hfSPH6CadGEtc3ivltDKmu+pIIaoMQ1khz5lD10L8ZFDSKRs4N3UiO8F0IoS1pz/3uV+D8WEN3gVGFCmwPpJhwlaAqgOBqieHaMxNCx+NkYxtFGOfegVT/9sl/IPI2Xgc3Sf1F3pGWhMas+sdYm656DqmEiOA1QjD2Wfm24jJebJXhawliVEDaS7JipPoPt8DSOViE5MmOsK0ZMO3KsY9lqh6NvYnLjofnwDa57DXhTQ6gY7vySDr+7Y8N5sYEcS5iLD6DeknjS6xkCjZQ5zU3+bqfAdrz8Y53/Hq2kaGuN1sZ1zqcMR1GJJ/de4vxXZ6vuT/w/uG2hlHUJ8C2+8nkF7M4X2+TfAKkJ9eQX0u2x530InZcMNZi35NZdrbkxDF9rFNb2pDct55ZoMYhkNWTXVEo1joRhyM6nu7/NQ7YWQjw5QjzrtNpI8uMbQGQQ87lNy0hJ5s6cTaGUN8/M37ZxKp15OKeDxCVPF9zvoPt+gPBrCOb0DFFPLURLT07g2g2WqGsEr4p6qwEA5dCBtHdXIw/qRD8iGwS13rCarUQAtL7ikaa/kJ0doXBPONIWyaBSvJl0uCaoa1W4IPSog9wYMOz6dojjqc1YZ+mhsHd4N5QzWkptHkeYwFxmtUT7dHyJK4d6VxFxZOoOJlYLyqe+T9yfwXi156BcSxQFnqdZ5GzrT3qj+8zuSQtIa3ecbzkEBuFcxfZk9H+J2SZqJb0DPa9jnS2RDA5sTF5XPRPaya1D0O0vgvdlg8Ks7iEJBzymS1csG/hsSR8xNhWxIcIC5zqFHJaQlsHja8tY+eQ0jqdH5akldXHs4Fj0D0qVzIh/Z8K8r9H99R9HuxIe5qWDkQNUx4U8LrJ92IeoGzm0Ke8U8Wn3GYB+9VCjHPsyU8Mpi5MG+K9EYFJeLqsHmxEM+MAFDYP5DVtHf/T79A2b8d7+ahltRqVCfnaOJNtSIte0eXl0wiKWq0KwiAgUtkz7PthJTr8/RlCUN7gWXAqLluokgAGZzzuCWazS2BXORQZvOeKhIkm6b5Yp5mbsj/n5rpBdx8W2iVVURfLmM4J1GaOqazoQkJTzz+RlbMFuHmEeQl9dQAdsgsaFeCi2BRMgGYpO1KVTEmTe+S5y1a8J8fg7nbAmtkrAulyiPB2xdhwGlGElG3VnTMHS5pXP436wYq2eRFmtmzACwv76BltErC11D/nBMYXTowrnawIzbQBrXgD3dIDsKYby4IGHXNNpwnDY9SzZAGEDP6ZmVISvTt6lX8ZG7tbJpeUUdne/SdaFpdDLsDGDdJhBFAy0vkU1cVIHJGVfoQo9Lujuk4vvkUYjL+DwdKnABBSQHDt0kpg79LmK+Qlwx+7MNxrbvMlZUT3fgzmoE5zmsTQN3mqF22s9nm1CuiexeD8oW0KMCtafDnWYMBKppf6sdwFlJ6HcRlj8MIaoGe//xFkYsoR4dQi8kyt0AyiLIU09KmKmCKCSi+y6MlC6I/KhLE/9dRtP9RQkjl9gc2nBnFaxlifheQCmNrUMNQ2SHHEXkQwNapWCkPLSkowNCYPODPhbv2UgmTLmXto7RbyjU/u6XBqnEb/Xxfbi+H68CoFh2MoJx/4Q+T8OgmR0AHhwyiMVzmStwRRpH0wbKwOSf1Uc7UMMe3Qq+x43nZITm0TE/T9MA/S7nV2+maA7GHOS7NoW7Np+8WpJBnE3JkzNNIpTuFiiHHtAL4byeI3t2wICUbgi1WEEdjtiatU4HERdo8hyaZZE2cRfx6wOcnd0tYJ8tGFkYZTAu5pzRtalSxs0a8tEBkqc70KYzJO+PYb1ZbDdjMASKByMYtxHkIKAx/bOXPKxck6HNLhHTb8NB5G6vlaZU0KMS5jpHdbzDWZlvowxpOUoOHOT7HTjTBOUPT1D3HMi+h/jZmFWsVNCev4YmGf4rXXLe5GTYwjFrWC2MsbEMzP9kRNsZgOzxGI0ukN/fgRwEkKGNKhBI3hvBO43gPp/CPafYV8Rk4DXibfqUQnEyAATYdlYSMAScOQW3oqjaYGdBS1LPQTVwoVeKS46ErXMZ6ogeuKhdjTw2cNObHfpbD7BzlaIxdbgXMR8ILTpK+TbGfxfDSCSWf3qAMtAgXYGrfzdm8HGttp/TXOZ8b3oOvNMIxZAVm33HeEBrzpkdwHza2tdhxBX86wqNAC7/jYfVI259+Q/YwFwTwmAva0ZaVhLWPMfm2CL0YFag+6rC3i820IoSelZBWgLZzrsRRvxzmrl9P6QgrbdUjXoQpxdoyoqV0iaGmC0Y41cUgKEDaQbkOYSUQBAwsWp2x5g+8LRWcUvsmIzoVDANwLaZDVBImJ+/YQtqGVxM5DkwHkLzXFQP96BHBZrnNxD9Lpr2ya9ZJgOLW7GpPUs5cLdMaPu7QK2obasl4Hsk83YCqKMAzjRFvcs8ThGlKI8HsNpAZrThNnLUg75u+W9ZgfTZHoyExnUM+/C/nLUJ7Dm0KIF0B9BUg+zBEM7Zki3YwxOgnf0pz4b3kjkQ5WFvS8/VVMO4Pc+EuSnJdIsSFKNdBJ9cI3s8Ru+vzlA83ef3+XpOJf+DEYLPbiB3mAOR/auncK9oCrduYuZYVBXiP7sH/3QD/4uWiXcxQ0/XSKv9YAjvmqJqZZICohUSQWt70tr4RIAp628dBUZUtLavEuYig3Ujabmar9CEAewoQ/zegG1tVsFYFWgMgbJvofKYuZr3BfTSgvdmg2w/YJuma4j3bQw+XqDaDdsQ5nbRs4iQPR7DnjFDw1rzgSI9gwb8QEfR1TB4zs1k71WFsm/BTSoYSY2ybyHbMSEtDdLW4AcGKo90kPWTDkTdoPOa3DVRNVg+O8bwb27Q2Bbyex6C8wzDzwzUjob4wMRwUWD9rAczVdDadlXZRstycyAtoJh0YKQUFTt3QPJ0B/ac1ad//Q7aUvxBCvI7X5omgEbRQuS6ELsjqP0RmrIk6mgdQbNMzsdME1rYQb3X37LTROBDe/qANA1dcCvquTxsHBvakrgi42IOfRWjmYzIjHv+mmSR1rfaWGabK1Ci/tcfQp2+AQC2UvMl0Ugp6bJaJZlGBTBq0DK4XNjEkIMQ0U/2gaqGvoqhT+dMfte5/TSv1lC9AJrknEn2mT6uOi7V/3sDOJdx2wYKNKZB4W1rXq8Ph5CeweCWOQ8L/XZFiKTvcmPc3qQQDPfVFzFEXKDy+LQ31zm3gSMfctSD/ard8MoG5ZM91A7BAir0IHeIsa72egxzfrAPZ5oCLdgyvd+F3BtAEwKdj6+hVRKbj3ZZ6RyOIOKSePVYkpq734X39R2FrUW5pedqVQ15f0ILmRCEMaY5t6p5yeXE0OP/W8WoT8ZIH/RRTTrwX0bbGZ++TlDsuNgc6LBXNSqPYcXeaYToSYjG0FB1mHXgLGqsn/XZQtaqTeQC5CCEkdYoRh6qjoFiYCM+9qD0b2+ZwVc54gMCMq1lCT2TyCceNEURc+/vbtD/bI3eNzmSXQPdz1ewbmJ0Xybwrqnrc18RDtE5LxB9SDeL2aZY2asKdiTh39SQnoHw5Qb+8zti02tWzWXXQu0IhOc18qFB4OWcebPulJm17k1O+Od3vRo2H7/Nx/fh+l4cbgDIWcsLZhgsV4Q0BgH1Y4M+rU7LFROhog3EJy8pw9AF5NMT4OszqBveoNA0VnSDEI1rE0gZMzD5bdaB6rjQDINEkU3MJPo5N1AQAtanZ9CPD9EYgsLeViDctD/c1cBD9Xgf5VGfwdErpmFhPIS+iND5xSkPJkOnrCPwGDd4vMNqch5tmXFll3FuxchD/CBEeuC2LSrhkI2pIx+TI6dcE2XXgvn3r9BMZ4AAibZt29cIATkIKAJtPaZll7YsFdhM7soqiKyCCiyYzy+htZtmsUmgdM7DOOexUHcot9DyCvmY7ZZWyBYoSdyPMjW2bv2QMYe+jc7H19vXXY595A/HvJEtRuUl741YjQIwZswpSN4boREakqdjLnTArXb0JETjWDz8bIFq5KE6GDAb4C5HGdIapzwbquPi7s9Z9QZTifjAROVryIYMa/FuS3inEfzntxQ/Vw3MVCHd5fsqSoW7H9qQoYX4iCHIwddrbmGvc1jzlILlqoEoJLrfpDCuufxQpkAZ6kgOHFRdE+VRH/mEra5/TQva+lkf+dhhtoFqmJ3RNJyz3RSMNcwlxwmWYCp9ptAIDa/+xxB3f76L+EkPkA00pWDNcxi5YuDM6xTJroC5zmGuc+Q7DrKRgfVDD/Mfh+/kPv3DtvR3vJq3R72us+IK6B7QDIOD+rKCGPQATWyJtNlfPOOBJBWMs1uIyRiaZQJnl6x0JkM+RZOMCwaAtAiloM0WHHL3u6gmXW5B45SJWeMe26ODMepxSBGtEGimMwbGtDkIyiJh1pxuUN4bsaosK2hRAtXxOYPTddSjDmdsPR/xjw9gfHMNeThC/OOD9s/HsNYl27BAhzMrSH0dh6Tf7jqQocVto1QQcQHv82to/R6Twoo2vEYpaGmB6L0ukuMA3i9eohGC6e1gdVV1HebAZgXiJz0GVftem4bVQWOZyEYmpv/dPirPoFZs8/a9M9vqKG1zWD2SRYSG4PM78t3yEsY822oG3/50WfMU5jJH/GyHLo8HfXh/+wrlUZ9LgeUay6c+8p4OPSnhXsUoD/rbeZJ3XaDcDVAPfdhLHgCaaliVrhK4VwlEwtdZDVz0vk4AXYO1ruHf1PBvJbqnFZTNIXx+ECD+YBf5xMPNH9sc8LfVkrUusfdXa+hRCaNQcBYc5msKME9v0BgC5jJH7QiSiT0D8Yd7EIWEualgRRL2skbtEDapyQabI5uYc6WgVw3seQHnbMkD8naJ6Z84yHc0LN7/Nn5PaxpkO2xL9byG0jXs/3XN1xFJpPdDpMf00YqC4TFQCmYCpEc+ls9CItRvKrh3NYaffneHQvOHhcL/v6ue3pB267kEUQ77rLR2+m21FjNjIc+B5RruVQxNKjShDzXuMyc0CDj/up1DX0TwXs7R5AUPL88lVLFNy8LNDGgaGF+8pgG/TcYSqwT1OEQ+8ZlQfjBA8XSfnyPJ2PLpNEpnj8doHFJPG9fefmgFUdcoK5inNzSj30UIPr5E/XAP+vUCzixHtddD/t4BRFahEQLpjg7oGoa/uIY+j1uxK0kZja1j/eNdlPsh1DBEtUfzuEhziCjdJmj1fjVF5xenqJ6dMMtzlsDcVDDXFZwvL6EeHWLxp3vwzhIg4vciQwciypA+GiK4KhBcS/jPb6EVFPJqeYlsP9gKjwHO7pKHPehRgfWPRtCUQvKDEUSSoeo6iP7iEfS7CM5tSvpwJemF9G34X81QPzmE8euXiJ50sPj3j7Hz1zfoPd8QJrCKYc7YWtc9G4v3XRhRgeVT5gjUPQfZxIF+MUP2YIA6tKlhE4DSNWQTh5VNxYqncgXsRYF0z4GxIo7bjGvohcLOJxXW920YCQ+n1RMfdUgmnn3HEGRlc3vc9EPMPwqRHfoMb4klGl2jG6FgCLP3co5sZMJac+i/fmDBvyqhZwrTn3dhLysUfRvRhyPOcPshdj6tMPpNjsn/eYr8IGAVN81R+Rr86wrLpx70XCIbGjAyBWkLSm1K5ifUgY5sZCKfePBuK4iigTuroaUF7NuMro/o3cX7/aEt/Z2uBnqPW051M0MjFbQohjpkRYSqppDW0FndOfzhrcchBaarGPqCi4GmFd0CYG5nmrEtPRwxaf1gFwgDNGVFVtvDQyZKWQRAQggYZ7fk0ac5zOmaZmTP4dLDd6ECF8qz4X5zB7y6oEbLNjnbKys0U9qD5G4P6YeHsK6Y15A9nQAAquOdLYXW/vgVtEoi3/fQ+6Zg5ZMXKA97hCK+jLiBLCT8SzLTlMvZoMhq+lh71AI2loH8/g6yHx3D/PoK+stLyNDZCnhhmYyxm1UMdRn2GNUX5VChuzVsuxcJKyelWIWZxvb/oaoBSVmDM8tR9xx0XpHoay8LNIYO5/QO4ZdLyAFbocYhMglgGnr6eIdymaf34Mzb5LCAVYvcCZE+3aWBvZAw4gqjj2Mo28Dw0xj6bAVzwbSt/L2DLeqoEWDegilgrettwLQoFbrPNwQ3AlCuic5nM9hnC5jrK7HaLwAAIABJREFUHM5tit6LDKKka8K/KlE7OjaPQhQ7FpIDB6JSKHcDyNBB/3kK//kdrHWJsmvg7sO2OnsUoHIFbYItZig+tDD4IsPdRzaqQMfB/3EG63zJbNI3TDrTsgLe6Rr2a9KbvRczeLd0RnTOaxR9A8ElqcE7f3mBdKxDLxQ1gLKBtAkBMPKGGHiLZBBla5j/GatTIRuU+++mLf3ntC39XhxumsYgmMa12Za2KfH6XYRmFXF2dX5FaYbvQS043Ddu1kyRl0zJ0hymtUMn+00ulmzdHJvKf6kooAWogdvEnD+lOaP9WkquGvfR+aLNcei4TF5fbWivKkqIqxn0RYR6twvR5Q+NuJoRQy4VxKDHSrJWVJSXFTTThPt8CnO6hqaIjH6b9qRlb/n/iklPYQD7bIGqaxKD1CZZibhENXBpZt8JkdwLUA08blk3GQXB6xzeixmT6X0PIqs497Ettp0nHST7lA3I0IEe5ahGPhpdg56UWD1kG/w2FLkObWh5QceGAMqHJD9rsqFH1Kdns/FdFEPGMcqdENF7fSjXoJyj3WJWfQf52OYCoaUjW/MczkpCuQaS44DbzlwimbB6UiY3lMkBHQiLf90yC1vbWHk8gFYp2LMUyvz2x9k5X6MKDLjnUXuDKxgpKx0VuihOBtg8CCADC8amQLZrf/t373II2SCe6G2wiw7riwskBy7nabvh9uE0eF7j5mds/e1IYvEnE2yOLawfehBVg2zXxvCzEvayRvpsD8pzWOmVNdIH/a3LI/5gF9njMRZ/uge9VCSRCMC9KyFdZuTWe32IikHNRc8kEknXIE0BZQB6XiMb6tAzVpXOsrWYaRpBmd/xYlX2h8Ptd76M48NtspTaxCToAmiOJxR/TsYU70YbZitIScrG0xOoXmfrbGiEAG7nEEkGfbSDutdWBPcnaBaURsDkzajZNi1VWb7NFdXM9nOsIrarsmG7WdGsjygmvdd3IT4/hdztsS3shdCfn9Fj6ruchaxi6LcrxB/sQg17kHsDNLrA6okPa56zGhoPoUIPIi5Iw31xjeTJAMl7I0AB1Qf3KZrNK2RHHVg33L5CCOg5Te3lfm8rli12XCRPx4AA6r0+ipFH5b6ubUWv/S9jyNDZekH1uMTyqQ8tLTD8lGHQ+mwFLclgxAzhSU8IAZWmQD30IVZ0NpShDukYULbJ9PfQgX69QOXzRys/6qLqkIxrbkq4U6ZgpY+GyHcciKKCGdcQWQ3/IgV0DcnEhn+ZM6ZunjCb4pM5pCvgziqUuwH0dcKgbaFtCbqiYKuZTCxk93oIPr5EMelsUefObUr7XFZBFBLeNbfH2WGA4FUMUStoCrj7qM0tTQArYtVUPT3Yxh5Khw4FITk/G36Rw72rkI4MlB0NmxMNyT6dDfayZuDznglnmqCxdcRHLq7+bR/K1pgkf9JHowPJngV7JaGpBncfWsSTF0zBkiEP3+Bawow5rrDWNaJjp40NJEnY2ijEhxb0SmFzoMP/bMr3Rn534zzwB4fC73w1TcMBdFG0bgFJN4JlMq5vvoLs+yQ/9Luonh6gWUfIfnRM8et8RZmElDQ/t8Eycm8A8/QGajaH/vIS6iEPUOWa0PISWi+ECPwt5uittEP76pS/dhkuo2wTzebbgexbOKQY9Nq5lIlqxICbuufwwFgmWP1sH3Lcg3uRQGzajWotsfNXlEvkI+fbBYVHU/7tf7gP9yLhjGyawno9g9wJUU068F4tqYk7HNGGtS6Zq6pap4NHzZReKEjXhHGzhnO1QXo/RDVwyfpvKbdaISFiGskBYPSfLtii3kUkD1smmij+dlDvCsidEPYshTldozjqtwcLNWvxg6AVDjPwxp3xwLKnCWpfpxH+YgZ9HrdBwYB7vsH8p0OkYyZKaWVNtlzZwFykxP+0uafQBbzzBNLVYX38DZIfjPg9FBJl18L6aRf52IMoJYKrAvaiAEwD5jqH9E0Eb+hkaUwd2VGI5MCBdbViZsKyhL6IsHrs06BfEDU0+HjJHIPjDsyrNfyXEYycB1zVMRF8ueCWVNeQTCw4KwlNAVYE+NcNzFhtU+fduxrVwIUMLHRexghfSzSaxvg/AEWoI3zTglWFhsnfpEhPfOQjB7WjoxjaUIaAVjfUP15m289rFISn3v40QDLRUXYIJ+ieVigejLaf893cq/+CZm6aph1pmvafNE37UtO0zzVN+1/a339nAapaWzJrg/42zEXzPWhSoXz/kG1lXMC6WBHr/fkbqIeHcF8zkEXFrT9SCFZ9SjHRPcoIl+yG2zZXE4Lt7nK9rcg0xyauyDQpiRgNIe9Pvo0ONATw+ATVoN1mOTa0iF9Tq2pSW5+fQx2OYD4/hygq5PeGcOY1273pfGvDagzarDRF/6VW1vTBVty2jv/jBTaPAuQjG+XQIW7dNbdpR9WIcXf6MqEOrD2Q08cMfnFO72CfL6G3h25j0j5kLhg8HL1HUbL0TWw+GNEfebPilriQlOM8oIC3OdhlFVvV8Kcl9LuILg3JyiHbIYjR3FQIPyHzrnZ0iCiFvSwgrmac2wHIfnofcjJEPeqgGNpIdimG3vmrK3i3JfKxDelbyMc2RN1AuSZlHrsBxcptarxWNyh//BDer88gQwvSMeCdrWGvanhna4haITphC5s93EEd2jA/P0PVsRC3ISnWukT4IkJ51Mf8fR7uqhdg8PES8bGH8E2Osk/piVbW8J/fYfPBCNlRhxF9bfCN8myY0w30SqFzlmHx1IC1aZDtNqzgjvg9KtuE+3qFKjBgzDPEDwIsnuoougKiaKBXCt2XKZQumO06S1HsWFg+5rbUO1vDjGvkIxvONIVsDzs9r2GmNbyzBMlxgEYA7p2Cs1AcEQDIB4xffBfpVw00KCV+q4/vw/XbvIoawP/aNM17AP4UwP+sadr7eIcBqo1SzC1NUsjbGfTRDreaUpJimxdorm6AuyV1alJt6Rnod8lQ8xzmnE6I+4HkalzZrS2oKKAWK34tXacjIaNnlHghHXJvgOzphH8fINSyHaqnxx3oWU1ZyCaG6nWw+tk+0TuugeLDewCA6ukRlG9Ta7QkawyuA9HpcE436jA1Pi8JKNxkSH/+CABj2pokhTOnCd45X0OzLRirHKLNflCWDmOeoDihzkven8BYZfCe3xANNQgghwG0skY16UDcLglu7DmQb4ftfR96VsGZFZAuczezCblu8nC0TfOSoc3shCdDzgP3+rAv1wAIwXTmTDw35gm0rEA9dLlUsEyIrMLm5/d5SM1yuOcR6p6NxhRwpxl63+RYP+uh3u0iH1gofSZceefJ1suZjx1G4kUFjKQmUWNdYnNoo5kMUTs6rNsE1chHGXKTqwyB7ssU9m3G969SUPf2YW5KhJ/MEB+1di4hYJ0v0bmsYawyQDbIjjoIXsctjqlBdq/HJPdRh8gq1bCKmvhEJ/VsHnCzBPnYxs6nFaxYovcc6H9VQNoaZj/yUQ6d7c96MfGhDA3dVwq9FylqTyAfWFg/8lD0eRjmBwGCz+8w+RtWm+n9Loy4gned8YFnCzjTlKHWIQNz4j0dwRVb2sHHC2h1A0026P7qCo3QUPe+nSl+l6v5LT++D9c/erg1TXPdNM2v2//eAPgSzAx8dwGqGltAeTuDPh6R2aYU4g/3kBy4UPsjqDhmcEycAHsjeko1Dc3lFOrNJcR8xSVBFEOZFN5qWQF9toIoKmA0RPP0HtRqTZ9iFKNZRWiWrAbV6RuIlxew1iWxQe3QHlEMKMB7s4FxveRB2S4mmLjOm1tIznLMWQz9ekG1fFHBmqcU+va7qA4G3HBuYjQOb2QArAICC97zGzSTEcxNyXYcIHW2qtFc3UCLyM3XclqSNKWgFRLZUQjVC1Du9xi7F+XQLm8B2WD539yDqBWMeXuzK2y1ceYihZ5U0C5vCAHw7JZUa0MOO5xlKQX/76+gZxWtSUpBjnuQroA1TxnkEnDeWYbMG9WiGMXIQzYUbdWZY/HjAR8OlUIdmGybnvOg9C9SOAsJvVDYPOBS4a1+S7Vkk7cLDmXr6H8Wte0rczXSsYV4X+dmeJVDOgaqvoPogyGSAx4sja5BhS7sZc02Pi0gu8SRF5MOK9wrjh6MuIJzm5LUkdRo2qWGdAWJI8ucFF1LQF/FKHcDBC9WEIVCGejYnGiI7lkYfZJh55MU1jJHNQpQhNzmBucZzFQhH9vUrW1q9F4k7WsDHRT7XWiq2bbB60c+Vk98GGkNM64hAwvRfRfuRQJNNhh+maMR2GoC7dsM6a6J6Cf7SPds1N47SJz/l7xQ0DTtHoAfA/hbvMMAVU0TaNYR9PGI0o00A3ohvP/85XZWog8HrOZODrgEyAvy12wb6qdPeSAmKTTHhnm54IY19KHWUbutY0q7OD6AlhfMOeh3yZG7W0D0uih/dJ9wyX6PmaIet7Nvn7zFgxEJvr0Wsy2oEVOBDevNgq3qbUu5nc1R91yUQ7LYCB2soVwD6mSyZYs1jsWNoq2jcWzapmqF4tkRqhFnYDd/MUL90UNmmZ5eoHHIZKsGHkScUYvlmhA16R/KNSlIdnSEL1oTepJB9j2Y6/zbOaIQDFNxbCa6r9qgayGQj50tUFKOemzvZgnKwx6UKeD//RW0vIIcdggZACUkAND0uUHe+ft2kWEzFIVByTpnTQaj7cquxQP0qxnMdQ7/Mmdl1HVITSkkakfH7Z+E0ArJlPaiQtUx0WgaVk885H2B4ecFsomD5BG/trQFglcxus/XKIdO+7UNpLsmRMxwHQh6WM1NCX1N9NDb+EEZWDC+uSZZJS5R9E3Yd9T76YuYFq02iLn2dKQnXeiVQuVr2P0lD+J430btG8j2fZiLFO4dFx7K5qiAeHTg9qc2NiecF4pSErf0/7L3LrGRZXl63++c+47HjQgGg2Tyke/Oynp213T3qHukkY2RYFuyDW+8MAx4ZUBLw/bGS3lrwLD3ArzwwjAM2FragGFA0mhGmtb0q7qqsrKyMpOZyUeSDAbjed/3nuPFP5I1kgYz1V1luSz3AWKTSSaDTMaJ/+P7fl/6xlqlyIauYI98mN9rCWbJ0wTLRkYYWyHuSgTEOLIZnT/sEs4a3FQWJ294cl/7/H+odPvKl5tSqgP8b8B/bq1d/EUf+uf82b/07Sql/s6bNOqSApRkiKp1ZoJKMtR6yG8DR5YEYQDPxe/55gXUzGbSVuQF5taO2Ld8SX5SWQG39qQ9nS/k87WmPBheZyIo30O5Lvn3buNdZbhjuQySOzJEtklKeDQXMWslqKJmYw2oPDzGPZ/jTBOZ37UjkaG0I9geYQIHf5LKCj+TTaYyQqx100pIIVVNuRvTeFoCjqcJOi0In5xJeAkQTQzuz58IIbYjSn2VVVQ9mU/q2tBELs40xfvoucwaXYfo+YRyKHIPcklJcs5nNDc2cGYr6mFEE3nUt7Yk1SqUN4GyJ7FxOqvXl6W0SyovcRciCylvjyh3Y/QsIf/ebWHkFet81kbw2XXHk5ZzGErUXSUsOn+S4h9NcPJGSB1aU+30KAchZU+8mqt9H1UZIQK7iv7TkvRWm2qnh0oyol++Ijy8pPc0I5oYFrfXoS2FpYk0dUuzvN+h7gb403yN8HaJDzPKrTZ6lVEOQvKdNk0gc9DlgYe3qmgCh2LgoVqRYNprQ+fTS6quJ5q3mxuCJ1qJ9hCzrr4dTe+wwEtr/KWl6CnK2EHVlvm7EqHo5FI51h2PYhhQ9DSDJ5KRoGuJMfSnOaubLZpQqryNj2aygJlIjur5j3vkQ49gWkk04IZLst8iPEuu6b9lV5FsuxR9l8l7Ead/LfwXX4K/0fnXrnJTSnnIxfY/WWv//vqPv1aAqrX2771Jo/aMJxXDy5PrlHmaBntrF5tm19mbACoIhMCbl0LS6MXYo9fYjmi6dKct3s20wC5XqLMx+niM3tyQitAY/GdnAo2cCtzR3twhenwmlA/PxU5ndP7RF9SjLpQV6d0B+tW5GNnzQryWrQjVizGXV5iuhDarheRp6iQTU7ixqKphfq/F8n5McCnfiypKyd5ENG5VxxXE9KKQlrmsxNJV1dhUDOfmA5nLidxFSSv5ZIKqGxZ3JGHLxJHknl5Oxb2RpIQvp2KoN2I+x9FUXZ9yb4A3TmhCoeBS1ZL6fqNP2XPRjcG5WuCsSrzXM7xxCllOE3mkt9pk2wFWKZphR75GIKE4y/dGstl9JW8S8UfneKsK4yipREZdst0O1d6GaMscBbVs+/ypLCeqrs/g44Ww0+IAJ2vkBb/jCCxzIyZ//4D0wei67QzmhiJ28NIaXRii84J0y8H4DtmuhNg0kUPV9WSDOuysLz3L5QctVt/psfnRirrlXb9p2NlCogrTgsmPtkVqMcmvEUTJri/V5FRmlOGzC5QRn2g4qfASyAfSylotgcwmcCQUpjIEk4Luq5J8oHFT2fqOP4hE72dA1/Y66KfxNatdh/Cqxs0t2aam8TSjny3ElVDba5DB/EGXOlK0xg3Ghd5hxeiX9Vd5qf+FxwLGqK/0+Dacr7ItVcD/AHxmrf3v/sxffWMBqkprWRJ02uh+T4zyeYF9/Bz74KaY1fOCeruHub+POtjFtEKceYLJ8msIJWsEjq2qa7Gu8jzsjgh2VRjIi74jQSdEoVB1Hz8Xkqyj5MLbHlF8eFcIIf2Y6GiJubkt/sssg9PzL7Hmd/fll7YTQShBIs1mLKjnNy6EhRFzc+Ay+/42Jo6otoUD12z3SUcO4ckK52oF52NMO7omgqi2BA4bV5PfGpDfHuJdpYL2ns7J7m3SOZL0J+so7M4Qc38fygpzcxumc/RMckht6FPcHWE1uMuCYqeL8TSr7/Rohh3qoWyDW69zdNFw8Tf2cc5nFLeHpHfidWoYdH/yiuhcUD/G1ev5kMH5/IjO8wVOKj97d1WRvD1aV6o14dEcXdS0Pz5FGUv8yQQnrSm2IiF/1EbCm19MaGJfQmsen+JPckmOOqrlObpaKqxIEz9ZyveTW4JZc03tcLIKL7Gc/zBgcVMqz+hUrGgmcJl9p41eSdJ8NDHkA72OJwQ3bWgfLrE3dyh3Jd/USw26stfbX91Yek9FruFMU+HgvbODqsSh4K0qBo9XdI9qsn0JeHkTLh2MU8ls/Y7M0JzCsrjlsbjl4WaW1uuM9quVBLzEDpMP+5QdTfxKKLzB3OAvLU3kMH03puqICT+9E5PeCMg3NN3jBn9R4SdG5C6Lr488kpZTfbXHVzhKqf9ircD4RCn1PyulQqXUHaXUT9YqjP9FKfUbZxJ+lcrtrwL/CfAHSqlfrh9/m28wQNVaixr0JJR5uaI+fAmbA8GCf/S5XEhZhvP4Jc7F7Fqka7oRvHdfht9xV/BIoSCRKCtUKFIK9fJUWtYrwXPbwBcL1nROs9HB2d1BTReSopSJfshNq2uEkfUcnMlSWuRbu6hBX2giSYp6ebpOP1pgXQfnfIb+4hXxnx7T+FqEsElDdLxCV4beHx5iPUcur1t76EVG73C9CY1bsLst1Yy1Ilr2XIrbQ8qBL3jw2JGZ2smFgDsn+XphIMnreiFD/jdh1MrzZJFxeIz1nGu+frUR4V+IpCGYVbivRdOlixrv9QxnsmLjUULy3V3cVYUujfDZaiNSGCPbOP9oQh06TL+7gbkvFBVqSU13LmYy/I590cANWjin4vxwFm+4bproxYx8p83VB33qfkh5MKBquZz9uE3xcBdnntD/+IrW06m0uT0fZ5HT+fRSoAITGbIrY1HW4uQNJnDpHebkm5bB5wV1xxHjvLHorGb4s8n1758yltEfj2l8TXA0lZ+Rq8l3ZKtMY6lDRTEQXFQZC2F38l6L1suEYq8n8843QTJvMFSXC3Rl1slb0ur6J1P591oO7dcigYkPMzqvG+KXFfGLkvMfdqh6QhaxWqEry+wBlB3Ncl/eYPpPElRtGXy2Wot6Fcs9h+6LFOMjkX6TDG8hQTVvqrqve74pnZtSag/4z4AfWGvfAxzgPwL+G+C/X6swpsB/+ps+178UVmmt/SP+/DkafIMBqmRCrVWOhpt72MCX1s91xVmwuy0C3yTD3txBLTPBBq1WoLTALO/eFEfBYomKu9jpHHWwK6EzqwLbNNi4LdmeGzHZw02iswzTjqj3BoSfnVB8eI/g5dV1K9zc2hH9V9NcZzeYtuQsqN66mkkLTLct1aLnYssK2pHYaMIAb1kKHfd8jhmJhONNPN/V727RfyQtXN0P8U7n5Acx0dkE79zBBj7plk/8PBFJh3EFpX1/DxM4eGdLKOQ9Kj5MBY+uNc2uPFcnCmXB0umgJgsCVzaYOEocD/NSWsaDId54hSor5r+zQ3hVYZVkXqqyJt9oo6uQ4Ggq3LvXM5x2RH5vC13Zax1ccXtI42uMr9FbUgmqxjL/8YjB44Rmf4Qqa7Jd0Zy9aemMr4XM4SicdfjzxiNIt3z8X87Jv38XkKpKmTVyqiuZsqYbMXunh78yRL98xfL37tB+sWJ1o8PWTy3ptkd8mFG31gnurgTkLN8ZUoeK+DBl9r1N/EXD6t1Nyram9UWCG3liP6sMg0/mpDe7LN8a0LooKQc+m79KMJFLE2jmd9v0nxU4RcP0vZj+F4m8ceYNm3/8mtW7W/jzmuzeJuHRHH8usYveoqEJXdxEBv5V7OAUVmRE7TarfU22ZbnxTxuhphSWsqtxBwHThx4bj+RNxk0avMQh3wxpnRn8RcPVhwOc0gLetYvja59vdlngApFSqgJawGvgD4D/eP33/yPwX/MV5GR/3vl2qO2wNFdrllog/kQ9W2Jmc7FVKY19cYwNPexqJVkESSpzubKSiL2dLdRYsgsYDjBnF2IUXwjWB2NQB7uo6UKgjEVFdJpQbMiG0j+ZYjMRu1JWYsrvRuhnx1SjlmwyXxwLtSLJBL/UGHFR1A2qqskPeuJXHQ1RVU3wfMzq7Q2aliuwSpAX7+kElWTUwwg3t+iVVItVx8XEEdGLmfhaOxGqqgknFc5kKRu3owXNVv/aQqSSDOtJnJv78gJnmuBczHCXEu1mxhNwHEy/i+l30VmFk1VcvRUSHS1xFsV6Lid4cKqa7tMF/ukC/yLBXVUUoxZOaUVtrzU29KSKSzKcvBYZTNGwek/mUlYrqpYmen5FE0nm6OBxIrQOY8h2OywPXLJNl7LnU+7GpCNH7FeACVyW+wHptkvnKCP5a98henaJkwu5w1uW+C/GtB9fUB4MWN6PcXNL+9mM4t0D2q9WssSY1jilZfhHJyJ4bizh0Zy6LRGA3U/GDH5+iXE18dOlaPZWDa3zSiIMe55IV9ou5bBFdJoQzMTyFb1cSuCLp3EKQ+uywT9dsLjbxl+ZL4m+WSVhPqfrTbKjSO8PSLc9Wq+WpNse6bZHMXBZ7ftYpeg9L5m+F6NLQ/9ZjZsqzn/g4C9lodB7Kpmw2z9JKGNHYATbHk0gvtjuywynMAweLfBSc922f/3z1ZYJX2WhYK09Af5b4BVyqc2BnwEza+2bAeFfqrT4i8634nJTvo/u98TOpAUnDeDs3RBrFEgVlxaojTXeyPOwcUdIIrO5DLsvxujnp6IJa0VSbYWygGieHgoZwffWISPiVAguMvSzY7n8OhLJ9+YS0BdTVBThn6+k3W3J4oC8gBsjaBqSh5tY10GVFeFPn0rF2I6kNteaYFoJH//WloABXp3R7A5lLrcW1WZ3N7CeQ/vRBdN3YrFyreGYy3eGhKdS2b0JslFZRbbfIR+FNDck9dw/nlE+EGN2tbchbYijsfdvUm/F2MgjO+iS3ulhPYeNR9mafedQHAxwZwX57SHVzU0AyS5Ykzz8eUnv52e4k0RCnBcy6LdRIH+2VtaHYxm2R0dL4qdLbLDeupYNqrF0nsyo44D2ozM2Ps/Z+JXY2JSx0gLvt7BaXQtt/aUo7a8euiy/u83iTiT8tJstmu0+y+9u46xKer84F8nEQUxywyPfEkRQui2Y7+LuiKvvxlKh7gqJVxUN1W5Pttu+Q7EZiRbO0+RDwQcFk2L9NWXrjdY0vpCNTccXhts44fK7AcZR5Ac9mkCRbGsWN0PZfK8K6RbWWQatx+eEZykb//AF1UZE5ygnvKrx5zVeYug8XzC/6zP8Z2PcpGa14xBewvBjgWUaVy6OuuWIi8JI2pebW+IXJfP7bcqBT3LDo+n4+ItKwnC+iZkb/DpSkM03aoj14+/8c695cTT9B8AdYBdoIwaAP+8r/kbnW5KhoDA3t9GHp0LeiDuSLfB6jK1r8X9WleCP8gLtCcTSzheo0RBntEl5bwvfcbBxm3rUxj+aCmzy8Azlebg393Gfj69pFCB4Hes5EATYxQp7cwfvTESpztWKZn8kLWA/kqyBtiC39UqkKvge0VmGWqWi7E/fBB672I0W3nglbaOjcV+vK9N263r246a1SE8up2J1ch0hu86ydVhwKMr46UKkL1UtyVeRS+twzuz9DdqHp5Tv36K806XzR89kthg42H6In2RCE1lU68vzDNuOrjFI9sFNnNMJzhmYYZ/gZE4zaFF3A9xlgZ6tmP5oj/jpkuSdLepQ0z4R3Lg7KzCB/CzrtoM3N+isITo8k2322gESnsl8j6KhiUP84xm2HbG4FdL2tFwc8xKdVbSPLTopME6XuuOgK0vryQR/KrKf8MIKpvyH+2BANciFM2jjZTLo7x6LGb5uu/QeL4VMktVsni4wrYC6H+BPS6pBiPEU2dsDlIHW6+w6mV1XIWXPRfV88k1FdCXpW8lbozVOyJHtMbB4e0A4sVy94zD8BJxCclOLvnsdHF0NQrxlia4s+b0typ5L+U5MfJiRjwLJFZ3mBGPD8n7M1k9mkmbmaaquIt019F7INtVqcJIKd51mFZ0XXH6/z/wBDD71qSNwSo2XWsrYkzncSUMw+fr2KyzYr74JvbTW/uAv+Pu/CRxaa8cASqm/D/weIvp319Xbn6u0+KrnW1G5UVZiKm+3JL/qrjzSAAAgAElEQVR0scK+OJalwu72dWYpVb32dYqMQm/0hbMWicfPRrKt9M6WmPFE5mZFgV2tsO1IxK/TuaTCLxMZ/q9KqQrjjohYZwvxnq7ZZ9Z10Fl9nY3qnM/k+bUj8WOu8dpN4Aj/P6twklIuj9NzSc7qtll9IMw4M4yFdLGQDWdxMMDeXOcGBL7kaY7aYmUap6hSQlNUkmE6EXpVEry8otjpMviTE+zeFu6soH0oc0ZnmuBktXz9KJCLparJdwT1ne92ZbO6jgFc/eCmGPHX7ZIzTcWXqjXW9xj86RnWcwhPU7qfi6PASUpUJZii+cOu0EA6vlSB7x5g97ZEY7g+7qKAtXPCtgJUXtJ/kuCmNZ0v5vJ/kFeyrZxILKFVivBU6MPW03jnMpxP3t+l/WpFvtPCX1TkWyIF0YWQa91JRniZ4ybrnIusRheVfG9XC67eknxR3RjZPE5rvKWkZyX7AsMMT5d0XqxoIk37VBDe479+Q3R6iwrvSrRy1aglFeNIoSskDMZXWFeJA+Ggx+JBV9r2RYY3zykGLtlQBLjFpoh0y57L8d/skd7sEn8yoe4GFJu+WK7OLJu/UOhCFhaDT+Y0sS9RhR3JfYiuGnb+pCG6qvESWX7UodBSWmN5zt/YzA31FR9/6XkF/Egp1VorMv4G8Aj4B8B/uP6YP6vC+LXPt+Jys9YISihJsUUhHLa9HUF0V7UsCupatHB5IVXM5uDLlnWVYo9OUaUIY00rEAlJksL2iPwH92F90eA4EuUHIsRdJiLrKCvZpsYy6FZ5gf1iTQf5/PAaVImjqW+tX7zGSOXXGPQb29PauaCqhuKvPJDZ1DKh/eRKuG55hcql8vOfneFfiPCy6XdQVU3rvJKQkkqw4SotqB/siztitkIdvwZrCU7mIkZeZyfU/VD8td0I5/FLSbTP5SK0gU/0/Ao3rSSf9Gx+DXbs/OKEdE8G/1Yr0f9lFemtNqYT0Qy7FINgnbMg7RzPj8n3OjShy+CnF1KhjiW5y79ISG8Ksty6jjyPWqqqclvyWLO7Q9IbawiBIxmqVz/YFOfCrlAsdG25/H5MM2hT9D1JuO+ImV7Vhmzk4h9NcTJDttvGBIroUpDg6V4kyVejFrgaq8WL2Wz12frTBZ3PrqhaLnotpgYEu1Rbmjhg+dZAhNlK4a8EOdR7mjF5N+DiexHzhzIyaHyZJ8YvGoaf1mRD/SV+qTS4qSS9e2cyVlje7dD9fI6XWILLkvbhct2WVmz+qsK4isV7Q7LtAHfVCCrKgXRb2uXOixXZfkdQ6Vst3NQIqqqBOtCEFzm6Bi+16Noyv+Xh5oZkJxCP8zfyYv2Kj7/sn7H2J8D/Cvwc+Bi5i/4e8F8B/6VS6ikwRGRov9H5VrSlyvOEyNGKcMNQZmRxhPvkWIJhTl6jWq0vUeNaY54eor73DvroDLMzQg1imsC7vq6d8xm2aWAyJapqzP4NVJqjPI8m8OTDFitsUUg4jeOgDm7IXEtrmn4HpzGQFZi376Ay8WCamzu4F4trc7hKMlk2aCUhyetqru5HItNIC9KH20T/7BlmbxsbedhBC9VYmfG48oS9Tw5hNCQ4mkpi/SQRgKbjoLMI72xOfmcTr99BGYP1XQn/HYYEZwnuLKcatQiej2FjINrAdYao9RxwApzPj6TlLyuaoE/ddtE3NgimFSotiE415v4+epHhz9dQz6RArXM4l/dj4l+NYWeE8TXRiyuprLS+pnfQWNr/9Bn1g32cRUF2d4PgIiO53SH++Sn5vS3qjkP38ymmLZW2MxHWP3CNYAKh66ra4KYN6a0erZdzqo0Wi4cdonFNeTDAW5aAf40WcqYJ3asV5c0NvHECjaHcjck2PbpPV+Bq5h8MiS7l62U7Id6iEdnEOIGqJvSk1bUagklxvTgYPK3AQBNqVvs+/lJoILMHLeKXBfGRXGpVx8FNDeXAx1tJRKHV6toe1TnKsZ7ITaquh1MYgmlB1fEwnrgromeXNJsxG5/KHC06XdG0fYJJQbIXCcb8LEFXbZzK4GSabEccMK3XsqCqozbevKJ1OOfo390UvMXXPd/gttRa+3eBv/sv/PFz4He/iX//W1G5UTeSPVrV1Cen0oYaoK5Rgx7KccAaGf6erxOT9kT/RF0LJddz0IVUbs7l4praq+Iu5uxCVPqeK9vW07H4U7eGIjHxpTJgLfy1vicXSFVJdZdVqKwQCUrVUO30pMLJS8qDIZyPZUvYjqSlDRy8w3Oc2YpiT2Lsig/viu/PURLMUtYke5FsNU9nqA0JS7GtQHJTQw8z7GOTVOIIHb3eViIVXSnp8MFZQhMLaj14MRGzP6DKiuU7Q9n4FqLVUv1YWvMoxLtKCc8SaZfGQvXQWUW2IxWVfzxDn44xkXdtuo5/Naba7VGPuoTjXECUOz1MS3RvzqrEepry/VvoQqxbqrHM3ukSjguKu6P1ZtWS3unJG0bRkN8a4K0q8qGLP0lpIk3jK6KJYfZODzepcfNGqr7tAKe0KGPxxgnZTsRqT9p5XdSSf3FnUyCUB/F1QE7jC3qq7nj4iwbjKHRRE0wlAHn1HSHiZndlGdNEHuHVl1mvINVdeJnTPk7Z+GhGOtI4ScnGxwuRrCwqEeKmhuhoKUirStwX7iyniUQ7Zz2Nk9WUg5Am1CgrzgV/XhJepESXJSf/3h7FRsDZjyTjdHk/xklKLj9o0z7JhDrsKEmu3xBZUTjOUQbciwXG1aKFM5bpdzfoHH8DsMpvWMT7//T5Vlxu1lpJqPI90boFAfqFzBHfaNVUpyPSkFaEGktSu10sBUAJgtlOsmvkuGCJpErRvVjCjssKtTGQf6MVSet59Fpa0rhFel8kHOVuLNvGohCseeTJoHm2gskMXRm5KBZLvPGK9McPZBhdCfGj6fgQBpLdaS2mGxF8ekTdDVCNFXvYIqX7fz6SvNNuRLnbp2l7WFfLxao1Os3lUq9qyv01hslI2K7VGn0k87Cyt3Ye+J74SkMf244Ir2TrbLWWy933JOPBcyVhftjCdKR6snGb9E6P6DSh3I2l7R6uKSO5uRaBVi0Xq5UIqnPRaDnzBO/TVzQdH2UswYsJqmhY3JW5IUDddmUJ4Qjjv/V0KiMBV+OmMh+LP5szf9gj23CFcjutxTAeygBf1YbeT47pHGUYXzP5/pBgUhBd1ddbRGeaoqwl33CoW2J1qlsOTil5rADBpRBS6jgg2/SpOw7eskY1huAiw10Wkp1QNCLpaCzuqiLd8pk+lLHF7J0eG48ymWXutARQ0FiiicG6SmQ+4yW6kDfM7KCLahApy1UmSx9H4eSSlQowfbtDcrPD/E5IdCmOCH9p6RxlRJeCmO89L9cIc4OJPKquT3hVMnlXWs/u0wXJWyOqrkfV8Xj5t1r0niaSm/GNvFb/NYJV/qs4Sin0ew8BkX9gDSaVFwVbUhmZqynOaBNbyALADmIY9MSy1DRSlbUlOes6P2AioSj4nsyY2pHE/m10sKMNzNVMQJaRBM6EZ5Ii5c4KeHmCGkjl9Cbs2C5WqFYkW90okMowl/wDPUukDex28J9dYH2Pzj/8HP9UliFmdyRzueMxttPCxC1UK6JpuejZSpTrIBq4rEC/OBUHRBTJJvh8Rb0OVG78tRzgwT76dCywxsfrrIVGPKQqyVjtrnNGjRGyycXky59B4BC+mIhrYS35ELN8RfB8LFWr1uhlRvtjcWGAiG7zUXD9ppIPXaqdHtXDA5xFiXe65r2djRl8usBqTf/R8poppqwlHOcUez2ZGTrq2qbWxAHx84T265L20wVXbwfXv6FyObs0233qlos/LRk8WkgITGGuKbbFXg+r1DVKKB96TO97uLkVWORiPactZbbppobWUULdcdY5oy2SO10aX5HeCFGVtJfFRkB0KTF51IZgIZeuPy/J+w7J7Q5126XzYiWLjg1f3pAM8vPVUgHqomZ1N2b6nRDja7xlRTApsFrhJYbpA4eqLYReb57TfSVJao2ncWcF4w8Dsi2NCbQ4arS84biZxVuW1+Lo1Z6LkzeMfinSoT+bL/G1jlFf7fEtON+Ky80ag57MsIulvKA3BuhuR1KwqhqzSuRCW1ujrOuIqLcVgFKU93ZkWXB6Dq67bsPM2i8qifLWc4X9dX+AfnmGMob6d+5j+l1prTo++W5rndi+QG9uUNwewlBSqEw7EESS79Hc34PXEgDdbPW/THcHMec3Iq6t3rsDkynpza6giV5PsXGHanudCjWScBPrexS3h/gvxoJumi3gxgi7M1zj04VEazyp6qLLEh49RReS0G7ageCQZolUbUkKjWHjn5ys2yBHtHJbQ/K9DnoyE+JI0+BMU6qeRzUSxLb1HJrNmPreDdnghr4ESa9hmXXLo/sPHksYs+/QfbqS5xE6lMMQ1RhmP9jBHOyQ3OzgjGfivywM/vmKsif0kje04PH32iR7oVwqeyGLu22WN33qfsjg80ISnTxNE/tS6Vwu8Cc5xaYvrLhViZM35Bs+V+/HVLFDE2m8zFD2XMJJhXXByRq81XoudyXb9rzvkNxwZWu848iSoTJM3nbpHhfM7jvoSto5N5Hs0Nbz6XXAsW6sEHFLS/zzUwmA7gkW3J/Lx6OF2uJPS6LjFbOHcnEqA3WocGc5yV6IcZTkLYwtwcww/MmYqheuQ6DlOcze6bLxuGZ1y1C1NNnIw8kbwouUwRcF57/bJZjKm204NThFQ3RecPXhgNXeNzNeV/arPb4N51txuQEQhTSTK6lmXh2Lq6BpsFdT9IO7ItQFEeaOJ+JIOLnAhj7+6To5qxdLpXchvkGVlzAWL6NeJjiLgrzvUL5/Cy4m+E8kFd0EQsYIL3JMJxAtXFVfa5mcRSHtnufKtrQleao2kjbQmaaSLnV6TnNnh/SDfcEKJRXmYIf2P/6cZtgheW+HZtC6poWABP2iNe6qormxIdauNcZc5RVmGFO3XbxlRXS0FK3Yswvq33tXiBmLXLycnpY8hbykfGcfPJfi7kjSt6oGNV2QPJDhvtkayKLB97j4/RHhRY7/4pKm5WIij/SgjTvLKG9uSHRiUaPKat0OQ/3O7ev2r+4L4NKf5nLp3NrAzS2TD2OUtVQ3N2k/XdAEwr5rH4qOsNzvk+y3GH6SCdEC8BcN87uazZ/NwFESdJLLnCvf8NGfHpK8swOuJrwocD96Jr7fokHXFl1ZGk8kJEXXQTeW6YOA7quGZNeXFjUOaPodsnubRJc1uoLpww5eAkf/loM/zdn7R7Ip3f3HCflWKFKX0MEEgqXa/NkMN21kW1pbosuK+Q92CeaGfOhifE0TiWvABC6qsSR7IXU3oHtc0H2Z4iWSsZDvdcgHGqcyeHOZmfmJwcSRaONmK9KbXZrIIZxJ3sPWT4Q24hZSVVrPQVWG7knN8lZr3eoLj7DqeVgHtv7J5F9+zf2656tuSn97uf3zxzoa984tyT7otCV5CkBp1HSB7rTFmuU4qCii6bUxBztYrclvDwV7tFjJ3Gtvax3kvISRZJhSVqhC9FWqEqKHjTsUWxHurBD8sye+S3tyJhVkUcJkRr7XwcQR2e0+NJJTAKBfnVONOqgko9hpw919CWU5WZHtRDSxL9Fq+zdwnp7Q/uQMZ7LCScr1BlNhOy2Z8RmzDm6ROZkZxoI/enkqc5qzOdZzcI8nQgupDP4jMcPX/TV+qCXiZv98RbMZi+F9kZHvdjFbA9ykETR25KHWaV/xi5LZg7b8H+i1cj+SGV265cuCxBOQZvvZDG8l9qN62MY/l+Bo05fqcHW3g7soCMc5w49X6MLijiWgxktrnMkK62qKzUjY/qWRoJVXKbowJDc8Bk8akjtdqo7L8Bczqq7H6mZLPKUHN4hOV2uSb039O/dFy1hLJdN/ktB9LhtRgOWeS/u8IbqscAoriPKDgOX9Dv68xFtW9L9IGHyyoOgrtv8Est02OpPMUScpryMEAdqfnOHOCrL9DsZRopO7yHAykYEkO1LBq1oyRHvP1qOV2oiNbE+gmXXLI5jV8ob1XBBfTlozfTemc1wSXJZiqdqLMP0O0WlCPnAkWX4p+HKrofEEh95EEvFXB0JJqbo+2cgl3/C/dHqsFytf73zFZcJvFwp/5ih1XWHZJIXRENWLUbf3RbrgiItAtVty8WWSYK6PzlDHr2kCje7F2Fq8j+rkQi65nZFccms9nOlE6FkiItWdoQQr//KVyCnGKXXLxXt8hNrbAWvEvB8GEo1nDK1PX4u2zfcE8+N5eGOZ+ZlAyLIYoeF6qxp3IunrOs1p7u9h2xHlfp9iJPSOaiOC6TqQF7CeS35rQH1ri6YtQcbm3j7uJCF5eyStWSSVpff4SEJsAP98hT9JcWc5dkecAc6FWJuqnS7WUWS7HWlx1gBItBYUemPpP0nAEWJIsRXRfzSnafuCrN4T0KbpBCzeHggXLXTItkOKnS7jD9s4FzPSGxHRZYleFYy/1ybdiwgvc1bvbqLesMY8aY28ZUXvp6e0fvqS8DLHeNJi9Z+kYigPNNP7njglkproshThsedQjKTyreMAJ63J7g4lOWuNRLeeQ7YTEc4aKhk/4a4qnNIyeb/D8J+eowzrj9Xko5B8t8XOnyzxFw3RcULT9oifS/h1uv0m5EULXWWVCekkEjKITgv0qsRLLOnOequa1muJimDRlTGsDiI6R9naewvhWcL0YUR2dwM3g+XtFsGiIXp8RtXzMIFDuumsl1lQdhTHf+CzvB+jK4uXgpea61zS6XdEQpPvtpjf9dn8o9eCTVpUROfFtVTma5/fVm6/3lGOFiN6WYlLoRXIhXQxkc1nVYm41lrJRtgYoCczCWEOAsJLmR/pXiwC2W5H/KGJsNdUu4XNC5wzgTuqrILnx2JYjwVaWHcDgnEqVd/lFIJAPr+shABSm2vfpfVcWRpUlZjI90dExyvCj4/k+RlLvuGhk0wCVaxFryTTs+y5wiLb6OAfz8RDqpR4NUOPYJzivp5eb9lUbVBlRfuTM7xTcVdUuz0Y9HBfXsi2NfJo2jKnAqhu9GVzus4WjZ5frUOfJUCkiTyqG7J9DV5MpLq7PSS4zAiuCpq2jzvLpB3+4lRkJLUAIN1EXthVS7G86dN/WtJs9Yl/fiqWt2Gb+KXMm5rAoeg6tJ6LMb8atcEgGq8wYPJv32N5Wy6r3pMl7iwjGKe0LkraZ3L5VD0Pd5LRejqh7ocyZ0prghcTnMmSJpLc1GAq0gpVNBSxxk0ash2DU1pWN1u0j6UVnPxoW8Swu22xgjlSaeWbIXa9cfVfjEn2hArsFBZvvKL92Zi65WIDn8v3IowrDgDTCcgOujilJbqQz3dnuYQK3YhE8jFsSZhOVpNt+ujGcvZXB+ga0cTlhu7zFaqB+V/Zx00b/PMV/WeyaJh8GNN7WRFMFeFVRft1Rfu0pPEFcrnaE49p4yvKjiPzvK1YFhmNxZ3l35xDwXzFx7fgfCsuN4zF3tyh2Zf0J754Cf1YTOJhQPVwT2CUVY3qx8JkG8TYuA1FIa1TpyU2q3Xwi05z5r+zI3GBZSVG9ygUk/vJOdzdRzVGqrmswikarr7bR08WqDDAjjYkgCbLWP2bb10HttjAFymKL8JjPVtRrEWuNA3zv34H64kH07QjTCug2RBDvs4q8r4jpvyF2K1s4NMM2hL4UjWotJClxvlMYv+qRjhvWsN0TrMRiy5tDd1UWSVYHmNxUtnE6ULQS6bfxknXhF5XZl5N6OKNVzJT25f0Keu515tT/cUrkSl4jlBxH+5JEM36YjS+gy4NdaTIh0psTpmw75phF+/VJU6xXnog0X2qrISuETrMH3av6Sf9JwmL2w5VRyIITSRSGG+c0ns8xxun+NNSWq5RF1UZ+o/mGE+TPNwieXuEt6rXSwQHb1VJvOFVw/KmT3AlerneL87Ri4xwUjH82QS9KoiOBQJQxBKw7BSG1uGCfLdF/mCHcFLhz0sGP73Aei6rd7eYvBtw9m9ssPlJRvvFChMIIy68zFntCo4oHUl1OXso2r6q49EEwomrBiHdz+c0vmbzVynhrJFEeV/RdHzaz2YSlXiVkR2I8FgZS/+JoMzjFw3uopBwnnmJkxvSLZ/hzyb4S0ProiIbaqbvWrKdEOtpmfWtIaRf+/xW5/abnTeQQxwtdqvzseCOygr/aCrVV1XJhbNaoRaJhJyUFU2/Iy2PEnKt3dvGXk2JP5uKRCRJpbzPctFv3RgJC26xlM0qoGcJg89WpO/ekIQtR8nMbnebzpOZXLZI7JrZHZHdHV5LTKKjBXqZsfz9+wJOPFuSj0LJfjAG52qFdyVtaOu8vvZ16slMkOOnE3RWiYjYc0Wv57nXSwc9WZDd2xQIpyvUlPQ7m7ItBsl+OJ9TdX2J7uv465zPEGeyFDpFUuB8fiRReDtdsoMYdyYtlU4yCXrJKib//jvrlKpGJBcvZL5Y7HSpuh7+RSI6salh41FFOfBFw5UWFBsBpt8VTHnRCJDTGKobfYwvl2XnKCeYFDKTjFxu/HFCeCr4IFU05Fstrj4cYH2X7JZ8zeROV/y9xl5LHaLTFcFEsmyjM6lM5vdaLB4I9aNqK4oNISAvP9givT/ATWuZP8YRye2OEIIzCbfWZUN65w1BWaILq47H4oMRdT8kmBRsflzQf1piHNneLm6Gsun0NBuPS+pIsft/nOBPcuLDjCZ0WNyW+df8eyPJ0xhGIuYdBagGGk9LFF9lSO/0aEIXlVdr6i84ixx3WeAtK5SBV3+7h5s2XL3bwVtKKExyr0+65ZDc8OgdVgw/kvlbHTro2uKdzmXR8A2c325Lf4OjPjvEmSdCBSlKQY2vQ2BoGmn32i3B95QVOBrnbILeEEM0k9l14pU6fg2uCFWt56LCQFwLjiOD+hfH2DyXIOa8RC0S7MkZzsWM1pOx5DDk1VrHJqDJatTBSUp5IaQFwVmCaYXiCc1LsrtDwquSJtKShjWV+ZOera4/xj9f0Xo+lVZzTRWxZ6J742IiJvvAw4YBzWYs1I2qxsaCo559fxvnckHTa6Mri3U12a0u1nfFmrUsCT87wfvoOUVfyCGTH+9w9Vd2WLw9QPVjmjjAf3FJ1XFwZiuS+zFNvyP+0say+Q9eib1Ma8KPj8jvbZHe6cmFVVnKLVkeOKUIZf1FRevlnNW7m+QbLtnBn6lYBm2aDQEFBL96gZOUZNsBJnBwk+aaimsi71p/Fp2u6JyUWEfM4vmGS+skY3m/Q7YT4hQGd5axuhtTtzzR9hUN4WlKsDDEn8lWvfeiIrjUzO56lG1NMClIb4QsbosQV9eW5H6MXo+iqp6Ht6rpfj7FW1UEJ1IhRucFTlaJILeUsBrjKRpPE13WtE8kStC6it7LmsnviVA42Qvl35kb/KUhfrJgdVd+n51szVhLGvxJzuz9DSH1xg7esiQ/6BGs/aiLtwfMH/YoBz7RecHWzysu3wvpHYqFa7XnEp0mVB2xq0VHS7pHBXUk7oXwqqLc79M++waoIPDbmduvfbRCHezSnLyWuVlWYB0xPDf7oy9DlssK5/BMKruywmYZ5moKjcHsj4RGMV1gshxzawfnYiYtKJIobtuRGLlbkSQ09Tsi7/Bc+fpbfRnYG9HX1TcGlGuirff4SGZRx3IJ6ckMVdVi6dmK8Sc5VcvFeGulfCEAS5sXNLF/HSJjOoGY3ZsGOxc9HUBzfw/T70jFNGyjF4IrwnMxgYc7XtJ9uqK60ceZrQifXUjq0mnK67/WJTy8lET4BzeovnuX/seyhdv46SW9pwndz+eiwQNsO6J9klHuDfDnQs0ILwqWb/XIH6xzA0YtzP4IXYo+zCmNgCnLBlU0WEeyIWgsTRzSOkooeoq6JXMyZRCWWeBgWgHmzi51N5CwG0dL+teqBFcWG9N3YnGHDFsYTzaK3qoiPkzRSUH3+Yr24ZK67VD3I7xljdWQ3JSN95uErtn7fVnmpA2954bRrzKKvmZ+r0Xn+YrNj1Y4pWVx00UXlu6jCboytJ4KXjw7iMXvezHh6h2PJnQEr1SLLzQ6XhGerLCOIrnhihRDIzIiR8lyxtXX+bDtk5yqJSHQ4VWJk9YCu7wsyYcu+W4Lf9XgzgqCRYNzMcMEmqsPN8TGdVnSfZkSnWVYT1PEDqNfZVy9JQ6KzmtZovWfNoRTw/ItyTvtHeZcftCi7LlMvyPZrv9/O9+Oy81YWHtGzSqRQX3ry2QklVWSDF9VInw9OSf9YB/V6aD2dqhubkoCfS6zON3twEefi49yHRjC82NUXpDf28LujKSaO5OLSnIS1vF104VcfohHzzsXRHn6w7s4SUl5bwubZjS7Q9RiJZqxxpLvtORd86NzEQlnlfhQ4s41FUI165CYd7rYuCOWsrgFnovz+ZFkjy4TnKTEdAIRzp6ey+UYfzk3sb5HfWOADUQGcuOPlpI0vwZgeuNE5leeXCzJfkvE0Psjyp5PNWpTDAKqnoQjq7wkvSHk2sv3heX25qwOQryzJcGkwB0vr50UrZOM6DRB1warFflOi+6JtNHRyyVuWol0BkSdn1U4SYVTGvxJKguWyGN5u4UNfDb/r0NMKxByyVlC3XausxKqUVvmimlxrfJXRiCaTmmIXsxExmIsTmmxSrHcD+g/mqOLZo3mluc4e9CmCRRbP1vhFEZa9J2IcjcWcGll8a5S8u/fpXVmqLou+U6Lcm+Ak9Ykd7qUW23cvMFLLP60ZPxhwOV3O9cZu2XPp2pr8l3JZW2/rqgGchmVPZ/oaIk7yUS2YsSzmt5qs7rhYvodwYmXVtBJ44Qmcpk+FBpI0VNUHZftP5qsfxZGWtQ1vSS6LNfh2IZwailiBzcTXdw3cX7blv66RylUL0a3WrI5LQr0MkMv3mz4pMpSYXBtA2p9+lrCX7IC98kxqhVRjTo0cQiDHnq4IcG7w4F8CdelPBii1sY3szWQJYS7RhaluVxIIDO8ssK0QlRZSQBIJSQO79NXKK1xpvJjdWIAACAASURBVAlmayDPM5GZSLHTxrQjkX14jkhcpnOKvR5N26c8GOAkJdFlTTXqkD8QnV6x00WFAVfvtCU7tGok+HeVYu7s484kb7QahNQtASDmoxBVNXjjlGa9ANCLDCcXFpvOKsqhBErHH50LOkprQYuvSha3XKJjiZxrhl26n88JTuZ0jxuy/Y7o5iKP/qP5Ok81lS12tLZEGbOmjkh76c0rnEwU8eWWXJ7+XCQcGNBpjj4dy2KhH1KNWtJqXVZkB13KeyLO1auSq+/2CcfCZJu9v4F3tqTxNfWoS9l5833WVF2f1Q1BhhebProwdD+fYzy56KwvGPNwaohf1lQdjfEUwUICVcLDS67eCklHDv7pQry9Gq4+3MCf5hQ9fY0xchJZArVOMoynqFouja8ky7SG9nlDvikbVmVgeUs2l05haCKZ4xWDAN1YwUXFAVUvpOiLpCS8KBg8zjj/cZ9gYWifCD237subWr1+b4uParx5xenf2OTygzbptkf7dUVwKVW5cTTtZzOa0CV+uiScNri5ofe8/PqvU8tv7Ve/7rHrFg3fA9dd5xM02NkCdXJ+jR2384VceOuIOQCbSwtqo0BawaIRuYfWQg1BLjIVd/CuUpx/+AtwlCwUAl/glYMeZjxBFaVUZFWD6Xdp4oBmq09wtiT64kK0Y4MeZtiXuddsRfLWCBN4YnV5fLZOWHdwzibSOhelJJonJe4kI9vtEP3skOWtcJ0uXhG+mFDf2mL40YJm0BKt1r1NqUJXmXgqb2xci4dV1dD59OJ65e5dpWLILyv8kynpnZh8Vwb7/iSX2degLQP/jiTc9w4r0ptdnExIKuVWm8sfjyi7mujlktWej5NUNG0f7yojP+hhIk8oIXEgS4pFRh0HzO+1cGe5zCNrgzfNaf38pcAEADSUBwOIO+t23eCNU5ysEaZa3lD1PAFPOoo6hLMfy+Kgc5RRjToSaLwoJEF+v0+2HaKspXMioMlqvUGshxHWVXSPC9K9CF1ZlvsOr3/PXVueoGxr8q0AE7cY/emC6Krh4vdHQuuoDNFlTR0HuLnFKcG6ivEP14QRI5ViE2p0LSlWwdSKvWspG9bg0yN6T99slF3yvkPVdWl/fErZc3GTmunDFum2R++JLFOWt4RBF8wtyfY6f2FRyjxPKfylpep6hBdiPeseN7TGhvbrCm9Zcf6jHroxZCOPs78+JBt5lIMQXRq8lSF6dvkNvVi/4uNbcL4Vl5vSGoJAApkdR6xXjiOSjEKCinVRUb13B5tmss1800a2W+IVvJjgXC5kw1jVQpe163b3+bEsJKYL3J1toXsgZmzV7YgbwZHKwLmU0ORyq4376IXM7fLyS/JuWcnlWIj84U16U9nzMf2uiIuLBqJQ5oF3xWBeDlvo2ZL2ozPZ6GrxFVqtqbdimWN5jhAflhnhyymrB31Mv03V9XGOxzSb69neqCXzx7lsddV0IZKQ7R5Nv0Pn0wv8SS5ZnP1A+P0dX7aIHU9CayKNLiUrtOl38C8Suq9Khj+VtrP/hbwx6MrQtH1MIL8q5SAk3fKFLNIJpOq4kkwBlVW453PQYPZHNMEbxb7BGyekD4Yk+y3yrYDsVpfgLMF6Gv94Rh1qsqFsCt0M9v73C4pNn6t3WjjrMJwmFnfF4laAri2vfxTKUmNa0v94hvE0xpHLufE00VmO8RRuZgkvFWVXM3hSEl41kjrV9oVqO5XB/3I/YLUbsDzwmLwd0n+S0Tqv8Kci0lWViIQvfn9E4ysGH11dk3idykhQtaPI3z+g/2hO+3VFOhLdWTguSN+9QeezK9xlwfAXC4JZw9X7Md5Vds2ziw9TukeyhXbmCcubPtnIo31WEkyLdVygCIHfJGhZT9M+Eyhm/GRJfFRLTirglIZ8w5HxxzfxWv1tW/rrHWstKgzQ926LJq1pwFrMOkpPJZkMkT99KRii3W1BEG30Za4GqDAU4WoqdAi9yERasT2CW3uSUxp3aK6mooVrR8JJ8yW0GdfFWRSgNcXBAO+PP5HP1fo6hs+ZLAUeOVsJbfdsgnN4JgTaeXltoHcOz2Sr+9Yd+OIlepZIwMjaLWHDgM0/PEZVNXoyE6yOq1GNZeMXV7LhzQqCaYVzPCZ8doHNMqyjmL4X4y4K2fom8gtsjQyS3fM5zngm7Ld5QnTVELy8It/troWl4E9yuh+d489r3ESCct78FjSBRs+WsiiZCkcOEPGqVqjG4q0q2ic5Jo5ID9proauhiVzKrTbl3gAM4k9dFlRdcRoAtJ5MxEbVQOunL0nvxDip5EIoA/lQMf9gSP+LhOx2n/bTBf7SUmxGooXTivMfdhg8TtClYfcfp4RX0mLiKLLtEG+eU/dD/GmOe7Gg9WRM+6Jh8EQsWKs9HxMomkhff18yr4P265Jg1mA1tMaNsOliEQn3nqUkeyHFIKDzuqYJFKsHfZzSsvWzgsbTdD+fX7ee1hXUUu+lyF9wFMFVQT1sM31PSL5eWjP6w9cs78f4k1TS2AYBVceh/dkY0woJ5rJZBVjeajH/nR2Mp0hHWnJUa0sx8DDuOvwmkM9VjcUEQhKJDzOO/p3BN/Ri/YqPb8H5VlxuynXFFzqZYotClgppJi+0bgd8D+eXX4g0I4pgsg5baYwM9S+F78bFRDIVViuZv436klk6W4q+bbbA2dmSJcNE8jdxtCSyH+wIX0wpws9OUA/vSnUStzDtdRuc5UIZaQzlliRwEXfE7nQpgE2VFdCPUY1FpwV855ZgiE4uKPcG2NEG1U5XIJeOXpvYDfrwFP3qnCYOUUlG9nAH76PncsE7DoyGOI9fEr/KMYGLXqSY/RHq5ILq4R6d5yup3EbyhrD8YIv24ZJyt0/0+OzavVAORcgsiGwrm8bAlc2shvzBjiwz8oJ6u0fdEfKEPxV5hipkaTC/36boOrh5Qz50cbIa/yKhHPjoosJdiSBZVxbvk0NpaeOIdMsTEfC9G4TjXPy0VSNVZgi6BmeywltWNHHA7IFcEtGzS6mMNFz8jrSs3nhFdLrCeprpez3ZRl6t1mBIj2bYJbu3yfyOy+y+XADRleQzePOK6IsLgpdXLPcDsqGmiWRGtvEoo/eHh4J7N+BfyKXT+8NDvLTm8n2PoqcIppUM8Hsuk/cDZu/3CaaFeHpXBU5uiI5X6wpdUXWFdxdeNcze6VLGHtMf7hBdltTdABO4Qk+Z15hWyOXvDnDThvCqJnh8KsLmVYOuLMNPMqq2FgRV3yEbas5+N6TqeJz+rV1WN1sUsYNOC0zgsPnJv/L0q//Xz7ficsOsxbt1jR4NMe/eEcRRW6CS9VaM2tuRF96WvAM1W32qm5v83+y9SYxlaXqe9/xnPueeO8eNMSMjp8oasrqq5262OYiiJQjeUAt6rYUA7bzRxtraC8NeCV4ZECwYWnhhgDAgQx5JijJJsNlTVXd1VVZ2Vk6RGREZ053vPfP5fy++k1EtmSB7KFllog8QyMrIqIgbEff89xve93mrg00A0YoB1jpFDfq4Zwvsi5kgi9YJuteW6m2doG/uCqE39kUScnqOleTMvr4rwl3PFfhlXggTDiGM1NtDcQaUJd75WuZyQ1kMZDc3RG9XVqhMKCK6E2ItxcKFbeO89xBrPMN7fI57Jh9bDkKBXwaBADTzGtMK8f/8Y7GZrVN0O0RVNeaaaKjmdyLKnR4qr0ViEdhkuxJuYuUlyd0heVsU/84sw2QZ7gfPaN0/xRtnJHeGuEtpfdxliZVXaN+ldV+yVa1VLj7KtMROK0xDfQWwkhzjWiSbFu2jnPGbAdHL/EpwrLSh2JIwYt0JpZJ66wb2ZEXVESpGuiFVspVKPmjRD4iPSzbfK1DGsH5j4yr3s/NEE1zkZDc38OYV7aMa7UIdCqEj225RRfYVEy69vUFysyOV3HYo7bQGJzX4yxp3XtL+yRSr0qzf3qbc7hIfF+R9RTq0m/loid4dSWp7ptGxJ2SSL+wD0PukZuPDDPdkjnuxpowU3aeSkVqHDutr4jEuOjazt7oyu/VE/lJ0PYqOjbfWFLGFtxBWW7Ljs9oPsYqasu1QjiLKluLyHY+855C9uUc+kjmddhXrvQAn1cxvR4zfNSS7hq3v5SxueKJHbFt0niYs3xqy3Pc/E0vUz9qS/qot/enLGNFg+b5s4L5/X5YJC2kbrVWBOb0QM3JtMHubjL8Qi2q9rFG+J/9f4IvotWnrTKclbZfnYs2WsFjJQqAB96lKpAD2aAPjOvT+7BA2h9SDDuV2l+ygL9WVa5EfDNChxLUx7MncLZFXZP94jp1VUo3VtaTPF5LmVHdbsmEc9rC2RhD41DsD0U1N56y3PbRrYUIR7tYdmWelv33vSp5iLVP05UQQS3lNeFFJPsFBm3wgdN+sJwdcut+hdf+c4Q/G5H1fUpruXad+fV9eLLQm+vZDtG+z3nKoIkmwr1sCrPQ/ekHdj3AulqjmVb/2RO0u5nWHZNOj/0hyODc+kqAbNKi8IDhJhCxrK9bXYzG7D2V47x9OSDck/d24tix1XDnEtCdODzvVtB5OqCIx5/ceitxk8qZP2RZC786fzXFWNXba8NlSgVVqu1kInKZYeU3r4QQ0bP4wpf9JhlWKfezy60Mmb7Wwcn2lBdv90zW9hwlV7AplxbepAkXesUl2Qha3Wmhf8kjFMuawurdB3QkILyV3tP2TuSSPJTXnv7VF6zTHWPJi5Kwr0u2A4HRN6zjDWdX07s/xpznJlsA0vUVNuuUzftumCmzaRzX+VN6vXUUV2zipYNrDC7FaeWvNxvuK3kM58LtPiitqyOJmRDApmtChX8Eq/4Nd1qAvraXW2Pt7UsnZNumNnrD4HQe0Zn6vR92ScA4cSwKVQdrMfgc9bFwNTSaCNVuKbs0WY77utcRE3CRReQ9fMvu1azIvs0UWoh49F1X9n3+M7sUS6Xa2wj0WYeyrhCuzWF7lHdSBI+r7TTH161aIs8gFb74SeCRZLglaQH5jyPy37xBMKpGZRD6qqISHbyvsVFwMr7yf5Vdfw1qkOOcLgktZKkQPx0QPL6hDG+0qWh9fSFp9WUnmqyNPcmMpVNlIRMYLyWuwFb2HMitM3tiSVu4Vodi3pb12HQlNQTaGzniNtVzTebLm/MuuVAgdl/yNXeyLGfl+n3wzJDxaM78Z4C4rFjcjWg8ngglqh7SfJc2MS5Pd3aYO5cB6FRocPZCUMnde0v7wQsz3fZ/NH6xIRhbnX3JY3orFX9psQ/3TJatdH6uQKki7Fs6ZZLA6mQzaZ7cDacWNEbptU8n0H4q301gKe12Q9yQzog4daQdnNcGkwJ9VVIFFdF7SeSb0kOg4pYokMd6dpKzvdK42xE5qWF7zCS8r+h8tKNsuradLyoGEuNilvkouczJD68ElVWSxvG5jlVIBr7cswrFmetfFP08JT0Wekvekwuw9KkRvOK4o2vKcsWpN74ksSOKTXJYke5Ib8Vlcv6rcfs7LGCMC3SQlvzUivd3QN0Kf6MEZ3rML0q/fxrg2vffOsRc5Tma4+FJM/uU7Qgfpd1ELuRHVOpUE+aqWSqoVUg861K/vY60bgarrwGxBvT2k+8EY6+hC7FtNsrxxHaqvvY5KRFJQjlrodktiAwMfe75G39zF+LZ4H2tN/EQSipJ3rqHygqojlaiJI0EPdWKs2RJrneOdLOg8XEi18nLC5N0e5SAUxfwyxZ1mFDdGaEfsXKrUcoh2WyJq1oZ8vy/U3EARnTU+oplIalQrEnvPNMO7f4Q9XZPtiUuDNJO20bNFJF0b0fk1EXzatuRF4nyMsSw5IOYlxW6Hi9++hnYt9v4kFRhlJLO75N4O7jQjOF2DBYMfL/BP1ygNxW6H1o9OKIZi9HcniRjk5xnT1/xGjFqTb7fRvZj1G5ssboUkd4fUgU3rhy8oY5d0S2Esw+W7FnauaR3LY1i+3ifZlNZOuxZnX2uxensLKy2pIptq2KL/QJYvy2s+2dAhPhLx7fSuhz+rWB4EFEPhxgEs9/0rYXAZO/jn6VVuazApKYbBVSSinRvZKNuK9bUI4yiG3z5FaZjfFP9xNrDJtls4s7xZTLisb8QsbkbYhWHy9U2s2mCnhmS3ZrnvUrYVRWzRPZRgoMt3WvQ/yYhfZI2DBdbXItxVRfeJvDhkA4/gXJZqr2aGo78YM737GTkUfjVz+zmvRlhrdTu433mAuyqh37SFgOm0iD44QuU1yZ0h83s9wtOUzT+fYtWa+uJSKg1PEC+616YeCADSxBHqYoJ69Fy8iKFs3fIbQ+h1JAu0QS0V+0OhcowG6NjDfXAMQPzxpAFcSgWkFitI5QmGhuWug/d8gpWXuM8vpXoCyU+YLdBxiJ3I4aOHHdRawmysZXqFQ9/4s5c4q5Jyu42OZPjvTiQgOduOJCHr+Bx7vsZap+Ia+OAZVSyD8jK2WLy7RX1zm/WbI7CFRJFtRpjtIdVmByerqfsR6b09yq7QKlRZEz5pFjGegwld3KWELrM5xJotBXroWuQ9l8FHKwknsS2MUjLk/ug5/iQXkXHbbzIDLJGHaEmq0r222LeapLKyG1CHrohLa5lVBY/P5ffnK9ovchmI14b03h6zOx57f5zgLRTeXLG44ZH3fbEtzUq6hxXtZwnevGD330wxNlRtv6GwVBR9D+2AXRjyrkXZdhjeLwnHmuB0Te+BuCrmN6U97/94Qd6TkJkqkNsk2xO93auMBn9aoozIMqy8In6yatLjC2Zf2cJNNcMPU+rIaTIdmur0vCB6saZ9f4w/k8N0+GfHrDdtOi8qhj+0cFLD4EFFMKuJXqxFTrM2eM8uBcIwirEK+X+TTZH5ZEOHYFKIcHnSQEVDRTmI2Pgw+wzu019Vbj/3pSzrKiPBGg2xHx2DZeH+0XvodktausAn242IHo3p/V8/aYzwCvdkTvWteyy+dg2MERzR4bHMx16JffMc5TjiZ5zIzenMPrUYrd/YhLqW4XvkixTiJy9IvnqAqupGz1XJkuHoJYDo5ooSVdayrg991HRBcXsTVVaolTwB6cRYSS7uh/OxHJ7rRCrVdQLjKdqXiqz2bexVwdmv9wXAuFhjbEX0/UOmX9tG39wFxEEx/voINocYpejdnxOdF8RPFqjaEB4uKW5skB30CV8sZRPnWNirAmtVED44xR+LlWn2BdmuvqoorUXK5F6MbvnUnQDTaRF/MseZ5bKNvFyQbQb47z3CP5W5nNkeYR9dSIp7XmM3Tg/t23QeLsR+Zis5YHptjGUJ5w6wsxr3kxP8wwn1oEM1DFG1VB3tw5TlNZ8qthl+KN7KzrOa3qOazT8+Eex6y8W7fyQRfU1cX93y5EDQhsF3z1GlbHvbj1ZSibUVeVdYaE5myLZbaN/BeTnFXUvY8upWTDawhLLiSbiNsRTJpsdqz7uCUTqLnNZpQbLf4vwbnSZ31CF6meOsalnanIhrIt0K0KHDalfcCboTEpwnWIVm/tVd2i8q0DC4v5aqsTJXHDbjOQy+f0lxY4NyEGGvS5Idn/Aso2xZLPdsypbo/PzTNUVXAJ7u2oCtyAafr1BmAKVUTyn1+0qpB0qpj5VSv6aUGiil/kAp9Unz5y+sYflcHG4odZUCXz0/kpvWdVBffgsrEU1VtdUlejqnGrUlGUtrrPMpyV3BiDuJzOvIc8zd6ziPm0Po9EKySW0Le5GhLydCoE1yWRZ0Ilnv/6bM3dTzU0Fw39olPFzKY3Nt7MsF1WZHsOVhIMsLpVB5wfDPjq/mJ+7FmrrfQm/28Y6nUlEigmFzfVsWHy3Z7BZvXaP4wgHZbnSVjgRQtSR5KX9tS5KPbm7T/+5L7CPRPllJTv9D2bb6L6aY5uCqWx7WTCo7AO1aUuWdLahaghRSZSVYJ8eS4fZpgQk8kZCUVZN6X7G8EZH3feb3+tQdn8XdNsmmR7XVxU41yX90l9XdHrgOy9e71NdGqLIJc4k9QYPPMsqB2OKKYXTFZrNenEr7bCs5CBuclN0w85y1ACe1b7O8rnAXNcmOj/fjQ9xEtoz5jSHpfpt8wxPnw6JA1YY69kh2AnF5bAXiVtGak9+QCL5gXLH1nTX+XFNFwqZzMonwS1/bJBsoVjs27qommGhxahSGi3eCxoEB0XlJ7dsUHcmbUNqgasEkKW2oYps6sLFLTfzhGdWoTRWAnWnRzD1aS9VVidd4vePirmohnmQ147dbaFc+l3YVWBbra5Fsn0/mVC2HYihb6uVBSPu5yHSis4rj3xLmnLOqKWIbN5Eq2119RjM3/bO9/YzXfwv8H8aYN4B3gY+BfwL8kTHmNSRG+p/8oo/183G4GQMnZ5haY/d6cD4m24uxJyvJR7AV2SiAWuOM19i72yRvSJhycJLgHc2IHpyJbm00FCz2bE5yp4+5e12wRQfblKMWan+H5FYfE7hwPqYYykHTeSotJht9yTttDivSjKIrOaAgdAhjC63kVftoWqG4BjxX5n4a2ep6rmwo16mY9EuRRxjPJf3idfxnY5xZTvR0LklOi1wSozKaeY0vmQe+LS12g4AyDestO+hf4cK1Lz7KcqtDsdeXHNHAEvKJL22LKit05ONPcpxlLpyyJxfUnYDlnZhyt0t2Y0h4sqL7w4urAffkregqsWn2Wovg2RhVGdKBTbEV033/rLlRbakWTuaSn3mzjbbFf+mfLmVrGrow7DP927dEvmFZQk8JvCuZz+QNn6KtOP16wMG/nIhlKTPUd/awco2baGrPYn7TJTjPmXx980pA7Z4uaTWD/tbzFfUgptiK2fu/RZBsFTXZplQ8Vi4sNzupxGBfanpPKqqWbG/zrqJ/f9EY0iWMpfV8RR1a5BuehC7XSNrVohQ3RFZT+Rb+RUIZORTXB2Sb/hWOSITSDXDAlw10+3lBNpBA6lcE3uGPFoRPJsQPBVqady1W1yOWb48oY7tZqATMb0kYjVUarFLTeWroPiu5fNe/yipdXvdINj+jyu0zupRSHeA3gX8OYIwpjDEz4HeBf9F82L8A/v4v+jU+F4ebMRrV7chB1Ilh2Cc4liemN06wFxnhyfqK8GFmC6JPLslub4qWzRWagjm9kCXCywvUazclD7JJmrceH1G7IsBV2lC1fczeJu5c5BzuJJGfxmIlDoRG6gFIhkKtJYwEJJpPa9KDNqoomd/r439yBrZNdW2I9fSIdL8NjZylvC4+UZUV2C8nqEKCQYznsrjbphzIAVsNQ1pHCcP78nUH99f4D04wlqLYH7K+3ROv7fGZzP80VMMWyd0h2reJHo3xXowxroVyXWlTm1wBJ5F5mz1ZSOU6W+GeSvtqLEXvu/J1XrVb+X6f8CzHm0trE04q4mcruo8TZl/ZYn7Txc4NdlqRHwywJwuW13xUXlON2rIUWdRcvusTPWoWE+sae7wC22Lwpy9Y7cqQ2wQexVZM1fYZvxmw+d6K1pmm9dKIwb5tiZH+fIF/kdD+yRx3WYqLwFJ0HydNtWOxvjuQUcHxnHwjZHFHPLbnX45Z7jvM74QkGzbLgxDzSrs3W5MPpXMoI8EHGRu2vj1jfT2mbDtXToiyG2CnmuhY2mRvUUoIc2DjpIZs4NH78UQ0hpngnVQNrTPRy7V+fMLinRHrvZDZ3RaLm422raVY32yTHHRxViXr6zHH/8k2sy8MKIYRdi6zwtWOTTApmb7h0v1oxsZHVRMCYzC2ZJ9mPZvoVFO1bLK+jXbEffHZ3Kw/4xtsKKW+/1Nv/+jf+Uy3gAvgf1BKva+U+u+VUi1gyxjzUs4F8xLY/EUf6uficFPKoh50sE/GmPkC/eyFtCxnM9TzU/kgjcgbAglZzg8GMoAG6k6AdT7F3LkuOreqwlquZdPY8MTMtR2CQ2H8R59cYq8ldLiOPbwzSc2ynpxAJ0b3YqFgrJNG0LuWr9tc7kTSz1sfymPrff8U6prsxpB0O0D1e0SPxlceWff5pbDc2qHIXWxbsOm2Rf97p2I6f3YhSHDXwjtZ0P7wgtndFiaORP3/7ILoqeSZ5l+6hTVeEDwbi5n6NMFZlWQHfca/vof/yRnpvT2s8ybo+WJGFdjM7rbQvZjz3xhR7g2YfHUDZ5w2s7AmTaXSTN7poYzBO57SOqtpnRbSHmlwLpZE5wWDn+REZyXZKGC165G+tsng/Sn2xQwrrVi/PhIb06lm9uVN0egVUm2u7go3r/WyxJqtpb1F8ErxaY2VlkQvU+KjAjutCMeiZ6y7LSbv9Fi91hUQQWbE4hW7tM5qrLQiuJAXhrofUXRsoerWQu0Yfpiw8d0x2hH5hZMJgqjc7eKuKrRt0fvhJUXbwm8S3qOXqUhaDhxpYZNmK7khHltqwQ5FDy9IRwpvXmFcwTUlm94VDy+YyLyzuDESTdyjBfFRQXxc4CxzosuavC0OCQBlDP1HQtrN+w5FW7HeUQ0k1CW4NJjQJTpOWew7dB8sMU6TfXpZkfcsFvsOqz1F0ZW8i1/6+vkWCpfGmK/+1Ns/+3c+mwN8GfjvjDFfAtb8Ei3oX3b9tYebUipQSn1XKfUjpdRHSqn/onn/TaXUd5rB3/+klPKa9/vN3x81/37jZ3ogqxTTiUFZ2NubqNOxZCJcl4Qn69kJqt8VKojr4sxy6kFHAJSrQg6hZydyyHzrdQAWt8IrJLTKC9JbA9Z7ARQNX+vkQobdZYWqxSWhqhp1OpZ80Uii1XQvvsKU1xsikbCW6acPPssp7u7gLgvihzPqQSyG9+0uxe1N8YH6HtZ4gR72GjpwMxe6NaTYbAn+yBbpwasQmN7DNemtAaqW/E91eoF5dkTw9FI+3hU6rqo0VFqSrB4sGf/WPnYpSxhV1mR3t5ndcekcZtQtj/aLEmeWSvRcA2AE0LZieSem8zTFO1uR3xiSd8TY7l8WV0Lf2rWY3faxsxp/nBNeVqLb8oV0rLSm9ZMLvLkISLsPhGprrwWVHZ5mFNd6GAt0ryVRdrZi8J1T8rZkEACSoL4dsNxzQEuy06u4qlV9BAAAIABJREFUvPRaLDO82hA+GVN7ivWNmGwU8PLXuxRdj+kbtugIC7E0VZHD+KtDNj5IcJcV9qogOF6RDTz8Z2OhKEc+WV9mgZJXIGSVnf/9CG9e4ByeNwhwuYPLtst6x2P+5W22vpdTNyloxlH0fjzBO57iPxszfjOg6gXYuchzql6AVX86nIperHETTdmRltObV6RDh+ldmccpLXdr0VVEL+UAn74RM7/TYuePzhtenEb7FumGQzDRdF5UOAlsfT8lPv7c2a+OgCNjzHeav/8+ctidKaV2AJo/z3/Rh/qzVG458LeNMe8CXwT+nlLqm8B/A/zTZvA3Bf5h8/H/EJgaY+4A/7T5uL/+ckX9n3zzjsypWhE4jgh4F2vq2QzdDjHTGfVWDyyw52vJDb2QFk+1IqFxeJKuNHivqVyakJTgeEXn4zlmtcJ//0kj+fAbkW0tXtGyIr+3fyXGfEUQcc4lhMa+XKCCQKqwV1cgOjRVVBJivMol/d21cE+XWMuUuuPL12gov+KaWAmxtqhZ77jY4xXOyynVVreRRNgExysZJvs2yTduMfvdd8RD6suN6J2vMZZF2Q8kTQuIzsoruUvVEwtU67SmaiL5wicTdKtpIXsB5SAk3Y1xkor2oxVn34hY3e3hPxvTeZqiey1JTT+ZUY3aeOPsig+mfRtvXohu63pMuivtpbEtVFHJgZ3JYfqKlgvIML82sqGtNP5FQnprKDd425EXrErjT0tG76+4+FpHIJjjNdpBGHGVJt9uSRU/KQkucsLTlPaR/Dz3/ji5SrQC2cz6i1pe4IDlrZhsL8abV0y+uYO7kgoxmBjJYb0Rk264ZNsR9WZPuoBhr3EU1FczLX9ZC9m467A4cPBP15JKdVcCeLKbG3SfSggRgD1dszgIKCOHdOSSjyKm9zp484qiJbrB2hOQAhY4mRB34xeG/kPBJXkrjVUZ/IWQm5UxaNci64mg21iSaB9MjGxQJ58vzLgx5hR4oZR6vXnX7wD3gf8F+AfN+/4B8C9/0Yf61x5uRq5V81e3eTPA30ZOW/i3B38/PRD8feB3lFJ/tR9DKfFudgRwqFKRS6hOG+/ZJSbLsOL46hWdDx81qGsLOy1FRhL5VNeGUJTUniLb72IlGcHDU+zLBasbMes7HbH7OA6qI4lU2neot4eyMGhmZv5HL7DHS0GOL1ZYyxQznYPriIq/FaIOT2TpYAtOxlhKhJyumPLrYYzz3iMYT0Vjdv8Z+Ru7V1tVs1hiPAlcqQOb/odz0lsDzHzB7G6Lou+Jtg5o3x/jnSzwxzndB0sJDclqjG9jNcuKoiu49LIbED4Z4x9OrnIJtO8wfcNmdsejfX8Ml1OKrieVzkDEp+6yxBmvyTdDtr+9vvq9WHlFHTkCv9ztSWDxrRj/eN7gxCWYJTjPaR2JzqxqyWOp2j52IRWx9sXF8WrG6U0LvKMZOnQpuhJLmPcdtKOoPaF84FiUjT1s+GFCtheT3Oljl9JSyufJsNPqUw8somWLLiRQxpsW0q5dJKRbEsoSnRfkfYdkJAP9y3d9km2RUSxf7xJOKurQEVN8W6gp62uRbMI7Pt1Ha7znE9x5dmV0z0YB4VlG57CSFzKkGrPHKxFkd2yq2GV9LaLY7zP8/pj1jsg1jC3Elfktj2BWk24HuMuS9lFO51nNaldkKOG4xk5rNn4waw4umbdp32Zx4DO969I+zMi7isUtSyAEhejwljd+eeSR4jPflv5nwP+olPoAKZz+K+C/Bv6OUuoT4O80f/+Frp9p5qaUspVSP0RKxD8AHgMzY8yrpNcjYK/57z3gBUDz73Ng+Jd8zn/0athYkJPeGjK/E+G+FOuSikLZoL2aBdXNKns0xOp1SQ/arO5tYE+F5JFtt3DOF5TXNwgvJcilHrYxWQZlRff9M3myTRbom5KX4D27wJml2Bcz1rd76F4b52yO2R7K4ePa4LnoizFmb0vmcgtxP7xK3TKBh7VMSXbkCW0sJYy5p6fUX7iF3t+W+d3BLv7hBKW1bFk3h+g4ZPaFHt44Q4euhD5vjRj8aIa3KIV7tt+mHMVUw5bciF8REKU7SQVr04nQwx7tn0xJbkqwiI4Czv/WDlXHx30p1Vz/QU33WcnqzQHlvQOCwynJyJL2LJN8AOM6hN99jLEUrUcLiv0+RV8w469Sp+qOJGypLCc4SXDGKb2HoilL9kKKrndFhbVzYdupheQKvIoPlOhAi+TukOk9sSy5J3Pmt23Ofzcj6yuqts/Lb7XBgsUXt8XX6ijKSDaD2lbYi5x8I6SKXBH0LnKq2MVblBSxzeJmePU7mb3Vpf1oQXjUcOqaZ242sCk6EIwN2dCh88GFJLuvStzTJYP7a8LDJYvrshl+dS2+uI1xbQEo2KrZJkuqfbIjVfQrcGrdciUV7SJBO6LhW77eJ5yIzs5YCn+hKdty6PuXBflQ2HL+rKT7aC3Zqn2byZs+65tt+j+aED28wB/nWHnN8P0Zow8yLt+NCC+1wDIDJcb80Gb8tv2z3Op/9fUZi3iNMT9s5nHvGGP+vjFmaowZG2N+xxjzWvPn5Bd9uD/T4WaMqY0xXwSuAV8H3vzLPqz58y+r0v5f364x5p+9GjZ6TiT4mUWNSVKhqXouKs1lKN7QQoIXc9QqkVT1ytB+/yXr10fU/ZZ8zkCU9KtdnzpysI8uBDPuOmAM1tGFiCDbHlQivKXWFDdGxO8fo/JCMk+XqaTbn08xy5WkYeWFiHZTEe9aoyF1xxOqSLdF2bIo200CPQJrdC6WIuXohCzvdDDTOcvXJftAhy7WKmXwFy9RWkumwKhHvteVVjF20LYiOE9wzxbM70RXWzF3VTL+Uo86csTj6tvk223R+tWC8e49zmTT6tg4M8HjBCcJ8UeXWJUmuTNk+3973jC/mnCb2IONhrrS8Skjh7LtXC1TspGPvSgEzPjaJtYqJd9uybwvLYmOU/ypCIGpNWjRdZlWiCpkyVBFLstrPouDQBLCymZ2tdVh9H7B3Z1ztr49Y/pGiJ0bgtOE+MmCOrDxxzntRyvOvyiPR2lJxxKpSI32hVoLCKZ7/WkJ0X20lnbZt5ndDijaFt7K0HmaMrhf0/94RfQy5/y3tvDmovJfvTmQ2d27PfqPStINV8Tcs7UIm8/mlKOIdbP1zYc+yU5AMCnRcShJYY4c5P7pkvNv9XETjapeuRoM7qqiiiRftf+wItv0qQObZGQLW04ptGsRPZnS/3hF91mFPy1Z3+7x/Pf2KNsuxrVY3O2QDVy8haFsKWpfXd3hxobRDz8bndvfWPtVo0P5N8A3gZ5S6tUQ5Rpw0vz3EbAP0Px7F/irT9+GpBGeZoIHTyoJbklSMcPfvCYtYOObtBYJzrq6quqsxzLsnd/rSzDIj2e4HzzDxBF1P6La6oq/9Oa2WH18SwztRSlD+UosUMb3hJIbeOKM8Fz0O3fEjVBrqh0x9xf7Q2kpH59LToNj4c/lRntFMgEEYV5qkr2Q7vtnmOvbtJ6tBCV0NhPZitZymJ5eUPV87Kxi8npAeLRifktsSsndIfFRweW7EdF5gT1N2Pj2heS5lpL16U4luzO502d5EJBueKT39iR4eLuNkxpOf70LrkM2EkGq7rUJTiRLM3yxFCBk5OOdzLAXOcFlJilTjkVwntD+8EJmnUklDLNvbolkZpWKXOHlRJYfu1105ItlaJ4JG64XEFxmIu0pDOFFxexuhNJw+g3xl6YbDs//zxvM3urSeVZQh4rVjZjzb/SY3/LQjjgHojMxnq/u9ggmFVUgUgx7kbPecUVs3JKnZrbpS5DNIv0UQ68BA/2PFmIlcwSPtDwI2PzzsdCChy7t7x9jlXIAhodLjKWY322T3B2yeLPL5W/som1FeFHhJCLBqD1F3nOpWy5WrTn8vW3K2GF9u8fo/RV2qilju1kSGKrAZvKGTRnJrehPS9KRZDlgydb01UFbxS6LfQc7EYvX7p+usAt95SGtAkV0XtJ7VDD40YL4JKeMLMrQkvb6s7j+Jh1uSqmRUqrX/HcI/MeIkviPgd9rPuynB38/PRD8PeBfG2P+mm9Xkdzs4ByNhXT76Ihyp0f52i4qK7DyEuO5jP/ubTHAD2LcswU6dAn+9QeoQR/naEzvuyf07gtJNvnmHbic4pzNZT4XunJTn8wEcBhJ1cbhsYhJay00j15bAp9jT3BLaSl5n/2WtJdZTjbyJazkxgiQrZWTiFZJD3uUWx2stGT2O6/hXsgTevxrzdZ3lZLc7JLc27n67nU7hE3p3POhTzjWrG51GDyQ+LrW/XOsombwcY62lRjo+xF1t4WOPWmFDlo4swx3JVIAd1VLGMl2hJ1VROcFw49kBqe0aQS3WqxhpaYahoL9dgR7bi3X2C8nOI0ndn1dRL725YJ0OyR+ssLJNLM7Hhe/sYWdVSy/uidwy0WBPV+LP9WyROQcOwLkXEryOxa4a03tKXa+nePMpL0dvV+w3rXIhi7hucZd1fhzQzjW5BseTqLpPc5lYfIqLb4wrHcc5vdEUhK/SCljm+g4xWmU+boTSoZE6DD6w+eEl/J9GVvRPkzxxyJtmX1hgD8rsQvZULtTEXEvX+/KLO+sJB06tI4z+j9e4K5K6sASb+fAwlvpxolgM78ZcPA/n1N7Cu0opm/GKGNwEo1dCLDATSqG92s6zzNUZSgjsZ3VvvoUNeUonFXN+M0ANzGoomJxM2S9F+KsStAQXhZ0HyfkPYeqJWTn6WtSoUZnJZ0nP7Xd/yWuv2ne0h3gj5uh3/eAPzDG/CvgPwf+sVLqETJT++fNx/9zYNi8/x/zs2hXtCY8WaPnC8xK2jr3qdBA6n7ragg//FcPsPJSDpw0xzk8xx700afn4tfMcqF1xD7BZSZug1aI8W3S7ZDo6YLp1+SQeeXxtAY9ir4nRJAsx1qnIruoDToOsRYJZraQSmudojoxq10bK6/E2D5b0XmaEn1yyegvplizJdoTZFD/e6ekN3o464rBHz4hud4GJGs0engBSqHbLapeICLXRbPt+8mc9v0x4dFaBuG3N8SzmckNWQ5CnMNzdOgI2idwrnRZ1DLDcbKaKhLxrns8wTuaUXZs5vf6qEq2cTqUQ7JsC3Cg6gWoSlrkYn/I+gu7zXzMxl1Wgiq3bVqPZ+BYuIlm8wcreg/TJhqwxChFvimA0VfJTca1sVNNdfcayWsbGFuRjByW123CSSUhxx3ZYPqXKXt/OKV1nNE+yglO15Ic1ZXnwHLfwVmV5D2X+KigDsRaFF3UWJV871XkyuHU9vDGWbN8ErS4M0tZfWkPO9dcfqnJKIWrDaqbSCvberZC+zbn3+hw+Y4r6WCzktq36DxJsXIhdSQ7IestiyIWs3s6tJndcbl816f2INvv0vngArvQgj6KHYGTakMd2rinS5QxuKdLtK+udG5WaT5d0ARKMlxfVGRD9enzaFIyfTOWNrrjSmh1Ifiol7/epvc4p/28INly5Xf8WVx/kyo3Y8wHxpgvNUO/t40x/2Xz/ifGmK8bY+4YY/5TY0zevD9r/n6n+fcnf/3X0FiHp1iDHiqO5aDRmnrU4+IrHVRewHhKee9AhtNlJcbzfge9WguvzXMpX9sVtXs/EJ+p61B3fNLtgMu3HZKbHZJNS2xBvRamqjCtUHRe52NUv0u11RWL1+UCe7KQlvbGbnN4ZtSDDlt/MQfLotiKMbOF+BvTDBPKEyh4fI6ZSTK8fykwx9Wv3SA8FVkFFlRb3avwY2oj9iHLovZtVq91/y3RcHA4pYpdnPH6ajuILULRuhdjZxXas2Vg7dkEpwlVM6OqPamc6mFM6+kSN9HMbnuETyZUHV+2gs9muBOZ7VEb1PEZ3uNTgvPkaoZlbCX6rUByT6vYxU61KPtt0V65J3O8cYKT1eRDgQ0AEkE4zyTd6VIYcnZuSDcFmWQcJb5f10L7jowOAvsqJ7R3f46dG8LTjM5hKcb9Wcn8lsf0ro32RAKxvGbTelmwuOHRejzDGycs78SYUG78vC2Hu24IGtFljb0uyYc+reOMKrbFt9oTHJFRCjeB9nNNtheT91zSkcP0jZD19ViWLcuKzR+sWB5YZBvys9IetJ+LaPjiSz7Zgbyg5BshzlpIu84sw05raTd9SyALSBt69Dst0pFifqdFHUiVqH0bY0N81BB8V5rFgY+dG+Z3IrTTYM/PMo7+VkjRASuvSUcu6YbF9O5ncLiZz3xb+u/1+lw4FABpy2ot281aS2iLBZ3Dkmokr1TuR4cAMtSPxLMJCF13d4T3YozKZFP6CqtcdGXYu/MXGVahaR/VxA9nokN74wacnEn4cb+LCTwhkpyPQYnv0Xk5ldYt8FFBwOpWTL4RYp/P8H58SPnODdrfP0YPe5IW3mtTb3QovngT6+QC+2RMcXub1tMlNGJb7TvkQ5kzeUczkT1YFvbRBe5EBuhVLxB0eONH1bYCrcX+M17J1wkskoPWFZI73Zefk/HtKy+hf56S7neoIpf0WkwVWPQf5qS3BqQbLnZaMfviBtlum/TWAIDynRuS7ZDXeOOEdDuQiii2r6ro2hNPY3CaUHRc5rcj6mGMsSQUuvXxBdlmJN9vKDFzRWyzvBWT7IR4K83gI5psUAftu5L4tC5QZcXihke2IVanbLtFMJEDMzhdM70jocPdJwXt55rVjk02UARTw3rXo2wp5vf6TN/u4mSGfOCz3rSxKkMwrmjfH9N+sqL9ozOMbxOerDn+LcmECCbiJpCcUYforJTBvqOoAtGPlS1FOrQouqJTG38hxs4hPDcMvz9l+9trypbQQYb35RB2lyX+eUrVsrEzzeVXevgXCUVLMk2THZ/KlzZ0709S3ASSbYuqJdrE5TWJL5zdtYhPcgm3XmrCi5LBj2ZoR1h1q/2QMpbSaXY3ov/eJfFJTXzyq4XCf5BLKdFBmbKUNPhWhHEsrMNT7EJjL3IJh2lFkmfaaQlt1raxYtmUWicSfUfR4HbChsRbauxUiwey59B570Sqv4sx6sEzVBhSXOuJts6yJJBmo0/dbQk5txejIyHs1jsDut85EsLtOkG1ImG+NThw47lN0IoIMc22EETcSSLEjlUqRFzXkgT38VqM7h0XYyvJgSgrVCZRdtHTeZNOZWFnNcW1Hk5SktwZiul9VuIuamnT+g6tB+fYmWi0ep+sZUboS4iLuyxQlbD1vXGGP8kJL0tUbURJP80In81QpdCA81HE6rUu5SCk8i2SLdneqrLCGacExyvZ9HV87LQmPi4kHb4v7V3dbRFcZhRD4bb5p2u8VY23qImfLHDWtQz1H6RoB5KDFqoyUrX1I+LjiuA0uTKF14GFlWtUkhOdaxY3Q4quQ/+9S1rnNcmuIRyLVWv4UY5VQf9HM+xUDqb+Jzl5V2EVNcktkbgs392SJYpr03tUgxJU93pbZD1WbeQQmcvPbnHDYvj+jOhcU/uqYcMpMbmfC28t2xNyc3xUMHlT9GntF7I8yXYjaUcDi9qDF3+vj3YV3koL7y0RKkjRcdn8nshGvEUpv+fEULSVSEkiRzIZMo1V1CzudvCnFb2Ha9EIWobaN1eg0Oldmyr8VeL8f5jLsrAvZijXRR2fUdwYSUjJG/tic7GVHFpecwA+OxJSrDFg2xjfQ++OsCcrySdIS6y0uvr04Q+fox2LzpM1phVS3N6ErRHWoAeeWLlMlqFOL0Sk63vykwl8+ORQcObLVBwIww7BeYbe36be7FHd3mnW/TY6DmE8g0rLoVcbScsqK9zTOat7G6hcwplVbaT9di3ij87J+75UU7cGqEI8m/l2m2oYgta4E6Gf2NMEO9eU3aYyO55L4rwFuhVSRQ5VJJXc4u0h2rFwP3gmP+bS0DnMsRq68PKa5GwayyLZb2ECl+RWn/AsIx25n2q3VjWjP3mJ0jKYt5IMHXssr0nwiVUbrKKWOMLTJVUvJN8MRfxby++v7vgEpwnB6ZpiKLkFZUsqls6zQjbltRjllwcRVilpXFYud4qT1PgXidjYKkMwkxlbNZQt+96/qUhGDot9oWsEk4LkZgf/IiE8XLK85hOfCrPPzjXuqsSbV3jzgslbLSZv2az2FOnAJu+Knk7b6orI61+mbH8nJ70Ws9618JbyuLpPS7LNiGBS488qFgcutW+TbLn4M9Gm1YEcioBo6JKa0Q/X7P7pmuiswk5rira01u5Elhvplk/rRGMnFcmmx+K6Te0rtG9ItpyrfAc7b7RyDQU47ynsRNH/GPxFTd5z6T2qPw3I/mWvX1VuP99lakl418MOJs+l/dQae13iPZ+IlivLBbHtuhKk7DkiFSlLAS0msgm0ngs1Q4cOLFb4Fwn0OliVZna3xewLA9yPnsNsgclyqLVs9tqxtMaWhZVkksw0iFFRKLotILnexhovsJ6eSKan1rinc8rdLsmBVJB0YqwXp5jRAA6PGyJtiJnOaX//mHKrIzDMy4VkMShF3W3hLkvshi1W7vQILjLyvoP3YioIp9Al3+8z/fKGyANimbGV2+0mKd1QbLbwT9eERyuqyKX9aIEzy1D9Lmgt5neQbWtTMVSRizWeER2nzN/oUsYWVirZAd6iJtn0CE4S6r5YfBa3WhhX8Eq9h2u8eYF7keC9GFNcH1BsxbjHE/xLCWkBJLowrWRzalmUHZvWUUL3qXhNvXFCGbtoX1q9KlSsdzxZZCQSPOyfp2TbLYrNFnZpmiR1IeyWsYubVPQeJkQXmtlbXexFIdkNuzEnvzNg8MGM9gfnDSGlpIxdvLMV1lqG7v0HmvZzTf9BQjDVBLOa8Cxn8N5UcOwa5rc80oHD8MNCcgtiC3dZUkVS2TpZTTiWF6KyJT9rd61RRpY1dirWsiqyuXynEWW/45INXZzUoF1Id2NW+yHrbRs3MdS+3XhOYXlbU8UybwkvSvxFzeW7McaGZNNFO7DxYUb0UrG8oeS55SmSTftT3dsvdaP+HG+fg+tzcbgp20KdXqCOz7G6HTBaZAcXMyHcljWq18FKcurJFOW65ANf8kFdF9NpSU7pySn62gh9Yxd7kaOvjeSG2O1IElRb0f/uS/T+trSMDSRRRwHp7Q3Ms6PGEyptZtEP0AeyXTWLJfFH51DXpF+5KRDL9+5LNuaGR3CeY51cyDyw08Zap1jdDjrysWcrynsHEgSdllTDlgTFNPOrsh80CCND7VqyvQXajxbodijUDEuw4cGkQpVaWpRYqBSq1FS+hXfe2KaaV2lVikWrHrapY5n7OIscHbrYpWFx3cY/nmPKErSm9+MJ4aXkA9i5xk0ae0/oYE9WxA9ndJ58ip6y1vnVvC95Y0vQ58/G6F5Mth0xvy0VGnCFWrLna+KPJ7IUOE8JJiXWMr36uOA8p/s0wy4M9jTBymuyvs3qVkxwusZJSsZvOsxvSpDLasch+PELsoEnjo6hxeKGRTEMyPa7uEkl/somx/Tlb3avbFvpfody1CIduXQfzGkf5SQ7AeFliXYUy4OA5etdqpZN2Q8Y3E8oOrJ1zXoNcUQb4ucJw/dnnH8xxKoN5aiFVUmbaRfmSsYRPBsTvZTch/4nDcTUEulKOrRItgQX788qsg1Y7dpULQd3VdF/UNN+bNH/wKL9vKCKRRvnruV3PfzBuNkU29iFIX5haD1bEYxF99Y6+7ST+YXvU/7/1ZY6f/2H/H9waWkv9e5IqijAXhQiCwl9rFde014He7SBni8IX7RQZUV1bSgcsrMF3D5Aa7mp647P8iBk8KcvqHcGaFvROtPUGx1BlIPYqLIMlfuED5boW9fJtlt44wzrxSluJwCNCFLdEeQFyvt062S/+Rq60vjTivVeQGcxQLuiH1vc7eAtauxCtGTe41MW3zwg/mSOcm3Zjs4arZUFGktghcuU9esjnLM5xfWB6JyULBOKaz2RRngOwVSLjMFWlLFD/CKVAzIrMYFL3ncIHqdYJ2fM/84b9H5wRt0XGm14tCI6rKn8Nsu3hkQvI+rQwa1EEBp/eEY9iAUpPtiV+aEnUAFjByQHXaLDOWe/PsSfG3onc8InE8pdMfx7zy4ILIvg3KJse1h5xeRbewy+c4pZJ9Q3t3HnJesbMdqBKhgJ9jvTpFsBnfdOsBcdVJZThx2hmbgWVU8wQ+5K6BjqqSE+rki+eiCfJ5QKxUlku+tfpqxuxLReFqz3Qoq2xfZ3VtShg/btZp5b0F0UUlHGDvGzFXXsEZ5lxOvi0zDrjkvRddj4MCXZ9K42gvYiIzmQBPlgYgjO5cAPJzV5xyZ6KRST6MJh/qUtSfqaCxxz/HZEfGxItwKGH2e4F+KfNZZi708y/CcXzL+6y/iGh53B4OOcsu2gjJB//VUlWsaBSzlqEYxL2Tg70H1SUPXEq335bnyVWv/LXp+Xg+tnuT4XlZsxGopSyKTTppJwfuqh1TVs9DFJSnFjRPG1u6T7HXQUYE8TqR6aamv2Vptis8X8jqQKCTzyhPDxJa3nK+yjC0woOZpmnaD3t2EqpBCVF2LxKmtUO0b7NrO32lirFGs8o7jWY/rNPcIXC2nTFmuslWzAkk2bbC+m7Aeo43NaxxnB8Qrv/hHFbofy5pZ8Kx0f53zRZEBIApQ3zcQTGroU+5J7oDsRqtSykbzIKbuBJJmfTyXi8JZUTM44FZ7beE0+iiQOsBcQnuUCAnjrBu1ncoOpStP6+IKXv9lncVc2q3ahcQ7P5XMvEiHKdiLJHF2s8GeydJh8dUPaa0sRHc5RaS43UKjk/ZGPe7rEe3xKcWOEPVuRbQYoYyQI5sESgOq2IM7ttKR1JDF/RccmuhB8kjevWL+1LS9QGx1OviUHml1qio54NJM9GZbP7oiA+RWdNxxXjN5PCKYGZy3LDieR+Vp4ltM5/JSM4cxysoHL5N0OOnTItiVFyr5cULtipVve6QhsstTkHYkFLDou0cscf1ZT+4rl6320r0i2HIwtQTFF16FoWax3pRpfHoTix9VglJIt9Vo2sr2ulq3tAAAgAElEQVSHaxbXbZJNj3IUyYG852DlNeXeAKWhdaIZfNwIsI1EBqZDG6URYIAF3rPLJr/BIrrQ1L4l39+9mPlrSD7DZ3Kz/oxvn4Prc3G4KcumevM6zvkC1YnRN3fFyjPoC44oDATuWJQ4y5zg8TnRgzOJo8ty3IuEfLstW68HS/wX4sOzaoNzeC5SkbML+WJhgEpzqrYPfXnFVa6Lfu36VR7D/J7AFNfbPv5Cy9f2XPzDCf3vCaDSSkuqa2J+bz2e0TqtKTo2Zccm++INrLxifafD+us3ALDXBeFZJsryN0fUGx2y25tYi5SLr3TQoXuV2m7NBJOkfRt/WrI8kJbGPp+x+up1VF6z/79eSovbk+qy2O3gjTOyu9vCqEPabWMpIULUNfkoYvKNbXqPyiv/YXCeoYc9rEVKcndE0WkWFbMSc30bpWXO1j6Uzef8tuCQ6kEsh8a4phgG6NAl2++SvHMNZ5ZRbXVlML7hStJWy6XY7QmoIC2lJdeNmNVX2KlIPaqWTXiyohqGVB2fYGyIXubUzYa56Dr0PwJn/enzJ9ly8aaFBOP0PTBQB7YEXvuKZCek6HvCAAwd8p4LjkX70YJgVrPaD0k3HBYHAdntTYIXc+qwCYfxLYquJwjxVX1lvC9jkXC8WgSEY/ndld2A1tMlRVsRnhvS7YDorCQ4WRJc5I0+TyQ1vUfiYS1jcHItL2axR3QpwTJWKS9inacJ3jjBXZW0Hi3oPE3Ju4pkS4ABycgmeWNLXnQ0hGc5dWARXhb0HiZ0HoP+LGZu8KvD7ee+lHgAq80OZp1cVVfGtgRHtFiiOm2KL95EnYpFS/dishtDdLuFCV2Cj49FPrKSMGFrnWOnEu2n4xBra3QV8lJvdPAen0rk3mRBvTvEvlwQnCboyKf33jl1J5Dw3LTG7G2KQX7YxgQeKs1lrrKS0n/xZh+rNnQ/mtL+vsQBvppRRU8X+E8uyEcR9rqgd3+JOy+xLxe404zpVzfZ+GBN1fGpOj7ew5cUN0Ys3t2i6DpkA9FtLd/ZZPXOjtBC9iSdKtsWjI11Ige3Dh2sWrN4eyjt6kjcB90Pxuh2izoUHZedi2yhaCuyDZn3jb8+QtWCCCqGkUTa9SRf0y5EVKs0eKsm29R3WO2HuE1rZC8yjK0oY5vZF3qiz/Pl/1ntOHiPT3EnCdp3heRSaU6/1ZUZX1uQRKoytB5OMI51FR1oVXD+lQgnaUzlnsJf1pQdGN7PWB6EWBVNhKDG2LC8rjC2ovtgSXiaCZKoZ4tzIhC3RbodsrjbEWO6I89BJxUv7OLtIVZusGpD+GKJnWuis4rpXZ/5G23md0Lclab9vKBzmOHPNdHzJeG4Jhs6GMeifVyT99WnYICRMPEkp1XmrMHhlGTTZfO9Ev+yYPpGY1MrDYt9h2wjoP9QKq665TG/HQm/bsOje1iRbEt+q3bhxd910C1fov36Hu6ykfQMfbpPCvL2548K8u/7+nwcbgbijy6lyrJtqdRcR6q2Vx/iNsSHTix2K8fCqrXkHGgNYYC1yklv9Fjf7pHud4SYmuaoR88pd3royQz7wf/D3pvEWLrmZ16/bx7PHCfGzIzMvHnz5p3r1miXq9uTutVAi+4FCKSWYNFSb9mB2LNh1b0FwQKJRSNACGghGmO72i5X2eUq33movDlFZmRMJ878zcP7svifjLIR2FXl2/SlVZ8U0o2bMZw4Ed97/sPz/J4jrMuVUH8B7XuYxxPafszybgdrtsJoWuxzictTnim4H0uCPZq+SDPcZ3N04Eg718oMRAUOxd1d/KM51A3FfkfAlFVN8PkF5iJhdbdD61u025sDwDFYH4aC2JlkVyEw0XEmFcF5wc73poLK/uETnLM1/nPJeIg+nVBuuVSvXcMsW+xFzuqGT3BZUQxd7FUpBvluwMlvD9EWAhxwDOJnOdFZS/STCcbRCaMfygHpPplIjoIS4u6LjVsbWJJzqjVmrQXrsxKk0fxlT9wapkH307mMA7oC8Ox+NGXrxyvqWzvUw5Cm71FdH1Dshuz/7iWrQ4/wQqCZVqVQ3YDjv9XDmQtt1mzkTTsizUh3Taxc4c00i5c8evcFe766FaIdi/AoxV1Jy1qNpHLNdhw6xyVGK5QR/2QtBvRaS85oqrBKjZMpsusRdqGoYxM7qbn49oDWM2l9k60PMs5+XcSz6+si4G0dwUbVQ7H3dR4kNF1PdIypODCayGL2ilS9diF4JfcixWhl4aA8g/NvhbhrTT6yWR46bH2QUXUlcMcoN9rIlZB2y46Fsgx6j6Ul3fqw5Pr/IWDQF86Hy7clBMdotGyhu7+s3P7VXFrQ2rquhYabF5J2rhR88gAjClm+NSLdc+TQO9il7m1oqm9ti8TAkmR2bRoUfSHYes/mqFEXM46wJ2uqb9xFH+6LHmwUyTbRF4KvoZQkLA276HWC6oasr3lEn06IfjKh2RtIRFto0+wNZOb28UNaz8K/KFncEaCjVTQwmaKjAG8ilaDuyvwKoPsoxUlqLt+Omb/dJ90zhPQxXV/Zt+x1iVFJIK9ztmTx5pDo/kwG57FHuStV4+JrO3jzmss3fJGkDEO6j3Pq0MZZN7SBQ77jUw499r87l4rgVoBdCJEiPC2EmBuI26OJLdqdPkbV4M1LrKKVzd4fPUNbcPpr9lUFYBdKUrQma5xUYy/kINWOhbsUdpmVVhIyvRnga0f8s+7DC2kXD3uM//ljae2G7lULvPV+Tbkd4D2bsz40rijCZqsJLxTZjkNyXXIRqoFU2IP3Z2Q3OuTXIrQJ3acN6Z7L+jDAyRXTV32phPdD6nGEu9ayYZ4WWLkiel6AgvAopfHNDcLKZfzjFcozxLfqmGz/kWwplS2wSG+SUQ7sK/hA0/dwJhnJdQmgqSP5WDuX3IbGF3tScRBz8Rt7tJ5BFZmMPqqwKs30TWgDOcyj5wWta1LshoLLdw3yoU0TgDdvCJ9Ji6wcYd21gc38jR5WrfCnmia0KfsW87vOVSL9X/f6pf3qF7ksC3W4K8sE34OmgbJEfe0eWBbBZS3tR1Gh+hHOXLyMZq1pQyG/Go0S7tUnK+pxKAij5xe0+yNwbAkCbjXmOsWeppKM9dkjEdq2mmwsT4e6tY/x9IzBRzLn044tBIfnM9xpQTnwRA83HuE+n2MvcnZ/kLB4cyibxcP9Ky6btUxpByHF126jo4AmdjCTiq13V5gNePNNInvo08QOTBc0feHtz+7ZaMuk9/ECY5XgXxRM3+7SxBazdwZUHRNtGux+bynWsbSmiWz8y4Lg0RR7UeDPKuyi3WDEW6HMOoKwVp6F6kc0h9u04z7OqsV8dEIbuQLtdEycVUv10jbx/QXxU0FqvyDptqFNem+L/idr0f0h7ZO7rDDXKZNv9Mm3XJZ3QiFchCJ21lHA+kAM5PWtHbpPKsLTHFqNVWlhkJkGRqtQtqYYmJLH8CyVmdKkYesDaUHtrKHxLbLDHu6qFtnE/ZrGNwhmDd3HGVau2Po4JzgvJYh5mrP1vRPykcnpb/RoA1kg1LEJtsyqgmlL620wRJcV2finbZ3ZaHpHNcXQFk1dra+CqIuhQ7Ud0ftsiZ3rq1lc1ZGDbv6WYvjhCrPWpHsGdi5uh2xHMEdb72k6T1tWh/Li7U9Kqq4lgdeVpvcww0k12Y5DGzj4R3OKoS3wAVce7/xln8k3W+ysYfjdJ4w+LL8Ybym/bEt/7ktrDXmB0SjUdAZFidHrws746mPsRUnnKKMddaBRJLdjjKYlOFoLjvtiinE2xahkntW6JsZkJtDJ4wkqcKRaU8JlKw96WGdTrP1ddCjV0PCTHO1ZWNM1RjfGXGW0e0OK6z2s6VqG4Jv8SSOvwbJo+zH1WASZQnqw4dEx7kW6sVWZkvL+aCokk1WJmRVYlyuCSU3vUSVCW6XwPju50t45HzyRhKPQQ8Uu7e4II6/pPywwa1Ho9x8WaMMQf2ngYE0kv9VcpJSHQ2mbF/Ii0Pomyb5L9OkEO2soh+JtpVFkewGGUoI8f+U6AMuv7tL4FpdvejL3G0esfytl/vJGt7apwNy5IKkkvFoO2+wgoLo+Ij6VeVzjw+rQIR/atIEtroJLCbSx0gpnXmwi/6RCsnIlKvztLv3PYet9ESVrx6L/3qXMwWp9VYk665rwaHm1DEn3bJJrUmGtD0MRSK8qyVzoO6xf6cnPF0HrsTHINyT7FpN3JODZnUtGRBu7FGOPcCJq/8FHK0ESbQ6SYmCyPLSpBj7Jvkd4KuLr5HYXZUMxsMjGJr2jGjtXHP6vLeVWIDmmE01yzcKsxT2ibIPkmsnsNYvuUUET2UzfCHAyJYuhA4ty5NE5KnByxfyeaCWjswpn1bK85aAcg+m3a4bvWRz9myH56we0gXVFHv7r3ag/x9uX4PpSHG6gZQb2+RGG64rFqijJbg9E5lHVWGfTq9CQ2dsSpoFhUG1vnAGtkpa2KNG+BA8bjoP2PQzfw5ol2NMUTs6xpgnex8/QRYl2HdTG+1gNXCHiDiK075Hek8jENrCuPKvWyRQsg8WbfYqbI5LbMVZSkR749H9wjLIMzPEI7QmVI7szYv2KhB3rwKPu+ejVmnbYlZu6aCV7IXBIv3odI82lRRv0GH0kfDUzrzGzkvx6B6MW+44/KaDVeB88If50Rr4vCVrV9RHNuIM2DKzTGU3fp7rWF+jkxsZm5g3Boxn5lku9IVvojWZOm5KbUPZMiqHF3h8siY4zyoGD/WGMNxdLEZZBu9PHSmsuvj1i9q1drFUlxNx5jZXWQg3pWFQ9MZyv/95aFhWhkC6svEEFDtqzmH99m+Utn3xkMb/romxQtom3aim2fdyLlGwvoN7tkB925IC/ECySWSvy610JSVaa6LRh9GFJ9/6K3scL8h1fKB+mzA/dZSNooKUmPJO5W7rroW0Y/qSQBY1l4M1LyZiwBQRpaM38zS6Tr0R4C/l76D4TkbDYrWQ2Fj/NcJcN/lxmee5aZm/+tMFoNUarpeKMJC7RquRgqzoG+Z7CKuH0VwPawGT0acHlG9L2jt9L8ScF7vM5Zikav+VbI8q+VH1SARoM/1ja9s4TWN10KbsmVvlL+9W/kstwXYxVIlannTG6rDB88SK6Jysxyw+6rF7tYdQtWz+c4s4LaMUQbi9y9I1ddDdCJSlcTLFOZ5v5US2tZSbkXWM4kBi/UZ92sRAhr2mgA0fwz4GD8myMoiQ4SbAuV8QfnErIyfkErRRG3TL4vUd4m3Rzo2xxEiUyjKQGrUUqEtqbJCNDUtpXqXgv716TCnG2wpllgq5+dIJ/UZC+uS9ww42GzzqZirbNMgkfTFkfBhsDeytB0oOe0IQrRdWzN3mshsz+NoJjO6llUzpvWX3jGvXApzgciLdymmHVSpKgdqMrd4S7VmjLYPZ2l6onuQl2AcqGsmfIkkUBtinUXM9gea+DnUnbC5DuObQe9B+0dJ63dP6XjiTVjx2Ua6FskVmsboU4ucJJFd2jkvisRdmSbqUNA2dZM/mVAZ1PppLJ0Mjdk14LKQcOxbYvrZlr0TomdtGyuONSDwOMWigfVqWwpymdo4x0zyUby6FbdYxNZaPZ/jNZYtCNf5o+Nqvw5g1OojBrqUKj85Zi6BCdVZRdE21J21l1LWg1x7/dwWxljte9vybbNWXeFlnyQolIg6IThT/T5FsmyTXZ2up+zfCzhu5j+dlbx8Rdwel3QhZ3I6ZvREy/vSfxfWcZ3rzBW9TYWUPvqAFDROH+TEK7rQr6n6yv7GB/rfuUX7alP/9VN7IltCxQiubtlwAhRaBkLsPJOeFFJULfJ8dXhFczLYXWu84xVinG7pj2leuSZgXoxWpDGxmhs1wOOt/FWKVYva5gjabpBpgph5nyLJZf38e8mNNudSlvS4ix2etuyCQKw/fQprScRlnhrGv8J1OJAHSlhTJbTR1bVwJW2lai9s6WFGOfZm9AdquHmdewN8ZciSC399lSNHyb56XdH8mssRsQTGphus0SjLxExYFkP5hyc8zf6FKMhaXWbHdx75/ShjZGo/EnBfHnS5IDl+Dj59Qdm9lbfcyypffBlCa0CB8vN1QTqEM55Ny5DLYP/s85wVSx+z1JfG/6HtbpjODhJb0H4r/VpiGZqSY0gYGTagwtkppsx6Ds25Il2iq0YxI8W0miV64ILmvRojkGdUegk2ajsdKand85BsR9EjyTJLD40erq8AsmNXZWY9WK1jWJzjeSldjj8o2A4GhNfrNPOfIYfrCg6hns/2GC0UpVlu5YVxYwY6OnXF/zqLriefUvC8quRf9BRTY2sTMJkWkCgzo0CKaKOjK4fCvEWcmmOd/xWd+JsVOZqxqN3nDmCpqOJ5XWrkF40RI/lwrvxn9vbtDlNc664exbHp3nDfEzxehPJlcvJG6iqEY+TWxx9i3ZxJqlRlmQ7xjsfW+N2cjv8PzbvSuj/1/3EsnNX/32Zbi+HIfbJtpPZzlYFu6zKVQ1nffP4XIujK84xn14gXW+wBwOMBcpTBcYeUlx86fhWjr0ZH6j5I9bH+xg+JJIX7x5XWxcaS448SBA+w7Jq0PaWOLlVBRQ9h26H0xE4R9L9WPWCj2QkBcuRGuXH3Yws4LsjiwWXrSu2ncwL+a45wnxk4T5GxuCieuI5zX0ie7PMMoW/ySj2olJX+pLdRjYaFcCbdJXxmS3emjHotnusr4d45+sWd4VZhxKiZ+1aUXiMG2oOtI+lVuCodZxKAZ2E+rYkUpm0ZK/fkD3T4/pPcwkV6Cq0SbM3x5SDj3MVuNkkI9M1rdj7LRh9nYfJ1EYSnH5doh7ntDu9Gm3uihXqh/32VQw4/OUwWf5VQizfzQnPNN0H6zxz1KspBLf6H6HYjdk+oYrGq8kJ36WY6dS+aU7lkTrvbGLCj2Zge13mL7xgmAs22UnEejk8pZ/RUUxy5bFvQ69J/J7MVpNcLTm7NcGDD+pBDufaMwGsj2NWQrmW29yOpxMk40t0h2bcujROcpJrrk4GVdBOP2HJb2jmmTfwlsq4tNWpDCxRfxoRfS8IJzI32LVtZi9M+TiW13KLZf1dUNa44uK4fsLOsclKNmEJgcu2jLYfq+WUUcD02+OsbMGs5YK2mw1dWASnmmi04piaLH9Xo0/geWdaKPB08QnLeYXsSz95czt579026ImU3mnqtGp6Nt0lgvmaGPFanf61De2JBk+yTBMExUFsmnyXQl2dn/66osC4/hUqjjXwf/RA9RaqijtWBKmfDYlvr+g6jpCIPEsov/tPZhMacfC5F9f92g9S+QSr96AvTHaMnES0bA565p2q0u70ye/PZLQllcPSO72MY/OGHyyAsMQO83z843ANpYAkLqVQ/BHT4UnpwSuqOcLok/OZGD/8WOsaUL/x+cYaU54Lh7CdqsrwdLdUFhxWl41w6MU/yyl9/0j8ttD1ochs3uOtPKWSXCW4x/NSd/cByC9GdNudYme53SOctGbWQaDj1d0j2rZBqY1TqqIPpRtau9JTX69Cwry3QDlGDiJQrsOTd+jHXWoBi7BpL7ayrqJ6MjSWx3MREzq2pJ26cXWWIcexdgHQyQOdWQwf61L9OmE1d0O7lPZWI8+SrGnOd1P52Q3OszvRSjHkLbxSSJi1p4rh32jSV7uYRUt2rHoHYmlTIi8Mofb/jO1IQQrisMB1cGAYmBS9WSOZRct+Y7PxW/UVLHkjDajSLy/pkF0pljf2AAx55tZ4ygkPfAlY/SiYPDDU+xCs/O9Od5lxY3/fUl0Ifw27dqbmaXo4jrHJd5FLtvdQuFPa7Z+/ylm3mA2Wl50rnkUA5N0z+DsW5K9muzZBFNFdCbVfO++/L37iy8GVvlFt6Wb2NB3DcP4Z5v3bxmG8SeGYXxuGMZ/ZxiG+4s+1i/F4QZgDvuYwz46CtC7siVtb+1CVcsWdbnCTEqcp5dyAMaS12mUFcPvPxcR6VoQNkaSiVTjZAL7OxgbtBGeh/nSTbBk3kVRYpgm2a2ezNUQZ4EZStq9oRTe0YzuoxxnllG8tC1Rahuah/PZc6GWKI11PGFxryMhK46F/2RK/OkMfbBNvh+RvL6N8/SS7Nt3WN3tYqW16NCud1i9OiD5+g104AgJo9bgeaK5c0zS336V8voAFYo9qPVMWbQoaEYBKnCYf30bs2xxMmgjqTbba2OcdY27ajEaWNzrUO7Ktrne7xE+muOcLSUSELGUWatShvLPc8EDpQ3hUcrFt7rETxLqG1uYZXOVA2FmpfhRXZPg2VqsakCx5eMkDf7jS7FjxY6EoyRiKEcp4keJkEoK2fz6ZxnaNFldt0luSPzd6OOS/ucpqhOIjzUKrnzH9TgkfamPnbYYLVf+zcVrHZQlC5H+g4omtKhDA2uzmCn6lghes5bWFeuTNuH5r0ebQBibcsslnLQM7tdoG7Jtl7Jn4lw4uGuRHzWhTb5lY+VSrUUnCndVE54WdB9Lm+5PG+xCM78XU90YCmThjowO2lhmmXUoePnlvQ7+rKLoW8xe8WRZlTcYjVSCL+alVqXpPG8ZfLKSBK1I5DPX/tkFg88L3ETyM5xZLgssE86++QU4FOBfRuX2HyGBUy+u/xz4x1rrl4E58A9/0Yf6pTjcDNNErxLhqykl1Y0rejCjK+hqIwyEErE3lC2n5wrEcr6k2RvgHc2E4ltUaCWZpHp3JEnn233ye7s0L+3B9KftI74H1iZWzTSFD5flsDeGVvDY2jKx0lo4ZfOCfMvGTHORhZRiZrbvH6MHXYY/usRcrDHqlnq3h7FKMFcZZqUIH6+obo7xpqVUOJ5FMRZqQ3BZ0boGTexI6+WZMtQ2hUZh1hJHWG1HmK2SStE1SW+KbOFFApS9kBuqGHuiGZtKHF30yRmD+zV2oUXw6VnYiwLt2KhOgLusKIce+bWYeizJ6vbFiqonwloV2IzfS6/w6O1mw5m+tk2926EcOMQfidc3/VWZlzpZg70oqfek+m1CcQ8ozyQ6qWRWuMk1dWY59qKg2A7Jr0XyOF1NemCIw8KzaCOX4fsrtCejAqOUijd8uqYNTMKLmnTXpRwaOJkcjMs7Jsvbcih1jgrWt2Pq3Q5WJTGCVddi9ElDum1hZ4roVFMPfMLTQkKpY5OTv2HTv6/wpw3DjxP2/0WDt25RlolyTLqPc9x5gaGlmnLO1mjHZH0oh4o2ITzNCS9q2bw6hlR1sUm+5ZLsC3yz7jhk2yaLl3zsQrRvdWSyuhWiXJNsy7r6esqWand9O6b7rCF+CtFzgRukux6nv2JL4to7fdI9hzo0sYovxqHwRVZuhmFcA/4t4L/avG8AvwX8D5sP+W+Av/+LPtYvBfJIKyWMsG6MkWRUrx/izDKyW13CpwaGUhimtGHmShKomMxQN3YwtkfYRxfobiyIb62h30Xdf4T65us4j8/R3Rh/kcoN1dnYrrJc2tpRH6vWqMsZ+u4NSX9aJLR3rgkdJMkwQkkzN5Ri9IMzsrtjwo9PUdf2MBdrqtdvAJDseyLw/GCKc7qgvrUjtpmLnNlXB4TntWzcQpN8K2L4wYLV3S6GgvhRQhs5FPshwR98RvX1l3FPVsTvLmh3+tJib/hsL/IhnLUo+d1lRecnQuowa423qMludXHnvsAcO7to2yC4rCgHDnotaKTyoHcFirQqhZEKaLHY76AcEydrsFaSOVqOPOxUyB3KszDyWpYPQB33qG4MMcsWdyWI9GLsk7zis/39OeVuhDuvKLc3YTxAORZfrJPUXH6tv0lpshl8lmKnDuHEIny8kK1y1pBeC0Ubdllh5Q2zt7vCNYvkxan7YI2ztlkfikPBqhU3/8cZ6Z2NbAjoPEgw6paoVpJX6pgk1wPctabqWrhrhdkqmtDGWpXYheal/3ZBdquLVTSYqxy9G5DsWowuK+G6jT3szCbbshi/l5LeFZtb93EuZv2sZfKVCCdjQ8O1GL475+RvDem8V2MozemvBnQfG/gzzeCTFeVWQPuSRZuCVYI/KWj8gNY1mL7usfVhyfyuK0skx6Lqg53B6KOGYmjRe4gEw4wNWt/AWYG7+qJu1i/o68j1T4D/GOhs3h8BC631C1XeMXDwi37xL0XlhgH6YBt9JkN89+EZxiol+sHDqxZQbQ8wH52gnmz0aetkU5mY4kVVCmOVom1LhLzjLQCqu3vUu/LcmU9OhEh7OcN48XlA5/1zzGGfNha9mepEmOkmOT3wBb8Tu5irDNoWb1bSXBvRdj1Uv4N7/xRnktL7bE3/x+dSEUXB1dZIexZOKmG87jQT9I0lEX3hhYhFp+90cWaCADr/B29gJzXVvszxzFzYZ0ZZ0XQle9MqhRzhn230X+MQbVtSGfQd3FXN4m6AO6/QtkF0f0YxdInvL+Sm6AaYrZIw5VpRDB3xvHZ90d75G5HqQUy25xG/+1zmamdLAV56tsAFVinh4yXu/VPMvMae5pQDD7NSVzYjd1oIc29dY2QlbeTK9whElNp7LAuB3gPBr9ddSwSru5H4hXcDvEVNHW0Cu+uW8LyhHNgEJyneosFolAQwX2jW12QOZtQN3mWFUQuWvRr5aM9idUsQ6IaSYb4/a+g+Some51RdhybeYNpvWlTbEeHTNcqzuPzVMcoWmopyLcxSMX3Nog1M4ueNVLm2EHCLbQ+jEf+rtgzSfQM3VaxuWkx+ZUBwoTDLltYxOfhugqE0waxh9maXNjDpHCkGnxeEFxVN6FAMRE4y+rjErFq6Rw29x+LaGX3Usv+HiSy9TANvKZvbnR8VGA0ktxT59hdwKumfy361ZRjGj/7c2z/6C7e8Yfxd4EJr/eO/eBL8P33XX+z6Uhxuhi24H+P6Hmq5unqjVVeBIypwyL59h+pvvAHdmPw3Xyd9dYwxmQk5d76UBcDmMCQQz6Fztsb57DmqG1B95ZZsGQ8PJHshzWi7nrSwRYlZtpKWZRnUwxCjVbSDiORuf2OU96gPhtAozFy2czpwYCMLsWYrVhCCA8cAACAASURBVG/vUBzEtF0PM69xTkT2oU3ZbuXXYsqeidHC5C1/Q9U1GXyWkd3q4c4rRp8WGFUj+QR5TT2OiJ5IkLRRK+xFLpXT/SnFbkR0nOF9fi5h0LUmOC8wy5boVCCaRqPRvkN4msvjTGvWN0OspBKUUtYIQLHVlAOP0++E+JMSWs3kHZfFHYvL37xB8Ew0h23gSCs8TSju7goxZXckNJG+L3O0tGHr/YTw41Mxyw9czLyhHQknz8prqtgkfDDHXpQ0oUMTCb48H1rs/v4Es9VkdwZEDxesr3sEk+ZqAWEXLY0vifT5lk05Dmk8IdO6642lLfaw8nrzprAzOQTD81ra/bzGezIl23HIDgLq2BHBa66Yv91n9GHJ6ubmBc8yCCdSUAweSCCPnTV4Cyg71qbKLeh8Mt2EykggUfxchLvxM7nj3aVmfVOWJbPXQvneewHJvhyoTirJ9Valmb7qUwwdvGdzoouWOjRY3XRpfYvoJxPyLWm8gvNyoxm0KbYkmSs9MFhfEwLJtd9VxM++gPuUn6stvdRaf/3Pvf2X/7cv92vAv20YxhPgnyLt6D8B+oZhvOgorwEnv+jj/VIcbrppMOYrsVDtjjE6seDG98ZYRUN+LcZMKsIHc/yjOUZV459lBMcJ6tpYsgh2BZCoHVnlU9VY8wyUonjzumQW1AprlpDd6ooX1Rc9mDFfQVVTDmQGBhsKRehjzVOMzaKpHgq2yJpJjR99dkkTOzQ7PcypBIB0fjJHuSbWqsRcJOS3h9ShKYDDeY2zrImPK5pAhuVqU9U1m0QjZ5Zh1Js4u7OUaieWHIWyxlwkFGMPFYklC8cmvD9h+mbM+d+5gZXXhOc19iIn2xNbkpu0ePNygyNvyQ87tF2X3nsT6p5PO+qISf/ZEu/JlPBoSf/zFvf5HGeWce13lgQTkRoAYJq4D89oIhvVDXCnGdkdoXxM3vGoOw7F2GPyTkgb2gKuzBui+zN5Xk0De1WiHYtgUtMOQlRgXzH6go+fM/wkRXUDGYova9quz/D9Bf5lgbLFSC7pT2L+H3y0xCokMKaODNaHBqsbPsV2KK2kY2FWLc7pgjZyJVcDafOrgwGtC9HjNfnYwV+0AgidtbjzQlwG8wx3XlD0LbxFzfFv2OQjWeqMPikYfLSSRKquLxVxqZi+5tO6BumezeB+hb9osZMWd60Yvyu4JG8pB17ZMxl+JiSW+FkuLLjLSpZDrkG90yU4k+p39FGK2WoWX9vBLgRdVW65ZHsewWWFsiEfG3SOxKKX70n0Ybb3RVFB9M/29ld+Gf2faq2vaa1vAv8+8Hta638A/D7w72w+7D8E/udf9KF+KWZuhuMIMDHdiGxHffTFFMMycYoK52kti4QNr99MTEm66scSnjLqSstYlOitLs0owH36Qtuk8E9kHe6cr9CLFcGxhCljmRidSGgkgx7RZxcbj6SNoXxxKwDBsWzr3JMF7SCiHXZlE1uWcK2PNc+Y/cZNeg9Sii0fb1qiA4eqP8JdVgJCvB1I9NxxgpWaqFekXXGP5kAfZ5bjTiXo2XsyRZsDOeCeJ6hwk7HQKrp/eszlb95g9MMJ1X4XswwIZi3xpzPqcYz/8ILs3g7usiHf8ej8ZCmezXWKIsKblmJje/HcVw1t5NKOQjkAJgn+TMJxlGfjnC3Z/sOSehxT7cQYKsIsW7Jt5+qFIB/ZND5YuUAc42c53sLGORFBcH6zj7353WlTbrJ8x8cqNunqeUPy1h5W3goz7iKV6MJpiX2xElnJKLyar/nTGu8sxR4FLF8KGX5Q4Z4swBqgTZedH0mATPj5JSr0yfYCEQOX3avk9fjjC6r9PuWWy9aPV2Q3Oji5Ih/ZVB1DmiEzxKqEj2dVmvC8Jt+Sz1//VkrnmUcTmsSL8iop3rpY0Bzs0X3ayJxxyyU5cFGOtGveUmFVinzsSFt8XtPEFsXQZn3DZPSJgBDMrMQbOKTbsnjyFjX5toGTBYSnBVXHw5/LISkgTQ2tpv+g5eKrAkaw05bOQ5uqB+P3G+5/Effqv3wN238C/FPDMP4z4F3gv/5Fv9CXo3KrhCKhuiHt81PJFd0e0Z5dAFDc3cV8ei4yjaSExQoVBZgnE5p+gLlI0OuE9toYo9rkEqwT0aVtdzGKCiyZxamb+xI8c2NXKsTpQrakvovqhpSHQ4yipOo6GHktafe2iXE2pdnuYj46kaStbkx77xD33YeobsDwj8UJ4C6rq62lvZBX2+S6SRWL1mn2dh9sk+0fJ3iXOe0oxj1e0HQkCMcsW9phTDH2pN3ajaTFna4kL6Ib0XuYCapJaWavhcQfX8Jihb0uSd7aw7vMqbsWwXkpATGRS/GS+GRfxOfhSLVknIm+0FlurEfTOfaqpA0ckusB5eGQya+N0Y5kDNBqsr2A6LQSH27g4K0EuR2ftsTPcvm8vkN6bwsVe5i1xkqqKz7cVX5BqVCeRXozxp1X4oQITJllbuxZq7d3sC4WpHsO3rTEn0rI8erVHlXXYfTH58LFC33YAEODk5TgiVTS+WEHq1JXlePijlBKqv0+s9cCzFLT9GVZEh6l2Lli/G6KP5f20CwVTtJeQTnryGT0AbjvxVRd2WDm1yJazyTf9UVsbBlUsQT9JLvSYvYeS8pW56MJ2dgmOpNsVeVJG9y7v2b8nuSjJrfjq5Ci5LoIdtfXPdav1MzuWdQdh3TPIDgvyHYcyaVNavIdj2TPwr+U7fn5Nz1aX1rh1vnypl9prb+rtf67m/9+pLX+ptb6jtb639Val3/V5/+/XV+Kww1DnnjzYo7Z6aD6HZguBHdU1bSBCf2utJuAEQZox8LwPUEXuRL3Z3z2BG2bIo/YHQuRN6lkTjSIoFWYj49RyxXVKKTtxxKE/PKhPI5Hx6Lmr2rc1eZgA6zLFeXr1zHKVg7dQYgOPezzJeVX71B3XDAM7GmOPVmjIg/rYoFRipDUyiGYKnEU1JpiyyfffdHyatZvjMVH6QicML0RYxWK+KTCSWpa3wbXkWCTyJMNZsejjkWwiWOTfvOm4IZWNdXAJzgrsNIaMyll3lW1stntuSxvyYxQNIUjQX/PEtxnU3neTEEAOZkMvbtPKryjGa0rMERDa5Jr7lViV3iU0n9QUwzEjuYkivjzJdHDBeVWgPd8iXUylTDoszVVTxKd8rGDlYn30z1ZUGyHVPEG0KgFI2Q2mmZvQP+TNfYixztLCSebZUXfIrs7kqWSZZDveBT7sjxSoSewAlNeVLLbA4yqYfxuirtWKNdi9FFG64vdqRjZVzKUfMfHTRRuqigHcsjYKyG6dI9KglnDzg9LuvfXhKelRAx2LRrPZHlTpBfxSUkxED1d6xoUQ4cmslh+ZYy/kDQsgPWBjbYNit1QvKmmsPLmb/dRloE/M/DmEjbtntuUW1Ih7vxI/raCSY2VSPaqsg2UA9GZovHFuRCea+qOQbr7xejcfslz+7kvTXVzCz3oYmwkHS8OruLuLtGnE4xVIhqwQYh2HayzKXq5Qjs2q7fG5C9tYVimxMctEsx1is5yqVIqucnbnT7q1jUMz8WdZldiV3MlliwOD3DOluJxbTXl9QGsEnTgyeB9tkKFHvXGktVudWk9E//+GYuv7VBtR+S3h0L6XYn3M/rwhP3fnRFeVBhlS//DBf6FMMbq3R7W5Qo7E+lENfKxjy4IT3O8eUnrmihbFOvl4ZBi6MgyY53izDLsrKXzyRQVeUSfXWJuQlQuvuZhrQouvtVFO7aghnyL5J0D8X0CTd+nHouFqdjv0A5j8c9OFxhVg7YlmBigiSz5OiOT5OUedtKy9YMJq7tdmtAmO4xIDmzsXHP2N4VpV+5GQiJuNfU4Zv2tG1hnU9KX+oRHKeXAwZ/WTN+MqWOb1ds7mLWic5RhJhXeownpjZj4o3PKkUc18knu9lGxyCvsTGEXinTHpjiIKcch8dMMq2jJrkdYS4kBDB+vMKqG6JMztGvT+jbeopZNcc/Fn5QUI9lGho9XOImgj7xpiXdZYRciE2kDh3JLUu6r2NpgjaTCrmOpxFrPEPGxJelt8bHMwLx1Sx2JwV7ZEvy8vCcHeHTRXoVJW7Wm8U1hs20S7YMLhTstmLzl8Df/9geoSGaCq0OHsm+xvO3SdD2yHYNiYFAOIbyo6ByX2Llm+GfznwIBvoDrl4fbz3kZjiMpQ3lJeXssbgPfwyhK3KnIL3RdU+yHWI/P5CDyPYxeF6Os6P3ZmViLDPkaFCW6KClfFzaZyDmEvGEm+dXhZa9L+XilUJ0IFbuoyRQ16uI+nwvJw/dEzOu7YtQva4KHl5gX8w0to6LdG0ra1eNL7KJFRQHF126j+h2y1/cw01zEmtMFxUEsldWzFYu7Ie0wxruQlHH/aE710i5N6GCfL4VksZbKwE5qOg9WAr/c7qM8QZyD5IfWO0LvCE5Seo9azr8zwp9rSYd3wDtL5QAs2w2Kp8VaiUwieDQl349wzpZUd/dYvNYjOElxMrWpPIVYvPs7J0THImWpxzFOovCPxEq0uiNss90/mIl9yzEpB/YVAaR1DHQc0rpSpYdHKd5ZKvmeSUP8aCUkX1OyH7QveQDaFVqLVbR4lxXKNtG2JHCFF5WkZl1K7mkTSxhN+CyluDnasOMC0lsdjv/+dXmeumKQN0uRu7S+hZu02IXIVgyl2Xo/owltkus+yhZbmXItgkezTaqViT+rsTNFumNi5T+1NilPo2zJSChGNr2jhrNvWoTnNa0jFJKqYxA9M/EuK6IHK8b/4oTuMxETW5Um2xLN3YswmvmbXYaftSxrn/0bUxEd55BvmfQeVeRbDtGpeIFHH7VUPZvFS54QUO50qXo2/uwLOHE0X9hC4f+L60txuKEU3ruPUFGAvSqx8gYsk/zlbUl3ahX6YJvw8VJa0m4kolvfE7uPYWAmJerONQCxZi2WOPNCNFmhbAXZG4vntCuztmI3Int9j3ari/H8HPt4s62tW9Zv7zD71i7adWhjl+XrAzlUWyWY8sNt/KM55cjDOp5gL3JUFGBlzeYmgfx6hya0KG5tMfq9J+huLO6CwOL439jCKqUFbfoeZt6Q3R1hNgpnXbF+e0fAlivZnlY9V9BHm8ssa6zjCSr2qMeR6KQ+v8CaJfR/dMboowxtQvrKmPEfnsuBEXqUA4/VDUsSsWwhV6hOQHCWs3p7R4bSHy7I96XNebE0AKAoqXou3sfPhClWK7TnUm65BOcGnZOGi28PZCtdKsLTkvhEXqCCy5p2FEsIc1Zi1JKb0HuQ4UxSFq/1ZPMc2jibbaa1qiT+cC2UDq4yAhTTr49oHTlYit2QOhRfrp21Ektosmm/DcLnOdGZotqJsXJF68jcz2y0RDk2gjICrjJwraJF2UL8CB9MRbB7KELssg/zlz2sUtEGBuXAZvKWACgPviuHyOXb3iZjQnP7f0qoY6FJN4GBnW9ou7eFXDP99h7OshaCSiOxhck1mUX6s5Zg2nD5lsWffnYL878Y03oGw3fn9J40ohd0DYbvr1A2ZGMLZ9XipJr1YUj4PMfKFU72BVFBfok8+jkvpWXA//wco1GUAw+jqLBqhZUJl0zSlBzJ80xzzK0hnE8wolBM8xcSfZffE7Kuce829UBCY8w0x/z8qYS7VDXl9QHN4TbJgYPRallS7I1FW4eY6s1S4+QKFQfQavxps8ElOcJ+q1twbILjlOruHsZ8hXYsTr/T4fTbLsXIJjxa0vnJHGdZ0F4bU+13se8fX70iT75qbAzetqCcTANlC7u/7Fpk1yPWb++AZeBOJYIPraFRKM+hePUAM69xn85oQpv6YEhxa4t2KC6MYFJLnmbo4R4vyPdjgmdr9r87p/MkE/vQ++es7whhxFuIJqwehwRnOWajsaepkHvHIe21McGjKerGDskbOxhqE0NYa7pPxN/Zf1CJyX4tAM86tsn3Y0lCnya45wnF9R7pHSGJAKjIIzyvcU9WWLVi9WoP7TuCLp8uJLeiI/ih1asSHjP60VQe18AWr6oBq0OfxrckD9UySPcMVoceZlrS/3CGvSgp+zbuqoVWE5yk5Df7m6E8eJc5zixn8dVtLr4REl7U5Fsmqh9tZoGi/N//w5JgKm6Gve+tcRJF91lDdFrjrFq2vz9l9wcJycGGDHwtFPnGSx69o4ad701Z3BG+nrkQNNH0jUAS73dsyoFBfNwSP5K/R3de0X2s6b3vEh1ndI5blq/3MSslc9UGsE2K0U+tZ96ixU1aZq/H2EV7hdD/a1+/pIL8nJdpYE5XoBW0mvAH99GOjT3NMRcp7SCSVG8TjLMpepXQ7PRgf0eCV1qF0Y2pbm5JWvwqw1wkGFpEoDrLwTCx7x+D6+Asi80rN2jLkAPrhX+1kuBj/0IM7GaSox2Ze6ntgXzdqtkkEllygJYt7f4Is6wZ3K/pPdSC277VY/IrI1CwvhliL0rUOsFQivhY0f8JPP+bAVYuAMwqlsE4wOTrCmfVEj5LWd7ymb/RxUxz6r0+1iKhGvmSW7nbIX1tG+8spQkl2q/YDbHvH1N3bNHQ9X3qnS7+RYYOhEBRDr1NaIuNN2/IrkeCCjJNqZwRCUwzijDrDRL8eIJeiawmfLqWVKi9oYiJBybR/dnV1rUNbVH/n20S1+9PUXFA0w9I91w6H1zgrCucsyVNLGnu6d2hoLovKrIbMgc0wgAnqdGOKRvVVYtZ1mSHPRH8jkzMRiQV8XGFkzUYVSNyixs1Vqkp9jtkt3rk1yLcpMU/SyU1bOBjpyKyrWKDcitg9lZfogxd2Sy3vvzuXuTVequWYuQQXFa4Ty5Z3wzl+Sk1TSgOERV5LF6O2PrhHP+yoIplaVEODBrPZP72EH+qWdy2KV/eIXpesPv7E5J9j87TimIsPtXFaz3sopXUrFzhLTTtRlKTb8mtu7rbwWzEmN95qoiPK9xlxfK2HKzDD1coy8T6cwX4L3r9Elb5C1y6acVb6nniOKhqIXkARpKhHUv4WccTmYFlGdZc/j97Y7Qvv0j3yaWEiwQeq6/uk227+CeZeFb7XcGQmybm8UQ0WIByTbRrk97piiXLNMF1yK5HVzYlO5HgEW2atNt9aRXPJmjTxJ1m2OdLjLKl7UqUXOdZSbovIcL9+znFfkjnUYL57Azeuiuft2qxKtj6sMFZ1xTbIdFZtUl5UmhX/kKarqjM+5+npPe2Wd4JmX9zj3TfxckVTWTJz4gMct2nM8IfHVHfu042FvGwUSuyPe+nQcibMJPGt2R2Ni+EYGIaKMfEPl/SehbWIiHbk+Aas2wFP3WwjfngmPxajLbF7N+MO2gTius92sC5cpV4RzPawCF8NMdoBa6Y7/gCi9zvoxyT9NWxIJ8erYh/9FS2f6sKb1qCaaK64VU+Rbnlkm07LN4cgine2t0/EClLG5hX21ejlryD3e9aZLsm/sma4Dgh+uxSCCitxl02BA8vaX2LwfsL3ERQ4doS2xXfWvLkP5DDbXXT4vRv77G6KcuM2WuS1pW8tUf0vGDyjsf8niPU3llJ3XHRFvJCpRTBZcP6hkV4LvGBViVYpN5Rg7IMJu9IupvZyJIhODVIbiC/39Ai3zZQtiG8NySgpo43YdQrQSJZlcZsNMXIIb0W4i1k2bK822F2zyPb/SKkID8bqPL/d7DKn5W7ZBiGt3n/webfb/6VX9s0heHWtkKr/cYrNHsDjI3X1D6Xg8gIA7FJhSGrN0YYRydwMcVc5zJ/s2SrVe3ExJ8vxfJ0MoHJVG6SboyKAuqX98lvD3HXiuihbAezLclLVVGA6sdUkcn8ro12LLKDAO/JFDMrsU5n4l/txFK1rXPhqa1T7KMLoocLtGEw+rDk/BsxziwjfLxEeTa6rFCOyeQbXVaHEr7rXQr331nXFEOH4Imw5bb/SNLrjVrRvy9tbPjHD6hDGPzxc3oP5EBrXQEL8OgpzrqiOhhg+B7uwzNaz2D2WoB2THofzyWo+nJFdquL/zyhjk3MRoFtUh70CM5yWt+m2ekJwrwosSoteQyrUn4nWUn6nZfxTzLijy9wjxcSQ3feohyTfMdDOYa4LG6OJIg59ARZFFt0fjIXb2kpjgFnKfYyo6hZfvsQ7ywF28Re5BRbkmSvHZPGF6lF1ZWt4OWbDuWWSz0McRJF+CwVdpxjUg9DwtOcdN8kuBCJjXZt5l/flhvPMqh6Nu0wJh87JC/3GHy8YvBpQjBt8S81/EmP/vc9xu839B61QrWN5PP69xX5yGTyFZv0wMfOJIs033KhkZlb70EuME3HIt2z2Xq/xF0rDKWlUh5baMOg7siwX2L/TFrXpPu0ZfyuYnbP3mzMZcRgL0TW484rybIYGdSxyeyeQz6SW7lzlLG6KS30+lACZ9IbX+Bh869pW/qzcpf+ITDXWt8B/vHm4/7SSysFo4HE+Q16WEmFtSrIvnVblgfdkHLgXbUpuA697x/JJzeNCDgBvVrjnK9wfvQ5xmRG93GG3h3R3jvEvJhLTkNZ4Xx+gp2KvoqLKSpwGH6SCaaobjDOpngrxdb7JW1g481r0te2YbGi3Rti5CXVjSH+EyEGG3VLfTAUvlwh9X8TW+x+T0gdizeH2JM1xu6YJrTZ/pMF3lJaqdbfMPXLlu6nc4y6IThJ6RyXxPcXOJNEZpB1y9m/d0+QRb4nn5MrGdCvMozr+9QdF2eS0A67LL5ziLcUn2XjW6jAoe36tNvCPysOYsLTEjOvaUOJPVSOifdsjpnXooNTCqPRuFOpku2jC4ymxZ1X1AOf/PYIFQe4T2dYeUt4tCS4lJ/fOVuS7TjU44jkdkxyuysRebd6ktOgFOXNEdXAFZR37BGclxQHG2qLaRKcCMVjdcOXwB+lJcA5Mug9bPHm9VWlMH+9i1m1Qi9ZFEy+EmHl4GSaaiQ2rN5na6xMQmmyLYv0Rizt9JOE7HpE1XNFs9YxKIcau4DL16Vt7z2qrkJWgksJQwah5rorDRrC0wIV2NiZPC57mrN4ORIwwLrCbLRY7JYF7lroLdoEb6UEaLloRXbiGszvWkQneiMGlu/bRg522pJc97Fz8C816a7F6KMKDJi+YVEOPLy5xlu17H2/YvhZc0WR+SKuf+3a0p+Tu/T3Nu+z+fff3nz8X/49ihIjlrg+7VgU+x3CP3kEdYN5MZfNVCw3hWGa4jjodVEvXZON6mIlbadjo+/euGK2qUC4cDoX14DRtFDKjeI+uYRWYZ/Omb0WStCMY6PXCdH9Ge6ywj1PqLoO/kmG4Xss70Skb+9j/fEnEh5tmXByjnO6EL8nYFatbKmWKcWtLfxpLS1WP8J/thSXAtJKuUuRN7SeEDnqXWnt1Ma8r2IPZ10LWjwwJO399kB+llYOrmanh4o93AsZkGvPwqpljjT5qjz189e6KNvk7Fc6OOuKbFsqovSW0G1ftPbNuEMbuTJPfHkf/ywTcfXJhPSr1wXDvuVS9Wy8yUYraBgSTrzb4eIrwRXmW5tctf/Buczikj2bxjdput6mKjGwcjHj24uCsm/LHNSxyG50ZIzQaNY3Q0mEH1v4U2nvlGWiHZPj33K4+JWWxd0As1Kkd7r0Htd4S1mSXL7pkd0eiC5t2yc9CIifC9E2nMi21Swlmd2oZTmg7c1BNtEc/6bL81/3GP9Y8kaddc3yFU1+rWb+ikfZN1jchfm9kOR6IATgnitQBguUZbC8I3QRs9EkN2P8Rcv6micG+ddsmkBminah6d5fs//9guH7C8xG2tR0T/yjzrqid39N2TeoI2SmOLTpPakJTyW9vo4M8pHN5Vsus3s27tJg7wf5z3Kr/+WXBpT+2d6+BNfPWrm94C69eA34y7hLB8AzgM2/Lzcf/xcuwzD+0QscSm0KphvHRgce5cijGDnQNOjnZ7T7I4nBSyp0UaJGfdqdPjqVdCj3+VxaWstCeQ7WPEU3DfbxVEJGMtHA6boW3VQcSyjM5tKrhK13VxjzlVRuB7to30E5cnCFT9cyy/NlqxccJ5gvHUobPOyiD/elEhl5XH5nD/dkgZHXpK+MRQbx8FIOj0a4daN//hBv1VLFlrgbkMpN2SbmZj7mTuUwsC5XaMcU9X8pNInWNzHzRlqas+wq0zO905UU+IsVdtKy86drdn4oqKXhuyIj2f3ekuPf6jD4LMEsW8n+/Mouy3s9zLKh9QVIaShpoaxlSvXSLtnXD0HJJjm+v6DzyRSjbrHSmuU7O0zf6VOMbJoQqtik2e4y+v4pRlUTP0k2KVcBg88LvHmDWbbYRSv0EWRbWO5GRGcl2jTIr0WYlWJxN+L8V8X25J9ljN9LaXx5HkByEry5Qf9jWyL4Qtl0a9sgOhWop1nD/J7E3y0PHexM4WQNTtLQvS+J8v8Xe2/yI1mW3el9982TzW4+hofHlJGREVk51Dw1uzl1NymgBQiQIAiQeqeNFhKohfQnaKW10IDQ2mgjQBTQoLpBUiSrSHZNTOY8REVGxuSTuZvb/OZRi2PhRQGkKrMqCaSoeoAhM8ID5hYe9q7de875fZ+1yFkcyFFX1Q1bP2ou7VH9DxtpEpk6eaAzv+1hLjXMmcHwrYj2YUn3Y+g8zrDCCvfJHDMu0Yoab1wSb5kEJxnzux3Jy6Y1yUDHncprMENoHWYsb7iXIMrnXWaA1pFQd8MrOhevBpx9o0PnSUnlKpKhzM055yn9n8qYTOUIXcSQygW1waXk+Ze+/iEdS38B7tKnYjI1TfOvnuNQLGy0pyOqkxGcnIkZfVxQ3TlA7W1L6mARyc21CmVUI1x7SetajqutgCZN0echxXaH5tZV0DXsd5+IFGZdk2MyowlDofpudqGpKV+6in4yoQk8mpMzAJLdgGxgU7x8ndWttkSv5kv0tKSxDIn8VBVanNFYBuVOD2uW03tvKTnVwMJcH4EayyS5EhBdC6h9W2CapqL9cIU9WmHeP0SLMmpL5+xrLaZ3JYZT+kI4aZSickUp13lSopqGxZ0W5qqUwvoiRRUV4eZL8QAAIABJREFUrXfPUUlBNWjhvHeISgrioc78ljDEAPRFhDtuLim73oMJwccL3HEhFi7APYkoWzJ7R9OglbUcgUcxZdcm225RbLck6mRotB4ucScV9qyk9UySA6sDj8a1qTa7nH1TOt2995dc3HNRTSPdz8MZ6dAm6wk5w/3k4vL9YS3Fc9B+nKAVivHXZXcnkElhpjmPL2SUp4D5V3I6j+RI7D2V2bW8Y8jXy4Zk2OCdZqBE1KIvpXlT9CVfOr3rYaSSwbQnGe5FQe+9pTRz3pvjTkpqW6f1NMZe1LSeyo5K1Q2rXYPgKGf8ioOW1UL7DXPSTQcjrvBPC2pdo/MwonIMCk+j8BSlI1lb77zCmGe0n0pnNR8Iol0ratK+RuFr1LaBey5O01qqErSfSFNq9nLN7E5A4Rkc/lMDdywL83Ny7/aPs8sa7S97/UM7ln5W7tIRsA+w/noHmP6/fYOmaVDtFvpwg6aqMX98X2o/YS67udGY2pN4ktZpo4UJ0e2+YMLzAu1oDEWJMk2qfoA5WqBlBdmNIfE3bvzMSjXsi5pvdwuqWizyto05WkjG9GKGFvjUgcviuimT57rCP05Y3OtCt03es6hsASniOlQ9D+3xCfpSxkswJCWhPx5Rrutp2V5HBMIfSmcv3e/gjlKOfrsDgPI9wttdKlej9yCj/aiRIziAaWAuUjqPZFbJPYooXA0zkXxlbRusbsgnfL67JqvUtagMXZP+/Qxr0dC7n6BHBdlBn8oSWa+qGhhPUKOxeE6LEj0tCa8FFC2T8EZA1Q3k72YqlrdbhLsW4RUxVTlPZ+gXS2Yvd/A/mV86ORc3dYxMRMmA2OUzYfP1HshOzRxHVB0f9yyl9TBEq+RDKty1hYQbSvNFX2bYFxo739fINizKwMQfVfhHMcVOlzIw6T0o8X9qUQY6/rOQYuhjnyfUBlizlOFfLxm815Bs2RQtaD+KKHrO2ikriQd9Hc+e39KJd1waJX9f/yQnfKEDNetBXYUzzlAVGElDOnToPBWto71oKFoGsxccFrdbmIsCY5lx8arN6qpFvOeK/OVRyNYP5bhe2Rr+cYqWFTz9HQd7VWEtZOG1xzEb78S0n6asDlyadZY368LRb2hr5Dh0fqpjpCK4CZ5oVBYUnmgVzRDGr9uMX/c/xa3+869/UN3SX4C79G/Wv2b99T9tmp+Tx2gaquNTiqsbKMOQebOqprn/kKotC5oaCbyw2h3AxQxrlsuOrdeBwVos0w7kSKprqDTH+MEH+G8eQlPLrszWL90I9aBNM51JB9axUGWF6rYpDzbR4ozalKaAebLg4hVf2vRRgv/+iOUNQXtXg5b4R29fkSNt3RBe9YTC63sUgS76vscXLG/4pPsdipbwxBpNsfvn0WXUzH+8unR+phvCI7PPE1SUcPwbHY7/wxKtFFNVcJJdUh5WBy7OpGR2rw26CFTKtk18tYU+WaHWP/rK0aldg9LRGbyfMPzRDH2yIv7WbeqDbakRDQKM8Urgh7YieCY1tbPvDgj3zHVMqcFIaqxZTnhvg3KrgzOtpAFwFKHnDe3HYs9SlewQtbJBq8TfoBciG1ZpTrrtsbjlyW6wJ9nN4DClaBmosqYx1HqBroS2W4H9ZHI5gFx6YmJPezq9B4J9Akj7FsvbLYLDhLJti5owld3M1f/jnMrWMVcijkk2DHGgHuf07sd0HtWYq1IWq3lJGehYixLv6YLdP7mgcgys4xnuVJoMqmzQk5r4hQ2cecXFKzrtJzlmUq8bJzB8O6XzWI6Mzjil6DiSSqkajn7DEErJVkD3vtTn0g2H0tOoXfMyuxpvS9fUOyvYeqNk8yfgTAs6j2qiPSEAT172aB2JH1YrIR0orGXDxrs57sXnFb/6lI8vwPXLzLn9d8DvKaUeIjW159yl/xkYrH//94D//uc+k1LoezsY45VEpNotgU1ub2EcTaSe1utgHc1ll7LRk6PSLKL2HFSUkO114Hwi9I+LGY2uwd1bNIGHcmWxLDoO+bUhZVsEKqrXFZdClEBRkl/tU3omxXaL4bsp3nFCY1u4k5r29x+utYI6vfeWLG/4aPMI7/ESYxJRHmxSmRruWXZJEzHDiqptUW20STYka6nlFZVvYUwisoGNOU2oeh7x1Rbe4yV6mJN8I8Q7XzdEpnO6DytYGky+XGHP5YjjnQtFt/fOFCMuMBIZgC4HLuY0kZ1Ux6dRitJXlIGOlpS4hyv0qEAVJdWghfd0wexuG2uRy7FU01jcckn6OlnfJh3abP5ghhk1JH3ZqJeuRrTniDw5MHFPQhb3uizutCSAfp7TeesM52RFoyvaH80wxzIU3WgyTjH/yhbLAwP/JGe1bxM8mOMeLlkdOJirEhVnuEfCx4uHmqC833hGvteDUuJo4RWJfnUexsRDjdoT+rE9LwgOE7KBLWLllkZlKcxVyeG/EIPZ7E6Ae5biXpQisPZ1tKzEP05laNgRhHtlKipXOHuADElf38CeZOuQeIOeloxfszh/3cCeQrRrUbiiUHxu6loeOMxuy27ciAvsp1Oc8wwjliaRERbUhhBBVvsG7lkmpGdN6CeqhMqC2YuCcM9bisrSSDY0/GOFvZRxlTzQ2PlhRutpTHAkddNkw0DPf/kVR4Z4m0/1+CJcnwlW2TTN94Dvrf//EfD1v+XPpMB//FmeVyklR8c0RbVblJttalsXtPdyBb0OddenaFl03p2QHvQEBdTz0ZYJ8Z0tARPubckT6hrNaIzmuTDoCgbcsTBXuRjlfVd2caua/O46j6oU1nmENl/RtH3yrQBtHqHKivb7JcpZF2STFM2xaDQkp7oMUZ5L5RoULYPVVYvhOISyorY06qKh6lhYK7mxZ3dcNv9iLMfZvBbs9yzGrYSkoVUNwfds7GmIFibUt6+imobWJxLCFgJtRbRtY44Moptd9KSi8/aY/Ipgcug6Eoqvn0MRWc/T1eSbvkhhhnKzppsdgmMxTE1e7uKfV5ddxnDXonWUUQwl8N57fwka6LOIybe2CU5yKktjcadD970pxdCn8Iy1/6HL7I5L95OM2jVlGLlpUEUtO7kSeg9y4i2T/pszkv028ZaJf5KLHtGzqXwTPavp/zTFmKdEr+1T2wqnbtCzmvbTDPvplNUrm7iTmumrbYbfP6FRLTnaJjXtZylpX1Dp3TdnXBlZhC902PjzI6K726R9HXsqxI6i42AuUskpBzanv9ah90Doyc+TI6WjS8kit2g/yXEPl4y/OeDK/7UgvBasmwWGhNrv12SbQkR2xyXtRwWzOz7995bMvrbN7I4mIx3TUnairhJdo6uY33ZxZrXIbx4nBCca8aaFqmuMtKJ1rLAvEuo7Fu5FTbhjoOeI2WtocvGqRTEo2f93ipPv6JihBr//We7Kv+P6ghA/Ps31hUgoALKgfOlAjpRFhTlaQZKiTFPIHYA5Ey6XPY4xTmek2x6NbeG9e0TdcmVGqkYglIEvTYSTs0twpX46hfUNvrjdIrq7jbHMKB05pjS2LiSP6x3MaUJ8a0Cx00UVJcXVDWG1bfaobZPeO1Mp9g/7JDc3pMA9lR1bsd2SyfSTCHOWYo8i+dS9o2EvatL9DlpS4L79TNwReYF+PscMxRzVPD+aDIVNFnw0Zfd7M5zzbN0NrPBHGeXAxxmnQvW40cd+NMaISypTA0PiO1opuU9zGss8XNOg4gxjlaEnBdYsx1ykmOMY/7wia0ndrAgMvLOC6YsOlaXR/ThC1TIQW2626X64orLE7GUtK6KbXagazLgk2XYxxyGD9yNWV2yKjtS3tKxCTwoaHcavGaQD2VE8n23Tiobzr9poUcLZt7okWzZaXmFMEsGDzzKMsJIxnknM8sBm8foW9qwg62hYK6nbNRpkPUOMVVlF1tGoHIhvDWTHailWr+9Q2z+b+rdnhch7skpOAbWIoi++JFDQRpPxFHNV0H4q1ndzkVL7NsGx7LL940SouEnN8K2Y+d0WWVcwSwDoCjMSMbUzKeg+qPFGDdGOyeyOx/DdhPktk2SrofUsJ29ptJ/Jwm6EhZjsHY2Ley7JwIAa+vdzVA3OrJYusgFpT+EfKfzHJtM7Bv6R4sr3PodREP6/tXP7YixuSqGWEeZUfKD6LEItQxndSBIa10Z7fEK26eJcpKi0YPrtPdHMBZaMZPiyyGlxJpy1K0OaxRIVBDSZjJAUVzfEATCJJQJzHpP3RGiiEmlMaHGK+3Sdn3w4wXx2ISMn7z0iPeiRXAmoXeHlN560rdz7IynE74rJyXo2vQRrVr6MoqQba7z2QMOapSS7Ac32QBYMS4xb+jIVQQ3S0TOPp6isohxIMVhLSux5IVEvcz0OEphQVXgfnLL46q4AHccxRcui/4NjjLTGPUtpNI3o7ibWyZI6EAyQlhSSRw0zzr7bY/qiQW2CuSrR1ijs1mGJEZXUhiaJEIScoYUJRlSSbns4o1i8rD1pNJhhSbbXIdl2cOaVgCfDnHjHQT+Z4B0nmCEUvoYR1yQbAmwsXUX7cU348hb+WY13msqYjy4Jico1LiU201e6uJOK1sMleduk8zjDPcso27bgj1wN83RO3rHoPE7Z/mEmQhVdNIC1rjCXMmuWdyzSvkU2lLqsdR6hxRnJUDF8K0dLSvKOIYPQjkHa1+ndD8k2XFRSiDinhnDfRVXQehJTtEz6b03le63ro2nfwp6VmOt8at6SI6kAMGU37kxrjEgM8t5ZQbRtU3Yd8o5FPNTovzXDXohEWry2kkaoLMX8pYbplxTBSGqj/klDETR0npacv+b+8vfp/49qbp/ftZ7xbT74GM7GNLrMpFUXE+Jv3ZZMZK+DPc2obJ3kWlem+11DcpBbXfS3P6ZpC55ZPxrLqEMQUC+WNLeu0gz7FC2RuZQtm+BRiPZ0hHOywlhlQqm9e4XGsdAi2SlgGjRtn+LOHlrgY48lSqUvBdmjikpQQq6NeTqn985UnJ3XN2hsi6LjYB3PKDela2jNZT6r6Di4hyJv5nSMihLUeCqDyw8ndB5JzSi9uSkjJcdTtFVC5ZtUluxsG12R7npYi5x8f0D0pV3aH83kBvQtVlctVq/vcPGySW3rYqY3JetYtS1pYJg61iRFpRnDtyMqB7qfpNSm1Lg6D1aYq0KiWED0j14EpImR3OhLGsLRQBP7u1pP4Ktamgf+wyXhjk6yYaKFGZ03R+DKjdr/MKfzMLlkuDknMe0nOa2n8XqnBLWtU+x0aSxDjmPLtQQ7rahsyNoa4Y02/oMp9pMJ49c90r5J6+GS3gdL0usbaxS4Yn7Lwgprzr8tIIPKUmh5ReeTGCMu8Y9ialsj74n+Ty1DodgG0oixL3KiPRcjLmg/TpjeCyTPetCiGPo0tnRBn+PMzbhk9WKP1Y2A2tJI+zpGXFEGOqWvE+1qWKsGK6qZvmijZQ15SzF7SeGdNfTvV8KPayn0qJCu71uhfJ+nKWZUM/1Sm9LVWNzQmN5VtD/W2HhLVhYjaei/M+fg38aUtsbw3c8DWPkPNFv693o1Dega+tV1/Ws0hrJEa7XwPxxR9WRMg7rm9Dti4C7actNEdzdFNffidYphQGPqVFeGUsxu+zS3rqIdjlBHp5irAn2Zyg9fg/pgW1IArkk17GKOY5rDU6quzLgxmcsC8Mk55cEm6tlIdmy2dEFBCsrlsEV6XTypWlLiPL4g3QtwHl+QXRtgnM7Y+17Izp8vMKOGdCDHFBUl1Nd2RRn4wi7pQELoRSAF++U1i9rQiO9s0ZgG1skcI61QdY13/wz/ozGNLvwxZyQy5cqVHaO9qCltjdqSwVbzZIFWyJvOPFmQbvucf6OLlhUyiKwp+h9WZD1TQJCHEVqYYcxT4usdLl7xaHSoXHntWVfsV0ZcyW74LMRIK9pvj2RnVzSyICXgnWY0jkm10ZYh50WO92CMOY3l56yQfGvPEMO6KXq6IlgPFOcl2XaLZNcXc5ZS9D+M8U8LgkdLqR8qRe9Bjn+cUPQFQ2+dRyxuCra8/bQkDzTcSc3pr3VoP44pfXn+vCNjGuaioNHlw6cedNdYpZpw36VomUzvitch2nPovyNphdpUNJqi9KTbu7o7EFZeJccze7YmrFyU0pjwNeKhvn7vIGitCBpDRjfKoCHekaB849n07ickV3yWt1rMb/tQw/SuSzzUSQdKbGcpdD6B0peTwdlXdBa3pBZaOQZWWEkt9vO6V38Fq/wMl+LyGNdUNVq/i+p10YYD0pubYkzaHHD+tTb2rKGyFN5hROtJLJTalYhQtLJGX0ToR2OKoWCu9XkoudXdLfEtaBrGeEXlmqiylgXjfEm6Kwb05vZV6XBaP/M6YJnoPz0EXcM4nUk0aehR+wJDnLzsUdka6W6LdNujbns4xyHZtQF6UtI4krrA0PDPSro/OaFxTap+WxbZrk/pG3Tfm6IlpTQAZiVmJB4BZyRpirrlUnjGmgxsQ9Og//SQOhBCsDVJsQ4nhPuuZBOPUwbvV7hHIcVuB+/Hj1i8NkRVYoZKthTF0EcLE/Qox4xlQazaDrVtoNKMcuBiTzK2frgga+uEu5YE4+uGRlfY5wl5x5LZsqdTzn5zV+qCVU3t2xhpzcUrnvD4TA13UkIpR/HxNwc44xStaLh4NcAMK9qPBcHeaFKX05MKbR5iTWLSns7sXhtzlVM5BpWrCWHlcEL04pC8rQvGSSn0ZUrVttn6SUYRGFSORunC7LaOVnCJijcXBUe/ITszdEUR6Bhxwegf9+WDz1Y4kwIzLtl4r2RxyyXraIQ3AlQp4ANjnglRxJC6a/ujhdQzF9IoSAY68abJ2Vd1nKn4ZM1VQ9aR4PvqmngWKlvRub82xIcVq1ttpnddlleN9Y4WGlvHndRYq4bNN1NOv22xfLGUwP+kwZ3U7PyopPRlJ1i0dZxRzPQl+5e/T5tfYcY/+6XpqKqmHk9QtiX0235As1wJUmgug6mDj1JW1yDc1WWcAzA/eIZak10bTUGSUh6I6UlP17urSGTEzJcCxMwl2Kwt11PbjUzql13piKqipvPjI2gHEvXq+eJ2cCR4roXrzGnHotYVg/dj/LcPsRZC+Khdk8bWsZ9ORT3YdomHBtoywT0KCV/ZgVKGWpNdn8rWcUaRyF/Gc9wL6Ri2H0UyvjLwqD2bZDfAjEvQNOJbPcqtDs3eFrOX2yT7bSHS7vWx5yXDt3MqR8c7TShbNuZoRfStm5hhTXJjQPTSkNJv0OOSxWvDdepC4Z3L8Wtx06Pc6UElRNezb3fQs4bu/RU04ExKKtdYuwpKFtcdpt/YZuOtJWlXx5gkJNuuxKZmNWoZEe84eA8mZJsu8Y0eeUeR9WTcoXc/wX0ypzY07GnGxrsxe3+eULk60d1tsqFH+1HC4I3JJXmjdDQq3yS6uy3vhVCENvNbFului2xgU7mauCZ+OqOyFdZC8qT2OEbPa7Sy5tq/zUi2bGYvOLQeLjn+JwE7f3aBVta03j0XyYupYYQVgzdmzF9qiIcas9sWec9af7A2OOdS/E/2ZQdthAVo0H0Qs7yh6H3UUDkaRaCxvAG9j2WcpHe/uoxdmTF45wIsCJ6EDN8K0YqGIjDRyobldQFfamVD1jXpPGzovS27UyMRDlw8NPCfyU7QOxZvqxl9TrupX+3cPuPV1BKR8mT4VSXZz+JVhgzkNqMx5jhi9y9Keg+EG8+7D6RZYFvr4LV0hLREmGB6VIBSlFcGqCynGfZpyvIysQDIPFxRwniCnlVkG1J4DV/foxqIOZ4a6rXfVJ+sUMdnIhV+NLlU+eU3t4WjdZFgnC3QkoLVK5tCI8lLNv79mYTyNQ1nnAp4s2lIBjqrAwdtskSfrKSJoimqto1+KjNszuOLy6ynMZfaiT3JKAKTYuix8ZcnuG8/E7iAIyglVTVYM5EYrw4kSeEeRTKWcH+E92DCrX8ttUlnUlLZuszGWRqtny7ofhxRBCbmB09RdUPruMQ7z0k3PclELgThXg1aqLrBP5VunsoqmR2LEvz7FwzemuOPcoqrG2Jn6voYkczbmauGrKtL7MnRKbZb1JZOeNUj2XJI+xalIze9XtQyjlHVa2oxtB4uyTaeZ3Nr0OTffuPdCGuSYoYlzigm7xgk+206T0o23o3xTjPSbUGzG09FH1k6Cu+ioui79O+X692rTnJjQBFIWiDvGJx9t8fwDYGcCnFFkWwLx29xy2d1S6CgtaWTbshiPn7dp3e/prIVpaOwlhW9jyDvGATPYoxUFoNwT0mqIqw5/nXJCyfbLp1HOenApDbkGLq4bpD2NbKORutIFIHhjkHWUTQ65C35r3dWsLjlr2GXn9fi9ikfX4DrC7K4NTDoXuY/mzBELUNwncuvaxt91DJicd2k0RSdP3uIdvMArdOm7DroUUHt21S7A9RoIsfTtYFeSwrR/E3maB3ppGpFzeTbO9SBKzfe9SuopBBe/1xuzNrQMCbyPGo8RTk2+X6P+sYuKpU5u0ZXlF0RNrd/9JSi41DsdMm3AvyHS8oD8UDMvrpJtu2zuhWQDh2yDaFnuJOK3vvSFCFJoR1gjmOMT06phiJ8jm8PKVu2+Ej7rsS/ejZloLM8sKXbujtET2XRqU2Fc7gg23AxpzHBSU7Wk2NxY4rSD9Og2G5RtAyKto6eiNndXBXy83w8QqsE/+6d59S64vzLjuRLHW0d6NfRz+csbgpQ0kiFyFF6OrXvUg0CkisBxjzDmCdYYcXkSwG1pZPstzD+ozFZR2GG1ToLqSQ54Cjab48wVyXeaUbpaUxfdDBHK4phQOmZuB8ckw09Ji8ZhHsGpa+TDAzmdzucfzkg3fVQRU10Vdh8tSUfKuG+S9ExMSIZE0lf2iPatuh8EuMdRhhzsV6prKLwDMpAp/PWGfHVliyA45+duVQlhnj7IscdF9hLsXJRy8KVbBgUux22vz/FH2X0P4yobDn6Dv56QmUqqSe2NdxxgX/a4J+VpD0d/1CRDh3Srk5ta6Q9xepAas1bP44YvhXR/yBk8pIjRGkN2odS0tj6q5DhuwnJUI7ezrzCH30OKF5Yf8j+/MfPfR6l9pVSf6aU+kgp9YFS6r9e/35fKfXHa07kHyuler/oa/1iLG6GQdkVSGQ9ntDkhXQ5l1Ibe16sxzTYfDPEPQmpbu3B6ZimKOQocMUXioe2/ivlQgCpAxv1bCTUXsemSVO0ZYK2TOi/NSW8EchC4osbQStqVJqj8kIs5nVNY+gSdm/5mKOVhOwdU3KdBx4Xr3jULZdqd4B9vMA8nZN1zUsvgvXgFH+UY8SijTOi6nJa3x0laCt5PdmdXXGYzlcc/6e3KHqOLECBFKDnd1rYTyZyFDIU7iglGapLBFI2sFneEglx1fMkO1qUlI6O9+ZTqnVcifmS2jUxJolo7Gbr8RLXQMtK9Khg9e3rqKLm4itdisBgcUNn+FbG8rZQd8NXdig9IRu3nqYYqdT2KlPhPwup2jaVa+A9nIGhUQx9cQE8yalsjeWBgaVXLL6bMrttYY9W2I/GaEvZfYcvbwlZNylwpgWtw5LzfyR+V2sSE315n3jLZP+PFnKkPYlwZhVmUrP972c4o5hsw0LPa0pXMblrMH/Bx8hk8bGejIVqkpasrmrM7viUbZvaNdDKmrJr4z2c4D9eUbek7rW6qnH2dQ17XhGcVLSfpUzv+iyvu0Q78qGbdXUmr7dlx6kEI7+41yXtWxz+doCeCQX49J9skLc0jn+rhzOVo3T3QULSN1jtK5xpzcl3dfKWwgxL/LOa7scVp9/SZXwnK5ndkflAb1ziTmTg11o1LG561LrEtQpfsTgwWV35fGpu1J/y8fOvEvhvm6Z5Cfgm8F8ppe4iiaY/WXMi/4RPk3D6O64vxuKmFMmWQ9F3UYaBNhxQvfYCyvfQk0IoEvMlTZxcdutUVqF6HTm6mjruSFwHlWdAO6DxXerARj+ZUNw7kJpSnFAfbKPygmK7RdV2CJ6tiSEgvk5dke92pd7UNDBbkB6I+UoVYuXCsVndaqNlwgSLd5Rw45JChoT3epeDjI2p0QTiT6gcg433MrKewcWXbCpLoU9WZAd96rZLrStZmIZd7IVQLfQwR88b9KzCXtZU3UCoFUcRtaGx96cL/PdOUHUt6r5SRCTL657kOD0b9ySkeGFX4Im3XZQpr1VlOdayIdq2KYYepSe1TC3OBKzo6DJMGuhs/zAm2jHRc+kAlo6isjXKrQ7pUH5+ZcsmOEwu5dK1Lpj2yZcC9LikaJniXXA08o7CNkrqXMdaNag0J3xlh9XdAbM7ivkNA3teXX5Y2TPxcBpnC/KBx2rPwJmvHaWZEEOEwbfGjG+4GGFF2tVpHRZ0HlX07oeYSxkCjr60S20b5B2Lrb/KGLwxY3kgndMiMNGTkmK3I40Q12R1o+b3/ovfp3JrSk8jDzSSDQv/rKT9LMU7kzputKuhlcgRUQN7IkF9c1UyeL9CzxuW1yy8cUWyqSgC6ZR2HuWE+xKcN2NZlFqPoXVS8vR3HFZXdIy4xp4q0SXaBv5pTuukRMtqgmdSPw6Ocvo/OScZmhS+NCq08vMZz1B8ugHeTzPE2zTNadM0b67/f4WAcPf4f/Ig/yYn8jNfX4zFrWnwn4XYj8YU9w5Yvb6DHuXU4wn6yQRzmgg541vXKB1drPLTpRwL275ImB+KLd4cR6iqFtHL0ZjyYFOQQg+PUI6NfjancW2sT85lgcxLmmWIdTInut7i4//M5fQ7nhy1DJ1mb1Pgia4tR+WqhqLEO02pXBNnWpBtSbu/MXWKXSF9eMcJ4bVARgLCGC1MMGdyZDTSmt7DQsiz1wZYZyHJrgzqGnElMpiiIfh4sXYoNKi8pPA0Lr7SJt5x1gtQTbLrs/yajNCoqqb9kQx5dj9cYN4/RlslUK1rWkOPwVtLsEyim10az5aMoi0IoekdE2OewfkEdyTDwNZERmfCfYfW05TCE/aZdy4iElU1FJ4i3lzXviah4I40MXY1usI/la7HwFvRAAAgAElEQVShfZ4Q7RjEQ40rf7Tg8ZtXaH1g4U4qlq9u4T1byW6jU7N8qWR2x0TlsvPMBja9d+Zrp4JElJxRjKqk/mWsMuavbZB1hf5rXySyuGvS0TXjmmTbpbI1IQQH0jW3ZxmVrXH8z/roWcPFK6Y4cNdX2XVRRcWvf/c9/qdPfo3Gahi/LsmB4FG4ljjbTO7ZeI8X2DMhLJe+IusovHFF5RlUro57lq6FNqAXjTRmvjwl3BG5sr0WAm2+mbC8Jcf03NfofQD2XBaM7Z+kAqPccsh6hsQGJymrax55ay3w3u9JJnWgWHw9Y/GCLJaf1736KRsKG895jevHf/l3PeVaRfA68GNgq2maU/lWzSmw+Yu+1C/G4lZWHP1Wh+WXd7GejHFHKYs7HYpv3BELfSFdz3Bbxz1cSQey5ZNueoLDXoWobht9IribZrmicW3B/mjqZ7nQvKAetKWBUFUyJlI1ogc0BSdOV1RpwUkOmshj3CdzGtu6fLlNGKIvM6zjGVnXZPCGYHLCGzIvZk5jKGuRKGcVxfUtFq8N+fhfypHRXBQyH7XGei/uCQvOHkUYYUHvwyWtp6lANkG8ml0HPW/IO4rCF+cByCCre5ai4kwUh1Ut/C/XRDk2VcenGHosrwk9t+g5kmh4vISqYePdGP8kx5ylbL2RoIqK9Cs3oKxRcUbVtqQLWcrN1f1wRW1KzrH0xKKVbGrouTQ7VJIRHCYsbnqcfatD5coYxnNrvDOTrKi+iNj5QY21aMSy5ShUWhBe0fEPdVSuyLpQdh28pwvsScbF13uMv9Zldtsm68Oz3+1gRBUqq5i9LPnW5wKY2b02y6vy7152baxZTvD+GVpRQwPRtk54b4PaEC+q/esX0qR4Vq/roSbWJ+cysLzr89f/+hUuRm3+k2/8BD1T6MtcbFqHM5xpyfDdlNmrfeItRbJh4J/UlJ74R2tdbrNw38VeNHQfxDRK4Z82bAYh0y9XeGPJpOpn4tDwjhWlD9N7irS/HksqahlSPpTTjF7IWFQ+kIYGSHBeq4R5N/ioxDyy0CouWXe/9PXpF7eL57zG9eNf/W1Pp5QKgP8d+G+apll+Pi9Sri/G4qYQycY0p+62qA3tclKdkzPpkPkuncfi1GwOT1FHp5SeJgVM04Q0Q1W1jIa0W2TbLcqWTdGSeFJ9bVf0e6sEVdUCrlwXP6udPvGNHtG2zcaf2rSeVYS7Fo0pxxaVihAYy4TJDIYD1NEpzXyJuSrxzyraP3qKe5YS7lrkWwHxgU9yJUCfrNCjHL1ocM609fNq+A+XkiO1LSFYbDzHUitm99oULZO65WLMM8I9k4t7LqffVWTdht4HS5bXLHEd6OrS0tWY0nH0xiWzOz7outzYZyHupMaeFRRtnfCVHepgDdScxtjjGAxtbY4qsSYpVdsS/2tRoxU1ZiiFlHTbQ49EsTe/ZVEEOnoiO+86sISQbGq405LNN0Osozn2vBD45LoWUzo6q1c2aTTofpJR9By8s4LlywOKQPKR5lJC5XpcwskZ+jKl/STHmdV444q8V9F5KBGx+d2WdCK7LkYkc4+i+auJdhXhrizE1YYkRXr3Q7qPCvyHSypHx1hlJH+5canLM9IK+3BGcmebwles9nT8s5r9P9D4g//t25hLyAeOpBGaRjSCGybuWBBEzlwaJP5pg7mSQd9wR6f3VyPBRn34hMUNHXdScvzHV2l/ZLC8JvW15M42jS4MvEZHLFqa3CPPGwS1pbHakw9jZ1IQ7QjIwUjke+VtE+9s/fezwTtWl2NRv9T1+dbcUEqZyML2vzZN8zzWf6aU2ll/fQc4/0Vf7hdkcZPp8uWBQ/PxY6xPRhhnCwnPDwfUbRe1DMnbOtbJEmUY4iFNhc2W3dmVLut0BpsDGtNArQmyz43pWiY4n8Y0xLRlmeTXNljc65FuSrC7/Shi+IePaX+0kCPY0MOapVSb3ctcJbq4Pdndorh3gBkW+A+mVLsDoj1Hdnys5S3nKdlBn2Q3wL7I0XPxTRrzjMY1yXsW5cBFn8WE2zr6UjA31krGGvKBJ8atrMFIG/b/qOTa/xmRbnu404ps6NF/c0bRMYmuBmhL4cQlA6lH1Z6DdTSntk1mL+pMXnLwjhOCD86p1ygeClEWapEo6Z7nWJMNa910iLBmKWlfl+D3qqAxNOa3LDqPC7SqYfOvQ2rbuEQmmScL/PdHZD2b9KCHdTQXisn6uGdfJDjnGd5pKpRhW+JepaMwYtj7fkTnIRR+w+KWT/KNF4RgjHQFjbSh9VjHXlbUhkTaug8STr8j4x3Z0EM1DWZYUbSkcZP1DIqWJc4KU2bBiqGHe198pIMPSnZ+sLrcgS5fGQLQOixoHVd4pwmFq7H5Zk7/fo49jpl+dYPo7qbQUx6FAMxva5x/2cTIJMie9RSjb1pEe4rj/2AXPakpXr2BETU8/RdQ69B7WOCNatrPSnk/PZbX4Vw0OBeKdNAw+ecJ/iinNmSx7T4UoOX8lkXhy89FRk0EkVR6OtPXe1z5Xok/qlhe/xyypXyu3VKF4NE+aprmf/wbX/qbPMi/yYn8zNcXY3ErK7yPLwTr/MJ1CcJ3A+q2S3hvA8qa6LV9/ONUMEObA+pru9iTjGzDxToLwTREMJPm4kEoxFxvnC3AdcRgP1mBrlG8sCsIpHceYaQN3uMFRlqRdyyadkDZdUiHtky6XyxJtl1Wv36HxnflqNeT4/DzdINKMyrXpPUwJO2bEuMyFJQ11lmIM4q5eMXDPW/o3xdIY7rpYM1y0r5Fsd2ifSh1O+/HjwgeLbFmYqKPb/XQStnNPF+oa1MRbeokQ5PxN3tkbZ3ZbZ3o7ibmNKH9NEVVoI5OYSkCZ/+kofswXzs1NcJ9By0pyK90UYU4V81ZipaVYGg40wLjaELdFvhl75055jjCmKfo05CsC9O7Ft7TiDIwWdzy0Na1z/DeBsVef/0zNZh8cwsjk/k071Q6w+ZjOSJWrhwLK0vDmVdkXQFcdh/EXP3DhGRDQ89rqGucByO88xz/vhwhT79pkHU04aGtMgbvF2hJiTWTOmFtaWy887MbTU9LqGv0KBc7/DiWnZJlYC0LpvcCCk+j8i2sRcnqqrWeF8xZHXjouWRNG00RXW/hXsi/mRk3LG+1hC83qHHPGpK+TvtpydYbKVtvFNR2swZJmuRtE2vVsP/vFHvfj1FrqbQ7kk5xdL2Fe5ZhL2r690t2/6KgOXNYXLepDej/NCPeNEn7BtaqwYyh80mMO6nwz2WHNn5Nl+ZEWOJMysuywi93fcoj6acb4v0O8J8Dv6GUenv9+F3gfwB+Wyn1MfDb61//Qtdn4rn9fV1NU3Px3R02vn9Es1hCv4c+lsJ/8OwM5Xt4hyPqA5lEV2lGNQwwxyHuLJYOJsjikxc0hhw1gHUjIKKJYqa/+yLOtMI9FOoHwwH+/Quy/Z7o6/ousy9vYIU1rR88hnZAtdkVu/raCKV0eXNrcUq+28Uch6gkJe9ZGJZO3tI4/3ZPMpUPM8KX+rijlK0fL0DTSDccUdalBXVg4z8Jia4FJAMN/8OEZtCTRMHZErYc9KQm2zMYviU7A32yYvm1gO7DAu+HD5j/s5ek65pDHuhoQ08sTrXAOIudLpWr45/IKEpjatRtl+BEOGsSdK7RZ2u/qC1k2EYDu3sFZyxZzvh6G2spSKZ0L6B/v6J0FPo8pOzawv+/toE5svGOJVES7TlYSyF3aKuEatAi2XaxbB09lJ2EntSkQxutbDj5jrwdtUKGkRtNjmfhrgW7Fv0ww7x/TPzVA7qflFTmWlb8VByhpSeNpujlbdynK0pHp/PJUuYfbf1yyPv82wOcWY0+lI6yNo+gdPFPhdWWDWyy9rrwn1ZkGxbtByvZlcQZxVabsOtcOmdBMsbp0MFcGCxvNux9T2TbelaxuG7Tfgj+UUyy7WJEFUZU0WgQ79iUrrYWxPi0H0VoWcPyukvrKOPiZUdENYm4IsxYuuhaKUdQd1KStXXOv7KWyRyXOPMK7b7G9EWDziOFkTZY4edF4v18JnSbpvlL/nbfCsBvfh7f4wuxc1NKY/BvPqQeT8RSNZ3JoKmmoTSNatCCQU8Q4nFCs1hiHU5QaSa1Jk2jmS+p2y7JzQ2KrbZo4eDyOMPOEPdC3nCrFzsUQx9mC5rRGGsSE19tYR3NcaYlzjgl/dI+8e0Bla3Dx0/RI9k1JTdE5FVsr/0HRQmugxFVFG39MpzuzCvS/Q6tt05Jhw7R1QD9aEy4Z5BcCUiuddFnkhmNtjTaT3JIM6hlEn/18hDvNMFcpGy8G1Gbmjw8BzOSGA+GgbWURMCV3z/EO89JhibmoqB0NOLbQ1TdiHEpLkV44xmoB88E692zMSYJarakMQ1JTdRCk3AnQv3NNiziLRP3KBLMUphjrgomL4vNffb1HZYHNubJgsrUqAOb0Tcl5G7GYt5a3m6T7/eI91yCt47FXq9pJNsu9uEM/yim0aH7ANAgHZjYhzOcwwXeWUHhy2R+MQzI7u2LdOXxiuAwof+jU+nm7tq035/IrKSpUEWJPc1EN/iVgGTLJt0VVt9zCGS0bbG47lC3XcZfa5O3Zbflnggu3T/JqS2d1rvnFD2H2csdiq022YZF97056IrRt/w16kgco3oKG28LmEErayrPwJnVBKcl6aZD4WnkHYOsJwPC0bZObcDZVx1Z7PZcQSq9vyTtm5Q+eOcV1/4glshVRyNrC1WkdCQb234cs/haRutYdpJaXmOFNbWFkEruX1zuCn/p63Osuf19X1+IxQ1No6nWPxHLpA4jOJ/IQ9fRL5bku21qz6G8uUNzZYdmGVJttNEen4gURddQiYTHjXmKM04Fdhhl0qT45CnegzHW4YRGQwLo+9twsEftmrijhGJLRjC0UExMzkmMOY1pXrrO7OWOHLuqhmjPIdlyKH2DfL9Hudlmec1CT2q691ds//GJYHjGMegytAvw9F/ewJ3I39N7MCZ+YYN84DD4SGpR0Wv7TL65hTlaEXwsEa7oasD0ro+WlBjzROJgQPBoSX19VwxbtgJd5+Jlh2hXUgjuWSak1vUg8cUrnvhBHY3mzjURJG8JSqjaHtDYMuNWBCa1a2JPMtK+KRDHsBaAaFgwfb0nYx5z0FPW0MWYxrZwTlaUbZvuw4LC03DOU6Z3dZxJSd42sS9yqq0upWcyvRfgHkWsXh5S2aIL7D6IccYKf5TJ0XYYYB/O6D7MOf+KjR6JxLh0dKavyvPkez1Kz6TzYEWx3ZIMMVB7NvpkhfNkwuZfLTHDiuU1CyOupNvclV3f81k5I5XAt//hiGTXv6zT5R2DatBCq2qyrka8Y1O4GlqUoIc5wVEtwM1Nh9WBhrWU+JRznkpG97rD8pqkJ7wHE7zznPbbI4y0ZvyqQd6WelkRSM1stWsQXtE4/OcdjLhm8EFJ6WryfnPFSTp5tSHrNoRXEdfrwGbrD00KV8M7TigCncLT2HivJO8J9LT5nKggv4JVftZLKbFOvXIL2gHazWuCAsoEMNkYOtZ7T1GZ4LBVXcPOEP1sLmMeSqF8jzqw0GLBYmtJQfAolBrcaIy+tyPdsryg9STGezQT8m5gre1OGugK+3iBtpIdVeXLzJTKBP6HrmOOYypLBjRV1VAEBrWhMfzRBHuakW56nP3mrtSqug6NrmHEBYWn6P20ovXhBDMs5bhcCVmjdHTcj89xLlK6H0dUPY/whQ7TV7sYcUX7SU7ZtVFRwurApfUsp/ItMcy/+4Tgh09Ibgzof5Thn9SMX3NYHTjo0xDr2RR0RfupRHNaH07I+jaVozP8syOKvoeqaxnqrRvCK5bMV/Us3DM52leWItuWHYp3LkctZ9qQbsguq7Z1whc6RDe7TF5yOP227Cgrz2Dwvuxoa0NROTrjr7QFgvlMrPXBxwuSLVt0jUVNOmgYv7I+skYFxVabyT2botUwvys3qTOKqSywJpLhjLdM8p6DKoRV13rjmMbWKbY7RC8OyTZc7GlGcFyyPLBpHWYM34rxT3PMZcX8psH5rxUYcU12YyjIcV8Rbev4RzFlYEIlc2mVpS4pzLUtx0PVNDgnMVs/ydh4P8GeZMR7LkYshjL/pGZ2Bybf3CLrmkR3NskDnY13K7oP5c8M3q8IjvJ1Xa8h3aypbcVy38CZVZeaPmvV0HqkUXkNZqgIX+hQeOK1BQivepSOonN/gbUoSQcm+jIj2f68vKW/Cs5/tmstVNZCmS1Ty1BiMNubmM8uRPiS5XAxw5hnJPttIW8UEoAvtjvULV/UerrUm7RVgj6a0MwWMirSNJKH7LXRoox0v4Px9BxVNVJMHy1QhQz/NlFM3fYw3vkE8/4xAMGjUECWqwhnXtF+f4J7f4Q1y7GOZ9JxXCagCUtNP52KbV3TqA1NxLnTXLh1cUltm1iLnLRvYE8zGt+lDEyM8yX6UoY9++/MAZjekeZGtdnFH+WUgb62mhvUt66Q372CVjWXowJaDllHI7/ap+oHxJsWzijGXKQ/q0/qivSmzEfWrkltm6R9i87DhKJlCljRl4REtK0z+pYtMuWioQxMWkcZzgUYWY11NKf1/hh7ktF7kNGYUjfTsgr/SYgRCpXDHkW0jkvsuYiKi7ZkTMeva0xe7xJd8dj7fsH2DwSvNPpuh6JlYi8a3DMlYy+GKPeynmL0HamVGqnYtfQoR49L8pubFIFJ6RmUngzthlc9GkPhnZWousEch6Lb2zLpf1hw63+R30/74ol9fuUdi4uXpcFUubC4pbF8qcf0qxtCB7aE6Dv7koyZhLsydO0dJzgXqdQNxwUb78gNH3y8wFzJCIe1+Jn1fnZb5/Q7Nt5Ftf73aTCXItae3zIYvy7RKhqpqwVPNPQM9FzmGitXAvOFp3HxZZi93MEIC6yw4uh3+hTu53CrN40MsX+axxfg+kIsbk3TUC+W1IGFWoZU4wuBQK4Jts3elhBDum2Wt1syfX42J/zWNRrfxRivSPdESlu1RY5Sew5Nr019YxfWCCXS7NJ0ZS1yqu0B2sMjjHOpOZmPz2QX2G6hRhM42IN2IOKWMBFQ5TLEOZHi++Qf72OMV4JoatsibU5qoWwMu7KwtV2swwl6Lm/82rcpA5N010ObR5ddrPigQ+nJ/FfR9xj+1ZzFnQ6Hv2VStGF222J2J0AVIkhO+zrRliYqQV2xuG5f3kjByXroedcWwGPakG3Kbqh2TdxHUxbXTcI9Cz2TIdjFnRb+USy7pUCXcZW1N8Ce19hTqG0N56NjjHmGdbKEBs6+olMNAhrbQitqSTXMFNOXbC5e8ckHDrWtUdsmyX5LEgPTDCNtCD64wEgrvFMljonbuiC7NY3gKGfxUknlCAPOvahpHWbEQwMjq7FnDavrDeOvdUkGUsdqjHX8rpLFzohL3IscPZNfq1LQ8vGmRfhSn/6HEaWr0LMa63gm9OG3zmQougY9kw8MZ1pjxBWVhSzoseRV0RX2XDrCzqyiNtcWqjAnuuJBXRNvyUKZdRSra4p0L7gk62Y9g+BJyPSOgVZBZTfEGzr7f5qx/8fSMJi9JF6Q/T/JqA1EUp01DN+KKQJYXDOZ34Z00NB5lOPMK/RYkWxqpJuyW2s9qz8X+9X6Zv3Vzu2zXspzZZEpROkX7cn8V35zU1R5VUVjmXQ+mKOySjqpH01ReUF60EMrGqId6bbpiwiV5SKFmUXk18SdUG0PZMZtPEE/Gsuf8z2hceiazMrNFqILdGy0+QpV1TiHC+rARZ+EqF5HAvG2LpKUQQC6+Azqq1uYs1Smx+ehGK6enUFeYC9q/FGOFmXoSUkeSFTLmch4gnO+Hgl4GqFHBdH1Fnre8H+392Yxkp3Znd/vu/uNG3vkXpW1s1hVZHNpbk2x1e5u9ahbbdmCARmekTF+kSF4xRgwMLBgwIDhJ794jDFswzJmbBjQeINHHkMzVkuWZLV63M2tSRaXKhZrza0yMzL2iLvf+/nhRGXTclNNqousIicPEMiMyMjIkzfifvc75/yXyq6IF9Y3c2bH5IQKl2w5uZBSxSg0i3++J87mtoHXT3FHJdXNGG0i/b/9iNmJqujDHW/iTDStd8Zs/VKN6HhA4SrZDXZE06z0Lay4YLru036jT7ArxPjRL5zESDKmF9s07mQ0ryG9ryVxJ+s93RRNfw+a18W8xB5lIlAQCzThnh5berxJ4RikdUgbCr+rmTzaQqU50aLN4ism41Nz8YFpSbjk4ExKZksmjZspRUfs8FofxEL+z4VuZc4y2dW65rxtgMB6ErF3tKcl9lj+t9ISq729X1pjsmaRrjWZHZMJ5cLlGV4/p7KXUXn3LsFdjZlovN2QrKbQjuwMrbAgbplkVRMjmTuMjXLMgzHuQBap2mbO8T+eiZiBJbt8e1owOl+T55iw8kpB+72QpGnTfcLCmuVkFVh6XXijzasTUTSJC8ZnfFpXC8xEU328z+Nfvc721x2MtKT9nqZwYHLMEgOgUHZ39yWOFrdPGFqjbJvZo4voJKXsD6hf7s71z5RMNZMU9nuyaJWlaLi1RPXWnkp5aiZavB77A/T2LkW7Lru/Qot7eXcIrYb4lWYZejwhPbtEORrTe7YDxZyM3507W9UDmdTOHbkAKU0j0VzLWp6U0kWJOZwSrYhloHuzi7ZMOekvHadY61C7PsYaJqjBGOvOPoUri1NWlz5UvFKhf8Ehb7pkLU9UXC1oXROkvz3KpOdjG3T+z2sAVLoltZtTjKQQdsYoxg5znM0BZiog5uCWyARp18Se5IcS57U74nK+/EpC9fJdueLHBc4gFlklz8KMxAg6XRbLOm0Y2NNCdnOD7FCRF8C7sS/u6XczKrsarzdH5h8TQcf6lQGq1PQuegwv1XCHAiuxZjmrP4pp3CzwBmJmkzc94pZiuq6wJ6J5Z09zgt1kbkScMj3uYO/b1LblfSlNUeXVSoEB/m7M+KSL20sErb8xxZ6kjE85DM7b5IGJHZYE+yJyWrhCMMcUvbXaZiKG2xWTvGoyeGmd+p2E6t2cybkq1kwzOVWh9r6UmfaspLQU/o0D4o6FPUnBNMUqsZ+IlFTFwgqFZ1tWRUnEivUcz1ZgTQv2Xgjm0/OS/iUfI5ehwWTdJVwPqNwaUZqK2maCMy6wZ5rRzRab4xZeV2HNpLcarZRMT0C8JD6n7R8P7sN5CpT6490egngoFjdlmqRnl6j8+A5qfRXl2KTHm+QdH+ftO5QnV0R6vF4VdkBRUtRdSldcr/qXAtKGRf1WhLcfo3wfo93C7I/pPR6IE7tryuI1DaWZH1Sg08K5dpfshQu03xpSHF+Ucnalg5qGkOWHEjzaNsXHoSgpAkf6O3GOKsWqr2hXmS2bdJ8K0IFPeK6Dsz8jbVikLY94JRDXrJUO+ckl3HFB3HaobM5wR2LZVt8ocPam2CMBoYaLJs4gxdofgyno/dmaw+zFs0SLislxk3ipIhSzKMYczLC7M7Rp0PzhlvgPxBl5YJFVbZxejJGDsydCAaUvkItiqYm3n2DvjTGmUnKmDQtzHB/aFXq7IbtfbcgQpe1jTlOCWxNUCQdPuqSnFgiu7uOMUvx+ThaIbpkWtSaRfA+lr2Wm4l+a1UTSqDRFTADAnKX0H/Wob8riXr+dijyUEppZVpUJpjMpWX65JKkb2LsTjEJkigCKqoMxTWldFeNrpxdTVB1mxys0b8TUNwpUrpmuWoxOinyQ1y8F+zZN5wKkCf5uRLAxxYxKoo7B+KRL1Lao3BXYRWkpxhcbGFHObMXE72bkyw1qN6cMzwfsfmuV4NaEwjXJA4vSNoiXXGbHPCbnqhhzbqgzLvD3EsysxN8v8XvlIdMlbSg2f7XN/tczhmctpuebGIUWuXdH5JfcrkH/epv6RiFiCgsGupOy/NwukzUL9yBi76t/ZVm0D4UGXX6820MQD8XihhK5cDpN9O0tlO/j7IwFsPncGYxpIjspzyU61UTFCfGSizWM6T1eYeH1IcHt6SEWrVxqCQ/UNOm8I/gsZ2tIudRClyVF3aNo1ylaFYqVDs7WEO1Yh7Z6KkykT9ep0nt+UYj2lsHsq49QVl2s7kQEMccJFCVOL8bcG1JaUNsuRB6p1BiTmeiBuQZ5xRT/SgOMaYq3n0hJOU2oX5sQLgoSv/dMh+mpKuY0pX01YXzGZ/boIvbOiNa1lOa1Gc44I1koSV6aMLhg4/YTyk6T6EyH8GQD7ToCaJ7380T+HEpfaGlqFkGaYR6MyZbr7D0vmMCiU6VoVQjPiapEeLohE0hHdPJqWwXenQHWNCNeqZAsVqjsZSz9OBJhyAtL3PmVKkndpLZVMDpjMl1XhIsmZlai0pz6nZzG5R5GXkrZ1fAws5LxuoUZl+RNj+U/3cOMShbfLDAKjR1qCl9wacHVA5lAboX0L5gEdwX/Zndn5BUTpTXORh9VlmRVm7hpEq+JvlmwMZ0LYuZiLp3A0pui3hLsCl82bXkMHwk4eKbO5FSF0fka02O2GO54CITEkfIz9xVmphldqOH1S/afcZmcrJDXXaIFMVnuP9EEYHzSxjuIMRJN7foUIxcspDuU/m+y4DBdcwnuZhSOovuUR207Z+1PRlQ3S86d3GNyPiOpm5Smwh2XOIOU4Tmb4K5GZYrxCbm4+gcl9h2X31h/hXgR0pZH69p9IM5rjgYKnzjMuRtQnKKLue9BllP2+sImGIpYgLZlsljWArz9hN7T4pCe11yRPdofYG51hU1gGqA11laPwjdhMEJt76MMQ2TI+2PR/Vr6CefOv3GA2u3KdDZOUIWm/cZASmDXxOvGlK5FdKYNScLsnCyQk3NVitU2yz8YELxyG0wTdz+ibIoSrT3KqNyN8G73MAfiam/vjsRMYz4ZXv3DuxhJSXBX4ADb32yw/4w7dzcqCM93MDLR0KfQVHYMkr5P87oAN6VcB39nKhAU26Ly7l0oS/KKjXdt97CELJaah8fd2Rmy8oMBeUUgLSqRXU3UMZSczJEAACAASURBVCgcg/4lsQ8sXFOwdc1AvDrviDqIFWZs/DUPc5biHcwNaboZRq5ZeSWi/V5B80aMykpGFxoE73cp674Aimuyc6TQpE2ZhJamQXSmTWnLIhQuOQQbU/ytKY3rM8ZPLFK9OSZpyy7N6YWMT/uky1W8nRCVlWjfJVmpkTbEWPqe8XTh2zg7Y+ELzy0IKea7p60hqtCoUnBqfk/EArx+jhXJ44WvKB3YfcGl9yWXYC/HPUgpbcX4lIGRQrgkFzJ7pil8GQAUnnBB956vMThvE54MiFsGO79oEbctRmfFnKj53oiDL7l0/myT5vUcbSgxHjcV24MG/oYQ4t1uiJGWJAsOXr8kbShKv5QS9asx4ZKBtuHv/u6vEWxrBo+6UibfjzjquX2y0GkqopODEco0pbFvW5gry+QdH70irABjFmHuD+HONvatPaxIyhUzyijrFcqOnLT2rT0pIbMcXQ8End1pET1zGl2vonZ7aMfGHMzErb7uY+4PKRbq6DAiv3hCytayxJjMUFmO3Q