{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 12. Image registration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Image registration consists in aligning two images so that objects in them can be \"aligned\". This alignement can occur in space, as for example in the case of tomography where successive stacks are slightly shifted, or in time, for example when there is drift in a time-lapse acquisition.\n", "\n", "There are many methods, more or less complicated to do this registration, which can involve shits, rotation and deformation. Here we are going to illustrate two of them: a simple one using a reference object in the image and another one where series of \"landmarks\" are automatically detected." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import skimage.io as io\n", "\n", "from skimage.feature import match_template\n", "from skimage.filters import threshold_otsu\n", "\n", "plt.gray();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 12.1 The data\n", "The data used here are extracted from a microscopy experiment where bacterial cells are growing inside microfluidics channels over several hours (see [this paper](https://elifesciences.org/articles/48063) for details). To track those cells the channels need to be aligned over time. Here we load to time points and try to register them. Of course, this task should be repeated for all time points in a complete analysis. Here we also restrict the alignement to a portion of the images to facilitate visualisation:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "image1 = io.imread('../Data/channels/channels1.tif')[0:750,:]\n", "image2 = io.imread('../Data/channels/channels2.tif')[0:750,:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here are the two images as well as their subtraction that clearly shows a shift. The microfluidics channels are the small horizontal lines. The gray objects within them are bacteria (E.coli). The number on the left is a reference embedded in the device." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA20AAAC9CAYAAAAgJJV4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOy9WYwkyXUteDwi3GOPyIxcK2vp7O7q6o3dZJMSJaEhkYAkitSCBxF4xJsBBvPxIOrjDQYDzMe8mf8HzNcD5mcACZiBhqCkNxI0AKkFeBIoiQ0JEkl1q5u9VPVS1bVmZeUWkbHvPh/Zx+qGpfkSW2ZkVhwgkREe7ubm5mbX7j332jXLdV3MMcccc8wxxxxzzDHHHHPMMZuInHYF5phjjjnmmGOOOeaYY4455vDG3GibY4455phjjjnmmGOOOeaYYcyNtjnmmGOOOeaYY4455phjjhnG3GibY4455phjjjnmmGOOOeaYYcyNtjnmmGOOOeaYY4455phjjhnG3GibY4455phjjjnmmGOOOeaYYUzNaLMs6+uWZX1oWdYnlmX9x2ndZ4455phjGMxl0xxzzDGLmMumOeaYww/WNPZpsywrCuAjAL8K4D6AnwD4b1zX/WDiN5tjjjnmCIm5bJpjjjlmEXPZNMcccwRhWp62LwP4xHXdW67rtgH8FwD/Zkr3mmOOOeYIi7lsmmOOOWYRc9k0xxxz+GJaRttFAPfE9/ufHZtjjjnmOE3MZdMcc8wxi5jLpjnmmMMXsSmVaxmODcRhWpb1bQDf/uzrlyzLdMkcOvRw1mm02zRCZmcNfu1mWRai0ShisRhisRgikYj66/f76Pf7iESO+I5+v49Wq4VutzvQbiyfx+RvT0L7Eq7r7rmuu3La9RAIlE3AXD5NG+dpDIzSNyKRCGKxGKLRKKLR6ICMoSyxLAuWZaHX66HdbqPX66HX68GyLCV/CNd1n1gZMyo+a7NZGthDyybbtr+0vLw87XqdSViWFWocTEq2n5cx57qu0nMoV/gn5Q6/U36xHSmfeEz+xjbiu+l2u+o+PC7LN9XtSUCpVEK9Xjd2zGkZbfcBXBbfLwHYkie4rvv7AH4fACKRiGvb9sg30wcdJ7yzgjB11QcPr+MgCirDb0IPmuy9BorXcQ7IWXsHen2kkAEe95t4PI58Po/l5WUsLi4inU4jkUggmUyi3W6j0WggGo3Ctm1UKhXcunULh4eHaLVaADAgpPr9Pnq9nlEI8p5e9QsD2c5+78PvulEQ5r4A0Gq17ox8k+kgUDYBZvnkpQT4KQemSWiWxkXYunj1IflfnqfLlEgkgng8fsy4AKAMl06ng36/D+CxUcPxw2ui0agyZGR72ratxpl+X1kOz2f/jcVicF0XnU5n4Jgcr1RKTMSMXrY8TuVH3pPPkE6nsbKygqWlJWQyGaRSKSQSCUSjUWxvb4PzYSQSwcHBAba2trC3t4dKpQLHcZBOp9Uz9vt9dLtd9fy6jOF5s9TvpgU+py6fTOOw3W6fSh19MLRs2tjYcH/3d3/3ZGp3whh1bvMqSx+7/HNdd2D86tf1ej0ld+QxOc/zOAld/VwT0cKxqj8DyWH+xvKkPJGkMb+b6gIcyRvTcVMZ/X4f7XYbtVoNjUZDEdKUj+l0eqAdk8kkcrkcUqkU4vG4KieVSqljjuPAcRwlp2jotdttHBwcoNlsDshmva5e+tJ5xu/93u95/jYto+0nAJ6zLOtpAA8A/DsA/+2U7nUM53Fyks/kZXxMGn7GXZjrZn2AmSZ4Hu/1euh0Omi1WsrjBgCxWEyd2+v1lCI36rOGZQP9rmedhyl7XION/8/gWBtZNulGV5h+PqttNGydwhqcXm2RSCSQy+UGCA8iGo0iHo+j0WgMTN6JRAKdTkcpPTSgYrGYMvDI6DqOg3a7rRQQqfDQWCSpIstyHAfdbhfNZlON41QqhW63i263CwBq/PN6PiOVk2aziU6nM6AI5nI5tNttT8Mgk8ng6aefxsLCgmqPSCSCer0+4FVLJBIDdeZ9TfB6N7MuhycJUxvM4vjzwKnqTbOEUbzGfjLKrw90u101z5OsIWhocHxSRnS73QFDDoAikih3WI7JwGN9Ke+oX/B6EkGRSGRAVnY6nQEPFokaaZjx3p1OR3nz5TM1m0113IRWq4VisYhms6nao9/vw3Ec1UaSxNLfFY0tyjDdSGS7yjqFgZ/z4AyN8bExFaPNdd2uZVn/A4D/CiAK4P92Xff9SZX/JL0gCckM6UbcuIp/PB5HNBodYJOlEKSxYjLk/Fh4eQ+/30fBuGWY6k0hGY/HEY/HkUwmkclkkM/nkU6nUalUFKPUarXQ6XQG6jOK0jDu+zOVoXsRJ4VRDflZwbiyyTTuwngcTwuTntBkefL5g55dhvZJtpfXSyLEj6nm9bqyQOVHl11Uukzyi79JmScVC9aLCg6vp/IGYCA0SLYLDTGpyMnnpXeR4dcsn2WxvfS2Z/le78YLT8qcaWqDsITDaWPaetNZQhiZMix57XW+Pna9dCsTcc6xK8/V5ZSUHwTLpFFDo03+TuNIGleUETLCynVd6JFqLN+2bUSj0QG5aDIGdRkll4XQ2yWXi7AeLN9xHNi2rerMcx3HQSKRQDweV0akZVmKjCNMXsGwmPVxPWlMy9MG13X/CsBfhT3fpHT6WdbynCftpemCZRy4rgvHcXDlyhVYloXDw8MBhQc4Ekxra2soFAoDDEmQh4F19fp9VGPF5Bkbpiwvg4bPFY/HsbS0hLW1NSwuLiq2u1aroV6vI5vNolqtDrBIs+BdnITxNwv3mDaGlU1+kDIoyHg7DTk1bc9DWMON7C1gJnRisZha38D6UdmQ3jdO6no4ItlkUx2ofJhCoHgPGY4kQy2lgSXDN1lurVYb8MpRmanVasoo5HE+ezQaRavVgm3bqFarSCaTSKVSSCaTAwqProwFzYdz+JODZ6GdJimbzgPG0RN0eMk9GiJe908mk8fkO+sTi8WwuLgIAGg0Gsa6p1KpgbBCk2fKj/iWZD1lkvxOmaLrRAxF1NehmcI1pYev3W5jdXVVef0ZHgkA2Wx2QD9MJpPIZrPIZDKwbVvJrGw2i2QyqTyU3W5XEd6MPvBqjydNnx8WUzPaRoFJ6fEasNPyJATddxoYtqOaGJth7uUFqTABUIwyFRcqEvpgG6b+fueNo2DqDLmpHBNTJo9TAMbjcSwuLmJ1dRWLi4uIRCJotVqo1+sDC291ZX0cTKofh+23XobvHGb4TarDXnfaGPddj3K967rHvNLyM0MPAW+vcdB9Tb+bDMQgyLoEodFoGMuUCpyu8FHBKhaLA8Zmv99XRlq73UYikVByzSRzw+JJJTfPgpE2hze8PF7TQJD+AJj7k4wKoNEiz7WsoygmjutJGaHTHMv0iDmOo0K/SVglk0kAjz2EknBi6GQikUA6nUYymVTyrdvtKjk4at3PA2E8CcyU0UboBtlpTDaz3DkmGe5BV/Xdu3cV221iPqrVKm7evDlwLGz5elmmc8IoV37KxzAhDfKzyZiLRqPI5/NYWVnB8vIystmsShLQ6XQUUyTXt80SwtRJP2dY0mCWx8c0ETTpznq7TNJDbyrbj2CT13mNUb96+h0LIxf8EGQMDlNWmDJJ/sgMkvT6WZal1tQy/IjlkTkftp/NopyaJmZ9HM4xPoYdl6MSF0FEd7lcVmPWhHa77UtESUwjCiLscdan0+mgXq+jXq8ro40RAzTEKJ9SqRRyuRwymQwcx0Gv14Nt20in0yq5kuM46ppJPuuTSEQBM2q0zRJOSkENUjpMdQhbryBh4boums2m730ajcaJT4RBBp9JgQ4axLrhZ/pv27bKnFSv15HL5VQIgOu6KoMbQ5meNDzJCpHsJ0Fej5OeUPxkhfz9NBFkrI1T7rQQRqYE/TZMGdKDL5l8x3EADEZA8HwJr++z8P5PGk8ywQScj+cPqv8wyrvUGYbxqPmdJyMITNfT4JG/eekyw9x/EtB1JyYw0Y02PqNMQsJwdnrYSGIzvJwEN3MDMKKCRJQp8/mw5PGTiJnROGfBava6/7iDexKYtPAdhYUJaoewYUyjwM+gHeZeQcKaihKTkTBjEtuFa/oYQsDfTtMrPApGDXGb4zHYJ4K8uieJabwjk6fM79wguTJJ5WQcuRhWno2KIO+/qXxdidLbSi9nlHDJOZ4snHXDzWTg6Bh2PpuWfA4rH8ch4WcFOvFPw41RBNIwk88ss/6eFX1pljAzRttpvrwwoTH6edMYYGEEj2nSHlcom7xVft9N1/t9nwWENfp0gWpZjxMRkImSYUoydCmMcT8rgnkYZnIOb7AvyO+nhWHGaNhyTJ7pSfWJSRlcQc+ms9jjeM7C1Eu/x7BtJ5MNSFA2hamfV3TFLMrmUeEXYeGnHD9JOCvP79U3Te/YSw8bZmycp3EwDiYlz730K+pPpvEp5025RcIc/pgZo+20ENZg43ddcExaKPoJFJPQGqb+pvJMrG1QuWcVXsall4LFz6ZsmZNiiqY1gQw7gZ2VyX0WMevtN6zBJr03o3iRh22PYcmwYcfLSXhARy1XKi9h5W+YMevlhTtPCqtOWk6bVJ3j5ODl7dbfsT4Opk3KBCGMXjgL40+vny7jdZlpCmXUr5VbAXgRTvI8HV4ZPOcYxJk02iZpqIx7Pz8WM0yYYZCr/yQnWT9FYFJGqukew76TMO+Y5wUZwF7fJUypcYcRMMN4AsaFrmgHYRYmkLMAr0lO/nbW25ITq8nbPG4fNRFgXr+FKSuIlSdO6p2YQj/DzgemrQrG8RJ5yfGz3j+B4+0664TJHOHgF6XiZ1CMarhNAiehL00LfnLKRFzL48Bjw8uL0BtGB5ljOJxJoy0IpslyFLZ1mE43DtMKhFtsy/O9vGOm8+V9vCZyr1Aav/qOAz+2ZtTrw5wXxlDThY1kjwD/EKWw78aESU00oyrYc+VnOMj3fJ4mJ93Txv+yXwXJiJPoR2HvMU05FvZ+fnXlb3pokOs+3oPJpJD6GYVeBt958rIR59WL+KQjDPEwC4ZRGI/3OPDS48KWOwknhm6cyT/9ujDG2zCE+RzHceaMtlFc3yfdKaRyYwrb8GM3TOd4sdJhw2PG8Uw+CfBqH+lNMylQfgijqE0Tk/RcemFu6J0vhHmX43oV/Txuo8DL4xbGuz1NmMgw3YuphwwR3Ahcni+NukkqbWcJYea+8/S8czxGGL0vrAFvIqmHKTuobpPsg9MiuP0iR/jdS7bK8Ea/Z59muzzJOHNG21lAEPMwzPVe8GNavQaU170mrUidBwQZul5hGfJ63WNhKmca0O89F56TwXlnBE1hR/r6A2l8yO+jwG9cjGuUhK2TX1TGsMqd1/3DtBFTaHNBvuu66PV6ahNbvc3DIix5N8swEZ9znH+Y5JE+PoOMhDDkTRjDyMuACVPvWYRsQ782ovGmbzMio4/keWEjMc5CG80qzoTRNuuTzUm76XVjYBgjzass/bPp+7DwY3m8hIaXMjjqIPe6zq98ACq1v6k8KlR+GY/GUfgmCa+JzCvsYo7ZxbTfURiyySQjwkzSpv/670HHTPUNG22gHx/23pP0RtNz1uv10O121fYhlnW0xxH3OQKg9jvSr/dSNMO8j7OKUfr/XK7NJkZ5L15zl989RqnXMOeeR4+vNL7kshASS7Ztq/OYPZsIQy4Fkdlz+GOmjbazYqyZvk/K4AlSOsIiqD7T8LaZBq9pwIZRkibB5ocRIiYDmAYcFa1+v49utwvLstTxWTKC/ISmVOzChBuFuc+TgFmQRSfRx0aJDAjDqEYiEaRSKWWwENKzxNAb27bhui46nY4qIxqNqpBBKhPc1LXb7Q4oC9yKg5vA6veTv9E4Mj2LZVlwHEcZVxJUVvTrASgDjNfQW8k6RqNRpNNpZLNZLCwsIJfLIZFIqA1o+/0+EomEuq8pe62pvlKOeZ07C/04DLzmDj9D3ETKPUkyatqYhLwxee2HwaTepz4Pkhgx9Tepi3G8c/xzvJqWUsjzZBn8XUYySLmo/+bVDr1ez2g46XU0/cb6mmRxu91Gs9lEs9lEq9VCu91W94pEIuh0OkqGBunA8nnl9/n4HB0zZbQFTSiTCPMaNcwlrDtZv8+kvVXTVq7DnjuMAjCNgTmKJ8vPi6crP5IF73Q6iMfjSlHk/cg8jbq/yDQNuzBhIeOU/aQJ2yD28DxhGs+YSqWwvLyMer0+sG8PFQWpyORyOfT7fdRqNWXIxWKxAcOJRmC320W9XgfwWAGJRqPKCKpUKuo6Kji2bSORSKBarSplTSoV7N/RaBQrKysol8toNBoDSorjOIhEImg0GsdkfTKZRCaTwcHBAQCoDWdJ+liWhUKhgGeffRavvvoqUqkUWq0WarUadnZ2YNs2UqkUKpUKOp3OgBKoy91hPQ+nabiNMoaCvLRB1z2pMBkfXghDBvlF8/iRs0F60EnPJaZogk6ng1qtpsgi1ofGGA0313XRarUAHI1/nqO3L41Ayi3gMXFDvaLb7SIejxvJYalvEHq26n6/j3q9jng8Dtu2B3QQklu8t0Sn00G73UYqlRq4J7cw6vf7aDab2N/fx6NHj5SB5jgO0um08vw7jmM0CmmU6X/6M1AWhiFgvHCWSKhJYmaMNq/G93spXgJhki8yiHn2E2KTrgvLG9YI87pGClbHcQbOo6CKRqPHlCp+loy1Xj4VM52hZtn8XR+4ejlSmMhzpIJF4aEbT5Ilk/XXn5Hx2hRetm3DcRzE43Ekk0nk83nkcjk4joNut4tEIgHLstBqtdTzTcKYHkcIDdPnhlX0/O71pOC0Jwdd1k1b2RmVdPI6v9frod1uK5ZVZ6Dlf8obOXYBDBhuVB5MSpjfZ8obGl2UbxJULqQ3TcoK+QzyevlOYrGYCnNkebxWKnLJZBLpdFrJE9ZJyq5h94P06itnadyOIqMmRZSeRYTRk/x+N5EB49w7jJ7k99uk32HQ/SWRFKQrybKk4SL7IcuLxWID5VHXAKDCDFl+NBodIKlMspH/aZTZtq3uJd9hv99X+pluQOsklnwGyh/KKHkt7yPP4R/1NB4nOeY4DlKpFGKxGJrNpnpmvwiCcXSTJwEzY7Tp8BME4xpp0/RC6OUPU5bf8/l5hsKU6cWeua4L27axurqqXN88LxKJIJfLKVc5BQoNnFQqhUgkglqtNuACtywL2WwWlmWhUqkcq1MkEkE+n0c0GkWlUlEue5Px5jgOstksqtXqAGsjDcdcLodWq4VWq6UUKgrMWCwGx3FQrVaPhTLxnEwmg3q9jmaziUgkAsdxsLi4iPX1daytreHChQvI5/MolUqoVqtIJpMol8sqUUAQwrKMJymEZF87abZzjuHB9yQV8DBK6iRIgFEh+1Wj0RggOHS5JJWDYrGoZAzPp+EiDSxpVOnjiAoLw5klIpEIisXisbAdHdFoFIeHh8rbxbJZhszyKJ8rFothf39/QDGRa0Oi0Sjq9Tr6/T4qlYoKj7RtG51OB41GQ9VbKnbDtLefzDktjDtPz6r35jxg1hRgaYSEeZe6zjXM9bZtD2we7aVfuq6rCFsiFoshlUodk03Ake7C8G2JXq+nDBupb1EOsT7tdvvYs1mWhXg8DgDKyy8NMynPbNtGPB4f8NbTk0djjb/LbLWdTge5XA4rKyvodruo1WrodruIRqPIZrPodrvKqCsUCnAcRz0PoxzS6TQymQzy+TySySSazaby0NFbOakx+qR53GbOaBuWtRnFKJrUeaOUFaaDBbVBWIUtCPJasjau6xpD/jig6Y2iF4oDUHrD5N5mMusQ/0uFRzJXksnmPSkIyEIRZHXi8ThisZgKkWLZ8vkcx4Ft20YmkUyQfGbJINHjxlAGWf8g6Kyc1zm60jcqRrlWZ/HCXjNXisbDKG0Y5GUzyYRZmdBc11VKiJ9n/aQx7bYxjS/JqANAvV5HKpVCOp1WChnDtegRNMHLQPP7Piv9YRSEqfdZfr5REGaOOasweQDDXmf67wdTKGEQOIbj8bgywGgckfzVo5BodOm/SdnO0Ev9XnzXjuMYx75OgFF/AQbX2VGXkR41uUZPRgbQo9doNJTul0qlFIFOcow6msnjJiMHJPHohWHnxvPa/70wU0abn3EW9ppZx7j19WOBRkW73cbDhw9h2/bAon7LslAul4/FH3PAHx4eGrObWZaljCjJJPE3eudc1z3mZdMFj7yPXgfg8aJ//T4sIxaLoVgsDiQdkAIwFospNp2MGAUq69rpdFQShXa7re4lhZQXTJOOl6E2yjuUz3JSOG1F+6xjXMNc71NBnviTUmTDePz0/m6q11lTvGV7exFu+jlU6mR4EQCl+PGPv3uVLeHlMdTrcl4QxrM4x9nGSfXXYWSO7Gv0lsu1ucCRwcPoJD0aJxqNKiPIFKlDcsu0tCQajaLdbg+MdS8dgmtuvaIJKHNkHZiIpNFoqOgIRjERMgFUJBJBJpNRYZok44HHoe6NRkPdR0YsnGfCYZqYKaNNx1mbvE8Co3o5gq6RIZASHHDDYtTrpg0/pYrgWhmGKTSbTWQyGcUw1Wo1tRDXlPJWfh7WgzXK88zqOJnFOk0TYYxvP2MrDLze9bhtPQnyR5bl5RX0+02vi1+5pnqfZn+TrL7JqNbbl98ZlUCFx1SeHo1gwiwbLdN8N3q76H1rkv16jvONINni1Yd00howG1xev+ljg4SxSW76lTsK9HvQaGu322i1WiqskfeVOQ64Bpfr9iT5JBOvtNttxONxuO5RIhd64EzJVUzJTeYYxEwbbWE8b6MK40mWpZd7GhPEKJNTkBL0JIIKknTvM0yATBG9fjK8ABi9zXTBOcw1oyqtQV6O01aCzyLCejnGaduw1+nn+d1TNzD068JglHCWcUKfwh4fFiZlCRhu3aBfXeRvMsGIZOl5L3rxdeVmVKP9tMbzXI5MDzIqxg+T1p1M8895g07A+v0e5niY+3gdm0b7+t3D5JnTySevc6TckvJNXsPzeE2YDNznsY+Ngpkx2sYJk5HnTEPJCAOT8DotA86EoLoEhVidFLwY03HKCjrHq/9INlxmc5LZ5fQseDqGEfajKDejGGt+1wYZbGE8I7PS508afnJI79dhDDyvMsatm44wBt04YXezJAclhjEA9Xc7ivHs9071LLlSqQmqr37OLLb1aSCs8XyWoc9fXphknwgyZp4U+EUKnIV2GbWeXmHY8rj0gMu96PQIA6/yJ1nf84aZMdp06GEPQUYdPwcp4Pr3URiNUZnOUcrV6zSKsuf3m86ajeL1mQb82P9JlKkf04WK3o90ZZtGnN7nTP1qHIV32tCFrP45KDREnvOkwqtfmQzkMBOPlyE9aZjCx07SAD+JSXgaXuNhvRqm77rHDcAxT1uYsobBefWim+Zwkzw/j8aGn6ct7DsO8ppNwygcp0wvWXUa8DPcTPAa2+P0Rz9CadgICC99QP8z3VueK+/v1Z/0a4OSu52XMTsuZtZo84NJ+PoJrWEMES+lRXZoE5sQpvxhQmz030zPGeSxGaWTnyabYXrOcesShm31OodZkAhZNxPD6cWqB/W5UZQovT9OYgLzI0HCKntPmmAdpt39vMfDyqUw9woji8aZ5IPKntR548DLszlNhc/Upn7300MjTeMwbFmmuhBB8m4WMI5CbpqjvX6f5TYYFqM+i1dbjCIP/MjfUTGsEXmShNOoCFt3YDSZNey79HtXQXptkP4j9QddDg1rsM3xGDNntMmXLXej18HJTf55lSdjZ/0Gh6msMIyDl7BwXXcg1arX5Cv/+5Wle3yCDBsv5XCWhFkQkzwKIzeucPP7TW7SHeZ+01IORvGIBnnL+N9rnAzTrrPUx04LXm0xjCI0Lci6BY2fUZlkLwSdcxIG1iiEl25I+RkAo4xPnsuydQNklLadNXnvB52MDdtuenvpZYZRiM8LvGS317lB7TCKMu1lvA1TN70c/Zh+3Gu+MhH8XghDcvldN+k+NWm55yfXhzEmTcdH0dPmGA0zYbSZDCvdcONvuhEjwUQRukHFz3pZshzTJCkVdGlAepVpKk+GvujlmZ5Xf1aT0cY/3SAMoxwGnRNGsTcpLMMywKYyR7l22gqdX1uPK4TGuX5YZewkDIVx+8JZw7DK+Emy/MMobsB0w3m9jI6wfXLak30QG236Lai9gohGCT3ZCPsKtzgJs0h/mDrP4tgMmqvCEkZh+u55Uh51Q0h+9jO49M3igeD+YdqAWvZNk+6i10/v5356iyxb1s1UP69nNdXPRHwHIYyMOGuEJdvezwDzaqugdgtLzM2iLJp1zITRRshN+uQeWPpA5UQms/lxTxsAA/tEsEzd6JKQu8WzLNd9vA+XvreEvp7JxGDIvXZoSLJ+cuKWBqGfUSnryAHETVpl/caZtMIqVcMoL6b7e5UZdgCbJoNhod/PNMnoSQGCJhnTMS+Fjvcax8DxUgz9GLVhyzOV6/dMYcs7awgzkQVdO8vtcVJ1G1ZeTALjKhij3GsYg1TOO7rcl/NR2PuH8QrMGoLqHaTkhZ3XvGT4WQfbReo68riE1CN0/UHCpDPpcpA6CPuqrE+Y8njcRJTqupcJ0pA0ncd37WdcesHr9yAD7qT61zBj2c/Q9NNn+K5MSZGC9qgNU89x2uk8k8N+zzUzRlsikYDjOLBtW20oqu/7IOP+uVky/3PTYwBqoz+5eaksz2QAdrvdgb9Wq4Verzdg+MnyHMcZWPMkJ1vWi+VyzwtZf8s62geMdWW53D1eQpYly+PmhpZlGTdpHEZ4jMuGnzTCMuJeGGaSN/1n3/BSqPwMsmEZ5GEwSnlhDQ+exzGp9xldsXoSBepp3SMsWTNtNthrXMm+Yfo8TYxzD72OQYSLibgwyVR9zuF8wvmPcwV/N5UblqST951lRSfM8wxDlOj9fVafe1zIrWmok5gUbWCQUJaEgdQfJNFtSt/uVx51H/keJRnvtY2FhCS7TeUBMJbnR8jr2/WEIbrlOPf6fZjjk0aQQTlqXaRBJgnsXq+n5JM8T7+fn4HIsmjse503jgNgVhGkC4bFTBhtkUgE8XgcwOCAlQPL5CpnB4lGo8hms2i1Wmi320gmk4hEIgPGDs9nR+v3+wOGoBQM8XgcqVqIPKIAACAASURBVFQKjUYDrVYLiUQCsVhMCTaWpwsfWZ70sCUSCaRSKdTrdVWebdtK8ZfP1ev1BsqUwpX3SKVSiMfjqjw+E8sLa9D4GWhhJs8gDGuwmLxfoyhFYQZzmElchrZyw0s5mcj37XefSdRlVARNPEHXmZhWkyIIDO7FYlnWE7dRZth36Gc8jdoPhvH4hTl/0opHNBpFPp+HbdvodDqqn1DmkVmXCoNUBllneR1luP5cUh5SZpuYYl7HeUK+F51hNpEzPJ9Glk5ayPmJZQBHpGImk0GhUEChUEAul0MikUA8Hldtk0wmVf1NhFyQzBhVLp4FeD27yQMi5Zj+fs8DpJzVyTPpuSV03cmyLDiOo8hv27YHyEh9fjOVJ+V+NBpVY7zb7cK2bTWW5bmybqb5RCe2WR4NVF1X8SKKZFk0Hvv9/sCG0QDQaDSUPJGQ6er17K5Buoo8V/8u5Y+frDUZRiadIyg81KSrmI657tEG2PV6XemX7Btsi3a7bTTkvfQ1tqt8H/JPx0kZvdOG13yrE0n6uA3CTBhtxMLCAgqFArLZLFKplPJCEexgvV4PnU4HzWYTlUoFe3t7aDabSKfTyOfzaDQa6PV6SKVSWFhYUJMiBRLLkOh2u2g2myiXyzg8PES320U2m0U6nUaz2VQCLZ/Pq/Lk3l1647O8SqWCSqWCXq+HXC6ndpxnOGc2m0Umk0EqlTJu1izZsFarhcPDQ5RKJViWhWw2i0gkgkajcSxU0m9iMylB8p7y/zgYpgwvATaK8RgkBE2GjP7+yPBRYAFQ70cqe1Lh81PGh6n/JBFksOmMvZzgvNhLfbKVzy4n5nlGKDOGMZ6mce+TnBTZN7LZLF555RV0Oh1sb28rhU5f60ulL5VKoVqtqvElCbJoNIper4dmszmgxMnzEokEAKBarQLAsb4cjUYRj8dh2zb29/cHFDipjGQyGXUvPg//U9YuLCwoeS+vpRzJ5/Po9XpKMYzFYlhYWMC1a9fwyiuvIJFIoN1uo1wu49GjR0gmk0gmkzg8PFTRI/LeQTjpdzxJmOTnqM/jNb+dF4NNgsQw+7QcL7IN2G/ZX+v1+oCnl/3NcRzE43HE4/FjEUB6e7K8VquFZrOJfr+PeDyujEF6VkhMyAgqE6g/sTwAqjxJ8Ni2rfS6IE+gLM+yLMTjcViWhU6ng06ng52dHaVTyWc0keqdTke1l258yKUwXoQTZY3jOAP34n/pFUylUgNtJdu+3W4PlGOaVyiTYrGYcY5ne0hjvdlsYm9vD48ePUK73UYsFkMikUAmk0Gn00G73UYikTBm1tYNc699J/WMuSaDWcdpy7WwssOkM/G46bvUScOsX54Jo82yLGxsbGB5eRnLy8vI5/MD4ZIcHHzR9Ip1Oh1Uq1UcHBzg008/Rb/fRyKRQLfbxcrKClZXV5HNZgeMNp395yDiYKzVaigWi7h9+zaAI2HR7XaRyWRw4cIF5HI55HI5JRzZ2SUzzPLIWJRKJdy5c0d5yfb29pDJZLC2toZ8Po98Po9UKqXCLyW7y3p1Oh00Gg1Uq1Xs7+/jzp07aLVaSKfTynjwczkHtT+fx2S0jWI4Bf3GjkohbPqdrJiJIQIG1y7yfBM7qDOs/NOFqgy1sG0bjuMoYUUvQavVQjKZVP2PdTirShIwWHdOfvok7dUfZLtynFqW5flezyqGVfSmOcGEYXSHLU+/ftL1p6zudDqo1+tq7LOfcaxToWk2mypEnaDykUgkkEwmEY/HB0Lk9aiKdDoNx3HQbreNJJ3ruqo8ergkM837tVqtY20j55FoNHrseuBImUqlUipqQ1e+er2ekjGsi5zwvfqcrjycRyPExOAPY3x5eXHOY1uRXE6lUopMZvggIQlg9r12u41Go4FisQgAytBIJpPKAJRGmykUTi+v2Wzi4OBAldfr9RCPx5XOpJcnSUNJUEtivlQqATgaT/V6HY7jIJPJIJFIDOh1OmEiy6MOVa/XUSwW1dij/ifDk4HHhpME5zjWHxgM0+R9OPeZ8jLItuK1Ju8Uz9GX4EjjkHUxGTvSi2Z6d/Q2sh3kPWKxmGoH/dllCLcMx5WGPT/HYrGBd95sNlW5NObPEoYx2HS5I/+byuNnfX2nCTNhtNm2jfX1dTzzzDNYXl5Wg7XZbKLRaBxjeCzrKOSQnrVMJoNcLod79+6hWq3iueeeQzqdxtraGjKZjHFSlYMoFoshmUwikUgoZjSTyeDevXtoNBp49tlnkUqlcOnSJSwuLiIWi6HdbqtJQJ8gOKlzwt/f30c6ncb29jba7TaeeeYZZDIZrK+vY2lpSRmGepy1HDgcKI1GA3fv3kU0GsXHH38MAEilUqhUKgPXEmE8P47j4Nlnn8WFCxcGDCmTAaTDq1w/Y40CoFqt4t69e2ptnkQkEkEul1MTi2xnvicyTWSK8vm86jdyotffEwV9pVJR945EIkoRrNVqyOfzWF9fx8rKClZWVlAoFFCr1VAul5FKpZQ3dhzBY2Lzpg3d06r/Jg1XfaLX681r5DuVjJr0Gj9JmJbBpvdn028mBcD0PewENOxzeJ1fq9Xw7rvvqrB1WQddcZMkmF6eviZG9k+dfJAkjhfRIEPLZBmyP0sCQv7Ov/39faOSx3XKwGMlkPMNo0HK5bIiFWlgVqtVRVYNM4ZOm4meFGQ/Nr23UXEeDbZoNIpMJoPFxUWk0+mBtZKdTseoO0WjUaXvxONxJBIJHB4eotVqYWlpSRlFjuMMkJumcEu5Xs11XTQaDTiOg1KphG63i6WlJdi2jVwup5at6AlL9M8ce71eD/V6HbZto1qtotfrYXFxEfF4XEUn6R4tU7k0JrrdLg4PD9WYBaC8/RcuXBhYrmKa70zyNxqNqhBnGoi6HDHJZF0P1e8JHM98KdtHGrNSd+I51Clp+PE4iflWq6XuZ9s2ksmk8ka2220Vvt1sNhUpxggBGrrSwM9msyqMlf2H74iOhXa7rYhvXV6HwTCkzUnDZKwB3qG7/M1kOwRhJrSqaDSKzc1NXL58GQcHB9jZ2VFue+DxYJEsaCwWU8Iqm81iYWEBkUgEW1tb2NzcRCwWQz6fR71ex/7+vgpNcV33mOeOQieTyWBpaQlLS0vIZDKIRCJ4+PAhrl69Ctu2sbGxocqr1+vHXLzyeVi/hYUFrK2tqU69vb2Na9euIRqNYn19He12G/v7+6hWq8oIkeCLJVu1sbGBa9euodvtolwu4+HDh2p9G+OOTWvbTBO63qGkp46/+bmsTR3MpEzqnynoyWBLRV92XsmEsV6S2dHbhwJBGhGEdL8zkYwMlyUrRNadXlSWS5aP7RRmPZtfu5nY40nCy3NiUtr5niUrqK9B8CpfGsRkF9n2mUxGsa5nHWHIj1HOH6YvhCnLq/xhyxoVpvvxmFQUvOCnfA37/Cc9sfvJQ/kbZRcZ6WaziWQyqTyDJLQop57UtaHTlpHnAZFIBIuLi1hYWECj0UCtVlPLLyR0MsJxHCSTSeXpBY5CiRcWFlTocKfTQavVGliDajICOf9SgWe4XrVaRaFQUDkHGMnE+dz0fvX6ZTIZxONxRKNRVKtVLC0tIRKJIJvNot/vo16vGz3prCON1EQigWw2i6WlJfT7fbRaLVQqFcRiMWXc0tvvB91woFeKxpAp94IJo8gl6i9SfzKFFVqWpdbEyugpPqNlWSpcksfi8bjSx2R5juOokEjql47joNFoKH1VZnznOdSRSFzJtcWjymQ/wvm0oRtsUtfy6wdehpuf3j0TRlssFsPa2hoqlQoePHiA3d1dZcmzgwFQoTAEk3tsbGxgfX0dGxsbag1bs9nE4eEhdnZ2UC6XB8pjx9UXeSeTSTSbTeVR63Q6WFhYwPLyMizLQq1Ww9bWForF4oACYlqsalmWqh89NgCUEddut1GpVPDo0SMcHByg0+kM1A947MIGjgZGOp1Gp9PB1atXceHCBRSLRezt7SkDh/HLJgHmBcuy0Gq1cPPmTdy7dy9URxvWWNOPSyWfMfDydxoRnHz0SYPGFo/TZV+pVJRw0dkxIhKJoFKpIBqNqvI5SKgokTGjwsTJgSGvLG8UT5KX8ezXZpOC172lkSv7sR9LJMvSJ3Qaf5y8zwOCCBD5m993P9ZtlPqcRJ/R7zns9aaJKWz7mX7zexcmkuikoBsb8rj+XSo0MtxKrpGVhCIRRKSdJwzDPgdh1pj5SYHkWKvVQrlcRq1WGyDaTB5p6lSdTketqae3l8tLWq0WqtWqMgz08oDBvACNRgOdTkctbWF56XRazdXlchmNRmNAhzPJF87xXJaSTqfhuq4yvBhlU61W1bws2wMYTBxEz1S/31c5E2jgUt+SdZJ1MUH+1u12sbu7i1KpNDK5ELZfyvEgvV06GM3guo+3YZDrfan7ymMMRadHjO3DfA7UQ5mchAZ9JBJR6wNpCFJusb6si/7ez8t49DLYvOYlL/1PP88LgVqnZVmXAXwHwDqAPoDfd133/7AsqwDg/wWwCeA2gG+5rlv87Jr/FcC/B9AD8D+6rvtf/e5Bq3x/fx+lUulYTDAnOXpYOPAPDw/R6/WQTCaxurqK9fV1RKNRlMtlFItF7O/vq9AVsiKycbhertlsqk7oukdrIRYXF7G8vKyYBnrYisWiWrwpF4mys7LTk53o9/sqIcrq6io2NjbQ7/fx8OFDFItF7OzsqHA+LsKnIOGLbzQaKlQ0EomgUChgaWkJ2Wx2wDMkvUzDCpBGo4FGo+GrqE8SYSZkerYmfU/9mK5QkZ3iu2i1WiqGvt/vo1QqqTjtoEXVOkZRVodFkBAwGRayHXShYxKwkiWVxhuNYH28TQMnIZs+u2YoL1ZQWV6EQtB1o8LvWi+v2DTgxZQO61EJSxDJe56kgmBiTv0g14bo7aMz06aywhBtJ41ZM5JOoy4nIZ/4XPV6fSCaSMp02Ze4jok6kW3bSKfTKrKIegazB8roJr0/c9kJSU7gcagdQ+ao8LN+VNxllAvweO6Qa1Q5h3BdOSOkKpWKSvImdUX5vDRcpMFgWdbAej1m8B6HBKFhNOwabtMcYCKgwij0JoOARlYY2ap7D9vt9sAf2xGA0kGZUK/Vaim9U0YgSeOZIZMAVPKoUTxusyTfJLwMtmHel/6e/domTG/tAvifXdd9EcDPA/gPlmW9BOA/AviB67rPAfjBZ9/x2W//DsDLAL4O4P+0LMs3vsOyLMWa6HHT7AzA48Qc/E5hQE/aysoKNjc3YVkWKpWKWhvARuT1unElE1vU63UcHh4CABYXF3Hp0iXF+lAwMYyOk6xkTuXCVLrhaYiurq5i87PQzUqlgsPDQ2WwETT2KDg7nY4qj4v59/f34TgO0uk04vH4scWubDe/9tbPkcdkWdP+OykMcy/Jgkvvk5wAmPhF36fPhCCv5bQMNq/7me4vyQcvg03vL/Ja+ZtcuzNlTF02eUEaA6P+md6Vfo4+tscdQ6PUSb82zD2GKUP2r2nIl3HHl14/vcww78XvmJ5FTXo1TONrjjODE5FPTF9vImA4pqn78LtMHCKJZcuy1LomXZmXSUeoD5nKk14xRqqwLBLTcjmE7OP8LDNc9no9RaQzAofHWQbweGseJh2RuqRMDMc9d/X97ILGmE5oT8KI8CtPKv5B+oWpbmHIHC+vj4lcCztH6EstZN/hkiK5LvksQ38vQaS819zHa8M4TQK1Ktd1HwJ4+NnnimVZ1wFcBPBvAHz1s9P+HwB/D+B/+ez4f3FdtwXgU8uyPgHwZQD/5HcfLnSkgZTP57G5uYlr164NCIobN27gxo0bKua62+2qRBX5fB6FQgGWZalUsWRnbNvGpUuX8MILL6jQgHa7jY8//hh3795FPB5Xi8NrtRqAI+Msm82qrI7MBkaDLZfLIZ/PD8Qa7+/v4+7du8p7xxSqlmUhl8thZWUF9+/fP7Zmz7ZtrKysqPVzfN7bt2/j7t27A3uV1Go1JRilgcGypELpx9zox+XvQYNzHJgE0ChKid8ACWJ6w95PLrSW75nC6TysN5EKpZ/Q0AkVnVGSfYYhEtPESckmwDs0z3TOsILc67vXMT+YJluvMuW78/KA+V3vd45+vp/cmQb0Ok7KcJOfx5Ev8neT8mIy/sKUOSts9NzIPBn5ZFnWsSzKjuOoSCHgMdm9t7eH3d1dtfaIXhDLslRGVuCxl0b2c+ou0qBiZBTDC+mlYQIdJvVivWTWQWYVlH2/0WigVCqp+/M+kUhEbWlweHh4bA0bl45w/RwNhGKxiMPDw4FjNEZl9sMwxsgkoctar+/652lDbwevBE6sV5j5QRrF8h4mEovlniXZoetO8r9EGAM6zO/AkGvaLMvaBPAagB8BWPtMKMF13YeWZa1+dtpFAP8sLrv/2TG/clXoIxd1vvTSS/jKV76iDDbLOtoWYHNzE9vb26hUKsrA4yBnRiQqi1Lhvnr1Kn7zN39T7TVhWRZWV1fx7rvv4g//8A/RaDRU6mXp6m61WrBtW7FGXGjLBcCJREKlMl1fX1dG4c2bN+E4jooJp2DUBRXDBDY3N/G1r30Na2trSiAtLi7iww8/xB//8R/j8PAQ8XgcrusqY5BCUPcIsU2HGfBhDJ1Jwesepjr4CbQwStMw5+hlm9YDyD3b5ID1EkKnjTDGq26w+U0qUrCbBJFk1k6yPaYlmwz3UZ+lp42/ebGHsq3YPqYy+V2f2ExjQv43ZcXV35ssx2ui0Sdj09jQ6zqK4WYy9CeFMMbwSSKMUqiPw2HkSdA7msOM8yKf5NKRaDSKtbU1PP300wO6E7c+YpZIGnvUJfQ9YqX8KRQKeOGFF9Q+aQBUNux33nlHRSvJ7InS4KK+xP+RyFGm5lgsps5Jp9NKdh4cHAwYlnJtpy5rLctSex6mUik1BpLJJPb29vDTn/4UrVZLRUXJfd5kGZNAWDIrSD4NWx+/803kvX6t/hvLM7XNMPqOXrZJjxiWmDpNBOlSJt1JwsvoHVZ+hzbaLMvKAPgzAP+T67pln8qbfjhWG8uyvg3g2wCUQcS0x/F4HC+++CJKpRI+/vhjPPPMM7h+/TpeeeUVPPfcc1hdXUWpVBoIa9STlkhBFIvF8OUvfxmxWAw/+clPcPHiRdy6dQsvvPACnn/+eayuruL27duKMZKhjTs7O3Ddo3VuCwsLaDabqNVqaDQaePjwIXZ3d+G6LpaWlvDRRx/hi1/8Il566SVsb28PhD7yv8zOx6w90WgUn//851EoFPDmm2/i0qVLuH37NjY2NvDyyy/jwoULijGSirXu+dGV6oD3afSuybqGFUJhEGaAhz0+rBAKU24YYTQJoTMNJXUceBlipvPo1ZVsKyfB01QcJy2bPitTySfKFWm8m9hDwDzRmYxhfcG8vmZEL88k8KVskXsa8n3oYT+6kqK/c8ms6sbluP3W69pZGgvThOk5JdNvOu9JaZuwmOR8dJKYpu60srKi5Afl8/LyMmq1Gvb391EoFLCzs4O1tTUUCgWVHA14vMExdSfWS8qkSCSCixeP7Ma7d+8in8/j4OAAS0tLKBQKKnmbvI6hkkwURq9bMplUx5k0xXVdJJNJ7O7u4sKFC1heXka5XFZEvDTceA8ajpyLLly4gEQiga2tLeTzeZRKJWSzWayuriKXy2FnZ8eYYdFrDvd5j0aC0utc9QKnTEpN4txR9bNJhTiGKeekdSddD/YzrsPo2yQdJPnvd18vhDLaLMuycSR0/tB13f/vs8OPLMu68BlTdAHAzmfH7wO4LC6/BGDLULHfB/D7ALC+vu6SibEsS6VjLxaLKuTxypUrKBQKePToEcrl8sC+NxzQuveDGRUdx0Eul8P+/r7aa2J9fR3ZbFZlSOJmhyzHdY/WLt27d08tqKUR+OjRI5WtKZFI4MKFC9jc3MTu7i6KxSKeeuopJBIJxfAAg3tu8KVQEYxGo1heXlYMU6FQQKvVQqFQUEwYF9JKZS5MXPAoHd2kgE+DAQliI/yu8TtvWAPQ61z55yX0h6k7cDrKhjTOR2lzACqkJZPJqP0HOemOuvXBJDAN2QQMyqdYLOay/SQppCtL+oaxoiwlqPmnr/vjORTupo1ZtfopBUbPBMb6iTYaKE/vy9IIlIvqee40DPNpjoNJlK2TWV5stF8dgs6RRrZernwnOvHnVU957/MI2aaTUIqnMacZ7jFV3enq1asux7cka5rNpgpBzGQysG0bpVJJ6TuUH1wrLwk46iT0oHFLIZLM9JIxQRqzCPb7fbU/WKfTQaVSUdsJsF6VSkUlseC2SPl8HtVqFdVqFfl8XpHaHBusm54RkjKOhig9eJ1OB8lk0tMo5fXy/xDv01MvCmPAnRb86jmqERhGB/PSN0Zpk5OQa8PqvGHP4fIqzqd6lvNhECZ7pAXg/wJw3XXd/yx++j6A/x7A//7Z/++J439kWdZ/BrAB4DkAPw5xH/XHzavT6TRqtRo++eQTZDIZAMCf//mfq9T0jKOWGY7kf5bHvXCY0ejBgwdKkP3VX/0VHj58CNd1VZYbWc69e/eUsKrVaohEIqjVairE4OLFi9je3katVlMCkoaWhGSu+aIpGLlbfC6XQzabxe3bt5FOp5HL5fCDH/wAN2/eVOvf5P4a+sAYVTicNINBmDx6076fSfk9qwyuCV7vcpTnkmVFIhGkUink83kAUOtCx91gfByclGyKRqNq4/Z2u61kitxHS4YnSfmhL96nEtHr9Y4tpue+gJSBejp4qdDL8vSkAjyXDDfLYHk6CSHrxCQ7zArGhDuS7ZYI06/CeI/GGXfTkB9BdfYyoLzO4VjSDTHTdVJpDdp646zLK+C4DPZrR9OccVrzVxBOQj65rqv212I7cv+sTqeDra0tpV+8++67ePTo0UDfohxqtVrqvFarpfZIZXlUNnd2dpR+9uGHH2JnZ0fJIXq+6vU6XNfF9va2kpHSQKQBlk6n1To2El+WZQ1sNWBZlspkST2OS1aoA3U6HRWlVSqVlBy9efMmDg4OBkj9z95LKHLYzwgLGv+z2B8JL/LNpFOaCCE5f5gIbf18Ylw9YZrjPMiQNZGWQTJI6unskwAGQn/Dem4lwnjaXgfw3wF417Kstz879r/hSOD8iWVZ/x7AXQD/9rOKvm9Z1p8A+ABH2ZP+g+u6gRuHWZal4q/b7TZSqZRy8W9ubiKXy+HNN9/E9evXlQFD75MXI8rfu92uSte+t7eHK1euYGlpCW+//TbeeusttXi21+shkUiohqYwLJVKqFQqKJfLSKVSKm1pNpvFwcGBiil3HAerq6tqzxJOvnK9GUMG+J0dnuvx7t69i8XFRSwuLuKTTz7BD3/4Q5UFk+lp9XABOalP0nCbJLPuh3HqPmnDz1SOZCV1xUtXKLwE90kJ8Ul5QbwUJxos7N86TphVPBHZBBw9VzabRbPZVPJEMmVcj6t7sviZhhP3w6EhSFnB9RhMyETwmCyLbRyJRBQLzUmBabWZVECy5yyLk4Yc37oc4Z5NJKhkxMCok6efx8jr3DD96aQVJK86hWFpTcelB1aWJRVrmWHSz6iZZXj1G6/QYMLP6yivG7YdTkBWnZh8ohzhHMXMi9lsFrZt4969ewMGFsex9KzLsc0QSknYkFhOJBJ4+PAhtra2ju2Rxjbl8WaziVKphEajofZb63a7SoHl+Y7jIJPJDNRN/g5gQOdpNpsDEQmUrUyosr+/j08//VQlHtHn7zBzl58RFqQbnbQBN2r/13UUXYZxPjOtwdZDu6XjJQjjzB/ThundmXQ90/le17Mt2eZ+bRT0LsNkj/wHwBhrDQC/7HHNfwLwn4LKluCiWBpE0WgU9XodjuPg8uXL+OlPf4p/+Id/UPtE0MUvM9TJQQlAuemZsKNWqyGRSODKlSu4ceMGfvjDH6q0+jQEXddV96/VaqjX67Bte6B8AGpTymw2i5WVFSwsLKhwxvfff1/tb0EGKpvNot1uD+w9JpWoWCym9p27du0adnZ28Nd//ddq00YalmTA5CAyhV4Og7BM8ijl+GGSykfYa02srhyYUhibBpxkwaUnZVbgZ3x7IQyL3+/30Wg0VAIgep1MHuWTwknJpmQyiUKhgIODA+Tzebiui2q1imQyieXlZSwtLSGdTiOZTA4wwDqBRG9YuVzGw4cPUS6Xkc1mAUDJmZWVFSwvLyOTyagwJFOGM8pLMtVcQ5vP55VSE4vFsLS0hKWlJeRyuWPlfdYeKvya9SsWi9ja2kK73Vb1kyFQEmGVhWHPCUsY6fcPMqj0SVMSaF5l6uWO2sf18USvpvQEcC7gMblHkizHS3bOkiyS8GpTXdHzYvt5rb4kIkgB8sO0tyQ5CfnEbNKMAKLhRlntOA4+/vhjXL9+HeVyWWWMBKCSg6RSKWQyGaRSKezu7qrEasxwzXBLJmu7ffs23n33XVWe3AqJ+6n1+33s7OwglUqpPk3CK5fLqSRylmWhVquh3W7j8PAQe3t7iqSW6/650Xa1WlXkdaPRAHA0bpj5m+v5PvnkE5VTQCeuTIo453Uv+HmnhpVR08AkyzeNS0kg6Y4SvQ66LNXP4XvVDaHTgN+c42Wk8buMajGVxXZyXVeNSxLeQaGRfn1x6hsphQEfqtVqodlsKkb5K1/5CiqVCu7du4d/+qd/Ul4tyZ7IhpFJPhjqw9T+7XYbr7/+OqrVKm7evIk33ngDBwcHAB5PjHTPk11qt9tKgHAjR8aKR6NRZDIZrK2tAQDK5TIODg5QLpdRqVRUmb1eD5lMBpcvX0alUlETBV8aQzw7nQ5ee+01bG5uotVq4Qc/+AEePHgAACrc0mQoyMlsUu8i6PikhJDfgAnDcg1btvxNV9pM0AWW7Gu619PUHmHaaRylIyz87mFiHr28jQzno6fGFAYsy5jUIuXTRjwex+c+9zncvHlTLbp3HAcXLlzA0tKSMrAYWi2JJJOyWavVsLy8jJs3b6pQplgshosXL2JxcRHZbBbpdFqRaT0vjwAAIABJREFUTTLkkpAyrlqtYnV1FR9//LEismKxGC5fvoyFhQVVXiKRGPAG8r3LshqNBlZWVlAoFPDRRx+hXq8jnU4r44J9flgZwC1SHMdR3kD2M8pbKgSWZSmijPelfJdtSuPGtKib4VaUrbrRxs9sC/ZlScxJsCzTvWQ5+n5ZfH/Sk2bbNjKZDJaXl7GysqLejeM4aq0DkzZIo86vvU/Ywz0UTEy0JMJ0mEg02Vdkv5Xya5Q+edbR7XaxtbWlQg05hrkOf2trC++//z729/dVGDX7E0Pcq9UqKpUKWq0W9vf3sbOzg4WFBeXhrdfryOVy6Ha72N7exttvv439/X21HxrnQq5fY1r+7e1tRWIVCgX1niQ532q1lI5Wr9eVYcf3mkwm4boudnd31Qbdu7u7WFpaAgD1zBsbGyqc++bNmyiXywAeJzIhKIN1AkUaqJKc0tfDSRlg8izqa4pNc6C8v18flGX4jW+Z0XqY33UvKe/J/eyq1arSY6kfU//Wt0EC/KOUdAJGJ17CYFrGr65rhjEmTcaoSedkneW+gaY+yDJMn3XMhNEGQDE53GX9/fffx/r6OnZ3d/GXf/mX2Nragm3bivGVk7hsIB6jIKBgefvtt3Hx4kUcHh7ie9/7Hu7du6cmWU7WLIN/UmGQFjPDF7/85S8jmUziwYMH2N7eVpt8UyixPleuXMHFixfxk5/8BCsrK2qdCRfl1mo1fPrpp/jyl7+MTCaD73//+7hx44a6nkIxqKN4wdTZTdeFOcfv+CgwMd1B9xj2/sOwY1KgSMObXk4a9jS4dSVNNwjD1OckDDevegR5GWS9SGTw2jCC7TwgGo3iwoULWFhYwPXr19FoNPDMM8+opEHAkSeKbC8hJ35uKpvNZrG8vIxkMolcLocbN26g0Wjg+eefRyKRwOrqqpoY9fIkIpEIbNtGOp1WSZXy+Tw+/PBDdDodvPjii2q/JrJ7jUZDefr1Psu1J0tLS1hdXVUK2HvvvQfgyNtIRn8Ygoj9JJvN4vOf/zwcx8H169dV1INlWcr4okcpEokgn8+j1+uhXq8fW5NC4iCdTqs1LsBxgyyXyynCTSr2UhGLx+NIp9Mol8tq7Y5ef5ZFT6T+Htg+8XgcBwcHA6GnyWQSmUwGh4eHysNh2zaWl5fx2muv4fnnn1eejHK5jO3tbbUnlcyi5wc/w+e0YSLj9KyZcn71Iuh0Q08SaqMabrPSRuOg3++jWCxib28PyWQS0WgUP/3pT7G5uYm9vT188MEHqNVqSKVS6PePEoXI8UQZwnDFWq2Gw8NDVCoVLCwsIBqN4q233sLVq1ext7eH9957D+VyWa3lJQnNhCWMOOB4prerXq9jYWEBuVwOxWIRFy9eRKfTUZm42c9JfPFdrq+vY3l5GXfu3IFt2zg8PFTjYmlpCb1eD7u7u7h8+TJs28aNGzewu7s70Bd0w19Hq9XC9vY2ut0uCoWC2opAkrMyiou6HQkwqYDznlx352VI0TnhOI7nu6WRrW8TZSpL7tVLsE7UU5LJ5ID8ZnQF9/tlf6rX69ja2sLe3p6aG7hnMfVpXqPPI1J/koQ2yUxJgJ92lJJJD5N/pn6jk/26QS9lmHxnOuE3znPPlNFGJqXdbuNv/uZv8O6778J1XRweHiKbzaqNGh3HUQyPnjGSHanX66nF9P1+H3/7t3+L999/H5ZlqayPTCbC9SkAlCAiIyQnTd6Dk+rq6ipqtZoaMBROMuY6k8ngypUrSKVSePToEV555RWVMIAhZs1mE3//93+P+/fvo9/v4/bt20ogMFSBnYGdX1rsRBAT62WoUXnhd/08tqke1yyVKC92Wme6CD6D3K6Bx/Uy9QEvBaQ8X39eff2f6XepxPE43yczZXGPm1gshnq9riZAeifYbqZ7DHN8UvAzvLzOk20qPYr69fr5Evo9z4vRxgRFhUJBGQkXLlxQsorpq/Usi8BjYc2xm0qlVMji4uIims0mms0mLl26pPok19AyokAvTzKwDN1cWFjA0tKSYpuvXLmCRqMB13VVyBHXIcp3LD1VlFdPPfUUNjc30e12USwWcf/+fSQSCVVekKFv6hsym5wcM159S4YOuq6r5IUMFaThqocY8pkkwcBnpoEoFRfpJZCygM/GOUFmGDY9v5Q5+oSue2AJKmQMo5fyPUjZlO01DDF10tDltfSYSiXP7zq9LaXsH1X580u7fVbApSKlUknN4Xfu3MGnn36q+sDy8vIAASmTmnHpBrM2plIpRUAxSdqdO3dw8+ZNRW4vLCwAeOwF57tLJBLI5XLI5XKwrKM1wPV6fSC9P+tE73Mmk0E8HldyleGbNAKvXLmC1dVVPHz4EOvr6zg4OECpVFKGUzqdVhEB1BXZx6gfSiVcN8DYhkwApTsCJGT/k8QDdT9p+NDYY8SAXgeWI+WJlBusP6METOuk5X3o+WJZpnpTrkhji2XL8mXCKtOaRZ4vNyjX1xdyjTd1KG6nxfbw0gtPGl7EkZf81T/r58l25XjR9SkTdFnnZ6TPjNFGA6tarapJmyxDMplUGYXS6bRaV0MmQ3fR0uBiOKOMsbZtWwkmCg2pjEimR04GsoNJF7pM3ykHm55FDnisIJCtYWhTv9/H/v6+WsPHpCn1el0pE7wfQzOl5a53CF0ZCkIikcDy8rJSinTDSIYh8V7caBzAgECW98/lcipeXXZoClt6G2XbZbNZ5X1km9u2jVwuh3q9rtoaOBJCi4uLKsSDoAKUy+WUq5/3lf2E4WK8lvWLx+NYXFzExsYGNjY21JqlYrGIUqmkslTJsCsTvBRbL6E6SQyjtOlKpulaXbnWv+vC7ryERgJHBkexWMTq6iquXbuGXq+HRqOhWN9SqTSwVhUYJB/k5rMMw7FtG08//TSeeeYZJS+q1Sr29/dRLBbVuNAnEGAw1DKVSiljbGlpCdeuXVPvr1wu4/DwEAcHB6jVaup6+X5kIgIASh69/PLLWFlZwf7+Ph4+fKieSU/+FAaWdbRu5d1331VlmJhMuUbg4OBgQJlnG0iDdW9vTz2DlC38zBApKqlSYZHnF4tFdZ6p31NBkQovwedgGKQMP5MEkDQs+f1f//Vf8fDhQ2QyGSWL2u22IgDk2g8dQTLeZESfNImiy3yp6EpjTcoO0/Xyd0lemgw3L/lF6PPUWQcToDUaDezt7SnvDQmYbDar2iSZTCrDiNdKcpIp+LndUqPRGDAEMpmM2vIFOEq1L8cDyyExQ28Mt4dhiObi4qIinDg+qOwzqZJlHRHJqVQKyWRSeawZtsk5m5kpGYkVj8fhuq4iWNhXJPHD5+GfbdtYW1s75gXiecBgX04mk6qcWCym9CDg+JpLfYsYYDB020T68tkZdcZ3xXtSR6UOSznBUFJJ9tFw5DHei/2ExjzL5ny1sLCAS5cuqRDJfr+vvLJ8t9JTyzpJrxzD8uPxuNLvmTDmtMeeLgdMc42XMWaCnFPluzb1H1NdeI4szwszY7RJZpTpZx3HUQPUtm189atfxVNPPYUf/ehHuHHjxoBhxEaRXiHGkdIooDBjeb/wC7+Azc1NvPPOO7h586Za9EqWgdAbnAOArn922Egkgkwmo9h3Co1isYher4f19XW1oFbGClNZsG0bjuOoDv7iiy/iueeew8cff4xPP/0U/X5fTe5sMyl8gNEmImmwAji2BkSyU17spJwseY3OjPJeHOy8h2SAaCBKISWZLTnp87Nkm2h4SjaIDKT+vLZtI5FIqOeVRqIMbeA7ppLASWZS0AX2pMsMc67J4DKFHpnKNl0vFaqzjl6vh729PTz77LN4/vnn0Ww28eabb6r1q7VaTcX8yzVorvs4qRG961w8n0ql8NRTT+HZZ59Fu93GvXv30Gw2UalU0Gg0FPFAjzvBMUjli559Lta/evUq+v0+PvzwQ2W00QDkuGOZHDsMxQSODJ1YLIb9/X2srq4qg4L7KsnQv2Ghpybn57OGMM/vNwFzfqHRmc/nkUwmkU6nlXFfq9WUQj4pWTMsmTdJSLlAWeslX3TIuU32F91zoJcV1LfOYt/TQfIRAPb392FZFi5duqT0GM63Tz31FLLZrMoiKYkSvhcSxolEQuktlmWpMEk5Z1+6dAm5XA4PHz7E/v6+Iqulwsq+y7C8g4MDdLtdFbLN/Xir1aoyLijfIpGIIjCAozHiOA4WFhaQSCSwu7ur1sRRT7RtW+l8KysrWFlZwe7uLkqlEgAMzOm6l4eeIhJsfn1R6gXUU2no6dEWci2sJByow3m9U7aFPofyNz6DTHxFg5V143PRm69HL/G49LSx7akLsk1IRsn9xlgOdS/9M8EoBV0vnCXoOphOSoe5Rj6bNN795LeJJAxqn5kw2qTCzI7BztrpdJBOp/FLv/RL+OY3v4lLly5hfX0dW1tbiqWgkg8czyDJASTLS6VSeP311/Fbv/VbuHLlCtbX1/Hd734XvV4PjuOoQSiv52BjiNzh4SE++OADbGxsIBqNYmlpCY7joFKpwLKOvExck/Lpp5/i4OAAi4uLanE5QxWoBFHgUTn63Oc+h29961t4/vnn8dZbb+E73/mO2guOA1X3BOrsqmQm/TpCq9XCzs6OYrr8wiAlG1Eul5WRpHe+SCSiQrJ0AcnfXHcwSYA8TgOex5ncRXoXI5GIYqVpqEl2RP6mg8JPsuBk2eRaGwAqIQ0XeUum0sQOnzZGUYr10AxZlk4MmCCNexn+dB7Q7/fVmqRLly6hXq/jn//5n1Gv11U4opz0ZEiOJAhoGDWbTeVJXltbQ6fTwb179wbIB3rUOdbl5C29zQyvpmF25coVtNttvPvuu2phvzS05KQivRNkYxmdUCqVcPHiRWQyGaUUybA9v/6le1h0+aPL1mlj0gaiXp7XM+htzmsk+SNDkeQ74ZwmCaJJtNVJtzk/exls/N3Eauvl6MabNDjCGmqzIJ8nCUlGHx4eqv5EYsa2bWxubuLFF19UGa8PDw+NugL1G8ocEjj0jFGOXLp0CdeuXUM2m0UikUCpVDrmXeB8QiKa5bXbbTz99NMolUpYXl5WETuWZam5NZlMKpm6v7+vMvVKDxGXl1CH4jwfi8WwtraGV155BSsrK3jw4AHefvttdDodY2guP8v/fqG6+neGfZNsMRmDwPFQXFO4N0Evmqk8GrOu6w5cy2tMx0kY6qGOvAfnHT47E/dVq1XU63XlfZP1ps6aSqUGostkoiC2E3U8Wa/THId635d9wctoCpJJUn6ZSG8/yGvDtMtMGG3AYyVcelqAI7bmC1/4Ar7+9a/jww8/xN27d5FOp5FKpQYMIH0wysaU8ba2beOVV17BN77xDdy6dQt37txBoVBQezCRxeD58Xhceb/6/aMNIblFwM7ODhqNBnK5nMokWa/X8eGHH6rn6na7KJVKuHXrFpaWllRopjRKaCCQXbl48SK++c1volar4R//8R+xvr6OhYUFuK6rGDQZl6y3Y9Bn3lMadlQovc73us+kB58eZkbI8K4wx00w1VVXrCzLUuFm7IMUYNxLi5Mjmbth2sCk8Jkm0HGgK0xhypTEifRoSsHjpaBLY083Cs4LGM5MBYNKAtnOfv8oUc2rr76K559/XiW16HQ6+PGPf4wHDx6odWH9fl9NsCSJ5CbdTJMdj8dVeG6v11Pj/vbt27h165ZSoiiPLMtSi8UBDOzhRhlz9epVFeIJHL33t99+G1tbW0gkEsr4Y8i43JxbKsijwE8hZ128rtMxivyZtKwyGaJ+53qNQzlHySx0bG9JhOj3C2OInpaCpCtCujwx1U9XoE2stzQKpGdt1PqddVAuyEQ+1HXW1tZw9epVPHr0CB988IHSRTjHbWxsAMCAQs05jQq8nBsKhQKuXLmC+/fvo1qtwrIs7O7uKk9Kt9tV8krKN8oPllev11EqlVTk0MLCAlqtFu7cuaOWtpCE2t/fVyF4cs2pvpbedV3kcjm89NJLaLfbuHPnjkqMIp/LZNx7zW9h+ohfsiCv9f4mY+00oI9DGXnBnAt8H5b1eON2RrJJcluuq5PviGvCXddVuR5MMu0k4WV4BRFwJugEkon0DtI9h5FfM2O0SRe9dCm+/PLL+NrXvgbLsvDgwQMsLy9jdXUVtm0PeKl0Fo+gwsEB+/LLL+NXfuVXAAAPHjxQGY3IdrJzAY8zglE5q9fr6jxuVMnF+oy1fvHFFxGNRvHOO+8o9qjb7WJ3dxcXL15UGc3kxEN2rNfr4dKlS/iN3/gNLC8v41/+5V/Q6/WUFy8WiyGRSBwL3xwHXsaDqVNLnJQiEIY9DVuO1zH9N3o7ZLw9gAHGiL/rQioMgozpSUAKCi+lVz8uFSqOF91rpPcR+SfL0T2/Zxmu6yolQl8fwDaKRCJ47bXX8Du/8ztq4nMcB5cuXcLCwgK+853vAHi8xoHlcRJjaBLlSCwWw8LCAl5++WXEYjEUi0VkMhlsbm7i1VdfxZ/92Z/h3r17SKVSKjsioxQITiDsoy+88AK+/e1vIx6PqzCgjY0NfP/738d3v/tdxVQDj9d36ROsHo4eBvJcP0NtmgZY0KQ7qbJM58n/8l4mj7SJuZXlybE2zDs4KQ+bDpPRaZIhUrnRj+nl6Yabfs2TBqnfUJ+wLAsrKyt49tln4boubty4gQ8++ADZbBZ3795VyUvq9TpeffVVRUKRPJfKOL0x+XweGxsbqNfrePDgAcrlMtLptApjrFarODg4wMrKysB+spwzSSxVq1U0Gg3EYjHlRWs2m7hz547acoDr/BuNBq5evarW2lE31JVh1z1ac3ft2jWkUilsbW3BdV1FgNEhoJOsJo+b/lnCy+PmhbPUH/Xnl1FV8r/XNTxHzjuSxJXGjSSlThJBxrppfvIy8PTzKI+k8SZllISXoRbGMzczRhtDgRiuBgAXL17E17/+dTiOg0ePHiEajaoNrLn5IwWUXMsGPF7syf+u62J1dRXf+MY3YNs27t+/DwBYWFhAu91WXi7ZQbkWinsyAUeLbbmmJBqNIp/Pq3N2dnaQyWSwsbGBDz74QBmTZNapnMnEG9K7mEql8Ou//usqxW21WsXGxoZS4gAMGBGjeDL0ydCkUPkZEtMWQn7GVRiEVU7CGjJUymW7y0Gpx5xL7yW/m/6fNrzaSPYpne0HcKzvyD4jSZPzZLQBj0ODKacADMidTCaDX/3VX0WpVMKbb76JtbU1vP/++/jWt76FL33pS/je976HUql0rN2LxaIythhBQGGfSqVw/fp1lU02l8vhvffew9e+9jX8zM/8jFJuaFibJg1JRv3ar/0aAODv/u7vsLq6ig8++AC//du/jS9+8Yv4i7/4C+zu7qp3zncn1yeOM8F6KdReMmcSGNa4MiGsURl0L13O8nzde2kyXvyUm7CGykkqRyYZSpgMNvldylS5RkgvTyeS9DZ8kow46eEAjtonnU7j6tWrKsTw1q1bKBQK2NjYwIMHD5DP5/H+++/jwYMHxm1cLMtCJpNBNBpV0QQMDWf2xsuXLyuvWqlUQiQSwc2bN7G1tYXNzU1FcuVyOSwuLiKXywGAWoMn12a98847AIDPf/7zeOedd1AoFPDOO+/g/v37aqsRyiX5bqlf2baNa9euIZ1Oo1Qqod1uK4Kc1+khutOGrgucB5h0Gwn9mE7YeBG9p4EwBpuEHtIt5bIsS3qDh3leEzFuwkwZbWRCut0ustksvv71r2NzcxM3btxAJpNBJBLB1tYWVldXVSiJbBCGlsgGZWhQMpnEL//yL2NzcxPXr19HPp9HJpPBwcEBVldXAQwmQyHLXCgUkMlk1OQRj8dVViVmMFpbW8OVK1ewu7urXMYMBdAXf+qLNfnMtm3j9ddfx5e+9CXcvn0buVwOS0tLansCmaqaRqgUPmFYIvmbrkQEKSdeDMM0oU/2fnU2XRN0XFcY5Gc5yKQHigNSX2wb5hlOEmHeqdd1+vNK480k2CSjet6MNUKm7SfIRnMdRr/fx+7uLuLxOBKJBJ577jnYto333ntPrQ1wXXdg0+xKpYLt7W3l0QeOPLqtVguVSgX7+/vI5XJYW1vDxsYGtre3sbOzg3w+P7COl6DBx3dADz4TDDx8+BCRSATpdBrXrl1DMpnEzZs3Ua1WjynIkrUPmnhM/W2S/cCLXJr2+Jp0+SaZo0/8YcbtaSs8w0KXK6bfOQ9yDRQTIDDSxfTevQy6JwWS/CXi8TiuXbuGfD6vkqBRLlAn2dvbQ7fbxcrKyoB3Xhoz3EsSAJ577jkUCgXs7e2pDM9M1V8qlbC9vY3FxUWkUim1l2EikUA+n1f6HLfKYWQTPyeTSRV2Tq/co0eP0G63USgUVHilPl6kkc+9cKkvcRmKTnKfZHIsvb7EpOWiqcxxyTAT8WIiQvzO4/29vHGnhSBdEDCve9O3oNHJEnmdfn0QMRjGWCNmxmiTrGIkEsHy8jKuXbuGZrOJW7du4dlnn0Wj0cDq6qrKGgRgYG2Y3HVcGkXAUSz2888/j3q9jo8++ghPP/00isUiLl++DMdxBrK7sYFt28YzzzwDy7LU2rZer4fDw0NEIhHkcjncu3cPh4eHKBaLaLfbeP755xGNRtViTpkgQ4ZuSjbcso4Sl3zpS19Cv9/HBx98gCtXrqBUKqm0vdyjjuFULE+2n/w87GCdtclOMmn8Lv/7Tdym602/B33Wv5tYFr/zg+Dn0ZwEZBsMY3RLY5X/vdh+nfE+z/B71/S+53I5dDod3L9/H08//TQ+/PBD/NEf/REqlQqAo7BDhjqzTa9fv67SRnNyaDabKBaLalLY2dlR686eeeYZpYTJekgWWfc+AEfrP7l2986dO7h69Sp2dnbwB3/wB8rLJtcfmJ75tOBFSsn+HTTmx71v0MQ7jDEpx4v+WT9vXK/Aab5LL4NUV+y4BiuTyaikE5zj9SUPwxJ25x166HIymcTS0hI6nQ4ODg6OJfFIp9PKyPr85z+vIor0+dSyjkIsE4kEnn76abW3bT6fV3uXuq6LpaUltaaO94nFYigUCirtf61Ww/b2Njqdjto6oFqtqsRrlE2O4yCTyeDBgwdIpVJ47bXXkE6nB9bU6nNvPB7HxYsX0ev1sLOzg8XFRTQaDcTjcZU6H3icJIqYxHw1qq6lYxjCK4zRoR8PU8cwxJzp/zAwEYC6jjXtcex1D69j/f7RRvHct5n2Bcklnbz3mqu8QsSH7T8zYbTJF0g2hAtmf/Znfxa/+Iu/qISDbdt444031Fox7hnBa7nehA3EgVoul3Hv3j383M/9HL761a+i0+lgfX0dyWQSP/rRj1Cr1QZ2lrcsS00gjUZDpb2uVCoqHOny5cu4evUqqtWqYpUWFxfx0UcfoVKpqAQB3NeDWXYAHGOOms0mHjx4gBdffBGvv/66WsuWyWTw3nvvoVKpqOQF6XR6YBLUMzd5dYJxOorJeJk0hjGAwihFk4bXPf3Cl/wUsqByx0XQfb0gJw3+l5mngiYCaTycB0gPqy54ZdbXhYUFFTr08z//86jVavjTP/1Ttc+ZzH5KGcJF3o8ePcLu7q4KhabxtL6+jkgkgosXL2J9fR