8xxzHWe7fxb/ZR7RbVdw+YrktfJK/azM7VSR5bJ11rkiz5GL2xeB3UbPqXAukh2hbJI8uka03qb+4SPnGcwrPIVhq43RB7KhxDbYI1g2jBYnzSPXSEquxlYCqMFIJbFuGiyeRUhWS9hRXKIOKer4CuB2DP0fDHO6hCi6wT4hFx74NYBALAzRo28UqFwXmH1gcJs2WDhdflwnJvyFG4JirLGTzZRFti8LL0ekmyWGF4PiDYjpkedwhuDBk8IjJNpSly7c60YHZxEXIBuVbujCg6VZIFB3ss0k72JMU9iEjrpuiVGZDXXfGRLUucUc7wkkyWV14WCpnfzykcg+5zdWbHPIq6J94T/QxvZ0LacDC2uiJm2qqAYeAOpWc4Pi1+rkWnyv4zYuhcOOqQy5tXTKbHf3KaVHZLqluawoWNXzHEcS3R1DZKalsFzesZUVteo7pZHrqE9R5zcYcl3kBjZOJM1XpPoCWDi4pwQZgc1Z2CslPHSOcsilWL3IOo71M+OSFctpmdrs1l0kVQofN2gsoFe7n+uxaFB4WnMVPIaorm9VSYL/flZP38LG4PBbcUFEV/gHHiGHpjW8yQbQs9GmPvuKIKYhhox4DeAGOhDXFCsCu+miorUHEKUUyx1hETk50p+b3e2IGo+FauJoeqHtq2KCsmsyeWGK9bLL9qYl7fBld6ItVSmAqYpgwuXBO7OyP58jnMOCdecilshX+Q4bx5C31ihWihDnWT4PoMbVdIHlnG7oZ4WQGGlHv3dhdpy8Hu2oxP2mgD2u9rStfH7kd0n2vC8yPC9+o4U8X4tCLuuCy/HGINYwZPNqnsl/jdjOE5h2A7PtTzMiMp91SSCjLdNvAPRFSycEVbzB7OqKQCJNa27JqLukfl1ohkpcbaH+4TnRI14HhFdhWqlJMyq9lg1qjsZcQdm2A7Jlr0MVOD9ht9kpUaVqSZnW3KBLQ3t5e7nYvW2jzufLdG/VYVd1zg7SfsPWNixRbOyMCIZLoXLSqCnVJcpIBkwZ87VmnMuBQIxu0eqqiJSEFb0P2VfYvcM7HiguGX2gTbMeGzJ6lc65GtNdh/ymf5VfEg2P1KjXBV03q74NifTTGmKelSQP+CizuwGJw3CdcLtGmS1jVZ1WDptYzJKZvG+oh4sS7+Bbci+pcqxI+Y5L6AcutXRof93uqOcHE7P9yj9+IyS6/LjrO0BOYBwrzw9kO0YaAKzWxFsG21zRy/ZzBbrjFbleeBw94zJu5QkdZNoGT0CGjDwkhBZXIB9A9EnODe+/jzxcOzcH2ceCgWN2UYqEdOU1Qd1Abo4RjluxTTKap+grzuYhmGkJ83d9ArixhxgpGIp2W+2iJfqeHdOsDcG+IZBkZvjNqO0SuLgl0zDMpagBHGJBfWcG92KbfvUjEepbIJlMjucak+N9yYQy08R8rXFQ/76hAvTrn9r6zRvlqIWoepuPNvXGT1R7GUMfvhoUVgXjExqw5mb0rQn1LWK8IsaNjY05xssUqwX5D5hrAUdqZow2Dx1SG7TovOpjTgF/5ok2Klw+xUFQ+obSWikW+LYUm46lF7fyQHs+FgRhn5Yg0jKzG3+7JANwIMU3a5jKfgOqjxDOXYMuxwDIyGw2TdphNW8F+5QfbN8+QVg9myyfKrEwYXq4fA4vhMHWdaHJa69jRnfLFFsB0R7JY4G31Ka0XI9Slij1iKpHnrdo/6rTp+TyAxAPVbHDpdJUs+lb2cpCGQl3wu++3uR2AZuKZicN5ldlxjpotkFRmglI/XMWPoPuWx8FZCtGBTvzljeD6gfkvodZPjLt5AE6561K8MWHrdIFz16D1dp7aRYhmKtGGx/PKI2YmqeOoaIj/k9qHSLcCA2h1NGLfpX4BoSdO/VKHzjhZJJlcJiHopIKub2GNZ2HJfMX1sAVVoBhekHbLyowyt1HyI5HDnVxssXC4wY2Eu5J4ibpsCqQk1jugnYE0LVl4RccrFNzKh/yUaIwc7LFClRXWnwBnlzFYd7PA+Eefv1w7wM4iHoixFa7RvY231MGpV9IkVKEqMahVjLM1qY5aIXHijDqYSX4L9Mdqxyao2ScuiaFbRsxBzf0jyyDLl+grRyRrpekuEKmcRFAXu7Z7g3r7yOMNLNVRSYI5mFGsd6d105Uqqtu5Cb0i8VKF6bQj1KrNHF3FGELcMvG7C/rMutY0SZ2eMvzPFiDKR9K5a2NNcuJ0Vl8mTy+KEbigq13poJY3pNDAwck3w9g7asVBZgTGJqO2IT4E9lZ6aOZzi78XiQ2DPWQaGeC4Mzgslraw6hEs2+8/VxSTENpg9vkJ8qkO8IsdLJQWq4qN9m/y4+JemdZPZsklaN1l4a0pesSlPreHvJdTeH9G4k1FULIKdlMm5+qGbuj3K0LaBmWjitkN1I8TsTbEv32b05RW2vlMSrhhCFm95WL2I1it3SU+0WfizLexpjt/NZDcILL86wb61h7sfMTptU90R3BcIlq4IbIH0ZLJ7s2YKIylpvNklfGyV4aMwfqSkcCFcFiu8/mNVVAnhqsd0XRRrzUTLznC9LpCXVNO8EWMUmsKzqL3TZXyuRv2tPeLFElUqwmXxAc0qCissUIUmXCup7AkNqnSEIbBweYa2oHJQkAdz8x2tcWayWPUvWOS+2AJWDgrCZYu4YzE9JUORhcuFeIZYSqbEprzPjeszKt2c1pUpszVZgEtLStH9Z0QDMG4btF65S9Qx+dXf/HPiliFMlAV1eOG4H+fq56UsfTgWNyVGKdgWLHXk5BlP4eQx8kXpIUXrdbIL6+h6Vbbt01AO4sEAK8zFCCNMYKF1yAE1RzO8/RhzTusq6xVxxfJdyHLMKKPzg23ypkdyso0xjrCmGYMLvji/V0VGJnhvVyaMgxHBm5vYocjPmEnB6g9CkoaBmomLVbRel+lpJCVYVrEw9gdUr/Sx+xHxoktZ9UU7LS2o3YmpXxujA5+04RCt1wT3VyD6dVlJen6VolnFyEoqd0aMTzl4V7YJ3tyEEjpXctR4hrXVo/XOmOpuMRcwVPhbU7zbPdkVzkIxglluoKJMoB77MQdPSPljT0t2v1JjeM7B7I8xclEoqVzriSIu0Hh5i2QlwD1IxR2s0IxPGzijnKTtkh5vUp5aI6sYHPtDg4W35ELh7s4YPdYkPdHGvnybYqGO3Z3h3RZObuetMUXFolxqUQQ27asJjXcHFJ5F0pSByHTdOzymrQ8S2lcLZqsOqijnAGFF502FKkTQ0o5KVMEhOj8LFP5BTuEqWm+PBX82136bHHeJ2zZKa5L1FoWrCB9ZoPOWov2mwfofT2lendB8b0LvkkfcNvD3ZGGX6a0iq4mHqTuQ98/ryvt3r6Qfn4HCheFFGWLETZP6nYTK3QSj0Ox9tSOgZaVQuRbHq5siXEAp8vRJ20UV0H3KIKsoGXQ4UNlPWfnBiN4vrBLczfgHl5+j9+WCcMlm9fuj++QCf0S/+sShi4L4VIfyoI8ajDF6Q3SrTroUYPVmWNNCVHhvd9E7e+JHWpayWJkGacsRiZe6eGXmS3XBwVU8kQlPCjE8dixRHMlyadre2EJ7LnZ3irMzpqz6qChj4Y0x5mgGRcH0xVMkZxaFu3pyBUyTxq2Yyn6GMY5IWw6NOxndb52grIn0TelbxB2xevN2Q6GBVV20JY1sc7cnysCAs9kjr7nCdQ1zKjcHZKtNEeLsuNi7okhcBDZJ22X4pTbV7ZzZU+scfOs03adEDWL69DFmT65hhAnWtKBxS3aQKkzEu3USUR5flHLcMtBzPun+M1XsmeLgScXOPycqFa0PErJjbUHTw+Fx8XYm6Dgmr5pkNZvNf2mN0Tmfte/PGJx3sOKC7lNiXuMf5CJ4GWZ0Xu8JiDgsmRx36X/3UfafqxOv1ShaAWZPfDHs7oys7c8Vf1NGj7UoXEPI/o8s4/VzjKxksm7JFHU7wp0UlDUfCs3qDyMqezntqzn2JMeaFqJtVmissMTIYf/LNqOzSnBmwxlFYJN7Bl6/EN/VFYfNXxbZ7uFZh/aPB9gzzfB8IJAk16R9JaF9JcGegJHLhc4datrvpWilaL81xhkL0FsbCpWV2NOc5vsQr+bUbhpU9jPab8+HNUmBGQm0xOtpAVu3xVDG2w3x9+JDGSErLqjfLig8iNuCc1u8nBO3HYpA3MnitsXSwphgw2J2TLH3lQZ2dH/KUq3Lj3V7GOKhWNyUYeD++DrlY6fFiNk0BQ0/ikVA0TbwerlM+E4ek7o/zTB6Y2g1sEeZwDRsacSOT4tjOYC3OZo7xFuYd/sYjTqqEDxVfumU/P1ZhBpPGV6qUVadQzs5XZZUrw2JFmyikzWyhsfk2WPiXZqWZItVpqsmbi/BmchrencGaEMRLhniETo/woVvY+70BJTcaaJmkcjVnFmkdEzZgZSasu5jb/cPjaHv2f4NLvjsfNXGGRdkVQN/c4I3LMS388cHguB/b5/wTAttKpKmOC7lizWRDtcaSshXW6hSC0+1LLFiqN0pKU9FLL9csvRmRrQgC3NpC+o/XqsQnq4TrdfRK4vY8xyCnZLROUhbDp0rMVnVYuWHQjvz9kORhC800/NN0pbH1i8ZRAsGrXdGVHfFZyBaCzh4aXXu8G6jshJnc3BI0So8g/6zCxTOXJE3L2leTwm2Y/aeq0p579scPCEQmbxiULk1Fl7pB/sEP7xB9V3hKjuTkuhsSnoyIfcN+s8vCT90kBMtWJiRGKuYkWJyUrH88ghtmzSuToQ7WnEJV30OnnQpXYOFt0K8vjBHwhXF5i8L1csIpScqwxeZyOaeSf1WhKrkOGORPh+fq4nlY8VCW1L2agOymoUdihDAxncbHDxRYXShxvi0SCgZOSy/IgY0IMOe2bLBzi9WSBpi1mP+dx3SpsZMoLpTMDp5n9rrRwyFTxiWBcuLGJevU3RqlKMxantPBB77Y7z9EPfdTaqvbaCyHB0LyBbbQuWFyH3fHWD1ZnNuZY7XTYSTuteV55ZiMqOnU9Aa59pdrN4MFSfoekB6doX2K/sYU9HY156DskXy6J5A4PiUQ+2tPRiOcd7bImvYrHxvC2tvRP2dnihoXFgQ74aJTBanp6qML7awhjE6yw6duIp2nWRFmBVKa2pbUr5NT1QYPr9GulwlW2tgJIU01BME7DzJ8A8yyqpDUpdeFoAZ5URnF/A3J/g3+1T2UwpHkVcs7I0DorMLotlWsZmc9GU35VhkgfRtzJu+YPF2pcfl7AyxuhNmp6r0LtkUjhDey6qDkRaMzprEbYPTvzeW4UjVInhnV3qOvgUlFK0K/ceqWHNH+cVXZXq3+5JIo2sDwkUTFKis4OCZOqVjcvDSKkaSiYvWGRM71EQLcnJq18QKBQ6z/OoUMy4pLYP21YS05VA4iqLuMjxfYfrEKrQaxCdb84kiODs2jVdd0qo6LNW0ITLd9iSVIUerxBkKBEW7JgfPiIBD1vKwJznLL8+YLVtEyy6zFYeVV2KMFBrvK2o3p4RnZMfpjFI2/prH+JQszP1LPs3/xwUli/Y9iEn/UU/kwAclViSil+MTJgfPNFn7QYw9kzI7uJtiRdL3m66ZBDtyXLpP2LTfT6htlPKee4q7vwgLb2gqu6VwnZMj4vxPDaXUbaXU23Od89fmj/1U23sl8XeVUteVUpeVUl/+Wa+vU3F4L584h7Gxh6r4Um5WDYq2lI/KMCinM1SazalTTXFTv70hA4lZiBpPMSKR5dG2QbZcR59ck/8hLwRS4vviIO/Yoj5biMO8OZsbyLimeKYGLpgGdnfG8h9s4A4L/H7B/jfW0JMp2YVjQpI+tSAmzFmOygU1bt0dsPj9uwBUN0Kqt+cO7OeOgWkQrdcofQvvzoA0MMRrsyp0J6PQOOMCZ2soC6KhcHbGWHFJulAQLc8NpJNC6GZv3gbTwNob4e7OSJeCw+NavzIQ3m1RCOD2zj5GISqt44stkrZLsFuQ+4rmNZH3KXyb6mYkSsOGQdQxWH4txt9LZGecFULenkF9I8fcG2L1Ivw7E9FCs4SmtPdig9v/fEDjlvxPeWBS3UnRhqJ1TXa6+8+42DM58fafq+P3BMvXfmNAUZeWgteTk13MT0zGpyuHPN/BhYCkaRIvurjbIwHjTmV63LwWknuK2YUFzFj0+OKWQboovcPOlZjanYisauEMYobnKyRtl+mqRfuyEr+DJYek5dL6IKb7lMX0mBjMzI6JcKSZiglz76JHtCyTytH5GsNzNrNVcbj3eopj39ykd0kUlKu7YmqjDbAnc3bDoMTenZBVDOywxA5LmjdzOm+N55CWUi6wLYtgO6b11hAz0dhhiRWXLP04JVqwKVyFM9VESwbtywaztblwp6kORVJ/rtBaqqaPc3sI4pPs3L6htX5Ka/3s/P5H2d7/CvDI/PZbwH/9M19ZKYp2lXjRQy+2oV4leuY0fj/HSDJUo045nWEsdoSGNRihDYO975xg9BsviJzRUgddlpjdIe7uBGdnTFazxRFqpUMZ+HD5GniuTEqXmqjdLumpRYhi1Pu3hI7l22hL3KC0I6q0ejqd8yYFrW406phT8RktbAPrrRughXOZB2IhF53pULk5wBhHsgMwlBDuAx9tKbKaTbLeEh9QS0QQS9+mem2Itz0lWW8xPVNnuu4RnmlhT0uOf0/JQukYc4HJnOyxE6JvF/gYswijKMX0pdTC5+xNwffwdkMmL5ygNA2SukEWGIKOP2OKhpgGb3uKc1t6cqVrkq7VRf4cyGqy41NJASU0boscu64HaN8mPiYlYrgekNYU4Zqmclcd8kllR2FKj6rQWGFB42ZB8+0+9ZszqrsFwcYU786A6SMNzJ5QpTpvDInbiuq29CitWDM6XyOrWtQ2Uip7GfU3dynrPrXrY4JrfYxCBBT8A1EEjhddgaQksPRPLZyxPmRfmFFJ4dv4PSHx1zYzBo9psoohpso3B8Rth/rN8tAQproZ4Q4FZOt3Na1rCd6lIbNjislJg/YVcSxr3AgZX8z4T07/7+QVcMciV6VKkU2yZ5q4bWBmmunFtvQPrZ/sKKenqphJSWU/Je6Ie3zhiTAowPiUiX+QEbdFYMKQ9JitafpfS1A5BLvp/DNzNC39JPFRtve/BvwPWuJHQPOeD+FHhVJCMwmuHqBdoUr5t4cEb+0Iy8BzMdpNikaAmkWU546jXZNwVd7QtOWRrNTQi22SR5YPPQEqr95EWybG/kDYDYsL6MEQNZ4yO15B2Tb2nsgsGe0W1v5YFBjOVFGzaK6X7xO+dJ5stYndDYUh4LkYW11UlgtlyzSITy9gDRPKOQ/Te3tTfFHjhNwzRSLbMsibPqUlskWTE6IcbE/FwNkYRyJ6GcZYocj5+N1MStHNiZDY5x/8/ReabH27ITuPUSoleJzg3D4gbVhYwxj/xgFlM2B2cVEa+uMCIy3Evi4qsWLNyg/DQ+J6eLoORcHBkxV2fsEjWrAPXc3tMMfr52z8C228/ZDgldti5ZflqCjDyET7rPrugaDsz0RkNchqDkZSUHt/xGTdovXavuATM01lP2XwZBvKkuq7B9Kwr7gorSmbAXHbJO1UmJwt6F+QnmRwe0qwmzJbtrBHMnG+50canqhR1n2RAU9LSlNRvznD6ybUbk6pb8SyGG7EzFbFgSppWWIHWDewu1O0pTj+fxW4k4Lq3YK8E1D9YCRuWROZVk7XfVrvCK7QnpVCZN+qU7mradwoMLPykP0Q3LD52x/8OtUtmZpOj9kChq7KqedMNIWthGusFP5eTLhoSBtgkGOkBSorWfu+iBRsfcthfEJkoJo3cjHBuT4jbinqNyNUIQOOpYUxhYcc6ygjuJv9HKf6vdDoovhYt4chPu7ipoE/VEq9rpT6rfljH2V7fwzY/NDvbs0f+/+EUuq3lFKvKaVeS4nxv38VXXExbu5AqyH2eYEvXMY0O2zyl80axiwhWgvIfY0zLXBG4piukpTSFD8B7ZqoWpV8sSZDirJExzGqUadY61D9YASmKa+dy/Q0X5IJbe32vO+0PcA9iPC3puJUbiqcXghKQb0K+z3SYy1YW5aDOY2o3Bpj9iYUp1coq76o5763izkUb8+kIydvfSOm/a70Z7zdUEot20LbpkwQxzGjsyZGIdJF2rdlALHky2LXK4mWS7a/JpzQshmA55Ida7P/tMX132gSnV0gr9o4AykH78kd+QcZZqapvT9A24bsIsJyvhOrUt/IcQeyM0gaBoUr5Xm4ZNO4WTI7UaU8viiesest+k+3ZEGyQLtC/Vr6PZe1P5/h7k4EuxfG1O/MZcMfr8ypVYrG1QmlawmEpOoSnqgxOm0xO15hcFFx8CWXxdcMWtey+eRRTnYz+Ql7wtwfktUc/N2IwcUqdlQyPSYqKCqVnWNed7n+N+cSJYVAM8xUU3t/JMObuxmTSx1UrgmXLSqbszk+zyE8XSeri6Na6RjY05J4Rcr/2YqJkRQsvmxgRZr6lREHj/nYsxJ3XFJa8Ghzn8lJg9EpYaN4/eInOyktqsl3XwqwJzm9xytM1yHqGMQdS0yjhxHD8wGjcwZGIiWzNyixpoKTA6juFqQthyyQFsPBu4tMz2WMzlZIVsQD4ueOL6jk0Uta6y8jJee/rZT62l/y3J+2//3//bda69/RWj+rtX7WLh3pswHoEpUXJB2XvBMIdcoRR/nB43X6T7co6h7Vy3dZeaXASEqymkPW8ojOtIkWbTGEcS3Icqwb0vvCNGGpQ3asLT283S6zJ9colpqUp4/Tf7KJSgpmqzZpw6FsVmXnlRSiALLVJWv7qDij6NRk0VxdpPBMgZbY4lhVVsWpvvAtzNFMICiee7i78HdmVK/05UBFGc4olYV4PJPe33DK+FyN0rep7Io00OyYQDFUmOBvjjGSXHo2Y4PqHcV03SNe8khPtMlqNiuvZLTfQQjT/QgjyrE3DnAHOVlD0P5GoikDFzPK2fxlOenzik1yrEFSN1h4N6L1QU7nnRlGVpIuV2m9M2ZwwcDfi8V5fhCStKz575oUrmL7222ssMQd5AwuVAhPN+h/qc7wmeVDq7vFN6ZUb4rH6+DxOjtfC7CG4kGrcs3yyzPMtKTztnh9+t0cbSkRUTCVUNAuKijFYSq8sIy7OyFe8mhcDzGjkoXXhwwer5N2KqhSs/NVj4WVMf1LDtN1j+CuaLzlTY/St+k+LTaLk3UBFGcND2daMF635paGmnglEBcwT6byUcfAGWt6j1fw+znuuOTuN9qYqWbnV0TAcunNjJf/lydxhpqsBn6vJGmaeH1R7s19DrFqw3MOi6+OWf1RTuNmStQxmK05dL/SYXjeIF4sKDwp6+O2Qfdpl8b1iNnxCsH1MXHLZPGNKfasxBkrVGZQuHOf2xX3Y57qPyPuo+SRUuo7Sqn35/35/+Bn/8Yni4+1uGmtd+Zf94HfA57no23vt4D1D/36cWDnL3t9ZZpkF47JB7HVJF9uzHtUMgEcP95h9Asn6T0BcVvI2tkx8QP17gxIWhZGWpA0LVpv9UlWAqwbd9HTKeGzJyk6gqcq6h7We7dheZHdXz+P20sgLwlPBqBhdqpK+7UD/He350fHkF7SSgd8j4PHZQdILr6as7NNZqsOyXoLe5JRvSlClCrLce/0KVqBsCNaFQrXJFz1KKpiwuxs9DHCmLsvBWRVm9ELxykrHqMvr5AFirTlYc/E07N6Wzg3ZdWXPtpOj9rNKZ13pFFuxdIjcjZFkDBqW3SfKxk9WhCvBBhJRtmp4+1MKG3F6GyF0Wmb3a/UGFwIWHqFueRQjhnnNG4I/9UZ5WRVWyS8lWJ2qoo2oPu07FomlzoUjsLv51Reu0PnrTGr/3Qqru6umObETRN3JNLrVm92CPGI1yqMT5nEC4popaT3dB1nlFK5M5L3PilJa9JnckYpwQ9voG2T0reZPtKg87YW5y9LTJnjtRrMmQiVDw6Yna5JD8tWTE5WOPb9iP4HbQpXFpOtb8jwZO+FCoPH6qz9yYgisKkcSMmctKy5MbYSBeBRittPKOoOpQXRotju7b9YUNuUi9vwjIUqwJ5pDKdgeB4Kx2DxjQQ7hIW3MoKtEDsqMbKShR92xRt1DgR2RzJgsMJCYDyBQFJ6X09QJbTeMQi2BPzr9UusGcyOeZhpyfa329Q2BVZiZhqVQ/MdKW+7Tzv0Hv/5e24a0KX+WLefFUopE/gvkQ3TJeBvKKUu/dxJfih+5uKmlAqUUrV73wO/DLzDR9ve/x/Avzafmn4FGN0rXz8qtOswPimO5yCTwOmqiTGN8D/Ylx7RnGuXNsE7iDHHCUaUUdZ9vL4IMjaujiDLxVKvXkWnGcGPN1FXb6PyEuvuANVuoXf2sEMIV32i4wH23PvTjOeTHsdGOxbasalc3QPg4KVVFi9HqGmIcXsH73YPrxvj93OsMDs0/C2XWujxhOhMh6LqyMBhb4SRl1Q34GQ5pwAACAJJREFUhPhu70i/pvfiimj1xwXVm1PSpQB/L8HvF2hTES6JQ/vofI1iDksobUNENV2LxrsD3JFQkXLfIHxkAWuWE64otFfi7UlvJmtXyNo+WbtC5c6MaMHAijXTF0P6j0G4YtC8nmIkOUYiC5qRlWKWYooL1P4zLsFWSO2OpvW++Ct43QQ7KsVT4vgieV1wYKoUv4LZ2SaNGyG19wc4vZCiVSFeqTA6FwiD4Xt9mtdzKtsG4zMcejZkDZvxKYdgr6C6k2AkufhaZOL3ENyeUt0UnOD4tI+7PcKMC+K2KZ+FpTrVK/1Dgcv69QlZxULbmtb7BVZSEmxD73Gf9lXpF2YtD1VqrGmBM5Pp5OyYR7AjXqEHT1TkombLMMYdFnTeyzj9DwsGF2z6jwqX0xuIIu+3H73CqRc3MeOSgyfF6Wx80mJ8RuS6ALovLYpseb8g/VLI/gvCohifdBmvixrIv/nX/zFG1yHY1iRthTvSVPZyel9SLLwbUbgKbz8WufRxAoUm8w1qGyX1zZzGnQzvQOP178NAQd9Xscrngeta65ta6xT4n5B+/X2Lj7NzWwZ+oJR6C3gF+Mda6z/go23v/wlwE7gO/LfAv/Wz/oDKsrmxRoQOZZFoXk9FR22hTmVDdhxKQ3VTSx8ly4WmlYh6rb8pruYAxnAqvbR7r7+2jDEOKbs90rUm0dcuMDwPXjchuHqAuzvBDkXAsKz7Ioe01YWh0KJUVtB5pXu4M1L1KkUjwByEjNfnfbQ4FRBp06NcX8HpxTgbfbzNETqMCFd9Jqcq7L/QhIEsbs2rE+q3CyGzWwbO/kzkjDJN5VoX/6Ak6bg0rs9kMZ+mBG/vYGzsYXUnlK5NdSMkbpoMLvxk2mnk8K0n38OeCsCz8EyBlkwS0o7H0psRB88XrC8OMOaHaXzKQeXiMbD/rMv0RIXJcZPe46IZtnA5xexNyAJFXjVJ6gbb36gwOWaRdmRHqpUseHlFmubOQKwYtW0SrQmVLVy2hBZVigbdbNmkfTVn5eWCtOEwutD4kMKJSICPztfQnoP2bdKOR9rxZCGeRFJ2VV2sSYIdikKtMU3Z/8VFZssGRlYSrgtkhFJMaOKmSW27wJlo4qZJ7iuMVHpWziAWhy9fkXsGcVvRe1ZwelnLI6vJlNaeiGSSGRcsvRpS3ZJFLW4bONOSJ4JNbuwtkDRNmtdzAdamQqnrX5Keo5FD872JAIg/qODvGsLt9aB1TRbA/+IffZf/6tf+HuGqItjRDB+BaNFi6fWS0hTznNKWqW1RdSgdk8kJkVEqHIOoI6bQ48fuj57bfRwofKze/M8TSj8EY1ul1AR4/0Hn8TFjATh40El8jPi85Amfn1w/L3nCT8/1pNZ68a/6gkqpP5i/7scJD4g/dP93tNa/86HX+peBb2ut//X5/b8JPK+1/nf/qvn9xXgoJI+A9z+En3uoQyn12uch189LnvD5yfXzkid8Orlqrb9zH1/uE/fmP2k8HPSroziKo/hnLV4FHlFKnVZKOcBfR/r19y0elp3bURzFUfwzFFrrXCn17wDfA0zg72ut372ff+NhWdx+52c/5aGJz0uun5c84fOT6+clT/gc5Kq1/ifIAPJTiYdioHAUR3EUR3G/46jndhRHcRRfyHjgi9unTcH4hLn8faXUvlLqnQ89dt+kne5zrutKqT9VSl1RSr2rlPpbD2O+SilPKfWKUuqteZ7/8fzx00qpl+d5/s/zpjJKKXd+//r856c+izw/lK+plHpDKfX7D3men6oM2RchHuji9llQMD5h/PfAXxx33z9pp/sbOfDva60vAl9BOL+XHsJ8E+CbWusngaeA78yZK/8p8HfmeQ6A35w//zeBgdb6HPB35s/7LONvAVc+dP9hzRM+TRmyL0JorR/YDXgR+N6H7v828NsPOKdTwDsfuv8+sDr/fhXB5AH8N8Df+GnPe0B5/yOEKfLQ5gtUgB8DLyAAU+svfg6Q6dmL8++t+fPUZ5TfcWRR+Cbw+4gIxEOX5/xv3gYW/sJjD+17/yBuD7os/dQpGPchfi5pp88i5iXR08DLPIT5zku9NxFxhT8CbgBDrXX+U3I5zHP+8xHQ+SzyBP5z4G9zqJpH5yHNEz4FGbIvWjxoKMjHkkd6SOOhyF0pVQX+N+Df01qPlfpIgvQDy1drXQBPKaWaiKrMxb8klweSp1LqV4F9rfXrSqmvf4xcHvT7/5LWekcptQT8kVLq6l/y3Aed6wOJB71z+9QpGPch7pu00/0OpZSNLGy/q7X+h/OHH9p8tdZD4P9GeoRNpdS9i+uHcznMc/7zBtD/DNJ7CfgXlVK3EYWKbyI7uYctT+DTlyH7IsSDXtw+dQrGfYj7Ju10P0PJFu3vAVe01v/Zw5qvUmpxvmNDKeUD30Ia9n8K/PpH5Hkv/18H/kTPG0WfZmitf1trfVxrfQr5HP6J1vpffdjyhM9GhuwLEQ+66Qd8F7iG9GH+wwecy/8I3AUy5Gr3m0gf5Y+BD+Zf2/PnKmTSewN4G3j2M871q0hpcRl4c3777sOWL/AE8MY8z3eA/2j++BlEQus68L8C7vxxb37/+vznZx7A5+DrwO8/rHnOc3prfnv33nnzsL33D/p2xFA4iqM4ii9kPOiy9CiO4iiO4lOJo8XtKI7iKL6QcbS4HcVRHMUXMo4Wt6M4iqP4QsbR4nYUR3EUX8g4WtyO4iiO4gsZR4vbURzFUXwh42hxO4qjOIovZPy/WQZiF2jPOicAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + " img0 = np.load(r\"C:/Users/hoodl/Desktop/sumimage0.npy\")#,allow_pickle=True)? Pickle might be for multidimensional\n", + " img1 = np.load(r\"C:/Users/hoodl/Desktop/sumimage1.npy\")#,allow_pickle=True)? Pickle might be for multidimensional\n", + " print(np.mean(img0))\n", + " print(np.mean(img1))\n", + " plt.imshow(img0)\n", + " plt.colorbar()\n", + " plt.show()\n", + " plt.imshow(img1)\n", + " plt.colorbar()\n", + " plt.show()\n", + " " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/.ipynb_checkpoints/FileLoadScript-checkpoint.ipynb b/.ipynb_checkpoints/FileLoadScript-checkpoint.ipynb index 78aa5eb..49c3687 100644 --- a/.ipynb_checkpoints/FileLoadScript-checkpoint.ipynb +++ b/.ipynb_checkpoints/FileLoadScript-checkpoint.ipynb @@ -9,14 +9,14 @@ }, { "cell_type": "code", - "execution_count": 246, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", - "filename = '06302021_H16M55S5MS149_RandomVariable'#06162021_H12M58S49MS732_RandomVariable' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "filename = '07232021_H17M43S36MS591_RandomVariable'#06162021_H12M58S49MS732_RandomVariable' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", "\n", "path = r'S:/flir_images/binaries/'# //?/S:/flir_images/binaries/\n", "file = np.load(path+filename+'.npz')\n", @@ -25,18 +25,21 @@ "variable = file['variable']\n", "variable2 = file['variable2']\n", "variable3 = file['variable3']\n", - "transmission = file['transmission']\n", - "amp = file['amp']\n", - "amperror = file['amperror']\n", - "sigmax = file['sigmax']\n", - "sigmaxerror = file['sigmaxerror']\n", - "sigmay = file['sigmay']\n", - "sigmayerror = file['sigmayerror']\n", - "roi_sum0 = file['ROI_sum0']\n", + "# transmission = file['transmission']\n", + "# amp = file['amp']\n", + "# amperror = file['amperror']\n", + "# sigmax = file['sigmax']\n", + "# sigmaxerror = file['sigmaxerror']\n", + "# sigmay = file['sigmay']\n", + "# sigmayerror = file['sigmayerror']\n", + "# roi_sum0 = file['ROI_sum0']\n", + "# roi_sum1 = file['ROI_sum1']\n", "hist_counts0 = file['hist_counts0']\n", - "roi_sum1 = file['ROI_sum1']\n", "hist_counts1 = file['hist_counts1']\n", "hist_bins = file['hist_bins']\n", + "bin_array0 = file['bin_array0']\n", + "bin_array1 = file['bin_array1']\n", + "\n", "\n", "try:\n", " # Loads image corresponding to index\n", @@ -50,65 +53,41 @@ }, { "cell_type": "code", - "execution_count": 244, + "execution_count": null, "metadata": { "scrolled": false }, "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Var 1 min,max,range: -179.8701 -179.8701 0.0\n", - "Var 2 min,max,range: 13.0909 13.0909 0.0\n", - "Var 3 min,max,range: 18.2727 18.2727 0.0\n", - "Var 1 mean nan , Var 1 std nan\n", - "Var 2 mean nan , Var 2 std nan\n", - "Var 3 mean nan , Var 3 std nan\n" - ] - }, { "name": "stderr", "output_type": "stream", "text": [ - "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:34: RuntimeWarning: Mean of empty slice\n", - "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:35: RuntimeWarning: Mean of empty slice\n", - "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:36: RuntimeWarning: Mean of empty slice\n" + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6735: RuntimeWarning: All-NaN slice encountered\n", + " xmin = min(xmin, np.nanmin(xi))\n", + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6736: RuntimeWarning: All-NaN slice encountered\n", + " xmax = max(xmax, np.nanmax(xi))\n" ] } ], "source": [ - "plt.hist(hist_counts,hist_bins)\n", + "plt.hist(hist_counts0,hist_bins)\n", + "plt.show()\n", + "plt.hist(hist_counts1,hist_bins)\n", "plt.show()\n", - "plt.plot(index,roi_sum)\n", + "#plt.scatter(var_arr,roi_sum0) \n", + "plt.plot(index,roi_sum0) #index\n", "plt.show()\n", + "#plt.scatter(,roi_sum1)\n", + "plt.plot(index,roi_sum1) #index\n", + "plt.show()\n", + "#plt.plot(index,(roi_sum1/roi_sum0))\n", + "#plt.title(\"ROI 1/ROI 0\")\n", + "#plt.show()\n", + "print(roi_sum1[4])\n", + "\n", "\n", - "threshold = 75\n", - "thresh_indices = np.argwhere(roi_sum >= threshold)\n", + "threshold = 100\n", + "thresh_indices = np.argwhere(roi_sum1 >= threshold)\n", "#print(variable[0:200])\n", "var_arr = np.empty(len(thresh_indices))\n", "var2_arr = np.empty(len(thresh_indices))\n", diff --git a/FileLoadScript-Tweezer.ipynb b/FileLoadScript-Tweezer.ipynb new file mode 100644 index 0000000..a2593d6 --- /dev/null +++ b/FileLoadScript-Tweezer.ipynb @@ -0,0 +1,467 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Actual processing" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "filename = '07232021_H17M43S36MS591_RandomVariable'#'07222021_H12M43S1MS577_RandomVariable' #<4atomimage #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "\n", + "path = r'S:/flir_images/binaries/'# //?/S:/flir_images/binaries/\n", + "file = np.load(path+filename+'.npz')\n", + "\n", + "index = file['index']\n", + "variable = file['variable']\n", + "variable2 = file['variable2']\n", + "variable3 = file['variable3']\n", + "hist_counts0 = file['hist_counts0']\n", + "hist_counts1 = file['hist_counts1']\n", + "hist_bins = file['hist_bins']\n", + "bin_array0 = file['bin_array0']\n", + "bin_array1 = file['bin_array1']\n", + "\n", + "###############################################################################\n", + "\n", + "try:\n", + " img0 = np.load(path+'npyfiles/'+filename+'_sumimage0.npy')#,allow_pickle=True)? Pickle might be for multidimensional\n", + " img1 = np.load(path+'npyfiles/'+filename+'_sumimage1.npy')#,allow_pickle=True)? Pickle might be for multidimensional\n", + " \n", + " # plt.title('Sumimage0')\n", + " plt.title('Image of Tweezer array')\n", + " plt.xlabel('x (pixels)')\n", + " plt.ylabel('y (pixels)')\n", + " plt.imshow(img0[235:275,235:275])\n", + " plt.savefig(r'C:\\Users\\hoodl\\Desktop\\tweezerarray.png', dpi=1200)\n", + " plt.show()\n", + " \n", + " \n", + "# plt.title('Sumimage1')\n", + "# plt.imshow(img1)\n", + "# plt.show()\n", + "except:\n", + " pass\n", + "\n", + "###############################################################################\n", + "\n", + "number_of_averages0 = len(bin_array0[0,0,:])\n", + "number_of_points0 = len(bin_array0[0,:,0])\n", + "number_of_rois0 = len(bin_array0[:,0,0])\n", + "cutoff = 50\n", + "\n", + "def cutoff_array(bin_array):\n", + " correction_array = np.ones((number_of_rois0,number_of_points0,number_of_averages0))\n", + " cutoff_array = cutoff * correction_array # correction array is an array of length number_of_bins and all elements =1\n", + " binary_array = np.zeros((number_of_rois0,number_of_points0,number_of_averages0))\n", + "\n", + " for i in range(number_of_rois0):\n", + " for j in range(number_of_points0):\n", + " for k in range(number_of_averages0):\n", + " if bin_array[i,j,k]>cutoff_array[i,j,k]:\n", + " binary_array[i,j,k] = 1\n", + " else:\n", + " binary_array[i,j,k] = 0\n", + " return binary_array" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "# Keep in mind, the organizational scheme for bin_array0 is 'bin_array0[ROI#,Point#(a single variable combination),Average#]'\n", + "binary_array = cutoff_array(bin_array0)\n", + "avg_cutoff_array = np.zeros((number_of_rois0,number_of_points0))\n", + "last_index = 130#int(np.nanmax(index)/number_of_points0)-1\n", + "err_up = np.zeros(number_of_points0)\n", + "err_low = np.zeros(number_of_points0)\n", + "\n", + "for i in range(number_of_points0):\n", + " avg_cutoff_array[0,i] = np.sum(binary_array[0,i,0:last_index])\n", + " \n", + "def wilson_interval(n_s,n_tot):\n", + " z = 1.96\n", + " n_f = n_tot - n_s\n", + " first_term = (n_s+0.5*z**2)/(n_tot+z**2)\n", + " second_term = z/(n_tot+z**2) * np.sqrt(((n_s*n_f)/n_tot)+z**2/4)\n", + " p_up = first_term + second_term\n", + " p_low = first_term - second_term\n", + " p = n_s/n_tot\n", + " error_up = np.abs(p - p_up)\n", + " error_low = np.abs(p - p_low)\n", + " return error_low,error_up#2*error\n", + "\n", + "\n", + "for i in range(number_of_points0):\n", + " err_low[i],err_up[i] = wilson_interval(avg_cutoff_array[0,i],last_index)\n", + "\n", + "plt.title('Average success vs Variable')\n", + "x = variable[0:number_of_points0]\n", + "y = avg_cutoff_array[0,0:last_index]/last_index\n", + "for i in range(number_of_points0):\n", + " plt.errorbar(x[i], y[i], yerr=np.array([[err_low[i],err_up[i]]]).T)\n", + "plt.scatter(x,y)\n", + "plt.ylim(-.1,1.1)\n", + "#plt.xlim(-1,1)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "# Keep in mind, the organizational scheme for bin_array0 is 'bin_array0[ROI#,Point#(a single variable combination),Average#]'\n", + "binary_array = cutoff_array(bin_array1)\n", + "avg_cutoff_array = np.zeros((number_of_rois0,number_of_points0))\n", + "last_index = 130#int(np.nanmax(index)/number_of_points0)-1\n", + "err_up = np.zeros(number_of_points0)\n", + "err_low = np.zeros(number_of_points0)\n", + "\n", + "for i in range(number_of_points0):\n", + " avg_cutoff_array[0,i] = np.sum(binary_array[0,i,0:last_index])\n", + " \n", + "def wilson_interval(n_s,n_tot):\n", + " z = 1.96\n", + " n_f = n_tot - n_s\n", + " first_term = (n_s+0.5*z**2)/(n_tot+z**2)\n", + " second_term = z/(n_tot+z**2) * np.sqrt(((n_s*n_f)/n_tot)+z**2/4)\n", + " p_up = first_term + second_term\n", + " p_low = first_term - second_term\n", + " p = n_s/n_tot\n", + " error_up = np.abs(p - p_up)\n", + " error_low = np.abs(p - p_low)\n", + " return error_low,error_up#2*error\n", + "\n", + "for i in range(number_of_points0):\n", + " err_low[i],err_up[i] = wilson_interval(avg_cutoff_array[0,i],last_index)\n", + "\n", + "plt.title('Average success vs Variable')\n", + "x = variable[0:number_of_points0]\n", + "y = avg_cutoff_array[0,0:last_index]/last_index\n", + "for i in range(number_of_points0):\n", + " plt.errorbar(x[i], y[i], yerr=np.array([[err_low[i],err_up[i]]]).T)\n", + "plt.scatter(x,y)\n", + "plt.ylim(-.1,1.1)\n", + "#plt.xlim(-1,1)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 453, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(hist_counts0[0],hist_bins)\n", + "plt.show()\n", + "\n", + "plt.title('Histogram of single atom trap')\n", + "plt.ylabel('Occurences')\n", + "plt.xlabel('Photon counts')\n", + "plt.hist(hist_counts1[0],np.linspace(0,150,40))\n", + "plt.savefig(r'C:\\Users\\hoodl\\Desktop\\histogram.png', dpi=1200)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAATEAAAD8CAYAAAAfZJO2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9bWxc55Um+Lz31te9ZJFVlyXSxSqKDr8kgjKpFWh9xLGg9brX9hijjoN4ksakNwNkECx60didQS9mMPtrZrcXWKCx09jGYnaD2dlkuxvt2QySjDDeWBOvI8hxJEscQaTEpcSvmGIVSyxV3SqyyLr1de+7P859TxWTbluJbK+C5WsULJVu3e/3vOc85znPEVJKHI7DcTgOx2/r0P6/PoHDcTgOx+F4knFoxA7H4Tgcv9Xj0IgdjsNxOH6rx6EROxyH43D8Vo9DI3Y4Dsfh+K0eh0bscByOw/FbPT4TIyaEeFUIcV8IsSqE+MefxTEOx+E4HIcDAMSnzRMTQugAlgH8DoAMgJsAfk9K+f98qgc6HIfjcBwOfDae2GkAq1LKdSllA8BbAH73MzjO4Tgch+NwIPAZ7DMFYLPj7xkAZz7uByERkeGeBMRuFULTAE0AXoeHGNABzwM03+Z6HmQ4BOFJwHWBlgvpeRCaBul5QJcB0WzRtsL/jSbgBTVotSbc7hD0/RbgtuB2RwAN0B2X94VgkA8tQzpahoAUQLBK5yRaHmRAgxsS0BsSouHC7QpAq3t0XF2HDGjwdAHNlXBDAsIFtKaHRkxDYB/QnRaa0QD0Bu1Tq7to9gYQcCTgSQhP0j6Cgs4NoPOvu5AhHVIAUhPwAoDekJABATcI+j0AIQFPF9D3anyNWlOiZQgEKy6aUR2BfTpf1wxB6kCg0gB0HWg2AU2DDAYgdQEZ8I9Tk5AaXZMXFNCaEqLehBcJQqvWIY0wPTdNQDRceo7NJh0fgPD8eyHpnL2ggL5b85+PBhkOwgsKiJaEGxEAADciEdwV/PtmVCBY8e9Z04Mb1iE82pe6x1IXEK6EG9HQMoFwWaLRIxDYBz9r19AhWnQ9er3j7wH/uCFAakBwz7+froQX1KBXG5DBAFqGhoDjAQBaXRr0moTW9FC3dMiARNgGmqZ/rTUJIQFRb0KGg3RvANT7AgjtePysAUAKenbqndIdF40eHXoT8DQgWK7BM8PwggJuBNCaADz/eQeAUKkBtzsE0Tp4TE8X2C9nClLKIx83Fz9uvPIfd8mi7T7Wtv9hoX5ZSvnqb3qsX2d8FkZM/DXf/UrMKoT4NoBvA0BE68YLyW8ASUA4dUjHgaw60PosVKeS0GsuQls7kEYIWNmA1mehPtoPvUaGSrf3UTjXj56NOgAgWHIgsnnIVH/7gCsbEMkkZCaH2pkpRK4uwmtUUX3pDLrXd9GMG7SvWguNWBjG3DoaJ4ZRjwexfUbDF/7xNWgzkxBOA8KpozqVhLFuA3YZGIxBOHWgG5BGGNIIQTgNSCOEWrKbzv/uBpxzIzDWbTjTln8st32uI/3wjCBfj2t1oRELo2VoMHMOSse60LNRRz0eRPT9Vciqg+JXZnDkvU20xi3oq1k4p0ZgLuYAAI9eGkL8/j6qSQPhUhPBG/cg0klsXhxAbM2lfcDBg//6JJI/ryG8loc3FEUzbmB3OMzHcsMC0beuo/L1swiXXZiLOXhWFHsjPQiXmgCA0NYOn+/+QADOEYH0T0poxg0ESw52JnsRLrsIlesoHetC13YLxrqN8qkjiN16BNhlNE4MI3R3A5UXxxBwPOwPBJC4lsfmxQHodSBxp4bQ1g62L/QjvlyHXmtBW1hF7dwU6jEd4bILY92GNEJ8H3/x5S4cfaeOB6+GYWYFzEcewmUX9ZiO2LsrcM6MIJLbQzNuoB4PIlxqIrS1A+HU4VlReEYQheku6PRaIfH2MvCFGCpTCQBAvUfja2kM9qL6TAh6XSJcaqL6xRB6l3awN9KDnrks6qP9WPs7ASSvaui9tIDMH5zE4M/2sPWlbgxd2ubnUj2iYT8l8IUflKDZFTy6OITdEYGedYlAXaIVFujZqGN7NoJoxoNel3wubhgI79I2gbqE+bCB0kQY4V36809/+k82frMpTaNou7hx+ehjbasnVxJPcqxfZ3wW4WQGwFDH39MAtn55Iynld6SUs1LK2aAXRGOwl16eoo3GiWHUzk+htZlBJLcHAHBGLHhGECKdBAAUnotAt/eB6wsAgL7vzyN44x6CN+7xMZpxg4yeXeHfYXwYxrqN5unj0EwTAcdjAxZey0O39xF65yZk1UGw5KD78h2M/ckyALABk0aYzssuQ1YdSCOERy8NobWZgXDqqCW7+UVXRqXy4hhC5TqEU+drciM6asluAEDxZAy6vY9A1gYAVJMG9gcCqKR1aE4TibeXEbq7ge7LdyAMA161isS1PBlze5+MQJlmm3QcxL93Dbq9j+higQ1YZSqBxN0meuaykKl+CNNA8ufkCbVSFjS7guCNe+i7XUY9HkTA8RD/IAOcnYb5sIHI1UXUR/uh2RWYP/wQu8NhXlwqz5rQay4CdYmBuRr2RnpQfSaEncle2JMaQuU63AitmWrSxz/IAAA2/94xhO5uoPD6BAAy7o0egcZgLwZ/tof4ShOliTA2vjqA/r+Yh15rwY0EINJJ7A8EEP2oikhuD+VTR9CMGygd60I1aeDoO3WUJsKIrgPRjItw2UX+FBm4xolh7B4NsKFVBtkZoYVTOA00YmH0PGghfn8ffbfLkKl+bF4cQM9cFtHFAhLX8jAXc2gM9iK8lkcrLGjBKDkAgNz5ONywwMp/MYRgyYF1W0crLOBNj8F4JFE61oWh796HNELQ60C41ERlBBj+8R52Jntx7x+mceS9TdRTDSSu5RH/IIOejTpCdzcwMFdD9KMqvbelJhLX8kgs7LMB2z4D7A6HkVjYR/SjKgrPRR5r8n7ckAC8x/zv8xyfhRG7CWBcCPEFIUQIwNcBXPqkH4XX8mQETHqpjLl1BIbS8Iwg9Cu3YC7moK9mITM5tDYzGPizn2PrlQHoiT66kD4LXrUKYZLhkql+hO5uQJgGHr00RF4cQF5PhgyLMA2YizkyfiUH9VHy3PREH7Q+mtQAACsGbWYSrtUF6ThkcLN5NE4MkzG0K+j7/jyfS+TqIqLvr8KbX0IrRV6X+cMPoS2sUsjlb2PMrdMkODGMvttlMtRFm7w6APH7+xi8vI1m3IA7liLDk06i9EIa7oVTEA55S9IIIXjjHgJZG6UX0gCAwFCaF4bct05i+0I/zJwDY92mSZrNQ1Yd3yDo0O19lF5I0300guhe34WxbrORrD4Tgkgn+T7pE6M48t4m39PqEQ16rYXeSwtwIzo907KL3qUdDP94D5VnTQBAo0dg65UBuBEdXpE8p8TdJhonhtGzUUfA8VCaCGPg5h62ZyMIZG20DA09D1pIv7eHnYvT2PpSN3vhAOBGAlj+owhitx7xZHXDAqWJMOLLdcSXab8tQ8PRP72N6EdV6LUWBq7k6bqy9P/Q1g7qMR16zYVrdUGvudgfCEBzmtiZ7EUt2Y3E3aZv5OrY+OoAqlNJhO5uwCvaSFzLI3R3A824gfgHGUQzLuIfZJC60kIzbiC8S2Ft5VmTrrUusfV7x7Az2YvQrsTucBipKy2UjnUhXHZx7F88wke/fxQT/7IBmcmhOkX3v/zyOEJ3N1BN0uL7i98NYftCP37x5S4ceW8TsVuPMPAheY6lY130/j16csMiIdGU7mN9PmkIISJCiBtCiHkhxKIQ4p/6339XCPELIcRt/3PyE/f1WahYCCH+FoA/BaAD+FdSyj/+uO17hCW/eOTvoHFiGHqtRcaqSquZ1mfhwdeOYvBne6gmDdR7NPR9fx7N08exOxxG3/fn4U2PAdcXEBiiCSwdetCxW4/gLq8dOFbj1edhzK3TeRoGby+rDnYuTiP27gpk1YFXrZIRLdrA+DA0u8Ihhrawiubp4xRGLa9BT/TBmR2h/Vox8tBS/RBOA5WpBLrXd8kYr2bhForA2Wno9j4qUwnUezTE7+9Dc5oQ2Tyfd2dIqoypZ1G4p1+5he0//CLcMJD+SQne/BL0iVE4IxZC79yEZprwpsfIQxvsRT0ehJmj+xnIkhFTntH2bASJu00OjWWqn70Tkc0DAJzZEYTKdWgLqxAmGVRtYRXFN2cQv78PNxKAG9FhrNs0+VfJ0/OMIAJZmw238lxz3zqJ1I8etO+9f6/UkJkcvOkxaE4TnhHE1pfIeITKdVSTBnmSjnPgXhdPxtCzUaew2A93A4534FlLIwxnxOKQuHgyxiFY9K3rcC+c4t8D5HmrMLk0HsTg5W32sLsv36FnMj2GRizMYakKRx987SgSd5vQay5DFApWkFWH76MbCUCvtVB51kTv0g4AMAShvOGWoaF7fZchEs2u4NFLQ3DDQM+DFj3zmUlodgW7sykEHI+hCgAcafz0p//kP0gpZz95Bv/149RMWL7/zjOPtW334IOPPZYQQgDoklLuCSGCAH4G4L8E8J8D+HdSyn/zuOf1mfDEpJT/l5RyQko5+kkGTA23UETo7ga0hVU0TgxD67Owc3Ea9dF+DF3aRiMWRvT9VfTdLkOkk3AjOhJvL0OYBjSnCW1mkj0pYRhkCDI5uBdOITCUhj4xCvfCKQ7v3EIRu7MpNmAA0HtpgSYG0DZgADwjCK9oY2+kB9rCKjA+zC+rNjMJt1BEJLdHL6dTp32sbAB2GeFSkyaoH/bqE6PYfr6bJlPOQXjXQ2G6i72t2LsrcK0ueEYQzoiF5b/Xi9ILaXhWFCKbRz0ehDYzicG/uo+BuRo0u4LAUBru8hrMxRwCQ+RN6atZSIO8C4CMVyDre1Y1F1tf6kb1mRAGf7aH3aMB9k41uwI3okOzK2RcDAPGuk0GZXoM7liKQt7xYcS/d40NWMvQ4IxYHDJqdoV+Y0XhLq9h65UBOLMjwPgwzEceWinCNemeqTA9BNfqgkgnoa9m8YuvxFF51sTQpW16Sa4voPvyHTx8jdAK4dThjqUAkNcaurvBYbHyJAHAHUuR9+p7V7uz9JuejTr6PywTLnd2GrkvRrA7m8LeSA+E08DWKwMIZG1kLwQwcHMPjcFedK/vomcuS556n+9lL+bI01rLk1F1HAzM1ehYw2FUnjURubrIXtTeK89BpsjDBcD3zDOCKJ6MwVi3KQx+fxXGus0GU6b6sTfSw3BBzwPyRt0Lp1BLdvN1GXPrKDwXQeZ34rzoKYP2JENCwpWP9/nEfdHY8/8a9D+/kUf1VDD2RYDCDwXEB2/cQ2szg+hb1xEsOTzBALB3Ysyts/FRuJcKSR++NkTGZJzAYs+KonzqCPQrtwAQHgIA3eu7PAmEaQDjwxzKAUDz9HEykguryH9jBj1zWWCcfls+dYQMi9OAZpqccJCOQ2C/v13oro+lnp2GWyhCZnIwH3kUttj7cMMCie9cQ7DkkKfje4fawioiVxcx8d8swHzYIOMyloKZcziUDd64h1bKQmszw6FsfbSfQlLDYEMYXSygPtqPVsrCL343hNJEGEf/9QPodcJl4st1Oveqg+yXjyJydZGNQWszw3jk1pcIv2ulLOTPxKBPjCJ0dwO7RwOILhaQPxVE8MY9uGMpxs7UdsmrJYTeuQnhNBD/IHMgJBROncNuhQnKqoMv/KAEAKhMJQhHe/V5YHwYlRFahKQRRiMWhsjmEcgSlqp+34wbEE4dhdcnoDlNxD/IsLGILhbYO/HmlyAzOWRe6kb/rSbMnMNZx8SdGqTjIFwQCGRthLZ2cO8Pu9DazJAB9j1MaYTZgLpjKQjDgF5rIXjjHsK7HmK3HkGkCWfT6xLVIxqKJ2NwRizU40GEtnbIkIKw3e0L/ej/kJIdMpOD1mdBOA3Ukt2Ivr/K8EbL0BDJ7SG8lkckt4eA45HHbcUwcHMPgz/bQz0eBM5OH/B0n2R4kI/1AZAQQsx1fL79y/sSQuhCiNsA8gB+IqX80P+nPxZCLAgh/rkQIvxJ5/SZhJO/7ugRlnzh6DchHYfcfseBWygiMJSmLODcOoVhABmMjvBOreKtlAVtYRV7rzyH6GKBkwTCNODMjnAI0QnOu1bXgd/ITA5etQo90UcGcnwYWNlA7fwUgea+NxUYSrMHp8JOdZ6wYmR0/d+SYWyQYQM4FMv8wUkMffc+3EIRmmlCmAYbMK9ow5se41BMOHU8emkIiWuE59GEoGtWIapmmpS88DN9wRv3CN8q2vx/ABQy33oEZ8RCJLcHkc2TwfND1fBanjO/2sIq79OZHUFpPIj4ShOR3B5nAKtJg5INpnHgnhXfnEHiWp6Po9kVZL98FIN/dR8b3z6G4e/chzAMVKco4bJ7NIDEAiVqtJlJALRgqfBPXas6V5HNY+v3jiH1owf0nNNJSCNEHm1Ep/DXaaKW7KaspVoIx4c5maLXCLtRXvXubAo9c1k+J5WAUZnY0NYOZCaH5unjbIBLx7qQeHsZlRfHYOYcZF7qRu86ZUF5/3c36L3wIYLGYC8tWv49iWZcdF++w8+8lbJQmO6ibGqpSbDJ7TKF+TfuoXn6OKrPhGA+bNBz8q+zHtPpuyu3KJLwn6kbIZzvScPJkzMh+X//uP+TNwSQSGUf+1hCiBiAHwL4QwBFAA8BhAB8B8CalPKffdzvnwpPDABamxkO8QAyVp4VReTqIntLODsNrc9ilxorG4x56atZ1M5Pwfzhh2ww9l55DrBiqMfI09PsCm8vjRCFO9UqGTAjhNr5KeDsNBonhmnyrmxQJmndpsllmsDZafZ0tD4L+sQovKINvea2PUP4mUyVZDBC5DlUHTYMA3M1VF4cQ+PV57FzcRrO7Ai8on3AI1EYjjQI+5NGiA0YAMLRDIMxMABMVdD6LMLwpsfgFW1k/uAkMD5MuItdhrFuk1ebIo/Cm19CPR7Eo5eGELq7Ad3e53AJVgwtQ0PqRw/IONgV6PY+dHufwmXTgEz10/1b2UDz9HEceW8TwqlDr7kQ2Tx2Z1NI3KnBmR1B+j0KvVubGRjrNnLnguh5QBnH0jfPkWFVHrefiNBXs4AV4/dDpvox+Ff3AQC181NswHaHiZaiOU0045S4KZyjTKzKUO8PBBAqU5ZPr7XgWl2oTiWZCgGQgdsb6YFnBFEe1dmjVgakdKyLPLz7+4AVQ7jUhOY0kX5vD9GPqu1QNqL795iwzcpUAvV4EJ4RxO5sCoOXt1E9otG7ZO/ztYZ3iaoRXsvjyHubjFPmvzED/cot9F5aQGhrh3HDSG4P5sMGgiUH1TfO4KPfPwrNriD3xQh7a5/G+DU8scceUsoygCsAXpVS5vxQsw7gfweR5z92PDVGTE/0QU/0MYVA67PoZfbDOW1mEri+gN3ZFMwffsheEADGVkLlOoUcIBC8Zy4L2GVE37oOr2jzBPCKNnlJKxtovPo83OU1AsdrLjSnnSLX+izg+gK9gL6nE8jaKL45w2Eb7DK8apV/o7wwmcmR1zA9RqGmaVJ46ns2oa0dmDkHkdwep8qFaZC3YRqoj/ZT9jGmE/dpeowAfrvsZ1vD2JnsJe/VNKDb+9i+0I/qMyHAirE3UU3SvRz8k5/T71doMgqH6B7NuEEp/olRdF++g0Bd8qT76PePonzqCIRTh5nzs7fXF1Af7UdjsLeNuVkxiGyeKCTpJIHjRRvScYjyYsUopI0HYazbfI3uhVNoDPYi/VPCj9SEdcdSdB9XNlA+dYQ9IpnJoXpEaxu5VD88K8rUEjeiI35/n8NBdR6Ja3nAinFYHN71oDlNVF4cw/bz3dDtfbQMjfdhzK0jWHJg/vBD6KtZpH9SotDOCEGvtRD/IAPnCNEhA1lKZoS2dpA7Hyd8dmEVjcFexiOLJ2PwjCCkQThXdLEAzaHQVRoh9H9YRmszg8ZgL4y5dQjDQPSt69gdDpPHb4SxPRtBM27gmR9vQp8YhdZnoTKVQP5MDLi+AOE02LsDgOHv3EcrZeHo2xSSq6z1kwwJoCnlY30+aQghjvgeGIQQBoCXAdwTQiT97wSALwO4+0n7emqMGGNBClfyhzuWImOysoHAUJperEQfMD4MfWIUANjz0FeziOT24BaKjAGosBQgmkNgKA1hGmwAzcUcNNOEPjEK/cot4qL54V91KknGyzemMkMhaaAuyWj5uJd74RRx0Uy6BpHNw6tWKcR1mqidnyIvBT6Zt+rAXV6jJAGI3KrXXDIGhsGYile0Ef8gA5El/lorZUEYBhJvL0NmcpQEGEv511tH/1/M0wQbsXxOWoMyeUaYQzStz0L55XE8fG2IVv0rtyCcBrYv9Le5dACwsoFn//wBoh9VGXtSHDz9yi2ir2TzcK0uuFYX/0waIXhWFDsXpyGrDvZeeY4AeKuLFiiV+AAZGeUNAbS4tDYzCGRtej7jwwiXXX4PRDqJgR8sE+SQyWFnspf5XCKbJ9zMJwgLp4FWykLz9HEKh/2w1o0ECDda2UB0sYDk1RItdIsF7M6m6LeGQRnCiVHAIgMUuku4a2G6i0L7u03/egm4F04diTvEufOmx1B9hpIUu0cDiH/vGirPmiic66fkBoD8mRjRTlY2KAt64RQAsEe+/YdfRPx717D9FeLODV3axvZshBIlVhdaKQvR91cx8INlaDOTcEYIN3vwtaOopHW+x2u/FyPeYvrJp7qEhPuYn8cYSQA/FUIsgGhZP5FS/jsAfymEuAPgDoAEgP/uk3b01BgxwAdrfQMmjTCFX04T0ml7Xe6FU5QAWNng7CMA/p03v8T7U6GBwsbUdoyv+eGSMlA4O02el4+fGHPrNAngJwPGh+EZQcTeXWGvxpkdYYOjPEhYBGZrC6vAygaFLu/cpPS6f576xCiKb85QFtAI0b8ZoTYd4foCGXQjDFgxNAZ74UYC5OH4fDF3LAXNaUKfGMXa3z8Kb3oMrZRF2cSFVa4sUBw5BUj3XlrAwA+W2yHP8hoSC/sonzqC3ksLRCPps/DwtSG6/5kcWoaG/DdmoM1MQp8YpfthxaCvZtGI0TnSZG7QPbr1CMU3Z+CGBXuFGB+GZ0UpvB5LMZUhkLURXsvjF//oJDTTxO5sCnqiD3sjPTAXc0T18PFI8ojCKL45g+hHVTgj9AzLL49DZnIw1m1U0jqEU0cga1O4OJZCPUbE4mDJgW7vE4aWyWFvpIcWD6eOnrkse3GR3B7dN7uMrS91MxZnPvJw5L3NNi5olxEuu/CsKJGKs3loDhk43d7HwJU8AkNpxN5dQeJaHpGri4BdxsAPlhnwd0YswiJ9T/UX/+gkBi9vIzCURs+DFhqDvdi+0I+h795H5nfizA+DFYNM9WNnsheR3B4qUwkMffc+G1Pd3sfAhx5C5Tq80G82Jw8MCbiP+fnEXUm5IKX8j6SU01LKEwr3klK+JKV8zv/uGx0ZzL9xfBZlR7/2EAEd0ggfoDUIK0Yhx/wSh5pe0UYYPn524RRCdzc4nIFdJm/ON0SwywjZZbhoe3f6xCh5QKZJnpK/n93hMGE4q1m4AIH7Ps6jX7kFTIwivJanc7QrgA9I67V+5k8pgygdB1C0DQXqX19A49XnOSwSToMMh7p+H1x355dQfeMMsb6tKFpGu4YzWCLvwatWofv8Ld0H8cN2BSN/dp+TCqLPgjs9BrGaZXBZZGky6Xc3AD+kBSiMl6l+FI91IbzrwatW4UYCaEwl0f9hmRIo48M0wX0mu2t1Mcbi+WE8lxCBKAMN37gA5O22NjOAH5KrhIo3PQYt1Y9G3EBpIoyRv9xG+eI0wmUXbqGI6PsUwihvumV1IVhysP53B5C81oS+moXpJ4IiVYc5W9EMXbPiwwWyNmL2PgPrqqyoefo4e6oqMRR6J4Oq4hL6RmJgrobqVBLmYg7d6pk5DbhxAzpAGJxdQcvn5mV+J46BuRrKp44g+lEVgSxRQZTxBADX6uJMaiS3B69oo2eOFu+urORwVFGCnlkDYBgY/JOfQ58YReFcP8qTXUjcluhd2sHOZC/MhxRih9fyHAV0X76D2vkpRApPnsAjxv7TN54KT0y2XLjLa2htZoh176+SbqEIPdFH4ZJfaqM8meCNexxG8X4chwF4BaQr4J1DOJOY45pp0qS+covqDzcz7ILj7DSHt4GhNOFexXaGS73QgA+um0SkVBlLt1CkkNUIEpfMNCkT6DT88KHOlAh1bupY3eu7qD7jE1yvL8CNBHhlV+A9rBgz+JVxJTInAf+7s8TlcsdS5CXOL3GYAqCdKbW6KFyaX8KR9zYRfX8VgaE0eQRz64yvqNBMeREqg6aygrq9D/MhGWblVYbKdfTdJg5WdSpJYbwyYE4TzdPHEchScqEeD2LgB8vEdfPLm7SZSVReHINM9TPO6UYCqCW70ZWVtCD4z0vxz1R4Hn1/lZ+RGwnAs6IonGvXpgIUzoW2dtgzVNw3nJ2mbGZH3W31mRDqMR2lF9Joxg08+NpRxsHUe1KdSqIRo0TM0KVt7A6HYT5soDDdRd6070nKTA6u1cUVDNkvHyW6x/gw190O/GDZD/MpK707m8Kjl4bw6KUhhlC6tlv4wo+opAgrG4i9u0IcQv+ZMV+vj8JovT1NnmAIuI/5+TzHU2HEAJrAyrAAdPO5pMg0CSsZSvOqrKgQANjgwYqxl4Wz0/Cmx8gzMQ0Cv/0XAPAzWo5DnojvBcpMDpWvnwWuLzD4X51KEoXBJzeq0MgrUgiElQ32BAHQZJqZROPEcJvE6IfCjcFe+rsVhUz104TusyBMA63NDHZnU/DmlxC79YgoBROj5GmubDAXis43RJPTn5SdRFWF7yiDpTlN6Ik+ImSePk5GdiwFdyyFRiyMxmAvZ4LVdfXMZVF5cYzO03F40gnT4FBct/fp777hCt64h8arz6MZN9A4MYxq0iCGuRGCXnPx6CXi7pWOdTGz/eFrQ4yVNU4MQ0/0IXjjno+jNVDvodczcnURpRfSVNtaczFwJc8cOM+KcsjpVatsgCgcpNDcm19C323/+dhltFIWeh60eAFsxg3szqaIwR8JYPtCP7z5JT/5Qdyu2LsrXIM4+Cc/J6OnFoOwQD2mI5LbQ6hMpN3E28sIbe0gsUCVGe6FU4Bd5ixk7NYj1Ef7MXh5G11vwbgAACAASURBVPV4kLOxwmnQ4uO/q/HvXUP35Tvo+/48wrseyqeOoDKVgF5zUTpG3tzeK8+RJx8W8KwoqlN+cmV+id/X+PeuPdH8BBSwLx7r83mOp8KIiXCY6AD+ZFcvmpowwEEGfWszA21mkj0YBqTtMmUzTZNWZR9XUp6cu7zGxzDWiRwpU/1sBLxqFbF3Vw7UYxrrNvSJUbQ2M5AGqVuE3rnJBeoK3IcVQ+PEMPJnYhBOA+G1PBF1HYdrQFUhtmZXsDPZC22BPIbC6xPQJ0YRXSwQ5meEOMPlLq8Rw9unJMhUv59JbdcOinQS0nHYm1QemW7vE0ZoxdBKEe6i9VmoJg0EsjYiVxf5O6xstDE9AGaOMl3CoOxw9K3rfL+V9yKrtAjUkt1ERZlbhxvRUY8HUT1Cr1Yt2Y3CcxHE7+/DK9pUY1prcVZOX83Cq1bJo/TLcXrmsgBo4nlGELXzU4h/QCTm0kSYvUFjbh2eEaSaW8OAnuhDZSrBxr186gh2h2mByp2PY/t5wrZUCVB9tJ9LqwDybsJrecaxWikLsMvomcvCmR1BNWnAfOTRu2eEsf2VCXhWlLPLajTjBsovj3PCI7pY4HcEoCJz1+pC7osRKp5P6wzMq1C7MdhLHD8/q908fRyVtI74BxmmXiTeXsajl4bQffkOWpsZ9C7tQGSJ+OpZUfYqFZTwpEMCh57Y3zikx+UzaqjQQGFLpRfI+1LhYCdDXnG/lNFTnCBtZpJfBDX0iVH6d4fq7BSfa3c2xWEoh4NFmzyNTI4LqgGwZ6Mn+g5wz9QEUIXiwmnALRSJUW/vH6CE9F4iAxu5uoi+22UyWFYX9FqLwPFqlTJipkksfd+T9IwgCt8+R16ZzyuSmRyFP2enqZJgfgnu8hrc5TX2MJVX2NrMELHSigLjw+T9WdG2IfTDRFUSI40wkTCH0pTkODtN91hlbKtUrK+IqJHcHrrXd/HMj9uScqkfPWBOnqKpCKdB5T2K4OufgyI7K9qHtrCKSG4Prc0MzEcenvkxUTAUn64R6yB0WzFE318lmoNdQfSjKqlPOA7MRx6SV0vkffvSTsEb90it5MY9dK/vknqJ41DoWSQqSOH1CcLccnuo92iIvbtCXlMmh4EreeJ+PWsi+tZ1ShL4w3zYwC++TJ6SzOSYZ6bC3GrSwNG3S6glu9GM+omEDkJuaGuHxAX6LGL/lxwMXt72OYktMsCGgZ6NOsMMtWQ3lezZFcZipRGCMzvCSa4nHZ4Uj/X5PMdTYcRko0l4mE/2dAtFolD4HhFWNhB96zoz2/WJUcbHlOH65ZVGhQIqlPSsKLv0nRNH8bnU6q8n+g7sqxO7YgzEinF1QStlce2i8lCqSZ+9bpc5RBZOnfcb2trhF8+rVim8urvBhkkaIVTfIB1Jrc/ielLhEAs98Z1rrABhzK2zdxfI2ui9tIDK189CnxhF9Y0zFFKNDzN2Vn3jDN2P+SWirfjZOGeEyo50ex87F6fZELvLawxAB2/cI2Plc7SEYbAn2jgxDOk4ZJiyeTx6aYiL4j0rylw5XnCW17goXU/0wTOCcK0uPPjaUZRfHmfsUD1/98KpXwmTAZ8iMzMJ6Th0DX7mGqCQt3iSaCvK+FDRtY6Nrw6wh6MUSxT2Fr+/j8wfnIRM9SPx9jIaJygr3Xe7zPWxwjS4TjJ26xFK3zyH7vVdAEA9HoRea2H0n80zblh+eZyvXRFrVeVA+r//OUQ2j/w3ZlBNtsvFQls7VPPpL0Cu1YWdi9PEZbxxj8udCtNdJCrgJ3EUDSMwRBje/kDggOf+m45DT+wxhiKXaqbJVAklsaMMgFsoEkDvh5OaaUIzzTY1wd+mtZlhrExWHQrBrtyiPxdtfPT7RznbJx0icop0sg3uWzHCqzon6mAvewmwYhS++fiZnugjXGZ+iV7m8WEOjxTx0yuSjpYzYjE4rrxEWXV43yKbZ+FDRS/pLODVZibJa8nm4RaKHHq0NjPwpsdYDUFNKs8IcmjUvb5LGN/MJGFxfmbNmFtnkm7s3ZU2hy3Rx8kU5Xkp3a7WZoZwOCvG6gzhEsnqhHdJQaL88jgZkg5cUhph4uX53DdYMTaUQ9+9D/NhgzFLjA+zZwKbiv8VuVPVaCocLlSuo3gyhty3TjJ5lCodwszPwvUFIrNWiF8YXsvj4WtEHt4fCECm+pnCoDyb0N0NNpoAGQn1nlReJNz1yHubqCW7EcjaVH+ZJVqP1kf3XRWZG3Pr2B8goxQq12Eu5rD1R19E4fUJ9H9Iz0dzSP1i8+IA6j2CYAifDxf9qIpashvFN2ew8dUBwIoh8Z1rJH7pQxgAUJjuwu5sCqGtHfRs1A+c/286JARcaI/1+TzHU2PEtJlJCrs6wHe3UGQD0dokAT2cnaaQ0Glg75XnUDs/xQAzQKRZfWKUAX73winGyYA2N+zZPycpGH1iFG6hiPBankFqZQApWxRmIqsb0emc5pcYEFf7dAtFBqexsgFvfokMZNWhUM2vMNBrJJ2islnN08dJ9sandGCF1E2FYaD45gwnK6h8icqDRDZP4WehCH1ilJjafRaRbv1Qyl1e4zo9fTVLq7lP3ARogsoqsdIBMqIqRFQGXC0Air+nrqF3aYdKXvxnpgi8Ip1EaGsHobsbFAIbBnqXdoic6+Np7vIaeXmZHLZeGYDmNA+QZQHy+CJXF9lQEEO/ju2vTHCIDBC/LFhymGpTedZEoC7hholPqNda9H44dc6s4iyRcAcvb/OC9syPqUSq73aZSdJDl7ZJMXaN6C8qRCu+OUMn6deTmj/8EA/+q5O0iBgaGejVLFop8gqVLJTC8dyxFPZTgkmy1akkhi5to+92mfC/ZDctThEdQ5e2Ed6VVPQ+lUDonZvQV7Mw5tbRtd1CV1ZSFcMbZ9B9+Q6k4zABeOBKHtHFArZeGUCw5LDX96TjMJz8mOHNLxGr3C/j4TDONwQcSq5m2WBFFwsIvXMTQDvs251Nkafm1zUGb9zjdLlmmlwQDYBXSX1ilLNzml3hEiOFh3lFm5RZ37lJRrTj3NTQE32UFvdDVffCKS5WL5zr5211ex84O82iiHqtxaC6mkDR91fR2sxwRkmYBpNuA0NpCIPq6FQYq9LqasX2rChJBC2vcdkP0K4XVcf3pql2s7WZYRULVV7jWVEyFn621R1LYefiNGV955dQPuVLtZ+dhnSopg+gMF6pSbRSFuNeyjjqiT4EsjZq56cweHkbtWQ3tIVVKjpfzfJzUQXdikP36KUhDPxgmY5vRQG7THieEaR77peXKa7a9myEAXxphNnLVvy0xmAvY3SqJG1nkjDPeo8GaYRIW85fyKQRRuFcPwJ1yeF05OoicHYa1pLLFRkqYxnI2hSinhhGKyxoAbGi0O19PPvnD1CZSlC280SQZcyVLpmsOoyRxT/IsJKuNjNJz9IiuZ7ENUrKBBwPzdPH4cyOIHbrEeOrjcFeDNwknbPSeJte8psOCYGG1B/r83mOp8aIBYbSBEj7FAplDPREH7xqlV44w2DumHDqbVqDFWNsrPvyHQpZHIcVH7z5JSKedrD2VXgnq4SlKBwFAFMzOukeAceDPjFKYYJBGJY+McrlPEz9KNoMyot0ErVkNxsjhbng+gJ7XprTZFBdOHUy2ql+SiS8+jx7OaG7bYxIhXHKS1XXIkwDzggZjr2RHjZCsMtMlsXKBodubiRAkkDK0/WxM4AybNLxvbNsnjKUH1W5jlWVQ2lOk6RfrpAnuzub8qsPwtDtffTMZQnXGUtxRhMAE2QV306VNMkqhfadnrV0HPR9f56MoL3PCZPoYgHawiqXYykvfui79zH4sz0Y64RjKla/Ckf11SxlZWcmqefC+SlE319F/IN2CAqAPSiAFoDEtTwbCc2usOpEdLFAar6LBSbISsfx8SydFXA9g2TYua4XQOIuFXC3DI2Mov/+qf17VhStzQwqXz9LXppfwgW7TIujFYWxTnQfY26deXqlY11wIzoaMcLNQrufFtlVe6zP5zmeGiMmHYfUKX1vCfBld/wSHgCsm6W0pACg+sYZDjE00ySPIpPjmktFLBVZKgJWXKdOeoaxTt6ZZppEicjanPlU3LBQuc6EXFUSBbQneycuFxiiSatkZAJDaVTfOOMTXusUDhsGGxWFsanfKx0vanwRZs9RJT/Un1WJU+XFMfYEzMUcui/fOQCCK+VUb3oMGB+mTNX4MPQrt5gdryf60IwbePjaEIecqrRI1S0qOoQKbQFQ6ZVPGah8/Sy6L9+hBcUus+RR7N0V4rXNL7UJu/6oj/YzV04RmpUhFdk8AfazI5xRVoXnBCnUUTs/Bc1p0jX5Bqf88jjcSIC9xUhujxMXsMvsFQFkMELlOj/PTjXUcNmFMztCtAe7gvKpI1ytIB2Hw8atVwaA8WE2lp4RZIFLY93mBJJu75Mst49RupEAG3GAuIve/BLLmAeyNumxJfrQu7SDSG4PD18bQiMWRvnlcSSu5dGMG1T4P5Vk+g1AdJFQuc4F5YH6pyO59TQC+0+NntgZ8Z8c+E5peimjo0K4Tu6YMmgqbFOpb+VxdQ5hGOwlKaOojJ+SoMbKBk8mhc8pb4736/Ow1Laq7k5hdgqf4LpHu8waYurYqnJASRSr0KvyrMny2ADa1+TLzCiVAsWTOyCZ7UuyKJlrdc8aJ4YZE1GS1HqtBVxfOHD/Ou9Zp2x3+eVxUrwFOMRTctiqfEdk8yxhrWS3VTmPuseKEgGAKhEunGKdq+CNe6zZprozKU0wJcHTWda08dUBdGUlKVYo+Wv/PpOn5ncr8id09Y0ziC4WuJRH3U/9yi16HhY1FmE+F8D7yJ+JoedBC7tHAwjvSpI897dX0j3BG/eI/jMzyfemcK4f8fv7fP6VqQQrtKrnrjLRIptH4fUJ9H1/vk0b8uWntp/vJlVZPzRW+mEAsDPZbrbSSlloxMKkm+d75WofmtMEVjbw7/f/jyfSE5t4zpD/86VnH2vb/3Tk3hMd69cZT4UnJvx+kpppcoGxwrFUmKbwGh5+aZAKNzW7wiqY6ncKlK68OMYlTeQxhdiQKEZzM26wN+NZUdqOVTX9LkL+Su7NL7W1tvw0u0omuGHB5FulI6Y8OzXxlYS0rDoc2gWyNpXujKWAcWpA4s0vwRmh9L9idbc2M6zUWZ1KYm+kB9vPd/vidwEOyQEAVowmmNGWwAlt7dCEmBhlsuryHxP3S6b6SX9ttJ+NcvSt6+Tt+NfbjBsoffMcALBhEobBoVBjsJcNmPKYPCuK1a8RAdmNBBAYShN4n9ujBEGfRfigvQ8zR6FzJLdHBsqnNBA+FYLM5HD0T29ziK7oBAr3U94yAA73zZyDylQCwZLDbPzQ3Q2GC3R7H+YPP0RlKsEy2YoWkljYR+TqIuLLdUQ/qhJb3u8ipbTXhGm0kw1DaRTO9ZP8D3xv1pcpV7imTPXDjQQgjRD2RnrQODGMxLU8RDpJi9mLY9BXs6g8a8J85LHKSfWZECdu1LNRCrOZl7o5seBNj1HruywJAXhG8K9d2H+T4UE81ufzHE+NJ3au628zlYIzkQBnAH/535RBUOl/lanr/E55crBi3NCDlWPHUr/SkER5aoGhNAHNV261m2742/JK2cFPU56cKuzmcii1vRE+KLHtUxWUl9l5PAAHzpOzm74nyFlOvzEIAC5yVh4aVja4RZuSM2b12w5PTZuZbPfF9LWvOu8fgDbl5JeUaVWjFueIYA18aVCLNoWdiXTSV9/QuVBeKYGoyah4VMp7U8ZDJVYCQ2mUXkij99ICauensHs0gIEredZtU80zRDbPjTeUjph6Vp3KtUrFVTUa4VIfnylfOz/FBjn/jRkkFvapN+R37x9o8KHb+3BGLO6fqc5P9QlVHqFSEO5UpVUKug9fG6ImJR9VyWD771X1jTOopHUM/NnPgbPTKEx3ofxiDcf+wQNuNLP8n0Vw/H+t8L1i77LWIimjos0KtMrj+/e3/9sn8o7GnzPl//hvxz55QwAXR+/8/8sT6xxqIuqJPs4SqpVOOg5TLDpXXHcsxYXanY0/AHC5kRqlF9Ikn9NhwHYuTrOnpif6KIvkGxTOQFoxAt2NMNxCEaVvnuNtAV+r3QgRIK88xvFhSrX7UjiqpRwXs/tZVyUeqK7ZHUtx0qFTLkhhegoHNObWqbh3tU3UVWz/wrl+RN9fZZ12xUBXBkwlUiJXF4k/l8mxXlrjxDAx1X1OmMzkUHlxjKV3lPDhkfc2MfgzH28yQsidj1PXoEgAzdPHDygxaE6TFor5JfI+V0iTHuPDcK0uRBcL7brU6TGUTx2hZ26E0XtpASKdRCS3R5UAfg8DzwgCVozpIkrQsrWZQf4bMxTq+jCCkuFR9ZbCMBigV/QHr1pF5OoiKQKPD1OPS3sfsTXCDXcuTqPw+gRRJZbXEMlR85CW732HynUqos/adE/8ulOl/18f7aew3pdk6nnQgl6XqDxr8jnpE6Mwcw6SV0vkSTpNNHoEYu9H+BlrThOj/2eLlGerVabTBEsOyzUBhO8pKSVuP/gE4xDY/zWG6omoVphOhrwq4+AJ73tE0nEYiFaZTK3PYmxLM00Ig/oBht65yaVFGB9G7NYj2p9PJfDml7D9h19EYChNxtGX9lGhqGaaSLy9TN6MXeFGvKorkjKAIpsnMNznjCmRvdZmhj1M9q6mx/iaVTs0VWngjFhM8nULRRKG9MNBVYCuylAAwoDi37vWrkzwwXSlCqEymioUV1nM4pszpNB6dwNH3tvkFnbCNGD+8EPmc5VPHaEEh0OTpGWQ2mriTg2Fb1OoqV+5Rbw6i0iXKhSufP0sXbefKABIfbYx2Mv6ZgCYsOuMWKidn2JVVq9oE1XCl8iGXSZw3PfKvPklBIbSJJ7oNCAN4uJ19gVQ36smMjLVj/ooZYRr56eI4+YnQtzlNUQXC9AnRhH/IIPENfKgGq8+z/WwibeX4YwQptk4McwKwgDJpqvelErdQxFvzcXcARyulbKweXGA1Tpgl4GVDaR/UqKCdcOgxWTF58WldX5HVe2leqeKb86wvHbt/BSyX368zt2fNFwpHuvzeY6nxoh1cq7cQpH/rlRWqdN2m5WvVEMV7UFWHb8Wss41k8qAKeoCleqEidOlSLVKrtknNOqrWQSG0kj+b7d/pZOQyswpzpEKb1VTDiW30snnUYYEZ6c5Y6eMBx+3z2JJHzXi9/fJu7ArzIXD2WlSoU30kXfp00ZkJsclKo3BXgpnfAkiJQIIEP9MMewbJ4YJe/FVPDwjSLiMX1blFW0G9IF2WC+rDsJll0qa/KxndLFAXsSVW4gv1yk0PTtNDUIc6jiunkvv0g6XTKnWdt3ru0Q29rOAgazNFQEATXZjbr0tl6OoNUC7W5XTYB5afbSfO0speonyRPSay4X16pljZYMzolwH6lCSwr1wijlXakHp/4t5qp2198nw+23tYrceIbyWp/tfo8xm48QwQu/cpAyrYVADkMUce4iVqQQVbjsN6PY+0j8psbEDwNUikdwe6qP9pOwxPswcMK9ot0UnAWoebFE/zXqPxpUXn8Y4ZOx/zBCaxpNEnxhtg+R+EbNbKJKMjBEibftqFc3Tx/2ejoQ7KDkbAMwLA8BaYAAOgP6Fc/3kdfnuOIV9YaY6KGJtJ74F0CrXKamjuoWzVpfvESgujzonxadiQ3x2mpUwpONwaKSUNlSfR+UhALSqN08fZxY/Y1t+8iH27gqCN+6xXLLqCqUIxGohEE4dbkSnbJnqs+l7uKr0iQmnqX7GglSFQcvQyINY2eDrrI/2o/rGGVKo8OkEykC0NjOMBeXPxLjW011ew87F6baHdX2BOW9K2oekbcLcJMQzgnBmRxi3U3QE5SW6Y6kDTT24BygIwFelRgDaz9xXnFWhtFsoEgVieY23JZ5eg/owdLTmS1zLcz8EBRsAxHvbPRqgRSTRx9fR/2HZV9sl6kz0/VXuc1CZSmBnspfhiPLL476IY4P0z+5uoGejTh3D/ZpJrY8aJhMdJ4RohrqX9zxooWu7RX0+F3Mkw/0pDE9qj/X5PMdTYcSgkfupMoLu8hpn+FQBdfDGPXKjfWWH0NYO9Cu3mB+kqAI86X1NfhVeKk0ygHCF+Peucaqa6zJ9o6lqLjs/Ci9zC0U6F7uMWrKb/s2KEiF2KM18NFxf4E5EAIWW3Gkp1U/sbB9ABsjIqUmg9qM51CaMSa0+6dUZsYh1fmKYib1qCNOAXpfcDUodT58Y5dpIroX0pZGVZ8MZV4VXwe/f6Buz0Ds3oddalCywy6Ql7xe7B2/c4wYYWh/xxhRTXtFBlEFY/7sDePTSEHlmlxbaWmUXTlGhu19nqcpslAfbvb6L7ee7YS7muCDeq1b5/Avn+pmMHBhKI3SXumE1Tx+nEM/vFt5KUYmWUnlQjUewskHJnJlJzqIqRY/yy+NUwtUhRd6pI6cacXhWlPl0VM7UIAzWTwTsjfQcCJthxRAsOcj8ThzhUpMpE6zOYZdJDuhBi7y6rR0i5Z4gzK4+SuolzoiFncleVNI6qkmDVYSxsvGpKVhQAfihJ/bXDtmi6ntV7K2Ae8DHjPxJt/fKcwc8D21mkou6VUEzK5365SQA2jwoP6TrBLYZH+rwupTBUqGbIuF28rdgxSjjZpqEPVhRLmaWmRyTXzvlg5SaBUBCf53Cj2oSkZ5YmAim2XYWjuWufTqD5jQ5BAPAmCGFEoIL1z0ryjr+KhQWhsEkS3Mxx3pjynDtvfIctIVVqte7u8FNOTTT5DZxsGLQnCaiiwXsvfIc7v3JCd/YEC6jAGXVzVxVSSQW9jH6L6luVbMr5I18VCWDXGuRx2NQr1BOkvgerGcEkfrRA87kSsdB4dvnaLFwmuj7/jwLObZSFhFV/R4M1SMa40mKsa8WC2d2hBcGRfolzbMwlVoBiH5URWhrB24kgNy3TnJFiDpvvS5RPBlrv9Rnp7nxsNLrbxkaeuay1ELO56HBLqN4MsaNbuuj/dxRPfbuCgqvT6Dy4hglcPz2ciqZBBB434iRzp1elzAfeRS+Z/MIvXOTcL2IziVVTzRPIdCU+mN9Ps/xVBgxAAekp1mptENmGqBuRZ0eVS3Z3RYw9AX8mDeEdm0kgHZ3aL97Mg8rRmFWtZ3eVh6XN01AuGZXyBh1eCpKokaFBN78EmU8fW6ZV61y2Nk8fZzY1L6ahdqfAuNZtqePhAthlxnHAsDCfYobVjs/Bc8Icgs1WDHWvYJdhl6X3MFbOA2iG/hF7JWpBEtpwy5zeKvb+xzyRt9fZTAfAHLfOkk1fH0WGyTh1A9oqT17STK7XR2beykmDeagaU4TrZTF6hKqPEmVHalnaMytA6BJqkI1fZUoGKG7ZOxhxTDwg2V4VpRKcnzvXQk5GnPrHD4mFuh+Kq+yE0dqGRrx6Ox9yBSRV3V7n0D9t67TtS6scknP4F/dZyyzHqdkQbjUROLtZaZ6qAYukdwet2wzf/gh6qP96NomA5k7HwcA9GzU+Xmr4vdHJ3Ws/tEE4vf30b2+i72RHiIq2/tUERDR2cDuDwRITfeIhu0zwMPXhgDQolk61gVj3cbOyKfQ7UgCrtQe6/N5jqfGiKnsYSfozd+b7aLqThpE5Ooie2YK3/Dml4gR3lF7h3HqiK0UF0SWcAzN7MCO+ixoM5PUSNcngSrJF2mEDxhPNmbwe16maF+qPEYJMQZv3INmmpRw6FCIUFLbyptonj7OShG7syQdrVQSvGq1XXwNUqRtGRr01SzjLVuvDODIe5uQVQeVF8dIIdbXoBIO9YL0rCipVuScA/iRcOoonOv3t22wp6gMOgDEV9rtydTvdmeJBhIYSqP78h1WvNVXs9CcJh69NMRhTPflO8yeb8YNlI510aLlA+8Ks1OYGABu6tuMG6zAqrLBKnxl6opBPQGEU0f+DPXcZDzM78FZedZkaSIlPaQWEcXm377QzzLX0gixLhtAxk/hlgB5vg9fG0L3+i5Kx+h+Fl6fYAPKev4rhGMFsjbvy5hbR2UqQTiVRVr/2xf6CWccH0bt/BRG/nIbsSWwFn/3+i5lfK0u6PY+jHUb9qSGX3wljsS1PMJreYR3Jcb+wXX0PGhxcsYNE3/v6J/e/rXn5K+OxyO6Pg7ZVQgREULcEELMCyEWhRD/1P/+C0KID4UQK0KIfy2E+MQ+TU9HtyNNY0UB16cfaH1Wm3Dqb6dfuQWcnYZ7fQE6ADk+DD3rExuLNne740Jsv/zCm8+0dccch/CduxuAT2Hw5pcgEn3w5jtItuoPfvip9qtqJ1X3pZAqealWqeTD53YxjWJ8GK35JZYG0lUfAB/nYiDax7zCJTIYbqEIYz0GTIxCOk3qv+jX/Zk58hoDhkEdcC5vkzgjSNlDZnII2WXA92pqyW6E3rlJ2J/TJE7bzCQpkgJUV6cyfqr/p890B/xuRSmStVZaWSaI+qDa2ikwXVYd5M/E0P8X8+TJGiHC6XzyajBjIrGVhOxQ26V+BEQ70GsugiWHiKlOgwnHri+rBL9USHUScn29L4BwKZUddZfXIH2eoV5zEbtlM6G2PtqP3eEwurZbqE4luVB84G4ZlRfH4IbHodcl4h9kSNu/7DIh2BmxUD91BObDBuLLdeTOxzF4eZuM//BQWyXFaTJuCFASIZAl+o0YSsPMUSmYMbcOt1BEYnkNzqvPo2VobGx7NupMQgaIOqMIwc24gS/8D7fhTY9h8+IAhr57H9G3rkNP9CFydRGiz0L54jR6HrQoPJ4eA55QZl8Cn6aXVQfwkpRyTwgRBPAzIcSPAfxDAP9cSvmWEOJ/AfAtAP/i43b0VHhi0vO4hk0NRV0AKNRUEskKu1IcKeWJAe3mIp1dkzqb5zK2pIafuVL7CwylGQtT+1LMduWJdVINVGNWRVrlgmvfc1PChdy8BGgTb8cpC1ZNEv6juGLcoNanhjQGe1k3XamD6vY+n0crZTHbtm/N7AAAIABJREFUvD5KzUe86TH2+JQHVPn6WcK8fIVVzwgyUzxcdsn78wujVXZMX6WGISrki75PfQtamxkO12TVoZDPB9MxPoz+D4mMqqoDVLNbfWKUFUL42VcdasZbrrcTHX4CpzKVQPWNM1QOdnaa7s3Z6QPCjeG1PPdQ6F3aYZxQee3OiEVF3XaZOm47DoHj37t2ILEiM4QNdq/vIvpRlUQpHQeVtIbQOzdZb86YWyde4ZVb0GstJO7U4FpdqI/2szSOEmqUqX6/1EpHIGtT5/RXn2eRAabOACh8+xwiVxcRcDxWuS08F8H2hX4/SRJCuNSEV7SROx9nLmLpWBcGf7ZHIezMJClvgNRjox9R4xT9yi326J50fFrAvqShekoG/Y8E8BKAf+N//z1QF/CPHU+FEQP8l8hXde0M1wBwaAeAOU5K8VMNb3qM3GfVjceX61H4l+J4KTlobnrRQYxV6hQKW+ms1ewMcVlr308qqKoCAFwipLJmih4CgHheM5NklOeXWHI5cnWRvDR7n9rTP2uyOGN4Lc/kzt5LVLQNu+xTTsJMGN25OH2AE9bZWLhlaFQ8fX0BOxeJ2qHq6uqj/VxX6S6vkde2tcM4nJnzZZ8zOcqyJfpQ+uY5NpR8X30OnmZXSCOsgyGu6ATu8hqF6OkkK1cU35xB9Y0zlFVMEylU1bBGFwsIl0jlVHOaKL45w1k7JvIWbZanZjkl1WjXp2govLQRC3Mto3rPzMUch9CNwV4yEP49lSlqWKvCQKWqwjJN1xfIuEUCCG3toHCOMp/BEhlKhUMqJQtlrFUDYKVmopkmYXu+11aYprZ2g391nzp8+4tBeI3qK2sJsNin6i6uLRAHsHdph2kVbLjOTsN82Phr592vMyQeTxDxcUURhRC6EOI2gDyAnwBYA1CWUiot7QyA1N/0ezWeCiMmwj647L8sv9zcQ63yFMqFmLOjvAxVUqP1WWi8+jw3hAWIM9YZ2mmmSeGHbwCV56aA7k7NMb3WYqXWwFCaz0+vtShMUXiJU2ePUOE0nd2YAFC5lK+FpbTCVNjD3Zr848ZuPeJskuJ18bBi3HXcXV5jTTLVldwZIYkXpbKq7mNjsBf6xChi766gZWikwWUSQdVdXmNP1Jhb57C1EyAX6SRVOoylcOS9Ter87e9TGSXX6sLa3z8Kc7FN41D4Hqv2np2mzFzRZjmZ6Pt+U5hMDoXXJw6ouoa2drhtXeLtZYTeuckCjLXzUxBpKoKXqX7svfIcdmdTfG8VdlgfpaTK/kDggMy3NMJEIPW5h6GtHUQzbZKqZlf4PVKyTEpwUxmh1mYGboSycYm3l1naWhqhA8mDvZEeXlBViNhJd5FV6plqrNsYuJJH8WSMu3FpdoUxU9fqQqTgQytWjBQ6PqqyAVQd2FubGbTCAqqnpqK3PMmglm2Bx/oASAgh5jo+3/6V/UnpSilPAkgDOA1g8pe38Q/7seOpMGKy3u7Ywh6NzxUCwPiWqg1UTXOZg5Vu94I0F3MsIe0VbZIpTvS1xRFBeJOSPFYNdpXBkam2IJ++mmVwXUlWK4/JXV4jjtU4NchQ1AgA7GmpZEHwxj1KNig6hBHmpg5KzVZx5NTk7b1EcjXOiMXXrwyvyqQRZYOoGTJFAnmhd24yj60ylYBIJxF9fxX6lVtcMB59f5WY3H7VAUCerEoqKG9WCSXKFHHxqm+cYS/FHUu1KR4+oVhzmhj+MfV7VEXZmtPkxIc0QpQBdMh7VQKDsurAs6LYuTiNvu/Pkydmlw8C//77oU+MIrGwjwdfO8qsdmUEu9d30b2+y7ptZs7hEp/m6eNIvL3MgLuq7VTy1qqgPrpYQOEEbaOoDCxGmbJYkltdt2aa0GsuVwBEFwu+eGEDoXIdlRdJRTZcamJvpIfeqY7u6DLVzzW1gaE0yqeOwBmx0LNBx9yZ7D24IAAYvLxNC4JdRiWtQ1/NonSsi8udAllKuMTv7zP9h8nYTzR+rea5BSnlbMfnO3/TXqWUZQBXAJwFEBNCKKw+DWDrk87qqTBiADijqMIERT3oVLEQhoHyqSNcUiNMymZ2troC0Ma2+izmHamaRwDM+VKV/qze6eNsaju3UCROVsc5qOMFhtLEwzGCKL88TiujIo2aJvOEVAirmSb01Sw2Lw5wCy+ZyXHY5k2PtSkCfkYxdHeD+WQ7F6exN9JDzSHQ1rtS7Pr8GUrjK1KrWyiiPKq3uUwTo1wzqhj4lakE11A2YmG4YcHKrbDLbOAUrsWNR4o23EiAOlKvZuEWisj8wUlWgBVOnVRMTwyzZ6C06VUdqBrKi/GMIBVSm0TUZE0zn5qhJItU+7mhS9t8LFgxNOPUJUjp1CsgPVSm1nz6lVuk0R8JcPOP8Foe+TMxrpQwF3PcwZtD6pUNlF5Io/A6/VZhnG4kALdQxN4rzxHN4uw065qFyqQ6rDTKgiUH1WdCCDgeN/ZV7wrrj70+AYBqRo25dQRv3EN4LU+LmY936fY+e8Cu1QXhJ3Vk1UHXdgvRxQI/U4CqGcwffkiGbPrx1Cc+bkh8eox9IcQRIUTM/7MB4GUASwB+CuCr/mbfBPBvP2lfn3g0IcS/EkLkhRB3O76zhBA/8dOgPxFCxP3vhRDifxJCrAohFoQQpz7xagCIQJscp1bpzqHwqNZmhkTpfJdeyVUDOOB9tTYzbKTUv/9yFb/y8vQrt2ii+BibSiLIVP8BPpkC/IG2bI8+MQp9NUs1hmenWVlTSfco3TAATFRl2Rp1TJ+n1ollqf8rY7M7Syqh3eu7SL+3x12XvPkllrNR2Im7vMaky6Hv3ofW9/+y9/axcdxpnt+3uvqtmmyy30Sq2U3RQzYpKZQphaD1Mh4LHMcD2WvAOx7c4Gzc7HmCOTjITgbJJQPsYRNsgkOw2CwmuSSLbBDn5nCzN5vxZBJ7zoh3JIzPK8hri5IYQaJEUOLbiGI3W6Sa3U02WdXd7OrKH8/vearb5xlpLZ2hRaYAwjJFNful6lfP73m+3883JpWZPjKE+ovPUJKQaSH80SINCzIpEUtqIQObxyKia+MFrPVOzgts/GfXsfb6QXhCIXpdKmAEIN1ZLeqjz2pmkYSohs+NWFPbbk4m1xdz4t1s/ay4Yt6eoMHD3vFDKI0EZIDB4EVfyULlqZC8j2bSkIEEQD0kO6BRIhAPjGJhZRR34/SM6WVaIKyaVEnRj7Ow9lGfx5oYJBrszRXg5BjCHy2Kno4j43iBKx7WxQ8avmPCXyZ5D/dk2eVhzy9RlahoG+wLbm4WpX8pA5rnMvCvbQkMcu1Mr9vDVSy38gvDVH2NZeAJudKSx3E8RrJrEsBfa5o2A+AKgF86jvP/APgDAP+5pmmLAOIAfvigB3ogT0zTtNMAdgD8heM4R9T3/hRA0XGcP9E07Z8AiDqO8weapv0OgO8B+B0AJwD8T47jnHjQk+jWE86X078HAHKxtBJdW5E0rawxwA0IkTu3Yndx0hGP6PnfM7OpNVuSZResk2qkYkLk5IqHSaA4OdaG8RGCphpK8PMG4OKyjQBtXS7fEoSMXtyV5+ntT8vvYBa++PNaWGiffo5MSC2NBJB466JMRFsrS3781i2JZ2axjUrb3Cxi58zTQh7l96oZC4sBnxva/Pe8da6MJuC1mjCWScLQubztWq8AsfoAaOOEAZDnxap3Zozxcy2/MCw2HK5y2HrDsX3y84r+GijbJDFQrw+AcL/YYgTQYhB69xINFawmtg94oavWY+IiCY4rz2XgtZpqe9p+bjimJTRatq/xsIaJsfx+YGGFvL5LG9ieSCFQ2hNT+v3n+1Hv0pC4UYWvRB5afTEnbDQ+H/LfOYbeP/uk7Vzhx+PPTZKzWgS3nmJFnvO5+//bIzG+UqMR5/f/z6881M/+V0fe/8J4Yg/UiTmOc0HTtKc+9e3fBTCp/vwj0H72D9T3/8KhlXFK07SIpmlJx3Hy+A2H02y2+Rp5QWpF7TRNE/UXn0EIEGooCyD50BNxV2cWCsG7tIHGyTE0p2akmvP2p6kSaOFqAbSd8XL4BnsRi2U0VW/Hb0VId1TcbYcjMlxRLVg8lOA+h2NZcGJhSiIKGXBAVUJXrgikk9ABNOaXoFtx+BYUdI/dAbEIoZBfPUGaLaZkhELwAnBGhqDfXMH+JQPNUAib3zyKfR+uoqHAeZye07g+J8ndAJD9/WMIZ5vontsS8GD4o8XP7KBqVg3NVA/BDhXcz7EsQC0qnefywpfnBUwzDNTUot0cy0gPkWU0PKRhi41etWmbdGQAtcEu2AENkav3Ef04K7YplrKwVkvv60Zlvx+Rq3XYCs2s1xwaQnD1qxYdY3rZXVTVESiRop6rFL1qwHf5FvaOH1KLYYxEumMZAS9yk9xR5yMnRmlWHdZgDLvHTmHfh6tocn9zNEFiaZCB3AFEWOspVrA9QUMSBkMKPtu0BH+9PZGCNzmKvp/chn1yDM2ZRWw+34/4z67DVFPcnTNPw2s1sdvrRUdQRxDUFzNHkwjyNdY6ZPqcBzX2v1hL0cMcn7cn1ssLk/ovO0xTAFZbfu7Xjkg1TXuTJxd7oFug+eqJlhBZFZpx9DCyf/hlABC/nz2/1LaA8eTw04p/Nu+29sJkW6RO6sZqVqK8OHwWgNAbGPdszy/RAtPiVXRSruFYqhfTRPX0qJsRwIEgauu4M9jVFuLRml/Jyv3W5rG+mCN+WHEX5qsn4AmFRLLBU1EO/rX2aVShtSxYWm5DcEXeHJEiWBjJPbRPG4SZJCGJR1YdoXt1st6Y9LrZJC9T3qotmB8+eJvIuq1WHSC/5tBsnvyuqR6C+gU0RD+m197cdOGJdiYFLUQ9Uf/ZK9JLAyAK9lCeMgHu/N4BmKPkUqhHmExC5FO7sCkqec2qoZrsFGAie28jV+9LwC1XRVpuAzuDXQCAtdcPksRBMdFYP8YLUnMsA088hq7pHCqjCZqicpSfImM0Y2GqBJW7oN7XjdII3Zy3XhkTTRhAGJ76kQHBNUVv79I09ewV1LqIKKJXbez7cJV6qCp7geQjdRTGOv6tFs3nO7T/X9iOPmsz/Jn7Vcdx3uLJhQ8Bsa8Abso3T/nSf/wJAIhaniu01vRvHlcLpjpNJwcbqOUFK/8fM/YBSAahJxQSNlnz+pwMDvSRISFi6MXdtq0KPydA6aGOHhZT9d7xQzLhYxN25/I2CVhV4K9/bUu2oEzo0HIUJ9ZObCVqKPsrhZeWiAv+pu8Hn7jV2swi9WAU2ba5WZTsAEAt/MVdqjqWNlB+YRg7Z54Wu87e8UOuDs6qyfMEyDq0c+Zp2tqoaR8b7zl0GFBgRFWpBpZUvBvr/dRn4liWRNB5ihVEP87S9qe4S7DJFv9l5bkMIlfvw3P0MGoRdxHj7alnZhHd780g/eEO/OUa7r4cpXCUWIforOzJcWhWDdYgWdWC+R1yWlyfw9rrB+W5x6+Rl5W3dQBELJv84TUxY5dfGKbJppqCaukk9OKuUC06l7fp8RV8kd//arITnlCIcgZU+G9g24GnWKG+b1CHFjLQee6GQgA1xHLlzVG1X3ntJKK3CQypVxtopGJtUovSs2nlpUWbwPjzHtTYf/LCcz+v7Widt4mapiVBYjWAKq/+lp97qBGp5tVFh9O6rQQ+lW6kVOx2CxmiOZaR5B75d2yhUaJULFATVuNw1plFNEH9LG88Bv3mCpyjh6n05wnj0cNAztXWsN+R5QPct2q2/D1ADeSACi3xF8tAIg7b8MED15toJztpq3hkAJ6SBY+qILlfJXKPlm2rYwQAVSHRkCAAL+vHpmYARdxwTAtQIDzPzCIcnnimk6hHDeimCT2dhAM6saOKxxb9OOu+BgABK42Geo94saw8l0Hn8rbCIC3BEZ1cnXpbQz1go5vv8i14+tPYThoITdENZ+OlfgQOn5TMykDREJsTb6kACLFVj3XIdjz80aKaMqsFsuYgUNpr21rWJnuw/xeraIJQNgfeL7X1zJxiGfr5q2icHEMtosNYpt/TyKSgGwFKDo91oHSwA/GfXUdDbYU92Twc9bz4M9lSQtLI1ftYn+xBzyVCo1cmUjD3ebD/F6vK7O9KNfbU+98cy8i210x2Qo8a1Nec2RXbUvDCLOyxDDzWHixJ746homxQwXwY0Y+z8toAyE1v6XsHMfiX6wjfoQzTrpUa7RRcpsDnPr5ozM7DHJ/3Gb0HGn8C7WPQ9wD8QzWlPAlg60H9MIBQPBKTloiL3UeqLcXcb+Xq86Ev5shP2TKlZHwLe+r45+pHBqREF7Ir3MmmZhE6WEsnydKUSUklwgRU5pXzguvtTwsuWx8ZQuHpoPDF7EyKthFTMyJaZS0boC70lkmcN0dbEcZEa+mkbPXqfd0y/WtenxNuPivWebvKBA3eUhdOEW+KtzH25DhVLipIFmipZNT7zCLO+ovPiKK88PIIJfZEDdGMaVZNeF9Useii62K0dni2AHtyHNXTo+j58XV0z21JL5FN++vf+zI1/BVBFSC3hGeGMgJ4ULD0jw5gfZLEn6E82ZX4vWScNUeXsfxFzjEV3MsT5fDbU6JRs4Ne1Pu6kf5lCXbQi+1BDb/6g2Ni7NZCbrtAC5EhPXL1PkL3KE5vN6WJzcgOaML5qjyXkfOtmuwU/A+mZlA/MoDc1w+QnKJkofedefn8GQrgzRVd58RsHqWDHQjdq8OYXsbGiYhM4TWLDOaMHx/4xY58r2n4EFjaaI/M+5zH41bsP67jYSQWPwFZRw9qmpbVNO07AP4EwNc0TVsA8DX1/wDwVwCWASwC+N8B/P7DPpHWrU6rPswTj0kcvCcUouaw6kc0TZPKeRZgqoWMcTai2lcXdC3qk4tcAIVGQIJ3S8+6inUtRDx/rkSIiup3ha8q7BeAhH842Tz6fnKbItaGelTKjIpHM/xSbbIsgJHZAF20jVQMnplFRH90Ueiz/rUt6vVVyYmxPZGiijRkuHYmgASvassg+q6QgcT78+RmUPF0krWotuz885wfydNQ3hbzyb/vw1XVhCdCArPhJam9uItaRIedSaF+ZEA0YpqldFpVG1rIIPGmaRGv7KkQUCyT1kk1zf1rW7BjHTSpU0nqiEVEIJp466Is7EwzCSxRv6r3/Aa8uSKJgUeGKDQjFnYR1iqAl1sOerUBLUQT4VrURyjwtS186Z0SBv7rTyi5u1gWiQm/X0zQqEV9wMIKkhf3UIv6sHW4m1DT6SRpw/Z55Pw1lilbtBkLAyfHYO73I7qwJwhya2KQrEnFXVSey6j+GPXzeKFOvD9PfcNMCr3vzMN89QT2jh8ix0EsjFCepptMu22kYkQMUY/7OI6/k0EhjuO87jhO0nEcn+M4acdxfug4zqbjOP+B4zjD6r9F9bOO4zjfdRxnyHGcpx3HmX7YJ6JZdQnN4IUGUE1mNd1rjmWImX75llxo3XNb7Yue4utrhkFU0pBBpE4OFGHGvqr2WG3eHMug+70Z4Yq1RqaxdMJTrJDEgnljSrvDz3Pv+CHZ8gSWNgQKCLi8M7aOsKmcj8DShiQJ6Yk4Ka5/dFH6WYyPFouOyhSonh6VuzVvPZubRbc6VQneTdMkl4ACQwIQKiwjjCrPZeQ9lGRzFWPWjIXdMFulpueq2DHJXxl+ewqVp0IiJGWl+/3n+6kKVKnYWohosSzkZJhiI+Xy37CwgvqLzwiw0H/2Cob++V367JT52S5sSrXVee6G9OPsWAecbF5kDGz3kgU3EUe9r1uGMluHuxGeLVDm42gC1WSnLOy8Vds7fgj25Di9R6rH2bm8DQwPIJjfQfijRZKDcGZDjhhmjdUs7r3UT6JkFXCsF3dF1Nocy+DO71GIx9bhbiLYnruB6DwJZtmx0UjFUH5hGPPfpkp15c2D6JrOyc2tafiIklHcFXoIANHntaKzP+/hOMBe0/NQX1/k8cRscFtJriIkZdKqarK39ov0RLxtEZGJ5PU5t7eiGtNNwwdvfxqhdy/JtkJ+r0o98swsyuIpin118WvppFhjPDOLbX06OdTEq3XIwNOrel83GqkYtidSEi1WTXZKJcU0Uq7mmIUvU9eQ2wviCsoTjwlTjaPcePH2xGNSnWqWq2NiCqjottA+eg/PFuhiK1boZ4+4Nqem4XOb8upzEmN0nHRYeiIOveYQoG80ibt//wDRXN+fp5+bob6WuDLU+64ZhoAgWblePT1K7PjpZQrlUAReABSXp2gmHIQhIuVsXl47L8S8xeXqBICQW5uxMBoBTUggXquJ4IVZ2v7nNiQG0H9zBdsD5GrQrDq2J1LYixpq4anLe6Wlk0QfURBOz9HDKB7fk8EFeyuxsILyC8Nk1XrrNiUf3TFpqjqWwfZAgIStZeLd8Ws6cM6GZ2YRyU+q1M7IFWkgZO3BHE2iPL4P2efJgM/5oPP/yE/OhEc8aDv5W8b+Zx6s2LcLm7JwyDRFJdiwxaM17MMTCrXbepQinXtnrNfyzBBWhSCIdUnf5oqM0c/8b4QHpi5+obW2TCx5oSs9mxYhKOcDyKGqCv9NQiJ3nrsBTzyGvagh1hK+q9ePDMjCxwQM9mvyoqmlk7Anx4WLxqBF9oC2BZbA3VYK3WFBpeio/+epLPf87FgHqslOAkYWK8STV7FlenGXKhgVpMFVLABZKOpHBmSb6T97Bek/vyb9SXM0Ke4D9vhphiHbIYAW3K4Vqvb8Z68IvbU1js4ubFJEmpoGsrIdgBjf7UyKbiDnrxKaRpFP1id7JMRWzr3cBuLXlAVojDDQzbEMyUKYKqxM9/s+XBVTdXi2IHIMO9YhBmsWR/tKlnxGh/5sVyCRneduwBqMIf+dYwjfMWkowgHOymxfGKPq3Ws1aZHPbWD9GyPQaw4KR3zQ0kmY+/2wJ8fJZK6yN/1lCotJflKV3QUAxC77KK/zMRyPUbH/2I4nYhFzGrYkHLFHjreWgLtg8VZK6K6q+pI/F8swlosiaG2rqgqbohZvrGaluuJFEwsrbc1+Npvz0coSa63EwndMIVHw75MLSdmi7MImKs9lKPh2NCl9LuaNNWNh6s+0BP3aGaIxaOmk5AqiWCYyBQthMynqpSgPqCyCm0UKxFjNig5JtsQzi+6ir9wMjqWM0lMzaBh0SjQ3CdXDi1dlNAHNMIQmq48MofzCMFUsyufK2qvA0kZb5oEd66BpnGEg/NEiuqZpS7r4g5jICzjAg4cx9uQ4tgfI6cAIaDuTErP+9gGvACI5P8Hc76fFJ+gVK1Hk6n1URhPQz19Fz4+vw5oYlAoGoIW0muxEPRIQ5A0Aar6r9x+gTITGahbemiNWKMlwsPYkOi339QPQrDryp6OyWFaTnQSeBN2IQrN5JG5U6TkUy9j41lGUnk1DCxlYe/0ges9voGO9QRIZ9fuj8zWEZwvo+8EntIi+PQVfyRImGjsH1r8xInIYvbhL7LT5WhuX//MeT6rE4olYxAAabXPTvPXgvTwvam3oEv63LZNJCVJYWJGpnRYypEIDIEQFgO5+orC3am7jvbCJ8vg+qcz4sVpDSfSRIWmY1vu6ZfuLYllQy3zBs7/OmF6GPb9ExAhleK8mO+VxPKEQpf5EAnQSKwkEN3e5F1Xv66YFpmoDwwOi9JbehzKy61Ub5n6/DB8ACLwQoBuCNTFISeDqebK7oGmatChkUrTVVMJXroK4CmmsZpH9/WNu9ahyBBCLiF6qNQCZt8aD/+GivHeCFVeLvn9tC/GfXYd+/io6z90Q6wz3GBNvXaSt78yibI8jV++j8lSoPZJNVfSV107S+aUW6VbEUfDCLBqGR/DT9Qjp/YzpZXk/q6dH4e0neQP3Nvn83DwWwdYrYwhemEXvn5Gmse/cOn1OR4jtFf04C3O/XwYUnFTupHpoavsevfato3WsnenFbq8X+mIOa2d6UX5hGP6bKxSsOzku57aW23DpHmq7GZ2vyQ1n7UwvHMOP7YGAW40/0vHb7eSvPTSPh3xen2KIcYUEuIDCVlW+ZFWqhYJJERLsoXIPAcgdi4WwzFLnJjNzxcxRijHz9qfRPbflbi2LFWJCxWNuFJpCxeiJuLudCLmWKQkhURIMxCJSVYbevUT2mxSB+ez5JbrIVfUSzO/QxG+oR5r7bZo5Rc3w31yh7ShnYRo+eU3V06PQz18lvZBpybatGQvTFEvF4XEoB7sHuEr19qepWazCZLlnF5ql113v6xbwHtNFK6+ddENLACGw8oLBFUHr5xlY2pBhBktqAADDA2KiZyySiGAVnXbnzNPE21LVV+heHc1YmKbDijFnBzSE79D5EspbUtnyEERLJ+G1mgRN7Oum0F+1xcfCCol9VW4k98usiUECTCY7sT2oSdAwC5Mdg7Z7vhK972ziD+Z3sD2Roh7VyTGCSJ4exdIfHYWeiOPQn+0ieaFE/k0o7I6q4vQa2gJCrIlBEuKqbb1m1RFY2kDXdA6NVAyJG1XkT0dpytoi+H6U43Ex9h/n8UQsYgBkUQFcUGHroZ+/2maK9van22QGnC/I9ArB9XBTfiwj9AS+4Fn5Lz2lUAj+co2mRiohqLGaJVaYZQnfnLFAWoi0QWuvH2yb1AGQvl6rZotdAk3TBE6OuTjrltxI3gZyU9m/tiUXtbc/LYbuymsnSZuVScEcTcoiyuZkO9YB/9kr9G9bvKOtyByhQKgeUmBpg6ZwsQ4ZFACQ38GvnUf/AC1S9uQ4PNYeKk+FEP04i/g1kiWwDos9pEyoKI/vo/dfBbw0N4uyzaueHiV7UKxDBjdczelVCob1r21JsAi3GFgLtT0QELO+k+pB6dk0Ih8siFzGY+2h9GyawI2KFqFZNVLOKxYbB8kwSbWRimH9mU7XcqYW8u65LRjLRSQv7hGc8czT7uevpqZajqgZTJcAgK7pHOyABjNJmrPQbB5DPynLz3OY7sqbB+XnCy+PIPnDawhemEXk6n1ouQ25+XBrgXch/Ln5Lt+S0NzWIdjnPWg6qT/U1xd5PBmLmM/XZiOPtRDTAAAgAElEQVQCIJmP0r/h6ZQyRbN2iyeQ3v60jJuFy6WIDnzCc4SZ/+aKBOICtLVoLcuZ/sBCUr3akMa7p1iBtz9NjWp1Ufb95LaruI8rHMvkuGxDvf1pEuG++IzA7/TFHFVtKnKNKRV7Ufp79l2yT5QXcBbdRq7eFz/kbq9XsjZZJgEos3uxInIO/9oW+n7wicTRcYVEWBe/gjU2UHkqJO+PYwSISzVLIt/SG6eE++6/STBGTnOKfLDgbrMs+my0dFIqUE5IinywAP/NFXd4MjxA29lEXPIVPdaeyGUiHyy4U2lVFQKQxZ1vIN5cEdHbu7CDOvlMFdJbM2ixqB8ZwOaxCFWmBqWZcxhKU4W5MDXWV7JkMfDmipL4xCjyZiyM7NeiRBpWcMZal4dw26Mt0/FUjyzi3Mi//3w/khdKCOUptan0bFr4a4hFUBpRmO995AdppGKI3qYKlCsqzSAblu/yLUlAYnGrlk4CUzPIf+eY9FzbYgo/5/F3Vuz6RRxOrSYLVtM0hbXVVtWobMjWTEoAAj+UqdzwgBqn+9vEnCyMZLGj/NtQSE6CVp0a02D3onT3ZpEh93MAVxrBAk+9uCvpSYwg5mpOHxmiflgmJR7PynMZZWXyC0efNVD8+Nxna61MNasmfTXHCCD6o4sEWFQp2SJHsSyZNLL8gCeWpYMd5O1MUbAFFlawdqYX9UhAWP725DhQLGPrFaoaa0NkYen58XViZmVSIjfguDgOX2GlP2vlvP1peW4A5MbjKVbQNHyisQNIOKvlNqh6UIDHrVfGpO/Hzg4m2sprejZNqelnr0hqFIZJREyC24ZMP61B+h5zuQCqDKPzLShwQKob/9kr9J6q82/rcDfSf34N2a9RdqRj+BG9vYvo7V1a8GcWZbvYKispnOrB9qBG3smZRWy9Mga95hALLqhLz6w21IPMT035f9bfLb0ewfokVZhd0zlR9nM/0psjJFLpjVNI/fwurIlB7Ax2tQf7PsLxJG4nn4jINoC2UR5VAWlWvU2qIBFsjNPJFdHgP6tGvCcegydHNhzbNAFV+RjLRTSzeVRPj1IcFgDdUgz+3IbEjgmzLBYhNE4iDsfww1eiCLLEW5R35aj4MEMJYbU4cb18ioaKloEDN4956smMJz7CswW6II0hujhChhjam6YJGD541Jana9oQSF7wwqxcuHasQxA3mhJ1IhbB1gvDCJRthGbz2J5IIfzRImzTxOY3jyKwnULHekNM2x7VvE7cqJJ1aHgA9ahB6vnCJsJ3UqJCB0iKwIs0X2RMbWikYsC8SWyrFu6VOZrEbq8XceU5XXnzoGQhejaL8jlquQ2phCuvnUQjoGFfMe1ieVTACFcioXcvYefVE+g8dwPdc+r39aeBKsWxBS/Mon56FJjK0sm+mkV9cpykFMqn6Bh+8cUGljbQNGmAUWAa7T4N/daQS9NdWEHoXh17xw/hwE/v4r5C4+iKLcfODMwsojGWQWGsg7IgAURv76JjnRBJnngMgbJNsoqXR5B4fx6Fl0dQ79Ko+o8E0DA82O3tQPwaoYi+9PNdmayylOPeS/0ExTx6GLUoxeqZ+zpkcQ7lLQRKj36p83TySTueiEoMcMmr7JHkpjOzp7gXxNspnByD+eoJ0VIxDWHv+CGU3jiF0hun4D97RVDPxvRyW4grN+dbY7O2J1JtoRxcDfS+M9+GqPb2p2XbxqU6o4Gk96aa/m7Sth9m0hBrDxvV+fW2Ho7hp0GFkkMwuke2yWp7EspbUh0wEoabytGPs/CXa4J80QwD9uQ4OtYbCL17SUECSZhbVQZjvdqAMb0s9humwXqsPeG3aVYdpYMdbVid8GwB5miSqkUliPXfXCGmfLUhVWT8WpmospaFA++XZADB76Md65AEpdIbpxB+ewrR27siFOYEdEAZ8i2K+gt/tChVc2BpA/ef74dnZlHgiCy7YScDwwe1dFLcCo5lwZ5forg1hcaJXysjsN1EONsUuqxm1aWxzotz4v152crbQS8qz2WEKKEv5tB1t4FgfgfGMqGQePsJQFhniffnUT8ygK6VGtK/LAFTM9jt9cJrNeGtOdg63E3ZA1MzbVpAT7GC3vMb4lApjRDNlhPPjeWiLHqP4/jtdPI3HKzdAtSER3kWAbRNLWUrWNwV2QIAaTT7Shb2fbhKnkE1IODGPQtVWyUZrcnd3B8BXJ6Ytz8tTXxvfxqFN0+huVkUmB5z2Pl58wkjDCk1ofQUKwQebKnUeJvBrxeA9DyYX1Z57WTb+xS8MCuCU4AqIC2dhDUxqAYXKqwkFoY3R0wwfv/Ywwgojr9VgxYyyCxtmsLeAiBNecfwKw9kXaaTiYsbMtJnyQKgDORqSgxAOGh6Ig7/2SvYGeyiCzkWwcaJiNqekx9Vy22Ipcnbn8a+D1fpcaZmYAe91MAvlummE4vAc/QwgvkdmjKq58nDDc5/3DnzNOxMCmtnenHvpX56b9Uiawe9EspRee0krIlBrH2fuHXmfr8grBkP5VgWOpe3SdhaJtmKOZqUKt6OdaBrOgff5Vu08Kh+pWNaCM3SjaI8vg+FN0/JeyfnWTaPynMZ6NUGDS0MYvZHf3QRwfwOIh8soHtui6o3ldrFfbT7z/fL520HdUTna7Llrfd1U09Y+Usf9XAcDQ3H81BfX+TxxGwnuTflaUE2M764aZrU5FXRac1snmLCOO1Isbn0RBzIbRDZFO7iJ/2kluknm4Adwy9THjvohc79kWIFDk/ohgckRbzrLoladUXsRCwCD3siFU67eT0L/3WgpkbszOYCSK8UuleHHqNswZ3BLtrqcUhvsSLMNMSoCV0ZTSAU6xDkkO/yLSAUAqw9+r2KXtqKxW6aJqovPkOvLWSQudzao5O5P43tiRSJTmMReA36e9alcUailojDWaCkdAILBqCFDFiDMYSsGprZPLqsGlWF6t8xHcMajEGvDqAe1BE0/PAopn/9yABqUR8SM7ttwls7k3JzBkATQH7f7KAu4R4sYYD6GSNnQIvH0DB8gMJpM466c3mbfJFZG+UhnWQlRw9j81gE+z5chf8mDYoM0KLedzaLX/3JKWR+MA+kk6gMdqETAwiUbYlO8wDAVBZ48RkE8ztY+l9SGPxj5exQ7w9r+pqxMDQjgO3RBMKzBYSsmijs6TnQ7mPv+CGUh3R0nluEFo/Bm6vh/vP9SBSHsH4igt7zJLpuGj5A4XkaAQ2YmkF8JgTr9CgZzA0PVd/qPA8sbRCNNWrABwB3H/06/e128gEHj/0BtHkFvf1p8URyXqKTzdN4nAM/WvtOCinTmg3J/62/+IyLpS6WRaHtmFabsVwwJ0pTxtWSMb0sW8HWqDg7k5LFsfLaSdr6qoWL74Lefhr36+evSsUWni24XsLchhKU1tzAjcUcuqZz8Fh7AmbkKoMFpR5rj+7kLV5GPRGnLaMaiHAFYo7Sexj+aJGIqUqf5s0VBf6nWXUh5TbHMq6n0/DDmhgkeQL37dRhjiYF2ucYfpIsrG1R5dcitPSvbaFrOgdvjvp79uQ42XyUzovM4DWRfJivnhBcDVuAGqkY/SwHrVgUtLJxggiuHIhbTXZSunlAQ9/f7KAeCUCz6gQSBKjqLJZRHt+H2hANCA6crWH12wdpGGE1RcrA7Q62r4Vm88DCCuLvql3C1Awcwy8hHQCAhRWJgSuP73NxOMUyulZqyH2djN96tYG+v9nBxrdosmmOJhG/Rjo8tgtlvxaFXtyl15DbQPQ2EYuZTWbHOhD+aJF0fSNDot+jlCZdBhCPcvxWsf8QB2c6cp+IefUsLeDkHN6SdZ67Ib0pNk5jakYWJp7iSaYjqAfhCYVom2m4uGL+/YCrqeFFqvJcRrDM7MNr898p/RFAVVD3HBnB7clxdzqZiLexzByD9EzMBeO0JH4ujhEQ5TVjcnjRAWjxa8bC9LoWVmgrrHpszU1avJggy4saFlYks5JxODwgaKxmxe/HmYq8uDVjYfF41iK6DCwY910/MgB/WYWXDBP/S8ttwBqkNGxOkWLJCOu+QrN58ZXq1QZtiQqbKk3cL6/TLmxiL2qgenqUKrwiwQOb1+ckQNgx/Oh9Z56i2xRnLXhhFsH8Dsx9HkL0KMxSPRJoU/OH7tVpG7dZhK9kIf3LEhmrVVgwYhEh+K5++yC9HtWjZNkEK+m735sRjLUITItlBMq0jfeXKUXJ3O9H37l1umEs0k1Kr5EWjuUs5n4/SUP6unHgp3dFn8bn3t7xQ/jV14kuy1vX0rNpWtDenqKWQs2BsVyUlK1HPX67iP2aQwsExA/JxltWanM0GwARuHJDmPG9rQGkAFVjhZdHyKqiJBh8MLWCxbD8Oz1xYtOzVo2FsXyHa1Xq8wkPQNKzsbDiGrVzG9ScP3+1DUa38a2jLsdLUUabpknK9FwRW4e7ZaTPOGpOtrELmxIDJ2nlVl3St1vtN8z5ZxYX0y0AWthXX+mVirf0bFqwyZ9m5LOc4VffiMo2N/LBgqvTisewd/wQVVyLOVpclHXHzqTkYvQUK22oJAYjbk+kxGRtB730HipW3M5glyS+F948Bf8aCUt5WNMcy4gZvhUsyRwyTzxGjXCQ6p0hhfUjA1RNL+ZExsMMMy2dxNbhbuRPR0XkDKAt7Db9yxLlW45lsPpKLw1rrJqIsfeOH4LXaqpqsY5gfgflF4ZJ/7aYo92G4YO5z+OKZ00LW4e7EdgmXZg5SgOH8B26qW4PBCSCrRkLq/4XVc0HztbQPbeFRop+d+SDBVSecvWWkav3pcJ91ONx6sQ0TevXNO2vNU2b0zRtVtO0/1R9/7/RNC2nado19fU7D3qsJ2IRc2o1l/k1NSMNavbhNVazLg+MTeG8eACueVtN/TzWHhIXN+TuxHYeQMWEpXqkSgFoy8aYneZYxrUsAbRNUBmMfPB2j5X/vLC2WnZ4C6oXd+n1pAid3ErO8Bw9LNVaMxZG9xzlCTLumUNh9WqD0ouU4NaaGKTXrhAzPL1tGq5oWK/abfSL2lCPkDqM+47o4rrfmxGyR3OzSJ5MFYjLN5Z912wBOdqFTThGQBT8zE0rvzBMtA9rTxa5xmpW6K2clM5WMLuwSVQP9qEqYgYbxrumc9BHhrB5LEJ2G8UIA0hDhakZ2a7Xhnpk6rt1uBvmqyckIbx5fU4qwkBpTwSobHviz1Mv7sKOdaB7bgvJH5L0Qz9/lVKUqrYECm8d7qbvLeZw4Kd30TWdE0ZdI0UZn8ZykUgUxTKahg/hO/TZWBODdMOx9hC6TzYnx/Bj7/ghdM9t0eAgqItFjrE98WtlwfhoVp10iMooz0BIfTEnOrrox1lFN6nL+/OZ+KjPcTxGnVgDwH/hOM5hUPL3dzVN+/fU3/0zx3GOqa+/etADPRGLGABRlgOQbYI9OS4TwsprJ2kL2JJHyds/TzwmoD6yEbXozIYHsP6NkfapoFUXpT9PD7GwIs5/3sJCDRLkdwAyhufmtycUaifIFlXAhNqmrk/2uFYSzn5U1SAWVtwE7OtzYndxsrRlKJzqoQVsagaemUVSxhs0TeTfwbQLe3K8LbDXV7LcTIL5JTnpefLHEWikyvdLYpJ/bcu9wE+OofJchszf2TzqLz7jZhmoXlczFqb+Vdkmv2aykypcRZP15ooE9rs+R4uv0lDpI0PYemUMe1ED5ReGybcYoT5oqyRg34erpMFSi64+MgTf5VukyD96uB25A9oaht69hMTNPYote/UEjOWiBIXoiTiahk/ej9ZcB8/MIk1zVahtK9VEy21IUImxrOxiRoCqXKsm+QjV06NAsYyeS2VYE4Mwk0QILh3sELorAATKtkx2zf1+OS+D+R0S+M4vofPcDfHG1oZ6ECjtwY51oPDmKZRfGJbtf/ijRSx/7yCZ0b95VFolTjbv6vgeh2LfARpNz0N9PfixnLzjOFfVnysA5vBrktEedDwxixj3OESJPzJEd1pVPYTfnoL5qpvDy7hqT5wU57yl1BNxuWM3VrNoXp9D4q2LNOlS7Hgnm3c9jFBWknSSLt7Whr1puv2o1Sx2zjwNPRFHLeqTuDMAohwHaIG691K/JDvv/8WqDA0A18DupGjRCOZ30EjFRHvmX9siD54RIJigasjzVoIby41UTCQIxvQy/DdXhBDBWip+X0UmYtUFBNgqG2E1N2+f7aAOTyiEeiSg0nZq2DnzNGoRXbalgSWSMXC4bvDCLE0Ll4viKeWeUDC/Q5aiC7PyPmlWDXrNQS3qQ+TqfehVG7WITpWbRRdnZTQhi56kaysgJIfSch8wfMcUQzwlQNk0NX33kkAKOajXY+3RoqMWB77At14ZQy3qc4dKCiHE09HwbAH2/BJ5P5X9jc9PgCryYH6HquFihUCHH5FzYt+H1KBf+0qnvN/mPg+03IbbV4t1YGewS66DVmim7/ItFJ4OQl/MEZbnDslSuD878IsdVJOdZBw/OSY3F6GY5B5dYgH8u+mJqVzbfx8Aa6b+E03TZjRN+xeapj1wIvFELGKax9M26WqNFdNyG9KnYl0Ys7AAmhZx6jGzpgAIFcGeHIc9OS7iTZwcE8yM2GLmlyRIw5oYJCwwR3ApBbk9OS5mY9YBicYpZNCJp3ySvec3pN/GqvCmaQrgz0Vl08nFLP7wR4t0B1Z6JAASF0c+R0UQHSaLE4YHZBvO2zzNqlGlpiLitHRSENR8V2ZxJ0ALfcd6g/Df1+dIZlK14YkTEhrDAxT48dEi6aNGk9RT2ySx7PI/6BWyLJvH7YxLPW2kYhI+y3F5jBwPvXuJqov5Jfgu30L046zbAjAteK0mBcmOJmVriJNjYpBvjmVEz2cHvaK7szMpGijEIii9cUrIrI5pSdXDAwv/2pby1NYQfnsKtoIesmeU0slt2Tabr55A93szgkLi1G+AqBJcvbdW3ZXnMkJdjSzZCGxTqrheU04V5WFd+0onOpe3hYWX/WqQFl1FZUn9/C5V4mtbqDxF+kZ2XZhJqtArowk6NxZW6DlWG5J69KjH37InluBcWfX15mc9pqZpnQD+bwD/meM42wD+VwBDAI4ByAP47x/0vJ6IRcxpNuXP3JS155dgjiZl6yWNfwU35EqKWfd2YVMqMPZA8sSNsNF+8vOpu3DbdjQUoumgZaFheKAZhkwx+QJl07hIDD613WQZCDfl2QPKxu36i8+QWfgmxcc1DR/2ogbhVOaX3DQjpRVjDHYrooeHAZvHqArYixoSR8dVIU/+2MPJWx2ukgDIRceyDFa2e/vT8K9tSdXI3kZO9WZUdPqXREbQrBq+9N9do/c9FoHv8i3a0qrtYPd7tA3m8NlWWq6nWMHa979MW3JVCVGye0A8tKx50qs2fW4tW2YeQPBww39zRdA6Hotw0E42j+jtXclNAGi7yc9FzjnVLAcgzfTKaALNMWWwDupibQu9e6mtd+cJkafRDnppK6gODhfRE3EESnswppcRvmPi/jEd4dkC9qIGulZqEqx8//l+JG7uqc+sjsKbpzD4l+ti72JbVDMWxvpkD6IfZ6FXbWHLea2m+FO5V8utispTocdCsQBI8PowXwAKnCurvt769GNpmuYDLWB/6TjOO/T4zrrjOLbjOE1Q2NDxBz2nJ2IRA9oN3XwX85+94sa3TY67jWo1nWqlXgAuZ90ubLoRW7kN6o+1IJoltVs1lZlyoRkUHc8wO9aj1Y8M0Fj81RMunNB0czIZksf9FjFuL6zI3xvTy2KMrkfIGhJY2hAfZGtvjBvhrRhsxCKylYv/7DoA2tKxvKPeR5PN7vdmKAxELW7bEymqOlTvi4NWCi+PkEaNhaPqTu0YfjfNXGFdJAcz1SNgRF6cOaSYp3ttIMThgTYWmOfoYbI4qYlpZEkRfdUQpTKaoNcxOS7uB8/Rw3QhM8Mt1QPHCKA8vk8NQWqCxi6/MCyBLozAZgSPPTlOhIn9fhReHoH56glUk53Sr9uLUr9t7SudFHOmDOT57xyjxUkx+u3JcUkT0ou7Qi3xr20JbaSxmnVT1WMRBJY2RAr0pXdKFHEX1CV1HAC6VmpiR6r3daPnUhmFUz0CxeTzvprsRM+Pr5Mc5PIt6CND8K9tYWPcp9wpFLSLYaog+YbCN65HPR5XY1/TNA3ADwHMOY7zP7R8vzWq/FUANx/0WE/MItZKN2C2V+sCxdUBANejp3oubXDEVhkCIDQFPlp7S9VkJ11cis/f3CzKYiTyBNOk/k+xIhYU1kNxhcULFVd6zetzLvZaVXg87WusZoXuylvNxmpWwIieUAj2/JJEmwnqWqm9W6ms/HuryU7KsJxZJIqtapDXI7RF3Z4gWOFe1NUXJS5uSDpQcyyDarJTmPBy0SjG2+Y3j2J7gnpItG11k3NEXqA8nE6WOFuEqq5L/y2Y36FF3fCImJV5/OYoyUQ6z92A7/Ituei52uUFkllfrV7T0rNplF8YRmmEAoABquhCeast0s5/cwWJi9R/6lqpwQ5oMKaXsX3AC8/Rw2pb5kffDz5BPRKQ8y15oSSMe46S09K0NZQYvmIFa2d6RdNnvnpC9HFcSbNNDQsrYkViK9fOYBd8JQuVp0IiJ2EeGU13/TKlD+Z35GaN4QEUTtEg6Kl/dZfOcxW4sjPYJZgfzuR81MNxHmtP7FkAvwfg+U/JKf5U07QbmqbNAPgqgH/8oAd6YhYxO5MS6B8AYdZzA79pmnI3YQKohISwmFNxq5iCylIN1pQ5liXkVyfVA//ZK6RlUtNN1g21olNYGCvbHBWf1jR8cEwLxvSyTE4bqZgb2Do1Q1HzSjmNk2NiYNcMQxYjFvTKofpc4Tum6yVdJDqEsVyUC5vTfhiqx6lMiEVoRD88IHaqzuVthN+ekoVZcD98E7D2SJKhIItsqC+8PIK1738Z+z5cFUIFbzEBCICSleMsrG0aPlRGExJ/JlvbkKESlQKyELKAkyklUplMk7+QBdDiYohFoI8MoXtuCwvf7YdecxC5eh/7f7EqFaBm1cikHqRkeZ5c2vNLglUK3avDzqQQna+JUyJ/Ogp9ZAi1iI6Nbx2VcwWxCHoukc6KzfLRj4n2W35hmPSINUf6f53nbqCa7BTnAyc4VZ4KiYQHIP1ZYzWLrukcNKuO0L06es/TYmoHvbAD9Nlz9QrQjaX+4jNi0bID5NMVKKeqqAOlPdKNXb0vxvhHPzTYTc9DfT3ocBznbxzH0RzHGWuVUziO83sq7nHMcZxXHiZ8+4lZxLwKowNA7mDcwG+aJo3WSxZtlVoOMXkbRMNsBSmKVENpyvirNtSD5vU5IRs0VrNUdSl+FSu+W4kWTjYvaGu2uXDvLfz2lIAOefHyhEKonh5F5Op9ep5KZQ64vR/NqssibI4mZWHmn6ef9RNQUVVX1sQgjfHVgq2fv9omzOR+nGbVRQ+1FzVk8dSsGuovPoPKaEKa/7woeaw9gRTWjwwgensX6T+/Jgu0mTRkenjvpX43mUlFivF2Uy/u0sL5EaX3cAXICUlsKrcGY2Il4xsRM9vMUZoW64k4rMGY6NL4s2gaPmR+MC/TR8cISAapY1mI3t4VxI1ecwjd89pJ7Ax2kYWn2oBe3KXKSt2w+s6Rqj1QttF7nnRn/Dt3Bruw9pVOV2wbC8vU3A56sZvS6PNXtjA2pxdO9WDfh6toGj7yzCpHCmPJ+UbE/U4Uy6L47z2/gcXvj8BfrhFySX2GxvSyu7W8VEbD8GD9e18WV0XhVA9qUZKR1Pu6sT4RlO31ox5/i57YF3Y8EQZwzatL+Kx+/iqa1+fcKDWoYAtFXfAAYuNhnZcei6CpLgw+eCLIKB+AtlG+y7foBFaTw0+jo7XcBpBOUsDCYBfCswFAjfWhLha7sAnzuQw6l+l36sqiI3TaOKFjOs/dABT7qpl1e2lQ+iyeoDZWszAsxSYD4KjX4Rh+7Ax2IXSdkCoolmGo5wr2hKoYtcASTUQd9fptZRgPqMFDM9WDymAX8ebfnoKRiCtuloWmaUFfzcLTkgReG8yga3oDpuKtYTGHrhyRRawXn0Hv+Q3U+7rhL8Zhq8+LpQEetVjCMIh1dX4DUJ+XnUkJxSGYzaPwzaOI3t4VHDQ3/o3lorxOrtQA5d9TJuj6kQH4LlvUFL9IW/6meo+9uSIaGeKm6VWbmGpvT6Hy2kkc+OldbE+kUP5KJ3qnq8i/HEX6Q8o0sAbJCF8e30f5AEq20rm8jfBsHfXJcXhK1IpA8hlaiNa2MPALRRVWKUiaZcF/fQ765DhV7wAKL/Vj96u9+NI7hGUKBHvgK1niC9VHhsiiVNqDud+PwFINX/r5rqQwaYZB20PF8/eXa2gaPnSeu4Gwohg7IHGsZtWlAkz/svR48NT4rQH81x9NulPyNofvOLwIsXofcBO8ufEuloqFlTaSqzTaebtjmtgeCBBJs7grXHn+fXoi3o7ByW0gUNojrx77ES1LNGbh2YJqwvvbvJSsW+MpFrPj2R4EoI3A0VjNiim9VQqxdqYXWm4Dobwlk0eupAC4uZxwk3MYrSxm+Mlx1IZ6iK9VrCCUJzW35+hh6bcxPhmA24MqbEq/KnhhVrbXzVjYNT9zEjvTQFI91KSPx8jKpCaFiZldEe+y0ZsHJVrIoCHF1IxMF7k65LAWe36JrFfHD4mtB6BtlV5tEI31RxcpMUn5GXfOPA0AKIx1QK/ayH85SA4ApSdrxsLoPHcD6T+/hsDSBgbeuk3MtGwetYgOvbiLyAcLUolpVk0kC76ShZ3BLtQiuoSHAG4wsDmalEqWq+OmaSL39QNIvHVR9FwA2YkYmb53/FAbdbiS9oh0AiAjtzmaRPRjYuYhFoFnZhFrX+kU/plmGCLzsGMdiP7oIgLbTcIePY7GvkN9sYf5+iKPJ2IRc5pNacRzhcV33sZqti2klVHOdlCHXdgU2kSrP9IxAtIHkYVpchxdKzV0vzdDUWwtqGE7k2qTarBsQq82JFBCUzgajoBj7pVmkXm4kYqJhsl/c6RLNhcAACAASURBVAX1F5+h3EbF70KxLFgf3vIB1HPzn71CdFYV9pA/5UPoPslOaBJG/SNO8QFoIay/+Az9WVmcGISHYhn6Yk6a09Y+TfqBAMkSOOpetpIcmpJOkvaM4+3U4KGRilF/S/UF7UxK+Gysd+PPKXSPtrLM8WefpjdHEzVfyZIhAX/mhZdHRKyrWXXUIjrMUaKQ8HbUsSzq7UzNUPKRsosxMUQLUTgJQyR7z2/AV7LQkXNoC9+ileKtcDMWJp6cmrh2z225EoX5JRKfqs8tsESQzM7lbRLoqsqNP09zNCkq/PyXgyTvuUmWOP82Xdm8sJr7PIhfK4uCP/vVoLQFzP1+GPcdWIMx1Lo88BQrxHCr2hKGwud24uaeooU00EjRNrZ6epTIJq+dRPijRSRmdmX6/ajHk4infiIWMQBuWIZKJuJYLjlOjtHfXZ8jhXh+h+78ynrCoR6OSYTOyAcL9O+UnYhj6LWQQSZm1eznNCDADSdppGLUj1ENdRHiKtO14G3gxraJVebkGOzCJiUmmSZ8l2/hV39yqs32xEG8rVIQpivoxV0kL+5RY98wsPGto2IoZ89c5bWTKJzqkcY9DyO8uaKLp0n1YOsVophGlmypFBurWZEnsAQEgCxeTMXwHD0swD1ekI3pZZivnqCIsxwF9GqGIVsVXpT8N1doaz81Q6pxJebl3peW23CdBErd37FO2zE2x7OKv97XDf/NFfhKpLbnmwVr3ngRLr1xSuLfnGxeFrStw93YfKHqkminZtA0fFg700uvJbchboPGalYGM1xZ8kSaEohoF7Az2EWVj1WTz0AfGSLXQRep8Af+L+qv8WS5Y71BQuh35lF4Ooj9v1h19YCxDsTmmsSKU0OHjvUG7vw9h/pp6oZu7vejHgmgY72BymgCAFXKnBHBU0ljmWCYkQ8WRNLD79ejHM5jbOw/zuOJWcS4+c4hF7WoTy5wx6QqgtOwnVSPNMDbRu48rQyF2kJG+DES78+TdUURRcVnOTlOIlNO1g56pYrhKSD335i4yocIa1NEksDUDPSRIVLWK3dA5l9siICT+32tOYC8WBvTyyRKnV6WzMned+YBwE1BSvUgcvU+SSQUuoeRz8L0Usjp7rktqRwYmeM5elh6KszzYlGtltuQxX1nsEuyD0Ukq0zbrJnyFCvUC1RbFbaFOSlqVPPIn7f8MqlVv7u5SZTXuy9HsX3AK5aqtdcpqoxJp215m8Vd2WLVjxDh1DECgrEWs7lpoRYl8/WXfqiJ4wEnx+DNFZG8UKItsxIzc48SIP3dXtRAeXwflv7oqHhKeSvvtZrYHgiQdOW5jAyB9GoDuykNa68fhGbViOGlQpQBMmI7poXeKzsSVQeQFCZQJsN+/nQU+S8H0TA8OPynJTRjYWx+8ygqownUukgWErwwS2jyYoWq4cWcTINDeQurr/S6MhW13eXq8lGPJ3E7+UQ09vlomiY8gCijGyDjavP6HGCa8JgWhYCQDQ0eww8tFpGAET5BHYvYX7aaQHLfyV+mpBsUNoEWHZpebdB2yDBc7MrxQzS5UmZyz9HDcFSqNl9UfOJzZcLhJZpVo4tPNaatwRiC2bxMIY3p5bbpKIYHYCU7UTjiQ+90lbYthp9EnrGIaLFqk+Nin+EFvt7XTdKLVA8ZjFezUqnwsGJnsAtdxZhYVJBOomn43buz6kGy59I/v4TwR/RXDRVuooUM6OkkPSaAvSMDpNtitXyKDMqOZaFpxKDHIkCqB7bhgx30IrC0gfDbU4BS27distMf7lBlqCxDfT+5TeLipIFA0AtflnA728ci6AjGECjtSYVWePogurN56EjKlHLzWATxhRUl5/CTAfuVMQTKNjXDN4topmLQlV/RY/hRnxgku1bLllOvORj6pzMyLEE6CQ10swmaloTPaCED95/vR/T2LoIFBwG1deydrtIN8vItSbriODU9EYcWj8lQwjH80BJxJC+UBHvkGH40DR+6VmoqpKVL2aAoVi+ymJOhTujdS0Iq7n9vHaVn09BrDuxYh4TFPI7ji548PszxxCxickFD0TNV+AZyLhW1sZpF6Y1ToljHwgpNTFT1VY0E4JkhAanN24JPq/8zKUBZmezCJjzZPDxZQFMoGn9ZLWJTM9BGhiTmrMmVXzoJHTQ5rCY7qWcGd4sIqPCQYgWFN08h8dZFBA2/hNH6z2ahKfQ2QBNT/80VhIoVHJhVz1fM2kpLZfihG0OoB3WqCIcH0DB8RLZQF+5e1IDfqtP7NDUDp2WRDr17Cc1QiKrGlgQigISmQcMPK9kpE1AbLvKolQfPfUCAqpXm8ACgAlL0WIQQyLEIvXeqKe85eli22hybh4UV+NSi3kiRot+cGKTsSfV5eYoVmCci6Dx3C5tqghm/ViZhr7q5AEDofpMEwbEOmMkEAiXCMDmgeDSuJgNlW4Wj+CnAQ0lY6pEAgtYeghdmsfnGKXhrDgLlTjQMD7xWkyQ36lyqPBVC+O0pOTeNZarA7n1jhIz+RgB6rUP4XoWng0jcqGLnzNPoXN6mG10qJoOXhmq+Oyrvst4VRf9762isZqmfdYdyD/xnr8DTn0aXqnzrRwYQ/TiLe98YIYlFKgakYrDUttEajCF8x4S+mMPqtw+i728gg5pHOajKevIWsSdmOylMLOWHBBSyRinuS8+SUDR6m4zP3Jitnh4VkSxzmBzLEmicXIwjQ7RozSy6OJlEXKZeksI9NSNaLwDSyOYth/gzcxvwn70igweuyACIyTk6T3FtzetzMm3VR4ZketdYzRJDXmimAZcims2LbxGAkCIAkNiVLS9quxBY2hBMkMAj1URUT8RpMphJAQsrtADFwiSgnV4mNM3ZKxQOknIHB/x62HvIGix+j1l9bk+OExM/Sn0o89UTtH198RmFjA5In1GouyFDrDt2YZOU6Moyxinove/MUxTcSo2kFwsrYvviI3xHfSYSAKKLMT96m0Sy3PAunCJOPqOwHcMPvWrTtHB4QAY/wfyOaNw4Ld2bK1KfLhGX6SKfC9F5yhlYnyRN2K3/iLRl/m1HOGZ8TujFXVRGE1QBWnvAyTHsnHkave/MI3FzT4i5es1B6SD18SqvnXQ1cqkeCgceTWL/L1axM9gFO+hF6WCH2KOMZUIhVZ7LwL/tkHD2U4lan/f4Ldn1NxxCVOXwj9wG7MlxaQZHP85Kv6p5fU6kDtxY9fanqc+iFkH2lWF4QHo13v602HhaxaK8eGB4QKLiWMXv4QpG6Xg4lMQubIoKn0fb9vySCD/tTEo1uGvw9qcJ+aKoGd3vEWiRF1NW79uxDtT7ulF48xSW/ugoES8UMkYU26pnxdPOymiCLkjLHRy4olq/UF3NJPVOeOHTrLpQGriPx/YqAIKoLr8wTJO3V08IiYMnfaywZ6qpHdShVxsSkmtML4vEQl/MIfvVoCCA7EwK9vwSCqcoLb2a7CTngPJScl9xeyIl/cmmaRL3TFVhdiblDjNOjiE8W4AxvUyQQGVBA6iP5ilWkHh/Hnf//gGR8nBFyjcHxiBpuQ05R3ggwn0vJ0UOCWtiEBgeIPji2hbsTAqJmV2Yo0mkf0kX8W5Kg2bVsT0QECQ4imWsn/CQPc3wYeWlTtoeK+KsGM3zFhIXNxDM76B7bktsYQTJtCWOLzxbQGkkgK6VGu6+TNSael83Ks9lECjtydb20yLxz3s8iT2xBy5ivwEjG9M07Zeapi2o/0bV9zVN0/5nTdMWFRPogQIVzeMh2worwKHu/kEdnhny/jmWRYTOy7faqh6WYzhGQDIkZapZLEtjm5vRLD+QNyAUIn1OrEOkBzyxK7w8ItMzLU09FyZNMB6H9VDBC7PCWQcgJ61jBFxcUDopCy3jaVix7WJwGuh9Zx5DPymLnICfT3Ms00a01UKuYZ2naf61LXlvPMWKSCQ6z90QozoAYWHpVZqaOdk8Gin6WW9/mhwJhkHp1KGQkFYBJehUWyxW1QO0ZffmivAUK5JLwBWjNTGIwb9cF0mBvphD6Y1TRHIAsNvrpfckm5fUpMDSBrqmc3ROqH6kud8vqeJ20IvmJk3i7KAX9b5u4n59tAhrYlCmmTx51AwD/f/yttjRhHwxlqHHmF9C1zRRbVk3JrIYlVG5M9iF+8/3k37OquPAT++iMpqAmTRQeSokJAu9uIsD75doEqx6U9XTo7TYXXPkPRj8s9skwzh/VcSp917qh5mkwQIjjfhg4zhnmDqGH4m3LsK/toUD/+M1eYxQnuQd7Cddf6bzQZfhAw8HGppNz0N9fZHHw/y2X4eR/ScA/o3jOMMA/o36fwB4CcCw+noTxAf6jYfTbFIfRZXSXP34z15pMwoby0WXaKrKY64GuOIR21ELm5/Lf6mgFNBOtoybRfn9PPlqxsKIXyurxnqdDL8qiUiwMvEYCi+PuOiYtS1puFdGE1IxMa6aR/JC2VxYkbxBb38a/psrIl3YGeyCYwRI3sADiEV3IWGZB4f3Ng2fTAFZXMoLLEC9t2YsLIMCz8wiTUoXaRHkPpE9OQ5zNCnbsPBHi64Y1vDDMfy0DWYkDuAmDnGwsTpap7g8efVYe0SbMAxEf3RRJpD7PlyFNTFINzOrjrl/OoTaUI+Y3pmZH357Sia7vhI11+2gDjuow39zhRZxRb8NLG0Idw0nx+j9PDIgKKPWPAHf5VvyPouFK2SouL45qXjDHy0K4BBF6kfVujzoms4hdK+O+W93k8zCqkGz6uie20IlTUElG+M+eKw9ARoCEGuYnogjsN1EZTSB6HwNXdM5dM+R/qt7bktCdsn2VCchtmLe4eQY0ThMkxwK569SMtKRAXCqeXTBTZ5/lMN5yK8v8njgIvYbMLK/C+BH6sd+BODr6s+/C+AvHDqmAEQ+hdf49b/LciuMVtEpK5mZ/NCGqFG6LO4xrX9jRC4m1o5xwKmeiFNZrZz+nMIDQKqJznM3BKPD6nEUy+ie23LN5WxW3yxKSC/LCbgq6jx3Qyqm1gXVLmwKD94Tp0XCM0OBIPzzW4e7YQc00cPJ+2NabUp9ORZWpAdoFzZdeoOSX3CF1hqowa+ZiSF6kbZ95n6aWtaGemS7yQsipxh5jh4WyoSvRM/JmhgURwFvc5h4wVYtT5ywN6F7ddFccVXM1Q0DAp96jy4FY3pZFmJjmeLIdga7FMufcM7BC7PkL2whbLDOTbNqtD1dzMHJ5rH0LQ+6Voipv/L3COiYfZ5ucs2xDGpDPYKuLr8wLBIcwA1VYcFx5TlK+I5fo8/dv7aFL/3rOrxsBlcVa/qXJThGAE/9q7tSNa69fpDer9wG8e5SPQjlqX/mv7kiATHrz3RSHy+TEkwRZwbwlJvSomwU3jxF58DkOAERz1+lHuXoQ11+Dz6cJ9M7+beq+z6Fke1lh7n6L8+mUxARBAAgiwewszW/TwCETdOUC6t1WgnQhyMgRIUi4XE1c/e77jbEaMy6LMDVi3lmiM66PtkjSnB5TIX0ZQkD0xcYN8wDBM/MIm1jjh+iRqtSusvrUaA+DA/IAtvcLGJ7IiUDBvbY8WK2eUy9diOAyNX7ItZlk3grRVYLGdS7SSdFzMvTRj0Rlz6fNRiTnqFm1ajHpmCT3N/ibXzhVA92zjyN6MdZFE65zf3AksrCVNYjxlyH8pa8L0yBbaxmZfpY7+sWEz5X2KzA516hnUlJnyh+rYytV8YElaRXbaFucBp8ZTThSmAWVihkI2og/51jAk3kKrl5fQ4d6w0sfLeftpSpHmx+8yhG/nmdtpHZPJKfVKFZNQy8dRvNsQzFtCm5iKdYUdF7lAYeylsI3zFRTXbCDuqSGL/+jRGhu65P9gihlnV+nplFsQGxeLjwdBCpn1OSrZ1JwRqkz7/yFAEWK89RNRpY2kDiRhXbEymUDnYgsLQB/80VSgJXC9udn46h/MIwalEfovM1hGbzNORRCn3/2hYahkfOg0c+nsBS7KEXsc/AyP7aH/2M7/1bL0vTtDcZXVu33QQjSa9WcVsc/gHQ9kEmi4s5QUK3quE/Pb1iZDU34AGqaHrfmZfgCP65puFzkTwGhZQK9gduwxzDhIhmLDZOjtHzzKhFitXh6nGtiUHit3d5hLTBQMHCKYL8xX92Xao5a5AmeSyuLb1xiozmLbihzuVt4XKJGj8VkwGEPb9EWrHCpjyfwBKhvo1lUsvX+7ppQqYWkc7lbTRWs4hfo35Uva9bKkT2dfJ2UV/MCSsNgKDAm9fn4ImTJo0rQnOUeoH+s1faosM81h6apim2n+65LakoBRcEl0DLE8PwbIE+gwVS8kcX9rB5zIUPcs8yNJtH5gfzIvGI3t6Vmxi7KWpDbvKROZqU58II7K3D3eL59OaKCM2SGNmaGASmZmgCnYjD3E+5l9XTo7RtVWjoVux64v15+Ne2kLhRhWMEUHo2LXmY8WtlhO7VgVgEoXcvSQULkDyiY51yOQsvj4gVqh4JYOi7OUQ+WED4o0WY+/1Cqd3t9broKqvZtnV+lOPvbCX2WRhZAOu8TVT/ZWBRFkB/yz9PA1j79GM6jvMWo2t9ttfliKnoM7btNMcysq1sXp+TqDNrYtAlJzDGRS124n1UFzMAiX/zxGPY/CYZpbkSAmgB1Yu7dBdsCVVg87ZjBChTkHlaLanWPN5vnYaRLaVOfbDlIsJvT2Hfh6uCyFl5k1TdiffnaZvMr98wKF/xpvv4/DO8peYtFUesyULCqdrqNfP2w5ujKpAN0gD5S32Xb0mm5c5gF7QcJW7vRQ0Z6bOn0C5sSl+Ihws8vODFnYcuLKwU8miZqKU8cbQz9Fw44Uqv2iIp4efEW13H8EtGo51JqS1eTSpXT7ECvWqja6UmWQDsJOAFinV0ZtKQPt36975MUXZRn3xmxvQy4XtO9chzjXywQDq2/X5S2cfCWHv9IHZ7vZK85KQIF732+kGxMPlKlsT1MRMNUEinagOO4UfkgwXpU/L7tXamVzy5ADXyNYsqLBa+rp3WkPs/BiSIF7EILX736tg63I2dwS5Y+zRkvxoke9pjsBwBimLR1B7q64s8HmY6+ZkYWQDvAXhD/fkNAP+65fv/UE0pTwLYehiwmT4y1BZ/BoD6V2o6x9IH3kL5z15pj2FTejLRMZmWbGNYn8VEiX0frrb9Hv7d9vyShJHY80vUcOVGejYvd26moWoW3TlbPZ52rAP2/BLWJ4JuLqVVkz4dW1cOvF+SbU79xWfoZFdGaebt1/u6oSfiVF2o15/9wy/LFI0vwvVv0ESqkaJtHf+sr2TJtqLz3A0ZOqy+0isLHS80PDzpms7BDuqoJjuhVxtkQlbykK7pHIXQvnYSO2eexvokvYecWclb8VBeDRxaTPneHMlB7KBOQxQFqdSsOnyXb9FWcrOIjW8ddSm+Kk286y6xvzA1I/206O1dqWj1aoP6SEqPx5IZzlfgqij07iUJEmF2WK3LQ5hvqyaJ8Ps+XEV5fB8CSxtkgYpFELl6H3bQi7svR7F1uIF6lwZrMCbEDHM0iejCniySPMjZixpY/GcnyXb1HLVAJAMgpVoaxTItymMZCfplT66/TERf7sP5b66g9xJgX46idJByFqxBmsDaQR2he3V0TecQWbKR/usqvDVHzt9HPhwAjvZwX1/g8TCV2K/DyP4JgK9pmrYA4Gvq/wHgrwAsA1gEgf5//2GeiJPNyyidia7eXFG2ewBVRVy1sGaLT+TWxauVgME/i2KZPInq8ThBxsnm6QTmIF0VwsuLQL2vWyaNnniMxKnKcItiWSLEeBjBVVn/e+uoRX10QqqeEss8tNyGNJs1q66U33XaXm0WRUbAF3Mob8k2Jf3Hn8hrcww/wrMFBLYdmbACkG2cp1gRPVHrtqbvb3YkX0Aqt2JZBhd61UZoNg8zaUgvZe/4IZrERX20fZktoPedeWy9MoZGKoatV8Zo+2mSylzor4Zfeoid527I49mZlDtdAwQe2XOpLEnpe1FDCLwMc/RdvkXv+cwiEIug8lxGGuWFN08pznxNmuprZ3rhu3yLFtHXToJTjDSrhrUzvVLBmaNJ5L5+wF0Ya0S+4CBdXghjczaees9B8kKJ8hGspohwg/kdkeMw3NFXstB7iWCWzO0HaBfAWHHEIuhaqaHyVEgQ2AALW73Y7SUvbz0SwOL3RxD5YAHBgiN2JGN6WeLiALh8fwC1Lo0+F3WDfNTjSdSJac4X/Rs/4+jSYs6zB94gS0ZxV+wq3LRuNXO35kV+egvJynq25mjKEsOWJU7o5qZ69fQohTMosSfTDwAIJ4unbdx/a16fk+9zSrfc5VSfRmMQoqpO+ALgfownHsO9l/qx/xerZPtRjVoA8m+swZhYSHi8zu8LZxTy4wGQbSJXWPx6Wg/RugHiL5VtCz+eooPy4MJ3+ZZUVAyj5CqRlf87g12Ur5hyk7jXJ3vQ8+PrbgZli22r9b1DsSySF/a9AnQBV5Od8todww8srGDrlTGqilS4sl5tkCI9qLvRahbBFytPhRD9mEI7+O8BCNWVbUmsOWMvKJ8Ha68fRO+VHWkP1KI+dC5vkzdTpXI3VrNyPgCQqaLkjCpLFFuO2Ecq4mSuuKsNskCphchTrKD0bJoW92IZTqoHGycoDT2w3UTn8jbyp6Py/G7/x/uQ+cdEGDZHk67FSnlXAeCv//oP/1/HcSb+9lcoHYHBlJP6b7/7UD/7q3/wXz7S7/rbHE+EYl/zEACu1R4hJEo1seTUaBFyct7i5HjbJJOnfYzMacP5AHIBsQ5NL+5S/0NVEYBrVZITk8kTKqLt0wk0e8cPSaI3p980VrNk7FbjcEzNCIfesSz0XCoLf4rDORzLEt6Yv1xzQ2lbqBDcZ2tNydaUMRuAvB9ONi/sM55q1vsoB5JpCizw1KyaYHM4bckTj8k2b3sihdoQ9Yk0g/6Nfv6qAgbWJY+Te5b2/BISb12USTMvYM2xjDT27cIm6n3dWPz+iCj6m7Gw6Kbyp6MIzVLSlB3rEK1f6B4tuhzmwtw0f7mG7YGAex5MzSB8x6QttproMcvMmyOPaGC7SVv9RdpC03lDSVqIRciMrQYf+vmrEvYRv0YQztoQJWCxe6L0LPWy9GrDTdECRIvHn1kjFXN5d6AtomdmEf5yzQ3WHaVU9fL4Pqx++yA8xQqi8zXEr5VJfrOwgtTP76pqvoaRf7lFN3LV1EexjK3DlI2pn78q1d2jHQ/X1H8iG/v/rg+nSScTN4YBiN+vtZpwDD9dQIk4OISBp1hiOVLpMrztZJMxAEko4r6Itz8tkzuxKakmK9NhWZfG+ZdSKTBuWgWzIhbBzv/H3rvHxnVnaWLfrVtVt26RRdaLpIpVJD18SQQlUhGoV7staDUeSA0D3rbRTndjnfRge9EIJmlgs5hsFpMHMoMssAkm2QEayCLO9KCddNDd60F7VohiC214BLndkixGESkxtPhqU2SxxGKxqsgi69br3ps/zu+cKva02/JK3VCy/gGEZYpikVV1zz3nO9/j4jE01tYJT1LbTuby4MwEXRDRMNwy2RubK3lyWig378qVRLvErBVfHGl2lMNJucgaa+tNPefEMKzBqBRrX6GZ8sM3Ak4cN5az0JfSkt7t39gR/zRPMHgAw+MlSPjOFryWQ79jvnjQDWGxhSrBMiqOmpsca0IBqpiKisGirARjOYuhP5vB3sVjIq9ijKwegnCvACB7wgctaKIa8ZFc6aVRCc6tnzqC0nNB1Dro4mG6Tem5IDyzSyi+OIJ6hLSkO2OdpAApW+K6Yee2xenBNQ2UngsKv8yZmUfphWEJcsbiqqgV/PeVU4YygNw8DWxc7BHLocK3ztJyZThJXXw0BP/9VRQOtyHy4bpwv1o3h7G3ZiQ93F+sonN+B6mfFfDoK30ojBqoJNoRvrNFDhrJqDjuOqZPrJjiN+j9QiOxv0lKfhrn/8sUi9/m0by6sMYFoC+r7kXdzVh6IzQDFQDC3VmrOZ34laMZ78abTHnDsBGiVRdci9PAW4sdc8js8yeEJb87laSvURcRr+iDb9+CJ0jSE+5umN7hmV1qpnIHTQl/YP4XWzIH5zLk/xUNwSja0oHg5qzkQHomx8iSWOGG5vSKWBQz7YCPNTVIF5npO4CVlMcT4qnGz4X//qosRzj0o9bbKe62btlCaC4npGEevb3pvHjAcwfMW1gtlZARk8c0ezhJoSPqNfdapNhgLWjl3Dj6rxQIUsgXYQe86P+Lu/T4H5CAv22zAU++JMaPDUND748eULFULrmd8zsyfhZGDeTOkhdb+9V7IrliM85GMor2lV2UxuOkbVVBtfb5EyR92s5TvF8sKnpNzaTutpJoRzlhYvQHOwit25QQfnQA8SsLZEE9uySvY+6lUXSsNrWudkCHNRhF5tvHRaJVHk9g60IfamEDD1+KIHMuAmPXFedezaoSBGHVlbqiRvhxxaYiPB4ns0VDg2P60EhGkT39FCgWLuA62mN9/C7PM1HE3IbCKtRI4YlFBYfhMA0ARHBMdjeV/gr3kYsRLQsCKIrF+RNNI0WgyfpXRc6ZmSfA17LE0591ja0p0a28JaNQl7u0J0bjCneITLDlCwBQQOvIADGnVYCuN52Hnt+X0FamCpAfl4+6uJU8CiM+GYsriXbsvDwBzSLCpl5pCLakVxrUwbAHfSoBPR6j1bzSZRrLWSHfBjLk9a7HYyKUF58yllqpkaf1eQDUJniWMLDC8ynRJTItg2VBFFtWFaWBUy6LGL19ZVc0moHMnhTF4Nu3oFdsPHwpQp2Z4sBtvzaJzLePU+E4OgD/u7dRHepG6BOiWcTuFsW4kkdELK5Cr7pAvohD76xRGri6iQBAOUGbPTu3Td1Xmny5KufGxcW3fMhP29lYFA3Tg92pJNFV2JWiQkEkwYwl2KAzMUyEXtNE7G4RzsSwuK3G3pohpw1l9KlXbOz2e2mBoGRMesVG/EZWwnQrcZWmbtXhf/c2Hn2ljwTz+RJtR6E92QAAIABJREFU6depi6xGKCrPKNRROTdORosBL2phA5GFKp7O0R7z4zO+y+fUZP+m80wUMaAp+2HL5FYLZxYl899zMhKnVWvprGgu+SLmcU+vNA5chLyVY4mQHo9J1Fer0r81OUl4amo8ZSsUFhLz+OImyQbH25eiAqHi5nwffQxPvnSANe1s5+nNN0AdgrPd5IblJtrEWz9xvSACZHN6BZEP10UbWTjcJlIffSktFw+PkTy62edPQL92R2LhNr55mGyZM3sCmrOrq0i/rCrC7y1SsVSj/d7FY+KMwc9R+M5WM6xYjZcAgHwR+z1eCc5gK3BnOw/b0JA9TSnggnfdnBXnWQAY+OtNGZvLh/yIvTWD+L0KPU8bO8CZCSz/+17g5iwefr1f7HRYdlQ7SpKy0FwOmmmSRZHKC0U0LIuUwPU56KNDaBiaEGXNlbxgfw1Dgx3QycvfclDt8CCYsVALk5NH6bmg0m56icyc7JZ4PU6OqoWJWuMrWBLnxjcNO6DDNjTCVdXNwVimZYO+lEb/lQKi8w7dXBQm2/PTBQQye6gOdWPzu19C/dQRhOZy2DinSVKSXrHVRwO7/U2n4ic+T2+c/Lya7E89z0wR48O0CSYJcgFh0ilAnYBeacCZmSfaBcuQQNhW7dJJwcd4g8fWPgw+AxCg2pmZPyAnqh0dOMAs5xEu952zEmIbyOwdiMES/39Q52VOrxBmNzpEUhp14TvlsrD1s69PIn5lQfzlNZM2q4feWRMzvnrEFOkOr+0xMoDG2joib97Ao6/0NUftpXTT+5/HVPX/hW+dhV6xoaUS6PneL2g0ypfEvcNNdkvhtwajwmFjfy+PVUfHdJqwJSV9Yk8ufg2YFMwYXttmgwTvqmBoacLiNk+TmSFzphqmB96+lNhCk+lhFZ7JMexdPCb0C1/BIvPA3k7YAS+O/M9Elu3/yUMErs+Rn/5xSigylklJ0WrL7GznqegsLNP4ePUetl+bhGv60bbZkA6bJUJ6PIbImzckrTuQ2RPWv7lCFInQJ9T1VyM+RB5QZ22u0OjJ2/HA9TmioYx1CvHWMQnjM1fyCK3byB0LyGvbSpfJnIuIyaI8vyb9e2M5i96rm7TZ7O3E6A92iGRbdbH+9wI0Lt+cRfet4gEx/hOdp1TE/i002Z96npkiZue2yZNLGSFyWAV3ZHo8Rps0FQrC3vcMaHOqjicWJSFxCzlWrGIU5sOPx0nXfOqnjgAjA+Lr7u1LAWcmJIy2+4czwg9zZuZRfuX0gTGSv3c14hNNoLuegTetdJbKQFAzTbjrGXT/cEYi7dnni7WDfOHzz+xs5yVUAlDBFPEYun84cyBTgH9f9uTSgrTub9tsoHzITwETZyYI57IsKvL5YtPpI7ctpnqaVcP6n3yJxkIV7gGo8AuVgcise+5iOY2K8yOLL46gPJ4gwXiS4uPC8xpsQ6PHXFyFUaijsbZOGzlVyKpD5OThtRwJ2cXiKnquZWWUdmbm5edih4v4lQWxrmHahGtZtLmcGJbsST2/L8aJnnwJgcwe/PdXyTUjnSdHWIWXMVbH7zPeOu/3eKXrYg6Yf2MHpfG4sOR52VE4TI6v7npG3DXcZLdw/eL3KvI6MK5XOzqA4JYjJoskUfOLuSIrNsoJuqlvHw/DMX0IzeWQ+ttKUzGgus8nPp+P7BpnWaH6+M6nfdvH1GR/6nlm7KkBFZiq/qylErBbAz+jYeiAFA3GPhANw6MAY8/sEpyRAWgMyisKABck1zQkDBUq8MPObQsnbfNYAD3fu0NYzegQoCxr9l45LZY0TF3wmoTrOCBOk1fxwhpr6whZFvmxKxY4R425KnXJhaIb8MJBXYTmSl64UmXl+e62UESExKoKROmFYVr7K2qHs50Hkt2oKKtnChAmv6zgXAb6ULds+xhL235pFLG3ZkhzGovSciWdh6ue3/6/uEugc4VwLv/9VdjDSfo9P4kKTyyYadpKMzYWyOzBX/Q1GeqmAWPXIYcLVYx3Xp5A8FENnskxwu+iIfg3dsgs0QAOvZNWW0MaE+nz3SiOuehNqNcllaBFiQq27bw8Cyj9pjMygJVXI+hYcenn6Esh8uG6bJ2Rp4CR0nNBdEK5ZiiOml6x4QflCQTfvoX1P/4SUlAReRETbZvNUGN5HwGSV2oCMhYyZTv7+iQ6HlIUIHMAa0cHJE/h4UUdw8WkeMt1zlsIv0dLk5hVpwI/SMsQ/8Iy/PdXYaj3WFzRBq2pQVTDOnYHiAenq8XK0zifg1aaexye2K9qskkg9PnOM9OJ8SZKjrJ8BogcytpBwcYUN4c3i3Zum2gWalxk6xgmiLLlMzt0SgenCKxa0ET8XkWKijUYlYRwsZVRaUxamsiKzB9zTJ+w4j2TY8LrcqIhIV7yyGXntgn7seoiSudtJVSSOId+6KNDtKRQQLmxnG1mNi4sEz9rcVX+njvGQGZPPP0B0gU21tZpvFDdIS9C4lcWmnpKizhU7Hbhmgayr0+i90cP6LEVu9wzuyQb152xTupCbs6iNB6XFKR6xET2NHVk7I0GkPqg1ttJrP4Wsi47iuyMdaJ4oguRB/vouUb8uVJKF1pD7K0Z9FzL4vf+TU1eFz7++6sysrJY/eFLEQy8Q2Pg3mAH/Z6mIcHB1mBUuiQtnSVPs5l5YskXrAP8u57pCnHrhpPwFSwycrSq2Hx19MD70vfRx2KHzR3XzlgnaR8f0iKgsbaOQGYPdm4b1YhPjDkP/6stlJ4L0uuskr/ZsnxvsAO7AwaCGWLpt0It9jBRX9ghtpTyIH4jKxQPcf940uNoj/fxGOdzarI/9TwzRcyZmSfsJRiUbVerJU8r14WNDQHI3+vxmISBiMSGv0bZ6LQSEH81Ms0tWweoCf5iVQi2AGQ0Y6oBg/kAlKFijX4WdbFppkndh6KK2OdPNDlw1+5QEMZ4QoiPnEruJrslW9NeWCYCo+kTHIwLpicYFGqHY/powXD+BG1fFZXEozqr0nicNqBWnX6uWPSgXbFacogQuWDJ5jf+xg0SUauxu3iiCwAO5HFWIz6UXzkt6UKNtXVyZX1IKVKhD5ZoFFrPUIdx7Y546gcfUfhw7lgArmUhP+aBUbRRCxtCQQmt24IRMbbDFz6nhOv5fVhTg9j45mG6eaxTp5P4RYUCa/P7aL96TwwfXdN/AOfijXTg+hwK3zqL+I0sHNNHZpUbO80iDiW0T7SLLrHnpwu0wcyXsPLdw6Krjd1VcXWLq/I7cXHk5Y+3LwWv5ZC/miKuRj5cp5tTyzae9a3ChRtOYvkf9Yt2t/Qc6Y7Zm6z351RE/Rs75L/P+QxPeDT38T4+8/t8fk32p55npoh5grTibtX4ARDNYmtAhR6PycreE4se9PJSPLNWORI7GsgWkTdwqtBwQWOtnlMu01jHgu18kbAIjoZjp1A2PVQW1xzHJZ2a6uTIqaEhUiYATaO6m7PovDwrbqv8/ZgSwviHJ18ibHApLd2G/z7pTHFzlsTC91epOAk+ZcCbzquLhMYxsaBO02aQPcJql04C+SLSX+2HJC0p4qrvo4+JoHtunH7WoClaxPCdLXRMp+G1HLlg9dEhuJYlUXK1owOwDYhFjycYRD1iwmPV6caRLyKySI6v0XlHjA4BugGF5nKyIGGCKIvMG8koPJNjKJ7oQuD6HHq+9wvZLPM2uPtWkWRVsSg5P5iG+JFVEu2Ec/LGcmQAtQ4Nm+e7ZWxn7JSfc17uiOebSTBBdagbg997QDiZmiqcbXIjDs5loFdsdL1Pobn8PZztPBqmh/Be0yRS6/Mq46FFAlbr7Wziofl9eKw6ovMOLS5GBmjBoJQRnnwJHotSn0rjcSrIT0M7+big/uONnJ9Xk/2p55kpYnyHbfXuYqIpdwlcnHh9zqMf8sUDCdcYGRDfeJay+O/TepoDILhjqg6RkwC/yKyRBJqcMl40SMDq4qoAvFzYGLfhcZK3dXo8RmNtwEtSKYXpsWAYZyaIfc00EIVv8YXIFAoegfhzjWRUhOrMg3OT3ZTUNLuEtZd7hHnPAvN6hHzgKZ+QxrnqUDecaAjBORoxe27vSQq4Y/oO+PkH5zLyPLmWJXQP1zRoUdAixQKoa+ONbc+1bJNHBgidhMfIhunBzqAHkQ/XaRxld1rQtpTzIz2zSyLodmbmhWsX+qQsRVezqIu2h5MoH/KLm6o8fr5IppJWDbmjPnmMRjIKT76ExPUCum+RNnLrQp/cWNnPS8/vE79MbYudbVJXsGMIF+96RNlbK5IyGwIAFP9WPNEFLZWgEfvSSTjbedLTdnmk62aJ3OZUAJsn2xFZpMxNx/RBr7qUam/VhCjLkASH/7ZfvQc72ibJSU92HhPUfwzZkeu6P3ddV3Ndd8J13ePq4/90XXfbdd3fd113RP33M32Enokipnl16Zx2XqYugukVkn5kVWUDqF+7Iw6pTrlMbyarqZPU0lm6yEcGaMxTaUHONgHn9sKybJV8BUuIrMKJmpmnO2iL2BxQHZdi8TOpdeflCeijQ5TtaPpkk9c6/ja1mDXp4LgbYMY9F04uaK7pl44GoG5g83y3CMv1pbRIrACI5s4TDGLv4jH0Xd6kEXM4KclFuwMG+buzy0O53DR2BCR8GCMDdEEoyxwWtLsWBVSUXqCOaOtCHzyxKGkylXsEy7w2Xx1F5/wOapdOSpwcC6b5hrU32EG403ASwYyF/isFVIe6RSbGr1Egs0f8wWRUHH0byajoWPVKQ9KD+FSHurF5klLQfQVLiiZ3XQA5U/RMVyiAWKWucyGrR0zsTiWbZpVoyWpQgbQ84joTw6iqMQ/RMDYu9mD7OBGQ+f3ICUZ6pYHC8yl0zu/AKNp047PqMl5vXehDZJFcaj2zS3LTrcZdBLcc6BWbxtqbs+iYTsvI2irP00wT/o0d6hRHBlALG6T3fBrnC9nRpxzHlY0jp7MATSsdAAeKCjugchfCWA9zzABahTOwz+04X2DevpSMK/zGZ0NDLqYiqVFbTdZmFp6n4sRv7M7LsyRgjsfgseripsoaQ/aWN5azQL6IjS+3qy6gKlrMzVdH5a7tL1YPFEChMsSi6P7hjPCFAOJ+8RKDQ2IxQmk/nG24ebId3jRx3yJv3iApVAutBCAwuDrULWv7nbFOwniUyJ7Jomt/eBihD5YQfPsW7IAXkQf72LrQR5SU8yearq95AuUd04fdfi89F2cmUB5PkIohGqZUormcSGYYxNav3UFugrqG3FGf8qqnrpQ7MX6M8nhCaCJaOksQQNlC4fkUNqcC6Lm9R7w29n1THDBeihjLWewOUJCGPZyUJKytC30i+H74j48TyVdZAsWvLGDzZLuQiCm014Sx60Kv2LAGo+i9uglj15FEouKLI8pJg8gAnfM7yJyLCItfYvICXuGlceiMnieVQc8tB6WUB7ljAVTOjRN2rJ6b8ngC2681I/7K4wnJEOUtKy81nvg4j/nxOzzPRBFzHUfGpl+VuHBR4o6AeVu8sWE/9cbaOgHuyrddS5HVsLcv1WSyq04MUKG40RCJhJW/PwDhpIn9zzZZmjC+En5v8WBepPpebtmSi0SPx8RimG2AAKJi9ExX0DGdPiBEjyxUiQ4wMy+EWyyuSoxa6Mc3aTt18ZjgX3ZuG5E3b0BLEQfLjrYRfmL6oJkU5VY43Ibk3zxEdYjE3+VXTsvvykEdPM75ChY2LvY0Mz5B2Ert0kkSuW/soP8nD2lUPn8Cm1MBFA63yQYMoG6RciFp01Z6Loiea1nZXporeZJKrWfIS14V2sbausS82edPoOenpDns/fkeVr/SLuMf41JYXBX7bWtqsGn3A6LmhD4po2e6Ip71runH6td6xPPeMzkmhTt+ZYFuEqo4suaxdukkdYolSLH1TI5R17jlwM5ti6C+/eo9dF6ela0k8kV0TKfFnijy4TrJlyJEN6lHKAqPTSLL4wnJwOT3Vq23U3IS6hGTKBW75GPmL1ZROTeOwuE2uOsZ5I760PX+Gh5eanaueqUhxNvMlwJP6ULFUxsnn+Z5JoqY5vEQQ1yNhProkMSvsQ01bwWZW8XtM3djejwmekuWJAUye02CJmsrVRfC2FboxzcPJnsr7phY/sSiQp6sXTop7glaKiEYCweI7E4lJdHa25cSDaX4meVL8BWapo08nrGtDdCMoAPoghTLnTMTCL5964D1NuN+7VfvEUakvgfjXN6qi/J4ggTSa+t0MSr+GoP6/o0d+Dd24MzMo+d7v4ATDeHRV6i7ci2LOlblecW0EgBUjFdpLDWWs7QtTCVIoqNuFp2XiXbh39gRT//C4TZiyatEKG86D5whY8Xg27coPSnZjdjdIgqH29B114ab7KbC35JA7gkGhYDKDhjOdp5yHtN5FEYNGvGiYdQjJgb+ehP++6sk70nTptH30cewc9sIfVIWXacd0MnqWWU1JK4XBKTfGSOlQPBRTQwWa0cHUD91BHsXjyH7+iSwuEqie9OANTWIvcEOPPpKH4yiLZCDr2ChNEguuoHMHnb7SdfK2C+bKTItwlewoFdsdN9q2usURkghgJEB9F0ml9rktYZIq2SyWFhGW9pFuevpXOpPazv5NM8zUcQANPEFJRfizorHPt5SAhAwXR8dEn0dg6wM/HryJWTORSQRiUdRa2qQugXTxPZrk0Js5e7OHk4e8CBrrK3LFspcyYtEiMFv/hpvXwpGoY7iiS6s/8mXRJfZ6h7BHRY7IGim2XSFWFwVBQIXUc2qovB8Su7O5VdON40Y1baRN7TVITIkZKsdtmzxv3tbMDprkPh2Wxf64LHqEmmGfBGFb1HclzMzj/jsvnRX9VNHoFlVKlJqeeL76GPsDhhNB1KLbG3saJtkI1SHyJ6mYzpNAH80BP3aHRi7DiJv3qBlSrlMz1N+H+WEKeJ7klkRRaFjmpQDjHFyx+xMDKP96j0J7GUpV/jOFqpD3ZT8s+XQIqXSgB1tgzU1iNyxgNga8QKoFjYo4bwF+OfYOS2dxearo9g8Tx0V0yzC7y3CXliWkbQ4pENXslHuxgKZPYQ+WEL3LdKR4syE5JoO//kC0l/thzMzj46HDdok96VkE15JtCOQ2ZNiagd07Ix1Uo7leLzpJaYCdJ1oCP5ildxpl9LQTNXZjQ6h6/01dP9w5kmvUDpfYGK//rgODdF2brtJQmUw9dw4jYcKWG5NJ3LXMyLo5lxBQI2K23m6i0IRadXmyv/ubTViGIhfWZDtZu3SSfpaqy5J2/LzqS7QXaekG9a9ceqRPjoEJxoS3VrniiN2MNxJcafILhScHiQmkBPDUpyZ++Rs0xo/99IoPFa96f8fbRMaB2N27JoAULH0v3tbtqWbr44i/dV+BOcy8PalEL+RxfbxMCIP9sUgMXa3CM/kGCUFpfNNp4VKA41kFB3TacG0tFQCVpfWFMkrFw2PVcfaHx4GzkyQP9tSmkDsy7NSSDum0/BMjqF8yE+LBPW7yu+mEqPYz6sV5NesGm2iUwnCm1IJ2eq5yW4qVINR5SzRQCmlkzRMYVHBuQx6f/QAgOK5mT4427RYMQqEybH4W0uTCNstW4jP7iO45YhpJasWPJNjaCSjiF9ZQO/P97Cf1ETzCtDiovjiCLmrGoTThuZypKEsU0qTPjokQSnc2TmmD8G5jIz6WpocLRrKWqdjOk0qgxfIvNGZmUf2dBh2wAv/rovSCyRdc00DS/+wG7tTSVmY/f/xPBNFDIB0Ia2pR7zW14KmCF9lI8mmh/mSiJQBYP2Pjh+wxGHSIBZXD/C0JJlbbd74jtdqJChLBLWtY+yLk2sodbsmf3ZMHwHfj2qimXS289Cv3ZEACxYMs7MpE231pbR0l9Whbkm9BkCkSuVgIORZpV+kN6v/71jhlL5xRrZs3T+cQWSx3swiyBfR9f4a0S0qDWy/NkncIgUws2W2Uy6TRnWJMDxzegV2QMfSP+xGaJ14YdWhbvKvsuqoJNoRv1+n31ttjcPvLYrnPG1dDcl0ZNqDJxgUhwsu+jw2Fg4T4XW/x4vN892q4/Yj9MESar2dCFyfI72p6aPEIqVZ9KbzKA2SjbN+7Q5qYUM6doBAdM/skmSHlg/5hTzcSEbF84zj2kJzOYreG+uk1y5sCFiee2kU5YSJxC8q1FEr4m371XvonCeZV/ctykFlvzKWghVPdFHikuIqViM+eb79GzvSxTP+qC9RWMvGl9sR+mCJboJnJtD9wxlUIz7Eb2QRmsuhkmiHNRhF8hoJ29kR90nPF+PkbziMWTEmxhIdoMmVYh8wFj+3UhC4+PT/5KEYEQLNcUsCQ6A6q2S3FAknGkJjbR3FE13NRYIigDoTw0INwJkJMU90k92yOeKCBRAw7L+/2mTYq86KE2zYYgegsYxTyDmhnEFv1mHauW1605fLFHo7MQycmZA3OkAAPL/Z2ZCw8/IshdUqO6BAZo/oFuoidi0LRtGGN51H5M0bUmAqiXYSpOdLB3Iu3WQ3ii+OIJDZw+/9zT6Cj2ooPE/OE8EM2fBUwzrM6RXadMZjshVFvigyK5Yz7Q120O9p+sg/TgW3SCGOhlEeT1CQh+lD7K0ZGLuuAOMAXfA7L9OIpi+lqXPim0c0hN7rVPx/+S/Owl+kbXA5YcpNiJOK6hETRtEm/aLCvwqH22AU6tj4crukIQkBd3IM+z1e2gI/F0TkwT6MQr3p55YvohrWpfth+gcbLHInWR5PIPioJvrXWm+nFMvNV0fFvgfRsBBX3bKFasSH0LpDSo/RIehLaVTOjcNrOfIcmCt56t5MD6oRn2hmn+i4eKqyo6d1npkiJvQJRdjzTI6JyyhtCA3pwERjqbop9hIDCJ9i7RwXO9c06HuZfqE2ODPzgi9xzmHn5WZ+JGvbeFvIsh0mH/Jos/4H5NnGLhPMbndm5uXnevj1fgncYP8zPR6T7+MJBsWbP/v6pIyF9vkTYljo7UuRrGopDT2/j+KLIweCPlg36EwMwzX9qJ86QolFr5wWrMlj0ZZQM01a+4d1eW5Yu1oN6zKKlF4YPqBh5XGmFjYk6Zo5a9uvTSL045sovjgC30cfC/boK1iijGgN1Qi+fYsi8fL7cC0LjWQUv/wXFBJcGo+Lo6x/Y4eKzsgAdROLq2S3dHQAW8d1GEVbQH+AxnKmHrRfvQdnYhjxu1T83GQ32ld2YQ1GkTsWQGguB1+B5Ga7/V6s/IMegjQU291/fxXx+3XRYTrlMiIfrkOzamIBXe3QaIxTlAhjOUt0lg/XEXxUk2Qrz+wSpXEnibjLgnn92p0m8Triw9rLPWiYHvRcU1zHxVUB+MtdnqYTLhS9x/QT/aNIbq9coNndNTSXQ8d0+oAl0ROdLzCx33xYByl+6+yB9Cs6RwBN/IeJp+UybfNUB9Ya8sqp3mzbIp5bKtSCt1SMv0nAiGLpAyAsRvlDcYitZpro/8lDGmfUz8DxbWwDpAVN9P3ggfhEMd2i+OIIPb6Sw7gWOYN2PGwQSJ9K0IaQ2fNq7Cq9QEUqfGdLEstZVaCZ1GVoVo0A56nkAfykkmiHJxjE7lQSoU/KJHpWcinH9Mn4V0m0w462SVeAaBhYXCXJzOwSAtfnZMQHIJ0CQBdW/dQRBK7PqQ6mhq0LfdQVxmNiJcO4mb2wTN3hzVkM/1UWxRNdZEGtNrZMwwCUu64yiASAxI06FWKFVbEch/HR+qkj8KbzCN/Zgidfwi9fjUinWYnTa8pdXWShiqG/fEgZoPkScmcplHa330vcsmgbyq+cPmDxDShJU0BH8USX3HBbg48ZRvDEotTp5/fhmD6sX2gXkb8d8AIjAygO6eiZrhAlJV8Ebs5i/Y+OI5DZw+b5bnQ8bCh3C5teO2VPpFk1EeO7pp8WVpZDf69iAp/W+WKc/A2ntRgx6bJV6G0vLB/AzMShQQXfkq1KUe6aPP6JnInF2OowQ17CdeMxAu2VrEb+nVocMKeLi6gej8lm1Jsm00QmfLI/PRc6zTQPSJv4Tg1ANJqIhtG+skvJ0tfuyNZw7+IxeGJRZM5FiAP1wRJpPE2/dFVOuSzp1PxcuaYhXv16fh+hD5SR37lx6gJuzgotgcc9xnIC1+fEZ4zkRH7V4RkHMjaLJ7rgTAyTKwWHjKjiy6x6O9qG+JUFetKV3MseTpItToyIxyyQz50lu2kerZ2ZeZRSuhBhy6+cxs5YJ7lDKMfS8J0t6p7yJUpdV17/GBmAsZzF1oU+uKYf5fEEuu7aqIZ1NJJRJG40/b+IOqGLNXQjGSWGe76I+Bs3oC+lsXmSMKjdARKm584SeZXpN6FPypROrt43rmmQ55kiWgMQrLQWNjDwxoNmQO7GDllN77rSGbpJSlIKratcyy3SlHIgsJbOHogYdCaGZYvesVoV4i1jiMbyZ5pBPN75ohP77CObOdYpQvk3KTyLwW02GUS+SJ0M88iU1YwnGCR7mBeGaUOktJgAJKSXXR68fSnpsLzpvBQtLUhjUPHFEQkccSaGm84WCvxnN1PfRx9LxwaAJEZqC6lfu0NEy2BQOFiMydV6O2lMXlyVC54pJpzMnbheEFtqsZxpsRPi1b0dbRNFA7PVuduxo21kWbyUFjxRC5rIvTQqidXBuUyzszWb8iCAtJDs+Ao049P891cJkGbjSqtKRSfR9OLnPMVa2EDhcBsy5yKSpq7HY2RBfbeIWpjUEYiGCQ5QThF2bhuhD5bQMDR0rFZRONxGppJqA+tEQ9TZKQkay4a2j7tkDb6SJ2vpR6Qz9BerdJPMF9F5eRYN04ONL7eTCaWyD7KHkyi/chrFF0cQv1dB7egAmUsmTAqu/ehjhD4pE1Z2cxaRD9ebnSvoBuVMDKMa8QnFhF/z3Euj2H5tUmxyXNMQ1w/H9EFLE0m4lPJg7+IxSi9X+lfNqpKVdixKDiOmn+yyyyQhKx/yEzfQ9ND72Xo6oD6AL4rYZx37/IkDfvosBWF/rr2Lx5odmAKsESU74vqpI0JT8MSiyL6bivgUAAAgAElEQVQ+CT0eo0j39xZJwsGSpBaRuR3wiv10+ZXTUjwYNG+srVPXdGYCue+cFRIh0z4449FNdjc1hhxKEvDKG1qCScplwfIEvA/oTQdZ9T1b/amYKAtA1vD2cFJsr9kBlVPF+Xnx318Vm2fuJhij4ufVLZNkyS0TIdaJhppJUUm6uEJzOdgBr2CGABVO/8YO9KU0rKlBiZ7zTI6RQ0c0TE4TE8OCC9nRNvjfvQ1j10Hi+3elO2BW+95gB/zv3qZNscI947P7EmiCaBhWl4bcsQB1SiMDsoFm2RZL0HwffYzQB0vov0qd1cbFHsG5pPNsUYN4LQf1EGTxEfpgCd40RepFPlzHL/++n1j3YR35MV2yJfX8PjLfPo7VP/0SqkOETdkLy1Tw19bhseoUHqJsfQDiG3a9v9a0up5eaUYAKt/+4osj8BUs9P/kIW1Y4zFsnu/G7gDlk3oth8b0Q37RdNZPHYE1NYjwnS3KA53LiVtKq/j+3/Y87ij5ux4nnylnV//9VbiTY3AUiRQ3Z2ED0FVWY/vVe9CCJtb+8DD8KsJKS1O7rl8jR1Y3lQCsKuJv3ICNZsESGx11PJNjqCTa4X/3Nkm9ZuYRSscA9cbmzSjHedkBLw69s4ZGbhs6e3Wp7k4fHYK7uAotFpUMQOS2oV/bhn1mQuFUVbjq55FU8iSJrP3v3pbHAuiiag1KkaJbLkMHsDtgIH6DNml2uYyOaeV+allSSKBImsEtRwpMz20SUrupBFwVYgGVNq73dlLRy5dEOVEPeOFVCej8+J7ZJdnqGYU6/Pki6UUXllH6xhkCtFXB9ViKtKnkYJ7ZJex844y8Bmx1ZA1G4Z+ZR/t2nlx053KoDXWrPM82BDJ7cMsW9l4Yhn/XhbHripvs6p9+CYP/+6akkfPhJO/dfi/ixSp6r27S8zWcxNLXg+i97sKrsj9rvZ1UWEyiimhWrekUotLhD//zpu1O5EMI5cfNF5H8m6qk1wOA1kfcuLpymrWHkygcbkNMjcXudh5QuF7l3Dj0ii0J5XuDHSh3eVCJA8FHJgzOJzBNIiGHDVEU+IuKgqPSxT2zSzDEEJLSvzkxiW+CT3x+x5vHxznPRCemeTxCq/DkS4QDMfY0OoTSeFzcCzTTROpnZJUCKL8t5ULBrq0H0pFGSBbiiUUFOyt944y4d+qjQ6QpVGJnN9lNUifebJbJYVO/doceS5Fsne08tBQlHtnRNvH+x+IqcHNWpFCsdeTTqjSQ7EtFK0E0DNeyJHWHf2bG0hj3i701I+v20jfOYOtCH9pXdqk7K5fFQufQO2u0uVOYFvO3cme7BSMsjcfFX97ObdMFoCyt9UpDgi30SkOKbGguJ57ym6+OCmE38uF603VD/TvOD/BYdey8PIHO+R3aaiosrbG2Tqx7xYtj6xhWCOhLafH5Kg7pqHVoKHd5EJrLUXjJikv6S7XJ4/cEQDhRz7XsAe+03EQbDv/zRdiGht1+L1zTTxiTVaWcRmVIKX5vZyZEq0qe+IY4drDNEwBJFefRcO/iMRojFX8tdrcobipM0/HMLiE4lyFicIWM2dtXdtFzew/VZA12QEfh+ZQE/tbCBqphXRQFAI3nu1PJA1Y7pfE4deVq0UHmkk8H3H8WO7FnoogBOMCQ75hOC7+KiY2e2aUmg9mqNfWMRwfEskcLkuMDaxW9fSnUI4QhNdbWxaMq8iFJglj7B0DafU++RNs3lZfIdAwAEuPFm1DeHJaeo5FSSyUErOax1zM5BmtqUCxouBCx5pN1l616RqNQb/qJKTUCQKMGomHyoHr7lhSF2FszZP2ylKacTYXFsI8V0yvYIbfr/TXapE0Mo9rhoYtf+bXVejsFLNbz+8Jb88wuNYnG0TYaJSsN9Px0oUnBUKM4i+aN5axY63jyJaFIbF3og76UFo+32qWTMsqyc0P71XtyobJtUfx+HeFlG6F1WwwY4zcodKNwuI1+55n5pv0QCG90oiF403k8/Ho/jF2XME5DQ881GmdXv9YD17IQ+qSM0jfOANEwzBVKRvJYddSODqDwrbMqobzahCXyJewNdqjlARUJJtuWuzwwCnXhEu4NdlCnrAwWOb19+R/1AyMDpOVU1uOl54J47q81+ItVhO9sIfRJGcEMZYV2zu/Ioshj1eEvVhHMWAesdtqv3pM/Cz6b/8KK57d+hIhqGiIvojseBX1oQRPlQ6QRq/V2Qq+60PP71CGZhmzM2PGB+WH6tTuES52ZIMuY4SQF2+a2aXy1LLqQ1WM721QAhA9mmk3jQdMgfEkVIqdclq1Q9vVJAJCNpTNBCwUsrkr6Eoe7AjjAf+OQXT2/L/IlNnRkm27GxVzTL3bTjH0wWMw4SiNJKdWefKlppJjOSoAvd3ul54KI3S2icm4c9sIyAc0BXRYcAMQhYvu1SQki1vOkrdTz+82treL1CQVC5YcChA0Wnk8RjpRKkHA5GiY/+2hI/NRo62qIq6xj+mBNDYp7KR/eumqpBHJnu1Hr7UTX+2viNuuZXSJybTovJM/yeAJ6lW5gnfM7iN2lrsmTL2HgjQeERVp1hN9bFD4hGzT676+iY7Uq9Ap7OCl/bl/ZReytGVFN8L/lAskLllKKhOXOxDAJxMtkITTwDo34WiqB7eNh7E4lUe7yYLffC49VF46YdKQggX9hlIomL0r2Bjto2WVZ2Lt4TDrJ0gvDAvo/8XlGMTHN/RzxJb+t06nH3bOxrx1IjAGayTlyNwF1Xsx09yj8xi1b2Hl5gtKgW8InmPTKbH/ZeKokH/4cFyhOn+HDek0+EsYQNiSZh9nyPJI01taJlpHOHiBg8ugIQLpGfgyA3pjML6odHYBeaSA30SYXg9hxM08ulRDaSeXcOBFzFWVCC5rCvWJNaHAuI1bJu1NJStpWo7EWNImZr1xn3WS3EDCZyMnPjQRzKAtsLnbVIZLuBB8RR63wfEryIu1om3jr66NDNHZNDVKgiSIN83NReD6FcpeHNI7qdWIZVCXRjmpYF19+O9oGbzovfw9AlhzmCnWDbHHDGszSc/T8GUWbchSUAqA1Pb0a8aGU0hFat1Hu8iA+u990CVEFB6CxrWOaUusfvhTBwBsPSPuZ36dNMGOhJtEy1i+0S8EsjyeEb8fvgUdf6UPHwwZlaL48Qc+fwvFaXwcevxmrLYwaJHY3NGTOOXjusksLBqUZ5Ri5X/z0P/u/HieB6NNOINnn9v/RP3msr138L//JEz3W5znPRCfmOg5xg0aHiOmuHCik+1DFoPTCcBP/Uox73kaGfnyT7sBKYsTjFHPHnHKZeFzlZkvPox8xvKuSiM0aTQASCoJomPzq00pc3WJL4/voY3AyNrPjefQCmoaLrQW6dnRAHqOxtg792h3BXdgRtPsWhYXY0TbJIuRR1l5YFja/Ob0iuAnjht40ESkD1+fEVz7z7eM0Ns3l6LlYz2Dn5Qla0ysxffHFESoEaZXtWWnANf1In6dNq3SNSjnAY7P//mozSHaIto3FE11kGLmUhh3QpaCWXhgWIf3m+W4Zk3mki9+r0GNF25D+aj8apgfZ0wRmd87vSFhs4XCbFDBPvoSdsU6UUjo5Rqj3yOZUAM52HoXDVEjDd7YQ+vFNBDJ7KCdMcZfNfPs49Gt3yDZIMeJDHyyh51pWHF+3j4dJSpQnDlnogyVJH4/O29j45uHmaz27JO4dTHId+OtNaCZRP/zv3hZqUHWoG+mv9qP7hzMkQA+a2DwN2WLXwgZlmZoq2Xt0iF7rm7MwlrPIn6pj87QHetXF0L9uHGDu87/j3+lJj+Y83sfv8jwzndjIf/gniL01c0BryHdbxhX4ODPzIl9p3QoxLsXe8nwn52LHHcveYIfwr9ifny9GHks5YISBWyyuHuieeHvYKhJ3TN/fETCzQSMXHdf0ix0PB/C2X71HJFTVLbGtdvFEl0SJAcrhYSlNmrmqS5mL6i4uP6viv/HnOByl9MIw2SMvpUWuVOvtlILJxzO7hMy3j6P3R9QxLP15FEP/FY2PPMJwZ1Id6obvo48lBap+6ggKowZ6frog271ygjA+Yzl74DXhLS7rCiUqLqAjkNnDwh924sj/uI5GMopa2JCupfTCsHQ/7HKhL6VReoHkOOb0ilgVZU+HZQHkzMyL5tSaGgQABK7PSfflv78qTqj+YhXlBNkkMfWBc0Fbu0bXNOQ955r+Jg1GvRaMx3Jny1mSHEDCoH+tt5P0kHM5SZOKfLguz18ppSOyWG9OCUwAj7YRF1JthX/1fVc/dQR2QMduvxeRhSr+9m//5Ik7sYH/6PE6sYX/+t+xTgwAut5fo3Wz2tzp1+7QuDRLSn3mGnEyOFvV4OasxHOxuSFv2ADFj4mGaZSs2C3LAfIlZyBaSyWAEeJfeftSzX+nOkOgSbuoDlG0XP3UEVIMqGAPz+zSgSSl2tEBIm4CMkbxBo1TgUIfUOBIILMnOA/nSkY+XJeuzi1TJqSd20b4vUUS+yp8j4v0gWg39fMzTaM4pDdH2kXiStkBnToHFS4CUBFP/s1DCmhJUgHjr+25lkV8dl8uQuZKaaYp7rnxN25IAdPz+6h2eIjTt52Xjm93KineZwB1dU40hN0BA598zcXOWKfwu2phQ8Tb7DLhWiRyrw51IzfRJgWax13NqqKSaJdRnMnSdsALezgpRoTOxDD8GzsoHyL9YfZ0GHrFRum5IKkaFJF67+IxCbvNvTQq3nW8NecCVh3qbnrHqXHcLZM43g54YQd0Ip+mSY5lB2g76itYkhYVvrOF8HuLVKStOtqv3kPv1U0KNFG23gDIPipskEeZChZxTYOskJibWGmgGtbRfav4BWP/t31cxyHB9fU56Vhafeb10SG6SNW2ih0WJPFI2ZqUXzktZFKOmmfMxduXksAIo1BvFoxYs/hxIQLozl3r7ZSCxo/lli0xxhMcLBmVOzLbZgMUdut/9zaNhIo1zxZDexePkQf+q6PYG+xo2gZxBiQgPlmeYBA7L08cwOcC1+cIc1EyG3JVpTGKA4FFcxiPIfU/3SUcKxoWkFyv2NTdcX4maAPK+BEAuKafLJnnMrRQWEqjkmhH+qv9JKpWNwuWLPHrtnmyHZpVRfwKbS/rp46Qq225jPar92TJUUm0w5oapEQiAxj9yxqCj2rSdZjTK8hNtIlSoZTSkXtpFMUTXTCWs+j56QJtr7mwxmOoDlF+JPJFSjR6aVS2pWwZ1HMti82TpBFlbWVkoUrqgw6NCr5yWa12eMi1t2Kj9RgFWh5kzkXQSEZlw2jntkkVsLEjCx9jOatwOkPIxr4CFWMsriI4l0FjbV3CbvnGyS7FfZc3kTtLgvrSeBzW1KAkxutVV17D3p/vodbbSa4W6TzhxAo7fuLzFIF9TdP+StO0rKZp91s+999ompb+lQi3zzyfWcQ0TQtomvaRpmkzmqbNaZr2p+rzv6dp2i1N0xY1TfuJpml+9XlD/f+S+vvnHucHYaC4dUt5IO1bSYV4AwNA1uGMzXRMk5xm45uHARCYnTvbjdIL5GzAobK+giUFg4N3W4mwPCoCKjpOjSKsyWMLacbW9KW0WLAwVYQ1nProUDM4twXcD759S0ZPo1CnwqP4YJ5gkB5PbfkAElZbU4NNAqxKRXeT3aJ/5MWAZtUkuMQTi0IzTXlTc2HnGLvcRBuNoSMDQmPRl8i4kAsDkyk7pmkUq4Z1BLcc2YyyRtKcXqGCHw2h53u/oK4kGpbnnLMz+fmzF5bhf/c2FeRKA7UOTaxv2FDSHk4iPrsvbrw9t8l8MPQJ2YGXXhgWE0O3bKF2dIBY7OfGCXeMthGVJp0Vq6Hdfi9K43GE1m0JrAWoc3GT3ei+VaTXTeGR8SsL4ngRv0Hxe6zfdC0L5aRL3aQKzcWZCbLOzheJkJ1KyOgJgIjJyaaQvHJunDDayTGSJik6zMIf0gjvmD4SwhtA9nSYSMbv3iaROki8Xjs6QDfddB7lQ374370tmQKPvtLX7OCe9Dy9TuwHAC79ms//y9YIt8f5Ro/TiVUBXHBddxLAcQCXNE07A+C/Uw84AqAA4Nvq678NoOC67jCAf6m+7rEOOSOQP5c4nqrsSQDYfm2SuiDF4A/f2aILmR1dFdk1uOXAMX1If7UfkTdvEAM8bAg1gkN6mdSZe2lUrIE59VsLkv98/dQR8cZivhLQxLr4MFlUJEOqoDHPijsezqRkE8CeaySFqUdIwsLcNOkIOax3ZAB6xRauGRdfLK5S8VMLCS2dhTVImjoReINyHXenkghcn6NNp6IvdDxsEEM9nUX91BH4N3aw8c3DqEeUaN30UVFXP4+5kkfn/I44YPDIx7hkJdEu3ln++6siciZ6iCFkX3Zwld8R5Nvf94MHwj53TePA9+YMg84VhzbEb9+iYGAe4VOUJ9B5eVaY6rg5Sx2zadJmr1hF9w9nEMxYZJ394gjd4JSlEBZXhQ/GydqM4wGEQz28ZGB3UBPqQnie6C0C6lt1wVztgFfE/ABtNENzOXGfKI3HJadyZ6xTYb01ZL59HKM/2EFkgXSixSEd8dl9HHpnDbsDZKcdv7IglBxjOSuYJUBW5r6PPkb29UkcemdNpocnPk+piLmuex3AZ2ZKPs75zCLm0tlT/+tTHy6ACwD+Wn3+TQBfVX/+++r/of7+91Vk+W883jQl1zgz8/KmZgIhF4b4lQXxFGPfMT5sF707lSTR8M1ZJL5/F6VvnCHPftMjekcG7gECsjtWaXuXe2mUuooWCx8OROU7KS8eCHynNzZzufjzbGZonz/R1EPOEgjPG01eFDDzvnzIL9+/dnSgibVMjgnxdXfAkGJVOTcuDH3GVpztPG1w1djjmoaEt7av7BIJUo2SHqsuOkX+PaoRFV9XdaFXGtLZlb5xRr4Py1kqiXaR5bDsyC2z+ysFX2imKUJ93hSzON0zS86s9vkTsM+fQDlhUjjG1KCI2fnnAmgcC83lJBzEX6zK9pU7MOSL5LBbLsv3Yx+5wvMpkXfVTx1BOWFi60IfQp+Qa4qWShAYf+oI4UuqMEY+XIc1GEXh+ZTgXL/3z25g8HsP6KaSSsA2KIbNTRJnTbNqxNxX0INrGmRymErANjRZUvHWkJ/TUsqDWm8niie60Ht1kzhqGzto22wg9TOyWm8ko4i9NYPQB0uY/7Oh5k3VpIXK1oU+ycDceXkCh95Zwyf/Qb+MtU9yNHyu7WRc07Tplo/vPObD/Ceaps2qcTPyOP/gsTAxTdN0TdPuAsgC+BmAZQBF13V5tbUOIKn+nASwBgDq73cAxPArR9O07/AvWAdtEP1FYkN7JsckHYe96V3Lkq0SE2HdMvlSORPDTWeFt2+h2uGRIhX5kEbDjmm6S7IxH+NczJZGvojY3SJhDPGYpHsHrs9R99TirNFYWxeP+41vHiaJzakjwmljeZN+7Q79fIr8ylgXS2yYne+JRYVTpcdj2JwKNK1ylAwGi6uIvHlDJE/sRuGZHCOsR2EoHdPEhJcuCDReZk+HSc6lZF0ctgs0bY1sQwPyRXT/cIZUCOo5ZdInBxHbAa84N/DYbZ8/gYf/+DhJhZRcqbG2ToCy4vQVXxxpZiakEoQZbuxIgfr4u23kvGA5wvEzp1eEa4V8Ee1X7xGzXiVo108dUfrDBtyyRTmbfSmE5nLYG+yAlkpQjmaHJuHA1YiP8Kyqq7z71c0oTT8PS8C0VILeLxWbcDNFoG2N+Kv1dqLjYUMKHD/vgcweKufGaWyOtiG45ZDMSkmbtCB1uXrFFuE+QMlGoU/KEn8H4IDffum5oMT0jf3FNjLfPk6d78IyVr57GPEbWXT/cAYd02lEPlwn6sadOozdp4C2fz5MLOe67lTLxxuP8Qj/CsAQaOLLAPgfHufHeqwi5rqu7brucQApAKcAjP26L1P//XVd1995Bl3XfYN/Qb83KDo5O7ctCdwcfsFAczWsk90L21Yrm1+ALlTH9CH3nbOIX1kgO5ZTR+CaBrZfm2zKfhTNQeyXgabtjGKZ27ltSvJW0hB2aQUI+K5dOkkjbbKbvOvXMzCWs9gZ6ySWvkrlYevg7OuTZNV86aSMkQDEnqXVc6r0wjD6Lm+KFIdHLg7F0FIJ7F08Js8NZ27yc8TAcekFMmrU0pQL2X2riPaVXYpu+2AJsbdm6DFUitDGNw8j9OObwm8L/fgm2dEEvGIn5Jp+oUHsXTwmxV6zCBDvv1IgLDNNRFPJM0CTOxacy9AWONpGRd+qEucpX0T7x35sHdeRPeHDw6/3N2EC9XUcledN55E7riH83iJFzr17W9LCe27vie8/6zDDd7YQn92XLWj7yi7Kh/zonN8RO23WR25c7FELAYWTjQ4Rhqq6ftc0RHLm++hjAuynV4Qq0oo9+YtVWFODKBxuI21rQKeczksnhcDq++hj8fTv/fkeHNOHwmHiBfIU8OgrfWR1lN8nfarpJ+vsiz2I36uQtnd0CIkbdfq5lZebEw2h5/aeyJWeyvktbidd191UtcYB8L+Aas1nns+1nXRdtwjgGoAzAMKaprELRgrAhvrzOoA+AFB/34nHmH05MRug7drexWNELVDAOaBispgxDsidGTfJptcOeNFzLUshrLltCWqN36DuiH3LNavW1PnNzMMzOXYgj7J26aQkeUvYLpslquQZ9szyv3tbLJGDj2okbjZ9B6Llu28V0UhGYa7kZZxszU/cfm2SilIqgWDGwuZ55b+lAGLOGAhcn4M1GEUwQxuwxto6Ct86KyA+6xqd7TxdqK+chlsmEz3H9GFnrBO1SyfpQuO08XSetnW396SDrF06CU8w2MR1hpNUZJU1tLmSl3QigAqUNTV4IPCX/8ykYC7W7L3mmSV7mq0LfbANDZuvjqL353sI5IBAzkU56VAylNIJyvc0/Uh/tR/Df0WUAS7+/iI51Hpml1CN+GAbGnVo+X0ZX9mKXEtnEfqkjMy5CHIvjcrYnPvOWVEKNIXsxDezc9u0QY22oXiii1LcWzBRTiD33yeeHmOcgcwe4lcWoKWz5MZh+kVfaQd0sh5P57Hx5XZJQt8d1ETRUOvtxKF31pSetopHX+mj33djB8m/eUid7uKqeMWxTlXP72NnrJM83fIlsVF/4vNbLGKapiVa/vcVAPc/7Wtbz+NsJ7s0TQurP5sAXgQwD+BvAXxNfdm3APwb9efL6v+h/v599zMYtW7DhtdysPnqqIDVwYzCMxQQ3oo7iX5RtfyeYBDOzLxwYThk1jO7JG+0vYvHKBFGJVSzf5d9/oQkJrWOkIzfsJWynt8nfEpp7AClIIjHUE6YqIUNInSq7MvWlbYzMy/0Bz0eEysbLK5i7+IxGLukWCie6CJnhocNSjdK5ylF2rKIW5VKHGBje4JBMVHknAB9KS0p2cGMJfQRO+BF+L1FcqxQRY1IxEQkzU20CWmVHW5L43HJlpTNJwvfAfHOZ32ilkpg/Y+OS0Fl4jCHuvDvbQ8nsXfxGNYvtKPr/TWE72whskCdT2SxjvjsPoZ/Ukb4zhZpLq/doYtR8fH0KjlX1I4OEI6nSKwA3WyCGYrO8xerYjOtpRKo9XbSz6o22r0/eoD4jawYGR56Zw0r3z0sOGWrpxnOTBCfK51H8FGN4AmlBim9QDe46lC3sg83hH7jzMwTxUPxxSRNaymtjAYocCX1swLx+0wfUn9bwX6Pl4i3GztwtvMipq91aJI1yR0yf7/NqQDsgFe6cibAOtt59P6cYe0nO0+RYvEjADcAHNY0bV3TtG8D+O81TbunadosgL8H4D99nJ/pcfzEEgDe1DRNBxW9f+267v+hadr/A+DHmqb9twD+bwDfV1//fQD/m6ZpS6AO7Buf+Qt5dQTnMghcz8NWwLmW34c7MkC6tskxVCMmfNEQXKsm452jtnzC9VI5juVXTjdzDNWdOjSXA9TG0bXozejGY8C1O2gAKHzrLPnEM3mTnWAnhonlzn5kioOlxWOUUhMNI/TBEoovjsDP6oGRAWjKdoV5b7pK0tl8dZQuimgYHtNE6IMl5F4aRShoovPyrDDD3ZEBuFYNbjR0UGGwuAp3ZIAoKVYdtkp7rkZ88CW7BRvzxKKohA1Uv3GGwOtKA/ZwErmJNuhV0Dh56ggxyM0BIoZGw3DYOtqqwyh4qWhwLF25DI/pp2KSSsBZz4itjKmUD/0/eUhfC1CxiIalGLSv7NJ27oMlBJEEYArj3lC4V/W5IPSKF/77q5j/syGM/q+0zQxmLGxd6EPX+2vQq8DGl9vRM10hVr3pl0LitcjGuTjUjmAGiN0tinbTV7Cw9nIP+i5vErhetuAxTVqE5ItY/u5h+EqQgBEujKXngtgZ9CCQc9HzU6VlVax8Z2YeHVYV5alBmNMr8CkDT6KIVGGfP4HIg30h61YjPngtB7pSS3CiOLuouPl9INoGwJAiHLvrB/Il4sWBYutqYQMBKJ+wVAIbF3ugV2kBkv5qPxLXqXPzWg7ZHoWfks/+UyKyuq77zV/z6e//ms995nmc7eSs67r/nuu6E67rHnVd98/U51dc1z3luu6w67qvua5bVZ+vqP8fVn+/8psfAYDjHiBYApC1fGGUaA36tTt0Vzvb5Nd4gkEJ/wBo/a2PDhFfLB4DzkwQiKs6NGaM144OyJtQFgBv3gBA3RWLqD3BoDiFcvgHFleFM8auEm7ZIhZ9Oq/smSkcQ5KClNbOmhok6xplccNM+9hd+jtWFdgLy1j/g4jgMsGMpcbgqlhms+0wO0kYhbpgiQCEThG+swXP7BJ1aLNLiM/uw9h1hHzqTeeRPd1MFLcDXiHeGstZCaTVTFN0kwBEd9lIRqXbdbbz4pJhnz/R/JnVOKyls02p1M1ZVDs8QmQFaHTjlG3NNBFcp3vsxsUe4OasOEnEb2TR+/M96RI9+RKMQh3tK7u0CEhnEb9fJ3pDmrSPxnIW9YiJvsubYuPDCyPuJIf+8iHCyzYq58al29asGkKflDHwxopYphAAACAASURBVAMSWQ8nUY34sPnqKOoRE4VvnYUTDRHWx2D/0QHkJtqUQJtUEfZwUrpZc3qFaDdK1G0sZyX1CSCDge0XKwBIycIcN4A2yGzBszfYgcLzZFeV+P5dxO9VSNy/5SBzLkLLFdMDO+AlH7InPe6zqZ18Zhj7Eh6rOFAM6EcWqth5eUJMCiNv3hAXCC2VELY6ABnZOGREX0pT2s/aOkrjceHRGMtZwdZ2p5LU1ZyZgL2wLLmAfFqdMmREvDlL+A6LwEcGBL/zBGlrxpbPEnYSDcuK315Yln/Dmzt/kXhJ7LHV94MHlDPJ+sLtZq5lI0kEU8aDxMNfSaFcyyK7GjVKsihcSyUkT5HDKQAalzz5EqxBihzj7SnjkXrFBqeM89FSCVoEBJrNfP3UEaIdqA0lb2OZ+Mt22OVxMpP0Vl3UOjSxJeIlhRakTrgt7VIXNNZA6Rtn6HUL6KJEaA37LYwaQnh1k91omB6JTyue6GpqY9Uige2WODm8dpTSqIxCHQ8v6oQhRcPYPN8tcW9ey6GCWKir5CEC6tltZeUf9IhrBpsxBjJ7cJMUdsvuxNbUoBRDNlG0BqP0+YVlBDJ76LliYPNkO00Xyj2lkYxi67gulJv2lV10zu8Qp0/dlLaO62gYGiKLZOPDE0m56yld6l/Ijj79tMaocRHR8/vQKw0C9BeWBV+pnzoiGjlOFapdOiluEloqAX10CLmXRmkDGI+JIwFGBkT7iMVVBN++JZ2KOK4CB3y/eNNn57aJb9OaoqTwOD5OuSybICbOAiAL6HiMLvB4jIiN8Ri0dFZInK3hHPx82AEvMd0VM95XsKRL8G/sCKucx2ruYrC4Cvv8CXz850fhmD5Uh7ox/08jinGuk9ZU5UvqS2k423laPGznBYB3k8SSN5Zpw6mZpoSGsHc/UwqsqUGRdZXHqViyOSSpBGihwnFuUkDv15tdKKs1kt1wJoYRebCP0CdlHPnj+8TDsizJ3pT3jQLKjV0X9nASOy9PwDGJQsH5BRxo4isQhmQbGj2H6jUuHG5D+ZAfv/zPj8O/sYPR/2IWqZ8VhDjtyZeIF2d6VMpRs6vhjnr7eBjReYcSjqKhA9wyx/Sh7/KmvCf4dQ1mLHKtUA4qesUma6VEO4yijfi9Cm15lbUPAARyoA4/vy/Pof/+qpBZB7/3ALYB5I76aIFwZgKZLwXg/H7hc16Rv/48i35iz0wRY5CdyazsweRN5ykN+pXTIrnxffRxM6Myt43apZPwv3ubujMVZVXr7UStQ6MOQ/HLOFGINXwApCgCEOzGXlhGaTwuRE22YtbjMbJmURiZJCKpkFwuPHuDHcLnYuZ+w/Q0/cmiYUQ+XJdEbk5u1uMxMmkcohDdwPU5+D76WETe+lIazsw81v8gItQSPR4ToB9oeqhVzo3Dv7GDI398X0J9R/+yyRDncYTdZNn9g61+uOgAEKCaT6vVMRNv9YotDrEA0LbZEKdW1gyy7TSbMxrFphZRj8fINXV0SFwt9Pw+jcscdpzsFtVDLWzg0Vf6JGsx+KiGX361DdUOTcJ9vX0pSjlSj7k32AF7YbmZ2Qnq5rreX0Pn/A4G3qHt4d7FY9gZ60QjGUX7yi5cy0JwLgOjUEf8ygLS573Y7ffCXMkj+/okEZsNCJeMve3D7y3CM0sp4WxQ4GznUQ3rqEZ8Yim9O5WEY/qwO2Ag+/ok8SWV7z5TZAC6qffc3pP3anWInDKYVMzvdWPXRe/P92QBk3p/D+0//iI893dyeCSqXTpJBUdpDd31DIWE8Jg3MiDgsh6PkTdTMChFwROLQr92Bz2396jDmF4hWoHaSLKVD0Adj37tjgDDnskx6KNDaL96jwS6QepEOAOAsyS5CLKOsX7qiOBmHdNqQzgyILyh4Nu3RNBtDUal46Nu0yaaSEvn032rKL8nFlfFc8sTDKJnukL+UPmihOlyh9RIkpKBcwc5JxIgrIWti8sJE7ahiZusZlVReD5FDPqF5QMYJcunGsmoFHQe/8rjCVTDOgV1KIoHQLhPPWIqx4mqgOvtK7uoR0wErs8RVWOOiKHW1CBcyyIWf8Ar6gAByZV1OKJhwrkqNg69syYkYf/GDob/Kgtj10XD9Ih7SK23k7pthZvhzAR1xUvpA/ZO9QhtmOsRE8EMSdr0/D79Durm5N8gVr6R06BXCYM99M4acGYC3beKwj8sJ2iDnXtpVBQS5vQKPMEgOWI8qsEo1GF1aVh7uQf5MR21sAHbAIxdciwW51a1DMhNELWj9FxQHFJ8H32M3LGAwAnVoW4h5gJ0Q2PaBn/uic7jFrB/V4sY2xs75TKCcxkB3Btr69QZqDRjb19KsBM72ta0zimXxVaGR0h9KS2upQC18AxO2wvL1EXFotj44y8hmCFFgGbVkDvbLRc+h2ewiyr7jIldz5kJPPx6P41VZatpcR0NQbNqBOCqx/TEosItA6iA2QvL0uU4pk/suZ2ZeVQS7di60Ec/y2KT4uDf2IG/WBUPLWdmnugUrP8D4X4UfGsIgZWN+Fa/1oNSSpdOiJ9PJo96JsfoooqS6aB9/oRIdfRKQ1xCyq+cRnAug/B7i8RPUqaPnOm4O0AXYnmc+Fv++6twTB98BSIil8bj9LuaPgHG/fdXBYSX4g0IDuiafmx887CkG9nRNsliRL6IzvkdBDOUucg3Cu7afR99LNwtfk801ojV7t/YQe6oT5YFALB5nh5bbgK9ndgb7ICu1FAeq06UmpYlgGtZFDhi+hC/soBKoh2d8zuCwbav7KIwasBXsNB3eRN9lzcRnbcRyOzh0DtrkrMZ3HLQMD3kWpHSYRsadgabNup2QKebeNWlYqwoIDzq8qJg60KfLKCe9Gj4Ypz8jceZmZdOS3AptESuKe8v6WBUkWI8h11bWWvIXQ2iYdR6O7H+9wJEggzosiTgx+r98180HVtNP2JvzQiuJD5gqosDIERTx/QBN2cRv18XHKf19+GwW2M5e2BhweMnF2UAzTh7QHAxFjHbw0nUTx2RkF13PUOp3nM5mNMrRHadXYJTLh8Ib5WxTzmE1C6dhGtZGHjjAXqvblIYxnhc0pZYJI3FVegVW4Bp//1VFEapixORejpLEq+hbik0vDXV8/vU0RkQ3hkXAvbT0isN6q6VC61rGgccR9gumjew3FF48iWE1m1sXaBR0pvOww7oQgLV0lnV1Wj0HlG+/gBEAsQ5jZpVQ+3SSYTWqZjH79exfTysYtuqOPTOGjnSKtC/GvGhfWUXiesFtG025PuwmJutlSIfrkvmqL9Ype7sldMyFvdcy2JvsINcbdczKHd5ZKPNVJrQB0t0gzJ9SFwvoPdHD9CWblaHQGYPm+e7EVmoys/MP09pPC5FK35lAdWh7ubP+oTniyL2Gw4XC5ECRUMCVnMCjycWJWKjwkU4Xo2oCSTjZAeCesTEw6/3S0z8wDt7MAr1A0Gl8tgqVASACIidaIh0fiYZ5nEMGwft4syEfG633ytvpFYPLwbj+XtXzo1L0K8WNGmEUlgRJwgx456fB07F5nQhz+SYjCh2tE2Sz1lSZU6vYP6fRpoyJGUP7ZkcI097JUnKne0WMTU7zzJwXj91RAB6LU0KiJ5rWWKpW1XBCsuvnKZ/b9VQTpjSgbomBc32XMuSZdBwUl4rXhh4rDq0VALVoW4s/sd9pEFcrcpFrKUSKB+iC7F4ogu7U0lxwigO6Yg82Ee5y4OtC33IHfWJNrD0wjB2+71oGBqKL46IOF5wT5CjBxFV/djv8Yoou2F60PX+Gn2NcrYwV/IEKyjxdiXRDs2qITiXQTWsU/ydMiNgdQdASwSmA3Fxqh0dgH3+BGq9nQh9sIRD76xh7+Ix5I8TrSZ+ZQFrL/fI9zBX8qQ0WCSJWfxGFuE7WyiNx7E32IFD76yhGvFR8AoUdUOlHzkmRd5tfPMwcscC2O1/ShGzX4yTv/5oHo/YRAMt/C815vg3dmSsw81ZwqRMH5yZeRqRJsdoW6NoAa5lwVew0DNdIZrDwrJEhAFNex/29eevAWhE8EyOwZMvwVwhSU5rUAlGBqhTWUrLaNnz0wUYuzTWedN5oX6UxxPQl9LUQeW2oVds+pnvrxI5tlilQnJzVnytWGXA3Y0zMy8iaDIaJGIk8kXg5izqp45g+7VJcvQEgGgYY//sl8S/sqokQlYaS82qkTwqY6Hr/TURxXPhdcsWbXkLRD0wV8iNtf3qPfKUn8vBNQk098TIX8wO6MrrSkP29Ul63UwfQp+UydL6+ZR0mHwDYVBds6o0Av2/7L19bFv3mef7PTx8O5RIkRQlmiIlJRIlWyNHNgw7tuPGcDMp7N4s0jRob1tMixbbQQe3i8Gd2VtsZ7FYDGYHu7izKHYHt9i52KKdaXe6aOd2kGSDNRKjmYzhNPGbxteWrZWtt1gSKVoSRVJvPDwkzzn3j+f3PJRmuq2n9gSZixzASOLIeqF5fud5+X4/34AL37W71JIbfkIujyawMeCBHW9D7N0cAuWG+Dejczbq0QB6LqwgcX4ayfEaOqY2KAMzoCGy2ETX20toBjToF2+0MNEqQ5QzOrX8KrreXsL6p6vIfSJGX8M00YgZtDgZ6sfKGUJLF092U0BJxZI2M/rWDHbSmqRSzfyzXiQvrsrn6Hp7SVpNRjL5lzcoxVv9/YYni3jidZesb+lues8aflSeH5KUJ+aRcfJRtcsDK+Ihn6rpwA56yRKVTeP9l9rkazbTcaS+dxM9F1Za6UuPen10iP3PL1bJ89CcDzQAexAunCnJBAX7zBF1gyrSgYoCAyDDUU8oJAgefvNw6IYcXodGlECTSJusK7KiFLWlJzrhKPW8M5aV1paHvqFXr0pFp5kW7n+pTzaSbI3xL28IyJEtIRzgwN8zD8e1/CqKYyoQNU5RXsnr21I92dm0zNq63l5C5k9uwo63Yf43ksIJK5/KwF9phQnXezrgmZglyKHCGYcni0LucKpVslypa+nFpCw37Gway2eTQg21BgnGGLw0ifA7swj/+Ap20i3vP29EO6Y24CubqKXaiWGv4IwczwYAyavKzqS8rPVzxxCeLKL/L1ew9USIZl9q1uMYPrIVKdxQ5fkhCtrNryLxncuwIppUHZEFspfxbM7TSWEfkoWg2u6Bf9dAOOeoxPEoik8FhfmVfGVafia91kQ1ZYgX1k13o+98GZihqnXwRxUZIVT3+QXC2LbSxPpnD8GtUnWWuEwP6N1ZlYXT5G1kIkmgYouWjwGLDHPULfrZ2GNrxXwoDwew9UQI6YvEh+ODbOPFMREsP/L1kK3kB91OPqYa89Eu1yGwnQAAlyDRZzzcdW5NwaPsPEyyED1ZolPaJ302j6Cyw4TWIhKXxlIIzayTHCJXAE6MUeUTMuDOLEgEPKCSuksVxN4l8J9HbZ5C6iYLAhL1xlYWBt458TDFdxXX4YRCiIwrAW61ilBPa9XtMRvwq8OYh/DlL58EAMSQpg3loRHYBllVvPkSwqVAq2pVr5FrUrujz+Yx+F1WvwfgVxIVJxTC5tE0rIgHneV+uPlVMbnz+t537a7o2JyZBTjVKjIYQS3VDkNVosnr2xKgoZkW0BnfExKc+esatYrqNa0f7EfhmSAyb2+39FAzC3AA2KMk4zAHyDi/fDaJnh9VUD89Kgb7ZjqO8P1qK0jYtKDP0s++/Lk+ZH5qIlCx6bVTFqfQmgMr4oETD4tTo1OJVW3DJ/TYvr8oSeQaf37z6AC1YwqbE1CG6+6rFQQ2HWw9ERLcM1RQiWuaMFliAgZ7BhB7N0eV2VWH6CFGhMzeanDv7c2gfKRLBvnp1xbhmibKzw8pqGMclSNdsCIaYtNEw9j3xpK8d6qjKQlBCZQbiIyvioXLPDqApuEhbBHIcrQ7ivCRrg/4gHqY60NTiTEVFTMLMvjW8qutBO4TY1g9rvj1qjLieZedTdPs4MoE3CrFbznxMJnI1RPJLq7TU0mFxGKof8/2snZ6lCQQal7m7c1IuKskGBkBUtUrTRpLExJ3aBYm8xyzLoG9/HGezjhVjkGKoa+OplBLtcM+cwTbZ5+iQ256Dl1vL0kQLPO79NIOJfCMkvnazqZJIKvM8gD2tOPWYLdUXdYgbVrb5zeRuLwqN2xoskDatIs36OnfGZdqkE31/HEAJJCWW1BW4fNhpeVXUd1HBz3/nu/aXfT/5YrMCq1BwmA7Y1mUh3wSnOsrk2HbzqZpDmQ2RBfHf3/GfIlM8MrJEc45WD0ehTE+rxK4/dIWx+7tEGFW6es8pS2sH46iHg0gcbuG3tdXUD6VQWlEF0lK9MYaVo+0cDdWjATCXIlFxvPYGPAICp3lI4jT98AzWQoR8aOZjiM6RZV2I2Zg5biHliEP6lj4TBIPPtkryd4rxz0UdhuPonCa6B0es4HYuzkkL9LrGixst8gaJolkmUK7+jumsMcQj1LFltGx8SLx0/wVCysvDz+W+/Qj29Evunap4AEagnP7xzfU7iBZ5nnxzcqDbS1kIHWpLOW5p7QFfXgQ9XPHSIwYCokfjS1BdrxNBtpAC7uzeFYnMaVJ2zh7eg7OWBbe3gyWv7BfZnZMMxW0drxN5nCIU/vCiUqMYQkWtmmoHNThNR0CFiqJghMPo5mOU5qOQm7zplALtSganLnJw33xkAZ1uak4MoxRyJUjXSi+MIzqaEraSJYvsL0IgAiHWVDs6Yxj8YWYLCJY0sDbV26rucW2gzpqp0exNZrA6vEoVo61Ey9ezQ15I2hn06il2tF9tSKJ19sDEUGQF07HsHw2Cc20yHAPkg8EKrZUIonLq7KVDBVMlPe3wYrqaMQMcW10vb0EvWYT8kile3ffaGDriZCw+ONTtmRFek1HQj+YYtt3vkwyi7NPobqPTOdbownc+1dDNK9UOJ5aqh3FMWLzG/MllIcDyP7pKlZeHsbK0SBS79WUbcmL8v42JG66CF6aROVIF5543UUzoJHYdiknCUiNmIHK80OY+80+1A/2Y+nFpMzKMr+5KgSLypEuhNYcxGboPbJ5lLhlobXHlDv5IWwnPzSHmDdfki2bFiIxpH3miPDw+Q3OrDHX8AuJ0xnLtuw6qvXsubCiOGOElfa/eZ2e1EP9rRszFJJhOk6MYeVoEFomRT4300T2d6+QSFDdUKyOd02TuFOA4IICc6st+9Eu4inLIbRMitj3PR2K2V5H580KVo+Qurv9wm1h4jPpk29a1o55Sluws2ksvkBDaKdaRTNNkWLrnz1ErYwi5OIKETEQj9KfixOYL3y/Cq/lCnuKYZQAbdQqR7qkxeSZkefQCKzBbqTeqyH37/0CF6wf7BfrEob6EXpQp1njWBb+N6/DmCeuWWjNwcYIBYFwC94+vynmbH+FZAKaWcdmn1fyHnNfP4zkt99DbEZ5R2cWJOjYmC9R+K6qMOoH+ylwZDaPyIIlKeGRBTJ7c3vJrgkOsG0GNNGGVbs8FJd2awo7SSJ4eA6NqIeNV5Yy7Rduo2OKQnbtgIYn/1sdoTUHS1/Zj/IpcgmE1hwJ7+i+WqF//vAWen62Db3WlMTytpUmYu/m8P43DyP2LlFk15+vodrlkfzV+d9IojwcICP6G/TnjTVXobDJYJ+4Q9meoQd1CtKtUXo569JY5PxI10di1//5pXk8VCqzkZolAxdvUOCF0n75K0RCaL9wW4B2xZPdlNCsnlqc9MNLAPZSAhDbjoTgqpt+++xTewJ4M39yUw4tolKQXsutmjQgVZx7b28Gq188JMA5Jq/udgM4Y1naTqo0IN+1uyobkw7hvvNlEugqDdruNCf2xvFQ1jUCKI61oftGA75rdwmIqA6g2L2dPcBIfXhQ5jROPEytmUJLR9+agV5r0oODYZAqJANoKdPNAeVEyK9SSvYzQXT/sSGbPSvmo63Y9Bz5FedWVS6BVx4QWn4VlUEd8Zs6kuNEZmD7l8AWr0wQyWMgLsr32ulRZH5altRwxi3ppR1UR1O0EQ165eN91+7KcoB1bShViH4ylpWq0omHSR7S5UH93DF03qzI68yUCj3RSXRgFeNnB+g14QcTS1yChW2hboTvV5G40yCPp+FH+/wmeRrL5Kuc+1+9NM4IemVhY8UIT20NdqP/jW2UT2Xgu3YX+/9wE9W0K383A9++RxKSKxOCyO78yS3BSlmDasCvWkrfpga91kTy+jYlp685LYbdo14fHWI//3IdRwSUeqJTYHr1c8cE4MdBugC9oVOXyui8WUHX20uipndNk9o51YayINWOt0nF5AmFsPVsVryOmtEaVEfnKE3IqVZpS5hN76G+aiFD1Pb8e/veoM3g4uf6kD/jVW98SzItGQNTTRlYeXmY5nHqqjw/tAeTDZD1ikW6+Zf6JFOTE3cCm1RFNZ4+IKJcO6DJwSEBs4af3uSGn1pJhRjiWDImcQBUvc7/9n76Wg/q8meMeVK51w8S1y1YdOlmVu0sbQmb8PZmUE2RpMTOpsk+xhq5dDf8my4SEztkRFZuCi2TkmxG+8wR1FLtJEExfFg/HEXxIB2QwcI2/BVrj3bO/+Z1hCeL8N9ZaAlXGQekNtuhNYeq0EMj0GfzKL4wLBgjZywrivj1w1HM/WYf9NIOBeYC8pBijHbyIvlxC189LHPDRoxmtdZgN9Y/e4hghAbdTuuHo0TRPUip8HYASF1q3Wr1iAbNrKM0okO/eAPl4QC1wBGNHrClCvretIB4FOVhChkJVGzUzx3DxkiH5K8ufCZJo4F9RJ/131mAFfOhY94hblxpB5HFJiqDutjFHuX6SLH/Cy7Nq0vsGM939OFBOjB2iQi5gnKNAP1lqpkUQBVM/SBlQu4mS/DA39MZlySl8Dutw1AizdJxeE1Hsh29vRka/OdXyQOnLuZk2cV1OOuUx6iFDPR86z08+RqRKEi+4Jcno2tQvFjylWkhsWJmAdEbazKs9oRC5H1TMg03V0D6tUV48yU8+GSvDMY7pjZQeCYom7dmOo7wj6/Q4ZdJwX9nAcsfa5foNs7XbL9wm7ydeWpXy18+KWElmFnA4HcXidV+8QbFuQ3EsXw2qaoHHb5rd5GY2KE5neFD8YVh+vjZvFht+JKfRSGSA5su7KAXfefLtMworhN2W/HGAnOrcgDwxYA/Hsg3nj5Ah2+JMiG3RhPSQtKszo+p3yGCbHU0pV53v4TzJs5P06ghHsbyx9phRTwITxYRWbCgW2QxYj2ba/jhxMPYGOmAx2ygcqRLktGLB0nO4b+jkuiDOhLnp8leFtDQiBnovFlRrWGTEsoHWq1qYI5YaJUjXeiYd4ATY0heXEU9oqH7h7dEoMqaxtCag9i0hZ2kV3yRtVQ7cl8/jL7zZcTu7SB6Yw3Ji0SoZaqtblEFv5P0opp29pA3HuXSHPehfn2Ql/ZLyNEfyNXh63Kfts9IYCmr95mm6gmFBC/su3ZXqAmBORIW2tm0sNR55sGMcs2sS6UGQD6fXEP9WD0eRWSxKWtozTBEWAlAUrYBGlzbZ45IAC8NV2kr11zKifyDXQWMgUapIksEVvrzdgsAUKqg8vwQojfWiCbBYSK7fn5GDwGtoT4vDDSTgIHvf8qP7O9eIQmFMr5zcK0EuCrBbu30KIoHCRNjx9tQTRFcMTC3irXnelGPEJfKGJ+nODPFyuLvW9ps08TSV/aj7y8WSY5iNlpbU0Xn9S9v4N6/jmD/7y7SwypXkEzE3cnunBtgdpHJOjbTQPDSJNY/e4jIuyAPI8+xuBILFrb3JF2L7nAXG86Ot9GDSb1H+J9u1UTt9Cg2+6g95Q0um9b1izdEfnL/S33oO1/G9kCEjOVqGYOZBax+8RACmy7C96vAlQkUv3YS3T+8Je8xThhnCYRsz3e9Vp7SFjaPpoVQyylHdlDHTtKLzpsVATo66yU0nj4g6U3l4QBCaw5Wjnsw+G9uyT1T3edHoGLj0hvf/BvXdY/+qvdpW6LXHfnUQxGj8Td/+n880tf6+1wfikrMbapNlTpsmBTh6Yy30rlLldbG7c3rNEhfL8lWjNNqXJM2Sv43rytPmyX2JQmeVfx3JkR0//AW/G9eJ5IF+w5zBVGfi7B1F4KmlmqnjEiVM9hcyolHESfGSMeWX92zSQQUtUL5KN2qqUS6ftjZNAlgSxVCs1SrKHz1sGRZolSBa5qY+09pLH1lP7QQSQ2canWPkHH/v53Bym8/A2O+hJWXh+nQVze6q/RzvCzxVyxk/uQmbXjNhsASm+k4WYByNvSaLS0qtacBibADWj7X6JzdMlyrlo3ZWfrFG0Cpgv1/uEmvcamCwlcPI/nKtKjbV49TOEf93DGCJR7bRuJ2DcHCNpxqlW5ekAVJrzWxPRAhV8X4vGx8WSvIXkdnLIulF5NYOUPzvfL+NoFK8tay8vwQGk8fgDFPQcbOrSlUjnQBICw1e23ddDc2j6bh21I2KwUZdAyqzDZeHENg00X0xhrqUdL7sVXLU9qC76U1WDEfpWGBJBss+mUbGm9BuVNwDB+9diAfLYtkMdQP1wgg9/XD2OwPIDKeR3k4AN0iz+WTr+2g8fQBeV/E3s3JIuFRr4/ayYe4WN7AMWR2cR3VTx+nofWuATjQSsfWSzvEmlJvNg6m0EKGZEQKZXQXfHG3nMA+c0R0XpxUjXiUtlLVKuGBFPPLf2eBNmHDg0QTMC1pPzmEwnNohDagysvJsw5zIC5UCc6iZC0YVxGhAhnZ068tSjqQW6WKM/uNkgD29NIOqp8+Tpuo0RTsoI7ZbwwjdYmkAInvXJbXy4mHVSBvQF4rj9mAFjKkqvFdu4vKkS5p30MFU4bTntKWRJlpZp3Q34OtGSNA2jpvvoT8S32oRwNqk1iX+aNr+MmnWDWRuF2T2aXv2l2SHGTTMMbnaf6zHiTAoOFD/dwxsSqFf3xFrEPOekmQ45pZx/LH2mFn0/SAU+8j3aK5pb9iIXaPEDf1aABeyyUz+f0qqvv80try19BMCx2vT6A85MPKGZKo+agbgAAAIABJREFUBMoNIaZGFpsofu0k9NIOKs8PIXy/ikDFxsoZsmuxoj5UIJJt52/VaKv5+gRlmRoBOPGwzLG4OvNMzMrcjS1wgMqbVA/k7YEIiie7kflpGYFNB//j9/dR1aoQ63bQi/IwMfr9dxbw4JO9WD3eyhl9pOujwf4vv7hy8YRCMsgPvzNLhupQSBTtznpJsDyaaclh4Rg+4n7F26St460d0yAY+cPeNBZmaqZFT+FdNiduJayoTlowhZxmy5K/YokEwi6u0+YxVyA9VG9G8v946wrQXO1vZzJyOylD91tTkkbOWZa8mQMgFWP7hdvwL28Imyt51VGhrE3ow4Mof/mkcOfZT8nzskaMFgjOrSnSso1loVsu3VzLGxQsa7T0YohHhVrqzZdoDheisJPIOM3GnHgY6dcWRTtnx9soVGQsC09pC9Eba4QbrzUp+WkggsXfOUy0B8XgMsbnEb+p7xG6kvjXEl9r4XSMpBzLG7RlViLllWPt8sCyg14kbtfk3z1mA8mLhEKK3lgj2YrZQKBit/4OzxwR2gdvIZOvTO9JmzfmS1K5Lb2YRMfrE/DmiVvX/cNbNDMN6oqC4ZWHDHcDGy9SFF8t1Q7Eo4iM54kokmnNrZqGB7lPxOgBd/EGom/N0BLhcBR2QBPMjxXxoP2uH4nLtBSzs2n4rt2FHdBQTRmUjTptSZrUo14fVWIPcfFA3hnLyjzILq7LwSGM/V2zDmuwW964nOoiBm1VdVQ/fZxauYs35PNaMZ8KiKU3z+bRNML3q6g8PyTxZXwIhn98BQBVbZ5DI8I/Y+M2LyNqp0cFtdxU6UeMfOG2hQ/MasrYg2SOvZsjc3miUzZx+vAgom/NkIDyZDfp51QrxweEmytIu9k+v0mfd5f0ghn/3VcrNH+KRylXM6iDQ269+RKFcYznZQ7TNIgSwZs6N1dALdWO4KVJQd/YxXU6fNVsiSsmO5tG7uNBwdros3nC9hh+dLw+Qbic4joi43k88eeL8jpxNkFkkVpGb57ouM2lnLDHnHgYids1wTYz0jycI5Gn59AIlj/WDv8dCphxDYrT44WFtzcjf85T2oIV1VE50kWz1VqTkEwqYi1xu0b0jSpBBdjBsHKGKCA9P9uGpzMur1Pj6QNYe64XockCnHiY0tzV1UyTMDl8v4r2C7fpoFf0EM2k9p1j+drnN2nGyGOKeBR6rYnApkO49mwaTcNDNI9DpO/jue322afQCNPDHzMkN7Fivsdzgz6mSkzTtD/VNG1V07Q7u34vrmnaTzVNm1H/fKiwzA/FIaZ5PFJp8dCdn8LOWFbaQ2Zv1U6PyhtbHx4k39/wIDhDUVhhu+ikXtMREae3NyP5hOF3ZmWmwnMKDul1qlW4VZNM2yfGZGPE6/XdRnCuzIKXJkWf5pmYFcmFXrPhu3aXtnKZFPIv9cEOaKj3dKDwTOuNXjs9ivrBfphHB+hJqgzFxvg8hbAqD2i9p4NSdJTVpvL8kNA97IAmQks6HCwxlRdOx4RJxrwyhhPixJjAAzXTovbpB5epmjR8qJ0eFYN48iIFinh7M4i+NSMHiWdiVugdg99dpNdKLSl2Z1f6Kyr7U1mDWqEnhM3ZSXqlZeSLzfucx+gafkH6cKVkzNP21a+Y+4y9bqbjqKboddxtJVv8XB+qXR5Uuzyk3o+StYxpvf47CwgWtskapg5QcyBOGJyIh/6OjAAdvkYAeo0IGjwG6PnWe8h9PIj7n2nd2csfa8f8n2Vpw3toBPWD/XjwyV60z2+qPAKCEJRPZYATYyjvJwdIcYxCXnjMUe3yEIp73kD4PqGvmd3fMU+b9u2zTyGy2IQVeQy3uvtYbUffB3Dub/3e7wH4K9d1hwD8lfrvX3p9KA4x13FacyKeec0stGQOKvKLDyV+Ukoc2hDdsChViPuk0mE8E7MCJ9RrtgxJm0s5ASpySCrPz7hS2a3dCj2oEyo7HkX9YL9ADnmmxHML+8wRap3iYcH3aCFDWT90bJ99CuF3ZrE1mkBspiFCydR7NbnZ+WARLpSSbAAqifsgoVlYYqHP5jH9b8fQ8foEHR6lHcmZ9F27i+JJGkhzZRbO2UT+GMuivL+N2FivXpX2tPDVw9h4cYxwRurhoM/S4W7Ml2QIze2bNdjdCh7OFSTxCPGoEEgx1C/8NxaW2kGvyD04zowtSv47C4gs0Ihg48Ux2Nk0qp8+LlWev0KWp+2BCFmUFKa7NOIhltloiraCaG0pAaKquuluEuoOEgcs89MyQmsOei6sIPSgjmBhW3y0eq2J+sF+komUGyIYDha2kX+pD4nLq2if38T8byRF0EzY6wC2RhMk1zk0gmARaL9Lm25PJ/k+e/4sgMgCce98ZZOWCoZPHqhaJoWO1wnPHru3A314EN1XySvM29nIYhM7SS/639hGcayNljXLGyjvb0MzoCFY2EaoYMKK6jIve5TrcerEXNe9BMql3X19CsAP1L//AMBLD/N9fSgOMbS1PJN6opPCczMperJk06oNCdDAXDH4tZAhycqc/s3bPs/EbEv1r4SVgblVQtecGBMKLOJREdYCag6nLDq8INBU4C7pt/ykaVqikA/hr8+QZkhSgZQBnBE2XtMhSUi5QYdguYHiQR82j1I6T+7jQTFhszh25Vg7zVOGB2mBoEzu+sUbrexNhR1KXqWbg5PL61FKId94cQxdb1PFoBnkvQu9epUErNEAYvd2aDN5aASu4cfKsXakX6PwWybVcpvFN6avbMpDAoAc6ABhXwJzRG21p+eIbz+p+GEzC5KfqJmWtHmUzejF1rNZRMbzNEdScWauEUCgYqM41oZQwRRqLFvUuIKys2m0X7iNJ//oJnKfiJHmbKifCB7rJWHNAxAqCn99Zp/Rg66J1eNRlId8VN1dmYD/zoIYwivPD8GJhzH3hSh6fnRP2GiD310k9b3KAOVMiGBhmzRlmy78m64sO3TLhRUlf6sV8yksuV+M8lxdszCaRxaEL/KTmLi0habhocg4swHdontn+WwSbStNRBYsgVXqlovi104+nnvVdR/uF5DQNG1816+vPcRnT7quW6Av4xYAdP+SjwfwYTnEdkyZDTH8kJN3vPkSQeQMv8yCQpOkyo/94PKebaWWSUnVImZypWdqLlHV482XSKioaJw8bOcNW3MpJ/MZHuJzS8fePaDFywKoBWQ+FvPyNdNC/SCRMjhIw7+8QXOaWhOJOw3hcA18+96eXEQASNyu0cGcK8jGkHM5E+enybvY0yECyOZSjqLssmkJSg09qMNZJ4tKdTRF3kZutQ1qn/zLKrcwZqDnR/R9MOusvL8NHa9PYOuJkGza2Ne5/tlDrRzOeBTrh4nAYA0StdU+c4TU6KdoY8nZl/WeDlpknBiTlth/Z4HwOSrLs7y/jUJ2TYuG5VcpoqyZjkuKlDOWRWzakjBiZywLLWQg8yc3URrR4Rg+0qx10mKFPamNpw/QwHyXVpCBmgAQWWwKHsfbm4GdTcNZLyEynkf4fhWNmIHBf3ML9/7VkKSEO+slaQVl8aKWAgCxv3YbsNvnNykJyWzQ9lIlVxVOx1CPBiTExA7QjLd+kGIGi08F0YgZ2Pr8CVRHU2i/cBv1ng40YgZi93ZgHh1AIwzcf1FDdZ8f9Z4OtM9vwop4UI+0xMiPcv09KrGi67pHd/36zmP5Bn7O9aE4xJjsKtFn6o2qJzqxeTRNsyCz3uKU72JYeXszMkR3cwWSDiiyQ+X5IbiGn9K4ASG/Aq15Gb95Q69epRbryycl8q3x9AHow4NoPH2AWs2xbAsgqFb4WsgQkSwfsiyS9d8hrHD4fpXaLpWdufVEiP6MssVwQhPfbA8+2SuiUmeM2iT+eblqdAwfHYrLGzIPCszRU3ljwCNVEUew8SC/8jzdfJHxPGLv5uDmClI9IR6V12PxhRgdlmNZhO9X0X21gq0nQmgu5bD0lf1InJ+mG1zhqO0A0DFFVI7V41GqTIYH0QxoQgHh18R/Z4FuVrZYAej8CbV/brobXsvdG1YM0PtDzb82XhzD1hMhaamZGMICYF4UsGxFM+uonR7F/S/1UY7pHNm2XMMPb56YaqzkN+ZL0C0IfJIP7M2jabIGxXzYPvsUolOaSHtYpEpIHhurXzwky5H6wX7RNxrj84JY4oM/91w7YX5GOqilnSxIdb/vjSVs9nlJrDq3ikYYKDwThG650nbaQV02yf43r6Mt72L469dgRTSp8jpvVpC48+i2ow/AAL6iaVoKANQ/HwpH+6E4xP72TEy8i2p7VXl+CPb0HEKvXpWP2516xNsvJkWwCDT84yuUOqPWz6zS5ssurtO8ShFScWWCbtxqFb5rd8XQ7F/eoKdy0CsEDI6T41kSJ3ebA3GpAhAnXx4AvP8pP/n4Ep0I//iKILG5snHiYUrtCRlIfOcyqqMpEZk++Uc3KQ381lRLf6bkJ2y/0YcH5XP0/yXNd5ppEguvnKGU6+ClSdmyAjTPcsaypBDfxYd31ktIvUdbOW++hHqUCKXRG2vY+vwJ0qnFo9h6olXN7KQ1Ecd2//AWwpNFQkvf2xGBp2sEZATQNDxC6eX8zsbTB8gVULHlMNUMQ6LaVo9HgRJZemLv5loUDlVd8p8BAJQqWHoxSR7cng4Y8yVk/t170Es7aL9wG9V9frKurdPh7hg+ROdsFE/SIRoZz8vn91ouQgUTsXvkrwyUG2QWV0lLzq0puCY9NMvDAcSmLTpAbk1BrzWxckyJjZVgVjMtLJ9NovNmBX3nywpYqclyw6lWMf2fiYihW0AzoGHxc32odTnIvL0tQtu73zqI4kFCZ+s1m+i9quLqvlpB+/wmVo614/2XH2rJ91DXPzBP7HUAX1b//mUA/+1h/tCH4hDTvLq8Ee0zRyhjUN3wTjwsN1793DGqvJTinbdjnOdoT89RhXNlQobtnolZadEQJ6iiXVwXw3T4nVmqYBidUzVb/67izlCqoHwqI5UNToxBHx6kmQXDCONRNNNxSqgu7VBLNT2H/t9/D7gygQP/IUeCzC/sh+fQCLV+Z46INMFT2oL/zgKKLwzD25tBaLLQSvse6kd5yCffF8/q3FwB7fObVLVx9afCRrjV1QwDsWkLW0+ECA2tDmPXpLxNfTZPEWcKccOb1tzHg6SWj4fhf/M6QpNUncbezcnXagYonNgxfOi6aaMyqMMO6rj7rYPCQCvvbyMrlXp4JC4T6FIMySfGxD9qB3X47yzsiZpzTVNgkDwv44oVgPhTOdOgfCojh0/v9+/B25sRMW/93DHSAQ71o2NqA7F3c9g++xRVX6UdQYUHKjbuf4kePmvP9bYS3c0GcGUCvmt3pQ2s7vPT30s8iuiNNUQWm9jsD9AiYHgQ77/UhuR1CqmppdoRnixSd3G7JvYmngVu9geweTQNnBjD/j/cRKBio+vtJXTerCCcc6BbGmb/mY7Ed2hIf+Abd5D5aRmxH1zGytGggkXaLS6d4UP6tUXEpxxZGD3q9bgOMU3TfgTgMoD9mqblNE37KoD/E8AnNE2bAfAJ9d+/9PpQHGLQvWKCLjwTVDOxOr1hlW7M25sRpTOAPW0lQP5GpjgwIZaH+uVTJM0Qnn4oJEJN9knyvAloERE4z08zDKrq1NfjQWvsB5dl6M03NuN72OrDiwqeYSW//R62ByKt4FPl2+OLV/VM4Fg9HsX2QAT+TVfaFs1QOBxFZaiOpsh/pzx4PINiPj2jYozx+Zb3Mt0t9FpvnlJ1XCNAD5BQCE++Qv5AzFBuJgWzUlvEpvLOmyRzsYOUGNTzMyJOjPzxugS2RBYsMa+7Bs1p3KpJlYpCBFkRIpuGJgvYejaL+1/qk78rJqeyu4EDbrmd55bdNQIITRZokwx1uMWjRLY16zAH4tjs85KY1/DBU9rC4uf6dskaLFHaG/MlxKda6eSNmCEWIU548uZLCE8WCZ/NWj207EFWjMgrT762I7FyVlTH0otJ5F6wCWIYb4NjEEG2mY4jdm8HgTKhdsyBOCWFD9JG14posAMuOt8Kon7umIw7eEYWnbPJPTCoY/0wvWfqUXIFdExtYPljjyGyzcXfZ7D/iz+V637Bdd2U67o+13Uzrut+z3Xdddd1f9113SH1z7+9vfy514fjELObhH5W8wx7ek50MQCkFQQglY9mGPTmMU0hsmqZFFlVqlVqLeJRQQ/bxXVi6odCewiyfAB5ezN7lPhskvaYDTTTcaE+sIXGWS+Jq4C1Pbw1YwKHtzcDxKMUfWbWpTpqv3CbZk05WzZQuwf7bq4g8hJuzXZ/v7x8cKsUjup/83rr4FU3E4e25j4Rk00dk2x9ZZpR3f9SH20P10vKj+enqihD36/XdCSsV794Q7Z9nMbEoR7+OwuodhG6mStf1nT5rt2lNKeLN4CZBfiu3YVTrRLmWh26gU1H9Gfhd2bRd74sgl/OG2UrV2iyIN8LsMtGpn5uO0hKfxYw+8qm6Pd0i3j0rO1i+1bToOQgHh2gVKEN8lgbIgtk3bEGu+Erm1g7rNNsVW1r+XLGslg+S3Fry2eTlKikxhTOeglWVEfH1AYyPy3jwLd3EM5RueIxG7Ts2RV6vHmUMN2Bik003HgYugWE8h5URiCvlV5rSpUZnixiazRBDztANuK1VDsaMePxzMTwkWL/f3q5TRt2vE10WuUvn4Q+PEibouFB0WfxwF5ErGq7GJhblbZvdz4kD7z5UOA5EkBtK5uRa6n2Pe0pB4o4VdpGeSZmkbhMQQx8WDCkT8tQBWFPz+05DPThQVUF0JOd1+asJdNLO2if36Qn//i8xLxxLqUTD2P2G8OSu8kIZq5Q2I8ZWbAUNNIiW4vSqQUvTaKWakfv6ysys6mfOyYAQ8SjeOLPF+X1qKXagZkFhN+ZpYdIvI2+byWVAOgA3T77lBwYnADuVs09SUyuEWhZmsay0IcHUfzaSaoc1LKECQxuuhvhd2bpZ14vkbmdvaIKi+3pjIs/kkkh1dEUqilDZYMG5GHASxZ/xWoFASc6gaF+JC4TQof5cTzTChVMSgQ6OoDiyW4UXxiGFfMhMaG8lgf74b+zgO2BCPrfII3Y0otJtF+4TagdFbtnKz6AbrlYPR4l87jafHKF6Bg+AndaLraeCIluzk13S3an13RQOdIFf4W2r4svxNB5s4Ken20j+61prH7xkEr7przT6FszEpsH0EOB0Ub5M16sHA3KIuCRr4+8k7/gUnMszawj9oPLhJaJUqiGPT1HRFQ2ZkNVUArV45qm2JMAQsNoIfKN2dm0CEZ58MumYytCGiP/m9fl83CoB29LWWVeOdKFrSdCQoJwTRLbCsoZ1OLOfSEqAkwAwsr35kukObuzIMGtjZjRsoOUKrAGCXej15rwlLaQ/VMSZXL0nGYYWPntZ+A5NCLmeP+dBfIRrpdQPpWR+R9TKhjpzWSPrc+foCCOXIGgi/Ew+TJrtpje9eFBwQfpiU6azamtMSOzeb7jxMPQMsTrj4xT8ArrwADIbDB5cZWyJZc3BBqpX7yB9cMK/X3xBm395oiawSJill1Q9UMVs2YYUo34K+R3TZyfpjGEQTQIli3kvn6YXjs1f+LZKScD6bUmGa0nZmFFdQorjmgojVAl1321guo+yoFsn9+kVu9j20jcIaFzYoKG/Qt/8Ax6v38P+izNt2LTlvDwnPUS/MsbIqHYTR1hT+r64Si8poPVLx5CaLIgKeL1g/3IvE2Yoa0nyGy/740laGYduY8HEbtHFXmoYCJ6Y02+n/BkEXqtiSd/7zKMNXdP1firXh9BEX/J5e3N7AmpddZLYmfhJykfLN58icgCyoKDeJTmRcrPyHBFnmXwJSidmQUaLm86ZN05cwRbnz8hq21uXdkC5Ixl0fH6BDpen1B8/4BQJfhmBUhRn77YRKhA4bNc6kfG84LeqR/sh51NE1H0ix7SQxnKp1lrIjBHRu1mmqCEeq1JUV0l8j32/OiePL2Z2pH89nukm3o3Jyx+PdFJ4SKXJqmlPDEGz6ERxSujKjP1vZsA6Ab3lc3WTFCFgAjrTPGrtBDZmu7+X78GK6oLR801/CifylDbrAbs9Hr797C5AMhNzd8/M8L0RKeKHstDv3iDHj6GT8CNrhGQ+d/i5/rQePoAIuN55J5rlxwEfqCEJguwAxp2kl44fjq4tkYTUs3JFY9CnyV5Q+PpA4i9m0PhdIwIGwEg91w77v52G0IP6ojeWMP7L8dgDXaj588CZNh+NksC5NIO+t/Yhnl0AObRAcJMl00ZsG+8SJo43t4a4/O05azY8noHNh2EJgsIbLpYe65Xuo3NfqJusM4vPFmENdiNypEupC43oJd2sPg7h6GXdrByhqo5vbSDypEulPe3wXNoBLF7O1g7/BigiO7DARE/aCjiQx9imqbpmqb9v5qm/Xf1309qmnZVmTX/QtM0v/r9gPrvWfX/n/iln7zNaEkXQHooxgxzdeAYPjlQXNNEaM1pVWKGn8Igbk1J68EVGw/1vb0ZIXQCEIU44lH4lzcQfWuGDsLOeAtvbXhEic2tY6DckCrLM0F0DWuQTOa4MkFwvolZaPlVQi6rWQd/P3yweS0XB769QygZI0B2KUUWTV4kxX44R0nXHCqs5Vex9WxW6AvcDuHEGOrRXSQNJSVZe64XWiaFzJ/chDdfoqpnVyvYEun6aRCsJB3lUzQfNAcUd0sN0Xk2NfhDB9Eba+QfXafAjo6pDdmAGfMl2GeOyGErflg1Dtg++xRVoyprYDdJBIBgggDIgcjLASuqw1hzCbNtmuj/zj3B6NhBimBzTZO2j/d2iP+lHo6106Ow4200q7wygZUzZIUKPagjMEdVb88FmpM1Bsh/GL/mg69sYuUMcfDtoC7OiFZ8nR+555TGrGYj+taM/P3zbNCK+dB+4TbKwwEsfWU/qfcND7XDJlVO5VMZhB5QgAwvA9pWKFTEmC+pQF7SjHHepmZa6DtfhmZa6P7hLXhNB1ujCURvrGH9+Ro2Rjqw8Ml2ROYf08Hyj7yd/N8BTO367z8C8B+VWbMM4Kvq978KoOy6bhbAf1Qf94uvHWr/vL0ZgRF6QqHW9nEXotozQZULty7e3gzdLEP9YhAvfPUw6ueOkbDxrRkSXS7lyIumqgt+A/KMqX6QBvm7wX4ADYJdwy9GYv+dBTk8eabjv7NAbWYoJEib+sF+IaJuHk2j+LWTrYF5nlTxzq0p2pKqEFn/nQUZMIdzNsKTRQQL29h4kWQIy1/YDzugUR7mrSlh1HvMBlUfyvDMX9MO0M3fePoAmum4GMg100JkPI9gYVsODq6ANNMiZtehEfjfvE4wwisTNN/jwJVakw6NM0eghQxp3Ypjbbj/pT6snOnGZn+A8iA5x1OFkmghQ2xQ/DprZh3lYcqwLJ+ipHItv4qFT9JGjbeSeo2SgTYHaPZjZ9NYeXkYa8/1ojqaIoSzWnjUUu3YeiJEKJ54FKGCSQSQoJda/M+fIKqs4aPDwTTVZtyP3MeD6HnFj+hbM4hNUxITQEwvf8UChvqx/IX9UhECgKfeclu46W6svDxMgcH5VVgRDcuniZ+ffGUavd+/h2BhG+HJIvJnvBIZF72xJo6PzaNp+CsWNvu8YtrvmNoQLthmn1eqX8nAHOqn0Nz5TVSOdKHnFT86pjbQiDy+IMh/tO2kpmkZAC8A+K76bw3AcwD+Un3IbrPmbhPnXwL4dfXxv/ASu5HyG8rvnzkiJl6eTzWXclK58Sqfh77NpRxS37spFZH4KVV1x1VaMx2XYT5TYxmhI/q0d8iryBWQEw+LtKF+7pjAAu1sek8wCECr/61nsyRRCGgS26WZFqm/T2Xka7HWaetZSkZiKB77MMP3qwhPFpG4XUMzoEml4xp+oZCy1IHj4AAgNm0JmghXJsRatXk0TW96xhyrigogeCInr3t7M3TTnBiTLR9AEpPyqQzKwyReDb16FZ7SFpIXKb0pNm0hsmCJLUzcDWqrHLu3I7M4AECpQlhowxAOvWYY6H9jG8HCNuwzR1Ae8onYOH0qJ5vQxHcuox7RiECrBKOezjiM+RKaAUr9KZ7sJjaa2rTya+IaAWw9EaLKySCRMOcNrB3WFS1CR2DTQfLiqliFGjEDPRdWUD+2Td+rWUdyvIbNo2ls9rfovxLmO22h74JN5nM1OtBMCmSJTtFGksz4lhz6kfE8qimaucVmSHO2MdKBxATZr5IX6XDcSZKi3zw6QAdyl4fmlferosWLTmlCxn2kywXguA/36wO8HrYS+2MA/wIAH+mdACqu6yrhEHIA+ORJA1gCAPX/N9TH77k0Tfsam0MbHrX+VfKJepQOM37T7daDsZ6LDxJOLAIg/ktODWflPx9yXKl5Do0AVyb2eC0ljMS0yAZU2kL9YL8MklkSoJcoGo1xv65BZms73iZrd8/ErLQRWshA7N0ccebv0LyNfXjir1Q5hOF3ZunfL022DlDTwsqxdqoGa02V4m0pXE6dbkAVU7fZH2gJe0FYaGO+BCvmg+fQCPGl4lHSRh0dkAzO3Xy2RswQfLUTD2PfG0vwTMxieyCyR/IQezeHxHcuU+vTm0H5VEZmZHqtSSJQJVi2g15yByiWPtMgOA+SK0uOU3vwyV4hjTiGD+9/yo/k9W1KNzo9CvO7PTQaUEnldoDatfRri/QwUl/HDtDXCmw62OzzEu1iNAErqiP61gzqPR3oeH2i5Z8dTcDTGUf5VAYD/3UFrkHJ2+0XbtN8T73PfGXaZrb/Fc0uycPaROjVq2S8zq8istgUyGN1n58IIDGaF2ohgwJXbk0hcXkV5VMZmQ2ufvEQHIPgAO3zm6hHA5T+nSvAimgo7ydSxvxvJBFac1AZIXFu0yAsz743lgAQHDIwt4rV48SRY93iI1//GNtJTdP+CYBV13X/Zvdv/5wPdR/i/7V+w3W/w+ZQPwJywLgGYXU52YbfWHu0XSoRKXhpkuCJ8bDMWESSce5Yi0+2K9Rs7CAZAAAgAElEQVTCqVaFumpPzwkXf+25XsK9rBMcsLmUI4BiPIzqaOuwQ6kiob5Mk2UdFkoVhN+ZJZ1aaYve/Io3ttkfkCiw5lIOxbE2GQADtHp3091ymG49m0X93DGZ03DQ7PLZJFxzl0A2HsXKGTowE+enJbaOtWVbowlKGB+IAKD2WZKgSlvQQgZFjk3PYfkbz8B37S5WXibOlZZflTSn9gu3iVmmDrvyqQx5Wc06XCMgrgrXIANz9MZaC52jEMzcojPnnisxtiABNDcLbLqisfOYDXTeJEqpnU0LlFDeiJkUen62ja2MLtFrmFmAa/iFZlrt8rTkB+UGUSuqJjb7KUUJQ/0on8oInXZjwKPSmOpU1aqwE05A4pFA8uIqpn/TT1KK2TyKXztJqUfZNCF9Uu1IXF5F+H6Vglj2+YkQnE3TQ/EEEV7pQWShOppCYmJH5qhanlKgGjEDha8epqH/cRvFF4ahW4AV8SB9kXA8gXIDwcI2Fj/XtydvtJbQ8P7Lsb/zuv2q14exnfQ+xMecAvCipmn/C4AggAioMotqmuZV1VYGwLL6+ByAXgA5TdO8ADrwd7lBf+fiobSuNkacO0mHgtlKFVJPTaFXXJnA9qePI3Rrag+ZwP/mdXiUNw+s/gZEPd80fPACcMwG3HS3VDhQB6ZbJRGtd24V/ltTtLmLR2FPzyEwZ8BSKUK1VDspytPdwAzRFfR4FE6uIG2Ux2wgsmDRE/viDXhCISRfmaZFxa0pGcxbT4QQvVEnSuk7s/R6DA8SRXSgG42IjQP/uUyK96gO60gXql0epF9bhKPMz+VTGQpwVe1geLIIcyCOyqAOrzkAvdYPO6hjs88LY5xey86bFTgAer9/DwiRTYkpHpwbUPjCftI2jSYQMS1ilpUI5ROYW1VtOSX1hApt8EzMoj4wCqjUqcg4kV03+wNInJ+GeXQAhgI2tmPX5hhAx9QGSTfUIdJ5s0LD+XhUba3pIQb1nqimDPg3XfRcoGpm++xTiIznUTwdQ88dSCXC1iY7qAOnR9G20hSbVvTGGo0zAHTMO2i/cBv2WFbN4mxYMR+Fciy0Ep7sdBwj/74MgFrlekSTyroRM2iDqR4ixvg8wkgLJmnz7FPiw9x6NovwZFHsVpphkAVKoaub6ThiMw1YUR2D/08TdtBFZMEWB0WwsI31w1EkljdgrLnk35xpwDF8eOLPF8nK9JiuD3rz+DDXL63EXNf9l8oW8ASAzwN423Xd3wDw1wA+oz5st1lzt4nzM+rjf+FP7jqUvCzVkbr8b17fo6J3DJ9UZLsZ9aFXr0qLCYCkGIdGaCB87tgeaiwbqYU1VdoimUCuIPM1nnvpF2/QJlDRNzXTgicUwuy34rBiJFo0xudbW9XOOIke422kvVLgRcfwUazW3Kqs3d2qSUp4tYnzv3md7CFnk1j4TJJuhkQn7Hgbuq9SmOrwf6lJFRW+Twb3nh/dE8Df2nO95AcciEDLpCQpeyfpRXTORvDSpCJW2EhMEPvKLq5jY6SjdUgX11EeJhcDK/Ndw4/YTAP73lhCoNxA/iWqeCSg1yQBMrdA5f1txL9/8zpp8FSrqF+8QTak4jotPTgSb5fswRrsFgsVSTRUbkI23RIMq6wE/rNe00E9ogmxNvzOLJpLOSSvb6N+sB/rh6NiWeMxgL/SEiEzQptHAh2v06iBDzDftbvwmo7YiTTTQvGFYeKgqfxM3oJL6Ir6Z6DcgDFP3l59Ni8WKjZxB+ZWJbQ3/1KfbGELJwmlzYc7I5c2+wNCibWDXuizeSy+EENg06EQmgCFowQL2+SRNQJon99sdRKPcv3DUyx+petRdGLfBPDPNU2bBc28vqd+/3sAOtXv/3M8JGKWJQJ8kwtjXtlP9ESnVGjsVfMcGtkDDQTQyqtU1ROX0Z7OOGqnR0W57MTDVHHxYoCDedWbza2aYkViy1B1NAWnWsXgvyYSwu4Dt3A6JqJbPrh4LuYxiR12/0t9su53xrKSHsTYFsfwQbdcdMw7VCEoWkYjZmCzP4CVY+2kdq9W6QZTrTPPgSILZOAOTxZR7+kQQWhg00Ho1au0GRzsps+t5lSeQyOUkwiI06D7Kg2Bt0YTwMyCVBXlUxnYQR09P7oHgASvW6MJ8r2apPHylLaQOD/dyg84MYbyl09i9XiUZmfDAfFscovmGiQdcAySMzDRYmOkQ/RSjNZhYe3S/9YUgKAxPo+eCyti82H/LA/wY/d2pP12DB+M8XkR/HrzJZkX1aMBcULw+MFXptZ9J+mlqvHCbeKLLVhyADnxMKI31sRKxK8N5VbqNBJRJA43TaHCie9chsdsSMjwyhkaGxTHyLw/+N1F6DVbIJ/VfX4UT3YjsmDh1/7ggSSHV54fQuq9Gkk0hghNnri8iu2BCA38lbCW2/VHuUjs6j7Urw/y+nsdYq7rXnRd95+of593Xfdp13Wzrut+1nVdS/1+Tf13Vv3/+Yf53P4KhW1sD0T2DOs5pIHnSWQJsmS2xSJGj9nYQ2vdreDnfxrzJZEGOLem4FZNLH9hv3wNN90tbRQfcBzkq2VS2OzzCm6Hv4ZmkLI8eX0biEdx91sHZbblKW0JDhnxKPrOUyvojGWBKxNU5ZimKOLr0QAii02a2SjzOUA3UttKU5EP6Oai1oPepDxD0WtNeX3soC5JRF7ToRmXQcsFPnz9yxu0hcyXYB4doJbLtICZBawfjsKKEJfMV6Y5W8frE1QdZ9MwB+KyjACoImKNFtCSsHjMBjp/cgvdV8ks3n21Itov/50FseFo+VXUo5TsvvIyDcM7pjbodVQHjmv4RXne82d0QPFGln9+TkDydMapilL2HH+FNn+eiVnZ4LJlKVjYRnMpRxtNjvYzTeH1G/Ml4eZjqB+106PkAV0n47yntIWVM92Szg1QJcTzTXY5uLmCPLAYt537eBCaSdDErdEEEhMEeGSvpmuaWP3iIUTfmqElwHAArhFA/dwxRBab6JjakKovcbuGngsrMAfi5BHt8tBCAxCm3iNfzkP++gCvD41inwWloYLZCl0dHmwBB+Nt4k0UKGIoRGtkpjuooTO3oAAkUdpZJx8gD+wZh5N+bRFWlG54zCxQlNnTB2R5ICjoUkU2P5yszVINLb9KfLFSBV1X9VZYrcIfM7IYIOSwHfSKvs0urotI14rqCBa2sXKsnSgeQS/q545heyBCMzCFbBY2Wn51TzuLKxPIff2w3JAs1WgaHvFPsgOCqbF8WAcLJGdgvVHX20swuzRJWpLA4UMjEk/mGD4R3zJgkGUEzaWccPA5rg2AfM/80MKVCXpt4oSFDt+vipwBoIp5eyAiS4DwO7OKf0/Da7Kj+eVwZyoq/z+Or5v9XIjor5kUiidbnlY+tBk/Xj93TN6TW6MJwgAZflmYOIaPZlCfPUTBuJ1Ec02+Mi3fgx30ohGjcGNJJjcC8kAAaNngzZfQ//vvtcixk0VaYKjcyI2RDmw9m0Xy4ircdDdRUFR8nL9CtrzFF2JwDJ9IbRY+kxSQYuJ2DZHFpngvH8f1j74S+4e87Ok5ITe4JlEiODtSC5GVgls+TgbXMin4rt0lplU8vIcAAUDamc6f3BKQIttvMEOYaGtQRaXFo5RuowJHa6dHgaF+8abxGp7tQ/7lDbFA8Txv5eVhQbnw98P44ve/eRjrh6OojFDF0Ey35h2eUAjNdByWAtr1XFjBypluBObohg+/M4vYuzmEXr0qEof6wX6pQDyHRmRWlvlpWTIzg5cmKSLsnVmqTFXLvccloOLwANBhESfvpxMPo+8vFkkoOlkQixMfhrtFw5phYHsgQq2fQniLwR4qzPVUq51hGQ0A4MSYKPjtAEjgWqrQATyzAE9pS6o6bsW3zz4lrLXG0wfg3Joicm7QK8nrrhFA7fSosN2iUxqKY21wcwUkLq8i/1KfHE58QGomBYXwaxueLGIn6RUu/+6YwLaVpiwr9JpNMpF4GOUhaokDc6uCOXfiYQIcKP6aa/iRvEg/S/FrJyXRG6UKVo57sHiO0rxDD+qi9WJrmHl0AFvPZmEHvQj/+ApBElMGSiMe6LUmMm9vI7LYRKBiCxOu/zv39lj6fuXr/4czscd+cSvC9AL2NWqGIV6+3bmGklKUjstNzG80FrF6JmZFxLr2XC+9qUtb9HuzedKhKYmG/84CyvvbgHiUZiD5VWo/hvpFN4Wh/j1vZgAUdrtealEPejok3ovb24Fv34PXctGIEPfJDpJuiZPKvfkSkq9M0xA73kZ0UJUkpBk0y7LPHKGbdixLthvDLx5Rz6ERVD99nJDHXz+MyvNDKHz1sFh6eFDNid92nMSVQu4obWHtsN4atqvUdHMgLjchQAcmtd2Um8ktZOjVq9Bn81j9ogq3qDXRfuE2tTX7/Ii9m5P22zUCMMbnUTs9Cs/ELM3wDvZDt4AnXymjfrAfwUuT4jRoLlEeJ48ZQq9exfRXSOrAiGrOL6ifO4biC8NYPpuUSouFuLFpmnfZ8TbxoFaeH5KK2J6eI1yQap9RqqBthVrUjZGW0X97ICK5kr6yKeHFmllHz4UVeEpbePDJXpn1cQtpB2h47xg+4qqZJvRdrEI33Y1GogE7XUNgk+aiJKalpUMt1Y7QZIGwRxdvyLjBazpiK1r+WDt2kl40DQ8yf022I/PogNB1H/EO/cftnfyHvDRP69vgWRhLLgrPBCWuHgDef6ltz1PXTXfLkJtN0856SSomnl1xOwdABJ5comtmnYbw8SiBDqfnRHzIszdOngZa9hIGLnoOjZD4VokN2VnAB5Kb7pY30fB/oURq37W7Ehe3++flA45vTq4qOWDEf2eBcEN58ixiqF++XvuF26hHNCTHa9gY8FAYq9r8MWTPPDogT+XNo2mqSNTDw7dF33N4skiV0IkxorsaPpm7cavsxMOwAxr02byIgu1sGvveWJJUotrpUQTmVgklvUQUVTkQFezQ0xmXqlO3XMmUxBBF47Gf1NMZl1GCnujEgf+Qo22kAjkySid4aRKJy6syG3LiYfmadpB+/uJYm1TWgYpNDze1wa6dHhVt2NazWRQP0s8eelDH8tkkDeMjxB+rpdrp4amoJPyrmY6TA0HlR/JcDgBiM8QpY5V92wrJJCpHuuS1Hf6te2i/cBuaaWHxc32wBrspl0HN7GLTlshyAAh2BwCiczbaVppon9+U1nWzz0sm+cdxPSYo4uO8PhSHGDyabAKFPFqlMNe+82VgqF8yFJNXHegXb7SoCzMLNGyenoNnYpY2Z0P92HhxjJTRz2apegoZpE9S2xp+s/qXN+DmCtgY6aDAiUQncGJM2jY+RLiN8pS2hFXG1Ylj+ES7VR1NyQbKMzErA/7ojTVJEWL2lzOWxdazWapOVFI5G3w5iNU1TULsGDQrqTw/JDMxfTYvrQ5XqGxgTr1XozasVIEd1Kkt/fEVGfQyzyxxuybtZO/379GMyvDTVvfKxF6yiMpFpAVAnfRoVRP+OyoFSuUOuCZVeqHJAgmF03HgxJi0RivHqGW0s2kZ8jfT8VYiUKmC9cNROPEwURzOHaNDcCAiflXXNMl6lSuQhUvJF1h6UTnShdBkQQ4GDs4FgK0BCLPNGJ9H509uUUt89ikY4/MoniSaaqhgou8vFuX14deWH3A7Sa8EvdRS7SKAJvJvXR52ntIW7KCO5CvT1JpbwMaAB6tHfPC/eR3TX+lA9K0ZbPZ50XHLLwLc6mgKva+vUEVWsbE1miA00rW7BB+o2Vj+WDtCBROdP7klB+xO0ksyG7OO2Ls5Agqceaj0s198uf/gjP1f6fpwHGKOS7wv5uLvTgFX9E9PZxxdby9h+eU6yl8+2cp83P3xiubKNxhXb9JqGgZRUEMGzT566ODSQhROsfLbz1DFpCxJQIuiIIcsM81UCnPH1AapxIf6EXs3h+ClydaNP9Tf2nblCkSI3d+Gxc/1UQU3MSsaIc2sy9ZQ4thUjqGEfly8QZypbLo1p1PzHL20Iwk+1X1+sWttPZuVmxcgDZFbNWmBETNEu8b6OG5RmJfG8gk3TVFsrkEWGpQqgjRipA2b9t2qSdYr04S/YgmvKzBHCeSp790kR0KUEtsji005VHkh0bbSJMaW5aI85EP93DEEyg34ymqDnabqzRnLklBVbaZ3m9jLpzIw5ktYPU7zLR4TPPnaDvRaExsjHZKQZA12C9UEgISnVEdT8Bwage/aXcFJL71IWj6WMjBsk99vmmGgcqRLwI/WYDcRJwwyuHferCD1Xg1958vY+vwJ9Fxyac4V0IjHr6pw0rb5sXKmm6xok0VJq3LGsiQcvtPAyrF2kZBURmhe5zVJN7Z5NL1nBvfI10eV2M+/XMch0/WtKRnkY6gfWp5CJXg+AwCdbxEIzn9ngagQIUOw0RzbBoAqtOUNEcLaxXWqoBQz37k1JQlFbtWEMT6PxO0aYu/mRFaBoX4K/lDCWubnVz99HG6uIOW6HW/DxgjlKWohQ6gEjnIRuEYAha8ehh30CqGzY2oDjacPCCrZjrcpUkadoH77Wubu6j4/saHU52LAopZRCUilLdR7OqitnFkg3VepgtrpUcIkF9fpBjsxhsAmPSaDlybhK5uteaKy+OilHXpAqMRuABIGsjHSIUGvHFVmHh2Q11xaPmX6ZqmJbF8Hu5G6VEbj6QMIlBsoD/mw8eKYkHHXD0dlaxgsbKNtpYnwj68gnLNROOkTrHZkPC9tcj1KA/H1zx4S2khzKQdvbwaxd3Oy0dNMC1P/gmLouN3tmNrA+988DCceRvGpoLwfY/d2ZAsaLGxLCpU+mxeDf9/5MpbPJuE1HThjWUXIIGaXa5roeH2CHBTDlEVaHU3hwSdbYmQr5sPd3wqj2kXUiVDBhG65EuLSiLXuge4f3oIzlm3BFK9MwGM2pCJMfe8mtZQzC8h+a1pmYgDJO9hs/nhu1of89QFeH4pDDIBgZAAInNAurlNcW3FdrcADe//M9JwMvbVMipTXIUN0Xay1sovrQrEAIIhju7hOxuRqVdqi3Z/XU9oipLOSd3ASUmQ8Dwz101NYtQ+hB7Q9sovrlCJU2pENqmZa6PnRPbkJue3Sa03REPF8gxObQg+IXsFCys6btMTYTZK1p+ek1fIvb4hVim+04KVJejCcOUKBwROzaJ/fFLQ2QNWut5fwN6ySByDaLdcIyAwyemNNsDt8iLACnf2QWn5VUOAsLfAcGiG0zPIGhaSUieQaWnMIfGkE4AmFkDg/jWY6TrKWmQUY80QZCRXMVnAJSLpSPNmNted6YYzPY/YbwyQhUO8Z+8wRIpqk4zRfi0dRPpXBr/3BA7jpbliD3YL7Gfg2be7COVsegsWxNtQP9kt1w5WRZtBSIDpnoxEzkLy+DSuqox4N4P1vHpZhP28yXSMgB6gVpXZy82gagXIDq583kfmpJkhrb74EO0Cht5phCJIH8SgtoUo70Gu2PGQ9pS3SCNZsWuCABNTFF4bRttKEHdCw2eeFY/iwcqY1bnjUS3Och/r1QV4fikNM8/vgMclD5u3NCCseoMFr8WsnZS4R+8FlEhHGo9j6/AnRfbHeB4BS2VtiL/L2Zmhdr4I99OFBOZD8dxaE4mAX1+Up3lzKSTvE7SVrpTiNyYp44JokmPVdu0tfQ20JUarIxkswN0rFL5XdbJ5Enj0dCBa2Zd7F+YUAUSU4yxLxqJAw+GBuGh46/EsVONUqqbiPdEmrDdASoX6wH42nDxAYUWnNtgciKJyO4cEne+WmkcE66MEy+0+7BStdPNlNSGq1sNDMOi0ArkzQwTSbh51NU5akuondXAGe0hbC78zCNfxon99ELdUOb28GWxkPtVHxNvGr6qUd1COaaAUpF5JkDpVBhceJtyFxfhptK03yvd6kR7+WScHbm6GHkWqLUapQWMxbM1h7rlcOUSvmk+AUzSDOPieJJ1+ZppDfClmeGCF9/0t9tHQpN1B8Kkjb2YAGK6rjyVfKsAa7sT0QwfZAhKpoNfdbe64XoQd1QVwH5lbR+WoIa4d19Pxsmyol00RspkFp7io+rxGjhxZr2N7/lF+sSeVTGfgrFopPBZG6VMbyy3UJ1mGXSmSxiWrKQPLiakvS8iiXi8cqdtU07b6mabc1Tbupadr4r/ptfSgOMWgeehpOFmWwz+t//5vXyaIRCsEciLfsE6UKwj++IpYkAHIjcJ4jCxc5TJfbHHt6TlpRftLVezok05I3XgBBGHFiTJhkHHqLUoWoEeluhNYc4Ykxe948OgB9eBD1c8fgVKswjw5g+WO0zeIAC/PogGxjNbMuobodr0+gltBQjwbErF2PBmTTyQdwI2ZQSK3a0gJA8pVp2UTVTo8SaULx7Nm7yMij0KtXkby+jeQr0yTkHMuSt1BtTL35EhI3XRKJmhZi93bIQmM2aCupDl9PKCS2Gn693FxB2G08V8QMhW34KxbRQdIOKoM6qilawPDB1XNhhRK5zyYJurjPDy1kIPNTMlvbQS/cdLcIbkMP6tLmcgapXtqhhw/H2xm02AmUiQfG2jnNtOCaJopjbWLxKb4wDDubpiCPiVl4Omnr3Ty0TVFrQR3Jb7+H9gu3Jbm8lmqnwGW1vAj/+AqS/72Owu9R21fd54cV0USDVzysYeC/rsAOkp3JrZpCxvXmS1h7rldaXLu4jvXDUez/v9eQuF2j+WLFhh30InmdDsHsf7IRWWyi82YF/+Nf9gCgkBA7oGHlTDfp3R71NsXDCV3/nmLXj7uue9h13aO/6vf14TjEoASQKpPQWSexKFdFnkMjxBarEFBQ+GInxlq2JECGtL5rd/dgWzxmoxU8qwbQuy9PKATftbvEhjrYLy2bCG1ZgGv4CLOjNlJcHQYq5HFrLuVIiW74sZP0Eo/q0iTq547BmC+h52fbcjhqmZS8sYjo6peK0NMZR9/5MspDpA6PTVMiEnn7qI3jnxNQ+QRmXeZ9PM/TazZCr16FOUAkU0BRWQ0Di5/r+7uvg9mgOST/XRgBWBENnolZrD3XS8hshfixs2mKRyttIff1w+KBBEirhKF+YKgf9pkjlOakIvYi43nhiSWvAtsHWgGy1iAllc/+U2p/7ACAeBQdr08I423hM0n47yxImhK/fryp5TmSmysI3JL1bObRAVT3EZfNPDogczrNMLD96zuwBrtROz1KifFqZoahfvq+AkBzOYRGmCxyODEmA/bYuzk0DY9CjNNcrPrp45j9o19D9x8T/jv61gxCa44scgDaoPrK9H7fPvsUJaqXKnBNE11vLyF1qQwr5kPxayfJ4B5vo7+/TAp6zaafRRnx61Hi/m+MdGDkj9dhRTQkbroonHagWxApxyNfHw32f/7lej2EU1ZvAJk3qW2Xc2uKAILRVnCuXVyntfquKCoWRzrVqmyMqqMpWRDwfAxQ8EOOeVNf02M2SIulyAz/X3vvHtzWeeUJ/j5cvC5IkHiRFASQlCGKspoypVZRlmQlKrXWXsmjKbXjitt2dSb2TFKemsymOjubnerObM9uz1TPdna3tlOdykzF05lK2nE53vTabm97bI3Tbq0cWw+rNRIlLsVnRBIgBBAEQILExeveu3+c7zugHDtWLFmPap4qlPiAwI/gvec73zm/h7rJlSKpSoCOfImgEzu2ca/BWqTPFUq74x1ypBHxKDV9x6fILUkeUW3dTXw8w8DMc1tZ28vW3XRjpbJkAKK7kBnyIne0Hw3dQUdLqaHGfT+AyczVzZ2Ye3YrVTxSJWO1i0xjFWUIADb+fAX1B++nCXAoQMBTWU0BYFeiDW/OkbDjGCmMqvdLy6/y1DP+dgHCqJEiSDiEyOU6W8B5prKY/vrW6+RgVPUZfC+JjneJtLxwqJs9I/3TYLNXpdTqGJ4kFsEbBa46FdVJ6DpVtVL+WxnH1Lb3YmlbOzwFmo7q56bhv0rXRkN3sLFweSAKcaUVmSEvwXUkEHhxZ4DELOeXyC7t5TJaUtR8V7gvQMJD0lShVwMaTI8g3bKRHDE78iUYQwn4351EOUqDqp63qtCqNjx/lkfyazvhNKg/WNveS5Nn3UPH0s0aVmMC0R9cgJZfxcyjxG9d7vVI+SA3KtFWpPe5MPbPOvja7jxTRGYP0DrtJA2y7bemJ3aLk5gN4L8IIf5OCPHcp13SXZHEsGrA9Ai6KbbQhaeoJoou1JhLMgVHhUKOi3gU1mKeG7AAHaUUDgigKs2Zoukka5HJUIhskcpSopEqniIeBUIBRqWbuUVUDgywDHY9SHQod7FK1BkQqFQ5E62FcDh2bEO5w0EKC8OTjIMyhhLY9MIs913UVFVRmRxGHfG3C3BW7etMdK2Lo4SNkw5AipLlmcqi+4djdMwMtQD5IoI/OkVei7JRbxsEvixvcP+y4qd0I1I8UzXQ0CZTLI20kmijSi3WVGstDUTY8s791gd8NLINA5v/fBbzB6iSWB6KyaqNDFAib4xDq9oIjq2ioTsIU+URqPsp0apq0yqXkd0T4IGDSg7E2yTJHJ5My0TrvjzDEtVrYTHZL+3gikhJWXtzYBWK0iYfFg51U0UmmREAMPmkD5HhVT7mqWlu8lAragFqQeR2Ch7y2Lob84e72OBEKQRnHu+Hq0B0sKn/ZzO6zlXQ0B0oPryFhj9yGARQpeoqkWMS8kUkXqSjduRUlv6+cgDSkrIRviB4UKKOn+WYhdAFDV3nKr/GDfkx8ev1xCJKuVk+PipJ7bdtexeARwH8cyHEgU+zrLsiiQmHA9U2wZr0/p+cZnkchR0DgNzRfv7YPLiLG6Jricw4PQyHz0e9nYkZ5gvSCN7DU0PVM7NjncDpYfiu1VDb3gv/T05DGDUsHOrm5qzqrWj9m+FNr7A2vnt+iY6BRh1OwyKBxGnpTKQ0svYOwuyLYSXRhsilCnIPeCHiUTLtMGrwnhzhY4xqzts6HRMU/EGksmgfXUJxVwcJ7W3yYf6bD3HPT5GhVWJgaIT0GHDs2MawCNRYRZEAACAASURBVHVzeKayTYciSShW01/h01niyBrs48pXSR9V2xxwX55hAw1MzMD36hlOcFzBSkPgRiyE/h+Str3/3Umegio7Nv+7ZHtmegQK++Po+mAFoVEL5SipzioPAt+CxfSzuWNduPIvSP3V1t2sbT93rIuPnkLXEfzRKRS2tqDwzD4gX4Tr7BWWGqpEW6V0eRUbj2dIgfXgLmT2NAGtpH1fgzaZQt9/f5rYIVWb/RWQL6J9mty2G7EQ/NPA7JGmNWA5RiKFSwkHJ1yPdOmeeW4r/EkL7ssz1+EFFafTP5JD/5/X4E9aWPxCGWZfDLl9nfy+O4w69XglTQ0Aw3tUbP1jMjvJDDUhJDcTv8Z0MqeUm+Xj+Q+/lm3b8/LfLIBXATz4qdb0CXqFtyXaRMge+q3/kXpDsU42sFAGpwgFgHwRxYe3sLqBUj01EiGqtkJNOzImewPX6fOrxr/6VykQKMkWgDiDhlQjVRI6qvlrxzppeiexY6oZrtZoJGhXr21sZ4su1aMBqI+kAJRKWlv1oeaf3oqu775PXMo1OvlKeULEo9QvkXJBY3/Yhr7vmUxRasRCbHireoTKdMVh1OGQqqueQp2PilbIz9UMQgGCLXy+jvu/u0o9Ka+z+b4YNXp/5e+TebwfwXHS1FLVmHLuBsBNeoXkrx3Z3VQulf1DrX8z9XnkVLMcpSlhaZOPhhOSCK7AtSqRrhVRXHvDOoYnSXAwSolx7WsClJAip7IoDURoGil14+oP3k8T2XyRrOMKBpsYa/nV69RZ1QZRDxIHVVGylHKHoqfNPtmD7tczEEYVqcd6ED1JR271MxSfVL0ftk5ClCuJNjIJGYiSeTSAwPkF1Da2syru2msXAKoBDZqs1NX7oWA2SnkXAN6a/c7f3UwDvd0Xtff1feWTnwjg+KU//pU/SwjRAsBh23ZJfvw2gH9j2/Zbv+667opKDCAYgBIgFD4Sy3MYdW4ym30xBM4vsOqCghV40ys0nZPVmFK4UO7WfHSUPRL1uXIFd7/1AbQT5/lYpW4aBby1k0SdUQ41zarHzTeq+txdrLJphMJjcYQCpHga8rMNmzaZQj1IiWbj8QxDM2zdg8ZckizPYk0pILtMu39xVwd6XnTCYdSZosQjdEk4F/EoJbDhSVZS8BTqLMGjVG2txTyrpgbHyFOyHiSUvvvyDCcM5Xyu+judZ4rsQZA+EKS/m65j6dggm7OUBwi7pziYwBqLvCO7GcybO9pPxHsA41/2skgjQFg3IxHiilK9F+rY7kzl2cB25fADhNlLG9zDVGYbDqMuNcHcpLcv3Z9mv7FT/p5VFphc2tbOfEcjEeLWhgpHvsSVmJZf5ZZD+Qt7kD5ABrvdPxwD8kVce7QbXR+Q3r7aZF0FMs5VMj/lAZIHUm2URiwEd7FKQosSuFwNurg6FHEyEK4GNKT3udDwCPhHcpj5YhfmP0fu5+oUkXvAC1v3NCfENxM2bmVPrAvAz4UQFwGcBfDGp0lgwF2SxISTdhyeloUCdINdHGUcmCIgO7vjTN5WCq7O7jgZo8qmfW17L5Z2UKPZ2R2XSp01EgQ8uKvpbC1/ZvkLezhxKUNSLRLmas43kmYlVuX4zaYXMnnMHg1yVaToUlbIz9LKdjKNthnCHYlUlo6tOu3mzlQexV0d8L87yQh4LRJG+ALpcS0dI8yTI0zyPQ3ZPxRGjSZn41NY7nGSrLWc8NY2tjO+TRjkwKP6SyIeRfJrO+koJZVSFQDXVSAnclVtAVSFsfO5vub3PbiLk7+qJtpfH2YoCkBHNmcqz4yGwjP7SHDw3DQC5xcw/7lWeJYtdLwzB1/aQPuok4cPZl+Me1aOcIgQ/SnS1vKmV5hDKXyk16ZoQ1p+lY/VK4k2Vpgg/BWBiHPP7UO1zYFNL8wyANZIhEi25/wCbS5eDe63PgCA6wZIqvJUE9nSQASm1wlf2mBXJiWXFBleJZVbtflJT0yg2QZo6A44qza5FsVoDSqBljb5YAwl0Dq9jPnDXXyU7jpXgf9qGYkXM2jJkC1d+7SFrnMVwqIVyVAk9tosqd9Of6LNxY3FLcKJSVHVHfIxYNv2H3/aJd0VScxu0B9z6RjhsVRTmXXBlP67RM4rNyEVjTkacTt8Pkavb/v9X7CGFU8h5U5bGogwGNIqlwlEmS8y3qwxR/zEa4+Sg7ZtSBDm9l44dmxD5usPobA/jupmwt+YuUWERk0s93r4+Cp8hPh3DNNEKvk1QlWvTcZTX+1hgG7gZxN0M8kjhKr8WqeXiY6yZqpqdJAhhapkHD4fuk5k0fv8GDXrDww01WKl5Isd68TK4Qfodwu1oPv1DHJH+9lbAJCYuAmCKxhDCe5BmeNT1MtSDfO3PkDvX2Ywe4TG+r4FiwCuUtp5aVs7KgcGUA1odIQ0qPIASCrbjnWitr0XRiKEnpdn+fjkGJ5E9GShycyQpr0AMPtkDzWzc4vU70oRD9MYShCvU1W9UvLbEQ4xRckMtcBIhJii5EzRmlsypOummAC+kTT1UaXihW+ENpNrj3bDDLVg7F9tYbNf6+KopEnVsPQMAVidqTz9DDkddRXouil3OJB7wMsiioUtLh44ZfcEsLBT4+qztMmHpW3tyD3gZTdxfZoUS7q++z7MUAvi//4Ccg94GTvY0B0IjhEkJPlbXli6C4UtVLmtdVC/FbEuivgxIdyEvwqcX2jeUDu2kQa8z9cEmIKSTu65fbB1sttS3oatxy9xQ9ocn8L801tJ5tkwmB+p5Imdhtwq9g5Ci4QJRClNMgBKClp+FZ0/vkg3eYx2aWIG1BB7bZaAtpUGgmOrqB3ZjdbjlxD80SnUH7yfuHayoS3iUbROL6Pn5VlSZo11whhKoBEL4b5XiEeoelJK7WLl8AP0e+6jHlzr9DI11Dd3orA/jvi/v0Du5ucXKFmFQzxBq7ZRlaYgG+UNbpbIbjuXoob9ZIpR76pv5uyOM+/R7CP3aV/aYDURhAJ87FQ0pfteW8X073aRs7pCyIcCbPDrv1pmTTTfSJrAtvJo5p5fYpWL8gBhABVYWElQq+GJkSDYhq27eWOrbe9F9GQBvhGSfFaSNcpoWeHCFE5Mn5ZqsCFiLCiLs3JUR7nDgUI/0asUbct7coSP2pFh0vfve7lMG49cW0umAeSLiP/LGkv+aBVTJlKaopYGItjw5hxKCXJQKg9EyQ8gt4ip33Gi+PkKLI+NySd98I2kETi/gGqbgFa1sdzr4cGUY3gS8998iNRRwmQIUg0QUNhTIPBx+kAQoVELtYAHsddmoXwzFTTjlsQ6Tuyjw64RGLU0EGk2pVNZ6rmUy81dVh55IsOrMEMtPGZHKMD8PeSLcPh82PjSGMslK/K4og15T46wsoLa2c3xKSaRqya6VS4zfmqtTLZtGM2bFnTUUCDY5G95qdE+l4RjeJJNImzDIK37fIndyTExA+3E+evwasqtByAfyfQ+On4aiRBcBQOB8wvsNK5G7Or3M/ti6HplHJnH+4mDeLQfvms1/p6qEmvbe1mZQqlUNOaSfPwGwH0kEY9Cm0xh8p90MjaqPBAliZyAh0b+0prONgwUd3Vw78b0OlENkgLFwqFugspIfiWLAlZMSnCTVI35RtJcPanNS6uYLCEEUFU2e4TkmxtzSZQ3uK+DEIh4lLFgqlEOgM2F7WSa/AjyJXgKdQTHqyglQMdH2eBfOjZIYF0v9R6RL2L8q24kXsww40HJlCNPlnLqyG7HOnnzy2/TUNgfR9/LZSw+sYOnwVr/ZvT/RQX3f2sBW743B9eyg4QUk2lseHMOqzEBz7KFXzxGVeTSsUHE3y4gt68Ty0Mx9Lw8i8weclNSOmkbj2egVW34RtJIPdbDYgJzx7quE1/81GHbgGnd2OM2xl2RxITDwaYWS8cGWUpZcQxVdbbW9agW8DDNRMlAa5UG9cnWEL3Z+VtK1gB0kasjxNojqwJVKiCseXAXWY5JrBTQhC2oY6GSp9EiYYhUFtFTddIAe2YfALrIlJegam6LVJb0zCTXDyCz3EaM9P3VFM4YSkCrUuPbm17B1NM0AU091oPMwU5WalXHYMfwJIoPb8GGN+dQjhJAtRp0kUrF6WHUH7wfpYEII97VkdyRL10HZXEYdcwe1lhjzcwtInaiQVOu08PQpwnfpZyptfwqbRhlA+2jS9L6jCrD1ullNHQHIqeyJD44mWq6o+s6qkEXqptJNHL2sMaClorMrxyMIsOrpKKxmEf36xnc99oqlhIOCfkQ8Exlechh625Yg31oO0eNfWsxDyMRwmpMwDYMpL+yE9okNdBdZ6/AM5VF7EQDDd3ByTP4XhKF/7UpDV18eAuiP3Ni/nBX01kLBFVR0khcyedLSH9lJ4Fa3yigFHewgokCF88f7uJrSB2fV2OC2Q+JFzPwj+Rw32ur0KfzCPxsghr/M1X4R3JIPdaD/h8uIfeAFw2dtMls3Q1PoY5rj3YjcomSuvfkCLQqsOHQLbBsA9YrsY8L27JgDCVg5hbR/vowS0cDYLUJFddJ7U7M8CTM7ItxyaxFwmyIAUBigZpjeWFUrwPNNuaSTQ5jnNy+HT4fqY1GwiyqqEXCTRJ4rFPy3mo8mVN8PrMvxrr+2onzQJ6cflhSKBRgBHVjLgnsHWQ1C9fZK5y8UwediL+zglqboGHANLnoRC5V0PUKSa5Mf30rm/DWH7wfnqJJR6gOB7TJFNrOpXgYYno1VNscdFyUih1qclUP6s0Eki8RULLDQZ4EcuBiLeZhHtyF3L5O1s5S+LbyQJQNWxxGHVf+qZ9NZJ2GBTuZRvgCEaJFKksyQHNJ/r09RRN9L5dZEFCksih9vq85SDHqTAOaP9xFkkFtNsxQCxlpSAyW0jnTJonGNHs0CICq5U0vzNIk+KUxqkCHm9eAN71CE2WjTi5IhoHQlws8ufQUTUqaVRvlKOmCmblFLBzqhmN4khKj3Ahtgxr86jqNXCYmiALrIl+khrvsuxZ3dSDx3TGERi0EpkiNlzwniZFgJEIw+2JoH12SidpNfF2jRmYg51Jw1D7k3xl0Yf5wFxaf2IGu774P5//UHGbdVKwnsY8O4XCQY7eUy+HElS8i83h/syIrkytP4PwClnuccISJEG7HOlHY2oKOCybrWClVV3N8ivthAFjYEABLrZS/sAeNuSQ3kQE6ei4PxViSx45Rb8fZTQBL6+IoIevHpxj3pNboGJ6kaenBXUSGllUc954A6Av0h64d2U2AylSWZW7sJCmSdp2x4DDq2Hg8AzvWic4zRfJmPHuFk27ixQxxByNhuC/P0NQylUXXiSyKD29hhL4jHCLp5jfGeZ3K01E/N802ZwDYvWjj8QzjjbSKSXzNgoHgj07BfXmGjnO6o1ml5ktoxELI7glg27+eInPXSoMnY0vb2hk2I1JZBuu6Cga8J0dQjlJlpia6pbgGrX8zQz0c+RKWtrUj9toshFHFfa+t8vuljnClz5OjUW17L6pBF6LvV1jttRELccWonLMUN7ISbYWlu1g/XylcqEm2Pp1H5/k6fAsWUYTOLxCNq2pj8Ykd2Hg8g7lnt5L6SawT5aiOwM8mMP5sO/fefAsWcvuo6lTv/YY355A+QObRWtWGp1BHcVcHvCdHkD4QRCMWItpYnrB71c2EE/Rdq/E1XR6IYiXR4Ob9hjfnUO5w4E9+7wcIXyiSj0LqFkwnbQCWfWOP2xh3RRKzLes6uRxVedllg/WYHD4f79DKFVslHZHKwrNsodrmYCMQLu13bGOxPoZnJOki1aep8vC/Owlnd5wNNLRIGObBXSyMZy3mGbCqZFK0SJiOUsqAJBImiWKpjuFNr3AVIeJR1I7sZoNgIxFCS6YBIxGCbyQNZ9WmJOkRBICVnonKJbq2sZ1lc0qb6H2YfbIHC3tMTtKKc2f2xRjS4f/JaToO9hHVxxEOsUIrAE6alNjd3A9Uem7FXR08cfRMZUmNVh497Vgn/FfL8L16BotP7GC7N2cqD61KR0WlkW+GWmCVy+TA8wiZDAudYAeLO8ldKfulHWR4IftXzlQepQR5MRpDCe4ZBt9LkjhALITMbqL7YEsvCxcqYGt5A8n+aJUGY+PKUQKk1h+8H5UDA8yNdJ29QpJGsnJVfqN2Mk2yRgZ5ITR0BzyFOk0x5XraR5fI1TzUQgOivYN8TDeGEug6QzATX9pA27kUIm+Mk2mKQYqs1x7tRv9fVFDY2gKnYWG5lxgBIh6FVrVpc35nDmN/2IbM7laYXo0EOc9eIZL/ifNwF6u4//sllDb5mAtaiQj83t89ybg11ZK5yTsVsK0be9zGuCuSmHAQJUPJ5ajKa21vCwArkDpTebZcA6hR7UtThTD6jTAbgfjfnUQl2spuOdZinjmGpKJaZSVWtRsDdFOrBq1ak5lbpGb+6WGqbiTSWxhVRE5lWWNfDSdUae9M5ZHbR/LE1YDGBhnekyPkHbi5E4GfTUAYNQTOL8CZyiP1WA9cBYMkhSdm4L48g9bpZZQSFhG58yXE3y4g/rYgqR2fzsdDLb9KCHKpx6Zs5ZRHgCKsq6kp8kVWwTC9TgYNLz6xA56iydWobRjwXy3zAMDSXSyoqPBsZm4R1x7tJjycVCJxFQw2clH68soPEyB6T7XNAd+ChWpA45utMZeEL+WAfyRH1V6sswnanJhBOaojcqkicX3k0K7UaZU8dSXayk7n1mAfWqeXSd5pfgn6uWkEx6iSc4RDpHcmK8ra9l7ypvTphJbf3ovc0X44DYvVcCe/2Q9h1FjiuxwlaEkt4EEjFpIJlEQM1eCisJ+qeEXw33g8g65XxlELeBC+QMDt8IUinEbTSLdthpgVvos697mwhbTh1MZa2Eqy2f6rZVIjLlZRb7PRqGnwLRCtaf7prTd/o9pYb+x/XNgfUoJUhh1KvFDr30zTP5+PcDFzSSw+sYOs0kJ+xuho/ZvR/7WzhBGSWmG+kTQDXlUyssplponUtveS3Ze03TK9Tpb+URguJQfEvEvdDatcZoHC0kCEJVmqbQ5Ovs7uOMoDUYQvkLyKMgopPrwFS8cGac0nzjdR+QCqmzsRe22WoQaLT+xA5vF+LO4MoO/lMtrOpXDt0W6WNva9eqbJlQyTMqmS43H4fHyUMg/uYgS/shBTv5/iD7oKBhPZlYz1Wo03h1GHFgmz/rwwaigPRNkhSevfjJpssgPALx4PYnFnAFrFJBu7xTw2Hs9Q1aZ7aHK5sZ16ZR7R9EWQ/NeNP19hWaR6UKehxFsfEF/QI5B+yMvcWQUzceRLrNzrTROBXKs06DXllFih89XxVWGpVC/MfXkGbTNVUsYwqvjFb7uxuNPGapcTizspUcZONFDb2C6J3h4s7NRQbRNU0eVpCFEN0oZR2B9HbXsvMU5CLfT+SNyj2ReD9+QI+RWksrzJlDscZPwhX2Ml0YDp1aBVTKK+XW5emwBNgmcebUV2D/1e9722ivt+IHg6HT1Z+HQ354djvSf2K0L2HviPkltkhxY7mab+0pZemkJGwuh4Z44rCEXTQb7I+DJFGbIW800/SznpAsBgWnXUYNdoKSGtEpWSf64H9ebRTLIEig9voYvRQ5pb5YEowj+9yC481mL+OuMQ5W/Z/vowAj+boB5Nd5z1r4xEiH0wvekVtB6/hOWEQNtsAy0Z4vEtD8XgWyBlguB4FaWn9mLq6QDJQ88l4QiHuHqyBvv4JgPAMsqus1cIUiIJ2Mp/gIUpY51onV5mgUSzL8a8UTtG6q4K4e5Nr7AprZJuVv2exHfHYHQIZgEkv7aTFWFVuC/PwNJdaB9duk5C2RokIxHtxHm0Hr9E1ejxSyRcmV9FtU2wLI+qOivRVkoYktivLO3UxgSAUf627mZVkOUeEllUuvRCJ3ydu1hFYX8c3gUH+n+4BM+yBc+yRfCfioncA16q9sanEBq1sOHNOTqOJtPwFE20Ti+jurmTzGROnCeKUVRnmtHkkz7MPNrKvcjM4/0sL+VbsLCSaKNqeWIGngUnw0x8I2kahPXF6Bqq2sh+wyCMWJtAfpuG3GALCv0eur7Lxq0xzwXWk9jHhXA42LlbHR21SJgMEspldvoGwEqdqh9m626uOhTmy3X2Cl+0wkfAU6WhX3pqL4FZpZIFryGVpSZ9Kssu0ubBXVjucbJNlhYJE09PmlFoVRvCII5b5cAAHW181GNROvZKvx+hAPXMZEO+tr2X+YJ2jI47iuhsXRxF8pEg/mjk/0XixQy0isn0l2qbA6aHEptWaRDxd5pG/apR3nr8EvkzTqboGKm7SdN+JI3EixmCcRzcRaoXIT+JKfp07j2JVJbVM4yhBMtoN3QH9yRdBQPpfS5gYgZdJ7JSENCJ1uOXaGobj6L0+T6atqWoUg5MmXAMT9K0LdRyHScx+UgQha0t0E6c52loQ3eg8Mw+qrIkcd8K+dkww9Jd0j5OEsorJrSqDf3cNNIHgvT76y6YXo0UVReJ/rSWdpbZ44Bn2aYE/u4kEApg4VA3gZllsmyfJj7pwk4NrccvIXe0H7/4bdr09Ok8Ml9/iIHaqcd6IOJE3iaubQPWxVEUntkH6+Io/CM5qrwA3PdXNcT/tkJH78E+ah+EAigNROAfycGXNrC0rR31B+9HxwUTXa+Mw/QS7kw/N026/BK75301AP/VMtzLNkKjJmptAp1niuyErihkNxc3mMD+PiYx27IYKgHguuY+IBPVll6iU+yP88TMNog7qXoZKrlY5TJRQ2QCsUJ+xl/5f3K66eAtDSRUwxuQfD2ZAN3zSyzbomAV2NJL2vMv/CY1/iV/zjdC/od22SA7raEY3YBqsADC7CwPxXjKFzmVxdRXe2BdHCUU/fgUEAog8/WHsJJo4Fv/+J+iNBAhjfwju4mj5wFKcZrmqka0knZp6A7mQ1YODFDC3DtI/a6Du2h90tdSqzQgjCoqUWqOZx7v596T0MlwGKEA3MUqDwt8aRogKOL6fa/QEWX+cBcyBztR3uBmuo2dTMP0CIJXyL9BKa4h+6UdPK1U0BhnKo/I5To8yxZDWhQSnf7+HvbotHQXvCdHsOHNOeIrSmCn+pt5CuTVEHttlq4lKYbYOr1MVCipkKp8IWMnGk1hgb4YGyeXntrLzXuFQwuNWqT8+sY4AqMC1n9TIM5r0mR82caXxmhgc63GXEzVN3T4fMgcbFKkZo94SCVEYhiFUcXMF7vgH8lh7J91YPJJUvPwTGXROr1MU02dYB4AWGjSd62G4NgqHvr+OUp0HgF/koDVpYEICltcfB3fVNgALOvGHrcx7ookJpwaX4RaJMyEZ0UjYlDm8CRpjSWJwqL09BWOq/jwFlJe9fn4eOgIh7g5rl5ffc8cn6I+1uZOSiT9mwnsKiV4lK29SqjWxVFgYgbOVB593yMuYPpAkCzOdA88RZMv0NbpZQR/dIr7TsqBqfX4Jf69zVAL7vv2BdYcS37rIZjjU4ieLKB91Inkb3n55mvoDppuDa+i+4djVElJNkL76BJpWUnsW2kgwru9M5WXqHeyP1MNfoD6b+63PoBWMeFZJikXpdGmXKMcw5N0hJ9MsbKFmVtssiW2EP2n6wSR2hWv0RrsQ7nDwS7f9aAO97KNttkGZr7YRTzD7b1sWVcNUJWj8GemR8B9eYaGJlKzzVOoA6eHkf3SDvpbVhqwQn7S5L84isyQF+UNbrSdS5Eo5fYmjWr8WYKDdP74Ik01NxIhXauYMBKkQKFNEqYO+SJzPU2PgFYlGMNSwkF+pdt74Vm20fkdHVrVhtOwCCYTJ+Nkd5H6i/o0DaDKA6Q4e+X/2I6uE1nyuJwhiEj6QJCP0RP/vBuhUZM2xZQDPcdNFHd1YOFQN0Qqi/w2B4qbm1g/0yNojV46Pp79hwnUtvei/XXSx5t9sqd5j60fJz/j0JycLOyyQTeDVEIQRhXlgSg1VKXMjpowVg4MQDtxHiuJNuSO9lPjfEsvFp/YQTIp/ZupMhskl+3SU3tZrwyhAFt7VYMu1rZaOfzAdccNADwtdfh8ED4dV/8RXRy17b2845vjU9Cnqf9WC5CyJvYOkuqsvKFmvkjGF9YiEXprAQ9TiJypPOLvkAa/sgOL/20FIpWFbyRNvSop6qjWp+AO9aBOcAnJ//QU6iwmqJrcaigBgIGerkJT3oa0rdwMrATAmCuAJoqVaCtG/81m2jikAixAxzphVKl/GKM+W2mTjysGRcRvyTTgTa8gNEoyNJ6pLB8p/T85TZxArwZMzCDwswnqxclmvZpAlr+wB74Fi12QlDFy+Qt7AADpA0RGt3QXyXNHwgQpiVTJrzIeRTlG69IqDZQ3uMki79UzQCiA5aEYJr/ZD3eRGvt1P2B6CAwbfb9CVKWpLCvGljscqAY0BMdWYSRC3FgHwNPvakCDGWpB+6iTKiPpZFXY2oLIpQr1/vKr2PxSkRKw7sLGn5MdXPvrw2TBllvEfd++gO7XM2T2sia86RV0nchieSiG3ANeLB0bxC9+242VRINksz3XC4p++linHX1s2NVq84gHqVqxZnLmPTkCZ9VucgRlZeQbScPh88H36hlWJKhEWxF5YxzXHu1Gbl8nZv7oIX6d9tElvuiRL8IzlUXuuX1UHcmjA1UjVRYmXDo2iNrGdlKdBYBQgNQiojo3zU2vxs18M7cI/dw0VmNyl5QS0q6Cgfi/e7+JXzMIb9SYI4NXK+QnQKOEJeQGiRtq5hZ5oqa035Vxr617uMpsO5fiCtN9eYYGAWsgKIpAz33HLb1svLvc68Hi973I7gkgvY9E/kqf74P/3UnUNraTxtq5afhG0uj/iwq9b0f7sXRsENk9BHlZHoohdZBkdBpzSbS/PkwcV4k0d88vIbedDHj9IzmsdjnpKL6mhaAGIUvHBjnRKos5gCpz/0gO5Q6iqZlejQdB5Q4HAlMmoieJijT/uVYWIMTEDLb+W6IfzR3rQs9bVcaw+a7VyORXDZQ8Aj1vNf0c4u+scM/Mfbsd3QAAFw9JREFUfXmGe7Ed78yRZI6HyNqZ3QTP6XplnBIiwJtX4PwCtPwquj5YgekR8C0QVCN8ga45RXeaejrAMj84TcOf2W/sRG67C+Uv7KFhhxQ5VP1UNYgqDUTgf3cSkUsVEg6NVNE+6sTkkz50nav8UuL7VGEDtm3d0ON2xl2RxIAmrELBE5SwX217L1UrVZsVLQC6GRXuy+HzkebUGjv5rhNZBMdWcd+3L9ARUaLEFdxCEaIjz5/iI4fDqPNIX1UZ7a8PQ6vQjrZy+AHmVbadS3FTGQC0E+dJ6FDKBoVGTXq9I7vptSZmGEQLgPXGakd2EwJflvvCqGH2aBCR4VUeWNhlA7NP9iB5qJUNQhz5EjIHaTI3//RWuvgnyNHcGErAXazy8UirNMjybihBQE7pNK5Fwqwlr/9ZEG2zDdz3Ck38fK+eIfiJZAEgFGChSivkJ5fsq2VoVdogSnENm1+i6kyLhFnx1pnK87RXX7BRijuITlO1UQ/q1HDOF4m3Gg6hcmCAj3LCp5N0j+4ms1sJHek6kcXYn/bQJiAnoVqVhh7+q2S/F5gyWa9NxKOwk2ksPrED/qRFjur7yZ9S6eU35qgS1ao2pr5EXER9Og9nKk90J1AFmxnyXodbjJ4soBTXEHttFss9Tsw/vRW1I7vhyJfYZEQNn8a/7MXKU0uottFtpzY3VY32vFUloLbXidJTe2EMJdCSstF1rkLS3WoQJJN6w0N0NLMvRpuvrqPQ74Ed68T931pA3Q/0vVxmdd5bEuuI/Y8O4XbxRMqxYxsfl8zxKWgnzjc5dms4jAybULgvo0oyw8Uq04FMr5PxYeoPz8azMuE5u2kkr262apDMUhUlSZHCAUgDWHK0tg2DHHOk1b1jxzb4f3IagJQELtRZsUKpYSAUQHmDu4ljm5ihKZYcGiiYRfydFSKWSxnipWODsNxAaNS8ToO988cXYYZaiIaTypKsj+7hfpgy8lCmsIrXKXSdKSuRN8ZZNM83kubJZPkLe6BVGuzAvlZeBiDdKy2/iuCPTrEyrertZB7vJ1nnz5Mrk10muefg2CosN4jac40md5HhVcw/vRWpx3pILHGa3k8r5IfZF8P840Q3cl+WYGW59q3/luALik4T/ulF0s+KEvBX4duEUWNz3raZKjJ06iT561AAsddmMfU0Hf0t3QVPoY74Gxo2vUDUJrUB5Y72wwr5SYdNSkGZB3fR7zVBiT0yvAp/0mQNtdwDXswf7kL6QBBmbhH3f7+E2P/c1O+f+moPLN3FQoiFfg8WDnXDM5WF/2qZaGLSrKR9lCAergIpe7TNVFHcRjr9AB1dFw51k1rFxAyWh2KIvl+R36vdukR2r/bEPsqpVwgREkK8LYSYkP8G5deFEOLPhBCTQohhIcSuX/3qJMWjTCWU+YJdNjjB1I7spptHGn8oes1aZQpA+g/mV5Hb18nIbE6I0ngWoB5X5cAAS1RrFZN3V9+rZwgBLyEN1mIe6a/sJPVVSehVjX//u5OUQOXaAAChAFwFA+55arYvbSMHZ3eRjoGB8wt0JJEy0v6rZcw9uxWW7sLSsUE0dAdKm3w0XR3sg7WYR/vrw9j0AvXeahvb2XjXGuwj30HDILK0nDha5TKT05XdHXMgpQGJI0y9r9r2XjhTebK6lwlHvQ9afhXB95LMF7V1N+ue+a7VmnQwgLXalo4NMkfQP5JjXTOt0oDpdaL3LzO0jkoDyUOtyA22IPqDC9h4PEM9OOl8bekuOFN53P+tBWqM60QrasSIQsZAU8Pg6rm2sZ2Ni7m3ly+y2a57fglaVaAUb1725YEoVUDDk0TkfshLE1VJKFfVobNqY3EnDXs2vDnHKr+uAjE1Zo8GUY6Sm5G1SEOLjS+Noe4HSgkLuef2kaOWUUNpIEL6btN0sysl4LbZBrVNYnLjlL+nw6hzghVGDaWn9sI9v4TAKNB5vs5WgKYHzI11GhZyD3gJgpEv/rKr1acJ277np5Mfdur9fQB/Y9v2FgB/Iz8HyH5pi3w8B+A/3OgPYGCqvMEXDnUTOfmtD5owCqWlLgmxCvelKixlUQYQNEP1gtTUUT1Hn84zK0AhzFk9VdfpSODzwREOYeNLY1R5eQTbuRV3dSDzeD8dTyX2C6DJoHVxlH0gg+8lMfW9GIvZIV/kXpXQdWR2tyIwZaIW8CD4XhL+kZykIdFxMP2VnSRuOBBllyERJ90tpVeGUIAED2WicuzYRgl8TWQOdrLbUW6QtP4V1w4AU5yET2cndOSLmH2yh80slAJDeSDKKhSOMJGq1VTWf7WM1ullniqqitmZysNVMDB/uItNOja9MMu+lrWN7XAaFg9aVPVr6x4iUA9EWTlkcWcA7vklAt9K/J/w0dFx5otd0KfzhO+TSigKlIp8kaRtJPneTqax2uWEe36JmQrt0xZPIDMHieqkT9ORMji2ylX45Df7oUXCqAeJmtTzBsFN1GTXVTD4utCq1AfzXauxXI4d66TXkx4IyhBX9c+UlI+rYCD5SBCZ3a3QKiRD7b9KgpltM2SqrIYgvgULM89thTXYh/l/XEVwog5XgTY4JQN103EXVmI35HYkhLgKYMi27dyar40BOGjbdloIEQVwwrbtrUKI78uPX/rw8z7u9dtEyN7f80xTSkXGWmciAKxwIXQay4/9YRt6XiSw34cdjxjXBTAVRTW1nd1x4j8m0+yMZIX81PTfO8iuyqqnATQNLhw+3/VKG2hOL9c6DQHET1TARfZEBLBy+AH4Xj3D007lqMTS27K6WXxiB/H7pBikctKxdQ+Zp3g1snAbiMD0CJowGgZyR/vpyCIdgrRImA1QlMuRspcrDUTQOr18nSFI/cH7sdzrQfinF2mtMumoCVf4pxdJ9keKP6q/iRXyY3FnAMGxVYx/2UtN9qpNml66C5ndreTotOb5KlTltTwU4/WYoRZkdreilLDQ93KZJMKlEUvyUCtCoyachtW8QWU1bA32obC1BZ5li/tVjViIm/XK3Wol0QZPoQ7X2Suk6HriPGb+6CF0XKDXdRerKEd1/lg5VbmLzcpWTc9TB53Y/FKRdeqUcUfn+Tpy213QqkD0BxcgfDrmnt2K7tczhDG7WmY5cG96hbmY1c2dcF+mitt7cgSLT+xA20yVXZL4fZOOVVbIj+QjQUQu15Hd5UL7tIWGR9DwYGIGya/txP/3v/+Lm3M70sL2Xu/RG3rufym/cFM/69eJG63EbPyyU2+XSkzyX0UAjAGYW/N/k/Jr14UQ4jllrFl31JkKAuA6qWhlFqESBwDe3a2SC9ldLr6I1bFCJT6FOlehbjhrkUjZaxVJRSp7nTCgMmid+WIXHZWUiYn6vgSEapEwO+8gFGhOWbf0Xpe4rME+ln5pnV4m2aHBPtJH29XBKhMKde8Ih6hfJSkzWiQMS3cxV1CrNEhZVB6haJcnffe2GZqu2jGS965t72UXctsgowr1nrVOLxOlSsq41B+8H66zV7CcEFg6Noj5A4KAuLlFhC8U0ZJpMOG8EaP1XicSuGwhN9iCjjPkFaCwa6bXieBEnQcMSsMsfSBIFbLXifJAFKZHcEJ1GHXU/UDPcZPwbqEWuM5eQfJQK1pSdpMahaaZiYiTw1L4pxfhH8mh64MVOUF2kuT2SJor77ZzKW78uwo08Oh9c4Wq2orJ1m9KSkeZ9NYCniYlTvdAPzdNQw155Ct3OFDc1YFNL8xitcuJ2u4V+t1ltRp/uwAjEYKnaLL68GqXk13bAZo6qlaIiEcRHFvF7BEPMnuuNypR5skAyGEJgDdHA5SFPaQSgi29XH3eVNzjUjy/jlOv+Iiv/dJvZdv288pY02W5qEGvu6SFu5v8F+NR7vkoBLlqTAPAtu8sygYsXfRK+kY1+wGQ5rvsdymXJKtcRsc7c7SzH9lNnpESB7X2iGYn0+j9ywyZX6wB4ALgyahdJucepV2mZK0d+RIc4RD12GRPSkEaVhJt0k2HEOeeoglLd5Fj+XSeEf98ERs1qvBODxM1aIvsYz3eT/COUAv3wwCSYVZKCVa5TN6Qg32EGH+8nzX4zVALDzOI0F3l97Bt2kb768PoOkMbiXlwF2aPBtHQycVc6DpwepirEnVjtU4vI/L8KZjS60O5+5hejaSZt/RCq5ioBjTZo7K5X+UbSSP4HhmOzB/uQj2oIzRqYrXLiWuPdgOgJNv7/BjaZqpU9UzMsLy4L039MWVUAoCZENWgC5NP+hjlruzqFC0LEzPERsivojGXpOa65JEqWIhK9Pp0Hp0/vojcvk72xkw+EiTJcK/GINTCfkLqd/8HJ1a7nFT9xzpRD5JUkz5NiiXZPQEs7DHl4MhNDIWLo8gcJJFNIxFC8lAr/NN0NMXEDG9GjVjoOicj78kRdJ3IouVQFp4FJ8M4bgnEArilUjxCiCNCiDHZP//9T/4fHx03lMQ+xqk3I4+RkP+qkicJoHvNf48DmL+Rn1PY2sIJwAy1IHOwk3lyAFVaucEWlqRGvoiFQ4QHU8emyoEB1g1j7bCDu/gYKFJZUseQRzJ1pFIa+laZNLJYRFEeI4PvJTH/zYfY/1DdJJUDA7DLBlqPX2KArsPnI3XVAZKfZo7m3kGStHl3kmzoTpzHtUe7yfx0MkWDi/EplDb5qG8i8WBqXVokTP4A8gYMjlehVUwUtrZwpaAUVF0FcjhSPRzT64Q12IfI8Cqj4stRnXXggSYp3hEOIXyhiPqD9yP4XpJIyxvcUmpZQ6Gf5GYcO7axNplKJos7A6gd2Y0Nb84hcH6BtdV8I2l+rlZpwFM0WReOsGButoRrzCXhT5okHV0gv8iuE8S/VIwBgKo8dqOSoFat0oD/apmPzgBtXq3TyyztY4X8mH2yB9ZgH3LP7SN9fJ8O7cR5ogrJqttIhJB8JEgQi3wRtYCHlV6VWYeaDgJ0tGzoDmx8aQzlDoJ7KA9LZdqr2Ceq0e5bsNB5pojQBZJpqgd1Us49shudZ4pI/nknrh4TCI2aiAyvouuMhcUndsAYSiB10Mk/VxkXizh5Wbr+YxjeHAlRKgHPmw0bgG3ZN/T4pBBCaAC+ByqMfgPA00KI3/g06/rEJCaEaBFC+NXHAP5bAJcBvA7gGfm0ZwD8lfz4dQBfllPKvQCWflU/DJC0I58PwR+dajbpvU50/vgiCdCBKqDuP5lA5PlT5A4+l4SZW0TkjXG0ZBqcQPRz08yfVCYj7sszXJnZZYNtvdQFubBTw9yzWylB7NjGAoxrwzYMdJ2rEH5NougRCmC1iy6k7Jd2EHI9HoWIR7G0rZ0GEtLBm5OirCQdPh8Kz+wjF+2iyTZfAHHhyhvcEPEo3+AOn4+VKQDqq6kpaPgCIb3N8Sn2Dxh/tp0rFbtsUDI8PUyJYH4J5YEo8ts0pA8EEX2/QpM4nw/VzWRE4ciX4J5fQmF/HG3nUvBfLWMl0YbIpQo8yzYnJJGi3ptaV/inF1lqp7axSba2dTL2AGg4o0/nUdjaAke+hLaZKpKPBLkf6tixDf6RHCoHBmjKKxVKlIy41r95jdlylRVY2TchRRvTwqFuZh2IVBZ1Pw17pp4OYOPPV+BM5VGJCBhDRNdReENs6UXqsR5qmk+ZWEm0oba9l+z5+mKwDYNBr96cTQT9ZRvXHu1GuYMoQaWExWBaR76EuWNdTIdSkjoA4RCXtrVj8J9cRv47AlO/4yQPTgl3Mc8G4VlwIvuUgfnPkfNVcGwV3vQKet6iIU1hfxzzT29F5cAA4elSxLVUxiHYO9hs1dxM2LdUFPFBAJPSf7IG4CcAfvvTLOtGKrGPc+r9EwCPCCEmADwiPweA/wxgGsAkgP8I4Guf9APshknHDNXzinVSr8KnM3zA7Ivh/Zn7UHpqLxqxED83d7Sf5W6WjpG1mMPnYwS20rRf6zNpxzqJVxYKwFrMY/OfzyIwRReVI1/ialA1/Wvbe5kvKHSSvVZqn+GfXgS29KLrlXGim+SLBKX42QSc3fEmjk068CiIg/Dp6HhnTpKxTa4aFDTEf7UMW3cj8sY4swyskB/JQ7SDK4kWhd9qxEKk57WxHQs7NVh+osSoitHSXUyQF0YVm/6XK9hwKInf/N1LpFklE4jp1ZDZQ/g3c3wKvmtkR1bY2oJyh4Pkqd8jAxZLJws6pVOmBhOVaCsrZwiDAJxGIkRqH8ppPREi3FjIT36dbvAgZvzZdp4cqgSuKlzFXqgcGIAWCbOLdmkgQtWwTK5t51KInMrCaVgwEkSFCuzOIvlIEFu+N4dawIPC/jjap6lpXw26mC+q2hO17b3c03OdvYLwhSLTvtzzS+g6kYVvQamx0rXsW7C46Z9+iJyvrEUiuC8PxWhzk9zK3D4CKwfOL2Dy27+B1v+tDZv/rwasxTx5nuo6Kh0WvDkg8e/q2PjzFfo7ysn81O84ERynH9z1wQr0c9M0wVxDMfKlDZSjOvXGbkHYpnlDjxuIG+qd30jc0HTysw4hRAnA2J1exw1GBEDuE5915+NeWSdw76z1Xlkn8NFr7bVtu+PTvqAQ4i35ujcSXgCVNZ8/b9v282te6wkAh23b/qr8/B8BeNC27a//uutyfvJTbkuM3a5x7M2GEOLcvbDWe2WdwL2z1ntlncBns1bbto/cwpf71L3zD8ddQTtaj/VYj7938QGALUKI+4QQbgBPgfrpv3bcLZXYeqzHevw9Ctu2G0KI/w7AcQAagP9k2/bIp3mtuyWJPf/JT7lr4l5Z672yTuDeWeu9sk7gHlirbdv/GTQIvKm4Kxr767Ee67EenzbWe2LrsR7rcU/HHU9it4p6cIvW8p+EEFkhxOU1X7tlkkO3eK3dQoi/FUKMCiFGhBC/dzeuVwjhFUKcFUJclOv8I/n1+4QQZ+Q6X5bNXQghPPLzSfn9TbdjnWvWqwkh/qsQ4q/v8nV+pvJY91Lc0SR2K6kHtyh+CODDY+RbLjl0i6IB4H+wbXsbgL0gTutv3IXrrQI4ZNv2DgA7ARyRTI5vA/hTuc4CgK/I538FQMG27T4Afyqfdzvj9wCMrvn8bl0ncBvkse6JsG37jj0A7ANwfM3nfwDgD+7wmjYBuLzm8zEAUflxFIRpA4DvA3j6o553h9b9VyDmxF27XgA+AOcB7AEBMZ0fvg5A06p98mOnfJ64TeuLg27+QwD+GiRmcNetU/7MqwAiH/raXfu3/ywfd/o4ecuoB59h3JTk0O0IeZT5TQBncBeuVx7RLoBEAt4GMAWgaNt24yPWwuuU318CEL4d6wTwHQD/EoAi/4Xv0nUCn4E81r0adxpicUOyPXdp3BVrF0K0Avi/AXzDtu1lIT5qWfTUj/jabVmvbdsmgJ1CiABIBWXbRz1N/ntH1imE+IcAsrZt/50Q4uANrOVO//3327Y9L4ToBPC2EOLKr3junV7rZxp3uhK7ZdSDzzBuueTQrQohhAuUwF60bfsV+eW7dr22bRcBnAD18AJCCLWJrl0Lr1N+vx1AHp997AdwTJCK8U9AR8rv3IXrBHD75LHuhbjTSeyWUQ8+w7hlkkO3MgSVXD8AMGrb9v95t65XCNEhKzAIIXQAD4Ma538L4Isfs061/i8CeMeWjZzPMmzb/gPbtuO2bW8CXYfv2Lb9u3fbOoHbI491T8WdbsoB+AcAxkF9kn91h9fyEoA0gDpo9/oKqM/xNwAm5L8h+VwBmqxOAbgE8iC4nWv9HOhIMAzggnz8g7ttvQAGAfxXuc7LAP61/HoCJO00CeCnADzy6175+aT8fuIOXAcHAfz13bpOuaaL8jGi7pu77W9/ux7riP31WI/1uKfjTh8n12M91mM9birWk9h6rMd63NOxnsTWYz3W456O9SS2HuuxHvd0rCex9ViP9binYz2Jrcd6rMc9HetJbD3WYz3u6VhPYuuxHutxT8f/D65s7zoz8zgyAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + " img0 = np.load(r\"C:/Users/hoodl/Desktop/sumimage0.npy\")#,allow_pickle=True)? Pickle might be for multidimensional\n", + " img1 = np.load(r\"C:/Users/hoodl/Desktop/sumimage1.npy\")#,allow_pickle=True)? Pickle might be for multidimensional\n", + " plt.title(\"0ms\")\n", + " plt.imshow(img0)\n", + " plt.colorbar()\n", + " plt.show()\n", + " plt.imshow(img1)\n", + " plt.colorbar()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + " img0 = np.load(r\"C:/Users/hoodl/Desktop/sumimage0.npy\")#,allow_pickle=True)? Pickle might be for multidimensional\n", + " img1 = np.load(r\"C:/Users/hoodl/Desktop/sumimage1.npy\")#,allow_pickle=True)? Pickle might be for multidimensional\n", + " plt.title(\"500ms\")\n", + " plt.imshow(img0)\n", + " plt.colorbar()\n", + " plt.show()\n", + " plt.imshow(img1)\n", + " plt.colorbar()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + " img0 = np.load(r\"C:/Users/hoodl/Desktop/sumimage0.npy\")#,allow_pickle=True)? Pickle might be for multidimensional\n", + " img1 = np.load(r\"C:/Users/hoodl/Desktop/sumimage1.npy\")#,allow_pickle=True)? Pickle might be for multidimensional\n", + " plt.title(\"5000ms\")\n", + " plt.imshow(img0)\n", + " plt.colorbar()\n", + " plt.show()\n", + " plt.imshow(img1)\n", + " plt.colorbar()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 448, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8.67959976196289\n", + "34.44243240356445\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + " img0 = np.load(r\"C:/Users/hoodl/Desktop/sumimage0.npy\")#,allow_pickle=True)? Pickle might be for multidimensional\n", + " img1 = np.load(r\"C:/Users/hoodl/Desktop/sumimage1.npy\")#,allow_pickle=True)? Pickle might be for multidimensional\n", + " print(np.mean(img0))\n", + " print(np.mean(img1))\n", + " plt.imshow(img0)\n", + " plt.colorbar()\n", + " plt.show()\n", + " plt.imshow(img1)\n", + " plt.colorbar()\n", + " plt.show()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 466, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Hello world\n" + ] + } + ], + "source": [ + "x = 'print(\"Hello world\")'\n", + "exec(x)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/FileLoadScript.ipynb b/FileLoadScript.ipynb index 88ad4be..49c3687 100644 --- a/FileLoadScript.ipynb +++ b/FileLoadScript.ipynb @@ -9,14 +9,14 @@ }, { "cell_type": "code", - "execution_count": 378, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", - "filename = '07022021_H16M23S48MS693_RandomVariable'#06162021_H12M58S49MS732_RandomVariable' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "filename = '07232021_H17M43S36MS591_RandomVariable'#06162021_H12M58S49MS732_RandomVariable' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", "\n", "path = r'S:/flir_images/binaries/'# //?/S:/flir_images/binaries/\n", "file = np.load(path+filename+'.npz')\n", @@ -25,18 +25,21 @@ "variable = file['variable']\n", "variable2 = file['variable2']\n", "variable3 = file['variable3']\n", - "transmission = file['transmission']\n", - "amp = file['amp']\n", - "amperror = file['amperror']\n", - "sigmax = file['sigmax']\n", - "sigmaxerror = file['sigmaxerror']\n", - "sigmay = file['sigmay']\n", - "sigmayerror = file['sigmayerror']\n", - "roi_sum0 = file['ROI_sum0']\n", + "# transmission = file['transmission']\n", + "# amp = file['amp']\n", + "# amperror = file['amperror']\n", + "# sigmax = file['sigmax']\n", + "# sigmaxerror = file['sigmaxerror']\n", + "# sigmay = file['sigmay']\n", + "# sigmayerror = file['sigmayerror']\n", + "# roi_sum0 = file['ROI_sum0']\n", + "# roi_sum1 = file['ROI_sum1']\n", "hist_counts0 = file['hist_counts0']\n", - "roi_sum1 = file['ROI_sum1']\n", "hist_counts1 = file['hist_counts1']\n", "hist_bins = file['hist_bins']\n", + "bin_array0 = file['bin_array0']\n", + "bin_array1 = file['bin_array1']\n", + "\n", "\n", "try:\n", " # Loads image corresponding to index\n", @@ -50,83 +53,19 @@ }, { "cell_type": "code", - "execution_count": 386, + "execution_count": null, "metadata": { "scrolled": false }, "outputs": [ { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "Index: 14 , Variables : 0.0 , 6.0 , 0.0 \n", - "\n", - "Var 1 min,max,range: 0.0 30.0 30.0\n", - "Var 2 min,max,range: 0.0 30.0 30.0\n", - "Var 3 min,max,range: 0.0 0.0 0.0\n", - "Var 1 mean 0.0 , Var 1 std 0.0\n", - "Var 2 mean 6.0 , Var 2 std 0.0\n", - "Var 3 mean 0.0 , Var 3 std 0.0\n" + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6735: RuntimeWarning: All-NaN slice encountered\n", + " xmin = min(xmin, np.nanmin(xi))\n", + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6736: RuntimeWarning: All-NaN slice encountered\n", + " xmax = max(xmax, np.nanmax(xi))\n" ] } ], @@ -141,9 +80,11 @@ "#plt.scatter(,roi_sum1)\n", "plt.plot(index,roi_sum1) #index\n", "plt.show()\n", - "plt.plot(index,(roi_sum1/roi_sum0))\n", - "plt.title(\"ROI 1/ROI 0\")\n", - "plt.show()\n", + "#plt.plot(index,(roi_sum1/roi_sum0))\n", + "#plt.title(\"ROI 1/ROI 0\")\n", + "#plt.show()\n", + "print(roi_sum1[4])\n", + "\n", "\n", "threshold = 100\n", "thresh_indices = np.argwhere(roi_sum1 >= threshold)\n",