2rq6u4cuUKfvzjHwMY9ADSkJNeCR5nqm0mGPnCF74AAPiTP/kTfPTRR2pNi0zbrTOrJi/QOONsUmNU76vDKjz6NV7PFWT8DMOu+tVLN270ssfBSShFw9RDPmc0erTXlOM4SpkPo9CZCLxZec6TgNSdYrGY8n5dvnwZm5ubaLVaWFxcRDqdxqNHj3Dv3j1YloVXXnlFbapt6vNybVs8Hsfly5dRKBRgWZYipT/++GPs7+9jb28PzWYT5XIZzz333EACEoIZHF3XxcLCApaXl5WsWV5eRjabRbFYxO3bt9Hr9fDSSy9hZWVlIGRWymC+4263i3K5jI2NDTz11FMAoPYHe/TokdrPTLbVNLxd45Q7Dvk7Svly3HnVeRKJQoKeY9rPPSnIuVqG2ZrA36Qcn6QuNBNGG/B4PwsuVi0Wi3jjjTdQLpeRy+VUB7p165YyYtggct8y7ichvWcMQ3rjjTfQ6XRQKBSUMvPmm2/irbfeUnt5MI2p67oqLJEptblRLbNIRv9/9t7sR5LkvBP8eUR43JH3UVXdTXazeag1QrcOYoDFSitCBKTV/aJZSgIB7UqAXgazA+zDSvoDBOhpsfOyD3rQYoDlYlYYHUNAwi5EURLElsgh2Ww1ya4mWWRVd92VWXnFffo+ZP2svrA08ys8Ijwy/QckMtPd3Mzc3Oyz7/t9n5nl87hx4wY2NjbUe7z33nt4++23VbgR16Y4jqN20mH9JFvebrfxla98BRsbG9ja2lKT1ttvv40vf/nLau2LnJS4mYEt7GQWI82EeXtSoky0YetiY8r9FACbwpb0+89bQJkEi03x1IV4kFfBVp68f1mMNgBTxhDbiAaT3LWtXq/jIx/5CFzXxV/91V/hW9/6lkpjMnxPTk7Umg3gXJbRG7e/v68OmJXHUHz1q19VmxTRG5HL5dR6X7nDF2UE6zsYDHD9+nVsbm7iz/7sz/Dmm29ObZktiSUg2BAKa7j5ySa/a2HK8TOibP3cD0Fpgrw8ukGiPyuvSwNb5iUJAZ2YiwL9mUUrRbryot+Tf3NHOv1sw7AGbJKEwipBrgHk+vn3338fo9EItVpNbTpy584ddWj266+/PmUQ0fiRBBA9VcxvPB4rwrjT6eDRo0e4ffs2zs7OlGx54YUXcOPGDXXQNXchpFHHZSO9Xk+d/0bvBY2/s7Mz/PAP/zBeeOGFqSUlnE9YX37f0WiEe/fuqSMNPO88fO3hw4e4d++e2hlbyjL2K9vujjbE8YKlsR/OMj50L5nNg2T6P20I6zXUnS5Bm6jMgxwgUmO0USnxPE9t2nHz5k3cunUL5XJZufB5n7/JzHne+bb1XHRaqVSUMsTY5lu3buGDDz5AtVpVG49w/QgHcLVaVetA6BalcnR2doajoyN4noeTkxMcHh7cnKMMAAAgAElEQVTi9u3bKmyy3++j2+2qM5gGgwHK5fLUdqcUcPJgw36/D9d1cevWLTx48EDVDzjfapz144TGe4yxlYpZXOMijqISNt8oikIYhSgugiZ1m5InlQZ9sKaVGSL8lEf9Pfz6ThjPpq6E6WfTrCrkxCSFMQ0dhk4AwE/91E/h+PgYn/vc5/D2229PKRayDZnfaDRCp9OB53k4OztDsVhEp9NRGx/t7u6i0Wig3+/j7t27+M53voPT09MpmQAAOzs7+MhHPqI2BKCSI8M6isUifuZnfgZnZ2f4m7/5G3zhC19Av99XCptUjKSCk6SXJ8r/pnFvIh38+ve8lIYgYzBsPeV3kof28ofyPQlElcWLAMOP2JebzaYiHfr9vtqxN07UxVUx3KTRRsPr8PAQp6enKJfLGI1G+OY3v4m7d+/CdV28/vrr2NvbUySQ4zhKjtBbJ9cxl0oltFotvPfeeyryqNPp4Pj4GJ1OR62R3d3dxc7OzpSHjXLt4cOH6hufnZ3h5OQErVZL7cb73nvvKQ/gq6++ig9/+MNTa9mkniZ3tGUk1dOnT/HWW29N7a4tiTKu65VLVeSxJ1ENNz4XJb2OZfdN3dOt648yukQnYGm4hZEny37PMPCTMYwC4PE3wPSOrXyeaU1EZ5JyNzVGG9lkGkA86Jq7F3Fxq2SE8vk8yuUy6vU6HMfB48ePlVerWq1OLYoFnu+82O/31blrAKYmzVKphHq9rracZfkc5KPRSJ1JAjw/7JDXZbgUcB5vXavVkMvlcHh4OCXkyELR4OLiXJ5VxvrJw6tLpRIajQYAoNvtqnBQabTpiGqQ+aWfh0FoQhhDbR7CIGjAcVBynZe+U2LQ4J9XveNAVyz9vGxhFGodl8VoA6YNdjm5kTg5Pj7G5z//eZydneHOnTv4whe+oDxmDElkPsDzsEWGXADPjwPgTpJ7e3t45ZVXcHZ2ptbNMuyaXglu4PRjP/ZjeOGFF/Dtb38br776qpJbVHZGoxG+/vWvY3d3F9/97nfxF3/xF+h0OiiXyxfOOtQ3NvDbQMIG3YDnuwfJKDlGTH0uiFyQ6Wx5B9U7rEc+CH5GgyTbKEu4QQ2PswGeE3NpkRlx4EeWSeOa76qvZTN5I/mcX3+5KpAbG8mdEmm8uK6Lj370oygUClhbW1NrYh3HUYZMq9Wa2m1b/k1Q92q1Wjg5OcHBwQGKxaLStbi5GzeTo9H04MEDnJycoFar4cmTJ0oeyXMJd3d3cXh4iM3NTXziE59QxDTJ7U6noyIauL8A8Nxg5XtTnprmcep3wHOdinO5jjBzdRRSIM190+Tpl0Ql9WMAKkJMH3+APSpD92bNgxCMA5ss4j15Tcpn3tffP0nDzK9dUmG0ccvWra0txTpTMZE7RPIjU6moVCrY2NhQB0/fuXMHjUZDHVC7sbGByWSCs7OzKWaFwowDloKNz6yvr6t1JsViEY1GQ5VXq9WUQGq1WlNb0XING9elVCoVbG5uYnNzE4VCAXfv3lUCZ319XQ2GVqs19a4yTw4WGqibm5vY2NjA06dP0Ww21X3daAtreNn+tqUPk2cQFsHOBClqJmWMfUtXBmisyzPLTKFkpvKWzWzPSygG5csJ/jKATJv83/M85QkgafN3f/d3ePvttwGcyzQeps1Fy2yzYrGolBIp5yQZQFlDlpll9Pv9qfBH4JzwevnllwEAd+/exU/8xE+g1+specSwpD//8z/Hm2++qbbt5iJ9Mojs05yc9J0ow3xzWxquV5JpCY4pWSaNGaalAinZc5tBRUNWGsQyH7Y1PQ1SySSkwiKvUdHUDVl98taPYdDvVatV1Ot1rK2tYWNjA/V6HYVCQc1/lUpFfT/TDsGrAN3AthnSMh0NWT2NfE4qjH7k0aq1VxzwHSuVCsrlsiKz5aYduVwOr7zyCq5duwbgeXgho5Sog/CMXOoawPOlJ9L7QnkkyYZyuazCE7nxCL/NyckJXNfFzs4O7t69qwglzqmO4+DjH/84rl27psYGDUrW6fj4WNWF5QEwyimWK+UHn2EEllznxigpfcMbCbnOF7goH9gWYb6XbRdLXZ6xTFsonolYk8aWbnjIb8jn9ff1PA+DwUA5Nrrdrpqj2P6DweCCp4nQdSe2KfVZKRPDzivzRBjDW8obm95oe86Wfha9MDVGW6/XUy57uuDloj+doc7n82g0Gtja2kKpVEKz2cTt27dRKpWUa52HUtdqtamdJYFprwLzXFtbw+7uLkqlEk5PT3H//n0AUDtIbmxsIJfLqV2UgItx0nK3yEajgZ2dHZTLZbRaLdy7dw+e5+HVV19FuVzG9evXUS6XcXp6quont5KXAzGfz2NjY0O924MHD3B6ejpltPGZOAg7gHQBYMvHhCieJlMZfq5oW/k6y6vfM13Tvao81JzKIJVmndWz1X9ZbHAYJduUPsjgDVu23Nl11SEnTrnJEddyMEyn3W5PredwXVcpClRW5CGvurLByVwSS3J7YXph2E/1b8Wwb8/zVGg1N1jSIwroqaN84rEDMgR7Vi8PnyUbzzrq6yCopEm2nPKfbV6v19Hr9aaMVtOicNd10Wg01OZNLIOyVRJh3LGw0+moCAe2P4ApQ45biZ+dnanrJvnCuWk4HKrvzu9FJbNarWJnZwe7u7sqrKzb7eL+/fuo1+soFovKq7oK8JPtkozQld0gGemnIOkKou2ZoDqvMmhE1Wo1dS4Zd5zmOGafp2zgmvxSqaQiew4ODhRxzbHIqB6uwec4LRaLaizwp16vqzMmu90uzs7OFPnA0MRqtYpGo6HqSjJrMpmotbusH0kr4DyiiDt2k8giybG+vg7P89QeA9zRj2AfIcGfy+XQbDbVeknHcRQRRvlo0qGGw+FUyKj+DXjWr7xvGgv0JJdKpQs7WUrDj8QwzySW7S+NLpl2NBopz6QNnBd0IlHWgXKr1Wqh3W6j0+mo8/Zo7HIHZH0ekvqTXLZDnV2O+2VEEEiCSLcF/PQe2z1dhzTl5Ucs2eCXLhVG23A4xMOHD+G6Lm7cuIGtrS21Hawu3KlwkDUBgEePHqHVauHRo0dTSsna2po6nFqGEsoGoREmwyzv3r2rzk/ioKnX67h27Rr29/exubmJdrutDC39I5FVpkB5+PAhzs7O8ODBA7V+jdvyrq2todvtqvrJzQ4I13VRq9Wwvb2NUqmEmzdv4uHDh2qbbiqNsp0kglgNx3GUQqV7R2S7A+aQN6lY6mXITm1isviucgBzgMvzeeSPybtF49vPmDQNRpOA5wLsUqmkzqpZW1tTnpNqtara3KS8mdpPLzNN7JKtbWZlhLjN/aqDY1oymOzLcq0avVqcxNfW1vBrv/Zr2NjYwBe/+EXcuXNHsb40yqQiQDnCfLieh177TqcztYFRp9NRnri7d+/i1VdfxUsvvaQMR65lA5579IBzTx/l2s/93M/h+vXr+Kd/+ifcvn1bKWhyLMsQYL3fSPj1aUYRAOajJBiSJY0ytjU9W1ScTHlIuSKZYa6DsfVvbooAmL1rhJRJ3DiB9WNekmCkcSbbXbLT8vwoto1cqxOGtY+DWce0CX75mYg2v3b2y0s3zKTSGkcBvCxGG4177gS5tbWFzc1N1d907zKV529/+9s4ODjAiy++qMb2xsaGIiprtRq2traUwcexJscy58eNjQ24rqvW27bbbTV/86zc0WiEvb095WHWdQa5TMR1XXzve9/DgwcPsL+/r0in9fV1Vb+trS1sb2+rqAZ646WcpnFSrVaRz+dxcHCAs7MzJTul3kRdQ/dg6eQ5rwPncoEyGZjeFVzqM/yf78m8dOJB6jCMhKC80PVWuT6P9SuVShd0JOmg0NdWy3rIdy0UCsoLS3KPJBcNd3pZuVMoZSRlOclLRpfJfmQzjhcNky7E67b78nuZjDgT8RRV1vi1TSqMtsFggA8++AD9fh87Ozuo1+uqMxB6400mEzx58gQnJyc4OjrCgwcP1AYiX/va1/ChD30IGxsbWFtbQ6PRUAc4SrDROVCePHmCp0+f4unTp7h//74abO+88w5eeukltFotbGxsoNFoqAEi6yd/crkcjo6O8OTJExwcHODRo0dKoHz961/Hiy++iE6ng0ajodgn7nzE/AgOBp7VdPfuXdVeANTuSNLA5buFmcgqlQpefPHFKYVJZ3UoFBm+I+s3mZwfkvnSSy9dCFXgu0wmEzx+/BhnZ2dT7UVh0Ov11DMMKz08PJzaHc91Xbiui06nMyU0aXhfu3Ztiv2R39kPUpkkK7ezs4P9/X2sra0pQcO1RaVSCU+fPo28ZsuPgZsHbN8/SvlxlbxlG6ZJguPZ9E6UHezHlEH1eh2//Mu/jF/8xV/E9vY28vk8Pve5z13wtLFtKWv4fK/Xw+npKe7du4f19XXFJG9sbKgd4DhuxuMxvvGNb+CjH/0o9vf3VfiSPnHLfu66Lj71qU/hs5/9LPb29rC1tYU/+ZM/URMrPU1JTaydTkcpIJJAkpMj78ky5ZjRFSYbHOd8JzqpCOrKkQTfVbaXblhIhc0UvifLcJzz3Y+pPOnKFr8bQVIxl8upQ9VJSOqhTmmELiNM/8s5STfc/Ix/fczJ52V/jkIgXCaMRiMcHx/j8PBQnetKQ4XKMzC9Lmk0GuEb3/gGvv71r+Pp06e4fv06fvzHf1zNcYxcoqFEbzxlQ71eBwB1uPZwOFRb63ve+YZwLPvJkyeoVCoYjUa4f/++kn2u606RGNLwnkzOz6r9h3/4Bzx58gTXr1/HJz/5SRQKBZycnKBYLKLVaqmjlIrFIiqVypSRqsvVdrut5u+TkxNlvHDdMfUWk4zX+5+85rou1tfXVSiz3u+ZBsDUZi8yLzoYTPKJ46bT6aj2JfiuMgycRLNcAygJocFgoOoh1zzSYUHCkZ42ym16Q+v1+hR5Rt2VbUiCsV6vq+gk4HlIZaFQUPpqWiAJU/26vK/LYBsRqMs6U3mzIBVG22QywQ9+8AMcHx9jc3NTfXA9NJLg1vmdTkdtxd/v91Wcc6/Xw82bN9X6NL0DycEhmW0O7LOzM7XzI0Oe2u22MgIZCy5ZFZ2doYuZgmI0GqnwgVarpTxvfF/J1uhtQyWu3W6j2Wyq7XMBqPPqmFYiqnLOtpGsC6/Jw4B1yElCLi6W97nOT39HOQlLI5reT51FlWtbZLt7njcV12/zLJoGoi4sabTt7e2h0WgoocnnODmEUR6XDT/jyc9rYkpnE1K290zD+ycFm9Em4/UZhlQul/HpT38av/ALv4CvfOUr2NraUhOWzIt9qVKpqHUgXM92dnaGra0t5TXb2trChz70IVy7dg337t3DP//zPytSq9fr4enTp3j//ffxkz/5k1PGCvD8TDipLP/oj/4ofuM3fgPvvfceHj16dGHiZaiPqY/b+oqpfeSESM+hKQ/bONXTpKVPha2HNOQIzkNkqIFzo5bhYPSikqjyiyCYV72jwvQ9dQVWhkiajDpbPqy3NNbYJtI7MM/3Sys8z8PTp09xcHCAg4MDdDodHB4eTm1OIj0vw+EQ7777Lr72ta9hc3NTbUTE+W0wGOD09FStl6cRyDBJlnl6eoper4dOp6N2gzw6OkKpVMKNGzeUd4WyqN/vqz0CXnzxRbX2jT/8jpPJBO+//z6+9KUvqZ0gJUnV7XZxdHSEs7MzOM75khXuuEtDUPdscZnDYDBQxozjOGqdsO7dtskZU9+kLkD5L8sFnq+nMz1PMHIMuLiGlvLT5JmS8wjrTKOJ4fpSb2JfYH34HOcgedwM34sh8zT06DljXRnxRjnFqDA5n7D99XdaFuScpMtnk5dM/vZDkJctqXdOhdFGHB0d4eTkRAkbExtNAS13J+KAOz4+hud5qFarGI1GePToEQ4ODtRAlkoT8Dz0hvmRLWHa4+NjAFCbjzx58gSHh4eqXvxtmoTIbDFcM58/35aWgnA4HF6onykshkKP+Q0GA5WGu08CmFq4H7VzdDod3L17F8C00JCCh6Fuctcl3nMcB61WC/fv3/c1kkyLzPnOkhVi2+uH/VIo2ATYycmJr0AwMSX6oKLBuLGxgd3dXWxtbaFer6v4f7a353lTO2vJNpPl6GUuQ1jFEZJhn/ETZquyHicMdO8AYVJCP/WpT+Hnf/7n1dlI3D0WwJRSAUB50CRLW6lU0O/3cefOHezt7aHb7eLRo0fY29uD53n45Cc/iWaziW9+85sol8uK7SYLDUyHI0oDcTwe44033sBnPvMZAMCtW7fwsY99TBkScv0cEBz2G9bwt7GUUZTtuAq533Nxx2Mco01XoOTW6sDzNZKcPyRDHlReGo0VqRTxnQhdSZYhXialSRprMj/dyxble6axzeKCW/B3u108fvxY9R3OUWyX7373u3jnnXcwmUywu7sL4DlJQAV+Mpmo5SmVSgWFQgGnp6cAoIwBAGi1Wmo+5LX3338f+XweOzs76PV6WFtbU2UcHh7CcRwcHByotVd6/e7fv4+33noLzWYTr7zyirrfbrfVnDsYDNBqtXB4eIj19XXk83m1xk2Xr9RV9KUZ0uMU1VMr71HuMh8T/JaWAFDHSfnpLaY6ShkqCRFGIsl35z3qkzp6vZ7S0bgBCb17Us9mBAD10bW1NeV04LxRLpdRq9VQqVRQKpWmwmOjGEHzhMlwI/y8bibYjDWT3A773n79LxVG23g8RqfTUbuY8Uc3iqQxJBuaO93wRbnQk4tSKRxM+bEzAc8bejgcotVqqfpxhzWdidaNN2B6USgHCwcBB8tgMFCLeVmuXj9geg2YnPAHg4Ha1YcDOs726lLxktuSm9JImBR6uYhfPhe305rSmxgwWQ954HqYMk3GVS6XmzoUtNlsYn19HWtra2qhNFk+k+dQh0mhWCbLFBYmBYrXgXDf8TJu+Q9gyovFECLgfLx+7GMfw2c+8xnFGLM/kQCSMkyuE9je3sbe3t7UBM9QYq7/cF0Xd+7cwfXr1/HSSy/hG9/4xoU8SWqQgOB3osG2v7+P3/zN30StVsOtW7cwHA7RaDRwdHSkPNhygbyc/MMqMkHtaFLKg4iWeXnZkszTlJecp/zkkCSvpCKhK6FEHBmyDEVJfjfdcJMGLRVKG1Mt21Aq4WlYF7NMMJxNrscykcA0lt555x0AUDtu93o9RXID0yF8HPudTmdq+QJlmuM46PV6Sqnf3NzE6ekpnjx5gq2tLZU/68XQcM6b1KHYR1qtFr75zW9iOBxiZ2dHedZc11WbZ3DHXr6TfGcaqbb+BkCtQ5dzkz5Hm8aJH3klyUlTuqBdlMOQm0mPXf2d5eZO9EjyuzOyTZ/r5NFX3Fgln89PHYFFTxzJRHpMpc68LOiGmw55L6hf6HqRyZET5X1Tb7QBUB3EJHR05VoKbLnVvW44McREZ+l05pODm14duV6K92kgyfrpeer5yQWXpkHCxbAy9NBm9bN+0vMEYMp7xfRh4dcZmZctNCeoQ/p10CQZc9u1oHbQFSnZFlSQGQrANqBCxU0c5JoBwBwSJH/7YV5KKRGkHJsgBVGQ0n4VQJaS34rbyudy54vzt7a28Nu//dvY2dnBl770JVSrVfT7fbUzIwAVIsid3PL5PF5++WV1nptUcLa3t/HkyRM0m03cuHEDL7zwAh49eoRer6d2kaR8kaHMupeGE2Sj0cBnP/tZvPbaa3jrrbdUH5dnNEkCKMw4CgO975nGSFDfT1JmhIXJuAxTnumdTMYqvw2vS0XZNvfZykrz2NTnPjmGdMNCT69fl3N/3HeOIwvTDG6mQ+K12WyiXC4rowg496T84z/+I54+fYoPfehD6HQ6ao0/t7unMs0dZ4fDIe7fv692CwSg0nHd7mg0UuGRPN9WyiLOlwyldF0XZ2dnandLfovRaISvfvWruHPnDq5du6aOU9KPQpG6U6fTUbuzApgy2vRvbCK2bXNa2H7hpxdF1cNM+S7aqDGVxzlB6qd+Y086SEzrFfmjk1EsY1mQ+pcuV8PKWKm/xzXYJGFnQyqMNtkYctKS7LYcDKaGlJOBdAXLsAsqM3peLFfPjwoWOxjTy239/YwsWVcpNPgs60ODUM9PPq//xAkNCdPpTIqKn1Gnfxv9/ziCJ+gZv/cIqnNQWtkn2P9044zfKCxb5Jdm0YpDkCJuq6s0ameZ1FYVclxKo0b+bGxs4OWXX8ZoNMLJyYk6V/GVV17BO++8M7U5CMkWniXZ6/VQLpfVDrc0snZ2dnDv3j2cnZ3h/v37KJVKuHbtGu7cuaNCuofDoWK+KRv0unueh/X1dbzxxhsYj8e4ffs2rl+/jnw+j+vXr+ODDz5QDKn+zvoEFue7zrMvzEu5iZNvHIVLT0uPhGl+iYNFK39BdWAflWSQ33vqc6rNuxa27VfB0I0KOS7lbqvUh9rtNp4+fYrJZKI8V91uFycnJ9jf31d6liQLer0ejo+PFTnFPsn1Ya1WC2tra+osW573xqMHJOkg21yPlnIcRx2JNJmcb2rGs3WZHyFlsOwLpk2ECNNa/3l/e5shFufZRcBWpjTATWPU7z11UkbPJy1ySfZNE9HmJy+kDmnTJ2eZC0xIhdEGPGcZpTUf9HGlIJegQqR3EFuj8rf+IwUEhYw01vS8THna6sdn+bxunMp8ZP2ixl8HwWao6fDrsLZ8w6SLgyTz0/uXTQjJCVH2Az/DLS2CKQziGrlXAZJEIplDL4lUjA4ODvDWW2/hZ3/2Z/HTP/3TGI1GeO2113BwcIC/+7u/m1o3wB8qTI8fP1Yhz+12W23s80M/9EP4kR/5EaW8XLt2De12G1/+8pdVaJJUekleARcXfR8fH+Nb3/oWfuVXfgW/9Eu/pLbObrfb+OIXv4hut3uBJffzaiSh+IQlEeISQItEUP3ku4YZS2l/3yiQ7y2VIX2utc2nYRVtP1l8WSHHKHUneS7beDxGpVLB/v4+vv/97+MHP/iBkjnVahUvv/yy2nVZ9lFuoEavGPA8HHw8HuPJkyd4+PCh2giEmya99NJLU6GPMiKA/8tt74Hz8LqdnR3cvHkTN2/eVB4e13Xx8ssvq3VRkvyWXj1pBMq+FoXUniei6FVx8jURqrrB7PecrZ50VgTpc0HGnKxH2vQIk+FmMt6CZItJdw/zjlH7QGqMNsJk9YadDG0dNqgBbY1myk+PyY8CUzm6h8800ML8PQuCFKew5YQZuFHqpJcfVM8wedr6gi1vfVEz04bZHCBqnRalmIY11DM8h9wWvt/vKw+sDB/p9Xr4y7/8S3z3u99VO585joObN2+q9W36ttC1Wg2tVkuFcx8dHSlDrNPpYDgcYnt7G47j4PHjx/j+97+PW7du4datWwCehzZJskuGmdNIZNjTX//1X+P4+BiVSkUZm++88w7efffdCyFEMhxbhqHrCKtMx3lWl3d+MmDZ/ThoTPnNQ1LplvBTkKK2+7LbB7ioFEUxyCRM/SCqwXZZPG2SaOFGInL3QMqn1157Ddvb21NrunZ3d9X6Nn2u45mynO+4bon/7+3tqU0vqtUqtre31dlpgHldD0Me5a6NlF8f/ehHUSqVptZ47e/vY29vT72fhIlglbIwjGyZVUdJ0uiKUp6tLWzyYp593RTWGERGxWn3eb6DzV6IamBG1avivFNqjDY/xTxocCXBAkdRHqLUy2/AmAywoHeZV8cNowz5GZazlh32/qyKh0nY6QOTv/V1i2HqbDI254m4E08aFLhVAXcUdZzzMJ5ms6mUmF6vp8KHXNfF/fv3cf/+fbUFMp9nuNJ4PEatVlNGINejcOdahgR5nod2u42TkxN85zvfAfB8xy4qZVS+5FoOHmzL+vX7fbXBSLFYxA9+8APcuXNnas0B86VRWa1WFUvf7/cvrKWNo2QnJcOikktBssqPHfXLL0w9w8gC0yQv11L7zTthFdO0wUTIBtXTpKDHgdzk67KAJA+PkOB45pmPXIPGM2FNYabyHC9e57IAGoOO4ygjrlAooFwuKwNNzpP8m/KE9eOBzZ7nGeu3ubmpDEhZN8pPRjbQ4NSPIYpC8LDOs8JUdhwjKWxd4tbZNn6ieI/0+zZdSj67anqGTqLzmh/CkkdBCFteaow2GzNpE+q6Im+6bzL+koafMpBEhw3zXkkgSKlI2lAj+D7LGNx+LLbNkxaktJqY5DD1iNuuaRWKy/qm84DjOGrb/g8++EBtrc+DTOU6MBp48iBoGb7EzT+4CcDDhw/VLpEyfIiHkTJP4CJT7Xme2mKZh8s+fPgQx8fHKJfLqFarU0oOGXduzww8X//CH96Xm6joR28sghDT2z/oeTneohAnUQm/sO+uj2mTMsDrVHL1tLp3M2g+m8XIXDT0ecWkVNrkbxToeoK+scKqw/M8tQ52Y2MD5XJZyQd5CDLTyuNyeI+ygOOcni6ebytBD77cRZB58JvJNfs0IGk08pDu4XB4YWkB+7z0lsk1djTmuL5Onm1r+p5JGGxxSYW0w0+vDpKf0jiLQmKtClGiy+4oMn8WhCEagBQZbTbEFd5xlWCTtRvWeEyi/KDnZ32vuHnOi7GdlXWPa/SZWCI/BU7vD/qPX95x6hMFSTE9pnxXbTKaBwqFAnZ2dlAoFPCtb31LLbyvVqtKsWi1WmqdhjSUCCoolUoFjUZDbUBy69YtdY/sda1WUwoWz0ECppUaKivMb3d3F67r4pvf/Cby+TzW1tbQaDQAnPcHeaTHcDicWsBPYzCfz6NWq2F9fR1bW1s4PDxEs9lUSpwpRDLK+A1j8Jk8T37eJtNzy/AuBTHZtnfgd6Y3w3QvSNmRhk9YGZYWJGEgB+XP9+YmFzzOJ43tERWTyUSFKO7v72M0Gk1ti08PnO7FlaCs4rPcxXZ7e3tKTnAbd3n0ESEVePkMiR/Wz/POjwHo9/uqfjzsWa+fTnxxF8put4tqtap2dmb58ncQTHOb37NRddA48iAqonjP4pZnIjl0oy1IBzYZgkFttwwZrtdhFkTVnSQIdMIAACAASURBVKg30JPt9/6pN9qA+SmlJgQxfvPyOJnKstVvVq+MTcEJq1CFZQTC1idM2WHqFKVMGwtOyDUm+oRA5ZkCTc9v0QJnnt7KKPkuW9DOC67rotFooNls4l/+5V+wv7+P3d1dxRzT00XG27Y5TaFQwNraGra3t1GpVNBsNvHuu+9ia2sL+/v76j6PnJDnLwHTXjsA6lDZnZ0drK+vo9Pp4ObNm9ja2sL169exubmJcrmszh2U5xuZwsSKxaLaAdNxztfQHR4eqnBM04YkQREN+vgMMiyYRr+ml+mXJuhe0HwShwwKKsvkUZCHafPcKhrv/O5htrcPO+6uOgnjOA5OTk7U5grL3GI8KYzHY/R6PbWrbKvVmjoUWfdqUWHWvW1cC0s5USqVsLe3h263q8K1eRYuQxpNepEEt+bv9XooFovY3d1Ft9tFs9lEt9tV9WMoufSmybrJ9zw+PsZkMkG9Xp8izaJ4fWz1TXp8mPJLco7UZWZSxpr0chKMJuG3CkME2fRNG9k9S51XHZ7noVwuT+2qa0NqjLYkJsgkyjENBNskbpuU4yDI+EjKQApjmIUxyJJiQWXdTPXwezaOd82mROl5SWaJk4s8q0YqUlHbYh5Mkvy+SU08V1nBk8jn8zg+Pka73cbDhw9xdHSE4XCojLXNzU2l1NC4kaAXiyGLAHBwcIB2u4379+/j+PgYnucpr9na2poKkZRr3WR+PCeQ68+Ojo7w5MkT3L59G48ePcJkMlFhmDs7OxgOhyo/fTMl5ler1bC1tQUAuHXrFh4+fIiDgwPkcjl0Oh0AFzdOCgvXdZWSJaFP4FyfJ9fRsZ4Ed7rjgbCyz9PglWtp+I4yb95j3rrCKMtiSKoc8wzbkgetsywaXbKNpKJDEmB7exs7OzuoVCrqXC16TSqVytSue7K94si9qwzZZtJwkZ7NVYXneUoG0Pv/9OlTdRQIz4I1HWjM/sixxp1w6/U6XNfF2tqaCo+k/JCbHMnzamWezI9hkdVqFbVaDRsbG6jX66rM4XCozoi01Y/jiB5AANje3kaj0VARCbN+x8lkomSJCdKwlaGbtrzkMzqxK71W8p4kicOQCVL2yLKC8gry2k8mE9XW3AiL35OkEkP3wxx5pBtnkvCOQ7ivikEXVubKd5JyaiWMtqSMHlt+QexumDxN+YfptGHY3SDM08On5xvE6sZldKI+N0/D0dYf+CPDQRiGUSgUlELoOI5iMZcZq23zUKRBUVsVARuEfr+P27dv4/3330etVsPZ2RmePn2Kj3/841hbW0O1WlUGl80oAc6N/8PDQ5ydneHo6Ajvv/8+SqUSDg4OcHJygldffVUdelutVtW6OWB67HAiHg6HOD09RbPZxNHREW7fvo1yuaz+/8QnPqHWuVQqFdRqNascYX++f/8+Dg4O8OTJE3zve99TEzZZdtOZR2FQrVaVwkYlTa61I+i5bLfbU4aVVD5qtRqGwyGazeYUmeY4jlI2uV05341G1vb2Nnq9Htrt9oVxwm/FvEajEdbW1lAoFFSIF9O5rot6vY5OpzOl8OVyOTQaDRWiJjdNoFwpFArY2trCyy+/jNdff1297+npKXq9nupP7XbbV5n0g00ZuKowkXV6CPMqIp/Pqw08OFeVy2UcHR2h1+upsyFt/YjtkcvllMyhgTUajVCr1VAul3F8fIx+v6+IH7n2zQRuhETiaGNjA+PxWBFXT548Qa/XU/nQYGSdTPJpfX1dyRHuqCvDNKP0cTkmeO4cgCmyRc+PdZVr6ZgXf9Ogodxmnvzd7/enwjr53GQyQbfbVWv1TJCym7sVe56n0vM+6ykPV+dz3JhKGlz67sPdbhfHx8d49OiR8oRyzTS/FfBcpum6o4wIYd78TtzwKs766MuiT4SBn+Ee2mhzHCcP4GsA7nue90uO42wB+H8AvAzgDoD/wfO842dp/wDA7wAYA/ifPc/7/4Lyj2Nth/WYxS3L9Mwsz85Sh3l2WMdxpoQMcLHTcOCR+ZVGq9xmWH4bnfmRCpG+EQKfYdmO40zlJyG3Mre1i6yXybPAesnrANRGEa7rwnVdNclUq1UlpBqNhmIewxpskp1L8lvqY2CZytqymLB5y6Zut4t3330XAJTxMhwO8dZbb2Frawubm5tq0b6JffS887VJDDU6Pj7G0dERJpOJmnCbzSbOzs5UqGOtVlNbbEs2m32X+TWbTZyenuLo6Aie56mJvN/v4/T0FLu7u7714yQ7HA7R7XZxenqK4+NjHBwcKKOJBo40WqL2LSk32B5ygid7D5wrUWxnqVjw3Wn4cHzrfU4/uoDljMfjC2fR6QqE9CIUi0VUKhUVyiXDFlmOZNapcFH5IaMsFRbg+U59ruuiWCwq5UonApMgpa6SohMGsj0WYbTNWza5rovd3V0Az+dFevU7nQ663S4Gg8HUNv8Ssn9yY6VyuTxlDNEQZH70/nPMmCIL2LeZH+dr1u+ll15Cu91W3hyZn56X4zhTGz9Vq9Wp3SyftR2AeHOe7i3U9RD5jtxRU39egu+o50vDVBp90vNLyDV+Oukv5Q8AJT9kyDzz5s6ffG4ymVwwCqVHTr636X++u+d5U4YfIxgYlSA9p6xfoVBAv9+f2t00Ktm9Sp62KDB5v/36cBRP278HcBMAj6f/fQB/63neHzmO8/vP/v89x3F+GMCvA/hXAG4A+ILjOB/3PC8xCakrpvq9NMLkEQlKH2byTkIxr1ar2NrauiCApfu+WCwqwc1FxM6zUKC1tTUMBgMV+w5ATRwALhwCXCgUUK/Xkc/npxhxCgru1NdsNqcUKj5fr9dRqVRwcnKimBvJyHN74I2NDZydnWEwGEwJoPX1dRVvLw1Jx3Gwv7+ParWK8XiM7e1tFdJRKBTU1uzlcll52NK8I1Jax8IcMFfZJLfZPz09RS6XU2vYHj16hEePHk1NYvoaC+m5leMAAI6OjpDP51GtVjEajfDgwQOVn5w8JdkAPN/+n3XjPdavWq2i2+3izp07uHv3rppYTaE0Mj+uy6PhIT1euoEUZQKl3DBNUPoY5DWbbJdHFejMuClsUZZ5fHys3tcmX/U2l4cBy7qwDlLxkQcK63Vi2mKxqGTo6ekp6vW6UuQYMsZ3oyFrGsuXVYlZFBYku+cqm+QOkOVyWRFK9PjW6/ULXg2ddJF9l/cd53zTJIYO2vLT89UVfalDMJxxMBjAdV3lIZTj2NSfTUYQDUNp/MSd74rF4gVDTJZt0jV5nWHfelvobeu6rlpnKGVLqVRSnlDKDHmEiymcncQQw0VlWbynb2DFHxq/JK90Mp3RQzxzj+noJWWkAnW2Wq2mNoWhHGNIbKVSUW0rQyzjhthfBejEnQmhjDbHcV4E8IsA/hDA//Ls8q8C+NSzv/8jgL8H8HvPrv8nz/P6AG47jnMLwL8G8M8R629EkNKQdEeYRfG11SVsHcOkS0oxJxtCVk6y1XTrSxZaKqJk93VPWrFYVEqgKbZaKqZ8Fxp1Mh9dGEpFyOTZYNnMX6bJ5XKK7aGxx/uO4yhWkedvyYlBbqWcJoMoTcTFohXJRcmmVqulvvtwOFSsIb2yco2H3ielYURvNUOX+D/DZuTObCbDjWNB7iJJrxvJCXrceG6T7N9yvAHPSQ5JQDAckmOX5c3ivZHetbh5rALY/iYDj9DDi7rdrto1lOh2u0qOSVJKwqbkmuqTYfFYlGyiR55GPr26cqMbOb5144P9i/M05zzO0TI/PfTNZPhyziY4F5MoISkq62cihVg/fSzp4X1h1oCZoBuZUedNepw4RvV1r/r45HfSjWa53pb/0/gxEVvS26cbdKVSydepwQgi6nf6O1PnIYnHb8+5iqGf8mgGzinUIdmP5Fwj55E06U6riLCetv8dwP8KoCGu7Xue9xAAPM976DjO3rPrLwD4skh379k1XyThMZoHTOyKhKnOi5okdVYnahvy+Xa7jQcPHhhjjeXfNKb0NKenp2pASib/5OREhV4RrN/Z2ZlilnXBw7UqMs5dvmuz2VQGpmnSoGA7PT1VDJZkw9vt9tTiY6nQ9no9pUCxPRqNhorppiLMBdm6EmxqX/n3vPrGMpWzJSuFc5dNNGKA6fj/Xq+n+oHuYdPHoVScZJ/lJOY4DjqdDjqdzlS/suXHZ3VlTIb+dbtdtX23np9eN9044zfVvVlB39okH01y6TIZE6Z3k3+b7lNJkwv65eYrMk0chZIweUGuCvT50XZ/jpi7bOJcB0D9pgfIdd0pg0jC1B/0fmbLT+Zl80KZjKEo9TNB9zrLcpLo2/o7mO7rcmswGODs7Exdt72HXPKhXwemNzCh7KY81tMzjR4Gnsvl1Dwlr8u8Sb5T1uigvtbv99FsNtW6w9FohHw+j7OzM3iep9bsyjB1hq3L8E4uAWCdZZi4bV7LMKOnzXGcXwLwxPO8rzuO86kw5RmuXZCOjuP8LoDfnUpkEaJp+bCL8OzNglkmdgoJv/ehQFgE5vHNmWe73b5wnUK33W6jVCqpUC4yTgyLBKCMSj+Dza8OujGX1LteJkU4DOYlm57lreQT+4EMhQOm1zzY2l4aRLoxZPMgS0XGZLRJVlqm1UMF5XO8J73atvqZ8mPaWSHbKQ6zLfOZN2YZm35Gqq5sSkVMb5sgGRM05q+aTJDwIzPn3SaLkk1ra2tGb1TQXC7T6zIhKD8Z8uhHWNhIJ/ld+L/MU4c0/PxIrDiwjXFb2+nXPc+bOhNv1aDXeTJ5fvRDv99Hv99XBtlkMpkyJrmBCyNQaNjpm7DQSKfRKAnODNERxtP23wL4FcdxfgFAGcCa4zj/F4DHjuNcf8YWXQfw5Fn6ewBeEs+/COCBnqnneX8M4I8BIJfL+fb2uJN8hmmEMYpXdZKP0zd0lo6TAbcN5yJaTihkiBjKJtcIhUGYiSDKe3DCMU2I80SK+sdcZBMwLZ/y+bxnYpe5PgEwKzp6ev7tR/5Iz5spL9tztt96Hn7Kq+3ZKN/bJD9s16Lmv2j5H7Y8v3Q2b4BUXPRvwDA3fUMAE8K0nZ/xctkhCRXdWJizHFuIbLpx44ZnkhX6u8r1ahJ+RpfpuswvqP2C8rbVMWx+QdfDIu64sLVliubHmWEKzQ4iA+QyGo49GWUiowckERAVi5RnaZKdgS3led4feJ73oud5L+N8oewXPc/7LIDPA/itZ8l+C8B/efb35wH8uuM4JcdxXgHwMQD/NYnKmpSfIEbpsiHJd52XEJwVkk0L+xMnT/2+7TmuMQKgvBU6Q+6Xh8xL76+zGFzL+k7L7h/EomWTLnNMBpBUCE3/++Xnl5ffc3HKCkrvdz0OFk0sxEWSYzCqXDJdn6V8ias0R0pI2SzH7bz74DL0Jj9CRqZJyltlej7q/Bq2HL+yrmrfNmEe31U6TfwMU9s3kgZZXP3NVOYi55E0zVmznNP2RwD+1HGc3wHwAYB/AwCe533bcZw/BfAugBGAf+sluHOkrbOkyRImkq6TbrQmwaBKoaf/bavDMtrZTzhHYcRN9febEAhd0dXXB5kMt2xCWRoSl022ceHn2ZIsv7wWVEaYyclvHJrIAb2MoGvLQpD8WVT5QdCNgHkgSeNiEfVNO1Ly3nPTm/SxM4/3TdIYmyWPNJBANnk+S32Sys9vztBJ4yCZEJXktulOsyLTp84RyWjzPO/vcb7bETzPewrg05Z0f4jzHZMWgkVNRFEMJamARa2b/ozJMxNFaEXp6EEDI23KVFQ22o/R1llY/jYdOxCUp987XAbhk7Z3WJZsCprs9DR+TGWcvKPcDzOGZv2mtuf9CCdbupQo2UbY3kdPMwuZ5ld2lH4UJs/LjmWSAYuWTWHH0Koa8Ms00oCL7ZvkPDjPd5PzUVJyNiqxFMfDlmEas3jarhR0FtzW8ZNw4do8P8xfV7JM7H82IM4RVaD4XZvV+J0HM7dMpM1wmxfCeiiieGnCtF3Q/bD9Jox3LymY3ks3cEy/9fSr0rf8jKcwXlZ5TYZae579XLxVlRcmLHquWqW+FRZx5/9V6UeLMGSC7kclstPev8LqqzZDNTO6lodLY7T5CSoTMxnXmLIpG/MapKby9Ikn6N3D5B8mfRIGadJIctIP68YPCj8JEvBpF+hRcNnexw9+BneUfpMUUxtEAMStU5IwGR22//U6BeWXFvlD6MRaUJuadgd1nOc7iHLXNnlkSYZ48Ju7LxsuWz9ZBlnhFz0TZmwvc16cRabrbS11olkMt8s+5haJS2O0+SFKKGGYPKIgSNHj4A4TXhNGAYqitMVRqKKmiQpb/ZelyAWx47Y0Ga4Gonz7oL6UxEQf9fmk+64tPznxhxk/85I/YbwSsyqJUerFc5F4JhsVIRp0pgN29XdZZflz2QyMDPPDvIkLW94mncQmM8LktyjY6m2ac0x1leeFyrNAJcEUZLj5ydJVllvLxKUy2mzKe1TXti3PpKAPIBtDG1eJi/rcrMab6T2iIujZKPUIW55fWfIbmM6b4UHi+lbwyxbUy8BV8rbNE1ehDW3eRiJoDCVl1IaZH6JGFoSJUuBYkUoQcH7wcKlUUltiTyaTqUNwV71v+HkhFyU/Mjm12pj33OpHntvS++U1D8xK1Nj0Oz95LI87KpVKahzp2/ZTb9L1J708E3FHeZchGJfKaJMI26lN7mD+P28BHydcI6heUd87qD5RwgBmaa+4zwYpfKbvGza8genH47E6k4v/k4HSlap5K51pxWVXiMIq8Lb+Zrq3TCzyW3meh1KphHq9jtFohPF4DNd11WH1fl64oOvyb1MfnEUezvKczSOWy+VQKpWwtraGnZ0dbG5uol6vo1KpIJ/Po9lsYjKZoFwuYzweYzgcGg8dTkMfCougSJdF9sVVarcM05gXKToej9Hv96fmdBopwPz6TBL5hokcCAvqNv1+H+12G91uF8PhUMkgHpo9Go3UWWy2+vA3z2bTy2A0gU22LwurQLxfWqMtKtLScYIMpnnVUw6eMGWENVL09H6IM1iCXP28FsUTyLUko9EIg8FAseClUgm9Xg/j8flOzLpw19/FVM5lNm4u87vpCHrPqN5rvzCVWeqRBjiOg83NTdRqNbRaLXieh93dXXz4wx9GsVicGkOmdgsja8KSMVHrHdXbxrrI58kgU3kpFArY2NjAtWvXsLW1Bdd10e/3cXJygk6ng0ajAdd10Wq1lIITtuy0wS/kbJl9dxXGTYZpJN3/2Qc7nQ4Gg4HyIrXbbZycnEyNvbCwyfYkoMu4qASIX3qpG3W7XbRaLXS7XUwmE+TzeVQqFSWnJpMJisWiOrtWgoYYyWwadvl8forc1o25NGBVZEJmtFmwKh/QhCgTIpUKMr068xFGOY0qPKK0bVjDVYYtSuEm60Z2SA83kmGPbItarYZqtYp6vY5arYZGo4F8Po+zszPUajX0+/0pFjwsw7/K/SoMlq2MrSrCEiar1L7ynXq9Hmq1mproJ5MJTk9PQys0prFM6HmYjBxTOTZvWJBipIN18SOFbPckqURZou8aSYSpU9r6h1/0wzKxigawH2YNm9PzSuobhc1rWf3WcRy4rjs1lzuOg2KxGDqPYrFojDgKqwPY0s1q1ISZU3SCiVFE+XxeyTWut3VdF4VCQRlj9Ezyfi6XU+mKxSKKxaIiu3O5HAaDAVzXVQZbGuSAxKrIhMxou4SIOhjq9Tpee+01bG1tYTweXxhUfsInzjoP/ZpJOOnrxWyQgqXdbuPu3bsYDodqBzapwFWrVaytreHk5AT9fl9dl0ZbPp/H7u4u3njjDVy/fh2VSgUAMBgMcHR0hHK5jGq1isFgoDxuGaaRNsUxCaQlbGJV2/Xk5ATtdhvA+Ts8fvw4Uj+xGWZJp40DP28Sf8u/i8UiGo0GdnZ2sL29jXq9jnK5jGKxiMFggHa7rYglMtUyjyCPI9Onpa+kpR5EWsZyUtBJhijtbSI3Tf/HqZPp77DPyHLn9a34nhx7RL1ex/b2tvUZiVKphL29PZTLZUW8+OlNsxLWUfKJIlsHgwFOTk4wHA7R7/fR6XTQ7XYxGAzURknr6+twHAf9fl/Jo2q1imq1imKxqDxy165dU9EC0ptJg44evCh1jJr2MiMz2lYUSU7Kkum1sSC6ANUVEdtEGEd4A3YmXS+fP4VCQXkNJUskn6Grnz9EPp+fMtrK5TI2Njawvb2NUqmE4XCIZrM5lV/SE8llUyQyPIefN/qy9SOTAsnfg8EgNBu9LET1DAS1tS4raLRx4T0VJnr1STb1ej3kcjml+ERFkPy+yriMbRDH02YLu7X9v+ixOu/vJPOX+kAU73+hUFCeJnqqkkbYDTrC1NukS+VyOXS7XfT7ffU+vE4vJN8rl8sp+UUZJn+4VrlarSKfz09tYhK2jhn8kRltK4okBWiz2cQ777yjwiODygmjqARdC/O/rhT5hUExfb/ft8aiFwoFtFotDIdDJUh0T1uhUMBoNEKv18Pu7i7W19dRqVQUC97pdJQX0LQQNwiO41zwIC5yMlyU8pYmpn/ZMHlI5tk2UTzgYY2PWWEieJZtYNoQxTOg93PTe+lKF5WbYrGoQo6A8wX+o9Foaic1nYCKirS2cYb5wOatkveiyp4oHptlyPy4fdwkj8O+A9P0ej08fPhQkS1JIo6eFScNMRqNMBwO0ev10O12laeN0Vfj8RilUkmtVxuPxyoscjQaqdDJ4XCIarWq9CbuhjsYDKxEQRhkOsU5MqPtEsEvfCbI1d7tdpXHbRmMmp8xEVYohxEIfoYfcK5Q9ft9DAYD9Ho9tFot1Ot11Ot1tXvS2dmZ8uhFUfD82nVRihXr4TeZZ0reRcRtEz1E13R/lvx1xAlFmuf3NvV73bCZp7xZRF82yZQwJJS8R+OMEQ/0wlHGxPXuL+o7rxouo/JnIw9mNdz9SKcwinSU8uPU1a9OYcgrmSbqkg/P8zAcDi9cTxvCylsaXQyLJMHNH+D5JiKj0Qj9fl+FlnJjNv4Mh0OUSiWUy2VFTNmWpWQIj8xou0SIy57rE7sulEzpkkYUQysozazpGXtdKpXguq7yqDFEYDQaKZbcz9sW1QBeFivOcm1lx6lXmiewRcLWbn4GnN9zqwyb8rfId42iPEZJ71eOyWh3nOfnP7I8stn6/VmIrFmfSQPmUe9VbAcbbMRQXK9GmKUOtvzDPOeHJIzLqPnY1vBFIb6ZPq3zXlxPpHxeN7RM70oymyQU20RushSV8M4wjcxouwSIwizpz/gx4VHySxpxPVNxjD9bG1BxYsw6QWHEOO4o9bG1uW4oL8JAjhIGkmG+uMzt7DeWTcqSX5pFYRZjzRZSbiJHKENsSmMcOWerx6oqSata70VCrhH1+/a2+6Z85HN+acOQxHH0iVnCHqOW5ZfPvNIvC366nw65lCOqQa7rSPq1qzCu56HLZUbbisMmMGdht9LCyEb1mEV51tReJk+H3JxFV7ziKk76YZMSs7Z9lAkrqTS2OlwmxFVKooT22kJYbIxvGsaoCUGkgJ9hM886RVFEbXmELcvvt37NJEtmNRoXSQJlSBf8jPUgEjFIodeJh7CyPk7/m2UMLAJ+ZHfaEbWNouqTsn/o8sckD9OAVfHoZ0bbAjGPQR01DDJM+VEFcliEZdyTKMev/CgGnWSJ5MQ2y+YA8xbuSbVlpuxdhKlNpJIzyzqSIMU9SvjkMr+dn6fJ9v+i4NemprRhGemkEOQdi/tNs7F8eWHz0toQJEekUh3kTUurAh4VV3V8LFrGpbmNk6zbPPtTfM0zQ2QkMSh0xiLKYJuXQqAjDLMsr6dpIOsGmzTQ5FEIst5+B/3q0FnwWeDnrVgm45em7zkv8DsGsdLyd5Q8/a6FycPv73nD9P39woEXAVubAPb+qqeT3yJMe5qet4FyRmeoTX0hqof8KozHqw6/cEeT19U29+v9Tqa9zP0oKU/gPPUZv28hPfYmHStq/hI2WReG/Nb7lamcy9yv5oHM07Yi0FmvJBCkdMRlX0xKyiLDoWxMoqxXnLJNcdi6x82Wt59SPwtM3gspKGdp41mfXZVQkbCwKd9hPEhhvWQ2ozusMW5KF1ZuLIpt9lMwiXnXI0g2xclHIsoY1BUx9iGSREmTfRkuH2xKcBRiNozXZZZIgssIW1v5EUFhvKBh5oiwckX/20+ehLmnG49B9fG7f1n70DzfKzPaVgR+bG2QEAjbgZJSZMIibBm6wAlSbG1lRAkjoTFmSjdvr0VYJdukGOqKX4bFIopRZVOSwpAetn4ZpW5+ypfN+A8jT4KMsjAERtIE1bwQ5KXTZZXpPeU5SPrCfZ6HFGUsZ2P/6iLKXK+njUMwLBNJGY5xvD4mvSLMmItiaM0LYYhFgmfSyjQ2j1lQmTZksioaMqNtiUhKMfHLJ0zeQcZa1EEVR2mIMqjDMPVx6iRDQyioHGc6bMlxHLUxiUwXBlEVr1nSZkxoOhE0vuL2YZtBFqYuJqNMGnSzevk5pvyYfJsBuch+rJc1i4EKmKMj+JuGGDc4cl0X1WoV+XwerVZLPcd0UlnyPG+mNbUZMpiwSvOFSXbFQVR5E0f3MKVJ85wt60AyaTgcYjweqzPZwuqJpvaVm7plBlt0ZEbbEpEUI2oaAFHYH8KPCZdpZlFkknzGBl1ZmsWA9LzzwzMLhYI6/FYy4jTgTIjzTkkK7bRMAhnMiNo/ohAqSckV099RwHoUi0WUy2UjOyvHaC6XmzqIdTweX3iGY7Hf76vnqAjwjMXBYDDloSL5UiqV1CGwpnrq41pvx0KhoLxfer3y+XygIuK6LgqFAhqNBhqNBtbX17G+vo5qtYpcLod2u43JZIJKpYLJZILhcGj97tnYzhAGpr6SBo/PLEgyRJNGiQmSZJI/8gggOT4pM3h+q8kA4hlmejmj0eiCp13mwbxtxwzxDDTbe8hnTG1Hj3+/30ev10Ov10O/38dgMAAAVCoVAMBwOFRHIfmBBppOCkqjzfRMUPTCVUdmtC0ZK+CmoAAAIABJREFUSQidIAYnbB5hmY+0Dx6T58ImDHRvglTYBoMBhsMhXNcFcK545vN5ZaRRyIWB7rGYN9I+6WZIF/wMwln7kuM4qNfrymCi4aKXRcMql8uhXC6j1WopRUYqaaVSCblcDqenp1MKjeM4yOfzWF9fR6vVumDw5PN5bG9vK4VE1o95V6tVFAoFtNttjEajKbnhOA7W19dxeno6VS+WWyqVUCgUlLGpG4a5XA6NRgP9fh+1Wg0bGxvY3NzExsYGGo0GhsMhTk5OUK/XUSwW0el01GHbaZe5GdKLyzoXJKU7DQYDNZ7lnG7yvJNIKZVKxtDn0WiEyWSCcrl8oSwaRNQj9Hp0Oh3k83mrN2s4HGIymcB1XfW8NCp7vR7K5bIil031KhQKSmbp79bv95HP5zEcDtHr9dDtdtHtdjEYDOA4DorFopJtlOG6zigjlSShTUNV1slEimUIRma0XSJE8a7JwZPP51GtVo0eOxnaxDLCDrSgdFG9gGFjsf3q6BfqRaa+UqmgWq2iVquhVqspVpzpq9WqEvRUzOJ61ZIwuDNkiIsgxlOXBXG87PRO01AzyRh90w3JGOvECJWGfD4/ZdSQdDHVk2UA5wqELutoeNGTRoON9aBRVqvVMBqN0O12p+rFZ+jpY73IfheLRVQqFRQKBXS7XVWmfFdZR5NMi4pFkkQZMqwapE7D8Wq6r3u2pHzJ5XJwXVeNNcoBadQRlCeFQuECaQU8lxXMj8/wHutQLBYveP+k55/yTaJQKGA0Gqn7TEPv32g0Qj6fV8am67pwXVfJQUlKsY6Ul5R5/J/Puq6LUqmkSLZutwvXda1RDLKNM9iRGW2XAEHxwUFGzM7ODt544w0Ui0UMBoMpxWE0GqHT6aBYLKJUKqnrYTFL+NY8FA6+mymMgExUvV7H3t4ednd3UavVkMvlMBgMcHh4qMK8+v3+BSY9Q4ZVgzRaTMyyXzhNlDLOzs7Q6XSmyjTVg3V5+vSpVab5hSY7joOjoyNjaI7jODg9PQWAC89S4ZEh0JKN5r179+6p+7rRJ9NLhYqhRPIIEbLXwDmDXq/X1Tdot9tKeQoKQZL192vTDBkyTEN67qWhZILUoarVqrper9dx7do1RSDp4X+DwQCFQkGFTvOeqSwajiYvmPxtuyfz1kl2PeJIl1NS5+v3+2i32+h0Ouh0OspLV61WUalUVHgkIyhqtZoy2orFoiK8i8WiktPdblcZdDrhZfomQd/gKiM1RtssSkGGaZjc9jbo7mx5nXnp7vww3ynJmHn9HDQpkPzyktf9ypPnsOXzedTrdWxubmJrawuVSkWxTTKEC5jeECCOByLMcxkyLAImWRF2/PhByiKGK85j4rVN6MuY6E0efCmrisUiXNdFp9NBs9kEAIxGI1QqlalQJypBYdo+U2YyZIgHm3fKDzIiQOoEcl2Z53nKcAmzcZDJ+xYXtvL83lFGRMiQby4TKRQKKJfLKJfLykDl/9JoK5fLKqoAwFSY+Sz6TibjzpEaow1YvGJ7GQxFm+ESpYMfHBzgzTffnIo5Dlt2HBe3SamJmzZKWTZlSr4HwyO3traws7ODRqOh1uP0ej10Oh2VXgrGoHaTnoxM+GRIE0x90xS6GyQv/fq1aRzGDSmWz/rlG0TqSISpi0nGhpFdeh2l542/J5MJRqORWrdC2SLXza3qXHUZ5tkMq4U4fc5Pl7FFB7TbbXzwwQczzeu63I3yXNRydOh1Ho1GSs/pdrvo9/tKNrmui0qlokj+4XCIjY0NtQaXoZLlchnVahXlclmFVI7H46noglWXactEqow2E0yKhEmhSCLvVYRsj7iK0WQyQbvdDuWZWxb0kIBZv5fNW8e47n6/j+FwiHa7rda0cYFwq9WC4ziBIRWsq6nsNLZxhtVG2DHv54m3yVv5nF++YcmLMIhC5oS9t6hnTASRac6SRhyv0ePP66YQST8ZOG/ZElX+hpWRqzoHZ0gP/MK9belNaXR9w+957q64inO6rDM9bbrRNhqN1Hb/MipLbtJWLpeVrGL64XCIwWCgvG6O46i2ysZ6fKTeaNM7lX7tqn18k9ITJw7YpJCl2WiTSMpg499SiXUcZ2oxrYzL5ho2sk5RQipk26a9fTOkHzY5EDcfm0c6LptrMwRtZSYBm6Klj+8g2DzitmtR6iVBY0zutKava5FnRIZFXFJoFg/oLLhqc3iGxWCWfhU0BsLIs3mPoyjvF5bIM13Xf3TIiCMabvxh9BaX3jCKIGo4aobnSL3RBvhPQrNO/qvWcWzKiB+iTuJJT95hy48SxmTyvEVhbHU3vSnmmrHoNOCYRhdMQWVmRlqGpGEzHsL0NdnXJZmQlCxMQ3+f5d3CeBbDehXDlGFj+uMYz7OQQkl4QOOUuWpzcIb0Im5fiiMjZhn/i4bUcfwiK2zP+t2X0PPW1/NJIsrPwykNvQzTWAmjDZiv4baKiDqh+7WfiSlKuk1nYaRZH1saP6HiJ5T0NpTpJBMkFSHu0ERhFOW9ZJumQbHNcHmQxHqKVZejQWFM/L2sd/STP0C4+odNHxVxvXNJlJshw7KRZPROWud2k54UJA95z7ThmolYCtLhgrx2GYKxEkbbLIPgssbLJ7WuS48Bl/f08vRnF4kkvalhBY3OhsuzUkzP2fJKqxDPcHWgj2857m3hPfNCGONknnVJYjyGCdVPkgizybCkZEsmoy4XVp2AWQXYiI40tvss0Vi6sRf0ftKbZirfpCfpu10yD/1YlkxOrYjRJmEyNEyu3zQOnGVjlk6/iPbUPVK2tSWz5h+URgoVk/AxpcmQIa0ImoyT8kL5RUKYfsfJa5mwyScizBo4fW2rzeiT9/zaIlNkMpiQ6T/hEOT9tsFPz0zjeLTVUyewpUfNND+Y8sv62mKxckYbYPcCBU2ilw2XhU2zCU7997K/57LLz5DBD35Gggk2+TEPuRLVUAvy/C8DJk/lrJ42G+vseec7ufGA8CCDOOz1DBnShFUlHYI8U0FE2SKRZPtmIY7LRygXgeM4G47j/GfHcd5zHOem4zj/jeM4W47j/I3jON979ntTpP8Dx3FuOY7zHcdxfi7JCvuxk7YJ8bJ1LPleSS081/82/cwLYfL3UyTD1i1sOfK37p6X+ZjShKlDhuSQJtm0bJg8PXHkX5LyUpcr0giRuybK63o6U9pZfmzyLYmfsGXI9uAW2Z7nqbW0TDcajYyGmx/TnyE9yOSTP9IyH0o5qRslNiPFT74GPbtI2OoR5C2j500eFm7Kc17Q9aq09JVlI2xc138A8P96nvdDAN4AcBPA7wP4W8/zPgbgb5/9D8dxfhjArwP4VwD+ewD/h+M4Fw+aSQjS8r8qH9WknPF6ELMedD3o+TCKSBS2P2z+pnqayg1jcAalkX9TieKPZMHDGrM2z3CGRJBa2ZR2LENm+ik9QcpSUj/zgiSWbPKQ92nc8ZrruqhWq+pMI0IabRlWEisjn7I+dg6bThDmWph7y4JJj9LvAZgy0ngMCc9c45EkJJj8yiFMTga9bUzEd7bsxIzA8EjHcdYA/HcA/kcA8DxvAGDgOM6vAvjUs2T/EcDfA/g9AL8K4D95ntcHcNtxnFsA/jWAf06q0kEMwWWGyZtouxcVQcZbUP5+TLBUaGxpotTPLx+TkmR7H13R0hW78XiswpRkeVKghYVfXTJERxplU4g6z/X7y/xt5Zhkhml8zlK2jmq1is3Nzal6ycmb5/eEHSOz3vdLE4XECoLeprlcDqVSCVtbW9jd3cXGxgaq1ao6nLbZbGIymaBYLKoDbBe19fVVIj4XgVWUT1cJHJvD4RDdbnfqmvxbl6k2GWUj0/3KjlvnWfOzGW6j0Qjdbhftdhu9Xg/D4VDJoGKxCMdxMBqNFIFtqodJz5PXggj1q6bTR0WYNW0fAXAA4P90HOcNAF8H8O8B7Hue9xAAPM976DjO3rP0LwD4snj+3rNricE2OK7Cxw5joOjpw0zGQcxQ3AldF3J+xlvY/Gz/BzFItv6hG2Q0xkajkXo+l8uhUCggn88r5tsWumSCbL9FKkeXXAimTjYFYd7fPWr+NqIlKqFiKluOnVdeeQWvvfaaGjeSsSWLWyqVpsIDdYSVG3EIpyQQVG/KChpt165dw9raGnK5HIbDIQ4PD+E4Dmq1GvL5PLrdLobDYaJ1ybBQrJR8WtV5YpY5zvM8HB8f4+DgAMDFjcc450uZZcvHrz7LbluT4SR/09ii0dZqtdDr9ZRHrVarwfM8DAYDTCYTuK5rfCdTGLrjOFPn2VLfmoUQW4Rek1bdKYzRVgDw4wD+ned5X3Ec5z/gmTvfAtNbXvgCjuP8LoDfDVVLW0EpbNBlIAyjY5vEOSir1eqFLVZ197UUWja2KZ/PI5fLXfBOmfLM5XJKIOoDhEyO53mqXN04j+q5MrWTiQkvFosol8uoVCpoNBpYW1tDtVpV9azVauj3+8po098vTZ7gZZc/Z8xFNgHJyKe0IYpHO0jpjzKhTSYTnJyc4NGjR8jn8yq0mPnw/263OxVykxSrbAuzsY1Tm5wJqgfLodfQdB2Ako0khgqFgnX9RpAsSdIwy4y8xDF33Wl9fT2Jeq40ZpnjHMdBuVxGrVZT1/TDoB3HQaFQUONDjtVcLqcMGJvnSH/GdJ950ajR87GFD8q0NiNKf19T+bxOUppk0WQyQT6fR6FQgOu6cF0XnuehUChMXXNdVxHbvF4sFlGpVFAsFlU5rutObbBkg2n+WTQRlVbdKYzRdg/APc/zvvLs//+Mc8Hz2HGc68+YousAnoj0L4nnXwTwQM/U87w/BvDHAJDL5WJ9ibRawvOC7rFKKs+9vT288cYbKBQKyjCRwqbZbOLRo0fo9/sX6qL/XavVUC6XcXJygtFodKE8qawVCgWsr6+j2WxOMco02Or1OkajETqdzlQ5FKL7+/tYW1ubqq/N82YLCZPMWrfbxcHBARzHwc7ODq5du4YbN27ghRdeQL/fx8OHD5Ux1+/3LzBvzC/DwjAX2QQkI5/SiCje3iAyKIoX//79+3j8+HH0CseoWxJp/Age27xjY9ep+JEgK5fLWF9fx+7uLjY3N1Gv15V3DQDa7bYKj5QMdRTPYlikQTm6xJi77nTjxo3sQ82ItbU11Ov1SM9wfNTrdVy/fv2CAUWdZDAYoNVqKf3GTyYVi0Xk83n0+32jUaMbeOVyGb1e74JhRuJ5MplgMBhM3aNuVavVUCqVLuhOo9EIvV4P7XYbnU5HRUFMJhNUq1VUq1WMx2OVT6PRQLVaheM46HQ6cBwHlUoFtVoN6+vrWF9fVzokjTsboR8FV0nv1xFotHme98hxnLuO43zC87zvAPg0gHef/fwWgD969vu/PHvk8wD+b8dx/jcANwB8DMB/nUfln9UPwNX4iFQWdDd3HONVDlTuYEbBow8o13XV32SCpCLCssm06JBp5bNUYOixMgkfeV+GVFGhKZfLxraQf+ttJpnvfD6vvIMErxUKBeV1Y92Y1s9zeRX6YhqQdtmUNtgIDYkgw8SUNmzZg8HASK6sCqKOa91o498kvxgKOhqNMBqNpgy3fr+vWGvb2hG/MsO2r02GzYrM8Mvk06qAukhUeQZAjU/b847joNfrqb9tkTiO46BYLBp1MJMXj9FR+Xx+at0rZU2pVFLktm4A0rCqVqtGo43vVCgUMBgMlOFG7xl1QK5zo/Gntyd1KLkGLtONZkfYc9r+HYDPOY5TBPADAP8Tznee/FPHcX4HwAcA/g0AeJ73bcdx/hTngmkE4N96nhd+t4aYuCrGmz44wrxv0OT55MkTvPnmmyocUYL56+yINMTktePjY6WI6IaTSfCcnZ2pMCEadMC5YdVsNuE4jipbL//09NRYZx2mdtIVKimIuCkAma9Op4NcLqcYKMmay7wyLAWpl01ph+7BDytX9OeZh7wulRSTIr8MxT7suyUxp+htSeWFCo1cJzsYDBSrTUOtUChMtZ+sm+36rIjiRbXhqhtsApl8Sjmi9lWZvtlsotvt+soIkswS+lIUubW+1HUkYSPT5/N5teZM6mZMT0ORMl1/R3lf1pNr2rrdrvK0cfdIhjsyv/F4jI2NDdRqNUXsU16R3KYzYDQaTUVqhQlZz2BGKKPN87y3AXzScOvTlvR/COAPZ6jXTLjs3o6wk2lYYTSZTNBut40suEkxiAKduY8TkuUX0uWXn02x0f+XfxcKBYzHY8UqeZ6HdruNer2uBFOr1VJpw4RDXua+uGysmmxaNnRDyhZWPK8+ayJ6grAseR6mTPk+UbxfuveNskTPK4wBnZSBZJLVmcdsNmTyabGIIiv0tHEjlobDYegxIknwoPFFwtoE09ITpg87bqUxx/Q02jqdDrrdLvr9vno/ScQz8omRVSS4x+OxIqWA8505SYID5xEENFBtup7tG2Ry6BxhPW0rg6vwYaMKCL9n/FjwWaErAbxmU2Ki5GO7F8bg1A02PQ+y4Ax5YPgowwxo1MmwSj9BcxX65FWErtyuAkx11Q0F6XGLCtMY1I1EP7lkkkNBxtCyocsTPzllkz2mXWgl+x5GPsry476DH9EVJQ/TvUwOZlgEZjXcJML22yBdy1SfWQjxMPIgap1sMopeQZ1osqXVD+Q2bW4XFCqZyQo7Lp3RRlyFcMlZlEabchR3sIRVKsI+45feTwBFKcuPxeY9acDJuHFgWqkKyi8TQpcPs3qhFwndIDNhXn1U90YFkTVpbc+wstZmmNnu60oOy/BTbGwKWRLhjDaj02Tc63XR085arwzpwKoQU3HqGNe7E9aYm4UEs5FsUYzSpEBZZtv5Ub8m1/pJWaH/6GVk8EdqjDYb+5vBDH3i90OYkETTBBw1jGkWRGFdgtIGKYZhlAyZn/4jhVFYxV0K7yjIGOrVQlqVm7je+SS8bfo1P/Ilbll+Hrokv0kYcsrPmJHXaJTJa/qGAkwXtS5REXYOScKrl2H1kEaZllbIcWEjQ4L0Ld5bJqml1zEKWcXnw+4SaZJxQc+mda6dN1JjtBFX9UNEQRJetTBpFvEdwpQRRTnwEzBBjLf8W4+7lmwZf+a9G5J8l0w5Wg2kXXYFKQlJ9bN591k/0ioN7G0QMSTDHqnc8L4pVDIK5hHmblI4beVmhl2Gq4wo3rkgL5+JlIoiz2YhyGykUxh5azM4JVHlp9+E1QuvIlJntAEXN56gghx0IN9lhT7w/MIDbUIgiP0OEjTzGiBhBdG8J39TiJHJjS8NN/25sPkHwU+xzpBhXkgqpDxM6Mys/Tpq2FLcd0oyrCluXfzmvSRCXf3mjjCGmN+3zeTX4qF/x6toOC+T/A/yuOuQOoUpQsg0JpfxbmEir/TrfseVzBp6elWRGqMtaMJwXXfqnB8/XDUhlcSg9muzeYQZ6VjG9woTSmlTQJJWQk11Y32uUl/OMD+Y+rppDMw6zoP67LLGelLP2uRhFBbdlJ/+bJC3Lal2tIWt2thy3svkUjphihqx7UK4qggaW4uKEvIbA2Hr4Bc1ECc/27O2MPKky5JgiGMckk0/FiHDOVJjtAH2D8szbEweOJvSoadbZQQNMvmOszDKYcqbx0Qdts5+ITqmEB4/A8yUTipJJnZbskZhlCpTuWEg+3RmvGVICn4eqLjhN3HLX1ZfjvpuNplhum8qRx/LJpnErbM9b3q9LIALmx/J5/yMqqjwY78vwxx6VcH+lcGOoHA/CT8CJynMQw5HMdj0Osh3jBLtZpKdPIMyzLtlBpsZqTLa/AaAPnnFYTFWCbMo6X7GjZ5OTzNvxcrGKodFUDiQX/1NRn5Uoes4jjqjZN5MUNjw1QwZosIWQk0kqajrxEPSCk6UeibpcdNh8rqZCEUqP/J/x3HULrUyP7/x70dKJkHyBMlSeW9V59kMq4l59je//mwaV3FIWeZlumbz3s/6znHkgZTZtmgMk3zzq+8iowguI9mdKqMtigUfpgOv8mQyi3dGImynDWP06PnGQZIDyPZuYZQnW32k0KRxNhqNMB6PLzBOUQ7VDKqzCZdN2GRYHvQxETRukpabruuiVCqp8cVxMJlMMJlMkM/n1eGsZGNZVxo0vAfgwhrnfD4/ZQxxIyF6GRzn/PgOHhArwbTywFo5Tun50p+lV4wH2urtxoNneZ/vUqlUsLa2hu3tbWxsbKBQKKBUKl2oL/D8EN0o3gC2WxTMYvyu6hybIQNwPj6Hw6HxnpQztn5OApfQ0+pnnFEWyGekzDORNTZiRso7CcpCfTM1WZ58jmWORiP0ej11uDZ1IN1Ik/XV66QbenpayrikCTwTLqMOlSqjLWq8bRiXrx9DeNkQxa1uMs7CMCCm55NGUHhCkHcsyDjzU06locYfCh3XdZHL5VReUqCFbbN5GmyrTFJkmD+CSBjT2IrTn0wyt1KpoFgsolgsqgmcBhuVGnqZ9HrQaJOKlVRYgHMDaTKZTBk5NKiouBQKBfT7/QtnK0qjjJBe9EKhgEKhgF6vN9Uu+XxerbWWygrvl8tlpQTJ/MrlMur1OnZ3d7G7u4uzszMUCgUMBgN0Oh1VDo0+vS3DICrDHOU7X0b2OsPVxXA4xHg8vkAK6QaIND74N+VXFKNNPs+/Pc9TxJOErI+u71IGTiYTFAqFC8beaDRSMkQnr4fDoTqDVuY7Ho8xGAzQarXQbreVDHNdF4VCQdWZbaVHDVAn4m/WK5/PT8nAIF0o02PsSI3RFnUi8AsbmTXvqwQqB7Va7YIiZEob91qYe1GgCzzAfxMR032d/XKc8w1vqtUq6vU66vU61tbW0Gg0UKlUVFmVSgW9Xs/I2vshaihmVGSCLoOEjbENQ2TN0pdMZYxGIxSLRaVM0KvEcUcDSy+f90me8DpllfTc6e9JSCVKbxMac4VCQY1nXQ6adi7WmWSpcMnQab+xrnvV2A7yDMhFreuIM/dmyHAZQFnE8ad7wfg/DSd5P5/Po1wuX1gqIf+XpJQ0WmREDw0vXU7TAJIEjhx/lCE6wUO9TjcEWSaNKN7ndRqwpVIJw+FQ5UGCqlgsqjJJZJdKJWXUMU2xWESpVEK5XEapVFJy0nVdVcYi9MTLiNQYbVE8EDqr6QfTZH3ZEcYbJbG5uYnXX38d1WpVhQpIlsYvn6gDLwy7EuRBNYUaBCmZNu+a7vLP5/NYX1/H/v4+9vb2UC6XAQDtdhuPHz9GuVxGuVxGr9ebCpnMkCEtkOyw/B+wj0mT0WPzTgdBL8PzPHQ6HfT7/anyZFmmOoeF7XnTO+gMr+M8P2/RZGTxvikKQd7T31fmK9s+l8spmVIqldDv9+G6LsrlslKAer0eSqUSgOfk1GWeu67S3HzVkbZoEBK1Nq92kN5TrVZx7do1ZczQ0NKNPj0/vR1sZJPUb0w6nZ+8M5UrySBTmcPhEN1uF81mE91uV+mDJKsrlcoUWd1oNFCv1+G6rjLs6vU6arUaXNdVhFu73YbruspoM3kUTeGWEpmcOEdqjLaw0BXuqAZKhosYj8fo9/soFotq/ZYMC7QJWj/hq4cD2NIGCXAyVqb4b2mQB+Vr+l8Xhsy3XC6jWq2iVquhXC5jOByi1+tNvVdUpTJDhkXBZETEzSPJvmvyTEf1VMc1JOcNP/lmkoNUjOjZ1xl8EkgyvElPE6b8VUA2b18dpK2f6jpAmPrJ/moibXRHgSReggwTUz6LBEPU6R1kaCRJfIY70ttWLBaV0ZvP55WXjdcZJinfhzqdfL8o7XLVkSqjzcQ8+MEU+sP/kw75WSWYDFs/nJyc4Gtf+9qUAAqjtMW5F8f406GHO/khzH2ZplAooFqtYmdnB/v7+1hfX1es0WAwQLfbDZ13hgyrgkUozknI5KTHXBT2Vmes/QxIXQZLkohhSfKH7DcNW7lBS5S50PZ/hgwZzIhL/DOC4N69ezPvJG0ip/2QlBzU5dloNEK320Wn00Gn05la71csFlEul6fWIp+enqJWq6FYLCpPW6VSQa1WU+uYXddVa+Wi6G3ZOW1mpMZoC3IVy+vyGZOBlinT9nUcJkwmE3S7Xd8QqmXA9h2TYNtl2+hGG8O4AKDX66HRaKDRaMB1XQBAp9OB4zgoFouxys6Q4SrBz9hZJkwKhK7AmcJGTXnIv23Mu1899EgCeT2qZ5/PpqWd/bAq9cxwuRE1bFP2WW5glHQ/TiraIcwSFpPR1u12MRgMpogkAFObtnBjqfF4jHw+r0IfGSbK5ST04HEjKHm0iQ2ZwWZGaow2iaS8NFcZYRQFP8MuzRPpLIaaLpx1hSiXy6kwAP4AUGGjctGwfq5ShgxXHWHkxjwV9VnnA1tId5S5JwybrBuKMhQ9KI+0rQtKCzIDMENczDKebM4DHVH75qx1Yplh89HDRPkjwxlN4d7yGbnBiQz1JtgGQQdsm9oqG9vnSKXRtqpgzPIyO5efIhFUr0Uz4stQPGxCx/SuFD6M2Zax2ZIFD8KqGMNJYB5roTKsBmZZn5ZkHVal7+mGmZ+HLmp0waLlTNzvmWQ9L7tsvcxIatwuavzH6e9x6zXLO4UN+9R1P7+85P+2aDipI+lklMn4yxBed8qMtoSRRoMtzHNh1wXOG3HKNNU1qP5BIbWmHeXo9peMEp8NKuuqsMCZIE4fwhI2wGzyK0ofn+dYWNZmJSYZaqqHqU4mAkhuPjJPxJVN8rllyLYk+myG5SPsms0wYznOeE9CRtiMlyQwz/qFjSbQdR2GRJrS2+orN30JSnMVEfa9M6MtQYR1k8+j3LDpdEXCb2G96V4aB1TY0CXbNZPSYmLB+SMFWNRdj66K8ZYhPZilv81j3C+y//uVFeThsm1QEDYMSveU6XODyeAJMvRMZSfVnlFlU9xyk5KBmRy9HGB/8NOd0qp32PrgvOqbhDy2rdXVZY+UOUnMITrC6mgZppEZbQkjrQZbHGMyiIWZJ6IYirbNA4LyN5WnCysbM8T/TYtlbYx5hgxphB9hw/9ngc0bs+yoBFN9grxHUY1WCVVXAAAKz0lEQVQaP1nAtWx6vQBM7dAWlOe8vk/SMCnni/LsZkg3kurDs+g4YZ+3ycZF9MV5eN1M9/08YkHeMlMeUo4tU6+8DMiMthVHFCMlSGla5CSYZKhD2oTAVXbxZ1gN6B5kCZMBF9a7FOZ6GsZH2PpGMdxMRJONUNLXeHB7f+D52U96WPY8EGSwJwlbSFZmeGWYFUlHAgQZJKY+G4WIsJHMtnxnlZlBREmUvG2GblSyOiOz4yEz2q4wwrDK83bz+9UpStlRPAOzhGDEWWeybAU1CcRRri7De6cdcZXeKIpFXFJIXtfHzbInbNs7zRJ+FGQI6m1AT9pwOFSbHtGIoxeOO9bOE7aog7TCZhxnuDxYNLEjywpa8mCrWxzZEdbTN2tbxCG2KYvk+jX5jtxkBLjYZnpb6IZpWnWDJMJP543MaFthJBVrbFtTYfrfVIck4VeXOHkQNjbLNunzfymYJCs+Ho/V9TCM0rwxb0Goh45lSAeS/B5RQ4zDwG9szIsdn0VmJaEc2QgkPVyIm4/kcjmUy2VUKhWMx2O022143vna2eFwOLUZUtJIKlRx0bAZmosOV8swHyxTaY4aAr2K0HU/WySW53nqgO1cLgfXdVVakkwApiIFmJ/NsDXNCfrB4ov8/lJupNlYIzKjbQWQhLIc5nk/r1sQMz1vhGFq/JTNqHHoUhiNRqMpgTQej1EoFNQ9U5ip3//zQFgvYVDaII9JhssNWzhf3LyA877TaDSwvb19YTdW6VWKkqf+d9j7QXmyvrohE1SWCboiQEWnUqlge3sbe3t7WF9fR7lcRrFYxGg0Qq/XAwAUi0U4joPh/9/eucTIcdRh/PffmdnsehacGDBe4hU2UoTsEwk5xIAQSnhGCK5BikikcOdxQLZy4ghCCCEkBOIhxCMIhQgiSygg4BwI4mWwl2AFJWtiHGwZ4h3venamOHTVpDPume2e7Zmu3v1+Umt6arqnvqnu+qb+VdXd3W6u37ATZl2vs7y4rMBRHiXyEs65jY0Nrl+/nsvrwjPLijJq9G7UeT9OS55ZRZNMZw8BWqfTYX19nY2NDba2tgbtn/DM2l6vN+hUGvedzrnBQ7fTvzMs23VGDZf1tNsgedqPMQR1CtpqxnZTGidheNpSLIwLroLmohV5u+2D0fR6vcEDtYHBLf7To2vdbrfyaV5FKBrYlTHqKeIhT10ZFaxM8mcV8pubm2NlZYVjx44ByYPqu90uW1tbtFqtm/Ip41zbTnd6ZKZIg2kSgmf0ej3MjIWFBQ4ePMihQ4dYWlrCOUen0+HixYs0Gg3a7TZzc3Nsbm5OHDgXPdbjymNa5OndHtaVNTVyeNus/YTIwjnH1atXuXz5MvDKozcajUbmLe1HfUf6Nc00GvlZfjUukMvjrWGfbrfL+vo6165d48aNG0DSgbS0tES/3x+khU7srHZZmPY9PFsp3RE+yeyBadXjvD4UCwraIiMrUBn3Z5X3RB5VYZ1zNJtN2u32TXmG/cJ0wPT+oRKmjS2YXeghHh52DpU3XKeRzqPRaGQGj6G3Jb1tuFB/uBcmKz1tFltbW5law/ebGc1mk4WFhcHSbrfZv38/i4uLdDodAPbt28fm5mbmKNuo8q5b42G4sVgn7SKbSY/hpH9YIb9+v8+VK1e4cOHCoDEURqnTHSF5GDWFZtR6ke9IkzXalrVtnp7urN70TqdDp9O5yS8D/X5/7BSjMhoRWd8zy3qex2OyGsR5G1fD6/IwkUW73X7VFMD0A6GzgpL0q5kNOp5GbTfcrgn1enjELt25M0zYJ3Qqpwltp3EjgNvVtfBZmEEURshCWrPZfJVXN5tNWq0WjUZjMAoXllarRbPZZH5+nsXFxcEsAkgCwKzO7qz/gKw766oOg8VQCGb2MrBatY5teD3wn6pFbEMdNEI9dEpjObzZOfeGqkXsBPlTaUhjOUhjOcibZkMdzgVpLAdpLIeR3hTLSNuqc+7uqkWMw8yekcZyqINOaRQp5E8lII3lII0ihbypBKSxHKRx+uSflyKEEEIIIYQQYuYoaBNCCCGEEEKIiIklaPtG1QJyII3lUQed0igCdShnaSwHaSyHOmjcDdShnKWxHKSxHOqgcSRR3IhECCGEEEIIIUQ2sYy0CSGEEEIIIYTIoPKgzcw+aGarZvYPMztZoY4VM/uNmZ01s7+a2Sd9+gEz+6WZPetfb0vtc8rrXjWzD8xIZ8PM/mBmp2PU5/O91cweN7NzvjxPxKbTzD7tj/MZM3vMzBaq1mhm3zazS2Z2JpVWWJOZvd3M/uI/+4qV8VCnPYi8aSKtUfuTvGliTfKmyIjBn+RNpWuM2p9i9Cafz97xp/TD/2a9AA3gPPAWYB74E3C8Ii3LwF1+/TXA34HjwBeAkz79JPB5v37c670FOOp/R2MGOj8D/BA47d9Hpc/n/V3gE359Hrg1Jp3A7cBzwKJ//2Pg4ao1Au8G7gLOpNIKawJ+C5wADPg58KFZHPfdtMibJtYatT/JmybWJW+KaInFn+RNpWuM1p9i9Saf157xp2ozTwrnqdT7U8CpqgvFa/kZ8D6SB1cu+7Rlkuei3KQVeAo4MWVNh4FfAfemjCcafT6f1/qKbUPp0ej05vMCcIDkWYWngffHoBE4MmQ8hTT5bc6l0j8GfH3ax323LfKmiXRF7U/yph1rkzdFssTqT/KmHWmM2p9i9ib//XvCn6qeHhlOgsCaT6sUMzsC3Ak8DbzROfcigH896DerQvuXgc8C/VRaTPog6fl7CfiOn4rwTTNrx6TTOXcB+CLwPPAi8F/n3C9i0piiqKbb/fpwuiiGvKk4sfuTvKlc5E3VEZ0/yZt2TNT+VDNvYgJdtfCnqoO2rPmibuYqUpjZEvAT4FPOuf+N2zQjbWrazezDwCXn3O/z7pKRNouybZIMU3/NOXcnsE4yND2Kmev0c5s/SjI0/iagbWYPjtslI63S85TRmmLUWkeiK8dYvQlq40/yptkgb5o+UZWlvKkUovanXeJNUHN/qjpoWwNWUu8PA/+qSAtm1iIxnh84557wyf82s2X/+TJwyafPWvs7gY+Y2T+BHwH3mtn3I9IXWAPWnHNP+/ePkxhRTDrfCzznnHvJOdcFngDeEZnGQFFNa359OF0UQ95UjDr4k7ypXORN1RGNP8mbSiN2f6qTNzGBrlr4U9VB2++AO8zsqJnNAw8AT1YhxN8l5lvAWefcl1IfPQk85NcfIpmzHdIfMLNbzOwocAfJRYxTwTl3yjl32Dl3hKScfu2cezAWfSmdF4EXzOytPuk+4G+R6XweuMfM9vnjfh9wNjKNgUKa/DSAl83sHv/bPp7aR+RH3lSAOviTvKl05E3VEYU/yZtK1Rm7P9XJm0L+u8+fqr6oDrif5I5D54FHK9TxLpKh0D8Df/TL/cDrSC5gfda/Hkjt86jXvcoM7zIDvIdXLqaNUd/bgGd8Wf4UuC02ncDngHPAGeB7JHcSqlQj8BjJXPEuSa/PI5NoAu72v+s88FWGLmzWkvt4yJsm0xutP8mbJtYkb4psicGf5E2l64van2L0Jp/PnvEn80KFEEIIIYQQQkRI1dMjhRBCCCGEEEKMQUGbEEIIIYQQQkSMgjYhhBBCCCGEiBgFbUIIIYQQQggRMQrahBBCCCGEECJiFLQJIYQQQgghRMQoaBNCCCGEEEKIiFHQJoQQQgghhBAR838g3tYEB2lWwAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,3, figsize=(15,10))\n", "ax[0].imshow(image1)\n", "ax[1].imshow(image2)\n", "ax[2].imshow(image1.astype(float)-image2.astype(float));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 12.2 Template matching with chosen landmark" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first solution is to select a prominent feature in the image and use it as reference point for registration. Of course it should be a feature that only occurs a single time in every image (any repetitive feature like the channels themselves would not work). The obvious candidate to use here are the numbers on the left of the image. In particular the number three that appears a single time. Let's crop it out a region around the center of that number:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "template_center = [250,250]\n", "reference_region = image1[\n", " template_center[0]-50:template_center[0]+50,\n", " template_center[1]-50:template_center[1]+50\n", "]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(reference_region);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use template matching that we discussed in a [previous chapter](08-Pattern-matching.ipynb) to find where that region is located in the second image. Note that we used the ```pad_input=True``` option: in this way the matched-image has the same size as the original image, and we easily can find the matching position." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "matched = match_template(image2, reference_region, pad_input=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is how the matched image looks like. There's as clear intense spot where we expect our match to be:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(matched, cmap = 'inferno');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now simply find the position of the brightest pixel in the matched-image. We use for that the ```np.argmax()``` function:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "374576" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "maxpos = np.argmax(matched)\n", "maxpos" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see however that this only returns a **linear** index, i.e. the index of the pixel in a *flattened* array where all dimensions have been concateneted. To recover the row and column indices, we need to transform that linear index into a 2D index using the ```np.unravel_index()``` function which takes as parameter the shape of the image:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(312, 176)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "maxpos = np.unravel_index(maxpos, matched.shape)\n", "maxpos" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now see if that point is correct:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(matched)\n", "plt.plot([maxpos[1]],[maxpos[0]],'ro');" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(image2)\n", "plt.plot([maxpos[1]],[maxpos[0]],'ro');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The displacement is naturally the vector from the center of the tempalte that we croped out at the beginning and this maximum location:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-62 74]\n" ] } ], "source": [ "displacement = template_center - np.array(maxpos)\n", "print(displacement)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The cleanest way to perform the shift is to slice/pad rows and columns. In that case we need to be careful about the sign of the displacement. If we don't care too much about the image edges, as for example here where our object of interest is in the image center, we can just shift or ```np.roll()``` elements:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "image2_shift = np.roll(image2, shift = displacement, axis = (0,1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now verify that the registration worked by calculating again the subtraction of the first image and the registered second image:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,3, figsize=(15,10))\n", "ax[0].imshow(image1)\n", "ax[1].imshow(image2_shift)\n", "ax[2].imshow(image1.astype(float)-image2_shift.astype(float));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the alignement worked well. The only remaining differences in intensity are the channels where bacteria are growing and moving." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 12.3 General approach" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In our first approach we had to manually select a reference object. That approach is also limited to finding simple translations. A more general approach to the problem is to let an algorithm find for us points of interest that can serve as landmarks for registration. In particular those landmarks should be \"immune\" to image transformations such as rotations, affine transformations etc. There are several feature detectors and some of them are implemented in skimage. Here we are using the [ORB](https://scikit-image.org/docs/dev/api/skimage.feature.html#skimage.feature.ORB) feature detection." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from skimage.feature import ORB, match_descriptors, plot_matches\n", "from skimage.measure import ransac\n", "from skimage.transform import AffineTransform" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step is to detect features in the two images we wish to register. The hope is that most of them will be found in both images. We create two ```ORB``` objects:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "detector_extractor1 = ORB(n_keypoints=200)\n", "detector_extractor2 = ORB(n_keypoints=200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we apply them to the two images and extract the keypoints and descriptors. The keypoints are the coordinates of all locations that have been chosen as landmarks. The descriptors are series of binary values for each keypoint that describe the local environment. Imagine for example that one descriptor might say whether a point is right-angle or not." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "detector_extractor1.detect_and_extract(image1)\n", "keypoints1 = detector_extractor1.keypoints\n", "descriptors1 = detector_extractor1.descriptors\n", "\n", "\n", "detector_extractor2.detect_and_extract(image2)\n", "keypoints2 = detector_extractor2.keypoints\n", "descriptors2 = detector_extractor2.descriptors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we visualize the descriptors we see that we have 256 binary descriptors for each of our 200 keypoints:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVAAAAEKCAYAAABE/Q1IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOy9eVhUR9o2fnc3NFsjoqI0m7jCICIBhhDjAnHFoJHRaBxNJsSYYBSXuOG4RMO4oXHDuMXdxKhRNBJx36MILqgIihubgrJLS0MD3ff3B3NqaMGMmd93fW/m93JfV13Q59SpU/VU1X1qeZ6nZCTRiEY0ohGN+P2Q/09noBGNaEQj/lvRSKCNaEQjGvEfopFAG9GIRjTiP0QjgTaiEY1oxH+IRgJtRCMa0Yj/EI0E2ohGNKIR/yH+cAQqk8n6y2SydJlM9kAmk0X+T+enEY1oRCNeBdkfSQ9UJpMpANwD0AfAYwBXAIwgmfY/mrFGNKIRjWgAf7QRqD+AByQfkawCsBvAe//DeWpEIxrRiAZh8j+dgZfgCCCnzu/HAN58VeQWLVrQ1dUVAJCWloaKigpxr2nTpmjXrh2qqqqQkpICAPD19cX169fh5eWF9PR0ODs7o0mTJnj69Cm0Wi3atm2LqqoqpKam4o033jB6V2pqKiorK9G6dWtUV1cjNzcXKpUKrq6uuH37tkj/2rVr6NKlC0xMTJCeno4XL15ArVbDwcGhwTJcu3YN3t7eUCgU4tqTJ09QU1MDW1tb5OTkwM3NDbdu3YKPjw+uXbsGAOjcuTOUSiUePXqEkpIStGjRAq1bt0ZFRQXu3buHLl26iPSSk5NhMBjg7u6Op0+fQqVSQSaTISenVtSmpqbw8vKqFx8A2rVrB41Gg/z8fACApaUl2rVrZyTTurh//z7KysrQqlUrODk5oby8HHfv3hX3pTogCQ8PDzx+/BhlZWWwt7eHo6MjXrx4gfT09HpykmQqIS8vD5WVlWjTpg10Ol29OgAAT09PZGZm4sWLF3BwcIBarX5lHbwMR0dHmJiYICsrC+bm5nBzc8PNmzfFO+rK9NmzZ7C0tIRCoUBpaSmcnJwarINOnTpBqVQavef58+d48uQJOnTogFu3btWT0Z/+9CdYWlo2mO/fQnZ2NuRyOZycnACgwXZ98+ZNuLm5ITs7G82aNUOLFi1QXFyM/Px8tGnTRshUglQH9+7dg0ajEddVKhXc3NxeKVM3NzcUFBSguLgYzZs3R/PmzXHv3j0AgEwmE+3a29sbaWlpaNOmDfLz843adUOo206B2jqzt7cHAFRUVCAtLc0o/TfeeANyuRx37tyBVquFk5MTZDIZysrK0L59+5fzX0jS7t8KmuQfJgB4H8CmOr8/BBDzUpzPAFwFcFUmk7GiooIk6e3tzf3791Or1VKr1XLPnj3s1q0bs7OzaWVlRa1WS5IifmVlJd99911u2rSJ1dXV3LVrFwMDA5mRkUFra2tKaNKkCS0sLCiTyRgXF8eamhpGRUURALt168YHDx7QxsaGGo2GFhYWLCsrE88GBgZy48aNnDdvHseMGcNz587Ry8uLxcXFbNKkCUlSoVCwtLSUJNmrVy/u3r2b1dXV3LhxI4ODg3njxg06Ojry+fPntLCwIAACoJmZGRMTE6nT6ajVallVVUWSNBgMzMrKooWFhQiFhYXUarU0GAzU6XScOnUqTU1NGRwcTK1Wy4yMDFpYWNDS0pIGg4EVFRV0cHAgAB48eJATJkzg+PHjqdVqeenSJbZr107IuS78/f0pl8sJgCYmJhw5ciQNBgPT09NFvi0sLFhaWsoWLVrQzMxMxI+MjCRJ6vV6pqWl0draWryj7nuCg4O5fft2VldXc/v27bSwsKCHhwdzc3NpYmJCkjQxMWFubi4NBgN79uwp8iPJo0uXLkb5VigUfPr0KV1dXUU+Fy5cyJqaGmq1WlZWVpIkS0tLRRny8/Pp7OxMMzMzKhQKLlmyhDU1NdTpdEKGlZWVRnVAkt26dRPXJk+eTL1ez8TERLq6uhqVtaKiglqtlv7+/iL+9OnT+fPPP4vfzZs3Z0N47733+O2337K6upr79u1jjx49RJ70er14HgBTU1Op0+n4+eef08LCgqNGjWJlZSUfPnwoZCEFc3NzpqenU6fT8cMPP+TMmTOp1Wqp0+l4//59qtVqVldXG7VTAFQqldy+fTu1Wi2/++479uvXT5S1brt+/vw5Kysr2bNnTyoUCn799deiXaelpdHCwoI2NjainJKMtFotQ0NDGR0dzQ0bNjA0NJQGg4EZGRk0NzcnSSHX9u3bUyaTcc+ePayurhZ1lpycLNr1P/Nz9bU463Ui/b8KAN4CcKzO75kAZr4qvpeXF11dXalWq3n27FkOGzaMarWaarWaTZs2pampKb29vZmXlyeE3rp1axYUFDAoKIj79+9neXk5Y2JiRHwfHx8+ffqUer2earWa2dnZzM3NZW5uLgcPHswffvihQQKtqakhANrb21OtVvPhw4csKiqiVqulRqNhaWkpz5w5w44dO9JgMIg85eXl0WAwkCQLCwsZFhZGtVpNGxsbKpVKdu3alU+fPmVVVRUBMCcnh7m5uXRycmLz5s156NAhRkVFiXIHBQVRr9eLPEtEIuHTTz9ldHQ0FyxYQDMzM/bu3Zu5ubk0Nzdnbm4uHRwcqFarefPmTXp6etLW1pbffPMNly1bxrCwMFZVVfHGjRvifWq1WhBMQUEBe/XqxUWLFnHOnDk0NzdncHBwvfyQpJ2dHc+cOcPc3FyOHDmSkZGRPHjwINVqNX19fUWHrBsePHjAoqIihoeHU61Wc/To0YyNjaVCoWCrVq2MCLS4uJgk2bNnT65evZq5ublcsWIF3377bV66dIkeHh6srq6mWq0mAJaWlrJt27b8+eefOXjwYC5cuJA7d+40er+9vb2og3bt2lGhUDAuLo4hISG0trY2iuvl5UWSosxt27alWq2mqakpN23aJPKjVqsZGBjImzdvUq1W08HBgQaDQbRrExMTbtu2jbm5uSwrK2NsbCwB0MHBgQ8fPjR6Z35+PkmyuLiY5eXlgmQKCwuZk5PD9u3bG+WpWbNmTE1N5fDhw/ntt98yNzeXW7dupVqtpp2dXT0CTUtLY01NDUny448/pkqlYkREBC9dukQ7OzvKZDIho+zsbDZp0kQ827RpU65YsYKbN29mr169eP/+fXp4eIj8yOVytmrVitnZ2ezatSvXrVtHjUbDnTt38oMPPmB1dTVTUlKoVCpJko6OjkZlNzc3Z3R0NMvLy1lcXMzU1FS2bNmSAEQcrVbLZ8+eMTc3lyNGjODGjRtFv6iurubNmzfp6urK3Nzc/1oCNQHwCEAbAEoANwF0elV8X19fWlhY8MSJE6yoqOCjR484fPhwfvjhh1y2bBkB0NnZmVqtlt7e3vT29qZMJmOnTp0YFxfHUaNGcd++fXz27BmTk5O5fft2urq6UqPR0Nvbm8nJyUbk06dPHzo7O4tGUpdASTI5OZkKhYIA6O7uzitXrnDOnDlcv349Dx06xA8++IBHjhxhjx49RJq+vr4ib9evX2dWVhaTk5OZnJzMdevW0d3dnSUlJfTy8iIAdunShd7e3uKrXlJSwunTpxMAu3btyrt377KoqEikaTAYGBAQwKdPn5IkMzIyGBkZSUdHRzGq6NmzJ5OSkkSZzc3NmZOTw/T0dCYnJ3PatGl0cHCgjY0Nvb296eHhYdSxvLy8xPu2b9/OwsJC5ufnMzk5mbGxsezfvz/rws/Pj+fPn2dFRQXHjh3LlStXMioqiq1bt2aXLl144sQJBgQE8Nq1awTAK1euMDk5mf3792diYiKzs7M5duxY2tractiwYTx06BCtra1548YNkuSNGzfYtWtXZmVl8f79+4JMi4qK+ODBA969e1eM3pKTkymXy+np6UmlUsn27dtz/fr1nD17NidOnMh169axbdu2PHPmjChvly5dmJCQwOTkZJaXlzMjI0PUWUxMDNu3b8+UlBSjMt+6dYvJycns1KkTY2NjuWzZMk6dOpUrV66khYUFO3XqRACUyWQ0GAy8efOmIDFXV1chX1dXV3bq1ImpqanU6/XivcnJyezRowfv3bvHcePG0dvbmytXruSxY8f44YcfMjMzk3K5nD4+PiJPKSkpDA4O5s6dOzlx4kR6e3uzdevW9Pb2ZlxcHFUqlVH6EnmSZHZ2NpOTk5mVlUWNRiPiXL16Vcjo4sWLTE5Opo+PjxhcRERE8IcffqC7uzsVCgX9/PxEnVlZWfHRo0e8d+8eS0pKuGrVKk6aNIk7d+7kkCFDBMlJ8S0sLHjkyBEmJyezd+/ejI6OFvm7efMmmzdvzsTERKN2+uzZM5Lk4MGDuWLFCu7atYuTJk0iSebk5FAmk9Hb2/u/k0BZS6IDULsT/xDArN+K6+vry/j4eFZWVjIiIoIhISFcvHgxFyxYwIiICMbFxXH37t3s37+/mIJLoaysjImJiczKyuJPP/3ExYsXs6SkhLt27WJoaCjj4uKMOkB4eDhbtGjBiIgIfvjhh0YEamJiwkGDBpGsHf38+OOPjIuLY2FhIW/cuMH09HTm5OQwISGB6enpbNasmUhXItzvvvuORUVFJMkdO3Zw9erVPH78ON3d3VlYWEgTExPGxcVRJpMRADdv3sySkhIuXryYUVFRHDduHPv168fMzEy+//77opwkeeTIEbF0sXDhQi5YsIDh4eH08/Pj6tWrqVarqdfrRfz4+HgOHz6cISEhvHz5MidMmMBBgwaJNLdt22ZEoPv376etrS1jYmI4duxYhoSEcMuWLbxw4QLffvttmpubMyQkhAMHDiRJKpVKMVrq27cvPT09OXv2bE6fPp22trYMCgpikyZNxKg+ODiYZWVlPHPmDAsKCkiSUVFRDAwM5KVLl3j//n2amJjwvffeI1k7hTU1NeW9e/cYGRnJkJAQ/vjjj0LmGo2Gx44dY01NDUNCQoRMpeDt7c2vv/6a0dHRfPPNN+nh4cGCggJx/9ChQwwNDWVISAjv3r3LRYsWcd++fYyPj+fYsWO5fft2jho1yqj9DBkyhIWFhbxw4QLz8vKYmprKRYsW0c/Pj23btuX27duNCDQ0NJRmZmZctWqVUbudOXOmIJ2Xcfz4cdGug4ODOX36dObm5vLChQvMzMykhYWFUbseMWIEd+zYwfDwcEZHRzMuLo7Tpk3j22+/zYcPH9LExIQhISEiaDQakuTMmTONrkdGRvLJkyf84IMPaDAYGBcXR7lczpKSEo4ZM4bNmjUTsgsLC+PJkyfp5OTEXbt20dTUVOTn6NGjHDFiBO/cuUOSvHPnDqOjoxkeHs4dO3Zw5MiRrK6uFu9VKBTs1asXQ0JCqFar6xGomZkZ33vvPcbFxREA9+3bx4qKCk6aNImtWrXiihUruGrVKtFuKioqhJxfl0D/aJtIIBkPIP514x8/fhyHDx9GmzZtcObMGZSVlUGv1+Pp06dwcXFBeHg4CgoK8O677+Lo0aMAgEWLFiEmJgahoaFwcXHBrl27sHnzZuTk5MDU1BRBQUE4evSoiL948WJ0794dZ86cQZcuXZCXl2eUB1NTU/Tp0wfjx4+HXq/HqVOnsGDBArFgDgCJiYn4/vvvoVQqsWTJEvHs6tWrMXXqVAQFBaFZs2bYvn07YmJiUFFRIRa2rayssHr1aoSEhGDNmjUwGAxISUnB9evX4ejoiOrqaqSmpuLRo0dYtWoV+vfvj5CQECMZBQQEYM2aNdi8eTPGjh2LTp064ejRo8jKysKMGTMwZcoUrFixAhERESCJt956CwqFAgcPHkSLFi3QokUL5OXlYcyYMXj8+LFR+QcMGAAzMzP06NED8fHxsLa2Rk5ODvbs2YPHjx9j6dKlAAC5vFbpY9WqVViwYAFmzJiBcePGITs7G76+vsjOzoaNjQ0CAwNx8eJFREREAACOHDmCyZMnY8GCBWjRogW+//57/PLLL+jQoQPs7Owwf/581NTU4PDhwwCAw4cPY+HChWjZsiUSEhLg4uKCu3fvYvz48XBzc8OwYcNw6NAhHDx4EL/88gsAYOnSpVi8eDE++ugjnD9/HiYmJmjatCkSExNha2uL6dOni/K+++67+Otf/4oXL15g9uzZuHbtGuRyOZo0aYLDhw+jpKQEZ86cMZLRkSNHMGXKFKhUKowZMwZdunTBqVOncPXqVXh7e6N3795G8Y8ePQqdToeLFy/inXfegaenJwCguroaJ06cAFC7MfTll1+KZxYtWgRra2v4+/uLjRe1Wg21Wo2srCwoFAqjdnHixAnMnj0bO3fuhI+PD0JCQqDRaPD9999j3rx5qKmpEfKR3gcAb775Js6cOQNbW1sMGDAAFRUVmD59Og4cOCDqbNWqVfjqq6+wd+9ePH/+XMitbdu2iImJQXl5OS5fvoxVq1YBACZMmACDwQB/f39s3rxZbAinpqZCqVRiwYIFKC4uRkREhFGeTp06hYbg6OiIr776CnPmzBEbacHBwTA3N0fXrl1x+vRpAEBgYKDoZzqdDqdPn8by5csbTLMhKObNm/fakf9oiIqKmufl5YVNmzahY8eO6NSpE+zt7eHk5AS5XI6kpCR89NFHSE5Oxvjx43HmzBmYmJggKCgIycnJSE1NhY2NDZo1a4b79+/jhx9+QHp6Orp27YrKykqYmJggJiYGZmZm0Ol0cHV1Rc+ePfHw4UPk5eUhLCwMHTp0wObNm/HTTz9h4MCBmDx5MiwsLHDv3j0kJiaiSZMmePjwIU6ePImMjAxcuHAB69atQ0xMDN566y38+uuv8PDwQO/evWFpaYm0tDSYmZmhsrISqampGDp0KB49eoTw8HAsX74cNTU10Ov1iImJgaOjI8LCwqBSqVBVVYVOnTpBrVYjLCwMq1evRkJCAhISEqDVatGzZ0/cvn0barUacrkclZWVaNu2LRwcHPDBBx/gr3/9KywtLVFRUQETExOYm5vDYDBAp9MJDYFmzZpBrVbj+++/R5cuXRAQEIDLly9j9uzZ0Ol0yMjIwNmzZ9GsWTPk5OTg4cOHmDhxIj7++GMkJSWhpqYGCQkJGDduHD7++GNUVFRg0KBBkMlkkMvlcHBwgJOTE4YOHYo1a9agW7du6Nq1K7p27Qpzc3N0794dR44cQVpaGtRqNezs7HD69GnExsZi9OjRuHbtGubOnYuoqCj8+OOPaNq0KbZt2wYrKyukp6dj9+7duH//PuRyOaqqqqBQKHD58mUAwE8//YTt27ejbdu2yMrKQnFxMWxtbeHj44M33ngDFhYWePPNN3H58mVYW1vjT3/6E27fvg2FQoFr167By8sL/v7+QgYff/wx0tLSEBAQgOXLl4vddBMTE2RnZ+PKlSsoKyuDr68v3Nzc8ODBA3h5eaFr167o27cvXrx4gTfffBM2NjbIzMzElStXUFVVhcrKSuzbtw8GgwGJiYmina5ZswYTJkyASqVCbGwsNBoNlEolrl27hszMTHh6eqKmpgbvvPMOli9fjoSEBJw4cQJjxoyBSqXCs2fPcPXqVeTn56NDhw6wsrKCr68vkpKSRH+bMWMGLCws4O7ujosXL8LDwwMzZsyAWq3GxYsXkZKSgoCAAKxevRpBQUH45ptv8OLFCwC15DV58mR4eHggLy8Pb7zxBqytrTF16lQsX74cCxYsgL+/PyZNmoTo6GjExsbCzMwMf/7zn9GjRw/86U9/wvnz57FixQp8+eWX6Nq1K65evYrRo0cjKCgIRUVF8PHxgUqlQkJCAnx8fNChQwcsX74c3bp1Q0JCAmbNmoWtW7eioKAALi4u6N69O/z9/dGhQwfk5+cL4k5JScHx48fz5s2bt/HfktDrDFP/qAEAtVotR48eTRsbG86cOZMPHz4kSe7bt4/t27fnzp07OWLECDG0P3jwICsrK3ny5El6e3szPDycsbGxnDJlCps1a8Z+/fqJXfjY2FgOHTqUSqWSvXv35s2bN3n9+nXOnz+fK1asYGFhIdeuXWu0ibR3715WVVWxY8eOBMBt27Zx9+7dnDp1KufPn8+OHTuyqKiICoWCsbGxHDJkCHfv3s3Y2FgWFhbyypUrvHv3Lk+ePMl58+bxzp07bN68udhECg0NFWHDhg3MyclhSkoKk5OTRRlLS0v53nvviWnTrl27qNVqeebMGT558oRTpkzhuHHjRPx/LpoTgFjzldZIIyMjOXPmTG7ZsoUkefXqVTo5OZGs3fEHIJYHpHVaAGzfvj2XLl1KsnZzadCgQeKeTqcT63tz587l9OnTuXPnTpK165Q7duzg8OHDeeDAAdbF8ePH6eXlxc2bN/Pu3btctmwZe/ToQXt7e+7evZtDhgwRMtVoNDx+/LhYW3R3d6ePjw/t7Ow4fvx46nQ67t27V+SptLSUY8eOFbLt2LEj+/TpwwsXLoj3V1dXMzQ0lACo0WjYunVrAqC/v7/I6/Xr1zlp0iSWlpZy6NCh3L9/P2UyGXft2sXY2FiWlJSINCIiIsQztra2/Pnnn/kyTp06xYiICLZt25YDBw7kypUrGRgYSAC0tLQU7dTU1FSsc0dFRfHo0aNcsmSJqIvY2FjGxsZy//79DA0NFdoPqampvHDhAvv06UMAHDFiBAsLC3ns2DGWl5cLechkMhYVFfH48ePMz89nTEwMf/zxR2ZlZfH8+fO8d+8ebW1tWVNTI54xNTVl3759GRoaynPnzjEtLY2xsbFGMpXa9eDBg6nVann06FG6ubkRAEeNGiXadXZ2Nt99912amJgwNjaWJKlSqZiVlUWSXLp0KaOiojhmzBgGBweTrN2glXbhQ0NDuXfvXjZv3pwAeODAAd66dUusqV67do2Ojo4sLy+X2sR/5xro7wkAeOHCBSYlJTE0NJR+fn5cunQpk5KSuHHjRrq7u9PZ2dmoQXbt2pXFxcX84IMP6OfnZxTCwsKYm5vLbt268fLlywTAS5cu0cbGhnv37uXz588ZFRXFtWvXkqzdgPD09DQiUAA8efIkXVxc6Obmxri4OD558oRfffUVAdDFxYUnT54UcRMSEtijRw/6+fkxOTmZI0aM4NixY5mUlMT09HRmZGSItT4AvHz5MvV6PUkyICCACxcu5MyZM7lw4UI+f/6cSUlJTEpK4qVLl+jn50cAQrPA39+f+/btq0eghYWF9PX1JQDxvJ2dHT08PNi0aVNOmTKFSUlJvH//PtPS0tinTx8mJSWJBXqpDgYPHkw/Pz/a2dlx1KhRIq2bN29Sq9WK/NQl0I4dOxoR5c2bN9m/f3+eP3+eb775Jsla0k5KShKENXv2bM6fP5/jxo3jhg0baGZmxqCgIFZXVxMAq6urSdaqrEhynj9/Prdu3Uo/Pz8mJSXxxIkTlMlkIk+SKhlJPnz4kLNnz6afn5+QU3V1tSiPTCYzItBFixYZaXpI8S9cuFBvJ3vbtm2CAIcNG8akpCTu3LmTpqam7NatG0nyypUroo5HjRrF8+fPMyIiQnxAU1NT2aVLF6F2JqV99OhRarVa3rt3j0lJSVywYEG9Nu7v70+ydh1aIlCJPCUCvXDhAtu2bWtUnoCAAJ49e5atW7fmqVOnSJJPnjxhTEwMR4wYwcOHD7Nnz568cuWKeCYoKIg5OTm8c+cOCwsLuX79erq6urJXr16sqKgQ7VRq10lJSUJ9TgqhoaFC7seOHRPXExMTaWFhwaysLKalpTEpKYmjRo2inZ2d2BTKy8ujUqkUebK0tCQAenh48OzZs5w0aRInTJjAkpIS7tixg46OjqyoqJDaxP//CdTU1JQymYwODg5MTU1lQUEBJ02aRBsbGwYHB/PQoUNCFalu0Ov1zMvLY0VFBYuLi8V1aYeurKxMVJSTkxOdnZ1pYmLCH374QcSVNnwePHjAJk2aMCMjw6ji7e3tefDgQWZnZ3Py5Mm0tLSks7NzgyEtLU2kO3r0aFpbW9PKyoqhoaHMy8tjcXGxUfy7d+8yOzubwcHBtLCw4MyZM5mdnc2dO3cSAOVyOdu1a0eSdHFxESotAwcO5I4dOzh9+nROmjTJSCb379+nk5OTyL9arWZKSgpHjx5NlUolRglk7W7ly8Tg4ODAtLQ0FhQU8KOPPqK1tbXIr5+fH7Ozs5mVlUVnZ2c+fPiQzZs3p729Pfft2yfyIOlKPnr0iCqVSlw3MTGhg4ODkQzmzJnD7777jnZ2dnR1dWV2draoA4lAe/ToQTMzMyMCBWp1Qp2dncVzki5ubm4us7OzGRYWxpiYGGo0GpGHGzduGJX3zp07dHR0ZMuWLWlhYcElS5bUi/9yPUsbhvinWk/de97e3kJGMpmM9+7dY3Z2NquqqlhQUMDJkyfT2dmZo0aN4tOnT5mbm8v27dsLmUp1cObMGb7//vt0dnZmZGSkkGlNTQ1zcnJI1o7mTE1NjQjU1taWzs7ODAsLY2xsbD0CzcnJYadOnejs7MyLFy+yqKiI8+fP56RJk5iQkMCuXbsyJSWFJiYm9frbwIED+d133zE7O5tr165laGgoT58+LWQh5d/R0VHIqHnz5rS2tiZQq/P8siylZy9fviztmtPGxoYTJ05kQUGBULeT4mdlZbF9+/Z0dnbm8ePHRV8LCwvjpk2bRJ+VZPS/gkDfeOMNmpub88GDB9RoNOzfvz+/+eYbLl26VChpS18dALSysqKVlRXz8/Pp6enJo0eP8vPPP6epqSnNzMwYEBBQj0CLi4uFWpNCoaCZmRmtrKwYFhZGvV7PW7duibSlZywtLXn//n0x0jA1NWVYWBg1Go2RUrhGo6FGo6GDg4PI2/bt2zlr1ix+9tlnPHz4ML29vUU8aRfU3t6eVlZWPHv2LENDQ6lUKqlUKqlQKGhhYcGWLVuK9KW/0tR85MiRXLVqFWNiYgTZWlpa0tzcnBqNRpDlvXv3qNFoWFNTw2nTplGpVP4mgebl5VGr1bJfv34EwIkTJ4ry5uTk0MrKSiyNSLuyKSkpHDRoEK2srKhUKjlkyBBWVFQwMzNT1JskV8kYQJLD119/zb/97W9GoxIplJSUkKxVnu7WrRsBcNasWVy3bp2Y0mo0GpaUlBhN4T09PWllZcWdO3eyqqqKW7dupZWVVekWhcwAACAASURBVD3F8Lr1fO7cOYaGhnLJkiUifQBs2bKlUZ1J9SwRQkxMDKurq4WMnjx5YlReKysrymQyXrx4kaGhoVy3bh2rqqq4a9cu+vj4UKPRMD8/n9bW1tRoNDQzM+PTp0/p6enJ2NhYVldXc/ny5RwxYgS1Wi0zMzOpUqmo1+tFW5MIdODAgdy6dStJcteuXUKtqy5MTU2FXnNNTQ0//vhjRkZGsrKyknq9Xnxg6uZfksWxY8f4t7/9jVZWVhwzZozYFZf6BlmrjZKbmytG9bt372ZkZCQBsG/fvjQYDEbylJYg6oaoqCjGxMQwNDSUKSkp4iMgtev8/HwaDAb6+vrSzMyMpqamNDU1NapjaVnkfwWBNtSoZTIZp0yZwp9++on+/v5Ct0smk4lpEUlBoOHh4YyMjOTu3bsZEBBAg8HAsrIyodoiPXvnzh326dOHmzZtIlm7/nf+/HnKZLJ6U3jpqx8UFESZTMZ58+Zx+/btlMlk7NixI8natR8pbUlPkaxVLYmKiuLGjRvZu3dvpqamingAjMoQEBBAmUwmOm+/fv1469Yt2tvbs7KyknK5nAaDgVZWVszOzqbBYBBEKhGot7e3WAOVy+Wsqakx+uhI0+sVK1a8kkBlMhnz8vLEGmjd/EpTxpdhZ2dnpCu5ePFiymQyUQclJSVUKBQkaztvQUEB3d3dxTtnzZrFnTt31lNBkn4XFxeLtTQpP3XrtO5fiUAl2YwYMYILFy4U9ZyamtrgOzIyMhgQEEAA9QhUiifVQV2ZSmt4q1evFnXw5MkTWlhYsKamhgqFghqNRij5Hzp0iCS5fPlyo7xbWloatbunT5+yS5culMlkXL9+PUly7969DAgIEARaFy1atGBqaqrRtV27dvHtt98WbUUKEoG6u7vz9OnT/PjjjwmAH374Ic+ePUsAtLW1NVpGadq0qcjbjh07aDAYxGhPCmZmZiT/pc4nlW/Xrl2cMWOGIFCpH0iK9C8TqFS/dZemSLK8vFy0a5VKxZycHPr6+jI2NpaTJk3ixIkTSdaugcpkMiGj/xUEKinS1xVkTEyMUKKXOq9GoxH3JasZiUBJctGiReK+q6srSYqGqdPpRGVIBPpblkhSSE9P58s4ffq0INC6aNq0KR88eECytvPWTcfd3Z0kqdPpGiTQPXv2CEV6APVGDiQFgfr7+xMAly1bVo9ALSwsaDAY6hESAK5ateo3CVQaVUsE+u233zI6Ovp3EShJ/vjjj0bp1iVQoHba3KtXL3F/1KhRPHfunPj9Kkuk7du3kyS3bNnCoKAg3rlzh82aNRMbGBKBtm3blhcuXBAEunHjRvbp06ceger1ejFSv3z5MocOHVqPQFu1amVUttchUIkIXiZciUBJcv/+/WJJ5OV6kjaRGsLvIdCGBiYAxLIVyd9NoA2FhvShHz16xK5duxrF69u3L0kyPz//lQS6d+/eemXOy8szatfSUpa03r9ixYpXyut1CfSP5o3pd6OkpAT29vZITExEcHBwg3FUKhW0Wi0AwMbGBgUFBa9MLzMzE+bm5rCysgJQ6+zg/xZeldbTp0/Rtm1bvPPOOwgODsaMGTMQFhYm9BoBQKlUorKyUuhS/h4UFRXB2dkZv/76KwYPHvyb+auoqEBlZSUqKyvh7e39Wun/Oxnl5OSgRYsWr7z/xRdfYM6cOfXS0ev1MDc3R3V1tdF71q9fj6+++goA0L17d6Smpr5W/ur+fZ16HT16tFEd/L9EbR+uDynfzs7OKCoq+r/yrgEDBmDLli3id0BAAO7cufN/Je3fwn/St6qqqoSKXV2MHDkSK1aswMaNGxEaGoqUlBS0bt0aJF/7Pbm5uWjWrNnvys9/PYF27NgR+fn5CA4OxqlTp/D3v/8d8+bNQ0hICI4ePYrc3Fy0adMG5ubmAGq9BTXUmQcNGoTDhw/D2dkZ2dnZyMzMBFCrkFtcXGwU98svv8TatWsbzM+TJ0/QtGnTf5vvmpoatGrVCq1atYKLiwuysrKwf/9+nDlzBiqVCv7+/ti4cSMuXrwIoFaB2sXFpV7DAYA5c+YIZfWGYGZmBgAYOHAghgwZgrFjxwIA+vTpIxSRKyoqYG9vD6VSCTc3N7i4uGDFihXo378/Zs2ahTlz5vxmeTp37ow1a9agd+/eiIyMxNdffy3uOTo6/maHrKmpwfLly/HZZ5/Bz88PV65cgbW1NZ49e4bs7GyYmpqKuPv27UNycjKWLVuGffv2wd7eHn/729+Ed5+GMH78eLRq1QoTJkzAr7/+iq5du6K4uFgoWL8Ku3btwsiRI8VvU1NTPHv27D/6iP072Nvb49mzZ8jLy4NarTbyLFYXAwYMwPHjx5Gbmwt3d/dXpjd9+nRERUXh0KFDGDBgAJydnfHo0aMG40q6xRIUCgU6duyI+/fvG8WT9FWBWgOQusYFr4MZM2ZgxYoV4ndDdfDnP/8ZV65cqfdseno6PDw8ANQqvL+M6upqzJ07F7dv38a2bdtAUujNtmrVqt4Hadu2bXj8+DFmz56No0ePok+fPrC3t2/QE9hv4b+aQFNTU5GTkwODwYDi4mJUVVVBo9HgxYsXOH/+PMaNGwc7OzvExcVBJpPh1q1bGDx4MEpKSuqlde7cOUyYMAEKhQKWlpbo06cPgFqLEBsbG6O4lpaW9a5J6Nevn3D19cknn+DQoUMAgEOHDmH06NEiHknk5+fj2LFjqKiogF6vh62tLSorK7FmzRr84x//wKlTp/DJJ5+IZySXci9DpVLB2tr6lXIKCAjAs2fPUFJSglmzZmHfvn0Aaom17hf32bNnAICCggLk5+djzJgxGD58OC5duoQvvvjilen/+c9/xtq1a7FkyRIkJiZiwoQJGDNmjLgvl8thZ/dqz2Bz587FmDFjUFZWBqVSiS5duuDkyZPo1asXevXqJUagQC0x7N27F+Xl5aisrER+fr6o15cxcOBAXL16FWVlZRgyZAimTZuGN954A1u3bhXybwhLlizBp59+ioqKCpSWlorrMpkMLVu2fGU5/r+gqKgIvXr1Qt++fXH8+HHxwa+LnTt3ws/PT7TruhY5L2PSpEkYM2YMevbsiZiYmH9bBy+jofgHDhyAs7MzAMDa2lrM0l4XKpUKTZo0Eb8bqoPvv/8eHh4eiI6ORlhYmLju6uoq2u2r8OLFC9TU1NTrmy+/Y/fu3QgNDYVer4dGo4FOp0NxcfHvlhHwX06glZWV4ssSExMDf39/AEBoaCgiIiLw8OFDPH/+HHPnzgVQO0pauHAhVCqVUTrDhg3DF198AVNTU2zduhUWFhZYtGgRAODvf/87Bg4cKHxnrly5Ejt27EBQUBA+/vhjI1IEgNu3b4uveUZGhiDrkpKSBkcAM2fOxI4dO6BWqzFt2jScO3cO/fr1w9ChQ9G+fXtMmTIFZWVlGDhwYIMyWLRokWhYvr6+mDFjBv7617+iuroaAwYMAEncvn0bVVVVWLlyJdavX4/u3bv/plwPHDiA5s2bY8KECRgwYAA6d+78Sl+aUpk7dOiAnJwcaDQaHDhwAPHxr22NCycnJ9jb26NHjx745ptvYGpqCnd3d6SlpSE6OlpYQn366aeIjY1FSUkJRowYgalTpwKondalpaVBr9djwIABQv53797F3Llz0atXL5w4cQJ79+7FgwcPXjla37JlCzp16gRnZ2fY2dmhf//+WLBggbgvyVQyX9y2bRs2bNiAX3/9FUCtqWJ8fDzWrl2LkpISEVdqozt27DDyOzlo0CCxFFFdXY179+5h8eLFiIyMxN69exEfH4927dqJ+IWFhbh9+zbu37+P58+f4x//+Ee9JYYvvvgCAwYMwI0bN2Bvb49bt25hzZo1vyn/BQsWoH///vWuW1lZIT4+HvHx8VAoFPDw8EBERITwi/p7MHXqVIwYMcLomrW1NeLi4oyuLV68GFlZWXBxcUFkZKQwDX327BmioqJe+31t2rRBfHw8Dh48KK6FhoaisLAQMTExRss+b731FmJiYn53mYA/nkPl3wUXFxfMnDkTM2bMwLlz5/Ds2TMMHz4cnTp1Qnl5OYYPH47Jkyfj+PHj4pl+/fqJ/2NiYoSAmzZtioULF8LLywtTp07FN998AwA4duwYli5dKkZ4t2/fxr179/DRRx/Bzc0N586dM/rixcTEwMTEBK1atTLK61tvvYV169aJ6b1CocC6desAACdPnkS3bt1w+fJl5ObmokOHDlCr1UhLS0P37t1RVFSEkydPYt26dWI9Z/bs2cjIyMDAgQPRvn17eHh4oKysDHFxcTh79izkcjkGDRqEL774AtHR0Vi6dCm+/PJLvPXWW9i/fz+ePXsmRpU2NjYiLzKZDH379sWKFSuQnJwsOridnR3Cw8ORnZ2N2bNnQ6lUYuXKlfjiiy+wevVq2NjYYPbs2fj666/h6ekJnU4npkMlJSX4+9//biSjuv+npaUhOTkZrq6uaNmyJcaOHQudTgeZTIbg4GCsXbtWLF2sWrUKAwYMQLt27XDu3DmRt8jISEyZMgVHjhxBTEwM5syZg4KCAly8eBE5OTlwd3dHs2bNBAEtW7ZMELCEnj17AqglUkdHR1hZWeH69evCTl2SKQCcPn0aJ06cgI+PjyAUZ2dnODs7IyUlBWZmZggODsaECRMwduxYLF26FFeuXMHYsWORmJiI48ePIygoCGFhYbCxscHixYvx7bffIjg4GFlZWThy5AgWLVqExYsXC2fXvXr1wrp166DVajF58mQcOXIEjo6Oou6aNGkizBovXboEnU4HLy8v9OjRQ5SRpKj3Fy9e4Ouvv8a8efPg7OyMY8eOYcuWLXj48CHmzJmDWbNmIS4uDmvXrsXatWsxd+5cdOrUCc2bN8eOHTsQFxcnnGfPnz8fCxcuxIQJE7Bu3Trx0Zs/fz5atmyJXr16oV27dqiursa6devw9OlTseQzduxYGAwGYdIpjfol8+z09HSUlZUZ2b2vXbsWMpkMf//731FSUoIxY8YgMzMT58+fx5o1azB48GCcPXsWCxcuxNq1a/HFF1/g3Xffxddff43du3cjKCgI77//PgwGA1q2bAmdToeZM2eKgdPr4r96BGpnZwetVguS2LdvH7KystCtWzdYWlriwYMH6NatG77//nsRPzo6GtHR0dBqtfjkk0+EA460tDTEx8fj/v372LhxI8zMzLBs2TJMnz4dcrkcYWFhgvj69++P7t27Iy0tDWfPnsVnn31mlCeNRoOysrJ6a5UdO3ZEeHg4PvjgAwC1nTE8PBzh4eH4/vvvhcOFkJAQdO3aVdhWb968GRYWFpg+fTrCw8MFgapUKigUCvTp0wfPnz/H48eP4eXlhdOnT+OTTz7BN998g7KyMmzYsAEfffQR1Go1FAoFfv75Z6xcuRIlJSXo2LEjoqOjsWbNGmi1WoSHh4v8fvjhhzh37hzWr1+P9evX48yZM9BqtZDL5VCpVCCJsrIyAMCYMWNgYWGB999/H87OzujevTveeustI5lI6axfv17UwZYtW7B69WqsX78eiYmJuHv3LpYtW4b169dj69atMBgMiI6ORmlpKcrKyjBs2DA4OjoiMDAQCoUCZ86cgZOTE6ZNm4ZPPvkEMpkM06dPh1arhUqlwueff47k5GR06NABkyZNQlBQEFxcXDB16lSMHTtWEOjUqVNhZmaGjRs34vHjxzh58iSuX7+OO3fuiGmyhYUFpk6dirKyMnz++ecwNTXFDz/8gEePHgknGzdu3EB0dDR++eUXjBs3DlqtFtOnT4eNjQ3GjBmDAwcOICMjA6ampmjSpAnMzc3RunVrBAYGYv/+/fj0008BAOHh4di2bRvKy8sxdOhQ4RjEy8sL4eHhGDZsGKytrVFTU4MNGzaIdmRhYYEXL16gX79+KCoqwqpVq5CamorQ0FAAtaPcpUuXokmTJti4cSMqKyuxZ88eMbu6fv06Tp48CYVCAb1ej+joaFFfpaWl2LJlC/r37w8nJyecOXMGSqUSHTp0QGxsLF68eAGdTocNGzaIdgHUknRISAjS09MRHR2NQ4cOoaysDGZmZoiIiIBMJhPT+tGjR2PatGni9Ibz58/j2LFjIi1LS0tMmTIFAFBWVibiq9Vq9O3bF5MmTYKDgwPi4+NRXFyMHTt2iPYH1M5g7O3tIZfLceDAASiVSnTr1g0PHjzAsmXLsHbtWqM12tfBf/UIFKh16193jexVICmOGaipqYGHhwdsbGzQunVrvHjxAhkZGbh27ZpY/zx06BD+8pe/CMI6evQo8vLyMGnSJPTr1w+//vorcnNz4enpiT179oj3XL9+HXK5HC1atPjN3f5XoU2bNlCr1TA3N4e9vT0SEhJgbW0NHx8fo3ienp4YNGgQHj9+jJSUFLi4uMDFxQUWFhbw8PAQHV+aPnbu3BlWVlZ4+PChWBN6/vy5kMnLR028jKdPn+Lhw4cIDAzEm2++iaKiogaPwpBk4OrqimHDhhlNQSUkJyejpqYGaWlpRkdDFBcXGx3/QRIzZswAALz33nsYNWpUvbRUKhU6deoEoHb07Ovri9jYWISEhECpVOKXX36Bq6sr1Go1cnJyYG1tDU9PT5iYmAiZ+vr6QqFQ4Pbt22IU+jJMTEzg5eWFkSNHGo1cv/32W/F/QUEBrl27BhsbG3Tv3h3x8fGCvKSNp7t37wrHGf8prKys0Llz5wbvLV++XBxr8fTpU6NlI71ej+vXr+Mvf/kL5HJ5gxuSQK1MO3ToIKbXUj3r9XocOXIEN2/eRGZmJtRqNezt7ZGUlCSO/5D6mdTubt++jUOHDiEjIwPx8fFIS0tDy5YtMXLkSCxfvlxSRxT9rFOnTmKJ7fHjx8jOzhYezerW2bVr16DX69G5c2dx5ImTkxPeeecdo7IYDAajdurl5VWvH5SWluLOnTuorq5GcnLyv6+AungdXac/avD19WViYqJwEACAU6ZMYUREBAMDA7l79276+PjQysqqnp6Xp6cn3d3dhdfqXr16MSUlhXl5eQwMDDSyYy4sLBRK3Js2bRK+PX/44Qd6e3sb6YFeuHCBCQkJHDRoEJs0acJt27aJdz5//lw4RzAYDExISGBCQoKwGZZ8jn7++eecOXMm+/Tpw8zMTAYEBLBbt25MSEgQaYWGhvLHH39keHg4d+7cyWfPnnHr1q3s0qULW7ZsSYPBwEuXLgkb5uDgYO7evZtFRUVcvXo1p06dyoSEBN68eZNVVVVMTEwUaScmJjIhIYFubm50c3NjQEAAZ8yYwbt37/LOnTvCsfHLzkRu3rwpdPhGjhzJhIQEpqSkCDt8AAwICGBVVZXQA504caKog969e3PXrl0MCAgQNuqSsUBhYSGTk5Pp5+fHmTNn8rPPPhP14+TkxOPHj4v4Fy5cYFBQEM3NzUWcTz/9lLNmzSJQ64/g6NGjRnqEpaWlvH79OsvKyl6pByop+l+8eNFITxOoVaR/+vQpExISuHPnTrZq1Yo6nY4BAQEMCAjguXPnaGdnx82bNzMhIYG5ubnMy8tjQkICf/rpJ/br10/UQUJCAs3MzHjo0CEmJCQYGVoUFRVxz549wkmxTCbjpUuXmJCQwKqqKnp6ejI+Pp7R0dH89ttvWVhYaKRvKznYDggIoImJCbt06cKkpCSS5Pbt29m+fXtaW1tzyJAhLC0tpVwuF+20V69e4lnJl0GLFi04atQo7tmzhwqFgm+//bZop02bNuXevXvp7e3Nr776inPnzmW7du3o5+cn0rxw4YIwRjhx4gTfffddqlQq7t69m1lZWZw+fTr79u3LlJSUenWQkJDAVq1aEQAXLFjAkSNHcuzYsaItNmvWjAkJCbx06ZLQA5Us3w4cOMDMzExmZGSwuLi4Xh3gf4MifefOnYWtc93QpEkT2tnZ0d/fX5yJ1BCBSqacNjY2tLOza9CUs3Xr1iwuLjYi0JiYGLq6unLgwIE8d+5cPUV6Z2dnPnr0iIGBgUYEKh3pQf7LC03r1q2NzlGqq0jfp08fcV2K/7IifUxMDDMyMrhgwQL269eP6enp9PX1ZWVlpVBMtrS0ZHZ2Nt977z0eOXKEZH1LJAsLC5Gu5C0cqD0TiaxviVTXkcXdu3dZU1Nj5I1JCpIifXl5uZF9dV1F+sjISNra2hKo9apP1n5s6irSFxYWCssiKVhZWYnTAfBPxfuMjAyhSB8YGEhXV1daWVmxadOmRh/al0NpaSl79OjBK1euCAL98ccfOWrUKKamplIul7N9+/bMyMho0IzwZUX6Fi1aMCMjgxkZGSRrFemdnJyEE4/ly5dz27ZtbNmypVCkNzc356NHj4QxgxRfUqR//vw5169fTy8vL+GEo26QTDnj4+NF/K1bt3Lw4MGsqakRnosk/JYlktQPXF1dxVlRRUVFzMnJYUVFxe9WpG/RogVXr17NzZs3i2uSTMl/KdKfP3+ePj4+3L17N5csWcLmzZuzb9++vHfvHp2dnalUKpmRkVHP4MPOzo5NmjQRBHrnzh26uroK01DgX0eS+Pr68sCBA8KZyMGDB+np6ckrV64Iw5XXJdD/6jXQ1NTUejphZmZm+OyzzxATEwOlUony8nJx78WLF3jx4gVIwsrKClVVVaiqqsInn3yCZcuWAaj9oLx48UJMI65fvw5bW1tYWVmJhfHx48cjIyMD06dPrzflU6lUuHnzJuzs7FBTU2N0T1KRAmqnmyqVCg8fPhQbVJI6k1KphEqlglKpFHkG0KCqUkREBNzc3LBo0SIolUo4ODjg7Nmzogxt27aFXC6HVqtFbGwsAgMDhQxUKhXMzc2NZAQAd+7cQbt27YTf0H+3ROLu7o6CggJxMuXLIAmDwSA2W6T3S2WeNWsWJk6cCBMTE5iZmRnVk0ajEaeISnVgZmYGpVKJkJAQbNu2TchSr9cLnd/y8nKcPn0aaWlpGDRoECZPnizqWFrHfVkb4/Dhw0anVg4ZMgQbN9a6hLS1tcXly5fRpk2b3zwlU6FQQKVSobKyEp07d4aXlxdIwtraGqdOnYKnp6dQBP/ggw+Ev1K5XA4TExO0bdtWyOb06dPw8fFBdXU1qqursWPHDkydOhWPHj1C3759Rf6lskhyMDExgU6nw6pVq3DkyBEcOHAAubm5CAgIEPl8uQ6qq6uF3qQEa2trpKSkICMjA7a2tigvL8fAgQNx9uxZ0bZramqEkYpUX3VhZWUFlUqFNWvW4PPPPxfpy+VyODs7G+maqlQq9OzZE9evXwdQq7ImaUF06NAB169fh1KpRJs2bUT7ValUkMvlWLt2LT7//HNUV1ejoqICHTt2REpKitGSkL+/v1DVq6iogEwmE+pit2/fxuDBg3+/AcHrsOwfNTRkyrl69WouW7aMQ4cO5eXLlymXy2llZUWDwUC5XE65XM5nz55Rr9ezf//+Rs9KNsNNmzalXq83msLr9Xr27t1b2MKTFNP8uiNQybmCNGKtOwLV6/VGI0jpf+lvjx49CNQ6RSDJY8eOUS6XC+cgdZ8l/2ULLx1lcOTIEVFGCwsL6vV6mpiYsKysjC4uLkxKSuKQIUMok8k4fvx4GgwG3rhxQ8iobn70ej19fHwok8m4evXq3xyByuVyPnnyhHq9nsHBwfVGoNnZ2ZTL5cLUUhqFpaSksH///pTL5ZTJZBw+fDgvXLggyiClIZnf6vV69urVi5s2beL8+fPF/fbt27OoqMgofvPmzXn37l3h0KWuNyY3Nzfq9XoxSgfqm3IuWrSoQVNOuVzO6upqqlQqkU+5XM7o6GiuW7eO/fv3r1fPUt4lH6uS/9mIiAjq9Xphgy+ZHNct+9WrVzlo0CDGxMTQYDCItPV6vfDZUFNTU6/uxo4dS7lczuHDh9drbyTF8kZqair79u3L7777josWLaJMJhMj0OfPn9PU1FQ816JFC969e5e9e/cWdQagQfNfaQSanp4u8jR79mwhLw8PDyM5KRQKlpSUsG3btgRqnYkYDAauW7dOmHKStQ5ipHc8f/6cer2efn5+/Omnnzht2jTKZDKGhITw5s2btLe3F/495XK5cETi5+dHuVzOFStW0GAw8ODBg2LmKAF/1Ck8AGcAZwDcAZAKYOI/r88D8ATAjX+GAf8urYYIFKhdB923b99rTeHrrqVJU3ipsdUl0LpTeAkNEagU0tPTjabw0jlCL0/ha2pq6tnCR0VFcdOmTa81hd+zZw9JcsOGDezXr5+4J5GD5H0nOzubZO3ZPJItfEhIiFHDbMgO+3Wm8BUVFUZT6ZcJ9GXUJVAJkj+CulP4uuk0NIX/rVBcXMz27dvz7Nmz/PDDD40ItKFQl0AlvEygL9thZ2ZmGpXrt2zh63oneh1b+Lrtuq4zkd8qszSFB8B169YZvT8zM9PouG7y30/hyX/5hJCOF66L+fPnG03hGyLQutekgQFZe0wxYOyNCfiXLfzL3pjIWlv4V5VdItC6a6B170vtWnJXR9JoCl/3sD3yj02gagA+//zfGrUHyHn8k0Cn/p60JALNysqiTqcToaamhvv27aNMJhPuqiRYW1szPz+fVVVVNBgM4pz3oUOHsqqqipmZmcI9HADhFUcmkzE+Pp5jxozh3LlzSVI4npXeCYDl5eXCAUlgYCBNTEwYFRVFvV7P48ePGzkTkeLpdDq6ublRqVRSLpdToVBQoVAI7zNqtVoQqFKpFGumVVVVglDXr1/Pfv36MSUlhU5OToJApXKYmppSqVRy7969nDp1KsePHy/8ZjaUHwcHB16+fFm4y1MoFJTL5VQqlXR1dRXnn0vvyM7OFp1XCqGhoaLjaTQa4R1cqieDwcB3332XSqWSkZGR1Ol0PH/+vJCRFE9yOyaNdDZs2MCvvvqKI0aM4MmTJ9muXTvqdDox2pCcRkh1LJ3//e8IVIpPknPmzKFCoWCfPn1oMBio0+mo0WiEPOue875//36StR9dnU7Ha9eusVWrVqysrKSZmVmD3pimmF/7LwAAIABJREFUTZvGCRMmUKfTMSkpiaamprSwsBDPlJaWGslp0qRJVCgUfO+993jx4kUCta7XKioqxGhMKrNOp6Ner+f/Ie+746K61nafmWHoZShiwTIHJ6JolBM8YoRIiBJDbBArsYEYS4xGo0Y5ahSNPSrqscSKcqJii+VYQiQiKFFjFCUiAlJEUGRwgJFenvvHZK8woonn+757b+497++3fzrDnrXXXuvd717rLc/z1VdfCV2WAFmkOZDAUCQDOmXKFC5cuJD19fW8ePEi3dzcmuhFixYtaGpqygsXLpA0GNfa2lqBWKVSqcQc1NbWGj2TwcHBVCgUnDhxIkm+cEwlPZXJZDQxMaFCoeCECRN45swZenh4kDSOTxQXF7NNmzZMTExkfX0958yZI3RUqVSKQJ40poCBkrpnz548ceKEMKANDQ28evUq1Wo1y8vLpf78OQ1okw4AJwD4/1cMqImJCfPy8lhfX8+3336bTk5O4rCxsaGHhweLioqYm5srvs/Pz2dDQwN9fHzo5OTEvXv3csWKFTQ1NRUc5kVFReIgDYjtEkhrWFgYLSws6OTkxH79+vHnn3+mk5MTmzdvzqKiIrZo0YJOTk7MzMxkSUkJi4qKWF5ezoMHD9LOzu6FaEwk2b59e546dcro2tKRnp7Oli1bsqioiHK5nI6OjmJFSRpWAtbW1sKAOjs7CwNaWFhIS0tLJicns6ioiMHBwVy9ejU3bNhgRHXyvBQXF9PX15cxMTGiHxJzpFwuZ9u2bYUBzcvLExB0jfsdHR1NJycngWkql8tJGuhCJAP07rvvEjBQh5AGJPfGqD+kIYh079490e6kSZNoaWnJ0aNHs6amhtevX2f79u2bINKTBoZOJycnrlmzhlVVVSwqKmJSUhLt7e2NqEwaI9KThqBXUVERT5w4QW9vb2q1WrZq1UrMgYQRe/78eY4aNYqbNm0iSZ4/f569evVicXGxMG4vMqAStuW5c+fo4+MjoszNmjXjkydP2Lp1ayN9Xr9+PZcsWSIQ2qW2nJ2dBcOpJCNHjuSePXtYUVHBHTt2iHOtrKyEThcVFdHR0ZH29vaMj4+nXq9neXk5jx49Sjs7O8rlcqHXJNmyZUtmZmaK52DatGmib4MHDxaUHlLbkvTo0YNOTk40MzPjvHnzqNfrefHiRTo5ObFDhw5iYfD48WMBoHz69GkWFRVx+vTpNDc35+DBg40yEZ48eUKZTEZHR0fevn2bfn5+PHHiBOfMmcPQ0FChJ6mpqaKP0hjk5eVRp9MJ471u3TqOGTPGSO9+ZWD98xtQAGoADwDY/mpAcwDcBrAbgP0r/J4dO3bkkydP6OHhwS1bthhFsc3Nzenn5yfekBIVQnFxsVgtbdu2jVqtlnfu3BERU71e/0JYOJIMCwsjAPbv35/Z2dnMzMykjY0NU1NTSRqg1JKSklhdXc2QkBAeP36cmzdvZqtWrdijRw+eP3+ePXv2ZG1tLd3d3QXXdvv27cX2ccOGDVy4cCGTkpI4YMAA1tXVifblcjmvXbtGX19fJicnc+bMmXR0dOTw4cOZm5vLqqoq3rt3TxjQhoYG3r17VxiVvLw8zp07lzNnzuS+ffvo7u5Od3d38Ybv3LkzKysr+fbbb/PUqVMcN26c4CsqKysT43jjxg3h1ujYsaNox93dnQcOHODu3bsZFhbGgwcPsm3btqyvr2dKSgrd3d1569Ytcd+5ubm8c+eOYAO4efMm/f39jeYgNTWVPXr0YFZWFkNDQ8XWcPTo0bx+/To1Gg1VKlUTAxoQEEBLS0uuWLGCX3zxBefPn88rV66wb9++vHr1Krt06SLu53mfpSR6vZ6ZmZmsq6vjrVu36O7uzpSUFNbX1zMjI4ODBw/mzp07qdVqxb2amZnR3d1djI9kQH/44QfeuXNH7CCio6PZpk0bmpub09vbmz///LMYz5s3b/LOnTuijY0bNxpFwaV+S2NaXV1NHx8furu7Mzo6mk+fPuXOnTs5YcIEHjhwgC1btuTPP/9spNdOTk48efIkR44cycOHD5M0uE4kZgNra2vRvrTik0SKwg8aNIg5OTmsrq4W2RiNdUFa+a5cuZILFy6ku7s7R4wYwVOnTlGhUBjp0PXr1+ni4kK1Wk13d3cjvX5eJDdKbm4us7KyWFZWZrSFJw1wdpItSElJ4Z07d8QYScfs2bMZFRXFoUOHsrCwUGzl//QGFIA1gJ8BfPDr5+YAFDBURy0DsPslv5sI4DqA687OzjQ1NWVBQQF//PFHFhUVcerUqRw6dChjY2O5adMmmpmZ0d/fX/hRzp8/z+rqanbp0oXLly9nXl4eDx48KPwzjx8/pp+fHwFDGtHz29ywsDAGBwcL/51E1lZfX09/f3+eO3eOtbW1DA0Npb29PTt37szFixczNjaW169fZ3l5OS9cuMCGhgbGxsby3Xffpb+/Py0sLNi9e3f6+/tzyZIlvHPnDmNjY2llZcUhQ4awtrZWcNf4+fnxyJEjLCkp4e3btxkbG8s1a9YwPDyc2dnZHDZsmDCgffv2pb+/vzgSExOZnp7OtLQ0FhUVcevWrXRwcBA8N1K+XEJCAsvKyjh48GC6ubkZtREcHMz6+nqBBn/q1CnGxsYyNjaWPXr0YMeOHanRaDh06FCWlpby6NGj9Pf3Z9++fQkYcm6lFd+8efOMgKovX75MtVotfKDSHDg6OrJXr150cHDgrFmzOG7cOCM80OcNaFBQEC0tLfnVV1+xoKCA9+/f57p164RR9/X1pUwmo7+/v5HxnDFjBn/44Qfu2rVL3G9YWBhLSkoEFmnfvn0FBqqXl5cwPnl5eVy2bBnVajVjY2N5+vTpJv63qVOnMjExkdu2bePcuXPFuB07dowBAQEin7WiooIjR45kdHQ0Y2NjOXfuXAGSfO/ePbF7aOyHvnjxItVqtUhjWrVqFYcPH84rV66IxYS0CwgICOCJEyeo1+v5888/c9asWdy1axdJY98+SdFHSa8l4x4bGyueg7y8PAYFBQm9jo2NpbW1NaOiohgbG8tPP/2UarVa7Nok0r8zZ84II9c4dzc8PJwjRoygi4sL/f39OWHCBJaUlBjp0YkTJ0QOMknOmTOHrVu3FvMWGBgo+uLv78+qqioj2hoAnD59Op88ecLo6Gj6+PhQLpdLz9mflxdeJpMpARwF8A3JYwBAsrDR33cAeCHUDMntALYDQLNmzbhx40aoVCrs3LkTVlZW+PDDDxEXF4f79++jR48esLS0xLBhwwAAEydOxJYtWzBv3jx89NFHyMvLQ1ZWFjp27AgnJydkZWVh/fr1CAoKQnx8PIYNG4apU6eCpKihdXV1xbvvvouKigqsWbMGISEhOH78OHx9fTFs2DAcO3YMR48exbFjxzBhwgS4ubnB09MTb7zxBu7du4cZM2bAysoKb731Fg4fPowhQ4ZAJpMhOTlZ0LQOHDgQT58+xfr161FeXo74+HiQFHzgQUFB6Nevn6BwbdeuHQYMGICcnBzBqy5B1g0bNkxUeSxfvhwRERH4/PPP4e/vL9I8NmzYgLfeegsTJ04ESXzyySdYt24dNmzYgOTkZOTm5qJ169YYMWIEAAOc2OTJk6UXGo4dO4bIyEjY2tqioaEBDx48wHfffYfr169j8+bNGDVqFBISErBx40acP38eQ4YMgZmZGRYvXgxHR0dUVlZi06ZNuHr1KqytrbFixQpYWFhg27ZtRtd57733EBISguzsbKjVapibm+P48ePYvn076uvrMXXqVGzfvh0KhQKBgYG4fPky4uPj4e3tjZ49e6J///5oaGjA5cuXMWrUKAFVN2XKFHGNTp064bvvvhN6k5qaitjYWJiZmWHEiBFiDExMTBAeHo7s7Gxs27YNNjY2MDc3R2JiIqytreHl5YUZM2YIvVu3bh1WrlyJQ4cOIT09HY8ePQJJPH36FG3btsVnn32GJ0+e4PDhw0LX+/fvj4CAABw4cADW1tbo1q0bAENKVa9evTBt2jRs3LhRnC+VSW7cuBHffvstWrZsiYkTJ+Ivf/kLNm7ciKqqKoEfMHToUJw7d05UrCUmJiIuLg4NDQ0YOHAgli1bhsWLF4tS5a1bt2L27Nn461//CmdnZ8TGxiIpKQlvvvkmTE1NsXDhQpw+fRqTJk0CYMBsNTExgbe3N44fP47Tp0+jW7du8PLywsWLF9GqVSscPnzYqBoqMDAQwcHBWLVqFbp16waSiImJgZ2dHSZOnAgzMzPxLMfFxeHbb7+Fj48P1q9fj3fffRdDhgwRlXnTp09HbW2tGM9hw4ZBoVBg1apVIm0vJiYGcXFxqKyshKWlJQYNGoRr165h2LBh4ln7I/k/bkBlhqd5F4C7JNc1+r4lyUe/fgwC8MsftWViYoLi4mLU19dDpVLB1NQUvXr1QkNDA2JjY6HVavHxxx+jtLQUs2fPRnZ2NlavXg1TU1OMGDECZ8+ehbm5OSoqKqDX66FUKmFnZyeAarVaLRwdHREZGQkrKyvY2NjAxMQE5eXlUKlUotbc0tISK1euBABRdvbxxx/D0tISWq0WFRUVSElJwcaNG3Hs2DHMnDkTMpkMTk5OmDBhAiIjIwWCkF6vR0VFBczNzV8KmRcSEiJyAG1tbXHlyhXcuHEDrq6uqKurQ0lJiYDl0mq1kMlk+OSTT1BXV4e8vDwkJSWBNOAlXrx4EZGRkairq4OTkxPCw8MBAP/4xz9QXV0NpVIJf39/9OrVC1qtFoChpK8xpqqTkxPkcjl27dolyuPKy8thbm4OlUoFOzs7fPbZZyguLkZ4eDgmTpwIhUIBe3t79O/fH+np6UhJSYGTkxMUCgV0Oh2USiUmTpyI3NxcfPXVV6ioqIBOp4OJiYnAB62pqYGVlRXq6+sREhKCBw8eQKvVgiTGjh0LrVYLrVaL2NhY1NXVwdbWFnfv3sWJEyeM0KV27NiBGTNmYM+ePTh16hTy8/ORlpaG1q1bw8/PD+3atYO5uTnGjx+P1atXAzDs3BwcHGBiYgJbW1tYWFggNTUV6enp+PTTT0U5rzQ+xcXFiI6ORllZGaytrWFpaSnGUcrZJGk0rqNHj8bu3buxefNmaDQaKBQKFBQU4M0330RJSYnQNUkcHBygUChga2sLJycnyGQyXLt2TXC7N86Z1mq12Lt3L0aNGgUnJyeYm5vD3NwceXl5iI2NxZQpU0T+MWDIW963bx/GjRuH2tpa2NjYwMnJCdbW1lAqlbC3t4dcLoeDgwNWrVqFLVu24LPPPoO9vT3s7OxgZmaG8vJykae5c+dOca/h4eFYuXIliouLjQC0AcDDwwMDBw5ERkYGvv76a3zyySdiDhwdHaFQKKBSqWBmZobS0lKUl5ejTZs2GDx4sNE1tFot1qxZg08++QRHjhyBt7c3UlNTERcXh+rqaowcORJPnz4FSaHnryL/N1ag3gDGAEiRyWTJv373dwDBMpnMA4aldQ6ASX/UkIuLC7788kvY29tjzJgxuH37Nm7cuIGOHTuiW7dumDt3LmbMmIF58+Zh9uzZWL58OcaNG4dNmzbh8uXL6NevHx4+fIiNGzeioaEBgYGBmDFjBqZPn44RI0bg73//O2pqalBcXIzdu3dj6tSpqKmpQWFhIXx9faHX6zFkyBCsWbMGZ8+excGDBxEdHS2Syb/88kvY2tqiQ4cOuH//Pnbu3IkOHTpgwYIFIInXX38dMpkMqampAiUqKSkJGzZsQGBgIN58803IZDKjBPqRI0cKA/L999+jV69euHnzJhYvXox+/frB29sbDx48wIYNG7B69WqkpKRAJpOhtrYWU6ZMwaVLl/Ddd9+hoKDA6GGVyWTo2rUrRo4cicOHD2PSpEk4f/48VCoVOnfujLS0NMycORMODg4YPHgwAgICMHToUKxYsQJLlizBuXPn8NNPP+HUqVMoKCgAAHh5eaF9+/aws7PDokWLEBoaiv379wMwQOaFhITAzs4OPXr0QIsWLdCpUyfodDqkpaWhtrYWR44cweuvv44xY8Zg0KBB2LlzJ/R6PSZOnAidTodHjx7hnXfeweLFi9GsWTMsWbIESqUSc+bMgVwuR4cOHTB69GhRu962bVvs2rXLoHCN0KEAYNGiRQKZx8fHBzExMbh48aIwnAcOHEB9fT1SUlJw4MABtGjRAlOnToVer0f//v3h5eWF1NRU2NjYoFmzZvj++++xbNkyPHz4UEAoSgnnY8aMQXl5OVJTU/H666+jtLQUCQkJUCgUglXh0KFDMDU1xdKlS9G2bVvY2Njg0KFD+Mtf/oI2bdpg+/btePDggVg5Hzp0CJ999hkOHDgAtVqN8ePH4+7duzhw4AAAwwvtzJkzYgUtwS7OmDED7u7ucHV1hY2NDRoaGrB48WKBTtZYhgwZgsePHwu9d3Nzw7Nnz2BlZQU3NzcoFAp06dJFnO/u7o7Y2FhYW1vD3t4ejx8/RkVFBVxcXJCSkgI/Pz/I5XKMGDECq1evNgLhlsTR0RG1tbXYuHEjAgMDsX//fjF3nTt3hlKpFDq2b98+pKam4qOPPsLjx4+xadMm5OfnIyYmBqdOncKhQ4cwZswY3L9/X2AJdOjQAf3794eFhQW+/PJLBAYGNtGN35X/nX7O/91H4zzQPXv2iDpsKQ8UjaKPz0vjUk4XFxcuXLhQ/K2uro4JCQnEr/lvV69eFSVhr5IH6uXlRW9vb9rZ2b1SHuiVK1eEL+ffLeVszIn0ojxQKS2HNOTGTZ48mQcOHCBp8DeGhISQ/C1BuXHEeNeuXSJwsH79ejo4ODAsLOyFeaCDBg1iZmbmCxPpSUOKjxQkS0pKokqlYnR0tGDQfFkeqLe3t6iF/7080BcFkV6UB2pnZ2dUR+7t7S2i8NevXzcqq92+fTu7d+8ugiomJiZMTEwU6VQ5OTm8deuWyCh4VU6kZcuWMT8/3ygPtPEcAIacZG9vb3p7ezMxMZH379/ntGnTRBTe2dmZP/74oxEv/MvyQPV6PY8cOSI4kRITE9nQ0NAkDzQvL4+LFi0igCa0xi+SV8kD9fT0pK2tLQFDHuipU6f46aef8u7duzQxMaGvry/J3/JAPT09aWNjY5QHqlKpOHr06BfmgR49epQdO3bk4cOHuXnzZs6ePZt37twRtfBxcXFN/NCSNM4DBQy0ylIaFv4TSjkby4IFCwS3kLS1MTMzQ9u2bUES2dnZAAwgxw0NDWjdujVKS0sFWHFISAgKCgpQV1eHO3fuGGEovv/++8jNzUWLFi1QWVmJrKwssVU1MTGBWq026suZM2dw4MABvPPOO6isrIROp4ONjc0LQYmzsrIwYcIEI9Rse3t7sTqsra1Fbm7u7967g4PDSzmHsrKykJWVhfr6eixevBiDBw/GyJEjUVZWBldXV+zZswf19fXIzc2Fq6srsrKy0LZtWygUCnzxxReirA4AevfujS1btgiaFEmys7Nx7NgxmJmZGVFRWFlZwcXFBQBQUVEhyl7Hjx+PsrIyhIeHIyUlBVqtVqz+GotCocClS5fQoUMHoxLRZs2awd7eHtbW1i8d04aGBrRp0wY6nQ7Pnj2DTqfDkydP0KlTJ6xatUq0v2/fPtH28OHDRbmpTqdDUVER7ty5g0WLFsHV1RWtW7fGW2+9BZJQq9XCzXDhwoXfnR9J2rZtCzMzM8yfP1/49lxdXeHs7IysrCzk5OTA1dUVgKGMc//+/di3bx/eeOMNREZGGuGoFhcXC/i756VFixawtbVFaWkpsrKyEBsbi6FDh4IkMjMzMW7cOGRkZBjReGi1WkRFRSE6Ohqurq4CeV4S6blpLPb29nB2doa5uTnatGkDuVwungXp/DVr1sDPz0+UqHp5eSEyMhJKpRJdu3ZFfHw8srKyxEr68OHDeP3111FYWIiSkhLY2NjA39//hTidarUac+bMQU1NDZ49e4b33nsPNjY2YsdRWlqKjz76yEivTUxM8PDhQ7Eb+G/Lq1jZP+vh4eEhonaJiYksKSlhSUkJKysrRSVSXl4e7ezsqFKpSFLkzen1eg4aNMgoibd79+5MSUkRb0z8ugJVq9WUy+X89ttvOWnSJJqZmTE4OJhJSUns2rUrS0tLjVag2dnZ9PDwYEJCAidPnswVK1awpqaGZ8+epaenJ8nfVpS2trZ88OCBWFkGBwdzwYIF3LhxI/39/Xnv3j2q1eo/rESSEuklkVagdnZ2tLOzY15eHvV6vUjQblyJVFBQQHNzc5aUlFClUvHRo0ci7UUSqRLp5s2bdHNzY2lpqVj92NrasrCwUICJmJubi/y9xrzoUp5gaWkpnZycRAR3+vTpDA8P5+7du41WoHK5XMxpQ0ODWIFu2rSJ8+fP5/Dhw0UU187OjsXFxbSzsyNgqETS6/VihWlmZvbCqjXp/OcrkSIiImhhYSGi9FJOr3S+dF99+vQR1Vp/tAJNTU2lh4cHLS0tuWnTJlZXV7OkpISXL1+mjY0NLSwsqNPpqFKp+PjxY1HddfLkSc6ZM4fm5uZiBSqVHTbmtn8eTCQyMlLMv5RjKY2ppPfSCnT69OmMiIhgTU2NuDdJSkpK6OjoaJSLKemYxBP/888/U6VSUavVCp2Q+nXmzBmWlJRw4cKFnDp1Kuvq6sS8arVaMabAb5VIFhYWNDMzY0hICE+ePEkvL68mK9D8/HzRTnBwsCgaGDZsGG/dukVnZ2dRYNCYldPX15enTp0yWoHK5XJ27NiRFRUVUn/+3GlM/xPH8w+DdMycOZOHDh0S20cp57Dx/6Ut/JQpU0SVDWCgNW5c7SClq3Tu3JmAoQpm6dKlHDVqFOvr65vQGktbEakGWNpC7927l3369BH9kAxiVVUV7ezsjEo5JT7xvn37CoP5XzWgjbfwz9MaNzag0v3W1taK7eaLDCj5WymntGWWHrg/ojWWxl5qXzKg9fX1XL58udi61tXVNSnlLCwsFPmILzuepzVuzCO/aNGiJpzkSqVS8LD/O6WcSqWSOp1O3I80z/8TtMYmJia/W8oZGBjIK1euiKqZxvfz+PFjenh48PTp02Lepfr53NxcUeHWWE+lHFjp/OdLOSU67cbpQpK8aAsvtfuiUs6IiAjW1dWJ9DdpDsjftvAZGRns2bPnv13KefDgQc6aNatJKadUedXYgEpzNn369P92Kef/01t4T09PWFhYNPl+/fr1GD58OAADpW7jaLaVlZXRdnnLli2oq6sTzvbnxdLSEsXFxfjll1/g7+8vEGXef//9F4LvVlVVCaK2Pn36CFTssWPH4vz5803ONzc3F2j0kixZsgRff/01zp8/L8CC/0+JUql8pe1NRUWFCGbZ2Njg8ePHv3v+s2fPBGhzeXm5EXnX5MmTheP+ypUrRrxBkjRv3hzHjh1Dnz59Xvle7t69K+YoIiKiyZa3trYWJiYmRlvZV5GamhqxHbx69SpGjBjxu6yoryoWFhaora39XRre48ePCzSwF8nNmzfxj3/8A19//TUAw5a4V69eaNu2Lerq6gR6fkVFhXD7vPfee9i5c2eTtkpLSwWjq4WFRRN22udFIkV8mSxatAgmJiZGtDrPy2uvvYYrV6787nVeJCNHjhQ0PK8iQ4YMMUoB+y/Lq1jZP+vh6enJmpoa1tTUGGFRzpgxgwcPHhRgIvj1TadUKqnX6wUqzrlz50iSq1evpkKhoJeXlwhASO02BlGQEtmlenWpZhcALSwsWFNTI1YOJiYmlMlkIoi0b98+KpVKdu7cWbTX+Bpubm5MTEwUyDr19fWsqalhbW0ttVotraysRF8cHBxEzbBCoaBSqaRCoRClnC4uLkYrUJVKxby8PJFg/tVXX7G+vp4nTpygUqlkmzZtjPoiHY1Xr+vXrxfYAiYmJrS0tBSrEynwUltby4CAACoUCs6ZM4c1NTVMSkqiq6urUSmntbU18/PzSRoSur/++mtxTSkZ/PkV6KNHj8Q1ampquHjxYgYHB7OmpoapqalUqVSsqKigUqkUuwbSsF0DwC+++EJcIyUlhQ4ODuKzNIb37t1j7969efDgQZKGFahMJmOXLl3EKl3SI6lfV65cEXMmrUC7dOlipDeNMWuTkpLY0NDA2bNnc/r06Tx27JjRCtTU1LTJClShUHDz5s1iBVpbW8u8vDyhA9XV1UbXCwgI4NatW7lmzRqhp1K/pb5XV1eLIFJtbS3r6+u5cuXKJucrFIomz4EkERERlMvl9PPz4507d4SLRjpXpVIxNTWVPj4+4l5CQkIEmLWDgwPLy8tFn7RaLdVqNS9evMiGhoYmK9DGz4y0Y7x//76Rzkq7gsZgIlL7SqVS1MLLZDJ+9dVXjIyMZFBQUJOCGfwnbOE9PT3p4uJCR0dHsQVYtWoVV69eTWtra2FALS0tqdVqRbRUQkCXDKgUAZbQmPR6PR0dHcVRXFzMnj17UqlUMjIykuHh4eL869evCx+go6MjCwsLqVKpePXqVfr4+AgDWlVVRa1WK6LOUnWNdNy4ccNoEqOjo+no6MiePXuyoaGBjx49oqOjI+vr61lcXEytVsvu3btz165d4t7KyspYV1fHe/fusWXLluJ+JTQmf39/mpqa0tLSko6OjhwyZAi1Wi3v3r1r1JfGh+RPW79+PQMCAgTCufQAoNH2rnfv3kagFY6OjvTz86NOpzMyoMXFxdRoNHR0dOTx48c5ZcoUcb2+fftSp9M1MaD29vbMyMhgUFAQHR0daWFhQVNTUzo6OlKlUlEmk9HZ2ZlarZbOzs7U6XTs3r270QtOukb37t2N/HkKhYJZWVn08PBgbGwsx40bx/Xr13P79u309fXl1atXBeAzAD558kSAcdja2tLR0ZEbN24UBlQqUZSkuLiYlpaWTElJ4dtvv01HR0fx8EqYDfn5+bSwsBBZD40N6DfffMPKykpWVlbywIEDwrUjLQ4cHBzo6OgoauLLysr4ySefcO7cudy1axc9PT2FjkhHixYtKJPJeOe2wikXAAAgAElEQVTOHQYFBXHfvn2sqKjg9u3b6eXlRa1Wy6ysLAIQ4ybpLkl+8skn/OKLL6jVannmzBmqVCoBqCydL5PJqFKpxBwAYGhoKGtqaqjVapmZmcnmzZtTq9VSLpfT3t6eycnJ7Nu3Lx0dHbl8+XKuXbuW7777LtPS0ujo6MiWLVuSNJRy5ubmskuXLk10duTIkU3QmAAI3AxPT0/u27ePM2fO5MyZMxkTE0M/Pz82lv8IA2pmZmaERbh161bqdDo+ffqUaWlpPHnyJL29vZmens6GhgZ27NiR1dXVzMjIYFpaGoODg+nm5sbw8HCuX79eGND6+nqmpaUxLS2NSqWSGo1GgERIdc9paWk8duwYXV1dBb5hWloa3d3d+dNPP9HPz4+HDx9maWkpN23aJOgx3Nzc6OXlJXyad+7cYVpaGmtqajhq1CieOnWKJLlz50726tVL1M439oF6enqKN2lMTAzXrFnDL774gomJiRw4cCALCwspk8nE9ZKTk1lbW8ucnBympaUxNDSUwcHBjI6OZmBgoJEPVDouXrxId3d3uri40M3Njc7OzgwMDGRKSgq9vb0FvQdgSM0qKipidna2GFfAkFYlQb41NqAkmZGRQY1Gw++++46PHz/mzJkzGRAQwNzcXObl5dHDw0PMgfQAqtVqxsTEcMiQIZwyZQrT0tIYHR0tsE4BiEDT06dPmZWVJahBpk2bxrS0NEZFRdHU1JReXl5GBrSkpIT3799nRUUFg4OD6eTkxGnTpvHBgwdidXX79m1xjZs3bzItLU3sfBoj0nfo0IFXrlwxmvPk5GR6e3uLoOe6deuo0+mYlpbGM2fOsGfPnrx37x5JAyPArVu3xP2PGTNGtOPi4kJzc3O6ubmxW7duAhbu1q1b9PLyEudFRkbyyZMnLCsrY05ODvPz8+nm5iYMe+Mg0oMHDzht2jS6ubnxo48+ErXnjZ8DExMTFhcXMyAggG5ubty8eTMjIiI4d+5c4QOVy+Vi/FNSUpiWlsa2bdsSAFevXs20tDRu2rRJpM5J+AiN09NcXV3Fy6NZs2acPn06Dxw4QLVaTQcHBzFGEpp9YmIiu3TpwsjISIaGhhIAAwICWFVVZUTLc/fuXXbt2pWPHz9mTk4O9Xo9Z8yYQXt7e7q4uNDMzMxovv4jDGiHDh2EImzfvl2suEgyISGBo0eP5rfffks/Pz/26dOHcXFx9Pf3p06nY1hYGHfs2MEBAwawXbt2nDp1Kq9fvy5+X19fTz8/P8bGxtLW1pZeXl7cuXMnZ86caVQz3KpVK8bFxfH777+nn58fZTIZi4uL2aFDB164cIErV67k4sWLGRcXx7Vr17J169ZMSEgQBtHPz08EYRqDQUh4oNLqsLEBvXjxIisrK43yQFu1asUJEybw6tWrrKmpMeL88fX1NULsycjI4L1796jVannt2jVWV1czLi5O5MydOXOGgwcP5jfffMO4uDgGBQURAAMDA3n9+nW2bt2aJI1yEB89esQJEybQz89PuEiGDh0qrvm8AQ0KChIcTWvXruWCBQtEUEmq65bkwoULjIuLY5s2bejh4cF169YxIiKCy5cv58WLF2lhYWFURy7VbZO/beEjIiJ47tw5enh4CBeLn5+fwD0oKSnhqFGjmJKSwpSUFAYHB7NVq1acM2cOy8vLmZiYKFwWwG+BMy8vL37xxRfMzc3l1q1b2aNHDx44cIADBw4UYxoXF8d+/fqJrXxERIQRmpZer+eJEyeM+iO5ISZOnMht27YxMDCQAOjj48MtW7YQgFEu7ttvv82TJ09SrVZzxYoVIt8xPj6efn5+IkdamoPno/AfffSRwHhISUnhqFGj2FguXLjA2tpaXrlyhXFxcSwoKGB2djZTU1Op0+m4d+9eWltbizmQxv/HH39kXFwcHz9+zN27d3PmzJmCF4z8LTj6smPSpEn87rvvqFarmZiYyJqaGjFGp06dYlVVFX/66Sc+efKEc+bMEQb0/v37HDhwIM+ePSues3PnzrGqqoqTJ09mYmIiZ8yYYXQtJyenxrX5//8b0MaJ9I0nhaQRoDJgSJomDf6owsJCfvvtt5w5c6Z4+w0fPpykAbouJCSE48aNI2BIY5K4dGJjYxkWFsauXbvy66+/ZmJiItu3b0+SRmlMjQ3ouHHjuHjxYiYmJvK9995rkkgvPbwkxUqkMaDyiwyoJJIB/emnnzhu3LgXRuGlo/EDS5JxcXGMjIzk87Jnzx7W1dXRxcVFROGvXr3K4ODgPzSgz3Mi/Z4BbdasmVjRXr582ejlRRqMaGhoqNF30lx5e3vTw8Pjd8FEJDl79ix79epFDw8PI1/c84cUhQ8ICOCVK1eEm6ZxMcPLDKgEJrJ161a6uLhw8ODBL4zCr127lmq1mn5+fvzuu++M/i75QKVDMqAeHh48efIkp02bRgBGcHaNDSjQNI2JJGNiYoza/T0DGh4eTpIsLCzkkSNHjPo3YcKEJulNjUWCs5PmYNy4cQwJCWFISIhYNS5YsIAajUYwKJBNDejq1aup0WiaGNDOnTuzrKyMY8eObTIHJLl582ZRRBAQECAQ6SVIQeA3nNjGnEh9+/YVY/sfnUi/fft2I36VP5LHjx/D1tYWVlZW8Pb2xtChQwEYkqubN2+OvXv3vvS3tra2RnXI1dXVWLp0KQBDQv/zmQHx8fGIi4trkij+vBQWFhrVH7+qlJaW/mGEFAB27dolOF9SU1NfmBWQl5fXJGFap9NBp9P92/36Izl+/DgKCgrw9OlTlJSUGP2tpqZGZDA8L5cvX0ZycvIL//a8FBYWory8HHZ2diI74vekRYsWv8t59LyEhYXB3d1dfM7Pz8eJEyfw7NkzLFmyxKg8cfjw4XBycsKFCxdw586dJm2ZmJhg4cKFr3ztF8mUKVNemMUgCWkAxvm9zIPq6mpRjivJ3r17RQQ/Ojoat27dQkJCAo4fP/7CNtq0aSOotg8cOICUlBQAQGZmphHXu1SwIWUeFBQUNOE5A4AnT57gyy+/fKlOXLhwQVArA4asjc8++wwmJib44osvXnqv7u7u/1Zmx/Py/4UBHTp0KJ49e9aEHE2r1eLo0aMwMTHB2LFjjf724MEDDBkyBNOmTcM777yD5s2bA4Ag9vo98fX1xZAhQ8Tn+vp63L9/H4AhVcPCwgKBgYG4desW7t+/j6dPn6JVq1YIDQ0Vv5HL5RgzZgzGjBkDpVKJ48ePY8WKFfjll19w69YtXL58GQUFBThx4oTRtaOjowXYQkBAAB48eID169cLDu+SkhIjRB9Jjh49iuXLlyM1NRWAgQjueQ5twKDgJMXn+Ph4rFu3DufOncODBw9w+vTp3x2bV5Xhw4djzJgxSE1Nxdq1a5sYc6VSacQDf+jQIZSVlQEAevbsCQ8PD/E3GxsbjBw58oXXKSgoQNeuXTFjxgzB0f68jB49GqampggKCkJ4ePhLOddfJK1bt4aVlRUAQ131mDFjMHDgQNTX1yMtLQ2LFi0S43n06FFotVr4+vqivLwcP/30EwDg6dOnOHLkCJRKJSIiIozSmAYOHIjWrVv/YT+Cg4NhYWGBjz/+GK+99hoAQ717QkKC0Xkkm8zx+fPnjRYfubm5iIyMbDJGx48fR1lZGfLz83Hu3DlcuHDBKCUQ+E2vIyIixKFUKgXZnEajgb+/v9FvGhv8yMhI5OXlNbm/mpoaPHr0SCBoPS++vr5GLzKJfM7ExESM6f79+xEdHS3AgiRp06YN+vfv/8J2/0j+r8DZ/U/Lhx9+CEdHR5SVlaGgoAANDQ1ITU1FUVERDh48CDMzM0RFRYnzf/zxR7z33nto3bo1zM3N8fDhQxw8eBC2trZo0aIFvvnmG/j4+ODSpUtITEzE3/72NwED1qFDBzx79gwJCQnIzc3F66+/juTkZERFReGf//ynaH/x4sV4//33UVRUhHnz5iEkJAQ3b97E3/72NwAGRZPyEq9fv469e/eiRYsWaNGiBZ48eYLk5GRkZmYiIiICffv2hUwmQ+/evbF7924MGzYMSqUSgwYNwvbt26HX69G7d2+8/vrr0Ol02LNnDxwdHUU56qVLl3Dw4EEUFRUhNTUVzZo1g6mpqVDkmpoakXsXFhaGK1euoLq6Gjdu3MBPP/2EqqoquLq6Ijc3F3FxcfDw8EBCQoJ4CH18fESOZ2PRarVITk5Gp06dcPnyZaO/jR49GjU1NYiKikJaWhpatmyJhIQE2NraomPHjrh58yaioqKEAfjoo4/QoUMHVFZWwtfXF1qtFg8ePMCtW7dga2uL4OBgXLp0Cb1798alS5fg4+ODmzdvwtvbG97e3gCAq1evAjDkNErzAAATJkwQCF3NmzdHWloaFAqFeLArKipw/fp18eLy8fHBlStXYGpqitmzZ2PEiBEYP348OnXqhAkTJiArKwvXrl1DVFQU8vPzkZCQgDfffBPHjh2DVqtFWFgYysvLceTIEVRWViIjIwOffvqp0c7l0qVLMDMzQ9++fdGuXTu0b98evXv3RvPmzZGZmYnevXtDqVSK8Rk/frz4/S+//IKnT58iISEBcXFxsLGxEWyjcrkc+/btQ0xMjFhRrl69Gg8fPhTluRLAS319vZi3kJAQLF++HH379sW8efOwcuVKkISvry9KS0vFy0Amk2HChAm4dOmSuBcfHx/U1dXhwYMHeOuttzBp0iRcv34d3bt3R0NDA3bu3Cl0qUePHkhLS0NZWRnUajWsra3x8OFD+Pv7Y8KECaivr0deXp7RiyE5ORldu3bF4MGDxT3l5eVh0qRJRru+qKgoKBSKJmhLb7zxBtatW4d58+ZBoVCgd+/eTV48L5VX2ef/WQ/JB6pWq6nRaESJ3M6dO6nRaNi/f38mJSWxS5cuzMjIIEm6u7tTo9HQ1NSU586d44IFCxgeHs5du3Zx4MCBzMjIEEEWAGzfvj2fPn3Kfv36MTExkYWFhVy6dCk1Gg1HjhzJ3NxcvvHGG8IHWltby+7du/PChQv08vLiqlWrWFxczLKyMmZkZIgIZ21trZGvJy4ujhkZGdTr9SwuLuamTZvYqlUrtm/fnllZWSQp+iblZw4bNoy7du0S3+fn57O6ulrwW0v3LPGI9+/fnxqNRhwfffQRq6urefXqVfEdfo2ESp+jo6OZkZHB+fPn09/fnxkZGfzxxx8FeyLwWxrTgAEDaGlpyWbNmtHR0ZHW1tYMCgpibm4uZTIZNRqN6Kunpyc1Gg1jYmI4bdo0cb1BgwYxMTGRXbt2ZVpampgDuVzOtLQ0jh07lhqNhg4ODrSxsREBKykCnJGRIaLkarWaLi4uom1nZ2daWFjw7bffFv3IyMhghw4dqNfrBTXEhAkTuHTpUi5dupTe3t6Mi4ujRqNh+/btCRiqzLp06UKNRkMzMzO2aNGC27dv5/79+6nRaNimTRs2b96cDQ0NItsgJSWFdXV1DAoKEn7AtWvXGs1H586dmZ6eTo1GQ5lMJvQ6Li6ORUVFzMjIYFRUFAMCApidnc2KigoxZ+3btxdUGmFhYdRoNEKvBwwYYHS/JAW3VUZGBv39/bl06VJqtVrq9XpxXnJyslH/bty4wYyMDFZUVLCwsJARERGcPXu20B9PT0/W1dWJ8+VyOdu1a0eNRiNKSUNDQ3n58mUjf31GRobI67xw4QI9PDzYvHlzLlu2jEuXLqWPjw/Pnz9PtVpNpVIpxlTyaUpjumLFCi5evFiwKeDX2Ic0RuXl5czOzmaXLl24ZcsWzp49WwCpV1VVMTs7W8wZ/pOCSHfv3mVdXR1HjBjBHTt2kDQ4p+Pj49mxY0fm5eWJIJJOp2NDQ4NIEaqoqOCiRYs4fPhwXrt2zaiGF78GkUpKSqjT6VhbW8uwsDDOnz+fJEXJYUNDg8SjwqKiIjY0NLBDhw6ijblz53Lnzp20trY24kTS6XRUKBSCgwa/ZhPMnz+fkyZN4rFjxwjAKIikUqmM6sul6CxgSBtKTU2lRqMRQaTi4mLqdDp27NiR8fHxIslZ4oRJSUkxylmUSt6k+v7g4GCjRHAAbN26NcvLy0Wp3qNHj9jQ0MCysjL6+/vzq6++YkREhAgi5eXl0cXFhcXFxVSpVIKFtL6+nkFBQdy7d6+4/tWrV9mtWzeRB6pSqfjkyROq1Wpev36dOp2OOp2O4eHhIogkl8upVquNgkhqtZoqlYqJiYksLy9nZWUl9+zZQx8fHyNOIeA3grjS0lJ6eXlx//79IohkYmIiUp5eFETq27evqIWXxvT27dts3rx5E06kvLw8lpWVUafTcdasWfz888+FHul0OhYUFFAmk/Hp06ds2bIlHz16xLKyMsFBhEZBJBcXF4ER0HgOGsuqVasYGBjI77///oVBpMZzYGpqyvDwcIHaJPFeNdZVe3t72tra8vTp0wwODhbkiiQFXoB0Lkmq1Wrev3+fpCGbwNzcvElgsKampknJJ2BAApsxYwZNTU1pbW3Nzp07G5VyPs+bpdfrxRiZmJgIPWvRooWRXkuI9FZWVly7di0rKiqErfivBJH+rxvB/84hGVCFQsHk5GSjAf2jKLwkEn/20KFDWVdXx+zs7CYG9PkovGRApSh8SUmJOF+qw25sQOVyOUNCQvj999+/NAovrW7kcjmXL19uVLfd2IBKDImkIe1JqniSDKgkL4rC9+jRQ0RXN23axICAACOcANJQ511eXi6i8PX19fz000+NuMr/J6LwLVu2FBHg53nUpReTmZmZ6FNjODuJW1wyoBqNhiSFAZVWxHV1dWxoaPhDWmMTExOWlpbS1dWVCoWCBw8efOUovHQN0hCFDwgI+F0DKnGSr127VtzzjRs3jPqCV4zC29nZiTkwMTFhYWGhUX9WrVrV5F5fJQp/+fJlMaaSSNkuKSkpghpk8eLF4u/PR+FfVDu/YMGCJgZUmjepEOb5o3EU/smTJ0ZJ+Y2j8CNGjBDPQUBAgJgbSWQyGUtLS8WORYrCT58+nSdPnqRCofjPjcLn5eUJuoN/V7Zs2YJly5bhyJEj8PHx+W/3pbKyEvb29kbfLVy4EG+//XYT5/mLJDo6WqDCv0jMzMyEQz4xMRG1tbWYM2fOf6mvZ8+eRffu3Y2+q6mpMYpCf/DBB3B1df236oxfRQoKCoTTf/LkyZg/fz4AA6C0RqOBra3tS+uqd+zYgYiIiJe2bWFhAZ1Oh44dO76SL6uqqgq2trYADEEzCXT4VcTb2xtHjx595fMB4MiRI3j48KGg/Gjc75qamt+thZekTZs2RpkLer0ezs7O8PDwwLlz5/6t/jwvvXr1apLRUlFRAQcHB7z++uu4cOECdu3ahUWLFr20DQsLiyaZFS+S2tpaKJXKV8IjaNasWZNAsSQHDx4UMHYAcPv27SbBNzs7O+Tn5zf57cCBAwVq/78r/08b0J9//tkIf7KxfPDBB9iwYYMRbiVgALWQFC02NlZ8P3ToUKxZs+aFKSCFhYWora1F3759jb738fHBvXv3YGdn99J+ABAPhK+vr4iCK5VK1NbWQqFQwNHRUUTxx4wZgxUrVmD8+PE4e/bsC9tzcHAQGKEffvihEZDFL7/8IjA4G8tf/vIXbNiwAR988AEAYOrUqaitrcWuXbuMsB9NTU2bgInMnDkTs2bNMvquoqJCBI70ej1atGiBGzduCET1xpKXl4c2bdqgsrISSqUSSqUSRUVFAAxYq927d8eyZcuMflNWVibOLS0thbu7O44dOwY/P78m7WdmZhqBk1RWVsLNzQ2ZmZkADMGDBQsWAAD8/PxESs3zkp6ejvDwcMTExAAwBNRmz579ylH5SZMm4eOPP8Zf//pXFBYWGjEJ/JG0bNkSZWVlkMlkqKmpgYWFBdq2bYudO3diwIABr9xOcnIy3nvvPfF56NChRgG8hoYGKJVKEdV2d3dHQECAEZhIUlISlErlSzFmY2NjkZCQYPQSe+2111BUVAQTExPU1taitrYWr732mtBrKQj1qvLNN9/g888/x/bt2/H+++8DAIqKikTGw+/JuXPnMG7cOPz0008vnYMhQ4agXbt2WL9+vfguPz//pTQ6L5VXWab+WQ8JD9TW1pYpKSkcMWIEVSoVFyxYwJMnT4ogg+Q3Iyn42yU4uxkzZjA8PJx6vV74onQ6ncA1lHyGPXr0oEqloqmpqdjC//jjj8LXIvlxpP/L5XKePHmSOp2OlZWVjIqKoomJCbt37y62LRJ+oq2tLW/cuEGdTsehQ4fS3NycKpVK+ExLSkrEFl6qp5e2f3q9ntOnTxdbeIluV+qP5APV6XT09fWlSqUSHObSNqe0tJSVlZW0t7cX/jeZTCbYE3U6HZcvX87+/ftTp9MxNTWVrVq14tOnT5ts1xoj0iuVSvbp04cNDQ3My8ujg4MDdTodTU1NaWdnx7t371Kv17O6uprr168X9yyBicjlcup0OjZr1oxZWVn09PQUQCbm5uZiC+/q6sqSkhIjH6jkFomPj+fkyZO5atUq7tmzhyYmJk383CqViqWlpfTw8OD333/PmpoaVlZWcuvWrcIfqFKpRI29xAtPGifS7969m1ZWVgQMZYiN9c7S0pK2trZUKBS0srIStfAqlYre3t4sLS1lRUWFkT7JZDLa2Njw7NmzrKio4NKlSxkUFCTmjPzNjdL4d99//z1JgxtH0mupDLXxYWdnx7S0NPr7+zMyMlLg6EpzIPk0JWkcCygvL2dERISo6ml8fZVKJTA/6+vrGRAQIFwG0hb+3r17VKlUYpwkF1FycjJ79OhBS0tLI9/78z5Qqf/S9Y4fP86Kigox5klJSQJnVHoW8vPz2apVK/7www/U6XScOXOm+L2Pjw91Ol3jgob/DB9oRkYG09PT2a9fP6G8KpWKLVu2ZNeuXZmVlSWilRqNhnfu3GFdXR27dOnCVq1accOGDVy2bBk1Go2oRpIkPT1d/D8nJ4fp6ekcNmwYHRwcqNFomlCkNj6+++47I1Sg5yk9GrefmZnJ3r178/r163z06BGnTJnCYcOGMT09nTk5OSIIlJ6eTjc3N2o0GiNqgsaUHunp6QIYGr/637p168ZHjx7xwYMH7NevH7/66itGR0dz4sSJoo2Ghgaj/qSnpzMgIIDnz58nSRHkSElJoVqtbkLpIUl+fj7T09OZnp7OjRs30szMjL6+vtTr9QQg5iA9PZ3V1dUMDQ0VEWPpd9nZ2SwtLaVCoSD5mw9UmoOhQ4cSMPDCV1RUMD4+np6enk0qkXJychgUFEQbGxtGRESwtLSU6enpPHfunEAKkuarpKSE2dnZRvdSWlrKPXv2sH379rxy5YrAA5UMqBTtDQ0N5fbt27l161b27t2bp06dYvPmzVldXc0OHToY0aQABkBonU7HkpISbtu2jR4eHiwsLBTR4nv37omaeQBs1aoV9+3bJ+bg9u3bRtFx/OqblMYvODiY+/fvF/eRnJxMtVpNKysrcY7ks2zXrh1jYmKEQd6/f794+Wk0GhFg7Nixo5FBnTdvnsiECAoKEiXPUtuS9O3bV/hPP/30Uz5+/JhJSUls164dVSqVyApIT08XhvvEiROinSVLltDHx4c5OTmsq6sT30v+zvj4eHbt2pWHDx/mqlWrhF+2urqa6enp4jkADJkKSUlJrKqqImnAF50/fz779OnDM2fO0MfHRzwHf2oDCgNpXAqAZKmjABwAfA8g49d/7f+oHU9PT7777rv09fXlwYMH2bNnTwKGssyIiAj26NGDT548oY+PD2UyGePj44WDvUuXLly9ejVnzZpFtVpN4Dc0JtIQ2PD19RUP49ixY+nr68t169YxPj6e8fHxAhDXyspK1JEDBgDciooKzpgxQyA+RUVF0cPDg9euXSNpWPn5+vqKleTVq1dZUlLCpUuXcsmSJVy3bh1nzZpF0rBajYuLo6+vLy9cuMD4+HhWVVVxypQpvHDhAu/fv89Zs2axX79+1Ov1QkkkA5qYmCiUZsiQIU0AlYuLi40gw/r160dfX19aW1uLCPPhw4e5YMEC6vV6Hj58+IUGNDQ0lL6+vuJwd3dnx44d+eOPP1Kv14s56NOnD319fZmdnc1bt25xwIABbNOmDX19fTl16lSSfKEBHTNmDH19fQVS++jRo3nr1i326NGDJiYm7N27NwGwd+/eLCsr46hRo8QqJCIigmfPnqWvr69AaZLOlwyoVAsuiWQcDx8+zF69ehkZUB8fHx4/fpxlZWUCkGPr1q10cHBg9+7dRRpTfHw8SWNA5c6dO/PQoUM8evQou3TpYgRnBxiwC+RyOY8cOUKNRsPly5eLF2ZCQoLgdGp8+Pj48OnTpwwNDeWOHTtYUFAg7qOsrIwxMTGCE0kSJycnRkVFGSFT7d+/n126dBE6LmESKJVKo8i3BErz7rvvMioqij169KC9vb3Q67q6Og4YMMAIVUqtVnPVqlWidt7R0VG05+fnJwJJHh4eQoc0Go3QTWkXJeEbSM+sjY0NDx8+zDlz5rBVq1acO3cuMzMzGRQUJAJ50nNTXV3NiRMnMjExkZs2beLcuXO5bds2SshuVVVVUvt/Xl74X8WPZOOM1nkA4kiulMlk8379PPf3GsjOzkZycrLghXZ2dsby5cvRpk0bhISEwMHBAfPnz8fYsWNx+fJlIwDk5cuXw9PTEw8ePEBeXh6cnZ3x4Ycfioolkrh48aJk8DFkyBCUlpaKBP2hQ4eiU6dOUKlUUCqVou09e/agX79+WLhwIQ4cOIBr164Jn6JKpTJKpA8LC0NoaKi4BmAIDEnc8P/6178wduxYWFtbY8OGDbh48SJ27doFmUyGzp07Y9CgQTh9+jR8fX3x2muv4ZdffkFJSQn279+PN954AwAwbtw47NixA/PmzcO0adMwbdo0NGvWDAqFQoA1W1hYYNy4ceL8kSNHQqFQICwsDBcvXsTRo0dx9+5dFBYWIjc3F+bm5ti8ebP4jSQffPABFixYIHiFunfvjtM0lYoAACAASURBVCVLluC1114TnPO7du3ChQsXsGHDBtjb2+Pw4cNIS0tDt27dMHz4cJSUlOCzzz7D4sWL0dDQgLFjx2LHjh2YM2cOTpw4gbKyMoSFhYkARUlJCa5duwZLS0uEhoYiISEBoaGh+PTTT3Hy5El88skn6NSpE7p164YbN26gsLAQISEhuH79uggw7dmzR/DAb9++HR9++CHy8vJw48YNdO3aFT/88AMmT54s+tPQ0IAxY8agT58+WLduHQICAuDu7o533nkHoaGhiImJwaZNm1BXV4fdu3eLgobIyEhERkaiT58+uH37Nurr6/H555/D3t4e9vb2RmWKYWFhOHfuHGbOnIlBgwYhPj4esbGxcHZ2xqBBg5CTk4PIyEiQxLhx4xAaGgoLCwsEBQXB09MTLVu2xL/+9S/k5OQgICAABw8eRFVVFUJCQhAVFYXx48dj5cqVCAwMhJ2dHfbs2QNra2u8+eabmDhxInbt2gVLS0ts27YNALB7927Mnj0bdXV1CA8Px+XLl9G2bVuMHz8er732GuRyOUxNTYVey+VyXLp0CUuWLEHz5s2xbds2JCUlIS0tDSqVCoGBgTA3N0d9fT1CQ0MRHx8vnoPk5GRMmTIFeXl5yMzMRHl5Of7+979j5syZoqAFMJRvm5ubAwD+9re/4dq1aygoKMA///lPlJWV4cMPP4RSqcTevXuxZ88eoX+nT59Geno6+vTpgyFDhqBly5Z48uQJVqxYgdDQUKNr/JH8mYJIgwFIBeh7AQT+0Q/Mzc0hk8mQnZ2N6upq5Ofniwfr2bNnSE5ORkxMDB4+fNgkapubm4uKigoUFRWhuLgYz549Q3FxMTQaDVq3bi2qigBg1apV+Pnnn5GZmQlzc3NRB19VVYXMzEwjdPD79++jvr4ex48fR2FhIZo3by5qsHNycgQKNmkoqWvfvj0OHz4MBwcHaDQaWFtb44cffkB0dDRKSkqg0WiMSkv/+c9/onXr1lAqlXj48CGsra2NarzNzMygVqtFCZtGo4FcLke7du2wb98+/PDDDygpKYGbm5sIyFhYWGD48OH44osvsG/fPqSnpyMzMxOZmZmws7ODRqOBk5MTrKysxPhkZ2ejffv2RmM6YMAAtGrVSnx+9uwZ8vLyoFQq0bFjR9EfmUyGnJwc1NTUoGXLlhgzZgy6d++OzMxMFBcXG5H0aTQaZGVlQa1Wi6DVkydPUFxcjOTkZOzevRuAITgiBSxGjx6NTp06QalUol+/frCyshK1/C1btkRgoEG15HI5IiIiBAFaUFAQ/vrXv+LcuXNITU2Fubk5SkpK0KJFC2RmZiIjIwPR0dEADME7a2trnDlzRgT0pEq4mpoa5OTkQC6Xo3379iKIKN3zo0ePYGJiAjMzM2RmZuLhw/9F3nuHRXmta+P3DGXoo4D0FiBiACMqMSSSRGI3scZeIsZ+jG0bFUvUSGKLJ0aJohgSlW3QxIKiiYpGlCiaiI2AoAJSpIo0pU25vz8m73IGcCfn2+f3nX1+e13XupSZ913zrva8az3rue+7CGq1WrS5lN3d3TFixAi4ubnh119/RVxcHHJzczFo0CBYWloKKDCgO0hTq9UoLCzErl27cO3aNdja2sLZ2VmMCblcDm9vb6xevRpeXl4oKCgQnAMFBQWws7ODl5cXunbtihMnThiMO6lNfX19YW5uDgcHB8hkMpSXl6OhoQH3799HZmYm1qxZYwAVHTZsGFQqFWpraxEWFibgtM3NzcjIyMDatWsNDm4XLFgAd3d3vPXWW1iwYAEGDx4MCwuLViJ3gE48UGor6XQ+ODgYM2bMgJOTE9LT07F27Vrk5OTAx8cHvr6+OHbsGEaNGoWwsDCo1Wo8evQIT58+RWFhIYyNjVuN6T9L/1MGlADOyGSyNJlMNuOPzxxJlgDAH/+2ybwhk8lmyGSyazKZ7FpTUxMmT56MqqoqqFQqYQgBnZzDsWPHMGLECJSXlwuShn379qGxsRFlZWVobGwURBb19fWoqqqCh4dHq856+PAhtm7dKuB70kldU1OTWMFKqbCw0CAkw9bWFkqlEj4+PujVqxdKSkoEhLGgoAArV66EQqGAi4sLPDw8YGVlhZqaGhQUFKC2thYeHh6wt7dHXFwcwsPDER4ejlWrVkGpVKK0tBSDBg2CqakpUlNTAehCPRYtWiRIGlatWoWDBw+iXbt22Lt3L1JSUkQYFKDDYR88eBAkRT0KCwuxefNm3LhxA5aWlhg1ahT69+8PCwsLeHh4wNHREQ8fPoSHhwemTJlioJgJ6LDq4eHhCAkJQVlZmZi4q1atgoeHB2QyGR4+fAiVSoWJEyeiT58++P3337Fv3z5UV1fDxcUFpqamCA8Ph4eHBwoLC+Hs7IxRo0YhPDwcdnZ2os/Ky8sFFr6oqAjh4eGQy+VwdXUVkiOPHz9uJZvyx1gS5Wu1Whw+fBjvvPMOnJ2dhZGXXm4FBQV4+PAhwsPDAeheZC2JX548eQKFQoFBgwaJcBkPDw8AuuiKmJgYdOvWDb/++quAixYUFKC0tBQajQZ5eXlYu3YtCgoKUFBQAEdHR5w6dQp79uxBZmYmAgIC2uQvAICioiJotVpER0cjNTUVT548gY2NDerq6nD27Fm4uLhALpfDzc0Na9euhYuLC0pKSqBSqVBeXg5TU1O0a9cOeXl5SEtLw9ixY+Hi4gKS2LNnD0jC1dVVKItKL+3Hjx+LeaCf9VN5eTnq6+vx9ttvY/DgwQB04UvS3JHaCADmzZuHWbNm4YUXXkC7du1ga2sLMzMzODs7w8zMTOwQw8PDUVpaKn6vvr4ewcHB6Nu3Lzw8PESfSb/h7u6OFStWYOrUqQgICICHh4eAqiYmJqK0tBRGRkZ/iXfAIP2Vff5/dwbg8se/DgBuAXgTQHWLa6r+QjkGBzUkOWfOHKELry9oJqWWgfSkjpF+9OjRTE1NbeVbkk7hO3Xq1CqQXj/pQzlJGgTSr1mzhiUlJbx+/TpJnU9K3+eor0oIQMDLJG5F4Jn4lpQuX74sHP/6h0h1dXVC91viotQ/kGhJU3bjxg3B8k0+Q2xIgfRDhw7l1q1buWXLFlGGm5sbGxoaDETypDRw4EBu377d4LP8/HxaWVlRo9GIMiR+0hs3bvCdd94hAI4ZM4aXLl2il5eXQZtKYAZ9f11kZGSrQHqpzlqtVjDISz5IUkfVFxYWxoKCAgNqOyngWl9UTgqkB0B/f3+D+sjlcr755pssLS01OIXXT01NTYKLUvK7u7m58ddffxX8qnPnzjW4p7Gx0aBNXVxcDMbFyJEjefv2bQNVzpZ+aH06u7YC6fWzBP0knwXSS6JyOTk5VCqVghdXrVYLBYJz585x06ZN/Pbbb1vVWz/pHxKtW7eOcXFxra5pSWcnwZYlTlbpc0kKR+IDbYm6ktL27dsJgC+//LLB5/qict27dycAbtmyhVu3buXrr7/OnTt3tmyff91AepLFf/xbDuAogB4AymQymTMA/PFv+fNL0CWFQtFK39rR0VEQCNTX1yM7O1sEBWdnZxv4G1smMzOzNpmY7t+/L0gK9JOkEa/VapGdnf0Pn/X06dOYNWsW8vLyYG1tbUDp9eKLL4rVUlvJyMgIHTt2RHZ2NrKzs6HVarFixQrk5ua2uvbBgwd477330NzcjN69e6N3795wc3ODsbExPD09DeLinjx5gtLS0r+8bbGysoKnpycAXVudPXtWPJN+H5SVlSE7O9uAEk1qIz8/P4NA8aVLl+LatWvw8/Mz2P4DuhWin5+fKD88PBzHjh1rczUJ6FixevfuDY1GgxdffBF+fn6tqOkaGhpQX1+PzZs3i8+kNvX29ja4XqlUws/PzyCWWOrnkydPCgYvKVVXV6OoqAiALjZ2/vz54ru7d+9CpVIhPz8fSqXSAGzR1NSEnJwcKBQK0aYk4e3tDT8/P/j5+aFdu3Y4dOjQPwxeBwBvb29YWVn9w2ukPrh3716rcW1tbY0OHTqgsLBQ+DZ//vnnVruMxYsXi9U4oFtR6s8zQOd+kdwuy5Ytw4ABA1qJD0p9LKXc3FxkZ2dj69atBnNESsbGxoiOjsbdu3dbzeWKigqUlZUBeNamJJGVlQVA1wdqtRoA4OrqCpVKhdLSUty+fbtN3fm/lP6Klf3vzAAsAVjr/f8ygAEAPgcQ8cfnEQA2/VlZXbp0oZmZGYuLi1lTUyNWiw0NDfzuu+9EvJ+lpSW1Wq14g5aVlbG6upqVlZWsrKzkunXrOGXKFKpUKt6+fdtA/6a5uVmQV5w/f55Tp07lwoULWVlZydOnTzMoKEjAP21tbVlWVkatVitOhi0tLblmzRpu376dxsbGba6KHz9+LCIBLC0tGRkZycrKSh4+fFhIFzQ3N4vnz8/PbxUHqlAoOHLkSKanp9PBwYFNTU20tbUVwl2BgYGCILm+vp6VlZWMj49nYGAgKysrxcruH61AJV34wMBAkhSxsoBOMqGyspLDhw+nra0tzc3NOWTIEFZWVjI9PZ3t27cXbP1OTk5i9dOvXz/GxMSwoaGBlZWVTEpKYlBQkEH7ODo6irAVa2tr7tq1S2DhL1++LGJrpVWSPqFybW2t6OeoqCgCOjij1DZSfvDgASsrK8W9kZGRXLBggYgpJZ9BOW1tbVlQUECNRtOKULlPnz6CH6G4uJi2trbUarV0c3MTvxUfH89FixZx6dKlAoft4uIi2lQmk4mdVU1NDSsrKzl//nza2try/fff5/Xr10Uf6K9Aq6qqWFlZKebBxo0baWpqShsbG6E5JEE5JU2ky5cvs7KykrNnzxY7n5SUFHp7e4s2lE7fJVKXhIQE0aZSPGxOTg69vb1FKFlZWZm4RsqLFi3ihAkThAihVqsV3+k/HwB+/fXXnD9/PhUKBW1tbfn666+LPpDmgdQHUlq8eLG43sbGhg4ODiK6QWr7jIwMBgUF8ejRo1y2bBltbW05atQo/vzzz2Is/1H+v2YYEwBv6LbttwBkAFjxx+d2AM5BF8Z0DoDtn5UlTari4mIGBwfz5MmTJHX62aNGjeKlS5eEUZKStIUPCgoSqpYRERFUq9W8cuUKfXx8WFlZaWBAJSVIrVbLqVOnUi6X08TEhG+99Razs7NpbGws1Asl7RiS7NWrF2NjY7lmzRoaGRkZhEWRz9QL7e3txe/t3buXK1asEIqInTp1MlAKlcvlNDY2FlpD48aNo4mJCWfNmkW1Wi1UOaXr21LaXLJkiQG23cTEhDY2NiR1GGl9Azp8+HBGRUVxy5YtHDJkiGgPfTVF4BmG+9ixY2xubuaGDRuEuqOkyin9lj6eX1LlXL9+PU1MTBgaGtpKIVGlUtHR0ZGATghQ6oOJEydSq9W22aZS6t27N2UymVBSBXSxuC3bxc7OjiYmJrx06RJJXRibWq3m2bNnxXZQMqCNjY1s37498/PzWxlQmUzGoKAgFhYWGoQNSWOoubmZ7733nsDCJyYm0tjYmM7OzqypqRFtqo+FNzIy4rZt24TqpH6d9Q2ohPPW38KPHDmSKSkp9PDw4OPHj4UBValUtLe3p7GxMU1MTLhr1y5hjC5duiTildVqNU1MTKhSqahSqYRrSlIy1ce2S9dI40FfCdTExESMubCwMKpUKlZWVhpg2yVVTql8uVzOmTNnUqvVinHXch7oKy0sXryYs2bNYnNzM9PS0gzGpaRc6uXlRZlMxqNHjwrl26NHj4rrLCwsJLfCv6YB/e/MEpmIfsyblA4dOiQ6pi0DSuriHXfu3Cl8oCT/aTIRAAYGFH/4QFsG0ku+H8n/JpGJoA0fqD6ZCPBMRlg/7dy58x+SiUhZn0wEQKvVnpT0JT1ItvKBkv8cmYh+mj59OiMiIkjSwAcqpZZkIrGxsW36QNuS9CD5p2QiAFqhbpYtW8bp06cbfPZXJD30yUT0k34c6JEjR7hw4ULhA5XIRMzNzanVag1WoM8jE/m/9YH+FTKR5yVp5Qeglf+zJZlIyz4gdWQi0v1SgP7zNJEOHDjAiIgIQSYC6NBdbfWBlCRNJCm3lPQAdMqc+pIeADh06FBhcPXy//8NqFTZ57ExBQcHC4MoHcJIBrRLly5iQEVERLRiA5I6qqUB1Wg0woEtqf7Z2tpSrVZTrVaLFWinTp147tw5qtVqrlmzhuHh4Tx79qwYCNLvKBQKAXmTDjaklXG/fv2Ynp7eyoAaGRm1yjNnzuSPP/7ILl26kHxmQJubm2lpacm8vDwDph59A1pSUmJQlrQCleCoCxYsoEwm49ChQ3n16tV/aECPHz/OWbNmtTKgUn2l5OTkRCMjI545c4bTp0+nTCbjuHHjSOqQUEZGRiJwvS02JplMZqCJZGdn1+bklYT+ZDIZp0yZYkDtZmJiQrVaLVQ5SZ00s6SNLpPJBEWghCxqOXn1x4O+AZX6ydjYWCCRHjx4YMDGpH8QIrGGSavktgzoggULeOjQIbGSs7GxEX0g9Z3UPjt37qRWq2V8fHwr46TPfKRvQGUyGSdMmNAmG5P+QaT0GxLqR6IU1C9b6gM/Pz8aGRkxLi6OWq2Wu3fvZlhYWKv51pKNSerjmTNnknym825hYUG1Wi12FPpZn41Jmo8tDaiRkRF//fVXarVaLliwgHPnzuXRo0cZHBxMtVrN2trafx8DKmHhAdDKyopKpZJKpZIrVqzgoUOHaGRkRGtra1pYWIgTa8k/FRgYyMOHDzM8PJwKhYJKpZJ9+vQhqVstSf5TfQNqaWlpwF0pGVClUkm1Wi1O0yVROUtLS3733XdsbGxkfX09z58/T19fX9bU1FClUlGpVLKyspLu7u7Mzc1lXV0dR40aJTq7LVG5x48fs7q6mtXV1QwODua3337L+fPn09TUlEOGDBETWx+JJNU5LCyMSqWSUVFRbGpq4sGDBxkUFEStVsvS0lICYFVVlfCPAWBCQgIbGhq4fv16Dhs2jGq1mllZWXR2dhaTt7S0lFqtlnV1dYJbUjJQLfW2SZ2gnFS+BHldvXo1TUxM2LdvX4Gdb4lE0pe/BWBgQCWDoj95u3XrxlOnTnHs2LFctmwZd+/eLeC++i9VfQNaV1cn2nfr1q3s27cvMzIyaG9vb2BAbWxsWFBQwN69ewu0VnR0NI2NjWllZcUOHTqIckjdCtTa2loYii+++MKgTVqKytnY2LCkpMTAgC5cuJAqlYrnz58XxkT/JXb37l36+/vzhx9+EG6S5uZm8eK2srISz1RdXU07OzthQOvr61ldXc36+vpWPlBp3ujfW11dLdBtarWaaWlpgttB6gMPDw/evHmTr7/+Os3NzalUKjl9+nTW1dUxOzvbYKfR0oB+8803rK6u5o4dOzh8+HBqNBrev39fzLeWL4W9e/dy3rx5nDp1Kp8+fcr09HQqlUoxJqqqqgQqysrKiomJiYLOLiEhgXK5nJ06dfr3orMzMjKCTCZDamoq3NzcUFNTg4ULF+Jvf/sbACAwMBA3b95ERkYGrK2t4ePjg65duwoBNktLSygUCjQ1NaGmpgZPnjxBUVEROnfuLPR3AB3rk4+PD3bs2IFff/0VPj4+WLhwIQBdnF9KSgp8fX1RU1OD7OxsvP3229i9ezdu376NwYMHQ6FQCLkFuVwOGxsbkERNTQ2USiVqa2vx1ltvISsrC1999RVycnKwfv16/PLLL60o8JRKpcjHjh3DyJEjoVAo0NzcjKamplYnsN7e3ujatStKS0vx9OlT1NTUoKmpCQcPHhSnxI8ePUKvXr2Qk5ODdu3aITU1FQ4ODjh+/Dj69u0LMzMzmJmZ4cyZM+jYsSP69etncBIeEhKCR48eYfTo0Th16hRWrFiBiIgI9OnTRwAS6uvrhVbP1atX0b59e5w6dQpvvPEGIiMj0dzcjM2bN+Pp06eQyWRwdXVtUyQwLi4OOTk5ov2lZGNjg2vXrgHQRTXU1NQgISEBO3fuxIkTJ2BmZgZjY2N07twZSUlJaNeuHTIyMuDj4yMiCHr16iXYtZRKJczNzfHLL7/gww8/xJkzZ9C5c2fk5OQIlI2zszP27dtnIEqmVqvx5MkTyOVyUQ4AZGRkwNLS0iBaYd++fZgxYwb0k0wmE1Efr776qmDvWr16NZydnTFv3jy89tpryMnJwW+//SaC0DMzM+Ht7Q25XA5LS0uYmpoiJiYGixYtgpWVFVxcXJCamorg4GAolUq8+uqrAlwwefJkHD9+HEqlEmfPnsWmTZuQnJxs8FwSgk6q07p16+Dv74+PPvoIRkZGsLa2hkwmE/V98cUXkZiYiA8//BDXr19HQ0MDampqoFarcfv2bcycORPJyclQq9UGfSAlCwsLxMTEYNWqVTh16hQGDRokKAelsZeeng4XFxccOXIEI0aMwOrVq9G5c2d8+OGH0Gq1Yqzn5OQgODgYaWlpyMnJgZeXlziN37NnDw4dOoSEhATcu3dPoPP+cvqfXEH+s1nfB3rjxg2mpKRw8eLFjIqK4qNHj3jr1i2WlZWxZ8+eDA0NZUpKitCWltiY7t+/z1mzZjEsLIzfffcdg4ODDd5s0qFEWlqa0JN///33mZ2dLXygarVarIQk7exhw4axZ8+e7Nmzp9CRr66uFn5FCaMeGhoq3r6BgYHs2bMn9+7dy9LSUuF3bClr3K9fP5aUlJAkP/74Y3F40L9/f+bk5PDdd9818IEmJSXxnXfeoZWVFSMjI/nw4UMWFxczJSWF33//PQcMGMDLly8brDgkH2hERAR79uwpnPv4wwWRmpoqVj/nzp1jc3Mzb9y4wZCQEHp7e9PLy0ts4UtLSwVPgdQmp06d4tOnT7lw4UI6OjoyIiKCFRUV3L9/P0eOHMm6ujpx7YULF9i3b1+am5szICCAiYmJBj5QwFDWODk5mX369GHPnj25b98+pqSksKCgQMSB1tfX88yZM0Ir/cKFC1Sr1bx27ZrwL+/cuVP4pf39/VlRUUGZTMaePXsabOFnzJjBn3/+mSRZUlLCzZs308fHh1evXmVTUxN79uxJrVbL3r17i5X5Z599xoiICC5evJiZmZkkdf5VaXyGhoby/PnztLe35zfffMPKykpu2bKFERERvHPnDu/cuSNWZdIuSPKB3rhxQ0RUbNy4kaNHj+aVK1eoUCgYEhJi4ANNTExkfX0909PTuXDhQu7cuZMVFRWMi4tjz549DXzqly5dokql4rhx45iWlsbw8HBOmTJFEIc0NDTwypUrYlynpKSwT58+PHbsGFNSUtivXz8COjamtuaB/qEm8MwHKv3dko3p4sWL1Gg0/O2330RfbN++nd7e3mzfvj2DgoIIgGZmZiRbx4F26tSJGzZs4Pz584UP1N7eXqzW8b8AC/9Pp7y8PDQ3N2POnDkCE5uWlobBgwcjNzcXW7ZsQUNDAy5dugSZTNaKMHnjxo1YuXIl5s6di8ePH6NTp06Sb1XgnQEd4W9tbS2WL18OQEdm27FjR6FI2NTUJDDDAMTKYdSoUfD398e9e/ewa9cuvPnmmwKnrtVqsWPHDly6dAm7du2CpaUl1q5di0uXLuHJkyc4deoUOnTogP3790OhUBg897Rp0/Dxxx/j6dOnuHTpEh4+fIiwsDAMHDgQ8+bNEwJfUtq9ezeGDx+OrKwsvPTSS3BxcUFSUhK+/fZbKJVKzJgxA6+99hoAHWRPgkeuWLECv//+u4htlJJCoUBISIhoq5iYGHTv3h3ff/89CgoKRPynVqvFqlWrEBERgenTp+Pq1auYNWsW5HI5Dh48iL179+L8+fMoKyvD8ePH4erqirFjx6K+vh4ffPABUlNTERcXhzfeeEOsYjIyMvDpp5+ioaEBL7/8cpvjomfPnpg5c6YQy5N4VfPy8pCXl4epU6dCpVLh8uXLAICdO3filVdeQffu3bF27Vr07dsX+fn58PDwwNq1a2FjYwNra2uxmpbuA4Bbt26JXUJGRgaKiorw0UcfCZz6pUuXMGHCBCQnJ4tV1k8//YT+/ftjwIABeOmll5Cfn29Aov3LL7/g1VdfRUxMDJKSktClSxfk5uYiKSkJjo6O6NmzJ06fPo1p06YhNjYWADBlyhTs3LkTBw8eRH5+PqZOnYp3330XRkZGWL16NZqamoRw4Pjx46FWq7Fnzx4EBQXhxIkTSExMxJkzZ6BSqRAUFIR79+7hq6++Es+0a9cufPXVVzh58iTKy8uRl5cHCwsLnDt3Di+++CKqq6uxdetWcf3f//53zJw5E2+//Ta2bNmCPn36YPLkySgsLMSOHTtEfaV5II0lKUVFRaGqqgphYWHo0aMHTpw4YfB9dHQ0evTogbi4OMEte+PGDeTm5iIoKAiLFy9GdXW1AY/tBx98ILD6SqUSmZmZsLKywltvvYUVK1bg6dOn2L17d5tj6nnpf/UWXsLCd+zYEefPn0d8fDw6duwIa2trbNy4ESkpKXjxxRdhamqKTz/91ODeefPm4e2338bFixdRVFSEdu3a4fDhwxg/fjzee+89sXWS8OHx8fFYt24d0tLSkJycjB9++AGenp6CKPall14S169cuRKTJk2CXC4X5bi4uKCsrEzID2u1WsTHx4MksrOzMWDAAKxYsQKRkZEYOXIkGhoacOfOHfE8+mnUqFHo0qULfvnlF7z22muIjIzE4sWLMXjw4FZAgMjISCQkJKBfv36ws7NDfHw8fvnlF2RnZyM+Ph5XrlxBnz59BFeAv78/5HLdsHjhhRcwc+ZMREZGYuDAgejUqRNmz56NmpoaA26Bl156CUZGRjh58qRB8HxBQQFOnz4NCwsLjB49GjKZDBMnTsT48eNx4sQJdOjQAXPmzEFwcDAyMzMRHR2NI0eOYNSoUXj55Zfx6aefYvz48VizZg0WLFggCH6vXr2K27dvG9SzoaFB6H+vWrUK77zzDsrKynDs2DHEx8ejvLwczs7OKCsrQ3x8PE6ePCk02+Pj49Hc3IwvvvgCMpkMp06dwoULF1BVMj6cyAAAIABJREFUVSW20pGRkcjOzsb48eMhk8mwdu1aVFdXY9asWQgMDAQA3Lt3D4mJibh+/ToSExMREBCAyMhIxMfHY+XKlWIL6u7ujn79+kGtVmPlypWIjY2Fh4cHDh06JFj616xZg7S0NBw5ckTAQrOysrBz504kJiZi2bJlYswBEGQhJ06cQHx8PO7duwd/f3+4u7sjIyMDkZGRIvv7+0Mmk+Hw4cMCLtyuXTvY29vj8ePHOHPmDFavXo1Ro0YZ9LG/vz8WL16MXr16oV27dvj999/Fy6Surg4JCQl46aWXRH1v3ryJDRs2YPfu3fjll1/g4uKCDh06ICYmRhhbmUxmIEe8aNEieHh4wM3NDfb29qiqqoKpqSnmzZsHQOe2i4yMxIEDB/Dxxx+jQ4cOSElJAUkxPpydnfH222/j7t27BmOkU6dO8Pf3R0lJCbp27YqnT5+irq4O3t7euH37NpYvX47AwEBERkbir6b/1StQZ2dnVFVVYf78+bCwsMDXX38Na2tryOVyVFdXw9jYGB06dICJiYlYPUrJzs4OAwcOxKefforz58+ja9eu2LNnj1i5SMiEsrIyaLVaALqJBgBBQUGoqakR+OHff/9dsB9J90VGRuLJkydITEzExIkT0alTJ8TExLSqw5QpUxAVFYXZs2dj0qRJSE5ORk5ODpRKZZvyBbGxsQgPDxf1GjFiBF544QXcvn0bcrkcS5YsgbHxs251dHREeHi48I1KGPKAgAD069cP5eXl0Gq1ePjwIWJjY+Ho6Ii9e/fi6dOnmDZtmqjXl19+iQsXLmDp0qWorq7Gpk2bhMFaunQpzMzMMGLECFRVVcHd3R1qtfq5MgnffvstGhsbMX36dAQGBsLDwwNRUVFC3nnGjBmCQV5q05KSEvz973/HK6+8gpycHIPJYWNjg1GjRgmUS2lpKUhix44d6Ny5M0xNTfHmm2/Cw8MDV65cQc+ePfHTTz8ZSN4CwPbt27F3717s2LEDzc3NsLKywueff466ujqUlpZCLpcLCV5pXNja2hrsEHJycpCTkwNHR0dRh1WrVsHBwUGgedq1awcLCwucP38ecXFxmDp1KhYtWoSqqio4OTkB0OHHv//+e/Tr188AK97Y2Ija2lp07tzZoJ+fl7y9vTFy5Eg4OzsD0BmsDz74AJGRkWJFPH78eCQnJ6OoqAgKhQLV1dWt2OgjIiIM/nZzc0NUVJRo7x9++AEymUygs6T2AnQopePHj0Mmk+HVV19F7969cf/+fcTGxkIul2PlypVYs2YNNBoN7O3tYWJiguHDhwsD7ODggLVr16KiogIymUy00eeff46NGzfC2NhYLDKkuVpeXo6YmBhMmjRJ9JmDgwPCw8PxxRdfCLmYjIwMuLm5YdSoUaKN/kvpf9qP+c/klnGg7777LgEILDwAKhQKDh48mC2T5AOdOXMmIyIimJyczHnz5pGkfiiDwSm8lP8sDlTK58+f5+TJk/80DlSpVPL+/fskaYD/1Rc0axkHOnHiRPbt25fJyckGWHhS5087efIkAbBPnz7CP6YvKkeSV65c4axZs0jqTmFbPn/LONBhw4aR1KlsPo9QeeDAgZw7dy6nT59OAAJ5pR8HKvkC9bk3169fTwACcaKf9E/hz549yylTphicwj8vDtTX15fJyckGcaBhYWFCLlk/V1dXCyz8unXrGB8fz5iYGOEDbW5u5o8//iiuf14cqPS9fhxov379Wvn4vvjiC27bto0hISG8cuVKqz5ITEyknZ2d4E+Iiopix44dOXz4cGZnZ7Nv374cPHiwwSl8aWkpAwMDCYDR0dEG/Sxd01YcaFpaGhctWkRfX1+GhYVxy5YtrU7h20pxcXHcuHEjk5OTW7WnfiiZPu+qFHh/586dVpEQ+vfr+0Al3ojq6mr27t27zbkm9cHx48e5YsUK3rp1i+3btxfyxlLWJyKX4kBDQkK4Y8cOKhQKhoWF/fucwjc2Noo3Tm5uLtq3bw9/f38YGxsLHZ3XX38dx48fF/dkZWWJN29+fr44iXzrrbewYcMGoaMDQGx1/Pz84O/vb6DHUltbK+jJpO2StBWRrq+oqICFhQU6dOiAdu3awd/fX+DOW25dAB2O3cbGRrz96+rqBEVby+tXr16NY8eOwcfHB5WVlWjXrh08PT3R1NSEtLQ0LF68GP7+/jhz5ozwD7/wwgtiG1lVVQVra2vMnTsXmZmZyM7ORqdOnQDotjrS6qawsBCPHz+GnZ2dYKkyMTFBx44dkZGRAUDHfKXRaJCbmws7OzucO3cOx44dM6ibXC4XW05pO2hmZoaCgoI/FR976aWXkJOTA3d3dzx69Oi510ttJGHtJZ2empoaVFRUoKioCPX19SgsLETHjh1FHwM6/LanpycsLS2xbNkyjB07VownHx8fPHnyRER3dOrUSayunpfUarXAYJ8+fRpmZmbw9fWFv7+/4CNo3749amtrERkZ2SriYPHixYL1KjMzExMmTMDy5cuF//3MmTMG4xrQYb2bm5vh4eGB9u3bo7KyUvivTUxMDDDnktsF0K0u/fz8sGTJEpSVlRn4MgHdCX9mZqagDJT+7tatGyZOnAgLCwsx/qUxdOfOHWi1WkE15+LiAnt7e1RXVxuwNZFEZmYmSMLPz09wQhQVFeHRo0do166dWIErlUr8+OOPBs/m6+srxnd5eTleeeUVfPrpp1AoFOjQoYNgf5K27w8ePEBmZqZgJLO1tcXDhw/xt7/9Da+88gq++OKLVvPyH6a/YmX/VTP+eKukp6czNDSUZ86cYV1dHTdt2sRx48YJ7aCKigqBvXZ1dRWaSDY2NrS3txfIn99++43dunVjXV2d0E4idfhktVrNkSNH0t7enuvWreOhQ4eEnruPj494q7WEckZFRYnfb5lJsqKigt7e3szLy2NoaCijo6O5cOFC8Xbu0aOHwT2Ojo7My8tjly5dmJSUxKFDhxIA33//fVZUVPDixYt0cHAQzyPdpx+4TD4LpJeymZkZy8vLKZPJmJ+fTycnJ549e5YDBgzgZ599xoqKChG/WllZqR8vR+BZIP3JkydZV1fH1atX09TU1IB1Sj9VVlayoqKCvXr1YkxMDLdu3Up7e3sOHDiwVZ9VVFSwffv2vHz5sljNWFhYcMqUKTx+/Di9vLyEtrt0nxSkPnToUNrb2xsggXx9fZmdnS1WP46OjrS3txfw2NraWlZUVBhIFz969EjEgUp8B6ThCvTbb7+lvb294FJQKBTieSwsLHjr1i2qVCoOHz7cIA70+vXrdHJyYmFhoYD16gfS29jYcMuWLa3Gz6NHjwxWoLa2tjQyMmJ8fDwbGhoYFRXFSZMm8dSpU3Rzc+ODBw/o4OAg7pfiQPv27csvvviCFRUVrK2tNYgDVavV4pnu3r0rJESkPpg9ezabm5v5+PFjarValpSU0N7envb29szJyWH37t1pYmLCuLg4rl+/nlZWVuzduzfv3r0rrpPKz83NpYeHh0H5ixYtYnNzs3jmwsJCg3F348YNBgUFMTY2lnPmzOHs2bNFu5aUlIjrtFotHz16RGdnZwKGssYJCQl8+eWXefv2bZqbm7OiouIvr0D/x43gP5P1G1JCF8yfP59Lly7lkSNH2LNnz1a68FKAcVBQEE+ePMmmpiaq1WqBi5WSRL1WV1dHOzs73rlzRwyopqYmqlQqpqSk0M/PT5TZ1NQkDGhzczP79Okjtm4Sdld6XgleamFhIYKt9SnWgGeB9ADElkuj0dDa2pp5eXkiNEi/fJlMRldXVzY1NbGpqUkErOtjhtVqNb/88kvRLhL+WvoNU1NTmpqaUiaT0djYmKampjQyMuKwYcN47do1urm58enTp+J6fQOakJDAmTNnEtDBDvXbVB8D36FDBwI6rPKuXbsMUEq5ubkEYBBIb2JiIuoCgMuWLePevXtFm+qHMQE6wEFzc7NohxUrVrTqA8mA6j+XSqXimDFjxHZTpVIZBNJLdZaMa2hoKA8fPizGTFNTUytYoH47Xbp0iUOHDuWmTZtEnf8RlLNHjx5MTEwUUE793DKQvqCgwGALr9FouH//fvG9lZVVK2RORkYGBw4cKMbpuHHj2gykl8aIfj+sWrWKJJmcnExfX1+WlpbS2NhYtKeDgwPv3LnD0NBQQWUXGxvbJg1iW7rwkZGRVKvVTEpKMhij+u3ZMs+cOVO4D0pLS8W1jY2NQlzOxMSEx44dMzCg+vMA/4Ut/P+4EfxncsvGS0xMbNUxLQ2oPhZ+wIABBMCIiAgePHiwlSaSftlSvN7UqVPFQCN1sENJhVC6VkIiST5QAJw8ebJgfLG1tW31nGTbBjQzM5N2dnZi9fM8Azpz5kyeOnWKgYGBLCsrazWw9A3ookWLxOdBQUEsLi6mubk5ScN4uW7dugmUjeQDlQwoSTHZ9Q1oy99tywdKPjOgp0+fNsDCk20b0D9DIrVlQPVXSwAYHh5uoF3VFhJJivPU7wPJgEpJX5VTP+n7QPWzVqs1QEBJ+a9g4aXUlgGVWMba+s3o6Og/5QOVDChJ4bP+MwOalZUl/IT6BrRlufp+aAD/VwYUgBA+TE9PFxBoqQ+eV6eBAweK6/RfGE+fPqWbmxuvXbtGkgYGtFu3bi1Xt/8eBrSuro4ajUZsUefOncuPPvqIhw8fFgaxpqbGwIDK5XKmp6dTq9VSo9Fw/fr1gsxXkrCVDGhDQwM1Gg39/f2ZlJTEqVOnctmyZYyLi+Obb75J8hlzj/SmI2lgQFetWiUOMKTtqUKhEJ1sa2trMCAiIyOp0Wh4+vRp8bmZmZmoo/6/Ut65cycHDhzIW7du0cnJSWyxVSoVLS0tKZfLKZfLefjwYVFvjUbD69ev09XVVZQpGVB3d3f+9ttvHDZsmMAlA7qVrrQCNTY2plqtppmZGUtKSoSEbVRUlMGzFRQU0MbGhiqVSrDslJaWUqPRsH///gJ3Pm7cOF6+fJk+Pj5iRyCXy9nQ0MAOHTowMzNTlPnJJ59w4sSJBu2g/387OztmZWUZPMc333zD3r17MyMjQ7S1XC4XKyZfX18RoB0REcFp06bx9OnTDAgIYGlpqXjJ6BvQkJAQcTCn1WqZmJjIwMBAFhcXU6FQGDyXq6srr1y5IgiVJX6BtupA6giYpX6TyWRcsGABNRoNr1y5Qjc3t1Z1dnR05M2bNwU+/88MaGlpqRiD0kts//79Ysy1b99efK/RaMQ4PXv2rBjX+t/rZ5K0s7Njdna2+HvVqlWcOnVqK3cS+cyA3r9/nxqNhqNHjxZtJJfLGRgYyNLSUoGBV6lUrX5To9EYcDyUlpbS0tKSarValJOfny/4CLZs2cIvv/ySMpns39eAWltbG+Rt27axsbGxFSO9hDCpra1lbW0tg4ODhX72+vXrhd64h4cHi4uLaW1tTaBtRnpTU1O+//77TEpKYpcuXVhdXS2ulzDAN27cYP/+/RkbGyuotKSVHanzAVpbWxtg6E+dOsXa2lo2NTVx7969NDc3Z8eOHVlbW8tHjx7R2traYPD17t2bR44cIfmMjUniA9XHwltaWjIzM5NS1MK2bdsYExPDUaNGCR15yW8qtZOERKqvr2dtbS03bNjAd999lxcuXBB65VL7l5eXU6vVMiQkhEZGRty+fTu3bt1Ka2trwR5eUlJCpVLJ2tpampqa0srKinfu3GF9fT3Dw8O5cOFCxsXFMSwsjHV1daytrTX4DZlMRktLS1pbW3Pfvn0CiXTp0iVaW1vT3d2dKpVKjIOCggJ26dJF/L1hw4bnnsJbW1uzpqbGgJG+sbGR0dHRNDc3F0gkfVVOKysrWltbMzk5mePGjeOWLVsYGxtLc3NzyuVyent7G7BmOTk5MTs7m6GhoTQ2Nua6deu4adMmGhsbMzQ0lCUlJbS2thYEIQ4ODuKldeDAAdbW1nLz5s2cMGECNRoN6+rq+PTpU4Oxn5OTYzA+Nm7cyOHDh/PcuXN0d3dncXGxQb2trKyYlZXFoUOHMjo6mo2Njfzuu+8YEhLC2tpaoSmv36a1tbVUq9UMDw+nqampWCHev3+fHh4eBn0grZKlv01NTTllyhSeP39ecLhKSTKgubm57NOnj4GrBWiNRLK2tm5zF7B9+3b269ePdXV1LCkpMUAiSZwN3bt353fffceFCxcK7flu3bpRq9UK+/BvY0AB8OrVq/T392dsbCxra2u5e/duvv/++23S3HXs2JGPHj1iYGAgHR0d6eXlxWXLljEvL49Hjhyhl5cXa2trKZfLmZeXJ+57+PAh33vvPVpZWXHOnDmsqKhgY2MjL126xICAAObl5TEvL48+Pj68ffs2VSoVe/XqxT179rR6BilJ5SuVSl64cIGDBw9mQkICP//8cxE6JdF+SddL3JqhoaFUKBTs0KEDvby8OHfuXJaWljI9PV2QMEvl5+fnU61Ws7i4mHl5eVyyZIkgPfby8qKbm5tYXXl5ebG+vl4Y0OnTp/Pbb79lTU0Ny8rK2NTUxLy8PANNdU9PT5aXl4st/Pbt27lp0yaDLbxWqxWHNA8ePGBeXh6bm5s5adIkRkVF8bPPPuOUKVOYmJgo9LmlNs3Ly2O7du147tw55uXlcfbs2WzXrp3Ywnt6ejI/P1+0UV5eHjUaDQsLC/nqq6+KLf6sWbN45MgRhoaGGpRtZGREDw8PA81wUud2yMvL48OHD8WLxsvLi7m5ueLegQMHcs+ePaypqTHYwsvlcvr5+Ymy9Pugf//+Ioypd+/ePHPmDLt37y783Z6enszKymJeXh4DAgLo4OAgfkOSQpHaVHJ3AKC7uzu9vLx4/vx5koZQTk9PT+FGkZ5dIhju27cvY2JiRJ0TExPF7qqlayosLIxeXl60srIiAE6aNImkzndcUFBg4Ea5desWPT09CejkM+bOnUsrKysOHz6cDx8+ZFVVFb28vARMOD09nSEhIcKoSS4F/T6Qnl0mk9HDw4MPHz7k0KFDefLkSa5bt47z588XLjq1Wi1IS3Jzc8VL3tTUVBwihYeHMyYmht26dWNpaamYb/9WBrS4uJhBQUFMTEzk5s2buWzZMmZnZzMjI4MhISEGjECSD1Ryti9ZskRMvtTUVAMD2jJlZmZy8ODBdHV15erVq0k+o14LCQlhSEiIYF0fPXo04+LiWF5ezq+//pohISGcM2cO8/Pz2b9/f6rVaoaEhFCj0fDXX3/lu+++S2tra+7fv58rVqzg4MGDuXXrVgMDSupWP7W1tfTy8mJMTIyIi5Nov+rr65mamsqLFy8yJCSkTe2YBw8eMDU1lampqdy7d6/wv5HPZ6Q/cOAAly5dKsp43ik8oNP/9vDwYFhYGNPT01laWipWolI7VVVViTYtKysTbpS6ujoR+6ifpC353Llzhf9UMqBmZmbs27evaFP9AylJQ3zatGm8f/8+a2pqeOPGDYOyjYyMmJSUxMbGRs6cOZNnzpxp9fvkMz7QkJAQsZtoKw7Ux8eHiYmJlMlkog/CwsKE8Rs+fDg9PT3p5eXFwYMH8/r16yLiQmpP/VN4ANy2bVubzyT5QJOTk2lra8u4uDjRts8zoFKyt7dnRkaG6AMppaSkUKFQsE+fPsKApqSkUKVS8caNG2LsTJs2TRhQKekb0ODgYMGW5uvry08++YSpqanMzMwU1H76Y6impsaAcwEAHRwcOH/+/Fb1ltwM+fn5TE9PZ2VlJfPz84Wm0r179xgSEiLaVF+XCgD9/Pzo5OTUygdqYWFB8q8b0P/VSCRvb28UFRVh5syZePDgAQAgLCwMRkZGqKqqwp49e/D+++9j7ty5GDt2LA4cOID9+/dDqVRi8+bNWLp0Kc6dO4cuXbrghRdewL59+wS6Qkrjx48XcaMrV67EqlWrsHnzZgMkjEKhEOxA48ePB6BTDTx58iQSExORkZEBe3t7dOrUCWvWrBEa41euXMHYsWOxZ88egUT69ddfcfLkSTQ2NsLT0xMfffQRpk2bhl27dmH8+PHQarWYPHkyysvLcfDgQSFxC+hw2XFxcdi8ebPAPo8ZMwYymQw7duzAf/7nf2Lo0KG4e/cuTpw4gW7dumHmzJnYuXMn5syZgzFjxkgvJgC6+MBBgwZh4MCBOHnyJLKzs5Gbm4vPP/8cX331FQ4cOICxY8e26hepL3r06IHAwEDU19dj2rRpGDdunGinefPmoampCStWrEBCQgLq6+vRo0cPbNy4EfPmzcOYMWMgl8sRHx+P8ePH48svv8Tnn3+OxMREgX2WUmNjI3777TeQFG367bffYuXKlQJKm5qa2gqNZmRkhO+++w6Ajm1o8eLFOHz4MG7duoWvv/4aANC5c2eEh4fjk08+wa5du3Dw4EGMHTtWxB9/9tlnBvGVgI7d6vvvv8eBAwcAAGPHjsXFixfR1NSE5cuX44033hDtJulAqVSq5yK3lixZgpKSEowZM8bgc4VCgb17dUrgUVFR+PLLL3Hx4kUkJiZi2rRpGDp0KIyNjbFnzx6sWbNGaNpL5UiMYy+99BJiYmJgY2MjnkupVOI//uM/BG/B9u3bERUVhS1btsDFxQXR0dFwdXXFoEGDkJmZKaC9UrsAEOxYADBgwACMHDkSZWVlOHv2LObPn4/FixdDrVZjwoQJAHRzRr9vx40bh2HDhsHJyQlFRUVCbVbqMwCYM2eO0LGaOHEiFAqFmBdZWVnYtWuX6ANJknr9+vXw9vbGnj17RDl5eXlYuXIlvv7661bt/I/S/2oD2r59e5SUlODll19GaGgorl69ikGDBuG1117D4cOHcf36dWzatAl1dXUiuDotLQ39+/dHZmYmRo4ciRMnTmDbtm1wdHREeXk51q1bh1WrVoEkli5dii5duoh7Jcq0Tp06ITg4GA8ePEBsbCxWrVqFtLQ0AMC6detgYWGBjIwMODk54cqVK3B2dsbChQthYWGBqKgofPPNN1CpVACAbt26wcjICL///jsqKyuhVCoxZcoUADrt7NTUVCQkJCA6Ohrff/891q9fD7lcjpCQEAAQmO/Tp0/D3t4ednZ2iIyMxJIlSwAAP/zwAyIjI7F582bs3bsXmZmZ6Nq1K7p3747m5mbs3bsXU6dOFRRh3bt3h6mpKZYvX44nT57g3XffFZRpv//+Oz755BP8/PPPiI6OxujRozF27FhERkYa0OgNGzYMTU1N4m8LCwsMGTIEkyZNwoEDB7B8+XKBuZfa1M7ODoMGDcKRI0ewZcsWBAQEYM2aNfDw8EBQUBBGjhyJTz/9FOXl5Rg5cqQB3WDL1K1bNxgbG+PkyZMYMWIEfvvtN9jZ2YEkfvjhB3GdXC6Hu7u7mPQnT57EqFGj4OXlhVOnTuH8+fOoqqrC7Nmz0aVLF8jlcowePRrjxo0TZehT2QE6EMXAgQMRHx+Pb775BitWrED37t1x9OhRrFu3DkePHsWOHTtgYmICrVaL0NBQlJeXY8WKFfjss88AABs2bMAnn3wCkiguLkZoaCgsLCyQnp6OvLw8hIWFIS4uzkBgrlu3bnjvvfewadMmvPLKK+jQoQNKS0sFtPbq1as4evQoZDIZunfvjuXLlxtQyHl6esLc3By3bt3Cjz/+iMjISKHhPnr0aBQUFECr1eKrr76CRqPBjz/+iBEjRqBHjx4oLCyEp6cnvvrqK3z88cc4dOiQGKdSevfdd1FUVIRffvnFgGpPpVIJA3r06FGDtnz48KGYV0ZGRvDz88PGjRvF92vXrjWA0aalpeHy5cvIyclBdnY2zMzMMHr0aAAQL9Xly5ejsLAQaWlpqKiowIsvvoiAgABMmjQJ33zzDWxtbfH9998/d2y1TP/PkUgymcxPJpPd1Mu1MplsgUwmWyOTyR7qfT7or5ZpbW2NqVOnwtnZGefOnRMa6X/8HmxsbAQC58mTJyCJb775Bq+88grmzZuHrl27oqGhAYDOpVFXVweS2LRpE/72t7/BwcEBM2bMgKenp7jO3NwcRUVF+P777zFv3jzU1NSI683MzPDkyROYmZnBxMQECoUCBQUFrZAjgM4oy2QyPHnyBPv27UNeXp54XoVC0Up7fMmSJbC3t8fs2bPx4osvwtjYGCEhIVAqlTh69CjMzc1RV1cHIyMjzJo1S7TP06dPMXToUDg7O6Nnz54YNGgQiouLsXnzZvz9738Xv2ljY4Ovv/5aGLezZ88iPT0dgE6ddN++fa3qoFQqDVQbJf7Q56W6ujpYWVlh+vTp8PLyAqBj0ikqKsLYsWPx9OlTgdapra2FtbU19uzZIxBI5ubmUCgUuHv3LhISEgAYMmJJ3JSAbhUTEBBgwMkqJa1Wi02bNolV9/jx4+Hj44MRI0aIFxSgM7RWVlbQarXYuXOnwSr96NGjBuqo3t7e+OCDDwDo0EibNm0SzxMdHS3w+j///DPOnj1rUL7UZxJHbG1trTDuCoVCjCcrKyvI5XIDhVX9Okt8oFevXsVPP/2Empoa7Ny5EyYmJpg1a5aYC/pJ6jOVSiV4APSTjY0N5s+fD4VCgf3798Pe3l5whBobG8PKygoymUw800cffYQlS5bA3d0dNjY2MDExQUpKCs6dOyfmh1T3WbNmGSi1AkCfPn3g7+8v2qGhocGgvtIz6efLly+juLgY/fr1EzwSGo0G0dHRIImvv/4aMpkM+/fvx61btwQe3tfXF5MnT8aTJ0+wZcuWVm3zj9L/8xUoyWwAQQAgk8mMADyETtp4CoAtJDf/g9vbTKdOnYKrqyt8fHxQUFCA33//Hba2tgB027uEhATIZDJ4enrinXfeMXhrBQUFwc7ODhcuXMD58+dhbm6Od955R9CEATr6MYVCgX79+iEoKAh5eXlIS0vD66+/DkAHkxsyZIjYLgA6Np2lS5dCqVRCrVYjISEBlZWVrZ792LFjcHNzQ8+ePVFUVITi4mIkJCSgqKgILi4u2LZtm5hoUjpx4gSsra3x448/ws7ODgEBAQgKCsK2bdsQGxtVirV2AAAgAElEQVSL9PR0aLVaDB06FLt27RIMPffv30dNTQ18fX1x4sQJREdHw9raGgcPHsTFixfRt29fnD59Gn369EFKSgq6du0KpVLZimShsbERZ8+eFauvefPmGTD33L59GxqNBp07d26zv6KiouDg4IBevXoJed/s7GwkJiZi/PjxWL58OSZPnowBAwYgOjoapqamCA0NxZMnTxAcHIzy8nLk5OQIOj9AtwWWmK7mzp2LCRMm4I033hDjICsrC2ZmZrC1tYW/vz+uXr2KsLAwnDlzRjxX3759sWfPHnTv3h0dO3ZEQEAAKioq8NNPP+HYsWNwcHBAQkICSCIpKQkDBw7EhQsXYG9vL1iwKioqxDMZGRmhf//+OHbsmMFq78aNG3jw4AHc3NwA6AiCT58+DWNjYwwdOhRbt27FnDlzYGJigqSkJAA68uD09HRUV1cjOTkZDQ0NOHbsGFxdXUUfdOjQAU+ePEFqair69+8PQLeKu3jxIgCdoRsyZAi+/PLLVlvtEydOICAgAP3790dAQACSkpKEOwoAjh8/jnHjxmH16tVoaGiAg4MDTExMxMs1KSkJzc3Nog+klJSUhISEBEybNg1FRUW4fPky6uvrhatMLpdj2LBhiImJMXgxBQcHo1evXuLvyspKQQpy6tQpkMSJEycMXtz37t1DYGAgpk+fDmNjY/Tq1Uv0HQAkJibCyMhIsGhduHABeXl5OH36dJvk3X8p/RVH6f9XGUA/AJf++P8aAB/9V+739/enQqHgzz//TD8/P3p6ejI+Pp4kDcKYNBoNb9++zcDAQCHjO3z4cMbFxXHUqFG0t7enu7s7Q0JC+PDhQwYGBjIgIECEMd25c4deXl4ijGn69OksLCxsk0xECiC+e/cu6+rqWFhYyPT0dBYWFvL8+fOtyERu3rzJHj16CNlh6fo1a9a0Kemh0WiYkZHBsLAwHjlyhDU1NYJMRDrhJJ9JegQGBvLatWtsbm5mjx496O7uzg0bNnDZsmUiXq6tQHpXV1cePHiQ6enpfPToEbds2UJra2v6+PjQ2NiYwcHBbWoieXp68osvvuDChQvZr18/5uTkkGw7kF4iE5k+fTqnTp3KmJgYTpw4kc3NzUxPTxffBwUFsbq6mn5+fty9ezfT09P54Ycf/mkgPakLyh88eDDnzJnDyMhI9ujRg8ePH6dSqeSNGzfE9RKZyL59+1hdXc3S0lJu3bqVgYGBHDp0KB8/fsygoCAR5eDv798qyiM6OppWVlb09fWlnZ2dqEN6ejrNzc3p5+cnZCWcnJy4bt06krpg759//pkymYyBgYG8ffs2u3XrxsDAQJqZmfH48eMsLi7m4sWLhaick5MTr127Jg5D9bMkKhcbG8tp06YZoJGkGGgpMD4jI4PTp0/n1q1bWVpayh9//LHVwRCpC2RXq9ViXIeHh7NDhw5CiK6lqJwUj5qdnc3u3bvTzc2NgYGBdHV1paWlJYcMGWIwD/4s+/j4iBA6qc51dXXMysoSbRweHk5AF0ifnZ3NTp06tSJUzsrK4pAhQ3ju3DkuWLCAdnZ2BvBRvfyvfwoP4BsAH/KZAX0A4PYfn7d/zj0zAFz7I4sK29ra8syZMyJ+LTExkb1792ZZWRnz8vLo5OTEsrIygWOWQjKA1kgkKW7RwcGBhYWFQlP6woULXLhwIS0tLQViw8vLi/fv36eDgwMdHByEAQ0JCWFiYqKABY4ZM4ZHjhyhj48PKyoqqFKp6ODgICYvqdOHnzJlisBtt2VAS0pKaGVlxWvXrrF79+6MiYnhhx9+SHNzcw4fPpyVlZXUarUCgVVSUkILCwsWFBSwf//+TExMFEgkU1NTvvnmm7x9+zbNzMxYWloqBlqXLl1obGxMpVLJmJiY5yKR9A1oWFgYf/jhBzGQFQqFYIiqq6ujk5OTgQG9ePEim5qaBApmzJgxwugBz5BIUpypPhJJwmH/mQEdNmwYHRwcaGlpSTMzMwHnk7J+HwQHB9PExIQ7d+7k/PnzhSqnWq1mRUXFcxUhq6ur+fTpU+7Zs4fDhw8XmkUts4TbBtAKCy+Xy+np6dkKidS7d2+ePn1aIJEGDhwoVCpbQjmleXD48GFx/7Fjx4TeuhS9oJ/1kUjz589nTU0Nm5ubBbeAlExMTJiVlUVfX18ePnyYM2bM4MaNG4URTE1NpVKpNNB2unv3rjhVfx4S6c8MqLm5uUGf6cfi5ubmCjUG/SwhkcrKyuju7s7S0lI6OjoyPz+fzs7OPHPmDBsbGw2QSNLLRa+N/rUNKABTAI8AOP7xtyMAI+j8sp8B+OYvlEGFQkGFQsFbt26xubmZH374IZcuXWogd2Bra2sw0MrKytitWzdxb0REBOPj4xkaGsrGxkZB/tDY2Ehra2sqFApmZWWR1IVpREZGctKkSTx37hxlMpkIQtePIWxqahJYeEmdEdAhK5ycnNjY2MjGxkZaWlqyurqaTU1N7NWrF/ft28cVK1ZQoVBwwIABvHnzJu3s7FhbWyvi46Tn1s+zZs1iYmIiu3XrxvLycvG5dH1OTg4bGxup0Wi4dOlSKhQKDh8+nLdu3TIoB4AI0QkJCeGRI0fY2NjIzz//nEOGDOHly5eFAW1oaBBhKpLEyLBhw0RZ48aNo1arFXWV2qixsZGurq5UKBRMSkri7NmzxfWNjY3Mzs6mQqEQfWBlZcXi4mIGBgaKsj/++GPBR6BQKOjo6EiVSiW+l4KmpbR27VpOmTKFZ86cEfhoKysrNjY20sLCguXl5WxsbORbb71FhUJBIyMjTp8+nRqNhjdv3qSLi4tBH+gb0HHjxnHz5s0kyVOnTrXqG6kPAAh99I0bN7KxsZHNzc28efOmEFjTarU0MzNjfX09m5qaRHvNnj1bTHJp9SiNazMzM1H+7du3OWTIEBHXqdFoePHiRXp4eEgkGeJaU1NT3rlzh83NzZwyZQqNjIw4YcIEJicn08/Pz6DPpLhPqQ6xsbHi2c6ePdvmmJR+Q6FQcO/evWxsbOTu3bsNoJaSAW15vRSmNG3a/6HuzcOiutLt4VXFXIXMyFCKthq11ShRgkaN4CyKAyGKdhzbIU2LKMEpiTFqOg44K4rGWWKLURxwAhUnVEQsQHFAUSNyBRUFoWSGWt8flbO7jmC3fW/63u/3Ps95KKr22Wefvfd5zx7etdYkERJmYWFBGxsbVlRU0MrKqt5rmpqacsCAAQJd9vr1a1paWrK8vJwqlUrkf+DAAYaFhXH69Oncv38/FQoFmzZtysLCwv9nHOhQAKfe8VtTALfex4EaY4b9/f25fv16kv/QhX9bP1tyoMYm6cInJycTMCgiSvFvxmQYJIUuvDQtkpiYpNGPlL5Vq1Y8e/ZsHT7QVq1a8dWrV6IsxrrwFy9e5KhRo+rowr/95n2XLvyAAQPqfC/BDhs3bkwAMj7Q+swYC09SsD0ZHxKUU6FQiAdYcqBvW0pKinBWxvwCxgHhkkkSvJIzMW4DY0IX0uAQJShnfWZvby/0eiTbvn07e/bsWWdUb4wGk5BIki786dOn60Ui1dcG7zKpDRo1asTU1FQB5QRQL1etZO7u7nXqPiAggKmpqaJfG5uLiwtv3rwp+27fvn2y8435QKU26NOnDwEDQcvf//53duvWjQ8fPhRqs1IbSLrwiYmJYpYBgD4+PvWW387OjtnZ2STJ0aNHE/gHH6hkxm1gY2Mj4jilmZt0tG3bliRlnBD12YYNGwiAHTp0EEgkY84GiQ902LBhXL16NdeuXUsA/+9BOQHEAJhg9L+b0ecwADHvkQcVCoWQfz169CinTp0qsNXGDpQ0OFHjQHop3dy5c6nX65mcnMwmTZrw9evXNDU1rbeRjB1o9+7dmZ2dLZhc9Ho9zc3NxTS6Z8+e3LlzJxcsWECFQkFfX18xKtLr9eKzRH+mUCgYHR3Nb7/9VpStdevWsrRvP7xBQUFCP1uv1zMzM1M2Va7vejNnzhT5S4cUQCw50EaNGolA+jVr1nDVqlUcOnSoyEcKpJfqWcrn+PHjJMnly5eL7xo3bsySkhKR1piAuX///tyyZQuXLl0qCzx/u/yOjo6y8gIQDjQ7O7sOQYt0nq+vb53zWrduLRyilM6Y1Lq+uiMNI26lUsnq6mra2NgwJyeHXbp0EYH0mzZtkl1LWlfW6/W0trYWhC4BAQFCF/7IkSOCQausrEycW1ZWRr1eL6b8a9eulbWh8V9jrgKFQsGTJ0+SJCMiIjhixAheuXKFHh4eLC4uFg70bbjo5s2bxX1La/t6vV44UIVCIQhdjFmxxowZI2uv6upqWV0bf5YOaWnq7XRFRUVs1qyZLP2UKVNk900aRtUS85gxSc7s2bMZHBxMvV7PjIwMGX9DTU0N9Xo9GzduTIVCwYMHD3LGjBmcPn06Dx06JMpgtCzy/18HCkAF4BUAW6PvogFkwrAGGmfsUN91fPTRR7S0tKRKpeLVq1dZU1PDqVOnMjQ0lNHR0ezUqRPv3bsn8LikYS1O0oU/dOgQdTodKysrGRsbSx8fH5aWlgpGerVazaqqKnp4eFCtVvPs2bOsqKjgDz/8wLFjxzIxMZEqlYq2trZ8/fq1mI5L5uvrSwsLC5qZmfGLL75gQkICPT09RUdTq9VUq9V8+vQpdTodu3btKtIDYM+ePZmenk4PDw9WVVVRrVazuLiYrq6uzMnJYc+ePblnzx7qdDpu3LiRarWanTp1YmlpqVgekA5jJu7KykquXLmSgGGTSdLbtra2FlNTjUZDKysrmpiYcO3atVy9ejVNTEyoVqvFRphOpxMd/eHDh2LTQ61W09zcnAEBAQKzLW0iSfk3bdqUd+7cYXl5Ob/88kuam5szMDBQONeSkhLa2NiQZJ11S+kwNTWlWq0WGzPG91tUVMQOHTrw1KlTMpZ/4wfF+Jy8vDzZQ/r9999TrVZz8ODBvHv3Lps0aSJGP2q1WiwRvI1E6tu3L69evcqGDRvy1atXIn/AsGapVqu5b98+hoeHMzw8nDU1NdTpdHzw4AGdnJyo0+lka6Cenp785ZdfGBoaKrs/tVrNhg0bymZWjx49Ytu2bWlpacmtW7eyqqqKe/bsoZWVFRUKBV1cXFhSUiIr0/Xr16nT6fjll18KdN3bbEw6nU7QNJaVldHHx4dRUVHU6XSsqKhgUlKSrFyAYU1Zp9OxWbNmBMCtW7dyzpw5BMDevXtTr9dTp9OxqKhIlF+lUgmnt3PnTvFskgbEmlqtFi9KaYov1alaraaZmZngA71x4wZdXFyETr2URsrfmA+0pqZGLPdJaf9jDhSGNUqb/wvH+/YhkWOkpqaKqfPUqVOFpIe3t3cdOjvJJEkP0jDsHz9+PE+cOEEPDw8B9zKePgLgqVOnOHv2bNra2opNpCZNmjA3N1e8qaVNJMl5AuCMGTO4adMmDh06VLZzm5OTw5ycHLZp04YeHh4i/axZs5iTk8PY2Fi6ubnV2YWX6OyePXvG8ePH08PDg/b29vTx8eG5c+fo6ekpkzUGQHd3d3p4eIgdWp1Ox5ycHCYmJtLT05M5OTmyt/nTp0+Zk5PDvn370t7eXubE3t5Eun//Pmtra8VGEmCAlkqEyE+fPhV16uHhQQ8PD7FmPXr0aKrVagYHB/Ply5e8fv06u3XrxuLiYpH+4cOHsusvX76c4eHhDAgI4P79+9m0aVMB45Ocedu2bWlqasrz58/z5cuXzMnJ4YoVK9i1a1dBK2jseCTnGRAQwCNHjogoBUtLS/bo0YO5ubn1biIZO1CdTscXL16wqqqKubm5gkrt8ePHtLKyYkpKCtu3b8+DBw8yLCxM0NlJdSSN1gE5lNPJyUmsQQ4YMIBHjx6lm5sbc3Nz622DnJwc6nQ6RkVFyeRojPMHDJta1dXV/OKLL6hWq8WOelJSEk1NTcW0mTTQQtbW1rJnz55i4CFZRUWF6MvSIcF5r1y5wpycHE6aNIk2NjYcMWKEbAntXZtIMTExIlrkwoUL9PHxkfXRJ0+e1Lnml19+SWtra3p4eNDV1VVwQuTk5AjHmZKSwnbt2tHJyYnLly/nypUrOXHiRGq1Wrq4uBgTzfx+DhTA3wHYAFADyAKQD2DWf8Ip/juH5EA9PT15//59hoWFsWHDhsKBqtVqMQV6lwNdsmQJGzVqRAcHBwYFBTElJUX2gBk70FatWnHNmjX8y1/+IhyopKMiOVAvLy8WFxezZcuW3LhxI1NSUpibmyv0tiWt9JqaGnp7e4v1t9jYWKakpLB///5s1KgRvb29OXbsWKakpFCr1coc6PXr18Wb+cGDBxwzZgwBgyZSWVkZ09LSqNfrmZKSIjvatGnDFi1acM+ePaIeSktLmZ6ezoqKCnbu3JmkQcPG29ub3t7e3Lp1K1NSUhgWFkYfHx+mpKQwISGBPXr0qKOJ9MUXX9DW1pazZ8/m4sWL6e3tzQkTJrCyslJWDjMzM3p6evLhw4fMyspiSkqKCDEKCgpiRkaGmG6mpKSwS5cuPHv2rCCmaNq0KTUajQhjsrCwoLe3t8BWV1dXU6vVsnHjxjx//jwXLFjArVu31mFjMjExEfnrdDoGBARw7969DA4O5g8//CBzov369fuXDjQ2NlbU24ABA0QbkAbibE9PT6rVarZo0YJLly5lREQEvb29OWbMGNnutdSPCgoK6OnpyRUrVnDEiBEcNWoUs7Ozee3atTpr+15eXnz16hVHjRpFb29vxsbGMi8vjykpKdy2bZsYrUnr/ElJSezZsycfPXrEvn378uuvvxazlKSkJLq7uwveTGO7efMmi4uLuWjRItm0/8mTJwI77+3tzeTkZDZo0IDt27ent7e3eIakNdBff/2Vffv2FXX0Ll14Z2dnjh07ljdv3mRRUZGo37ePxMREzpo1i4GBgUxJSWF0dLR47iU8/IULF0SIXEpKCmfPns3Zs2dz69atbNu2LTUajTHHw++KhW9DskShUHwB4ASAOQC0AJa/5/n/EXv48CEqKysxdepUNGzYENnZ2RgyZAjGjRuH+/fvw83NTSgjGiNTJMTK3/72N/zXf/2X0I3JycnBH/7wB0yaNEl2nZ07dwpo4rVr15CUlCQ0ye3s7DBlyhQRSD5r1iyBePnjH/+Ia9euoWHDhhgxYgT69+8vlCD1ej2uXbuG4cOHY9OmTYiLi8ObN2/Qt29fTJ48GQCQn58vkCzGip6dOnUCAHzzzTfw9/eXBbq/fPkS69evx+bNmxEREQEA2LNnD0JDQ5Gfn4+ioiLk5+cDMEDf9u7dixUrVkCv12PWrFkAgLCwMBH43bVrV7i5ueHKlSvYt28fIiIiUFZWJsM5jxo1Cjt27EBmZiaKi4vRpEkT9OnTBy1btoSDgwNKSkoQEREBhUIh1BtDQ0Ph5OQEGxsbbNq0CVVVVejWrRt27doFBwcHLF26FOQ/0GDdunWDpaUl5s+fj/bt2+PAgQPi+pWVlbh9+za2b98ucMwdO3bEli1b0LZtW2zbtg0KhQIeHh64desWQkNDYW1tje3btyMiIgLh4eGwtLTEjRs38NVXX2H8+PE4duwYamtrxXUsLCxgamqKAwcOyEADS5YswQcffADAoMlz7do1eHh44LvvvoNCoYC3t7dIm5GRAQAICAiATqeDXq/H7NmzYWdnBwAwNzcXOO8//elPGDt2LB4/foyWLVuiT58+OHr0KA4dOiQCzCsrKwWsNDw8HKGhoTh+/DimTZsGT09PXLt2DQ8fPkS3bt0AGKDBK1euxIEDB7Bu3TpcvnxZyEFrNBo0atQIly5dwp49e7Bt2zbRz4xt69atmDx5Mh49eoSamhrxfUVFBbRaLUji2rVr8PLywp49e1BVVSXSSNwAmZmZWL16NaZNmybQYPv27cPYsWMF0k+ygoICxMfHw8HBAd988w3S0tIQExOD4cOHY/fu3eJZa9myJZydnXH8+HGcOXMG/v7+sLOzE5wGn3/+Oby8vGBmZoZ27dohIiICBw8exMCBAzFw4EAUFhZi/vz5Alb6vva+DtRMoVCYARgGIJJk9dvQq/8Le/36NZYsWYKRI0fip59+wieffILKykpBZuHg4IDAwEBUVVXhm2++wZUrV7B//37Y29tj9OjRQjgtMTEReXl5GDJkCL755ps6kEt/f39EREQgICAAJ0+ehKurK9q0aYMTJ07gxx9/REBAAHJzc3Ho0CF89tlnIt+oqCjcvn0bw4cPx/Xr13H9+nX85S9/QXl5Ob777jusWGEAXaWlpeHw4cMoLi5GWVkZwsPD0bt3b5w+fRrTpk2DpaUlnJycsGLFChnk7cMPP4STkxP8/f3x8OFDvHnzBsXFxTh+/DiUSiU++eQTAAa0x8mTJ1FUVISxY8fCx8cHgIFLwMnJCYsWLcL8+fMRGBiIWbNmYfHixVi6dCkmTJiA+Ph43L59G1qtFnl5eYiNjYWtrS0WLlyIWbNmiXswNzdHeHi4kHVu2bKlEG578uQJjh49isWLF2PmzJmora2Fv78/bGxssGXLFhQUFMDExARqtVpoxq9ZswbLli3D7NmzsXfvXvzwww+YMGECRo0aBQ8PD9y9exf37t0DYJCoXrBgAYYPH47c3FwolUrMnz8fZWVl+OCDDzBq1CjY2dnh3r17sLW1Rb9+/TB06FAMGzYMI0aMwL59+2SIFm9vbxw+fBgnTpxAbW0tXFxcMGvWLNTW1gqY8DfffIOFCxciMzMTjo6OaNSoET755BNMmjQJV69eha+vL2bOnAkAWLFiBZYsWYL58+dj/PjxMDc3R3x8PGpra/HBBx8gMDAQb968wY8//oirV69i+fLlQja6pKQE27dvR/PmzaHVamFvby8cqImJCbp27YpDhw5h2LBheP36NT766CMhdX3gwAFs27ZNvOxqampw8OBB7N+/H3/605/w7bffir584MABZGVl4fXr18jMzMSPP/6IefPm4W9/+5vsWUhISMDQoUPrPIvOzs5YtGgRlEolVqxYARMTE1y7dg0zZsyAo6Mj9u7di3bt2gnY8aefforBgwejuroasbGx8PDwQG1tLb7++ms4Ojri1q1bsLS0RGBgIGJjY3H69GksXrwYS5YsQXJyMpYvX46goCAhQgcYpJaTkpKEFPU333yD69evY8mSJbLnZs2aNdiyZQvatGkDR0dHxMfHY9y4cdDpdP+WJjzw/lj4zTAEuasBXFQoFE0AFP9bV/oP2fTp02FtbY2qqiqYmJhAr9eLN+Pz588FW01FRYXAvkZFRWHQoEEIDw9HeHg4evTogVatWqFnz57YunUrzMzMEBwcLLtOVVWVgL916dIFzZo1Q1JSEiZOnAiFQlEv9ruqqkqM5G7fvo19+/YBAMrLy7F69WpYWFjgq6++wk8//YTi4mIEBASgWbNmsje7VPa1a9ciPDwcUVFRqK6uxu7du9GrVy+0bNkSpqamoiM5Ojriz3/+M0xMTBAeHg4rKytZ5xkyZAi8vLwAGHDbo0ePFvUCACtXrkR1dTU2b96MyMhIrFq1CikpKbIyNWjQQLAphYeHQ61WY/v27Rg0aBD+8Ic/iHQPHz5EZGQkdu3aBYVCAQsLC6xcuVIGa6ysrIRCoYBCoUCzZs3EiMrc3FyoYALAxo0bUVpaWkcN093dHdOmTUNISAgUCgXCw8OhVCoRGRmJlStXIjc3F2ZmZuKl1rhxY4SHh+Ovf/2rLJ8tW7Zg6NChgh0JMMwSsrOzsXPnTlRUVCAqKkrU1fr161FSUiJrYxMTE7Ro0QJ/+tOfQBIVFRVi5hIaGooGDRrgiy++wJ07d6DVapGRkSEINKytrTF16lSsXLkSJEW/BoDDhw9j5cqVOH/+vKzMpqammDlzJkJCQmBqagoLCwtYWFjIXgZ6vV4Q1xhbcHAwvvrqKzg4OCAuLg4ZGRmyNn79+jUiIyNBEpGRkdDr9di6datMETU1NRWRkZE4fPgw7OzsEBISAqVSifDwcCgUCkRGRgrV2xMnTiA1NRVmZmbw8PAQhDmSSfU6efJkhIeHIzs7GxYWFujbt69IY2VlhdDQUKxcuRJhYWEy52lsjx8/RnR0NGpqarBmzRrx/ebNm/HmzRv8/PPPePDgAXr27Ak7OzusWrUK58+fx5QpU+rN75/Z+zrQoyQ1JAfSsCj6BMCf/+2r/c5ma2uLU6dOobKyEnPnzsWlS5fg4uIiWGRycnIwc+ZMnDp1CgMGDMCAAQOgVCrRt29fpKWloaCgAJmZmcjKykJeXh4uXboEwNAx/fz84O/vL5zPp59+CkdHRwAGzG16ejoAoKysDMeOHcPJkydFuU6dOoWPP/4Yfn5+8PPzEyMxyczNzTFw4EAkJCRIa8wADI55wIABqK6uxs2bNwEYHix/f3/4+fnh2LFjiI+PR01NDb7//nv8+uuvSEtLw8qVKxETE4OCggJkZ2djyZIl0Ov1OHbsGEJCQlBRUYHevXvD398feXl5gvzixYsXyMjIQNeuXWXlBwxkDrdv30ZBQQGGDx+OwMBAuLi4wN/fH926dcOpU6fQv39/HDt2DNOnT8eRI0eEVOytW7dw7NgxHD9+HAkJCbhw4QJqamqQkJAAf39/KJVKJCQk4M2bN/j4449RUlKC6upqODs7Cxx5TU0Njh8/DsDw8FVVVSEpKQmvXr3CzZs3xejTwcEBnTp1QkJCgqz8/fv3h7+/P+7fv48TJ04IeehXr17VcUTHjx/HjBkz0KZNG9y5cwd5eXlo3bo1goODERISAp1Oh2PHjuH06dMYMGCAOO/s2bOYNGkSPvroIwDApUuXsH//fnz44Ye4evUqIiMjBeY7Pj5eTE+9vLzg7+8Pf39/QchRWVmJkydPgiSOHz+OY8eOoaKiAt27d4eLiwvatm0r5Hbt7OzQu3dv1NbW4tixY1i/fj1Onz6NkydPIiEhQUYJ17FjRzESBgx7HseOHUOfPn1gbm4OwOAIpRGhVEdnz54V/ALTpk1DbbQ1uq8AACAASURBVG0tEhMT8fHHH8PJyQmenp4wMTFBQkICUlJS8ObNG5w6dUrkL/Xrc+fOobCwUNTzzz//jJcvX+LChQsADLMjqX8PGjQIKpUKV65cwdOnT5GVlYXMzEw4OTmhR48eqKqqEn1CssTExDoy1w0bNkTz5s2xcOFC0UdJA3/B8ePHBfOYZLdu3RIsTyYmJvD398d72/sslAJIq+c77e+5IfTfOf74xz/SwsKCeXl5zMrK4rhx4xgTE8MXL15wxYoVBCA2LKRDoVCIONANGzZwxowZ4rcWLVrQ3Nyc7dq1q0OoHBAQwOTkZCEqZ29vzwkTJvDBgwci4NjT05NarZbdunXj48ePBSN9fn4+Fy1aRF9fX1ZUVAiMt0Ts2717d5qbm7NFixb09PSki4sLJ06cyFOnTglC5erqanp6ejItLU1oD924cUNoxzg6OtLT01NsUkm78B06dJCBDcLDw7l7926S5NGjR8Wi/dtY+Nu3b7OsrEwQKkdHRzMsLIwkZYTU0nHmzBmmp6eze/fubNSoEd3d3fn555+ztLSUiYmJ7Nq1qyiDl5cXPT09+eDBAwYHBzM2NpZLliyhnZ0dW7RowaZNm1Kn08nazcTEhFlZWXzw4IEI7n8bC29cpyR59+5ddurUibt372Z+fj7Xr1/P5s2bs1WrVqypqeH169dl15AOKY6SNJBse3p60tfXV2widejQQaSNjY0VoWvGjPQODg68ceOGyEelUrFNmzai7UmDBHN6ejrT09NloAkAbN++PT09PXnkyBH6+Phw3bp1sjYgDXGpnp6eTE9Pp5eXFy9cuMD09HQRJ2xMqGxmZibaTCp/UlISKyoq+ODBAwHdPHnypBCCUyqV7NChg9hMfduePXsmyMhzcnLYo0cPASiprq4WkRPbtm1jcHAwXVxcOHToUO7Zs4d+fn7i3tPT06lUKllcXMw7d+6Ia0r9WgpNkvgIpOcgPT1dkHaThkiGlStXMiQkhPfu3RObntI9l5eXyyJsZs6cyYiICDZt2vS/Taj8rxxnawCBAB4C+MzoGA/g9vtc4D95SBWRkZHBtm3b8ujRoywuLmZERATt7OxoZmYmEAkSUqZJkyZCFx4AIyIixI7q9evX6eXlJRjppXOeP3/O/Px8VlZWcuLEiSLshjSwu0uSrqSB8bqoqIgFBQX09/fnvn37uGDBAgJg165dmZSURAcHB7GrLoWidOnShSdOnGB+fj6nT5/OUaNG8dChQ0LeQroHd3d3Ud5Xr15xyJAhBAwBzVKa58+fyzSRJAE3YystLeXu3btpampKV1dXgf6pj5H+hx9+EHnn5+fzxYsXdRjpnZ2daWpqSnt7e65du5bfffcd/f39efr0aXbq1Encg2TPnz9ndXU1CwsLmZ+fz6+//ppBQUFMTU1lp06dmJ+fLxM9c3R0ZFJSkky59F1kIm8rQq5bt45hYWEMCgri/v372bx5c965c0eochrDPl+9esXy8nLqdDoWFxfL6qyqqoqurq58+vRpvbrwUVFRNDc3FzvOFhYWos6srKyYlpYm/i8tLeW2bdveGeNqHMZkZ2fH1atXMz8/n0VFRayqqhL1I+3CP378WOC49+zZw7KyMq5fv55jx47l8ePH2ahRIz548ED06/z8fJmkx/Lly0W/kmIipYGBpFmv1+tZUFAgzp81a5YgHqmpqRFtKrWBxPou6cIvW7aMNjY2Qhfe1dWVLi4u4p7v378viD1sbW2pVquF0gJJEaaVn58v4lrT09PFd8HBwe/Uhc/Ly2N+fr4IC3R1daVKpRJY+Hbt2jE9PZ1WVlbSeb+LAx0KYAcMQe87jI51ALr+Hk7wf3LgtxAT6Th8+DCnTZvGuXPn8sCBA/Ty8uKDBw9EsH1ZWZkIuenUqZM4b+7cuayqqqJer2d5eTlfvHghMN5VVVXUaDS0tLRkYmKiQCJJ+vCkAW8raW5LJqlyVlVVccGCBSI4XqFQ0M3NTQTrSyQe5eXl7Nmzp8DNW1pa0s/Pj+Xl5QJiZmlpKYu/8/HxEfcgYawtLCxkonKlpaV0dHTkgwcPhMKo9LBbWlrKhPdIuQO9cuUKAwICaGJiQhMTE3EPEpRTKhNgwMJ7eXnxyJEjnDp1qihXt27dWF5ezoKCAqGwKY0E7ty5Q39/f5F21KhRLC8vZ1ZWlgjIl+rU0dGRFhYWIq2pqalwoBK/QHV1NS0tLVldXc2KigoRVC7VqXEdAYZA/PLycqrVaj5//pzl5eX09fXlvn37BJSztrZWYMKlshgDAnr06CF04aOioujn58fMzExZvzSuJ3Nzc4GFLy8v56FDh+pNW1ZWxoqKCnbo0IEHDhwQWHiJjUkanen1elpZWYlzpTqSsPBvQzmNy2JhYcG7d++yb9++NDMz4/z581lbW8tz587RwsKCtra24r4bNGjAwsJCtmrViubm5kIEbtSoUaysrGR2djbd3NxkbSBZnz59uGvXLpaXl78TC/92+ffs2cOZM2dy4sSJLC8vFxwVxnWk0+nYokULWf1NnTpVpJccqHSOlL8UFhgSEsKpU6cKLLxxG/wuDtTIUX3yf+0s3+VA3xcLX1tbK4Jp38bCL1269L2x8JMmTZJBOSV7O33Lli0FFv77778XWPiWLVvKsPDGU533wcKbmJi8EwsvqXK6uLjIAunfFwsvYYYlBwqAhw8fZmhoqAzyJjlQpVJZBwvv5+fHDRs2iDylKdTbx9ttQL4bC19ZWUkHB4d6sfAXLlxgixYt6uTl4ODAe/fukSTHjh3LhQsXyrDwxmWprq5+Jxb+1KlTbNOmjSBokaCT79KFN3YOxnWq0+mo0Wh47do1GRZeonUjKeMXIN+Nhb927ZoAMxjb+2DhTUxMBORYwsIbi8r9Myw8aeB4SExM5IQJE0Se78LCG9vvhYWvqKigQqF4byy8lZVVvVh44zYADFh4Uoau+10dqDOAbwD8BAPV3Ha8B1vSf/qQRnQKhYIZGRkkDUikmTNnCiSShEKQOo7UOY2RSMam1+uFjrzUcZydnalQKIQMsnHaBw8e0N7eXoYZfvXqFVu2bCnD9I4bN45nz54VMEipLGZmZiwsLKRer5dNTxUKBfv27cvbt2/T0dFRdBzjN7skYhcREcFNmzYRMEAzJQYk47xycnJkUMX169fLiCwkHLY0atVoNLx+/fo7yURIw0tJCoDOz8+XrV0pFAoOHz5cdq/GR8OGDQWV2pQpU6hQKDhy5Ejxe3FxMU1NTcXDbtzWxlh4aQovcVFKv0ttcP78eZIGTXLjsgEQ/AWmpqYsKiqS1Y8URC+1gbOzs2gD6aX0tkkO9ObNm3XKavw3NjaWYWFhDAkJEefm5eVRrVaLOjXGwh85coQhISF1ym9tbS2cg8QJQRpeYlFRUSTlDtTa2lpopEv53Llzh3q9npMnT5YhkSQsvNR+kklY+O3bt4u2OnfuHBUKBR0cHEQbGPdTHx8fRkdHU6/Xc9u2bezTp4/4TXKg78LOT5kyhfHx8eI3iRzExMSkDp+DQqGQYeHd3Nxk/VrKQwIITJ8+XUZn99a1f1cHegXAMgAjYFgTDQQQ+D7n/icPAHz58iVLS0tFI78N5dTr9Xzx4oUMidSkSRNev35dvMVWrFjBMWPGMCUlhSqVSmCrJQdaVlbGVq1a8dSpUwwODuaCBQtEXnq9nmVlZcKBSutmLVu2FHl8/fXXrKysFMTOEn6eNIw6pPUYyRl9//33LC0t5YkTJ8SUwtbWVsaSRBqmVqWlpayuruamTZvYp08fXr9+nU2aNBF5l5aWCry4SqWiSqXi2rVrxTT3xo0bAvcs4bDfXgOtz4FK+ep0OjEClcojHdISR25uLhs2bMja2lpRBsmhDx48mJs2beKiRYsYFBTEq1evsk2bNiQNeHiVSsXXr1/TwcGB6enpIu/vvvuOo0ePZm1tLUtLS1lWVibW34qLi+nu7s7MzEzRxlVVVdy0aZPgO5CWRVQqlRjRt23blleuXCFpcKATJkzgiRMn6OnpySdPngj8PGDYdHvy5Al9fHx48OBBkoaNvri4OHp5efHXX3+VzQCM66WmpoZhYWE0NTUVm35SP5LajTQwdElLDhId4pAhQ3jx4kVBPmLczk2aNGFmZiYrKipYXV3NVatWiZePsRMtLS2lubm57KUqOdBffvmFFhYWYlnE2DQaDRUKBU+cOMGJEyeKmZJxGxiX393dXdAoSqxjNTU1MtpHKb3U92/fvs3S0lJ+/vnnXLRoETdu3EgLCwu2bt2apaWlLCoqokqlqlOnxn0uPj6eXl5eojxSvwYM66xdunShSqXiqlWruHr1agYEBLC0tJTZ2dnGdfW7OtCM90n3v30ABoy3RqOhRqPh6dOnOXXqVFpbW9PBwUGs70kVSBpILDIzMwUGODo6mjqdjjt37qSzszMbNWrE3NxccTRp0oQajYampqZ0dHTkxo0b+cMPP1Cj0TAgIICPHz+mRqOhh4cHc3Nz6eHhIdJLjdGgQQNRRhcXF9rZ2fHp06ckSQ8PD2ZlZTE3N1dAzmxsbKjRaGQ4ZmnDo3HjxmL0M3jwYMbFxfHHH39kSEgIDxw4wIYNG1KpVIrrSZ3+2rVr4p50Oh137NjBcePGiR1QjUYjpozu7u6CXNZ4/ah///48ceKEbA1Umurn5+ezT58+TExMJGkYjU2ZMoUkxSxAyv/Ro0eCndzCwoI//fQTdTodCwsLWVlZyWvXrtVbnqysLAYFBVGj0bBBgwaCRPrXX39l69atZRsYeXl5rKmpYWBgIA8cOMAVK1bI8PkvX76kqakpc3Nz2bhxY2o0GqakpNDPz48ajYbW1tacPHmyIMtwdXWt8yJxcXGhmZkZHRwcxLLFiRMnxMaclE7qoxIPwqRJk7h8+XLm5uby1atXzMzMFG3VqFGjOlP4HTt2cMKECZw8eTKjo6PZp08fpqWlifQk2axZMyqVSt68eZOjR4+mRqPh3LlzGRUVRU9PT9lSitRmrq6uvH//PkeOHEmVSkVra2vBDCaNyDw8PEgaBh2SE3JycuKmTZvEiyc5OVnW3zQaDWtqapiXl8fOnTtTo9EwNjaWERERddJJyzVSlIWXl5cgsrGxsWFISAhzc3PFS8O4T7ydl0aj4ddff82Kigo+f/6cL168EN/n5ubSysqKrq6uPHPmDPv378/Vq1dTp9Px73//OwcMGCDS/PZy/V0d6N8ADPy/dpj1OVDjQ6KzGz16tMAZP3v2TIQvkQb27+rqao4YMYI2Njb08PDgunXrWFhYSK1Wy8zMTJaWlrJjx47s2LEjU1JSaGtrywMHDlCr1fLly5fMz8+nVqtlTEwM27ZtS2tra6FlbmpqKsNtL1iwgFOmTJGV05h6zcTERITBGE/hAbBz585iLVehULBjx45ifadjx45Uq9Vs2rQpXVxc+OWXXzI+Pp7NmzenVqsV67mpqalitGRs69evp62tLYcOHUqtVssrV66I616+fLle9nJjRvp36cIfP36cS5YsoUajEaOrqqoqarVapqamEjCsaRrn7+HhIep7woQJghREqVRSq9WKOvXz82ODBg3EeX5+fty7dy/btm0r24X39PQUD/f9+/c5depUurq6cvz48bx27Ro7duzI9u3bi5eSiYkJL1y4wMrKSnbr1k3kLzHS3759m3Z2drx69ar4LSkpiVqtlu3ateOyZctExEBxcTFjYmLq1B1gWH8bM2YM7ezsZIz0ZWVlYpoKGNbjKioqePPmTbZq1YpxcXGcNm0aw8LCePDgQapUKsF8df36dXbs2FFG1WdjYyOw7fv27RPp6yvT7du3mZ2dLdYE+/fvL7Dzxv1a2kCUjh07dojynz9/vk6+b0dCREdHMy8vj/Pnz6e3tze1Wi21Wq3I38TEhB06dKgzYpZ24TMzM8VAQqvV1qHIkw7jXfjq6mrRr/V6vZhBXL9+nQ8fPuTs2bO5fPny/5EuvOI3R/RPTaFQ6GBAIVUCqAagAECSdeX9/hetRYsWzM3NxebNm2Fvb48zZ85Ao9HA398f9+7dw6RJk+Dt7Y2LFy8iJiYGO3bsAADs2rUL3bt3x61bt6R80LZtW5FvVVUV4uPjcejQIQwZMgQJCQnYu3cvvvrqKyQlJQmRNxcXF3Ts2BFz5sxBYWEhPvvsM8TFxeHly5f45JNPcP/+fezcuRNdunRBVFQUEhMT8be//Q3m5ubw8/MDYBC6io6OFoHiUtBx3759ERAQgP379+P69evYsWMHPv/8cyFNO2XKFISHhyMuLg6XL19GkyZN4Obmhjdv3iAzMxOVlZWwtLTEkCFDMHbsWAwaNAiWlpZYtmwZWrdujfbt22P79u1Yt24devbsCaVSiXHjxmHYsGEoLS3FpUuXUF5ejsWLFwu98mHDhmHnzp1ISUlB9+7dhR49YMDtZ2Vl4cCBAzh+/DgeP36Mzz//HPv378fLly8REhKCmJgYxMXFYefOnQgKCpKht2JjYxEdHQ17e3sMHDgQw4cPB0ns3LkT48aNQ0xMDAYNGgRbW1tERkbizJkzGD16NCZPngwfHx/Y2dmhsLBQwHAHDhwIMzMzfPPNN3ByckLz5s2RnZ2NQ4cOIScnBxs2bBD5jx8/Hnv27EF1dTWSkpIwYcIEfPrpp0IxNCwsDJmZmXj69KkQJBw0aBBMTU3h7++PgQMHwt3dHfHx8di0aROKi4uRkZEh0x0HgH379qF3795wcnJCSkoK7ty5Ay8vL8ybNw95eXlCIA4wwId37dqFzMxMHDhwABqNBnq9Hs+fP0evXr0AGMAG0dHRMlTP9OnTMW7cOEyYMAHp6em4ePEi3N3dhcy1se3evRsBAQFYvnw5rK2t0bJlSzx69AgHDx7EpUuXYGpqikGDBgEwaLYbI9o6duyIK1euID8/H2PGjMH+/ftl6L3q6mqMHTsWAwcORIMGDXDhwgU8evQIH3zwAZo3b45bt24hMjJSpDc1NcXPP/8MKysrzJ07F1lZWQCAL7/8Eps2bYJOp8Phw4cxfvx4DB48WNzzpEmTMGfOHMFHkJWVhaqqKowZMwYLFizA9u3bcfToUezYsQNjx47FlClT0K5dO9jZ2aFz584ADEivmpoaHDlyBE2bNoW/vz+OHDmiJelVp9LesvfCwpNs8K9T/e+bnZ0d8vLycOXKFajVari7u6OsrEwgbV6/fo1Tp05BrVZj6NCh+PXXXwFAIDC+/PJL3LhxA1evXoW1tTXGjRsHwIAKiY+Px/nz5+Hv749Lly7h6NGj0Ol06Nixo4zM4erVqygvL0dYWJhQ/wMMWGkJR9yqVSt8+eWX+PTTTwWOWK/XIzw8HCtXrsSYMWMQEhICX19fREdHIy0tDXl5eXjy5Ak6d+6MmzdvYsiQIQAMUEylUolXr17h/v37GDhwIMzNzYWi6LfffgvA0CElidbLly+jd+/eiIqKQm1tLRo3bow//OEP6Ny5M6ytreHr6wuSOH/+PFavXo158+ZJI3wMGzYMo0aNEsiRkpISJCcno1evXli1ahW++uorREREwMbGBr6+voiIiBBcBBkZGVi9ejUmTZqEzp0746uvvsKqVaswfPhwODs7Y+HChXB1dQUA3L17F4ABXda7d2/0798fX3/9NXx9fZGUlITOnTvj1q1bqK6uFmQob5t0DytXroRSqcTixYthY2ODwsJCtGvXDk5OTrhy5Qrs7e0FGsnX1xcXLlzAJ598AqVSCV9fX/j5+aFVq1a4evUqjhw5gs6dOwv1Sck+/fRTWFhY4MGDBygoKIC7uzseP34s+oCLi4sMMz5nzhyhWOni4iIw7ZKa59vWo0cPmJubIzU1VfTrCxcuwNHRER07dsSqVaugUCjg6+sr7mXRokVo0KABbt68iby8PDRu3Bh9+/YVCDoLCwssWbJEQGQvX76Mfv36oUOHDkhPT4eJiQkGDhyIx48f4+7du4KIx7jfGVvTpk1hZ2cHR0dHjBw5EhUVFaJfAwY120WLFiE+Ph4nT55EVlYWJkyYgNDQUKhUqjr3fPHiRVhYWKC4uBhjx47F06dPxW8NGjTAgAEDoNfrhaNTKBSorKyEVqtF37598eTJE5SWlqJTp04oKSlBQkIC9Ho9zp8/D19fX1y6dAmVlZXo2LEjPDw8UFRUBJL48MMPcfToUaxZswaLFy/GnDlz6m2T+uyfOlCFQtGaZJZCoehY3+8k0977Sv9B27JlCwBgypQpuHPnDi5duoS+ffsiNDQUgAEutm7dOiiVSkydOhUmJiaCdcXZ2Rne3t7CAY8YMQI6nQ5ff/019Ho9IiMjUVZWBsCgAT5o0CC0b98eycnJUCgUIImqqiqsX78eoaGhiIyMxObNmxEcHIydO3fi9OnTMujYunXrABgedr1ej/Xr12PChAmYMWMGzp8/L3vLN27cGIGBgaisrMTGjRsRGhqK9evXizT79u2Dr6+vrGMXFhaKayiVSsE8FBYWZphyKBS4dOkSLl26hNu3b0OhUECpVKK6uhpr1qzBmjVrEBkZierqaowcORINGzZEz549AUA40eLiYmzcuFFcV6lUCtabDh064IMPPkBaWhqePXuGZ8+eYceOHaipqcHatWuxatUqAMBPP/2EadOm4erVq2jRogW8vLwwYMAAlJSUIDAwEOvWrcPatWuFBK9U17GxscjNzQVgGG0kJydj3Lhx+OWXX0R6Dw8P/PWvf4Verxe48OTkZJiYmIg+UVZWhq1bt2L16tVYu3YtioqKYGtri/379yMhIQEJCQkoKSkBYGDyKi8vl42YpHqLiYnBixcvMHXqVLRr1w5Dhw7FkSNHUFZWJtoBMMxqJL14iVPho48+goeHB9atW1cHXqhQKLB9+3asWbMGAwcOhKurKzw9PaFWqxETE4Pi4mLs2bMHy5cvh16vx4YNG+Do6IgBAwZg//79WLNmDbp37w4AgoFKqVTK+tfmzZsRGhqKzz77DPHx8Vi3bp0MviylnzZtmsDDv22tW7fGf/3Xf+Hs2bMIDg7Gxo0bAUD06yNHjiAqKgrNmzeHjY0N7ty5I/D/xvWj1+tBEtu3b0dJSYngR8jMzMThw4fRo0cPbN68GSYmJpg6dSrWrl0rzo2JiYGVlRUeP36M1q1bY+jQocjLy8OkSZMEHl6v18Pa2hplZWVQKpVQKpUgCU9PT3Tq1AlxcXHQ6/UwNzdHaGiorGz/zP7VCPQrGFQwV9bzGwH0eq+r/Ietf//+SE5Oxk8//YR27dqhefPmePbsGQIDA9GjRw9UVFRg5MiRAAwkCiYmJpg7dy4WLlyI7t27o1mzZtiyZQtWr16NESNGCH3uXr16YdeuXdi1axdOnjyJVq1aobCwEGvXrsWFCxcwcOBA9OnTBy9evEBCQgJ69eqFJ0+e4Pvvv0dgYCAAA4nImzdv6pRZoVBg/Pjx+Oyzz/Dzzz/j8uXLOH36NBo1aoRGjRqhZcuW0Gg0uHr1Krp06YKYmBiMGzcOO3fuFKPD4uJi3Lp1CxqNBh06dEB+fj7Onj0LAAInPW3aNHFNLy8vzJkzBzqdDgqFAgUFBejSpQtOnDiB06dPY+jQoTh37pzA6c+aNQuLFi2STdVtbGzQrl07TJw4UXx3/vx5mJiY4Ny5c5g+fTp69eqFkpIS6PV6tGzZEkePHpURVQwePFiMxjIyMqBSqdCvXz+8evUKCxYsQFxcHM6fPw/SQKoRGxuL8ePHY+nSpbC3txcO9NmzZ3j06BG6dOmCv//97zh37hwACEq6efPmwdfXV+jbFxcXIygoCO3bt8fhw4fx008/Yfr06aJcZ86cwenTp/HixQsABkYpa2trLF++HJ9++ilmzpyJIUOGIC4uTjZK2bFjB1q3bo0RI0agQ4cOOHLkCKqqqkRbAIaXnYWFBS5evIiioiKkpKQgPj4eJiYmiIyMROfOnWU47Llz5wqSEmkG8sc//hHHjx/HkydPEBERgRcvXmDGjBk4dOgQoqKicOnSJWzevBkNGjRAWloaNm/ejDt37qBly5aIjIzEJ598ggYN6k4mk5OTYWdnB5VKhd27d+PXX3/Fp59+irNnzwoawBkzZqBfv35i9paWlobc3FyMGTMGs2fPxpkzZ2BlZSVrgz179mDmzJnIz8/HkCFD8PTpU1y9ehX79u3DzZs30bt3bwD/2Ifx8fHBwYMHUVJSglu3bqG4uBgPHjzAwoULMWPGDFy+fBkKhQK9evXC+vXrMXDgQJw9exYff/wxCgsLYWNjAxsbG6SkpKBz586YN28ejh8/jqFDhyIuLg79+/cXpCitWrXCsGHDYGJigidPnmD06NGYN28egoODsW/fvvd2oP/nG0H/k0MiVE5ISGDLli3ZvHlz7tu3jySZmJjIwMBAsVit1WpJ/mMTiTRo6Wi1Wv7www9s2rSpkDWura1lamqq2ETSarUcNGgQr169ykWLFtHd3Z2jRo1ieno6+/fvz6SkJEHcnJKSwu7duzMnJ4e+vr5csGABtVotHz9+TJ1OJ2IfjZm4pU0hCcf99OlTfvfdd2zQoAHbtGkjY6RPTU0V99OuXTtxv7GxsRw7dizv3LnD6urqejeRvL292axZMy5ZsoRz5syhv78/SUMMooTQ0Gq1rK2tpUajYXR0NCdMmMCIiAiGh4eLTSQzMzOx6QOAV65cYXV1Ndu3by9b0Lezs+PYsWNJ1q8L/8svv7CkpIQ5OTl8+vQpY2JiqFar2a9fPxHfKW2QtG/fXiCIpMPPz49btmwRkQ4SQgcwyBpnZmayU6dOBMC//OUv/P777+nl5cXY2Ng6G3OSLvy2bdtEPcybN48NGjTgoEGDeP78eUE4LWHEpTqws7PjsmXLZFh4FxcXca9SflVVVYL0edWqVVy3bh1tbW05bNgwxsfHCz4CrVbLLl26iPwvXLjA3NxchoWFsWfPniI/YxkKAHz27Bnv3LlDrVbLgoIC7ty5U+QxaNAgmQSLgCqwRwAAIABJREFUdNy+fZvBwcFcs2YNtVoto6KiOGLECIEvr62tFW3w6tUrkoaNucGDB9PV1ZXfffcddTodDx06xAYNGsh2+zt06CDaTMKbS3I7gYGBJA3hW1qtVoQxtW3blmq1mosXL+a3334ryu/v788zZ87I2kyKjti1axe1Wi2fPXvGDRs20M/Pj2VlZTx79qx4pqXwvMzMTLZu3VpIejg7O3PChAnUarW8efMma2trqdVqf/ddeDMAoQAO/HaEADD7F+dsB/ACRuqaABwAnAaQ/dtfe6PfvgbwAMA9AP3/HQcKGPS9pUB3nU7H3NxcGVmGcRhTQUEBnz9/zsDAQGo0Gi5evJhxcXHs378/c3NzmZWVRaVSKcKYlEolz58/z9zcXJaWlnLt2rUMCQlhZWUlL1++LENsABAdbfjw4SLkZty4cTx37pwIpK+urhbhJHfu3JGFToWGhhKoXxdeCt8wMTGhs7Oz0I4hDZK67dq1Y0FBQZ0wJsmBHjhwgIsWLaKtrS379OnD3Nxc3rhxQ4Z6MUYibd++XRCovEsX3t3dnS9evKjjQAcNGiTQLpJQnYQEkXbhExISOHnyZM6dO5cxMTHs2rUrnzx5Qjc3N6ELb2ZmxszMTDZv3lyWv5WVFZ2cnET7Goe4vH79WpC02NvbU6PRCMSXqakp3dzcRBiTFAkh6fcYH1IgvZOTE0lDTOvbSKTPP//8nQ40NzeXjRo1okKhYGpqKjt06EAHBwf+9NNP3L59O8ePH8+0tDQCBshhbm6uTBPpxYsXLC8v57Rp02htbU2NRiPqzvieJQfau3dvajQa7t69WzwHubm5fPbsGXU6XR10k7EuvLW1NYODg5mUlEQPDw+Z/EyTJk3Ey3nEiBFUqVScP38+SUMYk4uLS502uHv3Ljt37kxzc3OuW7eOJSUljImJYVBQkMjX+DkADCFuXbt2pb29PRcvXsyioiKS5L179+jq6kpzc3NRp8bPgaWlJefNm8fFixcLoh1nZ2cRLig5UIlMxFgTKSEhgRqNhp06dWJZWZlUnt/VgW4FsAuGKXsvGPDwW//FOT0AdHzLgUYAmPvb57kAlv32uQ2AGwAsAPwBBvISk39VLklUzsrKSjDfVFVVcfny5XXCIYwD6UkDEunw4cMyxERycrIQHJOOqqoqoeRnYWHBzZs3s6qqijU1NUxMTKSlpSVtbW1F0LfkQI1x5wsWLBCich06dJCVw8bGRohpSXrk0kPu7+/PrKwsNm7cmFVVVSKAmDS8CJKTkzlmzBguXbqUlZWVPH36NL28vETeUkCzs7Mzc3Nz2aNHDx46dIhVVVVct26dCJhu1qyZ0M02dqASh4B0BAUFyRyoNKKRXhjSKFGKgTUxMRHSH2VlZSKQvqioiB4eHlSpVDxz5gynTp3K7777TjhQ0hBELwkBSjBLS0tLmfTD6NGjmZSUREtLSxHGpFKp6qBgtmzZwqqqKkZHRwtpjVevXon7kkagbdu2pVKppLm5ufjN39+fd+/epYeHR72SHuXl5Rw5ciRXrVrFLVu2iDpt0qQJCwsLhcqjk5OTyPOXX34Rgd8VFRXCgRofkgPt0qULDx48yNDQUM6ZM4ekYYSqUqno5OQkXmIqlYqPHz+WoYaWLVsm8pPAFVKbSfctOdCpU6fKROWMA+mlfuTg4MCsrCyS5Pjx44UDJQ3SMhqNRgZmsLW1ZXZ2Nnv06EEAIvCerAscUCqVtLKy4uPHj9m1a1fu2rWL4eHhnDBhggi8LygoEHUoBdK3aNGCqamp/OKLL8RvAQEBzMzMFBwBOp2OarWaZWVlbNSoES0tLRkXF8cZM2YwODiYpaWlLC8vl5Xp93agN97nu3rSNH3Lgd7Db2qbANwA3OM/Rp9fG6VLwHvg7yXHaPymlJBIsbGxMniYMZRTUuVUKBQyXRdJ1ti4E0rWpk0bnj59uo6s8YMHD6hQKERMoZmZmYARnj17lnq9Xsga9+zZU3Qe42vo9XqhC//FF19QoVBw0qRJ9aaVaL+aNGnC5ORkkgY5V2PWGgnKqVAoBALEOJ+ZM2cyJCSER48epaenpyx/4ze1tOxh/HtqaqpMF16q47y8PHbo0IHHjx9ncHCwDMr5+PFjWltbi7yMcdjGZd67dy+7du36Tlnju3fvsk+fPjIoJ2lYirG3t6+Tn16vF7LGixYtqpOn9NkYytm9e3fu3btXloeUvj4op7GsMWmgg2vfvj2fPXtGS0vLOmUiWUcXPj09vQ4kUYJykgbAxNq1a+vNS4JyVlRU0MXFRUahZ+xAJVlj6XmQYnElB2pskiqn3kjWWNKFl/gIjB2ocX0aw2kVCgWzs7Pp4+NDhUIhc6B37tyhk5OTeCkpFAqB4jOOxQXAfv361WkzCcr5dnyzcbtJZCJKpVIMZho3biyDckrXMI4D1f/essYA0gA0N/q/GerhCK3nvLcd6Ou3fi/67W8kgNFG328D8Pl75F8H3ig5UJK8evWqDLdtHHxrTLqwdOlSBgUFychE3mVvO9B3mTGU0xj6ee/ePQL/IAch5bK90dHR4vvTp08TgJg+kpSNwJKTkxkUFMRly5Zx06ZNHDBggCATIf+hGf7PyETS09Pp7u4u/pccqGQSlHPGjBkyMhFjk9BKEh+BsUlrYtbW1rI2MHagEtBg5MiRvHz5soCWSrhtY2E/aZlGIhN5lzk4OBAAz507J/s+MTFRcKxKyyLvIhOR6rlNmzYsKCj4l2QixlafA23UqBFTU1PrONB3mUajYVpaGgcPHkwAggs0NTVVkOQYm0QNJ/GZGjtQ6ZAIYCSTBgaSSYQugGEN+20HCoCJiYnCge7evZu+vr7/tC7etjNnzrB169ZCclhqA2MLCgrikiVLZBwPpEGS23hg8LZt3LiRwD/IRCTsvFKplPXr+shEJHjvb8d7OdD3ZaSfBeCcQqE4r1AoLgA4CyD8Pc99H6tPYIn1JlQopigUiusKheL6b/8DMLC5q1QqIRh3+PBh+Pj4iN+lMJiioiI4OzvLwjn4D4cMwBDrqFKpoFKphBzCRx99JNtVBYArV66gXbt2AAy73iqVqo4ch7FdvHgRgYGBePr0qex6xp///Oc/CzE46fuXL1/C1tZWpHn+/DnKysrg7e2N3bt3o7CwENOmTQNJtG3bVsRhKhQKvHnzRkhDvMuMry9ZixYthAjaihUr4OHhIQTbAEMYkLQ7X1RUBBcXFygUCnz22WcyAbyPP/4Y9+7dE+Wo71rSd9Jf43AZ4/QZGRkiiFxqv0uXLuHDDz98Z57G7RwdHY1ly5YhIyND7NpKaZ49eyYC599lJEV+zs7OyM3NhY+PjwjLAf6hRuDi4oL8/HyoVKo6bR0TE4Np06YhODhYJo5XXl4OtVotq49PPvmkDgv72/mpVCqhBda2bdt669jYFAoF7Ozs8OrVK6SlpaFXr14ICQnB999/D5Lo0qULbt++/S/zAQzid2+rAUjm7u4ulAD+/Oc/Y+nSpQCAnj17IiMjA46OjiJ8y8bGBiqVCjk5OejVqxeGDBlSh0nf+LNxu9ZXNzdv3hTyMtKzL1n37t1x5MgRREREYMWKFfD398eGDRtEMP6/Ze/jZX+7uAWA9gA6ALB4z3Oa4j88hXd1dRUbAgD4448/CkJlT09PGW1aXl6eIFzo3r27GJ3odDru2rVLhj2XDonGq3Xr1jx16hQnTpxIa2tr2tnZ0dvbm9euXaObm5vAPkvlSU5OZl5eHvPy8sRoRdpE0uv1YqPEzc2NCoWCV65cqZP+1KlTbNGiBfPy8kR6idiWNND3xcXFsaSkhMuWLWP//v159+5dtmvXjpWVlXRzcxNpnz9/Lsh5o6KiuH37do4ZM4bV1dW8efPmOwmVCwsLWVpaSp1OJ8qXkZEh7tfNzU1gj3v06EELCwtu2LCBGzduFFDInJwcMU2T8mjTpo2gm3v9+jXz8vK4c+dOOjo61qGzc3V1pUKhYFZWFkeMGMG9e/fyhx9+4OjRo4VkspubmxgZN27cmFlZWWzatCkdHBxEPdva2tLc3Jxubm4yIl9XV1eWlJSwWbNmYgRaUlLC5cuXy0ag0qxBqVQyOzubHTt2pJmZGe3s7Lhhwwbu2rWL9vb2NDU1Zfv27UWfc3d3p5ubGzMyMti7d2+eOHGCJSUlXL16NceNG0fSMGJt2rQpnz59KtJLs42dO3cyLy+Py5cvp5ubG3v37s3nz5+zrKyMbm5usn538eJFsWZo3GZ5eXmCLEM6x8XFhffv32dQUBA3bNjAkpISGZ2dtA4q5Z+VlcW8vDxWVlbWWQN99OiR4COQ6vvevXtC4nj06NG0trYWv/Xo0YOFhYVs3LixKJ+1tTWdnZ1pZmbGmJgY/vjjj7S1taWPjw8LCgr48uXLOs+ZdBw9epSkgc6ud+/eop9KswDjmVVBQQEHDBhAGxsbhoWFsbCwkNXV1UxLS6OVlRXz8vJ+9ym8JQwxoQcBxAKYAcDyv+FAl0O+iRTx2+e2kG8iPcJ7bCJJD8Dp06fZqlUrrlu3jgUFBULOQ6VSsX///jQ2CwsLPn/+nFlZWRw9erSY0hYVFQl5gaSkJCqVSqanpwsHdPfuXep0OrEj7efnx+zsbD548IDW1tbiXAlXXVFRwUmTJjEuLo6bNm2ip6cnR44cyZMnT7JHjx5i+nj9+nWmp6ezX79+Ahe8fv16Lly4UCbpodfrmZ6eTk9PT+Fg79+/z8mTJ9PT05MzZszgw4cPWV5eLhh5/j/i3j0+pmt/H39mMpnJXRIxoeRSVKJCUlJSUpejFWkilSMuqXtVCFqipbQoVUHQII1L0Lq0WrcgaeJ+OYIQIkQR1xCkuSEmYjLJzDy/P8ZenRE9dX7fnvNZr9d6JTOz9t5rr7X2e6+13u/neQBYLNc6duzIxYsXs6ysTIS5BAQEsE2bNvUkPSQDOmnSJG7evNmiDWtra8V2B/CH/IS0lE9OTmZCQgKjoqJ48eJF9ujRg3l5eTx37hwDAgKENrc5AfX3339vofsupfPnzzMvL48NGjRgQUEBe/bsSQ8PDzZu3JhDhgxhbm4ufX196ejoyNzcXCGrotfrBQ577ty5jImJYUREBFNSUujt7c2jR49SoVCIfjMYDLx8+bLF0ryiooJ5eXm8cuUK9Xq98KLj2R7opUuX6Ofnx0WLFrG0tNTCC69QKASZjfQg3717l1evXhXcB8uXL6eTk5OQDDl9+rQ4/6lTp5iXl0dfX196e3vz559/ZllZGfPy8sSLx2AwCAfU6dOn6erqSh8fH/ES+OGHHzh16lTm5+czNDRUhJJJ9+zs7CwY6VNSUrhu3TqOGTOGW7dupa+vLx0cHKSQHgJ/OAtJkw78nDlzOGPGDJIUUjWSEwnPlt2SVI30QgXAjh078sqVK6yoqKBMJhMyHdnZ2cKL7+XlRbVazX79+vHmzZskTfurUt2lraA9e/YwLy+PlZWVTExMZFxcnOAUlZjrJdkTo9HIXr16MSAgQGzZfPLJJzxy5Aijo6P/fkkPM0O1FaZ9yR7PcgqAbX9xzM8AfocJO38PwCgADQEcgimM6RAAV7PyX8Lkfb8KIPQl60UAfOedd+jk5CTeQjdv3uT06dPZqlUrHjx4kFqtVuw1ZWZmUqfTcfz48VyxYgWnTJnC9evXMysri5999pnoqLS0NIaHh7Ouro7R0dEMDw9nXl6eMKDR0dG8dOkSo6OjuWPHDoaHhzM8PJy7d+9mbW0tx4wZw9WrVzMuLk7shzZs2FB44yUDKg3sw4cP86OPPmJ4eDhbtmxJDw8Pjh07lps2bWJ0dDTr6uoYHh5OAOzduzdLS0v52WefcenSpezXrx89PT0tZgTmBjQqKorl5eUijIk06SHFxsYyPT2dGzdufKEBDQ4Opru7O9u0acPw8HDOnTuX169f5/Dhw6nX65mWliYelo0bN9Lb21s8OL6+vmzSpAlHjhxp0Qfp6ek0GAwcPHiw0NNJSkqir68vg4ODmZ6ezs2bNzM8PNyCbLhhw4bs3r27CFsC/lzSQ2pTyYBKelfNmjVjUFCQiDWVyWSi36qrq/nRRx/x8uXLJMkNGzYIcm4pvcgL/7ykR4cOHZiUlCT2G6XzW1lZiVjO8PBw7ty5k4WFhUxPT+eyZcuoUqnYt29fEXpnLukxc+ZMTps2jeHh4Zw3bx6vXbvG8PBw9uvXT3jhQ0NDReRJZmYmSZNnfOnSpezSpQttbW3Zu3dvAhB1UiqVvHTpEk+dOsUpU6Zw5syZPHfuHB8+fMj09HTu3buXRqOR6enptLKy4oMHDzh27FjhqJozZ46Q9Lh//z4HDRok+mDXrl1MT08Xs91Nmzbx6tWr/OSTT9izZ0+SphexxMUJmIhMzKkkAZPza+bMmbxz5w7Dw8MZGRlJ0rQK2LZtG7VarWjT5s2b08vLS/gcampqmJ6ezvT0dIaHh7OmpobNmjVjYmIi09PTGRERIfhApbA+Kysr6Tl7KQP6srrwPiT9zT4fkclkF/7dASSj/+Snnn9Sfh6AeS9ZH4skkXusWrUKTk5O0Ov1yMvLE+qFer1eqCnu378fwcHBCA4ORufOnREfH4/ly5ejUaNGePz4MR4+fIhZs2YJVctPPvkEQUFBkMvlAlMsJRcXF7z55pvYu3cvfv31VwAm+OU777yD4OBgdO/eHS1atLDAOzs7O6NXr15ib3XPnj2YPHky4uPjERoaiuLiYoSEhAAw7TNmZmZaqB0uX74cU6ZMwdOnT3H8+HHExcXh008/xfLly3H69Gn8/vvvWL58OWbPng0AGD9+PHbt2iUglGvXrsWRI0dw8eJFODk5ITw8/E+x5cePH0dMTAzatm2Lo0ePIjc3F6Ghodi+fbvFvmpiYiL69esnNOJff/111NbW4vbt23jvvffQvn17TJw4ERkZGYLs4x//+Ic4h5+fH8aPH4+qqirs3bsX1tbWog0mTJgAAJg1axbi4+NRUVGBwYMH11Ni1Gq1Aqa5Z88eCylfaS8XAOzs7MReXFhYmEAi1dXV4fDhw4IPoVWrVjh48CC+++47TJgwAU+ePMH06dOFyqZKpcKsWbNw+/ZtrF27Fs7OzgCA8vJynDhxAo6OjoiPjwcAfPzxx1iyZAmcnZ2RlZWFs2fP4tGjRwgICEDbtm3xwQcf4MmTJ/jmm2+QmpoKmUyGuLg4KBQK3Lt3D2+++SacnZ3RtGlTPHnyBCkpKQgJCQFJjB8/HgDQq1cvvPfee5g/f7641xYtWqBJkya4f/++2FeXyEEmTZokkE6dOnWCVquFjY0NjEYj1q9fj7i4ONTU1GDixIlYvnw5kpKSYG9vj7fffhuurq748ccfkZGRAR8fHwBAdXW1xV7ovn37sGTJErFPvmHDBpw6dQqXL1/G9evX8c0332DGjBl47733LI55PhUVFeH06dMYMGAAfv31V4GEAoDevXvDxsYGnTt3RvPmzRESEoKsrCycPn0a9+7dw4IFC2BtbY3ExERERETAYDDgm2++wcWLF3Hjxg3cuXMH3t7eaNeuneCtkPgLpOf5r9LLOpHyZDJZkPRBJpN1AnDiJY/9r6exY8eiUaNGyMjIQH5+PqysrCw0oxUKBcaNG4clS5bgu+++g1arhU6nw7Zt26BWq2FnZyc6T6PRIDk5GStXrgRgelA++ugj2Nvb18MCN2nSBMOGDRMMPQBgY2OD5ORkhIWFoVmzZujZs6cgClGr1RgyZIjFOeLi4rBx40Z8++236NixIyZMmCDyG2+8gX379omHBDAZxMmTJ2Pr1q3C8L311lvo3r07bt++jY0bN9arz8SJE4XDZO/evfjtt9/w5ptvCvln8/Tpp5+KthsyZIjQXJ84caIYXNXV1Vi9erUYzJKm9/Dhw+Ht7Y1u3bqhc+fOaNmyJaKiolBVVWXhWAJMRCzPVhGoq6uDTqfD5cuXkZycjF27diEmJgZarRbJyclITk7G48ePYTQaERUVBR8fH/HwN2vWTMBKzdmdnk+dO3dGSEgImjZtisGDB0Mul1uwByUlJVkY5aCgILi7uwuDX1NTg5SUFEyYMAG1tbUATKQ0Q4YMgZ+fn8DcFxUV4ZdffoGdnZ3oR0m7ffPmzSgtLQVgIvJITk5GRkYG3NzcMGLECIv6rl69GsnJyaioqABgIi956623oNfr0axZM0yYMAGjRo0S41Sn00Gn02Ho0KHCeXLmzBlcu3YNgwYNgkqlwpgxY0Q5Ka1fvx5LlixBw4YNERQUhGvXrmHHjh3id6VSiSVLlmDMmDFQqVT44IMP0KxZM1hbW0Oh+PP5l3lfDBw4EPfu3UNycjKOHDmCe/fu4aeffrIoHxcXZ2Ecw8LC0LFjRwAmnfeMjAzExsbCYDBgyZIlYuysWbMGwcHBoq27desGwCRPbDAYhFNZSsOHD0ezZs2wb98+XLhwAefOnUNqaqrQtR87dqxF+/xVetkZaCcAw2QyWdGzz54ArshksosASLLdS1/xb0zOzs7o0aMH4uPjcerUKaGH3a1bN1RUVCAhIQFarRYHDhxAnz59LLx6ixcvhpOTE95//314e3ujsLBQsCwpFAr06dMHO3fuREJCAqytrZGXlwetVgtXV1dERkaicePG2LlzJ+zt7bFw4ULcu3cPu3btQkJCAkaNGoW0tDRhtFq3bo2KigocPXpUsPDs2rULALBo0SJ8//33mD9/Puzs7DB8+HB4eHiIetra2uLNN9+ETCZDZGQkdu3ahTfffBM7d+5E+/btcf/+fezcuRPnz59HZWUlrl69iqioKHF8ly5dIJfLcfjwYfj7+6Np06YYMWIEIiIiUFJSgp07d0Kr1QrjuGjRIgBAaGgoOnXqhOvXr8PW1havvPIKKioqcPjwYdjY2KBPnz4IDg5GYmIiTp06hbFjx2Ly5Mk4ePAgzp8/D51Oh3v37mHnzp0WOuUAsHv3bmRlZSE8PBxXrlzBokWLBA9AZGQk3N3dYTAYkJ2dLYy81P5jx47FlStXcPv2bbi5uaFBgwZ4++23UVtbi4SEBCQmJqJv377Yt28funTpgsrKSlRUVCAkJASenp5YsmQJdu/ejdOnT2P06NEATIxT586dEy8CALh8+TLy8vJQWlqKgwcPIiAgQPw2ZcoUNG7cGJ9++ilsbW3F91evXoW7uzs6d+4sZqTmbXr27FkEBgYiMPAPljRJFx4wRXLs3LkTffv2Fd8dPnwY2dnZ0Ov1SEtLw+PHj/H9999j79696NGjByIjI7Fz505kZ2cLjXUXFxcAwP379/Hw4UO4u7vjyy+/RIMGDXDihGneQxJhYWG4ceMGNmzYACcnJ4tohqdPn+LQoUNYuHAhFAqFICOR0muvvQZPT08UFRUhKysLLVu2FEQkkZGRWLx4MTIzM9GlSxdMnToV8+fPR0FBAby8vNC+fXs0a9YMgImwJDIyEl26dLEwdkOHDkVdXR2WLFmC8+fPY9OmTTh58iRKSkpw4sQJYUDPnj0ryG5+++03nD9/HqWlpTh16hTefvttPHr0CM8nf39/vPfee7h79y5u3ryJJUuWICwsDPb29tDpdBZ24i/TS+41ev27/DLn+G/kDh068OzZs6ytreXgwYMZGBjIrVu3kqSQ9CgpKRFomMDAQMpkJl34QYMGcf369YyLi2OzZs04YMAAkmRhYSHt7OwEea7khb948SKHDh3KpUuXMicnh8nJyfT19WWLFi1I/uExluLZWrVqRR8fHzZs2FDsyZw9e5b9+vXj48ePGRgYyMDAQOr1evbo0UNghr/++msBDJBE5ST1xZycHHbs2JGBgYGizPTp04VnUhKVM1flDAwMFN7cH374gTk5OYL8Nysri4GBgezduzefT+fPn2dkZCSdnZ25bNkyJiYmin2pZs2aUavVCly3uTMoNDSUXl5ebNasGV1cXMR9SnjqnJwcWltbizjQXr16Ca/q9OnTWVVVxQsXLtBgMDAnJ4c5OTk0Go08d+4cvby8ePDgQZIUXnhzUTlzRnoXFxfu2LGD0dHRDAwM5Jo1a/jDDz8IB0VOTo4g25ViCs298M/HgT569EigpORyOdu3b28h00ya+AgmTpxYry1JE3pIup9Hjx6xqKhI7AGTpj1EPItUkPDhtbW1gmNBypKonBQHKu2BarVa5uXlsWXLlmIP9Pfff+eqVavo6+srnKpnzpwhSSqVSsHOP378eCYmJvLu3bv1ROUMBgMDAwPFuL548SI1Gg1HjBjBV155hYGBgRwzZoxAVJmnHj16COjurFmzxJ64eZLGtXl8M55F0+Tk5Ih+kETlpPIymaxeLO6yZcuEI1IaU1Iy98J36NCBixYtYk5ODj/99FNBKi5xPOA/iAN9WQO6GMDrL1P2f5nbtm1LGxsbFhcXC2lgaXCuXr2aAQEBFigl8g8v/O+//85u3bpx/vz5jI+PF0zWd+/eFdhcCUIpDYZjx45ZOJFycnIYFBTEu3fvUq/X08PDg4WFhTQYDOzWrRt37drFmJgYzp49m0VFRSwrK2NdXZ3A55qjKFq0aEG1Wk0PDw/OnTuXDx8+5P79+0VIjAQpfR6uV1FRwdjYWNrb23PIkCEsKChgQECAhRPJx8eHHh4eIkvoK61Wy6KiIhYVFYmBLoVJmWsiLVu2jGvXrhXHBwYG0mg0ivCk69evi/P06NHDwguv0+lYXFzM6upqizpUVFSQJAcPHkwPDw9Onz6dRUVF3LlzJ729vUXwv4eHB+vq6oSWd2pqKouKivjZZ58JA+rt7c27d+9aGFA/Pz8qFAoBm3z8+DFXrVol9OvN66LX63n37l126tRJGJgFCxaI3yUEmdRnnp6e4uGVwolIU9iQ1A7mbUqSdnZ2bNKkCT08PLhnzx5+/fXXjIuLE2Ultn7ZMwHAli1bCjUFPHOSeXh4cPTo0bxw4YLw8JsbUCk0SzKgCxcu5IABA3jq1ClaWVmxadOmgtClefPmzM/PZ128eju+AAAgAElEQVRdHcvKyjh+/HguWLCAu3btYlhYGLOysoRul/k47d69O3fu3MkxY8Zw1qxZwjMvybRI5YuKigQaqKioiNXV1ZwxYwYHDhwonoOioiKhPgBAYNvNDam9vT09PDyE40mn0wlQSEFBgUVAfWVlJZcuXSr6TVLalPrs6dOnLC4utmDnd3BwYHR0NA8cOMCAgABeu3ZNOv/fakA/gmnP8zSAsQAavMxx/+0sNUJxcTGDgoK4Z88ejh8/noAJh21vb89WrVqJwV5VVUWVSsVbt27x9ddfF9rjkvdaEsfSaDR0cnISxz0vWmdvby/epLdu3RJInqqqKjZo0EAYoe7du3P16tWcPXs27e3tReiTZJjNZz9+fn48ceIESZN3MyYmhmlpafTx8RFvTikMxVzWeNiwYbS3t2dsbKzA30sYawcHB1G2urpaaJxLL4X09HTK5XLa2dkJzLCDg4MgVDA3oLW1tRZiYM9LegAmcg8rKysmJiZy7ty5jIyMZFZWlgjF+jP0Tk1NDefPn0+VSkW5XC5mG1Kqqqqiq6srz507x+7duxMwSTsMHz6c+/btI2AS3ausrCQAQUDh7+9Pe3t7/vDDD5w1axZHjRrFjIwMtmzZ0qJNSZP+0KVLl+q1kXl6+PAhAVCj0bCqqopGo1F44XU6HZcuXSq871KbSkmtVvP+/ftCgJA0hTFJ49Q8A2B5eTmrqqro7+9PGxsbobL5fDI3oN7e3rS3t+f+/fup0+m4YMECDhs2jDk5OfT19WVVVZXgF6iqqmLDhg1FGFNSUhJ1Oh3r6up4+PBh2tvb85VXXqFer6e9vb2YgT59+pQhISHctGkT58+fL2J9jUajEDiUDN/9+/cFQcvatWv5+eefEwC7d+/OvLw8gceX7rm4uJi+vr5iNqpUKhkbG8uqqioL+XLStAqwt7e3eElNmTKFo0ePFuWNRqNAO1VVVYnIDEmoz9raWnjhJSSSra2txBfw9xlQ/mGwfAAsAHAHwGYAPf6T4//uLD249+/fF/jX2NhYsdSRZkmOjo7U6/WiY6QYMulNLaUTJ06IGMS6ujrK5XLW1NSIgfY8HtccjyzBDs01zCUc9uzZs+vJ+tbW1gqY4vMPhNFoZEpKijBMkqSu9Fmj0dTDaa9evZq9e/dmfn4+GzduTKPRSIPBIHTkPT09mZOTw379+nHx4sUkybS0NPr7+4vlo2TQjUYjX3nlFZ45c4YRERFcunQpv/32W/bt21fU83lqNJnMJC0dFhZmgZGXZkoajYYKheKF7RcTE8Pp06dbkImY35+kx2MOxf3yyy+5cePGet9L/z98+FCcx1wXXqqbq6urgAXW1tYKPoKsrCxGR0dz/vz5Fv1SWlpa74VRWFjITp06ccuWLZw6dao4t5+fn6AIfL7fO3bsyNTUVBqNRi5btozh4eH1ypjfDwCmpaXxRckcq26OnTcajRw7diynTp1aj0tB+l2K2ZUMqEwm4/Tp07l582YGBwfXq5OUfXx8xDaKdC6SLCgooIuLiwj1qqurs4Aom+PjAZN2U3l5uZCWlrDthYWF7Ny5MwEwPj6eq1atEm0q1UGSfn78+LFF3T777DNxrYCAAIGFNx8XRUVFDAwMZGpqqoWssTmU81nZv9eAArAC8D6AXQByAXwOIB3ALy97jr87Pz+gX5QlFUtp6SIt4aVpvLSclfSzvb29qdFoBJXa86xOa9eu5dy5cwlAkIk4OzuLAfW8+Nb69es5e/Zsi+/MReUUCoUIrCZNS1rzstJAM/9Oo9GImEsAXLhwIUkTkYWfn5/Fw24wGOjg4CCWYZIBlWIV/5MsGdDnMMME/tCFz8jIIEkmJCQIA1pUVCTIRKSkVqsJmOjspCQZUPNlnXm+cuUKe/bsafFd165dBcJGMtAKhUIY0G7dunHjxo2cNWuWWDVcuXJFzGJJimXjzZs32aVLl3rAgcuXL/9l20h9kJmZ+W/L5eTkkCTj4uLq/SYRWbyMAS0qKnrh+aWg+ZUrVwosvMRjSppWWYBJ2M/Nzc0ikD4+Pp7R0dH1eEZflH/44QfOmTOHw4YN+1NRuRdxPEiCdS/KEpmIZECB+qJyf5XNReXMDajR+Ieo3JkzZ9i3b18CqGdA/1uB9N/CxNW5GkDH5367+jLn+G9kwLRcq6mpYU1NDUNDQy0e9qysLLHZ/vTpU+GoUSqVPHfunNCrXrRoEQcNGiSCsqWlJElxbikbDAahbX3kyBH6+vqytLSUKpWKKpWKVVVVrKmpYcuWLblv3z6OHDmSs2fPFsdLA8G8vFqtpkqlYlZWltBrr6mpYUZGhuBYlL6TlvA6nU589/nnn1OlUjEsLExosUu/2dra8sGDB2zevDlVKhW3bNlCvV4v7uH06dNs3Lgxa2pqqNVqKZPJ+PDhQ9bU1Fg4MD7++GNu376dKpWK3t7e9drF09OTZ8+eFaw30vlPnDhBpVIpyESk+757965oz9jYWKpUKkZHR/Nf//oXW7VqxZqaGrFNIC3hlUol9+7dy5qaGn711VeMjo4Ws0epHtK9u7u7U6VS8eDBg6LP1q1bR5VKRT8/P9bU1Igtnerqajo5OVGpVPLo0aM0GAycOXOmqKu/vz/v3r1LpVIpruPg4MBr164xMDCQmzdvpl6vZ0pKigjYflFu2rQpc3JyOHDgQIu9Pn9//3r1r6mpYZMmTXjq1Cn27duXKpWKU6dOJWlyRjZv3rze+dVqNZVKpQBJKBQK9uvXj1lZWVSpVIKURrqOTqejv78/5XI5U1JSqNfruWnTpnqTAKkPJMnjvXv3cuTIkZw1axbXr1/Pnj171qsLSYF0qqmp4bBhwxgfHy+2SGpqaiTIJAFLUqDa2lr279+fc+fO5cqVK6lSqcS+vsQo9fTp0xe2cVJSkug3pVJJGxsbarVa2tjYiHEdFBREuVzORYsWcenSpcJ59N80oB8CsPuT3/7P9kP9/f3p6enJ0tJS9ujRg1u3bmVpaSlLS0u5adMmuri4UC6XU61Ws3HjxiwtLRXoiy5dulCtVlOtVtPe3p4DBgxgXV0dS0tLefPmTQImkuba2lr6+vpSrVbzX//6F0kyMTGRarWavXv35tmzZ9miRQsxGNRqNR89esRWrVrR2dmZKSkpnD17NtVqNSMjI6nX61lQUECFQsHS0lKBhQcgPMfx8fGMi4uz8MLX1taKWVujRo2oVqt59uxZjh49WrxZzWGrOp1OlJccMnv37uXgwYOpVqs5bdo07t+/n127dhXeWPIPb6W/vz8VCgU3bNjA0aNH09bWloMGDWJpaSkrKipYXV0tWJ88PT156dIlBgcHizZVq9UcNWqUwBjLZDJRH8DExiSVT05O5pdffkmVSkUXF5d6WPja2lpBgh0REcHNmzcLL3x2draYYen1eqrVatbV1YnyoaGh3Lp1KxcuXCgkka2srOjj4yP2odVqtUUfpKam1vPCG41G3r17V9ybTCbj7du36yGRlEolu3fvzrKyMvHydnd3Z3V1NSsqKlhXVyeYgEaNGsXS0lIePXrUot3UajW1Wi3Ly8tZV1fHPn36cN68eVy0aBFHjhxp4YU3T+ZOJI1GI14CkuEzXwU0a9aMarWaJ0+eZGlpKbVaLZcuXcoRI0ZYEJFbWVkJPglXV1eeOHGCffr04erVqzlnzhyOGjWKjx494s2bN+vdg0Rn9/7773PdunWcOXMmJ02aJOogtanUBxqNhoGBgWJCYW9vz/Hjx3PLli1iX1zaIlCr1RZ76qNGjWJycjKTk5P5zjvv8PDhw1Sr1SwqKqK7u7uIPAkICBC8GYmJiVy2bJlYvUgot2fj9G81oHIAQwDMevbZ8/mZ6P9FtrGxoUwmo6+vL9PT06nRaBgfH08/Pz96enoSMBEmnDp1ShAqP7+EnzlzJvPz85mSkkI/Pz+GhITQYDAwPz+f+fn5DAgIELMFb29v+vn5iYEqLeElb2V+fj6trKz4+uuvi6W/tISPiIjgL7/8Qj8/PwYFBQnJBCsrK544cUJcb+zYsWzUqJEwJN7e3jxx4gQDAgKYn59vEe7RokULgemNioripk2bGBkZyQcPHlh4Gtu0acMjR47w6dOnvHPnDocNG8aGDRty2LBhTE9Pp5+fn8hSeWmQeXl5CZIVaQlfUlLCNm3aEIDgVZV04ZOTk5mfn8+4uDg2aNCA0dHRvHPnDu3s7MQ95ufns0uXLmJFkJKSwrKyMiYkJNDf35+HDh2in58f/f39RR/4+fmxsLCQPXv2ZLNmzeju7k5nZ2f279+f+/fvp5+fn2ijgIAAsRw0X8K///774vonT56s16aZmZkMCAigh4cHGzVqxH79+jE/P19sjTyvre7r60tbW1t6enry+++/54MHD7hixQra2NjQ19dX7N1JbVpSUsLo6GiuW7eOQ4cOZcOGDenn5ycgp+ZZcpoMGDCA69evZ0VFBcvLy3nnzh0RCmbeb1LUwfbt2zlkyBDx0jA/p1wuF2XPnTtHFxcXXrp0iTExMWJcv2gJLx1jZWXFVq1a0d7eXvTB0KFDeebMGQv6RvPs4+NDe3t7btq0iSUlJUxKSuLo0aOF1968TR8/fsyCggLBByAt4auqqpiZmVmvfJs2bcR3DRo0YEJCAh88eMDCwkJqtVoeO3ZMlJfKWVtb8+eff2aPHj2YmJjIiooKLlu2jL6+vjx48CBtbGyYn5//txvQlQCSAVx59tkFwJn/awPasmVLKpVKbtq0iUOHDmVoaCgXLFjAzMxMfvnllwRMLOYRERHMyMhgaGgo5XK5hQFt06YNQ0NDGRAQQF9fX27ZsoWhoaEip6enMzMzkx4eHpw3bx5DQkJEB0oGVKFQWJR3dHTkmjVr2K5dO65fv57Xr1/nkiVLOHr0aGZmZlrwL+7Zs4d9+/YVx0tkCiEhIZw3bx59fX1ZW1vL9PR0hoaGMiMjg5mZmVSr1fz2228ZHBxMACK8yMHBgZGRkdy9e7eoZ2pqqojVnDt3LufNm8fMzEyuWLFCkNcqlUqxf7dz505mZmYyMzOTQUFBHDNmDGNiYv5yDzQrK4uxsbEMDQ2lj48Pg4ODefLkSd65c4dWVlYMDQ0lSUZERHDHjh3MzMxk+/btmZKSwq1btwq2qIEDB3L79u0ETBhvaXZYUFDAnJwcETvao0cPrl27ll27dqW9vb1oo/T0dOE1lgzotWvXuGTJEoaGhnL06NEWbSqdv1u3bnRxceHUqVOZmZnJixcv8ty5cwwODqaTk5MF9l/KiYmJzMzM5K1bt5iRkSFiY52dnUUbSrl///5cv349S0pKeOXKFYvfNm3aZHHeXr16MTQ0lE5OTuzQoQPT0tKYmprKuXPnsrKykpmZmUxNTaVMJrM4z5AhQ7hy5UoWFRVx4cKFDA4OtojhlXJISAitra156dIl5uTkiOOXLl3KoKAgC6P7/H2YX2vo0KF88OCB0KaScnp6uvCuJyQkcNKkSQwNDeWnn37K1atXMzo62uJcklNoxIgRFnunHh4e/PLLL1lVVcWff/6ZCoWCmZmZlMlk3LFjBxs1amTRB+np6Zw1axZv3brFfv36ifObj+vhw4fT3d2diYmJYv/z/+8S/qWRSCTby2SyPAAg+Ugmkyn/6qD/dnr8+DEMBgN69uwJGxsbVFRUIDg4GCUlJdDr9Vi5ciUePXqEefPmYffu3SgqKsKBAwcwdepUjBo1qh707+nTp0IrOy4uDoAJNfPFF19g8uTJKC4uRteuXQVSpEmTJmjUqBGSkpJgNBoxfvx4eHh4ID4+Hv3798dPP/2EDRs2oGHDhggPD0fLli0RGhoKAKJ8cnIyiouLBTxQ0n9/+PAhsrOzUVJSgi+++ALx8fHo06cPfv31V8jlcixZsgTvvvsuTp06hcjISNjY2ODChQtYtGgRbG1tERYWhpUrV2LcuHF499138fXXXyMmJgYdO3bE8ePHodFo4OHhgTt37mDBggX48ssvkZaWhpUrVyI8PBwzZ87EuHHj8NVXX6Fp06Y4dOiQUKt8Ufr8889hZ2eHzMxMFBWZAGt1dXU4duwYxo8fj++++05wOIaHh+O9996DjY0NDAYDTp06hXv37gk97/DwcERERAiYosQNOXv2bDg7O6OoqAihoaF4++23kZ6ejmPHjkGpVCIzMxMRERHIzMzEP/7xDygUCkyePBm+vr547bXX4Orqij179sDZ2RlOTk6YP38++vTpg+TkZMjlcsycOROjRo0Ssrd+fn64d+8eBg8ejIEDBwolUSnNmzcPRUVF6Nq1K86fP4/c3FwEBQWhuLgY06dPx549e7B8+XKMGzcOJPH222/jwoUL8Pf3R0BAAEpKSnDlyhXExsbi6dOnePLkCUhi3Lhx2L9/v7hOx44d8eqrr8JoNMLOzg4NGjRAaGgo9Ho9VqxYgbS0NCQlJUGhUODJkycICgrC8ePHUV1djVmzZsHf37/eWJ8wYQIWLFiAJk2awMXFBT/++CMcHR2hVqtRXl4u2l4mk4kxCwBz5szBoEGD4OPjA7VajcePH8PV1RXdunWDnZ0dFi5ciI8//hjp6emCj+DEiRPo1KmTULVNT0/HjRs3kJKSgmnTpomxMWnSJLzxxhs4duwYKisr0bdvX9ja2uLMmTOoqqrCiRMnsGLFCoSGhkImk6FXr1749ttv0atXL6jVaqSmpiIxMRFFRUWoqqpCt27dBBQXMPEF2NnZYebMmejbty8ePnyIBw8eoGPHjsjJyQFgkp82h/j+VXpZLHydTCazgumtAJlM1ghAfZHo/3EqLy8XmOgnT55Ao9Ggrq4OKpUK1tbWsLe3x7hx4zBhwgQsWrQIY8eOhZWVFRwdHaHVaqHRaPDWW2/hjTfegEajQU1NDezs7FBVVWVxHUdHRwwePBjnz5/HuXPnoNFo0KxZM3To0AG//PILxo4dizFjxgAwEcOOGjUKDRo0QHR0NMrLy5Gbm4va2lqhLw9A4HRJ4sMPP4RcLodGo0HXrl0xduxYvPvuu7Czs0NlZSV++OEHi/osXboUERERcHd3R58+feDv74+amhp4eHgI7DlgwvVPmTIFSqUSP/74o4DFyeVy8UC5ublh3Lhx+PTTT9GgQQOMHTsWCoUCmzZtQnl5OXr37i0gftevX0dCQgJ+/PFHTJ06FVOmTAFgwjE3btwYO3bsQFFREd599110795d9IGDgwNGjRoldNY1Go20skF4eDjKyspQW1uLd999FwaDAdXV1SAJjUYDjUaDmJgY2NjY4JdffsGjR48QERGBjh07Qq/Xw87ODoDpQXd0dIRGo4GjoyNkMhnWrFmDN954A9euXcPJkydF+1VWVmL9+vXis0ajwYcffiigve3atcOpU6eQkJCAzZs3w9raGiNGjICLiwumTp0qHvZx48ahefPmsLa2ho2NDaysrODu7o7hw4dbEFk7OTlh3bp1iIyMRFZWFgoLC3HkyBEcO3ZM1N9oNEKj0aCqqgpTp06FQqFAbGws1Go1QkND4efnh9raWmi1WpSUlGDlypUgicePH2PVqlWCyPvJkyfQ6/WwsbERevYGg0G0ZVVVlXgOqqqqBL+DnZ2d4FBo3Lgxxo4dazGupfTzzz/j/v372LNnD7RarSC4Bky8EWPHjhX3PGnSJEydOhU+Pj7o3bs3/Pz8YDAYBMGIXC4XcGfAJA9dXFwsnumamhrU1NTg1q1bWL9+PRwcHMQYktKQIUOgVqsBmPD3tra2go+gurpaSB0/n7RaLY4cOQKNRoOPP/4YISEh+PHHH/Hxxx/Xw8//u/SyM9DlAHYCUMtksnkAogDMeOmr/A/SsmXLcP78eRQUFGDixIkICAjA559/DpVKhXbt2lm8iWbOnImePXvit99+Q4MGDdC4cWPk5ubC1dUVnTp1EmUHDBgAuVyOWbNmAQC6du2KdevWYceOHYiOjkbLli1x6tQpODs7gyQGDBiAwMBAQSwRExMDvV6P8vJyrFixAleuXEFYWBgOHTokWHGklJCQgJs3b6JZs2YwGo2QyWSYMcPUxI6OjpDL5RgwYAC2bduGnJwcODs7o0+fPmjRogW2bduG3377DaNGjYJWq0V+fj70ej0+//xzcS7JUO3atQuTJk3C+++/j19//RWPHj3Cnj170LFjR/Tr1w/btm3DP//5T1Gv48ePw93dHa1atUKbNm1EO3333XeCTb19+/aIiorC3r17UV5eDk9PT+h0Ori5uWHChAl4+vQpdu3ahdzcXGzduhXTpk3DsGHDBI48MDAQ9+7dw/3799GpUyf89ttvMBgMyM3NBQBhbHv37o3g4GCo1Wrs2LEDSqUSY8eOxc8//wxbW1vMmzcP1tbWqKurg0KhwKVLlwRpTM+ePdG1a1cMGDAAAGBvby/a9IsvvkBsbCzCwsJw8eJFhIWFQSaTCab5pk2bwsHBAfPnzxf3PHfuXDg4OKB169ZwcXFB27ZtcefOHaxevRrjxo0TWP+tW7diwYIFgsXp3Xffxe3bt3Ho0CEYDAb4+vpi69atePTokdCa/+WXX9C/f3/MmzcP2dnZOH78OFq3bo2SkhLcvHkTbdu2xcWLF2E0GkUbAUBaWhqys7PxxhtvIDIyEtevX8dPP/0Ed3d3zJkzByEhIdi9ezemTJmCfv36YcGCBRg4cCAaNmwo+vz48eNo164dtm7dajE++/fvL2ajarUaS5YsgaenJ4KDg8UYDQsLw7Zt28SYkJ4DwPTyvXTpEmpqahAcHAwHBwf8+uuvCAgIwNatW0ESkZGR+O6771BdXQ3ARHzTvHlzBAYGory8HLNnzxYGGgBSU1MRFRUlXkLvvfceFAoFXFxcUFlZiYULF2L16tXiWVYoFGLMb9y4UdTT2dkZ3t7eOHnyJEJCQjBgwIB69/+n6S/2PpuZ/e8LYDxMksatAfT5v94DxbN9kuLiYg4bNoxBQUFiI3zVqlVCW9ve3l7sOapUKmZkZDAyMpJBQUHcuXOn+C07O5ve3t6srq5m586dmZ2dTaPRyDNnzohN/fj4eAYFBQkFw7t37zIoKIhdunRhdnY2u3TpwkOHDlGr1fLSpUvMzs7m7NmzGRQUxPHjx/POnTsMCQmph0SKiopiUFAQ9+3bx1WrVnHSpEnMzs5mdnY2z5w5Q6PRyJMnT4owJkl5cMaMGQwKCmJcXByvXLnCp0+fCn6AoKAgnjx5UmhdV1VVWQTSp6en087Ojh06dKBKpeLJkycZFBRErVYrkEhTp07lli1b+PvvvwtFRrI+Eik9PV1g56XvoqKiSJqcTt26deOJEycYFBTEoKAggRYiTfytc+fOZWxsrHCumadTp07RycmJv/zyi9hjbNq0KSdMmCA0cBwcHITzIysrS7RrbGws3dzcOGfOHJaVldVr0+zsbHbu3JlVVVU8d+4co6OjmZycbIFwIU3AimPHjol7O3ToEHU6nfDC37lzh1OmTBEOi5KSEspkMgYFBdFoNLJHjx4sKytjfn4+Y2JiGBQURG9vb7q4uIg2kTJg0nLKzs4WnAoJCQm8ffu2qI/ExG+ORAoLC+ONGzdImhBy8+bN44wZM3jx4kVGRkaKcS21qRRmdPnyZWZnZ7OoqIgVFRXcvHlzvTpJ7ZmXl8fHjx9z7ty5XLNmjaiPVqvloUOH2KlTpxc6kwAIwERgYCB37dol+lLKBw4cYFhYGB0cHAiYuEDj4uIs+kxKcrlccF1I6c6dO6Lsjh072KFDB3Fu6TmIiIigvb09fXx82Lhx43pxoDY2NhJZ+P+7EwkmcmPvF3z/IYCbL3OB/2Y2N6CkCS0ybNgwAibSYUkKw9yAtmrVit7e3oLVmzRhaKWHSwqhkQKOJUIHaWD+WTInEwkICOCxY8fYt29f2tvbCzIRrVYrHsy6ujp6e3v/qTjW2rVraWNjw1deeYUuLi68du2a8Iqbh2+UlZUJnHdISAivXr3KDh06iN+lF4KHhwdPnz7N2NhYMfDT09P5+uuvMzc3V0Qt3Lp1i4WFhXR3d2d6erp4cSQmJgonkl6vf2Fw+YULFzhy5EgRLhQaGir6prq6WojFPZ9Gjx7N2NhYJiUliQfcPJnHJbq7u9PBwYEzZsyo53gBIAAG58+fF46kuLg4Llu2TJCJ4JmTRwrAv3HjBo1GoyATiY6OZnx8vEUdzMEMXl5e9cKYpk6dSkdHR6rVavr4+PDMmTNUqVQsLCwkaXq4CwsL2a5dO6amppI0QTkl+Qkp/Vkg/ccffyxE5XQ6HU+ePGmuIGlB6EJSIJGk8oWFhRbkJUqlkh4eHrx+/TqHDBlCb29vJiQkCDKRP0s+Pj48dOgQKyoqLF6C165do4uLi4Byenl5WUSMuLm50dvbmw0bNqSNjQ179uzJR48eiUgTqZykCw/AQlTO2tqaAQEBLCwsZGFhoQWZiMS1MGXKFNEH7dq1Y1lZmQW5yOXLl6nX69mnTx/u27dP6MLv37+f4eHhvHv3LmUymVSfv0VULg7AAZlMJtSWZDLZtGffd/uLY//nadSoUdiyZQscHBxw9OhR9O3bV+yNSSk3Nxe3bt1Cq1atoNVqUVdXh5UrV2LChAlib/DJkycW+6B5eXlo0qQJDAYDdDodnjx5gpqaGhgMBjx58gQA6pX/6KOPMHHiRAtquTNnzqBPnz4ATJR5Fy9eFMucJ0+eiFxbWwtra2v07NkTaWlpqKysRPv27QEAt27dsiAz/uyzz7By5UrBYdiyZUscPXpUnFNa6hmNRjx9+hQJCQkYNGiQKF9QUICBAwfi6tWrcHBwQLt27dC2bVuUlZVh4MCByMzMRF1dHZRKJaytrfHkyRPcvHkTHTt2FPVwcHCAg4MD5HI5kpOTMXz4cDg4OCArKwsffPABANMe24ULF0S9+GxZLqV169Zh+vTpUKlUok2l9jA//5o1axAdHQ2ZTAaDwQAHBwexp+bs7IyLFy/CxcUFAQEBYivg22+/FWTLgGnvTbiyVFwAACAASURBVK/XCxGxgIAAi/6zsbEBSXH9p0+fQiaTwcHBAY6Ojrhw4QLc3d0hl8thZ2cHhUIBlUqFIUOGYM2aNbh//z569OgBa2trtGvXDiTRsWNHNG/eHPn5+QBM/J1GoxGnT59G//79xfVelLRarXAyAsCFCxfQpUsXi3Ft3l4Gg0HsgdbU1CAvLw+vvvoq2rRpY3GNY8eOoXnz5khJScG1a9fEnvbLpM8++wyJiYkv/M3BwQE3btzAK6+8Ivruu+++w9WrVzF//nz06NEDaWlpcHZ2RmFhIfLz84VoYnV1NVQqFRQKhQV3aatWrXDgwAG0bdsWbdu2tRg/H3zwAfbv3w+VSoXhw4djxYoVAEzCfwUFBWKcduzYEaWlpUhLS0PXrl2h0+lQV1cnnJFS31+8ePGl2+FlZnk9YUIh+QFYChOpiMvLWOf/dsazN4s0q+vTpw+TkpJoNBoFnd3zydbWlqWlpTQYDOzduzdXrVrF+fPnc+DAgTQYDLx165bFm/NFonIARLxcixYtWFlZSblcTrlcTp1OR4PBQF9fXx46dIjDhg3jrFmzBGbYYDDQYDCwtraWcrmcer2eBoPBIhZw7ty5NBgM3LdvH+VyORs1akStVmuhb03+gUP+/PPPKZPJGBISwgsXLgg6O6lOeBaOAphwvnK5nBMmTGBaWhoDAgJEnczr98orrzA3N5d9+/bl8uXLaTQauWPHDrF8ltA9MJv9GI1GhoWFccWKFfXavaqqigqFggaDgba2thZLr9GjR/Pzzz+nwWBgVlYWvb29BeJE4iMgTbMfwASnnTNnjoUuvCTpIfWBFDx++PBhUbfvv/+ecrmcvr6+LCsrE+evra0VfSARunz55Zei/dq0aSPaRcJhS/Bbc5z5qlWrGBoaalHWvF0llq/t27czLi6OH3/8MQ0GA41GI+/fv09bW1vBqWA+BqXPklz36dOn6eXlRfIPCr/q6mohnyFJ2yQkJHDgwIE8deqUuBdpDElY+IsXL/Kdd97h6tWraTQaLWag5mNN+t/Hx4cHDhzgyJEjxTYW+QcW/vl7N28DidDFXOtLGqe1tbV0cnKiXC5nVlYWBw0aJGbiUvyqeT2ksCfzaxiNRq5YsYIymUyI+pF/yGObr9wkKKdMJhMrq+fgsX9rHGgwgAoAaXgJMblnx3wPoAz1ReUKAOTD5JRyfva9NwAtgPPP8qqXvIa4YUmTXNKF/zMDKiU/Pz/u3buXY8aM4bRp0+ph4f8TA2qepAD0q1evskePHuI8w4cP55EjRwhYYuFJE+Ttxo0bIqZTyu+++y5JWihCmqegoCBu2bKFJMVSBzAhKcyTvb09i4qKLDSRkpKShM4TAAtNJOk8ubm54hwviiWUsmRA27VrJ7DwL0rStkhNTQ0bNWok9jslsTEpSwZU4iOwtrZmRUWFMKBSft6APt8HUpYC6UeMGEHS9LADL8bCvyhdunTphff9PBKJfDEW3mg0iphIKX/77bdcvnw5AZNmkzmhC2AKpJdigs2x8KmpqQwMDCRZfx+6pKRExDe/iL3JfFxLWHjz4yUyEXM+UClZW1vzwYMHog9++OEH8duLsPDP5+ex8JIu/PN9IC3hf/nlF06bNo0xMTHiOmVlZVSpVCRZjz8UABctWkSSzMjIEAZUq9ValJEmW+ZYeJIW4nl/mwEFUAVA8+xvLYBqs8+avzi2K4D2zxnQXgAUz/5fCGAh/zCgv71Mhc1z+/btaWNjwzt37tBoNLJv375MSkoSs7qTJ0+KfTej0UilUkmlUsmysjKB3JDL5bSysuKgQYOo0+l4/fp1CwKRFxnQadOmsa6uzmIGKp27urqaLi4utLa25oEDBzhkyBDOmDGD33//Pd955x3qdDrW1tayrq6OSqWSer2eDRo0oLW1NY8cOcJBgwZxzpw51Ol03LNnjxgIVVVVVCqVFrMCyYBOnz5dDMA2bdoI6jmpThKxRseOHalQKJiYmEiDwcDdu3czMDCQd+7cEQZUp9OJbD67MhgM3LZtm5iBSlh8wBSEX1JSwtraWvbp00dcNzo6WhxfVVVFGxsbgdWXMOzknxtQ6dzSzMHHx4d79uyhTqfjV199xSFDhjArK0tIC0ttWl1dTZ1Ox5YtW/LAgQMcPnw458yZw3Xr1lGpVNLa2pqurq6iTaXrWltbixnozJkzqVQqGRoaSqPRaNEucrlc8JlKs1eSAgufm5tLtVotypMUcFsA3LJlC+Pi4mhlZcWwsDDm5OTQy8uLlZWVlMlkrKmpEQiz06dPs2/fvkxOTubSpUsZFRXF7OxsNm/evJ4Btba2pkwmY1paGg0GAxcvXszo6GiePn2aLVu2FKQ6Op1OOGqkvGLFCur1eosZqFR38/99fHy4d+9eGgwGzp07lyNHjqTRaOSlS5fo7Ows6iT1gZSHDRtGpVIpxqk5xaFSqeTTp0/p5OQk7kEyoHK5nEqlkgEBAWLVIPXZgwcPLK5hMBi4atUqKhQKymQyenp6kjTNcmUymcWe7f/EgP6/5n9nGAFEAvjpr8r9uyzNNFxdXXnx4kWGh4fTwcGBbm5uHDlypNA8l5Y75eXlLC8vp4+PD0+ePCk+l5eXU6PRCNlaczYgyYA+fPiQERERXLlypSA+qKur48OHDwVxLGDaLL9x4wbLy8tZW1vL4cOHCzKR9PR0BgUFiQcPMHnhJZheXV0dNRoNnz59yk2bNrFBgwYCPieVNzegjx494tChQzl//nwuXryYPXr04MmTJ8XgLCsrE0sXCSJZXl4uHEPp6emCdBowYewlo+bn5yfUF0nTDHfQoEEsLy/nxYsX6ebmZjGDkfrAnNBFqVSyV69e4hzmmHvzVFVVxfLycqakpDAwMJAPHjyg0WgUfdOkSRO6ubnRysqKDRo0oJubG2fOnMl169YJQyNpmJeXl7Nx48asrKzkw4cPWVtbS41Gw+rqagsnksQvIM3cysvL6eXlxaysLMbExHDevHksLy8XS/WKigpxz6WlpfTy8rLw1M+ZM4cTJkzgjh072LlzZ165ckXo1EscABcuXGBAQABTU1NZVVXF+Ph49unTh3q9XhATl5WVsVGjRqKezs7O3Lp1KydNmsTPPvuMjx8/FuPaw8NDMG/dvXtXtFdtbS0/++wzTps2jRqNhnV1dbxw4QK9vLxEHyiVShYUFIhjYmNjOXfu3Jd2IpEU3LlkfSdSXV0dW7RoIdps3bp1LC8v59KlS9m1a1eePn2abm5ubNKkCcvLy+nu7k6ZTMazZ88yMDCQjo6OjI+PFxLlbdq0YVlZmZgAmS/Je/Xqxd27d3P27NnixdCmTRtevnzZYpw2bNiQxcXFfOedd/jzzz9zzJgx/OSTT7hnzx5269ZNgnD+Rwb0ZQPp/xvpQwB7zD6/KpPJ8mQy2b9kMtnbL3MCKXg4NTUVr732GlasWIE+ffqgoqICGo0GCoUCzs7OQpjLzc0Nbm5uePToEYYMGYKCggLxnaOjI/R6PR4/fgwvL696G8kuLi7QarWwtrYWcWdSzJlMJkOjRo0AABUVFXBxcYGbm5uFsJ1KpcI//vEPfPPNN3jrrbcszt2wYUO4ublBoVDA0dERtra20Ol0aN26NXbt2oUHDx688P6dnZ0RHx+P0aNHw8HBAUqlEu3bt8fu3bsBQNQJMCGbHBwc4ObmZqHjY57Ky8vx+uuvo6amBo8ePcL777+Pw4cPAzDFAS5atAhubm6iTaV2lc5vNBqxevVqDBo0CADQvXt3i6BkNze3F1530aJF2LRpE5ycnKBUKuHq6gqZTCb6RrqWwWDA48ePUVFRAZJQKpVo2bIl9uzZA5KoqKgQ5Y1GI1xcXGBtbY34+Hhs2LDhhdeW6tmtWzcUFxcDMDkEpetLzg3p/NI19u3bB3d3d0RHR2P//v2orq7GTz/9hLi4OGg0Gri4uIj2OXr0KGxtbdGvXz8UFBQA+MPxBpgE0FxdXUUbmbdrZWWlQGwZDAY4OTmJcf3gwQPRx25uboiMjMTDhw+Fs89oNMLR0REKhQKtW7fGvn37LPpAGndubm7Q6/UWQI+XSXZ2dvUcWeYpIyMDdnZ2qKiogFKpFM+ZtbU1AgICkJaWJtrzyJEjsLe3h6urK5RKpeiDUaNGYc2aNQAAV1dXXLhwAY0aNRKoNqmNJASRhCC0srISfSC154MHD2AwGJCSkoKwsDDxHOh0OlRVVQktqf8kvWwg/d+aZDLZlwD0ACRpvt8BeJJ8IJPJOgDYJZPJ2pDUvODYGAAx0uf09HS89dZbUCqV8PDwgKurK6KiojBz5kxxTE1NDXr16iU+V1ZW4ptvvkHr1q0BAFu2bMG6devw6NEjlJSUoHfv3pDJZNi/fz8UCgWioqIsPI6bN29GUVERwsPDMXnyZNjb2yM1NRX79++3gL1NmTIF+/fvh62trRDzcnFxwRdffCHKSdeS0rRp01BUVIQrV65g1KhRFjK1ABASEiLKL1u2DK1bt8batWuxdOlSeHl5QaVSoVWrVvXa/KeffkJycjJmzJiBmJgYKJVKfPXVV7hx44YweACwfPly/POf/0RSUhIcHBywfft2IQMMmLz8iYmJQmo5JCQE6enpUKlUaN68ORYsWID27dvjww8/hLu7u1CINE/vvfcefv75Z2GcBg0aBGtra+Tm5uLSpUsCcpeamorevXsjPT0d/fv3R1VVFRYuXIjDhw/jxx9/xPvvv4/x48cLSdrn08iRIxEXF4fBgwdj+/bt0Gg02L9/P+7evYupU6eKckuXLkW/fv2wdu1arFu3DkFBQaioqBBjxtPTEytXrhTwytDQUOzatQvW1tYoLCyERqPBRx99hJqaGixfvhx+fn5wcXFBRkYGAJOo4K+//ioQNv7+/hb1vHnzJmbMmIH169cjPDwcJEWbAqYJQkZGBmQyGX777TcAJgP8Imjp7NmzERcXh4kTJ4oIj4KCAnzyySewtbUVL1cpffTRRygqKsLly5cxbNgw9OjRA6+99hpKSkoQGxuLHTt2CElwc7XOF6WqqipRtnfv3pDL5SgvL8eSJUtw9uxZbNy4EX5+fkhISIBSqbQYp61bt7YQrZs+fTqqq6uxYcMG8ZxaWVnB19cXgEkCecCAAdiwYQOSkpKwadMmkETjxo0BmKJVBg4cKM63b98+REREIDo6WhjOq1evgiTq6uoQFxeH6Og/U2L/8/Q/N6AymWw4gHAAPclnniBSB0D37P9cmUx2E0ArAGefP55kCoAUAPD29uavv/5qgTLy9PSEu7s7vvvuO7z66qsYMmQIFAoF+vfvL8r0798fUVFRAgN8/fp1vPrqq7h58yaWL18u9LC9vLwEisX8TXvr1i1cvnwZI0aMQPfu3ZGQkACS2LZtG1asWIEZM2bgq6++wtmzZxESEoLOnTuLYxs0aIBevXrh/v37OHTokNC0nzdvHho1agRPT084OTmhuLgYBQUFGDFihAWOOSoqCpMmTcJXX30ldOrbtWuHyZMnW6h5SiklJQU2NjZ4++238fDhQ3z99ddYvHgxrKysoNfr8e233+Lx48c4duwYAGDbtm04cOAAnJ2d4eDggNdeew1vvPEGDh48iGvXrmHcuHHQarVIS0vD8uXLAQDvvPMObGxs8PXXX2Pjxo3w9PTE9evXAQCvvvoqpk+fDp1Oh08++QSrV69GVFQUVCoVZs+ejQEDBiA3NxdZWVm4ceMG3Nzc0L9/fyiVSshkMvTv3x+pqalYuHAh5syZg6NHj+L27dtC6vbmzZvi5WQwGBATEyMM1fHjx1FRUYEmTZogNzdXhPnY2NhYvBC3b9+OxYsX48yZM2jXrh2Ki4thZ2eHxo0bY9OmTXj99dcFoknqg8mTJ8NgMKCwsBCrVq3ClClTxINeXFyML774AosXLwYAjBkzBklJSVAqlYiPj8e2bdsEIurChf+PvDcPi+pKt4dXUUwiUigOIA6IRNQQRCTKFRokDglRo8a5FQWJA22c2gkEI2qLU4wDrYJiFIxKnDAaZxEQ5wkVBSxAEUSEIGMYrIJa3x+Vs7tK7HS+5/f1797v9vs851GqTp2zp/Oevd/9rrUeYvHixTh//jzmzZuHsWPH4tKlSzh+/LiQDf7ggw/EhCAtLQ1nz57FwoULER8fj0OHDol6eHl5Yfbs2SgtLcXTp09hZmYmOADGjh2rtyICgL/+9a9wc3NDv379AGjTuQoKCpCUlISgoCB8+umnCAoKwtixYxEUFAS1Wo3Vq1fjzJkziI+PB6CV1Pbw8MDy5cthbGyMMWPGIDExEYmJieI+SUlJyMrKQk5ODjp06AAzMzOsWLFCL7Vs1qxZqKurw7Jly5Cbm4u5c+fC3t4eFy9exMWLFzFjxgzMmDEDhoaG2LFjB44cOYIvvvgCK1euhEqlwsWLF3Hnzh0YGhrCyckJX375JVatWiWuf+TIEWzduhUGBgZYs2YNPv/8c5HeN3LkSLi6uqKurg5TpkwBoEUR/hGT/ebD/i0mk8nsAPxM0um3vz+DlpzZm+QvOue1AVBGslEmk9kDSAXwEcmy37t+hw4dWFxcjKCgIPz4448oKSlBZGQkXFxc8N1336GwsBAXLlzA5s2bER4e3uT3P/74IzIyMiCTySCXy9GmTRtMnDgR27dvR3V1NdatW4clS5ZgxYoV+OGHH/Dy5UsYGhqCJHr06IFx48ahrKwM3377rSApUKvVYsa2d+9euLq6Yt68eVAoFEhPTxd5kVJu5dKlS0U+ob+/v5B7vXv3Lk6ePIkOHTrAz88Pmzdvxq+//ooWLVoIvLQknZuUlISbN2/C3t4en3zyCQ4ePIivv/4aGzZsQEhICL799ltB7FBXVydCH4aGhrCzs8PYsWObzHQjIyMxduxYdOnSBb6+vrh69SpSUlKwc+dOxMTEoKGhAStWrICBgQHq6uqwa9curF27Fq9fv8ann34KlUqFoqIizJ07F5MmTcJ3332H1atXC+cGaGfQVVVVaGhoEOWTy+Vo3769HqHD8uXL0axZM9TW1uLAgQPo0aMHampq8ObNG/Tu3Rs//PADTExMMH/+fKxfvx5Lly6FhYUFamtrodFocOrUKVhaWkKhUODx48eYPHkymjdvjsbGRuGYKioqsHv3bowdOxY3b95EVlaWyKNs27YtJk+eDGtrayxZsgQtWrRAeHg4AgMD8dNPP6Ffv36YP38+MjIyRLnNzc2xbNkyANqZmbm5OebMmYNPPvkEHTt2RK9evXD37l38/PPPop5GRkZYuXKlyEmNjIzEr7/+ipMnT8LU1BR3795FQ0MDrKysMGnSJKxfvx4ksW7dOtTV1cHU1BQfffQRNmzYAJVKhbS0NDGL1XnWEBwcDBMTE6hUKjx58gSPHj1C9+7d4eLigkOHDmH79u24evUqKisr0bJlS6xZs0bUYdasWQI+WVlZiS5dumDlypXYvXs3mjVrhtDQUISFhWH9+vWYN2+eePmfPHkST548QUBAACZNmoSvv/4aV69eRdu2bfG3v/0NoaGh0PVF8fHxaNeuHbZu3YrHjx9j6tSpIsTQokULhIaGoqqqCjt27EBFRQUArQS0Wq3G0KFDYWxsLCDUixcvxtq1a1FTUwMzMzO4ubmhR48eePbsGQAtl8OYMWPw66+/IioqCosWLYJMJrtH0g3/wv5tM1CZTHYIwAAArWUy2UsAKwCEADCBNjkfAG6SnAXtjv0qmUzWAKARwKx/5TwBre71uHHjsGrVKjRv3hxxcXG4d+8ePDw8EBwcjH379iE5OVk4T9239eeff468vDx4eXnhzp07SEtLw44dOxAbG4t169ahsrISL168QEREBORyOZRKJTp16oRXr17B1dUV/fr1w6VLlzBo0CCEhYXhq6++EgneYWFhcHR0ROfOnXH37l0kJibCzs4O+/btE4xKJDFx4kRERETAwMAADg4OaGhoQEBAADp37gw3NzeUl5fD398fABAeHg6VSgW5XI7du3eL2cnVq1eRlJSEs2fPwsrKCh4eHsjMzARJpKen49ChQ3j48CGOHz+O2tpaHD16FKNHjwYA/Pzzz1i+fDmmTZuGiIgIAP/AYVdUVGDJkiWYP38+cnJy8MEHH6BLly6IiYlBdHQ08vLyEB8fj4kTJ+Lo0aP45ptvhB56QEAA3r59i9zcXIwfPx5xcXFYs2YNxo8fL/rgyy+/xLx587Bu3Tp4eHjAxsYGDx48QHl5uYgTkkR8fDxWrVqFNm3a4Nq1azAzM0P//v1x9epVPH36FKGhoYKgIiIiAvn5+WI2v3z5ckyaNAkdO3ZEu3btYGVlhWPHjqFz585ISkoSRBoTJkzAyZMnYWtri+bNm2P8+PFYtmwZSktLsWrVKty/fx+A1rlL40Ga4bRu3RpDhw5Fv379oFKpxDKwvr4eYWFhGD9+PA4cOIBp06bh6NGj+Pjjj+Hg4IBLly7h7NmzsLW1hZeXlxiX6enpGD58uFieenp6Ijc3F+fOncP58+cxatQoxMTEIDk5GRERESCJFy9eQC6XIyEhAZWVlQCAESNG4OnTpwJfL5mBgQGCg4Mxfvx4NDQ04OrVq4iMjIS7uzvmzJkDQBsLP3ToEBoaGkRbqFQqWFtbw8TEBE5OThg9ejTevHmD4uJidOnSRYwfAIiIiEBBQQH+9re/if2CDh064OrVq3B3d9crj0ajwbJlyzBhwgS9UNbLly/x5MkTvHz5Ejk5OYiPj8fjx4+hUqlgYmIiwj66oZiDBw/i7du3aNeuHUJCQnD+/Hns2rULERERyMvLw/HjxzF69Gh89tlniI2NFSQk69atQ4sWLfDhhx8iNDQUtra2v+t39OyP7DT9Tz0ALSZZ2ilfvHgxbWxsOGHCBKampvLQoUMcNWoUSW0ak4eHhzh0c/7279/P5cuX88aNGzQxMaGPj49IZ7l27RpTU1NZW1vLwYMHMyYmhiR54MABenp6ktQm6uqer1arOXHiRN6/f1/swp85c4Zz5szh06dPaWhoSG9vb+rauHHj6OHhwQsXLpDU4sf37t1LV1dXGhoa0svLi6mpqfT09KSHh4fQJF++fDn379/PEydOCKifrkm7lR07dqSzszN37twpZJWlXXiVSsXU1FSBJa+pqeHt27eZmprK6dOn08PDg1u3buWVK1fo4eFBX19fXrp0iTKZjKmpqSKtRHfXvqCggFlZWczIyKCHhwcHDRok8kDfxcJLfeDo6KgH5WxsbKSHh4eQNT5w4AArKiqYnZ0tdr0fPXrEuro6pqam6vXBoEGD6OHhwbS0NL37SOCAmzdvil34lJQUkaeZmprKp0+fMiwsjOvXr+edO3c4adIk/vLLLzQ0NBR9IGUyPHz4kKWlpczLy2NOTg7LysqYlpbG169fC1VOqW19fX0ZHx/PmTNn0sPDg/b29hw+fLhe+SQoZ2JiIlu3bs3vv/9e9IGHhwdDQkKYmZkpxrV0fY1Gw3bt2tHFxYU3btxgTk4O16xZozfmPTw8xJiVxumkSZPo4eHBdu3aiTzQFi1asE+fPlQoFHqqAL6+vmzWrJnYhde1uro63rx5kxqNhqmpqSS1eHup7qmpqczPz2dxcTH37dvHiRMnsrS0lDKZjB4eHrxy5QpTU1NZX1/PR48eceDAgVy7di1PnDhBDw8PTp48mSqVisnJyfTw8GBqaqrISJH6gNTqIG3cuJHOzs4sKiqisbGxuL8kJUNq05g2b97Mw4cPs3v37nqicvifksb07z6kykpY4qKiIvr5+VGhULBdu3bs1asXc3Nz9Q5dKyoq0pMIlrDwkvwpqU3bsLe3Z1JSEseMGcPIyEiWlZUJByqllEjnGxoa8s2bN8zPz2ddXR0XLVrE8PBw5ubm8tWrV3z69GmTRHqS4nxJUmTt2rUcPHgwc3Jy2KdPH/GwZ2dnU6PRMD8/XyB03rx5894UodzcXHbt2pU1NTX08PDg6dOnOXXqVK5fv56lpaW8fPkyhw4dypKSEtrb2wsJ2pqaGtra2tLW1laQP1dUVPD169eCxEIXvwxoiR8uXrzI2tpa/vLLLwwODhZkIpJJePOsrCy9dCzJdFU53zUrKyt26NCBR48e5dixY/n1119z165dnDBhArOzs2lgYCD6oFu3biL96NWrV8zNzdVz2FlZWbSysqJarRZ1trOzo729PU+ePMnAwMAmaKqysjJRZ6kPSIpE+nXr1jEsLEwwp+s60K5du9Le3p5FRUUcOXIkz58/z9LSUq5YsYIDBw7UG585OTkCjy31yf79+1lZWSn64N02Bf6hC//o0SOSZFhYGENCQsR1pVxp6e9u3brx/v37YvIREhLC0NBQxsTEcPjw4UxNTWWvXr3Y2NhIe3t7qtVq5uXl0dvbm9evX2/SP8+fP6eLi4teGpOLiwvt7e1pamrKNm3aMDIykocPHxbOMC0tjd26dWNubq5IjNfFwi9evJi5ublisvDmzRuRomdgYMD09HQhkSIp7O7fv5/29vb09fXVE5WT2vLWrVt8+/YtZ86cyY0bNzI3N5f79+/n8OHDBRb+tzHxn+dAhw0bRgD8+uuveejQISoUCkFsoVAoqFAoWF9fz6qqKlZUVPCLL77g3r17hYCZLpmIJAkhmZubG0+dOsWZM2dy9erVwoHqSnqQ/3Cgffr04ZUrV1hbW8vw8HAqFAqhofQ+B+ri4iKSvhUKBZs1a8bBgwezsbGRFRUVgsxC0qt3cnLi7du3WVNTw6VLlzIoKEhPmEtKxpYe9KqqKnp7e/Onn35iaGgoFy1aRLVazYqKCr3D0tJS6MKnpKQIQg6JTCQtLY2Ojo56gmAAqFQqBZuUJC09YsSIJlrwFRUVbNOmjZ7Dr62tZV1d3T91oJWVlWzZsiXv3LlDb29vAlpRPn9/f1ZXVzM3N5cdO3YUfSbJ3ZKkr68vFQqFUM1saGjgnTt3aGVlJcojl8tZUVHBqqoqDhw4kHFxceLlJJlGD1oBKQAAIABJREFUoxGJ3BYWFiwsLGRFRQUHDBjAEydOsK6ujnV1dXoO1MTEpEn7VlRUUK1WMyQkRMApDQwMqFAoaGFhIdqzqKiIFRUVbGxs5IQJExgdHc3IyEiBvtJoNKKekgN1cHDgkydPSGpnhOvWrRPj3snJidXV1eLvX375hXZ2dnoMW5s2baKfnx8vXbpEJyenJs+AnZ0dlUplk/4htasFKUdVcqCS0+/fv79AIqlUKlZXV/Pp06e0s7OjSqUSubzvOlBTU1MqFAq9VaTUhgYGBrSwsGBBQQGrq6v15MHVajWrq6tZXFws2rS8vJwVFRV0dHQU4o3BwcFUKBQcM2YMq6urhS58RUXFf5YDlablw4YNE8iiMWPGsKGhgc+fPxdsTJIapYQZPn36NBsaGhgREcGxY8fy2rVrtLe3Z3l5ucCp6w6QIUOGcPfu3UK90MvLi0qlkq1atRLXNjExYUlJifittITXaDRMTEykgYGBcKDSOdJvvby8hKRuTEwMBw0aJFQ8JQTHuzO3CRMmcOPGjYyKiuKQIUP0vpeuS5IdO3bk9evXxWeNjY1CPEy6tqGhoXA8nTp1olwuFzDCrVu3ClE8SaJDV1lSLpeLJXxQUBBlMhnlcrkADkgPj1wu10O4kFokUnBwcBMHKpXV1NRU714GBgYMCwtjXFwcBwwYQFKb6G5iYiL6oKysTA+HLmmHX7x4sUkiPX5DtdjZ2TE1NZWTJk1iRESEaCdSCwKQ6qxSqWhpaUm5XM5bt26RJIODgxkUFCQ0pl6/fi3Of7etjhw5woaGBm7ZsoUymYx9+vRhQ0MDa2tr30XD8P79+3rll8qTl5dHCwsLUYe6ujq9/g4KCuKSJUv0VFJ121RCj0l/S/0uJdI/e/bsvS/6d7kYpL/fl0hvZWUl6h4XF8eGhgbGxMSIiYFuP0thoOzsbHp6elIul3Pt2rV641V6gUmH9HJ2d3cXEGWNRiNCUw0NDayurhZtL5fLWVBQwL59+/L48eOi3idPnqSbm9t/3hK+T58+bNasGQEtFn7YsGGMjIwkSaGpA4DNmzcXb2oAeppIuoe7uzufP3+u99kfJRORzler1WzVqhUBLaej5ED37dvHAQMGiCW8LhJJegNLsSNS60Cla1pZWQk1wvctfcl/YOEl0gUJZikNtI4dO+rVa/bs2XpIJAnK+XuWkJBAAAJho9um0jKL1D68ixYt0vutBCN8n73PgUpQTt0+kHDYe/bsEaqcpD6ZiNQHJOng4MDk5GT6+flx5cqV/xSJpHtIfSCpckp8BLomcbK+azt37tTrg3etQ4cOTe43fPhw3r9/n+3bt/+nDnT48OHctm0bv/vuO44aNYp37txhx44dWV1dLc6TlvAAxHJ2/fr1HDduHG/evCloEN+9vnTs2rWLJP9fIZFWrlxJPz8/ku93oLo2efJkAmBAQAAvXbokluK6z4E0W5Ri2cHBwaJ8EhLpfQ5U17Zv305fX18+fPhQzGLJf6jNSvYulJNsovX1Px6J9H9s9+/fR11dHV68eAFnZ2ecOHECf/nLX7Blyxb8+OOPUKlUIlVBJpNBpVJBpVLB1dUVP/zwg/hbOjZu3IjBgwcL6QTJbGxscOTIEQwaNAjR0dFYuXIlAMDDwwNZWVlQKBRNUBzp6enw9vYWf/v5+eHixYvo1q0bMjMzBQUboN31VKlU8PDw+Kd11d2h/Gc2ZMgQpKWl4ZdffkHr1q2hUql+93dDhw7FnTt39D4zMTFBbW0tunTpgrS0NL3vRowYAZVKhefPn6O2tlakyFRVVeHjjz+GsbExzp49i8jISLRt21YvMdnc3Bz19fV613NxcRF5sO+ahYWF6BcjIyPY2Njg6dOnOHfuHK5fvw6VSoUhQ4YISYmKigrxGwsLC5SXl//L9pKsrq6uiezD3/72N6hUKpw5c+a9v3m3XZctW4avv/5a/F1SUiKuaWpqitraWjx//hx9+vTB4cOHMW/ePL12ePHihUCgyWQyga6ZMWMGAgMDkZOTI+jm+vTpg2fPnuklngNAQUEBVCoVtm/fDmNjY7x58wYHDx5E3759kZOTA0C7C69SqWBsbCy0uFQqFe7evasHPvln9vjxY/j4+AAAwsLCmsjNSCbJ0QDAJ598ggMHDjQ5p6ysTDwHzZo1Q1VVFZRKJZYuXQpjY2MoFAqoVCqcPn0aT548gYuLiyjvu3XXtXPnziEgIAD5+fmor6+HiYmJkOuR7OjRoyLr4P/E/n/tQKldxsPFxQVt2rRBYmIiDAwMMGvWLIwcORI2NjYYPnw48vPzQRI2NjYgtcgDuVyOSZMmwcbGBjY2Npg5cybc3d1x7NgxfPDBB0KkzsjICBkZGQgICMCVK1ewcOFCked569YtuLu7C40kyXJycuDv7y8SvAHg8OHDGDNmDHJzc/Ff//VfKCgoEN9169YNNjY2uHXrFmbNmoXvvvvuX9a9d+/euHtXH2eQlJQEa2treHp6QqlUwtraWrTR+0wmkyErKwuffPIJXr58CQAiH/P+/ftwdnbWO//s2bOwsbFB7969YWZmJqCPRkZGePToEbp16waSCAkJQWlpqYDgvXz5Eq1bt26SHpKSkqL3kgGA27dvo3fv3qiurhZ9o1arkZGRAQcHB4wbNw59+/aFkZERkpKSsHTpUowfPx6lpaXIy8uDjY0N8vLy4OrqKl6e75qDg4NI9JfKLznEoUOH4vjx44iIiICNjQ2sra2bQG/fZ1Lu48CBA3H16lW0adMGeXl5ACC4PHv37o0HDx5g2rRpQmoC0DolFxcXAICxsTFKS0vx4YcfwsbGBps3b8aBAwdgb2+P4uJixMXF4cGDB+jdu7fow9LSUpiamsLIyAiffPIJAgMDUVRUhFatWmH69Om4f/8+3Ny0KY0ajQY2NjZQqVTiHjY2NnBxcRF5q79nnp6eaNOmDQ4dOgQDAwM92Q5Am1tcWlqKoqIigTQ7ceKEHi+uZNKzCGhTElu0aIG+fftixYoVKCoqQlVVFZYuXQpDQ0M4OjoiOTkZnTt3bgIIeN91GxoaYGRkBBMTE7x69Qq2traoq6vDRx99JKC475a9ffv2es/lH7I/Mk39n3pAZzqfkJDAyZMn88CBA/z+++8ZEBDArKwspqam0sXFhaR291Wj0TA7O5tv374VqTZZWVksLCxkWloaPT09ef/+ffbs2VNvafDs2TPW1NQIaYvo6GiOGjWKSUlJdHV1FZRnjo6OrKioEOdLS/jKykoeOXKEdnZ2IraUlZUlGOGzsrI4atQoRkdHs7S0lDExMezfvz9Pnz6tt9x0dHQUGyd1dXWcP38+d+/ezaioKHp6ejIrK0vsEkt102g07NixIw8fPiw+e/36NZOSkmhnZ0e5XE5HR0d2796dmZmZ1Gg09PLyEhsSJBkbG8upU6eKNnV0dBRLakl24ty5c6yurmZQUBBbtWpFR0dHjh07lmq1WqQ0OTo66gX8SW3KVklJCePj4+ni4sLc3Fw2NjaKspLa3W5jY2Pu3buXs2fP5vLlyxkVFcVRo0YxNzeXlZWV7Nmzp2jTu3fvMisri7W1tXz16hVLS0tZUVHBffv20djYmP369dNbPiqVSnbo0IEHDhzg9OnTuXr1anH/Z8+esaysTNQ5IyNDUNCNGzeO586d48aNGzlv3jweOHCAX3zxhaDf022j1NRUOjk5MTIykllZWQwLC6O5uTl9fX31FA8kTXn8toQvKCjgwoULuXbtWpLaDSKJRT8zM5Pdu3cXceXnz5+zurqa4eHhDAkJYWFhIevq6pq0qZGREa9fvy7+njNnDr/77juxhC8oKKCjo+N7n4OsrCyR5SCZtIRvaGigo6MjGxoaBNPX5MmTGRUVxaysLEZGRnLcuHG8dOkSHRwcaGhoyKysLHbv3p0GBga8dOkSR4wYQUdHR65Zs4Zbt27lhAkT+OzZMzY0NAglCQMDg3+6hAdAZ2dnNjQ08NGjR6IPampqmJOTw6ysLLHJVFxczMTERI4aNYrFxcW6+vb/+2Ogug7Uzc2NVlZW7NatG0NCQrh9+3b6+Piwf//+lMvl9PHxoY+Pj3h4AwMD6ePjI8hnk5OT2adPH8EHKsXrhgwZIvSqpWv4+PiwZ8+eTXbhExMTKZfL6enpyYKCAi5YsICbN29meHg4161bx/LycsbGxopNJ4kvVBqM9+7d49y5c+nj48Pu3buzZcuWHDt2LE+dOsUBAwaIunp5eYlytG3bluvXr2dUVBRbtWqlV0YfHx9qNBr6+voyISGBlZWVDA8PF985Ozs3iYVJ35mYmNDNzY0+Pj48duyYnqTH+3Thjxw5wgkTJvDmzZtiFx5AE07WxMREDh48WNxHV+dGioEWFRU1qYehoSH37dvHgIAA2tjY0M7Ojj179qSXlxcLCwvp6elJQ0NDktpMCInCb8GCBbxw4QL37t3LDRs2MDExkYB2w2zQoEFMTEzkwIED6ePjQ1NTU7q6unLbtm1Cf+ju3bv08fHR42r18fGhXC5n//79aWFhQScnJ65evZobN25kr1692Lx58ybcrqdPn+aIESPYokULPUkPQMsHWlpaKqjzdDlZpT5Yv349s7OzmZqayqCgIJaUlIi2AcABAwbQx8eHz549Y3BwMDdu3MicnBwmJydz9uzZJLXZDtJvZDIZPT09RT2zsrK4evVqfvjhh1QoFHra8Lr9kJ+fz4ULF/LcuXOMi4vj2rVr+eDBA7q7u9PQ0FCUR+ozd3d3WlpasmfPnty/fz/37NnDli1bCu0kmUymx5uruwvftWtXOjo6csiQIXz+/LleOQDQ29tb77Mff/yRBQUFTExM5K1bt1hWVqb33NTU1HD8+PHCCW/fvp2RkZF6mkgmJibSGPlDDvTfCuX8d5tMJmN0dDSMjbUS9Vu2bMHDhw+xcOFCzJkzB3v27MH27duxadMmaDQaBAYGYsqUKTAwMECfPn1gbm6O/v37IycnB8nJyTA2NsbWrVsxYcIEeHp6YurUqYiLixPSFpWVldi7dy8sLCzQvn17ZGRk4MyZMzh16hQmTJiAwMBA/OlPf4KBgQFu376Nbt26obi4GKampjAxMYGBgQFGjhyJjz76CBMmTEBcXBxiYmIwZcoUgWZasWIF6uvr8cUXX+DJkyfYvXs3Pv/8cxw+fBgxMTGYNm0atm/fLggRtm/fjrFjx0KhUODvf/87Fi5cKNqHJFJTU+Hh4YE7d+7g7du36Nmzpx5Lk66RWonlqKgoEd/cunUrjI2NMWTIECgUCjx58gQmJibo3bs3Zs2ahe+//x4zZ87El19+CU9PT4wcORIvX74UaKKqqiqkpaXB1NQUO3bsQGBgIGJjY7F582ZYWFhgyJAhaN++Pc6cOYMNGzYgMzMTX375Jfr16yf6bPfu3Zg/fz7u3buHvLw8FBUV4eTJkygqKsI333wDT09PHDt2DDKZDFOnTkVsbCyuXbuG1atXIy0tDR988AGqqqpQU1MDlUqFSZMmYe3atdBoNEhNTRUY8rq6OoSEhIhlb3V1NWxtbeHv74/g4GD89a9/xa5duxAYGIgdO3bocRS4ubnByMgIN27cAABUVlZi0aJFIowxefJkdOnSBdOmTUNtbS1KS0uRmZmJt2/fYuXKlRg8eDCOHj0KPz8/Ibm8YMECzJ8/HydOnICJiQl69OiB1q1bo1OnTnjy5EkTVM+8efNw9epVvH79Gp06dcKzZ8+QlJSEDh06IC0tDQ0NDThw4AD27NkjQhZ3795FTU2NkG3esWMHEhMTMX36dISHhyMyMhJfffWV6IMhQ4bAy8sLxcXFMDExQbNmzfD69esmBCnvWnR0NIYOHYrx48dj9+7d+OGHH7Bs2TIRh9yzZw8MDAwwZswYXLlyBStXrkSnTp3QvHlzXLx4EaNGjYKbmxvUajVmzJghztc1Sb0zLi4OHTt2xF/+8hd06tQJu3btAqBF7X388ccYM2YMDh48iKioKGg0Gtja2qK8vBw//fQT7OzspD7474Vy/t+ygoICERORNn5u3LgBCwsLFBcXo6GhQcRAASAuLg4LFy5EWVkZysrK4OzsDAsLC5iZmaGwsFBgsfPz8wEA+fn5WL9+vbifFECXWHEaGhrw8uVLyGQydOrUScQSDx8+jOHDh6Nz584AtLG9tLQ0FBYWQqVS4YcffsA333yDwsJCaDQatG/fHgcPHkR6ejratWuH/Px8mJubY968eWKDSipTQUGBeHjr6upw6dIleHh4YPTo0eIcyTp27IjCwkK0a9cOAFBbW9vkHF375ptvUFxcDEBLqHDixAnU19dDLpejpqYGnTp1AgBRz4KCApDEjz/+iFatWuGzzz6Du7s7SOLixYsoLCwUmt47duxAx44dIZPJUFhYiIqKCsTExGDYsGGwsLBA69atYWxsjLZt2+r1WUFBgYBdlpSUID8/HxUVFaitrUVJSYnoY+mBKigogI2NDYyMjFBcXIz27dujqqoKlZWV+OijjzBjxgzRBp06dUJBQYHYoDEwMEBNTQ0sLS1hZGSErl274quvvkJhYSFIihjZy5cvxYsb0Max+/fvD7lcjoMHDwrtIek+ERERqKqqwrBhw5Cbm4utW7fi1q1bcHR0xIMHD/DgwQMA0CPAaGxsxOvXrzFixAiQxM2bN3Hz5k1MmDBBjBGZTIbly5cjIiJC8Az88ssvaNWqFVq0aAEzMzOUl5ejU6dOIhZbUFCA0NBQbN68GVZWVjh79iz69++PHj164M2bN4LHQKPR6NV34cKF2L59O77++mtUVVXhwYMHqK+vh0Kh+N0xBWhZxP70pz+hpqYGJSUlUKvVePnyJQwMDBAWFoaXL19i6dKliI6OFn1bUVGBt2/fwtTUFFZWVsjPzxd1LCgoaLKRJ42ZTp06CVYmksjPz8c333yD2bNnw9LSEiqVCpcvX0aHDh3g7u6Op0+fik1HAwMDMcb/kP13L8P/v1rCDxs2jH5+fiJuIyVcm5mZceLEieK8SZMmsbKykk5OThw4cCAjIiJ4//593rp1i76+vmIJL5PJGBcXx6lTp9LPz08ca9eu5ZgxY2hnZ8e5c+cyKiqKM2fOFMtQieR5xIgRbNeuHadPn85Ro0bpLeeMjY0ZEBBAkvT39+eePXtYXV1NT09Penp6ihQrKYWmtLSUBgYGogy6KpVeXl708/NjSEgIFy1aJFI3pHNjY2NpYmLC/Px8njlzhosWLaKfnx/79u1LW1tbAT6Qy+WcMmUKY2Nj6e/vTz8/P+bl5XHz5s08f/787y7hJ06cKJLCFyxYwKdPn/L06dP08/Ojr68vmzdvzunTp5Pke9s0KSmJ6enpDAoKooODA6Ojo4Umjp+fHw0MDDhu3Dju3LmTPXv2FPeV+mDjxo00NjYWkh3SEj4hIYHdu3dnXFwcjx07JtRI3yfpERUVxerqaq5evZo3btzg/fv3GRcXx4sXL/5TSY9Ro0axdevW9PLyEqGgM2fO0NLSkmPHjtXrM2lchIeHMy4ujmFhYULWt1WrVhwzZkyTNpVS9KRc3O+++04s69+8ecOJEydSJpPp9dn27dsFZJfU6ietXLmSJEUak5+fH9VqNVu3bs21a9fyww8/5K5du3jy5Em90IORkZEov0wmE5IewcHBzMnJYUJCAqOjo5mcnMwWLVpw/Pjxos/8/Pz02P5nzpzJuLg4kQaoew+pD6Kjozljxgy2adNGPAcODg7csGEDCwoK9MaMbptKh6urK2NjY1lQUMC4uDju3r1bPPuxsbE0Njbm6NGjGRkZSVdXV06aNIm3b9/mvXv3OHv2bG7ZsoXGxsaMi4v7z4mBenh40MvLiz/++CNTUlI4atQoLly4kMnJyXRxcWHHjh1ZV1cnBsalS5eYkpLCsWPH8tatW/z2228ZGhoqtLGtra159uxZ0Sm6Gx6PHj3iggUL6OXlxa+//pqRkZF6mkgpKSkcMGAAvby8eOzYMbq4uBDQSrzq6vm0aNFCL+dToVDw0KFDdHZ25oEDB7h79256eXkxICCAKSkpPHv2LH18fEiSV65cEfIQLi4uvHz5Mp89e8aFCxeyZcuW9PLy4ogRI8S1JazxyZMn2b17d5FwfPz4cS5dupRpaWk0NjYWzvrdfLknT54wJSWF69at48yZM5mSksJTp07Ry8tLHImJiWzVqhVdXV3p5eXFhIQE8ftbt26xbdu2Arss9YFuuyqVSvHguLi4CClmb29vpqSk0MfHh+fOnWOnTp3o5ORELy8vdu7cmZMnT+aDBw/o5eVFX19fcT3p/A4dOtDZ2Znnzp0T35WXl/PYsWP08vLigAEDmJKSQm9vb8rlch46dEigb6Q8UDc3Nx49epTu7u6UyWSiznK5vIkm0qtXrxgTE0N/f3+WlZVx0KBB4r5DhgwR0hRWVlacPXs2582bx1atWjEwMJClpaX08PAgAHp6erK+vp7t27enq6sro6OjmZKSwrVr19LLy4sTJ07kzZs3WVdXJ8rz9u1bIfXh5OTEb7/9likpKczIyGBVVRVTUlJ47tw5vVzc4cOH08zMjE5OTuIFcPDgQTFOpdi+NK6lPnB2dha5psXFxYyNjeXEiRNZVVUlximp1fpyc3Ojl5cX27Zty86dO+uNGyluqtsHz549ExLXoaGhXLhwIVNSUnj37l2S2tzjlJQUkuSnn36qd71Dhw7x1atXXL9+PZs3b05fX18mJibSy8uLkq8oKSnh9OnTaWVlRXt7ey5dupQpKSncvXv3uy/I//0O1MTEhE+ePGF2djaHDBlCBwcHOjg4cO3atayuruaxY8dobW3N7OxsPn36VASmJa2c7Oxsoak+d+5cpqWl0cHBQeCjJQf67NkzZmdnc+zYsTx8+DDLysq4a9cu2traCgeqqwtPUuzmtW3bluHh4dy5cydtbW1pZGREBwcHkUhMUg/KtmnTJmZnZzM7O5uHDx+mg4ODEBHLzs5mt27dxO7l4cOHWV1dzSVLltDCwoLjx4/X0/6WypGenk53d3eamJgIByqRcpw8eZI2NjbUaDRUKpV0cHBgXV0dnz9/zuzsbA4cOJAA6O/vz7i4OHbs2FEk0ktl6tmzJx0cHHjhwgVRduk4deoUHRwc6OzsTI1GI/ro7t27zM7OZk1NDUNDQ2llZcWhQ4fyp59+oqenp+gzBwcHZmZm0tLSUswksrOzOX/+fE6ePJl1dXXMzs4WPAfSfV1cXGhkZMQDBw6wqqqKb968YXZ2NuPi4mhvb8/s7GxmZmbSwcGBT58+Za9evWhoaMj4+HhmZ2dz1qxZBLRiez4+Prx79y67d+/O7OxskmSvXr1YWFio50B37txJLy8vZmdn89mzZyLjg9TyElhbW/P48eOcOnUqLS0tqVAoOGnSJFFmCXWmVCqp0WjYv39/njt3jpMmTaJCoeCCBQtYXV3N48eP09raukmd3dzcaGxszDNnzvCbb76hlZUVfX19hZaVTCZjt27d9PrHx8eHqampLCkpYWlpKU+dOkVbW1saGhoKxVapDxQKBTt16sSjR48yOzubb968YUJCAidOnEiVSqV3XcmBZmdns6CggCNGjOD8+fNZXFwsxk5paSkBiD4wNzfns2fPWFBQwMDAQLEL7+DgwIEDBzI7O1usBiRAyfPnz1lfX8+ioiJmZ2czPDycZmZmHDx4MK9fv04TExMqlUoxMZDGtZ+fHzdu3MiwsDACWmiwNDZ/U8j93+9AJSSShYUF09PTWV1dLdI5jh49SrlcTktLS73j9evXYnAaGhoyKiqK9fX1IiWisbFRT95UpVKxa9euNDAw4IULF1hTU8OwsLAmqpzvc6Dm5uaMiYlheHg4g4KCmJqaKpyhrnXu3FmQKZiZmYmyDhs2TGB439VEcnZ2pqWlJRMSErhkyRL6+/vzxIkT7Nevn9jVlwg0mjdvzvT0dLHEqa+v5+7du8V9unfvzrq6OrZs2VJA+mxtbdmiRQsaGRmxWbNmbNasGYcOHcrLly83QSJJqpzSTrh0vpGREQcOHCjqWV5eLo6uXbvS0tKSly9fZk1NDVesWCF27R89ekSFQkEDAwOWl5ezTZs2tLS0pIGBAc3NzWlpaUlTU1NOnjyZKSkpBKCHRLK0tGReXh67du1KQKvKGRERoSfsht924svLy2llZcXKykra29uL65uYmIjd7du3b7Nr1658+/YtLS0thX4RSQ4aNIgnTpwgqXWghoaGtLS0ZLdu3VhfXy/aVPfecXFxDAoK4pw5c3j27FlaWlrq4eAtLS356tUrajQauri48ODBg5wxYwaDgoIYHx/PFi1aUCaTsX379qIPJGfVs2dPPSSSkZGR4IMwNzfnmzdvxMtIoVCINLF58+Zx1apVVKlUvHjxokj9k0zqg7t379LX15fGxsb85ptvxPeSk5LGVENDA+3s7Jibm0tfX1/RZ5JWWVVVFcvKytimTRsBnQa0iMK+fftyz549nD9/Pv39/VleXs5bt27pPcdSHzg5OfHevXvipSRxSKSmpuqVB7/twvfs2ZNyuZz79+/Xyxbp1auXWH2Ul5f/ZzhQV1dXNmvWjK9evWJDQ4PQhVer1Txy5Ajd3d2pVqv1YGUmJiYsLi5mQ0MDhwwZwqioKK5fv14oSObl5YnYiqGh4XuhnFJsKzU1ld26daNarWZ9fT0NDQ2FM+nZsyeTk5MZEBDAVatWUaPR6OGRSeqVS3rYDxw4IHSuL1y4QABs164dVSoVDQ0NxQtCukZjYyMXLVpEmUxGX19fpqens3379gLKqdFoqFAoaGhoKI5vv/1WDxKq20bSv7a2trx37x5HjBjBrVu3cuvWreL3kkif5NSll09DQwN9fX0ZGRnJdevW6bExlZeX68WsSkpKxHezZs2igYGBwM9LqpzS/VQqFRsaGtizZ09euHCBarWa4eHh/9SBqtVqPWG2uLg4kuS+ffv0cP/SIRGHODg48MrAZoDpAAAgAElEQVSVK9RoNAwNDRXf60IzJeVP3TpLL52dO3fys88+E+2p265mZmaUy+V695V04cl/aJLLZDKqVCq2aNGCr169EmEgAwMDGhoacsyYMbxz544gvXmXjQl4P5RTqrO0hDczM2NRUZEoo1SH+Ph4wTL27jiV+uDy5cv09/dnWFiYKH92djbbtGnTpO66R1hYGKdPn87ExER++OGHVKvVevDVd2OaUnsYGhrq6byTFC/Xd016icnlcrZr107c28jIiDU1NWxoaKCrq+t7Y9rt27cX4+4/woFKFZcG2qlTpzh79mwC4OjRo3nr1i0CEGQi5D8cqLRRExUV1aQTdPNAJdN1oKGhoeLznJwc4rdNGPIfbEzv2u9h4Ul9BxoaGsrAwEBeuHBBb6lP/gOHbWdnxxs3bnDcuHEiSK9rug70XVu4cKHIDXyfLrxEZ6frQN+1dyV1i4qKmuSVSg70xYsXNDc3FzHQdx0oSa5du5bjx4/ntWvXhHPQNSsrK2ZlZYmQAoDfdaAkpaWYcKCkNg/V0dFR79oSGxNJenh4CEKXd+19fATvLuHf92BKM1BdFU9SmwcqYeHf/Y3ENyo50G3btr23TH/UgUpYeN1xrauqKmHhSQpe2Hf5QFu1aiVmrP7+/gQgsPCklvLvffWXjtWrV4tzMzMzm3xfWVnZhCbx3XEtmTRjfTdkJZmEhdftA/L9fAS6h5mZGUn+5zlQ3Rnohg0bKJPJBDmIrgNVq9W0sbHhgwcP9N68R44cEWSzpPZh0Z2BSjMNaXaoa1IsR3cGKtk/m4G+60AbGhpEeRobG7l7925++umnTE9P/5czULVaLcokzUClukqzJTs7OxoaGvLYsWNN6iDNfqQZgORA5XI5ExISqNFouHXrVo4ePZqkdhf+3dmCXC7n/fv3qVarRfxQ6gNSOwM1NjZusiIgtTPQ4OBgHjx4kJ6ennosWCTFbrRcLueFCxfo7+/PkJAQxsXF6bEc6a4cDA0NmZmZSbVazalTp3L16tV6M9C2bdtSrVa/dwY6ceJErlu3Tq8Mv/zyC83MzPTKbm9vz+vXr1Oj0QgNc0BLJiIlZevOQAsKCuju7i422SQHKvWVWq2mSqUSsy6pPgkJCZwzZ44eQUtBQYGgK9R1oPfv36dGo+Hs2bPfy8akWx4AgrzYwMCAoaGhf3gG+u64k2agdXV1ojyStLHUP9IsWpK6Li4uppGREdVqtZid646pNWvWCJ13Z2dnlpSU6LXLuzPQpUuXiu9dXFz0skWkz/Py8kRbz507V3zv4uLCFy9e/Gc5UBcXF5qamurFQOfOncvFixczNjaWffv2Fc5Bl5qroqKC/fr146VLlzh//nyGh4cLnkLJpNmSFAO1tLRkUlKSXofduHGDLi4uQsNcmgmVlZXRzc2NlpaWNDY2pqmpaZMYqORApRjN8+fPRazI0tJSBMIzMzP1oJy6jm/w4MF6O96XLl1iixYt2LZtW/GZTCajQqFgRkYGy8vLxQth9+7dHD9+PNPT09mtWzfB71lWVkYbGxuBhmnevLmILUl8oN27d2dhYaHeYM/KyhKoEyl9ZcSIEXqsRboDXtqYILWzWSlG2b9/f7548YKWlpaCs1M3bcvc3JzGxsYMCwvj/v37xecSx6X09/Pnz0Vb+fn50dTUlF999RV/+ukn4dyl+JsUA62srGRDQ4NIy5o3bx5JbdqTvb09i4uLRf9UV1ezsrKSPj4+gg9006ZNHDRoEG/cuCE2BnVjcBYWFpTL5aJN582bJ8ZcUVGR3rmvXr1ieXk5nZ2defLkSc6ZM4cmJibiHAsLC5qZmTWJger2wZIlS5iQkMBBgwYxPz+fHTp0YGNjo7gHAD558oSDBw8mAIaEhPzLGKhuHDoiIoIkBVw6Ly9PXPvdVUB0dLRIs5Pi4hqNRowJ3RchoGXcqq+v59u3b3ns2DHBmap7jkKh0IuLmpiYMDAwkOXl5bx+/TodHBwEqXJZWZnYL5FUCubPn8+ZM2eyvLycVVVVwuH+Vof/XgcK4HsAJQAe63wWDqAQwIPfjs91vgsBkAPgKYBP/8g9TExMKJPJeO3aNdbX13PGjBmiUf39/Zmfn8/8/Hw2a9asCRGsk5MTz507x+LiYiEHkJaWxgEDBghGesmBWllZ8ezZsxw3bhwPHz4sriHtVpP/2ETKyMhgY2Mj8/LyqFQqOWrUKM6ZM4evX79mbW0tk5KS6ObmJhxiZmYmlUolVSoVCwoKqFQqqVQquWbNmn/pQPPz8xkQECCWXzU1NVQqlXrM+zKZjA8ePGD//v31JDcqKiq4f/9+fvrpp7x586aor4ODg5j1AuDOnTupVCoZEhLCkSNHsr6+ntevX9ebWQDanMzz589TqVSK3Dtzc3Mxa33XcnNzxWxaYk/fvHkz+/fvT7VaLdqB1Heg0vGuAzUwMGD37t2pVCopl8tpb28vYIqvX7+mUqnk9u3baWtrKx6SjIwMOjg4CIZ8Hx8f3rt3jxMnTuSCBQvEjvHbt295584d0UZZWVl0dnbW24XfsGED582bx4MHD4od4H+2TIyMjKRSqeSmTZvEElXC40vZItJusImJCU+ePMmSkhLRJkqlkikpKXoOND09nW5ubrxw4YLogyVLlrC6upr5+flUq9UCb69UKmlkZMSbN28KTohx48YxJCSEp06d4ogRI8S4liw7O5tKpZJ2dnaMjY2lUqkUoara2lqRNpiRkSEcaJ8+fUTf7d+/n6WlpYyIiBAOtLy8XGDtJQd6+fJluri40NramtHR0YyPj6etrS0dHBz06i+Na6VSSWdnZ27bto2BgYFUKBR0cHDgkCFDeOvWLb1xLZPJeOXKFbHimD9/PufOnctLly5x5MiR/7P4QKEVinN9jwNd9J5zewJ4CK3gXBcAuQDk/+oe3bp1o7GxMV+9esXAwEDu2rWLycnJDAoKEg9ufn6+3hJ+8ODBLC8vp5OTE52cnOjt7c3o6GiS/5D0qKqqEg2pUql47do11tTU8OHDh4L38uLFi5wzZw4LCwvp7e0tcs28vLzErGv+/PncsmWLeJBJvjcGOnToUHp7e9Pb25sXL15kTEwMu3XrxpYtW3LMmDE8c+YMfXx8mJyczAEDBghM75MnTzhu3Dja29tz06ZNJLVkD1LCO6nF+Dc2NvLGjRuiXDt27KC3tzednJzYvHlzDhs2jMnJyUxKStJbwu/atYszZ87k0aNH9RLp3759y3PnzjVxDJKDViqVYhkvYeFra2tFHXVzQBctWsRNmzZx9erV7N69+3sZ6VNSUvR2qQFtbu3cuXOZnJwsDik/MCUlhcnJyaytreW8efPo7e3Nffv2CT7Qjh078tq1a9RoNExOTiapZa43NTVlamoqMzIymsTWpJmZ9BIzNzfXywPNzc3lxo0bxbh6/fq1KGtSUhJNTU155MgRJicnc9asWTx8+DALCgqYnp5OpVLJ0aNHs76+XgBAzp8/z+TkZDo4ONDJyYnHjh3TK099fb3QQoLOEt7NzY03b96kUqnk6tWrGR4ezoyMDI4bN05g4UltPrGvr6/ok02bNvHZs2csLi5mXFwcvb296evry8bGRnp7e4sQWbNmzdirVy/xO2kWWltby7Nnz4rnQK1W6810JUDDnj17OHDgQL548YL9+/enTCYTdT59+jRHjhwp+trOzk6k8UmcCSqVSpzv6enJ4uJi3rt3jyUlJVy8eDFHjBjB5ORkxsfH6+H5k5KSmJyczOHDh9Pb25upqanMyclhdnY2T5w4QXNzc5Hql5yc/Icd6L8Nyknyym+yxn/ERgCIp1Yf/rlMJssB0BfAjd/7UWlpKRobGzF37lwkJibi2bNn6NChAzp37gx7e3usXLkS06ZNw9u3b+Hv7499+/ZhypQpAgb5+PFj+Pv74+OPP8bt27f1YHQymQyxsbGYPn06/v73v2PVqlWCvg0Anj9/DkALpUxJSYGBgQHi4uLg7++P6dOnY8uWLXjw4AFcXFxw//59LF++HD169BCKmJL5+/vjyy+/FHDUixcv4syZM1AqlaKMffv2RUpKCvbs2YOUlBQEBgbi559/RlVVFTIyMvDixQvs3LkTDx48QEVFBS5evIgpU6ZAJpNh3759mDlzplAejIyMRFRUFDIyMkQZEhMT0bJlS1Hn2bNno6ysDH369MHp06cFfZ9E2VdTU4PY2Fi9emzbtg1RUVGYOXMmHj58iNu3b+t9b2RkhMDAQADA9OnTBTTT1dUVQ4cOxdu3b/Hq1Ss8fPgQpaWl+Otf/yp+u3fv3iYUZi9evMDJkyfRrl07BAYGYvHixZDL5fDy8sLevXsRGRmJZs2a4cGDB3B0dMTz589RX1+P4OBg7NixA1FRUYiJicH333+PgIAAXLp0CWq1GmvWrMGKFSuExvvjx4+xYcMGABBlnjp1Kurr67FgwQLk5uYiMjISixcvhrm5OR4/fgwnJydR55iYGOzduxc7d+7E559/jg0bNsDBwQFOTk7IzMzE/v37UVZWhsuXLyMgIAApKSkAgH379sHQ0FBAjgsLC3Hu3DkcPHgQ9vb2mDt3Lnbt2iVw3tOmTUNlZSXmzp2LH3/8EcOGDYOxsTF27NiB0tJSjB8/Ho2NjUhKSsKUKVPw/fff486dO1i4cCFsbW2RkZGBFStWANBCQVNSUqBQKEASKSkp8Pf3x/nz57Fq1Srs27cPH3zwAd68eYPMzExkZWUhIiICKpUKV65cAQAEBARg06ZNWLZsGYqLi+Ht7Q0XFxc0a9YM1dXVmDNnDq5fvw65XI7AwEBcuXIF+/fvh6+vLx4/foyqqipBBzhkyBBYW1tjypQp0Gg0oo2uXr2KWbNmwdzcHADwwQcfYNmyZejbty/Ky8tRUlKCmzdvAgC+//57MdaXLl2KEydOoKSkBEOGDEGLFi1gZWWFCRMm4NGjR00oFn/P/juw8F/LZLIpAO4CWEiyHIAtgJs657z87bPfNVNTU1RVVeHo0aMICgqCtbU1Tp8+jbZt28LFxQUbNmzAtGnT0NDQgLi4OOzbtw+TJ08GAMyePRslJSXQaDQ4ceIEZDIZ3N3d8dlnn8HExATh4eHIycmBvb09Nm7ciD179uDzzz9H165dceXKFVRUVGDMmDHYsmULTE1NERISIkhru3TpIh74hIQEVFRUoLKyEl27dsWBAwcQHBws6vDDDz+gffv2CA4ORkJCAs6cOSNw9vb29pg4cSK2bduGsLAwrFq1CuHh4ZDJZOjRowd2796N//qv/8K0adMAaHlIT506hebNm8PBwQGAVg553759WL58OVq1agVra2uMHz8et2/fRnZ2NgYOHIidO3di//79AIDOnTujS5cuMDQ0RFRUFHr37g1XV1dBkvHq1StER0eje/fuCA8PR3h4OJYvX46AgAB4eHigoqIC2dnZuH//Pnr27IkZM2YA0Dqf3NxchIeHo6CgAGvWrEFAQAC++OIL2Nvb4+rVqygpKQGg5ZTs0KED1q1bh/DwcKxatQpz585FZGQkSktLRdvl5eUhOjoaRUVF2L9/v8Axx8XF4bvvvsO2bdvg4+MDkkhKSoK9vT38/Pywbt06cX7Hjh0RGxuL4OBg8WI1NzdHYmIiampq4OTkBIVCge+//x6LFi0SfRYaGgpjY2PcuXMH1tbWaNWqFV6+fAkHBweMHTsWO3bsQHh4OKZMmQJ/f3/Y2tpi/fr1iImJgYeHB6qqqiCTyUQ/9ejRA1u2bBFt2rVrVxgZGcHY2BgTJ07Emzdv8PPPP+PChQto3749KisrER8fj9DQUABaye7Fixfj7du3UCgUuHLlCq5evYoXL14gISEBrVq1wsOHD8X1O3XqhNraWnzxxRein54/f47BgwfD2NgYLVu2RHBwMAwMDLBy5UqsXLkSS5YsQW1tLerr6+Hh4QF7e3uUlZWhuLgY+/fvh6mpKVasWIGVK1eia9eu+POf/4y1a9eiuLgYxcXFOHr0KADt5OPkyZNo1qwZli1bBj8/PwQEBCA+Ph5t27YVxNuDBg3Cn/70J5BERESEGKO6lpCQIP4/aNAgwZOqUqlQWlqK5cuXY/Xq1ejatSvWrFkDtVqNgoICdOjQAdeuXUPLli3xySefwMrKSryEpBfJH7H/2w50J4DV0E6rVwPYBGAagPfRpvN9F5DJZDMAzAC0RBBGRkYYPXo0evbsCXNzcwwePBgfffSROL958+bw9/eHTCbD3r17IZPJMGHCBFhbW8PU1BRKpRIXLlyATCbDihUrMGDAABw8eBAdOnRAYGAgVCoVFi5cCLVajcmTJ4tZTdu2bfHnP/8ZERERmDx5MmxtbfHVV19h6tSpsLe3h5GREXx9fZGZmYmWLVvC2toaCoUCxcXFWLx4sSCSnTp1KkpKShAfH4+nT5/Czc1NkN+2bNkSrVu3RlZWFjZt2oRVq1Zh+fLlgjTj7NmzGDNmDMaNGwelUomoqChYWloKdqfY2FikpqZKYRL8/PPPqKmpEcxJ6enp+PLLL1FWViaYgAoKChAdHY1du3bh9evXCAoKQu/evbFlyxakpKSgqKgIkZGR2LZtGyZNmoTw8HB06NBBkNMeOnQI7u7ucHNzg52dHQIDA/Hrr7/ihx9+wOrVqxEeHo5ly5Zhy5YtmDVrFuzt7XH9+nVs3boVx44dE5rpwcHBWLduHTp16oSvvvoKW7ZsgaGhdrh6eHigpqYGVVVVcHR0xN///nfhaHRXEZGRkYiJicGePXtQVVUFa2trPHr0CKNGjcKZM2cwfvx4cf7SpUtx6dIl/OlP/w957x1W1bVujY+9N2x6L4qAIKgYJECEoygE5SgaoqBoLKgoHrGQRMVEMR5Lot4TY4lGjb2LxoIdUcQuESuIIgoqRVFpggjSYY/fH2TNu7eak9z7/e73nXvv+zzzeShrrz3betec833HGB/D2toa2dnZSE1NFS/H+vp6ODg4iJ3MN998A0NDQ8jlcnzyySfw9vbG3bt3oaurC5lMho0bN6KoqAhAyy6jsLAQBw4cQE1NDeLi4gAAvXv3xuzZs9G7d2+8ePECa9euxbfffosnT57A0dERCoVCtOv169dISEiAg4MDAgICUFFRgTFjxmgQX9ja2mL58uXYtGkTSktLkZCQAEdHR3Tu3Bk//vgjwsLC0KNHD0RERAg2qsOHD+PGjRuwtLREdHQ0unTpguPHj8PCwgIxMTEgW8g5ZDIZZs6cieXLl6NXr16ibc7OzrC2tkZoaCguXryIuXPnYsGCBbC3txfzNCgoCHfv3sXRo0dFXU1MTBAeHo6///3vYme4e/durF69GgDQs2dPfPzxx2jbti3u3buHvXv3YsSIEdi3b5+4x+jRo8WckCwlJQW6urqwtrbGqlWrsGLFCowbNw5t27bFmDFj0NzcjKamJhgYGMDIyEh8rqysDKdOncKMGTM01CL+0P7MPv8/WwA4Qu0M9Pf+h5YA0my1/50G0P2P7q9+BirhW6dMmcJz585x7dq1jIqKYl1dHS9evEiVSiV4A6UzUA8PD8bHx3Px4sW0trZmeHg4Dx8+rME5KJ3XRUREcMuWLZw+fToDAgI4depUpqamkmwhaZCub2xs5MCBA0XO3/3795mbm8vTp09z3LhxPHfuHC9fviz4QKWg0OjRo4UkLfnvuOqhQ4fy8uXL7w0iSXj8J0+eCD7Q8ePHi7Oit/lAR48ezYCAABEIe/nyJc+dO8djx46xb9++PHfunCiWlpbcsGGDUM+UzkCzs7Pp6+tLXV1dnj17VpwxSXygAQEBXLp0KSdNmkR/f3/evHmTxcXFDAgI0EAlhYaGikDFhAkTNCKrYWFhrK6u1uCuhNr554wZM7hgwQJOnTqVK1eupJ6eHoOCgnjmzBlxfXl5OceMGcP09HShiZSYmMhx48Zxx44dNDY25unTp8U9Kyoq6OTkxOTkZGZkZDA/P5/x8fGcOXMmSQpdeIk/9NSpU6ytreWtW7dYUlLCx48fCz5QADQzM9PoT6lPpe9r3749O3bsSB8fH964cUPwgZLk+fPnBRIKaCETefjwIb///nt+++23rKys5Llz55iYmPgOH2hAQACvX78u+D0XLlzI+/fvMywsjDU1NQKfr1Qq6efnJz6jjoVX10SSgmsBAQEaGRVLly5lQECAIHl+WxMpICCACQkJHDJkCLdv3/4Oz61E/NLY2MiAgACePXuW+vr69PHxoYmJCfft28fNmzcLDol/pol08+ZNMQZLly7lxIkTuXfvXvr5+VGpVPLcuXPvcDzMmzePAQEBgg/UyMiIAwcO5MmTJ/81gkh8jwMFYKP283S0nHsCQGdoBpFy8SeCSFIUXoqsTZ48maampjQzM+O4ceOYn58vovBSAnB2djabmpro5ubGzZs3s6KigosXL+awYcNEEKm5uVlgbiUHmpuby+HDhws28Y0bN3LUqFFikknXq+cJPn36lIMGDeKXX37JrKwsxsXF0cXFhd26dSNJwQYuFYk9XZr8PXr04NmzZ+nt7c2MjAy6uLhoONAnT55w/Pjx/P7777lgwQL269eP9fX1Aoss2cOHDwWhSFVVFUtKSpiVlSUSv21sbFhXV6fBni4hjnbu3MmsrCwRha+trRUILPXJ7OzszMTERGZlZTE6OppWVlY0MjLi0KFDSVIw5KuPgfpklpBDUhBJYk8nWzImpBxLAGzdurVgpG/bti3bt2//Xkb6hoYGPn36lAMHDuSUKVOYlZXFHTt2vDcyLjlQdUb6oqIiVldXMzc3l6WlpZTJZIKRXl9fn/n5+e9lpFdn+ZeKTCajs7MzdXV1aWtryyVLlggctqSnnp2dLQiVpTGQHOiUKVM4ffp0kuSNGzdErqMURLpz545QoVVnpH97jr3NSF9fX8+nT58yKyuLpaWl7xWVk8ZBUnJ4+vTpO4z0+fn57Nq163sZ6f39/bl06VINRvrc3FwNhnxpfM+ePUtPT0/u27ePJSUlXLBgwR860KFDh3Lr1q0cN24co6KimJCQIOSLpTHDb8FRqa7S96oz0v+rReH3AigE0IiWM83xAGIBZAC4C+D4Ww51Dlqi79kAgv7Md6irct6+fZtVVVWMjIzkF198wV9++UXkvwEQOYU2NjZCw9zc3Jw7duzgTz/9xHHjxv1uFJ5skU69cOGCYNCJiIhgZWWlSFkyMzMj0KL4KSXnh4SEUKlUUk9Pj+bm5gwJCRETTl2908zMjObm5jx9+jQjIiJobm5OAwMDamlp0dvbm48fP2arVq1YVlamgXLq168fY2NjOWvWLOrr67Nfv35CNkPd7O3tmZGRwV69evH48eOcN28ezc3NaWhoKB70srIyvnz5khYWFiwoKKCNjQ3Pnz/PoUOH0tzcnPr6+iIP1NXV9R1KuwcPHrBHjx40Nzfn6tWruWDBAoaEhAh8cVVVFS0tLUmSrVu31tCFJ8mffvqJBgYGwoFWVlbSyspK/N/CwoJAC5PVxo0buXDhQo4bN46JiYn09vYWuu3m5uYsLi4WOOzg4GCam5uLPpXqK5PJxJiZmZkJLLyRkRF37tzJ2bNnMzo6mhcuXKCPjw9LS0upra3NsrIysZJUz66oqanhmjVrGBoaypSUFHbs2FGw4peVlVFfX58ZGRn09PTk4cOHOXfuXDEGnp6eLCwspK2trXCgBQUFbN26NY2NjXnq1CkNB5qWlsbOnTuzvLxcOFAzMzOWlJTQz8+PZ86cYXV1NX/44QfR9rcLfkvlkqRkdHR0OHv2bOFAm5ubWV5ezqamJpqbm4uk+EePHnHgwIHcs2ePxvg1NzeLnE5pjkrS0v7+/jQwMKC5uTknTpzI+Ph4Ma8BiPpIOxAtLS1u2bKFs2fPpr6+PrW1tdmjRw/hQKU2qOdtjxs3TmDt9+3bR4VCQXNzc9rY2LCsrExjBerl5UVDQ0Oam5uL3NfXr1+LOf1bff7fr0D/q0uXLl0E4cWtW7cYEhIi3mTqqBlTU1ONwba1tWV6evo7MMe3Hai2tjYbGhreQc6Q5J49ezQkPZqamkTOm7qTkzSR1E39frq6uuJt7ufnJyampJ8t5YFK0EltbW2NrVRYWBiXLVvGzZs3s3///u/UUzJ7e3uhYS5ZfHw8PTw8NMhT6uvrBUpFS0tLcFH+kaSHtAoiySlTplBbW1tMfHVTT2FSR4KRfEcXXv06c3NzsYUeN26cyAP19/cn+e9Ye1JT0kPddu7cSW1tbWppaWnk1kroMWkLHxYWJtJzJFNP0m9ubqaZmRlzcnLY0NBAlUrFmJgYTp48mSdPnhRpTDo6OhrIIunzkqQHSR4/flwjaV2lUmnwaN64cYMqlYrR0dG/i0TS1tZmXV2dBmJo4sSJjImJeacPJFMqlRovsQkTJmg40JycHEFn97aG1fvsfbLGUnK/v78/Y2NjSVKkMT148IBaWloafKBAi6SHv78/ZTIZFy9ezM2bN4ujjZKSEiqVyt+t06xZs8TzL2HnJWSUtMsgW+C3EiKPpIakh76+vjQv/nfIGhcXF6OhoQGRkZGYMGECoqKiNK6xs7N7R+L22bNnGD16NJKSkn733pL8q7a2Nlq3bi0kKn7PFAoFGhoa3jnUftsePnwo2OGBljQoSb3w96ysrEwcbNfV1Wkcfv/yyy+YMWMGIiMjceLEiX96n/fZnTt3NAIRkqwx0KI6Ghwc/B++5+rVq4X8rLoyqUqlglKpFMzonp6eOHPmzB/eT19fH+Xl5bh3756QMf7P2JgxY9DQ0CCyHCTT09PD69ev/0P3Ki8vx1//+lcolUocOnTovdfU19dDqVSCJF69eqWh3Pp7JpPJUF9fLyRbunbtihMnTmDlypVYtmyZuM7Ozg4VFRVCrltHRwd2dnbIyMhAcHCwSG/6P7Xm5mYolUoR9Pz/yzp16iQCUW/bpUuXMGzYMABAZGSkhrS0xEKvq6srWP8l++GHH7BmzZrf/U5TU1M8e6JGFvgAACAASURBVPYM165dQ2xsrAhYqVtNTY2G0sAf2p/xsv+qBWjBRysUCqampjI4OJgymYzTp09nc3Mzb9y4ocFaI10rkYkkJiYyKiqKs2fP5oEDB9ijRw82NTWJFahCoRBMQJJNnDiR8+bNE8Su7du3Z1lZmbi39DlJuEpage7cuZMKhYKdOnUSuHeFQsGmpiZaWFgI1cRRo0ZRoVAwMjJSA8cssdYoFAqxAvX19eWBAwf4zTffUKFQCDYmqS4KhUKs8Jqamujj46ORkC3h85uamgRbuVTUE8mjo6Mpk8k0EvSlNuC3syipj4KDg7l+/XouX76cw4cPF9dXVVVRW1tboy/Vz3OXLFkiVg/t27enumlra7O4uJiurq5iBSoxn1+8eFEcWdTV1VGhUAikSadOnXjp0iVGREQILHyfPn0EI706fLCiokLUp7m5mSqVSvARkJorUIVCIdrctWtXxsXFUaVScd26daINbdq0EX0ksUxJn5fL5Vy5ciXXrFnDkJAQ8b01NTUa8wgAb968KcZw5cqVGgxX1dXVGmMt3TshIUGDJer69eviGmnFp1QqNT67ceNGqlQqQajcvn37d9jDrKysqFAoeP78eY3xuXTpkmi3VA91LL2/vz/lcjkVCoXGder1UX92JHJraV5/8skn77RZ/VqFQiF4bqU5ffv2bdra2mqsQAGI4O6gQYPEuLxdd/wrnIH+3yhSY7Ozs4VzmDBhApVKJU1MTGhgYCB4E8kW+KI6G5O+vj7XrVvH2tpaNjQ08Pz583RzcxNsTOoH5d7e3jQxMaG2tjZ1dHQYGRnJpqYm3rlzR2CcKyoqqKWlpYHDrqmpYV1dHXfs2CEkkx0dHTWQSK9fv6a7uztNTEy4Y8cOzpgxg+PHjxewT8kqKioEG5ObmxvPnz/PUaNGUUdHhxEREayurmZzczMrKipYXFxMQJONqaqqio2NjZwzZw5NTEw0SqtWrfjq1SvKZDIWFhbSxcWF6enpDAsL48qVK1lRUcHq6mqBha+urhbYZGNjYxYXF9PX15daWlrU1dWlrq6ueNilM9Xy8nLxfW+fgS5evJihoaGsqKjQOKIgydevX9PBwYGpqakMCgoSRyUSG5NcLmfbtm3fYWOqqqpiv379qK2tzQULFgi+A6mPpKLOxtSvXz/BrqTOjyCdsQLQOB74PTYmiYPAxMSEr169or6+Pu/fv8+KigoGBwdzxYoVgkzkzp07NDEx0UBbFRYWsqKigj169KCJiQk3btzI+vp6jUgyKbgrWVxcLAJxEhvTTz/9xIiICF67do329vYsKCgQbEyvX7+mhYUFr1+/zl69egk4cENDg2Cut7e3Z1NTE01MTNjY2MjXr1+zoqKCTU1NjIqKoomJCSdNmsSmpiZWVFQwPz9f1N/Y2Fi0X3JMc+bM4Zo1a9izZ0/euHFD49xTcm4ODg4EWtjB1Oe1uknPAdACYZX4ctXtzp07lMlkok8lXl0XFxdxzqruWKWip6fHioqK/x0O1M3NjTk5OWxqahL42RUrVjAnJ4dr166lh4cHk5OTaWBgQJVKJZjmi4uLWVBQwJycHE6ZMoVOTk6cMmWKwHm7ubnx0aNHdHJyEgNTUFBAX19fLl68mDk5OSwuLubNmzfp5+fHnJwcPnz4kE5OTnz48CGbm5vZu3dvOjk50cnJiatWrRJM4v7+/kxPTxe0XU1NTYINHWihsysvL2dpaSmTkpKora1NLy8vMTHkcjkdHR2ZkpLCuro6FhcXc+LEiTQyMmJERASzs7OF083JyaGzs7OoR3p6OqOiorhkyRLm5OQIGQMrKyuRUpSTk0OVSsUnT56IINXr16+5bds2Ojk50dbWlnZ2dhp0dvfv32dTUxMLCgo0ZGQNDAzo5OTEtm3biih0Tk4OlUqloLMbO3YsnZycaG5urrFiJVtWgk5OTmxsbGR+fj579uzJgwcPMicnh9OnTxcO1MHBQbDsSA7U09OTeXl5Ava3YMECHjx4kE5OTiKVp7GxUbDTS5BFKVNh2bJlot/69u3L8vJyduzYkTk5OUK14Pnz53z+/LlwsuvXr2fPnj2Zk5OjUcgW5nRpRVZUVMSKigq+fv2aRUVFQo5DcryPHz9mp06d6OTkJM5DJQmKqKgo3r17V0TK1aGc+fn5dHFxEQ60oqKC27ZtY5s2bailpcXOnTszNzeXJOni4sK0tDQ2NDQwMDBQONDjx48zODiYOTk5os4A3nFQEp2doaGh4NJtbm7WaLexsTHPnz/PnJwcDho0iGZmZoyKiuKLFy/Y0NCgca00r6XnYNWqVczJyeHq1avp5OQkdgKS5ebmMicnRyOesHjxYjFmtra2tLKyEveXnoPr16/Tzc2NGzZsYE5ODufNm8c+ffrw+PHjov9/8xP/8x2ogYEBfX19+fLlS96+fZvJycmcOXMm16xZw4MHD9LQ0FCwqEt6M5IDDQ8Pp6+vL3/88UcmJydz3bp19PX15YABA3ju3DmhTd3Q0MCgoCD6+vpy+/btnD59uphsv8dIL+GqV69ezaCgIH733Xc8efIkx4wZw9TUVDY2Nkp4W/GGl+q2Z88ebtq0iT/88AOTkpLo4ODA69evs7GxUaMN3t7e9PX15blz5xgTEyOiqkOGDGFiYiJ9fX3p6+vL5ORkUUaMGEELCws6OjpyxYoVLC8vZ3JysobmkqTHQ5Lp6emcMGECDxw4wOfPn4v7JCQkCCkIAPTx8WFZWRnHjh1LMzMzfv3114yKihLXqBdfX1/KZDKWlJRw9OjR3LZtG5OTkzl58mRaWlrS19dXY5sq4b2DgoKop6fHzp0709fXl/Pnz2d2djYvXbpEXV1d+vr6ijFrbGzktWvXOHDgQO7atYvJycl8+vQpi4uLmZyczCNHjggN9uTkZPr5+bGqqoq3bt3iqFGjeObMGebn5zMmJobe3t5MS0sTaUzSGCQlJXHAgAH09fXl+fPnuW7dOjo7O9PMzIxjxowh2cIZ4OvrS5VKxd69e4sxeV+RBOaAFu0euVzOo0ePCjKM6OhoTpkyhaGhoayqqmJ8fLz4rORAJY0jV1dXHjlyRLCub9y4UWxRpc/IZDKWlpZy1KhRYl77+vryiy++YGxsLH19fdmvX793HGhYWBhTU1OFRr2UNystMNTLmTNnWFtbyy+++IJr1qzh2LFjOW7cON66dYu+vr4MCgoS8/ry5cs0MDBgXFwc3dzc6OLiQl9fX06fPp0rVqxg586dNRyon5+f+J779++TbHlJqc+1U6dOaTwHOjo69Pb25r59+1hWVsZVq1bR0dGR5ubmHDZsGJOTk9Vzm//fYuH/b1h1dTWuXLmChoYGHDhwAEOHDkVNTQ3y8/NhY2ODN2/e4MKFCzAwMEBKSgpiY2Mxbtw4AMDt27dx7949hIeHw8/PD23btoWJiQkMDAzg7++PqKgopKSkAADGjx+PqVOnwtbWVsDj1K2mpgYTJ07Enj17oFAo8Le//Q2jR4/GtWvX8ODBAxQUFCAxMRG6urpo06YNvvjiC/z8888AgPDwcKxatQoxMTGYNGkS0tPTcfLkSdTV1aFt27Z49eoVtm3bho8++ghXrlwREMRp06bh5cuXePnyJcLCwlBaWorU1FQEBgZi//79mDBhAiIiIrBu3ToAwM8//4yIiAgEBwdj9+7dyMnJQX5+vtA3nzRpEgAgKioKWlpamDJlCr7++muUlJRgyZIl6Nixo2ivvr6+xr2vXbuGyMhIXLhwAZGRkUIOubS0FH5+fgBaAirjx4/H559/juvXrwMAhg8fDm9vbwGF1NLSQmJiImbOnIna2lqBne/evTtu3LiB2tpaZGZmAmjRXX/06BFKS0thYmKCzz//HM3NzWLMtm3bhvPnz6O6uhpWVlYYOnQoQkND8fLlSyxZsgTnzp1DREQEdu7ciatXr+Jvf/sbtLS0cPbsWfTv3x/l5eW4ePEizMzM8NFHH+Hly5dQKBT4/PPPkZKSgu7du6OmpgbV1dVwdnaGmZkZ/P39kZaWhu7du2PkyJHQ0tLC5MmTER4ejosXLwpJ3ujoaGRnZ+PUqVPo0qULhgwZgmXLlmHPnj1QqVQIDw/Htm3bcOzYMXz11VcwMTHBvXv3cPr0aTg4OMDQ0BB//etfUVlZCZVKhStXrmDcuHE4c+YMvv32W7Rt2xadO3fGkSNHkJCQAADYs2cPamtrERkZKcZx8uTJCAwMxO3bt3Hy5Em4urrC0dERu3btwqNHj/Dzzz9DLpdjz5490NLSwqRJk5CQkICSkhLMnz8f/v7+4l6PHj1Cenq6RvCqZ8+e0NbWRkZGBm7fvo3KykrxfObl5Qk47+eff46NGzcKue+ioiK8fPkS2dnZcHNzQ+fOnfHs2TOMHDlS3PvXX3/F1q1bERMTg6qqKqxevRpOTk4YMGAA0tPTceDAAUydOhU3btzAtm3bsGHDBjQ1NeHWrVto3749zM3NkZeXBxcXF7i6uuLSpUvw8/MTAdQ/a/+tHWibNm0EftrJyQlHjx6FlZUV/Pz8UFFRAaDFuR04cAAAkJWVJZ2dCjt27JjQvpbs5s2bgjgCAIYMGYK5c+eK3yXImlwuR0REBL7//nt06tQJ9+/fB0lkZWWhrq4Ox48fh7e3Nzw9PZGeno6ysjIolUq4uLhAoVBg0aJFAFomX2NjI/Lz85GWlobMzEx4eXnBwcEB9+7dg4uLi/jukSNHQi6XY86cORgyZAgyMzNx9+5dFBUV4c2bN3j27Bnc3d0xYsQIREREYO/evZg/fz60tbXRr18/7N27F926dYOPjw+eP3+OvXv3wtDQUOjX379/HyqVCh06dBDY8NatW6OiogJ5eXkICAjA7t27YW5ujr1794p6ubi4oEuXLmhsbMTOnTuRkpKCwsJCbNiwAWFhYVi2bBlcXV0xcuRI8RIbMGCA+PzLly/x7Nkz1NXV4fHjxwgICBD3l4hLoqOjYWFhgaNHjyI1NRUKhQJ/+ctfkJqaitzcXPz973/HkydPIJfL4eLigpiYGGzduhWmpqawsrJCWloaVqxYgWvXrmHevHkAgLlz50KlUgl4pWTW1tYIDg4GScydO1dAfSUSloULF0KpVGLy5Mmws7ND27Zt0bVrV1y+fBlpaWmIj4/H3LlzMXr0aKFZ39zcjKioKEyePBkFBQVQKBSQyWQYP348VCqV6Htprjo5OWHw4ME4c+YMdHR0NLI39PX1MXToUIHbliCOubm5GDJkCDp06AAAMDY2ho2NDe7fvy+yHyTr2LEjhgwZgkOHDsHNzQ3Tpk1DYWEhzpw5A1NTU9y5cwd37twB0LJTdXFxwcyZMwG0RLQvXLiAsrIyfPbZZwAApVKJESNGYP78+Vi4cCG+//571NXVoU+fPjh06BDu3bsHLy8vODo6orCwEMOHD0dRURFGjhyJMWPG4O9//zuUSiVu374t6nj9+nVUVlZCR0cHjo6OWLx4MQBg0aJFCA8Px4IFCwC0ZCVYWlri+vXrOHnyJPT09LB27VosWrQIo0ePxpgxYzB//nxoaWnh2LFjOHLkCExNTdG9e3fxUq6srMTSpUuxaNEiMT/+yBTffffdn7rwX9HWrFnz3Zs3b9CqVSvo6emhsLAQenp6aG5uxpUrV3Dr1i0YGBhg5MiRuHPnjsCFz5w5E7t27UJJSQlatWoFXV1d3L17F7t27cLt27fh6OiI6upqdOnSBS9fvhSrQl1dXZiYmCA7Oxv79++HSqXCvHnzRArR3r17UVpairlz5+LcuXN4/fo1Zs2ahY8//hi1tbUwNjZGWVkZTExM4OHhAX9/fzx+/BiPHj0STvXx48d49eoVnJ2d4ezsjMzMTAQFBeH27duwtrZGaWkpPvzwQ5SUlMDR0RGHDx/G/v37oaWlBScnJyQlJaFfv35ITU1FQkICxo8fjw8++ADu7u5QKpX49ddf4e7uDnt7e1y9ehVt27aFk5MTNm7cCBsbG8ycOROtW7eGnp4eHj16hDNnzsDW1hY6OjowMzPDv/3bvwm8vLrFxcWhvr4eubm5whneuXMHpaWlCAkJwZgxY3Dq1Cls3boVlpaWqKiowJ07d3D79m0YGBigpKQE58+fx927d5GWlgYzMzMkJiZi/PjxePnyJRISErB582bo6enh2rVrePr0Kdq1a4devXpBqVRi27ZtaNOmDaZNm4bt27cjMjISAQEBOHr0KMLCwmBra4vTp0+jqqoKAQEBmD17NnJycpCdnS0e2GHDhuHly5fQ0dGBv78/hg0bBisrK8TFxWHPnj0IDQ3FrFmzALRgrpOTk6Grq4v8/HxoaWnB0NAQ9+/fx4EDB6Crq4vPPvsMnp6eePjwIU6ePInm5masW7cO7u7ucHJyQllZmVjlNjc3Y968efj1118BtDALffvtt0hOTsbNmzehp6cHe3t7GBgYoKamBnZ2dti+fTtmz56N8ePH4+7duyAJBwcH1NbWwtzcHDo6OtDW1oaFhQXu3r2L7du3Y9y4cbh9+zbGjRsHV1dXuLu7Iy4uDpaWljA2NkZhYaF4HpKTk0Vp06YN9PX1YWRkBCMjI7x48QI7d+7EkydP0L17d+zZswcXLlyAtbU1YmJiMG/ePBw5cgSbNm2Cu7s7OnbsCBcXF7i7u8PR0RHm5uYoLS2FgYEB0tLScPz4cRw/fhyBgYE4ePCgWNSYmprC2dkZH330kRhDAAgLC8Pdu3eRkJAAQ0ND6OnpoV27dqisrERVVRVGjhyJpKQktG/fHmlpabC2tkanTp1gbGyMgoICHDhwAL169cJf/vIXnDt3DrW1tRg8eDBGjRqF06dPY8GCBYXffffdH+eC/b8+x/w/KUZGRiIa5+Pjw/Xr1zMkJIQODg4MDAxk165dhS58YGCgKEePHmVYWBgDAwMFBvjixYv09vamo6Mjm5qaeObMGZItPJHqn12+fDkXLlwoeB8PHDigkd4jHYL36NGDgYGBXLlyJcPDwxkYGMitW7cyMDCQoaGh4npJNqOmpoY3b95kQEAAnZ2d6erqSnNzcwYGBrJnz57U0tJiUlIS+/bty/j4eNbW1tLHx4dubm4MDAzkjBkz+P3339PAwECkjQQGBlKlUjE4OJglJSW8fv06i4uL+fDhQy5ZsoSTJ09mUlISjxw5otHGwMBA6ujosFu3bgwMDKS9vb1oU1JSkoZ2ONCCey4vL+ekSZO4YcMGFhQU8MCBA3R3d2fXrl1ZUlIi0nXwW7L+Z599xsDAQFpYWIgz5X379hEAdXV1GRAQIJRQtbS02LNnT+7bt09oBEnF39+fz58/Z2BgoEh3kRLpr1y5Qnd3d+7atYvz588X+Ovq6moeOnTonRSanJwcRkdHMzAwkAsXLmRSUhJTU1P55MkTEYxSL35+fjQxMaG7uzv3799PkgJLrVQqRQK4OpZ/zZo1LC4uZnZ2Nn/44QfRHh0dHQYGBrJPnz4EWjSRLl++zFGjRvHq1atcs2YNZ8+ezbVr1/KLL75gSUkJAwMDhTyGrq4u/f39mZuby6CgIE6dOpUPHz7k/v372a1bNxYXF7N///48ffo0AwMD2djYyM8++4x79+5lZGQkAwMD2b59ewYEBHD79u0io0KqT+/evcXc9vLyEvNkyZIl4jxfS0tLaFY1NjbywoULHDp0KE1NTTlr1izm5uZy69at9PT05NatW9/pT4nZv0ePHnRzc6OjoyP79+/P1NRUIfkslT59+ohx69q1K62trbl06VKSFAHYI0eOCK6A06dPU0dHh35+foyNjWWPHj24cuVKkmRKSgpHjx7Nw4cPMygoSBJz/J8fROrcubPQc37w4AGjoqIEUUFmZqbQGJekI8gWMStzc3NmZGTwbUtPT2efPn1YVVXFzp07MzMz851r5s2bx1WrVjE+Pp6urq4a0cHMzEyB287OzmZ+fj4HDhxIKysrurq6igdY/XoJSvn06VOOHj2arq6u3LBhA7ds2UIfHx9mZmby2rVr7NSpE4EWFIy3tzefP3/OsLAwbt68mS9fvuT+/ftFfVJSUgS65f79+0LzPSQkhFu3buWsWbO4aNEixsfHiyh8ZmamOIwnW9BacXFxzMzM5IwZMwRDva6urghsAC1Euenp6czMzGRdXR2DgoI4b948ZmZmcsuWLSKy3tzczIyMDLq6umpEdCMjI7lq1SoWFxdz37591NPTY69evXjr1i26urrS1dWVAJiSkkJHR0e2bduWpqamtLS0ZJs2bejl5cXMzEyNolAoePXqVfbu3Zuurq5ct24do6KiOGjQIGZmZjI+Pp4KhYJubm5izCStn5qaGhYUFHDOnDl0dXUV5CxSEEmqk1wu55kzZzhw4ECePn2axcXFzMzM5IYNG6ijo0MfHx8x7zp37iw+p6ury8OHD3PJkiX8+uuvuXPnTrq6urJnz54kKaCcqamptLKy4sGDB5mZmcny8nLu2LGDU6dOJdmSQSDd//79+/Tw8BDKCkFBQQTAmJgYnjp1iiNGjCDZ8uKQFEYfPHjAzMxM9u3bl3v37mVmZiYXLVpEW1tb+vr6sqCggF27dmVzczNdXV3Z2NhIHx8fKpVKbtu2jRUVFSwtLeXz58+F7PP7kEinTp2il5cXAXDKlClctGjRe9OHpJKUlERPT08uX76cs2fPpo2NDXv06MHExEQN/gVJptvV1ZV3795ldHQ0Fy9ezMzMTK5fv546Ojrs0aMH09PTRd9LEFkvLy/a2dlx6dKlYs7Ex8fTz89PQJX/VzhQqTNfvHhBsiW3berUqQLzLGkiqTPS29raUiaTMSMjg69fvxYwvvr6eg3NHnVNJMkqKireEY2TTD0Kb25uzuzsbJHS8zaUU6VSCQ0iAO8QM5AtUE5tbW2amZn9rqQHSQ4bNozz589nVVUVGxoaePny5Xc0kaqqqmhvb8/Tp08zLCyMa9euZW1tLePi4jRYw4F/zxt1c3OjlpYWjY2NuWLFCjHxvby8+OLFC1pYWIhousQcdOfOHfHwAtCIpr+tCKluEyZM4DfffCOgnLm5uTQ2Nhb/V9doOnv2rAaU8589jJIkSHh4OPX19WloaCii0R07dnxH2O+PoJwSjJCkuNe1a9dYWVnJL7/8kgAEfDUzM5O6urri+pcvX7K0tFRg4UlNUTn1uSG11dzcnAqFgsbGxty8eTNramoEt8DTp081JD3U5+WIESOoq6v7h1BOCwsLZmdna2givY9MRN18fHyora3N7du3c9myZYyKiiJJkd7V2NhIS0tLNjU1aejPW1paCoiwNK9lMhktLS01WKrUy+LFi7lhwwYC/5xMRLKZM2eK/7m7u7OwsFBjDNq2bcsXL17Qy8uLR44cYXR0tNgt9O7dW0A5Sf5pB/rfGsoJtBxcy2QyNDY2YsSIEXBycsL8+fMhl8vfYTEHWg7Z27RpAwAYNWoUdu/eDQA4fvw4goODNSBrEqSrsbERJBEWFiYCGyqVCk1NTQBayFsl2J4E/5TJZNDW1haciOomnV+qfwcANDU1aQSvevXqJaLK9fX1v9sH//jHPxATE4MLFy6gT58+GvfU0dERPw8YMABDhw7FpEmTsGXLFsTGxr4DZ5UCDWlpaejSpQt27NiBJ0+eYNGiRVAqldDW1oaNjQ0ePXoEkrC2ttaom1KphFwuh1wuh0KheG9/Sib1q5aWFhQKhRgzmUymcW1+fj7MzMze25/StW/fW5oXks2aNQtr166FlpYWnJ2dNeCcUpt/b7ze1z9SvzY2NmLChAlYt24d5HI5+vXrh59//hmenp4gKSCt7du3h5WVFdLT09HY2CjGWaVS/S5MMi0tDR9++CF2796NyMhIbNq0CRMmTBDtluqgo6MjnoGGhgbs3LkT4eHh/7QdSqUSWVlZaNeunej7P2ozAFy+fBm9evWCXC7HjBkzRCaGk5MTMjMzoaWlhefPnwsIqFKpxJEjR1BcXIyYmBihGnD16lW0atUKz58/R2lpqYCuAi2E2ur1kZ4l9bq/zyT+1Lfh1NIYPHr0CDY2NhrjLJfL0b9/f5w8eVLjef7T9me87L9qAd7Vz5bK72kiSUik95m0TXzbLC0tNY4BSE0yEfx2/kO+qwv/NpnI25pI6onAb5OJ9OnTR4h0SeV9K9AlS5a8tz3qpk4mIunCS1v4t4u6LnxISMg7uvB/RCYSFRXFGTNmMC4uTmgivc86d+7M06dP/2HdJeSRRKv2e2Qi6nVRRwtJfKBkiy48AI1VPd7aBfwZMhGSAjUTFxf3XjIR9fpUVVVpaJJLSCQA75CJvM1/KhG6/JFJxyxS+WcrUMlcXV2ZlJT0DpmIZG/ngbq4uPDcuXPv3OdtMhHg32WH30cmQrasyqVzaJICNXTlyhUOHz5crEClc151MhG5XP7OClSyhIQEsQJ9e45KUE7y30Xljh49+r75/L9jCy+Xy1lYWCi0zqOiokQn+Pj4vNeByuVyZmRkMCgoSAQwJCy8Oh5aLpezoaHhHaclmfq19fX1lMvlrKuro6WlJbOzswW579tb+NLSUhH8UoeMqn/Pli1bxP8tLCwEpvePHGhGRgZbt24tftfS0hJb+OvXr3Po0KGUyWR/yoFKdVy1ahV/+uknyuVyent7Cwcqk8nY1NREXV1dUVe5XE6ZTEaZTMahQ4eK+lZVVYmXzNv9N2nSJM6ePZv79++nn58f8/LyaGZmJq6THKhcLn+HjUn9e9XbIJfLNbbwMplMXCfxqkoOVFIHbd++Pa9cufJPt/BSnSXwQ0pKCkkyJiZGtFudjUmal0ZGRnzy5Am9vb158OBBqlQqrl69mgMGDNAYU3UHWlBQQE9PT8pkMq5Zs0ajPgUFBTQyMhIcD3V1deK7Pvnkkz90oHp6euI56Nu3L2Uy2e9u4dXr5+LiQrlczh07dnDhwoUcO3YsyXcdaH19PS0sLMS4SP0vk8kEG5P6M6A+ftLP6lt4Nzc3sYWX/v+2A42JiRHfCi6gcQAAIABJREFUob6Fl/pFaoe3tzePHj0qOB5kMhk9PT3Fschvx3f/8x3oRx99xMrKSqpUKvr6+tLIyIirV69mZWUlY2NjNc5AVSqVeMPl5OTQ29ubx48fZ1RUFI2MjAQL+pMnT9imTZv3noEOHDiQO3fuFL+npKTQw8ODpOYZaFVVFT09PUWUUHKgly9fZpcuXVhWVqaxUrK1taWRkRGNjIwEW3xDQ4N4M0pcphJGvE2bNoLsY9iwYdTR0aGRkRFDQ0OZkZHxzhmokZERZTIZr1+/zpqaGlZWVrKurk440FatWrGyslIUssXhSezqq1at4sqVK8Xk7dixo3i7GxkZsaSkRHy2b9++om1aWlqiXVLGBNmyopew8IMGDaK2tjaVSiVHjx7N6upqqlQqjYdDunf79u159uxZ1tbWcuHChYyIiOCpU6fEOZt6G0xNTfnw4UOBnZ89ezbXrVtHAIJ85PfOQGtrazl79mxRb29vb40zUOlsLyMjQzyUdXV1XLlyJQMDA1lVVUWVSqWB6ZfmaXV1tdh1NDQ0iB1UYWGh+D6p/54/f64RpTcyMuKoUaOYmppKFxcXcU+onYH6+Pjw6NGjYowPHz4s7mtjYyPqo1QqBalxYGAgV69ezbq6OuFA8/LyaGtry6amJhoZGWnwC1RWVjIyMpJKpZLa2toC1SWNmdRuU1NT3r59m5WVlRw+fDgBMDw8XHA2qI/X2y/A7du3s76+XuMMVOrT169fv3cFqn4GKpfL6ezsLOpibGws+lo6A62rq+OSJUsYFBTEK1euiHPt38bgf74DVceIS6kRlZWV3Lx5M8eMGcMXL15orEDz8vIE0cfz589ZU1PDly9fMi8vjyUlJUxLS6OPj49wThI+3NPTk48fP2ZRUZEYtKNHjzI4OFhsCdQdqKenJy9fvsy8vDwOGTJEONDa2loWFBSwrKxMkI6QLauZS5cuCTZxsiWlR9qSSdtNiS3/yZMnYkKXlJSIdhUVFQkWdslkMhkzMzNpY2PD69evMyoqio6Ojpw/fz5ramqYl5fH1NRUdurUiSTp6OgoSlJSEvPy8lhZWcmVK1eyb9++zMvLY0FBgQYW3sHBQXxm7969zMvL4+zZswmAHh4evHLlCvX19Zmbm0tHR0fBFxAYGMi4uDjm5eUxJiaGBgYG79WRb9++PR0dHXn58mXW1tYyJiaG8+bN46ZNmxgSEsKLFy+KB0a6/u7du2xsbGRhYSHz8vJYUVHBqqoq5uXl8fLly/T09PxdB0q2HAlI/fr8+XM2Nzfz0aNHdHR0ZG5urga2nWzBYU+dOpX79+9nv379WFpaKhy1o6OjeHhDQkKYmJhIktyxY4eI8kts8rm5uZTJZHzw4IHgeNiyZQvz8vI4d+5choaGCi33mpoacYxQW1tLb29vnjt3jjU1NZwzZw4XL17M6upq0Q51hi11PtCioiJ++eWXXLp0KauqqlhYWCj4QH8PCy89N3l5eaKPPTw82NjYKOaCXC6nra0tHR0daWBgwOnTp3PdunV0dHRk7969+erVK8G8JS02pEWGlZUV161bx6qqKu7atesdKOf7HGh5ebkIdnbq1ImpqamiLrm5uSJA+uLFC44ePVr4i9jYWAYGBvLatWv/4S38f2skUlZWFurr68Vh+tKlS2FiYoLXr1+juroaNjY2GigjR0dH9OzZE0ePHhWBJD09PVhYWIif161bB0tLS/j5+Ymk5oKCAjQ2NmogQaqrqwXPaPfu3aFQKHD16lX06tULP/74I/7yl79AV1dXSK4CLRyGKpUKw4YNw6+//gpHR0f4+fnhyJEj6NatG6KjoxEaGoq+ffvizZs3sLe3x08//YTw8HB8/PHHQuZVnb9z9erVcHFxgaGhIS5duoSVK1fC3t5e/D8lJQWdOnUSB+vR0dGoqKhAWVkZUlNTMXPmTBgbG2PTpk3o3r07fvnlFxF8cXNz06i/vr4+HB0dUVpaioCAAPF3Cdq6a9cufPLJJ9iyZQuAluDWsWPH4O3tjQsXLsDBwQH5+flwcHCAXC7HixcvMG/ePCxZsgTTpk2DoaEhEhMT3xnnJ0+eoLGxUSRp79u3D5MmTYKenh4qKirQrVs3JCYm4tNPPwXQEnSys7ODlpYWWrdurXGv7OxsTJ069R302dtmamoKU1NT8XtFRQVGjx4t6t+nTx/88ssvmDdvHsLCwjBy5Eg0NzcjKytLBFEePnyI7t27Iz8/XzpywosXLwRcsF+/fmhqakL37t1hZWWF48ePi+scHBwQGhqKOXPmoHfv3ti+fTuamprwww8/QKlUws7ODiqVSiCQdHR0UFBQACsrK+jp6aGsrAyNjY1izH7PRo4cienTp6O+vh6vXr3C1atXcejQIcTExODNmzci4CPNnxEjRmDmzJnw8vISzw3QgqZ7+vSp6H/JVq5cie+//x5jx45FZGQkkpKSYGlpiR9//BHNzc3IyclB9+7dBczVzs4OO3fuxPTp0/H69WsYGhoiJCQERkZG+PTTTzW4Qd82MzMzmJubA2gJNH344YfYsWMHevXqhZEjR+LChQvQ1dUVMO/KykoBDCgrK4Ot7R8KAb9jMmnA/juaTCbjkCFDsGXLFgQEBKBfv34iAvzpp5+iVatWWLRoEUJCQjB48GAALU5MipTGxsaia9euqK6uRl5eHqKjo1FaWopp06Zh4MCBOHz4MH755RecOHEC8fHxmDZtGlJSUgQE7MSJE7h16xb8/f3xt7/9DUOHDsXgwYMRGhqKmJgYFBYW4saNG4iIiECvXr1w6dIljBgxAt27d0dJSQlGjhyJuLg4vHr1CvPmzUOnTp0wYMAAtG3bFnl5eUhISEBCQgKuXLkinNLhw4dBEj///DOsrKxw9epVmJub4+LFizhy5Ag2b96MGTNmQFtbG7t378aIESOwc+dOdOjQAS4uLjA3N0d6ejoCAwMxZ84cJCcnQ09PD59++ikOHTqEQ4cOITY2FtOmTUNMTAwOHjyIW7du4eHDhygtLYWvr6+4Xt0mTZqES5cuwd3dHZ9//jkMDQ0xdepUZGVl4aOPPsLnn38OmUyGwYMH48iRI9i4cSOuXr2KmJgYKJVKTJ8+HR9//DFOnDiB+/fvY82aNVCpVAgLC0NoaCjkcjmSkpLg6ekJa2trZGVloaqqCu3atUN2djaWL1+Ow4cP4/Dhwxg8eDBOnDiBhoYGfPvttzh//jxsbGxgYWGBBQsW4OHDh1i3bh0+/fRTKJVKNDU1QaFQ4OTJkzhx4gRGjhyJZ8+eCclcW1tb/PDDD0JV8vDhwwgJCcGgQYNw9epVuLi4wM7ODmfOnMGJEyfQv39/9OzZE3FxcSIaXl1dDX19fZw9exYnT57E8+fPAQA2NjZo06YNVq1aJf4WFxeHwYMHo23btjhx4gTOnDmDzZs3Qy6XY+LEifj6668BtGRmjB07VjjR1q1bw8PDA0uWLEFzczNOnToFQ0NDDBgwACtWrMCKFSswduxYAMDBgwcRHByMCxcu4KOPPkJBQQGGDx+ODz/8EGvXrkViYiJOnjwJmUyGoUOHAmjRnj948CC8vLyEgq1kb968wdmzZzFw4EDExcUhLCwMW7ZswdChQ3Hz5k04OTnh+vXrSE1Nhb29PXJzczFnzhxYWloCaFFzlcvlSExMxDfffIP58+cjMzMTU6dORbdu3RATE4OLFy9i4MCBAIADBw6gqqpK4wW/e/durFy5EmlpaXB3d8elS5fw+eefY9CgQRg+fDhCQ0OxZcsWLFu2DK1atUJJSQlycnLQpk0bfPDBB0hJSUHv3r0xZswYAEgl6f1HPui/bAUqk8m2ARgAoISk229/2w9AAnabAqgg6SmTyRwBPECLHhIAXCM5+Y++w9bWFseOHYO1tTWGDh2K2tpanDhxAlpaWujUqRPatWuHTp064fbt28KB/uMf/0BzczP09PTQoUMHWFlZwcjISKy6dHR04OHhgbS0NHh5eUEmk+HOnTtwdnaGsbExHBwcYGBggPLycrx48QIdOnRAVlYWfvjhBwAtqSchISFwc3NDmzZtkJOTAwCwsLDQIOSQyWTw8vISWtlubm54+vQpysvL0bZtW7x8+RJFRUXo3LkzLl26hNTUVAAtE2fBggVi1Z2Tk6ORdqGnpwcvLy8hM+zl5SVSNjp16gR7e3u8ePECQAshR2pqKoyMjBAUFITU1FR4eXlh/vz52L17NyZMmID27duDJGpra9HY2AgvLy+oVCpRH8nel4pjZ2cHOzs7VFVVwcvLCwCQmpoKT09Pgc1fsWIFDAwMYGdnB3t7ewwcOFDUV+ojCWrp7OyM4OBgwVVgbGyMFy9ewM3NDc3NzWLM0tLS4ObmBplMBiMjIwEdNDY2RocOHXD37l2kp6e/8xLIyMiAnZ0dkpKSoFAoRJ0tLCzQ0NAg2tylSxfcvXsXn376KR48eABra2vY2dnBysoKVlZWuH//Pnr06IG0tDRx77lz5+Lbb79FVlYWzM3Nxcq4oaEBFRUVQt9d6qNBgwaJ39u3bw9ra2vI5XI4OzuLsVu8eLGoo2Surq44ePAgBgwYgL59+6KoqAgGBgZwd3fXaNOhQ4fg4eGBq1evokOHDqitrdW4j9ReuVwuHKinpyc6deoEAMLxSVZXV4f09HSEhIQgNTUVixcvRnZ2Nurr65GdnQ1TU1O0adMG2dnZKCoqgpWVFRYsWAC5XI7FixeLMe7QoYNwinZ2dnBwcICxsTH++te/omvXroI/4n1mZ2eH4cOHw8PDA6mpqdDS0hI/S+OmVCrxwQcfoHv37igoKICpqSkaGhqQkpKCQ4cOiRXsn7X/yi38DgA/A9gl/YHkcOlnmUz2IwB1HYUckp7/kS9o3bo1hgwZgoaGBiHLIOUW1tTUwMbGBqNGjcIHH3yARYsWYcOGDYiOjsbu3bvFxLh8+TLu378vJqaxsTGmTZuGr776Cu3atQMAVFVVwdbWFgqFAnp6etDR0cH9+/dx6dIlHDlyBN9//z1iYmIAAF9++SVIwtDQEE1NTSJ/TalUQl9fH6ampuLtHBMTg/z8fMTGxkJLSwt1dXU4deoUVCoV7t69ixs3bmDXrl0oKyvD8uXLMXHiREyaNAkzZ84URB/x8fHw8vISsiByuRytWrUSK42ZM2di69atePPmDcLDw9G1a1c4OzujqakJjY2NqKyshEwmA0lUVlaiXbt2GlvO0NBQ/Prrr7h58ya0tLRgbGyMxsZG5OTkYMuWLZg8ueU9p56/CgDp6enYsGGD+N3Y2BgkMWvWLKxZswYymQwHDhzA06dP8dVXX8Hf3x85OTnIyMgQzFDS56T6fPXVV2jVqhUWLFiAoqIifPzxxzAwMMCECRNQW1uL6upqLFmyBF9++SXs7e0RHh4OExMTcaSRnZ2Njh07om/fvli2bBmsra0xefJk8fJ88+YNIiIicOnSJTx79gzdunWDs7Mzrly5grq6OixduhQAsHbtWsyfPx9RUVGoqakRLw9PT08UFhYiJiYGYWFhWLlyJYCW1fmaNWtgZWWF0tJSjBkzBjU1NVCpVDAxMUF8fLxgk9q8efM78iL6+vpQKpVi/pWWlmLfvn2oq6sT5B4AMHbsWEybNg2HDx9GY2OjwKwfO3YMALB161aYmJhg0qRJKCgowMyZM6FQKDBs2DCsWLECQIsD8/Hxwbp16/DTTz8JRiwAMDIyEjmYv/76K+rq6mBsbIysrCz4+PigsrISQAspx+LFi2FhYYHIyEjRR35+fpDL5bh58yaGDx+O2bNnQ6FQICYmBlpaWhgzZgxsbW1x/PhxwXNgZ2eHxMREODo64tNPP0VRURE2b978Xn+gq6uL7t27w83NDampqTA0NMS0adOgp6eHyZMnC+f42wpTLKAk8pHQ0FAxZn/W/sscKMnLv60s3zFZy4wdBuA/L3Dzmw0YMAD+/v6YPn06IiIi4ODgAG1tbYSEhODatWto3749AgMDQRJRUVEYN24cEhMToVAo8MknnyA9PR1r165F69athRNQKBRYu3YtgoKCEBkZiaCgIERERKC2thZlZWXQ19eHhYUFunXrBgMDA/Tv3x8kkZSUhODgYCQnJ+PYsWN49eqVOBd6+vQp4uPjYWZmhsWLFyMsLAwTJ07EoEGDsHbtWtTX12P58uU4efIkHj58KNpnaGiIgQMHori4GIMGDUK/fv002u/h4YF27dqhvLwcQIuzT0xMRHh4uNAbOnr0qFhhpKeni1XpgwcPEB4ejh49egAA1q9fj6CgIHzxxRc4cOAAUlJSYGdnh3v37uHevXsoLy/Hzp078ezZM2RnZ2PLli0YOHAg+vbti9evX+Pu3bto06YNXF1dcf78eXz33Xfw9PREXV0dLl26BKDl3G/q1KkYPnw4Fi5cCENDQ7x+/RoPHz7E7du3sXr1arH6UqlUiIqKQnx8PPr164fr16+LF9KpU6dgYWGB2NhY1NTUIDk5GSEhIQCAkJAQrFu3DoMHD0Z2djZevXqF9u3b4+rVqzh58iTWr1+PQ4cOiWMZuVyOc+fOwc/PDxYWFvD29kZ+fj7S09PR0NCAhQsXIigoCH379kVSUhK++OIL9OnTBzdu3ICHhwdKS0tx+vRp4aglGkW5XI6+ffti/fr1KCoqwoIFC7Bs2TK0adMGR48eRW5uLoYNG4a///3vAFpWfZIjPXv2LLp374579+7h6tWr0NHRQX5+PhYuXIgRI0Zg2bJlyMvLE+QagYGBWLJkCYCWlzjQchQgHTtIJpfLMWnSJAQHB+PKlSv46quvNLbB3t7e0NfXx1dffYX+/fuLRPmkpCQcO3YMdXV1AIB79+5h/Pjx8Pf3x6+//oo+ffpgwIABkMlkGDRoEM6cOYOePXsiNTUVnTt3hr29PR4/fiwWKEDL+X1paSkAoG/fvhg0aBD27NmDpKQkbNiwAe3atcOxY8dw7tw5ODg4YNCgQRg0aJB4prS0tHDp0iV4enrCxMQEmZmZePjwIdq1awdfX180NDQIoMjAgQOxdu1aDBs2TLQ3KysLCQkJqK+vx/r161FWVobCwkKcPXv2n7kcTfszkab/bMFbuvBqf/eHWpTrt+uqAdwGcAnAx3/m/q6urtTR0eGLFy/46NEjjbSRgwcP0s3NTSRfS+kedXV1fPDgAYOCghgbG8uMjAxGR0fT2NiYbm5u7NixI42MjEi25FSqVCr6+fkJ8pDVq1dzypQpIu3p7Nmz7Nq1K9PT00W6hZubG5OSklhVVSUS6V+9esX9+/czMDBQYM4zMjLo7u7O69evMyMjg9XV1SwoKGBJSYnAwh87duyfQjkl27BhA319fZmRkcEHDx6wrq5OI4nb3t5eSD3PmDGDP/74I93c3DTglpJ5e3uL9kr6N7GxsYyIiOC+fftoZ2fHmpoaurm5aaTQuLu7MyEhgSQFSS/Zol+P31JLSApG+kGDBvHKlSucMGECx48fz02bNjE0NJTZ2dlsbm7mnTt3RJ9KcgybN2/ml19+SWtra5H2dObMGbq5udHDw4MZGRn08PDgtWvXmJGRIcgsFixYwO3bt7Nr1648fvw4TUxMePv2bQJgenq6SGFJTk5mTEwMFy1axIyMDG7atImurq4kW9KOpDZXVVWxb9++op/c3NwYHR3N2NhY8buUJSLNIymRfuXKlcz4/9j78qiorqz7XUUBZTEjIFCINtJClCgijUSJShzQCCINDnTQhDZqCGpUjEobE4flgBMKKsYRNQ4oGpVEReNIjKIiCu2EQ8QSEBEHsJip/fuDvNtVYrrz9bd+q7+kc9Z6S3n1hju98+675+y98/MZHx/PkJAQVldX8+bNm6yurhZY9RYtWvDEiRMMDg5mamoqy8vLuWXLFnp5ebFdu3Zs3bq16AMvLy/W1tbyxo0bzM/PF9HpsrIyPnjwgFVVVaJN8/PzmZ+fL3Jr9+/fz/z8fE6cOJErV67k8+fPmZ+fLzS9JPP29ubz589ZUFDA/Px8QZIsmZQH2tDQIMpUUVHBgQMH0svLiykpKRw3bhyjo6NZWVnJgoICNjQ0iPKQTalGR44cYVhYGA8fPswZM2Zw3LhxrKys5O3btw0S6aUUsn79+hnwWqxevZoBAQHMz8/nyZMnRV4ufspvvnnzJvPz81lRUSES6UmKPtDLLvnPpzH9EweaAiBO729TAC1/+n9XABoAlj9zzbEALv20EWjCwgcGBnL37t0sLS1laWkpt23bRgcHB3bq1ImPHz+mTqejg4MDNRoN7ezsmJ+fzxEjRtDBwYEODg4cOXIknz59ygcPHrBt27Yiz7Guro5lZWVsaGjgs2fP+NFHH9HBwYExMTE8f/48/fz8+OLFCzo4OIg0JrIpHy8jI4PDhw/n7NmzuWvXLoaFhfHOnTv08PAwSKFxd3eng4MDz58/z5iYGCYmJopEesAQNVNSUmKgc/TixQtqtVpu3bqVDg4OtLW1pYODA2tra0WZJAdqY2Mj6jtjxgzW1tayvLycjY2Not0kKysrY2lpqUgyr6qqYmpqKhUKBb28vFhaWirQNoWFhSwtLWVAQAD37NkjrlVaWsqnT59So9HQ3t5eOFAXFxdBfEE2YeFVKhVHjRrFzMxM+vr6sqKiQpS1qKiIpaWlgsQkMTFR6MLv37+fbdu2ZWlpKYuKikT+pJWVFVu2bMkffvhBIJE2b95MoAkLL10bgPi/XC5nVlYWX7x4wfj4eLE/ICCAOp1O1MnR0ZH37t1jaWmpQX7k4sWLGRgYKNpUki1p1aoV79+/L/gFrKys6ODgQHNzc4aEhIgXqWSlpaUCnPDdd99x2LBh3LBhA6uqqvj8+XPm5uaKcS0dTzYhuxwcHHj8+HFWVFRw4cKFHDNmDHNycujj48PKykqDegNNeHsTExMuXbqUlZWV3LFjB42NjQ20uPSte/fudHBw4M6dOw32Sw5UvzzSGCotLWVERAQBMDIykgcOHBBKElL7FxcX08LCgi1bthTkLPHx8YyNjWVaWprAwv8zJFJlZSUXLVokcpDt7OwEFl7Shff29qZCoRBY+DFjxrC0tJQnT56kl5eXvq7T/00HiqZlg1IALv/kvFMAfH/B9YUDra2t5cCBA6lQKGhqasphw4aJnEh9JJKlpSVNTU15+fJl1tTUCFXKbdu20d/fn2RTIrBEkFFXV0dnZ2fm5eVxwIABXLdundDg1ul0wsHo54HW1tZSp9MZkIlIyBfJ9B1oTU0Na2pqqNPphJqh5EAlUTzpeFNTUzHTrqur44gRI7h06VJxnZycHJFIX1NTwxYtWrC8vJxubm68ePGiUBltaGjg/v376efnJ4hNlEqlcM5qtZomJibct28fGxoamJiYSLlcTn9/f969e1eURfrX1NSUly5dEigYaZOgnK+SiUhtRDYnE5FMahdptiRtCoWCs2bNEjrv0n6pPEATQcS1a9eo0+maOdD27duzpqZGKJFKomVSHuioUaM4f/58cf/a2loB5TQ1NWVVVRXNzc1pYmLCrKwsNjY2Mj4+XtC9eXl58cGDB0JXnSRVKhXv3r3Lrl27/iyZiDQGJOcpbRKUc/ny5YIKUaPR0MbGRqi1Smi22tpaNjY2csKECZw+fXqzcSrJtUhaS9euXWO/fv1Em74OiSSdo2/19fUGWvQ/pwuvXw9pCwwMFC9vc3NzoaYKNMF1/f39qVAouHDhQiYnJ4uvEMmB1tTUCAeqP46kPpAQc/pkIpIDJWlAJmJkZCTYs4qKivTH0P9ZMpG+AG6SfCjtkMlk9jKZzOin/7sB+COAe/+Ti3br1g2HDx9GYmIiampqMGzYMCEnoU8q8eLFC9TU1GDUqFFQKpUirUGffMHCwsKA2r+oqAjDhg3DlClTkJ2dDaVSiQ8++ABnz55Fhw4dAEBy6AAgyDb077tt2zb079//tWV3dHSEUqnE999/j1GjRgnWbaCJ6V1KbwGa0mEkXfiePXsiLCwMcXFx2LBhA5RKpYiy1tbWCu3sNm3a4NSpU/D19UVkZCRWrFiBlJQUbNiwQchrtGjRAtXV1QZlPnfuHLZs2SLkRwYPHozk5GS0a9cOZmZm4vhnz56hpqYGo0ePfm0e5+vMxcVFMIG/zioqKqBUKqFUKptF+L/88kuYmJjg2LFjYr3KxsbGQCf80aNHCA0NxZkzZ5pdu6CgAEqlUrSjmZmZQeBmy5YtePnypbh/ly5dADQFAmtqamBubo6XL1+ioKAAU6dOxb59+7BgwQKhSf73v/8df/rTn4QqAtA0Btu1a4ecnByDsSJZcXExbG1tIZPJUF1dDZVK1ewY/fNcXFzw8OFDcZy1tTVKS0vRtWtXZGZmIikpCba2tnjvvfdw4cIFtG/fHi9fvvzZ665ZswZz585t9ltjY+Nr+2Ds2LFQKpUGQaZXTX8s6dvJkyfRuXNn2Nra4unTp1AqlSIP1NPTE+fPn8dXX32FFy9eYMKECQbn1tXViXxqoCkQdPHiRQDAggULsHLlSgQFBYl9P1cGyWJjY1FTU4Nz587B2dlZxBJ+sf0SL/vvbAB2AigBUA/gIYDRP+1PBfDRK8eGA7gG4CqAywBCfuE9xAxUp9NRp9MxNjaWU6dOJUmeP3+erq6u4jd9nHZeXh6DgoIE7njo0KHU6XS8f/++mDnofyp7enry6NGjHD16NOPj44UgWbt27fj8+XNxHemN7+HhwRMnTnDUqFGcPXs2U1NT2bt3b966dUuUAT/NQHU6Hdu1ayf2zZs3jySZmZlJoImvU5qBymQyVlRUCGVOkpw+fTplMhmDgoKYl5dHBwcHsQYqHS8pY0r7YmNjqdPpeOXKFTo7OxvUlaQgEwkNDaVMJuOkSZO4b98+ymQyqtVqcbxOp6NKpRJLCxKd3dSpU0W7P3jwQGChySby30ePHol7STNQsklEzs3NTcxy8NO6tdSmR48eJUnOmzePUVFRogzS7B34Bw4bAE+dOtVsBurxMQPqAAAgAElEQVTh4SFmZfjpK8Pa2pp37txhQEAAd+7cKZBUAMQaqFRnuVwuaOVebTepLDqdTsyUpL/VajWzs7MZFhZGmUzGCRMmNJOdlsZGZWUlnZycBKGLtD8sLIwXL16kq6trs/s5OjoS+IescUJCAocNG8bz58+zTZs2YsYtjYPS0lJ27NhR7JOw8AAEqku/jhKFoUwm46ZNm8R9Xz1Op9PRxMSE5eXlBuWbOXMmo6OjefToUYF80yfVkaDWEhpsxowZHDt2LI8cOSKQSPo67xJkVt9Wr15N4B8ELdLvUrklPlB9OrshQ4YwJyfnVbXZ//wn/P/vrUuXLlQqlVSpVDQzM6OZmRmTkpK4ZMkSmpmZMSAgwEBTurKykqamprx37x67du3KjIwMVlZWsrKyktu3b6eZmZngLJSuZ2ZmxvLycuFAa2pqOG/ePJqZmTEwMJD5+fniHGkgtG7dmlevXmVjYyNrampYV1fH+vp6VldXC8ywtEn69dLiv8TrmZqaSqVSSQ8PD1EH6XeyiRy3V69e3Lt3L2tra5mUlMSgoCA2Njb+7PESse2CBQuYlJTEiIgIIUWrX18zMzNB6hsaGsrFixeztraWDQ0NIgCgfyx+Wpv19/enkZERExMTmZCQQDMzM/bq1atZEKmyspJt2rQRwTTJgaanp1OpVLJt27asqKgQ15buc+XKFQ4cOJBbt27lvHnzqFAo2L9/f1F+Kysr0aYajYaVlZXs168fN2/ezM8//1x8nnl4eLC8vNzg+sXFxYJUOSoqivPnzxefjzKZzKC+0hKKp6en2Ld8+XJu2LBB/C2xeknt7+DgwIKCAvbo0YNpaWmsrKzkypUraWZmxu7du7OkpIR2dnaiz+zs7CiTydiiRQvu3btX7E9LS2OPHj2o1Wqp1Wqb9dn58+c5ePBgmpmZcfr06YJkRBoTFRUVYqyqVCpevnxZXLu2tpY7duwQRN6vjgmpTSsrKzl69GiamZlxzJgxQjrcxcWF9fX1NDMzE0sKnTp1EucbGxszOjqa3333HWUyGVu3bi3aSHKe+GkpSTpeoVBw0KBBrKqqYllZmegzyYHq98GKFSu4evVqBgUFsaqqio8ePTIYo1IspKqqihERETQ2NmZMTAyrq6ubPTf/FQ7UxMSEMpmMFy9eZGFhIfv06cPk5GRWVFRw7dq1NDExoaurK11dXdmmTRuS/6CzKykp4dChQwV9XFpaGn18fFhYWNhsa2xsFA502rRptLKy4pAhQ0QQQV9uQCJUdnJyEjPExMREurq6cvjw4bx79y47derE+vp6urq6Coyyv78/L1y4QJJcvHgxY2JiuH37doM3tVQXaTMxMWFaWhoXLFhAGxsbKpXKZse4urqKgfHo0SMWFhZy2rRpnDRpEh8/fsxr165RrVZTqVSysLCQMpmMN2/eZGFhoQigTZ48ma6urhwzZgzz8vLYtWtXFhYW6i+4s6SkhJ06dWJqaio/+eQTWltbc+DAgeKe+g7U3d2dV69eFWvC5eXlXLBggZg1tm3bVmjTS5u1tTWdnJxoampKW1tbWllZMSwsjAcPHqSTkxMtLS157949urq6CpKMXr168cCBAxwzZgznzJnDwsJC7ty5kwqFgmq1mgqFgoWFhTQyMqKLiwsVCgVbtWrFjRs3cubMmYyNjTUog0Rd2Lp1a1ZWVgqyj5SUFFZUVDAlJYXAP1j6JZx3mzZtxFq2iYkJ7ezs6OrqShsbG/bt25ffffedIPqW+kyaJR46dIiRkZHcvHkz169fz6ioKDF71+cjKCgooJ2dHR0dHalUKjl//nwuXLiw2ViQ5FmkTV91ITk5mS1btqSJiYnghHj1OSCbCJtTUlJYWFjIJ0+esKamRvARSNdv3bo1X7x4weLiYvr5+XHFihWcOHGicKD4KTgqPQdSebKyssSLHj8FndLT09m3b1/BAyGNUxcXF164cEHsq6io4OrVq4WUSklJCU1NTcXxWq2Wfn5+dHV15bZt2zh69GhaWFjQ1dVVjFWpnf4rHCjQRD7Qt29fFhQUMDg4mG3atKGfnx/d3d3ZoUMHHjx4kC1atBDO6eLFi2Lh++bNmyKSWV5eLgaTVqsVASXJ8vLy+OLFC967d4/Z2dlcvXo1x44dS41Gw169ejE7O5vZ2dn09/fnyZMnmZ2dzYqKCs6ZM4ezZ89mdnY2t23bxk6dOtHW1pY6nU7wc5Lk1atXGRkZySNHjlCj0XDFihUcNWoUDx48SD8/P6Ebfu7cOXGv7OxsfvTRR5w/fz5nzJhBf39/g9+krbGxkSEhIaJ+Dx484P3795mVlUUvLy+2bNmSWVlZ9PPzY3Z2NgMCAujn50c/Pz+ePn2ahYWFnDx5MocMGUKtVsvMzEzxuzTQJab158+fMyYmhlFRUbx9+zbJpsBGdna2yFo4e/asAQ/qggULOHPmTFHeK1euGLR99+7dqVAouHv3bmZnZzMkJITR0dFMTk5mZGQk9+7dSyMjI1F/f39/VlRU8OrVq6yoqODdu3dZVFRE8h98oFZWVvzhhx8M6gCA69atY0xMDOfNmyfIXsgmchH9PggICGBJSQm7devGPXv2MDk5mZMnT2ZiYqKgs5PJZM2uD4AJCQmirhs3bmRYWJj4+xVCC16+fJkFBQX89NNPOX36dNGmUtaDdJ5Op2OrVq24fft2+vv7s23btoyPj3/teMjOzqaxsTEzMzM5ePBgMQ6Li4s5b948kY7m5+fX7Dkgm+RAJCISyQoKCmhhYcEffviBQBPNX69evajRaAQfqEaj4cqVKzly5EimpaWxZcuW4jmQ2Jju3bvH69evs1+/foyNjeWPP/7IFy9eMC8vj8+ePTMYd6dOnRLBMclKS0u5adMmvvfee6yrqxPjGgB9fX2ZmZlJT09Pfv311ywsLGR2djaXLFlClUr1Kqfwb9+Burm5cdiwYVQqlczNzeXZs2c5YMAAhoSEcOrUqYLOzsjIqFm+4+TJk5mbm0uS3LdvH5ctWyZ+q6+v5549exgeHs76+np+8MEHDA8PF4TBZJMTSklJYVBQkEG0VSJUnjBhAsPDw9mmTRt6enoyOTmZJ0+epLOzswFB7rBhwxgeHs5Hjx4xICCAvr6+DA8Pp4+PD/v168cbN27QwsJCCK7p54HGx8dz+fLlvHXrFteuXctWrVoxPDyc0dHR4piIiAiGh4dz69atBiTDhw8f5oQJE7h06VI6OTmJaG54eDh37dpFW1tbAk15gmTTLHrIkCG8e/cuR44cyfT0dO7Zs4cAuGPHDqanp3P06NEMDw+nm5sb27dvz6VLl/JVS09PZ2NjI6OjowVrVE5ODufOncvw8HDGx8eTbEqbGjp0KEkKCYno6GiGh4ezbdu29PT0ZFxcHNesWcOgoCCamZmJPpPJZAZ1TUpKYnh4OJOTk4UDNTExYVhYmHhgtm7dyvT0dD558oSRkZHs2LEjU1JSSDZFvCMjI0UfhIWFcdeuXdRqtcKB5ufnc9GiRRw/fjw3bNjA9957jzt37nxtFNrf35/h4eHcuHEji4uL+d133/Hp06cMDw9neHi4QZt++OGHvHjxIidMmEB3d3dxzMCBA4Wkh7RPmlVJLF7Tpk3j2bNnxe9RUVHieLlczuDgYG7cuJGxsbEMDw/n9u3bxbh+//33mZ6ezr179xr038SJE8X1du3aRbJJ2ysoKKhZFP7gwYOsrKxkz549xbju2rUrHRwcGB0dbfAcSFH4AQMGMDw8nMuXLxc53FeuXGF4eDiDg4MN2jE0NFSURdrWrVvHkpISbtiwgaNHjxZrpnv27KGJiQk1Gg2PHz/OoqIibt68mZs2beL+/fvp5ubG9PR0bt++/X/kQH/VbEw2NjbIyMhATU0Nli9fDgcHBzx69Ah9+vTB2LFj0bJlS6xatQoJCQkiGjdjxgx89tln6Ny5M6ytrbF3717k5+fD1/cfvAEKhQJ//vOfMXToUJBERkYGysvLMW7cOOzZswcWFhYYMGAAvLy8EBMTA1NTU0ydOhUAsGjRIqhUKmRmZuKdd96Bvb09bG1t8fz5c6SkpMDc3BwhISHQ6XSYNm0a/Pz8AADLly/Hu+++i927d2Pv3r0AmtAlQFP0V8Ly69ubb76Jrl27oqCgAOnp6bC2tsYf/vAHbN26FQ0NDZgxYwbS09OxYMECDBkyRESdgabIf2BgIAICAmBmZib2+/v749KlS6irq8OkSZNw8eJFZGVlIScnBw8fPsQXX3yBU6dOYevWrdJXAMLCwqBUKqHVarFw4UJ07twZ9fX1OH/+vLhuXV0dZs6ciSVLlmDGjBl44403RET43r17OHr0KL7//ns4OzvD3Nwc48ePx759+wA0sWyNGDECixYtwq1btzBs2DBUVFSgtLQUgwcPxqxZs7Bo0SIMGTIEQ4cOxeLFi6FSqZCQkCDILF6+fInnz58LeGldXZ0gCwGaMgwkOOxf/vIXPHr0CKtXr8adO3egUCjQpUsXXLp0CUuXLhWy2PoRbS8vL3z//fc4ffo0xo4di5kzZ2LLli0ig+Jvf/ub4Cw4f/48Bg8ejIcPH+LIkSOIjo7Gy5cv4evri/j4eCxZsgRDhw7FggUL0K5dOwFBvHPnDpRKJfr06YPU1FSRrSGNF3t7exw4cABDhgyBp6cn/Pz8YGdnB7VajaSkJBgbG8Pe3l4c/8033yAhIQG7du3CsWPH0L59e7zxxhs4ffo0Lly4gNTUVIPx9vnnn2Pbtm0YPnw43N3dBfLK0tIS3t7euHDhgsHxISEh4v+XLl3CpUuX4Ofnh2nTpsHW1hZ9+vTB9OnTkZCQgMWLF+Nvf/ubyOIYOnQo7t69i/Xr1+P+/fv4/vvvERMTg2+++UZc88CBA/jss88MWLPc3Nzg6OiIwYMH4+nTp5gxYwaAJlYynU4nNN+dnZ1x9epV6HQ6vPPOO7C2tkZ4eLhB9s0vsV+1A338+DEaGhoQHR0NlUqFvXv3wtXVFWZmZsjMzIRCoUBdXR0sLCwwduxYAMCKFStgbW2NsWPH4uzZs7hy5Qr+9Kc/wdPTE3v37kV4eHiz+3z44Yd4+fIlXF1dUVZWJrRTnJycEBsbCwCoqqpCSkoK6uvroVAoEBUVBaVSidzcXHTv3h39+vUzIOBobGzEsmXLkJSUhHHjxmHhwoUYNmwYnJ2dcfHiRVy/fh0PHjzA9u3bm5Vn/fr1GDFiBCIjI5GZmYmVK1eipKQEEydORM+ePbF1axP9gAS7mzBhAvbu3YuBAwfCwcEB33//PXQ6HcLCwvDkyRM0NDQInXelUilYflxcXJCamir0g9q2bQsrKytERESI1CYAWLt2LRQKBSIjI7Fr1y4YGxuDJO7cuYP09HRERESgrq4Oy5cvx5IlS1BTU4OYmBgBqTt69CiqqqrQv39/5OXloaysDFu2bMHHH38MoImCb+PGjSItyNjYGP7+/qitrcXXX38tyEck2OHkyZORmpqK0tJSke7SvXt3uLi4YNasWbC2tsZ7770HnU6HlJQU8RLctm2b0JTq2bMnnjx5gpqaGjg6OiI6OhpqtRq1tbUoLCzE5s2bIZPJ8Pbbb6Ndu3Y4d+4cTp06hcLCQuzcuRNVVVVYv369YE76/PPPhQMdOHAgJk2ahL///e/4+uuvER0dDXNzc8TFxeHhw4dQKpVYu3Ytnj59iqlTp8LFxQVAE2x3/Pjx6N+/v4EmEgB89NFHMDIywvDhw/Hxxx+jrKwMCoUC7du3x+TJk0WaUF1dHWJjY5GSktKMvwBogjdKL4FXrba2FiRhbGyMQYMGCWIRFxcXjB49GuvWGcqob9iwATU1NYK8BmiCkrq7u6Nnz57YsGEDqqqqsGrVqmYaVhI0NicnB6dOnULHjh3x8ccfY/bs2eKYsWPHYsqUKbCxsQHQ5CQvX76MGzduwN7eHiNHjoSLiwtiY2ORmJiIcePGQaFQIC0tTUxI8vLyxHPy8uVLbN68GbGxsVi9enWz+r/OftUOtKKiAkFBQVi2bBn+/ve/Q6fToU2bNmhsbERmZib++Mc/YsqUKWjfvj2cnZ0RHByMd999F1988QXMzc2xefNmjB07Fh07dsQ333yDhw8fCgcqk8kEtldiWgIg+EcfPnyI0tJSrFq1Cg0NDTh8+DA0Gg0OHTqEgQMH4u2338bOnTvFDEStVmPgwIEwMzPDN998A51Oh+DgYHzyyScYNWoUevbsiRs3bqBly5aYNGkSTp8+jRkzZiArKwt1dXU4fPiwKE9cXBz69esHCwsLbNq0CQ8fPkRISIjBLFoul2PAgAFYs2YNjhw5gqlTp+KNN96Ag4MDCgoKUFdXh549e6KyslLgqYODg5GZmYn09HSYmpoKej+gyXkGBwcjKCgIWq1WiPEFBwfj+PHjOHbsGHr27Ilu3brh0qVLAJoerEOHDkGpVIpBCjThniVSiuzsbFhbW2PixIlwc3NDRkYG4uLiEBMTg7/+9a+CHm769Ol488030djYiO3bt2P48OHo1q0bTpw4AS8vL0yePFnM2AFg2rRpyM7Ohru7u8GYadmyJYYOHYrExESBi09OToaRkRHOnDkDX19fXL16FUZGRhg3bhycnJxw7do1mJiYCPam/v37Y9OmTaivr8fSpUvh4eGB1NRUaLVamJubY9WqVfD398fEiRPh4uKC4OBgAECfPn3QokUL9O/fH1qtFlqtFn/6059E2YyNjbFq1Soxcxs5ciQsLS3F73/4wx/QpUsXWFlZwd/fH3v27MHYsWMRHByMpKQknDp1Cv7+/rCwsMCaNWtQUlICU1NTuLm5YcCAAeI6wcHBWL9+vcCqt2vXDrdu3RK/W1lZwdfXF5mZmejfvz++/fZbDBo0CAkJCThw4ACSk5Mhl8vRt29fuLi4wNvbG2ZmZggKChLPjVwux3fffQetVgtPT0/hbAHg4sWL6Nq1K86fP48tW7bAxMQEgwYNQt++fXH8+HF06dIFZWVlcHNzQ8eOHXHq1KnXPv/Lli0zwPHv378fu3fvhr29Perq6tCrVy/RpmvWrEG/fv0waNAgxMfHo7S0FB07dsSdO3dQXFyMTp064dtvv8WJEycwevToX+xA/+PrmP+b7Y033mBubi5zc3Pp4eHBpKQkxsXFcdmyZQK3++jRI3p7exsIdwUGBop96enp3LRpk9CPqa2tZV5enlh7kfLIbty4IdI3Zs6cyUOHDnHYsGG8fv06nz9/TiMjI+bm5tLHx4cvXrxgaGgoL168KLDwUh7o/fv36e3tza5du4rjKysrGRwcTG9vb9rY2DA2NpYrV67ke++9J0TK9MW3evTowaKiIhYUFHDMmDHcvHkz165dy6CgICHpIeWBdu7cWSzQb9u2TaSXlJWVMTc3V6wzvWrXrl1jVVUVQ0NDqVarOW3aNG7cuJHt27eng4ODQRvl5uayZcuWTEtLY25uLp88ecLHjx8zNzfXQHpYisL7+vqKNcr+/fsLXSqyKYB3/fp1vnjxQgSnLl26RCsrK968eZN9+vQR14uKimJlZSUzMzMZEBAg1t8uXbpES0tLFhQU8Pbt2wwODhZ5oIGBgSJqLF0nJyenGcdAfHw8w8LCuG3bNoaFhbGhoUGsgcvlcp49e5Z1dXUsKCgQbfrkyRMmJyfT3d2dp0+fZqdOnQhA5MpmZmYyNzeXgYGBBMARI0aI8Zubm2uwxk42Sbfs3LmTL1684KJFi+js7MywsDBeuHBBpADp90HPnj2ZkZEh0qwSEhLYv39/bt26tVkfmJiY8OTJk4IT4pNPPmFSUhJ37NhBMzMzent709/fnzk5OSJXNj8/nwMGDKC5uTlbt25NR0dHjhw58rXj51UrLCw0qKsk0ijlgebk5DA3N5fOzs5MTU1lbm4uo6OjRbl/Ttb42rVrIsvk008/ZUxMjIGonD4SqVOnTiwtLeWtW7f4/PlzFhUVCUWJnJwcqtXq/648UP3GBEAbGxuuWLFCLCJ7e3uL3K+SkhKxNTY2sqysjCUlJUJqobq6miUlJczJyWG7du1YVFRER0dHPnjwgDqdjp6enkxLS2NMTAw/++wzlpSU8NChQ/T19eWtW7cIgI6OjtRoNAb3GjNmDGfPns2VK1eKfD8p/Uk6XnLS5eXlIrARGRnJtLQ0enp6GqgXPnr0iDqdjo8fP2bXrl355ZdfsqSkhMnJyQwLC+PJkydpZ2cnUox0Oh3NzMxob29PR0dHbtu2jSUlJVywYIEYmPrllTZHR0cePXqUQUFBnDdvHufOncshQ4bw6tWrtLe3Z4sWLQy07e3t7alQKGhjY8PNmzdz8eLFVCqVdHR0pL29vUjjkeog3adXr17CgVZXV/PIkSPs2rUrCwoKhGCgviqnvgMNDw/nt99+S39/f+p0Omo0GpFM7uDgwHv37rFXr160srLinDlz+OWXXzIiIoJ37twReHDpeIncory8nCUlJYyPj6ejoyOHDRvGhoYGXrt2jcbGxiwpKREvpIsXL9LHx4fr1q1jZWUlt2zZQhsbG9EeUh8UFxezRYsWInXH0dHRIHdY2pRKpUEfSMEgKdiydu1aRkdH88qVK+zcuTNLSkoM+iAvL48BAQFMT09nVVUVExISCDTpsOv3QUlJCVu3bi3kXoYNG8bVq1ezpKSEa9asETDIgoICcW2NRkNra2tmZWUxICCAmzdv5pw5czhy5EjW1tY2Gz+SSc/Z6NGj6ejoKPI93d3dWVJS0qzPpGCStLVo0YKOjo6CKEf/tzt37lCtVvPQoUMsKSlhTEwMY2Ji+N133zEwMFCkMZWUlNDJyUnIjwQGBnLHjh2Mi4vjZ599xpqaGp44cYKdOnXijz/+KJXnt+9AZTIZlUollUolZTIZMzIyOGnSJIGHVSqVbNeuHZ88eSKOA5oQGF27dqVSqeSGDRtINkWHTUxMDJK4ySbs/JMnT+jt7U2lUsnNmzdz0aJFNDY2NpA1Njc3J0mBxZfut2nTJs6ePVv8LeUxSmZubi6cYkBAAI2NjalUKmlsbEy5XM5OnTpRo9HQ0tKS1dXVIpHbw8ODSqWScrmcCoWC48eP59GjR8V9lEolW7RoQZ1Ox5YtW/LOnTsiAqtQKMQxEiZaeoClf1/dFAoFhwwZQvL1ssY//vgjfX19eeDAAVZXV3Px4sWMjIwk2TT7kNqnurqaVlZWos9MTEy4ceNG1tfXc+vWrezevTt//PFHg3tL97h58yYHDhxIIyMjKhQKGhsbs2fPnuIFqS8trT/D3b59O+fOncuxY8eSbEKnFBUV0cLCQrSpUqnkjRs32Lt3bxoZGRmoct64ccMAZ69fNplMRmNjYy5atIh1dXU8dOgQZTKZOP7VNj179iyrq6s5efJkg3H6an316/06WWONRvPa8/Ly8jhw4EAmJSVx0aJFVCqV7NmzJwsLC2lvb8/GxkYqlUq+ePGCarVazATHjBkj2lQul/9s+aVt69atnD9/PkePHs0zZ840O76yspLV1dXs0KED5XK5gawxANFG0sTAyMiIpaWlrx3XJHn9+vXXjstXt9jYWFZXV7OmpsZA1riqqoq2trZUKpXMycnhkCFDmJiYSLJJ38zHx4cajYYqlUqK3P/2HeironIZGRkkyaVLl/5buvDnzp17rS7860xfF/51aUyS/ZwuvL5ZWVkJGKGU2L9+/XqhC29nZ9dMAE2y/6kufHh4uEF6kUTp1qJFC5KGpAv6JqUxkf9cF37QoEEEwE8//VSc++DBA1pYWAilUyl3T18XfuHChQRgQCYimeTkpYf9VV3427dvi5kW2ZT2pJ/G9KrduHHDgOHqVVG5X6oLT1KkMU2fPt1AF17/81Eul4s2lXJJly9fzuTkZA4ePNjgPpKscVVVFZ2dnQmABw4c+Nm66FurVq149epVAaf9Z7LGpqamIgeaZDNd+H8lKveqFRQU0NbWVrSptBUUFDTThQfQ7MtKmnneu3ePJIUu/P/UJCinNEPXL4v+uP45B6p3/G/fgUpvsuLi4tc60AsXLggYnmSSA/Xy8hL4WAmHLTnQiooK8dvPDRx9ByqVQ0KPSA40MDCQqampnD17Nj/44ANx7qv4XSsrK3Hu9u3b+dlnn4mO9PT0NMAYKxQKA97TYcOGEQDHjRtHsoknsVWrVs3K++o9k5OTDcr8qgN1cXERUE5J1lhyoKSAuzVzoNK9Fi9eTJlMxm7dupGkaFN9B6rT6RgUFMT169f/Uweq0+loa2tLmUzG7777TqyNSXmN0jH6/5esd+/eop7S9mqbkv+QKpZw2JIdO3ZM4LCldeXGxkZaWlqysLBQOFCSAokkjQfJgb6KFw8LC+Py5cvFvtzcXKrValZVVYk2qqqqok6nE8ndr+rC619PJpOxpqaGrVq1okwm46FDh6jT6ZiQkMDhw4fz/PnzbNu2LSsrK2lkZCTOkz7rZTKZwTq0xPGg0+maOVBPT0/KZDJu3ryZc+fO5ahRo8R55eXlovwSv4D0t9QmANinTx/qdDpBZyftf/78Od3c3AzOkca1ZLW1tQZ9qa9AK62BShwP+teRXnrS0gUAAwcqlUPKrf2vcaDSwy99EqhUKhobG9PIyIhKpZJqtZqPHz+mSqUS606lpaWsrq5m3759mZSUxLq6Ou7du9cAhy3NGqysrMS5KpWKqampTEhIoImJiYEDNTIyolarpUKhYIsWLahSqSiXy4UDNTIyEtdQq9Wi0y0tLVlSUkKtVsvu3bvTxMRE0KLpv6mtra1JNs1mpOurVCrx5h43bhyPHTsmPqGk36UHRVosj4yMpEqlErO6Tp06CXo6qX2k9lQqldy7dy/r6+sNHGhRUZFY05O2e/fu0dfXV0j2Ll68mEATnZ3EByrht8kmeKPURuvWrWN9fT23bNnC7t278/79+wZtLpUrNzeXAwYMEHU2MjISWHiVSkVLS0vRps+ePSNJ9urVi+vXr2d8fLwgYK6urmZ5ebn4ck8beX4AAB9jSURBVJC02PPz8xkYGEiVSsUlS5aQJBsbG5mbm2tQDv12ksvlNDEx4fLly1lfX8+vv/7a4FOfJM3MzKjVaunu7s6cnBzW1NQwLi5OXFNaCtBvU2mNWXKgSUlJBo5E+tx8tUwSUmv9+vVMSEgQz4FMJqODgwMrKyupUqlYW1tLOzs75uTkCK16CZFjamoqnIn+9VUqlXA++mugWVlZVKlUBuV/dY1348aN1Gq1TElJYZ8+fXjz5s1mY+jFixesqqpit27dxD6FQsGQkBBev36dKpWK1tbW1Gq1Yh1a/1lYvHixiAXodDpqtVqWl5cTaIoFSPwCWVlZDAkJEQ60oaGBWq2Wt2/fpkqlIpucy3+PA718+TI7dOjA1NRUfvDBBxw3bhzXrVtH4B+4ZYmJRaPRCKb6oKAgrl27lmQT8kWj0fDRo0eCcEGtVvP+/fsiMLBz504RRNJoNMzIyKCfnx+vX78u3uwKhYL5+fl0c3Pj7t27OXbsWM6ePZsajYa7d+8m0ERiW19fT7VazcLCQnp4eFCtVjMjI4NhYWGcNm0alyxZIgaQo6Oj+NSRy+W8efMmNRoNfXx8mJKSwpiYGKpUKoaHh/P48eO0s7MTdZUe4AcPHnDQoEECUqfRaJiamkpvb282NjaKfdLm6OjIw4cPMzIykmq1mnFxcSwvL+fVq1fFor+03b17l42NjQaM9JWVlYJdv6Ghgbdv3zaIHEsBBCmIlJycTBsbG3bv3p0NDQ28efMm5XK5KI9EBq2/FhkWFibIrjUaDQsLC0Wbenp6Uq1W8+DBgwILLznVO3fu0MnJyeDzUdJhLysro0aj4cyZM8UyRH19PfPy8gzqfOvWLWo0Gnp7e/PLL78U+uURERHUaDRCoUCtVhMAnZycKJfLaW9vz0OHDnHy5MkEwH79+vHIkSPNZvN37txh586dRQDNysqKarWaH374Ia9cuUJvb2/RNvrnSW2UkpIigkj6M8DWrVtTo9EI3XYHBweq1Wpu375d9NnXX39NV1dX0aYAeP/+fQN+T2tra1pYWIgg0qvjR3/r1q0bbWxsqFaraW1tTVNT02ZBoQcPHrB9+/aCh3bNmjWMjY0lAPbv35/19fVCoUBqUwC8cOGCuM/06dM5ceJE7t69m3379uXjx4/FMoizs7Pgzairq+OQIUNoZWXFzz//3OClJLGN/Vc40DfeeIOmpqb08vJiixYt2K5dOy5dupQLFy6km5sbO3bsyGPHjol0DMmuXr3KkJAQbtmyhZMmTWr2dtdnrKmrq2PLli2Znp7OiooKkcYkOYkjR44wICBARGQvXLjAgIAAQQKRnJzM4uJicXxOTo4g0gCa0nSMjIx44MABVlZWikjhhg0b2K1bN+bk5DAnJ4fZ2dn08fEhflrfKS4upr+/P9PS0qjRaJiTk8Pbt2+LNCZ9kxzozZs3+ezZMyYmJtLHx4cffPABr1+/zrKyMgPMc/fu3WlsbMycnBzevXuXOTk5TEhIYFxcHLVaLQ8dOkSlUslLly4RMJT0aNeuHX18fMQmfeK9SqhMkkOHDuXWrVv5ySefiIEufcI3Njby8uXLBn3Wpk0b0S8ffvghV69ebXAvabbm7e3NM2fO0NXVle7u7rS1teWcOXN48OBB+vj4sEOHDrSysuKFCxdEmz5//pwhISG8cuUK4+PjOW/ePK5YsYIxMTEkDddAL168KDIqXv2Et7S0pI+PD3v37i36Tp8YpEOHDnRzcxNZABIxzatOVH8NNDExUVxr/fr1DAsL47Fjx9ijRw8hVXPu3Dnm5OQI1v7WrVszPj6eixYtopeXlzhfeg6kL5A9e/YwJyeHZWVl3LRpE+Pj41lZWSnYwXx9fcU5V69eFdcICQkhAJHGVFhYyN69e7OhoYE+Pj5saGhgr169+ODBA/bs2bPZC0L6spL+9vb2FrNKANy1axdnzJghHKhEwiONS2kmqb/E9umnn9LOzo7vv/8+Dxw4IKQ8pE1KPYuKiuKGDRsYGRkpJD3IppQqqX7/FQ7UysrKoNGBprWiO3fucP/+/Tx9+jSrq6vF2qi+eXl50d/fn23atKG7uzsXL15MkkJ+QPoUq6ur4+HDhwUt2ejRo9m+fXsuW7aM165dY1RUFHfv3i0GVH19PQ8dOsSRI0dy7dq1jIuL486dO3nixAnOnDmTRUVFgugAAPft20eVSsW+ffvy2rVrXLZsGXfv3s0NGzbQ3t6eoaGhjIqKEsd//fXX3L9/P6uqqnjmzBlBknHkyBGGhoYyMDCQDg4OrKurY2hoKENDQ5mens7IyEjxd7t27Thw4ECeP3+eZNPann4bZWRk0NbW1uClc/fuXSYlJTE0NJSRkZHMyMgQD6/kQE+ePMn9+/cbbKdPn2ZZWRkHDRrUzIGeOHGCjx8/5pgxY0T/2djYcMyYMSIHNTQ0VAR5PDw8CIDjx4/nnDlzOHnyZM6fP59OTk7cv38/9+3bRwDcu3cvhw4dSjMzM86fP5+9e/c24AMFmgJOUp8BENjyrKwsXrp0ibNmzWLnzp3Zr18/kk1rb1KdpDZ9tQ9SUlLo4+PDlStXGqxDHzhwgPv372dkZCStra05Y8YMDh48mEATwcWmTZsYGRkpvlD279/PsLAwsRzTrVs30T/FxcXi4U9PTxfXqa6u5vvvv09LS0t+/vnn3L9/P+fNm8dJkyZx/fr1/PDDD1ldXS3aVHLqgYGBDA0NZWZmJgsKCrh8+XIRE5Dw7PoWExPDvLw8Xr58mfv37xdjRGKk1+l03L9/P3U6HQ8dOsTKykpmZWWxV69eBMC+ffty7ty59PT0FEtn0nMgfdIvWrSIGo2GM2bMYFBQENesWcP333+fW7dupVwuF3V+VdLj2rVrHDduHFu1asUPPvjAYBwCTUGk6Ohobty4kSUlJQaaSHfv3mV0dDRramoYGhr6ix3orxqJJLGIz5kzB5aWlkLuVKPR4NmzZ+jSpQvi4+NhYmIi0CCSTZ8+HU+ePAEAHD9+XKBnlEolAgMDhcIjAAMUx4gRI+Dl5QVPT09YW1ujT58+CA0NhUajQUZGBoB/QPX++te/4ty5c7h16xY6d+4Mc3NzrFixQjDlA00Y7KVLl6K2thbW1ta4dOmSkGS2sbHBG2+8gRUrVgi42uDBgwV08e2338aWLVvQunVrODs7o3fv3igpKcG1a9cgl8vRu3dvTJkyBV999RUmT56MiIgIuLq64sWLF3Bzc0O3bt0AAKampggKCsLkyZORmJiIrKwsoRL6t7/9DV5eXtBoNDh27BiuXLmCTz75BMePHxds8J9++ikUCgU+/fRTfPvtt7h+/bqon6urK7p06YK3334bhw8fNuiDwMBA8f8+ffpArVbjzJkzeOutt2BkZITevXuL65PE48ePERMTA2tra+h0Otja2uLKlSuoqqrCqVOnBDTx9OnTOHjwIKZMmYJRo0bh5s2bzcaOsbExevXqhYyMDCxbtgxyuVxgua9fvw4jIyN88MEHcHV1BdAEgczKysLSpUtx//59nD17Ft9//z0mTZoEZ2dnZGRkYPfu3WjVqhUCAwMRHx+PTz/9FEuWLMHgwYMxffp0ZGRk4OXLl/Dz88PAgQNhZGSEq1ev4ubNm3jnnXeErO6pU6eQkZGBhoYGTJ06FWq1GhcuXEBjYyNCQ0PRqVMnTJo0CY6OjujduzcOHjwIoAmu6u3tjSFDhuDSpUuor69Hv3790LJlS0yZMgUWFhaiTb/55hvMnj0b5ubmSElJQWFhIfr37w9HR0eBlVcoFAZ4dgA4ceIEIiIi8M477wimfn0jiVOnTgn0kKSK2bdvXwwZMgQvX76EVqvFX//6V8yZMwdz585FYmIizpw5g8bGRsyaNQvPnj3DsmXLYG1tjYCAABw7dgwFBQVYsmQJdDqdqO+rdvfuXTg4OGDw4MHIzs5GUlIS5s2bh8WLF0Mmk2HatGno2LEjbt26JRBgZ86cwcaNGxESEoKOHTsiPj4evXv3FlLQ/8p+1Q7UwcEB5eXlkMlkiIqKgkqlQmlpKc6cOYOamho8fvwYL168wPbt2+Hi4tJMHiAsLAx3797FiRMnxD5LS0t8/PHHBjjhdevWGUARu3XrhrfeegvFxcWoqKjA2rVrhVP7Z1ZUVISjR4/i1q1bQiJBgsVFR0eLgSLJhLRp0wbvv/8+VqxYIa35Gtju3btx69YtuLi4QCaTQS6XQy6XC1z+pEmTMGXKFKSkpCAiIgKTJk2Cq6sr/vCHPzSTaGhoaMCKFSvQtm1bJCYmor6+3uCeubm5yMjIQOvWrSGTyQzahyR0Oh22b9+O1NRU4UDd3d0RExMDCwsLxMbGCvneVatWQafTISoqShBlyGQyeHh4wNHRUWCijYyMMGHCBJiYmDQrL9Ck875nzx5YWVlBp9OJMul0OowbNw4tW7b8p/2hUCgwceJEGBkZISYmBpWVlVCr1bh37x66d+8OJycn3LlzR8g5S9eXy+Wizvq46ldNv/1WrVplQFTRs2dPyGQypKenw87ODiNGjMCaNWsgk8mwYsUKxMTEYOvWrZDJZAgNDUViYiJOnz6N0NBQg/JLfbx69WrExMRg3759kMlkIAlfX1/88Y9/FHh7kgbjVC6XY9SoUTh06BCOHz+Ojh07wsPDAz169MCWLVvw/vvvv7Ze+/btg5OTE9544w0AwMOHD7FlyxbR9itWrMD48ePFvdLT0/HOO+8Ip9W6dWuEh4dj5cqVkMvlmDRpEhQKBRobGyGTyZCWlgZPT0+89dZbzdpR31JSUgQfwLvvvousrCycO3cOgwYNgrW1NdavX4+6ujqsXLkSJLF69WpoNBoMGTLE4Nok4eDggOHDh8PNzQ1Lly597f1eZ79qB2phYYHnz5/j7NmzcHFxQatWrfDjjz+iffv2sLS0xOLFi5Geno6tW7fixIkTBg70woULqKioQGFhIW7fvo1OnTr97H2ysrKwf/9+eHl5obi4GN26dYOpqSmUSiUyMjIMdKQPHjwIIyMjoc/TpUsXtGrVChcuXMCuXbswdOhQg2tPnjwZAwcOhK2tLbKyslBaWmrwu7m5OSIiIrB8+XKsWrUKBw8eRHBwMBQKBRITEzF58mT06dMHX375JebPn4+OHTvi5cuXmDJlimDLOX36NP7yl78gNzcXubm5AJq0lvTNyMgIgwcPxqRJkzBo0CAcP35csPlIuvCOjo5wc3PDggULkJqaikGDBiEpKQm9e/dGSEgI/Pz8DGaf3t7emDJlSrP2jIuLQ11dHeRyOYYPHw4AuH//PsrKytChQwf88MMP+POf/ywcfnBwML755hvU19cjJSUF48ePR3l5ObKystCjRw+UlpZi5cqVaGhowKpVq5CYmAiFQoE//vGPBvwA+lZVVYW4uDjs3bsXf/7zn+Hg4IBOnTohLy8P77zzDiorK/HNN9/g5cuXArcdFRUFoIncZMeOHVAqlZg2bRrKy8vRvXt3eHh44MKFC8jJyUFISIiY7QFN+PPa2lrBdCQ5l3feeQcAkJGRgRMnTghnERgYiLS0NCxZsgRvv/023nzzTRgZGQFoYiELCQlBjx49xExp6tSpiIqKwsWLF9GhQwcMHToUd+7cwbp163DgwAGsWrUKb731FiwsLDB48GDodDrMnDkTQ4YMAdBEInLv3j307t0b7u7u+OGHH/Dee+/h8OHDYhZ6+PBhvHz5EqtXr4ZcLkefPn3QunVrmJiYGDBvSfUKDg6GsbExrly5gq+++gpfffUVoqOj8dFHH+Hs2bN4++23QRIHDx4U9ZZ0mSIiIpCXlwc7Ozt88cUX2LhxY7M+PH36NBSKJhfm6+uLDh06IDMzE2fOnMGaNWsQHx+P8PBw8cwNGjQILVq0QM+ePeHk5AQA6NWrF4KDg3H69Gm8+eabePfddw0mVP/Sfsl3/v/VDT+tX0npHlIQSeL8Cw8PF4vtkl2+fJk5OTmsrq5mUFAQ4+PjOWHCBA4bNkysdV25ckUkfevnv0maSI6Ojpw5c6YIInXu3NlgMdzHx4empqY8efIk79+/z+LiYoGFr6mpaRZEqqysZLt27UQS97x58/j1118zKirqtUEnrVbL/Px8RkRE8Msvv+SjR48MsPAKhcKAHFaSNQYgAhixsbEkm7IPJFw72aRYWF1dTbVaTU9PT27cuFHIP48ePZrbtm2jsbGxQQADaGKkHzFihIDqtWrVSiRyS8S2+jjsTp060cfHh1u3bmVYWBhnzJjBzMxMDh06VAQwpDrU1dUxMDBQRODbtGlDJycnRkVF8fTp04L5XZ+L8sqVK3R1dX2tJpKpqanAqUttKpfL2bFjR/r4+PDIkSMCC5+Tk8Nr167x2bNnIqdVLpezc+fOBgEsHx8ftm7dmpaWlhw+fDjLy8sNgoCSJntYWJiIZtvb29PHx4eenp4C5irldXp7e9PY2Jienp7ctGkTc3JyRFaFVqvlsWPHmt3/5MmTzMnJEXpNCQkJtLGxoYeHh9BEkqRapOj+nj172K1bN3722WcsKioyUOWUgkiSSRyxUh/4+Phw1qxZJA114aXySPnKH374IX18fOjo6CgY6SWEVHZ2drMgkoeHh8h8GTduHCsqKnj9+nU+ffq02bjWN2ndtEePHrx+/TpLSkook8lEoPDs2bOiP54/f85JkyZxxIgRgtQ6Ly+PjY2N/z1BJPyUnlBaWkpvb2+RxhQXF0eSzM7ONkid0Wg0IvqYn5/P9957j2q1mpaWlhw2bBhra2t5/vx5mpub88GDB1Sr1cKB9urVi/v27WNMTAwTEhJYVVXFjIwMdu/enc+fPxedKjGtt2/fnrt37+bQoUObicpZW1vz/v37VKvVbGhoYHFxMdu0acOsrCyOHz+eK1euJEkePXpUBFak4yVsftu2bXnu3Dl+9NFHXL16tXCgN2/eZOfOnVlbWyvSPfQdaHp6OuPi4oQDzc3NpZOTk2ijoqIi6nQ6du3alcePH2f//v1pZWXFL774QgTWXFxcBPZcukdubi7r6+s5cuRIqtVqIYxXV1cnAA0uLi6iDyQUjJQmFR8fT41GI3TeSRokcRcXF7N79+5Uq9XctWuXEJU7f/68eOAbGhqoVqtZX18vHsBTp07xk08+4fLly5mWlkY7Ozt6eHgYRIAbGhoEQ72U5B8fH0+VSsWWLVuyQ4cObGxsFMEiKTXuVUtJSRFyEo2Njbx37x7VarVIkpckKCS+g+joaJaXlzM/P58+Pj6iTfWRSJcvXxbBrjFjxrC8vLwZmYhkEnb+0KFDfPbsGePj44WonFqtFpwNUpkkWRP8lJa0cOFC7tixg76+vtRoNCJ7RHLckgO1s7NjWloaKyoqqNFoWFZWxnv37gnxPcmKi4tFAPDp06ecNWsW4+LiRFDp1T6wtLRkq1atePHiRQ4fPpyWlpYcP348t2/fLsAMkhCgs7NzM8TcvHnzaGVlRQCvJRMBmrgPpLStuLg4WllZsX///jx+/Di9vb0Fvv6/xoE+efJEIDakRPqpU6eytraWFy9epLu7u0B16CcG5+fnC13rpUuXMjIykqdPnxbHmJubN+ug4OBgpqamkiR37drFvn37kmQzB1pVVUUvLy/xRp09eza3bdvGAQMGsKCggCqVilZWViKxXCKXOHv2rLhXfX09MzIyREKzdLy5ubnADGdnZ7O2tpZarZZr1qxhcHAwtVqtIEiRBo7kQJVKJXft2sWJEycyNjaWDQ0NPHfuHB0dHanVallZWUkzMzNxvvTmXrJkCbVaLXft2kW5XE53d3eWlZVRJpORpIgWX716lTU1NaJeUh+oVCra29uLJG6VSmUgCVFbW8uFCxfSxMSEcrlcPIiNjY1UqVQilSw3N1dce+7cuXz//ffF3/obSaERlZWVxdraWtbV1bGhoYGHDh1i+/btRSK69PA6OjqK1Jja2lrGx8czNjaWx48fp4+PD8vKymhiYiLKXFVVRa1WKxAudXV1XLlyJfv378/q6mo+evRIPLzS8c7Ozjxz5gyHDh0qAB/6uvBVVVWiTE+ePKGbmxuvXLnCkJAQGhsbU6VSccSIESJdSeonqc5t27alSqXiwYMH+eGHH1KhUHDkyJG8cOGCwbiWztFqtWLml5yczLq6Ou7YsYNyuZwqlYqOjo5saGigSqUSecsqlYpHjhxhQ0MD58yZQyMjIwYFBRk8J1J5rK2tmZeXR61WyxEjRnDWrFnUarVCZVW/DyoqKmhhYSHYlSIiIrhw4UKuXbuWAIQDffbsGVUq1WtfYHV1dUxOThZfGPoOVBKMLCoqYnV1NSMiIrh8+XIuWbKERkZG7N69uygPm5zLf4cD1f+E/yVYeLJJITE/P98gkT4tLc0gF/LVT/h/Zq86UFtbW966dYu9e/cWDvRV08cMS3Ro+rZhwwaRL6d/fGNjIy0sLIRejz6UU8ol1M8D1XegEhYeAGNjY5mRkWGQAgbAAHYoOVD9rWvXriJ5+3UOVMJhAzCQUXldHqhkkirnrl27XgvlJCkE56RNwsK/Wj6pD2xsbFhQUECSzT7hAfxbWHh9B2pubk4AIhVs2rRp4tqSJpK+A9VH5uzbt49kk9SIvgMl//EJD0DMeENCQprlKj948EAfdihSyUj+Iiy89CV27do19uvXjwAMsPD/zAIDAw2QSPqmv4yin3ivv/Xp06cZH8Hrtlcd6OPHj0UfyOXyZk70n9HZ6durssahoaEk+W85UFnTsb9Ok8lkZQC0AJ78p8vy/8Hs8NusF/Dbrdvv9fr12c/VrQ1J+3918q/agQKATCa7RPL1odZfsf1W6wX8duv2e71+ffa/rdu/Tl783X633+13+91ea7870N/td/vdfrd/034LDnTdvz7kV2m/1XoBv926/V6vX5/9r+r2q18D/d1+t9/td/tP2W9hBvq7/W6/2+/2H7FfrQOVyWQDZDLZLZlMdkcmk834T5fnf2symey+TCbLl8lkV2Qy2aWf9tnKZLJjMpns9k//2vyny/mvTCaTbZLJZI9lMtnf9fb9bD1kMln8T314SyaTBf1nSv3L7Gfq9v/au78QqcowjuPfH/4tFaKsWNRoV4RYl1p3NVgLqS4EDdyNhIQuVrCiqKgLBUECwbqwf1BddBFFFpEQKlQ3m2R/LgyVanfbbTNdEzIXvegiiai0p4v3HZyGmXE8M3TmHZ8PLHPmPefMeZ999Nnz7tnznu2Sfol5G5a0tmhd08cmaZGkzyRNSBqX9FRsTz5nVWJrXM5q+WPRZvsCpgGTQAcwExgBOvPuV50xnQTml7Q9D2yNy1uBnXn3s4Y4VgE9wNil4gA6Y+5mAe0xp9PyjuEyY9sObC6zbRKxAW1AT1yeB/wY+558zqrE1rCcpXoGejtw3MxOmNlfwG6g/xL7pKgf2BWXdwEDOfalJmb2JfBrSXOlOPqB3Wb2p5n9BBwn5LYpVYitkiRiM7MpM/smLp8DJoAFtEDOqsRWyWXHlmoBXQD8XPT+FNW/MSkw4BNJX0t6JLbdaGZTEP4xADfk1rv6VIqjVfL4hKTROMQvDHWTi03SzcAy4BAtlrOS2KBBOUu1gKpMW+p/TnCHmfUAa4DHJa3Ku0P/g1bI4+vAYqAbmAJeiu1JxSZpLrAHeNrMfqu2aZm2po0LysbWsJylWkBPAYuK3i8ETufUl4Yws9Px9SywjzB0OCOpDSC+ns2vh3WpFEfyeTSzM2Z2wcz+Ad7g4pAvmdgkzSAUmPfMbG9sbomclYutkTlLtYAeAZZIapc0E9gAlH9QSgIkzZE0r7AMrAbGCDENxs0Ggdoe1NJ8KsXxIbBB0ixJ7cAS4HAO/cusUGSi+wh5g0RiU3h+ypvAhJm9XLQq+ZxViq2hOcv7SlkdV9jWEq6qTQLb8u5PnbF0EK7+jQDjhXiA64BPgWPx9dq8+1pDLO8ThkV/E36ib6oWB7At5vAosCbv/meI7V3gO2A0/gdsSyk24E7CMHUUGI5fa1shZ1Via1jO/E4k55zLKNUhvHPO5c4LqHPOZeQF1DnnMvIC6pxzGXkBdc65jLyAuqYk6ULRbDnD8Va8y/2MAUmdje+dc8H0vDvgXAV/mFl3nZ8xAHwMfF/rDpKmm9n5Oo/rrhB+BuqSIalX0hdxwpWholsNH5Z0RNKIpD2Srpa0ElgHvBDPYBdL+lzS8rjPfEkn4/JGSR9I+ogwocucOMnEEUnfSuqP2y2VdDh+3qikJfl8J1yz8ALqmtVVRcP3ffGe5teA9WbWC7wFPBe33WtmK8zsNsKUZZvM7CDhLpMtZtZtZpOXOF4fMGhm9xDuRjlgZiuAuwlFeA7wKPBKPDNeTrgbyV3BfAjvmtV/hvCSuoAuYH+4xZlphNsqAbokPQtcA8wFhjIcb7+ZFeb6XA2sk7Q5vp8N3AR8BWyTtJBQtI9lOI5rIV5AXSoEjJtZX5l1bwMDZjYiaSNwV4XPOM/FUdfsknW/lxzrfjM7WrLNhKRDwL3AkKSHzOxA7SG4VuNDeJeKo8D1kvogTFMmaWlcNw+YisP8B4v2ORfXFZwEeuPy+irHGgKejLP5IGlZfO0ATpjZq4RfD9xaV0QueV5AXRIsPLplPbBT0ghhZp2VcfUzhJnG9wM/FO22G9gSLwQtBl4EHpN0EJhf5XA7gBnAqMID5HbE9geAMUnDwC3AOw0JziXLZ2NyzrmM/AzUOecy8gLqnHMZeQF1zrmMvIA651xGXkCdcy4jL6DOOZeRF1DnnMvIC6hzzmX0L5h+bTThxxvpAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "plt.imshow(descriptors1)\n", "ax.set_xlabel('Features')\n", "ax.set_ylabel('Keypoints');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have series of keypoints for both images, we need to pair them according to their descriptors by trying to maximize their \"resemblance\". We use the ```match_descriptors()``` for that:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "matches12 = match_descriptors(descriptors1, descriptors2, cross_check=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can represent those pairs of keypints by displaying both images and connecting those pairs with a line:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "plot_matches(ax, image1, image2, keypoints1, keypoints2, matches12)\n", "ax.set_title(\"Original Image vs. Transformed Image\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a clear cluster of lines that seem to give appropriate pairs. Note that most of the keypoints are situated in the \"number-region\" of the image as that region contains the most salient features. Let's now recover the coordinates of those pairs using ```matches12``` which is just a list of pairs of indices:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "coords1 = keypoints1[matches12[:, 0]]\n", "coords2 = keypoints2[matches12[:, 1]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can naively calculate an affine transformation that would optimize the match between these coordinates. For that we use the the ```AffineTransform``` object from skimage. The ```estimate``` function of ```AffineTransform``` takes two series of coordinates and finds the optimal transformation, including rotation, translation and scaling:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = AffineTransform()\n", "model.estimate(coords2, coords1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here are the numbers that we get:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scale : (9.144090988890659, 1.0404898421429243)\n", "Translation : [-2169.2502883 1615.00351007]\n", "Rotation : -0.5950501047693328\n" ] } ], "source": [ "print(f'Scale : {model.scale}')\n", "print(f'Translation : {model.translation}')\n", "print(f'Rotation : {model.rotation}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compared with the translation that we obained with the previous method, we see that clearly something went wrong:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-62, 74])" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "displacement" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The probleme here is that the optimal affine transform has to take into account the few outliers that we observed before: we had a series of mostly parallel vectors and a few obviously mis-paired ones which make the optimization fail. How can we remove those points ? In principle we could try to come up with a custom solution where we try to select a group of vectors with similar orientations. However this is a good example where a more general solution based on statistical testing work well. Since our keypoint-pairs consist of a large majority of \"good\" pairs and a few \"bad\" outliers, we can use the [RANSAC](https://en.wikipedia.org/wiki/RANSAC) algorithm to optimize our affine transform. Essentially, the RANSAC algorithm fits a model to subsets of samples and keeps the best fit. As we only have a few outliers, there's a good chance that one subset will consist only of \"good\" keypoint-pairs and give the optimal result:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "model_robust, inliers = ransac((coords2, coords1), AffineTransform, min_samples=3,\n", " residual_threshold=0.01,max_trials=1000)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1.0000000000000002, 1.0000000000000004) [-62.208 74.6496] -2.884444029575346e-16\n" ] } ], "source": [ "print(model_robust.scale, model_robust.translation, model_robust.rotation)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we are back to a more reasonable result. Note that the method is probabilistic and doesn't always yield the same result." ] } ], "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": "3.7.6" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 4 }